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@jamestwebber
Last active June 21, 2017 23:56
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A Python Notebook for Wilensky's fairness illusion exercise
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# number of individuals\n",
"N = 10\n",
"# initial values (each person has N dollars)\n",
"v0 = np.ones(N, dtype=int) * N\n",
"# length of simulation\n",
"T = 10000\n",
"\n",
"# pre-allocate some arrays for speed\n",
"c = np.repeat(np.arange(N)[None,:], N, 0)[~np.eye(N, dtype=bool)].reshape((N,-1))\n",
"a = np.arange(N)\n",
"rs = np.random.randint(0, N-1, (T, N))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# simulate\n",
"\n",
"vs = np.zeros((T, N), dtype=int)\n",
"vs[0,:] = v0\n",
"\n",
"for i in range(1, T):\n",
" ix = vs[i - 1,:] > 0\n",
" ig,cg = np.unique(c[a, rs[i,:]][ix], return_counts=True)\n",
" vs[i,:] = vs[i - 1,:]\n",
" vs[i,ix] -= 1\n",
" vs[i,ig] += cg\n"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
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y9shfS53OlZvyn6cBAAAAaJZpbQdY++wQ1tu4NaMY3Srd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t8Dzp+BHv4B9On/CwBwHYeDNC6/IySCc/AbtEf3tfRUfnAwzcDFZ2dT3g7iGPLjrL6hxX3s\n2egznAYv8Ghyik8nRzydscD7rg5/i875p/BCZg9OBbuKAEACEleg88M6qWDkx4gr8tj6+OUQ3xxN\npLGZ0qPjIbOlTl/i6PG/I3r2T8kXpQ5ePd82FYg++zVorDpQAKNpiJORaA8zeRjGFDGNEMVAL5qi\nN47w4HiCp2esvM/Gn2F/+hDPx1/i0H+CR1HmsAQAndF90KNPUeky3tsmNak8MWWgfhhTPOgewomn\nIAQ4H+cvBJnuTZnvf4JK2EWnrnjWHnwMKiw00e7DTKZFPudbPRpiEAf4IujzAdSquElrJHGTv6ej\nCPvnAYZ+iK+79/G828fRMODOHF8eZLrcxAKWPTqZsLkslpU4GIcxnvd8wPEgyjApnEUBFFU4Pge8\nppT3WLHZxbYkBOimOgsFSO8xW2g93wWOPsNcRZE93UfA+S5GcZgtaFv0wJ5xURzYG2Uy0BZXJFVH\nmK92AMtFtc+HL0FAuP4B4ikhst1I9NmvQQ8/1hPRQGSdPjpl4ztMQVShjM1QBx4/P/0Sfb+P+72H\n0vtPhrv4fHKcgcOJzfHF5AQPpl18NVVkdm0B6ZnGEjj64v/LLS+NI9CXvwHd/VetvGWIvvhn0MNP\nNNnr9R+gPfwaiz27I59p7lLFUYM++7U2by9M6RQCMJjGOHv4T5lsMwQPY4r28CHc00+xfPqv1mTT\nhVhMzjL+4DWs4b8t+g6CxkT7SQEgGHAGPaQRUOug19lGnCjzojLmOgQLpIErS+9hdf4me1mdS1Pi\n4B4ARG5mBExNLmAGylYb7Ku5dNrVI46O9Xezen7O7wAAlpsVLHgTLDY8OIToRg+ATk0WliEoRo0b\ncvYJU3Z4VVhdUnD6VDFyY0qlLQcOTb2XgFNF+dxqbeAny28ipkBMXEQJ0DSuXwEARE5dKgkBEJMK\nmp6DhXq5y93otGdHTJqrIBs/BGlvgGy+K39zBGGhMMhpdRW9ubcwmHvdmi/Z+CEGGx/gaPl99Dpv\nY1K/gtDLDJNRGMOLBlnSbsWQCLjCqZHgMRf6gqI6n4z3Sosb3Fi8LcQThKVjakMCsvVTkPUfgCzb\n6zcrtaou7q42sNWp4uZSvTjCJSnP46xVdVB1ddY5V3Ox2q6g5jaxVb+De523+dDxSNWaXgo2p39d\nx3yRQtVp8LdhHGghCHFwtf46rjbeMGdkGMbX2ju4u3AbtzrZvDWBa6I3rnhz7w+utDBfd3F1ocbR\nvnM6NQKZajkIjXheHACc28aZAFIsd66j4+ht1xTAlbGgJI3CkSTUwti8UBfGFMOI8dBRxJTLG0ts\nvA+jntT+jUQwB1Q3tGIaYXM++73VYWUdNm+Arr6NYSwbdDQYJ+Vk8+hsnM2nMAKWqlvYdhaw7SyA\nEjanOftJwLi662CB1LHtLOAWmrqnHQAnMSgngkc0CAMEb7nLeK2ygo22A48feSH4Go+PUXEIriS8\nIPQ6hSva5tlC0Kl7WJ+rYrHhYr7ugiZ1qDh1efupElNkuWvNVXiOqnyzOCloxg2IJJ64WPDW8vfS\n6mvkJVvc76zWAWHxYXuhhs25ClpVl4EcqQGSgJe35pP5koy97zfW5FooRgXZ/k8gWz9FlC7EEQLP\nIcKiqkwucfV+XWB8uCEYIotuHWvVxSRPg6xXvZhTwEQwTK4uZPMrvQjPiadJORzcdJdxy13BRu2m\nwhtINpeFcT6ubwFg/NAFkxHp4oUfUTQcJsdSJ3s/mfvDODCOZbHcABBa2gxeHaFoBNbmQZJF/cXa\nAn8tzW1XliVX21ek5/XmmjkvE4k7MPyB9KlVdTGtbWDU2GFBlXq+ffV93Fm4ja3mpjHpSTTFf77G\ndIxBi42Dtxur+FFnFTvOEgiN4EemtpPfnQjz4k2vzeVc6hE5DmOgtSFEj9micX0xeze/A7L9Psj6\nD0AXb/HXZwvvokY8zqcA4OZSBtoEscA/FZ0qEsZuGIeouQ42bv0Yi40URImEKAlQlx5PIXm2Z3Qe\nGHaxGUiTd8TBaquCom2sabwfX2vj59s3sF67juXqVey0b+JcAWfG9auI564b07m7cAf3Fu7Aczxs\nz1ex2qygVXPwg6viAoJcxjWnjZ9d/xE2qg1UXYF3q4selCZneDOK0jGSMMpOZU7wKGWk2ilBFHP9\n0iZPYxppwFK6G0f0vN1qbXI+lQIVFEwnFvVbAFhvV1GtMH673Krg1nIVqy0HlYTnOxbbpuo0kqpT\nzQOukvDfq5U51Lj+apdu1715XBX0kVAYw32hjyWQz1AuF7L8ihBiLrFBBnGAdKxVk/K9tngPm50q\nOjUXcx5rc9fJjjYgQl2qjQ7Wb/8cG60qVjsNbFavYT7RD1YWPsDV+ut87oTJ4rwKHgLApL7F4KCk\nvzjenQLja+8we6e+KPA6ua6prOXyOg75/BQdIUJPdpy5tdpgC0UxUHNaoMkC6TiINa9UAJjGQ8zV\nXEyRjkeWxyJhcz7Vz7edjO+n9bjavsK9KklJ+3hjzqS/U1QQYaVpsL1E/i/qgJVmJn+W7gGdbaCx\njDjZ9bXY8NCoOHzRmlIAbhXtxH5Iefy5z8o9SBZhDweZfHQEnU4k1WltvV0BiIuz+XdxNv8jEMcT\nBnKxC+6gdVd65vnNXQWpJP1b60iLwADQqLj44dIVLDQ8NByPe4trZZ6cYr25htcX7+En64l9nbSl\nk+qry6/bPYoteoK4iCXGzfGnl2ijuY4twVHMdHxZuHADZPPHmQ3NEzTPG4lcfazd7NzAa4tie7N0\nxDr+sLGON+rLmLfAeiMDmJyC2iFlcp84Ltyle+h6NaC5ijOvAbLyPaBznfXr4h3zAkJs0ck4FVgQ\nRfPQsruHJPqMk+zOvLmsYwMmBy8YnEoAaHobp1QnmsHTmEJ3aDPZIJ26yx1GnWTH993VOn5wReaR\nfMdYMk9Dbx60MYN++oroOwgaG0g9T4q4IPM3QOoLjOkBEBVIQoDr7iKCxk62ndBxi13Fk8lW80ys\nSCTBCyZ1Qy+zt3y2xRszJYpIxSWYr3uoeY41aXUrsF9ZAFWAxMwbkr0v9rs0k8mY3GxuopEw2Nit\n8UQjt5HkIRrxXHXBYtMzMxJjxhQ2hkcayyBzV9mDyuglkEM1SggmjasIBU8aLe25q4DXQuw2MKlf\nAQhB4Nk8mmFY0cy5CE99KRQv7W/RS5gQJ/MeVtoUANBcFRMGcWsgnWtMCXmFdGW+intrTLn8tikv\nh+2FmvXbWpspkG1vCa1KC9l5o0onCI+pEll0bqWjsGvxUqhrSZmaXkfyeioiz6lgq7WJirDoUOiF\nz6VijIWGh7trDQ7epWW6u1ZHs2IWL7zUxHCdg+OCCEDNTmfHsqWnnOjK45qigvrja22stiviRy0V\nU6ustl1UhAUEQgjzuiYu6NxOiRI5yhPBktPEktNE21uSoogygBCCVbeJOqmaz8IyLTQmf9ukhjmn\nBpdAqDPRFJq5qouqQxB6c1b5UwgmE4LNTg3r7apyXl2u75/G70Xwzk28ISilfNzlzcl24q1CDGOG\nnSJCwURyVqa652C+nvAvQ91dYZfFglvDvKvmryiL9UWQ1jrEFsgjqicBUmmC1DrSfFj3mnDz+KyQ\njchfRKlWEy6JY57EctnmSA1tUsO1zgbajm4gqxd3pYsdP7zaQi1ZNFfHrlK0TM+x10TK0UiOJ3dV\ne4vn4gny0RH0KvVc76qyQLXWWEVpko6nkNuQrL6F+Z2fIkpBasX4mKsv4UprE65xIZa1WafaxkJl\nHXGSRoW4uFJro048XKTllr1sEVLcdinz2yRGY1kojAfi1ZmM596+soNESipvFKlKXD6eTKVfbDVQ\nqzXTAmZhUsBHO+NfzkPpAUMOaRz9XcWBcd6bIraqLjbmatieu4Ll6hU4ph1YhCBaflt6lZbbc1xs\ntjYwX+2g5jmYq7twQFBxgF/cmEvCyON0lbRxbaGBq611ia8uqHyIyqf1UgUoLX2HSXoUle2c57xk\nUi/Q/5+993yS5MjyxH4eInWWFq0VgIYezGIw+mZ3biWPZrTlF37hd/5zNOMn3tkeybMj19Y4u3c7\nOzsCGg2g0WhRXbqyMrNSRITzg0e4fB4RWVUN3C74zLorMtz9+QsXT/lz98YS7q+8LOnVi8zjZfRa\nd+TvOGBYaYcyb8CAK0uRWJjvxnhts+09z7IVdHP83BvRthG1VdAD596ubrEYd5olejcJLjKbzwDS\nypM0SJoBrDdXEQcM15YauNpXc4QbhfNfQYy11XXEYYCQBejl+l+/eQONeBVhEEH1mr+jCrupQO8s\n6bbWlL3jCWjq5c5C/ZgdRbM2DrU5EjJgtR3n5YBm2EZhvflmba8R4tpSA/1msajEcW2pIdu5WAwP\n9VZmDBlXNOrfSkEdK2O757MlPTajFhnIghistYbigusCllsReg3xohN1ARao/gtoPafOcQ06XOnH\naDdEW82aG5g1NwuiaPoJZ5m+yCNdGlFbHIu4dDN/Qbfi3eVVtCIRtGAsQ2s/isftzhbakekMZBC8\nnoUN75Fkfp2Vk88U+O44eGXpnrEY5+SJe2A9YgG4zlnADdd+a4QxuRu0kNtNFqEXNrAZdUheo5eh\ngANAI/dHxB3h/+pdA5Zvga2+jGD7+wiu/AAsjHO+Gpz7KC+jX5Zu6RQsDhoJm90Im12l55Wdd7ww\nSLlajbPcsnGh03D76/pyEyttU69XzS0k+rBzj1xQe9HwHXca204YF8oPp2aeZx2pzqB8B3NbRciX\ndVZECbyLHjDuYwTEa5tZU21VFCu7nOK8wBhEJAyYmDymRgW9JZn+fQvNM17S9joiO8Ijq2x7XsV0\n3cMrSyjwKCneFl+0H8oUo2+ecZXBZVBThqNsvcFOYoSB5JSRk0T8yTj3CH4LOyffeoEaCbRiVYWx\ncD9Jb2ZeyjTs7UvQ3MrV+ZlGtJhu+HvmSKnCotkzdS/nsSk13CaVvgNG/i61o6Ujmlnv1JySF7ZY\nBr46jqQMqvtVv3jY+AZCc/d9Sy2lmyCUMbNdjTUs5ra5eYGRijAs+rfwqVD9HZS0l7p21e9goCIO\nmT1pcxTkMwHVOkBGty0rW1q6uGxlCDz8jcs5rRaCiyS73sIhq2ZVtVHrl1Q5Mqs8kdd+z7TIPK28\n3oJ2azpzeSFponZgkLKaqTwMXDlqaxhfig7XFWpwmwpUdlRUIWeYHOO2jKFkPF0Jr3Fdn1E31Hfp\nC6AFBAZX1h17xfEUtE4pT7EwljNKDHzrt76TpvoL3F9+Xln+xrk0knNb0hp1BYzBPtfZ1zM+Kuvr\n43Z+6muqZEHx15Rr8i11DBXFNyoHmXkUno1RQ1iFiKjOcaWW1KWne3JojgAjHyWOLfZm2F8skO1p\nj8PKS+1kEgOll5D2j8f5JcsR9RjntTt9XfDp4plp3VOm6xX1ZWRWV1eiLgms5lr+ZlvcjqLGeabp\nrGZuK69XVqiCchyUOTXh+2oPIWQQgn4Br41F49tULVK39ZWjsNLgizT28mFO8BRPCS8FjGm82VJe\nS6GubKkAS/b5F0tR+V7hqScT5MWWtQilMcjvZ+dsD0/ggdn852ljH5/2zAsyrz8rPTwq7GQbeJ6b\nsQsPo/PAd89pTFqO0mwk8vs7M6vhdDajXf0keKHm2VHnwGxChUJG3sRq3UBGOkGtiB5uvXdwCsT0\n+0pD2zQQzC2g55xdnPsZhc/RAsC8Cd5Hd/n0c40ZyhAtUQwYcvqJRM83lQlJUa5MgfTj/SbhQpcZ\nSRyXUy7wKNf67yKHPhrcvjeVbmY4WSocLiVACjYyp652A7pnz1y51xB72rCoU78ug1sGkAJ6jhju\nCcfRo6jxLpnYyjnTnWHMoL26bT3OA6Jxi4U1P2coUvy8QZYtFG+yD2lppCPRAi5zJ4SbT31LBTEk\n0I4u/zuV5jpJNJq03TeytUoc9ZTjsIDCUA6Y/0OEc88rGA1slwZeVKZjTt+NVFW9sYOghh3uvLdx\n+FxURjWFcahvA/UTWn6RYVX5elywULjVDyu9xqIVjdjH60Uagy7DFxsrlDxQCUyboLYeQjtUVfGi\nHXwL4zRem7cV7RTkX1kXSocu0+auzsvlImWxe63EIVeotQuN92JOLdhHVXal44ixLojK6zSkaY4z\nI2QtADBrhcfV0+0Spj3hngddzui9i7C8RNbaL+yzqIVCYTjIKPmV5Y4N6Qj08SkpH0r4tkGZv5+d\nGBNjpVMrq6svFD7voDD1ai7Hth6hL/6Kr9Gp0ecmk/QQVoKxkKLVqpHHRb/oZqBsHsvBQ9Ct3rr8\nPpPfpGlmXH/WcTOpf5UtUDAtt3zHVIr9nbINeX2ebliPDh8tGrSKb9rPnhHJAyuP2WbcM/9VDRrX\nqOXYYk47cGOx0/6uCpx2Q1fcDaDvEvFpFFW9VGhCPqexj+aFbCW/QSyfygMLfcUWOzbUGzVd+GB0\n29AXaFPSosZRcQ6PI2jRAgIWBl1W1Lh4kQam/a/eLLbITxLnqU5zblfMr3LLxk0NGMoVFAfUPL3M\nIMy68N1zGpPOBr9wKjpF33BGdm+NFcA6Ny8CNhOq0kSraKg7qCjjoHwg24ws48SEkKg8N11XkqWE\nJS1si2hFc4utDUziWZTVcfjbsGZb+ZIqCHEjvkqma4ngrKnKV5BUME33bFqz1DfPxF4ElPHwsuMb\n7BQqktZbV6ViqynautOZ1WMPVJ4yJ5s3JzPjnyTn4FY+0ONJDZuMjMqlHIQEkfR7rVKxbFNvPNoq\niDmiS3Awly/pjhC7pOoD2ptRnLHHmUfB0BxE+nYlB0h+YDuUKKeFSZOUkD5fgSxbVh1lxjLX/tbx\n2s4tgyY1p4p8xhmAHkJKFcpSB8OiMrS6THWkMacNBcbM+ZG/E1B1BquG3+tnK+Ft0vgvkNTXTXhW\nOJ20dwby+kqwNw93XGpkNn0HBHlkyTkNDxVlx8kJoTv4Gefa/KuuT0UE23UW/yj9zQX78kg1vyvK\nG6qOWqTkml7F5ZbVOvPFcooQ9AcINGbqLk0WDlPfRXg+vDY4KbmDf9EFcDLyzEMXTYclCzkRy1fw\nOx9PI2g25r3lpQwGascAACAASURBVK9/PIX4I52BTjFe7VcyFhYUt1I95Lpb9c8pnENSXfLysAKv\nX9s335YTHngcYBmUA8E/Aivq8PSHMd2KOrTGYFreYvXXtXBcvbxsEd2ONHactsaiI90m9MKs7SCy\ncGm06o4fFTlNyUG7XEa4kdzsVCxDHW5fJ27IW6BEl5FZGDWOAGF3LWY1m6OEBkakclkfQUhtXmjp\nkB67NKAWIGAuiVf1i1oI8EQa+xytC/B1794ZFmhppvVShTEnojYNdP1m+5rtVkOGS/CNuyLVTSne\nLOQ89EV0LxLBq4PnuJ8Lx4t5J7ru3K4SdDkqKumi9AGAXGj5/yONvyFgnmd6xUiq9fo4l/n9xovM\n69uDW0oiI54XXYlZsE5VIflI/HQEAuEzlhDIlUUPrgKHx0nrVf/yCSRKFWdTUwJLV00XAJ55BZ/Z\nVpRDptpMWIgUIrsy4Ikt1PAoXFZ+A62PpDJHIiPe/QuHczsObCegRyhyIk/Vma/mUQb1DGJfnfId\nqY9Tir/+bM+vYhyQubyUMO7ZxGasmnuMkxLsRgmf4mjhcCKKDBT+Mc24u92xTA+yzDCzT438gXIi\nWHik0lYSaUyD7XaxRA1V5Dwr2hrBAQs8vMPkTHYbeiMioQwOPdLYt91R5GdGHqOenI4AtKOvqMel\nnshbsdXRxlAFVJvTV2R6DL3SOn2x6O7Z1ipRKasmNttMdflYaow91wlS0FNnlPmno42Bkf3k1wBV\nKeq5Eoy54romzLYhDKcy1MST+ZNw7Nj1gJhXzvZQW4+h3ztzgos8rO4KpuUcow0sZuSQaK1oTPMi\nPI3OmrqvE3GnNPyqgtbvvFRdVlnp7FAersIl5vSGJR8Jt6vRc3ake30HihkJS3iVSpzl9d6LhUTb\nUajxDae9fLRrctPpW/0HL0cD17mmty99l4APUVU7m/fqmLsdctT2lDPmZiDKcg5GGAqu5KfSPXsz\nyxaUnD4pdBJK19Alhj13XK6c1egfioFw6Rk2Lw5URYJynAT4u3Vxu5y6j6MIuOJWTxS0+madok/b