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@cytms
Last active August 29, 2015 13:57
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"\u300c\u6211\u4e5f\u505a\u4e86\u300d\u529f\u80fd\u5206\u6790"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline --no-import-all\n",
"\n",
"from pylab import *\n",
"import prettyplotlib as ppl\n",
"from prettyplotlib import plt\n",
"import numpy as np\n",
"import MySQLdb\n",
"import math\n",
"\n",
"db = MySQLdb.connect(host=\"localhost\", user=\"root\", db=\"cookpad_production\")\n",
"cur = db.cursor()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 1
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u4f7f\u7528\u300c\u6211\u4e5f\u505a\u4e86\u300d\u529f\u80fd\u4eba\u6578\u6bd4\u4f8b"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT COUNT(DISTINCT user_id) FROM dishes\")\n",
"partial_user_count = cur.fetchall()\n",
"\n",
"cur.execute(\"SELECT COUNT(*) FROM users\")\n",
"all_user_count = cur.fetchall()\n",
"\n",
"figure(1, figsize=(5,5))\n",
"pie([partial_user_count[0][0], all_user_count[0][0]-partial_user_count[0][0]], labels=[u'using', u'not using'], autopct='%1.1f%%', startangle=90)\n",
"title(u\"dishes count pie chart\")\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Y4hLUOAo40lCim+kBuiilgBLgQF0RVY1nXgpIdI46RxHhKTVqxxCX6ED55+yp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\nAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x11106fe10>"
]
}
],
"prompt_number": 2
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u7531\u4e0a\u5716\u53ef\u77e5\u4f7f\u7528\u300c\u6211\u4e5f\u505a\u4e86\u300d\u529f\u80fd\u8005\u50c5\u4f54\u5168\u7ad9\u4f7f\u7528\u80053%\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u300c\u6211\u4e5f\u505a\u4e86\u300d\u6b21\u6578\u7d71\u8a08"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT COUNT(user_id) FROM dishes GROUP BY user_id\")\n",
"counter = cur.fetchall()\n",
"\n",
"import math\n",
"counts = []\n",
"\n",
"for c in counter:\n",
" counts.append(math.log(c[0], 2))\n",
"\n",
"fig, ax = plt.subplots(1)\n",
"\n",
"ppl.hist(ax, counts, grid='y')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x11355d2d0>"
]
}
],
"prompt_number": 3
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u4e0a\u5716x\u8ef8\u70ba\u4eba\u6578\uff0cy\u8ef8\u70ba\u4f7f\u7528\u8005\u4f7f\u7528\u529f\u80fd\u6b21\u6578\u7684log\u503c(base 2)\u3002\n",
"ex. \u4f7f\u7528\u6b21\u6578\u70ba 0 \u5230 2^1(\uff1d2) \u6b21\u7684\u4f7f\u7528\u8005\u6578\u91cf\u7d045500\u4eba\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u4f7f\u7528\u300c\u6211\u4e5f\u505a\u4e86\u300d\u529f\u80fd\u8005\u5e74\u9f61\u5206\u5e03"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT users.birthday, users.gender, users.id FROM (SELECT DISTINCT user_id FROM dishes) f JOIN users ON f.user_id=users.id\")\n",
"users = cur.fetchall()\n",
"\n",
"ages = []\n",
"ages_category = []\n",
"\n",
"for i in range(8):\n",
" ages_category.append([])\n",
" \n",
"for date in users:\n",
" if date[0] is not None:\n",
" age = 2013 - date[0].year\n",
" if age < 80: # Some people born before 1900...\n",
" ages.append(age)\n",
" ages_category[age/10].append(date[2])\n",
"\n",
"for i in range(8):\n",
" print str(i) + \"1-\" + str(i+1) + \"0: \" + str(len(ages_category[i]))\n",
" \n",
"fig = plt.figure(figsize=(10, 6))\n",
"ax = fig.add_subplot(111, xlabel=u'range of age', \n",
" ylabel=u'number of user',\n",
" title=u'User Age Statistics (Dishes)')\n",
"ppl.hist(ax, ages, grid='y')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"01-10: 3\n",
"11-20: 102\n",
"21-30: 602\n",
"31-40: 896\n",
"41-50: 301\n",
"51-60: 59\n",
"61-70: 10\n",
"71-80: 1\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Ll2rAgAGSpNzcXC1YsECbNm1yeTgAAABP0+g1Z97e3s5iJkkDBgyQ1dpopwMA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\n/wPoit15JryIWwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x1149b8790>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u7531\u4e0a\u5716\u53ef\u770b\u51fa\u4f7f\u7528\u6536\u85cf\u529f\u80fd\u8005\u4ee530-40\u6b72\u7684\u4eba\u5c45\u591a\uff0c\u518d\u4f86\u662f20-30\u6b72\u6b21\u4e4b\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u4f7f\u7528\u6536\u85cf\u529f\u80fd\u7537\u5973\u6bd4"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"genders_count = {\"male\":0, \"female\":0, None: 0}\n",
"genders_category = {\"male\":[], \"female\":[], None:[]}\n",
"\n",
"for gender in users:\n",
" if gender[1] in (\"male\", \"female\", None):\n",
" genders_count[gender[1]] +=1\n",
" genders_category[gender[1]].append(gender[2])\n",
" \n",
"figure(1, figsize=(6,6))\n",
"pie(genders_count.values(), labels=genders_count.keys(), autopct='%1.1f%%', startangle=90)\n",
"title('Users Making Dishes Gender Analysis')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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qRxFOrMtPCYQsXyVnJrsMm5WuTqdj48aNlJScG2jXaDS2euhrUmio5L+H1rB0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\n",
"text": [
"<matplotlib.figure.Figure at 0x114996090>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u7531\u4e0a\u5716\u53ef\u770b\u51fa\u7ad9\u4e0a\u4f7f\u7528\u6536\u85cf\u529f\u80fd\u8005\u7d04\u4e03\u6210\u4e03\u70ba\u5973\u6027\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u4f7f\u7528\u8005\u4f7f\u7528\u300c\u6211\u4e5f\u505a\u4e86\u300d\u529f\u80fd\u6642\u9593\u5206\u6790"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from datetime import datetime, timedelta\n",
"\n",
"cur.execute(\"SELECT created_at, user_id FROM dishes\")\n",
"use_time = cur.fetchall()\n",
"print use_time[1]\n",
"\n",
"arr = np.zeros(56).reshape((8, 7))\n",
"\n",
"for d in use_time:\n",
" if d[0] is not None:\n",
" dd = d[0] + timedelta(hours=8)\n",
" arr[7-dd.hour/3][dd.weekday()] += 1\n",
"\n",
"fig = plt.figure(figsize=(10, 6))\n",
"ax = fig.add_subplot(111, xlabel=r'Weekday', \n",
" ylabel=r'Time (o\\'lcok)',\n",
" title=r'User Activity Pattern (Recipes)')\n",
"\n",
"ppl.pcolormesh(fig, ax, arr, \n",
" xticklabels=[u'Sun', u'Mon', u'Tue', u'Wed', u'Thur', u'Fri', u'Sat'], \n",
" yticklabels=[u'21-23', u'18-20', u'15-17', u'12-14', u'8-11', u'6-8', u'3-5', u'0-2'])\n",
"fig.savefig('dishes_time.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"(datetime.datetime(2012, 5, 6, 4, 38, 42), 8L)\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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zwpoe9fSIiIiI3S5OTli5rTSnT59m/PjxREZGcu+99/LNN9+Qm5vL8OHD6du3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\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x113599cd0>"
]
}
],
"prompt_number": 8
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u4f7f\u7528\u8005\u4f7f\u7528\u8a72\u529f\u80fd\u6700\u70ba\u983b\u7e41\u6642\u6bb5\u70ba\u661f\u671f\u516d\u665a\u4e0a6\u9ede\u52308\u9ede\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u4f7f\u7528\u8005\u6d3b\u52d5\u9031\u671f\u7d71\u8a08"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"result = {}\n",
"\n",
"for user in use_time:\n",
" if user[1] not in result:\n",
" result[user[1]] = np.zeros(24)\n",
" result[user[1]][(user[0].year-2011)*12+user[0].month-9] += 1\n",
"\n",
"def shift(l):\n",
" counter = 0\n",
" for i in range(24):\n",
" if l[i] == 0:\n",
" counter+=1\n",
" else:\n",
" break \n",
" return np.roll(l, 0-counter)\n",
"\n",
"def lifetime(l):\n",
" counter = 0\n",
" for i in reversed(range(24)):\n",
" if l[i] == 0:\n",
" counter+=1\n",
" else:\n",
