Skip to content

Instantly share code, notes, and snippets.

@baldwint
Last active August 29, 2015 14:20
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save baldwint/3e377408a2c0a372d432 to your computer and use it in GitHub Desktop.
Save baldwint/3e377408a2c0a372d432 to your computer and use it in GitHub Desktop.
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from __future__ import print_function"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Marathon Training, 2015\n",
"\n",
"On 10 May 2015, I'll run my third marathon in Eugene, Oregon. This is my second time training for this particular race, and my second attempt to run 26.2 miles in less than four hours. I missed it last year by about 10 minutes.\n",
"\n",
"In this notebook, I compare my training log to the one from my previous effort. This data is all on Strava, which has an excellent API and third-party Python binding, so it's easy to dive in."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import numpy as np\n",
"import pylab as p"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"p.mpl.rc('savefig', dpi=200)\n",
"p.mpl.rc('figure', figsize=(5,2.5))\n",
"p.mpl.rc('font', size=6)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from stravalib import Client, unithelper"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To use the Strava API I needed to sign up for an access token. This is a secret string that authenticates me and limits my usage to 600 requests every 15 minutes. I pasted it into a separate file to avoid publishing it."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"with open('strava_token.txt') as f:\n",
" TOKEN = f.readline().rstrip()\n",
" \n",
"c = Client(access_token=TOKEN)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<Athlete id=2930517 firstname=Thomas lastname=Baldwin>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"me = c.get_athlete()\n",
"me"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Fetching activities\n",
"\n",
"I can grab a list of all the activities I've ever done:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"activities = c.get_activities()\n",
"\n",
"# strava returns most recent first, reverse this and convert to list\n",
"activities = list(activities)[::-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As an example, look back on the first GPS run I ever logged:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"eg = activities[0]"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"u'First Nike+ run'"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eg.name"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"6750.00 m\n"
]
}
],
"source": [
"print(eg.distance)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"`stravalib` is managing units for me, which is cool. I can use `unithelper` to work in miles instead of meters:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"4.19 mi\n"
]
}
],
"source": [
"print(unithelper.miles(eg.distance))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##Plotting my run log\n",
"\n",
"My list of activities also involves bike rides, hikes, etc. I'll limit myself to only runs:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"runs = [a for a in activities if a.type == a.RUN]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To plot these all on one graph, I make numpy arrays for the dates and the distances. (I cast the distances to floating-point to discard the unit.)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"dists = np.array([float(unithelper.miles(a.distance)) for a in runs])\n",
"dates = np.array([a.start_date_local for a in runs])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAA0wAAAIQCAYAAACypu6PAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAAewgAAHsIBbtB1PgAAIABJREFUeJzs3X2cZGdZ4P3fPV2dyQsJmYG8TEJAWBFQyRhCZhJXV13I\n",
"RAKSjW+7K4QZRMXHJWEh+gCJ+Rg2BuOzJtkFdUVk6WBEI7KLSgiZoLvLsw9kMoYwg6CAuAbzxoR0\n",
"QjAvk66e+/njPjV1uvqcqnOqTlV3V/++n08+1V3npU4XzDnnOtd1X3eIMSJJkiRJWm7DSh+AJEmS\n",
"JK1WBkySJEmSVMKASZIkSZJKGDBJkiRJUgkDJkmSJEkqYcAkSZIkSSUMmCRJkiSphAGTJEmSJJUw\n",
"YJIkSZKkEgZMkiRJklTCgEmSJEmSShgwSZIkSVIJAyZJkiRJKmHAJEmSJEklDJgkSZIkqYQBkyRJ\n",
"kiSVMGCSJEmSpBIGTJIkSZJUwoBJkiRJkkoYMEmSJElSicYDphDCd4UQPhxC+GoI4bEQwkMhhE+H\n",
"EF5TsO6LQgifCCF8K1vvgyGEZzZ9TJIkSZI0jNYY9vls4GnAHHAfcDTw48DvhxC+LcZ4NUAI4VnA\n",
"p4CHgXcAxwK/CLw4hLAtxrgwhmOTJEmSpMpCjHH8HxLCBuBOYHOM8TnZe78NvA54YYzxnuy9lwG3\n",
"AW+MMb5v7AcmSZIkSX1MZAxTjPEQcA+Qzxr9GPCxTrCUrfcXwJeBn5zEcUmSJElSP+MoyQMghHA0\n",
"qRzv6cCrgfOAN2XLTgVOAP6qYNO9wCvGdVySJEmSVNXYAibgOuDnsp/bwCUxxt/Nft+Svd5fsN39\n",
"wOYQwqzjmCRJkiStpHEGTNcDfwycArwG+M0QwhMxxhuAo7J1DhZs92T2ehRLS/hKhRAeAzYCEZiv\n",
"sMkicKjKviVJkiStChuAmQrrbQYCcDDGeMyoHzq2gCnG+CXgS9mvN4YQbgX+UwjhJuCJ7P2NBZse\n",
"mb0+UbCszEa6X96JdY9VkiRJ0tQpijVqG2eGqddHgHOBF9ItxdtSsN4W4KGa5XiHSAHTIvBQhfXz\n",
"GaZZUpB1gIoZrXXA72Q5v5Ol/D4Sv4el/D6W8ztZzu9kOb+Tpfw+Er+H5TYCzyRVlLX7rPcMUmzQ\n",
"SEXZJAOmThneoRjjvSGEB4GzCtbbBnyu5r4PAKcCD8QYn1VnwxDCS0gtz18RY/xszc+dSn4ny/md\n",
"LOX3kfg9LOX3sZzfyXJ+J8v5nSzl95H4PSyX+07O7fedhBDuIcUGB5r43MbbiocQTih4b5Y059JD\n",
"wBeytz8CvCqbwLaz3suA5wMfbvq4JEmSJKmucWSYfjeEcCzwKeA+4GRS04fvAF4fY1zM1nsX8BPA\n",
"/wgh/GfgWOCXgP3AB8ZwXJIkSZJUyzgCpj8C3gD8X6T6wUeBPcCbsolpAYgx3hNC+AFS+/FrSB3z\n",
"PgZcajtxSZIkSatB4wFTjPEm4KaK634R+OGmj0GSJEmSmtD4GCZJkiRJmhYGTJIkSZJUwoBJkiRJ\n",
"kkoYMEmSJElSCQMmuB94Z/aqxO9kOb+Tpfw+Er+Hpfw+lvM7Wc7vZDm/k6X8PhK/h+VW5DsJMcZJ\n",
"ft5Y5GbzvTfG+KxB60uSJEmaTk3HBmaYJEmSJKmEAZMkSZIklTBgkiRJkqQSBkySJEmSVMKASZIk\n",
"SZJKGDBJkiRJUgkDJkmSJEkqYcAkSZIkSSUMmCRJkiSphAGTJEmSJJUwYJIkSZKkEgZMkiRJklTC\n",
"gEmSJEmSShgwSZIkSVIJAyZJkiRJKmHAJEmSJEklDJgkSZIkqYQBkyRJkiSVMGCSJEmSpBIGTJIk\n",
"SZJUwoBJkiRJkkoYMEmSJElSCQMmSZIkSSrRWukDkCRJzQghtIBTgOOBR4D7YoztlT0qSVrbzDBJ\n",
"krTGhRBODyFcB60DwN3AvvTaOhBCuC6EcPoKH6IkrVkGTJIkrVEhhB0hzO4B9sHmi+GSTfBx4HbS\n",
"6yWb0vvsC2F2Twhhx4oesCStQSHGuNLHMLIQwj3AqcC9McZnrfTxSJI0blnwcyuctQiXz8D5wGzB\n",
"mguk4OnqRdg7A5wXY9w9yWOVpEnJSpP/ETiZhmIDM0ySJK1JratSsLRnBi6gOFgie/8C0npnLabt\n",
"JGm69JQmn9zkvg2YJElaY0IIW6G9LWWWQtWtgMtmoL3NMU2SpkVxafIzGv0MAyZJktaenbC5ncrw\n",
"6nglaTt2juGYJGmiuqXJZ5wJHwUeaMG1wJGNfo4BkyRJa0iqz2/tgl2t8jK8MrPAzha0dmV1/pK0\n",
"hlUtTR6NAZMkSWvLKdDeBC8fcvNzgfZmYEuDxyRJEzVcafJwDJgkSVpbjk8vm4fcfFPPfiRpTRqy\n",
"NLk+AyZJktaWR9LL/JCbP9yzH0laW0YrTa7PgEmSpLXlPmg9DJ8ccvPbgNY8cH+DxyRJkzRiaXI9\n",
"BkySJK0hMcY2tOdgrp0mpa1jAbihDe25tB9JWpNGLE2ux4BJkqS1Zw7mW/DxmpvdTNqOG5o/JEma\n",
"mBFLk+sxYJIkaY2JMe6H1h1w9SLEqlsB71qE1h1pe0las0YsTa7HgEmSpDWpfQXsnYHti2nCxrLy\n",
"vAXS8u2Laf32FZM7Rklq3milyfUZMEmStAbFGHcD58Fdd8KFwMlteCtwC3B79vrW7P0LSetxXrad\n",
"JK11c8OVJtcXYqyayl+9Qgj3AKcC98YYn7XSxyNJ0iSFEE4HdsJRPwNPHNdd0ppPT2G5wTI8SdMm\n",
"hNk9cMaZsKdn8tpnAfdCQ7GBGSZJkta4GOP+GOOlcP9PwNeA/cDdh+D0k2KMlxosSZpOVUuTR2PA\n",
"JEnS1Hj6BjgNeDHw7A1w58xKH5EkjUt5afKTjX6OAZMkSdOjN0A6ekWOQpImJMa4O8aF7cBWmH83\n",
"/N7j8FCjn2HAJEnS9DBgkrQudUuTv/5OOLnRfTceMIUQzgoh/GYI4QshhH8KIdwdQrgphPD8nvXm\n",
"QgiHCv77m6aPSZKkdaI3YDpmRY5CklbMUYeWnwpH02p0b8nbgHOAD5NGnW4B3gR8NoRwdozxC7l1\n",
"DwJv6Nn+m2M4JkmS1gMzTJLUsHEETNcCe9OEUkkI4Sbg88DbgYty6y7EGD80hmOQJGk9MmCSpIY1\n",
"XpIXY/xMPljK3vs74IvAC3tWDyGEDSGE45AkSaMyYJKkhk2k6UMIIQAnAd/oWXQ08CjwSAjhoWzs\n",
"k/XWkiQNp7dyxIBJkkY0jpK8Iq8BTgF+OffefcCvA58lBW6vAH4B2BpC+MEY4+KEjk2SpGlh0wdJ\n",
"atjYA6YQwguB3wI+DdzQeT/GeFnPqn8cQvgycDXw48BNQ3zcbAjhJRXWuz/GeP8Q+5ckaTWzJE/S\n",
"1AohbCE1lOvjQ6fCU41+7lgDphDCycDNwMPAj8cY44BNrgeuAl7GcAHTicCdFdZ7J3DlEPuXJGk1\n",
"M2CSNM3eCPxK/1V+qvEPHVvAFEJ4OnALcBzw/THGBwZtE2N8MoQwD2we8mMPkEr7BjG7JEmaRgZM\n",
"kqbZe4E/67/Khy6CN/97eLCxDx1LwBRCOBL4c+DbgZfHGP+24nbHAs9k+L9wIcb42SG3lSRprTNg\n",
"kjS1siE1fRMfIfAv4Zca/dzGu+SFEGZI5XTbgZ+IMe4pWGdjFhz1uiJ7/UTTxyVJ0jpgwCRJDRvX\n",
"xLU/QsowPTOE8Nr8whjjjaTBWneFED4EfClbdB6pnO6WGOOfjuG4JEmadnbJk6SGjSNg2gpEUtD0\n",
"Iz3LInAjqQnEnwPnAjtJJ/ivAO8AfmMMxyRJ0nrgPEyS1LDGA6YY4w9VWOebwOua/mxJktY5S/Ik\n",
"qWGNj2GSJEkrxoBJkhpmwCRJ0vQwYJKkhhkwSZI0PQyYJKlhBkySJE0Pu+RJUsMMmCRJmh5mmCSp\n",
"YQZMkiRNDwMmSWqYAZMkSdPDeZgkqWEGTJIkTQ8zTJLUMAMmSZKmR2/A1AqBI1bkSCRpShgwSZI0\n",
"PXoDJjDLJEkjMWCSJGl6GDBJUsMMmCRJmh4GTJLUMAMmSZKmhwGTJDXMgEmSpOlhwCRJDTNgkiRp\n",
"evTOwwRwzMSPQpKmiAGTJEnTwwyTJDXMgEmSpOlhwCRJDTNgkiRpehgwSVLDDJgkSZoeBkyS1DAD\n",
"JkmSpkdRwGTTB0kagQGTJEnTwwyTJDXMgEmSpOlR1FbcgEmSRmDAJEnS9DDDJEkNM2CSJGl6GDBJ\n",
"UsMMmCRJmh4GTJLUMAMmSZKmh13yJKlhBkySJE0PM0yS1DADJkmSpkcnYHoq954BkySNwIBJkqTp\n",
"0QmYFoAns58NmCRpBAZMkiRNj848TIvA49nPBkySNAIDJkmSpkcnw9QGHst+NmCSpBEYMEmSND06\n",
"AVM+w2SXPEkagQGTJEnToyhgMsMkSSMwYJIkaXoUBUyzITC7QscjSWueAZMkSdOjKGACOGoFjkWS\n",
"poIBkyRJ0yMfMD2We9+yPEkakgGTJEnToyzDZOMHSetFaHqHBkySJE2PonmYwAyTJA3NgEmSpOmR\n",
"n4fJgEmSGmDAJEnS9CgryTNgkqQhGTBJkjQ9DJgkqWEGTJIkTQ+75ElSwwyYJEmaAiEQ6F7X7ZIn\n",
"SQ0xYJIkaTrkr+mW5ElSQwyYJEmaDjO5nw2YJKkhBkySJE2HVu5nAyZJakhr8CqSJGkNyGeYnIdJ\n",
"0qoVQmgBpwDHA48A98UY2yt7VOXMMEmSNCEhhFYI4dkhhNOz1yYfXPaW5NklT9Kqkp37roPWAeBu\n",
"YF96bR0IIVwXQjh9hQ+xkAGTJEljNqGbhH5jmOySJ2nFhBB2hDC7B9gHmy+GSzbBx4HbSa+XbErv\n",
"sy+E2T0hhB0resA9DJgkSRqTCd8k2PRB0qqTndduhTPOhI8CD7TgWuAVwPbs9drs/Y+S1uPW1RQ0\n",
"NR4whRDOCiH8ZgjhCyGEfwoh3B1CuCmE8PyCdV8UQvhECOFbIYSHQggfDCE8s+ljkiRp0lbgJsGA\n",
"SdIq1LoKzlqEPTNwATBbst4safmembR+66rJHWN/48gwvQ24ELgNuAT4XeBfAJ8NIXxXZ6UQwrOA\n",
"TwHPA94B/AbwSuC2EELZNylJ0hox8ZsEAyZJq0oIYSu0t8HlMxCqbgVcNgPtbatlTNM4uuRdC+zN\n",
"d7oIIdwEfB54O3BR9vZlwFHAGTHGe7L17iAFWruA943h2CRJGrt0k8A2uJz6NwkXbgshnB5j3F/z\n",
"Y20rLmm12Qmb23B+zZjjlaTt5ncCl47jwOpoPMMUY/xMb1vAGOPfAV8EXph7+8eAj3WCpWy9vwC+\n",
"DPxk08clSdIEdW4Sam7WuUlg5xCfuSTDFCOLwMHsd5s+SJqo1AW0tQt2tcoz7GVmgZ0taO1quJvo\n",
"UCbS9CGEEICTgG9kv58KnAD8VcHqe4EzJnFckiQ1bQVvEnrnYYJulskMk6RG1Jge4RRob4KXD/lJ\n",
"5wLtzcCWIXfQmEl1yXsNaXKqm7LfO3/4/QXr3g9sdhyTJGmNWqmbhN4xTGDAJKkhQ0yPcHx62Tzk\n",
"J27q2c/KGXuKK4TwQuC3gE8DN2RvH5W9HizY5MncOgs1P242hPCSCuvdH2MsCtYkSRpVkzcJ/1hj\n",
"QwMmSY1LnTtbVwHbUsnwrlZ6ILQZmAc+uQnmLob5t4Qwewe0r4gx7gYeSXuYH/KTH+788EjuWLYw\n",
"8GHSh06Fp4b8zGJjDZhCCCcDN5P+4h+PMcZs0RPZ68aCzY7sWaeOE4E7K6z3TuDKIfYvSdIgjd8k\n",
"VGTAJKlRuekRFlMTm/MLSo1fAVzTSnPLXX0m7L01hHAe8JfQejgFVK8Y4tNvA1rz0M4nOd4I/Er/\n",
"7X5qiM/qb2wBUwjh6cAtwHHA98cYH8gt7vzhRRHiFuChGGPd7BLAAar9L2J2SZI0LveN4SahiqKA\n",
"6bHsdWMIzGSNICSpotZVKVjaM6AteGd6hFfPwPZFuOuqGBd2hxDmUvbpmppjOheAG9rQnutpJvde\n",
"4M/6b/uh18Gb3wwP1vi8/sYSMIUQjgT+HPh24OUxxr/NL48x3htCeBA4q2DzbcDnhvzohRjjZ4fc\n",
"VpKkkcUY22O4SaiiX4YJUpbpWzX3KWmdamJ6BGAO5t+Ssk8X1Pj0m4H5Ft3hPABkQ2r6PkwKgZfB\n",
"L9X4rMEab/oQQpghNXfYDvxEjHFPyaofAV6VTWDb2fZlwPOBDzd9XJIkjapGd6i5dLH/eM1PKL5J\n",
"qKh3HiZwLiZJwxt5eoQ0n1zrDrh6EeKgDTMReNcitO4YYj66sRhHl7xrgR8BPgE8M4Tw2vx/ufXe\n",
"RTqR/48QwptCCO8gBUr7gQ+M4bgkSRpK3e5QK3ST0K+tOBgwSaqo2ekR2lfA3qxU76OU93RbIC3f\n",
"vpjWb18xwp/QqHEETFtJZ/0fAT7Y89/hJ2bZhLU/AHwVuAb4ReBjwLlDjl+SJKlRIYQdIczuAfbB\n",
"5ovhkk0pa3Q76fWSTel99oUwuycbIJ2Z+E1ClZI8SaqisekRso5558Fdd8KFwMlteCup1cHt2etb\n",
"s/cvJK3Hedl2q0LjY5hijD9UY90vAj/c9DFIkjSqUbpDxRh3xxh3p05Rd10FF2bteHe20o3EJlI3\n",
"vNtIY5bmW9C6E7hihJuEfk0fwIBJUnWNTo+Qndd2p2z8/E744Jvh+tw5qzUP7TnghhgXVkUZXt7Y\n",
"52GSJGltGr47FLAbYPlNwg2XwPW5a2+jNwmDMkzHjLh/SevHWKZHyMqNLw1h4V/CA9+TFv/Vj8BP\n",
"f2KIRjcTM46SPEmS1rTUHaq9DS4fECwt2YrUHaq9rWhMU4zxUrj/r+BrpOG6H90J7ZNijJc2NLDZ\n",
"kjxJTelMjzDk5p3pEco62s3OwGnAi4HXz6/mYAkMmCRJKjJyd6ji5UfkbhIu+GbDNwkGTJIakc5N\n",
"7TmYa5ePvyxTaXqEmZKfVyUDJkmScprtDrXMTM/KTTJgktSkuTFOj2DAJEnSGtZYd6iCheMMmJyH\n",
"SVJjxjw9Qv58ZcAkSdIa02R3qF6TyjB1ymDskidpBGObHmFNZZjskidJ0lJj6Q6VWcmSPLvkSapl\n",
"jNMjGDBJkrSGdbpDbUrzLNXV6Q7VLuoOla/scAyTpFVv+fQIH3gTXH9Ed42hpkdYUwGTJXmSJOWM\n",
"uTuUTR8krUnd6REe+Eh3eoS9/3nI6REMmCRJWuPmxtQdyoBJ0hq3cUN3eoSXHhxyegQDJkmS1rIx\n",
"docyYJK01uXPNUcOuQ+75EmStPaNpTvUpAMmu+RJalo+ftg45D7WVIbJpg+SJBUYU3eolZyHyS55\n",
"kpqQP48ZMEmStJ4t7w71u2+E63OBR+3uUJOeh+mJ3HtmmCQ1oYmSPAMmSZKmSTYm6dIQHv8yPPQ7\n",
"aYqlcBO8+LU1BzznbwyOKF1rOMtK8mJkIQQWSMGZAZOkJliSJ0mSyhwdUtxxGsAw3aEmPYYJUlne\n",
"0zFgktSM0pK8EEILOAU4nvRk6b4KUyys+oDJpg+SJFWXv7AP89BxJQKmTuMHAyZJTVhWkhdCOD2E\n",
"cB20DgB3A/vSa+tACOG6VNachMAGIJTsb1UyYJIkqbr8dXOtBEydxg82fZDUhNx58MMnhTC7B9gH\n",
"my+GSzal+etuJ71esim9z74QZveEEHawPEBa9QGTJXmSJFW3FjNMnYDJDJOkJmTnmt3AT34XnLUI\n",
"lwPnt5af1l4BXJNNAn71mbD3Vnjmq+AbBftbvQyYJEmqLp9hGuYiP+m24tANmI4MgQ0xcqjhz5W0\n",
"vmTnsSuBs4FPzyytsOs1C1wAvDqb127/lcX7W70syZMkqbq1kmHKD7LOz8V0VMOfKWn92ZCGKH0G\n",
"eDv9g6W8AFw2AwdfCktmYTBgkiRpigw9hikb6Jw36ZI8sCxP0uhm4AbgROD8mpu+Eti8mLbP7291\n",
"M2CSJKm6UTJMvTcFk+6SBwZMkkjtv0MIz8662z07awde0VMzcCPwWuqfxmaBndn2hxPhBkySJE2R\n",
"UbrkrVTAlM8w2SlPWsfqtP8ud/eR8CDw8iGP4lzgAHB/5w0DJkmSVpPRnqyONNniagiYzDBJ61AI\n",
"YccQ7b9LzGfnrs1DHs2m7PWRzhsGTJIkrQbNPFkdKcPkGCZJE5cFP7fCGWfCR4EHWnAtqeX39uz1\n",
"2uz9j5LW49byoOkZ2ev8kEf0cPZ6fOcNAyZJklZSs09W1+QYJgMmaV1rXZXmStozk9p7l516Ou2/\n",
"98yk9VtXFa/3nENwAvDJIY/nNlLDiC2dNwyYJElaKc0/WV3VY5gGzcMEBkzSuhJC2ArtbXD5gLmS\n",
"lmxFav/d3laceZ/dkBo+3Ags1DyiBeCGxbT94VOWAZMkSSun6SeraybDlJ+HKd8lz6YP0vqyEza3\n",
"h2z/3U7bLzMDu0iNGz5ec783A/MzPbs1YJIkaSWM58nqkuumTR8krVqpoU1rF+xqDdn+uwWtXQWN\n",
"cWbgdOAc4BogVtxnBN61CE//fNo+v7/VzYBJkjStxvRk9bDVnGEyYJJ0CrQ3jdb+u72Z3GCjTBY/\n",
"XEkaC3r2YippLivPWyAt374Ie2fgZb/Vs4IBkyRJkzbGJ6ureQyTAZOkvKwN3ajtv7vt7DLZuSYb\n",
"IsqXvggXAie34a3ALaRA6hbS7ye30/K77gTOg4/cUby/1avuyV6SpLWggSer13eerP5jboEZJklr\n",
"RTbR0ajtv7sTJmVy55odwCOvh7AA8zvhN3dl587M7MOw8AHghhgX9gOEwEvL97c6mWGSJK0aI04q\n",
"mzeuJ6trMcOUb/pgwCStH/dB6+HR2n+35oH7exb0xg8bY4z7Y4yXwh8/B74G7Ce93vnCGOOlMcb9\n",
"ufV7z4UGTJIkDdLQpLJ5E3iyuiabPtglT1onYoxtaM/BXHvI9t9taM+l/SzRey47svvjvwJOA17c\n",
"eS2KNQqaSKxuBkySpBXT8KSyeZN4srraMkzOwySp1xzMt4Zs/90CbihY2Hsu25j7ufe8eESF7ZsO\n",
"mKq2Ra3MgEmStCLGMKnsYRN6srraAqayeZgMmKR1KpXCte6Aqxfrt/9u3dFTStfRJ8O0bNlKBEyN\n",
"M2CSJK2QxieV7TU35ierIwdMITT6JNSmD5IKtK9I7by312z/3b6iZMVlY5hyP1d5MGTAJEnSIGOa\n",
"VHaJMT1ZbbIkb5h9VN2/AZMkAGKMu4HzUlvv6u2/s+2KrPaSvMYZMEmSVsI4JpUt0PiT1SabPkCz\n",
"ZXmFAVOMPEW3RM+ASVqHYoy7Y1zYDmyF+XfD7z2ezr/nkF7fM5/eZ2uMC9v7BEtgSZ4kSeM1xkll\n",
"lxnDk9X8dXOmZkndigRMmU6WyS550jrWbf/99V/vtv/+6/8G7ZMK2n+X6VeS13teLjrHrbkueU5c\n",
"K0matHFNKlsoC352pzK++Z3wOz8D1x/XXaM1nxpEdCdW7KPoyWhvY4iq28JkA6bjMMMkCYCjWqnt\n",
"92kATxU0uOln3WWYDJgkSZPW5KSyAwOmjuzJ6aUhPPqX8M2PpSmWjgfeenKMH67aSq/3yWqL1Rkw\n",
"HepZ1skwGTBJgqWBTOWAJcuq92bW62aYDJgkSRpgXJPKVnTcxpRsOS37/cOjlNXVuY6OO2DqHMuh\n",
"GJd1uTBgkpSXP/fUOY8VDefp1yVvKjJMjmGSJE3auCaVrao3aBjlZmHUG41xZJiKMl6PZa9HN9zK\n",
"XNLalA9kRn3wky/Js0ueJEmjGuOkslUd1fN7nYv1KBf6SZXk9Y5fgqWtxXv/fknrz1AleSXrOg+T\n",
"JEljMDeGSWWrWqkM02oJmCzLk9RkSV7dDNOa65JnwCRJmrgxTSpbVW+GZZSgx4BJ0lo0qQyTJXmS\n",
"JA2v8Ullq+oNGOpcrM0wSVrVQgitEMKzQwinZ69F56kmxzBNfZc8AyZJ0ooYw6SyVZlhkjR1sgDp\n",
"OmgdAO4G9qXX1oEQwnVpLrrDxlWSN5UZJtuKS5JWzPJJZW98C1yf6+JWa1LZqpocw7Samj50/o6i\n",
"gOmx3M8GTNIUCSHsgNZVwDbY3IZdrTQx+GbS9A2f3ARzF8P8W0KYvSNl6aNNH2oYS4YphHBMCOGd\n",
"IYRPhBDmQwiHQgg7C9aby5b1/vc34zguSdLqFGPcH2O8FO59Er4G7Af+12XQPinGeOmIY5Z6Ndkl\n",
"bzVmmIq6B+YzTMc0+JmSVlAKlrgVzjgzlS4/0IJrgVcA27PXa7P3P0paj1vhppNzu7Gt+ADjyjCd\n",
"AFxBSgd+DvhBykf1HgTe0PPeN8d0XJKkVW22lSaUPQ1gYYTW4f3YJU/SlGhdBWcswp4Z+k6xNgtc\n",
"ALw6Gzf6rufDvz68kxof2ETThzXXJW9cAdN9wMkxxgMhhDOBvX3WXYgxfmhMxyFJWiOyCVXzAcTT\n",
"xvRRjmGStOaFELYC2+By+gdLS7YCLpuBC49NmfzTYbTGN2DTh+HEGJ+KMR7Ifh30v2AIIWwIIRw3\n",
"jmORJK0ZvRfNcQVMdsmTNA12pjFL59fc7JWkYrDD09k1WZI3lU0fVkOXvKOBR4FHQggPhRB+M4Rg\n",
"fbUkrT+9wcNayDCtpqYPBkzSOpFahbd2pQYPdU8js8BrgRvJhjyOs624AVMD7gN+HdgF/Bvgz4Bf\n",
"AD4RQlj1X54kqVG9F9pJZZjWQ0levkueDyWlte8UaG9K3fCGcS5wALgfmi3Jm8oueSvaVjzGeFnP\n",
"W38cQvgycDXw48BNNXc5G0J4SYX17o8x3l9z35Kk8eq9sI7rxn6ULnmW5ElaDY5PL5uH3HxT9voI\n",
"cNqa6ZIXQtgCbOm/1h+eAk9V3WUlq3EepuuBq4CXUT9gOhG4s8J67wSurLlvSdJ4Taokb1ozTP3m\n",
"YTJgkqbLI+llfsjNH85ej4fxzsPUdJe8NwK/0n+Vf1tjd9WsuoApxvhkCGGe4ULmA6SG84OYXZKk\n",
"1WdSJXmjjGFaCxmmQfMwGTBJa9990Ho4TUpb5da3122kPMMWGO0cCP0zTE2X5L2XNISnjz98HVzy\n",
"Zniwxm77W3UBUwjhWOCZDPdXLsQYP9vwIUmSJmOlMkyjPF0d9cls0dPX2rKW7J2utGaYpCkXY2yH\n",
"EOZg7mK4pmbjhwVSw4eLyEKBUR/8tEJgQ4wcKljeaEleNqSmb+IjBF4Ov1h1l5WsWNOHEMLGLDjq\n",
"dUX2+okqHFhQAAAgAElEQVRJHo8kacWNPWDKAotpzDDl9z2o6YMBkzQd5mC+BR+vudnNpLzEzs4b\n",
"oz74gW5Znk0f6gghvIlUGHlK9tarQwjPzn5+N6nk7q4QwoeAL2Xvn0fKK94SY/zTcR2bJGlVmkSG\n",
"aZblQc8oNwujlrJMKmDKZ5jskidNgRjj/hBm74Crz4RXz1SbvDYC71qEszfA6Z0NRj2PQSrLe6Jg\n",
"X1PRVnycJXmXAs/Jfo7AhcCPZj9/kDTa7M9JfQ13kr6srwDvAH5jjMclSVqdJjGGqSi7sh4yTJbk\n",
"SVOpfQXsvRW2L8JlM2lS2qLTygIps/SuRdg7A7fmF456HoPyDJMBUz8xxudWWO114/p8SdKa03uV\n",
"PzIEZmIsDACG1VuOB7lrYZoMklNIFRKPAPfFGPNNFFZrl7xBAdNTwCFSwGfAJDWgwvli7GKMu0MI\n",
"58FdV8GF22BzG3a2Uj5iEyk/cRtwQzuV77XuhKN/BXbckttNEyV5ncYPVZo+jNIlb0WsuqYPkqR1\n",
"q+jCegzwaIOfURQszIQQTgd2QWtXmgyyo/VwGljNXIxxP82W88GEAqYYiSHwOClrZ8AkjaDG+WIi\n",
"Yoy7gd3puOZ3wvveCNfnSm9b89CeA26IcWF/CI1OrdAx1RmmFWv6IElSj6KLdtNleT0Zpt3Aqe8C\n",
"9sHmi+GSTWkA9e2k10s2pffZF8LsHrh5lIYR4wyY8sdRlpHrlOUZMElDCCHsSOeBaueLEMKOSR5f\n",
"jHF/jPFS+Prl8DVgP/CFP4P2STHGS3NBXG8QE0KoHBOUrdcJmBzDJEnSGBUFD00HTLlgYTep19C2\n",
"58JvA+cXtOZ9Ball78dJA6tfldX+H74PWi0BU37fZSVBnU55BkxSTVnwcyucsQiXU+18sffWEMJ5\n",
"WQZogo7ekP6ZnwbwVEGZYFnnukMVdj6oJG+YLnkbQiDESKzw+SvCDJMkabWYRMCUyxBdCZwN3L4B\n",
"Lij5+M5hXQDsmUnrX5lfuBoDpkEZJrvkSbW1roKzFtN5oOr54qzFtN3E5Q+u6BxVlPWpei4bVJI3\n",
"TIYJVnlMsqoPTpK0rkwww7QP+Azwdqq14iVb723ZdoeHJ6zFgOnobD4qSRWEELZCextcXrF1N6T1\n",
"LpuB9rZszNMktUp+7hglYOrXVhyGyzCVvbdqGDBJklaLogt209mQLMN0A3AicH7NzV8JnJBtD6yR\n",
"pg+ZTsAU6D4NljTYztR9bpjzxeY2uRliJyR/Li06x1QNYork1zuY+7lOhqnoXG/AJElSBRPKMLWB\n",
"G4HXlnxkP7PZdjeSDRVaixkmcByTVElqHd7aBbsKxiwNMktq8d3albUgn5RxZpjy55rHcj+P0iWv\n",
"7L1Vw4BJkrRaTGgM033Ag8DLh9zFucAB4H5YWwFT/ubGgEmq5pTUOnyU80V7M7ClqQMKIbRCCM8O\n",
"IZyevfaeh4YJmA6fQwbsPx875B/CWJInSdIETKKt+NFpfkmAzUPuojPtyiOwtgKm/M2NjR+kao5P\n",
"L6OeLzr7GV4WwFwHrQPA3aTBmHdD60AI4brcWKmhmj5U3H/+XJM/p4za9MGASZKkCiaUYerct8wP\n",
"uYuHs9fjYfUETHXmYQIzTFJV2ROWUc8Xh5/U1FZ3/id47/Nymxedo3rOO7uBY2+usn845dfS+kBx\n",
"wGRJniRJYzShMUynkBo3fHLIXdxGahixBVZn04eyeZgMmKT67oPWw6OdL1rzZDW8deXmfzoTPgo8\n",
"0IJrSXM+bc9er83e/yhpvZ//0VxQMyDD1JmP7ju/u9r+T3teWn83FJfk9X7ebEFXTgMmSZKGVBQ8\n",
"jKFLXotu44aFmpsv0G0Y0YLVk2Gy6YM0BmnS1/YczLWHO1/c0Ib2XMHksRUNM//T9pibL25AwHQl\n",
"2Xx0Ffd/+4bcfHRVMkxFx2CXPEmSBikZVDyhMUwAu0iNGz5ec/ObSQ0jDncJNmCSpt8czLeGO1/M\n",
"t8jNQ1DH8PM/vT3k5ovrU5I36nx0n8rvuyzDlPu8w8wwSZJUpt+gYjj3R3MTwnaMYQwTwOnAOcA1\n",
"QKy4aczWPyfbHlhbAZNd8qQhxBj3Q+sOuHqx3vniXYvQuiNtP5QR5n86PF9cnwzTqPPR/Zd8579+\n",
"GabecUwGTJIk9ao2aPlz/xy2At9Lrv5+TBkmSCUltwPnxFSbX1Zus0Bavn0R9pArdYG1FTDZJU8a\n",
"WvsK2DuTzgNVzxd7Z9J29Y0+/9PhsuOSgKmJ+eg+8W25IZNlXfKyz1vCgEmSpLzqg5bv25CWR3KD\n",
"iseUYQLIDouHvg4XAie34a3ALaRA6hbS7ye30/L9n0vr78jvr85Fvuiaa0metAbEGLPuCHfdWe18\n",
"cdedwHnZdsNoYP6nA8A9GwsWzjYzH90jG3O9LMrmYco+b4k1FzBNctZhSdK61LoKzsgGLferk+8M\n",
"Kn41Kct0JbBjjBkmSMHPV/4Ywvthfif8zs/C9cd2l7fm04BvboAn72Z5a+C1mmEyYJJqyoKf3Wk+\n",
"ovmd8P5fgOuP7K7RPV/EuDBsGV5HQ/M/PTwLz+1deESz89GdBlOeYTJgkiSNTRq0zDa4nPqDii8E\n",
"9j4DzmrykI4qeK+VjTG4NIRH/wK+eXO6CTjum/BtJ3W6W4XQnYEyv22Nz87fEDxJeiI7jnmYbCsu\n",
"jVH3fHGwBQcuSeeLoz4Lz98+fDe8ZRqa/2lzUWb7iIbno4P+GabegMkueZIk5Yw6aPkZDR9PUaCQ\n",
"u1AftyE9LX0x8Jwje25+qrTL7ac3YILiSR2HYYZJmriNR3TPF98+02CwBI3M/3QicGpJKXAT89Ed\n",
"+3g2Hx30b/qw5kvyDJgkSWPRzKDlP35a1nK8KYUZptzP+Yv2xp4JF4uumaMGTCvVJc+mD9Lo8uOD\n",
"is4tQxt9/qfDDR1KSuSamI/uzM/kToFTXZJnwCRJGpcGBi0/GGDjloGrVleUWWmV/AzdMhMYT4Zp\n",
"ScBUMj9V3X2bYZImY2wBU2Zu+PmfDs8X1yeA2cVo89G9/n/l3qxTkmfAJElSpqFByyec0MTBZIpu\n",
"amZKfoalAVPRNbPORb40YOo3P1UI4bo0yLzyvg2YpMkYa8A0/PxPS+aL6zOR7Kjz0b3uy7kF/TJM\n",
"lUvyRnhoNFYGTJKkcWlo0PIP1a0X6adzU5MvT+uXYcrfBA3MMA242BcETLceMXh+qs0XA/tCmN2T\n",
"tWgvYsAkTd64M0wMN//TkvniBpTIXUk635x9qNr+z465/T+RW2HEDNOvfseID43GyoBJkjQuDQ1a\n",
"/tXHBq1ZRTYeqRMofCu3qCyogcEZplbad6UMUX7fB9M8Uz+8YfD8VA+00vIzzgRuLQmaDJikycsH\n",
"Akf1jHlsxHDzP/3Jl3Lzxc0UHFfuuDvz0X3tq9X2/+C9ufnoFulmy+tkmHLr7CZNI3HF3IgPjcbK\n",
"gEmSNBbNDVp+9pEDVq5qlu51Lx8w5YONmhmmm06smiGCM16cTcYbgafSE9qzSfNTXUB5/4fO/FR7\n",
"ZuCsxTSv1TL54y4LmJ6kW3djwCSNLp9h2kBzTVyWiDHujnFhO7AV5t8NN8bUefQc0ut75tP7bE3r\n",
"/djjPbvoPXf1HOcO4P7Lu/ufe6ps//D3v5cLxhaBg9nP/brklWSYsliQSAMPjcbKgEmSNE5zDQxa\n",
"bmry2nyQ0ECGaTfwb15SPUN05DHp5uDWQ/C/N8JngLdTb36qy2agva2gPCV/3IWtjWMk0s0y2SVP\n",
"Gt3Gnt+berhTKI1pipfDfQG+BuwnvX78uTHGS7P5oWD5g5/e34umM2jFGPfHGC+FB27t7v+u90P7\n",
"pNz+8+eaQ3QDps7fXqNL3pWkh0afpt5Do5mrJj3OaVUMpJIkTacY4/4QZu+Aq8+EV89UCw4i8GsR\n",
"zgnZoOWmAqZ8tmiYgKln2ZVkF/sBf1fnYv9qUunJlRvg+SemcsNh5qfa3Ib5ncClJcdWlmGCFDAd\n",
"gxkmqQm9AdNRwKNj/sxT0ynrtOw/gNMGBUiVAqbc4lZu/+2e+aXyD46KSvIqzsO0j/TQ6KNUf2j0\n",
"eeDkGQjbSKXPnUN/OIQwB8zlgsZGmWGSJI1Z3UHL5wB3hNyg5XFnmKqW5OWumZ2Lfd0M0duA2wP8\n",
"6bOyOVIqbtsxC+xsQWtXn4YSgwImMGCSmlAUMI3bsyocx6CAqejEU3Ye7M2a9Z5rekvyKmaYbqD6\n",
"Q6POOKetpIYTl9BvnBNc+/wKO63FgEmSNFbVBy2fEtPyDcB1c7k6+XFkmPJPgYfIMNW52Oe9ktRm\n",
"/dHWaPNTtTcD+fmpDJikyVuJgOm0gvfqBkwDMkxLAqp+AdMhuhmmGl3yFmZyE+sWrJ7XO87pHgaP\n",
"c/rFn+nGcc0wYJIk1TLMPBnLBy2//4nlg4pfdW/K3HwaeMve3OaTHMNUIcPUpvrFvtcs3SBr1Pmp\n",
"OvNcAUMETOPo6CWtM6slw9Qb1PTpSgcUB0z5c0h++96/qTTDlJ1TKpTk3ddKY1SrPDS6kvrjnLYf\n",
"aroy0oBJklRJA5Or0h1U/PX/3B1U/Lf/E9onwQe+lo1Zgu4kTNBcg4KyMUxVJ67Nlt1H9Yt9kc52\n",
"o85P1ZnnCqgeMHVatM8wpo5e0jqyWgKmJkryqmaYescwHcy93yr4LFgWoD2Sna8GPTQatvT57Rvg\n",
"qYrrV2PAJEnqK4Swo6HJVXOOnE2VJS8GXhCzQcX5i3T+8eA4Mkz/lPu5ZoapE6cMmyH6Z9nHjDI/\n",
"VWseuD/3Zt0ME9gpTxqVJXndkrzOcVTIMG3K1hn00GiU0udmQxwDJklSqSz4ubWhyVXzjij4uXNR\n",
"XWBpBmgcY5ieoBtY1BzD1KmEGzZD9C26ZX3DzE91Qxvacz2dq6rMwwROXis1aa1mmAaV5A3T9KFz\n",
"HH0zTCGwAU4BTqD/Q6NRS5+bPb0ZMEmSlumMU4LWtWnei0YmV80rCpg6F9oFlmaAxpFhepzufEU1\n",
"J66tcrHv5zbgaU/BAYabn2q+RXr0mjdwHqaMAZPUgGy8zkTnYcqstpK8J3vWHdT0YSZ91Gvp/9Bo\n",
"1NLn3q9kNAZMkqTDlo9Tan83XF5x/iQYMLlq3qAM02O55aslw7Shu/qgi32ZhWy7l/91anhxDan7\n",
"UxUReNcitO4omGtkmJI8AyapjwENboqCjrFmmEJgI6lGrVdvdDBM04eyv61f04f8xLWd4yjKMOX3\n",
"l22/i/4PjUYtfbYkT5LUsOJxSv+KlEkZdnJVdvZZKX/B7lzsOxfVNpPNMFUdw5S7UdjF8BmiB4Gf\n",
"/Xzq/nQ7cPahavNTbV9M81m1ryhYyYBJakjFBjdFKYxxl+SdWvJ+0yV5Vccw9ZbkVckwZcdyOv0f\n",
"Go1a+nxoyO2KGTBJ0jpXPE7p14H/D7iIBidXzRuUYRpHwNSbYSoqyauQYYLBF/siMVv/zINw/r1p\n",
"nqlbgb//cv/5qU5up+V33Qmcl81r1atulzyw6YO0RJ0GN3D0/0xzBC0x7oApX46Xf8JyOGAqae09\n",
"qZK8gWOYlh7blaTv9ntZ/tBo1NJn52GSJDWqddXycUqj1o8XTq6aN2gM0zhu7HszTEM2fei4knSx\n",
"375YLUN0DmmW+isOdFfeATz47zk8P9WNcfn8VPPvBrbGuLC9JFjqPTYzTFJN9RvcvHhrmlB1yT/J\n",
"cQdM+Q55/yf3cz7DVJThGWeXvN6SvEFd8nLLOw+NAssfGv0V8M+BDzJc6fPjA9eqw4BJktaxEMJW\n",
"aG9bPk5p1PrxwslV8/pmmGKkTffJ5bgzTDXbinfsAG5+LGV+qmSIOJRuDi74FkvvAGa781Pd+0h3\n",
"fqo/fwO0T4oxXlowZqmXAZM0kqIHR0U6DW5un0kTql6ZXzjJDNNXcz/nA6aiDM8oXfIGTVzb2/Sh\n",
"s23+/ZIME6Tz6KeBP7omPRx677e6D40+CnyD4UqfLcmTJDVnZxpv1DtOadT68cLJVfMGjWGCblne\n",
"JLvk1cgwAZxPjAvbOZwhet9jZRkiuP1gujlgkZ6AKfdjqzs/1ase62kd3o8BkzSk8gdHfbcC3kaa\n",
"WPXw84xJBkx/l/s5HzANKrersk5+eSuEJcvKJq7tHEfnXPRE7v0+AVPHv/56emj0wE93Hxp9DZjd\n",
"C1cv1it9/rVYHBMOz4BJktapNL6otQt2tZZfP5tonb1sctW8QSV50C3Lm2SXvBoZpu763QzR19/R\n",
"vdj//T/2ZIg6Nwp9Aqa+T3b7yW9nW3GpnpIHR4O8knSePNzlf5IleU1nmPp1ACwr+esNmI6iG3Hm\n",
"M0wlJXlLZO8fm3todBqw5erU7KZq6fP2RbgjwHEl6w3HgEmS1q9ToL2peJzSqK2zCydXzRvU9AEm\n",
"l2EacgxT0XtH5y72zz2i5+8vC5gKOkgB9W6+hmn6YMCkda//g6NBZumeJ9sw/nmYOhmmQ8A/5N5v\n",
"uiSv94soOw8eYmlg1HuOLfq8skm2O/vt6fh392eA86qXPt91J/zG+52HSZLUlKzurmyc0i4anlw1\n",
"b0mJRgjMUF6Sd0yaHX5kVbrk1c4wZV2pOvJ/V9lg6XFkmIYpybNLntT3wVEV55LOk/fD5DJM97P0\n",
"33JjGabsXNxbl1jSLXRZhil/TsmX5JVlmJ4qeL/32I6KMe5eWvr8e4/3a44Dl35l+Z83mrJ2r5Kk\n",
"6ZeNLyobp5Rvnf1qqtX2H55c9c4YF/o1Kui9KB6Z+4DeDBOkG5HHGE3DXfIO25DbV/7vOnzz1BPw\n",
"FQZM2Tr5L3ncAZMZJmngg6NBOg1uHgFOG1vA1DNp7T+yfOxQR9+AKXvA0wlgnqB7numcQwZNyNuv\n",
"JK8sYCobw3Sw4POXBUydH7LS5ktDeOJR+MaV6Ts/cg98x/fVGO85FDNMkrR+3Qeth/uPU7qS8nky\n",
"8ipNrprXe1HMX2iLAqYmyvIa7pJXuE3+ZuOI7GktLL/JKMow9fvsQQyYpOEMeHA0SKfBzfEw3gzT\n",
"Kbmf76E8YBrU0CGfQXqiYJ2igKtqSV7dgKkow9RbS1dwnjoqV/r8/DjuYAkMmCRp3UoXmfYczLXL\n",
"A6HeeTJOZYTJVfNWImDqXHg7bcsb6JIHLL3B6P27Ohd/AyZpdarw4Kif20iJny0w3oAp3/ChX8A0\n",
"qCQvf44qCpiKAq6y8+BESvIKjmfJg6mC5Y0zYJKk9W0ujTfqN06pM0/GPuAi4A8YcnLVvH4BU+8Y\n",
"Jmg2w9S5kFfpkldWu5+XvwEou9gPEzDVGUBuwCQNodqDozILpIYPryX75zvOgCnfUnzokjyWBhv5\n",
"oKZfSV6/MUxlGaan6E6GVCfDVCVgKmoaNFYGTJK0jqWa8NYd1ea5OJ000/09wPdkv/+/v1xjctW8\n",
"Khmm/JilJgOmTtBwuIwjN8aoN4tUVruf1y/DNErAZJc8aTLmBj84KnIz8CCws/PGpAKmpjJMjxes\n",
"UyfDdIjyDFOb7nmurEvekCV5BkySpIlrX1FvnovvBz4H/Efg+xaHrB9fyZK8zlPV/HGX1e9XyTD1\n",
"m7+ks32VgKlfsDbIMPMw2SVPou6Do8NbkRrinEN6eARMriRvlAzTMCV5wzR9WKQbEDVdkmfAJEma\n",
"rKyErsY8FxtI45p2wPCBTN2SvCZu7nszTPlMTOdmYVnQkmsbPg0ZprI5U6R1ru6Do7MPwR5SY5zD\n",
"xjkPU9UMU1HAM1vyc/4BShMleflzSptuQNSvS17v++snYAohHBNCeGcI4RMhhPkQwqEQws6SdV+U\n",
"rfetEMJDIYQPhhCeOY7jkiQVWz7PxW8+vHSc0m89kt6/4jVpPNOOzqa1A6YsAJlohin7zH4ZpqJu\n",
"dsCSFrxVMkxF7dJ797tiAVOMHKL79xswaWqFEFohhGeHEE7PXvtOpVP/wdHX7809OOqYREneIdI8\n",
"TOPKMNXtktcvw9Q5z9XJMPWW5K2KgGlc8zCdAFwB3E2q2/hBCnKcIYRnAZ8i9WR8B3As8IvAi0MI\n",
"22KMdUffSZJG0J3n4kvXwtH3po67xwOt741xy9+EwL/o2eTYIT6maGLEcZfkzdINeJaNYaL/zcJR\n",
"pAt7WYapbtOHQ6xchgnS338UBkyaQiGE04Fd0NqVJqTtaD0cQpgD5srGW2ZB0+60j/md8P5fgOtz\n",
"wUJrPjWI4Ab4h1cDV/XsYhIleffHSDuEVdElr19b8SoZpioleYPGMPUGWGMxroDpPuDkGOOBEMKZ\n",
"wN6S9S4j/Z/rjBjjPQAhhDtIPRp3Ae8b0/FJkvp6QRZcHC6b71wvektOhglkip4Ijjtgyl90e7vk\n",
"QXlJHqS/+ZsMl2Hq3EANnLiWyQVMjwHPwIBJUySEsANaVwHbYHMbdrXg5aQJaeeBT26CuYth/i0h\n",
"zN4B7SvKOnp2HxwdbMGBS9KDoyP+F7zw5Z0xmyHwEwWbHhUCIcbKA6Eq/m0cAZyU/XpP9po/hwzb\n",
"JW+UkrxDMRJ7AreyMUx2ySsSY3wqxngg+7Xf1PA/BnysEyxl2/4F8GXgJ8dxbJKkSnovmp0Lcm/A\n",
"NEyGaVDA1Mn81O6S16cMJ3/RLcowdS7WZRmm/Dqw9GalqaYPk8wwgU0fNCVSsMStcMaZaXzRA63U\n",
"0fMVwPbs9drs/Y+S1uPWbLs+Nm7sTpD6gkM9DW7y57FOgFRUbtyEU3M/3wOQBWWd7M5KNH3otAyv\n",
"W5JXt0vewIApN850bFas6UMI4VRS6d5fFSzeC5wx2SOSJOWUjcVZlRmmLEC6DloHSOXg+9Jr60B6\n",
"/6fz15R+XfLKMky9y/IX+rXU9AG6AZMZJk2J1lVw1iLsmYELKL7nJ3v/AtJ6Zy1mGal+8ue7sodI\n",
"AI/mfh5HWV7vHEwdnWCl33FCtYCpaoaps17nPDNK04cmSvIC5eXSjVnJLnlbstf7C5bdD2wOIZT9\n",
"P16SNF5VM0wrGjCFEHaEMLsH2AebL4ZLNqW5VG4nvV6yKb3/gZvhe4Hd0L9LXr8MU/6amX+quhqa\n",
"PuS3rRowtUIovbOU1oQQwlZob4PLZ/oXNS3ZCrhsBtrbsjFPZfLnu95/2/mA6ZHcz+MOmO7J/dw5\n",
"DzUxcW3VMUyd82DnPDNKSV4TXfKKfm/cSgZMnS/gYMGyJ3vWkSRN1mooyevbVrx+GU4EzgN+94Se\n",
"z4HyLnlQHPRUDZhGyTDVaVGc3/+gebHy4xbMMmmt25nGLJ1fc7NXkrajsItzZrUETL1zMHUMEzDl\n",
"/46DdMsJ63bJGxQw5Seu3RBC4Tm2iZK8ot8bN66mD1V0otqi7hZH9qxT1WwI4SUV1rs/xliU2ZIk\n",
"JWWZkt5z9gpmmFpXwRlZGU6/J8udMpxXk7JM/882+Dmo3iWv87fnHzIWXehhbZXkQQqYvlnjc6RV\n",
"I41RbO1KDR7qJktngZ0teM+uEMLbSibgrlqSlw+YxjEXU5MZpvw56inSeXCW+iV5hwCyjn2L2fu9\n",
"zW3y58nZ7L2Rmj6EELbA/z5u6du/dGYIf/lw9/c/PGXprke3kgFTJ2DZUrBsC/DQEG3FTwTurLDe\n",
"O+mZaUyStMSqLslLZThsg8upV4bzNuDCLakMJ1btklcU9JSNYara9KH3RqJ3PwBH1ui4VbdLXocZ\n",
"Jq1lp6TW4S8fcvNzges3k+47/7FghdWSYRpXSV4+YKra9KG3JK9zHL3nknyGqbPfJxl9DNMb4fte\n",
"0PPeJ5f++m9p2ooFTDHGe0MIDwJnFSzeRpq/qa4DpBqMQcwuSVJ/lQOmENiQTYhaVdWA6QlSuUhg\n",
"eWDWKcOpeR17JfCMQ/DQTqp3yRuUYRpXSV7ns6tUWxzef4X/LfIZJjvlaS07Pr1sHnLzw9M0HU9x\n",
"wJQPFFZDSV5n0tqOooCpTtOHBbqBT915mPIB05MsD2x6Hwx1PnfULnnvhU//NGzMlSledwH8QS6Q\n",
"/MOdcMkl8CBNWckME8BHgJ0hhGfl5mF6GfB8UuF5XQsxxs82eYCStBZl7bRPId0IPALcV1JyUqZq\n",
"lzxIF8p/Kni/6r6hYAxTNsfHY6Rg6XDANHoZzus2wHt2wcGbctfmuhmmcTR9KPvsOgHToOwSOIZJ\n",
"0yMLVOaH3PxwFdcjJStUzTDly1rHmWF6IMYl547OeaiVe3A1TEkeDFmS13McefkuefnPHanpQ4zx\n",
"/hB6s+43fiXGG/+m81sInAu/WHBIwxtb04cQwptCCL8M/HT21qtDCL+c/Xdc9t67SCfu/5Gt/w7g\n",
"w8B+4APjOjZJmlaD2msP6AiVVzXDBPXL8qpmmKAbiOU/o4EynPZm+Nv83zLKGKZxZpiq3nwZMGk9\n",
