{ "metadata": { "name": "", "signature": "sha256:e467dbeb18df0126d872f1211710943f064804f8e495cd685a296853de37a1fb" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": true, "input": [ "from brian2 import *" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "WARNING py.warnings: /Users/joe/anaconda/lib/python2.7/site-packages/jinja2/loaders.py:212: UserWarning: Module argparse was already imported from /Users/joe/anaconda/lib/python2.7/argparse.pyc, but /Users/joe/anaconda/lib/python2.7/site-packages is being added to sys.path\n", " from pkg_resources import DefaultProvider, ResourceManager, \\\n", "\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "WARNING:py.warnings:/Users/joe/anaconda/lib/python2.7/site-packages/jinja2/loaders.py:212: UserWarning: Module argparse was already imported from /Users/joe/anaconda/lib/python2.7/argparse.pyc, but /Users/joe/anaconda/lib/python2.7/site-packages is being added to sys.path\n", " from pkg_resources import DefaultProvider, ResourceManager, \\\n", "\n" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bursting neuron model (Izhikevich chattering neuron)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "n = 100\n", "freq = 8 * Hz\n", "I_theta = 10.0\n", "\n", "a = 0.02\n", "b = 0.2\n", "c = -50.0\n", "d = 2.0\n", "\n", "eqs = '''\n", " dv/dt = (0.04 * v**2 + 5 * v + 140 - u + I_const + theta) / (7*ms) : 1\n", " du/dt = a * (b * v - u) / (7*ms) : 1\n", " I_const : 1\n", " theta = I_theta * sin(2 * pi * freq * t) : 1 (shared)\n", "'''\n", "\n", "neurons = NeuronGroup(n, model=eqs, threshold='v > 30', reset='v = c; u = u + d')\n", "neurons.v = -87.0 # 'rand()'\n", "neurons.u = 0.0\n", "neurons.I_const = '40*i/n'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "S = SpikeMonitor(neurons)\n", "trace = StateMonitor(neurons, ('v', 'theta'), record=[20,80])\n", "\n", "settling_time = 500*ms\n", "run(settling_time)\n", "\n", "S = SpikeMonitor(neurons)\n", "trace = StateMonitor(neurons, ('v', 'theta'), record=[20,80])\n", "\n", "trace_time = 1000*ms\n", "run(trace_time)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "WARNING brian2.monitors.statemonitor: Variable theta is a shared variable but it will be recorded once for every target.\n" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "f, ax = subplots(3, 1, sharex=True, figsize=(13,8))\n", "sax, vax1, vax2 = ax\n", "\n", "sax.plot(S.t/ms, S.i, '.k')\n", "sax.set(xlabel='Time (ms)', ylabel='Neuron index')\n", "\n", "vax1.plot(trace.t/ms, trace.v[0], label=r'$V_m$')\n", "vax1.plot(trace.t/ms, 2*(trace.theta[0]+1), label='theta')\n", "vax1.set(xlabel='Time (ms)', ylabel=r'$V_m$ [Neuron 20]')\n", "vax1.legend(loc='upper right')\n", "\n", "vax2.plot(trace.t/ms, trace.v[1])\n", "vax2.plot(trace.t/ms, 2*(trace.theta[0]+1))\n", "vax2.set(xlabel='Time (ms)', ylabel=r'$V_m$ [Neuron 80]')\n", "\n", "sax.set_xlim(settling_time / ms, settling_time / ms + trace_time / ms);" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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gcnMD402Kdr7qqqsy27x58/IYRi7bt2/PvF6wYEFmRb+5fMmSJVlPtzHXcc6R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P+ais61k5TE84OUPIj4eM4Lun+fDTldc7i2zyowR47wc1BXpbjsrjNJORRCiOIAPgcwDMAGAE2J\n6KU1BXNEHj7kHdyumXp2q6351auB6tWzNojRPC+733CWZPt2ji8vk6k+mFrfe/awu3fTJu2fV3ZZ\npEPE96+2RDO1Hn//nWNvJ07Ufg1F39LZsAHo0SNjjDnwRodpaRwCMnCg7vlE83wF3YSHc2GHzZuz\nvqfWX2Qk0L07h5e1bq37Woq+DbNqFTBmTNbjmroLCuKQqKVLs+a+6fucQka2bOHypZrNA9Vo6u3m\nTZ5LmjXjRbGhcqeKzrXz22/AZ59p14+2YyEh3P393Dng8WMgJYX7aXXuDHTr5nhhUwb7UAghfgYn\nO8cCaEREcxRjQjvr1/OXUtsO7uPHnFT244+2lyu7smaN7so2z57xbuKffyq7t5bg2DHeedFVwvTk\nSa60tXGjbjc5oOhbCkR832orkal+//PPefdRynyi6Fw/S5awcaarpObjx0CXLtzcS5exrImib92c\nOQPcucMhOLrYsQPo2ZM9+frO00TReVbS0jj/ZOpUw+e8+y57O9etk947QdF5Rs6c4SIaI0boP+/5\nc+CXXzj0vUkTLl5SujQb0AMH8gbpwoWcDH/smG1ktxRSPBTTALwC95z4RmQ0s4iIdAST5CySkzmh\n7+DBrO8RAS9fcviNZhfWzAjBbkdDSZgKHFP78KH2/AmViqvefPVVVm+RJsoui3R+/RX45BPtOrt7\nl+PK9+7VHsagRtG3NLy9eQ7Q1luFiHcT8+fnilu5Dczgis718+wZe94uXdL+vjrMad48/QmqahR9\n62f+fODLL7XvvKpU7FW+coXzsFq0kHZNRefa+fdfTmbv3l37+7dv8xzTqhUvhqtV036eNhSdZ4SI\n1xtz5+o2yNLSOKTM1xf44ANgwQL2vmn7LsyYwfmhgwbxs1dbA017xKCHgoiciCgfERXS8lKMiXQ8\nPbmxVP36Wd8rVQqoVQv49lv912jShBdkDRpwpZyEBOvImh344QcuJajty1ipEutywQL916hWjRtT\nff45V+ZS0M7Zs+yS1RamAPAD6/vvdT+41Dg7cynUxYuV3S1dpKXxPPH999of2qVLc/jC/v2sT0OU\nKcMx1AraWbSIdwUzNwRU07s38N13nBckZRFVogTvKqamWlbO7MChQ2ws6JpHqlblTs5nz0o3JgCO\n9b940TIyZhfi4/meXbRI933brx8byYcOGWdMAEChQlw++dUr82XNDmzezCXsdeVhAbwmqVGDDbn1\n67m4ib6Qpt69+W8zbRqHoTkERJStX/xftC7JyUTVqhEdPmz+tdLSiP77j6hfP6KaNYmuXDH/mtmN\nwECismWJ4uPNv1ZYGNFHHxFVr04UHGz+9bIbKhVRly5Ef/5pmevdv0/UvDnRxIl8bYWMrF5N1K6d\n5XTz8CFRjRpEq1ZZ5nrZiWvXiEqUIHr82HLXfPWKqFs3oi++sNw1swOvXhHVr0/k7W35a/v4EFWt\nShQXZ/lrOypTpxKNGGHdMXr0IPr9d+uO4QhERBCVKkV09qx1rr9vH1GFCkTPn1vn+qaQvq7Out7W\ndpAyLsjPW+IcuV62MCiWLeOHiKVZv56odGmiy5ctf21HJS2NqFUronXrLHvdFSuIKlYkCg+37HUd\nna1beSGQnGy5a8bEEDVtSvTjj5a7Znbg8WOikiWJLl607HVv3eLrnjtn2es6MmlpRO+9R7RkieWv\nHRlJVKYM0YkTlr+2o/LNN0Q9e1pvE2HwYKLvvrPOtR2N48d5w+3ZM+uOc/UqL6QTEqw7jj2Tmspr\nv1mzrDvOxIlEn35q3TGMQZdBIchA7IEQIhFAsAFHhzMRVTLTWWIVhBBk6P9oDpGR3MRu3z79+RGm\n8u+/7Lo8f95wGbecwLp1nLAaGKi714epzJ/PeQDHjulPLM4pREVxCN/WrRm7NVuCkBCgeXPWd9Om\nlr22I0LESb9Vq1qncMP69Zx8fOaM4byLnMDixRzLHBBgHX14enKy65kzlp+nHI0TJzis7MKFrBX5\nLMX9+zyfXL/OYYE5lSdPWA8rV2bt+m4NPviAx5kwwfpj2SOzZ3PPDn9/686rz54BdesCx49rr9hl\na4QQIKIswXRSDIoqEq6fSkShpolmXaxtUAwdyh1TFy+22hCYPJlvKG1lDXMSDx5wbO3Bg0Djxpa/\nvkrF5dp69eL8jJyMeoFbqhSwbJl1xvjnHy5De/asYsD99RfrOTBQepUVYyDie9vdPec+/NUEBXEV\nobNnDfc3MBWVCmjZkhM1pVYqyo5ERHDS7/Ll+huQWoKJE7kx4Tybtdq1L1JSuAhJ+/a208HRo8D4\n8VwoIqclant4ADNn8nxiqCGmJfjhBzaYN260/liG0GVQyB6SZO0XrBjy5O3NsfeWiOXXR0ICUZUq\nRP7+1h3HnklJIerQgWjRIuuOExxMVKwYx0XmZP78k6hxY6LEROuNoVIRtW1LtHGj9cZwBC5c4Fj+\nmzetO05gIMfiWvNvau+EhrIOvLysP9aePUSNGuXcXKGEBKIWLYjmzbPNeOrQPms/j+2RtDSikSOJ\nevXiMBxboVIR1anDYVY5iV27OBzdljmuL18SFS3KeXFyAx0hTw7hjBVCTBZC3BBCXBVC/KhxfKYQ\n4o4Q4qYQQk+BUMtz9y7v9Hl4cAlHa/L229w0bOpUrgKTE5kxg/t7WNtzUL06V2rIqbtcALtV58zh\nUCd9PTzMRQiuxDV3Lu+u5URCQzls4M8/gdq1rTtWy5ZcaWTNGuuOY6/Ex7OuP/mEK9xYm+7d+b4O\nCLD+WPZGairX469ZU1q5XUtQqxbQpg0/k3MaM2YAwcE8Z9vS2ysEMHp0zqokFxDAawRfX67IaSuK\nFGFdL1liuzGNRpuVYU8vAB0B+APIk/57yfR/6wG4CCAPgCrgPA8nLZ+3rGlGvAPSuDEnY9sKlYqo\nTRsiT0/bjWkvrF/PlWpsVeXg2TP2Uty/b5vx7ImbNznRbv9+243ZsSPRhg22G89eePmSqEEDosWL\nbTfm0aNEtWrxjmZOIjGRq5WNHm1bj8FffxH16WO78eyB1FSiYcOIuna1vTfMz4+9njkFlYro22+5\ncIZcVYDCwoiKFMkZVbZ272ZvsiUqeprC3bs8flKSPOOrgQN7KCYC+IGIUgCAiCLTj7sC2ExEKUT0\nAGxQtLS2MKmpwODBHMOvq5OtNRDiTX16lcp248rN/v3cCMnXFyhWzDZjFi/OtdJ//90249kL4eEc\nW/7DD/obAlqa6dOB337LWb0pYmO5znjHjvz/txXt27NHdf9+240pN8nJQP/+PH/89ZdtY72HDeOk\n5LAw240pJyoVMG4czyU+Ptb1cGqjRw9uRnjzpm3HlQMifjb6+HCTS1s9HzNTrhznyezaJc/4tmLL\nFvYQ7NzJ87YcVKvGa08fH3nGN4QjGBQ1AXQQQpwWQgQIIZqnHy8HQDMRPBRAeWsKQsRGRHIy8Pff\ntk9C6taNFwM7d9p2XLk4cYLd5jt2cBt6WzJlCrBhA3c4zwmEhwMuLpxg99FHth27Rw9ueHfihG3H\nlYuYGA6HqV+fjVZbziNCcOjk0qW2G1NOkpI4KTpvXk5mtHWFq/z5ucLRhg22HVcOXr0Chg/ncOCd\nO61TXMAQuXPzMyO7h+CoVLwWOXaMm56VKiWvPAMHAtu2ySuDNVm+nBvg+vsDrVvLK8uYMbz+tEcM\nVnmyiRBC+APQVlBuNoAFAA4T0VQhRAsAW4iomhBiKYDTRPRv+jX+BrCHiLwzXZvmzJnz+ncXFxe4\nuLgYLSMRxykePMiVDQoVMvoSFmHzZr6ZDh2SZ3xbERjIVUH+/Rfo0kUeGUaOZEPm66/lGd9WqI2J\njz6S7/+6bBk/GL285BnfVkRFsReocWN+SMlRUjQxkSvTXbqku0N0diAqCnB15VKlGzdyDpYcBAby\nQvv27exbCSc2lr1A+fPzM0oOY0LNjRvchfjRo+xZPS4+nu+nly8BPz+gcGG5JQKeP+fd8/BwoEAB\nuaWxHKmpbEgcPMgemOrV5ZaIN0kqVOAqdVWr2mbMgIAABGgkg3333XemlY3VhxDiIwAxAGKJyCpO\ndCHEXgCLiOho+u/BAFoDGAsARLQo/fg+AHOIKDDT58lco4mIwxICAthCLV7crMuZxatXQJUqwIED\ntk0IsiWHDgFDhnDPCVvU0tbFhQucxHnvHpAnj3xyWJPbt9lDMH48G8xyERvLJTwvX+bJMjsSEsK6\nfv99DvGSc3E5cSLrefZs+WSwJhER7AXq0IGTGOXsBUHE3qhVqzjkLLvx9CnP040bc/8De+hz0qIF\nsHChfJtR1iIigjfa6tcHVq+Wz0jWRrduwNix7K3IDkRHc5ltlYqT3e2pD9iUKRziNneuPOPrKhtr\n7jR7HcAjAGXNvI4+fAB0AgAhRC0AbxHRMwB+AAYLId4SQlQFh0adsfTgKhX/8U6c4IWunMYEwBPI\nxInZN2TB15eNie3b5TUmAK6IU60a4O1t+FxH5PRp4L33gFmz5DUmAPb4DR3Ki67syOXLQNu27AWS\n25gAWI61a7NnPtbVq9yI0d2d+5zI3VhOXQln7Vp55bAGFy9y9bAePXiBaw/GBMDe5ewWZnb5Mofb\nuLlxSJc9GRMAMGAAP7ezA8HBPIdUrw7s2WNfxgTwprKW3c3f2jK1pb4AzAMwEkB5c65jYIw8ADYC\nuALgHAAXjfdmgZOxbwLopuPzJmeyJyQQDRhA1L49UVSUyZexOI8fc1UFuao6WIvly4nKlCEKCpJb\nkjd4eXF1reyGry9Xi9i9W25J3nDtGv/9k5PllsSy7N/P9fHtqUKbSkXUsCHRkSNyS2JZduzg+9re\nepuEhxM5OxPFxsotieXYupV1vWWL3JJk5elT1ndMjNySWAYPD9b15s1yS6KbyEjWuaP3Admxg+fr\nP/+UWxL9NG5MdOiQPGNDR5UnKQv6nnreawgu2TrM0HXkeplqUERGcvm5wYPlL9GljREjiH76SW4p\nLENKCtEnnxDVrctl0eyJ1FRuKhgYKLcklkGlIlqwgKhcOaIzZ+SWJisdO/LDMzugUnEjxrJliY4d\nk1uarPz2G88j2QGVihuoVahgn/c1ETcd++cfuaUwn7Q0LlVaqRLR+fNyS6ObPn0cX9+vXhFNnUpU\nrRo3wLR33n+faNs2uaUwjZQUoi+/JKpc2TGe97//zuWZ5UCXQSHFGbxYCKGrxk5/AD0AnDXOL2Lf\nXL/O4QkdOnBScN68ckuUlSlTOJE1NVVuScwjKopDm4KDgVOnOMTInsiVC/j0UztvJiORuDiOb/Xz\nA86c4Thje+OTTzhZ2dGJi+PqQl5erGt7jJ0fNozvhagouSUxj+hovq/37LHf+xrIHg3AIiO5qMCR\nI6zrJk3klkg3I0ZwMr6jEhHB5Unv3gWCgoB33pFbIsMMHszlVR2NiAigc2cuVBEUxGF89s6wYZwo\nHh0ttyRvkGJQDAfwlhBimBAicyWmvQC8ANS1uGQysW3bm7jyH36QP/5WF82bc1Kln5/ckpjO+fNA\ns2ZAnTr8xXB2llsi7YwZA+zdyxUsHJU7dzj+tkgRrlJW3qoFlk3H1RV48IAndkfl1i3WdeHCXNbR\nXpPMS5bkRMpNm+SWxHTOngWaNgVKl+ZFbllrZvOZSe/enN9x757ckpjGsWOs66ZNue9B6dJyS6Sf\nPn24sEZIiNySGM++ffxs7N6d8wqLFpVbImm4uXHBmNhYuSWRzu7dfE937MibEiVKyC2RNEqUYCPI\nrgw4bW4LXS8AnQEMAVDAmM/J+YLEkKeUFKLp0zm85dw5SR+RHU9Pog4d5JbCeFQqohUrOE7RHuNv\ntfHJJ0TffCO3FKaxYQPH365YYdsuwaYybx7RuHFyS2E8KhXR33+zrletcgxdHzrEuRSOIKsmKhWH\nbJUs6VghFpMnE82ZI7cUxpGWxmGSZcoQ7d0rtzTGMW4c0Q8/yC2FdBITOcSpYkXHzW/q1Yto0ya5\npTBMQgI/1ytVIjp6VG5pTGPnTqLWrW0/LnSEPBksGyuEKElvulNDCJEL3KVaBfhbQYkAACAASURB\nVMCPiOwtzzwDUsrG3r/P7tGCBTnESe5KTlJJSeE6xLt2OYY7FGD33MSJHFa2bRtQs6bcEknj1i0O\ngXv40PbdX00lJoabH50/D3h6Ao0ayS2RNB4/BurW5e+lvVXX0EVUFJfevXmT6/DXry+3RNIgAmrX\nBtavB9q0kVsaaTx5wroOD+fdOXsLk9TH+fPcr+HuXfv1fmty/z7w4Yf8s4eH/Xo2dXHiBDBhAnuG\n5K6sZohr17jSXc2a3NFdrs7X5rJpE5dZtefoiUuXWNeNGgErVjjOcyYzqalApUpcgbSuDeOEzCkb\n+6sQ4kMhxP+EEKsA7AQwF8AyAJstK6ZtIeIHacuWQL9+7O5yFGMC4N4IkyZxaURH4NAh/gIXKcL5\nEo5iTAC86GrWjB+qjsB//3F8c4ECHBPqKMYEwI3Iund3nHjzI0fYoC9dmpuYOYoxAfAia/x4xynX\nu3079zuoW5cXi45kTAD8nSxcmMMO7RkiLgPbsiWHDh0+7HjGBMClPxMT2ZCzV9LSgF9+4eaiU6bw\nRpujGhMA9246epQb79kbKSncn+T994GZM/l57qjGBGCHneG1uS0oY8jQGQBzAIwB0A1AfQDOhj5n\nLy/oCHl6+pRo4ECi+vWJLl402uNjN0RGEhUtShQaKrckuomPJ/r0U67Asm+f3NKYzv79RI0a2Xd4\nSHw80WefcXjC9u1yS2M6x48T1azJ4Rb2SnQ00ccfE5Uvz65nRyUykstQP3smtyS6ef6caMgQolq1\niE6dklsa8/j1V/mqs0ghLIyoZ0+iJk2IrlyRWxrz+fZboilT5JZCO1evErVqReTiQhQcLLc0lmPA\nAA6xtSfOnyd65x2i7t2JHj6UWxrLceMGP+9tWY0UZlR5+pCIviOiNUS0n4iuEZEd5ZUbh9or0aAB\nu4qCgnjHy1EpUYKThhcskFsS7Rw4wPp98YIb83TrJrdEptOlC+9w2OvuYkAAeyIiI4ErVzi0wlFp\n1w54+23g4EG5JdHOvn1Aw4Z8P1y9ygm3jkqJEtyUyh49nUS8i9igAVCqFCfZtm4tt1TmMWoUe8ND\nQ+WWJCNpadwwtVEjLvpx+jTr3dEZMYLDEFNS5JbkDSkpwPz57JUYPZq999Wryy2V5ZgwgUOJDESb\n24SkJC6y07078Pnn/N2rVEluqSxHnTrsIV+/Xm5JYF5jO0d4QcNDcfs2UadORE2b2lfzNHN5+pSo\nWDGie/fkluQNYWFEgwYRVa1qX83TzGXFCqLeveWWIiPh4UQjR7IHyM9Pbmksx19/EXXrJrcUGXn4\nkHffqlQhOnBAbmksx507RMWLs9fFXrhxg+frxo0d3yuRmc8/J5o2TW4p3hAURNSsGdF77xFdvy63\nNJbHxYWLU9gDBw4Q1anDXqBHj+SWxjqkpbGH+cQJ+WRQqYh8fHgNMmAAUUSEfLJYm+PHuVdJSopt\nxoOpje0c/QWAXrzgybt4caJffrGd0m3J3LlEbm5yS8FVKn76iSvdzJrl+F0zM5OQwI1v5OpQqUly\nMtHixXxfz5iRfbrCqklKIqpe3T4W7omJXH2qWDGu0pPd7msioqFD+f8oN1FRRF9/zff1779nz/n6\n0SMOVX36VF45IiKIxo8nKl2am8DZczinOfj78yJezhDK+/f5GV2tGpGvb/bVtZpff+WFvBzcuMGb\nUXXr2sfzwxa89x5XF7QFDmtQAGgJzuO4AG6g10LjvZkA7gC4CaCrjs9TyZJEEyYQPX5sUZ3aFYmJ\nvCPg4yPP+KmpROvXcwk2V1f+QmdXvL15okpOlmf8tDTuJl2zJlGPHkS3bskjhy3w8iJq0IA7xspB\nSgrRunXskXBz40VBduXePV7EyxVfnJTEBkSpUkSjR9t3XpglmDKFc3DkIC7ujYE8fTrnqGRnVCrO\nVfDwsP3Yz55xB+ZixYi+/56f1TmBuDg2VC9dst2YERGcr1miBBs0cj035ODCBZ47rfldTkpio8WR\nDYoAAN3Sf+4B4Ej6z/UAXASQB0AVAMEAnLR8PlsklkkhIICobFmikBDbjZmSQrR5M9eyb9OGXW/Z\nHZWKjSZbhyyoVEQ7dvACu1UrooMHs/8ul0rFRtPs2bYdNy2NaOtWotq1uddLTriviTiB1dXVtvdV\ncjLR2rW8c9uzJ9Hly7YbW06eP+cFwPnzthszPp77d5QrRzR4sH2FyVqb48e5gIKtPLnR0Rw5ULw4\nG47Z3UDWxm+/cV8Ka88nz5+zV7NYMQ4nfPLEuuPZK5Mnc7EhS+s7MZHozz+5P0r37o5tUGwGMCj9\n5yEANtEb78QMjfP2AWit5fOW1Kvds3AhUYsW1p804+OJVq7kRUC7dkS7dmX/xa0mz5+zN8bT0/pj\nJSYSrV5NVK8eV6nYuTNn6ToigqtY2KJCWEIC39e1a/P3aP/+nKXrpCSu7rN0qfXHio8nWrKEH1Lv\nv++4jbzMYeNGDsWJi7PuOFFR3OCtdGmifv1sa8TYEx9+aH2vUHg40cyZbEgMH0509651x7NnkpLY\nm2+t5+SjR0RffMGGxPjxtt1MtUcSE3n+/ukny1wvJIRD10uV4tzR06f5uCMbFJUBhAB4BCAUQMX0\n40sBDNM4728A/bV83jKadRBUKu4O2qaNdcpAXrrELsVixfgGyyk7t9q4dIm/aF5e1rn+rVv8ZS5d\nmnduc4JHQhfHj7Mb++RJ61z/9u03E2efPuzty6m6vnOH7zlrhU9ev87dgIsX5zCyM2esM46jMGoU\nUd++1gnPuHiRF1pFinCOzNWrlh/DkYiKIqpRg8MYLYlKRRQYyKF6RYvyMzI7lYE1h9OneV61VGiu\nSsVFGoYP53XItGnZqwysuTx8yInoCxaYljMUH0+0ZQvRBx/wvTx5cta/nS6DIrd5NaIsgxDCH0AZ\nLW/NBjAFwBQi2iGEGAhgLYAuOi6ltUjZ3LlzX//s4uICFxcXc8S1a4QAVq7kpi1NmnBzoq5dTe8S\nSsRdrb29AS8v4NkzLlN74UL2Kr1mCo0acQk6V1dunPTNN+Z30X70iDuf//svd9MdNoybStWrZxmZ\nHZV33wU2bmRd//gjl1o0t/Pt48fczXXDBuDOHdb10aNchi8nU6MGsHs30LMnlzadNMl8XYeH8xyy\nZQsQHAx89BGX7K5SxSIiOzSrVgFubsDAgXwvFi5s3vXCwrg52ubN/POECTyHly1rGXkdGWdnwNeX\nG5sR8TxiDqGh3BV67VouTzpmDM8ljtQg19q0asVl7Xv0APbv5/nFFMLDuYT02rXcIXrcOC5z7MiN\n6axBpUr8HBs0iMsRz5/PpbZ1zeFEwP37gL8/l/k/fJgbWg4dys/cwoWBgIAAeHgEGBxbsLFhvwgh\nYoiocPrPAkAUETkLIb4GACJalP7ePgBziCgw0+fJ3v+P1mLvXmDqVH6QjBkD9OpleKJLTgZu3eKH\n/dGj/FKpuJN4//5A27ZArly2kd9RePyYF10XLgCffcYL0xIlpH326VPuGv7ff9zbICyMF3IDB3Ld\n7Dx5rCu7o3HlCtfxL1QI+Ppr7mviJKWbDoDYWODMGe6wvGcPcPs2f37IENa5ouuMBAfzfVi0KDBv\nHvcGkWpYJCdz1/AjR/hBdf069+oYMIAXFoquM5KUxHOHvz+waBHPt1Ln2ZQU4OxZ7tly4ADr2tUV\ncHfnhXNuu9g2tC9u3GAdtWrFC67KlaV97tUr3jzy92fD5P597gw9ejTQvr35hnd2ZtUq4NtvuVP1\nqFGG78uUFODSJTZCfH15PnJ15bWMMXNRTiUlhTeUf/mFf2/Thjdw8ubl+fnxY+DePeDiRd4I/T97\n5x0fRfEF8O+k0HtvonRBVEAQUJBeBAIJTTqhWCiKP8WCoKDSVUSiIh0CEnpv0nuRpnTpvUkPpJAy\nvz8uh5fL7d3ulSRH5vv53IewOzuz9272zXtv3szWrWsaDxs2hPz57dcthEBKmeQX8AaH4gDwPynl\nFiFEPWCklLKKEKIcMBvTLlCFgfVASWvvIS07FGDqVIsWwaxZJucgf37TC3QKFIB06UxlHjwwGbZX\nrpgi5MWKmV6UUquW6cU7pUurh1cPO3bAzz+borvFi5tmMIoVMxm/6dObjIZ790yyPnXK9ImIMA1q\n1atDvXqmf5XDZp+4OFPk5Oef4cIFUz8tV86kLDNnNvXrhw/h7l1TVOvkSZOTfOGCadauenWTs1az\npjJsHREbC1OmwNixJl1Sp45JNxQubIr2Smnq1zduwLVrJjkfPmz6t1w5U/m6dU3/pk+f0t8m9bN+\nvWmm8+JFUwCoShVTxDFXLlNg5/FjkyFw5QqcOGEyuI4cgVKlTM5D/fomna1k7ZiHD03OxMSJpohs\nvXqmPpsrl8nAevjQpK/PnTPpkMOHYf9+k6xr1zY5EjVqKB1ihP374aOPTGNfQABUqmR6YaW/Pzx6\nZNIhp07B0aOmss89Z9IdLVrAG28oWTuDlCYdcfAgnD9v0uP+/qZAc9GiJn3uyIGwxpsdisrAL0B6\nIBLoLaU8mHDuC6A7EAv0k1L+YeP6NO1QWBIXZxqELl40PbixsabOli2b6aEuWNA0HWl2NBTOERNj\nUoYnTpgGo0ePTEZXhgym6dk8eUxyLlUKnnlGf4RdkZRLl0yO8smTJochMtJkdGXJYoqs588PZcqY\nZF2unOrbziKlyXjdvt1kWF27ZgpECGEyXvPnNwUpSpUyvUH8hRdMv4HCOY4fN6Ur7Ntncorv3DEF\nGvz9TXIuVMgk64oVTYELV9Ok0jLh4abZ4R07TDr73j2Tvs6SxeQ0P/usSYeUK2cK/ihZu86xY6b+\n/fffpjTqmBiTvPPlM/XrMmVMslbpTKkTr3UoXEU5FAqFQqFQKBQKhetoORQqNqpQKBQKhUKhUCic\nRjkUCoVCoVAoFAqFwmmUQ6FQKBQKhUKhUCicRjkUCoVCoVAoFAqFwmmUQ6FQKBQKhUKhUCicRjkU\nCoVCoVAoFAqFwmmUQ6FQKBQKhUKhUCicRjkUCoVCoVAoFAqFwmmUQ6FQKBQKhUKhUCicRjkUCoVC\noVAoFAqFwmlSjUMhhGgjhDgqhIgTQlSyOjdACHFKCHFCCNHQ4vgrQojDCed+Sv67fjrYvHlzSt+C\nwstRfUjhKqoPKVxF9SGFq6g+5DypxqEADgNBwFbLg0KIcsBbQDmgMfCrEEIknB4P9JBSlgJKCSEa\nJ+P9PjWoB0jhKqoPKVxF9SGFq6g+pHAV1YecJ9U4FFLKE1LKkzZOtQDCpJQxUsrzwGmgqhCiIJBV\nSvlnQrlQIDB57lahUCgUCoVCoVBAKnIo7FAIuGzx/8tAYRvHryQcVygUCoVCoVAoFMmEkFImX2NC\nrAMK2Dj1hZRyeUKZTcDHUsoDCf8PAXZLKX9P+P9kYDVwHhgppWyQcLwm8KmUMsCqzeT7ggqFQqFQ\nKBQKxVOMlFJYH/NL5hto4MRlV4BnLP5fBNPMxJWEvy2PX7HRZpIvrVAoFAqFQqFQKNxDak15snQC\nlgHthBDphBDFgFLAn1LK68ADIUTVhEXanYElKXCvCoVCoVAoFApFmiXVOBRCiCAhxCWgGrBSCLEa\nQEp5DJgHHMOU6tRb/pen1RuYDJwCTksp1yT/nSsUCoVCoVAoFGmXZF1DoVAoFAqFQqFQKJ4uUs0M\nhUKhUCgUCoVCofA+lEOhUCgUCrsIIXILIQ4mfK4JIS4n/B0uhPjZQ232FUIEu6GeeQnr7xQKhULh\nIVTKk0KhUCh0I4QYDIRLKcd4sA0BHACqSCljXayrARAgpfzALTenUCgUiiSoGQqFQqFQGEUACCFq\nCyHM7xAaIoSYIYTYKoQ4L4RoKYT4XghxSAixWgjhl1DuFSHEZiHEPiHEGiGErXcTvQ6cMDsTCeXH\nCCH2CiGOCyGqCCEWCyFOCiG+TSiTWQixUgjxlxDisBCibUJdm4EmHpaHQqFQpGmUQ6FQKBQKd1EM\nqAM0B2YB66SULwGRQFMhhD8QArSSUlYGpgHDbNRTA9hn8X8JREspqwDjgaXAe0B5IFgIkQtoDFyR\nUlaQUr4IrAGQUsYAV4QQZd3+bRUKhUIBKIdCoVAoFO5BAqullHHAEcBHSvlHwrnDwHNAaeAFYL0Q\n4iAwEChso66iwDWrY8sS/j0CHJFS3pBSPgbOYnqx6SGggRBipBCihpTygcW1VxPaVygUCoUHSNY3\nZSsUCoXiqeYxgJQyXggRY3E8HtN4I4CjUsrXdNQlrP4fbVFXtMXxeMBPSnlKCFERaAoMFUJskFJ+\na1FXvLGvolAoFAq9qBkKhUKhULgDawfAFv8AeYUQ1QCEEP5CiHI2yl0AbK2t0GxbCFEQiJJS/g58\nD1SyOF8woU6FQqFQeAA1Q6FQKBQKo0iLf239jdXfAFJKGSOEaA2ME0JkxzQG/Qgcsyq7Hehrp+0k\ndQMvAt8JIeIxzZT0ApPTAhSRUp7Q88UUCoVCYRy1baxCoVAoUhUW28ZWTVgn4UpdDYGmUsp+brk5\nhUKhUCRBpTwpFAqFIlUhTZGuSUBHN1TXE9MsiEKhUCg8hJqhUCgUCoVCoVAoFE6jZigUCoVCoVAo\nFAqF0yiHQqFQKBQKhUKhUDiNcigUCoVCoVAoFAqF0yiHQqFQKBQKhUKhUDiNcigUCoVCoVAoFAqF\n03iVQyGE8BVCHBRCLE/4fy4hxDohxEkhxFohRI6UvkeFQqFQKBQKhSIt4VUOBdAP0xtVzXvdfg6s\nk1KWBjYk/F+hUCgUCoVCoVAkE17jUAghigBNgMmASDjcHJiR8PcMIDAFbk2hUCgUCoVCoUizeI1D\ngelNp58A8RbH8kspbyT8fQPIn+x3pVAoFAqFQqFQpGG8wqEQQjQDbkopD/Lf7EQipOmV3+q13wqF\nQqFQKBQKRTLil9I3oJPXgOZCiCZABiCbEGImcEMIUUBKeV0IURC4aX2hEEI5GQqFQqFQKBQKhRuQ\nUiYJ7gtTYN97EELUAvpLKQOEEKOB21LKUUKIz4EcUsrPrcpLb/uOyc2QIUMYMmRISt+GwotRfUjh\nKqoPKVxF9SGFq6g+5BghhE2HwitSnmxg9hBGAg2EECeBugn/VygUCoVCoVAoFMmEt6Q8PUFKuQXY\nkvD3HaB+yt6RQqFQKBQKhUKRdvHWGQqFG6ldu3ZK34LCy1F9SOEqqg8pXEX1IYWrqD7kPF63hsIo\nag2FQqFQKBQKhULhOk/bGgqFQqFQKBQKhUKRClAOhUKhUCgUCoVCoXAa5VAoFAqFQqFQKBQKp1EO\nhUKhUCgUCoVCoXAa5VB4mC+/hL17U/ounh5iY6Fp05S+i6eLBw+gWrWUvou0wYoVUKCA++qT0vRR\nKNIqqv8nD/fuwcaNKX0XitSMcigMIgScPq2//NCh8OuvnruftMaDB7BqVUrfxdPF2bOwZ0/S4w8e\nwKefJv/9PM1s2gQ3bhi7ZvZsiI+3fa5qVWjTRl89Fy8aa1ehSO0sXgw+yopxmtOnIThYX9nhw6Fe\nPY/ejiKBM2fg0KGUvgvjqEfRCa5eNVbe19f28WvXTB9HLFhgvM2ngU2bkh6LjdUuHxenHa3SG8ld\nsQIGDdJ3f08LWjLdsQO++854ff/7H3z0kWv39LSiJes1a6BdO9vnOnaES5dsn9u7F7Zt09f2s8/C\nzZv6yqZF4uLg779T+i4URjh2LKXvwLtZsgRmzNBXNibGs/eS2oiKgn/+cV999+7B7dv6yr7xBrz8\nsvvaTi6UQ+EEfgbfL65V/oUXoEIFx9e3aQMjRhhr82mgbl2IjEx8zJ5D4ecHkyfbPhcUZIrmOmL4\ncBg2TP89Pg1oydTZAWTsWBg3zvn7eZrRknVoKMydq32dPZ1jRB9pzXQ8jTx6BBERSY+XKwc9eyY9\nPn++fX3s62tyshX6+e47kyFlzbFjsGuX6/XHxbleh7dx8KDt41euGK/L3njqStmngREj4Pnn3Vff\na6/pr+/xY/e1m5woh8IJrAdwKU2pUFqDtdaAf/eubWVrpI6nFbMsraezHRm5J0/aPr5hg761LGkt\nCgPaA4W9AcTa0bNGT3+9eBG6d3dc7mnCWefNXQ6Fv7/+st5OhQpg66W3x4/bdgwePrRfX3y8vhmM\n8HB4/31dt/jU0Lu3KU3Dmk8/hdWrkx5v1MhkYGlx4IC+dtOaQxEeDpUqJT1+4QIUKWL7mqZNbf8G\nYMxJSGuyvnvX9vHZs6F6ddvn7t/Xru/sWbh1S1/b3uq8KYfCCawHcEdRP62UJ9A/wKc1h8KsvITV\nuxgdPWhastb7gHrrg+wKzjgUmTLB1q3a5/X01xUrYNo0x+WeJpyRNdiXpz39YkbLQX+aOX0aTpyw\nfc6WPPUEE/T067174eefHZd7mhg/3pQ+YwtbMrPX32/dglde0dduWtPXWn00PFz7mlWrTGtNbKFm\nKLTRkvXixbB7t+1zOXJoOw1pwXlLQ8OL+7AewF2JLiqHwjZaMnX0oGnJSTkU2mjJ1JEs7C0u1mPk\nqtkgx8fNjoC1Y22JHt2QFmUN2rKxpXf1PPt69LW3piu4ipZsjMraiPzSmr529wxnWjByncVZWTtr\nu+hpO7XjFQ6FEOIZIcQmIcRRIcQRIcQHCcdzCSHWCSFOCiHWCiFyJMf9WD+cjn58e4OQXkchrTkU\nZplaL6R29DBrGbJ6H2ZvfZBdIaWi5krWzh+3RDkU2mjpXqNRc3vXOVPP04i7nDcj8ktr/drdujot\nGLnO4qys7dl7emeIvVXW3mKmxgD/k1L+JYTIAuwXQqwDugHrpJSjhRCfAZ8nfDyHiOP8o3+4fvYa\n8TKe/FnyU9CvLKDdi5RDYZyYGMD/EfuuHeNh7B0y+GWgaPaixMQ8B2iHa7XkpHev8rQWhYEE5ZXl\nGtsvniE8OpycGXNSJncZYmNz2r3OXr9Ol85xu2nNGACIiY2HPP+w8dw1YuNjyZc5H+XyliM21rbA\nlEPhAv4RxBc8yh+nTfrjmezPUCxHMUDYlJmeZ1/NvGmQ+Qbn40+x+pRJf5TKVYrcmXIDxp035VBo\n8zgmHvKcZOO5q0/0R9k8ZYmNTW/3Oi1drVKetImOj4RCR1l75g7pfNNRJFsRSuQsQUyMbfvDbGPY\n0xF67ThvlbVXmKlSyuvA9YS/HwohjgOFgeZArYRiM4DNeMChkFKy+fxmJh2YBJ+tove2PJTIUxQh\nBNfCr3Hh3kVoV49l//Sg+fPN8BGJ3VB7hpfelCc9A9nTQFRsFLMOzWLy3hnwyQH6rC5N3ix5iIqN\n4sydM6YB5M3WHL35Li/keyHJ9fYMWT1Grrc+yM5w8f5FJu6fyORDYdD7Hp+uK0PW9Fm5G3mX47eO\nkyO+BFTvwt3IbuTMmNS5cHVtUFqS9dYLW5l0YBJLyiyHArn5dmtRfIUv1x5e48K9C6R/vjZc7km8\nbJ5If7jboXjaXwIWHRvN7MOzmf73dPhkH/fDS/PDrrwm/XH3DHHxcdCkFdHx7wEvJrrWXSlPacXI\nvfzgMpP2T2L2kdnQ9xaLwsvy9x6T/jhx6wTFchaD1zrzSHYDcie6VjkUxthxcQcTD0xk6fHl0DEH\n3259Fl/hy/WH1zl/7zzls70BZXsQFx+Ir09Sxezq2kKjZb2Vx3GPCTscxvS/p7PtuT+heSm+25mX\n6Nhozt07x+O4x/g/1xIKvAsk3hJOa92nJXrtPa/V01JKr/oAzwEXgKzAXYvjwvL/FselK/x17S9Z\nd0ZdWTqktBy7a5wk83V5+nTiMsfP3ZVUmCor/VZJVppQSW45v+XJOZBy2DDbdYOUxYs7vgeQcsQI\nF76EFxAfHy9n/j1TPjPmGdnk9yZy2o5lEr9IGRWVuMz8Dackdb6U+b/LL7su7iqvPrj65DxI+cMP\ntusHKbNkcXwfzzxjKvs0cz/qvvz4j49lrlG5ZL/V/eR3sw5IRFyiMjFxMfKDMZskLTvKvKPzyu93\nfC9j4mKenAcp162zXT9IWayY4/sYPPjpl/WRG0dkw5kNZYmfSsixu8bKRq2uJfnO9yLvyVKtp0ve\nriJfHv+y3Hh245Nzt2+bZHT7tu36QcrKlR3fx+XL9uvxduLj4+XsQ7Plsz8+KxvPaiwXH18s8YtI\npF/j4+Pl6dunJbW+lukGFJAdFnaQl+9ffnL+m2/s90eQcskSx/cya9bT3a/Do8Plp2s/lblG5ZJ9\nV/aV+6/ul4g4GRr6X5mYuBi59fxWSWAXmX1YHjlq+yj5OPbxk/N+ftoyOnJEv/y6d3+6ZX3s5jH5\n5qw3ZbGxxeQPO3+QWw9eSfJ970fdl5+HzZT0qCbL/1perj29NtF5kHLAANv19+2rX34tWz69so6P\nj5fzjsyTxX8qLuuH1pcLjy2UQW0iknzfs3fOyme7fCP5uKBst6CdvHDvwpNzkZEm+dy9a7sNkDJ7\ndn33A1L6+jr5ZZKBBLs6iX3uFWsozCSkOy0E+kkpE+1rYP6Stq4bMmTIk8/mzZt1tRUv4xm9YzT1\nZ9anTbk2HO19lHcrvA+P8icpm9k3B/zVjT099vHZ65/RfmF7+q/tT3RsNOCeGYqnOeXp30f/Ejg3\nkO93fk9YqzBWdlhJ7UIBEJshUTkhBAXTl4RN33Dy/ZMUzFKQihMqsvj4f1tYuCrrpz0Ks/PSTir8\nVoHbkbc50usIYxuPpah/RZCJVYGfjx8lfGvDollsCd7C6tOrqTG1Bqfv/PeaeCVrbeJlPGN2jaH2\njNoElA7geJ/j9KvWD9/IAknKZs+QnVyXusKkPQx6YxBdlnSh3+p+RMVG6ZpZMJJe5rWRLzvcjrhN\n6/mtGb59OKFBoazuuJrA5wMhNmOifiiEoESuErDlK2ocPEmxHMWoNLESc4+YXgDirhmKp7lf77m8\nh4oTKnL14VUOvXeIkCYhVCpYCaRPItn4+fhR89masGQG46tsZ9P5Tbw29TVO3jbt621PRkZmHZ7W\nGQopJSF7Qqg5rSYNSzTkRN8TfFT9I3KnK5SkbLb02aiTqxNM2cnQOkPpeou7YQAAIABJREFUubwn\nfVb2ISLmv5ewuGNR9tMq67uRd2m/sD2DNw9mcsBk1nVeR8uyLZExGZOULZazGIVOfQnjTlEmdxkq\nT6zM7MOzAffNJpvRo9eTi82bNyeyo7XwGjNVCOGPyZmYKaU0b1B3QwhRQEp5XQhRELD5Hlh7ArBF\nREwEHRd15N9H/7L37b08l+M5ACI1HijzgyaEoO0LbalbrC49l/Wk/sz6kGkx/v55NNvS61Ckps7l\nTo7ePErT2U1p+0Jb5rWeR3o/Uy6o1qJs8/Fs6bMxov4IWjzfgg4LO3Dg2gHgG/z9tecb07oxMPnA\nZAZuHMiEZhNMBlcCjnazKJu3LGs7r+XnP3/m9amvE9YqDKjrskPxtA5QkTGRdF3SlUsPLrGn5x6K\n5yz+5Jz9hX6C1uVaU7dYXd5Z/g61p9fmt1rLgHx220vLsj5x6wRNfm9CizIt+L3l72TwSxyE0BrA\nM/hkZWjdobQo04L2C9tz8PpBfGKH42ifkrQs69C/Q+m/tj/jm46nVblWSc5rybpE9jKsqr+K8fvG\nU2NqDWa1nAU01EwNMbLL09Mo6+jYaLot7capO6fY1WMXpXKXenLOvq4WtHi+BbWeq0Wvlb2oNb0W\ny9otAwpq9lsjsn4ady87dfsUTWc3pVGJRux/Zz8Z/f9zIuzq6pjMDKk9hBZlWtBuYTv2Xd3HwCrf\nAfZz0731nUG1a9emtsVLfb7++mub5bxihkIIIYApwDEp5ViLU8uArgl/dwU0dsLWz62IW9SZUYes\n6bKysevGJ84EaD9Q1sZvnkx5WPTWImo8UwN6ViPc97xme3o7WGrqXO5iy/kt1JlRh6F1hzK6wegn\nzgRoDxTWD3m1ItXY3XM368+th5ad8fHT9gjSqjEgpeTLjV8yascotnfbnsiZAH27WfgIHz6o+gFz\nWs2h/cL28OJsu05uWnXe7kbepf7M+vj6+LKp66ZEzgTok3WujLmY32Y+DUs0pPmyapDrtO2LEkir\nMxQ7Lu6g1vRafFXrK35s/GMSZwIc7/JUpXAVdvfczY5LO1jk0w587CuAtKpDhm4dypDNQ9gSvMWm\nMwHaY5mfnynY1rtKbxa9tYgui7vAyzM0ZZmWZyjuR92n4ayGPI57zNbgrYmcCdCnP3JkyMHslrNp\nUaYF1aZUg9wnNddQpGXnbc/lPdScVpNPXvuEkCYhiZwJ0CfrigUrsrvHbv66/hddVrQB32i7bRoJ\nDHujzecVDgXwOtAJqCOEOJjwaQyMBBoIIU4CdRP+7zR3I+/ScGZDaj1bixmBM0jnm/jX13qgbB33\nET6MqD8Cdvdj3P26XLh3wea1ejuNN3Yue2y7sI3W81szp/UcOr3UKcl5I3tA58ucj41dNkLG20y9\n15nYeNsXp1Ujd9DGQaw4tYKd3XcmGaDA2PZ4dYrVYWOXTdCwP+uuz9ZsMy3u8nQ/6j6NZjWicsHK\nNqPloL9fCyH4ps439Hj+M+hSj/P3z2q2mxaN3F2XdhE0N4iZQTMJrhCsWc6ekWsmT6Y8rO+8nsfx\nkdC6PTFxSYVldsTSoqy/3fItc47MYVePXZTNW1aznNYLXy23yqxRtAZbgrdAvYGIijNs1pNWHYrw\n6HDe/P1Nyuctz7w285IYuOA4qGlGCMGgNwYxuNZg6FKP+36nbF5nRH5P0wzFvqv7CAgLYHLzybz9\nyts2y+gdF3NmzMmaTmtACmjTluhYbUEZcSi8MSvFKxwKKeV2KaWPlLKClLJiwmeNlPKOlLK+lLK0\nlLKhlPKes208iH5A498bU/u52oyqPwphYz7W/EBppeHY5M/3aZC1H3VD63It/FqS02kx5WnP5T20\nmteKsFZh1C1W12YZo3tAZ/TPCHMXESFv031pd/OC/ESkxV2ehm4dytJ/lrK201ryZs5rs4ze2SAz\npXOWg5lrGXPkYxYeW2izTFpz3h4+fkiT2U2oUqgKYxuPTbLTmxmjLxFsWfRd2P45QUvqcvnBZZtl\n0pqRu//qflrMaUFoUCgNSzS0W1bvuxHS+6Wnwd0F4BdJ58WdiZfxic6bfzc9+8g/TbIevWM0vx/+\nnQ1dNpA/S9L1g5ZYy1RLDmXylIHQ9Tyu+QVhh8OSnE+LUfOImAgCwgIon688IU1CNPWHkaAmQPeK\n3WHzECZG2Q5qpkVZ/3X9L5rObsrk5pNpVrqZZjkjQc10vun4sUYYIOi5pr1pNzkbGAkMe2MQ2Ssc\nCk8TGx9LuwXteDn/y/zQ8AebzgQYN7zMNMndj+CXgwkIC+DR40eJzqW1GYqzd88SODeQaS2mUb94\nfc1yTr1tMjYjnz27hFN3TjF48+Akp9PaW26n/zWdaX9NY32X9ZrOBOiPeiUqf7M8P1dfRa+Vvdh9\neXeSMmnJoYiLj6Pjoo6UylWKkCYhmvoDjOuQmBhgXy+6le9Ns9nNCI8OT1ImLaU8Xbx/kYCwACY0\nm0Djko0dljfyYru4x+lh3kKuhF9hwPoBic6lxbc3zz48m1/3/qrLmQCDL3y99Ty5Vv5BvzX92Hph\na6JTaW2GIl7G03VJVwplLcRvzX7TdCbAuK4G4GAP6mf+mKazm3I/6n6iU2lN1lceXCEgLICQN0No\nXqa53bJGnTfi0sH8eTyIvkf/tf1tFjFix3ljEFk5FED/tf2JiY/hlya/2DUGtB5mRw+avz8MemMQ\nL+Z/kY6LOibyXh11MCNT7amd+1H3CQgLYGDNgTQt3dRuWWfflJ0lfSaWtlvKrEOzmPFX4il1PetV\n4uP1v80yNbPtwjY+XfcpK9qvoECWpDsLWWJ0kDL/Bs/nqMj0wOkEzQ3izJ0zicqkpaj5gA0DuB91\nn4kBE+0aA2B85s382/St+AmvFn6VdgvbJUnpSyuyDo8OJyAsgP6v9SeobJCua/SkPJmJiQFiM7Dk\nrSUsPrGYifsnJj6HPofsaZD1rku7+HDNhyxvv5zC2QrbLWuWibVMHcks08Py/N7yd9rMb8Op2/+l\n5KS1qPngTYO5Gn6VaS2mOdQfzgY1G2brR+3natN6futEKX1pKeXp0eNHNJ/TnN6Ve9P2hbYOyzsV\naItLx/QmC1hzZg0///lzkjJqDYUGQohcOj453HmznmDi/omsOb2G+W3m4+9r/xfUevi0UqHM0XRf\nX1NO44RmE7gffZ8hm4c8KePIyDUy1Z6aiYuPo/3C9tR5rg59X+3rsLxRw8tS1vky52Nlh5V8su4T\n9lze86SM3ofZGx9kS87dPUfbBW2Z1XKW3ZxnM0YjMZaKtkmpJgysOZDAuYGJZt/SygzF9L+ms/jE\nYha2XZhkzZUtjBoEZlkLIfilyS88jnvMFxu+SFQmLcxQxMt4Oi3uxKuFXuV/1f6n+zrDDgWQO1Nu\nVnVcxZebvmTHxR1A2jJyL92/RKt5rZjWYhov5n/RYXmtF3o5er79/aFBiQZ8W+dbAsICnsy+paWo\n+ezDs5l1eBaL31qcaFMSLZx1KNKnF4xtPBZ/H38+WffJk+NppV9LKem6pCvl85Xn8xr63n3srK7O\nkSEnKzusZOjWoWw6tylRGeVQaHMN2O/gc9jVG/QkB64dYODGgSxvv5wcGRz7PlqOQ7TGwn7rQTyd\nbzrmtJrDtL+msfrUasBxp/H2qICZ4duGExETwdjGYx0XRvthdiRr86BWNm9ZJgZMpO2CttyOuA2k\njfUq0bHRtF3Qls9e/8xhfrkZozNv1v26T5U+VChQgV4rez1Zu5IWouaHbhzik3WfsKzdMnJnyu34\nAow7b5bH/X39CWsVxtyjc1l6Yul/x9OArEfvGM3tiNv80tT+LLI1etdQQOLnoGSukkxtPpV2C9tx\n89HNNGPkxsTF8NaCt+hXtZ/DWWQzRnLNLTHr2XdeeYcaRWvwzop3kFKmGVkf+/cY/db0Y2m7peTL\nbH9raDPOZkmkS2d6N8jvLX9n2T/LmH90vq7rjLSRmhm7eywX719kYrOJuvWHUzMUmMbF4jmLMzNo\nJh0XdUy0dlYtytbmuJSymL0PcNtdN+puHkQ/oO38tvzS5BebO9/YQk/E1lH5/FnyM6f1HIKXBkP2\nC2nCodh0bhO/7vuV2a1m4+ejb59cre9tRNaBzwfStlxbOi3uBCJe9wOa3nGgKNXy2frPKJKtCP2q\n9tN9jdF+bX1cCMFvTX/jwLUDTDowCXj6ZygePn5I2/lt+bHRj7pmgcwYNQisgxh5MuVhbuu5vL38\nbc7eNe38ZMSh8MYZiu0XtzN291jCWoXpmgWyREs2to5b/wZNSzel68td6bCwA1HR9hZvJcab+/XA\njQPJmTEnn7z+iePCCRjONU/AUh+HvBnC8X+P8+veX9NE1DwiJoK289syst5IXsr/ku7rjBq51inT\nOTPmZH6b+fRe1Zt/bv2TJhyKPZf3MGL7COa2nqtrFsiMs7raTIMSDXiv8nuJ0lTVomxtqrmpTLIj\npeTt5W/ToHgDXbl0ZtzhUIBp67xPX/sU2rTF19/+U6o1K+It3Hh4g06LOzEjcAaFsiZ9y6cWWt9b\nb9TczPB6w3n4+CHUGPnUz1AsObGEpf8sZWrzqYaiuO5w3jKny8zCtgsZuHEg5P9bl6y1ZptSO1JK\neq3sxevPvG5zy2N7aH1nRzNvllQrUo0v3/iSNvPbgO/jp3qL3tsRt+mwsANTmk/hmezPGL5eSza2\njtvq71/X/hqJ5McD3+pu01tlvfLkSuYcmcOMwBkOc/ktMToumrHUERn9M7Kg7QK+3vI1pyP2u9x2\naueD1R9QoUAF0y5MBnDWBrEcDl4p9ApD6wylzfw2RMVG6W7bG4ObdyPv0m5hOyY0m0CxnMUMXeuO\ncXHQG4PI6JeRrzZ9BahF2ZpIKR32RD1lUoJJByZx4tYJfmz8o6Hr3NHBzHxU/SOIysmJfEOdatMb\niJfxdFnShW4VuulOvzHjDsML/ksTodpYHmXfp6ttb3yQL96/yLsr3mVOqznkzJjT0LVafUxL1lrl\ny+Qpw/cNvoeWnfBJ5/jR91aHYsbfMzh47SAhTUIMX2tUh2gd7/tqX4pkKwK1Bz+1KU9SSoKXBvPW\nC2/pTr+xxohDYUtGvj6+zAyaSdip8VBk91O7KPtq+FV6LOtBWKsw8mTKY+ha83OslQqsJTPr36Bk\nrpKMe3McU+52BP8IXW17o6xnH57NtovbGN90vKHADzg/m2z9G7zzyjuUzl2ay6UHutx2akVKSc/l\nPWleurnuTRwscce46CN8CA0KZfpf06HoNrWGwh5CiLJCiM+FECEJn8+EEPrn/1OAM3fO8MWGL5jT\nao7NF0/Zw1Fev1Y03ZZCFULA0qmcyjGBXZd2abbpzTMUv+37jXtR9xhSe4jha91leAEmw2v1Txwq\n2YmIGMcDlbc9yPEynu5Lu/Nh1Q+pWqSq4euddZRt9ckuL3eB22X4O88XSU9a4Y0OxYV7F/hk3SeE\ntQojk38mw9dryTQuLumiVnvlhRBMCpgEFWZwPf02h+16Y8rTlINTuBp+lWH1hjldh9YAbiutUUu/\nF8paiAEvjYeWnYiIfeiwTa80vJb15L3K7/F60dcNX280+GPGlp5tV74dhX0qQYNPdbXtbbK+8uAK\nH675kLBWYWRNn9Xw9e4K/jzZJOaZuVBsg662vU3Wsw7N4uTtk4xuMNqp653drMRax+bLnI+JARMh\nqAsiwwPd7XubHQKu7fL0GWB+K82ehI8PECaEGKB5YQoSL+PptrQbX9T8wlDesxmtDuOMkQtAeCFq\n3PuVzos7m9JybOBtD7GZ03dO89Wmr5gROEP3uglLjCpIh3I60p6cUZX4dJ3jgcrbZih+2/cb4Y/D\nDeU9W+KuVD5IcJSXT+BcpnlsOGt/oPI2hyJextN9WXf6V++va/cbW9jTCfaMXFuOQL7M+WD5RJb7\ndeFBtP2Bytv0yIV7FxiwYQAzAmcYXjdhidZ6KL0pT2beyNsSLtQk5KTjHaa8TdZTDk7hxqMbDKyp\nP1ptiVFdbUZLzwb4/gJllrHm9BqHbXvTehVzxLxPlT5UKljJqTrcqatzZ8pN7u1TILAbdyPvOmzb\nm7IlLj+4zMdrPyY0MNTQuglL7H1fW5s92CvfrHQzONOQQ4U/0N2+t9kh4NoMRU+gipRypJRyVsJn\nBPAq0MM9t+deftr9ExJpaMGqJe58mM2Uim1JzWdr8uGaD+3W7U2Rxbj4OIKXBDPojUE8n+d5p+pw\nZ9TczKv//sKyfxwPVN70IJ+5c8Ylxw3cOxsEQGRu6j+aSvDSYLsDlTcNUAC//PkLETER9H/N9kuL\n9GDvOxs1cuPigJPNKCka8sFq+wNVVEIGmjfoEbPj9nH1jymfr7xLdVnL1N57fezJOiYGWPMT++5u\nSLTDlmZZL+Hc3XMM2DCA0MBQh9uma2E0am5GS8/6xeSEJdPpsawHtyJu2a3Dm2Q95eAUbj66yRc1\nHc/eauGuGQozfhcawYlAeq3s5bBtb5G1lJIey3rw/qvvU7FgRafrMRr8cTierf2BfzPuYMGxBbra\nT1MzFEAcYOuNN4USzqUq/rn1D8O2DWN6i+n4+vg6VYc711CYSZ8efmr8ExvObWD5P8t1152a+XH3\nj/j5+PFBVf3euDVaaWROG7lAZt+cTA80DVR3Iu9olvMWh8Jyxs1Zxw2c36LXHiVFQ4KeD6Lvau13\njnjTDMXJ2yf5esvXzAic4bT+AO3UJtCf12997k0xhh2XdrD4+GLNslGpcjWbbcbvHc+jx49cctzM\nWA/8/73XI2lZe7J+/BiIzsagF0J5b+V73Hx0U7OstxheZv3x6Wuf8kK+F5yux9EaCi20DKaYGOBc\nXdq90C7RVtS28Jbx0XLGzVnHDdy3hiJRfetGcejGIeYcmWO37fh4ffeY0kzcP5E7kXd0v29CC7c7\nFI+zUPfuLPqs6sP1h9cdtu8tdoglrjgUHwLrhRBrhBCTEj5rgA0J51INsfGxdF3Sla9rf02JXCWc\nrsfZNRS2MJdNnx6ypc/G9BbTeXfFu0kiMt6iMM0cvXmUUTtG6Xrrpz084bz5+0PdYnVpXbY1fVb1\n0SznLdvG/rT7JwCnZ9zMuHOGwjICPLL+SPZd3fdkz3Mj9aQm4uLj6LqkK4NrDaZ07tIu1+fqzkPW\n59KJzMwInEHvVb01DV1HC2RTC6fvnGbw5sEuzbhZYi1Te0auHuftpew16PJSF95b8Z6moestzlvI\nnhBi42NNG4S4gKPouN5F2WbMsh5WbxhHbx4l7EiY7YJ4hw6xTJV0dcbN1S2+bZ6PzUhoUCj91vTj\navhVu+VTu5F79u5ZBm0a5LLjBqZ+q/VCYaO62kwRUZW3K73N28vftusoQxqboZBSrgHKAF8DfwBr\ngCFAaSnlarfcnZv4fuf3ZE6XmV5VHE/r2cPoGgp7g7hZMfgmBDtrPVeL9uXbJ4nIeFPKU0xcDF2X\ndGV43eGGt2izxl27PFlifkBH1B/BgWsHmHd0ns1yqV1pgmnGbfj24UxrMc2liDm4N73MnNPs4wOZ\n/DMRGhhK39V9bUZkvGWG4vud35PRLyN9XtV2Qo2gNVAYjXpZ6obXnnmNri935d0V79ocqLzByI2L\nj6Pb0m4MrDmQMnnKuFZXwhy5r9WjoUeetrDUL9/U+YZTd04x69Asm2W9Qdb/3PqHoduGMj3Q+Rl7\nM84uynbkUGTwy0BoUCgfrvmQKw+u2CzrDbIev3e8y6mSZtyd8mQ+X7lQZXpV7kWPZT3sGrqpeWyM\nl/EELwlmQI0BlMtbzi11OhP8sSU+y0DbV7W+4vKDy0z7a5rNuu2lZaZ2XFmUnR7oBGSWUi4AMgCd\ngfeEEMkmCiFEYyHECSHEqYSF4kn4YdcPTG0+1aWIORiPDthTdrYUgK2IjDdEYMyM2D6CvJnz0rNS\nT5frMqog7Q1e5gc0Q8KmXmZD9/3V7yd6i6WZ1Kw0wX0zbmbcGfWyztWvWkQ7IuMNffvIzSN8v+t7\nprZwXX+YcWYrU3tBCTNf1/6aM3fOMPPQzCRlvWENxU97fkIg6FfNtRk3+E8fWKc2OTtDYanL0/ul\nJzQwlI/WfsSl+5fslk2NmGfchtQaQslcJV2uz9k1FFoGk2V9lQtVpneV3vRc3tOmoRsbq51CmBo4\nfec0Q7YMcSnV2hJ3OxSWfX5gzYH8++jfJy8ntUVqNnJdXSNrCyO7xDlc74Yp0JbONx2hgaF8tv4z\nzt87n6SsOSiXmvu1Fq6MkNOAJkA/IcRMoDWwG9Oi7MluuDeHCCF8gZ+BxkA5oL2tbWtH1BvBszme\ndbk9owaWvYHF1rkMfhmYGTQzUUTGW1IV/r7+NyF/hjApYJLhvbVtYTS1yZ7BZEvZ2jN0U7PSBFPE\nPEu6LLxX+T231OfOlKfIyKTHtCIyqX2GIjY+luAlwQyrO4zncjzntnrdtfOQtfzS+6UnNCiU/mv7\nJzF0U7uRe+LWCYZvG+5yqqQZZ3LKjfTrigUr8mHVD+m+rDvxMnFyeWrv12N2jSGTfyaXZ+zNOGvM\naulZ675qNnQn7p9os3wGY7u/JxvunHEz4+zGMHbXUCTg7+tPaFAoAzcO5OzdszbLZ8yo80aTmVO3\nTzFs2zC3zNhb4u70VDMv5n+R/tX7021ptyT6I7Xr6m0XtLcpd0VzvyilfAsIAhoBbaSUM4FgwLk9\n0YzzKnBaSnleShkDzAFaWBfqUdE9m04ZjQ7ocSisH/RXCr1Cnyp9nkw92jLQUhsxcTF0W9qN0fVH\nm9754AaMLvSzJ2stGX5V6yuuhF9h6sGpwH9RBFtbwqUWjtw8wg+7fmBK8ylui5gb7df2+qSt3yGd\nbzpmBs1MEpFJ7TMUo3eMJlfGXLxd6W231mtkkLJnnNqSdYUCFehXtV8SQzc1D1LmXeHcNeMGzqXh\nGJl5A/isxmeER4czfu94m2VTI8f/Pc6oHaPcqj+MvthOKx3NjLX8LA3dM3fOJCmfWh2KcXvGIRAu\nbU5ijbvXUEDiAEe5vOUYUGMAXZd0JS4+6d46qdGhMDtuX9X6yi0zbpa4Kz3Vlt7p/1p/Hsc9JmRP\n4hekRuh7p2OKcObOGYLmar8k0BWN4pOQ9pQVyAhkTziewcV6jVAYsAzFXcbGzlPuiJiD9kChFfWy\nFzW3N+h8UfMLbkXcYsL+CU+Mt9Q8QzFy+0gKZClAcIVgt9VpVEEaNXLhv6nHzzd8zvl751O9gRsT\nF0PwkmCG1x3ulhk3M87OvNnqk1q/Q/l85fnktU8IXhL8xNBNzZHcIzeP8OPuH5ncfLLb9IcZI4OU\nvX6tdc6WoZuaU55+2PWDWyPmYHy9GxgPSvj5+DEjcAaDNw/m5O2TuupJScyG1zd1vnF5jZslRgMS\nWuloZmzJulzecnxR8wuClwYnMXRTo0Nx8vbJJ2vc3OW4gfOytoe1k/BhtQ/xET78uPvHJGVTo6xD\n/gzBR/jQ91XtHQWdxV1rKGz1aV8fX2YEzmDotqGcuHUiSdnUpqvNmwvY2/bYlZ4+CziOKc3pY2Cb\nEGIysBeY4UK9RtAl8iFDhjz5bN682enGtH5oZ4xcew+6v68/M4Nm8uWmL7kYnjQik5o4dOMQ4/4c\nx8SAiW41vIxOoxtNLzPzYv4Xnxi6jyJS9754o3eMJnem3G5Zo2KJ0aiXM84bwMfVPyY2PvbJ7lT2\ntlBNSWLjY+m2tBvD6g6jaPaibq/fSF6uvcFF65yfjx+hQaEM2TKEU7dPAanXyD327zFG7xjt1jUq\n4JyB5YzzViZPGQbXGkzXJV2JjTclP6dWWZtTndyVKmnGqK52NOuudV7L0E1tRq55xm1wrcFum3Ez\noyUbZ2UNSR0KH+HD9BbTGbVjFEduHgGSrkNMLZy6fYqhW4e6XX+YMeJQOKM/SuYqyTe1v0mkP1Jj\nVsrmzZtp+nZTzi0+x7019zTLubLL0wigLlBdSjkRCADWAR2llM6969w4V4BnLP7/DKZZikRYOhS1\na9d2ujGjD7OzRi5A2bxl+aLGF0y92xVEXKrzVuG/iPmo+qPclupkxtkZCiOGlxmzofvLvnF2y6Uk\nh24cYuyesUwOcH/E3J2DlD1ZmyMyw7cP5/i/x4HUuQB+9I7R5MiQw+2pTmasHQd7u3o4q0NK5y7N\nV2989SR1ITXOUHhqjQo4dii05KA3r9+SPq/2IZN/Jr7b8Z3DsimFJ1KdzBh13hzpYy39YmnoHr15\nNNHW66mJsbvHkt4vPb2r9HZ73VqycSY91YwtJ6FYzmKMqDeCLou78Dju8ZP6tbZRTQnMM25fvvGl\n21OdzDgT/LGFvT7/XuX3yJEhByO3j3RYNqUo/GJh9pbey4apG/jm6280y7nUPRLWLtxJ+PuMlHKu\nlPJvV+o0yD6glBDiOSFEOuAtYJmnGtMaKIwed3TOTL9q/SDeD177wXHhFGDk9pHkz5KfbhW6ub3u\n5JqhAJOhOz1wOmMPDoU8J+wXTgHMjtvIeiN5Jvszji8wiNFByhVZl8hVgm/rfEuXJV3AJybVGQNP\nUp084LiZsTZa7eWUOxP1MtPn1T5k9M/Idzu/S5XpZd/t+I7sGbLzzivvuL1uZ3PKtXLE7cnaR/gw\nrcU0xuwew9/X/051svZUqpMZo+vdHPVbezqkWM5iDK87nC5LuhAZbZpaTU1r3k7cOsGI7SM84riB\nduqiM4E2M1p9vkfFHhTKWoihW4emyqi5OdXp/arve6wNa9mYX+5ndIbC3roIIQRTmk9h3J5xHLx2\nMNXJ2qw/Br0xiFK5S9ktm4r8TeNIKWOBvpjeg3EMmCulPO6p9rR+aK2H1plF2Zb4CB+axkyH177j\nYvRh3feZHPx9/W/G/TnObbs6WaOVj+joN7CFHuetZK6S9H7+WwjqQjyx+m4ymRixfQT5s+Sne8Xu\nHqnfnVEvPcrw3VfeJXfG3FBzOJkyOS6fXJg3FxhWd5hb16g8qT8htczaoXB3Go6ZJ4burjHc8j0E\npJ6o15GbRxize4zHHDdn397syKHQkl/R7EX5vsH3dF7cmciY1OXqJs7NAAAgAElEQVRRjNk1hoz+\nGd2e6mTG6I5arjgUAD0r9SR/5vx8s3mozfpTCnOq0zd1vqF4zuIeacOds8nm7Um1ZuWEEEwKmMSE\n/RPYeeFPIPXI+uTtkx5NddJK8TLrcFsqyxVdXSRbEcY0GkOXJV24/yg60T2kNOP2jMNH+OjaXMCr\nHQoAKeVqKWUZKWXJhDQsj6HlBGh5n0a3MrVFuojnYP1Ixl83TT2mBiJjIum4qCPfN/je7alOZrQG\nFa0H09XZIICm+d6DyJz8k9ej3cgQ+6/ud+t2vLbQkk9cnO3onz3jSo+shRBMDpgCr/6CT+H9+m/U\nw3y79VtyZ8ztsVQnZ5xhPY6yvYGnaPaijG4wmmNluoBv6tAfj+MeP3kBpiccN3Budg20c8T19Osu\nL3eheM7iRFUb4rhwMvHX9b8YvXO0W97DpIVRWTu7hsKMEILJzScz5dBvUGiv4xtMJkbvGO2RNSqW\nGB3/9OgWe8NKwawFCXkzhA82dQG/1BE6j4mLodOiTgyp7Z73qNjCLE/rFC97KZNmO9DIZiWWdHyx\nI6Vzl2bK2a/036iHOfbvMYZtG6bbcfN6hyI5MWoQuMPIjYwEDnYnp29hvtminbuWnHy+/nPK5S1H\nl5e7eKwNLSfNkfNmC71TiJGRApZN4UyeEA5cO6DvIg/y6PEjOizqQMibIR5z3MC+fGxFbPXI2lF0\nJZd/YVgzln9rdiYyJuUHqu0XtzNx/0SmB073mOOmJWc9A5GzgxRA15e74vfoWaj1tb4LPMygjYMo\nkq2I2zcXsMSRrK0xp51ppeDpkbUQgokBE6HCNHye3en4Ag8TERNBh4UdGNNwjEdSncwYlbWrDgVA\noayF+KrKTxDUhTiflNcfe6/sZeyescwInOExxw2M2yDO5vVb0vaFtpTJVhHqD0gVUfOvt3xN3sx5\n6VOlj8faMNqn7V1jec6e/IQQ/Nb0NzbdngnP7HB8kx4mOjaaDgs7MKLeCN2Om8s9XwiRQQjRUQgx\nUAgxOOGTelwsN2K0k7nDoTDVLeiZbzKTD0xmz+U9+i70EKtPrWbxicX81uw3jxle4Nih0JpGtxc1\nd6QMIyKAB0V48eoYuizuQlRsyq6u/HDNh1QvUp125dt5tB1b0+VmWdlyKFxNLwN49Ag43J5098oz\naOMgfRd5iPtR9+m8uDMTAyZSIEsBj7Vj1EkG19PLwDRQ5d45ESpNYf+N3fou8hDrz65n9uHZTGk+\nJVXpD3O/1bolvf06b6Z8sGI8MrArjx4/0neRh/h03ae8XOBlOr3UyaPtaMnUkUNhdFG2NQ0LtYMb\nL3Gz/EB9F3iI8OhwOizqwC9NfvHIGjdLtGRntL9b1qWHj57/Bcot4EHujfov8gBbL2xlysEpTG0+\n1aP6w1MOhSPyZs5L51zjIagrj3mo7yIPMWDDAErkKmEo8OMOV3op0ByIAR4mfFJWk3oIo9OK7ogO\nREaapt1y+BUg5M0QuizpQkRMyrz55Oajm/RY1oMZgTPIlTGXR9ty5DhY4y7nzd8fitztSJk8Zfhq\nU8r5xQuPLWTT+U2EvBniuLALaDkOZifDXsqTLfQqzkePAAR59vzKnKNz2HJ+i74L3YyUkr6r+9K4\nRGOal2nu0bacGaTc0a8Bom7lx2f1L/Tf3jXF9MetiFsELwlmeuB08mTK49G2jDpv7jJyo6OBE0H4\nXavOp+s+1XeRB1h5ciXLTy5nfNPxHjW8wHlZa2FEX/us+ZUHz8xNMf0B8MGaD6j1bC1al2vt8bbc\nORtkxKFIH58L/zWTuFChG/ej7uu/0I3ci7pHl8VdmBwwmfxZ8nu0LaNOMrhP1mVFC8SlGuzLmXL6\nY83pNcw/Nt9wqrU7HIrCUsq3pJSjpZQ/mD9uqDfVYTRlwZ5ifKTT5YqMNBl7UkKbF9pQuVBlPl//\nub6L3UhcfBwdFnYguEIwdYrV8Xh77hyk9D7MERGYFglL09TjzEMz2X5xu76L3ci5u+fovao3s1vN\nJmv6rB5tS8tx8LSR++iRaacM3+g8TGg2geClwYRHh+u72I1MPjCZA9cO8EMjz6uslBykHj6ErJdb\n8WKeKny27jP9F7qJeBlP8JJg2pdvT/3i9T3enrNRcy30BoDCw03PUoZN41h+cjlrz6x1fLNu5vy9\n8/RY1oNZQbPIkSGHx9tzdjZZC7065OFDyO6fmwL7JhK8NJgH0Q/0XehGZh2axc5LOxnbeGyytGdv\nAw13LxS2Lpvl2ptku/kmH/7xof4L3YRZfzQv05ympZt6vD1X0lPtXae37SzbfuJSxpX8cfoP/Re6\niavhV+m+tDuhgaGGA8fucCh2CiFeckM9qR6t1Bl7UXMhbHe+hw/1vdTriZGbwM9v/sziE4tZemKp\nvpt2E19u+hKAb+okzzoOWw9gXJz2S9jsDUJ6H+bISMic2fR33sx5mRQwifYL23P94XV9FbiBiJgI\nguYGMbDmQF4t/KrH29MylJx9r4d5Rs0Rjx6ZZC0lNCvdjPrF6vPOineQyZiku/fKXgZuHMiitovI\n5O/57aYiIpwb9LV0SGSkySlzJDIpTfLOkgW+fjWE5SeXM+/oPGM37yLfbvmW+9H3GVZvWLK0l1JR\n84cPTXImKgdTW0yl+9LuXA2/qu9iNxAVG0Xrea359PVPqflszWRp052yltKYrLNmhazXmtKoRCOC\nlwQTL5Pv5aR/Xf+L//3xPxa0WUCWdFmSpU1bsjNvZWprQwFHusUcrHSEuV8XPvo92y5sY/bh2fpu\n2E2M2j6Km49u8n3D75OlPS252QsEO3I2bG0LrtVGZr/s1Lg1neClwVy8f1HfhW7gcdxjWs9rTZ8q\nfZwKHLvDoagJ7BdCnBRCHE74HHJDvamOyEjbW6zZW0OhtQ3hk4FHR5uWDkXOjDlZ0GYBPZf3fPIW\nS0+z9MRSfj/8O2GtwvDzSZ5Nv20ZX9aysCQqymTIajlvehSntfPWrHQzelbsSat5rYiO9fxWkFJK\n3ln+DuXzlef9Vz23t7YlWjKNiNDuu44WZeuRtdnANTPuzXGcun2KUTtGOb5pN3Ar4hZt5rfht2a/\nUSZPmWRp056s/f21ByKt38G6v9prN106U+Q8W7qcLGm3hD6r+vDX9b+MfQEnWXFyBZMOTGJ+m/mk\n802eNxnaM3Jt6QmzjLSIjNT3lmBLvV6/eH16Ve5F4JzAZNt44P1V71M8Z3H+V+1/ydIe2Je1lgPt\n52e7vz9+bDK89ATbwsNNDoWU8FPjn7j+8DpDtw41dvNOcjviNi3ntiTkzRBezP9isrQJtoM5zs5C\n2NMt1oSHQ7Zs4BObhUVvLaLfmn7su7pP38Uusv7sekL+DEl2/WGrD7oym5wpkz7nLTwcsmeHApF1\n6F+9P4FzApMtTbXf6n7ky5yPATUHOHW9OxyKN4FSQAOgGaY3Zns2GTmFsPUAmiMqtnYHsTaarM+Z\no+H2MBsNlh2xapGqjGk4hhZzWnA74rb+L+AEB68d5O3lbzOv9TzyZs7r0bbMSGlb1pZGri2DwJ7z\nllVH5pAtWX9Z60vyZc5H31V9PR49/2HXDxy5eYSJARM9nvdsRktu9oxVs0FgCyOytuz/Gf0zsqTd\nEkL+DGHFyRWOK3CBqNgoguYG0a58O1qWbenRtizRkqm1LCyxZ8iaDSpHmI1cc5eqUKACP7/5M4Fz\nAvn30b/6bt5Jjt48Svel3ZnfZr5HF7xbExFhWydrydqRcfXwoT59bd3/v6j5BcVzFk+W2bexu8ey\n6/Iujy94t+bRI9sOsVZ/tydrI4aXpazT+6VnYduFTDowyeOz94/jHvPWgrdoWbalxzfMsCQmxiQX\n65/Wkf7QkqcRh+LBg/9k/VL+l5jYbCJBc4O4Fn5N/xdwguP/Hqfjoo7MbjWbwtkKe7QtS+yNi1r6\n2J6uNuq8mWX9UfWPeCHfC/RY1sPj+mPCvglsOr+J0KBQp3cqc9mhkFKeB3JgciICgOwJx546oqKS\ndpjoaFNky1aaR3i4tkNhHuQd9ZEHD0zeqjWdX+5Mq7KtCJzrOe/14v2LBIQFML7peKoWqeqRNmwR\nFZWQX++bWD7mAcrWWGlvxkfvbJCtAdBH+BAaGMqfV/9k+Lbh+r+EQWYfns24PeNY3n55sqTfmHHG\nobA3e6HXyDU725a/b5FsRVjYdiHdl3Zn7xXP7C8fL+PpuqQrhbIWYng9z/2etrDnUNg6HhtrSvPT\nipzrdd5sBTbeKv8WHV/sSLOwZh5bu3L5wWWazG7Cj41+pPoz1T3ShhZGZe3IkDVHaPWsoTBHzcG0\nw9bUFlM59u8xhmweYug7GGHhsYV8v/N7VnVc5fF1V9ZoGbS2AjRg37jSqz8sy5rrL5i1IIvaLuLt\n5W+z85Jntu2Nl/F0X9qdLOmyMKp+8symmjHLzZZDYS/4oyVrewFPa6z7f1DZIN6p9A4BYQEeW7ty\n/eF1msxuwuj6o6n9XG2PtKGFlj5wVtZ6Z5MhsfMmhGBis4mcvXuWARucmzXQw9ITS/l6y9es7LCS\nbOmzOV2PO7aN7QfMAvIC+YFZQgjHr9TzQmwZUpYdxbrz2XMa9D7MDx5oD2Qj64+keM7itJrXyu0v\nvbvx8AaNZzWm/2v9aVWulVvrdoSW42Av5cneQKR3kNKSddb0WVnTcQ3T/prGr3t/dVyRQdaeWcv/\n/vgfqzqu8vi2g9ZoKU5Hg75Wn9TrvGnN