" break\n",
" return 24-counter"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(10, 6))\n",
"ax = fig.add_subplot(111, xlabel=u'user lifetime', \n",
" ylabel=u'number of user',\n",
" title=u'Number of User in Different Lifetime Length')\n",
"\n",
"stat = np.zeros(24)\n",
"user_still_alive = 0\n",
"for uid in result.keys():\n",
" if result[uid][-1] == 0:\n",
" stat[lifetime(shift(result[uid]))] += 1\n",
" else:\n",
" user_still_alive += 1\n",
"\n",
"anno = []\n",
"for s in stat:\n",
" anno.append(int(s))\n",
"\n",
"ppl.bar(ax, np.arange(24), stat, annotate=anno)\n",
"fig.savefig('bar_prettyplotlib_default.png')\n",
"\n",
"average_lifetime = 0\n",
"for i in range(24):\n",
" average_lifetime += i*stat[i]\n",
" \n",
"print u'total = ' + str(len(result)) + u' people'\n",
"print u'average lifetime = ' + str(average_lifetime / sum(stat)) + u' months'\n",
"print u'user still alive = ' + str(user_still_alive) + u' people (' + str(float(user_still_alive)/len(result)*100) + u'%)' "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"total = 9523 people\n",
"average lifetime = 1.43839573381 months\n",
"user still alive = 522 people (5.4814659246%)\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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71aVLF40dO9by+QB3sBl8dAEAwKX279+vuLg45eXlmaPiQE3HOxUAABd477335HQ69cMP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\nKhpFREREJKA/ATnCEnvpD7KKAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1147ca990>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u5f9e\u8a3b\u518a\u5230\u73fe\u5728\u66fe\u4f7f\u7528\u904e\u300c\u6536\u85cf\u529f\u80fd\u300d\u7684\u7e3d\u4eba\u6578\u70ba9523\u4eba\u3002\n",
"\u7576\u4f7f\u7528\u8005\u8d85\u904e\u4e00\u500b\u6708\u6c92\u6709\u4f7f\u7528\u6b64\u529f\u80fd\uff0c\u5247\u8996\u8a72\u4f7f\u7528\u8005\u4e0d\u518d\u4f7f\u7528\u3002\n",
"\u81f3\u4eca\u4ecd\u5728\u4f7f\u7528\u6b64\u529f\u80fd\u7684\u4eba\u6578\u70ba522\u4eba\uff0c\u4f54\u6240\u6709\u66fe\u4f7f\u7528\u4eba\u6578\u76845.48%\u3002\n",
"\u5f9e2011.08\u81f32013.08\u517124\u500b\u6708\uff0c\u7d71\u8a08\u767c\u73fe\u5927\u90e8\u5206\u7684\u4f7f\u7528\u8005\u4f7f\u7528\u4e00\u500b\u6708\u5f8c\u5373\u505c\u6b62\u4f7f\u7528\u6b64\u529f\u80fd\u3002\n",
"\u5e73\u5747\u4f7f\u7528\u9031\u671f\u70ba1.44\u500b\u6708\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u6d3b\u52d5\u9031\u671f\u8207\u4f5c\u83dc\u7e3d\u6578\u6563\u4f48\u5716"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from numpy import arange,array,ones,linalg\n",
"import matplotlib.pyplot as mpl_plt\n",
"import brewer2mpl\n",
"\n",
"set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n",
"size = 24"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 11
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(15, 6))\n",
"ax = fig.add_subplot(111, xlabel=u'user lifetime', \n",
" ylabel=u'frequency of making dishes',\n",
" title=u'Different-aged Users Lifetime & Frequency of Making Dishes Diagram')\n",
"\n",
"reg_x = []\n",
"reg_y = []\n",
"for i in range(8):\n",
" lx = []\n",
" ly = []\n",
" for uid in ages_category[i]:\n",
" if uid in result:\n",
" x_val = lifetime(shift(result[uid]))\n",
" y_val = sum(result[uid])\n",
" lx.append(x_val)\n",
" reg_x.append(x_val)\n",
" ly.append(y_val)\n",
" reg_y.append(y_val)\n",
" color = set2[i]\n",
" ax.scatter(np.asarray(lx), np.asarray(ly), label=str(i)+\"1-\"+str(i+1)+\"0\", color=color, alpha=0.5)\n",
"\n",
"x = np.asarray(reg_x)\n",
"y = np.asarray(reg_y)\n",
"A = array([ x, np.ones(len(x))])\n",
"w = linalg.lstsq(A.T,y)[0]\n",
"\n",
"true_intercept = w[1]\n",
"true_slope = w[0]\n",
"\n",
"x = np.linspace(0, 23, size)\n",
"regression_line = true_slope * x + true_intercept\n",
"\n",
"operand = u'' if w[1] < 0 else u'+'\n",
"\n",
"ax.plot(regression_line, label=\"y=\" + \"{0:.2f}\".format(w[0]) + \"x\" + operand + \"{0:.2f}\".format(w[1]) , linewidth=4., color=set2[0])\n",
"ax.legend(loc=2)\n",
"\n",
"fig.savefig('x_lifetime_y_followCount.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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aGmlpacW207dvX0RFRcHX1xdKpRKurq5YuHChXP7OO+9gxowZsLKygiRJHPZJ\nRERERFRBHPb5GA0ZMgQREREAgIiICAwaNOix7LdOnTqYO3cuDh06JA/lLIutrS369u2LuLg4jB8/\n3qyscCKZTp064ZtvvsGSJUvk5cJeOWtr6yL7yszMhLW1dbH7W7FiBbKzsxEdHY2YmBj06tVLfh8x\nKioKOTk56NevH4CSE04iIiIiIioZe/4eo549e2LJkiW4dOkSDh8+jLlz5wIAFi5ciK+//rrYbZyd\nnUssqwiDwQCFQgG1Wl2u+hcvXsSePXswYMAALF26FNu2bZPL7o9n/vz58Pb2xuDBg822d3FxQUJC\nArKzs+WELzY2FoGBgcXu79ixY5g1axbs7OwAAKNGjcLatWtx9+5dnDx5EhcuXICPjw+AgiRSoVAg\nLi4OH330UflPAhERERFRLVZrkr+KvJ9XVbRaLfr06YPZs2ejffv2aNSoEQDg7bffLtd7bCaTCXq9\nHgaDAUII6HQ6SJIElUpVpO4PP/wAFxcXNGvWDOnp6Vi+fDl8fX3l5K+0tvLz8xESEoJZs2bhhRde\nwNChQ/H555/j//6v+HNYXC9c8+bN8Y9//APr16/HjBkzcOTIEcTFxaFPnz7FtuHq6orw8HB4eXlB\no9Hg888/h6OjI+rVq4fp06dj4sSJ8r6WLVsGR0dHTJ48ucxzRkREREREBTjs8zEbPHgw4uLiSuwB\nK014eDjat2+PJUuW4MyZM2jXrp3Ze3Hu7u745ZdfAACpqal45ZVX0LFjRwwZMgR16tTBihUrytXW\n+++/DycnJwQFBUGtVmPlypX48MMPcf369WLjKun9u9WrV+PChQvw8vLCBx98gLVr18qTxpw5cwbu\n7u5y3fnz50OSJPTq1QtdunTBsWPHsH79egAFQ0jr16+P+vXrw8HBAVqtFpaWlnIvIRERERERlU0S\nNfDlqXXr1mHq1KlF1o8ePbrcM1pWlxs3bqBfv374+eefS3z/jR5NTbgPiIiIiIgeRUk5UWnY8/cY\nmUwmfPLJJwgICGDiR0REREREj1WteeevuuXk5KBr165wdnY2mzyFiIiIiIjocWDy95hYWVkhJiam\nusMgIiIiIqJaisM+iYiIiIiIagEmf0RERERERLUAkz8iIiIiIqJagMkfERERERFRLcDkj4iIiIiI\nqBZg8kdERERERFQLMPl7jNLT0/H666/D3d0dfn5++OabbwAAer0e06ZNg5+fH9zc3BAdHV1qO+Wp\nv3LlSnjnTcq+AAAgAElEQVR7e8Pb2xurVq2qkuMhIiIiIqKag8nfA4QQVdb222+/DY1Gg+PHj2Pl\nypVYvHgx4uPjAQCenp5YuXIlHBwcIElSmW2VVj8sLAyRkZGIiIhAREQEDh06hLCwsCo5JiIiIiIi\nqhn4kff/Sc5Ox/HUKzAKExpobfB8YxeoFMpKaz8nJwfff/899u/fD0tLS3Ts2BE9e/bEvn37MHv2\nbIwZMwYAoFSWvU+VSlVq/fDwcAQHB8PR0REAMH78eOzatQtBQUGVdjxERERERFSz1IrkzyQEzt66\njiuZtyFBQqcGTdHMtr5cnq3X4ciNOFhZqKCRVEjLzcSptCvwaeRi1k6GLhe38rJhbaFGQ0vbcvXQ\nFbp69SosLCzQrFkzeZ2bmxtOnTr16Af4gPj4eLi6usrLrq6uiIuLq/T9EBERERFRzVErkr+Ld2/g\nUnoqbNVamITAsZR42KktUU9jBQDI0OfCJAQUUsEoWGuVGjdzs8zaSMpOx+HkSwAAAeAZ2/ro7PhM\nuRPAnJwc2NjYmK2ztrZGdnb2Ix5d8fuytbWVl21sbJCTk1Pp+yEiIiIiopqjVrzzl5B1F9YqNQBA\nIUlQSBLScjPlciuLgrLC9/3yjQbYqDRmbUSnXYWNSg07tRZ11FpczbqNTH1euWOwsrJCVpZ5QpmZ\nmQlra+tSt0tOToa7uzvc3d3h4eHxUPvKzMyElZVVuWMlIiIiIqInT5Unf/Pnz0eXLl0wcOBAed2K\nFSvQr18/DBo0CFOmTEFm5l+J2ObNm9GnTx/4+/vjp59+qpQY6mgskWc0yssmAdhY/JXc1VFbon19\nZ2Tp85Gl18FCUqCL4zNmbRiFSe4ZBAAICQaTqdwxPP300zAYDLh27Zq8LjY2Fq1atSp1OycnJ8TE\nxCAmJgZnz54t175cXFwQGxtbof0QERE96YTBhJzfUpB59Cqyf0mGKd9Q3SERET1WVZ78DR06FNu2\nbTNb5+Pjg/379yMiIgJPP/00Nm/eDKDgXbUDBw5g//792LZtG5YsWQJTBRKskng4NIWlhQqZ+nxk\n6vPQ3LY+nKzrmNV51t4JLzR3R0DTZzHw6XawfqDnr5mNPTJ1eRBCIM+gh5WFCnZqbbljsLKyQp8+\nfbB27Vrk5ubizJkzOHToEAIDAwEAOp0O+fn5Rf69JKXVHzx4MLZv347U1FSkpqYiNDQUQ4YMKXes\nRERET6KcczdgSMsGlBIMGXnIPp1UpbN8ExH93VT5O3+enp5ITEw0W9e1a1f539u3b4+DBw8CACIj\nIxEQEACVSgVnZ2c0bdoU58+fR4cOHR4pBo3SAgFNn0WGLg9KSYKtSlvsu3paCxW0UBXbRscGTaFW\nWiAh6y4cLe3QqWEzWFRwNtBFixZhwYIF6NKlC+rVq4clS5agRYsWAAB/f38kJydDkiQEBwdDkiRE\nRkbCycmp2LZKqx8UFISEhAQMGjQIADB8+HCMHDmyQrESERE9SYRJwJieB8my4KePQq2EKdcAkWeA\nZFn8//cTET1pqn3Cl927dyMgIAAAkJaWhvbt28tljRo1QmpqaqXsRykp5AleHoZCUqB9fWe0r+/8\n0G3UqVMHH330UbFlUVFRFWqrrPohISEICQmpUJtERERPLAmAQoIQApJU8L8QApJFrZj+gIgIQDVP\n+LJx40aoVCqz9wEfVJHPKRAREREVR5IkWLZpAJFjgClbD5Gjh6ZlfUiqyvumLxHR31219fzt2bMH\nR44cwaeffiqvc3R0REpKiryckpIif6j8fomJiVi3bp287OXlBW9v76oNmIiIiGo0laMtbH20MObo\noNCqoLRRV3dIRETldurUKURHR8vLD75aVx7VkvwdPXoUH3/8MXbs2AGN5q+JVfz8/DB79my8/PLL\nSE1NxbVr19CuXbsi2zs7O2Pq1KmPM2QiIiJ6AiisVFBY8R0/Iqp5vL29zTq87u8MK68qT/5mzZqF\n6OhopKeno1u3bpg6dSq2bNkCvV6P8ePHAwA6dOiAxYsXw8XFBf369UNAQACUSiUWLVrEYZ9ERERE\nRESVoMqTv9WrVxdZN2zYsBLrT5o0CZMmTarKkIiIiIiIiGodTnFFRERERERUCzD5IyIiIiIiqgWY\n/BEREREREdUCTP6IiIiIiIhqASZ/j8nOnTvxwgsvoG3btpg/f768Xq/XY9q0afDz84Obm5vZtzuK\nc+7cOYwbNw7e3t7o3Lkzpk+fjps3b5rVWblypTwV7KpVq6rkeIiIiIiIqGZh8vcAIUSVtOvo6IjJ\nkydj6NChRco8PT2xcuVKODg4lPlpi4yMDAQFBSEqKgqHDh2CtbW1WTIZFhaGyMhIREREICIiAocO\nHUJYWFilHw8REREREdUs1fKR978j060k4PefAZMRom5DSG19IVlU3kdge/fuDQC4cOECUlNT5fUq\nlQpjxowBACiVyjLb8fX1NVt+6aWXMHr0aHk5PDwcwcHBcHR0BACMHz8eu3btQlBQ0CMfAxERERER\n1Vy1IvkTwgRx6Rcg5U9AkoBWXlA0evqv8rxs4NdDEBprSCoNxN1U4OJJSG2fN28n+x5Exi1IWmug\nruNDfYC+snsWT58+jVatWsnL8fHxcHV1lZddXV0RFxdXqfskIiIiIqKap3Ykf9d+h0iIhWRlByFM\nwG9HIaztINnaF1TIvgchBCRFwShYSWsNpKeZtWG6lQhx7hAgBAQAyakF0LpLhRPAh0kYSxIbG4uN\nGzdiw4YN8rqcnBzY2trKyzY2NsjJyam0fRIRERERUc1UO975S0sAtDYAAElSAAoFRPp9k6RorQEI\nuVdO6PMBKxvzNi6eArQ2kKzrQLKuA5HyJ5CTUeFQKtLzl5ycDHd3d7i7u8PDw8Os7Nq1a5gwYQLe\nfPNNdOzYUV5vZWWFrKwseTkzMxNWVlYVjpOIiIiIiJ4staLnD9Z1gOzrgOZ/SZDJ9L+Er4BkXQdS\nC3eIy+cgFApIai2k1l3N2zAZIKm0961QAEZDhUOpSM+fk5MTYmJiiqxPSkrCuHHj8Prrr2PQoEFm\nZS4uLoiNjUXbtm0BFPQO3j8slIiIiIiIaqdakfxJrTyBezchcjMBCEiNmkNyaGJWR9G8LUQTF8Cg\nB7TWkBQPTL7i+DRE4iXA0hbQ50PSaAuSynIyGo0wGAwwGo0wGo3Q6XRQKpVQKpXQ6XRyj6BOp0N+\nfj40Gk2x7aSmpmLs2LEYNWoURo4cWaR88ODB2L59uzwxTGhoqDyhDBERERER1V61I/lTaYDnBkLK\nvgcolICVXbE9cJLaElBbFt9Gq06ASgOkXQfqOUJy84KkLP/p27BhAz766CN5OSIiAlOmTMGUKVPg\n7++P5ORkSJKE4OBgSJKEyMhIODk5FWnnyy+/RGJiItatW4d169YVxCZJOHv2LAAgKCgICQkJco/g\n8OHDi00SiYiIiIiodqkVyR+Agp68wgleHmp7BaQWHYAWHR5q+6lTp2Lq1KnFlkVFRZW7ncKEsTQh\nISEICQmpUHxERERERPRkqx0TvhAREREREdVyTP6IiIiIiIhqASZ/REREREREtQCTPyIiIiIiolqA\nyR8REREREVEtwOSPiIiIiIioFmDyR0REREREVAsw+SMiIiIiIqoFmPwRERERERHVAkz+HhOdTocF\nCxbAz88PHh4eGDx4MI4ePQoA0Ov1mDZtGvz8/ODm5obo6OhS24qPj8cLL7wALy8veHp6IigoCGfO\nnDGrs3LlSnh7e8Pb2xurVq2qsuMiIiIiIqKagcnfA4QQVdKu0WiEk5MTdu7cibNnz2LGjBmYMWMG\nkpKSAACenp5YuXIlHBwcIElSqW05Ojriww8/xKlTp3D69GkEBARg+vTpcnlYWBgiIyMRERGBiIgI\nHDp0CGFhYVVyXEREREREVDNYVHcAfxe37ubi9/hbMJkE6tpp0LZVA1goKy83trS0xJQpU+Tl7t27\nw9nZGX/88QeaNGmCMWPGAACUSmWZbdna2sLW1hYAYDAYoFAo0KBBA7k8PDwcwcHBcHR0BACMHz8e\nu3btQlBQUKUdDxERERER1Sy1IvkTQuDS1btIuZUFSZLQ6ul6aORgI5fn5Rvw63/ToFEroVIpcDcj\nHxcv30bbVg3M2snO1SMjKx9atQXq2mnK7KErza1bt3D16lW4uLg8dBuenp7Izc1Fw4YNERoaKq+P\nj4+Hq6urvOzq6oq4uLiH3g8REREREdV8tWLY57XkDCSkZkClUkKplPDbpVvIzNbJ5dm5egghoFAU\nJHNajRLpWflmbdy6m4sT55JwIf4Wzvyegj8u337oIaJ6vR5z5szBkCFD0Lx584c+rjNnzuDMmTPo\n378/ZsyYIa/PycmRewYBwMbGBjk5OQ+9HyIiIiIiqvlqRfKXdjsHWnVBJ6ckSVAogPTMPLlcq7EA\nIMnJnN5ghJXGvFP04p+3odVYwNpSBWsrFVJuZiMnz1DhWEwmE9544w1oNBosXLiwzPrJyclwd3eH\nu7s7PDw8ipRbWlpizpw5uHr1KmJjYwEAVlZWyMrKkutkZmbCysqqwrESEREREdGTo1YM+7S2UiH7\njh4adcH7dCZTYcL3v3JLFVo8VReXE9OhkAC1SonWLg5mbZiEgOr+dwAlwGg0VSgOIQTefPNN3Llz\nB1u3bi3X+31OTk6IiYkptY7RaITJZIKlpSUAwMXFBbGxsWjbti0AIDY2Fq1atapQrERERERE9GSp\nFclfq2b1cC8zH7l5BkAAjRpYw6GupVmd5s510MTRBgaDCVqNhTwEtJBjfSskpmbBUqOE3mCCRq2E\ntaWqQnEsWrQIf/75J7Zv3w61Wm1WptPp5J5HnU6H/Px8aDSaYts5fvw46tWrh1atWiE3Nxdr1qxB\n8+bN0axZMwDA4MGDsX37dvj6+gIAQkND5QlliIiIiIiodqoVyZ9KpcRz7Z2QnauHQiHBSmtR7GQt\napUSalXxvXGtmtlDZaFA2p1c1LNTw625PZQVmA00KSkJu3btgkajQdeuXeX1S5cuxYABA+Dv74/k\n5GRIkoTg4GBIkoTIyEg4OTkVaSsjIwNLly5FSkoKrK2t4eXlhY0bN8rlQUFBSEhIwKBBgwAAw4cP\nx8iRI8sdKxERERERPXlqRfIHAAqFBFtrddkVS9m+xVP10OKpeg+1fZMmTeR38ooTFRVV7rb8/f3h\n7+9fap2QkBCEhISUu00iIiIiInqyVfmEL/Pnz0eXLl0wcOBAeV16ejrGjRuHvn37Yvz48cjIyJDL\nNm/ejD59+sDf3x8//fRTVYdHRERERERUK1R58jd06FBs27bNbN2WLVvQpUsXHDx4EM899xy2bNkC\noOD7dAcOHMD+/fuxbds2LFmyBCZTxSZVISIiIiIioqKqPPnz9PSEnZ2d2bqoqCgMGTIEADBkyBD8\n+OOPAIDIyEgEBARApVLB2dkZTZs2xfnz56s6RCIiIiIioidetXzn7/bt23BwKPiUgoODA27fvg0A\nSEtLQ6NGjeR6jRo1QmpqanWESERERERE9ESp9o+8S5JU7Myb95cTERERERHRo6mW2T7r16+Pmzdv\nokGDBkhLS4O9vT0AwNHRESkpKXK9lJQUODo6Ftk+MTER69atk5e9vLzg7e1d9YETERERERFVg1On\nTiE6OlpeTkxMrHAb1ZL8+fn5Ye/evZgwYQLCw8PRq1cvef3s2bPx8ssvIzU1FdeuXUO7du2KbO/s\n7IypU6c+7rCJiIiIiIiqhbe3t1mH1/2dYeVV5cnfrFmzEB0djfT0dHTr1g3Tpk3DhAkTMGPGDOze\nvRtNmjTBmjVrAAAuLi7o168fAgICoFQqsWjRIg77JCIiIiIiqgRVnvytXr262PWhoaHFrp80aRIm\nTZpUhRERERERERHVPtU+4UttMmfOHPj4+MDDwwM9e/bExo0bAQB6vR7Tpk2Dn58f3NzczMbylmX9\n+vVwc3PDiRMnzNavXLlS7hpetWpVpR4HERERERHVPEz+HiCEqLK2J06ciMjISJw9exZbt27Fzp07\ncezYMQBAx44dsXLlSjg4OJR7qOv169dx8OBBNGzY0Gx9WFgYIiMjERERgYiICBw6dAhhYWGVfjxE\nRERERFRzMPn7H/2tbGQcvoKMqCvIPpsMYTBV+j5atmwJjUYjLyuVStjb20OlUmHs2LHo2LEjlEpl\nudt7++23MWfOHFhYmI/eDQ8PR3BwMBwdHeHo6Ijx48dj7969lXYcRERERERU81TLbJ+PmxACef+9\nBf2NTECSoHVzgLqRrVxuyjMgNyYF0CqhUClgvJuL3D/SYNWukVk7xmwdjPfyoNCqoKynfajJaBYv\nXozw8HDodDr885//RJs2bR7qmL799ltoNBp069atSFl8fDxcXV3lZVdXV8TFxT3UfoiIiIiI6MlQ\nK3r+8q/ehe76PUhqJWAhIffXVBgz8+VyU7YOAgKSoiCZk7QWMKbnmbWhv5mNrJ+vI/dCKrLPJCL3\nQtpDDRFdvHgxYmJisH37dqxZswbnz5+vcBtZWVlYs2YN3nzzzWLLc3JyYGv7V3JrY2ODnJycCu+H\niIiIiIieHLUi+TOkZUOyLOjklCQJUACGu38ld5LGAhBCTuaE3giFpcqsjbyLNyFZWkBhrYbCWg19\nSiZMOfqHikeSJHh7e8Pf3x/ffPNNqXWTk5Ph7u4Od3d3eHh4ACiY5GXQoEFwcnIqdhsrKytkZWXJ\ny5mZmbCysnqoWImIiIiI6MlQK4Z9KqzVMGVlA9r/vU9nElBY/nXoShs1NC71kX/5DoQkQVIrYfms\n+SQqwiggqe/LlSUAxkd7L9BgMKBu3bql1nFyckJMTIzZupMnTyIlJQVffPEFAODOnTuYMWMGXn31\nVbzyyitwcXFBbGws2rZtCwCIjY1Fq1atHilWIiIiIiKq2WpF8qdt5YDs9Dy5p07V2BYWDuY9Ydpn\n7KF2toPQm6CwVMlDQAupGtlAl3gPkqUFhN4ESV3QC1hed+7cwYkTJ9CjRw9oNBocP34c3333HbZv\n3w4A0Ol0cs+jTqdDfn6+2eQw9wsNDYXRaARQ8D7jsGHDMH/+fPj6+gIABg8ejO3bt8vLoaGhGDNm\nTLljJSIiIiKiJ0+tSP4UaiVsujSFKVsHKCQorFTFTtaiUFsAJeRzWlcHSCoF9GnZsKingfYfDSAp\nKzZqNiwsDIsXL4YQAk8//TTee+89tGvXDgDg7++P5ORkSJKE4OBgSJKEyMjIYod2PthbqFAoYGdn\nB0tLSwBAUFAQEhISMGjQIADA8OHDMXLkyArFSkRERERET5ZakfwBgKSQoLQtvietvNtrXepD61L/\noba3t7fHjh07SiyPiop62NCK3TYkJAQhISEP3SYRERERET1ZasWEL0RERERERLVdhZI/o9FoNosk\nERERERER1QxlJn+zZs1CVlYWcnJyMHDgQPTr1w9bt259HLERERERERFRJSkz+YuPj4eNjQ1+/PFH\n+Pr6IioqChEREY8jNiIiIiIiIqokZSZ/RqMRer0eP/74I3r06AGVSlXWJkRERERERPQ3U2byN3Lk\nSPj5+SEnJwedOnVCYmIibG1tH0dsREREREREVEnK/NTDmDFjzD4Q3qRJE3z22WdVGhQRERERERFV\nrjJ7/m7evIkFCxYgODgYAHD58mXs3bu3ygMjIiIiIiKiylNm8jdv3jz4+PggLS0NANCsWTN8+umn\nVR4YUU0ihEByWhZO/JqM07/dQEZWfnWHRERERERkpszk7+7du+jfvz+USiUAQKVSyf9OD+fq1ato\n27YtQkJCAAB6vR7Tpk2Dn58f3NzcEB0dXer2iYmJcHNzg7u7u/zPxo0bzeqsXLkS3t7e8Pb2xqpV\nq6rsWKjAjVvZ+D3+FkwmE/J0Bpy+kILcPH11h0VEREREJCvznT9ra2vcvXtXXj537twTPeGLEAKS\nJFXpPt5++220a9fObD+enp4YO3Yspk+fXu79nz17tti6YWFhiIyMlD/JMX78eDg7OyMoKKhyDoCK\nSErNhKXWApIkQamUIPRG3ErPw1ONODsuEREREf09lJn8zZ07F6+99hoSEhIQFBSEO3fuYO3atY8j\ntscqPT8BV+4dgkkYYaNuBJc6PaFUqCt9P/v374ednR1cXFxw7do1AAW9qYWT6lSkV9VkMhVbPzw8\nHMHBwXB0dARQkPzt2rWLyV8VUqmUyMnVQ6H43/UQElQWZXasExERERE9NmUmf88++yx27NiBK1eu\nAACaN29e4771J4QJ1zNP4nZeHCQo0NSuC+prW8jlOmMW4tMPQqWwgYVCgSzdDVzNOIYWdXuatZNr\nSEe2Pg1qpQ1sVY0r3EOYlZWFtWvX4rPPPsOuXbse+bh69OgBSZLQpUsXvPHGG6hXrx4AID4+Hq6u\nrnI9V1dXxMXFPfL+qGSuzerh1PkUZOcWDPWsY6NBQ3urao6KiIiIiOgvZSZ/AHD+/HkkJSXBaDTi\njz/+AAAMHjy4SgOrTDdyziMt53doLepACBMup0fCsn5dWKnqAyhI6oQwQSEV9NSolTbI0qWatZGe\nfx1xd78DAAgIOFi2QnO77hVKANesWYPhw4fD0dHxkYaW2tvbY/fu3fjHP/6Bu3fvYsmSJZgzZw4+\n/vhjAEBOTo7Z0FwbGxvk5OQ89P6obJZaFbq4O+FuRh6UCgXs62ihUFTt8GEiIiIiooooM/mbM2eO\nPMHI/UMMa1Lyl553BWplQTIkSQpIUCBTlyInf2qlNQT+et/PYMqH1qKuWRtXM45BrbSTE8TbuZfR\n2Nodlg/UK8nFixdx8uRJ+TMZQohybZecnIyAgID/xS7h7NmzsLKyQps2bQAA9evXx8KFC+Hj44Oc\nnBxYWVnBysoKWVlZchuZmZmwsmIvVFVTq5RwrG9d3WEQERERERWrzOTv999/x4EDB6p8EpSqpLWo\nh9y8q1ArCxIgASM0yr96xiwt6sHZphOSss5AkhSwUFjimTrdzdoQwgil4q/hrpIEmET5Z3OMjo5G\nUlISevToAQDIzs6GyWTC5cuXsWfPnhK3c3JyQkxMTLn2YTKZAAAuLi6IjY1F27ZtAQCxsbFo1apV\nuWMlIiIiIqInT5nJX8uWLZGWliZPHlITNbV9Dln6NOQZMgAA9bUtUUfzlFkdJxt3NLByg9Gkg1pp\nA4VkPpGKvaYF0nL/gEZpB4PIg4XCqkjvYGlGjhyJAQMGACjo9fv444+RlJSEJUuWAAB0Op3cG6jT\n6ZCfnw+NRlNsW+fPn4eNjQ2efvpp3Lt3D++88w68vb1