\nyWMv7vrooFj9eSONLTCOKaHkm9TXzJFQZyeTXUfm4dPUBXUFSWXvTQo8NGivM+K1v1yZxLPz6LTZ\n+VX7iSJeDaEWFLs46kDd4McSBIqnsOrLSEkoFtGt4VLC7W0izlWfKFZeluzhkjlZ93otW99WR+t9\ns/DdcxqTHrKiE2gzCqCjC00hXmygsydfZuRwaXCBc4JxfhujowKcM43LMlsRhV4HjZOmK1NUKaUg\nuP1XbsQvsuJIQqmA0xij52t5xfRzh5ydn2uoPd/CfaJTq8fzTOYiHfH6q/8GB+o5YLHtrFqa/YKX\nKzY+cEaywzqsuXfOZvcb6zZQqlFheNKY9e2CFKjokBLD3+s0rgbO/Yqjg68EYVWksc+Pwwk9zOU5\nZo+aZ4u66gdjLg+lHf81xhvPzLmvPBEEdR4UpallfV+eVhYzGmjOOXmmcVljVNRZufhSytPOU8Y3\nx0ygImhYQFxAUscQgSk9/GPa3zMBMitVmbLemuVW8ULH8tHJvCk2cHjuC7BlnW+bpuGQcfOc3wDT\nvTt2SYaAQTvCi+Kni4PgEkwLTiD0EA2cM421FADEEWOEzsoolx5QPqtp8C2MSQj0M6BNWpl2ISaJ\nWxcjpTQQBVkZUXTJxXml+UYshun3AmTeXU1BwGSZyjYn9dQym4eAPJtfntbBVNCc47La11wgdjlF\nlnvP1PKLp99RLEDVVYrKcxoXXhnbuHUKFb2Uf7hary50qcK54PJZ2+1gn6XqVCsdpnpEmseRxk0c\npPOFPJPYHsMFH9ePIypw0rtBuUZrQa9FnUOvyqHOZBdrTJ5vkAvsHIyZEXp1uJbfVqwnsSrBNRzE\na8kTKnBoydRxIHVAFDPHo0qs0Cdloyu3qUOYBr7ofR2qqFfHs3lo8waMVO3IqiP/Ky6C8yZ52rcC\nvKOP2K3ko6vM35Gew25fbHz5fGKUX6FO5dWRxqUu1QW/V31rVjmd6UCgYj4T+c8RflzY1t+Gu6Xk\n2u3vENhbjPJOPEvOwLO5eKXnL/Hjcg6sH/0KRys/xKyxYeQaTucA4hrKpes04U9/BVz/OViY3+59\n+tgtODslsdUC6ZXS6p4NjSyMMTwaf4DVxhWMkxPEg0dYy9PGfIbHyQ4Q3zLKJPKuF//ZzAnPEGlM\nIE5HmOTPjdkhACAttm1DNH863MGD49/ielOdgTVKjvNSuSJBODg7Z18BjbwNx7tAd1tErH3xH+h2\nOX0MfrZPp+ngRBpz8Ce/Es/TE3+ZMn9UxUjpjR6AtfKVuiwl0DPEyQkmAD7eO8Orm61qJu2rslAG\nn/6D6IOrP9LGB+VI+JcNZS1fehGeljaYpGA5h3UVFZ8yJRzAv308wpejM1xbamCaZDgYJ7jb0Ux8\nzj0GhoA04wgDhlma4ePnZ9jsxWjHxEUzJVGUzwYz+e7p5DPc7XwfZ+kpTtLnWGYR+HAHrLMlv8Wg\nYvgM0ayJ1dP/gtOlt5DuP0J2eATWv4Hk6Cma021Mg4as63A+UvWTOy0sGjV+8XT0DHf6t/REABxp\nxvFw8BVWN1fwcPAVno2foxt3sNZcxYOj50iRaN+sIOEzAOqW6yRLkPFM4y90ewGiPfULmsZzNS+3\nd/8G4bQBNEKcZjMsDd5HGysArss8zemuwMlnkqo0A3aHMzQjhmA8x4b2mdH8BCeTBOv5u4dHUwBA\nPD/GrLGBw3GCL/bH2N79G4duPhsiGDxEkK4CsdYGRJt7FyUInxKGT61MtGNuNEuxnPOvg5HJv/ZH\nCR4dz7DUDHFrtWn0d2F87p3tI+XihupiTu6NEvzu6QkO+Qey1kBu7XdN4TTjSJEhGD7GwXyEZ5N9\nvNpcQ6zVl+3+s8svswT85EsgnSp8O792vvMiULaIXVqOZ+DPfyPm5tmhU1YZ6YUiy/LxESLhczxe\na5B450lqHNM1T4GjeYLuZAyW5noSs2jM+cvnp59hmzeEXPTwvqfzIfkeADAdgE8Ogf4tybP2kjF2\n5iPcb66iGURAOnOKUa3FjP+JsYlq/kOCvoWxwmhkp0/AR/Y8qVGF46gUv6NkgFTD//nkBPPTBpab\nO8DSW0qPnI+NT+InD8H3fofxtIc5jxEx2yQo+kqUH0wTJKMEj44mGM+A+5sNPD+dYzDheLnLkGQc\nCMy5MssmaLAGuqcfgrMpWHdbop1ywYP/MNmz6ivmrah3/fDv8Q/Bn+LlrR6ujUVexgIkGceDwxFm\noyO8utnB45OZcf7v07OHsqW8bWqrboVza3LkLUPhLPD84dmYzm4P+8HXwOrLImnwCHznn4DJAXhz\n1SgQz4/ROfkNdliC1MJhH6/CsrmYX/Mz4OgzIIiN9CRNgQg43n+GaSvFSuO5kcfnFE7ODvHFdAOH\nJwM02ynY8Q7OJgmWW6FwqqYzfD38Gvo1JzOL2EmS4v9+cIInx/u4GnDsJCNMkwxHZwnQFWN5lphl\njqdK5v5u/w9mI3IAnKM//ATb40PsbfwpsqCJOBng+NE/Ybe7h5vXX8fRWYLnwzk6x/8rBt1J3m4e\nvQI+zUxAf/QRtidHOFz5MR7Npug3d/AKgI+nOp+lbZy96VfYbN62KhT9N3z69+iwCHz8GGz1vsHL\nghzf4TjBk/EcLJsjPH0ExBPwaMlxClMs62A0x2onwtPJZ2AIcJrcQ695DXfWGvjo6BMMxk1wNKHL\nBM4BfvgpkBTWGLH4wDk+359gnnGsdSI8H0yQcUHzh4cf4zWtPQLGcDRO8PXxFJst3fktvtJGnXHg\nZJoCXY6D2WPDOViMreJbm9PnYLiZ48svbNWoLXjC0VmKXgtICL13PE8xmmVIUo5rVvrhOHHyF9/v\nSfA8006iSTZHA0rmh5M9sHgFe8M5rgAYcNEHe8M5sGKWPZmkaGh17A7nWO25Mmg0U+0XMJeOlHOE\nhJ1+fJZg79N/AMZnCD3Gj90Kvh2CMj3v7znPDJ5j+1l4OlM+DwvS3Ob99PgBme7jZYcWX3//4EO8\ntnpf9qWmGpWIcf1wCo5xNseD6THQER4RKpq8KAeA0JGNTCVpRRaGvx1+nRMwRzAfA3FfJJ18Bd5Z\nF/6N3nXxQfsf4vToC/B57iNauQfW6Et0M57Cx/k+PvoU82yO2/1bOJwc4uHpIwDm7jEA4OkULGya\n74Y74Hu/03gIRDsPvpLfUQU81y2tBtD+V2/q7jTiu78DWAi2dNOInOYHH9EFin4bfA1uydQy2BsJ\n2ldP/gmjzl0wJuxUPj0BP/gIrLuNePcrNGbKx7S9+x+RdW6Dbf/AokF9V5Y7wn77dIStXow3tttg\njCFJOT7a9egflwTfuUjjG6tCjKHRcwZsmZEWs1Cm6wPzbJ6iF/eAIMRaqBwNq8f/KPKWnG3kg7P2\nde1XXtd0AIyeCzRzz6AINIU/V0bZ2mvllS0JQXt74+28utCbNeMck2yIZ5MHGMx2sHP2pUx7nJ0g\nmg+cMtMkN2Vi0TaUq3I3Ud/DwdFvKyERpcqQDAMmjfTJyVOEx4/w9GiIhKdgOW02dJnCxTLdsBUO\nUADAfEg6XSXoDE8Hw7lVMpUyU+G4tdLM/7bo/FHLQQ8AWdB0si4SYTrVFXLfWVMFM+7fMBOsMcd3\n/lFLG4Gtvy7Krb9Rn6BLgvWOGveLr9nRUC7L/Im6Yzbl/rytsFta/zQfjs8GMxzkCmvIIrkIU3Cr\npaaYr1u9GKtt1Q6DiUCwM5jjYJzg492z+qfjgGGecgym5px4Pv0CO9PPMUxHeDYfArmjt0Cb5IOx\nz5rA5AhLs6doJkfojr9EdPIpMDkC3/sD9vaeYuXkNwC4jExp6rwrCMU/FoAFMbB8R6W1hVIWa/ln\nlrNoljdSmgEnM8GTHp4+wjSd4nByhAcnX2AwU7wqZAxhwNAIXUWkgNP5ECfJHpFiGcbpRJftmIWK\nl894CnBgzlW7ro0+U5g4sHT6vvw9zw2Fw3GC4SzFwTjBNMmM/AAw14zzSZ7ey/E+G8yQjtxFr+VW\nCBx9hn5yht7oSzSDruIlUUfmYwDGrRvescMBTJpX6cRsLoy33jXxu3fVmKs679po3kKAEBFrgCHA\n05MZ9oZzfH4g2sDsY1FwOFd8OdKMmc+On2A4dfl5J24bv0ezFFEywJxnwPg53h/v4CA5w6NibLRW\nVWb7KKbjz3ElTYFkiutxHzawpVvOOwDY7gt5tN2rVjzJCJp8znXy8d9efQXrzcKK5LjauSIMktMn\n4M//2SgqI+ZmrpzuRAGAFCEYGmfPSHomw31MeCLH93jGsZJ1cbj7EIVkb0YBWmEXK23Bl4apMtCe\nD2eIQ7U1eE0bC1XGQ3N6InSg8XMZd/fh5ACH6QRfz9ViuTFMWYBZLvNboZCpIRgaLESQJWiGzRcX\naRw0nCTGGMhDeywattqbTpabPSGP7y5vAwC2V5TzKdRwJomYJ78+EnP+ZJoiSpRetBT3zKpPhPHW\nmB/iaTaANAlW7on0ZfEXQYSUM4ySEPvjBF8cnmFvlODxyQzHk0K/CTCe54v72nxd7gwRJye4EhwB\nox35/qXmCsZZYuqtgdI/QxYgkAsJKZrTHXy2PwHyvgyCEONZhjTX/T7bn2A0hSO3ACAmdCfZBrae\nFbbq9XtmGrOTeY1oqdVX5CMfPlHPz/8ZLBX8TPn/xNPa0d/jaTbAJMkwT+1zfRNEudwKGXCWJQin\nAyA37G0ag2wq2utsAH70ALPRoZF+wMfkt49zNBwZHp/McDIcYJZkGM3ytuYZRvMxxolq+0BOB/Ed\nzwcCSTh+iOEsxXE6FQ5jAFkQ4TSIMMzxsRJnXEHfK6uriJJT9PIx2x9+AgBYPv0Ak3mG08EB0vEh\nng9FvaezBOlEBHA0iij1dAqpS6EFxnL9pWhfZl0YVvCu4/+C/dkjPJ0eY5zNhQzJYR4JeRAzU78/\nmqux345Me2EvGQvUHMDgETB4qGjQ8q00thEnJ0gnA0UOgzy6TjhOzLYLWYwMkDKRI8OzyQN8dTTF\n0fQYe2f7+P3+A22Ha9FxAD/8WCEKXH7NeYZHx1M8G8zwwc4Y++MMx3mf7p4JfUmPK/zt0xEOxgk+\nP1CLraKxhM6x2omkfT3JC6ZhGwezJziaK7lU6DmzJMWYzxCmY4lHBr1qLZdyYB4t49lghkbYkIsb\ns3hN5hlMhI61ly3jbJ6hGanyDau/VB3anNfbx7D7tefWKrlgUXC5ImeacbSmz9AMOkiZ0BXO+BxH\n7XtO2Z3TGXpNM0r/65OpU4/t77WpONP5lzaeP907w3y0izkHJpquOY+XHFqKxY6tdhHawHGvd8PJ\nFmh+hlNNVugRrwwAzg6Mcncay/LvvDI6tZ7Bsz85wKNhHoTXXDIOAJsUuvryXbNQMpbtm3GOL6bH\nOEqVPnrHo/8hLrf7bOjl8not1/HWW8V41Xpv+NQIumuzCDh6IPSl06+BUyFnzrjmhzj+QvzN23vK\nUyA09eMCdsbPcTA5xG/2fisdxoja2EssP9TYtTP4zn8l/CdcjhOe+7SgBUE5oMlJG/QxPkl4sTGp\nFvDnvxEPvqA+Pa9msy0USJBDY7aP1eN/VLbhk/8XGD0H3/09mom5iNEMIXx9413cXlWySO144Tn/\nE793h3MpRx8dT7E/8ixwXRJ855zGL2++g+VrPwVWXtLemsynRawk6Ir5H3dv4HT9p6IkB97dfAf/\n5spP0e5TxrXOBFU9f/LSEn54s4df3F3CL+4u4Wd3+uC5cJjFmrFqKCz21REWFIyjvY5g402wu38F\ntnybzptDsP0u2N2/wr3td/PqAqC1hp90ruGP2lt4ramEaq+hO5TNST7hCdLAdYIWK5NB1AE6m4r2\n7hWZJ+UZsHYfbPv74Hk9d1ab2O6ZhlcjZJLJZVwYFYxn6LIG5pEuwESdr4VbuBesa2/rbWNhN/8Y\nWCpvN70e97kcXtpo4Wd3+riyTBsy7Pafi78WyrOW65zpN/1OfnKnaeT2UZYL8F4jj8i79W/BdIcJ\nAHS3LFxam3W2wdbui/G24io1LxrevNKpzrQglG0ZKYs0bkaBwejtrEvRBu513kXIaKeRvR1V+vFY\nAwELsN4WSgTPzz64stTAT273sdqJ8M61jnR8FgtcieaZK55W2qF02FCLDsK5QUTL5AbotLGBMFIY\ni7yFIdTKv+1uewmdOEBgGa5pmp/3zTlaTmRbHmG29jqw/gYYC8E2vwd25y/A7v53YNd/rvJ4oFcy\nJ2zoNkLcW2shYAxBwPCLu0t4eUMpT53cgco5x41lxY/6Uc5XmBk5KSKN82cAYeuOVpvIqdqcIS5Z\npGvlRkuqddKg/waG3VcRAFjOHXOVRyFAKTztKMBL6y10c17+dmsTr4UbWIo3ZLvJCITuNk6u/Bnm\njTWv+s0BnCx9D+nNP8/xbWiJoi1Yew3s7l+CXXkPb1/tyEUzHVbiLdztfh/3+98DY8zZuqy38Y3c\nCCnyxAGzFmsS2SSvr74q39/s3cAPt96Vv/WoOH3WSad+XMJXsgSv5nJyI3KVbdZxHX+AMIp/eruP\n17ZpBd2oIv+Inu7oy+Xmu+1t/KRzFUtX3kM7bOGnnWv4Qf827q+8DOgKrmbIrhRRIMR4ubHSwL21\nJu5vtKVyusxMGhkysTDOgGHvPmIEuBL0sZSptg/bq/gf738f378mjCNbhovNNRzdRoCllt9p/E7u\nOG3n9MvI7yx1eNMsX7AUn0ZHLUVBiJ9/73/BT7vXELEAP1l+CT/csiI5ZLnzyXXj8FFHfuRYi++w\nQ6o0eG31vnzeam/iR1s/wFouj39wfQP/8+t/jJ+8+tdgN/8E7PrPcH25ibdCMS6y0B2zXU3UxDlv\nfiWPZtXJTLXYLLbxFtidvwDri0WvfmMJWH8dw84r+Sfm8kWPJmUMnLlRYVeWY/zwRhf9fFdBv9HH\ne+tvYTPqiE9few3YfBvYeMto+2bYRNZWekfATWOIxV10otwIJ3fMKFiJt510lc9s/yxogrc3zDzr\nr4Fd+7FZsGmG/K11yheCOIBg4w2wK++RNLuXAqr01NJd97b/CgAQrLyEkDFs9mJsdGOshS38bO11\nYwdEAICzCKe912GDHY2XEJw+DFQka0FbIeML0RRad5YAQk9qa7yxiA7tsaYsN4+XBV0sQBbE2Az6\nRWNUwltbm3i5+bLU8VlmLh7rF6WK34q+ZqDJzvzlctDCG+EWbjTuYm/9l7JcM2R4I9w2vr/AJ9pA\nvTtbeg1Z2MJ2r4Eb7de9ut56t+B9hfNVpbFkakTX6XZLP1rH/cZL1lhhEg/jwGaOu3CvByxAN1wl\ndT2dXxaXsekRlPoOVKYt6KgzPl2kqV2RjOBUckKPXzlc/YmUl+1Y3eUw3XgPuxt/bgQy2XN11txU\nB3oxgEUdpY/m9szh6k+xu/FnyPLFpliz75O4h1hj2wBwtPIjobtRC4ov/w9gmyLAKtFtzt4VsG2l\nW5D3Eay/DtbZpBcqG+bC85Wgh9ej6+hGqyjcNKedezhrmQ7YKOe3nYZqW8ppLn5bdVJzjOjXM89i\nGA8aGPTftF6KvMuNPn7SuYof9W7iVhE0oEEQBOjm/cA33wIg9JO+FlXMwJzF+tuNJfykcw03Gu5C\nvUPfAnv358V8W75rtFuhMwVb3zPys86W0Z5n3FyovNqhAylYk3C0u7nk07ub7+DnV34i+eirK6+Q\nJV5tKnt9NWrhR0X9WSID4spag/evm/O7isK4C6y/DnbnLwDZFySDId5ZixNVx6tlRKRxazknRL1a\n7USll9SjuQx0CT2gxtEYVZHzdUGSp/H3VhQg1pwKWzKghOPeOhVYWNjd2qJY/glzeyvSC4DvnNOY\nMYZ+cyVX4DXrHjC2tWkFxMoT45rwY4giNcECFiAOYyBsEsNeE8pZUV44h3rNEFHIEIUMzShARM7Z\nBYyWYvCHYtAxwkFI1mDnC2MEDFgKm9p2FVfILDI8GWNAECuBFpjOItZaExFu+XJ7MwrQiMwKyfp4\nlq8MqrzFgnmTWUzEyxwszI2+uWpcBxZcfWpGAYy+1Rh2wbwJ1WIxkqzfHFxTCtyjO6SSRDpLKFah\nFEqg/ni7bKhxmsHiOC9QthUpxctWEFthH1HJ9hZfvcV2rigfl5kwicAAtON8vOQ8Ja+agMIoYHIB\niMrmPRNLV0f1LLIyLmkDgAiBjNYgndOa2DPpFQYKC8RSHWMMLO6AReYxBQHhcNW3JUqqiMYo3oQM\nxup0FDJjUaCR89JiyyNkueLcERN3Bm74jvRUnr8s2jG2FBGHSnnMhf4uwCxeEdsLre+re36zrqBE\nLEAz/xYnEqW5IqP6ShVwFoDlznX3LMaCN7TBmDgHrnB221v4QhZp7W1VoQ04eW5iTlMUMGfMysUW\ni493iUgPDt+ljUT7W/Q0F1C0C2jFQblyK+kSPFo3cosxEbJAReezAI0gRC9swLw8zKS+bEt2wBga\nYeDdfgoArDgDO2gg046WabBQ1cIiNKNQtg+FjoOj07DbzcxYjEnXfaYWzACIyB0retYHDU2fiYMI\nkafvLnoRHr2fyuSZZVj1BbFu3EVHk8dCf20hCAKw1grAQoQMSk8jjBtz6oofckeRTUkhy3Oea5QL\nIvDAvHzOnhuZnG+6t46jEamdektxH73CmRi2BJ9ngWO0MjBDL3KAMXmcBs2d6vUdORXtqKuo7bat\nVa4qyknSKHmQ7TTO33L7wYXiPOfi/Kswj4hlYPlY0PRhAJwF4EFYqNdamr04F9L8ruhveSSW9W2E\nbi38sS62wKBN0CVwMrDAv7AlaZECNkMjaDq8lGl823TyEnLXurC6xSIgiJGFbbkAwpjmFCfoMXhT\nzqujUPDUKIgREqdAukcl1Ti3NoeYxbINeU6g0O1zWolxGLKwcqeZ0u7M3wAIe6iQwdUOF4nXmD+a\nw8Na6IrzD8gYc7aC+3QkBq5Ftou/6oqtANze+aFBEUWsZBhzdTdp6gRAsaDEuXLoR51q4yOmdCQB\nmZxfOe0sQIwwzytepmEbdgsUTuMsc+05G+zLFcsvwqs3FrmP/+b6STuINGXM5KnFPCzGfUQ65lw6\n6upcdfVhVRO3PAkmrzLBtTPM1BIoC0awQPqWCryyf5iVz/zd1uWwnBd+7sWJ4J0qYGFD6AjN5aKC\nhXFA11cXOdeYFTav9srJZNETNpzjmnwlDQjC6jw1wYclDuvYA/bDtwPfOacxQE08SwG2HRiAcyNt\nsX3KcIa4mpTxs/IyLCW1dGLdDN69wu6h6OcF+65vFyvlBfK7OVmu0XgP6WcMYIGBlRyc+rlDAFhx\nOQ/zUyrfehRetz3ZOZrwHFOp6twn2xFCXXpSSieVSIg6x6NHlLssb