{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import persim\n", "import matplotlib.pyplot as plt\n", "import math\n", "from umap import UMAP\n", "import ripser\n", "from scipy.optimize import least_squares\n", "from tqdm import trange\n", "from scipy.stats import zscore" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X.shape (4598, 200)\n", "stim.shape (4598,)\n" ] } ], "source": [ "data = np.load('stringer_orientations_pca.npy', allow_pickle=True).item()\n", "X, stim = data['pc_score'], data['orientation']\n", "print('X.shape', X.shape)\n", "print('stim.shape', stim.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "4598 trials. In each trial, a static orientation grating was shown to the mouse.\n", "\n", "data has fields:\n", "* `data['pc_score']`: (4598, 200) contains the population activity score along the first 200 principal components - PCA was carried out on the population activity of ~23000 neurons\n", "\n", "* `data['istim']`: (4598,) contains orientation values shown on each trial, orientation values range from 0 to 2*np.pi.\n", "\n", "For more details see https://compneuro.neuromatch.io/projects/neurons/README.html#stringer\n", "\n", "(#samples, #features) = dat['sresp'] (4598, 23589) ----PCA---> (4598, 200)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Principal components" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fbdabee05bf94525b677e677c7f9c750", "version_major": 2, "version_minor": 0 }, "image/png": 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5adjaPsaYn4b3niAIjvdpmBOMBSBzUrC1fYwxPw1bysEcigUgc8LrVH1syMsY89Oy1w1zIAtA5oRlQ17GmJ+VVYDMoVgAMickW9vn+LPn3JwK4jimWCwe79MwJyALQOaEYmv7nDgsAJlTQbVatUUQzUFZADInDFvb58RiQwfmVGD7gJlDsQBkTgi2to8x5miwbTDMoVgAMsfV3CEva3Q2xjzeLACZQ7EAZI4bW9vnxKeqVBPhG1sDtkwHLCp7XrImY0HZhsfMyaFardoQmDko+3PbHBfee1qtloWfE5wq/J9bC3zp3oito8KWScenHohopsf7zIx5dKwCZA7FApA5pjqNzq1WC8hneVn4OXFdszXguxsD4hi2jjru2ukYqcNI075n5uRgTdDmUGwIzBwz82Ftn23U2SQ1VlDmdD34i25DIQF6gBP9KfjJtpCuApQjCIrKSE0YrQlF21bJnCQsAJlDsQBkjroD1/Y5VcPP19xu3hVuwKmQorwjO53/z6+d+boqfEIdX8ShwCUof0hG5QR+KpzA6f2ezVMOEagmwrlDnoXWA2ROEtVqleXLlx/v0zAnIBsCM0dVZzuLubO8TsXwUyPl94INFNRRIaCC45+Ch9hCHQCv8JHU8QEfUFJYBtyM42N6Yv8KPmtNSgic0edZVPRcujjj9eckx/u0jHnUGo2G9QCZg7IKkDlq5sOQV8coMQoU2n9ThDgClD3SZLWv8IGm41MasCeECRVOD5RBp9yNA/xxPfdDERGevDKlq5hw915HT0F52pqM/tLxPjNjHj2bBWYO5cT+89OclDpVn1arhaqeslWfuRZTpJuQGvn0qCYZApymXWz28OPEsQKlIFAW2JQJk8AKHv1Q0pTCiOZDacdCnMHXHw75wfaAQgTPPi1jqHxs7tuYx4v1AJlDsQBkjorODu6nevDpKBLwb+kT6CZkmhRB+L/pBSyiSFOFAFijyhKv1AUaAv3AWyU74m2rwsdTx+uTkLckIX+cBkwfgxD06bsDvvZQyN6a8OMdAe+/pUB85NM15oRSr9dtCMwclA2Bmcddp9dnvu0ldYH2cX3yDEZoMUBhZjhsVaD0CIx4uDhRNiusDpR/CDO6HkU+vF6F//SOVeR/sdyjwiczx2+ER2/orBbDTbsdq3sznBP6isr2Kcf2KWHdwPz6vpqTW61Wo6en53ifhjkBWQXImMdRgLCY0kz4AegW+JNKyloHLRWeE3r+tpTR9Sh/+zZ5oQAEkk+b71K4NnXsOoqLEToBIW/e7lBV3E9R0EszGJ6C27Y6btrk2DH++FYF4xg2bhEeeNhRqz+uN31S87RIGEeZ32U76wEyh2IVIHNUiMi8qwAdzooA/qLrp3sjWi5KoqDASAY3JcJgCv+7FfLLPRkv6D7889zy8N/7HPfWhKVF5dWLPUPR7Nc3VaGWCMsqylAxv6wcwbPXeL75kKOrAI1UOGcoY2WPcvNOx227A0qR8uy1GSt6D33/O8aEj/4g4pYtjtGqsHahsqjf8+anppy3wjMyJdRjWNCjVIqP/blptuBT/xmxY7cgAn098Mafjxnsf+y3dSqZcneyK/wMKjGRLmBl8maKuvh4n9ZxYRUgcygWgIw5wT3VKTcHnp9kjntSoVfhSu8JA/iP6YAnlFIWH+Y3+WM7HTdMOoYiZWdTeLge8OfrMsoBfHaL45o9jlDy6s5vnuk5sy8PNK86K2NJxbNlMqCroJy5wPPtTQE/3howVFFGGo6P3ub49csSFnbtH4JU4eoNAX/7tQLVFjQSwQO3bXEsGxLef7Xwi5ekfO/uAOegFMGvPjNh+eBjC8133OPYuVtYvTy/3p5h4Qc3BLzy+fO36hHLKDujTxLpAgItE8swO8KPsS75g+N9asdFs9mkXLbuffNINgRmzAkuFHhn4PmLIOW8uvJzsaesEAk4lEl/6CGlRgY3TTlWl5SeEJaVYDSBbU3h4Wm4Zo+wqqKsqEBPCP/20OxLghO4YlnGlasy7p92/NfDER+6s8BUKvQWYUFFSTw8NPbI+79zm+Prd4SIwGA3DE8L3kMxVLqLyoadjq/cHLJsQFkxqARO+fx1j/3vsemqUCzMft5VVian5kfj/aHEMgIIAfmbfkEXErt9ZDSO74kdJ52ZqMYcyH4qjDkJOIHzA1gtykS7uDHt2z1HwaGrJkE7JGXtQ1QhUyEQ2FwV7plyfGefcPuEUHQwmUB2QG/1lzeFdIewolsZKimbJ4XJlszcXnSQV5HNw0JvRakU8nn7TqAZC16hmQr9JUWBsL2lRn8FhqfykPRYrFnpqTehFUOWwci4cMZpJ+a6SsdKpH2Ax5MvWJkyRaA9OObfAk42DG8OxwKQOSrmy/T3YykQeOdA3jy9LRViFX53IKPvMPtyRQIvWahsawm7WrC5ISwteXY24RPbHJMpxF7YVIPvDQun9yjBnFeFzOfbX/S0qyznLvHEmbBjStg2KQxVlLMWPjJwDHVBMxGecJpnrOnIHFQz6OlSVg16zlyqlCKl1V5Uet+UsHqh8lj/UF+/VnnZc1MmpoQ9I8LTLs+44uL5HYCKuoRF6cuIZTdN2YGnyYrkjQjz93fSXo/MwVgPkDEnkVUR/J+FGVUPXS4PRQdz07Tw2VFH08OTu5VfX5GxtSHcWYfrpwO+NQHDMVw+oOyZFlqZsKcBdwwLf3eX4y1nevqivG8nUfjeTsfaXmVRUblsVcoVCz0LK8oFizzdhUfe/xNPz7hnl+MHDzuoKOf1esICTMfCYI/ya09PmKoJ/3ljiPewuE/5hSf9dFtsXHah57ILY1RP/M1lj4WMFiW/nlXxVTg8kS4g5NHPglKUMXc7LRmloivp92cdxbM9uqwCZA7HApAxJxkn0HuYqs/DTfjwvoBFodIfwQ+mHaV+z2X9nvfvjhhJIFOoIlyXCusiz0RDKIWwrhsenhY+eL/jXed6PvdwxHBLmEqE7+9yLCoqV/RnjNWF0/qVnkPM3CpG8JZnJGypF1i7LGNJrxIGsGVMeOl5GactVFionLMipplAd5H9qj9pBsOTQuBgYZ8+qmDzaMNPmsKGexzj48Ly5cry5Z59+4RCAZYtfXT3daKalI3cXHw3sUwDwoL0GUy6HQRa4vz0dSz05x72+opyf/RBdoVXIyqoKGfEv8rK7MXH5gE8zqwB2hyOBSBzVFjJ+fh5uCk4FHGwDaEVwo1VYVUo7IphMMrHvluZMpYK25pC0+czsbYnsKYM944Lf3RryDe3CSsqymWLM5qJ8KMdAfQqzQS+cn9I6FLOOcgQGOT9PasGldG6zPT6qEreF9RWCPOPuaYb8PHvRewac6DKhWs9v3Blut/Q3E8ry+CLXwrZcK+jVICxCSFOYOEixXu46MKMl784e8xDcScCT8bNxT8jI0a1zLDbzIPFv2dRdh5CwJ7gVl7Q/CADevohb6MmW9kdfp8uvwLBkWnMQ9GnWZY9h+Ak7CGqVqu2CrQ5JAtAxhxFG2SKPwnuZa+0eIof5E+zs+n6KX7thhU2kC+I+ASU8mHyZU8Akyr8JBUa7fWDloTCa8O8ezrzELi8klRwymndyrAKYQGurzv2Zsq2SbhhTBjOhJ1VZV8qXFDyBAI9RaiEkKnn7r3ukAEI4CXnpPzrDQW2jecN0GuHPOcuPnyPznfuCNg9Lqxc4PEKtz4csH6p55LT/c9cndm9R7jv/oA1q/LbemizY+8+4YILUkTgttsDzj/Hs/70k2/oJGGKWMaYImane4gWNTwpJRlliT+bquxmS3gNA8mhA1AqdQSHtNtDHRFKRkrjpAxAtVrNApA5JAtAxhwlu2nyuvAWWmSUCPhKsJspUj6UXfyYbmeTwu9rSJ183/h1wGubGf816ZjO4Iyy8uwez7lBHmwurij3Z7ArE0LfXtE58tzmHS8byvjqaEDo8wC0wMET+5VbgDsbQiTCxhbsi4RCApEoiQoPNoRu7xmKPOV2NaeZCpOJsm1KWN6tB63QrBpQ3vG0mK0TQiGAMxb4R1R8OlRhx4hw1+aAcpQHEAH2jAjv+0LEuoXKMy/JePoTsp86CGUpiJsd5mo0oFjIqz9RBC6Aak3YtgM2bnQUS8qF53t6ToKFhCN6EYrscBuIKJFIA0WYlGEGWYuiOD38S36XX0mo3TRlhIL20ZR99PjTKNB3jB7F48sCkDkcC0DmqLAhMLjVjRPj6SVfdrlfI77vhkkzT/gYJmD+mwakwIr25xu88O5qwHqv3FgSPofjPbWQNU75eCWlGIOKsDBQiuSN0sMtYUNTeO1Sz5mVjA01YShQdk8LuxrCOMJAAVaXPUVgZ0soF5VKqjQzoZrCmQuUNV7ZPiWkCreOBPSU4OqdIWt6lTefE3PbjoBmApeu8Jy3NK/0DHUpQ12Hr6iown9dG3D9/SFbh4W9447nXZowMSVs2iU88xzPon7lm9cH9PcoF53x0830WrxYGehX9uwVeroVJ0q5IkRRPpVePVSr8LWvRxSKkCRw+53Kr74+oavyU93lMeMIOCt+O/eUfhUlIdIIxKHimZbddDPEadlzD3sbET1c3PpT7ov+H3W3g0F/EWfFb5upCJ1sbCd4czgWgIw5SkoaoO3/CUKGUsARHGI6cg3lSy5jmyjnqPAyHxCosBdhbhtnrErmhM0F2OYckYLzMOzgt+oBf+MyFqqy3QkR+SyuceC2KWHbVMDpReUfTs+oOBiP4cYx4YM7AzbUhA1VwSN4gWosBJpXYXoL8JLVGVcMZGwcdfxgR0ClCLtrwmRduGMXXH1fiWctz6iEcPuugDdckvCEFY8uqDy0W7juvpDVCz3Lh+An98IP7wooF2D9Ek8ryVeRVg/3bhYuOuOn/J6U4I2vT/ju1QHDI45fek3KvlHhhz8M2LvPce7ZGdf8KGRgUGeqPlu3CQ897Ljw/Pyx3HST44fXhHiFpz895YonnTjT7ldmz2Cxv5S6jFDRBdQYJpZpzklfxbnpa+jR5Ue8jW5dzWXxe4/B2R59tg+YORwLQMYcJU/TBZytPdztplDNFy38w+zMg67HkqL8cZBwr1MqCj8W2KDQrEVcH6XsLnhWAWf7CHD0Jcq+KK+cpO0+nzCDCScUIzgNkETZE+V9PIOp5+L2SMDGlvCdScfL+j0DBXj+EuVT+5SpxBEItLJ8KCjzSi2DvoLyxAUZT1+YUQzgkmWem4cDxpqwYzR/NI1YmEqFaupZ2eeJAuWHm4JHHYCqDWFkWtg8HKAKaxZ5HHD5aRn/+j8F7tws9BTzxRMH+kJ+McsIDjITLsug1oBKCcJDvLr198PPvzqD9iah3/p2wIJBuOiClDiGn1wXcuWV6UwAcpLPHAPYsMHx5f+MWLwkf1xf+UpEpZJwwYWPbwhKqTISXEMs4/T68+jzFz+qdXxCCry4+T6uLv4ZY24T/X4Vz2n+BQt0/eN6fieLer1uQ2DmkCwAmaPChsCggOPf08v4stvFPmlxqR/gSh066LEPi/KAU1YoCMIAyufE0xtmTJRjUsl4ENinMf9CiXud43+SgEaUV2iKwJQKRa8sC5V3r0756O6AvQls9cqiUj5NvJbB/TW4aiTgH33AKxdnvHaZ56Gqw6VKHSES6BalUlRKqrx0RcbvnR1TnBM41vR5to5GtBKhuwhBkPfXPDThSFuwfcIx1KUMV1MWztmsdfOo8MOHAkC4cl3K6Qvyr0034IFdwsL2dPkbHgh4wRMyxmrCznFHwSl7p4VSqIxNCLvGhJUL9x9W27VX+OgXIiamhVJReeMrE85Ye+Rm5jvuDFi+3FMsQrEICxd6Nm12VLo8cUsoFOG0NXnAue9eR3eP0plZ3den3Huve1wDUEaTBwp/Td1toSrTTMsHWJI+l4vjPyAiH4ery2a2R/9GIiP0Zk9gefq6ma0vBnQNP9/8BB6PO0mHrh4vVgEyhzO/fzuMOcrKBPySX8nvZKcfMvxAXsFB9w+NVVV2lmNqkhCiRChNl7A3jHnXAs9vd6cMiBICmUCk0APcPSX86/aA8QTO6/a8csgzneW7wt84KexpCd0Kkyn86zbH028M2diAaRHiDOotSDIYCOH8fs8VQxnlOX8qqcL2EcGn+TDZcF0oBUrJwZ5J4b59jlYK3ZHywZ9E1OP8eptHhb+5usBNWwNu2ub4u6uLbBzOH/OeSeGi0zypF+otYdGA0t/juenugLJXpKFoDRpTwl13O770rXC/bTOyDP7tixFJCiuXKuUS/NsXC0xVj/w96ulWGo3Z537BIDz7GRmDA8qqlZ5XvTSh8x7a1a20WrPXbTahu/vxnTE27e6h4bYxJS22uHsZlWHujj7J90u/TUqLCbmf24tXMe02AsJI9G22R//6iNuZ7+EHrAfIHJ5VgIw5AZymwjpgo0CXKtPA2jTgnkKeHhyCku/r9RPJeJuDy8vK5V6peeU+7whE2eOFv6gGnCfKjeK4ehoWRsqlZeXemjDuYSAFYhhtwbQKiRO6NN90NQ0Vj0ANzligRAGc3bd/dWPrhHDbzoAXr8341iZoZULcEs5dnFGfhtW9yvI+ZWGXsn1C2DkprF+o/PChgFBgSW8eGPZNwzUbQ9YvTKgUoK9Lef4lKZnPF0EcGxbuuc8hmbJ3tyOMoNKrrFjieXirY9MO4fRV7QpSDcYnhZXL8s+7KzAxBaMTQu8RAsqLX5Ty4Y8W2L5dyDysWeN5xctShvcKn/9kxIO3OEol+IXXJzz5yRn3bAjYutUhkleAnnLlI3eeb7qbaAQ/RBDK2fMo+vMf9c+Cp4WibHd3E1Fu94+1GHcPcnv0/3go+gIt2YmjyOnZJfT7FYwH17E6+U2Ew6yQOQ/VajUGBweP92mYE9QpFYBE5PnA+4EA+Kiq/u1BjvkF4M/I/+i+U1V/6Zie5DxhQ2CPTQHhPWnEZ13GVlHOU+EJBLwodewpZPmmo6KUgKXt66x2cI5TPpU6iqqowCKU7QVhtxO6MxgCskzYLfCyhRkbJWSqIExOKsVUSAJAoQb0eHCZIJmyIFAGisqvrI1ZfcAMrjjL5wRN1IWSQKb5VPk3XJBw86aA/rIy3hS2TgjNJJ/+nhPmtrGIgG/f9JPPzrh9U8C2EQcK3WVlco/DpzA1LWRZfuzKLuWKszx7RoRmS2jXzugqQ7Go1OrQVYE4yStVRwo/AKtXK1f9dszWbUIhgjPPzAPfZz8REQbKshVQnYbPfjzit/8g5tfeFrNpU15dOe00T09Pfjst9yC14Lsksh3vdoBfRl1GkeBWlrfeTVHPOex5KBmj4X8xGnyXqttALJOodhMglHQxKRkPRJ+jrL14KaCEPBzcxgXp03EUsYL+I1kPkDmcUyYAiUgAfAD4OWAHcLOIfFVV751zzHrgD4CnqOq4iCw6PmdrzCP1ILzVz/5KqoO/1AJ/oBktlF6FJeJ4g8833woFfreS8Z3EUXTQL3nj8nVdjs4WSBpDX1XRFL7YDFlWVKoxTPdCTcA189uJs/bnKBUHPhTOGFLO7PXMTS1TMexNYDxT7tsbsKCsdIVCpeD50aaQ9QMZn7y9QAZ4n1d7OqsqX7ku5brNRfZN5+GnmQrPWp9XTwa74bdfEvPALkeWwuqFnt/8qxKlCFYvVXY6mJwSlg8qd9wjjE06brrdsWqpp7c7X8Pn9S9P+diXIsYm8/Dz889PGOp/dM/9ggXKggWzYWlsVGjWYVl77YHuHpiaFCYnhCXLlAsP6PmJ5WFGCv+A0yKpe5Cq7GafuwsIUWkxWfwzLmz+B669JMLB3Ba9l63h/9DjlzGCJ9OUWMYJtYuIiABHqAWKuoBUR0llkoSEutvF+vh3D9kkvdvdw5TsZsivZYGue3RPyCmiWq3S00moxhzglAlAwOXAQ6q6CUBEPge8DLh3zjFvAT6gquMAqrrvmJ/lPCIithnhYShKDU8X7hFvXgnw/szxP1nE6ixgNIw5R5Q/I+AcAjZn8C+NgJ1ZPtW9V5QVDq52Qgr4LK+NBAWgBPfHjgWZ0h8J63uVuyeFpALdKdQzCB2kgGbgMjh/ULl+3LG4EPKKpXlIuW3E8RvXF6mmQiuDpAzdqbC0xxMA124N2DUO1QROG1RWDXg88OX7Qn7rSQmnL1De+cwW37g3xDl47pkZrTpce0/A4gHP6cuUboGP/09EvQmbtgvVplApKYO9iijs3O0ohMqlZ2VsuN8xPBpx1ZsSCgVYvdzzK6+KiRPo74GHHnL899cDzj3Lc/q6x/Zz2NWlBCE06lCuQKsJ4qC75+C3MxF+hpq7GSFCyBiWcdAyJVbgdZqq28VYcBMLsqdQdQ+yM/w8qdRZkD6DRdlz+VbhndxQ+CSKJwvupVsDltOP14AWLYraw5XNv+ZHpd8jpUmXP5O67CCUjLNbf02/v+ig5/XD6F+4Ifo4jgDF8/z43ZybvpDdwU9oyCj9/nQWHuK6pwLrATKHcyoFoOXA9jmf7wCeeMAxZwCIyLXkw2R/pqrfOjanZ051t8o47wseokrGy/1SXudX4Q7xV/ldUuMd4VbGSVmoEe/L1nCW5rN4poA/IOArPqAoygJCLksC9qjSXUiZBv6qHuJRlgZKAuzUvIqz2wmBz8NPZ4AozSddUVMoKOxCKJUhi6HWBeJBpyASKABDJdiXwFkl5es7A/qAdT2e37upSOyFJWVlx6Qw7IQ+56nFwr5pWNzl2VF1tDLhwWFh1aCnO1Qm2g3Gk3X4yg0hW4bz9Xyuu8Gxc4+jVIQVizyvenLK1deE9PVo3gydCEkCYY+QeLjoXE8hg5ULPEkq9PYqe/Y59rQbqf/tMxGtltBqQW0CSkUoFOB718Cvvj7hogse/UytYgle9UspX/qPiPHx/Nl8xS8mdB+kmJDITqbDHyAEOO0hkzFa1HCuSUMbhDqA84tJmWLKXc/9hb/F0YXTElsK/8Je/yVujP6LEMER0CBlSjy9TFLRLvp1HSuyp7NIL+SK1ru5tvQHNEgoaD9Pb/493X4t28Mv0JQ99PnzWJg9E0EYlc3cEH2cEr04AlJivlX4K6bcTYwFd5DvGKecm7yZdenLH/VzczI53kNgQRBw/vnnk6YpZ599Np/85CepVCrs2bOH3/md3+Hmm2+mv7+fxYsX8773vY96vc7b3vY2pqamCIKAP/qjP+IXf/EXj9v5n+pOpQD0aITAeuAZ5Avr/khEzlfVibkHichbgbcCrFq16hifojkZPSDTvDG8lQwlRHhP8AAJnjf7tY84doqU3ww3kwGLiJiUlF8LNvG5dD2LifisBDys+eKHFYFhlOsLVSaCFr8kyguTEjXtYkW7t2ZtqESZsKLluQPBF/OeGSVfBXpIlSmX31as0PTQdMIap0wFMKIC3bBkWpn0MOLzvqGRSUekwsfqjuFYuK8hdAeQ1YU4y3ePT72wayqvODmUSgRRoHgv3L03YFWf51nrEgC+cH3E1hHHyiHlxvsdNz4YsLrP06jCRNUxORWxJFC6ynDHRmHlYs/OvY7+PqXRhAvWZ/z4eyFb7g9wITQaQrlXufq6gE2bHOWCMtCr3P+gcNtdIS95fkp3F0xX4X++FXLRBTEPPOj4zncDWi3hsksynvrUQ298euY5nt/6vRZjEynBwF4W9vQB3SgpXrYBGU5XEssOAl1AJlPsdTsYY4JYUgoKZWLqspfMxUTRBymTELsthDpEVTwtt5PU3QlASEBCC4fgUZQAJaAhe1iUXYQnoRFey1q/koyUonZT1IANxT9m2N2FElLg66xJtrMmfQM1GcUR4tqN0SEFmjLBnuAWBnVtu7k65v7ok6xNX4w7Bd8OarXacR0CK5fL3HHHHQC89rWv5UMf+hBXXXUVr3jFK3jDG97A5z73OQDuvPNO9u7dy+LFi/nUpz7F+vXr2bVrF5dccgnPe97z6O/vP26P4VR2Kv3E7wRWzvl8RfuyuXYAN6pqAmwWkQfJA9HNcw9S1Q8DHwa49NJLbQznpzSfhsC+6fbSJGOIIgCOjM8EOw4agLZLTIzST4gCo2QMuxbPjx7iLO0n9cvpASqi1BWmo3H2RmNEQJWIr0ZKOYpYlEVsKdQZcSkui0hrFYoBVEUhymeNSaLEPp+m3gNUM8EX8h6Z3UWhUFIKeyF1MJXkm6d6ryRNiBLhpcsytsSODQ1HTYSaV4IsX3coDODZK1O6vHLb1oCphrCoV2nEMJ3kFanT+jwLImXPpPDQ7nx7jeu3Ou7eGpApDFcFyYQkhcm6wkDGnjHHvVscSQJRABednTeB79kpbNkuxGm+0OFUFfoTeHCL4+bbAp52ecr3rg/Ys0vYOQzf/UnA2acryxZ50gR27BD+/T9CBgZiisWtfOdqIYoSnvzktRyqgbjVt5FvL/5NGjIBKE9OXso62UcoDUi62bV1Idt2nM7Cp9xHtVxjlCkCICCgJY5MPS1JKDHFqNsIOKI4oBZuAi3iXBNFKaC0yGZm+wUIToskJKzILmZ19hwm3E1MubvoboeXmHE2Ft7Hw8FNTMgUIDgcSfRpVqW/xJBfiyMgpk6BCg0mKWkPBYozQ66OCE+GJzllA9CJMgT21Kc+lbvuuotrrrmGKIr4tV/7tZmvXXjhhY84ftmyZSxatIjh4WELQEfJqfQTfzOwXkTWkgef1wAHzvD6CvC/gI+LyALyIbFNx/IkzampoPu/gfqDXDaK57suZg8ZNZQulBFSRiRFgBEp8F0mcYGiDPAkKmxLlR2FEYQ6mXgeJmIBnicVi3zfNxgpNHEKC4oNtoQtGvVBVBy+lC8rNFCGyR5ojDp2piDt4TBN8y0yklCQXoimIPUgCoETLur27JgURpqwqZk3VVeCPEylASQxnO0yBiOoNYVXXpjw9fsjphqwvMezalC5Z4dj5y7Hp4YLiCjdTrl5c0BvJd+DK82EyZawqFtp1ASpwm0jIdNTUAiVRiKUuzO+dp2ytE9ZXg5YtjhfDfqhrY6VSz3lIqxertx2m/Ldn4TUqzA8KjRjYeMmod5Q7i0Kv/WmmHvvcwShp7f3JoQpFi+qcNeGOk95ylZUn8XUBGze6BAHp5/lKXcpXyldRZ1JCkkvrcKDXFPMG537tJ+xu1+KFu6k//JPk2idSaYJRBA8XgOmJWVc8j6oxVKjX8vUYoUYXJDgMgjCmBJlzlTYAkxJRpGAAb+IhtRQMqZxxNRIpIpoMBNeQiqMygZGZYSy9iEICS22u80oni6GeHXz/Xy59E5qjNKny3hp86/ZUPwH6jJMQXtoyAiLs8sI99ts5dRxoiyEmKYp3/zmN3n+85/Phg0buOSSS454nZtuuok4jlm3bn41rh9Lp0wAUtVURH4D+DZ5f8/HVPUeEfkL4BZV/Wr7a88VkXvJ18H/36o6evzO2pwqXuaX8vFgK2PEM30/v+XzF64UZQ8pvxM22Ccep+DpZQ9TTJDvsdCtFWJRmpLhmQaUa6IplgVFnEzgydpHttgtKWcHvdxfaNFFQEuEcfWMFpqEcYIPimgAQQaTmZAIUIauSag5IINgTpNQFsGiujIagIZCKYBKCOGkMhFDM1PqOFwAYaC4LK/+jDXgY/eHdAMXTgtnLvHcvsVx/46Au7cKmioXnJfSU4JWCrvHhfFJYeMWRxznNZcUmKoJNGDZEmXrPqG7GxotWLioTuwD+ko1mi1l6ZqQvTt76K4opZKSJrCsvULzmWd5vn9NSKsOaSosWADVqqBemZp0fOObIVmzSakyxsoVe4hbKxgbL3LFU28hLnyd2tTd/PtHXs2uLacBMLRQeeM7xhkJ9zC1YyFBcYyuoRZSgqqL6dExSmd8AdIusp59+FY3vlWiWWoxIUpVYu4GWvlTTAFltRtmdUEoSDdOoKIOP76MrH+ScZcwgKOmEcOSss/tZKF2sdSfwZQb5uboIzwhfTkIpFojoERTdlP2ZxAE9+GliWgIkoJWcOQzBVf7y/it+jUk1CnQhSD0tt7D3dGHqLk9rEyfw3nJm4/678fx0mq1KJVKx+3+G40GF110EZBXgN70pjfxoQ996IjX2717N6973ev45Cc/iTvUGK35mZ0yAQhAVb8BfOOAy/5kzn8r8I72hznK5tNaQMsp81/JFXw62EqVjBf6JVypQ3zRjfAPwW5GJKNJkSf7JRQI6NJ++uhmoda41tWoUmSMFh4lJMThcKQ0pUme1QVByOsfLWJJGRPBAwExw1JHRcl6GnjfC3SR+QqoI9O88lP0+T5fcQA+zYex1EGlpQyUlAZCIc2rVw964axejzhhOs6HZVShKQJFSHth76SDfUIzVjbXHNWasnF7QH9REVWGG8KXN4SsHFCGKsrImOAUyiH0lvMVlZtNYaDk6SpBMxZ8C2oxpJmgmRJGsHJJzOSkI8mmeNIVFW65NSByUCjDqrXK9t3CaauU3ad79gzD8LCjWMwfh4+hXFaWLN5NufgQ1167hmZrKbu2ruGKp/+A/kU3UK87duzYzUXP/CcqN/4xzdoidmyf4pqrr2byqSGuPExUqKGqxM0i5XKDSUlpdTUp1xzOh2hWoNd5dkuKomwGmu2fjfw7BvvIhzXX4amnJZooqDAmMaF2sZ2YndK5lrBT6pRlmEiq3Fb4v0zLNgayc4ndfRREGEqfSnf2FB4IbyGllkcerbAse8p+swodjiKzVZAeXcWT4/ccxd+GE8vxDBBze4A6zj33XL70pS8d8jpTU1O86EUv4q//+q+54oorjvIZzm8WLY15nKykzB9mZ/Ge7Fyu1CFulxrvDXbRjaNLQ+o0uVeGAYgQIgr8ZbaCC7WLiJSsHWdASKnitElR893jOxPlO/t+9SI4jcjIGJd6vhygCF4UgkkIalCYIlAPAbhGPgss9uRz7KM8CEUtpT+BkVToCcEL1BPY0RS2RMJpQ5413fmiiBIoRORTxTKgR9DBPERNNIXdU0I9yaeQl4uQpEK9Cd1FZfOIY6oGaxd66ilMxkLdC2uWeQoFodoQmjUlSfOhOxUYHS8T4Vm5sMrigQakSqrQN6SsXqWsXKrEDXja5Rlv+cWElz83IW0JgYPJaaESKXEKg/0pA30P0N1VYNXymOZ0P5dedhMvfuXXqE31cOdtF1ObXEix2MIVNrLhroRt2/axccMg6WfeQRA18KUpfLHFovE+prywT2BKYG9llLpmuNIEYbFJRADaRW3Oz0UniiRAKy3Qqi6g6gP2Rk32DOykRkqJHvZJjCDt7zd4lH2yi4yUGjVui/6D6wof465gC8vjd7I6fQt3hN9hm0zwsOxmk4zR68/jKfG7j8FP+4nvRO0/fNaznkWr1eLDH/7wzGV33XUXP/7xj4njmFe84hW8/vWv59WvfvVxPMv54ZSqABlzIrlfGmTkm6IOoOwhYFga1FQZE+U1WZFeAj6UruJ+afKuYJpr3D4SRgGlJkKJXpZpxDZJ6LyVlrTMTumiKQENpvJ+IwJaqvkKg/i8XOMS4qKHupL1ZTQGgXoI0472KBtpU1hf9pQ93DstNBPFi6AOHk6FLTsjipmiAVBmdm49+V1QyPcAa6X5ss5xn7ANR+YgqihhmoebZf0Zm6sBD0/k1aiuSEkdbBt1nD6UsboffnR9QLkESSwUi544hsU909y+oZ81C8bY21xCpSW0mvDEJ2QUQti2Q4gUykXYs8cxvkeYnMzPf1GfohlMbBO+sPViiBxT42UGyg1EHZs3nsGmB86m2ejmxa/cRKMGd99ZZO/uJrV6gYc3dtG3pJsLR3vJBmJ6ySgu2kct8BTIG5UzUcbDjFBh0sEW9STSooCjge88VXlwVSjGFRpdE7QKNchKROKJpc4+RhANUYmhXf/LSNtPd75cd0QEeDwp1xXez7nJL3Fz9Dn6/SoGWM20DJPoAF1q67vOdaJVokWEL3/5y/zO7/wO733veymVSqxZs4b3ve99fOELX+BHP/oRo6OjfOITnwDgE5/4xMwwmnl8WQAy5ihZoCGOfMHDCsJShTohvQivyYr8gs9njEUIp2mBNdrA0cK3fy0LKHWZZsivYAmTVCWmS8uUWcyNLuBCFe6RHoapkin5gj75YBVkrp2XMqTkkSDN9/jq8uALeY1hCuJQ2dYQhqv51hadqwOkKqRRfrMuy4elaH+uGfmrRyJU6/mGrGng6C8qvr1tRdolPGtpwsJ+5as3hTSbQisRokI+zBUpFEI4e7WysKzcfEdAVxFcxdNoCaowPtXFlWfvo95YzNZtPewehjQWNu9xLB5UTl+ecc+Djq1bhb9/X4E4BvX5G96WBxy9BSWWEJUe4lbA4FCD6Sxk7+7FfOhvr+KsC+7Aa8iXP3shl1/ZYvvG8+hb8gAXXnAjPu5m9ZO+j3jo8wEVXL7CdTtnBhqRSEIiGTs04CbJyGtxngihhOTDXECXD1gal1mUVEgqVUQckXM4LRKoMiUtSuLIBzw9giMiYpWuIKBAIjsBjyMk1BJ1GWfEbUbRmWnuFR1gj7v/qP9cnyy898c9/FSrB9+Nd9myZXzhC194xOXr16/nl3/5l4/2aZk2C0DmqDneLz7H2zO1j6f5Xn7ipnFAH47Ppms5Ryszx2TtBukPBvu43tVw7eEugC6EBGVShOWsoKEJQswuYga1yBARgWYorTyhAPkQWgXnFJ8WkTAhkDFSp3nJRkowsADtBmIhqgt761D15APiB+zr6VDKIQyKZ1vdkXYJGiiUgJYQ7FF6AmV1T8beVkBvF4zXhLIqEy349sMhaQYqQrmsBApxLBQ8hJJPmR+vQikVnFOGJ4QgEIoh9PcILqjw4N5VNCYc3RUlbkFc9WwfE3ZthFs1YvFCpVGHVks6J51Xt5J8t/okgkJQIHIpg/01WkmRiZEFJM2AqfGLuODivYyONbjzlot5zm//Kcsu/R5eU6qjA/SXmvSv2I6rNMA7RPKm67pCAU8TJdaAe8WTtGs10v6+LtOIKC7QtW8VleYAzWveTPq8+7i3758ISBkkpiIhGQEJAWuyc6lKk32yi7J2c252LpPhBlJtUZMWLaDLV1AZ4dzk5fT7Fe2+sDwwNWWaldkjp1PPV41Gg0qlcuQDzbxlAciYoyRE+MdsNbf7GjU8Z2uZEsJH3A52S8yZWuG7LmWzJNwjVQY1oIDQ6ryh4QkIaEjEfdqgKflfkw54UJqM6iJ2y07ydttOh1AK2gUIXb6b2O0lEQUNwGl+rNSh0A2rleBBaGZCmM/Onh3ictDZtqqZwD5xJK79xZYQpUrYytcEWlxRpuKA0YYj9Up3Rdk9LcReZkbjUGgEgnPga9BAaEj+9e/fE1LRfGsNl0KrLqiHoT5P4GDvmKM+CkkC9boQZp40dqQenFMmJ4XW7Ahhfv4Z4MEnQAASKGkS0KwOUukNGFiiZK2ESy/tIShMUZ1qsPL8bSy55GqIlVath7BSY8GaLVRrJSqVKholiEBJoS7QkJQmEEu2X27srDedSMpAAdYXzyQOPT94828y4eooirS/a0tJCVDKfogyCyirEqpQdzspi1LIzmKre4A6RTISWm6Mpiqnpy9kSFdzfvoiNoTfxBHQowt4UfzHR+En+eRUrVZtI1RzWBaAjDmKHMIlms/AaZLxxvAeHpQaTWKGJaZHe7lCl7KdgL2SsEpLbJYmMUr+67mILhVq0mgPpjg8UCWhyiRQZzb85FWeblW8Ovprwu4un+9xITp7nKSIKhoJcUkRJ2QheXOzkiehLsCB13xxRMZmH48PwSPEdWVpjzIYwWgd1Oc70sdZHmB83G5JarclkeVN1nTlIcql+eetGFoewinoCiALFAmEvm5l96igrbxqlGUZzgu+FRDEIE5xkRJFAYiSxorGs8N4zueZz2UeL57uTElGGzSmHC1JcVHCj340yqoztzO8bzEvvvAb9PWPQitk0dJdEGaElZjaRE++boDL105SoKQOLzDe7vMZAKpzHqoCRZQpSbhz4beZFM84rZlsCfmWJ4sJWZytpykBMU3ucfcwLZMIUHA7OM+fzag0iLTAYj2bjJgp2cdt4Zd4XvK/eVH8bp6UvJ5YGgz5NRRO0fV8fhrHexsMc+KzAGSOmvk+BHagW2SKh7JJJtIRxgsZrcBRlWl2apGztJ8fyhSbJSWgQIGIs/wCpkXZg5Ivp5c/n9r5f2mXN2ZqDvkhVSmDLxJXQCQE6jgVfLtXZGYpaJdv8BkVIOttXz/LL3NNoNm+5QC0AtTyM3CAiFIoApOwqZr39gTAIucZrzq0CpoqzslMT1G7PSbffr4AfoI8v9WBEAKXMj0Z5kWmFtz3sKMUQg/KkiWe3SMZzT0FfDMPT2SC1PNEUiw3iPqV6kRE0ooIEoi8UIxSFi7eSQCsOn0zS5aO8OAd56BJmfOe9gPGpiqMT5T4jX98O31DDfaEGaoZXd3T4JTdk4PEXXXi0SFkcIRakD/+Ip4xhWnJX0S7gMXAcP5QKDO7BpCXBnX235+tIyGjQcg0U2wN7iPGExIQ4njIbWFQB9oVo5CGjFKTvcQk3Bl9grP95azKns6Qrtn/Rg1gFSBzZBaAjDlG0tF9NGU34wNKkCiBhqSh4163nQt9PyElTvNdOCIeFGGfS3E6TEMm2u9vvUA3s2+lEfmk+JiZMR+K+b/SIi22L1fBu6z93wPgSvkgTCYUJpo0eiqzrwT5hCOKZUha7TdsyXuq0XaLkOaVoZ7M02pA0UEYKumUY2/m6C8r1VBIWvmeVgT5UBcJs+URJe8jGmuf+iS0JGgv3iP5gn8x1MZgqu4YjZTMR2grr+xI0m7GxpHWM/qilNPWjrJhcpA48SREECqJwPLTHuLn3/wxFi7ZR1d3le/958u56dvPJ4waPOuF1zA91QthlbuWPEQ18NATs1eUM72QVCZouYymQCvIF270MhtuHNBZqSkCFrYvn25flpFfx7U/5m7HWgRCDRl2u6jLNBlCQEBeZwtISdgr21mmS9gpU0zJrnYUKrBIl3Bt4a9Z1ngiIcdvob8T2Ym0DYY5MVkAMuYYueS7P6b8jBKZK+ZviKpEmRIHnt2SMKRdrKeP62SSWEL2sA+RiXbHiALjzDbnFMnfZqeBifbXu4EFwBhIlo8/+QqSdiOq+ILm5Z3Ou3AKjbCUvwo4ZkfR2msBdV4cMkcejHrIx3kyiDKl2F7zZ7Sa32YkSl/JEwXQU4R6E3xLKTWVpsvHwvQR1aD8U4fim+1yikLglKyV1z4kUGLNZ385BeeVUEADAc2PG9tTYXJvhd7ecS546i1IkLLxnvMZ3TfEK9/6b/R2NfCtbhrecfYLvkHtSdex/rwNLFala+8SxtduoVloUY6LaCA0nLLNKdMuJZH9Cyw+f+ry56b9tNXnPIWdy2vsvxhid/vztP10DmlIn65kl9tNRBFHHd8eIIu0B6HFGdlzeW58FbeG/8U1hfdToMIqv5oeeqgzTFMm6NYlj/EncX6wCpA5EgtA5qiZj0NgEzR5R3gN17mdLNEu3pc+m4va67L0Vet86JO38+LffSqpCAsaMaELWNWzgDdny/jXQNlFk4SUgjqaUptTMXDkJZR9dAZh8rfSFrM9QBPkb7VdzHSjuCrqSmhQyPuA1INUoVVpr4QIFNotvKUkP6ZZAA1I82VnYFrzd+6CQAVkOL/3VixMNISMPIykkbItdUgGcZJPmUfzMFEgIfaFmYBDRt6PLZ4ozkia+fCcE0Vc3k8E+bH5Io8pBAE+ApcIPh9bQgJPmuaVo0Khwa++6x9YumorQZSgotx+8+UsXbuZpYOT7Nq8jl3FBj940g3EXtgVpiwALj9tK2Pk09vDUhMRxQH7ZKYgtt/QVSf8wGyVh/Z3ogqdgUZm13SeXQ26MPPdEsYko6J5w7vi6aPIFEpGgsdzenYp52SXMeE2cnn6v9gTfp2AEhEVmkxSpI+yDj3Kn8z5p16vWwXIHJYFIGMeR28Mv8kNbhcBwpg0eXn0Za6LX8syutErnkbxS/fwyltG+PZ5/WR4WuUKu6TGe8Of8AR/Fje6MokoQ5rR0IAxqaMMkw9zldsf0+3PBagAg8x25zTISzUwE4LCGKQ9pcuH+WWaQLkBqzRv8JX24j2Qj/Hs6AdpvzzEtJujFUr58FQrhUZDyFJmE0JZSBI6HcB5EoiAqhDH7Q5r1x4OawBVpZDA8u4RtjQXEUQZvuXQTPG+Hepa+emmSXuCeQS+COKzfGNQzW/PoZx/+c0sXbWVHQ+vo3/JHi5+5g9YceZGXJgR9k/wxKfdz1+H20mDjKKDRPI4uVOgV2HKQajt8EMeYLrIBx7nCtpfa9AeEmt/vnfOMZ2I2glDnRCUAF3aR7f2MeFG2el2ssIvouqGqWg//dpDr1/FBdlT2Rt9nQ3Rv6Eoy/wVPLX15/yk+BfUZR8lHeCZrfcSdKbqmUc4UTZCNScuC0DGPE6apFzndlJUh1SbBEmKF+Gmh37Eyy98ITeft453rH8dbnyMZVV4aInSH0YsokSLjFvcfbwjvYSPhI6FKtTo41q5AWZaaCGfb1Rs/7cjH2gpkCeNFnljTefttj3OpCn59PhS3kCjCsUYMsWJ4J2HUPMmF5V8TaGBGkz25TfXm29W2rlJjSD0+UV05XdB3P537lT0TmEqot3/k5+XiOIKwICwcCJhIusm6lEKgcdXMmpjhfxhxVl70cV8UUcJPKoQdKWEAbimJ2uFCO0Rut4psjQEUVaeeT8qHgLP1MQgS1dvpVkYZ0LSPJTI7IytmsKy9jIAdYWtwLjMjhQuBZYwO1LogUlmJrbRIK+9Ze2vhwgpSqdFvfOdyMNQQJcuRMkXLmwwzbnpC1iiZxBqmW6GOCt9Fv9dfjkVv5CAAoqyx93EWbyGX2h8jZZMUdJ+nL18H5b1AJkjsd8gc9TMtyGwkHzfLl/Pw49K3jnc8/HvI286m09fnFGo9NBfGWCj7GBMdjCFoDrAYnqZJqVHGvxp2sfvhT9mh2zGMYUnQmfeekfJ35Id+Vv2KLALGCKvVSTkb+FryVPEOMh4PoQkg+SJpQD00N2IaRYq+LCdBgraDimST1XvYbbDt3P3CvRAoz7brzOz+l9nNK5zeaN9XWV23EjzHdqlmVDOMlatSdmwNWRp1zT1ZoHx6WI+zDbtkVjaqzoLzmUoQhAoxWKLvqFJprcO4WJwTlAf8PB9ZyMoS1ZuYdnZ9xFVmvgsYOFpD9HMAvY0YLAIO4LZU3Tk1R8vMIAwqcqkzPb2aPvZLbefue78GWWK/ff46gyD5WHH4YAC2X6tToOETABjbgdK1t74NqBXl/C05Ndmfo5SGigprl3dkfYOYRlNAgpUdMFj/Mmcn2q1GosW2bYg5tAsABnzOAlx/H56BX+Xfp96yRFlcP6mjGdfV0Uu30Ry8UoEYavsYYvsBhQP7JAx9lCnRYvfCEZZqxnjMkJKi2ymy6RTf+hUghLg3va/7bdpPRN0FbgaEINO5sNYM2sAjTDTSyQR1Z4S+AB8lk9Nb68jhPNAe2ZYkbyCEzNbzoDZ4a3OGFBAnqvm6mp/fYrZaVMAmSP1BaZryt1TMXHsaAUxAz0NGk2HZhGlsEWDIhJ4vDp81t4Pq6tJo9oFEyEFyXCljDDISBolxvYuZGq0n2e/9vPQO02iQhDFjKDsCVMy4CLNqzfT7dNeCuxzsAPoUqXPtTMg++0Kwu72UzGgsE1mA0/UPiZkdpJbQkZEyFq/nm1u40wISiiy1Pew242gOMpaZpku4+bCZ3hS+nr62s3MIWUW+0vZ626hpEPEUiWkwoBf/6h+Dk3OeoDMkVgAMkeViJywuzIfDW/3F7H7B9/hxrXK+t3wf98/TZQJWV8Xr84W8u5wCzsYRYECIYonJSNhEkdKTeB2maSHAq391hfuTKbuaf+7l/wtt7OsngfZBDqE+AKBpuAErwFeUuaOTQmgvgZBmAckBZIIXJKPbaUloJiXOybI24zS9t11LCAPRZ1XkITZskoy59Sch5bbfy2gGFDF9Si14YgQT6rKZF2IJWRhWKXaClEEVQdJlj9KyWeAlbVBT2+VwcIk43sWklR7WHL5jZz5nO8RL9vHcLUC3dNs845dpYxY8tpYF/nEuMuYnaa+jTz80L79Svv05lw08wxnCntkdnSv83Dy7+Xs0yDABdn5VHQJZZmgJZMonila9LOINX41JXqR9q001dNimnygLXdF64+5rfDP7AvuoN+v49L4KkoMYh49GwIzR2IByJjHiaK8PfwuP3hBPzI2xY4Fyjteq3zoXwr4J57Fs7QfSeG3wu20qLOAIoEKW2Qq7yGmQNIOPdO0Zt5kZwXAova/7oCvdWZ91VDtQn2BTDIC7QzmdI4JUZF8iWStza6AqEF7lhgQZEAdurryVaTj9t0Nz7m7kLwdaV/7884c8CazASgBMmn3HZGXVlTao3eCT/KllSVIqMg0vZUmg26Uxu4SdTdEFHoi16SWdePijMBnSNWxZsXDnHXGA9QmKkxsX866X/0YF77jnxhaupt6FrCxXKcnStk6p89ntH2ananoIbMDiJ3TT4A9zBa3aF+3s5uUl9nZ+53RwJTZ8FNUoSurMBgs5l2N7/AnladR0T4q2kcsdVrUuDD5BbZG36fGGEW6aVKlRxcyqKsAaDHBuHuAgAKXx+8ieERZzTxaNg3eHMmBr6LGmJ/SJib5seygN6rQ60r0VTOufmY/25alhH/0L9Bs8Uwd4D/Tp7FUS8SkNCQhRAjwJOQbanbeUh9ZNysyM4dcV7B/Y44C/aCOdXv6KWUt0O1k8gDwAPnwV6eBOga5H7gb3EN5GIqaeTjR9hiQSyHMZk9iIXl6mNsJXAD65lwekff9dIa7EiCWvKrkNe/lbrQvF8lLKq08CFXrBbZvXYCrNhmv9rB+xQOcufJh4lYRVcVLuxqUwdCiEV7x4i8zEGaUu2qc+xsfYGH/GF0IxSBlpBizh3zCmZPZXuw6eWDpLBnZeeYkf0ZmqkJx+zTnHgOzPd4Z+39vMkBUiCaXoSNLeenOfySiyBK/nlgaBESUtIcSPazxT+B1jY+y2J9JQpOl/mxe1/wIIUUm0u1cHb2d/yz+Np8svZEvld5AOjOZ3jxWNgRmjsQqQOaomk9DYIlk+U7uqki1jpYiXCi0Vi+EW3ci92xCLzmbM7SfbyUv5mq3gwDh6zLGV4NbSNsDKEIZhyPL51m15TWiAMjU4bISPjwd2EL+1twPLKPcWsR0dw+14p3kb+OdvqFR8upRBNwFpCAByG15JUhW543SvgJabm+cqrPv9kreCdwgf9XI2L/vp0BeDeqccmcJZAW6wnwKfaeEMjMtKk8nSTNkdGIx0vTEY0Va9SL3t07nnLX3Is5DJnns8wHqhTtvu5TPTJfo6ZlkzaU3Mbh4D4VCTOZS0q4GWbvgtZu8YTkClrWfwcn26XUynGufan3Oswyzix3OncXl2g+zyv6tUAqEKix+6OcIPv0nLPz5RfiLUl7V+mM+XP41qjKGknFZ+jLWjTyP+6+POKv5RV50oWfZOkUVbv92wI2lj/Hglbcw1TWJhJ4Hw50kxav45dYHj/izZx6pVqvR09Nz5APNvGUByJjHybqpAqtF2FiuUo6gWRbO3O05ba9vr8o8u6zhSrr5FX8W10iVG8JNFKjQogZAvy4kkQkaRERktPDtWWAheTdMGR/syis2sh4Icb7I0FQXE12D7CtWmQ0/nfpHxuzcpc7ATfvtXu4H4nbJJABdBroQEpe/QnSunmk+JAb59PiU2VJJwOzYUWdnjk7KCIE+mVlFeiYYzYzk5YVoDYXWdBGvQrXRzS33Xop6lz/ODBBPqVLlJb/wH5xz3p10n3E/i59wGw/21KnRLmC1T3e7wndltmrTD5zDbIFq7lYWFQ5WbcuvGzG7oGGF2RG+Dkc+cugQXHECN7qcncuv5j1db6dBlSFdypub72WNP4fS+Co++94itUkhDOGW78IrfiMhAG78r5Dmu+/Jw08aEiBIFHNt+D/8fOsfKc4MxJlHy3qAzJFYADLm8TA6Sflt7+XzjQn+7C1D3LMq4Lwt0/zpl1qE+xqwaBA957RHXO3LbiuTjNJFDyW6mKbOtCQMaC8tGaVfy9QkY5qE/C243exMLd/RHQHtZnC8C3GQhLtA7iFv7XXAcvJtOmF2vvrcQZ32GkEzjT4eZBdkS6CS5qGtGeZDWanm06AGyVPAXslXE5xiNtAMko8ljTNbTpn7KhMzO3Gtcwqd3T1ajkxcPlyWCZKAy5Qs8IiDhYv28Cf/8hZWrNhKtdggOm0L4qBfoSH777n1Hbd/BhsjXxygl7za02lu7kxSK7F/sGHO6XfU55xuZ2gsAcrqKHiH33guV/zidv5tzVvxZBQpMyI7+FDxD/jX+o1suCOkOi4sWZM/+OoEXPe1gLMu8AQhuLF1iFzTzsrazpQRsTQoqgWgx8oCkDkSC0DmqJovawG5z34H2TPK4LKF/PNnFHbvgSWD6PJl+AsX4t/4EugqP/KKktciBCEkoEgJwfNcPYNvcAt7pNY+MCSf+dVZRrm9/F97a4vTN9W4+aJ1wAbylWs6gzvbyKs9y8jf/ovtz1vt203Je4NgtjrkIRgDFkKWQaUBgYPlpXzYrKD5TaxTuA+YlDxhdKZPVdo3Pz33CSKfwNaZgz63CpQwO8uslj8XLvD0943x1ne8h/XnbKA63c2+wXH2XPkTdgClIEMkv6mWzI7I9QM3MLvsUKfmpuQBppvZmlinWtQpUs3t7ekUvg4m8gGiAXEQo8ACKbA8OYvXXvoW9i68u319RyaTRCiTspuHo38mTf434mZfcoMQ0kToHlLSBBb88J24iz5HWpzON0XVEiv8eXSrzf76acRxTLFYPPKBZt6yAGTM40D2jaPFOTN2ykV02UKy/3PVYa/3smwxX3T3E7c7TRJSBrSPr7i7qdGiQEg8kw467bsAmq903P7vWy6okEUb2X9DhvxreRw4jfwtfYq8F6jKTIiaGQTqxIYAZBSoQVgALYJzUKzC5BC0ZnYwhT6FB2T/ueOQl1QmyFNH52uN/CZnxp5o3+UEyERnuSLBtWDBwj188rvPpG/VVuriGQkztgVK3L5KS2bOlGHyfp/Oo+kMXXV28KD9tXb798w62p1HrO1nIyLPdY58tO8RCah9Y5l4SnE33gtdUuZN6fs5PXsm5cF+Yl1ERopKPnDm24sYinuYJRfcS/i1i5kYFsKCMjXmeO7rEtZd4tl8m2fLncs4+y+/x5ZfeQfBadtZl13I61p/PzNd3jx28+UPMPPTsQBkzONArzgP9/1b0DjNt1moNvBPOv+I13uWLuNd6bl8OLiPunigSD8lRtrlk3S/rmHYf+xokk6HSlqMmJ283Tm+U+foIk8fI+Rv9QPkoaebPDJ0mnZoX6eLvIrUro3IELAiXySxMg2TnYoRUHH5sFdnc/rOOJIjDz8Tcx5syuzKgZ0s5yDsiXnqxd+nUm5y/73n8IJXf5bnvuqzhOs3slmgKfnZdLaf6Aw/+fbN72S2najRfkZ628d3liNaTB5u5uaazkz9ThWoRX5eZQehjwjEkbh2pcw7CpkjwjMdKqmkRFmBp+tlnJ+9YuYhrvFn8/zkl/lG4UMIefP2L6XPpUiR3mVj/Pw7Ym74RkirAU9+Scy5T/aIwM+9NWFkm5AmpzM08BWKLczPYL5MvDA/GwtA5qiaL3+B+Rc8CfaNE/z7N0GV7LXPw7/qmUe8niBc5S/kzf5s/iZ4gP8X3M0uGW3HHD9nN/j91/LJ3947G3TB7D4UndULOxGhQD4w9APy2V+deUs/B6wmHxrrbKyq5Emms7hPoX1foxD0gXSDn7OoomqeLpaRT0YrMhtsxtr/ltunNjMjrP3vFDNNO6XeKnuDRTxp3U9419//On5wkiRI2OLyR7mNPLZ1wszsczJbUNL23XQalh15LusUm0rsX3jqDPbNHQ7Lb8MRq3JhdS0vLD+fn/zti9j+1l8hGhih7B1ajFkaF+kfOZeFQzEXyQs40K/Gf8p5WmRHcB2r9GyWag+J7KPoV9K7Rnn52w/sNsp7zxetnRt0zeNhvrz+mJ+OBSBjHg8i+De+CP+GF858/lj0UOAOt7tdNeh0Ch+43nAnRYwy+1Y/t6k5JU8cnZ6RThP0JHn4gdkayneAF5GXbXrIw44HjUHm1kU6zbdJvklqsQgDdZiKoBnlgadJXlSK24fXmN1rojPCNtX+erN9miXyVOPzuW2/+da/YHBwD8GyPYQKOwPlfuAe8sUJk/YjW8dsJWeCmc3iZ6o5B5r7XZi7wGHna37/w4mcx2Uh95Z3kwU30nr1fayrdlGrVMmKMZXpfhZXHKWlw5ydvJlzkzcc5F7h0uR3OE2XUwtuJUNYmLyRoq4+6LHm8ZdlGc7ZMnfm8CwAGfN4+hn+4owUFhGxQ/bM1nuyOj4I5hw1zGyvDuxfMUjJI0G5/QGz41AHbuCQADe2P+8Fzs3XAHJFZl8WOtHCkZd3HEgERYXBBox5mBbo+wFIFRqXwfTK/KrdzM419+3TqJIHoM54U5Cf8mkrH2CgPM66C2+lFigN4IfA3eSDdp3BuWr7YxWze692qjhzn5G5z0yn92du/azztU4r+Nw+oUAFH2RoWGVHawvJ+nFGmyUuufVSXBqy+JL7WJWsp3nH09j7g3ew8cKMM5/kH/Ftd5RYkL6OofS1iK03e8zV63VbBdockQUgc1RZCfrRe41fx18Gt+PwBOTrBqXSnkqlEXkA6VRn5g4Gza0AdTbl6kzsjsnrHp3Kz4Hznxx5heg2cOeRD5cFc263SR4hdrS/loGUIVRYMAWDb8tXk/bAGQ5+9EnYfWm+cvTEnFPoJJWwfZMFYER54as/zp/+3a8hhZSbBD7J7LBWyOwk/c4jTYCHmF2MsEIe3+Zu+MGc/27vajYzJZ72f3eqRQUF9Q5FCTRAcGiYd21rSwnLQlJq0Viyj57dy2hMltnRaDD15Wejuxz3Xx9QnWzBi7/OqNvJcn8G52ZPm2lctvBzfFSrVSoVWzrAHJ4FIGNOEK/xpyHAnwQTjMgUXWnMcKE9hUrmbnw6t+ozd7OGTlQYYXaqfCfo9JM35rSP1YF8Snt+4+QpZYzZis8QeRWpEzXGmV3gpyf/mvsuuPvz40XANeHyd8HXvj871aqzY3xMXgVyQACOhOf+1l/xwre9j7uLKduBLzIbTjJmA9DcYaqMPK51HnGNvIrTxf7DW51+n85sMM9se9L0nOs7hIGvvoLCs39A1jOBtqNRIQuhNEEWxagKrRVbqCRKVitzz9/+IeXdT2TNhZ5Sj+c/Bt9JUvoWnoxAQ34u+VVe3PodkgZE5XwCnTm2bBsM82hYADLmBCEIr/HreJFfweuCr/Ctwk3st9s7GXnpJJ65Ri7jwCnyeTToIo8L4+3Lu4FSXk2SGMmaaNCpJA2TtxsHwPnty/qYXTwxZrZzeZq86WcHECNaxHlP5hyURmZXhx4iz2IF8jLNOMg0RGNwwfO/wkXP/yph1zTfAW5idlSs0/F0YE/P3KGquXPhOsd1FkLsHDt3YerOse22o9lo6IVqrYvTggrjMk5TQbwgKiRhCir0ZCFdaUC8bB/VP/861ZueQN3BsjM8tRX3Mnb+d1msfQiCJ+Nb8jFG3v1rxLv66RpQnvebcbvBOdeswY77HD6DZes93bbMz+OuWq1aADJHZAHImOMsJeOD7sdc5zazSgd4VXYpG9w+8gGZgKz9lu1nBn1C9q8CdSaIz9Vplp6Yc1k1/0cEaKJBZyhszpQsIG+Y7jRGd/ZS6syzapBXhjJgPRChks9WE/Xo+GWzo3M95AGoYxqkBtI3waq3v5+JczbwnwHcMefeozlncSRzFyvsLITY6RcK2H9ozAGqQiY682gUQJTwyTdRiQI2akSiCSpK2XnWqlBRWJoVibecS6kvJkoX0ZwSWg3Ydb8j625QLrvZtXq8ozHhiMNphlb1UhsXvvm+Ar/03hZRCepT8N/vKzCxNz++1KW87KqEwaU2++vxZDvBm0fDApA5qqwH6MjeFXyFrwR3Eahwo2zmq41bSKfKRL2QhhmBC0jwOEIcvaRMAJIvHKgZ6so8ciVCmN2ZdG7rb+eyziapnc25OnWVzpDaXvKXh43t6wyQJ5qUvJK0mHxY7ZXAf6FBRqG5jK6HT2O8/0GonpHfZCW/i+5okqHnfJvosmsoX3YdjVVbmIwy7mG2gnPglPS5l83VWbl5bmNzi7zfp7MVRg/5XLiZQb+kQEYGUbb/jTllUbyEB6ObSCRDvANJqbsM54VlGhCGgpx9F0z3Er7q1znrKcvY9ZGrmB4+gyctX0+tq4s6UxQpU9caxT2nMyhLQaFrQBnbIVTHhIFlygM3BEzuFRatzh/hxF7hlm+EPPdNB5vDZn5atVrNApA5IgtAxhxHTRK+HNxJtxbzneTrLcbSOloosHS8n52DkyQur2MsGj+biUqRrNBAJcaJIyKg2Q5Ej1xDplP7gP0jReffTn/QwSaET5BPQp+70s4aZve5WAdcAFwK+gyQv8JHm5m69P8h/mPwrX+m4Gq4Z/03hcIEXXGR/sW3M9E7zlTPFNvbpzG3QtPp+5m7JQXkVaFOt1JnfcADZ3V1/rtTQRogX6aoW/LrZJLhRR/5NCj8zsLf5p3yi6Cg6kDzWlI9LoKGJN4hpTpdcRd+cgG9q0ZY8v4/oPGxD5LuGeSqxif4VPGPGHZbOSN5IsEH/oE0ckRFSFp5wa3Und9xYzpfXLujUFIaU5jHWb1et53gzRFZADLmRNJMKGWwoCY8vLhAHC4AVaJ4AXv7ljE01aJcO5eJ/mm6kpgl9PJgcZT9qzwwWyfpVHo8eZWol9m24E4IKpF3KHc48v6e6gG3t5XZALSNfCOw54FsRXgIH7Taw2rTyCteg1Cb6eXp8sK0d9SdpyGPDDnt3uhHDO5BXnOqkA/Ilcknkc09q86j7gyhhe0PD4RxxNB/vorktJ1k032MX3IdWmyhhRaIsjQ9jUuiZ3N263Juj65HJEOSIk5SunasI2iugKhJtvJWSpOrSXxIOjJIXNqF79tCKAMs0XW8q/m5mfO972UBP/yEQ/K9PXjGrySUe/OvrTxXueO7eR+QC2B6VLj4uQdUpczPzCpA5tGwAGSOKhsCO7wSEa/OLuY/gztwKviSZ8U2xwc+3c+Vfw5R6gmzEO8SwmSMsFmhpy7EhS6qXUV2Jg3yxQ63s//iiJ1Vojshx5HHh04oajI736rBbPtxp5LUmYDu5txGRj641Gxfvgv4L/Lhsuac4kpeMZo72X6fU4ouI+WR4Qf2n8s21+xsrdnWogL717s6Z9MeEWTp9U+m5/StZGP9xL/9AbrvvJL+RdCqweDf/jEP/vzf50erY2yf498/N84vn/MZti5/A9PrNqDiWfL957Fo1YNkg/sQUYJaD/V7F5BM5o8o7fLsuraXZ//lI8PL2U/LWHqGpzoq9CxQ+hbnZ7rxFsc1n46Y2CeM7hJWnOW54hUpfQuVB68L6B5Slp15YCXO/DSq1apVgMwRWQAy5jj7m+ylnKZDXO82s4oe3vn+nXxrVR20Hw0i8J6oleCDKd78kQdYumeYf33rOu47bxGkggsruPR0Fu2r4tKAHasfBDnUG2lnsKkTfGD/l4FOZagTMzqfQ14pajDbNN3ZR2z3I+5F2oNbis4sVFjmyBs9dM6OOcdm5JtzVNpnMHfyfueswvYVkqRI+pbPM/K3f8O+7ofpe9HVLNt8CUmrRJYJk307CSYW4epdEEe0uqb4ovsoZ7zrT1kx8l2GnrCPVasL7Lu9j/HiAyz7lZuIx7rZe32B7rd8kKB7DJwy+oNnM33PWezcELPmAs/oDqE6LgwuU3qGlP4l+UeWws1fCdjwvZCHbgtYdVHK2guU4e2OlWd7fBO++y8RCKiHJ7w45eIXWUXoZ1Wr1Vi2bNnxPg1zgrMAZI46EbHNCQ8jJOBt/mm8zT8tH8P5mybRjhuQYCMaOFLnkDTFS5UPvi0myHoYHxhn8b4mp28O2LdAeHAtTPZ5smDfnMUSD3zOgzmXN+ZcPrdK16mzdKbBTzG7LGHA/pUmyIfDZhdllPZwWzCnW0fQdoVG2nHo0FWOTr2p0xI8ty270+h80Ot4h2YOBKaufjljPVshc+x9wm1kF9zHmtd9nlKfEg8Mo7UivlbEBaCJo9E9TDIJvf2w64eLGSsqxZKw6oL1tL50BmM7hPHNjsb9Z1Feu5lkfIDJWy+lb4Gw8z7HTV8OuPbzEeLyYa2X/G7M2ovyx3jDF0Lu+EZIkkBzCrbfFnDG0zMGl3o23hRQCmBopeICyFK481shZ16ZUek75FNkHgVbB8g8GrZElzEnmq4SzzrzCipBmZAMJCVKEwrJGF0tT09T6ap79ixs0Cpk1AuONNpLrXuSZqWz5k8n7HREzK5OCLONzXNDUmep5s7wF+SL+QTkzdB72D/8wOway529z/Pb0XadphN5SgijdDNNNzFl/EFeejrhp9Mj3FnXOkX22wH+QApkzkPoOX3kyUxVdhM0y4RJiaBVYuqKH/OC9+xCYkf5Ky8gIyMjJXMxKPR++7kkY0K8VygWoXuhcsYTMwJ1JDWo7haSOlQfOIPhbz6PyZsuRzNH9wJPoaJc+/mI/iXK4DKl1K18458L+HYR574fhAysUCq9SlSELBFqY0KjKpR7NF8/sl3SCtpT25KWDRv/rGq1mgUgc0QWgIw5AQ1Q4k3Zk1muKzhDV/DKW7vpqnsiH+AkYKgG5cSzY3HEllVjefPLfvGgE2ai/COrMNvH49uXH/hG2+m06Ww3mpJXijorG84tGM8NUJ37nVt16sSZgCIBLQr4fKMJhJCULjIqFNpnUiCv7sTtjxBIEFoEJDhiAmLcnLjV/lAI4gKhBgxML+Py//pTvFfUg0/AZ5C0lFu/EZI1YN1Xf42ln38zBB5NApa99/fp+/rLiMqQxPnt0YIdtzm2/tCx54aQMBYKCEGm4BVNodzvOe0Sz1lXZohrhxcgCGB6RBjbmX8elpQshr5F0LdYadaEqVEhS+G5b0noXaSM7xbSGMZ2Cf1LlO5Bq5b+rKwJ2jwaNgRmjjobAvvp/F62GiXkRldl61OXUWnspUGTShrSKitDE+P82Z/fzZv/39lkIajLA8ds9aYdcBRO3wgaTLH5tGZ7c9UKeTWnsx1op2LUaVPuDGvV2L8PaO5ygx0ZSoDiCGmQEZBSxBEg6MxE+oNN0y+376lzxp0IhodMgvbd5tdLkTwoKcjuxSSLRpAsoLJ9HVSalPetYfhjTyS67DQa6x9E2ntjLPre82jeszAfotKA9R/9Iwb/9N1EmbK8F/aVQIrgG6B1qLccRQ+aCJlAoFDxkCGIU8oLPc/4jYRnvjWhWRNQGN8DaVPYea8jKsDX/qrIM38t4cmvSfjuhwoEIfQMKIuemfLU1ycsXe/pGYLnvj3mus9HjGwVlp3pedIvJjNhyvz0rAJkHg37VTPmRNJs4f7zu8iDW+hdu4K/evGVZN/7FtH2zdy3tMDrXtPDvp6U7p3DfOSdN7D8gT0E/rw8kqiA9JMvv9zZ80twmWfzup2oU3wwd+3kBe1/R5jd7qITRYL2R5nZ1XcgH0br7MPemeTemXgOKd1AStAeKtM5SxtKe/6Xa2/CqmRMEOCAClkewTJHJpD6/O4lC/KyjPN5FooLFPctROMimY4RTPWSFGpEkeecH72ZRctCzn7F1xh95z/SPPsB+m69nCd+6zeQVfDgTdCog3ohdEr/AkUS4Zy1nvKQsnejY9sWgVBwTcgkX0tI0/w5U5dvn5bWhPGd+Xo+8XBefHvgJyHNaaFQUi78uZRKv/KDD0f80v9p8fI/jNl5r6Pcp5zxpIzinD06u4fguW+3RRAfb7VazWaBmSOyAGTMicJ7gr/5KO7r34fxEUg97oP/invVxeiK1WxeXOJJ9xYImspbr/o2F9w7hWbwmx98gH9++3riQjuo+C5w+bYXAlSqNar92p4Y1qnCJPmHRiCdLUfnVnY6g0ydcDO3qlQEGghpO+DMWdkPgJBsZrirMx8MCsSEZO0J8p1W67zmE2uJsk/ywbTYkYUeRNGgfU5ZQNAscc6FtxCJ4pfuQboaTLz+P4gLdZZ97TWkV7+CbUA43ce69/w5vYMQPPVexp5yLRctPoOdN66gMenwHiKBiQwmVKhWHb0DUFzicSNCV7/iR4RAlLgqs4N9HrwT4jrc8MWIxsOOXbvywNbXA5FXvIctN4RwSYoLoDEtLD/Ls/wsm95+LNkQmHk0LACZo87WAjoCVYgTGJnAfe9amBqF/l7wHvfANvjqBP/9xhfwT+c8gf7te0mrGe98z2v54Ns+xrpNKX/3ztt5xVce4LO/eyVffko/XZMtNi9v7x/mPNX+fKUc3e/boKAT5ONEnaWIi8wOdXUmpLeYXVawMxQWAEWUdplmLmmXTSgBrXbYmbtsoc4MruUrDymRV5AWqTqceAhBnaeYBLSi9rWd57LXfpLBvachDpLNp+MKsOSO51AowdhOIevT9qkKSUO49q1/yOY3fZhAI77kPFf85LMsvv6ZNKaEtAlhIqQRTDbyKtWS9eAU4hoERcVXoXehR5tCbVryXh/yylBcE+JAqFeF+pjQs9TTrDqyFtQnYfMtAYUyTOySmXWAzLFjQ2Dm0bAAZMxxJA9uJfi7T8LoJAz2wsQURGEeJMZGIcuQnbv42sKQwQcfpme4hfiQ7SsG+clTzmTdwz8Bmlzx4xbn3341Wz/zbDatrbBq2yJ2rBzFuxiXCt4pOJld65AM0TriU3wwtzoxd/lCaG8k0b680zit7L9JavvfTtAVAQ3aTc8ADkdMhpAREOJx7WgUoGQu3+41DfNhsEKqqCgSZnQ1i4R7F+ELMYtvvJxiuxdbBSKULgfZJIQpJE0QB/19yp4zb2HTmz6Sn1mQkUrCDR98PS++YBuotOtb7ccqkKXC4FIlPU/ZtwX6VsDgAuWJr8rYtxG++U8RpELm8nxXTIQ9dwaUikrNQxYLpW5Pa9oROCiUlRUXZPzkkyGrLz7YPm2H5zNIWxCVZ59W8+ilaUqxWDzygWZeswBkzPEyXSP4i49A4GDlYhgeh0Sh3gQvyFQDLXmQhEIckyUlxLfbiQUKcSes9CI4uqoF/v2XbuO/Xz7E6GCR+85Wvv6iAlFSYceKKmn7zR6fsWifo9wqsnVVzOxGEi1mF0CE2U0oaB/T2S6jMzwWsH9l6ECzE+MzKuRBqEVKTIFsvzlpnXvwQBj4fGFAlGCyF8oNeresYdG+RXgVtAmxQpoJU7vnTJ1P86blyXCM7T/336jLcGmIVwgkIqlUcT1VekbzfSl8JoyLEiC4ghIUYWilZ+X58LJ3J1T68/Dxpb8MScqQphCkStgUJILufqU5LZRKSlwTslQo9eS3sfbyPDTWx4UkSRARnHM4d+SJt5uuDbj+4xE+hUVneJ726zHlI6wL1JqG4Y0OEVh4pqdQOfzxxhgLQOYYsCGwg5PbH0BuexC8Ql8XesFp6KplEEfInmFUxpBijJbKvOHT3+APf//NNAuOLAgZGG/y7O89QP4rvJAkDJnqFQbGq/zyvw8DNT75urV844VFumoF1mxZwshQA6ctJvqnGV2o+ZTv/b43nnzKe2dXrQOrQRXyEDR3mGxO9WhmJ43ZKfJ5j1B3+1/wlAmYQn2dKA1ICikH8pmjiJC0T2/wzot48ps+ilOXzxjTfICt04YN7SjWgolz7uO6r7yUtKeK9k5CGlKo9uELLbonllDa2YMG4NsjfP45V3PjP15FNjjJA3c9myvf9888461FugZmz2fHvY5Fg0p1dz593YfQ26/4WEhbUC4KQ+s9SQxxIiw5UwlDx/hO4YwrU4IgQFXJsowsy1BVgiCYCUVzjW4Rrv1wRPciJSzC8Ebh+o9FPOuqQzdK10fh+39fZGo3JA2hd6nn+X8eU+4/5FVOaapqs07No2IByJjjodki+NevQK2Rd9BO1JDv3QylBP+8NfCjDUiriWYhjGU86XubeP/uz/HDp59BpR7zoq/fx6LhBnAaVz9rAX/012t59vdK/PJ/FFj3cJPhhXtYtmuMs+8VNp7hcb7A0FiJ6Z4Yp1W882QBzO4BNvcN41AvC53hr04FaO4OXu3b0M7lna0yOsfOyuim0lCqRQdzJsnP5VQ4939exIte9WVGmF0ZunMWndgQsn8L9oZ/uoqkb5Kw3kU21o8OTZAVG3RNL+TD9c/w0NOUniUeVXgguI+v/59fRiopJAGbnvg10qtSFv3HJxharQwsVdIWTN4vaAv6V3oaw0LSgBUXK1GkbLrRsWC1p2+ZMrFbmBqBB64NEIELX5jxtDd5oiifj++9nwlC3ufBMU3TmcqQc46JHfkji9pLXvcugT33Bgc8A/u775shE9tgbLNDvbD3XkdQhJe8N57Xw2f2h5c5EgtAxhxr3uP+5UvIj+/Iqz8jk1AOYWIa/+qLER1HwgL4xchUAWJBtcAFd09xwd3fJv+1LQH97Fjeze//3Wk89Qchb/1ImYk+5ZOvL/PBt6/j1V86nQ/8eomH1k8SZPDQ6U3+9ve3smrbaras3kUeUrrIg0rCbAVov5Od899zg1JnhphHPIRJiA+bZMGBawQd7C9xIWp1QaQUahWS8igqWd6O4x194wNUqt0867ffT5F8In6nC6kTvwKYWURx7r729ZXbCOMi4jLKPbV8GM1lPL/xIi7sO5uNGey4Q0iawqY3/giNUkouopkKYSDsuuK71P9V+Pa/hLzmrxOm9ggDi5ThHY6kBUEXaKb4RGk2odAFrpKHnmYNmtOw6hLPovXK8HZhfJew5PT8OehUe4IgaP8Y+Jkw1KkORV0e70N8prhAaExB96LDVzNqY8LIQwFhUQmLeS/WthtCxjYlDK2bf5WQNE0JQ3trM0dmK0Gbo87+Etuf+/q1uG9eB2GQV3/CAF3QBwu74OxlsGsUdi9ChvshXga6DmEpsAZYzOy+XL08vK4PNOLyW8r4AJIC/NM7AgZHPa//dBcPnhFz82WO4QUBK3aUcCqU6xXKzeXgV5FvddGJFUXytYG6gDKSdiawt2mnR8iRD4XFgCdIha5akUIcPbrHrzHD/XUqtRKu1kdl70rCRjdkRRbsXcbpt13Ci37xC8SFhE987WX8233n8b3Pvpbmor3QPstuYKD9LHTWuw6BhTddhi/EhENjSJQgKoTNCj9e8gV+0PNVkqIyvUdIqpBt6wPvaFZBU0izjKjRRc+Qsm+ToApRSSl3w+mXe1ae61l9oWfNZZ5nX5XyjN9OWXCmZ/eDjkJZ8SmEBWFip5upvOy879Avsc79/+3deXxU1f3/8dfn3HtnyZ6w7zuiiAvgvuG+srjg2tqqXbS1drOt7bdVu3391dbW1i7Wqt/aVmsLolVRa+uutSpuiKICIjsESMiemXvv+fz+uJMAChJRCJDz9JGHSZjMnEwmM++c8znnYwiCgHQ6TSqVIggC+uypDD00pHYJ1CxRbKwcdGFus9cB0Ge0JdcoGD8pnrYxFFUqLXVd8/fObYF3OsrFZMfZXqIYllQj/34BupUltTLzFkEuj1RbdHxPCJtgsYGWwhKStlWzthUnDwEW0NYDvdeqCmLPY12FxYt96ssg9qFyneGF8c18/ecryAdKKg/D5wUc9e9iHj26geImj1wqwuQt+XQpSESmxcNKhDUlICupWBdSW26JAwVivKiU2A+BWozGKBY1ShB5dF9dSl2F0JrJofLeWYdW2naQieYQWpJdYn5ELrsGWouJKaHX3IF8//AHyKyrYkFJAzf+9xBautVgcmmWHvk4/77rLE474hGM9YgyLdhUnnR9GWEhpCmw188uZ9VhT0H3NSiK31BG0JolKmpkdv0cKnQq/Y6OWfuuMPjVScyedwNNw+Zj0xEmTLHPlT+hYbXQY3DSp6ukJ4w+Kea1+5JTqVVh74kxVf2UdCkccF7Eu99MEXmCIGQrLWIKtUIxZIo7NgOz4ezQYZ+37HFcRGujpaxvTKbMEhZWwDzPe1/d0LAjY/qPi1gx2yNVDFVDLOlSKOvT9WZ/ABobG10AcjrEBSDH2dZU4e3leDfchayuQd5ZDM0t6KBypHcRNATYUT3RI0dAax5psEmlr+dD1HbOzvoTlZNZGwukGfWW5aKbW5g2Ncu4F5WBi4T+S5R3hij/+53VeCFUNHlkWmHB8JCz/1rOZ/7QmxfHxjSVtvLSuFqW9FOqaroxb7clhKmYIDRU1jRS3TOkJWtpDpLDC1U80q1CLmOTEOJZvNAQBTGZfIY6aaTXyioq1pWxcPAyctlw/fcvySyGIZcckehZUs0ZchUtZJoDilZWoUEzf/rlN7jkUzdTt+fr5Eob8ZuLk5qfpmLqhryL128pb5xzJ29c9isQqHpxLAd98s/4dRW09FzF03eci6RbkVwKSeUxscGqkjEBg+wwai0sesNQv1YgLGHChEdZdcGd5ErX0e3Rw+g2az9yB8WMvzhm8QuGygGWgy6M6b+vUr8yOTNy7t99Fj3kgYVRU2JGHR2zboXQbwwsfMkQxdCwVugzUhlx0KYPQFw6yzDvXwbjw+4TY3qOWh9WPM/Qczi0ncZtrd1omSyOk2VGY0x7IfXkX+R56lcBdUsNXgoO/Gy+ywYg1wne6SgXgJxtrksvgcUWc939eHc8gaytQ6tK0KKhmKVrkeU5dEAWHVSOTj0YrV1FdMQxpB5dhixtBNO2E8uwce1NWxXM/kBPLv2tctbf1/DOkNV0XxPwk2/6XPGTDC/sH9JttZDOK4KST8Us6w+T7qui1xrLunLl4hv7UF+mxH4Z68qGYk3EiAUl/P3M2fzwysfpvSJgdc8mGkstlbW9KG5Ks7rnWkrrM6yrakgOQxTBWA8v9ggiofeq7mRbMszeax4o9Fjdg+peK7Getvf2Eivkg6RmqNuK3gStGRTlnfEvUdOzmpKmouQU6KjQIl0UNTGrD/wvc790A35LFqxh7fgXeemn32D/z/2BpSfPJFdZS7quEm0uxg5aTFTaiB+n2C+cwGmlZ/DAaMu8F31SWZAY/HwR/W66kGwA4inWB6qFf10VkClPZoGO+U7EwHFJkLn388nPpKwv2AjemOFz1DfyzJrps/JtYfcJMYP3sdg6occQJbcOUtmNHxJLZxme+JlPukTRGJa/EnDc90O6Dd90YGkrkPZ9v72Qui0QAcRxTKZCOO6qmKjZ4Gfp0v3EGhsbXQByOqQL/5o4zrYnT87F/OtV8AXN+MgiQeIWSJdCmEXW9SS6dCCa9jCvziJ4czby1rtgIjTOIkQkv6ZtJzMXdg95++HF3dsbTfRY04NMSyvn3dHK7L1DVFoY86rH8n55rIS0FEFdhc/YF9NU1AnFTULPVYKJYcCythqTIpKlNY8L/u8wmotK+L8LnqSotRg/343Y9zjomSEsHpznlX3nU9KQpa68iWxLQENZA2Ne240e1RXM3vcNVKGksQixHvkgxLMeVbUpYj9Fc0kzKhbrxRTVl5BuTfZxxaIgShAG9J+zJyMePZJ5xzxKFIT4+YB9/+9T1O32NhpEmOZkZsxrybD2gOfwDIgfF9q5g4QpWDQAz7cc+/m7OWjY7sg1MePPi3n9aQ/fgjZBmBeam5KOIMRCtlJpWiuU9beU9YGWerj3Oz5Hfyuizx6WxlWGsv7Jz8D4YIxiEI6/LOKNBwz1y4SlD3lkiqDmVXjnnx5H/yikrN/6cPP2w4Z0iVJUlXxcvwIWPm3oNvy9BeTvt+FSWRAE7UEoCUUxJhMTW4V409vsu4LGxkaKitxBSM6WuQDkONuQLK8Bz0tOdF5VC2EFaAgmhu6l0JTD+/tcNL0cdB32qEOhrAHqViOtbZ3Z244MBCsh/++K3Tj17uEUNQvpvKXXqghR4ZFjAl7Zt5WyOsUaWDIQ9nshzVu7xVSss1x5dcDxD6fxrGDiFLl0SLZVSE51busIDxBgtDdf+nV/pk6bwFGP/pZ1Fa2k8gEzJ77OqXfvzbH/GsfbI1fSa2V3eq3sTkV9FRPvPZYgTPHokf9hXXkjvWfvy7xRC6juu5Iw1cRfL/slrUGedN6jeF0ll/zPD3hk8v3M3f9FiHysF7Pf3ZMora2iEbjo07cw68xprBryLt1f25Pd7j+ZuZ/8MxJ7hROGBE3nqHxjD8oURr16LHOjn5KvrMfkffBi9vzNl+jx3F689QJ07y/s/4WIyh5K9X+T5afYKhlPSGeUVAkU7dHIkvBN0iNSFDftweLXfRqq4eHrfFJF0K2bpWm1UNIz2SIPYNLKvd8IyDVB/RKhea0w/BBLRR+lYbkw/5+GsReuDzdekPQVa2ehuVqYfadHulQZfHhSw9MRbbNDjSuhqUYp6m5JV6zfZh/H8Yc6hHFX4NpgOB3lApDjbEM6qEdS/FzbANl0stu8sCKo2QyyphkW1CJ+M9Jq0LJlaGUxMj8C8mAawCYbvtVv4J5Jg7nj3KEc+ZilW41HQ6mhptKjWw28vK+SbQbB4FmwRhn3Yoq7zqgFslj6ACVYSVqQZlp9hDRJgbWS7K/ySXabJd3cnzrsHVqKQsrqM4AhyHvcM+V1Fg65GqNtO8cyQAYlDRiO+dcEaigih2H427sl3ytwyKMTePGg/+A3lHHYvZMImovZ4/6T+fcn7mD58HcY+srejJ12Gn7hWtV6HHbn2eSg/W3onWfz1ql3s3rci2A9Ug1lHPL16wgUymYN5lPXzODlr/w/lrxbx5CZExl982eScaaU1//qkbLAPIPmINcExIIfKLEF9lvEX340lcZsLV42ps+rhzLqn7dQ3iOgaiA0roUwA6VppX5Z0htsvy9E1CwytKxLzu7RMNmNVT1fqOijiA9h4WSBOEpadYw6OWb5ywENK5Ig1FoHi582rCpJltXeeUQ5+ochqUIdbxzCkpcM+WboMUKp7L/xUtmCRwyv/MlHBMQoB3wxou843Wh2qCOHMO4qXA2Q01EuADnbXFeuAdJDdsOesi/+T96Boizqh0hLMVgLK+ogbkbC1bCuEQnzeA/NhaoYiUoKQakYjCnMGmV4cVx/ghBu/mwDV19dQbZZsMYHmpk3opHWjJIKkz7sxgqDFnUHGgEfQzlgCsElItmZBevri5Lt70mgaQWUVH7jpwhrlCD0EG07QDECamjbTh+TZS1FRJs4YWPknDHsPWdPqpH2BhqVuQwn3nJh+9GJMet70gvJolxUGFEIeGGKk8+YzpoDniNf1EzVS2NJ11ZhBcTC7k2jOOn5W3n82z7NqwxikrMZTV6wy2Hunzzyi4RyhdoYQkn6eGWrlCe/+G3iISvpFpXTuAYW7/kEZWf+nd1XnQNAqihZMtvncyELnzIU94B++1nm/MNjzTyDAPl6yDUKNqc0rYW4FQYcZHnmRo+3HvYRUfY6PeaYq0MWPW0wAbz7iEeQTWagANYtFla8bBh0qCUO4YEfBCx/TfBSSW3PsVeE9N8r+Zk1rYZX/uRT0lPxUhA2w/O/Czjl13n8zPpZn44cwrircDNATke5AORsFyLSNY+nF8F++WTiBQuQNxZDvyp0fjOyzsCapWiwHKlvTQKRktSw5G1SA2T7ILZQQasCGjFoaY4wY3h3UMRXf15Lr1VFjJndysU3reRH31VOuxuaiiHyDAf/p4ip07oB3WjOriDb4mFFMaoIheLi5Mo3eD9kfQ+wZo5+ZBj9lpWxaOA6UGgoW0kQNTLy7Qu49IZJXHbDKYCHLYSoiBxKMR7w2j6v8Y+z7yEVG87701R2e2sEOZLGGBFCE8msTluJtwKNlTWsHPIu3Zb1pWJVbwKS2aAcYAIlayDOefR99uD2c6YtyaY5C6x4zqPPfhZtFnyTzKiIgFesqAX1gbQSN0pywKKXzMJEEazt9Q5ZL0MQKJUDgNCi4+eh9yezNw3VQr/dY/59VUDrCiFsgtm3eex2RkSUg7g5aUWhFsIaw8qX4ZTfhKxeaJj7gE95/+QE6pfv9Cjvq4wvLIstedJL6t03YAsb6J69yePlvyad5TPlStUwy7M3+0z9VXKB1jpJvr/CcdhBETTXQL4R/Mz66+vIIYxtl9vZZ4caGxupqqrq7GE4OwEXgBxnW8pFeP/7MOaZHKzLos2NxON7Yg/ajdR3f4E0+dBsII4LKcACKeIhxXjzs6CFwl7xELJ84s5qHjumB3OHZ6mpgvqyVr73w2oAhi40PHG4x6t796WoOc3Yl9IYtagJeHdId4bPU4LCC2skiqc+gkcSeCCZ9Skh9JfytZ8/zp3nPE8QenzlF0dibIoHT3iOV8bWU9yYIZ8KufaKafRaVcEZfz+PZDbJ4KEY4IUDXuSz0z5DPp1DBO45dwYzTrqd3efu1n5rAW0bvZNv/fWjHuG6//scsYmpr6olaKii14IRXPy1H1P13H7YMAlppvDWVhnVdhCiBUw1NC4QvACkNGlSqnGyCz8P5BcLuZaNG3oEhXrZPu/uxbJRDxEQoChBYDh6zz2w/4D6RYI0wbszfOJ6MApihNWrk/d7DrCseM3D95WUD4EH+XrBRrDsZUOmwmJMEljCVljwtGH4hGQmZujRMa/f5VHUTYlakw7wPXa3rF0gvP4PHz+tZMog3yjULjQwdP0fEsU9FOMnzVDTpUn4yVYomYoPflhuOOvTts2+7U1V20PQzhiGmpqaGDhwYGcPw9kJ7FyP7C0QkRNE5C0RmS8iV3zA5U4XERWR8dtzfE7XY379JOb+19EeJejg3pCvJD79ZMycBRDFqORQX5OjiGmCIgP5fFLo2yeL9g4Km7NSoEKmf29u+/QS/nDRYn53yRJmnLWW3rVtEUIor4fDn8oy/sXiZKlLkrfmrEHxsJJEFF97IXQjOU+5kiQKrAPq+cGV/+L2T/yH0A9pKmrl/13xT4bPS5PO58m0pPBjnyBKYcXywEmzAS/p+y4WAcrJc+vXf40NQsoaSimrL6WlqJU/XHIbkHw7G7a08IA43crPb/k8sRfRWFlHmMrTWrWKtf2Xcu1fLqap/1JKUbKpHCVs3Kq1vTVrBlJlsOYZj54jlR6jlN57Wir7WzwRJBKkRQjaDk4UMB4YXwlScHXPqxlmR9FCM800cUo8lU/vfgrn/jJPnwql/9CkpavmBGsFk0pqemrmGoxA2oPiLPgipEuSH2nYAqW9LPlGYfU8w5IXDWvmGd5+2OPdZ5On39FTY/Y+LyZdDt1GKkdeFVLSGxpWCNkyxfiStOHIKHUrhMEHrC+ozpTDwV8NsaFQt1Tw03Dw1yLMh/jTtm2LfSqVan/bsIFrPp8nDMP2pbMdnasBcjpql5kBEhEP+A1wLLAUeEFE7lXVN95zuVLgy8Bz23+UXVdXXQIzTy1AyzJgBE17CIL/pyeRhhVoeRm05JC4HlI5NOWDUbR7EaQVO2A4RHGSYZY3QHMrsiwm1ajsNzufJICwFaQM8MCLIBZgJTAUCMDz0KKAwQtLSIUNQIxQSvKrH5H8DdTWW6wRaOC+ia8TeTF+7IFCLh0y85Q36LE6IPYi2tqPWiN0X90TwU/OA9JkZ5YPtGZb8axJglGhHqk1mxRWt4WWPOvrfWp6VhMFIUE+RT6dw7PJTq9UbIi9mEe+cCNPfepP5LMt9H9tTy44+3aKV/TdqEVotrvSY29L6xpB0hB4ipRA3XyDX6ZE9YINk+9WssmZP5XDkq+Z8PWQbkOruDV/D6tkBWlNU0V3AOoWCzYU0j2UokqlbnWyzGWjJECJgQMvi/jnVwxhs5AuU2ycjKdyiLLmHaF2oVC3QshUJL29eu9h+c/vfQbsl8fzYfcpMbtP2XgbfLZSCdIwZHzMstcNLfVC790sB35648v1HK2cfEOefBOkSpIxbfXjdRNLZVs6hHFH41phOB214z16t97+wHxVfUdV88CdwORNXO6HwE9o2+biONuQ9iiB5vz6KhurSPUa7MjB2MMOhF7doLQY268X8ZknYo87FN1jd+zBYwl/PhXtU4XMN0hNN7CDkdqeoP0hrISwCChDUx5aqoBN1mNoBhaB1KLZekyjUFUDQjFCMUnYeU8Xd9JAGVBK9zUlWLPBycTW0GtVCf/z40mUNBbRVNxCU3ErVTUVfOX6TwPJzrNkOS15Sjn/ttNRlNZ0jpZMK8Z6nHXHaVAYXUwSt9pmbypW9SLIpwhTOUQFKxYETJgiTrXyyMU3Yf2IoCXL0j1f5493fDJZvgIqgCog3QwrnjI010DvI2K676WUDVVKBynF/TTZ6J9Jzpf00lA5RDnyGxGn/yak21CoeUtY9JAPzw2g0nZv//7TZUlbC7VQMUiTwuq40A42rXQboex5uuX8B3P03z8myCbXffJv88ye5rHgMY9ug5R0CrLFypCDLZnyZHdX9AHPQj33UHY7IYa80H+UMvrImDN/F77vYEVIziTKlH+08LMpbbNDG/Yr8zyvPRSFYUgURTvU7JArgnY6apeZAQL6AUs2+HgpcMCGFxCRscAAVZ0pIt/YnoNzuh5rLdGXDydzyXRkTROiih3ZAzssgtYc2qc3cZ/eyPxlUAaybDl4BkwaWoaTnvhHWKNImIYApC4CLbzCtfcIi5ND//KKBgEU+Uhd4RXS1CP5DNjemPYTpWWDt7Y+6m1/ByUfX/vNozjhob+RS1uMCj2qi7nsVwfRc3U3Hp/wa/55/POYuIQTH5hAz9XdUZoQYiyZwrZ6OH36SYRBxM2f/SsSB1zyi89xyGOHUg+ECM2sb+4BkMqn+c75/8eP//xpiutLaSyvJ11XRZgO6bmkN9VDGvDi5Okq1ZphyT6zUS+iW+y3fydeTXIspO2lLHzIY8znI0acEfPU5QHvPuRhBOIWEA+yvZTintB3v+SF+91/GV68obCwpjDgCMt+X48QgcqhysiTI96Y4bN2niBFShCD5pNlt+HHxMSt0HOM8smH8gCsniO8fKvPvIcNVbsrJf2VmoUQNSWTdk1rhapB2r7VfVNEYN9PxAw70pJvhrK+SroTX9c/6BDGHWmbvTsJ2umoXSkAfSARMcDPgU934LKfAz4HuGI650Nra1VgrUVG9SJ356cwLy+BlI89eAiyeAX+9dOhrglii/bti/YchZhqdHQp8lYj/l9fRkILuVLAQE6TV8T2yJD0AoMQbBI6CFuR+sz6i8RAXAw0kczuRCzp38Q9U15DxTL5H7sxaHE5yR6rEAKBWBj7ch/+e+AFPHRCNam8z2kzdqeqNukC339ZGRfdehSWHkAGYTmGetr2lVn6oZQjCOf8dTLn/HUyOQz1pKknCT0p1vegr9/gO9rn6UP5y5iXWT1wMWt7rGXJ8HcpWd2d1rzhN3+8CAqHH8Z+RHFdGdnYb99BZgr3SDFQ+64hVWRZ+phh5NQYP6ugSnEl5PNAWhlytGXs5yNK+yZd3F+50aeop+Knk9ZlS58yDDtF6DYqaYcx/nMxUU6Ye7ehcrCy7mVDrhZSJcLq5wyzfhpwwPdCRKBmvvDEVUmYiluFtbOFbmMs3SqV2jeEtU8Z+h1rOeKrIVs6IUIEygvn/oQtUPuukCpWints1UPzY/XeQur3brPvrEMYm5ubKS3t4EmSTpe2KwWgZcCADT7uX/hcm1JgT+Dxwrk0vYF7RWSSqs7a8IpU9SbgJoDx48d3vcKVbaCrnAW0UfgRSb7v3qXYE/dYf5ndBhJd+SlkwTLIKcH1b0PNW+AbeK4WGhuSFhctJWjbIpGAtNVQiaxPDYXYAcEGZ/NseF+nSc7pUeYNDznqsbtoLM6DwLXfeoF/H30so97qllzOUmglYRi6sC9f+N2etN84kESXHCAIa1AqEOpJiqCTPVmGpVgMlixtTy8plFJi1mHwWL+TqxtJRmtmfaOPVGMpg98YzRBg3ycOT+qExPLsI0fy0tGPI1Yw1nDp53/T/uS1YSG0Jbmi1reFqgMgzsPqlz36HqxIYVmvcbkw+vSYymHJx3EebCR4KW2/e8UTwub1gVMEKgYq2crkLtIWIV2WLKWVDIDVLwm5WshUwdJnDapQ2hfKa5R1i4XVzxtSAt2HKpUDFX+t4H+IZ9+6JcIz1/nkm0CtsPvkiN0m2i0GqA/SUgtv3efRvEbovY9lyASLbGVO2ZG22bslMKejdqUA9AIwQkSGkASfs4Fz2/5RVeuA9oV9EXkcuPy94cdxttYmw8/mLtunG9qnG949b0NNK/QpPGE3h8iSdRAZFINKjKifTEsgWAGjbUWwGzZKLdRgaI7kMMM2jSQRI+Kab79KQ0mOTC45QaexJOTH353Nnz95aHLROJ207cAn2RnWPtrC7WSBEmAtQh5YUbhdv9CagsLHIT4REWUofqHJRkhQOHE6ac2aRKZySSJVYeWp/TuRDd9Xw5Wf+BOzjnyctd3XMPzFsfRbMJyIpIy7dYMR5kkORNScUNY92SIuvmLDJKyoJj+ntrBjY2hYKJT0sDQsEYr7QL4B/IxSMaRwYGArNFULfmDJ1/i0rhTCZrC1kC6GVS8I2W7avvPKSxVOMxDouUfyWKifZ+i5t6VioGI8aFwmrHvb0PuAjtXOvPB7HxtDWT+wkfLGDJ+ee4ZUDd26v8/yTfDY1QFNq4Ugqyz5r0/z2pg9p265H1lHbGl2KIqibbZU5oqgnY7aZQKQqkYicinwT5Kdtbeq6usi8gNglqre27kjdHZlbU/wbWeodHjGK9rgBVAVVjVAGEFekbYDcwhRDBaP+XtlGPFmCya2hVP82l4AveTE6ECw5SlMbZQcrujXQS4L9KWmajaibafoJB3ZaypjkoWjPLAGpC/Qk2S2p21GKc/6U5+LSUqPw/ZZn+Tzya4tKMJSQbK4lSeiCAVStFJBDX4Sd2iilMZUabKd3BaCSeFW2nZ2tbBBjZAa9nv0KFpYf+ZP23KaRxLzcoXLZwzky5W3/uyRGWjZ49MRr90UJBNnFnqOtXQbo8R5eOHKgNUvGayFqBZaPKVskDLusohMZWE563sBdYuE+sWG0t4Wm09qiXwfxIfmFYKfBb9QljX4yJj5D3jUL5Gk3qgCive0lPdNwo9qMg6Ten94WbdEeP1uQ75RGHCQZdiE5IDMhuVC2YDk8sYH4ykta2WjM4E+jDVvGhpXCxWF5bV0mfLmvR6jz4g/0qzSpnzQ7NCGXe3b/v2jBiJrLUEQbPmCTpe3ywQgAFV9AHjgPZ+7cjOXnbA9xuQkduUlMFUlipK08mGfvO1B/eD3r8CaZmhoxSyuww5Ko3URZvlarFdJPpUinRPUQJ8lESY0JKlhfXjSIsCmkFaDNIOWBVCaQlbWg/QG9Tl1xjCeOXQFkZfEBz8OOPXuA4DhJHGjES1rQtalwfqsn1dpO4u57XPtJ+/w/H4reGP3FQxeVMnhT4zB0h8wKD6hX4J6YPIRRpvwyREXFqyKaSCMfeqkCM8mLSna0o5l/RZNARrL19ES+VQ1lWxUrr3h/rW2HWUeyQ6tqEZoqRH+c1ma7uNiDvxBnoYlhkyV0u9wi/Fh0QOG6hcMxf2SOh/PF3rupez/g7Dwc4WnfhAQ5aFljRCUKM3rhJJKpTVafxd129tifKG5WijpmxRXH3Ntnncf84haof/BlvoFwms3BpjCbFS30Uq30RuHl8ZqeOQHATZOZqBW3OQT5yJ2O8FSMdjSuEIo7gVRHqwVintt/ep8Z55IsblDGDf8A2Jrl8pUtUset+FsnV0qADnO9vRhlrw2ex39Ssn/5jj8m1/F/Ott7OAUsnY55EPwIsQLsX53ciZL7ENWDPgWQgMphXwEKJIPwBYVCmLS6OBy8j8cS/oz/0SWFwM+5/95L2q6RdzwpZdR4/HFXx/ERbccQBIbigEPqS1KlsHas1VbCGrb4l6Y9RHhqqvu5qff/CeRZ0mFPp+69UR++ZWvFI5kTuZmRNpObg6T/mTty19KWnMUpYpIR1CrbdVF6+NVPtvMdX89h9ePfBxFOfIvn+CzX7oBz25+r3fbnjaPZHYGC2tfNqx+3rDXlzde3mlalszQtP3YUqVK45L1P8OoBZpXC6X9kjYafhqiZmhcIYgRUqWKKoQNQrqcpNi6oLgXjD57/e11G6mU9Mmzdq4hVaoMPMa2t69os+K1pOFp5aDkeryU8vY/PXY7wbLf5yOevT6gfmmSFPc5P6Ji4Na/0PfY3VLSQ6lbmiyB5Rpkm8z+bMmmlsreG4q2ppB6V/6Dy/n4uADkOFvh4wg/7dc1sorw2iMJfpjHPPh6sgSWTUGTxXhKUUuYdIT3DZR7hUZRmpzEhxZ2tGdBk4AioSKvr8N7dCVquhf2ZyU1Ol+9fhxfvf5Q8CuTBlrtNUSF8Wt6fWeMjYqp20JHK0gpi/sv4JrvPJD0FsPQms5z62dncvFvT2f3NwehvWNMdYjNGaxn0MiQXLEUDkcET732jWxlEax9z63e8aPv8sYRT2Ki5LafPPtOBr82hpNuvCQ5Pbpw2Vzb+0Fy1xiSHQ9FEdQKxL5Q+2ZbmfV6lbsnBxbaKNka31orDDp4/WX8LGS7Ka3roKiH0rRSiPJCyldMkUKczKQ0LhfGfD4kU8kHUgNz7/NoXSe89YDl0O9FlPZZH2KM2fge1zg5twigpBcc/cOQltqkdccHbZ/viFQxHHl1mBRBrxV67x0zZELnnuWzIxVSO12DewQ528Wu9BfZxxl+NhR9an80GyD5CGkO0YoUWlKCRGnEChKCrMkV1n7C5NU3XXjV1MLcScZAxoPY4v/2dczKtpOeZf1UR1vFMbBxQ1RlfU3Phv+uJIcnZiHIolVFPPPpdUkrCUxSfiSGKIh5d/QyvJ5N+LURKepJaz1gyVHBhm1PLR55Ssg3JL1fY6FwglByqSJg7qFPo8Yihf+iVMhrhz6NRcmjRKwv8RbWL+u0zVVlgB6anNfjFcGyhw1v/tZj6UyDjaD3IZaR50W0rBaaVwg9x1v2+GxE82Jh7vcDZn8lYNT+yaxIuhJS5Uplf0u6GPodYemxn6WovzJkUsxu52y+eDgOoWYePPY/KfINUNRdaVguPHmVv9FSVL+xlqJuSt0SoWGl0LxW2PO09ddrfCju8dHDT5tsJexzfszBX40YetTW7wDbVowxBEGw0SGMxpgPPIQxn8+TSqU+4FodZz03A+Q4H8JWFzt35LoHVpK/6WzSp/0GWVoP+SB58wUt9pAWhVjRMgPWR2ILnkFLDMQ+0izJQYp5m5w43VoEKYFIgMJOspI0dmgG7W7wnkiuL4kPbVU3KTZ+WmgLRdmk7ijwkBqf/nP6YNRgJQab1CcJsGLYIk78/C0Y4JLfTuWUew4h5dUTVpXSWt0TIzm0QsjXZojVENv1t5Jm/RnVoYH+C4eybNSbhX9XTOzRe8EwIoSI9fM5apJv0wRJ13ZNJVvb2xqllpQrq/7p0fi8Ib8OcmuFTE9l7LUhu18YM+KcGBtCUAprXxJevCCNbYVML8V7xbDPORFVx1rS5Uq6DJ79UUD1q4IYqNrdsv8Vmz/PZ81rwvM/DqhdIFTPNxSVKyaAilFKwzIhV0d749JMORxzdciCRz1yjdBvnKXPGFfPApufHWr7fWyrwWtoaKCoqGiz1+M4G3IByHE66KMUO3eUf9t/IJMGrzsSamFtJwSTQst9pClEi9PQLYstTeZMpCnEjuqN90Qd5GJIG2Stgg0gE4PWQa4cxCMenkUiwcxvhqCwtT22rC8rbosgbcGo7ZU9AutBc/L5gx4dwoRZ+/D4uFeI/BgvNhz17Bh++OWbMGEy2/TFX11LuuF7HPPI/sRrPIwPsS1C65OTg9bSfuxQUjakyROSB6QtfOHb1/LWfi/QVNKAitJr4VAm/+xyFPCLlNhLdpClcpDLKn4WNEqCkKqATa6rop+lfoFH6Cn5OsEvhtbVwsvfDbD5kP4nWfwsNC4RnrssRVwNkoGGRYayYZZV9/sMuzjX/jM6+KqQdfOTTu/lQ7S9m/x75Rvh+R8GYCCsSe7HXKNQ3EOpmSNUjLYE75nNKaqCMWfE5OpgyZOGuW8Yeu1jqdrNBaENbW6b/b/+9S+WLVu2ha92nIQLQM52sTMvgW2rJa/3iS3ek28BReDl0GKDNITQqkh9C0hxMtNj06iXQZqawDfoqO6EP5uAfWgZ/o1vgip2dAbvyYbkEOgwBNaCGsy7Pjogi6yMk1oj8klRSdi2pX2T9wAbL5WBXy/cc873+OtFT/Ouv5J9lw7nzmNmIIOhqCVDcs5QM7d/4kGOfORgQuuR9iOMFyE5yOMhyQIant1gRY5CGAL6LxrIrUe+zKu7/4dc5LPb04cRhGkEyJaAV6KwCnwEjYXYU1p7KLnVBgmTK4l8sG94FMcQLTL4WcVmINci5BcJz1+RYuV/YsZeHbLscUOcTwKUSYMNleZlQnr3jWtjjEeHAklLtRDnIV0ORqC4TGmqF/ItSX3PnmfHeJvYrZ2rh2e+H9BcLZgAFtznMf6rEb3H7Tj9tnYkbUHoySef5KabbuKZZ57p5BE5OwsXgBznA3xc4UcW1uDd8Qq0hthTdscesIkWK0Yg7UN9vMHhy4KWFyE1AB46qAQdVA6rWojOH4udNBjtV4rMbcD//btIS5D8NfzFEVCzAO/FlrYRAMXIukKYshvMYEUxyQKUT3IKz4Y1FG3HEbbNChWKidWQWQoX/HoCalKIbeXug+/DeuuDgTWWdGuGFpK2BJoHz19/rcWFW5PCrec3uEVIDjQsqi7jwKUn0CgQppOzkVIAjZBuSoamxdDSDKwS/LTgd1PyvpJbm3RxxyQFxiaGuElozScnFvlpJd1NWfWsYfH9Hg0LhdZGSSbNmgpjiWHgp7bucMB0ZeHwSquITWa1/BKlaqQlFcDwkzd9vateMjSvEsoGJ/dErh7emua5APQBnnrqKb73ve8xc+ZMevXq1dnDcXYSO1jZm+PsOD628LOoltT5f8Of8Rrew28TXHoP5rEFm7igEH3xKPBCJIyRxhDNBGiPIux+A7D79EQHV9C2t9y8uArqk6WZ1FdegtYYrQig2Cf46ZvYiQOSnWMZA+k0SWmxgG0LM4WZHW2r+2mbjsixcehpa4HRQhJTYsAmp0FLM6auDl0nfPFXF+DnA9aVN1Fb3kSqNcOnfvcpLF5hCzxItL4Nq7J+yautaNmnvWQ7+X8Ifg+l8uiYrEDaA1OuSVhsFfAh8hQtbAkTBeqFVBpKd1P8YgjKtP2MILEgVvAyil8ERX0ULwXL/mVY9oBHfi3U56Eln5wqMPRrEX1P3boAlKmEvb4Qsu5lgRawDUIqFPwIxl8Vkd7MrjEbJXdIy0pY8bBh9WMea18S4tymL9/VPfvss1xxxRXce++99OnTp7OH4+xE3AyQs13sbEtgH2exs3fvG0hjDu1daNDYkMO/9QXyRw5732XjSftgB1Th3f8m5rlVUFlCfOooZH4L3owFUBJAfQ6ZX4vXWI/5wnLio4YitTm0e2EfVcokASEfo0UeElnIpVh/uE/b3z1toWeD5S9PktBkfQgDkh1hbTVCUvg4AJrRbISmfEh5UKeMf34U90z+OXec+xBY4Yy/nM6oN0YW9nzJxv26NiAkMzRq1zc1bTt7OgN0+0sef6jlzbFJo1eJJSk6LlW8SsjX0b5Zre2U5dJhypulb3PHt39CfUkN+90zmSP/egGBMZRnlHylUjpSEQ/iHNS8ZmhdKfgpiHNC3irDPxWx+5cjPori7krgQ5SCVEYp6q6kK6DHfpufzek+2kKoVP/Xw0tBHIOtF978o8foz388rSp2FbNmzeJrX/sa9957L/379+/s4Tg7GReAHOc9PvZi59gmgaSNFD63udvfdyDRvu9ZImvIY96qRebWYhbUopUedrckUHn/XgBeH2iMoMSH0EKsxCf2wnt8HcxtQFoKAUZMYY2p0OZCdONjgVUh19b3q60pRdupO4XlMEmKWKQxKcBG02CKMRqz9+wR7D17BAC20F7DEhBRhZYn3dGlLVO1r3XRfpyRTxKxYj85myforhQdbFlzq4cpAVsHmPXFzumhlpbXTLKFO0rCjABLdQnfv+UUGuNmJPR4Z9xLNPep4+xHv5J87WBL3aLkZzvgxJj5t/toDH4x+MVKbh2Eaz96aF/+jKF5tZAqTz5uWp0UlmtcOKhxE0r6wNATLK++YfCLoaKXku0OK59xAWhDr7zyCl/60pe4++67GTRoUGcPx9kJuSUwZ7vZGWaB2rbUfpwHrcUn7IamPKhphvpWpDkkPnvvD3clpSnyNx1J/s/HYAca7F4lSagyAp4QXtAveb8uROojwq/sho6tJPfbPaGyCPUK6yob1jMjIBvUG0Fheibg/YXPAh5olYDXdgShKZw/lEsakGYEgvU7x4wIpjBz5JVHoIVZoCKId1MoVyjS9TkoSFb3Wgx4WQi6Kdljkhd8bRW8SkgPs3hlil+heCWKrBZKipKviyUJTWTg6T3+SZM0U5ouIh1l8MXjsc//Ab8k2Ya+/89DJvwlx1F35tjrmxElfSw2FmyYhCjjQ7r8o++8al4rSf+vqHB3W5DM+sapbRpXwMKHDIv+bcjVQ8UQpXwQ9B6nlPZPxpQqczvB2syZM4eLL76YadOmMXTo0M4ejrOTcjNAjsO23emlo3qSv/F0/JufQ1oiwlNHY08a1eGvN08vx3toMZr1ic8biR3bC/PmGrRHUbLtXQR7Qn9y541CFjcnS2G9MxAp6XPfRpYqpDKFk58VUgbNCNIohdmoFpIy5LbTkttqgdqaSiTTNZouVOxoKxunJgBFWhT1ks8LFnyLZgXplSI+Jib6u4c2G3LFApXJNQQXhbTc6Cc7wVIQGTCLDH43JXWIpeyHySxUyYSYmts9xIegn9L6hiA5IWwCr5dSjNCUUuJCmZMiEELcWBhpBNJqiBuEkd8JCcohKF8/+uGfiGn5mRCHgvGVdCn0LpyMbCNYMMNjxeMGL6UMOzOmxzjFS6//+rqFwtt/8wgbhf5HxQw40iICZYOVzBAlWi3YVvBKoO/xG8/irHtHePLbAWFz8nFxb+WwH4VU7GZZ97ZBJFmq2/fyj7Yct6uYO3cun/nMZ7jzzjsZOXJkZw/H2Ym5AOR0eW3hJ47j9mP2P/bb2LsP4Q1TPvTXmYcXk/rec6hvILJ4jywlf93BBDc8i8yrgbRPeOXh6JCkolb3XP+qLm+2YN5tTvKMJxAohAYt95M6oTzJKlf7xEJbTVALUEJbFy+IsaMt0phFVlmI2yp12mZ72uqILBK3fZkh7pVBswHa19A4K0B7CyoCNYI2gIyNsW8IqdUGbUqWvUxWyR4RU3pzHlORLHnlHzJ4QL8fhay93af1NcFEgkknw4gWJ4cSejHkmpJZnPF/P4V7LvsZLWUNiApiDafeeCl7/SxH6V5J5lv6O5+65wypnkr/SyPyF8Use9BDPKXvMZbWpcLSf3isXQhv3RKQrxaiVljwp4Deh8cc9MuQ0kFK4zLhqW8EydJaCqpfDIhzIUNOtAybErPsKUNTcRJkUhUw+qKNg8zrf/FRC2WFVc/6xcKSJzwO+HHIqucMcQtU7K6UfoTeX7uKt99+mwsuuIC//OUv7LHHHp09HGcn5wKQs92IyA7XqXnDYudtFX4+Cv+Pb6JFQVL8DMjKJsxLa8jfMgmaQ8j4yenPm1IfJk1VY1sosPGAImS1JPu7DWhPH1lbAqGCp2BjUA+kBjQDYonHWchWAIL2DJA3uyXnE9E2E1RO8lSSA2PQSoHymHhSMdoL8sME/aHBdFdspdL4BkQNQslsD+8ZDzHJ0pVRiAJIHR4n4aca6s9JY5cKquD1UQbcmWPJF1LIOsXWJ4cdEkGQVepbwOYAhaoVfbn66H9y39d/QVP3Gg7+90SOuONM1nghpXvFLLzGp+YRj6BSaZxjePsrKfb8c45Rl0asfd4w58qkKzsWaucJoQpxCF4abB5qXjW8eo3PHl+IeO0Gn6b5hsoxFq8ITKC8c4/PkBPzpCvgiF+GrH7ZoBa672U36hlWO1eofkYIm4VUSbIzzQRCrj65rb6Hu63vbRYuXMj555/PH//4R/baa6/OHo6zC3AByOmy3ht+dkhW37/aFGtS9FL8wT2P/OnLk6CjhZMG84WQYzTpHQHI6hiKvGT6JN82qwNaFUNpA1Qr3hxAcqifAtMPmgOSIukykpLlQqgVAQ3RXj6Sg/hHCq8ZvDs9UmuUqCjpsB61CJ4HRU1JTYxasKVADKZU0WXJrFPzDT7hbNM+QWXXCk3/L8ArB6+bYtcJ2pzUbRsjpAdaaIFwjWBSMOzdIXzrS79Kaqw9yJUqDXM9bBRT+6hHurcmM0dZJV8tNM4xVE2wLLjJxytSMmXJt1YzJ2ngKiLrS58srJ1t+O/XU+RqIb8KapoNVQcm97WY9UE/VQL9Dnt/kFnzsvD8lQFxvdC0RMhVC2V7WWwEfca74LOhxYsXc+6553LzzTczduzYzh6Os4vYQZ/1HWfb2rB/0A4bfoD47BFIYwh1OVjRDGsN3jP1ePcs2Xj31nup4t1dnYQSXwq/6Yq2lfdEMYSFNbC4BWIPsj74hb+JYkGWekgzyRFAaUGaAmgshKjkRljfJV4KOSiNvJWGlRn8cxQz1cf7nUdmFRS/IHjLBCKoKCxZtZ3P47cUri4WzB6WeIXQ/Fc/KTeytLcya33S0O0rSe8tjYC04pUrZoASvmOIVwkmhFSUVDW1bTYzAikf0j2TehoJCl/P+q3z4kHDK0K4vFBMXfi20pVAXJgcCwt3aZESNUJQrJQNV/xSCBug7i0ht04YefaWd2vN+5uPn4Ueeymlg5TW1cKqpw3Z7pbyITvWTGlnWrZsGWeffTa//e1v2X///Tt7OM4uxM0AOdvNjrC8tN3aWnxM4slD0IyHN30h3qPrIBMgcxsIZs+BmpD4wk3sgAlj/O8tRNaQnOfTfoJzGZIr7CFvP3cZVGuhwkdyAVpqoaUBqc/SfhqPZ6AxRrMmKQ8KQK2FyLTt90pOLBRJbq8EtL/gPaSgMTZrIAPSopRaaOkNXrVg/eRgRNXC/9PgjY2RFNSflyJshJQlWWlrBVJgSyC7j9L7ZyErPpvCq1AIoGGuoTgNjYESNgnSnDRJxYD6yfsmggGXRohA/y9ELPmln+S2GIp2U5b8xqdlgWDXCPl1gpYqUqaUDFQqj4xZ8pBP1CwEJUrlHsluMhuCn4ae+1pqXhcqhitjvhLR+wPO+Wljc8lW+LAVWlYLqTKleKjSslp4/rqAw34QbvE6dnUrV67kzDPP5Prrr+eQQw7p7OE4uxgXgJwuY2cLP0Bhh9cgpNHgzZqD9sgAoDmDf9vC9wUgb/oSgu+/iSzKJs1L248dLBx2KCTTGG3raqKFk6KbsLtlk88tTcE6D/Ie0mwLu8dAolagGZraAlUmuX7TglZEQBlaItCtcN1a2A1mQKIYQ4xRqDod9OY0FsGUKsZXJAbvtBh92se+7JFeKVhRQtbPMcUxpE5Kpm2y4y3ZUZZolRC2JLNKXhZ6jFHCJiVeCilf8HpqMsm1TiieEFM0PPleek+NyQ5QGl4Vgh7Q8o6w8g4fv0KJlyZNVuNGiJoN6TLL2Ctjxv9vRNMywUtDyUBl+b8Nr10foLFiIygdCAf8IKRsWMdmbwaeFPPqzwPiWIlz4KUg2yeZTap+2WDjpO9YV1VdXc3UqVP56U9/yoQJEzp7OM4uyAUgp0v4OE927jzv33puHlyK9+AyKAmID+xJ8P/egOryZEmr/fJtrS3YoA1GofJYgFKD3S2DWZbUr8QTijBvGcwsBd8myUMNSfeu9oocoBktj5C8ooOLkIUxZnmMtnponyBZg2oVTGuIlw+TQLROKf6DkM/42GKD35rHr40gA/m7fFpHmmSbfjVkWoRcFqJCYbPXXSnarxDGAuh+fciqLwbEcwQ14A20aA5MM6RHKkV7WpqfMCBCdg+l93tmVMoPtBTvlhx4WPMvH5NW4hZJWp0BmhdsAE1vG2Z9PmDcDSGtT3jUP2dI9Vb6Xhqx19dDlj7k4RXBiE90PPwA9D/GAiFv3e5Rv0Sp2EsJyiBsglRJUp+0JdWvCHN+75OrE3ofGDPmszF+tsND2GGtWbOGqVOn8qMf/Yhjjjmms4fj7KJcAHJ2ebtC+IkP64FfESBrWtGUh+Qs8aHdSF35Cpr2ki3y9y6D1iwSti17tb0Yp1m/Y6ttn3qm/SKyRGFIntzvB6F9UtDbR94OyRy6AqLC+UBRCiil/dhmckAOqUvClHlFk6kaD2RtBHmwe6eJYo/Uc21NrARNg8SKX5TDWoPXGhOXeWhTgGlQil9uRVIQRYYGTePnTdLfK5tct6lIvidVqL3JI7fYIKXg10J+jkkKooFU3hJnhL6/z2OKIRio2AawLWAKAaH2YcOS6wJQaF0tRDnwysG2FmrHIfk+PMg3CPMuD6BaMEVKbqlh/pdS9LggpFuV0jRPWPobn4bxlv6fiJMt+lsgAgOOtfQ/2vL8T32WPmXINSRtL4ZPiqmfJ5SP3HygalgqvPDjgKBESVcoSx9Npov2vWx9/ZEq5GqT7fmpki2PaUdQW1vL1KlT+d73vseJJ57Y2cNxdmEuADnbTWcEjziO25e8duRi5y3qlSH/pwPxblqA1OSxR/XC++t8tCRpfgrAugZoscmyVltOaZcp/N+SNDfd4B+NYF4LSX1jIbkH9gARdLcU0YWleA81I4uF5Fwg2DhUtXXs8pKZJU/QikLBtbHEDQFmgbTvwkqafAnqKdIqePkYW2rQNQHkFY88klNsHnyJKaeFXFyUHGrYmnTgiJ/3CPvG1F0YUPQfj2IfGsqUWpJa79gAPoSh4C2HxukeFZfGLLswRbg02cXV/asRmYNilvwswC9XTCY5f6jhLUPc1N7wg7bzrm0M4RKhdUXyvUT1heUpX6lbHJCrE2wzmCKof9XQ8o4w8kcRtgWa3xFMFoqGKpt7+IuB/b8R0f9wwxvX+eRaofpxj9VPGfb5dkSvgzddT7TubUEjSJUlHxf3U1Y+60EhAIVN8NIvfNbOSR73Q06JGXVevNlx7Ajq6uqYOnUq3/zmN5k0aVJnD8fZxe3ErwiOs3ltsz47Vb3PFujAYqIf7UX42/HEZwxIDjfcULGHHREkYcS01em0/Yq3/V82/r9Q2CJlkLUR8u76luPhDyqJLihFywybXo/ZcJmN9bXWBqgzyf9VsL6HxMlWK1GbFDzXGmg1UOcVdtILbRvejQpqBfGVVBAj2WTJy/RR8jM81p6ZovS/Hp4Fk4fKNUJJ2058P3mLW0CKlHChofrKgHCZ4PdMZnjWXOfT9JwBAVPIhX4ZFPVXdv99K9EQSz7Q9u/QB/zVgm2AfK2Qb4UwB/l6oWkF2JzglYJGSdhZ+5RH45vCK59K8fqXU8y+KMW8HyS9xjZHDJgQ4mahYoRSMkBJlcGbN23+b9SguDCJV/jeoxbae44BvHmHx9rXDCX9lOI+yoJ7PFY+t+M+5Tc0NHDmmWdy2WWXcfrpp3f2cJwuYMf9bXCcrbRTFjtvhej8YUkz0tocrG5Fy1KEf9qP/K8GYHcvgkyhV1jqPY1Y2fCVOJkV0VJNzhcq3aDqtiYiPjpN7s7KZNLIpxBw3tMjrO0sIC1ctYWoPAuhgBXidICV9d3gFTA2Iu5ZCEnx+v5hbUwy75PMVvja3o/VhpBZKu1jUUkCQFkIpJP3bQReEWgjpPey5N4QvG6F77bt6KSmZCC2tXBfNoBXrJTtDT2OiCGAoHD94oNXBlG+0CeskC8tkG8yRE0QtxbGXzhzctGvfcK1QqqHkuqprHnEY+3jH/x0G7eCyPqZOS8NUdPmL99jrKX7XkrjEkPDYiFsEMZ8fn2dU+2bhkxVMvNkvKTIun7hjvm70NTUxNlnn81nP/tZzj777M4ejtNFuCUwZ7vZHkFkV6j36Sh7ygDyxT7eQ8vQ4oD4k0PRgSXEnywh/mQfaIhJXb4E82Adsi5Kphm8VHI6tISQTUGkaGmERBCd1R3tmyQE7481BL9amyxdpYT8j/sQXF8IRwZYlUM0TlKABfyQ6PwMdi8PfSCNPBbAWsBaTHOMqCTzO4XyI4kVEcUeBXqfIDHE+JhCmBJAY0NxZEiH0JBOlvX8MyPC64Ikt2VJSpssaIkifRVTK0heSBcpmfFK5aURTS8a4nWCV077LExmJAy4ImTJtQHUgfhKtq8y9/g0mQAqeysty4QgSGafSkZaWucJLS1KYJLDHPMUesEaiOohKFdsK/Q8KabuZYNfaKbaNnnWuvyDH4uVoxWTSmp2/Cy0VAsDTt58/y8vgP2/G1L9YhLCykcoZRu0yygdYFn5vEdQrKhCnIfiPjve+UItLS2cc845fOITn+D888/v7OE4XYgLQM4uoyuFnzb2yD7YI/ts+h9LPfK/H4z8t470Z99CC7vWpUmJjy8nvH445rF6ZGErOiSDPSBpiSHv5gl+tQYt9ZLu7o0W/86V5KYPJrg8wixUxPjYigziWTRlEOMRnxdgV6Uw8310KMi7ihcVZoeMFKZztHDyIBCBngehsfgzPCwpDB6GpMFr2M1H6wTfQskQi/w2wh9rqX7OoDN9TCHTSU8ldVBMn2UG2dOS/VaI6amYUohXCN2+ErL6BynCNSAxlE2JyYy1ZAVKx+WIaoTq//Oof9Qj6K1oHsqaBNNb0ZSS6gXkoXQ/S362IV9TmPvKJHnSK1W0EXpNjul2qKX31Jh5VwfUPG1I9dL2CbeioZsOH+EaqH/Kgxj2uSxk3t0++XXCoCkRIz/9wQcqegH0OXDTNUK7fzKm/l1D43JBY+h7kKXvoTvWCdOtra2cd955nH766Vx44YWdPRyni3EByNklqCpRFO38xc4dJG82kPqf15Elzdg9ygj/dzTad9P7n/XAcsKrBhNcsxhaQ+xhZYQ/GJKcMXRUOdSXkPryYsyXloBAfEJFoXlqIUCWGGRNROryKNkxVgkae5i1GbR/jBglPtbHjveQWwsnQpcDvSy6TJPq5CpFqkFtsmalWSG+Gux+in+VKbRVFRSfOPCgVDFrTfvKmveOIVwHgQ89/hDSeKtFHvPweyrRPCF+24Myxb5haPlWiux1eVZ+MkVcI9gWiFJKmBc8T2mdZ2i436P0lBi/HPxypfllD797svVcMsmsT/9PR9T815BfLRTvpvT5RIT+T0BzqxDWJbM/qXEW2wyle1jG/DqkeYkw96qAlkWCWsivTJYY+50XUbmJYub8Snjn82mitcnHXjGM/W2ezIfYTr85mW5w6E9CGhYnrUFKB3Rsa/32ks/nOf/88znxxBO5+OKLu8QfLM6OxQUgZ7vZJl3Wu0i9z0bqQlIXvwytMVoeIHPqSX3xFXLTD3x/YXRBfEZP4tN7JE1PUxu/CgbfX4Z5vgmtSGYhvPtqkzOCsiapH2oo3M5STdp/iUBP0BRE56WwhxvsgR4YQfe0iPGSLvOGJL2UKNoT4rwhrkmhGYHuQP88/Mhg5glkFI2TM3goVaRmfQ8wASQHzT8LyByXw6Sh7JIYLomJFwq5s9NI98JyU3dFVwvVXw2I14KUKtFig4aCpJQ4b6hfCa3PGaIVUPW5ZIYl6K7klibbxduKikv3sgz4ZoTGyd0x97wU4kP5WCVsVJrmGnQVVB5lGfmtkHwtvPaVgLBJ8IuVyIPuB8eM+GZEUM4m1Uz3iWsg1Te50XC1UH2rz8AffzynQHtpqBix4y17hWHIhRdeyBFHHMFll13WNX5vnR3ODvT3gON8OF0y/ABmQSO0xlARJIGnewqWtUB17oO/UOR94QfAvNCMFpsN+oYJ9tAipNkidTFkDPmf91lf7wyFnWYQn+RjD/bXF0YfqOjlETSCWpPsns+C1gvxujRaJTCIpKj5yyl4tZCSDEigiK9Ik/DeuRIFpG4T31I2WWLSOAkucSNEjRC9a5By0NZCqw0FyRfqhhRMsVL7f0F72OnzjRAxQlgtRKuE4rGWsqOSUbT1BQtXS/sZQkEJFA1QRnwlYs+fhKSqoOENQ9ggZHoqfjFk+ipr/+vhFW/+RxLVAcH6j01aiTfxfe5Koijis5/9LOPGjePyyy/vMr+3zo7HzQA5O6WuGn4AtDRIdmzZQm1NaJPDAku2rm+C9gmQua2F44EKweaEMvI/K0dqIrRvABlD+M2I4CcR1CtEEB8h6J6buL5PWPTsfHKI4BrwfgcsEbQJ6FW4UAZoBgYovGwKKYVkXalUiZNDkpMdaposj6VOfP+siOkNqdMjWqd5RNVC3JS010iFQhgoUk5SJE2htLptMiRgfZgDivZQ+n09pP4eD1MGPb4UYlIb31bp/jG1//IIeoLmAU8pHr0+qkmQ3Ja1UPOOULdYkFCYfXyaohj8nkrvb4cU7bt+RqbsCEvdQx5xc5I/4wah7OgtN1LdWcVxzBe+8AVGjRrFd77znS71e+vseNwMkLPdfFxPdrviGT8fhg4vJp7YB6nJI6tzSF1EeOkwKA22/MWbEH6/L1IkSGOMNMTYccXEkyqgwkOHppNeYUB8vk/4FZO0xggivBfz+D/Or18z2pAPFAEDIb4Gohs1mQ1q68EaFd6ujtDdLISChgIliv11iIzV9hokD4UBEUVf2nQwyH4rInVujPrgDVa8YYrXzeKvEWytYEh2eSmgLeB3U2ydUD41aj8UsPFxw+qrAnKvGFoe81j2mTRNLwl1jxmaX08uNOBbEWUHW8Lq5ETpgVdElOyz/nsv39tSMtKydo5Qu8AgKvRNK7nZQi4PtgmWfTNFuGL947XsUEvfb4V42WS7fa9LIqqm7JoBKI5jLrvsMvr378/VV1/d5X5vnR2P6KaevJx248eP11mzZnX2MHYZudwWlmm2oK3YGegSxc6bpYr5Tw2yohU7rBjdt+KjXd+aCPNqMxQZ7H7FyVLYe1klc1ATqgpZAatIPeT+WITuu+XZJ73fg+8E6ztyfD1ELki20utjgtQIjFMYqug64Ps+/l9BPIVS0B4QT4/XzyJtoPnPHo0/DTCFWiCNwK4RQo/k5OlQsAoyNkatEIy0VHw6Jjs4ufySc1NEKwVTWri+t4Wcgl+lqBW6nxvR57LkcWcL9U1Nzxii1UJmhCW7V3I9UTM8c2GKmteFoj7Q7XVD5ClBKVSNsYTVQp/vhZQeuWPtxtrWrLV87Wtfo7i4mOuuu65r/+7uBETkRVUd39nj2NbcEpizXYkIWxO6u/KS1yaJYA/p9vFdX3cfe3TZB1+mhaQTfFXhYyNgFKm2KFsOQHJKjO5rYaFAP0WGFB4HBuToQmOytstWgMlZpEKSHWUA1WBuFuz/vP/x4w9Plu40SmZStD7Z+m0qFVMGoMSrBCmF6jkCSz1WPeLR//KI7pPjwpJWcl1qobla8PsqfhVorKy9w6PixJjMEKX2QY/Vv/MIFwt+SVIj1OvrEZWnx/hF0OOAmPxbPukIrFE0ErxMchaPxslp1F2JtZYrrriCIAhc+HF2KC4AOTs8F34+ojV5zCsNkDHYA8qTI463RhHoEAOLFSqA1sJsy24drz2Sfgr9OhaAZQ0bFQiLAV39viZnAKQOshR9PqT5pgAV8AYpahTWCNoKLBKoE3JLffy9LVIC2gzLr/EpOzim7LSYtb/0wSZtNBAIehR2lhWavIZrhOqbfdY94BEul+TzRsn0V6p/7lMxKSaqBXnEp6RasEuTVT4/UDIZJVwplB4Wk92n68z+WGu56qqryOVy/P73v3fhx9mhuADk7NBc+PloZF4TqU/PQVosWMXuWUL+5tGQ2YqCaRHyv86S+mILsshCWsj/JI0O/ggvaq1ALdCD9z0b2aMVb7a0d9pAQY/cfHgquSSm6JwYbRZML6X5Xo91PwhgmUBY2OSWh9J5QlgB6cIBgfWfSVF5ax7xoWGmR6pICYsgLjQ4jZsKBy4apf4Jg1euxKuTdhz5aiHdT8Em5w2tucMnXgeV+ythPcS14PfTpEdtEXQ70W72LB4bwZI/e1Q/6uGXKkM/F1G+z4efLd1RqCo//vGPWbNmDbfeeqsLP84Oxz0ine3qwwSYrl7s/HEIfvQONMdouY9W+JhXG/Duqd7q69NBhtx9RbQ+U0Lrc8XY47au8BpA7hf8/Tz8Yzy8IzyY+57b+oxiP2WT3WAK8VctOumDA4GpAK+vIh4UTYkp/VSEeGDKFX+YRdPg1QnppYIV0ADsIkPjNQHlZ8b0vy1Pv9+FDL0lT9AHwurkIMNB14V4JYVuIsW0L7ehEK0W0qMsphTCmuTQQeNBqiKpD6+fY8hnoTWCN38QUDd704/jxbd5LP6zj+Ygt0yY8+0UTTto764tUVWuvfZaFi1axC233ILnbd0ORcfZltwMkLNDcsXOHw9ZkYNs4cWnECBl5UcrREckORDxo1gE3hUmWeJKgdSC9zmP+Il4/Z9lHthvK/bbG++KUgvhKwZthGAPi+m++WFmj4tpvc1HKpKmoKmBlnieSXqCBZAdajEBRLM3foylBykjp+ewLWCyyXXZVgh6QX6FkBpsyb0jiBFMN0vRMTGag7KDY+ofMeTXQNN8IawXJKsYC6Y8aXi65glD+V7v3+lV/S+PdA/Fy4CXhXAZrHvZUDxk59oVpqr88pe/5PXXX+evf/0rvu9eZpwdk3tlcXY4cRx3qbYW21J8QDnSECVTEaEFA3bfj5pePjqZL8mzT9tZO6WFmp91H/x1GkH91wLqLk5R/80UNWekCedufpbEH6WkDo3RtYJdI5icUDQlJj1AKdrT4pWANoE35P0zSyJJV/m2iUeTgSG/y1F6cIypTLbch8VKU7Ww7Lc+87+covRIS4+LIhrfkqT4uUJRA+HLSejSOLnOTfGKwOY3+ISCl925lsBUld/97nc8//zz3HHHHQTB1s8QOs625l5dnO3qg5ax3JLXxy/61hDiwyuRtSHSFBNeNgh7RNWWv3Ab0z6FJqFtkxutJIcjbmGHVO5RQ+5pD6lSTGXSuLTh+5t/kRUD5b8IKf1+SNEFEWXX5in/Q5700TFaK9h1IJVQ8j+bbj1hmyGqXX/UUao3DPhBiKaheb4hboTcyqRtR/MbQuMsQ8mBluxuSukhlqJRSS802yy0visEZUrvkzY9ozPk8xFRs9CyXGheIhQNULrvYM1LP4iqcsstt/DYY4/xt7/9jVQqteUvcpxO5OYmnR2CK3beRkp8wt/sQdgaJ7u/NtMrbLvbA+znLOYm0779PP6FZUu76e2a5DTntoeHFIFd8cHfk/iQPXXj0FF2XUj0ZoS2Cv5IiynZ+GtUYfUNPjW3eyBC0biYfj9J6oDqnjLkliTXK6lkm3xukSE7zGJbIBimqE3OC/JLoWSkJb9S6PWpiF4TYzKbOMcIoOoAy96/zLPuJYNXDD2PivFLP/j+2JHcdtttzJw5k3vuuYd0Ot3Zw3GcLXIByOl0bTM/qurCz7ayNbu+tjH7ZcWeHCOrQIcCfbb8NcHuyS4qzQMB6DohdeiHr5ERA8EeG589tKH6fxtq/uLhdwM8pXmWofp6nz7fjbBhsnznVyphjSCeomGyRFY8xpLqBX0vjlj+O5+40Ops6P+GZIdbqm/zEQ+6T4rJbqJJaekopXTUB38/USO88zOf2v94BFXKsG9ElI/r3Jmi22+/nbvuuov77ruPbDbbqWNxnI5yAcjZrt4bblyxcxc3HHR4xy8e7KsUXx7S9IsAIvD3tpReufWd09WyyW3pra+Z5IDGwjOkVwotryQXLN3P4mUBSWZ6olohO9wy/Fd5UoXZnZ7nxpTub8mvENIDlKgeFnw1Veh3Buv+5TH8hvwmQ9CWLPhJwNonDOleStwIc78VsPetebIDO6deaNq0afzlL39h5syZFBVtpsDJcXZALgA5ncbV+zhbo+ismOzpMdrK+5auOqr5JcOy7wRE1UJmtKX/tSFBn/UBIhhQ6DJfWG6Lm2hvd5Huo4z4fZ5lv/IJ1woVR8T0+WzcHpbaZIcr2eHJ1yz8XoD4SlDYsZZfKaz4k0fPs2MyAxS/g3XpqlD7jCHTO9nqb0ohaoLGN6RTAtA999zDH/7wB2bOnElJyVb+MBynk7g/uZ3tzhU7Ox+V+KBrhPwDHuGzBv0QK0DhKljypYC4EbweSutcw5LLgo16ulZMiikar8RrIaoBvxv0/Pr69vEmhsqhSs8DLN1PsO8LP+8Tk8z+FLSsElb83eetr6R47bwUTW927HdABPxyJW5NPlYFLHidkD1mzpzJDTfcwH333Ud5eRfr7+HsEtwMkLNdtRU7x3GMMcaFH2er5J8wNH0tBVZBheDImOLrws2esryh3DyDxskWdQC/u5JfaIjXgV+ZXMakYcANeVpeFzQvZHa37SGj5RVhxRfSaJTcdv09Hv1vzZMatvkZmG6TY+qfCwhrlKgBciuFkn0tQZUSroMFVwfsdWd+s1+/oaFfj3j7yoCoDjSE4v6K5yVb7GU7lXo9/PDD/OxnP2PmzJlUVlZunxt1nI+ZmwFytqvvfOc7fPGLX+SRRx4hDLe+dsPpulSh+X8CJFBMBUiFEj7mET3bsaczr6KwvFWYNbI5wH//LIr4ULS3Uryf3ejfan7vE9Yr6oHXTdFWWPd3j2gFtD5tyL8hG80mAZQdYBnyvyHFY5T0AMgMTsIPgF8OuRWCjeiQqkMtY/6Qp9/UmHQO7DLhna8HvPPNIDmdeht77LHH+NGPfsR9991H9+6bOYXScXYCbgbI2a7+93//lyeffJJp06bx3e9+l3333ZfJkydz1FFHkclkOnt4TkdEivlXE1IdoaPT2PHbedePBa0TpFuhWamAiqI1HZtNzIxWyk+JqLvPB1FA6P29EOnAmX355cK6Bz2i+qQZqklBuq8lmi+sPiONqkAMxWdGlH0tYsMJzrIDLGUHWJrnCW98PoXNJ18f1kB2iGI+xLNx8TBl0dMGvywJUKpQ/x9D3ZOGiqO23Y6wp556iiuvvJL777+fnj17brPbcZztwQUgZ7vyfZ+jjjqKo446ijiOeeaZZ7jrrrv4/ve/zx577MGUKVM49thj3W6SHVWspC5bhflPC1iSLunf6EZ87vY7XVq8ZPdX9JqBSoUcIII3umMv/CLQ+8qIshMsYbWQGWHJjOpYAfHq33pQ6PWFSTrHh2sEfc1DihWvSNEYmv7ukz0uJjXm/ddbNEIZeFnEkhuSp9+guzLsBx9+NjSslqQvWeF7Uk16kW0rzz77LFdccQX33Xcfffp04MwCx9nBuQDkdBrP8zj88MM5/PDDsdby/PPPM336dK655hpGjBjBlClTOO644ygt3YlOg9vFmZdaMf9tRbuZ5FU3VILraojPLAV/+9VzFf88T+NXU8SzDVICxT/N4w3dcojRNRD9PIB3hfR+lqIvRsiHOLA4WmXwqhSvLGmCKgYyYy2yWJDCRJh4gCl0jN/MOUM9p8RUHR0TNwhBD8VsRceI0nGWdU8bUj2Tc5HEQNHu22b2Z9asWXz961/nH//4B/37998mt+E425sLQM4OwRjDgQceyIEHHoi1lldeeYVp06Zx3XXXMXDgQCZPnsxJJ53kdpt0tkZNKgfb1nZ8IFbI6XYNQKYSyv6ST2pefNhSLX20SKj7mU/mH17SmLQKeNmg7wjBDR2ffSk5LKb5hQCvUkmVKnGtUHlOTPh3j2ix4HUDbQUQgg8oiobklGi/dOu3rg/8n5D4uwGNswySST4uHv3xb4V/5ZVXuPTSS7nnnnsYNGjQx379jtNZRN9bredsZPz48Tpr1qzOHkaXparMmTOHadOm8cADD9CjRw8mT57MKaecQlVV5/e06nJWR6SnLIO8hSKDrLPYsRny/7edlkTWgXeZQZ4VyEB8lUXP+ODnsHgNVJ+axqwUSlYLCJgqxfQA6iH1bCvSwVytMVT/3Kf2bz4IVH0yoselEfFyYe2XU8RLBEkrFVeHZI/ePqcz2zxIsOUQuDXmzJnDZz7zGaZPn87IkSM//htwdkgi8qKqju/scWxrLgBtgQtAOw5V5c0332T69Oncf//9lJWVMWnSJCZOnEiPHj3clvrtRF7PEVy9BlkRYcdlCK/uDpXbZ/+1udggjwpSBoRAHuLbY3Ts5r+m+T6P2u8GpAKl+B2DFlam/JGaBKDnWpEPucratoNsw233qqD1IMVs+VygncDcuXO54IILuPPOO9ljjz06ezjOduQCkAO4ALSjUlUWLFjA9OnTuffee0mn00ycOJHJkyfTu3dvF4Z2Uf4+XrIE15a31oG9wmIv2vzzWPNMj9rvBJhypWSe4LUkjw2vl2KmxAQ/cccxvNfbb7/N+eefz+23386YMWM6ezjOdtZVApA7B8jZKYkIw4cP54orruCZZ57h//7v/wD49Kc/zfHHH88NN9zAkiVLcAF/16LdC7u+IKkv9kC3cBRN5tAYr6dia4X67kqzUfIGGlqhrl6wLdt61DuXhQsXcv7553Pbbbe58OPs0twM0Ba4GaCdi6qyYsUK7rrrLmbMmEFrayunnHIKkydPZsiQIW5maCcnL4B3kQcRoKD7KvEfLWxhJ1e8Bhpu9Wl92hC+ZvD6KwjYGqH0UxHl39gOJwjuBBYvXsxZZ53FzTffzH777dfZw3E6SVeZAXIBaAtcANp5qSrV1dXcfffdzJgxg9raWk4++WQmT57MyJEjXRjaWS0BeVmgBPRw/VB7WWu+EdDyL4MpFD3bJgiGKz072IZiV7Zs2TKmTp3Kb37zGw455JDOHo7TiVwAcgAXgHYla9eu5Z577uGuu+5i1apVnHDCCUyZMoXdd98dY9xqcFdQ9xufxt/5SJUiArZWyJ4YU9XF64BWrlzJ6aefzvXXX88RRxzR2cNxOpkLQDshETkB+CVJieTNqvr/3vPvXwM+QzKBvhq4UFUXfdB1ugC0a1q3bh333nsvM2bMYNGiRRxzzDGceuqp7LXXXi4M7cJsI6y5IEU4z4CA11Pp8accXq/OHlnnqa6u5vTTT+cnP/kJxxxzTGcPx9kBuAC0kxERD3gbOBZYCrwAnKOqb2xwmSOB51S1WUQuASao6lkfdL0uAO366uvrmTlzJjNmzOCtt97i6KOPZsqUKYwbN86FoV2Q5iH/qkFjSO1lMV2468qaNWs4/fTT+eEPf8gJJ5zQ2cNxdhAuAO1kROQg4GpVPb7w8bcBVPWazVx+X+DXqvqBi90uAHUtzc3NPPjgg9x1113Mnj2bCRMmMGXKFA444AA8b/ucdeM420NtbS2nnXYa3/3ud5k4cWJnD8fZgXSVALQr/XnbD1iywcdLC5/bnIuAB7fpiJydTlFREaeffjp33HEHs2bN4vjjj+dPf/oTBx10EF/96ld54okniCK3Y8jZudXV1TF16lS+9a1vufDjdFm7wHmlH56IfAIYD2yy2k9EPgd8DmDgwIHbcWTOjiSTyTBx4kQmTpxIPp/n0UcfZfr06Vx++eUceOCBTJ48mcMPP5xU6kN003ScTtbQ0MCZZ57Jl7/8ZU477bTOHo7jdJoutwQmIscANwBHqGr1lq7XLYE57xVFEU888QTTpk3j6aefZuzYsUyePJmjjjqKdDrd2cNznM1qamrizDPP5MILL+STn/xkZw/H2UF1lSWwXSkA+SRF0EcDy0iKoM9V1dc3uMy+wHTgBFWd15HrdQHI+SBxHPP0009z11138dhjjzF69GimTJnCMcccQ1FRF66udXY4LS0tnHXWWZxzzjlcdNFFnT0cZwfmAtBOSEROAq4n2QZ/q6r+WER+AMxS1XtF5N/AGGBF4UsWq+qkD7pOF4CcjrLW8txzzzF9+nT+9a9/MWLECE499VSOO+44SkpKOnt4ThfW2trKueeey+TJk7n44ovdIaDOB3IByAFcAHK2jrWWl19+mWnTpvHQQw8xaNAgJk2axEknnUR5eXlnD8/pQvL5PJ/4xCc49thjueyyy1z4cbbIBSAHcAHI+eistcyZM4dp06bxwAMP0KtXLyZNmsQpp5xCVVVVZw/P2YWFYcinP/1pDj74YC6//HIXfpwOcQHIAVwAcj5eqsrcuXOZPn06999/PxUVFUyaNImJEyfSvXt39wLlfGyiKOKiiy5in3324Tvf+Y57bDkd5gKQA7gA5Gw7qsr8+fOZPn069913X/u2+8mTJ9OrVy/3guVstTiOueSSSxg2bBhXX321eyw5H4oLQA7gApCzfagqixYt4q677uLuu+9GRJg4cSJTpkyhX79+7gXM6bA4jrnsssvo1asX11xzjXvsOB+aC0AO4AKQs/2pKsuXL28PQ7lcjlNOOYXJkyczePBg94LmbJa1lq997WuUlJTws5/9zPWyc7aKC0AO4AKQ07lUlerqambMmMGMGTOoq6vjpJNOYsqUKYwYMcKFIaedtZYrrrgCgF/96lcu/DhbzQUgB3AByNmxrFmzhnvuuYcZM2ZQXV3NCSecwJQpU9h9991dGOrCrLVcddVVNDQ0cOONN7rw43wkLgA5gAtAzo6rtraWe++9lxkzZrB48WKOPfZYTj31VMaMGeNeALsQVeVHP/oRK1as4JZbbsHzvM4ekrOTcwHIAVwAcnYO9fX13H///cyYMYN58+Zx9NFHM2XKFMaOHevC0C5MVbn22muZP38+t912G77fJftbOx8zF4AcwAUgZ+fT3NzMAw88wF133cWcOXOYMGECkydP5oADDnCzA7sQVeX666/nlVde4Y477iAIgs4ekrOL6CoByP1p6Di7mKKiIs444wz++te/8sILL3Dsscdy2223cdBBB/G1r32NJ598kiiKOnuYzkegqvz2t7/lhRde4Pbbb9+hw4/neeyzzz7sueeeTJ06lebmZgBWrlzJ2WefzbBhwxg3bhwnnXQSb7/9NgAnnHACFRUVnHLKKZ05dGcX5wKQ4+zCMpkMkyZN4s9//jMvvfQSkydPZtq0aRx00EF86Utf4pFHHiEMw84epvMhqCq33HILjz/+OH/7299IpVKdPaQPlM1meeWVV5gzZw6pVIobb7wRVeXUU09lwoQJLFiwgBdffJFrrrmGVatWAfCNb3yDP//5z508cmdX5xaMHaeLSKVSnHjiiZx44omEYcgTTzzB9OnTueKKKxg3bhxTpkzhyCOPJJ1Od/ZQnQ9w2223MXPmTP7xj3/sdD+rww47jNmzZ/PYY48RBAEXX3xx+7/tvffe7e8fffTRPP74450wQqcrcTNAjtMFBUHAMcccw4033sjs2bO58MILeeyxxzjssMO46KKLuO+++2hpaensYTrvcfvtt7cfkJnJZDp7OB9KFEU8+OCDjBkzhjlz5jBu3LjOHpLTxbkA5DhdnOd5TJgwgRtuuIFXX32VSy+9lOeee44jjzyS888/n7vvvpvGxsbOHmaXN23aNP7yl7/wj3/8g6Kios4eToe1tLSwzz77MH78eAYOHMhFF13U2UNyHMAtgTmOswHP8zjkkEM45JBDsNby0ksvMW3aNK699lqGDBnCpEmTOOmkkygrK+vsoXYp99xzDzfffDP3338/JSUlnT2cD6WtBmhDo0ePZvr06Z0zIMcpcDNAjuNskjGG8ePH85Of/ISXX36Z73//+7zzzjucfPLJTJ06lT//+c/U1tZ29jB3eTNnzuTXv/419957L+Xl5Z09nI/FUUcdRS6X46abbmr/3OzZs3nqqac6cVROV+POAdoCdw6Q42xMVZk7dy7Tp0/n/vvvp6KigsmTJ3PKKafQo0ePzh7eLuXhhx/mmmuu4YEHHqBbt26dPZytUlJSsskl1OXLl/OVr3yFF198kUwmw+DBg7n++usZMWIEhx12GG+++SaNjY1069aNW265heOPP74TRt81dZVzgFwA2gIXgBxn81SV+fPnM336dO69916y2SyTJk1i0qRJ9OrVy/Un+wgee+wxrr76ambOnEnPnj07ezhOF+ICkAO4AOQ4HaWqvPvuu+27lDzPY+LEiUyZMoW+ffu6MPQhPPXUU3znO99h5syZ9O7du7OH43QxLgA5gAtAjrM1VJVly5a1h6F8Ps/EiROZPHkygwYNcmHoAzz77LNcfvnl3H///fTr16+zh+N0QS4AOYALQI7zUakqq1atYsaMGcyYMYP6+npOPvlkpkyZwvDhw10Y2sCsWbO47LLLuPfeexk4cGBnD8fpolwAcgAXgBzn47Z69WruueceZsyYwerVqznxxBOZPHkyu+++e5cOQ6+88gqXXHIJd999N0OHDu3s4ThdmAtADuACkONsS7W1tfzjH/9gxowZLFmyhOOOO45TTz2VPffcE2O6zikdc+bM4TOf+QzTp09n5MiRnT0cp4tzAcgBXABynO2lrq6O+++/nxkzZjB//nyOOeYYpkyZwr777rtLh6G5c+dywQUXcOedd7LHHnt09nAcxwUgJ+ECkONsf42NjTz44INMnz6dN954gyOPPJLJkyez//7743leZw/vY/P2229z/vnnc/vttzNmzJjOHo7jAC4AOQUuADlO52ppaeHhhx9m+vTpvPzyyxx22GFMnjyZgw8+GN/febv5LFy4kHPPPZc//vGP7Lvvvp09HMdp5wKQA7gA5Dg7klwuxyOPPML06dN57rnnOOigg5gyZQqHHXYYQRB09vA6bPHixZx11lncfPPN7Lfffp09HMfZiAtADuACkOPsqMIw5PHHH+euu+7iqaeeYvz48UyZMoUJEyaQTqc7e3ibtWzZMqZOncrvfvc7DjrooM4ejuO8jwtADuACkOPsDKIo4umnn2b69Ok8/vjj7LXXXkyZMoWjjz6abDbb2cNrt3LlSs444wx+8YtfcMQRR3T2cBxnk1wAcgAXgBxnZxPHMc8++yx33XUX//73vxk1ahRTpkzhuOOOo7i4uNPGVV1dzemnn861117L0Ucf3WnjcJwtcQHIAVwAcpydmbWWF198kWnTpvHPf/6ToUOHMmnSJE488UTKysq22zjWrFnD6aefzg9/+ENOOOGE7Xa7jrM1XAByABeAHGdXYa1l9uzZTJs2jQcffJC+ffsyadIkTj75ZCorK7fZ7dbW1nLaaafx3e9+l4kTJ26z23Gcj4sLQA7gApDj7IpUlTfeeIPp06dz//33U1VVxeTJkznllFPo3r37x3Y7dXV1nH766Vx++eWcdtppH9v1Os625AKQA7gA5Di7OlVl3rx5TJ8+nfvuu49sNsvkyZOZOHEivXr12ur+ZA0NDZxxxhlceumlnHXWWR/zqB1n23EByAFcAHKcrkRVWbhwIXfddRf33HMPnucxadIkpkyZQp8+fTochpqamjjzzDO58MIL+eQnP7mNR+04Hy8XgBzABSDH6apUlaVLl3LXXXdx9913E0UREydOZNKkSQwaNGizYailpYWzzjqLc889lwsvvHA7j9pxPjoXgBzABSDHcZIwtHLlSmbMmMGMGTNobGzk5JNPZvLkyQwfPrw9DLW2tnLuuecyZcoUPv/5z2/18pnjdCYXgBzABSDHcd5v9erV3H333cyYMYO1a9dy4okncvLJJ/PDH/6Q4447ji996Usu/Dg7ra4SgExnD8BxuhrP89hnn33Yc889mTp1Ks3NzUBySvDZZ5/NsGHDGDduHCeddBJvv/02ALfddhsjRoxgxIgR3HbbbZ05fAfo0aMHn/vc53jooYfazxe65JJL6NWrlws/jrOTcDNAW+BmgJyPW0lJCY2NjQCcd955jBs3jq9+9ascfPDBfOpTn+Liiy8G4NVXX6W+vp7Ro0czfvx4Zs2ahYgwbtw4XnzxxW16do3jOF2XmwFyHGebO+yww5g/fz6PPfYYQRC0hx+Avffem8MOO4x//vOfHHvssVRVVVFZWcmxxx7LQw891ImjdhzH2fm5AOQ4nSSKIh588EHGjBnDnDlzGDdu3CYvt2zZMgYMGND+cf/+/Vm2bNn2GqbjOM4uyQUgx9nOWlpa2GeffRg/fjwDBw7koosu6uwhOY7jdDl+Zw/AcbqabDbLK6+8stHnRo8ezfTp0zd5+X79+vH444+3f7x06VImTJiw7QboOI7TBbgZIMfZARx11FHkcjluuumm9s/Nnj2bp556iuOPP56HH36Y2tpaamtrefjhhzn++OM7cbSO4zg7PxeAHGcHICLcfffd/Pvf/2bYsGGMHj2ab3/72/Tu3Zuqqiq+973vsd9++7Hffvtx5ZVXUlVV1dlDdhzH2am5bfBb4LbBO47jOF2J2wbvOI7jOI6zi3IByHEcx3GcLscFIMdxHMdxuhwXgBzHcRzH6XJcAHIcx3Ecp8txAchxHMdxnC7HBSDHcRzHcbocF4Acx3Ecx+lydqkAJCIniMhbIjJfRK7YxL+nReRvhX9/TkQGd8IwHcdxHMfpZLtMABIRD/gNcCKwB3COiOzxnotdBNSq6nDgF8BPtu8oHcdxHMfZEewyAQjYH5ivqu+oah64E5j8nstMBm4rvD8dOFpEZDuO0XEcx3GcHcCuFID6AUs2+Hhp4XObvIyqRkAd0G27jM5xHMdxnB2G39kD2BGJyOeAzxU+zInInM4cTxfQHVjT2YPoAtz9vO25+3jbc/fxtrdbZw9ge9iVAtAyYMAGH/cvfG5Tl1kqIj5QDqx97xWp6k3ATQAiMqsrdMXtTO4+3j7c/bztuft423P38bYnIrM6ewzbw660BPYCMEJEhohICjgbuPc9l7kX+FTh/TOAR1VVt+MYHcdxHMfZAewyM0CqGonIpcA/AQ+4VVVfF5EfALNU9V7gFuDPIjIfqCEJSY7jOI7jdDG7TAACUNUHgAfe87krN3i/FZj6Ia/2po9haM4Hc/fx9uHu523P3cfbnruPt70ucR+LWwFyHMdxHKer2ZVqgBzHcRzHcTrEBaAC10Zj2+vAffw1EXlDRGaLyCMiMqgzxrkz29J9vMHlThcRFRG3m2YrdOR+FpEzC4/n10Xkju09xp1dB54vBorIYyLycuE546TOGOfOTERuFZHqzR31IolfFX4Gs0Vk7PYe4zalql3+jaRoegEwFEgBrwJ7vOcyXwBuLLx/NvC3zh73zvTWwfv4SKCo8P4l7j7++O/jwuVKgSeB/wLjO3vcO9tbBx/LI4CXgcrCxz07e9w701sH7+ObgEsK7+8BvNvZ497Z3oDDgbHAnM38+0nAg4AABwLPdfaYP843NwOUcG00tr0t3seq+piqNhc+/C/JWU5Ox3XkcQzwQ5I+eK3bc3C7kI7cz58FfqOqtQCqWr2dx7iz68h9rEBZ4f1yYPl2HN8uQVWfJNkRvTmTgT9p4r9AhYj02T6j2/ZcAEq4NhrbXkfu4w1dRPKXh9NxW7yPC1PYA1R15vYc2C6mI4/lkcBIEXlGRP4rIidst9HtGjpyH18NfEJElpLs/v3S9hlal/Jhn7d3KrvUNnhn1yAinwDGA0d09lh2JSJigJ8Dn+7koXQFPsky2ASSmcwnRWSMqq7rzEHtYs4B/qiq14nIQSRnvO2pqrazB+bsHNwMUOLDtNHgg9poOJvVkfsYETkG+B9gkqrmttPYdhVbuo9LgT2Bx0XkXZI1/XtdIfSH1pHH8lLgXlUNVXUh8DZJIHI6piP38UXA3wFU9VkgQ9InzPn4dOh5e2flAlDCtdHY9rZ4H4vIvsDvScKPq5n48D7wPlbVOlXtrqqDVXUwSZ3VJFXtEn1/PkYdeb64h2T2BxHpTrIk9s52HOPOriP38WLgaAAR2Z0kAK3erqPc9d0LnF/YDXYgUKeqKzp7UB8XtwSGa6OxPXTwPv4pUAJMK9SXL1bVSZ026J1MB+9j5yPq4P38T+A4EXkDiIFvqKqbMe6gDt7HXwf+ICJfJSmI/rT7o/TDEZG/kgT17oVaqquAAEBVbySprToJmA80Axd0zki3DXcStOM4juM4XY5bAnMcx3Ecp8txAchxHMdxnC7HBSDHcRzHcbocF4Acx3Ecx+lyXAByHMdxHKfLcQHIcRzHcZwuxwUgx3Ecx3G6HBeAHMdxHMfpclwAchzHcRyny3EByHEcx3GcLscFIMdxHMdxuhwXgBzHcRzH6XJcAHIcx3Ecp8txAchxHMdxnC7HBSDHcRzHcbocF4Acx3Ecx+lyXAByHMdxHKfLcQHIcRzHcZwuxwUgx3Ecx3G6HBeAHMdxHMfpclwAchzHcRyny3EByHEcx3GcLscFIMdxHMdxuhwXgBzHcRzH6XJcAHIcx3Ecp8txAchxHMdxnC7HBSDHcRzHcbocF4Acx3Ecx+lyXAByHMdxHKfLcQHIcRzHcZwuxwUgx3Ecx3G6HBeAHMdxHMfpclwAchzHcRyny3EByHEcx3GcLscFIMdxHMdxuhwXgBzHcRzH6XJcAHIcx3Ecp8txAchxHMdxnC7n/wOTFsz+eyMfWgAAAABJRU5ErkJggg==", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "ncomp_disp = 5\n", "fig = plt.figure(figsize=(8,8))\n", "for j in range(ncomp_disp):\n", " for i in range(j+1):\n", " ax = fig.add_subplot(ncomp_disp,ncomp_disp, j + ncomp_disp*i + 1)\n", " if i == j:\n", " ax.scatter(stim, X[:, i], s=1)\n", " ax.set(xlabel='stim', ylabel='PC%d'%i)\n", " else:\n", " ax.scatter(X[:, j], X[:, i], s=1, c=stim, cmap='hsv')\n", " \n", " ax.set(xticks=[], yticks=[])\n", " \n", " if i==0 and j>0:\n", " ax.set(xlabel='PC%d'%j)\n", " ax.xaxis.set_label_position('top') \n", "\n", " if j==ncomp_disp-1 and i\n", "