hY2MDoKBXdvv27fD19QUAhIaGyhPKEBER\nERFR7VRi8jdp0iQABT1UAQEBaNeuHdTqv2a/3LRpU9VHV0ksFFo8W38o8gzpkCQltMo6xfZkqhSW\nUCksi23jKbvnoFRokJ5/BbYWjdHMriuUUvknvtFqtdBqtfKytbU1tFqtPEmLv78/kpOTIUkSgoOD\nIUkSIiMj4eTkVKSthIQErF69Gnfu3IG1tTV8fHywevVquTwoKAgJCQkYNGgQAGD48OEYOXJkuWMl\nIiIiIqInT4nJ37hx44pdX1OHfyokpfyO38Nu72zrCWdbz0qJZ8qUKWbLUVFR5d42ICBAfg+wJCEh\nIfJH5ImobHmGe9AZs6CxsDMbFk5ERET0pCgx+fP29gZQ0POn1WqhVCrx559/4sqVK/JwQiKiJ0Fa\nzkVcyzgGoOCPW8/U8UN9yxalb0RERERUw5T5FepRo0ZBp9MhNTUVr7zyCvbt24d58+Y9jtiIiKqc\nUehxPeM4NMo60FrUgUZpi6sZR8o9Iy8RERFRTVFm8ieEgKWlJb7//nu8+OKLWLt2LT8YTkRPDJNJ\nD0h/DWmXJAUEBEwwVHNkRERERJWrzOQPAGJiYvD111+je/fuAMr/jToior87C4UWGqUt9KZcAIDO\nmAMri/oVmtCJiIiIqCYo81MPCxYswObNm9GrVy+0bNkS169fl98HfFSbN29GREQEFAoFWrVqheXL\nlyMnJwczZ85EcnIymjRpgjVr1sDOzq5S9kdE9CBJUsCt3gD8ee8Qcg3psFM3RvM63ao7LCIiIqJK\nV2by5+XlBS8vL3m5adOmeOuttx55x4mJidi1axe+/fZbqNVqzJgxA/v370dcXBy6dOmCV199FVu2\nbMGWLVswZ86cR94fEVFJVEoruNqXPoMuERERUU1XYvL3zjvv4K233pK/9/egR/3On42NDSwsLJCb\nmwuFQoG8vDw0bNgQmzdvxs6dOwEAQ4YMwejRo5n8ERERERERPaISk7/AwEAAJX/v71HVrVsX48eP\nR/fu3aHVauHj44OuXbvi9u3bcHBwAAA4ODjg9u3bVbJ/IiIiIiKi2qTE5K9t27YAUGnv9z3o+vXr\n+PTTTxEVFQVbW1tMnz4d+/btM6sjSVKN/ag8ERERERHR30mJyd/AgQNL3fDrr79+pB1fuHAB7u7u\nqFevHgCgd+/eOHfuHBwcHHDz5k00aNAAaWlpsLe3L7JtYmIi1q1bJy97eXlVWZJamUaPHo1ff/0V\nSqUSANCoUSN8++230Ol0mDNnDi5cuIDk5GR89tlnZu9ZFic3NxcrVqzAd999B4PBADc3N3m4LACs\nXLkSX331FQBg+PDhHDpLRERERFSDnTp1CtHR0fJyYmJihdsoMfnbuHEjAODzzz8HUDAMVAjxyElf\noWeeeQYbNmxAXl4eNBoNTpw4gXbt2sHS0hJ79+7FhAkTEB4ejl69ehXZ1tnZGVOnTq2UOIoQAqjC\n3saFCxdi2LBhZuskSYKnpyfGjh2L6dOnl6u385///CeEEPj2229Rt25dXLx4US4LCwtDZGQkIiIi\nAADjx4+Hs7MzgoKCKvdgiIiIiIjosfD29jbr8Lq/M6y8Skz+nJ2dAQA///yz2XBMNzc3DB48GCEh\nIRXe2f3c3NwQGBiIoUOHQqFQoHXr1hgxYgSys7MxY8YM7N69W/7Uw2ORHw/ciwBgAFRPAXVeABSa\nSgJRgsAAACAASURBVN9Ncd9IVKlUGDNmDADIvYKluXz5Mg4dOoSjR4/C2toaANC6dWu5PDw8HMHB\nwXB0dARQkPzt2rWLyR8RERERUS1W5qcehBA4c+YMPD09AQC//PJLpX3k/dVXX8Wrr75qtq5u3boI\nDQ2tlPZlwgRk/QDkXgAkBWDbF9D+P3t3HiV3Vef//3k/S+1Vvac7nQ2SQEIIETAkDgJRvsgyKJsy\nMjMKsphREAQP4YxsroCKOCAKGj3CjDrD1zkRiDIjfCEM4/BDYkIYFGgMJCTpdJLet1o/9fnc3x+V\nrqTTaSpLfbq6O+/HOX3oqur+3Hc3ne561b33ffeEJdx+6P13MOKgwuBshf7/gOqLh18n3wXOdjCr\nwJ55SDOE3/ve97jvvvs4+uijuemmm0ou79yfP/3pTzQ3N/P973+fJ598koaGBq6//nrOPvtsAN5+\n+23mzZtX/Ph58+axcePGgx5HCCGEEEIIMXmUDH933303X/7ylxkcHAQgHo9zzz33+F5YWaVegtQ6\nMGsLQbB3FdTVgV2YGSPfCXigds+6GQlwtg2/RvZt6P2/u5eFaggtgsQFBxUAV6xYwdy5c7Ftm6ee\neorPfe5zPPnkk8yYMeOgvpydO3eyceNGzjnnHP7nf/6HDRs2sHz5cubOncvs2bNJpVLE4/Hix8di\nMVKp1EGNIYQQQgghhJhcSoa/hQsX8pvf/Ib+/n4AEomE70WVXeYtMKoK7yujEPJy2/aEPzMB6D37\n/bw0WA3Dr9H/VOEaQwEx8zpETwOr7oDLWLRoUfH9iy66iN/+9re88MILfOpTnxr1c9ra2jj//MLh\n00opXnnlFUKhEJZlce2112IYBqeccgpLly7lxRdfZPbs2UQikWJYBxgYGCASiRxwnUIIIYQQQojJ\np2T4GzIhQ98Qqx6yLaB2z4ZpF8zq4Y9HPwzJ/wIMMGJQdcE+F3FBBfa6rUDn/K0baG5uZsOGDcPu\nG1rSOdry27lz59LS0lI8rqOlpYVjjz3W30KFEEIIIYQQ45pR6QLGRPwjhf18bk/hLbwQgnOGf0zs\ng9BwI9T9A9R/vrCvb2/BBeB2F2YHvWQhIFr1B1zCwMAAv//978lms+TzeVavXs369es5/fTTAcjl\ncmSz2RHv788pp5xCc3MzP/7xj8nn86xfv561a9dy2mmnAYVZxUceeYRdu3axa9cuHn30US6++OJR\nryeEEEIIIYSY/A545m9CM8JQ99lCwxZlFfb+7W+vnhEtvO1P/CNghApLSO1ZED8XlH3AJTiOwwMP\nPMCmTZswTZM5c+bw0EMPMWvWLADOPfdc2traUEpx9dVXo5Tiueeeo7m5ecS1LMvioYce4vbbb+cn\nP/kJ06ZN4zvf+Q5HH300AJdddhnbtm3jggsKs5eXXnopn/zkJw+4ViGEEEIIIcTkUzL8Pf300yPO\nnYvH4xx77LHU1R34freKU9aePX6H9PkmxD5UeDsEtbW1xUPX92fNmjUHdb25c+fy2GOPjfr4ihUr\nDvs4DiGEEEIIIcTkUTL8rVq1ildffbV4oODatWtZsGABra2tXHfddVx00UW+FymEEEIIIYQQ4vCU\nDH/5fJ7/+I//oL6+sL+ts7OTW265hV/96ld86lOfkvAnhBBCCCGEEBNAyYYvO3bsKAY/gLq6Onbs\n2EFNTQ22feB73oQQQgghhBBCVE7Jmb+lS5eyfPlyzjvvPLTWPPPMMyxZsmTEQeJCCCGEEEIIIcav\nkuHvzjvv5JlnnmH9+vUopbjooos455xzUErx85//fCxqFEIIIYQQQghxmEqGP8MwOPfcczn33HPH\noh4hJixPu2TdfgxlETBiI7rkCiGEEEIIUUkHdNTDfffdR2dnJ1prAJRSvPLKK74XJ8REkfeytHSv\nJuP2o/GoCx3D0YllEgCFEEIIIcS4UTL83Xvvvfz4xz9mzpw5Y1GPEBPStoE/kHUHCZqFfbCd6beo\nDc6hOjSjwpUJIYQQQghRULLbZ319vQQ/IUpI57uxjHDxtsIk6/ZXsCIhhBBCCCGGKxn+Fi5cyI03\n3shvf/tbnn76aZ5++mmeeeaZsahtUnrqqac477zzOOmkk/jIRz7C+vXrcRyHG264gTPPPJP58+ez\ndu3a97zG6tWrOemkk4pvJ554IvPnz+eNN94ofsy9997L0qVLWbp0Kd/97nf9/rKOeNXBWeTcAQC0\n1mhcYoHGClclhBBCCCHEHiWXfQ4ODhIKhXjxxReH3X/22Wf7VlQlaa1926f14osvct9993H//fez\naNEi2tvbi/soFy9ezBVXXMEXv/jFkuNfcMEFXHDBBcXbjz/+OA8//DALFiwA4LHHHuO5555j9erV\nAFx11VVMnz6dyy67zJevS0BT9H1k3UG6s5tQKGYnPkzUri/9iUIIIYQQQoyRkuHvW9/61ljUUXFO\nqovUrhbQHmaoimjTApRR8ttzUB588EGuu+46Fi1aBMCUKVOKj11++eUAmKZ50Nf99a9/zYUXXli8\n/cQTT3D11VfT2FiYebrqqqv41a9+JeHPR4YyObrqDI7mjEqXIoQQQgghxH6Nmm5WrlzJ8uXL+cY3\nvjHiMaUUt99+u6+FlZPWmkznO+QGdwGKcP1cAvE9wcvLZ0ju+DPKCqKUjZvuJdX+F6JNC4Zdx82l\nyGf7Ma0QZqjqoGYIXdflz3/+M2eeeSZnn3022WyWs846i1tuuYVgMHjIX9v27dtZv379sJD+9ttv\nM2/evOLtefPmsXHjxkMeQwghhBBCCDHxjRr+5s6dC8Dxxx8/LOT4uSzSL9merWT6WjEDEbTWpHa9\njhmIYAZjQCHUgUapwhZIZYfIZ/qGXcNJdpHc+Se0BoXGjjcRmTL/gL8XnZ2d5PN5nnnmGf71X/8V\n0zS59tpreeihh7jpppsO+Wt74oknWLx4MdOmTSvel0qliMfjxduxWIxUKnXIYwghhBBCCCEmvlHD\n35lnngnAKaecwowZw9vVv/baa/5WVWZOqhPDDgGFWUutDPKZ3mL4M6wg6D3BVrsOZiA67Brpjr+g\nrBDG7oDoDLTj1czCDEQOqIZQqDD+pz71KerrC3vBrrzySh5++OH3DH9tbW2cf/75xdr3PV/xySef\n5POf//yw+yKRCIODg8XbAwMDRCIHVqcQQgghhBBicirZ7fOGG25g586dxdtr167l1ltv9bWocjMD\nUXCdPXdojbLCwx4P1R6NzmfwnAxKGUSmzB92Da294swgAAq0dg+4hqqqKpqamg669ubmZjZs2MCG\nDRtGBL/169fT0dHBOeecM+z+uXPn0tLSUrzd0tLCsccee9BjCyGEEEIIISaPkuHva1/7Gtdeey0d\nHR288MILfPOb3+QnP/nJWNRWNqG6OSgzgOek8XJp7PgU7Ejt8I+pnUVi1l8Rn7GY+KylxZnCIXas\nAc9JobXGc3MYZgDTPrjZtEsuuYRf/OIXdHd309fXx6OPPsqHP/xhAHK5HNlsdsT77+WJJ57gnHPO\nGTGrd9FFF/HII4+wa9cudu3axaOPPsrFF198ULUKIYQQQgghJpeS7SwXLVrE7bffzlVXXUUwGOSR\nRx6hrq5uLGorG8O0ic88BS+XAmVg2OH97tUzrAAQ2O81wvVzUYZNPtmJClcTqT8GZRxcZ85rr72W\nnp4ezjnnHILBIOeddx6f+9znADj33HNpa2tDKcXVV1+NUornnnuO5ubm/V4rm83yu9/9jgcffHDE\nY5dddhnbtm0rHgdx6aWX8slPfvKgahVCCCGEEEJMLqOGv6FQMiSTyRCPx7ntttsA+NGPfuRvZWWm\nlFHc43eonx+uOxrqjj7ka1iWxVe+8hW+8pWvjHhszZo1B3WtYDDIH//4x1EfX7FiBStWrDjoGoUQ\nQgghhBCT06jh78orrxzLOoQQQgghhBBC+GjU8Ld06dKxrEMIIYQQQgghhI9K7vnbsGED3/zmN9m0\naRO5XA7XdYlEIiM6TwohhBBCCCGEGL9Kdvv8xje+wX333cesWbN47bXXuOuuu/i7v/u7sahNCCGE\nEEIIIUSZlAx/AEcddRSu62KaJh//+Mf5/e9/73ddQgghhBBCCCHKqOSyz3A4TC6XY/78+XznO9+h\noaEBrfVY1CaEEEIIIYQQokxKzvx9+9vfxvM87rzzTsLhMDt37tzv2XJCCCGEEEIIIcavkjN/06dP\nByAUCnH99df7XpAQQgghhBBCiPIrGf7WrFnD97//fbZv304+nwdAKVWWbp/9/f3cfvvtbNy4EaUU\n99xzD7NmzeKmm26ira2NadOmcf/995NIJA57LCGEEEIIIYQ4kpVc9nn33XfzrW99i5dffpkNGzaw\nYcOGsh3zcNddd3HGGWfwn//5n6xevZrZs2ezcuVKTj31VJ5++mk+8IEPsHLlyrKMVWknnXTSsLcF\nCxbwzW9+EwDHcbjhhhs488wzmT9/PmvXri15vWeffZbzzz+fk08+mfPPP59nn3122OP33nsvS5cu\nZenSpXz3u9/15WsSQgghhBBCTBwlw19TUxPHHHMMhnFAjUEP2MDAAOvWreMTn/gEAJZlEY/HWbNm\nDRdffDEAF1988YhQ4ze/mtkMBecNGzbw4osvEgwGOffcc4uPL168mHvvvZf6+nqUUu95ra6uLm6+\n+Wb+8R//kVdeeYVbbrmFm2++me7ubgAee+wxnnvuOVavXs3q1at5/vnneeyxx3z5uoQQQgghhBAT\nQ8llnzfffDOf/exnWbp0KbZtA4Vln1deeeVhDdza2kptbS1f/vKXaWlp4fjjj+fWW2+lq6uL+vp6\nAOrr6+nq6jqscQ5Uf38/ra2teJ5HNBpl5syZmKbpy1hPP/009fX1LF68GADbtrn88ssBDmjMLVu2\nEIlEOP300wFYtmwZ4XCYbdu2UVtbyxNPPMHVV19NY2MjAFdddRW/+tWvuOyyy3z5eoQQQgghhBDj\nX8nw98ADDxCNRslmsziOU7aB8/k8b7zxBnfccQeLFi3irrvuGrHEUym131mw1tbWYR1HlyxZwtKl\nS0cdS2vNjh076OnpQSlFc3Mz1dXVxcdzuRxbtmzBtm1M0ySZTLJ9+3Zmzpw57DrZbJZkMkkgECAa\njZacoRvN448/zoUXXnhInwswf/58TNPk+eef54wzzuD5558nGAwyb948AN5+++3i+wDz5s1j48aN\nhzyeEEIIIYQQorJefvnlYdvDWltbD/oaJcNfR0cHjzzyyEFfuJSmpiYaGxtZtGgRAOeccw4rV66k\nvr6ejo4OGhoaaG9vp7a2dsTnTp8+/aA6j3Z0dNDZ2UkwGERrzdatWwkGg4TDYaAQ6oBimLNtm2Qy\nOewa/f39bNmypbgstLq6mhkzZhx0ANy+fTvr1q3jnnvuOajP21skEuHrX/86N910E47jYNs2Dzzw\nAKFQCIBUKkU8Hi9+fCwWI5VKHfJ4Qgghhhv6W3CoLwIKIYQQB2uon8eQQzl+r+RGvjPOOIPf//73\nB33hUhoaGpg6dSqbN28G4KWXXmLu3Ll8+MMf5vHHHwfgiSee4Kyzzjrssfr7+wkEAsCe2cS9w51t\n22iti3/M8/l88eOHbN++Hdu2CQaDBINB+vr6yOVyB13Lk08+yfvf/36mTZt2QB/f1tZWbBJz8skn\nA/D6669zxx138Mtf/pLXX3+dn//859x22220tLQAhXA4ODhYvMbAwACRSOSgaxVCCDGc1pp0Swf9\nazYxsGYTmXe6fdsrLoQQQpRbyZm/f/u3f+NnP/sZtm1jWYUPL9dRD3fccQc333wzjuMwc+ZM7rnn\nHlzX5cYbb2TVqlXFox4OVzAYJJvNFuvXWg8Ld6FQiKamJnbu3IlSCsuymDFjxrBraK1HNL3xPO+g\na3nyySf5h3/4hwP++ObmZjZs2DDsvpdeeokTTzyR448/HoATTjiB973vfbz00kvMnz+fuXPn0tLS\nwgknnABAS0sLxx577EHXKoQQYjhn+wC5Lb0YsQBaa7Jvd2HGg9hTopUuTQghhCipZPjbN3iU0/z5\n81m1atWI+x999NGyjjN16lRSqVRxpq66unrYskiAKVOmUFtbi+u62LY9IuhVVVXR3d2Nbdu4rotl\nWQSDwYOq45VXXqG9vX1Yl88huVyu+OpxLpcjm82Oev358+fz05/+lJaWFubPn88bb7zBunXr+Pu/\n/3sALrroIh555BHOOOMMoPD9HGooI4QQ4tDlu5OoYKExl1IKbRvku1MS/oQQQkwIJcPfZGBZFscc\ncwzZbBbDMAgEAvvdp2FZVnF2cF/Nzc2Ypkl/fz/hcJjm5uaDPv7iiSee4Oyzz97vEsxzzz2XtrY2\nlFJcffXVKKV47rnnaG5uHvGxp512Gtdccw1f+MIX6Orqoq6ujs9//vOceuqpAFx22WVs27aNCy64\nAIBLL72UT37ykwdVqxBCiJGMeBDdnkLZu+/Ia8xY4D0/RwghhBgvjojwB2AYRrHBy6FQStHU1ERT\nU9MhX+PrX//6qI+tWbPmoK51zTXXcM0114z6+IoVK1ixYsVBXVMIIcR7C86qId+Vxu3JoNDYU6LY\n0xKVLksIIYQ4IKOGv23bto3Y9yaEEEIcyZShiL6/GZ3Jg1KooCkdP4UQQkwYo65b/OIXvwgge8WE\nEEKIvSilMMI2RsiS4CeEEGJCGXXmz3VdHn74Yd59910eeeSRYa2slVJceeWVY1KgEEIIIYQQQojD\nN+rM3/e+9z1M08TzPJLJJMlkklQqVXxfCCGEEEIIIcTEMerM35w5c5gzZw7z5s1j2bJlY1mTEEII\nIYQQQogyK9nt86STTuLuu+9m3bp1ACxZsoTrrrtuxDl5QgghhBBCCCHGr5IH1d16663EYjEeeOAB\n7r//fqLRKF/+8pfHojYhhBBCCCGEEGVScuZv69at/OAHPyjevv7664uHh483oVCIT3/605UuQ1RY\nKBSqdAlCCCGEEEKMOyXDXygUYt26dSxevBiAdevWHdZh6X76yU9+UukShBBCCCGEEGJcKhn+vva1\nr3HLLbcwODgIQCKR4Nvf/rbvhQkx0eS9LEmnHaVMYnYjhjIrXZIQQogKS+d7yLr9BM0qwlZ1pcsR\nQhzhSoa/4447jt/85jcMDAwASKMXIfYj6w7wRtfjOF4GgHigiXk150sAFEKII9jO5J/YOvASAAo4\nuupD1IePrWxRQogjWsmGL0Pi8bgEPyFGsXXgJTQQtqoJW9UM5HbSm91S6bKEEEJUiOs5bBt4mdDu\nGb+gWcW7/f+D1l6lSxNCHMEOOPwJIUbnuClMZRdvKwzybqaCFQkhhKgkTzsopVBKAez+r0Yj4U8I\nUTkS/oQog/rwPLJuP1prPO0CmkRwWqXLEkIIUSGWESZkJsi5aQBybpKo3YChSu64EUII35QMf5dc\ncgm//OUv6evrG4t6hJiQGsLzmRU/FdCYymZ+7ccIWVWVLksIIUSFKKWYV/tREoEmPO1SHZzJMdXn\nVLosIcQRruTLT9/73vf49a9/zSc+8QkWLlzIJZdcwmmnnVZcxiCEKPyRb4yeQGP0hEqXIoQQYpyw\njTDH1EjgE0KMHyVn/o466ii+9KUv8fTTT/PRj36UW2+9lQ996EN8//vfp7e3dyxqFEIIIYQQQghx\nmA5o4XlLSwurVq3iv//7vznnnHP46Ec/yvr167niiit48skn/a5RiAlDay2z4kIIIYQQYlwqGf4u\nueQSYrEYl156KStWrCAQCABw4okn8sorr/heoBATgedp3tzcRXtXCgUcM6uWaY2xSpclhBBCCCFE\nUcnw98ADDzBjxoz9PvbDH/6w7AUJMRG9u72XnR1JwiELrTVvvNNJPGqTiAUrXZoQQgghhBDAAez5\n+/d//3f6+/uLt/v6+vinf/onX4sSYqLp7MkQDJhAofmLYUDfYLbCVQkhhBBCCLFHyfD3wgsvkEgk\nirerqqp44YUXfC1KiIkmFg3g5Pcc3Ot5EA7KWU5CCCGEEGL8KBn+PM8jm90zg5HJZHAcx9eihJho\njplVQzhokc7kSWfyTG+MU1cdrnRZQgghhBBCFJWcmvjYxz7GFVdcwcc//nEAVq1axYUXXuh7YUJM\nJLZlsOSEqWSyeQxDEZJZPyGEEEIIMc6UfIa6fPly5s2bx0svvYRSiuuuu47TTz99LGoTYkIxDEUk\nbFe6DF9ordm6o5/27hTRcIBjZlZj26Zv43me5t3tvXT1ZUhEA8yZWYNlllyoIIQQQggh3sMBTU8s\nW7aMZcuW+V2LEGKcentrL++29RMOmgymkvT2Z1j6vqmYhj+B7PV3OmnvShEMmGxPDtI/mGPxwiY5\nQ1EIIYQQ4jCUDH9PP/009913H52dnWitgUI3QznjT4gjR1vHIJGQiVKKYMAkncmTSueJRwNlH0tr\nTUd3inCo8OspFLQYSOXIOi6hgCynFUIIIYQ4VCWfSd177738+Mc/Zs6cOWNRjxBiHDL2M+Hm7ySc\nQmtdnOnTGgyZ9RNCCCGEOCwl12zV19dL8BPiCHfsrFpS6UIn02Taob4mTNSn/Y1KKebOqC6Ml82T\nTDlMa4wR8HGPoRBCCCHEkaDkzN/ChQu58cYbOeuss7DtwpM9pRRnn32278UJIcaHxvooHwjbdPel\niYRs6mvCvu6/m9mcIB4L0D+YJRq25dgMIYQQQogyKBn+BgcHCYVCvPjii8PuL1f4c12Xj3/84zQ1\nNfGjH/2I3t5ebrrpJtra2pg2bRr333//sEPmhRCVEY8GfNnjN5qaRIiaRGjMxhNCCCGEmOxKhr9v\nfetbvhbwL//yL8yZM4dkMgnAypUrOfXUU/nsZz/LypUrWblyJTfffLOvNQghhBBCCCHEZFdyz9+m\nTZu44oorOP/88wFoaWnhoYceKsvgO3fu5IUXXuDSSy8t3rdmzRouvvhiAC6++GKeffbZsowlhBBC\nCCGEEEeykuHvjjvu4Etf+lJxv9+8efN46qmnyjL43XffzS233IKx11lhXV1d1NfXA4VmM11dXWUZ\nSwghhBBCCCGOZCXDXzqd5n3ve1/xtlIKyzr8s7aef/556urqWLBgQfH8wH0ppeRQZzFhaNfD7c/i\nDuZG/ZkWQgghhBCiUkqmuNraWrZs2VK8/bvf/Y6GhobDHnjDhg2sWbOGF154gVwux+DgICtWrKCu\nro6Ojg4aGhpob2+ntrZ2xOe2trby4IMPFm8vWbKEpUuXHnZNQhwqL+eSXNuKl3YAsBujhE9okhcv\nhBBCCCFEWbz88susXbu2eLu1tfWgr6F0iSmKrVu3cscdd7BhwwYSiQTTp0/nu9/9LtOnTz/4ikex\ndu1afvazn/GjH/2I73znO1RXV7N8+XJWrlxJf3//iIYvDz74INdff33ZxhficKX+tIt8exIVKpxF\n5w3miJzcjN0QrXBlQlSIlwbtgBEDVXKRiRBCCCEO0qFkopIzfzNnzuSf//mfSaVSeJ5HLBY75AIP\nxPLly7nxxhtZtWpV8agHIcY7L5WDwF5PcA2Fl85XriAhKkVrGHweUn8ADLDqoOZTYMhZjUIIIUSl\nlQx/P/jBD/Z7/xe+8IWyFbFkyRKWLFkCQHV1NY8++mjZri3EWLCmRMlu7EZF7cJ+Pw1WjZxRJ45A\nTisk/z8wa0EpcHth4P9B1QWVrkwIIYQ44pUMf+FwuLhvKZPJ8F//9V/MmTPH98KEmEiCR9Wgsy7O\njkEwILyoETMerHRZQow9twtQheAHoKKQ31nRkoQQQghRUDL8XX311cNuX3PNNVx11VW+FSTERKSU\nIjy/gfD8w2+GJMSEZk0F5RWWfyoFXh+EFle6KiGEEEJwAEc97CuVSrFr1y4/ahFCCDHR2Y0Q/yjo\nwULwC86F2IcqXZUQQgghOICZv4997GPF9z3Po6uri+uuu87XooQQQkxgkZMgfCKgpdOnEEIIMY6U\nDH8PP/zwng+2LOrq6rBt29eihBBClE8y18nm/ufJezmqgzOZmTgVQ5n+DqoUIOdcCiGEEONJyfC3\n79EOyWRy2O3q6uryViSEEKJsHC/Nmz2rsY0QpmHTkXkLUBxVdVqlSxNCCCHEGCsZ/i655BLa2tqo\nqqoCoK+vj+bmZqDQ5OK5557zt0IhhBCHLO10o7WLoQq/7kNmgr7s1gpXJYQQQohKKBn+Tj31VD7y\nkY+wbNkyAF544QWeffZZvvGNb/henBBCiMNjGsOPHHE9B9uUA9eFEEKII1HJnfivvvpqMfgBLFu2\njA0bNvhalBBCjCVXO2wbeJmW7t+wfWAdnnYrXVLZRKw6GsLzyeT7yOT7cHGYXfXhSpclhBBCiAoo\nOfM3ZcoUHnroIS644AK01vz2t7+lsbFxLGoTQgjfaa3Z2PM0g84ubCPMgNNOOt/D3JqPVLq0slBK\nMStxGlMiC3B1jrBVg2WEKl2WEEIIISqgZPi77777+OEPf8gXvvAFABYvXsx9993ne2FCCDEW8jrD\nQG4nISsBQMiM05vbiqfzxX1yE51SiohdV+kyhBBCCFFhJZ/Z1NTUcPvtt5NKpYhEImNRkxBCjBmF\nMexAAq118REhhBBCiMmk5J6/V155hb/+67/mvPPOA6ClpYWvfvWrftclhBBjwjKCTIkcTzrfS9Yd\nJOP20hw9yf9z8CYxnffIbusjs7kbN5nzfTwv55Ld0ktmcw9e2vF9PCGEEBOD1pp0Pkcq7//foomi\n5Mzf3XffzU9/+lOuvfZaAObPn88f//hH3wsTQoixMiP+ARKBaaTcbmJWA4ngtEqXNGHpvMfgy9vw\nkg4YkH27m+gp07Cq/ekw6uVcBl/ais66YEBuUzexv5qJEbF9GU8IIUTlaa1J5nP05dL7ecsU3+/N\npXE8l3NnLODio06sdNnjwgFtaBk612+Iacor4kJUWjqTp3cgQ8A2qa0KoZQsUzxUSimqQzOpZuaY\njKe1pncgSyabJxELEg1PnqDidKXwkjmMaAAA7Xpk/tJFbMl0X8bLbe+HnIcRLXwPvZxL5p1uWeXJ\n7gAAIABJREFUIidIYzIhhJhoPK0ZdDLFANe7n3DXv/uxvPYO+Lp9uYyPVU8sJcNfc3Mz69evByCX\ny/Hzn/+cOXPm+F6YEGJ0fQNZ1r2+E61Bo6mrDnPS/CkSACeIlk3dtLYP7N5VqFg0r54ptdEKV1Um\nnga918+hUoX7fBvPQytd3KGpVOE+IYQQ44ervWJoG22WbijYeZT/b0ZfLl32a05UJcPfV7/6Ve66\n6y527drFGWecwQc/+EHuvPPOsahNCDGKNzd3EQiYmEbhKW93b5regSw1CWnhP96lMw5tHYPF2T6t\nNS2buv0Nf1pDfhfoNFiNYPjXvMuqC6MCBl42jzINdMYleKJ/nUYDUxNkN/Xg9md3Jz9NYFa1b+MJ\nIYTYw/HcYaGutxji9oS73lyaQSfjQ6Q7MLZhlm5ycgR5z/CXz+e566675GgHIcYZN+9hDJvkU7hu\npX6tioPhenpYH1GlFJ6fM1VaQ/9TkHkVUKACUHM52P4sizQCFrEPzCDzTjc65xJYUIXd4F+wVUET\nFbJwWvtBa6z6KEYk4Nt4QghxJMi5+RGBbt9Zur5cmmQFG6kETYuqQJjqQJiqQJhEIETV7ver7DDV\nwcL7YdOWlVF7ec/wZ1kWbW1t5HI5AgH5YyrEeDGtMc7GrT1EQhZ5V2NbBomY/BudCCIhm2DQIpfz\nsG1FJuvS5GM4Ir8LMv9L3oijtYupFEb/b6DuGt+GNMI2kYVjs+fOaRtAp/MEZ1YBoDN5spu6Cc9v\nGJPxJyPtengpB2UZGJNoP6oQRzqtNZm9Qt3+lmAOBb2MW7nOyRHLpsoOU7U7vO0JdCGqghGqdoe8\nkCm/nw5FyWWf06dP52//9m8588wzCYcL3dqUUlx55ZW+FyeE2L9ZzQmUUuzoGCQcNJk/u5aALY2Y\nJgLDUJyysImWzd0k0w6zpkaZPcPHZYo6zaDTQV/+XRSglEVDeM6BdfuaALxMHsy9XtG1DLx0vnIF\nTXBe2mFwbSs654KG4KxqQvPqK12WEOI9aK1JFTtfZujNpfY7S9eXS5Pz3IrVGbOChRBXDHWhQsgL\n7JmlS9ghAuZk+Qs1PpX87s6aNYuZM2cWfrBSqbGoSQhRglKKWc0JZjUnKl2KOAQB22TRsWMzM5XC\nZtDpxlJhwEJ5g+zMZ/Gn9+bYsxoiZDf1oD0NqjDzZ8+LVbqsCSv9ejtoXTwqI7ulF3tqDFP2Ewsx\n5gqdL7MljzM42M6X5aRQxO3gsAA3FOiqAqFi0EvYISxDXqQeD0YNfytWrODee+8lFovxmc98ZgxL\nEkIIUS6Ohu3OAhrT72CSJMUU+htmTJ7wVx0mcmITmY1d4GlCxzUQaIpXuqwJy0s7qH1WEXhZF3nK\nJkT5uNpjIDfyOIP+vcJcby5Nv5PB05XZz28otTvE7V5qaYeGLcEcCnoxO4ippJ3KRDJq+Hv99dfZ\ntWsXq1at4qKLLhrxeHW1dFMTQojxLpCLku0L0GaejKFMst4gte1xaC79uROF3RjDbpTZvnIw6yI4\nbQMYYQvtaZRSmLKfWIgDkt+r82Xve8zSDThZdIV6X1rK2BPgAmESgb1m6YZCnR0magcxpEnKpDRq\n+Lvsssv4zGc+w7Zt27jkkkuGPaaU4rnnnvO9OCGEEIfHzgWZNfhXtFW/Sp4sVXoazf0LK12WGKfC\n8+rB9ch3psBQhE+eKk1fxBGv0PkyQ98oe+l6dwe8ZD5bsRqDhrU7wO1piLK/t4glnS+PdKOGv8sv\nv5zLL7+cO++8k69//etjWZMQQogyMSI2sXwD85LnoZRCZ1ysunClyxLjlDINIic0VboMIcZEJu+U\nnKXry6