+wLgDoOmEWhDGXVbafGWhRx\nk3WdsnapYr6YiyBEeX+SkUc5Nt2cxUUypUQySH7jc8mKbCXfz5Ujtv6lNQqofhffVhg0BTXnl7Lq\noiZudYrWUZZTxjRa9RTzrwtmivcUeGkoQdFWjnghMC4l1McymTlPEYfkOfOG6n81f8rSrPda3sLZ\nnHF9nNFQ65IbSQrtQKOV7RfPD4vvq7xRXF+lsMETeYuqOS4KmyWKi7k8PEqRYxqnLjk+Jz1BAbng\nw83v0uToZUyB8y9Cajdsu6se4iI8Sk+4pCgWgct9pTt2MksH8mtsFg5vhbY+545F6diyvVIl9Umc\nlP6rUyMX1qq5q78e6qUrgavmfOVQkZ4nOkpTlxvigbgwyKrMcZhSvFXnbbYzzCbR67gx25dyetKl\nyp2hvvFX6174Wk6GKjyW7GRqzHGmFpDL9Cr5fZouoEvo8guzaF1Bh8BJYVp3Fs5G1S+MsAO9C4Ya\nbbw0r0c2LiBFjLsfDJ5t4lZjuspFr81KLXDBOUaS1BPdd46TmOtplJ6sXcia2680WDST46HwQdiz\nU58J/u8g6SsZd/7vL9ElCPBLch2P1kaKOIVDk0kOtkUvSDPK1pcFJmk1hD5jRts70qIUR5UBWZZU\nLA7b2lw1szGu8wAAIABJREFUzWVO9Iy6vbMulC6WE2D0aXA+30KtixTr+ahq1V9hd9cFX1WsRh7H\nQXmZeuMC8N10GttP1iDI7B5keSbDUKHK2uLdQnyulRj3RmEvXJrT2DEBPPWVibM8i0fJpI1fcVOs\n9zu5/E9XP7T/q6gproqx0636GEO9qaEbLzWy21DhDKihutVHj5zawN3Sbii9AMmMyO0ZvgWAbxHO\nM8UoKBf55d9rRDwsKBC9uaX+Kx4ynpFzy/YfGbKO8imRVZVLLcsdoJXjOW1ESduJAKF0K/NA5yX6\n9yym+Ir3Fr1lUUveFLN+WzH01Z3px1M49ZrXITqGd82xywsXqqTt/Iq1GcHrJJb6I0XdeVb5l3Zu\nUC8pQ0dFEdNldJoNp7FPGas1/3ymj18GfBM8rzjTuPpitqKTKPlfLaN94PZOgd+8WFBsI9Vzl9dE\nR3ZbjoMSWux5ZfbxxQWAebnYAq1mGE8+Oi5/3FQOca291JzR+q4W2Jot5eSgneJ2VLIIwKjuJ+bT\nwzglK1w9sK7ope1Iwkm24CK/DZI2j1PMlYVlcivvP69eVm/eu/EChDOJK9leyBpHgy4WkG2TBy5f\nKJPolfOD27yjwpHmWRT3UmAkKXqZp8/EziEPrjIripkPvKS/7POdue6w4qKEKF/suaTkQLU9w62I\nBXv3F/kBhLLnaj3iTdmRYjoUC8TFMRel+psRaVy0ZY6nhrNer49bNpHjRJZlA23xU9YGo42Mc1FM\nLYmiypFp2j+uKfPudC2OhSHsuQpwjsLjXONxFP0EOH1qGx46L7Jnbq7HlVJ5fnm+eKSxgHrSP6gO\nqPBBpWAq55ALgTBCxWNJNvs4uMVAWyyvTVMOTP632AKBvNzag9dLz7kcNbgsV6lX9pBMwbpHhXj6\nNuC76TR2zpXLnR2ezhAiukrBg2AGRjZL2PsiXSVOirmSo4lGcJFVOYeWEoUHSk3R35TiK3QMatVR\nKy9kseXEzIF0DxdbZsv3Kci8JFDvF179Os9UKq/DjboLysmqRbPJoKkzIGnjhzAmvH357cFlsdPy\n6JB6OMRR9Qu2jVemiIQiytLoNyOyz1QQSHcKg7OVz6jL8+2O0Usd56P9ZqgaGtyhl6DGn0IZuFqR\nMtNb6fEVfEtrb5MrKweRHR1iqMt2JA8328eh3aijlDCVXpxZdsHBTy3seUxlDwJrJwTn5PiX0VtE\nFH5g9Z1ETTozqseZf3uhhkcicSoladHTXiTIcWLM7xqRqp6Voos6uhlPhS5koTFayU6jZLgTtU9k\nlAalO4spRxScXOeHegsNZMmcCJqKQF/deGHDh5on2uWZFu+x//qWT9xP8rS0RKT1l9yRUoznUnK1\nJHesETkM3OcZAXX1Ha/jrKSEp0bxxxtpzMl0sq6a0Y3+iEAzX4agVI74g0A8mCn9gtZKhINMOtZq\nfDunLTZD/hpj3yqf47CDX7jsh4IWc5aYDj5u2I0mJqaVKv8Yxz9rzBF/W9iLN8zTM2KIl88NZXYR\nGBym790HZUDGucfm87vmXJ2wrA5LQ9Gc+GW6C7UQazuJvc5XTf9l+rd5Fy/tee7OWXk8hcqUo7Ut\n7QqeQaSVfYIOhmQwbOJz+BX03RRUBIuhW9JOZVn+G4canJxRskfHUCbYzu92k7LKwlGq51pBFhRc\nyGm8aKSx0V5BbV5i1qmONKLx+sqdU/G6pMCEWpHGnnpsvaD+fr3Lhe+m01g2dvH55mA3F0/z3JYG\nxHJBbh5PYTJ420nJs6pJlQ8GzzaO6kOpMrfMeYDVUAktUqryM0sT8hm/uuj0mC9mEV7cIln9zUrA\nl+P0q152MWvBYFFYVHiQ26zq/srJtRl03YWG/4Ycw98ElH1t1fEUgaFULtZuVU4uFU1B8wJls5cb\nXfYRDmZ6uYFpHsDgy2XRQ2bkJL16BERZa1RHGhd1XyASV+LwtacdkVJ+pjEH/Ef0eCp3arYWPQu5\nch5VhnTgEAsSvvFk2gM236wwUonPp6KDbIXWVtYZIa/qLgoUVNLz7tvleZwcJyU0VfBy0oG7AMgF\nWssZYrc+bRrq9daINC6htYy3XYrTWKdjkTFARleZWLnVdm6Ni4OXWxfGheHANcsoI1S+qFWnPEfd\n6QvXACwWCuR8rRmVzqzoXlVOMR1vBGgp5hr5HN3MdgoRRSoqdHmSxdccfl8ymvO8dvSmsFVMPsAs\n9VjH6nCMqmjpuveC5K/0I/loeWeNhUUCH8BB9Z5hdFfaTGKuqq7RGsuaG76RZjuRi7zayC2hsShl\n3BhhpFHHUxi0MJZHiRZWVmEHmiWqeKPtuquQJnmhGrqV5DnaWC3p50IHqOfIUsqWOP6HOJ6CLEXo\nmFp1lrnv+ATE/5qeZPU46TQuoqJJj22hW+u05+Pb9iQTQLWVXY9d2tEHjOlUT5JyGVShI9Ez+MaH\n4t2ZHB90DecF+pz1any1NFhN51wk8OaiQB0bWhfKItAXjco2QTN4ahGi30Ct8dtFHNfyTH+dCocz\nWz9pebHwwsQFgjPrSTdPe3D74duxT76jTmML8kGQco6EW5FjBaO3FTFiknFeLpjVrbK5gMgScJ7J\nf/Tg1bW9rKiIriArbpe+6GBiHsFW/BWKlrszya8UsvxyDg4g5RkS7bZRDsG0smJbHXeVHlVthixT\ndYvop5qihRQiGaFk11VejVIL5q+BsdJJ7BSoxMm5xZC0fqiK6iGQ1aHqXyRchswXY3RBRPX8iGrr\nuq0Y5j+L21SpoyJ0PFzOOx0Hq5xQXJunWZbmClruSHC2R4pbzF3FRDmPUp4hzVL5XYrOeoq/QVfx\nXDhtufs5VLRvxjO3fqnYZqaCwvRv084MhYiezniKjNsxIrSjRcgB7tw6LoWznT83DZXS6ttBkRYV\n0OnQbYSUXAzRFeOMc2QZR6Ld0Gvc1ltnsRGaQzCXl5mJwgWu/mQcefQNMC8WYXlmzAPDMDAMPzXW\n9SwpMtLoSpTAs8jhoKKFLhvSvP+MOU41UOE4krdM071gKqPVEtPZS8QTMfIo49cT0ewewZKb9fmY\nTDLz1nGdWkDoZPY8ypAhK8a29akX22Zp1n3ucjwzbscWSXnUbNF2qOjTSwLOOZJU8BfwFIl25Ema\nKQdLwSuL9kuyVM73gi+mxBZo5c9g5m+tj9MsyfHlWYFauqo409hyxBi31DMUK0/SQX4O45dmOdZb\n2/Mq35XjKa1R7vYyj3woeC2yxJFHbl2Ec5tnxPTW+kdLS3JdXMomwrLJ8kIsS8W8s4NhOAfnQifn\nxQdA6ShploJr85wZjjCbRuWytOVaoWMomcXBeAIb9CXtNMskffTo4BbvUv8XmOx1FRXxlUm9hjxq\nKTCP8bG/VH9KNZ7s5i7kXJqPf7U4m+WOxVS+h3Qa23ujbNYo5rTql9R2E3Nhs2bctPVSzf7KbD4H\ngGe5TQsRZZwaNmA1yG/LaSub0YUuwJCCMVPGqwVos0Uzy3mkdGrtGzitO2ecQ6k8Gj8ibEbOM2Pc\n26NLh1TjzQYRPNXmk8Z3rQXlzNBDFeGZwbM1SphLh5gvIvAty+cN4Po+TKCwQPFtnqj5pfc/c+cT\nyT+zDDxz53gdyCRfyu0U27ejU20zxkoIDD6zEFTOgxKZ6NEV6tzr44wvQPZNepFd6pr+yTkX9kyW\nWGPfW1jNG27ml+OZXBBxj6dgGl8GhG/IS2tRR5Zi4Uj6C+iY3khjQ8eXFWltkILb3+PbafuCYfEr\nE/8VgK0i4PhLAMAfJnvid9Rypm04OQCSkfw9mKRAA3g2mGGlHeEPz0aY7Y7xWqyw90efmvWOn2M5\nfYjl9DmyqXubaxQAibv0r8rvfyCU7d61ig+84DEVHqdR6/RTnMZ30B9+jDS/5fijdBevh1tCVyUM\n6UCf3Izh6XyIp/MhsHRT5vlydoIvd38DBCH6s1Mgm4FPTxDMJw6+519/gmH3JXSnaT56U6kqVcHq\nya/l5xXAH/zvvkaoxGdmv+BFeCwEYApHigL7nfG7gkmPZhm+3J3gSjTHJjiyJ78CzvbrMRrq+44+\nAwDwZPKvzm1c9j11L8ITeGzDsryw/5Iw01EzmJ/Sded/P9k7w+OTKUYzbXtmobtpcjpJOf7uiwHW\nOxHeutotpTHhM1nLXjoWCsLkCF9/+TcAgNY0xQjAKZ+ii4Z0MDVnu0hbIT7bm6DXDEXdHOiOvwRr\nKMX+7579qqxpHAiDsDimHM9GO7javWK0wcE4wd5ojmb2GJ8enGGlFWG7H2NvOMfhmTnXHg6+wsPT\nR04d81xh/ejoE6cnAeDp+AnGXN3mfDg5xJPRGA9HT/HlFzGydIJ+njblCQ5GcxymZwads8/+PQ7H\nc3zc/0ts5+8CAGF+0+80tWeoyfGiJ/8Ze50IK21TnG/v/V8Ydl9Ga7qrtZn9hSzP+3+CxdeBO7+A\nISHzSjIO/O3nA/m+2wiw2o4wt26CNR2JwFlyZlcox9c0Yfh0T6Tf7+XfTQw9DiDLIPOeDU/xeHKG\niGVoBZ+BTwd4O/sFAGCcDHCSPEcLDSQZx68eDnF7JcJrm238w6NTgAPHaYLd4RydOEQQxHiWDfB3\nownQEEQ8T8Z4PhwD2QRr01NsWLd+Y/f3wMrLLqEFhP6b2heBaToFYM5H2oDK06cDZDv/BJbPA08u\nYPCV+Jt/V13e3Tn7CmnDNLiL8tFkB0lBq5ZsR0I+Hwonw3/d+3vspi2KOuNXBo6/Gz1WCckIHx99\nis8mR/JVYQgeJGf4fHZs4Al9cjnwq77GTodFHLpFXcNn4MNndiIE26Po8ddRaQxq6Q0WYXc4x418\nuCbI8CA7wOzwPyBiMd4ItvH79AhLrRCPxhPsMWCQzXAUJMg4MMQU7yePMXjyD/hwb4C7ne9jkg2x\nM/ncMbYHyT5aYRcnE1PniJMTIAZw/AAAwJureLr7Ozxt9ID5UJA82gHfe18UmI/gA8aY8f290afo\njj8H34jlnCj6Z2f6OfrRuukAJBwjFU1o1G29qdTxaneVfgnY4BH483/OaxAZHs0HeDw/xWuP/jM+\nDAIE2QgDrnThAOrYjsIxqVEJfvARmizEVA8IyJ/nKZBobfR8PMX/Nn6Iu+EaYoQ44mNpFMYsxDwv\nN5pl6M8+AvARlgAwJvT/yTzDZJ5hOptienaGVphh6fQjcdHZIMXz+S08/PoBmrN9NLovA/ErYAyY\nJBnO5il0p3egOeabZ8+A/Ufgvetg7Q3ws31g+EQIg1wu8mf/FcunSr40Z3tgmXJinvAJPtw7xYNU\nzcXePEQj0MYsz4B0ZjoCmJZmtK2Ywe+nO3gpXMfS6Yd4jgB7LEPGgc1eU4lOgwcq/YDzjHSe7iZj\njDTacfS5Kn/6NVpncyyf/gEAcNa6KdH/43gHvYP3McqDciY8QfPoA5wCaM72Vb3g2BuZDt4Ho3/E\nyeMYax3R41+dvS/6Nsd+OE7wRBqkE9y8luIsyfDBzhhhMsR7PMPDo0MstT/AoP+moDU9Q7b3exwd\nCf3gINjAzqmwkT/dmwDoOt9uG5vF3DuZnWAyfYDt5l2ijJ6XI0zHeHTyCT49+xg427Vymfj/9vMB\nHg8V3yna8kwzvucZN3SbjHPsDed4f2eMIJvi5iwF4wzx4HOgE+VYtE4/+hxc60O9Jqr/vx4+waPR\nE/k7YEA8P8b23n/C06bQ9Wd8hnk6wMM9TafK2+qDw48QsxbudN6Wzt5PdieYzhh+fmcJTwczJJnp\n+bB53Ac7Y4Cn2N6bgLEQp40hfhB/jK29z/1uNbmA7CSIP+kcXNoqeibldN2fngBQCyA6Br7/PrD/\nPnhnE8H1n5lVBCHK4MnoKZ6MnqIZNtGJ2jiZnaIXd8i8z8Y7uN67WorPAE22DLKpmLu1fQAVguJs\nrz4dVZDOpJ43sZ2yu7+TzwfzU7Coeb46Cp/vwcfAwcfV+cfa/AyKuQPwh/8JuPojsN5V8CwF//I/\niplL6bzUmcbg4NMBtvf+D7redOqW+PzfV9MLbg7wGW1714Hg5Eug9Yrz3nB+F+158hDY/T228/ke\nBwz82l8CPENx+5cOn+ye4dlghhcN38lI48IY885dXXjnq7o34j5as1Pca6wAAObxKgBg51Tk3R8l\nSMEMJ037zHZCcLSmT4ntRgI2uxHigOG1LY2xJWMTw+Enpd8miBtW56kJy2ED/UAYwZ1wjlZ2ijhk\nCDOhxM7ylf42YkxaLtP95a1XAeSKSHMZiLuAx6hF0MBplg/64VNgPnaycADN6XPcDFbkO0pZvxuu\nIbTekytPPljQCVx6Ydf2u54yAdC/AURtsCvvAq01sI03tHS3DH27tYZz6x3xsPoyIssDc3iWIAPD\n/jhf/R3vAVxEgXIWI2ldAZbv0Ihtx4kOlzjezguX7bReOOpaA/28YN1gAIBetFqr/k7YN34XNTYj\nwV9C8kwncxzqvMgG3bGacWBvpAQz95wVWJRrhAEaYYCEJ0JRKGhuBIjDAEutUOaVtExFvMnpNMVy\nSxgpcXKinAI9j6OrpCPeWH1VPn9ynC9gaFGJRZTFHw5E2vFEfKPhMM7RUw7jzfYGTmYn8ncjCtCO\nAlxtvayiMAjydic7AICUz8EtxTbh0s+NWf40SzIcnYmIkiwQjrStG69iu3Xdwb3euI40bGPeXEeo\nze+DcUIs9HH0Rp8hStQ3bHRiI0ccAt04QCcK0JgfyHLFx0mDam6OpdEsw3HuMAoZ0I7F2WRtFmE5\nVMrnWeIu/BVIr7ZeRjPo4EbrNZl0bdl1uHIORNm6ojko8HMM00NwZLKfdqcPZb7hNEUjaOP56RzT\nNMM04ZimHJPJGjiA0TzFuHVDby6tYToAz3CYTui5MPUrjuzqD71pOvTinny+s3Tbm89wHI6VIwDd\nfIlBTz99DIRmH0u6bL5VETFhp661I8x5higXrLPGhsQs62BmPU2PA91ZCLFltY+oSOhGcqdSNkcz\nbAIr9/Dp9MjJfq1rLrCzre8BjT7Yyku+GioX9vxQXm6pFaLbCLDcLDd2AeDu0h104y622lvlGZsr\naEZCJ7gRLEsdpxkFmCGV+lnC55hD6Kpnc44Yol/aLMZUc5YE2Qz7Z8JIOZnvYW/6iIzOynK8Uf7J\nRZtd6cf4XnsTXRbjatQFCuf+TOkI2bFyprzUUHocBb2emc54Ct31Mdd09ZSIOt3oxWiGDK9v+fUX\nW8YsNUN0GpGdqZROQU15npc32iYunkmHsSivIAPHh5MDYLyHp9kJdLih6b5xY4ms635T6RkMol8B\nYNq5CXCOraBn5P86O8FeNkQWqPl6M1hBZOkhOqwHXXSijbyOPGJtcgqAy3E4O36EcLInHFZT4RRL\nQ1H3YJJi2liT+NYa17DCRP3pbCQY0GnuSDt9osSSTkPH7KfGbF8eKdNEhMNsYKQPZykhJs3ddkWE\nbphNwRgQh0zIZa3iJxJvJiNST9u3SVmx1bwDANjuNZDlMr8RuXq84TTWIG40pcMYABrzA/Raqvyw\nkLF5+ULv16Owpym9OGM4knPboohIPLMimL48nAjHosiM/bysbudGyRAMTPKUL3On/tGUYTcxx9JZ\n6yamzW3wwJQR+oV2p8kBKFjKeeiq1v/7wwdGnjhvhzTs4s6a3yHWWL8ln4ddoVPuWw52ziG/nYNh\nknIwrufhQMM/VwDI8dMKPbT0rsk+WG0JGR4y7YxxxrE7/UpmX4mvGDxnzidG5PhhrtsfjOf4/MDV\nw8q4FecZRrMM2ekTQ8908uVYbhR6W0Gs/o3TfK60N8S/tftA7xpYsy98AXEbiHsYZwnWQrWQ3NfH\nxdh1pL57889KvkCrPp3iaHqMjKcYlDj8ZDv3rsqFf45cZ3AgkItyk8KpuezX4QyokiWzy7GnC18V\nZbv3g4sHNry7KXwNzCODfKDvIGHrr5uLqM9/Ix5mA+Es9kWZM0KH4hz8+AGuLXm+bT4Uke+LAudA\nXwU5Ov6OjqujrbZpHa918kH9evN5c3O5gWbIcH2pAX78BQDg1koT9gx++g04jIHvqNPYt21FQkt3\n7Ai2vBQ28ePOVdxs9IGo5Zn4NL4kV7zsW3Bt6DZCvLTewtVlLQKHGJCV0KrnmLJhqRB6GuMOWYB3\nO9t4qbGCRhjg5koT/aY2yVmIa/0Ya83YUDgB4N7yNax382gmxsBYALb6Mlh3G1Rb6Suwm2FLKqLj\nthDqRetdDdawFijHusCkyl5r3ccr/T5e2aANhXpG4QXckJqjiN36JZgWVe1kvfIDBHf/EqyzheDm\nL8BW1SoURcHhlX+H51v/DkcrPyLxseU7CF75awQbb4Jtvu2kc4TyyXzPMN18D0HhdLahWSIYLmVL\n8MXgsnf4lo2RqkjjoucycDRzB1ecO1pCVr65Q239DnDNWJEU7ze7Ym6rbasmMbYRpYMeBCPtVqLr\ndGdWO1CKcDNkuL/Zxq21ljBMrP17IWNY70ToxMqhTV1sVnyjFKytVbCAdnSVzcNuTEettAiDzAc+\n7KvNVby59jqYdTLhrdUmeuEammGHLJ+BoxOb9Q+7L+WUFRSKpyW08jKqdBp20G+GWN24gXbUwa32\nmwau9cYNgAUYrP0YYWfNSOPgOFp+r/R7W3FgRMIyMNxcaeLWapM4v1VFDpPb+vLB80fXezJKLGAM\n39ccXeS2XWk8dXG78zY60bJMsxe6gHweRU3c7/0Y93s/lnOTOgVSPzbkXv++jHTVh2o3Uk6XNOqi\nGceyjITminAce76hdJGwveFN0+G2poje6d8qyanVpUfBrtxz0ynIebedy9lxVV6zNNSjPLrxtPuq\nk8eJiddk+itdWmaJjHbEZE2GnusswebbYlE6h+txD7+8/gu0o5aRnS3fRXD7T8EaptPMpNmI+6hH\nhyhYlog4DPBHN5Zw1TZqiHK3+zfxw613vU53ndYg7qDfCNBnTbwd30YviBEGbl/oW5ujvL1jFuKK\nxuOTqG+UyKyF9vXGDeN3asmhXiPEatjCe50r2AjpqK6uxuvXPYvR3Xzuse4WXtu08miCrB8vGQnG\nnSJM8JM7ay1c8RmSMHt4pRXiBzd7CMizeoijIPRfJd2/3YvFwppeboGjmHTos6bKGUSImSmjAGAt\nauNKZMrHq62XcX/55/hp+wauBktYD1Q6z7fsJ1EPQICYheizJja2/icyWp+B4UawjButlxCzEPU2\nxoo83VDw31H7FrKwjVvtt/DLa79AyGJk7Tt4J7qGn7VvoO3ZDaC302Y3xmubbWz31Jhq5A4F/Qgt\nP0nuRXg6NEKGAAzzqF/aP+POXWRRV7aC3mZx0MRGu42Vdohf3FvCv315GY1QfNvb/Tul32fTdHO5\ngTe3O7jbJhyUOU9rxUR/aYOzQ+hHeh1rQUmAiARax2LgBj8p5uO096bjHB4svYXjZTegxr5HgZK/\n3Ybo4zBQIVhCd1B545AhCXsAC7x68XIzRGP1Lp5vCbtq1L1XEG6AFQstnySbaCyDBSHYjV+Q9egQ\nsAA9QndlnU1gTej8ccBQdONWPo/FtXuKkq3mbWescIsHlgHNr6x+5eobs6CJNLToZgxLzRDtOLRe\nM7UjWh7hESC48XME66+DBSHCzXfAutvCHll9CethGwFj+JPeTfxJ72blLp8lT4BTVLKLqA4E/Rtg\n66+Dbb0Ddu3HYMt33UyMYTX3k8jWzmVZuyzAStSgHptLCF75a2DVjT71Qavwz6y/7iZqdvrNwp9D\nRGS/3lp33tWFXtzFL6//AkuFs7izuRgCrkXuRm1rINb0JRRH/xhDRNxvteRblG+tgzXr+cbYvf/e\noIkFEdDPg3hsud2/Dnb7T9Xvm3+C7V4DXY0P311r4rXNtnfnWJnG2W2EuLvWyvk6BzhHKw6w1b+c\nHY2LwnfSaSy7pY6naQHnsFpv9+HgpaXrw4ty0jHjT726S9crtVyuQ6L8N4dhHWhQrvJUU1Wr/euM\nDa+z9JxGZx2QTrg6Y9dtKXnJoq1Ms6rL/+r1878WuIgTWhblSgGuy2iJa22sN6ZCfS4ytW2g3p6T\nwaZ+/nee8yNdLOaTP883C4VwJ7++7OzekiaxzwGlx1jR8AGMS3koOhyDAaX59ZKlULNbZTblsa1X\nsATIlrWDUq0VD6bTQOWrqIMe4tocIdrjmxyXfidmIa9tQ89usELBrlZYDTS2lLH7mTqftwRj1Xiu\nQ5MiTukGcl7pvvUL9BB5SVKtgiW5SxFdwrzRFxMkPnth+OL12ws26pxiP788HzDrrwKuMR7j6Jbz\n1kRNKXtOsaCSv5WlGtrWeY4ycypT7VP3okxxGRojtWpdU/dexE0AZ8U2c1O2lQO1CFcnV13QdZsK\nLPk5yaZMpr65vM84YPBd58ItZuRUr4kPd94Q59KafNk/V0isleO4jm3hM39onlO1Q1KHYvG63j14\npiOVwiOyeb5pAZlU+i21dKA69aht95Kn5hXXO3fXCM/wU8IYHfyi+yq43bKMsDtL7nGS5xr7zmWv\noYeVQj39bnGoI1NULZk1K6svuCYFzmIkenHTEbhOtotVckFs+kV4gVm+7j1JxHcWp5v7gddv51K/\nH+EDM44aPUfrLqS7uv35TXpgvpNO48VutqSsUV+zuZcNALqDj77gbeH6X1BkZ5mpFDDPhJEGpFvO\nPCbMwlmluBjVFEqEitWzU7nNiC8qu2uNkRr9cMkhsFLQ18JbwvgcBbeKSZexim/faXzZTpxS+7+m\nTmCYI7WFlf7oNyiqLsKjQHc0l0VL1420cw7mt6DO5QxVsOgtxByXM+XsMzNdoFa6AY7MW8Y1/cyf\nLI96KlTPshknbB1KNtUx+OoqJcw4asWLjnhycSkojdSv5TwwHVdS77bK6PUYl+3VqbS0/m8WjAjw\nWn1OO419sOh0UZoAM36LZ9uFZfGnmlRUznvNEOWEoXFZRtGFdUU7jXQ4XJBhaYtYBVvwXTxKUbnY\nFwY5psJprC7WWxgZ/AZIPXy2nqdH2dV3HdDjtcxo9OBZtBstZ8oi8lK2G6t2GZto9TlickzDV+zN\n56E33fK0AAAgAElEQVSkBpP0uQMMx38N5yLJAn3PdWwlbrt9XNp42UJxDRpZvqKlLmLN52ItZ6o7\nj8lel7vUCHoWkNL1LB/PIYs8M8r7Dzrzg9rdVCt3idNSUVKmc1C7ChamWvbjBQwHM7NCVbLbi4o0\nrkN9BSczsCncVDvV+F79MhUiuR5NJfgtsO9RqAsLBcGwQPLrC12+K8/mPYcOQE706qOvzl1fDo6c\nWlTwca4CPhizytdsS+baXyWcQC9YD78O9vglAu6oOhZpFo+ILqVHn3vOIuULhO+m07hUMXQy1x5m\nwnFJhSWZZ3wuNGwvwQFSu6qSFWsfGYbQYHaaFr/gmVi+34xxpfAVc1UiLp8gVU1Wr0kvMDUu2VHs\nqaS6XoIOLoWKdTM1CyrI/gYH4jlgUediJb6SNHcbv5WudC6Zty51vkhj24npja4oqciaTgBohafS\nYKzZ1oUDozwHShtnUeXmotHPsl5vFCVK35ezJivSuDBIjXRNQan4dNvg5LxCiZcF6ymWYKy0/xxb\noPa4WLBPOe3YceJgmEgl6+FOxhpQPte+KTD6mTSIqr6HlmV6dGF5ukOQUY6VZHb50WXLEY/OdQEw\njaJFNP8SncGKzr5cMHmF71Z3X397eVmZk6K4dT0zhUqdr7Nrp0D1AbFbiqKHpLMmP6JUWNIgr7oI\nrwazNPC4wQ91wBidrEobMUtmNXuovs0TWKNtkfGtBg3FJnyYaJ3ETRfjt8bxFI6dQg6IheSWM3c8\nQTe1ek8/A9RGZ9BYBi+A71CmrlWXylLfngrlwpS/Ir+fia6x7OuptHKJ4h4Ho8byBV0qTLWgxE0p\n7gQtMrukqLzP/fyKHqtkVDYLSpTeQlbQwSV2WMTFI4QFnNdpTEPFt8FdGKkU8VRU6gI0M40nleIu\nw1Hjjb9sue+mEuRxJaYeaaKsMn6IO330Yy/oQvX1L7IdiwVSivFdLNKY1EG8cB5Ze3nwHXUaFw91\nPp8YaCXMlmIx0pCX0YE1qtXr/8bAP4l9VBQrzmVnXorydhtWkKJ5Cor24x7h6RoIFVF6FVWLTHVy\nffPOBOU0zJULg0xCoLsYxJ+qs97civ1p33Yo3guAUgOw5pTMgJqRJDRuOtJYvHMivGoQp3dT3Uhj\nWpEr5mP5GDL0+tIx4ifmPIsB517hXaB+0niD4IO++u19ErZRYG4erhbODm11w6wrozhdvp0R/ee8\no47DofSrRXVMp039faKPV90gNxYwvXySNvS/bfZWGUtIjQMj3ec0Pt+XyXFHKf2MoWyngtcwrMsn\niSgPtfBVxbfqwbmPp6jpkDtfubpY1bKRHX3ij6ZcgBRr0TI9V6SxNke9+e0xpkB+FbOPpzCj7Oq2\nqjFW5OPiizNlqaR7mJNva4FhZFYwVH00czC1LmnRZ87aenOA531QS1vOv9d2uZml60cu60BxHPub\nPFQZdTHAaFzF4gKrvVxZYYw+D/3qnF4BlIOrZMQXSByu6iupctT3StTpTc5817lzsp0W4ceMugjD\nn9srxww9tkSPq6LN4VGLeXis2uoBtXBJfSW1061Ow5XFJBS7dllxSbpFh1lfaS15psLvYR/5U/rT\nratmNOX5ncZa9GtVndrOg4UlznkXpV1E7qugptO4MohvgbKLtrd9H895AiFIW+MyI42ZO7lKdRWd\nJ6gjZhatdSHQkFL22YuC76TTeDGor+RzX0TPhVa+qLpe8Aih7FKvsVecJOOm6ytwlUzK/snh3Vpm\nu+aZ9v/lwQuZ5hcGtS3xfNtci7HIM7X6K5TdoOKCt/om0bcB32Tv13bm5UrXIlB1DpsdZWnPu7I+\nzLRFlwI3JWx82+Ft5ajKaQzQizdqa6aJ71LgkoaiOqPTz/dEugkZ98dyKacx7cwxBwuhtJipDm1i\nc3YNWVMpj3S+bb9RkElnt06VjYmKVlwM7DGqlHU7woN5f5cqVWQUmFIE62wLfZFgfBf5bNNiN9j5\njqfwO5WLdlFzwJ/Tdm9cVrsRLlDK2XMOqF408xYsS8z/vIDjKSwU/khjTr43nTzMya+DHRmZWg77\nOl9iGlN0idLLqjWybPlaN8rOoIfyATneGCKKyeE3deujeftCNPueSRTM+N/fRmUz2Ve/HWnsB6V+\nEN8u5Ux1G1RZZGZ6VaRxHo2sjykPDbX6x2uzmMe6KAdVDX7gDHJx4ZOOnSwHN0sdqJfVk4vUCdmC\n9Re6ac6vKmS3J9DY0IRKgySId7oDij42hjl1FPRcDAj9nxt/rNz2WKlfi59UXR9SCDkCorF8iwda\nBZ5Lu6mLl0vBGVs+2XF