"ug9aDy+ryKrsNqA1T3nl0TBjmBoNmEomre3IBxyd4xmmJC+/Tt2mD7C0tTi55YMeDFUJmAa1FS/6\n",
"vXHj7JJ3KfAfgJ8nlVRcmP3+TrIUapZV+gHgq8A1pHDwY8C5Q4xfkqR1q3p7bfaFMLtn8ISNtQKm\n",
"up3yhgmY8ssbKsN5IH9j0K9L3qAMU/793u/NgEkak5Q1b8/BXHvpP6kqFoAb2tCe65N9r5phGuc8\n",
"TKfQHajZWzZYMWA6ONuZ0Bs+dVKuGnmYkryyMUy9qmSY7JIXY3xuxfW+CPzwuI5DkqZdrr32YmqC\n",
"cH5BqdorgGtaKXi6+kzYe2sI4bwY4+6S3ZY1L1gNGaaGynBOzDc/qDJx7TAZpsKSvBg5FAKHsn0W\n",
"1fZ3VL356mxrwKT1Zg7m35LObRfU2OxmYL4F3NBnpSoB01Ms/TfVdMBU1vABBgZM+4E54L++Bnh9\n",
"eu8HgBOA1wLfeTL8TJWSvPzfVLUkr2wM00hd8krWWdMZJknSRIxllvuym4NJZJjyT3s7AdPG3CSr\n",
"DZXhvCg/7qDKxLVVuuRVLcmDbmDYZIapyji1fKBo0wetaTHG/dC6A65epFJDSUjrvWsRWnek7UtV\n",
"Kck7yNJxhqsgYNpNmkJhK/AHwBuOWFpxcFH2/s/+Opx1Qjah96hNH3pVKckbpkte0ToGTJKkcmOc\n",
"5b7s5qBo7rxJZJgOr9NAGc5i2v7I/MZVJq5tLMOUOxiwJE8aUfsK2DsD2xfTJNVl54UF0vLti2n9\n",
"9mNiyQwAACAASURBVBUDdrwkUMhNvgpLM0z5gKnpeZjKJq2FwoDp+helCboj6W+9h+IJve/JlreO\n",
"SOvf3DnXrOqSvBAIGDBJkmoa1yz3ky7Jy1+P8nc7+WxI/nPmUjnNx2t+9M3A/AypDKfqxLWVuuSF\n",
"wAaWB1yjZpiq3nwZMGndykqLz4O77kxD5k9uw1uBW0hZlVtIv5/cTsvvuhPoV5Lc+ffce67KnxdX\n",
"aYbpPTvgbODTVKs4+DRp/f/wtNyCXoO65JVlmIZpK74sS58FSR1F50kDJklSsWZmuW/tylqQ95p0\n",
"SV5eUUke5AKm4ctwrgGO+3xWhlN14tpBGaYqtf9mmKQxijHujnFhO7AV5t8Nv/NoepB0Dun1vzya\n",
"3mdrjAvb+wVLmaJs+hEFy8cdMFXOMKWKg/9zKryd+hN63zGTVRwMOg8VnWvKMky1uuRlGbze2KQ3\n",
"o1R0/TBgkiSVaqi9NlsKFk66rXhe35K8rqplOE8A7yPV8+8BTu/M89dv4tr8hbyorK5oHqaiv8uS\n",
"PGmCYoz7Y4yXwn0/Cl8jNT74GvD1fx1jvHTAmKW8onPdSmaYIsvbn/dmmHbCCYeGqzg4gbR9YyV5\n",
"VZo+9JZFFwWpsPQ8VXSeLduuMQZMkrR2NTnLfa9Jl+TllQVMSz5ncBnObwNnAk8Hfg74fLblnv+U\n",
"5qr6kxNyu+vNMOU/t3MDNGgMU9HfVZRh6pSyrFTAlC9zNGDSlDp+NiVnXkx6Pa5ug5Oic11RpmNS\n",
"AVPvpLWdz848clSqOLhow3AVB68lbf9kvwc/UL0kr0qGqU23RGCG8mtD/jst+uPMMEmSSo1zlvuh\n",
"S/JCCK3OnB/Za28g0EjABEVlOO/9Vnq6+n3AvwP+AbiYpR2iLj4+zUn1E29NnaRSh6isTr4oYCrK\n",
"ElUNmFZ7hskueZpWveequqXDpQFTdq7IZ5jyAUNjAVM2ae3J2a+95Xidz878ZUMVB3+zqWDhEdmY\n",
"Lqheklclw7SY20/VgMmSPElSLeOc5b52SV4WIF0HrQPA3cC+9No6EEK4LteRb+QxTL26ZTg//+70\n",
"zktJZXoPUNwh6oFWWh5JHaJ++XtYek0cJsPUbwxTfttxBEydbau0FbckT2tehQczvWVax9X8iH4l\n",
"efl/6+PMMG2hOxipt+FD57MzD2SBzqgVBwfyD1GK2pY32SWvN2AatiTPgEmStFTnRgH4Tmh/ZEyz\n",
"3NcoyZv7jhBm9wD7Uubmkk1LMzqXbErvsy+t954XVji4jkoBU9dN/zZ1fPoM9TpEzf0kSwOWfNna\n",
"oDFMZd2doF7Th6KGE45hknJqPJjpvfmum2HqN2Fqft/jDJj6dcjrfHbmudn5ZNSKg5PzpXbfyv3c\n",
"6VZXFDDVmYcpf55tY4ZJktSkkhuFnxmhvXa/We4HZZiyC/Vu4PXnwhlnZhmdVv+MzhlnwiWvycrg\n",
"ylRpK75M6hB17/OG6xB17/PgBVtzCx6nW1tfdeLasZbkDXiibsCkqRZC2FHvwcyvvqRnF01kmKoE\n",
"TE3Ow9SvQ17nszP/4vHhKw7awEeA1jfhqdlcovpb3eVvfh4cuzU10GjDkjFMTz61tMFGu7ORJXmS\n",
"pMkYfKNwKnA1Dc9yXzaGqfP6YHq5EtgeYc9MtYzOnpm0/pX9DrB2SV5mJzxzyA5RzzgE97y25xg6\n",
"T02L2oof7K52+zPSU+3ffnZBRVwrBFr0D5g2ZOMDCgOmik/U6wRM+Zs7AyateiGEHcCt9R7MXPHm\n",
"ngczjY1hYlVmmI6ZTRNy/36sXnGwn9Qo5xTg/UD76bDtp9LvbwU+ELrL370X/ukueE72++ufE0L4\n",
"sXRuOvHN6f2tdJe/9HVww4m5DxulJM+ASZJUrtqNwn8F9pLmG2lslvtBJXkPpfv2zwDvCPUyOm8P\n",
"abvS7r4V24rn9np4TqrXDdEhKgD/agM8tRP+ntzT0U7AVJBhuumZ3RuJc94G7IN/d0v3RmPJ33Yk\n",
"/QMmSAfdEzDtBl7wU1R4og7nHJHdHA4MmGJkMfe3GTBpDWhdBWct1nwwc6jnwUwTAVPng3sDpqdY\n",
"npFuQo2AiY3AHDwYBlcc7CY1vNkK/AFwEUvPLd8P/Bfgp78NPliy/A9PBf4ENr8FfvaopcsvAu4+\n",
"H3b9aq6xTlHpcdUMk2OYJEn9VLlRyGIqNpC112bUWe4LPmhjlinp3NQ/Bh9ow4kMP+dHWTXgUGOY\n",
"hugQtezp6nHwz7LfL3oB3Nk5jlyGqXOj8W/eVnyjcRHp/a3kbhSOonbAlHVMZ9MJ1Z6oE9L6H6na\n",
"9a5Tlnd4/QqD6KWJS6W27W1w+UzNBzMbeh7MjK0kL0Yi3SxTkwHToJK8/Nihjali4Dvn0wTdZRUH\n",
"nXNLJJ077mHpuWUG+G/A92TL7y9Zfgb9G+vcN7O0sc5//O7sAKoGTPlyPjNMWnu8qEqTUe9GYQep\n",
"gcE+Ukvt97B0lvv3zNec5b6oJC93k/DUQfiDmTR3x7BzftxISVO3YQKmGnNSDXq6ehFw67fBS09M\n",
"692c3Wj9/in9bzQ6Nwr3sPRG4ft3UDtgupKseUWo17ziqlMrfAHQDZiOrjGIXloJO2Fzu4EHM+Ms\n",
"yYPxBEz5SWvvK1he0MXuHV9I57Lvpbji4ErSueLTFJ9bRl3e0Xtu+u3O/4BVS/Ly010MCpicuFar\n",
"hxdVaeKGuFE4HfgTUvzws6Snq3/936F9Us1Z7otK8nI3EF+N8I0w2pwfByjuaD7UGKaKc1INerra\n",
"CXruDd2g51VPT6WR17x4uBuF/f83tQKmTqnjMM0r9j2t4rn48fRdbD+JioPos/JQaWK6pba7Wg08\n",
"mGmyrXhRwNRbwtuEToapaNLa/Gfnjum186niIJAqCk6lW3Hw+/Q/tww694xybvqHZ2Xnpqpd8r6Z\n",
"+9mSPK1+dTvTeFFVk9ZrRnP0G4WLgD8FXgR81xElrcMH7SRvI0tuIA5kHZJGnfPj4aKbgGG65FWc\n",
"k+pKhgt6Zq6FL24e7kbh0dPhj/KlNQMCphsYvtTxmRHYOXjd/z6TAscNM9UH0XOr53dNWAOTsR5+\n",
"MDOuDFOndKzRDFMIzNKdtLZo/BIUz5PU6lYcfG6hWyZ8PvA60jm77Nwy6Nwz0rnpEOncVLUkr06G\n",
"yYBJK2u4zjReVDU6M5qN3igcP8QOikrycjcQz8gyP6PO+XHcPxUsrF2SlwLCQR2iRnk6uvjdKRgZ\n",
"5kZh8yK87+zcm50bhHyNfhYwtUlPxIctdbwoQGvX4AcL7zypXuC4ZyaNpWtdVfOgpFHUKLUt0nkw\n",
"8wisvZK8QZPW5j8buseb+8e89YksY05qaLMZ2EXxv/dB556Rz00b0kPAg/lzU1MleQZMWmnDdKbx\n",
"oqrhmdE8rMkbhacPsYPef+yzLCmLeP7DsKk93JwfALeRnlSe+mjBwsPZsBh5im4ENKihwVz/DlHD\n",
"Ph09j/Tnvy4Md6Owcwb2bs/9WX0yTPeROraPEii3N5NutgqlsXH7nlY/cLxsBtrb1sHDCq0eFUtt\n",
"y3QezBwP452HCboB05HZBK+jGtTwIf/Z+WPKByRPdN+aIX2PZeeWQeeeps5NX8kHrv0yTPmSvHzA\n",
"VHQSNmDSyhm+M40XVQ3HjOYSTd4oDJNhKroo5W44Nj4BP/x/0hPHqnN+dCyQe1I5KMME3SxT33mY\n",
"0visMx4v7hA1ytPRB7NDGuVG4VtH58Zr9QmYOg9VRw2U+/5vvhNOGDZb1qZSyZ/UiIqltmU6D2a2\n",
"ABwTwpJysEHqjmHKz8XURBOCQS3F85+d/8x8wJTrojfo3DLq8kE656YH899r1ZI8xzBpVRuhM40X\n",
"VQ1jejOaQ4zFavJGoYmSPFiaqXoS3vA3qexv0JwfvW4mBSE7YWnJXcdQAVPyKw8Vd4ga5eloUzcK\n",
"h6//fQKmzv9UowbKS242DuuOjbto2GxZq1rJnzS6bqntXHu0BzOH/+9a4Rxy2LAZJmimLK/hgGnQ\n",
"uWXU5YN0zk0n5ueKcwyT1rbRB5x7UV3LVqLRwrRmNIcdi9XwjcLTsjmU6ij6h58PvA7Cy76W2pb3\n",
"m/OjV8zWPwc4PdJtb503QsB0QSjuEPWxbPkwQU9TNwqHv76ygGkmzQF1AqMFyq15StoP0sjYuP4l\n",
"f1LD5mC+NeKDmY4645iKgp4jel5hfAHTqCV5kSXjJAedW0ZdPkjn3PTt+fNeb5e8fCBaVpJnwKRV\n",
"xYvqOrTCjRamKqPZ0FisuQZvFOqOYyoKmHoyTPxT6jp3O3D2oeI5PzqeAN4HvHgR9gBXQLqYHyxY\n",
"ebHn98MBU4WxAccsnZPqIuD3noB/ly0eJug5hRTsjHKjcOwTudNhnwxTi24r5GEC5d+P0J7r0xWx\n",
"obFxQ2UtpdpSqW3rDrh6sd6DmV+L2YOZ/II6AdMoJXkrkGF66sgQwrNhz7HwNWChzZIpGgadW0Zd\n",
"3k/33AQb87FHUyV5zsOkFeNFdR1Z6UYL05bRbGosVsM3CnX/LVYMmLI/lbu/mjI6J7e7c37cDvw2\n",
"cGa26c8BX8jGEOwE3hzgU703Je0Yl/2xndbiGyi+icnLNYY4nfQ9P/j+boeoYYKeFvA8YI7hbhQ+\n",
"eAi+/3O5SpmigOkIDq+wi+FLHb8RyM3UWaChsXHFJX/SeLSvgL0zsH2x/4OZBdLy7YtwR0gPdJao\n",
"0/hhtZTklU1am332ftI59+QfBu6Gs18EzwFOnYU3bEnLO3bR/9wy6vIyS85NthXXVPGiuk6skkYL\n",
"U5bRbHIsVmM3CnUDpqILUH4fTwLfSj/uAB64EtgK8++GGw+lTOH3kTI7/wBczNIg/CLgj46AH/jB\n",
"FNzdSLqw390uCHzz45xKO+VlZYcFx73xRHguKUjr13a8zALwd4vpfDjMjcJDG+Dn/zr35oB5mE4H\n",
"XnpwuFLHFz00YHLiBsbG9S35kxoXY8xmnL7rzuIHM7eQBQ3ttPyuO+EjX0nnpiVGzTD1C5hy44Ua\n",
"Lcn7etYtdIl0Dd74SdhKmmfp9a3l59iPnZyWfy9pourT6V9GPeryIp1z03c9kp2bygKmDViSpzXI\n",
"i+q6sSoaLUxNRrPpsVjD3Sj8/v8uuFEYU4bpsKfFGPfHGC/l/2fvzMPtKMr8/+ncEwKEAAkJq4KC\n",
"o8iSyJYQ/bmNsugosji4ABIXZMSFbVQUERxExRGCOIwOgt6AKAoIDmvAbRSFAAGCGyPgEPZFkgAh\n",
"JLnn3vf3R1XdrtOnurt6Ocu9qe/z9HPv6bW6uuqtd3/5nhYE9kQL4biF8OuAA4C7UIv7LOBl6ztc\n",
"QL1qMdEqTNmr+Rbqzzyy046n4VrguQF4ZUoGvjQYRuHlj8A7n7EO6KK/aQITwOcfcyevSMIIynNR\n",
"ro6fXZLZotHYuItGygmOC5o5Ln8BAR2BiNwoMjSHUcXM+SuVYmYu6u+FL6r9zFLnHexy9x0TFiZd\n",
"tNYoANvc8WJF56zd1Px/BDeNfQR1XFDlEW4kdqNOoy1VjxskadPJ9+kDaQITtPbbSmJiG7LkBfQn\n",
"qgech0V1LKCPEi2MJ4tm7bFY7YyCqdpuGIVvLWtlFA53JVLotMA0BSCKmARfmaSKot6CWwi/EbXY\n",
"7olaeD9OlgsonL+p8sm/BzjnFRmul7bA9KT1/+bqz0xg+8eKuzh+DdjyPjhjaTlG4YTf0rre5liY\n",
"AA56ojV5RZ6gPAF1/pFpsQ42BuHvE8oJjssaZLv8BQR0FLFi5skTYrrwEPDU90TkRMvC6hJ4uhXD\n",
"lOc6nIctiRdlR8KHoorO36No8mnEbtQvrlS0Y2tppS3DwMEoRdZBuilZx7cghTYNt9Km95mae74C\n",
"0xrcxYCDwBTQdxgsH3AeFtUxgn5JtDAuLJqdjsVSjIB8XlVttxmFe1+TYBRcTEHRpA8eacWNSx4w\n",
"avl5x+uUoJRWFFUbzBCyNaNPNOAcYLO94OP7K5/8WcDxN2UkIbEFpket/zeP//3UTcVcHI3Q88HL\n",
"4N3PuzPwJRmFbWhlFD7xOO1MgnmIQUJg4vk4ecWh+7o16t95Tu3/5EHqvH3te6dCjZNt/lbcWvaV\n",
"YWjcluPyFxDQJUyerLzWdkX9nZR0UXAlAuikS16dMUx2hrwWJUh5RednUbT5HhStuPt2YBbMXtSu\n",
"hLsZ+NCzMPsYZZl3Hf+nJcC7YfnZcN7y1uOXANEFMH0PizaZvrPpXJ7AtMqxPwhMAf2F8gHnYVEd\n",
"C+inRAvjyKLZjVisyWq9sRmFHTZPnONiCjrukqf+3PMBJZ+kCeGnoTSdvyddM3oj8EbgOEAi+BSe\n",
"SUhsgclmMjaL/z32z7S4OKYJPVuPtAo9X7kfGNBCTBN2f61yI0wyEpeg959uMQobUEpgMvjxUqVR\n",
"f+qzrYLykx9U+899wHHvHBz+w2LWsjnDStBsnuJ3/4CAjiNJ56YnfrsEpjHhkkd2hrwKis4ZWLrs\n",
"IcWnXXt9uxLuUeA/n4RFP1MKLNfxK24WkSsUDfrdP7Qf//sX4em7rAYYYm/TQjutOLS63q2ljyxM\n",
"fZFRKqCf0TwFbl+oFsvPD6gJ52JwhlCWpa/oRZWwqPY/amDu5xvmPq1GRBEMwrLjFUP8rgKX9ZVF\n",
"s85YrLQ+dcXwJAUs1zl1C0xrSLjkKeF5/YPhmJTLl6A0nFeRrhk1Fqi99Xlvd9zrbcDXtPX7jD3g\n",
"9oVRFO0H8oJ10qO4sVbHhd0YRUfsD5tfrxJOzLdO2RzY8xZ4z/Uw78t65/rESsYRWKxjhc5EGTZX\n",
"oLp4K/TS+hfrhhvQkt7XS2Cy+1YzCxtuqPiJUeWz+c4uYSwHX7sF/hElwB6EYsCObKh5PRXl5noT\n",
"ShmxrAGNxcApuu8CAvoBeQJTL13y6rQwja4F1RWdJi34mUDDJJIYjpVw9mMZYjSRhfP4SPzvnqvb\n",
"m82wCBJFDOmHG6HG1yXPFphsQcr14sHCFNBbtAecJ31dXQHn7BcW1TGBvkq0ME4smt2IxXJlids6\n",
"8bsOC1OBLHmAYt63htVT0oXwBWRbn8DPAgUpSUjsvllOKwNjYGWbuvhP6drT66+FefdZ19lWomFG\n",
"BaCktW9U5nnOunZ9KlmYRpmIpCBsBNgSAhOrYpe/a76nXPsuXN1qLbtglR0bF+h6QJ8hSec2S/we\n",
"jxamGhSdT6G91w0tTPPMsAQmJ2xa05bFz7qvOab7bu1ATG9fvjWstQSvwi55qx37OoIgMAXkojXg\n",
"/MCn8gLOw6I6ZtCHiRbKpNDuKzehbsRi+ViYDCNhL+DdcMnLEMKbKM3m4Sm3htgClRb/5EKchAS+\n",
"vZN14AXcY9Ne2LOEniatzIIt9FgCUyqSKXGLCEwjxIyCuR7SBSZb0PJ1S7Xu/08vaJe/ixJB9N9O\n",
"xMYFBPQTksLPqIVJF7g2Qo1NBzoRw2RoSjcEppoUnSsgpj91CEyueyTo3O0bRVF0Nmy1dxyT+uAD\n",
"sMVblOL9Hkh3yVsvikZpqC0cGa+CULg2oH+gFs3vjrRqY684DJpbhEW1OqIoakRRtG0URTP13067\n",
"zPZdooVyKbT7x6LZpVisTIEpiliPeEFxLLT50MyGa/zZzEbSwjSFTCH8MeBpsjWjPhYoF0wSkovt\n",
"XOovYEn1FhwCkxPDtDNAoy55IrY7ihO2hamowNTEnXEr+e0Nw1jSwjQKzaRM2qRVcFy/LFcW0Gfo\n",
"wfrSDSSFnw2jaFRQsZnqp63/y1iY7LnYcQuT+jZ/3SFWXPzXE9bhmhSdm0JMC9NoRlPTOZf1CCyX\n",
"PF1sPLnoafp6LSpWcvbLVOzpvES9qA9NVIr4WcBuuym3bEz7XH1qf1ujtFtPr1sGvho3bwSBSWOc\n",
"EpNaoYtCbtGqjT34hT4ItB/T0GPubGg8BSxFqdmXZmQCqwX9mmih1aK54lvtFs3zV/a5RfPiDmeX\n",
"dLnk2RYmm6m246CKWJh86N9q1GJm/Cc3Ah6DKS+6hXCj5E3jwX0sUGkwSUj+8AZLBvKxMGUJF3kW\n",
"JnNOGmwLk69LnjknKTB1yCVvFEarm8ykmHRxChhj6NX60iW4rEVmzNoCjS0wtVyTw/uZeWcrhrJi\n",
"mCoVrm39Vq/aTQkQ2wGfeNT6VjUoOjdHLxk+LnmQbmVK0pqkYDWsEvK8Y9M4K+oTjex6UetPjutF\n",
"tbjkQbbABB3Oy7DOC0zjnJjUjS1oHzN1VLNeJxFF0b6qxgxLlNblU1M9M4HVicF+TR2vLJbD32iP\n",
"L3nqX/vRomnRkl8o/vUMOhSL5bIw2TFMNkPwDDHjXURg8vEHX621j8YlYooSnv/xXiX4JIVw8/g0\n",
"zaiPBSoL+wArJ1sGzwIueU4kLUyJpA+519tFF6tamDohMNkJMozAlBwjQWAao+iT9aXTcAlMxi3P\n",
"FmiWE89FXS/Oi/czFibbWuxrYfKuw1TkW0Hjd9D8VXlFp1FKNcwO6KDApGJLi8Sk2vWiClmYkvtr\n",
"xzorMK0jxKRuJAPLIQhMpRBX6d5tj2ytyxMNdXy3PYCFdY/DMZBoYbv2+JINi/igdxxuWvIl4HaU\n",
"Vaz2WKy8GCa7f54nFhqK1GHyMfGYRdRoX3W7PvWICipOCuFbo1LapmlG8yxQeWjxzYfqLnlJC1My\n",
"6UPe9Wut64smffAVmOpyyTNWy6TAlMw6FtCnSFhKDqMP1pcuIEtgsgWWFxmlUz/bspVef2IqDAIX\n",
"o/5+whJOXjugLR2WtXjtpCiKtoXfT1MKvCZUcMkryQscXF7R+TRW+cQ8l7w8gSnplmzTVoFoVxVb\n",
"6huT2kQ5RbwHFcu6/s4Egam36BdmdQwiCEy1oWiV7pZMYDWjrxMtbOvYV8QHvaNIpyUnq91MILvW\n",
"T6lYLJdL3hZRNErPbaZ6JbEEUcTCZA/IVSnnmEXULFj6uf8YKUExWRS1QZzS1jXG8ixQeWjxzYfq\n",
"LnlVLUzJGiJFBCZX/BTUa2Gy7x9c8sYo3JaSgR/AXvTH+tJRuNYCl0veGuA5Jfwc+FJFr88Bjmgo\n",
"l+95qNpp89B11HTRbEG5h/2koTwcTgC2eh2wFF63u3KX2xqIvqotUiVimErzAi8UV3R+DUWbRx2n\n",
"6nbJs+mZLmzvUy/K9O3WqD493tz+d3DIa3QyCIjplCvpQ3J/7VgnBab+Yla7iyx/XY84rm0ct9zQ\n",
"sS8gA+WrdKtMYHW7iRZItDDcg0QLfS0wZdMSk7J5Ce4Cp6WzS9pMs2HcG8Sa1aSFyWhHN7ayDOXB\n",
"XnieTznHaFWNwDRFB91OVe4UtwJzpVUIn4fb+gT5Fqg83ARsssYytlV1yfOxMGUJJ3aGqU655JW2\n",
"MInQJO6LNJe8aZYgHtBHSPeSuRg1BE6mH9aXDsPXJW8N8LyiSzsCjQFVFPtHKNpsexcdofcfh+qX\n",
"lwIf3kXFE11Ce8KCI4gtUlN+ZCUsyBWYKvICk4spOucCi9CubvZByLcwucozuK6zaOvQcH69qBtR\n",
"ySBM3ya/xafWh9/uqo6/Fpj3Rn2hWZ+GiNche39HsM4Rwn5jVruFHH/di6IousgjjmudsTB1OAlI\n",
"hSrd07TWpl60JlpYdi5cNNzK3F8CvPwaup9oYTvHvr4QmPxpyUxaa/2co/c331oyFstmmh+0/jfz\n",
"M80lDzL6zh7z8IXtLFliZcolZqEyAlUDtWBNU8LidavhuWWtFrZHUa6VX6VdM5pngcqCSUKy731W\n",
"3G+aS569wGZluhumPemDr4VpWMd3GUYjzSXPFt66HcMEsfVwQ51dMUnPJ1DMlTOgC8j2krmTapkm\n",
"619fOgEtyLus7S6XvNVwy7By87qXOAHBI2QnIFiOchF79UD2+cYbaaddrIQFPrxRVV7giljRmebF\n",
"sLWo4xNQXg8tjlJ5Fiazv4RL3qMj2fWiTIHyvG/xaKSOC7Bgvh77RjBaSxCYOoq+Y1aLoggznx2r\n",
"9WVgi6nAETDtiLw4Lvj+no5HjCuBqdNJQKpX6T6yAY15ncriKCL3qHosj9/XXsjzjvt6kGjBZWHq\n",
"FwauIC0xsVjHoCwpHF7yuTaTYBdW1aaVFzaJv91vJsIaO1tbm1uee8yf8Tslf50ALNLSS5P4vkvX\n",
"QGSY9GQtJh1M9La/w58vbbew/QGl6ZxDu2Z0HukWqCyYJCTHPGrtzLUw6VS4aXC5xfnGMCXrspSx\n",
"MLkybtVZhwksgYn0eRXimPoOaZbtOjJNdm59qRn2XLCt4Ckued/ZWMlQRRIQTEW7Nnqef+uAlbAg\n",
"kzeqiRd4MzRfBz+/yu3FMDgEc+9QNPj3JIQl6KhL3nJ9LC0m9TSKJ4OYPaI9vWyByVY6BYGpLvQ7\n",
"s5qHHGZ+vhKOYiEqWwv1LPAFFAN3FfAE+XFcH9rPMjcbtBCFsZqevYtJQGqo0t2cRnuh0poxcZJO\n",
"tLDGKuT5us4+04m+tDBVpyWHU4GW2IyCJTBdvJeiD1v8R1wU8I2nw+YHWkUBRwWm/DFvFuC9d4zd\n",
"5cx9XzbJKBHg15Yg8PCmsHSqetb9K2H1snYL2z0opm4ApfncajjWjK4CdgK+QpkkJPAme+H3ccnL\n",
"giutuK+FyTyj00kfpmhNe1kLk/H/35D0GLcQx9RHyLZs15FpshvrSy2wLen/Z/3vcMlbvRau3FpN\n",
"R98EBKaIdlHXxs/q627Jmzc18gJveaKdxj4EPHEt/PdNVsxSElWTPmS45E3Vx1wxqWULlH9ughr7\n",
"dxilYVJg6mjx2jHBzNaIGgbofENMHs45uTYo5rxxOjBbabTnNdQ7TAMWAxdOhT8cB0PHxVc1loOs\n",
"gd21Fio5KE8jlu6zBqyR7g8YUD6kp5HQUmyg2zgTmKeYyObU+HBjeRRFg8Bgv6WBNrAEy2FFHN/u\n",
"YILfBnxN+y6fsQfcvjCKojJxPDVV6WZTOjsGjTvDUyhi+Q/AHlHE+iKZlb/rhrEwPYji1iP6QGCi\n",
"t7QkITDdiJqXt3ypnT4sA34+SQko84HpP4yivx+rr80Z8wMo+vAUak36EIn7ToXBT8KbG2pBfgVw\n",
"3Z2w2ixaO8JGJ8JRKMvRTJTwbTIeHgZccwGctDFccqhqn405Ap+PlHXfJZQOoSxLX9FJSDgFCpwI\n",
"qQAAIABJREFU+Jx1gk+WvCwMizASRayFUXe1shamCbS6CBUuXBtFTKSdIYhQ46GqS95k0i1MQWDq\n",
"LxjLtoN/qyvTZMfXlzpgrwN/I5YKHC5596wHzzeU0sfXI6BKEe0ZwPe2UZaeVNTJC2i3NOPF8FJz\n",
"bIhsi3PVtOIZLnnbNHW9qKmKf7JRtUD54Mawp3lesDB1CHUO0K4g3Uo0gMok8nGU7+cnadUOv28q\n",
"DG/p1kKVle6N5mSJpfod3GHsp2fvahKQmqp0OzXndcIwZmuA3+n/1wP26PBzRxFFbEw81x4kdrvo\n",
"B4Gpl7TEcsk7dkqrH3heUcDtXwkshMa52WPe+Jejr3sc930vbqgg6nuAXwPHbNw6/z+6YVzB/bW0\n",
"W6jf8Sj88ZutmtE/XK4ecNftOUlIXBkGbXfFF6luYYJWK5GvhckVLG0LumUsTK54DVDzoarANInW\n",
"wWzXnQkCU58g37JdV6bJjq8vNWDZpjHNuHuFSjIAOF3y/m9ATa0j8PMIqOraeDhw5fQcD4I6eYE1\n",
"KSc1yc/kScY5FZI+TJwAzcH2elF1uI3+ZLJu8hBBYOoYxgqzasHFzPsEy00nXYKvqjk5X8cs3Ah8\n",
"8K1jOT17p5KAZLgm1lClu7EMqzpnh2AWm9XEAhN01y3Pjl96iJiJ6weBqZe0xGK8v39oMT/wWyfA\n",
"zsPQfFX2mD+N/PveiKIJm5Lt1muENZOit0Vo0hpCu9bWLs+KyA2tSUjOW+GZYdAIFat00oUqApNh\n",
"BlxxSHlZ8pIueVBdYHLV3wJlGaoqMEGrG9YD1v8tMUyddrseq27dnUCyL4CXZlu268g02ZX1pTTi\n",
"0ISXLIxdhHebB1tPUIqUxWYcWwLT8yNqSvl6BNTh2vjMANmujXXyAlUFJotm2LGqd22g51+ZtOIT\n",
"gMH2elF19O3TkR6iwcLUQYwVZhXIYuZPI5uZyZLg69CcXLqBus9pKLeZMZ2evdYkIHlJI4Cd3FoX\n",
"H5hMYM1BESkS2F0Gxp3BtjBBfwhM/ZD0oQZaMnE55WiJFgruHobnZxa3FG8/oIwJaWPe1wJ9GhUq\n",
"uBsksxyBtcDHSUj+uEu8iP95ITS3SMkwaAQmE5vTaQtTnsBkCz22hchc308Ck50F1RaYNoOuJMTp\n",
"6P3HEtL7YuBudUaaZbuOTJNdWV8Koz3m8mNTWq3ZH4iUNXvPrdR5X7S8ISbqce7rEVDFtbGJRdJ2\n",
"TBP4VR/XxgukCUwFXPKStZBmAbt/UI3Bg3e3aiHZyLAwMUHR58Zt8FWJY1JrLVAeBKZOoeYB2g04\n",
"mHkfZiZLgq9Dul/WgF/odnwuGqvp2etMAlIkaQQMvLV8le5lDZSJsGPQtXoMA7YG+F9iU8prda2d\n",
"bsAWmJYS1xOaXKCeUEdQnZb8ANjwRyVpiWacv9csLuw3UWNyHulj3scCXdWtd3TxTS544OzQfxiK\n",
"LVCvXpvRb0mB6VnHOWUtTHbiBnMsrRNdFiZbYHJZmNYjXpOLCExVXPLsoo8pAtOFszrpdt3FhDt9\n",
"j/y++KC2rmdZtudRLdNkZ9eXMshOYOWyZu+2B5z+6dia/VJt0vf1CCjj2mgLHAeZnTfmCPyDNfEC\n",
"pS1Mqm9nfCujFtJUuHnXFLfqjBgmQ8uap8CiSF17FTEZrKVAeVcFJkRkzG+oWSLAIx7nzlTnXiUg\n",
"BbYrRT9jZpfeqaGsWSck2nG8wOYCazPaukS39daCx3y2W/T1R3i0w7WtFZg2BJzVB+NmW/Uu15Xs\n",
"i+vMmDhM/d2rqcZVWp+s1eNuryYMiLK2jXg+a0Rf11jU+X6RDa1n/0Lvu9ra96ryY5pt9RzcFmjk\n",
"tOOr1jP3BbnB+r1pH4yfirTk0H1Kfp9HYEhg+kg7fcjblkr2mB8SmCH59/WhQ65tbfL+/wLy8sR5\n",
"ZzveeTPr+LUZfbNKn/NHa9+ziftv0HrNkO6XJfrvkDnvzfr6u/TvNXoTkDv1sb+lvKs5/m1r30rr\n",
"/4Y+PsPad731/29ABqzfvwd5k/V7jfX/e0COsn5/uMBYutC67grrf32/hVKctiHAvp5zaN9O3n8s\n",
"bX594Ts/5wrsLf24vpTrm8Yi1b4i7zNnWPWDCKw8AjZY5U8v8/rZphkX675GFE08QeBqPV7PE/iI\n",
"wNQhdbyxKDl2y71b67cC+WTK+edlHBP49JdUu2YP+80/854LzbGPJOjJT6zrVsX7L7hWfQsEpgtM\n",
"9hjDaZtZe4YE5HcgJ1rH32215STYRnxlA59tnbIwAcioifCMYUqkrZXuZXpzZOHydafL0o7UFRR6\n",
"nUc7XOh9enYLNQXuN04qnjRihxG4fYJ/le45OhNY85SSjS0CO5uX0VyVdsur4GqTtDDZgeg9j2Mq\n",
"T0u+horF+fHSko+erCzFf4+KW4rz3CF8LNB1uPX+QN8n2yXPgm01ca5bOr22Sb9tW06Sbnlr1flm\n",
"XNouKNsR15/6ynb6fGMlWo/4hU170tLYmjamueS5LEx2iYZhEYat40kLk+3KuQnV6zCB08J0Gp11\n",
"u+5qwp0+h09f/BllaR0k27J9GspCYLT6eevLXLq4vnjBit96d7k445MmxNbsyatgp5uUQcbHIyDN\n",
"tdHltnYEajpfheKLBJVR9EBUUq4LgEYDDgBe5Yjjbp6i+r4SL1DSwnTRe9WYu3VCSbfqTJe8+N8P\n",
"P6iuXQIcMaIMU4OU9/Q6HE3yQuHazqOWAdppOJh5X3e6rMDPOoJCJz0Pz3i0Iw19U+uhpsD95i7F\n",
"ifmZeu7d9ZfsTGDboI4/8QhxJrBOI1HwDyghMNXgarOd9f/DtApM/RDHRHFasreoIoinQYmiz9od\n",
"cqPyfuB5ChOf+9bh1vsUKUG74O5Ee2FOc8fc0PrfFpjs1OLDEL2ldVwmXVBM/amTv6/O++EGKn7q\n",
"TuCWSP29r6EVPrZywYbhPFzB0iIyKmGnCUzJ+KmkwGQX6K0jSx600uPH4K61nXS77lTCnbGI/L64\n",
"ESX8zEIlDF1GthuX9mAjQq0f2+BeX7YaVscnADcMg7hcWNPa3JHkHA4F22XZMZdpMEmqFgCsgUOv\n",
"VnyLr/vbPGLXRrv/bbe1XVEugacDZ6JSXbvc2o7Q//9pQE3XCeeap+g1fT+V7fMgYKuRAllBDQoI\n",
"TCapw2XAk68sPv9a3Ko9XPLs/TOBsyfAzeSPYReMK+KR9n27Voep56bWmkzZ3i551jX7avOoKBex\n",
"40W5qdyi/x6v97vNqF14J4e7WBF3uiyXmaruNNOv9G+HazNufeza43GT4vboux0vEL2oxkl510RG\n",
"K3tuslr3i97Wf1a1bYmAPAMytTv90uIi9SO9bwOQtXrfvX7zq5qrDchD+ryn9e+zrGtf18ux0/6u\n",
"vrTkH56w3Bn2LvFtJqlr81zr0rY8VxOf+9bl1nuPgBwKsnHinNMc793mJuo4ZwvrnKut/b+O91+/\n",
"2n9cniOwxYhyn0WgIa3zs/EsfGIIbhCHO99f1bNXnepw9xuy2rZe7N6z6K/WOdfr40/q+y0F+YjV\n",
"Rtv15XSQY63f7yswnk61rrPd/LaEY57vpNs1cHZV2tnruV8jDcnoC+MWubfEY7aIy90SUTRo/eT4\n",
"fUatO9fYbplLQabpNjldqPXvs3UCLPt+y9T+cmEL7XTUuLZNleruWyv2A9lL9dscz34T3c+vdPS/\n",
"CNyt95+actw1bq/Sz0eAox19MBNev1C12fWt3H0L8t6Ud/gayAdbx8EM677TMtqbtrW4VR+eaMd3\n",
"rHOHrf1ntt/nNSuLuyLOHoENFlv7rwaZZ/0+2npm7S55lW/QD1sZgal1gHIWrL+idYBOfj5rgHbh\n",
"nRzMfBEmyTA1rviKrGNZm4m9eOm7yjFrZhuN/XlpH4ydCov21CFovFiNmDeeiRei1f8FD4liJL+9\n",
"nxoD8gPrmvnd6RPZ0XrmoLX/Fmv/9Ox7VPPLBmmADOvjd+h9p1rXvK3XY8cxljQtmbo2bbGjNS7r\n",
"zcWfcfcMRQcWC2wyVG7sHS/Kj7xsjERZYc1sZv4/JCAHgqyfOOdkx5i0z/l1yrjd3jrnUmv/VfH+\n",
"Oc38cblQYn97w2SaPrlOlKB4nsDuAhOl9VtPEzhc4Kyngfmw0arW41MFPtgEdosZzxmJe8wQOOwB\n",
"PV4e1O16CuQ4q53nWP9/E+QE6/ehBeb6p919cOVGKqFIPbTNMVdqUFal338sbfl94RKObCHqSslm\n",
"0q+UWCF1saj15fT/F6870gC5Ob7mf37tFogmPAcDj7cKNGY+XKfnRzklM6kKtrpozSWHgLwq7rc5\n",
"I3799irR8cbSTjOMMLa34/tkbSP6fgOPp8zJkxQdfkjgO8eifDDz4n0PSnnel+GUM2N6ZmKsviQw\n",
"SaoLos8flmjHt+zzrP1fbr/HD34Xf3Ofb2EEzTnvs45fAfJ+6/cnW/sxCEyOwVJeYIrv8fe9Y2b1\n",
"IYEXPtYH75Vg5n0DPs2WpYUqExQ6RxTDQaOTi2mX+zgncD8tIHw0CYjUJTjSqp15jd73EuJA9iGQ\n",
"HTvfJzLLasd/Wfu/Ye0/IKNPZ1UTyJkJsp117Kf6+cdb+97T67GT/v5rbolpyctfbo9zkC9a7/D2\n",
"guP0bFgvodgpqiEcErhGsr9PngW6KB1Ku/+QgLwdZELinM86xuRE6/hvU8btrtY5F8b7Vw+qufuT\n",
"nPcWiRmqHSVmSG0GzhamDPNxnsB7BTbV+41Fapqo5Djvso6NCtHmnGE34zljRB3f/UVtkXwO5AtW\n",
"W21BZzDx+5ACc/0YRz+sgUl1JcRxKsWoL+FOz5Vu1elFVl8YK4ZrzNpjcYa4LdtTm7EAM/gL6/od\n",
"EuPgJXDNCiswPzEuv6z37yVlPQay+yBNwVbFmj0k8Zpy2Cfg/pfG/bbzsux+M4LfzJT+NzTwiIzv\n",
"k7WNrnW7Oeakvc6+3nMev939nG9e3E7HDI0rO/+GBAb19d84ObG+zbfPTVn3zHYeLVbF1G+hx9Jc\n",
"gUvvJOEBA/Ju6/eJ1jPHl8AEvAnlA+naZhe4Tw0Ck7w+8TE/08u+0e/lYOaLuNNlaaGKaqiMdH/V\n",
"Q6ptH3p8rGfJi/vZRaxd5mszqY8T2LkJA/eUJ+YiSddEHAKT3n+qtf+azveHzLGe901rv63FOjNj\n",
"3FZ2tUnMx3P08z9s7ftor8dNRv+ZzGnPOI7ZjO278+/lclOxrRy+i3VyPKdpTc25efetLUveW3W/\n",
"DFnnneDoN1uo+l1Kv+9tnXNuLGRubLm65gmYRpGUp9W/SuBaaRWeDtb/zxHlpjPTeqb5bt/U+2ZL\n",
"K+OZVMysktasVDc0Ue41pj22VvVKkJOs3wcWGKvzHP3wZLz2+NK2ZPt/KzZtc4zrgvdPbv3h1l0P\n",
"vcjqC9+suCdIuxvXRAHuQHvJ0OqtkBCYjIUnza2sc1n3yFSwlbEwpa3dE5ep/UsE5Ofw6X9299v0\n",
"YbUGXbcgvf9Nuw70+D6uba0oazPnO+bkoHXuqz3n8Vvcz3n5wyoDnv3d5grsKsXnX1q/xq6YtAp7\n",
"YrXvJMc9Px8fv+ws97doPAMTztbfTFBZ8V5l3WMByAHW78+1PnN8Ckzzgfcnts0K3KcOgWmfxMf8\n",
"ci/7Jm5Xkpkv6k5na6GmSqsE/2WJB1TyWFLTMlffS36p2vW724u1w2zdTc/uOX4sd4BTpT1FaFL7\n",
"u5k+PnC/PzF3WaryLUx6/4YgD1vH9utsf8gbrGd93dpvx4jcnNKXNbnarDzC2n+8fr6tSfrXXo+b\n",
"jP57Qbfxz45jn7De4Qj/cZmm1c1jZFwWkSTj7lKY5N23qlvv6AL4hkSfCZZbRaLvzPFbU46/JX7n\n",
"HR5rFTJ9YiGMNn9+yrvZfZIVV3KGPubSxif7NUsxc7xukxHgWujDm6z/fwFysvX7nQXG6qGOvvgr\n",
"3hagtPaPWtScqfP975+2rQsWpqKWXOPGZbxkjpVWl+8sgSnLhTrLypW1+a31ZCrYivRBGq2z127D\n",
"kL9mJXzprPgZv/83WHSv6re1QyANWP2f6c829K9qfFVjBQlPG5BrrPM295zH/8/vu5l93xX/+efT\n",
"r4ZPfMVjVoyuWO070XHvI63jx7eO4btfwHJFJI6fvgtkF+se3wXZ3/p9qnXPcSswHVzxPnUITO9M\n",
"fMxv9bJvrHezmCbD2JTR9uzchPWfaZfgN14FLFCJHNICDY+xJfiLdX9dP55qPah+nnBvOqNjb8bt\n",
"YM+mcq3JIphZDNHuAgOjBJMUgUkfO8w69id0HZfO9EWL8uD0xLH79P7VIJMc/VgTI7TIDhI9RD97\n",
"X2vfv/V6zKT03UZWG3/lOO5tJfOLA/O1IrvGs70QTpd2ZYqZC2kW6LJuvXPt/Xvrfllu7XO6Q4M0\n",
"9fHbU44fYMUoJOqK+GiqjTb5WGnXGieZj+S72wHgadY7+x5FmDvjHvjrm6z7vdrqjztotUIXcPWU\n",
"dzj64jal+JiSEZ/pxUTp467aMyGGKb8v6orfGVXIOQUmcl2oq1iTs71J/MaBz/PzaJ3dJmc9oTeC\n",
"/NQ692Ww5NL0/jffpn6hH+RW6zyv8Q2yl7vfpg+39oXpy1XiJ4gW7dc5I3a/Wu1z1YJ6q3X8U4lj\n",
"9yXeb4Xefy/I7tZ5/wnyj9bvM6xrxq3AdAgwpSzxq0lg+ufEB1vQy75JvF/CLcd2/SgS8PmZ09u1\n",
"UGsu1+8/t/XY3YMWI28PyDP1vp/Gk2m2Z9BefxcdLJeoYIsRt5tPcYaCbIFpQoKQHtO5fmhRHpyc\n",
"ODZoHXutY6zW5Gpzk50FbC/9bNvl6hzHswsVxu1Q3+1gtfFSx3HblerYjDlfIA4sTfDZVfwyQqW5\n",
"9Gwi8YIzfaTdAm3oUJZQJdb8N269C+3ju+t+ecLa95GUvjVaxjtTjr8vXYjLi4UwmuzjxM1I2Eyb\n",
"S3Nrju/qOJY851opx9y99Wnr+EtAlun/7wP5N+tYgWD7FtputpvUsX/8tZtRLcpEuek+IUueTbNu\n",
"al9H6spGOerynSYw1WThcV37YdFKwZZYTuvZHgo2H2t2GeXNqOV2BJWp89+tc94Cv7w2vf+HRLvU\n",
"1fZ9rDl5vz5nWYF5PDP/uyX3+QiilfpVrPYd7Tj/1dbxjyeO3Zx4v8f1/qUk+ABarWv/bl0zbgWm\n",
"5/TfIeCXwB4F71OHwHRE4oNd1cu+SXnPmbDRf8SMjQkuznOnG2XIXYP2T/r9/ymx/4KUvjlW77tE\n",
"/V4oMOVu9ZzNhvstPXuBvi2ZqMDlvlOWobjANsXPcoxRm1D8nQ6lGSfD9Q3kKOvYpx39WJOF6d5f\n",
"Wvs318/eydr3/dZ5UX+a25J991qrjd90HLfjwE7KGI8lmMklohh+O3NbkfE8JLGrxkKJE5yc8zE4\n",
"7P4UC/Tl0PiD+p0WtLvZsDo+6tZrb7vofnnI2ndkSt++qI8vcR9fcFr6O+dp683xQcd5eYxGMgB8\n",
"hrR/N/seZZiQ2aKyWo2mLd+UOIPekyBnWNe8pcB43dvxzMvUse+f7O7PejwLyE24k7b1n1t3cTqR\n",
"pFkTpL0vOm9hItfCU2cMUTs9xlvBljXmqroM3vZ/un8+Zh3/KPzpuux3/3Ct38eak8aa8tcC8/hV\n",
"rfd2fbfkvjxBtGq/LhGrfR9ynLuxdfxfEscuT7yfiQt+mkTIAK3WNTvmetwJTHOBn6AqhL0DVRHr\n",
"aVQxvdcUuE8dAtNRiQ/2y172TUY7d4ktQb+8ClUF8mzNvEi8TVpBIi06yOccg3YIlYEqKTD+wLru\n",
"s9b+f9b7LrD27aII3wG3F60f0MOxl7RGzC+v7Zw0AnuNxMS8LEPxqiet/W0Ck+53e9E7u0NjzHb/\n",
"+2Ti2M7WsTalQv4CnLcZV5u1f9L7VoNE+tnbWOdeQWZChGppbsuPqauPsgL3v+DoW9vf+kvp96nS\n",
"h8eKSoc9Y6SGpAyCig26tNUCfdUHaMmOdNsD6UG7O//YillKbq/U/XK/te/9KeNypT7+R/fxN/8q\n",
"XWOapyk3zMPF0s7A2YyG6z7m+AGihFXXM8w5/yHVmJBRgXMiyBJrjtgJId5UYK7v6njed/Wxt7en\n",
"TC7LRF1uxsQhtNT0KWPVnyMqBkVe0ut1pASNcNAsMyZ2TPR1HdkoU2OYttftyVFwFbFyFYl1MUpc\n",
"XwVblutx1QQ07/mz7h/b5ftrsOa67P5fLPku+f7fR7fBzgb6+wLzeLv87+bal8WrVE/sY7Xv8MR5\n",
"zyfan+S/z0sc/6PevxLkrdZ5X6Y1q+93rGvGl8CUQlB2QFVpv77ANUZgehLY3WPbyjHgkj6Wi3vd\n",
"FykTYz+rjZa/Jg2464LY1W7ZGxzX2hlMHrP+34nWGh+CJeGj6nyY/a/V+8619hmXqQWtTNWDbQGN\n",
"vd5It0aMlCN8SwReoe+xl8DZUo0hGmUs0wSml9KaZvyV9ffRyqPiBBW//GyCoE8gjjd5Ci3MJPp4\n",
"vkoFmsa4utK0iySy5D2v9//VevaU+NxLF+s+L10Yt/NjavILtGlU5Y1W+76ecr+KVrqrpfpCPpr2\n",
"W1AavQWJ897Q2uY1t8X1oW4RuFNg3kxFl2TXjO/+Mt0vf7bu7awjBPKsPu5IpkEDpqwqHwuRZWGy\n",
"GQ2X5tYc38RxLHnOezPakLWZrFofEJDVuj9+a51j02ivVMT6Hjs4nvcNNab/4YfxOxm3S1d8V9aW\n",
"a204Op7Hhd06n8DhFtyvG6lJXFyumqYvKsUPNbHcFnELTDkWHl8LU2k3zf39lUOuNOp1FLbd6AVN\n",
"p+y5cBnIL/P7fytRSaDqcSulNbHSfxeYx1vmfzfXvjRBtKywbuj84bpfmKTb957Eufcm2p+0QJ2S\n",
"OH673j8M8k/wmKi15iffhqMOVv8vFrj+ZzGff+m5Ft0ZnwKTnsQ/BFYDbcxYyvlGYPLdTnMMuGQB\n",
"v/vqfKf6+qZlYB2TOPZ561hbalmQ71vHf2z9/25afeAF5Frrusut/S/T++yg/Dfqfdc7JtGGFcZB\n",
"bTEpZFojXExS3pYk3gcL7KR/l62ePd0W2pwCk+7n06xrr65x3mnGf/ILKcyNSU97rfX8f2i/fuBZ\n",
"dZ0tNOZlA1sisdD4etsn+SbrvSeg/M2lXJXw7IQjeePNcXz/ohYukNlWu5yJZfKZmLTNLFbGTbSq\n",
"q8hDZt9ckPMT5+3R+s2nDrV/143OAw6Bzf4r/bsf+BZ1n7V3xQLV1Ue55jpxzM7/OvqsYiyEYRAO\n",
"k3Zh02Y0XFpaOwA87buZczaVcsydiQfZVOCvyzSDZ7vwXmT97y1EgGzV+pyFolIRI7CZrrX3ZYlj\n",
"s9IsaMmtiLVhwr3Q0Al3pjWz3bo3uQd+Ziv71oB8qBtrb3X66rKmJRnT5LpyeMaYzdra3RYpZWHy\n",
"ZZzLu2lSyP14SOAGUe6v0yWec760Lqm4udrc46Uo645JpLIY5Pf5bmvfru376G9ke3B8r8A8npr/\n",
"3dK+pUsQLcoTpSpGVqjv+59JhfwvEu0/MnH8o4njv4mPPf9e5XpeiOcf1wLT11ExTRt5nm8EpmeA\n",
"twN7UdzCdErigz3V635ImRh2AbADEseOShtw+vjPrON2euMvgpyXNqAV4RjdbzQGp1n79tf7Fjsm\n",
"0ytKfP9aY1LITc9cNLg2TZs2JHHNlbx7uDTuLZr9LIFpMsgj1v0KWU2qM/5nf8969jycwuhOorTB\n",
"N4h/NrCNBaJ74bz9435Z/b3Euz+b7RaUZcEaXaT2td694THeDnEfR5QrZhGN6rvsOXpBynfZt57F\n",
"qmow8j1m3560WpQF3v7h7DFzsChXVaNAyPru0eOw8XDeXEfF7QnI/Q56cZHfO+e5oGygN1eM0gni\n",
"1tLaAeBp383QhqKCbJaF5tC/WBZpW3iaU2A92SS+Li3DoNlu8Gx/aWvD0bDld/PcukE2A/ll4n7n\n",
"0MHMoSVoalLZkhIjm2bBsROxZNVMc42zB0UJuJvdb7cDt8BUQ5a6ymnHD8m/Pm0eROI379OuH523\n",
"B+s++pvqw/97Fm79i/o+c0aylXM7Ffg+os+bPeJS3uHhgZAyjzd0f7e0LHmub+lK/pPXr0UUI7uL\n",
"EjCXCqy+uLX9Kz/Qum4/d2Dr8TU3KvpzuMCGqxL04Xl4v8ClAjfeyDpoYboceKHA+QkLk5uxziJq\n",
"tAbNCsiabhHTYveS/7LauEfi2LusYyc7rr3ZOm77ff4YVTHZfv/fWdc9qPf93dpnxzUdpPc9lLiH\n",
"oK1Pnv3UkZiUfD/5ooGtaUyXD0ORZWk5UP//kJAhMOm+tn2C/4gHs0CqYFCG8TexFBfqwNikMGpX\n",
"E58j+fc+R2ALUdp9u11TVtFq3XrITfTzLFiXiXInmpg43tDvM61ZjOnfSVQgflGN6pS7rf2XpH8X\n",
"H5e6tMXqKo9xmLW1WZhm0pJBynzbNAWED8O8UOLsb5uJz1xHJTcQkP9rpxebDPm9c1YshIlJMMkb\n",
"XFnw0tLxmgDwLAuSsRbUFQ8yQ4/NuQKX/cm6fs8C64kVM+Fbe6uKUJo1NxqLQHaK3bp/cSVWLRZH\n",
"u7+VuNdNINPqWrc91ywv5R5whdvzwCd74w8yxqx9n2PFqn/V1g5GEzWJoAUm3bYcC0+eFaV62vH0\n",
"NTprHpjSB1nzvki22oF74M1Ptq8hG+t5NnvE3f+jioaM72Pe13Yr/WZCaKAB1xxtxcCmJgVyzIeB\n",
"1jGzVOAbju/mk3FwSGKlWRY99aHzaeNyyou0KCM3XNl6fP1nreNXwHqeyredlxu+kPEWwwTMcOyb\n",
"BawFrixwn0di5mh0EjStxfZjwHeh8WwGMTnLMSja6sx0gpgWu2eLJnHLxLG8DF0mTuB51IJj0vT+\n",
"AeTGxLsv1tdE1nlLrHvZMV/v1+etbp+0F34WDyERryKdIkVjUvDKflfEX9elTbOJctri58UA6eOz\n",
"BA75l5xxMAFkkfUMZ+2auG/TBNGyjP/e2jVu91XpwqiP5q1ooPCPHowZbJ/rDxaVACHJmNuFW4sy\n",
"/dWzB6nfP7g5/bu8VrJdO7PaNyTlXb9EHDFMr0YF1+rfc0WVEkj7rj7FdPMWWtdcv/paN55xAAAg\n",
"AElEQVQZfeyhdnqRJsjkjTk7s5/5Ptc53sFmNFwMohG2dnccM1unLDRtNWW8EyZpWrLWb0z7KJaq\n",
"zo3P2bEO53m0/Sji9UlQKdZfXeT9S67tBZR70b3pCpAiMUKuMXuOtLqCZ7Xj1X+3xogtMGVkKzRj\n",
"cRNxlyioLTHF/vF8NkJH3jyYq9uU9nzfeXStxLXOTB9era85T+AjAhs146zEyZp1SeVaXtbilmyh\n",
"R6bziZNXFuETFQ36sMAUids6SdrXdx+Fhs8aknUfn3U5ywPBPp61TpstWQeKfRmHAtMvgWuAk4Gj\n",
"gPmohA/LgFcVuI8WmLZJdOC/SMws5RGTVz7pSHnrVWW5GjEtlr0LVelYUAH/ExLHXmG1/YeJNjXg\n",
"b0+rhf+BR9Tv0cwja0HuTry7STc+w9p3vfWsj1j7P4KqYyBFUoq2tq9MtqT8Irh4+0f7asmS59lE\n",
"Oa16dlkGKE8YbEszvql7LKYJolWZm59kXO9z7yL9co6omldmIbjO4/qs43mLRqeyBxlLVp6VZmZO\n",
"/+W1v0owchsD8gpGXZbzvqvPdy9rgdhzjd73qJteFP0uafWnbhW3Jcq0O+0dt5I4SUKau+j6yb6t\n",
"qX/i2icgu2bRDQcdWeHXdz7McVVrw462p8M3PNv//1AJaMx1z4G8o4N8S0Hl3kaSLhQVVW64xqxv\n",
"ofWWoqLbt75T2vprxqIR9pNWrvpSnyuhqXFXLBRuI+l15Ow5mDbmfOZRco24Q9I9FQ6QOMHT1MTx\n",
"UbfRQ9TfZNbi2K0U5IT42XsboaE0nwgcDQOPq/Om6OcZrw5XIpEsK3uyX9LWkCw6X2VdTh5PZo7M\n",
"21qs1eNOYPokcCvwd5RV6RFgAbB9wfskBKaFAq+WCsTEbGXibzpiKbEWB1O8cKnjmOWPLj/X7cmw\n",
"cr33fy0f+KFEGx/Q97Rd9y60ntWSehr2mVc0pajVZyVrIGXX46BQemZfU3WSYbCJchpDUaruSq4w\n",
"qL+D7WbRVsgxWxCtwtxMH8nWptdVFC+pqTLuUrd6XJ92vArTX4dGdXNpT9fsen7aYuHb/jqsYCIg\n",
"2zKaFCfvu3Y63mGJwB1Pu+/hM4ddm0l5/YlrWpk/V2IXw4y4vo1xXcpa5A+WbMthLdbLnYqtWWsf\n",
"8x/TWd+3jrmxwXOWZfN0/3eQbYmViYJKDnMSjiye1fmWIso9ey6mud2VUW4MiaK/RWNnRgXrhMBk\n",
"8y2GiU6ORZeV67ycd8vbRou3XuR2FfdxA3TNe995ZAuEvrG2m4ia43/6b2BXHG6jivfgpa7jIBGc\n",
"/7NsocFs6Xyi+mYT7m3lc13riuu72YlcNpN2i9g2Ajtn9GEWHaiijLSP3+X5DZOboYVXnDOuBKb6\n",
"CJgtMOWZkNO2Ni2dkIgRqp+YmufmW0r0RJtkXduWo19NRNFa2J/+Ld/KNT2roOSj+p5vs/b9m/Ws\n",
"g+P93/hulclPhyq+Uzg9c95ETmrTXEQ5SUgqB8RmmuPJSDOeLYhWZW5MPJDrep97l7VA+dazybp/\n",
"Faa/No1qRttN6maXdrBI+9OEsrTEGCMCe0qrpV4EZCt44Th4QLKTmnTaAmHu/fFV6fSiSvzMqi+6\n",
"25/U6hsrJ6JcRexvs5PAK1O+m7mXLyNYtn/E2ztD0Yn7H/Qf01ntr2tujMbOfb7Ye8hkkJ8k7vtD\n",
"KmRqdawpBZV7x4tOr5zSL2WVG1XXlXlvc7xbwjNmd3EXYXZZucp884ViuRMmYkgPFOX65iuYJ+e9\n",
"zzwyfXiqFONfTAzSF24rP44m3qaU9OX4xFjA3VhiPjdvTKRZ1CdJe+ywuY+LnmbR+aoeCD6Ww7zN\n",
"8IX7/iYITM7BZwtMcyWWnCtrV9/cWWKafG4uc/xy67rLUs55ON/dxx5YTh94AXlG3+/D1r5/sZ5j\n",
"FeDc/hGYPVwypWhNhU5dgcFF0zPnmaqTAbppyQfsMVA9IDZ/3MmXrGv/23r/DEG0KnMzmHG9z73L\n",
