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@byronyi
Created March 1, 2016 07:48
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{
"cells": [
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"\n",
"from __future__ import division\n",
"from __future__ import print_function\n",
"from __future__ import unicode_literals\n",
"\n",
"import re\n",
"import datetime\n",
"from collections import OrderedDict\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"job = 'application_1453379488095_0396'"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def get_results(job):\n",
" lines = !find $(pwd)/{job} -name syslog -print | xargs cat | grep \"finish validation in iteration\"\n",
" patterns = [\n",
" ('task', int, 'Task\\[(\\d+)\\]'),\n",
" ('iteration', int, 'iteration\\[(\\d+)\\]'),\n",
" ('loss', float, 'loss = ([01]\\.\\d+)'),\n",
" ('precision', float, 'precision = ([01]\\.\\d+)'), \n",
" ('positive recall', float, 'true recall = ([01]\\.\\d+)'), \n",
" ('negative recall', float, 'false recall = ([01]\\.\\d+)'), \n",
" ('sparsity', float, 'weight vector sparsity:: ([01]\\.\\d+)')\n",
" ]\n",
" rows = []\n",
" for line in lines:\n",
" row = {}\n",
" for name, dtype, pattern in patterns:\n",
" value, = re.findall(pattern, line)\n",
" row[name] = dtype(value)\n",
" rows.append(row)\n",
" results = pd.DataFrame(rows)\n",
" return results.groupby(['task', 'iteration']).last().reset_index().set_index('task').sort_index()\n",
"\n",
"def get_coflows(job):\n",
" lines = !find $(pwd)/{job} -name syslog -print | xargs cat | grep 'registered with coflow id'\n",
" pattern = '^(.+) DEBUG (?:.+) coflow.CoflowClient\\$: Flow\\(([0-9\\.]+),(\\d+),([0-9\\.]+),(\\d+)\\) registered with coflow id (\\S+)'\n",
"\n",
" rows = []\n",
" for line in lines:\n",
" for timeStr, sIP, sPort, dIP, dPort, coflowId in re.findall(pattern, line):\n",
" time = datetime.datetime.strptime(timeStr, '%Y-%m-%d %H:%M:%S,%f')\n",
" sPort = int(sPort)\n",
" dPort = int(dPort)\n",
" iteration = int(coflowId.split('/')[1])\n",
" rows.append((time, sIP, sPort, dIP, dPort, iteration))\n",
"\n",
" coflows = pd.DataFrame(rows, columns=['time', 'sIP', 'sPort', 'dIP', 'dPort', 'iteration'])\n",
" coflows['time'] = (coflows['time'] - coflows['time'].min()).astype('m8[s]').astype(int)\n",
" return coflows.set_index(['sIP', 'sPort', 'dIP', 'dPort']).sort_index()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"coflows = get_coflows(job)\n",
"results = get_results(job)\n",
"ps = coflows.groupby(level=0).size().argmax()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"flows = coflows.index.drop_duplicates()\n",
"workers = results.index.drop_duplicates()\n",
"sIP = flows.get_level_values('sIP')\n",
"dIP = flows.get_level_values('dIP')"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"figsize = (15, 9)\n",
"linewidth = 2\n",
"fontsize = 16\n",
"markersize = 10\n",
"colormap = plt.cm.rainbow"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x1154272d0>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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axd13380zzzxDRUUFPp+PgoICBg0aRNeuXQGYPXs2UVFR5OXlERMTA0BWVhbx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\nQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x114fda2d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=figsize)\n",
"\n",
"tasks = [results.ix[w] for w in workers]\n",
"\n",
"for i, sdf in enumerate(tasks):\n",
" iteration, loss = sdf[['iteration', 'loss']].sort_values(by='iteration').as_matrix().T\n",
" plt.plot(iteration, loss, c=colormap((i+1)/len(tasks)), label='worker {}'.format(i), \n",
" ms=markersize, lw=linewidth, marker='.')\n",
"\n",
"plt.legend(loc='upper left', fontsize=fontsize)\n",
"plt.xlabel('Iteration', fontsize=fontsize)\n",
"plt.ylabel('Loss', fontsize=fontsize)\n",
"\n",
"xticks, _ = plt.xticks()\n",
"yticks, _ = plt.yticks()\n",
"plt.xticks(xticks, map(int, xticks), fontsize=0.8*fontsize)\n",
"plt.yticks(yticks, map(float, yticks), fontsize=0.8*fontsize)\n",
"\n",
"plt.grid(which='both')\n",
"plt.title('Worker Loss', fontsize=1.2*fontsize)"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x1169e14d0>"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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GBiNHjuS5557DZrPx9NNPk5ubS3FxMWlpaZ0qRwghAt6zz0JjI/zXf8GQIWZH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\nc9hsNp5++mlyc3MpLi4mLS2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xCUsXx+L19nmzsrJYt24de/bsYdq0aYCR/D344IP07duX\n0aNHExV1+k0+MzOTt99+m5qaGt84wKqqKt56661mLYQdcd9992GxWJg1axZut5tZs2YBRrfMsWPH\nUlpa6pvYpSd519q56KKLerysrgqosQEipDSrmzLZS9AL9yR/sZazT6zlD3r63nm0xk3R1y6sFsgb\nFjofc8S5C6j3dZnwRXSR3BX9UHZ2NtOmTSM8PJyxng9saWlpxMbGYrfbmy37ALBw4ULWrl1LTk6O\nb0mFRx99lLq6OhYuXNjp8mfPnk1YWBizZ8/G7XZz7733AvDYY4+RmZnJ+PHjmTp1KomJiZw4cYJt\n27bhdrt55JFHOl3WqVOnuO666/jJT37CxRdfjFKKkpISHn/8cdLS0rjxxhs7fU4hhIfWMtlLkGt0\nu4jAGIMdi7T8Aaze14hbw/eHhhEfJRO9iCDlW+pBun2KzpHkzw9lZ2ejlGLUqFHExBhdSS0WC5mZ\nmaxZs4bs7Oxmj09JScFutzN//nzy8/PRWnPNNdewceNG3zIPXm11x1RKNTs2Y8YMwsPDmTFjBm63\nmzlz5pCWlsbWrVtZtGgRM2fOpLKykoSEBEaOHMldd93VoXJaioqK4rLLLmPZsmUcOnSI8PBwkpKS\nmDt3Lr/85S+xWv23y07AfDsoQo6vbn7+OXzzDQwcaKzxJ4JOFQ4AnIQRbgkzOZqO6el75+vS5VN0\nUUC9r8uEL6KL1NnGbplJKaXbi08pddaxZyK4SR0Qoh1/+Qv8/Odw443QZCkWETy+ajxJqWMFtUQy\nOebnZodjur1lbrJeraVvBHw8pQ9R4dLyJ4LUv34H+z+A8XNh2JizP14ENM/n3W65ockUWEJ0kXdc\nohD+xlc3Zbxf0KvWdQC4AqgjT0/eO1d9Zix7kTcsXBI/0WkB9b4u3T5FF0nyJ4QQwUrG+wW9Gl0P\ngDuAkr+e4taaVZ9Jl08RInzJn0z4IjpHkj8huiigxgaIkJKVlQWHDxtj/mJiIDXV7JBED6nVDs9f\ngZPs9NS9c8s3br6u0pwfo7g6UT7eiM4LqPd1GfMnukjujkIIEYy8rX5jxkC4tAoFK4en5U+pwEn+\nesrre40un/91cTiWc1xrVgi/V+9d50+SP9E5kvwJ0UUBNTZAhBS73S6Lu4cIpyf5sxBhciQd1xP3\nTkej5q3PvV0+5csO0TUB876udZOWP+n2KTpHkj8hhAhGMtlLSHBiJH9hKnCSv55QcNDFKSckD7Qw\nPD4wlrwQostcTnA3QpgVwkP7/77oPEn+hOiigBobIEJK1ogRsGsXRETA6NFmhyN6UKN2AmANoOSv\nJ+6d3i6fP5JWP3EOAuZ9XSZ7EedAkj8hhAg2779vdAsaPRqiosyORvQgly/5izQ5EvOUOzTrD7iw\nKLj+Ikn+RAiol2UeRNdJ8idEFwXM2AARcuwvv2z8IUs8BD03RotXFIGT/HX3vXPN54043ZD+7TAG\n9ZGPNaLrAuZ93TveTyZ7EV3Q61+RKaWqAN1kVyRQp7WO6+1YhBAiKO3YYfyW8X7BT3uSvxBu+fN2\n+ZSJXkTIkMlexDno9a/ItNaxWuu+3h9gI/Byb8chmktKSuK2224zOwwqKytJTEzEYrFQUFBgdjjt\nCpixASK01NSQ9dlnYLHAtdeaHY3oYcrT8mcLoOSvO++dB0+52XLETVQ4/OBCSf7EuQmY93UZ8yfO\ngan9I5RS3wFygGfNjEOA8pM1kebNm4fFYvGbeITJysqMJQvKy82OJHCsWweNjXD55dC3r9nRiE4o\nd2hKDruoqNdnf7CHBWPMX6jeMZd/aiS/OUPCiIkI1asgOsxRBYc/gfpqsyM5N9Unjd9hgTPRk/Af\nZneOvx34SGtd2uMl9dSHyAD/cOp0Ov2mnPfff5/ly5fz29/+Fq07/uHHLAEzNiBQPf44jBwJWVmQ\nlmZsi/Y9/jjk52MH2L9frlkAebbUyYTXavnhm3WMX1HLs6Vnv2e+WbcJGw4A9joLebNuU0+H2S26\n6975p4/r+d/tRvK35YirQ9dMhLDS1fDavfDmQlgx29huISDe10tXw4evGn9/uaXV1yFEe0zrI6GU\nCgPygYU9Xtjjj8MTT8BXX8GQITBzJsye7Xfn3bZtG1dddRWbNm3iWk93rWXLljFz5kwWLFjA4sWL\nAdi3bx+XXHIJa9eu5Qc/+AEAW7Zs4Ve/+hUlJSVorfne977H0qVLGTVqlO/8+fn5rF+/ntdee437\n7ruP7du3c+edd/J4Kx8Q3W43d911FytWrGDVqlXk5OQAUFpaysKFC9m0aRMOh4ORI0fyu9/9jvT0\n9C6V49XY2Mhdd93Fgw8+yIUXXtjlayiCRFmZ8X/rwAFj+8ABeOABePFFCJeuXa1qbIQ9e8D7RUtV\nlXENp0yB+HhzYxPtKndo/lTawDc1xpdeX1drfvuBk1f3NBBuab01KzK6llsy9tLX8xWuDSenGvYy\naV3IcrkAACAASURBVP2l1Nf5d1ewsk8cxB+vPadzNLo1+yo0jZ7vCU/UwXM7GrhpuJX+UdICKFpw\nVMGONVB93NiuPg4f/A32FIClybqQn3wFx980J8aOcLug4pCxxh9AQ53xuobnQFSsubGJgGHmp6hJ\nQB/glfYelJ+fT1JSEgBxcXFcccUVneuT3dqHyHvvNX6604ED5/xBKy0tjbi4OAoKCnzJX2FhITab\njYKCAl/yt379eqxWKxmemfx27NhBVlYWycnJvPTSSwAsXbqUzMxMSkpKSElJAYyunZWVldx6663M\nmTOHpUuXEh0dfUYcDoeDW265hZKSEjZs2EBqaipgJKcZGRmMHDmS5557DpvNxtNPP01ubi7FxcWk\npaV1qpymHn30URoaGpg7dy6bN2/u0vXzfmPnrR89ve3d11vlhdT2J59gP3jQ2MZgdzphx47T257f\nsn3mdpZ3++BBsnbvhvR0//r3le1m23vL3BzYvhENRF5iTNJTvaeIj5ts1+8tgibb365dw37LTlIz\nLgFgZ9FeXBrqo65h51dDzni8X21/K50vNm/o9vPvV7A3dzxXJ4b51b+vbPvB9pqVsH0PWRcPMLb3\nnjCOX9LYYnsgnPii+XbL4/62XXMS+9rXYUCS/1xv2T7n7Y8//piKigoAvvzyS7qTMqt7nVLqbeCg\n1vqudh6j24tPKXX27oFFRZCVBW53FyPtBIsFNmyAJq1gnXXDDTdQVVXF+vXr0VozcOBAfv7zn/Pk\nk09SXl6OzWbj1ltv5cCBA74k6Uc/+hEFBQUcOHCA2Fjjm5+qqiqSkpLIzs5m5cqVAPzsZz/jpZde\nYvXq1eTl5TUr98ILL2Ts2LE8+eST5OXlcfToUdatW+dLvAHGjRvH0aNHKS0tJSzM+KZMa01ycjKX\nXnopq1atOms5rdm3bx8jRoxg7dq1ZGdns2HDBrKzs/n3v//ta3FsS4fqgAg85eVGV0/vlzYAiYnw\n8ssyjq0tp07BT34C33xzet/QobB9O/Tvb15c4qwq6jXf+3sNp5r0WjzPpvhjbiSxbYxjq6GGI1Gv\nYFWn39uqdSRDHT+iD8E//XuVUzPt3/Ucqz19/x8co3hvso24SGn5Ey3UVxtdPb0tfwC2/pA7O7Am\nTXHWwr8fh9omQ41iEmDy4xAZY15cosd5Pu92y83NlJY/pdQFwHhg1Nkee84uv9zoktn0Q2R3fCBq\n7cPpkCGQnNz1cwI5OTk88MADOJ1Odu3aRWVlJfPmzeOZZ56hqKiICRMmUFhYyNSpU33PKSoqIi8v\nz5f4AcTGxjJp0iTWrFnT7PxWq5WJEye2WvahQ4dIT08nKiqK4uJiBg4c6DvmcDjYuHEj8+fPB8Dl\ncgFG8pebm8vy5cs7XE5L99xzDzfeeCPZ2dkdery/sNvtvm9pRDfr3x+mTYN584ztoUONbtUBVkd6\n3dy58MQT2A8eJOuCC4xrJomf34uLVFw+0MLmw24U8O0Yxe0jrIz5dttv0cdccLzOjcZYO6mOSGzh\nl3BNgv9/OdJd9857rnDz3I4GDtdozu9jXDNJ/ESrImNgRJ7R1dPdCNFxcMUN/z97dx4lZ3Xf+f99\na+29pZYakCUkAUICyVrAZjMSEuABk9iWjQ02xgR5Oc5MHBtwZpzJzMFLnDjJTI4JSX7zSxz/vLHY\ngO0E8Ip/hkbCgM0iiUUIsUhoQ2jpVu9d650/nqrultRbVVfV81Tdz+scnaqnqlR1Vfr2U/2t+/3e\nC3NXHPOwqvhcX/UBr9Sz/wg0zvL+XUr8pAB+lX1+Ethsrd1c9leaOdP7Bej43rzp/kJUpue99NJL\nSSQSPP744zz77LOsXLmS9vZ2Vq9ezSOPPMKpp57KwYMHj5kR6+zsZM6cOSc81ymnnELXcQvRtLe3\nj7uS5vPPP8+RI0f427/922MSv/xrZDIZvva1rw2Xn44WCoWm/Dqj3XvvvTz++OM8/fTTdHd3A96s\npTGG/v5+enp6aNFMj5s2bPCSv5YWzV5N1S23eKXnd90FH/+43rMqcsYML/n7zIooN70zNmkS89vk\nZqJAN22cHTuP0yInMzNU+zN+o31mZYxrlkTZ0ZVlSVtIiZ9MbOV6ePUxOPgKXPp5WHCu3yMqzsr1\nXo9f1x5om6/ETwrmS/Jnrf0K8JWKvWD+F6Jt27yZuVL9QlSG512+fDmzZs3iN7/5DZs3bx5O8i67\n7DLuvfde5s2bRzwe5+KLLx7+O21tbRw4cOCE5zpw4AAzjxvTRAnZe97zHlauXMkXv/hF4vE4n//8\n54fvmzFjBqFQiD/90z/lxhtvnLTUcqpbNbz00ksMDg6ydOnSE/7++vXrmTFjBp2dnVN6rkoL/LeD\n1S5X687s2UpiCtHWxrrPfc7vUUiBunMln8vbJ09iUtkMqcxrRIHTois5N3Z6+QdYQqU8d86sM1ww\nJzz5A0VgZHGX2NjrEFTN53pdM8xZOvnjRMbgzrJ5bW3T6sWr5POuW7eOX//612zfvp3PfvazgJf8\n/cVf/AUtLS2cf/751NXVDT9+7dq1/PznP6e/v5/GRu+b397eXh588MFJe+aO92d/9meEQiFuvvlm\nstksN998MwANDQ2sWbOGrVu3Di/sUgqf+MQnTij33Lx5M1/4whf4xje+wfnnn1+y15Iqk5sJprXV\n33GIVEBvbm+/linMXj2eeokGEvRRz1XRxeUemoiI1BB3kr8qcumll/LZz36WSCTCmjXeSmbnnHMO\nzc3NdHR08KUvfemYx99666387Gc/47LLLuPP//zPAW/1zMHBQW69tfCdNG655RbC4TC33HIL2WyW\nL+RWRv3GN77B2rVrueKKK/jUpz7FnDlzOHz4MM8++yzZbJavf/3rBb/W/PnzmT9//jG3WWux1rJi\nxYrhVU+DqCp6A6pZPvmbMcPfcVQhxWb16Unmkr8pbFS+N/UirUBD+EzCx5XcVwPFpwSVYlNcUH2f\nGg649NJLMcZw3nnn0dTk1XKHQiHWrl2LMeaEmbLly5fT0dFBa2srGzZs4MYbb6S1tZWNGzcOb/OQ\nN145pjHmmPs+//nP80//9E988Ytf5O///u8BLwF96qmnmD17NjfddBNXXnklN998My+88MLwthOT\nvc5UTffvSw3Il31q5k8cMJL8Tfy4V9IHaKWTFCHWxFdVYGQiIlJLfNvqYSpKstWD1DTFQA379rfh\nU5/y+mq/+12/RyNSVud+v58D/ZanbmhgbtP438v+cOAXNGV30Wvmc13j1FZUFpGcf//vcGA7fOBv\nYM7Zfo9GZMpKudWDZv5EJJhU9ikO6cn1/LVOUPbZkx0klt0DwKqYZv1ERKRwSv5EitTR0eH3EGqb\nyj6LptisLqmMZSANIQON0fEftym5lRgZupnB2dG5lRtgiSk+JagUm+ICJX8iEkxa7VMc0ZvyLpuj\n4/c7Z7NZetMvAzAnoiXeRUSkOEr+RIqkFcHKTGWfRVNsVpeeKWzz8HTqNZoYYJAYq2PLKjW0slB8\nSlApNsUFSv5EJJhU9imOyK/02TxBv98rqecACIVPJxbSLk0iIlIcJX8iRVJvQJlp5q9ois3q0ptL\n/lrjY9+/N91JMwfJYrg4dm4FR1Yeik8JKsWmuEDJn4gEk2b+xBE9Ce9yvJm/J5ObCQG95mROCevn\nQUREilfVtSMLFizQZuCOW7BggW+vrd6AMtOCL0VTbFaXkQ3eT/w8S2RTkN0JwFnRFRUdV7koPiWo\nFJvigqpO/nbt2uX3EESkXFT2KY7Il32OteDLxuTz1JGil0b+IHJapYcmIiI1RmWfIkVSb0AZWauy\nz2lQbFaX7lzZZ0vsxPsOprcD0Bo5i1CoNj6yFZ8SVIpNcUFtfJKISG0ZGIBMBurqIDbGb8QiNaR3\nnNU+X0jtoZVukoRZG6uNkk8REfGXkj+RIqk3oIxU8jktis3qMl7P33PJLQCkQvNpDNVVfFzloviU\noFJsiguU/IlI8KjkUxwy1ibvR7J9NNh9AJwXO8eXcYmISO1R8idSJPUGlJFm/qZFsVldepLe5eie\nv8cSm4lg6WYWp0dO9mdgZaL4lKBSbIoLlPyJSPBomwdxSO9xZZ/pbIahzKsALIi+3bdxiYhI7VHy\nJ1Ik9QaUkco+p0WxWV16jlvw5cnUyzQyRD9xLowu8XNoZaH4lKBSbIoLlPyJSPCo7FMc0pPb6qE1\n7l2+kXoBgHj4TCKhsE+jEhGRWqTkT6RI6g0oI5V9Totis3pYa4/Z6uH19CFaOUIaw5p4bS70oviU\noFJsiguU/IlI8KjsUxwxlIFkFmIhqIsYnko+C8CAmcusUJPPoxMRkVqj5E+kSOoNKCOVfU6LYrN6\nDC/2Ejf0Z4eIZN8AYEVslZ/DKivFpwSVYlNcoORPRIJHZZ/iiHy/X0sMNiafI06GHlp4e/RUfwcm\nIiI1ScmfSJHUG1BGKvucFsVm9RhZ6dNyNP0yAO2Rs/0cUtkpPiWoFJviAiV/IhI8KvsUR+STv9NO\n20szfQwR5ZLYcp9HJSIitUrJn0iR1BtQRir7nBbFZvXoTXqXZy/YBoANLSQeivo4ovJTfEpQKTbF\nBUr+RCR48mWfmvmTGteTsMya2cuC+EGywEWxc/0ekoiI1DAlfyJFUm9AGWnmb1oUm9WjJ2m54p0v\nEjKWXk5iXqTN7yGVneJTgkqxKS5Q8iciwZLNQm+vd7252d+xiJTZ0USa80/aBcCi6Ap/ByMiIjVP\nyZ9IkdQbUCY9PWAttLRAOOz3aKqSYrN6pNu30xhK0W0bOC96ht/DqQjFpwSVYlNcoORPRIJFJZ/i\nkDlt3vYOPYNnEgrpI1lERMpLnzQiRVJvQJko+Zs2xWZ12J7azymRoyRtiLcNurO9g+JTgkqxKS5Q\n8iciwaKVPsURm5ObAdh6dC7tkXqfRyMiIi5Q8idSJPUGlIlm/qZNsRl8Xdl+6uxeAH69eSnNMePz\niCpH8SlBpdgUFyj5E5FgUfInDtiU2EKULHuSM9i17yRa4u4kfyIi4h8lfyJFUm9Amajsc9oUm8GW\nyWYZyLwCwOOvLQagxaGZP8WnBJViU1yg5E9EgkUzf1Ljfp96hSYGGSDGo5sXAdAc83lQIiLiBCV/\nIkVSb0CZ5JM/zfwVTbEZbK+nngfAmDNIZ8I0RiEScmfmT/EpQaXYFBco+RORYMmXfWrmT2rQ7vRh\nWjhEBsNZdhXgVsmniIj4S8mfSJHUG1AmKvucNsVmcD2Z3IwB+s0coolmAKdW+gTFpwSXYlNcoORP\nRIJFC75IjRrIJglndwGwNLaS7qR3e0vcvzGJiIhblPyJFEm9AWWimb9pU2wG06bkc8RJ00MTK8Lz\n6U1awL2yT8WnBJViU1yg5E9EgkXJn9SgbDbLkfR2ANoiZxMKhehJeMmfa2WfIiLiHyV/IkVSb0CZ\nqOxz2hSbwfN8Zjct9JIgwiWxFQD05Mo+Wx3b5kHxKUGl2BQX+Jb8GWPeY4x5yhjTa4x50xhzq19j\nEZEA0cyf1KAXk1sByIQW0BDysr182WdzXDN/IiJSGRE/XtQYcznw/wE3AB1AHXC6H2MRKZZ6A8og\nmYTBQQiHoaHB79FULcVmsBzM9NBo38QCF8TOHb69Rz1/IoGi2BQX+DXz91fA16y1D1trs9baAWvt\nCz6NRUSCIj/r19g4Uv4pFdeZ7eOZ5Gt0ZfsnfFzXkOV3+zMczfWuydgeHXqKMJYe2lgQmT18+6GB\nLABRt3I/CaqhXtj/IiT6/B5J+WQz3mVy0N9xiPio4smfMaYBOB84xRjzkjHmgDHmAWPMGZUei8h0\nqDegDG67zbvs6YFzzhk5loJMJzYfGHyMXw/cy77kQzw0cA8PDD425uO+uTXJlfcN8KEHBrni3gG+\nuTVZ9GvWsv/o30Tc7gAgRu/w+/nNrUkefM37RfSftySdev907gygrffDfV+AB26Fe2/xjmvN1vvh\n8E7v+iP/OOa/UbEpLvCj7HMmYIAPAlcCbwH/C3jQGPN2a23WhzGJiN86O+G73x05fuMNuP12uPFG\naGvzbVgu6cz2MZjZQSMJAO8y8zw/7Xv+hMe+7Qz40nFf2f20hicMijX6Q7aeFD2pHSz50WJ6+0bK\nmjuH4FvPpbhmSZSZdZoGlAob6oXnfgp9h7zjvkPw+He8P7Vq8Kj3b15yGdQ1+z0akYryI/nrzV3+\ng7V2N4Ax5r8DfwosBraPfvCGDRtYuHAhADNmzGDVqlXDNdn5b2h0rGM/jvO3BWU8VX98553w5pt4\nR14zMLt3s27bNli92v/xVdHxunXrivr7L6f2MeciL/F7fpM3W7V8zWIdl/B46erFLJxzhKd/9gwA\n8cVrANi5eSM/aIjxJx+6HAhWPJX6uNj41HGZjjt307F5O1jLusVeWXLHjsPe/bV8bI6w7t17YM7S\nYP1/6FjHHR1s2bKFo7n2l127dlFKxtrK92oYY3YCf2mt/U7uuAEvKVxmrd0+6nHWj/GJiA86O+GU\nUyCVGrltwQLYvBlmzvRvXA7pyvbz64Ef0sBICWI/ca5o+AgzQ43Dtx1NWN59zwD7+0fOz/OaDA9d\n28AMrVw5rCvbz0MD9wzPpIL3fl4YvpZrfmTY26f3TwIg0eeVeuZn/gCa2uHa2yDe5N+4SsmFf6PU\nNGMM1tqSfECESvEkRfgX4CZjzDxjTBz4a2Ab8LJP4xEpWP6bGimRN97wEr9QyPuzYAHcdJMSvyIU\nG5szQ40kmAeAxUtU6sOLj0n8AGbEDR87e6RwZF6T4dMrokpcjjMz1Eh9eDH9xMky8n4uqG/i0yui\nzGsyhIx775/OnQETb4IV7wUT9o4b2rzjWkqK8v/GpnYwIe9yjH+jYlNc4MtWD3g9fq3AM0AYeAJ4\nv6b5RBx2553e5Sc/6fX5LVumxM8H82Jn0598nSSxE2b8RrthWZS/fzpFawzNWE3g/fWr6cyuYlf6\nIKdFTh5+Pz+zMsY1S6Ls6MqypC2k90/8tXI9bP4JDHbD+74Kbaf6PaLSW7ne6/Hr2gNt82sruRUp\ngC9ln1Olsk8RR2QyMG8eHDgATz4JF1zg94ic9bPkTmzyl6Ro4INNN477uEMDWVZ+b4DZ9YbnNoyd\nIIpIFfm3ayGdhE//EKJ1fo9GREaphbJPEZERDz/sJX6LFsH55/s9GqcNWW/7AX04iDgkk/ISPxOC\nSNzv0YhIGenzXaRI6g0ooXzJ58c/Dkblb9M1ndgcyO22Y9D/g5SHzp0BlBzwLuONTp+DFZviAiV/\nIuKv/n748Y+969df7+9YhMFc8qcPBxGH5JO/WMPEjxORqqfPd5Ei5fdjkWm6/34vAbzoIq/sU6Zt\nOrE5iFf26e53/1JuOncGULLfu4y53b+r2BQXKPkTEX+NLvkU3+XLPkMOl36JOCeh5E/EFUr+RIqk\n3oASeOsteOghiETg2mv9Hk3NmE5sDlrN/El56dwZQMM9f26XfSo2xQVK/kTEP/fc423zcNVVMHu2\n36MRYBAt+CLiHPX8iThDyZ9IkdQbUAJ33OFdquSzpKbV86etHqTMdO4MIJV9AopNcYM+30XEH9u3\nw9NPQ0sLvO99fo9GckZm/kTEGVrwRcQZSv5EiqTegGm66y7v8sMfhvp6f8dSY4qNzYy1DJHf6kHp\nn5SHzp0BlJ/5U8+f30MQKTslfyJSedZqlc8AGsht8yAijhnu+dPMn0itU/InUiT1BkzD44/Drl0w\nbx6sXev3aGpOsbHZb5X8Sfnp3BlAWvAFUGyKG5T8iUjl5Wf9PvYxCOk0FBRK/kQcNVz2qZk/kVqn\n37pEiqTegCIlEt4WD6CSzzIpNjYHlPxJBejcGUBa8AVQbIoblPyJSGX94hfQ1QUrVsDy5X6PRkbp\nV8+fiJtU9iniDCV/IkVSb0CR8iWfN9zg7zhqmHr+JMh07gyg4Zk/t5M/xaa4QMmfiFTO0aPw4INg\nDFx3nd+jkeOo7FPEQdaOzPyp50+k5in5EymSegOK8KMfQTIJl10Gc+f6PZqaVWxs9uf2+BMpJ507\nAyadhGwGwjEIR/0eja8Um+ICJX8iUjna2y/Q+m3a7yGISKUltdKniEuU/IkUSb0BBXrjDXj0Uair\ng6uv9ns0Na3Y2BywmvmT8tO5M2DU7zdMsSkuUPInIpVx993e5fr10NLi71hkTFrwRcRBCSV/Ii5R\n8idSJPUGFMBauOMO77pW+Sy74nv+lPxJ+encGTBa7GWYYlNcoORPRMpvyxZ46SWYPRuuuMLv0cg4\ntNqniIO0x5+IU5T8iRRJvQEFyC/08tGPQtTt1eQqQfv8SZDp3Bkww2WfmvlTbIoLlPyJSHllMiP9\nflrlM9BU9inioKSSPxGXKPkTKZJ6A6boN7+BAwdg0SI4/3y/R+OEYmNTZZ9SCTp3Bsxwz5/KPhWb\n4gIlfyJSXqP39jPG37HIuJI2SwpLBP0fiThFq32KOEXJn0iR1BswBf398JOfeNdV8lkxxcRmvt+v\nXh8LUmY6dwbM8IIvKvtUbIoL9CkvIuVz//1eAnjRRXDGGX6PRiYwQD75C/s8EhGpKPX8iThFyZ9I\nkdQbMAWjSz6lYoqJzfzMX4PRx4KUl86dAZMv+1TPn2JTnKBPeREpj7fegocegkgErr3W79HIJPLJ\nX52SPxG3qOxTxCn6lBcpknoDJvHDH3rbPFx1lbe5u1RMUT1/ubLPBpV9Spnp3BkwSS34kqfYFBco\n+ROR8lDJZ1UZ0MyfiJuGt3rQzJ+IC/QpL1Ik9QZMYPt2ePppaGmB973P79E4Z3o9f5r5k/LSuTNA\nbBaSg971aL2/YwkAxaa4QMmfiJTeXXd5lx/+MNTrF4pqMLzVg5I/EXckBwDrJX4h/eyLuEDJn0iR\n1BswDmtV8umzYmJzgCygff6k/HTuDJDhxV7U7weKTXGDPuVFpLR++1vYtQvmzYO1a/0ejUyRyj5F\nHKR+PxHnKPkTKZJ6A8aRn/X72McgpFOMH6bT86eZPyk3nTsDJKEN3kdTbIoL9CkvIqWTSMC993rX\nVfJZVQaGkz/N/Ik4Q9s8iDhHyZ9IkdQbMIZf/AK6umDlSli+3O/ROGta+/xpqwcpM507AyQ/86ey\nT0CxKW7Qp7yIlI4WeqlaWu1TxEFa8EXEOUr+RIqk3oDjHD0KDz4IxsB11/k9GqcVE5sDSv6kQnTu\nDJDh5E8zf6DYFDco+ROR0rjvPkgm4bLLYO5cv0cjBbDWMoAWfBFxjso+RZyjT3mRIqk34Dgq+QyM\nQmNzkCxZIE6IsDFlGZNIns6dAaIFX46h2BQXKPkTkel74w3YuBHq6uDqq/0ejRQoX/LZqMVeRNyi\nsk8R5+iTXqRI6g0Y5e67vcsPfABaWvwdixQcm/nFXhqJlGE0IsfSuTNANPN3DMWmuKDiyZ8x5jvG\nmIQxpscY05u7vKLS4xCRErEW7rjDu66Sz6qkbR5EHJXIzfyp50/EGX59zfuv1trP+/TaIiWh3oCc\nzZvhpZdg9my4Qt/jBEGhsTlS9qmVPqX8dO4MEJV9HkOxKS7Q17wi4+nshE2bvE3LZXzf+pZ3+YEP\nQDRatpfptWlezPTRZ9Nlew1X5cs+09jhRDBj0yRtYtK/m8pYjiZsWccnUlJDvbD/RUj0+T0S/yV6\nvUurn2ERVxhb4A+8MeZG4DpgPlB33N3WWnvGJH//O8D7AQu8BdwF/J21ud84jn2sLXR8IiVx223w\nD/8Ae/fCySfDRz8K119/zEM6nn6ade98p08DDIg774R//EfIZmHOHPhv/w1uuaXkL3N/8iAPpA5y\n2KaYYSJcEp7J2mhbyV+nVvyuYyMXrLtkyo//bmIfz2W9X4QvYS9nsReAetPEwugKzoitPOHvfOOp\nBH//dAqAeU2GT6+I8pmVsRKMXmpdR0eHfzMsW++H5x6EviPQMAMWrYbFa/0Zi992POq9FwBNs2HF\n+2Dlen/H5DNfY1NkAsYYrLUlWY67oOTPGHMr8FXghdyfE74WttZ+YpLnWAXstdYeNsacC/wQ+IG1\n9stjPFbJn1ReZyece663guUEOoB1lRhPNVmwAJ59FtpKl5j12jQ3D7zMIZss2XPWusObnmb2msK/\nmIiT5kNspYnU8G31pok1DdcQMyPf9XUNWd597wBv9o+cn+c1GX51TQMz67RVhEzMt1+wh3rhvi9A\n36HKv3Y1aGqHa74Bdc1+j8Q3Sv4kqEqZ/BXa8/cp4HZrbdFf7Vtrt4y6/qwx5svAV4ATkj+ADRs2\nsHDhQgBmzJjBqlWrhn8w86sy6VjHJT0Oh2HPHryjkQSvY948qK9nXXPug7G310sAc8cdvV75jDPH\nBw/C3r0j7w/A7t2s27YNVq8u2f9H+5p3csQmObzpaYCRpGbTFmImzKmXnA/Ano2/B9DxJedzxto1\nU3787DXvYH/u/W2jn4Y1cQCe37QDgOVrltCX7eK5TS8D3v/Pjs4sb2zeiAXii9cAsHPzRn7QEONP\nPnQ5EKCfZx0H7njdunX+vP7hnazrO+Id7zjs3b94NrS+jY4dXkK4btmp3v0v7qnt462vQn+n9+/P\nvx/mCOvevQfmLA1UvOhYxy4eb9myhaNHjwKwa9cuSqnQmb9eYL219uGSDcCY64CvWmsXj3GfZv6k\n8rq6YOVK2LNn5LYFC7yFTWbO9G9cQdPVBeecc+wMaRnepz6b5qbjZv7aTYzbG5bQZLQ1wXSNfn9j\npLmBZwgzct71Zv6uJWbiw7cdHsxyzvcGyIw6Pc9rMjx0bQMz4pr5k4BK9ME9N0H/kZHbmtrh2tsg\n3uTfuPyQ6IN7bzl2FtTV90KkCpRy5i9U4OMfBU5s/iiAMeZaY0xL7voK4FbgR9N5TpGSmjkTbrhh\n5HjBArjpphMSmvw3Nc6aOdN7XxYsgFBo3PdpuppMhPdH24nhnfNa8I6V+I2vkNjMv7/tJkYzScLY\n4dQv3/M3OvEDeOpAloyFiIGQGen5U+InU+HbuTPeBGeO6oVtaocV73Uz2Yk3ef/2pnYwIbffBmVo\nOgAAIABJREFUi1Gc/1wXJxT629PNwE+MMUeAnwOdxz/AWpud5Dn+BPh/jTFR4E3gTuBvChyHSHld\nfTV8/euwaBH8/vea8RvPLbfAjTfCtm2wbFnZ3qf1sZN4LNXFy3aAm+pO5bzIjLK8jqvWx07ismgb\nWxKP052GeeElLIidTVOo7YTED+C7L3g9gV94Z5SL5kZY0hZS4ifV4bQLYMu/w4xT4eq/cTvZWbke\nllwGXXugbb7b74WIQwpN/nbkLr8zzv12sue01q4r8DVFKq+727ucO3fchCZfm+28tjZYvbrsL5Mw\nWbAwy8TK/lrVrpjYbCJMIrMLgAWxs2kLzxnzca90Zdm0N0N9BDYsjynpk4L5eu7M72vXPEvJDniL\nu8xZ6vcoAkOf6+KCQpO/vwTUhCe1L5/8tbb6Ow4ZNpArKmjQRuRlcSSznyHbT71pZmbolHEf970X\nvVm/q8+MKPGT6jO8qXmDv+MQEfFJQcmftfYrZRqHSLDkVlhixvjlhR0dHfqWsILyG5E3KfmbVDGx\nuS/tFXbMjZyJMWMndX1Jy73bveRvw9uj0xqjuMvXc2ei37uMNfrz+hJo+lwXFxS64MswY0yTMeZU\nY4zqJqT2aOYvULLWMoCX/NWj5K/UMjbNm+nXAZgXPWHh5WE/3pGmLwUXzAmxbLb+H6QKJZX8iYjb\nCk7+jDFXGmOeBo4Cu4CjxpjfG2P+U6kHJ+KbKSR/+nawcobIYoF6QoTHmZWSEYXG5luZN0iTpDXU\nTlNo7B5Xay3feUGzfjJ9gej5i6vsU06kz3VxQUFln8aYK4GfAa8CXwMOAHOAjwA/N8b8gbX21yUf\npUilTaHsUyonX/LZqJLPstiX8jZwnxsZf9bvif0ZdnRlObnBcNVp2mZDqpTKPkXEcYXO/H0FeAhY\naq39qrX2X3N9gMuAXwNfLe3wRHwyhZk/7QdUOfnkT4u9TE0hsZm0gxzM7MFgmBtZNO7j8rN+1y+N\nEAtr9lWK5+u5Uwu+yAT0uS4uKDT5Wwn8P8fv5Zc7/j/AqlINTMRX+eRPM3+BkO/3a1C/X8ntT7+G\nJcvs8DziobF/Id7fl+WXOzNEQvDxpSr5lCqmnj8RcVyhyV8CaBnnvubc/SLVL1/2qZ6/QNBKn4Up\nJDb3pfKrfI5f8nnnthQZC1edFuGUxqLXCRMBfD535ss+40r+5ET6XBcXFPop3gF8zRhz2ugbjTHz\n8UpCHynNsER8ptU+A0Vln+XRn+2mK/sWYSKcEjltzMckMpY7t6UB+KQWepFqp7JPEXFcocnfnwOt\nwMvGmI3GmHuMMY8CrwAzcveLVL8p7vMnlTGc/Knsc0qmGpv70q8AcErkdCJm7MTuZ6+lOTxoObst\nxPlzNOsn0+dvz1++7FPJn5xIn+vigoI+ya21O4AVwD8CceBcoA64HVhlrX2l5CMU8YNm/gKlH632\nWWrW2uGSz3kTlHzmF3r5xPLouJu/i1SN4a0eVPYpIm4qeL1ua+2bwH8tw1hEgsFa7fMXMAPDWz1o\n5mkqphKbR7MH6bfdxE0Ds8Jzx3zMc4cyPPNWlpYYXH2mtneQ0vDt3GmzkBz0rkfr/RmDBJo+18UF\n+k1K5HiDg5BKQTwOdXV+j0ZQz1857Et7s35viywiNE5S/d3crN9HzorSENWsn1S55ABgvcQvpHOJ\niLhp0uTPGPOwMeasUdcn+vOb8g9ZpMymWPKp3oDKyW/10KievymZLDazNsP+1KvA+CWfXUOW/3jF\nW+jlxmVa6EVKx7dzp0o+ZRL6XBcXTKWOZ/TXvSHATvGxItVJe/wFTr9Vz18pHcrsJckQTWYmLaHZ\nYz7mh9tTDGVg3alhTp+hIhGpAVrpU0Rk8uTPWnvpqOvryjoakSCYwh5/oN6ASlLyV5jJYjNf8jkv\nunjMRVwyWcv3X/RKPjdoewcpMd/OnQlt8C4T0+e6uKCgr3ONMX9kjJk1zn1txpg/Ks2wRHyklT4D\nZ8BmAZV9lkLKJjmQ3gnA2yJnjvmYR/ZkeKPHcmqz4fL5es+lRiS1wbuISKG1PN8BzhjnvtNy94tU\ntymWfao3oHLyWz1owZepmSg2D6RfJ0uGttAcGkLNYz4mv9DLHy2LEg6pml9Ky7dzZ0J7/MnE9Lku\nLig0+Zvot4BGID2NsYgEwxTLPqVyVPZZOvmSz7nRsRd62dmd5eHdGerCcN3ZKvmUGjLc86eZPxFx\n16Q9f8aYVXibuee9zxjz9uMeVg98FNAm71L9plj2qd6AykhbS4IsIaBOu9NMyXixOZjt43BmHyFC\nzImMXcSR7/V7/6IIbXWa9ZPS8+3cqQVfZBL6XBcXTGW1z/XAl3PXLfA/x3ncEeBTpRiUiK/yM39a\n7TMQ8ts8NBAec3ESmbr9aW97h5PCC4iZ+An3D6QsP3zJS/4+uVyzflJjEur5ExGZytfo/4DXz3c6\nXtnn1bnj0X/eBpxkrX2gTOMUqRzt8xcoKvks3HixObLK55Ix7//3V9J0J+EdJ4dY0a73W8rDv33+\ntNqnTEyf6+KCqWz10A10AxhjTgPetNYmyz0wEd9otc9AGbBa7KUUejJH6MkeIUqc9vD8E+631vKd\nF7S9g9QwlX2KiEyp7HOYtfaNcg1EJDCmWPap3oDK6MvP/GmbhykbKzb3pb2W7DmRMwiPkUg/dSDL\ntiNZZtUZ3ntGQR8NIgXxr+dPq33KxPS5Li4oePUEY8xnjDGbjTEDxpjM8X/KMUiRitLMX6Dke/5U\n9lk8a+0xG7uPJT/rd/3SCPGweiulBiVyM3/q+RMRhxW8yTvwT8BTQB3evn53Aj3Aa8BflnqAIhWn\nff4CRWWfhTs+No9k9jNk+6k3zcwMnXLC49/qz/Kz19OEDNywTCWfUl7+9fxpqweZmD7XxQWFzvzd\nDPwN8F9yx//HWnsj3mIwg3grfopUN+3zFyh9WvBl2ob39oucOeaKqXe9lCadhSsXhpnbpO00pEap\n7FNEpODk70xgI5DN/YkBWGu7gL8Gbirp6ET8oH3+AmW47FM9f1M2OjYzNs2b6deBsUs+UxnLndu8\nks9PaKEXqQDfe/5U9inj0Oe6uKDQ5G8QiFhrLXAAb8Yvrw9vyweR6pXNQk+Pd72lxd+xCDC67FMz\nUsV4K/MGaZK0htppCs084f5f7spwoN9y5kzDxXOVYEuNyqQgnQQTgsiJe1yKiLii0N+mngfyXx1v\nAv6HMeYiY8x5wFeA7SUcm0jl9faCtdDUBJGJVzxUb0BlqOyzcKNjc18qX/I59kIv333B27lnw9uj\nY5aEipSaL+fO0f1+inMZhz7XxQWFruf9TeCM3PVbgf8feCx33At8oETjEvGHVvoMnAElf0VL2kEO\nZnZjMMyNLDrh/peOZHhif5bGKHx4sUo+pYblk7+4+v1ExG2F7vN3z6jrrxpjlgEXAQ3A49bawyUe\nn0hlTXGPP1BvQKX053r+GtTzN2X52Nyffg1LlvbwqcRDJ/7S+73c9g7XLInSHNNsiFSGL+fORH6x\nF/X7yfj0uS4umHLyZ4yJAX8H3G2tfQrAWtuPN/snUhs08xc4mvkr3kQln90Jy3070gBs0PYOUuu0\n0qeICFBAz5+1Ngn8MVBfvuGI+KyA5E+9AZXRb7OAkr9CdHR00J/tpiv7FmEinBI57YTH3PdyisE0\nrJ4bZnGbFtORyvG1508rfcoE9LkuLij0E38zsLwcAxEJhALKPqUy+q3KPouxL/0KAKdETidijp3Z\ny1rLd3Mlnxu0vYO4IKGZPxERKDz5+zPgvxpj3mu0LJzUogJm/tQbUH7W2pF9/jTzN2Vr164dLvmc\nN0bJ58a9GV7vtsxpNFyxUO+rVJYv587Rq32KjEOf6+KCQlf7vA9oBe4HUsaYQ4Addb+11i4o1eBE\nKi6f/GnmLxCSWNJYohhi2udvyo5mD9Jvu4mbBmaF555wf37W74+WRYmE9D2eOEALvoiIAIXP/P0G\n+DHwfeAHeIu9/GbUn4dLOjqRSsuXfarnLxCGSz4161eQ//jNvQC8LbKI0HFJ856eLL/elSEWguvP\nLvT7P5Hp86fnL5f8aasHmYA+18UFhW71sKFM4xAJBq32GSj5ks8m9ftNWdZmOJzZSzsLxyz5/P62\nFBZ47xkRZjdoNlUcobJPERGg8Jk/kdpWQNmnegPKTzN/hTuU2cvZaxbSZGbSEpp9zH1DacvdL3kl\nn5/QQi/iE396/rTgi0xOn+vigoKTP2PMOcaYnxhjDhtj0saYc3O3f90Y857SD1Gkggoo+5TyU/JX\nuH3p3EIv0cUcvy7XA6+m6RqCFe0hzj1Z3/2JQxLa6kFEBApM/owxq4EngLOAu4/7+1ngP5duaCI+\n0D5/gTK8wbvKPqckZZMcSO/k+U07eFvkzBPu/86o7R20YLP4xdeeP5V9ygT0uS4uKPSr378FfgUs\nA75w3H3PAueWYlAivtFqn4HSr20eCnIg/TpZMjSbWTSEmo+5b/NbGbYeyjIzDusXaaEXcYzKPkVE\ngMK3ejgXuNpaa40x9rj7DgPtpRmWiE8KKPtUb0D5jZR9qkRxKvIbu7/v8qtPuC8/6/fRs6PURzTr\nJ/7xd58/JX8yPn2uiwsK/Y1qCBjvzDkH6J7ecER8ppm/QBku+zSaqZrMULafw5m9hAgxJ3LGMfcd\nGbQ88GoaA9y4TAu9iGOsHUn+1PMnIo4rNPl7DLjZmGNqsPIzgJ9C+/xJNUulYGAAwmFonPwXBPUG\nlF9fvuxTCxNPKj/rd1J4AY8/+sQx9939UopkFi5fEGZ+i95L8VfFz53pBGQzEI5BWF9+yPj0uS4u\nKPS3gFvxSj+35q5b4EZjzCPAhcBXC3kyY0y9MeY1Y0xPgeMQKb38rF9LC2gxjEAY0GqfU5Zf5XNu\n9Ni9/dJZy/df9Eo+P6ntHcRFKvkUERlWUPJnrd0KXAK8BfxPwAB/mrt7rbX25QJf/6+B1wr8OyLl\nUWDJp3oDym+k7FPJ30R6MkfoyR4hSpyTwguOic1fv5FhX5/ltFbDJafqfRT/Vfzcmcgt9qKST5mE\nPtfFBQXX/1hrn7XWXg40A/OAFmvtpdbazYU8jzHmQuAy4H8VOgaRssgv9hIOQ1eXv2NxSNIOcSSz\nn6RNANA1ZPnd/gxHE5bubBqA0PHLS8kxdqdeAuDk8ELCoxLlriHL7c8kAdiwLEpIM9rBMtQL+1+E\nRJ/fI6lt+ZU+MXqvRcR5Ba2iYIz5NvA1a+1Oa+0QsH/UfQuAL1trPzmF54kB/4bXJ1hf2JBFyuRb\n3/IuX30VzjkHbroJbrll3Id3dHToW8Jpei25lZ2p5xiyfUSJ0907h1/tOJn+FLS9bYCmeX2cFYL7\nBw7z5FATpww1+T3kwInU7SPasAtj4I3EbnYcepatD3dyaM7FbNqXoTvhlWgMpJVBB8rW+2HrA9Df\n6c1IzV0Bp670e1QV0fH7raw7v4L/1h0d3uXRvXDvLbDivbByfeVeX6qGPtfFBYUuobcB+Bdg5xj3\nzQZuBCZN/oAvAQ9ba39vjFlb4BhESq+zE+67b+T4jTfg9tvhxhuhrc2/cdWwpB1iVy7xA0iRoKF5\nFx98x64THxwGGnN/ZFzhyCADsRf47out2MHM8O0WuGtbmj9aFmNmnWb/fDfUC8/9FPqPeMeJPnj9\nce+PC3YchkGf/q19h7z3fsllUNc8+eNFRGpMMeunj/f18SnA4GR/2RizCvgYsDx/00SP37BhAwsX\nLgRgxowZrFq1avhbmfyqTDrW8bSPX3yRjiPeL2LevdCxezfcdRfrPve5Mf9+/rZAjL8Kj3/x8E/Z\nltzM8jVnAvD8ph1kLdjTLmWQGEd2/g4MnLHm7QC8tvEF6vrrWfrOdwDw8pNbAFhy4Spnj6ORBBe/\nZybGeO8fwLKLF/OR9ZfwvR9vAiC+eA0AOzdv5AcNMf7kQ5eP+f+h4woed+6mY/N2sJZ1i2d79+84\nDCcvYd2F53rHW7z/z3WrFtfc8bqzK/h6i9vhjae99xe897v/CB0/+zHMWhiMeNCxjnWs4+OOt2zZ\nwtFcO9KuXbsoJWPtxKVAxpgPAh/MHX4c+CXehu6j1QNrgJettRPO5BljbgL+BujDS/yiQEvuOa+1\n1naMeqydbHwiJbFjByxZcuxtCxbA5s0wc6Y/Y6pxSZtg08C9DNqRHpzO/kb+8qd/SIIIK67eSTg6\n8vPfbmLc3rCEJu35N2ys97DeNLEyfA1/cF+GvX0j79+8JsND1zYwI66ZP98l+rzyw75DI7c1tcO1\nt0Fcpc0lpfdaRGqAMQZrbUk+wENTeMx8vMRuTe541ajj/J/lwOPAZ6bwfP8GLMo9z0rg00B/7vpv\nCxi7SOn86lfeZX09hEJe4nfTTRMmfvlvaqQ4MRNnYXQFIbwFSmLUs++tpQwk49iMwRgvcTF4id/7\no+1K/I6Tfw/rTRNgqDdNLIyu4IUnn+TTK6LMazKEjJf4fXpFVIlfUMSbvL6zfOFL4yzv2JFkpKLn\nzvx73dQOJuRdOvReS2H0uS4umPQ3KWvt7cDtAMaYncAHcls+FMVaOwAM5I+NMYe8m+2bxT6nyLTd\ncYd3+c//DIsXw7JlmvGrgDNiK9mTeok+28W5df+Jl9PtQJJ3v3OQzggsMvV8um4e80N1SvzGcUZs\nJadGl9CX7aIp1EbMxNlDB59ZGeOaJVF2dGVZ0hZS4hc0K94PT3wPrIUP/W9oVG9x2axc7/X4de2B\ntvlK/ETEaVMp+zy9kCe01r4+rREd+9oq+5Tye/llOOssaG6Gt97yZv+kYn7TfyeDtpdLG67n9t/H\n+efNKa784Jscaerjj2Pz+MNYu99DFCm9VAK+9REIR+Ez903+eBERcVYpyz6n8lX6q4y/yMtoJvc4\n7SIs1eWuu7zLD39YiZ8P0rn9/aImRm/SEqlL09nYRxhYHZ3h7+BEyiW/91yswd9xiIiIU6aS/H2i\n7KMQ8Yu1cOed3vWPf7ygv9rR0TG8MpMUx1pLCm8T8ggxuhNJ2hb0YQ2cG26h1UR9HmF1UmxWgeHk\nz739SxSfElSKTXHBVHr+vleJgYj44oknYOdOmDsX1mrLyUpLkwIgTISQCdGbtLQt6wFgXUQ9UFLD\nErnW97h7yZ+IiPhnKqt9itSu/Kzf9ddDuLCKZX07OH1p6836RU0cgO5IgqbZCWI2xPmRVj+HVtUU\nm1UgmUv+HCz7VHxKUCk2xQVK/sRdySTcc493vcCSTymNVK7fL2JiACTavVm/5dlW4kanJ6lhDpd9\nioiIf/TblbjrF7+Azk5YsQKWLy/4r2s/oOlL5/r9osSw1hKe6yV/q0PaZmM6FJtVwOEFXxSfElSK\nTXGBkj9xV5ELvUjppHJlnxETZ3u2n0hjimR/hHdEm30emUiZqedPRER8oORP3HT0KDz4IBgD111X\n1FOoN2D6UqO2eXgk1QlA565mWrQh+bQoNquAwzN/ik8JKsWmuEDJn7jpxz+GRAIuvRTmzfN7NM7K\nl32GiLIpfRSAoT3NhIySP6lxwwu+aOZPREQqR8mfuClf8nnDDUU/hXoDpi+/2ucRa+gnw0BnjPhg\nnc+jqn6KzSqQn/lzsOxT8SlBpdgUFyj5E/fs3g0dHVBXB1df7fdonJYv+9yZ9fb7O7KzhZaYZv3E\nAQl3yz5FRMQ/Sv7EPXff7V2uXw8tLUU/jXoDpi+/4MtOmwYLnbuaaI75PKgaoNisAtrnTyRwFJvi\nAiV/4hZr4Y47vOta5dN3+Z6/AcLMTTWSGohqsRdxQ1KrfYqISOUp+RO3bN0K27bBrFlw5ZXTeir1\nBkxfvuwzSZj5/TMAVPZZAorNKpBwd5N3xacElWJTXKDkT9ySX+jlox+FaNTfsQiDueTPEmFmt7e3\nn2b+xAkOL/giIiL+UfIn7shkRvr9SlDyqd6A6evJDgJwVngGg0NhAFrU8zdtis2As1lIerFPtN7f\nsfhA8SlBpdgUFyj5E3c88gi8+SYsWgQXXOD3aJxnrSWJN/N3fmQ2PUkLQLPKPqXWJQcBC9E6CIX9\nHo2IiDhEyZ+4Y/RCLyXYRFy9AdOzMztImDQAq8Kz6M0lf60q+5w2xWbAOb7Bu+JTgkqxKS5Q8idu\n6O+Hn/zEu3799f6ORQDoSB0hShYLxE2MnkR+5s/fcYmUXdLdxV5ERMRfSv7EDQ88AH19cOGFXtln\nCag3oHgZa3kyfQiAMDGMMfR4uz5otc8SUGwGXH6lz7h7e/yB4lOCS7EpLlDyJ27Ir/Kpvf0C4flM\nL/25fr+4iQMMl30q+ZOa53jZp4iI+EfJn9S+gwfhV7+CSAQ+8pGSPa16A4rXke4iRgaAqPHqPLtz\nZZ/a6mH6FJsBN1z26ebMn+JTgkqxKS5Q8ie17557vG0erroKZs/2ezTOS9gsT6SPEsst9hIhP/Pn\n3a+tHqTm5Wf+tMefiIhUmJI/qX2jV/ksIfUGFOfJ9FEGyXKaiQAjM3+92uqhZBSbAZdwe8EXxacE\nlWJTXKDkT2rbyy/DU09BczO8731+j0aAR9NdALw95M34RUyMRMYylIFICOojfo5OpAIcL/sUERH/\nKPmT2nbXXd7lhz8M9fUlfWr1BhTuaDbFs5kewsDp4fzMX5zefL9fDEwJ9mB0nWIz4Bwv+1R8SlAp\nNsUFSv6kdlmrVT4D5rH0UbLAueEWIvkFX4hpmwdxy/Bqn5r5ExGRylLyJ7XriSdg506YOxfWri35\n06s3oHAd6U4ALo20kbLeVg8RE6NH/X4lpdgMuITbZZ+KTwkqxaa4QMmf1K78rN/110M47O9YhL3Z\nIXZkB6gnxHmRVtLWm+6Ljkr+WrXNg7hguOyzyd9xiIiIc5T8SW1KJr0tHqBsJZ/qDSjMoylvoZd3\nRWYQNyFSueQvYuL0epOANGubh5JQbAac4wu+KD4lqBSb4gIlf1KbfvEL6OyEFStg+XK/R+M8a+1w\nyee6SBsAabyML0qMbpV9ikscL/sUERH/KPmT2lSBhV7UGzB127P9vGWTzDJR3h72St1GZv5iw3v8\nqeyzNBSbAef4ap+KTwkqxaa4QMmf1J6jR+HBB8EYuO46v0cjQEeu5POSyEzCua0cjun5S+Rn/vwZ\nn0jFZNKQToAJQaTO79GIiIhjlPxJ7fnxjyGRgEsvhXnzyvYy6g2YmpTN8lhuY/dLcyWfAKnhss/4\n8FYPrSr7LAnFZoANb/PQ6H1B5SDFpwSVYlNcoORPak++5POGG/wdhwDwbKaXXjIsDNWxMFwPeD2A\n6THKPptV9im1zvHFXkRExF9K/qS27N4NHR1QVwdXX13Wl1JvwNQ8kjp2oReALBmyZAkRImwidOfK\nPrXJe2koNgMsn/zF3U3+FJ8SVIpNcYGSP6ktd9/tXa5fDy0t/o5F6LNpnsp0Y/D6/fJGb/MA0Jsr\n+2xRz5/UusSosk8REZEKU/IntcNauOMO73oZV/nMU2/A5B5Pd5PCsjzcxOzQSGY3epsHYHiT9xaV\nfZaEYjPAhnv+3J35U3xKUCk2xQVK/qR2bN0K27bBrFlw5ZV+j0aAR9MnlnzCsds8AKNW+1TyJzVu\nuOdPM38iIlJ5Sv6kduQXevnoRyEaLfvLqTdgYoeySZ7P9BHD8K7IjGPuG9nmIV/2qZ6/UlJsBlh+\ng3dH9/gDxacEl2JTXKDkT2pDJjPS76dVPgNhY257hwsirTSY8DH3pcjN/BHDWju81YN6/qTmqexT\nRER8pORPasMjj8Cbb8KiRXD++RV5SfUGjM9ayyPjlHwCpGyu58/EGEhDxkJdBKJhzfyVgmIzwLTV\ng+JTAkuxKS5Q8ie1YfRCL45unBwkO7OD7M4O0UyYc8Inrro6uuwz3++nDd7FCfmZP4fLPkVExD9K\n/qT69ffDT37iXb/++oq9rHoDxteRK/lcE51JZIxk/NgN3r3bmlXyWTKKzQBLaMEXxacElWJTXKDk\nT6rfAw9AXx9ceKFX9im+yljLxglKPgFSo7Z66M4t9tKqbR7EBUkt+CIiIv5R8ifVL7/KZwX29htN\nvQFjez7TS6dNM8fEWRIau69p9FYPvdrmoeQUmwGmBV8UnxJYik1xgS/JnzHmfxtjdhljuo0xbxlj\nfmSMme/HWKTKHTwIv/oVRCLwkY/4PRphpORzXXQmZpz+y2N6/pJK/sQhSv5ERMRHfs38/RuwzFrb\nCiwCksC/+DQWqWbf/ra3zcPll8Ps2dN+ul6b5sVMH302PeHjDg4OEj57EYeHhqb9mrXkcDbJY7nk\nb+04JZ8Aieygd8XCgX4v+auL2LKPzxVT6lsZ6oX9L0Kir+zjkVGGcu+3w+GuvioJKsWmuCDix4ta\na3eMOgwBWWCvH2ORKnbbbfDlL3vXn3nGO77llqKf7v7kQR5IHeKITTLLxHh/tJ31sZNOeNxdu57B\n1r9Ic30/v+xuxBxYxvUL31H069aK+5MHuS95gCSWCIan0t1jvn+vJbfSbQ8B8GTfozzTuxRYyi9e\nz7BsVpLPrNTKL2W39X547qfQfwQaZ8GK98LK9X6PqvZtuR8Svd71n34ZVrxP77uIiFSUsdafrx+N\nMf8Z+DugCdgIXGWtHTruMdav8UnAdXbC8uWwf//IbQsWwLPPQtv4M07j6bVpbh7YziGbGr6tjhAX\nhVuJmpEJ8lQ6yUmpTbRGh3h+0w6Wr1lMIhNmX/JkrMMttNZYUrHUMbUEoUyIpq5mjB0p5zQmQ/uM\nN4hERmZWD/c18lc/+0MGknHmNRl+dU0DM+tUAjodHR0d43+DPdQL930B+g6N3Batg9MuhHC0IuNz\nUiYFrz8J6VEfc03tcM03oK7Zv3H5YML4FPGRYlOCyhiDtbYkvxz5MvMHYK39F+Bfcr1+3wW+BZyw\nYseGDRtYuHAhADNmzGDVqlXDP5j5xlwdO3j84ot05BI/717o2L0b7rqLdZ/7XMHPtzs7xPaNT2CB\n2WveCcDeTb/nvlHHhzc9TRv9fGZNHIDXn9sDwPI1izm9fj/Pb9oxfAzo+PEddI5x/5yh7jwSAAAg\nAElEQVTjjpdevJi3tXbz4m9fZqeBHe++ggvmhIMVb7V0vLgd+o/QseNw7ng2pIbo+OmPRo7h2Pt1\nXJ5jc4R1794Dc5YGJz50rGOHj/OCMh4du3u8ZcsWjh49CsCuXbsoJd9m/o4ZhDHnAY8DDdaOTL1o\n5k/G1dUFc+fC4ODIbQsWwObNMHNmwU/XZ9P8cf82eskM39ZMmGtip1A3auZvMJUgmfgljdHk8G0D\nqShvDS4hFHJ31iRjLAfqe0mHssO3xdJhlvacRMSOvH+YNHWtmwmFE8M3HT/z99C1DczQtg/lk+iD\ne285duYv3gTvuBaicf/GVetSCXjm3mN7LJva4drbvPdfRERkHDUx83ecKDA0OvETmVBLC+S/GAiF\n4NRT4aabikr8AJpMhLPDjfw+0wNA+3g9f1H414On0Dh7N1kLPQONmMFlfE49fyf2TDa0s37GWD1/\nIXalnmPQ9pNONfLM62cxlPISv0+viCrxK7d4k9fj9/h3vOOm2bnes/f7Oy4n2BN7LZX4iYhIBVV8\n5s8YEwM2AD+y1nYaY84Avg28Yq399HGP1cyfjG3rVli1CubNgx/8AJYtKzrxy7sr8Sb3pA7w7kgb\nn4zPpcmM/d3I93c9Rdvsp3n4wR7+xwdvYnZd3bRet5b02jR7skPMD9WN+/4BJO0QfdkumkJt9Cdi\n7OjKsqQtpMSvRDo6OobLR8aUScE3rwEMfOL7zvWc+WqoF7r2QNt8ZxO/SeNTxCeKTQmqWpj5+yDw\nV8aYOuAt4F7gr3wai1SjTZu8y3XrYPXqkjxlf67kc2GofsLEJb9HXYwWJX7HaTYRloYn/4U2Zupo\nC8/xrtfBBXPC5R6ajJbfa66uSYlfpdU1w5ylfo9CREQcVfHkz1qbBK6q9OtKjcknf5dcUrKn7Lde\n8tdoJk5EMnjJ38qLLirZa4uU0qTfXGujcfGRZlYkqBSb4oLQ5A8RCRhrYeNG7/qaNSV72nzy1zBJ\n8meNl/zVhWMle22Rikr2e5exRn/HISIiIhWl5E+qz2uvwYED0N4OS5aU7GkH8jN/TFKCmEv+Xvnd\n5pK9tkgpHb9s+QkSSv7EP5PGp4hPFJviAiV/Un1Gz/qZ0i0Qku/5m6zsMxTKzfyFNPMnVSpf9hlX\n2aeIiIhLlPxJ9SlDvx9MvecvEvGSvzXr1pb09UVKZdK+Fc38iY/UVyVBpdgUFyj5k+pThn4/GCn7\nnKznLxr2kr9WbYgt1UoLvoiIiDhJyZ9Ul3374PXXobkZVq4s2dNaaxnIlX02TNLzF4+mAHj+id+V\n7PVFSmnSvhUt+CI+Ul+VBJViU1yg5E+qS77k8+KLIVy6veEGyZIF6ggRmaCPMJ3JUBdNkbXQFPFr\nm0yRacqXfcaV/ImIiLhEyZ9Ul3zy51PJ59GUN+uXSEW5/LLLSjoGkVLRPn8SZOqrkqBSbIoLlPxJ\ndSnTYi9T3eahO5kAIJmOlvT1RSpKyZ+IiIiTlPxJ9ejshOefh3gczjuvpE/dN8VtHo6mhgBIpuPq\nDZDAmvI+fyr7FB/o3ClBpdgUFyj5k+rx2996lxdc4CWAJTRS9jnxj0R/2lvpM5PRzJ9UMS34IiIi\n4iQlf1I9yrTFA0x9j7988pfNxtQbIIE1ec9fPvlT2adUns6dElSKTXGBkj+pHmVa7AWgn6n1/A1m\nvJ4/srGSj0GkYvI9fyr7FBERcYqSP6kO/f3wzDMQCsG73lXyp5/qap9D1kv+DDH1BkhgTRib1mrB\nF/GVzp0SVIpNcYGSP6kOTz4J6TScc463wXuJ9U8x+UtZr+wzjGb+pEqlE5DNQDgGYfWuioiIuES7\nVEt1yPf7lXiLh7x+mwWgaYrJX9TEWbfu4rKMRWS6JuxbUcmn+Ex9VRJUik1xgWb+pDqUsd8PYCDX\n89cwSc9fFi/5ixnN/EmV0mIvIiIizlLyJ8GXTMITT3jXV68uy0tMdbVPjJf81YfV8yfBNWFsJpT8\nib907pSgUmyKC5T8SfA98wwMDcHZZ0N7e1leYsrJXyif/JV2n0GRilHZp4iIiLPU8yfBV+aSTxjZ\n6mGyss9wLvlrCse5SL0BElBT6vnTzJ/4RH1VElSKTXGBZv4k+Mq82AuMbPUw2cxfJOIlf81RzfxJ\nlRou+9TMn4iIiGuU/EmwZTLw2GPe9TLO/E01+Yvlkr+WqHr+JLgmjM2kkj/xl86dElSKTXGBkj8J\nthdegO5uWLAA5s8vy0tkrGWQLAaom+RHIh5JATAzppk/qVL5mb+4yj5FRERco+RPgq0C/X6jt3kI\nGTPu4wbTaWKRDJmsoTESUW+ABJZ6/iTIdO6UoFJsiguU/EmwVaDfb6orfR5NJAAYSsUIhfSjI1Vq\nOPlT2aeIiIhr9BusBJe1lVnpM5f8NZiJfxyOprzkL5HyNnhXb4AElXr+JMh07pSgUmyKC5T8SXC9\n+iocOODt7bdkSdleJr/Yy2TbPPSmveQvnYmWbSwiZaeePxEREWcp+ZPgGj3rN0Ev3nTl9/hrmqTs\nsy/trfSZyXgzf+oNkKCaWs+fZv7EHzp3SlApNsUFSv4kuCpQ8gmjyz4nTv4GcjN/Nhsr63hEymq4\n7FMzfyIiIq5R8ifBVYHFXmDqe/wNZr2ZP6x6/iTYJu75y838xTXzJ/7QuVOCSrEpLlDyJ8G0bx+8\n/jo0N8PKlWV9qXzZZ+MkPX/JrDfzF0J7/EmVsllIDnrXo/X+jkVEREQqTsmfBFO+5PNd74LwxEnZ\ndE217DNpvZm/CN6CL+oNkKAaNzaTA4D1Er9QeX+uRMajc6cElWJTXKDkT4Ipn/yVueQTYMBmgcnL\nPjN4yV/UaOZPqpRKPkVERJym5E+CKd/vV+bFXmDUJu+TlH1mc8lfPOQlf+oNkKAaNzYTWuxF/Kdz\npwSVYlNcoORPgqezE154AeJxOO+8sr9cvudvsrJPQl7PX31Yq31KldI2DyIiIk5T8ifB89hj3uX5\n50NdXdlfrn+Kq32aUAqAhrD2+ZNgG7/nL7/Bu5I/8Y/OnRJUik1xgZI/CZ4K9vvB1Ld6CIe8ss/m\niHr+pEqp7FNERMRpSv4keCq0uXvecNnnJD1/0YiX/DVF1fMnwTZubA6XfSr5E//o3ClBpdgUFyj5\nk2Dp74dnnoFQCC66qDIvOcWZv1gu+ZsR1cyfVCn1/ImIiDhNyZ8Ey5NPQjoN55wDLS1lf7mkzZLG\nEsEQw4z7uGw2S13U6/mbEVPPnwTbuLGZUM+f+E/nTgkqxaa4QMmfBEsFt3iAURu8E8aY8ZO/vnSa\ncMiSTIepi0QqMjaRkkuq509ERMRlSv4kWCq82Eu+32+yks+upLfNw1BqZJsH9QZIUI3f85dP/jTz\nJ/7RuVOCSrEpLlDyJ8GRTMITT3jXV6+uyEuOrPQ58Y9CT8pL/lJp7fEnVUwLvoiIiDhNyZ8ExzPP\nwNAQnH02tLdX5CWHyz4nmfnLJ3/pTHT4NvUGSFCN3/OXS/7U8yc+0rlTgkqxKS5Q8ifBUeF+PxhV\n9jnJNg8DaW+lz0xWM39SxVT2KSIi4rSKJ3/GmJgx5l+NMa8aY3qMMa8YY/680uOQAKrw/n4wUvY5\n2czfQMab+bNZ9fxJ8GmfPwkynTslqBSb4gI/li2MAG8BV1prXzPGLAV+bozpstZ+04fxSBBkMvDY\nY971Ci32AlPf428om6QRMFYzf1LF8jN/cSV/IiIiLqr4zJ+1dsBa+yVr7Wu5423AvUDlfuOX4Pnt\nb6G7G+bNg/nzK/aynVlv777oBHv8AQxkvV+ajR1JEtUbUKChXtj/IiT6/B5JzRszNjMpSCcBA5l0\npYckMkznTgkqxaa4wPeeP+NtrrYOeM7noYhfbrsNPvhB73pXl3dcAfcnD/JQ+ggAv0od4f7kwTEf\nd9euZ2hqfRGA1tZXuWvXMxUZX03Zej/c9wV44Fa495b/296dB8d1XXce/55+3QBI7CBAcRNJ0SBo\n7dTmxCFlSbEskxYpKd5TsRI5k3LGTmLHqZnKOC6PqyaecU2cRFaNXSnPOCM7VjZbq0XRpqyxYcgS\nba3UQsIiBYqruGMhQACNXu788V4DTRAr2f36kf37VKG639LvXpJHLR7ec+/1jyVcLz8cvHH+n4X+\nDERERMqOOedK2wGzvwPeD7zLOTc47pordf+kyLq74dprYe/esXPLlsFLL0FTU9Ga7Xdp/nzwDY65\nkdFzLVbB1+euotbGqqGPDg3x5Mkf0FB9avRc76lqbqv7CDt+9Sv9K+FMDPfDDz4PA8fHzsXi0LAY\nYlOX28rZad++n5svv3jsRDYDvQf815yaFvjI30NVbfgdlLLW3t6u706JJMWmRJWZ4Zybukxthkox\n52+UmX0F2ADcND7xy7nnnntYvnw5AA0NDaxevXr0P8zcxFwdn8fHr77Kzfv3+8f4bt6/H3bsoD2d\nLlr7+7LDvNHxLFmg+cbrAXij41keqtjHPe9dP3r/q93HWHarn/i99vROAC5b08bO/m62bdsW/u/X\n+Xjc1gIDJ2jfeTw4boZsmvZfvjh2DKdf1/G5Hfcdp/3ZQ1Pf//KvYe5D3Pyhe/zjqMSLjnWsYx2X\n6DgnKv3Rcfkeb9u2jd7eXgD27NlDIZVs5M/M/ga4A7jZOXd4kns08neh6+mByy6Dw3khsGwZvPwy\nNDYWrdkBl+bPBn/NCZcaPddiFdw3dxU1eSN/x4eH2XLy36ifOzR6rvdUNevqP0pzVVXR+ndBSQ7A\nv3zaHwHMmdsIt35eq06GZWQQnroXBnvGztW0wEfvhcqa0vVLREREpnXej/yZ2X34pZ6TJn5SJhob\n/U3dDx8GM3+xl899rqiJH0CNxVkVq+bZjP+vKi1WwR2JltMSP4Dmqip6326gfu4QWQcnB6uxoctp\nvkiJ34xV1sDCy+GtX/rHNS1w1QZYfFVp+1VuVt8Fr26CUyegep7/Z6DET0REpKyEnvyZ2VLgz4Ak\nsDNY8MUBTzvnbg+7PxIBuVG/r38d7r676IlfzghZAD6YmM+HKy46I/EDODCQoXruSQC8/t9kXdOl\no4lfe3v76BC9TGN+q5/8rXwP3PgpJR1FNmFsXn0nrPpt6NkPTUv1ZyAlo+9OiSrFppSD0JM/59w+\nIrDKqEREVxd0dkJ9PXz605BIhNLssMvwSsYvQ7wzMX/CxA/gkbcOcMklpxhKVvPhhavx/61CZi0Z\nLJijpKO0qmph4WWl7oWIiIiUiJIwKa3HH/df160LLfEDeCUzQApHW2wujbGJ201mHEezuwBoYuUZ\niZ/+dXAWRoL1nDTHLxSKTYkyxadElWJTyoGSPymtXPK3cWOozT6f7gPghnj9pPc80ZXkiiX+FhQ3\nNLSF0q8L1kgw8ldRXdp+iIiIiJQxJX9SOn190NEBngfr14fWbNY5ns/4yd+7vLpJ7/vZ0beorhwh\nMzKPOm/eGdfHLw0tU0gGI3+VSv7CoNiUKFN8SlQpNqUcKPmT0tmyBdJpWLOmqBu6j9eVHaTHpWm2\nBMtjcya859VjGVoadwOwao5G/c7Z6Mifyj5FRERESkXJn5ROruRzw4ZQm30u7a/eeYNXP+kCLt/r\nHODKJQdwDpZXrpzwHs0NmAWVfYZKsSlRpviUqFJsSjlQ8ielkU7D5s3++7Dn++VKPuMTl3x2DzsO\npbpIeFlq3GKqYkpYzlluwZdKjfyJiIiIlIqSPymNrVuhuxtaW2HVqtCaPZ4dYXd2iEpiXOnVTnjP\nv3WmuHb5WwC0TlHyqbkBs5Cb86eRv1AoNiXKFJ8SVYpNKQdK/qQ08lf5DHHvvOczfsnnaq+WCjsz\n/DNZx2Nv9dB20VFwHgvjK0Lr2wUrk4b0MFgMElWl7o2IiIhI2VLyJ6WxaZP/GrEtHn66L8OSFn+h\nl4XxS4hbxaTP0tyAGUoFo36JOX4CKEWn2JQoU3xKVCk2pRzob2ISvq4u6OyE+npYuza0Zoddhlcy\n/QDcMMkWD995fYTfXOEnf0sSWuWzIEa0zYOIiIhIFCj5k/DlSj7XrYNEIrRmX8kMkMLRFptLY+zM\ndnf3Zuk6dYyF9SeJU0WLt2TK52luwAwltc1D2BSbEmWKT4kqxaaUAyV/Er78+X4hmq7k85+2p/JG\n/VYSMy+0vl3QRrTYi4iIiEgUKPmTcPX1QUcHeB6sXx9as1nnRrd4mKjkczDl+P4bSW5YvgeAxfGJ\n9/bLp7kBM5Qb+VPZZ2gUmxJlik+JKsWmlAMlfxKuLVv8Pf7WrIGmptCa7coO0uPSNFuCS2Jzzrj+\nyK40i5oOUz9nmGqrpyE2P7S+XfBGVPYpIiIiEgVK/iRcuZLPDRtCbfb5tL/Fww1ePTZuawnnHPe/\nPlbyuTjRdsY9E9HcgBkaLftU8hcWxaZEmeJTokqxKeVAyZ+EJ52GzZv99yHP93suKPl8V/zMks/n\nDmfp6kty7dL9ACyOa5XPglLZp4iIiEgkKPmT8GzdCt3d0NoKq1aF1uzx7Ai7s0NUEuNKr/aM6/e/\nnuLqi/dTEU/TGFtAdWzibSDG09yAGdKCL6FTbEqUKT4lqhSbUg6U/El48lf5nEFZZaE8n/FLPld7\ntVSM22T8yKksm3enefeKtwBYnJh+oReZpdE5f0r+REREREpJyZ+EZ9Mm/zVCWzw8sCPN3IohLlt4\nCCPGonjrjJ+ruQEzNFr2qTl/YVFsSpQpPiWqFJtSDpT8STi6uqCzE+rrYe3a0JoddhleyfQDZ27x\nkMo4HtiR4oblezBzzPeWUmFVofWtbGjBFxEREZFIUPIn4ciVfK5bB4lEaM2+khkghaMtNpfG2Ont\n/uitNEcGHTetzJV8zm6hF80NmCGVfYZOsSlRpviUqFJsSjlQ8ifhyJ/vF6KpSj7vfz3Fgro+FjSc\nIE4FF3nLQu1b2dCCLyIiIiKRoORPiq+vDzo6wPNg/frQms06x/PBFg/jSz53nMjwq0NZbmz19/Zb\nGF+BZ/FZPV9zA2YoGSR/mvMXGsWmRJniU6JKsSnlQMmfFN+WLf4ef2vWQFNTaM12ZYfocWmaLcEl\nsTmnXfvO6ykMx42tewDt7Vc0zqnsU0RERCQilPxJ8ZW65NOrx/K2luhLOh7ameYd849SVTlAlVUz\nz1s06+drbsAMZEYgm4ZYHOIVpe5N2VBsSpQpPiWqFJtSDpT8SXGl07B5s/9+w4ZQm34uKPl8V/z0\nks/v/zrFUBruumIP4I/6WYj7DpYVzfcTERERiQwlf1JcW7dCdze0tsKqVaE1ezw7wu7sEJXEuNKr\nHT2fdY7vbk8Rj2VoW7gHgMXxs9vYXXMDZmB0jz8lf2FSbEqUKT4lqhSbUg6U/Elx5W/sHuLo2vOZ\nkwCs9mqpsLEw79ifYXef4z3veBtiI9TFmqnz5oXWr7KjPf5EREREIkPJnxRXqef7jdvi4f7XU353\nLt8DnP2oH2huwIyMaOSvFBSbEmWKT4kqxaaUAyV/UjxdXdDZCfX1sHZtaM0mXZZXM/3A6Vs87DuZ\n5am9GeqrktTU7gPOLfmTGciVfWrkT0RERKTklPxJ8eRG/datg0QitGa3ZfoZwdEWm0tjbKzdf9qe\nwgH3XHcAR5ZmbwlVsbMfkdLcgBlQ2WdJKDYlyhSfElWKTSkHSv6keEpc8nl9XsnnUNrxr51+yec1\ny/yN3TXqFwIt+CIiIiISGUr+pDj6+qCjAzwP1q8Prdmsc7yQ2+Ihr+Tzh2+m6UnCmqWDjHiHiRFn\nQXzFObWluQEzoK0eSkKxKVGm+JSoUmxKOVDyJ8WxZYu/x9+aNdDUFFqzXdkhul2aZktwSWwOAM45\n/u9r/qjf767eC8CC+HISpk3Hi25Ec/5EREREokLJnxRHqVf59OpHN25/6UiW145naax0NDS8Cfgb\nu58rzQ2YgdHkTyN/YVJsSpQpPiWqFJtSDpT8SeGl07B5s/9+w4ZQm34uV/IZHyv5/M52f9TvD685\nyaDrpcKqaPGWhNqvspUMyj4rNfInIiIiUmpK/qTwtm6F7m5obYVVq0Jr9nh2hN3ZISqJcaVX658b\nzPL4m2kMWNP6FgCL4iuJmXfO7WluwAxozl9JKDYlyhSfElWKTSkHSv6k8DZt8l83boSg9DIML2RO\nArDaq6XC/ND+l840I1l43zKjP5Yr+dQqn6FR2aeIiIhIZCj5k8Ir0Xy/53Lz/YItHtJZx3eDks9P\nXHOUpBui2uppiM0vSHuaGzADueRPZZ+hUmxKlCk+JaoUm1IOlPxJYXV1QWcn1NfD2rWhNZt0WV7N\n9ANwQ7DFw0/2ZDh0yrGi3mhq6AJgcaJtdCEYCUFSZZ8iIiIiUaHkTworN+q3bh0kEqE1uy3TzwiO\ntthcGmN+u/e/7o/63XMFHMn48/0KscpnjuYGTMNl8+b8aeQvTIpNiTLFp0SVYlPKgZI/KawSb/Fw\nfVDyuasnyy8OZpgTh5tWHiBDmsbYAqpjdVM9RgopNQw4iFdB7NwX2BERERGRc6PkTwqnrw86OsDz\nYP360JrNOscLuS0egpLP3Kjfh9ridLMLgMWJwi70orkB00jm5vup5DNsik2JMsWnRJViU8qBkj8p\nnC1b/D3+1qyBpqbQmu3KDtHt0jRbgktic+gfcfzgjWChlytSHMscwIixKN4aWp+EvJU+VfIpIiIi\nEgVK/qRwSlzyeYNXj5nx4M4Up1LwGwtj1NTuBhzzvaVUWFVB29XcgGlovl/JKDYlyhSfElWKTSkH\nSv6kMNJp2LzZf79hQ6hNP5cr+YzX4ZzjO0HJ5yevSHAwnSv