VJV7DzZdi09xPiQsOOOKgKhAlZ8iKNODAlG75I8BNCjLWU08XanT8m4/ZgGVFOmXI1VaEZ\nlS5rQjLCNpFFjaT/3I7WYCSChI+fUumyhBDCF4XOl86oxxn0FvfWZch6lesMHLWCVAVCwwLc8HBX\nmMGTzpei3OQnSggx7ry88yGy7gCWEcH1svxh5w/5PzO/jmXI3qNDYTfGsabEQIMyZLmPEGLi8bQm\n6WTpc9L0ZofP0vXvM3tXuc6XEC82Rhm5BHPvw8il86WoFAl/QohxJe85pPO9BMxCAw/TCJBzB0nl\nu0gEpla4uolLKVV4ZjIGnJ40mTfaIa+xp8cJzq6VPSZCiP3ytMfA7uMM9oS63W9Ohr7s7n12Trpy\nnS9RJEbdR7dnCWY8EJLOl2Lck/AnhBhXDExMZeF5eQzDQnuFV3BDhrTvnwi8lENq3XZUyAITsm93\ng2kQOqqm0qUJIcaQ63n0OXvN0A0Fu933DQW98dD5MrGfPXR7v8Wk86WYRCT8CSFK0p4mu6kbZ9cg\nZsQmtGAKRtCfXx+GYbCo/u/Z0PEv4KbRwHE1FxKwpJX/RJDvTYPWe5aXRm3yOwZAwp8YB7TrkflL\nF/nuFGYiSHh+w4hzDcV7czx3+B667FCg22sJZjbNYAU7XwYM8z1n6YaCXsQKyKoEccSR8CeEKCnz\nVie51j5U2MLpzZB/uZX4B2eiTH+Wt0yNLaImdCdJp52wXUvEqvVlHFF+yjYZ9iK+46GisldTjA/p\n13bhdCVRIYt8e4rBwe3EPjBDAgCQcR1G63a55/4UqXzlOl+Gip0vR5upK+yzC5mW/D8VYhQS/oQQ\nJTk7BzEihTbSKmDipR28ZA4zEfJlPK01bHMJdYcxEho92/MtaIrysuojWFOi5DtSoAphMDy/odJl\nldVgbhc7kq+ilEFz9GQidl2lSxIHQHsapyu159zCkImXdNBZt7BMeRLSWpN2nWGdLofe3/cw8qxb\nyc6XgZKzdIlAmKB0vhTisMm/IiFEScpUaG+vpXwa8DGMpV9vx9kxgAqa5HvS5HvSRE+ZJq/kTgBK\nKSInTsXtz4KrMeOBSbWsbjDXwRvdT2IbEUDzevZxFtZ9grBVXenSRCkKlCoEIqVU4UUmrWECdsDV\nWpPMZ4uzdL2jzNL15TI4nluRGhUQs0PDjjNI7BXu9u58aUvnSyHGTMXC344dO7jlllvo7u5GKcXf\n/M3fcPnll9Pb28tNN91EW1sb06ZN4/777yeRSFSqTCEOWL4vg9PWj7JMArOqMAKT57WV0HENpDbs\nKGzK12BPSxRnAstNa42zc4C01qT7MgQCFtG+zKR+dX6yUUphVfkzK1xp7ak/Yxuh4rEjnpunM93C\njPgHfBtzMNdBZ+YtLBWkMboQ2wj7NtZkppQiNK+e9BvthZXJGoKzazEC4yd47N35cmSY2xPy+nMZ\n3AodZ7D/zpcjO2Em7BCmISs2hBhvKvZMyrIsbr31Vo477jiSySSXXHIJH/zgB1m1ahWnnnoqn/3s\nZ1m5ciUrV67k5ptvrlSZQhyQfE+a5B+3g6VQHuTa+on91cxx9aTicNgNUWIfnInbn8UIWpg1IV9n\n4XoHcvRlchimwUDKIWso4qoy3eCE2JuhLLy9nnRrNAb+vBACMJDbSUv3akwVxMOlM/MWC+s+gWVM\nznDtt8D0KsyqEO5AFiMSwKoem+/jiM6Xo+yp689lKtr5crTjDKr3CnmFzpcS6oSYqCoW/hoaGmho\nKOwDiUajzJkzh127drFmzRp+8YtfAHDxxRfz6U9/WsKfGPeyb3ejQmZxX5qXdMh3DBKYVlXhyspH\nOy5exgEFfkfanSGT6jTgafCgO2QxTSnfxxWilKmxE+nKvkPW7UdrsIwgUyLH+Tbe9sF12GYUUxUC\nZjrfS092Cw3heb6NOdmZ8SBmPFiWa+3b+XLP7NyezpdDxxlUij2s82Vo1OMMotL5UogjwrhYQ9Xa\n2sqbb77JokWL6Orqor6+HoD6+nq6uroqXJ0QB2Jyz0rldgyQfm0nmAo8cBoGiZzY5NsThWRtGBW3\nsVMu+ZBJvy2vMovxIWjGOaHuUrozbwMGdeG5Pi/D3Pd3izw5HwsH1vkyTSqfq1iNIdMa9TiD6kCk\nuBQzZNoS6oQQRRUPf8lkkhtuuIHbbruNWGz4OV5KKfmFJSaEwNw6Un/cjrY1uB4qYGI1TJ5z6bJ/\n6URF9zyByHcm8ZIOZqz8LfyVUkxrjNH+l06sjIOjLeqm1BDwuWmI25/BTTmY0UDZZgXE5BQwozRF\n3zcmY02LLubNnt9gGUE87RIwQtQEZ43J2JPNvp0v991Dt/d9lex8GbECw5ZZJkYsvSy8SedLIcSh\nqOhvDsdxuOGGG7jgggs466yzAKirq6Ojo4OGhgba29uprR15vldraysPPvhg8faSJUtYunTpmNUt\nxL7smjDRpdPJtfZj2AaBWdWTZr8fgPYYudbT82+2c1pflvjmPlxPYxoQDQdQ86f4Nl5mUzfZjV1D\nrQAJL5hCYMbkWbIrJq54cCoLai+iM92CaQRoiiyS/X772Lfz5cjul3vur1TnS4C4HXzP4wyG3qTz\npRBiNC+//DJr164t3m5tbT3oa1Qs/Gmtue2225gzZw6f+cxnivefeeaZPP744yxfvpwnnniiGAr3\nNn36dK6//voxrFaI0qyq0KTtcBiYniC7uRtCFjgeRsTG8GHWD8DzPDIbdmDHbYLKwNMeube7cd8/\nDdOHw8J13iP7Tjdu0MR1NaZpkHmrE3t6wteVB8m0Qy7nEgnbBCfRCwVQ+P3uDWTRrsaMB1GWLNs9\nHLHAFGIB/178GK9Kdb4cCnmV7HyphnW+HB7k9p6pk86XQohyWLp06bAJr70nww5UxcLf+vXrWb16\nNfPmzeOiiy4C4Etf+hLLly/nxhtvZNWqVcWjHoQQlRWcW4sRNHHak6iITfiYuj1n/pWbN3T0VuGJ\nkqEMPOWhHX+e3GnXI5nO09m9Z+/OlGiAuKcLexx9sLm1l3e29YEqHDF20nGN1CQmxwsHWmvS/7sT\npz1ZOFctYBJbOgNDjukQu7meR78z2izdnnA3kMvgVWg/tbm782V1iVm6uHS+FEJMMBX7a7x48WJa\nWlr2+9ijjz46tsUIId6TUgprSgyCJkbY9vXQbsMysGrD5LtTEDRROY0RtjASPs00mor2rENIa7Rl\noByPnbk8jT6F20w2zzvb+giHTJRSeJ7mzxs7Of39030Zb6zlu1I4uwZRQauQ4l1N5s12Iic1V7o0\n4bPhnS/3HDK+78zdoJOtWIusQufL0scZRKwghvQcEEJMQvJSrBCiJKd9kL7fbUS7urAnblEjscX+\nhZWq845h4L/fxWlPYU0JEl92NIZPS6ZcD3qmxajryWJl8jhVIXpqgniexvRh5s/JeyhFcUmpYShy\nTuX2IZWbl82T702js7u/JstASbfWCS3r5vd7nEH/Pkswk+Oo8+XQUsx9m6SEpfOlEOIIJ+FPiDLx\nPA8vlcewjDFZ4ua6LulsFwE7RsCO+DpW/5rNaKUwQiae9ki/tovQ3HrfDkg2AhaJM+egHRdlm/4t\nMQUCtkEwHKDbNgnYJrmcSzRkY5r+BJZwyMK2DPJ5D8syyGZdaifRXlGFwht0UOHCvwGddfF8WrK7\nt7yXBTSmCsqT+wOgtd7vcQZDSzB7s2n6ncJjGdepWJ0RKzDsfLrEiBm7PccZjFfa02Pyu0wIIQ6E\nhD8hysDL5Ol96i3c/gxoCM6pI3b6TN9mq5KpLl5857tk9SAozVHhMzhh7t/4MhaAzuaL3UsLe/Bc\n3MGsb+EvP5Altb4N8i4oRfjEqdh1/gRcpRTvP76RP2/sJJXJU50IcfycOl/GArBMg8ULm/jzxk6y\nOZf6mjDH+Tje2NOYDWG8ZB60xqwLo4L+LRPWWrOl/3/oSL+FUopEoJm51WdjqMnVROdAFTpf5t7z\nbLqht5x0vvRdvidNasMO8DwwTSLvn4o1Sfb3CiEmJgl/QpTBwItb8PqzGCEbz/PIvt2FPSNOeLY/\nT+rXbVqJo1MEVAQPj83p/2Jq94nU1x7ry3hmdQi3JwMBA+3pwh7AGv8Otk5t2AEGqLCN9jTpV3dg\nfeholE+zccGAxfuPb/Ll2vsTCdksOWHqmI0HhVCgdWGZqZ/MqhBmyMaqjRT2NKYcAlP8O/OyJ7uZ\n9vSbhK1qAPpy29mZ/F+aYyf7NmYleFoz6GTe4ziDPWfV5Sve+fK999QdKZ0vtacLv8tsA2WYaNcj\n9coO4suOktlpIUTFSPgTogzyXSlcJw/p3cujTIXbnYHZ/oyX8rowHRvP230QcQAGUm2+hb/QB2fS\n8as/oXoKM3H2qdN9OXYBCk+YyLnFZYPKUHhao3MuKjz5nzD6ob0ryRubuvA8TSIW5H3zpmD7dPyC\nGQsSXtRE5s0OtAZ7apzgnJHntZZL0unAVHuW/NkqzKDT7tt45eZqb9gB46PN0vVXtPOl2s9B49L5\nshTtuOB5qN2zl8o00Ll84YxUnzoJCyFEKRL+hCgDZZvorIthF/bEkXExfApHAJFsDf2qDUuF8PAg\nr0lY/s0kbfnDVrzqECpooT0PvbGbmuObCPrwNSpDoUIWOu+hLAPteijDQE2ys/DGSjqb508bOwkF\nC91FB5I53tzUxaJjG3wbM9AUJ9AU9+36e4vZjezQr6J1YabR8VLEAwvHZOz34njusFDXWwxx+xxn\n4GTGVefL7r7NaK+LqBkgYHiY3gD/Z+6nqY/XV6jKiUvZJpi7f4eZBjrvQcAsnO8ihBAVIuFPiDIw\nG8LscNcxEN0OWtE0cAI1Ef8aEByXvJD1wV+QtfsAmNG9lMRM/7pvegO5Qut+QBkGWruk+jK+hD8A\n+4RGtjz7Dm7WwbBMpi07yrcln5WQcrp4p+9ZHC9DzJrC7OozsYygP2OlHbTWxWVmwYBJ30DWl7Eq\noTo4i+boyexMvgYKasNzaIz4F/6yeYeOzbvoau2kXzmk6y0Go2rEzF0lO18Ghzpf2mGqg+G9DiHf\nc99onS837PoL7V0Bsk4eUCRqAliBJCDh72ApQxF5fzOpV3bg5fKogEnk5Kmy5FMIUVES/oQog3cD\nf6F9Sis2cbT22Bx7lQQLaKLal/EGnSAzt1+GF3ZReQOVhZyh8C1uhix0Nl+Y4fQ8QBGM+zez+dqW\nHlIzYgQsk7zr0dHaxwcbYr7vVxsLrpejpee3GMrCNsIMODt5p/c55tX+tS/jhXaH9qEAmHNc4j7O\nSo81pRTT46fs3uOnMdTB/1krdL4ceZzBvkswe3PpPZ0vh4bp2f02BiKWTZUdpiq4z346e3e4233/\n4XS+jAZqaajfhUkU0OS8fgLm2MziTkZWIkR82VHgFpZ6SvATQlSahD8hymBHeAee55C1NoE2gASd\nRgdNHO3PeFVBanZ1YndlURh0NVaTNhRRX0aD6ac0kXvx5wQCbeh8mEzDBUTi/nSs8zzNYDpXDC2W\nYZLJumRzLuExOELDb1l3gGw6Q2Z7Hu14GBEbPX2nb+NFwzbHHlXLxi09KCAYtFg4d3LN4rS/00Xn\nhh2gNYl59UxfVFgCrbUmVex8mWH/TVIK91Wy82XMCg4Lb1WBUCHk7X4/3OEQ3pHB9ixCsxuwa/07\n2uXoqmW0dP+GrDuARjM9vpSI5d+ezSOBUgosCX1CiPFh4j+TEmIcMAIO/UYnJmFQmrxux7b9++cV\nSHfQHuwjGA2gyZPMtWPrWYBPHTjX/wvh6s3ofAyCg0TT/0a+Zy5WTVXZh1IKTMPA8zSGoXZ3qdTY\nk+SgcOXaDGzrwciHMUyT/GCKga0u+Nj8c+bUBFMbYuRdj1DAnPCzD4XOl1n6cmm27+hk259aSUZc\nkkaeZNu75JIGKTNf8c6XQ8cZDC2z3DvQDQW9hB3Ceo/jDHLbeklv6kNFCp1vU+vaiH1wpm8Nl2wj\nzMK6T5Dzkpgq4NtyZCGEEJUh4U+IMphSXUX/jgA6nwYFwWCMqph/S+uOdVvZ3FlNPGWSNyDR1EvC\nGwDKH8YAjMA2krZDLtaKkbdJZEPktmzCqjmp7GMppVg4t453XtxCMOXgBC1mL5mO5eOePy+Tp/+/\n38XtSWPVR4ifPgsj4M+vx1yfQVXHPAZr3gQHDMOkesv7YakvwwGQHuzhnU3PkHOTNCTmM+3oD/h2\nBuXhcLXHQG7kcQb9+y7BdNJ4eq82Kfv2rsnvfvOBoRRxbZPwbOLapioQpr65vhjmhoJeuTpf5toG\nUeHde/MUaAX57rRv4Q9AKYOgLPUUQohJScKfEGXg9ljEe6cUmpJohZfM4jZa4NPxZv2bE9QnFR4a\n24VIW4LMgCbs02q+ZLifTLgfww3iBNMMhPqIh/w7qDi8pY9jAhb5SADT1QTe7UM3xX2ZsfI8j97f\ntuAN5tABg9zWXvr+M0fNhceVfSwAM2DSsGMqdd315K0sdiaEtv37XjrZNK+99Us0HqYKsKX7RVzP\n4ahjlvk25r7yo3S+3Pc4gwEni65Q70tLGXvCmx0uHm1QFQgNm7mL2kGUBi+ZAwVGNODrTKoRsnBT\nuT3dbrWWzrdCCCEOmYQ/Icog8PYsjMgmtJtBKwjl6vB2xEfOSJTLYID++E4Ga3ZhOgHqds2mb7tL\n2J8thmxxG5mh+8HIgILuTB3hZn+Wg2mtcTpTWNFA8ReUm8yhsy7Khz1/XsrB6U/TXb2ZVKCHaLaO\nmq6j8HJ5X2b/wraBkTDptP9CLpAkajYwNeZP0AQY7GvD8TKErAQAQTNBe/8bHMXhh7+cmx8R4PZt\nlNKbS5PMV667aNCwdh9nEBn18PGqQJiINbLz5agUmPGxWQ4ZmldP/uVteMlCoxmzNoLd4NfuXiGE\nEJOdhD8hysBI2czYtIRMbADlKULJKmj0bzagN7adzulvYDkhPCNPOtHF0dq/ox6cfDVbOxcRtDK4\nns2gZTBd+XeUhVJ7ulNqrUFr/87GMhTb6taRjHRjeTaDoXbSRh8N1sm+DOdpzZbmP5I2BzBdi8G6\nt9COoonjfRnPMG2U2jObVpgBfO9f/Zm8MyzE9e4zSzfUJCU91PmyAsJmYclllRUi0usSyZnEtE2N\nEaDpuOnU1lYVOl9a/v2cjgUjZBE/dSZufxYMhVkdmvB7NoUQQlSOhD8hykAZBj1179I140+Y+QBT\nN51K1Mfla12NW1CeSSbSh+GZuG6eHquLaT6N19S5gM1NL9IdyGC4JvWdcwhof/YEKaUwj65i4+tP\n0R9qJZpr4NjZ52P4tNTNNRzSVX0EUoVmOQHXIlnfidYeUP59cb26l8HIINF0GG2A6VrsqNpW9nGG\nxGumkWidQffgZhxtkDEDTJn6Yf7Qvpm+7Mi9dH3ZNFnPpw1zByBqBQtLLUeZoRtaihkwC3++Mu90\nk+3sxogWQp52XKwui8j0hG819mVb2dS3BoXJ3OqziAUafRsLCoeFW3X+dfgUQghx5JDwJ0QZdNX/\nme31/4+hCZbB+jYS5mzwKY7l7BTpqp0Y2qQwqEZr/2YD3EAOpUzsfAiFgRtwOITj1A7Ya9v/lV1T\nX8dwTbqNrfR3tXGacxu2Xf5ZHEMpjJiNFQyjHRdtK7QN4M/30zIscmELMxhEuRrXUrjGoc+geVqT\ndLKF4Da01DI7fIaud8CmX88iryg0Qtn2Rtm+ngOhgLi975LLPbeHgl4i8N6dL/fLUKi9fva1Bnxs\nZtOX2caLO+5n6OdjR/JVTp92s+8BUAghhCgHCX9ClEFP80sYaQPDKzxxde0cPdVrAZ/2cmmjsPSr\nOLmofIoqBZ2NmwkPVhWfZKdj/eSCSUI+HGLvOFk6Qm8WvpeGh6kt+oM7SHbvpLpxRtnHs4MRGiLz\naU++jmHbeDg0xxdjmv7MNFZFaqkKzqAn1wKWC9rm2NpzRnycpz0Gdh9nUFx+OTRT5+y9BDODeyDH\nGfjwA2KgSOwOcUMBLpozCO/IUhWKkMAm7tkkAhGqPlD+/3cAgWlxspu6cduTaDRGJEBwdo0vYwG8\n1fOf7P3vzcPlnd7neN+Uv/NtTCGEEKJcJPwJUQ6Og/I0ancaU57GdfxrcmHlw8S6mnGDaZRngmug\nqv2Lf8o20SbgUehwaBmFjXk+yZs5tJlHowCN4Rng43ltc+efR9WOWSQHd5FITKO28VjfxvK0pqom\nTnt3mEFH46kIr2cGeHXjy8NC3njofJkIhKh+j0YpMTuIsc/PQW7HAOntuzB27wnVSvu2XRMKy4SV\nodCeLu4TVT4O6OosGacHtXt20fNcXJ3zbTwhhBCinCT8CVEGjX8+ji0L/oDrAoaH4ZnUvtIMR/kz\nXrBrNqnmV9GeAjzsXBQ70OTPYED94GxaQ6+gd6e/eLaBsOHP7IplBbBVmLTqxdAWKI2BRbCm1pfx\nAAzDwHOayQ9U4Ubih3QGnuO5I2fpnD2NUvp33zdY7HzZvOeTe3eU5wspwfYUUcckqm2apjeMWIJZ\nXex8eejHF9j1ETJBEy+TL4SynEvwOL/a3kJuez/a8bCbCueqeNk8mXe6iSz0Zxlm3J7GdrUe5e1+\nMUJBIuDXblshhBCivCT8CVEGja0nYOfC7Dj6NQw3wJw3TsMK+XdIsp2PgvLIhwZRnkm0rxHTx31O\ngVwc18qQC6YxXAs7dVRZDrDeP01DfAH9HVvJWP3Y+TDVtbMwLf++vlfXvE1uYzcAPbTRcUIjC089\nCoCM67C/M+mGNUrJpUnlKzf7E9rd+bJ6n710VYEwqscl+0o7NY5FwFW4AQMvYLHgI4t8qUXZJrG/\nmkF2c08hlDUnsGvDvowFoF0PzD1BVRmqcJ9PgmaMsFnz/7d358F1V/fdx9/nt9xdiyXLkm0hmxgw\nW1gagsMWiiGE1GMXPHbaPvCEmDQbTWgxfSgJk3kSOs3WPkxbZxInpWVoyNMsQEgZaNpgCNQZHojD\nYgcMhCW2ZVu7ZUl3//1+5/lDtuJFwjboZ8m+n9eMZ+690r3fc+Wjo9/3nnO+h1I4CBjS3gx8N773\nJyIiMpmU/IlMgjDyaBroAAfcwCc9MoOBRHwl5oOWzSQCh4yJiCKXYq6PVNgHxLOvarv/K1KlBhLV\nHI512Z3pJJ/vp75+zqGffMQMud4mCt4u0kEK1/VI7srihUmYpG141lqKe5K6nqFhXuriQMpAAAAe\n3UlEQVTZQqm5SskNGfED8sM7+MEvN7G7WqQcTmXly8S4lS73naVrSKTHKl+Op9oQ8JsX8gRmNwUv\nwCllaHjXrHgb7jlUGtOEQYifjfeoBb+tjvIbu7DVEPbMNCZOaIgtXkQIxozN9lXC/GiRmRjZICIc\nqWAcg1MX76HytSAqB0SFKk7Kw0kf20eBiIgcKSV/IpMgn+3nNxc8QOiGAKQK9czedG1s8aKG7ZyQ\nK4/uhUtE7K7bQSUYiS1eyctTqOvB7ilnmqhkiIJSPMEsVHotu9pfJ0oEmMghuWPG6H7DQz3VWvJB\neb9ZusFxZul2V4pUo/B3Txxv1V5Mbw/ADxwyBCQJyFaSVCuNXPyeBQdVvvSPtPLlOFzfwSzcQt+u\nTRBZPD/J/AXXTcK7GF8URbz2s9eo9uQxQFfSZf6HTiFTl4olnptNkF3UTvm1AYgsiTNa8ZviOxbB\ncxLMTJ5MIewHDHWJOTgmnuJAMJqojDzdiS2PfgjhzcySOadNCeDbVO3LU3jud8us06e2xPphgYjI\ndKPkT2QSbDn7UUIbkQkyRFhKmd2MzH0WuCiWeLOyI1jrEToWCGm0OYYqTwOXxBIvcPJEpkrKWgIM\n5cQIUSWe6Y5qUGVb63/jl7KYPXVeemZuYtvuLkyQ2SeJK4yzFPMwK1/GYG/ly/r9ZuUOLpTileHX\n39tIyang+FWiSpJMMsWiOfEUmckPdTFQeYX6hpkAhFGV1978Keee+9FY4g1sGaTancckXYgsNgjZ\n9outLLwqviI6bl0S54xZWGvxkvH+WZuZPoW+4m9oSJyAxRJGZZpSC2KLV3qlDxuEOJnRGaqgJ0+1\nN09iVi62mMcray3FTd2YlDe6PNhaii/34rflMH58CbyIyHSi5E9kEkR+kdMqJ5O0SQB2h4PsSuyK\nLZ5rE3jRDEZLcIKhCE4+tniZqsOJzVvAqeIAfbvnY4O3fzbdXmEUMVTdf5auPz/Mi+G7KOFTDhNU\nbJJKmOCnrz75zt/I2+AZZ+w4g/GWYO6thjla+fLQ+xLDSpkZJwywLfks1lpcfOZyeWztr5YL+913\nHZ9qVJjgu9+58kgZM1LG3R2BNUQOhH58f2qstWx6tY+egQLGQH02we+d3orrxrNHtC4xG9dJ0lvc\nDAba0ueQ8ZtjiQUQFav7JyYO2FI48RNkYhYILSYxOmtqjMEagw0iJX8iUjOU/IlMgrnhbBIkCMzo\n0qzGYAbWxneBVo1S+NbFmhAiC2SJdse3dKm18VWIHGyYJSCiJbeN/NAgE13yHlj5cqKCKSPV8gSH\nGcSxl3B/vuPSkEhT5yRI9w+QCx3qQkMugrrI0nHZFTRn6si+g8qX46lSpDf3ArmoDscYQltlu/f/\naOe9kxZjX9n6WRjjUg3KGGuomiKt2TNiiQVgHAe/EhK6BmMsbmCpVOL7XejqzdMzkCezZ+/WUL7C\nm9t3c1JHPNVouwqbgJC27NkAVMIh+oqvMisTz5meflsdpZd7IGvBOmANXowFdGA0obbVCOMaTExJ\n9FQwjsGpTxINVzApF1sNMQkXE/NssYjIdKIRT2QSpKM0Hi4JkwBGD+j2Y7xmygc+WX8EP0piHcuQ\nHcYJ2mOLl7SGvGMpm5B8mCYqtzBY6OLV7S9Pw8qX3iFn6RoSaVKujzGGfGcvu95chxP8bjiMvIAW\nkybpJye9fdWwgEm4MBQSWXBchygXX3KUTNeTKc1nm7cOayISpUZa558XW7zRs/YgVx5dfhs6ECbi\n2582Uqzi7lPt0/cdRgrvfFZ6IvlKL0OVLqphHrAknByF6kBs8RInZHDKj2NHtoBjcd71+7i5k2KL\nF1VCCr/aQZivAJbUKTNJdjTGFu9oy5wzm+KmbsLhMk4mQebdrbGeCykiMt0o+ROZBBZw8YiIwIKH\nhx2J79crle4iiHKUvRGwlpRNUODtLTPdt/LlgUVShvYkc72VKxkpJ6myT2U8pwBvPDtJ7+jQ0o5H\nYyo7dpxB/T6J3b6VL5NvUflyXNksTuiAibAWjAMmcHEzk5/4ASS8eihbbMrgWJfAlEjn45mlAujr\n7KS/9GvqwxMxFiKnyovP/oQLP/jxWOKlI0sUgPUMOA5OGJErxrcPs6khxW+37yaxp9hSpWJpnhtP\ncRmAKAooVvtJuKNHuRSCPizxJe8m/zh+wy5oOgGshfAZKJ8KyXmxxCu91DO61DTlYq2l9HIfXlMG\nN5eIJd7R5iRcsu+Jf2WBiMh0peRPZBKEwz62IU/CJsFAnmGc4rtii2f8LSTCNtywHmugkngVk9z/\nEPS3XflyXPEVl6jzk/vN0KUjF2/w+zQle6h3R6hzCnhln8i7gwVn/96kxzfFKsWhiOTpz4GBKDIE\nL55PWAjw6id/iPSsT1vfIrZnniZyqviVeuZ45096nL1GBnqpM4PMrX8RYyylao7thRjPwQst5bRL\nUI3AWkzCIR3jfqrmxjSnDVcInhvAGjBtOeacH98suOP4UG1msDj6YUvOn4WZrDNIxlPZDs6e3z9j\nwLgQdMeW/AW7S1T7C9hSAAacXIKoWD1ukj8RkVqn5E9kEgQtr2BslhKjF0wpm6C/5eVYYkU2ourA\nLvoZMBVGbJZC5V1s82fw/156ctpVvty34mXjAUsx6/3UuIfT9226BdcJiawHJsRJRRRz8ZxNV3RC\nEmf+mMgYCH2MV8E5sxM3syyWeKUgItqRYJZzCTgGE0YMJErMjiUaeJUqc+rfIKxmMdaQSOxmbnlH\nTNHAb8niJT28Rm90r2QpxGuJ7+iF4qt9JDuHSc5I4RiHaLBM8dmd5N4bTwJYzjdQKWXIuG2ApVQY\nIig1QFxbbhMdUNgAbsPozB8B+HH1FojyFWy+ikm6RDYiHCiCVkWKiBw3lPyJTAI39QbZ6pzRmTgL\nlcSbBA1HtvTswMqX483UDe1Zihmx6uAX8IH+zsl5QxNwCMk6BbwopIF25s2efdDh4w2JNHWHWfly\nPMWhEYqVelKZfhxTwmLIFxtxR7qAyb+gHxzYiueXKSTLWCfCiVzSpSSDfb3MbJv8i+yh3UX60nmK\nbRuJvApeoYHkwFmTHmev1HABhxkMp4ujy5OrGZor8c3iJNobSJw4g9JLPWANTkOS3EXxzFIBVHcO\nM1i/g75Zr2GJmDE4j9ad8SWb1eG5+P0BldyvAIM3vJCgIb5kzGbfT7Dzt0Qjb2CMxWm5HC9xQmzx\nnEwCk65gKyEGcBvTTFCV6ZgUVUKKG7sIhys4aY/MWW1jx2jEoVgO2PRqL8VSQC7jc+bJLSQTqiwq\nIlNHyZ/IJGhz8sxI/ZoQB7C4WLba0QvC/StfHlzxcu/jI9XSlF1j7a18+bvZuf2PNti29WZmeQO4\nTohrIlws+Z7P856TJr9CZbo+RyFRYTjKYqyLJcJPVKlPxlN0ItvQwrAdJsLFsQ6RU6WcCphVH89U\nTmAq9M37FWFkcEhg6wcx/kbg4ljieY0teD1pZgzPAmNxnCrVSnwFPMKRCgSW1LvbMIAth1R3DOMu\naDrkc9+OYtMwO+xGkrYOg0tP48tkEjNpIp7qm/mtL5EwRZI98wGwiUF2b90MJ8bz/1femqf829/H\nZC4F62B7I3INZdy6ePakunVJrLU4noMFbDHASR0/lwqF50aL2ThJj6hUZeSXndRdMj+Woi/WWn71\nYhdhZPF9h+FChec2d/O+s7XnUESmzvEzooscZeUwGEvedpTn83wwh11BC0M2wQgh/TbLD566j/w0\nrXy57zLMvZUvJ2K6ugmMGd0Th8GPIsLwJeDKSW9zYTDPm5VW5mc6MQQYDFtKbZxWieccw9LwML8t\nz+bEZBfWRIDh9XIrLcMjpDOTP4PUOTRAwS1Rnx7GugFuJU1XjBMBuY4TGdh0LplZL4yeuxekqZjJ\n/3/bKxwqURosUOnOg7U49UlM1iMVU/JXmVfEL6RgaPT/LpHOUTq5GEssgDDYikti9KgVoBp6VPNb\niCt5D7qGMe7zeMFGLB5B9H6CXbNiS/7SZ84i/8vtRKUArCV5UlNssY42G1nC3WXCkTLVUoBJuKPJ\nbjnApCd/9q9SDalUQ1J7jpJI+C6FUpUwjGI7h1JE5FCU/Insw1pLaazyZWmcpZd7Hy9QCoN9nvmH\nE7xiPIlfmip1pkKdKVPvlKkjpByUePep1++X1B1x5csJBNbgOJbIGsCCsVSG46moaJIOQ37EC1EL\nSQtlLNa3WD+eeMlMlsJQjldLC/GcgGroEXoRqfq6WOLV+wnSdd0EoYtrPcrpIVrK8VWLHBwsUOg5\nlXzfiThuFVvJUMpAa0zxSkNlqtuGwRv9MCHqLzKcGqI+pngprwGvI0cyqoPIUvVLpJPxVU9N2RwF\ndwdEPgZwTEiSePoKgIk24Xv/jbWNGKr46QexUQdxbTJ0kh65CztGC754Ds7xtETRQDBQxFYCjO8S\nlarYwuj7jIPnOmD3Hn9iiKzFMQZHR0uIyBSalsnfk08+yZe//GWiKGLFihV84hOfmOomyTFutPJl\nZcIll/vusTt05cv4HFj58sC9dHv/vfnylTSVTgI7+isced38eiTHe1vi2Vu1pTiLk7I78fcsTN1e\nrSfdH89MzshIBaeSIExFlACMxS0n6dw9RPvCOAL6tL92Lp0nPUsVwAnp2Pw+yidFpGM4Szs3WCBV\nrKOczhNSxbEOqVJ28gPt0ds5RMKAY5NEQRLrQFSNr4/ne0cIXRi7nPYM5eFybPGa0yczUHqdocoO\njGtIeY3MyZ4bW7yTZp3PS13bqSZHz/lLFRs5ZUF85ya6qVeJyvV79t05mISDsduAGKsJOwYT4z64\nKWPBrUsQDISjB7wDbn0CgghiqEjrug6nn9TMi6/1jz129sKWt1xlISISt2mX/IVhyF//9V9z9913\n09rayooVK7j88stZsGDBVDdNjiH9pTw/fONX+51VF0xR5Uuzp/LleEncvrN0E1W+HE/BgTDzKsko\nSWhCMBX8/viKQJjyLH5TrsdPFojCBFV8ksSzFCyVcvDDNN5QGlwLkQE3pLEpnmQz2ZSidfsZ1Pef\nQCUzRKLQQLpURyobz4yHX58jOZgjXZhB5IQ4gTtawj8mftYnMBDuWWZmo4jIjS+eyfpEriFKeBgg\nCkOIcc+YY1xOmfEhisEuLBFprwnHxDdblW2o44xdS9i952D3xvQMkrkYPiXYw/j1OHUDsOcYGUMe\nJxHfTONxzYCT9vE7fAgsuAaqESammT+Atpk5GutTlMujyz9V7EVEptq0S/42btxIR0cH7e2jVf2W\nLFnCunXrlPzJETEGno+58qVrnD1JXRqzewepyCULZKwlETl0pF/k1Pf+73dU+XIiu19/L60LniJ0\nCoBhV5iko3HlpMbY14yXz6f3zPWUwgwYQ2NvBxeummip6ztTV1eHt/M9VOY8vedcM0uy+zROPT+e\nMaCprZGdOY+GkXrSpdHFiQPNSdpT8SwznXP6u9j+4omM1L0JWCLP0mri2S8GMO/sNjY9u5PsyOgS\n5MgYUu+L7xy8lrNns+XXvZihMmAxrsPMK+Idv41xyPjNscbYK3HiDKo9IzQVZ45WM61LkDwhrnMe\nwD/xD6m+sgYYBMD68/Da4qsOezwzxpA6vYXixm7AQmhIntyEifEcSoBUwiOVmHaXWyJSo6bdaNTd\n3c3s2b8rm93a2srGjRunsEVyLKp/B/vDRitfjj9L15BI0ZjI0JBIkfGSOHtmbH798/9DKajHcUZn\nFys2QbszQEMinhmBS5d8lV/8328SzHsep5ylo3El837vwlhiAVx4w3U8dW8zru0mCjK8b9WHY4sF\nsOTqj/GLJxYyvHsryfQsLlt6Razxzvj0+/jNz1+nvHOEdEcDZ100P9Z47135P3nzqecpDg7SOK+D\nOafHt4TP933evepcfvvsTir5Ci0nz2TWCfFV+3Rdl3nXnsXgK32ElZCGE2eQbIhvZuxocxIuuQs6\nCHeXAHAbU5gYi3c4uZkkzvxfhINbwPFxmxdgHM0evV2Jtjq8+tRoxc+0h5s7PorZiIgcrmmX/Gkt\nvEwGz3HJeUlGgt/tNUruqXw5tsxy3wTPT9OYHL2dPkTly/G0Zh7jt7uXU428PbEKvNn9CnMn9V3t\n76L/cWOMr36wC6770FGNd9Gl8c2Gjefk3z+6qwtOvOCcoxbL931OXtRx1OK5rkvz6XGVlJl6xnPw\nmuM7S/CgeMkcXusZRy3e8c7J+LGe7SciMp1Nu+SvtbWVnTt3jt3v6uqitXX/i4jOzk7WrFkzdv/8\n889n0aJFR62NcmxYtfACEq43NouXcuP7Y99y/sNUn7qcwJ6Gayq82f0KF1/9RGzxRERERKS2PP30\n0zzzzDNj9zs7j3yL07RL/s4880y2bNlCZ2cns2bN4pFHHuHOO+/c73va29v57Gc/O0UtlGPFmU1H\n9yDdOResG7sd54yfiIiIiNSeRYsW7Tfhte9k2OGadsmf53l84Qtf4GMf+9jYUQ8q9iIiIiIiIvLO\nTLvkD+DSSy/l0ksvnepmiIiIiIiIHDfiK1EmIiIiIiIi04aSPxERERERkRqg5E9ERERERKQGKPkT\nERERERGpAUr+REREREREaoCSPxERERERkRqg5E9ERERERKQGKPkTERERERGpAUr+REREREREaoCS\nPxERERERkRqg5E9ERERERKQGKPkTERERERGpAUr+REREREREaoCSPxERERERkRqg5E9ERERERKQG\nKPkTERERERGpAUr+REREREREaoCSPxERERERkRqg5E9ERERERKQGKPkTERERERGpAUr+RERERERE\naoCSPxERERERkRqg5E9ERERERKQGKPkTERERERGpAUr+REREREREaoCSPxERERERkRqg5E9ERERE\nRKQGKPkTERERERGpAUr+REREREREaoCSPxERERERkRqg5E9ERERERKQGKPkTERERERGpAUr+RERE\nREREasCUJH9f+9rX+NCHPsSyZcv4zGc+w/Dw8NjXvv3tb3PllVdy1VVXsX79+qlonoiIiIiIyHFn\nSpK/iy++mIcffph///d/Z/78+Xz7298G4LXXXuORRx7h4Ycf5q677uJLX/oSURQd9PzOzs6j3WQ5\nhj399NNT3QQ5RqivyJFQf5HDpb4iR0L9RQ7X28mJpiT5u+iii3Cc0dBnn302XV1dAKxbt44lS5bg\n+z7t7e10dHSwcePGg56/ffv2o9peObY988wzU90EOUaor8iRUH+Rw6W+IkdC/UUO19vJiaZ8z9/9\n99/PpZdeCkBPTw9tbW1jX2tra6O7u3uqmiYiIiIiInLc8OJ64VWrVtHX13fQ4zfffDOLFy8G4Fvf\n+ha+77N06dIJX8cYE1cTRUREREREakZsyd/dd9/9ll9/4IEHeOKJJ7jnnnvGHmttbR1bAgrQ1dVF\na2vrQc+tr6/nuuuuG7s/d+5c2tvbJ6HVcjzq7OxkzZo1U90MOQaor8iRUH+Rw6W+IkdC/UUm0tnZ\nud9Sz/r6+iN+DWOttZPZqMPx5JNP8rWvfY3vfve7NDU1jT3+2muvccstt/CjH/2I7u5uVq1axc9+\n9jPN/omIiIiIiLxDU5L8XXnllVSrVRoaGgA455xz+OIXvwjA2rVruf/++3Fdl9tvv51LLrnkaDdP\nRERERETkuDMlyZ+IiIiIiIgcXbHt+YvbmjVr+NGPfjS2bHT16tW8//3vn+JWyXTy5JNP8uUvf5ko\nilixYgWf+MQnprpJMo0tXryYbDaL67p4nsd999031U2SaeRzn/scTzzxBM3NzTz00EMADA4OcvPN\nN7Njxw7mzp3L3//937+t/RdyfBmvr+iaRcazc+dObr31VgYGBjDG8OEPf5iPfOQjGltkXBP1lyMd\nX47Zmb9vfOMbZLNZVq1aNdVNkWkoDEOuuuoq7r77blpbW1mxYgV33nknCxYsmOqmyTS1ePFiHnjg\nARobG6e6KTINbdiwgUwmw1/91V+NXdB//etfZ8aMGXz84x/nO9/5DkNDQ/zlX/7lFLdUptp4fUXX\nLDKe3t5e+vr6OO2008jn8yxfvpxvfvOb3H///Rpb5CAT9Zf/+I//OKLxZcrP+XsnjtG8VY6CjRs3\n0tHRQXt7O77vs2TJEtatWzfVzZJpTmOKTOS888476JP3xx57jGuuuQaAa665hkcffXQqmibTzHh9\nBTS+yMFaWlo47bTTAMhmsyxYsIDu7m6NLTKuifoLHNn4ckwnf/feey/Lli3j85//PENDQ1PdHJlG\nuru7mT179tj91tbWsV8QkfEYY1i1ahXLly/nhz/84VQ3R44B/f39zJw5E4CZM2fS398/xS2S6UzX\nLPJWOjs72bx5M2eddZbGFjmkvf3l7LPPBo5sfJnWyd+qVatYunTpQf/WrVvHn/zJn7Bu3Tp+8pOf\n0NLSwle/+tWpbq5MIzoeRI7Uv/3bv/Hggw9y11138b3vfY8NGzZMdZPkGGKM0bgjE9I1i7yVfD7P\nTTfdxO23304ul9vvaxpb5ED79pdsNnvE48u0LvhyqIPi91q5ciWf/vSnY26NHEtaW1vZuXPn2P2u\nri5aW1unsEUy3c2aNQuApqYmPvCBD7Bx40bOO++8KW6VTGfNzc309vbS0tJCT0/PfufWiuyrubl5\n7LauWWRf1WqVm266iWXLlnHFFVcAGltkYhP1l70OZ3yZ1jN/b6Wnp2fs9qOPPsopp5wyha2R6ebM\nM89ky5YtdHZ2UqlUeOSRR7j88sunulkyTRWLRUZGRgAoFAqsX79eY4oc0uLFi/nxj38MwIMPPjj2\nh1jkQLpmkfFYa7n99ttZsGABH/3oR8ce19gi45movxzp+HLMVvu89dZb2bx5M8YY2tvbueOOO8bW\nR4sAPPHEE/sd9fDJT35yqpsk09S2bdv4zGc+A4xWil26dKn6i+xn9erVPPPMMwwODtLc3MxNN93E\n5Zdfzl/8xV+wc+dOlWOXMQf2lc9+9rM888wzumaRg2zYsIHrrruOhQsXji3tXL16NWeddZbGFjnI\neP3l5ptv5uGHHz6i8eWYTf5ERERERETk8B2zyz5FRERERETk8Cn5ExERERERqQFK/kRERERERGqA\nkj8REREREZEaoORPRERERESkBij5ExERERERqQFK/kRERA7h3HPPBaC7u5ubbrpp7PHVq1ezbNky\n7rnnngmf++ijj/L666+P3f/Hf/xHnnrqqfgaKyIiMgGd8yciIrKPIAjwPG+/x84991yee+65/R7r\n7e3l2muv5b/+67/e8vVuu+02LrvsMj74wQ9OeltFRESOhGb+RETkmNXZ2cnSpUvH7v/zP/8z3/jG\nNwD413/9V5YsWcKyZctYvXo1AIVCgc997nOsXLmSa665hnXr1gHwwAMP8KlPfYrrr7+eVatWHVa8\nG264ge7ubq6++mo2bNjA1q1b+dM//VOWL1/OtddeyxtvvMGzzz7L448/zte//nWuueYatm3bxm23\n3cZ//ud/ArB48WLuvPNOrr76apYvX86LL77IDTfcwAc+8AG+//3vj8W96667WLFiBcuWLWPNmjWT\n+0MUEZGa4R36W0RERI4Nxpix2//0T//EY489hu/7jIyMALB27VouuOACvvKVrzA0NMTKlSu58MIL\nAdi8eTMPPfQQ9fX1hxVr7dq1fOpTn+LBBx8E4Prrr+eOO+5g3rx5vPDCC3zpS1/innvuYfHixVx2\n2WVceeWVY23ct51z5szhwQcf5Ctf+Qq33XYbP/jBDyiVSixdupQ//uM/Zv369WzdupX77ruPKIq4\n8cYb2bBhA+edd96k/MxERKR2KPkTEZHj0sKFC7nlllu44ooruOKKKwBYv349jz/+OP/yL/8CQLVa\nZceOHRhjuPDCCw878QPYd9dEPp/n+eef58///M/HHqtWq+N+74EWL14MwCmnnEKxWCSTyZDJZEgk\nEgwPD/OLX/yC9evXc/XVVwNQLBbZsmWLkj8RETliSv5EROSY5XkeURSN3S+VSmO3v/Od7/DLX/6S\nxx9/nLVr1/LQQw8BsGbNGubPn7/f62zcuJFMJvO222Gtpa6ubmwW8ED7zvQdKJFIAOA4Dr7v7/ec\nIAgA+OQnP8kf/dEfve32iYiIgPb8iYjIMay5uZn+/n4GBwepVCr8/Oc/B0aTsR07drBo0SJuueUW\nhoeHKRQKXHLJJXz3u98de/5LL7009v3vRC6Xo729nZ/+9Kdjr/fyyy8DkM1mx5advpXx2mCM4eKL\nL+b++++nUCgAoxVHBwYG3lF7RUSkNmnmT0REjlm+7/Nnf/ZnrFy5ktbWVhYsWABAGIbceuutDA8P\nA/CRj3yEuro6brzxRv7mb/6GpUuXYq2lvb2dtWvXHrQP70Bv9bW9/u7v/o4vfvGLfOtb3yIIApYs\nWcKpp57KH/zBH/CFL3yBe++9l3/4h394yxj7xtl7+6KLLuL1118fm/nLZrP87d/+LU1NTYf+AYmI\niOxDRz2IiIiIiIjUAC37FBERERERqQFK/kRERERERGqAkj8REREREZEaoORPRERERESkBij5ExER\nERERqQFK/kRERERERGqAkj8REREREZEaoORPRERERESkBvx/7xOZTSe22ssAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1149f4590>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(15, 6))\n",
"ax = fig.add_subplot(111, xlabel=u'user lifetime', \n",
" ylabel=u'frequency of making dishes',\n",
" title=u'Different-gendered Users Lifetime & Frequency of Making Dishes Diagram')\n",
"\n",
"\n",
"garr = (\"male\", \"female\", None)\n",
"for i in range(3):\n",
" lx = []\n",
" ly = []\n",
" reg_x = []\n",
" reg_y = []\n",
" for uid in genders_category[garr[i]]:\n",
" if uid in result:\n",
" x_val = lifetime(shift(result[uid]))\n",
" y_val = sum(result[uid])\n",
" lx.append(x_val)\n",
" reg_x.append(x_val)\n",
" ly.append(y_val)\n",
" reg_y.append(y_val)\n",
" color = set2[i]\n",
" ax.scatter(np.asarray(lx), np.asarray(ly), label=str(garr[i]), color=color, alpha=0.5)\n",
"\n",
" x = np.asarray(reg_x)\n",
" y = np.asarray(reg_y)\n",
" A = array([ x, np.ones(len(x))])\n",
" w = linalg.lstsq(A.T,y)[0]\n",
" \n",
" true_intercept = w[1]\n",
" true_slope = w[0]\n",
" \n",
" x = np.linspace(0, 23, size)\n",
" regression_line = true_slope * x + true_intercept\n",
" \n",
" operand = u'' if w[1] < 0 else u'+'\n",
" \n",
" ax.plot(regression_line, label=\"y=\" + \"{0:.2f}\".format(w[0]) + \"x\" + operand + \"{0:.2f}\".format(w[1]) , linewidth=4., color=set2[i])\n",
"\n",
"ax.legend(loc=2)\n",
"fig.savefig('x_lifetime_y_followCount.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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09fXL9T727dsXzZo1g7GxMZydndGyZUt07NgRCoUCPXr0kM5xIno+HHxN9ApLSkpCnTp1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OAAAg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\n",
"text": [
"<matplotlib.figure.Figure at 0x1147c3d90>"
]
}
],
"prompt_number": 22
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u7537\u6027\u751f\u547d\u9031\u671f\u8d8a\u9577\u8005\uff0c\u300c\u6211\u4e5f\u505a\u4e86\u300d\u4f7f\u7528\u983b\u7387\u8d8a\u9ad8\u3002\n",
"\u5973\u6027\u5247\u8ddf\u4f7f\u7528\u9031\u671f\u8f03\u7121\u986f\u8457\u95dc\u4fc2\u3002"
]
}
],
"metadata": {}
}
]
}
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