"WqAMsc6ybmXdP4+p9y1wWlWj6mqbCZC1BdGkdtAE0Pq0Pzmes9xN3ikx3dxEYiFqicAm/9maaj7t\n",
"u+Z99zosEDMkkX4/sfm4m5j5daXYyhuQT+dbUEyNuYUCB0ns8m3iFkwg+qskjouwY05ukfS4wbpi\n",
"zx4tKDAt+muxMZ0mlNY1N0azMx5fnBeQCOTkxL3voKYit8WUe2a8Hyfp497H4uzajpNqLrdbXpDx\n",
"jsYrJac24ZDA38Q/M6y9mXnqik3JoxN59YQuz7m+at+PiLLobLaq5BiqzCcq3mnnZjlew6ZjD4mK\n",
"/5w6BJyPsoidH49xFz3NovNVPRDykuv4bseLShgVBCbXAHwkZkIQ5WtaWUsnOGoZ1UdMk8/NZ45B\n",
"Xm9dd07KOXcW17KuFdhNVNzEqMb5BX0/ZxpzRtNfVragFEyhnNxiH2jH9yhRANRmUJPBnbaQkEXU\n",
"Tf8740EKbOnCYOKbTwZ51Lp2n3xBtCpzc3HG9T6Zn6pYoLKsW3n3z2Pqqx7P21xFZe0xl6aNNtrB\n",
"LG21q33GPdkOWM7KFLWd/vsDu03aQp3nfpP33eu0zmXdIy1A3g7AnmonBTJZlY4t7tY3pJ/3JmnV\n",
"0pr+nqJdV5MxD0hcDNasF2ZOVe2f0woVc4X/vbPYc9OE0totTJmJb3Jo4oHExa+FGorcFlfu2f3h\n",
"YhSzlBtZgv7loqwCVdaVScuz1pVia2cZpWAWj5I3jtLoTDL5UlbbTd+7MmL6bKP8y24lxlFVPvGi\n",
"dj63tuQbk9rHeJKepmX7rKqMzCvfUGQztGRL852CwGQNQC0wbaQ7vOjAsV1UPqyvHxKQD3SOmKYO\n",
"2AwiJu+1rvlX9zm/+Z0/AchKxXzcCDRmgnzHumZPqy2z43bPGKkw+RdUY9xHfaDbAp2rfZMlohid\n",
"xkhr3xitW9aENovfbhnn+GzpwqBjbBxhXfsH2PrlnWX8q1iYqlqg8rKNZd0/j6mvQ9jL2kz6aVug\n",
"MYySCTrOev7igu23U94WcTex2+TLEJdldHy30bnueY80F5SGaLqTLBr5MXVdWbe+gUW0xi3shjMA\n",
"fGA5cAU0/qB+TxtS4337mvrn/fsUWz+f/1Vr5kmfLSnkHy9KGTDV4z5pLqHHC2y00ophOrIaXyC7\n",
"gPzNenalIrfFhIjkeHcJ4i7lRp6gb6/VnVtXKOSdUVTJ4OM6VkXxclnO9fY9DpTyyvWpApxfcAzV\n",
"wCdGLyqLkL0O1aaMmpO9dmYp7epURtbpyREEpuQg1ALTBFEpIH0HTmpGN32fS7/aOWKaOmAziJic\n",
"aF3zPvc5h/45nwD4pHI2A23n5Zar3lZWW3atR6sxsLyT/UZ1bc7ZCSZovtqfx9gulDjTWf3CoGNs\n",
"JNKMX3J6Zxn/YyU9VW5Vt7aq12cd77QwlzemNh5qbVuSOa/bAlaG+d9Y3MHkVTWI3bIwudplXFAW\n",
"SBq9APmQOt92aS7m1pfOJKUFgDNTCVWTVpZ7N1f/nOhVh4lR16tN12rBLeNdXdsSUQUjJ0irdS3t\n",
"Pmnr7TR9n42G4M3/Y11zaHXewFnkdj4litwWEyJc4z0tVX3yfmmCvlmrfQSCrC1/XSnOzxShM3n0\n",
"s6prrw+dMX3vI+BnvUdjBTkeIPXyicZDIcnn1qaMOjj/Pi+KW8FSVRlpHw8Wpo5ttBSu9cnaUkRg\n",
"8Ev7XZyYpg7YDCImZ1vXvMHRhgZs/GI2ASib4vqGYZABqy2vqG9QN1Z0yjJHZo2JrM0dVxbfLy2F\n",
"uL3Vl3LVbx7I3Pjavz3TWcZ/2hBs+KdyWfI67RaXdbwq0y9SPhvb6JjSbXNpWut0ayjqLrtEYneL\n",
"skkJOp1FbYbEboVl75EW82gXg14orQHwLm1/udIQ7rn7ih+V845w9f29W+esVY6yF2bd9BkrSUvI\n",
"CaIYuZ8JfN5xH9d6e57Ae6W9oOXEEZVJcImAvLMe/sBZ5PZGCha5LcbsDkl7kpSk2939ki8Y2LEm\n",
"xvLW+XWFwpYQX5fCVZIfp1c1eYzP9aYPu7c+18MnmjUkyed2w8KU1/91rtt1rBUhhiltEFoC01U5\n",
"H6WowOBdILVWC5MiWGyrJ9i26ndLBqAdyrWhbI2PvdYmFqGty2k1bHeMUQbyos7GfmVlLjQL2w16\n",
"e0DfNz1zobrfns38CV2bX3EBDZb8MH52nvBclfEfeHf69Vn37rQFKu941cBUkWpuWyYjVNpz6gqc\n",
"PTbnPLPZDO0Gkp6dymfM5B2vIqSbb3rccGeyasqh9vkWg5NZV6WG9asBk1Zkj4ki/SPTM56VUfai\n",
"TN2avEyFyfOvlXxlpYmnm/GXqoJo4vt6F7l1r78+QoSxopmYtUhaLW7JGNnJUnx9qGNdyY5h0n1Q\n",
"0DvDfrdp4lYybDJUniFP9nMVOjNkfaPOe4DUxyfaig37Pp2MYfLt/zqVfT7fMG0LWfLyBqElMF2d\n",
"81HKp53NX/RqiWHaDWfdpIFl8O4nlDl+qcCPJzvakKO9qC/FNcjUYlqNLPdHLq+rXflMgtF+GW36\n",
"BqYN1jbR/H909v22GHGnXU1+1yqTPj9LXoIp2BbkRXWP44Zhs2ZnGH+T3nSXFenXZ927igXKp1+z\n",
"jldl+kWqZWM78uFsa0KV9g1JHOPlk3HNfo8rMtpUZMxkHa8qpC8RuHukE/QClShg9Px2+u52q6th\n",
"/bKYqDr6R6amPytLeeQzpn3ohVH+JetVFVVWzh42c6a+vpbXk1Hklsy6hZwNXATTHTTVFhZM5sSs\n",
"pALG7W4DKe4KKaKUIWWuG82S912PcVnSO2O+6bMViT58Bu+YZZ95UJXOJONJi26lLEwV+UTTZhef\n",
"Ww+v4S8ou/q/LmWf4dGq0MJQhyltEFoxTFlaurICgylsyCF6cUtz/6oQLzOlGVdrtusmXSwqMHGy\n",
"JIjPc5qAW0JMnvaiyoSaPmIz7yDr+2k1fNwfpw2prFJFi/D51q9iJirIuhkLRL5Zwxr3uhZsxfgO\n",
"3JM/niq7bxXWYIP8m/+zyzP+6lnzB9Ovz7p3FQuUz7vlHa9aXC85ttOCtNvdtuC3N8fzOG2uFm1f\n",
"UiExIef+rvv4KkDyxkze8bJC+iwr61n99e5orTknXVy/EoquMv2zp8Ass2/jlOd4pDPOGtN5tc/S\n",
"xqA5vzPKyhL0cTvaityedWF+3UIzl5N9YMa7SSOfFAiz3nux434+2/yS15l15QNtdZjcfdW4t+y6\n",
"jEPJkM+j2FveeKlKZxZLehyuz1bcA6Q6nzh1CBovuvncengNf0HZ1f9V1+Xk8Sp19eSkIDC5B6CV\n",
"JW9ziQPykx/FV2AwbmOXSZw1z6ltSolvKTpgT9X3td0kvASNltS4iiCt/2y5QPy8rZU4gESwdiTu\n",
"H1efFtEojvaBpDPuQ6L8vucLzMx1laTNV/9g6xv6Zg3bS7KeozJd7ZVTgK67jALIRoymGZ8r+TWy\n",
"yjH++llvVtebWLdkKvYvS0y0piaOpdWj8Z2rVYSeqky/PU7mi7I2Ji2VbrctWHOlSvWdpWn1bd+O\n",
"EjNqNp34TM79RdoVSEVcbPPGzMECk0bc393UKsqa66ZvbSH9J3+Mj224fxVBP2XevMW+tovrV6K0\n",
"gp3Z0OfdZuvzf2COtXkf6OcUYNTSEg+4rBppa9V7JV4b6vNuqKfP7SK3o/094rcmbCKtQoShM2n0\n",
"plMKhMZKf6XBkMCDomqt7S7w8Cv8x2WRsbinZM0zCllYfGiwvfYk3QB96MxWUr6eVasSucB8rxpX\n",
"fVFr4in7PvXwGv4KKZcb5k4SF9N1XVNk3TZjYHbGNxRRsXHnS1xLkP0JAlPqAEzUYXJVKPbVWh8v\n",
"iiAaC4QJ2kzTNo0KK5o5L2MpSWalKh9nBVtc4GY06wsUZdRtwRYkXZO/6OS9QfeFEXAM8fO3srUT\n",
"e1sInau/bZkidWnxTC53v+Q9ijJAo6mdS7uigHyg9dk+Gb+KMf7qOa+eo1LQ22Mhef2MEXj/kHJP\n",
"md5sPYYogbOIBSrZr2WFnmQ8QRGm3ylI7k+G21Y8bzZZE7971nzME0peZ/pP2ulEGbfGMjQijbGe\n",
"3tRj5hCcMUBTBDYz2dm8kirAmt/E8Y+v3AEu/LWV2nq4amIGWP6m1nTX9bndpdMOo9BJFiu2a2eZ\n",
"tN3JdzMxGNOltdiwrO94VklXIJN44DBx1z5LW6uKxCOkpRk3dKm4a7InjYxAvlBunTLz7mz9f57F\n",
"J2sul1UgcFI+bV8icbFre/6ttyJt7Yz7xzDNN2S03YxFQ/83Fphwb864LyC4F1HmRY9rnsB6zwnP\n",
"tXruJK9/S853S9uqCfJVLOS0CFzJsVvNY6QYX2PfxxTRtfs/bTyXUQYaN9fkOn2eKAXAaBiF3hrL\n",
"YJ/fhrTi7gmoBaYNBNbTH8oQNZ+MNPak3ERi5raQsKL/P7XggE1WaxbHJPCdTAP3wHo/dBOAMgka\n",
"7M0EONq1Q4wguau0axQqaxQXaGKnf/sJrukEybSnfuJImyXLRdSnNON3mdp0nzNdM+dzBQ76aEVm\n",
"YALIbfH4fsn/FWBOMxn/9ndOWkCvFjhKYOpIPJcu1mPwj7cBL7PuvX9632VZoFxzt6ilw7y7SfXd\n",
"sFxuWgTFFKbfL/C/fXyYrGIbix8DmyaUNCTdulkmALeKFXpI4EOi6Oe1AvcutccNKjbzfNh0uPUd\n",
"Bp4F7kiJdzhLMwda0Jya+D7me1+yAiZ9s8L30fdf/9n2RTebqaywZiUUOiZBx7USrx+mLldaiukD\n",
"BHbRv98ilrAx0fG8isHmF4r7+rS1yifjVVpc61RRnguL9XnlXJ88v4OHm6JrO1Va1ybfBCtpc3nC\n",
"mmzGPs29N23tOUcU/Sy+dqb3S1rbDf1fIj6CBKUsLEtEjfdsZR4psYZkJm8ZWFZcyT1HYPtH65n/\n",
"ZVzhbWE2yW/6CJnthbvL8TVthgPT/x+Fxl3p1+atyy5lYHL85fGG0+21JghM1od9pHUSIIrROlVi\n",
"c21aRpSkhmxvqV63xEsroo9HjyvXOjNhyggaCyWWxKc1lRkyKcBUtTCNasEc2ZVcGoPKAYiXpz8v\n",
"eX7SyuYi9seLEqjLtmlqrvk9myi3MH8p5xxyjw7aFhDvzDvp7ZHXxu+weBlM+pEqete26LyIo5Cn\n",
"H7HP+jZ3iFrkJiWf18aIpvcL4rZAJb9PrnUsV+hJW2ytNhYO/M/uq6JzxGj7F4uqWZNHJ8ok1igz\n",
"b40W26XlSxZozWLcBu5SC+1ovIND0ExeaxZPP0E/myEoxlRWm5tJhY5RaNlJElzf3qSYXizpRcej\n",
"DHfxogozI9RMkfbrs9YqW0GXVaB1c1GW5wMlXqNthcBWAp8w+7yD6wvwDlXjSdbAcVJc0WB/z48I\n",
"DDyjx3yprIzu61yW5+Q7uDMBZ/dLWrpzc8+qmWtdW2px6KLxQ664qoLCi/EA+ebFFcdeYYHEva6c\n",
"KjGfa/ObFwscJCpUpWUsPZc1lvzGVv6Y9Lw2bV0eSlcGGm8nH6OGKbIbBCb7o2iBaT1pT106Q1Q2\n",
"tP3EzSDYGrIywkreouHSyMwQeKs1eKtkOnG5RLgEmKoxTNtIejHLpQLfFthDP7dsulS7DxpDFUzW\n",
"CWI/VFebvLScLqLsPuevd8SLzoINQb5rPbOywKSes+BX1lwYaa2Zcp5oS1AhpjB/sfNN9OFcCJJ9\n",
"l2GBKuUW17FsZ8X7qmqQrq1ocW1Z9/+2PuYqmunbpqRiKPmdTcxgccYNb6E8nenLmaMdvX/Os1Os\n",
"GqbQtW9SBv+5RWELU/I5roLwvgK5LTzZa9OpEjN6ae9iGJ4BASpZ3d00uErGsv112wYdfVNki93d\n",
"q9Ip/U53VUmIUr1f8tdKKlpY6qfTXsKLbsNcPY7lizU9u6yQnGjz4aIEpGnSep8BAZ4EvlRlzauy\n",
"duZdmzi+bzYdLOKBFWKYXB9DC0zbJDorKbAkM6IkhZ0y2lWfa4xG5nJRC09SK3iddV5RoSYr0DRp\n",
"5TpQ8tNgu7bbpX0AZ7lTGDeRsgtIXjamtM0wko1E4oveFKnLH7ctdbVeTs0CU0x46qs5ls7s2eOu\n",
"3mfq53a8Hk4H6JKHu0+pjGhNaDT96ITr/uYbpc0H3wyBed+5Soaj+rPgtX6bzt4/Z1ykaO8PluxU\n",
"0VViW8sG25vnJNemIi6ftvBkxsQNjmdkvovUzTBTyU3RnkMX67/dq+dTjea4ttiVrlq/iPiulZ5C\n",
"SkcsvOXWmQ2/ZXmACMjJNT+7rJCc0uaBFcD5wG6d7rea+yHDulnUqBEEJlcHpwhMZjMCyxHSKtzY\n",
"wk4ZYcX3mjStYJLQFnWb8xk8LitXUWL6TokXci8NZ+K9im7vlWzGIW1bK7BJs70PjYazPxa1eNzK\n",
"2dYzXk/tAlMnUi/nubB0NiNg2UWlR3TJw92ndJCu+NEJ1/3ninJnSKNdPm3K+86VYxirXJsXs1SZ\n",
"qawwJlIEF5+1pNrc8huPWc+x18siSUVWSXtNolLvMlyHwGp9i5JuiqaPXqPfp34LU2dpjmuLXemq\n",
"9YtI0bUyW0jpjTLMtc6ArJ9415N6vcbktbnXbSr3DlmKnaJGjSAwuTo5R2Aym+1uklygysT4+FyT\n",
"pRVMXl80MUORwWOExlmSnfIxua0VFYNyQs672FtWgg2fdm4q5d0BDnf0Yd9amE6wnvE+WgWmXSrO\n",
"idqZwnxi1l+pg3tMkwpq9AuldT+6GJ2w72/iRK6SbPqR1SYfC3CVGMZJwzBtpArTl/NtKjOVFcZF\n",
"ivY+by2pPrdiRjjrHj5xSVeJ31pln2/HkLo8Foq9S01ztKQlxfSRKfRcJobJ3upJalGM5mS24+W9\n",
"WCv7neEHGUi866d73abxtmXPyTJGjSAwuTrZU2ASiTVbD0o1YcX3mixNWhWhrWxMkm9ee6PRNlo0\n",
"250iT9iqEi9VNTmFS9vX3Rgm/3Erh1rP+DT1Cky1M4X5DEblRB+1pw7uIU0qwYylZsNLZoIqyegt\n",
"EZWC1VhvfeKV0tqUZQGumm2vc/O0RqaybBxAivY+by2pZ27lW53znpO2fqZt5vw7JHaJ7w86UX4s\n",
"2O03//tmyevcO5WnC2YbFXRe1ss50s9b4l1P6HV7xtuWTh9F8nlDV3mCegWmCaxzOA24FXin/j1N\n",
"/91U/11W4F551ywBbkGVS4gcxxvA4cAPgCFga2AG8HOPZz8GPA28tUB7QbmzLwRWAgcBWwzDCcD1\n",
"qH65HvV7G318RF/3TM672Ei+VxE8rf9OyzwrHTvo59t92ACOQL1LmTYNoQSx5qCINEs2zIVHrP9f\n",
"UtdNoyhqQGMezGvAxIJXTwSObEBjnrpPC/SAd32bJqpvD6fmZ45VZPRVGrRnCo8CV5md+0BzCxE5\n",
"UUTu0fseg8ZyPzphYyfgYWAeqs9nAnOBr6HWlLw2PQQsBiZZ93ChLG0y175Q8lqAfYDmNGCrlBO2\n",
"hubUDt4/DyvUn+SakbWW1Dm3mqfA7QMwZ1iNMZsW+jznNNQ68R7d5rwxaM4/St//zTW+SzUoWt4c\n",
"hMGm/5qQ7KN5wFMoo8xTwHUFW3EtsKyBylJaFSVojo2p5p8pxfvFYAhY0OzAWtmPGO51A8YhUuij\n",
"dahtfN+D4lm3BrZDOddsp38/W2vj1kGByQgMhlibD1NEWDHIu2YBsDnw9ox7zCMmtEUEjbTB44N9\n",
"gQv1/8svgW8tU22cq9t6CUrAWAJcrc+7gvx3sTGPcgvInfpvEcHVxvOoRW1wuLUP5wEvlmzTtcDy\n",
"iHoWNRsdEZjoHFOYQcyqMMmZzxyryOirPDSA9cyP/00yHuUYPXB/o9NQDO1raWegW56KEpbmAWvI\n",
"/s5VaFOVa8Fi+jZNOaEupjLt/nlIEXaz1pL65paI3AjsB3ctVgqxLZuxwuwaj+eY9XMC6lsNkj0G\n",
"zfmGtxyu7V1K3iCJQSWw+K4JyW9hlA6Xkq98SEKArwxD4zZLGVIFFWgOwHL7PoPF+sWgVgGw3xEE\n",
"pvqRoQxMKpVuRK1bs4h51utQ69l1+veqWhu3DgpMoIj4ImBj4g9TxiqSdY2vVjCp5Z2HH1NfxiJm\n",
"Y5Q4fgGaW6DM+TPhx+9R2mQT+7k1MPlFuIliWkEf7XUSApw/DI3h4tpzg5tQxTCXDbT2oWnPJiXa\n",
"dAY1Lmo2HrcaUqfA1CmmMIOYdZzRHWsoaQUyuAnlFsPjKScMFmdoXN/IMLQRioHehmyL858c90ii\n",
"Cm2qja6tSDmhTqayMNKF3ay1pN65JSI3igzNAWbBsnNjhdlBns/ZF/g9cBmqH/PG4L7EirdHPZ+R\n",
"hnrphKLpjdvgjGG/NcH1LU5DzZXl+CkfhvTx2SPK2tc8pVTj21EbzSneL9ABAbDfEQSmmpGtDLSV\n",
"Slrvg6Dm0iMonvVtwBz99yxq17/22mexJr/HAjFM9mb784uUq4uSdk2RWJxkViqf4rlV6yq5/YxB\n",
"5rafO+uX/u/ieq85UjAD2BXVM/24fPXtVLC+bdrTXNOh+g/ymH7mo9QUw0QH08KSGhtVNfas/qQa\n",
"vd50X+XUSnJta0VXYq+5+GNe3ElavJLJhnmetS/rO4cYppxxkZJ8oY61xLVlzy3iYPt9ij+naFyr\n",
"q55Tfe9S8nsUqAl0fkr77SQpplD3dHEncDGJV+pPlZ1On/O29liqYv3S+VpJ/bAl3r3WumBhM32c\n",
"lZzGxAz68MgiIemDu4NLCExrBTYeav8wZdKdbiztRV2LJpGwCe4m4sfUHyvl6iplBfbLbu3nH3pq\n",
"sXdJvteu+n2mNX1qLWRPmKytJSNUCrFfKPBq0cXcRBVGzFzU7u3kAgBym2ImHhyBn/8sDlasJDB1\n",
"jClM/zadEeDH8lbHOM65f0GGZs9mey0612YyapqiykPWNxp4xm9shSx52W1IE3Zd60935lY5ulEk\n",
"Lb4pT9F/dIJiNYEyaqAZpYMprdGQVuXDhgLRi3SoNk7dNKdgv3SlVlIvt0S/fbjX7RmvWzp9tEvE\n",
"+IzxIDA5OreMwDRa5PQPrR+mSl0Um3EpqxU0BHcjiZn6qeImVC6Br8i7u1JHy/9HbU8AACAASURB\n",
"VI7t53/ljTVpBc/3rbVQRw2hbGJ/nsCOAhOkfVFrvIjywe5ommu1uL3/vvbivzMEtq30/E4yhenf\n",
"pj+yX/XLBsxSc7hIGv8RURksB5zz0/GMogxNDdZbn7FVxlov0qU6TB0VZD3HRoZCx7X+dGdulaMb\n",
"C3V7EZg6kj0GETigK+9S8rvk1gTy6yOjdLhTlKLxToEHBKZ2nM51qP5e39VK6sWW6Lt5vW7PeN3S\n",
"6aMIbCVK0e1DP4LA5OrcggKTXVHe9WF86qJMbdpalXbG5VipVk/oWIGB5cA/ZwsaSYHP/93dfSkv\n",
"a7/mN5tC47k6tIJ41lrInjD2lu8OkEPsz0Y5w75Vby9La1O9xMCMlRkj7uK/m7WMrxLP6BhTmP5t\n",
"KjPJ42rRVWNrStPNAKeN4zm6L6bkuuQVGON2SvI6rLee9yhfaLUTTF9rf3X2/sXpgC3sniOwk+7v\n",
"aaL2G3dIV5+70um2f7cu0Y0F2cJGYxHs3Ox3OpG1TnWSttY3rjrjSue7fo/XLdGHR/S6PeN5c9PH\n",
"q0V5dPnyokFgcnWsFpjWE0/XlGGbQKQvXBcLHCTK2tOyADxHilalnXHJqleStjn9iZ2Eqm7iCLJl\n",
"4trn9HMqxGOU0wqmf5dy7gD9QOxbv1dW8d+1oo6X9wvvJFOY/m12leIWlXoZ0X7YaHFv8lHAGCvj\n",
"XH1+OdcjnzFej/XW5x6lrfX7dpLpa5+HvY3PaF8zzDawArgDGiv0b2l1/V6SGDu2hfp4UQVWi8+t\n",
"quMjR9jQ/b7xmKYT/SBw54/v4EpXf7+2fNf397o968Lmpo++3k5BYHJ16COtC0a5YMuMhesZ4Hzg\n",
"YF9GWy8aOoi2s5qoOokjyKatGsv779Pv0jOtWvp3GXvuAN1caLvBFKZ/m72k14xob7+zK/FGXlKF\n",
"Jda5nUuCUce48L/HtaJcX5F012I3beo009dvTGWaoGHt/6hqyyuH4z41YydpoTZC1IAAJ3V7fOTf\n",
"f8K9Y5lOdIO21tROTZ83eqGV5qy3fKytnf2wJb7ve3rdnnVpa+WpfePpg8Dk6kgjMD2vtXLiiEtZ\n",
"4Usg0haucm3rKoNcSbBQ16/3zXaNZWMZcHbd7n8lJ8yYdQdAFQyQbgqd3WIKE9/mMGjc1i+MaI++\n",
"dUbF8rSkCvZ2i/nmu3aofZXHRbF7DNwDXB67mvrTpqp0zfNbjQmFDKpyuChBw8tC3eJN0c3x4fGM\n",
"o2FAl1YoJkz3w9Yt2lpPW184ppXmLN2+1/03FrdWZfL1x4w1HmSsbxTOABwEJlcnGoHpEYtxew0w\n",
"W//tGXNNDzRRRQWLdsLv0ljaQbt7DfezVq1fN3qYnasXTOFYYkQ78O4dS+3eb9+oyD1gzS0x43bf\n",
"nUXoclG6VqIv+l4h021XsG7MYWA3VJzuirFIJ8YCnQM5MjE2tut1m8bSxmiyjzRlcu+/8bqwQdFM\n",
"nvUKTJFuxJhGFEWPoCorPioidRYArQVRFO0LjdOhOVvFAR3ZUJbFqahidzcBC5qqEGXjNmieIqoi\n",
"e5faxkIlBJ08oAoYuorTDqEKFH5mBB6YoGq29de79DOiKGpA4yn41FS1hhbFCagCk80tRKRZrR1s\n",
"hSr8uAJVpLD0/fr1mb1Gv3xvX9TxjXzuEUXcDLxO/7xDhL2qtn1dQRRFs4C7VaHGdxW48ip0UdpZ\n",
"UrKgaDfm8FinE/3c/ijiUODH1q6XibC0V+0ZK2jn3eY1VG6oaaiizT9HFVkN/E63EEXR2TDtk/BE\n",
"w82r2ngJulh2LbJBEJi6iCiKZgJHQmMeNK1S4Y1lqroxC8ouaOXbNHER7LYHLBqAyOMKAeYMw51/\n",
"huGb+uld+hlRFG0LLFVC59tK3OF6lDDLtiLycJ1tC+gMihF2G0PAlk1Ydq6InNip9vUCUcT/AG/Q\n",
"P+8SYfdetmcsIYyngLKIIt4BXG3tCgJTDoork88YhtsHgP2C0NQ5aD56Sb7iqIlyFHgCapINJlS9\n",
"QYA/ROQetWA1t0C57MxUf5tbiMiJ3ReWollKc3Kyp7AE6rzPD8DwrsCCfnmXMYBN1Z9p2WelYmri\n",
"PgFjAINK83hdwcuuRV3Hgvqb1HMMW/83etaKMQZtsZynNNxFhCVQ5x/ZgMY8bQUJWPfwYq8bMPbQ\n",
"OF0JS4sGFGOeNu8moo4vGlDnN07vXhvXPSjesnGbElBdBp97UB4aW6OFpdoQBKYeQESaIvKwiPxB\n",
"/+2V2f5IZWZ+e8HL/gl1HUf20bv0O1aoP8syTmkCD6Em/EP6t8HyxH0C+h35hN15FfCVYWjcNk6V\n",
"DrbAFNYff2wNzanKHagM9kF7AmxVY5sCxg6CwFQA1ZTJzdnaChLQMTRPUda8OcPK0jQE3Ai8FpVb\n",
"6xLgCGCzWp8aFqx1FEFj2XU8Bo3lyuc5CVsjsh1qwm+nf5+gj9+EDjB9vDvNDagHLsLuwhDq+Bzt\n",
"1tE8pXtt7CpsLcBAz1ox9hAs1AFVEASmYqisTO5AmwI0tMvjfnDXYhWfudkw7AeMoNbRR1Cxw+vX\n",
"+twgMK27CBrLLkJZ3pqDKkDUMM0ujch1wK367xF6/yzgPwWavwoWvLGFdsK+ZVMJwdejvvP1qN9b\n",
"NtXxuxYzvn3gg0teOXhYqLMQLNTrOFb1ugFjBUGZPDYgIjeKDM0BZsGqp2Ev4Bay3SerIQhM6y6C\n",
"xrL7GIxjWjQfjdCqEXkbMEf/PUvvvwqYGQGH6EDUgDGEVsK+7FyV/e7twFzU328tU/uZJTI0ZxwL\n",
"S9AqMAULkz8yLNQ+CBbqdRzBwuSPoEweW4hgeEs4GX/3yXIIAtO6i6Cx7DJaY1pOA/YGfo9nQCkh\n",
"oHRso9+SvvQIwcJUAm4LtS+GUKUemoPBQr3OIghM/gjK5LGFku6TxREEpnUXQWPZE5iYlluAkwgB\n",
"pese1u1EKWtH4sQmf5sY3FYKYTBkXQwoiaTANPbryXQOQZk8RlDNfbI4gsC0jiJoLHsD7W71U6W9\n",
"CgGlAesGoiiaqeoIbfHOOLHJDltC46kois4OSoB8hKyLARUQLEz+CMrksYOK7pPFEASmdRuDQWPZ\n",
"XWiNyJthHiGgNGC8I4qifVVxbJaooqsfWq81scmnpqr9LImiiYtCjF4eQtbFgOIQYbi1bMVJW4c1\n",
"xI2gTB5TqOg+WQxBYFqHETSWPUEIKA1YJ6CFn4Ww2x6KeX+i4U5s8kRDHd9tD2BhEJrSEbIuBhRF\n",
"bN21y1aceUuw7mZiMCiTxwQquk8WQxCY1nkEjWWXEQJKA9YRNE5XiUoWDXgmNhkIiU3yEbIuBvig\n",
"3bqbLFsRrLtpCMrkMYOK7pPFEImM/di/KIoeAbYBHhWRl/S6PWMNilA2TleVrac1ldvXPijmfDnK\n",
"J3dBU2lOGrdB85SwCJdDFEXbAkvVgvW2Ene4Hh37tK2IPFxn2wIC6kIURbOAu5WS5V0FrrwKZRlh\n",
"VmA6/KBdq7ZCKVFWAI8Hd6B1G7F1d69hOHlArRkuhcUQai06QytCgzXSoLUPPz+gYojT+vBalLAU\n",
"+rDbUNbTaZ9UngrJ7/MS4FGoSTYIAlPAKLRp/kiVdaRpmUAay5RPLwsCE1MNOobpKaXdO6vEHU5A\n",
"aZCbWwSmKKBfkb2IZWEI5U627FyVgj0gIKAolGVptz2U1dYnE6ugvEfuWqytlwEEZfJYgOZbl7iV\n",
"c0FgakMQmOpF0Fh2FoGZDBjPCEqBgIDeIVh360dQJvc30hUE9QpMIYYpoA3rdp2YrmAwBJQGjGOE\n",
"xCYBAb1DyUKeoWxFGkLR8X6Hbyx+NQSBKSCgywgBpQHjHCGxSUBAD1CtkGcoW5GHoEzuT6RnD11d\n",
"63OCwBQQ0BOE7IQB4xYVU70uT9wnICDAE8G6G7BOwp099Jlan7HOC0xRFG0VRdFpURQFAqER+qQd\n",
"dffJWK+nEsaIQuiHVuh++AgMrCif6vUmVGwAj9fXst4hjJF2hD5pR019Mm6su2GMKIR+aEdWnyTc\n",
"J5+o87nrvMCE0qScStCo2Ah90o7a+2SM11MJY0Qh9EMrtgJOgeFrYbBZ3Jd8CJV1qjk4jtxdwhhp\n",
"R+iTdtTRJ+PJuhvGiELoh3bk9oleP4brfGgQmAICeowQUBowDnF1SGwSENB1VCzkOb6suwEBdSII\n",
"TAEBfYIQUBowjnBfSGwSENBdqDWjORisuwEB9aOnAlMURZOiKDoziqLHoihaFUXRrVEUlY1WDAgI\n",
"CAjoG4TEJgEBPcBgsO4GBNSPXluYBoHjgYuBT6H8Da+Louh1vWxUQEBAQEA1jPXEJgEBYxGhbEVA\n",
"QGfQM4EpiqLZwHuAk0TksyJyAfCPwFLg671qV0BAQEBAPRjjiU0CAsYognU3IKBu9LI42buBJnC+\n",
"2SEia6IouhD4ShRF24jIoz1rXUBAQEBALdBa6xOjKPosKrPRpsAKaD4e4iUCAuqFiNwYRdF+cNfp\n",
"cNBsmNZURWn3QaUOX45K8LCgqdzwGouBU4LCIiAgHb0UmHYD/ioiKxP7b9d/XwMEgSkgICBgnEAL\n",
"Rw/rLSAgoEPQws+NURTNhGVHwrfmwXyrQFNjmUoQwQKRoeCGFxCQg14KTFvhTl1p9m3dxbYEBAQE\n",
"BAQEBIwrBOtuQEA9iER8gwJrfnAUPQD8RUTekdi/PXA/cJyInOt5r7XARFTSiGc8LhkGRvT/E4HN\n",
"gaconodzvCL0STtCn7Qi9IdC6IdWhP5oR+iTdoQ+aUfok1aE/lAI/dCOScB0VIXmLKF/M2AAGBKR\n",
"9ao+tJcWphdRL53E+tZxX5jkFQOogVUGZa8bzwh90o7QJ60I/aEQ+qEVoT/aEfqkHaFP2hH6pBWh\n",
"PxRCP7RjWv4pQE0J7nopMD2O2+1uK/33sQL3WoMSvgQlcebBtjAFBAQEBAQEBAQEBPQ/JqAMJHmY\n",
"BkQoGaEyeikw3QW8KYqiKSLyvLV/jv57t++NRGRyrS0LCAgICAgICAgICAigt4VrL0dJiB81O6Io\n",
"mgR8ELg1pBQPCAgICAgICAgICOg1emZhEpHboii6DPhqFEWbAw8ARwLbooSmgICAgICAgICAgICA\n",
"nqJnWfJg1KJ0OnA4qpraElTxtJt61qiAgICAgICAgICAgACNngpMAQEBAQEBAQEBAQEB/YxexjAF\n",
"BAQEBAQEBAQEBAT0NYLAFBAQEBAQEBAQEBAQkIIgMAUEBAQEBAQEBAQEBKQgCEwBAQEBAQEBAQEB\n",
"AQEpCAJTQEBAQEBAQEBAQEBACnpWhymgt4iiaCLwOqApIjfrfQPAe4DZwAjwWxG5snet7C6iKHol\n",
"cBgwBHxfRB6NouglwBex+gT4qog80buWBvQLoiiKgCnAKhFp9ro9vUboj4CActBr8quBB0XkuV63\n",
"J6C3iKJoDvAWYBrwNLBQRO7ubat6i173yTqTVlwTo2ERGbH2bQvsjmKEbxWRp3rVvm4iiqLNgP8B\n",
"dtK7bgbeDlwB7IPqD2N9/AXwtvHO/ERRtBOwCJisdz0JvBG4EdgcuBvYANgFeALYU0Se7EFT+wJh\n",
"cVeIouhlwN+AA0Xkv3vbmt4j9Ec7dGH276AULbf3uj39AL323g0cJiLX97o9/YAwd0aVtu+mlSm+\n",
"QUR+1tOGdRBRFF0PnCkiv9a/G8APgEMTpwpwvoh8rLst7D76tU/GvYVJT8DvAEcCw1EUnS0iJ0dR\n",
"dArKcjCgT10bRdEZInJ6r9raRXwW2AH4V2Ap8GXgMuD1KAvLlcAk4CPA14ETgTN70tLu4RRgJUpI\n",
"Wgp8H7gONUd2EZG/AURRNBv4FfAF4JO9aWpfYBsUw3MgMG4X9yiKDkER5TRsrv/O1UQdEflpxxvW\n",
"I4T+KIUNUPNksMft6BqiKNqD7HGyNbApsGMURU8CiMid3WhbrxBF0Ylk98k0/fddURS9AkBEzu54\n",
"w3qEKIr+AvyriFyrf08GbkB5vowAy4DpwNGagT5ARIZ71d4OYj/gYuv3F1GCwXeBs4BHgO1RPMfR\n",
"URTdKSLf7Xoru4u+7JNxb2GKougTwLnANShGeB7wTeDzqM6/ArWgfRh4B3CoiFzek8Z2CVEU/S/w\n",
"cxH5uP69L4pQfV1ETkqcezmwg4js1v2Wdg9RFC0FFojIF/XvPYHbgBNFZH7i3P8A9heRV3S/pd2B\n",
"5+L+eZRg+ScYn4t7FEUjqH6IPC8RERnIP21sIvRHO6Ioep7sPomADYHVwDCqTzbuUvN6gjBO2qH7\n",
"pBBEZNzGmev+OFxEfqh//wdwDHAyMF9EVkdRNAWlzPxX4HMiMu4Ut45+eBxYJCIHJs6LUCEB64nI\n",
"7O63tHvo1z4Z9xYm4EPAf5uOjqLoDhSTd6mIHG2d97Moim4DPg6Ma4EJeClga/P+qP/+znHub4G3\n",
"dbxFvccWKHcIg4f03z87zv0DcFTHW9Rb/LvneR+0/h93AhPwd5RC5UzUXEgygFsCP0Qt6q75M94Q\n",
"+qMdk4EXgKtQAlESGwEHA7cAD5OtiBgvWIuKBZ0PPED7OJmO8l74FnBXd5vWM9yLWnu/BlziOP4S\n",
"4DfA0cBNXWxXv+B9KKXlV80OEXke+EwURTujvF/GncBkI4qijVC8yGXJYyIiURRdCXyp6w3rIfqp\n",
"T9YFgWl74ALr9//ovy6f2CuAz3W8Rb3Hi8D61u+1+u8LjnPXOvaNR6wAplq/h1Hvvtpx7mRUH45n\n",
"hMVd4ZXAv6FcAn4KfEZEjDBt4g4A/mD8rcc5Qn+04wgU878ncLyI3GAf1H1yMPDNdSg2ZWeUsPQZ\n",
"4BzgyyKy0hzUffJ14BfrUJ/MQrlxn4LyZjlORBaZg0pZDsCTIvJg11vXQ0RR9P/bu/O4W+d6/+Ov\n",
"t50hKopkyJYjQ3UopQFNIhlKAyU0mIdTOXWKBoRKzokKlaZTmUOUsXLyy1SJcKRBkWyS6QjtZLY/\n",
"vz8+1+0e1lr3vW72fX2vfV3v5+NxP7TX+u587o+11md9P9f3+n6fRtbfQfeznUvLJ0uV+8nvHf2+\n",
"i40839qrjgM0JiddSPxCZKdrxMiH9v/1GXsX2T1tuxuBscvJ7gbWB/rdkPxc4NY6girsj8BaI3+I\n",
"iL9FxGIRcWGfsc8H5tQVWCEvBA4gl0J8F3hWRMwZ+SHXEENV3Nta4CPinojYi9wc5pnAHyR9RtLi\n",
"hUMrwvnoFREnAGuQTbjTJf1Q0pqFwyoqIq6PiC2BN5P3b10naZfCYRUVEQ9Xy5bXAK4Bfi7peEkr\n",
"Fg6tCe4F7iPvXRqkjfcvjThE0tXkfcFizHeRCVYlN53qgsblpAsTpluB2WP+fC9578Wf+oxdif4T\n",
"qba5kOyGAhARj0bEL6vL34+pdkJ7O7mLXtsdzxBXjSQ9HXgnufFDa7m4jxcRv42IjcjNY94NXCvp\n",
"vYXDKsb5GC8i7q3u/1yLXHJ3taQjJC1VOLSiIuJcMidfAD4v6UpJr6EbyxL7iog7ImInskm5Gvne\n",
"OYBuNGsn+pakucDfyd//xQPGrQHcUltU9boIuIFs2P+NXLq78sRBkhYFtqN/Y7ttGpmTLizJ+xXw\n",
"ypE/RMQD5DKjfjZl/L09rRQRHxpy6OLAXsDVMxhOI0xjh5W55HK0QZeHW6Xaan8nSV8j7ze4VtLn\n",
"gFPKRlZGRHxP0tnAx4CjgL8WDqko52O8iLgO2ELSFuSStO0ZvyS8cyLiYeBQSceRy6p+St7/1mkR\n",
"cZmkV5AbUR1C1touOXaYQdXGD9sBZ81sOGVExGuHHLoIeZ/XnBkLpiGampMu7JK3ArB0RPxminHL\n",
"kFsUnh0R59USnNkCpNqRZgeyuC9Mrjnv8pkhzyHv51kJ2C8iurLJQV/Ox3iSFgE+RNaVJYC3tvk8\n",
"mWFVk4TPka+T3SKizfdADqW6h+cjZE6OjIiubIQxpeoqwvLA3RHx99LxWHe1fsJkNr9VxW2psTe7\n",
"d4mLu9nwJC1JNhduj4i2bxZjZtZKXbiHyZ4ASe+T9OepR3bKXuT62k6KiLkR8cmI2NGTJbPJRcTf\n",
"q41RPFmyoUh6mqTZU4/sBucjSdpPUps3v5i2OnPiCdMYkt4o6dul42iYpwPPKR1EAw17IGPruZgl\n",
"F7PxnI9erjG93JTrq9NNuT6cj1H+7tGrlpx0YdOH6XgRuevTTqUDmUnT/HK75IwF0iDVDl/Drk99\n",
"0TTGdsFe5MFxs0oH0gAuZuM5H+N1osZMk5ty/fm9M14r8zHNXSOfM4OhNEZTc+IJU69WviknmEO+\n",
"GIf9XbswOfjONMd3ISfT0cr3TVM/uEtxPuaLVr5XxnJTrpebcuM5H4+Z7hElbc3DWI3MSes3fZB0\n",
"A8MncylgyYhodadc0gPA74EThxi+EfCGiGj18k1Jd5EHpO3N1F9odgL2aHNOplnMtiR3AGvd+0bS\n",
"ZAcp9hNtzMMI56OXa0yv6nUyraZcR3IyHa3OifORJP2DPLrli0MM3wrYps3fPaC5OenCFabZ5Nkg\n",
"w5wl9Fy60e26ElgiIg6baqCkxYA3zHxIxV0GrBERV0w1UNKmNcRTmq+4pX8yzQ/umQ2nOOejl2tM\n",
"r4eYZlNuZsNphHuYZlNuxiMqy/lIlwPLR8SpUw2UtCbtrbVjNTInXZgwXUPu3//GqQZK2o88R6Tt\n",
"LgU+IGmJiOjEAaxDuBTYRNKy1WGtk7kHuLGGmEpyMUuN/OAuyPno5RrTy025Xm7Kjed8pEuBfSQt\n",
"FRH3DDG+9Ut6aWhOWn1Zr3Ip8BJJrbuU+wR8DdiFPCV5KkcC/zKz4TTC58jfc8o3Z0R8OSJWmfmQ\n",
"iroMWCUiroiIyyf7AW4pHewMuhRYXdJSQ45vezFzPnq5xvS6FHiBpCVKB9IglwIrS1p2iLFdaMo5\n",
"H+lw4HXAI1MNjIjPtH05XqWROenCPUybANsCn4iIW6cYuzawTkQcU0twZg0l6SBgf2C5qa64SXo/\n",
"8OE2TiIlLQesCVweEfeWjqc056OXa0wvSWsA6wFnRMTdU4x9GvCMiJhTR2ylVJPHZwK3RMRDpeMp\n",
"zfmwBU3rJ0xmNn0uZmZmZmbJE6YOk7QQ2QV8EbAC8GTgfnKJ1VXAL6JjL5CqM7o1g3NyakT8sVyE\n",
"ZmZm1ibVMuctGPzd45wh7+dpjablpFMTJkkLA6vTm/hrI+LhkrHVTdI2wKHAsycZdjOwT0ScVE9U\n",
"5VT3H3wJ2J287+Jm4DbgAWAxYHlgRfIm9m8C74uIR8tEa3Vr2gd3ac5Hf64x47kp18tNufGcD5C0\n",
"D7kEfglgHvA34EHyu8czyP0G/gkcHBH/WSrOOjUyJxHR+h9yK9cTgHurxE/8+Qe5/elqpWOtKR/v\n",
"rH7vC6v/vSqwePUCXLz683bARdW4bUvHXENODiRvMPw0uQtYvzErVM8/AhxUOuaa8rIGsC/wPeDn\n",
"5O5XP6/+vC+5y1HxOGc4B/tUnxHzqv/2twM3AXdUfx75DPlY6Vidj2I5cY3pzck21euiXz5Gfm4C\n",
"3lk61pryMQs4Cnh0zO9+WVVnLwP+Uj3+KLkx06zSMTsfteTh/dXveRzwCmCRCc8vAqxfPT8P2Kt0\n",
"zF3NSfHE1JD4dYC/A3dVb7qdgc3JHTg2r/78DeBucieWF5eOuYac/Bo4a4hxAs4Gri4dcw05uRE4\n",
"YsixRwA3lo55hvPhYhbN/eB2Pprz4xrTNyduyvXm5EDclHM+en/Ha4Fjhhx7DHm1unjcXcxJ65fk\n",
"SfopsCzw2oi4c5JxywAXAHdExOtqCq8ISfcD74+Ibw0xdhfgyxGx2MxHVs40c7IrcGREPHnmIytD\n",
"0oHAfsAhwFHRZ/cvSSsAewIfJy+LH1BrkDWQdC1wSUS8d4ixxwDrRcTqMx9ZGc5HL9eYXpJ+DdwU\n",
"EW+aYpyAs4DZEbF2LcEVIulG4PSI+Pchxh4BvCUiVp75yMpwPpK/j/Vqak66sJ/7y8gvfAMLGUD1\n",
"/FHV+La7DXjpkGPXBSbdKrclrgG2rdbcD1Q9v001vs12BL4SEfv3mywBRMQtEbE/8BVghzqDq9FK\n",
"ZBd8GBcDs2cwliZwPnq5xvRaHTh9qkGRHdvTq/Fttyxw9ZBjf1uNbzPnI81h+IObNwFumLlQGmMO\n",
"DcxJFyZM9wNLDzl26Wp8230V2E3SkZLW7DdA0vMkfQnYDfh6rdGVcSC5hOZySXtIWlfSipKWqf65\n",
"rqQ9gSuADYGDSgZbAxezNIcGfnAXNAfnYyLXmF5uyvVyU2485yMdBmwt6UxJm1ZXoh9TfQfZTNKZ\n",
"5OYYny8SZb2amZPSaxVrWAv5DfKG27dNMkbAVsBc4JulY64hJyKXWj1Erh+fC1xHfvH9E6M3Lj8I\n",
"/BfVbopt/wE2A37H5Dcp/x7YonSsNeTiSuA8YKEpxi1UjbuydMwzlIedq//uZwKbAstMeH6Z6nVz\n",
"ZjVul9IxOx+158Q1pvf33af6738ksOaAMc8jdyadRwc2CAG2rH7XK4E9yIniitV7ZsXqz3sC/0ve\n",
"G/rm0jE7H7XlYnfgzjHfMx4md4B7eMxjdwJ7lo61yznpwj1MSwHnkFub3ka+OW8lJwOLkjcVvhh4\n",
"FvBLYPPoyHa4klYE3kzetLw8o9t53kp+SJ0REX8tF2EZkp5P/5xcFRG/KxlbXSRtSS6VuYr8Qng5\n",
"4983y5Md5N2Atckvi2eUiXZmSdodOJjcyhSyeD9EbnAwq3rsLmD/iPhq/RHWy/kYzzWmV3Vv0meB\n",
"DwNPIptwtzO6LfBy5OYPDwOHkxOmdn8ZASRtRnbPnzfJsD8Ae0fEOfVEVY7zMUrSk8nVK4O+j/00\n",
"Ih4oF2H9mpaT1k+Y4LFLultXPyOJX4wxX4SBU8n9/ueVitOsSVzMRjXtg7s052M815j+3JTrz025\n",
"8ZwPWxB0YsJkZo+fi5mZmZl1mSdMHSZpVWBNch3or/p1PiWtBbw1Ij5Vd3x1k7QYsD2jOTk1Iq7v\n",
"M25j4BPR8q2BzczMbOZJ2ojR7x4/ioi5fca8AtgtInaqO74SmpaTLuyS9xhJS1Rrqwc9v6ykV9cZ\n",
"UwmSFpJ0NLnRw1nAJcC1kjbtM/yFQOvO15lI0pLkvQffJNfdHwJcI+mQeres6QAAEtxJREFUPrv4\n",
"LAe8tt4IrSRJG0l6n6RtJD1twJhXSPp23bGV4Hz05xoznqRVJW0h6eWDdkOTtJakT9YdWwmSFpO0\n",
"s6RDJX20alr2G7dxdb5XqzkfIGnR6nf7CbkJyneBG6t7RSd6Lu09wuMxTc1JJyZMknaQdBO5k9Fc\n",
"SUdLWq7P0E2A8+uNrojdgPcA3yHXl+9O3oz7Q0mf6DN+4BeAFtkf+BfgvcCSwBrAscBHgbMlLV4w\n",
"tiJczJr7wV2K89Gfa8x4bsr1clNuPOfjMR8BXk2+B15IHttwOfBVSd8Y1GhouWbmpPTWgTVsTbgR\n",
"o9tBfx44gbwH407yZPaxY98FzCsdcw05uRI4bcJji5C7oc0jDyztWk7+ABze5/HtqtfLpcDSXckJ\n",
"OWn8PeO3VH+ILGoLTRjb2nwA+wKPkBPqtYDXk5OFedX7ZaExY1ubB+dj0py4xvTmZI8qJ98C3gTs\n",
"yuiRDZ/oaE4OAx4A3g08FVgN+O8qJz8EFu9STpyPx3633wDf6vP4J8gdSM8AFm17HhaEnBRPTA2J\n",
"P5+cmS4y5rHnkjv03A9sM+bxrrwY5wK7Dnhu7+oFeQqwcIdy8k9gpwHPvQq4mzw4b3YXcuJi9tjv\n",
"1sgPbuejOT+uMX1z4qZcb07clHM++uXhXmDnAc9tQ67+uZhsYrY2DwtCTrpwqe9fgWMj4qGRByLi\n",
"T8AGZGf0REkfKBVcIfcCfe87iIhDycMp3wb8iPyy3AW3k5OhHhFxMbkcYCng5+Rrqu3eCHwtIo6L\n",
"iH9ExHURsQv54bQhcL6kpcuGWItVgF9MfDAiPksW9k2B86rlJV3gfPRyjen1XODHYx+IiIciYjdy\n",
"mfMekk6RtHCR6MpYCbh64oMRcSK5VHN14GeS+tahFnI+0l3Asv2eiIiTyVq8DjlBWKHGuEpqZE66\n",
"MGGaRR6ON05E3Ae8FTgGOELSp4GubBn4W/IDqa+IOJo8lX4D8kpDF/LyK+Atg56MiF8DrySXpe1D\n",
"+3PiYpYa+cFdkPPRyzWml5tyvdyUG8/5SFeRn5t9RcRPyGW/K5CHQXfhM6SROenChGmk09cjIh6N\n",
"3Irw8+Ta/E/SjRfjGcDGkgYeSBoRZ5A32j1MNzZ9OBlYcbIdrCK3GN+AnEi0PScuZqmRH9wFOR+9\n",
"XGN6uSnXy0258ZyP9H1gvWp77L4i4lLy1oBbaP93D2hoTrowYToHeKukZwwaEBF7k8sEVqMbL8Zv\n",
"kzuP3DHZoIi4qBrX+vOGIuL7EfHM6neebNxtEfGiiGj7e8fFLDXyg7sg56OXa0wvN+V6uSk3nvOR\n",
"jiGvxl4x2aCIuAZ4Abmbb9s1MietP7hW0krk1tk/jYjfTzH2rcDaEXFQLcGZNZSktwFfB7aabBJZ\n",
"bZ38Y/J907pJZHWmzhLAgxHRs+xqwtinkjcpz6kjthKcj16uMb0kPRlYFbg1Iv42xdiVgVUi4oI6\n",
"YjMzezxaP2EyMzMzMzN7vFrXETYzMzMzM5tfPGEyMzMzMzMbwBMmMzMzMzOzATxhMjMzMzMrRNKi\n",
"kraU9MLSsVh/njAZAJKeJOnlkt5R/bxM0qzScZUg6VeS/kPSs0vHYs3gYmZmZjPoYeBUYL3SgTSJ\n",
"pB9L2r7aebMoT5gMSTsCNwOXACdVP78E/ipp55KxFfIIeZjijZJ+JukD1fbZ1l0uZhM0qZBZ87kp\n",
"N8pNucEkPUXSSpJmT/wpHdtMioh5wHXAMqVjaZhVgOOA2yUdK+n11fEWtWv1tuKSDuBxHKgZEZ+a\n",
"gXAaSdLuwFeBq8hzd66rnlod2J08uPZ9EfHVMhGWUZ0N8g5gG+DFwDzgIvKwvdMi4s6C4RUj6SnA\n",
"0+lziGBE3FR/RPWR9DvguxHxmdKxNIGkP5IHsd4LnE4WtfOizUVlAteY4VRNuUOAZSc8dQewb0R8\n",
"q/6oypF0CfBy8rVzCVlXvhcRtxUNrJCq6XIAsDOw9IBhERGtnmBL2h74AvCaiPhD6XiaQtJLgXeR\n",
"38eWBW4FvgscHxFX1RZHm2ubpHmP5++18QDOQST9mby6tNHEgyglLQL8P2DFiOjC6dJ9SVqV0cnT\n",
"2uQVqPMj4g1FA6uJi1lyMevVlEJWimvM1NyU689NuVGSvg3sAPwA+Blwd79xEXF0fVHVT9KXgNeR\n",
"740LgRuA+yeOi4i9ag6tEaor0huTNect5CHqvyebdSdExM0z+u9v84TJpibpPmDviPjKgOffD3wu\n",
"IhavN7LmqS4D70ou11ui7ROEES5mycVssNKFzJrLTbmpuSmne4BTImK30rGUNGwDpksNl0EkLQV8\n",
"A9i6eiiAC4AvRsTZM/Lv9ISp2yT9AvhVRPz7gOePANaNiA3qjaw5JK1HFrO3AysA/wDOjIh3Fw2s\n",
"Ji5mycVsOCUKmTWXm3LD63BT7m7gYxHx9dKxWLNJehXZmNuavD3gt8Cx5H3GOwP/ChwcEfvP73/3\n",
"k+b3/6EtcD4AnCPpBuDrEXE/gKTFyeUS2wCbFYyvCEnrkr/7O4CVgPuAs8nlEj+MiAcLhle3AK4o\n",
"HURpXZ8ITWWIQnampBkpZNZoV5FXZQdZDfjfmmJppAFNuROLBlWvM8gr1J4wWQ9JLyBry7bAbOB2\n",
"4GjguLFLvyUdSb6G/g2Y73WmU1eYqklB0HvD+kgSRN6L0ZmlAZJ+Q365WYH8YnNL9dSK5IT6FuCu\n",
"sX+FzNHadcZZJ0nXkzuzPAj8iJwknRUR9xUNrBBJR5PdzreXjsWaZUAhO5HeQiaykG0VEYPug1vg\n",
"ucb0kvQS4BzgP+nflPsosFlEdGrS5KbcqGpJ4inAlcDXgJuARyeOi4i7Jj5m7SbpKnKZ6gPkxPpY\n",
"4NxqV8F+47cll4HP9wZn1yZMR/d5eBawMrAB2RG9MiJ2rDOukiRdQP8CP5mIiA1nJqLyJJ1Nbq1+\n",
"ZkTMLR1PaS5m1k+TCllTuMb0clOul5ty4w253Ln1GwsBSNoc+A9yI5Cnkcf/TGy4tD4PIyRdSNaW\n",
"7w3zfaxqxCwbEXPmeyxdmjBNpjqQ8lzgXRFxXul4zJrCxWyUi9moJhWyBUFXa4ybcr3clBtP0oFD\n",
"DIuIOGimYylJ0lbA98jGys+APcgr9iI307kO+EHb89BUnjCNIekg4I0R8ZLSsVh5kl4LbEEuNQK4\n",
"ETgnIi4sFlQBLmbJxcyeKNcYMxtE0uXkDomvBJYizynbOCJ+Kuk5wC+BfSLi2GJBdpg3fRjvDuAF\n",
"pYOom6QlyZvkNgSeCeweEZdJegawI3BGRPypZIx1qra6PYn8EgxwD/mleEngI5J+ALxz4ha5bRUR\n",
"B5aOoSE+DlzGaDHbA/j2hGJ2Q7HobEHQyRpj/bkpZxM8H/h4RDwiaWTZ+8IAETFH0lHkPX+dmjA1\n",
"ZWWHJ0wVScsAO5HnRXSGpGeTh+U9G/gTsCbwlOrpu4HdyPX3XTpb5gBysnQY8PmIuB1A0rPIN+3e\n",
"1Zj9ikVoJbiYTdCUQrYg6GqNATflJnJTrj9JrwTWIfPQc69jRHyq9qDqdR/wEEBE3C3pQWD5Mc/f\n",
"AXRmwxjoWdlxEgNWdtQRS6cmTJLOZ7SYj/V0cqKwMPCeWoMq71BygrQOucPVHSNPRERIOh14Y6HY\n",
"StkOODYi9hn7YDVx+mg1cXoXHZswuZi5mI3VpELWFK4xvdyU68tNuTGqifMPgZdNMbTtNeZasjE3\n",
"4tfAeySdQH5f35bcdKlLGrOyo1MTJrKQ99vu9QbgJ+R/hD/UHlVZmwCHR8Tvqg7oRDcwulygK5Yn\n",
"34SDXEZ+cHWCi9ljXMzGa0whaxDXmF5uyvVyU268Q4G1yM/QS4E/A5uS75sPAuvTjfMgvw/sJekj\n",
"1bbynwHOJBsLAIuTZ9p1SWNWdnRqwhQRry0dQwM9mTEFrI+n1hVIg/yVXDrytQHPv5puLatxMUsu\n",
"ZuM1ppA1hWtMX27K9XJTbrzNgW9ExMljXiOPRsR1wPuqJYqHA+8sFmENIuIw8qrjyJ/PlvQaYCvy\n",
"KI+zI+L8UvEV0piVHa2fMEl68TT/yqPAXODGQeeJtMw1wGsYfML2m+neKexHAwdJugf4ArmMJMjT\n",
"6j9IHjR4QLHo6udihotZH40pZCW5xkzJTblebsqNtxS5tBfg3uqfTxnz/P8An601ooaIiIuBi0vH\n",
"UVBjVna0fsIEXP44/969kk4EPjRyMnlLfRE4RtKvgVOrx2ZJWo2cFKxPfiHskkOAVYFdq5+RLzUj\n",
"9+0cQ7c+vF3MBuh4MWtMISvMNWZybsr1Oho35ca6FVgOICIekPR/wIvIA7EhDz32GTjd1JiVHV2Y\n",
"MO00zfEiO14vJb8sC9h9fgfVFBFxvKSVgYMZ/dL7Y/L3fpRcctOpG7cj4hFgB0lfJK+urFw9NbLl\n",
"69XFgivDxcz6aUwhK8w1ZnJuyvVyU268i8ilmwdXfz4J2Kda6rsQ8CHy0OfWkXQW06yfEbHlDIXT\n",
"OE1a2eGDaych6UvANhGxbOlYZlo1aXobsBr5AXU9cFpE/LloYFacpKOBVSLiNdWfjwB2IYv+QsA+\n",
"wLkR0bovPS5m0yPpVXR3ieK0daXGSNoXOIjRTTGC0abcfhHxXwXDK0bSC3FTDklrAxsDR1VNuWcA\n",
"pwCvq4ZcBGwXEbeUinGmSJoHPAjcNvLQFH8lImKVmY3K+vGEaRLVtrmHRkTr1+GbDeJi5mJmM6NL\n",
"NcZNOZsuSU8n75edWzqWmSLpL8CKwBXACcDJEXFr2aisH0+YbBxJzwO2Jm/e/iPwnTZ/WI2Q9Bum\n",