5LNxCLzJDKvsUERERiZSSJH9m9jEz\n+4WZ9ZvZ7lL0QQps61bo7obWVli1KrRmT2RH2J0dopIYV3q1PHMww64ex0VzjRuX9dOXPUacCi7y\nlhW8bc0NmMaItnkoFcWmRJniU6JKsSnloFQjfyeA+4Avlah9KbRNm/zXjRshxH30ns+cBGC1V0uF\nxUZH/T5xWYIjWX/Ub2F8BZ7FQ+uTBDTnT0RERCRSSpL8Oeeecs79ANhfivalwLq74d//3X8f8ny/\nZ1O9AFzp1bL9eIYfvZXBM/jYpSn2pTqBYG+/4X54ezskBwrWtuYGTONUt//qhbffo/gUmxJlik+J\nKsWmlAMNh8i5ufde+Lu/g4MH/RG/F1+EW24JpemHkofZlu0H4IFTh9nXOYyjkfdduoMX0zvw4kOA\nwSuPwY6X4dQJqJ4HV22Aq+8MpY9l65XH4LUn/Pdv/AxqW/R7LiIiIlJi5pwrXeNmHwK+5pxbMcl1\nV8r+yTS6u+Haa2Hv3rFzy5bBSy8VfauHfpfm06c6OUl69FxyIM6en1zEF973Y5pr/JLDRHKEmx7f\nStXQcMH70L7zODe3NRf8uRekmhb4yN9DVW2pe1IW2tvb9S/YElmKT4kqxaZElZnhnCvIvKrIj/zd\nc889LF++HICGhgZWr149+h9mbmKujkt0/MADsG8f/hG0g3+8YwesXVvU9vdlh9n99C8BaL7xegBO\nvvhL6o4maJw7BMBrT++ktruf24LEr33ncf/zQcJ2rsfb9vcV9HkX9PGpE7Q/8RDMWx6d+NWxjnWs\nYx3rOO84Jyr90XH5Hm/bto3eXn9q0549eygkjfzJ2evpgauvhv15UzeXLYOXX4bGxqI23ZUZ5PND\nb5x2LjkQZ8+TC/jy+sepm5MEIJFMccujT1Mxkhq7saYFPnovVNYUtY9lKzkA3/88DBwbO6ffcxER\nEZGzUsiRv1ghHjJbZhYzs0qgwj+0yuBYzieNjRD8KwXgJ36f+1zREz+AjnQPAFXEiOEnfkc6Gzh1\nag6DyTmj98WrGknPu3jsgzUt/pw/JSHFU1nj/x7XtIDF9HsuIiIiEhGlKvu8G7gfyA3rDQXvvRL1\nR85WbmT2M5+Br3wllMQv6bL8JHUCgC9WXUL73ix/225c15TgH+6C7tqTOOD6yvfTFF9MxbwhOLQb\nrtwAN3y8YElIe3v76BC9jHP1nbDqt6FnPzQtVeIXMsWmRJniU6JKsSnloCQjf8657zrnYs45L/iJ\nOeeU+J1v0mnYvNl//9nPhpL4gT/qN0CGtthcro7X8fTrlWRGPD72zgSLmvfgyNLsLWFBYgUVVjm2\n31zLO5SEhKmqFhZept9zERERkYgoSfInF4itW/0VP1tboa0tlCadczyR8ueSfSDRzIH+LM++naHS\ng9tXxDmY2gnA4vjKsQ8lB/3XAm82rn8dlKhSbEqUKT4lqhSbUg6U/MnZ27TJf9240d/jLwRvZAfZ\nnR2ijjhr4408+qa/1cNty+PEE/10Zw8RI86CeN4aQrmRv8rqUPooIiIiIhJFSv7k7D3+uP+6cWNo\nTeZG/d6XmEcC46E3/OTvgyvjHEzvAmBBfDkJqxj70EhxRv7GLw0tEhWKTYkyxadElWJTyoGSPzk7\nXV3Q2Qn19bB2bShN9mRTPJPuJQasTzSz40SWN3qyNFbBzRfH8ko+x5Wg5kb+KjTyJyIiIiLlS8mf\nnJ3cqN/69ZBIhNLkk+kTpHHc4NUzP1bBgzv9Ub873pFg2E4w4HqpsCpavCWnfzBZnLJPzQ2QqFJs\nSpQpPiWqFJtSDpT8ydnJJX8bNoTSXMY5fpw6DsDtiWYyWceju/zk70NtcQ6k/VG/RfGVxCxv4ViX\nhZEh/31iDiIiIiIi5UrJn8xeXx90dIDn+SN/IfhVpo8TLsViq+Rqr5Zn3s5wZNCxrM64Zj68Hcz3\nO22VT4DUMOAgUQWxwu4morkBElWKTYkyxadElWJTyoGSP5m9LVv8Pf7WrIGmplCazC30cnuiBTPj\n4Z1jC72cyB4k6YaotnoaYvNP/2BS8/1EREREREDJn5yNkFf53JcZ4rXMAFXEuCXRxGDK8cTuIPlr\nS4yu8rk40YaN33KiiIu9aG6ARJViU6JM8SlRpdiUcqDkT2YnnYbNm/33ISV/m9P+XL9b4k1Um8eT\ne9KcSsE182Msq89wOL0bmGCVT8hb7KWw2zyIiIiIiJxvlPzJ7GzdCt3d0NoKbbEu6iUAABOYSURB\nVBMkWwU26DL8LNUN+Au9ADy0c2yhl8Ppt8iQpjG2gOpY3ZkPGN3jr/Ajf5obIFGl2JQoU3xKVCk2\npRwo+ZPZ2bTJf924EcaXWBbBT1PdDJHlSq+Gpd4cjg9mad+fwTO4szXBwWCVz8WJlRM/oEgbvIuI\niIiInG+U/MnshDjfzznH5mChlw8Eo36PdaXJOLhlqUd15RDHMgcwYiyKt078EM35kzKk2JQoU3xK\nVCk2pRwo+ZOZ6+qCzk6or4e1a4ve3KuZAQ64JPMswW94DQCnrfLpb+/gmO8tpcKqJn5IkTZ4FxER\nERE53yj5k5nLjfqtXw+JRNGby23v8P5EM3EzunqzvHw0S3UCblseP22Vz0kVsexTcwMkqhSbEmWK\nT4kqxaaUAyV/MnO55G/DhqI3dSw7wnOZPuIY74/PA+DhnSkAbl8RJ+P10pc9RpwKLvKWTf6g0bJP\nzfkTERERkfKm5E9mpq8POjrA8/yRvyL7Ueo4WWBNvIHGWALnHA/vGlvl82DKX+hlYXwFnsUnf1Bu\n5K8IZZ+aGyBRpdiUKFN8SlQpNqUcKPmTmdmyxd/jb80aaGoqalMjLsuTqRPA2EIvLxzJsvekY0G1\n8e6FsbGSz4n29suX1GqfIiIiIiKg5E9mKsRVPp9J93KSNCtic3hnzB+xy5V83tUap4/DDLl+qqya\ned6iqR+WK/usrCl4PzU3QKJKsSlRpviUqFJsSjlQ8ifTS6dh82b/fQjJ3xOj2zu0YGaMZBw/fDO/\n5HNs1M+m22tQc/5ERERERAAlfzITW7dCdze0tkLbNGWW52hX5hQ7s4PU4HFTvBGAn+3L0JOEdzbF\nWNXkOJR+E4DF8Uk2ds+XLF7yp7kBElWKTYkyxadElWJTyoGSP5nepk3+68aNMN1I2zl6InUcgFsT\n86g0PzxzC718sC3Osew+UoxQF2umzps3/QOLuOCLiIiIiMj5RMmfTC+k+X4nXZqn0z0YsD5Y6KUv\n6XhyTxoDfmfl2CqfMxr1y6QhnQSLQXySTeDPgeYGSFQpNiXKFJ8SVYpNKQdK/mRqXV3Q2Qn19bB2\nbVGb+knqBCkc13l1LIxVAvDE7jTJDPzWIo+W6hRHM3uBGSZ/+Ru8F3nEUkREREQk6pT8ydRyo37r\n10MiUbRmMs7xo6Dk8/Zg1A/g4Z1jJZ+H0l1kydLsLaEqNoMyztHFXopT8qm5ARJVik2JMsWnRJVi\nU8qBkj+ZWkglny9kTnLUjbDAKrjGqwPgQH+WZ9/OUOnB7StmWfIJefP9tNKniIiIiIiSP5lcXx90\ndIDnwbp1RW1qc972DrGgRPPRYHuH25bHiSf66c4eIkachfEVM3toEVf6BM0NkOhSbEqUKT4lqhSb\nUg6U/Mnktmzx9/hbswaamorWzMHsMC9n+qnAuDXht+Oc46E3gpLPlXEOpv29/RbElxO3ipk9eHTO\nn1b6FBERERFR8ieTC6nkc3Mw1+/meBM1Fgdgx4ksb/RkaayCmy+O5ZV8zmKfQc35kzKl2JQoU3xK\nVCk2pRwo+ZOJpdOwebP/vojJ35DL8P9SJwD4QN5CLw8GC73c8Y4Ew3aCAddLhVXR4i2Z+cNzZZ+a\n8yciIiIiouRPJrF1K3R3w8qVsGpV0Zr5ebqHQbJcGqtmhecnaZms49FgY/cPtcU5kPZH/RbFVxIz\nb+YPL3LZp+YGSFQpNiXKFJ8SVYpNKQdK/mRimzb5rxs2FK0J5xxPjC70Mjbq98zbGY4MOpbVGdfM\nh7eD+X4zXuUzZ6S4C76IiIiIiJxPlPzJxEKY77c9e4q92WEaLM5vxRtGz4/u7bcyzonsQZJuiGqr\npyE2f3YNFHnkT3MDJKoUmxJlik+JKsWmlAMlf3Kmri7o7IT6eli7tmjN5Eb91sWbSZgfioMpxxO7\ncyWfidFVPhcn2rBgC4gZG53zp9U+RURERESU/MmZcqN+69dDIlGUJk5kR9ia7iUGvD8xb/T8k3vS\nnErBtfNjLK3PcDi9G5jlKp85RS771NwAiSrFpkSZ4lOiSrEp5UDJn5wphJLPLakTZIF3xxuYFxvb\nt++hXMlnW5zD6bfIkKYxtoDqWN3sGxkt+9ScPxERERERJX9yur4+6OgAz4N164rSRMpl+XHa39vv\n9ryFXo4PZmnfn8EzuLM1wcFglc/FiVku9JKTS/6KVPapuQESVYpNiTLFp0SVYlPKgZI/Od2WLf4e\nf2vWQFNTUZrYmu6j16VZFqvi8ljN6PnHutJkHNyy1KOmcohjmQMYMRbFW8+uoWRxN3kXERERETmf\nKPmT04VQ8jm2vUPLaYu45K/y6S/04pjvLaXCqmbfiHNFL/vU3ACJKsWmRJniU6JKsSnlQMmfjEmn\nYfNm/32Rkr/dmUE6s6eYS4yb442j57t6s7x8NEtNAm5bHj9tlc+zkh6BbBq8BMQrpr9fREREROQC\np+RPxmzdCt3dsHIlrFpVlCY2p/y5fu9NzGOOeaPnH96ZAuADK+JkvF76sseIU8FF3rKzayiEDd41\nN0CiSrEpUab4lKhSbEo5UPInYzZt8l83bCjK4wdcmvZ0NwDr8xZ6cc7x8K7c3n5xDqb8hV4Wxlfg\nWfzsGivyBu8iIiIiIucbJX8ypsjz/Z5KdTOCY7VXy5LY2Dy+F45k2XvSsaDaePfC2FjJ59ns7ZcT\nwgbvmhsgUaXYlChTfEpUKTalHCj5E19XF3R2Qn09rF1b8MdnnWNzsNDL7YmW067lSj7vao1zkiMM\nuX6qrJp53qKzb1B7/ImIiIiInEbJn/hyo37r10MiUfDHv5w5yWE3wnyr4HpvbMP2kYzjh2+OlXwe\nCEo+F8fbTlsJdNZGir/Ng+YGSFQpNiXKFJ8SVYpNKQdK/sRX5JLPJ4KFXtYnmvHykrqf7cvQk4R3\nNsVY1eQ4lH4TgCXnUvIJoSz4IiIiIiJyPilJ8mdmnpnda2bHzazHzO43szml6IsAfX3Q0QGeB+vW\nFfzxh7NJXsycJIHxvsS8067lL/RyLLuPFCPUxZqp9c5xg/lkUPZZWbzkT3MDJKoUmxJlik+JKsWm\nlINSjfx9EbgVuApYASwHvl6ivsiWLf4ef2vWQNM5Jl0T+FHqOA64Md5IXd7qnX1Jx5N70hhw18qx\nVT4Xx1eee6MhrPa5bdu2oj1b5FwoNiXKFJ8SVYpNKQelSv7+A/DfnXNvO+d68JPBu82s8ow7e3rO\n/PRwP7y9HZIDUzbS79Jszwww4NL0DDt+9XaG3qQryC/ggvLgg/7re99b8Ecfz47w46Dk8/a87R0A\nfvBGimQG3rUgRsPcAY5k9gAFSv4Gg7iJneVWETPQ29tbtGeLnAvFpkSZ4lOiSrEp5aB4fzOehJnV\nAxcDL+WdfgmoAlYCr5/2gcsvh49/HH7v9/zjne3+z/AAVNXAktWw7Loz2nkhfZIXMn0MuizxTIz+\nY1V0H65ibsK4bJ5x6TzvjM+Uo5bHnmDhgw8SA5Lf/AYHh/s59Mm7C/LsnbGT/DrWz6JYlpgztqVH\nINsIwE/3pnm8K8OVwPXVu3l+Txd13giGx7GTHVycOIcEcOfPYVeH/37bo+DF4eo7z/0XJCIiIiJy\nHgs9+QNqAQf05U4454bNbASoO+PuQ4fg3nv9nwltmvDs9cGPzFzl0WOs+NY3WdG0Haorzvl5a6a4\nthL449xBV/Az6plzbntUsh9e3QSrfhuqagv3XGDPnj0FfZ5IoSg2JcoUnxJVik0pB+ZcuGWQwchf\nD/BO59zO4FwVMAhc5Zx7Pe9e1WiKiIiIiEhZc86dwx5oY0If+XPO9ZnZfuBaYGdw+jpgCNg17t6C\n/CJFRERERETKXakWfPk28AUzW2xm84C/Br7nnEuWqD8iIiIiIiIXtFLM+QP4H0Aj8CrgAY8Any9R\nX0RERERERC54oc/5ExERERERkfCVquxzSmbmmdm9ZnbczHrM7H4zm1Pqfkn5CWIvaWYnzaw/eL1t\n3D1/ZWZvB9ceMbP5peqvXLjM7GNm9osgDndPcH3KODSzPzSzt8