ml-finance-python
python scripts for finance machine learning
git clone https://9o.is/git/ml-finance-python.git
lab_121.ipynb
(554947B)
1 {
2 "cells": [
3 {
4 "cell_type": "markdown",
5 "metadata": {},
6 "source": [
7 "# Random Walk Generation\n",
8 "\n",
9 "Recall that the stochastic model for asset returns is given by the Geometric Brownian Motion process:\n",
10 "\n",
11 "$$ \\frac{S_{t+dt}-S_t}{S_t} = \\mu dt + \\sigma\\sqrt{dt}\\xi_t $$\n",
12 "\n",
13 "When we generate simulated returns, we can usually ignore the decomposition of $\\mu$ since we only care about the net effective drift term without worrying about what the components of it are.\n",
14 "\n",
15 "The implementation is really very close to the equation above, although it can be optimized in many ways, this is the most direct translation of the equation:\n",
16 "\n",
17 "```python\n",
18 "import numpy as np\n",
19 "\n",
20 "def gbm(n_years = 10, n_scenarios=1000, mu=0.07, sigma=0.15, steps_per_year=12, s_0=100.0):\n",
21 " \"\"\"\n",
22 " Evolution of Geometric Brownian Motion trajectories, such as for Stock Prices\n",
23 " :param n_years: The number of years to generate data for\n",
24 " :param n_paths: The number of scenarios/trajectories\n",
25 " :param mu: Annualized Drift, e.g. Market Return\n",
26 " :param sigma: Annualized Volatility\n",
27 " :param steps_per_year: granularity of the simulation\n",
28 " :param s_0: initial value\n",
29 " :return: a numpy array of n_paths columns and n_years*steps_per_year rows\n",
30 " \"\"\"\n",
31 " # Derive per-step Model Parameters from User Specifications\n",
32 " dt = 1/steps_per_year\n",
33 " n_steps = int(n_years*steps_per_year)\n",
34 " xi = np.random.normal(size=(n_steps, n_scenarios))\n",
35 " # start with just the returns, biased by mu_dt plus 1 since we'll need that later\n",
36 " rets = mu*dt + sigma*np.sqrt(dt)*xi\n",
37 " prices = s_0*(1+rets).cumprod()\n",
38 " return prices\n",
39 "``` "
40 ]
41 },
42 {
43 "cell_type": "code",
44 "execution_count": 1,
45 "metadata": {},
46 "outputs": [],
47 "source": [
48 "%matplotlib inline\n",
49 "import numpy as np\n",
50 "import pandas as pd\n",
51 "\n",
52 "def gbm0(n_years = 10, n_scenarios=1000, mu=0.07, sigma=0.15, steps_per_year=12, s_0=100.0):\n",
53 " \"\"\"\n",
54 " Evolution of Geometric Brownian Motion trajectories, such as for Stock Prices\n",
55 " :param n_years: The number of years to generate data for\n",
56 " :param n_paths: The number of scenarios/trajectories\n",
57 " :param mu: Annualized Drift, e.g. Market Return\n",
58 " :param sigma: Annualized Volatility\n",
59 " :param steps_per_year: granularity of the simulation\n",
60 " :param s_0: initial value\n",
61 " :return: a numpy array of n_paths columns and n_years*steps_per_year rows\n",
62 " \"\"\"\n",
63 " # Derive per-step Model Parameters from User Specifications\n",
64 " dt = 1/steps_per_year\n",
65 " n_steps = int(n_years*steps_per_year)\n",
66 " xi = np.random.normal(size=(n_steps, n_scenarios))\n",
67 " rets = mu*dt + sigma*np.sqrt(dt)*xi\n",
68 " # convert to a DataFrame\n",
69 " rets = pd.DataFrame(rets)\n",
70 " # convert to prices\n",
71 " prices = s_0*(rets+1).cumprod()\n",
72 " return prices\n"
73 ]
74 },
75 {
76 "cell_type": "code",
77 "execution_count": 2,
78 "metadata": {},
79 "outputs": [],
80 "source": [
81 "p = gbm0(n_years=10, n_scenarios=10000, mu=0.07)"
82 ]
83 },
84 {
85 "cell_type": "code",
86 "execution_count": 3,
87 "metadata": {},
88 "outputs": [
89 {
90 "data": {
91 "text/plain": [
92 "(120, 10000)"
93 ]
94 },
95 "execution_count": 3,
96 "metadata": {},
97 "output_type": "execute_result"
98 }
99 ],
100 "source": [
101 "p.shape"
102 ]
103 },
104 {
105 "cell_type": "code",
106 "execution_count": 4,
107 "metadata": {},
108 "outputs": [
109 {
110 "data": {
111 "text/plain": [
112 "(10000,)"
113 ]
114 },
115 "execution_count": 4,
116 "metadata": {},
117 "output_type": "execute_result"
118 }
119 ],
120 "source": [
121 "p.iloc[-1].shape"
122 ]
123 },
124 {
125 "cell_type": "code",
126 "execution_count": 5,
127 "metadata": {},
128 "outputs": [
129 {
130 "data": {
131 "text/plain": [
132 "(200.8870493685517, 196.71513572895665)"
133 ]
134 },
135 "execution_count": 5,
136 "metadata": {},
137 "output_type": "execute_result"
138 }
139 ],
140 "source": [
141 "p.iloc[-1].mean(), 100*1.07**10"
142 ]
143 },
144 {
145 "cell_type": "code",
146 "execution_count": 6,
147 "metadata": {},
148 "outputs": [
149 {
150 "data": {
151 "text/plain": [
152 "<matplotlib.axes._subplots.AxesSubplot at 0x11f7c3e10>"
153 ]
154 },
155 "execution_count": 6,
156 "metadata": {},
157 "output_type": "execute_result"
158 },
159 {
160 "data": {
161 "image/png": 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7kJb6Tvwi3EBV2b44n9qyltO2UVWVZ7/JQFXh2/tHMjDUkwcX7OcfH3xF5tbvGD7rWuLHX3rs2Me+XYhTxNvYtHVc0+sp0opgYUrpOV+n3a7y3bwsitLrGHN1LDGD/U95nMGoo+/sXmQ72hneqWdqlxHV/nORioxt5T0+p4RkIYQQQoj/o7YvzKM8t5Gx18Xi36tnD8JZzDZ+WJTLsrn7sFntXP5gAjOfSGbGE90FH5a9vo+SzLpTtl2fWcmmQ9X8aXw0MX6ufHLTIIKNNt4udMVx1HSGzrgKAKvdykMbXqZI/w4+jr4snLqAJ8dczuAIL15Zc4iaFnOPr1FVVbbOzyEvpZphV0YSNzrotMe2mq3c+dU+fvRUiRkbRO7OStZ+kI7FbKMir4Gt83N6fF4JyUIIIYQQZ9Fc28GBTSVYLbazH/w7ydhaRsa2cgaODyV2aECP2pTlNLDghd0c3FxG/zHBXPXMYEL6eAFgCnFl5hNJuPk48u27B8n84fhZ1+ZOC8+uzKRvgBu3jOhewlC2ZxuXZH2GSW/l3epA0sqaqGqr4pZ1t7K5cgGOncNZNX0hEe4RKIrCy1f2p8Ni46XVWT0ar6qq7FxWQNYPFSROCiNxYthpj7XbVR5eeIDC2jb+ee1Axs+JZczVMRRn1LHizX1snJeFm3fPZ9rlwT0hhBBCiDP4aXOOuvJW8vZWnfOyht9CWU4D2xbmEdbfm6FXRp71+K4OKzuWF5C5rRx3kyNXPjKQwGjPk45z8TQy/dFE1n+UwZavcmiu62To5b1QNApvrM+hpsXMh9cno9NqOLx/L+s/eJvYvv256Z4JXP3xXm74+nNcQhbTYe2ko3wO7826ExeHn6tKRPm6cPeYSN7ZnM+MpGBGRZvosHaQ25BLdl02h+oPkVOfg1W1MtB3IJ4VobRucWHImD4MndbrjNf4j835bMiq4q9T+zI8svtBvbgxwTi5O7Duw3RUO0y4rR+81LN7LCFZCCGEEOIMdizJp668lcSJYaRvLWPRy3uZdEfcKUPm76Gppp11H6bj4evIhFv6nXVHvJLMOr7/MpvWRjPx40IYcnmvMz7cZ3DUMfneAWybn8u+dcW01HXiNdafL3YVc+OwcOJDPKgpLmTVm69iCotg2qN/QeNgYOKI/SzM/5SWNn+sR27jorB+jIo+/uG6xs5GkvrU4pe7k4c2LyYoo4HiliLsqh0AN4Mbfby6q3Msy1mGWTVDMmw1hrF5ZzJJfkkk+SUR6BJ4XL8bs6p4a1Mu0xODuHlE+HHfaXUaVHv3+w+L8np8n2XHPSGEEEKI0zh8oIa1H6QTPy6EkTOjqT/SxtoP0mmu6WDErGj6XxR0xnJrF1pHSxfL39xPe7OZmU8k4+F7+tq/drvK1q9zyNpegae/Exff0KfH65ahe6nDvvXF7FpxmDpH+M5bZfVjY9BqLTzz3q3sV/LxCglF1UBZSxlt1jbcDZ40NLlit2vpG+iOp6MDKIAKxS3FVLZV/jw+izthLtFM6Z1Mb6/e9PHqQ4BzAIqikL3zCBs+z8AhoRXD8Eb2Ve8jtTqVlq7uhwoDnAOOBWY/fT/u/rSECB9nFt81DOMvytd1tlmY//xujM56xt3chzXvp3PTKyN7tOOehGQhhBBCiFNoqe9k4Yt7cPNxZMbjSWh13Y9ymTusbJqXRdHBWnoP82fMNbFnrSv8azXXdXBgUymHtldgt6lc9kA8wb29ztgmZU0Ru1ceJmFcCEOm9TrvMb732UEsO2vQeYLmisN8XfAZjZYmIrSBuHh6k12fjU210cutFw4ad9LKGtAoYNAp9A5wRacBO3aCXILo49WHWK9Y+nj14YVvill1sII1D4wi2s8V6A72h36sYOvXOQTFejL13ni0+u77blft5DXkkVqVSmpVKilVKdR31gOgaR3C4tkvE2PyPW7sGz7OpCC1mplPJmMKdaWjpQsnNwfZlloIIYQQ4nzYbXY2fpKJ3aYy4bZ+xwIygIOjjsl39WfvmiL2fltIfUUbk+7sj6vXhV+nXFfeyr71xeSlVKMoEDPYj4ETws5ay/hIfiN7vi0kepAfw2dEnfdsd0ldO+8UFNAn8QDl2g10ZLcS3h7AqAIv/OZczMdZnxDpEcncMXOJcI9g1gc7ca5v4605Cdz5RSp1rY4svGMYns6Gk/r+yxQnNudU89TydBbcPpTSzHp2riigvqKNoBgPJt894FhABtAoGmK9YonyiMFXvYSqgkJKirNx9NqL4rmdu7+/mqeHPs3Y0LEA5KdWk7e3e4tuU2h3CHd0PXkcpyMzyUIIIYQQJ9i96jApq4sYd3NfYoecuiYvQGFaDRvnZaHTa5h4exxBMb9+nbKqqhzJb2Lf+mKKM+rQOWjpNyqQhEtCevTAYGebhYUv7UGj1TDnqUEYHM9vTrTF3MKMr16ngvUo2nYGeQ3BPS2SI7piCnxT6dR2MtpxPLcF3Ie7qyspR5r4n825PDylN7OHh7GnpIGbPt1Lb39XvrptCK5G/UnnWLi3hHcWZnKDszvWqk7cTY4MmdaLqERflBPWWje1W1iUUsoXu4opqW/H383IdUNDuWpwKFWd+Tyz4xnyGvK4NPxSHujzMOtfy8PNx8iMx5PQaDV0WmyklzcxOMJbllsIIYQQQpyr8twGvnlrPzFD/Bl3U9+zHt9Q2b1OubG6gxEzoxgwNvi8Zm5Vu0rhwVr2byim8nAzjq56BowNJm5MMEbnkwPmKftQVdb9K4Oig7VMfzwJv3C3np9fVWlr7OJIZQ0LC+azvHYpXUobXh29CW8PpMiYTb1zBVq7loi6ePpUDyOoOea0/Wn1GoqdVBYq7YTrDbw0uS9DhgQee9CwrryVnSsKKE6vo12jMuqKSAZdEopWe3yF4uzKZj7bUcyK/eV0WGwMDvfixuHhTOjnh/4Xx1psFv6d8W8+PPghBpuR4YenM3TMdDJaOjhQ2sihI81Y7SrFr02VkCyEEEIIcS46Wy0seHEPOoOG2U8NwmDs2SxsV4eVTZ9mUZhWS+xQfy66JhZdD7aHVlUVi9lGwb4a9m8opqGyHVdvIwPHh9J7eECPt5j+ScbWMrbOz2X4jCgGjg/tcTurxcbS93extnkF6QFb6dJ1oLYHo1MdUJ2KsCs2QuwhBGW1Ma3fLagt8ZRk1qMo4BXoTLXWzo6qZq6/uBfhXk50tlkwt1npbLfwY3UTn9TUoQJ6jUKsmyODWrV411pR9AoOcR68UVTBxAGBvH31wO7x2OxszKris51F7Dpcj4NOwxUJQdwwPIx+gSc/fNjUbuFAWSMHSho5lHaAPIfPqHYtxtrSG03dDOIDwxkY6kFCiCcT+vlLSBZCCCGE6ClVVVnzfjolmXXMfCL52DrWHre3q6SsLWLPqkJMoa4ExXpiMduwdFrp6rRhMVuxdNqwmG3df+60YjHb+CmKeQe7kDgxlKhEXzTac9/vrbaslSWvphAU68HUe+NPWq5wOnabnc/+vY6PeI0WYz2BDkHUmJux0IKb3oMroi9nWuQ0Ut/6iOa6Gm79+4dodXrKchuoyG2k8FAdVYXN6Og+n3eQM4HRngRGexAY7YGTm4EDh+v5+rMMtLVmAu1aVCDdaOMHfRedv7hUL2cD0b4ulNa3U9HUSZCHI9cPC2NOcshx65pVVeXQkRZWHaxgY1YV+dWtALjbFW5uNWJx11Ix+gDbar/AoNXzcPLDzIyeiaIoKIoiD+4JIYQQQvRU+pYyig7WMnJW9DkHZABFozBoSgSmEFc2f3GI9C1lGIxa9A5a9EYdBqMWo4sBN5+fPtNiMOrQO2gxhbgS3MfzvB+ws5htbPh3Bg5OOi65sW+PA7Kqqrz71Xzm6d5CczQVVpqPYG6J5eLgKbx9+TXoNXoKD6RSkXuIcbfdg87QHVZDensR0tuLr9qa2NTcxfwZA7FUdlCR18ihHRWkbykDwMPPCVOoK1FNKhZb98z4qDnR3H9RMHVtXZTUt1NQ3cpLqw9httqw2OxE+7ny7OX9GNfHD+0vrqWwto1VaRWsTKsgv7oVrUZheKQ3Vw4MIj7YncpvSqjvauWqRwbj5jOG0ubpPLfzOZ7f+TzrCtfx3LDnenxPJSQLIYQQ4v+9mtIWflyaT3h/bwZcHPyr+gof4MPN/zPyN6mffLjxMItzF3Ntn2sJdv15nNsX5dJQ1c7lDybg5NazCg6qqvLCor+zxD4PP0MglfZyhvtNJCdzNDabC3Mnj0Gv0aKqKjsWfYmbyZe4seOP6yOlqJ6VaRXcf3EU8Yk/P+Bos9mpKWmhIq+RirxGyrLrCY71JHFSGDuXFbB9UR5GZz0xg/3xcXEgMdSTAHdHrvt4NyOjfHh4QuyxvioaO/j2YAWr0o6QXt4EwOAIL168Io5L4/zxdnEAIO27UtLymxh7fW/cfBwBCHEL4d8T/s3SvKXMTZnL9JXTe3yvJSQLIYQQ4v+17lnYTByd9Vx8Y58LEm5/i4Dc3NXMfZvvo7SllCW5S7gz/k5u7HsjRfvryfrxCImTwgg5S+3kn1hsFh5e9me2dK5ngDIYvCxUVTeyfttQsGsZGOLA/D0ljIjyQVuWRWVBHhPufACt7ucHCO12lb+tysLfzcjdFx2/NbZWq8E/wh3/CHcSJ4Qd993U++JZ/W4am+Zloaocqx4yMtqHKxICeX9rASOjTeRUtbDqQAV7irprIQ8IdufpKX2YMiCAAHfH4/psqGxj54oCwvt702d4wHHfKYrCzJiZjAoaxYu7XiSFni3xlTXJQgghhPjDyKxoIsbP9biqB2fz3eeHyN55hGkPDSQ49j+z1fTZ2FU792++nx0VO3h11KusLVzLdyXfEe4SQdK+afR3j+eKRxJPqgxxKk3mJu785l4yO9K42DqNqReP5eFtD2GpmoalcTjBHo6gQHFdO6gq11UuxUVrI/T2vzEixpdQLycURWFxSimPLTnIW3PiuXLguc2+W8w2Vr+XRnluI5fc0Ifew7qDbW2rmUvmbqWpwwJAtK8Ll8cHMjU+kAifU9eGttvsLH19H801HVz118E4uzuc9ryqqqLRaGRNshBCCCH+f1BVlVfWZvPhtsOMjjHxwXWJOBnOHnNy91SSveMIyZPD/2MBuejgfqxmM5HJQ047A/2vtH+xrWwbTw15ionhE5kYPpHvi7/nr5ueZ2nM3+kInspYSy+8tGeeSS5sKuTOtXdT1VHJjPY7efK22xm35HJsZhNu1lF0GmDJ3cMxuTpQ1tDOd2s3UVtUw+6QCXzwTRaQRZCHI8MjvdmSW8PAUA+mxQed8zXrHbRMuTeeNe8d5LvPD6GqKn2GB+Lj4sA/rh5ISnEDl8b509vf9Yyz8jabjY2Ld1NRVsekG5LPGJDh3Gb4z/q3R1EUI7ANcDh6/BJVVZ9VFCUCWAB4AfuA61VV7VIUxQH4HEgC6oA5qqoW9XhEQgghhBDnwGqz8+dl6SxOLWNUtA/b82q49t+7mXfTIDycTr8+t6mmnS1f5xAQ6c6gKeG/34B/IW/vTla9+Qqq3U7MsFGMu/VuHF2Pr228rWwb76e9z2W9LuOq2KuOfe6QGsKM1CdonLKPbyoWs335Nh5Oepgro69Eo5w8o7yzYid/2vww9k64ofEJ7r9vFq/s/IQmawVK/U20dqp8dEMyJtfuoBnkboR96/EMDGb+q/dQ1NDJjvxadhTUsfFQFa2dVj66IflY3eNzpTdomXLPANa8f5DNX2SjqtB3RCCjY0yMjjGdsa21y0Zpdj3rNq2mqrkIfGDB2n147fbCZDLh6+uLyWTCZDLh7e2NXt+zOtO/1JOZZDNwsaqqrYqi6IHtiqKsBR4G3lJVdYGiKB8AtwLvH31vUFU1SlGUq4DXgDnnPDIhhBBCiLPotNi4f/5+NmZV8eAl0Tw0Lpr1mVU8sGA/sz7Yyee3Dj5p/SqAzWpnw78z0WgUxt3S97xKrv1aRQf3s/rvr+HfK5peiYPYuXQB5YcymHDnA/RKHARAaXMpT/7wJLFesTwz7JljM6ElWXXs31BCwqhwLpoyiesb5/DCrhd4budzLM9fzjNDnyHW6+eH3xZmL+TlPa/g2e7HrJr7ueWhCeQ31rH48CfYzb3Qd8Xx2e1DSAjxONYmZ9d2akuLmfykCT/3AAAgAElEQVTAY2h1OiJNLkSaXLh+WDh2u0pTh+WU202fC51By+S7B7D2g3S+/yIb1a7Sb9SpZ6Zb6jspzqijKL2W8uwGGo35dDiXEegSS/JFfWhsrqe6upqamhpycnL4aUmxoih4enpi8jERVxdwyr5P5ZzWJCuK4gRsB+4GVgP+qqpaFUUZBjynqupERVHWH/15p6IoOqASMKlnOJGsSRZCCCHEuWrutHD7ZynsKarnucv6cePw8GPf7Syo4/bPU3B31PP5rYOJNLkc13b7kjzSNpUy6c44Igf6/s4jh9LMdJa99g4uXjFEJF4KaNHqO8jbvZ7m6jx6j0hkxPXXcOuWOzjSdoSFUxceq2bR1mRm4Yt7cHQ1MOvJ5GOblqiqysqClcxNmUtzVzPX9bmOO+Lv4N397/J19tdEtMQxtfxWrnp0BHpXA6P//SidzptwqHqYBTfNJMr357J3druNzx65F0Wj4cbX/4mi+W1/ibBabKz9IIOSzDrGXBNL3Ogg7DY7lYXNFKfXUZxRS115GwBuPkaUwBryq/eTmJhAcrINd/eBODv3+rk/q5W6ujpqamqOvdwKVOKaAgl5bfSF20xEURQtkApEAe8CrwO7VFWNOvp9CLBWVdU4RVEygEmqqpYd/a4AGKKqau0Jfd4B3AEQGhqaVFxcfPY7KIQQQggB1LSYufGTPeRWtTB3djzTEk6efcwob+LGT/agAp/dPJj+wd07tRUdrGX1ewfpPyaI0VfHntTuQlNVlaaaDqqLm6kuaqEsu4rasja6/4Ee9EYtOoOWjuaun9ugsjnqM/J8DnC7/QmGmobhbnLE3deJPd8WciSvkZl/TsY70OWk8zWZm3gr9S2W5i3FoDHQZe9iUMN4hpZczoxHk/EKcGbmR2vI0T+NvjOBb69+jyCP42fbs374nrX/nMtlD/+ZmCEjftsbdJTNYmfth+kUp9cR2s+bqsImzO1WNBqFgGh3wuJ8CO/vTXFlHitWrKBv37707vMDNTVrAHBy6oWPzyWYfMbh7j6Q7vjarTO/kdqP03Ho64XvDXEXfsc9RVE8gOXAX4F5J4TkNaqq9lcUJROYeEJIHqyqat3p+pWZZCGEEEL0VGl9O9d/vJuqZjPvX5fIRbGnnwkurG3j+o9309DWxUc3JDPA24UFL+7B1cvIjMeT0OnPbdvnnlBVldJD9VTkNnYH4+IWzO1WALQ6BVtXJRptA8NmjCcsLhAPXycUjUJXp5Xm2g6aajr4Mv0TlqhfkVQ0nOH107F06eEXke2ia2NPuyzhJweqD/DPfe/ic6g3EYVJTHtoIP693Hl00QG+rZyL3i2TRZOX08f3+BJtdpuNeQ/fhd7ByPWvvv2bzyL/ks1i57vPsqjIbyKktydh/X0I6euFg2P3CuG8vDzmz59PaGgoo0d3Ulj0OuFh92BwMFFb8x0NjbtQVSt6vRc+Phdj8rkEd81gat87hMZZj++9CWiN+gtf3UJV1UZFUbYAQwEPRVF0qqpagWCg4uhhZUAIUHZ0uYU7UH8u5xFCCCGEOJXsymZu+HgPZqudL28bQlLYmStSRPg4s/Tu4dzw8R5u/mQvjzt4YLOqTLwt7jcJyDaLna0Lcjj04xEUjYJ3kDORib74hrni6NLJ+g/+hk4Dc577Hzz8/I9razDq8Al2pUSfx4r0hYwOHMU0Sz/Ss/6BZ2AYo6+5D53RhEajENL31FUsOttaqS0uoqakkKrCwwxM1WO1NDH0ejf8e7nz/KoslmXtwjniANf3vuWkgAyQue07GiuPMO2xZ37XgAyg1WuYcFvcKb8rKytj0aJF+Pr6MmFCGIey78DXdzK9ej2MoiiEBN+A1dpCXd1Wamo3UVOznsqybwhNeQqDOQjN9AYsnHy9p9OT6hYmwHI0IDsC4+h+GO97YCbdFS5uBL452mTl0T/vPPr95jOtRxZCCCGE6InU4npunrcXR4OWxXcNI8avZ1tH+7kZWXjnUF58bSedRzpwHu2Hh5/TBR9fe3MXaz9Ip/JwE0mTwkieHH5svXBzbTULnn0a1WZl5nOvnRSQf1LTXsMjWx8h0CWQV8a8ipvBjZjkoaz/4G1WvfUkQ66cw5ArZ6OqdhqOHKGmuIia4kJqSgqpKS6kpbbmWF8anROq6o7CQTZ+tI+5G8azTROJS/hqPBy8uDfxjpPOb7Na2LV0IX69oolMGnzB79H5qq2t5euvv8bZ2Znp08dwKPtaXJyj6dP71ePKuul0rvj5TcXPbyp2u4WqBbuwNUH1oC9pqNpETtUFLAEHBACfHV2XrAEWqar6raIoWcACRVFeBPYDHx89/mPgC0VR8umeQb7qVJ0KIYQQQvTU99nV3P1VKgHujnx+y2BCvM4t5LaWtBJRbaPGR8frB4toC3DgnosiL9jOeNXFzaz9IJ3OVgsTbutHdLLfse/aGhtY8uLTdLW3M+uvL+MdHHJc2yWpZZTUt3NJH2/mpj9Cm6WNf43/F26G7lJw4QlJ3PjGe2ye9wE7l3xN+ub1dLa1YjWbAVA0GrwCgwmK7YtpQgQe/iGkbe6gutjGuJv7EdzXiUfmbWNbhUK4bh11jkWMqRtE5cEMIhKS0Wh/nlHP+H4TzTVVjLv17t9k18Dz0dzczBdffAHANdfMpLCwO9z37/8+Ot2pNxgBaE+pxXYQXMeGEDThA1pas6l8/QWgoEfnPWtIVlX1IDDwFJ8fBk76FUNV1U5gVo/OLoQQQghxFiv2l/Po4jRi/V357JbB+LicecOIE7U3d7Hxkyw8/Zy4+fEkGldm8Pr6HOrbuvjL5D7nXef3J7l7K9n8eTaOrnqmP56EKeTnGe6OlmaWvPg0rfX1zPjLC/hFHL9980fbDvPSmkMA/CtjLgav/Qx3fZC2FhN2d/XY2IwuLky+/1GiBg0lc9tmPPwCMIVFYAqLwDsoBJ2huxRbV6eVb/+RRk2pyoTb4ghLMPHI4jTWVSiAFXvvLPxtXgSkmVmx7QWc3D3oO/pi+o25BA//QHYtX0hATG/CE5J+1T05UWtrKzqdDqPReE7tOjs7+eqrr2hvb+emm26iqvpVWtvySIj/GCen0y+dMJc00/hNAQ4xnriND0NRFKzLU7At2t/jc8uOe0IIIYT43ah2lbyUKppqOtBoFbQ6zS9eCpqjP2u0Clq9hg1ZVbyzs5CkKE/+fWMyrsZz2xRCtat892kW5nYrlz2QgJOTnjdnJ+DpbODj7YWsy6jEzVGPo16Do0GLo16Lg7773VGvxdGgxajTYDRo6eXjwsR+fsdmWO12ld3fFLBvfQkBUe5MuqM/Tm4/1w02t7ez9OVnaais4MonniUots9xY/twWwEvr8lmSv8ARiaU8HLKDnzt49mcGsj6PTsIcDcysZ8/k+L8GRTuhVajEDN0JDFDR57yWs0dVpa9s5/c0maCJwSxvrmZLR8VkFLcAMCIxDwOdlTz7iXvMuLa4RQeSCVzyyb2rfmGlFXLcDP50lpXy6S7Hrqgs8gpKSmsXr0aRVEIDw8nNjaW2NhYPDw8ztjOYrEwf/58ampquPbaa7Fav6W6eg2RkY/j7T36tO1sLV3Uf3kIrbsD3lfFomgUWn/4gapXXjmncUtIFkIIIcTvovJwEz8szKW6uOWc2t2BkWiDGxqzHc5tIpL9G0soyapnzDWx+AR3l0vTaBT+OrUvkSYXdhfW09Flo9PS/Wpst9BhsdHZZaPTaqejy0aHxXasv7evSmBaQhDmDisbP86kOKOOfqODGDU7Gq1Og6qqlGTWk76lkPqS+dSVHebyR54irH/CceP6YGsBr67NZsqAAO6d4MSN614iyS+Jjya8RrsZvjtUxdqMSubvKeHTHUX4uBgY39efS+P8GRzhRVVzJ4dr2zhc00ZhbSsFVa0cKmqkUbWDC7Cre0mBydUBg1ahd5COYtsKhgYMZVTQKBRFISp5CFHJQ2hvbiJ7+xYyt27GLyKK0P7x53aTT8Nut7NhwwZ27dpFVFQUfn5+5OTksHbtWtauXYufnx8xMTHExsYSGBiI5hcPCdrtdpYtW0ZxcTEzZszAw6OCA2lv4Os7mbDQk9dS/0S12an7Oht7hxXT3fFonPSYCwoof+hPoNHgEB0NOdk9Gv85lYD7rUgJOCGEEOKPq63JzM7lBeTsqsTZ3cDwGVFEJflit6nYbCo2ix27zY7NasdmVbF02Xh3cz7fZVYxLsbEeC930r8vQ6vTkDw5nPiLQ9Dqz151ofJwE8ve2EevBBMTb+933rOjqqrSYbFx/cfddZmXXDuIlC9zaa7pYNRVMcSNDjoWjvd8W0hVYR2WtpXYLcWMvekhEi8dd1x/728p4LV12VwWH8jkIdU8v+s5HLQOLLl8CT6OPsffO7OV73OqWZdRyffZ1bR12TiRm1GHhwVcO1WGJPqT1N+PIA8j2VXNvPt9AR1dNi4fu48l+V+x+LLFx+3E91sxm80sWbKEvLw8hgwZwoQJE9AeXftcV1dHTk4OOTk5lJSUoKoqLi4uxwJzREQEGzZsICUlhYkTJ5KQEMSevVdgdPAnKWnxGdchN357mNbt5XjOicV5oC/WhgaKZs/BWlWFarcTsXQpjr1jL3yd5N+KhGQhhBDij8dmtZO2uZSUNUXYrHYSxoWSNCkMg/H0/5DdabHx0IIDrMus5N6xkdzUN4j81GoCoz3I2FpO0cFa3HyMjJgZTUS8z2mDb2ebhYUv7UGjUZj9l8HH6uz+UlujuTugefZserq4ro07/2c7l7bqcXHUc+mdcQREeRwLx9VFzTi7W7G2r6SpphhH94l4Bg1ixuNJx6753e/zeX19DpMHeOIR/C2rClehoODt6M2KaStwd3A/4735Ia+W9PImgj0d6eXjTKCjA9s+yqChsp1L7+yPJtCJr/YUs2hvKQ3tFiJ8nHliqomn9l7PlF5TeGHECz261l+jsbGRr7/+mpqaGiZPnsygQYNOe2x7ezv5+fnk5OSQl5dHV1cXGo0Gu93OiBEjuPjiEaSkzKTTXMmg5OVnXIfcfqCa+gU5uAwPxOPySNSuLkpuvY32/fvBasXrT3ejn5WMt/cICclCCCGE+M8ozqhj++I8GqvaCe/vzYhZ0Xj4nrkiRUunhTs+T2Xn4TqemdqX65NCWPDiHlrqOgEI7euFf5Q7eXuraDjSTlCsJ6NmR+MddPyuc6qqsu5fGRQdrGX6Y0n4Rbgd+85ms1N8sI7M7RWUZNWBCp7+ToT09SK0rzeBMR7oDSfXT/4p8O9cVkCV1k7I1FDGB3ux99tCqotbcPU2EjtYT9r69+hobWbqg49jcI5m1TtphPf35tI7+/Pe1gJeX5/DmAGtlOs/oqq9CoBE30QO1h5kTPAY3rrorR7PeHe0dPHN3w/QWNVOwJRgllfWszW3Bo2iMK6PL9cPDWd4pDeP//AY28q2seqKVfg5+52941+htLSUBQsWYLVamT17NpGRkWdvdJTVaqW4uJicnByMRiMXXXQRmVkPUl29joT4j8+4DrnrSBs17x1AH+SC6fb+qIpK8asPUZ+3nq5oLdYoDV0+ZkBl3CWHJSQLIYQQ4vfVWN3Oj4vzKEqvw93XkZGzognv73PWdjUtZm6at4ecyhbemBXPFQOD2DQvi9y9VVx6Zxx15a2kby2nvakLN5MRU4grZdkNdHVY6Tc6iMGXReDo0v3QXPqWMrYtyGX4jCgGjg8FoLm2g6ztFRzacYT25i6cPRwoCNFjV1XimqChoh3VpoICTm4GHJx0aLQKVrOdjlYLXR3dO+ZFJprY2NqC0+F2/K0aXL2NJE8Ox8GxgjXvvIbB6MgVj/8Vv15RABz8vpQfFuZRMsCFhSWVxPXbRYn9WwAMWgOPD3qcWTGz+Dzrc95IeYNnhj7D7NjZZ71f7c1dLJ27j+baDjb7qKSaOzC5OnD14FCuHhxCgHv3NtMHqg9w/drruSv+Lu5NuPfc/4Oeg/T0dFasWIGbmxvXXHMNJpPpV/VXXPwh+QWvERn5OOFhd572OHu7hap/7sNmNtN15UGarCk01u7BrjlaIq8d3D2T8QwcgbtbAj4+YyQkCyGEEKJnOi028qtbya1qIaeqhZzKFlo7rcSHeJAU5klSmCd+bqdfltDVaSV1XTEHNpWg1WpInnJ07bDu7GuHf9pmurK5k/evS2JsrC+5eyvZ+HEWg6ZGMHhqBNA9m1uwv5qDm8uoKmxG56DB3eRIfUUbBqOOQVMj8O/lzrI3Ugnp7cWkO+IoSq8j84dyyrK7Kzy4+RgxOOrY39zGAqUdgHCLhintBpxUBRRQFAXV3p2PtLruIOwV6Iybt5Hy3AZqSlpp0aoU+up4+8kR5GzbyHefvI9PSBhXPvEsrt4//1KgqioPv7mTFY15mCIW0KEtAyDBlMDLo14mxLW7ZrJdtXPPpntIqUph/pT5RHtGn/Je2ewquzKr2T3vEJp2G8ucuwiK9eT6YWGM7+uHXvvz/bbardy07ibKW8tZfeVqnPQXfgOVn65xy5YtbN26ldDQUObMmYOz8+nXDfdEXf12Dhy4GV/fScT1e+eUs+t2u5ny8oV0LrFirI6gZNArdHoU4kQQbK/A2RIC28oJuPpBTHfdfaydoigSkoUQQghxPJtdpbiujZzKn8NwTlULRbVtHM2FGLQaIn1dcDJoyShvwmy1AxDk4UhimCdJoR4khXnRO8AVnUbh8P4afliUR1ujmdih/gy7MhJn99PXMv4peyiKctw205/cNIikME+a6zpY+OJevAKcuPKRRDTak4N2ZWET6d+XkZ9ajd2mYnTR09lqAaV7e2fPAEdqS1qxWY/POVqdBo2/kbfbG/BzNjAl2pcPDpTi5WTg77PiGRrTvc65rdFMSVY9pVl1lB5qoLjTTLbeRqCjgfGjQ1ECHLln/j7udT6EJnMrEQOTu5dYODphtVjYsehL+oway1c5Xbyb+hVGv29AsaHV6Hg46U9c1/c6NMrx11XbUcuMlTPwMnoxf8p89BoHDte0kl7eRHp5ExnlTZSWNjO5QYebqtA22Is5U6KI8j1550G7aueZH59hZcFKXh75MpdFXnbWvxv2zk5Uqw2tS88DrsVi4ZtvviEjI4OEhASmTp2KTvfriqd1dJSc8UE9u91KZeVyCg+/g/uBcXiUXYxtZAWuI0IxVjtTes0t6AMDsdTWYggMJHzhApRfjElCshBCCPH/QJvZSl1rF40dXTS2W2jssNDU3kVTh+XYnxvbLTR1dNHQbqG0vv1Y6FUUCPd2JsbPhVh/N2L9XIn1dyHc2xnd0WDaZbWTdaSZ1OIG9pU0kFrUQGVz9xphk0bLVJsRnyY7Dj5GBs2MpP8A31NuztHZ2kpRWiqH9+2lMG0fNosFg6cPh1r0dDh6MGNMPDFRYbia/NjydTn1FWbm/GUw7ibHM19/k5mMbeVkbC2js9V63Hc6gwavQGeCe3vhE+yCd5ALrj5GrvtkD+mljbyX/SXhRoXmv83lvqVZVDR28MSk3tw2KuK4mcuFe0p45psMumw/ZyYHnQb3rkb8WkuICTFx83VXEhvojl6rYdfSBfy46EtSQgazP/wAete87vvVGczUilu565HLj6unTEcDNquVgnYjyw9t5svip/GwjKGuZCrtR6tZGHUaxjs4E1NpQ6tRmHRPf3r18T7lPVFVlZd2v8TCnIXcl3Afd8affqnCT2yNjRRffwPWmhoCXn4Z14vHnrVNS0sLCxYsoLy8nHHjxjFixIhfXV+501zJvn3XYrE0nPSgnqraqapeTWHh27S3FRJ0+EFcCgbiMiYY90nh2BobKZo1G7u5E2O/frT/uIPwpUswxsQcdw4JyUIIIcQf3NLUMp5cdhCL7dT/L3cyaPFw1OPuZOh+d9QT4uVIjJ8rvf3diPJ1wfEUD6mdTXl9O1tXH6ZuVw2qXeVHo4U9BiuqAka9hggfF6JMzvTSteLVkI+tKIvGolxUux2jqxsRCUnUdGlJzcjHy96Ch7UFm6XruHMYXTzwDg7Cw88f34go4sdPQqs7/UYi+zcUs2NZAUYXPb3iTSSMD8HT/+QZ0bc35fHWplwezV1J/JQt0GUnJHUEHnPf5YmVh1ifWcX4vn68MTMeo0HDcyuzmL+nhJFRPvz9qgQa2y2k5lWwctUmijr1VDr4YVO676FBpyHa24i2IBVrQAPFARvQaDrRaDTcE38P09xn883cNHxCXLniTwPR6jU0luWgfjoFF0s96+yD+MI6nky/QjSe2xjq/DATI8YT5WSkcG0JFbmNBPf2ZOz1vXHzPvUvD6qq8mbqm3ya+Sm3xN3CQ4ln3xjE3tFByS230pmRgSE8DHNePp7XXYfvY4+icTj+XwRaWlo4cuQIFRUV7Nu3j46ODqZPn06fPn1O0zt0mVvIXTwX/DrwihuEp8cwHB2DTjrup4Dc1VVLQsIneLgnHbum2trvOFz4Fq2t2Tg7xRBW+ji2VB0uI4NwnxIBFgvFt9xC58F0fO65h5q//x3TQw/hc9fxvyDYmrvQuTtISBZCCCH+qJbvL+PhRWkMifBiZlIIHo56PJy6X+6OBtwd9Rh6sB74RHa7Sk2rmZL6dhz1WuKCji9JVlPawpYvs6kubiG0nxdjro5F72Ygs6KJvIoGCtPTaM1Px7EyB6eu5u42Bm+KnMLo8IvFKzwSXzcnluwrIy7QjXk3D8bTSU97UyOFBwr4/ovdePhaMIWoNFVX0Vh1hNb6OkzhvZh878P4hIYfNx5VVdmzqpCUNUVEJpoYf3O/09ZQ3lNYz1X/2smY8gPcF7KSxnG1ADju1RBSNomgN99k3u4yXllzCF83B5wddORVtXL3RZE8OiEWrUahtqSIZa/9jY6W7goWdV5RzPnXLob28iYuyI3vd6ZRpi9BF/YligJurTrudJ7BDTc9DUB+ajXrP8qgz/AA9LGtRK+9Cge1kxyfCSQ2b8JgaabL1JvrfVwos3fwst975HzTBMCImVH0HRl4xtD7ftr7vHfgPa6KvYqnhjx11oCsWiyU3Xc/rdu2EfTWW7hcPJaauXOp/+xz9NFR2B56iCNa7bFg3NLy80Ywfn5+TJs2jcDAwNP2b7N1kf/xv3A+nIBN186R/v+izZSG0RiCp+cQPD2G4uk5FBTlpICsqioNDTsoODyX5uY0HB3DiQh/8H/Ze+/wKsq8//81p7f03gsJgQChBEJHEKWodBHshVXXBoquq6647trWXlCxoCIgSpVepPcaEpIAIb33dnJ6mZnfH3FBFNR9nud3Pd/d57yuK9ecc52577nnPpPkPZ95358P+pzeWA/UYhoWTcCkZADq//I85nXriHzxRZo/+AB1VNRlNgtZkrEdq6d9ZyHxL479XSLZV3HPhw8fPnz4+DdjQ24tT646w9DkEL64e9C/HA22u71UtzmoarNT1Wan+sftP1//044BcNvgeP5yQ080CJzcXE7u7mp0RhXj5vQiZWA4giDgsHRSt+4TmnKz0bpcGLVaEjL6EZeRiRDfkzqPlsgmK6XNNkqbrBwtr2V09zDev7U/Jm2XFFHr/Mjd48E/vB8zn89CZ7wUNS45eYydn3/I8mcfZ9gtdzBw0jQUCiWyJHNgZREF+2vpOTyK0bf3uKLVA6Dd5uKxLw4RYW3ncV0ebeNshASNITAgk1Leoq55O8oFJu579RWUCvj7pnNIMsweFMfT49MQBIGK3Gw2vfcPNDo9s198nYjkFLoBD4/pxkd7S5kc3EyR+DFNqWZk4O70u8k4ZyR/6xbOJu2m1zVjSckMp64yjord2Uws+Qs6pZPmGWsY0mcouO1QsBbNyc95sziXmTGRfFj4IA/G/4mse268avT4n3x99ms+zv2YKd2m8OzgZ39bIEsS9c8/j3X/fiJf/CvOAf05feQI9YmJeMaPo8++/ajmzqNqQH86s7JITEwkOjqaqKgostVGPqlrY6RfIFeTyJIoUbl0Jcayfrj9G9F6Y4jNeQJXdDXWEQdobt5Jff0aAASh6zpITHwYvS6Wjo5TlJa9Q0fHcbTaKHr2eI3IyOlYdtVgOVCNcUgUAZOSEQSB1i+/wrxuHaEPP4Tt+DEki4WoJV9dFMjuGgtt3xfT7t1H89DvfnVOfoovkuzDhw8fPnz8G7HxTB2Pf5dDVlIwX94zCIPm98W7vKLEn9fms7+omRar67LPTFoV8cGGrp8QA3E/vj5c0sLnB8vI0um53q7BZXaTPiKaodO6XRSxkiSy7rUXqTmXT5+x40kekEVceh9UGs2VhgF0RX9/LuD2LjvPuSP1TH2iPzHdg37Rxt5pZtfnH1F84gjRaemMf/BxTm1vp/hkI/3HxTN0WrerikLJ4+Hev67ksNePRd5swu6so918jCGDt6PTxVBY+Bx19asI+FrJ/oSn+NgbS1yQnnA/LScq2rk2XsdkqYCyw7uvmMHC5RGZ+Ol72JXfYDN4APjToD9xV/pdSKLI2lcXUHvhPLP/9gYlUhDvrNrJYucCDIKDluu+IXbU6EtzI8mcPVhL8YZttIR9xwfRTTzc3sFDARkwaA70uAlUv5zbVRdW8dKxlxifOJ7XR76OUvHrN06yLNP0+hu0LVlC6GOPUT5oIDt27EAURUJDQ4mKiiLGYCDo66VIubn4TZhA1N//htLfn9UNbcw7X4UMBKmVrOufQg/j5QJelmSqlqxHWRSKPaCIqFETMA6KpPnzfDzVFgSNgtAH+2DR5XLu3Hw8nk6USi2iaL/Yh0YTSmLCw8TEzEah0NK5q5LOXVUYB0USOC0FQSFgPXSY6vvvx2/cOPzGj6du/vyLNgvJ4cW8o4L2/Byaen2DLTAfk6knQwZv8dktfPjw4cOHj/8ktuTVM/e7HDITglhy7+8XyACvbj3PZwfKmNw3mrRIv0uiONhAoEF9RYFp73Sz/ssC2gs7aFVImIaH8+is3pfZOA6uWMKJDWsY9+Bc+lw77r90XqU5TWz/tIAB4xMYOu3qxQrC2bQAACAASURBVCdkWeb8oX3s+XIxqMYiKBMZMjWZzAmJV20jWq189MwHvGPqyzxjE7c9EEnB2UdJSXmWhPg/ACBJHo6eeoD3DnfjZGN/xuisPDujF5UnDrLsTDsH9X0IFC3MTbRw+5w70egvpVI723KWN06+wemm0wRYVVgMAlkxmXx2/WcX59TeaWb5s49jtrvZGjqKb0xvE652sNv7KtUdCdz854EERhi6ch4vK6T2QvtF7/E/8p5nS9VOvuqUGdBaBaYIGHQ/jJwPPwrhjaUb+cuhv1wsRqJWXorCW9vbMPgHoFBeLppbFy+m6a238Zs1i0M90ii8cIHU1FSmTJmCyXSpOIssSbR+8QXN73+AOjycQ6++xbMOgeGBJv6WGsOtZ0oBWN8/lWRDl39ZFiVqv94JRQZssWcwNvVDHWJA0CrRJgXgbrThOtcGArRmbKA9eif9+n1JgH8/LNbztLcfQyGoiY6eiVLZNdede6vp3FGBYUA4QTd3R1AIeJqaKJ86DVVICLGfLKJi5i2oo6JI+O5bnGfbadtaSEv497QlbUOh1BJtux7FpzWkblrps1v48OHDhw8f/ylsy+8SyAPiA/nqX4ggQ5e4/uxAGXcMieflqX1+V5uS7Cb2fVOIxy3Sd0I8G1xWvsypZk+bmXdv6UdqhB9Fxw9zYsMaMsZO+C8LZGu7i73LCwmL9yNrUtKv7isIAt0yR3D2kJ6mShse204qTqvpnjUXv+BfFizxNDSwf+6zLEyYwjB/L488NYMTJyZgMqUTF3vPxVR05a0u/nrwLkqbrdyctIk7V+yj4EAo1dHhzBwwiMlp/ryeo+ONxmD6t7jpF2eg0dbIBzkfsLF0I4HqAIadDaUxwUAHtfTT33fZTce5NpFN4eMZcf5b5rSuIjzIgeru9QzVplPz2im2Lsqj16gYjm0oQxBg9O1pF73Hfxnxd85sKuTPBjdrxr5EQM43sPdlcHXCuJfYWbmTBYcXMDhyMG+PfvsygVx4eD9bP3ybsPgkxj80j/DELv9ux9q1NL31NqrRo1kd4I+luJhx48YxZMgQFIrL/dyCQkHo/fdjzMrio+VreMshMMzWwdLhvTBo1Kzul8K0nGJm5pbwff8U4tRq6pcchBIDttRcDMUZgIzslUClwLK/GiRA6LrpCT4zmbCOafhlZSAISvz9euPv1/uyMVgO1HQJ5H5hFwWyLIrU/elpJLudmKVf0/TmW0gWC2HvLqL160JaO/bRNGAFHk0TAU1J6Be1IzZuQTJcOSPIFa83XyTZhw8fPnz4+H+b7QUNPLriNH3jAvn6vqyLPt7fQ3GjhSkfHSYt0o+VDwz9zcV8sixzamsFJzaVE5Hkz9i7e17MErHjbAPPrsvH6vLy2JAIpNWvERYbzy0v/gOV+uqZJ656LElm4we5NJSZueW5QVfMRvFT7J1uNi3Mpa3OxnX3pmNrPcX+b75EqVIx9t4/0mPE6Ivi1HnuHMUPP8Yjve/EFhLO9qfG0lb/GjU1yxk0cB16Y0/+8MMfKGg+j8seiuwMpae5hRF9yoiVZNL+IRA1/wVCb7sNgKZOJzM+OYLdY2fmtWWsK1uOV/JyZ887Cdlay4X2C2zsV0G4eAP1FWPYNm8kEf463t1ZxGcHy+gfYONF8zvsLAul3/Asxs59AYDaC+1sfD8XSZKJ6xnEmDt74hd8edGWsy1nuWPrHYyOG807o99B3PwUquzFHLj2SeZVfk/vkN58ev2nlxULKdi7kx2ffkBkcgqdLc04rRYGT5tFr8BQ6uY9gadnTzb07oVfUBA333wzsbGxvzr3i2uaeb64lhGNNSx4+TkCB/Qn+s03UEdEUGCxMyO3lAClgs/PdxJS7MUZUYauKRlk8LsuHv/RcQgqBZLLi7Wkkupj36FtTETXGX/xGKooI7rkALTJAWji/FD4abAersO8uQx9RijBs3ogKLu+3+aPP6blg4VEvfIKCqOB2sefwO+mu/EEpNGYuhRbeB7qVi3+y0S0ZTpUkf3R9RtL2EM3oU8J9tktfPjw4cOHj393fjjbwMPfnKZPbABL78vCT/f7xWin08PUDw/T6fSw+bGRRAZcvWIegNcjsndZIUUnGkkbHMmYO3r8IlNEs8XF06tz2FvUSoKngc8fnUD3pF+m8/o95O6q4vCaEkbfnkavkb/eR2erg43v5WIzu5j4YB/ie3VFBNvra9n28bvUFxWSOngY1/3hEaScXGqemM/CvjPYEtGXt8eG0k1TQKv3NbAOwF42gPUc4URwOR5zP7SKVrT6JhyqS15tLRBXL5OWNIgeva6hW2A3zjfVsTBnIajMjIm9jqeznsRypoTNH77J7klO0KlZNPpbpiw8QUKIEZdXpKjRyh8H6Hm6/kkUtmb2BT5E9v6jjP/jPHqPuR6A8rwW3A4v3bMiruqrXlKwhLez3yZBvovK0p58lPAu85WNJPsn8MWk7/DTXCookrNjM3u+/ISEjP5MeeoveN1u9i75jIbt2xhc3oAtPJwfhg8jNSODyZMno9f/+oLAT6qaeLG0jomhAXySHo9j4yYaXnoJhVpNxPPP43/TjZxutXBLbimhDolFua2E27r6NGRGEDzzUp7in6d581P1oWnRGcQWJwiAQoB/pjRUCCDJKExq9OkhqEL0KIO1eOpKqXt6Ln7Xj8L/hhupf+Y5ZJ0/9skRdPQ5CpKEaauSoLKeqAIHo4oZRMDEHqgHBLBv+WJuePRJn0j24cOHDx8+/p3Zda6Rh77JJj06gGVzsvD/FwSyJMk8uDybPYVNfPOHwQxJ/vXHzA6Lm62L8mkoMzN4SjKZExKuKNhkSWL9W6+yqbiToxGjUamU/H1KL6b2i/mXCkk0V1tY8/opEnqFMPGPfX61bVudjY0f5OJ1i9z0aF8iky9PSydJIic3ruPIqm9IMtvoXlrDD0mZvNf3VgZ0nGa4+Rhp08pR6kTKNvWiONqP3cmncbcPYYQ8iddvH0JoeDgdzg5KzaXkVm8ku3IVLZ0a6u0SHZcsuiSa0ig6dy19w/qz+LZefPPUw5xPtbE3vISF1y5kdNxoNp6pY+63OUT4a3l3YgTDDt0Dlga483uk6EzWvvoCtYVnmfW314lKSfvNuZIkmWXHynnzzJ9AV4bQOh1F6HqSJDdftTkI+sMeCOyKyJ7atI79y7+k28DB3PT4Mxcj/M7CQkpn34pVrWb3tWNITorn5jn3o1JffYElwMLKRl4pq2dSWCAfpyeg/jF7iKusnLpnn8F5Jg/TmHEou80i2yvzWKaBWI/Mkg4duoJWIp8ahOrHyPiv5UFuX1+C/XgDAKaRMYidbhxnmlH4qVH6afC2u5AdlxeLkT1OJHsz1oAcWgftxBNkQX/ej+iW8ajl4cjOILTdgwia0o2qygJ2frYQm7mDJ7/b5BPJPnz48OHDx78rewubeHBZNj2i/Fg2ZzAB+n/NzvDR3hLe3HGBBTelM2fEr3t92+psbPn4DDazm+vuSSclM/yq+/6zmtyYu+8ndPD1zF+Vy6nKdm7oE8krU/sQZPx10QXgcYusfvUkLruX2S9koTdduY0syZSfaWHv8kIUSoHJ8/oREmO64r4A1YsWYX3/A8pT03myzz3EGuCdkUYk/SFarF/TI/U9tlfH827hgwiiPy8N+oyp/RKv2Fdl1eeUlPyDgFPhyGsdeN54GlITGRI1hM15Dcz9NocsPzu9ir9k89gWhsQMYeG1Cy+2P1LaQm8/B/4rp4GlHu5YC/FDAHBYOln+7BNIopc7XnuPovIKioqKUCqVqFSqy7bNLgVLznkobpfoGe6gI+wdrJIFyR3Cn6Me4c78+QiBCcj3bePY5s0cWfUN3YeM4IbHnkL5Ywo0Z2UlJTNvweX1kD19OsF+WiqP7Cc0PpEJDz1ORHLKFefg7fIG3qxoYHpEEB/0iEeQRGoLz1KafYKy7BNYWpoYG5dBgHswgtYfWeEhd4wfj6m1JHV6WeIwkDirq8jI1QTyT7FmN9Cxphh+lKbKYB2qcAOeejPOM3tw1+QgeCwoDCEIhlDkEBNtI/OwditEbQ8n4vwdGFszuhorBLTJAahSTeSd3knu8W0ExkYz4eEniOyW6hPJPnz48OHj/yaSJHLh6CFytm+i16ix9L1+4v/2kP4l9l1o4oGl2XSPNPHNnCEEGP41gXygqJm7vzrBTRnRfDC7369GaavOtrLj8wJUGiU3PJxBRKL/VfctzznFutf/Rs/h1zDx0ScRBAFRkvnsQBnv7LxAkEHDGzdnMDrt6iJblmX2r7jA2YN1TJrbl/j0X0a4vR6RC8cayN1VTUejncAIAzc9mkFAmOEKPXZhPXSY6gcfRDt8OE/1vYviJitb540kVN/GseMTUBtHs7zwbvZbXkVtqOQvw78gOCiZJIOWFMMvbSiyLHPhwgJq674lZHsk+t0u4r/+Gn3vXgC8ue44H51oITY4F1f0etZPXU+M6SeWEUsjfH0TmGu7BHLC0Mv6b6oo49sFfyIkPpEKbQA6gwGNRoPX60UURVwekRxnCDnuSFRIZKmr6KZoxayoocx4lviCgdjEcKYEnWZy0F4q5SRWtwwkOC6eAeNuICg4mMDAQOT2dipvux3Bbqf6oT8y7r770Gq1lGafYNfnH2Izd5A15WaGzLgVBDey7EGlCuCN8gberWxkeogfD5urqTh9gorcbFx2G0q1mvj0DEJckSQ5e6IQlNiCzuE48wXBuj5kT/4jj/mpyDDoWd43BEvz91RXLcEr2a4qkP+Ju9ZC48IjSJZOnGfXILaXgsvGT69gs16mZIJMyCgvSjUUlwTQ1NSbu8V70bhUqCINKDRKXPUWBM+P3ycyqmA9mmgjoXf28olkHz58+PDxfwvR6+X8oX2cWL+K9vo6NHo9HqeLqU8vIHnAoP/t4f0uDhW3cN/XJ0kJM7Hi/sEEGn47MvtTqtvsTPrwEBF+Or5/ZNivZsHI31fDwVXFBEcbufHhjF8sGPspHQ31LH/ucfxDw7n1pTdRa3+2uKzOzBMrcylqtHLX0ASendjzikVOTv9QydF1pfS7Pp7hMy6PYDptHgr215C3twaHxYPQrZOC1L2cc51Br9Jj0pgwqAyYNCaMaiMmdddW0+HEvmI9alMkF7L+yPbzAs/N6E1yfABHS78ip03NGWsmiNswutZhCZ6D0zQa6LLB3hwZxJ8SI4nXX16CWZI8nMm7n/a2I4QtD0Wd48SYlYV+0CC2nTvF16okShS9mDConU9m3HGpYUM+rLnvR4G8BhKGXXFOCw/vZ8sHb+IJCueBV98iODgYgNzqDp5Zm0dhg4WbMqJYcGMPgvQqLPv307LgBaSOjsv6CepuJXJAJy1nTTTn++NVKnFrNHjUatQeDxq3G/GvL9B35szLbpicViv7li7m7P5dhMTHkjK5BFlwsM30KV+2exlaX8qITUtBEjEEBJLUfyDdMrOI1Cdj21OLt96OjExT2jdUORoZormRzo8/QXKLHJv5IH8ZOZj0lkJeWfoafuVedIP6EvfK26iio5FsNrxNzXhbmvE2N+MqKsJ+KhtXcRFS56WqfqICOsL0WONDiMuupXNMMs47VUj2fHS6HhSvN9Ba6QBArdIjpUcw87a55G/fytl9u4iJ7cmoG+7CJPvjqbfhqLUS9+xgn0j24cOHDx//N/B6PJzdt4sTG9bQ2dxIWGIyQ6bPIjGjPyv/9izt9XXc+tKbhP2spPH/a+TVdDD7s2PEBxv49v4hv8u68FOcHpEZi45Q1WZn06MjSAy9PFtEU0UZsiQRGp/E4bWl5O+tITEjlOvvS0eju7qY9jidrFjwFNbWFm5/7T0CIyKvevy3dlxg8aFykkONvDurH33jAi9+Xnisnt1LzpOSGc71c3pdrI7X2eIgd3c15w/X4XVLqHpbORp5kBONZSi80cTo+uDxKnG4ZVweAbdHgcerxOtVIYkaZEkDKBFDtHjTA5ENPzsXUUZvL8LU/ipRISO4qfcC4vVaYnQatreY+aKmGVGGO6NDeCIxgjDNpci912vhVPYtOB11JB4fg7iviBJzC7kJYWwbWkdz+104HKl8NDqcCaPTEQ69DYffB0MwzPwaEodfdV47OjpY9NxTaFobGDBxMsFJqWwuc/LtOSumwCBemtaH69MjkN1umt57n7Yvv0TbvTvRb7yOMjCQjzfl8MOJUsY17GJ2Ri0R6iLMfrPosMbibG3F09GO1+4gbM4cYiZOuOo4ynNOcerwUwSlV7Oce9guTKJfwTFmVRWQmplF8oAsIrul4irqoH1HGVKDE0kWkQWJmkFvoA7vzqlF1YS63PRWmxAKisDrZPfAYbxy7yMMqi5lwcolGCsrEGQZlErweq84FlGloNUgEdhvIEmz78U0YgSyw0HZ9GlYBlkwT7AjoCDccwcHl+fjcjsYHXcrUi8Ne86tRapoAQQEoPvQEYx/6HE0Wh2iJLP0aAVv7bjAuZcm+kSyDx8+fPj4z8bjcpK/5wdOblyLta2VqJQ0Bk+fRfKAQRcjZpa2FlY8Nx9BqeT2V97BGPjLam7/L1DRYmPGoiPoNUrWPTSMcP9fz0Txc2RZ5qnVeaw9XcMXdw9kbM+Iyz47uXEtB1csATQYQmYgSVH0HBrM6Dv7XrWU8z/bbl34FoVHDjDjmRdJ7Hf1R+X/5EhJC0+uPkOTxcXca1N5ZEw3as61sXVRPtGpgUx6tC9KtYLq0g5+2F7GmQsttCmhI8xNldhJp10P8qUbBINGib9OjUmnwqhV4adVYdKqMKpA2r8HVXszZXdM47BJTygifq7DtFjyUTu8OGqzmJaaQQF/QyEoWD1p9WWZIADqXW7erWjkm/pWNIKCB+LCeDgujAD1j55eZx0nT01HodDSK+0rvnnqWQq6d3Iouobn9sfwhWYaNX5hrJBfZYCpGKdhEPK1L6IbMAxBcfWUexs3buRMbi49NRKVOZfrIKVajX9oOH5+/iguFKNpaCR04CDi7ptDcHwiOqOJDR99wPNV0QT76fj68TG0bHmaenMLDSOeo14fQYPLQ6Pbg1uSkQFZ7rL7SnS9kOn68YoO7PYK3LKJBkUoE+TNLIhJICQyHZezGfcFK+IRHaqOAFyqVhBA7fWjZuBb2KqriN0ejlzZgCADChWExKBKMSDmlLO1/xDeuOtBhuSfZvaODSQ2NRBg6URWqxE8XV4IbVoa/hPGUzeiO3fmzGdm4ETGMwi/0DD8wyLo+PIVWrofxZMg4e8ehP/xqewv3opTsnHjrPkkTRiCR3Syb+kXFOz9AZdGAklG61XiHxqOcchElreGca7BxsjUUJb/YYhPJPvw4cOHj/9M3A47uT9sJXvLeuzmDmJ79mbI9NnE9+l7Rf9tY1kJ3734Z8LiE5n5wquoNdor9Pq/R5PFyc2LjmJ1eVnzx6Ekh119cdrVWHaskgXrC5g7NpX5119KuSV6Pez8/CPO7ttFcuZYOlr6YO8Ej203ojufqNQ0eo4YTdqwURj8A37Rb/aWDexb+jkjZt/F4Gm3XPX4BbVm6jocODwidrdIm83N5jN1nG+wEKxXE2aR0OpUBCf50dHpprrFRqtX5JLZVEZQt6HRtdMnOpyJ3QfQOyqUlHATwUbNL75XWRSpeWwuDcdP8O5bH7MHNdMjgnizewzrT9Xw8r5lKEN3IKjNhOpDaXe2s3TiUjLCMq56DmV2F2+U17O+qYNAlZJH4sOZExuGQamgszOP7NO3Idr9ObLen/UjmxgbP5Y3By+gYd0LzMjrhxsNn9Qsx3CqHABNcjLBd99NwJTJKHSX3/S0trby4Ycf0j1zEEsVMeSbrfgrJVKDNegREV0OPO1tuDs6EIUuMSvIMoIsISmVOANC6NDosAaGY1f98imAVoBIrYZwQYFOUKDQKFAouiKsAgKCwI+vJTo6jiNLbjTqAJLcx5ggr0WQBUxNmYSUTUZnicetb6Q5+geCm0ais8bRFvolropj6PcpsZi0qIaL+MdMwlh3HSdrVhHvacZ4rhCA9SPG8v6t9zGmMJ/nP3gNhSwjCgpkQaBwxi0kPvE4ffy1zN48C6HVzrUHA3A7HAhKiYgBLUT0bUV0K2k9noJUnUiHtwWP6GLI9Fkk9RuIzdzBri8+xtbWxsDJ00m7cRzPH3mBmtwLKNsmc1bRA73k5JagZu65cShJ/Qb4RLIPHz58+PjPwmW3cXrbRk5v3YjTaiEhoz9Dps0iNr33b7YtPn6Eje+8StqwUdw490//UrqynyNLEq211YTExv+3+gGwurzM+vQoZc02Vtw/mHa7m8159aRH+ZMRG0ivaH+Mv1E8JLuyndmfHWV4Sihf3j3oYmTYYelkw5uvU1/mJDRxLNYOPWqNkvEP9CYgVKTw8H7OH9pHS1UFgkJBYt8B9BwxmpSBQ1DrdFSfzWP1y8/TLXMwk5987qrnuupkNU+vzbviZwoBpB8rrAWolRg9oPDKBKiURMZ5aDQdp8x5jCA/D/f2uZ3ZabMxaX77JqHxtdc4sWsff3/m79SrtTwVG0GSVWJDbh17CpvoGXyBZ66zs66jmT3VexAQmJU2i4f6PUSwrsv7K3slAISfFVgpsNh5rayB3W2dRGhUzE+M5LaoEErzllDd8jKLm4OpkBRszHiCiB/+BtYGivs8yfS8gUT461k5szvKU8dpX7YM57lzKIOCCLp1NkG33ooqLAyApd+v5xuLSEF0MqJSIESEQFPXzZskS3jaO/DY7aDRIAQFIQkCoijhcXnA60Vna8dkMxOmAJvsR4XVwOuT+pAuNxC5cgYBAbGYwz/Cdry566QEUAZqUYUZUIfpUYUZUIXpqbUvo6LpPRRKPSARFT4doTwEVU4EWmscVrGFcjmfsBE9iKuJxlMj4cz9HE/tSZxDrJT0zqDqiIKModeT3todZ84GXKUHQRCQkrOw9Z+BpuYCa0MsLL5xCnflFTHPGUirToNj52L8S7JpiE7mh4lZVGpOMijfhF6l4fp7J1HT8iZefStSQRDu6onYlCJ1NYWIHvcvrgchPArj7Dn4JaWiVQicK2llxa5zOJwKggML+INJQMw5g9tq4alVW3wi2YcPHz58/GfgcTnJ3bGFExvW4LRaSM7MYsi0WUSl/naO2Z9yfP1qDn37NUNvvo1hM2/7L42ls6WJHYveo6ogj8S+A7j+gUfxD716Nodfw+2VuG/JSY6WtbL47oH0ivbnurf34/RKuP8p4ARICTPRJyaAPrEBZMQGkB4VcHFRXJPFyaSFh9CqlGx8dDiBBg1et8jZg0UcWXsMUYxGENQYAzSkZEbQZ0zML7JENFdVcP7QPgoP7cfS2oxaqyNl0BAq8nLQm/y47ZV30BqunFmiqNHC5A8P0T8uiOdu6IlBq8SgUWJQq5DsXta/eYoWh4ctWhcVSokUQY3aUE59xDZEbSmB2mDm9L6XW9Juuaxi3K/RuuwbPjpwis9n3YEKJWFFnTRVdS32MmmVTE09wLjEA4T3+Jg7tt9HRmgGSQFJrC1ei16l5/6M+5kddTPmLy6gNKoJezDjF0IZ4FiHlVfL6jlhtpGo05B1fCd+6i1sNNVzr1HP/IILEN4LJi+E2EyOlLZw95cnyEwI4uv7stAoFThOnaJ1yddY9+xBUKkQp89g2XU3stwJXqWSgY0enir1kGKX8RsThzbBQ91TT+IqKiLkD3MImzcPQa3G2+Gi6otTHGsvoEZoobc3jqBwuFB9lNbaauxKPc6UITw3/z60JSdoXVuLR05Fl6ZB3zsG0SziaXbgbbbjbXYge6SL5ymq7Ij+FjTBEbirXWhcWuyqBtp7fI+xs5OenkbaG2bilIfiOP0VSssB/IYLBBtdgMyW6psotlUzqLyRMIsDddIoVL3GYxE9WHEhJyfSMzGSF1UOVmq9PNcAt9R68Xa68JQdw5X3HR7RybH0NDz+DvqOMuKMy0bZqsS41o+Ppr3H4SANkzYvIbK5jvXjb6MmMoEAawdRLWYi2wXagmNQoETtFNE0OlHbvCjVShT+bvTeQlSijKBIwOTU8/JbN/lEsg8fPnz4+PdG9HrI37OTY+u+w9beRmK/TEbMuvOqeV1/C1mW2bHoPc7u380Nc/9Ez+HX/Ettzx/cy+4vP0GWZXpdM5az+3aBIDDq9nvpe92EX/Wf/hxJknl8ZS4bz9Tx1sy+3JwZy0PLs9ld2MS2eSPx06koqDWTX9NJfm0HZ2rMNFu6KsIpBOge4UefmACKmqxcaOhkzQNDMbV7Kc5upPR0I6IHkB0k9Q2h3/U9iOoWgPAr3mPoipCXnsvhwNGN5JYdAwn+8ugnRMRdOc+ywy0y+cNDtNvdbJ03knA/3Y/9yJScbmLvskI8LhGFQiAkPZBPzLXUGtehCTqJ0mPC0XINLvMQuoUGMiYtnOvSI4j01xGgV+OnU6FSKi7OfWmzjRPlbRw4fo6dRg225GCENhehRZ0MiQlicFIwWUnBGDwrqSx/g+7pC3ns2Gd0uDpYM3kNofpQyjrKeDv7bc6Wn+Gd6qcJ8QagFBV0hnbSEFqD2+HA7bBftnU5HJwLjmJPv1E0h0SCLGJyFXKjJptpCrhmxGsI6kv2nfU5tTy+MpfxPYJ5fUZfAv26hH9daRnvHTnNqrA4XBoN19bYeLBSIAEFwaNicdfbcOQ2I3bW4C5eQ9QLj2MaORIAZ5WZA19t45RUghsPQf7+tFssBEsmxiQMxm+AgXXffIdcfZ4YUxpDw29CKciEKF/Heu4sFnd/Yj9ciCbEAJYG7I0VlJRtxuatR22LQqjsBu1R+KlDcIl2Olw7SQzcRuVIFWpJTVL2U7jtPXHmfYtXV42x22O41Urk2Aqia59BIUosKxqAS6Xn1j+/TPCAPtS4PNyyZTc3bV+B0WFj/IOP0X3EaO4rKOeHlk6+7J3IxLBAPC43T624j5676wkY0El473ZkhQLpTDRRS5tY+exr2Hr2Iurbj1FWlhBw5yMEh6Yj2KT8CAAAIABJREFUlViwXjBja3Rc+VpWgEqjRFAJyEqwiG04pE4CFQrmvX2nTyT78OHDh49/TyRJpPDQfo6s/gZzUyMxPdIZMeuu32Wr+C28Hg9rXn6ehtIibnnhNaK79/jNNvZOM7s+/4jiE0eI6ZHOhIfnExgRibmpkZ2ff0hlXg6x6b0Z9+BcgiKjf9c4Xt58jsWHynl6QhoPj05he0E9f1x++uL7K9HY6SSvxkx+TQena+soaD2BSlFKhiEYQ5sejdWEn+yP2txIqNbJrKcfISgq6op9iZJIlaWKko4SituLL26rLFVI8qUoY6Ipifn95zM68ZpfiOyn15xhdXYNy+4bzIjUUNwOL+eP1pO/twZzc5d4SRgYxlGjxMqyHzBGfI+ssmCs7UdT51RE4dcXJ5q0Kvx1KpxeiTabG1mrQMoIxBOsZxQqXugRR3qE/0V7SXPLbgoK5hISMop1lgjWFq/l0+s/ZVj0pRRsYqebqo+P4+108Uz8e4xpH8hU81i+MK2gTFlCsGQiRPAnVBlEmDoEo94PjV6PGhdLpWx2BXcjUpdJubYrJ3K0WuT6sHCuC/FneJAfBqWCV74/xefHGwFQ6hQIKQHYo/TIAlxb7+GhMg+G9g7ON52lTWghasRg0oqz0WWXoxt4L4Jaj/91CfhdE0fxgXy27/uBNsGKzunihsk30mfocM6dO8e2jVuxumz0MCQw9o4pbFl0kus8BtpcDRxpWk8gLWRFpSF6m2lyn6PZpafDoCF4eCvGcCcADfvD0TaYCAvSEh7mT0xyAv7J/SC8J03U0Lj2BEE1Y3Fd2ITSPw53XA82Be1jkiYI6csVKFRWoq5vwyGaWFHdl9heGUx75kVuySsn12Jna1okuYveoeZ8AdFp6UT1HcDLET0pEWFNvxRyK76m8/BieiVZUGkkDGf0mNaKqFohdO5jBN1/P2tf+wf1JVaie4zH3KTE7RRRKAUiUwKITQ/GEaTm7QMlFDZZGdUjnL9O7UVs8I9PJWQZak4i536LO/87tG47wt86fSLZhw8fPnz8eyHLMiUnjnJ41XJaa6oIT+zGiNl3ktgv87/t/f0p9k4zK55/Eo/Tye2vvIN/2NXtEqXZJ/jh0w9w2awMn3UnmTdNRaG4lP9XlmUK9u1k/9IvEL1ehs+6gwE3TL5sn5/z2YFSXt1ayD3DEvnrpHQ6HV6ue3c/4X5a1j8yHLXyyhHpys5K9lXvY3/Nfk43nkaURdSiFlHhQRKkX+xvUpsI1YcSZggjTB9GqD6UDlcHxe3FlJnLcIldkWkBgTi/OFKDUkkJTCFBn0TtFpGSlnKOJqynU99CfHs6I+unE6WIRaNXkS94WGEzMzHIn1tiw5BEmdLsJjwuEa1BhcPuwTkqlKUlJXgDv0cVcIb4FoGHdyoZds8zqBMTqV/7PQ37D2OVVZiT08hJ7M9WRRQWWYm/XkW3UBORAbquTBZBAiucFjwqJe+lRDElJeEn34FIWdm7VFQuws+vN02Bd/Dskb8zp/ccHs98/OJ+otVN86d5uFqs7KldQXWWjNgrgvHH+hNuCeDx5DepVNddNodhumBiPF6izA3sNOq5MTCdlyd/R7XTwle573PCFcM5RSZ2CbQKgWGBJowXzmKtM1Mdk0B5kAlZITCuzsP9ZW6a7R6+w8lphYxHuqTBQhxmvk21kHzX3Zi3VOA404xF42IHObhwY7LVM+EP1yCqLuByNZKc9AQqVQy7V2/nXNF5rvX0JlwOwFpxANe5NVjHTCBUMxyjsmsxps3bQbP/HtxZOxEVIoLSg0c/Ble3N0CWqLtwnuLjRwiqLSezWzKJ6d3RrS9GaxpMa/xWjM0JnOtm5OOWd3n1aCz6M8WYRo8m+OknObxmPaNtizlnUbO7NgHtTbN4ObYPb6fFcXt0CKLXy8lNayg5cZzG8hLsWj3fTn+ATGM2N3u/wqTxILhSGDTyfXTeSP78+jpy3GHEy1oSXAIRYtfvkkWQKVOLlKlEKtUSnp/8SYgK0PHi5F6M7/VjesL2CshbBWe+hbYyUOmh5ySqkoaRkHnf/4xIFgQhDlgKRAIS8Jksy+8LgvAicD/woyOc52RZ3vpjm2eBOYAIzJVlecevHcMnkn348OHj/y4u0YVX9NJ8/gKHvltGY1kxQdGxjJh1B6lZv55C679Da0013y54Cr+QUGb//c1feG7dDjv7li4mf88PhMUnMvHRJwlLuHp5Z2tbKzsXf0RZ9gmiUtIY/9A8QmLjf7Hf9zk1PLHyDDdmRLFwdn8UCoGn15xh7elaNjwynN4xlzJMeCUvZ5rPsL96P3ur91LRWQFAnCaRiOruJLT1Zsp1Y0jNCmHDZ//gXOFJooZlEjNiEK2uNprtzTQ7mmlxtNBkb6LV0Yq/xp+UoBRSA1MvbpMDk9Gr9ABY2pxs+iCXzhYnQ6YmI+gktjSvZ73lW1yyixGMp49lEu/UdhKjUHGPwoToFBE9Eol9Q/E4RfafbeRopECd4gR+URuRsTPjkJfZzr4kvPY6mvhL8yKazZg3bqJj9WpcRUUIOj1tg0fyTUI3dmBGoa/BL8xOpy4IP6eae2O7MSC1L2GGMCIMEejwcO7cfNraDxMcNJnjhd1Y7F5CuDKc+dHz8Tf5YzQaMSp0KDc1IbU52V+/km43jmDYzbchKBR4zS6aPjiNwqRBvjeKOlc9dS2F1JxfR11jLrUqJXWGQBT6IJbduIIQfVeVQJeriVOnZuCSQExdxkGLmq31zdSIXeemlOGGOg/3lLtwORsoUFZQiZvBfVKZMX06LlGm3ebm7NEzPHa4nQEJwXx19wCyT5ygfGcBQzwpaGQVDVHbsfXejCQ4UCi0CIIakOmR9jIBHSNoWZaP1ytyQFNIk6MClZzJzdoYzFqBdyJaiFWauaUVAjuSkLDTEnWEmpTDPK5/Ebtw+SJJjejhnb3f0b9Ij7bbeNyWC1RMeR+PJoTvtzbx8C4VGtREPvcsATNmILY5qX/rFDsCN3ADqzlZEkuRNZjie57k03HXIAgCTc07KCx8nojwG4mJmEdx/jIabctRa1opF5Mw71ETYI0hIaM/20jDkyfRw6NCRsaMBSlSjzE9GgI1KBQCCkFAqejK0KEQBPQaJeP7RiF4rdgu7MRWtBNbUxE2pR5bZH9s8aOwRWRgV2iwiRLPdYv+HxPJUUCULMunBUHwA7KBqcAtgFWW5bd+tn868C2QBUQDu4DusiyLVzuGTyT78OHDx/9NJEni3g13cL69kOGng+gpxzNs5u2kjxyDQnn1SOz/FBV5Oax77a8k9h3A1KcXXIz+1pwvYPvH79LZ3MygKTMYevNtqNS/XRpalmUKjxxgz1ef4nHYGTLjVgZNnoHyxxRd+4uambPkJAMTuxZ2aVVKDhW3cMcXx3l4dDeentADh9fBgZoD7Kvex8Hag5hdZlQKFQMjBjI0ZASqY9FY8pVEpQRw7V09USrtfP/G32mprGD03fczYOKkq44vr6aDQL2G+JArL5BrrbWy6YNcPG6JGx7qQ0z3SzmlWx2tfJj7IWsvbMRR8QhqOYwdj48hLuiSyNq8+gILj5ZTZGgnMG4jXl0BKU1KHtoqknn7PILvvRfhCt9ri6OFvOY8cs/t4Uz5EQoVzdj/6cSQ1Xg14WhcrUgK5y/aqgXwV8oEqyNwteowq804VA5uaLkBpbXrWFpZxQ2ufgTIRg42rqEqRIUuOh6DwUhwcBBRUVHESiFotrdh6BdEcPh6OPoxeB3Q73a45s/IAbF4mx2InS4kiwfR6ka0eHC1t2Cuz0HlCUYnxiBaPVQbFOQGKhlgg+jUYJ4qbyCvvZPJgTUYHU3IskxgYCCDBw+mf//+6HQ6Vp+q5k9r8hgRXMG4qK2EBzWgU4pEnL8bv6aBiGFm9JNMhHQbjMfTQUH+46hPJxJSfhOiuQp3+ffUdx+BypRAvBTKeWUnzw8L5s9RmwnoWIlKE0mY/q+od1Shs3QDCarkWo7bchAj1GQOHUqE04RyzR5ULWZ0fW7BST1HxIPYjSdIHdWC/yol6uJYgp57hthrrkWpUtG+oQTbiQYOTCnnk4LXWNQIhwpiUPiHccebH1JZ+z61tcvRaiJwuRvRaMJxu5vwSAHknYpnYeZzJAgyj+TuYnOZiFmbxUSHBoF8HB0Hueb22xg4afoVr9cKu5P3SqtY22LDw+970qQA6q/t//+P3UIQhA3Ah8BwriySnwWQZfm1H9/vAF6UZfno1fr0iWQfPnz4+L+F1+3m/OF9rDvwNWsS89B5lDjVIvel38tjmXNRKa6c8kySZGo7HMQG6f/H7Bdndm5l1+KPGXDDFEbedg+HVy7j1ObvCQiPYOLD84npkf4v92k3d7Dnq0+5cPQgYYnJjP/jPBrVIcz+7BgJIUZWPjgEf50au9vLuHcPoFEq+P7RLDaVrePz/M9pc7YRoA1gVMworom7hmFRw6g9beXgqmIkr0Sfa4LwC26isayI4hNH8bpd3DTvzyT1v/L/fVmSuPDDASbv7UShVPDyjH7cnBl72T51xe1s+TgftUbBpLn9CIm5chq2R787yObcTvRxX5EW4+XpQU+TETyQV5fnsaqkAVXQKYzR20B0csteD9Mt3Yn7xxvo0i7lbi5pL+FA7QEKWgrIb8mnwdYAgEIWCHUaCWwGgyuYnIyZtAWnM+HANtIvnMRt8mfI7Kn4906iqG4952u+x4qBRlss9Z1mvDovSp2SBcMWMDZ+LKIoYmu30PrZGRRmiWPmbQSNz0LhF0h9u41FZ8HukUgT6umprGeK10CYOIIg1fvYohxYs+YRmjYEo8ZA+8oLOM+3XT4ZKgGlSYOsd9HpzUXSKiltMJKemUFUShxn1TIPrMpBkuHF62M488NqrrvuOkJCQjh69ChVVVUYjCJ9M0REKYdvizM5WDeUxzK+oJfYiEwywyctQFUZSMeGUiS3SMC4RHQpRpoWHUH2+NMRu5fOhJ2kd/sEy/cWsLg5pWgmR5VPj/RjRIQXExE+mYjISXR25lNRsRBlWQRxP4xFEz8CQaXHq3BSKalpz/uOXh43+sx7ORIosnVCHC+3l1P153mId7pwdRe4sDYFp1mJ1mikW/pAerVm4Y0Bzfgw7sr/O05zMZ/VGthfrSXtphYEo4XYmDtwuVtobt7eNW2Kfhz5wg56Lb2f/4gHS5tJdHmw7mlmTqcGhbcOt2UVej9/bnvlHQKDA7ssE63F0FJMZXsj75HCKr+BqGQvsxq2k+RtwxiZjiFuEMbQZIwqJUalAoNSgVGpwKjset/q9hBr0P3Pi2RBEBKBA0BvYD5wD9AJnAKelGW5XRCED4Fjsiwv/7HNF8A2WZbX/KyvB4AHAOLj4zMrKyt/9zh8+PDhw8e/J5a2Fs78sJW8XduxW8xsHdMKJi1rp63jg7wPWVO0hsyITN4Y9Qbhhks+YVGS2ZxXx7KtxSTWeeg0KUnuH8bEYXFkxAb8twXz3iWfcXrbRvxCwrC0NpNx3QSuuXMOGp3+qm0cVjcavQrlVfzDAMUnj7J78cfYO83U66NxagOYMrI30bEx+IeF80mBk+XZdTw6pZ3tNctotDcyKHIQD2Q8wMCIgSgFJY1ldez/toiWGhmVuh1X51Y8zq5FYVqDkajUNK654z5Cr1ByW7LZ6Fi/nvZly3khfBSnwnuQaq6hICSZ6f1jeGlqb4xaFaWnm9j55Tn8Q3VMmtsPv+CuMK7XI2I3u7GZ3djNLnZcaOKNM5WMDw4gya+QLeoVdKibkS09cLSNICT8AA59EekNah7c6KL3zfcT9sjDCJqu6nmyLLOicAVvnnwTURYJkf0JNWvxr/MSatYQ4fQjIbU3TRmDeccvFrVSyYcBSrLamviqykLtzrVESE2kjO/EGFuP0TiE7Ox+tDTbueaaaxg1ahSKn9hzRIeHyncOouxUcFY4ysg/3Y9fSCj1Zge3f36c1HYPmQY1ems241Q7CaacBvkZJG8SGzSnaFNYMchaJnj7EyQaaO8u0G1EOpogPUqTBkGnvHjtVVatoKRkARZLPyZMXMm6nDr+urGAuCADX9wziP2bV9Pc3My8efMAC03NOyirWIfLmYtCkGmxh6BuSeOj4qnUepT8vXsbM++756LdSLS4aV9XjPN8G7IsguhBoTyP4g+xNB4+TMiFSbTpRP7RO5BnK0X2hLxPn7hjVFT0paM9mpSUY5hM7QiSiuDCm+ksjMXv+CoMUf3wpN1AoEqHZGsGQwg5gsS3ySr6HF/N9MM7qQkBv1fm4hQW4Wfqi5/nj5TlnERXrKSbui/bahdTHKhjxaRphNQ/x1S1wKgwM16PEn1zTxTJHXjEBiKC76Slvpi8NfU43Up0kVFIdR1sS7+W3KEj6FFmY8b/x955hsdVne363nt6n1HvXZYsy0VucrfB3cYUYwg4QKgmAYdQUyAklJDQDaHXgCkJGHDFxja49yoXWcXqdaTRSJre9z4/RAwOJfnO953z4xzd1zXXSLOX9lp7zdY1z3rnXc97yI3kWUmOvpGRcd3Eqf2YlEEEZJq1KTyfdS0fp8xDgcy10bMsN/pIScqDnKmg/PEy7g39Lbx14kX+POOp/1mRLAiCEdgJPCbL8meCICQDPQwUgXmUgZSMGwVBeAnY/y8ieaMsy5/+0LkHI8mDDDLIIP9v01FbzbFN6zh7cC+SJJE/phx3eTxPNb7M41MfZ2HeQgDW16/n0QOPolPqeHzq44xLLmfdiQ5e3FZHm8PHTX4dRkmA2MBnV48o0WUWyRmZwPypWZSm/+8JZkmKse6ZP2OvP8ucW39JXtm4H2zbWe/i0PoG2qr7QACDWY0xTospTvv1swajbeB3jVnF6uMN7P3kQ2y+LrLUQYKuvoHzaJJYU5yLKX4TUa2H9JCVhfJExsSNQhAEOutqsTfISIwHQYEU2k9cmpvUgiGkFgwhpWAItpS0783ZDre10/fBB/R/8gmSx0Pl+DncmzaHe6ZnM/fF3/GeeRjvZ08lN9HAnUPSad3YSkqumYW3jURrVBHwhNn591rqj3WfO2efKLHSFCIhJnKDwkCdDrZG3XjNu9AmbkMWQ+gkJT/dEmJBbybpjz+Ovqzs3N/7I34e2vcQm5o2ke00UV5hxoKR9OISMoaWkjlsOEm5+bzc0cdfGjopMWr5W2kuWboBezVZlnli/RayYw+SaHZiP5JAR1U2iuwhXH7DzeTk5Jw/B94gjU9tQxfU02StYeJdP0Ol1dLi9HPDGwe4zi0wU/ruNxbSQG07BIWAnKKGrhDEZGpN3ZwI1qFNNrF48WJS/8U1ZMMXX+Kwv0BW1mnW1V/C2vqZTC6I5+WlY3DaW/nww9eZPsOMwVBNX99+QMLuS+KQvQx312j2eVNIRmRG95d8lnYhmYkWVt82Ca3qm/SUYG0t7feuQJk2hriry9CPHUHb36tQ1LnoTKrGO+yvmDMvRRsLYnd8xucNsxA6RxAX6yY16yTZOSfZfXwZ6xzD6UXGFnTz2NGV5Pa0osgci3bYQigoYI3UwtCVz5Lh6WZtUSkfXDyBVy67hWz/WmprH2Jo8ZMkaRfS9cJx1DkmwheYWNzoJBr1co//fpINnfT06aBCj21SH6IsU7clC1+nnoAqhlYSGHJxM2KgkOqG4bwcHkdatoG6ofFcWrmfF7rvRxBFekM63LKVSpLZNP0ONmizUQgCVyTZmISKlg4PJ1r7qe3yAqBSCCgVIkpRQKUQUSoEVKKIgJ9QqB0pYkchRllzzwP/cyJZGMgQ3wBslmX52e85ngNskGW5dDDdYpBBBhlkEBjwOK7dv4djX6zHXleLRm+g9ILZjJp7EYaEeBatWYRJbeKjiz5CFL4RevX99dy9424aXI3ovPPobp3K0BQLP4np8dd7uPTuMszxOs4cslNxoINwZwAB6Bclus0i2SMSmDcjm6Gp5v+SYJZlGVmWftCVwt7g4tCGRlrP9KIzqSidNmAB5ukL4e0N4ukN4u0LEYuc7zIRQSasFklPM5KUrEdrUFAh72Wl6x8ENXZS5URm+YaTYVfhcXTj7esF0YjedhGSlIYpLsbExenkjiz80bxoWZYJHDlC78r38Hz1FQgC5rlzMP70Gpbs9BCKSmy5axpCSxONV1zJmRHTeDRzLu5wjCVxNh69czxqjZLGEw7WfrSXvXEbiCS7uCJlKeMSJ/Orr6po9wT59bwiVu5vprbLS2m6mfvmFlOo6OTvL93O+D09FF60lKR770H81kbIBlcDd2+/iwZXI2U1Fi6IjGDWTbeRWlB0Ll/bF43xq+oWNjhcXJpk5dniLPTfitI7HFupPHMv/gi8fOyn5Lc5yXE1IAUDZI8oY8pV15GSXzhwrp5eGp/ZiVmKw5nnZNQtlyKIInXdXn772kHu8SvJlAXMyvfRpFQhTnyImHk0jnYPFZXdRNo8jJMV/LNm9rfvIofSTaXYRuaMoWhzSthZ28OeqjaG9++jXTIzcvhBRiQcQrI8wpRh8+h1buX48TfQ6poRBBlnMJn9HSOp6hvHWLGQhY4YmSjYL/XzkCBiVAjccVEJD6yrZMmYDJ5aMgJBEIh0dtJ09VKIxcj5x9+JBA20f1iFwh/ltRId42dmUOp9k7a2v309UgWf7foTm4IGJppauL78WRzdOZysnUE0ZTjjxoxiamEiSYoo9bNmI7lcGKZNQzdqJD0vv4JkMfFoeR6VhstIj+gp0KiYnWgiKfcRgspWcvc+hjJiJfEXI3ks5OHL1n08qn4BIWLnVCyXenc7l1hDBHtVeLZbKR81ih21UZwt7aSV9JNe6OWsLo4nD95BbsjPxYFEtk1Tsjc1jmfTlMw3W/nrww9yYsYlHEjMAlkmvceH2i7RbvcNvC8CFCYZKUkdsAGMxmSikkQkJhONSfiDvfgCHQTDXqKSCpdsJTMcYf0jP/sf27gnAO8CvbIs3/mt11NlWe78+ue7gHJZlq8SBGEY8CHfbNz7Cigc3Lg3yCCDDPL/B5IU48j61RzbtA5fXy+21HTK5i9i2PSZ59IXPqj6gMcPPc6rs15lcvrkc38bisb49Gg7L+2sxKn5ByrrMYaYR3OP7dcc/0cX5RfnMXZBznn9BbxhKg/ZOba/g1CbH1EGryDTbRbIGJ7AZXPyyEn692WOfwh7o4vD6xtpOdOL1qiibE4WuqEW9jf3sWB4KimWb7x+w9EYn+1r4YMdjQT6Qwy16JmcZsMqC/hcIU5HjrHTugaHoRVLIIlxrfPJd45CQESjV2KwatCbVHS3eIhFZSZckseICzPP+QB/73yHw7g/30jveysJnalCYbFgvfJKbEuvRpWaytt7GnlkwxneuG4ss0uSAejfsJFtbxylLm0Su9IFTnsDzB2azAwpzPquDzmTsheFQiRRn0i7t50k5XAaay8ky5hPk9NPXqKBe2YXMb80hVh3F83XXEvM7Sb92WcxTpl83vg2N23mD3v/gBCKMfmIhVklC5h1y+2oNN/MW1MgxPWnGqn1Bfl9fhq/yEw8t8CRpCgNdStobnsVraaII8cn8o+OArplM68vHYml+TAH16wi6HFTWD6JkskX4l3VRLwildAYgYIrpwFQ2eHi3VePcmtYiVYZIl54mB2WJv6YlMTysXfx06E/PbdY69nRQuCLZgTgDYIctyhYaAxQ7PGSEk7DEAQXEp8TYQMRyuI6sAXauOiqGygrSOJ4xc9wu08AMrIcpc9v42D3WA50lhFvHcY15dlMqvciHe8BoNpziBr/YYrm/Ip7T/QhKgTmlKXxjyNtPL54OFcMMdN0zXVEez1kPPcidqcW1c4O2vQCn89I5FfleVjo59jxpfj9DYCAHFNy9qt0Vmtu45byFzBrfehtr1F1+Aht7Z3EZeRRPGYSreu20lBRTd/QUbT2eDGG/cxV+jBnxZEtZ5EaShjIGQD8yDQaOlBOfAiTOJHivGc4YVbwbsUKfsKH6DXJlAx7mqa2VfR2r6Y5amW89mE2v/QqiRoPjpCJTH0/XUEjdmU8a7IuwaAK8ItIEnLExJx7y1jW0EpFIEhuRKBeMbDgVLT6UDZ6MPo8FJgkZk0uY0xOPMMzLJi05y8cJSmE3b6elta38PlqUauT2alYyMrgdJ5JsNH41B/51Xuf/o+J5CnAbuAUAxZwAPcDVwOjGJi6JuDWb4nmB4AbgShwpyzLm36sj0GRPMgggwzy/wbRcJhNLz5D7cG95IwczegFl5Azouy8lABfxMeCzxZQYC3gzTlvIggCwUiMj4+08sqOejpdQUZlWrnjwgL6FXt57OBjKINarg4t547brvpRwRgORDl9xM7hPe2EWn0oJIgiE7aoKB6RyKiyZJLzzKi1378x8Nt0Nbo5tKGRlkonWsOAOJYLjLy2t5EtZwZygrUqkWVT87hpSi5bq7p5YdtZmp1+hqdbuHv2EGYUDYi9493Hee7ocxzrPkaiNpWuhiksTJrL8okF+PrD+Fwh/P0hfK6Bn7UGFVOuKMSa/ONlmgMnTtC6fDkxRw/qgnzirr0Oy8WLEHUDi5Eeb4gLnt5BWZaNd28YNxCRDMfY8sZpmk45yWnayKQ7ZvKyL4GVzR+ijtuFoIhwaf5l3Fb2C+J18fzq85fZ1f0hKAKo/eXcPmo5PysfjlIhEunupuXa64g6nWT97W10w4efG1tEirDi6AreO/MeKV4D048kcNHVtzFy9vzzIvzbnW5+fqYZEXh1WA7T40znjtWeaiK0YQ82VzZRMYJXkpAVUcxJNk73hukNR5hQnITNqKS7uZ6O+hrilMkkajNRTLeQtmAkAMfqnZx46ySzJSVKQzuJ0d/woRXW5I0mzZjBjrYdlKeU88jER9Bt9+Pb34lmaBzRUJhwg4ffR9vZrTQDA1HlKcgs1egpCSlRINAu9hIZomXytbMRFCKBoJMdh+7jhN3IxrMldHjTWDw6i+sm5VKabqHngzMETzmJyVEq+/YSl5VBbtEY1Aotfc0uKrvfx7L6AAAgAElEQVQ8aIDXlBFORSO8LGkoFr+p6gewPU1F3OJCFqTH0dW1nqrq3yFJQQz6Elp3ZKHN2YEmIUyN9yLOOsLEtBfR47fS1hegoz/At9WfiEyKRUdiv5d2CXoUSozIzLbo+ElROiOHJECSlnuPnqGmopa5CV8wOn8/Z8+WY0rtIsXYRFzCXIoKfk1V9f309x8kZprFX786zixvKbE6x0BRD2RkQUBTNou3AsVEZLhE8pLuiGNLXJATkoysEAiPT0A2qkh1RcmrqCCzt4E7fnc39n1fsv+TD8gYWsrF9z6AzvjNvRKJ9NPe/iGtbSsJhx0YjcVkZN7EQz2lbHB4eCHFjfOlVwkHA9zx9vrBYiKDDDLIIIP83yPk97HmqUdpO3Oa6dfexNiLLvvedi9XvMwrJ17h7wv/To6pmH8cauH1XQ10e0KMzbbxq1mFTClIOCfoXn5mNZ/Ev4JH6+SXZb/khtIbzkvP+CGi4RgnjtrZubsNV4uHhKiAiAACJGWZSCu0klpgJa3AitaowuF3ICODQ8uhDY00n3KiMSgpm52FL0vHa/sa2VvnxKxVcv2kHOYMS+HVnfVsONmJQhCIyTIlqSbunl3EzKFJ54Tg6rOreXj/w8Rp47i59Bb+vi2Vjr4IX949HZvhxzca/RiB05W03HADCpuN1If+iH7ixO+kl/z205N8crSNL+6cRkGSkaA3wucvn8De6Gbaknw0b9zHek0NH03RElD7UfhH4Ouaza8vnMaskiT+uLaSXWd7UCgDTBpznNPejahEFTeV3sTSlIV033ArUbudzDffRD/6m/zjbn839+28j2PdxyhpsTDdnsdldz5AamHRuTayLPNiSzd/aeikyKDlneG5ZH+df3y2uY+aVRWM6BnwwhXk/9wOUEZGkaDFPDUT3dB4jtX2EP70LJmygNG2G5v/aZ5JsHIoZxyvz34di8bC6rrVPL//Oe5pvYbRnqEoR1s47dpD7a7dXJi0FJVGS+OseBoEIxZ7Jc7tnxJw9ZNVMh6tlEtBKBkTOgSjkq5sE4+1OTjq8pNhVpHmr+POueWMSc8n3OGlb2sDYkhAluXz3y+lgKhVImqVhCIxKl1+2pB4TfajioZ5P99K0shi/tLRjUOn4PHZQzELbqpr/nDONcJsKufMxxZ62u1oFt3Khw0+OjxaBGSSzToybDoy4/Rk2HTEhd2on30cPQGaFsxiijiM1F4D+8c38FjzRnLUSznToiQck0nTS+SLPaRH2tEKUfxqNeOGryfO0E0spqChYSwazTBycj5HlnqJ2S+kZquTkN+HXxMjnFvAsT4bLbpcQookwl+HXDOiIld51bSYvXRmHmZU3gRG5Y0jPV5PnFlDklZNV0MdHzxwN6UzZjHn1juo2rODza88hzkxiUt//QCCrouWlo04ez9BlgPExU0lM/MGlAozH9R9id99mBFCDS0bbbjbDAy7PMD8K7YPiuRBBhlkkEH+7+DtdfLZX/6Is72NebfdydApM763XU+gh4WfLWRs0kSyYj/n/QPNeIJRJuTFccfMQibmxZ8fZXy/mjN7Oph5eyFv977ApqZNTE6fzI3DbmRM8hgUP1LV7tu4gxE+2NPElp3NGNwxhohq4sMgx2K0WWo5m3OAOv0JRFnBtLqfMDwwkZEzM+lJVfPq3kZOtLlIMmm4eWouS8uzUUohTn/1Ac9WWdjnNKJTKQhEYhQlG7l/YQnThyQC8Pbpt1lxdAUTUyey4oIVfLi/i8c2VvHi0jIuGvGfla/+PoI1NbRc9zNC1kRO/3IpOn0iNikJfchEOBgjHIhS2+fj8XY7UzV65gk6Qv4oIX8UgJk3FnMwvIvXTr1Iv7qPkg41v/7JSxSkjOHXn55gc2UXCnFAyClFkTXLJ1OSaqbF3cKKoyv4suVL4v0Klu6CpXe9hnF8+bmxHbYf5r6d9+EOuJhYYWVGwmQW3nEfevM3RVJ8sRh3Vbeyrrufi5OsrCjOxKBQUGd3s2tVFRM7/BhlEUkRQpA0HFE1kFlWjN+QyN7mPvY39+GJxrCplaiiEvEqJQ9cWIBZFon1hwjW9BLrG6gmKCETQSbR8gmG8AfcnxhHW045r8x6BbN6IDoc7Q/R+fZxpO4QL6X8g6rgMSZXJ1E2YTajxy8g9KkdbYGV+J8NQxAFgl4/h9ev58jOzbhSstCGIijFXIpi2YxEAzL0yjKCGMCAGi3npwTE5BhCrgpbaQ6qFD2qZAOiUXXevd+4rYmb1u6jWW0AhYLpxcnMmpPL3TVtvDEsh3IOUl3zeyIRFxDDbJjIsZUKTsWSOJU1i2Z3FL2hD2vCOlJSo7w9722sWisAciRC8zXXEqqvR/ncCjbsPEhfxENyQgLrhY2MVY8l3h+PvddNYyyOejkZR0yHUoCpBTbGj0jjU18lFzrW8EX1OBYkNjI69zOkCDRuziDYZyahdBy15kI+bI8Ri5lA9CNq29BLBQTDCh6YXYywpROFUuSK35ZSWX0LPfYG4lSP4WpPR2NQUn5xHmqtkl0f/I3D6z7ligf/TGJ+HPVnPqLu9N/RJbtoaRtFe9swVKoYSckKbNZeNNrj6HSdCIJMQJlJ7HQedTu7mXLN1XzmK+XJq0cNiuRBBhlkkEH+z9Pb0canf/4DAY+Hi++5n5wRZT/Y9jc7HmZT82eEGu8hEopnXmkKV5cnUZiqIsWQcl7bs0e62PJmJaPnZjPxsnxkWebjmo959uiz+KN+EnWJzM2Zy4LcBZQmlP5Hm/RC0RhrKzp4bfdJ2iI70ccdJqrqQS+ZKO4up9vQQpuplom2xTTUzaCu209WnJ5bp+UxLM3CoSYne2q7uarlIRaIBwBwWUswjrqczaoLeXyvi5ZeP1OHxJOVv511TR8yO2MOCzqvp8sv8XBTO+UZNt68YSwa3b8vTvKv+PpDNO+p4ey7G+mwprC2dD3t1tpzx5UxFaZQPJZIAh0xK6GIjZ8Y8slUp5GqTcOg09OTVcdrNS/TJjWRFMzkdtM8iv/0Gpb587H++S88tK6SVUfbERjIp/xXQR/r72fjvVfzVmEb9SkwLH4Y9427j9FJo3mn8h2eP/Yc5qCWaQctzJt9LZOuXHreZkhnOMrVJ+o55Q1wf14qy7OSqHf4WLOminENPvJREDS2og4kERMVbBSOM+2K2Qz/VipHIBxjR003n5/q5MuqLoIRCYUocFlZOheNSMWkEImsrSfDESaIhJaBbx66RDfHjF7IHkKHUUUwJlGMgmkVvQjhCLvtn7Ijq4qj+U6sGiuPTvkTUzOm0vNlM8EvW7DrVTgDUQR/FI0ICo0LFSo0kgaLqEL1AwUtJHkgdCogIKtl4q4oRpthQWHVIPxL+pAsy0hSEMfzz9Pyt4956IJ7qdJbkIHsIR7KhvZzs6marq516DTpBMKd6BUlrF2VzQ7deOyKOJIMPuINn1BgrufC7Bk83rmdbFsBb859E7PaTPfTT+N88y3Snn2GmK8Az9FO1qcfpcvpRBmRUauUpKelkZScisoYR0BScNruY39HiGoXhGMC8/1KhkVUyEIUfVwjgqGdnn4zTajZSxL9ogmlIKM0VIH1CFMLkjl2cjTO3nievLKQhNMyVfs6mXhZPt7+EK1VPfTbB4rFqPUQCYAt1cCcm4cQFY+wb/2f0Cb1ojb5AVApkzl1pBiHO4vEpCZEMYKrP5lg8OuFj1JATEpmrMVC9cbVDBszmXp5MooqN8tfmzkokgcZZJBBBvk/S0dtNauffARRFFn824dIziv4ThtZljnS3MfzO/dTIT+A5B7L5Vl3cvPUXMJiBz//8uf0B/tZXrac60quQyEqcDn8fPTYYeLTDFx6z+jzvIgD0QA723ayqWETu9t3E5EiZBgzmJ87n/m58ym0FX7vWGVZpsJRwUc1H7GlaQsRKYJOKqS3cwz6SBnXjs/FZlDw8ukVRAx7UIeHMSvhLoIhNXvrnPR4ByKTf7asZmloFc3DbiczNRmxah20D3yGhRKG8Y7+Wl70HwTTUdKlmSyouQylJ8ZHxjB2Ytzo1mJEwJqkJzHTSEKWicQsE4mZJrQG1Xnj9TiDdJztp+NsP+1n+3E7AgD0a5rYNGwlHlU/C/w/Jd2YTruvHXuoAyfddGt78Gp6EBTh8+ZALxjxy17MwXgu0f6UX17xM3R6NT2vvobjuef4ePJVvJM0lttm5LOgNJVGp+98gezx0HLDjYRqakh76UV2prt4/tjzdPm7yDHn0ORuIs9hYnpNGpf8/Nfkjxl/Xv+OcIQrK+ppCIR4c1gOebKCdzfWUFTlYjoqApogofjDWDomE7UKfBLYy8jJY5gzZ84P3oOBcIxXdtbxwrY6BCBdFnkUHQUoWEmItwhhQ2AySqagZAxK1Ai4kTkhRhkXU9InyDwk9ZKSIrL4glGkpfp4eP/91LvrGeu/gJGn5jNBqydD/c19GBWhWwrTgUi/CHGmCGJnBX1iBLdZR4Aw8YKe0j4Lqfq8AfcUgYGUn68RVCJCvEBAW0tf4g68CceIxfzodwpYP1ISnBiFUfN4rHMBR5AAmTcNT3ChdBJnnJqTxSbqWopZV7eASjmXPKGDXyk/5SLxAArhG33nzCpntrKbofHDeE57HT2334n1qp+gn3A9XV9WslG1iUbfGTJ6TIixH/RZGLgHUBEzX45ZkUYw9RSpRjuOruHgTkb59bV5BRm7MoZDEaFPGaJX66ZHESYWTCfPtoeZ0aGY2zL450pMqRIH0p+G6PHyBJJmPwb5TirWZSDFZFLHv405/QyuVhU2y2RGzfg5n2/8nLO1YdLSz2CNnsXTakVNAdX5k9hlSGC0y0GW24nH50MRMWBxlSBGtbjMbfz+qesHRfIggwwyyCD/M/R4Q3xytA2DWkGiSUuiSUOopYb9rz+L1Wbh8vsfwZpyvm9sTJLZesbOa7saON7SjznrI0RjJR/NX0tRYgZH7Ee4Y9sd6JQ6SuJL2NG2g5GJI3m4/BGOve7E5Qhw5QPjMMf/cEEPd9jNV81f8UXTFxzoPIAkSxRYC1iQu4B5ufPINGXiDXvZ0LCBj2s/5mzfWYwqI4vyF3HFkCsotBVyvKWP13c18EWlHVmGZLMGybiPgPlTpHACWudNTM0dytTCRGaHtmLZcieM/hksen7AgwrA1QbVnxM4s4b7gmfZqdeR7SjnjONSlILA5Nx4tjc6eWTBUKbZzPS0enC0eHG0ePD0flNq2RSnJTHLhEIl0lnXj/frlAGNQUlKugbN7tU0mo7z2owelDEt96b9gSUL5pwXRe/3hpi1YhdxaiW/KbHR2NNMa38rHYF2HMoeknyZ/GrBDQwrzwQGxPg/DjYT+d09lHXV4H3iRSYumvGduY55fbTefDOBykoy/vo8pgsuAAYWLSsrV/JexTsMqVIxXR7JJXc/gDX5/G8GukIRllTU0RYM80R2Gof3tmI71ctVqBFEgUhpLZGeLiwdU5HztLxv30JadgbXXHMNiv+gRPnaY23s+7iKW9AQRGabsYnp0ZeI6TTcY45RkD2Bx2c8igkVkbp+WjcdQdWjwCP42F+i56Qigd11TryhKAogIyqgMJ6hK209qXoNj4x7lDG6oXhlmdePt/LmgUZA4IYpuSy/sBCrXk0kHOLUl1+w+4vPiekTmBkdTrwyAxSAGs6K7fR1+YizGMjOUyCEOon1K1EFshEjJpS5XyA0fUXvajfGjDAZk3oQROiJLOXO2CXsIYZWiLBqwhdsD7Wz9uxC6j2ZJNHP9PTDiGwgzpjA5cVXU5AwDBQqaD0E2/9E04jLubHzGE+8HSOWmUPfuKm0V1XhijgGJtBo4ZSYQdCUQqLVgM2oI96kI96iI9FiIMmix6zRcnSTG0dLmMSyjcQXrmZ13QI2NMwlTqtG7Y0yzmQgR5QJdnuxRgY2nkrIuEQJkwxKWYGMjKSIohrppWRUNuUjh6PVaCAWJeJr41jlLXgDDSilMlr2XIvbbqJsTjru7g10Oz/FH1+E3Z7NkCI/C+dfT2elA0dzIzvcAV4pHE9GZzOXf/4uSimGoBuJWjsDSYzhslQR07h4+OGHB0XyIIMMMsgg/30C4RhXvrafU+2u7z1u1ihIsuhINGpIMmtINGrQqxWsPdFBs9NPhk3H7FFRPrHfwxX5P+OqwlvZ07GdF08/TIImhV+WPEG2JYPG4G6ePPI4I87OprRjGnOXDaNgdPJ/PE5nwMmW5i1satzE8e7jAOSYc7D77ARjQYbGDeUnRT9hdtZcut0y1XYPNXYPVZ0earrctPYORGnVCpGxOTbyMu181fsUogDPzHiGCYEQvL94oLLXT1cNCJBv4Qq5+OW2X1LRXcFFPZeSfnYGVt0BdmojbJHHMsnaxwdXZiFkTwLFN+4aQW8ER6sHR4sHR6uHnlYvkWCUlHwr6UOspBVaMQlumq+7jo8KnXw0IUqyL5snJz7N6LLi78zD45uqeXVnPatvm0RZlg0AKSbx+lOHeLbPCcAss5nH754AAtz/2Sk2nOxkdqaOez/9M6IUI/ezT1HGxZ07p+T307JsGYHjFaQ/twLz7Nnn9Vl/9CBrnnyUkmkXDti7qc93YugMhVlyvJ7OcIT7bHFUfFTFbVE18YiIpRacGe+iOTAUfX8RminJrKxej0KpYNmyZej1P+7wARBqdNG3po5ol58WsYdKUyU3h56mOy6Ly41RxufN44mpT6BSqAj5fWx84Wkajh1m+IVzmbr0ZlqrXJw90k1jZQ8tQox2s0iDWqIzOBCJV2udYKhkXOpwTtYl4g1GyVc4+OPisUwdU3r+YPy9+Fe9Qn/VcCR0CIQRiJGk/jVKsfN7xy/Lanoi9xOSxhI6+XcU4f1kLZ+OmFIMCQW84bfQvi9KQ5Ob3YRRK8KEYlpMUTdD46tpydpKRAqxbMQybii9AbVC/e2T41v1Sxr3buZEWy49goKoQoGAiNpgQyhPQZN2MX/a04dZp0KSYUSGhREZVkZlDjynWrSE/FHW/vU4PS0eUsa+g5RayZqG6znUWcD4nDjev7mcJ76o4dWd9RgTD2JJ3UbIH+HuzPvJtlupO9OFIxxCHTWgiBgYnfpbEpSt6GQJgwwGGdTSQBRbAiJGM5qJ9xIdvYzdnzZyZo8dQ3IdvvjDOHrTKS8vYt68q84tEA+7fFxZUUehXst7Q5L46pmn6GlLR6EeSljdR1tiM9u9iYTRUvnklYMieZBBBhlkkP8ekiRz+4fH+KLSzqvXjGFUhoXt6z9n75fb0OUUkz5xFr1BiW5PCIcnRJc7SKcrSFQ6/7NFl/k2Cm0b3vpfozJXoElZixTIxN/2M4gZAFCKApMMUN6q5XTyLuyjavjL1D9RnJD/XxqzN+zlg6oP+Hv133EGB0ShRZmGTR6N3zWE1s5EwtGBD1ZRgLxEI0UpJoqTTZRmWCjPjUOvHhCxrZ5W7th2B42uBu7r97FUEY9w0xbQWs7rs8vXxc+//DlNrmbmNF1HnrOMGVcPoWikFmq+oObYTtLaN2GK9YMuDooWwNBFkDcDVFp+jEh3N7XXX8OKMjsHh8gM80zg+cVPkJwW9522jT0+5qzYySWj0nn6ipHnXt+1tp6799QQ1omU2Iwc6HKhV4ioNQrcgQj3zCniF9PzCVWdofnqpejHjiXzjdcRFAqkYJDWn/8C/6FDpD/zNOb587/T76pH76e3s4Ob//rmueIg/6QtGGZJRR094Si3qI00r63jt7IOMUWPZaGN2qaHidt3CapwAtYlRayq2Eh7ezs33XTTd6ra/SsxTxjXpkb8x7oRLWp2SqepCbeiFYJclrSHa3R9XJh/EY9NeQylqMTZ3sqaJx/F1d1FYfkSBNUI2qv7iEYkDFYNhWOTKByXTGKWCUEQaOzxsa26m61nOjjY2Issi6QndDM14qYoxcz111//TRRfkpCPvodrQxUezwwizZ+DqEbQJBA3Q48iS8Ip7aHfcxhRVKNVTqX9ZAluhwIbLtIS1CiabCiThmO6IAXL3IG0IWc4SvmBM0yzGnmkrY73e99gdd18lN4wqdbthJRNFOnzmZM6E31MTcjvO/cI+/343S5621sB0ESiKM1KSs2L8MYpKbhtGturRR7bWI0ogFmrYu6wFKrsbqo63US+rmyZrlVzcZ+EMSyQPuk12gx6cvJ+z9zhhby4rY7nvzrL+uVTELVtXPnOKnw948ixfcVtwj4KewW6eyM4wkYk7Tg8zMdrqCXBupXx8W3Em5LpiLhoCfbSEXbhFwViSi1zQjFGuxzUpBqpzzUQaJmA/ei1SEKEytSNVOdUoFJpyKkSyW5ScajYQ1O6D5EYEyuHMKz3SgSFDbephW2lZhrsXUi9ORRYt/HV/c8OiuRBBhlkkEH+ezyzpYYXttVx/4Jibp6Sw/Z33qBi8waKJ09n3m13olAORFNlWWbLmS7+srGKJqefSfnxTC6IR6NU0Bk6xcftv2dW8k1E5QA7uj+kxDKBG4c8iFGtRykKOH1hztT3otrahUuU+SDlAKrUNSBEMQcuYXzcxZSmWylNt5CXYMAdjJwT5v981LtqOBvcSp9wAFkIEwukE+kfhyCGUBirUeqbQZBQCQaGmMYwNWMqlxZdSLo56UfnwNvfzO9WXcQONVyePZcHpv4F1beiyE2uJpZtXUavr4/ZlTdSZh3LnJuGfdfjOOSF+q+gaj3UboaQG9RGKJwNxRdB4Rx6ohq2VHYRk2WuKc8i1tvLoVuX8lh5B62JAvNCV/PItfei1X//pr8b3znMocZett07nSTTgPhuP9vHLa8cpEod490bxzO1MIFlT+9la48LBIg3qLlvbhFLxmSgVIj0f/IJnb9/kITbfkH8rbfSdtvt+PbtI+3JJ7AsWvSdPh0tTay8bzkzLrmJkQsWoDCrz21Gaw6EWFJRjysS5bKIGsfWZh5CjyrXjP5KkbPbVpB07GpErZak60fx5andHDp0iMWLFzNixIgffE9kScZ3sBPX5ibkiIRpagZfOXZwur6BRWxlLXOpsVRROL6Ie0t+S3eDl6o9+zh74D1kWURtWISoysCSqCNjaBxDxiWRmm/9zia6f+LxVLL/yO18ao/Q15VOSX8JEyfXkZM9BIt5JBa/EuWmv9HbNp9AV5TQyXeQfK6vi3B8o7NkEYREI9qsIWiyclClpeOsaUfauhZBjiEp1BiXPo3Co8U8OxvThZk8VN/BG60OvijV0H38Ohq3mHG3fn8KkiCIaPR61HoDGoMBjV6PRm/EptKgefd94lIk9COfpt8Q4Zb0R9CHr6G+aWAROiHHwl2TEtARJhKJ4A2E2NHk50B9iNlOCW1MQdyEt/nIMZrj3SOJU8fIMUS5e24Jd6xuYIShD3PgVYY4RTz9iShDIcSvr12n0xCXORxn90Ri0U4ivk+Jag34LTqmLr6MmdMWIQgCPYEejnQd4XDHIWT/CcZI1WiVQfRuiVPVF9DtKcHkHYoYVtFo3IytrxG9J4xXp8AYiOEuTMaiGIHaXoxMlJ7Sbv5WNIxCez+G4xLTRSVanzi4cW+QQQYZZJD/HmuOt3PnRxVcOTaDxy4eyhcvPUvtgT2MWXgp06+58VyBkFNtLh79/AyHGnspTDJy/8KhzBgyUERDlmWWfr6UnkAPE1InsKZ+DYsLF/PghAdRit9EHKWYxJoVx3G0ernyd2MJ6RTsbaznreqnaA0dRQzl4W5djBxJOH+QQhil+SSauIOI2lYEWUWCMIGhhjkMsQ4j0aQhN8FAcYoJhSrIgY4D7Gnfw+723fQEBqqdlcSXMDV9KlPSpzA8Yfj5tnKRILy7CMl+khem3MCbzZ8zJnkMz854ljhtHJU9ldy65edEgjHmV97KrPJJTLwsH4Xq3/g4R8PQuAuq19N9ZjebPblslCZwUCpG+tqJ4Y5xieStf4Any+2EVWpuNf2Wm65Y8oPFVLZVd3HjO0e4f0Exy6YNCJ+gL8K9j+5mAwHumJHP9VPzuHfVCbZVd1Oq1lDkgpocNae7POQmGLh79hAWDk/F/uDvcX36GdrSUoKnT5P62GNYL1/8nT5lSebAc+9hbDNgU3+92FAIKG1awhY1m6NBWnQCNknAXtvLcnRoss10Dj2LXL+XhLOXokxVk3T9aE41VrFmzRomTpzI3Llzf3DqQi1u+tfWE2n3oimwYr0oh5p9r/PJSQ8XKI/hyjSx0W4gKZhKTmgafifEggeJBveh1qcyfOYysofnkJxrQW/+9z7VDscWTlfejUplJTvrEd56Zyet2jbEwhp+qndS0NiLrW0ifcGbCZ5ZT6R+F6ItBe2omwlf3EOH51UUTkiIjcUSGorU2UekvZ1IWxtRh+NcP5JKTURUoAkFiU39Bdb4UezNqeYhy0aShR5ujPbRuz2NJoNIe1IqYaWIMmKiXjJiJo6fjx3JzPJioj0uejvacLa10NveiqOjmaSqWqw+N5YZDxIRgsSsO/hjdA5n3WYEZMpVrRSJXQgCxGSBJsnGmWgKcYowl3pMiLKIceQq7J5iuqOJdEf1uHxh4jsqSQl3YQv3I/xTECsiaPR+Kg1lnJAKuXrhJK6fOYp1z1Xg7PBy4bUJ2M8eo3LfLjz2gfQTtdlCyaRpFIwtR5vYRXPrK3g8p9DpcsjJ/CU71lVT2x1kHtspzi3h48OziUStRMNVbCm30pxfxA1rP0HlTUehGYYkdVC2fCK3t7mZXuknqyGIThZIsLgZYdxMyR9eHRTJgwwyyCCD/O9xtLmPq984QFmmlfduKmf3yteo2Pw506+5kbGLBsRSpyvAU5tr+OxYO/EGNXfNHsJV4zJRfsuJYkvTFu7ZeQ9FcUXU9NawbMQylo9a/h27toPrGjiysYlZ1w+laMI3X7HLssy6+nU8cegJwlKYRZm3kK2cTUTRxWn3FxxwbMEf9ZJnyePKoitZlL/onPftjyHLMtW91ecE8wnHCSRZQikqidfGk6hLJFEbz7K6g5Taa9kzeRnBIXOp7avlrV3dYjwAACAASURBVFNvEa+L5+bhN/PUwadRBXUsbvwlS66eQc6IhH/bN0BHf4AvTtvZdLqTI819yDIU6P0sEPYzL7KVjwPTCfceZ+NkF/EBE78f/hwXTCv/wfOFojHmPbcbAfjizmmolSKyLPPaC0d5qr2L8Vk2Hl5Syg1/O4LDE+L+BcVcUZrGJ48fQUYmcUkOf93VQE2Xh5JUM/dckEvOH+8gXFVFysMPY/vJlefPX1TCf7wb1/ZmpN4wIVWQ5AXDQBCI9gVxdfto6HCT7JcwR87XGTFFjJjGgdqfQrcygm5OEcZcmXfe+RtZWVk/uFEv5ovg3tyE77Ad0ajGMjcbpbKd4Lbf8Kp7DBaiTA5O4KQnAbMqynHTQYpIYUwki0DIjcqkJT4/B4VBjahTIuqUoIihSjagHZL4vVZszS2vU1//FGbzSEYMf5WtWw9y7NgxkmYl0HnsKe7rkwgFb8brzCVQ8TpyvwNhaBn6ghuwl72FN/UYqalLyM1ZjlZ7vi+286236H7qaULD8qiLdiIHAuwYIRDnhkWHIKFoKerc6XxlPIJP/xlHuwTsaVpK3WXoYgOR5ABuwmEnKm8/xv4QhtC3Fp4i+I0SYiiKPqRG0FtwZxUQkpVsihTTL+vRCFHKTNvJTzVw2YjLOOxQ8PYRBw5vmKvTq8g6W4QoSky/QaRoxKJz/7etZ06x7qmHCQdDtGjS6FEn0K1JQG0xkzJsDQ1KP58uWsOvP65hS2UXD8QnEG7wUTLPQtmMfCwWC4IgsGr/++xfvZ7kHgXKgAckGVEdw5otUTBmGoVlP2Hr7v3U19cze/oMrIf+wfEz1XQFTRitU4gK4/DoI6jjWlF0JqOI6okFDxCLOXDmzCelRwXIdKk83Gh8llx9DULOZITrVg+K5EEGGWSQQf7rtPX5ufSlvRg0StbcNpn+s6f47C9/ZPSCS7jgZ7fgC0V5bWc9r+9uQJLgxim53HZBPmbt+SkAESnCxWsupsffQzAW5IHyB7iq+Krz2siyTEOFgy9eP01xeQozry/53jF1+bp4aP9D7GnfQ4ohBbvPjlJUMjtrNlcWXcmY5DH/kU/yD+EKudjYsJGavhoiUgRnwMms+gMssTeywmblbeu/CG8ZECDOn8rUzsvwjK/DZNURp43DqrVi09iwaQcecZqB17pcETZXdrP5dDcn2zwAFCTpuGCojQuKLWQnapBiMWINB3lh1V/YUhTB0JPOVS4bdxr2Q/6FUDAbCmaCMYnOUJiV7U42OPrp80dwuoIUJxpJMWrQK0T83QEOtPahEATmDk1i80k7ShmuKs/EYtLgjUn09AepOtWDYFFhyjHR7gnS7gkRFmSUKhGTAi5MiWd6nInpNhOJgojvkB3v7jZirjBhfYTDjZ9z4R+Xk5iTC0CNL8iSijpikkx6tYfkejePCQZUZjUtcjd603E0wQzU6WM4VB+gu7Mfd8IJNDoly26+GaPJAJL8dRVjGTkm4zvShXdXG3I4hsKmQY5G0ftWYVa+zz9YSD3ZDBNS6XTFIwdsCIgIihgeXROjQmHyM4owWxKRAlGkQBQ5ECXmduLf8zRyyIM6byKmORdjnluOJs+CLESoqn4Au301ycmLKC76Cy0tnbz33nuMK8lhQf+7hFs9tEfuJVZ9nEjNBpTx8einL0OOZaG5SEU4pxGbbRJ6ffZ37nnHsytwvvEG1WUJVJicXLVLJmrSofQEwGRAe8EFdHSF0YjxpCRfwCbzbr7UVVDsGopSjqFubUDS6IiarMR0RhAEpFiUvmiAfsGNQWzFq+rCq4nQZYaiVhvDGyyQnMZK40JckpLhQgOfzPLxXlICzx19njxpOSdrM5ieL3F53Hbat89EpYty8a9GkZTxzTWc3PgJX618B6vKz4KhPbyqs/KB83akmIGoLDBde5I507K4esbVOHr7eOOZ3dj6zHiNjQSMA7nRBoOBtLQ00tJS2dX9JoX6MySovTgbEgnZhxLoDONzuwlkFhDTm7D5Q8h2L7FwC6JSSWKOFafSiC9UgMlVhCirEMQwEd9JTOY8ApE4ZClAm6KHk0YjfxrShsI8jP5oKv2OMJfeNXpQJA8yyCCDDPJfwxuKsuSVfbT3B1h922TStDFW3rccrdHE1Y+tYO2pbp7aUoPDE+KiEan8Zl4xmXHf7z7wxsk3+Ovxv6IUlDw1/SlmZc86dyzkj1B9wE7lrnb67H5sqQaW/GYMaq3ye88FA+JiTd0a1tWvY3L6ZC4ruIx4XfyPX5AUA0H8xqrtX4hJMXa372ZV7Sr2tO9BISh4eNLDLHK7Ye1tMPo6ogufpT/soifQg8PvoLvXScOaIFVCBZnxqXTmn6Ev3EtfsI++YB9h6RtvYilqIOoeScQ1CimYBYCoaUdpPoXKdBpR03PeeAx+mXSnQG0mDO9KwRT/IJvPengwq5KbfG8g+7o5aBnB2/k3sNE4ipggMMFk4Gh9L1aTmvxUE/6YhDcUo6U/QEQJKrWCyPdcu0YUMChE1FGQ+kJY9WrSkg3oRAFHf5DqNhd+ZIQELXoErmwJc01LBFNYxp9hIHFGBh+/dB9xaRlc8eBjAFR5AyypqAdZxlTRS7o9yArBgGjSsDfUgG38n9CIJlL/VggtfaBQIYiqAacQUYWgUINCOfAsqhBUepSpIxH1X7/PAmjierBGn0YVOs0WZrGP4ZyynqKMadiqhxOJ68Ar2jG4c1CH40AVYdZPR1A4PuVcqkrU4aD52uuIOhxoR5bjP7QHomFESxbqwqmEx5npS9mBbcQF9HkmsGp3JUecCnyyhvsVK5mpysflnIb/2NvIPQ3Uj05m7OQ/E22LYVsyBMOY73dlkWMxmv5wP8FP17G1TORsoZ7bPvZiWriA9CefxH/oEL2ffcae2i2sHS1RmQ232C9ncf9MahUd7PftweLpYeyCS0gtLCYuI4ODrV4+XLedlP4GNAYBWRRRh0KYnB76ZA0HLaVYkmqJBvcxpsaKS6/DN/JSbjfuJ9h0AP/Im/lbY4jeXgXjLEcoTOyn89AyDDa4+K5JhHQ+nAEnDs//Yu894+soz7z/79TTi46OepeLbFnuvYJtijEptCSEGAgJIUASSpIl2WQT2GyypNCyyYZsIECAECChg2kGU4x7kSVbtixZktXr6XXq/4UcCJtN2Wf3+fyfF/pK85nROUf33DNzyu++znVfv2FGfvMA/cfi1HiiuJYr/FTKIQUL+MGKe7npsU56Izl8YoaLlDZcLidCpBBvYhpxX4znFZ2vb5pNtTPHwEA/vb3tRKO5yYsKiA4dryNEIpEkHA4jWBZjkQie4SRitBOYrHxhA5bDhRYIMtc9QRlJ9qWuwtYDCKIL5DwjLgnf0HOI+ikkx3xk15kIgoTqlOgqlPjhd9dOieQppphiiin+fkzL5pqH9/PWiTEe/OxS1s4I88Jdt9N1cC9zr7+VO/anODaUYGF1kH86v5HFNQV/sa3WsVa2bN2CIAjcd/Z9LC1bim3bjJ5KcvSdATr2jWDoFsW1PpqqupjuO4jSsB7q1k3abf1PyCUmJ8a1PQud28BVMFm2rW7tZPsFtYykR3i682me7nia4fQwYVeYC6dfyOGxw+wd3ssX4km+HJiHuOWpD5V6S0XzvHD3XmJjWc4N3EF9oxs2/wTDX090OMPEYIre/nHe6BlkTzTLKVPGRsAnpCmRxygRI3hEDUmUkEURSZImt2UJXyZDe/Z1mmfGyQ9/FOQUVVXt+KM3cPCUwEfPm8YxKcvRPATNDJ8efJ4rBp/lnvwneTm/nNe+eia1YQ+mbnHtv7zN61qG8xtLePnYCE0VAf798sU4XTKKIOCRJJQ/SS947w8dNG/rY/3ls2hcXY5lW3x9+7doPprliuQFrEpIuBHYVSDywAwnhwokFGzK+rvYPK2Gi+Y2YgOfPnwSwQJpzxiz0hZ3WC5QJN5KDlB65vdRrTyF/2ojJxyoNTPJppPo2QxOWUQwTMxcDgwdwdKQCmpxLf0iguol3/oknjXTCSy2ce79MTlL5k7vDLKZNZgukznVTUTfLUBVVOavS7Dz6d8hVU8jJ1TgiteiGD48YZkzPjWbynKR3iuvRB8couCuu1Dnz8MvisSfe4GJRx/F6D1FPBhi58KNbC+oocMqJIdCUEvhy6Xo85eyLDnOdft/Q7mZpPtzZ5GaqGBFej7eC2oJrqj6L5+W+WyKfddvoXBXO8+skig4bzPr/3UbjhkzqHn4N2REg2c6nuW+w48Q1Qdx5URW9dRSIM5hPjNYYk4nOtaMtft+7BXnMuNrn8foOE78hRdJ79oFpklnqIIdDYuIlIUJK3kcgolpC9gIyIL1V182Xs8YdYVRhvddhakkifqPMOYeZNA7iioMcs5hmWgySHnRMC2VCsHuIHJMwlviZfqyJt51nuTwsdlU6jaFYhZHNowvPhtHOM9Hb1jBdX84xvHBCL+8eBQl+yjZXC9OZyNu1xa2dZ6ivecE04Xp6LEUCw8eIhiLcryilJikgyCil9WgllXSnkpRlElQMjqAaVahuNeD4CIjjeKwSkAQSDkFRnWNGY6D5PvfQ5DKCZReQHuJk0eXBBg6a8mUSJ5iiimmmOLv5wcvtXHfu9187+NzuGJlLUe2v86rv/wp0Tnn8mimnoqgi2+eN4uPzCv7i6kNuqnz22O/5d8O/Ru6pfODNT9gU8VmOvaNcPTdQcZ6k8gOiZnLSmha6qfo4D/w64TCK0XrKM2NUqFHKPcFKS+dQXntEsrDVQRk6W+nUmRjcOIVaHsOOt8AMw/eUpi1efK+nnex0mPsdDl5MlTMO+pkXGpV8SI+0Xg5Z1SdwXhXms633uW13Nd41udgEUvYotyMQ3IiCgL5rEbX/kF03aJU7cTylCFn+kkZhcTNEvolmzbV5LhqkhcgIEmsKw3y0cZSlswuwu1XkVQRWRb/LP8119HBFx68heaGTpTYepaGruDVoyM4C+Pk6kfJ+9dgyzLlosRN00Ksk5pJjb7Mk815Hj52AR+peZ3r10kUFZ/LH54P8KMT49QXuOiKZTmzoYhffGbR+2Xt/iss0+LFnx9m4ESMj9+8gCfGf4Lz0Bjn9V6GaIvE60WOVhTzaNcorUNJKHTgC1noIZW4/4NyeIWihPbeEMtRuD3vwLBh50Q3ZWf9EOQM4bud+Mo2Uf6Dr3M8PsozzzzDihUr2LRp0/ttDJyI0Pv7DioSeXI2ZBo9FBz6BcXmc7jCOvvESm4ph7mRjYTzYYqLikl0KnhSdczbILD3qTuZsWwVm750M5lcnp//7Oco2UJc8Wok04XTHmFW2xPU/tN1PHzwILqus3TpUhrniLy545e83bGK1lwNE7YH0TZZOt7JeV27WDTWiVC5kBcklUdmnY0pSlxTLfAZ/zTMY1F+XvI40SaDn67/KU75g7J+tm2z/cTLJL72bRo6c+y4aDobrr4N6+p/ANOi+He/4Vdtv+aJ/q3khTy+uI+Vx1yEHfXkgxVIWo6FiTizRgM4689HH2omu+9XYBmThnWFYfrXreVeBbqMhQQsL0EghE29alKoZ2mVkgzaFqaosL7eJL9vO0Iuz6FpWdrMM7i8/SgN61QGD32SdGiYYP513GM6wxVlpBw+AIR8Dr/WixCJYWZEnAV5gtMSxHt9ZEcnj9dwexHCboLlKnrHRbhCQ7jnPIZhqZSU1pLWduJzxDCsGkT7PNLpaaTTWVLpFD1jPQTieVa/uwtBy9FWWUzSqVCUSFOZ0hmd0cDzC5YhzF3AnXPm8OL9zeR7NeKOHGnncR7esBpFEHD1TpDutPjiunr+cfNs2ne9y9af301OgD+cdylup5cdl5w/JZKnmGKKKab4+3hiXy/feKqVK1bW8L2PNzE+OMhvbvkKQ3KYF8o/xg2rw1w9LY5jxvo/M9H4I+/2v8uP9/2YnkQPkiCxMLiYz6ZvoX3PMHrOpLDCQ9O6CmYuK0WNHYUnr+BpdSbXz/o29S6VvJZl2BAwhQ9XhnDbBhWqSLnXT7lTpVRV8EgibjOHe7QV98Ae3IMHcBspPE4f7vrVuGdswF2xCLcik8xHeKbjaZ46/jgD2TFCyFyYSnNxdJwqw4RQPWbVGnbsLWKh/FtkMcs/eS7h9eJtlGSr+Wj3F3FkPJjGn35eTopcW4BBT5I3xBwjohenBOfOKePiJVWsnh5G+guVKP6UoT0HuerZ+xmY9S4hfQlPX/oLjmgGt7f106zlwAZ/qou5yQOc6TzI7FAXuinyWPsW3u1fyMqyKF8v/A6pMgeGoKOZCscjs9k/Mpfq8rP53oWrUSQR0zTpe6YVy7IILK2goKYI8XSFkmx2gNGRHbS8txVCBynMVFK1/xYyBcc53vA4v85GuXHl3Wys2UjHSJJH32zl6QO9JGUfLq/CrLnF2F6Z5h39nOP38N2EjJYz6Gp/AeWCZzCLLIqfXIz33K+gLSyh51QPe/bsoaqqissvv/z9iXpWRifyhw5ybRMItX6O5NOE+h5goedZTBPG93p5qtBN4sLLMNoMHA4HaArBsUVUNgToPfQTCsoruPSff4x4us133nmHN998k3UrV3Ps5XYsbTqipaK7J9BCA1TNKGfbkQE6zTB9VhALkVqfzaeE3azY+jzOcR0b2L9sKd21tUzr6qLeX8y9eiXvFjZQnZ7gm2US+Qsd3Lr3eywrW8adq79D85GbSFgKO4cmWPHLAab3CYzdcAnzPvNlYtfcSP74cTr+7cvc0/sQY2YcKdLAuUdyFOYU8hX1mG4fRf29rNm9D9UwANBmn0dhw4Xk470Y+TSa00/WXYhLVvEjIPFfP9+yls5rM/28bers7Y6wwZui/MQfCOYzHGiMcG5oLumjlxKujVK/8Xly+eNo2jjJATcn36jFFJxIuga6ienyoIXLCE+fTqigmPYT7VjZDGK+n8K0Ti7uRPV/EltM4296krqmcfL6CKKYJxEvord3LtFoOaIo4XGoOC0DOZ/F7OtGmJggo8ogCMiCSuNYmunLlzCyew+BwQFMQaS94TyGSs/BEGUOzFC5bomXuStmcs6+brrzOuJYljOa3+YrtTqNn7iWn736MG+Mv8WawwFKMibnl1/FtDvOnRLJU0wxxRRT/GWMeB4rrXMgnePyB/eyclohD352KbtPjvPyj76DJzNG39ov8v2Gdgr33Qm5GBROh7O/N2mGcTq6eypxih/v+zHv9L9DmaeMeD6OknfxkeYvE7TCTF9czJx1FZTW+yc/wg88BC9/g4NFy7lw1vdYFPDyxPxpqKKIbk66nPUNd9Hfe5jB8T4GcjmGHEUMO0sYdpcSEV3YfyuybFuouVacqbdxZg9gY9HkL+Sc0gZWFc/CJfuRMwnkiVPIw+3Q28re3DSe0s7ELFmEoRYRE1oYNR6nYWwpi/o3ItsqlmATK1CYKJIZtkzqunJUmhLjfovZBc+xOfck3pnr4LwfQaj+b16DHc9t58Z9O8lPf5IqZRa/u+Qhvtw+xLaJBCHZZpPaQVPsEWqUNgAG0mF29q9g/8RaxlMubtg4g5s2zkB86WYyBx7lOtctVJYcY0FxCyFnDBAJBBaTz80m9249DbHa9/c94RwiUd6CVv02qIMAmLjpiLrYePCfSYge+koi5ByvIfmOccQwmDPjC2ya+VHeefh+eg7tZfE3fsqLbeO81DpEKqtxUV0RNw6bGOksJ3oeZWh5mpTqQ4/VkEbEPO2o9kfOOeccVq1aBYDWn2TiseOYsTyB86rxOl5DePuHkB7jPX853w7AloMlzN+d4pXzN2OKIsFgkBpWM9qVpqBoJ8Mn9vG5L56Pt3wGVC4B1YOmafz0nnvwjo9zxtaXMb5zG9sOpVHiZWCLnFB09jssYnKeeinCfOcYn+l+Enl/BtuWKfrqV9npcHLg+DGKcznGPF5UVWWxdyZjh4b4mT/EsDPA2WNH+HhDnJ8UvsC1VToBUQcbHBKQh764yLuSxPIXBKZ1wq1bZOIeQPPR2DKPpaP9mN4AufJabEnk7Kb5LCgvx9I0dE3jQdvBzyQP1x7q42MRDwlbYhSRtJ2lID5M1Xg3imrS7XOQnzcLv6LT9tZLmIqHtQVnEXZWMFYNT7Xu4lF/I7Klc632FuEChfTwZlLBQ8xq/w1FGSeSP0/Msug2Skk7VUBAIU/gjAVY9fNJtUjY/X5EzUm+op+nS37FnR+9k0Z1Pr+/fS/JVIZ06kmc+him7GTumjU4yspxOtyMDw2zfXcrwew4Xu0DF0+nZuA2BELFiyn0TcflqSBsKLypnuIf18/j2okE09+NEdd8FESOMb3zSWJBBz31peycXcOYaxZH7VJys0PMiHSzuPsxdgf7SbhUkkW34s3YPPHGKAXOYqrvPHtKJE8xxRRT/J+S0lK0TbRR6CqkxF2CV/X+/92l/zX00QzJt/rINI/Sb1lcQ5qQInHv/BpeHUvQ3PIGcyPvseTclZyRfQHGjk3m8s77FLz3Uxg/AbVryW74NveO7eKRtkdwSA4unnExz3U8h5URueDYDZx97jJmryrD6T0dedbS8OJXoeVxBmZewHnVX8MhSsztybH7+BiGaaOZfz1vEiYn7nw7+DIXLCknVrucURUmUieZSPfRF+/iaHKU7nSEnKkhiQ6Sng00eb3coD6DJBiYZuavtm+ZMqnB+cS6V5EZmQO2xKi3G091C2WVXZgK6JaKaTsJecvwDi+hZ2cRTo/A2mVt1J+8HUnXYc3NsOYmUP7c+MGybH7+q6f4beQEubLfU+by8+35H+O7E/Np10NsEZ5gg/UsqiBSEFzGQG4xd7xdyEAiiH7azTBcfpC7P76atZqNnYtzy+P7+b25hhn0c/MZJSypydDe+yopo4VwbA5lR75IovwgsYY3cPXV4R9cjSNThiXoDLu7OSGMciojMjszn0heJf8n8sAWTDQlju6IoasxDDkFAsiyjNPpnKyRO57mfFYhIfGSepCYmEYQTPwOB4GicuKJOPH4n1ubl5aUcm7lSpTdSSSvSmj1BI7D34GJDk4FK7g950DLh9i49hNcsvqz3Psv3ydtWaw4cYLKr9/Ftoc6qW0y6NxxN1euzBOMHphsWJCgbD5W6RJee3GM3eW1bJzWwONRlZ1DFnnTzcqczDxdRLYlQiGNEuMVaD5KWW8/idISHDfdwLGuDnpbm1FyaWzbpuns8xmKCPSkh/A5PJxxzlm8sn+Uh7ry+Mwkt86/A09pgheOq1z6uIqzwiB25QxMTy+6Eef1uML2lIKEQOVQEXNbiwkaKXIl5RihMiR3mqqPfJ7PNk5ajjcnMnz16ClOnJjgzN6jTDeHyNoKLkGnwzVCONpB4/DnCMV7qBx+CU88xuHpFYy6VJrWrGf9F67niVv/kbJEFbMCy+i0NP5FypP1OzhfayM4NAe/upeKw6+wd/lScm4P2DaCoSPoGu5slmAig6YEyTlrEYVqRNNBxNFLypmlLjqfWGiASz+/nj2P9JOOaxR/vIqbXj7CxWVZYq27mZHpRrY+mD7qKiymzQ4QLyxmbUcLy460EK9ZSP3sK+kMqDxaPEJ7uJgbulWWjxvs0tOMZ1RyisCrC92UjLcyv30Pa1paCCaTmKJI1Okj63CQ9ZoMBlNM+DQswUl/5SVEAtV86ajFjKI64kefo+nFO6dE8hRTTDHFfxfLtniu8znuOXgPkVzk/ds9iodSdyklnhJKPaWUuEsocX+wXeop/X9eSGsDKZLbe8kenUCQRcYXKNzYPkI0o/ATp4+ZKRP5j1/XChO4hFZUzxiOteehrDwHQZHA1LEOPIj+xvdQ8kle8Ho4vuCTbGj6DF/d/jWMtM1FHTex5QsbKZse/GDnYyfgyStg7DjpM77NBd6PcjKdp+lQjKKxPEtmhEmUuFBkEVkSkSUBRRRRJAFZmlwrkohMiq6u+7DNE8wpGkQihmZBa05hb8ZNe1ZHwGa202ZT5VI+Nucf+OXJCR4Y8bLE3M8V1u8pKthIKLgBUQii5dIc3dnDzolxUC3WFJYydtyNnpdQlDhKQT9q5VGeCLbQk03y6fJKzgp60I0YhpHANDNYVpZctIrBPVejJcoJTn+TsqZncBkpHJYDR/ESHOH5mGaWXH6QVKafeLyXjJDjnlEHAnB5sYd75duYoIh/1N5jg0Mj2DifwsLVyLIX27a56/UT/OzNTgCcssXH7O18Vf0tklbOO9TzNfNzXCO9yLeUxz503fPWHMa072M72xlr+hGiJFPgX0xw5udw2stJ7h+jY88gvWmL8dMpJQ41w6irC11Nouh+PFYxiubFzk0KfkHM4/YI+NwCPklDTkQpl0pQkNmWehk5METRsjaKpYvYfdJHLBZ7vz/V1dUsmrcQK6OzY/9OIokYlWYhC+wwNb5fUpRtJuot4keWD7OnkNKJP7HtVhxoHj+VHh/zXn2Lg2u+jxwKkOy/k4srWih2RBk95IfiBgrPbkRMdHDyd928Icynb9VskoKL57U51KgjbKh8i3UzBWa7FjKxrZeW3iYiQh2CmUcRekhmm7G1gcnd+oPMW3sm2WSCtnfepNBRTuOGC9md7iAyFiHtSrPP3cmFxUkawz288N75bHqxlbA+zMurzyWQW0hEepZ35p9gwiOwULBZ3hcg2V2H6fFj+ALYsgNvyQmedHfy3TW3sb7mXL55oJtn9/ejDKVYK5ykToqSKSrkbe/vmRObTnW0mvLycja6A7x0sIuoGiPY3Ylp52kcGKM2mcO7cQPju3bx+LTZDJdfzC2SH1UWOOXu5nhvJaHgOySHuhisq0fWdOTIEJak4HKHEVQ/GSx0ycAWP/wtALaNN53GGctjKZsRbBkb2D7/IfLFMU61XYphqIS9+xgZW8lc6QRS2KSvchaDhTWEYjH+5Zd3Mq2/F7PpIwSmbWanq52X/O8QUaPkJAmc1/PRw07UnE2hU+CxZS5CE83UTgyDDUreRyhaiGgUEBrfgZp8FYeuU5ACXxZsQaa3agOR2nNYg9pXgAAAIABJREFUF3BhjB0nu+/fmdPWNiWSp5hiiin+OzSPNnP73ttpm2hjftF8Pt/0ebJGlpHMyOSSHmE4PcxIZoTx7Dg2H37/rPBWMC88j7lFc5lXNI/Zodmo0p87ev2xlJh9+mfy18a2J/+27Mlo6h9vc8gOpgen45Acf/sgTAOkD0/QyvfESW7vI9M+QZdvkIMN3exWmjkWO4ZtOnAmLmJ8eB4XTXNxVeevqJZdGEIjmrwIM3d6n7KAUuoh7cqzP3WIXu0kK0mzMNVFnyPG1RU2uq7yiZ6vcuW1ZxOunJzsY1s25t5nMF77Dwyq0eo+w40FBWxzW9x5MMu68Q8+eEWvgntBMe5Fxajlfz7gsG2Lwy3XMDHxFjGtkndGg0TdCidyXaQNjUrTzwq7mgXqOTjy84kO6cSGM1jW3/85J8tQ596PrEU4ljuH6ll+zr6mgUhqP7ftvYtdEz2s8lpcHMwhCSBJXioqLqO4aBP5XIpDWxN07nHgDmVoWPUyKtvIi3nyDhlJ9mAJpXT2FpCKl7LVsY+konGD8A3+tXQaeeDug1kWxCbPiVoXILi5DqPExS1/aOHFliE2zQ6xkqPc1RZkpuZgbd5CsibPdUow8TtGkKUxVDXKtGluGqtrye4oQ3KaFC9vRmz77aQ9dnqUCa2SNuVKjkfno+UlBDlPg+yiShVwiyIJxeCY3Y/XVvHbDvy2E8l0EDVExg2LMd0me/rUqoJNoZ0joA8y5H+NkcEsggrZUA16MIzX52Pp0qUsWLAAd15h7FctWKnJyKKOwYSQQhfiVAlH6TJUTsXz5FPD5GSdAed8drhqqDfbmZ3pQE4nECwTxbUKybmColP3s3LWO1T4kgz0FtLssQi3+Oi3K9k+azVvB2aRVlw0yf0sl0aYYcEmc4SsNZesWUtSO8rAwFb68yIpX/VkyTB1FggyhhAl5xkm54mwfOVS5qer6N7+HnujL5MXdHbMGcP2F7EgvgBZkyks7KXHlWHricvICQJuZRjdf5ygZy9ZT4yZo2HmTqxAsg1MlxsEAcEyKCgcoqg6xm3eKyg49UtimSL0xCbMVACHZHFx4BRqZpyukm4OuQ+yumI1t628jcipCM899xy2bWPEo3j7OsGSUDwfYebAIZwBD4NCJbmgyu+CFUzT03xcOUGVsYiA7KFf6eVNsxlN9aBERgjG/TjUObjdpSR1GcMChyzg94GlJkjZCXQth5KJY5opMm6NuEfFH3Wi5BciojAc3k/fspMc7zUY7r+IkqKtOIpW0FHZhC0I+DNJ1hzewfVPPoHDtPEs/gLxium0rR1mj2eU1wZbcKX7WHlqI3NG1hB3ZjnSGOKmwTzFOXghvI120aSyfz6+TDEmGZJqH0GtgZQaISscpVZdzIuLS1iwN0kobXO2GsMhuxA7vsE+2eKi56ZE8hRTTPF/i2wM9vwHOHxQ1ADFs8FX9hdr0f6/znB6mLsP3M3W7q0Uu4q5ecnNnF93/l+tqKBbOmOZsffF80BqgKMTR2kdb2U4PQyALMrMKpjFzIKZOGUn8XycY5FjdMW7/tt9lEWZhoIGmsJNzA3PZW7hHGoNE3H0GIy2wcjRyXWkG7wl2KXzyTvOZKS/nn3pk+wpOMK+QBsTZgQBgYA4nZHhOiTvCWR3D4vVOn7QdYgKPUGq+my8l/wb+Msx43nyvUniXSOc6ujATOQJmUF85mSZtn51hK9X341uwyfavszHPCUEioKIXgUrqWGMJrCtD0T7f8x0cF+dyubjGdYlbM47o46CSh9mPE/64Ci54xEwbZRSD+7FxbgXFCP5Jgca3d0/50TX3XQqF7CvO016xCSUrqQsU01Rrgj0D0rH+UJOCiu9FJZ7cPlUJEVkZzLNE+NRZvpUtviPkIy9wlg2z72tlzPTP84dhS/hH9rBHuuLtIyvp3TWBFUrf08qcxjbNrBskTdypbw0HmNR4Qy+v+LrxIYeY3TsZWTZR3XV56mq+ixDHTpv/OYY2YTG0s3VzFNfYfTdIcb0BXjsYmTR4J+qfs4xdxeXx2/kF3MW4LEFfm16qfA4aM3kUSI5ZnYk6ctofNuRp1vT+Xp9L1cN383R+Bqa8xeT110MSRbNqoHThgV2Cq+pohhuOG1trYgQVETKaqKEhx/FmxkhQjUdwlpG9AZEQafesZtq1zG89heZcGTYJrWyfvYK4m39VOVKiMgJJpQYE3KMcTlOQkySE7NYSobQKQeOkTBioA7Zqsa2VAoDwwTkTnoHOkllI/j9Raxc+QmqquZgZXQyB0ZPm4RYgIGDVrJ4SdsVeGwnIh+euJnEZhwDXUiQEtO8rQfQcjFm5kvQjS7s1AtYwIRfYKAoRiipoBgiou5G1l0ETBuXAII5OdCybAPTNj60DwGBIl8BM87dRO2ipZwajrH92UMErVrMtIwg22TUITTXCLYzQbPzAPO6ZdwTBtPXrsW7eIDe9lOc6p0Lpky/a5Q9ohNJjVAhTVCeKaI8VYLwx4FuLouSiqLrIvM2XMPydZV8vLUbrVcjdzKCZssI6hjVJT2cqzvJx7LsD+8nUBfgiobrScRqqA65aSjxER3p55EHH8CWZIJ6hs0XfpG9T/UTj04OtmRbwxBUBCuDntmB4KhEVhpZWN5DVWYGE0KSruosW4f8zB8VEf44KRWbuGDTI1sMKBYDkkXOmUdUNTR7mM2po5wrpOm3z2DYNYiqW9R0WcSCG1By/WQcvyZRPofnFn6cAV8JDZEOUqfaWbsrytVHXsHyFhNc/iUijdV8LvESdvE+VCPO2u5PURNtREAg6UhzsGaQ/oI0hnc5XzioQ8xGtyGtDHMyuJ2O8CFyismSk03MSF6MKPrRXSJK1kIPKtSbfSySqmDobloW7uGpCj8PfPL4lEieYoop/i+gZ+HRi+HUex++3eGfFMxFsz5YimeBvwIrm0UfGMBMJDATCaxkEjORxEomMOMJzGQCK5HETCYxE3GUomLKfng7csFfrsP73yWhJfjOju/QFe+i2F1MsbuYkDNEd7ybPUN7sGyLTzZ8ki8t+BJ+x2l3NduezKPNxSYHBn9traWhcBpULKHLX8RzI3vZPbSb7kQ3WSP7fj9kQabSV0mlrxJFVJBFGUVQkCQJWZBRJRVZkFEkZXItyjj0HIlEH0cixziSHSFzuqi+17KYk9eYm9doUkPMDc2iqLCRnlMZtkU1droGOOxuRxcNPJbNasnHGcFGWuPrue9oAWBz+7I8WvQOfiYmUC3YYi/lus8/+P4AIaklefDIgzx67FF0S+fy2Zdzzbxr8IhuuoY6uOqta8jldC7r+QqfcvfhzCQw1WpM93SkTDey1oY8bQby2kv4bT7Pt8fGkPrT3FxSyM1nNfxZ9QczrZNtGSN9YAS9PwUiOGcUYM6M0pr+Alt71lF76BIke1J4m6LJsABFlV7OWln1vjB2uP9TBY5sFIZbeax/hK/p01mZ6eC7u3/LTdZnGBEkbl31Q9AVMkc+RbZ/LsHpb1K66A8E/E0EC5YTDC4lGFiMLPt4rvM5btt5GwW2l7XWXGYZhSipDrK5HiTZQUHBYhTnQnrbgmQjHiwlRZuvj6xoELQteotfoSM4yPlFV/CY+xyKJImzEgKHOyY4Ppx8v8teUcC0bRQbvmM5CGm9nNQr0E2FilkBdN8ET5zspcUq4uzAGJef1USb2saBfffzrS6Ldu3rZLRCEvkR4nYBlvjBOfFkh6nJvMXB4v1Ea+Ha+L+QNSSecexlVsFevh8cIqD7+c7gF1EkhYgUY0KMMipMEJHjRJU4djTOjKPQXp1iV9MEiulgweB6FgxuRLIUKhQosHs5Hn2DlBGjxtPIsqLNiMJk1QmH3EKBfCdvBYp5qcdJ2USIfNVMnKqfJbVLaWsV6VctZgkGs40kbtmP33IhILA7bRIxbNb4LeLKOHEzQjo5Sn+kBdM2UFU/sqTgw4sqqIiCjCEYyKrIkJUlmBon2HsK0bIJFNdT2fh5VIeH8OeaaI9089RTTzFt2jQuvfRSxnszvPd0C6MnNSwg4xkk4+kGwUCK9eMeHsER0IiuGCF24nKioXYqM+XYgo1kTx6rpOUhm0RMJxgyPdSl+uh1VvJSySYEoCbbi2QZDLtKyRUFOTPdjlzTiWvIhdN0crzyOJeu2cKJU4U8urednCZiaSUolsbl0RdxJ8cxKjfg0KpQtSC2AJrTIBjbSSzXAaIfp2MNtjpp+e6ve5sJxzApYz0XxSqQDZuWtMGIDvv8PQx4BynVPJTnCijNlKBak+I+rSRIeU4yT2pnjX2Qk9oCmlOXUeKOcMrbTkrIUxsfJpM6DwQnMzp/z0AoSV3FCKs9LXQ1l2B0i1A2HxZdyS+K3uXt0pcIpUs5s/NSwtlqBAQsO09/SMSfUwme/rrCPm1zmXMLrLRtSq0cD+gDvOYNc1ZGpTTZgoWJ5FoxOdASYHVNjnDUw2DiODee78eK3UXOzNL62aNTInmKKab4X8YyJ/NKj78El/waatfB2PE/Wdon1+mx9//Flt3kJmzS/RLRk26MzIdTAQSXC8nvR/L7EH1+RJ+XzO49qDU1VD/0IHIo9D/u9nB6mOu2XUdPood1FeuYyE3Qm+glmo/+2WNFQSTsDFGs5SlMjeEwTZy2jeP08sdtp2XjsMEpO3EobgRJpVWLsM+h0K4q2IKAE4GFrjIWFy+mvHQBaSzaJtpoHW9lLDuGZmropo5hG0i2TYVhUK/p1OkGdbpOva5Tp+v4/yRdwPAUc6pkJq2+EK2KQKsWpSPVh2FPCme/5SUhpgCoUMpYXzyHM0Qvi+PjKMMtvDzk5nrtBjaLe7nL8wgOPYrtLuKJiVIeqLUYcic5u+ZsvrH0G7x26jV+1fIrYvkY59Wdx1cWfIUq/6RRQm+il8tfuIJMNs9V0W9w1XWbcXkUOPIUbPtniPdODpwu+AXM/ij/cbiPW8fGUVI69zdUc+7s0r953fTRDJmDI6QPDGEmDe4NP0Vhz1noskY6bBCoKKK4qpJ3eqJs6xzn0qVV/OuFTe+XNSMxSObV76P0vYeS6AEgbrt5oGILP5n+aRwxHevgBCUOkXjWZFNSZaYuccCbR5gtsXJmLSvqS5hd5v+QmB/qbOfe//gm22tPEfNOpgwUJB1UxIKUpcoICGXYDje2BelMPeWpcgQEjqkmCX8bqcI9jMhNDMw6DyWZo7y5F9GwCAV8zK0v59x5Vbx5oI2HW1IstYa5NB9lOL8IEKhwiPir8uxK7UdDx2UVsvHcdSxeNQ8si1xbG7H3dpBr1lCCi8ju/SXa0AH0mjCedZeRqWzCI6RxHn2Hoe1b8SYMnKtuQgzP4EV1P/6iPu72vU2FVsJdA7PwCNsIMYpT0OjP+Hni1Hw2lpwk7BV5qqsap0OioFFCaOgh7shwOO6kOeph1uhGmkbWIdkiFbX9lJvHCEbWoAguesxHeHlpE4KVwd6/neIhL6Iss2jTx1i48Rwe/93zDCfGaDOKycdtrurfyuF5iyl2DVFa08fwRA3WkU8RLz5MoSvLzFwlSkLn4PDLSILEupJPUOAoIUqSiDjIDmU3L1e2ElczTB+wKdNnUmbO4OqyOgLLl+Oa24QR0xn/9RGMtMbL4kHkGi9btmxBVVUONu+j5/5+hgwPMPn+ZWNjiGlE5ziKp4dMfw5bi3KovouWaaMEjSDzsvMo6BmlsjdPSrQIpXO0TF9A1dBxeoMKPZUj1AwHqIhIyH8yX1VTYLxIwulvBFFgV/FOxtwTf/b6WOPeyLTXcljGNBTHXFRU8uTRPYPYpHHGBWShCkHyIxoZRFvHUAKIShpL96DZfRxrLCcVCvCNw1kKZZEWe4J/avhnwp460slqhoxCZP8oJYlBZkQLWRWpRs1MI2l+4CjYHjpEF8X80CzngHSMbnWchMODJz6T0piP4MQ+5rU9jmTmEAB11sfomj+TH1Y+jD9SzqreC3EZk46KGnkGPb28vmI21RGF1Ufi+AwHtpVH0WIgujDUySCGLEChBLoN46ZNFvAgcLxCISIc48z2BOcUzABsbq/Yx5vzP05jbJjlw+/wrZunJu5NMcUU/5vYNrx402T5rvN+DMu/+Jcfm56A8Xa0Q9tIP/sAjoCOqyANCFhlq7GaLkOYdQ6Sz4+g/nnObuq99+i//kuo1dWTQrnwb1gP/xU6oh1cu+1a0nqae9bfQ4GjgB/v+zF7h/cyLTCN6xdcT6Wv8v3UidH+PYx2vsKorRHxhsmJEnlscrZJ3jbJW/r7gvQ/o4oqCwLTWCr5WZZOMnfoOEq0Z/JOQYTiRqhYDJVLQXZMVokYa8cePwGRLgTzAztj0xNGK6glV1DDgMPNM4kTvJbrx3QGuXDGhXx61qep9FUCkEmnOfjqWzR37qfHN8TMaU2ctWQzdQV170eELcvmH59p5Yl9vRTIOls3jFCWOortLWHrAY2O5hYu/f4dvJDczr83/zu2bWNhsbJsJTctvonGwsb3+9aX6GPL81eQyWW5OvMtrrpm84ftpPUcHPkD1KzGCNTwz6+3c5+dQRUFXlw4nXnF/r/r2lmWxvDwi7S338YbgwH01k9RFW9go9eBT/pwBNrCJgfksDFEAVMw0cw8WWCnkGKbZBDDTcKYjOyZxU70+SGklMHZcVjYpSEP53EvD9PqsdjbHaE/OvkNgM8hs7i2gGV1IWrjJzjx+/txV3lwnLEAPe9j78h+OqwOxp3jIIDbcFGWamAo1cRIaiYFusRlEwlkZwDV9vxJnyElmkREi3FRICpZREWbiGQTsATOz6fx6yGQoN1t0S7oXCkqrMNB2jYYCcgsvnoe+W0vkd65k8zefViJBOrsC3A0bEYYeQyH+iw3rphGixinsbCRa+Zdw5mVZ3L73tt54vjj3J++lYq+Ut6R2xjNH+TBObuYma7k5h0+amv7KHBlyJ6MoEXgNVcD46ITvakauXMIWzPJ1M6h2CfxcPFWVgZSLPIZVIzKPH+olGyZhpQ8j4bRlciI1DnB8L3GPRUNHGlYBEDjiUPcNPI2GyszuBMn2N+/lCfzFxAPHqdcSk6mZQiQUBIMFJyg3zHOBc3fANEgG9qBbYeQE1Fcg90oosSiwSzFhouTfovmhlrygQJEXadurIu4/yCvVDs4FbCRLIlFzOS6Tf/A4tLFiILIycMnyD7ehQ8XnOljKN1Fy84htEQ9gujC1NrJWEdRxTpUdR42NmkljsvwIdsfvI9ZdgbbjqEYMXRLxxYURsMlOHMiwUwaS1QRkRBQsEUFBAURGUvQyDOMwQS2V8UU46iDhxG0LON+iURQhEApS0JrYd8YhhnGcJUAAv5ED+7MMCmnn2RwBoKgYmOimL3UJPfTG9iELngpXfoQNgK5gauJDWQRBAlBFDFtk0aXQIPqIBcSeX1pMXfZ/TDxOwpS73FFXOOqWBSHbfGqcxo/LZBZGb2S2RX1HI6+zWGhjfXj63EWLeH3RVFWdTbj1DX8Yw4Uayk2aeripyh0B3m7rhstm6Y4sg7L9mBjk5cE0qKNKoBHFxBPS9O0lEXMJqiMD2LKbtIuP5oaANH1flrIn5JwCfR6BcKZGFuyGdy+SiJGGrc0abf+R6p+tG5KJE8xxRT/i2z/V3j7R7D2a7Dxu3/z4em9e+m/9jqkwkKqH3wA1WvB/gfh4MOQGYfQNFj6eVhw2aRt8H/+/1276LvuetSqSqofeuj/SCjvG97HjW/eiFN28rMNP+Pl7pd55Ngj+FQfX17wZS6ZeQmyeFrcZWPw6reh+VEIN0xGQCv/6/dQwzLIm3lyRm5ybebQTZ3aQO2fT65LT8DAARjYD/37Jrdzp8tgCRKE6iA8E8IzJvf7x21X8EPN2LbN4bHDPHbsMV4/9TqmbXJm1Zl8znMZJW+JmNE8npVlBDbVIjo+HK2PZ3SufXQ/u7oiuFWJ125eR2XBZP7uH1311n7mKrTFJdxz4B7ao+04JAd5M89H6j/CN5d9k4Bj0lWtL9HHlueuIJ3PcJ3xHa78/HnIivSh/VnZLBO/foCxSIpvW9PYvaAaySvzeHqY+R4V0eOZXLzeD7Y9nvcFfT4/xsDg7xgYeAxNG2NXSuLIsY2s7f4EO9QMt8yRmblsIbZukUppJJJ5kkmN9v44kViOoGDgtAVkJAqRqENiv5jnUYZBTBEQc0iWQFeomPaFsynK2nzq1RibL5zB3DMr3z+OwViWfT0R9nRN0NrZhz92FLPEzanyGgaCpWiygmiZFGYSFKYt5k2kIXuCo/JxXI4RArZKQA/QOOIGKnilZjsRguRCX2eT4OKjipvEaIZY7xCxCQvD+vCA0RI07HCEvGeYVDZBVC2mLV2Oy3RyneBgHjIZLY596HdI0hjuFctQQvXkR2fgkV8luDyLcPBBrLkX89zczdzXeh99yT6ckoOcmecq8WI+eXQjx6R+DhWc4JGiPzA7WcNV75jUDY5gTeQQbBv3ynnklsKL76Rw11kko2HEaBRf5SKKqpOMCBNMTx1mg9bD7/xefl8aYJETyo6UcP7SixjbWUNXzMOQLpCTDd5r9JG33qaAHNvmXMCsxCEuGHmItlwFQ7aGpiTRRI2iXJhZsdmklTSHCg8RzoVZ0H8OgVQ90VAzshqjOpNkqKeDYCbHwv5xYg6ZkKyQV1W6g0H6S0vI+XwYbh+KYLNSOIhkHefeYC0n/OPo0mRucjhbxOqRVViSwdn5JpRUBQe0FLLpYdTTSVvodYoNDwG7hIgzTlY0aRhcTyBXSlTYjXu8Bac1KVpFbyG+8gjOwgGS/XNJR6sQzByCrWHbxmSiuMdFztYRMbExEQwTER+y4Ua0nB/kBZ/WaH/TcfI/IQgmgpBDE0FGxDYclC3/NX7/CYbfuoGEXnW6fet02wId4YMMzZrPzSedVGZhn/covd7fcnW2C08+xWBoI/8eq+T5mu2EhjcwzV5Kda4TSZJIijLbG+bSV1jJ8mGNLQf66c2PIgphFN2PYP9lt0ewEKQUQ343GQVKYjk82gcTd2Ujg22nyTjEyXNjRkEfYyjs5eDsuawb1Th3QsAjCIgieP7kfFm2TcTOktY0kpaLpCngHtjJR5777pRInmKKKf6X2HsfbP06LNwCH/v535ygl3r7bfpvuBGlqpLqXz+AUlL8wZ1GHtqeh333Q99ukF0w92JYejWUL/xQO+ndu+m79jqUygpqHnoIORz+u7v8Ss8rfOvdb1Hlq+KOM+7gzv138t7ge3xi5ie4cdGN74s+ANpfmYySp0Zh9Y1wxjdAcf7lxv8nWBZEToJlTJpNyH9HxYr/xEh6hKdb/4D3HY31kSWMOqOMbxRYt/LsD9nhAhwbSvCFh/fTH83ikEVe+PJqZpZORnJjI8M8fMtXsGaFaVmYZ9/IPiq9ldyw6AY2VG/ggdYH+FXLrwg5Q9y26jbq/fVc9uzlpPU0X5Fu5fLLNyFKH55kpfX30/+VGzg0kuUHy65gdGk1RpmbH9x7B6taD/7FY3LMnEngjusZ1l9lZHQrtq3j9c5i11gHT/dVc0nLLQzbOh85/jMKhk7hXrKE8p/8GKVsMsfSNnSOPHsPP2h2stuoZ547xk8/s5JI+1Eq7Xr0XVEEVUJb7ec3B5oZTg1TKmaJSgt5ekU5Pk3jm0Q4c+4cysrKGBwc5HhvH9tHoxzUbXr8hSRck1HgQD7BWUMjLB3yUCYbqKYbp+YkoNv4jb94iKTFHNcv8VI0dIiHrroSp/uDqLJtWWRathN76d+IxhU6qabV5cM8/VpTJQk1WUmAahaeV84LW99k2KzgcjVILRJ5GUxHFHfaj8NxkvA1ixEqFrw/uI2c82X2C208PXiM91IKdbkS7u7+FjEhw1bfTp6seIH6TA1lfZcwmCvmlAS2kcJl5FnpVmiwnyR9SiNfXIlztJ/qssVkLqmis+WX3DjeS8jK0y2UM80e5KDTyVeLCzHxckfvzRRrpdxadS/tniWs6FnJzEGdtBLnaOm7tFXK9FV9ClnvIzB6F04ti2g6CTtTSPkAvlQZDYk5KP8fe+cdHVd55v/PbdO7ZjTq1ZJ7wcYFm94htAQSUoAkpLCB9JDOZrNJSK+bAkkIBAghoRgIJqEEAzYG4y65ybLVe5nR9HLb+/tDDoS6m122/M7x50hHc0aP7n10586933nep5S82LJOJLECVemhpvdBzFKW3soQEd0i6AszoGepu2gdO5+/kzmiDc3pwhXMYqjTpDN1JM16LH8IWdbRnAkO9IQphXvwagXqlWWY6CTMAi2ZU/EbFYQUiZ7oXv4a3sqqbAM+y8Wocwa34Sdkq0hCwpttwVOMo8S6cNR0EI324gkNIR0NhQohMdC9nESHxlSgCc3txCHZ2AIyuoZajBKnDk/ppV7aAhtTNimgIGwJF+BEOiqcBUgGijMJkoowXUhKGj2bwTZniLmjNPknENYMpcA8Bs1aMtki9csfIFp3kIUPTVIRLjCqz2VD6quYQgNkBAIJCUUUCU09TdBfTSi0CFXRUAv7KZVG6clkOBjfSWWkjpi1mOxkPyWvj4O1ixkJzaUqJdE2nMZruI/eIwQOxSSrTWPLOo5iHFnMXu901UTXBJ6ygmIrR//vWR8ENoaWoegdQRKjSJ4cf4kfIOmeBCCaqwd5IbFMN2/NnMdqeyGqgIJs47HAyoyieGJkRZFbTJuo4SUkZq9Tkm0hOUtc+7OLjonkYxzjGG8C+x+Ee98H7efC5b97VXuxV5J59FFGPvs5XG1t1P/mljcuvhvfC9t/A533gJGfTUVY+UFY+NYXBzDkX9jG0D/9E1pNDY2/vQ01Fvt3Xb7zwJ18b/v3WFa5jC+t/hJf3PxF+tP9fHnNl7ms/bKXDAtJePSL0PmH2VSIi38Otcv/I0flf5Xi/gQzDx7BzuuMLirwA/ctHMh0EXKGuLTtUpqCTciSzO7BFHe/MISVb8E0/Lxr8RCVYoh8MkE+MU0+laK/rkRvZYaIK8I1S67h7e1vR/u7sdOAvmF9AAAgAElEQVQHEgf48rNf5kjqCG7hxrLg056v8e7Lz0F6RdFd7tkt9F3/OX7fdBL3NJ+Ea2GERK2bLzdE+UjQhZ3PY+Vy2Pn80e8CVj7HjLmdUeNh9AYTBTfVde8gElnHQzs+zk3jGpcd/AKedIRV279JRCkSfs+7mbn9DtA0qr/+NVKVDh5/5CGGjSBxZ4mx6lO5o8uirdjPyuwG6r1x3vPJ71B8ZARjNM+jQucxj8R7/CFGulNkT1T5RbUXrVxm3ZG9zASCDIZiTAbCCEnGYRq0FI6wwrGD88ZNWncfh+ZpBUWiYFn0y2VGbJWCQyfjgnGXGzwG/WEf026NlAYBY5If7vYR1002Dd2NY94kb7nuXwgGX/pgWE4Oo/xsBYdEI/eJ81ngz3C82cHO6VUcUqswnDPIwqJxcIg53YfxzF9KT/3bOK7owBTgkWa7NJgIRhWJgg/KjkFOyH8Vt8hyU/Bt3B56joZSO9/u/xAOZO7zP83v6x5ETi8hPfpOQEaWS8S8EywKDdI3NY/BQpAPDd2O7PKiFLP4w1X8efVePjLZx9mFIqWKFlyX/IpxrZ7tt32Oc8qPkJI89Ns3EtPr+GrdzWytaSEdeicXhBTe++ROtvc7cJqzeelFR57trWEOVqnIBwf4uvEDisVFTJQ9NC+4gIH9CtgKsjBACJbv+C59lTAS9OCN1DIdjeHKF5nffYjGvl4U6+W6RkgCyycxGvRyoKqRfGUdZiCMZFp4kibFkBfVchIfr6TkrsdljROY+ygt+RX0GF4OqMM4HE5y0xkyyQwKGrGQi6r6JKHqQQIVAyiajhASuVQVyXSUxGSc8rRK86J+qhq6KBZ9dB1aS+9kHflymIBRQ5PlwyVkJD2D2+xipF7Flxyj21FBk9+Fu1iFnJ9Np1D9I4SqXyDU+hyq/9UDWYQNsuXAYZURKJhynHRBQzckXO4Mbk8aRf4Ci7vKTN75G3YcfwNlQ8ElZynaXvzZfWRcS7E076u2/ZoIGyFZGIqG42j2mWQV8Wd6mYhOs9h1Aq2KmyNlmz7DwLZVbMmk5Bmj4BlGKLPTCG0rTiBTj1v3YEkWZc1AEjIuQ0NCIu3KYPkOYaplJD3Ivtg0o6F9XDq9mIuTp6AJlcfDR/hj3KDm0HpWDqpc6LwIpaId3dbpTTyLe98T+HSJnuolzCybB1KYD33n6mMi+RjHOMZ/kb5Ns50sapbDlQ+Aw/OG5qn1DzB2ww24ly2j/pc3o/j9/7H9lNLQ8YfZ6PJ0NyCBwwdOHzh8WKZE6cgQqG7cq9YhB6JHf+cHV2A2daNyPnaghh/u/BG3H7idMxvO5Ir5V/CZZz6Dbun84NQfcELNCS/t8+AGeOTTUEjMppCcdD2or86P/r+EldNJ/amHYuc0WrWX8KVtOOr8CCHYMbGD3x34HU8NPfVi/2YhoDxxMcbMCTir1uMIb3vVNl2yi/cvfj/vXfhevK9zg0wmMnz+rs9ywNnNO6WlvOPi86isPPvFJU0hBIlf/ZrnbruXH625ij5XhJVratkchLdXhfm3eQ2vuVycyXTSffhG0ukduLU63I8aOB7NEP/cZ3kqfivfG0qyduwdtPWuY9H+W6gMFWi96Wc46urQBwYY+MQnMLsO0dPSQveKuSyf20BuusyB7ZvZWDuPLvk0msSztOhdNJrNRBcsp7Q/xWocmMj0lyWecQq6FRuf3yIxv5qiy03J4cKHxjKnYN7ILRxXvY3Y5ElEu85FsStAskgLmX+lwDYs4j4nxzfkWRf+JjFPEseBucRuOoIpqfQ1ttB/5jkMLF7GRU2tzH1wCD2Z4+mRPxA4/XnmrDiZ5uZPcfBgEh67gRXmCzzR9nVWnX8Fsunizzd1khzN0xwYw995LwMRL30tLViKwuryAhZTTc7K4ZE9SJL04jK9hUA5+jghTExpB2nP03zPVcdXkhdRi4/7fZu5te6PmMlTWO5/Ny1VJkJ0kUrtJZNIEygFCJaiDEwLjpveiVC8SJKJZ26Cq9iHSwJO+TzKuk/C0Q9WnUOd3PXQF/jY6CVgt7El9HPum1vN5tAHaBjZwfs2PcdkTQNOQ6dB8UKfSlapx3TFkZCY9knUj75A0/ABhupPJ+dvIJjqwV0YZ7xm3eyJIyws4zDuADgmVBr776QylUAoguIJFhOrAuiJdhKJGQoj01RPqwRzFi7dxnBUMVK1gFRkPrJaM5sXfDSC6bRnaBt+iGj/DqaiUbaduJqCw0ubUYcrqZIOdxJsG8JTMYDDN1tIVyj6OWQso0NaQcvOZionPehqgpzvCJazhFwuEvEUaVm6Dad/mpkjq5na+24sw40hj1E7/hz9zR6C7cP4hQNrfD7ZqWUIy4nmnSLQuBVf3Q5kKUOwP4+lyJTmCob3LMTOJXBoUBtoxFZKpEUfRsgkEbCJ2F5cEqiKgSTbDPQvJTO8gvYldeSfNMiqfgainTQlVrK8998IDR5CqbSwljfRL59Bf2kFti2DEPilGWpVA4+jBqOUoTCxn7/OncNkRTWSgPGwilYe4YMP3c4izzzMlnOYMAUpa3YgkOWSSIUUfHaeAUee7WoK1QzTPuYhVNQoaiaH43kO16qUA25U1YUuXDQM66w6VMZhCsYrsjjlLpbaVSy0GnEImceqNH49x8mgdzZKHJ3u4K7fb6di7uU8rj7KylQzYd9crEKCA9lnMM/ahadqmEDKYNWlQ8dE8jGOcYz/AmMdcNtbIFgH7/8zeN64y0Tyzt8xceONeNeupe5nP0X2vLGgfk2EmBXm/c9COQt6dra1WjmHlRzD6OtGcUqoIS+SWYS/a62mAzfEq/iLx8E7nXVcEpjHT0YeIxmo5rvn/JqWUMusYT4Bf/nsbBeG+OLZ3OPqJf+4r/+DCCEo7pki9XAPdtkicHoD/lPrkP4u1cG2LDbffTvPPnovhmqjyyrd4TXs0JZzejzNlStdBCrj+CIVIP8tX8+mxlfz8tSTVzDcleQvv9qBUbaYd8Zh3DUbKBR68PsX0dryGYKO5Qx96Uv8aljmnvYziAZcfODCeXxrJslCn5v7ls3B9YqUjGJxhJ7e7zMx8Sc0rYLWlk9RXf12RL7I8PWfoXP+U3wn6qQyv5Azdn2IqoltVFSMc/IvvofsdFIsFtn0yD1s6zjM4r17mdvVTSng46lmH9sXW/TUFyhSZt7gSazZN/ifPu4O1UFbaBlzvCtxyT6yeoLxYj8TpHhMUpiR3Zx42ll05w0ePzDBJUsCXFn7a1LWFpzjXuY1fg1z4z4yjz+GNTWNVldH5WdvIL/XQ3kqy/PpB5BP7mJgeBFKXuEjbCHrfQcFcy1SVsewBJYQKOUMWimJsE30UBxiMbR8GYcuMS1lUQA/HjZFtqMzQ9QIEzGqiZRjhOzZ96FAkKdEUTKIiQB/de/mB42/Zt70GazOLkRSc+Tt7IuDbDRVxenWkFIFPL09ZOwCkm2SaQzydfefeMHt5OvRCMMOJ1WeKmr9tTgUBzuHtvO14etYmG9F125hf2WWf1r4FeYN93Fq924kWSLhkME6nXjKRrVMZENCEWA4IO3RqE5Zr1GSBSYlSsUHccntaK7FCKHhyw1TPfEc/rnbyJ6WpmOwmdjgfJJjAwghkNQ4BX8tQm7Db1ehHe3BLAsdGxUkGSFMJGTAxCvtIe9LMeVzoeoqwXwDkfpuwq1P4wyOYZsa2XSU7UXozqpQvojT8ibV3YPoWhBDbSUrNeKUyjQq44wU+pmhCoe7kdiiR4i0P06pFGRsy1r0GYtURTNxB5jJNqxyAFkt4nfuozbxNJ7UOPvrz2U45AQs5g7tx1o0yuTeevJWjmatheMrTiPkuY2/GhH68iFMnw/hcGJiMOwdpTK1kPrkEtKRTky1QDC5ENUMsLP6IY4fuYTa0S3UDT9Aua2VVXM3osk2pVKEg4MrGMw0kA0sIBNsAWHTqI/RXBEjqHoZ9EgMuAXLhsdRHH4kzYv7dSbK24CBhVrMoLjDmLbNkCEYziax2E+rEiLqb8epetgSU7ipRaXP1QvCwGu3c8b+PPP7ZrtZtDtlJO8MncoRen0Se2tb6Y7XYwv4+c03c3zLuzjkzOB44kYkSWXf6nlEo/NIRQ6RMWUOWwUO+IbZfM2zx0TyMY5xjP8kyT74zdmgOOADj0Ow9g3Np2/+JVM//jG+M8+g9oc/RH6NjhVvBoWdOxn60IdRYzEa7rgdLVoBpTTZ8T18ctf32VYY5pN2gPeM9uAyXhLQ+KogvgAq5sC+9bOR65M/Cyd9+sUI2P8UllWi69CXkZBpb/8KqvrG0XYrpzNz32FKXUkcDX7Cl7ahxV8e8S1k0jz4g28x1rWP7sgSdgaXcvGJC7l1ywBnzY9z8xUrkOV/rPDHtgU7/9LPtg29OPxjtJ3xOJFqPzU1b0fXE/T1/xul0jD2SIA7ui9is7GKS5fX8v4z27j8QB9eReaRFW3EHC8dX9PM0j9wM0NDtwISDfUfoLHxGiRcCCRUVaHz8I/51LZfU8w7ee/Wz6PYCjP+fj7zk88gyxLdB/bxwPp7KRrQbA9jZAWJqUOcenAGd1lw1+kK9qXncnHsHPb84BYc4Rh/nq8wWejGHHgbF+TDRGzBmgsaCEzlmdg3wBbtIE6Xk7PPOYtSYYTD2+6myVxFVXENKk6S5XEGcvvpLw1QECVss4RDzLZ+m3JU8XDVOXz41MV8eI7E4JVXUVqnMXNJFhC0t/0zVZVvpfDcc0x8+zvovb34znoLduxCRM7iYGkf/mA1DYYfGe9sVN42SVIgUDKI5EeQTBu1qhatrg7LMBFJC2GBUGyEPduFZEd4EyOOMcplD7ruxbJULEnBcPip0zVq9QA1dohK4WefY5AvNv2A8uQlGKnVADiwiEiCagF1aDTioBqZisIg+yfuAyAdreIO/1t5T2OSKlmle7iPUjCF2lIm50qSKaT556EPUzURJHBZKzdvXs9PFq+hKp3k3P0vECzZbGw5hZMPgLdgMBzUSZU1LECuUGlPpnCX/EhCYSCmUpNP4yh4AGl2+qSdA7uEWy/jLhfQHT6KngqE5ARMTHsa9DFKTgnD00ig7Ec5OsjGRKCIowVdwqIUKFExegBXdoqZQA22oxrLGUIRTmzJQI4eoLLuOYJNnSiaiZWIUTN6IfJwM4Yp4ZR9uBQvqvzq68ekYbGzYKGLv414B0tYCHMMd6xI9epb8QSmSQ8uZ3L3Fdimk8rAbo4TT9Hk3IkimRQTGmPbQpTTDooVUfauOAkRrMGrS5TcKfIuQY+rn4IySkYP0ZxtRUYmFg4hRgYoDR4hH5F4tnWMNQXB8p5V7K+tx1JMKvv60JRzkYVgzsFvgmazeG6KcEOGnu1R9H4/2AaaTydVGeFgwwrUivOYUw4QlSW0v1sVSmhQNqFUsijaUJAECZdEd1SjLASOQommaZ2A5SJvmfhVjXbNpMrpfHF1qWTr3BdOcl9jH2ntCM5iB5IooNkqb0uewTsSZ2MbLrpKCUaMIJqSoBx7lrwkKIkIKBaLDu5lZeAyzEAVdwT2IJm5F33MqTn6g4fp8w6hKwZOy8nOD+w8JpKPcYxj/CfITc4K5FIKrn5sdkDI6yCEYOqHPyLx618TuOhCar75TST1jXOW/6sUdu1m6EMfQolW0Hj77ST9Eh958iP0pfr4lxP+hd1Tu1nffT+X15zC5xovwDHdDZMHZyfSTR2C+EK4+GezP/+HMc0sHZ3XkEq9gCQpuFy1LF70M/z+1/bF1i2mftWJMV4geG4TvrU1r8oD3rmjg40//y52McdTFScTXrqOd62q5wvr99Ia8/HHa9bgcfxjr0kho/PEbfsZPjhDoHErVct/h6yVUdUgppkmGFxBNLmWR57bTNWqXkLODDhPoG3BF3jXIYWkYfLwijbmeGaLCG3bZHT0j/T2/RjDSBIJXIjbPJepvgn69uxleuAISH5CC5ayfs5tjOgKV2++DlmZQ7c9zoevWMbcE+axfftWHn/icQLmDGZqjM7gGEeaiuQcOnNEjM887qJiVx/uk0/i2bCLmYlxrvj2T0hoCf7p4Q9wVt/lxGwH89bKNC6JkE4n2fDwJKZusaahn1DIjbOvlcDEavibwDGKGKMvUL7yXO7Vvdy+dQBLgITNnHwvZ04/hSS7CWmns/bAb3E4FZr/eDdWhcT+A9eTSr1ALHY28+beiGp7Gbjpbgb6S4TcDVQIH5IkodsGAfVZ0nKSpwIq2VGD+Qe7aBwYpBD2knh7DPW4AbRMjLrdn0TR/YwuuYlstJNy2QOEUeQ1OBwn4vFU4PF4yDndXDdVQi8O4t3RwVRmGfWOfkTt3WQdGd4xWclSu4qyq4KEVsVeI8Kegoe06aNUVtHt2YjrZSP3U6VPUuXL867z5vCvXMMdOyZ4z+oGrl1Ux/Pre5jsy9AYd7HQaaNmBIlSD1tntvP1K95HqJjn8u1P8TZlA/nyfLbOvA/bOoQoP4ZdtrGRUJwxVMfJKGoDWOM4zadJepbhslpR0NDJgZRHLc0QLhjYioeCN4yluBG2DUggOQAFSZJQXCkkG0w9CEiY2GjmOE1Du+lonWHAt4sPPWYgtEq2H/8lLMVmOrQXyZGmzj9CvKYXd+UQtqkxMlbF0LCP6g5olFuorVwL5NHUJE41iVNJkEfigOWjL2Ui58ZJAn3RpYSCzay1K1hhuijZeTYbWUqGG0U4qZj3F6ILNoCtEh+oJJdsYUCpJEYYvxnEowdx6n5chh9Jenn3mJI02yrSJRzk5ALP+zvY4uvgUGCAT57wKc5tOoe+Lc+z5e7fkiiUGKpfwOKJVkxnjHzgOUxVI5Bazvx9t+EtG1QvtonHPcyk12A7liAfrQcRQrzUJQJBt19hVIVQwiSTt6jRZFqcMqokUbAFI7rNsGGTOZqjbMmQc0oUnCUqTAftukKVJlGh2piZAVJSFkeolYjtZ1pN8ZfQZp707WJxcgUnJOewUGkkKLnZ6z7M7ZV/Iusa4tx0lIreS5nR51Ch9lClPoGyd5SawEk4557PNnkznZECHZEWos4nSHCAw+bsOSKUMMLKs9YKcssHNr45IlmSpHrgDqCK2aj5r4QQP5EkKQL8EWgC+oF3CCFmpNkj+hPgfKAAvE8I8folzRwTycc4xv8ZShm4/QKY6ob3Pgz1K1/XVNg2E9/4BjO/v5vQOy+n6itfQZLl17X/r2BYxuz458IE4/lxhg/vpuexe0lGHBxpdVO0y9x44o38oesPvDD+AtcsuYZrl12LLL3CH9uG/yYf/z10fZo9HVeTyx1iwfzv4XLVsG//JzCMJG1t/0xtzbtelrcrbEHy7i6K+6apuHIB7gUvtcATQrC1N8n9v7+Pyn2PkFe9lE65iqsuWEuF18nFP38WRZJ48Lp1VAb+sS4dAwf6eeLWQ+gFifjyuwg2b6G25h00NHwQt7uOkZE/0r3/++DI0ZWcw4xxGZetNBkcuY1vWJ+iV2rjCjOPngwyp9LHyqp+Mj3fJXkogTFeTT7pJZPLH92bhKTE0QiiW908uXqM4UiZSzs+QLT46hQY2crjLM/gKUyAOUFZGcfnKNIQDFATqUZ2udF7e9k5eIS+WJC1dfWY52xHV189NMY0NTr2nEO57GNFWydNo6fhn1yBkCyEZJGQyxwqH+K4nX+h+Zc3sX3GyzXr9yBswUWtMbZm8vQnCpxSUWL5wfWIbIrFwzOMzr2OlgtXs+KcRpxehb4jtzC16wl84yfgmVyCZjmxESREiVy2SMwt41a8eOVv07uziGsshWaaCAVGTqhhZ+MqSpaTOVqEE/OLsWSTp32bmMJi/vyVzJuXZ3jkq7Q0f4Lm5o8BMDE2zlcffJTIUC/bRSPdooo5ju3kah/Eliw+/YDFsiEJb1uIwBwFfzyFXBwHq3z0/IIUPvbkatk1XElJdvLb+is4aX4tHz29jSf2j/P0pn7eE3RxarGAXfIgy+psFPzwYzxek+OnF1+Bt1zi3F39PLqsjfP2p2jpzSMVH6ZsTGPbGoYVoDq+koI9F4GJq7wTQw5jabMfzHW7l5x/HDswu47vyuTZlwkxt20v8clxssM+FFUlHQ1SVNuoLqwgNvdJ4kseAMCwNNK6G2eiTLzfoFzbRiTpwN50kBFNY3fjx/DYYTI1m2mMD1BX1YvsKKJMSli7ajhU+iBCr0NTdNb5H6OleAej+4Pow05kzUa0K4y2hklkNUZmPMjA6phNqWYFvc51BItB1FSeTFEhbc6+tyOKRJ1DokaTITDC+MJbKQV78U0eR+XBq5DKPqbVFHkri5ItUDCzQJKIXMP9bYd4JrCT5cYKYuNVVHnihE1YkmvEZ3vIHhXMzwc7kZQ0xliU0eq3M2/cT/uYwdPzYc5wBy5XAVs2aZMiHKe3ELQDL15XXozuShZadoqCnOe2pa3c0+CjtmhzZW+RWHGCmXySQ2aBvKPAPOLMkeMsKPlRkRh0ltkYnmBDvYvBQBBnYTu+1COckGkiLRc45B3GRkFIOWRb4vyZ83hbch3VZvhlPhSCh0k2byBLkbH+UzjkHKYkG4SNAHWTczAzDZRxEqfEQp+HuGMjhvOX/CbYwqMVOWZscMgaGecyCsFLsBwNyMJkvuhi45lXvmkiuRqoFkLskiTJD+wELgHeBySFEN+WJOkLQFgI8XlJks4HPsasSF4N/EQIsfqN9nFMJB/jGP8HMMtw19tn84Hf9QdoP/t1TYVpMvblG0g/9BCRD1xN5fXX/8N9PF+PQ8lDrD+8nvH8OOOFcSbyEyRKr5425ZM9hKeKxIsO3nPRDfzkyG8Yzg3zr2v/lYtaL3pTfHmzKJVG2b3nKkqlURYv+jnR6GkA6HqSAwc+QyK5iXjlBcybdyOqOtsfNP1YP9mnhpBX+chW52lfsw7DEmzoHOXWp7uJ79vAgnw3VDZz5nuuJOxzMpVM8/PHDzBYVPneB89k2bzGN3xdTMOikNaxbZt09jk6n97H4I5FaN5p6tfdhSPYTWvdzfg8qwBBKZvhBzev5xF3LWc0bOEtczbiVjMMTLbwC3Etw1XNXGv8iKXF59neWUkxoSKVZVRLQbUkPGVBNGOiyo0UIqegqDHm+cap9fbxrcaH2aEJTumoYXHqIyhmgaWdN2E6gxRdFZRcEYquCoruMGVnlJKrYnZAC4AQuI0U3uIEtrGfUWWAWDRP7QWD4AS77GKmZxWFqQmGtCSh8SBp/0IULczxMyHaPYuQJIm8N4+nKULQl2bPz77P0yedyGmrVjORaeIru3qxZfC5NZJFg4aIh9PnVfJUxyDXPvYTsmGLtMeJt/o0zOIyKh0ydS6FKgkcsoSh5ijEOshFO9GVCRyHFbQnZ1AMUFZ/noAWYXL/nSgNHprPORvPyuNx1NSSz+fZfcczNAz4SEo5Hnd04K8Kcfrpp9PQ4Gfb9rdgm2VsylR0tpH+q0p3vIrBmlqeMecwKCKstP7AkXm7iWbgM89XUbtvFM3pQtI07EwGyekktbyFB6v6GKgp0ZRZhW9cwZtuRFJCLIjpHOzPkGw5kQVoLBcyrqPRzQkjT3B8D9b0fg635Hi6cSX3HXcGDtvkPQP3Ek2k0AZPplAawSpuQ7Ut2seTeK1qjrS/k6I7RjB1GCGpZILNKGaR2tEthGe2sWPlQlKRMLvq27EtwfLRw+iyxIRl49JzDIhajFgdQ857+Oray1H23kWkfi/DwytIJFrQIoeosw5RIXRKlQLlFXWpQkjouhOHowRCIjsYYGx/ADnUwunPDGGOjnJo0ZlkYqvJWVUo2ggPayFaC8OcNtGN2wqge+MUfVGEw4+FE0OALmanwP0Np2Lg1/I0C4NIpU665lkM22L84HmUCg5czb/Cv/QgMiDv1ejY0Yhhq8QyeerDEGz5ON+vuZN9nsN84AmJNV1OfvuWt5F3e/EVdCoKEu1GgCYlSo0jiFPSyMkFtvj3sMm/i1FK6M5q4nIVpw1HaTYj1FthgvbstcbGZNqeZFO1gx6nSa97iv0VOpo+jqCAbKdQzBk8+gQmBezXuaYETC/rssdxWmYliwttAHS7Bng6sJ1NgZ0ktNmuHGEjwmLjdNbMtLMsGyZ8dMCOWc6he524LIEsHNiSifw6/ZULUpGkkmWwJJHI+7GFRDL+F+5v+iuWbDPHaaFYEodMGYcVZaLq/YQdMSrHEkxVhdh79oX/PekWkiQ9BPzs6PepQoixo0L6aSHEXEmSfnn08d1H7Q/9ze71tnlMJB/jGP/LWCbc9344+Ce45GZY9q7XNRWWxegXv0jmTw8T/fjHiH7kI2+aQN44uJEvbP4CALW+WuLeOFWeqtf86dW8FDs7eewLV/G9t0pIPi8/Pu3HHF/1+tc9yzSRZfm/LeL9WuTzPezecxWWlWfpklsIhV7unxA2AwO/orfvh7hc9Sxa9FOym3TE5ixdhR10TDw5a+j2kzdBNcs4hP6ahU2vRHO5CVfXEKmpI1JTR7imlkhNHZorwsEXejiy+yCO8G58tTuY3n8J+bGlOIJDBJs3U9H+FGM7riTdezIAQ4rFkx6DKUWwKjHMx7ffQdhKUDjF5pcXvJtH1NM4cehmjMlD9McMLOWNfVORcasaTstCsnWmJJnzDwvqRz4KjhassfvJVmwjqLQgOapIx3qoNw4y1/NWVnz22xQPHGbk3keZ2N5FPqxhLTGQvMMc2SHjUg2W+kdxpEyY0Ci125Qu1En0BBl5vhIzNp82z1KWmQ2osoZ7WRT3fAVj6DC5p54ms2EDruOO45kzzmJjf54tRjPW0QN+UluU961tYmVVkD1/7sV5+zfwD+7h5uVX4HBNU53vpto7n7XR8xCSynbvfp53PcPZjx+h2sqiLxMUj7Mx62bvva6UgjrkwTv0JQJyDGvkYSwtxUxlFePLl+I8YLNAr2PSm6N8SoBkNkVnZyflconjlj2N1zNG4PtuZi6RUedl6Ok5ntGeNjYVm+l1V3Jc6DaOVB9mOe18vOZKNv/mVu/7AagAACAASURBVPxInDAwiTSTwgx6OVhpEp4WZF1+RiuqsHyrUJ1LQdKQJIEQEj4Zmp0yAZFjm6awVZEZzU/R5Q3x9sAzLPL3kTxQxa/On22x+OMffZVgzsOuuWdTMl5AiCwVcp5opUl+5i1Me1ahGRkkyUZXQzhIUOl8kohvC6NyDd3y8Uj2bORzW9Vinlx2Il7b4rTDHeScbjYsXUfeOZsW4DezfE7/Hi3u/Uzvv4CxQxeimbMDMiTbxFU4QvXkIWxnLx2Xuym7ndQNBfH4Jwm6csTzLpx9dQjdj+KtRpVC5As23vFetFwZJSjYFV7CZCmGJV5+YiuAQwJLhYJTxnDohO0xEoxi2WHKjiyDYTeffeCniKtyjM1x4Um0U9vxYYTxCH+eXkyptB/V00/9SeP46/IYUw4CtyvEMnGK6z7FF5tuZtA9RMR6P/PH2lm3dz8yPgqeKvS/K7otqYLeKgc+n8JCXbA6beK1ZPJyGZetojDr+5g2RZe7jy53P13uPvqcIxjyazf4tiU/TtNJRd4mlDFR5CDh0iqmLJVdapTqXIqEJ4IuSTQ5DnJqaDeN7gJy2o03v5KG8hKqjCZsBIecE/iEn3p9VhQXMNnjOUC6pNK0b5TqI/eCS5B5q8pB5+VkDS8Z1xCuSRcr9yepTgxCKY3kCrEtFOXHKxooxLvxuwY5sf8yWhPHkY3uw7v8Vu4rGORyXs7f7aehMcyeOQ38NXseecOBezjLkRv/G0SyJElNwCZgETAohAj93e9mhBBhSZI2AN8WQjx79Pkngc8LIXa8YlsfBj4M0NDQsGJgYOA/7McxjnGMNxHbgvUfmu32cM634IRrX9dU2PZsBPmBB4h98pNE/+kNRlP/AwghuPPAnXx/x/dZWLGQn57xU6LuNx4cYgub3x34HT/e8UOiSZPv+t7Lsg999nXtx3sO8/CPvoXmdHHedZ8m3jLnTfH9jchkOtnTcTWSpLBowS8xs0GSo8MkR4aRVZV4cyuVza24fX6O7LufwfFvoBd0jOdPZWw4S85MIYCy7MJplyj643jKKZBl4nMX4gyG0S2LfTOwOelDUWRWOvtZWi9RV+EnNzVJamKK7GSWYkp/mW+az8AZLOOrdpAfuw6z5GPOihhy1fNI7u+S6FpI7s9zse0yD9UvZm+4hoBR5py8RRMVSMLAcO3kqbmDdIUn0MpHQAJfUaGt5KHFXkzbglp8sRSTySPMZMcoSwV0yUQXUBISZRvKQqJsQUNOMD1wAsdNXUmu9DyStR0xZyG67OBt4lEW1HiZSp9N4te3obU2I82PY5Qn0UdGkKZKSAl4oaWOnMvBuu4hPKaJGRLkSy5ChTKmF9KX2+Ss99KaXo0bB8boLspH/oxIj4D10qhxU5J5rm4Zd847m2FvFBBc2OTlYxcspb0uQma6yEM/2knt87+lNtuHdfKH8QYakAsGBzIvsC/5DEVHJQ83LqLBeIovPDqAYsGe9jnsbM2wvXWcVZNejpciFOpk+qkinavm3WMnUmd7uEHk2SXZfBUX63DwnLPEPm+GeGac6Fg/4f4uSqtTeM8c5fDh1YyPtSNJNvPnbqKicog/9b6dh3qXU9n2a4ryOBeXz+TcST/bOnfi0U3yDo24aZHVJqlIOJjx+iE4H4drFUV5tndxrSbT6lRw6glGU9MMygEyrhiyVaZKDDLSGuVRNc05tffg3eelP9fKwyedQdbj49q7bkPYDUjKNMLsxfTGWPrOqwklfOzeOIH9tymXksyUorPHW0AKjXKSf4ZpZwnHqIbblWJu+zOUR2WGN1fjj9lEIu3oUwF6oiAbBo6JNL2tSzhv8e/weCbp77ySv/pW81xLiIid5uMj9yIPLsCcqKIsKnFIUKkKIg6bmCrjk15ZYGwDf6+JxOyXmH1sAknTomAkSMgZdjRW8mRrDf1+jSVHDnLVI+tpmRxk9wkrmAzEqU8OMVNw8pN3v5ev5j9Lk3eEFzJODu6+hCumXQyme8gYCSTZg+JYgtA7CbSOUXdCAtlpMHX4NH5DP1OuSc7qfh/NM0tA2Gh6hrSnRE/cxcHGMCPRAAWXjC3x4qAnh2UzP2Nz5phBe9ZmWgiCIwZ/anfQEy7TZPcw7PSy6vA+pvweNs5djEMvs+LAPpTyJMGcTjyRw18ovHg0JKUGh/9SBrUC9/lUonaBqyd/S6askWms4UHOJI+Ti+Tn+Zh6H03yBIqArsxiRkvnUOmaT8nKM1EcIKGqrHnvZex+IkFipEip/lmW1N1N7G4JZ7+go0miuwbO3SPhL8ym2yTdHh6ffx4X15+JQ5L4JAWOYHO2swep4SniE2uIDq2gIJs87ckxJLvIv0YARwCD37ngzRXJkiT5gGeAG4UQ6yVJSr2OSH4E+NYrRPLnhBA7X2/bxyLJxzjG/xK2DQ9dCx13w5lfhRM/9bqmwrYZ/5evkrr3XqIf/Sixj173prhg2ibfeuFb3NN9D2c1nsWNJ96IW3W/4d+M5ca4YcsNbBvfxgKzgU901hB+citNv78L95JX57J2PvkYG2+9CU8ojLBt8qkZVr/1Hax52+Uo6n+tu0XZtLhr6yC/3zbIyqYwV6+oxJ2fZnx0I2luwtY1RjYtJNGf+9vd9jWYnU6lKgrmUbGmVSjsVxZQ8sVoCIBamEEorxj/LCR208zecgWtPpOPLN1FyPMHJOnlUSFZClLOBMiO+iilfKjCC6aD5GCOUnYGR/BCcnaOkPE8be/ejbNfIn9bLbcueAvbKhfisXVWlxws1h3M+Abpi3TSH+kk7Z6e3b6oYmmPxNzS8cxrz+NvfBxFfbkot3QvbuccKuLzUQwv03c/iCOdwvILJhcKtHAFPY99nSEkpAUG0a23gmlwUssM7Y1pCmd9nGx5CP0bD6PtmL1xWz6BHVCxAlG63XGG7TzBgoFv4QyxMxJk1scYGVrDSRGBd7qAo/U8ZG+MlDpI0XMHzgcGkfISqj37uliag70L1nJveDF7AnUIScYldM5yHOLdjz9IMJdDqW3DUGtw+atQo+0ogVqQwDknhGdpDMf8MD9c/w3sP+9BtmXWHR6kKHv58rknk/R4EJYPoUcQRhjBSysabs2kQZniK2Y1daaPtJolZAS4vzjA/ZbJhCeM8XedWCRsQnKGeMkgWh9nOuJmn1fjc3yfSv9efjjuR0dw7fjbadjWwX61QKXi4JxPf5EHNtwBh1PE3A14HfNISVVMW7NxxkrFxFDHmSRDIOdCK5cI1pa5t9pNX3ge84aSLBj1o9oaGX+ebU1ets0NYykSrnQBeV+Ky3t3Ec1vBzlIvvYMJKWRcNp6sYdz0S7R5ZY5qAmmHGmk2EaWCokKez7xXAohLHzd+5CFG0SGamcd66ouR5FVLJfE80xzpDRMVBM0n/AbkE0yw/MJ1ncyvSXGaE+EIw3zOLRwFR9nM61ZL+7pxbjzsyPHdSGYNgRTpiBh5ck6D3LAPY5mSFSZU5wu9iCZOtN6JUndgTOZp70nhSoUDp/+fu5YUsdzra2olsVZHc9z6cYnaBzo5UjrHPYuWYxs2xy3azeNA/2MrKhk6CqVJrWfrUNL2b+1nZXpvdiWRMjpYm7gDELuuTybFZhCx8w+CNoANScZVLT0M21I2C/UcGLGxOlJ8Uj0eH7Q+l6mPUdrFIQAScJbNjhneJQ1GS9zci7CBZ3DtsxU1qZ09LJTVuGxZW4ONGkYisr85CANfTmact2kHC58fZ1EMhkKTpu0P0o8X4NQQ+xrjjEcr+Ete5zMqBb3uco4LYm5ZgIRC7Gq5z6kfAbLfzmPVubps6MgZFZHC5zSu5Vi4gh6sJp0jZvYwV5cikzJskGSkdUWvEucNB73AFY+xu7nPkTN4edZ2bUJZfYzCsO1GvrFF+Bu2Ik7McWiQYO0/nV6XSVuDx3kuckllKzZ2os6y+TCvBevLTHqLlJuf4KgJ0vN6Dp+YXtJ5vyEGgJ0XHvymyeSJUnSgA3AY0KIHx597sU0imPpFsc4xv+H2DZs+ATsugNO+zKc8rnXNRVCMPH1rzPz+7upuOYaYp/8xJuSYpHTc1z/zPVsGd3C1Yuu5hPLP/HqYrtX+LGhdwPffOGbWLbF2sNx6rpsXB4vq0aSRFBoXr8exTe7nGfoZTbeejP7nnqCpqXLOf9j1yNJMk/d/isObNpIrKmF8679FLHG5n/Yd9sW/KljlO8/fojhmSJ1cp4xy4UALgg8xoUrH0PPOkl1rCMUbSNSU4fLHyB3uJuRhx5g0u/B0F6eb+dRg9T75jE9fzd1izspFv10d50CxTCl6UkU28TtcHDO1deg+KN86c+9bO+f4QPr6rm46Q6yR/ZQc/haZI+fXn2I3mQRI9+EVXQTiLpYfEot9XXQsXGArn1lbNvGSN2BZM2wZmSI4meKGJrC73e8lU1SOw5HggYpRdg5gx3PMK4MkDJSyEIinA0yVPcWwvYcPtJhUZyIoqgyljdFQT5AsCxjlgoIO0MZCd2hE6+toVVzIN2/HrVUQhaC350m6I2v4PzkaSj5CvrbNjM30IWbDNNbHJhFmebzhvDXFPDf78D/JOw7sYauxtOpmFiGrdsYhaewjW4AvEEvLZd1MDoap+4PcRrLKo55F6AE68nqU7D7D4jxTvKn2GTPsChtDjE+FGVezSJK23ZQnZ1kX0UzXznhg1QInZ95J8gNzRDVKvG4qpE9syscwtSxZnqx0odwL4wQPPc0CouauX7T5+mY2MlHHwmgW36KDpUn4ytJyzV4rTymNNuazSeXeKf6FH0OFxvcQdoTk6zpzSDCQU6vvgyfXMXokl9QqOxEG5Bwblco99dRPuc97I51MDJjIe1bQMg3n1hWYCHIS4KcWqLk66HoTDHfqiTYP0nCHoewjd8fpi1TR6WzhQnbQ59uU7BnBbdk69iSCtJL52ReEiCDpMhkIyrdc93sqiiiCy9L+nRWHikSyQlKqqCzVmPAleOMg7sJ6G5wzEGVfX974yIJG29qP4/FnZi+GBFTJZDrIprayt41NVTl6nBaJm6/F/e2DjTK6HaeOk87a1vfhjNWovv+H3HfqtMIpBYzp6qT6tW/QS97sGxw99lMbF+MplVSKYUI+luocNWiSAoWNjllkh4pzRA5ImaSc1x3M1FYxJHSOgb15Zzov4Wl3kde9/2+XZvPv8avZUfrEvz5HBdv+itv2/oU1eYohZiLzW3rGPdV4dWHSRV3sa4T6qwCiY9amEF45tCJ+J9LoloWzd4kE/UpatpaiU98mcC4jk8SFDt+jzm4iSdWLOaetYepDRpcFXDh8c7Qm1nBTe73M+qoxl2ymD+Ww7YdLJrROXGiTMjUZkddW4IZC7JCkHPbOCSJcFGmJASx0Xs4fuqv+M81+FHVFdxVdT5Nk32ctP8F1FAUu5BkR8UBeutcSOiU/O+k7F1GJGNz9ZMZhC2411MmoQi+3PkEi0a3kvM301W1kJTWia0U2LB2BIdRR8XIBeySalCFxUJGqSsdpHGin5BD4uqWTWwqfIGOiSKWvRsMG9UrsB3LaK/fRt2GcbSUQXaFzD3zlvF09WEMpcQpBYVTUTnibmVrYjl7phcgSYIF8edYE3+OxX0m1eMz9MdbSHqOw50LoQXGGI7G+VMiQmnGwTLLy/KEl+t+cd6bVrgnAbczW6T3yb97/ntA4u8K9yJCiM9JkvQW4KO8VLj3b0KIVW+0j2Mi+RjH+B9GCPjz9bMT7k66Hs745zcwFUx861vM3HHnm1qkN5ob5bonr6M/3c8Na27g0vZL39A+XU7ztee/xuMDj7MoMJ+lGwWBosbZ13ycp++8hcLMDCsO9tF8xtnUfOfbpCcn+NMPv8lkXw9rLn0nJ1z2LmT5pUjske1beeLXP6OUy3HCZe9i1cWXISv/TiLtUTZ1T/Htv3RxYCzD/Cofq8b/H3vvGWXJVZ77/yqfnPt0OJ3z5DyjmZFGGhRQQhISEohgEX0xBhts/oAJBmOcsS4GSYBNFCCCsoRQ1mg0OefUPZ1zn5xDpfuhxwqAMb5/L98v86zV63zoOvvU3rtq1/O+9ez3eYXg9FEaN17FqHuK1bGfMZpt5Uzh01wTAsZPM3H6JLn4HACCZYMkLuzkFiXMUD2rtPV0K908qRwjpZXpCE9R3/4iklRDfNJJULuS8LXX88gP7sPqXsuDjo2kijW+fGM9bcJnkQbraDjzQQRNoVYzUS8kk8uWybSQQUyfIT9XZTy6AVPSCMeP8mJzjfOhJK3lg5T8Zcy2AkNlP6aURxBeezZItgN31UsoZ9M6BSE6+cWNH8brcPD0+n7qVIVj+87y4oOH0NJV2lxNtGhOTBvypkVOT5OtjpEtn6JizL5xMAUHsnPzggaWJ1E8R1A9Og6HgGKKzAyHqZVN+gKddL70LL/s2MhDa+6gVopzTe0M0eQpsEwUReXSSDOJ7llCagvVgctolQIIgoRuFdipjlCaO8plBw+iBALoMzNYbpvcbSY1j8jTR27gSGgrb7YECprGKhtWGDbShXJYViWLkR6hVEoRWN+Ob3UrdjFP/qVtFLZvxy6XybsEjrbDohkHkXSZRzZKlIVegsU3ZtX/c4hIooYt5wn25QktKuMOZrEt0NMa1Uo/yZ03UhHaqagChxslpPkyXimOV8rjroZwVcM47N8MOIVX/Rhfc0u0rRy6nWPQEUCpzbO8eIa9fS3sWbOepOt32BTbNu3zBmvPV+ib0hEvXDK2BLFOP7l4iUJGJ5g6jau0k9yKTawTF9F8VT+zgRlqpTJHM2XO7d9H0eEkOlrGUSgTFHPEK+O0eZdw5ds/TGZolkMDZQYrFnW2QGDRMwSXPoJUjKId+iP8lXq8tvMNDpBlYZI5a4iBbJaUlaTY1IJkiNRn27mi4RukfCKqlMLhqnBy8GPEU2tZrn2boPcMU/I6Nl12GbsqQ+wZPcv58Pt5sT6Gv1blrtNP8dH4v6HKbaSsj7O7Xef41AASBuvEV7hCPk0qpDLn0cjUqZg1iaFnmikm3JzoW8W1SoQVxQZM24PTciALCxn82vlnqZ16hPiqy/jim85QEIpcuT+M7FlC/nqZ68Un0S0HJ4fejuvoBiT7t63BNpKWR/NNo/qn0XwzaL5pFHeCwtAaIk/kWb9+O1VN4j2eT7J88BDhbIKk38fooo30ZpOcrW9hoGU5024FrBoN8/u4c283gqXwkmpwVjG5qaCwdXwPvYMPItgLxi9xj8KBzhiWKCPaC2/Gku569gbXM6zE0NBZLs/QZlX5Q+EBGuU5HulZQVP9acYPrCR3OoilzyBYNvWlAkFLp3GqgO2wya/RmdoMg/ZKXhy/gvF8Cx6lQHd0D7b7EH8ULaI4svBf2Gpy1ZXD/20k+VJgB3CCBcEOwGeBfcAvgFZgHLjdtu3UBVJ9D3AtCyXg3vfreuRfx0WSfBEX8T8I24ZnPwt774NNH4Or//pVHdtvHmoz/9Wvkvru9wjd9QdEP/OZ/xJBTk6Oc3rHNgb37Sbc3MpVH/wI7kCQk4mTfPTFj1Iza9y99W4uabzkd7aza2oXX9j1BdKVNO9puQP5R0fQNCdv+/xXCMdayCcTPPjXnyM/N8uagXECf/ghtu/fgW1ZXPfRP6drzW+P08v5HC9+71uc2/0K9Z09XPfHnyDc3PofnseJySz/8MxZdp5P0Bx08udX92A9/33Gjhzk5k9+jpq2k+n4fVTzLfz4lWvZL/VjChKrM+e4OXeMip4hLy2Y4Br+ELovhCIqXF7ppcXVx452iTe9cxVRr4Pc079k6lt/R/LaeWr9NvKkgPcpiZ21K/h6z/X4RYOv3i4g5L9EZOBtBIa3kjWq7C6Abtk0p0/SUZ1BbepD8XehXqhGEDdrPOHL8ov+Knb1PiQzA4CiC7irDtJGD067Hr8QpiFfJjYzRyQxjYhAQotwom4lE295E1VJ4MnVPfS4HRw4cIB9D+5kWbWPqMvDoTqFnQHYOGdyecZCft01U7NNSmKOnDrNZFUkkW3DsmUqjjFq8h48tRlqaRBexytlw8QURVoTeaaXL8dZy5NLJTEQcTjqaXfEWL/2LdTGC0j6hSelWsFKnSebTTLU0ohPUFnc1Irij2DVbIxkjtLUNAoOBNWJIL5Rn1orzCLmx1GanJQ9CgePbSecTtFaKWLF5wGwRAHvDdfx4ts62fX4t7jmkM3SsQXSkAy42bZsDRSSOKwKImALAras4BEEwvIslZJCTndQUSQEBMoODSXcgTgzjIKIaVWoCQpg4/GV8bR1YmQ3U8s1IbuS5BtOs0twcizVjavxMQT/EUKixB9VeggX2/Gn1uMr11O0LE6ZFvGajcMSqEo1rLqzaPmD1CYL6JLFD7dsgs7lVLUYJes1XuAtFairZOkcS9EQF7HlOiRbQzNA1S3cWpyg8iRdvxqj5ulFqSV5ccNt1JUbUYwSvYMPUl6UJxy7jo6mdYRv7udA9SiffuXTWFWBNVMrqTp6WHdEIuh2IxrnGMofI1TfxZL3vIvjD8/RWPbQooi4ZZP04h+Tbd6Od2Y90ZPvo1ArkFJ1skKFtopMu+NpPMpzCOhY2PxKuIJDrIRKBc/4GQRLIxFuoy55mjc1TLAyMIZhKzyR/iJztT7kxbv5Xtda5l3N1GcSjPnCaDa8JQGtO1O0qBY3Xj1G8fDXeFzfzJQQpcmfxunYSZM/j11/YeAKKvFRN+njMdrFdXT6e3nvljYqosj9L09iWj6KlowjcRz3yZ9hl1Oc6Wvin99SpCaJ4P840fE4b9rzNFV/C43RdUSW/wxXZIjiXD/m6dswlTya/yRu3xCCN4flKYCqvzp3dlWBuAtblxE7kuSnVpDcfxtGcZJC6QBpd43j3XNMR+tYPLmKZOsS1o2dZc4bImKoxPIi1XQM2xbY60myVwzR4inzlpldLB4ZIOeNMh/djGAmoTaMXppHMHV0T4BqfTO26sC2BVJ6gBNmE6PCgvujikGDFqc1PEq44sF1vovLJ+4jMJ1iINZAyiVhSiKSYqJ7JU64l3FYWklB8BAhwXLjCKHSacKiyMorR5GcJsNPt1CcdSLKNoJio3sUDFVl1LeaZbjxSlUU9STd/t3UKQU6Pzh30UzkIi7i/wUKqSQ/++KnUF1uFl96Bf2bL1+wAv5vQD6ZYH50iNYlK1Ac/7X6t8ACQX7hS7Dra7Dhw3Dt3/9Oghz/2r+Q/Pa3Cb7zndR/4fO/F0EupJKc3f0KZ3a8zPzoEIIo0rxoKTMDZ1EcDrx3bubrMz8g7Axz35X3vWYX/VtQNsrcffBufnbuZ3T5u/jTpvdx4p4f4Q4Eedvnv4KvLsrk5CROpxNVgIe/8nnS05PYtk0k1sLNn/4igYbG//Scz+3ZyYvfvY9apczmO97N0qs3MzZ2D4nkNkRRw8LJVFZgOitg4aSrPkpvQx3TpwaYOTdEMNKCVBhCXZlFOCHjv9+Bo6QzHm7gqZ61yFaWlsoUuqhQ9UVpjkbRhqfoP3sMV/MV+BbdQvXcUziXykiXdZO6599gIIXeaFG83YW53EmxGOfBoVt4YfwKllbO81Hv99AutWg8+HE8+V6GqyaDmSQd9WUWXdHKsbLGgYMlAkkLbBuHI83Jfjfb2qJkOIk/fg9uy0XN/z4ynlY+tP0x1PMjtC1fC5iMnzyGbVmEmpqRVq7nh+426koeHIaNrYosKwvctbiBib1nkeYF5nxOzvlERtwipigg2jbjLoEu6Vdc73gKKdWPMLsSK9lDquRhVgcTiCkCvQ4JRTKYEjJMkSGhzTArSAw6O2mYmeZte1/iVHOUqqrgxUHQESKqBWhwd+GSFhwLswpUQntIaxmiylWIUxV8FTfiq+klG0EVEN0qolslY1ocnsviys3SGz/LaXcDO+u6sJUkb+75Ht5ABdnnQ0cmP5NHsKsUNAlfOoc7X2TeJ6JWbEJZKKmQ9sg0zZtkPW7mvQGSpwMwo5NSAzQuKSKZNkLSwKiBoQvYZQurxmumJa+DQ3IR0ZpZFryMsmUwXrOZt3wYqDhc89jmQcS+A0Q74hhylR8kHIxVFd5v9nFldgOe+EpEW6EoT5Nt2sW0nGfy6O3YlsKIc4IdtsBK8wQzHR2c6VlO0e19tZyeCvjKJr3TGdadreIrvLbOSBhIISdFTuPScliZTuQ0rDz2NUxJY/+GP0CuhbAkF1L5PD+/vJ6bXT9mWXTBKsGyJZ7JR3gum8ene6kJOlWpyrW1GDfKUSbP5ZkZtfB2dKCzjN5yJ12aiCoKzKhzlNb8C4Z3Gv1YC/O7QsSlGlG5QGy0yuHNm6g5Nd7FozRYEjP6P/GKeJhhVSc6k8bkRs5G56if3Ys7N4osWCzxzLJUThDy58hEe3l+7CMU9DpSyw7zrd43YwkSl04PocUnKBpnmQyco6hmiFTDxCTod5dZGUzgUG0EU0Kb8pOd8TEyXU9lPkvQ082dTQ/iEIvMGg3sHL+cj73/I1x+fI7LTwmsOvo1/Llhsm6BI11OfnCVSVV1k2j6PG2VCD3zw/QdF/BVnAiih6psUFi0k9Xdj+BUXnMULdpupLKT9kwCX6mAq2jiKZvEq0Fe1leSHHPSvHoY/4o4tXyIqd0fp1QIcS56kJBb5ED7lYz6ZEI1m3e+/BgpVUdEw59fh2hpnPIP8QwtNIsZ3qScf/WRIVIhyHnK5y0kvYYtygiShmXXkA0DtaZjShK6KIAAs2qUOS1KWg2SVIKk1SBlyfVqPxSzRl0tSZ2SIGCnSRohzmj9mKJMa2mclbnjtJYnEADVV6P7xjFE1WL4qVZKcSe24iLjcmOKGp6KwHP+9Yw56rghc4B1UpCitZx2dT919i/YcM+RiyT5Ii7ifxp6rcovvvQZkpMThJtbmB0aRBBEWpetYNGlV9CzfiOq0/WfN3QBtm0zPzLE0KF9DB3cz/zoEABOr481N9zCyjffiOb6/dtj29/C9n+Ate+HG+7+DwkyQPyee0nccw+BO+6g4Utf/J1l02rlr3cCqwAAIABJREFUEoP793B6xzYmTh7Hti0aunpYdNlW+jZehjsQJDExxpd++qdsrx+izYzynbf+kIZg83/Y5snESf5ix18wmhvl3YvezY1s4vmv302woYnbPvfXqG4PTzzxBCdPnAQBZAE8M6OY6QTY0Kt5ufLeb+Py+X6voSlm0jz/b19n6OAB3PUVWrfOEu3YwuBcidlMGqdcJRawCTkNLKtMtbKQ7nz9EDr2qlTPrGYu1sKUXsZKzCBVStiKyrzcxDN1W8hJbiK1Al50/qw1wsoZF8b0IcqH/w3TayFnBMwA2HcuZezGj/FctZXhTJny/kGGZiWubn2Z23sfw1mqp/HAp1FrfobnR5HOPUHUledsx0amKy1YrjZEy8CdPcSuPgfPbtxExenEOfcM7soDuKpNfCB+K8uUAB9d2k1RsvmLRx8kmTlJT2A1sZXLaLhsBY9lRaSD81wzZ6Ja//H4/S7MalWq+fMMlXzk7TpsQURXssiCTp3pwys5CckCUVlAEwVs2yZt2iQNm4q1MLdBWSAgCTguOA7qlslceYj58jgV0UYN19MqNFNnBREQyFo5Uqlj2LnzBNLTKBMLFZR0QeIHa2/jkdh6uvUCbyke4bvhKDmzj60Th/jjsw8j3FJPrd1EL2XALCCIJrYE+XAASwZL0ylSREbAVbNw1gR0fFRrEfKTDaTOtmCZfnKOZur8NcSaF6PsR3En8MSO4o0dxRk+D4KNUZHQizLiTCfq2GpKZZUxd568WcQ1P4vqvA7kDsIS9Dok6mThVZe+JEm+3yfybEszqiXjNQSchoFcKSCUU9RVkiybCuJPRKgE09gtu3kxtIIToX4M5ULm3LahaiIlqtTNj7NGPEd70UddspHI+Bie8hgOPYO/MIR9y3Kmek/j8s9h2wKTJzpZ9r04VUcjR1Z+AlsUEWwW1hXbwlWc4myLi/0r6gg59pFOPUdcmqel0MKm+XY8DLEjNsuAZtGS93DZ8RsIy2voVp20ayKqIDAkx8m1fBet9RyCanPmvBvpWB2yYbPWP4X7kIq2tgu/6zA/4RZyeFmtH+eksIaiBC1pCA3lcFbSFB055FqJYGGeab+L2aAHJJtYtcSyK7fyfKwO61SNuGOMwehZCrVJxi8ED06gUxQJyzZTgsFoVcREQLBtuk2D9aUKS3ItjA9HqBR0+kNr2Ni3m1BmPzYC08ZKRmbv4KvLHejWcZYMbWcmWGMsKpD2LlzTkazAFx4wON93HangtXgqEgJQVCsI2ecpSHM8fN1dWEGFZeIR4kQJpRv47BGNqCGwixoHhKPcIf+SxdZJpstepss+xopBElU3/pYcDVfPIIhw9NRNBM5eBwgkIgrPLnVwWd5gJn+M3slhgoXLQHBQMlJ8N+zFX8tx9yt3IwpVvnmDyOqmGP2x8yhug/yUi5GXY+QNP4Ko4qhZiEYWyVKJFGp4ymkU08TQPJjdBYr1MrnZfjwzU5g1i8lAjPlgE7Oak7gUJCGGKUoeJMtgiX6GDepRinKak54MvlqMdcWN9F7xE2xR56Hzl5Apx9B0F/XxJLH4LLae46n6NzPmauPtqcf5o9AztGlZXi6/ndO525G0LH/09dsvkuSLuIj/Sdi2zdP33s2ZHdu46ZOfo2fdRlLTU5zZuY0zO7aRnZ9DVjW6113C4su20rZ81W/VwBq1GuOnjjF8aD9Dh/ZTSCURBJHG3n661qwn0tLG0eeeYuTIQTS3m1XX3sTq62/C6fH+7hN85Z/gpa/AqnfDW77xG85ztm1TymYQBIH0/T8i9c1vErjpZpq+8uXfWgHCNAzGjh/h9I5tDB3ch1Gr4q9vYNGlW1l06RWEmmKvHqtbOn+z9294ePBh1oh9LHq6TDjSyHV//OfE+ha9oV3d0vnOie/w7WPfJuKM8JVLv4J/qMLT995NfWc3t/7FX1E1TH764wcpDjtwVmKoTotKfgCjPIwRATs5hlitUIl14mpuo76+/tW/aDRKOBxGfp19tmVVmZx6gJGRe4mfMZnc3YKhCxz0r+Gcu5tr1/TwiRuWEVBtzuzYxoFfPEBkcIT2eBpJthm/YgPTHa3MZiXE1Dxqag6xVsEZDLHm2psIfe9+7EQS+fsP8DdffYiP7PkRLqOKEGhD7FlEvvIszhMWNgLj4UZ+seV69i7fQE4X8ZQMohMVajWTDdEM1/Z8A3++g+az78WWakzE/pVI51WcetliYkriwIrVOGsGSi3FsU4/ow1BbAHkuQINhe9SVQ/RKam8w9QpnfOTHfWR9zTyk1s+gGaYfOTBf8UyKlzZ/D5E1YPLhIpo83SjzC9jKl3JHLbq5mhQpiYJuCsGrZPTtI/soj4+TsOqeeqWphAPKUSfiXF4/S0UlU6MjIkNNCsCXQ4LtzSGRziJSzpFzqySt0JIQj22tRhJ7ELEiYj86rWpCyZpyszlR5kvx0mXTqJKHi6N3EqgksbKz1LODlPKTiBXUmjl/Ktl3Yy2RpJf+CBz4xm+eTzAKH6unTrIFSMH+OrqO8loHj508lFW6QOE5wrIqOiyi5IjSL6+H2dDD4MukQktj7/mJysX0ZUyLaYXMR/BMnwIvPFeNrAwxSpOpYJRnseqprEcMVShEZCpKBZld5ogSZYqTUQNB3u1MUaZBmwEG6RyBefEGSL9FWKXjFA+0075XBcOPUIqEuM7G5YyFPCwZGaeziqYjnniGOQUN+Gsgw0nXLiqAjsWO9i52Il1IcAQLItYLsuiMYvlQyK6YTLizDLiyjJqhjFsGbdcZLV+ijWp0/StSiLEppBcBuVykHB5K+HdbVRe+lfy7laOrvxjBBQEywJBIJA9Q87XgrOUo+RuYtY7yfO936ek5Fg3voHeYRutlkAWvdSkFgZbdc617uPW1FVcn96MjMSYeI54bAdi11E8WpH/FLaNYAnUTA3TkhGwUY0qEia2uKCTRlr4fH1ga9kwqYucq4gMVCRGqiIGAhI2HZpFr2bSLYs0iDK2qWLUVGKZAl2pKYYtmYMOBwccGsc0bSFjakNLKcw6I4srt4wBR4C8NU1JnGAmUKamLHAuyYRA0Yklt5AOLKGx2kjvdJjlgxa6FkU0awh2nH3runi610XT2AS3vfhjBNvksSvvpM7RwmdPV2nTYY+t81h1hqbCEL3VQXKUoLbgnigJFnXOPGOxAj/v1GmTbN5bJ+LTSsSHFjMx+VGEjIqrZhOQBKSgzEzZQC3ZGJrBj2WdIlW+se1uwtUc915/NVeve55wuEhxzkFhMkh0RRwbmYOJd3N/4GrSTpkt+7ez4fDzmM7FRMU2wvERmjI7cMVzC9MlAjacX93Ggc4NmJ4KqmeGkekQA1aIhOYH0aCzNMKq2TnmmjUyHUvQ61r4oPurWLbED1Kfx8w20pIxaY8beHMmgiPDU440A0S4T/whW9WXsGyB3ckeDici2GIjqvcm/uRfb7lIki/iIv7bkJmA0R2w5FZQfrvMYf/jD7HjgR+w+Y53c8lt73jD/2zbZnrgLGd2bOPcnh1UCnlc/gB9my5j8aVb8dVFGT58gKFD+xg7fhS9WkHRHLSvXE3Xmg10rFqLy+d/Q5tzw+fZ+8jPOX9gD4rDyco338DaG27B5Q/wG9j1dXj+C7D87XDLN0H8tQe6rvPk//47hg/t/+39FwQkSUKQJCRJRpQkDF1Hr5RxeH30bbyMxZddQWNP/xskGbql89L4S9x/6n6OJ47zoWUf4qOrPsr0uTM8fc/d5BNx1t9yO8tufgt75vaybXwbO6Z2kK/lub7jej674bOMvrKLF777TVoWLeWWT32BiclZnvjeTpRMIwIS3kCabDyNKDez8LIYvBGV4uwRKpVR/N1BqvVh4vE4lmVd6I5AKBSiri5MXd0oovQkljVPiZU8NHgzBwcdXJl4mbbyOACOmk5It5CrNRyVKg7dJBXwMdPdSzYQwhYVnLMZpPwogmUQaWnjktvupGfDRub/5u9I/+Qn1N9zH8/98HlWHHgUIdiK2LSW8uQB1OwEFgKn6jp5tnUduxuWIkkOunWJHl2ixRCRXmcd0qOJLHKIZE2bA9UCVblCyi2xrzVKwCVzWcIkpwgMeUXOu0XG3Qb1nEXM/YR4eZZlNSebDtVRTQuIgoVimJi2yHhTG4evuIt3jJa5Zs5GEVUG3fBgm8YZr4Ahigx5RSxBoK5o0jdZoev8WaYKJY54ojQbEu/vfZxI/25c20XUxyNMtL+ZqfpNIIicapMYbZf4y/HH6c+JlM3FGHYHgvCbgaLILPr8OEZ6Gq3boFRrxSH3Iyo+9GKCl6d/RFasceloGnc+9er3LEGkrKpUVZVkIMxMfwfH3Vk++NRh5r0an9r4CbKaC63hITD9VOeuRxNyXJl6gu5iA4pjA6Lc9NvvgX//DUwQDVRnFtmRR3Gm0aslynMieinFnOjiV3XruWXqKbz2FCIiI82tDKy+imXeMn938M/4qfq/mM2txZd3YdkiYFHVUlS1JIIl4aw0Uqg7T9XOglHCOzyAJ5KD9TZicJbHE+9CcVxNZ15n09AwzYUaFbNI1SxT1JMUxA4qSj81IwXlFznT18/jl2xG03XedCTOomknHiWPK3oOZ/gcpj7JXN6JMViPnU/gcDg52tRC09QEPj3/xqXAhqgBy86NkvZ3c2rZh7EwEQUnwalHmPM7sKwkusugFoiQ4zQvLJ7GU3Fx+dBdNBX7gQUDDt22cYgC3UqFVocbW6pyoP1hzPB+6vy5Vw0V9aLExK4GUnKEYyvWkwsHierzfGj6IWL6LGc97YxEemibSeIZHyYZayDu9iNUBYJFL35ZoF7diWZXsZF4zn89uxwyxfQEU8Y0NXuBUIbLEi15N3VWHx3zW7FNlaLnCJGZeULJFHqDSrbXJKe0YFVsYpNJ+gcnqRVz7KmPkoyA2trJsG8fxx0mprQQpHnKNm1zNk1pL4FKOw7W4GAZEq/p4G3+vRCkjaOWoOfsT4mmznG6vZtf3XAX75/y8pd6gq1zT+M2CqwKvYkpq8BU9TxSJQ3WghbZFhUMlwfT5cZSXGjlIZ5YPUpWtWgWe/nW2EGarQynekLE60UOW+s4kPwIn97/DCeq6ykaPmxAUeFRsciABl/e/R1W1buZuz6F3T6IXpSY2Rcl9mKJlnQZo84m/V4DvcNGPy4ys9fJnMuFWnESyggMLgqyessINVth6ukecjMBpr0RZpxhZt1hks43PtsQy8hKDstyYekLyR+fPcMW8Qg3bnkBW9cY3/YRjHLvhWvSQpUy+Puf5YFyF3JG4WvqvcSEJPM+F7Op/0Vp+VHmtHGGT15OrhriS3/9lxdJ8kVcxP9vzByH3d9YMNqwTWhaDW//EfjfKBMYPnyAR//xy/Rdcik3/Omnfqd21zR0Ro4c4syObQwd3o+pv7bRwhOO0LVmA11r1tOyeBmy+uvF7n8TifFR9j32IOd270BSFJZf+WbW3nQr3tAFM46934JnPg1L3gq3fgekN5YdM3SdJ+/+W4YPH2BZZz/mKzvQlizGc/312LaNZZpYpoFlmpimSbVSZnJ8glQ6TefKNdzwrvfg+DUJyUxhhgcHHuTR84+SKCdocjfxsdUf48bOG189Zjwxwnce+Xv25Q4zG6liCTZBLciW5i1c13Edm2ObXw08Olev47o/+RQvPnyY4d05REvDFSiQmXwES1+o1du5ZgOLLr2NcsHD1GCa6YE0enWBFLs8Fu0rY3gbRKRAhVQuQTazB1X7JU5nnJlcIz8duIVTqUXUKxXWMM+agV3UL+libvgsxVwWQ5awL8yrJSsYngCmy4tLCCAlMhjVYUS5FUlbCVg09XhY0ebFvve7uLbcTuHA89iTBxCb17F35Z3UZJWNtoy3MEdtYi+VyX3IpRSmqJAIL2e2fh2J0CIExSTa/yiaL0PH2RsI2p0cdtg8K5lkagbuRjcrDYE3zRl4TEioAg7TxvOaNwazSpYxbZwBv5+zoR4m5QqV8izh1CxeX5iYEeWKtIvlWYuKCHt8ZfTTDzHu1Ek09fDSio2k/EE2DpdYel4nMncOV3meh7du5mh3gFUn5viQ/iX8q+O4XxRhTxdHe/8EG5l+50uscj/CCVcDH1/yGaZ8Tdx04BhvefZndM5OY0UWUWrbSi7QTVY3KE8/QefkLoKlKlxeo60ljVs3sW2Bo1NL2ZdwU9QUGvIWmWA9I03NjMTaGK9vYrouiin9po3tupNH+cq3/pmkJ4z1xS/yrdMVDiYsusvTvDkzgUNdgSgFKcpJ4p4hLCNNKFtg9VCaQDFHyglnGx1MhvLkAxZbG3Tq+iaZ297PfEGHWQXNXyW8OcPL5ctoeTHNbSf2MudT+JebJc43GzSYzfzj1BDdBjxR+AqLFDdHpDFmzRpqNYKjEkW0ZWxsJP8kDbFjyCWNYq4Lvyjgzwl4lQBuNYz6uqoVhlWjZORxSG5U6Y0BvGWXmXIqDPocFGyb5okEurWXsm+Q4XX1CLrAp0/9mOOVZRwY9NCXKeNKpEi7HZzqacf2h8i1dzI2C4W8jmTq9CfHuP30PuLhRZxZ/CEsu4CIim1lscUfUXNHKLtaqaoSR8OHGfNOsCbVwUceyuBNxnnkils403M5m4azLJY1OhwBSoHzDDc8j9p0DFHRSRkCZ0oS3Q6DRmsl2WcsrBMJRElDviaEpuXYlD2KbBvc1/weHnJezdufe4Kr927n6Y2X8y93/AFv2bmN/vgy3FKW90Q/gW1HGFBcPOyv8ozLRV6pINgSbenFdCZXEsv0oBWGMco7ARvFfT2S0oVgmyiksVwmRk3ArJYRFZGKsBAol8xpmsdeQFRDrAreRrowgZSc5YhU4v7lPQi6h0hFI6C4aTFV+grget38lRUBXbFxmyVaDJ1lrgC/UPMcdXnxmsf5wJM/JZDPMd+3hbl1t2BKMvODP8csLlTVLbm8pENREpEmZqPNJAJ1VFUV0xbQrRM4c9/DEv3Y7j/gthdeZqzWRMBv8efObQht45zvcFEp+bg/+Tn2xNppmzcxRJGZbAlGi7x/4Ek2rB1CXDMKok38eIjyTg9rB5O4GlZRaO0hVZ2iVBjEXj+Ha0MRISsQ/L6E8/xr/TwS6eYvN30Q44KRjCjlcNkZPGaGkn+emieOKmVo1700VftonV+Dr+jitG+MvYExIg6DP1n6KIWah2/uvYtAMke/NMzSyBCBvgRyXYWfHb2D6zMneLv8MiVNYm93jHttDze401gzS5maXIJsy2zQG7j67/7wIkm+iIv4v4Jtw9BLsPvrMPwyqB5YfRfUL4anPwOyBrd/HzoW7HqTkxM88Pk/I9DQxDv+6h9QtN9/Q12lWGBw325K2QztK9cQbe/8vy6vlpqeYv9jD3J6x0uIosiyK97EprYizt1/D/03wu0/AOmNsonXE+RNqzcS+P6P8V5zDbG7/xlBfiPZKJfL7Nq1i71792JZFq2trYyOjlJXV8ctt9xCQ2MDu6Z38eC5B3ll6hVs22ZL8xbu6LuDzU2bEQWRgfQA2ya2sW1iG6eTpwFoVKJERyxaZhy87YYPIwoSg/t3IykKo0cP0btxC4u2vIcXHziJUZDAUcTIPo9RGkYQBJZuvQbN5eL4i89SK5doXbaS9Te9jebFyxh78TAvfP8xKu5OVGc7piGgugQiS3fhbb2fdC3AQwM3MJTfwKXNGovMKawz+yFdotu5hIjSQMnIkjOyFKUaSYdFvpbELiWRSnls6zWRrqcq4a3JFNx1OL2dNLtiNDujaNUSpX33YmUnGOlcw+MNjURsk8XxCSI5qDVfgRZdRIss4c6OoE/uQ588AHoRS1KprKxRXeskMvkJnHIbzxdP8kBTB1e5fFyVsWmo2BQleLFe5rhvmlDgJdqPNSHPbkRyTDIbPU3MirI4106YMNKF9JwuwKhHpL5i4dMh6bI5Xh1kNH2Kb731nVxyeDs5b4ATi9YQypW58aBOy+wsojlCc2MfkToX3vIUs3ufwrP+GOWNFtpzCmOp9ZSk29HEHI2+h4nnKxwuxhhzhXgvTu7feDnbY0E2nDjCZ39wL1bzKqLRS5jw1rNTV9l87Ds0xE9wtCVKyuNgy9QkqYiTndFuMpabWbWB4YYeanUeFLtMfTBJ2JshlVvJlV39TO4fxUpqOHXIGQmquVGOXdqNt1LkH+75e2ZcYb6w6SNsLedpIYYgati2hSGXmajfidNWsAUQTBOXJOMzDeTZFIJlkHHIGIKIYFkItgw1AcHS0SWbTKNM++IxFtedpWqqzI+0sfr7Y8hpONDnYKDXz5ZcIzXXOiZdNnNKHmwRZzFGSGijGvPgqJRYka4StF04XieHsmybgm2RM8uUqiniQh6rOAHeWXLOSTpSCUrKpcybN+K1yzSm9+PFxAg0oziD+AQnmupHEBfuf8symKqOMe8UWb9cZ/KZ7zGRj5IKBpmPhKk5Xb+xX+FUfRtmssaXHvg6M9HlDPR9gJRo0ZHdjbxGx9/5DA5/5rW1zRTIWWCVfdTyIYyql9asTH3Vh6x2oVhhiv4BEo3bkTxpbEPCO7+Wql3kWPAUD6QcVEyBG/YpXL/P5HSgA88ag+u0ffjkGlVb5ZXSNUxWwvQeOUg4meZceyMn2xqQK1V88lYEpZfNDZ9kdzDLU852RrUU2AJ1lQba8s0snrwWTQ9yqiNL0eEio0Ln6HkWn9tJUSkhOtaiOrdQ0SpYoSSCrlAteRFMGckWkXM7oXwIUW5H8dyAIGgAHNQMtjl1OnSRBlNkQraYlqwFRzxsXIqEGdSoRDVCbhmXVGbIG8Bl2Pzj0TKrUyY3b3ET1wTclTLvffJB3rr9OQpOF9+5+R08t+FSoolpksEoZacb0bLQ9CqOahl3qYA/n6HMdvLafpy1Orpm1rP4/BCu6sJmv17fOl7ZeB1HIqOsre5lY+gFQODl+TvoOBckXZnm+1zCqu5TvD/6I1yeMtkRD1N76olMCBxZehlPXX45sUKSS4vPMqG7WN92jE7nCIYtYloyqlhjphyjZXyKU68s4RvNd1Gnp/mU/h2mfDW2eRQGGssYso235KFYdw0Zz3Xcun+CoD6IJdZoHk+xWO4m2K0yufpuUobAPw+tozC/hmq1A1NQ0MwKKyqnWec5zwfUF/AJJQYDPg43h3mwXONGKcr86BpqNTdLrTNcIxzBRRnly5MXSfJFXMR/CaYOJx9ZyBzPnQBPA1zyYVjzPnBekDDEB+Dn74LkEFz9V5SX3cUDn/tzapUy7/rb/40vUvf/tg9AbuQ48Ue+SH16Jx65xrzai3DnA2ixeuKlOPFynHgpzlxhln27f8VMdhqlwUc2N4vlUOlsWU5HoJN2fzvtvnaaXc2Mnxxnz+49VCoVli1bxuolGxk/ksffYfLL3Y9wSjzFdGSalJki7Ahza8+tvK33bTR5ml7VGD9+/nGmClMICCyvW87Wlq1sbdlKh7+DYibNM9/8GmPHFnbBS4qCqeuIcgPe+huplnyYUhlDPI41vwsBiLS0cePHP0O4uQWAaqnIseef5vDTT1BMp4h2dLHuptvwnTjFK/t/RK0TtJallIaWU5pbTEUrMhKyadEm8U8cpJiYJ6LF6PWvpdnViw3kyzMomh+n5H7VLQwATSJRzrN3+ucU9TgxqQFT0Yg622h1L8Kt+DFtg/j0TtSjD4Op89yK5exduop4fTOZcBsuS8VVtnEXDIK5EkLZZtQw2KCL3EKV+plRzMmDGLNHwdQR3HWk+69CaV5Lg+DFEGBvWGKHt0x+fj/dg0eJJeIoWOQcGpON9by46hwgcPWRlcSmRlBtAbczitfbjEeN4JEjVK0yw7mjxCsTFzon88qG69m3ch2CbbPu2E4uP63R7fCzxBHGIS8EgbZewqwkmFv9AIWOs+RPXUpwssz53J0Igskpzyn2VSO0l8fprJ7FX1lIbXvLVU71rSe34mb+YLRGT8EmgYmGiMPUMY7czylzlPHYbVSKJ9jZ2k8KD7NaPcYFkuekSpkFQiLaJu3FKfriU8QDYQobkljpnVw3cDMKixAElaqd45drPYQK89z58nnmouuxJRWtkqbklMj7x9AdaXx4aQ+2o7QpTI+eJz4xhqM5xlxuinBBxZY0dEXGEmwc08Mo+fTCWEgSpuPCK26HD9kRwCk68JgCnmIFMz2GlJtnLtaCHWolanhprITx48WnqGjCQr9MTHLqNPNli5SiU0Rn1Ftgzuqla76GqjuQrNeCcMHS0WpJdFnBlMME00dZNPwjbNPEMgWwbWxRxMTGEkUEr59qtAdHeCkhfz8uwUUNgxFpnvPiLHF9BvQyVMtYVo3RZgVTraFaKu4abNl1CsHqZKr9LrS6IwS6niHQPIUoGeRzIfQzAXJ2gsGeKjHbS5fehEupIWp5LDWPqeYX9Bqvw7DZx5C0gXy6nS3e7xKRp9hV3syjpTdTqz2GaJxFU7q4TO7hyuEJNuZPcVJo4leFRQQSs1x69gzuSo0jbSGGGl1UFZsmdz0Dni5m6p9jxLWgZw5XgrQU2ogVY6Q8TdQlu2hMaqQ65jgWUznsm8NfchDJO/EUS7z92YdIOAVM7yYU56WcaNZZcfqnbDmyH0uAo631zPvdtMUztCdt5houIRFZxvORRnY6DdotiaUuhbZEDpfpwrBlRpw2RwMCCUyq5Rr6hTUlIBfQaj76dYluQ2D/ajcH2l28f1ecvoQJqhMzM0rPyYeoywxCl5dUdxtPacuoFbME8xkkM4VcMzBEi13LE4w0lVkXV/jEXI1pKURCjHHQ7iVkdpCKdPDzdg1sG9Gy2Th/mve0fguXLw32QqGTfNmN11mknFKZ3RklO+Mh4uukp9EgKE4QlMeJ2ONIps1Yi5M9kVa2T11GecjJutoBeq4bRnZYZEw/3973XmayUS7Rf8Jo2wyzoSqiKRAsxJhqeTf5wBIumZriqn0Cgq5RrxmUtZMMOXOE/RMsWrYDrSQS219ir+HHCuepR6etohEzi7hU550JAAAgAElEQVSFBbnMuWoje6caSVTdmKqDamMLpsuPQ8/RnJkiKhe43L+fKg78f32RJF/ERfx+qObh0A9h7zchNwl1/Qv1g5fdvpA1/m3HP/YROPMEE0I3Tww28ta//Ceaehf95rH/U7BtGN8L+/8VzjwBlsGp1kv4Z9vgXC1NUTMwpd+81xVdIKKFCE9mCVUVfFsuZ7wyzUh2hHztNS2iaImExTD90X4WzW1GPNAApoAlG7zQfT/DwWPUletYJa7i4zd+nJamBeKaKCf45PZPcmjuEJtjm7m69Woub7mciDPyhvOwLJMX/u0+Trz07IUqGh5CrbdSzIawrTJGZQ9G9QSCYCFKElve+T5WXXfjG8xB/h2VcpqTe37I2MAvkT1zuOoriNJCxnemGOXk9BKqx3ppN7qRxQAmM9RrCfq0diJiiJpdY0Cc4oQ6RVGoIlgWmigRGJ/k6rfcRW3WxfTpCQZSD1Excmyqv5mYq2fhxwVATDE2tJ257BA9Y+eJB8J8/sP/H15PI+uTJpviBotyFq/P01dFKEsCJQnKElSwEcUSgm7i0EHTTeoFH6IgYqZH0Sf2kk6dZF61yGsCSY+LivpaiyONRXYsT+CpqFx/8p0ErFWYtSH00nOIRhGHCYIYpupsBcmLIHpx6BamWOOJTd0c6WvDX6iRdwh84MFvE84luKrhXbiKp7DGhxGUELi9zF+7n3zzCPkj19KfO8aB1EfR0djo1ghILp6S5jlT+DZvP1ZAThcYaWhE7NzCUtdyPEqAERfc36HyTJ3IO7bv5K5sAwFfM89JOl81i5QQwbbxUSToLKJ1SWSCS5mqGLxfOsbKI4/yaOYShqUW5pXwq69yZcugwVToqs4TraRwyz2EcCEiYAs2jTN70SrnGOptIRNSiJputvpW4E05FkqyyQJJt8SR9DxZew4KYWQ7uNB2NYdVeIqSOMNI9yZ6igpybppqdQ7byL06B4Kkojj8uFyNRJ1tNElNRPAiXdjgZxs1rOwEem6CYmmGbHWGuJkkq6ocD/XS2jnCCO3UJZ0sHT5HfSbJzi1bMEWV2NAsaUcY5Ai2qxlBcFF2T1J1xjFEkVlvkFBukvDYOFK5CJaNHWnB8HipOp0Ipok/l6MVF3VSF81yB4qoUrCyDDv38ELkAC95ZzF/jdC6RZv1boONbpOoYlE1RUaTjVSGw4RnwujeFhocTSwudaJe0NvmDZNMpYx/4BFKubNMRVWm2yLESuO0nUlTqzg49qEW2nrPUrT9PJ17H/OFfmpUkI0xWrQH2WnEsS7cXpYtwO/5si1Y9RErttJUbCSvFsi4fRztfBubzxqsOVflTPPLBE0RE+g8eYrNJ04x0NrBV9/9ISbqm/izH32b+tnzzDXfguxYSf3kLyn450lRxDJsBN9qmgr1pL2dWKLITrXMXpeAWOegz23z1uFDjF0zxNPVdxFIOFg3UqNlroZgC0CRsjLAo819TNkayv9h7z2j5LjuM+9fpa7q3D3T05MDJmKAQc4ACRAESFBMYhCTsmTLlmUtne33teX1ah2O5ZWlVXwtWYESSSVSYhAzCZAgEYgcBmEyJofuns6x4n4YmBRXss/ul/eL8ZxTp75U367bt/rWc//3/3+elI4hgCJCqc3H5qLAbYMmpuNgOwYN6iW6tbfoUA/jkpZIoZ6XmDhZTzIfxVBsRE+SI+0mA9Ui6wQ3i84WnnKuIyX8+wo/AjY7m45yd+cv8SnFdzcQHAdf2sJzXiJYsqn2lvA6ZQAsZPJ+yPlklLKb2lSKnEfiy/L7GZIb+VDvkxi2i7n51TTUnkWWDPYngrysF/GUVTxGHyOdH8NQq1hZHuT9ZxNIE734RVjnkfDLM1Qpj5CtuczQCgVvwWJdfwaXufQ8mrZADJVRj8S4SyRjtiIbfbRtOMB8RmPwyjrUchuiY1GTHqMct1lXPcquqmHmnAg/Ee/iTz7/pWsk+Rqu4T9EbmHJUOPk96GSgdbrYMfD0HnTryk//Boch5GvPER76kV0XzPaJ5+B6o7/f+77V6EXof8JOP6vS9FvLchU3918Q7N4YeZNfC4fW2o2w0KWwuAUStakOdqOz1DID06y78O/S/jxJyhfukTbT36M1tODbdtcuHCBF954genCNEqtgr/VTy5foertlVSlmrgS7ud008vsGn+QSK6Jzj1BWvo8PPfcc5RKJXbt2oW328ufv/Xn5PQcf7P9b96Tj/yrMHWdF772RYaPH2HTnfdjs5pLh5OAQ0GboswFfLExbOOqu4Qg0LFhM327b6Z93UZMK006fWLpyJwgl7vMku+RhMtuoTIVJp5YTSC7hmVGiCQ2A2KckjhFu95KDzVookDW1hkxBojnL6CU8ngMg6DjMKrJzLd30VkUkCtriBd1rMxPESST637vj7H61nPl8jgDbx3lgiox2NzCB15/iQeOnWa270biXTtZWxDw2AI2DinTYca0OG8n0ewytkvFK4n4JQu3JCAqbkRJQxZduJBwWw6WIPB6VOKsUqHvxH5WDB8imstSVSihmksLgLImMRfy8Mv1AofWFImkPTz4Zojtl6Y5uuWjlD0bsbEwykcQC0vzrey4KbuD1CfmmGxq45E7HqKsutl5scT1/Qkm62I8sXU5v/3ENwgUi2y/PIZiOaDYJD9rMBNspTjQwvusk7ya/CvyVpCCe4KIlaTV1OgObMZMDHF5fj8zG+9mi1lL2BQYlGI8XT3Ncz3rqMq7ue1IjtoKlASHbk1krUsiLcDjHhiskil4JQqqAFoeQShjBeuY16GmUuCOybfRzi/g2A45tQG13EBWC2CICjICPlugxhYpCw7nQpAKJQiWYzTZGdoNjTXGCholP5Ztk8jPUbIWEdR2gi4vQWmpyNN2bMqFRaz4AP32AFNikhZ1Ec9mndRMHU0HM9TZGnawhUwwRNLtIkWOpD6PYS8RGlnUCHgihJqKBOuvoBaySNNBmBUQYiXUVAm1bP76X1yWyWoKuaooI62NJOsbQRQR9DKeyRFEo4wsLycVtDm9ehVt8Wmqi3kcl3Y1ZcJBsJciyu5Ckc7ZWaITE8jlPMMNIod7XUzUiXSIXezObWJjfiUyEmPuLC/V6pwJa6y2L7BNOIgvMoQgWgjpFoLT11OzsBPRejeQYGOzIM2Ty84Sy0+RLE6Q9S3Dp+zDEHKEEj+gIT5FTbKEWwej3ib+CRuabJSTCoen13OlySTkVlkfiFHdMA7AldGVTOjT5P02cjCPACgzItKYi4H6TVhuDdGuoFklBBwER6C6EqUrV6A+V0V1coI3Vvr41tZPsXUoxg39kA2ex1TLSIUsltuLWCnhnhii4tKwRQFBkgkWDFaPXMESHAZWfhK05RiVIyBUIcsdCKKCWkmjVDI82lrPiGNhNXkwVoRAEBAdC1uQWJGxeGB4EXvyOXLmJao9tcihIFpIwOVfRPYvIHoTnJpez1Pz95LKSwjY3GUP8jH5BL3yEVQxi2FKJGM1TCe6KLoibGh7FbeaZ3y8jfHhIGWnzMma1bzZsJ7hUCuiY7MiNUJHZYJstZ+iquIp5anKpJANg0Btht4tIwQjeZLzQWZONLK5Y5gqX46O6QKK6WCJkFU9zORXc1bexIGGFVysbmK9+DbLz9SilFvZLr5Jj/erqKbBRIub/d4+pBk/j2V2Endq+O2NX2SlL8flUiOHtNtwORarchWWGeex4w04loJXNXELOVziNBF1AEeCuVqVQM4i+prNvNHKYE0Hi3I11fYiyfkS5VyO6eWzHG210QUIIhHO11NdqqVPy3H74ihj+sdZJj9Jr9DPBaeb181bWbAS/P0XvnmNJF/DNfxG2Dac+h689nnQ89B75xI5btzwf9zE+f0v8eq3v87e3StYk3kCbBPu+Tb0vO///D7ycRh5FYZehuwM+Goh0AD+OvBfPQcawF8Pqv+9OYKLo3Dye3DmUShnoLaPxPoP8i0rwZOjTyMLMh/q/RCf6PsEQXWpctgolzm3/yUO/+SHmLqON1TFan8VwedepumLXyRw260MDw+zf/9+FhYWqK2tZc+ePXR2dnLp0ByHfz6CKApsv68dqSvPudFzbG3axsj+PANH52lbHWHHA228euBlnpl6hv6qfuq99Xxlz1foqer5jT9BpVjkmf/xt0xd6qd31wdZmKinmHGw1VlS/gnU9DhqKoEoy+z68Cdo6u3j4sH9XDy4n2ImTW2fTf32YRBsBEdBq3ThyS3HE+tCm29DtJYshXM4jGGRJ0e946FdePfFbpQXmSpnuGDXIzoWLZOvsGK5RNP/+Ad+8dpr7D/4OoX6zeTVRqTyDBtP/QRLUXji9o+zUFX3Tjvhis1N42k+enqIqLsB0b0UeYxhcwSTM1aFprxDta1yUBola1kkvH5W5i7TWRjDb+UBUPw6462dvNZzO7GaBkKZJKuGx9h45jXkq9doukGNXqHKKbFAGNNymK1d4LX1JrGwwJZBePg5HXDx2K0PkohsoGdaxle+qvmav0Jw/mdcaIlgiCKv7byT8eYummNlbj9Zpj1xhK7KAo1Nd/GdFpvnqvI89Mx38JQs1s1MMf3JAFPl1XTn5rneOstTyb+naFaREo5wodXHQlWUrC9Ik+nm/kSALYsWqg1vuy2+Xy1xqk1DkyVuOpZh7ZxDVrC5UC3gF0yqyjrtpsROxYsmCFwq24xW/u8Emh27guNUWJQ18pJI1kkxJueZ00IUBY3tyHwIF6uRydsm5+w5RvIFFKuagK1QnR8mUhkg6owieKMYrV14XG2MzM9zKX2ErsB6elu70D3TuCp1qNkWRGcpcmrZFfKyyZzq4pQzxohaYMrromN6mGh8Fl9xaQzj4ShXWroZa+lmpq4FW5LxF/I0L8zSMj+Lr5AjEr+CJAlYwTBoXhAEhFIR2+UCUaJcCROKXcJVmKWkakimicsycTc0kfIHyMoGRcXEsgqIriy18gReKc4F1cVZVWXJnFDAVJrRtZUY6nLaU2HuGyuxI+NGq58mtvxxDE8cUffim9uBOLMZoxCm6OjYZQ/LtcfRzUXeTmnMFJZkDMebOhnq6KMQVnEXTlO3UGLb5D3MBUY50P6vaP5etvht9rhPIJYh+COJhVgL7bOTpK+TyN1pI3t1klPreC7j4nTgAmFDpH26hi0LCk29KbTeBKJsk0g0MT3Vh53108IUfsNkOHcfp1qjXG7I8Tff/Spnu3v5+v0f5/ozA2wb18kFxwALV2ya1itjCD4/g6s2IOXTuOamUGwLxzbfM+dKloAcuBfB1YJgFQmmzuMz8kxXb+XRFjfzZZ1Gj8R98zLBCBQjbvLRs/RaIwSUYfLaIm41BcqvOOI5Akahmly5FidbQ6j+JEE9h3aplabKJBExQdlReN1aT39lB3phEyFLxCwdxqqcxyVW2F07Sl8oxoDRyO+bDzMqNBPWU/TmB1ieH8JrFZfmWkVFEFyoOohVKsvXT6N0XMEoeGB/Davjw9S157AEif5KE7GUi7TVRqhHReo7h+Aqkxq+kcTF92ObSyk/BVVAkwQMn0G6fpi9lafYlT7OZXc9f+bcwYX0DSiNr6Av62K3ssiD8o9RhHf7/6uwHBHZtpEcG8GGouBlzO7ijtP9RCspDo9fj2c8w3RNFZdXdGNJKj5fjNbWC4ypfo5OV1FkgUV3HF1cWmw2VCT+ZyxOr5nnUd8O/qnlA2R8S8Wx07d9/BpJvoZr+DUsXILn/hCmji0V3t32JYh0/V81MX35Ak/87edo6VvN3X/xN4i5Gfjph2HuHOz6C9j1//zmSLRtw9xZGH5liRjPngGcJXJc0wP5GGTnlqLa/zsULwTqlwgzwPihJRm33jvJrf8wj2Qu8ejlR9EtnXu67uHTaz5N1BN9TxOWafL8V/6J4eNH6L1+N/Pnz5LKpHCrbmp372OhpBOLxQiHw+zevZu+vj4KaZ3XH73M1OUUzb1hdn+kl3wlxS9+8Qvi8TgAVeEqal29LPZL+CMalze9yi+TT9JUaWJjbCP7btjH9u3bsXSd9MIc6fk5knMzzI2PMX76BJbuIAb24hJ7sMQiucAIpjhPeHEWI52kbc16bvqdzxKIRN/Tl4uH/4W48RW0zDKiQw+hZduwLcgaCdJ6gkFZ5jWtiVHBQSDLp415NgkNhOV6DGwGHZsQAk2ChOPYZOMjXNJFYr5WjKjCkxtFRvzed76zY3yQO179CbrLzXDPLrxamJDjIh/X6TAk7pEiSIKIrecZMPJc9njokn6OJz2EfKJMsmodU8seQtVfpVw+jW7JOL+ybyxIFubtXp6vvZtBcSWeQpId54dYe3kIjDnC+RRNySSKoHCsfQPHq9uozwxhVF/mfEeWgsekMa/w8HicrgMaZkFGa4H08jUkxB6mhAiTShHLCBKL9pHVyqRd01zsWI4jyew9V2HT6ARa+RUaXD30ha8jVprkjfjz/Hz7+/AKZfa9+QwzoUYObX4foVCZiuRl59t+qnM2P9rpZzKqIDg2bblFPnMFrltQER14o1bmu+0uhgIyOA6rx3X2ni3i1m1OaiYzVZPcfPk5LFFivq6d+988iEvQmLvtc6wveTgZqPDdyCzhfDWN6hxeW6c6H8cYjpJXYWBZkIvtzSR9Xmrzs2wcmORkKkhc8vHA3PMEQzKVcJQuu5b1ZiNewhTJ8QuhyIFMlhF/DfbVgkYNg6Bngk3lKdJSiOvXvEG7f4LExRCzx2qJ1jusVZZj2htwqfXE/QUIDuEJniIbmOMVzwpeFm5lQViSkpNME28pj2BbKIZOfWyG1pkR6uIzBHNpRMfBEkQqLg1TVhBlGVmUsD1ezEAYAZGKKhELuCkZFt54kshiHJ8oYkg6ZjmORYWpaJnx+jJlzaEim/9uSoLoQI3tYlchzY5SgWbDw6jeTfaKRsvFGQKFPLoikVsD+sdK2JlqMsN3kxrxsb/DIhH20zQ/TevCFL58CtHQl+axX0FJE5mvqTBYn2ShqkzQ9LFz/ia6XCqsOEaj5xKi4HDa3syB3D5aUrP0xsfQOhMsC1/GPWbhfsbNgZp1HLhuGasXDNwV+V33RNvGUZJ0NVymvmESVJtg2sA3FuXg8N8QsmZIyN0cWiHzRp8fRxCIJjPce+osjiuFVMzhm5tmzcoQ9sb9OBaM7F/PgmcF7aOjbDpxkpw7wmDHPsaq/Ixpaba7DyKNKFSkVsrCAmBhI/BKdA/D3i425yfYkc/R5gtSF6lgrHqBSngEHAGlXI1SqMVVrEUpLp2tfC1HYyEkZDYEBV7sfI0HY0/RWpnBFmDRp7FYruOt8iZeq2zilNCEKUBdJc6K7EW6nArn3au55K5mh+s0/6B8Fw2d17Q1PNewjePubeTcXlrmFtl24Tjdy+Zp6DtCPu/B4y4iSFA6t451x85S3xlDcjmMexo4HA+zMFVF3aYY0bVJrLSHFRNxxleqGC4Jx5RIXr6N3MIdDLodGsvTWJlGXKbAdHAQOfooD+evELZ1HhV2Mr7QQ53psNG7gbA3wIST5ophYVZ8tAan6TMVZiI/YVvuNDYCKTnAPau/xogWomPqNYraLG3FY5TcNqtdFre95BA85mJoSxsD7csxTB+GKKE4Jh53mkIxSE7Jo6jj/HHpEH5b569qqnnN68FBwZJbsaVOhh764jWSfA3X8A6M0pKZxuGvgBqAff8Aax78Dx3nADKVDIdmDnFw6iDD6WF21ezAevQEYTXEB//+n9G8vnfbf/5P4Ozj0HXzUlTZHYZyFsZeh6FXlqLG+QVAWIpad+8j2bqVJzOXGc9O0B5qpyvURZevkXoLhPz8EmnO/cqRnVvKie69g8raD/KT2Tf4Tv93SFfS3NJ2C59d91laA62/1g/LNHn+q//E8LEj7P7479Db0sGxh/+AwTWrmPcHcAQBWS/TWlNNrc8DtkNm0U98eulFH66ZwuOfZ143mddtJBzqJRvDssk6IiVEZCOIP70CHIH58Js05ObJeauoaF5cyRhSLoUjSjiSBDgouTSi1I7i3YOAG4tLiGI/iiJQWoyjqC5u+OinWLlrz3sUP6y8ztShJxmV/xtarpVO/R+Rm0KYXpOyUOTilUm+cKrMhOHFA/y+nmevHMIreik7BYZzZxhOnWRUreHlmr204OKz2Wn63E24tDDPh+ELazyYosi+84vUJiSCycuImZcQpGpcvnsQxKvk2bFwm3l2Bn0oZoHcqe8zKebJqiZlTaYiSZQVGUsJ4wp8BNtcwMg/ieBASA5R72mj1g6xuKaRr3YEOOFtwK1XaBwqc/uAgdcSiMy/wZqBn3Oxroqfde4mqUVYkz9DNnqF/vYMRbdFJO3i/XGZUuc2Hqm5C61Upim+gOOIJEJVxMJVlDX3e54JT9nmQwdzhAoWODYblKfx1vycQVUlQztFs5u3Uh6cbBWDvhWU+mroLI9xyxtPkXf7eH77A9w26KEmB0Ohi3jsAW6U+6l1ufFX/hiX7WHQGed05hivb93O2daVtCUM7juWQsvLzEoWrwQMeitHWTNzhnxkGe6izi3Hj5AOVfP1j/8ZZ5tquSlm8keDBgUZPr9S5miNinOV0NYuztIzdp6OsfO4i3mGOzZwavUOkqEILl2nb2aUtXPTbCiGWWs1oOLHYJ5zZoIncjbnPTWsFKf501d+yJH2tXxt1d2YpoiDiEuscEPzIW5qPQj9MHm6Hq9ocXzFXl7fuB1JNgmUx3EbSTRTolES6AieZKtwGAmL5EwY8ZCX4/7reP66vSyGruY0WybBYp5QKUckPUvz3ASReAxPJol0NaXIUjUcRUMr5pHsCiZg8ev59w4OZZeNAGi6RNnlMF8nkgzYNJbjrBVjtPhKeE2BE55tfL3ntxALQbZdHKZjYZJtrlN0yqPU+GYRBYeU1cBEdiMTniDeG1+mlAwz+uIqnGIS+1cigKYokQpFKPr8+CwLv53DXlNmZfgciRk3mSsBnBkvgi0gKiJyi0y0a5KqphQJKcrb9nXU5DPYJS9vezdw0dtJRVyKTkq2hb+Qp212mo7YNLZHJVzI4jEqmJIMgkDClWYkOMC8e461izb3RzN4alQszWa21MSR0iZ8Azu5WBvldKfGstgMN188hYCJKz5DIDNJ0/vm8DeWCMzuoFwawn0syWBhA8M9Paw9fQalGOSr61cyFFzFf133dZpcY4RO/ynGbJgjjgev5wi/VENcKi/n+tJJ1i1cwiFPdM0idRsSGJbMi5N34V7w8knjbVpZ4PuRO/lx262oqTK7j5fx2AKX/aP8kfZNeqUrxMwAz4kbeTvcyR0rXkQWDApXgqybnOJkfB3POWu56O8j6XpXVzgi5NicD7NOjLGz5pv0mJd4sfo6Hrfup6//OEp+yWnS1wite6ZR3Dkc06H2KY0ezzwuv0XMrGd4tUj/8ZUsGlFsXw2Cx8RSC4S8CUKeFC5XkZBQQAnnEJQKkgErB7LUpHTiqsoP/T5+4PMgL27Fit/El6Xvc6NylLjRzmuZh5m1GkEuoBlBXMFpAq4p1hnH6FLfxMaFI5jMKbXcufZLpM2LeDI/IyoVWOd2WO91qFd0HMdhWm8kc2I51/3iDF974GN4fBWqEwWyjoaDgZPP0+gb5A/Eg6REhc94tzJY6SZQVFEdnaK7TE4VGPrzr14jyddwDcCSjNtzfwTJMVjzENz89+Ct/ncvn8hO8MbUGxycPsjphdNYjkVACRNRGxjLX0S2BG5vvY1Pbfo9WgIt737QcZZSIF78Cwg2QrAZJo8upWJoQejYA937oHMvg5VFHr/8OM+PPY9u69S4a4iX4u805VW8dIQ66Ap10RnqpDPcSWeok4g7gmVbPDv6LN88903mC/Nsb9jOw+sfZmX1yl/ry9SlJP6Ii7ce+xpDxw6z9YGPYPrCnNi/n7zbjaaqrF6zhqZwkNG39jM7cAlEL0jXg9CCwAKKcgxb0Ul6w1QkBZ+pE7XLyKKAKMlIssSAO84x9wzN2XZ6ZveiGAEK3gkk/zji/AR2KvGe+3IEHy7PjUiuTmARWTmFohYQFQVRVghF67jxQx/FV/XuONlFg9xbM8xffpGZvv+J21rGurU/QKutxXEcRkdH+dqzx3g+5qcGiQdRucNx4RIEXC1+fNsbmDr/Ik4hRlOPm4Qd5uSpGb48XcWMt57t8ROEl0f5+cbtdGd1Hj6WR0zkyBdPETdO47W8dC2qeIpJXHoOxchRlkw8m36XYNVKkm9/iUPVFcouBdF2cJkmqmGhGRbFuo9iuaIs7/8ioXwc1bQQgOG+G/jJ7fdwoLWGgOHw0Ss6D0zquK9qHFuWCaUkI5LAz+wZqrMHWaiLcaEzT9Fl0CE2sSXTQ3mqSFZXGFi2kjOrtiNaFt5ijkAhS2MiQWM8RqicpjEwT6c6C5aP4dkPIughJEpYjgcBmxrPGa7z/IwGZRjHgS8ID/Ct8h1ExQzvl89SiarcPf9LDl1pwXJ/AElu5lmPzpSnTF9gnLtsjZ3plWStLIc9gxzas4tXTRGtbPDRc3FqJ9zYjskrHpuLfpP7pp8mWlxklVNP07k3lsa5qoPzN32SQ/UnOKG+TlEs0WI/yOeH11Fve7mcPsZbrrOc72wjE+5Fw093Kk9XJk9NRcTnqIhKEJfkJ2Qq1FQcROCs3+KJqM5hv0xJ0HBsAcU0CdkZVluX2Fw+STASJxqeZaZQz8vDezixuJbu3DA3JQ6QDNcxtr2LWLmasHGAEW8/qiMgOApFSUeyBNpnGtk+LuLZaNLYOYtPKjJFM6eTffj6HQTHjSR63o2IAhVJJu32segNYNgWvnSCSGwafyGDz6ngKZfIqnkWAjBTpVNwm5iiRWvCoHfCxoxuoBRsw5VJ4p+fRHcsRMGmxx+nO5zkhY4b+UbbR2iaN7nhbIqqUvjX5gm3kKLbdZCocpRYIE95q04ppTH6XAtixYtqCVSlYwi2xXTbbkR1F6cbz/HWhk0U3AE2OW/zgPMY6XyaqOlDUC1SchBtuj36CS4AACAASURBVIhxRSI74cc2RFzRCpHVeaoas8haGZylGLRlupgc2MN0YhmFoMrZuhZGa6KUXO8qeXRMjfOhSz8lpIhM680U3Ro2Bgu+MfqDExSVEqvCjdzkjdMoJsg5Pk44W3GGanDFJMRSETud4eKaTtRuC9NSKE76EewISimNJYBRDe2JDOF0lstNq5iqaeJu9btscO3nF8X/wkRmMzuPV7Adh59Wp0iVNO6qOcUd636AUKihIkq43POcSq/nMX6LWLgO0bJYNXiK9ReOIUoWgungzzoodol1VSNcH7mCYUscWOhgIB8hVFNAb9OY9tXTGJ6hp3qM5FSAmTeiYG1jVUMLw61neMQok/WM0VO7mmzx/fQNSnTPVujzPcMO7+OULYlXpztJyjVIN2ZorpumkvPgOdnBxsxRfFVl8kU/R5TlHO1qpeNCjjG5DV9Zx1u9SN4TQNfd6Lobx3l3gSZisr3xNeTWGLYAqXmR5cksPVmdF/XV/IH+pzRVFvgL7Tydy16mLZZEtiyOCXvpL95KVd1J2p0jrMtcwUZiQV9PvesUca2RP111J82lF2kq51l+XsQrWhRusBkTOxjPdfPpkf1ESyle5R/5fEMT/sIouYSfpupxVkYGkASLlcI4q4QrxJ0Qb1hrKToqDgKOI+AgYjsCDgJf+u1vXyPJ1/CfHIVFeOWv4NyPoaodbv8ytN8AQMW0WMzrxHMVZjIFzi6c5XzqCOPFExScJZF29Doq2V7MXC92uQkQccvjdHSdZVY8hWmb7GnZw8f7Ps6amjXvfu/UCXj60yC5lqLKXTdD8xYsQeDN6Td57PJjHJ8/jlt2c0f7HXyo90O0h9rJ6TlG06MMp4cZSY0wkh5hODVMqpJ6p+kqrQpVUpkrzNFX3ccfbvhDttRv+Y3dv3RoltcfG0B2FckvfBt/31rmbAnHcYjGYmy59VZW79uHoryrnTxyKsbBHw1iVCy23tXOqt1NnD59ildeeQVJkrjttttYtWrVO9dbtsXXz36d7/R/h5XVK/nnXf+MWQzw6g/6qYyVMcxx9NwLHKtaw/nASixHZpXuYldZQQQOayYnVRPnNwT0e+v9bG2vZnNDkO6pIq7TcYq+80yv/wqC3IpR/TXKpodsbIaJ4Ys8N60RpYr7cbETGRwoRzy03t+N2uzj5Ff+P44NLimQhKVJtvkfpcE+zfxAiG8238OhvTsZDbVyX/+LfOLJZ1HjGUaiIUbqqqjNFlmfKJBVo5yP9pCTE4hOjBXaKlY23k564Bke8+aJWBlU/wcQbVDjj5FxGwieHajqFlZ6RFoVsPr8GGs1/vLkaY41r8BlGtw58Dxd1gVI/RdqUgKFgM7GkTfwonCloRXJ0dkfOc5r9ecougzqUm7WDPmpW9QQEKgoKsc33sDba65nz+lD/PbRR/CGoLduHp+UIz3hYe5sGCoOb229kcXQvaimwE+u9zFVo7BqaJRb355AVlciopAOVBgUM7zl+LlZOsGXlG/iFSo4NlzS6ngq8d8JF2vQCy9xos3PlHsLn8+66EbiabfFl3tc9IkK4z6BcMri/uNpnIpCXEjyM78bSS3y4MhPiNgmfTPzxCL1JKuqKATdFEM1qI5KQkljOSahvIZhFJAR2KSsZTntLEoVBNvE56i4eK+etyE4xBUbw07hYY4DnnZeqZGY8Bbw2iaSADXuGMvUSbrlAZbJI3iEJf3YeeroZw3JiXpWvjnBufpWesdOMK/W8kztbaxXLlGoOcREaIpduTY+M/8ZnOwcxxdeZF4xGOhay+m+rSSq61CsDJsLjxApn2DKspk2xHfSaxRLQLJdyJaCp2ITzukECgayreAIGrrLz3hzmEVtDsFa+v83xx3WjDmsG3VYPu2gWEsEsyJLzDY30uadoLktiamIvJ1u5VKmFsGyyflq8dGLJq9GEMr4Gg4R7jxLfl5mfKaGs5afGn2CVTNlhA6T9lumMDIqwcMKa33TeCSDlO4mVvYS16tJSfeSElJoy1/F01XhBe7geeH9OIjck32KVb6TLJPGsBEYpoe0XUV7ZZQIMQS3g2NDdspHesxPuCOLv6mAYIHvgEjhbD3nlq8nEw7hLhdY9FdxpaaWy5FWFMtkLlLL1sJhPrn4PTwHupiq7mTKL2ML4GAxWlXm6LL1dHjL3Ky/xGrpDJJkUcp5mJpdwb90foyEUItmlFErOi7DQDFNREFEVzXcso0Li/WXL+ItZXF6bHZHH+Vk8W7Opu5n46kCpu1wwFthyLa5qVBmozlBcMvTVDfPYOkSLwzdwtPLH8IRBG44+hLx6jrO9y5xsVWXT7Lx7Am67DJ76t6mSU0wXfTzYqCHZ+ZvJlxJ01sYRLV0BMVC0ixCLXkatsZxbBdOqopEaIGvp5tZdN+C7tlNWZGpWzTY3j9A08xl/KykRitzU/CLVCuzTEXcjHR4sN/WWBEvUR9NYpRlztubmduQxe2fJ/niMrQxlfq5ObzFEogOxvUG8XtAsHxET/4JVrEavfgk3e6XCboLnKOat9ZL9PqW6gWmc/X84/E/JKok+VLrF3BCBpmAjGI4dI/kqUvopNwqShk8jk6/pxlXVYp8tUjeq+CYoJ0RcR8TUYfFd5QCFz1Bhjv3Mty2g2HR4oKgU3JU6r3z7Gw8wrb6k/jVPCVLQjMtVCxMR1raERKFJclBARBZMoMSAcHmlptGr5Hka/jPh3iuwkQiT+LCAeJnnmXRcJGovY7FwEoSRXOJGOcr5Mo6kncIJXAO2TeIIBdxHAmp3IFP7yWidxIsyWjFJFJmHlchiSWIzK94H6dSIpKcY3nPeeLC6xTNPOui6/j4yo9zQ/MNiMJ785Hzep6nR57m8cuPM52fps5bx0PLH+LernvfKar7j7BYWnwPcY4VY9zddTd7W/b+u8YjI6divPKdCyBkcewAJbEf2g26DYP6n/+czj//c8L33//O9eWKyY++eZbSYBYzpOBsrkIOiAxf6icVn6elPsrG7VuwPB4yjs2iYzNXXuT4he8TT2QJy1tx290sLJYxiwV2Jg/RZ7gRPbs53qNycJUXS4BoyqAtbhNOFyjrs9iySEXyUMBNxpQpGhYF3cJxwA3ci4uHcBFE5Gi4H//6r5IoVvPcmfsJWiY+ocIVM0KN3cJ9qCxHpoDDVNmialcz6+/uxLEsDvz9VxmYXYOlX8LSR5HdOxBEP97ccYqhEV7q2YynmGfbuROEs0mKmouKImMBK/xx9tQN8IWFuyiUHCJGEgFoNIPsaP8tiqkxvlc6jltNU5NLEipJpJv+gLKrSNI3TWNyFQ2KSFgb55EVBzlc3UnWexMIEjvKr/E7r/6CppfygMBcw0ZGVtVQc+EEJVlkLhzg4IY6JiNncIQSjQmVXVN+lhmgeRzCaoUWJcEL3t387YbPsOf4If7y0W9wtW4FIeSiGIxSLrhoaL9MJlfH8dCfYYkSlvQ439rpppoWfmtuF57FCcbHn8fwrsdxbcLvyJRFnYhwgt7ik7gvmAgFh9d2fAxF2oQr8kMqyWGa9RtZU70bW7H4cWiGx5MhirZCpy3wvpILzRBRnSzPBk3Oi27arClunXyB+pKJqrgZ6e5GV1VUvULcU4Gr7zVVF1GNpZelLVuIiolLsGmyWugxu9ElnYxmM1odYLq0iDOcwZWap8FeoG1hjtrUPJ5yHkd0WFxRw4m7a4loo9R5c0iupfdeJa2gT7mYzNu8GnaomvcjeO7j5U27aZq9wv0v/JBQpcKuwCj/tf1GjlV241h+qkmyMzlEY/Y86UCIMys3c6FrBTZT+HOnsa0rKMYVwEF0RGoNPysUg0A4TakiMJ+NcDLYh2CUaJsdwV3JUFKhoAmUVSgpDm7HYWupzHWlEtcVy9Ra9pKUmyngOKCLMrojUXS5kRSBWiPJjBrln1s/ynPBfew5PUX36AhO5QKOnQIkRMWg4ZYJcDksXgyjT/ixSkuLDF99no5bphCSKhde2YBZStKmJtlWmkZoUPH4DYLyu2YhFUVk0dGYWQyxoPkRNhpooQzzTgNjmeX4cjotnkGC1QkEAYSUgLAo4j4kUJ53MxsJsGD5kX0GTVsT+NszmKaL2eluFuejFIxGIpFxNopeXrPv4/lAinXDAzy78yYcARqEaZpnZqjkfcgumbbkHOFiHl2SSbl91ObTKGaWOm2U2vYM7ropDEumMuSjeDlKIrcGResk569ng+xlGSLK1UVMCZ2n3YfR5SKbW4ZoO7SHk3YLI8zzit/NtBJkb/wN1vvO0LJrDi2sM3+lmkeV3+Js8xZai2N84GQ/cqwHxapmuKrIC90+Sk0BPjv5I/5k8geYpsiAHODEqjb++fRniQqLPCC8ySPWLXQkhlifPYvkLO04qVUG7fsmUAMGJ8wVfEf+M4qOnxWTFVYMD+BLvk0wPYeBQjBnokmNaLekuEHeT/NsmaTtI0ARG4GXstfxfGojSUmmImnYjkxFclGSVUqai6Lspr00zV+/8QO8YRN53V5SpREa0+dp7kph2/CEFuIfWv00mAK7z0YQqut4zLgLQbT5r31fJhyJv5PKKJoySSNM5+Isy6ey5H0yI8u85H0yctnGvKhhnBRouOQgGQKD0W6ONu9kPBTlittLQl4qiJVsmyqtwo7uN9hV/RYBNY9tC1wpKJQSJveNZaiTK7w6s4njhX1UeTpACeE4Fqa9QEGco+KMohWnUA2BP/3Z89dI8jX858LPTkzxuaf70a33PtNhj0K1TyXicxH02hSUo1wxXiFrzqHaGk2FOprnVequlNDMd0mnrzpCVX0D4fpGTMNg/OwpVu25hei2m/nx2ThPnJwipxdoW3YRy3+QtL5AW6CNj6z4CHd23Em8FOdHl3/EUyNPUTAKrK1Zy4dXfJg9LXuQxXejX5nYAotzs3jrW7FcbgoVk4JuUfy3s25SqLx7thyHG5dHWdMU/I0keepSkl9+/SyWtYCe/inu+gcRjCh37LXI/b8PE7rvA9T/7d8CUKiY/PjQOBPPTlBXETjptTismejWf6wmsA+Fj+Di61R4GxNHEnD8Cs36FDeNvIJXL/Daqlu4vGozul+hdUGnPmkwHVGYrZKxpaWFhK9UpD67SF1mkWg+Q8hRqErM0l0MscK/CdUSGXWb/DJykY6uF5gprOLwws1IqorlliloMkVVpDdrszyuo4yNIQ8dQZRtakIuJDFPwWoH93bM8jkoHEA2DUxJwJR+PcdTtG1sQaQiKmiSSZWQI2n4CLmKpHQPS1mgAqZUzYPh28Hl4dvGtzjfMsZE7btjsS6xhS3DDyIiIokW2ehL9OPl0Ma9FLwBvMYUfyH9gJqZCcZOvh/3wjwd02dpSi7iIDBYX8Oze/ZwvLuIXHweS2kjW/URWiw3n5rcz90LpymKJq7ZSX4q3sLf3fsZtl06w18f/ClWUwNWoB1z5gjhY5MIV7VFZyIdDKz8XUzRYP3Q16gXWhCW34RLjVI2kzzNOWYSkBK8uGyDGzMJHP8q0qFuRKtCJHEBS5JZjKyhbvZpXthwktvFj7Cp0MdccYwXK08ztD7P7839DhfT1ZTKS8q2h4M2x/025A02Z06xKXWKkOIn1tyK4XIRTqe4TtpGrdJI3vg2g5mLjBVqsW0RvdrDZBtMBa9QLpWIZKA2DfUph+3zJrVJCet/86fQFR9FTy15Tw3pdgn/+4+h+JYq/HPlKuyKm9aFPNEJkzOpMGMZL5YtoroFzvRcx4ub9rJxYpodBx4h5Q/z4u678WSeJK+epn7BR2RsO/3+zeRkF7JvHCE4gayOIimTCIK95KJXqsddasBfqiOS7iFUqkdFoCkwjrT9JXo8ZylZHor9mxCPteLJzuNzpljecoFoQ4pKQSI55MURZdKhNmYbfbRPDhKoFJhubEC0s0jYeAIO0546SrLG4y13ckbazM2nY7QuaojIhIULrA88w5takunFMMG4eymqdnXrxhMtEWrPEmrPovgsnJJM+EmbhVgQrWjh2VGmvFJEd8k47jIuVUfWBcSMH7EkoBEnYhgoloNsOhiCwGVfFVajhSTblEseYrEOYrFlWEkXTTMz1M7Nk1NVUuFqbEkhrVQQywU8gRz1W+IEW/JUyh6SqXpqkuuZL+7luHGMebefuUgrv//zH/K9O+/nYseSYo7omERTCUxHQnQc1p86R0IIUNHBsAJURC+WmSWreilLrt84nynAXwpumnwqRzUbufg6fWuf5szZW4jhYTwXZtaqIqUEEB2Lm/NH2bnqKNGuKSplN4embuOppttJe3xsjZ3hE4Gv4VWzzM4uZ36hHSXVQTirsC/0XeqlUZ6N3MDn2n+f1sFB2i4PcMWzjOoNMqcDK9h2dD89Vy6y6Koiu8LHxtA5ZscbkKbKKCttMk0hhlOdjMR7KFcEDEFBF1xYVzXjm/3TfGrVD2n0zfPqxC5iI618TvoRp51uvqzfS9rw4jZ1NEvH5RgIkoAgWISVJFp1CcFvcXRuE9Vmhr97419pMWM0bE7jq9OZtv38UVMDA2qJ5fM+Np6tYiayjBeq92FXYJ94iVqlhMfKcUPhdWqb5yhHBDJujazPhaDo79YBpRWkKZtiLMBwqYWT8mpOs4aCuDRGfmz8gGrC9bxCy7ZBWsNjiDhYJQXvrEZTYp7Wqy6CccfPN+w7CCbuREYg6X2TnHQSqexGqQRYCJY52T2Epivccn4n/+1fvnyNJF/Dfw7ohQz//ccHeGzExXViP5/SXiey7YPUbLqPsF9DkUQms5P8aOBHPD3yNAWjwMpgL3VHsyyL+ahpaCV8lQyHGxqXznUNKNpSPtz0wEWe/LvPoXq8FDNpNK+PjXfcQ/eN7+PZi4v84Mg4Y4ksVdFBgnWHSRij+F1+8noeSZDYt2wfH1r+IWrVLiaSRcYTBSaTReZGhpEuvkEkMYh4tTo8LQdZUKPvHHFXBEt873aysGSkRUeNl3s3NHHPuibqglfvdWiRZ79yFtNYxMj+jO4797Fx71388u8u4I8PscXcT9tjj5I2BR45Ms7Tb41zU0Ik5IicXuvlQEue60fO0Z7IEncLnK9LUCCOXs7h2Aoe08/DqRvZU+qkIljIgsTpLRHO2CXKb/2C2pmzxDwR9m+7nenODrzFPLuPHqBvsQvd5TDeXKC9xosRCDClehiTNUZlldzVProNi1UZm6aSw6zLYsYNcY+LsvxeQquZzpKdcslGMGyGQhJlz1IboUKWtulROkb7aV+sQXNtwTBPIKUOoksCvrKOIbs4sXoTU/VtNMTirB4cQ7JFDKGMaKdxHBPRsZc0V1nSynWLZdKWl4FQD3+dq0Zt3sLfRb7BiapB2jJ++uISlt5D1FrBWkNl1KqnRIDJ+iSvrg8w64tSG5tmz+HnaY5NLpki/BtkjRpnkVq1yMG2G3ly3V6cyo/RisdoyUTIBu5ipPn6pe1CQSBcKnH3obeonR7mCx/9NF0zCT5wxKa3Nc1G+Xu4nSTzL6YoxV34d+YYLd7LBfUWVL3A5ux5Qq2bEdQQdn4Bu5hEinQhiDKOUcKMXcJc6MdauIBTyZLzNTHdeAPztRtxRIXWiZfoKU2irvsoyCr9maeIeRdJzxVwKctRfTdRcSSKTo6L1fMcUFuRSgY3Jw7QpJVxQtXYsox3MUZAbeBWeSe6VWZo8TBzieOolRLNFKnVk5glF4LuhlIZwXl34WYLIkV3hJKnnoKnlrw7Sjbg4nSgiTE1SI3/Ah9TElgbn8Y2RKTT26h56RR20c+37vsznt3WyvrcIHck9nPzwltkFuB0qpG07kYUl4RoHBz6O+s4cP29GGoDVclJ6mODpH0pLHsQyxkDwQRHRCw1QqEDu9BOpdSCgfoe5ZJ/Q9ARuCvvYmb1L1lf+zI9AQNddxO63MCG1Ln/xd57R1l21feen5PvuTlVDl1VXVXdXZ2zuhVbOSAkkkC2EAaT/LC9ZmzM4PTAYPMcngM2fjjxsAlCQiCEck6dc67urpzDrbo5n7Tnj9IT6AGe98fMrPEsfdfa6961zg37nLPP3t/9++39/aJIDqfK93KkfjONqSmaZ06TTJ9DRmArGv/wgV/hsetvJFTK01RKMx1vpa4ZrJkpc+OZNMlKCIRNg3aCfZHvUTfn+FIyjmoGeV9LBSsVZOyVXdTKiyBcWsxVaJssYpteRQgBksf/8OcRb7p3uHUF1eciPBnHDlDSVQJuGU2xfu6+Z9X2iKUcpgeTDI8001y0MFWTxeZmFltacBUF4XrU6oKyFkDIMslaAfKLKLUSTfEFmq9aIthYJV8IMXSim+XpGI3kcYRCIuZy1aErvLTlav7+3g9TKyrImTpqugolFyQJRTgEPAlTqDh6mUrQwTNMJE3F9lnEzGU2GUPsMs4QUYp848IDjOa6uGfNC3Q2zpPJ+Lm4tJYLywPYnoaCS7uzQJuSZV1imW3rX8RnFrmU3sb3xS8znOhE9VxWLS9y44Ui4XodbcNjbHUGcdo8uhaqdE1VsBWZ8x0NnG5t5AlxPyfUPaiOw67Tb7Bh+BT+ShnF9WhQ88S6bQ6LXVyp95L2gqSUCFVlRbpSVR3ciE5ELtC+PEvjzDK6sInvXOL69YfwbIXy8w2Yh1RMYWFaFgGrgoJEJpJkLmEwsWY9Vb8fc3aYHZkrtAzVkAQ4McGlQBd/vPGj3K0d5gv6t1CFx/hgjD/cFOLiKsFVg3H6p0O4yDzZfCczvjZ2qTX63DjRapFaYAxHL2BW4ZbZV1jfcBE94rDsBBj2GhgLJSg1q4QSBRoDy8hvznItRydbbGSq1MKlYjdhvcS1bUdImBlkV5BMW6yaqRIqOdSFxrSi83xI59XAikGJgkrZc+mZu5bO7EbyviX2d/+AmejllTaNDylwF7nIrczcevU7JPkd/P8Yrg2jr5A6+TifOd/Pca+fTwVe53euCqHu/jiEWxBCcHj+MA9deog3Zt5AkRVu67qND/Z+gPN/828Ul1I88Kd/Q6Sx+Rf+zfL0JA9/4XP4IzE+9Ed/RnF5iUOPfpexU8cxwxF23fN+Nt18BwcnC/zrwQleH0phBCfoXHWehK8ZX+UaFrIGk+kKVdsFIeisTrM9f5r22hyuamD17ibUvQ4tN4dYnsJZmMQprqQ1JVkh3NpBY08fLX39dK5Zh9HQzHMXUvzw1AzHJ7LIElzdm2R3TMV+aRnVKSPyD1NZ5zBTvIImFG4aupbJ9vex5qYo+3WdR05Mk6jCfTUfPk1mcPsi4/mXWJuJ4nN9XIpeYjw+Tme0k65QN3G1j5blVew9GyRQEzzhT/O9us2fOkm06gz7l34MnsX5tdvYv/tWaoaPveMXeVAUEWaQMyPjBKJRFm0Px/OIqjIxWaahHqK9GkOWEwxGdc5E4HxMJ+WTaKoJWqoeDW6RhJMnlQ1TLHtEahnalSUCfpdLNYOZqkKfM4MilZmONTDR2s10azeuqqHXbe7Y/yx9I8eQxQrxGepZz3M3vAeA21/7Ef3jgz91xyVAQ/UEqDqqFiWAjCSBJRyMQoHdFT+BbR/jUuYQ5/IH+J/lrwBktYtiy/t5aSMMdUYJl2vccPJZ1k+PopY9NoxNEapXkQISkUgO0ary7a338O2+e6hKdZpm/wSHRe5/zeXmMzpPXnsz1WCUPRcz1APTPLLnTo5u3ApCELMEXz4+yY21LxPXRhHeyiQKAVPlAU4MdLJw+mPIisM+0yQka9jpi9hXXsJNDVJWdB4euAu5aYAbhaDf14SurUy6crVZFkujyPohtpmDzDtr8Hv7kAN7sQvz1I//A15xnnKglUv991GM9OE5y8TnnuNkSzNPJXehuja3WieIRXSELNM2M0vryDR6qYLPtTBdC8OxUMXbsxeWIlPRNSqGRkVXqegaVnAD9cj11HUdy5nlZKCREZ+f7enn6amMg6QSUeM09VuYe47i5k2uPNOCVfUR8HT2Do4iUNm/86M8dGMP421NALSWU6yrjHDzqePkJjK4kkqu6Q4yUcGyf5LJxAhlbRhJWCAkkuU22gr9tOZ6ac7H0Zw6Cw1xfMoVXLWKXgyiLc0g+WR+sP4ihtxL0XgvxYkKkgN3VH2I6H58nQ/xuUyBZLXOYszHAe0OFi7dQ9QrYhUVBi59i3BxiqVkB8f7+zi8YSNHN2zD1nQQgr6JSe48WSbstoBXxbYu4daOoOBgyjaOPcXGdg/7rhreYozRo7+HUbQIOkPMOCP4knOsvmsWtx5l8uXfRLSM0rHxCUx/GqkoY6EgFIns0C3kx27nmc1+qqWTvL/vG/T562RzUZYP30I9XSPkTROw87TpBXZ3DFMXMHciij3u43LPFo60dDGm+Vnyt5HSYtSknxPVFYKO2ixb86fZ1DxI864lzEidlgmb7lQJr6awUI8y4rYy6Paw39jMZdFJWfYhB2VWF0bYsHCBDjbi8w0wox/l8Rt2UPEHMWyLgKsjORqa6+BSwJUW6BXHkWnk4pV+SpXgW1WJ6jk2NgyyqeEiA/Er+FTrrWPVYhPjZz7GD3rWc6XdZGB6mvtffoiOKYdoMY2vvoBhC4yoTePeLMGww6jZytlwI0aljp6zsJZgvpZkVm3AXyogv8nFpiKrOJjcw7KIvdW1eH4FL2ogYjpeVEcE1LcpM8VFis94f8ta+RJjhX7OXtyDP2OTKOSIlMs0qI1sVNpREqs56BtnTE2hlAr45sZo3zVDdH2Zkeo6zs/dwtlIF93ZSb488nX6whMcc9fweHYDdx49TKwEg21Bai1NRGNx/tm8inPSKr4sf4N7pQO46HiyD1eSsCWBkMBDpYbHiNNBrzxHnzwHwLho4rTcxazUhg8dM+iRj9VRwgu0BefwaysR4ljWonWhTjRrcU71ka9uZr7WzOZnTnKyG87uULi7WqWl1Ehn2EOVBI4TYNIb4Gj5GmpuEhEY40ifwcHutVR1jb5ZiwMf3v0OSX4H//GxWF7k9NJp/KqfiB4mkp0iPPQS4UtPcb4U5dfs3yInhfnziyUN3AAAIABJREFUmyK8+8brQJKo2BWeGnuK7176LmP5MeK+OPetuY/7+u8jaSZ5/utf5eIbL3PPvR8iVrNRYzGUeAI1EUeJrxRZ1yksL/G9//w7CM/j/i/9BZHGprfqNTd0iYPf/y5T588QiMXZfe8H2HjT7Uzm6vzboQl+cHIGxxN0xv2sivtZFfPRtHwJ9+wrVBdnCMQS7LjrHjbedDuG3/8z513KpFkYHWZhdIj5kSEWR4epV8oAaIaPREcnidYOUAOcXhY8lQkwq0bRBVw9f447xw6wPj3+VixrLNzKP+76Nc4HfCjC4z3ZFF3yKjS3QCj/FI5hUzVNFoMxpns309jeR7akMLpUZnKpzH2uykcxSCH4CyWNzzvH5oUymqMjJAUr1MJ4ey811U+zK9hk+vALhVKhwnIqgyppxBI6Pbs7OeTZSBN5bl90CFkCDJn58iiG4yPua0F4LmdyQ8y3CXp2fw3NDtB54veQ6mGqQY2S6TBdGGR29A0sq4DqSivRKcnFQMJs7EA32zmnrCO0+DiBcppza7fx6t478VtVcsEYLekyNw8epXvmEhtOn8JSZKrREEUzRtWfwKFGxc3jCRcJCVU2aCjZbF4oELz+9ym5BYaKp9FlA0020GUfmmxQxeCS8PHihk6O9/lQPcHVl2rsHqoRFAXWKC/QePIAXtYi2FJnTmng21fdy5PX3ISlauw69yRLvsewVI93H42hs4mBiWH6ZqbeahsCONe7kc/9xmdRXRdL03BUlWtnM9x1/CmCF0/ic+sEuyEcu5Yj5dsJKzLbgi4TsRKDDVHumSpQLi7xYvYkD8Wvp6CafDz2Q27rfYVlxcQvteGd2UM4t5GE0YokyQhRxfVkFFnncu4KR5bOYQkdI7qZqN6GjctJrcRRU8FWVqL6cbfAjb4RgrJDx9QUq0aG0Go1hCRRUzRyepi0ESOtx8gbAeYDSZbNCI7hI6xAv5DpkmQykTJuSSdZ6sK1RjjSmeW820PJ8rGxfIy9lRp9sokkbLy+U8R2jVCa8zP+fDuu9ZMsRNDy2DW6iOIJzm78BJc7gzy3rZvNw9P0jxxGrY7hKionNxiMNI9jKysDdaTaQLzYxELjFqbbriaZq/GuV5+mZWEYR9God9xOPbiA6sDWkxcILY8y0RBhKRzAlQSNxRJr53JUpSB/cP2nsA2Zv5K/xzX6AeYUjf/WeTWhdh87pBPIlkTDaZvaEzEO9+3k6Wvey8WuRmxNwayWWTN2kW2XzhIp+QgY1yNkP5XwENde+Q7hiTLLhsFkIshyxKR99yLJzVmq02uZOvbrJORhokqG0dpetOggq67/e5yawuyBDUR210gkL2EVG0md/QCluc3IrsVMwqCpIAiSorP/zxHrC2BJ6E+ZNLxmv2mxDFXVIGsmkJwquZYwV228QquZ4Xv2DfyR+xFqGMjCI+mkaagu0WgtEXDKgED2xxCVLIqs0RpcQ1FvJ+cO8i77MbYnJ0myYoecDWkcizehpiUCyy6+qoshe9TQmIh2MhzrYU7vZEZbzYYrgzTNHkFCYCgJam4Bz7MRkg+BgS1shLcia1dXdPbH9jIc6sVBo7c0zG3ZIczgJtSQidkwRDEwyyrXpW0+xYW5Hv7sPfdRCAT55I8e4n2vPoeQZHKBIFONFfKNda6P11gbyq9sVJzzMZWOMe+GWFCCZHRzRZdbgKxqzMXaOWxspLmywPbcKRQ8LjRvZaxzLz6/SikwjWI7LCT6KIcjyEs15KkSIa3MTR37uS3yPLLk8S0+ylF3L5IDVd/bx5VYvczOmYt0z88SXJYplIaZ7u0htbud82Iztmwgux7vmniBryx+nZBTZn/xQ/yWsZuCG+V6/Ud87vAB5GmF0bZWvrz9V8jJQT6tvMBe+Tx6PY9u15BkQTHoUDFrmC4s26v5b/VfYlB0sVkZ5ePak1wrXSQqyj93zLdQ8CQFoTu4skzRZ/CiG+fkTCNRfTMYIeS58yTLZUKqRUC1CGkWfsVCV1yihsCvmTgiTIUA+ZBEIeihSjaRap1QpUbIsWn7yul3SPI7+I+JolXkpcmXeHrsaY4tHEP8nEgdgHANZBFgVSxJUzBGRI9gKAavzbxG0SqyLr6OBwYe4Pau29HfXIt27qXneP3rX+VaLYRx5vwvrIMTDnG4s4GqInFjtJVkYzNqSzPR970freknphbTg+c5+Mh3mL18kVCigave9yHWX38Ts6MFwnEfZgDOv/wcJ599glJ6mWTHKnbc/V7WXn0dirqiKuEWi9QuXULUanjVGl618vb31RpupUK+mCNdyLNcLpArFylIAuunliF4ko+SZDAVaCOlNyAFI6jGOKlKnCLthN0y62o2Gyo5JFlBrc8Tzl1ACAdbVbBUBU+SUDwPB42aakIoQafZTEwEqYTSVHpO48xtJje/DVVt5Ke3KNoKyEod07AwzCCKZpBaXsQTFiE9h6h1UHNWOu6QAnZUISem6Fm4wJbELaiyTtWz+b3aOOu0V7n6lhO4lsL4k/3EnE5azR5a/KsJalEActYS85VR5iqjiOVhOtN5GvNlxrvvZqypEbfyOrLnIhDkIgnya9ZxquUmmtJpfvXHj5BpDTC0uhHVUukvbaI3LNPgRRB4DDLMXMFHxW3kkrzEbH2JLx77FsHrP48vGGZOepIL7MTOrUKSBAuqx+WEwvlVBsVWH3VV5tryCT40/0MGrCvMT76XwdJd9C88RvuVl8hvjfDtbffy480340kyNx0/yIYrj/D9awoEavD+g40MTDuIqsej/fs4l+ylqzRJp5OnUY7z9Q/uI1Qu8Ld//QWKqsbp3h4UV8PvxtH0Zrp9MXxaG4N1lYjsokv7MZwDnFR7aA9s5rDUyGHJoIZGVCrwlehX2WmOMt9ssJQ0qFz0s/R8AxvkJRatHha7byIQ7iciGfwzdc4Kl611hb11DV3ARaPOoFlAlS1MycIv2QQkizYpR/vcFOH5SUYSGk7Qps2v0ZLfRqo6TcHO0ODrJNiynu9FFxiqJ+mu9qKgcAGXOtDuyLyrrOMXcFJNczlcwdKjZGsaa2WF3/YM1qGyqC4z0/e3BDumyCyupnjofkplF+GmcOrnQKw43Zm2zvaJeZYDZY4PbEOp5fHXbGq6y+XOIpdXFakbOleVJO6tTBOu9vD6zBZ8+UnSic2cG7iKc33NWLqGZlusWZgmVi1SVU0sgkTKNolilbTvHJPBY9x0rpPe8ixbwtMsOUlkX4JrQodRcPmW924OB+9juHUUR0+wo3SJDcnj9Iau4AiFGamTKaeTasrAGJWITXYQckepyOtRjc3o7iIHem2e37UJgFWL0+yYPcO+3HFa1l6k1gKZoRtYPP0eqJ9BqN2oagOd8YfRrt2Pa8nkF2Mke5ZwHY3XSh/g+8F3EagqbB2a4+6Dpxhu3olonsa3+jXqmkN9JEL2cpwlNU5FNajoJlUjgKP4qQI5fUWP2xB1/kD+Nh82XmGxFubCyU6SswUy0Shjra3UdZlSQMKXDDKnd1JSKlxZ7qRq6vyh/l1ulU8gSVAQJg8V9rAqNM2t8jAlU+Xc5jCWLmMVVYozAYqzK8WtvX1p2k9DxsOv2gTfJFYB1cKv1/H5bS4vNbBQjhLTK1QakzyrX8+C0cn9KZMdAQUze5ZD5izjHc3k8PHijr0kc3l2HTgKNY9SQKI7fpirxCi7azla5CJCQNE2eHWxh8lKDNtb0YdvNMp0BnJ0BnI0miVKcpBZkSAnQsxJLVxxuwkszaLm03iKQrklyGLLvRzvamI2EWb38DT9M/PUlFnujD2OvqGENiZRONXMk/tu5UBiD2mpAZ9XZ2dujDtTL5Bw0/xb6z0cjG1H82wCTpWcHgagsZqmtzRCcValaTnFP6l/zbTayCe3fpmm0hW+OPJV/rryaV70dvCg+ixKqci39feSqOa5vvwtXt67gKWtTJTieZ3dgzGasj5SIYlX2vawVN8EmsweLUW/O4GJxmani3VuIwbLmMoJDPk0unwFRVp5RoWASdXkFb/OertGj+UQdHxUZQXdE5hSBUVyf+YeewI8IeMImapiUtL91BUdx1OgrqDaKp7QkFxB/58ffockv4P/OLBci/2z+3l67Glen34dy7PoDLRxlwXXT5zAlWTyrZtJt+3k+0sRTswu0BaH7d0GNa9Evp4nb+UpWStKEw8MPMCWhi1v29g2P3yFA7/+KdbOZ1E9j8THPkb8wQ/jlUo4mQxuJoOTzlBfSvHCyYOkKyWu0cPEckXqy2mkXBZZ14n90i+R+MTHUeNxAIQQTJ4/w6FHvsP8yBWMYALX2w5eDs85h+fU6BjYyM53v4+uLdvfqpOTzbL0tX8h/4OHEfXKL7w2kqYhmSayz4dsmkgBP2pbO2NujZGyg62twfBSuOISqmlQzDvYzv/1c+0iU1MMZE8QsOpE6lV8zpuEWZZwFQ1X07AkgScJQEH1XYXP3Mk6n6DL0H9GyePfg0CQDYwxKeZJzyQpS90gyfgkaNZkHNXj77URPqA9ROfeeXAVMi8O4KYcvFKJmgQln44m+whLfmTNwJUUHGHjVzTq0jxKbT1puYDnTKHbDpamErAtkg07WfKuxlN8SJ6NkDUUoFNzWOVTiCg6dVHlcukUp+wjjCbSjDS7WD6N3eN9PPD8UaKbPkKgZTdHSjaLDoS0OealAE9tOMPkqrtwVAVPVuhesPn4+FP8qvU3AFQVjdRclGfrv8Ebm3Yy1lBiorUR1XG449Br3PXGEzyzI83hARnNUUm1fBbX7cN3eRDSCd4nNO5FRZYUFElG0RV0V+C3bBQkZElGRnpbWx+tuVyoeegSWJ6D5+bwvCy4aTw3g/DSlKUakmET9hWIaSXalRz+ios3aOJVDQ73beXV1m1cUZtxUIh4ZZq1As1CZ1M+js/1Y7NInaOkIyoX+7diaQa3HX6d3pkJyrpBypzl4nqZB0p+0l4zL4pr+GQ9wPHU05SdAq6isDq8jk2Ne/FZcTw85vUpTDdCyAnzSN0mUJMpSzbnGGbQjNFaX2Rd8RKtWoIdRjtusIVHNzTR3/Bf2WRc4Hgmgtj/fxCtNyDjYSNR0FMsmK+z5J+h6LdJZmr0zfjxWQrZoM1si8ZcUmYuNs761G42z96CI9lslA6RzQxxOj7AXP8uLrStw9Is2nJLeKhMNDS9tWHq34Pp1rgue5zfG/8X1lQmeDG+hy8EPs7siInwKdhbEgTUOpFSEd1x6BDjbFaP0MMo8XAW1bdCCDxHppbtoJbtxc7EadDHmQhGeDW0hYw/zJIRo2L4+N/FX9AjjZA6cx9jszdTkIZIzr+MKpUxG/z03HoOIYOkgCwLLqYG4Lk6Y4k1XN55PevnFyguq5xxIyxLwZ97Torw8HSFhCNoLmUJFOeQZAe/XCJuLZJwLabaBvAabL5c+gYxijy9sJP0RIie/AKuAw/tuZsLwVUseQFMyeKz8sM8qL2EgoeHxI/sO/l97wNsaz7DR6OPoiybXFOeIOMF+ZvYHTQ1zNKXGMOvvxlpzifQMhFy+QAlXcEOKcg+D8Xnomo2hlTDcMv4pCqmVkNTVyLJtqtRmYmSOhSkXDDYEFlkU0OKs7417O/cxcH4Nq4Eut8ysVk7P8ntw4dYJ0bpY5wepvBh4SKx7ERoUnOMFBM8PbsGS/Pj+MMoAR9+vyAqKoS8EqoskZVkTKlCt5xilciSkJe45K3jCW0v9ZKMsTiDWi2RiSZ58Zq76S7W2Tg2ynr7dWLXjONGwT4U58LiLiY6u5EUmQ55ArNzidfjuzkuXUVd8hHJZij7gziGjiRWrMMlBNcvHefzU//MlvLwT/XT4AH/pfuTfK3zl3lw9LtsHn2avw7cy3LpagAC+gSfvvQwN59fpmiqVEwdWajInori6ZyKd/HNtTezbEbZs3SJ/zR8gEbboii5LERMFloTLCVbCFomTcUKirBYEzrJ+shJLEVlWpHptq237HPKksSSomBJEpoQhN0Afmc11VI35akstcnLuBWB8H7SBwpZwfOFkYwAsmkgmzKaYSGyy1gLZQYuX36HJL+D/2/DEx4nF0/y9NjTvDj5IgWrQNwX5/ZVt/Euy2PDwX9Ccqqw9zdh58dJSTE+891THJ/I8snrevjcbWtQlf81kpY/c4ZLn/4kkVwRY+sW2r70JYy+n7Wj9lyXx//yK4yfOoa078Mckzo4NZXDcjyay2k+nzrImvMHkHw+4g9+mMRHP4oSWZFxs2oOj//lY8ydewKXlTXFqtGPrO9g9fYNbL+ji6auMHZqidR//TqFZx8D20Jt34Zv0414JQUUHTnkx+hNoq1pwFjTgBLzI4RACMHZF04iH/06IW2IGFnioogu1952DilJZwiD+VoCp9BKpzSPokgcrb0f2V2F5NZpXB4ktrSfpmIZ7U0li6zpI2MGCAmbqBfA50EBi/FknOnWTcjGVfSpAfr9Mj4kDpoZpMwYgUoRCdBllYjeTFiLUXBHcIjT6m9DE0GccBqlEgZbxZ46QNEpYq66mSVXZl7USFkywtOQlBrhwCCJwnHsyUmqjo6lrES5bVXGUhRsdUX0UsEjVHUw1BBln0lFbsZzxsGz0FwbW1GIWRZ2/EM4ejeB4jRrxx7B0EuIrnuJNW5GU3RSbpmXjRFOhS4yEb1IybeiS6tVWgnUPXKxBa7LbuZ3Fz7FDGOU9cMoWppTbc082nQr4/4OJOGxNrPI1os6V6cvkuz+EW/Ed/JS/CqmlSYaMxkm2joAaE3bbLlymhuOfZ9No7P8yQdlLnfKCClGLvQFlAkPabFOlyfzR8JPEzLzdpWycKipflQHZG9lMBMILDxqkktNLVM2skTsGNVSlPEGlcsJi+SkS8yWSbqCiKe8XRHFzeOJMopr47csKoaPJTNCTjaoo+BJAkVzqYd1Vs9dIuAEULQuPDdLVjnLnFFhur2XU9t2sWp+lv/8zb+mNVVgsvNW5lqvI7l8gtVjz4AkAxKq7FDzKghJxtL8eKpAtTwczcEJ6SCbhKU4ptLO+YY9ZIwkDfV5GrP7mTI88lIVS2TxqRFcr47trbR9SRUEGissRLspF9YTqzWwEJtnOnqZmcggVb1CIq8zMB6me96PJCQqPo/uVJotE0Wu9L6LybatzDWdJCKrCK+V6WCAK3GT6dYu4tUy3ek5epfnMOt1YGV5wVykkXi2ndaMTt4vYQUXEf5ZphuW2VovsLq+SH95koHyKLpwmPS18IWe/0TWCXHdiRMooyX+rft2yprJffOTNHnTWO5lhKQjhIWtuJzpz9JbMej39+JvUtATY/jiM2jyCsErY5LymqgRwJOh1xtGw6aW6yRjBLD8dUJSgRAFfNTf7HslZElwhq0cLd1Oa8ZmIH+ciHKWIWUNzy3fyGy5hZbAAvvaDuLk+vhB29UE6/CeExYxS0IVAtWeRcu9TIWllazWLzAwNRWbW1qG6QulGao08of1X+GobzNIEgknz2+Wf8AvJV5FUz2EgOn5GB8PfJZhfRW31V7nuvWXObP0EWaVBW6YeIYHGo5RUUwetH+fy14bVxnDrI6fp6l1nt7oOKr89iijJTRKToBSNUDBCuHYKugKOS1KVk7QbwyzTr2Ah8TCXBulgypW3mBTMsUN8WEUSZCTA5zX2ql4jWypj9Ekz65cf8dgqtLCGXsVA8YYm4PTnMs182R1FwuJNmaDkNVK5NwAxXqU7YXj9Iy18uOefbiyynVVjXWOgYLNpsgjXGc+xpSmcnbVKjLBBD+cex/bTx0gUswhon46d82Q6F7Eyfm4cnkP6foqHFkjKgrsE0fYwlkUHM7LaznW1Mq36zczOd+FpLi0NV/hjtYn6QjbvCjdzRvyPuqSyYB9jn8Y/GN6c4sc7k2w6BecrwR4VPkiy829NJ4dxJ0LUH5zg3UTVW7QLqAVL7J+eJJYOYZphVgwDB5avYuzyV6aqhk+Pfo6VxeyeMKjYGeoOwUilTqaJ/CATCJBviXEttWDtJo5zsd8/Fo4QUlSSMrrEOYAGVdhYHaGtG+Ref8ynpRjw6TgfUc81o+Dpwjs7jje6r0oUhmjOo+vuIhWziFqddwqOFUFu6wgPAlXlrE0je3nzr5Dkt/B/zsYSRX5s+eu0B4zuX9XJ/1Nobcdrzk1ilaRolWkYBUoWAVOLp7kmfFnWCgvYKomN3XexF09d3EVftRnPguzJ6H7erjrryDZy+mpLL/2nVPkqhZ/9r5N3LOl7X+pbl61ytLf/z3pb/x3bFki+pnP0PnpTyPJPyHXNdvlzHSOw6PLLDzzHRrnTvN6/BoGIxvZGw2ySfURK7hU8xZPKjVuHZD54MXnKD77LHIoROJjH0V794d4/l+H0Y49T//oo+SCPoxKlc7P/yHjoR2cf3WGesUhSZqOcw8TzVxC79mN+cEHeN2bZ2hyBFPotHlx2tw47V4Ck5UlImmpyIycxpbPcKP8MEGpTFrEKFltFJwOyniI1h285l3hyegJhOfnmvEbaSj14quBaVlIWjOuZLBm5Lu0zB0HoOwLMNysMNnQyVOJG7GSYfb0zaPVtzFhhBiOCrKSxr5zFW4dt1gfUEjKEsNamVfdc4RmLnLLyRMISWKiIUIm4CPv9yEkCb8Soi3QT7vcTGDwBbyly6CaGFvuR2vbjSRJ1IwFZrb/JW5wCaemUnttI9b4RnLBDVhGjJ6xJ+iaev5n7qkAPEmiqqtYikw6JBhrXodLCRUdR9QxbBdTilJJ/ioSNk71AJo7xvbYDbQF15FSs7ygv8zRwBkmYzkcFRRXIVzooyO3jluLHttnjqCcn2V+TZTOtf+ZaSPNZzv/Csm/gfn4/XhqE+tLI2zOjtB2sQ+jkAAEga1PcKpd52RuD6Mt3Ri2YGB8kr3nz9M/N8d8820oIshQ8iSuVESSfHSmIhS1fhRXxefBGlUmqMgs2B7Ff1+N7+cip3v8Q7+CvS6C5NQIzz5EW/0yraUWOuaaCWcjGG4ITQ7gGgFqmp+aZOAKBUVI6AgkFVBUVFeg2zYKoAhYpVqMx3L82+ooU6tWiP9Vg+f53Ye+wXJoJ5OdN+LJOraVQdcT+Iun6V7+EUZZp2IX0GUNTYliCxMCNt72ZZxdGTBd1FEDZ7yZSet+6tU2+oe/T/PCEeZjQS62JvFkiTXzGbqW85ztX8v0wA7aG1+hXqyxPNkMlTrym0NayeeQCdu4skdT1sBfV98U8PsJk5M9j20TCzQWq1xqSTDeuLKUxzaC1CNJ3EAQSTeQZAnJdejKTNCanSVlx4ktF2lPpXAVk1IoSCDp0JqYJxZfRvfbSPJK2thydVIiykFvI5P5BlaPTbNucgIhSezfspNXtu3kcq6JomOyvaawN3sGBRVZ78W1ziKsCbTArchqE5dbJX58VRRH9VhXucgHrKfp8g+i6b84EyUE2ELHknQcSSZCgRo+LNdHQFRQVQsh4OzSBh4fuYvpUhtJdZkbfbMMlCs803QGqd5OY+VmXt8QY/X0CLefPUW5Ood4S3tPwtOjXF69novdPYTdPGudS6y1LxB3M3iOTL4WQKnF+LC0nwPeBn7T/g3ibo5H9S/QqhUAOOcb4Nu123mythkHma3iIrumDlPqXINkBsB1wbFJKB4fkR9Bp8bnKp/mCXUXzfUiHzv3Q6bijVzc2kGBAKuWJ1g9m+fRjpvJqSGivjo71BHa7PJbk0VVqaGoDpLk0tp2hebmERTFJT8bYel0hLlUE6Ixyk3xS6x3RomJEjNuIyPSai5L3eTy4MvO8+6Gs/SF0rxS3MqX+DgT2s86G/57UAJDyFqG3bUyfycexsDmd1b/Nk827uOOY8+xu/oa+WkfwpVR23Wy5gBl1SJeynGdd5bdgSsIIXEx38SJdDtXpHaear2JihTDjB9COAFqhU2AhBoaJBk/QlMgRSF6A+9KZ/jtyYf4054HmGiqc5M4SFy3cFD4YvqLzJ2Podg2NxTeQKm6vNywj5BT4rrS4/ikDL66yri6haOx3XjI3FQe4zd8fdRDUV7XZjliLDEXTzCfaEOqu7TOzrPv4iHes3yAjWsnkVTBN6UYX10dIFbyUYr/KnMte5CqNW4dOk1nPsWTa69i4+hlPvDKk/TNzJILqDy5O8AzV3VTCPWiq20gGXiSjidpb77+VJE1hKQh3iT6izdufYckv4P/5/Hwict86eUnUcxxXKmAkKsETJugaSPkKiWriOVZP/M9RVLY27qXu3ruYl/HPvyuA69+BY79I/gTcNt/gY3vRwCPnpjhDx6/QGPY4B8/vJ31rb/YgMPzxIpwvSRReuMNFr70ZeyZGWZiIZo+9zk2vef9wAox/v6JaZ45P/9WpHhX9gS7c8cRbVeTbLiJ2nwF1/KQZImmrjCu47E0VeQ1n8117+rmEx2Cpb/9O+aPDnFh/cfpnnya5oVjBK6+mvgff4G5z38e98RZrF//JNKBEeaWJKbbbsAyImiBEumuSWqZZVK+FPOReSzJQrIlDNdAFhKtTgPrrW421HpZ5x4ipn6TM95W/pVPUKiE0G2N7lAFX6jCpfoguhOgrdBNqJYkVJwmnj6H5lSY6L4b2XMYGPwmjuonG1tDJraWqtkAkoRAMNIq89TOMCWfguoJjLJNz0SZe4cttmoGnbqCo1gcn38OUb2AsuSiF+socn1lOUO5igCWGttx19xMyppjsTqOh4chIO53iSd6STo7MX06esDDrHRQUmdYHP8BgQtDBOoOll/j0pZPkdbXADL1yH6ax6/QPZ4hWJyirissh0IshSVKPhnVMajqGo4iozkCS5NJFio4sZuphXfT7M0S6PtHwuJGmjPXcMmc4rIxwvnQBNPGAvVagUi6GX9lFXvcMjdqF+gtzVBfUtFDLpbPZDT6NSJehA/vqpNxnsZXegNwsHzb2Fhez7WnNyPbKkW/hN/y0B2JugqS8NBc6W2k7H+GKzlYkqAiVhLMceEQkA1qngQIPK/EFUNnTJNIKR42EEbQjUJJ1KmnAAAgAElEQVQnCp3IdCDThKCg1JiS8pSkIrpSpyzZ5GWHnCFQXBfP8ah5BmWhUxE65TfLvBeijkbArbC2PMTq2ihH9+xjon01e84e5OqZBSpJP3fVdxMWIWZTz3LcSvHV+38VT5J48Lkfs3PIYab9RlzV5HLAY1KZYYMVRnga7VYA7CFqpafwxVupNAdQwxVaWoZJJKeQZUFpuZlatoFQ8zxGaMXCvFxNEJro5dJFnWp6mXSskUtrdrG2aNOWW8KoH2Xu2kkuI3OlamDLDooj07fQxapUjHg6h27bSEjYikotkGCi6xbO9fjZbp2gofwUU3N+1k5E2Dpbpmd+kXNrN3J5YABUj1CxSHxpmeTiIrFshki5gvLmeGkrMuWwSqK3TDJWJxopIisCIaCW1ags6pRTBtUlHc9ZmZB7kowsPKqGwWxTA5NdYQ6s2sHYqn5mm1YhD5VQpsu02xL76lnU6qtE7BYU/3XUNYWndgaoGjLr5irs4Q06e55BD6WoF5qpLPUR6TqEXYmxcPzBFblG/zyh2DBm20UIFVZmlzJ4nkRBCjMldZGzI0xf7OXc0lqWhY+oK7GnUqUn/QNkahSSmxF4+KrL+KspXPcnWStJCExXxVvdzGjidtpmojgKVGM55J4zFFqyFOQIxVqAzOUGRlONOEh0KUtMuUnukQ/wKfUp1sozTMhN/EHXZ3iV7aiX8ghTha1B1iojbDk1jd+20dIL1P1NGHIMV60RUpb4sPQYEQp8zf0Q/2Dfii0U9pUucEPqLK+s2sE5rYO0CBKRquxUp2hSi8xHGygbBrtHxmm5fAphVeit6wRSs9R1g5neTYzfnKO7e4iAXqec9rF8Js7p+Y3oyQRx3cGfLVC1KiiVHH6vyt2dQ3SZaf7IeoBvunfQ4nn0ORJragZ+oWBJMGPkedUnKOEjFhqkFjpF27LCtmG4MDDDdGf6zUFMoqm2iT8tj7ClepnnW/rxtadBgtGTvZwc76WvMImnqOgdCfJmGwKZgFcjWDexi3EOGCGOGXEktURv2yPcks6wOKszstbgSnUbtcJm8PzIvhk2BF7l+6UXeCHSzq+v/RMsswOEi+Zk8U0VsUc08MvYW+K8N/hD2iuTTE4089Lsdciex8b8ea4E+ymocUy/w7q2GE7Ez+WQREH/H3qCArnsIJcsAnqdWtjP7078C5+efZTLgU7+t467GJfT3Lt/lAdfnEcGZsINTDa0Ijf4MKoF+scnmI61crZ/K6fWb2OsK0zaSLz5+x6mk0J2LCRXQvYcFNdCt/MoThXFswGBrKm4XhXPLXP6wa+8Q5Lfwf/9qNgVTqdOc2juCD++8jo5ZwJJEhiKQaPZhGUbZIsK5ZqOip/eZAPb21vpb2ggbIQJ62FCeoiOUAcxX2wlzDH4Y3ju81BcwNv+MYY2/hbH5x2OTWQ5Pp5hoVDj6t4EX7t/G7HAzxeDB8gvVXn8L0/hLKdYM/4YidkT1CLNnG/bgbpxK5tuuh4toPL6dIaHzs4yVamzsSHI1cEg0ckTFMeeRNYH0Py3EWsO0LE2Rvu6OG1rYhimimO7vPTNQUZPLXFKd7jhQ/3sNf0c+LtXWH/2n/CX55H9frIfuZPfi73CtaNt3PejYRSrBkjM9fXwr1dXkb0NbJm9Gd0NYGkFKv5par4ljjQdJmUuoQqNFl8rveE+mtIJ3jXyNFFpnj+VfoOn632oAlz4GSvngOvQUCuRqBXxY2DoCfyySW+9wmZ1iES8Cb9nEeQxHDLknN3Menfy3weivNpt0Jy3uf1kkdYlUKnQYwRZa0jICLLTr/KaOEdjJsPmqRSWJmHYv2BDJeDJCp4ZZTGis5Dwk1YUXPH2FGinr58tyRsxtQiL6dPMTT7LUnI7JV87EUWlIMLIahKldAyv9Co1XV3RCX4LCpIcQ0JBslesxNfMp1lsvw8z2kVj3KFPtL618fPnklWvhirNoCkzqEyjyStFleZZFDEE78G13s3THYN8Yd0ukCQkN49ZfJFA4SWgTGOxl/7sg2yYjZCKSMQKVTThQ7VKNC6dJuTN09C1xGvNLk9HwJUtKnoJ29UxJz/CpmKYPkdDk3xICOIKLOuL/GtLgOWcitAVvPVRPjxcwKoUGEZi1lXJCAXvrXMS+LFokMuEpDqKMKgLjRIaOSFTRvsZ3V5JclCVAro5yXXzkxj+Vg5s3sJNB5+mMb2Ap+oE9DDdUiMDiVvwXIel89/h69fv4Nmr97H58nk+8cwZMg3XYeshUqEKT+1IMNtoksxa3HamSvvCNKpTRdZXI+vzaP2v0tBxjmAojWtphOb8JGd8aBUfx0ofYMlZgxkZJN43T6ZykfyJOsKRaNqZRuoMUkwnOVOVORccpaBW32z3Bk2lDtoKbURqq9HqGoHUYWSrRKxX5v3SYaaCzXyy79fJGOvYOZpi88wCjrlMRqsTtFUkz2P7iZOsHhsjH4oQqJRR3RXbQkcxKAY7KYTaKAYaKAUTNERG2Bd/DL9SIlULMl2JMFPvI+XdglDWoNsVVKuAYuUxrCK6VUCzi5SCHSwmN+CJIqpYRlI95hOz7DKPkTG6eTS/m4tOM6ZrcXfRol1qwZYFNbWKrhRp7ThGtG8/WiCLVUpSLzZghFLowTTlVB/DR36JumtQC8/S3XuI9o5zICSyhTYSsUkyqY2cnRqgyfFztjnJS4tdkHcJInFtRWWdJaMgIbwSVvExhJf+mYc7XqrgExqP3H0fmxaaSS6bnO/UOdGvMB8zf/JZx0OZLKFOlMAReE0+sDxi2Qx/EPoe99mvsqRE+KL9EZ7yrkIPSNh5QVKkuUY6wraeCwyn9uG5MiPBEmqtyu6Zd+PZs7il53GMOIaU5oOtR2jU8nzDuZtviduZ8aKEpRoFYWAIm2apgCI8br90kDuHDnK+bx1/+cufYKaphdsOv86v/fA7BKplphsbmV31EULXvYCWHOFsZh2FepS9LSdIhBaxSiqL55OMTXYTKhT4P9l77yC7rvPK97dPvDmHzgnoBtCIjUSQIEGCpCiJQcmUbEV7ZDno2bI1nlea8kzN2HqWPPZYzh7b0liWrFG0SDFIIsVMgghEIjLQDTTQ6Jz75nvuuSfs90dDDJatN/Oe680/XFVdp7tP6D777tp77W+vb31C+hQjeT7WephedZ4/sH+Fc94mcuoKUbXKrkaFk94GTipphsyXeJTdqJrLxwa/xRE5xhUbFCmQioci4WNHmuxdavLEriG+tuu3eKf7fT4gv4tvCtKTTeKjEFchLC2KDYPHpwexPB2rtYVDwT3klRoxYXHY7WPWj5EyJ4jHnqUcmKYZrr0mhfHsHDQ68Bqb8WprcW2dtCiiBS9it5zGiidpagP41wcQi1H8DDQ3p8EIvKkrKBUL49UVaIA0FJwNcfx8EMOHRGOFujNCslLBqnhUZjahKUV2aNfo0K/xG+IpeuwG38tt5jNdH6cWHEQqq8+PWDX6p8cZGj5PbmmRke41DPesYbSjB0dfTXZPOjUGGvOstebpbyzS06hg1iN40zsxbY3I+BOYo88jEOh9+5G+i3v9ZZA+Xu9uxjds4P4/+cxbJPkt/H+H4zmcWzrH0dmjvDL7CmeXzuL6LkgV1+pkKLOLT996L0O5rejqageWUnJyvMC3jk3yw3MzNByfDa0xPri7k3dvaydorG556uVpnB9+hnOXr3I8fAfH4+/g+LykZK1q7fIxk109KW5dm+HBHR0/VX/sVIo8/PmDhC8dYc21H4AvWdz6ABdCm26UpjT/xXu95lWc2uNE0v3s/blP070pRzQV+Gevlb7k4MNXOPvcFEuKz/r5s2y8/HX0oEH0/R9m9pnvE5qYhEAM7BuZupoKiRiBf/grLo/NcezQsdX3r6UJ1jrR3DCr1PLNJCaljXNL/C/5Onv4ivtOQGGnrbG7oaEhKTKGZV9ErTvU1Q6m4x0sBpOUVEFZkTg3HickDAmVLYbOBqNI2Fqm236UWmuF39jwH5gMtHD/yuP84rcf5cXkZroCH2YoECSqCuYbDc4snKDgHcbXEpRyt3D3scfJL1/nev9dlHM5QkJjTUPDbFosVq/TnL9MtraCr6mY2++mPhAmoD1Lw/OZLWYRVzwahSqOKnCCAdrb7qArtRdfepwvHOJK+SSrijXQQ29HNTdC4yKZ6e+TrBYIOC51Q6cQjxLOS/JRhYhsIyy70LReMLtB+fFiqsmSNsvzsQtcNcfYXprjDqdKKwF82Y4rO3FkJ47fgc/rriUekilT0GlLXPEqfebvsDgVY/RCN6Md97Oc2YkUDsOtL7MUuc6dI5/gauYgZvFxNl+BgNfOTOstFCI1iu0vcDRXomTKVZJRamf9xL2sr63FIADSI6Z5rDGCzCcln90eYWm2jna1QjSk8a6ERlkcJqQZDIfXcCbeTiMaQPU8eianaJ+aw7YVlglT9kNUpIGOJIsgj0oWKCeuUs74nIkOETFrfEx8DWd2mSe0AnV9dateYqB7GlHLR3dWI4WaqxAki2O0UjNDLCQzlBJ38IknrtFWieMYcYz6NWa1YZZak4Q0SU3dTb6ok6yvzi1mfIrEmpeIdR9B1W2slW6Ko/spT+5Cem9c9EpEWHC6y0Odfpq145ewwjGCa00yHYvo8Wl+aDc4a2l06D7b9AD22M+SrmTJVCeoUaISCSNfq6QoSVAmKhvMGHlsT0XzvR+fwieE4kUIWmEMJ4zqhOgbe4HUygWqkTx2NIuX7SYTW0dKNQgrUJVFWvU/J6WfYFExWPbDvCDWMLaSIbPYRPUcUONo5hCqsRkh9NfeTgNMBZA2kgpVIuAbSHcS351BIBBaK0tmK4+FfcqKZL0v2Bjw2Nz+FK09L6AaDTwngKI1EAI8R6M0n6A8EWB8PICte2SCCploHS3goji95JICZfAozA3wtVmdgj3AZG0bBS9JVHrssQw2N3UUBJoKHSrEFZuRpe8ybUzSyNi4ThhX6cILdKCqZeZaG7zS2gr4qL6DL3yCzSbZokOwGaRih1lsBHCcCAktQMqE8XKS/fIkvxf4KmmvxGHjQYrKh7i4bPF3io8rBHllibb4UxiqZKC2loba4FD+EFWthlR82pez3HUsiGPomLaLp+mQyfIzqUOskVN8jnv5WjSFW9xDNDjMg+aPeGe1xJ82PsEhuZldcxf5+PCjvLp7iLNbN3Kwdxchr8b+kRP0vHIM02+w2NXHnL2f9maIdrvGwJX/QTp7jqn7AoS6q7hNhctjazg2u5vfF98kRZkvO/+OIut5JP9dbrJmydkZHnLfS90JkzLGWWn2MpC8woMD32RuSfDd9PuR5UcRokRvw+UThTL3WjUey9/JV9fdw0f8fyCjLmBcEXReq9EVrOMAp9QQhUYYoxKkUgszWk0jEVzshDOZTgrluxBSYzB4gSHPRhUKNaXJpOqz5CWIizUkwhFaZ18hO3mMn+m7yFm9n0+HPk2zIJAKKHkNWXGQVZDdVZT2GYRfBlQa0bsAiVl+EUUoeH4SuZxESY0RlmOEanVK82249S6kG0eoNggH4QXosuK8Sz/IJwNfRSqS388leTQQwg7dRjnxUbQFSWS5RLvZZC4fZzm+Kn0K2E16ZhcZHL/KlpFX2XD9CtlyFS3dj5bdgJrbgBJblV+6U8doXHwYrBJK+xDBjR+AQILrziiPRL9P3+Wr7D/jMdbbx7uefOItkvwW/t/jzOIZ/vbM33Jy/iSWayEQbEhvIK9v5oXTMWj08Cfvv4m3DeZ/6nPKDYfHTs/wtSOjXJlvoCgeavQcur5CutzOYrOHBqsEtjcTZldPkl09KW7qTdORDLA4UaW0WGfNUA5V+2dIsmsjj3+F5x5epn6xSt/YY4RzNi2f+igPnSiwsLCM/57f4lunlnCrLu+MRllbgWbFIRDWUbV5lq9/HaGmaVn3bxjc28XA7hZCsX85Yu05Pg//wVFiB75B9+RzkOkltPOXUQNppJRUyifRzj2Blk2R/uQn0JIJJn7xExRTKZ657VakpiGEwG/zeVL+iP/c94fEZyKMnD9Do1KgO99OePIwF8JFvmTeT0WE2Fld4N7ZeZJOCUeZxKxOEWCQxcwWiom1q2nqXhXXGUVLV3hAz1FlIxdclxOaxyFcpvBRAS1lUu0I4meDdNeX+Z0zj6JNtVAV2+gIx2g1FOq+z9WGZKlZpll/EtCIsJ3+c1/GaJaZvOlurO4uWuoDdIkoRc/ndN2j6DYJtzzK1shxEvU2WsUxgn6D4WAvqvTob6z6/V7T25kTKZSmh1q+l6J3K0lNWXW58B2Ki+cIJ9Zi6mFm3NVEI12RhCkSUFx0JYgQYeB1ZwFBA11cxVCuYCiXqauj/F/ZJi9EQuy2Gnx+cZkWb5UkVf0UNa8Xay6Id+kapZLO6Y6tPLnvw8Q9nd66TzcqEvgcRdYZ5/mMfJI+ZZpvuA9SbWyhc77G0Llv8Or236Jqevxg/Z+ykFz1/gw2VvuqFVjNsGtZMemdCdM9HyWq34tqrKdoLKOkorzbDqGogj8dMHnZlJgjRQp1l3eg82FH5WJN4LK6hFIBX3Goh2aoBWfwVQfVCROot7JeptlqhqnhEhEaReqE0dHRqabPcWroOxxw7uUp9Q6U6g8JlR9H94O0lTeQrqbx1CZNxaZuNqkEbBpaHdVZRPh1bEPQ1BWksDGdANtm7uGW0V62RdLkYhls3+W63WS8qdIQHkZ0HjMxSrzvMOHsGJ6nszC3C/viHUx4axjPaigSFAmmK4k4Elyf3PwZZOUlwMHOttNM5hGOz5Lp8krH8ziqzZC/gd5kliONd3E+m8bVBLFajQ888xCJuStERISc3sNSro2aqWD7PoobRHHDqF4A1QsgfANHVzAlhLwbVSxZ3dj68YwoWd2xcRTwpUevfow7Y18ioFQ4WfsZTlYfxEPDVS0aegVLLBGq1tCbFYRXxZF16lEdGe4k7phEXI2YyFP0Mrh+A+kXAQ2hpm/4UEtcxSMAWCicSs6S6TvE/s6XCekNfH/VkaCxnKYyGaQ0qVJbCKJiYIQTECrjKAV8W+DXA/i2oGVokbZdSxRGYzx/5j6ORzezSIQQTbZoM/SrS6tac1VhNJNnIhaixT5N1nme9nydjVGHoAKWD1NNhSlHYbKpMNVUWHTFm3YnFH81odZ/Q9KclOAUbiE6v5fPGl/hPuVVrmkRHgrexLLsYtTzOFPeg+uFEXoZ6STpjh5nv6NQUyyq1jzJlSaKVBltXeZC3yQ9MyH2nmuhlslgJXLE3BQCl/tCX2e7O8VjYhvP1n6WTW4FBxVXaNQIcFpJcEqECDkWHx19gUBflsa2BdZ0nsBUGszIdqrlKPpUHXM6ijrj0TYyz9HcFp7q3clMKE9/bJQHup5hV+Q8Oy4U8XyV3zPfx7dX7sPn9QXR6njkY6pNbM/ggTU/Ym/6KR5dUphrZikHq2xoWnx6xmKHUqYiTP68770kOmYZ5ALKvIJ4KsKVynZqoSx6YooH08+SwuK/ppN8OxpBlTG0Zo23nWghWTZ4Ons31zImbdHH6bATxLT13Fbrpu6XmVVWXqvdbkiNlAxzD9+nTznJt71P8nh0N6/05GjOOxjTVYRoInoOIjMST2shQI62ZpqYF+dkJk7ckfz2hQYdlSYj/jyX255nJnmCGbfBsrc69klfx7ezqFYLD9Tr/KJzhjXMc1zp5LdbFOY0k3rpA0Rqa7n14knuu/4qfStjq/dG2xhu28DF3rtIVXV6Z59iLu9RDw3RMl8lsTJCojBMqD4PQMUIUzGjtFXmWIh3oG/5WfKdMS4FL/CXTpOV7NO4SpO7z8SxWt9Dxq7y2c9+9i2S/Bb+1yGl5JvD3+QLx79AKpDizq472dO6h63Z7fz3F+f44oFrbGqP8dcf2kFXetXz1rddSj+6Tnh7HqNzNWnPci2Ozx3n4PRBDk0fYqIygWe1oRb20ChvxpEmijmHGhrHS4WIdd/EttZeNoeD9JclgcsV5s4sU1le1cDle2O8/Zc2vR7h9T0491385z/PwcnNXL2eBHuYlcjqdp8qfGxhUNGiWMIkFYgQ84N4TY1gLErP5naCaY1Tj38XNRAkt/XnqEwFaBQECEkg42K2NFCTFp7nYliCaN0g4yYZG63SeervSJSuovXcTnXwQY6nrnApfYoHe2+j9W8exh4Zeb1NFYVaMEikVmM5laL+sY+ysFbjiWe/xu3zPQRmXcKWR3ujhqMGOJwf4KHubSwFwmwoL/Ou+Snyro+nBnC1AA0zQT3cBoDrL7BijBMqjuH6S2wfamf7SieOvIm6J7mmCGKuT6sGI0LykObwku+Q9WGLVNnr6wyiklUEihD4N8YD5Z/Um3UXLmId+yJC1Qnu+XXUZA+wGnH9GjYPORb3u6d5IH2EXjFF3pugrgR4IrWfxbEEO08eIlB2WdmQxdoSIasU2FYbRsVnXk/zqn4TNWsHW2qbUaROQH19wvFlE1f6WNLEEEuktGE82aDYdFmyXca9Hg6GW9jaJbh1xSJlVTlifYMvbFihbgrundzI+oV3INAQONT9OObCVRqls1yO5TjdMsjVWA7Jqj5bN5cR4WFEZAlD9BKcCbPsduFLg1axyHuVgyxlzvBk0uJtIx+ir7Cbk5m/JVEe5XKHy0T+Rtvd2BwINhP0LwySW9lIsj5AWhpcadd4hxRsqsOFoOA5RRJYavJEoMKy0PgkJjFzhMbCGhQBvmLjKTZ2aIGmuTrh6XacYK0Do5liU0BlbUBl3vE5UfPIGB47gquLTwGoQnDecjmhz/J031cohOfw1Ayqt6r/DbrdCONnKMXWErUDpCo+ubJHd8ElXaijOwoCjZXgDEd6HmEycZmIHeeW5T3skhGU2BJGbA4jNo0RWUTcyJ5rVrKUru4jOdNHrxJm3G7jsi2IhhWcdpWZYI1ZpYJXmaPz8kmCpSW8QBgl34Xm9WE7GQ71PMpY+izZSjcy9HEWst18+OkJApVLuH6JeixPqHgCxakio7cTVN9s/fjPjnOAikQVAg3QBehCootVclP3fWq+DqJOXh9hV+Q7tBsjlLwMJxv3UPeTBKWF6rks+TlqfhZXJmj6yZ8gS4qxQiR5nmTnBWwvTKPSjlA8hNpAVUsoqgu6QGgOmlHFCC+iBQsomouUcLXQyzdGHmSlkmRP4SjriqME9RRGKI/ZIjnbc5pn1Vn8f/KG98Yc7om7HFvJ8c1Tv0bFSxISFoHkQcLhYToqXSQtDSEsDD1E3pS05ibIZq9jmhaOq3FtpYuxQhvhSJn26BKd4Xl0dZUEN1yDiUo7E+UOxitdjJc7ma3lafFsNgfPIcwyR53N3G6P8rvGVwnT4FtmP18J9FAWOnU/TmPxbajCoTd0CsWNYPltTDRzbBMr3FloYSJl0Wgeo2vmEopnc76vxMn1RQbmt7P/2kcRb3BqF3jsi32JTaGnuVB/G0erH8LyE29qlYJZZbn7BQZ7z9AXH0f6CtXZLRTcDF52ikRwnqQovHa97RnMVvOUalFSK1Xublwm69QwHImjCI4PJmikVBoVHTm+DXPxI3zZUTkmHLqiU2QDy9zReZC1oTEuHe7lqWSB7vAKv7JcZatnMRcLcKBtADNTISYqWE6Q1GOSpYn7udSzg9HcGa5kTrIcmmbdvMkfLC6xNlLg0cR6/qillUAzyezIbbxz8jAt9hzFnEYVi/3OPrbFbsbH59WVAxx3JkhjYQcjVGI97A1c4N3Kk7zITbzILQgpSMgw65UrbJPPoNFEajnmxdugeTvx5uvJ+CeSKp/aGaS/YvPvzxZZkjovpT2mO4rEomPs9J7BsycYtsKsWQnx88vjdDgVLoT7+Iuuj/D97B0ozSW6rhd4+6HDvOfVFzA8l+vRPEc6tjEZ70QJdJLWksR9h2RhjN7xpwg2lihFurje/TbG4l2cMZpU3BVubZzitvBZsoESJ2bfxn/L34wnFFqUItH0Y8xlLtE3K1lTuBsv1UHCquI3knzuDz/9Fkl+C/9rqDt1fufw7/Cj6z/ijo47+NytnyNuxpkrNfjUt1at1z58Uxf/6f5BAvpqBM9veiz9/Xma18vIkMLhd1zn+dIBTsydoOk3CQiNHdLg1uUZ9tXrJESIcu89xIc+xFium78++/ccmfgRmUo7/ZV30rk4QKKu4Ckw1WowHxEsTVe4q6bjC3iuRTAdaZKrTtBWmqBv6TrRxg27Nc/h9No6tq6g1TIY9Tg5N0K66a5ayYkmimLjNV9PPvFVnXrPeqRhoigKhh8lUm9FraXwPQ1NSNoMQbeuognBxalLrD3/ZTS/wZWd+zjTN0BkbhApfXYEX6b1mUfxDJ0nBzZzPdOL5Rs4nkrTU7CkQdkIUwhEKRuh1zw3f4y1TYWy4rOgQdYT3GHp9DgKvnBx1DqusJG4+MIlVV+ie/gpju3sITw3y1wgxfr+a7y9+mFgE56U1PAIo7LgO9QcBUtTSEtIqYKAcqNKlpRcEh5XpEtITDCgHOVcy3pmYhG2nrmEUvIR4jKbD1+nmohSuPmjNJxNqEDGEHRoApdhXJ6iK3gQE5tzkbU8ln6Aen07D244TbP6dWoRD2ELKpduY+7KB9kYMInGalwOHCWrnWSXdZyw36CmBDhubqdp97LWP0+3HEYVNjUZ4pnap5mu7qIesbiajCFkjZAyR0VtI2+N82v2QSos8mdZhwPpOdK1Nu668lFaCgGW3UWmMzplX3Ld05mIpJFCQfU9RNTATrtElJdRjecI+jo7pt7O+oVdBH1wCRKJnOFVt5ezmsK4JvBRuM1ZZE+ti+HkS7za+T3KYehcFLQ2ttO7fDeGG+FY5izDmTPElAL3jvwSMTtNKT3KB90NqFLljG0zbvssKPBIxMFH8DFHRTNHaW3mKeiLFIxlpPK6TMBAI+GHiRMk7Kv0yxbifoKF4DgL4aOIuTQLja00vTi7wiopTcGTHo+kX+Tvc48hpIrmCdL1TtLO/WSqSdLlGvFGCsN7XSFjUvEAACAASURBVGbk46HIGrbp4KsWkeYokbXHMHMVZkJVnrJcJh2FNt3n/phLn5OkWe7ALrchigJlqYlV1Kj7Asv3kfjo2ICH40uELONL57W/J4XATHQQ1IdoOu1cTl/kYO9DuGqTnZPvoHflToTQiDTkjQQ6gWdfxKk/ixAmqdj9OKF2VlSB0ZAY3mqBG0eFQlhlPgF9rsf+ik1EKqSUAjoWZS9J2UtiKAUa4QLJZjeaDyP+MKp7jZvDDxFQyow3t+CbsySVZXRDciJyG1fHP0BP33fpcU9RW4qxYCQoxqP4EQU9UiEcXUTX32zR+Cb4KsIzEICvuKCutof0BUKRNIqtLF96gJHpPl4MqUxrJu1mkQ/2/5CB1qN8r6BzqKbTs7KJ9kofdSmYNKu8r/Ukg50zHJraxVcufpiYaNAWnmSxfYZaYB7hjqP4RTKqx46wx/aQS4sucX3BWKmFqflBnIU2TEABlsIxjvdsYDYZ4x3VV9i/VCISmIHgGGZ0BvVGyWbX1Zhf6ubo5E2cLfXyWfUfuFM9zbDXz+84n+C47MB/wwKmzXNJunClTecj6ou4pRAH6OG6nWVt/Tr3zD+FGWySXFtDy8OispUrapnz2kmS81sJ2y0shycJOTF2T99CxOripsi32Rl5aHVO8xIsud0UjQhWtozXMUsjIikUUzy1sI+Lk9vYV0qT8zSuKitcCPgshDTykQXaUvOsj4+zxb/MmuY0YdclaHlkVppYAZWx9iDBpocUsBANYqUU8FRiszfz7OUWvuTeRkBYbGhcwjSP09N2kY/VSqSigtlUkMWMiaL5WAS4Ut9A54sF2g77nO3aynBrg4m0TdgoEVELxIseneeDVGIxAjtSvHvpBb4pb+XvnPeAVqGv9bu840QSpb7ImsR+diZ3c5giL3tPsrNyiVojyEjW4eC6BfZXo/xh8TyTZoyvaO+l7gYwRJ332qfYKc8xSSsXGGC7HCEn5vClyry7htFaF6PFCOVGhQu9/Tz+tp9lzcQ1HjxwkGRiN5F8gfmOCcbiMLA0w3unD5B1ihyLbeKLHfdzJJBi8OpxkpU2JnLrOL92HZ6qEWk0yBQmKDfmyV6JU3HTrPwL1uMCn87oNP3JawwkrrI2eY2EWX7t/EI9zV+e+mVmaq1vuMtDEQJDeqjCx/A0dF/j+B/f9xZJfgv/87havMq/ffHfMl4e51NDn+Ljmz6OIhQOXlniN799Csvx+C/v2/wm6zXXbjL+d8fRJz0e6XiBd87czLSxyH9b8yV22xVuXZpmh91gKtjFc+lbyG5+gPu3vx1d05FSMj9WZvTVBa6cnKNecPCEy1R8hEZPicT2Hbwymuby2UXIBOiUNu+8PErQuobjjqNKB1dALdRg95UKDdPiLx5oJe9lKGt1Yo0c22b2k2jkWA6vcHBdmXO9fUgtgfA90pUiPdJhf3s3v2AmUecbuNNVmtNV/KqDlJJFH6YUhZmKg+e69I4/Sc/EU4iWNpY+9Qt8c/4gsuTTOZlk34nzZEpXmUq28MVtd3Mivu21dtKlQ7RZJdmokKuVSNpVdEWhGVuHbuQQjWUOh2AxGEVIn32LEzywuEAxIVhOQtDZhSqDIFxiXceJdpyksRJn/kwdt1ZjObmNW9ZUGVy8A12kkIDlS5pIVASRG1FigKICjYZFsP4Sanc31+f7edJzGdEdRvVVXeCPYfg2LU6BTLVE1ChiZRX22B1kPYeKW6abRfaEniKtrUaNH87fzXPxd/D2+lnWBo5Szs6AKglUfQ7P7iaYLrEhdQW91EX+0ocZuRpnUk8TVsBXGjiZYTrCJ9jZfIW0U+REbJCXUrt4MbmLM9F1+Cjcec5i76UGp3pNfrArtLpPfgPR8hVCxS/iywUyK7cSGx2ihErRDFE0VyMhAddmoDjF4Mp17EyA7z2wD6PxGIHaIRAmauhO9i7lGSosoishQCHacobFs+/Ha4YJdpxkfnwPpeBJMtZ2ykLhm9E6nZS5afEyZkyi6jXqrsIhbQMTSgu3NerstuNIAVpqjPu99YyZ0/xex5eYN96QGCUVVF9DlSqqr6LI1e8VX8P0gnSV+tkx38umuQaGPwmb5shq78KsdjLT+wRTxhW6L8Y4WvkYIFGFjU6AWKTAI73f4Fz4CrlaB9sm76G7uBFVrlohuSqk1ArLwWlOJoYpBhaIuQYdVhumb9A+O8WOM69S+00LJ+dilwysUoS628kp3+EVbZ6qZtFW7GXX5X7yhTmaXumfHWckrHom61k08niGT1OdR21UUWyJoiawAiZHNowynpshV85z79VbcY3NXE/k6Wsss64URPMFC5UXWbbOENRzRGP7qck8nlR5Xdsv8TSf5ZggWWqi31gAGLJCT/A0XeYJ2oxLmKLABeteDld+nqZRwY6PcrvXwhb1YcLqC0zSyfesT6KW1iORqJmLpFuGKY3fQiAxQSAxQ7TzOHp46bXuKOXrXVNxgmgra5m42oKvGmTbllBz51DMOvgqUvgIIdGqeYKLgxTyhxGqw8Sldlr7lwmE67iNKCuX7+bk5F6e1VSKQiUQHkfJPcLGlQ0EqjupNWPYrsGezQ9xS89LPDdxG8+MvJ1etciIlqeiVUilv4UWmWJXwGNrUKM3tKpHH7USnKwHOdOoUfdXExalCODqPXTUNzA0FyTs2NgS3GqRyNIskcaNssJCoLd3Uu+W2PEyjq+iXI3zGfUf0YTLX7nv5hHrAaIySNxvslacYUBcY9p6kKgncblOJbuAr0FgegytUuBkcgdHErvpD43zqd1/TdiwqHirlTp/DNuHeUfBLXVjV3Yy73XiLoXoHR1jY88hEolZAl6TjFckajmvWQM6CGZIsmwN8rzSwyk6AUGnssBa5tkk5+hR5kipcxji9UWcj2BBizETUnixV6PT1EiZzmvdzWx4KL6kEVCRisBb0Bi9nILAArfHa7hJjeWkgVQFNS/CMfUmRmqD3PzIeXacG2bBjLIQSFE2QpTNMCUjTPkNXyVz9fjG4jX3K0fYax7iz6xf4f1+ks7Fp5mqjxCMDvH1nS9TCa6OL6YncRX4P69U+KAo4QvB6UyCx9oMzpfgjxeXWWM7jLeHGYkkWVpYz2Sjm7jVYIdyhs0ME/BdGqbCdDbE1XiCx8z7eTj6QbZUX8UMNlhwO/i5maf5+PQjxL0qB0JbeSm0hU3ZY2jXdMqjHSxEWgm4Ddr8GVKpAi/07uKHie1Mx9bg6kGEL0mXS9jOywwsjtNfLlEPRchELdpiS/TEZghqq17fzZJJca6V2eoOlovrMaLz7Nz6LYRq8+XxjSxM5InU16KaJvF6BdWTmLaG4ttossFf//2/kruFEOLvgfuBBSnlphu/+13gl4DFG5f9BynlEzfO/Tbwi6zKuX5DSvmTRqf/BG+R5P+9eOLaE/zukd8lqAX5o31/xO7W3TRdn795cZQ/e+4Ka7MR/uYj21mbi9L0mrwy+wovXn+BoQPtbC338+dt36CRHuE903k2rPwaIfUAavchvh7bxTeiu1nXtYnf62+nI2BgVZqcfWGK4SOzVAs2iiroGkyxZkeO7PoAj009wtcvfp1FaxHPaudm7mL/tWvMj08C4KsGurqO5aTOeOYg//a781jRMM/csQ+pR1GqORJWJ6ofoqEXuZY/wLmWgxR0GySE/FYy0d3cpN/O/ssRelduTAiAng9hdETR28N4OYXKwiVqrx6neegE2pmLCN/HCwc5/8Ag/yM6QqYQZO8lj5uGV7fnDmy8m2/13sKMiPKAOMRQ8QxiusaO0Xl0H6ZTcHgwTmft3dRiO7muNzkW8JjQVEK+zZ7FSUbDSSYiaW6eOcf/cfYRMo0yTd2gkg+jdJbR26N45lbsUhdGM0MyGSbgZtC80Js+U1dKVnyfCcVnRIdzEUhOnuR+rZ8eM8nRYoGkd4EJ/Wa61AW6A0E87avUjEUWiTEvk8zJ1JuOCyRweXPZ1wF1inDep9GS5AH7MH2pQ+jBIn4zgD6dpzLdxT+U30at1eNji2nyqQu4g99BDRUpju1l8ez78BthfHsc1xllJVxkNuoza4SJ+A1yzShpJ4Liqxj2BSJ+jEz4nSy5URa1KjOmRwzB8fbnWEkdwPdiWNMfwK/3AaBpPjmvQn9lkVtHj3Dz+DlqgQCf+bVfZyp1gVDlORQJm8JR7ksUySp1JivtXFoe4OzKRoyVDu4sJnAVyenMNL1zR8hYGfTQXYBPX+ZLHJEtfM/dR1WsSn2CXh1XBGjxVPZagg7fQCDpTupskwpj6jwvyIvMG3VGDMGE7tAmfLZ4ghXPxlWaeFqDpl7DEz6qr1PV6ixExwGINdL0rGymb2Uz/bVeTL9KMHWRnD3Fmdp97I78I3NOP9fsXQxnT3Go52EQsHfsffQv7kIYddr8IhnxI65XmhSaMTJmCx2hDsZTM3wvf4prkUkCnsa+Cx3smtpF+H0vE0yPM3Xo11leDNMsP4vm1JDBfhq5OJfzl7kUv0RTa7JrOM/gtSCKHiEcvAVXZvDUIM3AMlZkAU+3EZ5CtNiL6bTju0t4zWF8WeFqboyj60dxVJ/tl+MMjsVQbrAQxwyRkwnioVbCaZt6oUnZHcRSe/BRAJ+0Ok6vcpisc475uMGruQFmLJ3D+WN0zgb4+VcGWDE3spLZgKuGAVBVl7xxjjZlhFO199AdPMb+2N9gYlPx3kvRey96/GvM5S8wHehCqj5mfBpVX52spQ+eE0bRGiiqt6prdoJEFrYTWxjiQCHHX3khbHR+PTxDV+4Y4a5jaGYN6Wurb6e44Jj4oonvCSoXekgMXVu1s3RMpG+AWUF6GqWp7Xy5nODi/J3gB1llaRINjw9ueIg7Og/z8vhepq5tpeYmOBvKomR+RDB0gLdHm+yLuiiqwKz5nK9mOb74C2w9K1FIgpKkEC6wGJlgIXydhcgYi5EZdM9kz8yd5JtxpOogHBXPtQlmZ1CVELOLOQ43OsjpZf5j4NvsUS4xE0owtlFQN0wqU5soDYdZuV7gddW3ghsKY3WsQUhJaLZKPKGR7J8l1n2eY8uDfOXCh4gF5sm2f4u2+U0UEqOQmCBverToPq26T5smiWqv8xjL1yh7Knndxpcw0lA4UVWxVgzuWuplqBomp8yQ1K4RU9+8mPN8wazMsCRbCPg6fdpFVNHkB+4Qf9j/Sa51rQXpkCyOsGbsDL2Fc7TGF4hkbCIJl0zYI3xDbfPjhdKPj66lMlLZwUORe5ksdrLxzCUii2UmInlmItk3T8pSokkP028S86qowseKaWiyhKZWEapPR83jN92nuCl4kZoS5dH0r/Kd1FY6zr5I/9gwI2tv4rk9O2iYYPo6Wl2wt3megcY45XSRQ40C9xdH+PTsLChwqSeOfG4N+tF5FN9nKZNk4rYEpxOdxKws67jKkHaOte4kApiKx/lh7lb+IfFBfnnqO/zc3I8wpMOYbMNxdWwlwCVrLdeMbpqGifA9ktoidtCgVksCAiE8ItFlorEFSukAo9FezijbuC7WgJS02tMM2cfZ2DhLW+UaS3XBRN2kVgsSKiokSx7BpoLUAjj6jeqrnoJ0fnoVTE8o/PvvfP9fjSTvA6rA1/4JSa5KKb/wT64dBL4F7AbagGeBASnlTxbZfgPeIsn/e9D0mvzR8T/i2yPfZig3xGeGPs/5CcnTF6c5MLqA62pEkpfYvOEcpiGo1pcYr07j+D7/aeoT3FTdxnT4iwx6zyPEO9G70pT127HPx/jTdSYvrQ/z+/0d3JOJU1lpcPqZCS4enMF1fbo3plm7M0fvlgxm6A36U1/ynx8/zXcuPUZb7gj7XxZonuBSd4WZnEVH7zpuLt+PfDmHYRfpH/06p2/fgu624q/kUZQEibzB9nu7sfRFTh89wMz8Asu6xVx4lkJ0mWltDoAuu4WoTDEZVqn6dTbPltg0XqFvzKJ/yidwI4jwY63fYiyE6TRJWC5NFcohyFTgYid8/44OTld/HssP8+/Gv82+86eRrkIlLDm6LsZY2yAJ7y7iVisjus9ptcRMIERK1rjFqdNjdRKUEkdpciFs85Kio+LxLvdF3l0YIS3XYwa3o8W6AZC+QyNQoOYLhJVixYOiJ1mQPsf0Cgd1FVtR8CMaASnwq6uRdwBdQjuCpgetVo33Ln+Dd/ceJWTYXKjspF6foXW5gWE1mUvvYiGxGQ9BU4YoEmEq7PJSV4Z5JQTzDuV6EE24bM2e4+bgLAMFlcrsNgpOJ0IKgo1lQrU5AnYB3y8wEytwbXOdyVSY+VqeYjlH3c3ieil4g8ZQT72MmXsCId48RplNScAJgEjRdFVqRhMlsIBX3ErLld3kmxIjGqPSmmO8O8NsysC/IS9JWCtU1RqafQnNmSNhpchFNNLzNQorLYxV2rA8g25XYci3GQzPMVvu4DmxyN7l50g5RSbib2NA2QxARZnl7sgX2BIc56v+PbzU3MeSl2deBOlxFe6ydIqq5PawQreicVKcRFGfYY06yZ+67+d5bwcfFBd5jzvHZRuWG2WqkSD1RARLFjCcOoWgg5uoYCxspKk6zMcmmIpfwVc8gs0wvcvr6S5up708gOYbhJVllhSVl9Y8xPXUOTLVDtpLA6i+xr2Fm9mr57lSPsury0+CEsHU4tQiPo10DqnpaJUSdbvAiTWTzKfm+dWkpD/c4IXRbTTHbke3isQWz6H7PshVoqiGWqi2ZbmuDzMw3KQQdTizIUiy2UrCieDoVVB8NNcg6/h0ySmqbhtzzka4EdE+33qA66nz5Cs93HP1frZ4YyiKyt919zNY9LnNriDapqmnrtKoJyiM7qdZbkMzarRkr5OJrmA7GgUHltUiK9oSy/oy14wVJowCn51zmK0OMXspwf0jRyjEunlu3btxIt20ewqmsNmb/Bvas0eYC2YZD7ajJhZQwtZqiUNAeirWSi9eM0i45QJC8RECfE+jOrMVu9xGou9F9GDlJ8Zb6ZoIzcb3NMarG9AnBjFqGSaUBULJw6zvm0YorxOriabgQCnIeCWFL03SgQq7EwW2hhwMBYaLHTx/7R2cWtyEFPALG7/Fre1HGR4fYmV0D1fae3i5c4HcylfYFalwX7SJoQmqU5vxr/bwdv8RDKXOwfK/4XztVmKVaTJ+hXhmA8L7OtX3vMriosH35oI0dANLNonXTQYX1pKwICFW0HRBIOCRMuv0qvP0ijkcqXK4fBfD1i8SSMxirH+ZZOdRQkqNgptmaXQHtdEMDbWME0oQjSywdeB5moqJGa7heSpTK228WjE5bCUpzH4AFItw51dpFx4b6x1sqYexVJ+n49cYDc6xtdHBdjKEA1WiZoWYWqNYUPhus5NLkVvYV0qz+VoSzQ5wXfM4EarhhGu0z03z+Uv/HVV6PJzdx2NDt7AuMctHSi9wR/MUVsngh9PvYSHXiq4/xdNrmgxH3Z86r8YVn37dZ1D3yCkhNB1aQhVsz+Dg7B6evb6Phfqqk07MrgIeVlzQ6M3gphNIXV0Vyf8/6Op/jI3VK/zXkT9mR/USJ8KDfCH9MVIj4wzMnMHdmSC6bpm1xlUWvCwveO/kB8a9GL7P50b/nI/M/ZDjsUE+3/7rGDMWHXPT2EGDmChz73PPkVmoUDNhdk+EmYF+5ipriVJjl32KIS4QMVelRJ4UrPhxrildnGM907QihYJh22SWFxjJrqGmdSECZ4jrddaExhm05hhjDRNON04jgEQBJHF1Gcf1qLsJhFDQVxYwCgsI/5/QSCHxgg5kGpgZGzPWxG8KlGocIyaJGUVqtTQr1+5EVRWE6eJSI++a1Kwd/PLfvvtfT24hhOgBfvA/QZJ/G0BK+V9u/PwU8LtSyiM/7flvkeT//zFbneW3Xvwtzi+fZ33wfsoz9zAyt7r1pupl1PAwO3LLOOpRrkoLVwhSnsedtQYfWPglos6tXI18jWIozGDhXoLOahTtVEpFSsm2ok/sFwaR8QCvPj3B5VdWienATXm2v72bZEv4J/4nz5f89vfO8o8npvilvV30H/gTpibnsW6x2HrPr7IlfTOXz1zm3AsvMXTgLKNrPoodSCJ9C0XRaUtMcPNeQW6ggyUZ50evXOTq9Um2hqpsKSsI7y4MGeKicZ3vxw6yaJ9hy2iV9ZM+a2clurdKiFcSQSqmQaxqk641KIYMLq2PkElYeE2dxGKT9pkafgPMZJPvb7iNP0+8n1y9wH889jU66gssJZPU0gakbUaNB/AY5IKuc9J0qCqCnNfkl53HMJw7qXqtZMMVzOQ0pC6jZs/hOWnmLn+AwUaenhsODgXGma5cxpkcRbdSzOd3Uo10IZEsmz6nDI/TigtC4OcCqB1hPrUgeXDKpeI2OWbbnBYa04pHUTSY1gTWjQQ5Tbp01OdJNpe4ZeYcHfV5Crkd+OFNCK0TKT18f4GJbSWsdVNs5DwDjIBwGZsd4oUrt3Ha6qCuBEi4Fe5cGueuidN0z13kmbUdPDy4hQWjg6aXBe8Nn71wCJiLRM1FjIZNtuawqRnkSiDHUaWDQa6wbeVxpO6jhUJcMnQWAibViIKlSYRqEcKlbXkHaXcbTiiMb4SQQiVd8ckXPWJ1H8vwWI7YIARN3aAQCVIMaxQjCsWwQjGs4vk+iZpHruqTsav0tj9NX/Acfd5VqtNBSpMpRsr30VLZSp0mc8JhnYxRFj4hZZGoNLH8BKYoEtJXKDT7iOkL3BTK4Qn4C5Y4YVrc0X2Qfe2H8aSKNd7OffMnifmrZLMiVM6aJqcDOqcDJudMg5qioHjg3wiORNwQ+WoLvmvQ0B2WIlM4qk3AEwxWk4RKQ5xsPYKtWSi+IITLR2dSRCb2UZA72RxOsjagcqFW5QI1qokr+KqN1ggRLGio9QUUe5wmJbL3TdLRWecfV3RGpiNsuhaldy4CSBABFBHG95dpxIJcyftsHLXxAxqvbHW5mhz/CS/vnwbV19k7eQdb527D9aM3Js1/GX54hkjXYTLdxwlGiogbRBZfwai3YlY6MasdmJUOXNcn6R0nJQ9g+CWW58PMD8dwY5Jqr8bKlhyp7ATNN9j8enYI3zVRzCqq5lC8dgtzJ36eUNsltD0P06ZNMjvXxrmlWxj3drJjJkK4YiCETzJxGT+6RM1s0AjN4wT/b/beO8iS6zrz/N00L/P5eqbqlTddXe0tuhtoEGgADRAQQYAkQA9RFCWSokS5WYmxs6vlajY03B2NKDsRMiNPDkUjgqBIEJYACA802qBdVVdXdXV5X8/b9Hf/qBYBcElpVzv8YyJ4Il7kc5EvX+a9eb9zzne+s44bWWcuCDjt+LTkJtDSXcH9axGOHsljtzQUzSMICSwP2kI+QghaLUklL7icz/JYukUK+HdSEu9s4JsCtQUbrQ7S6XUWZvcwsNhEM5f4r20CPRVwX8IhrkOiFJC42kdXtY+Wv4t1t5O08kf0RBYprESo1j9GM3sQTYtScNcYd5/BUVeJNTzSmkXGaJIyLJKmTbtWQ73mvPpSsCDbyXs5LKuTy3mDil1BGDGSnUNItuPqDULd50l1j5JMrhEECoVCL0K3SCfXUQRM2wonGxrnmiqWFLR5cTqdLOHmMKcLx2gFOmpkBj02wa2BycfLN9PppfmTrn/gqbYTfHztPj5QvOstY6SBxboDq47G63i8YHosaZvjJKEIDouAu/MzGCLE6bYhZtVZPqv+F7Yri5x1t7Cu6EymCjyW0FnU9bfwaNQAQjKOHRqgFt2GF+olYeXYudTG9ROr1EvL/Le+YaRQ6Ikvcffg97i+4wyKEnC1EOMJS2XKh0bbO2km70METcL1Z9BcSbQcJyxXKCRrSOGiyDidrQIfbqxwS6OEFgRIbxcZf4aEN0XpYpjAVcgcqFLO6ZzNZRBpH1UNsCpRRDFDumOaRlTD9xSGFloML9Z4MXwb37CPM59MMtfTw1oq+0atjJTE62vceX6MY6deZufMFL5QeGX/TawO5gipPt1yiWhQY1JsAWWzUDhcqzOwsAAVm4f69nB+xEeNj6FGZt8S8FADwaDnMOI4DLk+mtvBWm03ftAFmoFit5BCIEMmUga02lyKPT7x6AZd2hIDYpWM2vi+L+FLUH/E/Ub4IK0YrWYO10oS8Vq845OP/thB8s8BVeA08BkpZUkI8afACSnlP1z73t8Cj0spv/FD9vkp4FMA/f39h+bm5v7V4/iJ/f+3tarF3515kq/P/2e8wKW1/H5o7ONATwy0USrOS9wQi6M3akwoFiX9MscDhTsS29ndezOFy3uQV01WRxqYa4K2aoTJxDp/NKyxvdnFz860yDgKviqQgeTZqoutKOy6uZuDd/YTT5t4pRL4Plo2+/3jcv2Az3z9PA+fX+bX7xjh0MW/4fRrlzh0fQvl8EEWFoeYmsoTsm3ueuF7kMvS6Btg2buOgjfEiPkixxN/hq7Y399ngMARWaTXgy97AJ/50Ax/pQbc9qrGEW8FI+VRcuIsyjgLXpSyHiZmOexfWCehW7g7IdXbosv8f0aG6tLk3zuf4jF5lNu9M/x264t4SEoiDPTg0s282M6z+jCv6GHqQqG3tch11bPs8uawZT9CtNEfzpDUDFQ0onqSZCiLqUYJZMCsW+ARzeBZETBUneaoHSGkb0EIQQib6ajGc2qLFUXFBERPlNLWOLdWAn750hhi2x8SRH2Meh+msw29msNaC9O0yhyKfZF1Jcx3C3dyqt7JZCLDSrgLV9GJBJJtrspefZ0dHaNEeq9gZK9gKBZSCpR6D9q0wH8tQnSyTrRVJEByOreDp/oP81rnLny9hZAKMoiCcMloZToVnwGpMhIY7AzSdAkTp+MM9ZGvEphFIqs3kJm+B9Uz+Iqw+dtWG7u1Eh/LnebR0j5OeF1YvgRfouR03l0L2Lb8I+T6VBepurTwsBULT7VIdswRd0ya67tQ3bc6ao4GtbBCKS7ZiOuUYhq2LhgoFdjVXKStKbFKgxC8Vb1ASgfpF3BEnoo2iansIunvRInW5dA57QAAIABJREFUuEdLMZEQPJ77IiPZ1xmOb6Z3z1WyRPQGO6ObXMszJZXQquBAK2CfbdMXVDYJBFJQCLoo+h04QsfSGthaHUer46kWKhIfWNQ0Rg2D02aYkiaIe4KaJtmx3sGvrq7ztugiuhKw2OrhQvN9pPTj9OgaL9c91mng42D4KWLVOfZc+hsKmT1UPlAnve0Ey6e38nw+4NzWdWwjIFmPMFDawb7ajQxFK8ytLSLyMwggqTu8f2CUC/oAf9ZdoKzo1NBpKQq52iAJK4vhRwhrNvFYAVkcRqt3E4kUyThpOurDmH4YYVbwEvN4yRlEqAGuSbMwTC0/SE2powcVPMMl0AUNFOaCJLWITSaxQm/iKr3xKXLxOrEfMm83LxpvkSU3Wz7Rhs+SkcURJvHIpkKHExhsVHdQHLsHfWmI5PA5evZ+AV91mDmRozIaQyBQVINsYgdnhvrJrfQRcTSeGfk2M+kX3jRONnXmdCWDFd5JtDXAz849w663XcVuGRhhC7OmMbRSpmPDRqqClU6TpS6TVlil7sNEVeWuqxLTCViin5VUDKWrRK5thXNXjxJuRDkXm6AaW+feNpeukCRcg/4li471MIoMUEQNBQc36Kbm3Y/dvIKln2K2leFqq49qw0dKSbvR5J09U2SNzTHrScGs7OKK7OEqOaZCMOns5qq7ndv0ebrUCm1BFFUKWvUVxMYsimvjReK4Hb04sRAFo0AzOcvWzCp7k3U8qTJRbWeh3EO43E040GiFKqiBQszXaKuMkCnvpoLgu4bNpObRFJveotALmHqRnmYHMvMw6x1jfOR7CgfCW9kYHiK8dJxeJUaHLgkJlYawOKnlmbTCVK0ImgRLAFqVbdpFjptPslsdxxGCLybifDkRp6yp3x8vmh8iaOxGF3vI53ZgZXpAUVFaHvHFAgenL3NocZwjUxeZjPTwu9f/LH7KIJu1OTZxmoHIHJ/UvsPj24Yw0xViis+s7OEx8T4uNEx2r07iyhXWGccyPFRfwY3czG0Vj19fO8s2fxKJScl7N4/693AVC7iAL1bpa5tnJLuA0unghwW6E5Bbt8lfaePE5BCD0RIHeouMt/eS7b9CI66hVBXijwqC83FOHjzCxPAI0x39vN6/dbNpk7zmdF4DzYrvs31umkMTo4zMXGU53E69J0M05GE0bUZmJhmanWM5Lfnb27czmy0g9WUAIvUoufUOtsX76DNnyJgzuHqLdV0jr6rUNYEKKAI0KQhJg5jQSQmHhGGTMdxNjXEgkJD3BMuuwqIXZinIsOLlsFoOgZggKw32NQcZ8qJENZuQiKALBdWoYUZWMMJ5RMjh9ndM/1hBcg7IX7vVfA7oklJ+XAjxZ8CrPwCSH5NSPvQv7f8nkeT/7+b4Dk/OPsljM4+hCIWUkSJtpkmZKVLmteeijUg5zOS0y6tzFV7dqDAXf5JQ9hkUO8f1Kz/HcbuLw1Ij+iNa52ppnfjtg4T3t1N5ZJrGa6to2TBevoWSMnjiujZ+W2uQ1DXek8hTP/sEgxf2k251cmtMI1AgdmMXkVQYd6mCNTZH0FTwayuEuldo//THCbLt/PpXz/Lk2BqfeXsPB5f/lNceXSXUp+BkBxiy1ukSq/RrK2SbFYw3VYvbegcXlI9zcu56TLOOEz9BWjTY70k6hYUuVnHVaTRllZh8I032g3yxf36vaRuoLR9hSozwZnpn1tepLoQJj4dQBWhmwFxbjs8O/QKLoQ4+4TzMR9SnSeiCiGbjs5+i+xkEPwy82QgcJC5SugTSxZc+ikijKXF86VGw5ilYi9TcGkKJUNAG+FYky2gI0j4cVcvM1fNciQ7hCJUeNyDanWB0f5yUB79xdo2jp/+a/APnCUwIXVbxOwO8Dsn3KcVSYrYU3NIA6+VdWNVe7GIKV0RZaNvgktC51OjGDUIkjQq7Oq4QzzkczocZeSkgfulZos1V3HCMRFsdYoOcTt3JU8k+XoqEaAgNhIsWmUKKgKC+le1+mJ2BIB33SCd1TFWiCElCVGgXS+jZl2hmRkFq6HNvI7N0lBftHn4/kGQReEgKwBFUHjA9BrQN8rLBii0Io2BEahDJ48bnWQ4v80pQZ9zfbEu8Pz7IO6MrtOvFzb8fCFrFIZpru2lubCWwDXTh4qoKvp3AbWYheIN/XQ0LAtWnra4Q6bxAcuBVjMQ6Qs/TWNO44Md5PmRxbPyTdNe2EkuWOE6WZ7ddwO38W4bCNZxA4Vy9ixO1fuqWQYcdZYveYF/7GNm2DZpenGf99/Ed7Q6QPnesjHHb+kUO18bIyQUUBL4Ctga2omMpGm12GaHUqSkadUWlFcCKFeNGWeV5O8fcwgBC6yFibmVvcpa90SdJqBtMWsc4Ufs4NX9TIkvIgFRhlHJqB4Gikt3zMNndj7E+eSeFc+9HoGCrLSazJ5lLj7GSmMJXfMJBmENLnQyPBigE3JSdJegp8plcBl8JcajVoi4CVpUERVXBvtYl7wdNkQoDTo6byLC3YwEjsYL0DEqLhzm/bnAydJI9S/vYkT9Ob3yR/shFZq3rmXMOwo+KOAuPtuHnyex4Aj1SvjbuQXXiqE4czVHpzU/TWahS0k1Gc3FacQ3fVagvRakt5bikbkfVj7C1kkC/6UG2dD7Pit2J/aTJtqBIe0eLEgKrIaFq0HQMFkMxqupHiTgDXM6d5rnOp3GqR/DLR/CkjhAuqnS5vetVPrDn2yxVu/Aud3CHM8aQXKWOyaOhwzxv72XW6SWfPUNfz2u83QgzkqgghGQ138fTV+/kZGUXDUIkQg2qThRFsTjQeYr7B1+gWykxduEedq3fzTZDJ9BrFHq+yEZ9lPpoG0nDoeCEWWnFCVAQSDrDNZKdDfo6SuyuFqkQ4fPuA5wJtrEhEnSLJh2RGW5qn+HBpbuYtNOEe75CMnKVGzcOkLC6CERAU21Q14uo5TV6FgSmqzDT1WSmJ0LW3sFgvZ2hxBgrKclcZDsVQ6LVH8H3y2giRYUytoxgr7wfqznInbbNPr+BRKeqOpw0PU4aIUpuD0gdRTjEjRmstjF+rrHKh2s2NTQWVIOC0EiICJ1BnH5imDKCjcklYbNunsWKnOeAU+eg7fBC2OSz7RmqGASKh5QqbuUgVu0evP5O1MwkujNO4Gxj+yXJkfExDi+Ms7W8gAJ4Al7sO8jvX/fT+G0G2T4HK1LCnb9CuuTxn+qvcFP8Ip8f+nnGe9u5Wz5Cj1ii4glmS7Bel0yRYHdlN28L9nPEepqwOAWEOO/fyXfdW8jKdu5ijrbIE6znFijmmtgRgeJL2gsOnWsWbXkXBVBUOF3q4fnVIdpCFvd0Xybm+VxdjVO+HbyhgIYb4/zGbh7T72WmYxc9hUX2Lk0z297PdHsPjqZjOhai6dFSQhDTQFFQfJ9tCzPsmblM58oo9eRVXtmmUjI2Czr716Cj3MnWYg+H003iB0dpZewfPld/hDV8QdmGpq2Sb3SSb/Rh1yOEnRgpTA6ol8mnYjyZuYmXU9eh2Ffo3PhrmuTpbHRwdPoBOuv9OPEFGuEVPOUNDPDfVSf5B0Hyj/rsJ3SLH78t1hb4zvhfM7b8GFlRY8jU0YSO72hgmxhOHGllqdpZFtwYk65B1QvTki528nnq4QV2l3bx0fwtiIjGilZkWc2jmyGOCcGjzhwFzeG9W+5gd/o4+msN3JUGhBRwrnmWIYWFG9r51bjNsu/zsXQbHyqpTD2/xPpKE02XFNvHSWpV3lW9GYGgKuqYrkApL6NlDBA9BM0S5TN/yf91+8/wmpvi53edpLt0jsqrAb4ZJT0Q46eVx4nKOgEC24/RCNI0gxhBu05qz3Gm1uJMzFQp1SIYjWE8aRAy1hnUysjwOpPRU6hig5vzCtl8lWi2hWoqeBhIqQEGVpBEwcIkT0QvIwQ4dY3KnEllOoLb0AjYXIodVeHhkaP8t23vIiQ9Pl5fYKfaTkWFpq7Q5XaxL6wxKj2+g80+K8+t5jgRkSSQUYQIEPgoSBQBKgIFgSJqhNUTaOI8ZTvDXH0fM9ZR8toIUqhUEwFP98FUwUNYPiiSHaESW+nlpSMJViMq989U+YVvfhnFfo7SL/t4ukb7n4C7FuHhfR9m++AydycexI26rCQGaYa68SJ53MjaG6nqf7ZWiqC4ly/Yb+NEtZdgI0BKSPgBtyyc4taFM2wd0ah3v41HgwM8i88aEoSPFp0gGrvMB+1u3l68gTMtg+eVgFnNY12TSASGajPSdpWdbVfY0T5Jb2iVtZVhCsVOBnJnSPbW8DyFb8/fy3dnb8PzNISAYx0B7xZzuA2LDdejyBsOk0SyHl5nIjnBRniDUKDyU0qaGzJFYpEazWaC+fm9OHaUttQyqbYVYvHCZucyX8VzdIywRW09RvWl29muHaY91EldVilGXexKO7MRlX/aL8msjXKD8xqZrgWi2UW0ygArJ38ep97OzoRDpvc8MyNPEg8tYVthVmYHWVjdimVGSZoOSb1MsdyB5+lErA6OtoG/4xGC5ATSMXFXj2EsvZv+Rpy8aDLqzXJieJBHRnKEpM1ue5zPvfwYh7UnmWzu5PGVw3juKlK2rrXflgxFS1gZl9PZDu73LhHUr2eufj9uoGD5WRLqKkPZR/C8bUwVb8SRGllNEhl5mvDeBylPH2P19Ed5s1qEQKJHVEJtDq3QZabd02QuFVFMm4/0XeCVhMbnsmkiboojK7/CjvUYN8W+wH7zKSpqiM93J5mPhBmu7ERXbfxQHUWVVNQm47LGnKugAsNWN3vHB7ntlZPkqpvXONJu076vSqTdJQhAUaDejHCmfJQx/wMIPU3OmKA7fhI1s0p5ZB0l0mQ2GGaydgPdlztQVgfR7Ch7wpe4If7H6KJM2f0YV1p3MNNYpFQfo6pO4YaahJ3dqNpWork2um/4M0KJEvKKzu65Kt3XgMC4HsJAkPN8om9ywn2p8Vz1l7jcuoMO4yyN2Cm+FNyFJlyuk5e4aeAVwtuKJAoeB8fLaAE4KPhSQcdHExJbwP+W7mNSDHGg3IPutePpPnOGwenyThpelC3JGdIDq0y09bOndQG5mOH06nV4UmN3Lc+HtRjHwu0Ec6+wNPMI4+1hKhGTZiRG0wyjpqJEohCOO7TMBFY9xM9XH2KYFR7yb+Z39I9SykWIh05y61qJ/c4AA0E737G6eQyP/1U5yU2RL/P5VDvnovW3ROcNL0TWzjBUD7NzwcPf2MQau9Kr3JqZYy2axRcqQ62lHxGi+ddtSRh83jzEd+V1WI2dSDcFQIeyzC8FT/FTnCKKRVjaKFIig81ovpSAFNe24AQKX4hneKhTp5TYpKDfek7l2MUESz3b2EjpROsXidkNeu12Bq4sEHY26XmluMB0JFEb/mnPjfzVyPsI4jpHewLeVlEYS7icVw02ply8kIJ+XYymGeVd68+ypTnPgJJnW+wVKql/wwmQkCjFMFZ7OFdp43GhMSt70Ipxfu3U89yaukR6b51lO8ETy9toeCGGV4u0zAxXd/fQ37NIZKjAn7X9CpfEXu6ofpvBha+zoxFg1ob5lryZF9sP43XHCLIGCEFbvULSmqPNOkNZ5qkpa6j+GhKBHxompO0h09rFbfl17mk8SnRgjOUeA8WHzpkAeyPGuNzKrDpEgIpSqzERZHktfZDuWJXeaIUL2f2sRRIY0uX6jQb3Xv0y73MfRgsCFtx2roa2ckbsw8KkjQqKDGjX8jzffyPf6TlKqHmCZPFr+KLC7mqM42tx9m67Qq3ToH6miyulw/zW7//BjzWS3CWlXLn2/DeAG6SUHxZC7Aa+whuFe88AIz8p3Pu3mZQS216hUj3P+PLjrBZOEJMFwtcCJyIwMWr9eD409Cae1kTRWhiahXKN+xNIeKmu8UhFRwDvSbrs9kJYKybWikljPUyzoeK2V3l0bxVfSExboRSRICCrZ/iD6d8kV9+cwa6AZ7sMnlR9hmqS4Q0Pp7G5OIQFbDUVhjImZlcUK+NzefIkO4s7qSp1EkGMYqTK/FYbNJ/0xgSfL6XwWyGui04jWirRmUto0uPdA3Ns0WcBWHe3UPL7aPpt1IMMNT9Hxe+k6uXweaPdtIJHSDSwZJIh4zVuTfwlUfVNwvBBBDuIYcsYvowRVnyiyhyqqL+lRsIN0tjuANa6RXM+j1MUrBLlSi7LE8P38Vp0iGFP8oGqhy9im+ko4TIcF+xRwjwtHZ5wGlzfMjF+QA1CAcIKJFWBocC8EnBCuFjKBm+XV8ghqThbqbh9aKLFdvMFehKvMJ8xmY9mqbf2MN84zLd3JalFQ0gEvVaDT7zyKoef+RqhWJ38rwfYhOj+Q5+rzhZSosqhkSmSgy0uBf387/wyVS/CresWaXULiuozmF6nK7OCpjpEyjt4Id7D7+4yaamCX7li8545h5cqszzTWuN0xzZcRcNQXOxARyEgEp3BS5whEZnmA+Vj3Ds7jDr2FE7+MtZ1LuVD96Bmp6lrV5goDnPJG2G8vI2VRicAITw61CrbCmMM2xrJdI5vJiNMNzvpiKxzXe4iz8/dRCBV3q5fIaM0aCVUehKjNGSRIhqnlRpFrULSC/MBpZuR3DKGWSCod6FM3YGyvg9NgCd8WsKhIWya2gYyPUn78BlMo0V87TDp2bsxa4M4aoNlYwm1lSbtp4i+SXopAFZNmNPzrJdbUMuh6Q7bB88Q7H4IGarS8k1KlSzr81twKnH8lkB6EhEEiMBH02zaswuokQHq3tvobOYYMWapb/0OrdQVhJ3CujJE25dnSFU2QdlaOs1cR44j4SW09AYn61tYswxgc/GPWS65Sg2pwEouTkvqmGpAoB9BGAdBieNoPqNbWiz3xjnXniYUOPzS/EMcuGhS7NDouv4LhJYPkj3/qxQ8QcHzmYlOYSZW0Os9WMVN5RBXThFUHiGpt/jgwFl+t6OD7yRVJCqDmWO8MzJNp1wmTo1M2WbnZB3TDpjvMZkejBIoCn6ljcqVFOtzOj5QGwwzHypzMbpBLSRJ2gE3r8EDVpX9epW6H+bp4GZecA7y7vJ5DkdeIZaq4buCxlqIfH+IK0cSaIbNHAM8JD/E2kYfi7luetfW+IVHH+dAxxRH4i+RlxleWn8/Se1GBsJtmIpKK5DM2gEnlRk86bFtYIr2vd9Ecz32TdRIl11WWzEuV9uZqLbjotB5KE/bFsH6iU+w5jWZTFwi4sTJBU0yVhfP+TfysumRFRXSlNm19QL3bHmaS6s7aIx3c1A7T8ScY01TsVDpcrYT2CM8peuE3dSm0xN4zHhxXgtGsDDYpZ9nS8+zqANpHjZ+nZbYpA6NNOc4dFIlWizzdCTNmpCk/AY7y6PsrI/jRgy+ce/PUWy7RnXzJcqGRXSlxL8vfYmPK4+zJlL8TuJjvNi9hU5NZc3sphBNobprHF95ip6pGP/oHuE3tAf5VfVhHg3u5nV1BBn4bIRn2Rmscac/ybaghHhTpq7khHk2v5XvxQ9xZt9NzPRvA8BwW/RW1tleLDKcbzFSqtMZrDBonKFbH0NTPMpejkrQQbs6T+SaIsWa389UcICl+vUs+H2c6n2ZsbYxnOYQ6sZBmrKLXucSx6r/RMopo3sQ8kD3QX/TVvMlL+9S+N5+gZBw51nJfa8GXGueuTnftTDayHHMobejhmI07VWKqy8QH3sVxWlwfkjlL277aWYr+5FRHedIlvagyKemvsmrqb0sxDtRA5+J+BZCLvzWpVE+Uf4cmlhHCLD8PqaShyjFZ9jqjQMCj3bqwX4ctqEK8NWLxNXXUITHadPkxVCM847C4cKNfKjwDrrcLCtqgYvqImYkT+bAg2gv6+S+69O9pUBhJcLTyR00Tcgb7TybPc5yKod7XQZMhXvqD/FA/Gu0XJOXFo7y0uoNNFs625PnyMQusx6CieR1FBJH8UIDID3M5gUylVFyVYeYshURj7GY6GA20sXtPM37+BpR2WDa2k19rZtaOcWc1kspEqematixEBvxdipG4o2T7UvMZpMBfx49bjOh7MIVIaJeg1tKZ7i1eJI9tQkUW7Lk9TEhh6mLGKanYVZ2E4QUzu+r8nT3FiK1x4jUHkWRPoeqKW5qC9HfO0NttZ37P/Lafzd1i68CtwFZYA34P669PsAm3WIW+MU3gebPAh8HPOB/klI+/q8dxP+IIFkGEqH8W/3fH22Ok2dp+R+pVs9TqZzHdTc7YvlSYDczqLWd1PLDzFb6GW9kuRK4LCmbHMmEGnBDf5w7D/TTWR3j1Atf4ImOGVYTLt1ejNudfjrCFonEBvF4AVXdBLeuo3LFhcWmRu5cBjEf39Qb1U2OZT5IT6iTBd/iZc8j3HoDlOqKT0K4hJU8jdZ57B06R+7+aaKROM1Tp6g8+A0KpRUyB3+GfnUX32v7Ep3uJbb7RcK0qGGyqgesqwq1IEzjahqrEeJDAxdoNxzOte7iVPN+pP+Gi+0pDjWjQCtUwA0VSCg2ORHQ62mYTYNVQ8NrdFF1+hFIDFEhkBouUUTgogoVVdHp0F/nnanfpSmTXG7ezqK9F1V4ZPUZstoM7do0bdoKQkjGNJPPGUc5U78H1+4hnTjFYHyUsNeB6vai2/18sNHFbkJ8JWiw1DxHt7WMHYpSj3fjJ2LUwmkaSjt2aJVThkpn4LLdCZEJFIKgidI06FlJEHYk+bjC+JaAzuxz7Gu8ynBplt01m2zwhlxRgEpDjZHXY1iqQTIoYvkhZg4BrmDbN5s060k2um9hX/JxopQpjkV5sbCPF0ceYEDpQQVGdY+5kM8tYYub0tO4QuPPs4d5pTdGf6nBz5+5yO3r54kWpqiNL6IlDCbf2c/TXiejrSFa6auUOy8QkR53rR3ip+ztqNtfppUdRVo6QnPBDAgChaYfpawnaPoxNsp9bBQGmPd7WcIkWSqRr2W4qZlgt7vpWNSUgEuZVW7oeYze7kkaisofn/k0ZauNBwa/xSJnOaMH3y9oCzuC+2yN/QMtzKjDjBxideKdpC7so1NT6QlVWfJfZs1aIeVkSIVyJBJh/OsfJ1obJnP1PlQ/jKvXKHY/R3nwCTAaFC7cx8ble9gR8dgS0nHxeCG9hGx2EqyH8ALoSxaI3PK7iHCF9UI3rWmJvRjCbWp4LQ3p/8tFaG82iSTdU2Vg3xr0+4iyQBYNOB/BnVKp+jqr8RiupqL5AREHeotVusoWdqYDbes7yDsRlkSUdPQ5fPsis40UEoV8+xCvHrieyaGddBbyHD87ytXhg7w2nOZO6xk+FvpznPVhZl/8DMPqefZGiwiO4NNBSzRpynEaUZ9aucDE0nlieovbetf5bK6f0dQCA8EI7+qrsVWZZt1PMBYMUdK3UqUNrRHiw7Pf4/aNVzlbH2aytJf1Zh6JpMOo4wQqZTdMp1nl+o455rI230rEeDFsEgjBoZbF/fUGd9Sb+E6IqOagIHBbsJaNsLJDox7XwNI4Wb2F+mtpdi2N0nq7g2uoLCQGubt0iv3FWWbX0zy7MEwlZDHdUyJhB9zYuJvxIYWqUeDQ2s0k932daO4y2Q2b7jGTq/kOJipRhvQysW0NepUCHdZbG4V4UsFBwxMKq0qK37I/xRl/OzsdyU9ZFvtu/I/IngaltXa+OPpeLrk78BWVmFojl7xCXC0RUlbZUdlKS2uhuh2s2Tt4EYEPpMMTWLnHEeE1WskP0kjcS5ub5xOFb3A5/25eGc5RimgcLHrcM3mCy5MTnE/sZiHchyJ9aI/g90W5ee4cxZpg2stxUEzxe/pfMiA2eNjIEZUOtzllFCk3AVywlacz2/iTofsZjW9DND32zp/mgcpf0qq/nXUtyjZrjuPKU3SFNjngZUWloGokfZ9s4LGiRvgPfe/h2dx91M1Oos0aB8ZOEmtUWe3sZSk3QD61qfggpGSgtsih6hjdjTJz7j4ca4CQL1luU8hEJrij8RS3VU/T11pDAK7UcKoai1dMvtkR5eHDGqXWTVj5uwCJ0f4UevoVhPiBjNk1E1Jhe3UvvzZ9lAE7w6mswhe7T9AKXuOuxi28q3yceBBh3rmAMXOBTPYoWmYrQeBxRVnkc4N1Zub7ISJJ936B7b7BscUoG7KbYiTOszuuYyOe4pb1M3x+6vMMuqt4wLSm8aLSzrc6P8yZ/nsIVJ2YbXFoA96Rlxwu2vQGD5HUHkQRLRyZ5mV5J3+faLERLhBzOhHOCG3WVo66SW70DOIouOYKs9kLnIwoxO1Vjs6c52JiF7+/9wGyKyu8/ZVHWOwc5NG3fwjNV9hyuc50DLaIy7wr81V2J+ZRBKy6gnNNlbNNDd+S7HYc2mSS6dC9LJs3sJJNUjGiJN0q79l4lvetPcWwcpmJ4ThWVKHS7OLB1gc5FT1EPfzWGpCY3WCwtcz25gx7m5OMtObZ2pwj5Dd53d7B97zrqBBlSF3Bz5gsZPs4ld3LqrEpl3egOs7B/BiJxSR6sQMrNoenBxwMRrlLeYGJeA9/MPhzPBffRaT8IEbrVUw3xG0Nk7fvXuMdd179STORH5fZsxXyfzeK3hMjen0XkT0ZhP4v6/L9vzHHKfL66w/QaF6l5rWxXGonX9rGUnEH52vdrMo3opKa9DjKJd4WmWI+NsBsso8FYdK1scCOqfMsts9zdlsFgc7+4n56Wls4u20XE7GArvI8Q/UaBxtT+Ml1/OwsQyFJe2gz4B/4Khtn7ye7fBe7zBBzdsAZq4WlNzDcVXKlKQbXFkgW5sF5a2FMMWHw/IEEp/ZAv7LBfrfGoZYkV/uP+LKXpPObLL7u4VcVtKTETLrE25qMB1lea/VzU1cVSzvCeOt2fBmhbi5yMXcCM7RAv1xnp1dmj+3R6wUo1/Jmk8puvtZ+P0/37GUpZSICyc6lBrefc0g1QUofVajsDEN3+zxB7DFGSt+lGVa4kG4jX95O4cqNpBeqhB0LRw+zFkvx9EiKsYhLs9GHL0OYARyVLo3cOa5kX8EXK/TaOX5n4dNkvRR/2PV1nmlfwddyJKwMMUteijChAAAgAElEQVQiggZCNpCySSCaeKKJpzax1SaB8tYES7bVx34vzs82xjjYWsAH7GAHVfeX8eUWDOU5kqG/QKNJTYlQkBksLUc+qqBFilhDJQw7YP/rFWJvksuZI85X7EPE5mIcmrhI2DEY3XUbpZESsSGIZCYJJeqc4ij/xPupkuS6qVnunJhiMLTO0Nwq7qrN1XaFsWyd6bYq851NigkXw1U5spxkb1OSSNlE2i0i7RZ69Jr+tISaHWc+6GdbeBJHGPw9v8AJbvp+iCnaCrjxcosjUxZqAEtmiQ2jyt56DtU3aZoFZjOr7I0sEBl4lb+d+AiL9R7uHfk6rcQZrpYj3BAJOJyt0aZJpoNhvi0/wPbn2hlav4jQxkjKKCk5gJSCgrVIyV4jkRUc3L6L9NotqH6Eplej6pfwNYs2NUOYJGupC5ya20G0c4zEvkf4ivIeZvMnOD75NgbKuylH8oR6nuDg/udxi3Gmn81Rr5moukA3ffSoixHxMRM1QjEbLezjtfqQxf1Q7CRfd3DtOr63hpCrBK7DP+es1cAnM1whc7SIkXAJPGjNRgjmDGKuQ4fvkW46RN0WhmGjR3208KYk2VplkJcav8R8ZBCve4KPVv+Ic5VuztT6MFstQCMsthIkjiGVMN6OcXbt/XOmxTBPr/073nFuFreyBUPUuTnx93QrV6nIYyB34PjP8eiSRUT1OTIwwu/0zXHFnOfmRIr3JpeoBlmU0eNEThl8t+N1XtzVJJ+9mVxlmB1XJ9gxPYrq+8Q1ix3JMj2JDWYT8M3cTja84xwdf45wYNMRqzGSLXC2awszqoMj8kjdJwIkmxrGXIykK0ltr6C1e6hN6Jx2GCw00LSAS71p1vpUfF9HujqhcO0tslqyqRMqK+hVhQXV4KmIZJ6A24s3cHDbq0jN4htllRNNFc030P0QUemTpEFcuoQChaafwPUShD2DNk/SrRW5LrrKdPkAf1r5CASCD/FVNrrXuCWbJt09xpW5ffydt4wm6vgyTL25E7u+E6+xHQITDZ+cUiEINFaII4SP1naSUPpF+qXJDY3DvN7zDk62J7hxweKTr1cY0k0cAQlV4UudFb40nKQejdO/eJX3nH+a3nCB/9z+MVprYlMGAGijxmfDf8EH5DnmNZ2/Cu/Gah2hV7O41TpFRNbZyjKq2KRafTu4kV9r+5/Rtiq0EilCTpE7Z8f4rdW/YKtc+qFr2pLRzt93388/dL2Lsp5gX22CX1j8Bu/eeJa1eoS5Vpqmq1F1DdZoYzI1zGJugJVcH8u5Pmzjmva41WRkcYpPzX6N92ov8+b4VLUcBksSzdiousRGcNaIU1JMLosIf9/6GaqtXWjGItneM6x034inZVGCFqlgjXSQZ9K8BUMJI3yDo4vfo+I9xfHKEe4rHseUBqvFk2zMPM1C2KMWNggBCUMlaaR4pOsoz7i9GLrgttwGwn6aTG0QVxG8sjXNVMcxYn6L/zT5x9yx9ApTVo4xq591y2CuvZ9n3nYvlWSanVfOM7B4laWBPUz3DtEI6SjS57rqOMeLr3G8eIr9tcuoQhJIDZsogYyioaHgXSvIbNAKbqTmfQhXbkEVq8TUbyBDr5AIqgQITsZ28/nsx3il/wgdhRXuev5b9LnvwA5pPDXyD6wmx+lQ4OYo7AlbpK6prOAJlHqYnlWbvmIJ03PwUXkhdYgHc3fxePsxLMWkXa5xk3eanQsmiVmDOTWPIn1Kjk8DnxeHbyFR0zm8VmJXeIrMllfJtY/T1nAw1g2iRUHOKWMK5/vXeF22cVXpZdTYwoLezVh8J6Ptw1SSMRCCdKXMDWNn6aoWEWGdmNXk0OzrHHAvUc3G+esdH+DrW3di1L+O7kzR5sd46RMnfgKSfxzmlW3W//QsQlNAFfgFC2FqRA62Ez3SSag79m/a78r6KmfOfhRNmeePX/80E6URAKLAUNRkuCPK/sgs/RNfZE8wSi5UfYMpKKHsmjy6spNxNcRLB4oU4zbtrT6ObOylFsvx0lCCiuaQiPSTlHE+N/o5Nrxx/s9MGqH2sYX7uLHmEGvM0bV+lL4gS6euUGpepXDuQTL5WbRg0wv3FYVqLEqgCOKNBiHXp5gO6Iw6tGVsIh0OZpuLUDYj4ItKB0veXrKXt+NfehRXCFa7U3TW1tErPoFUmendy2z/LQh9B77wmM6cYyz3Em3CZqszxJy5zBVzEeta29a4Fybl91MJ72AhvR3H3MJgReHWpSU2VJ0L2W6WUyoHZh3uON9ElZK1PTPsz32F942+jo3C1Sez6AX1+/9pbMsWHh+5iTOZXurNGDLQCUkYcVV6gU4c0k0FjQhSeriGy92RKAEeD2tfZj49SjlisaiGKesWEjB8E9MzMd0QYUcjbKlELUHMlcQVj4ThoMdtZswqF4yAkqqiSMlWW+OdxWPcVr0PU9r44S+RFs8SC1rkIyZx28bwJS2hcDGRRPbD5bZBfs//RYLC1wnZVwgHkhCSiqKgCOjWA4aMgOFQwIDh01RSnOUGTspbuaqOIIVgwMrzSfUPGRIzFCZvZGMqypI/x2xbkfnOJtWoBxL2qga3JlyGQhL1Gj+TAMgrNMpRykGE/GoWd16gtTYBezjXYuDONcxoi1J1iKUr70Bb7MR3MyhBiECxqbZdJh/2mYh1YqpxjsyGSTZ1NpnMAiu6wNXtDzFavIX58k7u2/oI9w59dzPi1TJ4Tr+Dk971HH30OTryaz90rrWFOtjTdZBudQ9IhWV3nEuFsxSdNVQUVFQUFLKGS8P8EDZJGke/wdbOl3Gu3sb62LsJAqjKFxje8Qwd+woUljP8U/GDRNw8Scsh7JvowZsLNyWRaJn27BzZ9lkikbc6l1KCsmyS+JrAXdYoDegUdulYDYOdQYFdyTUSuo32A/frQIBlKNiKitMMYRfC6CWf3GCJwFO4MDXIw9230+iK8r/YXyDmN/nO8gMsWpLAm928x3RaxHpqxDMeF8sf5m/2HiNA5ebRGjdO2WiByl7zYfbHHuJKNclL60OEFJ/edJ7fOyCp6z4fTTj0R6K4G3dxw6XjhIIwUkpKzhoX62dYaF1Gdz1sXTA7sJOxHdfxi/WH+cj6o4z25pjuC5H4EUV9bzbfF9hSIEVA9J+FByQ4NZ3qXIzGWhgt4pHbX0SPergzOXqu6uwNnWPNH+RZ92exIxCKrxFKLGG2LaFH86iht/62ZZn8aVGy7Gpst3rY5tioygK24rMqYkyToaCYSMVG02pIdTOiLP0w1up9eNX9aOFZ0r1f5Xhmg9tiHqqAiZn9cObTOIrFiYGHudJ+Cl1quLjsKR4kXNnHmKKx4meRQYhQ6lW69Cl6mgNc3nIbyx1DRJ2AZkjhk5frfGr+WisRKal7JUZLLzHfGMdTVWYP7+K53XdRCqUwfYtACt49+UWulmIMGef5D9Yp2n2fJ/RhXrfvwWj004ZHvHcWO7rON/MHOdSaxI9O8qq/h6vV4/Q4FT5Q+CYLI72c3HcbE4ktdFlrHFv9Fu++3KRtpoYbcrnQF+axHXdyqvcQUsD169N8evEfuav2XRSxydmed25CSp/u0BlMpUUliFCTcWxPoLg2Nc9g3BzkXGIHZ9v3cql3N44ZZmh+ko+OP8jd9VN4EwJvwWQjAV+7XbCjs877ak26fff762OTEF8Tx/hj6/3UZBw99TLDmWfRzS2ozg0MbjjUzCgv90dJVx/hQ2u7uLd4C2qgsLj0NDPVs2yEFaQQRMyA3liNDRmn5IZZDLI8krmbmFfnvSvfJhrYGEaKVw7eyAt7rsPVQptSaq0qiWqZRG3zEXId5gb3MJ/roqva5DcvljhYE0xYo8zlX8L3JcZWk/qWXr7dcZS5yAgIhZhb54byKLcWzrKvMs4eZ4JoYCEAR6hshFLk9TSODGM620g0b0X1B1HZIK7/DY4+xm+P/AoPdd7FPRvP8d7TD3F5IYkrBGd2VpnsK3Jn0uVezSUsPRQPImUVVbjU2wSVhAZCEKt7pAsORjOgHNXY6DawtDCnuIEXguOMK7uRQqG9VqKzViO6Ns+x157g6ZvvZ3THQVxtM7PWJZfYIce5rjLG/XMvM6Fs47+mP8SupTX6W7MYwmFDZvCCEM3/m733DLLkuu48f+mf96+8r+7q6q7uat8N02h4EiRBgBKthtRII3HkZlYTkmJ2YmImZicmpJBWI0OtNJREeUKiREgECYAgYQlLtEN7V11d1eXN8/7lS3v3Q0ENQpQ2JkLabzwf38u8efPmuTf/+b/n/I/nsxHKUBVhkiWZx2eukKye4/yOCZ4/cpzLE5N4qorqugyUcwzUihy6dpGH3nidcLsNElQSEZ4+nOW13QVO//Q7PwDJ/9ImHI/8H1zCLZh0/bu9qNkQ1kKN1plNzCtFcAXaQITw4R5Ce7PIAfWfbksI2qsNXj6xzLOzKxze+VuMxJf4xoV/S7e9izt2DrJ/3CNrnkW6/jT+0gkUsQUQBRIrgV6+kz3GWNdRek9+kXF1HlOS+VIyyjcicXaUDjHa7qbfOMOl6AI3vCiTC7081jPMUf8F/iQMX0xEGUweYqLzKD90I0lXXUWTICBLWFYLb+E17Nwz1LujiMwOFmlQKZVJtxpMbpgEHFjZ6RLfbXJIbt7+wu3U47TWPNo5hXZRo5DIojsO8XoduXuK0OH9dIV/gxN6DyfMx9CqdxB04zT0CoupEwQbp9kzX2TPoiDSAVcLIccHkFKjfHeyh+d2CG5EV8C9heqs8/cVnAatbibNUcY6A3QrLei9zFp3iDlzP/Gzh+jb1Mnqs0xk/5Zfzn6GkfkVDMvirZG9LMlZRNFCciU0PLbbGhO2zJ7idaZuvUCsvogE1PUQT+z/UaZSe/iIrtH04ZTZRh9+i/Tk82ye/Sytzb2MBV7mYPhZhK9Bx8GRFWxDo+UF6RR0xLpFcL2Karuo2z+IPHI39aBER5foKB2WjHXKWo24v8FDzimG3RUqeprVgR7ycXADm4SqLl15i5GKheELyqrKs5Es34wYzKje/7YYPchIQkX1FFRfQRYuAc/BFmAaPq4qtmRxBWRVwaMJl+mwQ8eSmG/JzLhdzJoPU/X2M+UtcXXbEKvyMHvcy/yY/WUy/jKllQTFC0ncusLAsU3SO6uAROHy45RnPoLedYVG33kutQe43hhBdSAerfBg97dQG/2oNz6DBPQeeoLY0BlcX+bPLn+Ok7lDHMue4PHxlwhFGwSkrexpz5comjK5poF1qwf1VoSknWA6eR+9oTEc32bFuUjTapBS+skEBlAUg/ORTd6O59heXoKNh3EJfM84OYCG793ENb/DyMMzxAabrK3soDDzMF2tND1Sh7Iu8U5knYXgCkFfY6K0j4iVQVcckuoKjjNHJxzA62ogGRa68Bk6W6Lv5CqogvoPu7QOaPStu2zLF9Fdj3JcpRlRMTUV09KphjTctIdkCEwRJOcOYokQCTVPt7xBbNll10KTsOxSmQ+ROxfD1WW8bT7quEUrHqVzy2PdSVIOBjHLW3HNsu8T8jyubt9NayTDQ/YlHi6cYKYS4UKrh5DmUqmHWc12eH1fAc2TefCdLOn69+QGyAJUCU/SkCwHSVLoDw7QE+3l1YE830q+TkDv4750lCPGNYKKSaDmI69pNJoGuVaETkdHUn2UoI8ScNGDLoGgQy2a4OX8PZwvjdDT9y16EzcY1gTbpSB94Say8u4Oii+INVzSFZtIw2PBTGIGZfSkixUN0gn56N+jkiMEtO0IthVFUhwS4SIdR+d6ReFvLYHw4dPVOB8sfpoT1k6u2BBTm4yFWijhJkFpk9OOynPNKUxJI5p+lWOj3+aRuENYEVxsBHm1KhCtOF3lw0zl7ifgxEgqMKp7vBW4TssoQ9uh5S+DqqI5HYSpcGbPA1zftgdJbNUVVH2XXzz919xXKWF5dVpuhZKlcKsZQ5EUxqL7CGZ28Fr0AtcjDa5u/zgtPYEra0zWTvP55T/nc+WrrElx/jj0AN/J9BOz4IG5HNR2IKuTqCKMLzo42kVKcpsz4VGCXpuj9TOMpfLs0KuA4PXIHbyQ3U8jkCbcarB/9jrz/cOsd3Vj2Dbblq9xuH2RA9oyOj43Qwa3pDRTnQaDXgMHlStSD+f8HeitNANmBdWt4SsCJ6CxmenmxNhuZrsGt2TJvueBhcwW40s36Cleo5htcFCz+anCGwxZJUxJJShcVtVubgZG2GEtELab/Lr7GZ7272G/ssSoWkJGxZHqyCKMisJ91k7ipmBh8zusuGs4ioQiq+xIGByMX6Yr8B5jfsEf53P2fyZNnd/1fxNsjz8d+wRPTX4UWwsg+T7bFq/TVd7EiidpxlJUwkny4dj77wUIum1CjknYtojQouXrNEUQV1NpBzRcWUbIOqB+/7ouBLpwCHomcbdF3GkQ9dvIwifsWiStAJo7gilFeL1bUAgY7K9f40D9Gi6CheZVRi426a4EqPRHqR7Yxa7WKj++/jRBzNuXsz2ZkhwgnzWodSs46Xcv74KkAKshri0epSQGaAR1Tmzfza3EIEgSku8xUrzF3cYp7gi9SknNcs47zJKznXltjIYaQRKCwysz7F5eQPdsaEGjCYV4HF9Vicg2mU6NI1eXGV28iOp1WO8d5OruHeS6M0hALpJmKdXNUrqHWigKQLJZo6dcYHzlFlMbc3hCoWTE+LUv/PoPQPK/pAkhqDw5S/t8nvSP7iI4lX7f/37boX0+T+vMJs5mG0mTCU5nsLcvser+CZIs0xP/YWLVo8xcqfLUXIEXHIu6bPNL+7/EttQsb64f4kcOfIads9+GuVegVXivfQE1pYfZQ5/nc/o9TJVyPH7+dUI5iVLK4dLwef5V+ybHOyYVIpzQp1Hk6xyza4TfZYCbeoqAXeZX0mn+LhbmmJflF5f/HQEziyRJ+EKQc1rYs69zIzmOGR7HTs0yNHaCjnEO/RmPnVe20oHXD/uMDXhs04s4vsGMeT9znbspOxP0GirDuqDcuoZz9Rv05DaREIQm2ly4YzdvMg3NLoYqe1CEQjWyTDhUZdyOEms5mNYGUmmZ2SYshdMMmgV2VRYZqOYBsDSN9a4+VL1D3N3kxMQdzG2TyEfmWdXqNKT3Qg26nCDpZpyu1jD3mw1Kpc9iiyCX+i2ez0aQVttIrkCRXEZdn2kzwoDcJj38Ng4G2dwY48UV5KW3eSWd4s8GP85n1Riflgw25TIL2e9SL26nUxpnC6wLpoLfZjzwNo4IE5QbBOQ6AbkBks1NaYQZtnGDEXxf5VAzzV79AG51ERwTJxTHC8YJSh1S2t8QUV7AJ8K6/0leC/RwPjLHteA8m3oR7934uoDvc2/b5MPNNveYJhqwqKp8KxLlrViUNU2j5oPve0StJBE7SciOE3Ki6G4QT3ZwFQdbNnEUC0exMbUGTaOCp7YRkk9IhkfiDkfDLo6AVxoarzdUBtdgx4rEiV2CzeR+WplP0YfLj1lfZmfkEp1WgNzpDM3VjyJrUzjuJTzzJOFMmqH7bhJIrtIq9+GrFSJR8x/F9cITbFSzlM9+HrU6Tjx+hj3mk5xazvJ65hjfzezH0DzCg1F+ZSNPb3iBFWuGlcomnU2ZgB9nOn2M4fBuPLnDZvol1iqrFNcCNM3ybT3QWlgghcfpc+/CFV1YKpwfsegvlhio9oLfxGl/h2Rsmd4P3UAJWVvhGzMj5M8kcDodJKUbLfQwstr1T64lTb3KbPY8EjFGiwHuu/BXpHI1zGmfW4+n6dT7eaR4hoxX4Xxkkj8a+Din4nvp0lfYJV1hF1cYYQEAG42WCBOlgSp5VEWcq85BbnjbuevMTe7Rz7HHnqPlB5ld7kW5YqM3fYQkcEYFnd0+1rhAviZTTEYpGil0r4Oi2WgRBz3iEAjZDLebDG+2CZk+TySi/EYiQb8DD6wPoa8HCDptZOEhex6uL+P4Mq5QcCUFRQiEUPGEhx6xyU6XSU1WUTRBfTlM/kIKJeARHWyjxV3UhEco+H5fqJsRnp39IG/k78IXMiN6EacTI6830LpfQopeJiT7fCjqM95KE/EtAok6Wth9XztyB4y2j297rPoSBVchJ0+xKt1Fo5OkU5OYtBf4VPBbBPrLFDMGngcXyhpfs1WEE+Txygc4aN5HKRimpkkcyzn8lWfyVRx0rcSRyS/xsXSBpO5RX88QutjFpLfKYHQR+d056wsdS4Soe0HqfoA6Gi3PoC0MTE+j42l4PkiuTQeJ747fzbf3f4RMJc/jL3yFZL38Pp+KaBYHkmvsSWyiKBLCT+NLKp5SJuybNJUgf9z/cX5/4DPUtCj7alcZaF0h3rpAw5tjSVPZVBSiTZ1txSw7O10IvYeO8v1Fn/7/Ms220RwHgUs+2cM74/u40dWN7nkcWytxcCPP9XCHXDhEJRxnM5akaQTfp+GZbTYZbvsMmyoDZofhTo0uy8b3wzRdm6K3zLpUwweW/CS7/Ao/4Z+mJYV5WhmjogQxKpuo+XWScYcDqSX2aWtISOS83Qju53R8F/9luIv2RZOsqPKU9t/42tAH+Z2hH6WlhpCFz/0bJ/iF69/E8wzCSp2MtMFsoof/uuPnmQ2Pcl/5FJ9dfw5H0VjUe1jU+1gN9OBpKrpvU/ciNN0gequO6nnIhgayhiJA9y0iWotKIMqy0UfTCNHR9PcVAZEQBNwOuvDwJbBkHVve2tnSfYEhOij2Imr1z5HcDUTwGHsW+tl/4TSWEeTCriMM1NbYW7yKawnatobnvX9x1sIOsfEWwXSH0uU4ZjGIkGVK6R5mRnZST2SIyhbjV88yO7yL2ak91OQEmrC5o36eR3NvcqzwDsvmAE/Lj6IqFhHRpmbJ3OpEcW0XzXeI2A67csvctTFHxqwgC49qfJhiQubG+BhuUmYpPUIulsWSFPAFTd2gGIvTCEe32Px/5MWSe2D/D0Dyv6Q13lyl9twCsYeGiD00/E8eJ4TAWi5TfOMM/oyK7BlI2ipNYfGSO8BzOFzHR0Fwr7HJD+/5fYKpKpllialWGqVwk60yGAIfidV2mhmzn+FP/heeGpjmaydO8uFzr5LJ5znS+ygD8nt9cXAx5Roh+RopbtEONyjuneaqdJFS4SL1tsUZLQDONn6q8DF2tSaQkGj4LksWFEon0U2dYnY/LcnlVqTGtpYg6GeQZIeEfYmUdIGD3e+QVTdpeUneaXyQK9V+LHsRJANZHUBSulCkW0zfeIt0qcjlIxHmRyepWwforU2i+Qa+bCErK0TNJSZnThMtrvH3jLAnyTw59Qn+cuII/s4Enf4QSBLppRx7zl/loctvs69yk1DHRhIgJIHbK7BGBU5YotUQ5P0+Vke2sZixuWXMs27UAQjaUfbN/SvO+2MUFMGAXGZ/M8k2O4itNYj4Ovu7N/F2PUkndRO/rXJ2ZZpvlh6m1Ozn/1bggBej0vUq+eknMGyH5GyWUzf+Ex0RA+Hhygpr8et4Sp1wSxDwbDoJZUuTXZIAl4XICrvdIX6k+gFss4hVnkMpLeIsvU5qtE56bxNV9XhDi/A7yQRzka0FUPFlutwUh5pTjFj9mLS5ylncxhrdNZXBJhxQmozHWmRiDSQJ5qxdvNL8SRxnGOnd6n0uJk1tnWpglXx4lY34MrlYDs3TObp0hO2lI2gMIWlNug7+JYmBc4DAO6vjvyq4kYlxaneapcQajaBgakkwWpJI32mzN+vScQN8c+GDnFk8zmO1AFG9SiW8iqq2idTGCFp9+P4KiYk/o3ffCo6pYc4mWY0IXtdccngMNsMMrvt0rdbI1iXSrTidyH3keu4naBaYuvZnxJornOzZxR/ueYzNcIbtjUWOVk+QdKsgG+yJH2UifggkuND7CsWhF1my4VstGVtpI/vQVY6zd/MBRhoHkYjiu3nczjtYmkZIvwuZIB3vKqfHPeo7EvxM+PcISk2WT/WTyNZIbq8hbAl9VmVxJYNpa0T0MFXtceqaQlWvsJhJshraoClfwPduIL3r6/vnfT7/hkftIzHm+/bw8eU3GbRynIlO8We9P8Sanya60SbQ9Ag6TTrRFE5QJirXGNSX6AsUSCZWCcS2Qkt8X7pd1apZz7K5OUZXxeMD3muEPIvzyUGWpDgDtQKoLlZaws0I/BjfJzcsV6F/1WK40sIQPhsE+Z+ZJC9FVe4xTX4jVyQkBE1HZ6UdZ9FKs9TJYFkySalNQjcJahYSQdz4IN6+axhdTQDat3qoLm5joXuRibENusIejqtT9ZPk5SxLyijL0jAbTg/5xRjO0habO9op8uPtv+HT3WcwFJfV7gCzo1HWgL/dTLIodfDdMKJ4nJ9prvF57XmqEZ1NkSHabpN0TEI4BCT7dlyrAHKKwryuMadpKEJwyDT4SvYTvN0zzIcDz7BXm6MjDF7xHuRZ5YdpyFvJxFLTQb9YRmq67Bp8hs+OfpeegInR6GF4vofu6nmaTpub7V6utAexLfB8D88Hz3+3wMj/hwlN5sV7P8albQfYt3CRn3r7BZJqN1VXoiEv0tdVZkxbYExU3zsH8JA5H9vJlfA2jpYrSOXtXG7vZF/6CZ4bnubpzEPMxEYA6LKK7CrNkyzXiVdMAr6PL2DTj7HkJ7F8hd9Wf5ch5e/DlyQcodPsxPA2LKyKyqvho3yz6yDTnTMMO5scS24yGCsy5/XxdONO7ILKtvoqu+xF0oEmetRFifrILY/OUoJ6fJLWyDjzA5M8NzLEqWyAiCP41LLF3RsrOOYmg7eWiLV9ZnoNVrJhSoqLI0lsxFLM9A1jKhpau0kjEqOcyODL/yBPSAhCdod4p8FgZ4NRb40BO0fKqtJr5tnVWeSatZ3THKBLFPgoLxFUTE4lDvDVrkdYDPbjqhJLThbjnSJZr8LdIws8NfYBOmoAWQiOrlbpu3CObGsGKZVGGO/tRPlImLpBVC7T52yQ6dRIihpR0UB1LLq9Kp2mxqnNAZbiXdiZQZxoHBQZfB+9WeGgfIVD2nUuVnq5UuexQ3EAACAASURBVO3BlFXMbBY30U8tFCcXgkZQxQolKMT6KYSzt6/fa+X5o0t/Sk/5EzyZPscT2W+S9Fz+R7HEMbNDgxAznV7OrWdpWhpmIEg9kkCTIerZeGoAVzVA1UDVEaq2pcMI4Ni0fR/H7dBbWkFpWbfvWUYwGKtzNLHEk/0f5oX03SykRmiFtkJTs6U821ZuML5wne7cylau0T9iki/QfYV2KEE+kyaX7mN2dAcrPf23n7VuW4TMFgm7Stat0mcXiJp1mu0oVV9DsSwCnSbxeoXf/t0/+AFI/peyzs0KxT+9QmBXmvRnd/6jqhaW67FRKXP11nMszL6Mnffp1FPk7W2siyEuomMhsV0t8dHAy9xrvEltxMNJa/RuBtlZiUBhhg4Bnks8Rq0yRqe0G9wQUkzhpR3zqOvPI8QGw8FJPl/5OAoKv9/9VZrCZdTsI0OELjfFsN1L1knd7pvAYUPLMRfIMWj3MGr14+AyR558M03ea9BVWqCW2IMr+5wZyjE7KLCMLNtXVpnIVRgKacj5MWw/hiY1UcQmTXMRt3MJACkOiufhNiSGCzXQw9wYn8YLTJFubwF5Ry0T1S7SG72Cry4ze6ObqYUiQ+Wt+ExTjzEz9BB/PX4HF/oD+HtTeJoMksS2wgL/+uYTnNfGeaN+mJYbZmdolo/ZbzM9M0t4wUZtiXc1Yt8zT1UIBBysiOBGMMDXh+/mrcQjqLh8oKMy2QnR0laYqMyy0/g2crCKqao0FZ3XxRGeUR4gp2TY7xT5H1KMhJoiP/FXVIdfJlF0qb4zzY36z9FSatzMPstyV5lcME8ICxlBXZYRKESsBFErSciNEPQNdlkDHHCHyNRVwm9/Bbu5TGmXzdS2Gr2aw+mAwa+mk6ygsX1dMJKTGNtIErXi5MbL9Gt1RjoPkw5+AE2L0KzNUVz9DnZ9GU24dAJx1oc/wI7YDQ6GvwYIvtt4gFPmNhS1gBQ08YMBHDmMLWIgyYh3FycJCUny6OteZHD4AprRpr58mPo7x8mszVDcnuNafDueFMBwLDYDV7iWnKNpwKF5n7taBm8M9BKsBuhr34EcsPEVh0hVJtieBikC0mVc9xxes47cXWfowXXiEZe3myqvrqv0bcDVIQlXlUg1BFPLQQZL3YQ6GVC6kILHkaUAbf0sPqeR8zYXo9OcSRzElVQ+Ul3lZ8IjxI0ohcYVYo7BGwM1vjB+DVOT8SWJsDvGPXND7FhPIQsVXVpnMdhAsVbIdMZRtFFwNkluPEOqtkpnShD+oRzCkVl5pperod1cmtyPO6TzCeVv2Gnc+B7HA6kMt6oKpz2FcwEFS5HItAT3zPgcPye4NCzxlw/KqJLMf9po8MN2mbajcaY9ztn6KL7tINnW+zxaFhKSoqEEdMxoinYsCaqGrrWIJ/IkEpvEExsEAq33kSeK7TM516KnaFGJqVybjNJRVWINGzUvIdZU/FUFtbwF32NDFiPpKhKCF/Qkz/TFOS2BLfkk2zv5mBfjUM/bZK0a8aJEtt5C87ZYUiFkPJHC9PdQSqYojbxGNSkh+1se5lky4qpGZ0gh3GXS7oR4sabzum2RdBJMNrYTbGSZ83cwY3fh+jIZXeHDFZX7tRe5N/YlrkR62BgFNelQ3wjzxvW7WEyMMTT2XVaat7gpoM9xeaAZ5IX6p1h0+hC+DrKNrFVQjE10Yx3FyCGMAkKx+V7TfcEjrRZ7aileb32Iq8EBHhl7hcM953F8jddW7ub55ePUO0n6Eut8Yu8L7DUu4toxxm4qiIUyS60Ut5pdNN0tIOFrBoqkoLsuiu9TjyfxFYVQrcFmeIi8OsiiFqShKETkDm7Y4OaBPYiYxp4b1/jvT/0OQ26B0IBFaKBD0PDwgYu6wVtaHyU/ilMzkEpRnnnopyimuvivN/+Yn9n4KrK0lfvhIfHV5k/xonOMeqxFu0dQy0bZSGWxVQ3J90nWqoyWFhnwcrRiESRN5seX3qRSS5GXFA4vvMmgXCIeNzESLr4DxatRKnPhrSD5d80OquSzSdSsT0+2wlhsA+PdZGVfyFheloBSRODzeuzTfGH4M5xKJ0nYDvcWlim6FeKLb/JD3z3HthWXYgLePLQdWfpZ8v0O/9b5c+q5PGfFHnLZLiQkSqEoXsBnYukclhpjLTVOPRTDVQVRrYEedCkaSTb1DOt6lqoee4+BBRTPJdWuEjfbJNtN7jdP8kD7JGPmCkUvzg15iBP2JE8mPkhrTxZH15GEz8FcjamLefzmaSJRDWEEUD2NdriLN8YG0Z0OB1tXGMnP02lEMPUwrmy8j+GU8DE8C7nj0Q5HQAjifpmjymVGrXle3txGvh3GDYURI0EmxXXkhqDWTGD5EtXwEM14LwjQyzn00iaOolBIddFIJpguXmMguMyT4zZXQgrH6vv5bOUebqiXKLaCmFroXcAgsHGxDME7Ywe50T1OslXjvtlzdNdrt/uK4lMPhlkNd2GYNoPNAtq7u9YRp0qqskCl5BFQHDrelgKXJ8sovo8ASsks88M7mR3dyWbXAEgS4XaTgcIGg5srDG2sk6g3kT2bhYFJlgdGWe1Os5FMgiQhex7dhTUGNpfo21ymq5In2SwivH/8w1ORfJAULD2ErQf4b3/85R+A5H8Jc0smud+7gBLT6fq5vciGSr7R4XdfmWOx1CJft8jVTaqm+33nqvhkQxJdqTh7B5N84uAAO3qCfOGd38DJ/wV3RjwansTkZpsd8y2uBSf45N7/SVkLoNm30KybROuzSN48ntxC9zV+ZvNTfKh2N7e0DX478yWGFjfIJyQWu6OgCiytCT4MOCoHWhk+0kgxbvXgiyEcMUhdbvKN+EWapUmytUkaRoWYFQUULo5qvLonQiso011ukm07VBM+q5E0CEH/xgr3Xr7JYCGEpo4hSRoeLW4ZJm/pEcatNQ44RRR5B0EvgcCnFlxGjlxndPAi6dF5ZAX8jowc8HHKAVKvPsKr1m7yepYEBs9EXdb2xfF7tibs9s4c+5Qz/J36aSaY4Rda/4v1zR1cXr6Dk+0kFS1Ef7PAh5ZO4nfv5hupIaJ2i4O5GxzefIc7Q9dQOoL5Ri+/Of0ZLmfGuXP9Cj9/4W8JeTa+rBNw3hPEbKkG3x65k6e2HacSiLGjsszPV9eYHjwOQmCe+SOc5k3MvQpzH2hwMaBwqRZlXZhM2xb3Nl2OmS4Tbv29NtFoyCpVWaaqSJRVn7osU1NkarJMXVI5ZrZ5pN1mQ1F4IhWn2tLpu6Rz7IJELT7C/LYjVBNjBCQD0YkjqRaucNG8OtmEzDQ9hNCZNRa4WSvhmLsBByvyNIdzL7A/2Cbab1ERBhelLCm9DYUAb0o/j2hPoPWeY8z8OlLZYPOOKMnuZQLBBs5qmMxfe5Q7B5ibuBshTYDkEoxfIrB0ilhPG3+vjCkrvFbucCayia167FvsZm/uDrzgKOFmk1TFopLcj27XmLr+58Rr88z1wbcOqZycBEkRfMLwOZq1cFoaixdHOKlWqHaPIFhjWd7S8A6ZCsO5MCMbcfrtx1D1CTpig41kBzcjmFRdLuUG+LaQiAqfT26e5fEzT6H5Dq8dOMov/9iPA03CHYmJDZWdK3Do+gVGll8h2lxlvfdu5sY/hi8rJDa+QyJ/ipRVQzpk0vy0i7opkf6iilLZWog9WaYZCrOe7uLFu46xfX2J0aUzXBgyeXO3RDEuEbQEd14X3D0nM9IIYscVyukOalrQHarwW30GlwIGUwWFPRd7CNgqLS2EH9bQgjq+EkeoGkqnjWy2UDpNZKtzGzx7hgFhg1C/S3KgRLyrQDDwnk/frirpCbpzDpMLWx+lM9vCtIIKnbUgs/PddJcsjiRX6Uk0mZc1vqxkeTOhU4j44Ks4jd14tQM4rS192wQOP9p1hqntL6KFSpDPEFwcpccvIbrnKHQLWmEV3fLo3+gwuNbB0iWWBsLU4wo1JcTy6h7y17O0rTxrfU3saJDzXgareD/Ci9GnVHmgGWEsvkJP7zcZTF2hEAsiDJ+aiPNS+QOYl1V23LpGt1TleP8y44ECT8aG+fVsFtvPIyQdSfy9ash77ztDyKSbGo7TSyk2RTk6hex1MVhewFPfwtIv48g+Oy2bj9ZcqE9xXh1mcvQao/1L+L5MvpyhN5NDeAov2o/wN6HPEi9XOH7qRbYv3UCTNGrdfYQUiXvzm3TJCdYiCU5kBAWRJG/t5LwMBT2ManiM6C2CchdySOPCuIEvSzyy8BqfLj7PMfsiQWxMSecC2zit7GdZGiDgeWj+95ciEAJsVUPxXKKihYFFnCaa5LIuumlLIRTh0kuOPkoUYuN8ve8YF1M9mLpxuxHV93EVhZ5agZ997WU+eP5riIDgevcunGKTsaUciidYTUW52Z0kImwOSevEmxbtgo7X2WL5ZENDS/egZHbgpw7SSqb4TleHp0bCzCT66bJK/Mjqs+yyzxHXN4h/S0a/rlAcSrJ0Zw/VZIK2CNGx44ybq6jCpaBkUTsJNHuVdijIRqCbgOXcHoNhaYV7xGnGWQa2mE3le3zAkRTyeoqlQB8XgxPMhoaZCw2xFOynEEy9D0AnrSrj7RVsVeNSdBLdsxko5UlfXaWrkWMoYCKMAB6Q7x3mxaGdmIEAB2Yu8++feoK4GaAaHqce7aYWTuOkXORgHs9rguFQluK3QbOEzygrHOQyE9xCw8MWMi/V9jKTiyF8gZvOoIUDENSRVZmY30QRHmUS1IkCPr4o0/SrCFdQjrS51LcISOwv7eeh2lGOutupS01uyicohwosGAPoTfheDn4pmeWNiX20jBB3rl3isyt/zR5/niGrl5b3OB3/IEIqYcsVWlS5KcGab9Jauci1iX2c3XcPLU1nZHmOOy6dIt5uYesBOkaYejRBPRynHE+wmc5SicUxjcA/mU8j+T5R1yHYaZEt5xgtLzBRnUWp6bjNABFPAk3FU4M01ShlVWdCXmQfV/EuWkTXS1zd+TAzk1H+r1/9lR+A5H+u+ZZH/osX8Oo23f9+H2o6yIn5Ev/HV85Q6ziMJU0y5OgxFxmyivRQJRM36J16gK4DHyHVNYD8PazzYm2R//ON/8gO/xL3RV3U1ONwaZF7b73CS7Fh/mPfHoLtVZpyZStLCki0u+luDrOjuZ2POVP0+gmejr1Ife5pHjnjE3C2FkdHDVJO7aKeHeLQ6Av0ReYAKKlx5tUBbL+ApTQwEKTsQV7hc3SKuwlZMjf6Nd7cUSNVmeXgksYRt8zR7F9h6BVMX+X8+hQ3c2lkq4WnqCwOT3Bx+xHCDLBnyWY059xmcG2lQz18jUTmAiPDl4lkt0C7m4tRX++mvB6mkXOJD9oMHN9E1dsULn2cdxaO8/SwQmtfGhQJQ1j8pPh97pLeIrw+zln/k/zawCG6aw4/99Wn2TvzHAHb4ZWRQ/zNzkfZ0LdAdVaYBLUma14ST6gEsOhrFFkNdSELn58sXOPBHQK7520s9SaSDY4TpdkY59XavbzsjtCUZA4JhR+TDPahICHhSy65vmeZrV7hQqfA+ayDEvG42zR5sGVywLYI+gIfqEU1ykkNT1XQbAnNAcXx0eoewYaGZoSRqKFI7dtbvjYKbzj3Mes+TFNxkNopdDeG4oZvj62mVDB6FvGkKoHLYRzNIN+VRHUSBO0oo3qT7cEEuiyzbrW5Ytls6E1sxSJk+RxxLnA0+3UCSoMZ536WWv+GkBwjqjgEgzXsvjPUBt7CCW9CLUvq9Z2EzjdYiQjOT47Qu7nJ4FKZwvQ+iuodeHb0++ZMR21xoe8VrvS8gS95TObv5NDKg0SsMIq7iC2/zZWBCtd6S1SCLRRfYbA1yERpmO7VBrHQCkP3b2DEbNrlCI0rWTZv6ljASleb+X6LjXQbIftIROmyt3Fo7ij9booJQyGpKLQ9iTdtj+dVl3UVUq5Mf7TOzPazGOZJ4PsBRdzs4775T9LbGGMtMs/Znm/gyzkUTyaYdInGTdxOiPn8OLItE7Idko5FRG7SNmzmesN0dAuQULwyCIm+aj/TNw2GN1sIReHO7mUmQ3k27QzJQJW0YVK2glyodvNcj8orQzYBZD4VFuzNbIFcpTZE8OJPUHMU3HAOd9s3UaM5al6EWilK1i6ghlyCaQtF9/EcicZqhHophl9wuKHLlHzY322xY7iGHPfRS4Jd15qkhcWNZpqlRpKD6TXkgMXTgShPheMsRAAB42s6H7xgcvSGwIol6e/vxhu8i3l1gmWirOBR8Vym+16hf/JFVOM9cL5e66FTjDHWLDHu50lZLaK2fRvcu8gUpQSbooucyHDZH+YFdiPCLnti8+wPb5CJr2LE3lMpUUzB9eo4r3sPoS+ZZKtVdFoczlznMesKji/zdn6Yi5U+NpI2F7ZXyacsdC+I7o2QaBr0liFbhuW+nZzbfZhKIkO0UeXAlZNMX3+HgL2V0OcoPrf6m9waqZGL+EQ9n0cbLfatG1TqGbQ9JrGhJpWbcXLnM7iWwtq2bcxP7aVLrXGkeJkj5asMOhsYqsUbiUPMhwbI6Rk2jQybeoZNI01eT9+OF/1eG2uv8OUr/5lt5gorRg/PJ+/itLaXTjvIYKWA7rs4skwlFKaqhlnPdCEUBc1zCXQ6RBotsH1k20ezHRK0SEsNYlKbHlFk3FtE0y3e6j7Iq9mjnEpM48oqPVaB4+UzpNw6K4FeTsanKenvadXrrsXoygJHr15icmmRTHUdpadOd69HVvNZqEbYaGtocpbt8Q9TMtJcl3LkqNGmQzESI5fOstrVQyGZpreV55Mr32I8N88hZ5Y+rcKsM8KV9gTz0RF8eaviqQj49NhFZB8sSaEpyUQ8GVXaIqgUz2XcX6JXKdCRDUZYpRaM8Er8CN/OHOdUahrDc7m3dI6P5l7mgcpJUrynMlMWcVYYJCBctksz5KUk/4/+o6xGB2iEgmyk0izGe4m5LX5p8c/53PozfMV5hFUxiKTrmJLMueEJLg/tIGBb3HvuJHvXLzBUKJBodojmm0QbDSQElUSCGxMTrA4O4GkaQiiE2j0EzB4Syip65DJLWowOARQ8IlKTmF7jYfe7pK0Sf1s4RKn6njCAUFWUgIYS0PCDIerBNJ4SRAJMxeR8+jwb4Q3SnRTT+V3E7Aiqr8I/iNfVhE1IrVFXJDwnjiw0hBDYisqJ8R3M9G4nYjf4DzMVfmgzhSk38OTzxH0dSfThij5yusoX0gu8tX0cMxhmuG7yyJlTPP7sl9Fdm1IqhQFEikUUCfRuDW24ipxxqSWilI0oJ5WP80r8XtpBn2nrDBPeDVThcsMY5bwxRcMI4xkyJT2O9z1hNaGOy0jeY+eKzY41G+UfhDNJkoci+6iyw+d/76M/AMn/HBO+oPxX1zGvlcj8xG708QRfePE0v/d6ge5Ajl/O/j53V+cJ2D6OKlHoTdLefgfa0H1E49PEortR1SgLZ88y+4e/SrSzSIMaYpdHZK/PwoLK5EqTw4bJd/wIf+fdi6V3cXrkFYbLU2wr7kX3VJqBMsOGxifq92JKJucLf8GeE9cwXJ9S9zjTU+doWzHWNkdpl4NIkoSjhGjG+qjF+rjea3Fh8CKryQV8GgxWd3Js6THiZh8ZbZZJ7esU2uuczYYYEhXudNukgg4x0cGUdYK+jRBQ8EIUokFK6W42nV20NuLkarc40b9ALhFlan0XE40c40dnSGZc/LZBe2MbC60BLrkOc+EFKsEcAcfg0UsPkrbvQTU8ug79MfGBa1y0p/kD/T9QJ84R3uan3T+hZ/0QicUHUUotLnTqXDIc/uTR46RrFf77l34Lp/sIfzhwJ7MyBIVNRnRYkWP0UOIvtF/jvL+N3259glzgvSTLdKDAdPY6Y/oC29eieMVtvKz185aexEViQioyrczRp1k8YN9D0k/wWvIV3hr5GtdNn92mzT1ti+MtlwG/DYDTUmgUDUoJg82DEp1uHa0Tp9LQmBc1eq84TH5XJmIPEzr2S3iixNLQb1If6iB1knhrO6nm9tJoTCC9Gxjq4+PLVRQvSKy9Su+RP0WeKhJ5Tib6nIKvS7S709BJ4Ss6F4eO44Z2o/o19nhF+lPjKIpGvlWn7ToENJWwphNWXFL6E4SVb+PKMZbSe1kZLuKH87fHSKoN0nPmp4n5A7d/69AhLzcpSXVqRolA5B3skMm6vY16Y5REy0ZHxdHDOLLB6MoVTvWc4+WxdRQh8fD6JCvRKlfiG/iSYMCO8uHKnTxc/SBhL4CDwFKLLMlnmVu7RmS4QGaqQjBlYTs6F5qHeFZ/jIo2ypHmLEn3W2w0ZripWjj/+3U63p3cEpoUoK0mkUWEQytHOLhyAFf2eHv0DOvhUwSsKkG1gxy08FSPlm9Qcw082QXJBckHxD9BeBi0Y4/Rin+YnlKZRy++zL2tt5g2FukOtBACSnYIBR8t4LI6GmC9z2DNlflKMcCqJ3HcHuZn13YTt+4HyUUzXsUxP0QrUOXc0POE+k4S0dpIEviuRC0fIbeQZXO9C+EqxBpVFPH+wgkCgWp4RHraRHrbTPt5Rps13gwG+VooxsmwgS9DzIqRaU0wVzpOW+7mx9tv8mMLJ+ksg2hs4qsGjYntbBzowkrbhLqvE05sbPlJO45QHIJGm1wrw2qzDwnejZMWaL5HymmRsdpkrCZpq03GahFzrNv9NA2ZekylFIgyK/eQpMTueomXhMFvRo6xOfTzONp7CWVRt8nB+jWS7UUuSCuIxhx3XlMYKERBKMjvbgH7skwtkuDc7ju4vPMglhFkYGOZuy6dYcfaKp1gZGvHzq4hex6y6yO7HrLrkEtY3Bivc63XwZMlDpsdHi66ZNbiJLGJ6R1iAYu00UZ7t8T7up7hr3s+wkupu7gS3YYrb4Ea1XFI2HX67Dxpt4bue4SEScqt0msVGG9uMN5YRrcdrnaGue5to6kFIBAASUbyHUS7Tb0lsDouUalFIODyd/d/jmK6C3mlBYqMnFBww1uMsOq7TJQW2LFyi8nZmxSMFG/tO8LM6DYABnPr3HnlHEcXLjLeXEGOSPghKGBQaiusahmWu4e4vuMQt4bG8ZT3Kzdl7Cq7m7NMtBepqDFWA92sBHrYMLJ40vuPTdo1Ap6FJ28ldhoVk/HcKplWlWing64INOETFCbjLOIJH9+3mZZuoeKgBGxGnAoqPisiw2YnRsarMxQqocgCq65QXo3yavYunt79MDPdQ+SSGaLtFg9evsydC7cIGxWOxV6lRy1w0dvBSW8fWbnMhHyLHdISmuTy99DoCesBrkYOoXseN7u3M3kzTV5eZDh4E1MOk6TClcFRnh29l12LN3n0ze8wsb7AOwcPU0qmaARC1IJh2ppBqlVnqJQj6DngC7pzOQLtAVrhO8mUrjDAOW70fIiO00VH81jsLeMGcvTUiwhkYjTIpRM833cHsabJPdffYLp5hWCnSqETpuqGEYoCskzHCDI/qpOLbyILif52P71mLxIujt+hFKhjyk0CbY97zQMcUQ5j2lVO5Z8loCyQiTo0Y93cCozhukn2+oN0IiP8+lSEpYjCo6ttfvGGR8Ts4LhNLsV9vjmoci4TRvMcJvLr3Le+QermDDYObrwXPz3CoCPT+8bXSfTMkZlqoBoCXwJPkijbPbxZ/TnCSoOD4SeJKOsUNR0zJXHWuoPZxhQKHoqvEGtOIsxu/KBEIiVzdmCdi+F+biWjOIpE1PG5O+dy14bDzryL6wpMH0whaPs+//qLD/0AJP9zrP7KMvWXloh/ZJTC2Bq/8OQFLuYGeCB6kt/y/oi4b9LqG8Pd/Ri1ni6KpVsUVws0igpOrQcn34fT6KEjtgCaisX+8NfZH/4GmvzeC8GyA5T8YfKqweXkIsIMc+wsNEIyN4cj9GufYdA6jOlcJrT0RVS3RjPaj5uKsi5Nc611BF/YCOFsabHg4Amb1dQS1/tmWEmvg4DJ/N3sXztO3O6mqRV5e/RZluIXGV8Pc3AlwP1agb2pTUKK8/+S957fkl3needvn1w53xw73M45IjRAJDFCFMEgiaZkJXM+jDz2SMujkTQjj22uGWtpWbLGa2TLIimLFEWRIimIkBgQCBAkUqMb3ejc9/bNuepWrlN18p4PtwkQFOU/wNprnVX14d5zTu1z9t7vft7neV5eTR/i0/0fYtrJYxUt3lf5Hj9VfpZxb7u6kRcIXtdj/F3B4qa0uLcZcXw8xMvFeFp/hNf0+1AXu+yZ+RYWHXSpofkmYxs7McwzBHqSUuUNiusv8al3P87gfZt8QvkcLiZtO82+F2zysyaZVJn4YJNY3ENGEDgKdZniheEzfMW+nwutSQzp867Oy/QrF7k83KWZ0fhvW/Pc9Pfym91P0lHjnOl7nnOlN7i5dpArjT0sy3FURfIB5RUOKvNYePQFVfqDCnFcUlqctJ5Aih5tpUqkuphSkowiNCCQOvPROLPqMC9aOhvtO7znksaB+R6KlDQnJdH9IXJZEH9FxXLBKU5SOP3PCYMe3e//AX9zagdO8l767d1IJF29RdNc4lbfm+TbJQ6XH0IRBkrUY2j3F0kcfZXslxSMl7bLiwspiYTk2u5HqA28F4RBpvoS+6e/iRG6KKqBtfMhjB2PgqoTdcs4xjXswnW6Q4uY6Qr7ZtskuyHlgsH0ZAJxXUVZNbDfFyKFRvXqh8kv72BPbIaUEhFhoooOhlhAV2ZRxQZOdAgnfJhedBr4+2jYml7hz4tP8ULmIioKZ5tHOLxxP/HmJIEETyr8aA0sKUOktBFKjOTQNXI7v0ui/yZCiXCbA3jNUYQXJ2PZFLx5MvVV7hh9vMhe/F6cZFTHjs/zemobSZbCwA93ElbHEJEOiS6qVmWwp/HQ4mMUeoPMFi7x/Ymv0tU75P0E/7za4cPOO0Uks0qaK0aM65bCrBxhLtjH8vg+nMwk2s0ApdIjqZbR+v+WgrXIe1qSx1yFo862bdRaL8UVZ4Tr3UEmM6uMj2+xpJewWwdwawX62gmGxELXBQAAIABJREFUjCm+VHqabw+9QSaI87ObB0nZc6jZNpmdXczcNsrZsZPMNie56h3munGYWraPTuLt0q45p87j57/MI/arDAdtLhlJXolSJNoGfR2LpuEzPdphfriDY0jinsIpJeJ+H1qN3VScnfRIcSa4w4noAJfFMFf0WdLdZXZpV7F2VPF3bPdNr5ZmqbaHV8vHuNjdRTcyuHfgAh/Y8TQJsw1S4IcGnm8Ryu1ktxAuKXwUKfDQCX2VXENSrBskvCZ9YYXsD6F8gczwh4Mf5j/s/ieYYZdJe51/sfR5HCPOc9nDfD91kHpsDHlXSDS+tsL++Rn6KlUSrSpOJs7LR05ze2zbf/5I1edXZwOONEJcuS163jKv489doG0ucvPwTnZsnOZQNEVK0VhyAu54r7En9wWuFhv8VSrJmq5RCELeY3c52xMU/QKXtB28mDnGpeIBVopjAAgZIRFolS6Pb36HHVaZ7+YOcCl3jFA1UQOX0dUZ9s3dZnJxmpjvEmTyhJksgbld9l74AbptI3p1VLdNIt7CiwzWjRHWMoPc2Hec9f4R3v3CX3OkdZujA4ucc6aZVyb5ZPy3mc73oeZ0wrRBqG73Ua7RoLBQZvDOKrvXFzjhzDDSq+B4GluWzmo2ga+pJB2Pfq9Hru4zKrdwdluIPTH6xAYziQkuJfdzKXGSa/GdrCTT5P0mY84qQ+4GiU6HRNBjKNpip7/GQXuGQa/6jvHeVuJcT+zizfQeriV3cT2xi5ZrMdJYZZe/zE/2XuKUfQ3kNhhSVrO8njhA0W5w1J/GVHyCnkJ1NcV3jRN8dd9jXNh9iORagzOLNxk0bSqJNAvpEpenDoKUnLv8Ok88/y0OlGfI5jsYsRBU8KRKLYjRDE1UPeLC2dP8wfFfwfJ8njj/GrpiQ6SCElKPpaj1x/md9f+P3e4ya+t5um+ocFznqdMPsTiU5pj+CvO1A1Q2dlCsdRCAqffYqS5wzFng4tYnqQbjDGgvENWvcvDiNF9513v49gMf48FbTYbKBgo+k9b36aXnWSBPU2xzcuNBC0sN8IVOD4sADfjxNIV/sEkJUQhRgIhC9FCgRqAiMLUUqmKgqBoSQSgiQiICIlq6xFEitChCD0N+mMb045oShZgyQAiVrqJRilLsjCK+pb6C0ZYU6xZptY9jmQ4H4s+RVOt0UdAEqFLyIqf5PmcIgZiikiifQIQWztBlbhcneaxV5J66SkBEXevxvYLCCwNxLpYSuKpAiyJG6xsM1q+yc20Rt+7xn/7wM/+4g2QpQy7e/vdIf4u+9D6s2Cgxa5hYbBRNy25XkPkHWvd6hdrnb+HvXOfZ0l/wR5c+QsdL8n8an+fneJbejoeYif8aW60MzZpPdcPGs99O4Wo45LRVMmKFQG5xZTQg7BwiV9mP1BucTn6RE8Yz3FL6sYVBQrRJijbFMCRx93m40QFq3q8TkiOjfY6k+iRCSKSEq537eal2kp6zgIzennC6ZsDMSIfpsQ52LCTRM7nnzv1MtO9HE3lk2CJwL2CGFwjyLTaG6xzVmjxudzGk5OnCvfzx8Mc40bzOr1z7MtpKwM3iOBfkYfbemEWay9y5x2M86XJ/t0fhLkJTT2i8mTR5IZ/Aswym1dNcVB8hVLPc37rIB2dfgd4hOt4UxobLQHKVNwsT/L9HDuFl4iAlH7X/jA/7XyfMCoYWHaaWOogA7A2TbtnETyjIUoGnYqf4Yx6mTZyfUb/Dr2lfoSi2+b8B0JIxftf/OF+KHmGATT4QfoPEhk3kbadk0kaXPaUtjiU3SCkubWnRlSYuOgEKOSzipGgqPrdi6zgiJBVY5JsjtByFxXbISjeNmy5iTXqYpQ6NxhC9ziCa7TF6Z439i7dJdZtIBXrHQxp7jjPe/p9AKrzU6tEWGgKFEInUe6ixTV4Y+Sa3M7fZ2djLu27/AnpkYKTXkJGB3+kHtUfX9TDcBukooKtHRFoCRRsiCutIYdDQTSoK1FTJQV3lPULB7H+dTt9F7OJNInMb+VZrBYQdEBYbjJV7TC52IRBsXkmzuZghVuwRvt8jlvOJ1QySTZWU8vZ7Vld0qgyCHGKA6yRlGy/S6W4O0lgv0khNUho6ilT3IGWMN3sh16gyLgOOGyUSukHNa3FbzCEHFvDiW6xHLRYzXTZ1m/WwTSeMGNAjhvSIYSNi+O73HxSQSLZDpma75Fourqpjhj4dQ+ELIxm+IjJsRBGxKEU19ziZ6By/+EbASszhBRHhuRH31xWmPBOHkPPJVdZyKyjWFh8JL/DL3dsYMuK/hY/x+WSRCU9w2G9zlCWOKXfeet960uAKO7jCTqZ7w1xWdnKPcp0PaK9yUplGAVaCGHO1ft5wRvjGoce5cuQ0INjbuslUb5qUqJMSDZJah6TeIal1SGkdqmGXL9QMyoHCfQmfn8z6rEcTnFfv4YI4wyrbQhfL89E7Nked25xz3mTYXeVGepJnsw9wO7GDhzvP8mjvy+gkGWtustpp8HepNO2EYFiXjGsJUlqCIJZFFwEmLhY9TOlg4KHJEIVo+xDhW8i5Uzcx1lSW18f4O3GON8IDABwo3OJdoy9xuHgdwwVjOY83d4KN7gnqwTAR28UVLKdKrjFNtjFDrjGD5da3520EtpXDThc4ePIaxXSVBW+QP9r9s3xu4oPcX7/Ip2/8DtmgQ0NN8ruTv8LV5iQf/O6zHJm5yeWpU1w4eJLbE+Ms9uVwjB9CMaXECANSTpdhRyHXMwm7IborSbiSmBsRdyP00EWVAZ7Som2tcED4PBJcQLVu8VLuON/IPszrmd2E4W2KrW/SFgIvfhQ3dpJI73/rWj/oLNXfppgEmv4Ou7KYY1OslRkurzDS2aTft9E1se2Sg8CyWhQKy6SKG1SiXdxa+RCrZpqNfJdGIkUzlniLM6tFEf/zxZsMXvsuVXcNUwkYzXT5veTP09b6OaNU6NeXUYXAipXY2+tnv5NGqg1eMa7xlEyz1MxxtHWVqc4MCpJ0PCAWz9BntNgdLTCY2MIytgWOXjTJujjInw+c4LM778VRDc4u2py43qOeMFkd6jE3pLCQ2nZXSNktxtfmmaiuMdnZIKlBWtj0hRUmekvkjC3yuo11177TR2U6Ns7lzD6uJXdzPbGDjN/mp1a+w6PNV8kIm9AXNFbjXHXGuGhM4CT7uS99jgnRz7o9y2eNNM+oJgXF5l36LEnhYkQKt4sJXpo6i20lmFqd44kXvsnemVlayTSNZIpGKs1asZ/nT5xls9hH0u6QbzWwrTgj7SrjtQ1uDowTa/scXArYtZXmVPKrHE98DY8Yy8Yktb1LXOzdy8biHlR/W4CcjHX4Cfd7HPduMuue5JnmrxEIjbm9IWEiSbG7yf3f/SYDV1/BOLyPiX3fox0WOd/5aeacs4QYDKg3GC49w0rRZy0YQtFCVNVH1XxU1UdRfeb8iMteRCRCHrIP867KOf5Gb7Iie0x0u5REQBKJFCEeAZ4S4okQRwnwlQgFjYgIoghTMUmoKVSpEEUBQgZoQYDheti6zsWxIbaSSaxQcqTewlq6juzWOTa3TtJxSYw/SGL8YWzdoaJvUVZa1NV5Wn6GroAdYY68nGMqusIu/TKKiLgT7eC8cpAZJonh8h6e5zC3acgMrzV/jjvOI2j6Br30DVoaRHczFapU6GgaqhJQqNYII5uZYY/zo2foxfbQs5L4hokaBkx11njhQx/8xxskb9krPHf+ZynKNXoRxH4kHauqSWLWMFZsBMsawTBK1Osv02xexugMM/rKr+PE1/h0/8t85c77GVG2+CPtP7KnL8vN8nt5fW0vjpYhEB0w1yjpy+xhkaK2QjJYgxWbl7UCf/Dg46zHrzG5so4QkpI6wGPzj9Pwd9GLLfLcxFOsp+a3U7iAGllEyUf5mfJ9fGIljR12WJ37K5KNDVrFw8wkRvCdm4ThMiCxtAGm0vtYK6zzQv4Cb+SrRAKs6DB7tx7nxFIO3dfp02Y4nPg6w8oFYrqLqki8UEVXQkKh8Ez8NN9UHiCorTCxep6jGx0mewHCVvBtjTuD8IVHTK6PhgiR4Gjc4GczK5idkMZ6yETT5YjrYSuC38vneDKZQKCSdgpknNI2tcPpJ9crkOkOYAYJIgEbWYEWn+GM+xT3ioukNJvpySRrIxZ+W+P8GyXWOhEZLY8avY9vKEM0hE5OqRLLP4uezzDa7JDbquA4w6yLURZKFTxFY7zR4ujWIhkZEe/ArlibI/l1xhNNQil4OnuWP5n4aa4zRtPMcGp+mf9rLUY+NPnTvie50PciD2W67Fh5hOXb96I7Q4RKj1byDYzaBmp7BYjAmqAzkAA/w/Cmz9BWg3RzlmR7nlo2Tvn9Y5y0fwEliPP9dkQ7lPQ0j0Z6lrXMFVaTS2wk1olExJmld3N07b2oepdE/3X6jn8RRMTN538DpTWItr3UEvnLCG0UCIkXX2d4z1WUwSssNw4zvfJJPl7TiMUXWN/3p/jpVQxXkqnFSdT6aUUGjR3zRAkf67Ig9ZRGvB0yeB8kcmUiaaDcLQcqJXQtlXZKo2xPsbj+OGvhEOupJE+dHiHZWeFf/vW3OF57jsy4TXrURVFDgqifNXGS6+ok5fp+bLfIwOjn6Q68wkZM45ibpZuB20qLaU9yx1Wp3HUAsAQMaAZJP6IsfOqA/0O8skKQZMp3OeBusSvwsYoaa90BZpoeLxUDyrrCTt/nlJnmTwb/A/1KhV9v/lfE5hid9UHaazEUZQ9CZIj3v8Lg6S+jW23ylYhds11Svsuz4TH+s/c4h9qv45VO8NTph9jSBUdvdcnMN3GsGUbNLY6Gdzgu7rBfLGCKt4W7s9Eglzsj1CuwFcS4NtlheU+FfSLNqYTGQLqKpb6zkEWEQoBGiLr9KTUCVNywhx/1CKVK108QdixiVZ3+xZD+xS75rR5G10NRoJswuJbeQz2WwU7H2dxb4tuH7uVA7wWOdr+NGbcZMkKK2ttzfitIUnXy+ELHMywM1YdI0FFSdJQEPiY+GgE6ARpKFKG7Lr11hVdXTlB1CqT1Ng8kXuOx7sv0VxxqwUlWtcfwZN9bPzDVWaLUuEKqNU+itYbl3nW00ZNs5idRc1k0Q0ftVhF+maN7b5DK9pi91M8vfvjfMzO2A6Tk8avP8UuXvspEa5XZ6hBffPhjPHfiDI1EglSvy/71eQYbW8z2DXOrfwxfN4j3bPo6TRJuD6lZ2LpBV9fo6haOrhNq/3DRpx/bpESREVq4HdB5+rbDgdmbQ3VexuxdQEiBIk/Q9I6RI89ktE5TM7ACDzNQ2Ir3oSkaeafOQGuDvs62a8BWIs1aoUCvJAlikhXGqKtv08WUKCLX8Um7Vfo6Lj/RKjJqg9rtMRJGKOq3yflf4bnaHsrt7ZLOfjqPVkhDLs0XDj6ECC3GvRUOVSTHywobjau0G3fQuh1CRaWqDtDnh+we2+LBxAUytOlJk1kxzh0mWJQ7qCkZroQF0lqDiWSThcJ9PDc8SHAXpdaCgL2Ls+zaWKa/U0fRlW0agIxQezbZapXx5TIVmeOzex5lNdmHIGJHusyh7CL7xTL3VN5kl79M7IecRzyh8Wz+LF/rf4zvpw4zYiyxizsc20xzz61TpEKX1cTXsFovo7gR0+Fuft/6OHUlxlltgZ1ajSBMc6RX5NVSyLd3j7KVK/6Dzznuhgy0PQbcHgP+NfqcNbJ1h3MvXiW+uE0xihSFzuA43R2H2F96hn5jlmm5i78V7yKQBg/wMqfEmwDMiyKX2x8ldCYpqrcZMs6TiS+TEW0SBISAUzVoTMdRxwO2Dg4T6JM024fYtAvUaiOEfgKhOliGTT5dJx+ziaFTVlt8OvMCd8x1jnb284nKx9nj5vlUNuTZ+rZWQFoqIqGhhLC7GXDQVZiIFAqhQhRBJ9xWbMioQ+icJ3CvIJE0cjlaSYNkxyFf7yAIiLseXj5kce8oWf11epcPUnRsji1ssNgfcvVMgclwiOHOEHlniJTIk9YLxLQkAU2uGM/zpogjRMQZeYW8cPhcLmKgfR8Dbh810aEtHIRUOOK0ecz8K2JKk1eDB3lePUSaBHkZIx+lMKTF+VSbJ6cmWcz3MVRZ5ZFLL1Ior1LyYxSSoyTz41T7Ezy9o8bLsZ3ceuQfId1CSslTt/+M9uL/Q7I+yfqNf0rgZKmIVTyjSjGnsas/Sy7jIPQ1pDpLIK4jxTbCpvhxxl/713R8i09ZNznf3s97ldf47dxnWR4qMD3383RWjyHMVXbkPsOjXEIDapFFb17Dn7P4Xj7Pn/zkR6mm1thz5zUOz6ZJdXUGrBYfGr0JqDzr/Cbr9gECqbCavcH00Av8cvuT2HqCg82IZAjf6hP83wfjpOrrHL71BvvuvInpOfh6Cjs7Sb5ksZKZ5s3kFTZ1iSbjGOK9HFq/j8OLCqoUJKNrHOIpRvzrOK00uuqTGWgTz7uEnqB+J0F9OkHgvE18dzSF9YzOK/sMVgsGUgiEFKihwJCCuAQtEkShQRSAHkbooULMsxg3WxxNLYPZzyutX6UX9b913p7qU9d9akpAXYRoYYxRX2cwVFARREgqmsuSaVOJNTEyFUyjx2YvpNrqpxXtJB7VOdn9Hv3dNmVllDVrkDVrEFtLIowKiaE/R8TeFvn0BwEfbXd4om1TCkPWVZO/SU/y2eHHqIt+pmafIRAbPBY8wkeb72FTr/Knw1/j5NgFBhWV269/BHX9DEpk0ouvsVHYYi2dwvcajK1eY2S9DmGIFNDf6LCrXCfleGzkTdbHdqGKcxwZOkpcFZwPl1D2PMdm6QJ/1YmohgpqpFHqjFHqjbGzcpAhd5DS4S9TMcqM9q/QC2N8/ZUnuEdpMajPsr5SIAzvR1GH0a0r7A+fJPNGh/KODOre+5iwTyJ1SXXqT2gO3sRwIkpvqGzN34+f3UCenUUWIvRpBed7A9TVg2QG7mX88nOw9CrZg3niu/oJgxFcp0jFMViPbjB77E3WxlxqLZ31+iBVXdIyq4TqdmAY8wziYYp4ECMXOgxSZUw2yEcRpqIT5SAoKGygcqunMe2q1O4mXmJSY587jCbGmUuFZGoGSm2WSjiC75zmnPUSOxJLqOE9BNo1Fq1rTJsqs7rOj1rM7jRCHpY6H1prMdqpsWj180ayRFjwSeeaVG89Tu3W+zBS6wyc/DxarIqyNM7BrTmGmWU+GuZfB5+gFozzfmMRNebTqY8Sc8e5dDzJU+MGSdfDVUGLJPddvMHFdp4AyTn1NmOs8Uq0D9GyedB+EXcyjrnDZ6p4h4zZece91mWadTFCFKnojo/l+ihhuO2QLoFQIqUkVFR8w0c36mSNHhktRP8xSbCgpxJ2dLSGgl4PIefjjUZod21aIwmVKM5qMIZczWDeDKht5lkRacqJJFVzDC3h8pixiJQGkQCBpGWauFmBnVJZ9bIs1QfobakICfFUyHG/xclKiOZEDG5eY2ztAslumUgoLOXG0GVAqb2JEfjvvGEh6eQMLk8OcnEozXyuizTL7Ku3+a1oi6Lm8zn7EX7n3f87vm4wsFXmX/zlZ5haWyZh25jeduDkaxrlUonnTt3L3519iHKucPf0kkNbHX5xpseZpoqiqFwPp7km5unFtsVKUoInoWM18RJ9VGLD9OIaXkxjPV6iZm2L1czQJdNukGi16A9NYopBTXVwle3k9nCjwmhtEz0MsA2Dlhnh+xt0rDJdvYOptDmkNjkYc4kpOcrdYdbquwi720GsakbomkaVKda0ERoJSS0Fjq6QdDxyvQoFp06612bMDtjv7mQ+cCkn72D0SpSY400jx3F5g1/S/o7vhMf4L9FHmYrWybQXUOt1ZCDoDcb59uHHmR/Zw1BtlXOXXmFgdQ7FdzCkwmAP+mo12pMZ9uxcZpdYpOpn+bZ8kDvGBJFiYaJjhSo+Ll3ct7L7CWmiGiWm+4ZIdOskmgsokQ8SUp5BomshnRhLSoKyd5s9nauEQmWh8ABy8DB3xuPMDBj4mooWBoxVN9m3Ps9wbYNRd44DtWni7S7X7BIzeyfYmBpnKTbOZmoHG6ks0V2EftjdZHdrnkSjwT2NyxzTbyHjLp/tvo9vbD7EfrXMcW2FAAXH381Ho36mSzrX0wLf73KpYDHdl2So6vOrl3qc8iU3lIBUahqZ/xI7G3MUb/tU30gTeYLEoE8UQq+iUy72cfXEQXZnl3lYvoyUKtOLJ6iau0imtsioixT0LTJa5a2iMkEkqPsJ3NDAUgMKRgsJKGKbBbHa3c3t8DEW3HtwZfLu4InuHtubu1AEvDHyNJeGnsEI45xdeoJjtRPEhOCGGrIkQyYFGEjsSCERKKQj8Q671FBxCLQetjAQioUHeFGbUtBGdK4jnVuAQDWPoFmnEDLEUWqoXgPDKTOwcYGFkkmu41DOuIRKGjNQEEKQ1AuktCwt4TBQmOZgrMG4WEITPuXoCM/Ih5lRIS4NJsI8d5QKnhKClOhuhnR7D0oYI2Ft8GDqc0yqr9CNBrjp/RNWlUE8vUMY1mi4W1wyFyg18hzujTIUm6AvPklMieOk51na9ZfI4m280OJS4x5++2P/yOgWC80F/ui1f8VJe4nutY9irx4nntEpjSfpdXzKW3XCNqhS/3v/q5ldrFRI3JFoMsnv6WUqJPjf/C/yyPR57hR/kjnrPQCcTvwlRxJP0VAj5pQEiUVBfgM2cga3pvaiWkmc1lWKNR0jUJFKnJt9SeLpm/S5guuL4yitDFPJs5RTowT2EALBTlMhlxQEtVu4jdu8lm4ge20Mp0vXENzakWdmVKFnrKP5q3d5qRa5ziAD9j1MVSbI9bIICQP164wvP0+iOQ9IEgMuxYNt4kUf1zG4Ut3Bi/IgtqlS8MrQiOjqBhERWvhOv9BQSCJVItUIqUgCReIrAl/V8TWIkGR7JdJelihYBdlDIBmItalmTZ4bNFnJV3CN7jvOa4UaO6p7MOun8cIiMaky6KQY8OKoKNtBs+KzrEUsqz5hsIzQJev6ID2xvbik1RZj1gKJ+KvM5OYwpOTj/Q732C7FZcl4ZxutuqQXeTJR5NmkQVfrEIkAPdIYdwf5Z+UPc7g7xUXrFpWxv2Vy4hr16giz53+OZHsHHbPNa5M3GOrOc3Rtk8xcl13LG1j+doBYSSW4OVKgbWgIBG48h6k/QFLZyT0pQVoRvLr5eabeeInoTETzQyGhBk9XdV4PNE4rafbIDCUtxLV62MBIao0w0nHtFIbiIFQXRYtQ9W26TeTHMN0eVhVSmwXUlSOIrSytwxdpnVxEAsbLGbTncojJJu5PNAiGJdoKpJ4ySNROYO58DDU3iRACj4hX219n2f4Ws/1QzgnKGWjH3xmNWUjyuqTY0oht7kVhCl916ekdHL2JF6/gmA16ag9bSuSP4ceZoUKq10fN3ofX2sUnb87zwfg4xvAJ2mGHL3Obza1phv0KowmDqdTD7DJqpLRPYyobfCc8xqeCj7MlUqRjizi5Ku1Ml1wwxJGwyp7CHfakZhipt9mx0CVlh6zKQb5V+1c4/iRh/wX6Rr9OUBlnt7PMKa7Qw+L3/Y/wF+GjnPN1DvUslLsR+Pav2P5+YafJt47HkQJGFmsY1xcY6lU5LSukjQpYZS5m9lK3chwtXeV4/xVMdTs47AUWt1s7uNxWmVXnaYUKQeMUbu0+pP9OJEuVITHhExc+ceEREz56FNISMVqKh0xskE0tkEusko+VyZodMqoko0ZkFIWUCvVQsuYLlsICc9pZGr2zrBZ2kWs3+LmvfYl3Xb2AKSRXDx1ifXAQ1/qh8ttSYjoOkecxr4xwhxGWtASREMRkwLBp40wkWRgbIlA1BhtbHFu4xdmrl0g36tiRZHhrk5FqA18VrOdM5vtVbowKaumIvo7LSDlkuGrSSe7h+s4DvDm1j04iwZRcZIezzMvxI9woToGUnJ65ysmlG0Tatq+sqrhkwhqFcg1pw2sTR3ju+H3UMjkKjRqFZoPFgSFc06LUqnGkMk2fvkSQqBH4OWzZz4o1zKrZT8eME/yICC0RdDnbfJN7G5eYrK3RbsZYEcO01bctumDbszotslRUBz3sbdfbVEIaUZKY9ImJd9qCRkQobPuRh0qVQrCKLOdJ1xz2bq2Qr7ngthF3BZeRULh6+Aizeycw/QSpbh+JIElL9agqHVKxOk3NY2xBMlK+yf74ZZZiRd6MnWQzNsRCapwoZlGIthis3UCpLoPvEekmIgzQfY9SN2Ck2aNYrbE1UEC/V+WUcYVIalSCnyEKP4QPLKhlZpR11tXtoiV5mWa4Z5FrdbDDFmtJwXrGQuIT6AkSapZRL8vBXo6SfLtkuR1K6mHEzbDMgvM8qcYy33j4w9zcfZThjkdfs4nobKJ2axSaFTKtBrrvYfgekaKyOXKA1kQGrdgk0TyEH2ZZNwUrCY+WbhAqfz8rIKKQmO/gS4WoEhJvdzkeLDHaraI04vzEusnzYyN86d4Buqbgp87P8omnv4bnVDECm4zvofgehG9ribxRlfDcvcTl+/Ecg+fMWzRporsuRy9fZndllqGTdZIDb2flmuEg1WCMmj9GNRinFRYxlS7j5hsM6reJKXVmnHO8YX+IfuU6Z1qfJjfYwIiHRFKw5vYx3SnRmhVMLNu00ru4OpHjLx64QytWIeWf4VjtIzyyauJEMBcFKBGkIokiNKT00P0t0r0ydVVyu5QjHm9hai1moyw3nSJj3haH61sMdlvoToAa+MRVF1U6VKyQjtYDFGKMoetHCWKDhKqK1/o8RB5CHcGXS/jxNFE2x0Cyw4RYZZxVxljFwsOTOrfd+7jd+SB1I04p5pCQJre1NbaUNsUwzVF/B4UoRy+Ei16L88NPs5S5RVu1Oe7V+a36JgNhyF8nSnzbOMSx5Ql2d4bpj02QM7fBubZic7n/O8jx5+lP1/B9nZWVA6wu70dKlX/zb//NP44g2Qs9PnPtM7x+47M8svEQzZlHUVSd/B64ufUSkgBjno3gAAAgAElEQVQ1liKeHyCW72M52GSl8hpHlIBkYKGpB9BqGZpbCtJLoUuNmuKzX/kOk6ka19sP0gqGmDRfY3fmc8SNTRqKwmeyGYSU5KKIQhiSDyPydz9zUUghjKgqCp8q5nk9Zv29+877GQa9ImlvnP7KMYrNPBp19vEN8mKO0mKF9lIMJ8rgGSk8PYVvJPH0FLZp0TQd2loNX7R/TK9sO8gpAnQlwFADEIK6mcWWOqlO6x3hSzueop4t0DGbdMxZmomAdsInSAo+UlI5btXY8JN8Zy3NlbCLo3uEQRq/+zHeN3eAqZ7CK6bHy6kWBcXmsH2bk9U36fbuItSmoJipM5jaoFLQeLJ0iqt6B927g6JMcM/aXgarEa2wQ7JWJ+sVQR+lF9tFUuZREbRExHS8xXLxJlH8JgcW53n0Uo1njyu8cFjh3lbIv4zVGd/0iPsBrq6wNmAyX0qy0NyDs3mMlD3BgB+nGKXJRylUFDx8XjVuYR3+C/riK6zPnCK7PEJRVEiL6/TLZeKWzw9cZhxP4Xo3xtNWnGf7E1jsZWftGONbU2i9aULnIgPWIAeL58hqJW7Gn8Q2eqjeILH6PGbyOtGxOlH2nc+rFQg0JDEFPFvDb+oEnob0IeEFpG0PrRUhOgKEwB+TeDujt88jAQFiQyBf0/DToBwLULOSbkfhJXucOR5iX+sU76okGLMdzqdm+FL/dRaVywTK9uIXd8D0Jf2uxmRzL8P+PgaVQbaiPi5RZzTxNONykW4lhlc2UBVJkBLEkg66FSAMiR/kkM4AbwZFAq1DX2qNPmONfWGTc97GW7zDFZHiFn2U60UKtQyD+SfIWyNU3TKLQYOTCZWc/hli6hW23ARfbxxm0T2NyGa5uKuPUu8Gi4nXKMfKGGGMUu8Brk79NPnWFr/0yn+iUKxTUkZYXfgEkdQ40/dfcHbMo9kKB7dW0aOAZ5XT/Eb3l4jpER8qvE7CaBJFEuEnEG4S4XnoepUg2SFIOGRFg7hmY8R89HiAZr3TTu4HVFQnMLlV281CbwfnB+9nyZjgwa2LTM3e5HI3z2ruGl7uFoiIkfUsmfZhbux6L+XhITQl5GT1JifWrlNcr1PXC3iG+Y5rdDGoyxhrWpaKqmLrVUJtHaGtopibhL1x/OYprLCPoaBBTtjE0xEX9x5iK51n//osZ2dvYIQB4u6GptQOqFd6zEVpprPjrKS26RIj7TJnNm5wpH4HkVUIkgoLO8bI1FqsWwN8496HqGbyJJ0uB9bm2bu+SCrwKcoceS1LV2+xpW6xqTVZiKdZio+ylRrFTpVAURBRRL5R40R4i8XYELcTE/BD/rR64FNwGvTLDca0OY70bjFYs/lq4T28kD2DRHCudZ7HZ77N0as3YFXFqxk8e/IcTz74GPPDY2+dS5EheVmlz6tR6LUY7G6xo7fKTneZIbfCkFsmcuB70SluaXsAgSLBktui1K7iEZM6p/zd7I4GEAgkkg49njGm+Yw/SFuanLUWSPf77LWvMXF7nV7PYClrUU52uN63zmphe/OkBZKdFdi7FbGvEXGwE9CnBpgxH3vBoLNikRrpMXi6gWq8vVY7DY3mQpzNhSy6ExApKiKK3qrk+IMWqCqOZdGNxwmsBIGq40YuedshX68iohAv00/9vgGOpr9PljbrnGIx9gRz8UFuxvrYsAzKpqBsCZRgiwfefJmcbdNNJFHCEMN1uZMeohFZiCBkI8iwHqUJUNGiiDNug8NeSFbPImSSpqLyN6cTzPcJPv71z9FfXuDWvg/ywunjdH6UG/nfaWYoSQaSnnTJVzcY2Fol5nSp5PpYHNmJEkk8w8A3rG1UMvAJVY1IefsaWhiQdFwaiQRDlTr/x+c/TXFznYZu0c0lsRMxkiJGXpqUQpVaqkjNHMXJ5Lk60KEdNCnZaxiRyr51m8nzz2K5Np4Wx9NM+lIblNMHuTz8y+CHHLr+aTKteaSmEuhxHC2Dp6fx9QS+lsDuK+GeaZIafx2Wy4x9WiWe8UlNOGT6HLbMvdzoPsKscy8h23NCw6qyWjBJygw/3QJXifhfRRfh1vjk3FMYMY/V4gjp9TnijkPB9dHjFkGok+60sLohrlbCtYrYiUHsxCCRomO6DUy3juE20QMbze/hC4eVbMRWYntclLoxuqZJW29gJZ9gIN5jSL/GsHmNAf02xl2Tgq1gmHL4PmR0Gi3qw1QUtB/RhUkkt5V1Lmqz9BSPYb+Pe8KdZGTsLQ2ZRBIRIeiS0z5PSvsGQTRAPfhfcMKD2KLNHX2T9fxV8mMXyObW8X2DxYUjbGzsRkYqCFAjld/5d7/zP36QfGHjAv/u5X/L0eV+Buc+QOgmGTpgsRpcZau5wVyYZytKMKC06VfamHcX51Zkshml2Lh72JiY9HhYe5lzXkhon6AVbttfmaLJ4ex/5YT5Mq4Q/Ee1H2dJ4+icZD2n8uYOydUJ6PwAdZOQDVLEIpNNo4YeafzkxrsZ7g3QUR1s4dAVPpLtEsPKP6BGjdPliLzJgBex2TvFXO8IrrdE5N0iCpYBUJQCpjKGHiqEQuJrJo7mY8TWGVdmyAR1mkqCa/FdLOt9GKFLWm+RtzpUgyPoRoK0FdCJ3+L5xEWqclulmhLw4azG4bhNFJq8vPUEf+4+jL/uorR9EAFWqPGEbTIUKrzQd4mbY19F0TugTTHgneNgxeVD7SdJtWrMtwssdrNEUiFSJVnLI6YG/MWBnaylLxEJjwPzaQ7PZgljaV7s72NWOUbolzD0CruNBY62xhhsj29vTOrXMdvf5wuP3uSo3uHjHZddXhcJdCtJyt4paoX3ktRSGDKHHibf6teWUWXWWKcS+vS7LeLKKpP665TCDeKi/RZQFIUCt63R9OI0w2HWtTGqeZXd2hX2yTV0QpqywFx4gnm5D19XKWoFkp0xXDdNO3KxrQuIiSeJ93ewsm8j9FFHQa0rWK2IbNun2HPoOSZXGwPcaRcIpcKA2eJQapNdiS10IZGoSKESojFnxtDcUZpWlvUjM6QyXbqBihdCxnhbXOVKhTk/y3N2hmDL4AP1+5FIXkld4c3ENKEIkKgIJQ7R9mYrHu7kyMxezGoayRZ+KMl4DQp+DU1ujx8pFBL5HlaxhwwFYVOl3UvS9WNYXoSQbyMuP9wCVUOLmwwaFuOmZNBYYsC4QVzd/nsvVOjZJdDvQdUdEuq3cUODp+2DvOqUsBxBrGvzg9qAjaRHNRNgaFk6+iBPP/hPSbfrvOul/4wXFww676O/s5Oq6mGVvsEvqV+lGG7THjYSCX7T+Wc8b5/msfHn+cjur6Mpf98/+YdbGAhcx6TTi6MGGcpWiZVYhj3aLca0ZRw3zubGThZ7u3gx9TAzdhx1wSZm+Pz8yJPck/se6hsqA99XCStQT2l88/4iz+xvYBsB0i3hdB/Ayd2PHMwS6hqFWo2fuvA0Z5tXOG8e4OLIQZYGhmink7hxix8YbStRRLrXItdqk2jYJKttfEdQi+JUZQLvbmpWINENSa+QQI/BkfocubZNOSgxI1O4QkFISEVgC5+M06Evv0F11xTr/UMEmsa+uRk++eQXOTpzk2o6zV/tf4hvHb4fa0eSzUwWLYpIOA4ty0T+aGlgAClRo5AdvWXevfUSv7D+JCNehQ2jwLuP/DGbsSKm7XB2+TalbINGXlDWiqzJYba0t3eXiaDLkdYM79q8xVR9Hd2vIzWJhkHCNchuBmhlm+t6Eq9lY0mfW/v2MZVb5FG+v41q0YcrRunKURZkiasyTg2LfpmlP8qSjxIsq1Wuq8sIBHvCDCdki5JYRBWb2NIgCh/nohznt7ABj98Iv0hupUN8xaZUqWzP8AlBbrRDPO8iLUEtpXIta3ElbnLVUpk2wb87bgc8hV2OwYGuxcNvaIgrm6gxC/P4QertLVhcw2y4RELg9u9jcXKUqyMppBDEej3iXZdMJyJpu8ScFolek7TjYzoesteEyMc3YqwM7WVhzwCPZp9jSiywKAf4De9XeFXu335MgK6GxMIeShjywOIVnrjzIgPdOjOZYb526BGigTiTah0hwJUqy0ER6Qwz4Uqyvo8p0qh33z1Xg8uTBi8eiOFpgveff4MPrmaYb3wHL1hFTz6O1PsQWpvxfBEzlqIVr7OWn2ZZbaDWAnLtQ9zjDpAPFSrhN5jZuIJtq0hdJ9qVJn6yhhYPCOw0sUaMeNukU5nE3ZxEhHkiRaUVU7D1Ft24z1q/zlJBp2A3ObY4jRlBWsaISYucjNFIwrODObxuhuN3BHlb0I25+PoqXmwNkMS6w8Q7oyhSRw0dekKybug0FYiHAbtCCxGs8cD1P0Ctd1GskE7RoK7FiAUGya6K6oQI10YJXerZKW7v/hhC0chXL5Kr3qGVG2Oz7yw9qw+ESz1/jXayQsYJcXv3km9n0e5mv0IkbUWSCkKscIbR6jOMzswgMejGB+jcDYTbyRG6iUE8I/PWmBJRgOmUIQroxAoINY7KjwazEaHiE8gOCX+DnF7FtBTi+CBVQmnQi1J0oyw6WQaNBCO6hqEI7FBSiwIqRpfZjE5XTZCuR6QbAY6EwK9RqF4kiG0yv3OYUFXJ+BojYoBBN05f20fTkkSmhatEhNoldhp/RkJscU0eYTGWJDa8gVaqY0uL1TvnaG5N0GZ7/R2LiuwPRxiO8oz97oP/4wbJTbfJ71/8fS6ev8F7Vj+EaA+QHqxiThjcmL+EaiX5VmuQw/v38oc/c4wgilhafYELl/6I5pZBsDFAK0gSKhqZsMFj2nPsFmsoQYobzmlea3+CQFocjf8Np1JfpvX/c/deQZJd553n75zr02dWVpY3Xe270WigARAEQBIADUiJEilQfkZmZiTtSrE7Exv7sDEb2n3QWs3M22rMSjOSKGnkRYUoCnSgAQlD+EajXVXb8pVl0pvrz9mHbKBBkTshPWq+iIqbWVGRee+tc777mf/3/w+rfKs+jrnV5Oj26EHayXlk/BArHUksBsUx4ukjdKZm+Hf3vMqtbJ0nWu/jcPMobRkgkhHx+8B20Ejmmh2m61sUrSbVqS45d0gvcfmy+wT98Bg5YwsI0QhyYRPVaCG7bSzLZZC/l37mOHm/ixcecGNmjuuz08xmVvjl3d/noe5ltpwa/2n8J/jTmY/wEedLfEx/GTOJSRILz/WRQqM0vNg3+XzbGoH1ETxkw9OiQE11KIVd9GaRL6YP8w11P8vxHIk2KIuQn+i75BILc+wGD0dFqkxSj2/wHxa/zJuF6zzdC/gX7QOUmkaiyasdbvQneb4zS1WcI1WKjcEKqVBsjituTzfYLUC/9SkG/fsY0y0+UX+Oj65dZaw7wPIjfKfMztTDqGM5Tnqvsui8hikSeq7NlrSwX/kk1pGfQQiJTiL8oMutTIeLlQvY+ZvMj21RGG8x1oiZuJrnS7v/O766S5JvEGGoAaR9FFkSo4Sw+xRr36G09Cr2xDbJcIykU8XeHUM0qoTDCTrpJN10Av1enSKRgDYx7D65iVfIZV5B97oM9h0GPYdhaKOUxBI2VXcWW7r0kk0qbDCf8/GyoG0LLBtLCAzgkhPyu5UB1527e9ZEk0eTkYKspchIMLVHLjWpyoiMG7CpNMsDj211p/2r7RFd4B0+VxTMbi4yvzHN+LBPKe686xZ9w2HfroKssUiNOXeCQ3mPS67Hs7OXWd/w+B+e/UuOt9Z589SPcTD1MO3SdaTYJzYUthjSNV1uZaepNPeYrq9T7I6YDBLDpFWZwqh41IotlsQOZ4ZrzCU7gODF9D6eDZ/i0sIjLM/l6XghE3tfJd86T62lWNp1GWvF1Ksz/MUnf578cMiH3vg2zdwqJ/c+RG0wz0r1VbpOnZN9jxmZco+wuEyBX1OnsVH8qniJB8zXwdxHKJ8LwST7PRstNGPukO70OH+89BlClWHrTY8lVeffWv8PMzLmtekHSJfeQAn4gn6a1tYi7VyB85WT5JIBj2xsUL5S5gUSmiZ8fOtNfun85whr0+wef5BWbY6/OjpB3rjJmfaf85pocd0zsSITZ/80O7lPEc0soCp3q8gAdj9gdmebs2s3mBm2aHoh+9mUbDROrTXPmO8gdMrAtGkWc/RzHjEd4mibtpI0VI6W8hiIu5R9JnAoMTjbbvDB1edAbPHMwx/i2Yc/iJ/LYsQJT20/z8PRZf7D7E+x61V53+Zb/Hdf/gMOr6yzQ43f/8hn+Noj78cvZr+L3QGt8cKQsX6DD3be5CcbX+Eh/xIGmo7M8Ur2LC/l7ueZ2pNslKrU9nz8t1vEqeYMBk9j8wQmNoK+EdApfI7YWeZ9nYvY+nuVTt9rPTK8ru+l08sR1k1klNIsVziYnGAyyVARLtI1sGzwRIQpBErGdLTPeqRpxncoCtWI5xkx6uSI94q464Sr6RRhmud/1NMsDHpE175Et32ZG0uL3J6Zws9mcbAoqRzGnXpvqiOiNCBKfRLZZ6cYspX16Zu7NN0GoREy5Rf4qVcyvO+VbaRSCGBYmmC48BCz04+jnQxXvDe4ZO1RNZqc1DdY8JscDM5yPfgYe8ksIMhIqMhddPwSvcFFhk6W05N93m9dJMHgP1ae5tdP/BI60ExsbVHbqZPp9om1wQNb1/j4jdcpBwPqxRI7p8dp13Jca40RJoKsl1AozCG1Q2L3EFri9Rdou7NsjTkcFBRGukHbTLm2dA+lToNPvnWN+f1DmOodZT+FJkZgwDu8yjrFlgo7bpBpb+AO2xS7tyl2bmKkAwLTIDVNUm+SQfE4ncwUQ69CkrGJjRKJGokdyTSk0F2j5NfJWZKJ/Dj+1GF+9cEKb1ZMvPaAid19JoIGE3Gb2YFFQYX0hE8qvpug0hVZjiTjaJXgtRtMrm8QpRaXy4tcKS0SGB4lJRjTmoyKENqi4WzzO26NEh2e2nqdpy+9SCHoki48RuHUZ0icHK+R8LyOuGf1JT5w5RlIY24f/2nWxx8EOQpTK/hEU7CUDlmMJu+c0RBPvoQk4nLzKFe2r1EyLGJ7ml5+ntQcQROFitHyPVBTrQGFEbcxww2KnctM7d+i0tklMiWpFGSi0SDhcvUo31h6nFuVY5SB+3SbBXGAVCZRWsZXRbRI0EKRYoCQzJg2hyyHimGSas1OrFhGc9WVVPuKTPSeZ1jUZXL3DaZ3nsdNdtk97DFYOEMyUSC0fBq+Rystj8BKWlASGjO3jl3o4HhDTGLONjY50d5BAj4O5znNa/osLVHCUwFH++sc2V3Dag8xWhGqb3Dy4sX/+oJkpRXP3HqG3/rW73Hv9SeZbp3Eyu4xfm+P6/UWfuCTmTnOb97I8EBV8XPed6jqOrn0Otm0TnkwJBcE+AcWwdDAnE0pOBFKFdmKfoSX+w9xkMwwY1/kWOG32d5PyF+vkd3Zw9CarTGT/viDFMfOMDFbIRfMolubJHtXiQ7eRjVXR2pAJlw5c5zrR86gBVi7m8QknFrf5WjDx+0ekJkIqT0Q4RV6bFDjNyZ+nj899BSxKZndWePU9QscXV9BZPJE5XGwHGwdco5LHLLWeX7iHJ+rPcX5/Akeb73Ov7z9n7i/v0xDFvm2cZrnT93DsfzbLIlb7DQnePbq47zev59AjjaNZe1jT38OmVkd+f4kw+Hthzjse5TEgCU9RjZZ4GuyzFvC4wQxH5UHFLXHZnuCVAsezhmMyZB0sE7DCKl6ixiiwJ51jX8/8SwX7Us8/VaZj+1/AGfaoJapEOn7gNFmjdUBV7vnudK+/G71sZWLGHjw0E2fUxttnCQBy8OqavQpn1ptn6JO6OKwFj7Eld6naSWHOFUMWBRFbvgXcbb+CquxgzHUOH2FkYI0FWMnexRPDOkbY3zV+sfYU9fxqtewNmcorBXpRzM0knna6SQRHlo5/z8rcWSmUOSkpmDsULHepmLcpGDuYNhtrjoTvNX/KHZvAR1NI5DcqpksL5jMJzu876DDmWGZWlpBcrf9l5oDWvY+22lA3dqlnbtFM7fNeWufdSIKAj6cj3Glpuu7hEZEX4Afa6LAYJDatKWgZ9wdlDK04LANp7Ih84nLyz2Ht9KEmabF/NY8tX1NNgmIhcFurkC95HOQcdiJHqOv53Ezt5grfZFMMMGw+RTrokxGDDhj7lAyIgoE2EmIMu8mCX3H4/LUIlemDxFa9rtBk5XElLstJvc2mdpdZ6a+zlhrJGQSmRY7E/M0x6soy6ThVohMi8S0SQ3zXX5o0Ah9B/F8x38NPYOTV/6QQ63jjKdPIYFe5m947dC3keY8H95/mtBf4CVCXkVzCsn/QYYakla4y3LnFTYGy6N2XmWWjcljXF44zOWFBYqbDYKrAY80VpirDSjN17l3+kUyXo/dgyVut87yNzNPcDs7Sz7u8Utrn+MX658j3+2zf63M+maV3773h3i2do6ciHjUWmVKdkHcxTsXgw6leoO+3uaNYw3OzyRo4Hg/jxg8xo77EKe7PcrhGE5UotxPMNV3t6ZFGqBVF19GNItVDNskE/RR9jqx20YmFrneInY4ggl0TM03D1ncnLYY1lxAU+p1QUra+QJCKe5bv8pn9r/KzwRfJE5NvpC+n6Ix5K3Ze/jPC5+mbRV4evdr/PO1PySWLttiAmsnZtCDL54+hzDrfKrzFo9FWxQZTdivmBnOW1UuGlMsO6dplE6zWzlKK1PkB4Ov8/PRF2i1Zvjc3kne6BxhmOZxRcRT9jL/G79HkTrd9NOsGyXWrSZamZhphqEQDND4KCIMBmTxuQt1Gy3BvyeP7GhXYpkxRpoQYuNrGzvw0VFKL80xKBSYEl2kHH1JOfWYY4KyyrIp2vzJ0gT7RYfHVm9S7fp0EYQkVOhQokeUSoapPVrKUqKFxA1D6t4NXlpYJzRTHr49xqM3alRwKcwfomB2kWILITcpixZFeqRIYiyU9pDaQ+MSapOeAl/ZROSJsVGknLNfoiS6vGCd5V+c/Z+JU5fD+1sc3dukopvM5FZYWF4n/3KK58esVmuMnRrw0NR1GmqRy72fJw0lq9KlIafIxHl8G948rCgmK0z09vFdAxHvYK31+OJHfpStyUWe2nqVD14xiJqH8KrXcaYusNI4yV5jnpO9DaRW5J0lhjijooPWGKmPoWMS00PdSezstItMQxQ2kZUDMfI9QsVkBzvkBtsU+puUpaZQGSM96uCYJ7H9CQ4qr3FF/zUHyuNS5V5eLn+Qbq5C6LhoKTETzZPLPu9f9lE6xnYC1qoRhgr42f4UGfG98Mn3WiI0gYRERaRxn4AeISaBGGPBcMnEIcHy54lvfRMtDFZqk7x2fAp5TGN5eTJbJ8jvL2IYWaYJmLUNio6LJSUJKcvOOrIeUtzdoLD4AHk3CzgIDmiwwWZwm/HXXyB7MOBgYZaNB0/iu1MkWjOIDYw2LNxeYen269jvmUHSgBagpURiotOI1DPJZgJy4z752RCnFGPcYcd5w3F403WohIJnCzZtcQ8/0HqUD3UfwMKm7x+wdnCd9d4uYWYecksIcyQClIk2sYw2oVUkUHMAmJkD8jPnyc28RaZ6A3GniKOVIFUGveYc0eoHaQxzNOSo82kaIaVcnXJuh6zo07x5iC1zgdQwmRrWuT94m1PyOl7u7nm/Y+LXuv/1BMlxGvPMrb/hyn/8LEs3H6ZRfR+GEVI48nVa9hT7BwM8z2MvMrCDbX5IvsZ9okU7XcBK61iDbaLQRApNphjhehHGHdnnnsjy1fifsdN4AmUmFMwLnF55g+zaCiKNaOTgtZM2peyDTOen6Vu3aPl7DLsSO5uQKaf4ZZ+v2xFrMubMwTHm20dQuQylZotHvvMdSnEXHY3+2dnZiPH7e3jZkACLy3KeW9E4w67A78HQN9BagIDYs1FVCzmpwXMI/Rq6lwMEc2zxIG9zmDo52gRGjo3JCutTCdqLiFOTFy4/zHM7H2BLziB1yly0RTXaozO2yt7iebRMQYDdOk6l/hgmOc4xyafJM833tkkHSnHRT2inEY86f82hzIu45gbiTrattc0g/Rid5DNoJuiqHlESULFKSGFhsIcjXyRnfptYVemlP02ilzDYJFDPsNa/wVbgsDfMoLQBaMadhLnMgJnMDhW3z+tFSb0wyUROs5Mvsn3xYfa7j3NbGlwjJRBQjn0+tv9NzobPk630OVYasJCPaFZt6uUsnZKJMFJU7CCMGCEVWkPQXCTs1chPXcZwBqS9EqwucVBf5EJ4grYa45zV5hE9SVZmyMg1Ormv86fFV/haBqZj+Hg/4OPDHjMqpiMM/ipb47J+lIWDx7F6M8RK4gqYdSQDW3Ets8f00T+hXNjAlhpDpggjBiOikcKXOhZvDA1cAR/JKR5xDNAS1x2M8MDNRfLrTzKx934c3gnqFUKs4ZsrtK1N8tEibnoPnenLbJW/wsGGpnO9TDgY1bQmckPmiz3mvJhUVVgL7+fV5H5umCVmzWU2kHxbHCYWFjmGPOiss0AXoVKMYIhIEkQaEyO4ObXA5UOn2K6NeHzRmlJrn7GrW/RKNfZOTr0bGOo7UIG5eotPv3iFbGcblW5D2uT7SUf/l00grEUMY5pI9ljN3MCkiFQzbAgPH4EWAoVg36nRsCocTTY4132bWneD2LS5fPwBXjn7KN1CGSfVnOymPHiQ8NDtDkF8m53yDfLHr7BXKbMc38NqcpTr3iGUMJBaU4g1bVtSHAz5ia//DWfXVqhPTXJQrYIQHCQ5no+P0BEWn9BX+JfD3+bm/jG2jRmalRKdkosy7gT90me9dIOb+VsEMqFmwJF4AnPnhzEHM/jW2wztFvNBwJmbbSqrdWaaBxga4vEssYbr04e5dvwYQmuOXL/GVKuPOz5JOT9HnL+X3zo6w9C+zAPBm3yt9gDfKZ1F3Qk2poI9/peb/y8/evB1BricVx8jSn+EybSKxcg/9S3Bnyw4/Om8TSzh6c2YX7wZUX1PlcgSt8jyFwTN85zPn+Gt3GmGQ4tdr8grp+5jqzaJ0IpTe8t8Yv8rzEU2rpYAACAASURBVFYPOD+4h8ymSz8XMGadJ+o8SD6K+W+N3yPA5t/Ev8C+LFGSPhkRv+vL79rd9xO6wPF0jo7ucdncRg2aLDSvcfzaHtYg5ebSEivHj4Ft4il3FOCImCwhD/EK/WzMijvFjlXhICmz74+xO6jRDEaVLYAH61eZ7+9Qn6ySdxNKVoxnj6gvpBaMqyy4Cb974gFmg03ev36eW/40fZVlQvbIiXCU9EnwCPEI8PDJM8CRBzxb2efb+ZjJOOVXG02e8P13r69HlgYl2hSQaGxiLGLsOz/W3zq+kyLsqRrf7vwyO8ND6HiZBetF5ktrI2GXa4LC9RBDKVbLNcLZcR5fukHRW+Ut55/y7dyPshxFTNWh2oN2RvLqUYu9XJda74BDG1eZaGwRjc9wa3Ke547fj5EafOJCm1OrAiUTrhzvs7w4JOo7nLm5QxhkCLXB/RtfxU4CHt2XiHabnfkPUq89RCwyjBgd3psY3n1viZSyYVCTiooakNE36c7vM1h6C3c4zfjKT6FFSv3E7zGYeZW0m2F7dYob7SFLVYgdm532DOHBo1S7h3G1yYaZsO8ofk5r5rbfwpo5h05CvnX7Wf78xAPsHzpEIWtQESn31Jsca/SY7UWUSTAzoDMGmBZWPIYRFe/6PRSB7OKnPZK2z3CY0HIsGtkcMq4yYcFkJqSiMyM+/bDLW7nLfLl2CVG4wifLKZaVIswQaSSI1Ka2eobx1fcTp+cAg7S/Rnf8JfbPvUxkhZAKLM+HFOTrGTLPmRQ2EnRhimTsOI5bwc6UMYoTyMwkSBN0ghQDpBggGB1DMeSWHXLbjJje9lm8PUSaHtbCI8jsJBE+zxVf45nyd7D1NT69HnH/JZOe7zF4X0rvxCxmpYmVGXUTlRY023M0Nh4iqp/C6syANlAyInH3CWSXlilpAUnqo/w287kxnnJOoeI2b7j7DOJdUuMd2JlmrB8xSGGQHmauX+Z2Ps8XvAhLdlkSde7XG9yrt/nhf/1n//CD5GE85C+u/QWff/l3+bHP1xhUfpzQKTK59xJKrrBy4gglMtzT63HIichZJYZqjm8xxRd1ysuj4j8PiiEflS/zMePzhFmXV3JneSF3jlXzNOeueMw0U4ayzvvf/C2q7V1amRwvnTnDoFSilnRI+weEwZ2HttDkshFZC4IE+kOTNB09WJTrEMwcJrUzzAy3eDL4FsV2n9uDIjJjUZ0bkIaKraDIWlihOXRJ0ju8kjKl6g6puj4LXpND2SY30hpv7tfY6+Z5h2tHGSbp2BhxpUoqPCxCPLsPToo0EoaRw16vyoEqEQgbQyXkRId55zqq1uGahGbio1DYSvHIukm1tcBS9hw1dxZLWEgtMJAMgLYRoPAppFlqOochBEordkWf5cwBMvtVauoF0shlIzqJHz7B8WiOY9YYljCADjnjWwTyLf69XeUvMj/EJ8y3ONO7ifQlJ8waM9EHQM9hig0c+SUSVrmiO+wMDPq9It1hdpQ4ALF0aHoV1q0pdu0au04NbWSZ0HUwOpTTKntqnG0z4XTxBj9R+wqHx1cIcqP7HHYn6O/cS2/nJMH+CUyvxcSDnyU3ceNdsZZIwYsdg53bD3LQeZKLyYijeArJOooPo/hn5h4YbbQQBEoSpgap0JBrQ2mLXP4mFbGHpw4wEoM4OcZadC/bsQexwBhW0ImNU14jP30Br3qLNHaIwxzDIMu1fpa6n8NLXWaFy7h2EamLShxUalE24HhwFB2UWbN3GaaKoQ5pyB4tMUDoATNsc5h1VJhQ77o0ex5+PFpJ+emQ4rEGE+UqtY0HcdtDtHGVglimKkZDfK1kivXwHGvh/awN8wzsW4QlA207mJ0G9iDCTOZZn5pl5dg4l6cniUx5V2EsjmE/JrvcJrzTFS+gCZdydA4VWFptU7ydMh8OONJ6Ezm4CMRI6wjSHg1NoUPQIVoHoPpoPUDhowlBRwgVjbiS/p4WmRZ2EtPLFnjznoe5uHicOAzJ9rpMtHrcM4RD2mPMztIuVbkwe8DbhRw7YhoAO405vr/OiVvrzK7fRno1TsQ2X5n1+JtzDxFaDqe3bnH85k320ywWPmmvz8m+z1vFM5y3Skg04wTMEDJDwHxmF69Ux3SbpInEHxbpDIpsZrbpWT16dg8tNFJJSmGBqp+nOMjhRJKiEVGRAWnXo6NNbs3N0MtkyWiDMXsS352gZRm0bUHTSWha0HQsQmPku0wV83jzNf6ntd/hyHCdrAppyzxfKP9zcv6jPNSESGgu5AI28xl800SqhNKggxM3+cpClW9MT2JozRNbu/z0ytvMD9pkzIewrHEuOT2+lG/wjSOzHBTLCK04sX2Tj174Fh+48DrlgwHWMEEJQftwlnRmiqD0GQ6LCSbM3ydnfpFNPc//mvwc30mP4uFTFV3G6DIruhwyt1iQu1QYkFEBWTVFJvk4mtMIhqR4tMQeK+ZVlkWIj42XRijrLhuC0oKmzrKaFriaTpDy3UwJAkXe7DPPNidvbDHVO6D40W3Gju2z0ZvnavMoFxon2RpMYaKoyT7nRI8F2cOQOxwS65To4hGQIcDTPlk1JKt9XBFiy3g09JkavNqYox153FOqM+mFvOLV+Dfjgg075figwPsaJ5CDEm5kMeUdZUzn2ZFtNowDhiJCaHCwiYhRQmNpg/l0jNnEoyw79ALJdt+mpYskcvwORG0Pc3AZp3+JnLmPOwn7U5PcqBziYuUky8UTHN2WPLIcUBkoOm7MbmYdq/MmtcbWXRl0rUkNi2ef+AwXj57hsastHr8cI5VJ6OyTmj5WVIQ0ByIkdhuEXh0nPOCBi6+x4rokpuRDeomxpR/FNp/nlUCzGp2lJIpMG5JJG4pS0lVwkEQcJD6txCDUoyqvI/q4ZgdDl7DIYYkES0gsQ5EW1ulPvoZ2W4gkQ9SrMjw4TNheBGVjZg4w8pukaURmWzET5Dgyey9REnPTj2gaelSo0ALbSsEbkHotUq9B6h2grQFCpgg0ZlQkHpaIhkVMv4oblcnoLDkpyBuCnATj+3Q3En+dqHeBdS7xf9+3QSOn+afPKj60oUnHBHE2T2xaBIYk1ZLCxpByvcvYvQbe0jmG6sMk+ghaa1psEYx/E2cnIbs9iWlPI4qTyMw44k6SoVFIdnHkGoFoEJKQQ2FjkSQ5WrpA3Stg6AxjiUcmySDl3U5re7DFVWeZW0euUijXaUR7vJjApjSppCk/3u3zCe0TkeFKp0azlyXs2kR9m6R2hKAwhtAWmoBiR2IkGQIvhzJMjMTFSD2MxMEOU4y4iUmPxYlpDhs1AqHppAMGxpA5XcG506kOlKYhUzo0OJB9rouEt7XJDZ2joz3W/tUP/cMNkptBkz+6+kf88dU/4oHXhjxx61Nszj7AuOczWeiRUxlycYlcmkPcGeO5ohL+Uvs8LzVDIfBcg0olg0ih0/LpRaOntMqbqHGXh3rw5I0YI404sfLH2P1L3Jgs0ym6pOndbDXnBtS8PtN2jxm3y4Tbx5J3cUpaQzPy+I66jzfdBxFKkdu5ieoN3vkLMk6AkQp6yWgDCzQVO6DqBkx6PQpeyJ5bo181SWcPsPNDjKHJeH+AG6ZsiizLRgHDsSnnepTtgP5Oht3VeZr9ORLbpC9yBDqPFiYWKQ4xhkwwvk9F+O9lKkUmEkOXMBKNm3SpyDzjcoyaUSWHi6ktWgJKgGX6dL06ZF4il3mVhtNnxZ0idAwqXou8PRqcUhraQQ2zfZSJ1UcZ71Uw8bAo0aHJV/Uef4bLruFA6lKNGtTCPWajHaaSHbL+8N1JbtfIUXEmKOQFubk13MldOtUOhhOQKsn11mHa+0tUNs+Stg5ROPZlCtVVdH6bbP4AQ2ja3RxGY4rceAOdbSGFZrl5hFc3H+Xw7vv4lPZwxIDfFyF/pmwKaH7Z6XOqsIYqrqMKa6jiGlijKk+QGoSpHGHqZIrxdx/a/juZ1oJhe5bl7jgr6jb7XYE8uI/pTo1C0sVO+7iJj3WHvkgDaSZPL19jNzdNz8jxgdoqJ5aeQ3hN3PZhqjd/BNU4SSg6GKJORqxSE1dJ5T5fZ5GL8hhuGlBs5djKPsrlBZdLiw49z8BONamAVMDM+jY/97k/4y/nP8hafoqZzDY/fvzzREGRK1efwhhOMZ8KxqIBSfgaaXgJjUJn5ohLcyhZozw4BIAvG5j+HjmjRcUVJOkY7WSG2Mh+1/3wheZLXkhiDTinsiylXYhWGEarpMEQKxziuxm+/f6Ps1sd0RYpaaAME21KEsMiEQaplKjvM2yW1T0OxWvct13kw/UKJ7uKm85tXiicZy1Z5dj+PGG2jJHE9EWP5+65n7Xxs1jpkPuW/5oPXL2J4c7RL5RAa4Khx01zjHWRZ0/l0AgkinHRZ8roMSl7jIseUgjeqYz6lsPAcRnaLgPHZWB7775+5+hbznfRlL1jpkopJkOydLDDENXOcGDnGYYaq+HzeON1/nvj8zwolxmoEivqZ3HTD1DQWboy5ivjCZ89kmc352E1Bjyxc5l/tf9vuSAWeYN7SYSJ4fqcnz3OSzPnyEQBT67eRlshF2qLbGVLGErzQDPgQf8iYn+NtGcxb/awl/dojGfJmyEz9ZCp5TWsXhMMC282oXrogAvjp/m6fIzj6Qof1a8wZnW+z56ArnqQXvLToI/j0+It83VuSZ9QeKg7jBlSCyr4mLpFEAuWVtc4tLLBfq7Kaw8+yMveYbZVlpLwyUsfR2gm6fGgXOGetStYr/kYjqL3xBHW5mcZm3gFXe6S2KPPF5Fg2CiR7BfJdlOOJ1vMy713zzNJDNIAVChJU4dYFBiYZdacGS4MsgybLYRKwZCQKpTtEJUnSLw8NwsrXJxaRSL4ydeL/MBzu1gz93Dlvvu5InbB7+GkAm1nCbN5UssaiWLYAwqVHaZmVsjlRlW8OMgS9scJWvN0d84QtA4hw9EQVzfjsz0Wsj0WEtgWs3WHY9sObmIS6X3E4FXcwTWccEjPcWi6RVpOkVA64Ame//APYokKn3hjwFwjJbQ6DAo3iKw+8p2aqh6tbSsO+eCllxm/UR/doKMTPJctorTBh6d+nJw9812cvkOV4CtJL9U0jCb7zi6J0AhiYi1YcOskB3Oo9AgJklQ3iVWKrwukfH+ohL4D4Rp14UYsISLVzNgmZ3MuXZXyqt+/I2xk3GFZEGgtRzLV/JccvMJUHbSMcNyYaWuAaUpuqQ7NziYz4ZAZHCYHNvgBveZNZH+f508J/uAjMZlQ8CvP2JxZC7DSFAUMHcl6FY5uK6y/FcI5xZiph9qYlQnanY8R8DjCG9FMapWgh3Wk3sLKr5OzbmGJdfZEwmWxxBWO0eGuvL0hQ4ZOh5bdxRu0efSVAfONmPCUSXDUxm2ZZFd83Bt1ZAypDe3DII5Dcl/Mpbzg5ZbBhdjEURZPDhQf7gmy4SzLcpptJtBKIlWKMozv8l1CjS7snY7j6HdgxgZG6iFUgaou8bBRpSQttqKUut8kCRu4tqac8chqi4JVxXpPQN8XATtGiw//nz/5Dy9I3uxt8tk3P8uLKy+yeDDOo62z5M0akxSY1EVcsUPW+GtiEeADDWWyql3WcWkIh8h1Efksg1KWZjZDKG1MneKpgGp/QKXTx+oo7L170WqaSuMS8xt/xPqiw7bO4xox016XSbfPpNdj3OujbZducJgwnWUgKwzsHIauUY6O4GlBbLzOc9Y+q4yzxBpnndfZziZ4yRCz7+D3MrR7GVJTc2My5UIm5ZGW4uk25JwhKuvTnVXszZgEroERa7SQyNRGpFlkVMIKxrB6k6iDSXSvhBHmcUQGx/CwpUuYDhkkXULdInDrbJR2uJBps+x22DOb2DrgXKA4G6Q8NNQ44ScZqMdIsUlESks2ue3epjssYA1nSaRPy7lBYPQopgu4ykV5DQyviWsHWI6PbfvYVjA62j6OHeA6Q4T53TzLKIMkMQlij2z3EJX+EtfDLAdenamJCxRzu6RKcrlxglfrD1Dcu5+fS4vMY7CqfJ4J1lkLVplJdjmSXWOulnAq+FmI5wnSP6GV+w6dMZu0FuJUA4SENJDIukGtWeXS7q/w50mFU5HJRCq5Wt7nycUXmc7VEQhic4hIMojuAl9vHuML/RqRGfDJuW/zwYXn8KwArSBoA7s+fcum6dZw8i6z+R3MOwnTXiy4HUpuRQa3Q0GqwZaCZiII9SiVswXkhGY6VRRDC9fPkI8sauEk2vFo5Pr4RoA7TKk2JXaQkmpFemeLmiLFMFKkqfDGMuQmwauuI807XLwNh/52hvZugd1mjXZYwBceHaeCny1TMX0yRoIlDSaHE2QH82hzgHvir5leeg3X7aO603hb5yjXHyUfT3JL7vGydY2QhHF3kfp4mW9OZtnKODg6ZCGsEzkKVwRMB3sU/AZuv49BwJjdZiGzjysShFD4zSUOLn8Kv2MyDF7HCK4DcHXiFIO5OU4M9t99FMrUwQmquP4YZjJiNGjLPt9xNCu2iaU0ZW0wGwQc8fsYhRidr2OIiFLosLKvGGvvUisPeeaxj3Jh/hhSaxBwaGcDTAMjCrD8PkaSjGi+TJeylWegfaS3w3h5l4LbZn54g2SlwbCdxbJixowc5eQh7Og0a7LNltEkH2Up9coY2R4lPSDjm1wZK/EH9x5nq1RmotvkU8s3eKyb41A6ThYXJSPaM8/x2sQ3ea49x+W9B+gOZkjSHLNGl/mxPu1KiY3iBI1CESW/N/jNBCn5ICHnJ+SClFyQkAlDpLGJmwwJ4lUmN17gsesD8vkpNo+N80LxKDd7ixxhj0fkNR4Tr3NErNNVC6wm/4S8uh8LkyEh5zPLvFj8Bj/fOomTHmIv0awxZJk2R+xlzmZWyRKSDiYYDhbYis7wdvYkXz+T48a0jVSaw40uH+LrfIgVFlefJNs8jRIJdbHGN8xNQpGg70ATlNAIDcXY59DeCmPX9ynvtZCTUDvdZazaIwklG9s1rpcPs1OaJIwsDkXHOG4+gECyxR4vWbdoyyFSjFheUpWSpibTusqH9TTjVEjFFuPG7+AZrwAQ9kwGTYdVd45hPss57xJZGY5SFA3NlSx7bxWIyw4XD/8yfWeG2Bgg5ARx5hInqs8wbu8zl+5SDfpIPUoae4GNf93F33DohS71mTH2Zg7hLz1AITPLZM/B2NvmcuNbDOIWaSbPrUWDfiHi3NY08d4BZtjGEDZH8vdRrizx2zNf4LXiFSZbBr/yhZC5A4vdQpZhxoTpmNyRIc6iT98rctBa4GB/HtHOshSWWRSTpKQciB2azjb93C7kFMIRpFGWsDtN3K9B4o6u/Q6cLjUClNnDkj6hNhhom1iYSDRZEeCQYAhFTgwZpjMYnQUMlUW4u0i3TSRS+mLEJ53VNk6qOX79GrNXLyDjCHPu/TgnP4XMjNGN9vnGzh+jBRyee4JpY5GqKnzP+v9+FqmQetBioGwO2huEdo6hPY2+0xkwjD5uVIdeh53aDb5y/CqNO4nDe+3pxof5b/Z+jLcyy/z6zG+SmCGm1CA0fiqI3hO4jxQWDaQ2EFoitYGtJK4SNJwBqUw4EkU85gc8NvR5IAix3/NdCQYdcuwyzi09xR+OxVwqblP1qzy89zAyzdBKXbLtq/zAG+eZboV0PSj4sFqDrTE4XIfJ1rsnRPnIgNrZHlpDe/cUZAKyhQ1cc1Q0qTPOZY5xSR+nLYoIFLXsFmMTq8jsAN8vMxiUGA5GxzS9e8aOPcS1QhxDYWqbsFPF7A1wkm2EnxIJh8ixCTIuoe2NlBi/J3lX5HWf3GCA1xji9BOEzqC0g+dUyeWK9GXEftIeBeBGhn4uj8iYCCukJwMSkSK14N50gbPJItadomCHIXuiw75ucqDr9EQXwwRTgiU0jkj5pV/7jX84QfLc7LT+xV/4GVyVY4Yas2mFGTWGd2cZdcUeWfOzKLHCq/okC8YeJ/Uajohwib/vZ9YNg29lPFqGxFUaS2mSxhP0m/8YtGIm+C2UWWd1MI4lU85NbjJxsoGwNOV2TLGbcAceiNYGCWWGYoymWWDXLNCRFmPhJt9OH6ZPDl3Y5fXCGpvmFomAh4cRn7zpcuRVn+Zpg/6jKe5MilLwdmBw6cDg1IHi/uMmWf8wTnuaweQlotwO2b37UKZPmNtE2YN3r0lGWYzeBEZvHGeQJx9omlGWTjxFJhxnLKmQk0UM8bcrYQmCmBHOU6DJYooNTOPLXLM3eCP4FDTPkBiSV44btA7d5D79GmfVMmWri+V03wXRv9d0apAGHmFoE0Y2floi8jPk2yVm+guMJUfIqWkUcIGUL6khzwtFX0iE1hTTAUe9ZR6cvsCJ2evkskPSRDLcyJDfPsZ8/8fxxBSJ2mYQHxAoh0I5hz92hf3SS+jaOsJKR7yxA8GlQHKjkaF0vcThvQmyskSpkCVrncBlCZH1EUmOCQzcd+ArpLyQXePXh3m62uHU2DJPzX+T09VlIjViALFSiWmru/RwClpDk+sDl+tJyooa0aKd9mJOeCmLFiQqQ6ufgVZI0jCoN11aqSQ2FEqC1GBHkrxvkR+aeNHfs+IvNF4lwsicwPBOkK3eRMy8TbG0ii1HC7c1nGHlYIl+lGfcSCgaKZ6RYKUxJjGpG5M6AwzVw0r7GEaENDSGpRCmQkiBYjRIJESKKf5usAalJGmcQYU50iiLCjIoJchMLWOYEa0bBXbfHCPOZXjW/DhX5CJag10N+eHkz/jk3hWcnqC9NcOtiXleHzvNTWOabRy0EBRTwbEo5pHeNk8ZDqWxo6h4yO7mC9yQt7m5tEBsGNTdEs+efZih54GQzNe3+OT5FxjvtSm12pRbLYqtFl0Lbo+XGDomtak2U+cOELMJ/X6Wv1z7QZ7ffpRS1GFuuAlo9jOTnLEaTLkDvKFLtTNPKCa+SzwllSGx3cExfNYWinzhxCwd0+IHelf5R52X6CUJNI9x/8E5tNB8Lf8yfz5WJ7LP0ivMsVssj0QulEZ0I2QrQvgpIkxxgpBs5JOJA2yd4GlFlhRH+Cirh7a6LHbnKCEJM7toZbLq7XBp/DVs6VNLNLNJxFQaMRGn3DM4zfjwH+HoRQBiUl5xr/CN7JscDxY4Fi3g6JSCDjF1BqkqBErQT5o0E0ErGkPhINAYzj5Rrs1A9DEmmyxMX6JaugKpjbv1CGPrHyE3nCcgxsUiIWXF2OZtY40yQ2LRoYtLLEYy2DPs8rj+DsfEKkNcXuIBXuU+ImzsMOR9u5rDzj0kxSmW5QY3zD06cojUAq0zbCVjvEmeA5UBwAXGENwnNL8gTGoqQ0fs0rG+Qk2/zLTcJSO+l8IwjQVpIIkDkzgwUUNIAolOBXrBo1zu4cghWsN2UuGgXUBsaOwbEQrB4LQkfDwkPKG/q+joNxzWX5jBrzso26E7Nc75IyusOQcYWpAKzaSheCwwmbpRpL86YmwozyUMFxP+NNugLVKeuKl46oWUw9ujmqsGenmL/akZrPFzjOdOUXVnkULSiZsAFK3K6NpUQjPaYT/YYj+ps6cbRBYo0yVyLAIb8pGJoSGRBrEUpGhsHZJTfQpJD0OnhFh0dBkdm6Qy4p0BW1OP/I1WAh2NWEES20bEAeVBgMxU2J+cIPVc+k6elpsjNAwy/Q6Ll15AGSYbJx8icbKUBwGVJEJGAW5zHzcoINzjqLiDiJeJh9tEuYcxvUfuOKMA11gn79zCiupst0yWqZI9dInXF7bYdRW14Tj3rWeY2dlARDH9nMvR2k/xgeQRLtrLfLnwn7G0Ty8yCWM9olLtJCROkV55Em3lmAvbnI3WOWntUCHASm2u6yO8LM7Qdgds2D02MwfsuB2U0JhKMtMvMdOrMhZMYctRpdeXPq9MvELDbfBYe4xfbPbYzzT4Vk7yzYzHUErcWPPRNzT3rmq+ek5w4TDEd1qV45Hm0UHIw77ig2GPEnfXsgZ2GOct7uU687QoIdB4hsXY5EVm5t9mkNh8a7fGc7JOBslHbI+HC0M8d0AUZRkMyvR7ZQb9CsNBCT/M8d4FbRgxhoyRkcTqKbKDHtl+DycaMXV1cy67mSZvz+yxPB1gK8UPDAf8aGfIWGJQv9dkaNcwr32St+oG+64aQYdiC1d4PKIXmNE1lt1VfmPij9iy9ilHORyVIx/nWIgmuH84z2I0R1VVccQd6AUxbdGgI7fpiB2aus0v/V+/+Q8nSD46taT//J/8O6p3ZBcDlbCfQD3cZUc8w36hwIv6DC09z4cwGQB1E7bLJo2qgVlO0Y6BE28w1fn/qHuzGNuy877vt9aezzzWXLeqbt156O7LHsnmTIqkBoaSYsmO5cgIHEhGAjhG8mADSR7y4iDOg4MgiRxnUGxEkRBJtmVJFEWyOXSz5763+/a9fceqW/N45nHPa+XhVE8kbQh54wccnCpg45yz9157rW993394Acu/w7b1ocNbJirwufW/wcX+LFOF/xcxfMhac4ZUC87MH5N9ssVfCpetzQJdL8EshcyriLPDkJlUY8oypqxQTTVzcYdcMOK+OsOLPEsiQ25V3uBRvkFOKb4+8PnyfYvCSzDG4A+fF3z3CUk2dHCLEb+SzfJYcJpc7yxW5yyZ4QLj+k0OrvxvaJFi3/g06bsF2jKiK8YkTg+vElCo2xTqLeLqHtpLMT5SVQoUDEOXTmeWwe4szo5NfmiQNYqUvAIVdxrpzILI0rZhvfSAZ8L/i6uj+xxS4ZY8xWaljKoGLFW38KyAODV52F+kNZrGDwtkwyzFkSDfG5L0GhhJk0Wrx4rdY8ob0vYUf+idYit6lno4jS+HtDmi7a+wpq7SExlcrfiUVnxF5HhGWNgIEh1zYByxZx6QFB+iZ9Yo1nZxrIg0sTA7K1S6Z4kzHfzyQ+JMAwBrXCfTukK2dYVM+wJGkiUlJTJGmMrD+jFnxSAd46suIzXkERluWSV2peRTmHwdm7aKeGv8PULjFQxLTfR/A4Owb6MSAzsX4S0PCBoeIX4vWAAAIABJREFUUcNDqw+vvwZ8wwOpyaT+hE/yUW1JqdGKj7UMNWCYUHb64E2UIUoqi6c9qiLEJgB8LGNExhriigQpJp8x0i4324s8Gkzc34rLY0yeZNj9GtpISOfuc1jdYLbykLOlRzhmRKIMYmUSK4s4NVGpiUgUZhxjxOlksU8kApMkUegUdCrwrQy9TInIc7AMAb7FWnWJgZ0lP0w43dQYRy7xsE7ez6OiHCoVFI0OuSTC1B2StE0/atJmk5kn2tSutHl/BxrHDgetBX6//w0e7K4gUk0138FRPp2gjJ9O1Fjy0YiL3S2eaTzikjXF3Pwz1LIFYq3ZHg44PHyPYdhAGoeEqwb/62f+Aw5K0xPZLK35jb/81/zmn/8xhlIfvzdM2nnB0zk6X+vBdELYt+hcLzPemSG0phi0BW+Uz5MXIYvZAVbewA5r5AdzSF1BE+NnDvAzh0htUPSz2EYWFZdQwSSpCd2Ql6/AqyszZGPNf/Iw5LFWwg/KkjerFvfqJsFJu7487LPQ7uGN7tC2vkNXDkjDOfKjKoXY41jkGasiOs5jxXmitIj6MViVQJMhZEkMeNzaxxYRaThDWWUpeE0yVkI9rTEXTVNK8/SNIQ9z99hOBqzLNpkkg6Psn7D+/rfGSe5nICjaIxbPv06usksS5BnvfgK99yRGnKevFUdGm6HZp5wWuBZcYFlO5v1j2UOLIeAjhU+NfcqiQUzMIz3FAzmPj0ClAVPDhEtqhVbB4R5bbFsdtBCYUcrFZJlr8jTb7U1ad/81K51thJAEjkfPNuhZOQ7dKsKRPFFaZG76eVwjy45sstl5lcLxbfpzRZKyTU76FJMeU6MGlbg36cS4MbYdYBmTTWM0MhgcZ3jAZwgOM1T2b2DHAWPPIyzPU555juzs06hMgrImRY9xPORG4zqNziZaGsT1ecYLgm/XXydF8bd7n+dzwTl+mL3J9zJvs2aOMDU8N3B4csNjfJgjTg2q7piduZR/dbaDHUnOHGe4dDDPpeQCi5nz1N1FpJCMgwYP1AH/7KkzvDVbpdrvIewsn2gFPNUIuToQLEcOxknC040aNINdmsEux8E2fjr8aXf93zUcJmp5k8GIRqKEJJWKVChSmaKEJu+bxKYgKc+SlKcmkyIT+AMCRDgmu/EAZVkMly6gEMwlGyx21mn5GTqB+8Hm1NAWrvdzpN4Fiu03McYv03QiItPETBXTvRGJ1edPn4u4sySZb2r+w+8prq1PPqFbLPLelaucrn+Bcywy2HsN3vxdPkoEjaVkJz9Np1qiMJcyVWuxbO8ipKRNiQd6hS2xQB8P1x0SKZc49tB68nwmIqHhNjjyDjnMHDE6GQ9LgyWutq9iapOm08TUJmOrz3ulu4wsH0cZWBqGMuFz44C/2+1xPop4f5XbNk1e9lxezHi86TqEUmJqzVk/z5X+Gc74M+yRPdGX0URWn0bhkHML7/GJ4ojBCUn8zYFL3p9irneGJ5tfxHVcAtukSpOKd5tB/giVOyKX65DNdRBCEYZZEmUQRh6uFZDLdRBCk6YGw06N0V4Zcc+idGfEqdYBXSdPLzfNgwuP8fqZPdbrbxIZmvNhzK8PBjw5tnlZnuW7Xol2posjJL9x/DWe8ou8nn+ZF0rXue2E9AwDU2ueCgK+OPK5EEe84GX401yWtmlQijVfPb7Cpc6XqKsl6tIld0LwS3TKyj/+ws9OklxcvaQ/9Y//BbHSWIOYUT9Ehrt0ujZ9leGzUY9fNxyuGlNI8XHsT4qmKccc2w0a9jHHVptjR5IYVSqbx1y416SwPM3ZzEv0ggNeaywxSm1m5jqUn2sS6pS775zD2pTIj1wK34tp5mPahYh2PibI2FTUFAujeQrxZAfecA/YKG1wNlZ8uQ+LO1XcdYHQNndWbN49kwH7LI57hueCJqe6RexwosubyoBB4SG9s39CUF4jDUx2X63TeVBEIKk588wUTtFa3ufh9Bu03D4DoJlIDmKBK2HW0sxZimVHseqkZE4uTaIkh+EpHnUWce6McDbGhNLhndUnaTjTZNoaxxsyN7fB5el7nCk9QgrNIMyw2auxFkneUE18oSj1a6RHz9GOniA4WcymafO8vM2KfY928RG3yxGOYzATO5id03Q7V8kqm7yMaKQZegOTZWUw55QxtYVUBgVLUbQjCiZkMMgmRdx4gofTImVQv05v4UX88n20EUNq0olN3gsVbw1dwqDEVJLhk50sFxsF6u0s7jiLIbNEOuBOBY7zZ8mMFnil+oek0YDTez52HJI1i1Rzl3jHucCuyPDZaMSzmRwlK8v+eIMbrW8zSrr4pqBZCticG3BQDTCUYOHIY7HhUe84SGEiTI2SkkM5TaJMykmHYtoHJRBC4ekYK1L0SlWCfI1WJuCN+XfpZxPCwTWyzaf4B/oFfsl4lawYE2mDARkMUoqMf6JDlWqTTjKPKSKiJOZWr8jt3jRJaqAqNgP9Fab0WYZGyuvVdwnVO1zsS6pdgzgd07BrDMwshXTIgr+HqVP2nRnuFc/TnJ6im6sztlymxg3ONrdY7WxRGuwiT8hxvlMhcRbIillcPQ/aJ07bRPKAjNjC8ruEiSb9SHXBMiAnLGaMVc5PfwXhjtg880eo+dcRYrIY2u8IHr72BP/9p/8O4xaIUFFN+jx7fJevrr3GufYOlE4hLv0qualLRGnI6+FN3vAOcfUppoZniE2Hly6brM1DbFgMXY+pfofP379BZTz4QC4ONIZSGEpTq20zt3Ibr9AnHGY5XDvH0fYURqeFEYxQhklcqhOX62B4uP403ngeI/VIpY9v7aDdBtX8kGppm9z8XYziAK0Fo2iR5OgJ2FxldJxjHOfZL1f41pM5tqc+3MQVxiFzvUMWOg2+2HD4nD+PVjFb4pg3cxu8m7/Pg+J9whPTFS/xuNZ9ms8MfoEyHvPJQ5Lsd/HNPdLhDH68QKQXQE/jigoF7bBlbnHP3KOgPD6dXMRRRXZJ2RUBt50D3iy+Rd/bxHT3uCAlzzTPUd/7FKEqIfFAOcRaEpopJZlSlBorPoLeLqPaEqbloIwIZ+llMkuvo5XB4P4V/MYCiJiYkK7ITvCOGuYYcyktU0lWsNQsYGALkCJE4J8gtDPAxze7AEMC7pt73DP28UWEkaQsbW5w7sFDCv2Jm6isrGKd+RLj1R065/8csx2T+XMDa904ccmDnVOL3Lp6FT9X5OlemYvGOQwrQ9i6z0C3abo+DaFp2RE9e6KAIJSi0mrhBT4rbpsz+XX8LYV8GJMODbQAf3oZufQ01enHkLJKiuDIeo/Q/hZPhA/5VvsMW205IbiVqnhZzRsLd7lZ9VkNsvxWZ5aroyFZ1SJjHOHKIQ8si3+Zz/EdZ5rc6BznWsvMHZno0RpadbBlnsXsaRazF6i7p5BCcswxa8kN7rnH/MGTv0wnn+PM5nWev/Ft6t0uTmxSdEqoyjK3pjKs5QeUpM/ZqM6l8SqXx6tktItC8cC8y7e973PDXUcZmkziURmtUBufYaZ/munBiGq6hiW3OdV4B9UyGKdwZ1Fwe1lwe0WyW53cP1sJ5oI8hWCWIOyytKOZb3qkUgEmab5CUiiTZvIgJcawi7e7DvrDXo0WYNgpbimgxoj6I4fN0m8xys4y7/wx+uLLtHeKdB8VEKlm5CZcv9BnfX6EE0ueWqvxzL7FvNui4A1QCynjszZz93+bYvcaW1MvsWe9QO5wjNNOMbsar5eQP5WSrYQcGFOsGcts6EUSYX98gL6vEf5jWuFWHGOlMRiSwHRQUpLIDonUuEmFgTmg7baYH81jnhR5UpFy7B4TONt8NWzydf+IPD2UdhmqcxyImEQkVJE4wudtU3LbrLPNLCR1cknhZMbTNN0mu9ldOtk9vlaKeaowQmvBg90rRBuf58lkEU3CDfMRYxExo0qUdRZLG4xESFMOODYCbs8v0chPIGRX+g8p0mYwmmNo59hzcrQsk5q9y5K7zoXiAxbyB5O1I3Y5bC6zPTzFQm8a5Zd4w+yRGA1ahXUO3QMiI8VViq8PR/zC0CeXTnHfjvhhNuFHGRdfCmaF4osq4IpQlEyX0DZRmYC+Ba2BxfaozLr2aIkRPYb4k9YFdiopqCxn41Nc9lf5z/7Bz5At9dTCov7U3/9HtEKX3gDccMjZYIufR3PVvUzFmWFfN7kh3+PYjjDSFDvSZBOTgnKoyCxTskzRqOCK4sd0ZwUjEnWLO7091vp7ONUmlU/2WMs+xtadOVbvvIeIU84XGzxT2eH+qMZmu0Q/kyG0swSyRpwro50J4N9LBAuqymW9Qk3/1TBSAIHo0Ep2OBoe0BjuM7b3WfryLtlpn6iVw8xGSDdirZ/lzW6RhtWnqRL6H9FCtdE4UiOjLKX+OU71zzE/nAcMxlaEkdsiX96mUtqnXmyQdSf7xjix2Osss9k9Q2r5XKnfZjrbBKDRz/Jo4HFbaW4zRiOY88tk+kU2mcasvkVgplwMQ36lIxgNL/F9HudmepGhmiTNs9lDVksbPOousT+aQ6C4VLnH09l1rG6ROPaoVndYXrlBZA+46Rs0EoHSEwMTpUFpiVYSUmey604NjCSDE2fxhOBm4tO3jrlyGPPclsOZTZv64RjzROex51V5UFlhvVjlK1tvc7j4NQ5nnmXfe8AfPfcj7OAmucjlFzauoRuCbH9v0vYTFpaOEQjOFp/nSukZhBT8cfG7/N7MN4m1S6G9wPkdi6VGxHpmlXeKjzM0c+Qin7957zv8wsbLKCl5ae4JfufxXyGVks81XuSc/5CyG9Oev8LIynMvrnEnOcWvGC/jeEdsMEs+qDM3PkUuzuPJETl5SEVukTdaREJxj3neTi9CWqWaSCrphPYyFJqe1HQMxa70yfq3uTx4l1w6pm9WydqPk7GvopN94niNnmET6iFevE8u6ZAKg36lTq82y3vly2zKGslIYY1i6jFMJVBLLKZSQT0FO2mgkl1UvEOa7iH0j2HPBZimjWtAJjemMNtgOtNnNhmRC+H/mfsGm840zaTGlL/KmTBPiQFq6i8xpl8hywA7Tjj49hmuF7+I71g4hvqghmNqja0EttIkBPhiAGJM2RhTNANGuowKMzworfDS6idIDIOnN+7y2O46UkkmYuBq8o6iPrXN4qlbZLM9xqMC++sXGG3VMVIIbZvAsDBHfaxBCxEMAYFhncF0P0FOaWoru6TLL2JU9sl4k+csjS0Gh/OoPY9ox2QwEPhJgvrIHGsIEys/zYPlZ+jkTerDA3Khz7S/QyW6Q7NgMG18mWvBZ7C1xYuF6/x56VtU42Outc6SUQv42T5LqcNSWKWYFlG6SqrrKIofuyVKRvhOm6HZpSeHbIQReypESUUvqrLtn6YnJceGoi8/vM51nVLXETOErOAzGzn4ZoX7xTy2Fqy2eyxFAtvOYkmBqVMi6waDi6/gucfM7Hss9vrk5EPGOsdb6XNcT58lVnmmEptSPE2sPXyl8ZX6QEpNknA1802uZb9Jor7KMP0l+koiR++S67/CIzQ3K6dplk60VkdjjDRhUCwilGK6ecjZvTUWD3ZJhxJOuj1JVSBHChlMkuP9UzPcuvIYvUKZ8qjNtb3rlMdHRGkOs/LL5PMXMb060vgwQY+I6TMkTFu0RcCRo+mJEcm4gRkFmKQ4zoSYZRoJJikTf8wUQycYpHR7sNcwIUmQuQzPTu/RK23w39ZKjITk73W6/EZvSKTyDChx5NTYZZlGsIo/nEaFNbQ+KSTIAPINynbEhajAFDMIIRmkETux5s3cDX448y0Ock34CYm8H4v3Le015CODSphlJqixGthcSDMsh5coqacwhU1LRbxqr/Gd+gts59cJjMk8MNU3WD2wWWw79Kwed07Bbl2jBZgpLA8NTkcO806WeTdPSSkqowE7wzrfdSrsi3uc3jKZb3pgQNZeITAukDg+utTCtA8w+l0y1TGlhTbFqQ7Z65LcdwyGwVluX/mPUabBsPgab6WnuCWmQIdc8Tcx5l/mztwWWsClRo2ntwW0bXQiMb0Es+Zjegaf4m9Rjs+yO/+HdE6/gGFHjEYVxEGB1VabC8kGFil9shROarIjXNZZYkvNMx6Crzx288skho1MJ2Q0mSYsRPtcMvc4ZxxQFnvEQvPH4rPc1VcAycPCQ+5U7gCKOb9EIagxPz5FIX7fYXIylgv08WRA2zLYMgI8LZnJ97DCAuPBFEpNKvG29KnLFmXZpm/tciPTY82BsxXBVwoxnoBHx8t0177KrF8hpzWPzDYDw8fRJgJBQPyxptvQLfLOwgoPp+Z4tnvA39y7zkOV4RW/zFFQZT/xPjh2SkpKrklUBH/6mMXSbS7Ju1xkk5ox4MfpFePEIAnzpFGO4zTlnmxTeU9TacLuc5rZXMqKocg6AmloEg27keTh2OWB77CTpATiJ42FXKHJCIGpTZRyiOM8iT8F/jSv/8N/8rOTJM/NzOr/9Nd/GWM0IBsknMld5Uz+GqaZ4Y5Y5561yUAa2ERc5CExFg1doUX5A11PABFPsEqZJKYuFNPCRKolquYKGSOHBPYLI254iszadxk1t5l2B3xuZoNb81d46MxwtvWAg3SOPXUapV00mhwW5+J5zqcLZLVDM9rnaLyBnwxIdEyqk8m7ev/vhPTk/0QnKJ2QGhLTy+OZOZyVFnPX3kVLxTcPp3g5SClHZQx7zL7dxkRTFza1qEJ5sEi+u0C+W6AwdLFkldQ4cduRCUmhSZyYpJGHTi0MLbC0wNImptfBq67h1dfI1NZwijtobXDcmuWVOOaWHtLRCkfZPD48T6l/FiNe5+8l32fBHKKYoJj/ZSHP/1nOsy9NZkzFlwsx10JFY2eOu8fneS84x31zhaXxAZ8KJ/ji6LRgaMFQKdrteWT7NFIbPMpvcLd0j5xyyEclcmGZbFgiH1bIxHmcxMNSFgJQRogyQjQKJ6zhjqbJjYdkRwdYSQPTbCG9mEF2iY64htaTxVNrhRCS6e1vc/nRnxBMX2T0xGf4Hy++w13vbQQmZxqrPLGZw4o1rbLk0YzPTuERGWXx24e/zmeH1+jqkFvdPfZ630IIn3rQpWHnkGiOi/N8L/dJvvzobX7t4ffBEASrGQ5PV/mf7V/loZ6hoCNqWjGdCsqxy5lY4OiPGpRoYmvMUWYb3xyTifN4cYFslMdJP67e8H4ExoiRNaZvjnhkSu5TYHQi9jSXHvHJ4zeoBscnbU4Hw3katE8a3QYdImQFw3kcw7mEEB83S0nFBP/1/iYzliGNvM9+pcZxXtGX36cvXkSTcjkwWBoJ9p0+O7aiIjKUwnnK/iK5JIdAUaXDo9lZvrn8abp2gVwyYmj+9PMCsHRIjiFOFJMZTfSui7pLWbcpi0Oqxh4lq0XGGpKxBnjm6INCTZcSv8tv8ZZ4llV9n99MfodyekwaeRh+CcOvouIMoYgozdzHy3YZjUpsb12l0TiF+LEOlUxtzLiAE9SwRyZpeBMVvosmxasG1K60ycwGjHpFjjt59mNomCGODsnHMcUkoag1Za0pi5SSDrCx6OkZDvQiWywQ4lIwdujl3+aN3Jhda5KUldKU54cuv9D+MsvBlzAZoajATyjVDElEl4FIaKEZaYtISYZyyLHVYCAmbHirc0R9bPJE+TOU7Vlesm6yZrTRKqTYNhFymb7hsWtItg1NS7u0hY0+ubhFHTOvE5YUrMYOhdglVRLFXxWL8WEI9ITIyZg0ajDHOrO5XQpek83xJ7gXfgkjDcnGA6r5OjVH0HWOuGvu0ZFDLCWY7/TJ799kVgxYKDVxKop3vYvc5BJDkcMxxtSnH7E0WmP6L3zMbQkSDi5XuPXYY3TTaVxnwIX0FpcfbuNpE5XPEGWyRDLL3uZpZm+9SJqbIamcpVKMsWemMDNTKD1HSv2D89FaMcJnKCP6BPTSHr14SF9LlMiCykA4Qg3eQCcHCGMK0/sMpj1LLFJimYJQuImDwiQUGiX7+PYQO/UohiffpXxmw0NmrZhStkjWnUYKi5SUB94mb2Xv8kr+JtvWAavtazy+/0Vq4wVCc8id6RfZrNym67YIzeCDpBjAiTPkwjJO6qHR+NaQsd0nMicqPfkoz4w/Qz7O8/zwKs8GF6nqAgEh98xdXnHvspnZ4dg7puk2SWWK1JL6aJr5zhUWeheYHi5jaJN/a7j7jPP3uZ8/4Fjc4cymx3zTwzQTLi0eUXmsRb9uogyB6jjYL2Qovh7ijBIerv4c6wtfZ8cJ2XB77AqPFjbqoy046eOaA+a9AXO5I8pOjzRKaY4GNKxdRE7xX+3/NivBPP9T/f/mDecd3MSiLhSn6bOkhhRSgCyRbaNdh5mSz3zSodKJidsF3kqe5hZn0Ejm0zaVfkAy8tDaoceAlqsIClmOSz4du0s9rFENa7ScFg/L97CUQaw1A7vFs3GHb/R9ng/GDMjzfZ7lPc6TYpGIiPXCI+4XHxAbH+djecqmqFxq2mJKJ9QYMKX7ZIXBUWaF1XKLvNtj3Nf8Zcfgh9IlH+V5qv0EFX8KLWOEMlDaZKgytFSWhrahZFB3fOYGbZwkRqPJZtscS8krg2V69pCp4gY57xDbbqOMEUOl6KVyUsX9SBSSLFeHZ/lkmuO0cMibNtiKxGsTuy3S5AjrRofsDwTG8H1daY0/K3jn6QI/XM2yYST0zD76hCOjogp6vIA1rpH1TUSUIdRVAmqMRBH9E8ojGpeY+//dr/7sJMmnF7L6v/nrX2Uh/QIrzhUGMuSm+R7bskMkTKZocoYNUiRrnGLbCQisCDuqUByu4Pk1MMZo64BEBsSGif4pMk4/HvLEtEOJlEgkGMrEQCKAWlrkYjrPkqqBluxqn8M0ohVr0sRDKotYBoR2h7HXYGC36NodWk6DgdNi4LRRMvnAxSYxNFJofrEY86VCwl4k+LNDi2RU4ti06LkdckGBL/Vt/v1Bk456gt3oGUajFVSa+djvtqI+RrrPn8/kuCEmPSxTJBTsATl7iGf4nLa6nJv9EYdiyMN+kV5skdUOlw6fZ7F1jYHTJKk+5IKqoYczHGb/iMft11CnIJlR1Dsh5V7MYb7IBqfZHs3yWpTyyNoksTrIqMCFo2k+vRMyn2lRWpEEGUUjq1CWJEKx5XvsDsoEwzolv85MkkPKCKElVlRCGRGpDCdwih8LI1G4QYLr+2ihaVcnFRR7bOP6s1jJIvIkaVBA31WMDY2hBdNjyZtOxJyV8rc3XkE9+BY69rm/dJrrTy7w9twO27kdEAaCDJo+hjKYHc9Sjs8Cz/BUa5afDyzyhuC+1PwfqzHD8h5f2XoR52GblprHokA2srC0iR1q3CDCCSLsaMgoHeCT4ksIpEAJgRISiTjB5wkiIdFCkMqUQVZxe3qK9VqRxFSYIiarBKupz2fDNheSCNIcrbTKbbHIt41pjgyDUir4VGByMZ6MXK0VkegTcRcxvoMZ9pjYpmdR+SUGxRU2aosc5+tYqSY/3GRqeJulcY+p2CSvI3L2Nq285nfO/0ds5le51nydb+z8Pp7lk7gOI8PmKMjTGszztnQZWC3M3AO01Qcgl1jkjU+zXf8G3UyV6V6LT63fZnpwyGPun/GkGuKbef7CW+X3vMeY0vNYMkvqKZzKEN826FKmwRQD8fHqaEYPmdINylGHjD/GTBJabpWHmbOkwuBrze/z2ea3sKyQNBOQegHCTbDNlKwQuIZi1J+me/sbjPaeRAlFZPpkjMk1H6sJQVbqSVVEpgFzrZfIPf9dwrmE3t0SzW2XyDdQZsru/IDXTw8ZeSm20gg0oTwxOEgtpvwp5oYzTAVTuHryHKs0wBj2CeI2r6/s0CuNmQnL1IM6U6NpLvdmOJ3kOe+0ScUlUmbIyBcQYoTSRRI1S0wdW+xjyQ1MscnA6HDkDmnkTHoFAxUpGASI2OJc8AwL4QKBbLAXvkausYaixvfmPkvHLlOLmoQ4jEwPJU0UikQkGNpCaJOJ6NQEc5wi2TUMcuV3+SrXeaqfkPVdAp1lP7rIg/hJekaBgZhIZDkI5nWWqaTNMDniXfM6p609nrMbnLJ7DBG8nFa5GWTZS0xSc5656JfIJQv0c2uEXgsDSd/qs55fZyu/RSoni+OKv8gT7Wssdx4nNATFi/8Gw9vm6OAcnfYsWkhK7T6BWmSQk+D0yCSKS6MWU8tvEFxqggnObUH2BwbWXYP3Vq+xM1WknBnz1NwtVoM9ctInVib7yTneNh/jPTHHnJphJT6HmUhcNFkhyEpxItkHSmuGqaITHzIINmklXV7OzLKWXyRvBdiqS04MKcsq2jpFjIURt7CjJoZKkdrFsjIU7QGntORCuEDuhHzYFCOaaUQncGlFJpFIOM5tYacmtsqjKKOkIK9HeKEmVllA4xotuuVbPCqsYaeCc70aFd9DWj4VOSKnIw5EhkeqyHtGjU2rTjudyBMuyTan7AMMs8OMLvFkdJbz0Sk0ivXcXXbKr5A7PGLYUQwyp2l6s0ihqIgGi+Y29VwbOxdiaMkwqqEoU9Ym2hkyqm4zznU5bq6y9ugaj5xDmvIeZx/lWWh4WEbM05U9zltNnCClpzO8YV3mT9y/xj09w5GhUGIC0FnikCXnCM8dIEWG6bjEPDkclUGmEhdFXmjy2iafZsilWQwkAQn/JP8dNuy3KNuHaCekawpa0mRs/ORm8Px4mSf7l8mNK7TEGFNLzqVzXElPUdDeTxwfCJ877iPetXaIIgNEiu3d4LK8yVQyAacJNFeimJxSBJbBbrHMUXYKZMwgTfl2mudHxgjfiJgdT/N4UiNTaCDzh4xFQi8VH7z6StBPxcfIxHkhuNS9zEJzmSfkA/q4PGIVJRLulu7zoLBGwUy5MJSUhxaPpqdZyyww0gJPHVNJdsmMPfKjGer+FNWwOlGIEjEtt0XTaTK2+yT2mJIBRUNR1jGrh1eZ6XyRU2qG+okUm0LRN47ZMVrs+wc4+2/BYJ9aO2C+PelqvHa+wM3TFue5pBUjAAAgAElEQVR3ujz5KKU0gqEDN0473FicQUUZRDDFWv4yjzIrIASeDsiKANsAj4QsERkRUVAJ9XGHU5k7lJ/YoJft8lu/tPazkySfP+/q/+V35iG1GPerHHdn6PfqeH7MYb7Fe2aHJ/qf5MroIqGOeWQeExCh0bScFvvZfTB8nrITrhba5Ic95I0so80qqWUhK1mOi3kOQwOlBX7RRuezTCd1pk7wxQkKoQ1O6xqzqsw4FRwnik6iGSmwRIwlxgh7jC60UeYAFVaIxzXCIE+QmHxU/0GjGbgppnlEVm5geR3mH3sVp9ygv/k4G3d+kVHqYigLJ/VwUguhP45tEmJEnB4R2UPirInnl3HDElt6zJ8VM4wlfC2x+JwyqZ48DEIIrBMSTV/EPMo32Y1K9M0Oydw3mckdcjYtEbz3K0SDWbzqGtNP/XPc4iFh4tEarzJqn8ZqVvHMIfp92RehESi0UKy5u7yavc+e8ClKzZc8g7ODx+j3lhn0yqSDKt64jq0+okkpEmyjiREcMPC6hI7C832yoyGeP8SKQ9AaZUgS08T3MvgZj4NizPX5Lt2MwcJomtVuAS+R+KbBXnaGrrNMNs5QHyhq/ZTyUHH9tAU1k7+/kRIlB7yRvsPCvTuce/AAjeDG4gXWz5S4ebZNamgqwSzlcAZHSWyVYqJBKbJjxYVokXlvDlCM9m9hb9zAGh5jRQNM9WOQg5NIpUHoeKRSIIlBC1ItOXFU5n1NKak/fHnpBG8aGhYPq4vcqS9xq7LK3fISI+ny42SzeRr8DfOHuMLlUC9jpC4ydUF5KLII5WLHNlbQQQqXQdbj5rLgzXMVRnZCcfgyV5p/xJXxPuVU4UvBsSHZsl3u1X6NdvHrCDUk3/7nOP5boGElnOPL4QWeHV1kdnAWqSZj46bZ5g/0mNcMn7TWIF05TZg7i4yPyHX/AHd0g1ySwZEKKceU4pi/3hGY/hVucXGCl8us086t85h/lU86ZcT8m4TZfQLT5iCc4aB1kSh6moN6wl4WGukcx6I2UYAApnstvnD/bUr+TycYjcwRB5kDDjL7+CJharjMausa04NlMnHhA1KlIkV7bQqz73Bu+Bq1jT3SMwFrmZR3XIs3XZcNy2Km7XB5M8/C0SRxsT0o5E6TyAx9UzFyTVLLnmAS0wRzPMAY9TH8IUNhs2/MsOjvkktHPMye5VHlkzimx5Lc4GvyO3xSn8JPfw3osat/wMMoyyhbQmFRIMd8WmFa58hiYnzE9MKny0C0KMi3WDb+EvMj+rwfDaUhECYvi6c50DOYOsUQihEex1QIyJCIhJHVZSluUfcTHto5joxpasrDEJp97bGW2cesvEY1qZIZTZGPSlTDMotpBdnv0W/eIVFdTuVbFOtNgtKYdcfiPdPlnuXQPmlmaG2AEpwaV1jtr1KJZhFa4AR1RkryoHQfW2hQBhUjoCoFN4prPPL2EVrw+Pgcn/HP8figROn6Q5rDJr/3+Be5mamzf6JDDZy40qVkRESRkII5IGN3EQYoYWNIzZl4l2vhA8r02SrO8+L0M7ww/Ry+laUwTvm5m8ec3xUYymboalp5CMyYoYhxUkUxEZzzB1xIYspWhaxZ+iB5/v8TI5XSiAXNRNFINEk8Ij/cIz/cxQ2OOJ6y2JvPU+p1yfX6rNdmuLh8k+XpTcZToPtVopufY6v9BQLt4jn3KXsv0zUSNpjjkZ5lTc/R0OUPvlOgyYmAaa+JsCLWeitoJCvFDS7Ur1Ms3SQe5bh08AU+3X+erPK4527wI/tFsuOE2XCaqljGM2tktU0hEXjCQ8qfrlOcyiGx3CFS++xoyT3b5VbuBvtyjXMbBRYbGVIp2M/XeTt7kR1vgZxy+bSO+Lyxy7Q0cGSRUjL3wWbiozGUIwbGmJEcgwgQShGnNh1lcSxMruuYl3SBGIMSEZ/G53kyPEMFREzPGNKwj9h17/Kus8P1zD49e4DUkqWgzmOqxmoyjZGaBOaIkXXIljHkUMCpaJoLw0V64yw9UhbI8bScwjWOUcYGiC2k3EbKHl03z5FVJPEUXqWDdGPeGht8q2fRTiWnUsHTjWnc3mUCq/gB5tmIY8wwwAx9rGiEoSIUMb4TMbZDem7Ag/KY3XqAQDAznmFlsMIXm1U+y2u4uXd5IZPl37grvJvrkcr3oQs2WWxmYpdSVKEVF3mYeJhJgfNBHqU1HWeAZwzJGkMMGZDIGCFiLCGRwgKp8GXAWPqMjQBfBoQi/hgp+NKW4u98W7HYhOurgt/9OclxWaBTDxnMUuzn+fmbIz7/cJfiaITUmqZb4LunnuJHC4+RL0nOWcdkRIwSgkauhLJLuEaJO9M5LmS+xVfMvyBj+HQ3K7RfLfBb//v3fnaS5NW5Jf1f/MOvkivvUSoek81NJGriVBL355hvPk22fZnraYYb1ZinBqc41xnycm6LkHsUpg5YyDygcnuE95qBfSBIJLx72iQbKM7vTtLXo6LDW5eK7C+vko8uUxys4EUlqqam5gW4RspDMeSbSmNzxGUroi6y1JTNikqp4oGeQ/PhQ6gZYsgNXB6QcsQruRl+r/rzeL7JN3bfQAhNVOtSfuwvEDJm7+YvsXF0kcgMMVMLIWscVGqENriMsBIfLUJqxUd80n+RT/fexk5jWlTZTlf4p8lf4wfMsaIF/6XIcAEDrTXirzgJB0rxMBnhX/p9wrBE9+7XUKlF/tQbSDMgaJ8mc+YVaksvYcifxPhMzhnS0OPO9rM0tp9kpn0GQ08qUAOnTTfTp1VwaBVqzLU7PHfnNR67/RJOHDD2imwunGdnZhqVNzgul+l5WYZOkbFhMjQCEs9ilMnR9koM3DxaftgukUpxqrXH5f11FroTZ7iBY2NrgRdFaK1Rhsnd6QUeTJ+iNujyi1sNzowdxkmPQX+NSKb0CwVC96dP2P+uKCiP00GJWi/EHx9xRIOxo/Ftl0OnRNMpsGAec9XYwiTmvXSV/eQC55IsUilGMiA2h3QtnyYuLZWlqXIYYcTl5iMutza40NhioT9JbiLDZLu6wGDuCmZliZo3RUV6hPoVzmd+j5Ls8bZ9lv9h9m/xg6lnCDMfXyAywYizB4LHNxKWGgmpgAfzFm+fdtiYkkjdg7SLTLvItEPsXiS15im2f8Tl9T/jan+Gp4KrnJeXyJwQN9PxLvHhXWK9hpVWcE4tcFRY4R9dqPPKTBmhxmT6/wqv/wK51MWWIR056RZM+dMsNp5hKbExSHiad3levPUBxs+3Bd28xbBo0sFjLDyCQoKRSZAGxAMHqz/PIRYP1p9Cuxkup4+zdHTMrfYP6CUtbLeMN19FlNcZ3p0j1VW8zFl6WY/U2kbJAJSJ0AYaRWSERDJCI3CjIrmwgqEn8mTDzD7HmWNGThshQqqJQy6ukgnrOKkgMEISffKcSOMDwo4MxhhhQDG2WFJTlK1Z1pwi/0ya7AvB88AzKqDXu47XvY0QsFQd8fXKAd3kPyfR53mTFv81JkPAJiVFfowQ+X7MIFjF4AySVQzOYbBwclwvHeI0XkW2XiUSG/jTBv7KFEEtg8hLpBuCPSCxO9hpihMqnHbKaGuGN9JrdI15IhnRd+/zm+GbPJX0Wc+W+BfJv0cU1vFEykDbrJkhm/XXUN4+FrAoTU6NPXQasGf6bNoGyckcJbVgNpijNLwCo2WSOIsiYll2KMgAUoGMmrw4/xZT4yd5cuer2KnHTukumWia4+oc6zNdztg3uVr4UzZHgjd9xbE5RgZTVBtfozE6x0CblHXKp1SHFbmObewTCsGADAPtMSBDT2doiyw9nWGER6C9n9KenYRDSjY1yWjwjDHS6JMaAV2VpauKJNpiOjjk862XmIqaHGezvLtiEeW7TBke02kRV9vMdy9Q711mKKEvNAOpGctJx1EAroKCEkgFx0EfOTymOjpiqr9HOd5Gen0OF2o8ml8GUUJqwZHXpDJ2sUWeWEv8UOKPBEkoGGazdPI2LbK0og/ttAHycsRM9oiy28MJTMzApWIMeDp/nWfc65SjMU6kOEwr/Gn4PH8SfYZHeg5DpTx5fJ8v7lzn8nib0eNfYK76FJW09sFnByKia/QJSUmUZiRCDuw9GvY6YbGBKPSYwWMlWGDKXyAzWMQZLiDVh9XGAyIeOEccme+R6QWsjueomFMUnBpZ40NO0ECO2XT22HH32Xf32XX22DYGDOUYaY5YRLGQahbDiY64rVIMNNl4jnODv0shOccYzWvE/FCOeFXDWBtYImYlu8Oqe8C88kn9PFpLXK+LOX+TDfeQG77BUAkyUvOEl/B0NmX5RDI0TQ22th5nb/cilhWyeuYNarXtn+b380FoBaO2x5uDDD8UCV0jpuoX+NTuMyw2n0UxNTlORyizS2z1iOw+keujT6RaEyEZ2w5jK8vIKBIbORaPbiGsDhulXR4VNomMgNSoYBqf4+mda3xiMwPKImuto+0GA/8JDOUi5YiG0+e7psOuO8DOrkNmCyOzgfwppj4oA1PZmNrAUQamNnESgRNLcqOE4igm46fYqSQbmXxifczKzphhweDdz83QWziN5U9jBmXSVODrMb6MGAuTB+kUG0GRJw4e8pWdN7h6vE4v67BdK9Mo5ohM6/+j7k1jLMmy+77fvbG/fcs9KyurMmuvrup9emZ69qa4DQlaFGiaNkTLoGkIkGR/ECh/MAwYBizZBgzLBmxJoEnBMCVbpEx5yKbIWcjhTPd0T0+vte+VS+XyMt/+XuwR9/rDy66unh6SEiDB8E0E4iFe5s24ETdOnHvO//z/ZIaJEmIqoGQPqdZGWF5GFhhM9j1QEruS8Fd//fV/M06yEOI3gK8CB1rri0fHGsD/BawCG8AvaK37Yuqp/X3gp4AA+A+11u/+RSexuLio/7Nf/UU62ERZlePJPDPlQ8y5+2wsCK4W13iP5xmIj1a682mXz8Xv8fKj32P9T/bwrhoIDfcWJH9yCd44KzBFGaE0Mp3w8k3NZ284SPvTPFr6ApHXAhWQWAMG2Q220OAWWKkkU9zc3iZGOCGaPUZebUyLLYIRq3KPF9wDVkWGFh2GWcgwcXikGvz6+V8mnl/kJ0Z/yrO8TVQdkhwV9QzCIv9rX3OYSZ45fJovbB7nzOQ9KuEWQWQTTWzcfkQ5mFLXfev5z/CbP/NXKHg1vnCQUN5L+W0/oY/mF4TFC7WErWqPneIB8+kWs4MRt4cuX0+fIshWaZKw5I5Zdqq0/AKlUOPmGZY95JQbM5+tYGLhm0Ou5QP2+/MYzoSZi79L5cTrBP0mu9dPUl11adR3sUoPyFOX7vbL7Ox8DvtgDkMJIifBKbzNfu077FZy3ut8lYVHFl/de42XNm/hxTG+V+Dbz77EN178LFfWz2IicHMYW5+0FHaWUYxDCklIMY4oxiHFJKIUhxTjkLlA0UqnsIWxCPDlR9FcQ0sWVJ2eHBOI6fEn4Hd8eMBKc+qdHgvtHbwonCotaRBCIpwKie0yNiUjmRHbCr9SI6rUKRglBODLGDQsqQbr+TwmLoeix67RpSvGR0JS+sMH6M+f/PpDZKfG0glJblDOTJYDm+OJR8OaxyssIY7gQ9mkjS9zqoVFembOB7O3+PL4f2ApbXPTPcY/mrnE/9O4gDTXmHinwDAQfsri9gYvxzdYjuq4O+vI1CV0Mg7mhjxaGbNRq7Fvz2LkEWv7rxJn79CxPyLYnwurzIyKNLoexw8rLIfLKM+jW9vkdy6d4t6xL6KFQWH8DZ49/BOWdte57b/MLVGlSsYXrD6x9YAFJclExv3KfZS7xctRzivRPmeSPkIJutkxbk8+xeBwDtn1MbII0yshViskZ/eJqhuYpRGGFZLmBrY3oNI7j/vwLzEc1hiLhGHmkMUliqpIxZAYVsgD9z67ZoeSdjmWN4lESiAiIp2ijAnaCFC5QYz9CTniJ+eOoQ0sLBxt4goDEwVaY2ibgnYxFQh/l+X0Nc57bcxiiT09x9/Nv8w39BoeGU9j8rKcUBcDVsX3Wc7f4L2DKlq8wtONL5FLxbvz32Jv/gr9tEp7sIg/ruCJiHFWZCOdZzeZRWtBLfG5ONjlpWDEWcOhWl1BVBZ512/Tsz0u2BWe0gamECRaYQpxBCiDiVZ0soxeFtKO94i5jel1kaURRi3CLYU4OuPqwQWEmiNF4+cWLVIyQ2BqicyrDEREwQjJtGRfm4jCFcLae9xxTGpKsUJO1TIJ/TPE/bMk4SxSS5oyoCKnGRStQeWS62qR99UcCskpxlwyHrDqPMCMLpL3L6KlYry8RTZ/j9X4EceGY2pDxWvZU3xNnOeuqCO05kRmcDk2OZnJx+MFSOWAXnGHR7V9tmobHBZuoZ6wIUJJ3KxEpG1IGiz0nqY1PAdZmZGR0PZ6DKyQTDmovAi5g3TalMwHvNS+y5nDmMDJuHZywGHDwKSFmxWpxz4z+22+cGXIUt/l6lMX2Vg9gZnlnLt5k+X7m9xvLHG3ucy9+hJ3y8vsuS3+rGaS45BRVgEFGaGkxQiTsfZI9cdrDRxSqkRUlaJpZqyVbuOMV/AG6zhOm9i7h+8ozFxzrh1xcnMXHbSxrB5GawCewtkW6JEkmRjcaq3yx2vP8frsU/SNMg4Jde8uk+b3OGVkJDKmYw0IZPTY+NaSEk+PztEYH0OJjO3qPa5X7hIZKWgoZAXm8wLNeA578Bx2uM6cLrOO5AyC1tEzmZHTpccwOSSYtBkmHQ44ZLM1oL2QMK5GU/iekbMgTE5Lm0VhITFQykBpA60kcW6Qpx5eXEdlLkNjghYZOrfIU5c48XiUNNnMm2zldQJsBJo5OWbJGNIyJjTkGJOM/IjW7VFxhz1vn1wqSmmRk/4KxybHcNISJx3J2caAyDtgd3+NLC2SupKHdQu/ZNPKFBd6EedHM/yxMeI3W6/imzuU4jle2vwp1rqXyaVga8Zkc8ZgUh5hlQ/pW1U6Vp2xVUQJScMfMj/ssTDssjDsUkwiAHIhMLSm7xTw9jdotve4f3Ke+wtt9it3EVpybHyay8ESz41WeKSK3NAOV5wJ3cIjZGEDo7CBNKf+jJMVOREtctlf5NJ4jYwV7imLa5nkKpL+UbGoo2KWsi6LjKh5GQ0zQgqNUIpTd+9y8eo1pFLcOneWm+fOkZsmqByhFUIryHNGicF1cYy7xhKZMFl0Dzhb2GC5/4DqZh/yqTpfPZiONTUkmZRkxnTTf8Y7+G//s1f/jTnJnwcmwP/+hJP83wE9rfXfE0L850Bda/13hBA/BfxNpk7yp4C/r7X+1F90EseaZf23fvwiq+Iks5UXuLJ6ij9dLPP9+SKpaWCnGWcG+zyTX+e89yZ3iwu8abzEDS6iheSEvsdL2eucTt6EeIgalxD+LFk2y3jcwg/rmMkszckyprbI83usbXyb1UcfEJuKD06UePfMC/Sbn6c1MZlNbmDnQ+xQ4sQaOR7jjjoU0wlmnmDnihIWpm0jljTZiQy1PCZbHKC8acQsDwwmhwadrmLQkViPDC606yz1FNLv8yT3onIrZKUaSdmlM2OQZXDyyl1ErhArn+E3z7zCPyuUmDPg8pLBg4WMjqVIpUOibYKujbExRgY5uJLF+TEXS5scH7c5deMBjQceB6WX6dfPAGDFQ4bmhGjWYqWwxdzqG+T2kPb7v0jYXcetPmL22d+iMHOPPC7Q3/wCuzufxejOYijBoCDYqQXU2q/T7Fwhw8CLFUv9Icf7A4pJSiYEe9UyO/USh+UimWXSn13mcOEEB61FYtt67AAX45ByHNEKUyqpxNIFbF2krBzK2iEVCbvGAX1jTCTzj3u9WmMoQWbkpDLDUjYCcRR3k+gjdfocwVZzDrcY8JXud3GGIafubZA+Eowyh65b4LBWYmTb0/4Ni2LpGHaxRep5jKwEX3yEnf6wwC0XClMbrOfznM4X8ESJDTmiHeyQx33cJERKhRApINBCoqUJ0kALY7qXEs+uMSNbzKkqxSPp1FRnPHQi3ms6fFAzEZ17PH3lTZ6/eZU5exbn/L+D0Vgji/a5w9dZK3+LNaPLncIK//PCL/F6eIHPvP02hX7M6ytPs2OVAUGNhC+RsR4VIPIAzbhm8sdnXW4t2jzfTvjCozarnXt084ChqJCrGeyk+bgAJ5dw5bjNt58qMPEkpx+N+fKVK8wNeoTNlKKxixQGBzRJTftoPJLFicczWYEfLOzyevkGo1wyN15lfXCehr8ARxAdSYb6s5zVH2pNK6cqpvjxigFlAywhiUl5z9zghrGNFHCmlLFQbyOSMsVgieJkGTecO5ohkJt9crtDLDSpgiSXyKSGUCXSXJJriYmgaEhKko/wpyhi95DA7lMNjmFmRZQIGOtNXpNlflOZtESXvywHvCBGIPok9KnIO8yKNlZ+jp7+FciWOEjv8+beH2LOH7B2UVAsKaJin9yZUBi0aHTmqHYWMIJ5Mt0i100mgxHZjX+JcXAb7ZQRK5/GXPsSntvkDjnfJGGE5nksXtImJSHIteYw0+wnIeMsxTYLOEJiiem9zQymsvZCUBAmiIANc5M92WdR1TG1YK7zLU7tvUO16fNobp6vWV/GFzUMoenmLkY2oStLSMOiRE5DhBhHL89cKkrWgFPiIReSDVbVHg4pWsM9vcQ31bN8K3+Wd/QpNJI5erwsbjMbLeCEZymKgD3h8IGtuGFPsf8VBevCYNk2KMpDxtYt7pev0S3sU47rzE5WmRuvMj85SfmIilMJRegFlCzFmjI5JgrkymAjydhJcnJMmtZtStZ3ORD32JM2biXELUfIQkpqSrzbJSZbM2glqRQlifuX0OoCioSu/Tb3q9/hoNahmqXIVKFyg+XDIsv9FvHsSeJqnYmy2U9m+ZW4SnXtB/TPfI1M5MSDedKtZSabZe7kTTaq8wTCRRghkWEwjOpE2iI3NCUZ4aqcCillEVMWEZXMpxZMMFBMSiWUOX2mzDRF45JbOUIZFFJNq/wBpWofpzLBrk6wSh8JUahMMu7O0Bku0xssE0UVMq34wPW5o2vEk/OgXCwZUBVjyiKmIGOK9oC1uTs8vXiTpjviYXeWB1tPYU8WUCInMAOstMxO3uR+3mJPVdAIanLIrLtJuXAby+2y1nmek50X2C5s8f7SN/CUzeykSbOncYZ9DH9K/ZfbLlmlQVppoD+EO/2ZgYrpXBRHioJaT5HBMKUhTWVKKGMiGXOIy2GySDdZZpJPuc8FOWVzyKIMWdeaM8qgKEJul+9ytXyL7cLeY9YQN7Mp6gJlVcRTNgibNClh+w6VQFIKcmrxhMPSgPeO7eHYFT6z85OcP2hQmGzRFhn3V0psLi4wLJQYuUVS4WDqFDtPcNOjLUtw0gQvCqiODqhGbYxUkekC5mSEEQyRGGjtEBtFDuw6nVqJraVdBvWraDNAJQ1U0sL0NuGIdrKWNLgYrPGMv84Z/zQzyQygsMQEic9WUmE7cUlFG6/wAMt/xNbQ5DZNrtdX2SlNC1BtMp4f3OKX33uVleEh786d4h9e+FkOSxUsfArSpywC6mKCp2N2xSJ31TolNeLz2eucGGwi/U9y3Y8KZebygDX3gHJ5hDVJkR0DY6TQI4n2JblhkBmSVEpSQ/LKW+/8m4NbCCFWgd9/wkm+DXxRa70nhFgAvq21PiOE+IdHn//pD//en9f/qXJF/+Jf++t879Jz3DixjpaS2V6Hz1x5h89ceYfLd29iiIzUtRi7SyTmAqOZJhuna1w7ucLVuUW2C02EVpzJ7/JZ8W0+JV9/TJ0ddk8w2nma6+0LvD3x8M0hVDpcHN3jhYe3eeZBHy+BTIL5SWG5KWmUEOSmIDohCM5ZRKcl/WWHkVVhTIXJqIrfrzDxK/hJlbFZZliqMCyWGZbKzPa7fPaDazx/+xGVxGFcniFplKBp07JdVpI5qkeUagBp1OfOnX/BwsZbaARvn/g0N8+8zHcbY7oyR2U2OvPQaRm0A6WYxnyZU+WIsa25W2wxtj5KvS+H+6wPdlnw98k8l65RRZY6lIqjaaFIF2RbUukt0OqsY2YOutJFjxtILRgVQHoTFsMu9yohnXzM6u4mFx/cZbm9h6lylBBs1xrcm51nuAITq4lPi4IjcWyJEAKlNWEqmGSSQ11hTzYYiCJlEVKTMYtixBn5iDn6TCjREzWUkKChrhyW1SyzusZADblhPCI0n1CBe8IYZiqka7d5UN9iYsUc909xfLKKk8PY8TgsFVjevkl9c4u4UCas1jEqBYTtoLWJzD/qa2K7dEpVeqUqA6/EyCsy9IqEps3SsMuZ/U1OdqbXwJBFTucLPBPPU+DjEZ2P5tP0Rz3+NG0dY8SuGTHSE4YMaBshG61Z+sUSVppzrvuQF4P3OK3v0kzGfHP0NKXoFJeKn8IuzZP3Nzh89HXqxpvMLw6g6jEyfgHUp1GUGWDzFoo3yXiTlCFQzQUXhc1ToaT8I8QrMyPHtXosyAeU7T1SZ8w3l87z+ysv0nOqHB8c8MUbO8wfeBhpFeMoVapFTm5MUCJBSUGuJE5apJplWFlAbClCOQNCotFMnDZbtfu0Sw+o2zt8Ob3Bl4OEWmaTKI9EFwhUiX21RBAsk09qVIwV6rUFXHM6zzMZkTk9MmvCfTXhSjYkJicstdms3GNuuE7Nn/uYqIupDZq6TEuVmVFlWrpCTX/EwJGTYzzBKjEhYiAn9OWYvvDp6YihSkHmGGRImTBHjWP5Iiv5HC4WCRmb8pCHxgGPZBf1BCXXaj7Dy+lZTAxuVL/PfuUd8k7A5K5CZYKZ8yOOH5+jmM8QNq+TlHcAsPxZio9WsN/sYvzgEdIsYZ3+Amr1ZVJZYpSZR0U8mkGuuSVGfKMgCEyTy1rysrB4GZPFTzBmQIxmhCYgAyYIAiIlOVAWJeM1hH2Dp+UdlkQXgBGSdGSSbnsc7FT55vrLHK4s4BwZ01wLJum0APApdYtX5PdZtacS5KFh0C95HLZMrlTOcE1d5qY8T9+ooxDMh9t4nTHjTpEr2mMAACAASURBVI07k0VCYeKonEaasue4GFrxvEj5fOshnNzmB6UZ3tfPsG8tTO1BEuL030cXbC6ELX7tVoFToctw0qEri4TCpp9p+rn6OFuHUKxYBi0v4tX5r/NHtXcwco0TS0q+otWH+tiiOXQoJAZ+xaQ4e4EZr4Iu7TNsXSetbFM2M2oSqqbClKBy4NCG7iz94Dxf06fYDSu8pHrYRkDJGXPizBvMTAxqb3wZaZ/lXjnkurFDKnJW8iqOEfNAhOQa5ox9CqXrqErInMhp6Ii72uY1NUs5arAyqDLJWyRPMNnYpCRYGDJlrrGJcfg8UfsSpcX3mX3m/yDPFaFfZRLUmYRTeEa52abR2KXsTNPro9DlRqS5kkLQb7GYrGMNL3MQLLItNB1hkKqPw9ksEko6pixTSjKhJBK6qsCWqpNiUCRkxroJhe/hN/ax8pTTuyavXL/EykFMZHT4p5/rcu2Eia1sLG1jKpOqX2S2W2a2A4UwxEw/rpioEQgJCIEQBkhzaneEnhZUS4lpTKkh80jjOWNeqm/QNDO2rSa/536OvUIZ0+iRygNCJZkbPgvhCR4ojwcosg8faUsw4/m8qLY5o2PGnk+Qd7nPFsZkTCmxKKY2biTxAo0Xisf2SE/PFICiWeZY8Ryz/R7FG9+gfEJhrJW5ZS7wA/Nz2OFJ7GRKD6dESsYIpbch24GkDfGQDxcBZtElKtfZT9doU6drFzi0i/TkR3NiHsFxHSJLb9Kuv00iJiz0bOa6NrN9By+2yIWBqTIEElfMUvLOEtrnyIVHU4Ss+w9w999G7F9DJgHKMBk2FzhsNLhXKtHWJpcfbfNs+wE9t8zvXnyFD1bWSZycVEKqbJLcIs1MrDTFSyNWwm3OTW5RziYIQEiFXUkoLftUVybkVYvELVAMJY41wSoM0UogpMaKFQvtiIV2TNHP6UQW31YlrqYe1kTwX/7GzX+rTvJAa1174vu+1rouhPh94O9prV87Ov4t4O9ord/+EX3+KvCrAObpc881/8E/wetOaG4fsvBol9XJNsetu9SN+6RJzCQUmPHUiX1vdYY3jr9AEJ3n5MEMr4wznGKd+6sOrx+zaZcMpNKc6QxYYBtV6SOdmBiHIC/jx03SpEasCsSGIDI0SqZoCUpKlBRoIdBSoIWBFj8ao/ajmqEy3DijEsTURiOagw61yYiHC/NcX59Gcte3N3jm5nXWNncIDZdHpSZblSaBVaGhPcht3mVKvzYb9PilW9/kla0fkBgWX1t7mT9c/wypYyFsQe4ZLFtjLvrbeIlJ0V/GTJoYucO4oGD2EL8xYbticK80Q8+uEBsmuTDIMMjFJ8n6rUzzxWtjzm4HePkWx/tvstC+iduPccfhY9rN2Lbp1+sM6jX6tTrt+Tli18HQRy/Ho+sWIdnOGoxSl1/Sy3zuCNu6Q8wHcsC2HOKLEY6c4BzRumRaMtYOQju0VAlf2/SJiUTIrNHnmOhQZoKpYxwdURdjmmJIQw/RSpGmkGeQ5oKhIeh6mgMPtp3jjPSLVP0pzVximNj5FFOqgEGhTK9YYex4RJZNhsBNIqq+TykMybKQQWzgqohSHmCqqWcpEDimhWta2IZxtLB6kq+bKVaVv/h5gw/Nm37c94cVf0JokJpJ0WW3PsPNxjzRpMt/8Z0DPuuew/AaZAc3iG/8Lnq8SWE2onlmQnE+IVeSNLPoWhW2K/N0ZZVBXGAQegzSEnG6CnmFXERgjllxH3LceMSMHvOwsMw/X/4xXpt9hlRaXOrd4Sd3XuPZzm0KRFTEEI+QIJ1nL7zMQXSaiZolEg34IYynAiYW9LyUvphwaE8YFQW+7RMW7qDsa9iiQyYyZtMyn54oft5v80zWI9c1xtlXmeQ/DZQZ0OE7DLiDxRwD5o0DOmaGL2zG9iEPi3us+otUkhYuEc9zheM84lpxnb3CDM5oiX1iHtq79KwhppbMZRVOR8c5ls5SERaRt49vdAnUGE2CkUmMTCBypmlBsiNVMYFJhk2KUJJceVRYYoZjVPI1DF0gkxGD+nUGrfepdp5mpvscA+eAtyrf4yDVRNFU5lVkKfbhDtaggzYs2qunaM8cA89iJdviZH4XpzZG2hmGynF9wbw/YnEypJjH1PSQUHkEyiVXFRQL+MYs37U9/jg+xu38BD3KLGPTRDBCU2GfC/Iml+QNHALeUOd4VX2eBIv/wPgmf938Gk0xZqQ83k3W+YbxAjeVxf2T30TZKZ8eh/y7wYTnuhn9boH3nXPMR30uOhuUWjFCgsoFe8Ma15nnzuzTvD63wIPCASO5h9YpmE2ahuJU1Oe5zW1OXo1pPTQoDXIyaXC1tcYbSxd52DzG5dlNVk5eoRNXuTM8yb3xCfbDWTQSbQmqCyHWjCAoV1gahLx8V/Bpv8gFPlJ1i8Vd9kv/iP+xNaKbrXKpt8axcJ7dwoRa1uCl8BTVSLGbbHA3v0kSdfDiIwy60DjNmMXnDqkcn3wsYJlria9LdGjR1wuIuEFjZFMxOzjeLqZ1gGM/gedMXVRSYNRfwh/Pgl/DVoJASmw7wjVDxrHNo0mVXEvm6gccW7mKV/1z40+PW5K4+JM6E7+BP6lTKAxZrQ1w/SaqV2bv0QXao6fRpDws3+buosFhfY5efQYlBKvbV1jdvstydo/S+ZiVeky91EUYGUKZeP0zFA7PI/tlwuPXGc//gCDzGG59ipv7x3nLzDgQkjn/NElWZU/nxEJg65RVo8+5fJfP9gac6qW4/Tbx4CFO8NH16VYKKAJmRnBvEX7wFSg+lXO+MBXRUoGJ7troQ5P+QZVOt0w1nCANje+6xFaBhlrCTYvEYkjiPEAQotR0AR8pi9Q3Ufkn3/USA9fwsDExlEKSE9Zhx7Bph40pVM8WOBJElpHnGpnlCDSGzqnmI4pZ8ESPUxBgwagwWzjGgruGa1e46thsJhOWDt7FCLbpmVNyAku6hOUi2p2jlD2LEZvUem9gJ1fYm6uSaJBhhhI2I7vBqLBE356jZzToGi4dKYiemJtLCM5gsE5K3domEzcJd7Y5TBtsFpp84cEGa/0DcjPB0QFWPmVjyqVAGYKcqY+Uy+lxJ82ZHfsUkoxcCA4rBXZrJdqVAiO7QqRdLu/v8tT+I0Czs9Zgoz7HJE4fv+OkMJAGaHLy7OMgSbcRU10dUT0xxmvGH3vOfhjVmCu4Gpd5J1gmH1RYDjwCmbJtb7Ntd1ASTKXxMsUbv/r/jZP8KvB3f8hJ/jWt9Tt/Xv+LJ1f1f/uf/m0epV3e8R6yZ/YYmR0wxwCotErmnyL318n9NXRexkDjuAZJySYqm8xoyU9sj/mK75HPWPzhgsHXFzQD28FQYOUahxhH+rjmCJsESyWICHQgyQOLTDtYtsWMHVF1BuAdIowAiSJPTfykxCPZ4pEskOiMei75pd4dvtz9FrXhgEm/hrzvYz8MEQomnsO7S6f4VusFhnaJpp7gL1fZXl9hd3EBoRSX7t3iy2+/wcvvvcV2ocmbyxf448XnGZsFLlfu82lnTNibQxyGPHP/W5zauUts29w6d5a7p06RGSa5LmIHS9Qns0gkkTXGd9tk7gGGGVOpdKjW9qnV9qhWD8kyi/2d07QfrWFOMtwgJkkF3iRkcdCjMh5TGo0phOHjexR6LqNqhaBaIC475BULy04p6pCy8nF1RFp2GDllBlTpH20TPs6LK3SORYaFwH+sVKQpyJyaiJnNR9T1AZZ1iOeMKBgBnkxwEoUdaQoqxuGTIc9Q2PQo0VZTo1UgwRMRJR1SIMKTH/+bAxr8n6Wv0pE1YsvnvjfipnuI1l2ceEI5lJQDk3JgUgpNSoFJKTIRuSSQJQxZxDFMsDXScjAcgemZJFkVhHHEOZoydBIC6ZOJEQpFLotkYhktm1QF2IZmYhUQwCl/k/Vgi8UjnuOpHIGkT5UODfpU0BgYZCjk4wIjS6eU8KnplNX8FMfzi5g4xMMrpFd/B93dp/dCi3vPn8Q1Q1rpgNlBFx0L+rLOgdGiLVp0qaORFPGZ55AZutxvLfHq0ud4t3aBQh7wC/t/xH+0+7ucDjb/IrMBQKocDtJ12ulpTBGRmx2+Jxf5A/Ui1/UqP4SdYVkOec58RF2GJGgmlo9v9zEEXAzP8qngNHVdRMt7tIzfpiHfRgjY1nP8C16hK2bxjZADb5/ZYI6iKpALRdHrcrH2PiftTa5ZF/nf3P+YDxprFJKYL23s8e/v+NS0wQeFbd4tXsGWb/Nj4YBPhRF19fH0kgZSUUXlSyhdQ2mPAIvv6ll+Mz9HL5/neStgSRUpDMtILZFGxImF28zbJrXRKcysiBY53dXfZ3fuVaQf4o41gV6jm56dqttZMeE4Rd0ZIyZH2F1pkHtFcrdI7hVRbmGaVv6hZpsJjdo+C9UbtIp7GMb0Ums5zYp9uE/FdEFnaTWVkVUFBnmJTEnsJOVUb8DZTo99tcTb1gW25QJxNcOuTSg6HcpGB8+O8GwfT8T8MFuWUJrSOCMcCN4LG/ye0eTQnaCPsnwAAhdnchLbr5CpkLGnUHIq/iKYYhPLmaKcw9LAYLGtaY1iEmHhmwV8o0hsOpiOoFhIqZcCZmojepUWsXqJS52TXBpMKRITZ4uM95nL3+RQ/yxpfplHss8Hco8gNZGEyLiPGYTIaIRIeqCPbIdwsUpFKstdauubeI2E4PAyWVKg0HiIV+xhh7M44+M4gxN44+NYwSJm/qMzSpk1Ji5vE5e2p/vyNklpB/tWTuX/NjDbgmhNsL80x63yZUaFGrPNHdZm9qjgIqM6IqpBVENHVVQmMeIAKxzgpBnaLfLOXJ87hX2KE4OlLZOanONm+SJ38wYzucUZrTmNZEnY+Erwjp8xUrBghDT0JqO0TapiKt48pco8i2r+cWZl194ltN7Aca4SrLbRraP3RQyFG02KwfO45rN4ozVQEhWN0NGQ/eQW37ffZJj2WepFrO1r5gYf+SGTUom0cpy+exq/soK9XOLdxg5XRI8Xbu7xk9eu4AUxZiMlvqj5o8+WiauKWcNizokomNHHrnPx4Gnmb/w1ZFqgv/J1guZ1zLiBFdaxojpW1MQezSOHBrG/R+DvMg528OMOcR6QkpJKQWQZxKZJakqmRCsGueUgjAIuxlTSWwgSCUNT0zcFCQ5j7dGXDfp2maQ8xinv8XT7Kmt5jE7KmOM5VssXOVF8iqL1EeVlomL2g/vsBPfYCx+QqhipBU0/RsSCA2uB7eIcuzOn2S7P0ZbiYwxbMwhWkBxDsoJkHTjPJi3jHTz5Fib3uCZO8Gr+En8SXuZLt9/lqw++hxaCvVodL/WRWiFlhjZylFbIXGCn4GRgZx/Zw926xfVVj/dmzrFhPM2BsYQtUv7G7j/n8u079G2PveMePVlAZR/PXklAGGJadP94ABqzmOFVUqSZIZgGztrmPH2jiZkntIINTB2QCcAUCEMzkjmBpfHtnI4rCMmpBzmtYcb8QLPUhaWuZq4PT9269f8fuEXjeEU/+1+v0D7iBHG0oBTNEo4uoYM1oniGUDukT2AULTTlKaoKbWgS1yAoOcQFl2c7GT89gGOGganABGyRY5NikSOMiKR5k2j2GuHMdZQdQG5iRXXS4uF0zEmJcec0r3VP8Sf9MyxnEZeNPTA0q6e/j9Ua8eK7m9Tfgv5ekbw7vfGPSjO8sXCB7y1cZLM1y4zXoeXtUzUDyplHLauylHmYnstbjTm+22rSK7mgNLIbY+yHnLlzl7/59m+zPtkhPp8TXVJM1sqMxs+gri2y8M4NWt0bRHaJO6efpzNjo4wcrSyEVJjFPqXSAdVqh3JtiLCmymXhwGHyoEq6OUMzjJgZdzGHGXb4UeFKZhiMy2WUlBQnE6w0xfjXYEDp1ytsrS2hGpK54hDPSZFKQa6IHIexqjCmjCRniTbL7LFIG3NKwjeN4ItppbdWgnhoEgc2YbWI7xUZmxZt2+NBvsDteJW7yQq7aoaQP5+pQqAoEFPWPg09pGYHuLOCl/QNfmH4TWpqwm1rkd8qPc8feMcJzQladtHGIZIhQvmIj8V3LbSYbgj78WchTBBHmDOjhjJnyMQyuVxEWXWWVY9f3vsav7T3Ko1sxI3iSf7x/M/xdukyM0mPY8k2rXxAJZkwjF3MdILT6pA2h3TClMP2At64SUs5VASkuUOaOaRYPHY4NTR1ibPZMkuqQeBvMwq22SkmtGsGoYBcPGmoNBKFRUqJgMBweHvxPO8tnmHiFiiHPk/t3ufS4BqJlmwZ89xxVjgUlalIjtBIcgyhMUXOU+E9fsb/Lq/EbzGnB0RYXJUnybVkNW8zK3pIAUFq0+uV6B6UuVk4zcOlNWLXeyznqjW42kQiiH6IMigVGYGtKccZC6MB7fIcQmTYxiFp3kLhsMgez+qrrLNBkQjriSzFgBITp8CvH/sr/MbSX6aajvmvHvwv/Gz7dRwdIURGgss1a4F3PJ97Tk7fNHjKc1lrJThuRhK53Dp4kR9sfZUrgcsEuCQMGisl9o0+p7ptzhvbzDY2KM5dxypOCyGTwSLW7ktECiY6Q5oJhjOZbraPtMcYRoilx5hjhXVLkt53iLYKDIsOnbpH+MT9jhyPQWOBNdOmWQkJZwYMozq9UQOtJbYVU2vuMzd3i3pxH1OBVBpSwUZSoCfkUSGewskNHG1xshfjHFZ4mJ/gHsfJsDBEQqEwIIjq5Pk0AyWNBKPQx/AOKHp7lKw2ls4ZaMGeNJFFwUlPs2wppIBQSR7GRdpRiYO9GfbunuHQWKTtzaNzl08IpmjNbHLI+fFNTk/u4eiEgVnlfvEkhs4o5gHFzKeUBxTyAFN/kpFHSwvplTEdi9wuEdslUsshN6dZGbTC8EfYwz7GuI/QU3upHI/cK00XI4UChXpIqdyjZCWUxyfR7edw4xlmJBTMqWpnLFISMoZGwo6bs+toelbGxMggjfDHOSIFx7Up2wI7sSjGknIsqA86rN/8BvXDB8SlIp2lWcp7XSqjKf947JSJ3DlCp0Zqehgqw0RjSE1uurRnLtEtnUAJB01K7OwyUO+zU3iPm6s9jnVLNNKvMN+N6VVqvLV2ga5ZptU+IB5aNPISp7TB+UggY4Oi1LxQsKiagkCG3HI3uOU95KEcsBs28f0V0tRExYKJdFg02nxmcpW041AOImbCAYvhiPnEx4jHU9qGH2p5oY5fP0a/tsxubZlhdRZbexDWUGZAXN7jRd3k5JMCLioj3nyd5M4fIMI+SfMEhxc/R2exjm8PSMwQaUZUkyrnJhdopg0U+WNefQCd+GSdO+Tta+Td2yi/8/HzExrtQccqMLFsbp04zfef/gzn1YQz3ZyVu4+o3/s+xGNwKkyOX+Lm6kl+p7jArWKbwtyr5HafZ8OU40nM2+pptv1nmfhn0aqAMCaYlQ84Vnyb/8TZIdqvMrhRQWsPQ5pox8I1SriqhZVYjKOQh/iEnqaW9yjnEzRwaM8wkHVEZuMYLuWWxWqhw7Kzi5QhPV2gR4OJKNC1ArTWTOIS2/ESG/kicW7zc/e/wy/e/RZOljA8fob7My0iQ7FUPsOpoqRpbD1WJOiaAW8UurxR7HLdmTBUNtnkFL7/InmwBkjqxZv8e51vsnZ3RNcsMvami8SCE7NSHDBvT7DLCWkL+vMGqpUjJeSJweBhkcnmApXJOskEgmxEbvqM7YyBKKMRVPSIgpogNRiJwso0RgZGonEnKeUopRgnlKIUN/sIjqkE+K5J4JkkjuTHv/3uv1Un+b8Huk8U7jW01r8mhPhp4G/wUeHe/6S1fvEv6t87UdCn/psf59JBys//yw1Ob0yJjrShyZuQzWqims2D8jLX3NP0sjqjrMxEF/ClTShsAmx8wyWT/2rFPh82m4wztXtcnr3GjNvl8GCB4cMK5g7MhENa4ZBWNKAVD4irHu+88CkS2+bpa++zsL2HUJoHlQXenTlNu7xIRWvWgwGn/AHVLOZmucEbsy5jJEHuMbKK+GaRiVkiNArTKE5ZYM7bxAslQs9F5oqVnR2+/MF3+envfZvGYIwGkhOa+HLO+JzJeGeRua/H1Pe7/1rjfdyERkuILI/dxUV2lxYJPI/KcEjR9wkrRfxygbocYsYBvb5GpRnKKZCV6+B4oBTmZIg16mHGEbUgohpkNP0QN5063jvNWfqVGt3lOTqzM2g3ZvnYDXwsekGLUVgnCMoUhymz/SFzww6zwx610YDyaDruYalCdTKi51a4XV95vN2tLROZDq5Q1ETCjDFh1uxTdCakBTDdAENH5DojVDZ+WmDfXWKntca4Wqc6GeOMQ/xygZ8Zf4df2f9dLvj36ZkVfmvhq/zjxZ9jx5376Jrl2TSv868gVPO4aY0TB3yl/z1+ee9VXh6/Dwjes87xB6Uv4Ds2f6v3T1hKDuiZFb7Z/DR/1Pwsr1cvUzTGLMstGnkXd3uCe3NCFrkEzTVuXnqWTw0FM2KHB60O255J4NfwBjkne7vMjIYY6uPPttCCui7S0CUcHGLDZGTB0Anx7Q662Ofh/AKveZ8lEQ7n06u8svmnnLm7SxA0GckGg1KJ1LY+HBojbNxWl3On38FMIPjgp5jbH9Nqvs6qd5O5KOBIFPpxzDjGYoslNljmDic4pHn0rabOkPP6AYv5Kpb6IgU1QyAirhrb3DJ2SHVKze9TDAIybeIXS0Suy/HNTYTOub++zmnxgBezdzmu9jBMzYeolyC32NUN9nSLpjHmvNwCIMUgkSZFFRMJi9fcyzz0Z3HylFbB50Z0kq+VFmi37mJadzD0mIuu5stFgxMFnyB1ubf1KfIbLT5fr2MvHDBsvEtaezRlhPtQDVtCMp5ltPkMfvsp0mAWlZTQ6pOQpw+bkQXYqY8dDwmdHhvPwPUzLa7LdSrdIfMHW7y8cZ96p4OfDj6615ZCGxZSFBEYxIZGGwYYFlIq3OiAzUoBZcxRiesUYgc7y3HNTTIxwVc2Is+ReQaZQqgM1JEDapfRVhPsGXKvRFpIya3o8ZwIjeSIv34b35qQyQzLSDnuxawXEs54GS1zOjcHmeBOLLkdGXRiGxWcQoRrOEGJ5f4u84cHOEGMloJo3iA84ZPPj7GBqi6hZY4WOZYACxM7NchGHolfIo3KxEmZVBd4DPnReqrMGocY/hDTHyOTGHGEB/WMMnVRYMlexT0mOTx2m67bIQgqRMNF/LBC8sQ709QGOfnHFnA/qkltYGjzaJYrlFAoFFpo3DDk4tVrnHj4kMw0uXHhPHdPnUJJg+OqydmRgdu+h9y7hXW4hVA5ie3y4ORFbp17ihvnzrJVa9K3XFx/zIs3N3nx2jss7F2jFPoU4hQ7+SgrmEsDQ02dh6RQZG+5xt0TmreO22yWUiaGz9x4hS/d/0XcrMj9uTd5b/a7HORVku6PoaJlQLMQdnmhc5sXDm9ytr1JKZ7+Dw34lgdujYrXJHMr/MAt8QO3SN+t4Ltl5t06606dZcNmDk0DQUEZXAk07UxzzBZc9gwMIchR+CIiQeELQU42VdRLNd7G2xTv/BFGNEA115HnfhqvdQYTE820wKtr9LhqXCXt3aaxv8PSbo9iL5neC6FRpkDnYKgn8lqmh6ytkDSWuF4O2ckOMGwPvbpMWLOo53PUQ425+ZDaxm0W9naRWnN/0eLrT+e8e7JKOvgJapM6x2WAYRrs5mWu5ItoJFLlRwEhiZtFPDV7g58/9zUcQh6OTrPVWWd7d4GH6Rw9expdtlTOGQ0Ldsijwu9Tn+xxrCeYGUyL1a0sp+EHbMyF/MFzOcOiCdpCKxtyj2xylnT8FDqZQeqUrxz8IX/1yhu0/IR31gW/9UXJo5lPTmShBa42AU0qc1TuorISzqTChS2bU50UoXJMrfDSaZYzNyRojZUrUkN+rF6oMBvQutinemLMQeyRb5wmvOfjH1jEZZetpolMVvnS3Qec7fnYRgGVRwyIyNSEQuTjxAlG/olTBSBzNYcNg4f1Wfb+X+reLMiS68zv+52T282bd99qX7p6b3Q3AIIgMCS4DsgxNZ5F9ozkkS3ZDltyOGw5HHqxHqSw36xxhK0HOyxbCtmKsBwOS+MZDuUhh5zhkCAJEABBLN1A7921L7eqbt0198xz/HALjYXQyOHwC0/EjboVVTcj82Se737n//2//7+xQt9r4UT+qSdDgFaazBD87d/7/f/f1C3+D+BLQAvoAv8l8A3gnwHLwBbw21rrk1MJuP8B+NeYSsD9+5/ER/74WOq09NJ/+495tLhCY9jnN7//HX7jh9+lIAIyF4QCZwIy/fMjkQYC02Folxg6JQZOici0SaRJalpEpkNs2sSWRWZJtCkRpsIwFIaZE8oCXaNO16hzYDSI5EfLZKbKaGVDLFNjmgJDfNDq8T7KKD72forSCXxVZlcVSIXEUikL8R4LwS6LWZdmyyHw2hT1BLt6yHfmL3K3/jkCu4aZZ5zb3+azN3/Giz/5IXNHU6Q7awmi6xnpjEKmAuGDHnhMhh7KlziBxo5T7DSnkCXI9AO6gQK215a4deUJRqUqRpZh5Bkz5iEL2Q5m5rMvWvSosDf22M7bKCGnD78wUELimNAq5jQLOVLAKDXo6RKRdNBK0/AHtLIhl7cfcu3hPax8ylc6brY4mumQODbVwZDacEBlOMLKpoFvrzXDjQsXefvsZW4tneOgM0Num4hcUR2NmOsdsny0z2zviPZJDy1gWCpzXGuw155h6JVZ29viyfu3ubz+gIWjLrkQbC4tclxtUAwiZvrHtAYnmPkUOVAWhE0Lv2qjXYO2OWHJPcYq5bznneFb9gu84TxBbDunMmBAbqFzEy0lGZJESEIg1JJISVJtUEmH/E3vn/MXs1doRxMSS7A5W+Lbc8/zM/kMf+n+j/nV3o/ZNWb4PedXueOsYTYH6FbAwK6yrxbYzxcZmFWU/GRevJlntEd9mv6QTjTAzmISbRNZDqHlEFk2sWkRWyYSg1TYjIsuvv3zJXoAO1c80+2ytveAIdFA6wAAIABJREFUUDbpNZv4rkdomgSWiW8KlIopRiNmRyesHe5Si3w0mlrlgJnZRzyRPeDKVp8d3eH18hXeLF5jP57Hy2LcOKYchY/XBggkOZfZ5UtZDuopYnUdsDHFOmXjGxTkSwwGRY42K2RbYISKzDDYXVxgc2WFfr3OM2+8weLuHoeNFu+dOY/Kcshyqs6I1dk9lr09RCJpWhGemU7NNLRFUU7fp5g4YpoE3neX+GH10/wofYJ31Bq5ZzAXdqkcjsjDGW57PnnlPdzKTZZKR3yplPFkcboOYJooFkareMfXUWbIUeUnjI8lk90io+0SWWABFmbhWYzCMwgUNfE9WuoW1pHNKJrlpDbLoNZiUm6SWnWEKtAaKoxTsCsohxTqezwRlliIFpD191DF/xG6E/ZHdQ7yFoeqSaQN8lxgpQoji9AqPU0e/uVB1ABMBJYwkVIQSUkqBI7MqBoTZJZynBZIT5VOlOUwKS0iqWHbJXJPkNk+iE/+btEKUApDh9gEWMrHHKeYWY6qy2m8PjEgyymUfWrLfZpnejjFCCkzlIYEAz/zGAdzpKMa+bBKGFTw4w+Md0yZ4VoxnhOiyyfYlQOa4pjJI5eT+1XSiQ1CY1VTHJlhTSDVFfwsmxYzDEWpE9FwXDrH85SPqqR5wEiG9B2Nbq+gK21sDGxtYmNhCRuLAhY2jrAoaHPKZT3tLFBolJGiRQxBRHb3e+QbPwadk84/wfb1L/FwbpGB6yCkTUO5NGJFI9HUE009CDG7d8gPbpJ1b6KjwXQNlefQ8QidfMhMx3SQ5TlkeZ6s0uRhO+WN+WN+NLNBHve5vq556pHm+rrGi6dI2715uLEmub1qclwv8+mtv8TS4Oo0NmQ+s5MHzPbv4PXfRYxO/Qxsg3vtJV5qPcWb7YtcKnb4T4VHUwi+x5jvyS0a8pA5usSGwaHRYcf2OIhrzHqH/Oa5b7MYw86r/xFR2OJ685vMyS38dIFBPEskZ7DsGgXhYGtzuhnSBjbTOdd5Srr5I5J730ZHQ4zWRayzLzJUMfdP3qZ9vM7McAomZYbB4UyZrcUC95YNtpsF3KTCQlanRoVUKiZWRM8ecWAfs2f0GSKZPS7xwh2DSqTZaBQZ2AUybJS2UcrBTjTXuwd8ZmeDWX9IZFi8PnuRl5ae5F5lldi0SaVJKk1yMfVdddMIISE1TRKm8ViiHutYz/o9zgdbrM2us3z9EYvNXRr7n6Vz+68ylgF/b/6fcKN4HzsVzB2WOb9TYLFnTVWTtCYxNO/OVtioVTgs1FBJB3vS4NnuOn/5/vfpTEYMOx69Z8qcdCJSFaESSR4bqEyQa0GaS8LMIc4s0txEqWmyXg8VxUieNtMZ6NNNl51mNPyIoC4YrmWUvBTPACE1rmpSD58k7ZdIo5xU5+TaIM1PEG5G67lHpJHC/klA580TzCTnoNkiKnh0FFR0jdQ2uVfqcqe6j+8oEgdGpo0vqwjZ5NJ8ypW1TUqeT9+v8b3NL/D9/ReI8p+vNG/+7r/+i2Mm0mwu6v/q6S8Sz7l864u/zK2zl3HiiK+99hK/851vMncyXYwayF1QTUXe0oRzkHaAtgLvNLpLyLSmGmUUo5xHBYMHns3EkJgSCsqgGdUopwWEEZNbCdrSCENTFxNMY9r5O9z1ONhp833nl2Ho4vUniFgRigIDy+PErUyJ6+9TBBAoKR5LzkyTSmP6d6AkYublkOe0yW8ODbz9lxDuD9kuOdzz25yYbeLOIqpYAq1QQnJQbbLenONRZwnfcShmms/vT/jyzR/ymTf+BaI7mEa2j43cNBk4JYYFDxwDXTCJnQJFp8Vhp8VmzZyeqwahbEZxhS42e7LAJjXyD5WlPCthbWbAgt1laf8+zkaPLIRiIeFa5YClcMwtfYmH1bMktk1uSFJpTpsdhWSr0eGny5dY2tvlK2+9yrO3b9Dq9RBaszm3yM2Ll7m1tsqdhTV2WgtkpyglucYah1RHAyrhhEruYwrF2KtyXGlwUql9xGREKEVz2Ge2d8TZ3S0urz/gyvp9Fg8Ppg16pkm/WgPPo2JUcMw2jtueoh7hHqnfRfg9HH+ImX20ZGsWclRZcthssDfXod9pcTJTJfGsKb9aZVg6w1YptkoppimVYMKXgtcoa59HcpXXs2fYq7pUFnZ5Nn2HK5t9jFyz3lrkEb+CNEzE0vfR7gnGeA7n/i8Td88wUj4jPaEnIwYWPOrMsd6ZZey6BHaB0HZIPoGT+v6cuFFAMZ1QNsdUC0Oqk4DmOz5lPyA55zDj9rk6mOBGdQZcZWk8x3xik6PYNk54t9rnveYQZWZYWUrFD2iOx5SjhIqOWeYudXPEBsu8ywWGVBEip1w95F44z8BvsmIMcMXUol1pprzVKaOCVbPAs9kqlWgBgNDsIrhJWbxKOj6GTZdge0A+yUFqSnMR3lLOpLjE9skKw1EEecDC7h726X3TQFwwCGcc8ppAVzRuIaJsRlSclFlniBSQKol1Kr5/P5vhJ+oqgXS5IjZ41riHS0IobL5hfZ7/zX+RW/kKFvBFUj5nv4mIY9azc2yvfJ+j5g3Ouhm9TJApwQVZ4KuHX2dl52vkzpDNtT/gDfuEByer5DtPsTpqkhuHjKwe46LmsNlipzPLfmuG1PoAWbZzzWKYsxxGPNc1ODtZxzfukRxeIvJbZHq6BlzjhOX4VWZ7b+IcdckiiUoEIskeb9rfHxqmUkiGJLRtcilwswwnTbFyhfhzcugPH2PkOgyrdXqVAn1XETE9b4UktqqUKi5KWySJRmUpRh4hVYTIY8Sfk6grwyQvlqZUh2IJVSjyfjkgk5LItNFCUo4/aIYqKBsrM9FJHZnWSMw+b8y+wv3m25QSzXzX4/JekeqgAGjytsFotoo1m9OuHTPrHVJ1pj0weSoYbFSZHBYJ9xyik1NZQjsnWXC5v3CZ9fITtMOQs90BjT6kYRVFi5IsY5wm6UMdI+IuM+o+M8s/wb66j3uUYnyvSeWuj9TTxCIqNvGvvEh17iK2YfDttS2+MWfTl3U6hx5yXGMcwyjJCIMcO1fUEdS14OJkn2tHt1nqraNNC8sQhMUyt2av8NP5AifFewwLdwgK29MNQebSiTpciBd5KlqjndU5STX7o3ss9d7mwv4B3l6G0ILc08SXFalXwL5rU+gGCK3Jpc2gepbN5gV+1l7jzWoDT0R8WSQ8qQVnzUUiK+NH1iPe1Rn9zCNIK+RZCXmaAEoZYRtjzLTOfGyxlBsYOmP28BWaR3coTXZRRsTO0iLbS0v0Wh9oRsssnyLhWuNEMbVJQG3sUx0MaRwd4Prjx+BVJiSb5RlenXuCNzsXuVdfwjA0RVKKIqEoUookCAERBqE2CbEItUWk7I9QPE2V8tzJ61wb3T6ll32SFJamFsQsnoyYG06w8p/PrxSg5KnihqFBGxzYLX44f53IMLnU38QqDvjpp7sMz1pURImy9ECY3Mz7EJb5O7t/nYWkQyIjDgtdHhoDtp1DtuxdrP1Nrr0XIVSBQdEBIYisHNC4ifxXChHkBkz3v3JaOJUaKacNizoRqGT6ecPJsd0MZ6xo74W0ggD5+ZDgxRztQJ4UiQ8vUug+S3N0nk46pcx8WMUDpvSZbO8t0vUfkPfug7SwFj+DtfYl/NYiXbPLgXVAKhIuhmdYSGfoCp9/aBzzJ5mH4oPvPzeLaEV9Pt28wbMX32BmtkseuuTry1SOqtTyAlrXiPMmn/7dv/uLkySfmVvVf+dv/G2GlmJsKLZLLjfmFthudKZ2uMf7PLl9n85kgNAaIwox/SEi9DHDMSJPscspTjXBqaa4zRivmeHWAjBzyAU6FyS5JE8l5BKVCVQup6UI5aGUiU4y8m6AP6lxUJpDbyU4k4CXnvsaP33qBRACL4qZH21y1n+P39x9i+e33qLfdRn3CphjjZt8kGCNi1UO2me4v3iB3ZkODfuYTCsMDe1BAsdb+PkQjSAvlkiqVfJyA6SFqQUdXWVONangcqcU89KMzWvzS/iOSyFJuba/xRc2X2JV36Va7GLNjFEdeF95bBBX+NH282xtP8GKGFMR087QREse5C3ezuanUkDA4im5fxXJIgG21WNHRPwsN0m0ZDncZtnfBNMiK1WRhTKOFLikuASYRPjM8a5bYNvwqe6NeHbjDvUoJCyX+MHnv8KPLn4WJQyqg+G0OcM5fbiVRo4TrEmMmWWkBZuk7oL9UVrD0sEun7p9g6fu3mT1YJvY8Tipz3D7/FV2ZucIHZtBocBGZ5boFCmVeU4zznnuBF7sZlwZRniiS+Qd0dOKLPZox01qeRMhJErl+ONNjvx9HtoJ+16ONkeklsFEerQPeyx391jq7tOOexSqGU4txa7lmDWFWVIoKbnJRQ6SeY7jVQbmIrlhYgmfjn2HgjHGV0VObJfc1OSJQZ5a5NpEC/NUP/lUu1dIthoz3J9ZZLM5Sy4NKv6Y5nhA1Z9QnUyojsdUR30qoz7VyZD6eER9MqbujynkMbE0mJgW44LD4cwc91cv8dWfvMJSd49/8Ft/lZ0r8/z1vd/nq+OXsXVKpC+yl/8aOn+WAt7UeU4+oml8lxn5Z0jxgcRSKgS9lsVhqcjebotHe9c4as6jhQmPiRYAAq0tBCkSwRU1z1PpWWwJQ+8hd/QJW8yz4AsWN16msnEXq78/pds0y7zXnqNbq/LZ8jGXvA3mClMptJPY5ZHfxgbqRoAbR4zfKRD1bCrLAbOfHmLYmlwJ0sAg9yWjfoH9/SqDqICsKJpzPjOtMe2yjxCwmzf4Y/Us27rDJbnNbxiv4IqE163L/FPna7wyvsRapnmqdp+nr/whtjsiU7CXCm6GJm+FBsfZFC1aEQ5fPf4KL/a+wm0v5o8cwYOmycZC6zHybGYphbCLl2Zc8hs8M7FZCQTeOCXwQ45nXsaq3uHcwSxrcUjZ3MQxHiD0mMPDRXo7NfS+j+FPKQ9OLcOpJBi2RtoKw1EY9vsvPf3pKAxLERs2GoFDwoQSE6PCoajyIG2zpxqYVsZSc51SqQ9WNjW/OTHQRwXkQYHKbofiQKDCHmE6YlB06HsF+l6BkeugEaTCIjQrONgUNGRkoHwMFTyub2dI+vYM1VzQnnRJjJjQNh8/O7HrMKgZaK9Cw1xhRtVpqRJBLBgEA5LYQ6g+RfMeorRJSkI8tkh96zGQUGhGNFZjFuUK7Z9I9O23yND8r1/4Df5w7QUK0ZiOdUia2+xMFh4/44U8YCXZYTXcYDHYo5ie0gpkCcNcQRodMJoc23V8LyIr75Id92lt9rlyssHlky1s9eFKnkCi8Z0Sf3btL/KjJz/LQcOmXzPxqyba+CCJMbKMpY0HnLv3Hu2jHRydYueK1JjSDHMMhIB63keKAXdXXR4twsTeQjB1kZTmLKZ1gaTwJGP3MolymTlIuLab8OsDzTNCYgvBUap4M8m4mQ0pjd7jXO8GT+w/oBjHHJdL7JfLdMsV/NIiBWsRy1xCmrPTuVABKt1EZVto5YNwEUYDabSQZgdhOljeEQV3h7LzENfdYVzJiB99luHJlyhP1rl+4x8RO4qHZ8/RXZxjWCojlKKRHzBb2KCZH+Iep5j7FuahwD5JkPkHiWpiOvilGn7RA53gpBH1fh8zz1EIupUab6zM8aOzS2yVZ1FZnTSpUY3LdHKJR376UrhoiiKnIBQOYGYGre5DVh79gNpo/fT+g3Y0uSlITYPYMAhNmNiKkaOILE050JRDqPqCUgR2pvk4rKUBJU1yQ2CmKQIYXFN0n1EEjkCNBccDyXAiKYWaxbHBXL+Al5eQc7MUF8/huM9gqebjY8Z5wPjgp6T3/pSh8DmsehhKAYqNWYsbZxRjNyKxFIkJtmkx79ismSbVrIpnZbQ6D1FGSjS0Gd6oMnlQBQFGu0heLbA6fMD5l/uYIYw+qxi8YBBomzywqY6v0fKfo5VeRGJwYKb8ScviG8sml97+Yz517wax16KYmTz/zut4UUDsuBwsrXHn6jn6bahGkkbgUdNLtNUcczjYH5u9XOeM4z5pf4viuIsoFIkrLTKnieWU8IypVODHh9aa5f/mi784SfL8/IL+j//G38TBwFUSCwNTS4aOy4+XFnhjYYbUMGhPRrRGJ5w92mF+dMwpCITFGEf1McMx+iRA+fBxkphAU7UiFotD8krAyy3NtzsGmRSc6be4tPcrLI2fBZ0js4eUeYeG8TZHkUsv9mjVY9Lrs9yoX+HNyhUeFFcAcNOA5aNNnKFPIclo909Y21lnbXeD2ZMTamFCIf0gcR5Vyrz19NMczM1RCCNKQcygWiIzp7J1cxNFI3MZVkocmAOSDyEuWmfINKZbnuHB7BnuzS89TgYBTJVQVhNKakIhyDFDhZkpClmKE8fEEQwDi1KUcr6yz/z8m8zah+QTk8nhBZKgTYok/n9pcf3xYWQZrcMjZBDTd8s8WFrhweIqjxaWSd4/z1whJhnCzxC5QhsSVTTxTEUjSKlMEkrxmGJyhB0mVFObpThnv1njnflZ7rSnCL6TK1YnioVQU001kSHo2YIDV7LlSdw053JvQiEK2Ky67FUrj5Hn+uCYucMd5rrbeOGEcamK79WJKjP45QYDz6NfmFpbfuQZUuoj6HUxClk4PGBlf5el08R5qbtHfTIiqJQYlSuMy2XGpTJh2cF0puW0KHdJcxNUhNDZlCcpJFpJcmVgYjFpz3FndpF35mcIbZvaZMIX3n6DX3n5T7m88fDnAi1CIiyXzCwQGwaRUKRE5HKq7FKKE9zkgy/qTAiUYWBnGYeNOvfn2qADKo0JVrmIXW0xnClgiBado0ss+Gco4pCRMS6/h579PkH9HdZ1h+ydVUobdYLmAqpUx1U2DiZYPkNzxE6WEpEjtOBSPs9Vs0raus1dq8ejA0Fra8L83h5zu3u4yZTLvtNqsd2sMbI0uTWHYa+gdYRK7oEOKDia+rzgammHJ7INQumyb3XoiVnScZHC29t4j3xSy+TulS8SztVoiXexfZ+BXyIdS5qDPjMnxzinVCSjkFNe1pRXJYY8ITwyiUMbb17hNlIMGSNRZBj0jTL91EUlGm1oTCvDdmIMqfFzyT0LXnVtXnMLdE0DQ2ueiVL+jXHAF4Mxpf+PcTfPYNydYbAtiPZBxxKExuskeAsR8azBSWGGUMDEmvBOOWPb1chccjmwaSUOgXQIpUOKxBIZekcwOCqhPXij9gyvWZ+mQc4XQsVqUsQ43XXb1W0qi2/ith7gNh8hzem9Mg6us3j7P8COi6yHW2wdT8jydfLRBtf2H1GJI2LDYLdRYrtZISyY1CYx5ShhsFpk43qboZwhG53D9ufp5B6rcUhn5zXy3tv4DDjxCozcwqnUHqSWPe2u18nHZkhjmTmuTCnkKYUkoxDkeE5KdRxidE1C6XCzucbrZ57jxmyDXmGAtI8QhR7SOwEBebpKHqwgR3OI1EDmglhPN+3VbMhSuMNquMNctE9BfaCmYBVSCpUEo5oyKdncTRYZH5tc7D3icrfHlZ2Mo4rNP3nxKb733GfJ3GVys4PIodbrsdxdZ/Fwk87RAWN3hjsXr3Dv7AUS26HRP+LygzdY3nqd2BgTOTlhISUoJPQrCf3yFJmuTjQX9wVXU7jUTHHO5uj6KbWsbxGuV2DbIR57+GmFo8IMi7XneFLME8X7PJzcYzd4QK6GoDUDs0pkFkkMCxvBmsroOC6ubkImCEWBiawQyHmU9Pjzh0LJjMSUZMKkFEOv1aVT/r84091GHBhkAxsVaow8Q6mc2DKJramj7vxgTEsXEMU2caWOX6sT1mqE1SphwcJXmigXxJlJnGtSeUijv8/qxhZL25uY+XSOQgseLjboNT8LhS+Tmx+U44UZYlgBhh0CMc3tRyzee5XS5IDArbGz8BRGXsLIEwwmOMVNEusAP85JY4ETa6qBoBpo7GxqzpOYU4MeLabOsDKXH0FTpZ660JlKIf+c0JBKQWYYJKcKG+Voyq1WBoQzFn6jzaBwEaNxmaY9R1vWMQ7em6K0tUU25ubZ8G8yljFxyyJpWmRGCSOtYSr7/TuEPCV+pEmP6n4PohH3lye8uzaiFGb8h99RPLWuuTcP//PXDXbakqeGF/nq4DmeC69TxMVXY9b9W+yM3mOYHD1en/VJxGo0ZmZ/PHVJPgevPiM4sqvMbdSoDg2md0linOY/OYLYkmgJ5RyasUXF7uCWFimYZWzpULSqOHaDTGhSkRDnEWE6YhL3SeIjotxnJHPuzbTZmp/h9/+z/+QXJ0m+PndJ//f/7v/En3qa763YOGWHi8OcS/sJl4YZs6bBN5cc/s8Vi54jWRvnPNWPMaIR5FtU+gOsJOL9OqElFa4xwQyP8axtKjMDDKeIf/Bp/L2naak+i4VbFIs3+GHzgN8re/RMg4VE8GzvLLP7vw7xCqaIWLJ/Shi9xsZA4hV9xIWUB9XL3Kw+w63GRRKn+rgUCFPd1I4f8uzhhF/dTXnGL0M8RgXH9NSADWfIjpfSd43HZPZiGHHl7jor6w8x46k0krYK5ItXic58irFXJrAkE5lxIn1OxIRM5ORCsldtEjslYsMkMCS+YxM6RUJ7ykeNTPtfWo530gQ3ifGSiGISURsP6Zz0WDjZ58nSfc46Xfr5CxyJz/O65fJtIyU3NNf66ywGh0SFAn7BJXQK+G6Rrdl5epX6YxtINwtZiTewxiE7By1836E+7LHsTpB1C5FrjCBiZtTncpwyn3s0RBmzUKXbmuFevcitqsGDkqTnyE+0sX5/WCqjkYyYCw75Nw+/w185+hZmlvEw7HA3nOOOWqZXbNH3auzMLvFwaY2JV378eTNLKYcTypMx5dGI6qDP2jjgfGSzpKusmHOUZYluQbDpSTY8yaYn2SxOf3bdj5awOv0es0eHtIZ9msM+rUGf2mSAG4xxwwl2HJDaVcLmKmntMk7WoViMeW3B5HtrsxxVSrhRyAtv/5QXX3+ZJzZ28b1FxuUVRqUFJtWQUfkY0y5Skw0W6TBDDU+7U7tgIYi05pYKuBM+YDx8lXbQoxQleElGKUoohxG1IMH6kMSZEoLEs0gqBnkNVA2iumS3WSbls5wZXWRVzeHIArnOMcQnNzEqrcjTCRED0uaAfmGIUd4nbryNeNSl/i5YeyD3JEIJMttgb2aO/fk5jis2ehghi2eQiYEO19Gqh0biV5fpNS+RuufwMpvUNJgUBE4qqY98aocvI4O3QNg0sgtce/gKXnjIzeUv8U8vf507BYNEgKVBGoLElSyrhN8+6vJcd4vqyQbq+B46Hn3keoyiQXG5RGU5x6t3McS0AhRTIqSIzhIMFZNhEBougV0msl0sUnI1wVYD5rKQslZoDePAIglNCnrapPw+4K6ZcppzPa0sZMoi1TYitsn2E4IDhc4k0lQYc4qDuTZvzDzBa9ZFbrBMJkwK1hC7+QOi8ttIBGtqkQuiAdrAMVJcK8ISKRqJpSW9wTx37q9w5vg9ZpIjEqNC0Xkew76MEAaKDGUkIKZsSelMsEtdivUtirUdnPIBTsFn7v7vkG+e4U7yfbYHG+hMgKGYVQHLx0OauxFCn9Lmlhzir3wOSz+N68/j5qUPmSrkjO0RBzLmQWawOQxZ2X6V6ztvkBLTKxXpl+pYKqGQTKj4CaU4pZBmOOl0PhUwKZoMS0VS02H54BhTaW7NlvkXT9d542ICTh8hP+j+MZSJIRpkEpQ6PO0lFTSDOeZG52iNl5GGgVsZkpZGrCd17o4voAcGzaRPOznmQnifcye7LPRGNP2IUpQ+Vjk/KTm8u1zh1Ys2oRMQ2YrYylFC0RzBTF8yP3CYGVVoBGWEKPJofob3Vmwezg44LB2SiQOM/INmbaEFlahB3W+wOFrmjL9CXdWQzqmEnlaICIxAIwONSDRCK6wsoBCdYMXHxKLH0Arpe2Jq44vBjrvA/eIZMNpcGAeYUQ87PGY26DEbnLDgn1CPPqTzDOQW+DMzZMJFZTYqK+DbRcZFD7/gETguueHAqU20nUts/yHE7z2WV8uNn6cCCCA3NUprzFwy8FLurIx5uDAhtab68baAotR4EjypcaXGBtzcoda7jHWyBsqiExxxdmNKKan2NzHzGC0E0ZxBvpyTLWbE5TJ+eBZxw6a9fodS6HNYNfiTpyUvL12kr87RjhZY0ynHjZts1t5h8Sjm6Uc2z24rlvfj943qmNQ1aUNjS4NxXCFKDQylkZkGlU/XuwAlDZSU5GJqapaZJtUU5o56mHnOXqfD3bPnGbgSIxwjo4CRW8KNMuYHA9qjIU0/ohLG0/kSgpOyR69aZtycw+qscca9zLxYRCLYkT3uGHts0YUkwIh8rHyMTAYEyRhDFsFbJq21wDDJtQ+VB1zbvsvl703poP/8hSe5eeVFnk2qfG1QYT5xCWXCy+UbfL/yE9727qCExsrg2h780j3N1QeKZl8Tu5qHn4Y7z2tGzSkNT45sirdreBuVx/HwwxsJIabCp0JPPSQUH91oTP9fYkuHRCVopvO731lifekcQfscT+YdvnKouDxOWfl7X/7FSZLPrRb13//dM8SuwyuFz/Mt89cZqDpIgVCK6sMjZjcyVrEwOxY/O1dmv2SxECj+7Y2Ev7CXcuDkHEfrqJP79KyQo5qHMkxQGSU2WVy5T/vMEVpBvlsjD0qYi0dYhQh71+XGUZHvexm3vQyp4VLY5vzgKdr7X8ZMPOLsDvnku0SFIr/39X8HoyZpRDvkyS5R2uP8pElVnKfvrfJWo0DPmXZ3nuntc657i9nBAC+blg8jkSHTMpXxEtJMCL1ttFAsxDU+F8xQ9MckD75L3n0XpInRvoRsnEUg0PEIFQ0ZmAmHnuSkWqbfmWPsmmRCgQap1FRC7UMl+8iyCS2b0HbwbZfIkMTSIDJsArvAuFhiVKqQmf/yTvuPD1NlFIhwiHBExBx7LKtNaocxhT0TNXEQCLqqxHFe4EX5Y76ebOPKWWCZVK8Qssz96gyzfOl5AAAgAElEQVS3Kga3qgbvVQQbJeNxoj0fpJwdjlhKT+hkO8wkd5nLtmilA6rRiAdilT+rP8/L7SdZry2gpaQcTHi+e5PfPvwuvxy+iicCUm2xmT7BevAs4t6E2fUfcdCaZ3v+KWaOHtDpPcCLP0D8M8NgWCmx3zA5KTWpR0/hIXBVgrBT4pIkcT3SQpGJmbPhpRyVPKRRR9l1uqUiRy70HJNB0SP9hI1KKZjQHAxoDfsc1xpszi1g5BmfufUuv/TeTRZ7u4zrFfqNOpFbwBUGs2mbliphSUEpSKkfHWEPu4x0wI/OrfKHn7pGubfFr9/eYNmYo126RFMW2dUp/ywfs+7fZjV8yHy4Pw0vQrN4NOLq3jGpZXA0V8eKNIUgphAnWGmK/HiMEBKjdRGzcwWdJ+hohE7G6HhElkwYkxCbMY7OKAYJRqJIljUiB/NYIOPpvc3qMLpksfV0mztnVwhOPLg/w1BJZDbGDYdURn0qsUCaa6TFcxy0mmx1SmzOFdivO2SGRCjF1btv8vnX/oRiFHDj8qd4+/JTMNIY+ym/85Pv8mvrr7BZnuUPrv5bBJVV5uI+n+k/ZK13n2LvHjqcyrNFToV32+f4cessN9pnmZgFfuv+D/jS7tu0wwECiAtFkvlF2hdSlqpvYYqARJ3Dz38FQYAt72HLe5hiip7kmcQ/WWZy1GTYz4h7A5zwE+wN/1XD1fSXDW6dK/HSmTp7jonOLVRmkcuU1ByT4ZMaEcrMMAdXCI6+Tpy1f+5QllaUlaCVJBzJjJHt8UQsuexvUAtfw06P0aaD2yqy4h0yTw/byMh0jZoYUBZDyoywZMZDtcj3R1cYDDUyiJDCYKF0luoz9zFXtpGbi9S/GeGs74LtIaSJjoZgeYil55ksfo6wUmCQSk7SMmGe0AhuMLP9U1rd2yTS4E5jkZvLqwzsMs8f3uXC8Q77doOdQpte0aVfEvTLipNaxKA2YVjvo53+1HwHKAWaX35H87U3Fe0RHFVMvvd0kR9eVYyLGonLp0fnmBtcxh0tI5ISR6VN9qr3Oag95NDdIZfT+FDKynhGm673DGd3BE8+eIeL61uc3x3zvpPzuCB41CrRLdcJnRISjZ3HoDX5+70rnzDEqSKAkee4aUZzElFMQjY7CetzBludJvudS6wvXicsLtP2bX5p/4AnT45xtQItEIFETAx04KASBy0slDSnJX1hoAjI8j3ybB2VbQM5uXDomTMEqkB7HHB92OXMaB/7Q4mwRhAXqhy6TTbLDTa8BvvFBgfFJv1ShZr0OW9vc14f8LB8nttza+w0O2gN5WDCanefs3ubzB3tYMQ+mYrRCAzhEFsl9podtmc69Bp1fLdMs3jMVe8GT1s/ZZQM2Q5NvG0X+14Nei7CVJTODek80afc+qjLnnEEugCqBAhIIo/1Wy9yNK6hUbh5iaWZd2j338J+V1LcV7j9HOPnFQRPrx182+TebImNjgsipT2OWDhJWDzJsLMp0DBx6/SqC/TmPQaLNqFlkIw0RjDGCCaI0wa30LHZnjV4uCAZl2aYm5yjkNSwkjFG+BKrO0PKoYVEstL3Obt/iJ1m7M/OcuuJKxy120wcF6kVdpZhnR7XShLaR0d0Dg/pHB5S609jVmYYdGc6HM4t4bWf5qJ9iZL0CHOf9clNHo3ewc8GP3fV8qxJ8YyJ8bDIlR88oD4Y0F+6zPAzf43zuklBQY7mnj1iM7iDufFjLj56SC4zBt5UYbE1gnI0ZT3dWYSXrkleviJITkGvzonD1UcVlg+LZFLxaMHn3sqY1MopTWwqocGlULCoDURmkvgmqW+SR5+sZKaEPDV5mr7PK/Ms2stclAu0CotY0kajWP7dL/3iJMlLjZr+z7/6wuPfpQGpY7PeOcPr1z/P7vwqRpZSOdmidfcmza5i0lhh6/pFRq0SxSzjq4chv7MuODeZXk+uc/aTTR6Yh2y4AZnUNDOb86bHiu1hSgkKRCAwBlP3rMwSdJsWB3bGUBwTiAmBoUmMWVrDBaqHE7r9b6BUxPn6ReaKa5g0sLHIdEqoErbEIbcKDzgoJlR0G1fbKGBoOaw3Z+nWVmmkORPDwxQRv+X+YxazdTY3P8XJuIltBSzO30eJjOyojthyUUFOalsEboW44JKZUz7U46EVMjphXtV4Xj5PTVR5JLf4Vukd3nG7WFpQTKGUKEIrZrPWZehO0QiNIDfnyc0OShYwEVywA667Ia7pThNgYsw0pjRJmTlc4t3uV/lHcR00/C1xj3/P/AeE1hCtBaU84ofqKf5+/pd5oGd52tjninFCKjMkgrLRISsusNFscasmuF92yE6T+VYy4KnxbZ4e3+ap8R2eHN+hlX4QpBNVJlJPoPRVovwK28kZtlPBbpqSEhJZPutzBW6vdHg466GlYPE45Yvb6/zW0R9xzfwhJeOEXEvuqA7JRoK9ZZM4LdJCh37VYG++izF/iOuUEZM2qd8ALcnjjGiUI1SCVNnU1Q+Dk9oqsdfEiH2K+xvwIQMWgKJMSDJJWKiSlGdJyk3ichtdmiUoFDmxBUeOwE5jnnxwl+rxPZJmi7IfUB328SYT2sVzrLa/iG0U8YevsLPxHRY2uigBdxcXeffaIv4FQbN3grifI0PNcLbG+JkGz82/zsr+CrU7v0k5X2SQ+3zXOOCbRoY9HLPmr7MabNL2fZ7ZOMD5sK4kEDgOge0QO/Y00TfNqR5yliPynPJ4jBuFmB+Tm9NotAFo8ZgWpZk2Xk1dq953OKyw1+jwaLZB4GgqoxMQGiUN5Cfoqj4+NyFQlsSQCpkpdCZQTcF7y9d4N7vKSVBGKQkG5DMunxs84G9983+hGPrg1jAmx9Nzsj2SUocIeHN1hf/9a3+Bh3PzlIc+z+c/5gx32BsvsnN4Hn2c87n1N/nC9tvMBNOkelC0YcFg9fKYueIhAONxFX/L43hYZRxYlE55kQCTusvG3CI3WufpVssktZSysY+V9MnTAF9pQq1QIgDTJzen8mKhDVsdHm8e0WDkJkZuUswErdSlJmfxlIM56fO5t0Ku3RsxMBSvrS3hP9OidGaPUVBieP8CM3fHXDy8xerJLqZWDMpluq0Gb7fO8ofNX6Kqhnyh/wrVZIhjaZrlBXzxVeIP8R5VdkSWvINK7oBO0EaV1FumLRd5wTuHZ9okD/6E5O4fASDO/yrD1S8zyH3k/s+obP+E8nD3MRakgXFpib3FX+Kw/Skyo4xBQLH8HtnKQ5L2gFwbRBn0Q5vmaMJyeEwpjTnSM2zoMzxiEZ1JSEMcfUJq9UksH2lpNpoWw+I+n3rQ5etvaK5uahJT8NYTHW4vX6YRv0gpqXPiHrBev8lm4wYDZ4uVQ81qV1PxFdoooaXHlc0TrmylWPn0Od5vQL9iIKWFTqvcLVygb5epxj5Xe48439/BOIXHfNPhuFjm5H17+5JJWobUkcRSEmqJTCMqYYSbKhACoTXVIKYehJQrEebVmJ88/Qz/d/1XeSQuYOqEZw/+iOLumxzbJqaSmLGBGdSp9ut4AZSSE6rpMdYpRUUDdiyYPYk4f3xA4VTiTwmJ73UYe0uI8iKyPM+B3aRvN1CG9cH6BvYNzcOiYsvW9FROojWmLQieamIV4dKD+6w82KS616dvlOgW63S9BseFKlJrcjltJBNaUUwDHO82yfwuwewcSfFZMnsJgOXsEU/Kt4mUg688zMOI+TvbzK/vYOQ5h50Z7p57goWjIb/2w5dYOewCkBqCyK0QFZYJnBqZKzhx+4xkTKI/kO6zspyVowGrx0NspZnYJoFtY+U5lSh57BUwjWEC6zTeTRyLXsnluFzipFIkNg2EyhFakxkmuzPLDKoNRuUa41KNsVdl7NUYl8pk5keTPKFytJx+/sz2fa7efYu1zXtYecphcxHDqvBrL/+A2mTMzuwyty99ir2ZFTLTJpMmqWESm5LUTrnSfIlzhdtMkiIPH12jeT/k6ds3aA9PyKTBO+cvs3P+06zWnuR538PU8Hpd8sfthIP4Nmcq9/lM8yZrR0Xcb4H99gOEU6Fw/a9gzj9FT4w5yg4Je3cYHd8kzYdATinJqfsZrVGCkykyKVhvNXh39gw3Zq8wKnlsUsXXLmv+Ds/236GT9MiEgcDG0BHvw8gFw+PQ83lr7YiNuQCp4IXbmt84mGFu+TrprEsgD3kkcl4Sa2yrGXZnlinVJzyXvMK17lvYOymTPY/wxAQ99WDI3TLCnue/+If/3S9Oknx5Zk3/13/t77LjxYysBF+HJIlPHvnIYEJQcHnnied4uHoZO4kohhOEBkMpDKUZF0sERQ9Tp6zmu7QGbZ4Ymlwa5pQSjdYxQ73DYbZPqEMMDJrGLE1rnoJRYurrJBFa4mWaYq6pZBnFLMfJzccduQBhNuHlwz+gF+995Bq0EGSlKmm1RV6qkktJmiXkYUiWTks6Qmu0FPSqTY4bsxw1ZggaHpese1wz3qI1HLC+eRUZFCkmMYIcaSY4Rozrx7hHCU6YIEwIK7P48jzq/6HuzWIky9L7vt+5e8SNfcvIPauystburp7ununpnukhCc5AlGVDlAHBeiAMPcjyiwHZEGS/mHzwkwHLgN8MA5JlQLRlCqYpkuI63Ib0DKd7eq19yarKPSNjX27c/Z7jh8iuXjkceXmYAwQiM4G4keeec8/5zvf9l1hihClIj9gcE5kxO+YqN81rFLUCo6jD/cnbHM0fni9rAifXopJrsd/WuN0K2HMOmGv7KBbYOqkVSM1tdFEHGZFpAagAISPMTKLJlI3pOvHpL/BQ2nwVnf/MeMQuGr9qbLGbdyi5BpfzNnreYC8vSeSc7e4RO90jcskCaR2aJnMzJdZCLnpFXopXqWIRhfscRA85y2nETh5NSh4kbU6DAuV0wg1l8aLTZNmpoXSBp0K6mcdQxQQCICHREkauwaiUI7RtkAo7nFBMD9lMT1lPYoqpxM4iVs0OK6JLCe+z/m8KToIS7w1X2Z3VFyQYJJaekVSbTOpbgKAxe0Yu6tPN1ekUmhyXVhi6Dfq1BpZ+xgvhO1we32JtusSW/xbrySsYWPSSMx74jzmaP0AlU/Rzco+pSxr2nA3nAmuF/xBDrxLOPmR28tto/gFI8F+ShG9mJAXB4F6Vs4/qZIGB1srI3YhYu3BCzkwYRiVi5VLVhxTPrlJ98HeoyC2CzOOR9R6/vtzh9rxEvlvm5bM9bg6eoHRJYBkExkKlRP80Lh6Y6y6+WSAyXY6MBn2zRoaNHac04h7N5JhW2KURjmj4MxpeSN2TmD+BasLH35HqOoHt4DsOc9tm7jjMcg6ebZPqAisJMJIIPUtINI3IMsjQeOpe4HHuEtcij2/nx2wVChjGZUrxMkQe4b1fZyIn3Nq5wm+88irvXdhCaRoFf8TyeMDWYIydZtxfXudJe+UL/1thPufiyQGXn+xyY/eQl59+RCWYLuQnXQMzks+zSrFm8Liyxr3aFvdrW9yvbTIrubiOT9WcoCcpHb+Bn7qYMmEz2Oeq/4i1+TGmSlEIlBK48RiI+VHzJr18k0bgse73qCRTPiFGglAattNk2WyhUMRZQCQDonSOij2q4zHtyYzGLEADfMugU3ZJdJ2aF1Cbh+hKPVeu6JaqjIplxo4g1ROkZjNurSOyDHfax4pmKASxXcVQecpBRsn3FrClwKMWeBiRx7B5iVvbrxGrGa7foRh42JFPqocYSlHzMkqzOfY5Hn1ULrO/2ubp2nX83Au0Zg0MaTCzpuw23uNx4x2G7glu4rLhbbDpbeKmLolIOHaPOSgc0LO7CAGVWPLN2+AEC2zokky5kCQUJDxLqtTPymyc9TFkyqBY52Gjwaho4gQZjemUrXGXQrQwCgkcBzdcHII7lSJPGikfXBJ8cEkxK8Ss9uG1+zleeaKx3fWwpEQC/UKBB7V13l26wX5hmVRYSASZ0D55aRqprZGaOpkQSKUTZTZWFrEcdVgLjrnsP6WQzM5hIIpiuID4BI7g8cVv0Km32N57RHl0hCBGV+c2iyzMYwphTMUPKYYxNS+gECWM7QIn5RbjUpk8KXoSMcgrAksSaDb3iq8zttZoJj7LmkfdiSmLDKV0PLmMntQxpYNCkQo40SW/n4tQacBbox4/e/Aeq4O75NMZmb6wMZZCPD/shYbByMnTKWvMymO8QsLUtpmoNXyzTGovkRReYLC8RVgqoKREkxI9TTHShLw/5Sv3/pw37/6Ird6QyM7xJ6++zvdffJnKdMz20R5X959y8fSEwqeC3Y/XmcCx8dwC1fEYM8s4rjd5vLbGNG8jZAgyQWQp+TCk5IeUghgrzRi7Dv1CntBxUIaO0g0QBp5b49nKDs9WL7C/3H4eCAspKfg+xfkU15+SDzzy/ozybEht1KPsjXH9Of1qg7df/ia7F14gsWxQiqXeMT/7l7/Pamcf382TS/b55r0JNQ9mOY17m0Ueri9x2lxl0xa8ePEW1foJkVfFMCOEEdO/84v43W3K/jPqJ3epHBzhTAKUgOlWAbF1mXrxb+BoF0jNKWlugP5oSvTRv0IFI2Y73+LBS99gNtsl6d0jcR20XBlLQXE6Y+XkmOXTDkaWEZsmJysrHK+t0mm3ST+l1oOU6JMBzuAY7VNcLaSiEoQUQp1+/gKd5is4xU1cNMJ4l1n6Qx6tPebx2pxMU7z8RPDqboPf/vZ/zN0LN7GzjF846rHm/YiudZeJFVAUJlVdo24F1PUB7iwkOLPxTvP4XYd//L//3k9PkGxtXVW1f/6vFvAKpWhFihVfshwoVgPJqtDo6PCv9YBpzURlAjvLcDSFoUM+nGP4c0bFCsPKwi37Ak+YqBqBcHDxMImJlUVuIrl8esTF/gm6UvQKJSYNE3NpRMmessNDtnmMdW59rELBLMpxOyhw388xzwoo8wJWuk7X0pnbLhg1lFEiNmwiwyQ2LGLj383U5PNNUxlO7KPPUpaGQy7191gLj1menLH6rM/6QRejEOG9YeHry6SjJtm4ivJy6FmCkAGuOcVWklSmBCLAFzMSLSY0DALhEjg5lBA4eoG6vUJYdfigNeJOtcfQOCMWPTIhWfBxNeDjMqFYeLQpHRH+HWbmGxglQVjOoT7Vb02m6PEQkZyhJT309Awj7nBxklILdSphkfWohSls5iJCfk5XNSMj00KECDGlhVAWSpmfwYB/uplKx0JHCUkqz3GxZESGJDWMhSOeEhhZghPH6FlGaprPYSlGEpFPMnKUsMKQcLZP4I+wNZOd0jY7pR183eXPrVN62hzpFLmzeZHb9SVmZn4xl9OQ4myEMY4YmjXShotydIRSvDiWvN6LMWcPedf91zzNn5Bl3yDlLXS5zOrY48LwgAvDXZzRY0Bi6g52zSa33aVx+Rg7tygrZrFG/26V7q0aWWhQXPNYeqVPYfmzmex4XifLDAZBjeHZDY79azRyHb5zusaStkmU+ZwU/wzv5h/wuHeJ/lGFbDTA8YYUpzH1qYGVLUrEqWaRGTapbpLoEOsp2adZJgo0qaOkgVQGqTRQykBKA5FBLR5REBNSUxGbC2xeMYypz3yqfoiTLDBkkWWhNLCyFD2Ti4oPn/mac1Ll4q9CLYL6e2urDIsL+bqCUeVi8SarpR2OSx0eFx7zIP+Eh84zPDIiKYiEQ2xfILUvklgXSa1tpFEDYONkn59/549oD0f8/hs/wwdXX+NjZ5B29xH/5H/7NV559IBe9SIHa9+hMH6b9uARvqkxdm1G+YW6Q6ppREaOmV2hm29yUlzmyF1mplxyKuSq/4jrvQfUvYUVuZVmNGY+pSBAlzGTUotxsUVk5VBGRt8t8iBb5pG7QXU+45ce/wEX5kfEumCaWxwkfMdGEwaOtKjPfZqjAdXJCE0p5vkC+5tXuHflJvc3tzmolZmZGlo8pzIe8tatB7zw7Akr/RNK8yGBZTB1LPrFPJO8jW+bKCGwkpT2ZM76YErpnDz0cUs1Dc+2mDsWJ5U8vZLLLF9kf22bg9Vt9le38QqlTw2oRM98ruw/5pu33uW1+w/YPjpFU4rYNOm0l+k3dhiWXyE2NgktndAKKMZ9UnOCb06ZGzE+GZlIyPszcvN9Lh4fs3MCZirINEFiaMTnKgSpoZ/PaQ2FouGFLE088km2kOgSYrHKqcUsSzWNXqXGoFjCTwVdp8pZrk6qGXyl94jrgwMK8eLZnFsmnYrDoxWdx1smpfIGV9VLvOxfoZnWvrBuKSXPCbwZUiYE5V36F/6Usdtjb7DJ7nSNE79NL6zhJTpWOOPq7BkXvX1yyiOfpLhRgjjfy60kI5ckmIlCSI0Mk1CzCQwH31jop0emTWya6GnK5dEexWwCmkDPJE6S4SQpVpotStaaIBOKbCEMtZAI+1jGEdClhpEZaEpHqAwj++x8+ExfgUTXSHSdVDfIRxGmlGRCMCi69Cor9GvXid0dNL2N0L6ob6uURGWnuMN32Dh9HzvL+MFLr/FHX3uTu9tXkJqOO58R2g7ZOXzQjCOW+iesnB2zebLPzuERO8dd3FShkzIrFnhw+TKTSuHcaEv7ommUWuCIhczIdJNpvsQ4V+C0UGaYLzIulpmd81zKsymbnRGtqYWSM/pleLSxTuDkAGiMhqx2Tyn684WCj+syKFcYVmpEdo6t4wOqswm9Sp2T1hJS08n7M165/UN2nt7lYH2H5bHHzd1H3Hj2hFwckRmC+HqG94LGe+VXeDS4gSt8Xr76fZaXDr4wENqBhfOeRf6WxOouAta4VkIrb6EN+2iTExLD5LBRw3MLOHFGdTalPJtgZZ918ghsg6OlErtrazzbukqYazLLF+kVi/imTvvskOXTfdZOnmLHEamTJ663yaw2q6c5dK1NZFc/I+f26X82MEOOtB5e9hGDpTs8WR+iRExiXePm02Uu3Zrz/fVl7HmF5anP8nzActBnKQ4w85cYLL1BbBUppY9YmX8X27zPW//y/0Nb6v+/m728o978r/4Z//UvvsA3N6pYSpAOA9Izn6S7eKVnPmF3zjtZwodk3CLjARkfI/vW0HjdP2Bt/Js82XyD33nr5wnMPCvqmFXPYzqusRvZVBFs2SZDK6HmHXO5f0Ap9PFNm16jgK6lmEQ4RFhESF3Qz1XoOk1OnSU6dgt5TlbS5UJb1E5jXOY4mo8uUlQqyBKDMMuRChNNS0iFpKx9iMh26ScxShrUwxxu1MaeF6l4HnYcL4hTpsWkVGPyvERTYp4voD730DphQH084OLhE648vc/a6TOkgNjQv5QA8elmJSlVP6ZOgaazQa16A7N+CfEplq9UkkN1zHvaBwwGTzADQb/a5NbONVLToeZ5tPsd2r1jivMpmdCYFHNMChGT/JxxQdJv3GBYfQUr09me3edqsMuFucd29+tc1N/A0h3OuEPvwm8hNw6IY5coyhOFLlHkEkYuaWJjGDGmGWGaIaYZopsRQg9J9YRQD1FBhZXON1kdv0QtrWJkuef9GOszjvUO8ug+ztPbtDv7hKbFd19/i16zzfbJAVVvjO869BoN/ELhuQQbClKzjDBcMiRmeEZkmPxfl15kt7XGUqh4eZzxlWHGtVFA3p9yJEKOSHkRi0uyxbOSwW80Nf6kpTMuLRYBI0nIdO2TMVUpiE/ZrmeSfDCgMuqwdjZgrdtlpddhrX/CRneAROKbBl65QLrawNnSoSmJVYlZ7zLxYIM4LmCei6hLFKHISPQZVnpGcdZjfdJjze9hz0fIWQfkT4aTzc6zQVJbaO36lnH+MvFtc/GzbX7GAEWT8vnvutJI7BKxWUAJhZH3cBohbmNKo9alotVJhhfpHi1jji1KMThRjEhDRBSjByGWP0QL+jhef8GCRxDaFnYUsdes8XitiZQpUihGpTlnTZ+zNZ0sb1CxPQpGiIYiIs9A1RmkJfK9hDfuzXjzvsfWmYcUENgObhjyrF3h7RsvgP0tWv4qSknM8Z+wffqEUf0mnaWX0MijlEIpj7m2TyiOyGQXI5lihzHmp/aVT4TxYFKocLR6lVl5h8bMYa17TG5+BMkJKuv/+LFAI9YdNM1EmhZSEwuDmfGIlUEPO8mYFkp8tHOdd6+/zIOtSySmiS4hsSxS3QClcAOP5qBDq99hpXtKc3hGadp7DnkRapGJLPsRq6MZbiLxcjlGeYex6zIuFAgqy8T1C6hyA61kEOY0jHmFIJwyyAb40QAjjRBK4dsao6LBqJxjWKkt5oKeR2lVlJ7D9ee8+uAOr995n9fv3qI+XeAlH61f4O0bN7mzfYXadMLO4TEbnROWBqdUZiPyUfiZbCFApGtITWBm8guwoL+qLQ5iMHFLjEpljDShPh3jxNEXrpHoGt2iy2mtyqBdxqu7nBQSzvJTBvk549yYTF9kyfNZhc1JkxdOXC71GjhxA980CQwNYaQYWoAhAgwVEkmNmbLxlI4nBjhZh+Y0pj5LyM9jin5IxZ9j/BhY0k/SIgMiUxCZgtCEyBJEpiIyIbAW7x/DEpwYSr4iH37cd51MM7ETAzPVFodcUyewTQ7cFT4svsTUKnA5DdjJXDKrTmLYxGaKZ08I9R7LZ3tcOHnGxlkXN1ocNMY5m245z1mlzrCwRGJUMDIHLRmyNnpEKUq5dfVlvveV17l96cqiGjRLWTkOuXDQZ+P0NtK0GTU3GFabDKp5BmWdbsUgNT5OisQ0BmeUhiOseYDIJEKYTJ2AYc5DSBNbruLrLRIl0NMMK8zQFQR1l7hqkZZM0DWQChGkEGaI8ByDowvQxEJ9Jg6wZUJiWcyKBaSlLz6nQTNK2JylXJjEXO6Puf72b7L06EdoUnKrfY3fuPwWZ+s1RhdanK22QSk2j55w7fFHrHb2qUYjluMxS0Of2llMLkrPIUA1Hq+ucm9rk6wmqSQRpXlKvTfD7Q+x5h75SODGimIYYsdztM9pqqeaRWqVyKwCqVOkXymy1yzzuFVjVCohdJtGkHB7pcGTlfVz+T3FUu+EFx/d5uLBY0rTLgKF0tOnxkUAACAASURBVHLoxhaj+ot8cHUDXT/mWucZdpYSGzV2putciCvYmkLpCZkesCv69GMdO2wSGi7fv+bw7iUHVMDqwa+hsj8ntFOWhgbf/gCWxhlWIlF6ibPWV5lWroOwKE/2kMk7fLR2wN5qkThZ5p3//N/89ATJOzduquLf+6d4Yco/+vYO/+m3LmJ8SZCnpCKbRghNIEydGMWtzpR390b88ZMetw7GJHFG1f0jfr77fUT+53iyusPT5U06jdYnF4ozVmcZ3/QUG9OIfrhLnPTIpSGjfJGzcp2zYo2zco1pbiFpo2cZrdmI9nRIezJgaTokyJv4LUWh1mHVOGJZnNDUus9FxqUSDLM6/ajJsn1M2ZgySOq8N3qND2c6I/GQwOici7xXkNbXWetXeenxIbN8nnnOAbVwVdPTlNQwSEyHxHIInBxezmVcqnLc3iQzTIw4pnVyTPXkjMLZCJUaaFqOqshRVXmuaC4VGZL4D0n8p/jZkPCc3a1JScWPKCUGeb2EmWtgFlpU9SpHYsSB7OKlI0gDhPpkt89HCeXzMlRo6QwKOQLLJNXEZ5inqQk5vUhTb9Oy1ymaNXr2kD+98A4nlUeoOEXGOWSmFvJkQgfNIBOCiJQYiR4XycUVimGdUtSgFDYohw1KYR3jc1qIlpAUC0OW9FPcJ7fJ795CD2aIfAPr4s8x2fkGv7tZ5kFJQ/gjGk/fpr33PnqWogmL5XlMIVOMqlX6jTqTchk0jYlVIinf4EZa4tVRRjvMCEiJzpm3Nhq2WtiE7uUVby+NuN32+chepmMvqhxCKaxUkmiCkjflysEeLz/apzn3ESJj7EjOKlVOGy2Om21OmkuE9mczKlYSY8cxThRhJzF2HOHE8SIQyMDItHMrXJPV3pCv3rvF9tED3PkpRvaJZNXccfGKJYruKtXqDTS3QSQypipgIkLGImEiBJ6wyPQqQjYxkgiZHiDTDiBBxUg1R6kZyAW0aFSs0q3X8FwHpelYMYyqyzxd36bRP+TFux/QHAwpyoyWtUTDWaVhr1J3VrE+53QJECpJIMBHkogIJX2MeI6K52TzLunJhxS7e7hhQKrraJkkNDXe3rmIZwt0mSEU1Gc+QnMoWD72iofVCshNMgq3wT5czNfMVYgYPLPNSfslNCxWO+/h+h0Cu8jtna9xZ/tbtGd1HCkgi2h33ydhn0G5ipmU0SmBWSG260jdPl+/AozggPrgPSqTPXQF08IGg1IL34pIVB8lF1hnqZl4xVUip0wpCFjp9xlVLhHmVnAi0GVAKkdM5Rm2P6CYelgqJtXET3RIzjSd1LCRwsZMQ4zskwpEbDqMyw26zVUO2ut0msuMyg2MLGOlf0a3WsfP5X/s9f/fNKFSNBmemyqBwmT76JRvffgOX7/zAdvHh58JhIelMp1ak069gZcrkhguhnSQscudcpmz7d/jwuAmN7pvYEmNfa1PN/eHTOofkOkJhRBe6Bu8+SylfZSgIo33L9/gv/v7/5BOtcUvPflN/svjf86tdJvfyL7BXyQ3KIRz2mEfN/G5W73E0KqdV9kWkDaUIp/5VJIJ1WRIVZ5Rzbrk5RRbJtgJWImG9lfkXN0wpu4FFMKEYhhRDCOsTxlTBKbJLJ9jls8xcW1mOQclU0SaAILbV17mRze/gZkmvHjnu+R6HtOcYF7fxSv6zBxJZEFm6GgY6MrAkAaaNFHSIZYumg7rxQ7LwqN0v4jZDekVArplBzfIs3GWxw2NRQXQ8tnKDfi5xilVlZDMdWJf50na5Feq/4Db1mVWtWNe1jr4zoxOcY/j8iPUpw05lGK9B197qPjaI9jqLshXvqXTK7qc1ps83brGD176Kne3LwPQGidcPUq5dhTTnGSfqzgpfCGZipi+BgNDo5cXdGsGXsEkc3RkyUQVTTB+/PPypfM0zND7IVo/RPQjxJcYh/y11wBMwNAEQhM4BrS1lItJyM5oztp8jhv1UMkpQzXlUcXmoysvcffKV5gWqwBUggHr/T2WDw5ZOTrgwvERy1OPpcmcUrg4nM1sEwHk4+QzEnOpJphbJp5jMym49Etl5k6ObrXKYXuVaaFMYjooLY/SXZTmYpDHkBpzRzAs6owLGuVZwMX9XdZPdlnqPsaJFs6Po/Iyp+1tDlcuctpcJrb08zr0QpUk0XVA4UYBdrYI7jWlyMURhsyw05il/hk9p8yHV14g0Q1uPpvxrXuSyjzDTbvca/4RP9j4kIn7eTnIH9/u/P07Pz1B8muvvab+4M++z6/85l1+5/YpN9fK/NO/e5OdpeJf/+FPNSkV75+M+Z/vnPC9Z3+JMP8ZbuZRmxVoxDVclomNNh/Uv0antgwFA3X+cOhSYUpFeP57zY948fCYG4/vUdvb5USW+NHSNZ5WFiLzrWBEzyqTnhMZ2vM+NwZ73Bg/5Zq2S6vYJ14WxMuQthXaWFD6niJ3VyA+peE8qRT4/g2d7++E7LYXRILUWCFxriG0C7SDJi/4dVZTl25+xPtVk93CQsCdVKKNYgrjCS01wXAVJ40VpnYRoSTr4x5bvYif6afcnENVFjEx8EmIRMzMmHJSfg8lb6Ofeni9PPPYPi8rK6w0IzY/yW66YUwhlhRTjVKiIdIEn5DIXGQUyn5Ew/PJx4vJPi0W8VrrJOUVAttmmk2ZJD2yz2UsE8MgMW2kkQfDRdOKaFoJTa9gUMGQeYw4h1CL4EidB2QZQyJtTCzGSDlHyyKsRAICXenkooxcFGJIidRdonwLPdcgZ4FjJLi6ZByMOJ0NEEIRV+fc3UnYbwZM0pjGBG4cKL7yNM+1Qx0nCZ7jJiOrxKywgldaISi36a21OVmvctIw2C/keZavMDtXtHDShK3BlO2DIVefHvHC7j1qk0Nc/wQ9++ReeLk8p/UmZ/Umk2KdxCojRAs7qSBti1Frwmk9o1+DWqlHahkkkxz+oIGvFUl1jVRXJPoC05saJr6TY+YWAGgOz1g//YjC7BYiuY8UEiutoqUb6OkFbsyrXFEWJd2mYhQpG1VM7ZPDR5jNmcR9BrJHT/ToqxGhcjgrluhUqnTqbXrVJUal8vNsDUDZy2hMQ7a6M14+8lhRBk3NoqXZ1ISJJgRSKY5UxJPM4ygZ0sl8Psq16Rt5YmIyY0KDXTbSu5TkkNSQTByHXqHCIF9EaSm5bM7X9zq8eX/Oy08izGyxCWhS8Xi5xb31ZezzxTs2bZYmc64dnVIOYk4aDW5duMiDjXXmuRxGqjBThROnVGcjKoHO0kxn6+Qx9dEjMs3ksH2Nj9ZWOcxFXOz1efPp7uI+5S20UobpZsRaDhmXEDOD/HSKFfQZFnN0iy7DgkN4bphhZBnVeUQxTrAE9EsN7i9f5s7OVR5c2iG0HbaP9rn+9DEvPH7IS88e0zi32pVC47i4wgf1DXZrKxxvnjCq55G5F0lzTTLHwElCcp6PO5hhjTys+Rwni7BlTCIM+ladmVHCSAVL3pg1r8fKvE97PqCoQiLXpl9fYlJdwggmmHGElSYYSUKsS8Zmnr7ZYmgWmZsGyvAo6Hu0vRgnWWBQtZxOvdBgSbxIw95gXu7ygXrI4XSONs0o+2MK4ZxUapzl2oSGQymaUIuGODI6l1ITzNwKYb7G042L7C2vU/Am1Cc9UsPktL3NSWuF5HzdciKJnSrcQGLHHhPrDpF+DEh0Krx+HPDqbgenF2MmKaoM/8fP/C0+XLtOMZrx0oPb+H14lK6SYfBxEFxNprzp9biZbxOGCaNsTJgNIR1jZiPy6fg5QQ4gFTpjo8zcyBMZEFsJqR2QOVMixyN0fApBys1nGV97rFgdLtaFuQ2HDUHs5LFVnU7b4sGmzmEtYWj6jK0JCBObK3iOIMPGTWrYaYlEX6HTukLs5HC9KUV/SmxaRJZDPphTH51Smp6QC44w4kNSbUzgpMydDN/JSPWEkn9O8EtybHYWgbGT6EgBmW2wNMu42BnTGA0XVQehSLUciZkHNISMGZcM/qfX3uJt5w3QQ5zlX6dRvM8lWWM5LeOQoWKQAQSpzVyr4BlV5lqF2Kwxdpv0qi1GpUWSoTDuoGaHXDg+4HIvoJCZ55bPJolukWg6Qwo8oYmHg/pc6JwnxnAy/FKItI8xtdtoxoTUbhEVv0Wcv7GAWmjnmeC/oplpQi5JyKcpTpzgJBIzyMiFEiPWMGMNkWqY8UIfH0MxtwVD22BkCCa6RiwEZBIyhUgVIs4gWGSjP40+FEgKMqSdxawbKUutQ9TmIbJc4OH857hnLzNzzivcSYY1mWPP5iz1u7zx6CO+cvCY0LbpNWqc1pv0ymUm+TyJoZEP55SnE9zQx0xihJIU5lMK88kX3Dqf7wWWwzxfwD9PIq6cHaHLjMiy2Vu7xP7qBZ6trxLZOnac4saQTxcVUsQC5pRpOpmmkQmdWDeIzrHLSiy0oKUmiHXzCw6BuTigMZtQnCucKEc+tin6CUa8h50KivMh7vQeWvCQVIsXMCtdIzEEia4hNVBC8T/+D9/76QqS3333XQD+7a0Tfvnf3GEeZfwX37nMf/LWhS/NKv91TSnFO+MJPxxPeRwo7noBj/2Q9Ly7ztkccXeMtHQuLfW4YQ3w9QoeiiOrgj3zKfZGnM7KnMmPcWSKS/oxv2z+L3xTu0eS6fxx8gr3000eqg3eEVeZaIuAJJ8l3PAGXJ+ccmW8z+XJEW7kQzCGLAa7jHHxZzE338RwqmQq47bxjD8sfJ87tVPGVodEWyyy67HFa+GUol/jHe9v8I54A72s0bZmREtljpsLiSdDpjT9h2wHhxSVwV5+i/uFSwC0/S4vDJ6wOepQG48ZKcHcijEch2eNX+CkYpK4M4LUotCZ8uKjW7SGZ2QFC6cWcqm+z7at4U5exx7fIOe3kULnvXLKH9Y0blUsNseKf/8w5dVBD3twj6x7n7T3ANIAhWBSWubeRo4fbo84rofYsUE+NKjOXcpeDjfUsL7ERlfTDKT8cm0eQxg4wiInJDYRqABtIsmSjMTQmRZt+q5AKAs71dEzzmV4FtcTWJSpseZPaT97gpX6RG04fiHPe9tL3HPW8fMOa/qctTFcPOwShS7H1ioHpTZ7zRV21zfw8otx17OMtW6f9e6EnaNjbj66zdWnH2Gnn1joRnaBebnMtFZkUKswaOaZVUxEuk1fXOWoXOC4oXNcM4isxdzPJxEX0j2a2oeI5BndpMIoapCgE5mCxDRRIofS8kht8W6mBq2RT2gk2EmI0AqctHZITBuRScxhgBylaP2Qcn/MtckhrWjMzM7jmTnQirREjpW8TTVnUDJ1lGlzv1HgvbrFw5JOrH+yiSwFkm1PsuVlbM0kG17G+ixbQEtUSkG3yJ8fKlMlGaQxXRVygs+hPqVvzOkImzNVIFEOO6HDtThHWWoEhsdZ8Rmd4h6d4lN67iGZliGkhZAWSlkotcBAmxLaUcLrD32+djfgQjf8OL/H3DLoFvNM8g5z28CQitSw6dWXGVWbzPMlrDTFiSJycXQOy/kmR60VKvOMmjfl+rMP+Pm3/5gXdvfQpKJbcXnaqjDM5RBKUgpiGp5PzYso+yGznEWvmOe0WiQ0FxtZbFqM6kvoeYNiGmANUtRA0JhMWZt1afvDz5TRpRDPpfg82+aoWKdTKDF084TFJkHjCs9aF7nVKuBVTdQ5rEd4CUY3oNCZUxmMcdMZuXSEm00opB7FZI5QEKkCvigxtip0CzU6Tp3sUxrYbhqwNB/QCocs+VNWvCF1f0g5mpMYDvl4xvJ8SClZzPOFMorJxMovlBzcHIGjI40M7WM9e6fOZPOrPLqwxQerZTzdYGl6QqPTodE5o9Xv0BieYYoEq5JgryXIpk5gmPiaYOg02Ldu8n7x68z1AkU5YVXuownFvrbNXCyeSaHOeRU/qUmSUuT6U7LbHmaUUkxnlNIZFaZsGGdsZqc4fkAaSmT8WaiDoRXIGWUKdp2a1aRq1EjNKiOjwBEJ7+shHyLpnhs3tII+v3D6Hm8e32JzsFBkeLiq84Nrih9d1hiUlkCrosQYZA+FIjNXSewdYuclUmsLqVe/nKchFaTyedlfU5LGZEi7f4ZvO5zVWsw+hQ3PBx6NwdkCdjPs0Ox3KHpnWEmGIQVSE1AoUCqD79aYiCZCpejJGH3QZ+lkQG0WYGcGttLo1Hze2Q740U7G1BVYkxbJ0d9jkl/n1ekjXps9ol9rcNJY4ri1xHGjjZ//bIVCBCkEGcY8xhn7RCOFFmSf7ygChQ5oKAyRoWsZdWvGkjMmZ/vM8zpdVzGyzkjSZ+jx3jkEwCVvr9PKLbGiqpTnc/JBiJVEmCrBiWKcacRcczlstNmrrzN0ahhGimFmZEInlSZhnCMObZLUJEMn03QS3SAzNMJ87hP4HmAGIe5sRnGykLisjAfUxn0a4x6umjOu1jmrL7Nfu0DfXWKm51GxQgQZwk/RgxiVLOayUVSICxaJ65Da9oIkp33JXDg3K9GkQiwowahzyJz8PPb6vG32jrnZvculo3fxvB5+KlHSxsg08onEkBqaWgSx40LGqKXzVfvrfGf2dQSC+2KXu+IYz1qsW1oUYHhTyvOI6nRKfTRgW5xQa85w2xF2OWUubH7V/UV2ky3cKCbSDKZujno2pGh4JHkd381zZtU5cVqcWE3O7Abyc14V1WBMdTahNJtRmY5ZmfXY9o7Z8vax4oA0FfzNf/mDn84gGaDvRfzyv7nD793pcHO9wn//d1/iUuvfLav8ZS2SksfzkLteyF0v4MP+jDtvnyA7AbJkkl4oovcDzDMfmS6sQ1+sZfx7W4IXVjT+m7smD/dSlALDBCVBZqCT8Y+s/5N/yG9zSp0fqav8rvkt7iSX6CeLoEAHdtC4js52POVq/xGV0/tY3UdYuSrm+tcx1l5Hs11MsYel/yl7+b/gXSfhd+1lnuRS1LlCuRvXeHW+zc1DwZUPd9GnAfcvXuHWpavc2rnO47UNpK6jScn6rEdNjogMk8fuBolmoquMZjxEV5KeWSE+LwdX4z4t/xFWsksqd8mSPVp6QluXtAxJ0wDLqLBnvsJt8Sq3tZeYaw66VOzMJE+KGokmuDwJudF/ynHyG5xpB7x+UOZbD202DscUJoMvBMGJsXAkis7f5/YC33pWbXP30oscL23gxDGFub+wW57NaEwmVDyPsj+n4Pu4wcKSWAAnrRV+9LWf4ez6BiXZJ53rHCYxA+dDOoV7KGmy4a1xfXyFxugadthGKYvQFISVPtFSl7g5IKlOiQyDKWWmlBhS54BNIrHAOxsyZdWb0u5kbB0PuXz4hBcO3qM6PcTwPDAEWslAlSwGpSad0iqn7jpzbRU9qZFPyp+5D6EBT9smj1csdpdNSFLavUOUPmJS1JkUlsisLyouAAiZYsUhThiQCyOMKEOPFVqa0VleIqgsAgYmMZqXYEuJVrKYlxdjX4skr/cTVryAsSnYL5gcFEyG9sKVcvElXxJkKElzfsyN3l12xqfkpUM+y5HP8uSzPDmZw8kcHGUzFD739CP2tD166gBbeueB4GLZRrfITIMwt9B7XerkqPg2hXSDPDs4ah2Dj7HmElsbo6sD/OQxM22OZymGZYdpQSfVUtYmBco0KU3HbD6+w8rZEcXwrxBC/Xy3gFS30WWCpiTPVi/xva++yZ+8+lXOKhViw6A6HfO3v/dd/vaff5eKN+O4uUTRm4FK6RdzHNareLaBYCF1dby0wf7aJfZXt5kUK0R2juyc6KqnKY3hGUv9E1qDU5a6x2yeHlGd+7hRgpVlTHI2o3yO0+YSx+0VTlrrnDXW6NfbzwlKRpxQHPtU+qdc7P4lr03f41IYQGoRpi6JdMkoIFKBFoUQePi6ZOqYzxUHCmFMJYkg38Qvfo1B9Ronps2RkBwj6aL4PHpdVxnVeEIlmuBmcxzlU8w81oNDCtknB8RpocyTjSs83bzMweo2qWFixhHXn96nPh7zbHWd46VVYmsBL9JkRn3cpdnrsDQ4YSt7xuXiI1rLXfpWm/vaC9wyb3LXeYFI+4SHYGcBy9N93nj8fa4fPKJcmXPvyg1+UHuDO/kXkUJHS1NElJJPfUremEIwxwnnNIZd2v0TyrMxbuB9cW4IA6HpGIClS+JKjllzg6B8E6GXSDWdUFMEumRihMRGH0efklMpA72On+S5fnuXNz94nxuHu2goHpdX+d7ay/zFxgv0WiGmcwvNOUDZDqm7SZLbIbU3kGbrOXdByAQrHZKP+5TDLulEJxi08PwyepKwKjpsmAPW8+sktYv8zprD2BJcPjlm5+ghbhZgoTHJl+gVyxyXawzdEr6df86VEErihD4aiqrs0wweo9QElSbkowJLXg4z1CnHY17T/4Kw1OW3rE3uW3nmThFlLFE0W9hWjTkt+kYLqX1SnRRSovsRBBIVKISfIvwMI0woJB4ryYSqCFlOZ9wcehSlRk4unHmlnvJ+a5+/2HjMs/wUHbjuSGrFq+yb3+ZMlhkmHjJ+ihV8hJF1ESohrzdoG0UuabAuEwpJgitDdCNFmpKu0+bYWuXI2OBQ2+SATUKxCN41ldGki0mMQYZOir4Ii9HJ0MjQlESXGZrM0GVGaTqhcDLG3ZtSGQ5x4pBYGCSatTD0kRmOyJCWSey49HItblvbHGhNYmWwUjzlrUvvUG76PGObp7NrnKYtJp6N+WiCELC8FrNS9smJCJUFyChExYJIrzDNlRgWyigWfAVDZmipXMBDMoWQMUY2phQNqc6mtEdzRs0V/vLKq3SLdTQp2RiesXN2wMtHD2l0+tR6Q+qDAeXJ5JwQnOd0eZnT5WXmrQ2ui22uZCvoSjCc3Efe+y3yk13MYkqhFeMuReSaMZoGqRScekVmgzZWdxnUMnHjMh9trtE3Z6TpFE+fkT1PrUs0c4prDGjrfdZVj5yyOFVXmBUyTvJV9nOr7DkrPMutMrCqn3l+a/GYC+Exv/uLv/TTGyTDIhP827dO+ZXfvIMfZ/zj71zmH7x1Ef3HlD/+nzSlFL/63iH/7b+9zzxMMXRBu+ggleJ0Ej4P53QhyM7v1TkaAaEvULfyHItUY8o/MX6N/0j/Mya4fDd7hRNVp2Mt8Y5+nWdJExl9UvxRAvKE3Ix3+Vvx23xLu8WKO8G0YnpZiX8x+QX+V+vbTIwCa94ZPzP4LuX8Mx6uK+5vSGb6J9jSgnQoJRbFABxfI9TWmBUu069dpdPYJjM+xxr9eNzPGft6coQV3sGMHtCc77IWhRQyODQsjgvrBO4LxLmXSK0Li4+lU9zZPpeHQ36xp/OS3+ad0j7/YnNCt/xVMmsdTcZc8u/xivcuzWmHaVRE+Rqrz4ZUAg8snSRyCOZ5kshCSjhbq7F/cZ3di5c4aS00Mp3IJ9UN0s/34YuDiZHJhfKBWNzfL2SQlESXcyw5IpUxShhIrYzSiijtyxVJnCSmFE6peGOKnkZxXuZiz6A9ykh1mJsjqsP3iNM/5IOLASc18HOKlpBcTSVX44SrccSFJOOpe4Uflm/yw/JLvF+4gRnZlH2JIUecuIc4/gEiPiFjgK6O0cQiwNCiOvb0Ksvei1TYoYfOUxLmrk664qLaORCg9SL0gxn6pI9u9dCsBfErR458vorfXKW7tApCw514ON0ZoTAJKi6yYi+weUoBGagEoQRKXwQsIpvi+E9pDp9w4XRKI1jh/tZ1dlfbxJaJEUwxBg+xxrepJifkmSD0iNhUxGZybsagkKiFyxSLsteCla8+dXhSSH2B2VzvXKAevIqhC1QywU1dyukahaSJk37i0vaTNCEzquNHWPGETLPIdBupW8ythEluRihOkWkP259hpotMixAmm4MRW93RIrNhGBy0qjxptxgUC/iGRSws6vMZrcmQ0BRwLpk3cOvslzc5KK7TNZtUwjlLXp/G/IxSNsJUMX6xxLxSZdJcod9Y4bhWx7ft53PVCbvkggP0bExkbxLkN0nPybW5NORF7xEvew9Ym+2xN9N4OF7jUXaNmdZA16bo9e9jV97mlWjKf+DP+I7vU5aKRArGSY45DhU9wNUijvwSDwZLiw2LT/TLrTRFtyx6F5cZLjXoz4qM4jx25OOEAanUCaTJzMjhGUXmepFQfGxPLFmteDTrGafNGvvlxSFvaXbGzd1bvPHuh7x++xa5JF1oY8sMKQSnzTaPt3Z4tLzCk7UNdte2GFY+2ezMJCIxF/epOB2zdnzA9v4z/m/23ixGsuxO7/udc9fYl4zIfanMrKytq3qr7mZzmmQPOePhjGiNPNreDAuwZb/YgAEBfjAECDBsw4YfZMCADRgwYHiRDEFDyaPRDCmKzaHJ3vfu2rIqszIr94yMfbvrOccPkd3VzW4OOYsfZuQ/cHBuRkbeuDfy3Hu///Z917YfsHp2zNR4SHU4+EITH8DQz/D6jWf5yTPP89YTTxO5HsXhgK/ceo8XPn6P1UcPaRXynNTq7C0usb14gbPqNL1CBUdprj7a5urOFk9sb3Lt4QM8NXG8BpkcD5YvcH9plfvLq9xfWeWoNoPUitXjQ25s3eXrH7zDk1v3sLTmpFrl1qUy715OuFdN6cTLxOImyrtIWiyjyy6451E+ZZD9GLs/wh4MkKMOJu4hZARWCMonHV5FiJhs5VWc0hsspAW+NXyBrw2ewo1LxLbhf7tc5neXJ/fRbKIojLpkRh0KUUROp+TjiFwwIhB9jvMph9Uiw9wFlDOLkpNeCyPsn8swJHSA+YyzAuDrIW58hgmb5KIGM9Ex+bHNZutrhIFLwekgOMKVTeaM5oLJUTQ20sATpyEXtrfIHN1FniuD6owhuqYJnzD0rjk8KG7wE/UsH6prDJzFL3z+Z82LI0qDAYXRACeKCbRL2yoQ+D666KLzzuMSi1Rj9yOcfkBmMCQ/6lEIe+QZU1NdKrpHiQEFOSBvDXDdAMtNkI5B2grLUYS+oj4TYrsGnQjSfRf7A4toK89bUzd4tfIs2/klpNE807iPrRXvTV8msWyu5Lb4iz04UwAAIABJREFUaxe/z6WZTeLU4c2Dr/Avdv4tWsnkOqgmfZbSFntenY7MsyabfMXZwxMKOxojkgFajSAKccYaK1HUKgVWlksM621ecfZ5V43pcs6YNF4mGdwg7d8gl9o4soMsjcnO5jiZucrAK+KnEetnB6w1jpnrNhEmResQyzrP2qghheSIObXPmhkyY/0Gtvh1YiG4a9/iVdnDMxEbBMy5kqKskI3myUazWDwOhKYiYug0QUIxmkEYi6EIOfWOOPOOaMkB3UQQpo8xgVQufjBD3oKp2l3K9Y8plh8Q49BghlNmOWGOYzXHsZzjD//63/mLDZI/sbNBxN//5x/z/dunPLNc5r/7m09xcTr/534MrWHEmzttwkTx3l6H17dbbJ9NJKI9W1LJuiRK0xr94uLwJ8U2/4Xzv/K03OZtfYl/kPwd7pgV5mnxhNhhwRmSYLOXlvlArzFg8kCZEj0W/DZjkeHheBqN5GLvgN/e+gnf2n/vUzL6SNp0/Sx7Cz4nz88wur5G0xMcB32a4zb9uEtihkhrCFaKwZ7QXHmXAbCjBxT6O1QGDonzJP3iU/SK64yLNYxlTVIzgwQRKHTVA2cCnKxwSDY8phZskovvEnJCXzQx5x6eMIKF5AnIfp0HtecY2RKEwAiLctLixfSn/BXnXzBlddBG8M7pk/ze6Tc4zi2jKhWSchFsC7RBdmJqrS7Pdx+QUw+4U7rPSf4UY0rI0XM4o6fIWg55PySfG+PmRlj5GDwYpjl2olVOzSzGs8jKkHrcpKACUuEysnx6lk9oWVhmhJf0KEdNSvExTtogSceIcZlqr8ZKe4m5wQqWeQygx3abk/wttmtH3F8sMix+hdhbIRcmPHvvA4q9jzBqh1pvgCUv0C1e5sHKFe5duDjhzdQJ9Wif9f6HrA7eohA95NRSbLoZWp98jPHJjKZY78NvhV2+zR7TjGhS4B1zgZFwGErNmatoOilHvsNOtkTH06DOkOaxA/WzpmWRKPMMceYmceY6CAehR1jRQyw1IHGX0e4iAJnxDjNnm/hhSJC9xEazwOWjk0mpg0mpt7vkRwm3Vy7wkyfXeThfRCrDlcOYZ7cjLjRSDBqtBwgDUuYQ4vPOSGQFvDf1IXdL+wxVjnKnghAxvfnb2IVNjMoQt75G3HkJtI8lQ1wRU9SGpdjiYqrJmwTfJHjEkyFiXJHgihSflLFyOZBTxI6LNBFCDDFyjGCEUCnaGCJbc1hus1M6IUq7LJz51Hoe0giE0iy0I64ejlluhkjgqOxxfy7PUTkDYtKC1SrGHNUDTqoBqa/wtYS0wDidYpRWEMrngop5LupxSbsUWKVr57ifOeFW9gE73jHKrqDcFTJiAyM2GGUWCbwsa4Mznh18zIujd3h6uMlUT7EfPst29DRH+iKJhFQmyLTPA0/zkZOhIQpIYrKFtzHTP8W123x1HPGd8ZBvjgNaqsaWWWCIz8j4DMhw7NXZzS9wlJ2mmZuiVakRZHNfXEhfWFgRUo8QeoTQY6xUEnvLGGfCU271+0wNt/jth6/yW6++S2UvQkrIrQToWYWjHTKuTRxdZNydJ+n2UN1HEE+iua1CibfXn+D26gZn1Sobjx7y1bvvc/lo/3NiD2PXYeC7DHyXoe8w9F20ENhKYwl7IkmeRuSsAFEy3F+9ylsrz/HO8rOMvSyWSpk/O2X55IjZ1hGFuEtZFrBK17iztMYHFZvj7AQkSp0y27jFNzd/wG9u36Zyosgcpp8K6OhzvPVJs9Q4Z3N3XfDja4I3V7KEucsoZwMpLzHKrU5UYoH50xPmD4+ZOWmQ63bRcUg7n2Ho+kTSIzE+CR6B9AgtDy0Fq97HzJTe5SQ74NAbfkqp6WqHhbjGNBl8XFqZJSJvkcieoulmaTk5xk4ZLT9f6iB1ipW2QTcReoTUY4Qegx4jTYonNL4lsLWNpVxIsxhTYGnUYpV9lvL7LJX3KTjnfQBDm/FphuFphmbX5TC26GckdqZGUcyRF1ksK2UpFFw8OcRt3cZWI8I8PFy06C4KnIUMzdIG98VVbpkbHIiVz9Ws2nGHYvcNCr2fUh5BvVenGNUZuznGfpZxJsvYzxFkskSZInG2zNDzyaWGtV7EdHtIpRVSaybUOxFeMsSJGvjBIzLBIZmwga1jRp7FWSlHz/MZW+4kC2MMthAMqg77cyn3p5s0M0NKocf1ruSFXMrc8gg3P3GqRqc+/UcF9g/n+Hh8nbvFywgj+E76Y37l2hu4V0aIMWTelIg7Obq5KU5LM2z7yzxwFtinypEuopG4KiaWDoVkzN97///iK6d3zn31T6TeDdoxnNUFb60JPlyU7M5MVOy+2oeb3QQvkGzJZe6KCxxSp02egZUhsj1C6TKslnFmXfrTVWLbYyrq8FzjDuunj3hh9AE3eUCNNoEQ3Hcd3nNKvOksse1Kmn4LJX+2TGayNmtJmSnjU7FTil5E3h+Q9weUbYMnoJc4iO5Fcq0b1LpXWQjmKZ9TxQUmZo8+e7LJsXVGfM4i40VV/PECXpShGD2k0t9kqnmbQvP402vz2uZfIAq4Pw4kwyTa+3sfHvEPfu8241jxjY0637oyzTev1Jkr/Xyv8ReZ1oaPDnu8cveUH95rcPuoD0DOtXh+tcpX16b46voU1+aKn9ZFD8KEW4d97p1M3us7Fp4t8R0L35H4toXnWPg21LZ+l6nX/yusqEvq5HHi/uMPz8/A2q+iF55n073OO6Marz7q8+ZOm0GYcmmjysqVKknO5myc0D5oUbq7xdL2FutHeywPTlnrHZNLQ5SQvDF7jT+48FW2qwsshU0u9o+52t5j4+wBrukyyMD9WhW0xdNDQzEE2R/gnnN7prbN2foG77/8a7x//Rk280V6qWLO6uGGtxn03mLWtan4NUJZpUWNjrVMU+eJ4zMsdYZxLnApN8s11+Wy5TCPZJgo3gxD3lQRB2jQhly7A6FmXC5h8pM0sQhT/EHAEnDJGuGIQ7rDHUa9fYqRpuO1GWeGJH5ATwVYwM1sym8VEyqOIYhy9EYFenGNtilzEjschD4H/UVa48uklRJMJ3zFecDfbv4/fOfsx+T0YyB5x/X511mfH/oletE6K/1LLPYuUojLjJ0BoTMissccFx5ymt9h7PUJndHn1pNlqkTeLIk7i5EzGKERqouVNMhEx9hJFyUjlPUnu+aEmTR7OkZQUpqiSWlZgo792Tosw2yqmUktInuRh8VnOS1cxTZVXKUZuub8ITdC6CF+3Ccb9nDjgNitM8pdYJjfQEufSv+Y9eMhz+xkmOlnEfwyPQFjpDWkWVG8s1rmw8VpQtehOB6xdrjP2ukBlXSMg8YYi1TmiGSWscyhsFHSQblZmoWIg9Ipgd2j3D/DH44Y+ntE3h5S+cx0vs5c8+vEKsOBGdAxhpGV+UJzx5eZpVOekCdUxCR9/Hjo83rGCUOJEKBlQrOwT8fv0DcZBjpLYmyqZsjGsMm37h5z48GYzFiQZDS9yzGDyzFjRxCGFmkoMYGFGAvsQOKNBf5IkB8JyiODn0A/Az+5LnjlKcle1UMnFUxSQSfVx9txBZ1U8LXkG/JjbupdZiJDa7REP87hpRrH+FjGx7UlGS/C9wOm3D3qzjYdO+Qf6V/h9/RX0UhW/I/ol24x0DXS/g1SuYwpOuiijSlJdNGDTyTUjcaKGtjJDna6hR3vYicnGOEBeSxVQegKggpGlEisMrFVIrGKKDuDtm3kMMLv7uO3z3hx84TfefAW670jer7Dv3pW8INnBFlX8mLcZTmGu+kat5In2Rnd5IqZ4neMw8vhENE7oNndJOrex++ekglDxrks/VKZbqlIr1RiOOWSrPTJljuk4TzbrSvc79ZpxBIjbebyEVfyD1hL3mbq9JBWZ4pRVEb6iuimIVzscuBd4NC6TKzm6ZkFTv25CU3euVX7beYHR1TNKSqnOM5PMxjNsXR8ysWDLdaOHjLTGmFpgzGGZtFwUBfs1zSPpiXH9UVS7xKpe4nUnZusyzThwvEOl44ecO3sAavhNrZjsII8peOI4lEfbzjJKCX5Msn0KnrmMlZpFVv6yPyIsHiG70Uot0/stBk5p4z8M5Q3wHFjXPcX33P6Jssb4SzvRTPsmjqpXcOxazh2BWP5JCJLJHLE4hc/c90kxkpTpIpwGJORI/L2iLI1oiBHZAjxTIjRYtLAJSwUNgkO6fk82XZIsFHYdKhyIuY/XZufRLO94JSps7eYar+OlZ6R2IbAUwxyEzAqNRSHDqWRTWlocWN0kRflS6zZVwHDbnybUdSgJqcp27P4Xg0QjDQ0kpRGFNJUgkS30OkpMtkmSQ8xKCzhUHXniGazbM8MeKN0h5bTxTKSJ0eXeHq8znu5B3yYu49t4Jkg4oZOmCq45MuSUn4C6sZhjvbpJfxci1ptjzCV7GxLnJ9Krj6A+jl06GXhzrLgzpLg7rLFo6pDOrqCbF8nDK6ixeR5ujg45t+78z1eOL2Hq78ITj9zU8TKaNyyIlNROAVNMrAwoUY6GiENShdJdYU0KZPGOYap4SerC/zRV27wxsWnUdKmFDWoBe9h4g8ZBJsgJgVZfpKjHtQpJy455bIxfIap9hlW9y6PipL7s2X6OcXI69D32kQ/80xF2RS7da41l3kifApnfBWQZDMdiiJB2oZpEhbMLLaVYUDAPfuQTeuIUCQUlc+FeJ5asoDSFnEaYeImoW7yO//Lf/qXByR/Yo1ByP/4o21+cOeUw+6EsujKbOEcME/zzFL5Fzb5DcKEnz5o8sN7Df5os0FzGCMFPLdS5eXLdX5lfYobC6U/VbPgl1rQgZ/+9zBqwvzTIB24/V3Y+TFkp+BX/hN4/u+CN4mOG2PQhp9bVmKMoRunvPfmLd7/P/9vOictbjbuc7F7iGMmqcpRJsthbYbj2jTNSpV2oUSnWKJdLLEzv0Sz8lhattZt8+SDuzx1PlZOJkqCgefxYGmVQSZL5HoYz8Z1xqSySaIPqWZi5nOQ8TWhmyEtP0m9nMHKKUI/IfAieiJgpALiNCTVEae6znvW13hXfINYeKykD3iC93havMssRxOFQUAKGyknVDEYQTdNOYwNj2LJbiw5iCX6c2K2wJel3Q3YxgblIptPMLW/wVxPMaMPmHJ3mCmcgGM4Uqsc5NdpVJc4LCxx5NcwqoFj3qNmbnFtvM5S9yql7gypSAnEiNAoxjh07DGd3AGj3D5R9oTI7ZDI6DG1kfn8oQkt8VKb0siw1IhZPtMURzaDrIutRxRyhlolJFuIGVuCA1Nky5rl1MqTiARlhqBjakOHSpAjo0tYdh1HVnFUBifNYyd5ZJLntFjlw9UiRkB1oJgaaKoDRXWo8FIAhSVDLBEhRQgiQokUEhgIj66dIbUECEUmDcjoMa6JwJ4ICigLlKeJfYNGI8IIJwhxkhCF4M7KJd5fv8xZqYLUGidOSGwbbX95o8gnJrWeEARJSSaOuLK/w2zjDg3vHfZq+2RD+Ctvw7/9dko2mnzFkeUytr3JcHxafpFWpkTsuQjXZeBU6DpVhnaOxHUpZhvk3BZD4zJOQCY2tgKlJKmySLWF0hIvTbjSfsS19i4b3QPczzSQCsuQepKPV67w9qUn+XDj6kSg4VwVTJ43ylhGnQNwjREahWFsOZSGIy4fHDHbaiJ1l/36gI8utGhnxySW/pnvxEXFVdJ4ChNXmY4ULwxP+Xa0zVc5JOtp0lAS9x3ioYXRgkR7hKrE2Ezzo8J1/tGFDY5mM+iiiyrk0bkpjH0ePTQpdnIwAcLxLk60R27UJRtmsaICSVIkjUvEcZVQTTM29S+k3F0VUVBDCsmAghqQT0fYSvPUySNeOrhHORqxl5/muxe/zo+WniO2JDKzh1t5A7twByE/X+lstA1CU40qfKfzEr85eJEpVaZt9Xnd/4DTTIO+0yTUFlE4xVk8RztY5tjkSc4bHZdlwJPFTYLYZiuYYZcaBokkIe/tQ2YXMrvo4i5CfjFLKJC4do1qMkchmEcxTzczz359YcIJ+6cwKx3gBw8gvY8T3ceOdxHnVd7SSMppgam0xHQyxUo0z0xcITtKiMN7nPhbHJQDDipZmr7NkJREBYACWcBzp6jYWeaNYCMcc6XdZLbVwu0bZB/kQGCdAy7jgcrAgzq8umjxVk0ytgVFLXneZLhuKerOCIEh7NmEUZlBskBPzXLCAs1siUahRKM0RTdXIHY/KRMy5KJJj4ifJFhak1o2seMQ2Q6JM5FQTs/L24TRODrFUQm2TrGNxsHCw0IaQYokkhBIycCdOHDr/YTnH+2zsP02QfdDYjslsQ2JrUlsTWxrAj+hW0jo51JGviZyDEYYpBFciObxlce+d8rA/jwwy8Yul9ozrHRKVPoO7jAhiYbnirVga5uMKXBcM2zN99icOyJwY2xlsd6cZ6NTY3aYp5VJ2S8EBG4GjEUvc8ZJYYfUiqkNF7l+8nUuDdeozG6SW3iX/PQmSnl0Nr9Nd+ubhFrT9ncYyR1kdJ/c+JCFTsyVA/0paA4dSCzIRpBIhzdmr/G/X/02R/kJ5a1lIurcY0bf5mK7yXpjzFI7YLYfkUvSP1b05fMCQRPp9UfTgkezsDsn2KsJWvkCUeYmceZpEv8GRnqTTEyzxbP3dvhrP/5DVo/vo4XgzWtP8aPnvkqzVMYuJDi1Ma4T4kUJ1WOf8nGFTKtIJEL6XovTbINGfp9WcZPQGSGMoBTMU0xtiukhT9yO+frHmukehJ5Fc+NJhtUSg7xLmPUZuxlCYxEahWUka2qGaZmj63bZ9075e//Zf/mXDyR/YsYYthpDXrnX4EebDd7Z7ZBqQynj8I1Ldb51pc7Ll6ap5iYX1G5zxCv3Grxyr8GbOy0SZSj6Nr96eZpfuzrNy5fqlLO/oN71z9v234I/+m9g+4eQqU7A8gt/F7xfvkHRGEN4+w4IsIpFgg8+oPu732X8xhtgWeS+9jXkSy/RnJ7lpN3lpDcgyWWpXL5MafUCGccmIyUZS+JLScYSuO02vP8+8TvvENy7RzAaEY0DVBBAGGJHEX7yy/ERasuQZiDNQpIVpFmBylokBRdVdDFFTVwURCVJWBREmYRQDVAmBeGB9FDGkBgYkGcoqsROHd8ukOqUdtBmd7BLL+qBMXgJTHdhrmMojMFLDJaBxBL0stAsCc5K0M3//DpWqc2krju2sbWHEXmUUyTwPAa+IbbGSD1CmgBhIjBfFOAwysPGJoNN1vjkVY6p0QLTvTVq3VUy4aSmTIkE9BFT7U1qrV1sneIKgyNTfKdPZfqImfkmvp8yijxuBxd5zX+erldBKh+Z5lFUsNIs2TCD95n6rFCegT4gMz4kN2pRHI2oDALywRg7DbD1CD8T4uQVSd2BCrj5hEp2ROG81r1LkTtc5kf6Kb6fXGfPTH/hXD9rAs0cbdblEevi8RA5yffmv8GZVcEMweoJcv2ISrdDpd2i3O9OJFvHo0nzVBQx8jO8d/kJXn/yWd69eoOzSg2A6d4JdniboXifzHiLhd4G+eRZRpQZtwTd0CPycrwgEq5whitHFOhTFw2m4/sU1RAjZ/GtlIw4JitPKNgBjtQkwH3X5Zbn8rHncst16UmLl3shv3EW8ERboSOL7ewSP5l9jtcWn+GdxesEbgZLpVx9tEVhPEKJScf4ZJ5IDmv5me3z1we5PK1i+VPFx0+sMuwzE3SYMqfk9QFO2iTVPfoi5lRAR8YYESF0hDAxQkd4gWS2q7hwFlLvQ7uQ5e7yFQ6nLzIsLJP6K5+qCWIUVnKIHRziDY8pd45hnBDoKcJkjjSew6RF+EwGwZIRZdPiRnuXot0hY/fJ2T1y1gArCQlCQRS5mBQ8leCnEaUw5uZ2ipfCRys233vG5d4iWNoiDi8wGH2FINoALGzZxvEOsPx9jN9C2xHCikHEE/AsYyxSXhhf5q92v86N0VU+QvEGKa8RsXf+SPetEW5ui7jwEXZ2C0tOeIO1mETTjPZR4wuk41XUeBUdLgAWAs2M6nAxGXA5CViTAXnHAtcBx0VYDrbwyBifbOqR6Q8ZD044lAGNisXHcyPemDli6BaQ3lMMcjdQVpac7nLdfMDT8iOKDJjmlDlziAwlZqgZRR4DUeWQDIda0dAJLRIGxIxFihLmC0DGYKPtKsqqYIkC5UhQHqb0nICh20Fxhjivi9cyj3JWcPUstXiK9bDAlSCDik657d7mfn6HoRdgKcFMr8B0N08h9IgdTWgrQs+QukUcsULsLtAuLLI/vUjonzdWKsXy6RHrB4+4ePCI+bNTthdX+ODSNe6sbpDaNlIpLu3t8PT9Ozz94A5XdrYxUjDyM8y0W2A0bz3xNN/95rfZWruGZywSoRk6huScDQejseN9Fs4+5LcetvjtziWmvMtYwiM1AW21SU/dYSzvEUjJmCw1a8C8dCjr51HqBcYYtv032fbeYNtr8dBy0MbCUoL60KLac6n2PLKB82mvg9SKYhBSG0a4ScjOXMx7Fw0frAsiV5ALDM9uG76yaXhyZ5Ih+lmLnTztyhXO6qu0ZpfZndvj3dprnGZOEUYijEAJTSYoMNVXzA4tFvvrFOINHHEJT9cRWuGPblPuvMbCyTbF8WMWmU+0RzXQzXkcl/K8PneNfzn/G4TSxzaa9EsYLITR+GlENo3IpDF+GuCKIQ5DfPuMnL1Pmm3TrAYcV1PS811YGmZ6Ngsti+UGXDyM2ThMcFOfH938Ot979nnurl0kyU0yDvOnR9zYvs+vv/0qz27eRknJw8VF7q2uc3t9gw8uXuOsfP5sMYbpnuLSYcKloxgnhXuLFnfmDgnFh5S7bxA6ZwBU+4alVpl+8Stsrf4Wwi7gxRriAB2fEOtDUvGIqbjNpX6O5dEslrE48854WHzI9/7j7/3lBck/a/3z6PAr9xr80eYZzWGEEPDUYpl+mPDwvLZ4YzrPt65O863L09xcqfz5RYv/LHbwzgQsb/0AMpVzsPwf/onA8s9avLtL95/+U7rf/Weodhtnfp7y3/5blH7nr+PMfDnQMcaAUpg4xiQJJknAsrDKZcRnGt8irbk3GHOr1eVeq8dmq8nx6Qdk+rfIhYp66rGoXJZSm4VUMpcYymGCGQxQ3R6q30f1eujB4IsH4TjYtRqqpBj7J4ipPPVLf5XczFXUoI/qdknaDaLmPkmnger2oB/QEZrff87iB88IYueLANjWgrrJMOtWmCstsDi9ASzw7rbNIEjZqD+iaF6lc9im33MJY0MsIyInZeykDDOGQWYiz+rHkAs9LFMkcWsM8ot0i8ukTg1tTaGsCmgHUhCphtQgUo1IUyyV4qiUUpSw0jcs9wWzfZti+PMjqwLFqvcWN7J/yKL3MamxeRi9QKJzWCJBkmCZAEeN8NUAT41wCBFikiozliCVFgk2ES6h8BgJj5HwGVgZ+n6eyPMJPZ/I94mETandZXF0woJosCzOyImJU9Qhw66YYTNd4rZao0+ODbPHZbnHmnPGomjifcZpSJRF1LNJu5J4aONWU4pzAdKCfuBwt5/lvdDnwHPoexm6Tom+rGEFCyTpNKH0QULOjrFKNs3ZKY5rMwzK9UntvE5x4k2cYBMrdnHxqQibmnHwkBOxK2kw0iKQHoH0CSwPX0XUwi5uEpKoIT1atGSTvmyC7kzqLyehbCqpR9sVRJlraP8Zksx1onOwORd3ean7kN9s/JCXu6+QSxVSRITRBVrN3yIeVtDxEBMPMfGAbjSgo4aoQo9MZYRTjtGepqeqtOM6TV3nLFunUZmiUa3RqE5xWq19QUjm55pOECaaNNPY5cfrP2oxFe5xObjDjd4trjQeUNpXfBy9yPeKL3PqVSikPWaGfWaHHSpRD9wh/ZkRZ7NNaqMOV7djnt80FH5+qfunFlsQ25LQtvlosciPruXplUIsd0CaTRG2xk0FMhVESY726AU64xdQuviLdw4IUjgn/bLQrFohX8HmN1SZNSwEgqEc89A/YNvbZ9c7AgwVVaKSFFkIKswHRapxHmUXuW3bvE/KByjuyiHKChDaYVl73FAO17Thsoopm4jIBIRizNgaM3DGGMviRnKdsqxjjEaNm5h4RIM+31v0+enFNT6eKSN0zNPBLmW1Rd+0GKsuYdIjStskuscnlJSTE8ygnRkSew5l11BWFWOVySiNk45I1AlG72HHe0jdZ6onqPdsstrGuD6R79LLZel7FoGMSRlidPcxcBY+0oQYBIl3jTD3EnH2uT+24Q1A6DF2vIcX7THXP+RK64ib7QbXAsNC6tKyS3ycW8AhIqcGSEIe5uvcqWxwp7LBo+rip6xLaycNbj7ax3h5bl1YZbvoEn1SPnbuxDnxziTKrjoYkUEC/vgtDDEeBarxBpebL/B8d4XLcUAcn3EWn3IQnxLGTSyTgPljSg1+xtwknQhqBRGlIMJNY/bqhtevwp0VOC2Dkee1xwrqoWZlrMkoGAlBX0lEbCNHc9iDJXLDOaoRrLW3ud68RzmaANuTaoHMzBWaq6v8/uoDXi/cQgvDZU+z7ll0E4utUDEaa57Z1vz6PZtLuxo7UWhh0S1v0Jy6TmtqmaGbYMIT6r1dZgdnlPtdMqOJOuWwvML/9PTf4JXyPDU5Yt2/hW02GdEhcGJCVxF5mthTpHaCsb4Y/NJpATGeptr1WT3V3DgMeepE41p5Ar9MkCkRZiQmukepvctcNySTTCLRu/OLvHbjJq/feIY7qxsYKan0u5T73fNm+gl/uhECZUmUPckuKGGdM+0YhNFIHZMJAyrDMbkgQEnNSdmjnY9RooEwY4RJMCYHIkQQARYIa+JQWkW0LCFEkVKYpRJqLKP50b/7N/7NAcmfNa0Nt456/OjeGT++3yDn2fzalWm+dWWG5an/71Si/sx28C78+L+FB98HNw8rL8Hay7D6Mkxf+3Luw19gOo4Z/vCHdP7JP2H8+iS67C4vfwqCTZI8BsVx/Jjx4jMmi0W8tTXc9TW8tfXJvL7k/C2LAAAgAElEQVSOMz+PsM45X7XmYRAx7TpUnS9niPiyY1NnZySNBmnjjLTReDzOGkTHe8SnR8jx42MyNuicOR8gSjmcSg13apHM9DpxfY4/dLawikUW56+wUL3AfH6eWqaG/CVqVoPgkEbjX7K39312dkMajVVGvSrZ8ZhV32ZOSsTWLnLvEYVW51Pe2ti2aU5XaS7N0F5bpbFxlTcr8xwJi6HSREaghIOxXIzlgP357ygXaKpDha3ACVLscUQmSpkbRyyPAuqjEfnxkLp6xEb+TeaLD5BGnZPQazQWqXRJLI/Y8omsDIGTYWzniKQ7UQIUKb5IcElwSXFMPKn6MzGWTrBMjKVipI6R5pejSfvEImURhS5R1yZpWCRti6hvE1kW0ZwgnjdES4o4a2NCh9k0Zok+UwwxwL6u85Fe45ZZZYSPwJAieTu9zIA8sZIYbUAYpt0xK/4ZXlnTK5e4M7XKQW758cEYdQ4UYziPtEoT4+oUT2n8VBBYkqGXIbXKGOuLzqjUCW7aw1MdBIKev4oRFlKFONFtnPBjLva3+JudTb4zapHXMzzKXaE9YzEfPmT59BFOmnJSK/JwsUgoDDKOcSNDPlA4Y5vXes+wmS7TFEXSrKJePmOlvMfF/EPyzZjMGxb2hy5+W9HL5TmcmuaoXqO/5OHNRag5zbjiEVsuifZIojxHwSJ7ySwNVSQXd5gRH7KWe4WLmVNmHMOMrfE+cxmMFDRSi8gYSpahYkuyPYX7QJJ5R+A+lMgRCARKwPYCvH9FkMsb5qZSnBLEVpGyd4k1rpH2Q3rjXRJ1DF6HKKdwqiGxkLQ3y7Q3y6SBjZOPmblok69N4QcrVPrrFIeLdHEJMYRAiCH4zHYIn/sZ4CksnsEmi5jIgYdd1LhNwJDIk1heiYI9iyMeZ1h0MiKI2+w7B+z7x+znTjjOtznO9Tm1A4bii6DKaBuMg9A2tpJ4KXipwktTLC1Q0iBsG2G7YFukUhOLhFBGxCJBSf2FfYJAWDWkXcNWVZywhKdK+Mzh2RUsKyATD5k+bVM7a1A8OyRNR2hhMBhGvqJTjGkXEjrFmF5uEjG3jIWrJ9E+qSeZMXG+bbkpeDGhZ1PE4nJqUzc2GS3wsPCQCNsiLHh0sz7DvEea2mQPUtbe3EM8bLFXlzxazrI3n2O3PGBkTZxiYaAcSMoDl5zRFGRCRioCOU1gVsiYCnV8erkZDgsz7BemOM5NYdBk431UsouV7OJEu+SGQ+LxMqPxBrZa5EX3hJdGt7HHinvuLNvFNo3CQ7r5NhiYb2a4tJ9jqZHFMhZZu0RdVLB1wsj0CZMRdhCRDUIKwRhXKaQxk+/GQN/N0XLLHOVm2c/XOZnxGa/sYkqbnDh9lICZNOXlccDzQcisDc6UoFfzCDIW99trvH78PHfblzgLpgAJIsb2D7Dz95FpETmcZqkRc7O1y/PNe6w3jrG0QTuCkycEr7yg+fGUpHeevZnvGp7cMlx/ZNg4dtC5JfpTKwyryyi7TCrypBRIyRLrxxd1XoIR99l3XmWnsMXWzICGeZLo5N/BqByWc0ox9zZT2Tu4to2VVHDjIp7K4ikbNwmxxwFeqOglFziRi7StHEPHY2BnQQiEMSwNTrnW3uVKZ48r7UcsDRpfkLT+rHXyBd64/hRvXn+KyM0gtUGaCQgW2mAZjfj0f6KRZrLOlZTErkfo+oSeR+B6jP0MoecRuh6R66KsXwJzaDNB7mYyW0Zz9JvP/5sJkv/C2+G78P7/AQ9/DO3tyWvZGqx+4zForq7+cvsKOtDahuYD4rvv033lbeKzEcKRCMtCOBbCtiY3eOd8ti2kew7klCE67RKf9IkaI9TwcZRQWOBWJF7Z4BYVXiGBTBnlzaCdKbQsocmitYseh+jRCD0aoc5n4To4Cwu4Cws4Cws4C4uTeXHh0+h1mg7Y/Ojv09j9fZzyLMXakxRLT1MsPkmxcB3b/rNzZ/88G493aTT+gIc7/5rdXcNZY5UgKGLbMfl8i2KmxYKxmY9KFFou7HSINh+g++fFYkJgFYvIYhGrWETns4wygp6T0rQDjuSYR2JE24OBP1F4e6Ib8GI4zWILzO4+eviYo1UWCufOyjre2iruhQs4y8u4S0vIzJ++efVT03qy3kZNqK5Dtgo6PR/JhBBcJaBizPHHDF/5Zwxee5/hVojqT+4hVt7CmncQ0wJdMygvRRiFjcJBYQl13oozmV0SHPFlAOLcLA9mb2CyNaLuKbJ1H1c/rh8MRA5VWiPMV4mMz2AAh23DnVbEcRoy8lOCjEJXLXTRY+wa2jIgpzNcDpe5NF7hQnCRcTLL20Jw5kusvMTOW7QzkjNPkArBc+2UF1uKS/1NUu8f80HuHt/L+3zoT2owny2s8p25l/iN5V+jUFkmDI8RP/2HZD74PbS0aFy5xs5chlF0gCT4eWeLk2hEIOjHRQYig5tJKQ+65N8QZF+TWANBMq8Zf1OjnpoofFXiHJWoQDIOOR73OdMhJ7ZNSSmW05SasHHKq9hzT5HWr3BWyNKwRozDR6ThASI5wRFQzaxSfOBjvdFEvb4Dg5DIk9xadfnxVcW7FzWJLciGhrEvsJTh2jE8PdI8UUjIrWpUHRCT59EwqRAxT6SmUeMF3O4c+X6VesdjNs7hnUuPpyblkX3M7cI2x94ZQsZc8EMuuiEeCZ044X4AjyKJcSRYkFgKjGIqciiONbrbRXc7kKaTx7SAxJaMPZex4xJlSpzkLI4LCaPcCNzPZ7GKQjNja+qOoeYYcpYhMYJEGaLE4jSscBxV6CRZAmWjhEKIBMuKcGUM2BjloJWF1s5E2Ea7aOOijAPGAe1gjE02yvB8u8czzWOMSkhMhP6ZaKcwBhsb18pipQlOMCQTjXFSzcAtslVc5FblAkMvi6VT8jIgI0MygxGXRlukwsYpF7iYS1lglznrkLo/QFmGLcfhfTdH13aQLjgFhcxAxhN42qLgaxzHoFJB9zBH92GBpOewtNZmqjRgdDtLeD/HMMrQybqclSSdQkynmNCrpHQKETGg0WhpJqBeTlg+tPw81jDCwTOKizJi3VEsZzRLrsbqOzi3bcSWR9R1GCQegeMwch0Cz/n070MnZHduwN0LAb28IRfA129rvvWh5kLj8ecMs1ma1QqtqTLtqRLdWoFuLUe/lmM45aFEigrPGA926UYNRrILwqDTPGp8gamgwBN+h43SIXP5FlkrZRwV6MRVztI6A13EaJsyIxbNGSvpKbNhk0C5dPDRBQNlhSyn2OcNlCIE676AW5LcPUmuOXFEd2bh1org1iXBvVlBfE4zu2yy3AhXudl5gRuD63japyPhA9/wvttm39uk795n4G0ROBNp+0ycZ66/xmKryIUjxbb3JB8UVjixJbaBDQ3XMiHXLIfLcZnlFM6sIQ/VKf3glGzQx1Ix2hjGvk8jV+SBV+eIHG1t09MW4XmjoK8jSlbAoF5GFC2ej3b5D07+iKeTPZpnhqOjBOc0JD+erHUFBL5Fen5+E3VT9SkLzHkib3IxSwuh1DlVKCAsRKaKzFYR2RoqX2NcrHNQmuGhX+a+47FpFDtGoSbsoixpzeUkYikZUzIhO57N//AP//3/HyT/hbfewQQs7/x4Mg9PJq+Xlydgee1XYeVXIBpA8wG0tqD1AJpbk+1x8/G+hAWVC4/Bj/osAPo5PxsNjg92BhwfpXyink3cE0QdTdRKiZsRSTfky5xIYWmkY7A8C5nxkfkCslhGlmsYbRGfNEiOTh4Dy3OT2ew5cJ4Mq15BYGHiBJPE5/OXRMOTBJOmWMUCdr0+GdPTn9uWhcLnykd+GRuNtjk5/X3OGh8xVbtCtfpVyqWbWNbnwakxhvToiHBzk/DePVSzieoPUP0euteflJoMBuheb1LO8iVm1Wt4a+t4F1Zwl+fwFuq48yXsnIWIBhD1IQmgtDgBs5UVsL0/0fkAMG5PHLKDtyclP4fvQth9/Hu/BLVLMLUBtclIqNF75T26v/tdkqMjrGqV3NdeIvf8C2SvzOFwjDj+EI4/gOMPMUGPA1PnDmvcy97EzVdYnfJZnykxPz3D/o7PO68mDLqaq4uPuDn/FvnGv0KEvS8e7/n6NavfoFl4ms3tDrff/ZBhq/m5t+UqVeY3rjB/6Qpzl64ys7qO7f78fgNjDCZSxL2Id3+wz0evHWM7kps366wv5hBG4PqPsB7+z1jbv49G8wf5LP84W6HuPsv8hQ1eG77LTm8HW9p8bf5rfGftO7y89DKZ3hF8/z+H+9+D6hrm2/818cpz3DnY5LX7H3HUHXPYL7DbyXE28Lhm9nhR3uGr8g435QM8kRBLwUfFBbadac4+nOXSx4csdc4Y5BzefM7h1edjTnxNR4nPNLN+3grasJIkLCcJK0nKYpLi6ynMYAb31OAejMgfDnBjTejCOxuCV68KPloVLBnFM7HmqeENrvT+Ftmkzj39Nq/5b/HG9C5HpUmKduPQ8Nwjw1MqpTqvSS84OP4F3PEyVlg4bxpTqFEbNW6hRx3EcIgZRfQktD3oZKCbFXSzgk4BOnno5AWdPIz9Pxs/fs5oZoWhKgVTDtQzKTOeonZOMxUGWdTIIz9IMbHNjj3NkVPBclLy7pCa36bk9fGsiGY4xYPOGg+66+wPFrCEwrVivPPhWjGujLF1ihf4FMezVKIFfFPmnxOzheYikv8IjxexSY0hMIoRmlin5EdNiqMWJh6igw5nUvOoDCerIdbyEfXaIRW/iy01Avv/be/NYyXL7vu+zzl3rb3q7Xvv3dPTs89wFx1SIglqgazYlh0jhhXAiRAgCBQgQaIEBoIIcGAnSOR/DCOG40QJJFNULEqMFCmcUJRIc2Y4M+SwZ++9++1r7VV3Pyd/3OrXrzeyZ+H09PB8gINzzn33VZ2qU3Xre3739zs/fHeaQvkoe7tbfPcHU/hvD7AHIZaToBe2ubzY5XzBZcOy9lM0O0LzkJ/xeCHjTCGjICFU8EZgcTaweDu0EJHFzJ7PdNNjsu0x1nWx9MhX109oEDK+ETG+G1LKYponi1w7ssSeX6cnJd1kCMM+/iCiPJS4iUQLSKSiW0ppl2OKqWR+IClHkKY2kbb3k9pcxxUpTjHBrccUayE1P6DuBpRkQiYEsZCcdR2+a9uctSwyAfWsgC0LxI5NImVuQNSjrdB07r+bjfZsB43M8iRXqT1DXHgGxz/MpJVySK5yQixzVK4wxSY2Gam+Edh2faTX6zvF2/cSwVYm2Eol24mgG0houhR3HcY7HhNhDcs5hBx42NJnefEow7JDzb+CqrxKy1tlRQ+5Fkuy0bNpZ5HIWcSOL2KneaZGJctk3kl8d5EZNcnRToXJpkW1WcRr10iLQzrjA84XLF5LS3SaFiLTqLJNtljCnnaZTxOW+g6NkefF9f3shRggRHdUeiAGaA292OdSPMtKPIHTCqCfokfW8CVaPCraPErMaXyO6AYMLIRQWMUIRzSRookt2kjRQag2WRCQDTXxsEAa+ihRQZbGoTDOnjvFujPOuiyxIWADxSaKdZ0nOMpG772vMhbiIfU4IFUZW7bDdrFBdotf9rV/8ktGJH+k0Bp2z98QzVe+A9EdxERpCsaPw8TxXOCMH89FTuMwWM7t578PqCAgXl5BWBJZKiFdGxluIFoX8zHvvA0753PhnkW3/X8WS5KoRBL6JEOXeGiT9AVJV5N0sptSvwpbICyZJ3KxJMIeFSu/VYiUqCAh6YTo+Ha3AeHY2I0ydqOKPVbFnprEWTqGc/gh7Nk5nNkZ7MlJhH1vbiPviDSG3jq6vYLeuUq2cRm1vUK2swZRG680xKIHYTdfrNwLQo4E89FROZbX48egfihf5KQxbL1+syi+fpdCSJg8DQvP5KU8k/9t9wLsnkfvXmRwsUn7YpHemg9aUJyXND61QOWZ04jOJdg4C9eFreXm7kFzT8DsEzD3ZN6/SyKYLFG8/cIGP/h/r9HdDZmcc/iZJ68yU91ETp6CyVPQugpv/BG8/Sf5IqEwBg//Mvrhv8FGMsHym69Tn55h7uRpKhOT73gRdJDm+oC/+t03iK+9xsn5Fc5MvIy79p3cBerp/wD9if+Yb176Af/87D/nvLWGH0k+sXeIz57+Ilemejy79k22h9sU7SJfOPQFfuHIL/CJQR/rG/8QsXuewdIneetjv8ay75OqlIJdoGgXsfAIY5swtuiHkkE3gY0Xabe+zaa+xIo7ZNmxCYTg0auaX3wpDxiKLfjuaZcXHq3iT7ocqw44Nt4ilhk7qWQnFewkgt1UonZh5hqcXoXTy5qFvfw1D1146aTghYcEw7mUJ7KIp6OIx5IED4s+Ph2KdLMqOn6ISNVRqogrJS2vz2vOMt8vrXOpmvtczu9qPnZe8/Q1hZ1pOq6kWYFmRdAsQ6sCzbJgrwr9wp1iCDT1RFPLNPUM6pmmqjU1rakCNaEpWxo9oRAljZC57/l11aKlQMsbaWaEAHtUy1RTGmRU+wmVQUp5kFEepFh3uaGRIBlaFpHtkLoeynFJXIfUd1CeJHUFqe2SOB6xdIi0S5BahKlFHEEcJyzrXa75HWrJOMejcTYGD/FnO0+xnZQ54zf5+/VlTugMGRVw4gJu4uNGBaSuIqz6bWPKRJ9I7hHYTYZOk67TpOW2uGSt8rK/zVVX0Gj7PP12nZmWz6CQ0Xmoz9yxXab8jKqnKFoaObL6DxX0MsFyr8LW8jzpRonqXsb4MM9gmkhBs2SzW5Ps1RSdWkzD26ZOm7IveGjH5pE3FBNnQQa3z6eyIHGgV7Bolgq0fZ+e6xONrgl+klFIEvwkxfNiCrUYezbBOhki5jP0nWwAGZCCTHILZDVK8RNFP4Y/FePsJE+QypTYaRM6XQKrRyYzLJmnrpbiQFiqEoxbktnKBIFzhHWxxCqLrOpFduT0/lNaOqMc9RHDmImkxVy4QiVYQ4brpFGTYdInkorESbG8GLyU1FYsJiln4pgzUV6ms+ym5awGMksQufkiwk4123KcPx//LN+pP8Mb5eNsehMoneHEFyiGZymHP0Sne4y7RQ75NqesmOPpANwCYXkWy23gOXXKbp2GVaSuLSasRapWFYI2hG063Q7/53KJP1ib4NqgiC0V4xMhaq5A2CjBaIceRpn5cvc+0ClkqcxtaUOQQcbSYJcnmhdZZIvYsdi1SmxYkww5zCR1jiM5geQ4UMRGIlBoemg6aNqj+tb27kgEbwrNrb/mHgo7v2eBgv3ch9fxdcR8to2bJbRElS1nDC0kp1uX+fmrL/Ab3/g9I5I/0qgst9itvJiLhonjuUAq3H5R/dCgslzw7J6H/hYkISTD3DK6XweQBvvHdDxEhyFidFUUWuXBGOp6nd1eqxSyhCxWpIEkDS3SwMrbQb6H7fV+Eljo9BZ/ZQF2o4IzNYm9sIizcBhndhZnfp7C009jNw6kucyS/KITtCBojupR6a7ndwM6q9Bdg94mt5nci+O5yC1Pg1cFv3pLXcuDOA8esz1or0Dzci5om5fzsnfpZmswAqpzMNyDdBRxVZ6G+WduiOK5J+8YJJo2m3T+8A9pffUPSJaXsaplan/tUepPjePZW/ndis4qjB8dieGRKP4RgvhHfzQUF17e5vt/dpXW5pDaZIEzn53noU/PUCiPHi8J891gXv9DOPdnkAzy13P6l2HmEagt5guD2kK+OLhXOmuw9nK+eFh9Gb3xQ0SSC75+Ns610t/E/Zn/iCMfP4bt3rgIf2/5OX77uf+RN6KLFEKLR6/WKIki2/WQjeqAth+iRO73KIEvDvr8w70WRaX5SrXCV6pl2tKiJ8Vt1rOb0GBrzZEk4VNByF8LAg4lKeFmid03a/ibCktrtitFLkxPsFapYEvFrG5zPNxjvBdi72nUcDR2R9Gf1lxbELy5JNmbgpMhPNpLmE8SqsTU7BD3gC+t0hBkDkHq0E9d+qLKjjXFeTXH95JD/MA6TcfT1CcvUCmfpW1f3k8ydB0BNLTDuFZMZAHjpNRRjHk+9VKNmshoBHuUsxBknoNRAUrkacuFzPewvu5SIVT+3mSZJMls4swmylyizCNNLTItEQpcUsbCAUthmxk9RACxEmwMq2yEVZpikqAwg1t0GXgWSgUUkx1k0sdWAQUdU5IJRZFQFCkFUgoioyAyvDv6G+ekShAqmyBzWJc2fzBWYNsVRBb0LUlz+GnW9r5InFY4NXGWv3viT1isbI0+d7CZSILUQYZ1rGgMJxzHjxoUozFKcYNa3KCWNKilNwIeU5HQddcYFFeIalcYZFtceyMk2HPxx0Omn9mjNGWR9udo753m3Poc3XYLd7DBZLiJrTMUgm5hDHvcZm6xw9RkSBrWCZtHCNtLxL0pVFymZm3ymer/xhHvJdrpLN8N/yZp2MYXuxRkE1e1kdkgD7RUICMQEYhIIGIgAFXXxCc08XFNsqjBhkBBL7RIug7+sEElK1ENQsbiDgUl8DOFqzOkiiENEGlE/mmZIOGLROqLKG7/HRzKgJ7VR8sethzgWEMyZ0DidYjUgP4wJXWqWL7PzPbLxFmfP/c+wQvWQyhLEAiPvazCUHmkjoNyLXByNyDtSHAEvogoyT6O7GKpDuW4xUQ2YDxJqWQCPElYdAhLFqknEbZG2ipPuoVgh2kucoI9MQmApVMW9BUW9WUOZdc4Fq0yG3YpDCWOthkufIbu1Bfxn32J+T/5Y2qbG/SqFb79mY/z/afOYBc0E3GLybhJPe1Tz3rU0gHVdEAt7VJNWpSTHlfTef4g/Txfzz5FgE+JgAAPdU975P9oHKAAFNFYo7iCIYJwNGt3Qur8XEtrRJbgqDxZVEmEVOSQut2nYuUuWS4JUit8UhbVJkeSdWSs+Jb9FF93PsOeVWMia/Hz/Rf48uAFJlWLFMmZ371oRLLhpxylcovsyJf2uni+cSxBD3ZQK2+SXHmTdPkyyfoayW6LtA/JMBfXydBCZze+zN6kRXlOUZocUKi3uUs269xNpTafi7baAlQXbrRrC1CdB/d9DiYdNqF55YB4vpIL8euiuLZ4c5ruA2ilGL78Mu2v/D69Z59FJwmFZ56m8Xf+DpUvfQnpvQu3jneIVppLr+zw6rdW2LjYQdqCY09Oceazc8ydOLDTSjzMg1xf/zdw4dkbi4DrlKdHonkJ6qO6NmoP9252M+lt5P9juTDzWP4+zT9DOPYYr/3Q4e0XNunuhrgFmxMfm+b0p2eZOnTDbeelzZf4py/8T7zaeWP/6X3tUM58pBKEMqZnhWgB5cTm57oJ/+Fgg7JWvFzwedH3eMkvcNXNP0gFpXkoEZzIbA5rj7pdQNs+S/4sC4UZ/GyA27qA3XwbGeyRRJL26hytNwXZIMOZKKCGIdko6NXyFNZ8gWRxmt7CLL16lUK8QznaopbuUNE9CiLCVSGSH+Ej/uPmTkOGJNIOa6LAd4tliiQcVwPm0oCJLMOG3HUmn+wDqcgP4Nfz743l5Xco2ss37qyMHUdNnSIquNhOA1tbiOEeDHagvw2D7XyBeiteFb30SZLpp+lVH2I3rbO3tk5rY43u7g6DdpOw3yMOQrTKEFIiLQvLdhC2QyYkkZKEmSbIrvvYgucKGjWXmbrH4oTPWMmi5EDJzvCyIQya6N4uerCLiLpE2qKpXHZjyU4kaUYVvi0/y/Olj5MKm4fEG3zh0EsszbfwvQBJiCTCkgnWXczdInOww3H87iH83iG87mH87mGsNL+2KBRN3WNvsEovXOWiTtlSCbXwGoVRQqWePUbsLlG0DlGzFpDixndd50uUA++lRPoWsmRjFWyW7O/zicE/o5Yus1F6hlZQoRjtUaFNQXbwZQ9lKSLPIvQkkScJPUno2QhZxms8TenM38CpHuOt5hZ/+uaf82+3X6Al85iMiZbL0naRqaZHZmliJ98HOd8TWXNEHucT2SdZzE7RQvOic5Xni+fp2Qo/85mIPaZjn0bmUlAeCA+FT4ZHio/CpoNmc3T7fmtkzTyIpTUTaCZ0RlmlBELSExZ9KRkgGN51x2EYdyz0pM/GoSK64tx8/R19B3JfXE0hCZgarDMdrrOQrHIsvcKs2mVKtagywJcx0tZIW2MpjRcrnEhhhRorExTjDP8uyUMSy2Ng+/SERVsJOqlNkBYJkzJxXCGOXYapyyvyBK2sTK3dZywY0CqNs1Ge5Ep5gtbo96qoNQ8pyZO4PCIkTalZQbGOYkMrdlC00YS3/NZYKIoioapjalnCmMqY82yOTTdYOj5L4fgcLwjF/73dYvlqk8J2n3AgkIORo4mAuYkSTx2q86VFh0/LNxi79EeI5RcIBj3+TH2cr6Sf50V9GouMz8kf8rfkt/icOIszuraJkZ+y/d93jEg2GN4VKoPOysjH+zJ67yLZ6jnilXUG65LhSsZwdQhKIxyL4sl5Sk8+ROljT+I9/AiiNJ5b9P36XQXp/UArRbqzS7K2RrK2OqrzEq+tka5voJMEWalQ+5VfofG3fxXvxIn7Nt699T5vfGedcy9sEgcpjZkiZz47z6lPzuCXDrgOZSn01nPrens5n7v28oH2yp3dVxpH9gUxC8/AzKN39O/WSrN+oc1bz21w6QfbpIlibK7E6U/PcvLjMxSrLlprLncuY0ubycIkRefmxU837vLNa9/kTy//KS9uvrifmACgJGyechp8jAIfywQPhQF20MnvCgStfHF3N4Qk9zFQqEzTXS7QuVbGLtsU52yKUzGuvTfaNu0AbiVfMNQWoDSZu5N45bw+2PbK+bluKW9bXu7y0lmD5iXS7QtEm+dQrTVEsIeV9rF1jC0Uo0y9xMoiyGwGqUs/cYmUQ6IkibZIlJW3lcUgc9kJSxQXTnP48ac49NhTzJ06jU0G66/AyguwPCrX75i4FShP5m5m+/UUlCaJ7AqtTszO7oDtTkqv2aS3u0tvb4eg173trSzW6lTGJ9Ba01xbJY1vuIZVJ6eZWFxifPEQ5el5tqwGbwY+31/tcwdUfHMAABq4SURBVPbKNqVgj7G4yQmnzwId/P42ae/GXR23UGR8cQnLsokGfcLBgGDQIw1zkRpIn5frT/Fq9RGE1jzWfZ3Hu69h65TcxqgRQmF7GZaTYnsK20uxnRTLS7EcRdb3iPrzpIOHEPIoJWeahm1Rt6BuK2qWhStu3AmJdMKOSDkvBBc0rKqMbTQtNH2hCcg3ptP5blwHPnN3+iBqZmhyWGyxKLc54rQ5WYw45EpUXGN3z6cXVhjqGoWZBSYfOsrco0s0Zj12rl5k5c1XWXnjNTYvniNLU5AC66FZNo9IXpctLnVjVDyOTsv5Lg1JjXo0i53U6WPRuekb9c6xyJiQA+ZlnwXRZ1EPWVAhM2hmgXHtgiiT6gqKAogMIRQIhUCRak1PCzpa0kXQ1YIegi1cXqDBqyPv50UCvui8yi+6f8UT8jIyi3ODjVYg9Dv+uYiwSYQkdiEpQ+xJYkfSkQ7dbgG9XSQelOiLMv2kQBA4JKEFmUK4Gu1rtA/4RWx3EikncPQEG0mD7yuf14EEcIFHsfg4Ns9oi0UtCVVGmHYIk23a8TqteJvdtEXgFahOHGVp/mG0O83m0GW9G7IxjNlJUzqeoGlputkNMV9wLBbHCni2RWeYsNoeojR4juTETIVj40Umyz4lz6I3GDLcukTYXCXod2mrAk1RY1VPEWiHcUKe6Vzg8c2XkarLwL+eQVSDzNirDrk8G/L7v/WSEckGw08KNRgweOklhs8/z+C554guXATAajQofeqTlD79aZyFRWSpiCzeXITz/viG59tehWTtNlmnk+9Dvd++Uaebm7kYXl+/LWDQmpjAmZ/b32XEO3mSyhe+8P7smPE+kcQZF1/e5o3vrLF1pYvlSI4/lVuXZ47VfrwPslJk3Q3ijcukO9ewilX8U59CVibf8ViiIOXiy1u89dwGW1e6SCk4/NgEpz89y9KZMeQ97L2+NdjiG9e+QaISPjb9MU6Pn8a+2+0IrSEe5EXaIK08tkA6o77cf40sPw+vfRXe/n/A9kd3LA7cyagt3mj7tXf82u+VLE1orlyjdekssSwx0DbPXe7wrYtN9kLNRK3Izz++yJcfW6ReKWC5Dpbt0N3Z5tqrr3D17A9YP/8WKsuwPY/Fhx8dieYnGZtbyKPc+5v5ItQtorWmt7fD9pXLbF+9xPbVy2xfvUxvd2d/TF6xRGV8Ii8Tk1TGJ0f9SSoTE1TGJrBdl0xpWsOYZi9kfWWN7ZVrtNaWGW6tku5uIDo7iNFuFBpBYBcppIN93ZgJm6bbYNdpsOeMUZya56FDRzjmTVBspehYIaTI/aOlIFMZQTwkCPu0hk02wgHfl2WuONV3vMAWubcClgZrlG5d6gShIiyVYOsUD/CFTWz5tKRPd39P2htUEUwjmEIyZVnUPZvMlaSOJLEEsS1IpCAREEtBjCZRmjhTBHHGSmtImORWO88SHK1ZHCkqptKYWjel2HZIhyWuq22tQpTuE/kwqPv0KyXavsd6lLHcC+jHN1tGy1LQUIIGgvGiy9RcmdpMmVgpuoOI5s4urd09VgaatlVGSRvHEhydLHFiqsLJ6TKnpjwmrP+P9s7vkCRb2CK97e12nXEqTFBJCpS2VvHWriGiIsIeI0sdksQiSWySzILRUgbAlgmuCHAYYouQUE2wqv4d/q1+ku9Q5RWhyIAZEfPFyhq/vLjJU5MK3Q9RqcYam0bWJxFeCZwiKR7NruCHl4a8diVgoyVIE5dEe2xLm5al6EqNkiGe00NJTVcVGWTvLiPkdZZkwsNaczQssZDYCCvCn99m8uGEhTOTxM4Sr+1qXn39bVqrIXvLq1SDHSbiJvX0QLyU4zO2eIjF48cYnz9MebyB6xfoZBbfuTbgL6/0eGs3op+MwiHv4XNvkVGnj68inCTGiWKqSY8j4RVm4o08PEFBKEpsFue5MnmUZLxCtRRQ8zeoFC/w23/vXxuRbDB8UCRb2wyef47h88/Tf+45sp3du5/sOLcLZ9cd+VnnYdh6Pxxbg1K5nUQzciHJyDp5chUd3z37ofB9rFoNe2b6wFZ7B8rs7IdKDN8Lu6s93vj2Oude3CQJs32Lru1ahP0kL4OEYFSH/ZiwnxCHN//QWrakOuFTmypSnyrk9XTeLtU8xF3Swh+kuT7grec3OPfCBkEvoVh1WTozzsyxGpOLZWzXIgkz4iglCTOSMCUOM5IoIw5zy67r2zieheNbOJ6F69n7bcez9v9uOR9M4qM0yei3olEJ6TdDeq2IfjPvB/0E25bYnoXjShzPytueheOO2q6F40kcz8YvO5TrHqW6h1u2+YtLu/wfz13jxatNfEfy7z45z9//1GFOz96cSCQOhqy8+RpXz/6Aa6++QmtjHYDKxCSHH3uS6aMnaG2us3P1EttXrxD2R9u6CcHY7DxTR44xeegIU0eOMXX4KIVKlW6YstUN2eqGbHZCtnsRm52QzW7Idjevd3oR6i4/iWXPZqwomWfApGrTCPdwww4du8IqNc7HFfZkGQfJoURyJLU4klpUVf5ZakvFwGKU7oTR93wUbziqLQGOlHQsxbqVoV0LbUuwBEprdKoRqUbG+f6ymtz1I7IETZmxh6Iv2Y/0dyxBxXcoeza+I3GkQCtFQSRU0j5efxexu4zX26GaDZmxHQ7PH2d65iiN6gxlt4GVWKSdkKwToYcZd/LISUmIdECQ9ehGHS5nERcFXJUOK3aRDadGLHPjgNSKGTFgTmiwi+zgsplqogNapKRgWkvmlGRBSw4jedixWRQCgWDDlZx3JFdUxuYwZjuOiQSEQlMsOSzOlDk6V+HEYo0zizUOj5fumDwsyyI2N79GFG3h+/P4/hyOPUvQrtHejNlbH9BcH9Bc79PdveHSZRFTt9cYczZoFPZolDqM1QJqNY1VrNy4k+hV8rtBvU2CZou19THWuk/wA5Z4UcLLIiMBGjrj02KFI26THTVFS9XoqCK9zGaIYChy6/7wLpclW8MY+cKhoQVjaMZUxliWUBUJRT+jRJmqKmGPdjTWKCI9JMoCBjqlL1y6widWHmIoKGtBZcJh9lTM2KFl3PpZBsHbDIdX0KO99IVwKBSWkMIFJQjijG6oaQ8zojhFZhm2SvDSBDtLQWnS0Cbp2cR9h7jvkPQdkqENOo9BSJwCg0KdfqGBb6ccs9c45m4yLnu4ache32OtV2J9WEW4Gs9NKBQVfk1Smy1TPdSgOFMEq0ccbxNF26Tp7ZscfOHnLhuRbDDcD7TWxJcvk+7uoYYD1HCIGg7RwyEqCFCD4f4xFQSo4QAdJ6NFtMhvoYvRilrmPwoj01O+mbuUyGoFq17PS602qkf9eg2rVkP67yB47QEjDtN96/L2tRv73tqeRaHk4JdHpeRQOND2yw5xkNLZDmhvD+nsBHS2A7L0xi+/7UhqI+FcqnlkqSJNsjwQNMnbaazykmSkcUYc5PW9Xk6vG0vu9XxpC/xiPn6vaOevpXTjNXnFXJD6RQevZKNVboFPo3ysSZyPL40VSXSgHWcEvXhfFAe9291SChWHcsOn3PAoVF2yRJFGGUmcC/4kuvlxkyhDZXd+Ya5vUap7aN9iLYp5uz2gjWJmuswzD08wM19hdrLIdNVnsuLhjIRNZ3uTq2df4dqrr7D8+lmi4QDbcZlYOsTk4aNMHT5GffEwQWmStb7iWnPI8t6Aq3tDVppDNjohQXK7r2a96DBd8Zmu+UxXPGZq+fOOlVzGii6NkstYyaVedPDsO2fGVEqzfa3L8ht7XHptj+ZyDzRoW9CvWSy7mh/GIetZLiw8WyKFIFOK+A7v04Rrc9rxmIoFxUFGLdQURkJbodmVmk1bsWUpNi3FjqUp+DbHp8ocnSghJWz3Il5f69IcxAgBTyzW+fypKT5/aoozc1XkgUVgEKesr65z7dzbbF08T/vaRYYb1yDNPwu5R/KNcbqyQMEqUbArlPwGleIYZa9BwS7jiyKO9rBTG6FvPIdCs47mggcXbM15nXEuTrCAo67DYSSHMsGhSHMISeOWgLFEQFtrXksyzkUplhb4GopInB/jRm85Eq9o4xUd/NKoHvW9UT8aJuyt5WK4vR3kyYvIrf31mSJjcyXG50qMzRQZK7WoztSQxcY7CxA+SDyge+4aV7+zzfNrKc9neYr16zK8RG7RryGoIqhqQU0k1AloiB4NujREj0lSxpwipcIcqTVFQoUstcmiDBWlkCoEAilgqDSdbFRSTSDAKUg8J8Gli5fu4ibbuGJAzdrgsP8yDW8X4ZXBLaG9Mlr4pKmmr0N6DOnbIYGb5JvpCfIMepL9dmzb+yWVVr5dohdhOze7fwmlcSONH2UUogw/UniRwso0PRzamc9Q22SeRNZtRAWUF6HvkPxHCBvXncTzpvG8KTw3r90Dbc+bwnXHjEg2GAwffbq7AdKS+GUb27l7iu+7oZWm345y0XxdPG8HdLaHDLsxli2xXYnlWNhO3radUX/Utt0bf4vD3Brb2R7S3hqSpfk1dmyuxNzJOounx1g41cDxLNJE5VbmKB1ZmEfCc3Rs3/IcpETDdGQdT4iG163m6U0C/14RUuC4+bi9kkNlzNsXwpWxvL7eP7ijx72SZfnrCnoxg3bEoDOq2xGDzqhuxww60W2Ceig0balpSUXoS6jYeA2PyoTP1FiRybJNIe6yrYpca4Zcaw5Z2R3S7YSUlKCkBSUlaFgW067DmGVRcCx8z6Lg25QKDuWCQ6Vo43o2li2wbLlfEKAyjcoUWZrXKtNkqUKlOm9nCpUqwkHK2vkW0TAFAVNLFZbOjLN4eozpo1WsA9bLTpDgO/ImsT2MUi5fbnPl7Sa7V3sMNwbQzQWEBqKShao72BMepZki9dkijapPvehQLzjUig61wp0F/MHss39xbptXV9toDZMVj/GSS3uY0A7ifdeIg0idMRY3mUt2qGUDurgEVoFAFggsn8AqEEqfbOQm5NmSWsGhXnSYrxdYahQ4Vi1w2HWZsyzGEViDhKwb56UXk3UihBTIiotVcUkLFttKsRwlnOsFvNIacGkY0USTScGpmQqPzNV4eK7Kmbkqp2erlDwbpfTo+5EQDVOiQUp4vT1MbuuHgxvHk2gksgRUJwq5EJ4rMT5XZmyuRH26mH8mfsIku0M2vrtGrx0xNVOmOF7Aqjj5e1N2kE6MiDv727cRtPNYhfmn89iCu6C1JujH7H7vTeIL59GXz5Gdf43s4tvI0aLNnprCf+QR/EfOUDh1iEK1jxiuk24so7bXUK0tVHcXhh0E0X7goPQElgtCZvspz+/59VqSsFojLBYJPZfAlYS2InQyIichdhMOrpOEtnGdMVx/Ctcbx3UmcN1xHHcc1xnHdfO+503hOGOIe8iwK4T4yYtkIcRVoMdo10Kt9TNCiDHg94HDwFXgb2ut7xBufAMjkg0Gw0eRLFVsXe2y+naLtXMtNi93UJlGWoLpI1XmTzaYP1ln5mjtXYlRrTVpom4SztEwRVoiF+4j1wfbOdB2rQ/kh//Hjl1php2IvY0Bu6t92p2IIMto74b090KSdowIbrYUDYSmLRU9qfG1oCokZS1w0jvHkzm+RaHi5v6/iSLLFFk6Er+JQt3Nt+JOCLAskfsUX/crtiT16SJTSxWmj1YpN3xc38b1R64yBesmoZzEGdtXu2xe7rBxqcPm5Q7RIBcrfslh5liNmaNVZo/VmDxUxXkXn4m7sduP+Pb5Hf7q/A5BnOVCu+hSKzg0iu5NwrtedKkXHIqulWc/zRTdMKUTJLeV7vX2MKE5jFlrBSw3h/Sjm62FkxWPpbEih8aKLI5KexhzdrXD2ZU2y83h/rnHJks8vlDnsYUajy/WOT1bxX8XC+AfR5YpokG6797004IaDgnffpvw9dcJXn+d8PU3iK9cueOtLVks4p04gXfy5I365AnssbFbHlTlwv3gVqx6dGy/n93Y2lTe/f3WOiOKtlEqxHUnsKzye9r//k58kCL5Ga317oFj/wPQ1Fr/YyHEbwINrfV/9aMex4hkg8Hw00ASZWxcau+L5p3lHlrnPtLTR6rMnxqJ5iO198UPOQ5SBp2Ifjti2M7rm6y67dyaV50oUJvMy8G2W3h3SXWyVBENUwbtkW/zyJ2jN/Jtzo/fbkWWlmDmaI3Fh8dYPD1GfaZIfy/ct/C3tofsbQwYdCJKFZdyzaNYdfNS8yhWXIq1vF+ouj9WZGqlieOUvbUBu8t99tZ69JoRcZgSBynxMLfgp3ewtt4rli1xC7kI6zejfWHemCmORHGN2WM16tPF910I3C+01rSGCcvNYV72BgfaQza64b4em6v5PLZQ5/HFOo8v1HhkoUbV/8kkvjLcnaw/IHrrTYLX30DH8b4gduZmEfL+L6rfb+6nSD4HfE5rvSGEmAX+Umt96kc9jhHJBoPhp5EoSNm40GbtfIu18212VnJ/VsuRzBytsXCqztzJBpNLFdIoy10ubrmVvN8e3nDJGHZzIbx/O/kAbsGmVHMp1T3KdQ+lNJ2dgO5ucJtPsl92bojnyTyoMQkzoiDJBWSQ7j9vFKTEo3HcSVRKS+TPOXLlOOjiUW74hIOElbearLzVZHcl3yPXK9ksnBpj8XSDxdNjVCfeW6BpOEjYW+2zu9pnd7XH7mqf5sYANXKJsWxJdbJA4YDvt1c64Mtayv1Yr/t+u76d+6SHeTBmEuT1fn+/nbvMVMZ9Zo/VmDlSwy//9ArBKM1YawWUfZupykc3dsLw4eWDEslXgBa5+9T/orX+F0KItta6fuCclta6cYf//XXg1wGWlpaevnbt2rseh8FgMHwUCAcJ6xfarJ9vs3q+xd5q/57+z74enFTKxV2xmovgUt2jVPP2d5go1b0feVs5DlI6u3kwY3c3yAMbdwK6OwH91g3rnxC52L4eEOUWbPyijVu08Q4cL9bcfSFcrLj3tGsIwLAbs3quycpbLVbebDJo53sW16YKLJ4eY+54HSEFSh3wE07VyJd45DN83a84UbS3A3ZXe/SbN/Y+LlRdJhbKB0qF+nThnrbxMxgMDzYflEie01qvCyGmgGeB/xT4+r2I5IMYS7LBYDDcTtjPRXNzo4/j2zei8g8IYr/ofCBbxGWpIujF+9vS3avgfa9orWltDvetzGvn26R3sJDfCSFA2pLquM/EYmVfEI8vlCnVfvIZJA0Gw4eTexXJ787hbITWen1UbwshvgZ8HNgSQswecLfYfi/PYTAYDD+t+GWHo09OcvTJd5745P3GsiXlxgd/a1wIwdhsibHZEo//7CJZqmhtDkeBcwJpSSw7r/O+wBq1PyghbzAYPpq8a5EshCgBUmvdG7W/BPwW8HXg14B/PKr/+P0YqMFgMBgMli2ZWCjf72EYDIafAt6LJXka+NooGtcGfk9r/edCiJeArwoh/gGwDPzqex+mwWAwGAwGg8HwwfGuRbLW+jLw+B2O7wE/914GZTAYDAaDwWAw3E9MGK/BYDAYDAaDwXALRiQbDAaDwWAwGAy3YESywWAwGAwGg8FwC0YkGwwGg8FgMBgMt2BEssFgMBgMBoPBcAtGJBsMBoPBYDAYDLdgRLLBYDAYDAaDwXALRiQbDAaDwWAwGAy3ILTW93sMCCF6wLn7PQ7De2YC2L3fgzC8J8wcfjQw8/jgY+bwo4GZxw8nh7TWkz/upPeSlvr95JzW+pn7PQjDe0MI8bKZxwcbM4cfDcw8PviYOfxoYObxwca4WxgMBoPBYDAYDLdgRLLBYDAYDAaDwXALHxaR/C/u9wAM7wtmHh98zBx+NDDz+OBj5vCjgZnHB5gPReCewWAwGAwGg8HwYeLDYkk2GAwGg8FgMBg+NBiRbDAYDAaDwWAw3MJ9F8lCiC8LIc4JIS4KIX7zfo/HcG8IIf6VEGJbCPH6gWNjQohnhRAXRnXjfo7R8KMRQiwKIb4lhHhLCPGGEOI3RsfNPD4gCCF8IcSLQoizozn870bHjwghvjeaw98XQrj3e6yGH40QwhJCvCKE+JNR38zhA4YQ4qoQ4jUhxA+FEC+Pjpnr6QPMfRXJQggL+GfAzwMPA39XCPHw/RyT4Z7534Ev33LsN4Fvaq1PAN8c9Q0fXlLgP9danwY+Cfwno++fmccHhwj4Wa3148ATwJeFEJ8E/gnw26M5bAH/4D6O0XBv/Abw1oG+mcMHk89rrZ84sDeyuZ4+wNxvS/LHgYta68ta6xj4CvDX7/OYDPeA1vrbQPOWw38d+J1R+3eAX/lAB2V4R2itN7TWPxi1e+Q/0POYeXxg0Dn9UdcZFQ38LPB/jY6bOfyQI4RYAH4R+JejvsDM4UcFcz19gLnfInkeWDnQXx0dMzyYTGutNyAXYMDUfR6P4R4RQhwGngS+h5nHB4rRbfofAtvAs8AloK21TkenmOvqh59/CvyXgBr1xzFz+CCigW8IIb4vhPj10TFzPX2Aud9pqcUdjpk96QyGDxAhRBn4N8B/prXu5kYsw4OC1joDnhBC1IGvAafvdNoHOyrDvSKE+CVgW2v9fSHE564fvsOpZg4//HxGa70uhJgCnhVCvH2/B2R4b9xvS/IqsHigvwCs36exGN47W0KIWYBRvX2fx2P4MQghHHKB/Lta6z8cHTbz+ACitW4Df0nuX14XQlw3gpjr6oebzwC/LIS4Su5y+LPklmUzhw8YWuv1Ub1NvmD9OOZ6+kBzv0XyS8CJURSvC/x7wNfv85gM756vA782av8a8Mf3cSyGH8PI7/F/Bd7SWv/PB/5k5vEBQQgxObIgI4QoAF8g9y3/FvC3RqeZOfwQo7X+r7XWC1rrw+S/gX+htf73MXP4QCGEKAkhKtfbwJeA1zHX0wea+55xTwjxC+SrZgv4V1rrf3RfB2S4J4QQ/xr4HDABbAH/LfBHwFeBJWAZ+FWt9a3BfYYPCUKInwG+A7zGDV/I/4bcL9nM4wOAEOIx8mAgi9zo8VWt9W8JIY6SWyXHgFeAv6e1ju7fSA33wsjd4r/QWv+SmcMHi9F8fW3UtYHf01r/IyHEOOZ6+sBy30WywWAwGAwGg8HwYeN+u1sYDAaDwWAwGAwfOoxINhgMBoPBYDAYbsGIZIPBYDAYDAaD4RaMSDYYDAaDwWAwGG7BiGSDwWAwGAwGg+EWjEg2GAwGg8FgMBhuwYhkg8FgMBgMBoPhFv5/nO8dks88MuUAAAAASUVORK5CYII=\n",
162 "text/plain": [
163 "<Figure size 864x360 with 1 Axes>"
164 ]
165 },
166 "metadata": {
167 "needs_background": "light"
168 },
169 "output_type": "display_data"
170 }
171 ],
172 "source": [
173 "gbm0(n_years=5, n_scenarios=1000, mu=0.07).plot(figsize=(12,5), legend=False)"
174 ]
175 },
176 {
177 "cell_type": "code",
178 "execution_count": 7,
179 "metadata": {},
180 "outputs": [
181 {
182 "name": "stdout",
183 "output_type": "stream",
184 "text": [
185 "532 ms ± 51.5 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
186 ]
187 }
188 ],
189 "source": [
190 "%timeit gbm0(n_years=5, n_scenarios=1000, mu=0.07)"
191 ]
192 },
193 {
194 "cell_type": "code",
195 "execution_count": 8,
196 "metadata": {},
197 "outputs": [],
198 "source": [
199 "def gbm1(n_years = 10, n_scenarios=1000, mu=0.07, sigma=0.15, steps_per_year=12, s_0=100.0):\n",
200 " \"\"\"\n",
201 " Evolution of Geometric Brownian Motion trajectories, such as for Stock Prices\n",
202 " :param n_years: The number of years to generate data for\n",
203 " :param n_paths: The number of scenarios/trajectories\n",
204 " :param mu: Annualized Drift, e.g. Market Return\n",
205 " :param sigma: Annualized Volatility\n",
206 " :param steps_per_year: granularity of the simulation\n",
207 " :param s_0: initial value\n",
208 " :return: a numpy array of n_paths columns and n_years*steps_per_year rows\n",
209 " \"\"\"\n",
210 " # Derive per-step Model Parameters from User Specifications\n",
211 " dt = 1/steps_per_year\n",
212 " n_steps = int(n_years*steps_per_year)\n",
213 " rets_plus_1 = np.random.normal(loc=(mu*dt+1), scale=(sigma*np.sqrt(dt)), size=(n_steps, n_scenarios))\n",
214 " prices = s_0*pd.DataFrame(rets_plus_1).cumprod()\n",
215 " return prices\n"
216 ]
217 },
218 {
219 "cell_type": "code",
220 "execution_count": 9,
221 "metadata": {},
222 "outputs": [
223 {
224 "data": {
225 "text/plain": [
226 "(199.8407516729308, 196.71513572895665)"
227 ]
228 },
229 "execution_count": 9,
230 "metadata": {},
231 "output_type": "execute_result"
232 }
233 ],
234 "source": [
235 "gbm1(n_years=10, n_scenarios=10000, mu=0.07).iloc[-1].mean(), 100*1.07**10"
236 ]
237 },
238 {
239 "cell_type": "code",
240 "execution_count": 10,
241 "metadata": {},
242 "outputs": [
243 {
244 "name": "stdout",
245 "output_type": "stream",
246 "text": [
247 "477 ms ± 104 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
248 ]
249 }
250 ],
251 "source": [
252 "%timeit gbm1(n_years=5, n_scenarios=1000, mu=0.07)"
253 ]
254 },
255 {
256 "cell_type": "code",
257 "execution_count": 11,
258 "metadata": {},
259 "outputs": [
260 {
261 "data": {
262 "text/plain": [
263 "<matplotlib.axes._subplots.AxesSubplot at 0x1217f8908>"
264 ]
265 },
266 "execution_count": 11,
267 "metadata": {},
268 "output_type": "execute_result"
269 },
270 {
271 "data": {
272 "image/png": 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\n",
273 "text/plain": [
274 "<Figure size 432x288 with 1 Axes>"
275 ]
276 },
277 "metadata": {
278 "needs_background": "light"
279 },
280 "output_type": "display_data"
281 }
282 ],
283 "source": [
284 "gbm1(n_years=1, n_scenarios=100, mu=0.07).plot(legend=False)"
285 ]
286 },
287 {
288 "cell_type": "markdown",
289 "metadata": {},
290 "source": [
291 "Note how the stock prices already reflect the first return. We'd like the prices to start out at `s_0` and then evolve. Let's fix that and add it to our toolkit and call this done!"
292 ]
293 },
294 {
295 "cell_type": "code",
296 "execution_count": 12,
297 "metadata": {},
298 "outputs": [],
299 "source": [
300 "def gbm(n_years = 10, n_scenarios=1000, mu=0.07, sigma=0.15, steps_per_year=12, s_0=100.0):\n",
301 " \"\"\"\n",
302 " Evolution of Geometric Brownian Motion trajectories, such as for Stock Prices\n",
303 " :param n_years: The number of years to generate data for\n",
304 " :param n_paths: The number of scenarios/trajectories\n",
305 " :param mu: Annualized Drift, e.g. Market Return\n",
306 " :param sigma: Annualized Volatility\n",
307 " :param steps_per_year: granularity of the simulation\n",
308 " :param s_0: initial value\n",
309 " :return: a numpy array of n_paths columns and n_years*steps_per_year rows\n",
310 " \"\"\"\n",
311 " # Derive per-step Model Parameters from User Specifications\n",
312 " dt = 1/steps_per_year\n",
313 " n_steps = int(n_years*steps_per_year) + 1\n",
314 " rets_plus_1 = np.random.normal(loc=(mu*dt+1), scale=(sigma*np.sqrt(dt)), size=(n_steps, n_scenarios))\n",
315 " rets_plus_1[0] = 1\n",
316 " prices = s_0*pd.DataFrame(rets_plus_1).cumprod()\n",
317 " return prices"
318 ]
319 },
320 {
321 "cell_type": "code",
322 "execution_count": 13,
323 "metadata": {},
324 "outputs": [
325 {
326 "name": "stdout",
327 "output_type": "stream",
328 "text": [
329 "468 ms ± 15.9 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
330 ]
331 }
332 ],
333 "source": [
334 "import edhec_risk_kit_121 as erk\n",
335 "\n",
336 "%timeit erk.gbm(n_years=5, n_scenarios=1000, mu=0.07)"
337 ]
338 },
339 {
340 "cell_type": "code",
341 "execution_count": 14,
342 "metadata": {},
343 "outputs": [
344 {
345 "data": {
346 "text/plain": [
347 "<matplotlib.axes._subplots.AxesSubplot at 0x11f386d30>"
348 ]
349 },
350 "execution_count": 14,
351 "metadata": {},
352 "output_type": "execute_result"
353 },
354 {
355 "data": {
356 "image/png": 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\n",
357 "text/plain": [
358 "<Figure size 432x288 with 1 Axes>"
359 ]
360 },
361 "metadata": {
362 "needs_background": "light"
363 },
364 "output_type": "display_data"
365 }
366 ],
367 "source": [
368 "erk.gbm(n_years=1, n_scenarios=100, mu=0.07).plot(legend=False)"
369 ]
370 },
371 {
372 "cell_type": "code",
373 "execution_count": 15,
374 "metadata": {},
375 "outputs": [
376 {
377 "data": {
378 "text/plain": [
379 "(201.04008569900208, 196.71513572895665)"
380 ]
381 },
382 "execution_count": 15,
383 "metadata": {},
384 "output_type": "execute_result"
385 }
386 ],
387 "source": [
388 "erk.gbm(n_years=10, n_scenarios=10000, mu=0.07, steps_per_year=12).iloc[-1].mean(), 100*1.07**10"
389 ]
390 },
391 {
392 "cell_type": "markdown",
393 "metadata": {},
394 "source": [
395 "## Exercise to the student: _Why are the terminal prices slightly, but consistently biased upwards?_\n",
396 "\n",
397 "To fix the bias, replace:\n",
398 "```python\n",
399 "loc=mu*dt+1\n",
400 "```\n",
401 "in the call to `np.random.normal` by\n",
402 "```python\n",
403 "loc=(1+mu)**dt\n",
404 "```\n",
405 "\n",
406 "and rerun it, and you will see that the bias is eliminated.\n",
407 "\n",
408 "_Hint: To understand why this works, you will need to think about how the per-step drift is computed._\n"
409 ]
410 },
411 {
412 "cell_type": "code",
413 "execution_count": 16,
414 "metadata": {},
415 "outputs": [],
416 "source": [
417 "def gbm2(n_years = 10, n_scenarios=1000, mu=0.07, sigma=0.15, steps_per_year=12, s_0=100.0):\n",
418 " \"\"\"\n",
419 " Evolution of Geometric Brownian Motion trajectories, such as for Stock Prices\n",
420 " :param n_years: The number of years to generate data for\n",
421 " :param n_paths: The number of scenarios/trajectories\n",
422 " :param mu: Annualized Drift, e.g. Market Return\n",
423 " :param sigma: Annualized Volatility\n",
424 " :param steps_per_year: granularity of the simulation\n",
425 " :param s_0: initial value\n",
426 " :return: a numpy array of n_paths columns and n_years*steps_per_year rows\n",
427 " \"\"\"\n",
428 " # Derive per-step Model Parameters from User Specifications\n",
429 " dt = 1/steps_per_year\n",
430 " n_steps = int(n_years*steps_per_year) + 1\n",
431 " rets_plus_1 = np.random.normal(loc=(1+mu)**dt, scale=(sigma*np.sqrt(dt)), size=(n_steps, n_scenarios))\n",
432 " rets_plus_1[0] = 1\n",
433 " prices = s_0*pd.DataFrame(rets_plus_1).cumprod()\n",
434 " return prices"
435 ]
436 },
437 {
438 "cell_type": "code",
439 "execution_count": 17,
440 "metadata": {},
441 "outputs": [
442 {
443 "data": {
444 "text/plain": [
445 "(196.2842326024505, 196.71513572895665)"
446 ]
447 },
448 "execution_count": 17,
449 "metadata": {},
450 "output_type": "execute_result"
451 }
452 ],
453 "source": [
454 "gbm2(n_years=10, n_scenarios=10000, mu=0.07, steps_per_year=12).iloc[-1].mean(), 100*1.07**10"
455 ]
456 },
457 {
458 "cell_type": "code",
459 "execution_count": null,
460 "metadata": {},
461 "outputs": [],
462 "source": []
463 }
464 ],
465 "metadata": {
466 "kernelspec": {
467 "display_name": "Python 3",
468 "language": "python",
469 "name": "python3"
470 },
471 "language_info": {
472 "codemirror_mode": {
473 "name": "ipython",
474 "version": 3
475 },
476 "file_extension": ".py",
477 "mimetype": "text/x-python",
478 "name": "python",
479 "nbconvert_exporter": "python",
480 "pygments_lexer": "ipython3",
481 "version": "3.8.8"
482 }
483 },
484 "nbformat": 4,
485 "nbformat_minor": 2
486 }