"vpIwtjMaEbH2jAfWYC5mZmb2eHizlCRJ5D1+25FX55cELiDPtDu1zfV1kKau7PCEqYMkvZ88JHD9\n",
"iLhzzONvIteYLzxm+A3Ay8eOayNJFwwxLMh7edYAiIiew1vbwsUsuZiN19RCZgsON+UmH0ZHmnLV\n",
"1fvH417y87d1m6VIWoQ8omN78myyhcgzEE8klzg/UDC82jR1ZYcnTB0k6X+AeRGx6ZjHnkRudfpU\n",
"YE+yo745eRPmVyLigyVibQpJy5FnyuxOTiiPj4gdy0Y1c1zMermYNbeQWbO4KdfLTbnxJO0w3b/C\n",
"6GYp2wH/HRGt3SxF0lPJJay7Ay8HDoyIT5eNqh5NXdnhCVMHSboZ+GZEHDTmsdeTu9AcEhH7jnn8\n",
"BGDdiFij/kjLqyZKHwN2I3eVPB44OCKuLxrYDHMxm1xXi1lTC5k1i5ty09e1ptwT0fbNUiQtSjbl\n",
"tiebdPOAPSOiE4eAN3VlRxe2FbdeSwN/mfDYxtU/J24h/gu6t+UrkpYni9fYidJnunKDckQc/Xj/\n",
"bnW2yDa0dKvkqphtQp4fsw7wALm7VRfMZrSQ7Q8cVnXOO7lE0QZ6PvDNCY9tCDyTbModUz3222qn\n",
"uM3I84c6p6tNuSfoAmCL0kHMT5JmAa8nz697C3ng83nktvM/iIh/FgyvVpFXci4ALqiuVo+s7Pgy\n",
"cJSkIis7Wnu51yZ1O9W5OmO8CrgPuGrC4w9VP50gaflq2+zrgX8DvgusERE7dWWyNB9cwOgBt60g\n",
"aZakTSUdA9xBvi4WI4vZsl3p/EW6ICJ2I+9B2Qq4iyxkd0j6vqStJS1WNFArbbpNuZXpmKrWHA78\n",
"maw1JwFrVrXGk6VJRMRpbdlZUtIGkr5Cnnd4Dnk+18eBFSJi84g4vkuTpYki4qGIOCMi3gE8i2zE\n",
"LgecDOxdZyy+wtRNlwPvlfTliJgr6QXkUqozq0Nbx1oDuLn2CGsmaQWyy7crMAs4luzy3VA0sAVQ\n",
"RJwGnFY6jvlB0gbk1ZS3k18CLyGL2Sltv+diKhHxEHl48RkTliieDBwItH6Jog3kptwA1eqFkVrz\n",
"JOA4cvWCa003XQzcD/yIbMTNIe9lmy1pdr+/EBFX1hZdQzRhZYfvYeogSWuRk6a7gd8B6wKLA+tF\n",
"xOUTxl4PnB8Ru9QeaI0k3Q8sShbzz5I3Ik/65ujih1bXVJsc9CtmA3XtddH19fbWS9KpwFrAS8c0\n",
"5a4im3JbTRh7GLB5RDy/QKi1cVPO+nkcGyxFRMyakWAaZpJliidSYJmiJ0wdJWl9YF/y8u8c4LCI\n",
"OG/CmA2BLwEfjohzaw+yRv7Qsn78uuivaYXMmsVNuV5uylk/j2ODpSd0j/GCYMDKjhMpvLLDEyYz\n",
"/KFl/fl1MV5TC5k1j5ty47n5Yjacpq7s8ITJzMyG0tRCZtZ0br6YDaepzQVPmMzMbChNLWRmZtYO\n",
"TW0ueJc8MzMb1k6lAzAzs/Zq6pVVX2EyMzMzMzMbwAfXmpmZmZmZDeAJk5mZmZmZ2QCeMJmZmZmZ\n",
"mQ3gCZOZmZmZmdkAnjCZmZmZmZkN4AmTmZmZmZnZAJ4wmZmZmZmZDeAJk5mZmZmZ2QCeMJmZmZmZ\n",
"mQ3gCZOZmZmZmdkAnjCZmZmZmZkN4AmTmZmZmZnZAJ4wmZmZmZmZDeAJk5mZmZmZ2QCeMJmZmZmZ\n",
"mQ3gCZOZmZmZmdkAnjCZmZmZmZkN4AmTmZmZmZnZAP8fkEPzt06EGtcAAAAASUVORK5CYII=\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x107016250>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p.plot(dates, dists, 'o-')\n",
"p.xticks(rotation='vertical');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I usually run about 4 miles at a time. My two periods of marathon training are pretty obvious on this graph - two 18-week spans where I often went long.\n",
"\n",
"##Cumulative mileage\n",
"\n",
"A good way of visualizing cumulative mileage is the famous \"Goering diagram\", named for its inventor, Andrea Goering."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import datetime\n",
"\n",
"def in_year(date, year):\n",
" begin = datetime.datetime(year, 1, 1)\n",
" end = datetime.datetime(year + 1, 1, 1)\n",
" return (date > begin) & (date < end)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAA3cAAAIQCAYAAAAitZdAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAAewgAAHsIBbtB1PgAAIABJREFUeJzs3Xt4lNW5///3mhmEcCghApJwcKNBPFQCKNGCKCIGK3u3\n",
"VUH5VS2xQj1chY3Y/VX3lioFuuv3W1HRVqtoCWo9oVa0CrGIYAUFoRBqVVTUEggHhaDWQJmZ9ftj\n",
"PZNMJjOTmZwgk8/runJNMrOeZz1PIJB77rXu21hrERERERERkdbNd7gvQERERERERBpPwZ2IiIiI\n",
"iEgGUHAnIiIiIiKSARTciYiIiIiIZAAFdyIiIiIiIhlAwZ2IiIiIiEgGUHAnIiIiIiKSARTciYiI\n",
"iIiIZAAFdyIiIiIiIhlAwZ2IiIiIiEgGUHAnIiIiIiKSARTciYiIiIiIZAAFdyIiIiIiIhlAwZ2I\n",
"iIiIiEgGUHAnIiIiIiKSARTciYiIiIiIZAAFdyIiIiIiIhlAwZ2IiIiIiEgGUHAnIiIiIiKSARTc\n",
"iYiIiIiIZICMDO6MMQuNMeEkH7lRY08yxiw1xnxljPnCGLPIGNM9wXmvNsa8Z4ypMsZsMcb8tOXu\n",
"SkREREREJDFjrT3c19DkjDFnAsfFPO0DHgA+sdae6o3rA/wV2AfMB7oAPwP+ARRaaw9FnfMa4H5g\n",
"MbAMOBu4ErjZWvt/m/WGRERERERE6pGRwV08xpizgFXAf1trf+U991vgR8CJ1tpy77nzgFeBa6y1\n",
"D3nPZQHbgNXW2u9FnfNR4AdAX2ttZUvej4iIiIiISLSMXJaZwA8BC/wh6rlLgJcigR2AtXY5sAW4\n",
"NGrcuUAO8NuYc/4G6ASMa44LFhERERERSVWbCO6MMe1wwdqb1tp/eM/1BnoA78Q5ZB0wJOrryOex\n",
"YzcAYWBwk16wiIiIiIhImtpEcAeMxWXeHo96LlJUpSLO+AogxwsKI2ND1trPowdZa/8FfAHkNe3l\n",
"ioiIiIiIpKetBHc/BP4FPB31XJb3eDDO+AMxY7K84+M5GDVORERERETksAgc7gtobsaYzsD3gWXW\n",
"2n1RL1V5j+3jHNYhZkwVcFSCKTpEjUvlev7pzWmBvSkcEsIt/RQRERERkdbBB/hTGJcDGOCgtbZT\n",
"YyfN+OAOV80yi9pLMqFmOWYudeUCX0S1QqgA/MaY7tFLM40xR+H+QHakcT3tqfmD7pnGcSIiIiIi\n",
"kpniJZzS1haCu8uBr4Al0U9aa7cbY/YAw+IcUwhsjPr6r97jMOCVqOdPx0Xl0WPrE8YFdyHcfr36\n",
"ZGLmrh0usN0NHKpnbCZoa/ebTFv/XrT1+49o69+Htn7/0fS9cNr696Gt33+Evg+Z9T1INXN3tDeu\n",
"SX7fz+g+d8aYHris2uPW2uI4r/8WmAQMjNPn7lpr7YPecx2Acpqgz50xphzoDWy31vZpxO21WsaY\n",
"ocB64DRr7YbDfT3Nra3dbzJt/XvR1u8/oq1/H9r6/UfT98Jp69+Htn7/Efo+tL3vgTEmgOul3Ysm\n",
"ig0yvaDKZbhIOHZJZsQvgW+AFcaYnxpjbgGeAcqA30cGWWsPADOBfzfGPG2MmWyMKcFlBeeqgbmI\n",
"iIiIiKTCGDPIGDMPH7txgV2TyfRlmT8EdgF/jveitbbcGHMOMA/4Fa7y5UvAjVH77SJj7zfGHAJu\n",
"BL4H/AOYbq2d34zXLyIiIiIih4mXXcsDsoFKYIe1NtjAcxXhYzZQSBZBBhNgI2mUZqxfRgd31trh\n",
"KYz5O3BBiudbACxo7HWJiIiIiMiRyxgzCCjGRzFhulW/4GOfMWYhsNBaW5bG+YqAZeQSYiQwgAB+\n",
"4G9Ne90ZHdyJiIiIiIikKm527Thc7f0qYCvd2MhUqrjB+M1awsy01pbWe2Ifs8klxGT8mOa7fgV3\n",
"IiIiIiKSsVJdWpkwuxZtADCGAB8Cb3Aa21lmjBmbLMAzxhQAhYyE5gzsIPMLqoiIiIiISBsUU7jk\n",
"M2AT8Bk+dhtj5nlLL2v4mE1vL7t2IokbGfiBE4HJ+OlNyMv0JTOJLIIMaOQNpUCZuyOUMeYdmrh6\n",
"zhGknff4ilekJtMlu9+d1trTW/qCRERERDJVQ5ZW4oowppddM8BZ+HmKQmPMoHh78IwxAXwUMzhO\n",
"FrAZKLg7cvXC9cPLZD0P9wW0sLZ2vyIiIiItyhhzAfAKvQhxNikvrQSe87Jr6cVHJwBZBKliEq6q\n",
"PmaW6Yz7XT6Xy/k2j9ON4xp5YylScHeE8/l85ObmHu7LkCZWUVFBOBw+3JdxOFQAs7zHtqit339E\n",
"W/8+tPX7j6bvhdPWvw9t/f4j9H1oxPcgqrrlNHoBU+opXBJZWjkQPw8RYiffZzD+tLNrfqCAAJuY\n",
"Zn5u/gM/uUDn6te7eI9ZaZ63gYy1tmVmEgCMMeW4jFzSLvSRcb1796a8vLzFrk9aRp8+fdi+fTvU\n",
"8/dARERERBLzlmDOIcww2hPiIH4m4gK3VL2D63R9OTRoX9yHwOPADUDXmNcqgbuTnPtO4CugiX4n\n",
"VOZORERERERaHWPMNcAD9ALOBj7Bz99IP0DL8x4bml3r4D1W8TVd2YHLPFYAO+nELtpxK1vppIIq\n",
"IiIiIiLS5sW0MzgVH/+JYRi5wBQgDCwBCkhc5TKRjt5jVQMv7oD3+AAnW2u3xb5s5pqebGQqY5q/\n",
"qIpaIYiIiIiIyBEpQTuDxziaYVhcxs7gljZ+Aw0qXNIFl33b2sCL/BjwsZfEewUXUuUVcGlmCu5E\n",
"REREROSIYowpMn7zNrCJLKZyBt24HFd7vDdwPNCJmiWYkexZQ5ZW+r3zbQRCaR4bAjYRJMzCeI3R\n",
"Aay1ZfhYyxuEaOZyJ1qWmUGCwSA7duygsrKS7Oxs8vLyCASa74+4pecTERERkSNPzJLJSmBHokAn\n",
"xfMVAcvIJcRIatoZ7AR2A5fiCqBEL8Gs2ffWMMcC7+KKo6RTjGULUEUAKEk6LsxMtrOMBYQ4Cz8n\n",
"kP7y0RQoc5cBysrKmDFjBj175nHsscdSUFDAscceS8+eecyYMYOysjr9FFvVfCIiIiJy5EmwZPIz\n",
"fOw2xszz2hOkz8dsehNiMn5OpCYI2ojL1vWi7hLMLri9cw1dWrkX8BFkVRrZNQu8QQgfa+M1MK81\n",
"1NpSYCwVrOcp4NcEWQo0OASOT8FdK1ZaWkph4XAKCgq4997H2bfvSuBl4C3gZfbtu5J7732cgoIC\n",
"CguHU1pa2qrm27t3LwsWLOCiiy4iPz+fjh07kp2dzciRI3nkkUdI1MZj9erVXHjhheTk5NCxY0cK\n",
"Cgq455574vaVKy8vZ+7cuUyYMIH8/Hx8Ph8+n4+tWxP/y1BcXFw9Lt7Hli1bGnXfIiIiIkeyhEsm\n",
"J+NK/p9BN7KYCmwyfvO2l4lL9dwFhClkZEyfuhBQBgwC/uU9F70E0++9VkZjlla+wA78LCDEe0nO\n",
"EwLeAx4ixA78hJmZyjTW2lIbsmcABVQxn7XsbXCmMQGtoWulSktLGTt2LH7/mcAfCQYvBNrFjPou\n",
"weCvgJfZsOFXjB07lmXLllFUlPLP12GbD+Dpp5/m+uuvJy8vj3PPPZd+/fqxc+dOnnvuOSZPnswr\n",
"r7zCM888U+uYF154gUsuuYSOHTty2WWXkZOTw5IlS7jhhht48803efrpp2uNf+edd5g5cyY+n4/+\n",
"/fuTnZ3N/v37U7q+6dOnk52dXef5o48+ukH3KyIiInKkS7hkMtoAYIxXQOQNTmM7y4wxY73sVX0m\n",
"kUWQATFxSnTBlERLMAfjcg4NX1r5C+BBKpjNUxSSRZACAhzvzXkAVzxlE0GqCOBjPTAzxfuq5mX5\n",
"bjTG3ARsw+Uim4SamLewpmpiXlg4nA0bLKHQaqj1tkYiFr9/OEOHGtauXZ32dbf0fAArVqzgm2++\n",
"Ydy4cbWe37VrF4WFhWzbto3Fixdz8cUXA/Dll1+Sn5/PV199xZtvvsnQoUMBOHjwIKNHj2bNmjU8\n",
"8cQTXHbZZdXn2r59O59++ikFBQV07tyZUaNGsWrVKj766COOOy5+uaXi4mIWLVrEp59+Sr9+/Rp0\n",
"b2piLiIiIq2R8Zu3yeU0Jsdk1hKxwAJCVLDey1olPrcxAXzs5gy6MTbmxZ3AA7jsYC6u+XcB1Bm3\n",
"wHu8mlR/ZXUZuJ21r89bUjoJH8WEyake72MvYRYCJfUtxUxFqrFBqrQssxXatGkT69atIRS6mdT+\n",
"1gIYQqGbWLduTdp74lp6vohzzz23TmAHcMwxx3DttdcCsHLlyurnFy9ezOeff87EiROrAzuA9u3b\n",
"M2fOHADuv//+Wufq3bs3I0aMoHPnzg26RhEREZG2IuGSyaQHAWfhJ0xhvD14ZpYxZpbpbmaZofx/\n",
"FBOmW9x2BtHZumRLMEcB5cDD0JilldbaMmvtjYQ5BujnzdiPMMdYa29sisCuOWhZZitUUlJCINDT\n",
"WxqZjnEEAj0oKSnhzjvvPGLnS0WkKmd0dc7XXnsNgAsuuKDO+LPPPpusrCzWrFnDoUOHaNcudklp\n",
"+l5++WX279+P3+9nwIABjB49mi5dujT6vCIiIiKHU5Lqlz8ni5r2A6k6AcgiRA/+n5llVuOCpchH\n",
"XyK757p64+O1M4gumDKAxEsw84ErgNeBp7xjBkGdpZUbCXEAf31LK7373uZ9HPEU3LUywWCQhQsf\n",
"Ixi8krp73urTjmDwChYufIw77rgjpbYFLT1fKoLBIIsWLQJqB3IffPABACeccEKdY/x+P/379+e9\n",
"995j69atDBw4sNHXcf3119f6ukuXLvzv//5vnedFREREWgMvs1bsLUXsVv2Cj33GmNfxcRGDSb+E\n",
"vx8owM9mighRlPD4ZO0MorN1Y3C71PoAfwEGUntxWb73sRNXv7MMFwjW3E+QMPOBEhs6MjNwDaXg\n",
"rpXZsWMH+/btwf2tbojz2bv3Lvr0qSAQ6Fvv6GCwaearqKigb9/650vFzTffzLvvvsu4ceM4//zz\n",
"q5/fv38/xhi6du0a97iuXbtiraWysrJR859zzjn8+7//O2eeeSY9e/Zk+/btPP/888yaNYuf/vSn\n",
"tGvXjilTpjRqDhEREZGWYowpwsccYBhZhBiMn+NwGbQqYCvdeJsfEIa4SyZTcTwuwPqamgwd/BP4\n",
"h/exjU6U047/Yiud4mYHY7N1o4DHcEswR0Cd3nG9vI/RRAK8EHvwE+Y/rLVLG3gnRzQFd61MTWCS\n",
"k3RcYu5NmF27KnFZ8HpnbJL5KisrmyS4mz9/PvPmzeOkk07i0UcfbfT5GuKqq66q9XX//v2ZMWMG\n",
"AwcO5D/+4z/4n//5H66++mp8Pm1pFRERkSObMeYa4AF6AWcDA/DXyax1AdZ4ubF4SyZTEcnKfcBU\n",
"CnkDt8xxn72tdnVHM9d0ZSNTGROnCmdsti7VJZibcEFqA6tbtiYK7lqZmtL7ext4hn0AHHNMNqms\n",
"kgwGs9m1q/HzxWsZkK777ruP6dOnc8opp7B8+fI654xk5hK1Mog83xTXEs+4cePIy8ujoqKCv//9\n",
"73z7299ulnlEREREGsvL1s3GUEguMIXEdfM2UpPFa2hftgPe48u8YP9kk+1fW0gVNyRsZzCKutm6\n",
"ZEsw/USKqlxrQ/Z3Dbz6VkOphVYmLy+Pbt16AH9u4BleJSenJ+XluZSXk8JH08yXm5vbwOOdu+++\n",
"m2nTpnHqqaeyYsUKevbsWWdMZB9dZO9dtGAwyCeffEK7du0StjhoCj169MBayzfffNNsc4iIiIik\n",
"yhgTMMb0M8YM8h4D1b3qjuY0LC5jlyiwi24e7sMVNGmIjwEfFtidbJi1tgwfa3mDEPE6tkWydeCy\n",
"dXcCS3F98E4GvgcMAdoTBCDMWmCstZkf2IGCu1YnEAhQXHwFgcBjwKE0jz5EIPCYd3xqSduWni+e\n",
"O+64gxkzZjBkyBBWrFhB9+7d444777zzAFi6tO4S6lWrVlFVVcXw4cObpFJmPPv37+f999+vbogu\n",
"IiIicrh4wdw8fOwGPsPltT7Dx24MJeQR4nj8dCJ59ctI8/BcIOydJVF7gUQiAWIYA9R9hz5WmJls\n",
"x88CQnHbGeTj+t39BLdMcx3wOC6b9wSwib0cZD5QYMP2jExehhlLwV0rVFxcTDC4G3g5zSP/RDC4\n",
"h0mTJh3R80WbPXs2t9xyC6effjrLly8nJyfx3r/x48fTvXt3nnzySdavX1/9/IEDB7j11lsBuO66\n",
"61Ka19p4bxW5Burxmsp//fXXFBcXc/DgQcaMGUOPHj1SmkdERESkKRljiozfvA1sIoupnEE3LscF\n",
"Q5cD36Ybll6chb86I5es+mVkOWUks/cNrqBJOrZ4xzn17o/xgrGxVLCep4BfE2SpN+8273Ep8ChB\n",
"thDJzl1BK+lF15xMol9ipXmk2oU+Mq53795xg4nCwuFs2GAJhVaTWmNxi9//HYYO9bF27eq0r7ul\n",
"5wPXX++qq67C7/czdepUvvWtb9UZ079//1rB4wsvvMD48ePp0KEDEydOpFu3bixZsoQtW7YwYcIE\n",
"nnrqqTrnKC4urv586dKl7N69m4svvri6sfmUKVMYMWIEAK+//jpjxoxh+PDhDBgwoLpa5quvvsqu\n",
"Xbs4/vjjWbFiBX36JPyjBaBPnz5s374d6vl7ICIiIhJPvF50uLqQy+hNiJH4GUDdwG0psBm4GpiP\n",
"C/iSZe4qgbuBHwB/BHoA7b3jU/uVEBYA/wL2ANDP2qR77mrx2jNM8toz1LzL72MvYRYCJa05iEs1\n",
"NkiVCqq0UnPm3M7YsWPx+4cTCt0EjCN+H7pDwJ/w+39FKPQ2c+YsaxXzAXz66acAhMNh7r777rhj\n",
"Ro0aVSu4+/73v8/KlSuZO3cuzz77LAcOHGDAgAHcddddTJs2Le45Fi1ahDEGay3GGIwxPP/889Vf\n",
"jx49ujq4y8/PZ/Lkyaxbt44XX3yRyspKOnXqxMCBA5k2bRrTpk2jU6dODb5nERERkWSS9aLDcpBc\n",
"QkzGHzfwiiyPLMAFW1B/9ctI8/Cd3mN34D0Stx+InmsLrrLldlxxlC/YS5iKlG7U4wVuNxpjbsIt\n",
"DnXBbJgKr8G4RFHmroU1VeYOoLS0lFtvvZ1169YQCPQgGLwCOB/XfmAf8CqBwGMEg3sYNuw7zJlz\n",
"O0VFRQ2+9paeL5MpcyciIiLpqK5uGaaQLIIMJlCrF91mXOA2kfhVJqEmC3c5LgMX+TxZ5g5qsn3f\n",
"Bv4GfB9YBZSTuP1AGW4pZh9cwZbnCVLFfGvtjQ24/YylzJ1UKyoqoqioiLKyMkpKSli48DH27r2r\n",
"+vWcnJ4UF1/JpEmTGDRoUKubT0RERES8wA6WkUuIkcCAOD3gPoZ6i6NE9s9lUZOR21rPMVDTPLwb\n",
"ru14GLeHL1H7gU647GABrjfde0AVAaCknpmkkZS5a2FNmbmLFQwGqaiooLKykuzsbHJzcxtVpfJI\n",
"my+TKHMnIiIiqTJ+8za5nJZ0ueWduGBqbJITRWfuBlCTkZtB8qIq4PbNRYvecxcCvsYFjx2AzlHn\n",
"s8BDhNjJehuyZ9QzS5ujzJ0kFAgE6Nu3L3379s3I+URERETaGmNMAVDISBIXMIm0K6ivlW9sti6S\n",
"kUvUMDzaKFzz8O7A59Tdc9fV+4iI7Ll7gzA78AMz65lBmoCCOxERERGRI9fPySL15ZbJ+HH748qA\n",
"Mbglk31wRU8Gkrz6ZaR5+Ove1xW4JuKJ9txt9D738Q4wsy31mjucFNyJiIiIiByBjDHX4eNiBpN8\n",
"2WQH77EqhZPGZutG4TJyqVS/PASECQF+QjyLYQzf0JW11N5z52M/YR4GSmyo9bYpaI0U3ImIiIiI\n",
"HEGqK2NCIWHSX26ZTGy2LjojlywTtwkXPPpYj5eJ83rt5RLmaOAoXIOFL9Sm4PBRcCciIiIichgk\n",
"bUR+NCGv6Xf6yy3rK44yirrZunwSV7/04zJ3cK0N2d9FnvYCuG3ehxwBFNyJiIiIiLSglBqR98PP\n",
"17hsWUOWWyYTm63r4B1/PHAy8G/A+8DfCXKQAGHWon1zrYKCOxERERGRZuZl6S7Dx83AtxM0Iu9G\n",
"GXAW8BKutUEZDVtumaw4CrgA73jgt4TYwx7WchRvkVP9uo+9hFkIlNiw9s21FgruRERERESaSXWW\n",
"zjAZSxd6AWeTvBF5L1xrg+O95xuz3DJRcRTXpiDEHvzAJMK8BuQSWSKqfXOtkoI7EREREZEmVqso\n",
"ShZBAgT4FjCZ+Fm1EC6IK8CVJQGX0Wuq5Za1i6MEqSIQXRzFO4P2z7VyCu5ERERERBogXkEUa23Q\n",
"GFMELCOXECOBLgR4CBhHao3Io1sbDKChyy1hD7tZSyDhcku1Kcg4Cu4ySDAYZMeOHVRWVpKdnU1e\n",
"Xh6BQPP9Ebf0fCIiIiKHU1QwNwy4AB+XxBZEMcYsxMf55BJiMn4MsBS33DLVRuSxrQ1Gke5yS7xK\n",
"m5MI82e03LLNyNjfxI0xQ4HbcT8CHXA/Hg9aa++NGnMScJc35l/An4AZ1trP45zvauBnuPpB24D5\n",
"1tr7mvcuUlNWVsbChQtZuGgh+77YV/18t6O7UfyjYoqLixk0aFCrnU9ERETkcKq1bw66YKlZMhld\n",
"EGUr3djAVA4SYCQuyxa93DLVRuSxrQ1S7UVXhsv++bHAc9bapd5ZtdyyjfAd7gtoDl4qfA3QHfgF\n",
"MA1Xc6h31Jg+wCrcj+QtwK9xyfJXjTHtYs53DfAQsBn4qXfu+caY/9PsN5NEaWkphWcWUlBQwL0L\n",
"7mXfCfvgctxa7sth3wn7uHfBvRQUFFB4ZiGlpY2rXtvS8+3du5cFCxZw0UUXkZ+fT8eOHcnOzmbk\n",
"yJE88sgjWGvjHrd69WouvPBCcnJy6NixIwUFBdxzzz2Ew+E6Y8vLy5k7dy4TJkwgPz8fn8+Hz+dj\n",
"69atKV/nli1b6NSpEz6fjyuvvLLB9ysiIiJHDmNMwBhzufGbzcAmjmIali7kARNxb/mPpWbZ5ADv\n",
"68EE6EhNli56uWUy0dk6cIHjP3F77cAFeJOBa3GB4mbgcVw273Hv6wLvGkIY3O/A0sZkXObOGPMt\n",
"YBHworV2fJKh/417n2WItbbcO3Yt8CpQjAvmMMZkAXOBl6y1l3rHPmyM8QEzjTEPWmsrm+Vmkigt\n",
"LWXs2LH4+/phIgQHBOu+GzQAgmOC8CFseHMDY8eOZdmyZRQVFR3x8wE8/fTTXH/99eTl5XHuuefS\n",
"r18/du7cyXPPPcfkyZN55ZVXeOaZZ2od88ILL3DJJZfQsWNHLrvsMnJycliyZAk33HADb775Jk8/\n",
"/XSt8e+88w4zZ87E5/PRv39/srOz2b9/f8rXGAwGufLKK/H73TfDmPoWwouIiMiRLGF1y794v/lc\n",
"TeJ9byFqgqzI70nRyy2Tic3WJWpt0Mv7GAN87Z2/A9AZl7Z5iBA+1ms/XduUiZm7HwI9gf8BMMZ0\n",
"8gKxWJfgArbyyBPW2uW4lcqXRo07F8jBbUuN9hvc6ulxTXfpqbv157fi7+sn9OOQq5yUKM3vB06E\n",
"0I9D+Pv6ufXnt7aK+QAGDhzIiy++SHl5OY8++ihz587l4Ycf5v3336dv3748++yzPPfcc9Xjv/zy\n",
"S6ZMmUK7du14/fXXeeihh7jjjjvYuHEj3/nOd1i8eDFPPfVUrTmGDRvGG2+8QWVlJR9++CGDBg1K\n",
"mBGM55e//CWbNm1i7ty5Db5PEREROfyMMUXGb9YCm8hiGp3pQm9gCm63Wjmu/1yy93HjZemil1vW\n",
"JzZbN8qb92HgPVzwGOEHugLH4AK7LbjAbgd+wsxMYTbJQJkY3I0BvgT6GmM+wP2Y7TfG/NYY0x7A\n",
"GNMb6AG8E+f4dcCQqK8jn8eO3QCEcT+GLWrTpk2se3sdoRGh+ismRRgIDQ+x7u11lJWl90ZOS88X\n",
"ce655zJuXN3Y+ZhjjuHaa68FYOXKldXPL168mM8//5yJEycydOjQ6ufbt2/PnDlzALj//vtrnat3\n",
"796MGDGCzp07p31977zzDnPmzOHnP/+59hiKiIi0Yt4WnGX0YhgTgSvw8xVU75vbSP0FUSB+li52\n",
"uWUy0dk6S81eO3B77e7EFWf5ELeD7kPv6197r+9kPTA2qrWBtDGZGNwNwC03/SPwCnAx8AhuhfLv\n",
"vTG53mNFnOMrgJyofXe5QCi2yIq19l/AF7iKSS2qpKSEQJdA/f/AxDoBAp0DlJSUHNHzpSJSlTO6\n",
"Oudrr70GwAUXXFBn/Nlnn01WVhZr1qzh0KFDjZ6/qqqKK6+8kiFDhnDzzTenle0TERGRxvH2w/Uz\n",
"xgzyHhu01cjL1r2N4QHycFm6E3FLKyPBXKQgyiDqbyIeL0sXvdwyVOeIukZRO1vXn+R77dZVz3et\n",
"DdkzFNi1bZkY3HXGvT9SYq2dbq39o7X2P4HfARONMfnUvJ9yMM7xse+5ZFHTSjLWQepfQd2kgsEg\n",
"CxctJPjtOHve6uOH4Le944OpVcBt6flSvaZFixYBtQO5Dz74AIATTjih7qX4/fTv359gMJhWsZRE\n",
"br75Zj777DNKSkrw+TLxx0hEROTI4wVz8/CxG/gM2AR8ho/dxph53n65VM/letEdzWlY3L666OqW\n",
"kWAu1YIokDhLF7vcMpnYbN3/w2XnvgJOBr6HW1fWHvfLVZi1uGzd71I4u2S4jCuoQs17JU/EPP8E\n",
"cA1wJvC+91z7OMfHvudSBRyVYK4OpLaCOp52XruGhK/He3LHjh2u/UAq/8DEczzsfWsvfWb1IdCt\n",
"/j/+4L5gk8xXUVFB3759G3iS2m6++Wbeffddxo0bx/nnn1/9/P79+zHG0LVr17jHde3aFWstlZWN\n",
"q3+zfPly7rvvPu644w5OPPHERp1LRESkIRI1zz68V9V8jDFF+JgNFJJFkMEE6rQg2MhUqrjB+M1a\n",
"wsysN4PlYza5hOiLn29IXN0y1YIoULcoSuSN8UTFURKpaUQeYg97WMtRCRuRh1U45UhkjMmlZrVg\n",
"MnF/52+oTAzuduDe19gV8/xu77GbNwbif8NzgS+stZG1exWA3xjTPXpppjHmKFyhlR1xzpGKnsD6\n",
"dA+qDkwami/0QtddX+xK7U8/cseNnK+ysrJJgrv58+czb948TjrpJB599NFGny9dlZWVFBcXc+aZ\n",
"Z3LjjTe6PyjbAAAgAElEQVS2+PwiItK2VVdy9FEct3k2LLQ2s37Zr86w5RJiJDCAQLyK3YwhwIfA\n",
"G5zGdpYZYxLuPTPGFACFjMA1y0pW3TKdgijgsnRv4bJ00e8BjyLdRuQh9uDHNSJ/DTUib22uAW5r\n",
"6UkzMbh7B/deSR9qJ78je+P2WGt3GGP2AMPiHF+I2zYb8VfvcRhuD1/E6bhlrdFj07Eb+G6S11/B\n",
"BYC1ZGdnu08ami/0/sE65uhj3D66egSDQXaxq9HzVV93I9x3331Mnz6dU045heXLl9c5ZyQzl6iV\n",
"QeT5xlzLjBkz2Lt3L8uXL4/b9kB770REpDk0S+aqtYhk2CbjT5rx8ip2MxA/CwhRwWwg0fdgElkE\n",
"6UWg3uqW0UstU6k/kChLl2oj8k0EqSKAj/VQ689Rjchbl98BS1IYF/d3/obKxODuaeBmXBeSFVHP\n",
"TwYO4X6kAJ4FJhlj+kT1uTsP92N7Z9RxrwF7geuoHdxdh1s9/acGXucha+2GRC8aY+JW/cjLy6Pb\n",
"0d3Yt3Vf+gVOAD6GnO45lN9WXqsYSSLBYJCe9/ds9Hy5ualkpRO7++67mTFjBqeeeirLly+ne/fu\n",
"dcYMHDiQ9evX88EHHzBkyJBarwWDQT755BPatWvHccc1dI0pbNiwgaqqqoTLMR9//HEef/xxCgoK\n",
"+Otf/xp3jIiISDqaI3PVWlRn2CJVK1M6CDgLP09RaIwZFJvJNMYE8FHMYALVVRUSVbccQOKllsmM\n",
"In6WLt/72InbLViGy/JF+PiKMA8BJepT17pZayuIX7yxlkS/8zdUxgV31tqNxphHgB9769FX4X7E\n",
"xgO/tNbu9Ib+EpgArDDG3IP7Uf4v3I/Z76POd8AYMxP4jTHmadw7QCOBy4H/bukG5oFAgOIfFXPv\n",
"gntdw/B0ipyEIPC3AMU/KU4psDsc88Vzxx13cMsttzBkyBBeffVVcnJy4o4777zz+MMf/sDSpUuZ\n",
"OHFirddWrVpFVVUV55xzDu3aNXxp8yWXXEJhYWGd53fs2MHLL79Mfn4+o0aNol+/fg2eQ0REpBYf\n",
"s+nV5Jmr1sJl2Aak+TvrCUAWQQ5QbGaZeUDv6o+fcBIP0o3jqL+6ZSSYS7TUMpFIlm4pLkvXgRCD\n",
"8dfK0lkgRBAIYNiM5Q7CPKXlltIYGRfcea4F/gFcBVwEfApMt9bOjwyw1pYbY84B5gG/wlW+fAm4\n",
"MWq/XWTs/V5UfSOuRtE/Ys/XkoqLi7nrrrtS/wcmYgsEvw4yadKkI3q+aLNnz+a2227j9NNPp7S0\n",
"NOmSyvHjx3PTTTfx5JNPMnXqVE477TQADhw4wK23umbq1113XUrzJlpeOXNm/J6gK1eu5OWXX+bM\n",
"M8/kwQcfTGkOERGRZLw3qf8LKKyu5JjSgSTNXLUWtTJsDajYTQEBNnMDIW6odXykyHUWiZdcxgZz\n",
"6RZEAbfc8ihCGP7OAV5lLcUqiiLNLSODO+8dj194H8nG/R2o2xQt/tgFwILGX13jDRo0iGFnDGPD\n",
"mxsIDUyxsbgF/2o/Q88YmnbD7ZaeL6KkpITbbrsNv9/PWWedxd13311nTP/+/auDxy5duvDQQw8x\n",
"fvx4Ro0axcSJE+nWrRtLlixhy5YtTJgwgUsvvbTOOYqLi6s/f/99V0j1pptuqm5sPmXKFEaMGJH8\n",
"drXXTkREmkh10RTDZCxdyKJBvWbJIkgVk3BvTjfNtc0yflzuqQOu6niyx8aNmUpn7vUybA1xPC5A\n",
"+xqILqQdna1Lp7rlKNIviLIDP/Aza22pMeYmVBRFmllGBndtwZxfzGHs2LH4H/ETGh6q9x8Y/2o/\n",
"oW0h5iyY0yrmA/j0008BCIfDcQM7gFGjRtXKDH7/+99n5cqVzJ07l2effZYDBw4wYMAA7rrrLqZN\n",
"mxb3HIsWLcIYg7UWYwzGGJ5//vnqr0ePHl1vcCciItJYdYqm+AlQhcsiNTRztYFrza1mF+1oR+qB\n",
"V7LX0r2Shouso2pkxW4qWUFX3gO2A9vpQAV+nmYrXRlAetUtUyuIEqIKf2xBFC+QU1EUaVZGGYeW\n",
"ZYwpx6353m6t7VPfuN69e1NeXh53TGlpKbf+/FbWvb2OQOeAazQe8w9M4G8Bgl8HGXbGMOb8Yg5F\n",
"RUUNvvaWni+T9enTh+3bt0M9fw9ERKRtqC6akkeIs/HTBXjIe/FyGlbU7EPgceAGameuWotKDnI3\n",
"7Rt9/9DPWlsroDLGzCOLqfzMW/IZWZt1NbVXKH2EC+bKqR3MfQO8h1vO+a+o8dEFUVrpclhpWanG\n",
"BqlS5q4VKyoqoqioiLKyMkpKSli4aCF739pb/XpO9xyKf1LMpEmTGrw08nDOJyIikslqNSL38Vt6\n",
"AVO8oilLqWlz0NjM1QHSDe4OeUcd9B6jP499bOhr9Y35F3fjw8duttKtoRW7vX1t8SoWLqSKG6qz\n",
"daNoWHVLw1fAk7g/sXVaaimHmzJ3LawpM3exgsEgFRUVVFZWkp2dTW5ubqOqVB5p82USZe5ERNqu\n",
"hI3IJ+ICjRCuKdOJwAYan7m7gmvJZwepBVcH7W023LA7a3p1MmypCgG/JkgV8621cfccGr95m1xO\n",
"q65CmihLF73kcqP3eaS6JapuKY2jzJ0kFAgE6Nu3L3379s3I+URERFqjqAzdd/FxLTC4ViPy57yB\n",
"kQDuK9yyv4HA+6TePDtWJHP1GA+34gCkdoYtVVuAKgJAScIxYWaynWUsIMRZ+DmB5Fk6Py5ohGtt\n",
"2P4urbsQaSEK7kRERESaQdwMXS/gbGoake/A5cvOoKZUyQHvsRPpN8+OCOEKe4RZ2IoDO6y1ZcZv\n",
"1vIGpzGwnj5/1QfhKlX6WJ+sEbhXwXIsFczmKa+ITQEBjgdOBv4NF1z/nSAHCRBmLVEFUkSORAru\n",
"RERERBqh1t45qAROxscsIlUvBxPgI+AoYDK1C3asA8JQq9x/dKn+dJtnR7jMlZ9kmavWIl6GLbUW\n",
"BPGb00bxArVSY8wgqpikXnTS2im4ExEREWmAhHvnAHphqzN0e4A1uD110YFdCFdxEWoXTYlurD2W\n",
"9Jtnu8wV+FiXLHPVWiTNsNVuQRCkikBsC4IU5ygDblQvOmntFNyJiIiI1CMmO3cqPv4TGFZr71wW\n",
"8AKRDJ2pDsQ24pZYxu6b+4qaJZhVUc/HNtYeRbrNs91yT7i1YXd75Ekrw9aIgFa96KS1U3AnIiIi\n",
"kkDC7Fzs3jlwhTj2UDtDF8IFaQXUDcgigV0H6hZNiV2OmUrz7DJcIRY397WZuDdMGTaR5BTciYiI\n",
"iMQwxhThYzbR++aOA14F2lF37xzEz9BFKl8eR12RvXX/Rt2iKb2ovRyzvn5rkeIrHxPiC9ZnejVH\n",
"ZdhE4lNwJyIiIhLFGFMELCOXECOpyc7tBHZTd+8cJM7QRbJz8RqRR/bWHQX8k7pFU0ZRdzlmL+9j\n",
"DPC1d/52QAXwJiH2pFZIREQyk4I7ERERkWg+ZtOLUHVz64hEe+cgcYYuuvJlrMjeus3EL5qST2rL\n",
"MRtRSEREMouCOxEREWnTYoqljAMKOZu6lS0T7Z2DxBm66MqX8YLCyN6604GV1C2aUt9yTB//JMzv\n",
"aGQhERHJDAruMkgwGGTHjh1UVlaSnZ1NXl4egUDz/RG39HwiIiJNKWGxlCziV7ZMtHcOEmfoYitf\n",
"xgaGkb11H1N/ls7ieuKBW4p5iI8Jc6IKiYhIhO9wX4A0XllZGTNmzCCvZ0+OPfZYCgoKOPbYY8nr\n",
"2ZMZM2ZQVta0b+S19HwiIiJNyRhTZPzmbWATWUzlDLpxOdADF3wNJnFly3h756B2hi7WYGr21MUz\n",
"CijHBXYjgJ/gMoSbgcdx2bzHva/7Aj0IcQiA6xXYiUg0BXetWGlpKcMLCykoKODxe+/lyn37eBm3\n",
"WuNl4Mp9+3j83nspKChgeGEhpaWNW4Lf0vPt3buXBQsWcNFFF5Gfn0/Hjh3Jzs5m5MiRPPLII1hr\n",
"4x63evVqLrzwQnJycujYsSMFBQXcc889hMPhOmPLy8uZO3cuEyZMID8/H5/Ph8/nY+vWeP87O488\n",
"8gg/+MEPyM/Pp2vXrnTu3JkTTzyRq666SoGtiMgRzBgTMMZcDiyjF6cxEfgZAcbigrM9uOWXySpb\n",
"xts7B7UzdKGY16IrX8b7ryuytw5c1u4xb9z3gMuAC4EhQIggW4AvWA+M1d46EYllEv2CLM3DGFMO\n",
"9Aa2W2v71Deud+/elJeX13m9tLSUsWPHcqbfz82hEBfiVmjEOoQLvH7l9/NWKMSyZcsoKipK+7pb\n",
"ej6ABx54gOuvv568vDzOPfdc+vXrx86dO3nuuefYv38/l1xyCc8880ytY1544QUuueQSOnbsyGWX\n",
"XUZOTg5Llizhgw8+YPz48Tz99NO1xv/xj3/k4osvxufz0b9/f7744gv279/Phx9+yHHHxV97c955\n",
"57Fz506GDh1Kr1698Pl8/O1vf6sOZv/whz8wYcKEpPfWp08ftm/fDvX8PRARkYaL2ks3DLgAH5dg\n",
"6UYuMIXae+qW4va0VeHaHMT+yxwC7sRl1MYmmHAn8ACumuaJMa99hAva+pC8EfkOXAbvY2oHidFN\n",
"uq321olkilRjg5TPp+CuZTVVcDe8sBC7YQOrQ6E61ZjjscBwvx8zdCir165N+7pbej6AFStW8M03\n",
"3zBu3Lhaz+/atYvCwkK2bdvG4sWLufjiiwH48ssvyc/P56uvvuLNN99k6NChABw8eJDRo0ezZs0a\n",
"nnjiCS677LLqc23fvp1PP/2UgoICOnfuzKhRo1i1ahUfffRRwuDu4MGDtG/fvs7zf/7znykqKqJ/\n",
"//58/PHHSe9NwZ2ISPOp3ktnmAx0wVKzj66MusFXJHA7EdgAXE784idLcUsjZxA/MANY4D1eTd12\n",
"CR/hArdy6q98aViLZb53xZWgJt0imaipgzsty2yFNm3axJp167g5xUAL3P8vN4VCrFm3Lu2lgy09\n",
"X8S5555bJ7ADOOaYY7j22msBWLlyZfXzixcv5vPPP2fixInVgR1A+/btmTNnDgD3339/rXP17t2b\n",
"ESNG0Llz55SvK15gBzBmzBi6du1KRUVFyucSEZGmU2sv3VFMw9KFPPCWX7qAKl4rg0ixlIEk3jcH\n",
"9e+dg5r9cw8D71E7+5aPywpeiwvsNlJ7T91a9lLFfKDAhu0Z1trHrbWbrbXbFNiJSCoU3LVCJSUl\n",
"9AwEuDDN48YBPQIBSkpKjuj5UhGpyhldnfO1114D4IILLqgz/uyzzyYrK4s1a9Zw6NChJr8egL/8\n",
"5S/s37+fc845p1nOLyIidXn76PoZY64hei9dT/z0wQVTkSxdGS6oSlQspROJ981B/XvnoO7+uTtx\n",
"Gb8PgW3e40Zchu4AYNgIXAP0I8wx1tobtexSRBpKwV0rEwwGeWzhQq4IBuPueUumHXCFd3wwmNob\n",
"gC09X6rXtGjRIqB2IPfBBx8AcMIJJ9Q5xu/3079/f4LBYNJiKelYvHgxt99+OzfddBMXXXQRY8aM\n",
"4eyzz+bhhx9ukvOLiEhixphBxph5+NgNfIbhAfKAKfjJxmXPzqJmaWSyVgbRxVJSrWwZLzMXkQ9c\n",
"hdubZ7CsJVmGboi19kFl50SkKagpWSuzY8cO9uzbx5gGHn8+cNfevVT06UPfFHrS7QgGm2a+igr6\n",
"9u3bwLPUdvPNN/Puu+8ybtw4zj///Orn9+/fjzGGrl27xj2ua9euWGuprKxskut49tlneeqpp6q/\n",
"7tevH1dccQV5eXlNcn4REanLGFOEj9lAIVkEGUyAbrhqXpHG4xupu/wyWSuD6DYGY6nJzg2k7r65\n",
"SGbudRL3o4veO+djHWFuA97FNUmvJKz9cyLSPBTctTKRwCSngcdHOrRW7tpFKqFWJAxq9HyVlU0S\n",
"3M2fP5958+Zx0kkn8eijjzb6fI3xxBNP8MQTT/D111+zefNmZs2axU9+8hPWrl3Lgw8+eFivTUQk\n",
"ExljioBl5BJiJDCAAH7cssdIMBfCLassoPbyy2StDGIbjY/CVbZ8mPiVLfO9j0hly3dwfYEioitb\n",
"hmotsdyW1g2LiKRJwV0rk52dDcDeBh6/L3KeY46BFDJ32cEg7NrV+Pm8626M++67j+nTp3PKKaew\n",
"fPnyOueMZOb2798f9/jI801xLdE6d+7Md77zHV588UVOP/10FixYwPTp0zn55JObdB4RkbbMGBPA\n",
"xx30IsRk/NUZtdhgrpL4yy+js3PxKmEOxgVoH+L26KWSnSvz5nJuAf6EMnMichgpuGtl8vLy6NGt\n",
"G3/et4/vNuD4V4GeOTnklpenFNzlBYP06Nmz8fPl5jbg6Bp33303M2bM4NRTT2X58uV07969zpiB\n",
"Aweyfv16PvjgA4YMGVLrtWAwyCeffEK7du0StjhorHbt2jF69Gg2b97M5s2bFdyJiDSBqLYGVxPm\n",
"W9VLLyNi99IlWn4Zm52LLaoSXSxlIDXZuZ24/ndl1M7ORYqvfEyIL1hvQ/ZXDb5JEZEmooIqrUwg\n",
"EOCK4mIeCwRIt+bjIeAx7/hACoHd4ZgvnjvuuIMZM2YwZMgQVqxYETewA9dcHGDp0qV1Xlu1ahVV\n",
"VVUMHz6cdu3SLQ2TOq93Hd/61reabQ4RkSNVVOXKQd5jg//xr9XWIIup9OJbdKRu1i02mEu2/LIh\n",
"xVJ64fbhzQBuAK4DpgEXAv8gxB78hJmZ5u2JiDQLBXetUHFxMbuDQV5O87g/AXuCQSZNmnREzxdt\n",
"9uzZ3HLLLZx++uksX76cnJzEu//Gjx9P9+7defLJJ1m/fn318wcOHODWW28F4LrrrktpXmvj17je\n",
"u3dvwmqbL730Es8//zxHH3202iGISJtSp3Kly3V9ho/dxph5XvYtnfNF9ta5tgYzCLCfuvvooG4w\n",
"F738MlZ9rQyStTHYAewG/go8RJBngJ2sB8Zaa0vTuT8RkeZiEv0SK80j1S70kXG9e/emvLy8zuvD\n",
"CwuxGzawOsXG4hb4jt+Pb+hQVq9dm/Z1t/R84PrrXXXVVfj9fqZOnRo3G9a/f/9aweMLL7zA+PHj\n",
"6dChAxMnTqRbt24sWbKELVu2MGHChFrVLSOKi4urP1+6dCm7d+/m4osvrm5sPmXKFEaMGAHAxo0b\n",
"Oe200xg2bBgnnHACvXv3prKyko0bN/L222+TlZXF4sWL+e53ky9i7dOnTyTLl/TvgYjIkay6cmU4\n",
"qnLlcbgsWhUuwNpYXTVyLWFmphIIGb95m1xOq95bVwncDVxO3cxdCBeEFeAybOACss24bFtsMPgR\n",
"rlhKH+IXS4mIFEv5mNrtDqKLpagfnYg0UqqxQcrnU3DXspoquCstLWXs2LGc6fdzUyjEOIjbh+4Q\n",
"LoP2K7+ft0Mhli1bRlFRUdrX3dLzAcyaNYtZs2ZhjEmYSRs1alR18/KI1atXM3fuXNasWcOBAwcY\n",
"MGAAP/7xj5k2bRrG1A1NfT5f9RzRr0e+/v3vf8+PfvQjwFX9vPPOO1m5ciUfffQRX3zxBe3bt+fY\n",
"Y49l9OjRTJ8+nf79+9d7bwruRKS1q86u9SbESPwMIH6QFMJlvt4gxHb81JPpMsYUABuZSE3z8Z3A\n",
"A7iG5PH+xYwN5iLjo88R7SNc4FZO/a0MDGuxzMftuqsEFUsRkaaj4K6Va6rgDlzAdfutt7Jm3Tp6\n",
"BAJcEQxyPq79wD5cMZPHAgH2BIN8Z9gwbp8zp8GB1uGYL5MpuBOR1q5Odq0+FlhAiArW25A9I+F5\n",
"jZlHFlP5mdfmAJJn7iB+MLfAe7yaur3qoo+LFEv5Z9Tzys6JSAtRcNfKNWVwF1FWVkZJSQmPLVzI\n",
"7r01TQt65uRwRXExkyZNYtCgtLY7HFHzZSIFdyLSmsXNrqXiPdxeNiiIFzR57Q52cwbdqpdYQvyl\n",
"l7Fig7lUl1+GgPeBVYTYhR+36+4pZedEpCUouGvlmiO4iwgGg1RUVFBZWUl2dja5ubmNqlJ5pM2X\n",
"SRTciUhrFje7looQ8GuCVDGf27kJ6A4cA/QEjuEfDOQRbo2boUu2jw7iB3OfkMryyxBV+NPZEygi\n",
"0lSaOrjTb+IZJBAI0LdvX/r27ZuR84mIyOHnZdeKGZxmYAcuKCsgQBk3EOKGOgs6j/IeY3vUQd0m\n",
"47EilS5fp3bj8XNwffDeAzZQu1edj68I8xBQYkNafikirZ+COxEREUlHHmG6VTcNT9fxwFsYvga6\n",
"xryWrEddbJPxePvo6ms8btgLPIvLA64jrOIoIpJZFNyJiIhIOrKB+Nm1VEQCuK/YTFc+xXWP2wXs\n",
"oiOfE+ABttIlbuGUUbillw+TfB9dD6Af8Ckh/okfuAZ4BatgTkQym4I7ERERSUclED+7looD3uMC\n",
"xllrt8W+bH5pTmcjUxkTZ9lnoqWXidoY+FgP2kcnIm2HgjsRERFJxw587GMr3eJm1+rzMZFWAxUJ\n",
"RiykihuS7q1LtvTSx37CPIz20YlIG+Q73BcgIiIirYe1NkiYhWwkSCjNg0O4rFqYhYmWR1pry/Cx\n",
"ljcIkaygdy9cW4QZwHSgByEMGwnT3Vp7o/rTiUhbpOBORERE0rWQKgJ8mOZRW4AqAkBJ0nFhZrId\n",
"PwsI8R4kDCJD3jmfJsQe/Fhu0p46EWnLtCxTRERE0mKtLTN+s5Y3OI2BdRoaJDgIeIMQPtbXt1zS\n",
"WltqjBlLBbN5ikKyCFJAQHvrRESSUxPzFpZuE3Ofz0dubm6LXZ+0jIqKCsLhMKiJuYi0MsaYAJAH\n",
"fBd4gN6EOQtfwsqVkezaG4TYgR8Ym04QZowZBEzCRzFhcqpfcPv2FgIlWoIpIq1VUzcxz7jgzhgz\n",
"CngtwctnWmvXRo09CbgLV1D5X8CfgBnW2s/jnPdq4GfAvwHbgPnW2vsacH1pBXfpnl9aHQV3ItIq\n",
"GGOGANfj41LCfKv6BT8ugKu/cuVawg3PrnlBZS6uFUMlqK2BiLR+TR3cZfKyzHuAdTHPfRz5xBjT\n",
"B1gF7ANuAbrggrdTjTGF1tpDUWOvAe4HFgO/Bs4G5htjOlpr/28zXf/OZjqvHFn05ywiRzRjzDUY\n",
"bgd6kQUMBo7D9bmrArYCG4FvgLUEeSvqd4vo7FojK1d6gdw270NEROLI5ODuDWvtc0le/2/cf01D\n",
"rLXlAMaYtcCrQDHwkPdcFjAXeMlae6l37MPGGB8w0xjzoLW2sqkv3lp7elOfU0REJJmoJZfZwKkY\n",
"ZgIDycW9rTmAuksvBwBjgA+BVRh2AJGm4WFl10REWlImV8s0xpgu3n9U8VyCC9jKI09Ya5fjdgZc\n",
"GjXuXCAH+G3M8b8BOgHjmu6SRUREWp4xZpAxZh4+dgOf4TrIPcZRDKQ3MAXXcy7enjq8508EpuCn\n",
"NyF8XG2t3abATkSkZWVycPd7YD9QZYx5zRhzWuQFY0xvoAfwTpzj1gFDor6OfB47dgMQxi1QERER\n",
"aXWMMUXGb94GNpHFVM6gG5cDPb2Pg8BISKkaJt64s/ATptArhCIiIi0oE5dlHsTtjXsZ+Bw4BbeX\n",
"7g1jzHBr7UbchmyAijjHVwA5xph23r67XCAUW2TFWvsvY8wXuOUrIiIirYoxpghYRi4hRgIDCODH\n",
"7QTeDQwE/olbdpmOE4AsglQxCbixKa9ZRESSy7jMnbV2jbX2UmvtQmvtS9baO4AzcR12/tcbluU9\n",
"HoxzigMxY7JwlTTjORg1TkREpPXwMYc8QkzGX2vJ5UZc5cttuOqXiZZiJuIHCgjgozjJ1ggREWkG\n",
"beIfXWvtx8aYJcBFxhiDq+8F0D7O8A7eY1XU41EJTt0haly62hljhqYwrsJaGy/DKCIikjZvueTP\n",
"gGGcTe0llyGgDLd/bgOuKmZDHA+8RQ5u9YuqW4pIm2OMyaVmtWAy7Zpy3jYR3Hm24YK0TtQsx4z3\n",
"Dc8FvohqhVAB+I0x3aOXZhpjjsIVWtnRwOvpCaxPYdws4PYGziEiIgJ4yzB9zAYK8ROmPXWXXH6F\n",
"a2nQy/u6oWtTOlR/lo2COxFpm64BbmvpSVskuDPGdACG4oqYrLbW7mmJeWMcB1RZa78GvjbG7AGG\n",
"xRlXiFuUEvFX73EY8ErU86fjlrVGj03HbuC7KYxT1k5ERBql1v66EcBL+Cig7pLLyMaESIvyhq5N\n",
"OVD9WZO3ChIRaSV+ByxJYdwruKRPk2j24M4Y85+4zFNX3L6384HXjDE9gPeB/2OtfbgJ5+sRGzwa\n",
"YwqA7wF/inr6WWCSMaZPVJ+783DvY94ZNe41YC9wHbWDu+twW82jz5mOQ9baDQ08VkREJHU+ZtPL\n",
"21+3H5edi7fkMpJxM7h9d1tJv6AKwMdEGpjrDUoRaZO8bVX1/htojDlU35h0NGtwZ4y5CrgLeBIo\n",
"BR6JvGat3WOMWQ5cBjRZcAc8ZYz5BliDy46dDPwE+Bq4OWrcL4EJwApjzD1AF+C/cLsNfh91nQeM\n",
"MTOB3xhjnvbuYyRwOfDfzdHAXEREpKkYY64FCqv318WWDYvWBRfUfYorplKGa1CeTlGVELCJIGEW\n",
"qs+diEjLau7M3Y3AEmvtD40x3eO8vgGY1sRzPo8LvG7ALSzZjWuNMMtauzUyyFpbbow5B5gH/ApX\n",
"+fIl4Mao/XaRsfd7UfWNuAzgP4Dp1tr5TXztIiIijeJVqMzD7Xf7IXATWdRk4GLLhkXzUxPUXQ68\n",
"BXyIK7CSqi1AFQGgJO2LFxGRRmnu4C4fSBYA7QWObsoJrbX3AvemOPbvwAUpjl0ALGjEpYmIiDQb\n",
"rwpmMT6KCdOt+gU/MJia7FskO5doyeVgXFD3JdAH+Auu510qjcwt8AYhfKy3IVvWwFsREZEGau4+\n",
"d/txRVQSOQnXLlVEREQawBhTZPzmbWATWUzlDLpxOVSHdyFq76+Lzs6F4pywFzVB3SigHLd54r0E\n",
"4yNzvAc8BOzAT5iZjbopERFpkObO3P0JmGKM+W3sC8aYU4ApRO1vExERkdTVqoI5EhhAAD/ubdN9\n",
"uCWYB6i7vy6SnUu05HIU8BjwOnAOrkDKU7iM3yBcH7vIuT8GNuGWefr4AJhmrS1tspsUEZGUNXdw\n",
"N4nuzGMAACAASURBVBNXHXMz8KL33CRjzNXAJbgKMr9o5msQERHJTD5mk+tVwYxeNvlX3Nqck3G7\n",
"22P310Vn5+ItucwHrsAFdytxQd2pwCFcIPdWrWuAMDuB223I/q4J7kpERBqoWZdlWmu34/rBLQUm\n",
"ek9fCfw78AfgjMPU805ERKRVM8YUEKaQkTGBnatWCWFc4BbZXxdrFMmXXOYDk3H1pvsAf8c1MIoE\n",
"iob9wEOEGWqtzbVWgZ2IyOHW7H3urLW7gMnGmCm4/Xc+YI+1NtHKfREREanfJLIIMiDm//KvqGl3\n",
"0InELQ2is3PJllxuxHIAg2EtrkhaGVCJpUKtDkREjizNHtxFWGstri2BiIiINIIxJoCPYgZ7e+yi\n",
"HYj6vIrk++vyvY+duGxfGfGWXD4K3GnDqn4pInKka+4m5rfhCiMnYnH/DZUDq/5/9u49Tq66vv/4\n",
"6zNzAgn3jVxyAwQTAZFciAkCv9BYIUhssaK1/B5KswIW9Af8FFQqFE2JUGgFKlVBgZoIaNFCqeUS\n",
"Lv5EKWgSA0lQQG5WCAkkZhNASGBn5vv743POzpnZM7uzyZzNXt7Px2MeszvnzMzZ3cfOzOd8Pt/P\n",
"Jy7jFBERkZ6No0JbTRfMxMjU9XPA8fQ+0mBMfDkW+CMeFP4HsI5lIYR5LT52ERHJSd6Zu6/0Yd+y\n",
"mV0P/J8QQiWvAxIRERnMzGwOxtcIdO+CCdU5drtTLcecjXe/vAE4GngndMv4JdYADwIvA/B3LTx0\n",
"ERHJWd7B3b74OIRH8MHiz8a3TwTOBqbgjVZ2Aj4LnIG/rSzI+bhEREQGna7RB3sRWEf3LphQnWOX\n",
"jCdIyjGbWV+3CniDJLt3pkYaiIgMLuZL4XJ6cLP/BDaHEE5usP0WYMcQwl/E398FTAwhvDO3g9rO\n",
"zGw1MB54MYQwYXsfj4iIDA5mNocCtzGGnTkNuAI/RXp8xs4vAdcCe+LB22lUyzHT6+teT91nZ3zc\n",
"wbPABn4dyuGwXH4QERHp0urYIO/M3fuAL/aw/WfA5anv7wa+lusRiYiIDDJdGbsKcAzV7FxWF0yo\n",
"zrFLVrWnyzHr19dtAUbgk2cfAnxA0Xl5/jwiIpKPvIO7t4D34ucPsxwBvFl3PH/M+ZhEREQGlwIL\n",
"GEUAjEnxbT11wYTqOrs98QCu+XLML6kcU0RkcMo7uPs+cJaZbQC+Bfwuvv1A4DP4QPNvpvZ/Hz4m\n",
"VURERAAzOxOYSRmYRjVLl2TnGnXBTM+xW40Hc7sDK8gadwDGYwQ+r8BORGTwyju4Ox/YB/hcfEm6\n",
"YBbi61uJyzbNbCSwHC8KERERGbbMLALGAScA17AjnmWrH30wm567YCZz7NbgQd6zQDn9RGyiwneB\n",
"hZpjJyIy+OXaUKXrScwOBz4A7B/f9HtgcQjhkdyffIBRQxUREWnEzCYD7RRop0Ib4MHaoXjp5Ol4\n",
"ti7tGarZud7LLn9N4LL4lk3A2hBCKd+fSkREGhlsDVUAiIO4YRfIiYiINCPuhLkAmMkoSkwlog24\n",
"C8+0HYiHY1mjD5LsXLoLZrrscmdgP+BJIDA3hPBCfj+JiIhsT/0S3ImIiEi2rk6YYykzC5hERBFY\n",
"jA8p3wyMxrNyz0FXQ5V6WV0wRwK7APcBBTqosDbPn0VERLavQu+7bBszm2tm95tZh5mVzKwSX8rJ\n",
"dd7HICIiMmAVWMB4ypxOkYPxMswynoE7JN7nTaqjD3p71yzijVP2ia8BVlCmwkKVYIqIDG25Bndm\n",
"9hHgDmBv4N/i5/s+8AP8nOIq4OI8j0FERGSgMrMpVJjJLIo13S5fw9fIHUQ1YzcVHzr+dB+f5Clg\n",
"C0VgUQsOWUREBrC8M3dfApYChwNfjm/71xDCx/Hl4WOojkcQEREZbuYxilK3Usst8fXOVDN2e1Ed\n",
"fdBsL7QAPEigwNIQ1A1TRGSoyzu4exfwg7gMJCkkGQEQQvgffPbd+Tkfg4iIyIBjZhEF2pkar7FL\n",
"Gxlfb6Y2Yzcb74p5A/AEjUs0y/H264A1GBUuavHhi4jIAJR3Q5U3gLcAQggbzexNYGxq+zq6T+0R\n",
"EREZDsZRoS3zXXBXquWYx1PN2J1GdTD5LfQ++qDA68BJGkwuIjI85B3cPYVn7xIrgb82s5vj5/7f\n",
"wPM5H4OIiMhAtAfgHTHrFamWYx5L92HlnwTWkz36YCTVQeYVBXYiIsNJ3sHdbcA5Zvb5EMKbwFeB\n",
"HwMb4+074echRUREhptNQPbsOvByzF/i5ZgH0zhjdzD+rvocSfMU4uYsZyqwExEZXiyEZldlt+gJ\n",
"zWYBH8FXBNwRQvhpvx7AdtbqKfQiIjI4xWvu1nEEbRzfYKfr4+vToKubZnpY+eupfXcGDgOepcwG\n",
"lodyOCKP4xYRkdZpdWzQ70PMQwgPAg/29/OKiIgMMO+iwu9YQRvHQremKtC9HPOdZA8rHwGsBR6i\n",
"zHqKoAYqIiLDUb8Ed2Y2ATgGb+R8WwjhBTNLxqy+qqGqIiIyXJjZHAosAGayI2U2Uy29rDeR5hqo\n",
"rKTEZiIKLAcuUjmmiMjwlGtwZ2YGXAmchZ+TDMBjwAt4L7Df4/PvrsrzOERERAYCM5sD3MMYAscA\n",
"kyjyXbwT5kFQM8g8MTG+pMsx0w1UCnRQYSGwKJQ1y05EZDjLe87dF4BzgH8CjiP1thVC2ATcCpyU\n",
"8zGIiIhsd3HG7jbGAZ/COBg/7Tmb5mbX7QXsB+zWtccZwH5U2CeEcJ6GlIuISN5lmZ8CbgwhXGBm\n",
"e2ZsfwyYm/MxiIiIbFddGbsKvkghnaFrtvRyBWW2UFTppYiINJJ3cLcv8FAP218Hdsv5GERERLav\n",
"AgsYRQCMSRnbey+9hAorgFNVeikiIo3kHdytx4tIGjkcDTEXEekzM4uAcfgg7E3AGjWnGpjM7Exg\n",
"JmVgGtldMRNZnTBHAg8DyziACo/nfLgiIjKI5b3m7lbgDDN7B95MpUtcotIO/CjnYxARGTLMbLKZ\n",
"XQnROrwp1Uq/jtaZ2ZVmNnk7H6LEzCwys48D17AjHqgd2OSdk37S+8TXE4EKo4GxeRyriIgMDXkH\n",
"d/PxyTsrgO/Ft33RzB4CFuOFJ5fmfAwiIoOemc0xG7EEWAmjz4Zz2uAuvHbvLvz70WcDK81GLIlP\n",
"oMl20BWAF1gH3EQR74QJMGorH3Rk11d7bOPhiYjIEJZrcBd3xDwSuByYgJ+3/BP8POR8YFYI4fU8\n",
"j0FEZLDrasbBtOlwO/BSBFcAJwBHxNdXxLffju/HPQrw+peZzbGieQA+irN5N22Ad79MMnabt/LB\n",
"t3R9tWlbjlFERIa23IeYhxDeAL4aX0REpM+iBTCtDEuK2YPQEiOADwEnFuGIMjy6AFBHxX7QFYCP\n",
"pcwsYBIR9+GZus3AaLwL5nOQ2VClN8+SzLNb26pjFhGRoSfvskwREdkGZjYFSjPhwl4Cu5p7ARcU\n",
"oTRTa/D6SYEFjKfM6RQ5OL5tFXBI/PWb+HiDVTSeY9dIGR+DUGGhmuaIiEhPWpq5M7PvUtc4pRkh\n",
"hFNbeRwiIkPIPBhdgrl9fL3+IH6/jnnAeXkcmDgPwJnJLKrx92vAG/hauyfxjN1UfInk09AVADbj\n",
"KWALRWBRq45ZRESGplaXZb6PvgV31sf9RUSGDR93ELVDe+Qll30xApgXwb+0m9n5yvjkah6jKDEp\n",
"9Z6arJHbmWrG7lh89fl/40FfM4nYADxIoMAyzbcTEZHetDS4CyG8vZWPJyIyzI2DUptHBVvjOOCq\n",
"pH3+C607LEmYWUSBdqYS1cyvS7pbbqY2YzcbuAm4ATgaeCfZc+/KeMbuQWANBlyUyw8gIiJDSu4N\n",
"VUREZKvFbe9Hb+Xd29KPo+AuH+Oo0NZtft2uVBuoHE81Y3ca8AngAeCWeJ/JwDvwgHAL3jxlFV7W\n",
"WeB14KQQghrjiIhIr4ZFQxUzu9DMKmb2WMa2Q8xssZm9ZmYbzOx7ZrZng8c5zcyeMLPNZvaUmZ2V\n",
"/9GLyDAWt73v2Mq7b6x7HGklM5uDcSfQfX5dkdoGKrOB1XjGrhP4JHAmMAV4DLg53nYzPhk2Kdms\n",
"KLATEZHmtTS4iwOospntUPd9pYdLX/uG9fWYJgAXAK9Tt74v3vZzfALRl4Cv4V0I7jOzEXX7ngFc\n",
"h78NnwX8ArjazL6Y5/GLyLC2BqKNcP9W3v0+IOoAtc9vtfg94R724t1A9vy6qfg7z9PARDxjB56x\n",
"uwIP4g4EPgb8BR4MJtm7NwA4U4GdiIj0RavLMi/GA6hy6vve5N1Q5WvAw/jPWp+RuwA/3zothLAa\n",
"wMyW4p+I2vFgDjMbBVwC3BFC+Fh83xvMrABcZGbfiQe2i4i0TAihZGYLYeHZcFkfm6p0AotKUFL7\n",
"/BYyszkUWIAxk7F4meUVZM+vG0NtA5WJ8eUlYCWe1ftlav+d8YDwWcpsYHmohG/n+sOIiMiQYyEM\n",
"3WaVZnYM8BP87fKbwOgQwuTU9peBn4YQTq6735PACyGE4+Lv5wJ3AHNDCItT+70XDxxPCSHc3OQx\n",
"rQbGAy+GECZsy88nIkNfPKduJdyODyhv1u3AhwGmhKAui63QNah8L8qsp8jJ+EiDxXhNx7l0b47y\n",
"DN5AZQLdG6iUgT/imboReH71IcqsoQgcr6ydiMjQ1+rYYMiuuTOzIvAvwHUhhN9kbB8P7AX8KuPu\n",
"y4Bpqe+Tr+v3fQSo4MGjiEjLeWAWLYVLys0XOgTg0jJESxXYtVAyqPwdFNmZaqYuXX5ZL6scc3G8\n",
"7xpgHfAocB0lfgS8xHIU2ImIyFbKvVummRlwDHAA3rqt22SfEMKVOTz1mcB+wJ822D42vs5ai7IW\n",
"GG1mI0IInfG+5RDCH9I7hRDeMrMNwLgWHbOICJDMuGMc3unyalh2ExxRhguKvjQ4q0SzE7gTD+yW\n",
"FVH7/JbpGlR+NF7HMYVqBq6+/LL+Xa63cswCHVRYCCzSLDsREdkWuQZ3ZjYV+CH+ttaTlgZ3ZvY2\n",
"fL3fxSGEDQ12S3qbvZmxbUtqn874+q0Gj/Mm3fukiYhslbgMs92Hl5faqlsKr8Ejr8OHx0BbgHbz\n",
"OXZteFfM+4CFATYaRMuBi5T9aal5jKLMGIq8Ad1GH8ym9/l1Y/B6EW/lVeZlisAnqHCL1kWKiEgr\n",
"5J25ux5/KzsDWAq8kvPzJb4K/AEvy2wk6W22Y8a2kXX7bAZ2aPA4I8nuk9abEWZ2eBP7rQ0hqNOd\n",
"yBDn67miBcBMGF2G9qIPLx+Nj0K4fle4cxdfqLXZvN/TValH2AXoDGRUR8i2MbMPUOAcplLsOs1X\n",
"f0ovKb98gGbn1z0BnKcAXERkaDKzsVQrBXvSl25pvco7uDsU+EoI4bqcn6eLmU0CPgV8FpjgVaGA\n",
"v73uYGb7A69SLcfM+qWPBTbEJZnE+xbNbM90aWY88mE0vnKir/YGljex398D87fi8UVkkOhq1MG0\n",
"ABcCc4u1r/X3ArcB7zX4W2AuHsOtxUfY7YG/bIUC3AVcMh2W3WNmWru1jczsA8DdVPBsXf2pv7Rm\n",
"umHuBzwJVJgbQtBgeRGRoesM4Cv9/aR5B3fPkv+og3rj8UYxV8eXer8D/jmEcK6ZrQdmZOwzE59A\n",
"lHg0vp4B3J26/T3xc6X3bdY64IQm9lPWTmSIitfV/RVE13nfpiWWnXibDyTNedPb940vaR8CTiz6\n",
"+rxHF+CRofRRV3lsgXN4G7Aez9btimflskYfJMbEl2OpdsMciSdX7yNZY6fXdhGRoe3bwI+b2O9u\n",
"POnTEnkHd18BrjSzHyRz5PrBY3j/73RQaXip5i7A/8WDToBbgXlmNiE15+79+Fv2Fan7/z+8LurT\n",
"1AZ3n8Z7pN25FcfZGUJ4ZCvuJyKDXHVdXeF0qOwKJTxjlxXYrQR+gY82aLbi0vDGKx+eaWaT1TGz\n",
"eV1z7GAmO1LiTYq8F/gvPFtXxMstV+HBW/26urQisHt8Aa+oXUmJCpo9KCIyxMXLqno9kWdmnb3t\n",
"0xe5BnchhFvNbDfgKTO7H3iB6oDz9H7ntPA5NwD/WX+7mX0u3p6OoC8F/hL4qZl9HT8n+wX8bfu7\n",
"qcfcYmYXAd80sx/iZ8JnAR8HLtAAcxFpRt26uhKMivwlsYKXWmZZhJ/Qa7S9kQ/iz9ExDzhvqw96\n",
"GOkqjx1LmVnA74j4NR7M/YRqtm4qXm75ND7nrllPAZuJ8D+qiIhIy+XdLXM28HW8IOXPeti1ZcFd\n",
"DwJ1JaIhhNVm9id4t87L8M6Xd+CL3Dvr9r0mjqzPA04Engc+G0LIKv0UEamRWldX9izd+MgrvfcA\n",
"TiV7PXUJb8F4SoPtPRkBzIvgX9rN7HxlippQYAFjKXM6RSp4Mc0U/FeZztb1NvogSwAepEyB5Rp3\n",
"ICIiecm7LPNqvEPmR4ClIYT+6pbZTQjhfQ1ufxz4QJOPcT3eAVREpI+iBR7YLSl6NHAu8DZgAx4x\n",
"ZFmDL/ZqtL03xwFXjca7rah5Rw+65tjNwv88r0HNyIP6bN1seh99AJ6YfQoP7Nag2YMiIpKrvIO7\n",
"icCXQgj35fw8IiIDVlfg0LWuLsnIzQVuxJvuZkkqvhtt703XmLw9UHDXm3mMosSk+H0xPe0Uumfr\n",
"mh19sBJfq1dAswdFRCR3eQd3TwC75fwcIiID3Txf/zY3fs1NMnLvx4O7jgZ32yO+brS9NxuTL7Qu\n",
"uAdmFlGgnalEXdm3rJEHs+meretp9EGEx/FwZiiHb+d1/CIiIolCzo//ReDTZnZEzs8jIjIgmdk0\n",
"iD4D7VF13VwSa00E9gLub3Dvcb1s7819QNSBRqr0ZhwV2rpKMKF25EEiydaBZ+uuABbjJZzvwldj\n",
"T6MaGJYpASeEoMBORET6R96Zu8/iA8MfNrPH8SYkWd0yT8z5OERE+lXcGfOrwAxP36TXzSUZuVfx\n",
"aOEmvKdTfdOUqJftPekEFpWgpLb7vfM/yKjULY1GHjQzqHwq8Cgl3uTqEMLiXI9cREQkJe/g7jC8\n",
"R9gL+HnQQzP26e8h5yIiuTKzM4BrPY3zcfw8V3rdXDoj1w5cBdyFDyCv19v2Ru4EOtR2vzmeSt1c\n",
"d2tPIw96GlT+FPBLjTwQEZH+l2tZZgjh7SGEA+LrRpcD8jwGEZH+YmZzzEYsgeK1PuZgCfDheGt6\n",
"3Vw6I3cIcCSemcs61zW5l+1ZAnBpGaKlGmDelDUUeLWmBBNqm6g0+tUng8r3ia8LJCMP9LsXEZF+\n",
"l/eaOxGRYaE6x+6gGV59nnTGbLRurh1Yh2fk5uMpoqOA2/GSyrTetic64+1HlGFZEUpqu98LM5tD\n",
"gYeosBsr6L5wYDawGm+i8kTG9kQ53n5dPPKgopEHIiLS/ywEVUX2JzNbDYwHXgwhTNjexyMi2y5e\n",
"X3cbTNvZ2yh+H48IkjVy5wI3190GHqwF4GG8+cl84Bd4MPgJfE5dG9718nq81PLN+Lb2uu334Wvs\n",
"OiKIlkJJbfd70RWQj6fMYRRZDJxM9xLMZ/CRB6tpPPJgBWW2UKTAUioaeSAiIs1pdWyg4K6fKbgT\n",
"GRrMLMLTcicA1/qttwJnAqfgrRQTq4ApeFYtvW7uXuB44L3A+cAH8fTPIrxkc11q3zZghwAvmz9R\n",
"9D4opRbyRR1QWggsUjlgc6xoSxjDdD5FEcPjZ4DT8KRrvXQTlddTtxcoUeFq9LsXEZE+UnA3yCm4\n",
"ExnczGwy0A5RO5TafNHVnlQzcBPxUssT6u6ZztKlI4d7yc7Y7Yr34b8f+HEJXqnJyMXB5Vi80+Mm\n",
"YK26YjbPzM4ErqnJ1D2Dx9QTqM6xK2bcuZOkS2aZ9RTxcQfqiikiIn3W6tgg726ZIiJDQlx6uQCY\n",
"6QPJ2yM4EDgLL5U8lWo6Z3TGI8zHs3RHUc3SjQDmxJdVVDN2V6XuF70GpeuARSF0dmWF4kDuhfgi\n",
"fRCXY17DKGBSakMyx+4BfI5doxLMlXhnzQLLQSWYIiIycCi4ExHpRbVZyrSyN0qZGw8kPxd4G7AB\n",
"74mfzK/ryHiU+CGYj3fQzFpXF4C34v2Lj0H5cijdooxcixkLKOCjDuozc83MsdsD2MIrVDhafxsR\n",
"ERlI+iW4M7MJwDH4p5nbQggvmFnSQPpVvTmKyMAWLfDAbkmxWlJZwrNsc4Eb8WxdujNmfVkm9J6l\n",
"2wV4fQtwVAilR/P4SYa7uBxzJmU88dpIT3PsngNuZne8LFaZUxERGTByHYVg7irgd/inmCupFsHs\n",
"CvweODvPYxAR2RZmNgVKM+HCYu1auTXAeuD98fcd1M6vazSuALzW7wrgReB5PNh7FhhRgvCtEIIC\n",
"uxYys8jM9ouHy1/DjvGGUU3cuX6OXREP8twe2XcSERHZPvKec/cF4Bzgn/Dao65PRiGETXhruZNy\n",
"PgYRkW0xz9fYza27eVN8PZHaOXbtVOfX9SYC9gUOwwO8jRGe0pMWMLPJZnYlBdbhJxOvpQgcGu+w\n",
"eSsfeEvXV5t62EtERKTf5R3cfQq4MYRwAb56od5jwEE5H4OIyFbxjpTRad48ZUTd1iRp8yq12brJ\n",
"wJHAZfgaumYE4NIyREvVSn/bmdkcK9oSYCWjOJsjaOuKzcv4u85OeHnl1ngWKNABrN32oxUREWmd\n",
"vIO7fYGHetj+OrBbzscgItJn3kSluAxKu/nCq3rp9XXt1Gbr5uNdOI7CZ9s1KtHsjLfPLMOyIpQu\n",
"at1PMDx1Nb8Zy3ROBj5PxPF41WxShrkzHoOvwoO9vigDKylTYaHWi4uIyECTd3C3Htivh+2H4wtO\n",
"REQGjGp3zIMP81uyRhuk19cdQm22LumMaXhnzPF4Z8278aDv7vj7MfH2FcuB49VSvwUKLGA8ZU6n\n",
"yMH4GrkyHsgdEu+zGe+U+TrwdB8f/ylgM0VUPisiIgNQ3sHdrcAZZvYO6uqT4g9P7cCPcj4GEZE+\n",
"ihbAjDLcGTfKzxptALUZu/nUZuvehw8sXwmcAtyMr9s7Mr6+JnncM0PoPEKB3bYzsylUmMksijW9\n",
"b14D3qC2HHMMPqz8v+lb9eyDQIFlKp8VEZGBKO/gbj6+JmEF8L34ti+a2UPAYvxc6qU5H4OISNPM\n",
"7KPV7pjjqW2WUi+9vu44srN1LwJ/CdwAnI7PtAPofB3P1n07r59lGJrHKEo1g8mh2gClvhxzNrAa\n",
"/9M8QeMSzXK8/Tq8SWqFv2vtYYuIiLRGrnPuQgibzOxI/BPOX+JvsX+CL0efD/xTCGFr+5WJiLSE\n",
"N07hryD6W+DdXoY5l9rSy8vo3lQF/KXseDxjdz7wMzwSyJpj1wbsEACD8knK1rWOmUUUaGcqUbfB\n",
"5MnogqQc85d4OebB+J/3AeAWPKs3GXhHfJ8t+LvVKjzz59nAM/V3ExGRgcpCaLYeRVrBzFbjp/Rf\n",
"DCFM2N7HIzKcmdlkoB0Kp0NlV3gP8AxwKj6HDvyT/RS81PJDDR7pXjzI+wWe6fsEnsnbFa8BvB/4\n",
"cQleiSBaCqWLFCC0lpntB/yej0O3zF0Z/3NOwePw6+PbT6M6oOclvIJ2Fb4WL7EzPqniWWADy0I5\n",
"zMzlBxARkWGp1bFBrsGdmX0G+FEIYX1uTzLIKLgT2f58zW+0wMsvR5dgVOQLsG4B3o6voTshdY+j\n",
"8AVXD1M7yLzeKqoZu3Wp26MOKC0EFmmtVuuZ2RyMKwi8m9PxP2W9xfjwnXOB3+F/ognA0cA7oSvb\n",
"Vwb+iGftRuALCx7CyzHV9EZERFqs1bFBrmWZwDeAfzazn+Gfmm4LITTqTCAikrtqJ8xpZbgQGB/B\n",
"DOCbwCvxXvXdMedTW3r5QbJLNA8BZgE/K8O6InAGcDeU1qptfj7M7AzgWvbC4+lGhf4qxxQRkWEg\n",
"7+DuEOCv4st3gG+Z2f3AvwG3hxBezfn5RUTqRAs8sFtS9E/t5wJ742vskpnU9eegktEG8/FmKenS\n",
"yzZgI3AfcCPwByB6DDhfwUB+zGwOBRZgzGQsXmJ5BV4FW1+WCbXdMQ8CJsaXdDnmL1P7J81XnqXM\n",
"BpaHihrfiIjIwNdva+7M7N14kPcx/K33LbxQ5pYQwg/65SAGAJVlimw/ZjYFWFFdP1fCh5GfgkcG\n",
"9d9naVR6uTcePax8Bcp7KlOXn67s616UWU+Rk/FsXLr0sr6pCvhyyr6VY5ZZQxGVY4qISE4G1Zq7\n",
"hk9qNhU4Gfg0sEsIIetteEhScCey/ZjZlTD6bHgp8k/wzwP7U7vG7lx8Jt1qsksvEyU8AtgE7AHs\n",
"CUwoQcfVIYTz8voZBKxoSxjLdPalWBPMvQRcC13BXpZn8HLM1TQux1xJic1EFFhKBTW/ERGR3Ay2\n",
"NXfdxN3pPgZ8FG8lp1EIIpI7H3cQtUN7VA3aNsXX6TV27fj4grto3B0T/OVz3/gCng3siPC0nuQk\n",
"zr7O5GjgDrwDZnJ6sL70Mqv3TW/lmAU6qLAQWBTKan4jIiKDS95DzAEws0PN7GIzexIfaH4u8Bt8\n",
"0co+/XEMIjLsjYNSGxybummP+Dq9xi49mLzZyoYAXFqGaKm6Yebuy4zCA7k3gAPrts6mucHkewH7\n",
"Abt17XEGsB8V9gkhnKe/o4iIDEa5Zu7M7Mt4lu5deA3TT4B/wJupvNLTfUVEWiyO5NJZunH4p/z7\n",
"qR19MJ/mumN2AncCl5ThV0XgohYfs6SY2QcocBJT8VXbAKPqdppI3zphFngCOE+llyIiMhTkXZb5\n",
"Zfwt9uv4GIQNOT+fiEgjcQ1mOksX4ZHATXimLgngmu2OuSh+vGg5aG1WnuKS/kVU8GzdyHhDVmF/\n",
"M50w9wOeBCrMDSG8kNdxi4iI9Ke8g7vxIYSXc34OEZFmrIFoI9zfVpulayd7jd2c+JLujnlVansS\n",
"5PHREDpvzfG4h7WukQcws+vGUfiK7Z1oPPoAvHRzDF6Jm3TCHAnsgsfmvr5ubYN7i4iIDDq5rrlT\n",
"YCciA4WPJijdAQuDl1MmeltjNxkfi/Ai3l1zFfB74B3JGjsFdjnpGnkwlukcRLUEczPeRGUy/udo\n",
"tK4uUQR2x1d47x7ftpISFRZqZIWIiAwlLc3cmdlP8U9Hc0IIpdT3De8ChBDCn7byOERE0jxIh4wo\n",
"RgAAIABJREFUiOLsTwfds3Tz6X2NXYSngZbjzVO0xi53BRYwljKnUuQKvDPmKqrZuql4ueXTNB59\n",
"kOUpYDPqbCoiIkNOqzN3Rm3zaYufo9Glfn8RkZbqyv4wbbqPK3gv3bN0yRo7w9fYjceb+t6NRw93\n",
"x9+PKfn2R5ejwda5MrMpVJjJLIq8hjc/eQe12br06IO+NDZ9kDIF1NlURESGnJZm7kIIs3v6XkSk\n",
"P8Wz7S6HaWVYUvTgbRTZWbre1thFr0HpOmBRCJ0KCvI3j1GUmETE+viWUXTP1s3G/1Q3AEcD76Q6\n",
"9y6tjGfsHqTMGpR1FRGRISnvUQjHAE+EENY32L4XcEgI4ed5HoeIDC9xZ8V2KJ4Gpd3gQqpFAs10\n",
"wgxUe+0XH4Py5VC6Reuz+oeZRRRoZyoRRWo7Y06idlB5s6MPVsb3L6DOpiIiMmTl3S3zAfxt9/sN\n",
"tr8fuJns86wiIr3y7Bzj8Dl2h0H0f4EZMLoEb4/gBWBu3b16y9LtDWyuADeFUJqX988g3YyjQlvX\n",
"gPL6zpiz6Z6t62n0QYRPWoXPhHK4Jv/DFxER2T5y7ZbZhB2BynY+BhEZhMxsspldCdE6vH3lSuAm\n",
"mDbD19atjgO7U8geQA7ZnTCfj7//TAGiP4uDR+lfPnA+6Y5Z3xkzydaBZ+uuABYDrwHvAk4EplHN\n",
"+FUIwK0hKLATEZGhreUfWsxsf2B/qjVQh8TlmfXagDPwD2UiIk2p7Xw5ugTtkQ8yOx9P7/wCf/l5\n",
"HliPb+tNBOwbXxLHAVeNBsbiUaL0gziY3gmoHVBev9aumUHl04DdgHsw4OKcD11ERGS7y+OM9CeB\n",
"L6e+vzC+ZCkDZ+ZwDCIyBKU6X5b9ZWVu5Fm5lcBjeMYuOa+0Kb4evZXP1pZ8sQcK7nLXtU6yQDsV\n",
"2ihQO6A83RnzIKp/5p4GlReA6yhTYHkoqzOmiIgMfXkEdz8Efp36+mr87TgtAK8Dj7Z60LmZHYp3\n",
"Sjgcf8vfAvwW+GYI4ea6fQ/BF9ocjXdPuBM4N4Twh4zHPQ34PPB2/IPe1SGEb7Ty2EWkN9GC2s6X\n",
"iUX4Orn02ro94uuOrXyujckXm3raS7aNmc2hgGdiR1FiKhEH4vH6SjxoS1Zlz6ZxZ8xkUPnuqDOm\n",
"iIgMWy0P7kIIjwOPA5jZqcDPQgi/a/Xz9GA//JztQmANXt7zUeBGM3t7COGS+NgmAD/HP8F9CV+y\n",
"/3ngMDObGULoTB7QzM4ArgH+HfgacAxwtZntFEL4x/76wUSGMzObAsys7XwJ3injJrqvrRuHd8K8\n",
"HzhhK57xPiDqgNLarTti6U1XJnYsZWYBk+LumOCvyL+mdkB5s50xV8RfqzOmiIgMMxZCs5NfBy8z\n",
"KwDLgdEhhP3j274F/DVwcAhhdXzb+/FPdGeEEK6LbxuFZ+oeDiGcmHrMG4G/APYNITR9Zt/MVuMT\n",
"kl8MIUxoxc8nMhx485TRZ8NLUW0Q9zy+zPcuugdx5+INeVfTuKlKlk58YHnH1SGE87bluKUxK9oS\n",
"xjKd0ynWxOuJ6+Pr06Db9vRau9dTtxeBMi/hQ+ZViikiIgNaq2OD3LvAxcHRR/Cl7btT26HTgBBC\n",
"ODXPYwghVOJf3K6pmz8C3JEEdvF+PzGzp4CPAdfFN78PX7TzrbqH/SbwcXwC8s2ISG7iYeTt3jyl\n",
"PkjraW1dO155fRfwoT48451AR4TXe0oOujKxs+geuCVm07gMM73W7hW8+H4FZV6mCMxTYCciIsNR\n",
"3kPM98cLaPbHP4HtAWzAOxUU4q//mNNz74QX7eyON8Y+Hjgr3jYer9f6VcZdl1F7+n9afF2/7yP4\n",
"GIepKLgTyds4KLVld77saW3dZOBI4DL8ZaBRFJEWgEvLEC0PoVMBQn6+zCiqDVOyND+gvMRmIpVh\n",
"iojIcJd35u6f8EbUR+JvweuAk4GHgLPjy/E5PfeVwN/EX5eAc0II34m/HxtfZ62lWQuMNrMR8bq7\n",
"sUC5vslKCOEtM9uAL+wRkXzFEVxWdq63tXXz8ZeZo/BxCR8ku0SzE8/YXVqGZWrCkYPUwPkPUuAk\n",
"plLNxDXS28iDAh1UWAgsUkdMEREZ7vIO7v4UuCaEsMTM3pbcGELYAvyTmb0L+GdqW9y1ylV4t85x\n",
"ePnkN8xscwhhEdXRuG9m3G9LfD0K/7Q3Cu+kmeXN1GOJSH7i2sus7FyEp3duwjN09YFbPD2B+cCH\n",
"8UDwE/gcuza8p9J9wKKSl2JGyv60WLcxB+B1Dwf24UHSZZjJ1As4ggqPhBBKLT1gERGRQSrv4G4n\n",
"IOmU+Spe77R7avsv8O6TLRdC+C2+CgPgJjO7B/hnM7uF6mjcHTPuOjK+3py63qHB04ykdsxuX4ww\n",
"s8Ob2G9tCEHd+mS4extEb8L9O2Zn59rpeW3dnPiyCl9Gd1O8fyJ6BUo3AItUitk6mWMO2vA/E2zd\n",
"qbEi0HWqkM0K7EREZCAys7FUqwV70peOb73KO7h7AR87Swih08zW4CWat8XbD6GaKcvbrfip+oOp\n",
"lmNm/cLHAhtSoxDWAkUz2zNdmmlmO+A1Ymu28nj2xjt49ubv8ZSDyLDjrfIjDw4oBvge2dm5ZtfW\n",
"TQauAC7H/3XnluHJx6A0Q0FCazUcc7AYD+o2s/WnxqrvGppBKCIiA9UZwFf6+0nzDu5+go8L+Pv4\n",
"++8CF5hZ0lDlFPzTWn9IzhFXQggvmtl6YEbGfjPxKUmJR+PrGcDdqdvfg/8M6X37Yh3NDd9S1k6G\n",
"pa7ggGnBZ9tNMP+3a5Sdm0/f19b9pgicr8AuBwUWMJZyzZiDMp48nRJfP0fPDVUaeZZkrZ1eH0VE\n",
"ZKD6NvDjJva7G0/6tETewd3lwHvMbGS8zu4f8DVwH8WbnNyMD6JqGTPbK4Swvu62EfhMuw3Ab+Kb\n",
"bwXmmdmEujl3k/BT+4n/hy/0+TS1wd2n8elKd27loXaGEB7ZyvuKDGlxxu42b1a7xKqZuJ6yc1pb\n",
"N1DEJefdxxy8BryBd7sED/COpfemKmllfORBhYUKykVEZKCKl1X1ehLSzDp726cvhtwQczP7D3ye\n",
"3c/xuqsxeEOVdwKfDCF8L95vAp6V2wR8Pb7PF/CJyDNSZZmY2afxuXb/DtwLzMKzjheEEC7r4/Fp\n",
"iLlID6oZO/CuGeks3b14du699JydWw5cHO+frvyOOqC0EFikOWit19U4BT7NKEbyeWoDt5eAa4HT\n",
"8VOL1+L9kw/uw5M8gY9FgCn6G4qIyGA36IaYbwf/BpyGZ9behjdyWQKcFUL4SbJTCGG1mf0JPjLh\n",
"Mrzz5R3AeenALt73mjiqPg9PGTwPfDaEcHU//Dwiw0y0AN4WIFj3RrrNZucWBthoUFwKXI3niDZB\n",
"aa2yPa1X0zhlJCXKRJljDtLtqibhK7L/GziI5kcQPggUWKGxByIiIt21NHNnZl/B3377JIRwccsO\n",
"YoBT5k6ku9T8s5nAj3ys3anUVkjXS3e+XJe6fRfg9S0QjgohPJp5V+lV6m+yB17hsCYrMO7KtI6n\n",
"zCyK7I2H0x+n+3q6Mv4nnYInYJ/B/3wTgKPx+oqsEs0y8BQe2HkLqxNCCIu38UcUERHZ7lodG7Q6\n",
"uKtszf1CCIWWHcQAp+BOpKpaxhe1Q8nnn7E78AreOKWZnkMlvKR9Ex6HrAT+HGC/EMILrT7moS5z\n",
"Jh1AgY3xsPCF6XJIK9oSxjK9q3FKuvQy6xVuMT6n7lw8kHsGeABYjQ/PmYyvyRuJV9Q+i8fxbwBF\n",
"AmVuCyF8tKU/tIiIyHYyoMsyh1OQJiJbr3bEwegStEfwPrzv0Z8BN+KTRpoRAfvGF4AXkw174ONY\n",
"pAmZM+kOpDq24DnaWMHZbOZzVrSlVLgIeJn6xin1k0LrTQV+CTyNr7WbGF9ewuPyVfH2xM54pm83\n",
"4B4MX0wpIiIiGYbimjsRGcBSIw7KPuJgbuRNUZ7H18y9Hw/uOrbyGTYmX2gGWpO6/iZjKHMM1Zl0\n",
"aZOAY4l4GniQ6bzIPcBtjKLEpNR7ya54Bq7RmIMxZK+1GxNfjgX+iGftRuJVtgXgOsoUWK61diIi\n",
"Io0p0yYi/SxaADPKsKTonTCTbpdJLDYRb5Ry/1Y+/n14V0zNQGtagasZB3yKIgfTeDRBEc+2nU6R\n",
"cZQp8CGm1gWCRby0chW+Vi7LbLwM8wa8+2V6vyJembsPHtg9hQd2ayjG2UIRERFpINfMnZn9Dm+w\n",
"Ut8HLVnoZ0AIIRyY53GIyMBgZlOAmZ6xq39Z2CO+fhXvgHkT3sg2a9RBI53AwjKUNAOtTqMGKWZ2\n",
"JnAQx9Bcx0ri/Q6nyB1A1qt3fellvYn4n/gBfKxBo7V2KymxmYgCmkkoIiLShLzLMn+WcVsR2B/v\n",
"jfZrQIO8RYaPeb7Gbm7Ga884qhm7duAqvKnKh7rv2tCdwMYi3kZT6LlBipktBE5hFNkllD0ZF1+P\n",
"ytjWqPQyrbe1dgU64gYui1SKKSIi0pxcg7sQQnujbfEZ/HuAm/M8BhEZGDxzFLV785SsbFxEbcbu\n",
"yPj6RJofgnZJgGhZCJ3DPhhoqkHKcs6m1GAmXW92iq8bNU6Zjf8pb6DnMQd7AfsB/0OZ1ykCZwB3\n",
"U0EzCUVERPpouzVUCSGsNLNvA5cD07fXcYhIvxnn4w6O7WGXdqoZu/n4MLSjgPOBD5IdFHbiGbtL\n",
"gF8ZaF1WV4OUsZSZReMGKZuJWEF2aWVvdsVLKBs1TlHppYiISL/b3t0y1wGHbudjEJH+ES+q62nE\n",
"wWSqGbuH8eT+fODDeIrnE8BxQBveFfM+PD20HoheB05ScAAUWMBYyl2z57KUgSfjr7NKK3tTxAO1\n",
"FXi8npWV6730cgsVvoVKL0VERFpiuwV3ZrYncCreM01Ehr64HWZvIw7mU5ux+xneUnERHshdldq3\n",
"DdghbtpUUmBHqmlNevZcltfw7Bk0Lq3szf7Ab2jcOCVRP+bgcTxur3BUCOHRrXx2ERERqZN3t8yf\n",
"Uu2MmdaGfxQYgU8tFpGhbw1EG+H+Njihh93iMXiZGbsP43WA9wM/LsHGCKJlqJwvbV632XNZksCu\n",
"p9LK3nQABcr8HDiohyxhoogPI3+sa2adAjsREZEWynvOncWXQupiwO+AfwHeHUL4fs7HICIDgDfH\n",
"KN0BC4Ovk+vJHLwscyVwCt53aS4wC5gH/KADXrkamBJC5xEK7JyZRRRo7zZ7LsvI+Prt9DyTrpEy\n",
"XpJZ4R7WUOR6yt1m1tXv/wSaWSciIpKjvLtlzs7z8UVkcPAGH9FXgRme7ml2xMFk4Aq8RPOjAB8B\n",
"lkFJnRSzjaNCW1MNUnbFm5zsALxO76WV9Z4iyf79HfB11rKAW+LOnFOI1DhFRESk/23vhioiMsSZ\n",
"2RnAtTANH15+GX0fcXB5GaLlIXTelt+RDgnetKaZBilFPHZ+jN5n0tULwIOA8VKodJVW3mtmk9nM\n",
"PJbSzi9TnXM0s05ERKRf5B7cmZkBxwAH4Gvtun10CCFcmfdxiEj/irN1C6A4Ew4HluD//qPo24iD\n",
"S8uwrIhGHDTDm9Y02yBlKt698j1435reZtKV8YzdfwNrAF8Y2SWEsAo4z8zOB8biweYmzawTERHp\n",
"HxZCVr+TFj242VTgh3gz7IZCCHmv/RswzGw1MB54MYQwYXsfj0geuuascWgZflOE26ktw7wXjwt+\n",
"QeMRBwvjr6OlUFIZXy/MbA7GAoyZHIHHz824Pr6ejc+kW03jmXSrgDeAHYG3+G2ohL4UcoqIiEid\n",
"VscGeQd3v8I/HnwRWAq8krVfCOF/cjuIAUbBnQwHZiOWwLTpcHQRvo9HDFnZuVVURxysS92+N/BK\n",
"Bd68KYQwL/8jHty6gunxlNmFIquBc8nOvtV7Bv/1T8CzdrvjpZqr8LV4iZ3xV66NlFlPETheAbeI\n",
"iMi2GWzB3WbgKyGEf8ztSQYZBXcy1MVz1lbArcCZeLfLK3q5VwlYi1cV7oFX9H0R+JcOKO2jkr6e\n",
"WdGWMJbpnE6Rl4FrgZNpvkHKM8Bi4A/ASMpMpcgBQAWfh7cWeIISW4gosJSKGqKIiIi0Qqtjg7zX\n",
"3D1L9pw7ERm65sHoEkyJYD0+ubo3EbBvfEkcB1w1Go/0Xmj9YQ4N3YaWj6HvDVLeAexAGeNxtnCf\n",
"GqKIiIgMTnmvdfsKcJaZKUMlMsSZWWRmB0B0GrRH1Zq+0T3er7G25Is9tv3ohrR5jKJcM4R8Nl4J\n",
"ewP0afZc4PMhhPOosA+wH77ybj8q7BNCOC9umCIiIiIDVN5z7m41s92Ap8zsfvzse7ePGSGEc/I8\n",
"DhHJj5lNBtohaodSm5dYHks1JuvYykfemHyxaZsOcAiLh5Z/iqkUa9bXTcR71DwA3ELjBikr8c6a\n",
"BR4B/i4ptYzLYF9AGVMREZFBJdfgzsxmA1/HP078WQ+7KrgTGWSqow6Y6WWY7ZFHD/8Hz9aNwzth\n",
"3g+csBXPcB8QdUBpbcsOegiJg+qzqbBL5tDyifHlJTyIW4WPPUjsDOwPPAlU+EgIQYGciIjIIJf3\n",
"mrur8Q6ZHwGWhhAyu2WKyOBSHXUwreyDyedG3g1zcbxHB/7y8gm8FeNlZHfLbKQTWFSC0kI1U6ll\n",
"ZnMo4EH1CEp00vPQ8jHx5Vjgj3jWbiSwCz6r7knA06wK7kRERAa5vNfcTQS+FkK4T4GdyFASLYAZ\n",
"ZVhS9Pl1SeC2OP76/vj7dnzEwV19fPw7gY4In5Mgsa6geizTORk4ND5B18zQ8iI+5mCf+LqIB3pO\n",
"pa8iIiJDQN7B3RPAbjk/h4j0I+/OWJoJFxZrWzGW8Jl2h+HZuk58odeReOau2ca5Abi0DNFSNfCo\n",
"U2AB4ylzOkUmAb/FY+nntvLxnsU7YfqwAxERERnk8g7uvgh82syOyPl5RKT/xKMO5tbdvAYffXAa\n",
"tdm6+fhir6OA2/GgL0tnvH1mBZYVoXRRqw98MDOzKVSYySyKGD5/bjO+zHEVjTtiNlIGVgAVblXp\n",
"q4iIyNCQ95q7zwKvAg+b2ePA82R3yzwx5+MQkRYws8i7YrZH3dfQJZV906lm604E4uV5zAc+jDdZ\n",
"+QQ+x64N74p5H16B2QFEjwPnaUh2N/MYRYlJ8et2UlJ5CL5u7mmaH1oO8FTXYyzueUcREREZLPIO\n",
"7g7Da6xeAHYFDs3YR0PORQaPcT7uIGsweXr0wXzgeDxbdz7wQTzIW4UHcTcBV6Xum/TnByjNVefG\n",
"WvHIg3amEnWNPBgZX+9E34eWh3h/AwLLWn28IiIisn3kWpYZQnh7COGA+LrR5YA8j0FEWiqO4LIG\n",
"k6dHHyTZOsOzdeOBc4EXgb/Ep2ufTnVQ+VTgJHz0gdZ/pcUjD66hQlvNyINd8cDuOfo+tPx6/E/h\n",
"xZ36fYuIiAwReWfuRGSI8E6Nxcs9QsgaTF4/+mAOPWfr9gY+CczDawvHaPRBSs3Igx0JvEntyIMi\n",
"3q9mFZ5IbWZo+SrgDTzTtwNl3uI6/b5FRESGjryHmO/XzH4hhOfzPA4R2Ta1c+2eofFg8nY8gLsL\n",
"H5EAHmVcAVyOJ4k24QnAsVRfgm5How+qun7fY4BjgL0xrqb7yIOpeK+aZL1db0PLp8SXjcAtFNHv\n",
"W0REZEixEPJb8mZmlR42B+IVHyGEYg/7DSlmthqvUXsxhDBhex+PSDPMRjwG0w6FJQbnATfjdYBZ\n",
"g8mPwv+9H6b5BWBHlOHR5SF0DvvOumY2B+M/GctIPoX/Cst4fDwFX8qYdn18fRq1v+4y3YeWF/Ff\n",
"93WUeYnloRyG/e9bRERke2p1bJD3KIRTMy6fAr6KfzJcHt8mIgOQmc0xix6D0rvhQvPooZ2eB5PP\n",
"p2+jD44oa/SB68rYBUZyDNVgLV2CWb+ebjbZ6+3qh5YTb7+OMmsoUmHY/75FRESGmlwzdz0+sdnO\n",
"wBLguhDC17fLQWwHytzJYFEtxdwnQMW8A0eSqestO3cvHuT9gh5GH5S8FDNaCqWLNPoArGhL2JEZ\n",
"gPF5IF3T8BJwLXAy3UcePIOvt1tN4/V2KyizhSIFllJBv28REZEBoNWxwXYL7gDM7DzgrOHUMVPB\n",
"nQwWZiOWwNTp8PsinILXBSbuxesD30t11EFWieZy4GK8c+abqdujDigtBBaFEFblcfyDjZlNAVYQ\n",
"ATPoXn4JjUswE+n1dq+nbi9QosLV6PctIiIyoLQ6Ntje3TILeFcFERlA4kBjJpyBV1LXz7VrdjD5\n",
"jcAfgOIK4Gt42LEJSmvVpTEZCs84vMPMP7AjHgMf2OAOs/GmozcARwPvpDa7Nya+/ClJQ5Uy6ylS\n",
"4c9DCBpWLiIiMsRtl+DOzHYD/gT4AvDo9jgGEenRl32W3bT426y5ds2MOjgO+AFQ/usQwmP5He7g\n",
"Es+ua6dAO5V42F8BOAB4ktqRB2kTaW7kQbUEczmoBFNERGS4yHsUQoVqV8wszwOfyfMYRKRvzOwD\n",
"EJ3kjVP2im/NmmuX6GnUwX14cMemvI53MKmZXTeKElOJOBBYDGzAf2VP0n3kQdpEeh55UAAq/Aew\n",
"IJRVgikiIjKc5J25uzjjtoDXbD0D3KvSLJGBwzNKhUVQwksxx+EBXqO5dmkRsG98SdxHvL5ubR7H\n",
"O5h0NagZS5lZwCQiiniQtiHeaS88OHsOmNTLAyYlmMdSHXnwS2AFAF8IIfxPi38EERERaVLd0otN\n",
"wJr+iHtyDe5CCPPzfHwRaQ0PPCLPKJGMpxyNv0R8Ai+5vIzspimNdOIdMUsLdRIHKLCAsZQ5nWJN\n",
"LcMKvAxzM75+roBn5I6ldj1dI8nIg13wrF9gC943U0RERPpZsvQigvYS8dILIIKNZrYQWJhnc7Nc\n",
"59yZ2Yh4fV2j7buZWV8+LYpIi1VHHkybDicCb4u3JKWY7fQ8166RO/FRByxqxXEOZmY2hQozmVUX\n",
"2JXxssop+Pq5/wEOAd4Anu7jkzxFUs75QwXTIiIi/cvM5owwWwKsHA1nnwNtd+FFNXcB50DbaDgb\n",
"WDnCbEn8+avl8h5i/nV8EFYjD1HbX11E+l20AGaU4aGiz6U7hWopJviauiPxzF2zo1MCcEkZoqXD\n",
"vfV+fAbvXxlF91LL1/BA7h1Uh5Qfia9SfpC+/br/m2R1s15TRURE+lFyonwaTL8deAmiK/AFLUfE\n",
"11fEt98OTIPpwD15BHh5B3cfAG7tYfu/0/tCnj4xsxlm9g0z+42Z/dHMfm9mt5hZtxUsZnaImS02\n",
"s9fMbIOZfc/M9mzwuKeZ2RNmttnMnjKzs1p53CLbg488KM2EC4veDGU93gEzKcXsjPecj597Ogq4\n",
"PXV7vc54+8wAvypC6aI8j38gM7M5VvQzeBQ4nKl0L7PcEl+PAqbis+lexZOnL+IjD57AM3xZyvH2\n",
"6+P94bfDPZgWERHpbxEsmAHlJVD8EI0XsYwAPgQsgeIMKEewIIdjydU4el77sRZo9SDv8/Fz3z/C\n",
"z4OPBc4CHjGz94YQfgNgZhOAn+PNXb4E7Ap8HjjMzGaGELo+vZrZGcA1eDD6NeAY4Goz2ymE8I8t\n",
"Pn6R/jQPRpdgbuRRAvhau3Z8rMFd+MtQX+faRb8BzhuuLfhrmqccDvwX2bPrRsbXm/Gs3gQ8A/cB\n",
"PLZeT88jD1bhmb8d48cJnJPHzyMiIiLZktnAF9J4PEC3+wAXQPHDMBNf+9IyeQd3HcDBPWw/GD9P\n",
"3UpXAMvSa07M7BbgMeBv8ZozgAvw8+XTQgir4/2W4p9Q24Hr4ttGAZcAd4QQPhbf9wYzKwAXmdl3\n",
"Qghq8y6Djndxitp9ze8IvJkT+L/tCVRLMU/EX4aamWtXBIpPhtB5WL/8EANVunnKy/FtWbPrdsUD\n",
"t6Q75mz81/oAPgn0Wfz02FvAI9SOPNiBau+bTn4LnDNcg2kREZHt6Mujgbl9vNMHgdFQ6vBPAi2T\n",
"d1nm3cDfmNnh9RvMbDrwN/E+LRNC+EV9M4EQwjPA49QGmh/BA7bVqf1+grcl+Fhqv/fhqYxv1T3V\n",
"N4Gd8b+NyGA0Dkpt3pYx/rZmrd18sksxk7l2L+KjKpfj50L2A14Gyp/rj4MfqLo1T0ln5+oVqa61\n",
"K1MdUg7wMzzOPiy+vf7VupOkXPP+UA4HK7ATERFpDTOLzGw/M5scX2cmxMzsAxGc1E7f+okT7z/P\n",
"E22DKrj7Mp6ZW2Jmt5nZxfHlP4Al8bbc1+SYmQH74PVimNl4/FPsrzJ2XwZMS32ffF2/7yP4efOp\n",
"LT1Ykf4Tp+pGx9+mxx50Ui3FNLwUczxwLn4+5pd4kvsqvIbwU8BjAbg1hLC4v36AAerLNc1T0tm5\n",
"LMlau6Q75kTgdOBMvIvmc/iIg/T6vMPxmNwbrpzX0qMXEREZpuJg7srISyV/jw8n+n0E68zsyrhJ\n",
"Wpci/EMyGXhrHOdXLY3H8p5z96KZzQD+AfiL+AIe1N0EXBBCWJPnMcQ+jqcl/i7+fmx8nTVYeS0w\n",
"2sxGxOvuxgLlEMIf0juFEN4ysw3x44oMRq/5VUfqpna6r7XrrRTzFHxw+ecMuDjfQx44soaTAsdS\n",
"4KSa5inp7FzW7LoxVNfaHUS1YD9rSPlIfJ5dAbiOMgWWh7IaqIiIiGwLM5sTNzeZORrK7VA8Fj/9\n",
"3QHcD20L4ewO+NwIs6UlT069TJzkGd3ogXvR1vsufZb3mjvi4G1evEZtr/jm9SGESg93axkzOxgv\n",
"oXyY6rytZPXLmxl3SZ8f74yv32rw8G+SvZJGZMBKhmtCsd0jifupNq1Njz1I1tolt18BXI6f/9iE\n",
"xzRj8WjliDJEy0PoHPKBRtfvr0A7ldTrsvEagV2p0L15ylQ82fk02auQZ+Nx8w3A0cA7qQ0Od48v\n",
"Zbxw/EHKrKFIP1Q+iIiIDGWpMQbhQmAuFOtLLE8ALoPoLuASmL7MS5tu2x1Kr0DUUf+gTdq4Dcfd\n",
"SO7BXSIO5l7udccWMrMx+CTljcBHQwjJ1Khk9cuOGXerXyGzGW9dkGUk2StpmjEiay1ihrUhhKwM\n",
"o0if+ItX9FVgBowuQ3vRa/5uxIO55KVsPnA8vtbufHxZabItwrN0++LnPu4ALi3DsiHIk+TDAAAg\n",
"AElEQVQfaJjZHAp+Vo9RlJhKxIH46Z3NwI/ZlVL8df0pn0bZuUSy1u4Beu6OuZISm4kosBy4SOvs\n",
"RERkIMmqaqnvhTGQxBm726YBS8B66naZjDE4EYozobwCPvRJKN5M7WnyxFqySwTTbvKrCi0szey3\n",
"4K6/mdnu+OKg3YBZIYSXUpuT3/XYbnf02zakRiGsBYpmtme6NNPMdsCzsFtbVro33omiN3+Pf9oW\n",
"2WrxOI9rfQnphcDcor9MrcIXdiVlmND82IOF8dfRkA80akYbzAImEdWUV76EF7kmp4uyTvnMpnF2\n",
"DjzAm4i/ojyAr/5Nd8cs0EGFhcAilWKKiMhAklS1RNBeSlUbRrDRzBYCCwfaHNbkvb2EfzLqyxiD\n",
"v4Hi3+CfmAx/e0+fJgf4Nv4hvgktXXNn1WTW0GFmI4F78U+yx4YQlmTs8zLwQAjhr+pu/y3wfAjh\n",
"uPj7uXh64oMhhLtT+x2Fn4c/JYRwcx+ObTXemWIdzQ1wV+ZOtlqcrVsAYaZ34VhC95evo/DOHA9n\n",
"bEuvtUuPYRkJvPkShOMH2ot1HqxoSxjLdE6PO2DWW4wvud6M/2qm4cnPes/ggdtqGmfnVsRfG0sJ\n",
"XI3/ETbhrwUD9uyniIgMP8latZKvVSu1Q1S3Vo2F3u4/imBpaQCdDB5htuRtMCOAraZv3S6XA+/B\n",
"z8GOwk+T3071NDn0nrn7KT5gG/9VjQZeDCFs8/zvIRfcmVkRuA1v4fehRp37zOxbwDzgoNScu/fj\n",
"KYkzQwjfiW8biX8UeziEcGLq/jfiDWL27cucu1Rw15I/oEgjXdkmDi3Db4rdX3YS9+KRyHvpXoaZ\n",
"KOFjD/4L+NcyrCoCxw+UF+g8xcNJV3Ay2evlyvhyxIl4GPZu4Hd4Y9H65imJl/BgcBXeKTNRACo8\n",
"Dvzv4RA0i4jI4JV8zpgB5QuhOJfsAKkTrw+6BMrL/J1xu39+SN7b9wBOxd/G++J5YH/85zqBnk+T\n",
"Zwn49PIVsKLkJVItiw2GYlnmFcCf459C9zSzT6Q3hhDi8lYuBf4S+KmZfR1vWP4F/OPWd1P7bzGz\n",
"i4BvmtkP8U/Cs/AOnBdogLkMXNECmFaGo4uwnsbjNZstw1xUgo5oOJRh1pnHKEpMavB6+RrwBt5E\n",
"ZRU+7u/XNG6eAtmdMFfjr1rwWQV2IiIy0EWwYBqUl0Cx2bVqR0D5Ue9Kub0/Q8zbHUqb4kxjXyWL\n",
"CpO1dvNp3K0grRNvBnIpXTPWvgRcvxWH0NBQzNz9FDiG7MA5hBCKqX3fBVwJ/C+88+WdwHkhhPUZ\n",
"j3s6Pk/qADxg/0b4/+yde5xcdXn/38+cs5AQIiQIJFxSi1CUQpI1TVKxYFRMIPyKDVKrRZpVoGB/\n",
"QCWx+hOkrqZBbAUq1IKC7aZAX6UVirYQEqy1xQubJeSCQuWiFciFAMslQgh7znx/fzzn7Jw5e87M\n",
"mb3PzvN+veY1mZkzs2dOds/3PLfPx7nrBrF/VrkzRpz+ahN3oIZp51AsL5XXhun3QtAFrGmlwENE\n",
"fErsYiHTMtssQatwN6Kpv39CezOejl47l+IpvJuAnQSUmWztl4ZhGMZ4IyWWciJwQ15PUB53oWlk\n",
"YM6oXU+oYv8ktINy0nbY/yjY8CF40y1oa+XCQXzsR9AIdScayK1Hg7wfk58mvxVNt+8Lbi/c6Zw7\n",
"a7hjgwlXuXPOvaeBbR9B2zeLbHszwxxZG8YIslwVMedEVbuieam05cG/Af8XCOY55/53RPZ0fHMY\n",
"ZaYNsDZIEuvr7qXiZ/cB4B/JF0+Jia0NfkAszfRtC+wMwzCM8URaLMVDl6/p5PcE5XG6vq/cBxcg\n",
"shoNuLJuk4bxtSp1/ABdst+H6oUP1sbgJDSnOyhnYE39jog38IQL7gyj1RGRU8G/RK0O4oGuRu01\n",
"Y8uDfreOqcO1f82CiCxG+AqO2m6WU1FxlJ9T8bMrU8zaYCva0vnm/k9rGRN4wzAMY/yRqs6d4MOf\n",
"AvOnQ7AI/DuBeWhesoPGREiItl8OpdvgTwL4k7EIROJ5qqPRCluWjUERngB8CFaDnJFoTa3rDAyh\n",
"Dxv7RqhyacGdYUwgouHmtZqXOgU9ncDg81L99potNVvaL0ZzCCHPUtvN0qNSsTuFip/duejKkRRP\n",
"SVobTEFbOOcA38FRoscsDgzDMIyxIM/KoN9ACfx3o9Jr/wS8heI9QWnej1a0dqBp5GEkRFfs16P7\n",
"zFtJ5cuWvYLmYbNsDOrRB3RBGMC3e+CDCyG8DLy6zsAVUZkR8wa24M4wJgh6YvbWqIrHT9Fq3WEM\n",
"LS91H9G8XWvZcZRYxQxCzsXjarQqd0yN7eOK3eNk+9ktoVo8ZRJazXsC+A6wHWGCm8AbhmEY44/Y\n",
"yoCUlcFn0GXqx2j/4Jbo33cBL0fvbbQnKCaOHP8X/uNI+lOo8a1mYFZzm4pHdU1OEPF92PVdmNaB\n",
"BppJt98i3A28qEHaF4FvbIJVy6JjuBz8AZJ0FTuIERels+DOMJqcipcdCzRp9UngfLRa5zO0vNSa\n",
"AIKuVpkDi9pR/gxYwMkMrMrlWRvMoLpiV68lcxOVlswSrwJntpD6qGEYhjGGJFovTwNubFcrA5aC\n",
"34YGcg+jgVzcargGnRlbSkUzbKg9QSfDeWMxz++cC0Skqwsuvgr8d6JXSGdQXANtNTgfeqLWyq3A\n",
"ehGZ3QvLr4eOaxOxrw+9AXQBa0aqFTPJsDqiG4YxulS87Nrn6WnpENSlI67WgXbF70LzUo1wN2p9\n",
"wJrh2dvxi4jMFpFrEHqBK5lMpVI3Fx1dfLzOhyxC7Qy+icbFH0OFSuegq+Rt0Wu3oUblgkoVly2w\n",