0FUrUo3JzScTEBbA0ZtHHVdkACkl/Vb341r4NY/vF28L\no4OUWUdoBZutDSotLKPrlmWH1h3KS/leImhukNtT+m5H3KbxrMa8/+r7dHypo1vr1oOWMWvU0TBj\nZDbIulwm/0ys6rCKOUfn8OOuHx1XYpCN5zbSa2UvVnRYQdHsRd1evyOMzrzZ0+OWxpQjbMm6SuEq\nhAaFEjQ3iEM33Jt5LaXkk7WfcO7eOcJaheHrozMp3k1opVB7OvijVXbQG4OoWrgqAWEBbg9q3om8\nQ5Pfm9C9Qne6Vujq1rr14KhPW+sV89pOrdRVo7K2HF8z+mdkVYdVLD+5nNE7Ruv/EjrZdmEbPZf3\nZFn7ZZTIVcKlutwxovYEqkopv5JSfglUAzzzqtkUJCbGFDG0HqS0ogZgP4Ko1/DSmqEAU/R8SvMp\nZPTLSLsF7dz23oRr4deoPaM2bV9oy4fVkn9HB2fy+s2ytmfkOjK87t/XlnXBrAVZ23ktw7cNZ+L+\nifYrMsDKkyvpuKgjC9supHy+8m6rVy+OZiiMKke9kVzLRdnWNC/TnB8a/kCjWY04/u9xx19CB/Ey\nnr6r+vLn1T9Z1n4ZGfx0JMS7GUfGrLUsLI0rVwYp65QnM0IIfmv2G7ky5qLVvFZuMwpuPLxBnRl1\nCCgdwMfVP3ZLnUbRclj1yNoaKfXPBmnpmvxZ8rOu8zp+2vOTW4MSa8+s5a0FbzG/zXwqFKjgtnqN\nYM8htnXcHcEfc1lbY2jjko0Z13gcjWc15u/rf+urzAFSSj764yM2nt/IsnbLyOivM3/FjWjJ055D\nYa/f2gtWWmMreCGEIKRJCEWzF6Xl3JZue+/K7Yjb1AutR91idRn0Rsq8o8jeuGhLr2jpWDNGZZ3N\napIgd6bcrO20lvH7xrs1KLHp3CZazmvJ7JazqVyossv1uStEF6/x91ODWXnZmm50JndfzxqK6GhT\nB8yQQbsj+vn4PYmWNJ7VmHtR9+xX6oCTt09Sa3otOr7YkSG1h7hUl7M4E0W0NxDpNQYePIAcObRl\nXTxncTZ13cTI7SMZtnWYyzmNYYfD6L6sO8vbL6dG0Rou1eUsWo6tluKMi0u8G5Y1RmaDtJw3gI4v\ndWREvRHUmVHH5fSF6Nhoui/tzoHrB1jbaW2ybKVpCy1HWUueZllqDVJGjVxI2rd9fXz5veXv5MiQ\ng0azGnE38q7jCu1w9u5Zas+oTauyrRheb3iy5vJbYjRqbmsQN2O5qN0R9n6TotmLsqHLBsbsGsNX\nm75yWX/MPzqfTos6sfitxdR6rpZLdbmCrait1jo4sG9c2fsdrLEXRHqr/FuMbTyWBjMbsPXCVn0V\nahATF8O7K95l5+WdbOyykdyZcrtUn7NY6lZbqcC25OAuWWuV9RE+TGsxjQJZClAvtB63Im7pq1CD\n8/fOU2t6LRqVaMR3Db5LUf1hZDbILGctjMha6zcrnK0wW4K3MGH/BL7Y8IXL+mPpiaVPghENSjRw\nqS4z7nAopgF7hBBDhBBfA7uBqW6oN1WhZShpdRQp9a2hsIe5Yzl6ptL7pWdOqzm8lP8lXpvyGodv\nHLZ/gQZrTq+h5rSafPLaJykWGQB9ES/rwctVWYP9GQozpXKXYnv37cw/Np9Oizvx8LHxt1nGxscy\nYP0Avtj4Bes6r6NakWqG63AXWorQ3m+QObP21rB6jdx79+w7b2BaJzQjcAaBcwKZtH+SUwr0Wvg1\n6s+sz4PoB6zvvJ7sGRz8wB7EXoTR1uDlaBBydYbCjL+vP6FBoVQpVIVXJ7/q9O5PG85u4LUpr9Gn\nSh8G1x6cYsYA2HcotGTtrqi5vTS0ErlKsLPHTlafXk37he2dyj+PjY9l8KbB9F/Xn7Wd16ZYMMKM\nLSfNch2cNfb6tVEj197v0vaFtsxuNZtW81rxy5+/OKU/bj66Sf2Z9bkafpV1ndeRM2NOw3W4C60A\ng73gpD15GkkvsydrPx8/prWYRt1idak2uZrTuz9tOb+F6lOq884r7zCi3ogU1R9acnNm1g0cOxx6\n6yqavSjbu29nw7kNtJrXyqkAcryM59st39J3dV9Wdljp1vUpLjkUwvSLLwC6AXeB20CwlNL9iaIp\njNaPbNlRLPXV48emB19rQaWtRan26naEr48vPzX+ic9e/4y6oXX5YecPutdV3I+6T68VvZ7s5vT2\nKymbsfbwoW3HwRzVttYzZlnb2tXFXJ8exXn/vr5pyUJZC7Gzx04y+mXklYmvsOHsBseVJ3D4xmGq\nT6nO/mv7+bPnn7yUP2Vf4aKnX+spb3lej/N27x7k1DE2NyrZiC3BWwj5M4TW81tz6f4lxxdhUpqz\nDs2iwoQKNCjegAVtF5A5nY5tejyIlkw9Leu7d03OG2j3bR/hw5hGY/im9jc0mNmAkdtH6l5XER4d\nzvur3qfLki6EtQqj76t9dV3nScwDv/X31ZKZvVQ9rciwLfQ4H/ky52Nr8FZyZshJxQkVDb387ti/\nx6gxtQbbLm5jT889KZbmZCY+3vZmJVrrdiD5nDcwbd27s/tOJh+cTNDcIC7cu6CrbiklYYfDeGn8\nS7xR9A2Wtlvq0mJVd6AlG60dyKS07zQ4M0OhJWshBMPrDWdY3WG8+fubDNs6THcK9sPHD/noj49o\nv7A9MwJn8EHVD1LUmQDtWQKtVF1HtppRh8KerPNkysPW4K0UyVaEShMqserUKn0VA//c+oc3pr3B\nurPr+LPnn1QpXEX3tXpwxwzFKinlfinlT1LKcVLKg26o8wlCiO+EEMeFEH8LIRYJIbJbnBsghDgl\nhDghhGjoznat0RpUtGYR7KUZmOvTO0OhVYc1Qgi6VujKzu472Xh+I+V/Lc+EfRM0d3G5/OAyQ7cO\npWRISWLjYznc63CKTp2bMc8UWMtUawbBXYbX/fv/GV6OyOSficnNJzOq/ijeXv42zWY3Y/3Z9TZf\nrCSlZM/lPXRe3Jm6oXV595V3+aPTH8m2Da89tBSnWdb2jAFX8vr1zFCYKZu3LHt67qFcnnJUmFCB\nj//4mFO3T9ksGxUbxbyj86g8sTI/7v6RlR1W8lWtr5J9AbYt7MnakUOhtTZIz6Lsu3chVy59e/u3\nf7E9u3vsZuelnbzw6wv8uvdXzSj61fCrjNg2gpIhJXkU84gjvY449TIkT6CVUqelQxwZXvZSzyy5\ncwdy53b8m2T0z8j4ZuMZ22gsvVf25s3f32TN6TWa+mPvlb0ELwmm1vRadHqpE+u7rE/WbXi1CA+3\nPWOppcPBvqyNRM3v3TP1a0eUyl2KXT128UrBV3hl4iv0W92Pk7dP2iwbFRvFwmMLqTq5KiN3jGRZ\n+2V8W/fbZF+AbQst3arVp6OiTGl6WkFNvevdLMs64q3yb7H37b3sv7afsr+UJWRPCPej7tsse/3h\ndUbvGE3JcSW5FXGLw70O07CER8043biiP9y1KNse6f/f3nmHV1Fmf/x7kCIqVkRAWUUFFBuIolix\noKiLuOqurrorgoplLSv2BlhQd3UtCKK79sL+EEVxURDRiNKVktBBmimEkkoJKff8/jgZM5n7vnPn\nJjeZct/P8+RJMnMz8+bc975zznlPadoCr1z0CkZfMhp3T74bfd7vgy9XfYmqWFXca5kZ8/PmY9Dn\ng3DaW6fhqmOuQsaADLRr1c7bgJKgXl3KmJmJ6Gci6snMc1M1KAdfA3iAmWNE9CyAhwA8SERdAVwF\noCuAgwF8Q0SdmRumVaY1IZydEhN5F3UPIUuhKnfZRPAa8uSk0wGdMOmaSfh27bd4de6rGPL1EHRv\n1x1dDuiCvZrvhaKyIizKX4T1Retx+dGX44cbfsBRrY9K7iYNiO7DrJN1IuPNOl+SILogUVy/isuO\nugwXHnEh3s98H/d+fS+yS7JxWofTfqu2krctD/Ny5qFls5YYcMIAjLp4lO+eLjtWEx0nOlnocons\n5/feW2TuhjX/vdKyWUs8ee6TuKnHTRg1dxROf+t07N9yf/Ro3wMH7nEgyirLsLpgNX7K/QkntT8J\nj5z5CC4/+nLfPV12iouBww6LP15SAhxxBJDnKOnutoZUVkqhiJYtJa/FjYICb7tBFkfsfwQm/nki\npq+fjpfnvIz7p96Pbm27ocsBXdCqRSsUlRUha1MW1hauxWVHXYZv//otjmlzjPcbNAK6B7/lNFAZ\nyrrPfjLKQEEBcOKJ3sfZr0s/XHDEBXhv0Xt45NtHcO2n18r6sffv0ISaYOP2jZibMxfNmjTDgG4D\nsPqO1b6G7Tmxy9kuU7fwUWuNKFX4uZKV9f77e1OId2+6Ox47+zEM7D4Qo+aNwllvn4W9W+yNHu17\n4KA9D8Kuyl1YXSjrR7e23XDfaffhiq5XBMIRYeHm1FQ5fxIpuckYb8nI+rB9D8OnV32KHzf8iJFz\nR+KhaQ/h+IOOx9Gtj8beLfZG0a4iZOVn4ZfCX9C/S39M/cvURm0O6IWSEvWaWVwMHHRQvC5hzelE\nSdlbE7QNq6iQ3COv5Xz7HtkXi29bjI+yPsLQjKG47tPr0KtDLxy6z6HYjXbDxu0b8VPuTyAQrj/h\neqy6YxX2b+nBCq8jqWh7fCqA64hoPQBL3WZmTkksBzNPtf06B4BVw7Q/gLHMXAFgHRGtBtATksOR\ncqwJs3Fj7eNelFwnFRXiPWjVyn2C2T2Xdcm/ObfjuTi347nYVr4Ns7NnY23hWpSWl+K4Nsfh1pNu\nRbe23dCiqSZOyEfcvADJGm/MNeE1bgaFtT3s1WNjp2Wzlri5x824ucfNyCnJwezs2cgpzQGBcHqH\n0zHi3BHofEDnQCm3FjqZFhcD7RQODEvWqq6glZViILds6c2gSEbJtfjdPr/Dc32ewzPnP4PM/Exk\n5mdiy44taNm0Jfp17odTDjkFrfdonfyFG4FkvV5uypWlDHiZUoWFwDHV+n4yc/usQ8/CWYeehe3l\n2zErexbWFq7FtvJtOLbNsRjcYzC6t+vuS7UsL6hkbRUU0IU8ddBUbLaMaLcO8RbWDkUytGjaAjf1\nuAk39bgJuaW5sn6U5IDB6NWhF54850l0OaBLYNcP1U6EdVwlM68GhaqJm52tW5OX9cF7H4wR543A\nU+c+haz8LCzetBj52/PRYrcW6NelH05qfxLa7NkmuYs2Ejql1W39cFNykwl5qousz/jdGTjjd2dg\nR8UOzM6ejTWFa1CyqwTHtDgGN514E7q37e5LtSwvlJQAhx4af7y4GOjcGfj11/jXe6kSl8igsJw/\nTZp4X6ub79YcA7oNwIBuA5BXmofZ2bPxa4kM8NRDTsXw3sNxdOujG2X9SIVB0Zh7VAMBjK3+uT1q\nGw/ZkJ2KBsFtu1EXF62bYJZ3lsh90lgPp/rOg72a74XzDz+/fhdpRHShXsXFNR9y+3G3kKadO0V+\nibpUbt8uORjNmtV93IA8sBq7b0d9KCkBDjkk/nhxMXCUYtPKzaCwjAQv8zWZkCcVTagJurXt5nsM\neTK4GW/JGhRWGJMXCgu9vy8q9my+Z6jWD8s5sM8+UinPwlqTdU1Idc4Ea147d5BUWO9LXed1+1bt\nG7V7e31x2wnSGRRuz8biYqB9e2/3trzmdaEJNcEJbU/ACW1PqNsFfMBNBzlQET3rJVHYyw5FVZXc\nY7/96jav92i2x2/OzbCQKBTYiZtxZukWXqrEbd0KtG5d97W6Xat2+MPRf6jbH6eAVBgUAwAwAEsE\n1lvwhNcLENFUAKqA0IeZ+Yvq1zwCoJyZP3K5lHK6Dxs27Lefe/fujd69e3sd2m8km5RtPcSdx+3n\nEk2aLVtkchUU1P0BFUZ08be6EDC33Aev4R6bN4usgfSStU6RSpRAvGlT/N9s3er9AZ9syFMU0CX9\ne8mhcJKMMmV/bTrM7R07xDHQrFlthVYnZ8BdubLmdV5eYvnVZYcizFhrtTPszjqen19bZrGYvD86\nB5BX+ZWVyU6/l/5CUaG0VB+Gc+SR8ccTJQJ7XUOKiuSz4UUhjgpuYdcqR5hbvqtdF0zEli018z9I\n8zojIwMZGRkJX5eKKbIdNYp8SwC/B7A0mQsws2sRXCIaAOBiAOfZDucAsG9SH1J9LA67QVFX3OIX\nDz44Xsl1S4T0OsEsg6KwfqXhQ0dJCdBWYV7qPuTWwmj17bBj9+S6fUA3bxYvTwCjChqURF5znTxV\ncrIrA26yjsXq78kNI8k+pAoLZW0B3I03L0nZ9dmhCBtujgdVvD/gbuAms1OcTKx5FLBkWlCgPq5y\nCrmVnfYaWpNMoYGoUFIC/E7RCN1tl8jNoLD0i0Rz1XpP0mNvU8oAACAASURBVE3Wyewml5QAbdqo\nZWTJGQivrJ2O+OHDhytfV++MI2Z+nplfqP56CsDZAOrXv9sGEfUFcB+A/sxs30CdCOBqImpORB0B\ndALQUInh2phl3cRzMxrsZRzdSGYiRgndQqg7bj3EdUqulwePZVAA6SVr3VZtIuNNhaXkJpJ1YaHc\nU1d9JKqo1opYTP8euMnT67y2vxZIj7mdKAwnkTHsxOvOW1WVvJfptPOmy/PTPRftBoNqLiY6b+HV\neREl3EKBVc4fN1nu3CnzNVFz3UTXiSqq+cusX1vcDOFkjISwy7ohShjsidTmMowEsBeAqUS0gIhG\nAwAzLwUwDrIb8hWA27i+rQNd0BkIugnmpnh5TUi1GxTphJcqT/Z32k3WXneD7AZFOqEL9XBbOHWy\n9rqFnp8v3hwgnItmXaisVCcEb9sm+T2qBmBuSm4yIU/WNnrQvF4NhZsXUXWcOfG89uo133vv5BIq\nw44uKdvtueg2F70qX1u3pteuG6CXTSIdRCWjuii56SJrXf+OnTv1ZXi9GBReCLus6x3yRERZtl+b\nAGiDJPInEsHMnVzOjQAwIlX3ckP3UCkq0u9QHHoosHat+pwuv8KOZVCEdXLVFZ3XS+dhLCgAOnZU\nX8ur4pWuIU86+bjtBtVXyd20Sb89HFV05Xbd4pxToeTu3Cnx5nWpqBVWkg0B2bFD3hdVIzzAe3jZ\nxo0SqplO89pN1lZcv11miZQrr/M6P78mLDZdjDedbBJ5zTdtUp/z6qwMalx/Q7FjhxgOLVp4L4Wc\nyKDwKuuw71CkIoeiH2pyKKoA5FeXco0UuofKli3qUJmCAqB79/jj9mt5TcpWXSPK2Ktg2dHt2BQW\nAj16qK/ltRpOuoY8WYud/X+uqJBFVbWN7hY+49UTs2mT1PJWXSOq6B4UbjJzk3VBgfS0KC1NTslN\nB3nrciV0Bm8ir7nXHIrc3JoKRekgZ0Bkrcp30+XtuM338vKacuqJsGSdTsabbv7qduG3btWXQk5G\ncc3NVeeJRhWdI9ceqp5MeJndIEtEbi5w7LHJjzkopCLkaQOAswBcz8zZANoRUc8UXDdQ6Lai3Caf\nbkvW7l1xY+PG9PPkArUrLllUVek7o9orOTk/zJs3e1s403GHYscOkckee9Q+vmWLyFkXhpMorh9w\nl7U95CldsBwPTrm5GbJuiqxXp0ReXs1aky5zW7cm62SdKEfCaw5FXp66d0uU0Tm9dCGkboqXc067\nrSE5Od7Ly0YFlVOzqkp0DVVydSJZew2tycnRF4eIInYnsR03HcFNnskYb9nZUsY9rGt1KgyK0QB6\nAbim+vdt1ccihWq7MRbTb0O6lSu1vIZulJaKxyadkikB+T9VD6OCAvEOJKvkWg/5RB/Q7Oz0WjQB\n/SLolk/iFtaUny87D4lkbRkUYV0064LKSLaOqx5S5eUSrqTz1toNBTecSm46zG3d/NXJOlGYjX1H\nzY3cXG9rTZTQyXTTJneDQiUj+/tmdoNqY0/4t8umoEB241QlXd1knUx+pt2gSAd0stm8We0Is1ct\nVJFOxlsqDIpTmPk2ADsBgJkLANSzPVjwUHmpCgvlga9qhmbFiavwYlDk5NRYqun0gCotFXk6G9E5\nFTJn2JlOIdi40ZvX8NdfpSRfOslaF37g9rBxC1mwFKpEbNhQsxUfxkWzLiTyejmxHBK6+ejVG25/\nXbrMbZ0y68Vr7sQKKfMShpOXl15KLlA3WesUL7uRkIh0C8OxcjWdDjWd/IHEa7VXWVtKbrrI2s2g\nUMm6uFiqZema4nqVNXONYzOssk6FQVFORL9NcyI6EEAsBdcNDLoSa04lwf4QcVNkvSSUZWfXjn9M\nlweUTqb2484Pm5ty5cWTyywGRToquaoHjm7hLCuTrp86hcCuULmxfr0ULAjrolkXdI0TdbK2dnt0\neH1I2XfenPeOKrrQJjdZ66qOOWP1vYThpNu8dsrUCsNRhXm4KcCWkeCFdNuh0O2i6bzm1jmdrJMJ\nGQu71zxZdGF89rnrZV2x8LrDU1goieBWJcAwyjoVBsVIABMAtCGiEQBmAHgmBdcNDM5YZuuNtisJ\n9ofItm2yqKoa4QFibCQKDfn1V9mhSDd02966D60la12XSruxofuAFhSId0HVZyTK2KtP6BZIp5Fs\nn7f2c8zeZA3UGBSJXhclks2hcBoM9nM7d0r+i5dwyLVrgcMPl5/TZW7rwnB0srYMYZV87O9DIvmt\nWVNTbS4d5nUspq5gYw/DUTl/dMqpVyXXcgCF2ZObLPZcQKC2DqKa05WV8t7onBJeDbKKClm70ql6\nWaIcLNWc1q3VzN4NMrvzJ6yyTkVjuw8APAAxInIhDejG1fe6QcJSpIDab7QujMFeWcU5MbZvlw+p\nWwdLoCY5x3nPqOMWa646bs+RUMWhFxcnTra2706kE5ZMk1k4deEzhYUSptaypbusKyvlYdahg5nX\n1vFEDynnObf1xcmaNTUGBZAeiq5bDoUqd8ctVC+ZcIU1a4AjjkifeV1UJLv2Vl1+u5Kr85q7VWdy\nM6Lt5OWJF1fnRIoiurVXt37k58t6Y+VWqHbevBhk69bJ63TXiSLJ5lDYDWFVWXAimauJZP3LL+Ff\nq1PS2I6ZlzHzq9Vfy1JxzSChe6hs2qSeeG45El6ThNeskbKQFmGcXHUhUUKlE7eQpvx8+ZsmCWb5\nunWSP2GRLrLWhSi5yVqnXHnNn8jNlWs7lZCok2wORSqUXCD+IZUO6MJwiorUYSNu8vQq661bZZ1J\npyIaye4mM3uf127Px9Wra3pcpIvx5rZWq5TcRLL0uhu0ahXQubP+OlFEN3914Xpua0QyoWV2WYeV\nOvehIKKhmlMMAMycsuZ2fqOL0bcSp5245U+sXatvwmZnxQrghhvk53T5IAP6ZPacHOD442t+tx7Y\nbvkTGzbUNhR0rFgBHHWU/JxOss7JAc46S338/PPjj7spA17jRFetEi8ukF6y1hm+lkyzs+Nff/TR\n6mt5DYcsLJTdUFVYZlSpqpKQG6ejZ9MmfSlkN4UgO7smPM8N+05QOsgZ0K/VubnquV5UJI4EZy6i\nRXa2N+Vr9Wqgk7bdbTTRrb15ebWfi/bX62S5c6eECrduLcqzGytXpqesVbKzHMU5Od5eDyRXIWvl\nSuCkk+TnsK4h9dmh2A4pEWv/YgCDICFQkUG3FWsPS7Ifz8urHbto91atXett52HFCqBLl8SvixrO\n8COVrO0fNjfjzRnuoWPZstrKW7rIWhdHay8I4Iw115Ug/eWXGkPBjaVLgWOOUV8jyqiS/q2qHqpw\nO6cC4SZrnQwtZcD+eYm6vPPzxXBw7oC5ORfccn+SlXWi10UJnWGrW8PddjiZva8hdqeE/fpRRuc4\ns1fMs+Om5Fo6iJdCA06veTrI2q5r2NdqXXVCt1A9rw5kQNaQsMu6zgYFMz/PzC8w8wsA/g2gJYAb\nAPwXgEcRhgP7w93+cLYvnPbj69bVeLWclqZ9gums0C1bxNNmeX/Caq3WBftDSidrOxs2qI06wHv8\n+PLl6btDoYqjtWTtPO6W1+NV8Vq6FOjatX7jDhu7dol31hm/v3mzeGutxoJ2mdk9W05ZW7H6qnN2\nMjOBE06o+T0d5rb9oe+2fliy3rlTSsOqcomA2vPaTX6LFqk9xVFGJ1OrBDdQW2bOHQhnF3NAnXjs\nJCurpptwOsxpQO/M0VUndIba2M8lEzK2ZEl6PRurqmqclPb/t7BQCreociHccijssgb0c5pZno1h\nl3W9ciiI6AAiegrAIkjviROZ+QFm3pSS0QUEnWfFuUNh4WaVerFYrd2JdPIsWugMB91xN+XKSxgC\nsxgU6b5DYVFWJonsqlAGtx2f1au9KV72HYqwLprJkpMjDyhnuI3OIQG4y9qrJzczM17Jjfrc9rJ+\n2GW9dq04f1R5VlVVtatkuWE33tJlXutkqnsP3Jxp1vphHXeT4YIFQPfuNb9HfU4D+qRsXf8ke8Ux\nlay9hDHFYuknays00trhtHAr3GKXtZNVq2pknagwTNOm4W9CWmeDgoieBzAXQCmA45l5KDMXpmxk\nAcJZy91+vCEMigUL0s+zaKH64G7fLp5EVUKlmzy9hDytWyceYuva6SLrHTtEps6eEpYXUaVg1VfJ\njcXEu5huIU+6dUL3kCoull0NXW1zrwZFVlZtgyId5rbdO+48nsgh4SQnR9YFawfJDecORTrMa7dd\nY9Vxt3n7yy+1Pbk6Nm2StUsXARBFmGtHPViUlEiO1H77xf+Nm6ydXnMda9ZI+V+v3cujgE7X04VM\n7twpBRl0OW1eZT1/PtCjhzeDOsjUZ4fiHgAHA3gUQC4Rldq+SlIzvBqIaAgRxYhof9uxh4hoFREt\nJ6ILUn1PoKYcoFORKi6Wc/vsE/83OiWXWXYfEsXazpsHnHxy/N9GnZ07ZZG0e8etOHOra7j9uO69\nsVi5MrHiNWcOcMoptY+lg6ydcbQWOiXBWjhVO3WxmDdP7sqV8nlRlWCOMnXZdTv8cLV8duyQkMhE\nSdmVleKY6Nat9vGoz+36KrnO0BDn+qGSX3a27GakW5lvr8abJTM3JdeZF6HDmtPptHtfWO2mdRoO\nutBUIDWynj8fOPHE2seiLmtnXpAqjM/OmjVi6KmKPcRi3p0/P/8sBoWdMMq6PjkUTZh5d2ZupfhK\n0GUhOYioA4A+ANbbjnUFcBWArgD6AhhNRCkpg2unoEA+sPYPM3PNVrlzYSsqkomkigXNyQF23z2x\nxa8yKNIByztgecct+Ti9M9bxggL5IDvfG0A8WeXlibsEqwyKdEBX89opa+dx+8JpnVuzRua01cjR\nfs7OrFlAr161j4Vx0UwWXZ6PvcGf/bjKSLbOLV4s4Xmq98HOokVyT9WuXpTRKbM6Wds/B871ODMT\nOO64mt916/X06cCZZ6aPIWHhNNKYZTd52zZ1/p+b8WbPi1Cdt5g+HTjjjJrf00HmlrPGqWvo5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cS/l1zs1YTL7rHA5Tp8p8feEFb+Pats3b68KEZbipPve6sCSV4mU5f9wqaV12mbpwhpOKCvmK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\nDGVrrZ49W8r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fmjn0z+pn2SIi+pSI9rGdM3PIUAvVHLKdG0JEMSLa33bMzKE6YgyK9OBl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\nTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Save the figure" ] }, { "cell_type": "code", "collapsed": false, "input": [ "posterdir = '/Users/joe/projects/poster'\n", "imagefn = 'mehta_burst_demo.pdf'\n", "\n", "savepath = os.path.join(posterdir, imagefn)\n", "f.savefig(savepath)" ], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }