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@methane methane/connection pool demo.ipynb Secret
Last active Aug 30, 2018

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Whay SetMaxConnLifetime() is better than SetMaxIdleConn() for reducing connections"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot\n",
"from collections import Counter, defaultdict, deque\n",
"\n",
"class Conn:\n",
" counter = 0\n",
" def __init__(self, t):\n",
" self.t = t\n",
" Conn.counter += 1\n",
" \n",
" def expired(self, t, lifetime):\n",
" if lifetime is None:\n",
" return False\n",
" return (t - self.t) > lifetime\n",
"\n",
" \n",
"def simulate(ts, maxconn, maxidle=2, maxlifetime=None):\n",
" N = len(ts)+400\n",
" ts = Counter(ts)\n",
" conns_used = []\n",
" conns_total = []\n",
" latency = []\n",
" L = 10 # connection is used 10ms\n",
"\n",
" total = 0\n",
" idle = []\n",
" wait_queue = deque()\n",
" idle_at = defaultdict(list)\n",
" total_new = 0\n",
"\n",
" for p in range(N):\n",
" # connection freed\n",
" freed = idle_at.pop(p, ())\n",
" for c in freed:\n",
" if len(idle) >= maxidle or c.expired(p, maxlifetime):\n",
" total -= 1\n",
" continue\n",
" idle.append(c)\n",
"\n",
" # Start waiting tasks\n",
" while wait_queue and idle:\n",
" c = idle.pop()\n",
" if c.expired(p, maxlifetime):\n",
" total -= 1\n",
" continue\n",
" wait_queue.popleft()\n",
" idle_at[p+L].append(c)\n",
" \n",
" if wait_queue:\n",
" latency.append(p-wait_queue[0])\n",
" else:\n",
" latency.append(0)\n",
"\n",
" # start new tasks\n",
" for i in range(ts[p]):\n",
" started = False\n",
" while idle:\n",
" c = idle.pop()\n",
" if c.expired(p, maxlifetime):\n",
" total -= 1\n",
" continue\n",
" idle_at[p+L].append(c)\n",
" started = True\n",
" break\n",
" if not started:\n",
" wait_queue.append(p)\n",
" if total < maxconn: # Create new connection\n",
" c = Conn(p)\n",
" idle_at[p+L].append(c)\n",
" total += 1\n",
" total_new += 1\n",
"\n",
" # Close expired connection periodically\n",
" # Go's polling rate is more low. This is just for demo.\n",
" if maxlifetime is not None and p % 10 == 0:\n",
" saved = []\n",
" for c in idle:\n",
" if not c.expired(p, maxlifetime):\n",
" saved.append(c)\n",
" else:\n",
" total -= 1\n",
" idle = saved\n",
"\n",
" conns_used.append(total-len(idle))\n",
" conns_total.append(total)\n",
"\n",
" print(f\"Connection created {total_new} times\")\n",
" pyplot.figure(figsize=(20,5))\n",
" pyplot.plot(conns_used[-1500:], label=\"used\")\n",
" pyplot.plot(conns_total[-1500:], label=\"total\")\n",
" pyplot.plot(latency[-1500:], label=\"latency\")\n",
" pyplot.ylim(0, 22)\n",
" pyplot.show()\n",
" #pyplot.plot(x, conns_used, x, conns_total, x, latency)\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import random\n",
"from random import randrange\n",
"random.seed(114514) # for stable demo"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# 1000 requests comes while 1000ms\n",
"ts = [randrange(1000) for _ in range(1000)]"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Connection created 371 times\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5f5fab7dd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"simulate(ts, 100, maxidle=4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are many reconnections.\n",
"\n",
"Limiting maxconn can reduce reconnections."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Connection created 285 times\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5f5e0f0588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"simulate(ts, maxconn=20, maxidle=4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Increasing maxidle can reduce reconnection more. But more connections are kept after requests are stop."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Connection created 69 times\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5f5d985f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"simulate(ts, 20, 10)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"maxidle>=maxconn & maxlifetime=300ms can reduce reconnection ratio too. And all connections are closed when application is idle."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Connection created 80 times\n"
]
},
{
"data": {
"image/png": 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B10iRWWTqGuxQNzSAg9h+UXlF60a8z51iUcnQjb6cRdJ3FpkJziKKsoR0waBYRMqPsdorQDys+iKA3mIR4IV4PrRnDnN1CxO15MEsyc5d26dx+jFTkZp8UgLUvrPjFuCI5/S1KN1twtZ674uAN0CtGhovlglR1CaBBy/13EW1yUIWKVU3tF7OIr3TWXT/7lmcc/LGQtZhLaLyitYHziLmFpWKPruhuX7AdaXaGXAdpmHRWUtILOq69LGrgfk9nfcfcTpw2DNWdp0IyQidRQNC0w8SFD0uhgHvgvjqB/fiHV+6dSVWa83x4J5ZvPEzN+AXjx9c7VUhWRk/3Pv9oz/ue1FGWmeRRmcRIRGmjvHCPG/5QmGLlH5HJ7NHZpGpabAcL1dH5ft94Lt3F7YOaxHlLJoa9T73eTqLyoXul6HJfG506YtFZpXOIkJyMb7Z+33dx4FvvaPz57u/vWqrRkha6CwaEFy/24vQen8lrn/xdtuTh5Z9ndYiM4ve97B3jmF0peOo5wMveDtw+1c8y2+CS68XurTg9OhMqPCcRTovlglR/Orngfu/DyzsL26ZvrOoZ2aRH8LctF289rlHYs9sHU8eWChuHdYgSiwaq/hdH3mcKxeaL666ticcZcUvnanU4jOLHvzwq/Ger92G/XMssSEklsOeAfzxfUBjrvO+yz4AzO9d+XUiJCMUiwYE1w8hFHrvr2SJdt9lxXJUm2DOoJaSzX75WX0WGN+UezGmbMLVMmQWMeCaEA9zBJg8utjcIlc5i7qHzhu6hoWGjYbtompoOGXzOB7dO1/cOqxBbNcTh0b8ro90UJYMdT3pWLnEIqnEoi5laDVTx0TVwK7ppdyrSMjQM3VM/O3VSWAupjSNkAEjUSwSQlwC4PUA9kopn+Pf9k0Ap/oPWQdgWkp5RsxztwGYA+AAsKWUWwpa76HD9W32ImGAqrKtKzorCJcDy784plhUUlRGSqM/sciQTbgpMosMzc8ssjmIIiSgOgnUZ4pbnmPBlhoMrft5z/S7oTVtFxVDQ0XXuV/2iXIWjfrOIjooS0bgLMqZW+Q0YEkdptF9qFDh+Y+QfAgtd4koIStJGmfRlwF8GsBX1Q1Syv9P/S2E+HsAva4KXy6lLNCPPpw4djpnkaJiUCxaDuzAWcQgz1JS9cWiPgeqprTg6t1dDMHjAmcRL5YJCahNFuosEq4NG3rPCxZDF7Bd13cW6aiadPz1S0cZGp3N5UK5iZx8k1/CbsCCgV5TmFU6awnJhxCA5LUjGXwSFQcp5XUAYtN+hdcu6k0Avl7weq05XL+9qabpqR5PsWh5sB06i0pN2FnUBxU0IVNkFhl+NzSKRYSEqE56paBF4VqwE+a2DF2DHXEWabAcGeT8kewosUiVodFZVDJUBmZOZ5FwGmiI3pMmdBYRkhOhAeD5iQw+/SoO5wF4Wkr5SJf7JYCfCiFuE0K8p8/XGmqk683MpHUWVSkWLQuWS2dRqQmcRX2KRdJKJxZpAhVDp1hESJjlcBaJ3hMppibQdFw0HS+zqGp650gKHPmx28rQmFlUMgJnUX6xyOrpKwInSwjJDZ1FpBz0G3D9FvR2FZ0jpdwlhDgcwBVCiAd9p1IHvpj0HgA47rjj+lyt8qG6oWksQ1tV6CwqOYU5iyzIFN3UTJ2ZRYR0ULCzSKR0Fi02vUkX5SwCgIbtomamc+ySKC1nETOLSkmfmUWa04QleotFdBYRkhNmFpGSkFtxEEIYAH4NwDe7PUZKucv/vRfA9wCc2eOxX5BSbpFSbtm0KX8wbVkJAq7pLFpVbHZDKzcFOItsqwlDuEAPZ5GAAMBuaITEsgzOIgcJziJdYKHhHbc9Z5HvhuG+mZuOgGuKAuWiz8wizW3ATihDqxo6bFcG2wohJCXMLCIloR/F4VUAHpRS7oi7UwgxJoSYUH8DuADAvX283lCjMouElk4s6tUVhuRHdUObZRlaOan27yxqNrw2wCKNs4jd0AjppDoJOE3AqheyOOFacESCs0hrlcNUDQ1V31nEfTM/SgCoGjp0TVB4Kxt9ZhZprgUrRWYRwP2MkMwws4iUhETFQQjxdQA3AThVCLFDCPEu/643o60ETQhxlBDix/6/mwFcL4S4C8AtAC6VUl5W3KoPFyqzSE/pLLJdnpiXAzqLSo5uAOZYX84iq+EPcFOIRUIws4GQDmpT3u+C3EXpnEWtyxnVDQ0A980+UJlFugaK4mWkz8wi3WnASShDUy53ComEZEWwDI2UgkRlQkr5li63vyPmtl0AXuv//TiA5/W5fmuGrGVovGhbHqwgs4jOotJSmwQaM7mfHjiLzFqqx1cNnfsjIWHC5aDjh/e9OE3aic4iUxetlze1YBDLfTM/jj8ppWuaX27Lz7JUaH2KRdKCrSWXoQHczwjJDDOLSElgLdOAIH2xSDN6z+IoeNG2PKiZ1PmGja3bDuKED1yK3TNLq7xWJBMJ4boLc9PYf+Hx2H/h8ViYm47cd/M3Poqpz78AAKCZI12XcdQ6T0gydQ01U8fMkoWLL3+wgJUnZAgYWef9/uobC1mccJPFIiMkFlV0LSiPSTpXXnr3bpzwgUtx0Q/vz71+dcvBa/7x5/jF4wdyL2MQUXnWhiYizqIP/+h+vOoT167impFU6NnK0G778ZeAC6ew/UPPxuIHD8fRzcfhJIhFafczQkgbAswsIqWAYtGAoJxFmtbban/pH56LZx0xwVmcZUJ1Q3Ml8LlrHwMA3PTYcA0Ahp6EcN39Ox/HRkxjI6axf+fjkfu03bejLmq46bj34JTzfqPrMv75rS/EP775DBwxVcNbzjwWAPDA7rli1p+QsnPCeYBRA+b3FLI401lEQxvt+Zhwjp/nLErneHhwj3esuGP7odzrN71o4YHds7h/V3Gh3oOAHTiLRMRZ9MXrn8Cje+dXc9VIGjI6iw7b+vcAgGPlLoyKBqawkCgWKUcfO+URkhFmFpGSQLFoUHDTOYt+6agpnHPyRs7iLBOW0zpwzzK3qJwkOIuW5g/F/g0AhjWPffrhOPudF2PqsM1dl7FhrII3nnE0AOD4w8ZwxrHrAlcaIWueyihw1u8Wtriqs4CmMd7zMWbEWaSHHA+9s1SsAnLqVPnysJ2XnSCzSLDctoyozKKcAdcA4CaKRd5+Zjs8/xGSDXZDI+WAYtGA4CqxSE8uQ6swaHLZCAeHq8EDS4pLRoKzqDk/Hfs3AFTsOTT03oPSOAxNBPkehBB4A1XXLuQAOuLOwzZ775eG3u4sSpdZZBeQU6eE4mE7L9shsaiiawwxLhuBsyi/EOrqvRs9GJon0lp0FhGSDWYWkZJAsWhQ8E/mabqhVQ0NTceFSydD4YRnx9Tgoc4L5HKR4CyyFqdj/waAWgoHQxyaJjizSkgYNVB1+3dojspFOJXJno9Rg1YgW2aREkT6cRbZgbNouM4V6hrDaCtDIyUhY2ZRHFJP6Szi9Sgh2RB0FpFyQLFoQAgyi1KIReoimDXixWNFxCI78puUhNpUT2eRszgT+zcAjLgLsHOIRYYm4HKGiJAW6lyWsxOTQrouxuUi3MpEz8eZHc6idJlFyhGx2HQC0Scr6rwxzM6iaoxYlPfzIitEn93QAEAmOIt0X6TltkBIRphZREoCxaJBwfVmJDUjjbPIuwjmLF/xhMvQZpa8C6x+yhPIKlCbBOw6YDdj73brM7F/A8CoXICTMCiNQ9cEZ1YJCaP1n5cCAPWlBZjC8UTgHnTvhtbb7RN2BM438k0MqPPGsJ2Tw5lFceXvw/Z+hw69f3dfklik9juLzlpCMkJnESkHFIsGBOmfzI2UmUXA8M1iDgJxFzx0FpWMqj+o7OIukqEStcjfysFQ7V3uEoeXWcSLZUIC9P7zUgBgYeYgAECr9d4vzUg3ND3ILEoSNKyYnLqsDLuzyPADrts/y2F7v0OH1r+7Txq9xaJWGRq3BUIywcwiUhIoFg0KvlgkdD3xodWUM6YkO7bjYt1oVLCjWFQy1KCyzTWk0BqzmMUoZjEKLSQoLS3OwRAuRA6xSGdmESFRtP7zUgBgYc7rWKiP5nMWJQdchztg5lvXYc8s0jUvMLzZ9v7oLBpwCuiGhoTMIiMoQ+P5j5BMCEGxiJQCikUDgvRnXw0j2VmUtssLyY7tSkzUjKAOH2AZWulQYk8XZ5HWnMMixrCIMWjNueD2hVlvUCpGeg9K49CZWURIFL3/vBQAqM95ziJzdF3Px3XrhpYccN2/syjohjZkuS1RZ1FnZhGvQQacAjKLhFnreb9yFrEbGiEZYWYRKQkUiwYFqTKL0otFnNUrHstxYWoaJmqt7KhZOovKReAsiheLDGsOS9oYlrQxGFZLLFqc9QalSQ6G2GVqGjOLCAlTUGZRc8HrWFgd6y0Wme3d0PSUZWgxTQ2yogbKDWu4zsmOL6RpXTOLhstJNXQUkFmElJlFPP8RkhVmFpFyQLFoUMjkLErX5YVkx3YkDF1ExCKWoZWMBGdRxZ5HXR9DXR9DxZ4Pbl+a95xFSQ6GODRmFhESpaDMouaCV05anVjf83ERZ5GhQQjV7j0p4NrFpH+8z+siVSU4wzaBk+QsGrb3O3QUkFmkJTiLDI3OIkJywTI0UhIoFg0KqhtaisyiSkZn0c2PH8Cffesu3PHUofzrtwa45YmDuOy+PTA0DWOVsFhUfBmalBKfueZR7JtrFL7sNY9yFv30r4P9KkzVWUDTGEfTGMdRzSdw86d/CzMH96E5n87BEIehiZ4Bnz+5ZzdufvxA5uWSdBxaaOLTVz+Cr920DX/9n/fg4EKrE95l9+7GrdsOrt7KrVUKyixylrz9ciRRLGo5i4Tw/q7qnW6YdmxXYsOYl8uiJgb2zNTxuWsfg0x5Ia/2/abt4ru378BP7tmNL17/BL560zZs27+QahmDiMtuaOVGCbb3fhu4+Qu5FpFchsbMIkJyIegsIuUguU87WRGCbmhG7zBBIHtm0VdvehKX3rMbmhB4/nG9L7jXMm/6/E0AvIufc5+5CQtNG6amYWapeLFo+8ElXHz5Q5gcMfGbZx1f+PLXNBNHer8PbfN+DntG5O6qu4QZfQT2MWfBefAhvHj/d3Hn7RfAaS4CAGoJg9I4dE2gVzOY//lvtwMAtn3sdZmXTZK56Ef343t37Az+P/ukjXjd6d528Dv/ys9+VSgos8hteO6/kbHe5aEnbxrHMzaN4RmbxoPb4gSOdizHxdSIt64LTe88/Adfvx23bjuE80/bHFle92UoZ5GDP/mPuyL3HTVVw41/+crEZQwi6n0ZSixy3IiARnfzgGPUgJNeBuy4DbjyQuDF78m8CM1MKkNjNzRCcsHMIlIS6CwaFFRmkZb8lVQydkNTHV7mGgxqToOha/izX3kWfv7nr8BLTtm0LPbq4DtheHbxGFXgNy7x/o4ZqOpwIDUTL37zX2LuTd8GALhWHc6iV+6S5GCIfckEZxFZXtqDhZsOs1RWHa2AvBQA0vZcYtXaSM/HHbthFFe9/2X4wtu2BLcZenKXQtuRGPWdpEr8OLRoBfelQe37cU6buUZ5y5jV+zJ0DYamwXFl5D0ys2jAEQJ42/eBX/4DwFrIVRKqm733O5UVZtFZREhG6Cwi5YBi0aDg2rCkDpFCLMqaWaSs9czeSYcRCkr1RIDiL4JaYhG/k2WhR7iuLm24/v1GpeY/rA637olFY5Mbsr8cM4tWlbFKtHx32IKGS4nef14KAMCuAwAq1d6D1jgMTYOVIOJaroRpeIHY7WLPfEqhRw2U487J6nxdRsLOIlVutNhsCUR0FpWEWu8cP4UuO8W/1M4iZhYRkg2hMbOIlAKKRYOCa8NN+XVkzSxS7hV29UpH+Nht6Nqy1OK3BDw6i5aFHiUwnrPIG8ia/gDUtRqQ9Vk4UmBsPE83tO6iYt3i7PtyM1qJVlQPWwvzUlJQNzTYDTSlnirPrx0zlbPIhdklkyft8blXwLUqGy8j6n2ZuhaIAgshAY2ZRSUhoemDwpQx58tKb5GW3dAIyQkzi0hJKO9VzJAhXAdOyq8ja2YRhYlsLIUG96YuEmem80C31zLTowTGgB2E75q+s0jadWiNWSyI0VTuvnb0Hs4ifsfLzwidRYNHQZlFwmmgieQsvzgMXUssD1VPu2dlAAAgAElEQVQdMKsxndPS7ru9ytBKLRa5LoTwjm/KcatynQA6i0qDchbVe4tFBuLEot7OIjPohkaxiJBMMLOIlITyXsUMG9KBLdLNnObOLOKgNRVhscjQNEiJwkuM5vidLC89SmAM6WUWAUClNgoAkHYDWnMOCxjN9XJGT7GotQ5puyuRbIya0WMnnUUDQEGZRcJpwhJmrucamkgcxFquC0PXIs4itZ+mPT6r11hsdj6+UmKxyHJkIAaYdBaVl5TOogqaHbeZaZ1FPOYSkhE6i0g5KO9VzJAhXBsO0olF1QxlaJbjou7Pss8uQ1evYWQplMmgLoSKDrmeXaLba1npUQITdhZVqn5bYKsBw5rDkjaW7+V6lKGFB5zhvA9SHO0D8gZL/1afgjKLhF1HE/nEIlPXEgextiNhaspZFH3sbOoyNO95cft3qZ1FjhucA9XvhUY4s4j7WSlI6SyqxpShqVy/bijHmcUyNEKyIfxzAycRyYBT3quYYUM6y5JZpAaqG8craNgubeMpqLeVoQHF1+PTWbTMBCUwcWVoDqR/f0WVoTkNVOx51PXkNtlx9HYW2bF/k+Jo/+gbnOVefQrKLNLcPpxFenKDAk8QiTqL1HNSZxb1eI0yO4tsVwZigHIY0VlUQlI4i6Troio6t3ez2tttK4RXokhnESEZEX4zHYpFZMAp71XMkJHFWVTR02cWqYvdo9aNRP4n3WkvQwOKt1gzs2iZ8Z1D7QNV6bowhBsMZIWmoSFNwK6j6iygaeQTi3S/rXRcmVl4n+P+tzw4bbk0KrOIZX+rSA/BNgua04Qt8mUWmZqW6Aq1XAlTF6gaeiB+zGc8Pvd6DSNHBtqgYDluUH6mnEXzFIvKR22d97uHs6jZrMfeblZ7O4uAdKIsIaQN5SxibhEZcBKvYoQQlwgh9goh7g3ddqEQYqcQ4k7/57VdnvtqIcRDQohHhRAfKHLFhw0hXbgpxSIhvM4tWZxFR02NRP4nnSgXUXvANVB8eONcw+9Qx9LA5aFLuK5l+ZkMeqt7VkOYEE4TI+48bDO/swjodLgA0X2OHQmXh/BAZbSiB5lFRWeNkQx0EWyzorsN2P04i1J0QzO0qLMoq5jf6zWSArYHGRX+DbRapIdL7ehULgmqDK0x0/UhzUa8WFSp9s4sAtKJsoSQdpSziPsOGWzSTHl9GcCrY27/pJTyDP/nx+13CiF0AJ8B8BoApwF4ixDitH5WdpgRrg1HpJ+BjOvcEsdsh7OIg9Vu1PyQ3LAZQV0gF33Br76H+aYNlwPa4ulSAmNbDQCA0FqDTwsmhNPAqFyEU5nM9XK6psoVO7eTWTqLlp3wPrR+tBI4izjbvYoU1A1Nc5uwtd4dmbph6Fpilkp7N7S65QRiY9r9tVfHzDK7byzXDZxRphbnLGJmUSnQTcAYAeo9xKL6YuztqZ1F7IZGSDZYhkZKQqI6IaW8DsDBHMs+E8CjUsrHpZRNAN8A8MYcy1kTCOmkdhYBnliUZlZv67ZDAICj1nknfA5Wu1MzOz9/5Rgp+kJIOUyk9AQjUjChEpiHb78WO7deCvno1dh9z7XR+wFYqECzGxiXi3ArE/leTjmLQrvk9GITB+YbuPbhfcFtNz+R7lBatxzsnF7KtS5hXFdi2/6FvpcziOycXgryxcKiUFhI52z3KlJQZpHhNuHkdBaZKbJULNcrtVLOojxOwF7nByVclhHbkYG7tuUsan0mdBaViNoksO9h4LGrgZmdHXdbXcrQ0jiLDF3re0Jt98xSpLkIIUOPoLOIlIN+iul/Xwhxt1+mtj7m/qMBbA/9v8O/LRYhxHuEEFuFEFv37dvX7WFDi5AOXJFFLNITZyxnlix84oqHAQAnbfK6PM01KEx0Q7kTznvmxuA2lddQ9KAzmmPD76Rw/BKYQ9vuwik/eAOO/tF/h/jXX8UzLv9NAIAIi0XChGHNwhQOUJvK9XJGjLPojIuuwAs/ciV+/sj+4LbP/uwx7J2LvygP86+/eBKv/ofr+s7c+dTVj+Bl/+dneHzffF/LGURe96mf45IbngAQLTeLBBVztnv1KCizSJcWbC1fZlG6MjQvxFl1Qwsfm+dTi0Xdzw/NEguWtusGIlGQWVRnZlEpmTgSeORy4Gu/Cnzjv3fcbTWikxN3jJ4DADDM5H3P1ETfpfpnf/RqvONLt/S1DEJKBTOLSEnIKxZ9FsAzAJwBYDeAv495jIi5reseIaX8gpRyi5Ryy6ZNm3KuVnnJ6iyqpHAWqVmad597Io7b4HW04MVddyzHxX953lH4l7dtCW4zlq0bmo2pEdP/m26vwvEHqvahpwAAf2u9Hf++4fc67gcAW1Qw2vQcP1qtvzK0bhk5X33nmfjzV58KANg/10xc3r75Bubqdt/b3U2PHQAA7JlJFqjKhO24mF60sHvae1+2K6EJ4I6/OT/SAr1XeRBZZgrKLDLdJtzcYpHWcxuQUnodv3QNFUOPOIvSlnoDnW3D/+b1p+GeCy/Ar/zSZjSs8rolLKezG9qhRe/7rJnp3M1kQHjrt4B3Xg6c8hpg/umOu23fWXTL8z6MmT98FKf94bex/3fu7XhcHIau9dUERE2KpHXeEjIc0FlEyoGR/JBOpJTBmUYI8S8AfhTzsB0Ajg39fwyAXXleby0gpAMnk7Mo+UJWuRxOOWICFd1bNi/uumO7EpsnqpFyNJXXsBzOohM3jmNmyaKzaDlQ3c6WvIvP29xT0HAqUPOpWlgs0kxMOF65pj6az1nUyiyKF3dOPWIieEwacTDsjImpjlzztGfKOK7EeNXA+rEKnUWDQkGZRYZswtXzZRZ5ZWi9wqdl8LiWs8g7Hm8cr6Z2BbUPlI9dP4KJmonDMixjELFjuqEdWvTE7sPGqpx8KhPjh3s/G04Cnriu427bdxZVJjZhaoM3YVs9YjTVog1dJGaD9YLZcmRNopxFzCwiA04uZ5EQ4sjQv78KIG764VYAzxRCnCiEqAB4M4Af5Hm9tYBwbcgMAddpnEXK5WBoAlXTWzYDKbvjBZ1GvwOV11DkoNNyXNQtF0czR2r58Lud6b5YNIdR7A+77NucRevcaQCAObou38sFmUXx28lEzcBEzVunNOIgnTG9UTkw6rN03Na+65Xo+llGFItWjyCzqD8x3JRWX86iXo4HtX0YfmZRuAxt43gldd5Q+3ZmBtuiVu7MIrfVDU2dCw8uNGHqApMjJsWiMlKbBKyFjvJQx3cW6ZXkQOt2TK0/ZxG3I7ImYWYRKQmJ6oQQ4usAbgJwqhBihxDiXQA+LoS4RwhxN4CXA/hj/7FHCSF+DABSShvA7wO4HMADAP5DSnnfMr2P0iPgZg64TjrBqtkaXROo+BevdBZ1xws6jVZPLkc3NDXAZYe6ZcQfqJpNzzE0J0ewJ9TsRRhhZ1EFo8LrklYdyycWGQnOohFTx0TNLztsZHMW9YOIKwYeAlrOIm/fsV0ZCHYVQwvup9i2imj++axfZxEsuEZOZ1GC40FtH2aoG1oeZ1H7ayiBpWJoaJTYWWQ5blB+ply2hxaamKiZmcr0yABR9UutG7ORm+2mN5uim9nFon67ofG6lKxJmFlESkJiGZqU8i0xN3+xy2N3AXht6P8fA/hx7rVbQ2gZA64rKWYs3ZBY1HIW8aQch+NKSNm6IFaodsH9hjeGUTPXSixK23GHZMB3DlWbnmNoDqNYcBaCI164DC3sWqhOxGX1p3g5f7tRbr7wIEoIQAiRy1nUz2xtmH5KBAYRdeybDcrQ3ECwC7s5wgMYJyQokRVACE+07TOzqIImZF5nUYLjIXAWaSJw66pt6rBMzqLo49R5pOrnIEkpIUqo3NqORMVoL0OzcPhkNZW7mQwgtZBYNLohuNmxvAkTI0X3s3a8bDCKRYRkg84iUg766YZGCiSrWJSmG5odKkOjs6g3KpPI6OYsKlQsancWsQytcJSzyK1jSVZgw0BDtgacmt7629FaroWR3GKR91vtc3GCUBaxqKlavxck8gzbft90vM+nVYYGaCLGWRQaxBedO0ZSoJt9O4sq0oLM6SxKcjzYwXFfC86papvaMJbBWdRRhtYSLoHydkSzQuWdqrRuyXIwUTNSuZvJAKKcRfWos8i18juLvGywfsrQ6FAjaxBmFpGSQLFoQNCkky2zSE+fWaRrGgxdg64JnpS7EASddohFvrOowHIWNXO9abwKQxMsQ1sONC04Ec/DC+lshoyU4TI0NyQcjU22Zlqz0O4sivtOq4aOiqEF338vinYWDdt+Xw8yi0LOIj3GWRQS2xiiugpoZl+ZRdJ1URMWRN6A64RuaFbouK+EnYMLTYxVdIxWdDiuTLUP2q6LsUqoMUIoswgor6PXdtzAXWuEXHkTVa8MbdhE6DVBLb4MTTmLzCrL0AhZEYLMIl6bkMGGYtGAIKQDV6RvTlc103RDU2KR938agWmtEswwd5ShLZ+zSIUe01m0TPjuoiVtDEIADbQEorCzSJWhuVJgbDxfNzQ1kGqJRfHf6WTNSOksUs4YOoviUE6N+YYdtD+PyywKD/SLEt5IBnSjL2eRZXmdt2BkH8AC3n6ZylmkaYGwc2ChgYmaGZRfpXEF2Y7EaLV1/jZC2yJQ3v3Pa/qgAq5b50bPWaQPnQi9JujqLPICro1K9jK0JFE2ibKKqYT0BTOLSEmgWDQgeM6iDJlFGZ1FgBKYeFKOQw3KuzmLihxoKrFgsmZiombSWbRc+LlEdX0M41UDzbBYFHIWSV84mhcj0PR8fer1IOA6GrzcTtrvO3AWFeRoG7b9XjmHXAksNB2vG1qQWaSjYfllfCGhoMjcMZKSPjOLGnU/ld7ooxuaKyG7zNxaQTc0EQg7++eaQZkVgFS5RZbjYjwkFplD4iyyXDdwSYVLtJWYVtbyujVNzZ8QaXMWSd9ZVKnlyCxKEGWTKOv+QUghMLOIDDgUiwYEDRkzi1IIP04oswigs6gXalBu6G3OoqAMrfiA65aziGLRsqB5g7eGPo7JmhkpQ9PDYpHvWljEWO6X0kV3Z1F4nJrWSVZUN7T25Q0L4UHqXN3yw6u9fTfiLAqJbUV2NCQp0c2OFt1ZsBpejorI2w0toUuhHXRDazmL9i80MFEzsjmLXInRSBna8DiLWmVo7c6i5CYbZADp4iyStucsMqujmRdp6FpfmXB0qJE1CTOLSEmgWDQg6JmdRXriBai6EFauBzqLuhPuihPGCMrQincWjbMMbXnxnUWWOe6HS7e+Wy3kVFDOoiWtD7FIj4pFs0vdnEXpxEF18VxUKPOwXYwr5xDg7U+eWOT9XzU0WI6E68qI2FZkKSlJiWb05SxqKrEoR+gukNygoL0bGgDsn2v4reG983EaQcR2XIyFnUWhbmhAefc/23FDAdet4+ekL6bRWVRCgsyimcjN0vZKPqs5MotMXfSVCVdWMZWQvhDshkbKAcWiAeDW//wMTnCfgtSyZhalLUNrOYsatoOXXXwNvn/nzvwrPISoQbnZ5ixqlaEV6yyqmRpMXRuYMrRvbd2OMy76Kb54/RPBbZfftwcv+PAV+MQVD6/ounzgO3fjwh/cl/v5f/j1O/DRHz8QZBbZ5iQma2bkMWFnEQzPdl/X84tFSmT81FWP4Nf++Qb8+XfuDu47YrJ18T1RNbM5izJcgN/02AG89f/+Arbj4t9vfgpv+PT1HctbDf7P5Q/hhR++Ai+9+Bo8dWAR53/iWlzwyWux1Mw/gG53FtkhZ1FrgO6WrhvaQ3vmcPZHr8J7v7YVv3j8AF70d1fir753z2qvVn50E3CauZ9uNzy3Q25nUahBwSNPz+H5F/0Uu2eWgvvDx/2av93M1m1MjpihTma9t9Mf3LULd+2YiZShGW3d0Ipw4Fz1wNM4+6NXrajwZLky+AyNSGaRmctZ9Dtfuw2fXOHzCWnDqAJ6FajP4hef+10cvPBYHLzwWJz9+KcAAJVqnjI0DXtm6jjjop/i/l2zyU9og5OYZE3CzCJSEigWDQDu9lsAAGPn/m7q51R0b1avWxYD0CkWVQ0ds0s2th1YxJ9/++6uz1uLqEG50ZZZpMSjIruhNWwXNdMbmAxKGdrtTx3C9KKFmx47ENy2ddtBHFxo4sZH96/ounzj1u348o3bcj//B3ftwueve9wL1wXgVCbwe684GW8/+/jgMbrZchYd85LfxM0bfx3WOe/P/ZpqH7vmoX24/alpAMB5z9yIj//66fiP954dPC69s6iz9XsStzxxEDc8egALDQf/63v34O4dM8ExYDUvxq9/dD9m6xaePLCI6x7Zh0f2zuPhp+exb66Re5nhQeqs7yxSgp0qB1po2qXrhnbfrhnsnqnj8vuexp3bp7FvroEr7n96tVcrP5UxoLmY++n1Bc/9oNcmcj1fbRO2I/Gvv3gShxYt/OSePcH9SkStGBrOfsZhePe5J+J/nHUcfuucEwKnUT1BELnjqUMAgPe85KTgOKDOI6MV7xi00Oz/GP+hH96P3TN17Jmp972stNiOG7hrI93QcjqLLrtvD/7xqkcKXUeSg8ooYC1h074bURcjOKRvBAA0pZ4rt69iaJhv2JhetHDJDU8kP6ENOovI2oTOIlIO0ltZyLIhXBv7sB7PevEFqZ9TNVvBmUp4aKc9s6hqaphr2JHbiIfVpRtaeLBR3GvJ4HUma2aqVurLjRITwq4XJWoMgpiVB6mZ3qm4OoWXnrIJLz1lE3CHd1/YWXTsyc/Fsb9/SV+vpTKLwrzvVc/EC4/fELktrZMsT2aR+u7CwuahRSuyvNVgrm7hmPWjeGL/AnZNt1wdSY6NXkSdRaoMzfsOJkeM4PayOYvC28a0/905JRC5ulKd7AjSzUJj3hNeK+Prcj2/VYbmBuJPWDhV21HV0LButIK/fv1pwX0/e2hv5DHdaNouNo5XcNZJh6FqaFhsOkEZmlf+Wt5jaPduaF6ZnuPKSKkaKQlGDbDrGHEXsWvidFjrTsQznvoCHORr8KAcdHmhs4isSZhZREoCz/ADgHBtOBl1u4qeHL5px5ShqQGlTrEogt21G5rvLCpwoGk7bvA6EzUD8w0b7ioPCFtiUWtQ0xKLVl/MyoMrvH1KqIyGEHrOspZutDvSAG9A1Xmb930nCQB5uqGp7yssMO2fb0SWtxrM1W0ctc4rxQuLRUmOjV5EM4v8gGtfsJuomsHtZcssCu9re/xyKSXwl5LaZEeQbhaaC55rpza+Ptfzww0KVHliWDhVDrVKzGC3krKErGG7wflYPUcdD1T5a1nFIst1A5FI10QQsZE1ABwoueg5bOgVwGliVC7AqUwE50gT+bbTuP0nC3QWkTUJM4tISaBYNAAIacPOEG4NAFUzOXyzowzN1IOLVs4ERknqhlZkCYvtyshgQspiyhT6QV2szTVag1XleFrJgU6vssqsOL5YpI9Oddynm51CTj/oWuf+1J6TBLScBvMJAkAzKEPL4CzyvzvLcYNrEOVOWc2A3bm6jaOmvByMXdOtEpp+BKx2Z5HtusE+FXZzhEXeMnRDC+9r6rNq2m5pA5JRnerLWWQves6ikYl8YlG4QUFcBlHLWdR5/g3EpRTOInU+Vq+hBJbWtlic4L6Sk9C2IyMu5LBjKmseU9Ixj6wgRg3SrmNcLsKtTkIb8c6Rhsh3jIzbf7IQPr4V2UyEkIGGmUWkJFAxGAA01woGtmmppnAWtZehhZ1FWkzZzFpGDcrNLt3QrAJnvizHHbgyhV7OovnmyjmfFkOhx/3ORNu+pd4Y7Sxh0UPd0IogrqxTfbdhWk6D7oNH15Wt1u+ZytB8Z5ErO8oCVstZZDkuliwHR67zxKKd4TK0PtZJDVCFCDmLNCUWtT5jK7QNZRHeVovZ0P4X/qxW+/iQmz6dRc6Sl1k0OrEh4ZHxKAHRcmRsG3s1SI1zRrTEkN5CXcN2Op1F/rY4vgzH95USPaWU/sRG67NpCbJmZmdRWR2qQ4lRgbtwEIZwIaqTMGMmVLIQ3n/yiJnNmNJQQoYfOotIOaBYNAAI14absQwtyCzqcSHbchZpwXNU6Qczi6IELZS7OIusIp1FoRyIiQEpU2j6g6a5uh24e9TFvZSeYLQShD+H+T4/EyUWmWOdF8KmWaxYFCe+qqDlMGnEwWZON8xsUIbWKotRrJZYpL7D9aMmRkwdu0KdqPpxyzQdF5oApka8DChHthwQ6jOerduRWepyZBa1BtThz2q1jw+5qU4CzTnAzfddS19oGp/KJxYph4/tusHcbSSzKBRw3U41JuMojqbdykNSDgslXJq6hhFTL0Qokf47WCnRU7lpwxMoah+brBmtroMpnUXhbbhIBynJgVGDO78PACBGpmDGTKhkocjMoiI6BxJSCphZREoCxaIBQJM2nKxlaClm9ez2gOvQAJKZRVGCgOu27BkhBHRNFGqNtt1Wh5nlKFPIg7pYc1yJJaslHClWarAa/hzyBH+H3Uh119un4vJO9ILForjMIhEjIKURB+MGs2kIAq4dGZTF5FlOkaj3OV41MFEzItdEfTmL/AG66i5nOzIQ7MI5MeXLLLJbMQYyfHtJXRkqL6wxl+vpoj6DJVmBWcmXMRZuUKAGoeHBqNrX4ga7cU6kOBp2q8StomswdRHZ94vueLlS23HcBEqrvC7sLEonBIY/g4VmScsqhwW9CrHgiUX66BSqOTPBFP2KRXQWkTVJ3MmekAGEYtEAIKSduQwtTfim47sStFA3NEXc4HYto8QiMyZ7xtBEoZlFliMjAdfA6jsHwhdr4S5oR/vlQys1WJ3tU6AKv4+6433GcXknRsFiUVrxNY04GH4PWba7Vhna4DiLlOA3UTM7yvL6yiyyXVQNHRNVMyhDU8e08dBnHO4MVxZnkcp3AhDa/0rsLAJy5xZpzTksiNHcL2+GGhQoUSOcD9fbWeQ7Z7I4i0yto6Nm0WKRtUJlaOp1wk0fDF3A0ARqphYIBGmD6qOdNksqfg4LRhV6/SAAwBxdh1rOTDBF/86ilnhIZxFZMzCziJQEikUDgO7aQeemtKQJ31R3hTOLgtdkZlGEwIUVI6KZulZsNzS31WpYOU3yuGiKpBERi6wga2alB6v9DijCF52LjvcZx+WdmGbB3dAyi0W9nEX5wj6jzqLoob25SgHJ6n1O1oyO7nD9OYucwFk0W7f9zKJW16axit7pLCpBN6awQAsg6CJX2sG1chblzC0yrDksamO5X94INShQg9DwvpfOWZSUWRR1FrWfQyZqZqHH9xV3FkXK0Lx9TgiRI7No5Z2qpAtGFcIfoFbH1mG0T7GoyG5oaZ1qhAwNzCwiAw7FogFAk9nFoizOonA3NAXL0KIEzqIYscjQRaEX6Faow8zkADmL1o0q4coOsmZWerDa74AifNG5YPtOk5i8E93Itr8lkTYwfiJFwHX4PaTNJ7EcN5jhtx23Y31Wy1k0F+Msmhox+14nNUCfqHVmFqnXm6tbJcwssnGkv88BwFG+cDRb1sF1n84iw55HvR+xSAs7i5RY1Nr31DbY7sQDcmYWmXrgZlIUX4a2MtuxHZRmh8vQRHAMy9oNjc6iAcJoTZbUJtbnzgRT9N8NLeQIprOIrBWYWURKAsWiAUCTNhwtq7MoOS9AzaQrF1GFmUVdac2ixpWhaYV2oLEdN5L9AKy+WNSwHWwcrwbrMheIRSvtLAqJRY08zqKQWGSJvvJOspC2rDMcvtyNRqQMLfusve3KDtfOamcWTdSMIEto43jFX6f8M8gqs2iyZviikIwIZGqAHg6mL0dmkYXDxlrb60rvf4XTp7Ooas+joY/nfnkl/oczi6LOIs+hFpcvlj6zyAkGyxVd63AZTvrCZVEU2WwhzetEy9C04BiWJjcxTPiYV1rxc1jQW8eYkYn1qNbyl3oCbd3QcpTUMLOIrEmCzCJu82SwoVg0AOjShlwWZ5EvFvkXe2GrfZrBretKfOaaR3HRD+/HZffuxhevf6KvDkZJPLp3HpfduwcAcPeOafz8kX3L9lphpJT43LWPAehWhiYydaDZtn8BP7p7V+x937tjB546uBS8Ts0vF/rHqx7GfGP1LqCbtovDxrxB/Fdv3IZPXvkwgJV3NkRnn7O/ZqSczkJfeSdZSCu+1kwdFV3r3Q0tg7Norm7hqzdtw+xS63OzHLdjgNvujvD2td2R2548sIC/u/R+3Pjo/qS3kZqWs8gIBpmH+aJkIZlFNQM7Di1h5/RSm7PIwE/u3YPH9s4Ht+UVfK964Gk8sDt/+/fv3bEDF/3wfnzlxm347u07sGt6qeMxO6eX8N3bd2Ch6USynY6aWh5n30/u2Y3H9nmfzVLTwZdueAJugSLEf96xEzsOLQJVvxPhzz6aafb0lu99Cvt3PYmauwDLzC8WGaFuaC1nUTSzqBrjKgK88itNZM8sWkln0cGFJj72kwdx6d3evnzbkwfxi8cP9LX8S65/Ahf98H78wxXeOSA8gWJoIiQWqW5ova8Jbnh0Py764f346f1PB7f945WP9NUR7bYnD+HGx6LHqft2zeCaB/f2fN63b9uBiy9/sOe5dvvBRXz/zp25160UhJxFY5P9uYqA6LVl1omJvbN1fPeO1uf9lRu3YaFh48sFH5MIGTiYWURKQrG1GCQXunSWKbMomjkwEmrlnSaz6IkDC7j48ocAAJfc8IT3eraL//myZ2Ra17S86hPXAgC2fex1eMOnbwj+Xm52HFrCI/6gMjyrr8iaWfRf/ul6zDVsvO65R0ZmrOuWgz/+5l0AWhfgQggcu2EE2w8u4dYnDuLlzzq8n7eSm4bt4qRN43h6to5bnvCCLw+fqOKFx3tZBitVNhDukpNPLGo9/y7xbGyYWo+Noft/cfL7cMTj38UJfaxjHFMjJk7aNIaG5aJmavi1FxzT9bGjVR2LzZTOogSx6O8ufQDfuHU7/uxXTo08R30OkzUDkyMmltq6D53/yWshZXT/+vZtO/AvP38C9+ycwS+fvBFFoMaCOXcAACAASURBVL7PsaqBFxy/Ht+/cxfOPXkjbnniYCHd0F5w/Hp85aYnAbREcQA488TDcPtT05EBajOns+hdX9kKIP+x6EM/vB/Ti639532veibe96pTIo950+duwk5fRBqr6njtc4/AjY8dwHOPWYdRP3+pSP70W3fhv205Fhe+4Zdw8eUP4ZIbnsARkzW85rlH9r3shu3gfd+8E8dtGMV173uxd+PuO4FDTwAbTkp8/oGnd+DMu/4GD9/3Nax3F/C0OZF7XdS5zwrtEwuNaGZRe76XQggBU9cSnQ7hzKIXn7gB45XouXy0YmCxwO5fYQH56gf34nPXPoaKoeF1px+JX//sTQDyb6szixYu+tH9qBgaqrqGjeMVPHNzS6w75+SNWO+XKytRLOnz+dRVj2Drk4cwaurYcvx6bH3yEO7cPo09s3UcGQpzz8Kvf/ZGANH3+bpPXd9xWzt/+i3v/HvGsetx/mmbYx/z3z53E/bM1vG65x4ZKcEbKnyxyJECY+OeoHu/+RzMbD4TZ+dYXKUPsejy+7wJwjOOXYc7t0/j+3fuwiuedTgu/OH9OPPEw3DaUZM51oiQMkBnESkHFIsGAA02ZMYytDTOoqAMzb9gHq+2XiONE0K5FTZNVLFvrgEAmFkavqwBNYj4p7c8PyKoKaqGlq2FuT8YqVtuZHnhkNOwtf+zb30hXv9P169argzgXeBtGDPxsz97eeR2Kb3ObStVBqPKQoB8od/qe/rSb70ILz+1c9Bw1v/4EIAP9bWOcVQNHVe//2WpHmtoWk/HUDNDGZr6XnaG3Cq26zmL3n3uifjr15+GD37/XnzvjuhMuZrU94KhvW1R7e+zS8V91+EA4TdtORZv2nIspJT4hysf7tNZ5KBqaHjjGUfjP7Zuxw2PHog4iz7wmmfh329+ErN1O3B2rFYpXt1yIu7EuM9310zr+6uZOv75rS8M/i+8jMlxsdB0UPcdIU/P1r3bC5rFV9vk/vkGUBkF3vx14BtvAeozqZ7fWPSE+/X2PozJRbiV/INFJWjYTqs0sxESN5p2Z+fA9ucnTRSEnUVvO/uEmGWIwhskKNQ+249LJ4w65n7kvz4Hb9pybMf9f/P604K/1XHDSdhu6raLc07eiK++80wAnij9p9+6a8X3x/B3MNvjOmaPvz/MN2ysGy22a+bA4ItFC2IUk/7E1Wl/dUPuxYUzi7Ie11VG0dfedSa+etOTuPjyh7B/vglg9Rt/ELKsMLOIlIQhnTYpF7q04Wpm8gNDBOGSKZxFykUU7kYUl83TTntuzUpR1IVvWoKQ0y4dPSoZxSJF+wAvLLiEZyzV6xaZi5QF23FhuxIVvVMoE0IEYcErgSoLmcxZuhGIEwM8I2zqomdIbdgdlVSGprad/b6Yq57TCA1gJ2om5ht27H41H86I8v/OkxXVDTUYDzvsVCelfrIpwm6Oiap3XGsXwNXxbpNf9rYaYpGUnkgRPvYm7Uvt4kXRZUzqOw/Ekx4hz3lQ6xocTzPmFi3Nec5GAw5GRQOyml8sanVDc4P32bTdYF/wnEXdw3nTNDdo+CWRPZdRYDlNeH3UZ91e+pYXNTifrCVPXilx1k04XzdD+yrQmijJUtpdBNFjXfIxrrQ5YWnwM4sWUEyZdj/OInUeqBhasJ3sn/fOZ0P9HRDCzCJSEhKvMIQQlwgh9goh7g3ddrEQ4kEhxN1CiO8JIdZ1ee42IcQ9Qog7hRBbi1zxYcKQDmRGsajlLEoRcK0psSibs0idqI8OdedZCcIX1ivRwahX+2R1e5bZMvXRtuf8hC98zEg74lYI62qgLta6lWMUPVjthSoLUV2usqIuVLu9l0EgafAYcRYlbP9qmz2w0Axua9ie+KcGsBM1A66MlvgpwjO3anst8rtu+A6gzvXWE7NOehEegKrjWntpbSsjqRKsy0pjuxKujB57kz7f9m236P1PLasRiEXe5xLXCTLf8r1tKvjeM3ZEq89PAwDG5CIAQNT6cBYF3dBkxIWrjnlN20l0FvUS8aWUaDpuz9bhhqbBcWVhkyDhc6L6rIsSo1qB9MnXI3rK81bYLQq0JqqKmBzJ8plm7bQ51K4Ww7umW+qj02CY8DE+63FWnQcqekgsmlNi0RB/B4Qws4iUhDQjqi8DeHXbbVcAeI6U8nQADwP4yx7Pf7mU8gwp5ZZ8qzj86DnK0NJ0InH9EhMhOsWiFMai4ER9VChXIE+ni6yEB8vzKyBSNBOcRVVDzzRbppbT6Sxq/R8O0lazwqvV2ruZ4CxYSbFIOVEm/C5XWWkJf/218l1OTK13aUu0G1o6Z9GB+ZazSOUhhZ1FQHT7U8LAXMxs+1w93oWUh3CJTvt69+ssan9/epvYobqvTY2YMDSRy1nUb8Cqes2IWBTj3AqvebvDr2hnnxoEh502QHFOj36dRdaCJxZVhLccbWQq97oEziLH7Sg/A3pnFgGeqN/rc0maaACKc9IIKJdUp7Mo7JZS/+dBLW8yhVikPtukMrR2Z5GhFzc5EtdmvduxKyz+zKVoJjHUrha/DK3eR6fBMJGA64zH9YbjbR9CiOC8TWcRWRvQWUTKQaJkIKW8DsDBttt+KqVUR/FfAOie5koSMZDDWaSnyyzSIx2CWq+RdIEHhJxF61tiUXtQ7nIQ6Wi1AhcLSQJDxdAyzZap5bSve7cytFapxOrMLjQS3DgT1ZUrQ1NlIXkFqiThbxBIKm2JdkNL5yzaGypDW2g4kfuUUBH+PGum2kY7u885rsRSH66fMI22gWJ4vXsdu5JQ3dCA1vsTiHcWTdTMzO7A4HX6FHDVa6pSOSCFs6jt81o+Z5H3Hav3WJTzquUs8o+nGZ1F1sKhyP/GaKxxORXq2Gq5MuJkCwtlvZxFhq71dPcFrsxeziK9OCcNEHUbhgWQZozjKCvh7oVJKCdf0nmr/RjQEs/yfR51K9wEofN9dlufOGG8F0MtVPhiUdMoRiwKn2+zHtcbVkv4D8qq/cwiOovIUBNkFq3uahCSRBEjqncC+EmX+ySAnwohbhNCvKfXQoQQ7xFCbBVCbN23b2Vapg8KeZxFaXI/HNeNlGaEcwjSiUUWhACOmGyVofUKhiyK8GB5JazgzYTZ4awDzZazqF0sCjk7ImVoKoSVziIVXJxXoFID3l6Dt9XG0HqXtqj3oGvJeSmav3+Huy2pbk+VDrGo9XmO+GJRuFQy7HgpKuS62SUTpmpoPfPWkmiEyofU+6u3CVwtscjInTsW3u/zuIxinUUJ+1K70DlRMztKWvtBHVMDd40VdRj1v3x/+1PHk2o2Z5GzFA3CrozldxaZoWNrM4ezyNBFz+Bv9dn1FIu0YjN6rJjMIqD9vJlve1Hn91RiUabMotYxoFWGlu/zCL9n9T7tmO+283nZjm8rca2zavhikW0W5Sxqfb9ZBfam09o+grJqOovIWoCZRaQk9DWiEkL8FQAbwL91ecg5UsoXAHgNgN8TQryk27KklF+QUm6RUm7ZtGlTP6tVOgzpABmdRYAX4pvkLDL6cBbN1m2MVw1MjaSfFS+C8Az3SohFSQJD1oFmNRCL0gVcr1bgpyJ4/12CXvPmB+VbF2+WcZidReHOWHEogWKsosNKcCOExQy13S34ZWgtZ5G3/4YHkKpLX7uzSLXFLmpGt9ElE6Zi6P07i/xBvuryqMrvFOMhsahq6LmcM+HnzDezb4/q+VkCrtuPQ5M5SzK70Z5Z1HIWFXPBqpYfiDC6AZhjqZ1Fsq1rWnV8fe51CZc8NSw3EDjSOotMLZ2zqNfxptWRrSBnUeiYEN4uoo7cvM6i9JlFrUmOjJlFfTqLoscs7+/5UFlZt+1Yvbf1o2aq64qhdrX4AddOH50Gw/TrLKq2O4sWVDc0ikVkiAkm82ktIoNN7hGVEOLtAF4P4K2yS5G4lHKX/3svgO8BODPv6w0zRg5nEeBdjDed7gMg15WRHI9aaAY1nVhkYbJmtg10Vi5DaKVfr1dmURHOotmIWBRyFhVcppCVpG5IEzVjxWZZVb5FXoGqDJlFRkJobiAWVY3EgVh4FnfDmBfk3O4smowpQxsxo6WSUkrM1e2g82FRF+ndnBvVjKWdscv139+oLxa1B3irwexEzcztLOr3WBTnLEr6bDudRQYatluY82eu3VmkytEKXn7keFKbBNpEoG6Ixlzk/5E+xKIgD871nEXqe1Dv2Qtgz98NTZW2JS0DKK7MOI2zKO95c65ho2poqcR2PUVmkeoGGC1DSycydV3HuA6OXT6H6PP8DMZ1I10/HzcmD2oYkb6zyC1ILOons6jptLYPtR+p73CoBTtCmFlESkIusUgI8WoAfwHgDVL6LUs6HzMmhJhQfwO4AMC9cY9dy0jXRUU4gJ7dWVTJ6CwKt69Oc+E6V7cxUTPaBjor4fQZxMyi9AdzVfrQfqETFlzMUMJ40WUKWUnKLJqsGZhv2n2H/aZdF+Usmm/YqUTN6PP9zioD7CwyEkJz1YXyaEVPFBDD+//6UV8sakYHsHEB19W2zKIly4HjykAsKuoivZtzI694E1mu/x2P+S6pbnlqpt9lJ49zpl+3hnp+uAS4abs9hbL241Dc99cP7ZlFahsq2lkUOcdUJ1M7i7Rm9HFjU4flXpdwp8mG5QTnMrXtdQtgD56vaz3L0FI5i4KObP19vqq5RFhkma3bgfC7lJDlk4a5upXKVQSkyyxS3QDDx4DgO8k5ORInFs1GHFbx+5Z6rCcWxX8+YfdgmhDsstKEfzzqo9NgmPD3m7XLZcNyOjKLFMMs2BHSyiyis4gMNokjKiHE1wHcBOBUIcQOIcS7AHwawASAK4QQdwohPuc/9ighxI/9p24GcL0Q4i4AtwC4VEp52bK8ixLjOP7JMJezqLfjxXFlkGkSd18S3oWjkSlvowjCF3srMbMUtG7tkVnUzOCCUIOCdgfBXBdnUb8zrf0SZDZ1dRaZkDJfGU6edakaerDNzWe8YE/KnxoEzITQ3IYvsJi6ligg9nIW9Qq4Vhpy+8z80YFYtBLOonyDRceVsF0ZiCqqpK69DC186FstZ1FcGVrSsuKcRXlfP47AWdRWfla0sygyaM/gLNKbUWfR+NSG3OvSau/uO4v8oHH1nrsFsCtMTfTeV9NkFhXU/UtpK+1laBsnvP0+3Dk0d2ZR3Y4Im71Ik1kUNxHR6v6Z11nUWYaWylnUsFEzNWwYrXTdl7KGYJeVRdfbD7Ra/jywMFpoUjLrcT28D7bvR8P8HRDCzCJSFhKvCqSUb4m5+YtdHrsLwGv9vx8H8Ly+1m4NYFv+HI9eyfzcit57ANTuLAqTthva5slapryNPCw07MjAbsehpcg6LDdJHW3SDGyfPLAAQ9cwVtGDzJjbnzqEpaYDy3Ux2db+2gwJM7omIETnTKvrShxabOKw8Wqq9zGzaGHn9BKedcRE5OIticRuaKHBapqWylnZP9/AYWMVCCGCjBv1Ok8eWMDpx6TrhvT0bB3bDy5BCHTd7gcBQxfBbPyhhSYmakYkw0qVbZi6hvt3zcJp62oYJjyLOzViQhPAYls3tNGKDl0TmF60cGihifVjlWDgqgaVj+9bAFC8WNS03djBZ9XQcCCnONFeNjpW8Zbfq1NjUc6i6cUmxqpGZP/txvaDi3h07zwAYHIk+hnM1e1gfY/dMNqxrmHU8fexffM4YeNY5vfQjvpul5oO7t05E4iLDduJ7ItpOTDfwPrRSnDMCbdzD6hOwpnZCWf3fagccRqmDzyN8akNMMzWeW//nqewML0fpj0fWb5ZSXf8i0MI4WWEuRIN283hLOpdhrb9kGesTnInAf2XGatJCCWy7J9voGG72DhexfaDS7GOm6woN3Eawq6tbuya9s7lkYDrPsWzuPf54O6WGy1uP3ddiduePITxqtkzDy8Sgl23sW+ugU0T+be/lWSubsHQNCw0bWxMuGZYdDSsB6CPFiMWhbFd2fOc1U54H6SziKwplLOImUVkwBnc6fc1gmV5QX5Cz5dZ1KucoT2zKExasUh1ElJkdXqk4fQP/RTP+9BPg///6Bt3LuvrtaNmh3s6ixwXXaK5sGt6CS+9+Gc452NX44yLrsDTs14nj7t3zODZf3sZTr/Qe28RZ1HbhZSpdbpIfnLvHpzzv69OXfr39i/dgtd+6uf43h07Uz1e0eqGFl+Gp4KC55fhwm3n9BK2fORKfPbax4J1qZpacIH+W1+6NfWyzv/Etfjm1u2YGjEzDXZXGsP/rhu2g+d/+Ar87Q/ui9yvAmFHKjp2Ti/hP7Zu77qssLNo43gFhq4F+4zanoUQGK8a+Ny1j+H5H74CDdsJBp7qse/40i0AEIgR841iROFumTBVQ0c9Z2ZReyD9EVNet8bnHxfNtnnOUd5A6OTDxwtzFp1x0RX4o2/ckfi8mUUL5338GvzFd+4B0OkseurgIs77+DU47+PXYGYx+lm3i0VqX3jXV7ZmXv841HFo/3wTr/+n6wPh8uGn57HlI1fii9c/kXpZB+YbeOFHrsQnr3w4uG0+EJ9Cn/f4Zuj7H0Tl87+M5iNXY92nT8Xtn31nZFmjn92C47/xcpxeb73PWfQvjhmahqWmAylb34PahupW78wiU9e6hsxLKfH7/+5tC+EmEB3LKKjMWH1Pyun0bn97iCsdzXusnq9bwfE+Cc2f5HC6fD53bZ/GBZ+8DkD03NrqhpZPPAtfE8zVLcwsWbjwh/cHt8WJRZfdtwe3PXnId0qbWLKc2LLA8Dn60rt340V/dyXu25XOEbfaPPfCn+LZf3sZtnzkSmw/GJsOETCjeRMw2tRRy7IuWY614XNEp7OIYhEZZugsIuWAYtEq4/hiUZ5uaIYmEvMCDC36FW/961fhvGduTJlZZAWzjNf92cvx3peeBFemE5qy4Liy64V01vr3PDQdF1oPN0rF0CBl94v9g37njjBnnthZOhFuTW60ORO8GezoCePp2Trqlov9c43E9wAAu2e8Wdw9s/VUj1e0uqHFHw7MZQzg3uuv6+X37vHXxSvBeskpm3Dq5onUYZmOKzFbt/FfzzgK33rv2YWvZ5GY/nddb3rv7Qd37orcr5xFF//G6QDity9Fw3JxyuZxfOkdL8KfXHAqTE0E5VjhQXB7Kana/y3/ot52JZ537Dq85JSNwXKLoJtzY7xq5B7QtjuLNk/WcNX7X4r/9dpnRx73ay84Gpe97zy89JRNhXRDU5ljP75nT+Lz9s1H99l2t8ZTocHczFK7WBQVL553zBTOOdnL7Smio1ZYfK4YGr78Wy/CaEXHo3u98q9rHtqbelkH/G3zJ/e2PpOwa0chL/gIPmi9HQDgzHjb+3MOtCYIAGBUtD6zO0bPwb2v/Cpm3vqT1OvSDUNv7ROTIWeR40osNJ2e4oihdXcWqWywVz37cDz36O4ODaOgMmMlbqh9d65u4bCxCt7youP8/+2Ox2alYbuoZWgOoIvu1yAPhNw+0YDr/sQzdU4wdYHZuh20WX/WERMA4jOL1GM+8abntUqcY44/SnAzQ5NsD+ye63jcoPN0wjXAvpGTcEHjf0Mee1Zhr3n9X7wcf3L+KQCyiUVNJ95ZNFFwF0hCBg5mFpGSQLFolbFt5SzKIRbpWs+LQi+zKHrbxvEqNk/WEgUf1R1JzcQed9hoUBrUb1BnFooKXU16jYqhdXWjBB06urzvuIvTZ/sXrmHCF/Nmm+MrTvhT4kza2TX1WWUNIW85i+IPB0pEK1okBFpCVDg3pWpq0DWBc07emPocqrbJZ26ewDM3d372g4TXDU322J687fE4vzypl2DadFwcPlHDy591OKZGTN9Z1JnB1d7R0A4Gnq11OPfkw1DRNWiiuP2uWyZMr1KQNMsEoqLKMzaNd4hSQgg86wgvwDVrSP3/Y+/Nw+S46qvhU1t3z0x3j/ZdsmVJ3ncLsxmMjTExDntIgLwJLyEQSOAlHySB5H1ZAh+BfGwmCUlYXsKWkIAh7AYsY7xhwBsyXiVZi63FkkaapXtmuru274+qX9Wt21W3lq6e6RnXeR4/Hs1013rr1r3nnnN+BHbSM9aMJu148JMcXll0giGT+P4j7Dyes22lczw59L3sdR8d0vC8M1ahXtGy2fRCSEXqx9jtzaij+Ll1DgDA1p2JrMRI700j2Bb00ijOfc5LsXFb7052TZEx3absKKqGZnkKFVFGj+gdS/f4yjNXC5WMXqn4Hsl2IpvoeDqmheeevtIju9h+P+u+ojLGoqDIUqL3QkBZ5JFn2Y6RvrfUzR6i9nzVWasBhBMV1Ba3rqoKM8Dod1QsAAgGhy8UxBV4aLR07LI3ojaUPv4gChuWDnu5eWmI+bbeXQ0NcCzR0x2zL+OOAgUGAkVmUYEFgoIsmmcYenaySIvJUzAsq0tZBDirgXEv4JZuwbDswIq4lnMJ4CTIK3Q1bh8iKwINvKIm7WGTrLDV6qANLXhftJBJCa28JplUE7mX9PMs4jKLZLl/953aoV/G2/LscJoiJSYm6dh4Em4QocnOeUVN/Kk9SpLkkBzCMGwzMDHQFFZZFFylJTRaute2dNOGbTsZE6ose/vMg5SgcwmbuIisIHFoc8qiJChntKG1A2RRMoUf0P0M8sqisQBZFDyusPMiIjeP/pAlsqiSXEmVA9Uas2yLQJN53sJnwNmX1XFUVQr8v3fas2BhlfOp0gQ4ZDflyPk2NMs7dlFGj6ZEK2foHsdl/FA1tF6VRUTs0nao0iC1DbbNZd1XVPXCKKgCsoj9Lft+1Xp8n1DftXS4hKmW7p338ioRFdFkkVNp02kDYYsqlOFGpAcAtARZaIMCvlJp3PguadtNC3rnpCGeo5RFZK/sh/29QIGBQJFZVGCBoCCL5hmm7gxYMimLZHFZX9NCaMigIhgAE/yBtH9cXtZAjsqiqBwgwtwoi0zhxJMGQCIlCI8hTQkQFw6Zw9rQOGVRCPFneGRR/CSOSp87n89WQWw+lEVsVSI6FiKt1ATtlEBtMowcHTTQvY4mH03vGpRVWWgJI8uat21ZxkynW1lU77Kh+coimnxRey2rSm72z3YEESuygsRvM5hZlAR5KItOpFIWBc+rWg5Oytht8ccV1mdTe8ijP2SPraT67Ww6w6Q4rOoWtSe+qqXukkW2SxaxyqJOK5ixYudIFjnKouDk2CGLggRSGFQ5unJhErIJYAOds9872/at2qQaIhUQtY0gWZRVWSTOcOKhCKzwLaYPyVVZZFlQZAn1IcemRPeBQp1FyiKneIJIWeRsa6Epi6a5SpBx/UTY+C4PlDKQRUFlEUsWOVl0aZXSBQosHBTKogILA4M/s1rkMA1nhVlSsyqLRDY0q4uUAGg1UNw50SSgHqIs6jWok8VMzARlrmxooomnryyKVoKEfYclX9qGFbhu3Ta07iDVNDa0Xkr++plF4ZMEpY9kEasoslxrFl03VZZhWnYsoQigi/AYZDg2NIGyiLkG5RiVD1nW/G375x9UFgUrGtK91E3ba2c0iZsbZVH2cvB8ZlESOJlFWZRFfv+UTlkkDq0OKIt0E3GPVr7KIiNADALprmVwWyHKIsuv2kWKh6mWAcMOkkWsskhvBzNWpEqOyiJFYmxoznPQCZBFIhuaFPm+m0pANgHMe7OH/pPte6OVRawNrQdlUYq2ILKhsc92OaSPyqosMkynymutogVsaEQWhT3ndF6SJHn3K6ztNloGVFkKKIMXAlnE96Nx/USjZUCWfGVhXvAs+1mVRQpLFuVbmbNAgYGDl1k0v4dRoEAcCrJonmEazoBFzqgsEtvQbMghWQqi1UBC2KppXiWAg/sRDwSyhNKmBT/h5hGfWdT9+7KqBMiXuNWxMEshTVKSrKyxA9/8lUXO7/ujLDK9/9P1pZXyNOQkT3gMMhwbmh1JPrZ1i1EWKamURWxJdz4slDDVMrxrapg+iUkKsjg1U1IQ+ReeWRRtBYmDn1mU1oaWvi8JKIsEQeM8+GeQvRcjJSWgLGokqPhIfUmv/aFuWpjVTSwfcSbWYSv6abI2w/oath+jZ7rR0mHAaYO27pBFssR8jrOhyUP5lfQO2tBIWWQmUldoshz5vmuELKiE7793RS77vjb6qiwSL5zwUGRZYNMLBqkTyJaXddFJN21orkKo0TK8PmSFa0MLVxaZ3nmJM4t01Ie0wKLD7AKwofHnEq8sMlAtq7lXDfVtaGkyi3w1myxL3jhk3Wh3lb8CBRYVisyiAgsEgz+zWuQwe8gsUhVJGGTp5JCEkEWS1OVx5xEm0adt9Zq9ENyPeCAwWJlF2ZVFdD19lU7w86Q2YWF4E634ySStclc0OYOyyIIkRaty6DT6kVnEVk5qc6RVGnLS4AiPQYaqONaWJMqiOJVPl7JIZpVFgmpoTGUl+llj9inKSUoKOu4wIlZkBYndbkayKJuyiMksSliVEHD6NXYexvYFtYoWqJaW5BrQ93tVWpLtb0XNmViHZYWkUVLQsbPqP/adRMfbaBm+DU0PEkMAoHeCyiJtOD+yiA24JsVIGmVR1PsuqZVHzUGRy2Z76abzzJqWjZKioOxmvLHVNnvKLErxXKly9FgiVlnUgw1NVUhZ5GcWicKVWVLdJ4vClUW1ihqwM7cWhLIoeC5x46aplp67BQ1gLPsZlUWA3xcVyqICix7eIKGQFhUYbBRk0TzDMl1lkZq+KoWmiJVFpmX3kFnUPZCmyWSe1dDCMi8I1bI6p9XQouBnFkVnzPAoKXIgMHpixiEFlww5AzSLW75X5W67g5Eig4g+s27JUCZlUUmJrganuAPnOIIxC9jMIo8EcFUURHwkmWTpHOExyHBI3hhlkUv0OCofQTU0juhklVUs+cfb0PSADc32jsvZp1jNlBQiBZDICpJ8u8ktFES6JbE0hu2rWlYDCqC4Z2HKXbknqAGyKFgJLsk1yCuzyAsD7lIWKV2fSbY959hZOzH7TqK+kQ24NtvBfCIAMLjfacNLEh9DHBwbmkumq06Wq9sn4QAAIABJREFUXPKAa1E1tIQB1zkoctlryhLNUcqiLDY003L6grwyiyLJIrk3W55uOmH89ByRSmaoFG2BYrPT/L4nvBparaIG7LwL0YYWp+yh88wbaTOLLMvJ4mLbR1mVocoSVtacPoolQQsUWFwolEUFFgYGf2a1yGG5yiI5Q2aRKsdlFtmCzKIMAdd9qIYmmijVKuocKYtMoUohi7IICA6QT0475zlKZBF3DTWlO0hVZywccaDPrM9AFsVZD9Qeq9eIwF47LztJIRtacvsGT3gMMjSZlEXO+fJHzFeHESuLuquhAU7bY8m/kXKEssi0fKJNzjezSKQAmvvMIhm2nV7dQZOekXJwAs0HyvJotAzUI1bu+UlakmuQZcU+DGTZWTLsHBsbcO0fT/LJWVgFRt20uzKWHBuaSxa1pru2Y3DKonJ1aeJjiIMqy96Ev6zJKKsKOobF5PKJAq5FZIgORZYwHJP7kocil1VrGZYdsA7z1dDisgyjkOW5UpXo/EPWYsoSUJIkxY5dRDBMC5qrLDIsG8caLdQqqlB9xyqmSqqMsiqH2j8bLR21sub1hQA8onGQwdt54zOLdGG7z4q0mUVh6tOy6hCBvbwjChRYEPAyiwplUYHBRkEWzTP8zKL0yiJVEVdDi84skmHGdE5hq6aqlzUwN5lFtYo6Z5lFIrLE8+GnyCzi1Urjbt7J6DApi4KfD6v85VdDS2BDm3WVRaNDaLaNVPlCzrFGT3h861z+xB17f31lkV8NDUhGUlGbXCjV0CwbmO1EKYtMsFkyUSRl2KosTUz5CR8rMJyc1b3259jQeGWRWM2UFH7VsuhqaNmURdmqoQHRuWNRoElmhQt/j3smGy09cuWet38kUhZlqDIUflxGYHthAdeplEXuqj/b5xiWheEyZSw5xzvV0qG7mUVmJ0RZxJFFlVp+ZBGrsCspslsZz/SCvoVEuUC9mzT3JQ9FLnsMumkF+kpZlqApkteORspqJstbludKkZIpi/j+KE2lSx6GuwhGz9fhiVlXDSRDkaXYzCIAnoUt7Jh5ZZFI/TwoyJJZNAjKInq3se+IkiqjVtEKsqjA4keRWVRggWDwZ1aLHJbpkAhKH6qhWXZ4ZpEqS7BtsZWCMjeqpe5qaPlmFkUPBIY0JbeqTCLwIcE8siiL+BLEJzkbGk/WaXK33YFWk5PIsGngSz7/ZorVUH4gzUPpo7KIHVTSMdOxaCnISWqTC6EaGk0eo9QprLKorEY/A2GrsmR3EllJyBIJONeWDwePq8CWFCKlgsgK0st2o0DXIy0J1jZMlBW56/mIJ4uiJ2PZlEXpqwyFH5ce2F5J7W4vMx0zseqDPXZ6fg3TxkjJzwaiz1mQYdmSVw2NhaUHyaLhHMkilkCuaLIbdm65hJ4mJHs0QS5g0gl3HorcoA3N7rJilhTZIzVGSmomyxtP1ieBIktdlmpCI6AsCm4z7H2XFLppQXNtaABweKLl9SclRY7MLGL7i3pFDSWBnHuqBezMC4GsGBQbWpxln0fb/VxQWaSgVlFRVhWUVDlTEYQCBRYESFlUZBYVGHAUZNE8wyJlkZZBWRRXDc2MyCxKMPmfahmollTIzPejAoc/ffMefOSGR1IdO0G0qq7IUi7ZKSL84P4jePDwVKJqaP9082783Q8f7vp72zC7rrOEYKgtKYtW1ysAuoOYVcVZEf39z/8C//u/f4P3fecB797uOz6N3/7H2/DGL98denxHJmfxYff6rxl1ff4JB1if2rEb37r3UCKyqD/V0Pz7+6Yv3wPAHziqHDn5xi/fjR898GTodhZSNTS69zPu5LrRNnDFx36Gr/3qcQAOKclaJmjgf8+Bk3jt537hTer4QHAgaENjwZIBbFUvw7Q9FYLGVEO77/EJXPmxn+GFn7wVjzw5lek82wJSR2QFSbzdFPc67Yo3oeNWnOLP4c/+417h9xrt6ADZbmVRgoBrd/8PHp7EK/75jkyKrA9+/yH8728/AACoDzkTRbKi8ATB+777YKJtshNuOibdtDzbXks38eDhSXz5zgPO36BAMvyA6yf+9iz88hsfh8kpi6qjyxKfVxzUgLJIgabI+PrdB/GLvSdiJ8yq7NgX2b7vL76xE1+/+wmPbIrdfw7V0FjCSrfsrmerrClevzBcUrw+84FDk7j6k7fg/QnuZ5bnSpFFAeB+2+D7ZVFwOI8P//Bh/Ostj3n/NkxHWURt96hrQwOcdhydWcQoi4Y0/PThY7jiYz/DFR/7Gf7T7XunXEUg+34+NtXC677wK+wb67ZPDgrSBlwnbbtpEbewxsNTFjHto6z5RGCdy3crUGBxoVAWFVgYyH9poUAqGG5+Q2momvq7olVPwAlmHCp13+Ikk/+wlSctInD4oz9+FADw7mvOTHbg3DECwFuv2IqJ2Q7OWz+KiqbgwIkZjDXb2NvnAdqtu44DAF5z6abIz9DE54FDU3jg0BT+5kVnBf5OyqRP//7FGJ/uYPexJl596SbsePiY95mT7gT9b649C8tGSnjlxRsC21AVGScmZnHg8RncsecEhksKrjhjFQDg8GQLhydbeODQFFq62WWJeeiwM5m/9ry13gA66QDrkzt2ARCrNNQ+kkU0qH3FxethmDaGSwou2eRMFFly0rRs3PjQUdz40FHs/8i1XdvhCY9Bhuopi/zV131j07h99xhe/bSNmO4YnjKDVBAA8M6v78T+EzN4YnwGW1ZWMeMqk9gg5SHN/x6Ll1ywDo8db+Lne8aCJbYti7GhBVUmj5+cgWHZuO/xCZy5pp76POn42LwkFsMlJVOlIVKwRG03al/OMaVVFjnh73RNzlxTw6NHG9hzrOkoHCIm1o2WgS0rVfzXm56Bw5MOOfJ/X7cdtg3ctf9k4LPUN7zhss24bOuK0O3R/bxux24AwO27x3DNeWtTncuPHngSQ5qCP3r2Zrztym2wbeBPr9gKAHjlxesx0zbwjNOW493f+g1u3zOWaJusUovupWHZXjbbbMfEw0caAIAXnL0axmMKZIYs2mgfxti+HTDP/V0AwD2XXgd9/Ak8ozKc6txE0LiJ6O89bSM++uNH8djxaZy7Xtyu/UpmFhTZaQPX33MQ199zEJduXpZInaEp4e/NNGBVOLMdo8syNlxScNJ9VdaHNO/z9z4+jl1Hm9g3No33v+Qc4T48tZKWPODaySwKP69Z3cQVZ6zEM7csD/RRzve6q39G4TO37gUAvPnyLQDcamiMssi2wSmLwjOLWEL0jc/ZjJ88eBQA8LNHj+HmR4/hd7dvRLNtoF5R0WHu1YnpDm7ZdRx37TuJzStGEh3zXKPRMrBkWMPrn7UZn9yxS0iK27Y9B8qiZPeW+mO2L//T521Fxb1XQyUFrZR9doECCwZFZlGBBYKCLJpnmDPjAIChDLL7uNW5qNwMb/Iv6KDCVp68yXuONjSajP3FC8/o+tuHfvBQ35VFjbaOLStH8JxtKyM/E7cCR/lERO6EYXxGR7Wsol7R8Fe/1U2qaZyKaqZjhkrJGy0jMj/lHVefjiMTrcDvkmI+bWglRcYnfvfCrr+x5GQz5nx4wmOQQZNHPji1bZiY7piwbN+qVAop+U7nSjlVbPusM99jUVJlvOu3zsQbvngXjh1xyEVZcq6t7qmygnlH65YM4fGTM5lULICvOomalGStupYka4YHkahpLQ3OJFPx1BZrRit41faN+OD3H0KzZWDpSLgilCZjTz9tufe755+1GgA8pVbJnTCfmG4DcAjTc9aFl4xPY7mLwlRLxysv3oD3vvhsAAj0Q5ecsgyXnOKQtPcfmsSPIxR8PHTTeX47poWW7lSbMy3bK2M+1fKJjTdcthnGYwpUK6giKhlNzOgOgbT69Kdhw9bX93aiHFiVSEmR8YbLNnsLHHEhvxpnIWOr6TVaBtYvqcTvP4dqaPScrKiW0WgZXVZMpw+YxXBJQUWT0dJ9+x8ASF0x+iH7cO9TKmWRILOobVg4fU0Nb3rulq6/aSHVP5NCN20v4JqQRFlUH/I//9vnr8Nvn78OAPDKf/k5Gi0D0x3DI57C+olBtkNNuYHVb79qG/7llj1CZVFLt2BY9kAoi8IqEv7WuWu8n8uqMicVcQsUmBcUmUUFFggGf2a1yGG1JgEAI/X0sntVlmFYdmQ56KnZ8NUjT1kkJJq6v+utsuYYdMxabng4A4X+ripRRoEIIyUFIsFKXOYRAIzPdIQreaoidWXYjM+EBXBG/y5YQSTdwFaUcdNfG1p0XhJLTk55WSvhn+UJj0EG2VK6ySK2nLdrDwoJuKbPhA20vUlTxHUqqbK33yFNgWH6yiLKiKLvrq6XIUvZMzvoe/WIds9a7NJtNz5rhkfWsNS2YTrKInelu17RvPOJ2pazch9vQyurjmJprNnxth0F/vlM+yRalo1mO5maoJbC+mFYdiDMmggAIosaLd2buI6UVOhQoVntwDbK5jRsw/mdVhlKdkIpwCuLKprCkCzxNjTAt5CxyrTkNrTelUWk1FhRLaHRMpjMouB5OBYqv7Im9Zsd04rtv31lUe+ZRbZtu+/F8PeKGlL9MykMy4KqyKH9XpSyiJ7jMFB7Z8ntsEIJg2yHYsdrUdfA/2z3eyMveNlwCfv1sEIqLKIyqAoUWBQoMosKLBAUZNE8w25NwbQljFTDV5RF4Fc9WbR0Ex3TCp2A+EoRwYCi3a1K0uT8lUUdM5osKKkyLLu3rIc4TLWMwIpjGCRJ6pLRs+ArnxFs5gUwPh1HFsld5ME4ky1DCBuwsiWgs06KRcqFfpJFfPAoC5acpPMZiihTzRMegww6r2lOXu+QRcHBc1gZe75ceXDS5LTlKHtUWZW9/Q6VFOiW7T1fvLKoXtFQLWfPjOCJr7BjyRKkncVC4QdqZ1EW+eXJHUJWrFIi0iQu4LqkOllIZEMTnRP/jKQt5+2rJuKvW72iuUqh+EkaH2ZN75Slw0QW+cTGSFmBAQUapywaspqw3YBrrRSv1EmLYGYRtW0iV5Ipi4joYZ+FpO1Qy0GRyyqLmm3Ds2+X1e7z0RQp9Hjjih54AdcplEVRuYn0XEcvBEjCSq6EsHeObjqFO9hr72VvRShRRO8ZqozG9ldhiw6DTRb547WyJlbjTPWRLKLnJWkQ/1TcO0ITE18FCixskLKoIIsKDDYGf2a1yCG3pzAtDUPKMMkV2cJEKzbJM4t4GxoFDvsv7yhVU1KIlUX5lIsWQVTimoVoUsFXPgvDyZmOcBuaLIG/HSdnkpFFrC0nzaSYXbGTBdIpWmXtV8B11ISCJSfpfIYi8jR4wmOQEW1Ds7pWfR2rVnDSTgPssIE2fS/KGlJSZe8+VlxlEU3a+HBsIkay2i9iV41DVFPJtpvsmWWRXVnkZha57a6WQFkUNwEKKov8ti8ipNNWY+Ph34t4JUyaa8WGWbcN0yMpWLKoY1hQZAllzSGLynZQWTRsz3jKolKOWUUE6r8UWfLemXQdYpVFnIWM7VeTKrUUWYIk9WZDo+pSy6vOdT3pqtHovcOej6M4DtrQ+GMPQ1ZlUdh7gVc+8dDkZMqiMPux4WaFjZRUz8URtO12k5yi9wwpi9j+KqyqZlY77lyAHa/FqXHYxaW8IUnOOCTpmC1WfRqjkipQYEGjyCwqsEBQkEXzDLnTwDSyDZA9eXvIIFQkNU6WWRQScO0pPfzvzWYIqGXRMaMHcUQi9VouWoRGy4gcqLAQDaA77oRShIkZ8QQ3LGtnIoUNjWw5tI+wssDd3/M/0xEMLvuZWZREWWSYjLIogiziCY9BhmdD45RFHcNirBDuwD+Bsohtv/S9qGeGJTWHNAWW7X+WjovNQUljSeLRaOlQZCnynvWkLCqnm+hktWe2BcqiqG3FTYB4ZRHgBBSL8rZUl3Dg95EUccRd2PEluVaGZXvhtB3D8giAsiZjuKSg0dI9C5AmS9BtBTKC97xqz8A2HGVRqdwPG5qrmGOuLxFcceQZvSu9nDDmupspcl+cUvH5KIsAYKzpkmtdNjQtkGXI3sO4NuPlICnJA64VWQolwfhMJR5Jq6GFEdWG5VRDk2Vf8cvab8P6PrGyiMgif8y0kG1oUblN7GeB/iiLgPCcvfhjiVIWKX0d/xUoMK8oMosKLBAUZNE8Q9UbmJWzVdgQydu9l3DIpEqJsZNFZW6ElQCOCx6OQ1xmETAXyqL4AT9LQVgcaUITyjgIlUUJSY4oZREN/CpuGG+SgS37GdE19pVo+d8HkSqLJScbbWcgz4d7Ezxl0QKwoYkCrnmioaw6k0y2zXXb0LqVRVEry+yzRpY+sht5NjR3sjhcVlB3LRpZQO0yKlsou7IovQ2NVAhpJ3wdT1nk233ilDdTs2KbB6sa4zNnokAr9oS09yTOEhg4vnLyioq6aXk2tLZheYQyVasiZVFJlZ2cmpCaGppkQpqdgGVL0LTwwPBeQO2a7aMVt03GLRTQO5aqi/HXPWk7dMiRXpRFzndJWXRimpRF3ZlFmiJ7C0hpbGhehbU5UBapipzIhhbWBh0bmm+VBfw2G0VUtAX5SWS7pOwwsvJ1HUt7cJVFFHANpMksyl9ZBKQLpW60dKiy5FU/41Eoiwosanhjo0JZVGCwMfgzq0WOktFES6lm+q6n+AgZhIptaM7/o2xFUZkbCrfKCiRTsIjgKIvCB3H9VhbpbgWfWoIS3OyEl1dDtBMoiwDxxCKK5OC/E7bSyttynEla/MCW/YzoGntKtD7cBqGyiCEnk2YWLQQbWlTAdSck4Np7BkyLySHxA675gTa1gyjFDjt5I+KN1IE0MabA2rLiT/izII7UKasK2pmURckIXhakQsgScF1WFUZZxOaCiZVFUcdYZ+5tSU2mcAGCypi5URbF78MwbU+l0zEsj1RxMmU0NNq6ZwFSFQkGgs9v03aURErrBDpQM9mx4+Ap5kL66HgbWlBVyV+TpO1QlaOrhiVBl7KowSuL3KwyWXL2xfQV60Yr3s8i+MqiNJlFUqhCOU5ZpMnJyLOwY3ZsaM59YUkywOlTsiiLAODwhFORr15RQ1V+g6os4sPr42xg/VYWRam7oo5FtKDgqKSKgOsCixWFsqjAwkBBFs0zyuY0Omo2sijMFkYQrR55yqKIwSsREvyqq7fKyihMevXxtw0zQWZRfwYLWQdN/ECs7ZbXjkNcNbQwLONKc0cqi8pBdcnCURZF2xBVJlw23obmHFtUsPMgwQ+4DsssCrZJT12nWwxJ5CuL+IE2Pe9Rip2AskjjlEXuffazS5SebWgiu5ijLMpSDS29sghwSJq0+Us0ySS1RdCGFn5d4voVdlKXVFkEINDHpFU5RPXp4ceXPPfMsDhlEUPa8soiTZahc2TRhOwUdii3T6Aj5a8qApgsrhD1QrwNjVcW8WRRsnaoKbK3jSwgUnWFqywam+Yzi/zjUBU5EHC9bslQ6LF37SNjZlGYQtlTKUVWQ0tmQws7ZseG1m2/c/bXnddjWbbQ7s6TRbWK5vWFcccyCODD6x3CLLpf7Wc1NGf/ySuYxRH/5UJZVGAxo8gsKrBAkGhUIEnSFyRJOiZJ0gPM75ZJknSjJEm73f8vjfju69zP7JYk6XV5HfhiwZDVhKFlI4vCbGEE0YSFBkJhJW+D340KuO62xGSFqOx8ySOL+jNYyCrH5lfNkmQWAeJAySiSg4JiAWCkpMTa0AC/uksckiqLyLIx15lFns3SsrzJblS1dG+SKgjqHhTQec20uzOLKOdn2FVQlRjClGwkrLKIb7tEBkQri4KZRQAw2wkqi1iFQdK2FIapWGVR+swiy7LR7CTLGeORhfgiMrPMKItKLsnTiLD1xPUrlLPCZhbNnbIov4Br27ahm2xmkenl16hu25lyq6FFKovUZQCAEX0cHfTHFkPEQhZlkca98/hnIWk7TEqORIFI1ShlEUuia4oUCLgmsihOBZxFWRRlQ4vbFmuVE4ElRamYhm5a0GRSFgWDysP6FPp3pLLIJbQPT7Q8pWbY+3hQA675ZzsuM6jRMiBJ8EjevFHKoCyKQlz+UoECCxpFZlGBBYKko4IvAvgt7nfvBnCTbdvbANzk/jsASZKWAXgfgKcDuBTA+6JIpacqhu0ZmKV6pu+yygse/kpymLKom/Rh4eWmDHHKIm6Vlf0skK0yWlTZeaD/1dCyK4v4kudmwswikQ0tXlkUNXHnSYOkk2J28iBaCZTdcN25robGhsvS+US1Wc/+shCURe55sRkisuRnFlXLvlqIrs34jO5Vy+OVRSxSKYtKQRsa9Sdsdgm1pSzPdlhFRf5Y0mYWNb1V9PTEQlJ7JgtfWRRUcIhItLh+RVWc8Of0yiL/3qW1/6bp6+idEafCov5guOxny9G7SJMl73o7fbwCVZagc5lFs5ozHKib49D7RBYRsVAKUbmMxFiQu6uhZbWhJSNHouBnFjlk0Ylphyyi9sOS6FTO3nTtSb6yKK4aGj336QKuhZlFEe9FNUKRxIO93rRYYZi211dRe2atnXyfEpefxCqLSKkZpvTt1XLfL3SrUeMDrqtlVVgBtRekrYYm6pOKzKICixqkLCoyiwoMOBLNrGzbvhXASe7XLwXwJffnLwF4WchXXwjgRtu2T9q2PQ7gRnSTTk9ZPHLXDixFA1aplun7GjeQZUEDiGpYZpFEtqIosih8ZZwGUN+//wjGpzuwbRufvfUx7+8Hx2dx86PHYo/7ezsPe/tIoizq18rSV+48ACD9xPPTNz+G7+08DADYc6yBvcenPeWBCGmroQHAkqF4EqhbWaTi7gPjeOx4U3g8wWpo4musRkwKekUSZdG/3bEP9x4YBxDe1senO/j+/Ufc7wy+sojuNTsIrlU0tHQLX77zQKCEOj0b19/zhPe7R482cN2OXXj0aCOELMqeWURKRV5ZZFg2WhlL3IuUF2VV8Y7zm/ccxHU7duHGh44Kt0nPXRYLhUPwZFEWKYFqaICjKImaPDZaOiQJqApW7msV1VMo0fbiwLbsLAHXosp0LOidEXetaPJO53nzo8ew9/g0AKeN1ysq9h6fxq+fGEdZlSFJEkxOWdQZWgEAWGpPwpD6qywKI+TlKKmiCyKa+LwwQpqA62/dewgTM51EnweAX+49get27MJ1O3bhRw88CQBY7i4ejDU7kKTwc9IUCbpp4ScPOt9ZUS1BkoDP3roXsx0THcPC9fcc7CKAs2YW7R2bxs4nJvD4iRn8w0278cChydhtqa4t71ijhR2CZz7MKm1YVpcNrcoQJWy/enB8Bjc9fNT7Wxjo/X9wYtb7OSxDsGNYie1Vd+wZw6dv3oOfPzaG63bswmduecxTcOaNsJy7Jydb+NdbHsNMx8CNDx3FcVeJBgTDsPuBpMqivceb+NX+k2IbmlsN7eEjU7jv8fE8D7NAgQFAoSwqsDDQyzL8atu2jwCA+/9VIZ9ZD+AJ5t8H3d91QZKkN0mSdLckSXcfP368h8NaOLBufD8AoLT+/Ezf58v6spjVTVQ02VMRsWCtLWGIWoUmsujXT0zgT//9Xjx2fBo7D056f//8bXvxlq/eIzzmI5OzeNvX7sP3dh5xj8EKXfEFGJuMnv+KXks38V93O03z1BXDsZ9/25VbvZ+/9qvH8bav3QfLsvG5W/cBAM5Y0034/dGzNwf+LcpviRrIljUZQ5qCd7zgdIcs4rJKbNvGdMcIEAznrXdyQD5/217hObETn3dcfYbws1EryL3CaafRuRYAsPPgJB55sgEgXEX3Z/9xL379xITznQVQDW39kiEvVP2stY6q8AVnr/b+ftpKvzoiXZvP3ea0s4s2LcHB8Vlct2M3Do7PeveaQPa1v77mzNB9s8TcCFVD82xozvX+nUs2AACevXUFqq5qhM9XSoKZjilUbpTdzKLptoF3fmMnrtuxG391/U7hNj95424AwLbV6Qn2LDY0IjPPWlvHtlVVzwYk2tZUy0C1JF65v3Tzcpy3ftS7/2evG438LOFc916vrJUz2dBEQbIsyAbJB7DzIDVfRVMgS8Av9p7En/3HvQCcZ/cc95zGmh2v3ZlSsD0sf+6bMI46VMnC8ZGt6Ae2rXJs3ues8xW8b758CwBg83JxJVJNDappp7kJf9KFhg1LHXXPDS7pkwQf+uHDuG7Hbly3YzfuPziJkiI71S5VGaZlo6Iq3v28dPNyAMCrL93kWN4sGx/9yaMAgDPX1LGqVsbEjI47947hH27ajb/4xk78+MEgSUMT/DSEO+UfvvTTd+BLd+7HJ27chU/dtDtWpVRyyaLXfu6X+OMv3x0Zds22QTo+3bQ9Eu+CDUvwtFOXeuMcnqh40aduwzu+vlN4LOuXDmHpsIaOYXn9adQ1SPrcvfPrO/HRHz+K137ul7hux258+IZHcOfesUTfTQt+vHbmmjpOTHfwkRsewY0PHcUbv3w3XveFXwU+36+8IsDpD2YSZNF9/nbnnca/w1g4yiIT13zqNrz8n3+e2zEWKDAQKDKLCiwQ9O+N4SDsjRv6VNi2/VkAnwWA7du3PyWenCGjgfuGn4VLrv3jTN/ny/qyMEzbs43x8FaOU2ZusNs7cGLaC8a9dPMy/GrfSYw1O2jpFizLjpwoTcw4256YdVZYRcqiNFV50oLKW3/wZedi7ehQ7OdfeuF6VMsq3vClu73fNTsG2oaJTcuG8Sfu5IPF889ajVv+8nm4/KM/AyBehY60rMgyHv6gI8a758A4xrmVacOyYdlBsumtV27Df993CJOzYvVBo2VgpKTgwQ/Ei/0UqbdqPtHHoAvPnfCF/7kdX/3F4zjWaHV9bv/YtPfzQlAWrRmt4P73Xw3Ar7L3mVt8hd7nX7fd+5mt1PdHz96M97747IAigJ/8S5KE/R+5NnLfbDtZ6qoUfBua87enn7bc24Znw8mQt9LWzchnm46lY/p5VCuqJYzP6LBtW0Bq2HjNpZtwySnp3cxpbWhsMO5l21bgxndczmxLbEOLm4z942su8n5+xwswYBuaAAAgAElEQVROT0TiXPd7F+K637sQf/fDh/GVXxxIeBZ0TNHPWRhKCfKk2DDrkioH1GeaLON/POMUfPu+Q7j7wLjXDkhZ1LY1lP92DFsB2OcdgA3gIn4HOeGa89Zi34df1PU70XNCIGUMERCsakWWfMI1Dp/7w+04+70/ju2TWUzO6njJBeuwdrSCz9y61yPc6hUVY81O4H6uXzLknc+dj52AadnoGBZeduE6XLZtBb78R0/HC6+7FbMdC0+MzwAAZjgCWLdsaIqUqC0SWGUTndvkrB6rLKL2dXDcCZXumFaoupa93kRAGcxnX7V9I161faP3Gadsu09UsOq/KPXe6JCGe9/zguB5RRx3o2V4hLEILLleLatotg3MdvqjHuDD699+1Ta84uL1eM7/dzMOuaHde8d8lXHaviAtahXVCwsXYXJWx+YVI/hfz98W+ZmyKqMPw44CBQYDRWZRgQWCXpbhj0qStBYA3P+H+Y8OAtjI/HsDgMM97HNRwQm3zpZXBHSX9WVhWhaUiIlzPYaEiVIW8QQQDcpI1UI5CqJJBpu3QtuILmkrrjrUC2gQmSYol6/s0mgZ3gA7CuygU7QKHZ1vIgU+w1+LqGyI+lC85SZNCfJ+KIts2xbm2rDXte5WqIkjLdJMdOYTkhSclLGkCtvO2GtDGWL03Sznyu5nmUcW+eXOeaieDSf9YMapEhj9iqEgVmqn65YMwbRszAjsGrppo5SRECQbWtL8JVEwrkhZlOa5ApK3WbrnZFlMc0/4iolxKCfIk9KZMGu+a6B+qz7kV6kCfGURG3QtybL3X7+Q+XnRgpZRtnofmy0WhyFNgSJLqcjKRstAfUj13g20Kz7UmQf1mzMdX7XJVhal+8q/zwzTSq3MZMcEbLXGuMwivn1FtTWW+PGURZYdmikEOM+qZYcX/RA9k3yfqkUsdiW9f+yzSRXs+l/VNWhZBxBK2sRlyfWKWjmZ3bfRii9UEDU2LFBgUaDILCqwQNBLT/xdAFTd7HUAvhPymR8DuFqSpKVusPXV7u8KABixp2FmzCsCusv6sjAs28sm4hFXGnlqNj5zA/AH0GQ1GZ/WA78PA1vJiT47H8qiLOVj+YFvo6XDMC1huXZ20ClUFkVM5DSObOLvWdQKLlUiEiGNHF1V5NzJopZuwbBsYRAwoT6k9Vx+epARZZHgq9z1vB9mgrh02NkeXw2NhZ+Llu7em5YNw7JRUqKVF2VVhm0DJ90y4OtG40t8GxEKhCSoVdRU+UuiYFyRSqnfNo8s/WLaY0qjLNJkqSujROMCiKndWUQWSclDlOcTvLKIvSZpCcE0NkiHSHdIRyLc6Bj4cvE86Plotg2v7dK7q2NY3jnwixy6GU3CREENkEV+tcZ2jLKIVIX07ai21gkoi9zMItOKVE2LimKkaf8iZVEcOoYV6GNIidSv7MWwxT1awDs0HkUW9bd/SkYWxZPqfN+bpdBCgQKDC1IWFe26wGAj0ahbkqSvAbgTwBmSJB2UJOkNAD4C4AWSJO0G8AL335AkabskSZ8HANu2TwL4IIC73P8+4P7uKQ/LNDGCFlDOriziy/qyMC07NK8IiJ9sJMncAPwBGeWanHQtUqIVtG5lUXTAcZbV2KRIU0qawA98Gy0jUJklDDzhEYVoKxarrukO1Y3KhqhVVDQS2NCSDhoVOX8bWlyJcZUj2iiLg8dieM1S2+KfWT64vOf9hARct3QTktS9b4BRL6Yk6ToxygL2WMaajiJx/dL4qk0iVUEc4khyHh0hWRS9et5o99vmke48AMeqkqav4+08YfBtaN3XhxYy6DrQvfbIor474PMB9at0LVgFTNp7XKuonv05DlRZrlbxlUXtLrJI/M5giwdQ/9I2LK9d8+S/YYkXPsLA9hlTKZRFfNWyaGWR//uO4VjcLRtCZRF9lkea9h+1/STPHP8ZIov6V9W1O7xeVWSMlBTPhsZ/vt/906xuxi7sJBl/8HmWswmykAoUWDAoMosKLBAkemPYtv2aiD89P+SzdwP4Y+bfXwDwhUxHt4jRbEygLtlApRcbWnQ1NNOyI8uxx5EwSUkEGpANl0hZ1An8PgzsgNK2bTezKHyVOe1qbBqkKSVNCFMW6ZYtlO6zg86qIOyXH8gOlxTMdEzOxqZ6FVnomkVNaEXVmtjjXzJcEn6GoEgSzB5KP4chzgrIq6qoJPRiBLWtMIUYIY1lMnI/TDuh6zurm5Er9b56Md11T1JZidrwmFuph0p8i0q2i1QFcaDrN9UysCpBt+sRsSH9U62iYqZjhiqdGi0DW1ZWMx1jEmRVFqWz3MZXNCIbWpgN1y9t7lZoUoI2NL4q2qBCpCwSkf9hSGrPAfxnoFbRulSn9O+oilZsv0ltl0gvtqIXr+YxzOgxQxTYsQedW7NteHa9qHc7WwnROZZwEiCoLDKZNhelLCJyz+9/aD9p3vXUxziV5fy+L+6dCnQ/l8tdG1o/lUX1kPD6WkXD4Ylgxl+c9TsPkF262TK8XLwwJCGt+HFNo2V4480CBRY8isyiAgsEhSF4njAz5Qis5KH4KjhR8PNEIpRFEatjcSRM0swN3oZGqg+xDc2XqtMgThSCmzaUNiniVC1hCFcWWcLMIhp0VstqpNLLOY7gAGipS+IEbWzdGU7eoFjtJhnirtugKIuiJj3s9RopKV5J6MUIals8Icne1zwG+Oz2qP+Y7ZiRK+meejElUegr3pIoixySef2SCoDoCVmcqiAOPsmSTlkUpnykNtsMKRIwVzY0EanGI0vAdZwSwlMWhZB3NJmnfdqu/s+SyYa2MCZ8XZlFjNoqLXlbH0q+8NFgiHT+vsUqi5jno1tZZPph3ZyaRzft1MoiNl+Mjtm0bK+QRdS7nSq60SslyhoaDLi2mDaXTFlUDvSfaWxobnW1kHd+HPjP+MqifmUWhY/XahW1q38i63fUOzcPJM2aTEJa8X1vP8aCBQrMGzyCd3EughZYPCjIonnCbMMhi5ShJZm34eWJhJBFRoziRUwWxU92bPgDMr4iTFJlkSgThFAX2D16QTZlUfA8p1oG9JhQUJXL7ogCv0pNn+eVRUBwEOYPijkbWlkNWA7CMJVihVFVJFi5k0XJ74EkSdE2tEXwnqW2JVLi5EFAsO2E2lZLNyMnX/SZtMqiuMwS51icv1EwPimLop73OFVBHNIG5sdlFoVti82a6RfqKc/Dtm002+nUBOUEZBERt2HkHbUn2idty/KURQuELOIycDqGBXpU0t5jJ0cu2WSX7Rv5/dC/o5RNrPKOjt+pckbKIpcs4pVFlpWaiJ1ps2SRjlH3mOiZFmUWsRBlFtH1dqx5fqi6aLtEzLBkQ5TKKQxEkvPv/Cw2tGUjJe/a9wNR47Ww32XJakyLJGS2YVqY6ZiplUVJlF0FCiwcFMqiAgsDBVk0T2g1JwAApWp2sogGdmFqC9OyIVKU18paZH5CksyNWd30BmQjnL0qmbLIEK7ce8fZNxtashBvFt2rjHpsKKg/aRLvh7eoeWRRqLLIv29hg2L2+6LBbaOlJ14d74eyaCqlukuVwwOuF0OOQZSyiEUeq8GlgA3NVRbpZiQBo8nRfYwIfmZJ9ASNjuV4owNFlrCq5iiLotpsnKogDmntW6L+idosPyFis2b6hbTnMd0xYdnpJoglVUlMFoUpK6k9Uf/S4cmiBRZw7SuLLO/eZ8ksSq4sYmxo3H6GSs4xjUS8u8KURZIkoaTIgQWENtdvZrGhzTDb0E3bI3yPNzrQFCky95B/pkTV0Oh6d9xnCwhvc+x2kyxEiaAyNjTCcElJdP+I0KBFtFpFTUS+ZkU0WeS/L0gYOpVhkSwtkvRPpHiKe6fx7SRp5leBAgsCRWZRgQWCgiyaJ3SmxwEA5erSzNvQhNXQxIqXeGWR+CXeaBneAG+knFxZRPucYiqmiG1oyVdj02CqZaBajg/xZsFO5FVZcmxoMaGgkiRBlaXY68lb1GgQxQ78wwZhfhnk8KybqHtMK8yJbWiSlHs1tLTqLk2RulR0pJpY6KC2JVr9zkdZxLZhP7MoivBUBepFETwSM0Fm0YnpdiDIN6rNigKVkyBtMHQ7QrUH+CQIf6xpCdAsSHseWSy3STKLiDwOe89QeyJCg66lLTvHYC4QG5okSU5lOMa6FWcDi0I9gTWYwPaN/IRaclejo15dakhmkfOzQ1h4Kilu3KDHVPYMw2wn2P7Xu2TRiem2sC/j/yZSFrEB32SHjRrb8EowEVktArVfWQq+f9Moi3xSUfOIun4gKryebZ8d0yEJ46zfeaCeoH9K+u7n20k/Fg4LFJg3FJlFBRYICrJonqBPTwIAKjkoi8IUH6YVXt2IICJhktjQTMvGhLvKw69wiquhOd9ptg209HBVTPA4+xdwnXbAVOIsYY2Wnmg1VlWkTKvQznfDbGiMssiMyiwST7zTTiD7Ww0t2bVRFbkrO2emY+ZOYs0HqA2JbWh9UhZ1zMjJl6deTJlZlLYaWq2iYrgkDt4XBSonQT+URfy22KyZfiHteWSx3DqZRWLFntiGJnvbAfxrabskkbVAyCIAKCv+teiYVoAESAPKkElS/pvtn6sp2xKbc8e2XVKLhVV2A1zrelobWifYRih3bKzZFr7Xu5VF4W2NVXJ12MyihNXQsr4bKCyavVWiCogs+OdtpKygrMUr9bIiibLI+ZyeqS9IiyT9U1JSvTuzqCCLCiwikLKoyCwqMOAoyKJ5wMnxo2gf34ODqoJJtQPTMtExO7BtGy2jFb8BF6Ky1mZM/kA9goRJk7lBJa+7bGi6hcMTs5jpdG+f9mnbfvU00QpkvaLh0MRsLn5/w7Rw4MQ0LMt2V+PSDZiCYZnOwDHJaqwmy5nyLZzv+veQyK2pFMqig+Mzgd/bto2WbqYeNKqKhGbLwP6xae++9YpGy4AkRdspeGiyU5mGnWwtlsEjTbyTkCu9oOzZUnwism1Eh7STejGpssiZ0PnqhXKSzKJmB7WyBkmSUC1Hk8OiQOUkqJZUSFIaZRFVdBJlFgW3ddgtVd3PyZimyKhocgZlUbpqaG3d8gj9MBieJSgs4FrytgP415ICrq2IamiWbaFtthMf51ygrMkB61ZWZVGtosKyHVtgHKZm/f5ZtOgThqCyKPhzs214gfJhyqK0zxZPFpENbazRESqG+b+1DQtPTrawf2wahmnh4PgMHj8xgxZzvduGKbQ+Ott12tWxhjOOyjMnKOnCFX2GSD7FswAms0vPJmgfwf3poQtfPGE91TJw4KQzHphv5ePBcaefjCPV+Xby+MmZvijNCxSYHxTKogILAwVZNA+4/LtX4c3Kj3DNxvV47W1vwIVfuRCXfPUS3HLwFjz3v56LRqeRaDteWd+IgGtZih5kVkMqZQDpMjfGGm0ostT1Qv/JQ0/iWR/5KV76T3d0fYcdQBDZJFJTLHNLr77zGztjjycO/+8PHsblH/0ZrtuxK3V1IMBfbTxrbd0bOCZZja0PaVhRTVainnDeBqdKHjuoo1yjJhtwHVFRjsr1vuXf7w0MmL/6iwM48z0/wu5jza7ti6DIMu7cewLP+9jP8MyP3ITpHKxfjZaBaineCkgTA5oEsavFi6U6Cg32L9rYbUtdWSvnth+aTD17y4pAMH1UOWIRIR2G0//PDXjRP9yWSFlEbZYNOhVNyERKliSQZQnVkpo4JDWq0iAdJxAkKy3Lxh/8318BAJaN5HfPwpBU5QBkDPNXZRyamMWZ7/lRpBLGtwRJXZlr1M5W1R2lyVlr6wAAXRkGAHTkSug2r991Pa755jWJ1DdzBdZC1DEt73mkKldJkcY+GJapt2TY+f7mFSMAgFPc//PQQjKLAOeefm/nYe/fXcoi006t2jtnXT3w77UuWTSrm6mURbftPo5nfPgm9/3yU1z29zfjuR+9GftPzHh9Y9ut5AVEh9wT+fD2//w12oaZmKDhMeza1y4+xVF+U9B40ns3pCm4eJPTly8bKQUIRxG+t/Mwznrvj7D7aLIxoB9e3/1sL+PK1j9xcgbv+fYDAIClI/0ki8TKoo5h4U++co9zjDHjIp4E+9dbHsNVH78lh6MsUGAAUGQWFVggWDha8EUCy/QHLwpkSLIMw3Jeqvsn92PWmMVEewK1Ui12W6ToCZu4m5bYHlVS5NAJIJEPUQTObX91BW7fM4a//tZvcGLaWT3kM0QeOz4NAB4hwaLRMjBSUjDdMXF4wln9E8nsX/esU/GJG3d1KWSy4MlJZ38Hx2fRaBlYXQ+fsIjwoz9/DtaODuFPvnI3Y0MTc65ffP3TsDzBxOL2d13hHef2U5dh66oqzls/6v3dk9gz943k+7w6a9uqKi7bugK37xnDbMcfuH/n185k4YFDjg0yeWaR8/8hTcGsbuLkdKdLUZYWhmXFqmVueuflXflNDkHn/J0m/h9+xXm4bOuKno5nPrFtdQ3f+tNnBe434Udvfw7GZ/JRc5VUGd9/22XYvGIEI2UVX3nDpRhrtnHOuu79Av7EU09h59h1tMlUQ4tWDbIEA2vtiQy4tsThtkmQxtZKpCxPhABAxZ1MspPRaVdJ+fTNy3B+yH3ME2nOg8qSV1Lkt7D9yUzHDH3WdUZZdPNfPA9TLR0HTkxjuKRiyCUiN68Ywbf/7Nk4a63zPru1fi3uPF7G8PpL8ZGQ/e6b3Ifjs8dh2RaUAQnBLmsKOoYFy7Khmza2rarim295Ji4MIXZFqLjEaVSYM4spjki/6Z2Xe5XGXnHxemxcNoynnRq+f7a9lgM2NNcaqMiABHRMLuA6JucwDB/9nQtgA/jB/UcAACuZ91zYcxN2XIA/ZhjSFBxvtL2fZ3UTy1xio9k2vDYf9e7ZuqqKK89chZ8+cgyTszo6hoWrzlqNv3v5uanOa+lICd9762XYuqqKd149i9EhDe/77oM4eDJ+HEK2sHdfcyauPX8ttq2uJc4suvGhowCAh45MYdvq+DGgKLz+tU/fhLVLhjDbMfCub/4Ge9zx2Gsu3eQVE+gHNEWGIkuR5zvpxhdcccZKnBFzjpuWD+PfXv80lFUZZVXBF27fhx/85gg6RvzYoUCBgUeRWVRggaDobecYUzPj3s+1ch31kr8y19Cd1STdTKaWENkRTMsWytejMmjiMgE2LhvG6aurAPxcAp6UIsUQgK4V4kbLwPqlzupjEsvG6JCGF523Jhe7EZEsUy0jUS5TGM5cU8fokMbZ0MST122ra12rfGHYsHQYG5YOY/upywAAF29aGlhBDVN5dCIyiyRJwgvOXg0gPG9mKqU1hdrSBvfe5SEFNy07VlW0ZWXVW8kPC3Sntn/66io2Lhvu+ZjmE/z9JiyvlrF1VfzEISnOXT/qTbaes20lXn7RBpweMWhXPRta/plFrKqtziiLopQ/dAxZbWi0z6Rtlz4XZvHgs1EAfyX9ZRetTxWcnwVpziNKfSgC25/EB45LWFkrY8vKKq48czWecdrywOcu3LjEI58MrYbvWs9Cq7YpdJtN3ZnQWgM0eCYLEdvXXnLKstT2MCJOo8KcWfDvpy0rq56SSZIkXLp5mad05cE+V7yyCACuPX8tlo+UukiruMqeYRgqKbhoo5+7uGRY866L6N3Cv69ozEDvF02RsKrunO9wScWQpriZO/RMhm9bkiS85IJ1ANwiHIaF01dXPYVbGpy3YRRDJcW79nVB38SCqslqiuypi4hwzBtUHSw84FrDSy5Yh3Nd4prGW9ecuyb34+BRUuTIdk738KUXro9swyyuOGMVnrVlBS45ZalHkC4WRXGBpziKzKICCwQFWTTHOHbyoPdzVauiqlW9f0+2HbVHmsyGKDuCGWOPUuTw6lbehCxB0O6JpqMs4ie4J5q+CqLFDEhNy5FMU67B4UnyrYsl0bVy8ioyIpAKgAadveSKpLGh5QWfLPHvW1RmEcCSS933+diU08aShnzTKiHduzzIu7SlmsPOx7fY9E9W/1SGqA3xYInhJNXQ2OePfo7KUgMQWzY7CZJWNAK6s0dYqLIEWUJg9XwuwmMJouvEI0p9KEI5QBZFKb3Sk3d076Ke12bHIYtMO5t9qB8gC5Hf12ZTPHn5TQmURUlzA8PAtr9gNbRgKXd+Mh9X2TMKbB9e0RRPUSQ6fv4a0piBbGy1iuadR1mVvfdtkv6evjc5q8Ow7Mz3q3u7SW1o3dVkyykyiwDASmhLSdLn0Duexltz0T+VNTkytLyXfjKuymuBAgsLpCwqyKICg42CLJpjjE0c8X6ulWqolnyy6GTrJACgYyW3nETZEeIyi1RZghnSQZHdRBNWUnOzc9qGoyziJm9sFhI7uKLfE+FwyLWhxQ0a8qqIRit7DU9ZlJ1gqLsr+1lCQbNCdieobEWwKGUREK7EIRxMGcRLQaZ5kkWmLVa/8SACk1VKzeUE/akILeSaR4ENu02iLBouKV7572Q2tDyURcn7ErLMhrVRvqS68/n0JeqzIg3pJeojosCSfFFqiizkHd27qOeV1LWDpyyy0Dbjq3cKt+PZiONJg6zKV4Ani7ptaLWK6lS7C8ksSkPeE9iFpZJL7PDHwYNf3Gi2DQxpCpYOUz+golbWvM92k0XR22YXs+iY8kC9oqJtWLEKoamQe5c0s4gw3U5GLCXpc+hY/PFW//snsbIo+wJP2kqQBQoMNIrMogILBAVZNMcYbxz1fq6Wqqhpvv3jxOwJAEDHTEMWhdsR4jKLFFmGbTuhrCzSKIsAZ4WQSImw/bETDRrYrF8StKGJsg1ofzMdM7UVhgepAI432zCsZCHeUai7AeEdQSWpfkBV5IDKgwb8YQoOIvHCFGRJrz2BKrRQaeQ8lF5xbZQHEZhBZdHcTdCfilBDrnkU2AG8n1kU3Y9IktRlWREHXIstskmQLhharO4oq8q8KYsctWVSZVF6GxpL8kWSdwneFV3fcQm/ha0syjZsSqUsamdXvrLVJdljpfdAraKhrCqh1dCyKIvY959D7Dj3VqRajaowyPYDlPFUcrc5xdjQkpAjZG3Ler+6t5ssoDysOlnSzCJ/G/mF19M7nt75cRXI8oCjLBLb0HpTFhU2tAKLAEVmUYEFgoIsmmNMTh/3fq5q1XBlUQqyKMqO4GQWRd9eGhPyuUVJVotHGEVASZGhqc4/lobk8rAvdTrOdS7hcLzRxnBJiZ1ssEqmXkArexSg2QvBUKtosG1nUpxmstQrqHw8oWOaUGQp9Bjod0aIKiTptSdQeG+uNrQEmUUsvPPhbGiyhEBlrwL5wVNzJcpZ8Z91ytIoJwxV9pVFDgkbVg3L8Mpm96osSm5Di8tdYSeAUzF5KnkijUKqV2VRJHmXQIXKg0jnqOs6uJlFVqbsp8B2iCxKnFmU7f3E9qnsPafj95RFBh9wnc1SzSr9SqqMWjleWRRVYdDrB8qaZx8rq0pAWRTX39N+T1C11dzIomSqlrB+I6myiPrZpH1Ukj5HVWQMl5Rcxj1JUVLkyHbemw3N+U7SipYFCgw0PPdHoSwqMNgoyKI5RmPmpPdzrVQLZBaRsihdZlH45CeJsog+xyKJ1UOS/FLJZU32Plt3B6GAP0BrBJRFzs8rqxXv2JIMGPKSHvMre71M6tjjTjNZ6hWqIgfIn7ZuRU5e6LhYcomd9KcZrJHFaO0okUU5KItS2h78ylxB60+1rCYKyiyQHhpTgS4O7AD+xLRrAUlI7PiKAg2mZQcsbQQ6hixWGUJ9yFHkJCnNHqfuKHMT7rnMz6pVNMzqZiIST6Q+jAJL8kUHXKdXFs3qYrKo0XFsaAOlLFKVnJRFbgW9RJlF2W1oYfsE/BwxR1nUTV4kqewZBpVTFtEmxM9ON9nD5hRpqhwYS9Rde2qzbcT29/T8jbk2tLyVRXHB8o2WjvpQNmURPWvplUUxuY/udVVlyVNs9RNlVYls51M9qIHrhbKowKKDVCiLCgw8CrJojtFsT3g/K5ICTfFfmJTXkCqzKMKOYFiWMA+GJlx8blFcNTRvvxU/T4ANLS27E4f1IQoUVn7MTg7jkHSQFgd+cNxbwLV/3HOqLFJ4ZVF0CdkoJQ4hzWCNrt2KagklVc4xsyj5tfMrcwXPp7Cg9Q9pqqGxA/jjzTYkKT7PhrofPuckrH3pGcgJHrWKCsOyA8H7UYhrW92ZRXNoQyO1ZYLnUKQ+jEJQWRRlQ0tvC6TrHmVRIhvaQCmL1O5qaFm3A8RXQ7Ntu6eAaxYsUUJt1VcWhdnQ0hOxrNKPbTdiC6dYWWTbtvcZTfEzi6YSXBdayPJsaAnVjXFIsmilmxZauuWpqwhEOMaBnrW0IfzxuY++cnMuFlZKIQHqBK9wQEILPIsis6jAooMkF5lFBQYeBVk0x5jWp2I/ky6zSGRDE1dDAxx1BwuakMWtQtNLu6T6VqZaRfWyLshqNhViQwvIzRNMrOq5KYuCq9W92dD8456ramiAM3BmJ+4iZZEaosSZCpBF2TIDnBLCc59Z5J2PGTyfIty6f/DUXCkzi0402ygpcuKJCRtw7Wyru30ZuVRDS74yHafu6M4s0qHIEoZympyKkGbSJOojosDe7WgbmmsLTEH4imxoHbPjLZSY1iApiyizKH1VOX47ACKrRBHahgXd7C1Tj8ASW9RWa2U1XFlk2T1XQ2Of97Q2tLr7biHQWMKwrIANLe66KLKjfCayKI2iTgT/mYvuO6LImzDbn+j7SW1WSfucNItzeaCsiquhRRUOiEO1IIsKLDZIhbKowOCjIIvmGLNGM/YzqTKLhsLtCKYtnoh7JbGt7gEj+/fI/TLKItpPveLnDKwLsSux4ZRZlEV52NBWVP1cpd6URawNbe4eI1WRApagjmlFTl60UCWOfz+yViNxwkbnPrMozBIVFiZaID9QCHVY7hUP9vkca3ZSERT1SlBZFNa+8qiGVhdsn0ecuiNMWTRXK/dp1JZOH5HumoVVeeORhbzzbWjd15UsaMAgKot6zywqJ1QW5Zl9xR4r2YJqFQ0ljpf5naYAACAASURBVOgEHBI+y8JHFMEkUo5EKYvYcO6S4tv2yHY5MdNJ1N/XKqpXDU1UkTEN6t4zF913RAVwh5FzYZjKoCxK0uekWZzLAyJlURJ1WBQ0N3+psKEVWDSQZBSZRQUGHQVZNMeYNWdiP5M2swjotiOYplhZJEvhlbI8q0fMhMxXFsneYLFWUb3B5prRCiQpOIGcCiiL4kMw+X31OkBwyKIys93eAq4Jc6oskuUAMdg2TIENjSpZOZ/vGFZggpBl4Dhc8sNGe4VpWemURSGWqLyyPQpEQ5WlhNXQ/OdzrNlGKYUCw6+gFP2sZynV3r2f5H3JVMsQTti7M4uyV7BKi/oQkV7x59HWo62qUeiEZDHxoOcwjUJAlFlE4dbAYGcWZbWhJc0syjP7irUesgHXUZlFmZRFEc+jaFthlshaRQU77CCSp2NaXns5PNFKPGbwbGi5K4tEZJFIWZSELEqbWZSsz0kz3soDosyiXvvJvMYfBQoMBgplUYHBRzHLmiPonTYeuO5l0IYPAJpDWGiyBkXunlDpZnJShFXdsNXI4iqbhGUW3XPgJP7q+vudY4vNLHIDrhUZiixBkpzfWe726hUNw5qCf/zpHrzqko3YtHwYjZaBkiKjoildk8Mk+4oaIJiWjT/793vRMkz8y+9fgqGQSim2baNjWFiek7KIPe65zCxSFWfift2OXbAsGz/8zZM4e2099LN+ILRzT/hqcllWriVJQq2i4tZdx3H77jFctm1F12e+ftcTOHByGvcemMCMbuJ/PH0TXrV9Y9fn4qySPKg9v+ub9+MNl52G1z59ExptHadXqjHfjIdlW3j3re/GZGcSH7/844EqhU91aIoca0M7NtXCh294xPv3xIzu5ZaJMKQpaLQNz14gUhF6yqKeMouc7f/jT/fgxHQH9YqKT//+xahXNFx/z0H8+y8P4DlbV+B4s42OYQn7iLIqY9p9pn79xAS+/evDkc9i3qgnUFve+/g4PvSDh3HPgXFsWjacavvs7SZC6lM7duPMtTWcaHbwjXuegGU7fUwWJRWrICFQXhHgK4vaZhvvueM9ePvFb8f66vrU+8kDJVXGrG7ir755v/fvrNsB4pVFf/2t3wDIf2JPXe2Ia0NrGyb2HGvin3+2B3//yvNhpCTvCfzCEpFiaZtFraJ5i1hlVcawa60yLdt7bg9PzuJppy5NtK1dR532lFc1NFJKiYjmqPDmsqrAsGx84fZ9+KPLNnu//86vD+HIZAtvvnwL/vlnezwC75EnG/j+/Yfx2+evC93PJ27chfPXjzqLJeV4UrHO9a/9RjlCWXTX/pP48YNHcfGmJZm3XatoaLQLZVGBRQJJBnb+J7D/9u6/1dcDr/oiEDJPLFBgLlGQRXOEYwf34qKZn+Ofa5uwCiN43unX4q0XvRWyJOPBsQdx/9j93mfTKIuoskWL88Oblu0NvMJAk3RWMfCaz/7Se8HHTchefvEGTMzqePGFzmDm/7nqdDzvjJXYtGwYt+w6jivOXIlHnmzgm/cexL2Pj7tkkb+i9KpLNsAwLbz4gvDBEAsif2YjPPDHGi386MEnAQB7x5o4Z91o12fovC7cuATLRspYNqx1hVCmATvomtNqaLJTDe1LP9+P8RlnwPSyi8KvIa/Eoet31VmrYVrJrj3hP974dDx8xLGJvPppm3DHnhP46SPHQskimlQRVlZLkWRRmpXsc9aO4trz1uK23cdxwwNHHLIop4DrqfYUbth/AwBg/9R+nLvi3J63uVjgWB/FE9z7D04CALafshR3HxgH4KjQ4vBff/JM3PDAEa8UtjjguvdqaLT9nz5yzPvd3uPTuHDjEvzogSdx3+MTuO9xvwgBX9WIRVmVcXLauS637ToOAHj1pd3tvB+gPrElyL/5+Z4x3OPei7QT5tdcuhF7jzdx1/6TXr/xyR27AADPPG25d43SEhpfecOl+MH9RzxlFAsq8AD4yqJ9k/tww74bcNn6y+aNLCqrMgzLxsnpDkqKjM0rRjJth+5BnLLorv1OxdSLNsWTIlH45lueiV/tGw/87qt//HR8f+cR1CsqhksKptsmfv7YGL517yH8+fNPh27amYhYfmHpw684D5+9dS8uPXWZ8Htvu3Ir9hxr4rwNo7hn/ziuOms1tq2u4nXPPAVved5W1Coqnpxq4fXPPhVTLQNXn70aHdPCyy6KbwevvXQTqmVHwXxmTgSu6lmgoglaeh75Bavnn7UKn9yxCzc8cCRAFr39P38NAHjz5VvwvZ1HAAB/86Iz8Xc/fAQ7HjoaSRZ98Y59uPqcNYmVtS++YB2enGzhdy7ZEPvZPMCrLgm37x4DALzm0k2Ztz2kKV72WYECCx7PeAvw5P3dv594HHj4u0BrEhgW96UFCvQbBVk0R5htOAPAqSWnYP2SZXjPM9/j/e0Dz/4AXvadl3n/TlMNzVMIcXYyIyY8mFQa/Pf47Ubh8tNX4vLTV3r//l/P3wYAOH/DEvzBM08FALzrt87AN+89yFT48Ac2V5+zBlefs0a4D/9YxBWZghXXwgdyJAFfOlzCX77wzET7FaGiOVlNjoJr7quhsef5+mdvDv2syoUT0/V70Xlr8IqL0w0an7VlBZ61xSGGXnzBOnzoBw8nsvIsGylFyu8Ny0ZFSz7xHx3W8Onfvxi/95k70TYst2pQPjY0dqKaJjPsqQBVjlcW0UrvR155Pq76xC0AkhEJZ6+r4+x1/mQuWcB178oiABgd0jA5q3vPRRghFhfSS2270TZQVmX8odv39RvlBMQDazNKm7MzXFLxoZefh9d+7hdo686zRmBX9dPmhZ25po4z14RP3sOURZRjNJ/PJEu0ffBl52QOuFZkCaosJQo6ftuVW7GMUQqnxSWnLMMlpwQnGOy1pwyg6bZzLBOzzvXNsvDBv//WLRnC+19yTuz33nn1GaG//9uX+kT9h15+nne8n/3D7YmP6ZWXbMAr+0CMOBao6PdeFKF97vpRPGfbihgLm46XXbgOb3ruFlx/z8FIBZpt22i2DXQMC1MtHRuWxqsG2ff3XKCkyqF9E1XpDVs8Sgo+t7FAgQWNq94X/vtffha44S+LSmkFBgJFZtEcod10VmJnJQNVLWhxKcnBQWGagTGVHudJH8sSlyUn1RH70rWZkLVeJmQEWpX3ffjZgg3jKjIFQ7TDB2M0ccpLkk52LPb45gKqIqPZNrz7JknRxB7dQ5oEewPZHO5t0tyA5QKyKK0NjVDWnHDWWd0MWBR6ATtRTaPseypAU6RIopZAbWF0SPPsGlnuy0hJgSzF2dB6VxYB8CbjPpna3b+ILB5sOey8Sp0nhadSEdwX9rnrxTrVMS2u6ltvFRWjwAZck7KInsv5fCZZoq3X90dc0LFp2bDt3kLck4Du2wk31+fktDPmyPJu6EXpt9BQq2jC956I0NYUOVKhSQsfNGaKIlsAYLpjwrKdvMJGTK7afCHKhmaY6SqghoHPbSxQYFGCnCFFnlGBAUDmEYkkSWdIkvRr5r8pSZL+nPvM8yRJmmQ+897eD3lhojPtSMJbdqcrD6WkZCeL6MXLr7TEZxaFk0ze33MgQMqqDE2RvMFVVhVIXEWmqYCyKHzVjyY7WSvZhIEmh/0e2LNQZQnjM377KKvR5clVzmpoeKWue7+3tYqaKDdgebUUOTkyY9RvUSgpzoQrKkw0C9hwXd0q8hBYJFnJZe9FL2GqkuSUvRYGXPfwvFVLqjcGWzrsPL8+mZpSWaT4Vou4MOy84YclR6tU2j0oi9jvkYKB0C+yiH0GSVlEv5tPZRF77bKqighxQcdegYk+L0DQu+uESxLROyXLwkceC0sLBXGLJCJCW1QooKVbaLb98VE5pFodgfpG5x04d6H6aRBFdukZQ9RZUG5jgQKLGpL7nBRkUYEBQOa3jG3bjwK4EAAkSVIAHALw3yEfvc227d/Oup/FAmPGyfSYsVqoabXA33iyKM0qquzZ0IIdStLMoiiyKI9y8I76RgvY0E5dkS5olSAaaCWxoeWtLAL8idKcVkNTZIxP+xOnkmDgRYMymoAYuSqLtABpRbA5yWy1rGFydjZ0G9mVRbK7qkphojnY0BhVQ6EsCiLJSu5US2fC61Ucmcwephq1em/kMJGWZckleSxPWeSTqSHKIsE5lDWZURbNbVW+JGXYk1RfigOVWG9EEPJ5qqlYdR8piwbBhsYSRKL+Num2RMoiaoP9VqtSWx3zlEXOPc0UcD2H77/5Rq2iYTLkvUcQEdpOoYDwe3+s0QqoZGlBJAz0LPoE09wpGpOirCrhyiLL6rm9qIqM6SKzqMBiR0EWFRgg5DVzfj6Ax2zbPpDT9hYdzNlJ2ACmzdkuZVFZ8cu5j5ZHUykb/Myi4O/jKptEZR15f89pAMiuxPVi1RBVZAra0KKURc7goteVYRbzY0OTMDHrn2NZiz4fuoc0Aclz1TpqhZUfxDnKhPCBnZGVLFJI7eDsXxRCnBSsqqHILAoiyUouS5akqXQYhlpFDagFCdSOe22/vrKIbGhEpmZRFs2TDU1Jl1mUlTgiZRH7rLP9cK42NCY3zLKCyqL5JHDZBQYq597LtkSZRR4hOkc2tLGmqyzqwYaWx8LSQkGsskjwjhUpNA9NzHrbB/wFkTDQGGdiVodl5181Lw+UVBmmZXf1qbpp99y2NTneFl2gwIJHYUMrMEDI6y3/agBfi/jbMyVJ2ilJ0g2SJEWmHkqS9CZJku6WJOnu48eP53RYgwO7NYm2JMGwDdRKQWWRpjiTDAkSlpaXphoYe1XNGGWRbduwbAgn4mHfY5EvWdQdcJ0WoopMqZRFOUrm58eGJgfy7kTnwweDe5PtXGxoWigxx/+uLLBdmDG5WlFwBtL+BDYP+w+rLCrIoiCoAp8I7LNNqpesz3o9om0RqZPX5NRTFnlkavdEThTgPJ/KIlmWoClSjLLIn2yK1CwiELkRRcLnakMLURbR7+bTGhrILOpZWRSe5ULwlCl9XoCgdu0pi3qwoT2VlEX1CCKboAsIbVWWI0n3wxMtAAgoi6Lem7R/uneDqSwKVz4aptVz2y5saAWeEiiURQUGCD2PuiVJKgF4CYBvhPz5XgCn2LZ9AYB/BPDtqO3Ytv1Z27a327a9feXKlVEfW7CQ2g0clxwFER9wrUoqZElGVauirJRTBlx3K4TMBKTAXNjQACcgttEyYFk2mp3skmlRRaZGS4ciS1hRLUUO5LzMoh5XhlnMjw0tuC/R+fDB4HqOq9b1ofBBM0/WlQSBrr1nFpENrQi47ieoAp8IrLKGFsSy29DCV+8N04Ys+dbbXrF0hFMWhRBiVaGySIFh2TAte16yQ8qqMifKIt6GBgCr6867LFcbWkhmEamNBkdZlENmkeCe+Zk3c6MsomBrT1mU4d3wVCKLohZJCIaA0Hb60fB7f7hLWRRtV6Rnke7doCqLgG7lY1yWZhKoigw9ZvGiQIEFj4IsKjBAyGNEcg2Ae23bPsr/wbbtKdu2m+7PPwSgSZI0d/U7BwhyZwrHFSevh7ehSZKEklxCtVRFSSllIotYeTP9LJpUzaUNrdk20OwYsO3sKhBRRSZa1RcN5PqhLKLV2bkM+OQnEUJlEVcNzchx1bpe0dAxrC6pfHplUdZqaGbfAq4LZVEQqqCKDyFMWZP1vkSFp+uWlesketkwl1kUQoiJ2icRtWTTmusVfqdSWbKA696URVbXc718xCGLhnokT1iIqqEtlsyiUoyyyIgovZ43qK3S+9+vhpYh4PqpZEMrq2gbVuTz5OcCprOhEVlE4yORsoieRbp3g0wW8W1dN62e24smyK8sUGDRoCCLCgwQ8njLvwYRFjRJktZIbqkmSZIudfd3Iod9LjgonQZOKEMA0BVwDTgh1x5ZZKWvhmblrSzKaVJGYbVTs72FEYsGWj5ZFJ0n4GUW5Ti58ZRFc1g6mK9kJqpyRMelc9XQ8gm4ds6dv9682ki0QmpYFhRBCHsUSFnkt6neJ+mNTsN7LtM8f08FqHJSZRFPFmUPuJ6aDVcW5VHJj7DUs6G51dBSrlYTcTDTMTDTMedBWSRWqXQMC7Wyc0yinBzxPhT3WQveDzrXPHu+ZqeJIdV5R/LKovkki1hlUa8FEuLumWe1nCNlEcGvhlYoi0Tw33vhi1LUh4RdR1VQKMDPLHJtaIJFFv6dO5g2NKrW2F14JQ9lUZFZVGDRg8giFMRogflHTyMSSZKGAbwAwLeY371ZkqQ3u//8HQAPSJK0E8A/AHi1zZdLeopAM5qYUCoAupVFgEMW1bQaSnIpY2YRQxa5lzhZZlGEsiinSZkTVqszKpCMAdeCgVajpaNW1gL5SDz6k1lEAddzqSziyaJo8ouOy/BsaHlmFoWTRV02NCU6qNO0bCgZBo5lVYZlA+MzOmQJGCn1TgA29SaWDS0DUCiLeGgJBudhypqs5dpJjci/KgwzZ2XRiHO8ukBZJAIpi054dpD5UBaJM4tW1BwFUFZlEd3Dk1wFqH6ca1Nvol6qAwhRFs0jgcu246xtmlBSFbRFyqKcQtzjoCkyKoyFuZdqaHP5/ptvULuPWpQSKcM0LmuH7d+6bGiCwhD8GCePzL684SuLgueQS8C1InnZUAUKLFp4yqKirReYf/T0lrFtewbAcu53/8r8/E8A/qmXfSwGHDu0D+e37savRs8BoHdlFgFORbRqqQoZMibaE4m3HZpZlIAUiFMWZbEHhaHuqn3ufMwRlPWkLOImcz979BiOTrUwPuOoGmplDcemwom2/mQWad6xzRW6bGiCyYsiS5CkMBtaDsqiMg2adbQNE3fsGcOykTJ2H20EPkfEzpd+vh+WbePqc9Zg/RJHPWBkzSxyz3ms2Ua1rELKoE7i0ew0UdNq0GStyCziIFL1Tcx08L2dhzE+08lNWVOraDAtGz9+8ElMzOg4d/0oJAm4/p6DPSs7WCzxbGiusiglWUTE8w/uP+Ie9/woiyzLxo0PH8XVZ68OPAttw8LykRL2jU33lFkEAGON4DPRjwlqo9PA8qHlODpz1FMWEVk0MJlFOSiLdj4xgYePTGFiRodt2zhn/ShGhzTc/MgxjA7PXdGEWkVDS3eua0/KojlU1s436Bn/2q8ex6u2b8DWVUGVOPUlYeMn3s7L9qkHx4PKIpF9e2Eoi5x2dNPDx/DwkQaON9q4YOMSGFYOAddyoSwq8BRAYUMrMEAYvCWJRYi93/17rAIwPrwCQKOrGhoAbFmyBacvPR0Hpg6kGhirgswiEeFDg9EosiiPCTgAbFnlEGMf+P5DALIPbPiKTLZt43/+213ev686a7XQhtbSXRtajpPNM9bUUK+oWFWr5LbNOKSxoTmfl0NsaPkqiz7+k1347K17uz7z1iu2ehOt9333QQDAvrFpfOCl5wJw2p6coZ3ROZ9otnMbKDf0RqbMsKcCSkq0deab9x7CB91ne6v7rL/6aZtwx54TOH11dz+XBNS23vzVe7v+RkqZXvDWK7biYz/Z5WcWWf7z8bRTl+Ku/eMAgAs2jAq3Q5bWT920GwBw2oqRno8tDUhZ9O+/ehzv+fYD+MTvXoBXXLzB+3vHsDxi9s2Xb8m8D8BRT1FYfUWT8artG/Gt+w7h8jPyK0bR6DRw2pLTAHTb0HRzMKqhiZScSXDqcie38JpP3eb97pmnLce7rjkTr//iXbho0xIA/a+GBjjP2XGXBKRxQBYylsYZf/q8bG1sIeHUFSNQZQmfuXUv9p+Yxmf+YHvg77plQ1Ok0PGT5tp5bduGJEldAfRrRyueSpbIIvosi26yaPCG8dTvfPiGR7zfbVk5grWjQz2rQ4tqaAWeEqDnviCLCgwABu8tswihtCcwhWGsevYrgHs+HmpD+/TzPw0A+Ovb/jplwLXz4g3LLBKVJY+zoeWFl164Ht+89xBu3XUcQPaBDV+RaaYTlDfXYwKue7XBheHiTUtx//tfmNv2koAfaMUpwFQmGNwry5zDqrUvx9dxcHym65j2fOgaSJKEL96xz/v9spESJmb8+5O5Gpo7YRtr5qdmaXaaWD28OnU1wqcCqq4tLAwTMx3IEnDfe6/G6JDTJl58wTq8+IJ1mfcnuqf/8cZnZN4u4a1XbsNbr9yGWbcPYW1o561fgm+8+VmJtsNaWn93+wZsP3VZz8eWBmXVCXo/5KoSnpxqBf7eNiwMlxTs/8i1PezDV/FtXj6C77z12ZAkZ9+9bJdHx+ygY3UwWnIIOtMK2tAGRVnUq7Ltb150Fq6/5yDGmX7woSNTOObeu31j0wD6Xw0NCH8XVsvp+1NJknJtC4OM01fXcP/7r8bvfeYXmA0h0A3TilSF0T2l3B5SDv2fa8/Cqy7ZiKGS4hFD1M5000ZJ5ckiv+0osoThHGzYeePc9aP4k+eehs+4i0jLRkqYnNWxolruWYmmFdXQCjwVUCiLCgwQnjpm83mEqjdwUl6BpuEMBEfU6BXotMqGMGURZRaJXsqkLolSFuWJtXVfeZPdhhZUFoWtrtUqKqY7Zug5UfBylsHwICGtKkiVfQsRkUZ5KoumWkZXDlStojKDXn8gu3a0EhjoGj1kFgGOsqieE/nX7DRR1arQZK0IuOZQr2iYEpCw1bLqEUW57E+wraXD+e2HngOfTE1nkWAtrUtdldJcgoLeCXy0QcewelbClBgbWq2ioqIpPW8zDFQJbbTskEWWbcG0TMwYDhE9v5lFTDW0HskiSZKwZnSo6/eUPUWB//9/e+ceJUtZnvvnrUtPz0z37Ptmw2bDRtgCggqIgEJMQCIYPZCsY9bBxVE0HtEsr0lOFONJYpKjSxOXnph4CZF4O8bLwcvhRKPiLUqiKHhBAZWNiG7YwL5P98x0d3XXd/6o+mqqa/pS3VXdXV3z/Nbaa89013TXTNfl+57veZ83zSD3bnQqJcyiSyVrzBUszFidS6GcVvcA5+B649+P9bk7V7CwYc6OlDv6AdEdcovCTSTSKsMeBdtD474TN81icaXplZ4nLkOjs4isB+gsItmBYtEYKDgV1MwSqo0q5u15mEb3wXbBGKwbmhFkD61eUHRmUS/XiS7/6dcSOw3CA9BhJ/fRjkxRB1G5aAfvU+1QilapOSjNWKllMU2KQV1BtrkaDO6kGJ6qP8fFFWfN5DH8eYdLODbM2m0D3eGdRdrtkJ6zSJehzZgzzCyKoAOn3Y4irJN6Zka3PBzTkFRbtQfdAoMytMEmMjNmeHI3/lvpjN091wTwJprJu3el7+LrRNXxHEQLM6sB1/oxIDvd0NK4f3T6O2rhQE/8x+Ms6iQWZS//Jot0K4XyMnk6f3b63q3vx0GH1g7naBAQ3eH8Di+ULcxmV9wLH18nbJhFo+Viqd5MnMflLRyqNQ0QCMkVdBaRDEGxaAzMtKqom/OoNCodw63DFMzBuqF1zizq7yDRP+eGbrijuvfqAaghQHHIyV60I1O0RXu5aK0KGB1cEF63puwOrOIysLMoNKjVf780ytBKocyi6IRUh18D7ROtcLc6pZTXDS1BZlGj5abymTbdJlaaK143QrMw0XyULFIuWlAKWGp0EmHTP6+6TVjDjrU0EBF/ldoNjsdBJjJhZ1Gawdux39/PEFJ+a92oo9JzFiUPZAb0uTY6IUGXm+kyNFe5mRGL0hYCo2KoUgo1Rwcje4+No2lC+DodPJaDe+Q46FYK1Wx1XwBZdTK2O4s6XTv0MddJDA4vlHX6DLNC+Dg/wc8wOrLcSJzHZY8pQoGQiUKxiGQIikVjoOguoWmXUXWqHcOtw8yYMwNNVvVKZ6fMol7hwUFmkT9wcV01spuvHoAmmehFOzL1chZ1Crmu1JzUSpYmiV61LMbs6mYZq4PaoK1vChMR0xDMF0xUas01k6luziIvU8r7bPRH2StXqxuFyGsmZcnxykN1wDWdRe0s9GgXPYrzqtuEtTiC8id9XQnyvAY4Nwrm6v6MojSr7/tbJupNFzU/eymaK1VvuolFrKjYOyp0kLUuQ2upViAgFc3iZDOLUnb5dLpmLftCrBGUoY3PWRS+lwy7mLPe6FYK5bRUV2eRdovp+3HQoXUIZ5H+zLIs7oWP8xM2eiVpR5acVJxFAFiKRvJNIBbxOCeTh2LRGJhXy2gWFoJclF7Ypo2magYBn/1IK7OoMcJWpGkMaKxQVy+gW2bRauhylNw4i/zPdGspXlcoO+Qs0oPUYdojd0IHikdzh8KDRN0xyjSkrVtdks5s4Yl5Gp+pzksp2aWBy0DXA+WeYtH4nEWjiObwugW6oeNx+pxF+nMJX/davvifVMRqP9fG4CwKZRbp83LL7JaJuv2MlEuXO50v2imr32ksziL/84x7LyGrWKHy7jBN1+362dmRBbp6T2eR2baNRimFar0ZfGZZLhssd3AWNVrd/z5x0YI+Q65JrqGziGQIikUjRrku5tUS3MICKk4llrMIiB/ouZpZFCpDi5FZZEq7yNQr+yIpvQJr42KHunoB3QOuOz2nH8uFWORPZjfPxwvUDQeDB86ilCY/WvyJrn62TaL9/S2YBspFG9V6Ey1XhTr2DZ9Z5O1D8mNLl7uUC2V2Q+vA6nk1HhF2fozdfXSZpjPEuVGYcGZRwTJQb7YCoSFcmturxGXQ99CM1FmkA64LIWeRf15uLm5G3c2P26+TE0+fW7WmFvTHIRZ5n+cWikUDY0eczpreZWjtjpjVzKK117tuzqJlv4GH/sy65btlgfBxviU0Xkm6WGVFRDdCcgmdRSRDUCwaMfXaMgrSAoplz1lU6JNZZHg31bgT1o7OohhBxmYks6hT1420SMVZ5IcaaqK5RG1laPVOk9r0g3gngZ5ExO0+FQ4G12JbWiHf5aKFSt1ZM6ANv7oWjmZsIxjYasEIQKLMIr0PSQmcRYUSbNOmWBRhtfPd2vNqFAHX4+zuo8XUIM9rypxF9aYbCA2VDmJRWplFwGgnploY6ugsKm7J1TkZvWa1XBV8drqUhvn6lwAAIABJREFUMGmpziD7sa00/k5+045ldOuG1iPgOuKIiZdZ1D4u08eJ/syyvAAW3rfwPSLpYtWq6EbHBckxdBaRDEGxaMRUFw8DAIziBi+zyO7tLCqYg4lFZidnUYzMIj0YjYYtjoI0Mk1sQ9ps35Wa0yZ6LLSVoeXYWWS0ZxX0W3MIB4M7roJtSmqTcZ1B1MuV1u4sWnWoJHEWpS0W6RKYsl1mN7QOdDuvlFJjPa9GISHZvpjajCGwR2l3Fk0is0iLRWvL0PQkM11n0ejL0BYKa7uhbZnNl1gUFfCWGi0cXfY+O30fZhlatrHM9u6sml4dFaNjrmEyi/Q5vmV+GsrQ7NDXq/eIpJ3+VkU3Oi5IjtHjdIpFJANQLBoxy75YZM5u8Lqh9XMW+WJR3AmrHoC0OjmLeqxOmpHMolGWoaXjLGoPlKzUmijNtK9c9S9Dy+7AKi56IBq3C0o4GLzZclNdsdZlaL2OnWLIWRQWHYaZnGvCE/M0hEg9KS0VvMwix2U3tDALgbOo/bxacbySiGk+ryxfTHWG6BQ4EwoDnoyzyESj6QaOr/B1r9dEdLD3GF/A9aw1C9v0jiXXdQMBaXNxM1qqhaa79ro+jXQS6x9ZXGn7Pq1cuV4sBGVodBYNim2slneHcXrcY/W9Tl9rern/unVD09fgreXsO4sKba7E1XtE0hLLVdGNk2iSY+gsIhmCYtGIqVWPAgDcuRIc1xkos6jltnCsfqzn9tqY0akMbZDMolE6i9KYTIazd4C1TqFy0ULRNlEwjTXlMjWnlVqb9UmjB1pxfxcd4At4nVrSXLEuF208dHQFNad/CWO7s6iZYmZRygHX7Ia2Bn3+HlistZVFaHFims8ryxQ4rhqqU2B4kjeJzCL9noeXPNeNdh0s1hwcqHrH8DQ5i8p2GYY/QG6pFipOBbZhBwsseXIXRXnoSLtYlFauXC/056ldKiQ+0cUrTbOluooh+vFoTmSvzKKD1ToOLzWwVG93D05DwHWYUthZlLgbmhbd6CwiOYbOIpIhpneUPyXUq57Y05zxVoL6dUPTmUVXf/ZqbJzZiKP1o3jrr70Vz3ncczpuLyIwDUErJKTE6TS1Wr7W3sZ1FOjJ5BN3bhj6NXS5yL4jy7jkbV8DAJx5/AL2bDdx32NVzPmhuOGOWxqdAzHNk1rNXMH7HfYc5x1Hp2yd77m9bQn+fe8h7L7hc3jKyZtSXbHeNGej0XRx6z2Ptj0e3ic9ED7rhA1t3eqSZBbNhgKQN84lXxUPB1wXzEKuJ6XDULQNzFgG3vXVvfjU9x7Cba+/FCISTFxGeV494fgF3LN/0fv6hIXUX9/2s0eG6YYWntBPwlmkg8CXG56AV6k1cdt9B/Ffb7o9tE2yz2Yu9POb5kYoFjlenp8p3u/kKs9ZpEPnAU8smrPnRrYP4+K4heKax44sty9wJC3VicNm31GkmyXs9DtWkf7Yfje0d3zpp7jjwSP455deBMDvhtbNWRRxxPTKLNKu6T+++S4A8Md4q+LI8Ru8zypuo4ukvPeH78Xt+2/HB6/84FA/bxqC+YKJpUYrsbNIj2E6ObsIyQ10FpEMMf2z54zTaiwDABzbu0HGLUMDgKN1z5X0UPWhnj/jDSRWv9erUHM9ugpZgVjkfV/1BZa3/M4TcdHjNvd8v0GxTQOffNnT8Pjjev/uvdDlIvfurwSPlYsW3nvteXjg4FJg7S/aJupO+8VVO1+K9vhzRdLmsjO24wMveiouPWM7ti8UcfGpW3tuH57s3fngEWwvp7eK/KKLd+M9X78fgDfR+IcXPAUHKnVcsmd1n3ZtnsP/fsmFeMrJm/Dg4SUAnjCZxFm0YdbGjS94ClacFk7d1lssi0O1UUXBKKBgFtgNrQMigvdfdz4+/K0Hces9j6LedFG0zaAkIo1SwCjf+ONLsew0cVy5iL0HqnBabiKxuRvRbmj2AMdjuJxoEs6i3zn3RNiWAddV+NmjVXzk2w9i72Pe9fF1V56OrfMzbefiMJRmLPzjC8/HcqOJ07YPf/3uhy7RDjuLqo0qSnYJlnjXsKaaXBnarX/wjNSE9ivOOg43XXc+dm2eQ8tVuGvfUdQcF//wb/fj4WM1AOPphrZz4yw+9HsX4MJTNuPTW56OXZumX4gbF5bhlXf/5JEK7j9QDR53WgpFu1s3tHZHzGo3tLXH1Umb5/Cu55+LI0sN7D9Ww/v+7f6258/ZtREfeNFTE5/fcbnvyH144NgDA//c51/9a8FiQrloY6nRSuxuZjc0si7QYlHfZFJCRg/FohHTaniDv7rhnfBxA67D9CuLsSLOojiTOMMQiKw6i7RL4JxdG/G4belPCi44JZkApctFwiwULWwpzbS1/p3x20mHSSu/IwvYpoFLz9gOALj09O19t4+6PtJ0Fm0vF3H5mdvx5Xsfw+6tczi7y2ReD2i1y6jebCXKLAKAZ521Y6if60TFWc0SYze0zvzanm34xcEl3HrPo1isOSja5kjL0E7asjpxfep8uuJ1GMs0ImVow50fk3AWbZizce2FJwMAbrrNm8jt98WG37v4lNTE8d98wnGpvE4vqo0qNsxsaHMW6fPSMnyxaIKZRXuO633fHgQRwTPPXP2bnnm855j7yk8eC8SicXRDA4Bff/w2AMB5J20ay/vlBW/xSq3J7Gu6vbqhtTtiejmLRARXPfkEAMADB5fWiEXlohWMA8ZBtVEd6r4YdoOWixYeWUx+bOu/o8PMIpJn6CwiGWL6Z88ZRzW9wV/N8Aa6/ZxF2nIfxmn1Dtw1Rdoyi+JO4sI/l/X8kaBcJDRA6FSvX7CMNflLabWRnkaigmHaXXb0Z1CIMckOd3jRIqU5pklRL3S5C+Cdfw23AaW4mhMl2hVttQxtOnIzOmEb4gVcxyjd7cUkuqGF0dfth46uoGAaU+ei1GVoUWdR2S4HYlHeg+fD19BxOIvI8NimwHFdVOpO23ij2VJd86aijpi4i1jRMZlpSE/X+CioOsOJRWH075E44DqS/URILqFYRDLE5GdqOcd1fGeReG6XfplFuhtMmH7OItNsr2fXk7hwt7COPxeqg9eh0KMoKUkDyxS4Cm3h1Z2ErRm/nXSYXkGSeSf6N0o7OFW/fpy/bbjDi9b8hsksSpuKUwnOS50ZlveJ6TBEuw1mXWCOgy5DawZlaMPdEictROvOVg8fXZnKz6PS8M7BtswiX0DKgrNoHMz4nSNNQzp2TCPZwTIMKAUcW3HaxhtOq7+zKNwNzZD+bsbo+VyascZ+fFQalcSLKHpRIWkel3Ym0VlEcg3FIpIhKBaNGNX0hJ4avFWZvt3QjLXOoobbe0XHMqJiURNzBbPvTTn8c3riV8roREMPtMJBoJ0mRb2cRZMoFZk0oyxDC79+nL9t2FnUDJxFk58UVRvVwPGny0DZEW0t4YDy8P/TKE5obNOA4646Fod3Fk322qI/m4eP1qby86g6nrsv7CxabCx6mUXrRSzyr83j6IRGkqGvE0eWvGYN+vrRdLt3HI06YurNVsxFlvZt+i0CjgLdBCLJIoq+LiU9voOucswsInkmEIt4nJPJs/5mz2NG+c6iGny3zwAB15p+9t9op4xKzYk1YTCN9jK0+YKZicl7J/QA48jS6t+iU/nLjGV2yCzqHiSZd6J/o1GVobVi3NDanUV+RkwGjjdd7gKsnn/MLVpLJ2eRSPKOW5PEMvyAa/94HLZEYtJCtP5sHlmsTV1ZoNNyUG/VUbJXy9DC3dDWjVjkO4vSFvRJ+ujrhO602tBiUUv17YYWdhYNc92YRIliteGJRUkWUfR1KenxbbEbGlkPaPcgnUUkA3BUMmqa3qRzRXk32Xmrd/emocSiDplFcSYMlmmEnEVOpicZeoBwuE0s6uIsatFZpFlbhjYaZ1HUzdUJnclRb7rB8WpmIJsjHHAdbtNN2lkVi7SzqInSjAUjA4LfsFh+C+zAWTR0GdqkM4vs0NfTJd5VHK+DW6lQgojAEANOy8FycxmlQgm24f1ueReL9PUxbUGfpE/0OqHvf14ZWufPL+qIqTfdqVjAclwHtZa36JnkvqhLZdPqhubQWUTyDMvQSIbI/p1q2vEDrldaNczb8zCN3pOKYbqhrc0sasaaMBiRgOssTzL0QOvIcj9nkYG6w8wiTfRvlPaqpH79aE5UJ0QEBb9bnavFogxkc+gW3QCCiWm/0s/1SDTgerHmZDbjLC626V0DnaAb2nQ7i6JfTwPataBLtA0xUGn4ApJdgiW+s0jlWyya8UPJx9UJjQxP9D6q73+9y9DWdkOb9HUjDvr8BJKJRUHAdUrd0FiGRvINnUUkO2T/TjXlqFYddWWj2qz2DbcGOndD659ZZHQoQ4vhLDIkmLRX6vFK1yaFHkDTWTQY43IW1Z1Wny09ZkzDzyzKRhlay21hubnc1g0NYGZRJ3RWxmKoDC3L14w4WLrLoj+BG7ZEYtLlu+1i0XQJeIGzyL8/mmLiWOMYAKyvMjRLl6FNXkAnvYnmQYadRd3usXbEETMtzqI2sSjBIspqwHVa3dA4iSY5hplFJEMkvlOJyC9E5Eci8gMRuaPD8yIi7xKRvSJyl4icl/Q9pwlp1lEXu609dy90NybN5uLmITKL4k3ioplFWZ5kBIGSoYDrhQ6/Y2dn0frNLIr+jVLPLPIFhKhA140Z22jLLJr0JFsHdwbd0Hxnn9NiN7QopiEozVhtAddTLxaZAifUDW3S4uWwzFhmIIZP22fSyVl0rO6JReGA67x3KNRlaNN5BK4votcJPcZotlRXsS9wFvn3ynrTRWEK3M5azAWSZhbpMrSEzqIg+4mTaJJjWIZGMkRas+dLlVLnKKXO7/DcswHs8f9dD+C9Kb3nVCBuAw7stvbcvdADY00ssUikbZVlsdbsKKSseS9T0PJ/LusuAT0ACzuLSjOdA67pLFplbRlaun8DXdoXFeh6bd/mLJrwKroWi/REld3QelMuWm0B11kWmONgGwaarhuEzk5zuLB2fk3bZ6LFojZnkRaLCuuoG5qtO8FxEpx1oteJ1TI0t6sY0rkbWvavN2FnUZJFlCDgOqEgH/wdYy5QETKVUCwiGWIcd6qrAXxYeXwbwEYROX4M75sJjGYdDgqoNCp9O6EBXq5LmC3FLfjhgR/iQ3d/qOvPeM6i1e/jlqEZIvjsDx7Gzw9UUak5WJjN7iRDW7uPrawOVjoJDQXLwOGlBt7y+XtxsFrHyz5yB/7yX+4BsD6dRWvL0NIVZ/QEx4k5cCtYBm6+cx/++gs/AeAdg5MkmKj656Z29jGzqDPlooWb79yH9379ftz98GKmBeY4WKbXDS0r4mUS9LkUZ6EgS4QDrgHvHnjv4XsBAGV7tQztWP0Y3vQfb0K1UcVD1Yfwqq++Cv941z9OZqdHgHYWudSKMk/0OlFvuvjUnfvgtFRXMSTqiBk2syg6Rhw1YWfRTw7/BG//7tvhDjGBTctZpP/277/tAbz7a3sTvRYhmYViEckQaYwqFYAviYgC8A9KqRsjz+8E8KvQ9/v8x/aHNxKR6+E5j3DSSSelsFvZwHAbcPwytJPLJ8f6mZec/RLM2XM4tHIIB1YOAADefsfbcd1Z13XcPuwQajRd1JtuUB7Ui984fRseOLiE2/YexGLGnUXn7NqIpz1uC2rNFp6xZxseOVbD7i1rO8tpQejGb/wcJ22ewxfvfjR4bj06i2ZtEy96+m4szNr4970H8ewn7kj19U/dVsI1T92FF198Sqzt9efzy8PLeMbjt+HU7f0F1FESDtIF2A2tH8990gl4x60/w9t8se/ZZ6d7PI2bWdvEitPCSqMVfD8IN77gKfjZo5X+G46BF1+8G//20wN4+qlbJ70rAxGUodmeu0+fkwBw6sZTsa+6DwBw56N34lP3fQrP2v0sPLr0KL7+q6/j67/6Ol76pJeOf6dHwIWP24ILTtmMX3/8tknvCulDNJeo7ri4+U7vOL1kT+fPb8YyIAKs+Pl+9aYbe8z1yZc9DV/48SNYbjTxoot3D7/jQxB2Fr3pW28CADz/zOdjZ2nnQK9z9s4N+E9PPgHnnrQx0f5smZ/Bbz1xB77zwGF88D9+gVdcelqi1yMkk1AsIhkiDXXgYqXUwyKyHcCtIvITpdQ3Qs93WgZZs3bmi0w3AsD555+fm7U1o1VHUwqoOtVYziIAeO1TXht8fcM3b+i7fXv2kOe8iTMIef2VZ+AD//4LHKw20Gi6me5stGvzHD52/UV9twsLQgcq7aVEhSkuMRkWEcGbrjoLAPCHv/n41F/fNARv/c9Pir29/nx+bc9WvOfap6S+P4PSrQyNYlFnXnXZafjbr9yHlqtw9s4FXHn2dJtEy0Uby40WjvqOxVIMkT3Ms87agWedlQ3B7BWXnjaVEyftXJgvtIv/b7nkLZiz5wJn0ZHaEQBeKYw+b/PEmccv4JMve9qkd4PEIJpL1Gi5qDdbuOS0rbjglM0df8YwBKXCauZbY4CA6wtO2dz1dUdNp3NtmPtjacbC3z3/3MT7YxqC91z7FLz5c/fgI99+MPHrEZJJGHBNMkTi2bNS6mH//8cAfAbABZFN9gHYFfr+RAAPJ33facFwG2gaduwytCiduqNFMWU14FrnicQpQyvaJgqmgf1HV/yfya6zKC4zocDIh/3fSzNu+zZZix4clzvkTU2CqLOImUW9EZHgOpGVzzAJ+nfZf3QFcwUzcYkEGZxqo4pZaxa20X486XPSFu/xo/WjALwS0bTaeRMyDNHrRN1pxepuFs588zKLpiDgurHWORk+/yZFuWij5rixS+AJmSr0fIXOIpIBEo2MRWReRMr6awDPAvDjyGa3AHih3xXtIgDHlFL7sU6w3AaWxYLjOoHNfhCiA+hOhLuhrYpF8YSfctHCw8fyIxaFnUX69yLZIWsdm4JuaIV2sYgT0O4EYlFGPsMk6N/h4WMrufh9ppGqU+14b9TnZOAsqnvOonqr3paj0mkyS8goieYSNVpurAyictFedRa1hsssGjedzq/w+Tcp9PVaj3kJyRUUi0iGSDo6Pg7AZ3zHhgXgn5VSXxCRlwOAUup9AD4P4LcA7AWwDODFCd9zqjCVgyOWJ/iMyllkmRJ0o9IDkbhh1eWihYeP1ryvc+AUCK/s6d+LZAfT0GJRNo61aNtuZhb1x7tOrGTmM0xCIBYdreXi95lGurlu9TmpxaKjNc9Z5LScNmdD1aliy+yWMewpIR5rnUXu4M4iJ34Z2iTpVIaWFWcR4I15N88XJrw3hKSMLkNbm9pCyNhJJBYppX4O4MkdHn9f6GsF4BVJ3meaMd0GqmYRwKqtfhC006HnexgGmq4Xmrg4sLPIxk/9gNY8rKyHV+oeOkpnUdZw/BbDWTnWKk4FtmEHIpF28rEbWnfy5SzyPu+Hjq7grBMWJrw365Nqo3Oen75fBt3QGscAeM6i8AQ2CxNXsr7QHbk2zNo4tuIM4CyycLDq3VumyVm0UFjAYmMxeCwLmWF0FpFcw4BrkiGyf6eacmzVQNX0J1eFwcvQdCtvAFBdgs5MQagMzXcWxVwlLxctNIIJ/PSvrIdX6vTvRbJDvemJmlkRGqqNatt5qUUjZhZ1R4dAT1uL9k7o47DRdHNx/ZtGupWhRZ1Ful13o9VoK43JQkkMWV/YvkN2S8nPuHNasTKIwmVoU+MsalSxudgerp2F0k997V70/56E5AqKRSRDZP9ONeVYysGS6Q0ghnEWhWmpVsfHTcNIlFnU6etpJTr42l7uX8ZHxkejlS1hstqotp2X2snntDgA7Ybh53Vk5TNMQvh3yMP1bxrpVoY2b3vd0bRYpNEB19tmvRbldBaRcaOdRVtLumw5vrNIj9GmxVnUqcwzC86ihaAMjc4ikkMoFpEMkf071ZRjqwaW/Pr2YZxFYYdDN7HI6hBwHbcFdHiyFNeNlGWiK3snbJyd0J6QTuhsray4UipO+0TVEAOWYdFZFIM8iCvh3yErx+R6o+pUOy6kaJFojVjUaqDqVHH8/PEAsuFyIOsLOxCLtLMobmaRjUqtiWbLRctVU9MNLeosyoJAyzI0kmsoFpEMQbFoxNhwsOIPLIYJuA5np7TcLs4iU9B0VwOuB2kBHZ4slXIwWTIjXUp2LBQntCekE1l0FkVLYApGgZlFMcjD9aLdWZmNY3K9ES0FjWJJ+3FWb9VRaVSwY36H9/MZcDmQ9YXll6FtmitABFhxWmi6KpazqNFyA4FjWpxFC4UFmLIqbGVBoA0HXBOSOygWkQyR/TvVlFNQDpZ9AWOYMrRwV6auZWjS7iwaZMVf33BnbXON0DKNOK32C+vC7PRPaPOEdhZlxZVSddaG686YM+yGFgMrB9eLGcuE/jXKMd2YJD0c10GtVet5bxSRNsFIO4sCsSgDLgeyvtBlaOWijRnLQLXuiT/9nELavXhoqe5vn/0huC7VDo8/syDQ0llEck0gFrEbGpk82b9TTTkFOFj2xw+JxaIuziLLELT8C0ql7gy0Qq4HLzL98z4Aa0Ot6RbIFtpZNJ+RiXmlUVlzXtqmTbFoHaGHYlkRMNcTWujp57oNl6ItOUuot+rYMLMBs9YsA67J2CnoaIGihYJpxHYK6fHIN+87GGv7SVJpVPDjgz/2xNzI+fng4oP4yoNfCULnJ4FtGijaBp1FJJ/QWUQyRHbvVDmg1WyiIE2sGMCcNQfTGLw+/RknPiP4uqk6r6CYhqDZGs5ZtGvzHABgz/Zk4dtZ4fE7vHIG7RbYtcnLLDp7J9tiZ4FrnroLQHYcX1VnbQlM0Syi1qxNaI+yz3Oe6GXFnL4jH+fUmf7voa+FZHxosSh8DpYLZRw3d1zbdmGx6HDtMABv8aVsl+ksImOnXLRRLlo4dds8iraJYyueYNE/s8g7jv/i/90DADh+Q3bL5F/+5Zfj+Z97PgDvnNy9sBsAsH12O/Ye3YvXfv21+PHBH09wD1czoAjJLXQWkQyQjRlbTqkuHsEGADVThsorAoDLT74cN1xwA976nbd2XcWZsY3AUbNYa2LDbHw3zRVn7cC33nAZNs0Vhtq/rHHqthJ+8ldXwjQEjy7WsHPjLK696GQYebFOTTl/fMXpeM3lezIR7NlyW1hyltaIRfP2fCZs9lnlt8/diSvP3oGiPfnPMA0+9ftPx7EVBzsyPHHLK9oVFHb3feO/fGPNdmGx6NDKIQDeBLZUKPFcJWNntmDijv9xOQqmgb/+4k9xqBqvrCzsdL78zONw2RnH9dh6stx14K7g65Jdwiee+wlUnSo2FTfh1l/citd/8/UTX1QJd5cjJFfQWUQyBMWiEbK0eNgXi7AmRHcQ5ixvxbtbGVrBNFFvrgZcn7hpsA5gx2/IV8cwPYk9cZP3d9OdS8jkEZFMCEXAau5CtAytXChzAtqHvAhFgDfxmy3k5/eZJjo5i6Ldz6KPHap5YlHJLqFUKGUibJesP/R9rFy0cbDiiUVxAq41e46bHjd3qVDCnD2HOdsbUx1f8tyl3dzu42KhaGORZWgkj1AsIhmCZWgjZKVyxPvfcId2FgEIyte63ZjDzqJKrckW0ITEQAtCUWdRyeYElJBx0MlZ1ImOZWgFlqGRybNQtHAwcBb1Fp3buy9Ozzgtuthp+BPZSWYWAXQWkRxDsYhkCIpFI6RW8Qa1NbQSiUX6xtzdWWSg0XLhugqV2mAB14SsV7qF67K0hZDxEDvgOtQNrd7yJuYsQyNZoFy0Amf3IGVo0zROi56f+nzsNiYdFwtFmwHXJJ9QLCIZgmLRCHGWjgIAVuAkKkPTN+ZemUUAsOy0UHNctoAmJAbaPRR1NSwUFuhWIGQMBO6+PvdH7SyaMWeCx0p2iS5AMnEWQqJPP7GoFBqbTZMDPHp+9nO7jws6i0huoVhEMgTFohHiLPtikVrbenQQ+t2YdRtXHbI4TfZmQiZF1zK0QglLztLELfaE5B0t9MwX5ntup8WizcXNwWPlQpn5YmTihMdb/TKLTGM1P3GaxmnR8asp3ph00s4iikUkt1AsIhmCYtEIcVeOAQCWWiuJnEX9bswzftjswUAsmh57MyGTopuzqGSXoKCw5CxNYrcIWTdUG1XMWrOwjd73LP38luKW4LF5ex4lu4R6qw6nxVIUMhnKbc6i+EH5C1M0TusmFk16QaVctLHitOC0OKEmOSMQi9Rk94MQUCwaKW7tGBoAHNdJ5izSYpHqIhb5zqIDlQaA6VqxImRSBN3QCmu7oQFgKRohI6bqVPuGWwOrzqIts55YNGvNwjKs4NzVQdmEjJtBnEXtP5ddsSgqAkXF3CyVoQFAle4ikje0WASKRWTyUCwaIVJbxCHxMhbiDIi7EdyY3e7d0AA6iwgZhE5tu4HVc5UTUEJGS6VRibWQYhkWDDGwYWYDgNUMFQq7ZNKUB8gsav+57C7qLTvLPZ/PThma97dnKRrJHeKXrLIMjWQAikUjRBoVPGbOAVg7IR2EfpZfnVl0kJlFhMSm4lRgG3ZbaC6w6jTiBJSQ0VJ1qrFKtC3Dwrw9H5yr+hylsEsmzfDOouyO0/rlgGmnXze3+7jQf8NFdkQjeYNiEckQFItGhNtqwW4cxUFzFkAysajfjVk7iw5VvTK0aaqFJ2QSuMpFpVHpeF7qySu7LBEyWmI7i8RC2S6vEYv0+ctzlUyKsOgziLNovpBdsWixsdjzecMvkcmKWERnEcklYlAsIpmAYtGI+M7H/grnVb+BI5YnFiUpQ9M35m5laAUzGnCd3UEIIZNmyVnCpZ+8FDf/7GYsFBbWPK9LXV751Vfi58d+jmf+n2fiV4u/GvduEpJ7Ko1KrHtj0Spiw8wGFK0iAATnrf7/pV96KRyX7gIyfjbOFoKvi3b/gGstKBmhzmhZ44X/+sKez2elDG0hKEPjuU9yCMUikhGoKoyIjadfgm85K1jatQ146EOplKHFdRaVKBYR0pVHlx7F4dphXLH7Cjzv8c9b8/yu8i4YjRxkAAAVU0lEQVQ8aeuTcNfBu/D9R7+Px5YfwwOLD2DXwq4J7C0h+aXqVGPdG1917qtQa9awdXYrZq1ZXLLzEgDAnk17cOqGU3H/sfux7CwHQi8h4+KMHWX8xVVnoVy0MD/Tf+z15T/8dfzycO9MoEniuA6WnCVsn9uOv3nG32Denl+zTVbK0LTw1mA3NJJHKBaRjEBVYUSc8dTLgadejkfu+wzw0NqOS4Ogb8xxMotmbRO2ScMYId3Q+SZXnXoVLjr+ojXPiwiuOeMa3HXbXThUOwQAbM1NyAioNuJ1Q9uzaU/w9fVPuj742hAD15xxDd58+5vpLCITwTAE1z19d+ztd22ew67Nc6PboYQsNZYAAC8+68U477jzOm6jFzC7ud3HheWPdZstdowiOYRiEckIVBVGTNCeO0k3tD435nA3NJagEdKbbl3QwhRMr7TgcO0wAKDeqo9+xwhZRziug1qrlmghBVhdTJn0xJWQPKAXU3qdlzoaodsC5riw/FI+h84ikkcoFpGMMLRYJCK7RORrInKviNwtIq/psM1viMgxEfmB/+/Pku3u9KEnpmlkFnWz/Gpn0WKtSbGIkD4Eg+Ee52TB8MSiQyues6jhNka/Y4SsI+KItnGgWERIegTnZY8uhVkpQ9Mu+qZLZxHJIWIAisc2mTxJlIUmgD9SSn1PRMoA7hSRW5VS90S2+6ZS6rkJ3meqqTgVzFlzMI3+wYfdCG7MXcIEZ0KhimV2QiOkJ3EmqbrrknYWNVoUiwhJkzQWUgCKRYSkSeCG7+Esyk4ZmucsatJZRPIIxSKSEYZ2Fiml9iulvud/XQFwL4Cdae1YXqg2qolt9v0CrguhjCI6iwjpTZxJqm16omvgLKJYREiqxCl3iQPFIkLSo9KIX4Y2cWeR4e2Hw8wikkuEZWgkE6SSWSQiuwGcC+D2Dk8/TUR+KCL/KiJn9XiN60XkDhG548CBA2nsViaoNCo97bxx0K6kft3QgNVWooSQzlScCgSCObt7yKh2Fh2sHQTAzCJC0iZOuUscbPHueU1FsYiQpGhnUa/zUkRgitnV7T4uAmeRywk1ySFCsYhkg8RikYiUAHwKwGuVUouRp78H4GSl1JMB/B2Az3Z7HaXUjUqp85VS52/bti3pbmWGilNJvnIqfcrQLDqLCImLdvvp1dFOaLHoWP0YAGYWEZI2dBYRkj3iOIsAz/E+aWeRFovoLCK5hAHXJCMkEotExIYnFH1UKfXp6PNKqUWlVNX/+vMAbBHZmuQ9p400ytD0pLbbyinL0AiJT9Wp9nUz6DI0DcvQCEmXtJxFFIsISY+456VpTN5ZpMvQmhSLSB6hWEQyQpJuaALgJgD3KqXe0WWbHf52EJEL/Pc7NOx7TiNxJqb90GVobherrYjA7yDKgGtC+lBp9Hf7aWeRhmIRIekSJ0g3Dlosclwn8T4Rst6pOlXMmDNrFkyiWGJN3FlkGN7Yl2VoJJdQLCIZIYkN5WIALwDwIxH5gf/YnwA4CQCUUu8D8DwAvy8iTQArAK5Ran1Fu8eZmPZDl6H1ymTQnUPpLCKkN1Wn2rcDU8EotH3PzCJC0iVuuUs/6CwiJD0qjUqsDoWGYWTinLNMg2VoJJ9QLCIZYWhlQSl1GwDps83fA/j7Yd8jD1Qb6TmL4lh+6SwipDfVRhXb57b33KZgtotFn7nvMzhaPwoAOHf7ubj2zGtHtn+E5J3DtcN49w/eDcuwYBvJ7lkUiwgZnoMrB/HOO9+J0zedjhee9ULPDV/oP2Y1xYSbgYmsbQiarcnvByGpQ7GIZATaUEZIo9VAw20kXjk1pXc3NAC49sKT8P1fHsU5uzYmei9C8k6lUcHjNj6u5zZRsajhNvDNfd+EaZj4zv7vUCwiJAHffeS7AIBztp2T+LUoFhEyPN995Lu45f5bAMATixrxxKIslKEBnrOo6dJZRHKIGAB4bJPJQ7FohAQ2+xiW3l4EzqIeN+Y3/84TE70HIeuFYcrQAOCyky7D9rnt+PA9H4ZSCn4cGyFkQHSI7lsueUvi14pTpk0I6YwepwbfO/HK0EzDzIRAa5sCh84ikkdEgPWV3EIySqJuaKQ3OsAzzipNLwJn0YQ7TxAy7SilYq2cmoYZTEI1JbuEcqGMpttkhhEhCUgr3BpAUMaWhYkrIdOGPheD72N28DXFzIazyDDYDY3kExGWoZFMQLFohOjV08TOohhlaISQ/tRaNTRVM9Y5GS1FKxfKwc9FB9iEkPhUGhUIBPP2fOLXYhkaIcOjx6mAtyAZtwzNNDIiFpkCh93QSB5hZhHJCBSLRkjFSafbi4jAkGx0niBkmtED4ziD4ahYVCqUgnM5at0nhMSn6lQxb8/DkORDEIpFhAxP+F7WcBvxy9DEzITb3TbpLCI5hWIRyQgUi0bIIBPTfmTF8kvINBMIuEM4i0p2KehsGF6NJYQMRqVRSaUEDVgVixzXSeX1CFlPhF2yK80VrDRX4pWhZcVZZAiadBaRPEKxiGQEikUjJK2Aa8AbEGehTSkh00xQGhpjMBwNuS4XyqvOIofOIkKGpdroHzIfFzqLCBme8MLHkdoRAAgWRXphiZUJZ5FlGnDoLCJ5hGIRyQgUi0ZIWgHXgOcs4mCYkGQM4vabMWcArGaGlezSamYRnUWEDE3ViZeLEgeKRYQMT3jh49DKIQDxFlMMMTLhLLJNQZPd0EgeoVhEMgLFohGiJ5RphHhm5cZMyDQzTBma/r9cKAcTXAZcEzI8lUa8XJQ46K6FTUWxiJBBCS98HK4dBhDPWZStMjQ6i0gOEQNQPLbJ5KFYNEIqTgWz1myw8pkEy8iG5ZeQaWbQgGtDjHZnEQOuCUlM1YnXnjsOtmEDoLOIkGGoOlXMWXMAgEO1+M6ibJWh0X1BcgidRSQjUCwaIdVGNdYKTRwYcE1IcgbJESuYBczb80FwbqlQwrzluQTpLCJkeNK8N7IMjZDhqTQq2DK7BcBgZWimYWbCzeeVodF9QfKI0FlEMgHFohGS5uppViy/hEwb9VYdDxx7AIDn9hMI5uy5vj9XMAso22XUW3UAnhvJNEzM2/PMLCJkSJRSXnvulO6NIsJMP0KGQCmFJWcJm4ubAQBf/eVXAcQrQzPEyETTFcsw4LAMjeQRETqLSCagWDRCUm0PLBZbAxMyBH9625/iqs9ehWVnOejCZEj/S9+OuR04sXwirjr1KgAIrPolu8QyNEKGpN6qo+k2Uwu4Bjx3EcUiQgZjpbmClmphS9FzFt1/7H4ACMSjXmSlDI0B1yS3sAyNZITkYTqkK9VGFRtmNqTyWvP2PJYaS6m8FiHridsevg2A5/QbxO13wwU3wFUuCmYBr3vq6yAiADyHEcvQCBkOfe6kFXANeGIRF1MIGQy96KHL0ADgjRe+carK0EyDZWgkp1AsIhmBzqIRkmYZWqlQamtxSggZjGqjOpDbr2gVMWfPwTKsNtG3ZJdYhkbIkAS5YSndGwE6iwgZBi3chp1Ep208LdbPmmJmwllkmQYclxNqkkMoFpGMQLFohKTZHrhcKHOCSkgCKk4FVSd5sC6FW0KGJ+hImFLANeCVxGTB5UDINNHJWRS3PDQrTVdsOotIXqFYRDICxaIRUnWqqeUylG2WvhCShGqj6mUWJXQ0ULglZHi00Jqms8g0GHBNyKB0chbFPS+z0nTFMg1mFpF8IgYACqFk8lAsGhFOy0G9VU/NWVQqMFSXkCRUnAoqjUpiAZfCLSHDo4XWNDOLbMOmWETIgOhzUQdcA/HPy6yUodmmsBsaySd0FpGMQLFoRKS9elqyS6g6VSjFmyIhw1Bt+AHXCSeppUIJi41FnouEDIEWWhcKC6m9JjOLCBmcxcYiAGDzbMhZFPP+aBlWNpxFBp1FJKeIAXCcSTIAxaIREeQypFWGVijDVS6Wm8upvB4h6wWB18VMl6EldhYVymi6TdRb9TR2j5B1xUgCroViESGDooXbsLPINMxYP2uIkYlzzjKZWURyigidRSQTUCwaEYGzKMUyNAAsRSNkQPTq58GVg2iqZnJnkf/zLEUjZHCqThUCwbw9n9pr0llEyOBUG1WYYg7l8jPFhJuBiazNbmgkr1AsIhkhkVgkIleKyE9FZK+I3NDh+RkR+YT//O0isjvJ+00TqTuL/M4xDNYlJD6ucrHseG68/Uv7ASQ/JyncEjI81UYV8/Y8DElvrcoyLDjKSe31CFkPVBoVzNvzEJGBfzY7ZWh0FpGcwswikhGGHq2JiAng3QCeDeAJAJ4vIk+IbPYSAEeUUqcBeCeAtw37ftNG2iGeeoJKNwMh8VlylqD8bhKPLD0CIPk5SeGWkOGpNCqplqABdBYRMgxJOvaako0OhJZpoOkqZgiS/EGxiGSEJEt7FwDYq5T6uVKqAeDjAK6ObHM1gA/5X98M4JkyzBLGFDKKgGuAbgZCBiEs6GhnUdJzMnAWOTwXCRmUNELmo1AsImRwqo3hz0VDjEw4i2zDm1I02RGN5A2KRSQjWAl+dieAX4W+3wfgwm7bKKWaInIMwBYABxO871QQlKHZ6ZShLcx4NeWv/dprYRlJPjZC1g/aVQQAB1YOAEjehUn//Ku/+mqYEi8MlBDiUWvVcM62c1J9zYJRwO2P3I4LPxodghBCulFr1XDe9vOG+lnbtLHkLE38nHNaLkqPd3Huh/98ovtBSNoU0YBptYAPnDXpXSEhLmoej7996ZcnvRtjRYa1borI7wK4Qin13/zvXwDgAqXUq0Lb3O1vs8///n5/m0MdXu96ANf7354O4KdD7Vi22Ip1IIyRkcJjiCSFxxBJCo8hkhQeQyQpPIZIGvA4IknJyzF0slJqW7+NklhU9gHYFfr+RAAPd9lmn4hYADYAONzpxZRSNwK4McH+ZA4RuUMpdf6k94NMLzyGSFJ4DJGk8BgiSeExRJLCY4ikAY8jkpT1dgwlySz6LoA9InKKiBQAXAPglsg2twC4zv/6eQC+qphCRwghhBBCCCGEEJJZhnYW+RlErwTwRQAmgH9SSt0tIn8J4A6l1C0AbgLwERHZC89RdE0aO00IIYQQQgghhBBCRkOipGSl1OcBfD7y2J+Fvq4B+N0k7zHl5KqsjkwEHkMkKTyGSFJ4DJGk8BgiSeExRNKAxxFJyro6hoYOuCaEEEIIIYQQQggh+SNJZhEhhBBCCCGEEEIIyRkUiwghhBBCCCGEEEJIAMWiESEiV4rIT0Vkr4jcMOn9IdlERHaJyNdE5F4RuVtEXuM/vllEbhWR+/z/N/mPi4i8yz+u7hKR8yb7G5AsICKmiHxfRP7F//4UEbndP34+4XeshIjM+N/v9Z/fPcn9JtlBRDaKyM0i8hP/evQ0XofIIIjIH/j3sR+LyMdEpMhrEemFiPyTiDwmIj8OPTbwdUdErvO3v09Eruv0XiSfdDmG/sa/l90lIp8RkY2h597gH0M/FZErQo9z3rZO6XQMhZ777yKiRGSr//26uw5RLBoBImICeDeAZwN4AoDni8gTJrtXJKM0AfyRUupMABcBeIV/rNwA4CtKqT0AvuJ/D3jH1B7/3/UA3jv+XSYZ5DUA7g19/zYA7/SPnyMAXuI//hIAR5RSpwF4p78dIQDwtwC+oJQ6A8CT4R1PvA6RWIjITgCvBnC+UupseF1yrwGvRaQ3HwRwZeSxga47IrIZwJ8DuBDABQD+XAtMZF3wQaw9hm4FcLZS6kkAfgbgDQDgj6+vAXCW/zPv8RfbOG9b33wQa48hiMguAL8J4Jehh9fddYhi0Wi4AMBepdTPlVINAB8HcPWE94lkEKXUfqXU9/yvK/AmaDvhHS8f8jf7EIDf9r++GsCHlce3AWwUkePHvNskQ4jIiQCeA+D9/vcC4DIAN/ubRI8ffVzdDOCZ/vZkHSMiCwCeAeAmAFBKNZRSR8HrEBkMC8CsiFgA5gDsB69FpAdKqW8AOBx5eNDrzhUAblVKHVZKHYEnFKyZ+JF80ukYUkp9SSnV9L/9NoAT/a+vBvBxpVRdKfUAgL3w5myct61julyHAG8h43UAwt3A1t11iGLRaNgJ4Feh7/f5jxHSFd+Gfy6A2wEcp5TaD3iCEoDt/mY8tkiU/wXvZub6328BcDQ0UAofI8Hx4z9/zN+erG8eB+AAgA/45YzvF5F58DpEYqKUegjA2+GtwO6Hd225E7wWkcEZ9LrD6xHpxe8B+Ff/ax5DJBYichWAh5RSP4w8te6OIYpFo6HT6pjq8BghAAARKQH4FIDXKqUWe23a4TEeW+sUEXkugMeUUneGH+6wqYrxHFm/WADOA/BepdS5AJawWvrRCR5HpA3fbn81gFMAnABgHp5dPwqvRWRYuh0zPJZIR0TkjfDiHj6qH+qwGY8h0oaIzAF4I4A/6/R0h8dyfQxRLBoN+wDsCn1/IoCHJ7QvJOOIiA1PKPqoUurT/sOP6rIO///H/Md5bJEwFwO4SkR+Ac82fRk8p9FGvxQEaD9GguPHf34DOltvyfpiH4B9Sqnb/e9vhice8TpE4nI5gAeUUgeUUg6ATwN4OngtIoMz6HWH1yOyBj9g+LkArlVK6Uk7jyESh1PhLXz80B9fnwjgeyKyA+vwGKJYNBq+C2CP3wWkAC9M7ZYJ7xPJIH5Gw00A7lVKvSP01C0AdJL+dQD+b+jxF/pp/BcBOKbt2mT9oZR6g1LqRKXUbnjXma8qpa4F8DUAz/M3ix4/+rh6nr99LlY+yPAopR4B8CsROd1/6JkA7gGvQyQ+vwRwkYjM+fc1fQzxWkQGZdDrzhcBPEtENvkOt2f5j5F1iohcCeD1AK5SSi2HnroFwDXidWM8BV5I8XfAeRsJoZT6kVJqu1Jqtz++3gfgPH+stO6uQ1b/TcigKKWaIvJKeAeJCeCflFJ3T3i3SDa5GMALAPxIRH7gP/YnAN4K4JMi8hJ4g/Df9Z/7PIDfghfKtwzgxePdXTIlvB7Ax0XkfwL4PvzgYv//j4jIXnir+NdMaP9I9ngVgI/6A+Wfw7u2GOB1iMRAKXW7iNwM4Hvwyj6+D+BGAJ8Dr0WkCyLyMQC/AWCriOyD101ooPGPUuqwiPwVvAk/APylUooutXVCl2PoDQBmANzq5+Z/Wyn1cqXU3SLySXhCdhPAK5RSLf91OG9bp3Q6hpRSN3XZfN1dh4QLOYQQQgghhBBCCCFEwzI0QgghhBBCCCGEEBJAsYgQQgghhBBCCCGEBFAsIoQQQgghhBBCCCEBFIsIIYQQQgghhBBCSADFIkIIIYQQQgghhBASQLGIEEIIIYQQQgghhARQLCKEEEIIIYQQQgghAf8fcp9LIDvPjTsAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5f5d975470>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"simulate(ts, 20, 100, 300)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are some burst reconnection. In real world, load is change by time. So reconnection will be more distributed."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Connection created 72 times\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5f5d923630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 20 requests come in first 100ms\n",
"ts = [randrange(100) for _ in range(20)]\n",
"# 70 requests come in next 100ms\n",
"ts += [randrange(100, 200) for _ in range(70)]\n",
"# and 1000 requests comes in next 1000ms\n",
"ts += [randrange(200, 1200) for _ in range(1000)]\n",
"\n",
"simulate(ts, 20, 100, 300)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I used maxlifetime=300ms to demonstrate how maxlifetime works.\n",
"In real world, I recommend 10sec~1min.\n",
"\n",
"You may prefer longer lifetime, but note that longer lifetime have risks.\n",
"And when maxlifetime=60sec and maxconn=60, average reconnection ratio is at most 1 reconnection/sec. It's low enough for most use cases."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Connection created 200 times\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f5f5d8e7b38>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# 100k requests come in 100sec\n",
"ts = [randrange(100_000) for _ in range(100_000)]\n",
"simulate(ts, 20, 100, 10_000) # maxlifetime=10sec"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.6",
"language": "python",
"name": "python36"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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