"MwzDMEaeeK3z9aLglx7cOB/oBu8DVNK/yUAOdNDjVjRvmWw5/C6D4z7GRXWpqxf8e1CFywdQ+c+7\n",
"0CU8i77o9QXAgyBBquPGObfVObcygENRY6TZwKwADnXOrRwtddAJZ4Uw3jErBGM4EWnr1sDuh57+\n",
"WsWWByvQKOIZ9FQ8GHvNhSFs2uhc32AUgpsCEVlMiVWUWcBkAjx89qBn7qT1QayTW8/a4Am0YvcM\n",
"KsIyB63Y7YOmKn8O/IyAvfiU2EC5pfwCDcMwjDEgbr0MEq2XRwEXocFKsh0xQEt6SQOltGH3VnR5\n",
"OxjYRuM9QYcBz+vD2c65hwf3rYZOm0h3O8zrBu8+itsY+PBqMIwdN8MdG1jlzjCaFPWyCxbA5Z6O\n",
"JSctDzqortZ10mBeKoQeD4IJOwfWX/WcyTw+DHwUn1+hna1p64NFVKpyj0bbZPHr6JzdwYTsATaw\n",
"m9uAv0cP60/oZS/XAXNc6BZaYGcYhmGMJPFa1w7z7gJ2gn81KticrM7FbGeggVKsqBb3GcZSbc8x\n",
"uJ6g5wd+9JgQwBU9kbH6a8B/oS2p56Dp8aXAO6P7LqCkmW+GM7AbCcZBVdQwjEGyHKYHsNTXiAMq\n",
"p97Z6Ckp7iKPujfpRO1D8/JSa4hm9UZ84HfMKbGKmYSch4cA96LVtj0MtD44msasDUo8CqykzPdQ\n",
"9eMDgZcos6NV5hcNwzCMsceHVe0Qdiek+uM2y3MYWHVLB3IwUHc7lmrbh8Zn1a5CS1TP6hzamIq1\n",
"OefWi8iSLDGUZWizzXeB70Dwooqh9NAE10YW3BlGE6LD0H6Hqha3kW150In2Fp6I6l6dTm17zThK\n",
"4ULn+r4+kvs/1mjVkwWchK5IIXpY3g48RLb1wdHUtzaYBfwPUGapcy6eOX+ayvy5YRiGYYwKInIh\n",
"sOByqoOvrOpcTNbVRFp3O5Zq+zsqPUHxVUZWi2YfWrG7CugGpqqFwLgQa4sCtXEjhjIcWFumYTQn\n",
"h0EwrXJqTp56Y+JqnaA5qMPRWbxtwO+jPYbnUREl7guA05xzEzqwi1jOZIJ+0ZTdaMXtWCqG5HnM\n",
"QGPmFcClwCei+xXoqliilzHORhqGYRitiYj4IjJLRC4AbjiIga2XWdW5mKyriaTudjzU0YFaInye\n",
"gVcZa9Ggb230+PDo9VK0/W7Vnh5XYm3jRQxlOLDgzjCak/l6F5+as069oAHej8juIv9d1GRtOfCm\n",
"AMLrnHP3jsK+jyki4lPiXObi91sbvB7dT6FifZA3VxfjAQegy8AB0XNbCCmPj2ykYRiG0TqklTBL\n",
"cOO+6AqfrqZlVedi8q4mOqie5I+HP9YBPyR/Vu226Pkt0Xb3QOjDhvEaLDnnAufc0865h6P7plvP\n",
"LbgzjCZCRBarQibf0meSp+YO8i0PZqO6V9tQ3aut0f024N3AK61ieXAqwmbKvKlKNGVSdL+H4tYH\n",
"aR4D9oy/bKRhGIYx/klU3GZH94VGp0RkcZtIN7BlOlx8CUz7G6AM7CW79TKrOpekg4FXE8lJ/lhn\n",
"v5NKW+bPo9eyrjKuil5fCGEPeGkLAWN4seDOMJqEhKfdfLiDgafmrFNvGh84EjghuveAK0Pwx20W\n",
"bTiIFss7gLW8md8EqkVTplJpx0wakhd1inHA/UCJnol8HA3DMIzhJV1xQ4tcv/Rhl4hcIyKza7w3\n",
"Vwkz7uvJar3Mq87F5F1NdFKtu/0eBg5/fBr4CZoj/Un0+FAIlwGbYCOwZLwLkjQ7FtwZRhOgJ3D/\n",
"Tu3G7BY4k+xTcyeNWR4snNCWByKyWDzNaOKxjMNRj3eoFk3xqG7HXEQx64Mwev0mdEK9zOeG+zsY\n",
"hmEYE4+sits96Ap+D3AJTJsOFwNb2kS6o0CuCh9WzY+UMGMT8lgJ88xom6zWS6jd6wPZVxNZk/z3\n",
"omW4W4DfQZfDZFvm9bD7RfgqMKfPmQXQaGAm5qOMmZgbjVKp2EG13WhsI5q2IF1PfSvOrujf/gYI\n",
"xr2s72DoP26HE3I8HuuADwPHoB2qc6g2Kt8J3Bht8zaqDcnrWR8I4LiwRcRoDMMwjCEQr0/zIbwc\n",
"vKXkq0zeA6yO2hlJVL0i1efN6SuA2HD834CPU21GnuZEtDL3I7KtDGpdTTyE5j8fpjqN7EFvqO1F\n",
"96LWAWYBVIfhjg0suBtlLLgzGkVn7A6aD0400kguAbVOzUnLg12J5ycBe3eCWzKRWwjFk25mMI/z\n",
"o8DuYVS2y0OXnOTjmJuj+3OpHM6k9cGriW2noN2tTxLyAhtd6BaO2JcxDMMwJgQiMtuDde+AGd0U\n",
"94dbCOEm2NjndK0RkWumw8U7wU9eFcRp3wdQW9bbGHjlELMezXH+NrWtDDYCX4y2fz3xfGQTsAYV\n",
"xtyJCnFaMNcgwx0bWFumYYxjNDMXLIC9ojmz9Gm3k/w2zKSIypPAXwOzQz01u+XNHtjVGj4XkbMo\n",
"s4CT8Sijq91sKoFcnmjKIga2Y2ZZH1yC9ps8RchzeJRtONwwDMPIJ9mGGcKMtPdczfcCl6kQyYJo\n",
"zfN96OhIBXZQrYTZQe3WyzzDpLSVwWIIvgP0wQb0YiRpE7DCOXdfM6tLTjTMxNwwxjd/rjr7L5Gt\n",
"eRWfmjvRU3PdNsyNQFO3YUbD5R2U6KDcb9IHJV4Ukf+kxG8AxzMZbcGMPeyS6phJ0ZRjqaywR6OH\n",
"7/toyjOvHXMLAXvwKdH0x9MwDMMYXqJk42ForPUScBywth3CmWjglPaeq8fpwEFQfhd880vw/G/C\n",
"tHpKmFdTEUY5g+xgcnF0S/b6XJt4PWniHTR5UrhVsODOMMYh0cLwEfDP1FPyLWRrXkH9U/N0NLDj\n",
"g8713TliOz3CiMhiSqwCFjCZkLl4HIWqXu4BHmIaj3Imh6Jfdy5aqYt7SCanPnAReqi+CbwL+I1o\n",
"+6OjW7Id84HE+0rspsxNwBoX2kJnGIZhKHHy0YeOgEry0YewHdwPwTscnYPLan+sRRvwR1C6DX4r\n",
"XtbqKWFehaZ+l6D9PbVaL98OnAT8F/2DHBcAawNrs2w6LLgzjHFEf1UKvwPK01T36n1ocJeneRUT\n",
"t2F+GdiBJgsPRCOU3wUdbG5K+sVRZuA4GTgGr2pWDnRFOgI4C+1AjSt1SQ+7JEWqdA41CwIQ/gfH\n",
"X1DmdlvoDMMwjBgRWeyjycfpEHaAdwoafD0IXATe5ejK/BzZfThFeD+aun0jelxLCfNatB3zAxTr\n",
"77k12rdoab3QOfeNQe6mMcZYcGcY44DI6kCrUkwP4HRfAzrQKCRusjitwKfFXnZHRo+vBfxeCHYM\n",
"936PBlHF7k5mAOcjmX0lO9FZuQ8zsFKX9LA7JvW+elW6KWh8/Dov4zjBgjrDMAwjScJrzl0OLAUv\n",
"WRm7HThEn+fR6Lm8Ppx6xKXAr8JSH277LkzLuipI+tSdQf3+nkPQgG89hD+Djab83NyYoIphjDEJ\n",
"c/J5Koqy04c3AwdFW7xCbbvRWvQBXSEEXc0YmPQfmzJTOJn86fPNaCB2DAMrdWkPuyyyRFMuBT4J\n",
"vESA45vNePwMwzCMkUNETvXhX+cD3SCx11xM7DkXy6ElxU4Gw4vR/T/BTwLo6oIg76qgk4Fya0mZ\n",
"tafQZfFJ4G+BH0D4UxVtMYGwJseCO8MYc/xVMD+Ebk8bKARdDs6hUrHroLbmVR53Ay96aLKu+Six\n",
"iim4/sAti5BqNcxkpS4mTx0zjYfq1xwa3T8B7MGnWY+fYRiGMexEipV3oDNp++UpX26nug0zKXYy\n",
"GO5DBU7QDs+uXvAHo4T5IPAT4O+B+RCcBWxSx4MlJhDW/FhbpmGMIZEJ6QJILg3xcrCYSqB3FfU1\n",
"r9I4YLUDv8e5vqYQ/kgpjJ0OLCAE2mHAjF1MWg0zWak7JXqcp45ZCwfcT0iJjSacYhiG0Zqk1qUT\n",
"fPhTYP6+4A5El4o85cuXovu4DTMtdtKIqEofsAaCAOJOnK1tIhtWw7wzwBuqEmafKWFOGKxyZxhj\n",
"y3KdsUsuDcnloINKxa6TfE+7JH3R6wuABwWCcd9iEWVBr6HELuCX6ATcleyLztAdVePNWWqYWZW6\n",
"RQz0sMsijF6/iZDt5mFnGIbRisTrkk/VunRrO8y/FtgLspdsB9qYrDbMDgbfh9NLdSdJAFf0gLcQ\n",
"wlpXBbES5qzKyncBFZ+6lc3ue2tUY5U7wxgmMnxtttea09Lt/Q5VTU4uDcnl4DQqFbsf0Zjmlf8a\n",
"sGw8t1ik7A0C5uJzFLAe/frHoinHtI1Bkiw1zKxKXVEPu83Rv83DzjAMY9zQ6Bo7hJ+TVL4MOsA/\n",
"BbUR2A/4MbASnYp/gdrKl8k2zFj4JC12UrSR5EoIfdiYrLA559aLyJJNsGpZtL/LwU9fFayBoBd8\n",
"H1vXWgEL7gxjiFTbFwQVU238F0WkC22hyMqKHabbp5eG9HLQSbVLzX+hpaWsJotpwD7Rv4MPjucT\n",
"eL9YykxCTgKOwcdDlSufizY6Cg3u0jYGSfLUMBcx0MeuvocdlLkD+KK1YhqGYYw9Nbzj6q2xg/lZ\n",
"sfJlGClf+m3ocvEw2hMTokvLUmo70Eb7mNmG2Ukx77k+tGJ3JYQ9OmQwoJMkWufXi8jsXlh+PXRc\n",
"m9gta71sPcQ5N9b70FKIyDPoXOs259wRY70/xuCp2BcEkX1Bh6+B2nS07PRdoCuAXh/8DRBUZcui\n",
"BWuLRhcLU5++ArgN7SNsQ0tZnWjOMFmxm4pGNd+lv2mDfR3svdM5d9aIfflhQDzpZibzOA+vKnV5\n",
"L7qS7gE+DvwTMAddCfO4F115V1A9m/cEWql7huxK3RNopW4vIGzG8Vnn3L1D/3aGYRhGI2RU5o7z\n",
"4QtBqoJWtcJWKlIbgmGoSLWJdLfDvO7UDFtyRd4B/Jr+bDrQ9spaJkVb0SXsLlQyLSZvVU9W3Lqi\n",
"fzfy/aLjOJPKcTQT8nHOcMcGFtyNMhbcTQwq9gXzQ7jc0xxeXt7tHmB1CD0ekRKVCG+Hhz4J8/44\n",
"e2nIWw6SY9G7Es/HLjVHohr+zBnPPfSRkMxmPgy8LfFCiOo0vw14CDgbbZXMCtyS7ARuhAGfl3w9\n",
"rtS9mng+DvLgLOfcHYP7NoZhGMZgyavMAcxX7zipu8JWKluDVnuM16X0qhugEec56PIUr84/QAck\n",
"4udrcSLaWvkjBrZh5q3qk4C9sNPpdxq367kxdCy4a3IsuGt+dCHy1sE7ZkA3xTvmF4aw/ZfwzA7g\n",
"XQOXjDS1loMAzR++hCbnZqLr2sIQNm10ri9dChxXiMg/MJmP8imkKmB7Cfhr4CPAt9EVdA61A7eY\n",
"m6P7c8n/LwmBX6EB3b7A7YQ8y0YXunF9vAzDMMYbQ52Bi2fbsipzHwf2R/taCq+wEG7SmbRBnc9F\n",
"5JrpcPHOqBUz5im0UhenYZOP76O6xyaP9WjzyW+T34YZRJ/9b8DfQbh1iMGq0TwMd2xgapmGURAR\n",
"WSzS1g1sgXBGtX1B3XcDl3mw7SjY+i59zgf+MIRbXLbGVSf56pg+WqU7AVUP+Xc0sOvxxrM6pogs\n",
"lpJ0U+Ic5qYCO6goX06hYmdwMBVxlFq5qEXUV8P00CuGXuCfCdlhapiGYRiNkKMi+UsfdonINVEl\n",
"rt5nxLNt8+4CdoJ/NRo8TQIeAS6jwRVWDbgXFPn5Gfvj+9DRkQrsYKCdQXIqvoNiypdpz7nDqHjO\n",
"PRDdfxr1nPsk8Ih5zhlDwCp3o4xV7kaekVDUqm7DnOnp6bheri5NH/pffw5w9SPATXDKQ/Af/zWw\n",
"/TKmSFf+mty5vvFE/zE8lJBn8TibgcbkceXubHScMK7Y+WjPyhFUxFGyWjQfQw/Z8+gVwlwGqmFu\n",
"IWAPPiU2UDbVMMMwDKi/dtaqtDU6A5c32wYDJ86L0gfM0J9/nXNuZbTTbdH3qXn7CRx2Avxe1pBE\n",
"unKX3sd3k99jk8UWtIr3gnrW9QsbJoVPrA2ztbC2zCbHgruRo5ZqJQRdDEFRSyt27fPgh14iQBvE\n",
"J60AbngFjjvIuY1B9Wd3e/lLQ15Xvt8bfbdxvxj0C6j8Lh43AuehwVqSeOYuFlBJtlo+SW1xlCfR\n",
"w/QaIOzBcQ8l3kM5IWZWopeyLZ6GYRgxtdQoo2CjC20RWTdfVSS9oczA5c22Qf1hhXqsAG6BcDs8\n",
"26aB235F3hfP0WXJm2XtU3IqfjL1Wy6hony5GnhQnzoN+CkmfNLyWHDX5FhwN/wMVbWywOer+Ad3\n",
"Ae0MzOE1wloiw/JZzrmnK/sfVwUv82ovDd8BvhjCVg8t493eDItBlYDKDCrVuXTlDqqVL3/BwIrd\n",
"c+SLo3j9z0XCNaYaZhiGkSY6N/6BD/8vgOMLVOJebYfJ3VAa6gxc3mwbZFfJGiFeYZ9CBxeKUu/n\n",
"ZlUTk1Px91G/x6bfgRZeDeBM6xoxYoY7NjCfO6OpqQRG7aHOwC31BwZGpwFX+VE+cR70rBORRnrZ\n",
"l2vQuNTXYS6o7WxTi/6k6IHA01AxIYVNq2BZFKAu92u0XzajCemfM5lKMJflSxczF02fPo4KqOQZ\n",
"j78NPTQ/R9sxXycufF4YH5sokHs6uhmGYbQ0cZWuBOeVYWo70cqZEWidBlwF/teAS2FKw1Pm4C2L\n",
"ZuDiTolas20wcL6tUeIV9jl49kht0H+pyM2H3W3wwHfhwKzgrgN1lL2HSrWxk4YdaB0gFtgZI41V\n",
"7kYZq9wNL8VaGpPEqpXFFCU1u+nvgkumaUPGcOUVK5W71M+bDSyPWksT61vztF+mEZFTKbGWhVS8\n",
"6vJ86WKylC/z7AymoLoyTxLygilfGoZhpEnPy00G/wi00lRv5RziDFw4E+74iXYkztoKx82Bj+St\n",
"oMO2wuassbWoVVGEbP3qIg603wFepjGvOqO1sMqdYUSIyIXAgsGpVi6ryiYO/Gw84GC4fg5cPE3b\n",
"PKFaJ2swS899RIHajqxXo/1ZKSKfoaqdMBj37YRZw/jAexHuoAwcldg4XZ1LswhNfX6TSjvmjOh2\n",
"ChU7gzbUEeKHhDyHB6Z8aRiGERO3XwK3tuu8HIeDPx/4GvVXzgA9FZ9DY4Ed0fbLwbsNPhTAh5IX\n",
"nHmVuWFZYVWYJHONrUNXL1yarM4l6aS6Unc6qoK5mOqp+GTFzgcCuAP4Yl+TJWaN5sWCO6OpSAQQ\n",
"pwE3wEH05+kKczpwUAhv/0sRvg8cirqAH5q4vRkQODl6T7wU+Whu7lbgKhrPY64JIOiqF6g1Uzth\n",
"v5BNiQ7KCQNaYTeOqf32BZMTb5pBxd7gWAZeYRxNfjtmtvJlM7aqGoZhjAhJkRQH094BxMqUK9AF\n",
"r8jKuR2dEzul3oY5vB8NdnagM3AHRs/35mw/5BVWFSjrrrFZOOe2tolsWA3zzshQ8YztDDpRO4P0\n",
"bN0pqCZYFwQvg+/B5gA+65y7t9F9MYyhYMGd0RQMVMIs0Z8XHFQ+8Y88uG0JBEtq/xlkLUUdDOy+\n",
"L8Ld6Mwcaxp407hFRBZTYhWwgMkEzMXnKDSI2wN8h6mUgXL0eE/qAxYxsDqXbNE8OrptR4O8HrTa\n",
"F5NUvgwtI2oYhhG1X/4FMH86hKeDdwuV/pZGK3HDNQP3AFx1JHTvB9vaYH3ebBsMcYXVBX3Qa2wA\n",
"V/TAuoUQXgZeWt4srtRtBL4I3MCASl2/nUFglTpjjLCZu1HGZu4aI1sJ8yjgomiLYdfU2gs8W7nt\n",
"3QUH/yGcP6lamDmr+74Wjc36jXf6hWwOJ+QkPI6hOjDbiXrUxV5zsW70ktQHPUF9e4MtaGAo9OD4\n",
"avRppnxpGIaRQEQuAG6cT79ICp+hel6u0Zm2kZiBqzfbBoNcYXPUORslPZ+4HPwB8maRiqgHG0K4\n",
"DluXjCFgM3dGy5CvhLmCiljzUPOJa1fAH/eg5nHPAq84RyLjsS8iu1+GrotVcTNeijoZ2H1fy9nm\n",
"yhB6Js5MWIlVzCDkPLzMlXczlQreW6PntqJ9K1nVuaRYSrI6NwV4Awfc4spu+fB+CcMwjOZHRE71\n",
"4UsezI3aL3OrdI1W4kZoBq7mbBsMYoWt+OoNeY2N2vvXi8jsXlh+PXRcmzhkVp0zxjulsd6BkUBE\n",
"pojIF0TkXhHpFZGyiGReGIrI26PtdovICyLyDyLy5pxtzxWRR0Vkj4g8JiIXZW1nDBf+KvV+6/Z0\n",
"CWijslydGW2T17lfjxej+wu+5Rw/cI7HnOPl6sCuny5tp7wn8VTcfS9o9/3haFp9lMIAACAASURB\n",
"VNC5Fo1O1kaPD41e37SRDDPXZkREzqLMAk7OCexCNEiLbQ4mo9W7V1EBlSxmoCv5CuBS4BPR/VIg\n",
"RBicn61hGMaERURmi8gdwNpjYW5ItbxY1rxcvZm3NMkZuL4G9y9vBs45t9WHDashzOsdK7rCzoBg\n",
"GbBJOyWHdY11zm11zq0MdCGfhfaWzArgUOfcymZTrjZahwkZ3KGJpitQqYbN0XMDziEicgTw32if\n",
"32eBr6AJovtEpC217QXATaiA+0Wo8u11IvLpEfoOLY2aXgcL4PKUxUG8XH2ASj5xMMSqlfUVtfQE\n",
"7m+A1WH1r9FitGlkC5obvQ2NRt4Z3d8AvLQTmONc38JmD+xEZLF40g38S5VnXZrdwGtU1DH3UC2g\n",
"UqsT3AMOQJfSNwE/BEpstkXUMAxDEZHFbSLdwJZ91RyV9zNQJCWrSpesxBWlA21tuafOdmlqzcBF\n",
"s23eQgjvIjtwXIx6x10LlMBdT/UKez309mpL5Jw+50ZsjXXOBc65p51zD0f31nZpjGsmanC3HZjh\n",
"nPt14M9qbHcZWld4r3Pub5xzXwI+hE4HdcQbichkYDXw7865DznnvumcW45ezV8hIgcO/GhjiMTG\n",
"4amn4+Uq1qkadD4xLKJaWSG4QtsqF4aQXopmo4WlbeiQ2F8Ds0MdGnPLJ0Jg0t8iO4N5/XN0Wf50\n",
"oF8b9IoiNisHFVB5BhVQeRSt8GURRq/fhP4ll/nsUPffMAxjIhCfi9th3rXAXpB4ru6jVLcuZlXp\n",
"BlOJm40GVFdROzeXxKGtkj5syFoDo0BsySbYuAytwOVV5i4FXoCeQDtDrYJmGHWYkMGdc+4N59yu\n",
"6GGtWdwPogHbM4n3/gfwGBrkxbwHvVT929T7v4ZOBZ0+5J02+omMwztUPCXdZZ9crjoYQj7RowFF\n",
"rXgh0vbKZcCMYGCTyKeB+QF8EnhkwrRhAjpjdxghH8Ljdao969JMiu73okvwVjRgi+0NQO0NrkbN\n",
"zB9HDR8ejx5fHb3+LAB3mIy0YRgTHRHxRWRW1Go5K7L9GYAPq+ZD2A3eU2i1bg7ZdgV5VboOGl85\n",
"O9GVbiED05tJ+qLXF0YzcEGNGTjn3PpI/GROL1x3PfTWqczdaxU0w6hPywqqiMjh6HnvwYyXe6ie\n",
"HW6P7tPbPoQKvc9FE2fGEIksDy5Wu4MsZ53kcnU1lXziGRTX1FoN+D3O9TWU7UsOWUPvcri+A65N\n",
"dLz4vRB0AWsa/ezxTL9Z/MlUqnKTa7xhKpWKXdqsvIiAyhy0JXMdoGrThmEYE4qEZ+t84FQfPhhU\n",
"lL7w4UUR6ULn1bZG75kDLLgczZfFYimvRu9Ji6TkecYlK3FFV873A78B5U2wZxlMqaci6VPcezT6\n",
"fitF5DPATDSL+1JgypOGMShaNrhDTyCQPXO1A5guIm3Oub5o29A593xyI+fcGyLyAnqCNoZAxfKA\n",
"BfCmAF4hW88rvVx10pim1mqiGP1zg93XvIUIgqZdiBIXGtF3YbtzLohagG7on7HbHb0h7VmXxKNS\n",
"sTuFbLPyGdHtFOBXaNA4Cdgf7Se4CUeJHvOvMwxjIhF7tpbgPIGpIbrSdaCnw1gH+rswrQsu7oVL\n",
"20Q2RBWwU6dDsBT8pFhKLZGUDrI94zppXI3yMT27nwnsrKci2TeIVslo/Xw6uhmGMUhaObiLaw97\n",
"M15L1if6ovs3cj5nL7XrGEYdBloeHO9reSdPz6uD6uVqHbpULaMyi5fOJ96KLoUewIXD0S45ERai\n",
"fnP4Eh2UK1ljSlHWWHg/JSozdsmqXJ6gClRX7BaRb1YeC6gcgKaiHwPuB7YjTBTbCMMwWp7YOw1Y\n",
"MBXC3SomwmfRFsR0YHUacBX49wCrYV4PrPNhd0fkDZcUS6llV5BXpYvVKDupvXLWqMRZpc0wximt\n",
"HNzFtYd9M16blNpmD7BPzudMonYdI482EXlHge12OOfqKjo2N/7V0O7U8iB256nlrJNerhZHt63o\n",
"GN2taPAXcwi6bK0P4WcbnXNfH7Gv0iSIyKmU+BIwl8mEzMXjKCredD9nGg9xMXvxCanM2KWrcnmi\n",
"Kkl1zHPRw/99dJYuz6x8K6qyWeJV4MwJM69oGEZLkxBBCS8HrorOnPUMutvQ9OUZ4M2FcCtMjYcV\n",
"ktW6vPbLmE6yq3T1Vk4fdgcqbZVZiZsICU7DGElEZCaVTsFaZBXOB00rB3dxwJR10GcCL0QtmfG2\n",
"noi8OdmaKSL7oImz7YP4+YegmbB6fAE9N084dMHzrobw+Gp3nnpLFWQvV7Fq5ZfR/7KX0CGuTcCX\n",
"Q/jpxDERHyRRpe7zwJnMAE4GjsEbEKQdA5Tx2YIGX8nadHqOLo9FVFfsPoYWT7Nm7SYBHg4QyhbY\n",
"GYYxcfBhVXskghKf+u6i2Kwb0XYfA+9SKj2Q6WpdB9ntl1CsSueAPs2s+h48HMKXA7jdKnGGMSQu\n",
"QK+5RpWWDe6cc9tE5Dl0mDnNAir+eKDRAdG2axPP/xY6IZTctii7yC5LpZmQVbtKK+abnWrSpC0P\n",
"OshfqqCBppJADcj9wsPdzUre3Fz02mJK2hKEh2MGcB75Vxch6uh4HCoblKxNJ6tyyTm6NLE65vfR\n",
"it1kVCzlrWhQ+CLa3vkzAl7Hp0QPE/z/yDCM1kJEziISQRG0Qpb2oyvC7wKXUhlWSKdA64mkFKjS\n",
"9c/LBWYtYBjDxdeB7xTYbi16ahgWWja4i7gDWC4iR8R2CCLyPrRucXViu++h59RPUB3cfQIVqrp7\n",
"ED+7zzn30KD2ekLgr4K5IfzSU72vdHWuiJ5X3eVqQqpXpqk7Nwc/A25kJiHHA+sQTqJ22jg2Ij8W\n",
"+B8GztgtIn+OLsmvo1Or3yPkOTw2sJsHmJrYx17KekFh4imGYTQjWYk14L3xjN10NJgLqChcNtqD\n",
"9WtoH0pyWKGD6hRoJ/VFUmajq+qJwBe11dMDPmpVOsMYfqKxqrpFGhFp1LC5JhM2uBORi9ATbaxk\n",
"eYaIzIr+fZ1z7hXgSuD3gf8Uka+ichF/hkYLfx9/lnPudRG5AviaiPwzsB44CTgbuMw5F882GwWI\n",
"Zg0XaLX6fLItD6C4ntfb0f+O/w5hl4d+8NpmVq8sQlU1bjIBc/EHzM1t5mJex2cmcB4e69ArhFpi\n",
"KFCRFJpC9oxduiqXN0e3Ofp3SYfxKfM9kgqjZRvANwyjOYkTaz50JG0MSrC7DFPnQvgEGoS1AU+R\n",
"7UdXBB/tS+miMqyQNX1eUCQlntWb8B0thtGKTNjgDliJJrtA28mXoRK+DvgH4BXn3DMi8m7gGvT8\n",
"uBf4d2BlYt5OP8C5G6LIeiV6Hn0K+KRz7rrR+DITgf4KE/IJXWpi+8AsywNoYKkK1ZR84rdexvS3\n",
"tc4gjObm/My5uePxuQmdrSujQdoc8oVQYpKSQnkzdvU86+IgD85yobsj8YoN4BuG0bQklS+nQ9AB\n",
"ftLG4HyYehjwL+C9hUowl1S4HAwfRGf1ksMKnQxMgdbqZ6mclrmwz8TFDGNCMmGDO+fcrxfc7hHg\n",
"1ILb3gzcPJT9akWqPeymBfC6r7nMg6Mt8iwPoNCkAMHfAX8zkVsvk4jIbIQ1zATOx6vZXvkwlUpd\n",
"3Gp5VI3tY5KWB0uoPWOX5Vm3L1rRe5aeVGBnGIbRtKSVL5dG1gQxW4BtwNeAl6Pn4mCulh9dEQ5C\n",
"83KrITwDPKF2CvT3gfcA3wb+GXWP7YMNtEgS1DBaldJY74AxsUl42M3TnGOPr+WgU6jW+6pHrIS5\n",
"DS2abkUVQVwv8CeuBQbARWSxeNINbMExg5OpPTcXoodpNnpFkHRvrEfS8iBEZ+yeQWfsHo2ey3rP\n",
"/uiVyz+jXeblwZvFG4ZhjCdEZLYHa+YD3eB9gIGDAknBlHQw18iKl8V9gIPdPeqRF96FjjQvRm0V\n",
"tqDzfLdFP/+dqBBLF/CKagzMCZxbaIGdYUxsLLgzRhh/FcwP1cPuA6j0ImguM6n3VXSW1AeORPsD\n",
"7wwg7GqFma3+IHkm8zgWDdDqzc2lK3Vp98Z6zEXlgh6nMmMHWpG7Grg3eu3p6P7e6PnbiceHh8Us\n",
"3jAMY7QQEV9EZonI7OjeF5HFbaKJtRBmJI17ksSCKR9Fg750MDeYFS+mDzUUL6vv3JJNsHEZMAOC\n",
"FajS22to2vQjwAG6O3iwOYDTnHNntUIS1DCMCdyWaYw9IjIHWFDtYbcuuo9zmR3UtjzI427U4oA1\n",
"Q9/T8UOunUGJVcwk5ON4fAUNvOrNzaUrdclWy3qBIQy0PKg3YxeLrzxJyAtsdGWb5zAMozmoJ47S\n",
"DuFM9JSXZ2OwnWrBlCzH1g6GsOLpR66JgrT1IjK7F5ZfDx3XJkb5zNbAMFobC+6MkaQDpoewNApD\n",
"ArT7PynoXMTyII0DVofgb5woc3Z17Az+HVjASWg1bg/F5ubSlbpkq2VS+bIWixhoeZA1Y9eGVut+\n",
"GFketLhZvGEY45tEIu00Hy4E5tYSR/kheIdT28YgSzClg+pgbrAr3pUQ+rCxLxGsRUHeShH5DAkV\n",
"4gBTITaMVsaCO2PYiQKVj4H/p9AhlaVwO/A88HtU5zI7KWZ50IfmL1c7eHBCBBCF7Aw2cDb7oNW2\n",
"Z6M3Fpmby6rU5Slf5hG3Y96LtltOImQu3gDLgy0E7MGPLQ+sHdMwjPFIVoWuHe0vqSWOsoP6NgZZ\n",
"gilZwVwnja14V0LYQ37SLArkTIXYMAzAgjtjGIlUMf8CmA8HhPCyVC+FcV4zLehc1PLgFjQ49J8A\n",
"Lmr2ACIxRxdyEtl2BkcBWyj12xfEudgic3NZlbp0q2WRtPFbgX0IER7hde5jAx08kEhOmxG5YRjj\n",
"nCz7gnvRHNiPyT4VJsVRHo2eq2VjkJyxOy3xfCcDg7kiK14XhC+CZ350hmE0ggV3xrAgIhcAN1Zy\n",
"oEd48FtUL4VxXvMgBuYy61keHIL+upaA4H3OuebPUJZYxQxCzqthZ5AWRYkPQdG5uaxK3SIGtlpm\n",
"tWiGwGPA/YRsxwM+5Zxbn24BMiNywzDGExmzy8cBa5P2BY+gBrd3UVscJW7DLGJjkDVjB/npyyuA\n",
"F4A7UZWUlMnP7kCfXtNnc3OGYTSABXfGoEjOK4B/IXhz4R1AN7pUPhVtmVwKk3nNTrIbU2LLgy9T\n",
"aYR5CF3jNgCl3cRajE2MiJwFLKhrZ5AWRdkPNSPfQrG5uaxKXdxq+X201XI/9LCnWy03R/9OtVpa\n",
"C5BhGOORPFEUH8J2cN2RNxxUV+WySIuj5FXl0nSQLZhSL315YOWfK4Bv2dycYRiDxYI7oyH6hT/w\n",
"OyCIFs9jgZ9SrYqZtRSm85pFGlNuRZfY3wamhrD7pvG24OUqXGZvm5yxq199S4uiTI2ee43ic3OL\n",
"0MN4M/A7aKWunvJlCShzB/BFa7U0DGM8k9VyGYuiPAhcBF5ydUpX5bJIi6PkVeXS1BNMSacvXwIO\n",
"AD4I4WYVTLkWwzCMIWA+d0YhRGSxSJsaaDP9Yrhkmna6LEQDsnQONM/RpwPYheY1a1mvLo0enxO9\n",
"/hlgt8c4sj6IfJCuocQu4Jfojv6SErtE5JooEE5ur905M5jHJIrZGSRFUYi2n4se3h+gMmr1iCt1\n",
"z6OVur/C9XvU9aEtn8cD+0YTfcJmyuaLZBjG+CXhR3cBsK4d5t0F7AT/ajSluBBtQkivTumqXBZZ\n",
"bZgdVFavWnSiubIT0bbPLE87H22seBI4C8IHwQsmgEiYYRhjjzhX5OrQGC5E5BngcGCbc+6Isd6f\n",
"IvQHJcwP4XJPl8lH0CjjDlRF+hw0H5lkKzAHXd6SDSonolHJj6jOawZUcpkHomNdfrTtwhA2bXSu\n",
"b+Ewf72G6a++lXMVLmFzv3rkBsra0iiedDOTefw+Hn8NnE2xubl7gYfRZh0PrbbdGL12BMXm5n6A\n",
"yr4p/0CJ/0M5RxTFAjrDMMYp6dZLj+qBgCQB2lKRXp3ilekBNADMIu+9eatXmvVokPdjtPq3nIF9\n",
"KWsg6AXfhw2BCaYYRssy3LGBtWUaBfBXQXsI3V5lOYsnFuaQnwPNa1DpJHvezgeOjG6g+c67gCtD\n",
"6Bkx64OG2yrrKVweA5yCz+PA/cxjG+tE5BPEXnXpObp6pEVR4jm6+HNqzc1tRVs4jwCmU+YlHnSh\n",
"Wx59ZxNFMQxjXFPLj+4o4CKqBwKS5FXohiKO0kkxG4P3oKfez0H4U/Cuh93Xai9G/Pn9RuMmmGIY\n",
"xnBiwZ1RExGZAyyoXj6TEwuvRs/lCUR3MnApLGp9sCaAXh/8EZGBrmMc3gV0DahilVjFzDoKl6BV\n",
"tLcBx+JxMyHb+DyTCTgGn93RNkXsDCBbFGUR+l9wBHp4X0are8m5uSlowHcA8DAhvRWfJBNFMQxj\n",
"PFPEj24FtUVRskzFYWjiKEVXr67o37GNQQDfw4zGDcMYBawtc5RptrZMEblGZ+x2+pX85FPAr6FL\n",
"3m8m/p23TCYbVNJL4UOoJv/DVE8m+L0QdNFAm2DRCtyg2yo10N3MhykmZBLzU7R7dSEaiIVon8+c\n",
"6HERnqASzMVtmL9AFS+fQSt3J6CXDoL2De0AthKyBy/5PRrYc8MwjEHTSFdE4j2LfVgV1PGjy2ub\n",
"TJJcqdKr0wp0qvsZ8sVRoHYbZlL5clfi+UnAXtjpYIm1uRuGUY/hjg0suBtlxntwl1qMd2vV7JJp\n",
"+RML86i/xCbfl7UU+g6Cr6Jr8E70IqBwVrNWBS6aI+uvwPW3VR5OyEl4HEP+rJq2VYZsw0PDsFOZ\n",
"zMV8KqMVsxa9wHVUz9il5+iK8ASVYG4SjrkIb0V7fx5Fg9I3EtuX2E1ZfZLsAsMwjNGihiXBi1Er\n",
"4sCuCCrn5/nqR+clp7vTk9u1AreYWgFg3kR4mvXoyf+3yW/DDKL9+Tfg7yDcqmf1JZZMMwyjCBbc\n",
"NTnjNbjLtjiISS+f6WW1aA40JhZOeQ54bwAvX++cWxHtR+O2Ag1U4KK2ynl12ypjHHAzIdvZiHAM\n",
"C5lWuNoWEwugnIdW3pLPNVoFfBSdscsSRRF6cdyBho49WNuPYRgjSJZZuA9fCDIsCXrRNsiuGiIi\n",
"bSLd7TAv6UeXt7oUEUWp9X4wcRTDMMYHFtw1OeMtuNNMqb8KggUwPdBka7wcbwT+LwOXz3Q+tGgO\n",
"NM1d6NQCc6InClXfKvs9qArcUAKq4gqXSV6CTHXMm6P7c6l9ZRHjgJsI2clGF7qFA0RRLJgzDGMU\n",
"yKvMAcwHdznIUrJTfX1oWnA1hD2JClfc9p5cRWpV3opU7qD26lSkKhfv891UxFF82B3kiKNYl4Rh\n",
"GI1iwV2TMx6Cu6T6GHBjtcVBcmlrZGKhaA40JrY32PgEpfLLg7YVaKQC9xUcZYRPUbwVEjRA/CtU\n",
"gTJZfWv0/e1Uz9hlzdHVsjO4n5Dt1u5jGMboklasDBKKlXEq8OPA/mgqsPAKAOEmNe5eKCLXTIeL\n",
"d0ZiKVB7BSoycxdTa3WqNRGeV5UjJY6CJdYMwxgCZoVgDJqBrZf9DkFe9nJ8CBq4ZWmKdVCtI9ZJ\n",
"MYHoOAe6OoQHPeDYIdkKFLmKACgDIUI7jQV2RNu/HdhEcYXL9PvfAmxGi6Lxz4/Nxb9PbTuDLdHP\n",
"LTEiqqGGYRhZFFGsBD1FPYJWx4qekgW4DLxlsEBE2n3o6Eh8JuSrXUK+VUEWneSvTouj21bg79Hy\n",
"27XVPyfPssDUhg3DGJdYcNcCVFovSbRe1nMIAhU96QNuYeDymfawK2xvgE5f+BspcQAzOHpItgJF\n",
"2Y0GS0cVfkc1b0OvYH5O422ZoIduDxWvupijo9vO6PO3Um1nEAd5cJYL3R2D+MmGYUxQBqNGWfBz\n",
"F/uwijqKlTGx62meJUEepwPTITwSvrIFpjXqR9fBQKuCLNKr05vRil96dfoHCF4E34PNIdwArDXL\n",
"AsMwmg0L7iY4/bNptIdRvjWyNKjnEASVvOlzZC+fnWR72D2ErotrqM6B9kcqF0IglLmBk2ks1Xsi\n",
"Hncwg7k0VoFr1Dg8zX5o9W8zIafgNdzW+QQBwvPcz8EcmxHMzohupwC/ivZ3X+B2Qp5lowV2htGa\n",
"ZAVwwHHkqFHmenQW/3mLgXXtqljJUvAfAa4huzKXdD0tIqeVpA1YDt4aeC807keXTjHWWkriCt0W\n",
"YAm46yG8NnENlKzQBTY3ZxhGE1Ma6x0wRhp/lc7UdXsanLVRWY4/Su3lOM6bHocun+n5zDgfKmg+\n",
"9FBgHpTejaqFRPnW/t+yNx5Go8FfADcwmcarYDPRIKvRCtyk6H4wbZVQCQ734PF4g+99DNiDj6OT\n",
"bVH18VE06EvjoYMrvcA/E7IDj7IajxuG0TqIyGwRucbXFopfonHJL309G22ZDpdcAtPuQYv99wCX\n",
"wLTpcDGwpU2kOwrUGsKHVfMh7AYvXjFqVea2o+m/dNWtKO+nUplLV+iSrZd9ZNOJfv8T0eAzb7u+\n",
"6PXzIXwWJIDfBWahMeKsAA51zq00QRTDMJodq9xNYCL1sQUDWy+LLsdx3vRtwJ1kTyy8F9gF8hy4\n",
"J2Dyi2pKNFAUJWRP+QRKrMJxACVouPoGFR+3RitwU9Hq22DbKp8ESvQCT3I/78isvmXhUCGUEhtd\n",
"6L4uIr9gB6u4PRKQmYOfMWMXC8jYjJ1htBBRle4PfPh/wPFJ0ZLHgT8F3gHeZcBS8NKpudOAq8CP\n",
"1Cjn9cA6ESkswBSvGckVo15lrtZcXBHisuNk2PNdmFxvujtNAwMBsShK+rxqc3OGYUwoLLib2CyH\n",
"6SEsTYVQRZfjOG96GyqC8hdUls8lwK9A1oHboxW1kyHTkkBFUbTi9R/M4zk8QgY3/zbYCpyH5me3\n",
"UC1qUoQQDbjUkmEd21jHzYT8Dl4DCpdXAEQXFOtFZDZ7WM4GOngg8R9Rojf6OWtcaBlkw2gFYuGS\n",
"EpxXhqlZoiWrUMn+enrEbWgQdAZ4kRrlKlQUsgjLp0OwNHFtUC8VWG8urh4vRvd74NYu+NhVKVGV\n",
"Iq2XSVGUNWgwWlAUxTAMY8JhbZkTFBE5FfxLoMMbmG9tZDnuoCKs8iPgBpAScCtMvgv236Pireej\n",
"Bb68oCkWRXkrHvtGzw1m/m0qGuD9fBDvnQu8BoNuq1QPI7VG2sFGbge+QsC90Wc+Hd3fGz1/O7CT\n",
"jWRYFzjntjrnVlLmUBKtQZStNcgwWgURWdwm0o22WV48E6YuBLqpNNGD5qR+jJbzGlWjDFSNcnaB\n",
"ffHbGlSshOq5uMFwHxp8ATf0RlXHNJ0Ua718O3ASMKvS9H4B1nJpGEaLYZW7CYgGdqzVhpqsfGu9\n",
"MfUkybzpJOATMNPTKt1U4Ca0S7PIFUeIplZ/E9VcGU5bgSIcDHg4/hs4FhlEW+VWGN7qW6TCZpLa\n",
"htFipIVLDgd/PvA1hleN8iAIj4EvIXIPGqNNy7r/X5j+Fti3UcXKRiwJ0vSh7ZKBCsBsahPZsBrm\n",
"nQFe8hgMQ+ulYRhGy2DB3QQi4WN3CRwL/JShOwRBvyqmfBBmluD8UK8+7gWmUHyGbTdaOTsW+B+G\n",
"31agHo+hXnfbYbBtlUmiLPBKEfkMSUPbsklnG4ZRGx9WtUfCJUK+fvFQ1Sj/CLzbYGmgUsm5vBzd\n",
"N6pYCcUtCdLcDfTqgrQGIIAremDdQggvA2+Y/OgMwzBaCmvLbFJExBeRWZGi2tkibRuALfCmiyHw\n",
"4JPRlrUcgnahy3EWAfAUupS+DfgbcK/CyWUN7OIq3GyKV89ixckp0fu2kq0YWQu1FQgRdnI/4QAB\n",
"zzwqFbgNDENbZdVHOxc45552zj0c3VtgZxhGLiIyJ1DhEk+orV88HGqUu4Ad+Zu8BmzbT1Nug1Ks\n",
"TPZ3NHJKvhJCHzbE7ZJx2/sm2LgMmAHBCmAt2pa5Fo3eIj86PO3hsNZLwzCMBBbcNRmxPDb4SXns\n",
"W6F9vk4jfMzX/O/Z1J6EyFuOtwIroHQI8GvAnOh+JUyWSqUtrsI1IoqSFEOZC7zKYOffvEK2AkTP\n",
"PwrcFFXgytqq40K3EJjDHq5jA73cBnwT1Y7ZQC97uA6Y40K30Fp7DMNohFTybVakgpnkz6dTqdLV\n",
"CuCGS43yP+FzqCbJ76DN8TOBSTg3BeeOOAZO8OHFrBWjg9qpQGjckmAhhD06E1jVFeGcW9/n9Pzc\n",
"C9ddD71L0dVqKXA99Pai5+fAuXbn3DcsqWYYhlFBnCuaZzOGAxF5BpUg2eacO6KB9y1Wz7pgAUwP\n",
"1L/2FNSaYD903D5Em2jOAa5Gq3e3otMKB0evJa8xVBtENdiWgNwN7kGY7MPcoGJn8CrwLeC3os0B\n",
"dgI3AucBRb9FGO3WnOhzbo6eP5diM3sOnfHbSY8L3QIRWUyJVZQL2QpsiAO79MdGF16VtkqsrdIw\n",
"jMaJW+OzzMWjlsEu4DAf1l6Cng5BU2pz0OBoYeozn0LTa/dQf0I6i7X0B5GznHM1Z3tF5JrpcPHO\n",
"lKgKaNDmqK3WuR4N8n5Mobm4DUGBuTg7PxuGMdEZbGyQ+3kW3I0ug/kPjAfv1Yz8ck+X6ja0aDcX\n",
"zYN+gMplwNeAJ6D0TSi/Uvmg0jQod6B52Fg8bT0aBD6qsV+WncFLwF+jxcBjajxXhHuBh9EBk1+g\n",
"secRwLugwPybprhTbZLRBdVySnRQzhE2sVYdwzBGCBE51YcvBTB3OoQd4J2CVtt60f6Jriio8eC1\n",
"EPZLBmu1AriA6pRdo6xAq11R22LNoCg6l26JV5QkyVRg2u00SR+6Al0F7gU1C+8nORdn52TDMAzF\n",
"grsmZ3DBXVs3tM+Dbq86Z7oC7SN8Bl1mbwT5hKZX09W3fjNxH/YEIPPB/QWwGGQBzNwI55ezU7JZ\n",
"Vbp0Fa4o8Wd9GB3lewL4fvQV9kNjznT1bSvaAiqA40Ln3Nezj5NleA3DGD2iYOjzwJnz6femqxn0\n",
"XBo9Tlbp6gVw6TN9UfrQubVeuM45t7LIe9pEutthXndKsRIGVZn7PKrsZedkwzCMHIY7uDO1zHGO\n",
"iMwBFuhlQ3KpTWuorUdtCoiqb0GOmXigc27//RBsXwL8LbgefU9er02WUPSazwAAIABJREFUcXhs\n",
"Cr6VxiwJZqABotoRwNHRbSdaiNyKXvXExOIrTxLyAhtdOTuwA7MVMAxj5ImSSH/gq+3c8fuCi1sq\n",
"65mLPwUcBLxAtXBJPf3iDoZHjbIII6RYaedkwzCMUcIEVcY/y2F6OFAgOzWCL5+Dw0rFzcTPD3V7\n",
"LqsWSsliKlpVSxuHD1YU5a3R7t+UEEOZgVYAV6Cp7U8Al6Bf+ylCnlMxlAZ/kmEYxrAQi1mVNC67\n",
"tR2OvxbYC3IZ9ceGk+m4LKmrDvJFS4ZLjbLQ+0yx0jAMo6mxyt04Rs3I/UugwxuYy4011N4ErK5f\n",
"fRvw4cC7ynDHSxqk1aq85VXp4ircD9AqXFFRlMcJEZ5gJy9zeyExFDOkNQxjTIjn6Yjm6SaDdwTa\n",
"mriS4ubicTpuMXqqTFfpkgHcGQw8nXai+a8TqT/zdjca2PWQ7dFZj+hcu15EZvfC8uuh49qEYGey\n",
"QhdYIGcYhjGusOBunKKBHWs135slkB25Fskp4F7XubpGDcFnAmWK2RnMRdO2aePwRehVyjcpKooS\n",
"m4Jf4spuvYjMZg/L2UAHD+SIoYR28WAYxuiSnKdrRxvjDwdvPjo7F9KYuXjS0qCD7DbLTvIDuEhV\n",
"i05gGfDm6GfXmHkbclIsqsCtFJHPkJhnDmx2zjAMY9xiwd04I5bS1ordsegs+hto2exAfSyf10rd\n",
"ZMB7veIbV3TuLeaN6H5ygW3zqnRHo8Mi3wduJ18UJacKl3fxQNkuHgzDGD2iWbrDgNN8uBCYm56n\n",
"W0GlUteoufiB0X0vqoiZVaVLB3Bp0ZIQVav8KQTPg389BNcm1vEaM29DwuaZDcMwmgcL7sYOT0T8\n",
"OICp+NixAN4UwCsezITST6H8e9XvnCnagjkV9X2DxszEY7KEUmqxiOwqXT1RlBK7KXMTNapwdvFg\n",
"GMZYkOVN1w78IXBpYp4uLWHVqLn4YVRm7U4jv0qXFC1ZE/3MlGjJ7kDP/GsCeASrqBmGYRgJTFBl\n",
"7JgB/i4RuUZELgDWqd3B50Ema9A9+fuqlX02akNwMCqUer7T1siHqVTdilTf0kxFA7y0UEoecZUO\n",
"tEr3FdS37nE0JNuNztSF6MWF8DDwUcpMTw7Zi8hMEekUkZmD2Oumo9W+by1a/Vi0+vePGQ/HQUQW\n",
"t4l0A1umwyWXwLTj0FNuN6psmZynS1fqkpW4IiQVMZ9CzcD/EQ0cl6Gn9qRwyTb0dFqO3t+mD+8J\n",
"qJxPnXOBc+5p59zD0X3TBXbj4XdhPNDqx6HVv3+MHQc7BsOBBXdjxkHAJdNg+sXg3QjzgVUefAFm\n",
"Pqs+cJ8KNLV7DHpl8BxwEno1EKKp3bdHH1e0+pbEA96Cap2FBd9zNBpo/jHwBmU28Dq3odW824AN\n",
"9PI61wFzXNnNds7dlnHBMROdZWmVP9xW+761aPVj0erfP2ZMj4N2SrCuHebfBewE74/QMthnqczT\n",
"fZTKzFu6UpesxBWlA1XE/BbwBbTD/Udow8M56Cl0KdqyuTR6/Edo5a5Pz/yfbcYArg72N6G0+nFo\n",
"9e8fY8fBjsGQsbbMMWMSalf7EV8Du7NBluuv8vkMlErbjHq+xaIpu1Fj72OB/0Grb40KqoBeuexh\n",
"oFBKPV4GQkpoV9Hz2KycYRhNgIgs9uHOdqAbJD7VrqH2PF26UlfPmy6LWBGzK+P5q4Evo1JZL0U/\n",
"byaag1uolgYbh3OOzjAMw5iYWOVuzPkSiA98Etyz2XYGcZVuNhXRlNej+9jkeyvFq2/Jz32CEGEn\n",
"9xM2ZKB0PyElNjjnNjV7W5BhGK1BXLELYMrlVE618TxdXKnLmqfLqtR1kO9Nl0cn2lEP8J+odUGM\n",
"DxwJnIBqWP07Gtj1gBcMwtLAMAzDaD0suGsAEdlXRL4sIttF5DUReUBEioqlZbAWuBNmhlqBS1bm\n",
"ksRVuqRoSlIMZbBm4o8Be/BwdLINj5sTpuJZhMCjqPn4djMVNwyjufBh1aHg0t50RebpkpW6OCAb\n",
"jLn4+4FZ0Sjdp8g2CV8RPb8M2KSWBkvM59MwDMMoggV3jdEFXArcAlyChjv3iMi7BvVp8llNB5/r\n",
"VJAkWZlLElfpkqIpU1HbgZ9TbVPQWPUNSvQ4574OLGEHGyOhlKBKKOVxVDjlKwTcDuy0iw3DMJoL\n",
"EZkTwIK9IMlZOig+T9fBwEpdJxqUnQjcRXUlLklf9PpCCJ+qrL0f7oXrrofe5Kzd9dDbi84u9zm3\n",
"0M61hmEYRlFs5q4gIrIA+APgU865a6LnbgF+Avwlag7QAH3gtmgbZlZlLkmWZYFHpR3zFAZjJq7p\n",
"avgcQHTxYKbihmFMVJYfAMFL4KfbLYrO0yUrdbE/XT1vuthcvCv6d2Quvgb1Qn/cOXe7mYQbhmEY\n",
"w4VV7opzFjqa8Y34CefcXjSceqeIHN7Yx70Gkz1tw8yqzCVJVumSJNsx0zYFV0Nm9e3q6PUdAFyY\n",
"zghH8torKXMoMAu9nplFmUOTdgaGYRjNgoj4PnScESU00950jczTdTKwUreY2qqX1wMvwh1ElTiq\n",
"nUCZCJYGhmEYxvjAgrvitAOPOed+lXq+J7qf29jHvQpzQ62u1TMTT1bpkvNw6XbM2KbgQmAOOrWf\n",
"tCl4OPqcgwkRNkTtmJnYxYZhGBOIwwKY9r7oQdqbrpF5urhSl+VP9xraSPER4ABNBuLB5gBOc86d\n",
"ZckxwzAMY6SxtszizCSud1UTP3dYYx/nKm2Yycpcnp3BXDTXm7YsWMTAdswZ0e0U4FdoZbAt2tMf\n",
"EvIcHqa8ZhhG63AgaP4rrtCdltqgA/WTuwf4QPRcJ2o1eiLwGeB09FS6OLptRfsrb43eG+PD7gBu\n",
"AtYEFtAZhmEYo4g4V1SBo7URkSeBR51z/yf1/FHAE8AnnXPXFficN4hHOCZRqZ2+geZ590u/IbHN\n",
"a9F9epsQ2BvdS/TpXvRvFz3/Rv/WbwCvRO8YK9pQS6ld5OsPTCRa7fvWotWPRat//5jRPg4eMOMg\n",
"9MT3GtnuuM9F9wcnntuLnjDfQE/F+wH7Rv8uR6+/Sn91rw+dos7rw4ix34MKdiyUVj8Orf79Y+w4\n",
"TKxjUCJbASPNQdF2fc65fYb6Qy24K4iI/AQdcn9/6vnjUFGVC5xzNxX4nIBi/9GGYRiGYRiGYbQG\n",
"oXNuyF2V1pZZnB1kt17GCeDtBT9nL5r4dQwc/cgiJPJEMgzDMAzDMAyjKShauZuO9tsNS1edBXfF\n",
"2QQsEpGpzrndiecXRvebi3yIc27KsO+ZYRiGYRiGYRgtj6llFudbaPT9x/ETIrIv8DHgAefctrHa\n",
"McMwDMMwDMMwDKvcFcQ5t0FE/gX4kogcAjwJLEe94D42pjtnGIZhGIZhGEbLY4IqDRBV6lahlkjT\n",
"UM/aK5xz943pjhmGYRiGYRiG0fJYcGcYhmEYhmEYhjEBsJk7wzAMwzAMwzCMCYAFd4ZhGIZhGIZh\n",
"GBMAC+4MwzAMwzAMwzAmABbcGYZhGIZhGIZhTAAsuDMMwzAMwzAMw5gAmM+dMWqIyELgfcB04Dlg\n",
"nXNu89ju1cjRat/XyMd+FwyjGvubUETkcODdVI7Dfzrndo3tXo0OIjIV+BOqfw/uBb7unHt9LPdt\n",
"NBERDziL1HFwzn17THdslGnlv4VhxzlnN7sN6w1YCyxKPPaBfwLKqVsI3DDW+2vfd1iPxSHAvqnn\n",
"jgBuAB4HngceBa4FDh7r/bXfhTE5RgLsP9b7MYbf/zDgeODQsd6XUfq+9jeh3/sG4LdSz10FvJE6\n",
"DnuAz4z1/o7A998D/EHi8SHAz6LvvB3YAOyKHm8Epoz1Po/QcXgUOD3xeApwf/S9g8QxKAN3A95Y\n",
"7/MIHIOW/lsYjZu1ZRojwRL0Aibmz4EPATcBbwP2B2YD/wJcICLnj/oeDi+t9n1rsRP4YPxARI4G\n",
"HgL+GM3EfQ94FfhToEdEDh6LnRxB7HcBEJEFInJQ6rm5IrIWXbBfEZFXReRfReTYsdnLkUNEPiQi\n",
"s1LPLRWRR4FngK3ADhHZJCInj8lOjh72N6FcAPxG/EBELgE+DfwHcCoa8J+BBjZfEpEPZn1IE7Mv\n",
"4CUeXw38OnC2c+4w59wC4FDgImAucPno7+KocCxwQOLxl4F3od93f+fcIdHrXwFOAz416ns48rT6\n",
"38KIYybmxrAjImXgo865f4we7wC6nXO/l9pO0IzVPtGJvSlpte9bi4xj8W201WSJc+6Hie2WAt9G\n",
"228uGpOdHQHsd0HJOA7z0O/r0P/3Z4Cj0AX8V2gW9+djtLvDTsb3fz9awXoO+Hsq3//jwGTgnW6C\n",
"tiTa34SScRx+ATzlnHt3ars2NCHWm36tmUl+/+j/+hXgZufcpRnb/iMwzzk3ERM/6d+DF4DvOOc+\n",
"lrHt3cCRzrnZo7ybI0qr/y2MBla5M0YUEdkfzcb9S/o1p5mFfwWOG+39Gila7fvWIpojWAJckwzs\n",
"AJxz9wB/B5w+Fvs2GtjvQhV/hVZsZzvn/tA592nn3FnAfDSj//kx3buRZzUa0B3nnLvMOfe3zrlP\n",
"ASegx+VzY7p3o4T9TSgiMgX4NaAr/Zpzrg/4R6B9lHdrNJmKtiP+d87rPwDeMmp7M0aIyJuAaWji\n",
"J4t1wDGjt0ejj/0tjAwW3BkjzR60j/rVGq9PpN/DVvu+tdgP2Ad4MOf1h6hu15po2O8CICI+cBLw\n",
"Fefck8nXnHNbgG+g1d0JiYjsA8xDkxwvJl9zzm0Dvo4en1bA/iaUN9AZw+dzXu9Fz50Tjf1FZDr6\n",
"3X6FJnaymAS0gqDKr4DX0PmyPMJR2pexolX/FkaUVjiJGmPDl0RkK7AZFVA4IWe7t6JzWv+/vfsO\n",
"l6So/j/+/pCD5CAZVnJaBCSJZL6Sg6QlCQgKCIj+lKCSBUSCAUEQFUSS5LBkQdKiuEiSrKQl55zD\n",
"cn5/nLre2WFm7tx1untv9Xk9z33WO13X53TTNd1VdapqqKvb+XYyTNIyeE79O8C0bcpNhz/YchP3\n",
"wrimxOfaPNDm+IP44gq5mhS/Dx5rc3wM3nufs6gT7geSRgIX4y+17dIO58NTeHPzW/wl/iV8ruVK\n",
"bcotATxdVlAVOFXSW8Cb+PfjMm3KLYwvNpOjuteFQsVWCKEIzakWt+HD7uOQNDmwbYvyQ03dzncg\n",
"h6efPmsAZ7UotyzwRCkRlSfuhX7LSfoAf5l/B5i5TblZ8fk3uVlf0mz0n/+cbcrNDrze5lgOok64\n",
"p/Al3vsWGnqZNKLdWCils2+JZzbk5CctPnut+YO0yNbWtH5m5OCMbgqlbSK2BS4vNpxK1L0uFC4W\n",
"VAmVSV9eywJjzGxMxeEUrg7nK2mnFh+/a2YXNJWbBfg7cK6ZHVRGbBOS3O+FNGG+2YVmtlWLslcA\n",
"M5vZisVHVo425/8XM1u3Rdmb8Slnqxce2AQs9zrRLUkzAJsA95pZvNTWVOrsmB143czerDqeKkRd\n",
"GH/RuAshhNBTklZv8fGHZnZbU7lZgPOAS8zshDJiK4Ok+Vp8PNbMnm4qNzO+2My1ZnZuCaGFEELI\n",
"XDTuQgghhBDCBCHtETmfmeWaotuVtJrm9Gb2VNWxhKElFlQJlZJ0oKTcV4P6r7qdbyeSlpS0Q9Vx\n",