5bq2yb7PHaRVdZHpB62XRTO4ivLgObpa94BjP1MWI4q+Gr67BTLWXwxdr\nlqOyUVH1PtvKue+AaTjMd976Sq0oC4ggiW/wdApc7JrJf/FQY/BT8s7its9PZ/L9eEYJTTHY2pPH\nC1P4YrYzeqoinhwYPnNeDdIphnxGZC6J7qr4bUSN5BO9MPzDZAhoNz+T5yaWOVxqWTbnVxBf6Awu\nceI4bVqyxWJ+/AjpPEMrDpBkHKxKuf4Gx+F54LLJq2P/VyUPZxm+PEy8eepEDqj3piA6mQ1q0aLD\n3jCRRahiWcZxPEkw5xyTpCRCJKch4SkwO/XWp89DfXTNUo8X8ILwZPgUT0ZPS9FN5vUi7KsUT5/i\ndDw9ge+DdrIB2izCOOeVBY794RwA0B9+jCgZgIUh9EgGmgDmRBVk9UKrShUnfvoEmI9UHTnMU7fd\nin5U2RawWBaAT3fPcDxRi1yMiAzePdvDOOljkg1zejl2h2ruze0xR5GTJubbPGGnaI9vCUzjinIW\nWMeUDJ+aCDz9fZxOXZR1gKklFfE/wzTRt1D7NYkqR3QlTE/EGD3bl68yj1F6XlgkKs8ueb48F6db\nMx8wnKWYJhn2YY7bL7NDAECawbJ/zPp3c34k4tbsrcUi7yg9AecZxskof8uMvxcHemwLqsQoenI8\nw/GZGnfTbITzrBrSPiF35FYbfn64bJVQ58b1zx9mSMGwl/evnpODY8inWk4aP6wcPL/IKMgmiOYn\naMxPvLUn6QwrJ79BMj8kcYlHty4+G3px2uXi5FTim/EEA0ycrNMkQ5JxDKcpkkfvgwch5oVeYKvQ\nxXdaCVNu63UMJ2cpktKjBEQ7T9Op5Fm1Io1tHSudetwXJTZPSVpdl9Lh2PzmRFuJDdIJsqCJ5mwP\nRa7xPMWYj/La6/OFwsFb2NL7s0el+ceYYRVtsPEO0OopPHXd30S2/RGtt2ulQPKaOkcUVeI1+6s4\nAmiUnlLOCOPXINnDNBsbOB4fU7a535HO8rHZG32GQ54ofZ1R31zyTVUX4S3oKOU7v7YRkPkWObBH\nh0+OH4h6DHrLlsNFPaeZ8v/UAnKh6BxOY6o+Cs/Ub6OpcgtVXF1nGdj6qdXE2cFHYFGrggTiIrzZ\nMXD2ZUW5BT6UMSuOpKxs+fEU+pvs0f9TWa0XxvtAobdrWA/PqvjV5cF3MtK4GTbLMzDdl84qDzr/\n8PkZAICzEFPCOOXWAL/s81fRXDLxx11PxnLo5eVaxISVq608c1ZeP5jtIXGMi4o1/gpGs5ecIfJE\nxtjAwZ2L8IpfZC2X1fxRm36faRM4OP+6TBy6hHbiYnVOjCljaHY2zcwsQCuyHAp5O32+e4yHx1PM\nM47RNEWYjsvbuay/Gj1/2r9CqLqwJtSa6nQqZsEkyRBA8YF+Uzw3I2uxxNgq6TqIinezdGb8VbT5\n6TrKBYuPnf3tFwP87ukYv3s6xvOh6dgEXMfbb8ZPgeTMW1/AGFnZYJpadFzOhPzs5HOBjTGELCbz\nfHU8NX5XseLlxhL5XsVQmwhm2YzAqfr9y/QQJ1wYsoUDbZ63Q2sqFuQmiVgxDxgQeM4fFo5/s22/\nPpnVU+BK5APf+TUw3lO/8yoGE/+lh3KMTAfyXZOFQNSUMkWHMqU+IgbwMVm3yhcwYO9sH4/OPpLv\njs4SnE5V+3z4fKyVtNqoUMKyuXrHmGzLacWFj+eFRmCO0bZHUY61fKzRVwnMlAUSTq3F6QoZZLd4\nJ4jRCAO0WYxOQ7VVwIAWi+SgKPQaY0dRNjP0m37D7H/XCekSUWn0aQ5jsEDOI73chS6nMchagDcF\nJWeFyyM9znMmdQVYRvmjyQwZh1ycKkAdJQGkoeoXX3tnxLhXfctxOH+K51NhpM0z1zkXe3hRotHr\nq7uQa5SuPEs5DscpHhxMcDJVc/bZ5IGRr2AlcUDLggJOjQUpRZmJLCaERf1+6zassUG0jU+voGS6\nzo99CzFta94XGkTR+md8bqRPeSLkCk/Q1uRnm4gtyjTtvoUIYTpB5+xrRMnAySvLcI7m9LlqNe27\n2nERiateNgq+dvy59R2EUZ6/6o4/N1JnjnNXyIYHBxPsDOfYPz7AweGu1EkAIEwLWZGpacvTyt5O\nNJ6z2lzBUkv1eSNU+vrvD95XdYUNB08Z7wqoxrN2ylDjqBFotkoJa+Qs9H4nN/IFmGtO49XjX6M1\neYLWdAdx3m+DSSoCC8ClI7MOFPK5aM9Bsu/mKYhkAfazETLOEfAEmKpFixlSzOMVAOV6sU/uFpAQ\n25S43cZyrpUv2hTQDD115ngDsFwPBE7ysTnO3MUTey4czXec6vSxrVfjt2NEvZ2zrwzdK0oGSKJC\nH87HMwvQCH06pzkubf5p71RslslPABjtWC9o+mVAzYIwyoMDhlqQQOrbTVlylvyoKshAx3kOPaUX\n5/Y22X9EX8zNcbMUNs7tWAeoHX4XOw4EE2sR8fBT8N3flxclvj3Y+6187ubypKvprwv7Key+H+/6\naTG2K7nHUxgwdRdWjTYt65pU2a8ZVxn3hnMq9wuB76TT+GrnCpphEy3KedzZANrr2gtG3ADLcG/d\nZfrTxibG7dvyd+HzmzZNZ95i05XIXTCaIARWXwG7/m/M9KU7C9VQwK3eTdzoXccbG++U5osCppQ8\nFiLt3EDauwUAaAYdnVD51LYdrHEHy3r7F5/ZWgUgDNE3G6tYCzoAGKbNK07WAjqwFC8GzK/9MQDg\n+nIDy01TGAVgwOrL7of1r4NdeS+nz+9YYRtvAmv3gf4Nf54r74Ftvg3mcyzXgLVOhNurTbx1pYMf\n3Oji1koTN1dEm6WhaGfZwkEEtvGWiaC1juvLZtvYR6XM00w6apaaZUK7JIrBr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5VCal8CUrjh+f5JNJtid5cSYzilf+nv3lFa9v\n3O3YvafHf7yqvmP+0QEAYO8pjQEAYAbd/bkkj0pyWpJnJ0lV3SXJXyZ5fHcf1d0PS/KJvfiyH+/u\nhyb5SJKXzjkyAADcJEpjAACYUXd/IcnTkpxVVccmOXR66Os18fAkP53koBm/5A3Tj09J8piqethc\nAwMAwE2gNAYAgL3Q3eckuSjJX2SyJMXvJrkwydVJnpPk1ZksZbE3X/MzSc5O8uqqOnS98wEAYJGq\nu8fOAAAAAADAPsJMYwAAAAAABkpjAAAAAAAGSmMAAAAAAAZKYwAAAAAABkpjAAAAAAAGSmMAAAAA\nAAZKYwAAAAAABkpjAAAAAAAGSmMAAAAAAAb/H4z6KNLbEY9zAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1110ea3d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig,ax = plt.subplots(2, 1, figsize=(24,18))\n",
"ax[0].plot(vs[:,:3], linewidth=2, alpha=0.4) # show the first three for clarity\n",
"ax[0].set_title('Trajectories for 3 players')\n",
"ax[0].set_xlabel('Turn')\n",
"ax[0].set_ylabel('Wealth')\n",
"ax[1].set_title('Distribution of Rankings over {} Turns'.format(T))\n",
"ax[1].set_xlabel('Rank')\n",
"ax[1].set_ylabel('# Turns with this Rank')\n",
"ax[1].hist(vs.argsort(1)[:,:3], alpha=0.4, bins=np.linspace(-0.5, N - 0.5, N))\n",
"\n",
"# plt.savefig('webberj/random_walks.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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cM0Z9ANmLHgV5RiohTYSVd78dyjYXnaYhttcl6607kfg8mpFB2rHXK8bx3tyx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\naFJRSinlGE0qSimlHKNJRSmllGP+D8H0zdAmDn/tAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11089fc90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(np.percentile(vs, (1, 99), axis=1).T)\n",
"plt.title('1st and 99th percentiles of wealth')\n",
"plt.xlabel('Turn')\n",
"plt.ylabel('Wealth')\n",
"# plt.savefig('webberj/percentiles.png')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.13"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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