xswMx+amat4fVeLnRTxaeZfdnM\nUuO+R/9o3D2KTykKM6sws2+Z2ZtB7O0ys78cd4++PyV008Vmsb47I5n84W/6fitwFbACWA58vZQd\nkrL2LedcnXOuNnh9MnfBzH4f+BPgvcBC/FVrv1eifsqF7QRwH/Cl8Remi0Mzuwn/O/QTwDzgeeCH\nZqZFtaRQJo3PwI/GfY9+O3dB8SlFFgeOAO93ztUBdwKfNrNPgb4/paSmjM1Awb87I1n2aWZ7gb90\nzv1bcPxbwFNAoxaFkTCZ2f1Av3Pus5Nc/znwY+fcV4PjxcA+4BLn3L7weirlwsw+BHzNObci79yU\ncWhm3wWGnXN/HFyvBI4CG51zHaH/IuSCNUl8fhm4zjl3xySfUXxKqMzsb4BFzrlP6PtTomRcbBbl\nuzNyI3/BPoAXAy/lnX4JqMLfG1wkbL8XlCBvD0pDvLxrVwEv5g6ccweBY8F5kbBMF4fjryeBThSn\nEp6bzOyYme00s6+ZWXXeNcWnhCYYFbkZeCU4pe9PiYQJYhOK8N0ZueQPqAUc0Jc74ZwbBkaAulJ1\nSsrWfcAq51wzcDdwD/Bf867XkhergV4UqxKu6eJQcSql9H3gMudcC7ABWAv8Q951xaeE6W+BucA3\ngmN9f0pU5GLzm8FxUb47o5j89QMG1OdOmFkVUAGcLFWnpDw557Y5544H718Cvgx8PO+WfvJiNdCA\nYlXCNV0cKk6lZJxzncFoCs65ncBfAB/Om5ei+JRQmNlX8P8Sfatzbig4re9PKblxsTkIxfvujFzy\n55zrA/YD1+advg4YAnaVpFMip8ufSPsqebFqZkuA5uC8SFgmi8NXJrleBVyK4lRKK/ddqviUogvm\nUn0YuMk5dzjvkr4/paSmiM1JPxK8nlVsRi75C3wb+IKZLTazecBfA9/TYi8SNjP7qJnVBe+vwl/J\n7sG8W74N/ImZXWZmNcDfAE9psRcpNDOLBZO5K/xDqwyOYfI43B9c/0fg42a2JvjMfwMOAE+H/MuQ\nC9RU8WlmdwX/L8fMVuDH56POuWzwccWnFJWZ3QfcAdw8wV+u9f0pJTNVbBbruzOqq316wNeAPwA8\n4BHgM3lD9CKhMLN24EogARwCHgC+6pxL593zBeCzQA3+qrSfcs4dC7+3ciEzsz8A7sefEw3+v/w5\n55wXXJ8yDs3sk/hly834y0H/kXOuK7xfgVzIpopPM/tn4H3AHPyFNB4BvuycG8j7vOJTisLMlgJ7\ngCSQIohN4Gnn3O3BPfr+lNBNF5vF+u6MZPInIiIiIiIihRXVsk8REREREREpICV/IiIiIiIiZUDJ\nn4iIiIiISBlQ8iciIiIiIlIGlPyJiIiIiIiUASV/IiIiIiIiZUDJn4iIiIiISBlQ8iciIpFlZtkZ\n/OwO7r0/9z4qzOybZvbILO6vNLMDZvbRYvZLRETKkzZ5FxGRyDKzd4079SiwDfgyYMG5pHPuFTO7\nBKhzzr0SZh8nY2aXAq8A1zjnts/ic58B/jPQ5pxLFat/IiJSfpT8iYjIecPM3gKeds79fqn7Mh0z\n+zaw0jl30yw/Vw0cAT7tnPteUTonIiJlSWWfIiJyQTCz7wTJYe54WVAW+h/N7KtmdtjMTprZ98xs\nrpmtMrMnzazfzHaZ2d0TPPNqM/uhmXWb2aCZ/cLM1s6gL9XAx4EHxp83s/9lZnvNbNjMjgR9aMvd\n45w7BTwOfOpcfj9ERETGU/InIiIXChf8jPdfgAXA3cCXgI8B/wd4BPghcBfwKnB/UKoJgJldCzwD\nNAB/BHwQOAE8ZWbXTNOX9wBzgs/n+zrwYfyy1VvxE7xtQRv5ngZ+w8xqp2lHRERkxuKl7oCIiEiR\n7XLOfTJ4/xMzew/+qNwnnHP/CmBmLwJ34Cdmfx3c+zVgD3CLcy4T3LcF2I6fRH5wijavB7LOuR3j\nzv8m8M/Oue/knXtsgs+/CnjAtcDPZ/BrFBERmZZG/kRE5EL343HHvw5en8ydcM71AkeBiwHMrAp/\n9O7B4NgzMw8/IXsquDaVi4DeCc4/D9xjZl8ws+vMbLL/Dx/HX9BmwTTtiIiIzJiSPxERudD1jDse\nmeJ8VfC+CT/R+xKQyvsZAf6UM8s0Z+pPgW8BnwSeA46a2d+b2ZyzfJ6IiMiMqexTRETkTL1AFvgG\n8F3GtpWYqSNAg5mZy1tW2zk3CHwR+KKZXYxfZvo/gSTwhbzPNwevh8+u+yIiImdS8iciIjKOc27Q\nzJ4GrnbOvXwWj3gBv7rmcuD1SdrYD9xrZp8Arhh3+SogA7x0Fm2LiIhMSMmfiIjIxP4C+LmZPQn8\nI3AIf0TuWiDmnPurKT77NDAM3Ehe8mdmz+KvMPoaMADcjJ/o3T/u82uB55xz/QX5lYiIiKA5fyIi\ncn6ZbDuH/OtTHU91/rRnByN+N+AvvnIfsAV/q4YrgI4pO+ncAPDvwO+Ou/Rz4CP4+/9twl8x9M+d\nc9/I3RDsEbgR+N9TtSEiIjJbljcVQURERArEzC4DXgaud869NovPfRr4S2CVcy5ZrP6JiEj5UfIn\nIiJSJGb2DWCxc+53Znh/JbAL+E/Oue8XtXMiIlJ2lPyJiIiIiIiUAc35ExERERERKQNK/kRERERE\nRMqAkj8REREREZEyoORPRERERESkDCj5ExERERERKQNK/kRERERERMqAkj8REREREZEy8P8BQx5O\nxilJ9+kAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x116572ad0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=figsize)\n",
"\n",
"tasks = [coflows.ix[f] for f in flows[sIP == ps]]\n",
"\n",
"for i, sdf in enumerate(tasks):\n",
" iteration, time = sdf[['iteration', 'time']].as_matrix().T\n",
" plt.plot(time, iteration, c=colormap((i+1)/len(tasks)), label='worker {}'.format(i), \n",
" ms=markersize, lw=linewidth, marker='.')\n",
"\n",
"plt.legend(loc='upper left', fontsize=fontsize)\n",
"plt.xlabel('Time (s)', fontsize=fontsize)\n",
"plt.ylabel('Iteration', fontsize=fontsize)\n",
"\n",
"xticks, _ = plt.xticks()\n",
"yticks, _ = plt.yticks()\n",
"plt.xticks(xticks, map(int, xticks), fontsize=0.8*fontsize)\n",
"plt.yticks(yticks, map(int, yticks), fontsize=0.8*fontsize)\n",
"\n",
"plt.grid(which='both')\n",
"plt.title('Worker Progress', fontsize=1.2*fontsize)"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def get_rates(job):\n",
" lines = !find $(pwd)/{job} -name syslog -print | xargs cat | grep 'sending with rate'\n",
" pattern = '^(.+) DEBUG (?:.+) coflow.CoflowClient\\$: Flow\\(([0-9\\.]+),(\\d+),([0-9\\.]+),(\\d+)\\) sending with rate (\\d+) bytes/s$'\n",
"\n",
" rows = []\n",
" for line in lines:\n",
" for timeStr, sIP, sPort, dIP, dPort, rate in re.findall(pattern, line):\n",
" time = datetime.datetime.strptime(timeStr, '%Y-%m-%d %H:%M:%S,%f')\n",
" sPort = int(sPort)\n",
" dPort = int(dPort)\n",
" rate = int(rate)\n",
" rows.append((time, sIP, sPort, dIP, dPort, rate))\n",
"\n",
" rates = pd.DataFrame(rows, columns=['time', 'sIP', 'sPort', 'dIP', 'dPort', 'rate'])\n",
" rates['time'] = (rates['time'] - rates['time'].min()).astype('m8[s]').astype(int)\n",
" timeline = np.arange(rates['time'].max())\n",
" rates = rates.groupby(['sIP', 'sPort', 'dIP', 'dPort', 'time'])['rate'].first().unstack()\n",
" rates = rates.reindex(columns=timeline).fillna(0)\n",
" rates = pd.rolling_mean(rates.T, 5).T\n",
" return rates\n",
"\n",
"rates = get_rates(job)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false,
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x114fe2cd0>"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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zenXkKovvvGPlOw4YEN8NyfLlEPQ5t1uiuUnfscMSJuedl3x7EkkiRGyYvFjX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\ngcQK2MJOAjVRaeCwzkZij7rZnD9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LdOJ8YEFiTyLCIrEBJWKnEE584qjcpgHCUdsUhnZn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R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\nMTEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11480aed0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=figsize)\n",
"\n",
"tasks = [rates.ix[f] for f in flows[sIP == ps]]\n",
"\n",
"ys = []\n",
"for i, sdf in enumerate(tasks):\n",
" time, rate = sdf.reset_index().as_matrix().T\n",
" ys.append(rate)\n",
"plt.stackplot(time, np.vstack(ys), lw=0,\n",
" colors=map(colormap, (np.arange(len(tasks))+1)/len(tasks)), labels=map('worker {}'.format, range(len(tasks))))\n",
"\n",
"xticks, _ = plt.xticks()\n",
"yticks, _ = plt.yticks()\n",
"plt.xticks(xticks, map(int, xticks), fontsize=0.8*fontsize)\n",
"plt.yticks(yticks, ['{}Mbps'.format(int(y) >> 17) for y in yticks], fontsize=0.8*fontsize)\n",
"\n",
"plt.legend(loc='upper left', fontsize=fontsize)\n",
"plt.xlabel('Time (s)', fontsize=fontsize)\n",
"plt.ylabel('Flow Rate', fontsize=fontsize)\n",
"plt.grid(which='both')\n",
"plt.title('PS Bandwidth Utilization', fontsize=1.2*fontsize)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"---"
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