\n", " Figure\n", "
\n", " \n", " \n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits import mplot3d\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "%matplotlib inline\n", "%matplotlib widget\n", "\n", "x, y, z = embed[:,0], embed[:,1], embed[:,2]\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(8, 6))\n", "ax = fig.add_subplot(1, 1, 1, projection='3d')\n", "ax.scatter3D(x, y, z, c=stim, cmap='hsv')\n", "ax.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U2\", xticks=[], yticks=[], zticks=[])\n", "fig.suptitle('UMAP 3D')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "image/png": 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G+krQXws52dCuP1wxBrx9wOgDd/SHB0bAiEgYHAafPAU2F2z9FT559T9/xJckikBfhLzx50EyCmsW5qpEBnqDLLPrWCHhAWJMpAKMejU5JXbGdWuMn5eGMB8dE3s3YVz3yPPccoW6RGv1QZOpQ5/hXbFMUoMmsPpoy6oXI+iyQCgLgsQPIH0XdAkQWuDA8+CQxGsJsb0DyAF2pHvEpATSdlygi7sIULu80WTq8F7vdeptfKHgaTBvhMaPQeArsKMfHP8OtJ2g8RRoNlVse+BlSHgbbLkiFG7dg5C+Hno8BhHdwHUKg9j+xbD3S9GpkgB7Mfz9Hnx0IzzZDI7ugGWvw+uDYfYo+P0liF0gOgcS4KUSzoAB3pCfDikeS0nf6yGqI9jcYmTtcsKBdVBQCp1GQP5eyEuA/VsgdoU4Vmk+pCK2zwX+XAq9oqEg/5w/7ksCZQ76IqPAbOeXPRn/viEizKrQ4mBwq1DWJeQS4K2l0OrAbHPRq2kQDQK8WT99sBInfRmhanDqPrn5dbC+Aroy8fAObQqdl4L5CBR4g9kmlgO0D4KOWtiaLR4iJcBaRChWuRexA3irF7yvpJcEQKVSiXinUyDLUNwLzHuF45X2Ksi6SoxWNXnQ64QUqwP+BOtx2PwqHPoeHPmQFw9/3inE0ZINt24TYi1J4s9igsXjxf56Dfg2hUbd4bq34es7hGh+0EuIsQY4vAEmvAE/vyOcy7qPhPs+gYfbQ1EJNO8OTTtD1hH48yN44y+Ij4XNP8Lab4TToMsI65dAmV3cFypEh05GXJsVCOkEAzvCsiXgtkLTEIhuAntTavELuAhRRtAXAcm5pdz59Q7WH8ph+Oz12F1n/sRbvDOd67s0YsaI1ozu1LBi+bF8C3PWJDJ/y9Hz0WSFiwTZDa58yJkIJc+AqgyCAsE5DKKXgE80BPSF2U+AX5DISFUGNAwAazZkAgmIEJ5uQDNA53lfhnggm86sP3nZY/kd7LFgtEPwXDD2Bb8boOFIaPcXmJPFaLkc3+YQ1h8SvhNJSTRAThwUp4H5uJjPTVgOr/vBoushLxn+FySSk7gAsxtSjkF+Hsy/C5JWCU/tck98ux5KVcLE/dASCAqHvX/CmgUQ3FQUTomNA29fWDsPfpsN236GlC2QfQAMPjB3E3y+Gl5ZDA0bggEhyE5g1BRwBQvv/9nfwrW3gc1aOc+dlAYDO1/e+cOVEXQ9pcBsZ3FcGuO6RzJzWTzrEnLZmpxHmfPs7lYZeGrpXhoEGHh+VFsSsovZftTE8eJyE7mSkPdyxV0EuY1BLhUPTBnAG0JXQ6Ou4CiA4k3w8gz4dpPw6m4EaNXQ4SHIegyuAjYAaglMGghwCI9wGxCDeNhmJ0Bgozq6yIuE0q+g8G7xHZQALcaB2giNnwVtCEhGWB0M+iYwJEXsk/4DFO6Bqz6FlePKDyRE1okYfR36GNQq0Boh7x8Rq15+DpdbhFMdWiVGzAbPIYo8/0P00KQdfHg3LJ8PXrKwoCx8XnTCwrVw23vCo3v0NAhvBv3Gw0MxUJQD35vh4A4hsEf+gbxMITidusCYyXDTFIjoBN9/DWER8OsPouNgA4pDQVMCO/bCY4/Aux+c38+/vqIIdD1lcVwary8/BMDDV7ZgT1ohJovjpO0kqvmI1IjFIZOca+a+b2LRaCrzMEoSDGwZWoutVriYyOsCulIhouoIGbcWHGkS1lWg6wqJk8C0DHp7w06gTIKbZHC4IPMx8bAOAB4HtsjQziEsuGuAdCpFP0hxbfhXrJNlVEhkI0aYe8ZCxwWwryvoYyBwsnhYq53gKAW1F8Q/D6WJMPyoEOWqzwEtQqBLs8X/hJ+AQpBVQpjL8cLzPakgsiOk7ql8phi9IW032DJEnHz51AWI8z/8OXQdJd5vXwpBjUBvgDd3gsMGG5bCzNvg9mchbpXYNzgM9u8Gv9+EQN/h+QNo2UGM3rXhgCTuL5cEnS7jOtaKQNdTyh22xnWPZP6WlApxDjJoMOq1/G9Me7Yk5/PV5iM4zzA0weYCW5UcfbIMUxft5teH+inz0JcBrgQZx/Vu1P1ltHM1OI+Kh67bIBOYJWMfAHlpEsV/wfwvoGMSHAeCrXCNCsYsgjduhyBPEosIoDli5NWTSmex0cA2hEhrgDAlt/MpcSfK2Ie6cbtUqBGe1QZAsw72RYppAnMy5D8lMoYVWWChL/hGQ1hfMCXCwdnQfhpsebcyk5hMpVOXFZCtkPiHmKJwU1krWgYMvhAUBU/shPg/Ibo36DxDbZcDJC2s/hI6Dwe7FbYth+GTYNsPcGcQ3P81zL0XAhrA55kQ5JlJ6yBB71HQdzQ4LJCwA7TB0KMl3PQQHNwHbTqKbQ8dgH4D4a8tkJEHU56BXgPhjz/gvochMBjGXHvBvpZ6gzIHXU8JMuq4b2CMRzgr+8YFFicqSWLtoRz++CcTpxs0KokxVeaXz4Y0k5Up38QpMdCXMO5SF9YAO/YeDlzxatxLxf2kny5GxSYLMBoML0r4zQD1YEhKgskIwdirgkwtrHkEdttgFxAEDELMP9sRxRaWAd8ABxBCYQFUp3ZYvuxxJzgpa+fAfcyNExk7MkbE5+ny/GkRnR41IrzNZRKOVSWpYGgKbgkyf4cGfcEQCN7NwSdKiHApYn43NBCatKg0YZebv70bgj4MZh6B5/eJBCLtrwGfENB5g84A3v7gZYBrHobGraBZZ7hlBoQ0hLCmYtT81r0g+0BQGKxfIDr+i96DL/8H29aARgf3zYInvoLDB2H3JrhzFEy6WrQnOwv6tYcBnSAlC7p1hux/oE93T3sd8ND90DQA2kXCkeQL8e3UD5QR9EVAl8hAEZPqeZ9aYGHBttSK9U63zNG8Uvy8NBV5ts+GHSkm3luVwCvXdaidBl+GuBwyRa+B4Ubwald/5vVlh4wr2EKZ3RcVLrxecKO9T/zsg+5x4f+bFVOkF7rvNEy8EfxWQZlajIALEKOvPDVEyhCdBeEGKLPAzQjhGI4YZWcD+xAm75aIUJzBT8DQ5+rgousJRV/IaMLAOPrk+0He50buXIpNDkCFGw0yoEKLGPWWIeZ57Yg5WRmPsEqglcFbhsyPQJKhJAV2TYb7PV7eactg1bXgo4FAPaAWpnC1Bu5dDYf+AkMQDHzs3GpC97wOuoyEKZ0g+5AotvHWJFjyOcRtAqO/EFe3W5x7xEThkJadB4n7oUsfcRz/ADD4QUYO3HQXXNED/vcczHgL0IOXHgoyRKfPVASdm4uUpZcDikDXcwrMdh5bvIearNgj2oWz4kA2MrAvoxiA6GADYzo3oktkAJMXxGI/Q/P3iv3ZikD/R9x7nJR1UaFDIv0NaG6t6xZVQQXqFqA/YEWFC+17TqRpfsilwF436gQ3ITc5sag0/B4LfYDNDiEI7wNdgWwnIMEKoNAC7RFi3BYRu5rdDt4/CIFuMbqO94ZES83NuVxwpMqU3Qs+SNiCytDnV5oSZJuM3KUYSXajw4oaGW0HFbnJajQW0RFXe/78gLIIcGSBnx4sNjGCVgEOE+j14B0JUddVnjvyGphoBo1nyGw6BD+0AZ8IaDZQ/NUWWh18fgCWPAvbfxe5wg9t8oTeFcGw26BxC/hmDgSGQmI6fPU+RIEY3j8L48eKBCl6NdwyEa4dCemZgAySHVq2hkNFwvfB6XFU++wjmPxg7V1HfUUR6HrO/C1HKTCf7BwGsOZQTjXHkOhgA1/e0YOYUFF5ffm0gUz8cvsZJTUxWWwUmO3KXPTZ4nbDVaWoMeBEg6+mPK9W/UBSS0j7ffFKckGLYqRiGXdDK9gkyNej2mfkvm9U/DYISuzwlzcYzGK0cp3nGIZHwPwBXK2Cdm7ojhjVlSLycBuPiOQmkhVCgJL61EGpIyQ/0HlmgdUFdsjTQojnvsgHyS1+uV7rNKjCVDhVKuQ2Mjok7HhM2+Mh7E4IuAo2D4LijR6zdyjotNB3jTBzq2uoKFUuzgCBreHqnyGg9fm5VpUKxr8u/lZ9C29OBIvHqeyXb2HTaijIAp0ecm0wchx0bAZdBoLdDuvWgEMHDzwAs9+tcmAX3DUFWrQAqxoSE0BlB40DGkedn2upbyhz0PUe6ZTvqsZDtwwzMrxtOIGGSoGNCfXhxm4iqW6A4fR9MYcb5m9JOefWXnZsdiLl2NFjRo+D4L/q509K1VyNdNgfeb8fWCUcbjVlQSoK8tT8kyxRWAL+GpAleC8SfgDSdCCFQON+EOaG9m5o6ekSZiAjI8ywZTFQbBVzzg7Av+4us96g9gMfnHhTjBo7vFSZL19qKOFS6bFhpGywBnehmqyuEt7IHlO3qNFc9iO4jwsztFYvRlMt7oShB2BoBvi2rlmcayL6uvMn0FUZdhssSoOo5sIkLwH5WSK8q8gmlk1/CQq1MGYk3DEWVvwFsTtOEGdg4i2w8jcRZpV4BNCLzHd3T4GRl4nDmDKCrqeUx0GrJRkJ8PFS4a3VgAw5pSc7dB3OMXM45yjBPvpqdZ4n9WmKQaehVbgv98yL5XQz1Fb72c9fX9a4XDAtE6mVHnmMEXUHDVLvum6U4KflcMMD0K4l7F8plkktVEiocI2yUbrcxaRwWDdZxuqWuLEEphdCoQqa9oLQO8HnQdCEiXhpSQ3zXLASmAOEI1EaDpv7wOKfPSkjESPvQCVyD0ktof5dCwdlpLcLIN4Kbt+KUk7SHRJ85QIJLC+4ka0SIKFHBiRkB6h8RRpWgJ7LRe1u74ughHtII/hiE7x0D6xfJuxJxVQK9o2DoDhXvN/0J/wTC1uPnHwcSYKhg8Xr9D2io+gywNcr4eMLdC11Tf3s7itUxEG/uzpJJBYoc5NTYq9RnNUSTLyiCVOHND8pn3a5N/j8rSmnFOdyR5Fl+47z2p8HFY/uM+WpPNhZiJyQD5Ia6WYV0rl43dQiNz0MqODAoZPXbbjdi1Ve8JTJQqBbprNVZrkK1uohvBU0fg9yboWAaDEfKPuAIQ/elyAFifeBtwC+A9lfPHTz1MKhrBC4ZfqFusr6jdRQRop3QU4BrMuHBUUV69Tv6tHgwks241gjexzCJFJQEXgHRLwC7U3gf53nWOqLQ5zLCQmHD3+HNekwfJyYDrEjzN65nmxodh0c9xaOYwN7wJHEUx8v10SF+bDMDi++AAYvWPHn+b2OukYR6HrKuO6R9Goa9K9JSFQSLJ7Sh1fGtGfasFannEN+7pq29GoahJ/XyUaT8lR6mUVlfLbxiFLV6kz5NR9QIRv9sL+pxTGqftTKk2W4ZrR4PeLK6uvSsmDYmyq6OmT6l7nob3YRjoRZBnsb6BQPujZiW6cD1q2A2a/DH0vFtLUF+BNIbwK7d8Psr+GoS8wh5hqg1BvufOJCXm39xLXHjb0HOOepkJsbhTv13DzwOQDpdvBTIYHHg9sukoMEQse/IeprCH9eiPLFTngjeOtH2HAY3v4QevX0hIwBDhW41VAkQUoCvPDoqY+zNwmRos7DzjiRb/zuCee3/XWNItD1iAKznXdXHea1Pw7y3qoE4jOLK9adalx2W68mdG0SeIq1lcSE+vDDfVfw84N9iQ4WHiQnfvl6tcSIduF8siGJ9Ydy/uNVXCa43JB0HMhFXhImlq1znXaXC0XojfDLDpBawG+fV1+3bT+4VRIvNdCw1qDhj0ANK/3h+H54YTe8/S7ofeBYGvhJoJbh2y/gqjHiktVAoC+k58Lz0+HvdcJq+8RU0Grg/c/PLXTnkuFjh3DH7qeBQ9FwoClsPwbmLJh0EAD5UQ1u3BiwEJQNUQVguERLdDZtAbc8CD9vhytHCyfD6GDwNoO3WziVZRWfev9ZSxGec60APRxJAi8XlJWeep9LAUWg6xGL49KYsyaRz/4+woJtxyixCaO0WoJpQ5ujreHB16aB71mdIybUh58e6MuMEa2ZM6Ez3lpxC3hrVXx6e3e2pxRQaHHy6I+7+XRDsmLuPhVqFahKgCJUQ7RoOxWhs6fBR4V13TLMZYAMsgWyTijbd8OV8PcXMPljDSMivcEgsWspRISC0wnPvAyyRnjMjrpRPBNzUqF3qHjI2nXw7gJoFu4peHAlHD4Eb74OliKYdGsdXHB9w+xCtTADnZSG5lMVklqCYB0YbEAhXBcAgOZNPaqDvqjzAtCGXT69mo++gSkPQE6GsPZ07Ag+BujYpebt58+GtL2eN2UQkAEFiRDRABYpJm6FC8W47pFMHdKCyf2bMbF3FB0b+6NXg0uGX/cex1GDvfuVZfFnfZ7yeelrOzdi89ND6Nc8BKvDzayVhyhzOPHVqxneNoLXlx9SzN2nwiULF1q9DkmtQjVJBcjwUDb8eZZxRjYZOcuNnFo72ReyfoS3p8L8J6FxuIgEW7cPLGVitNuvMxyxq5F0Elf2gi5txX5qNYy9FvR2ePpBWLRQJMwwIoR61muQb4OrroPh11WmjBwzpFaafenQ4ghSqRtJbYWGIMd7km4+FAlherghDN7NAf0+pGwrUvAlYMs+C/z8oMgkOnhuoFtfyDXD7Pdr3r6gFIKPQfhhiNoJTo0wkZc5YdjVF7DhdYAi0PWIIKOOSX2i8dap8dJq8NVrsLkgJtTI86PaEhnoXW17tUpi1g0d//P5dqWaGDd3S8UkdPzxEix2Ga1GxYQeUcSEGukRHXRO13TJsjEHNDboGCUcASb7IuTKAc+dhd0t34Xsk427QTGuaCvulHOfx/Y3wsPXwztbYOirsGgDXPkMvPR95TYPzRaj4RcerlwmSbBwPjRsAA7PgO6m22DhJvhmCwy/sXLbF96Bvr2FcEddJjGpZ4zBDTiRnWrcgUW425mQm+bBmx0g+xpo6A1BaghQw8pUGLQaUi9xW+0JHEkWIXrRUfDK26ffdmEppAyH4hAwuaDMBi5fmDnrgjS1TlHCrOoRybml3PHVDtJMlSOwwa1CeWd8Z+ZvOUqayUqQQUOBRZi+OzX2p2+L/x7TMn3JXpJzzSTnmqst99NrmPlHPMm5ZqYu2s31XRsxqU9TJYlJmRPyLHDtr7DHBhjBmAvvZcK0LDz1dyAvF4qDwO9fRkbvZ8I3Mjj1qJBw44bjMkTXQlMdsC8J8II1CdCpLdzQt3L9TVfDP8nQuWX1/UwmOJoLGglUMnTuBj36chLPPwl744RvRBOlWlV14ltAp1Q4VISKAsAAJTI8cwRmmaCHF8xrCj80hAnrwWSHAStErssu/rDuRih1QIRPXV/JeUP25F4yaiDlKDxyL/zvLeh9wr22bA/EHgc0ogRqYY7IoBbeBm6/4wI3ug5QBLqeUGC2VxNnL42K0Z0a0CDAgMli5+9EEZtgslQGS+06VsjiuLRqcc9nc76+MSHkm20UWqoHYKUUWDlWINqRZrIyZ00SP8SmEWTUkV9ip1GQN2+N61SRseyywGID4wOIn0wIorCiF2hUMC0F4fbiBMIgDfBPgO7+EHuKQsjpTphaCshIyLiba5Ee16G64uzMnc7tYJsGummgHVe53M8bbhoAP2wBTNCiHfRqJdb9uQ2evg1aNzn5eNn5IKvBqRcGgk/mwsOPVt/G5YI33gdJJfJxX6/MO1dHp4LjxUgVRtxCKJFxvK7DThu8t+1E1Tod0b2RhB0zzAuOuSHuAPjuA/KgRSQcfqnuruM8MuYm2LEbko7CG6/AuljoPxgWL4brxlRu92McnnJckPIn4AC34cwTtFzsKCbuesLiuLQKcdaoJMqcblYfymHOmkSmL97LrmMihrLqLGWvpkEnxT2fKXM3JLNgWyrNQnxq9BA/0dCaVWwj/ngJ2aU2dh0rZOZ/mPu+qDFZqKyGa0R06b1hZyrwD0KgXVTm0yqCuGIIPQjvmWBzCVyTDHEmCN4ErfchPmUZcKAqM6NKzwfrmXmCyzkyzied2O6RYSvYx4N8wq5XdkVkiFDBZE/Ch9QsGPU03PjiyccsLoGb7hUC7VaDpIfgQNi4Cb77QWzjdMInn4LKDZIbunSBISPP+FO8fLi7XEHKH7ESLnwAA078Ed+7DUiFawNh6SDQBQLBgA8gQXLGhW71BePuRyCqCfQfBG++J6ZXVDLc/0DlNgmHwXEE4QhhFY6Mmgbg9oK0vLpp94VGGUHXE4a2DWfNwWwkSeL+gTH8z2NiHtwqlKSc6vNTGgnu6teUKYOa/2ez84EMIfi7jhUSE2o8ycx9IioJAgxa1EhEBht47pq2/+m8Fy2NAuHW/vBDCji9AS1k2KGBHigE71yY0hmKJfgy3bOTH+ThGWF7Pt8/UqgsxlheUaIE0g3wqhoWZUNS51M2Q97hghw37gwV8ltuNHeCU6NBc+PJcbNbU8G/Lfx+J/T3xDZHhsHzE6FHDWkfi0tg/yFRHtAJuOwQt03MQ+fkw1VDYP0GmPq4OFdQEGzYdZaf4+XCO63hITP0y4PMIsAbHUeRSUSFGdGZSwUkGNwAWv4CdjVCnFWgCoWdU+rwAs4v3t7wT0rle5UXuGzw1IzKZU+/AL+vA51ZdGUzXUKcASIbX8jW1h2KQNcDCsx2Xvx1PztSTEwd0pxBrcPoGBnA4rg0xnWPZHNiLg8v2lOxfYfG/jwz6twE8pXr2jN98V4yC60UlNr+dXu3DAVmB1OHtGDasJb/uv0lybd3Q5v18P5uKO80HXcLe5u1GAqKYGUhQnhdYLSAuTHClQqxDBEDS9POcFQGyewxi9gANyTb4K4UGBcMV/tAbhnMSoUvtciFesCNG1/cXka4EnRvq9Gfwo9vySEo1UJpFRPJ33EiFHfwTSdv37gh5ByANRvg5nvApQGNHuZ+CAUmCAmBQQPhnjvg3nugW9dz+TAvA5oaoYsZMq3I2JBwoqrolJXbwrTw9BoICoTjZVRYYl68CjrXMAdxifLBbJFh7NGHKpfNfBFim0DWbnDtA2xioDB2NMS0gaUr4Yar6qzJFwTFxF0PWByXxqak8oBV8TQNMupoFe5L/1lrq4mztxbeHt/5nM8ZE+qDv7eWrGIbJuuZ5+D+OzGX5NzSyzdGesZAiAkV84yqdPDOgakdARvM3wN+xfBuZ2imA/N24FPgA2AlaDYhkmG6wS8IxkeAbTjII2DdFYi5bT/42gUj/4HQWJi9H97ZCIUWJNQi45QGYfYrBimo5vhZtxtKLaByQm+Pl/U738Og+2H299DlupovLzQEDqcAPiD7wlPPwJhr4M7bxfrYvaKyUOvWSkKSM2JZGAyLQCYcica4CAVDIXS1UVH5uWy/sOX284XhTWDalZBYAj3mixqLlwGlDig9YV4tPAoy3KBqiSg07g1z50COBLMWw42PXvh2XmiUEXQ9YGjbcNYeygYkRnduyK5UE/d/s5PsGka2t1/R7Jycs8qLcAxtG06LcF+KrA4OHS/CckKQtY9ejSRJlJRVF+9dxwq5e14sKfliJPBfHNQuasw22J0FRjeYHGAtgn1xImymRIJOQfBoSzCo4YkMKEkByuDN22Fqf+Gxm1EGfdIAFXgSxTDIF9a3hm9N8IUdcEO+Ez62A8kQ0Q6yXMj+3qh2R0CqGvpKyNkyRX1kXF0h6EdVhWiqVGDw1A9+7DfoZoQn3kVogg56nSY6b8JYWLwc7hoHj06uvu6jr+GPVfDgndCrWy1/tpcqm0ux4Y+ZMAKIBcseSGyPMNwWAzbIK4XfroFAo9in6z6Iz4O5m2BCVwg9u4REFxuvvw95BfDydNB5Zu0cLkAFDm/QDYG7AmHxYfj7gGcnr1Md7dJBEeh6wOr4bLYfNQHw255Mlu5MP0mcAwxqhrdpgLdWdU51m8uLcGw7ks+6hFxmjGhN+0b+LNiaWm27UpuLyf2bsikpj/jjJdXWpeRbGNwq9D87qF3UfLFFlBVqGi6CMrHD2kThWgqgDhf/Z5mhpB0QBRNDoGM7SHdAjAEiDJDnD7oThqCvZsGqUvitGZT6iaHCo6UQ1RvSxYNbKrIiFbhgkPj+3ZkyhUckXEckAvJBHVJ5uAd7w1trYd5G+LUAPBUZeOZueNVT7H7dVpHCc6gnvCXPBOOnwf6jkJIJR1OhWbRwDvvwS+jZFh69F3oq5u0zx+LGmyJsaHGoo9C8FALOhrAqAbakAqGAA+ZvgwcGwtVfwdVN4K5m8PCP8PwyMM26ZEwWbjd8+wtc0QWOZ8Kin2Ddz+Ie01V5rIX7wIzB8PpssBfAX63hSCHiPrbBgtfqpv0XEkWg65gCsx2L3UmvpkFsP1qAyWyjuEwECaokCDbqyC21U1rmBgnmrEnCoNP855Fruai2CvflaJ6Z5JwSknJPTpLQMszI3vRC+jUPPUmgAw1a3hnf+fKMi+7gCZs6WAzeerB6QZtIOF4o5qA3pYj1KYXif6QvPNsVWsWCtxP6hcLrMWJIW85+O/KvVniuIdKkMhjlCyo/sW5UALTwQsRuaQAZ569unB8CfcCdIhH+u4zbKaMOqXyA7zgOOSroGgjZWdCmBax2gKSDEVUyfw25XeSpsR8CrRYWr4C9h6FVc3h/LmzfAduWw5UT4O/tgA22Db1ktOK8I/9tRqYMNz5osODlKoSb+kMLH8hIhi1u0GhhUjeY3A8S8mBdMqxPhheHA2ooKoP4bGgXUdeXUyssXQ6TpkOThpB+THQQIyNhxqNi/bs7RcqBGb3gf8Pg9WlieZEJIc6N4f2JcPuIOrqAC4gi0HWMyL+dxNQhzbmydRhrD+VQXOYk0KDly0k9ePA74SbrdMv8tieTqUNanNPINcioY1z3SK7/eDMp+ZYKU/WJHM4xU+55HGDQVMRKa9USX07qcXmKM8CVLeDWAfDdQbA6ATV4GyHhHjEHfX9PsLnAyyY+vgkNoZk3dNPBThesyoGGRphXpYP1UhEsdQES8r1apJurnC9GDdNc8K4fMnbcNMT5qhaXG+zzRO1g/1QJ1QnZvD7/B+YfhJ8nwHUtoNgCrafB8SJIyIR+rcHugKhwMBXBd79Ao3B4b7EwXS99G5p0gu3b4c0P4e+d4rhBftBdMW2fMfKQ46goQ8KMniAkZIjwEvfOO8OhQwhc2wKaBosdWoSASgvuMnhpPeAPw5tBy0unyHZ4KCBDg2BITQHc8NUSGHcdNI+G5zeDxQG3REGfO8FHC6V58Ox4+N8GEfFY8u9+rZcEipNYHTOueyQzRrRmUp+m3Dcwhk6N/QHQqiTunLeD48VlFduWOd1sO5J/qkOdMfO3pNQozAZPNQ61Z3Tk762hSZCRQouzokzlnX2bnlH1rEsWlQq+HQ8HH4AuDaBzM3hjKCxJgoExYNBCp+VgzYfr/OHVNjBlL0wIgS7egA46nJBlYVYg6CXADZ9b4SsrbLCLoa0kwexG0FUFUgNUqNG47WiwoUVCewUniTPArAHw23Vwracf4GeALtGADcylMHMBGAeLuOhiK9z5GAy/FZLywWSGjFwR9oIWnn4F+vcUTR82TOTsVjgzZIcWN01x0ATVCBlidGB2Qps/oMEvsNMCEf6VO3hpYOZIuK4nXBEJP4yDlXeA9tL40Jdvg4F3AhJs2wm+XoATkhLgf++JbbbcDLG3idzxmXnifr16IPyVAqZSeGAYPDO27q7hQqKMoC8Q5c5Z5aPfueuT2ZtuolWEH4EGLSaLnbkbkolLLcCoV5NTWrOH9PajBf85e1glNRdlcLqhV9PAivnwIquT1AIh5BN6RBHso7v05p3dblh1GAY3B90Z/hzcbmgaBLs8WRUO5MHQn6F7OMTeAgF6cJuhqTcUOeDLYxCkgd+ugKUmuC2s+vGaaZDuN8JcM/RUI/9iw/2HA2mGC9Vr3vCGCcL9SQrVMXq6kaQAFbO/KKNLnoV2f3iTViTx4wHACvlmmNIPooIqxTk1TzzfW4fBnw6Y9hG4PdE8Wm+QVeD0AbwhpiUcjoNe9wBBgE2Yvtt3hkfugFGDa+Ezv4yQMCKhQ4MTKb8Mki0QWwidA+H3Y7BgL1zVCG5pVbnTjD6nPqDNIczfQ1uKimpuWdiINap6N+/wRyJc8zeghitU8MWVMPo5RPo5B2CEMi3C0uQNC/+Cr93QsYqxYOsnMPdT2KGCg7EweQTMuowy19WZQFf1Jl4dn8247pGXtNl0/pYU5qxJJN9sJz6zqCKsqlwMF+5II+df7DZtI3zo1yLsnEVyUp+mAKxLyGVfepEI3QHsLhmT2U5koHdFVjNZlpk6pAUDW4Yye1UCGYVWAg3aSyc397APYW0K9I+GjY+c2T4RP4nyO0dvgGgfaBMMn1wpBBpg+UCYshOuCoEQPTzeBN45CJuOw+wT4tdlGT7JAx8H6LNhswqiGgA+uD+WIdyKaoYJ1Ba+eSSBQw1vABs8cqsXREmM2w8p6VCUcAiLykB6QRSmMvhkvDi80wXNn4AAA5R4Epe57RARBHGfQqNQaH03JBwCQyj8+jz0mQiF5anFDeDQwfI4+HgGCmeJjBMZL6AM6ZgJsEK0HsZHweAwWH8MRjc78wP2ex/iMuDq5rDgboj6C5wmGBAOa+pPUPBdG+Dr8mymQHDqL4x6ohNe/k0pdVKhPI4SwBdwgcMJk1+AL2ZWHqd3D2jYBJrcBio9vH0nGC8D7+1y6kygT/Qm3nYk/xJ3PBKj1vmbj2JznTyC/TdxloCZYzvWink5yKhj2rBWmCwO9qUXVRtPJ+aYK96rJNiRYmJIm3A+WJvIpqT8io7FvvSii/P7crlgyWpo2wJyS2DtFiACfM/wp/DDHkxqE0atDl15iJRKgimdxOtNOXDzJki3wo8pkDEGnm4NLY3ioXwiW0vgwQzEbJMDUCG1AbdJgkIV7v+5UI3RIDc4xPP7buaDKwoo9PMFi0SIAe5sBjdkmbF2aY3aaecWB0y/svLwahV0bwLbDiLipo/AhBHw/ZzKbYoLABtY0mH0S8KkiFFMi2alg7UM1MchsjMciRUjaoUzRHLjlrVIOJGLQ5AWRcO+QrhtG9zWBH7Jhzu2QYYZugfBBz1PfzyNG3DBik0UTPDBx8cPnVUCo+PU+xxIgvwi6NdFTNGcZyYmwjclopkEyqCSmP7nbL4w38U3qqa0aQwHD3k2NgAOaNkUDu+Dr34CrR4+ehYOJEK7FjD2ASAJht4Lvobz3vx6RZ3NQZfPvT53TVsGtwplXUJuvaw9XGC2n3NSDrGvRKBBW6M4q4D+McHo1FKNebFByPv0JXtPsfa/kZBVctKyqq1ze97EZxYRGehN16gAukYF0DLMyLqEXLr+bxUxM/5g5HsbSK7BE7zesf8oaHrChGeh4wS4ZiZCFCNgRTQcKD71vmY7HCsi74HfaHbgJ65esxYaeZ4WTjdMXAYf7IT5SZCej8jw74aH4iB0JQQbIKCGzsyr/wB6RCYGf7jZD/nLINQhNlR6G6oFWrglABZ0Qr3zRzod04AXtGwFOUNhRCPo18QgRsYqNVf3hmZVQq0kCZqGIXKgNAXZD7Qn3GQfTYMu7YTzTso+T/ypBEez4bG7QC1DZr5wzJFrp2T1pc+CIgg8DDJIWMRIyBKAPLIRXN0QRoTDtwcAGTZmw7Y0+HAvZP/L7yh7P5COXWUneM23TPzgN+idAr9/Boer5O7enQif/QlRY6D99TDwPlD3hjteAMdpxLwW+LEI8ALJF0ACt4x51IN802QSNIa7bgD/QGhrKeTltCR6lBVWpB2XXfDFT3DXDOg4Cl74GHaVAm2ga/h5bXa95IKOoKvOwwYZdRXzqO+M71xtfrY+UT7Sh7NLylH1WoWndiJdowLwLirD10tDZpGVkjJXhbf2Yz/uwV6DeFflnn5N+XRDcq1MBxSY7ciep61agtOd+te9xwFRxMPpltGqK5/wLhnis0q5+r2N/DD5ivrrQGaxQseBiFzHesAF1lJE96ihSPJ770Z4OhQKrWB3w6LdkOOCmdfCjM2QkE+Iy8G6K9uycLIa+nuOXWCFbw7AzixYMAa+8Dx4cYG3RsQ7f50J76XB8q7wXYZY9msubCz/LF3Q1wkLs2GtDik7CMnPjLSyCN4/iEQJWYFdcXWG7lEu1sSoK6YcO0VLrLJAL42aaxuefOlNo4ADiATbzeDr2dXXjx0g/iY8Bj+Um7YlwA4lDjHFaVWB/YQ4VYVTMDcF7o8FGqLCjYwdMdFqwdbLF92XOlRJdsAfsELDABGA7i1BxEfQxw9yMuDWztA8BDo2AVSQngvppYAZrdtN11g/vry7AVjt0KMFhPqLHtTxXOj7CFgLPed1ef4kmL8Igoww+6laveQjuHkWJy+i4bUYFWuLYLMDCtPhdqNE4x43wXax7RfboHAVHNP+RZNO4/Fyu3CVIPK2qMBZBPN/BTRQqkbUppHhkTGnPP0lywUV6PJ5WIvdVS2fc1Wxrm+UdxpO13k4seMB1YV9XPfIaolB7hsYU7FPj+ggZv4RT04Vb20Ab60Kq6N67rsvNh2tKGpxrp/X4rg0dqSYKs5TPg99OpyeIbWjBjV3uGSmLtrN309dedK6esGkqaB2CpFCFoVozcc8K58HWkNsCIwpAXSg0niSj2hgzNcwsZ+oxVispvNeA50f1MMkOxh1EGaEfXdBYiF0/xZ0erC7ABssSQe7Hv5IBVTwhA4+PYxIg6QXbSEE/gwVw4dRkmcUpQJbKbxvAoQN+pkXnGwaAjeXWPFTVWaTeygQfNvDw4EQ4HH2tTmh8zxIzBNVgoiAgGLo2w76vQwDW4HDLTy7b+0Hx3Lg81fgyuXw6LtwRXvYuhfe/wnKiy91ukxTsJ8176Ug8rHnIxGIEMljqACvg0XIfa0gW4EcQIb+zWFvBvTwhQ0lsOUYkAsvLxLrg/RQaBaOh+QCTiRgZ89wQAVe3qB2wZ40iNsBT74Hw4fAX0sAP0AN0lG47k44lAjDTuOE9h94mYPMxkExLeiCxJOBKh4LhN9LIT8MrtFC2IdAA5AKocjk5vEem7CHRPH1kQ2ktgjg2MhOrN0BKVmAFtReEBEMb94Dh4vh6k4iLOty44IJdIHZzqoDWQDMWZPIwh3HmHtbt/o74vJwus5Ducha7C7mrEkEKoVzaNtwth3JZ2jbcIKMumpWgqqCfv+3cew6VlhxTH9vDUVWJ746DVZHpVk9MtCbt27sRGxKQa1YGsZ1j+T77cdILbDQKMALU6kdi/PEIpNnR6hvPSvSmpsNPRoJr+syGVSBIJWCHARSNkIkzUAgUAJOL1GgoG0zUYv35/1wIANc6fDTMk+yYH/ExJkNVibC9e3EuTqECnNCqDc81gVmxAIyvNAWimR46zBgh0+3I8zqAYjSgiqYHQTt9VDmhnA1UldvWF4gVBYbGBrhsPgBJiCbeFMYPfa1ZEkvma/UTtx2NXcGqAisEoljssGhIkANLicY/eCz6+CRzyDrOGxNENvFhIOfGka/AL7e0CdGGBaG9oRtniajhoZBEPvzef22Lh3eaw8j7GJO2ccbaZcViguBImQikWUv5E7eqPZ6BNrtgOxbYW8u/POHqEyCFUb1ECljh7SDX2Nh3XYoMwIZgAak/SBHQ9lK2FYMV60HdxQ0aQIPD4O4d0RMtewCLxXofOGvr6Fx7cVUf8oBXpH34paMfEozCgu1BO6RmdpS4iWPNWdNiihhig5kEzyy+StKCnXMDpvIVfIufrtmP7rnO9FuPCJVvV64imQUgl4Lf9buYP+i4oIJ9PwtKcRXmfPMKbFx6xfbuL13k3Mqm1iXzN9ylDlrkpjcvymTBzRj4+FchrYNJybUh9Xx2axLyKV3s2yKoh1MX7KXt24UjkSP/7iHdQm5WOwuMgvFyFklQaC3Fr1WTbHVSU6VOW+1BPPu6klMqE+tdmgi/L0qwqjKxdlLI0yajrPUagl45MoWtda2WmHDH+DlEo1zA5oicJaA7A2lvogVxUCoqP5QYIKvH4XOng7ZSzdCUhYMngkuLTTxA5sXJOVBt2Ywosr1Wu2wIRFyMyA7CrLuBF+diIsG6OcHY5aJeGebE3DCTx2gbwMIPwyfFcLB5pDlCbf5zAQz8iBahWuXHTudeO7FEuZN/o69x6+BIphyzMWKZk5wyry7T8fkMGjvgLkb4IORsOtWeHw1bDgOQSoY/y3cNwA+2w6yBeaOg0GtwWkXyaxK7LAyGWgMz3yFEGc/wAVvP3FB/IsuDYYHw89doEwNN2fBFRJsLQKsuGiAja5oghzo79XA5wfh4y1QkgcLboTjk6H389C+IyyoUhz5vhFgs8O0N2DRHOHZ57oV4esQAuSAcw+od8Di3fDJLDF7Y3SI/qTbDct/haU7wb6sVkKyMjEzhb9BAlVRa2719SG8xI7ZouHlIzKLMyVeiYLhjcDP7aTYAfFLryemOJ9cVRDLw3uzsnVXbiptypG7IT6Fij4rDlDXnEPpsuIC/uSqm0W1agmrw81nfx9l/pajF64ZtYq4ycucbhbHpbE5OZ8ZS/fx7qoE8s12pg5pztC24dyzIJbkXDN3ztvBmA83sS4hl8hAb7Ym55FmsqLXSLhlyLc4yCwqO8nU7JJFvu7aZHFcGtuPFjC4VShDWlfG5XaPDsbhhkYBlbEMXprK28RwooeRBxn4/O8jtdrGc+a6iZXzqU6DcObSOBFmQhtCgZoDBdDQDapiGPgAPPcZfP0HBFwNJhO8d4sQ928mwtAYYR6f1hv8X4Qnlolzhc+ER38T69qEQrixUpwBRjcB82R4vAfgDY10MDRcxIQO1sL9AdXbPjkQ8lvAW01RjfFD1cZJaEvA7Qfdd9NrYBormh4GSy6GTC3mMog3w92bIfYY3PkrTFsNq26BP8dCmgkahsLCgx5HrzJhxW/VEPx9RB5kLIj61SCe+eFAGDRsAxOU+OczRyXBdaEw1A+GeUMHCVBBVBOk28NQBdpRDyyGJ7uAoQAogqP58M9xiHodHr6+ujiXo9fBC9PAOgXGfwfD+gnz97CW4t41eoHKBU+9Dyv3g0MPBQYo1IsC3gEmiN4JbcfBnc/A8o1QVARPPw2R7WFAP/j1Z8hIP/ncNRCKF95yINATt6+GdGy4itXQ2gVOiaRSuHEv+P0IxWY1wUWiMMi8ZlfySeOx7DG2hBL45WAg+3IQcff+QJjwm9gxr5a+j4uYCzaCHt25EfO3pFDoKW0Y5K3D6nRRXOaEU/ou128m9YnGoFPzd2IuJovwjJQkiTlrkgCY3L8Zq+OzKTA78NaqKLI6KfJcf5rJSprJWuNc84n0ax5S6w50J86tBxp1WB1usous+Hlp8PfS0LdbIzKLbDQLMbJgWyogNC7UqCO3Bq/2RgHetdrGc0ajgQ4tID0R8i3CP8wGOGwiOwc2eHECvPwDrN2LMD17QUYehARAUSlYbZB0HNJy4bHPYX0poIMis6j96aUR3lMWGyDD9+NhdJua22PQwqs9xN+SXPDbCUY1mAtgUHOEKlbhcDHcehgpy4538214r+5LoTSet6ViZhqt4AwGryMYCqKwuMBPg5hjj4TjFjh4DJYdhKtawf8Gw+hW8PSfsHwH4ILDx2HCHLi5L6KrrvH8SdAuChqGwYBO8OTIepcD4+IgWA2rxLQeybdBMwNqwLvjdnjJAQkB8EJfeGY5hGqFs2F2KWSeHF1RgUoSfg++XtC/iUiys8oKPkPhmZYw8zk4uBeyGsLsO+DtXyDTAQ5faLUfyIY9++FQLCz5AZ6YAO++CS495Njg1s1ixB0WBv9kweZN0LUbGE6Ob9KiZpI0mLk4QKVhuZyPXW4IWYATWgaCoRR2lAIhEk8u/Jw2RUfY79+SKb0miu1UgBsC/UXytOE9RITiUyshrQwu95osF0ygf9uTUSHOQEW1JglYvj+T0Z0bnlMZxbqgfH56aNtwXvx1P20b+HNTz0ju+GoHaSYre9NNvHZ9R7YdyefhK1vwy+50ft2bSZFVFMfILi4jJd+CXi3hcss4Txg6948Jpmt0EJP6RNf6FEDVufUCsx2DToPVbqvw2I7PKsXmklk8RTiUxKXkE59Vit0l1yjOQI1FN+qc7KSKsruU4fHL8gF1PgQWgzUDMQ/tBnxh6UwYO1Ao0uj+0HsqtIoEVT6s34JQ+QgoLoaiV8Q5XvoVXHlAALQO+Pc2uWTI9tQDtsjwQBTcVoP7dZe1YPEVE8hJRmiXhv/hKK7ByEyzG44H8EiYjrFtYVYG3KSHn+0Q4guvdocpS4QTuZcGnhsgDvndTdAhEXp1AoMEP2yF9lEIU7YdAhpC9vtnnlRN4TTIUKFAVe1io4LgHxssBA4WCOevnzfBDW3A/D8wnOa3HuYDeS96ji+L0Kr3foPSEnhlG5T1EE5jbBQlLbPs4txOK+wIEXnj5QCgCNqkw4rXoCGg9eSOL0FYnYryIKQvlG6F1m3AIUOnHvDEI9Cla8V8hxY94ETtkPgwKwK3HW5rDDlF8L9o6OgNAf9Ax6xDPLnlAwq0Rkq1JcgGDYQKJ/V37oXhHcHLc9m/HRCJ0ZQplQto4i4fYZ6IDBzONjNzWfyFakqtExPqw7f39OaZUW2ICfVhRPsGAHRqHFgxF/3B2kQCjTqKrE4Gtwrlk9u68eUdPQgwaLC5ZLx0wsOnfKAyeUAz+rUMPS/ifCLlHudVq1bp1BLJuWbmb0kBwOsMnthVw6/qDbIkbjJPtiLKAHLAxwQGF8T+AXOf8mygg1U7KoeL174EuZmwKcETFK5GPGxLoXODynOs34uYCyyG6xdBx/eg1Fpze0x2aLkcntwBB9tDXlf4qC00qyEDQ/dwwCwenmoJWgiTeS/0qEyBYNAQ6Qqkux/82R7mxon5ZB8n3NUd7G/AcM+U9rs7IfRjyC2D9Ndg6RR4aoxwwBndy/MgkOGz2xRxrjVUErzoC6TDmipTVK81B4MGKIA9CQg/iDJoEnh6cT4RSYJ3x8ONHQEHlDkAtagmwbXwSRa49YA3WLMhJAdengERe6GdA3RucUt3CoUe3eCT76F1M7FM5QZzPriDID8fkg7Bkm+gew+4//6KJlyLN9HokQuCSVarCDbCw0GwsgP09IXEArDZINelBTIIdB7mzVHvQoBw0UhKhV4xleIMMLod2N6Aa09Iunc5csEE+sgJo6vyZ7lagrYNfHnumkvn25gyKIapQ1rgrVMxtG14RSKWn3Zl0KtpEM9d05Ygo45Ag44wj+ez0xO61KGRn9hXq+L15YcuSPKW8qQxL49px9QhLegbE1wRk52QVcTD3++q5mleExqVxP0Dm5/3tp41q8rgo03QqL0QaD0eJxQ1jJoA36+A+yZAqwCgEA5tg2+/A59OotIQGsTwMgjIFd7aoQFwx7tQ4vFiuaEnIIGfNxwogH9ywfcleHRF9cwesgxNfoMjVrC6RK7uoNOk5RrjBDZDdAb5zgbk/1E5hfB+iIxkkZmeKtN9v1gWmyv+N5dFkrSqzN8pQm0tlUYsDHrYkQmdPgR3C4iJgTE9zurTVfg3TGWACiZ7yoG5ZRi7CKxfI7MCMfEfBK0biRJjZ4PbDdMfh50HoVEQhKnAzw5yDlytB1UpwusqBGwBkNcfpq2Fa2+GNz+ANVb4PhF+zobv4mD0zbD1MDz1OoRdDbYwuPcFiE+ET+ZD2/bg7QVdu8LubTC2B6Xxe5iOD2sC1PiWQL4Vfqty732yD5AhVxvGBz0fAAnGtpT5ZgJ8ci88NwHCAsS2y/6BBxeJdOMKggsm0Dd1j6w20+ySwahTcWuvJnx7T+96Z94+lwxiQUYdBp2aOWuSmLksnueuaUtMqJE0k5XtRwsqHL7mbznK4WwR11zm8aLel1HM34m5WO2ucy4teTbtvW9gDDGhPkwb1pJXrmuPRiW+rXUJeWxO/vcKWk63zKwVB893U88erRY69YW5n0MM0AjoCHRpDB8vhAhPfecPn4IQJ2xfDnc8CmUZ8ON8RB3mcvv4UfhnP+QeFXOFzabBDzvhyvZwRXNY8RD0bujZNgDm7IV92bDwCAQthGF/QYkWkOH6BqD/lwpFV0RBl4bwZV+iGE4jhlKK6BR8IdmRnYBGwg3EZkNRGlAIKxLhg7jqh0opEP5onapE2Lhc8NKXQCnghuBo0ClpPGuX68qnLjRg+B7e2g2/HgM5AIkSLF5lFEXY4KlR1ffbegS+2gqjXoMpc8Wy+Vtg+HtQaAG/SFDr4d3lcLQEMlKg1ASvPQKNSuD4PDDEIeKWygATONpD0A74dh0Mvh5e/QCa9Bfl0DqNgBfegdUb4ZVFMPV+KP4D9n8HN98Ak26Bvf+IhD/33Qd7t5ObdpQn8SP28y8JWLYYtSfH9m6TMBQBNAmFdrn7MKt9mdvrfm54NIk3tgVx+1L4JR1uGyksP94z4NoF8PFOSMw979/KRcMFM2bNWplwkney2e5mwbZU0kyWepfXuTypyt+Jebx/cxeCjDoKzHaPx7n0r6bnoW3D+TEujXUJuWw8vAF/by2twn0oKXOy+5iJK15bg0uu2Tls17FCdh0rZMaI1nXymayOz65ISmLQqrCdYXx0Qk4pBWZ7vfoeK2jRHoqAFojwZ80J5vih/SF3nzAxRucJS/ZxP4/ZcBfC89uAMGW7QMqDvBCY8DWYZ8OWl8VxNjeHBm9AjsirTUNf2FQIphxYcxQIhe+uEsVu/40rmoDaSOY9i7DsVIEkM4eFzJDvZo9VB5IMNonEYui5CjF/aBCn/V8eTLZCY8+g+9BDYgC/Kx0e+xk+uEE4/PXsDVGhUOSE27qc42escDKDI6C1Hg4dBWsJHG2A8ORzsvahQIa8/wvIQWwYuoEBw7uJ+wXgjm/hcA4i5tkFu9MhIAhW7YRbsqAkAzF34w/NAuDIQbAdgxkPQ+cS8WQ/ngaWLJCCRTB8hxVQkAjqcEjLgv995WmkBPv2QWkBvPkO2PNg4UJ4eTzINnFfxW2H3n0rLuv1Gx/kxRsm4XD4knRVa+a5oY0FCsvgzyJodAB8rJCf6aRvYT7fbr+FZQ1u5Oanr2fHd1CkhiX/wJECOGKBMo9lJ9AP2tfgjnG5ctoRdFFREU8//TStW7cmKCiI4OBg2rRpw9NPP01hYeFZnchXX3NfQCVRT/NwC4HalJRX0TaRsjOJOWsS/zU0bHV8dkXWL5cMBRYHxwosZBaVseJANseLy8gpOXl0rlXBxCuaMHVI8zpLfTqueyRjOjVEBZiqOPb9Gy439fB79ODjAw/fL8zcdmDqzMp1pnwoLhKvtTqx3gmoLKArAd9jENUdaIvwqLED+aD5C652w2d/ge4maDYbAj6BpRPB9ixYn4ZQI7TxpqKmnlR4ZuJcjk7N7yMcIPUFrmQw/YUlSueAQI8DkBqIQDiBawE/uLERNKxS9SfCB2JN0H01bDTBhiMwYKfwG2oZBn/dCxO7/4fPVeHfsdkR94w3NJDg+FQIDmPQknAWTmqF1RDK0y/nY1VVKZjz5a3wzvWg8uS5jN0I/2wAMoUbflAn6DYUXP7w8s0w63FQ28FhhhTAFSZSyN19PbRsBL4WOLoZxj8A23dAsD+0agcznoG2OnHcozvALoNGB1c0hY7dxe9FBrpUvzlWqlw4fCXQizhrndZNcy1QBq3zDnDfztnkmZ0QLNGgeQ6LOtzENt/OmO0QFgSlFri/N7w2AtbdCc8PgVvaQMLUC/KNXBBqQz9PK9Djx48nMDCQ9evXU1BQQH5+PuvWrSMwMJDx48efVWN9vWu2nbllMQ/d0L9+1RCb1KcpU4c0r2ZmHtc9krYRwhS/6kAWybml1czgVc3i47pHEhNqBITjl1YlEXiKzyDEqKVthC/hvnraNPD795yb55kgo46/k3I5cdysV4sbpiZXsI6NfC+YSf4/88snIsxKDXh7zMt2O/RsBMPbg8UMb74pnqVlwPRH4NG7YO1WSN2AsAWXAnbhCfv6a/DnR5BfKipMHLWKmo6/7IFJX0GZHXJKYOQShBOaDIuuP7s2b76TkFevR2QeM9CShkgSHPHyItxfA9GSeIiWwC2D4IOxoD8MIQdF57cqEohtfWBOhvCUxQ2vLYOceuiAf8kQVp7W1Qkf7BGFV/JTUGXlMuEbHSuuNrC1fzC+EYsq9+kXA49dCa5vYecc6NZc5NBGBVhE9tfnnoL1s+CWwTD9LigshLRs+HYNrMmA9fthzlcQHwvz54sowl8+h16NofA4HFoCrz0Md9wJ0Y3EdHV7G2QegWdfhaWbYNJj4vcSv7faJS3z1vGR25tHdHowgt1Hxe/5ADJ73u7MuyseZ+7fUxiauYof1kxgYv43TLqxGVPmw+4j0DcKUjJgeEvhb/nK1cKxMeoheHYRlwS1oZ+nFeiUlBSeeuopIiIiKpZFRETw1FNPkZqaelaNfe36DkQG1hwn65LhuV/3n3PVqNqkvCTjtGEtK0y2QUYdx4tFLzc+q5SZy+J5ffkh5m9J4dMNycxdn+x5f5Qgo47PJnZncKtQukQF4HDLZHr21Z3g7ZxndhCfVUJ2iY19GcUs2JbKnDVJdToanT2uM14nmIFtrpMCRipIybcyunPD+mneLqc8zhdgwZviv1YLXXpDXjqMbA/XjhHpFUMMsGAO/PIVdO8ltu3qBt1OhK3cCi/PhuRj8NhI0HkDKTC1AazZBYti4bc9cPsSsFnEPgtGwfizz6HuxBcYDVyDL+I31FQlsVqlEYKbC/jBkjJ4OE70QX7fU7n//3bCHevgqoZANpAJyQehVymQAOhh0+GzbpbCmbJ1BDzSESiD/GJ4Zy0ibWsm+Hkzd1FfYCguBrGk5CiUVRlJf7wQJj4McWvgwDrQbwecooM5qAcM7FgZj+TtDSEhMOBKkQOgVTuxDGDEKOjdDU8YA7zxLMx5E0pLYfqzcDQdtuyHP+MgNKwykqFZS4jyg51/VbskH0lisqSjsEgiogxhBgdwS+wN7QRqaFV2iM3hfSnAj7dDn+DlVdA4AvCFzWmwfB+Yq1zq/nTRuiU7a+2Tr1NqQz9PK9BNmjRh1qxZZGdXhghkZ2fz5ptvEhl5diOlmFAfBlfJWHUijfy9LpjX8rnw7vjOBBq0jO/WmOeuacuMEa0B2ROm5DGTesaYMaE+fH1nT7pHBwFUeGxf16UR3tpTf/RdowLq1MQNMKh1GFtmDGXqkBbVsoqVY9CqMOpUGLRiJFpc5mT64r0nbVeveOkdaCa+C457wvokCTCLAao9HfyMEOCCYAv0GwT2YPjgC7Hthx+AW0JkWCiEUhs8+RYEDQF1ApR9BIMawZ7dgAsmLYS/DiJG3TZRG/I/MI4IgpAx4qZqQVKXDFggoAFghIEN4d2BsPpJ2PFK5f4fJsD8RBj7h6cpKpC0EJuHMInrYXCr/9Q0hTNBkuDd/tAxBDDDJ9sR3dxiMNhZob+XYYShdlkYE3wLGHrDrTdBQSE8OBMOHAW9QQQS2Myg3QlPXw0B/tXPU1gEnYfCK++c3AYvL5E5zE8vZmn+/hXmPg1Xh0NyovAYbNEOIptV32/sTaArhoXPw+HqypnjggWl4qfyhMc4OCkYbrs3lhcnfc/9Az/hqT0zORjQFpO3H0hwqAShOip48mrwqfJomToSVk6Hjc+dw2d9IklH4OYpsP+QsJa5XLV48NNTG/p5WiexH374gTfeeINBgwZVnCQ8PJzRo0fz448/nlVjC8x21hw8dbpKX29dnYvSmTCodRi7Xxhe8T5moE9Foo+hbcNZHZ990jVMGRhDsFFXbb3N4eTXvVknHT/UqOOLST3qxUhUWBFaYrW7+OyENJ6WKtnPJMTjJrPwFLG/9YWRj8Gwh2CcHjR22LEceo6AzFRPBi0n5GWKB6EG2L4G8oGPZ8PtN8B9/SHACHnlzmJekH4EsAtnsl8Xw+o8xLC2VBS9LQLhSev/717bp0CFinw6n7S8kw62RkDzSOEb5q06OeNXfDHkaMX1/BmP+LKM8M1IUYraZIdH+kCg8T81TeFMUUmw5S7weRpRXUoC2QxZFsgu4K9iNRxLFwlFZLsYRQcFwI+zwVsPA7vDZ5/C11/D4K7w0LSTz1FcAnsPQG4ivP0C9GsPw0bAtJcgLxt+/Q5GXQ8bFoLBEwNtt8C1LT0OhsGweitEVskx7xsArTtC2j6I3wwtu1WsaqiBnQ0gQi1evxwijE+0lei56mYOFkK7PYfp69zGDykTeXtsHN/vA3Tgo4U3bzz5EoZ3qL2PnP274Kp+kOkvCues2QZooFE0XNMHnnkAoprU4gmrUxv6eVqB/vrrrwkPD+eee+4BRBrLkJAQ+vfvT1BQ0Fk1dnFcGhmFZadcv/1oASDmfi82qmblihl4crhYtYpYbeH+b3dyNM9cbRtJgg4N/Xh3gnClra26z7XBlEExxKXms+tYET56NaU2F40CvLDaHRRYXBUm7yBDzXPs9QqtDoLawbEDEOQZ0a5OhXeehrF3QHEW6BAxSU0RD64GKujpyZsdYgGzC6y+QAjEFkCQGozH4KZPxFTj+o+hTxthZrz3K0gphKX3i3JRtUzvGlw39h2FRRvhmfHQ3AfujoZNx0DSwKHj0CIEbjuEaKs/PHSW4bcK/xGjHn6ZCG8sh4VPQ2K6SBPbeIzwsGy+G65oB39sqBwdj7uqcv/HH4dGBnjlAejeBSadINJRjSF3PzRtBHYb7NwBGlkI9Kevwdfvw5U9oXV7aD0C+g2BJ8dCgFXkSjmeD0+NFLHR+3bAiiVwPAPe+xvWfQMbPobgQOh/e8Upu1YpYGfw9D9lWfwsUMOcmIdpvjeJNY1vJKtElJDMcsMfp5iCXbIJsgrhoWvO8bMG+OEL0FmhgR12/Aa6xqA1iTy4n26GP+eLGG8f31o42cnUhn6e1sRdUlJCSUkJpaWllJaWUlJSws6dOxkxYgSLFp3dTP7QtuHoTwxtOYHtRwuYuyG5Xs1Fnws1xVLPXBbP9qMF5JTYqm0ryxDsoyfQoKvI7FVfzP1BRh1fTOrJjBGt+fWhfkwd0oLoYCMFlurmojPJNlYv+GIf/GyC5h3Fey9veHYOtO0CsyaIvCR6kH3hwbc+xnX4IJQ4hEDbZfAqg5v7gCEZjMmihp4pADGqNkMjvZjbliTYsRfW/A0Fp8mvfI7sKILP0itzosxaCq8vhvX/gE4FX/SAQzdA/O2w5y5RzwMDonuuFUYBhQvEmC6w9RmIDoHbP4BrXgXJDljBbBRxcLt2nXr/bv0h0g++mQ5ZqexxQ88y2F5u0AoJhi07YN3fsDcdFq4Vy9u1FYUocnZA4X746S1o0BSuugWaAe2A7kBaKmxcBhN6wfcfwR/fw5F4yDsEGfHw/fSTmvR9FqwpqHxf4gkuQAMbW11Jv4GbCbzzKdYdFUnxoi2wbHfNl3f/x/DwXLCceix35uzd7Zlyd0ETNexfDt0jwPsoeKeAIRumnL9s37Whn6d9or744os1Li8oKGDo0KFMmDDhjBu7Oj4b24nJpmvgrwNZpOSLZAynqsN8sVAutFB5Ldd3acT6hNyKUWfXqADaN/RnXUIO6xJymb/laIUVoT6Z+6taAQw6NZuT82kZbiQ514yPTk1RmYvu9by2dwUqFeSnwZPd4JaZ0P/mynV3zYYvJ4IRrGYdH19/P06Vhk/fmVxZGashcPctkPermI72dUPgOFi9CBoVwcgOMOZ+UOtg/9+gVotMT+eJew/CvlIR1/xAFLxxBwztDFdVefbIMny6BZJLYM9hRBEvCXr4QGg9K+N92TB9NMz5AtIcEJAFmlIIscOC+XDl4Jr3adEe/I2QVwyLZ7Lz/s+JlWGHG3qVD7c6dDx5vzGThfPXxvlwcD90iYaIKPALEgEGTkT/UnLA0pdg8GgYdj18/CDcfwX4qCAMkIvAUQZaYbopdsKt+8GggtLBok96vEwcS6uCZzpDw3XzuG3RMhxBd3B/4S1gh4Scmi/v9xeg0AyG2gjqKUoROQ8MwO13w6L3oTgRWgGSSUxlNWlfCyeqmdrQz/805AkKCkKW/11sqzK0bTjfbz9GaoEFrVrC4ap5/5R8C31jguuVOP1XTqwYVWC28+LvB5ARoWU3dGtMA38vjheWkWYS87dWu7u6SbweMq57JBa7i1/3ZOByQ6BRzx19G15c0xOrP4fcI/DLW9UFesjtMEtU2jG47aQueB3fDbOgCeBoAnIqNAA+vkfEHfvr4fvjwnQeexdMmwApKfDjN2ApAWM4uMNBe/6sC718YF8hfJgqBLpRMHj7QEoetPA4kP6TCff/BhiEpVWdIR6usd4weyM8NuC8NU/hVDw+Brxt8Ngz4JMDshsGj4T33jv9flEtoOg4pO7gLrUQ5rb/lgZfkqDvWPFXlYfehAU+0KYn/PoltHLBlROgv8cG/e10EX5Y6hYjcI0NjuyElFgYfB/7Sr3BCRZJJLsJ0EIrfzgwVljj+8fDom2foC86RHZ4b4gAyQ3ThtTcTB8fyDLXvO6saaIV4mwHHnsfUhLg90/FusYI8e58RS2d7Mw5G/38T0+N8lius2F1fDapBRYiA71JM1krHItqol0j/3ox93qunCi0i+PSKkpPWh1uMgvL+DEunapRV99tS6XM4eTRYa3q7WdQnso0Jd9CkFFLSr4Fg05Tb9tbI7e/KRx3IiLBbvWESSEyLvlJYsiZAFGfPAM5wFefwvYVcOwYeMkQPQz+/h1cNigzw8ej4Ph+WHME8vLFHGCfXmJEog0/b5dR7IAr/GHJcXjV49vzww64eS50i4a4l8SyLCs0DoCOkfD5GJj+B3yfDGjh8aXQJhhGtDtvzVQ4FQ+Mh6+/gPh8GH8XfF2DB3ZVjhyGPzaKJ/fwYUgStD+XGjWSBJNeEK97Xn3y+u9SYecqCI8Sla9aDoJn+4EKMnyjkVtdR5gGJkcJcQbx02kbIF4/0wgeumsti8pW4f1HAmqHA5dby7CFMCYQnhsBnav062/6EOKzYNrVMHMsWO0Q/F+niFv4g28aZEnwaBf4cD8sOgCLP4KDf0J2CoQ3gb3L4ZvboO9dMPat/3iyM+ds9PO0At2hQwekE9xCCwoKaNiwIQsWLDirRpWPIv/Yl0mayXraXBzfbUuhzO7i0SoxyJcC5Z9Bq3BfXvr9AMVWMTdd1ZhgdrhYsO0YjQIN9X4UDZzSc73eo/cGH2/4cTqotHC1J4WRSg0te0OhCRIPCYexBv7QYxR88AAYDSCrYcxTcN9nkPEPuMvg8Grh0fFuI3jaMyF3PE9kkZI5bwWVr94BW/NgWjQMDxHLbv8ICISdbYSzTo8gWHkE0u3wUQ+wOuD7fxC//kJhgQ8/P34yCmdC7F+i9rj/GdQjSEkQFU8B3n8PRkyCtrXp+nwCem/oM1q8fvBHKDMjr/ycFeFDGJk9hoYWyB5aufmErfBLBiSOhEgDTAiFCaEN4Ps9PFn4LsnqKD7T3YfTDkszIHsx/P1k5f6zb4Eb5sK7q+GvvRCfATtehIwcWLsJHrkRYs7UUHfX9zCtCzhlCIgAhx3sJXDzvdDofchLg/BoeNhHlPxc/zb0vw1COtXKR1cb+inJpxlrnxhMLUkSwcHBGI2n9yrp3r07cXFxNa676dOtFR7bAEFGLYVmx0lZqwD6NQ+hWYiRI3mlPDasFbEpBfXGs/lcGDlnY0VpR8nzV/X6VRIM9zjVrUvIo3GAN92jAwk06i9I+cna5HT3Qp2fKzsJprUUjl/Tf4Ze11Wu27AGbh0qBDrJBXcEQlExhLWEuQeEp/aRbbBjITyyHBaNgWC7KMjR4Bbo+V0tX93JlDrA90dEGwG1N7zdFKa9CuwDjOAzGjbdCU2DICEflsbBmuMQlwE6GdbdBX2aneYkFykX6r67kPd3BfcMhr/Wi2i+1z6FSZPP+ymtLtH/3GGCAb8hIgB0EGyArBGwKR+uWgd2j2n04HBRGl2WwblpCdo54zhubETqUzt562A4P+0BLPBAD5jVfB2af1YR1+tlPv5bS4YNukbBe8tExBluIA9IF6+3fg+9O59hw9MS4MHWEBIJ3cbA1g+Fs+eUJdDtBrHNonvg4Jcik68eGPgbBF77nz6nqvfDf9XPqpx2BN2kSe3HiL12fQde/HU/zUJ8OJJXyqakkyslBRk0RIf4sCkpj01JeQCkm/aQkm/h78Q8ujUJYFKfpheVUJWTnFtare6yTKWpv9zs75ZhxYHKmPH4rBLis8Q+Bp26XoysC8x2FselXdwdpvDmUKCDHe2h5FFYfq0YQQMMHALLYqFpC9j9CziLxZeTfRgSNsCiqRDeCiQ1ZB6Apw/AihbiS8xcCJxfgba7oO+viMQjasBHWOenHfJsoAJkKE2Czt/LwgGoRKrYvudA+HOkeMAqXGR8sQ4sFjh0ADp3q3GTPCz4o0fLf4u9r0p8MXTaDBF6KJERKUM9ARz5RvglB7RuMauDFyBBqMfJq808KNrSh2kBT/BUm7e48Qj8lAkjCv9glXM4n27S8NQzr7JP7sqYPjJutTj+ps0gNwGvPPDSQhMj7M0AVJB5NtWuGreEm56HBs1h64+VD1yf4MptJnwB2ffDdk++8YOjoWc6aP5bYqFyakM/L3hcTEyoD9/e0xsQD/k3lh/kx7j0attISPRvEUL36CC2JeeyL6OEntGBNA0xsi4ht0K0pw278OmPREWrFKx2J946zb+OaAvMduZuSGZvWiGtwn3YmJh3ym1rMmXoNRIxIT4VI+j6YkquyUP9osTQHAp9RMjU/Z7UmePnQpMW0KE/qLXiV+IN+IfB8Ceh1UCYMAe8/GDenbD1DWjdVYSqpAJRz5z3ZieXCMcwGgA9ZSJKYbGvxI5SeFGC0i6IkUeiDGYJwh1iknAHjL8eXrtSEeeLGoMButZcvPt51jGTXXQiiD3cWeM22bJM03SwesELaomXqwQZOGTQSlDigpQymLEfnE7wN8DTTeDRY+B0iCyiVqfoo7Y2ABKoNfCt3zaCH7qS0qguzMkzssgxgeaGJFq6UziUGQ12eN38LDMdz3NbwG8YjxsY6tjLAWN77rN+hlbnpFAOIvbV9kjaymdrvkmkGu98JnH7NjOkxkLzAXCrJ61el+EiFa8EHFsHrQZVbh/eDQKvgryVwls9ZQQ033cGJzq/1GngapBRR+4J8cAA+RYHc9YkMXlAMwa3jmBfRgkNAgw8PbItjyzc7RHo8zOn92+Ul6GsyrRhLYFK8Qa5wqP58R/3sC5BdPnKTft6tYTtFF7s5fSLCaJ/y7B6O0I90UP9omXuMjC2hhCbEDQnsHCKMHXdNAf6TYY934rY6DA/GPu42G/II+L//vcgZ6/IrxkDRHQWP/bSPeDT+bw0WZZhTyZ80Bce9gK8JbKcbvThLhaF5xIZaaWf1ZefXgohP8QCzTLArwWEAk0g1gti/P/tLAoXK9/yD+DkELnMJAcdKhZgoS/+fIgvWlQ85nZjValBB6vN8LJn31VmGJ4Bn4bBe+lwsBQogWtCYWlPYZj5rCns04G1ALzscF2wmJa7oTkszYIf4kuYoLXik7aFq3Qw0G8DXmo7w4vS6KiKQ2WTubPRFwyQsjmY2Zh2N37NP9ZetNYms7bpE6idO3G7JaSPYuCev6HgGGTvJ7jbHQQHnjZ1RyVf3iYsXw8sgS4eU3ZAuKj65gP88ykMe7n6Pu0egZJrIfMh8Ot87l9ELVDnmSWeu6Yt2UU7ic86uZzOpsM5fHvvFRh0aoa2DWdxXBovj2lXx05JQlgb+nuRWVTGtiN5JOc2ZHV8NhkmKwu2iXmHZXszSS2w4nTLdGzsz/70oop55lOJc6+mgXSKDMRbq6r3Jvz6Hgp2xuh0YLQJM7ETIdLBgFUNbYbBiqmQ+LOY53VngdMGmiqBw5M2wOY3oM31ENYGnCaIiwKvFtD9/FSguG89fH4Uwsxl0EMvFFsFPe1OUOtBl88hnYU7nink69CNQCHED4biruAL089fdkOFOiaRErJQARpsNOR5cvBCogwDB7DwmUvFgFIdfbx0jA520dmq4vkICVmGG4/DwTLwlcBXBWGFWRzURKDxgo87iqQ3bX+Bg2ZElj0dzGoPao9mPtcaJBUsLRzGFS038/2R8URJx9FLdnDBKMM7ODTHyCm6leC0TeRGdaKN6jc6+B4m9PHZsHMx6ls+gbj3UG15H0xJsOEl2PQFuF2w7XV4OLHmCy85DrvmQY/JsOYdiP9F5JnfMg86Xy+cNNO3i7ArC6LjXRVnCcSPAm0EdC8GzRk47F0A6kSgq85fxoT6EO7vXaNAH8wqxWSxc9/AGD7dkFwvTKqT+jTFoNOQb7bz2cYjbD9q4u55saTkW9BXiZdKzhPJVlQSpOWbT3KCU0vVvbe9tSo+ua17vRblSxL/BpUm7DKEUJcBgS5Y3EPEgPqpQRsCpdlQnAZBzSv39/KHIa9XvlcbIXoWGM+fZ+2XKYgOg90EYRHiqegng9pLvJb1NJNKGBccztdOPah0kBECeog0wv2XoFOYAizFxDg2IKPD483ChwTgi4FJ5AM+oNawUadjo0ZimFNNez0MyIVcKyQBuOEKL1hZBpbMVJrIZmb2jaLIrWXKLs+IWoIIC2SpoEGV7LWyA77uDDnpsLGkDwPa7mb/XaH4b/8Y19HtpEt9WRPfhWD7foiE0MK93DekHzSbAp1Hiz+A/s9Bj4dh8+vQcZKIuc7aBaok0RmtKSIi7nNY+yLofWH/4srfc/wyeNEopqtSV4vlfgGgygNbEeg9piSNLzSbA7pI0NafkIY6EegT5y+fu6Ytu45tpsjqrLadDNz1dSw/P9i33phUy0eOybmlLP/nOGkmKyn5Fvy9NdXaH2TQUGBx4pbBdMJ1gece8wi0SoJZN3RUxLkukCQI0IGPHbRqyBMPNoyAxpMxQeuC7jdDzC3VxflUx2t8cjrE2sLuAnchIENO2wbCFK9H3ER5MpS5Ieo4PvjzrD0RMlqBww3hNpAP8VyYknj7UsSGi+8oRCaAYPxpj44NHGQqq7iZDjTDiRk9JXIArZw69rnVZEowvjwtJyC5hP5ttcLWYsC/F7jgqB1u34jImmcCGsP9beDpCNCpocgOj8XCV3tENdUZvWDjKugSHYq/HhjwAOoBD5AMsHoSbJnumUJaCu3G1iy4Xv4w5A3x+sGdcOhLkJ2nDlfsMUWIc6fboMPNsPxJWPeVmAl1WeHoX0KczUDj9nDgE4i+BqJHVh6j4SPn/D3UNnUi0CeKbUyoD1/f0ZMp38SRV2qvNtpMLbDwyMLdvH9zl3plUl0dn12R/QvAbHMS4aenc2QAh7JKeHxYS579ZT/FZSeLM4i0jOW4Zcgsqo3kswpnzV+zIXwItOsBA58DJJjTCByeXIR3xkFRMjS5GnR+YpnsFiPVU2HNA8txCK79UbTZ4SmEpAJfHyjxc4FbBTJclSPxVrSeQqkrw/gHmxf4NTJhTOrNcZcfaGGj083k06fgV7jIKMROILGogU30oA8GXuIgGyjDhcxyssljFAARUjK7fbPo6GrCPodeCJjHgvSAGgboRTGLFOAbLYQVyHRsAD4JUGqUhMCFwIvZ0FYLN4bB7xnwVQpEhcBNLWBAODzREW6IqqGxQ5+ABi1g9w+w+QdofS1ozqDITuu7T7/eJwz6VCkecsMX0OIK8AqDXyaAbBXX2a4J9PkACpMh6iowZ4HNBEFt/r0NdUCd/FLLR6FVR4yxKQXklNq5IiaYMZ0aYNCoUHk6S5uS8mosHFFTMYoLxdC24fRrHkKo5xqcbsgqtpGYU0pKvoX31iRWiLNagphQEfvmpVFxdTuRWUrnMYn3ahpU55aBy5Yt80QS/b3r4ehW4YY6LQuiGwhnkvX3wr7ZlWavnXNhphpS1lc7jJPDFGDEyuOwpBcs6gjrr4W82g23yjSD7IKRTaG4H9xmcINvIga/ZFZ0gA6+Ev3xwe52gg1uy+iNW1aDVypIdpYE/c0zbKvVNinUDS+yg4f4m2OUIRwonIxnBd9xlLdJQRQ592ML/Sv2cXjijBqr3EzSwg4jfOoPrjD4MATG+8Ij/jDbH3Jbwmu94TpvN82Gugn2B/pAB3/AAR8eERYdiwxvdIZto+H6GDBo4K2u0DukhkaX5MDGL2HPKoj7ESym8/PhSBJ0ugdajYaRM0T+8nwgJ9Uzv2iFwwvg+zawsC0sDIBtY8B8iioegINFmDBg4d3z0+YaqDdd6XHdI+nXPITNyflkFduwON24PaYXbw0k55Ty7qrD1cS43FQ+bu4WdqWaLphYJ+eWcve8WDYl5WFziaGwUa+ia1QAz49qS8/oQPy9tXRsJB7qLhn8vYWxIirIizUHc9Cq4OXR7Zg6pAW9mwVhsth5d9Vh3l2VUO8qedVlR+i88/gaaNYDkjbChwPh6Bbx485XQyZQuhtKt8OyJsL+p/EGrTckLgZTcsVhCnkaCxZMfAHmVNCCnLgMDt4GjpNj/f8rX2wGjsGfGdBjG3yj1lIqxfBrWQylVawyjx7uBcv78PE/fmRnGCEvEsJTsRmTeV0+QI/E2fz465Jaa5fCeUSW4d5fMM9cyQFyuJ3f6MO3vMI+PiIRHyCWLiwlhkyspGDmD3oylY40wEof1tOCHeThII8YSmnOMsmLqSo3x+xuNmhK6CUVMQkXpVWCPeNL4cbVwAoV+/aoyAc4AP+kAyWwwQYN/4L79kJ8WfX56FPy2QjY/7sQyVcOgl/YefnIKrCXgG8PaHaXGEHnSeBUw7rb4e+7kCkU/hyWIsj+DY6eOumLgyRKsJLLY+e3zVWocy/uqpQnNUs3Waottzrhx50iVrpqoo5x3SP5MS6N5Fwz05fsJTlXzBnWpim8PI75QEYR9/ZvxicbktmfUYjZLp6GxWVOmgQZiAwysCkpj4TsErRqFTtS8vHSVPZ/Eo6XolXB4ZzKa3tzRQL3D4rh9eWHWLbveEX7DTpNvTLnXzIxzzWhM0LD9uDKg9zjkLgdmvaBno/DnmniFxIIGNPAtBo6TYLD82D/x5C+GobPg+J09FoTruagkftCu2aQ8BESkJvXh1Bt8GmbcDb8koyoPuQL5bfSu4Vqns+Fu/zgS09xjMmNdPyUAalOxDXIKlEbFz1IVuJa2LipxS4+4Dh/83C1c7hxo6rSd+/C/aSRThLfEEBArV2Lwhlic/Jsk4289owLWA6U53YvQ0skbdlMGlfSlYYUMR5ftEhINEBiDjZAIp8yinESghYjan6UXdwk2cW9IWkAG3HAFKC8fERiCTiNEpiEO4ZPMhQWI7yjfQEJ8t3wZEu4rfEZXkuXmyFtr3BojKjFPBamo/DPPAiMgYguEOqZXtr8LOz5QLz2i4Cuj4K7VIiy2hOsa0NUtvIFXA2F82X+BggfJdIAe9BzH3qeR8RcXhjqhUAXmO08/uMeNifnY9SpyCg89Xzs9iP5WOyuigQhb93YielL9vL8qLYkZJeck6m4qne5yWJn5rJ4IgMNFaFT248W4HTL1faJDjYwvG0En/19hMGtQhnXPZIMk5XNyfmUOd34emmw2JyYHa6Tzte7mTBtbzuSz7qEXPo1D6Fbk4B6Z+6uLw56tY4sw/tj4dhfImykMbDjNbjyAeg2FTKeALPLk4tVCz4dIX81GOMgsAEYjPBNH2gMPi1BvwLUUX7gE4esBVmtIajPy3DkCYh6GTTnXnj5vq4wIxg4CsfyIdMKsbIMBpkd+vLEsaI+QGogwqwnAx1KwTcQSQ7mATmCj6RfQbKRSD5uZFRI7OAY01nGRuJoSQhreYpgfNlDEiDRg2tIZNM5X4PCWeKlZd5jalC5ADUqYAB61rMOB0bCiSKCh3Dj4A3u4Dra0oowNnEMKGAMDZjHCAKqPO4/scugktCYJXRaO+0lN/9DoiluxrotBNi9+TNWAzaQOkFKFKzxg7vzwRmEELUSeDEGXjobv8PYNyHKBQVpcHhD9WQh58J3HUEuFSFUWh/AG0I00ON1COsIAU2g5SRocQPkxYmfiQ5wg9sLVD6AWwfm5bAjWDgGpQEtfofAawCQZScG7seLqRcsDUedC3Rybil3fLWjosJV+cj0VKxNyGVtQi5Wh4spA2P4YG0iyblmErJLznl0V3WkWC6akYGVdhunW64WHmXUq5g9vjPRIUaCfXQVApaQXQyAn5emRicxlSS+/1KbkyCjjnfGd67XaTMvmZjnqhzZC9M7ix9aeUY/DWAvAGeZiHXu/iEcul/MRfveCW4jfHk19HGBFAOxu4W3t+eHTh9wWH9AnaxCagZSoxhIvQPsGZDzGfQqPL1z2Rnw9EB4wC0qBKYWQbiXTKy2ANTB7JdkXMiokXg629OuCJgXDtvVej6RvMDRlfwCA63DIziEH9mkcRc/Mo+buIovKMQC2DnMMTrxFMt4nPJiwXdwwzm1XeG/s83wDN8Sy3L+4VGupCfRNOH/7N13mFTl+f/x15mZ7X1h6SAIgiJNROwt9hJbokZjjSYaE2PJ1xijKUajyc8YNcWeGEtsqNFYY69YQMSGICC9Lmxh++6U3x9nWVFAkSJizpuLC3bmlOc5O3M+576fuzwo7S553pcWFnz6ucfc4y3jne1Ur+E7Jmt1q7f9xEiBwB2ZpOebE8TibsjLmN+yTFNutn3F/F2TB2PNCFw4uNCcevLL+CDJCSPZqoXRU4WOmBYO6/YFJ5LXEn6ccvDrvcNGFkO251cvfVxm9/NoayadJmeFUnjlo1j8PJVCoe5eH0acZ+ppe4dkEIozYdrhHney4FgaiOUI7wMl3aidHW4TzybI0Po2cy6V6fRrrTmXyfayZKxOltu/4MTXjo0u0Jc+MqkjGvqza2t9kkfenm/8zCoTZtfYvl/ZerHuVrQU9x7cFZ+0oJe3iVxOQ0vaefe97cYTRnW8Nmb8HK/PCAMfSvKyVhLo3mV5Ljl0iFtfnemigwdj0xbATbYm9wXbhTWF4zj233Rvo/K/bPWHMMUDep7O/Kupn8IbtzDmFualWIact9kW1eE9JjWUdJys+dgsTboTXZ+m7hha5qGO1g/IWfeejsUxftw3/H8GyXgdOQkUegcjxOyfE5hVzw39OKSYblKuSyc9ctAFvvHiBKPnX0hZA0HCrd5TocifHapak731sbNfO9S2euhksAHOc6ST7LvOY49YO3ors6O+fuEhL6uR0Srmh4rU21uDe7zlfIdoVWhHfV2rVn+9fSRhpipn+8AQ3e2lh3O0kBWzeSzjoJPO0em+5wyYebtLew13VCbX1ExgaDzbsf05fCm3LeL6DJVbhnVxdklQmWLC7uR/0efN709hwk94M0nqwbBX8zuvctshHHkLBZ9ak37yp7zxV0b+iMHfpGIY5/UKH6L7b8Wu59M5h6Of4uLc0OOVwpA+HPYkpQPJ70LJClHazx5O/UcMHUrBu9QIBTpnNt2/QdYeVOzOR7sz/7cUtmpLXSTeNkE6FsiKHbv2v8gvyEYX6IsOHuzFD1/wWZUvs4KwPuyKzK9t/kRq0voQhxWFsrwg2y0nj1bV0Co3O+79ebV+uu8g594bNu0gDPyaXtngB7eNN72ywV+fmyovK6F/53xzq5vMqW7SoyRXEOhw28+pbjJlUZ1bTh69zuP9KrDJrk9vPYx336QHhuxIQVf6HLnydqM+4Pm+ZGaHDet7anejxemckhmAIrJToWclPqs3251EwR5k96LkVLLepK4p7BN9Uzk7ncm+F698rrUgEFgSNJFbL0eRkeIuVezFZcUWNrFl+xJa0JLDgm6+d/nv/ffk471Xsj3qlHpMjbRHfOQKH+eEVrul4//vu2m9jDVi3djDQDva1qsWiYnpp8RBtnaNYZ/4DV1oicvMQ1/z9HWBKrfJdYzJ7lHsjiDHQfnV5pni9p5pu4waoKlrT7dLmZRO+INcDyaozfBwMwoobqNTPDRcJywjJ1gLcYa87uw8hp0xdQALpoffq0WPhZXC9vpUhPT4a8OWVhOv4oOrQq9Ql840N1PyAe+eFH4fe/6NI26nfjFdutIwmeJ+YcBn3xW+1w/+iHcWMmo4Ne+E3+fyOJ3/Qc4Sik8hXhLmXDcm0EomW2LxBEEn0vGMWNZ+azHxtWOjC3T/ikLfGtmrIwhsVXxanD/N8F5l63lUH1NekO303fu7dexMT7y3wOi+5ZY2tKhrTjl0eM+OjlwB6ppT6ppTFn/crKrjIWK59d27LM/S+hZXPfXhJtc6clVssuvTvxzH879pz4/MXf12QcDQMXywfRgckxBa3fUpSsJGAfFGMoVkGgnmz+HB3/OdM0i18sbJ5GbCG0vlKTRV8/bV602gISFLm5gWjXopVVeZ7bmpDC5nYPsKTSwIyG+zqHuREW//kqARgSHJfSyJv2Fk0N1jptlZT62SKmz4akq/87iLPG1LhT6w/q7H14WMjAWWKZUnX7b56nRRZAvN7nCC0R1rMx9zlXkuc7ewbdlRagXuVoSBKuUbr8nWGqW9qUWO8648UPiUusjfxDXFCoxIZylNxZy1LBTkIGDG5uG/e75KYyW/32Y9TPAv05g/kaopLJ3I0O99/F7rsrDuwMhTmPC38Hu3/IFgYAFzloTfx5hwPXzmyzz1MsM6UVxLa5LiLen/nY+PmWrjrRvC3LDWt8Pv5Lwsgjbmnsi2Y5j1U3r/Pqwc2PVcGp8geEcsE7aMzhSXC9ZxmeqLsNEFGn5+4FYq61s8N6Wyo8b1mjK4W6HT99gwltuEWdXOu+9tOw/o7LZXZ630/sQ51Ub0LvPytKWrdc8XZMfEgpi6lqTSvCx7btnFjS/NwFendeS6sMm654OAPS9m5mPcXMouVzP8rFVv23k0+z7EU4d+XA40N5fsrWTSb8kkCKbvJau2iWBs+waIJcjfhvSHtNZjmsz22G0ZSwNajxF0v3Odp9JJi4USSPuvMnMyuf6QoWuCKhmXS9s3G/lpYf5XFkEzsr0sZnD1ke4sv9G/TdGkDnH/dLATjfrM864rb5iMqT4UtdVaFSP82TuqBbjV4X7jJR+p82u7rFKc9zPbk6owHjkeU2wrCZeocK88l6vwDfluNV9GRrjGg0z4eX07k9YSpMXrM/aA1jDAe2Kn0MjMZIiFadQ2X5OUqjWhx4jwr6M/fm3i1bxyDgc/xv5/pfp9Kl8OF8NTlfT8Bt3LeOtPlHZmxHeYdBMjWshUh+s+sThlny4UFNA/HQpzNnKGUNCHnAKSTTT+VSbrBRr+TmqQoPf7pM6Vmd8tdMUX7CtR9N/1NPE14ysh0CsGSi2tb3XjSx+ttE1+VkwQkIgHaps+jojeZWCX9W6FLl9XveuN2WYubZRMZZy11xZenb7EGzM/Tqx/Z96yzz1WGPQWrlvXNLUpy89y1l4DENh7cFc3vDB901u//TqRV0FuZ979I91G07U9yWTBWKbezY6Xk1VA27ywVGArAtIFzWIlYVGDWPFL9N0l3K+tIdx+Ofs/zdhu1JDJ70y/pWS3P8613UV1irJ71mkKp+jhdxYj4Ty13ns+V2kq7bEdeAB/TDW5MviQ1v7UlZA3gtIJaKCt0fSg1QBFZqq2/JbQYNUV8NYn/cWwTNr6yxP/OhGII0tG0pOmW6xOvsAfvWCyZW60j5i4QnFpGU9pEgZILECe/fUAP1PhZyrA7RY5xUfOs4UrvI9M2OAl0VNLkGFJllQqLp4T9nR+s4ge7c+bv53Icx/y9H7sVbEBJ17Uh/weYSrWv3rTdReOaQsrfs17mr6HhXW13/kru91I7dvktoTCnLc9334mrFfwaeIJSjJshcY+zH6f5gUc0N4CeO5W4Xc8hvQUmerTZRLTxArIFPUWK/1yxZmvUKGS5ZbY6Xv0d9ZeA+St8OgQjwUa29IaWtOfEGd47J0F671IyfJ11d22qNC/osBVR49wzj4DXX/8KNv3CxunLi8Ju3w9ejm5iU/G38dW+LF3WZ4Td+rnnH0GOWefgZ6etMjlj09eZZW0iC+Jrtux8+W0zuXtE6gex7IZPLIrb/+FW7cKywEW1VHYlYpRZBGMQgvprJ5k7fLx8VYUZ0jXkdeVviME3ZeEJkhD6FmXJmWaKkda5FgZa/f5/YVSO+mJIo9pNW+fqRoPG6+P13XJtBKbKxPrS5BDhiDehM5y0nlKsxdqKXvdIvmSypUpc6QRzrDDFxrDMo0ucq8JYcXldgvts7nQCQo1O9SILzzn/wUm+rH9DDRYP/9FTGeNGjSocY9JfuMDRcYJvCNhsZ10EjYl/4s++ghWkQvUU7YBcu2s1F4qHNA02CnJoeENLchu77GRcUaMBaUfizMMKKJXPt3Wl/W8OvofwcnzyOtE49zwQfmvWcx/jM2PDHOT+x3AWS0MOJxl7QWDAhS0rVqc28kMGkIOqa5ztQ0bLbPVgTKz86QXFUgXjgzXs5vCv0HdzTTPkE6QKbxyA0961XwlLOgVKS/Ids4+g7w0dYkJs2tAKr36L/vcmibn3DPRrKpQKNeHu3X5eup2fcu9O6/GGf96U0FOwqJlzboW5yrKjatrTsnPClaK0m5OfnKsKw59x/6dPmEpb7Lrt183Bp1CsISZF/D+6HBNK5FDaZLaObx7KLlvhI3c69IyxXFBVkqmjVjeq5997LnfoGSOdLBMrAnZH6dVpwpoLZil3oSwUGPm9+LpOYLYMEGw5mvA+QIvK1CmWW2mVqqsxSC5yqVNSCMoQi6lcZozMq0FZJY4RDdj4pNRqC4MTXeyYa5sLw15tFfdZ4a9VfitoaZbaJLFfmkPkyx2p/F+bh95Ekr8GCm/84AyMbWWOd7OHvSqbrq6wTl2N/gT4+6kTF1UdvQzeUlKowDvY5ZQPVJodpW/YH9sKUvKNvItwa8MdKwbVjrWTRb4gakeNNihOjtUhVfy6vxUJZmiMC6hLEZVob80cVkRhTHq25jTwHcHhH+/NDoNY5vfMO435CeZfRxLzmXE22FbyOq3yS5nziPhqlIOlo3nlaMZ/ff2fOh2MhmSVXS5RKbucHFp8abXpTKvixUgRbDkTuk4Yiwpo7SGWO4REkUXCIIN6TJYPRvFgl6T0pFXHDl8jXPBG1ra9C7Ls13f8vU6pt/85z1vzam1cFmL6ZUN6ltSplc2qGsOrfjGz4tea2d5v9RXpy9V1dDaca6ZSxq89tFS1Y1fwxKamxJBwMCfUVwWrk0VYMiJVKRCd1jyjdC1XYemSkG6lDcIxuYKsj7v4aqVbGKFtTI5Ps4lTBNLkhv8V1d36mmiZOYKS2O7mKNYjXOkv4Cb+a5Mm60zubZ6qC8Pbe72xiH+Zqh/ZnJIdzcqk6O0rS3MQU1lM7Oz+5vmI1cYbdMiV7NfrrDufK850hKetNQOxviJx/zOC4pcYqRr/dFzxnjLr/3n40spkJSWxv1eUKveFJX2cLHN7ed4P9GkySveUK/egfZ3rWvXeJ7/SyxQr1FMqD7LhMKcEn6I3sZ0/NMWmUoVHjHN372oWXeTHeavDnaElvb86LfVuMJHSsV1kuVacxQbaxfzvd4evyBVwoIsYoEtG5oVtt+3vvsCg//N21Vf/jUw6tccOy0sJJSLzGLe6kXVeB4fwSOjiNVQEAsLfBWh6l6mn0/TBx8f550deL2zYNrhguVL7/nCyOyysNBekB8a583dB4rlsLAbDbn3bjRxZiMJ9HIX8me5dvtXFDpkePc1Ot6ShjZzqpv86akpaz2mW8fOcPnjkx3855cc+teXXf74ZFMW1n3+jqshL+vjS1uQFfqJ5lQ3uXXsjI5znXvvRM9NqXTpI5PW+jwR64kgxrDXwvufbAacFIYOLHfxxUeR0z0MDivNozNym6l+nWe7MfXXLPkvdRPDp/Xl9HmLVOHH99WWsNmFGJmsA8VtK8cxcgwXBJtpE9ZUSLpadaaXpsx3pTNtnzv8787JMra6wIwu2GuKbXMmG55pUhJr9VAsZlwQ1xhvpkclNS0siEnnVwqj3vixnbXJs6OHOo75um/oJS5bvQBLJZCtTUxM4FIHq1Hvj561vc19x3CNblXjTvXu80enC0uZfYSlZpjnTg/obKBdfNOBDveU51zusnX4xX19+Y+PUIupwqjsPDKBcI25lsbfUT3G1MVDzLOlJ3TX3VDfcI2HlHrCdHvb20LL7Om/pqq2s1y7KHG9ueq0Cj/IOWSqZM/PoaKNWKMjFiwC33+LJxvZuRt91r0Q3tpR0p8R40gVh9+j3OEU9qfnwZS1fxfz0+F7ceRlUXst837Dsok8XUrLovA73kymJczcyuR2kim7nlh/QfzbMgKZ3O7iwf9JxwKpGC3Z89Rnvry850+zUQT6yFG9XXDAlp/r2v31IUM6mkysSHl+QiIWyI1/cs13cPeSLzyWqoawScVzk8P2gvNrm82pblKSl9CyQnJ27ucUuVn+/vLxrFjQZFnLiuvmH5dj3G2LCnsOqugoWBKxkSkYyI4ZdmgJ3X3FwkWgRAXbjiOrnEQzybnhN6ciHlYlal1M9Qt8sD9vbxMWN1lOUMDsJNO7Cbq9LOj1gaBnk3jxFImCRz9x+tzg/3QL6pU5VUJClkXSwZ1a7f+Zw65f/jGN07zdHPJLibegyrhgoQOCjMPSi7XGconn06tRbMdxQrdAG+baU7m99bSPj4sqj9bZHN8y1sECy7BEeBdscIfDnWq0X3nAIBXu92N3OVeubDExBXJtpS9yddZFoFaRci/5t2ZNeurqNS8jpsoiN1nhmkWAX3hEWBorrKHeQ39bZH6Mv5AZTnogQS7ZHwjd31Oltelmspj7BT70mvF6OV+1hLhmfxcWyjnKAHHdkU2mmExfrd0z5KYpTtls+Gb+Uxl26cuKcd+elOVsrCuBslHsVBt+P4e9SXYZuz/MwAvC22mej1Mgs9so2odel9FWQ7yW1lkMuIWsYYIFBKV3iHVZKJ59mnjhNLGKMYIeabHO8+UG39c5aFaor/CZ5C4ZK5dq/jL4yrSbXN12t5y0ckGPm08cbdplB9pxQEXHmm/vsrwvlG613M18/QvTXfPM1I6I7PYOkPqU5dm+X5lhPYuN7FMqO+uzl+tT7aL76TXoFRnZp1RTa1JTW8pZew1w9j4D3XLyaP0rCle7T8RGonQvRk5l6KtsF6bF2fEF4lnhDSEX3Y6iZBv2bWLQFe2BNgnmnEvldeE+7+1NXppOu1O6MzlbhjfVxMBVnjamQJmblGqT5TAyMXFHaPWs2sz+UpmV12wLA67vkpab9VHY1SBoJt1DTKCnmAYpD2WSpFMkW8maIR3UEJAljRZneMQhuvizXVY6/vc9Ja1WaA0vRLX3zJMlLleOBerkWbmn725GWOopiz1liafN9LCxJnvCIz70mrhW+VrlSrrIOb6pq+fc+8V/V19TtlIhfIBagjqvOMHUoJOwy8PvKKhXmjuFslvxHL4rx/M6aRD3iozvSDlIqr25RoVa37e5/+dUuRYKJAXqhK6ivNDCbCnQuabQ+/M5dBwzMiw7mG6fUSpgo1J5f6hiAR2rAV13Y4vbyO1P2U5k5YYbzDiRtvcoLqfg4PYmIasmLltn0wXpfMlMXGvmti9nPp/iKxPFvTpGblbm0E+5uo+8fqyjbxhr38FdOzpG9Shd89DC6ZX1jrj2FZc/Ptn4mR+neBTnJnxr21527t/JjgMqvD6jWl52woTZNZY1JyVWDMn+FG2fUQqtoiDbocO7m15Z78aXZrjxxY8QRKlVX3XyB1CyA/F23152JwbfEj6pFxG6bslU/kBm6T4yQ/9CnzPDJd3qnzAlm7zX2KKVLY74wqfPC/6tIEjJCn6kMXOTnPR/pdp2VJ/cTcYna9Y/n1isOb+KTIKmzsRi0ukcf1ZoaLqeeJz4ByTeI2sO7YLapptf2tMiNf7P46scx+/tqlxGGOI6zwgDXeRA5QrtbYhlmrxgxir3LVcsEChXolqd81ztO35mtH21yXeByxXLl4t6i13q6PYV7K83aRljVUp9xlzvcrRtdUfM9gaZK5egvv3dGMEUy7J+JCw63YBCLTqZ7ApxN0gZJmOQQLNs4yxSZKF8T/q795wopk7GNMwhVkemjWTckqrA/VUUZPHNDdwNcp0p3ZHcrRl0Z5iRUYrUWKb1o/peUjXs0kTPw2QKyPRM07+K9ITPPXRMTCK4X34qJWj7nnSm8XP3Wd985QWa0NV9wg6bdfycyvD6jGqXPz5ZczItEQu8PqPKT++duEapVpc+MqkjPSor/rHveqvuRe4dP1cynTZ+5lIj+5SavUIa1bBeJboUhX6e3ERMYvV63UFxbkJlQ6vnplSqbfo46Oe1j5Z+Pfsrf90pH9K+/oz8IbS+J2i9TdBcK1jwY4KH6HwAqaRMVht5KZlUtkxmmkz9KJn0wrU6bXFwncBBAiS9JG3xJ96fUN/GgjJDW941M6+Xv2V+QJB2mGnmplot75vZSbbQ3Igj4WAVEoqF/fYKPWv2SufeV187KhYWLW61wIsdFvPdTsEQR3jaLz37mXPYXE//5xhVFnvfPIFcp/m+EoWSqJOji81XmR70deMoz9vZGAlXqLbqG39vxZ72XYEmzWot1Gp5HlBMYFBzrnRsPiZhmiwXYJ6UmKSMUoUoVmCSzv6gwG362lNMjm18T6sS0iUEXWmLy5ucxfTw2s/LsGxvftrny7kea80WF7Pre3Q9hq2fofdPKTyM7K1ZdDSz9iI5i+wWQWG70ZwkM+cAmbqhMq2fXcY2KaU6QV2c1Cq+GxuaTUKgywuy/fawISu9vjzFKZnOyMuKeW5K5RrlFF908GC7DOjsB7v2c9kRQx21bU9l+Vl27t9JVhCK/4TZtSbMrrFgWbNepXl6l+WFlnRTKKrNybTP8GavNMb6T6VjvT6jyq1jZ67X/O2IL4GcrcgtDA3Qhr+zYATpsBhTJhs5u8oUHdIehBJ2sEsnWmWS/yb9Jpl5a3XamFI58UfIek9e/GVx3TS43xIDvVv9jA/f6c2sAfZZNlFu0Kp/Zo4w7LzWTplGl9SUqbS5ObYVRqs1o9FBOrnUW2jVhAPd35HDPNFCea6wu3840Gg/dayfOcxFTuoYV6MWy0XjBmONM3m1cwgELnaGcE21XlLMEY5XqItGNKpwl+kdAp2R0ebzA+Q2RfrIp929vLN/ONb9ICWtSkPHdvlyDNLdIN18Wyc7yEWtLt50V85O+me2ELZbm63NwzgZVZKq1FiGuBY9ddJLzKNazPSkZmf5sYnpgSSHM7+UWXma6oP2X03Gb7t+sobDJkHDE1RdGVYRS8Tak4jfY15f2p4gQzoROvQzuS1k3iP52Q+VmaAyrLkWY1nwow0/h0/xlcuD/ix26d/Jy9NXrjqUFQ80taXtMqDzGuUU968o9OdjtukQ8/9OWqS2Kenqp6d9wuE0rGeJHTYv9/bcWq/PqBILwrXpDytX/cQbC/jmsG723qqbCx96V048rrI+FN8Vj1uQHXfQ0O4emjjPzKWNXvtoqSuPGhG5vDcFYtn0fkxm7m7t355CglrJPoEgvr8ga0fSu8qksgV5reEjcIpMolSQPVMQ2+xzTvDZZAVhkM85L/Lysh6ePHiqg1/oJ5aTlC7Ocl3TGRbW9DQ+/1h9ZDkmq9jF2Z3lZC9/Fo/bTbkX292iF3ldhSzztdLetPDf3neEIW71nmYxL5rnRU+CjLs7xnKVx5zrHmEt5zaVmo12nnlu0UPnVY5/sqnCyOQEUsZ6QZY2SXElSju2a7TMd2xhocVO8Su72FurFu95UbWljvMr5e1rq5sif7K9Qg0mmO95s9W1P4h8z51uM857fm5r3Y1wvskWm2yuu/3YcAu8ptBCFUZmXgxzgwwQNi9OYZ4wYKyf0FPygcAtZrc/9PzIORrS7PAC782Nhw+aA1DMoM1P15TKMaLTJL/MfvpLuQ5JSQkJj7tBBkvMla/At5z/iQe1F/3LZobazLDVe1gKv0m3v8g0nRk6iJLlgrxdCKpkUi9LlhNLC7+TNaSViOfd+pnjK3SSeFCiwRFintVqvOwNXAJ3RTYpgd62b9kqBXr5+u/mnfNXK3LTK+v94oF31DS2mbWkQUsqtBOufvrDjojreCwsDr+cPbesQOg+Jyw6sjpxXv7+Q28vtKS+zbKmlN5l4Vh6lOQqzUuYurheW5qG1pSH3p6vJZmWm/jY8t8ka1r/L5K/q0zxZgKzZLKKBfFDiN0uk5kglXlcLHOCWH5rWBJUf3JGiMXvEsRWDqRaW66fRWvRaKdMvsvSWGexZMY5vX5jr7J79I/N1BZc6hj/dIYecj4lZGFZlALUW6rRNbY3yA5O8JDF6hzlNm3+4P/Z01zVPjLbHMWyxaSlxdodbxPN0N6pQLj4t1S2QMUKQvtpeupusC1NMkWWtAINcnTSSYVSOQYr9xs/9F+XKRbamE+5xFN+215KJZSdF9zlHoskVhGctqnwW98AtZrF26/pcD0NNEu5fP/2hg/MFV7jlFFOs5kfYVF7Em8ehomZIC6mTUof+5ujWEYpYp5znG/7h8Md7sjkKe6rHO6AxqXSOeX0DZid1n1BzCPDZ/p+1o2KsGQVdb7XN5Xm+KvfesjNdnOAWe3xD+HCC/0Nt40DwKvud6PjxdBFsf1cZG8/7fgcdhDLpexHZG6XSb8hyK6SydtBUHQBtXsK0s93PDCnO+0lnnWnIPh8oyjP4ZYqa6/z/XvZsfvW56X4TDYpgT5xp35gzPi5q2yocc/4uZrb0rqX5n2iU9TyoLAV14CXs2I6VFt7SkFZfrY9BlVoakt7dVrlJ7Yvzo1Z1pxWmBOXm4hZ0vBJF1zvsjxNbWFI/pzqJnsOqnDlUSNc//x0kxbWd2zXkgzP25xM23NQRVRNbBMjqJjAsu6C+BzJnNclEvNlgnpp10rFCsKA7kx/ibx3BbH1Xxvxxp054e24fye/Q1+e7burnQpeVh/QGJBW5Vd+qMZ0+a401yWaxI13tOOd7F5LLNUiLu4sT3vFUXbQR4s2R+qvSauz3OcwA9yn2gRL0eIH/uJmYVOR3A5xzAgtOFol7eAMv/cD+6zC0uiqi/P9yMMe9RdXeckzDmsPDNtSnhIZr7tMrlCW6nCgYz3uX5JCx3wxeqh2smw5urjJwk163brExyHS59rTufYEW+qpRL5aTciYYIoGrbLkatOD4D/oKssAw4zWhs52NdtHEhrdbbQ99LJEaGB8byG31CDeIkhUk0koPXyArvmtvqM2LEGN32/AvPSb/J9xrtQsfKwrwlseVyL8FC3P5JrpFSPsLxDoY7BAlmxJzZb5r595yaW+5yH9wrYeHxMElL8m03iQIPW4dOZKcRdoKz6H5hrx9ESybpaVc8oXGndLplp9QJC+X7NddDJGtjWr07EubFICvbwMaFNbuj0S+pO0JNMdbSvve3OO3x021LXPT/PevFqNbemVtl8VbWkGdivSv0tRR5/jFVnWHB6nviWlvj2/eWCXAovqWmxWnu+decvMqW6yy4DOtt2s1O4Du/jpvRMtrQ8r+nQrydWjJLQDhvQsUZaf5cSd+kXu7U2MIF4uVXCZTPL/ZGKlxLtpcpVW16FFft79coIvHrm9phy/Ocf148wF3NTG4U0P+7Cgj+ygwYOt33NY4mY7xaZbKMc1nraXVvMVGuRab2pyrGNN012JjMkSTnC/6RrkavJfz/ihuDbc7HUH62F5tbFpZnaM4XyHqtfsCKOd5s+WWmawnib40LUe0Fu5LW1uqo80aDTCENWq/dbvzDLLZS51pONAtSpZMvYVLoNOExa3nKpBnnz9jHaNswTCiqvlQku62WIpyU3akl4dW+npAefay4Xtr2wtbZo2C2QHL2hVSmayFlsZFzRgH4UZftm2o97JzZzWEHdCDb8t5acV/KQTYxv5ZbeYePEjTnGSRtRIyRJmxZfraw8HbZD5LDTTPa60o/B3NxPZchQqkaUFTbK0iuFhv/OuB1T6QAE2x5nedZcR5khJW+ZB37GDn9jez8RWkLIgCAQ5x0q1Pi6V6KvO7jLBi2J5AxRn0oLgiz3MpTNTVGWoDmiIsaVXLDVQd2tfyGpN2aQEejmn795fXlbcHa/OtLRx1UEk82qanfGvN9dYmFekqr7FQxPny47R+hm7dynM0rkw1+SFddKYsbTBD3bbXHNr0kdLGh0yoqdfPPCO12dUdwRc7LtVF7897NNt0CI2ReLZPyX7p6DVOPV+KguB3rKDvTb4+YOAv/bgb/MzWlOlbk7+yI+z/59TEzdbJFepZi8b7m7fcqnvqDDT3j7Qw0xXasEEp9nGW07wfWNMN9YO+nnefG1ahPZUoee96zE/86gXnOc7xprrHE871QB3Guthb9nBIG+b5jlX6uEID3reg+51kL2M94pFKjWaaW+HmW6x7znOFj4u7JzS5q/O9aY/mYYPhO7O/3rIYY4x0EjFylFlqVDESxH6nb5+aVkZGUe720JdsK1wXXm+qZ7AZK0GoQzlBAvJPOWQYC+vNfRxSVM5bfHwAgYfF7IZkcfkgYRX7jh16l3ptxotEAiv6RwzbaOz45zhd/62XuZSo9L3DLajb8oVeFNGqU66KXK4HznG/7Vvt9CPde+ohjvfBzLCpImYfP92mJSU7sLs8CxZXnahfvbT1Yj27l8hscRxYonjVNlR4MWwfokzv7A4E/ouWtA7E3pvINvK9Tk2BJtEFPenCS3pgXqWfbbrcE3EOT9r5UswaWG9SQuWfaY4w+L6NpPaxRnqmlP+/tJHnnhvoZenLXHk9WM1tR9kedOMsoKNWY4nYkORZbgWnc1Fjv8KfPGqdmtNkCZBfny+QFpzwON2E/O4IemEsnRPFZlmVTq719Gu9Au06C1uO32kpJ1kW1upcLlvutyRdjVEQjaW+ImDHGCkvzrHZrp71TxvWGCRVnkKbWtrr5ilTqBCiXv8WlzYZvVRzzvUN3WytT2dboL3keU0p3UM/3mPuF03Wf5klB+I20+uPAH+7Gw3CYy3q9/5g3KdJIQJX92RpUjC1+87tYvrjDHBS94RStQgoR05B0vlmy4MtgvIvE0w0380W5yNnARB2ptlJPvz69XkMn/f6bY1TBNu95Qpaoy2gxhuda3/uNtVfuEGl3rPm5Jr2YI0LaVZvZSkw50todhhLnKvGR3iDCW62sHRutlcoXwV6CZHUo59/E6t6VqF5eRjGOpbDnCrRi94QcJ98twu8J8VmrIkfFMNmp0mz0/WavwcIT8gN6A4IKO7Tp5Zy2N9MTZJC3o5edkrDz/wcT+CT9O/c76GtrRMOmP3QRVenrqkYy27IDumoTWtZ2mu8vws82qbVbWvLxdkx2Uy6dU2x4gFHwtwKsPi+la5iUBVQ5u6plqdC7Ik4jH7bt3NiTv1XcdZR3wVCWTro1JvScGX/LV6uzzu2221doxPFATM1M2U4HsK7O/7mf2NC1oIXhe0J1DlqdFqmd296FTd3GmG8wwxyS/ADvoZqLft9PMn9+msRL1m27vQXoa4yon21c8QFQ4y0EhXGGWw+50kEPiW3b3mn05ziQkmuNFjKLDUB7opMsowo1dYn+6ml87i0lKm6WoL3Z3uh051mE4W6yRM5LrWT20h1lF0sZcdHdmenvR1Yx/9jTVTWHe7xSUO8pqJHnO0jHc0ehHTCT7EJaR66hPrpjjeIJZpdH+nPAPWYNXsMEeYarJ/uM//s42HvepW17rMz13iHIstlIcr/dI3Ha2HHs52hfgK1urnUa6bRzSIifmrC21mF0f4ccf7f/MDWXK0WuYtz7jGFJM86HVXGuBAL/qjzob6gZmut4NGC+Vitmft7moTnSmNlGYFaPbBCuf+hTI/W6fv5PvBzzQJl1ZiyHX0Wh/ri7JJC/RlRwx13pi3LaxttmW3Iq9MW/KJ+tmfZvqSRj1Lc82ra1FZ16J3eX6HQCfTYSGSd+bWmlfTLGeFKiSFOQmL6lr0Lsszp7qpQ5BL8hJqm5KO276Ppz9YbH5tc0eq1ZzqZhNm12hLh808LjhgyyhK+3+AL1ucYVgOH+aUaHGrmFIjbGab9qCp4wLGphPo4zAtDo59x1ATZfCazp6xq6Ve8W+/M9gT+ijXKulb7lQi11t+b6g+qtWbYoEeysXFDNVF0hJ9TfL/HGw3W+izQmrVVJV62dqE9pSqclWa1HrWU7ZawbUNc/2fQMo8hzjDn0GWOpfhGryIjCzjLROT6IhJ39sVir6EQJ2NwW/s5ww7OslNeuhioCx3mitcmZ+HLbBATvoULQYpzXT3kbh4vNQXcd7E9DbOMuPco1XS7W52ojMc4hhDhN0Bh9lVXMaHxnnOR451tu5WXcGkSqUynVcK2ouJSUl5wUOme1+TekVKZWQ873bZcm1nPy0aPOEyr7tKqbRaA/1GnRxhOeRGYaGfckPs6S9guGu8pbMFftNR8XOis/RzgkJbicvXZoFmHyi05xcKKJzkcvX+LAvzxHT2hFz7rPkFXkc2aYFeTmNrm2enVK7yveWRictZWNtsWM9ivcvyLa5rFg9Cq7clmTa76uMCAS3JjOLchJK8LHOqmxCmc23fr8zrM6rt3L+T7++6uUseneSwbXo5e59Bxoyf48hRvZUXZJteWd/x8LD3Vl2iKO2IDUpz5iatwQ+0ZLLFg1GazVTkd06PfddJscdVe0lKvYUmahN+L0ZrcaOLzJPnPofYzL1ut5fvGuA0I/VSYoS+oLNitf4hR5Y2b0trNNOuElIORr4jpfxDvP1Gepwb2793obP6INu63Rj/cJcr/LJj3HPc513PqMVO/uPbcswXt5W0lJjF0l6SK5BUgXJJC9rH38v2X94F3ghs7ReWqJUn29+9jUMwWBdvWKwKTc6NVbpMr7VerNzKAF31tMgcY33c27xUqdF2N8U7zvQbo+zoENsYbu8Ocf6+/aS0+pHfutc1alV6x4sGGuUWbwgE2rR618s66erHRtjD8f7qCUXtqXiBwHWmiokp18OlhnnSlVLCBpvzPayXf9nFaRZ6DwkJSXv5o152B487y+v+qruPgweX+LMaf9bVCfo63zRD5MrIkq2Lm+Q5WvA5SyMZGe/6vd5Ct3p2Jq0q2Fde5gRlwWfnT68vNmmB/vVD75kwu+Yzt/n0MnIqwwcL6jqaYywnwMjeZXqV5Xtm8iLzapr17RRGZWfFwujuhcuaO7prVTe2uvnlj0yvbPCXZ6e65eTRn7CQ+1cUeuCMndfDLCMiPp+MyVIZ4loljJWNKidb6G8C49tbYhQpd7wa4wQymk2RQb4mvc3RVbViuzvBCe5odyT384gXdXaUgw3Uy4vutLez1IvLl1Ir/I7VGqPIAcqdDE62u797Ca1udoZ3vAlecJ1xHjHco8Y710du77B6UjhViwakbevM9n3yNIsL3dzVwsZF4TrkJn37+lyG6+0Z9bbURR9HeUgbmlWZIVeDZktc42aXOL8jj/qLMtgWFnjHXcYYYPOO1w+0p9e84LtOdIS9XOJP5piloN08X2COFzwphjfs1u76DX+PHxrvELkO8iPjPGuqtyVQrlCJTpaYISFjmpds7QCv+ZuB9lKuh0P9zr98V406GeH69f3O8Yrr1ZkiI6kQ0z2gv/1AW3s0dYM85Zo6+gUGAp0dYaodkdGMPK3qnCjlXUWuQOgar/WkKrcrc7Q6z1jqH+ptrtUyleiGzYPlNfhWXbN+Q7BJf8IHdy/x8rSVC5d8Hm3pld3gGTw7pdKegyrMq2m256AKja2p9u0/tsQ/XBTmMk9aUOcHu24uKx6L2kVGbHRyXCEtg94yzkXYPqHWeDF5tnaHhK3lGoTwxjfF0Rp9pM5E+3jNmSZLqVLlAzk20yLHY97yQLqHG2NvON0MsxUbZpQH1crT2bEOtsiF0goVrZCec5NTPOBe1ar8xR1ucbyRFukpaaEFJumpUasC4c1vC8QU21eVOlNc6khFOBsz8KxQmKuEoVJfzwKgn+Rp56tWr0S+ri4UPpZMk5TdLjclGnXzqg/tYsu1Pk8gcKyjOn5u1uwFLyjAWC/Yxna2t4uJqjrS2brp5RsOsdQ8H3iz/f4YiLVHALVpdZ+rOgykNH7tP2otdqHddFIsITSSYpjuWQPtrbPNBOoMNdpJnnS9A8z1qgUmKhAKbz3ec7+33SJfUkxGXzRq6ggig64y8g3QokCWZYrsr8A22jLXaUtdrTqRVOcf5lkmg2zU+Ld8I2W0KlAshqS4uJRstGYo/pICxNhEBbqqodWY8XMcPbq38bOqPteK/jyyAjoV5dhtYIXSvCxbdC0ik9HcltaWSpteWd9R5GS5tA/tUeT0PT6/ZWZExJdBLIgp8CeQcoJs9XLM0ckU2XopbLc2OrYXt5X7bLXCa0m1khY6XrNCE23t33bOTPGozpKSOmt0jMC+Kpykh7Nd7OducrjviLvbEo/q3m5BBwIzPWC0o7zmJXt70z2Gq/Nme6XpsARuk9AtmaXA7j4QiCs22Ci7aDZJXJhKdZjwBvqRsOll8WpKiX7deNtHihXYWrEXfCR0/Gb5tgPd4xU76WuzsLXaeiNXrtEGm2qK69xu+1W0IA0ErvcQ+K7RJnvTSc5zpz/IEXeH2X5qd/WWqFfrJJcZak+VZhvpQF2Ue8u/5CjSx3DH+jvoZqjvul83wxQocaLb/d3ByvQy19MrOKXbtGqT42PjKcvHLaELBDrbx1RnarDAUP9VZIhFvqGioUZOmsqi1wTBMgmBNhkUqnCq3v6fJu/LN9yo9tDKBa5VZ4lOwemyv8QSs5ukQI8ZP8flj0+2tKHVjMr6z98BOfFATlZcRWG2yvpmy5rTEgHJDG0ZtuperDQvy40vzbBZeb5ZVWFJzx4luWqbkroW5YjHArsM6Kx7aW5UXCTiK0tcJ3GdZNtM0SpurqsjoURCie/gO4bjRAKOb93JDlkzDYzV6KbJDYr11eT33nKtYTobbzvMdamujvOCNw0SVv2b4iPkmmeZE81yDbLkSGqTLa0rEkr1cqocPfzD3/zKuU52jKfFlUspxjxxh/ue8/3ta1mUZFUsVG1PF4orkZJyoC095nW0WKgraow10Xed3FErfU3Y346aNXnOW6sNmNrWjrJkGb4GdacTYrJk+Z6LHONsCQm3+Z0ZptlKL5vpZY73/cuVtrG7X3m0fc/bVzpWIDDExwV+Ouvv/Pao7KRWDzjCbI/azCgxgc62Ntj3PGSEhNDCLkMvOfr7lzrvSsn1qv0MzJAX0FBAfWu2zsHzkmbroat4R4ZzSIERnxhTD19+oww2UYFeHnB1/5uzVa+ifOeKDOtRZFlLyp+OGmHkZmWOuPZl05c0Ks5NWNacVJafZWDXIs9Nqeyo6T2rqlFRTlxdS6ojyntRXVgJbFplve6lX9Xu5RER65+DsnbXM5igVItkOtvJwfaqgoyfede3zbaZehksNsMw3/S+qbYx2Jse9KC/OsyPBfJ1UiWBNi2KVCjULKNORpkt/R5M9qYWrZ50q1y8jgqlsvR1kBs34lX4cmnRplyhmK5SClDjMa8IV3qTXvC20G6MqTBISmqNU59qVWvS9JnbXOnmNR7rzV6S1CZPvvz2IMEueivR2VJzLTbXRO+pcYeuennc53ccXBUJ2Y7yiCnuNc8LZvqHKs+0u6VDYe5hebxcs1rnKneTNmF1yVzIhEZZfs5NYnJk22KtxvJlsUkKdHlBttN27++qpz783G3fW1BnSI8iT7y/UEl+lumVoYMtncno2ynfzKWNdti8k29s2cXeg7u6543ZJi2o887cqlUeb8LsGhNm13hzVrU/HzMysqIjvvbsHfud32cedXjmQ5trsb2lnlOii6RnlPuZMgNUWSBue5OVaLOVJz0iIVupi2WLW+JlJeZoVSytWaXFwsCwBjMM9LDe9veuW2wpzBSKyXGkn3rYZYasJq3n60ibpHJnaTRHeIvOR7VCWeoVo6dwZT4PKQ8Yp7M9zfW4AgWfe/z7PSMltd7ql2e1/1mRo52rn37+6Agx4fJEIU5sj49YFTONM984FfpJqvOMy4z2QzM9a7D9zfJb2bb0vidAJ6HF3GhOR4hcXPiZSqLW7TKG6OlkLZlzZVteXO1gRU5YL3Pf0GySAr2cK749zJl3T/zMbdIZ3plX5515dW5+8aOOoIX6lpQDh5Y7ZnSfDot8zPg5mttSXp625HPP/fK0pc68c4K/HBuJdMTXm9lq/d7+LjFSF20uDrp73CLnicnYDM2WKhLT5mFvmy+uRkoSrWoMxJuYLNsFerjFXItpj9KFLIECT/q1JKYKb77barGvE/U12JZfwFW/qfNHD2ts7+Udxq7PVaiTp/3Jj9zpTQuEoVI5WIJGNWqc7de+bR/b2lbn1azRf2SG3YzQotlizRaZp6ueG6TZyEgH+6F/uM9FmsxXgvv8ypF+spK1X2WOq4yWaJ9VXBjkOMvpipB0rzY0mqm1/X1CazkjLMFZjMIM7yAZhBZzhQsMU6NLsLvG9A2KHCcR23W9z3VDsUkL9DdHhG3R/m/M23qV50vEmLKoYbXbfzrl6rF3F9i6R7HplfVe/LDSwmUtn3vOnqW5uhbnmjC7xivTl0ZtIiO+9myuzDeDHb1qjvODIY60g7Ocrl4CU+XLkZYtI+kj53nZi7b1ugah1ZSD97BQpTydXSZuCykjhTfhpDZ3+JZZ6nT1ccBPM970pANXqDr1v8BIfYWzD1dVyxV5wbWG2NwTzjfKcWZZLAyvq3O+73rQU5ZZ6JsORiAmZWvbeNozfuCnihW6xqUGGqpAgwDH2N97nvQLf3HsCtf4Muca62n3GKug3WW9JqSlveUljer00NcSi/3Kz+VarNDyDuD1TtHDt/3UMvMc4DxVZrnPyXKUSqmR8nFnq3CfsLRrsv31EqHlnBKGGpbJldQsy0kSwbGq7atMGOk/U9oWFio2Uk7shnX4rWwcNmmBJhTp5UINR1//itdn1qzRvvUtKa/PqPb6jOrVbpOIhUEC/Trn22PLrk5vF+Nbx85EJipAEvE/wV0O/8TPdW5b7baHIanR93W3s2X+JGZOe23uZVotkdKMvkJrpwta1CnDawpNU2x/86Vwj/P/5wR6P9vIGLPK9zorMtNDfuy3/uY6pP3BFX7oGE+4QUK8Pc0o7S2zdTJSRhqN9rWHPnI1adCGeWYrVG66aRaZr0xnf3CGe/1TStoCswywtXGe8arHBZIqTfcNx6lTrYcBtrV3x9hOtJu3vNIh6cPsaZHFOgud8VlCy7fGYv9xvgDP+bPs9vSs/HZHdSt2dawiPb3tCsn2fbPFZcQ1a20v7Uk/31Lpfj3sbmuXSSi2uePNc7sYRrpd8Vd8nfmz2OQF+tNcd/x2rn9+mjtem7na2tlrSl5WzCs/32uVLuxz9hm4TseOiPg6k5DvrxY41f9Jela5KQbgLU3myBWXY6Za9cLEoWnYDO/opEnKNHFlUjIatWqWLQrMXJG/+pWt9PZj5yBwnXtQIktCWlqbLKGtmdRThYSUzsossEyhuAIps02WxvWucYtrjLC9WlPkSEnjLtfY0b4udaJmjQqFa8njPKIN3fR1hxkgJalOjeV3ytBF/ZyhwhX0NqFnJCH0qrS1/z+LjtzpRmm52NwujvAv413VLszh9ieYpVBP77ndFHcp1s1urhZzq4T8Djf9zm7jMx4gNyW+dgJdXpDtFwcNdvToPs65e4Kpi+p8TqD3amlqSzv0ry/75/dG61+x5q6eiIgICuS7y7XgKEe53yPSMgqk5ar1WnuOaZvlwT5ZmpFloYXSSoVuzkicV82PnOxOdxnrLeEV7KxNPmqMc5/tfVOgRrPpErL90pkOdLBHPCwhkCsjT54GLWLS8uTJt4V5xums0HA7+Zkj5csVF7qXYxJ6G+wIP9VzBcv0XCOlva8PSnQTtNfMLhFaum3obpBmszRqVqhUXIFmNQqVGeZwRUr0MdLW7d6abZ0t0CouYXNHKBR6Soc43hDHf2nXeWPytRPo5fSvKPSfM3cDD0+c56y7J65V19g51U0ufWSSW07+cvp/RkR8HbnXvRZZpJctBO2lGefLKJXvIhfb3T7OMEpMRka2PI1OcJIDXLKRR/7V5n2vy9YgKSEtjrhsKYGkmEpBu3XaqtUE7xqgSWfFCttT3gboZ1s76WMLxznX2b4tjb19x76ONs27tre3ZjW2d6DC1XTi6GIzs3wgJuPn7jXf27ZxmA89r9YU2ztNqV5faG6BwLbOX7cLtInztRXoFfn0OvWEWdXOuvstS+qbNa3GDR4PGNStSFFuVlTKMyJiPdBVV4vM0kt3dVICGT0N8hM/18lFSCoxWwKHON4xbtnYQ/7Kk2gPJNva1v7uWiOMFGv/s5+dddfDPg7wPcfJiJtpugIZ9SjAByaZZZIBBjvJz/zJPaZ632DbCATOdeUajeNCD3/i562EkdI7OG79Tvh/jP8Jgf40Izcr88/vjfbNa17y6e7RWfHANr1LXf6tYZFbOyJiPVOuzDL1PjDFUFu707/82MntxUtC0cjCZf65cQe6ibBYpXdNMtyQld57ZIWa0YNsZUej5bSHjOUJb/5l2NJuLmlfs82WY2sjv5SxR3w+/5MCDZc+Mklj8pNO77ysmH+duoORm5VtpFFFRHz9SUgYamtwrO/qqasfOFJMjXx804lia9s/8X+MmNgqxfnTDLeNRm3+6g/udKtqkzuCs/ZzpB4229BDjVgL/mcF+qKDB1ta/5aZSxvt1L+T+paUiw/dOrKaIyK+ZHa3tymqZWQ2SMGMiI/5sfP9uH1dN7reX33+ZwU6DCLbdCrKRER83YnE4sslut5ffSI/UkRERERExFeQSKAjIiIiIiK+gkQCHRERERER8RUkyGQy61YPcxV07txZ37591/dhIzZBZs6cacmSz+8Otj6IPncRy/myPnfRZy5iRdb3526DCHRERERERETEuhG5uCMiIiIiIr6CRAIdERERERHxFSQS6IiIiIiIiK8gkUCvJ66++mqNjY0dPx944IFqamo23oAiIiIiIjZpoiCx9UTfvn2NHz9e586dN/ZQIiIiIiK+BkQW9FrQ0NDgoIMOMnz4cEOGDHHxxRebP3++Pffc05577olQsJcsWWLmzJm23HJLJ510koEDB/rud7/r6aeftvPOO9tiiy288cYbG3k2ERERERFfRSILei24//77PfHEE2666SZQW1tr+PDhn7Cgl1vU9fX1BgwY4K233rL11lvbbrvtDB8+3N///nf/+c9/3HLLLR588MGNOJuIiIiIiK8ikQW9FgwdOtRTTz3l/PPP99JLLykpKfnM7fv162fo0KFisZitt97aXnvtJQgCQ4cONXPmzC9n0BERERERmxT/s92s1oWBAweaMGGCxx57zEUXXWSvvfb6zO1zcnI6/h+LxTp+jsViksnkBh1rRERERMSmSSTQa8H8+fOVl5c77rjjlJaWuvnmmxUVFamrq4uCxCIiIiIi1guRQK8F7777rvPOO08sFpOVleW6667z6quv2n///fXo0cNzzz23sYcYEREREbGJEwWJRUREREREfAWJgsQiIiIiIiK+gkQCHRERERER8RUkEuiIiIiIiIivIJFAR0REREREfAWJBDoiIiIiIuIrSCTQERERERERX0EigY6IiIiIiPgKEgl0RERERETEV5BIoCMiIiIiIr6CRAIdERERERHxFSQS6IiIiIiIiK8gUbOMiK8NnTt31rdv3409jIivADNnzrRkyZINfp7oMxexIuv7cxcJdMTXhr59+xo/fvzGHkbEV4BRo0Z9KeeJPnMRK7K+P3eRizsiIiIiIuIrSCTQERERERERX0EigY6IiIiIiPgKEq1BR0RsAKoaWt06diYyDhnR09OTFjlyVG/lBdkbe2gRERud9zzjcVc61d+V6Q7qVHvaRVrV6mt7k9xtpNP0MEqFwRt5xBuHSKAjItYjVQ2trn7qQ/e9OUdjWxq8NLXShNm1fv/4ZJcdPsQx22+2kUcZEfHlk5HxW9/ygX9LIIPZJnrbC253kcU+0llGgcA0Y6S1mmWsOLrZUYGEGpMkJZ3oXSV6b+QZbXgigY6IWI/cOnaG216b9YnXJsyuRXhDuuDf7+lekmePLbtshNFFRHz5NFjm5/aztZ295N92QIA2W5jmJa/5twWm6663FnNkZMzXKgsp5KDFq4rRjDSu08f3TdLJVhtvYl8C0Rp0RMR6JfjcLU67Y7yqhtYvYSwRERufOlU+8Jrp3lYoVxXqUW2qJ12uxmTl8lVbIAvFyEUTWtv/NqASSeGDbgqP+dZGmc+XSSTQERHrkRN36mtg14LP3KYlmXH989O/pBFFRHw5XOoU+ylzooGWWojQrT3LJD/0R0PtqLPu5mM6FmOBEjNQp1FSUiOq0CJfN1sp06XDHZ4jFOgYcmXpbZ+NMc0vlcjFHRGxHikvyHbAkB4+XDT1M7cb8+Zsp+/RPwoai9jkWWC2BWZ6wD/EUavGCXop1tUi8yWFQpOPeoWaxRznXLf6ozzh8k+RmAy2c4hsaWd6UNDujcrImGeim+0krhkEiu3hmo4xNFtqijts5kCltvhS578hiSzoiIj1xPTKenv98Tl/fmaqgqw4KMgJ//30F626Meni/7z3JY8wImLtadJoqUWgRYthcg2TbR+bOdnu8mSJIy7QIqXSfOn2fQMxJ7jM9va3uRGO83M9bKUeQ+3lJNeol/aWJ431H/NN6ThvINDLNn5mjoSEGLoZ5WEnGusSGRnvuMp4Z3vYQHcr+7IvzQYjsqAjItYTv3rwPdOXNIKGthTo37nAQcN6uH/CXB8uqv/E9o+8s8CvD2mNrOiIrwS1al3hZ450iuFGa9PmWY94wRNe8bgWVVo1eMpCaRnNWsSEIhKgWGc1FohhH6d6zM2KMcxufucFcNQK53uoPSI7ISEtbbCdPecGT7tBvaqVxpevs+94xEP212CmGf4rDzXG2cx+EihAUs2GvVBfIpFAR0SsJ7buWeKV6Us/8driuhYPvTXXkrpmiYBk5uP3UhlG/+4pN5+wXRTVHbFRqbbEPirE8IB/2NIuXvY8QpEoRDa643x72NJOfurn9nGC79tDtcWu9rhaC2xmsM562s93XGlvS7zoB7Lt6VfGu90Whvm2K6S06mogiInZwjb6u9ZRLlaqqwZV8pVpUuca37WDI2zrGwr11NNIDabIxiwPq/Kefk6xyH0G+eFGuYYbgkigIyLWA1UNrZpbUwqyYxpaQ8dePGDhshYLl7Wsdr9kmtPveNPYC/aKLOmIDU5GRq1qpco7Xptmkm8aLkcoCC2SPvS8HGFaUyCQL+MM53nQFeaZbKbJetrCaS53qdvNN8MgwzG847iP+qUiYcR2qza3+qVcfORDkz2lUa0jXGl/55plrM4GKdBJiQp3O9JY99nctrZxtvc94n2PqHKO43wgV5Ft/dQk15vjUWkzZCu0uaNM93vd7aOLb3yZl3aDEAl0RMR6YMz4OR35z12LcjS0JtW3pNZo3+Zk2qm3vmHXLbo4cae+kVBHrDNJST92sck+9Cs/cYN/+oNfOsXR3vC6hIye2NkRnvKANjFNwtSmUqG13EWp6z2s3iLTvO1oZ4ljoO1100+JCrCjfVc5hhoLtAhTppYK06dSiMsx2AHe8oASXb3pTvf5rgH2caSb3WKEharlodI7trK9Ql2kLPasq7zrPqMcbX+X2sNNKr1uol9Z6r8aTRbDQi9GAh0RERGyXd9yuYmY5mRa4xcQ5+VMmF1rwuxa1zwzVb9O+fYZ3NXpewyIxDpijdncQWaYrzOu9Gs3GIM6e3kD9d73kmmmyojLSFki43n/NluJFEq1GqmLOWbZ13cd7yzHG22Y0WZ5w/3+4Bjn23UV+ccLfeQDYy1TqZ+tPOPPNre9PCXe9LZAWGCkwmauNxPUWyouyx1O1YICFV7yW42qxduPm5b0dwMNU+ZQ77jTaRZ61Uv+aJaH7OYCQ5xoH//1jl+Z6a+Sqs31N93sqIv9voQrv+GIorgjItaBqoZWVz01xTn3TNScTMvLiqn7guL8aWYsbXTjSzOMGT9nPY0y4n+BmRYhbolluioSqBdTL4Euikw3RUxajpQCGSXoIiMlC4HvOt0f3WUz/Yy2p+42M9goS8yRQptWt7tEpbkrnfvndnKV493iXE/6q3c9bjenytYHoUWei1rzQZsW5+rhN7ZxpKsd5XbVJnjO3y3Dt91iVxdJyyhGoFo3A51nrG/5m1IF2tR4wvfMN9ZMfzbYz+zlTWW2lWeJKY7XYNKXcek3GJEFHRGxDowZP8c1z0wDxbkJFxywpYsfnqQ5mRYICyysCTnxQEsq3Hq5BX3kqK9/reGI9cckY/zFnU52kG0Nd6crjLCNuWa40JmmII4sGeXCyOtqdFPje37ge34gS9xSM/zbDY5wijuM84FxbnKhud63nxN01nOlcx/iXI+4TqESZ/iXu13gBmc43Y2WmGKuDzVhTye4w+me8g9pbbaylVI97OA4nXU11b6aMczxhosZ5XjNZgkE4nLATs6wkzMs8IY5XjDbHyzxiA9cIW2RuHylaFZppl/b2pgv6Tew/okEOiJiLalqaNXYmlSSl1DblLSsOemCf4e5zQU5MUU5WWqbWjW1fbZMF2THvXT+NyJ3dsQ6saV+/ubCjp976G5foyzSLEdGRtDu3Cauk/0d4N/uE9Psbtd63oNeMc9NntfT5h3H2cp2/uTJzzz3EX7mCD8DzRpVmm+hqUr1cLUpmtT7fw7xkRc1myotdHnPM94Mb+hntAH2sYcLxMTF2p3c4/3Vhx51mjc7zlVnnukeMMQPdDfazW43B6Xm6oGE2vaUqwqb+/36ubgbiUigIyLWkuXW8wk79HHPuDkdFjA0tqQ1tKwcvV2Sl5BKZz6xRt3QmvLNv7zkL8eM9MR7C709t9qgrsVys+LysmN2H9jFX56d6qKDB+tfUfilzC1i02Shpbo7BgWyPCzeUY8rphXb2FapPOe5yAn2tp3d2it1TXOyc8G2dl+rczeoM9lbzrSHLBldsMBUFzvA5oZ533MyQtHJElYWa7DIn2xvpOOc7HaHuOwTx6w2U41ZUlrUmavGNP9ysJQGk9xkN//Ptn5qvu/JEXqtAtRhG7+Tp/9azeWrQiTQERFryXIX9JGjentv/jITZtd0vLc6m7m2KbnK1+fVNDv5n290vP/6jOqO9x55Z4HplQ2Y5JaTR6+PoUd8zbjdvc5ygZgsdEOOjCxJHGCUd0wWSLjSNbazvRpVhhvtQN9ykp+slzF8107meE8WWpClVLZ8tT7yro+00hH8lYs24dp0BuPcYb4JjvQnA1cI7DrGg1JaZMlzsx4aLJDbvs8y73rSAYY4Uy9pLe3nbUWhXJ18f73Ma2MSCXRExFpSXpDttN3DJ/QBFYWfEOi1obYpqXdpnh5luau1oCMiVuQP/uBiF2uSL5S/NjlikuZLaNVJvre9q0atJBrVgVLlHvT6eh1LqU6moESYTnW7Jdq0OtaFHvU7m+vsRI+qt0hGmxGOkJFxt7ONc7PFJvmnA/1OssPurzJFabsV3NReZjRfhWaV8oRRzos9YbmvqgFl6OcH63VuG4tIoCMi1oGqhlbXvzDdE+8vXOm94tyYZc1phw7vbllz0hHb9PSLB99V17z6KO85NU3+ecrolVzZkeUc8WkyMn7lIhkx4YpuKGotlpppvCyBi1zgYXfIQpFCu9hzg43nZk+72v95yl32cqwbXeoqv/FdpzjbIzazk/xP1ckOBI5xjaNc6R1j2l3U4TwmuNpLzgHFehrgKHU+tJvrvepsKcsM8xOT/FwZHRZ6Twcq0lWl/6hwyAab75dBlGYVEbEO3Dp2phtf/Miy5pVd18ua0/pXFPjJ3gPdcvJo82ub1TWn9O2U/5nHPOWf46J+0RGrJSnpQU+K6atVmaQC4apuq4Q6Q3QzwVt66OUUp+ltoGvdYa468Q4n8/onIeH/XO2/FvmZqxQpESBfka0ctJI4r0hcwjaOMcIxHa8Vt1vO4ePHPHPdLYGnHai73ezgD6a6Xka9GDoJBXqJJ0xzoXccKqVxg833yyCyoCMi1oGm1lWvKUNBdsz0ygZPT1qk/+6FHWvWew/u6tcPve/laUt0LsiypKHtE/vNXNro+uen+cVBkUs7YmVKDNeoqf2nuIw2tAhkOdBOnjHB0b7lUY/Yx34mrNAZ6svkOGc7ztlrvf8A33SiqcYYpdUy2TIqTZDEOL832RXiUkp0km+pXH2VCLSZoUBCriyx9tSsTZXIgo6IWAfyslf/jFuQndC/osCgrkVueGE6OG33/vpXFLr40K3tMqCzLsW5q9z35pdnOPDqF1z26KTImo7oINuhGi1/oMtBL8TFpQ2T7VuO0l1XcUkHO8ACCzbiaNecFo1+a6hf6ekRP/KSX3vFbxTp4/tqdNZZEfKEzvw4AuFSUaOwQc0OXreTKYZ6UlyZHIMEG9Bj8GUQWdAREevAiTv1RcaY8XPNr23ueD0/O7C0sdXi+laXPDqpPQpbR1DZ05MWeXnaktUeN51h0sJ6kxbWy8uOO2efQRtyGhGbAJPN1SYPgzCf9maPh9rT1vq60x/91IWSMpIS0mLqNWzcQa8hdSot9Z4EXnWtHsLZFepropsUttvCJXo5xHMmutBc9yqSq1GzRsx0i0HON9stFqhUbDOb+rcmEuiIiHWgvCDbiTv1c8+4T5blbG7LSGdIxAJXfHu4cTOrPlEZ7MhRvTW2ptz1+kyL69s+fViQHac1RVNrepXvfxWoamg1ZvwcR47qHRVaWc9kZDzvXcP0dYmbNGhArTBWuU3Y/bjQt5zmeHvbxe6OdZx6rZI6G7JssM0SA8KE43bqK3nu93w0lmFHMn8GxRUM+yYNlQzai/hGMDo728xpHjPFYxpMxRJZsvWzl8f8QFebKbNIP8fJU26wczR4y2b28qFHsEhMjkYLzPaKBGqMV2OyUlt++RNaT0QCHRGxjtw6dsZKLSV32ryTSQuX+dORI4zcrMzIzT4ZIFNekO2cfQZ67aOlFtdXiQWh1bwire3B3uNnVbnqqSlO3KnfV04Er37qQ7e9Nsvlj09GGEd82eFDLGtORqK9juzot1433RbKTfVye3WtWqGTtxxZcmXZ2dbg3x5Rp01Kd93eHei7wx53SYwTH2PAfiz5gOsHL88hZu5rLBFaqg/+OnSYp2PkZUgHHHYTRV3Z9kDaWshe9WrMemOwAwx2wEqvn2OxuBwJ2ZZ43b91kpCtUJvZpjpMsqPyWKXX1Jktv31eT9vVYWZLyNuwg99ARAIdEbGOLFjBtb2cbfuWu+P7O3zuvpcdMdSvHnxP58Icj723QFtq5RInE2bXmDC7Rn52osNF/lXg+cmLO1psLidDR7nTxtZk5JpfB2apQkZdNY82X+ug7qchIJPUp7W7HXKG291WJnjD993oEr800kh1Y3pr/tEoOQLxNI8ezVk1xNvjpZJCiY8JZb4OsRziLeEbDQgy3H4qMmzzPZ65hWun0GOLVY/1vRe4+SzOvo2icpqWIU55T/LXsfhdrtKVXgvEZOklpakjLQsq7KCbcktUCdBmiXozlNo0Ay4jgY6IWEfemFH1iZ+H9SxpX5v+fPpXFNptYIXLH5+sa1GORXUtHf9C77I8BwztLi8r9pVpnjFhVrUz/vXmSl6DT3P9C9P97dlpSvOzHDi0h7P3GRhZ1J9DJsOEXUiN5YH8q1RrldeYqx77XXecYy441bxei0wdNdO/brnQva6TaK8Ydmjru4ad/QMN9cyoDAW4qC8FvWleRtnmnDieB88lOZZkMnygiiEZ57QxvHI7L/wnHEtFHplWcnLC4iMPX8zJN6/akp46jplvM+s9bj+X2kWhrd+Mo85l5geM/y8FBRQN4ORf8I1Dycr6Ytenwk728bR37K3MVoZ7XPCpWOeh/ullh8qSsZlvbLLiTCTQERHrRFVDq922qJBMLbbTgE66l+Q5cae+X0iIjhzV22sfLfXclEroEOesGAcM7e703ftvVGGbXlnvnLsn+nBRrVWke6+WlmToDVjS0Oa212Ypa3frR6ya1mpe60Fec+hubm2MKZQjldNqypAZipeWeuH4V9zy59t89/Jva9OMcsn2HOjgyc1Nu45GYdGOAOqZ8xJ/LKV3L6bPCSOhM0JLGo76C9sfR+086ud/PJ7GRnKLmPQczRnG/4tn/kV2J/44nvJuTH2NIJfRhzH6kNDCnv8Bj95N0yxq27jpTyw3opfUMf8tTj+SwnyOP5LT/0QiN3wQ+MdVXHoB1QFDt+GVVRQ7K7O7LfxZqT1XEmfo5pv28ZxZ9pBt9vr55WwkIoGOiFgHbh07022vzbLLgM5+fsBWayWk5QXZrjxqhOufn+6WVz7S1h4T1pbmxhc/cssrM9x0/Ch7bNllPY9+ZVYM+pq5pMEpt45T3bjqILYvzpo23/zf5K1T0RwKa315RuLN2Y7M+r2mrDp1XWp868LjvXzUONkN2XpuFxdGf4VJR52SnTUdvodEgniaTDp8Z7PDCV6l7j3aakJRDBrDNKWwMCjPXkHdIib+hyXvMHpHZs5g/3PY8Siu+k5oCceFv8GmpZy1Jd84gadvCl3i5f244yPeeJwH/8HU+To6VsWEDwz1Qqs6Xyg8zY1cdxe3P8H8RcSzSLSFZUIzAePfCz0KwccebBCT0MuZK12/jJQFfq/QDortoczJcg3VaKql/qOHH4nbwAvp65lIoCMi1pKqhlYvfrgYvDxtiVNvHefmE7dba5H+xUFbuWXsDJ8WsrZUxim3jpOXHdezNE9BTtyovp02iGU9Zvwclz8+WWNr0u2vzVov4pwV45jRmzlxp37rYYRfD160wO7uQqPTDDNEN3tuMdoNZz/r7f2muGSz/eXMS2oYWKPr/HJ1XWrcf/G/SRTY9eZv+ONJN6MClSraKjz/xp3+k4xrEYpup8FklbLbJRR2YeG40MXcvZ7X/p+O4qBQPZvn/sbwgwhibL4r014Nhb68N/ucxozXw+MuF9x0C++/SGEFfbdk9+8y90Nu+zVL51OMrQ8kr5iX7tHxkQ6QyqeqkcZc0gniS8Ltk20kAoozocWeaFtZnD+LZh+a7yJxBQZ6SG//MNOlPrSlPGmz/MYu7bXINxUigY6I+IJUNbS6dexMz01e5J15yzpenzC7xpjxc9YpkKtf53wfLlo5dzWVob4lZcqi+vZz1crLiq93l/Hyde7G1pSqhja5iUBzct0s37Y0D709z4k7fzHX/9eZnxovdDLH3eBNRXKNe2e0UXWbqe9da7c9enpzv2axcc1+dN4pfnvHrVpzMtLZLbrWFCpYkqe+okHF9O5+sfsNxi4sUoYm5FXQ/xB2v5xbRjN/XHimJB1Z0bnZxFtD3YwjK4d37ggFNdbMgRfzrwvCfQ75OX88g/zmjytbpWJMnxK+3397Dj6Nv5zG9HF877fs//3QBT7hGWb9NxTfuvpQiK+6jVOOpKWNbuX88wGmTqWqhuuuYlBP9tyes85d8+uZkTTfvvKR0WCxU/QzU6MPxKUlEFNvliNs5oF1/wV+SUQCHRHxBbn++elufOmjlV4f2ad0nQO5epd+LNCJGMkVUqDjAQO6FFrWlLRgWbMN4TJe3qFrefWyptak1z5a+okHkXgskPp0TtjnUNuUdOkjUbvM5Yyxp50ttbfOfmwbWZm4xvcYMae/kS/3lzmh1Z4z9pWJJ/30yXOxpdJ5xQaO3dJ9//e4c074sZuu/L26bvXKF3bVKGy1mJ0T5jO/+xcm/omW9iJ0MWGLxzCymebWj13PWQmyF7avSad5+c+c8hT9RzNw53D//b7NuDtC93OA3DRzhOvdB/4o3ObYX9N/JHuf+HEg2VO3UVdNaQUFyXA8E8eRm2FQisXzGbUde+3D329ibpJ5H5Ge+MWuZ5MHZJkr1j6/FrO1+shWbjfFMg0eUYyUf5thL/08sxa/tS+fSKAjIr4AVQ2t/ruKzlXZMWvt3l6Rl6d/XF1sRXGOBYw5fScjNyv7xDrxhqK8IFt+dtw1z0xd6b1UOiMvEWj6gpb17KX1jr7hVZcdMXSlbl3/a/RVaJ6TOn5eUE66hoVo2qJOcfl3QzM1FiMIOyyXLio1/In+Oi3NddVt5+kyo7sRY/ayTLhGnItMS9hjOdVuKifRe3tGn89TP2TeovCxbu8LQ3Gd8hjb7sWrf6SgkJ3OYuBeDNiT3+798Xj3O5237ggFo0WYmpWHwkJ6bsmSOeTkc+BpH++TyXDkeez/PYbtxiVn0FjPESdxwx+Jp8Ix//B4nniB+uZwuuVrkbKcbS9ZwjnJEJMrCHIEYrb0sHfly9YkhoxnZaRXGWD2VeOrP8KIiK8QY8bPMatq5Q45N56w7uIM/TsXrPL1dIY/PDHZVU+FjQ9O+xIiu48c1Vtx7qqf4TNrYbxPX9Lk9RlVfvHAu+s4sq8hy8K2FwHqm5v9+KJTdJs7wo/+/BMym5OpMHOb6cZc+jfHXXiEfhMHOOhvRzrh4h/K6hWuDfc+gMJeYV+ruNDjstPPGHoE856iaRFFQpHdfEcmPcm0t9jx/zh/CZfWceCloTh/moE7c+Tvw31zC0PhL0aing/H8sM+nLkFZ23Pld/nmbu4+WIOH8qp+/GdPXjiKX52Nf+8gab2IjxpzH2EPnXkpynKZ+7Kz7+fS0InXbXpkfmjrIAszVrdLtO+0l6qWK7wgSAHC+zxxU+yEYgs6IiIL8Byq/Vvz0+1rP0u07M0d71FWF96+DDfvn7sSlXF4PUZVV6fUYXgS0tXysuKr7KVZvMqCqp8mtW5wufXNKlqaI3Wo1egYh5LR2fE59B9ToVTLz9UPCfbrWdOQDZBo6C1zrZPbmfALkW+HTvUlX+4xaA/5pjesNg3Fo5SevYOFiwJXdDFXcksouYVxr4SniOBVHbomanYiuEHh2vO+aXhGvTnccD57HdeaOU+8xeeuY6KYeQXtEeeVzP3DSa8wf03h9ZsCo0tvPEirQF3/InHrqYMiXxyGkM3+3LhPGBv7rw5DFCbPY0Lr17zQLGYhKLgHA3ukwpeU++Cdst6Ozl21eI+SeEDTOir+OoTCXRExBegvCDbkaN6+8MTkzte27l/p/V2/HEzq1YpziV5CbVNoVB+VovL9cmY8XM6crKLc2OWNa95TfDi3LhlzeEDTCIWSKYzEjG6FOWaU920zsF0XzfiZZReF6j/ZkZ9JhCv4IZfjtUcaxLW+4rZ++3e9pq7u+0eiCuK7+xJb/h5Zoy9bt1V79vKeD1MYVpWxI5/5pmjqX8lFM+E0A2++eEcd3d4zkN/9cXHGWv3ue51ZvgXmurYchQz3yNWRGU1bcmPI8ULcrjxQfKKOHWX8PViYbpXKmB2jOIUWSnmTuLCMXQvpa6GpiS/+9uajy8Q092rWr2s1QsSRoASZ6lP3ycb9UGR8uCvX3zyG4HIxR0R8QWoamh16q3jPiGipfnrr+fskaN622VA55VeXy7OcOcbs02YVb3ezrkqnp+82N+emyar3XpZnTgX5ybEVmHhLBfnwd2LHDS0m9xETDJNfUvSCTts9pWpivZVYfHeLD04EK+ISXSn4Htthj1XIrRBG1AnWZPj2kPHeCU+yVZ663v5lq7vfZ1nT3vHX++4RRVq4mx9PC8cHYp1tnDNuRVLccS163/seUX8dhy3NXHvYp5r4/lGXm/lrSbGNbPz/mwxhJG7kVdAPBbW/V5QxoLuzMqmMp8Xl4bu8znLwgeKf/yD2loWzv1iY8q2i0IXCtrt5ebMy5oD6gJyMnVq7KfeX1Q6ToMX1vs1WV9EAh0RsYZUNbT6yV1vmTC75hOvN7el3PDC9LXu21zV0OqGF6abMKvaT++dqEfJZwt+fUvKefe9vVbn+jymV9Y75C8vOumf4yxrTmpbjSe7vCDLCTv08fx5e/rHidvJTaz6VjJpQZ2H3l6guT3ibVlz0ivTl0Tu7U+R+qC9EEgNyQUs/FPghKv3IhOIt6XseufWfrbv2Q68YXe7+pnbLn/fKb/4gU7zywwa2091jwWKd28RS4XrzYFQ2lPI2Zx0H374PPnlX858cvPCMp45K9QFKSrh5hd4pZ5XkrzaSmt7rGBbJ1q70taZykFUZbM4xtIku23LXr3Zuz9Dc/jPvV98PPmOldZeBCVDfnOgPvMPzf5lsj1MdbLMV7CQTuTijohYQ8aMn7PKHs7PTVlsTnWTxtbUWq0NLy8O0r+iwPTKBn075X/uPiV5WaZX1q/XaOiqhlbH3vhah1v7syjLz/bbw4aCPbbsYuwFe7l17AwPvTXPzKqm1e5Xmpflim8PX29j/rrQ6Ulqz6D8PJadipqErou7y6obbr/bejnzzL3AkJeHOPfkn/iwqsbAimpLei4xb+eJmmP3qL0+5uH96bkn248Nj5u3sjPmK0EQ8No7oYtbkqDQ8sVhiklvQ+uHBC205rDFVkxtf4i58Mdc/gsuu5bRO4f1vT+PrKCP4vQPtLpRaWNcLJOSm3OzKn/V4p8q/VNapUEe2XCTXgsigY6IWEOW93Buak3Ky07YfWCFc++daObSMKp7bdeGl7t7t+tb7i/PTnXmN7bw4zsnmL+KLlnxgJL8LBNm1zjpH2946Me7rLM1WtXQ6vrnp/vP2/M+V5z7VxRIpTMriWzYPnOQE3fqZ8z4Od6aXeWJ9xd/YpthPYvtuWVXfVcTqf6/TM5Iin9A07fDgKmSY2l7uZO24jyvH9LoR39sNqe0UiorZbd/7qum+zInzTlZJieLTJlrPOucLfd2wsyNPZM1p2C5oyhNsh79hMvtDWG6mB6YwfQPmBqnew/2Hsmcebz1FgfvH16rpWsYGlESuwE3yOS/Q6ZSVrCtrm6Rto0ZzlLrUdN9R393r//JriWRQEdErCHln2r2cMML0zvEGfKy1+7rtLw4CDoKedx+6vb2+dMLKwWMpTJUNYTlN9dXsNWY8XNWWXhlVdQ1tXnjon1W+/7yuVz2WCs+KdCTFizrKHgSNc34JJkMDU+GrulCzL2TLFmyGqjs0yBrWcyIWb38ZMw/nXfkFhZ1r9OvapiPus8lyDjXQ7bR3R7tvaG/6iSTvDaFrCLhMkpCuEheiE6YggZiSeIZgjSN87l/Ia3tLbgyMWu1SBvEh33i5+5+IoFZzlLt/nWb2HomEuiIiLUktKiTmtrS8rJia9xick0oy8/WuTDb4rpPrmv3KMm1y4DOZlU1GN6rbL0EWx05qrfbX51lbs3qXdPLWda8ZrW587JWvnMuL7xS3bh2a/VfZ5qfZOE9YZ5yGzqjBk/3OMxH3Vu0ZVrN3rzOxH2nev1bb/vrzWM0ltYJQ6mgxZH+pNLfN9IMvhh7nsbL7wrDuXOFkWzVWEBuVSjaKWQSNHci0US6iZYY8SQFnTjmO/z+D+tnPBV+okWlfNusnwOuJ6IgsYiItWS5W/cXB27lnH0GrdfApzHj56wkzjC/ttm0ynrXHTfKLw5au+5Zq2JIz+I12m4N0p/BiTv1U16w6ma/0xfXr+mw/mfIGkJxzzDaukUYyRygLadF2ZxsrZmYnzx2nU6LS307McS2pT3at8gSxmq3WqLNTcYZ5kpP+XDjTWYNePlN4bPF8oq17R/jglwO3ZPmiUx4hCPOQAXJPiTLyEqGM65p4M9/If/zwzXWmF4uUe4ISVUavLn+DrwORAIdEbEOTK+sd/Itb5heuX5F58hRvZ2114BVWqITZte4/vlp6+1cY8bP8cT7iz53u1jAn45cswCv8oJsBw/tvtLriRjf33XzLzzGrzuJnrRVhwU8ughLaf5mzp0OnXSjx348zvV/eJ6gr61qBhp0d5vrHOFs33CuffXWSx+j5Ovil57wrkr7elDCFaap2rgT+xRtbex2odBFENdRoWSHUWy/J3ddxd1XkEjQnOS+Z8IWmRrILaWpIOyCVdhzw41xin18YJTFrt9wJ1lDIhd3RMQ6cOkjkzw3pRLrtxHEcut8m95lfnTnBA2tqU+8/8CEufKy4+2W6tpZ0dMr65035m0zl3z+w0VuImbsBXut8bmqGlq9N3/ZSq8n0/zm4fc90Ls0SrVqJ5Ni/sCM1kYaBRLofzu31Rzr1ZFp8baY1w75yOOn/dd89Upd6Ue28ReHaNLmGlfqq9A0v9LTJQbpaYomKYEtXOPbtjHGYRt1jtOW8vhkXpjIS+8KC3nVoZShI/jH/7HVp0R3h6E8fwN/uoKHZ1HbrlYlXXj5sQ031iK7ajJBWlqrOqRkK91wJ/wMIgs6ImIduOjgwfYcVOGIbXra/ndPG/ab/3p+8uLP33EN2WPLLn6y1xYrvb6koc01z0z7wpb08pzr6ZX1Tvz7GybMrlHVuHL0+XL3dGl+QklewvXHbfuFBPX6F6avlC++nJlLG40ZP+cLjfvrTPVPyHwUKERaxnxMPJ6Zt9PYFhMUJr2170Lauz1nZLxspjYpebLMd6Y3naS7YjUu8Z4zXWC0sNhm0n3eVmvjrfs/P4ctruQnjzC9UbjIvry5dCuHbLOyOBOmYu2+LQ/exfS3aCsgU8rSZvpuwDo3fVxtG7VmeME9it2jzFRXbbgTfgaRQEdErAP9KwpdedQIv374fYvqWixrTjrrnrfW2/GrGlo1tqaU5q/a2TVpQV2H6H66UMqq3O+3jp3p8scnO+xvL39mUNjySPGaxqQz9hjwhWuNvz+vdrXvFebE7T246zoVd/m6kHo6JfvOFllSstr7K2WEwcxN8zishTPrXvDgjxL2MFgYSRU30QJ5brZUsy4KlAgrghTLNUuDGbJcYn/him1GmTvs7ilLVxDqTIbDF7PLwowTqzJhdPR6ZFkzby9l73uWn5CJM7BMqDy9ufv3XHDUZx8nCCho73CVySHWicUb2HMfVyzZ0T2bD1ywYU+4GiIXd0TEOhBWF5ugqqFNILy59izJ/bzd1phbx850zTNTdS3K0d6x9xMsa25z/fPT3PjSDIRr18tbUS53vze2vqstlTa/pklreyh1XXNqpWNBflYgCGIdLvWsmLWKFP/tYUNc+sgk82qafLjoky70hpaU429+vSPP+3+1JnfLb9oEF7cpkNTQHiWVEojDNoy6PRSnnxvhZO963UtCK7oAGSlx3dxtqiON8radFTtMgd+ZaLoGCY3Ik6VEmywvWux473jMKPCo+R7Mn02yq1eKip3f1sng9bTqUHE/S6qFQtwHTdp7X2IsWsmvYP+RYWDY51FUIFSrTNjZbcIk+vRYP2NdHbt6RIPhmr0jpUW1d5QZ9vk7rkciCzoiYh24dexML09bCioKw8oLuwxcP52toKldKOuaV21pvjO31s0vzVCcm9CjJNdP753o8scnGzN+jjO/sYX+FQVakykTZtdYuKxFVeNnp0k1tmU+sd69VffitVor7l9R6JaTR7vuuG1t369cVvzjgt0ZYTR6IEwbWx2r8wx8HUhPS0pc3CxLUlJMOhYWmuzyIdtk2GbCx12cTkyX6jPnQU3qhAKdQD+5EpLSZqmXwZuqfc8bpmtAQlI5umtThCJxBSoU2MIbTvCObwbjKaynpJ7YArtlFth9fo3jXv1Qw5qG66+CqbUsqUOJsGl0NjmdCTLCXOdRGEHjYI67cc2OOXMeHZU4A75/6VoP7wsxxEm6COunvOvkL+ekKxAJdMT/BBviZl/V0OrNWR/72hbXt+hRkuvo7dbfAlledvgVbVxdUWzhUl7oWp/ouSmVepflWdrQ6oUPF5te2WC7fp1W29d5OSvoZ0fzi5xEzLn7DFqn8fevKHTPaTu65wc7riTGGfz64fdXu+/yEqhfp/XqTDrM581s2SIjJiUmo1XXxpiubeSvHG4gaMv45wm5yhfnYTDKxFVpllKmwB7etL9C87UIQ6OLhGHS2e0/Q5uectym0jTL3G4ucgWpVonWFgKW5mS82L3Kv5r7+/Frs9Z6jp1yiOX4uHRnJT/blszy2jWt6IaAXYes2TFnLiTIY+utwmnVLuG0C9d6iGtMT2fLFpdAgwned86GP+kKRAId8T/BhrjZh7W5l37itfm1zZ6e9PkpS2vKiTv184NdNzeyT+kqU65WZHnVsTnVTW588SN/e266bwyqMGn+Mr87bIjSvFXnJRPmNyfalXn5cVqSaX96asp6mUffzgUOHt5Dj+JPNgL505EjVrvPkaN6u+CALVfpYt8Urevmvs1a463m5rdJFgUCGZkLs6SLiqXOSwpW9wyVk5B48IequmyO/hL6SQmLWFerR1pCIKNEN32REJMxUpEwV7pFgSyzxeyhyKOGK5KHLJl4livO+5eKRW2kk9R1YXjGPzffzI1NXFZH8UccPvvzc+D/PZ/ujzO1kVu2F0ZpNzEom8P7MKAzSoUL7DkEy7hvQrgW/llcfDUH/pBMFkvaUEZbDjf+e40u+zoRCATignDI5voCvS/XA9EadMT/BMtv8uuzzeGRo3q78/XZZlV9XO6zS2HWej1HeUG2Xxy0Fbjs0Ukda81rQjKd8eyUSvDq9CWfe4NNrqIR9awVSpmuC2PGz3Hji58sJ5qTCIydvsSw1aRcrVgCdVXHu/zxsCf3prCGnZmcEZsVyEio0Ca7poVYRjKZJ1UXY2zaio9PbZL2dpdZ2jzgYLuVvCQsu9UiqcVDvu0wz3R4fffW1b/M1SJmst0MUmSKpbb0HvprUGhX+W40yBbyDdfHy7JR4Jw/7yi3YS7KaMwP+0AmOK1WWFczxoPLAk828Kv5jK8MS2+eXkYil0v6UpJgXjMLW1jSyvH9OOkFMrVMeZ2R4ynuJPQVNyMZCvOC1ccSglSK39wtdJXnsahAKPzLFfNLoK/bfOg77REga1ZJb30RCXTE/wSfdbNfF4Lgk6LWr6Jovef3Ls9XnlvVKDfOauK7PpNUJnRdr0KDV0tBdtw131k/pQ+PHNXbvJomt786q0NUWpIZN740Q6fCnC/8u9kQD1wblGIyWgXSYo/GZA4KZNIZzX8gJi3n7k821d7TjV4xAwUO9Cjq5euuUQZV7jPDd4x21/9v787Doyyvxo9/n9mSyWSdJAQIgUCAYFjFsIgoINiK+6vGpVqRLkoXxbavbbW2amvVX60L9W1VXFBq65JqxaJoBQFZZIkICJEAISFhSUgyWWdfnt8fTyZkxRAmk4XzuS4uyTPbPSHmzH3f5z6HCsCALaAjVRdNCUf4M27s6HiDLwA9PyGV4xhYzhgsjUve5zOQjehA9YGiw2VJBgJg8YDTyJBIP1FuE/vVxnElB7i6WofXAxi04PpcBVADI3Twpy8hKQDLx8Odn8JRO8SpUBtAC66JUFeD1rkqEv54GUxLg1kZJ/faAVwerVe0sTEy/fVTtKYZoNX+9KCt4LvgP8+G9p+oI1ZyiOQmgj05VAKN+fbdTwK0EF0QzN4urjp5VCk9MYpHrx0f8td6cMXeDs8Un0owqzzodILz1RMHsuTm8077NTtitZhIjTe36bg7OC6yS0G2uz5wdRdlsEKEGtP0tbrZgDqjjgA6FEVFP7xlgJ7HKDZRjIGxlGNkCDH8kfNZwX7epYEorDzFObyp2lEVM7/0x+LRqUAUH/EBR2hA2wTW8SjnEEvLD42/JpKvqOMjfwAMEVrRaxSI9PFRZATfNmqBfLMXalSVX3t1VHihrIaT29oGMEXAmEg47oLjDvigWJtJY4ZaPdoP4HloyWEqEIDIOMgaAiMHaME4yOuD+O+B2w3fuQD+cQ+kJ6EFZR/84np4ZTU8sxi+O6dlYO9eCqr2ltBjQMWFQghrjJ6CBGghuqD1/nNClIGXb58S0v7MQVmDYlr0odYBBr0Wfj1+SGosKlJpb7X81jpCd0LwISlxof8F1LxdZ97hanaU1HDFhMFnZUUx5Xw9unlGYr+qh/3RKPqW0eYhLuEhLmE79fyVo7zGEZ7nGC8zlUiSeJjRRGHgp4EpPIuKR2fgJTWaaUoC5zad3zXzMhcRQ9vcAyt6VpHA/Donn8R7MavQoK8Hv4UxppNjmWEEULjMBAV+eHYwLD0M3saCIx4X/Pgr+Nt0mBELI+PhsiJYmAcBA4y1wpVp8PhatBqmfnBGwTX/Br0LUu0w5xz44UUQ8ILHp93nn5u0AP3Yh2iRMQCJCVD0Ihj04QzO4KceL43/3+GjmIsZwZawvLYEaCFOk83uobCiAR00LXtVO3yszi8nY1boA/Si2SMxmwwUVzawfn8lQ61mdh+ta8q8rrR7ue38Ybz35VHqXNpOmQJcMCKRjYVVHT9xO4LxfOP+E0zfeRSAb2WlcE8ImoE0b9dps3uazmufrZRPopsmox2ZQgyvMoYfMYh0IvkBBazkBLFE8zfS+YnOTWzAzBKlnB8oDZSRzi5u51z+g4doHqCIpzjCHua2+/yXW+v4iFgaVJVIdQBbIhRi/aAqbYNgph6+7YG/1aBFKw+YjVDkgENOmDMAot9r/JAXgBsHwpsXwpoieNwI+CFzDFw3AB5dDwkKlNjgtc3w2ia07d3GxPO0AbCuELacgMYaLLy1Gu7/OaCAWty173lXKChEai9LGqCylSpuJpE3uv21JUCLPmX+/PmsWrWqR8eQm1fK23lHWlxLje/aUm1ntO5DXVjRQM7zm7HZvZh0oCoKmw5UNAVngJhIA0VV2kyq+QeJILNRh9PbttO9omj7i/llJ4uLLN9SQoIlIqQ9nPvaEnVPm0YcAJ9SByTwvGphmXIAt1LGrfoUGrABCvGMIAUrO7iWPdTzO/YR2cGveZcKbweSQfGBzovHG2C3PYJJJXCvFf40pOX9PX64JU+rHc5gSFZgy4UQawBvAM77WLufCrw8DW4ZARsq4bFt2vUJybDrOu3v3x8Hg6Lhpudgtw2Kj4AlAnxecMdDqQf++AlEmMFtASph1y60/efQ5C12mp4YIhiGjsM0oH1e8PP+GT1nZ3+PSYAWvc6OHTvava6qKjt37gzvYFoprGjgnR1tj2rNPSclbEu1GcnRvHTbFH6wfHtjSU6VwsqWv7XqXD7qXL4OE8PSEszsP2Fvc73jIy8hrgMpusSsxuNQ4kBRcOMGzLyp+kBRSUFHHBtJRuFxJnAtA/kONtIw8jNKuYZYZjUGegAbsAEdeA1QrSdghIVRKoxUGNH44+TwwZ4aqHDCp8eg3gmYYHokbJ4CtT6IN8Lvv4bjlUAkTE6G20fCCTdctB6wwwBF6+n8WRFcNBxGJGjPv+Luxtdxwbf/Cht3ojXCNsHqLWifLANoFU4b96tvuKxbv8Ut2FlJvXolsWhb7wbAqUAS67/xsaH4PSYBWvQ6U6ZMYdasWajtRIuamprwD6iZR1bms7+8bWBLiOr4jHF32F5sa6qXfSrB4Nx6Fn2o8tTTEJNeYf64gaTERmI2GVgwI73LYxWhYcdPFSagtvHzkgPUGHy6ABCPAQtuvuQIHu4mkZsZw7XEshc3z+DjGWq4EJV3ieWKQC2jFIUvlXjOtesgGSCA3x2A43r+UQ0/3g6pBjhi115ySTZMN8OfpsOFyXDXXvi/w/DFBfDTEfDuYbgkES4foi0Hf1aDlqdWDScUOHEcZr0EVwyBvy+A9/bChEHw+89gRbB8vRFSo+ClH8GvcmH3IUiJhTQrfJEPD34XHlwQvu+52tiuUwd4FTCqYGYckY3lUk8lFL/HJECLXuecc87hhRdeYNSotmWV0tJ6ds/ygSuy2Lh/PcHCXtGRCt+ZMpwFM4aHdRw52Wk8t/4gNe10ompP68Xs9s48RxkVRg6IYXpGEotmZZyVyVu92R5cWnUPIkCpB+do8Joh6jAYEjiKA8jChJVlWNChkMtQ/k4tt1EFWNmAgeTqABjjydN5meUDnKDUqehV8NXoIAo2ugEVKv0w2gIXJcMPM+HusdpYHF7YegQS/RBvgFgj7LwUrvgE/rwHNl0OFh0YStwkeSspq05lTAy49LDyK/jvPlj4Npw7GOqa7XVnj4eti0Gng0vHhv1b3EY0t2FShuP0P4Wiew+9Al7VqX0C+Qah+D0mAVr0Og899BCBQNv9UYBnnw3N4cfmSUqnE4gSokz4msW2BpdKYrQp7MHMajHxrayBbfbCuyo1PpL/3HWhBOVu4jkA7s0qkckKhm+D8k3ZYe0ox4O2AauyRB3BYlecFsmOj8ScVo0TJ/gi8LhjuNpvx6p38hNfNM9aKrTUZzUA+CAyAkwKfruRH1ar4FJQFYVhdQqFPiAAzw6BbRb4+zH4f+fCNSknx+FXIXGVVm8kJQDjNoNPD4oFBifAaDdc8Cna0aohJspIJSPvANOHjuLp6+HrMpiWDn9xwHlDYPIQsLsh0XLm3+fuYOJCFKUET+A9UECndK42QCh+j0mAFr3O4cOHKSkp4YMPPgBAURSSkpKYOXMm11xzTUheo6uVqHLzSpt2Y61RBq4/b2iPZSIPCkHXrOgIPZPS4nn46nHdGpxtdg+vbS7meI2DbcXVPHXDJCYPS+i21+ttTlykopYpxKNiekQhogt1pK8igX1kMxQTZsXA0AitXeQwC3xIAn/Fz9/8KrgiwB2BTQ9/8PjQ16VgSTtGRr2T3SUDIcUFZhO4FYhXoBCIgepowA8xJvjuEJiSAH+vgx/sgx/vhjlJcO9I+MV2cNUDJjhnMKxzQrBPZnEDUEvTmWeNyrChVpbdpn11/gjtv3fNPPnevqFUfI9zKCV4VT0WdTEW3ZOdekwofo/18m+LOBs1NDS0uVZcXMwf//hHHnroIW666aYzfo2uVqIKnuX9vLCSbcXV7D32DbUKu9GCGcOptnvJ/aK03YzsbxIbaeDVhVPDEihz80pZsuZA09f3/msXa34xu9tftzfwfQkxSSqBMtChoJ7Bj0xmswIZ10SBmg7ByiF/JYXvqH4u99fhM6sM0+tx+nTkJOj4f2TykBN2A9T5tU3hBLRjTVrFT2wewAP1KowrhiPVATDpqLIDDnj/BKyyQXUR2hJvFKyrA2aoWjbZMQNEKFpryTq4PBMSBysUHYf3b0/s+pvuBXzKY+j0fnRc2+nHhOL3mARo0es8+OCD7V632WzMmzevywG69bJ2V475ND/ytK24mk2FVeTmlfbIkaHiSjubCiv503UTWLa5mCM2B9VOL95Otgq8ZlJq2GaxOdlpfLrvBFuLbEQYdJw3NB6b3dPvl9RVNzRMUVH9OkwZXnRGiPh/3ZdQeEGknprI2JMXmv31lnhYY4cBrijeLVGgFNKHQNJQ2FsBUXo43wwfeOGIC6jRgQrDI/wszNRzZSr8uxR+f1B7Pv0QD/44A0TZQdFp02AVGBDgllEKN5sVrlgHf5sCff2f2U8DOhRMTOn0Y0Lxe0wCtOgzrFZruxmRnRXKBgsns5rVHlvivvdfuyissPPgf/Zis3sx6BR8AbXTBcTe2l7CNeeGJ0hbLSYyU2LYWmTD7Qvw9hdHcfsCLLl5cre/dk9y3hfA4AcIYCpUwRLeKljNjYqADSOg0q3w7l7ACAn5sH0cLQJ5sQ+WeeAP+1RUv8LRJD0PF8HvdoKuFi1qeFT8o90QVQtGD9gTIE7Rjki5Fc5xKlzxFZAIXahS2+sk8BVayZIz/6RxOr/HpN2k6DPWrl1LQkLXg8mp2heeLqvFxIIZ6USZeu4z7m8vz8JqMfLwlWPJSLY0ZWafM7Bz1czcfpWbX9zCox98HZa2jYcqWy75rfzqeJ9qF9klRVrHZx2q9qHphp4eECRFQM2V8OQw+OiKtrenG+DhKPj3dAXSweMEvwsog0AD4Idvp8GQQBSWgNa5JdXs5P5YlRsNQK3CA4eA48AhePrLtq/Rl7jUD3Cqb2NgTEie73R+j8kMWvQ648ePR2k1zbDZbAwePJjly5d3+XmtFhM52Wldyt5uGkezZfKeaHlYWNHAIyvzueviUby0sQib3cvBCjtLb8vmwRV7GZEURaTJwMxRyWw5VMXuo3WnfD63L8DSDYdIjO7+yl4PXz2Oe3N3sudILZ4A+AMw78m1jEqJ5dFrx3dLHfOeFvGFHdCj4kFPPd4VVtRyE0rKNz60W8VFws+/IRn56sHwoAHe1cMfUuHGInDXQZwfPrpD4RguUnkPiOaoYRSPRkzg5WgjuZUGAi4gBajTctF+nbudx3M6vzzcm6je/yESLz5jDkZlXKcfF4rfYxKgRa+zcuXKFl8rikJiYiIWy5mfwwgG1S2HqnjyhkmnHaRf21zMkjUHqLJ7MBt1LJ47KqRL3MEA/MAVWU0BK5gBDSpfHK5h48FKSmwOCiu0gilOj4+M5Ghe/8E0XlhfyGOr9nHf/DHERJ7c65yQGsthm4Nap69pCTw9MYqU2AgmDkkIyzJ9RnI0USYjnmb5bDaHj61FNi59aj1vLZrRfzK7AyqU+NGVqmhFpstRMKDY7LgGmolY5uGLSfs5f9KdmJmBl+GMJZsPyGZguBodd8JDA7Q/AMcWwXtfw4JJ2tdJRJKpJlKAH/RuolWVATqFzybC/Yfhp1nwwy0ear1GRny6FOL2wbe+22PvpSt8aiF6xQuqDgOZp/XYUPwekwAtep1hw4Z123PnZKex5VAVawsqupjcpS0j7z1ay6bCKu6bPyakiU6/e28Pmwqr8Pj28I8fTsdm9/Cj1/PYWlQNwKVjU8hItvDby7N4aWMRGw9W4vIGWLhsGw9ckdUiO31eVgq/e28PY1PjWDQrg2qHp2n2vb3Y1uVVhDMxIimKjQfbXveqsPDVbVw9cTCHKh08fPXYvjuj/qQMvrURGISqpKGotSj4UfGgEkcAIyws4jxdBH6/jgZMwDR2EM0rHON+wlv0prOsUfC9Zh1ITejZp+Tgws8xXIxQGjPMY2B940Qz51oTrM2F2jUw+Pawj/lMqUoVdj0YmIlJOb3kvlD8HpMALc4qVouJJ2+Y1OVOSgtmDCfKZGBeVgqr88tDPvMcmxrHpsIqxqZqNZNz80qbgjPA1iIb1Q4vBeX1/OXmc8nNK2XDgcrGdpT5LFs4telDh9Vi4h8/nN70WKvFxLKFUwF6bKaaYNFmh+0166h1+li+pQSA+9/9iovHDGjxfe4zGd8/2gfYgUp0pABRgBMFP3o+IcAMFNwEInU8sOIyHrmsHvR7iWY0d+lOb5bWG0SiZwSnmBXOydH+9EF6NYtoZQcGJatHXl8CtDjrnEknpWA2cs7zm3kq5/SXyL/JolkZJDbulYM2E65qcLPlUBXVDi9/uHocBeX1LY6KzctKaVoW7+20xDo9Do+PJWvamUo38vr9PLZqH2/nlTYt5feZ7ldPjYGrAzA0BlX1opbGoGBB0XnQB8rRmzeAMwO9w84frnHxh4RYqD4Gu66ACeGt6S46FsCLkxgUFQxK50rqhpoEaCFO089zd2Kze/l57k52/PZbIX3u1h8erBYT91/eMvDOHjOgxdcZydFNM+O+wOHxU+3wMiTezJEaZ7vtMLPTE4kzm1hbUMGczOS+1Td6uhUujIOfDiHwvpnAP0zojA3ofRXAJfD/UuFf++CzAOj0MDMNbpsK4wd841OL8HGzRus9DfTUgScJ0EKcpoevHMsv39nNvd/K5IX1hX1r+bWHta4oFqFXcDcWVomNNHDNpMEkWCKazpmfScZ9jxlggs8aN2t/XoeOgNYwmVpADyYdvDUZVpfBDd8CUxcKc4tupeLHyS1EAAFlMUpnumN0AwnQQpymgxV2nN4Af1tXSGm1E4fHx88u6Xt7hz0hJzut2Z45TcEZ4KapQ7n/snNa3L/PLGt3QPeQnsAPPY1JYlEoKUb4fjwYFLi1dyaDCajiJuqwEaUqJCuLe2wcUqhEiNNgs3v4vFALLqXVzsarPVQaqg+yWkz85eZzWTx3FIObNfuIMupxeXw8/cn+/lW85Jnj6DmGjgoUdFB+BD450dOjEqfg4gVU/oUCGP0D0fdgVr3MoIU4Dbl5pWwr1rKqpw1PYPqIpGZlP0Vn7C6t4dVNReh1Jz/YOLz+pgzuKJO+z8+cAQL1AdgbgZbBrUerg6nAfUXw7QGgkw92vZFCDAY1hkHeaZh0d/XoWCRAC3EatG5WPkDhqkmDWZ1f3tND6nN+nruTWlf7WbFxZu0IW7+w04+CE4gDGoAYwAG7quC6HfDv8079eNEjIvgODuUIJ0wvMZipPbrMLEvcQpwGrQb3cKJMet7feYzHVu0jN6+0p4fVpzyVM6nD22qdPt7feSx8g+lGyqc2FCJQMKCdhTbAUAugh1UVPTy6s5ubu3EyCxVvu7d7+QofBwhQE96BtSIBWohOsNk9vLC+sKkWt1aDWw1Z842zyewxA8gaFHOKe3S9Y1lvomwHcKMtbR8EjoIHuDgObkjUipGLsFPVI/jVtQTYBLja3iFQRXJtAsO8WzCFqEFGV8kStxAd0GpgF1Ft9/Lf/HLK6lzsLKnm67J6bps+jAUzhvet4z+9yMyRSeQfr29zXQGq7d7+0Sv6QhN8oEMLAo1L+mVuyHTA38vgR8NgahLoZZ4ULmrRd1EjX8cYGYchvgy/6xEU7zMQ+Tp6k1btTK2cD/7t6PFD3LQeHa8EaCFaCc6SqxrcLN1Q1OK2VXu1PWd/4AS/v6bznW1ES4tmj2TXkVq2FtlaXFeB5VsO4/L5+dP1E3tmcKHy0zh4uhTKHRBMEvtkFgwwwH+PQWE1zFgBT02Hn43v4cGeJUpfRzcUCNSishBFtxpUD7huIBB4BsWzBSK3a5+nTFf19GhliVuIwooGFi7bRmGF1q84uIQdnOFFGdtm2ybH9J6OQ32R1WLiuVvP4775Y5iW3rYu+DtfHOHpTwr69pEriw5m1QPlQBFwBF79CiZY4eFN8N33AA84/T06zLOGqqLsiSVwojGB3rUSjC+grwVdHeD8Pfjf1O6rpIH52z05WkACtBA8sjKftQUVPLIyH4B5WSnMyUzm55eMJi3BjMPbck/UbFB44PLeX/e6twuWNf3R7JHEmQ3EmU8u6PlVWLLmILP+9Ck7Dlef4ll6uayBQCwEm0n8tLEQixe0Aqc2SJBKYmHhc0NZHbpKQAHFb0FX/RWoIyDuGZTacQTcoDoBc25PjxaQAC0ED1yRxZzM5KZmE6vzy1lbUMH3X9uO29t2duP0qazfL1m4oVBY0cAdy7dT6/RR62x79Kre7efnb+8M/8BCZU4CYASqtK8f2gR/LoCkoWiZ3cA/v+6hwZ1ljJGQHQkBUKuAg3aoWAI1RShRP0C1lKF3A15QTdk9PVpAArQQTc0mgv2Hc7LTiDMbqHZ4OdHgwaRvu8Tt9PRMd5v+5pGV+Xi+IZnZH1D77lL3hcHl+2GADz4+APduhooCMA0HImDX4R4c4FnEWw3RLtQxgAeUOuCYFzxx8HUCOt9+VD2gvwOdrnesakiSmBCtVDs8BNSTy9qeZvWiDToFX0DF5ZUjMmfKZveQZo3CGmWg1ukjwgCOdo6lllY7efzDrzlW62REcjSoKocqHTx89dimD1W9lqLA7EGwLgYtBW4jUAqeWNDvAg5CvUNbUl35PMyd3LPj7c88R1CHgpIAfgso3ih0Bgc4a7QthxhQVFAa6mFQTw9WIzNo0a8Fzy/vOFzdIhHsVH733h7qXe0n7vgCWrD+7EBF353V9RK5eaUs//wwNocPvwquxuAc/KXUbEuaVXuOs/FgFcs/P8zyLSVsPFjJgyv2hn3Mp82vwroGIBJIQHt3sYAV/HFo+9B+sO6Evy7puXGeBdQTfyJgBb9e+9ykpsfgcn8fd3UsAUMU1AO18TDq5Z4eahMJ0KJfC2Zk3/uvXS0SwTqy43A1u4/WApBujeqwXHJxlaPfVBBrXoQlnKakW4mNPBmFA83+q1cgOcbcdFukQc8waxQ3nDeEc9PiAL6h2EkvUeIDotFOeBuBEUAE4ADSgJ9A9GDtqLTf1uHTiDNU+SCB2Ne1z0lOUNaCbl8CkfteJqKsDs8BA5QBZgVq/9zTo20iS9yiX9NqZ/uptrsZFGduSgRrj83uYeGr26hvrBNdbHN0eF+rxdhvKoidrIwW3vaOT/63gLoOanL7VShp6hYGNS4vFY0fIJ6+cRLbi2194/v/egPaRw4VbYqWjhaN8wEbYIWkm6H4WviwDNxuiJAjfGfE2wA1BZB8sta5R7cFjNppdMpBcQMH96H6tNl0pK9O++epqAbb72HqT6DqYoi8EWLu66E3IjNo0c9p1ahUlm8pIWtQDKvzyzucKb62uagpk1gHGNv5v2N0ioXBcZGkJ1qodvSPJe6c7LSwlyy12T34Ap3fx/c25gEctjl48r8F3Dkro/dWGgsE4J5qmFABL1RzsnSpGe0naxCQ2vh1IZQd1u7jGwAj74d9VT0z7v7g+KewYgq8lw3H1qHio9pzGXbrf3GaIOCOQRn2OihJYBmJMv5eSJkD8z/TFjlOoO1H164B3y7wbunRtyMzaNGv2ewevmg8R5t/vJ6NB7XKYMGZYrCcJyhU209mKAXQfs8G6RQYEBPB/fOz+O2KPewoqeFbT63nigmDSE+y9Omyn8HzyN2l+fd41uhknvpkPx6fv6ltZ2tJ0UYqG1pmi+l1CumJZgorHPgCKjsOV/Pspwd44Iqs3pcoNmQ/6nEdxxkMxDHQehRddgA2RoIjBi0CpANHABe4SoHNEKvC0dmw6C+w7uGeG39ftuUn0LBPC7Z+J+Xq9SimVZgAg8tIIK4eXcMKWFABriPw9UKoXQvL10Jm43Mk+KD0Hsg6Avrkpqd2Bv5ItfIAeoaRohSH5e1IgBb9Wm5eKRsPVjWdc35/51EcHn9TrefXNhexZM1BoP2KYUEBFcrq3Nz+6vama34VVuw6rj3WZOgXPYy7Q25eadP3+M1tJZTXuwFtLtl6Dh1lVNApbf8d/AGVeqePyUPj2Vpk45aXtuD0Biix5ZG7aEbv+nAUpUdBIR49Kia8tYOI+DgSAiPg71VwexWQgrYhuhVt4dUFyZ9DRAOY5vXo8PscewV88B2oWA3jfwSjvg/GGEj9FhHqa3gApRxM8SpKOegO5ILxR+BdDj4HBP+X9qN9blKAumNw8FeQsQT0JrzOa9EHVqOPAb8avmNxssQt+rVgVbDgTCvKZGDJmgNNCV7OZselWlcM64ysgdEsnjuyb+yH9pCc7DQWzx3J4rmjcDYr/BL8zjc/Zu7wqpyob3/r4ESDh+M1WvchpzeADiissDfOznuRAyPxKWDkCDp8GP0eeNWuLcMsSIK7Uhvv6AUSATswEBxJUGGH1e/C43/sufH3NS9NhmOrtb/vegOGXAeZd4JOT3z1TxmwXCFupwI6nxaENwFbnwfDeaBEwJiB2g9jRSRcsh1SPgPLRVD3Dzj+WzgUi86zGqMKcXaIVv8WtrcmM2jRrwWrgk0Ycowok555WSk4PH4cHh+FFQ1sL2q536eg7RjGRhqoc/mINCi4fG0Dd6xZz03ZQ1k0e2Tvmr31QlaLiZ9doq0fnpsWz91vfkm9y9e0Mxtp0mN3t3+sLTpCweU9ebxtUHwkBr1CabWz2ey745WPHqEoGFzDCVy8H/22ShSvDhZWQUUslDnh6TEwygx3r0Hbh25MCjueAqigRsJvauHSIzBpSA++kV7u6evA44DJN8HRbXDwM4ipgaUjCCTq8H8nAP5xGBUVVDAcB3UlKIWAzggrN0DSMPjdVTD67zBzL5gHa88dlwsVr0BkBqrtOXSVEIgGQ+LnROqmh+0tSoAW/dq8rBQ+3lvGKxsPUe/289Ge4yiKwo6SGnLzjnCstmU/2GDQGDkgmiiTnh/MHMGdr3+B29dyMXZMSiz3Sz3u0zZ7zAB2P/Rtdhyu5jsvbsHlC2B3+zHpFQIBFZ/acum7wX3yw1FClJEHLs/ivS+P8u6XR2hw+5k8NJ4FM9J74q2cmkmPbuM5YPdD9D7AC7/cCbhgezVckgYMARqA8UABxPwAbvTAS0ch4IBzH4dRwPmx8MhdkDYIbA6Y/le4bhw8Nv/k69U3wNQpMDgBVm/SUpP7s9piOLQJHC649Xtw7mXwj7vAuVcr5XluAIMbAhF74AIg+jYUVyTKhpcgJgA7EiGtDKzJkPUX7U8zqi8PpXYJAcrQNf4I6pRvo5jCF5xBArTo51bnl7OjpKbp6y9La5v+HgzOsZEGkqONFFY6MeoUoiP07CipQa+Aw+1rE5wBJg1t24FJdN7kYQncdv4wlm4oItKgw9Xse9xRbrfT62PR619wonEPG+DAiXqqHb24d7RFD/Vj4KALppaB1wCXJMK4SMhIg8Iy0FKYoD4OXqoBYiHVDEdr4UAdHCiC5ZfByDQYPBUO1MPqfDzVNRj3HEI5UAT2cvAUwaF94PH076Na7np4fjiMssKYifD5DTAALTHeA2om6AygVILOHwuHo2HtO/BiNFwYgA2pMLpOW7y48o6Wz+23oVacD8p+rVS6H9R4wD0eZeBH4X6nEqBF/5aTnUb+sVo+2lvOsEQzk4bEc7DCjs+vUlHv5nidS1vKNmq1d70BlerGo1Z+FXY0C+hBA2MjWNTNCWHBntQ52Wm9N/icoUWzR5IYHcGUdCt/WLmX4io71Y6Oa5y7vCour7vFtXqXn9+9t4d//DC8M5vTEq2HSRbwXNry+v/Ew6Gh8LsvwTQQlu1B+3hiAW8wPagBLfLUwsFKbRmXWsjzkPJREnM/VfjXDRa0Khtp8MafWwbnP22GFQWweAZkp8CI+O5+t93DXQevZEKgDDJvB2McOG1Q/hm40XYJ4tG28/VoNWHKQFlVD+8rkOWGOT6IVeBSFwy7FIYMgfk/bPk6NQ+jlO5HjQQ1Phad4QeQ/GR432szEqBFv1bt8LC2oAK3L8CRagcVdR6qnV7MRgWnVyXJYqTS7qWy3v2Nz2VQwKfCVRNTuz1o9lTxkHBqfrzr3z+Zydwn150yQHdkbGpcqIcWPiOi4fULweOHA+Ww8QAQDSeOw4gUOHRCW66+8SJY9R7UHgesuE0JxNUZ+b+fjkWbgR8FYiBzZMvnX30INh+BzSvBpMK6ayHRAqNTwv1Ou+7QWtjxFDjLtMC751U4BIxBK8jmQAvOJiAClDeA8RZYa4dIFY4awBMJtzTAF1FQVgW1u+B3b7d9rZh7wP0XFHUQjD8WpjfYMQnQol+7N3dXU7Uqh0fFoTXixdmYsV3beNupSmZkJJmZe84gbpyaxur88rBkbAdf42zKhKc5EwAAPqBJREFUDn/i+oksfvNLnB4flXbvNz8AmDw0vttXM8LCpIeXvwVbzoEFrwLVUFQJhx6DoQmg18PWq+H8xaA3EmHKo3hELNr+tQewas/z1w/h/ngY0ZgpvuJGKLdDzjuQVwg5S+GoDWqXQKy5vZH0Lp/9GT67V5sVR6L9j1qWDOYKbQlaAVQ9NPi14F0C+KLg3L/CC98DfQAsdbDwVtj3MajHtJLof10D7kPg3Alx/3Nyz940HKYcBV1kj7zd1iRAi36tvM51ytsDgW8+WuX2wY1T08hIjiZjVniKYnR38ZDeaPKwBDb86mJsdg8/ej2PrUXtFzJprd9sAdywAnadgKyBkF8D2ekwPOnk7dOmwWUToHI5RLlhYz0of4IhN8PhKO0I0cuvwMvPQdQkMA+E68bD5VNgw63w03/C1kKYMw0i9fDE3+Gic2HauJ55v52x4Tda5qYPuGy5ljw36jZw2eDfc8BZCHq/dp9qYDhw23qIy4ZfR8MvrodoL/z3dZhznna+OQaofQOO/xoIQMYGqNoDVW9B5rMQ3Xu+H3IOWvRrF2QkAjAqOapFY4Yg/zfHZ47UOLk3d1eohyY6YLWYmD5C+3fLGnjqD0TGdnp191mPXgS/OA9K98OFw2Hbb9reZ+VSGGTRgvF5RgKL7ibvwD/xH30JYiPR5lx+cNRCVR4sXQ1X/xnM18B/voCC4/DKAthzCH65BC7/EZy/AFwuaNZiFa8PvuoFzWAm3aDNkmcvhszvwjl3gsEM0anw3f2QswcmPwCXbtIWEYw68JWBrw5mzoVatD/fmQOzDmv3iQU+ewScASgH3r0Qvv4R1K6D46/33HtthwRo0a/FW7SEmUOVjhaNGYzN+rFPSI0lyWIEQN/B/xFHTtE4o7fpqe5UobRgxnAWzx3FzFEDmNn4Ias1o04h/1gd6/adCPPousllGTApEerdsPkQ1Dnb3qekCPJtWmA592JeenIJU9zwbKIVNj4MhgDEHYfLTHBuLNq00gmUwDm7YPdv4JMVMCwRZo+EqoOw5QtIHACTp4LXCzU1EHcLTLgJoi8P67egjcv/Drd9Ai47uNpZUUk4B877AwycDuc8BtEpsPlK2D0Z2AlXXQfXXAcT90Lpce3Y2kSdlnR2FKhEm33XAC4dpP86fO+tEyRAi36tprGhReuZstcPaQlm7rhwBK9+bxq3TB+m3a+DzWhDR5G7FwommPXldphWi4kok56lGw6xsfBkMZmIZv8M3oBKvdvPPW/tDP8Au8vlmUAs+E2w+I22txfs1GaAscB7H3P+uo+5UAcX6oDBiZBqBL8PPvkIZo2E8wzANlBs8MVG+ORt+NH18NTv4PFfQqwFpuyDkfVQkwcTo2FAAiRsAhQwqHBwF/jbLyTTrVQV1v8UPvsF7HkJjm5o/34BF2yKh8L7tOQ6I1BfCBVL4YV/waMPweFILcM7AIz9nbZ/HaQDhn4fLvODMb5739Npkj1o0a9tPthxZ6DSaicvbjjE3z8/xLfGDm7K0m4tzmzg/74zuRtHGVr9JcEs2Cp01VfH2H/CTtZAC9npSSzfcpgB0SZONGgfvmaNTvqGZ+pDEqLgmevhnr/DO1vgT9dBcrMs9Uv+B/6cCoeOgimC8VFmPgueqkq0QvFOWHgbfPoJvPkC+IaDqR4idVqm8/1PwbVXwoCBcN+1kFkCU1Wt6uhhYFMUDNJD1FFIcYO9Em5dpX0gSASiIuHax6Doc1jwV4jpxu+9zwl7/6pFqQm3w/COZvMKGGLA3wBeBdJuhOPAyn/BdCMc/jf467XgrANGXwyBL8BWCBMugXFP99rCLn1nWiBEF4xPjT3l7Srg9MGKXcfaBOekaCN3XDictf87h8nD+k5hkmCCWV9PntJKhI5m/nit/KI12syCC9K5b/4Yrjk3tel+KbG9I+M2ZBZfDEsXQL0Npt0HtfaWt398BA6oUOyCGRe1ffyy5fDOu9rfpw+B8cMgxaytdk+rANt/4NmHoKaxzaWCdo7YCgzywgUXwgf7oapS2+tW0GalCuB0wbKfwWdvQ/6ajt/D/jXw9xvBUdP174MxCr6dC9FDIXAAvpwPX80F2/st76eLgKxtYH4Q5h+FihGw/g3we2HzcqhrDM5xiTDvcUi5EGa9D/+zF8Y/02uDM0iAFv3c12X1p/2YlBhtSmKNMvHPbSVctuQz1u070ef3dfuqBTPSmZOZzMaDlTy4Yi8Oj48bpw5l5khtb9ps6ocLgd+7EK6bBiXlMOHu03989vmw9RDUOqEgH6bNhnq0QBsBTEiHlKFQGwebZsLAxVpf5Jffhn9+DCNGwfd/rhUBKQcGTIYb/gCP7YYrfw7/82vIvq791/7vS/DHefDp23BvChRuhMpmDU32rYL37gR72yJAbWRcD5fkgmET+D4B56dw8GptttzcFy/D2odg779g59vaBwsP4AKIg4mL4c4KOO9Xp/d97GH98CdbiJOeumESC17ZSr3bz+iUaBKijCREmfhob3m790+LjyQ5NpLyejf7T2gzlwa3n5/n7sTWeDb3bDv+1NOsFhNP3jCJu9/4ko0HK9l4sJJnPz3I/fPHYNTruGrS4J4eYujp9ZD7v3D1IzAgHnY0BrjJwzv/HEOHw04L2LPhuAkuuhW2bYCUKhh3PrzyDKQkaTPI9maRv3sS0rLAYYefNPuQsOAbKmuZIsGCdjQKDyy5UFuqeqQM3roOajZpmdV37IWBYyH3N5A5tOVzBAJgOwjxw+DFK2AgWmESBRj8c9C3yu6f+mMwJ8Ck78KIS+Ht+2DHOzBsDDywC/TGzn/fehFFVdV2dt2E6Huys7PJy8trcz1YNjM20sDvV+YzPMlC/vH2Z9YGHbQuvR0doef/bp5MQXl9vy692ZNsdg+vbS7G6fFR4/TyeWEV52ckEmnQcajSwY3ZQ/jNiq+oc55MVtIpWp/u++aPafOhqaOfhVAL1+ugv1Y7A3z/dTAiGW6d37l628osQAdmDzi9kLkbktxQp0DNNCj5vHvGe+IgFGyAf3xPq/ClB5JngGmz9ncP8NBvwHU+xB6DJ0uh5C249D7Y/7I2Lp8f4nVQoWr/0MPS4M4doO+9OQeh/nmQGbTo96wWEznZaUz942p8AZX84/UMiDFyor5ttarmwXnacCvTR1hZMGM4VouJ2WMGhHHUZ5fcvFKWrDnQ4lpp3pGmv288WNnmMQFV63A1Jd3a7ePrcdNGwOc74dG/AWXw2/Ph2LunfkwgAOYGcJrBHAtxZqgpBX05FCSDteHUjz8TA0Zqf8bOh98OA78H9n0O44aDWgQVQGwAXGZtj/jO9XDnfvjHQm22DGCKgigdfOsmGPu/MCCz+8bbS0mAFv1acPbs8PjwBdSmWVd7wTkoJSaCqyelsmh230+06iuCGdutZ9Af7SlrcX69tWqHl2c/PcCyhVPDONoesOkJ+NmzsGQFYILj++DQcRgxqOPH1NvBWQfRZjDHwVEHxM6A286BdYcg58r2H7f/axgyDKKi2r/9dFgHwuQfwyfPQIQKmT+EFx8GtwFmPAMHdoC3tLFkpwmGTIZrFsG238LlKyD53DMfQx8mAVr0a8+vO8jSDUVYTDpS4yP54zXj2XyoiuWbDuFqdrTTbNRxzqBYdpTUcNPUofzsktE9N+izUDBju7Wbpgzlx//cQVmrvt0A0SYdCZYI7rp4VDiG2LMUBZ6+C5auAmcDoIfLrod9m7Tzwv4AGPQtHxMXA/mrtP+e/2Pt2oKL4FeLIZgrVVwMjzwEv7wfRo+G3/4vLHtSW4ZenQ+jzjnzse9eq2VRexS49jUIjAUi4LI8GPGxlrh2LjDzVzD7ce0xWQvO/HX7AcniFv3aliIbAHZPgKM1Lh58fy95xbYWwRnA6Q2wo6SGOZnJLJiRHv6BinZNHpbAlvvmMnlo245VDZ4ApdVOthfbemBkPUBRYP9ytA1cL8ydCS++A9k/gcjroKSi7WPOGal1yhoQDxH1UFcEG9aevP3DlfD31+DZZ2HfV3CiBFAgwgymM1w9UlW47wo4tAsaIuBjCwT8gB3uvR3iTCePcF3zFsx86Mxerx+SGbTo11q3kTxsc3C4WdlOgwIjBkRjMemZMjyRRf3g/HB/9ETOJC5b8hnuVofVFSAzJaZnBtUThiSD2myvPmk2VNUDAXjs/+C3P4EF48BdAQOuhRUl4GtAS6vWwWsfwop3oLqxytz3fgBbv4D/exs+/gB0RZC7Gs6f2/UxBgLwwd9h2eNQvw/igAo3VLuBKrhoOvzpDuCOrr/GWUJm0KJfO2fQqX95D7FG8eYd5/Pvn8zk/svOkeDcS2UkR3P1pNQ211Xgof/sDf+Aeos1L0BSJOCHF/4A6SnQUAGKDt49Aj4P2sFnm3YfvReab1tHRoLBCRF2OFwErgRY/qpWpAS0Jhp+v5bIVVgIn32mXWuohxX/0I5gPf4g/Ocd7f4+H0zTw4O3a/vktWglNh1oM+arLoD1H4bru9PnSYAW/dqWoo5LfQIUVzn6dM3qs8mguPYrhk09G7K4OzIxE46vh4VzQddYFcyRBVsngXIMaABDMUQXw6gd8Nsb4N2VUHEcPB5wu2B8OmTYtfrUVdXw79dh4mDY8JmW+Z2eqpUbHTMSZs2CH/4Q/v4s/OJW7Sz1E7+H3zdrMhFo9mfJO/BWNWxXocYNK/4T5m9Q3yZL3KJfs5gM2N1tq38pwG8uG4Nf7fs1q88WC2YMx+nxs+tILfVON/llWiGZQfHmHh5ZDzMY4JWn4eGfw38/gttuh/v/F175C+gN4FHhV/dBXDxc/12YMxgGpAIK1FVC1qjGAiBJcKSxvOfIkRAdDdZESEyEmnptNm6OgKuugunZUH4MrlsAY6fAoCEnx7LNB2UlkJQCESHIBD+LSYAW/dqlYwexfMvhNtcVBb46WsuDV42TZe0+wmoxcf/lWUCwsEkRoEhSX1BaGnz/h9rfDxzUgq7Zp+0B//1R+M5CuHMKXHo9DB4B7/0/MAOlu2HUMHgwF8wxMHQYmBs/9Bxve/68yUP/p/03GJyD9HpIPY2KZ6JDssQt+rV7LhnNBe30Ew6osGLXcVne7qO0Y1mZ/OyS0fIBqz1v/xveWQ1Jw7Qs6QCw4zOoOAI/exQWP6IFcAW4ehG8uQ8mTYHMMSeDs+hxMoMW/ZrVYuLZ70zm+fWF5BVX4fIGKKt10uD2M3/cQFneFv2TyQSz5sKWA/Cr70PJPli+DvSNR6gAPlO1o1C9uJvT2U4CtOj3rBYT918WgoILQvQ1RiM8tbzj2yU492qyxC2EEEL0QhKghRBCiF5IArQQQgjRC0k/aNFvJCUlkZ6e3tPDEL1AcXExlZWnOCIUIvIzJ5oL9c+dBGghhBCiF5IlbiGEEKIXkgAthBBC9EISoIUQQoheSAK0EH3UM888g8Nxsrf1ZZddRk1NTc8NSAgRUpIkJkQflZ6eTl5eHklJST09FCFEN5AZtBB9gN1u5/LLL2fixImMGzeOhx9+mGPHjjFnzhzmzJkDaAG7srKS4uJixowZw+23387o0aO55ZZbWL16NRdccAGjRo1i27ZtPfxuhBCdITNoIfqAd955h48++ogXX3wRgNraWiZOnNhiBh2cUTc0NDBy5Ei+/PJLxo4dy5QpU5g4cSIvv/wy77//PsuWLeO9997rwXcjhOgMmUEL0QeMHz+eTz75hF/96lds2LCBuLi4U95/+PDhjB8/Hp1Ox9ixY5k7dy6KojB+/HiKi4vDM2ghxBmRblZC9AGjR49mx44dfPjhhzzwwAPMnTv3lPePiIho+rtOp2v6WqfT4fP5unWsQojQkAAtRB9w7NgxrFYrt956K/Hx8bz00kvExMRQX18vSWJC9FMSoIXoA7766ivuvfdedDodRqOR5557js8//5xLL72UwYMHs3bt2p4eohAixCRJTAghhOiFJElMCCGE6IUkQAshhBC9kARoIYQQoheSAC2EEEL0QhKghRBCiF5IArQQQgjRC0mAFkIIIXohCdBCCCFELyQBWgghhOiFJEALIYQQvZAEaCGEEKIXkgAthBBC9ELSzUoIIbooKSmJ9PT0nh6G6CWKi4uprKwM2fNJgBZCiC5KT08nLy+vp4cheons7OyQPp8scQshhBC9kARoIYQQoheSAC2EEEL0QrIHLYQQfcB/dh7lf/+1G4tJR3pSNE/kTCQjObqnhyW6kQRoIYToxQorGrjtpa0crXUB4PYFsJXU8OPXvyA5JpKsQTEsmj0Sq8XUwyMVoSYBWggheiGb3cPz6w7yj20l2N3+NrcXlDdQUN7AxoOVlNgcPP/d0GYQi54nAVoIIXqZwooGbnlxC2V17k7d/7/55djsHplF9zOSJCaEEL3MIyvzOx2cAQIqPL+usBtHJHqCBGghhOhFCisasLt9mA3KaT0u77Ctm0YkeooEaCGE6EV+994ethVXExfVcrk6yngyYE9IjeWOC4czeWh80zWj/vQCuuj9JEALIUQvUFjRwMJl20iKjgAgzmxsui020sAlWQObvq5s8HDgRAMPXJ7FHReOYObIRB69dkLYxyy6lySJCSFEL/DIynzWFlQwMFYL0EWVDU231bl8fFpwAoCEKCMD4yJZW1ABwLKFU8M/WBEWMoMWQogeZLN7ePqT/UQYdEQadFTXa8lhnlYnq+pdfuZkJrPmF7O5++JRWC1GFpyfHv4Bi7CRGbQQQoTZjsPVLH7zS5JjTIwbHM/yLYe/8TGTh8bx5A2TAHjoP3ux2b28tLGI2WMGdPNoRU+RAC2EEGFks3v4wfLt2OxeSqudlNV27jiVUa8HIDevlOIqBwCD4yK7bZyi58kStxBChFFuXik2uxeDTsu6Nhs792t4a5GN3LxS5mWlEN+YQHas1tlt4+xONruHF9YXYrN7enoovZrMoIUQIgxsdk9TgAWYkm7l2U8PsKOkulOPvyAjkXlZKTyyMp8ap5eMZAsPXz2uO4fcbXLzSnls1T4A7pyV0cOj6b0kQAshRIgVVjTw4Iq9jEiKIsESwVWTBvPgij1sPFjFP7eW8MrCKWQkR7Ns4VTe2HqY+/+9B/UUzzcg2sTYwbG8v/MYawsqmJOZzJM3TOqzpT1zstNa/Fe0T1FV9VQ/F0IIITqQnZ1NXl5em+sLl21rOgYFMHloPDtKapq+DgbY59cV8tb2EmpdvhaPN+rAG2j7ehaTnsyBMdJqMsyCqx852Wmn/FDU0c9DV0mAFkKILuroF3JhRQPff3U7xVUO0hLMVNldODwqekCnVzCbdDjd/naDcGckROnJOW8Yi2Zn9NlZdF/y9Cf7WbLmANOGW5k+wsqCGcPb/b6HOkBLkpgQQoRYRnI07/74AuZkJlNa7cTh0eZBfsDrV6lztgzOhsbfxEZ9556/2uFn6YZDvLa5OKTjFh3R/v22FtlYsuYgr20uCsuryh60EEJ0A6vFxJM3TOK1zcVU2z0UlNcxMDaSrUU2PH4/Lk8AR2OU1isQbTZS4/QSG6mnztW2/3N7Ptl7HIAFM9JlJt2NFswYDsCWQza2FtmA8NQ9lwAthBAhZrN7eG1zMU6PH1CJNOqZPiKJWaOTqXP5eOCKLBKiTMz606fUu/24/eB2eomNNNDeruPoFAv7y+1trueXNZBfdoAok16yobuR1WLiZ5dkUljRwCMr87lq0uCwvK4EaCGECLHcvFKWrDnQ5vqzaw4QADy+PWSnJ1DvbjlTrmuWLJZsMRFp0jNnzADumTeaRX/PY1txNQYd+Jotj08bniDZ0GGyOr+ctQUVTB9RTsas7k/SkwAthBAhlpOdxhvbSpoqfgUF42pZnZNlm2qbrqfGRzL3nBRQYc+xGkDB5fGSX2bnv3vLQFUZMygWk0HHzy/J5KO9Zby/8yhldW7qXT7ufmMHD189TjK7u1m4j4dJFrcQQnTRqbJ2CysauP/d3RyrdlFa42RwbCRVDg9uX/up21aLkZdum0J6koW73/iSjQcr29xn5sgkBsdFsmrP8Taz7/TEKN798QWyF92DQp3FLTNoIYToBhnJ0bx154wW15ofv2rOpAeb3cvdb3zJdecNaQrORr1CgtnIiQYPcZGGdoN2UHGVg9y8UtmL7kfkmJUQQoRJRnI0L98+hThzy7mRQaf9Ko4w6ni12REer1/l5mnDuCAjsU0xk9YiDEpTGVHRP0iAFkKIMHpreym1Th9RppO/foPHrQor7NQ6Twbi+CgDC2akk51u/cbndftUnvhoX+gHLHqMBGghhAijvUe15DD3N5QRU4BXFkzFajGxYEY6kY1drxRgYGxEu4/5eG85C5dto7CiIZRDFj1EArQQQoTR768Zx5zMZB65ZhxxZgPxUe2XDxsQE8HkYQmAdg73+VvOw2oxsuz2Kdw4ZWi7j9ErsLaggkdW5nfb+EX4SJKYEEKEUbCLFUBZnYslaw62uY9OgeduPa/FtdljBrDjt98CYEJaPJ/sPU5+WcuZcqzZyKiUaB64IqubRi/CSWbQQggRJja7hxfWF2KzewBwtlrmVoDYSAOvLJjSNHvuyMxRyUwbbiUh6uQ8y+bwYtDp+vx5aJvdwy//tYuJD3/ML3N3NX2/zjYygxZCiDDJzSvlsVX72HKoigeuyCKv2NbidhX4yZyRzB4z4BufZ+mG9hs2lNW5sNk9feY89I7D1dy5PI9qpxc1oJI5MJqZowfwdt4RAN7+4giD4s387JLRPTzS8JMALYQQYZKTncZn+ytYW1CBx7enqUd0nNnA1RNTSbAYmZeVwgvrC0/Zezj4PJsKq9ApEGhWbqqwws7NSz/njTvO79VBWivk8hVfltjwNKu5kl/WwL6y1kluZ2c9LVniFkKIMLFaTE1HpsamxnHHhSOYPDSO1Hgzq78up9rh5YX1hTy2ah+Pr/q6xXJ46+d59juTiTcbWwTnoILyBp5fX9jdb+eMPLhib2Nnr7a3tc5vr7Z7z8plbplBCyFEGC2YkU6USU9OdhrVDg9vf1FCjUM7+7z888MY9Vorww+/Ok5DYznP9qqDWS0mZo1OYsWu4+2+zpbCjquO9TSb3UOtw93p+y/fcpgEi+msW+aWGbQQQoSR1WLizlkZFFfamf/MZ03BGSDJYsLr16bE0REG7ps/5pSNGars3g5vK6t1cetLW3j0g6971ezTZvfwi7d38tWx+tN6nLO9qXY/JwFaCCHCzGb3sPDVbXj8LdenPQEtCMWbjfztlvO4c1bGKfeRH756LBNS49q/UYGNB6tYuuEQuXmlIRv7mbDZPdz+ylbWFlR06v4KcE6KBQCz6ewLV7LELYQQYZabV9qipCdowajO6WdOZjJP3jCpUwleGcnRXD5hELuP1ra5rc7hZfLQeLKHWXtNv+jcvFJ2H61rcz3KqGPkgGjqnT6KbCcbiajAlOFJXDM5rde8h3A6+z6SCCFED8vJTuO26cNItpiwROhJiYlAhdMKzs2f64bsISitrrv8KqBy/+Xn9Jps7nlZKVgiWoYdi0nPkAQzu4/WUVbnaPOYN7Ye5mi1M1xD7FVkBi2EEGFmtZhITTBT0bg3PG5wHDdNTWPBjOGnHUytFhMZydHtHkQ6Uu0KwWhDw2b38MjKfOzuAAlRRqYNt7L3WB1mo8L+E3YAnO007PKqWpJYaoL5rGulKTNoIYToATnZacwcmQTA1iIbUSZDl2e6OdlpmA2t59Bwot7N4je+4OlP9vd4olhuXilrCyqwWoxUO7x8tLec0mon+0+0nTWPHmBp8bVOgaM1zh5/D+EmM2ghhAgTm91Dbl4p87JSWJ1fzsNXj+X9nccA9Yz2WK0WE6MGxrL7SNu96BW7yoAyokz6Hp2B5mSnseVQFWsLKogzG9rswTdXXNUyaAdU7QhaavzZNYuWAC2EEGESLPX5xrYSiqscODw+fnZJZkiee/rwxHYDNGhLpfOyUkLyOmdi1IAYHB4fNQ4vtc6OW2K2zm7XA7dMH9apKmv9iSxxCyFEGNjsHqrsHtITo5pmiE5voMNqYadr0ewMpg23Nn1taPbbPQCszi8/49c4E1r98ENsLaqmoPz0+lX7gXd2lHL1/23ksVX7eG1z+3XIu0PrBifhJAFaCCHCIDevlKWfHaK4yoFegYxkC6u+Os5jq/aF5Jyy1WLiuVvPI7lxZulrVi8zJkLP0eqe3cPNyU7jgozEdm+LbGf/vDW7J9BUWY02OevdJ7jq0RNnyWWJWwghwmBKuhWLSYfdE8Cvak0tQAvUoTrja7WYcPlPRuaLM5M5cKKB0mony7ccprTacdrHuEIlWD/88Q/zeWfHUZqvYrt8nWuGYYnQc/n4QSyYkX7G47HZPby2uRinx4fLG2DPMW17YNzgWCKNBswmPVdNGkxVg4eZIxN7ZItAArQQQoTBs58ewO45GTzjzXoyB8bx6LXjQxowh8RF8LVLS8D6tKCCaekJlFY7GRwXydqCCnLzSnss0WrTgYo2wfl02N1+BsVFhuT7lZtXypI1B9pcD3YYA1hbcKJpX391fjkZs8LbZ1sCtBBChMEDV2SRf2wL5fVak4gap5+9R2t5bXMx98zTmkDk5pWeUQKUze5B0elbXNtWXA3AvHNSSE0w90hFrsKKBu57Zzfbi6vPuHHk8drQnO3OyU7D4fG3O4NesesYtU4fhRVa1bPxg2NwePxh77OtqKp6djbaFEKIM5SdnU1eXl6La8GjVO0F2sKKBi5fsgGXr2VDxZkjE/H6A2wtquaCjESe/c7kLgWCYKvK9kwbbuW5W8/rkeXthcu2dbr+NsCE1FhO1Lspq2vb8So+ysCnv5jTre9jx+Fq7v3XLiIMevKP1zEwNoKyOjeTh8Zz4aikDgvKtPfzcCYkSUwIIULo+XUHeWzVPq56diOFFS2zlVfnl7cJzrGRBjYerGJrkTbT3VRY1eWEpHlZKUwY0n7zjK1FtrBmPwfZ7B6SYyK+MdjodXDDeUNYPHcUr35vGldNTG33fjUOX7f3up48LIHcRTOIjtBWI3yN+/o7SmpYsuZg2HptyxK3EEKEUP5xrY3ikRon97/7FVEmPXddPIrtxTYGx0USG2lAp6h4/SoZydE8dNU41u+vaGqnaDbpurwM/f7OYx2ehdaEL/s5KDevlLfzjpzyPmajDqc3QMaA6Kb98UWzM1ix82jTlkBzu0prumOoLeTmlbKtuJo5mckUlNUDJ1t77m2nOUl3kAAthBAh9PDVY7n/3a/QejGprC2oYHNhJe52MpUnpSUweZj2JxScno6rc80cmRiS7OfTYbN7qGrwEBOho94daHO7Drj+vFTunD2S1fnlLT6YWC0mrj43laWfHWrzuMyU7k/WCo4lJzuN4ko7i9/8kmiTjtioCH5/zbhuf32QAC2EECGVkRzNW3eeD2h7ztc/t5lqh7fd+67ZV87vCeEve6XjGXKixXTGSWidUVjRwP3vfkW9y0theT3txOUmASBjQAwZydHtZkgvmpXB+oJyCsrtLa4fqrR3e8KW1WJqms1bLSY2/OribnutjsgetBBCdJOM5GiunDC4w9vjIo0hfT2zUfuVnhDVdu61bn9FWApuPLhiD1uLbOQfP3VwTo2P5I6LRpxyOd9qMVFc1bLVpE6BjQe7vk/fl8gMWgghuonN7qGgvK7pa6MeFFXBE9CWu2uc3pDOBBfMGE6UycCar8ubjlcFnT8ikXOHJnT7MasRydFsPFiFAh0eqZo5MpG/3Ny5TPWMJDP5ZSdn0EOtUXwrK6VHjouFm8yghRCim+TmlTZlZwN4/TQFZ4Bjta6QzgSDy7K/nn9O02w6uOj92f4K5mWldPvy9vrG41QdBeeMpKhOB2eAZ2/JRt9s5b64ysF/e7iueLhIgBZCiG6Sk51GQpS2jB2MMRNS47jjwuHccdEIFs8d2S0zwe3FNpzeAHFmQ1OgdHgDXP1/bY9+nalgM4nCigbuWJ7HYZsD4ymSxa+YOPi0PiRkJEfz8oIpbYK0LHELIcRZoK6ujscee4wjR44wf/58vvOd7zTd9uMf/5i//e1vXXpeq8XEywumcO+/dvHby7MoKK8PS6vEYNB/b0dpi77LDW4/j6zMZ9nCqSF7rdc2F7FkzUE+219BYYWdCL2Cu4NanhaTjgUzhp/2a8weM4DsdCtbi2yAdna8N7TP7G4ygxZCnPUWLlyIqqpcd911vPnmm1x33XW43dr52y1btpzRc08elsCaX8xm9pgB3DkrIyyVvIJL3XVN3Z80BrSSo2eibftFbWqbkRzNMGtUh8EZIHNgbJff/6PXjifOrM0p61w+7ntnd4925woHCdBCiLNeYWEhjz/+ONdccw3vv/8+kydP5uKLL6aqqqrLz9mTfYSD5o7RZplRJi2IDk4wk5F8+meIg+9l3b4TzH1yHY+t2sfz6wv5Ze5OXt1cxPyxKaz+upzDNq3PtbmxGbUOiDJpf09PjOKJnIldfi8JUSZunDK0KUhvK67u98vcssQthDjrud1uAoEAOp0WTH7zm9+QmprKRRddREND1/Zsg32EgR7rHnXPJaNJTTDzp4+1cRzrYqOJ4DJ2vNlIjVM7072rtLopAe7j/HKa5b6h02kBubjKgcMTID0xind/fMEZrR4E+2mnxESgRsKlYwf2+0xumUELIc56V155JZ9++mmLa7fffjtPPvkkJlPXgkpOdhqL545s6oLUE4JL3fddOgYFGJZo7mKSmDYD/9bYlKakt4lDErjhvFQiDboWwRnAEmFkarq16etSm4PdZ1iec15WCnFmA+X1bupcPlbvK6fa0b+XuGUGLYQ466WkpLB79252794NgKIoJCUlMXPmTA4caNszuDOsFhNRJgOPrdpHlEnfNIs+VberUAu+lsPjQwUKKxxdShJbMCOdKJOenOw0fj3/nBbjHxQfxZI1B1rMrj0+L7lfnKy/7Vdh4WvbeWfRjC6XNV2dX94i4c1m93L7K9tY8dOZPdKhKxxkBi2EOOs1NDRQX1/f9Keuro68vDzmz5/Pm2++2eXnzclO4775Y5qWYm12D794e2dYKnoBvLa5mMdW7cPpDXDHhSOYOTKxS0liwZm41WJq8XfQgvd988fwyu1TmDY8AUuEjhpnoM05aFWFm1/8vMvHvDJTYtpcK6129ut9aJlBCyHOeg8++GC71202G/PmzeOmm27q9HO1niE333/OzStlbUEFczKTw7J/erxGK5NZXuska3DcaRUI6azge7TZPUSZDNhPUd/T7VP57ktbyclOY8GM9NMayx8+yG9zbUJqbL/eh5YZtBBCdMBqtaKqHR8bak8wOSzn+c1tZos52WncNn0Y+8vr+cFr20JeNKS1zw9pWegffFXGY6v28Yu3d3bbfnjww0dagrnFdUOrKHOs1sWSNQdOe+b7xPUTGRDdMqAb9Lp+u7wNEqCFEKJDa9euJSHh9PZMc7LTyEi2UFhh55GV2qyvsKKBW17cwvPrC1m/v4KjNS52lNQ23d5dzh+hJWr5AiqRBh1rCyp4bXNRt7zWlHQrGckWfvntzBZB2tc4odYrWpvI26YPZfHcUac9842LMlLVqiuY7xRnrrtDuI/OyRK3EOKsN378eJRWrRptNhuDBw9m+fLlp/VcVouJJ66fyOI3v6TW6aWwooF7c3exo6SGTYVVDI6LZGBsJIPjI864aMg3GRQf1fR3V2Ok/OJwTchbNdrsHu791y4KK+z8b+5OgvVRzEZweiHKqODwqlw7eUiXj5w9sjIff6t08UhjeOeY4T46JwFaCHHWW7lyZYuvFUUhMTERi8Vy2s9ls3t45IO9lFY7Ka12csVfNhATof2qNei0Jd45mckhLbfZkQUz0gGVf31xhKM1LvQKbDxYyfPrC7n/snNC9jq5eaUUVtjRKzQFZ52iBWfQvp/3zc88o/3iB67Iota5i9IqB6oCJr2OX88P3XvojOD4w7XvLQFaCHHWGzZsWMieKzevlB0ltU1fa00rFDKSLdwzdxTvfnm022fOQVaLiZ9dkonT42fphiKCK8Ib95+AEAboeVkp/HNrSVMlMaDF2ehhidFnPOPMSI7mpQVTeG1zMVsOVbK1qJr1+yu6fGzrVGx2D8+vO8iuI7VMHBLHpeMG8eynB3jgiqywFp2RAC2EECGUk53G0WoHawsqMBkUCiscDIiJ4NXvTcNqMXHlpNSwj+nGqUPJO1zNjpIaAAor7SFd5l6dX94iOCe22i+eOTIxJK8TrGgWtOFAxWlng3dGbl4pSzdoe/Vbi2ys2XeCwgo7ENpGI99EksSEECKErBYT91ySyTBrFIUVWtDafbSux87rFlY0cPsr25qCM2jHnUIxnmDSVGZKDBGGk3v4NU4vCY01s2MjDczISApRclXLPIEdJTU8v67wDJ+zrZzsNO64cDjThlu548LhPHH9RGaOTGLUgOiwVoWTGbQQQoRYbl4pGwtPNtqINChMSbeGtYpY0O/e20NptbPFtYGxEWe8j2qze/jR63lN9bib86tQ3Vj1q87l4w8f5DfOQM8suWrBjHTe3XGkxfvZdaTt658pq8XE/Ze33Ia4cFQSj63ah9mkJ8pkCMu/oQRoIYQIsSnpVhRoqqbl8qksfHUbmSkxbCuuZsuhKp68YVJYgvTY1Dg2FbbtynWmr/38uoPtBufmTHqFc4cm8KtLx7C92HbGHwqsFhOvfm8qly3ZgLsxKz0hKjwfdIJjd3j8YcvkliVuIYQIsac+2d+m1GWt08e24moSooxN55HDcaZ20awM0hOjWlwbEBPBox/kc+tLW0+7WIrN7uHpTwp4b+exb7zvTVOG8tad55OedPrZ8B1JiDIRE6Fv+nrd/oqwLDtbLSbmZaXwxWEbd1w4IiyZ3DKDFkKIELLZPdjd3g5vr3Z4mZOZDChhmYlZLSampidQXHUyicvnDzQlQd2xPI/cRTM6PaO+/93dfLS3/Bvvp9cpLLggvan++NqCCuDM32tuXimV9pPfX5c3QG5eabd+DwsrGrj/3d3kH6+j3uVHVc98BaIzJEALIUQI5eaV8mVpbYe3D46L5MkbJgE0dYjqToUVDXzwVVmLa/llDaRER2Ay6iissHcqwAWD1Dctawf5Ayr3v7ub6SOSQlp/fF5WCk98XICv8RxXeqK527+Hj6zMb/G+MwZEd+vrBUmAFkKIEMrJTsPh8VFt9/LpvhMcqWmVoBUX2TT7CseZ2gdX7MHu8be5Xt7gZvHckU0JT9/kd+/t6XRwDtpaVM3hKgeTh8aTlmDmtc3FZ3ws6v2dx5qCM0BxlZNnVu/nnnmju21We9fFoygoq6fe5aXe7Q/bvrcEaCGECKFgcZAX1hdypMbJwNgIap1eXF6tBWN2ujWs48kaFMfGg22TxLIGRrNgxvBOB7XWyWYGBXwdlMI2AMHOzWV1bsrq3E3HvJr3xu6ati+6/PPDpMabu+0Dz/ZiG8dqXQCkJ0Zx1aTB3fI6rUmSmBBCdIOc7DQmDImjrM6NszE4Tx4aj9moD9tZWpvdg8vrJyUmAkPLI8Qctjl4bXNRp8eyaFYGM0cmAVqQevrGSaQlmFt0mNI1voYPSEswMyE1htT4SACmpid0qUlGawtmDG/TMQu0pe9Qat4YY0q6lYQoIwDFVQ5W53/zHnwoyAxaCCFCLHje+XCVvcX18jqt1SLAzy4Z3e3jyM0rZfmWwwBEGBR8zaa8dk+AJWsOEmUydGrmabWY+MvN53L3G1+y8WAlb+UdaXO+euKQOL4srSUtwcz88YNY1Pi8oTz7bbWYmD9uEEs3HGpxfXV+ORmzQrc3HKxadrTawcqvjlPt8BKhh7Gp8SH/MNARmUELIUSIvba5iMdW7cOo0xpkBCeviRZj49/C0yYxJzuNacO1WtUZrY46pSeaWTx3ZKdmtNrRqv08/mE+u4/UAPBlSTUDYyOa7hNhUPjzDZOYk5lMabWTpZ8dIjevFKvFxJ2zMkK6Pzwjo23p0BVfHjmj/trBGXNhRQMvrC/E6dHOWb++pQRbY9a4269VL3u/E0fMQkFm0EIIEWLBX+6Vdl+L65PSrFw+ITVs3ZCsFhPP3ZpNbl4pmSkxLHx1e9NHg2M1Lpwe/zcmbtnsHu5+Y0ebfWy7x4/d48dqMWCz+7h6YioZydE8ecOkxp7TSre9z9+u2NPmWn5ZAw+u2MvrP5jWpecMtpLccqiKtQUVLJ47ioQoI9WOtkfmqqUftBBC9E3ldc52ryc0zibDKTiDveXFLS3m7R6/2nQWGlR+dklmi8cFOzqt2lPWZim7OaNOz33zW87Eu7sUZnKMqd0xjUiKaufenRPMvnd6A0wYEses0cm8sa2k3ftuOVTZ5dc5HbLELYQQIWSze/hvqySi2EgDt00f2tifuWeMTY1r8bVRr9DYz4INByrbJIs9v+4gSzcUtRsIJw+Nb1reTk0wt1jCDs5Eu7M5yBM5kzAb217fVFjV5QQ8q8VElMnA0s8OEWUy8OynBzhR7273vodtHX9gCSUJ0EIIEUK5eaU4vYEW1xZekM49l2SSm1ca1m5IzS2aldEi+9nrV2nsZ8GOkprGZemT8g53fOa51uHhqompTEiNpaLezY7G+9rsHhwef6f3trsqIzmaCUPaHlcrrLDz8Pt7u/y8Odlp3Dd/DDnZadx18ShiI9tfZL50rCSJCSFEn5OTndYiECaYDWw5ZOOZT/bz2Kp9bQJhuFgtJv5w9bg214NHo/71xRF+994eHv3gax79IJ+SVhnozR2qdLB0wyHyj9dTWu3k52/vBOD5dYUsWXMApyfQ7aUwH712PEPi2x63+njv8S4/Z/OEtu3FNupcJ3MI7rhoBGt+MYs5mcncPa/7M/BBArQQQoSU1WJicOPZ30iDjmqnj61FNj47UNF4D6XjB3ezlzYeanMtWJTraI2L5VsOs3TDIZZuKGpR77q14F52sKJXRYOLdftO8MFXWnbzB18d6/aVgozkaK47b0ib698O0ew2JzuNCxqzxScPjSP/WC0vrCtkbUEFb20LT29vSRITQogQstk9DIyNRK8Dly/AhNRY6lw+HrpyLAXl9WHL4G5vXI7Gkp/NW2ECROpBVRTmZA5gqNUCqGw5VMnuo/UkW0zo9Qplde3vxwLY3QEWv/UltY1r5kdrXN3ewALgqkmDm86Vg/a+7p6X2fEDOil4jv0X38pE+WQ/h6vslFbXYjZqc9r84x3XWg8lCdBCCBFCuXmlrNh1cpk11mxk99E6Csrrw57B3XpcwXKbrU9hu/za1b3H6qh2eFFVlYeuGs/6/ScAhasmDeZnb+1k95FaLCYFu6ftOe6hCWbOn5LMzpJqJg1NCMsHkdYVvVS0Wt1nWgQmmOiWGh/J0RqtxKfFpMPuCTAwNoKH29kq6A4SoIUQIoRystM4Wu1kbcEJ5mQOYMEF6azOL++xmXPzcTk8foor61mxq2V3Kz2g0yscrXY2ZW3nvLCZzAHR5Jc1ACpzMpPZfaQWt6/tcxv1cLzWTV6xjSdyJpKRHJ5uTznZaeQfq23xgeh47elnWAdnzMGjYfOyUnhjW0mLFp2uxsS/Wqc3bM0yZA9aCCFCyGox8ftrxrHipzNJTTCTEBX6SlpdHdfPLhlNZUPbvWU/WlZ389xzf4DG4AygsGDGcCYPjWvRSSo4w/P6odLuYUdJDbe9vJWnP9kflmx1q8VE1uCWx8c+2lPW6dfWKqQV8KPXv+CxVfu465872HG4mtte3toiOAP4VS2hztnYfzocJEALIUSI2ewe7vrnjh7N2u5I6/PQ3yQtwUxxZQNzn1xHSaug1c5kmqM1Wr3xcAWxnOw0Zo48WfqzzuXj8VVfd+qxuXmlLFlzkK1FNkA7R33dc5ublrUbt5wZEG1i2vAEAioh62vdGRKghRAihGx2Dz94bVtTa8Yth2xN9Z13HK5m4bJtZ1Qz+kwtmpVB1sCYTt03Qq8QE2lgxS6tWUR7ZS/hZCALmjkyMazlTP9y82TizCd3bD/Y3bla2TnZaaQnatXHBsdFolNO7s9H6BUuG6+1lbx52jB+NGskVouRBeefWT/r06Goqhqequ1CCNHPZGdnk5eX1+La058UsGTNwRbXdEAA0CvaUumczGSWLZwavoG2YrN7uGnpZvaXt3/W2aBTiI7QUeP0t7nNbACXTwtkerTlcYAJqbGYTQYmDolj0eyRYV3St9k93Pv2TtYUVDRdu+PCESya/c1bC4UVDTyyMp9RKTEs/ewQOiDCqMPpDTAsIZLSGhcGBRrLqxNpUPhg8UXt7rO39/NwJmQGLYQQIdX2nHNwb9evgtmo44ErssI7pFasFhNub8dzM19AbTc4Azh9J2eZze9R59LOeydGR4R9vz03r7RFcAZYuuFQp5bZM5KjWbZwKotmZXDf/DHMGJnUVAnucLWLgHoyOAO4fCqPrMwP6fg7IgFaCCFCaMGMdG44bwj6xjhtNkB0hJ6MZAtpCWb+8YPpYctyPpWnb5xEZOu16dMU/CgSoVd46oZJTWUywy0nO43RKZY216ekty0H2pFgFbGHrx7L5KHxDI6LJN0a2eZ+EQaFuy4edUbj7Sw5ZiWEECFktZjIGBCNX4WMZAtLb8vuFQG5tcnDEvjg7gu55cUtpyxC0ppJDwoKAeCuORms2HWcJ66fyORhCUweltB9Az4Fq8VEdETb7hkPvb+H9++68LSeKyHKRJzZyI6SGmaOTGJIgoVNhVUYdRBvieBEvZv1+0+E5b1KgBZCiBALziK7s+ViKGQkR/Ph4ouY9cSn1LvaX9IGiDXrqWtc8vb4ISM5isIKOxFGA2t+MTtMoz01o77tasDe4/UUVjSc1gek3LxS1hZUEGc2sPFgJXFmAyowdUQioDR2uApPuVZZ4hZCiBBr3nSht6t2ePD5Aqe8T12z/eih8WYKK+xhPW7UGb+6dEyba/7A6e0X2+wejtY4iYnUN5UtrXX6SEswMyIpmo0HK7kgIzFsbUNlBi2EEGexR1bm4/R1/jCPolOa9pp70weQ7cW2dq8raIG3M2PNzStl+eeH21wfFBdJQuPjs9OtYXvfEqCFEOIs9sAVWZTXfsGBE3YijDoa3B0vdQ+IieDpGyf12F7zqUxJt5KeGEWD29uiWtqnBRWdatxhs3s4Wu0gyqjD0ZjFHTwWN2loAgtmpBNl0od11UACtBBChFjr2s69WUZyNB/eM4sX1hfy2Kp9LW7TK2DSK4xKieHpm87tlcluQU/+t4DiKgeGVhu3OjqXzf38uoMs31LS4ppfhYQoI4satyvC3exEArQQQoSQze7hF2/vZG3judye7GB1OnKy06iye9hZUs2YgbEUVjSwqbCKey7J7BPvISM5mk2FVbTeTg8A1z23mZzzhvDry85p84HJZvfw2uZi3vvyaLvPe+UErZrYC+sLmZeV0tT4JBwfvCRACyFECAWzgK0WI5kpMT3yi70rrBYT9192TtPXzVcBWl/rje8nwdL2mFWQCrz9xREGxZvbtKJ8ft1Blm5ov176nMxk7rlkdFP7yU/3nWBrkY0qu6fF96q7SIAWQogQyslOa2pVuPitL6l1+thwoIKNB7Xa3H1hNgqwu7SG59cXUniigTtnZ7A6vxyHx8eSNQeb3o/D4z/j3suhsmDGcArK6vg4/wQdF7Bue8OuI7Vtrk1IjaXa4SU52sTz6wupsXsYGBdJXmNTje1FVSEcecckQAshRAhZLSa+NXYgSz871HRUJ2tQHBeO6l3Hkk7FZvew6PUvcPkCvP3FEY7WONlUWMXiuaO4b/4Yqho8jR84ek8rB6vFxPPfndK4ZF3ER3vKKCg/2ZREBxSU1bfJ6B4YG9HmuXYfrQOg9Iv2l71NBn1oB98BCdBCCBFii2ZlYDbqcXp8mE0GFswIXwek02Wze3h+fSF7j9by+2vGkZEcTW5eKa5mm7kZA6K5aHRy05K2ze4hMdrUKz9waH2vM1kwYzi3vvh5U0/rAPDR3nLW7lvDC989j9ljBrDjcDUrdx/v9HMb9QrjU+N49Nrx3TT6lqSblRBCdFGouxf1hObZ28EuWza7hzl/Xtu0AjAwNgKjXseSm87tlUesOmKze5j75Lo2bTItETrGDY5jR3E1p+gZ0sKE1DievmnSKTPZpZuVEEKIkMnJTuOOi0ZwQUZiU5ctq8XEstunkp4YRWp8JGV1bkqrndz7r109PNrTY7WYeHnBFCIMLUtzenwqW4s6H5wB7B5f2I+ZyRK3EEKcxVpnbwdNHpbAunvnUFjRwL25u6iod/PE9RN7YIRdZ7N7WL//BGMHx7GjpAajDiKNeupPUYyltfTEKIAeee8SoIUQQnQoIzmad398QU8Po0ty80pZsuZg09e+ANS7/UTooXWMNukVDDqlqYpY0JAEM6//YHo4htuGBGghhBD9js3uweFpGYWDK9rtTaA9fhWP/+Sad6QeslLjefjqcd04ylOTPWghhBD9jjZ7PsB5Q+O69Pjs4Ym8++MLerS8qcyghRBC9DvB0qXLN7dfJawjvWHmHCQBWgghRL/0371luE6jleYNHdTr7ikSoIUQQvQ7uXmlFFc5vvF+ETqIMBn4y03nMnvMgDCMrPMkQAshhOh3crLTcHh8HK9xsXL3sTbZ2UHuANx4bioF5fVMSIvvNbNnkAAthBCiHwqW/AT49WXn8NrmYoorG/jP7uMEWq16ry+o4LBNm233pmYmEqCFEEL0a1qw1rpu3T1PK7xytNpJYnQE0RF6fj3/HLYX23pdbXEJ0EIIIc4aHRVe6Y01xuUctBBCCNELSYAWQggheiEJ0EIIIUQvJP2ghRCii5KSkkhPT+/pYYheori4mMrKypA9nwRoIYQQoheSJW4hhBCiF5IALYQQQvRCEqCFEEKIXkgCtBBCiE575plncDhONqG47LLLqKmp6bkB9WOSJCaEEKLT0tPTycvLIykpqaeH0u/JDFoIIUS77HY7l19+ORMnTmTcuHE8/PDDHDt2jDlz5jBnzhxAC9iVlZUUFxczZswYbr/9dkaPHs0tt9zC6tWrueCCCxg1ahTbtm3r4XfT98gMWgghRLveeecdPvroI1588UUAamtrmThxYosZdHBG3dDQwMiRI/nyyy8ZO3YsU6ZMYeLEibz88su8//77LFu2jPfee68H303fIzNoIYQQ7Ro/fjyffPIJv/rVr9iwYQNxcXGnvP/w4cMZP348Op2OsWPHMnfuXBRFYfz48RQXF4dn0P2IdLMSQgjRrtGjR7Njxw4+/PBDHnjgAebOnXvK+0dERDT9XafTNX2t0+nw+XzdOtb+SAK0EEKIdh07dgyr1cqtt95KfHw8L730EjExMdTX10uSWBhIgBZCCNGur776invvvRedTofRaOS5557j888/59JLL2Xw4MGsXbu2p4fYr0mSmBBCCNELSZKYEEII0QtJgBZCCCF6IQnQQgghRC8kAVoIIYTohSRACyGEEL2QBGghhBCiF5IALYQQQvRC/x9dvaPI1flTdAAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "ncomp_disp = 3\n", "fig = plt.figure(figsize=(8,8))\n", "for j in range(ncomp_disp):\n", " for i in range(j+1):\n", " ax = fig.add_subplot(ncomp_disp,ncomp_disp, j + ncomp_disp*i + 1)\n", " if i == j:\n", " ax.scatter(stim, embed[:, i], s=1)\n", " ax.set(xlabel='stim', ylabel='U%d'%i)\n", " else:\n", " ax.scatter(embed[:, j], embed[:, i], s=1, c=stim, cmap='hsv')\n", " \n", " ax.set(xticks=[], yticks=[])\n", " \n", " if i==0 and j>0:\n", " ax.set(xlabel='U%d'%j)\n", " ax.xaxis.set_label_position('top') \n", "\n", " if j==ncomp_disp-1 and i" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# point cloud simplification using radial distance method - example \n", "x = pd.DataFrame(np.random.rand(10,2))\n", "x_reduced = radial_distance(x, eps=0.5, random_state=42)\n", "\n", "%matplotlib inline\n", "plt.scatter(x.to_numpy()[:,0], x.to_numpy()[:,1])\n", "plt.scatter(x_reduced.to_numpy()[:,0], x_reduced.to_numpy()[:,1], marker='*')\n", "plt.title('example of point cloud simplification using radial distance method', y=1.05)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [], "source": [ "eps = 0.6\n", "embed_reduced = radial_distance(pd.DataFrame(embed), eps=eps, random_state=12)\n", "stim_r = stim[embed_reduced.index]\n", "embed_r = embed_reduced.to_numpy()" ] }, { "cell_type": "code", "execution_count": 70, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "de2953c3212e4aa28eebb7f35a0815e4", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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\n", " " ], "text/plain": [ "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mpl_toolkits import mplot3d\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "%matplotlib inline\n", "%matplotlib widget\n", "\n", "x, y, z = embed[:,0], embed[:,1], embed[:,2]\n", "\n", "fig = plt.figure(figsize=(16, 6))\n", "ax1 = fig.add_subplot(1, 2, 1, projection='3d')\n", "ax1.scatter3D(x, y, z, c=stim, cmap='hsv')\n", "ax1.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U2\", title='UMAP - before point-cloud simplification\\n %d points'%embed.shape[0])\n", "\n", "x_r, y_r, z_r = embed_r[:,0], embed_r[:,1], embed_r[:,2]\n", "\n", "ax2 = fig.add_subplot(1, 2, 2, projection='3d')\n", "ax2.scatter3D(x_r, y_r, z_r, c=stim_r, cmap='hsv')\n", "ax2.set(xlabel=\"U0\", ylabel=\"U1\", zlabel=\"U2\", xticks=[], yticks=[], zticks=[], title='UMAP - after point-cloud simplification\\n radial distance $\\epsilon=%.1f$\\n %d points'%(eps,embed_r.shape[0]))\n", "\n", "fig.suptitle('Point-cloud simplification', weight='bold')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cohomological feature extraction\n", "### persistent homology\n" ] }, { "cell_type": "code", "execution_count": 71, "metadata": {}, "outputs": [], "source": [ "ripser_result = ripser.ripser(embed_r, maxdim=1, coeff=2, do_cocycles=False)" ] }, { "cell_type": "code", "execution_count": 72, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig = plt.figure(figsize=(8,8))\n", "ax = fig.add_subplot(1,1,1)\n", "persim.plot_diagrams(ripser_result['dgms'], ax=ax)\n", "dgm1 = ripser_result['dgms'][1]\n", "idx = np.argmax(dgm1[:, 1] - dgm1[:, 0])\n", "ax.scatter(dgm1[idx, 0], dgm1[idx, 1], 50, 'k', 'x', label='1st order persistent cohomology', alpha=0.3)\n", "ax.legend()\n", "fig.suptitle('Persistence diagram')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For simple example of persistent homology and representative cocycles see https://ripser.scikit-tda.org/en/latest/notebooks/Representative%20Cocycles.html#:~:text=Ripser%20is%20cohomology%20based%2C%20and,from%20the%20persistent%20cohomology%20algorithm." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### circular parametrization" ] }, { "cell_type": "code", "execution_count": 73, "metadata": {}, "outputs": [], "source": [ "# cohomological parametrization\n", "\n", "EPSILON = 0.0000000000001\n", "\n", "def shortest_cycle(graph, node2, node1):\n", " \"\"\"\n", " Returns the shortest cycle going through an edge\n", " \n", " Used for computing weights in decode\n", " \n", " Parameters\n", " ----------\n", " graph: ndarray (n_nodes, n_nodes)\n", " A matrix containing the weights of the edges in the graph\n", " node1: int\n", " The index of the first node of the edge\n", " node2: int\n", " The index of the second node of the edge\n", "\n", " Returns\n", " -------\n", " cycle: list of ints\n", " A list of indices representing the nodes of the cycle in order\n", " \"\"\"\n", " N = graph.shape[0]\n", " distances = np.inf * np.ones(N)\n", " distances[node2] = 0\n", " prev_nodes = np.zeros(N)\n", " prev_nodes[:] = np.nan\n", " prev_nodes[node2] = node1\n", " while (math.isnan(prev_nodes[node1])):\n", " distances_buffer = distances\n", " for j in range(N):\n", " possible_path_lengths = distances_buffer + graph[:,j]\n", " if (np.min(possible_path_lengths) < distances[j]):\n", " prev_nodes[j] = np.argmin(possible_path_lengths)\n", " distances[j] = np.min(possible_path_lengths)\n", " prev_nodes = prev_nodes.astype(int)\n", " cycle = [node1]\n", " while (cycle[0] != node2):\n", " cycle.insert(0,prev_nodes[cycle[0]])\n", " cycle.insert(0,node1)\n", " return cycle\n", "\n", "\n", "def cohomological_parameterization(X ,cocycle_number=1, coeff=2,weighted=False):\n", " \"\"\"\n", " Compute an angular parametrization on the data set corresponding to a given\n", " 1-cycle\n", " \n", " Parameters\n", " ----------\n", " X: ndarray(n_datapoints, n_features):\n", " Array containing the data\n", " cocycle_number: int, optional, default 1\n", " An integer specifying the 1-cycle used\n", " The n-th most stable 1-cycle is used, where n = cocycle_number\n", " coeff: int prime, optional, default 1\n", " The coefficient basis in which we compute the cohomology\n", " weighted: bool, optional, default False\n", " When true use a weighted graph for smoother parameterization\n", " as proposed in arxiv:1711.07205\n", " \n", " Returns\n", " -------\n", " decoding: ndarray(n_datapoints)\n", " The parameterization of the dataset consisting of a number between\n", " 0 and 1 for each datapoint, to be interpreted modulo 1\n", " \"\"\"\n", " # Get the cocycle\n", " result = ripser.ripser(X, maxdim=1, coeff=coeff, do_cocycles=True)\n", " diagrams = result['dgms']\n", " cocycles = result['cocycles']\n", " D = result['dperm2all']\n", " dgm1 = diagrams[1]\n", " idx = np.argsort(dgm1[:, 1] - dgm1[:, 0])[-cocycle_number] \n", " cocycle = cocycles[1][idx]\n", " thresh = dgm1[idx, 1]-EPSILON\n", " \n", " # Compute connectivity\n", " N = X.shape[0]\n", " connectivity = np.zeros([N,N])\n", " for i in range(N):\n", " for j in range(i):\n", " if D[i, j] <= thresh:\n", " connectivity[i,j] = 1\n", " cocycle_array = np.zeros([N,N])\n", " \n", " # Lift cocycle\n", " for i in range(cocycle.shape[0]):\n", " cocycle_array[cocycle[i,0],cocycle[i,1]] = (\n", " ((cocycle[i,2] + coeff/2) % coeff) - coeff/2\n", " )\n", " \n", " # Weights\n", " if (weighted):\n", " def real_cocycle(x):\n", " real_cocycle =(\n", " connectivity * (cocycle_array + np.subtract.outer(x, x))\n", " )\n", " return np.ravel(real_cocycle)\n", " \n", " # Compute graph\n", " x0 = np.zeros(N)\n", " res = least_squares(real_cocycle, x0)\n", " real_cocyle_array = res.fun\n", " real_cocyle_array = real_cocyle_array.reshape(N,N)\n", " real_cocyle_array = real_cocyle_array - np.transpose(real_cocyle_array)\n", " graph = np.array(real_cocyle_array>0).astype(float)\n", " graph[graph==0] = np.inf\n", " graph = (D + EPSILON) * graph # Add epsilon to avoid NaNs\n", " \n", " # Compute weights\n", " cycle_counts = np.zeros([N,N]) \n", " iterator = trange(0, N, position=0, leave=True)\n", " iterator.set_description(\"Computing weights for decoding\")\n", " for i in iterator:\n", " for j in range(N):\n", " if (graph[i,j] != np.inf):\n", " cycle = shortest_cycle(graph, j, i)\n", " for k in range(len(cycle)-1):\n", " cycle_counts[cycle[k], cycle[k+1]] += 1\n", " \n", " weights = cycle_counts / (D + EPSILON)**2\n", " weights = np.sqrt(weights)\n", " else:\n", " weights = np.outer(np.ones(N),np.ones(N))\n", " \n", " def real_cocycle(x):\n", " real_cocycle =(\n", " weights * connectivity * (cocycle_array + np.subtract.outer(x, x))\n", " )\n", " return np.ravel(real_cocycle)\n", " \n", " # Smooth cocycle\n", " print(\"Decoding...\", end=\" \")\n", " x0 = np.zeros(N)\n", " res = least_squares(real_cocycle, x0)\n", " decoding = res.x\n", " decoding = np.mod(decoding, 1)\n", " print(\"done\")\n", " \n", " decoding = pd.DataFrame(decoding, columns=[\"decoding\"])\n", " decoding = decoding.set_index(X.index)\n", " return decoding\n" ] }, { "cell_type": "code", "execution_count": 74, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Decoding... done\n" ] } ], "source": [ "decoding = cohomological_parameterization(pd.DataFrame(embed_r), cocycle_number=1, coeff=2, weighted=False)" ] }, { "cell_type": "code", "execution_count": 76, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "fig, ax = plt.subplots(1,1,figsize=(8,6))\n", "ax.scatter(decoding['decoding'], stim_r)\n", "ax.set(title='circular parametrization', xlabel='parameter', ylabel='orientation')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 77, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "cdd33726863b43038eba9f8f82643f16", "version_major": 2, "version_minor": 0 }, "image/png": 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", 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