"VCXuhRDGFXXCSdpTUjb7Po6HHYAbqw5iArA3+c1LH5SoC+MnGndhQqCqAyhZ3c63nU3wDZ3rrPb3\n",
"gqRVJB1cdRxVkbShpNOqjmMCUvs6ga+eOl/VQVQs7gNX9+sQdWE8xGqZoeckrQZ0m+87X4GhlKJu\n",
"59tjWT244l4YL6vhm5i3Wk2vDr4I7AjsXHUgRYg64VKqYbemKyyQikg6hO7vg8HcM0OKpB3p/ty+\n",
"OIiyQ0bd60IZonEXijDYdIqh/uVVt/NtS9If6f78lhpE2aEi7oXxk1UjfzzkfP5RJ9wY/Ny6/W+d\n",
"23U4ZJDlczv/PoPNVsnxOoyh3nWhcNG4C0V4F7gX+GUXZTcHRhQbTuHqdr6d7Ah8AnzYRdlJC46l\n",
"CnEvAJJuZHCjNVk9vCU9QffnNP0gyg5FUSfcR8CDwDldlF0LWKfYcEr3Mr5f2fYM/FL/feCHhUdU\n",
"jTeAe4B9Gfg67AzsXnhE5at7XShcNO5CEe4AZjezCwcqKGkRhv6LTd3Ot5NngPvMbIOBCko6kPxS\n",
"8eJecKvhG3M/30XZqQuOpQrzAM/ijZqBLEDeqUdRJ9xdwNRmdtxABSVNQX4vtKOBZc3s1YEKSnqv\n",
"hHiqcjuwsJndOVBBSZ/ZFzMTda8LhYsFVUIRRgMLSZq+y/JDPSWpbufbyWhg+aqDqFDcC+4x4G4z\n",
"W2KgH+AE8rsODwFPmtmGA/0AZ5Hf+TeKOuFGA4tLyrEzoxujgdm7nG/1JHBzwfFUZTQwr6RZuyj7\n",
"Bn4tclP3ulC42Ocu9Jyk2YBFgDvM7J2q4yla3c63E0nfBvYDVm3esLlF2Y2AzczsG6UEV4K4F5yk\n",
"s4CNzGzAEam+EVwzy6azUdKpwDbANGbWcWn/HM+/UdQJJ2lhYCXgMjN7fYCy0wIzmtmYMmIL5UkN\n",
"mlmA58zso6rjqULUheJF4y6EEEJPSRqBzxX5upk9M0DZVYE1zOywUoIrgaSv4o27H5tZx9RUScOB\n",
"pc3sT6UEF0IIIWvRuAshhBBCCCGEDMSCKqEwaY7FBvheLXMAUwLvA8/hq0VdaWZvVBdhb9XtfLsl\n",
"aVLStTCzj6uOpwxxL4QwrqgTTtJEeEpau+vwd8u4113S/wFbAUvTf/7v0X/+F5jZX6qLsBwpNXEL\n",
"2t8HF5rZv6uLsHh1rwtFipG7UAhJ+wEH4SvhfQq8ii+PPwUwI76Yz7vAkWb2s6ri7JW6nW8nqTG3\n",
"E/0P8BkbDr9KeoADf8yxsRf3wmeleSbjPLzN7N1qoypHqg8L8dmXl//keP+3EnXCpXTlY4G5OhR7\n",
"BtjPzM4tJ6pypO+AC4B1gXfw58ALwAf4fTA7/pI/NXAtsEWO3xGSJsYXkdoNXzzoGT57HebEV439\n",
"PbDnQPN2h6I614VSmFn8xE9Pf4C98Af4mcCKwGRNxycDvpyOfwrsXXXMcb49uxYzA3en83w4nfMx\n",
"+JYHx6Tf/52O3wPMUnXMcS8Udi1mBI4EHknn2vzzCPBTYKaqYy3o/BcAzsZfZFud/9v4Pk8LVh1r\n",
"wdch6oSf59bp/G5O/3t+YCq8YTtV+n1b4JZUbpuqY+7x+R+Pd2zsAkzapsxk6fh7wK+rjrmg63Ao\n",
"vhfs4fgWIa3KzJGOfwIcVnXMBVyDWteFMn5i5C70nKT/ALeZ2Y5dlP0TsJKZLVR8ZMWo2/l2IukM\n",
"PPVqKzP7a4dya+G9uFeY2Q5lxVe0uBecpGH4g3t24K/AP/E97xp7p1cA1sB7rVczs8eribb3JC0N\n",
"3ASMBc6n/flviffer2lmd1USbMGiTjhJ/wKeMrONBign4HJgHjMbXkpwJZD0PPAHMzuoi7JHAN80\n",
"s9mKj6xckp4ELjWz73ZR9nhgUzObt/jIylP3ulCGmHMXijA3cHSXZUcBIwqMpQx1O99ONgCO69Sw\n",
"AzCzv0o6FtinnLBKE/eC+yWeVrSEdZg3kuadXJfKb1JSbGX4OfA0sLqZvdKmzKmSfow3Ao8D1iwp\n",
"trJFnXALAb8eqJCZmaRLgROLD6lU0+J1ohvPpPI5mhW4t8uy9wO7FhhLVepeFwqX5b46oXJjgHW6\n",
"LPtV4IniQinFGOp1vp1MhqebdeNtYPICY6nCGOJeAB+R+2Wnhh1AOv6LVD4nywMndWjYAZCOn5TK\n",
"52oMUSfAR6iX67Lsl/CR3pzcDewq6XOdCqXj3wKyHMkGHgK2SYuJtJWOj0jlc1P3ulC4aNyFIhwH\n",
"bCFppKR1Jc3ceFDSzJLWkzQSXy3q55VE2Tt1O99O/gbsLanTJGnS8e8Ct5YSVXniXnCf0n1myCSp\n",
"fE7eB2bqsuxMqXyuok64k/HGza8lLdKqgKRFJZ2Aj9acUmp0xdsPWBx4WNLPJG0haWVJX0r/biHp\n",
"aHxO9mLA/pVGW5xD8VH6OyTtns5/zlQP5ky/fxu4E+/0ymb/zwZ1rwuFizl3oRCSdsMXU+hbKXEs\n",
"8BE+sjNx+uw14CAzO7n8CHurbufbjqRF8UnQUwJXAHfgvW4f4qN0s+M9dhvik+ZXM7MHq4m2GHEv\n",
"gKTzgVWADc3szg7llgWuBG4xs63Kiq9okn6Hb2K+o5ld3KaMgM2APwLnmdm3SgyxVFEn/vvf+6fA\n",
"D/AOjXeAF+lfNXQ2fDGJj4FfAT+0zF7QJH0RvwZr07rz5xPgeuAAM7u7zNjKJGk9vNNj0Q7FHgb2\n",
"NbMry4mqPFEXiheNu1AYSVPiPU9L4y/1fcuAP4+naNxgZh9UF2Fv1e1820mjcj8GNgdmaVHkZeAi\n",
"4Kdm9kyZsZWl7veCpDmBG/EVI2+nfSN/OeAxfG7as9VE23tpT7cr8T2cXsBTzBrPfw5gGeDzwD+A\n",
"9S3zPd7qXif6pLqxCe2vw2U51YVWJE0LLMlnz/9+M3uzytjKJGkxWt8H95jZA1XGVoaoC8WJxl0I\n",
"oTDpy3ucL+34sq6HNHdmDzzVbjg+StPnQ+A+4EJ8bto75UdYrDRnZov00/fyMgUNL3D4+V9oZrml\n",
"pYYQQqhINO5CCCEUKjV0ZqS/kf9aNGhCCCGE3osFVUJhJK0laU9JI1IaRqsyK0o6rezYilC38w3t\n",
"xb0wLjP71MxeMbOn07/RsKuZqBNO0vySNpC0QrsVEyUtKengsmMrmqTPSzpc0gWSTpa0eptym0jK\n",
"Zt/LZpKmkLSLpGMl7S9p/jbl1pZ0Q9nxlaXOdaFwVe+iHj/5/eBzSm7AV8Dr+3kd2K1F2e2BT6uO\n",
"Oc63p9djceBMfOPmq4GdSFkCLa7F2KrjjXuh8ms2Fb5JbeWxFHR+U7e6/xuOzwqsWnWcBZ5/1Ak/\n",
"t4mA05uuw6PAum2uQ27fjbPh6cifAq/gqdmfAn8Gpq7RfTAd8GDTffARcBQwUR2uQ93rQhk/MXIX\n",
"irAPsCpwCLAUvsfRHcDJkn7XrodmCKvb+bYlaUF8gYgt8C/wJYHTgFGSZmv1JyWGV4a4F5I0UjNK\n",
"0iuSHpJ0qKSpWhTdjAz3NpO0k6Sn8P0c35J0eps68FV88ZlcRZ1wuwI74KujbgLshjdwrpJvZt8s\n",
"t+/Gw/GOnNXMbGZ8C5CD8WfFLZI+X2VwJToI+AKwI97QWxg4A9/64Yo235G5qXtdKF7Vrcv4ye8H\n",
"Xyjh1Baf/xhfAvsyYPL02ZDvmarb+Q5wLc7De2cXSL8rnfOb+GbGizSUze5axL3w3/NdFl/G+kV8\n",
"ZdS/pfN/BFisqWx21wFYC++NfhDft+1sfK7hK/jKoFmff9P5RZ3wc7sLuKjps8mA36V75Tc53xP4\n",
"qrhHtvh8VeBVfORm/lzPv+F8HwZ+1eLzbdN3xGhgppyvQ93rQhk/dekxC+UaBvy9+UMz+yn+BbYu\n",
"cL2k6coOrCB1O99OVgRONLNHAcydBayAv8iNkrRClQEWLO4FdxjemF/UzDY3s5WB1fHVIm+VtEqF\n",
"sZXhQPwF5otm9gMz2w4fxX4auFrSiEqjK1fUCbcAcE3jB2b2kZntio/a7C7pfEmTVhJd8WbDG3jj\n",
"MLNbgJXxl/tbJS1ddmAlmxu4t/lDMzsHH8VfCL8O85QdWInqXhcKF427UITX8Hkkn2Fm5+EbWC8N\n",
"jML3exrq6na+ncyEj9yNw8wexh/gz+AvcuuWHVhJ4l5wywCnmNlrfR+Y2Sh8RO9R4FpJm1YVXAmW\n",
"AM4ws4/6PkgdHisD1wHnSPpOVcGVLOqEewdouZCMmR0L7IKnKF8NTFNiXGV5Fliw1YGG58MbeIry\n",
"6uWFVboXgZYNt/QduTowPZ7tsER5YZWq7nWhcLEVQug5SSPxtIKVO5RZAd/kd3r8Ppy4rPh6rW7n\n",
"24mkB4DrzOx7bY5PB1yOj+RdA2xkZtl0MsW94CS9BXzfzP7Q4tjUwMX4htZ74KlIZ2Z2H7wGHGBm\n",
"J7c4NjHwe3yhoSPxNK2szr9R1Akn6S94MsM6HcpsApyLp6ZNkdN1SKugrmpmC3QoMxNwFbAcfq2y\n",
"Of8+ks4DFjazL3YoMz/wF3zUO7vrUPe6UIYsHyahchcDK0lasV0BMxsNrAI8x9CfLFu38+3kRmBL\n",
"SZO0Omhmb+KpJ9cAGwG59S7FveAeB5ZvdcDM3sX/21+Mz7HYg/zug75Rus8ws7FmtjM+F+8AfFGJ\n",
"3M6/UdQJdxmwtqRF2xUws8vwBWc+Jr/rcDbwhqSvtCtgZq8CawIjgafKCqxk5wFzSlq1XQEzewz/\n",
"/riX/O4DiLpQuBi5Cz0nSfjy3x+a2ccDlJ0G79UdU0ZsRajb+XYiaTk8Z/7nZnZbh3IT4y+3S5nZ\n",
"GmXFV7S4F5ykY4BvAnOZ2XttykwEnAB8m8x6pyUdAuwHzN2Ymtqi3L7A0QAZj9xFnQAkTQnMDzyf\n",
"GjGdys4LDDOzm8qILYQyRV0oXjTuQggh9JSkRfDG3TlmdtcAZb+HN/K/UUpwJZA0N77E9w1m9uAA\n",
"Zb8GDDezw0oJLoQQQtaicRdCCCGEEEIIGcgyDSSEEEIIIYQQ6iYadyGEEEIIIYSQgWjchRBCCCGE\n",
"EEIGonEXQo9ImlzSxpKWqjqWEEIIYUIkaVVJLTe2T8dn6bRVQAihs2jchVJImknSCEn7pZ+t0oal\n",
"OfkYuBBYqepAqiZpKkmXSNqu6liqIukaSdulZZ9DCGEckiaRtEJ6Hm4lafm0TUzubgLW7nB8LXzP\n",
"1KxJ+qek70uaq+pYqpLeDYd3OD5c0oxlxpSDlhsNh9BLkg7D9z6brOnQR5KONbODKgir58zsU0mP\n",
"ADNXHUvVzOw9SWsBV1UdS4WGAWcCJ0u6NP3v6y2WKA41JekJOm/YbsAHwDN4A+C3ZvZ6CaGVTtI3\n",
"gKOA5hGslyQdYGanVhDWhGJy4NOqgyjBJ8BxwLGSbsM3OL/AzF6oNqxS/QJYGFixzfHfAg8DO5cW\n",
"UQZiK4RQKEkHAYcBVwInAo+kQwsBewHrA4ea2U+qibC30kjVL4BfJ0pSAAASYElEQVTVzOzhquOp\n",
"kqSrgBfMrLZfymlT9+2BEfhL3PPAn4GzzOyeKmMrk6RJgHXwBu8MgJrLZPQdcAidGzAt5XL+nUg6\n",
"HVgGWAK4D3gsHVogfXY/8J/0+3C8vnzFzJ4oPdgCSdoNOBm4BziFcZ+LuwFLAXua2cnVRNh7aTPq\n",
"efG6fyNwJHBdi6Iz4J3Bs5rZAuVFWI10XbbCnxHL4I3aW/CG3kVm9kqF4RVO0tN4J86RbY7/CNjd\n",
"zOYtN7KhLRp3oVCSngXuNLONWxwTMBJY1szmKD24Akg6AVgTf0jfDDwBvN9czsz2Ljm00kn6AnAt\n",
"cD5wspk9U3FIlUmpVmvjDb1NgamBB/HRvLNzvjaSvgRcDHRMPTKzLKYJSBqvEYdczr+TtGH7H4Cv\n",
"mdktTcdWAy4CdjazkZJWx0f+LzezEaUHWyBJj+Ojk2uZ2cdNxyYD/grMaWZfqCK+Ikg6FDi4y+Jj\n",
"8Rf6Wo1eSpqf/obecHxk70YzW6fSwAok6QNgbzP7XZvjuwHHm9kU5UY2tEXjLhRK0jvAvu16ICXt\n",
"ARxjZp8rN7JidPtiV5MXubfx1O/J00cfAx/iPbfW96+ZTVtNhNWQND3wO2CL9JHhKWi/NLMrqoqr\n",
"KJJuB+YDdgFuzTXNLgxM0n3AxWZ2SJvjhwGbmdmS6fdfADuYWVap7pLew5+Lv2lzfC/8uThVuZEV\n",
"R9JiwGLp1/OBXwO3NhUz4F3gbjN7scTwJiip4/tbeMrm1GaW7TxMSWOAa8xs9zbHTwHWN7O5Sw1s\n",
"iIs5d6FofwNWwFNQWlmez37BD1l1aLQNwkVdlKlN75KkVfCRuy3w1KP7gTPwRu8uwEhJR+YyB7XB\n",
"cOBAM7u86kBC5RYAXutw/HVgwYbfHway6Phrcg+e3dHOgsDdJcVSCjN7EM9WQNLOwM25pdv+rySt\n",
"hI/cbQnMAbwNnFNpUMW7BNhL0tVmdlnjAUmb4nPtsklPLkuM3IVCSRoGXANcjc+5ezwdmh+fc7cO\n",
"sK6ZjakkwBAKJGlxvEG3DTAP8CL+sD6zcc5d6qk9BdjczLJaRVbSY3ha7nFVxxKqJelBfPR+ZTN7\n",
"r+nY1Hhn4GRmtlj67BDgm7n12ktaFp+H/jPgFDN7P30+FT7nbn9gPTPLqoHXR9KkwJRm9lab49MC\n",
"7zenrOYopa2PwBt1cwPvAVfgc+6uMrMPKwyvcCmTZRSwON7pcX86tCQ+9/RBYJXI+BicaNyFnkqp\n",
"eH0pd30mBvrypfvSFvtGuD4APqlbal7In6R78FGrD4DL8FG6a82sZequpG3w+XdZjf5K2hXYB1jO\n",
"zN6sOp6yNawQ2byITN/Dty89OZv5Ve1I2hJ/aX0arw+PpkMLAjsAcwLbmNn5aRGeh4E7zGzrKuIt\n",
"SkpPnQEfnfkYeC4dmhPPqHqOcUc4++6RtkvGDyWSTgJWNbMl2hy/D59rlvXc9NTxNQzv8LgarxuX\n",
"N3d85E7S54B9gc3xjn/DF1u6CDjWzN6tMLwhKdIyQ691k4rXLKseBknrA9/HV76aFm/INr/IZZtD\n",
"3yhtVLs/virqfPh1GIM/yI7JfF7Fm/i8iQva9VA3uQzI8QV/Gjy96BFJ5wFP4QsmjMPMflF2YCW5\n",
"ucVnE+MrB66M91TfVWpEFTGzC9J8s6OAA5oO3w/s0TTvdG06p3EOVa8Cr9DfuO3zZIe/yek5uS6+\n",
"mFQ7F+IZD7l7CDgEGNnlMyJLZvYOfh1azsUNgxcjdyH0kKTNgQvwF5Vbgd3xNDzhqyQ+AlxiZodV\n",
"FmRJUkriDcAswGjGXe57efzlZk0zu7/1/0PIQSwy1J6kpfAVZbc3s+urjqdMkubAG7gAT5rZc53K\n",
"h3ykFRK/Y2a/b3N8V3yFxCnLjSxUSdLs+JZBj6UGXxhPMXIXQm/9CLgd+AowPd64O83MbpA0H/AP\n",
"fHuEOvgNPkKxgpn9s/GApOXpn4e5evmhhRLlOBrZE2b2r7Qa3NHAslXHU6bUmIsGXT29BizS4fgi\n",
"QG1GstK2Hxvg87LBR3CvNLNWo/7ZSQunHI2nZxvwf8ANkmbB90I8zMwuqTDEIScad6FwaZPOHwNr\n",
"4KM4m5jZLZJmxofhT8to4vhiwI/M7BNJfalnkwKY2Zg012B/fL5J7pYHjmpu2AGY2e2SfoXfF9mK\n",
"FF2/76uOYQL3Er6YQPYk7UgX6YVmlv33o6TpgD3ofy7ulr4XZwS+AVxmZs1pm7m4GthV0tlmNk5K\n",
"clpsZlc8NTNraU/Dc/GsHoA38OfCdMA+ki4Bts55YRlJG+HTeW4DzgYO7TtmZi+nvZJ3wlfVDF2K\n",
"xl0oVNrb5lb8C+t2fCnsSQDM7BVJXwGmwpeCz8F7wEcAZva6pA+B2RuOv0R9RjJepsUG7g0+wK9H\n",
"lppSdM+lTYpuZQGGyqUOrp3xDa3r4I9dlsu6cSdpLuAWYC583t0i9G/58DreuJkXyHVBkYPxeXej\n",
"JV3OuCskboQ/F3LbEqaVQ/BnwXHAz/vmoEv6PN4puG8qc2BlERbvYGCUma2evg8PbTp+G14fwiBE\n",
"4y4U7Ri8N2pFfKXM5pf5K/ElgHPxH/o3agX4F7CDpLPx+rYNvqBEHfwK+E7qnX2+8UCab/PtVCZX\n",
"kaJLrBYp6UZaj1bNgL/UT4qvFFkHrf4b9y0us0f6d8dSI6rGsXhjbml8e5T/PhfNzCRdCmxYUWyF\n",
"M7NnJS2HL6yzKf0jV28BZwE/rskczG2BM8xsv8YPUyNv/9TI2568G3dL4A3Zdl4EPl9SLNmIxl0o\n",
"2qrA4Wb2UuqVafYU3nuZi4uBvSXtk/anOQIYiffGQl6jlAOZiP5VEi9l3AVVNsGXOpakcb7YM1o1\n",
"MVJ0Xd1XixStG7ZP4PNJTjOzh0uPqgIdUnQfw+fYXIXvf7pHaUFV46vAr8zsgTbPxSfon3+VpdR4\n",
"21HSRHhaKsDL7baKydTseCdfO7fjHcI5ew+YusPxYfjqsmEQonEXijYR0GmPkpnxPV6ykDZqPq7h\n",
"9yskrYbv3zIWuMLMbqwqvpId2/C/t21xfEkarlWDXBp3kaILmNlO7Y41rBZ5dmkBlczMVq86hiHk\n",
"CuAn5N+4m5LOKenTlBVIldLG9dMCb9d0dcRn8TmXv21zfFXyT9m+EW/kH998QNJs+HZCV5Ye1RAX\n",
"jbtQtLvxVaBOaj6QNqndms49V0OemY0CRlUdRwWyb7gMIFJ0B5DrapGSlhnkn4zFU9KerNnIRbMv\n",
"AFNUHUQJHgJWA05pc3wT/NmZHUnDgP3w94K+rB1LC2dcgW9anX26enI6cJikN/BOzUfxUf2FgO/h\n",
"U1Zy3/vtQPwd8J/4HHWAdSStBeyGZz1kv3VUr8U+d6FQktbDv7B/jy8qcQOeQ/4yvlLiKsBadVny\n",
"N4xL0gxm9vrAJYceSfvgCyIsaGYfStoQT9F9LxWZCtjFzLpdZCJLkvbEFxPI5qW+2739WngHX3Tn\n",
"/5lZp8WIhiRJq7Y5ND3e2PkOvkrkluVFVT5J2wN/wp+BF+Ip6+sAY/CX+W2BzXNb/j0teX8mnob3\n",
"JHAvnro/DTAcT9V+F/i6mV1aVZxlSR3cf6B/zm3f90bfnp9/Ar5pZmOb/zYnaU/c4/FRzMYU9puA\n",
"Pc3soSriGsqicRcKJ+nrwK/x5X0bvQV828z+XH5UvZNW+xpURTKzjQsKZ4InaQpgY2A7YJ2cXuoH\n",
"ImkV6pmi21Kab3QtMJ2ZLVB1PL0iaafB/gn+grsc/mL/BzPbrddxVW2ARu9YvOf+O2aW/RwbSQfg\n",
"IxJ9czL7Fh0aCxxoZkdXGF7PpZWz7wIex7d9+Ew2S/p+/C0+grusmT1YbpTVSOnp6+ONW+jf5+7e\n",
"6qIqX9oGZAG8cfu4mWW7mnbRonEXSiHpc/jGlAviFfdR4Foze7vSwHogvbB8CLzQ99EAf2JmNqzY\n",
"qCYsadL8WniD7mv4i+zL+ANs5ypjC8XqdrVIMzun1MAmUJJOAEaY2axVx9JrabPmZoYvOPWkmb1Z\n",
"bkTVSnvAbkb/c/Ex4CIze7zSwAog6Sx8ZGZ4p8Z7esG/D7jRzLYvK74QchKNu9Bzko4C/lyXXidJ\n",
"TwNzAnfiC0Oc17z0f11J+hLeoNua/uWM/wycCIyu+fyiWpB0U4uP+17oH6VGq0V2I+2PeGyuW0MM\n",
"JOdU7TpLc+pONbODuyj7Ezxlfc7iIwtVSVk82+Md//Pjnb5vkzr/gbPN7KPqIhy6onEXei6NZG3f\n",
"1xOfUq9eAtY2sxsqDa4AkoTPF9kWT7mbDs8VPwe40Mzeqi668kmaH2/QbYf3SL8EnAf8HW/YbWFm\n",
"F1cXYXEiRTeEwatzqjaApEWBLfDVdP8N/DG354akD/BpGAPOMZa0M3CymU1efGTlknQfAz8jGtN0\n",
"zcyGFx5YySQtic9B70tFfQufc/w5fAVV8BTejeuSnttLsVpmCP8j8x6Sm4CbJO0FrIe/pJwInJT2\n",
"bjoHn2P1QWWBlkDSP4DlgfeBS/EVv65Le71lM6eqgw0YZIpuseFUI1aLDAPpkKqdZXpuejbsDXzZ\n",
"zF5p+HwjfFGVSRuK7y1phcZyGXgV37OsG/MBOZ17o27mkxowG7BwwbFUIk3TGQnMii8qdKaZPdtw\n",
"fC7g68BBwOWShptZpy21QpNo3IXQQymF4DLgMknT4PMpdsNHrg4FDq8uulIsj68G+SPg9BzmVA7S\n",
"s3iK7ivUO0X3jvH8u3ckZbtaZKh1qvbG+CIRjQ27vtUSxwK74qn96wNH4kvEf6+COItyI7CLpOO7\n",
"mHO3C95hmp2B9r1Me7vtj783jAXOKiGssn0DmAfP5vrMomJm9gxwlKTRwHWp/Inlhji0ReMuhAJI\n",
"mhz4Kr5f0dLAB/gKWLnbC39xOx74maSR+MPpGjIdpWoyD/0pugcBx6U5Z3VL0R3sIjmNq0V+K/2e\n",
"3WqRddVFqvZFZnZbdRGWYjF8S6BGawCzAEeZ2Z/SZ/en1RPXI6/G3VHAlsAtknY1s781F5C0Mr73\n",
"38ypfG2kRt0P8Ub+JPhz80gze6zSwIqxAZ7R03G1aDO7QdL1wIZE425QonEXijKsITVr+vTvQmmz\n",
"zs8ws7vKCas4kibGJwZvA2wKTAlcj7+sXlKHtAIzOwlPRR1G/8vcCDzdKvtl/yNF15nZ6eP7t+k7\n",
"YgTRuMtCpGr/10zA002frZ3+bd7P7u/4/O1smNkDkrbB97kbJekJ4F+Mu8/dF/D7ZDszu7+yYEsk\n",
"aXZ8pK6xUXdEjiumNlgS3x6rGzcA3y0wlixF4y4U5XA+m4J4UpuyBkxcbDjFSb2N2+K9kjMBt+Fp\n",
"iednNmeia2b2BHAEcISkZelPwwJv5KyH59xfl2sjJ1J0x9tNeM9uyEPdU7X7vIjPo2q0Cn5t7mn6\n",
"/KP0kxUzu1jSv4B9gY3wTtA+L+Ajm8ea2aNVxFem1Kj7Id75Owne6D0iPTtzNyP989IH8mIqHwYh\n",
"GnehCHXbt2wU3tt4NZ5iNAZvsM4jaZ5Wf5DDSGW3zOxO4E5J+wJr0j+atwt+3aauMLzC1ThFd7yY\n",
"2UXARVXHEXqm7qnafe4AdpR0opm9JWlxPA15pJl90lR2YeCZ0iMsQUoz3B3YXdJ0pOXv67LHoaQ5\n",
"6G/UTQycgadf1qFR12dy4OMuy34CTFZgLFmKrRBC+B+lrR8Gw8xsyI5U9oKkKfEFBrY1s02qjqfX\n",
"OqTonkNNUnRDaNSUqr0w/anaW5Hx9ih90tLvd+D7Oz4AfAmYCljJzO5oKvsYvon3N0sPNBRK0vt4\n",
"4+Ye4KfAEwzQyZFbZ3B6ZzoI7xAfyPrAT8xsomKjyks07kL4H0naabB/87/MSQoTrjYpuudQ4xTd\n",
"EJo1pWrPhi+wcjmZp2pL+jJwAL5h8xjgODO7vqnMGsAJwA/M7NrSgwyFis7g8boGRONucKJxF0II\n",
"PZIeWq1SdNvKrVc2hG6lEe6+VO3N8A2M3zezrFO1Q31FZ/B4XQNrWE02dCEadyGE0CPRKxvC+Mk9\n",
"VTuEEMoSjbsQQuiR6JUNIYQQQpWicRdCCCGEEEIIGYgJiiGEEEIIIYSQgWjchRBCCCGEEEIGonEX\n",
"QgghhBBCCBmIxl0IIYQQQgghZCAadyGEEEIIIYSQgWjchRBCCCGEEEIGonEXQgghhBBCCBmIxl0I\n",
"IYQQQgghZCAadyGEEEIIIYSQgWjchRBCCCGEEEIGonEXQgghhBBCCBmIxl0IIYQQQgghZCAadyGE\n",
"EEIIIYSQgWjchRBCCCGEEEIGonEXQgghhBBCCBmIxl0IIYQQQgghZCAadyGEEEIIIYSQgWjchRBC\n",
"CCGEEEIGonEXQgghhBBCCBn4/2zg4cF/rhmGAAAAAElFTkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x106340950>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"years = (2013, 2014, 2015)\n",
"\n",
"for i,year in enumerate(reversed(years)):\n",
" mask = in_year(dates, year)\n",
" logged = np.cumsum(dists[mask])\n",
" calendar = dates[mask] + i * datetime.timedelta(365)\n",
" p.plot(calendar, logged, 'o-', label=str(year))\n",
"p.xticks(rotation='vertical')\n",
"p.ylabel('cumulative mileage')\n",
"p.legend(loc='best');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It looks like I've really been getting after it in 2015, which is true, but not any more so than in 2014. I've just been doing so earlier in the year, since the marathon was moved from late July to early May.\n",
"\n",
"A fairer Goering diagram would compare my 18-week preparation for each of these races in isolation:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"races = [\n",
" ('EM 2014', datetime.date(2014, 7, 27)),\n",
" ('EM 2015', datetime.date(2015, 5, 10)),\n",
" ]"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def end_of_day(date):\n",
" return datetime.datetime.combine(date, datetime.time(23, 59, 59))\n",
"\n",
"def in_training(date, race_day):\n",
" end = end_of_day(race_day)\n",
" begin = end - datetime.timedelta( 7 * 18 ) # 18 weeks\n",
" return (date > begin) & (date < end)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAA4AAAAIKCAYAAAByaCFdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAAewgAAHsIBbtB1PgAAIABJREFUeJzs3XmcVNWd///Xp+oimxhoUYFGMCguMdAIAi5xC9qoURPH\n",
"LA4udETU8RcTECeOGiIt6E8To4lLJgbQRnFGk0lGnSDQSjQSlCUqS+bLV3CJCt0KsbtdG0NVne8f\n",
"51ZTXV3VXdUbvbyfj0c9qrn33HtPL/roT5/z+XzMOYeIiIiIiIh0fZG9PQERERERERFpHwoARURE\n",
"REREugkFgCIiIiIiIt2EAkAREREREZFuQgGgiIiIiIhIN6EAUEREREREpJtQACgiIiIiItJNKAAU\n",
"ERERERHpJhQAioiIiIiIdBMKAEVERERERLoJBYAiIiIiIiLdhAJAERERERGRbkIBoIiIiIiISDeh\n",
"AFBERERERKSbUAAoIiIiIiLSTSgAFBERERER6SYUAIqIiIiIiHQTCgBFRERERES6CQWAIiIiIiIi\n",
"3YQCQBERERERkW6iWwSAZnaTmSXMbFPa8bLwePprc5b7TDOzzWZWa2ZbzOx77fMZiIiIiIiItFyw\n",
"tyfQ1sxsKHAj8CngMgz5HJiWduzDDPe5Evh34L+AO4GTgXvMrI9z7ietOmkREREREZE2YM5liom6\n",
"DjN7DNgfH+wOdM6NSjlXBvyTc26/Ju7RG3gXeNE5d17K8UeAbwAHO+dq2mD6IiIiIiIiraZLbwE1\n",
"s5OBC4AZgJF5BdDMLGJmjQWBpwEFwC/Tjt8P9AW+1grTFRERERERaVNdNgA0syhwLzDfOfe/jQzt\n",
"A3wE1JjZB2Z2n5n1TRtzTPj+l7TjrwAJYExrzFlERERERKQtdeUcwKuAYcBXGxlTAdyBD+QiwFnA\n",
"1UCRmZ3qnIuH4wYDcefc31Mvds79w8w+AIa09uRFRERERERaW5cMAM1sf+AW4Bbn3AfZxjnnbkw7\n",
"9Bsz2wLcCnwTeDw83hv4R5bbfB6eFxERERER6dC6ZAAIzAP+jt8Cmq+7gbnAJPYEgLXAPlnG9wrP\n",
"58TMPgV64vMRq3K4JI7fZioiIiIiIp1DBIjmMK4AX6vkc+dcehpam+hyAaCZjQSm4wu/DDWz5Kle\n",
"wD5mNhz4yDlXnel659wuM6vCfzOSKoGomQ1M3QZqZvuE4yrymGJP9vwwHJjHdSIiIiIi0jX1bK8H\n",
"dbkAECjER9z3hK90bwE/B67NdLGZ9QMGAjtTDr8avo8HlqYcPzZ81vo85pesRBoHsm5PTaEVwI6j\n",
"Bz5o3wHs3stzkdzp+9Z56XvXeel713npe9c56fvW8eS6Arh/OK7devN1xQBwE3A+9b+Iht8Wui/w\n",
"A+ANM+sJ7OOc+zjt+tnh+7KUY3/Eb9f8F+oHgP+CbzC/JI/5VeH/A/3AOXdQHtfJXmZmY4GXgbOc\n",
"c6/s7flIbvR967z0veu89L3rvPS965z0feu8zOx9fGyQS2pYq+hyAWBY9OXJ9ONmNjM8/1T470OA\n",
"V83sP4DXwmGT8ZVAlzrn6u4RbgudDdxvZr8ByoGTgIuAG9UEXkREREREMjGzAN81oD9QA1Q452J7\n",
"az5dLgBshKP+qmA18D/AGcBU/NLrVuAG4M4GFzv372a2G5gFnAe8A8xwzmXaZioiIiIiIt2YmY0G\n",
"SohQQoIBdSciVJtZGVC2N+bVbQJA59xpaf/+ELg0z3ssABa05rxERERERKTrMLNiIswFJtCbGGMI\n",
"GIFvHFcLvMkA1nMNtcxkL+RsdpsAUEREREREpC2ZWTGwnMHEOQkYSdCgFMxI4HQCtgKP06P9yr94\n",
"CgBFRERERERaQ4S5DCbO5USxRsZFgSPxq4Kftc/UkhQAioiIiIiItJCZFQETOAkaDf72MgWAHZSZ\n",
"/QUYtLfnIfX0CN+XhgWBurL3nHPH7u1JiIiIiHQiU+lNjJEdO8bq0JPr5gbhm9pLx3Pg3p6AiIiI\n",
"iHQcZhYQoYQxGXL+OhgFgO0vnvbeqEgkwuDBg9twOiJ7VFZWkkgk9vY0WlslUBq+S+ei713npe9d\n",
"56XvXeek79veN4QEAxiR51V7tormFBu0BnOuncvOdHNmtg2/srfdOTe0qXGFhYVs27at3eYn3dvQ\n",
"oUPZvn07NPHzKSIiIiJ7hD3/NnA5kM9vUD8DPgba8XevSHs8REREREREpAurAXyfvw5OAaCIiIiI\n",
"iEjLVBChmjf39jSapgBQRERERESkBZxzMRKUsZ5Y+2XzNY8CQBERERERkZYro5aArXt7Go1TFdAu\n",
"JBaLUVFRQU1NDf3792fIkCEEQdt9i9v7eSIiIiIiHdYcBrCABH8mwhF02GbwWgHsAjZu3Mi1117L\n",
"gQcOYfjw4RQVFTF8+HAOPHAI1157LRs3buzUzxMRERER6cis1E4AlnAqEbYBC3BsJntzhziwGfi0\n",
"vWa4hwLATqy8vJwJE06gqKiIe+99lOrqS4CngdXA01RXX8K99z5KUVEREyacQHl5ead6XlIkEmny\n",
"9cILL9SNLysrqzt+yimnZL3v3/72t3r3yNWyZcu45pprGDNmDAUFBfTu3ZsjjzySmTNnsmPHjqzX\n",
"VVVVMWPGDA455BB69epFYWEh06ZNS7ZdaGDhwoVceeWVTJw4kT59+hCJRJg9e3bW+z///PONfo1u\n",
"uOGGnD9HEREREcmNldp4YCnQl8OAC1jLe/yFx4E7ibEM2Aq8G74vC48/DiT4R3vPV/v1Oqny8nIm\n",
"T55MNHoc8ASx2NlAj7RRZxGL3Q48zSuv3M7kyZNZvnw5xcXFHf556cyMm2++Oev54cOHNzgWBAEr\n",
"V65ky5YtHH744Q3OL1iwoG5cPJ5btu6uXbs4++yz6dmzJyeffDLFxcXE43FWrFjBL37xCx577DFW\n",
"rlzJYYcdVu+6Dz74gBNOOIGtW7cyadIkpkyZwubNm3nooYdYsmQJL730El/84hfrXTNr1iw++ugj\n",
"CgoKKCws5I033sCs6b0Ep556KqeeemqD41/5yldy+hxFREREJDdWamOA5cB+4aFnGcW57r/cLjMb\n",
"TS1TWUsJqymouyhCFQnKgEX41ZTCdp20c06vdnwB2wAHbMtlXGFhoctk/PjjXTR6nIOEA5fDK+Gi\n",
"0ePc+PHHZ7xfU9r7eanMzEUikZzHP/TQQ87M3Pnnn+/MzP3rv/5rgzGxWMwNGTLETZgwwQ0dOjTn\n",
"++/evdvddtttrqampt7xRCLhrrrqKmdm7txzz21w3RVXXOHMzF133XX1jt9zzz3OzNyZZ57Z4Jrl\n",
"y5e7d955xznnXFlZmTMzN3v27Kxze+6555yZudLS0pw+l0wKCwtdLj+feumll1566aWXXt39xRyO\n",
"Zg47mYMLX39iDn0ajPOLbgcDo8L3IOVcTrFBa760BbQT2rBhA+vWvUQ8/m/knl1qxOPXs27dS3nn\n",
"6LX381rL0UcfzfHHH8+iRYuIxWL1zi1ZsoTKykquuOKK5H98OQmCgBtuuIEvfOEL9Y6bGT/+8Y8B\n",
"+NOf/lTv3CeffMIjjzzCvvvuy5w5c+qd+973vsewYcNYvnw5b731Vr1zxcXFHHzwwQB5zVFERERE\n",
"2paV2hHACmBgeOgl4Bx3s/ssfaxzLuace9c5tyl8j6WPaU8KADuhRYsWEQQHAmfneeXXCIIDWLRo\n",
"UYd+XmsxM6ZPn87OnTt58skn652bP38+/fr148ILL2y15yUroKZXQl29ejW7du3ixBNPpG/fvg3m\n",
"eOaZZwLw3HPPtco8tm7dyn333cdtt93Ggw8+yOuvv94q9xURERERsFI7FPgjcFB46C/AWe5m9/He\n",
"m1XulAPYycRiMcrKFhOLXULDHLym9CAWu5iyssXccccdObVsaO/nZeOco7S0NONKWO/evbn++usz\n",
"Xvftb3+bGTNmMH/+fC644AIAtm/fztKlS5k2bVqDgKwlHnzwQYC6gC7ptddeA8iYhwjU5Qtu3do6\n",
"TWMeffRRHn300XrHLrjgAubPn0///v1b5RkiIiIi3ZGV2nB88DckPLQBmOxudh9mvcYsCMf3B2qA\n",
"ir25CqgAsJOpqKigunoncHoz73AGVVV3M3RoJUFwcJOjY7HWeV5lZWXddsbmKi0tzXi8f//+WQPA\n",
"Pn36MGXKFB544AHefvtthg8fzoMPPkgikWD69Oktmk+qdevWUVpayn777ce8efPqnfvwQ///g/Rt\n",
"o0nJ4zU1NS2aw4EHHsgdd9zB1772NQ455BB27drFunXruPHGG/nd737He++9xwsvvJBTIRkRERGR\n",
"7qapQM1KrRC/7XNYeOj/AGe4m11VlvuNBkogKIHYgD1ngmozKwPKWvtzyIUCwE5mT5BQ0Oi47PzP\n",
"3vvv1+BzUJt8Yqs8r6ampkUBoJnlXKkz3fTp0/nVr37FwoULKS0tZeHChRQVFXHsscc2ez6ptmzZ\n",
"wrnnnks8Hmfx4sUNqnm2ly996Ut86Utfqvt3nz59mDx5MieccAJjxoxh1apV/M///A/nnXfeXpmf\n",
"iIiISEdUF6hFKCHBnkAtwp5AbQ478MHfoeHZLcAkd7PbmeF+xRDMBSZAQQxKAr+YUgBUAc8OgLJr\n",
"oGomqA2ENGHPFr6Mf2jIQTUABx3Un1x2ZMZi/Xn//ZY/b29uPTzmmGMYO3YsDz30EBMnTuSdd97h\n",
"hz/8Yavce8uWLZx22mnU1NTw2GOPcc455zQYk1zhS64Epkseb6uvUb9+/ZgyZQq33norK1euVAAo\n",
"IiIi3V642vcdIvwb8GV6E2MMASOA3kAt8CYDWM811DKTB6hlEr3xmTtvAl91N7v3Mty3GFgOx8Th\n",
"JuDsIFPrNLg98B0gvrUP7G67TzQDBYCdzJAhQxgw4ACqq5/F//Dk6xkKCg5k27bBOQaAQzjwwJY/\n",
"b/Dgwc24tvVcccUVXHXVVVx11VX06dOHiy++uMX33Lx5M5MmTaK6uprf/va3nHvuuRnHHXnkkYAP\n",
"FjNJ5v5lyxFsDQMH+gJVn376aZs9Q0RERKSjq1vtMy7H0Y9BwMnASAKiaYNHAqcTsBX4M71ZDPwz\n",
"OziCr7qb3fbMTwjm+uBvTbTx6vk9gK8DBwJZbtVGVAW0kwmCgJKSiwmCxeT/14LdBMHi8PrcYv/2\n",
"fl5bmTJlCn379qWiooJvfetb7Lfffk1f1IhNmzZx6qmnUlNTw+9///uswR/AcccdR69evVi1ahWf\n",
"fPJJvXOJRILy8nLMjNNOO61Fc2rM6tWrARgxYkSbPUNERESkozKzYovaGmADvbmGfelHITAdOBIa\n",
"BH9J0fD8NGAo8Dvecze7t7M8owhiE+CmJoK/vUsBYCdUUlJCLLYDv2ycjyXEYjuZOnVqh35eW9h3\n",
"331ZtmwZ//3f/92gSEu+1q9fz2mnncann37Kk08+yVlnNb4y2rdvXy699FI++eSTBn0A77vvPt5+\n",
"+20mT57MIYcc0qJ5/eUvf8l4fPHixTz++OP07NmTb3/72y16hoiIiMjeZmaBmQ0zs9Hhe6MrDXXb\n",
"MgczjguBiwn4GDiJfFpcw4nAPxgdriJmMtXn/OXbOq19aQtoJzR69GjGjz+eV165nXj8PHL7yXVE\n",
"o7czduzxjB6d7We2Yzwv490aaQMBcP7551NUVNToPU488cQWz6O6urpu2+ekSZNYtWoVq1atajBu\n",
"5syZ9ap+3nbbbTz//PPcddddrF+/nvHjx7N582aeeuopDjroIO6///4G91iwYAF//vOfAep6+T31\n",
"1FO88847ABx11FH1qp9+85vfpEePHowbN46hQ4fWVQFdt24dPXr04IEHHmDYsGENniMiIiLSGeRS\n",
"rMU5t7HBhRHmMpg4lxPFgGVAX/wWz3wcDvQmRi1TgVlpcwt8tc+SDDl/HYsCwE5q3rw5TJ48mWj0\n",
"BOLx64GvkfmHbTewhGj0duLxNcybt7xTPC+dmWVtA2FmjBgxoi4ANLO8Wh3kM/bDDz+kuroaM2PF\n",
"ihWsWLEi4/0uu+yyegFgQUEBL730EqWlpTzxxBOsXLmSgQMHctlll3HLLbcwZMiQBvdZtWoVDz/8\n",
"cN38zIxNmzaxceNGzIxTTjmlXgB49dVX8+yzz/Liiy/y97//HYDCwkK++93vMmPGDEaNGpXz5yki\n",
"IiLSUZhZMRF8Vc0mirVY1NaSYLZzrjy8tgiYULfaFwc2AkVk3/aZTRQoImAtJWZ2fVovvyG+1UNz\n",
"W6e1H8u2oiJtw8y2AYXAdufc0KbGFRYWsm3btoxjysvL+dGP5rBu3UsEwQHEYhcDZ+BbL1QDzxAE\n",
"i4nFdjJ+/PHMmzeH4uLiZs+9vZ8n7W/o0KFs374dmvj5FBEREWkPdds3C4lzElFGkjlwiwNbgZXE\n",
"2U4UmOycKzezu+jNNVwXFnmpAX4OXET+K4CEz3gUgGHOuXdT5jka2ACrgYl53HAoYRGYdvvdSyuA\n",
"nVhxcTHFxcVs3LiRRYsWUVa2mKqqu+vOFxQcSEnJJUydOrVVtmG29/NEREREpJtL376ZTbJYyxFE\n",
"WUCcSuaa2R+JUMKYlAqfu8L33s2cT6+6j/oD76acCZtnN7d1WvvpFiuAZnYTMBf4X+fcqLRzRwF3\n",
"k0zrhCXAtc65v2e4zzTgOuAQ/Df8HufcfXnOpdVWANPFYjEqKyupqamhf//+DB48uE2rb7b386Tt\n",
"aQVQREREOopw++Z6LsQHd7naDDwOwGRgeb3VvrZbAQwg2AHfHwA/y+OG7b8C2OWrgJrZUOBG4FPA\n",
"ZTj3AjACuAG4E5/c9oyZ9UgbeyUwH9gEfA94CbjHzFqno3grCIKAgw8+mFGjRnHwwQe3eTDW3s8T\n",
"ERERkW5lKr2JNatYSx8cX+YpoP5qXz+gD76Ve3O8AUSoAipTD/t8wFgZlMXau7F7vrrDb+x3Ai/i\n",
"P9eBaeduxP9IHOOc2wZgZmuBZ4ASfMCHmfUGbgX+4JxL1tFfaGYRYLaZ/do5V9PWn4iIiIiISFcU\n",
"tnIYgt9aWQO832D7Zq6iwGiMDfQEfKGY+ud8IZjTya8QTBzYQIwEZWkFYJLKoGqmb5329Twn3X66\n",
"9AqgmZ0MXADMwNf9Sd/vegE+qKvbY+mcWwFsAVIbpp0GFAC/TLv+fnwR2a+17sxFRERERLq+sJff\n",
"XUTYAbwNbADexnifBAMY0cwbH4oP/HoSa7DaNwa/N3BrnvfcAtQSAIsynfYtKIK1cGu8YdjRcXTZ\n",
"ANDMosC9wHzn3P9mOF8IHABk6p69Djgm5d/Jj9PHvgIk8D9GIiIiIiKSAzMrtqitATbQm2uYyAAu\n",
"Ai7H5+eNwvfTammxls/5T9YTI55ybhA+9e7P5B6nOXyF0QhrM/YarBObDeuiMDEOT5B9O+hu/Pkd\n",
"OU6g9XTlLaBXAcOAr2Y5Pzh8r8xwrhIoMLMezrnd4dh4emEY59w/zOwD/HK1iIiIiIg0wczOBJYy\n",
"iDgnAyMzbPM8AL9Ns7bB5bnZVffRI9RyCVupX0jmVGAxsBBfCvJwsreX2IIP/iqIArMbe2zYemIy\n",
"vDoXzp8ABTGYGqS3ToNFMagK8EUo92nmZ9ksXTIANLP9gVuAW5xzH2QZlvx7wucZzqUWiN0dvv8j\n",
"y30+p/l/mxARERER6RbCXnklRPg+g4DpjbR2SC3W0pxqncliLQmeI8JaVjKOI1KedxhwMfA8vmJo\n",
"H3xu4KH41cNd4T02EKOWgAgvw54G840Jx5T7z7dqKtxbAncX7BkRVPmCMSzCJwwWNuMzbLYuGQAC\n",
"84C/47eAZpP8e0LPDOd6pY2pJXtk3ovm/W2ih5mNbex8M+4pIiIiItKhmFkxEeYCE+hJjM+JcjI0\n",
"2devlYq1mNlstrOcBcT5CtG61b7Dwtd7+MzDjfg+7kkRPibBfGCRize27bMhMxuMj7Uehdhj8IdV\n",
"8EkPsNfhO1PCWQbshd/5u1wAaGYjgen4wi9Dzep+snoB+5jZcOAj9mz9HNzgJv7YB+H2T8KxUTMb\n",
"mLoN1Mz2wReHqWjGVA8EXm7GdSIiIiIiHV5Y2fM7wOK67Z5vEfBXclvVG4MPyNK3bzYlrVhL3bbM\n",
"SubyOBPoTYwignqrfQ6IEwMCjE047iDB41mqfebiSuDmPf88J/nBYcDaZt6zVXS5ABC/hBoB7glf\n",
"6d4Cfu6cu9bMdgLjM4yZAKxP+fer4ft4YGnK8WPDZ6WOzdUO4KxGzi/FB4kiIiIiIp1GylbPEhwD\n",
"GIzf7pkAngKKyG1FL7VYyxE0vmKYtKdYy8upq3b1tmXWMpW1lLCaPdsy/XbRMmCRS+S32pfFAxD2\n",
"IQTgL6vBesBn/xdOuihlXLv/zt8VA8BNwPnUr+lj+G2h+wI/wO/oBfgdMNXMhqb0AZyE/5vEz1Ku\n",
"/yNQBfwL9QPAf8EXkV3SjHnuds69ku2kmXXsDpIiIiIiIinqbfX0DdwDNkLdds+Pgc8gr9YOp9Kq\n",
"xVrCCp6zzOx6/K4/33cwQWULVvsyPaeSlGKTZnWxSW1qDLA3fufvcgFgWPTlyfTjZjYzPJ8SiXMb\n",
"8C3gOTP7BT7d9F/xO4AfSrnnLjObDdxvZr8ByoGT8EVqb+woTeBjsRgVFRXU1NTQv39/hgwZQhC0\n",
"3be4vZ8nIiIiIh2TmRUDyxlMnJPwlT2fwXfMTm73TC2zmKv0Yi298FtDW1isJQz23g1f3Up3+m3d\n",
"kdbpwzm3zcxOAe4CbsdX9PwDMCsl/y859t/DCH0WcB7wDjDDOZdpm2m72rhxI2VlZZQ9XEb1B9V1\n",
"xwfsP4CSS0soKSlh9OjRnfZ5IiIiItK+wvy9ISRXyKCi0RWyCHMZTJzLw0qbcfySSup2z/Qyi7lK\n",
"FmtZi6+ZuZYaVtM/5dl7tm/mWaylPfiv5d+AD4HePcwOD1pztTFfXbYRfDrn3GnOuQZRiXPu/zjn\n",
"znTO7euc2985d6lzbmeWeyxwzh3lnOvlnDt8bwd/5eXlTDhuAkVFRdy74F6qD68mtYFm9eHV3Lvg\n",
"XoqKiphw3ATKy5usWtuhnpcUiUSafL3wwgt148vKyuqOn3LKKVnv+7e//a3ePXK1bNkyrrnmGsaM\n",
"GUNBQQG9e/fmyCOPZObMmezYkb2ZZ1VVFTNmzOCQQw6hV69eFBYWMm3aNLZv355x/MKFC7nyyiuZ\n",
"OHEiffr0IRKJMHt2o61n6nHOccYZZ9R9folEIudrRUREpHsys9FmdhcRdgBv4+tjvk2EHWZ2V5jf\n",
"l35NEQkmcFJKm4VM2z1TWzs0RxXJYG8Qvt/3aGAYCQ5yzs1qvEF708wsMLNh4ddgWBgEt+R+/mtJ\n",
"sAMO2cdHw4d/GYKsX8v20J1WALuU8vJyJk+eTPTgKFwIsZGxhvuhR0Ls9BhshVdWvcLkyZNZvnw5\n",
"xcXFHf556cyMm2++Oev54cOHNzgWBAErV65ky5YtHH744Q3OL1iwoG5cPB7PaR67du3i7LPPpmfP\n",
"npx88skUFxcTj8dZsWIFv/jFL3jsscdYuXIlhx12WL3rPvjgA0444QS2bt3KpEmTmDJlCps3b+ah\n",
"hx5iyZIlvPTSS3zxi1+sd82sWbP46KOPKCgooLCwkDfeeIOUqrZNuu+++3j++efp1asXn3+eqd2l\n",
"iIiIiNcgf28MASPw2zVrgTcZwHquoZaZFrW1JOpts5xal/OXlGm7Z+u1dvicVty+WVe0hqAEYgP2\n",
"nAmqzawMKMsnuPTbYQP/taQgBiWB/4QL8FHsswOg7Bqomkn2XuNtxpxzTY+SVmNm2/CVSrc754Y2\n",
"Na6wsJBt27Y1OD/huAm8UvEK8cviOVdEij4YZeyQsaxdnX/l2fZ+XqpIJIKZ5RyklZWVcdlll/GN\n",
"b3yDJ554guuuu46f/OQn9cbE43GGDRvG0KFDqaiooKKiIqf7x2IxfvrTn3L11VfzhS98oe64c46r\n",
"r76aBx54gHPOOYennnqq3nVXXnkl8+fPZ9asWfz0pz+tO37vvffygx/8gMmTJ7N06dJ615SXl3PU\n",
"UUdx8MEHs2jRIr773e/yox/9iFtuuaXJeb722muMHTuWH/zgB/znf/4n77zzDrt3725ypXPo0KHJ\n",
"FclGfz5FRESk66jL3yskzklEGUn2Qitb8YVWthMFJgN/JMIOJjKAySlja4Cf43eLpbZ8eA/4FXAh\n",
"+bV22IzPAYSilq70Je0J1GLZAjWgLAZVAQRrIdZkbmHd15LxcbgpCmeTudXfbvx+1m+FH7ff717d\n",
"ZgtoV7JhwwbWrVlH/MQcgzEAg/gJcdatWcfGjfn9N9Pez2stRx99NMcffzyLFi0iFqu/zXrJkiVU\n",
"VlZyxRVXkM8fQYIg4IYbbqgX/IFfofzxj38MwJ/+9Kd65z755BMeeeQR9t13X+bMmVPv3Pe+9z2G\n",
"DRvG8uXLeeutt+qdKy4u5uCDDwbIa46xWIxLLrmEQw89lDlz5uR1rYiIiHRDEeZSGObvHUn2lbko\n",
"Pmi7nCiFxMMVwyEkGNCgsme27Z6prR1y/RVlT2uHta0Y/J0JLIdjxsETwHuBbwJwFjAxfP9ZePwJ\n",
"/DiWhwFeI4K5PvhbE4Wvk73Pew/8+fbv+qYAsBNatGgRQb8gtwaaqQ6HYN+ARYsWdejntRYzY/r0\n",
"6ezcuZMnn6xfGHb+/Pn069ePCy+8sNWel6yAml4JdfXq1ezatYsTTzyRvn37NpjjmWeeCcBzzz3X\n",
"KvOYN28e69evp6ysjH322adV7ikiIiJdU8b8vSYvAr5ClAQT+Ap+a1J6Zc/U7Z7pm6xOBbbhWzts\n",
"znA+KR6enx+2dkhkbu2Qj5S8vD/4Ft+5Bmproj6wC+Y2cu8iv5p4UzT3VZP2pxzATiYWi1H2cBmx\n",
"L2fIwWtKFGJf9tffcccdObVsaO/nZeOco7S0NONqVu/evbn++uszXvftb3+bGTNmMH/+fC644AIA\n",
"tm/fztKlS5k2bVqDgKwlHnzwQYC6gC7ptddeA8iYhwjU5Qtu3bq1xXNYt24dt912GzfccANjx45t\n",
"8f1ERESky2uYv5eLw/ErfJ8xFchc2XMMsBq/bTR1u2d6a4c++GAxvbXDeuLsIppra4fGKpfWz8vb\n",
"LwYfReEm8trexo1ROH+CmY3OshI51W8lPbtDx1gdenLSUEVFhW+9kE8DzVSHQtXqKoaWDiUYkEMA\n",
"WB1rleeXysJ4AAAgAElEQVRVVlbWbWdsrtLS0ozH+/fvnzUA7NOnD1OmTOGBBx7g7bffZvjw4Tz4\n",
"4IMkEgmmT5/eovmkWrduHaWlpey3337Mmzev3rkPP/wQoMG20aTk8ZqalrWTrK2t5ZJLLuHLX/5y\n",
"3XZUERERkWzMLCBCCWMImvOH/roVvuRWz/TdYqnbPY+gfqyVbO3wHr7O6EZ8sJgUIUaCe8ihtUMO\n",
"RVxeA34Fx8R90PdcAP+Jz8/Lx9fwAV7VVHxruNQ5BP75JUH21cSOQQFgJ1MXJOTTQDNV2H/l/Q/e\n",
"z+27/3da5Xk1NTUtCgDzKQKTbvr06fzqV79i4cKFlJaWsnDhQoqKijj22GObPZ9UW7Zs4dxzzyUe\n",
"j7N48eIG1Tzbyw9/+EP+9re/sW7dOqLRfP8vLiIiIt1Q5vy9XB2KD9r68XvWcx6nZwgkTwUW47d7\n",
"nohfOUwdMyh8fZVkEBhnJ1ESnOucW9bY43OvtvlhAGPx2zjjwHTgEvIP1HoAUwN48Gqzz/eHnl8A\n",
"wtcbA+HQAf75HZsCwE6mf/+w52W+DTSTwpK8B+1/kM/ra0IsFuN93m/x8+rmvRccc8wxjB07loce\n",
"eoiJEyfyzjvv8MMf/rBV7r1lyxZOO+00ampqeOyxxzjnnHMajEmu8CVXAtMlj7fka/SnP/2JX/7y\n",
"l5SWljJq1KiMY1QMRkRERNL4Xz5a+Id+PuZR4J8abPWE3Ld7biBGLUEe2z3DapvJVb2zM6y8nQX8\n",
"c+Bz/ZLbPSuAnTQ/UDsDuLsX7JgKqYsbn4TvBc28b/tRANjJDBkyhAH7D6D6zer8i7IAvAEFAwvY\n",
"dvO2nHMAD/z3A1v8vMGDBzfj4tZzxRVXcNVVV3HVVVfRp08fLr744hbfc/PmzUyaNInq6mp++9vf\n",
"cu6552Ycd+SR/v+EW7ZsyXg+mfuXLUcwF6+++irOOX784x9n3f7Zo4f/n+L69esZPXqv9B0VERGR\n",
"vShDjtzHQIv/0A+sI8JaVjKOIzIUk2l6u2cVCcrIYbvnHsFcH/ytaaLgyn/gK20mt3smU26aG6gl\n",
"d5jWkBIAxmG/j4H+fuWxY1MA2MkEQUDJpSXcu+Be33Q9zwaawV8DSq4oybkgS3s/r61MmTKFWbNm\n",
"UVFRwaWXXsp+++3Xovtt2rSJ008/nY8//pjf//73nHXWWVnHHnfccfTq1YtVq1bxySefsO+++9ad\n",
"SyQSlJeXY2acdtppzZ7PqFGjmDZtWsZG8Y899hiffPJJ3fn999+/2c8RERGRzqcuRy5CCQn25MgZ\n",
"1Rif8yY9m/uH/jB4qyTBbLaznAXE+QrRBls9wW/1PACfF/gCcd4nClxMgseTxVpy/HyKgAlNF3GJ\n",
"4fefpm73TO64am6gVh2+r5gEo17DR4KfwRejEOzw206z/17YESgA7IRKSkq4++67G1ZUasoWiH0S\n",
"Y+rUqR36eW1h3333ZdmyZXzwwQeMGzeuRfdav349p59+Ort27eLJJ5/kjDPOaHR83759ufTSS/n1\n",
"r3/NnDlzuPPOO+vO3Xfffbz99tuceeaZHHLIIc2e06RJk5g0aVLGc+Xl5Xz66ac88MADTTaCFxER\n",
"ka7DzIrDXn0T6E2MMQSMwG/5rAXeZABrSbAevyMyzz/0s4EYCcrC4K3czCZTyVweD59XRNDSrZ5Z\n",
"5FhtM9N2zyH4KPRZmheoPQMEVTDzBedmpAStLuYLzpRdA7d36EIwCgA7odGjRzN+4nheWfUK8SNy\n",
"bM7uIPpilLETx+a9/a+9n5fxdo20gQA4//zzKSoqavQeJ554YovnUV1dXbftc9KkSaxatYpVq1Y1\n",
"GDdz5sx6VT9vu+02nn/+ee666y7Wr1/P+PHj2bx5M0899RQHHXQQ999/f4N7LFiwgD//+c8AvP76\n",
"6wA89dRTvPPOOwAcddRRWaufplP+n4iISPcSNjpfyiDinAyMzFCgZSQwigi/pll/6KeWAKhr+BwG\n",
"c+VmNppaprKWElan7LVs1lbPBp9XHtU2M233DPBJiYuB28kvUNsNLIpBrCzLimUZVM2Ep/G9Azsm\n",
"BYCd1Lxb5jF58mSiD0aJnxBvWFEpKQ5s8cFY/N048xbMyzCo4z0vnZllbQNhZowYMaIuADSzjFsh\n",
"G7t3rj788EOqq6sxM1asWMGKFSsy3u+yyy6rFwAWFBTw0ksvUVpayhNPPMHKlSsZOHAgl112Gbfc\n",
"cgtDhgxpcJ9Vq1bx8MMP183PzNi0aRMbN27EzDjllFNyCgDz/XqIiIhI55Wy3fP7DAKmN9HgfQjZ\n",
"WzVk44CVxInwcqZALuyRN8vMrgcGk8w5TFCZz1bP7DOO5VhtM9t2zxLgbvIP1JYAVfWC3lTOuY1m\n",
"PdbCrePgvA7bDN60MtC+zGwbUAhsd84NbWpcYWEh27ZtyzimvLycH/34R6xbs45g38A3a09bZg/+\n",
"GhD7JMb4ieOZd8s8iouLmz339n6etL+hQ4eyfft2aOLnU0RERDqWuu2eCSbQkxifE3Ahua3qvY5f\n",
"ECsEvkKTf+hnJXEqiAKTm7mFs9nCAHeDryIzsYnRMXyEewnws7RzJ+Aj2RfJPeqdGIdXX3Zud9YH\n",
"76lOOj7uG8d/jcyrjLvxAeW3w4/b73cvBYDtrDUDwKSNGzeyaNEiyh4uo+rve/7CUTCwgJJLS5g6\n",
"dWqrVn1s7+dJ+1EAKCIi0vnUBR2FxDmJKG8BfwWuJfe8vtfxrRq2Ab1wjMEayd9bS6LZ+Xt5yVC5\n",
"NAq86VfvcsnhuxZ4FP+JpQZi5cBk4DjgepoO1G6Lw7qcgt49/QljYX/CqYFvHzEAX0TmGfxW0qoA\n",
"+AewDwoAu662CACTYrEYlZWV1NTU0L9/fwYPHtym1Tfb+3nS9hQAioiIdC5mFhBhHYMYxXSiJPCL\n",
"XUX4+CZfvwM2sYsIn5HIkr/nmpe/l4+6rawEJX7LZ1K0GqwPfL9nw1W9TDbivxhP0HC7ZzkwB3gJ\n",
"XxjmYhoGamVxqI5CsBZieQW94ecwNfwcUhIRgyqIleG3kj5NDrFBa1IA2M7aMgAUaSkFgCIiIp1D\n",
"XYBkTMOxX912zxrg58BFNK+H81b8ghl8Eb/pM7ny1hr5e01quHpWEvh8vwJ8Lt+zwP0J6BvxjQVz\n",
"KeLS1HbPjfhYbDGwI+V4EIPYPbQw6A1XMffkQqZ8LXONDVqTlmtERERERDqJBq0d+hPwIXuCvWRz\n",
"9t7NfECvuo/6Oec2Ae82e7J52pM/d0zc9/g7O0Olz7OAKRE4ltyLuMzBL4ceD/wbDbd7jsavJs7D\n",
"R78/j8P/RiF2rnNuWUs+J4Aw2HuXdvxaNkYBoIiIiIhIJ1AXIA0mzknAoQTcjd/hmMz1SwZwtc18\n",
"yK66j2oaGdUiGfL6KnyQFMz1wd+aJipojsMHc7cD59F0EZdiYBm+4Mr5NJ2XF7SkR2GHpwBQRERE\n",
"RGQvyR4MZRBhLoOJc3nY2qEG+AwYkTKmH9AHeJPmbQF9g2S+X2Uzrm5U9ry+oNrM/gBM8Ct/uVTl\n",
"nEPjq3pJqUVcPooCV0HV4XBvCdydMS/Pud1tnuO4NykAFBERERFpZyn9+kpIsCcYilBtZmVAWWre\n",
"mZkVARM4iT3xUabtnlH8jsaN+NS5XKuAgs/420CMBNkanTfLnrw+suX1DYD7L4K+wNk53jXcLcrN\n",
"+FW9AQ5KLNdVvQY9Com1S45jR6AAUERERESknTTI4RtDwAh8EFcLvMkA1nMNtcy0qKW2W5hKb2KM\n",
"TPn9Pdt2zzH4Nnlbya0PYNIWoJasjc7zFa5ufgdY3Hhe3xnAIxHfry+Xoi5JxeHrEuDRz+Hez3Jd\n",
"1etoeXntSQGgiIiIiEg7aJDDN5KgwQrdSOB0ArYCKxnHdpab2VlEKGFM2vhs2z0HAUOBPwNHkHuf\n",
"85XEifCyi7eszUP9rZ5uAIyl8by+CmAnflWwOaYAi3tB7CjqVS7tPqt6+Yjs7QmIiIiIiHQLEeZS\n",
"GObwHUn27ZlR/Mrd5UQpJI7x/5NgQL1cv+S45HbPeNq5U/G9zxcCmzOcT4qH5+cTp4IoCWbn/XmF\n",
"zKzYrMcaYAMUXAP/PMA/oKm8vmS9mYJGxjSmbgdtP+fcu865TeG7gr8MtALYwVVWVjJ0qNqxSfuo\n",
"rGz1fG8REREhSw5fkxcBXyHK44wBMrd2yLbd8zB8X/PngcfxK4WjgUPxW0d34Qu+rCfOLqJEaFHl\n",
"y8wtHK4HDqTpvL7+4XtVcx6Nz/cD2rByaVeiALCDSyQSycbcIiIiItJ5Nczhy8Xh7AnYMrV2aGy7\n",
"52Hh6z1gA36lcHXK+QgxEvhG52nbPvOqTgo0bOEQwzdWzyWvbwhwAL7J+1lNjM3kGcJ8P/0lOwcK\n",
"ADuu9/b2BKRb08+fiIhIKzGzIGMOXy6i+D5/68je2uFUfKy1EDgRHzSmPmdQ+PoqySAwzk6iJGjQ\n",
"6LyJVg1lpFUnDa/xq5v1tnrmk9cX4JcrF+N7++VTCGY3vtJnrFUrl3ZlCgA7KOfcsXt7DiIiIiLS\n",
"KoZkzOHL1WHAGmA9CU4n0iCIzHW75wZi1BJk2u6ZW6uGsmugaqZZj7UQS71+qr/m7JTYIt+8vhLg\n",
"buBp4Os5XgO+x19Vq1Uu7Q4UAIqIiIiItC2f5JYphy8Xe9o9RLK2dmh6u+eHJFhI5u2eGfL30lfh\n",
"zgJuD3yAdus4WLfczCYDf/SrhSVp1+Sb1zca39T9duA8ci9delscgpe7evP21tTlqoCa2dFm9lsz\n",
"e8PMPjWzD8zsRTO7KG1cmZklMrw2Z7nvNDPbbGa1ZrbFzL7XPp+RiIiIiHRyfjksUw5fLpIN3yOs\n",
"ZyVxXCNjBwGTgWuBGcABxDHWk2Cgc25W+vZNL5gL48P8va+TfQtmD/z5NVE/PpgLDPFbRdO3eqbm\n",
"9eVqDj5qPQF4Ar+9M5Pd4fmJcVgXhVizK5d2R10uAASGAfsCZcD38T9Ju4FHzOymtLGf4xfMU1/X\n",
"pd/QzK4E5gObgO8BLwH3mNkP2+QzEBEREZGupIII1bzZzKvfACJUkeAGthNlAfEmWztsAX4T5vo5\n",
"rs+WH+fz92IT4KZG+vQ1uAq4Meqv+8Vifyx9q2dqXl+2QC5duBAJwPnAQc5HskvxgeFS/L8Hxfz5\n",
"V18GJje3cml3Zc419ieErsHMIsDLQIFzbnh4rAz4J+fcfk1c2xt4F3jROXdeyvFHgG8ABzvnci45\n",
"a2bbgEJgu3NO/R1EREREugEzu4veXMN1eRaCiQN3EqOWe5xzs8ysmAhzSTCB3sQoImgk128ticZb\n",
"O5jZXb5n33sZtn02Zjf+V9qvAwvwW0PTK3huxFeweYL88vqewAd4PAzBORBLiS6DKoiVAYsyr2Z2\n",
"LnsjNuiKK4ANOOcS+FaY6X9+MDOLmFljQeBp+D9p/DLt+P1AX+BrrTZREREREemqyqglYGueV20B\n",
"aqkrcuKcK3dxNxEoopZ7WEsVj+IrgD4KrKWKWu4BilzcTWwi+Asy5+/logd+he9JYCCZt3qm5vXl\n",
"uuhUl9e31jk3FWIH4Xf4jfbvsYOyb2WVXHTZANDM+pjZQDM71Mxm4ndD/yRtWB/gI6AmzBW8z8z6\n",
"po05Jnz/S9rxV4AEhI05RURERESycM5tJMJaVpLIKxZaSZwIa9MDHufcRufcLBLUD5AS5BMgZcnf\n",
"y9UZ+FYP1Q9CWSzzVs85tCSvzzkXc86965zbFL6r1UMLddkAELgL2AFsBe4Avu+c+3XK+YrweAlw\n",
"IfAUcDWwzMxSF+YHA3Hn3N9Tb+6c+wfwAT7DVURERESkcftwC9uJsBCazOHbDMwnTgVREmQtctLC\n",
"ACks1Zlrq4Z0yTaB8SW+FcPTGcYk8/oMv62zEOX17V1duQ3E3cBv8AHaRcB9ZlbrnEsun9+YNv43\n",
"ZrYFuBX4Jr6LCviCvf/I8ozPaX5BXxERERHpTv6NCbzOnn59TefwNejX1xJ+yydD8IFfDfCxP5Nr\n",
"q4Z01ckP1kGw1reHOC9DMZni8LURv5N1Mf5X9aTUvD61c2hr3aIIDICZLQcmAEOccxmL8JpZL+AT\n",
"4EHn3BXhsfuAK51zDTZGm9kO4Bnn3EXp5xqZRzLRcwcNM2UzqXTOVeZ6fxERERHpeKzUvoxPIeoB\n",
"xFjGd1jNiUQoIZGyBOerfZbRikVOzGw0UOLz/WID9pyJVoP1ge/3hJ81487XAvdWhXl6XwWW+/YQ\n",
"N0Z9mYxMeYW78RvvbonDxig+kfDxrra108wG43cSNmUpcCDtWASmK68ApvsdfqPyEcD6TAOcc7vM\n",
"rIr66+CVQNTMBqZuAzWzfcJxFc2cz4H4yqRNKcVvnhYRERGRTqDBStsE3uNsFrAnIrrdveR+D/ze\n",
"zK7HBwp+bILK1gqGfIP3YC4wAQpivtjL6fhfYauAZwfA/QnfPe128q8CuigGsbJwvuW+Mfyrc+H8\n",
"8HlTA//r9wD8auEz4TVVAQSturrZAV0J3Ly3J5FJdwoAk1s1E9kGmFk/fBmjnSmHXw3fx+Mj9KRj\n",
"8TmUGYPJHOS8AtjM+4uIiIhIO6pbafOrentW2tbzGRH6MAYYxGv4lCPA5/DhW46928pzCZPvjonD\n",
"TcDZGSp9ngVMifhfa58mv1YNS/CBnK9OCr5CKT4QHA1VU+HeErg7SwuHLr/V8wH8UmdTkiuA7abL\n",
"bQE1swOcczvTjvXAZ5kOAwbhA999nHMfp437Cb4R/PnOuSfDY73wLSTUB1BEREREGmjQm28MASPw\n",
"yw+1wJv49LdPgd5sppYZbb3yZdZjDRwzDtbk0OD9BHzJ0RfJrRm8w1frfPVl53ZPzD4HC0hd3aT1\n",
"Vje7ir0RG3TFFcBfhyt5L+C3Zw7CF4E5HPiucy5uZgcDr5rZfwCvhddNxv8ZZGky+IO6baGzgfvN\n",
"7DdAOXBSeM8b8wn+RERERKRrqVtpG0yck4CRGRq9j8TvvNwKrORwtrPczFql0mWGwi4VwNHABL/y\n",
"l0tANwf/q/DxwL/ReP7eEnyfvnVRyF6dFNpudVNapiuuAH4HmAaMAvbH9/lbA9zlnFsRjvkCcC9w\n",
"HP4/mCj+P8lHgTudcw2K8prZ5cAs4IvAO8B9zrl7mjE/rQCKiIiIdAFmFhBhHYMYxXSiOS+eLSBO\n",
"JS+HDd2b++wshV2Caoi9BQVF8F4097y+cnzK2mpggIMSayR/by3EunL+XrvZG7FBlwsAOzoFgCIi\n",
"IiKdW13wZUzDsR8XAkfmcYPNJBuOFeVb6XNPYZdYlsIu5cD9wDU0r7LnJcCjuyD6GcSy5O+1TnVS\n",
"0RZQEREREZEOqy7XjzDXrz8BH+K3eObjcHwPwFqm4neY5f78Jgu7HA38HB8UNscUYHEviB2Fb0kf\n",
"bi2NKX+vi1AAKCIiIiLShAa5focScDdQBA1y/poSBYoIWEuJmV2fHlhlyuvzY4K5PvhrrLBLsjxF\n",
"QZbzTanbTdrPObcJ5e91OQoARUREREQaEeb63cEg4lwe5vrVAJ8BI5p500OB1RTgq2S+Gz4na16f\n",
"mf2BnAq79A/fq5o5serkByp02EUpABQRERERyaBerl+C/TiZPbHXrvC9d+Zrm9Sr7qP+ZnZUDg3b\n",
"L4K+wNlN3HgIcADwLLm1nE73DGG+n3pRd1EKAEVEREREUuSU65cM4Gqb+ZBddR+NBhY3ntd3BvBI\n",
"xBdoaaqqZwBc7G/J7TmMT7UbX+kzVqZ8v64rsrcnICIiIiLSUaTk+o3jQuDaMPhLz/XrB/TBN3lv\n",
"jjeACFUQ/T6MD/P6vk7mgK0C2EnuhV1KgB3A03lOagm+zQOL8rxQOhEFgCIiIiIiSRHmUhjm+h0J\n",
"fErmXL8ofu1uI75WZj7iwAZiJFgC8QlwUyNFXSD/wi6j8U3db8c3HsyFwzd4D9aqzUPXpgBQRERE\n",
"RLo0MwvMbJiZjQ7fM6ZBmVkRCSZwUkpT98Zy/cbgA8SteU5oC1CbTMUqiDWd19ecwi5z8E3dTwCe\n",
"wG/vzGR3eH5iHNZFITY7j4dIJ6QAUERERES6pDDgu4sIO4C3gQ3A20TYYWZ3hUVeUk2lN7Gcc/0G\n",
"AUOBP5PfQttK4kRYB8E5vuBLU3l6qYVdchW2DMSA84GDgGuBpfjAcGn470Exf/7Vl4HJzrnyPB4i\n",
"nZA5l+tPq7QGM9sGFALbnXND9/Z8RERERLqauiIuibCIyxgCRuBX8WrxeXvriVFLQIS1JJgN/JEI\n",
"O5jIACan3CwO/AyfAzi5waPgdXy9laHAifgm75n6AsbxK38riVNBlLpKLU+TW7XOa4FHgW3kX9hl\n",
"YAw+2gDBFyGWso80qIJYGbBI2z73jr0RG6gKqIiIiIh0GQ0ato8kaBCQjQROJ2ArsJJxbGc5cDEJ\n",
"BjSa63c6DYO7w/Ch3PPA4/jCMKPxff564beQvoHP+fMB58vAbOA9f4Nc8/pKgLvxAePXc7wGfGGX\n",
"jwLgMoj9H3zfwbDBfKxS1T67HwWAIiIiItJ1RJjL4JSG7dlEgSOBI4iygDgVXI8je67fanyu35EZ\n",
"zh8Wvt7DbzLdGI7fM6cPSbAQWOTifqXNzIb5k7nm9aUWdjmPxovGJNUVdnnZud3JFb53w5d0U8oB\n",
"FBEREZEuIWMRlyYvAr5CFMcooGW5foPw20SvBWYABxDHWE+Cgc65WWnbLCsgqM4vr28OKuwiLaUA\n",
"UERERES6ioZFXHJxOH7lrwfZ+/qdik+/WwhsJnvrh2Su32+Is5MojuszbbP0x2JlUBbLHsilSxZ2\n",
"gbCwi1NhF8mXisC0MxWBEREREWl9ZhZkLOKSq2XAX4B9cMzCMhZyeR2f67eNXHL91pJgdmPBV1iF\n",
"dINfrcsnr+8JfIDHw76SqAq7dFYqAiMiIiIi0jxDMhZxydWh+EW0GNaauX6Ncc5tNOuxFm4bB+c1\n",
"0Qy+7ipS8vqmhj0NVdhFcqYtoCIiIiLSFfhu6ZmKuOQi2e8vwl9ZSbwVc/2aEJsNa6PNzetzzsWc\n",
"c+865zaF7wr+pFEKAEVERESk0zGzwMyGhc3ehwEfA5mLuORiV/ie4Ha2h5VBWyHXr2kuWr9h+6C4\n",
"8vqkLSkHsJ0pB1BERESk+cK8uRIilJBgwJ4TVGP0YSI9m50DuJYqEhwEfLVeI/kigpbk+oXzDoAh\n",
"1G3VpAJcL+CvwHA/6uEfw9T+EJQor6972BuxgQLAdqYAUERERCR/ZlZcLygbQ8AI/JbPWnz1zrUk\n",
"2IcI19GwYXtj4sCdxKjlHufcrJRnjgamhsHmnoAsQhUJysghIKsLWH1QtydgJaiGs9+CuWN9NRn+\n",
"CJzuHK5hXh/K6+uiumwRGDPrBYwFDgBedM7tbI/nioiIiEjnZ2a+/8Fg4pwEjCRoEOCNBEYR4ddk\n",
"b9iezRaglgBYlHo4DO5mmdn1pAZkiaYDMj/nYC4wAQpiUBLA6UABvvn7swNg8QAoAo5LQL9HnCt3\n",
"4XNjqGG7tJE2zwE0sx8AlfjWmb8H32TTzA4wsw/MbFpbz0FEREREOqewvcMdDCHO5UQ5kuyre0PI\n",
"rWF7KgesJE6EtdlW8/IttFIXsHLMOF+45b0AfgacBUwM33+G7yfxRDiJZx4KrxNpU20aAJrZd4G7\n",
"8dmrl5FS2zZcBVwBfKct5yAiIiIinU9Y3OUujA9IMIaTiebUJeFUfFy1gKYbtm8G5hOngigJZrfK\n",
"xAG/8jc+Dmuivr9fjyzjeuDPvxTx44O5rTcHkczaegvoLOAp59wUMxuY4fwrwPfbeA4iIiIi0knU\n",
"5foR5vr1J+BD/BbPXBwGXIxv2P440AvHGKyRIi4vQ9NFXPKYfxEwAW4it75+hONujML5E8xstAq9\n",
"SFtq6wDwMOCeRs5XAfu38RxEREREpBNokOt3KAF349Pk8inqkmzY/jtgE5+zls9YnaWISw4N2zNV\n",
"8GxkG+hUn/N3dp6/Z38Nf13VVPwiikibaOscwA/xhV+yOQp4r43nICIiIiKdQYS5FKbk+n0KfAaM\n",
"aOb9RgPQiwTjgGHhkWEkOCiXhu1121AJdgBvAxv8e7DDzO4KK3ymjg98tc+SIPu2z2x6AFMDCErC\n",
"gFOkTbR1ALgEmG5mA9JPmNnRwHTgqTaeg4iIiIh0cGZWRIIJnJSS65dszt67mTftVfdRv3yLuJj1\n",
"WANsgIJr4PsD4Gl8Y/an8f8uuAbYYNZjTUrxliG+1cPpzZzwGYT9/wY38wYiTWrrAHA2fsF+E5BM\n",
"ap1qZo8CLwM7gVvaeA4iIiIi0vFNpTexerl+yQCutpl33FX3UU2ul+RewfO9wJ8/ZhywPLyuv79L\n",
"QaZb56BuzaR/M28g0qQ2DQCdc9uBY4FlwIXh4UuAc4D/ACaqJ6CIiIhI92JmgZkNC7dYDjOznkQo\n",
"YUxaf79+QB98k/fmeAOf7wc70p7XyBbLfCt4ronuqeB594H+XFUzJ1yd/CDngFUkX23eB9A5975z\n",
"7nL8n0IG4RNoC5xzlznndrT288zsaDP7rZm9YWafhr0GXzSzizKMPcrMlpnZx+G4h7NUK8XMppnZ\n",
"ZjOrNbMtZva91p67iIiISFdWl1MXoX5OnfE+CQY0yPWL4rP2NpK9nUM2cWA9cRK8BUElueXwFUFs\n",
"AtwUzb+CZ2wCnPyML3/xbJ6TTXoGCKrwPbRF2kS7JZg65xzQ6gFfBsOAfYEyoAL/d6NvAo+Y2SHO\n",
"uVsBzGwo8AL+Ty034P/GdB0wyswmOOd2J29oZlcC/w78F3AncDJwj5n1cc79pB0+JxEREZFOq0Fr\n",
"hzEEjMDn9tUCm/gCG8mc6zcGn3q3FTgyj4duAXYRhf2K4PLA5+UV4Ffnnh0AZddA1UyzHmshlmwD\n",
"0YIKngcAj+J7UCwGbie/QjC7gUUxiJU1laMo0hLm47I2urnZzUBjD3D43dnbgBfCLaNtMY8IPuew\n",
"wDk3PDz2S+BS4Ejn3Lbw2CT8n16udM7ND4/1Bt4FXnTOnZdyz0eAbwAHO+fy2Ve+DSgEtjvnhrbG\n",
"5yciIiLSUdXl1BUS5ySijKRhS4ca4OfARWTu97cgfJ9GbgtzDpgPVI4E979kDsR24wu63BqHdVHg\n",
"LCZLQL4AACAASURBVAj+wxd4+VkOD0l3LT6A+/nP4NLrfX7g1/O4/gngfIAi9QHsPvZGbNDWAWAi\n",
"j+Fx/H/e/59zLp/rcp3L/wBHOecOC//9PvCcc+7CtHH/F3jXOXdG+O+zgT8AZzvnlqWMOw54EbjE\n",
"OfdoHvNQACgiIiLdhkVtDYMZx+Up1T3TxfExVxEwOcP51/GLakOBE4HDydwXMI5f+VuJ3wfGcqA4\n",
"w8BUDpgYh1c2QXyMDwrPauKaTJYCZwMMg+C/fHGYNTluJU3O4dWXnds9sRkPl05qb8QGbZ0DeDB+\n",
"13YZMA5f0ag/vjDMImA9fjF/LH7N/ErgptZ4sJn1MbOBZnaomc3E/+/kJ+G5Qvw6/V8yXLoOOCbl\n",
"38mP08e+Avw/9u49Ps66zP//65q5Cy0KNBWlLYhyKKhoW8C2gBRhhVZQcVFX/X4BGwFF/VF2AVcW\n",
"WKRYZcFFWAGPgKYK7A8V1lWh5bCeUKTF0gNyWI6LhbZbJOUgpJCZub5/XPckk2RmMjOdSdrk/Xw8\n",
"8pjJ3Pfc953yYJLr/lyHApGYICIiIjKqlWnskpQd7VDOYLV+exGZlQA3EMHiEiItdE36uAT4V/Lc\n",
"QKz81RT8QW8NXz79m64ZHTxz58Wq4qx8rOx1V3hPN7F9VroKmTuvwZOL1KzVNYDfBB5y9xP7vX4v\n",
"8EkzuwH4qrv/LdBuZm8guoQuZPNdCnw6fZ4DTnP376bfF2erlCuwXQdMMLMxaR3gJCDv7n8p3cnd\n",
"XzWzZ4mmNiIiIiKjUtpIpZ0M7RR6oyAybKTAE4wjz5Sy63V9DVbrt1f6tZ5o5bI63b/3fM9T4FHY\n",
"YRp+f52D2N9Hb33g5nfwdPf7zGwurFgIx86MusJ5Scz5a0v3vZ1IGe1MIFkOFOsQRVqq1QHg4cAX\n",
"qmz/DXBxyfeLiSYrzXAZ8CMiQDsOuNLMutx9Eb0lxq+UeV/pyNHu9PHVCud4hcZHk4qIiIhstQZt\n",
"7PIYbSyjjemUT9fsbyKR4vk7YB8qZ05OTL+OAF4EriPPX7iPAgdGt8+T6wz+IPY/gVi7uIPGUkCL\n",
"HTxz6wDSYO62CJA758EV7XBZyfJi0gm5DmCRe7dq/mTItDoAfBU4EPh2he2z6BuEJcBfm3Fid/9v\n",
"4L/Tb681s1uBf0tXHYvjRLct89b+I0e7gG0qnGYsjY8mHWNm+9ew3zp3VytgERER2WL0NHaZRJ7Z\n",
"wJR+8/sgim3uhgGjHao5jKj1u4Zaa/3yPEMWOAvYGXJtERk2Yi7wdaAjDxdlm9XBM23ocqaZnUVk\n",
"lo0HnoPcOnX7HLnMbBK9WYfV1Hu3YrO1OgC8Hjg1TZX8JvBE+voewOeIWy3fKNn/cOCBFl3LjcS6\n",
"+1voTf0s9x9lEvBsyRiIdUDWzHYqTQM1s22IXIG1DV7PG4jOpIO5AFjQ4DlEREREmi/DQiaRr9rY\n",
"pTSnqlbFWr9fE7V+Y4nU0D3T55uI4e6ryNFFQoae1MnemX6bW8PXmY1GMPV08LyZSOVkUaU90mBv\n",
"TfolI98pwPnDfRHltDoATO/GcHr6VezuWWw+cyNpiqiZjSUCot+36FqKHz8Fd3/azJ4BZpTZbybR\n",
"nKZoRfo4g0hRLXon8XOU7luPDdSWX6DVPxEREdlixLB0ZjKb6g0u++dU1apY67eMiMOW8Rx3M75n\n",
"e4ZOCnQAizzfZ1xCOpZrc2v4kpXwlXfAMXV08LwwD8lypXJKie8AP6thv8XEwtCQaWkA6O5dwMfM\n",
"7GLgvcCb0k1PAkvc/d6SfTcRq12bxcxe7+7P9HttDDHz71ng/vTlG4F5ZrZrvzmAU+g7/OWXxCfJ\n",
"Z+kbAH4WeIm45dOI7tKfX0RERGQrMY9x5JgyyN+R2wPbAY9TfrbfYDopBnuTiT+QI3WyQKXUybWQ\n",
"bIwh75tVw3c23LM4OnOek40GMZXmCN5MBH/3ZAF18JQeaQnXoAs5ZlapRWzLtHQO4HAws/8gPnJ+\n",
"S6RnTiSawOwNfNLdf5DutyuxuvcckfC9PfCPwJ+BGSUpoJjZZ4lU1Z8AtwGzifTVc9z9ojqvT3MA\n",
"RUREZKtkZgkZNjCLtrLz+vpbAtxHzEivpRFMUR64hBxdXO7uZ9ZxfZfChPmwvs5GMN3AxBx0Xu7u\n",
"Z0aNY7IQcrV08FwGOXXwlIaMuEHww8HMPgacBLwDeB3wArAUuNTd/6vfvm8jxkUcQjSjuRk4s/8K\n",
"YrrvycCZwO5EkHilu1/ewPUpABQREZGtkpntBjzJcdS2qreeaAX4ccqPdqjkQaIGEKalTVRqvb6p\n",
"wKqYrVdPDd9PgWMHnC893jxI2iFXoYNn7dcn0t+IDADN7Gjivs/+wA701v85kVjt7l7PPaGtmgJA\n",
"ERER2Vr1BFgnEyMbanF1+ngStZfUXUWe9Sz3vM+q/xp3XAVvmwp31XHCWXlYsdy9u+z5zCyhTwfP\n",
"immoInUZjtggM/gujTOzDwO/IPK2///0fNcD/070cVoNfKmV1yAiIiIiTRONVupp7HIY8BQx2uFB\n",
"Ir2znHy6/SryrCVLoXpNnZklZrabmU1NHxMztoWO18T8iYOJlb1KJVbd6fZZaQ1fruL53D3n7mvc\n",
"/b70UcGfbLVa3QX0bKKH0yHEHZPPAN9z91+a2ZuJ/zufqPhuEREREdmSrCXDRh6nrebGLpsx2qHc\n",
"4dJVyPY0LbOtd0uyEf72f+BLe8KtwNmb4NixNdTwVT2fyEjT0hRQM3sZONvdv25mbUQXzqPc/dZ0\n",
"+xeBj7n7vi27iC2MUkBFRERka2ZmlzKO+Xy+zPD3avLAV8nxCqvIsDuFkoF9paMdKtTUDWzM0p7E\n",
"0PcJRMvQO4gp8huAAx0mfxZu+gOq4ZMt2HDEBq1eAXwZeBXA3Tea2Sv0Hb6+gRgKLyIiIiJbhw66\n",
"OJ1HqK+xy8PAKyTAiRR4gNKausqjHYBi8MetsF8ezgWOLtPl8yjgImJ44L843PRtYG7a1fOsPucj\n",
"pxo+GbVaWgNI/K/+tpLvVwGfMLMxZjYO+D9ER00RERER2Qq4+2oyLONOCtSaSObAneTJsMzdV9dT\n",
"UxcNWJKLYUYelmaju2elEQ9jiO1/yMT+ycL0mlXDJ5JqdQB4E/BBM9s2/f7LRCnwRuAZYp5eXXP0\n",
"RERERGSY7caVPE2m2Y1dSqXNXS6F7LOQmw7nZmvr6gmx3zlZyM1MawZFJDXkcwDNbDbwYeIj4Rfu\n",
"/qshvYBhphpAERER2Vqk4w8m0zv+YC0LKAC/5FHeza+JDp/jyDGNpEpjl2UUamu0MrDW780JrAGe\n",
"ZnOGu9fzc4sMlRE5B1D6UgAoIiIiW7qeTpsZ2inQ22kzw0Z2YyXv5XAmAvAk3+bjrOfv0n3rauxS\n",
"5rxprd+MfKz4zQHeBJwAfK2Bn+QM4IpOyO2stE/ZEo3EJjAAmNmuwKHA64Gb3H2NmWWBHYEX9D+k\n",
"iIiIyPAzszlkWAjMZBw5ppOwBzCOmP33OG2s5nC+TQyCn8g3fJ3fDdw9oNHKII1dyksWRqOXpWm6\n",
"55+JqqEjGvyJjgQum5Be15oGDyIyorQ0ADQzAy4FTgWyRAnwfcT/gNsDTwJfBC5r5XWIiIiISHU9\n",
"q2+TyDMbmFJmzMMUIhZ7BLgT54981cxWufttabC3hgYDLTObBsyMLp/FWr/n0scJ5d80qJ7Fy/GN\n",
"XpfISNPqJjD/CJwG/CtxC6anctfdnwNuBD7U4msQERERkcFkWMgu5DmZLG+BijP+ssT4h5MxdiGf\n",
"rhg2w7yo+Tu65KXx6WNng4fcWHzyXLW9REaTVgeAnwJ+6O7nECMg+rsP2KfF1yAiIiIiVZjZNArM\n",
"ZDbZuhptHkKWAjPTjp2Jme2WPt8tbSBT6/mTGNbe3m++32SiguiO2n+YPm4nhr6zrsEDiIw4rQ4A\n",
"3wj8vsr2l4AdWnwNIiIiIlJB2vDle4wjUjzrsTcwljzwPUg2EOU9q+Ix2WBml9Y4hmEy5NoG1vol\n",
"wPHAtURXz3p0A4tykOtQvwmRXq0OAJ8BdquyfX80CF5ERERkyJnZHMvaUmAVGfZnOpXTPivJAtPJ\n",
"krED4NQ2uAW4m3g8rQ0mzAdWmY1ZmtYYVnDYm+KxXK1fO7AhPWY9bgY6E2BRnW8UGdFaHQDeCJxi\n",
"ZnsSDWB6pB8C7cCPW3wNIiIiIlKipOHLAXwAKAB7NHiwPYGCEyMXjgJmpY9fA9Yn8FNgvwOAW0uD\n",
"QDPeaMZ8M34JHelc6HK1flOBg4CL6PfnZBUOXJiHZFmtIyhERotWB4ALiJzrlcAP0te+YGa/B5YA\n",
"q4ELW3wNIiIiIpIys4QMFzM5bfiyS7phXIMHHFt8Uq7Pyhjgg8RYhxl52PESM841449EFtjlwOGw\n",
"S7Z6rd8CYmXxYCKgrJQO2p1un5WHe7KQO6+RH0lkJGtpAJh2+jwIuJiYFrMJeDcx/28BMNvdX2rl\n",
"NYiIiIhI1PqZ2aUYz1JgOoemDV+KAVxXgwfeVHwyvspOBpyTheffAau/DBzQd3vyKBz4R1iULx/c\n",
"pfPhMeBYYm72GcBiIjBcnH4/MRfbVywH5rr7bQ3+VCIjlrnXupQuzWBmTxGfWk+7+67DfT0iIiIy\n",
"svUMdy+kw93Hk/A8cCZRw5cnsjWnAXMbOMESYNkEKPwv1UdMdxN/Ap2QnpAVwH+kX/eDvQNYFSt4\n",
"H6xynNVEWd+1RG1gUfI85K4BFintU7YWwxEbtDoFVERERESGSZ9av48DZ6TB3zR6G75kiTK71UQw\n",
"WI88sDKBQjvVgz+IdNDjge++DGv2cmd/dxa68yd3PIK2ZBl8JV+91m8qEUA+TTQd3TcP2ZWQ28nd\n",
"z1TwJ1JdzfNZamFm36f26twe7n5iM69DREREZCRKZ+tNJvItnwPWVh1xkGEhk9JaP0vf8TIDG75M\n",
"JzIpHyGGvNfqYWBTDphX4xuOBC7bDnZ7tfyfjLnz4J5bo4bvnCy8j75zAYu6iS6fF+bh/ixwlkY9\n",
"iNSmqQEgcDj1BYBW5/4iIiIio046S6+dDO0UaOvZkGGjmXUAHf1XvsxsGjCT2dAz3L1Yr9e/4ctE\n",
"olvD74B9SvavxoE7s2D7g9cy6g/ovfTxwJoBh3S/zczmwoqFcOxMmJCDeUkEjm3ARmK4+6JcjHhI\n",
"lgPnqdZPpHZNDQDd/c3NPJ6IiIjIaNZTv0davzedhD2IAK4LeJw2VjKfLk63rC2j0CcYmsc4ckwp\n",
"+XuvWsOXw4iyumuAdxFD3svNBcwTK393ZmFtHvhyHT/RxuKTci1DgQgCgdsi6O2cB1e0w2UlAwKT\n",
"Tsh1AIvcu5XuKVInNYEZYmoCIyIiIrXoqd/bhTyzyTKFygHZI8Cd5HmaLNHK5Zdk2MAs2vo0dhms\n",
"4cujwK+Bp4DtiHK7PYnAcRPwGDHcaxNgM8C/THTorNUZwBWdkNu51pTNNO11Er1pr+uU7ikjxXDE\n",
"Bs1OARURERGRZuhfv1dJlqjb24csV5NnHQsp8BAF2gbU+pU2fDmCgQHlXunXemBVut/dfa4JCvwv\n",
"7PA6/PdJ+fq8SrqJ1M1cRz0BXLrvGsqkjIpI/ZraBdTMCmaWN7Nt+n1fqPJVb78pERERkRHNzKZR\n",
"YCazBwn++rwJOIQsBWZyeMxZKDvcfTrwErFqWMlEYoXwDOB04LPAB4ACAP8fvJDALTVeWNHNRN0e\n",
"i+p8o4g0UbNXAL9ElATnS74fjHJQRURERPoaWL9Xi72J1M3n+QhQvtavnoYvWWBHYAfgP8mTYbnn\n",
"/UazMcvgX94Jx2Rq7xhzYR6S5arbExleqgEcYqoBFBERkWrMLClbv1erJUTqJlSv9buWCARravhC\n",
"nrVRXxidOt91HNx1LRwInEVt4xru6Xl/Az+VyIikGkARERERmVy2fq9WexJ1e9tyPSv5KEeQlK31\n",
"O55o+HIDlRu+rCJHFwkZHgQuAn5phsHv/y/cBiwAjkXjGkS2Hi1fATQzAw4Fdic+EQbkCbj7pS29\n",
"iC2IVgBFRESkmnTm3ypOJlbo6rWGGOUAHwZu5ONUH+5e2vDlpZLXM7xKwQrgY3tfTDbCjKXw7fdG\n",
"xMg6OOjv4O4PQdIOuQrjGlxpnyJljLgVQDObDvyIuM9UTdMCQDObAcwjhtK/CXiWuA/2z+7+SMl+\n",
"HcAnyhziv939rWWOexLweeDNxEfr5e5+ZbOuW0RERCQVM/LK1e/VYlPPs3vIsIw7OYB9qjSTmZh+\n",
"HQG8CFwHPAMU2jLwyW1iwwSgE7ijDa59b+SWHgQc9G33P/we+L2ZnUWfcQ05jWsQ2QK1dAXQzP5I\n",
"JBN8AVgGPF9uP3f/nyae8yfEJ9KPiXtZk4BTgdcCB7r7/el+HcDHgJP6HeJ5d7+53zFPAb4F/AS4\n",
"lVjRPAH4J3f/ap3XpxVAERERqagpNYDL6KTAzsDfUJwleAjZGmr9YC3A+cC5VK7ruwX4F4elhur6\n",
"RBo2HLFBqwPALuD8eoOkzTznQcA9pXeczGwv4D7gJ+5+QvpaB/Ahd99hkOONI1b87nL3Y0pe/yHw\n",
"t8Ab3f25Oq5PAaCIiIj0SAedT6Z30Pla4KuMYz6fL1O/V00euIQcXVzu7memx59DhoUUmMk4ckwj\n",
"qVjrZ9uB30T5zjH9OTArDyuWu3fPquMqRSQ1HLFBU+cAlvEYQzzmwd3/0D/dwN0fBR5gYAa8mVnG\n",
"zKoFgYcTeQ/f7Pf6N4DXEG2vREREROpiZlPN7FIybACeJCrxnky/34kukqqz+sp5GOiiz6w9d7/N\n",
"8z4LmEYXl7OMTq4j6gSvI1YLu/j32Pl6agv+INo6nJOF3My0blFEtgKtDgDPB041s2Fd6Uob0ewM\n",
"/KXfpu2AF4DnzOxZM7vSzF7Tb5/90sc/9nv9XmIc6vRmX6+IiIiMXGY2x7K2FFjFOOYzizaOA04G\n",
"jgNm0cY4/g8G/Jbab6U7Ma4hw7JyTVfcfbW7n5mmhu5GdHHZjQJHAPvG/e6j6/xp3kd0AGVenW8U\n",
"kWHS0iYw7n5jurr2sJndQaRS5svsd1orr4P4OJ0M/HPJa2uBi4lALgMcBXwOmGZmh7l78TonAXl3\n",
"7xM8uvurZvZselwRERGRQZnZe4HFTCTPocCUMimeU4AjSPgt8BvgKmA29czqO6/aNaSZUmvM7K2Q\n",
"XA25mVHr1075mr9qxhDjH65oN7Oz1PRFZMvX6i6ghwFfJ7LM319l15YFgGb2FiJd8y76pkOc02/X\n",
"H5nZw8BXgI8QU3EAxgGvVjj8K+l2ERERkYrSFMl2MpzGROBTVbpyQgR6hwNvJNra3QCD1u9lqHnW\n",
"npnNAW6F/fLwaeBTRLfPRhwJXDaBuGm+psGDiMgQafUg+MuJzp8fBpa5e9kuoK1iZhOBm4lppB/x\n",
"wTveXAYsBN5DbwDYBWxTYf+xNN6keYyZ7V/DfuvcfV2D5xAREZFh1NOABWayLTleIcuhlJmKXMFe\n",
"RMu5G4AurmcZ7+duemftZeikQAewyPP1zNpLFkbwtzQbffKAksPWp634ZDwKAEUAMLNJxE2RwdS7\n",
"7L7ZWh0A7gWc7e63t/g8A5jZjsBiYAdgtruvH+w97r7JzDrp+wm4Dsia2U6laaBmtk2639oGL/EN\n",
"wPIa9rsAWNDgOURERGSY9KyyTSLPbOAJEv5EpHjWY29i9a+Lv6T1e72z9grUPWvPzKYBM2PMg6WH\n",
"gpjz14iNxSc1d0UXGQVOIfqhbHFaHQA+SARgQ8rMxgI/JwLQI9z9oRrftz2wEzH+tGhF+jiDCCiL\n",
"3knUDq5s8DI3EHWHg9Hqn4iIyNYow0ImkedkshSAnxHz0+sZ60C6/zQSltFOgbPcfQ2bt9I2Lxq3\n",
"HJ3+HTgZeD1wB7X9adLf7UDSCTn9zSLS6zvE//WDWUwsDA2ZVgeAXwB+aGa3ufvSFp8LADPLEokS\n",
"s4APljuvmW0LbOPuL/bbVCyaXlLy2i+JW2KfpW8A+FngJSLFtBHd7n5vg+8VERGRLVjPKttsYpHt\n",
"ReBlYI8GD7gnpKmfm1VnFzMHk3ZoT3ozzxLgeOBa4CLqy0jrBhblINehBjAivdISrkFviphZ9xBc\n",
"Th+tDgD/gRizcJeZPQD8mfJdQI/p/9pm+BrwAWIFcCczO77fua4lPjxXmNn1wH+nm+YSt70Wu/t/\n",
"luy/yczOA75hZj8CbiN6cR0HnFPPEHgREREZNeYxjhxT0r+1NqWvNto6bmzPs4br7NJGNPMh1zaw\n",
"4Us70QrhFuCDdRz1ZqCzz9xBEdmytToAfAcxlWYNsD2wb5l9mj0oflp6zA+kX/3PdS2RrP5zom3V\n",
"PCK54hHgbOCSARfo/q00Oj8TOIYIZP/B3S9v8rWLiIjIVs7MEjK0M71kxEMxgGu0ddymnmd133iO\n",
"WsQkGtGwQy7uzfdv+DIVOIhYATyG2rrUOHBhHpLl7t11NKARkeHU6jmAb27l8Suc8/Aa9nke+ESd\n",
"x70auLrR6xIREZGRr2eVrUBbn3TP7YHtgMepvwkMxLiH6Pi5wcx2o9gEBtZWS73sO+7hXODtSbRI\n",
"KNfwZQGREHUwcBYx5L1cOmg3sfJ3YR7uGXTuoIhsWVq9AigiIiIy4pUZ99A33TNLLLKtJrIv62kE\n",
"kwdWkqfAE5CsixTOomSjmXUAHe7lxkCUjnswIEflhi9prMgC4Nh0v+OJhKk2IoHqdqAjfZ7UPHdQ\n",
"RLYcmeG+ABEREZGtWcm4hwP4OHBKeoO9f7rndKJ93CN1nuBhYBNZ2GEanNYWdXp3E4+ntcGE+cAq\n",
"szFL02spXtc0yM2Ec7O9KZ2lDV/K9Z6YA9wFrAJOAK4DjibSQ48GrgQ2LgemuXfPUvAnsvVRACgi\n",
"IiJSAzNLzGw3M5uaPkagl2Ehu6TjHt4C7EhvumepicCuwO+ovQOCA3cCNgX4SxK97o4imp0fRXy/\n",
"PoGfAvsdANxaEgQWxz30O2g7MY3qlionnpoe+2mi9cFq4CrSoPHE8quNIrI1UAAoIiIiUkUa8F1K\n",
"hg3Ak8Ty2JNk2GBmP6DATGaT7VlkK0337N/7/DDgKeAaYlrygN7oqXy6/SpgLeBXUnk8wxiic+fS\n",
"LMzIQ7Kw/LiHotKGL4NFognwRuDtwHfzkCxT8CeydVMNoIiIiEgZfer6xpFjOgl7ELV9XcDjtLGM\n",
"49iGgY1dphNZmo8Abyl5fS8iA/PXxNTi7Yh4bE+iU+gmouHLSgpsIhMrf1cSqZmDXjFwThaOnQn8\n",
"TflxD0ULUMMXkdFJAaCIiIhIPyV1fXlmA1NKRjoU7QGsIsM0BjZ1KU333Ie+UxX2Sr/WE2uJq4lg\n",
"sShDjgKrYIdp+P1lVvCqeR+wk8O7fwQ3MnDcQ1GtDV8W5aEzq4YvIiPHkASAZrYrcCjx6XKTu68x\n",
"syyRJf9CtfbFIiIiIkMuw0ImpXV9lUbivQi8DH3GPZQ6jOi1cg3wLmBv+gaKE9Ovv6EYBOZ5hiwF\n",
"PgjJtXByncEfxP4nGPxgx/i+3LiHojnp12pijvu1xDD4ogTIfQ+4UnP+REaOltYAWrgMeIL4VLmU\n",
"3iSJ7Yk8+vmtvAYRERGRepjZtAF1feUUh7OPq7C9mO4Jke75NWAJkRa6Jn1cAlxKnp8Dz7KcyMv8\n",
"U/X0zcEcCTwLjM/HuIfBlGv4cjLgncDnVPMnMrK0egXwH4HTgIuB/yJyCQBw9+fM7EbgQ/S93SQi\n",
"IiIynOYxjhxTBvk7aWz62H/cQ6nB0z2hQKyy5SPQSofJUzl9czDFMYHPXQ8d/wcuqnElsdjwZSJw\n",
"Uw7yHcrSEhl5Wh0Afgr4obufY2Y7ldl+HwN7E4uIiIgMCzNLyNDO9DI1f/1tT++4h/5NYPorpnse\n",
"AfyVWD28G1hJcZWtNNB6Lh6qpW9Ws7H45IfQeUKMe/hgHe+/GehMiLxQERlhWj0G4o3A76tsfwnY\n",
"ocXXICIiIlKryRRoq1jXV6rauIdq79kR2Al4iBxOuVW2tZBsrC19s5zbgaQT+BUky+Ar+foGD16o\n",
"cQ8iI1irA8BngN2qbN+fSDYXERER2RKMByrX9fU3nbid/UidZ3kY6CIBFvUfMB875DqgI5cOXq9D\n",
"N7AoB7k0sMydF+MbZuVjWHyl43UT22el4x5yGvcgMkK1OgC8ETjFzPak362ntL1yO/DjFl+DiIiI\n",
"SK0i/bJaXV+p0nEP9Syy3UmeDH8C2iHpO2A+vt8p0jBvqePSoX/6Zjq2YS6sWB7jHibm4AxgMZGD\n",
"upj4fmIutq9YDszVuAeRkcvca/20auDgZuOB3xANkn8LHAXcRmTNHwTcC7zb3V9q2UVsYczsKWAX\n",
"4Gl333W4r0dERER6pTWAG5hFG3NrfNOjRK/zXSk/7qEoT6z83UmBtcWb8BNy0J5EceAEou7vDmL1\n",
"7/kkkqWWQtV2pEVOrOCtWO7ePavMzzYVmAdJO+RKOswknbHiyCKlfYoMreGIDVoaAAKY2XbEraW/\n",
"I0qkDXgM+BHwr+5e6z22EUEBoIiIyJbLLrCEH/BL/pfZnEH5QK6cR4FfA08BY3GmY+xJdArdRPzl\n",
"s4ocXSQY4HsX4KuZ6IVXrkNnN/AV4AJgBnAOMeS90r43E7V792QZZAXPzBJgEpHu+hywTt0+RYbH\n",
"iAwApS8FgCIiIlsmu8DeDnyP9czg28DHgbfUcYAHiXl/8AMyvJ9CyRyHDJ0U6IDskbD/22BptrZV\n",
"vVuBjwHPE6uF85KY89dGdPu8naj560yi4UvuPKVvimw9RlwAaGafA37s7s+07CRbGQWAIiIiWxa7\n",
"wMYAZwFfpLjEdjXgOCdjNWdfXkWe9Sz3vM8qt8oG7AusjGYr9Yxl+ClRn8cPIHm/0jdFRo7hiA1a\n",
"PQfwSuDfzOw3xD2xm9y90aE2IiIiIoNKg6/J9AZfayulONoFNg34PrBfycsP8Tq+xSq+ztXkOYRs\n",
"DXV9edaSBc4DSM+3Jv0q1t99L+r86h2B/D5i9a/zL5DbmT6BZU7pmyJSl1Z3AX0r8GXiQ/i7wHoz\n",
"u8XMPmFmmv8nIiIiTZOOUbiUDH27ambYYGaXpkFY7HuBbWMX2ALgj/QGfwXgImA/X+mXA3NZH/h+\n",
"fAAAIABJREFUx3JuAC4hxxJi3MOa9HFJ+voNwHrKds80szlmY5bGtYzZPxqgl6vjq2YMkfqZtAO4\n",
"+xp3vy99VPAnInUZshpAM3s7kcT+UaIZzKvER+cN7v7vQ3IRWwClgIqIiDSXmc0hw0IKzGQcOaaT\n",
"sAcxy68LeBxYmTZgybCMt/EDPsKniTHuRX8CPunn+x/LHD+6Z2ZoL1/XVz79Mh15dSvMyMOns/Ap\n",
"YqzDUQ38lItJVw53c/c1DRxARLZAI64GsOJJzaYTpdWfBV7r7rX22NrqKQAUERFpnp4gaxfyzCbL\n",
"FCqnaj4C3InzNMbxwF49W/4F+LKf768Mcq66umfGyt9+B0TDl/uAacTsvQETGmpwNzFBi6nufl8D\n",
"BxCRLdBIrAEcIL2L9lHgI8Q8wFE1BkJERESaKMNCJpHnZLJVm7VkiY6e+2BcQ4xs2ItVxKrfilpO\n",
"1b+urxozmwbMhHOJbp/j0y2NtkLYWHzyXIMHEBEBWl8DCICZ7WtmXzKzh4CVxFzA+4HjgZ2H4hpE\n",
"RERkZDGzaRSYyexBgr8+byKGtT8FfJUTaw3+GtAOE/K9DV8mA68nhrw34nai4yfrmnBtIjKKtTQA\n",
"NLMvmtmfiLyHfwKeAD4J7OzuH3T36939r628BhERERmx5jGOHFPqfNfewDhyvMxxzb6gtBHNZZD8\n",
"PbRnexu+JMR972uJwe316CZm/eU61PRFRDZXq1cAvwisB04BJrn7Ue6+yN2fb/F5RUREZAQzs4QM\n",
"7UwnKVvzV00WmEZChva0rq8Z11PS7XPHUyFncES/vdqBDUQjmHrcTAx6Z9HmX6mIjHatDgB3cfcj\n",
"3P0qd3+2xecSERGRUSDtJ/AtCrSxR4MH2RPSjp6TmnA9abfP/Q6Ioe3/lQaVE/rtOZVo5HIRMTm+\n",
"Fg5cmIdkmQa9i0gztDQAdPf/beXxRUREZPQwszmWtVhl25Z2IEY9NGJsz7PxVfaqUbIwRj0szcIH\n",
"iVo/KN/wZQHR0fNgIlislA7anW6flYd7spA7b/OvU0SkyV1AzexXxK2qOe6eK/m+4lsAd/e/aeZ1\n",
"iIiIyMjSs8o2iTyzgTeQcDmN9xLf1POs5q6aabroZHrHQKwF9qVPt0/o2/Cl/8y/dLGQBcCx6X7H\n",
"A0cCbUS3z9uBjvR5shw4r/+AeRGRRjV7DET/HlxW5jURERGRsgFVxSYn/cc95IHtiCHv9TaBAXiM\n",
"4iD3Qbtqpimn7ZC0Q66td0uyEXJPpN0+SyoRSxu+XERvI5iiOenXaqKs71rgspLtY4Du5cCJ7t1K\n",
"+xSRpmpqCqi7H+buhxc/vNPvB/s6vJnXYGYzzOxKM7vfzP5qZk+a2Q1mNuDXg5m91cyWmNmLZvas\n",
"mf3AzHaqcNyTzOxBM+sys4fN7NRmXreIiMhokXbKvJQMG4AngVXAk2TYYGaXpgFX6f4Dxz1kiZK6\n",
"1UQwWI88sIocBap21ezb2GXCfDitLRq43E08ntoGY/bv2+2zqJ3BG75MBb4GPA38Of1hriJNCz1R\n",
"NX8i0gotHQRvZocCD7r7MxW2vx54q7v/tomnPYuosP4x8Uk6CTgVuNfMDnT3+9Nz7wr8lsivOJsY\n",
"Sv954B1mNtPde5LyzewU4FvAT4BLgEOBy81sO3f/ahOvXUREZMQyszlkWAjMZBw5ppOwB1HH1wU8\n",
"ThsrmU8Xp1vWllHoSX0sjnvo+3fLdCIWe4QY8l6rh4EuqnbVLGnsko/0zqOTgUHevsC/MbDbJ/Rt\n",
"+HIM1ROiEuCNwK7ASXlIlmvlT0Raxdxr7ULVwMHNCsDx7n59he0fB65z93obOFc750HAPaV39Mxs\n",
"L2IW4U/c/YT0tW8CnwDe4u5Ppa+9h0i8P8Xdr0pfGwesAe5y92NKjvlD4G+BN7p7PfUDTwG7AE+7\n",
"+66b9cOKiIhsJXoCql3IM5ssU6Ds+IY8EdDdSZ6nyQJHkeF6ZtHG3DL7X50+nkRtRScOXEWe9Sz3\n",
"vM+qfL1jlkZXz6XZygdeDUwjotByh7oNmAscSNyffh8Dg0iIFb+biW6f92SBuar5ExkdhiM2aPUY\n",
"iMFsCxSaeUB3/0P/dA53fxR4gL73Bz8M/KIY/KX7/RdxX/CjJfsdTvRx/ma/U30DeA3xaS4iIiLV\n",
"ZFjILmkN31soH/yRvv4W4GSy7EIe41+qjns4DHgKuAZ4kMrpoPl0+1XkWUuWAhW7aprZNMjNhHOr\n",
"BH/Q20C0XLdP6G34YkTDl12AM4DFRNC4OP1+53xsX7EcBX8i0mJNTwE1szcBb6L3E/OtaSpof23E\n",
"gPgnm30NZa7JgJ2JVUDMbBei7dYfy+x+D31bdu2XPvbf914ieJ0OXNfM6xURERlJIqBiJrOpvTWc\n",
"AYeQ5QamA5XHPexF9Fv5NXAD0RhmKjHnbyzR7fMxYBV5usiSoZaumvNgQi7SPqup1u2zaLCGL4lD\n",
"7nKgQ2mfIjIUWlED+EngiyXfn5t+lZMHPtOCa+jvOOJT+p/T74tDX8t1/loHTDCzMWkd4CQg7+5/\n",
"Kd3J3V81s2fT44qIiEhl5Wv4BrM3vUFctXEPe6Vf64l2MquJBbaiDFDge8CVnq/eWCU6kybt0F6m\n",
"5q+/wbp9lio2fLmY+FPjGeBvcvD8Fe5+xiAnEhFpmlYEgD8C/lTy/HLgd/32ceAlYEWrh8Wb2VuI\n",
"dM276C32Lt5HfKXMWzaV7NOdPr5a4fCv0PgIWhERkRHPzBIytDOdpGLaZyVZosTuHmob9zAx/ToC\n",
"+CvxG/1uYCWdwOeqdfwsMTlGPZRr7FJOO7GidwsxBH4wxYYvy4HnE2Lgn4jIkGl6AOjuDxD1dpjZ\n",
"icBv3P2JZp+nFmY2kaiq3gh8xHs73hTvI25b5m1j++3TBWxT4RRjaXwE7Rgz27+G/da5+6AzikRE\n",
"RLZQk6vW8A1mL2ApsJICR5CpKYjMAjsCrwUeIodXH/fQT1rYN6HG3evp9lnkRMMXdfsUGanMbBK9\n",
"WYfVDJZq0HQtHQPh7h2tPH41ZrYjUV29AzDb3deXbC4GVOX+o0wCni0ZA7EOyJrZTqVpoGa2DfHb\n",
"YW2Dl/gG4vbfYC4AFjR4DhERkZaoY4h7BFSN5sv03pbNtGLcQxlpZ+9KjV3KWUB0+zyYOrt9VmxE\n",
"IyJbvVOA84f7IsppaQAIPWMUPkw0U9mRvp1HDXB3P7HJ5xwL/Jy4b3iEuz9Uut3dnzazZ4AZZd4+\n",
"E1hZ8v2K9HEGEVAWvZP4WUr3rccGKleMl9Lqn4iIbDHSIe3tZGinQFvPhgwbzawD6Og3wDwCqkbz\n",
"ZYqFGRlWcifvYJ+SYfDVODFKIsPywer++lkLyUa4o622X9PQ2+1zAdHNs41IDT0yfb6RmDK1KAed\n",
"CSS1NKIRka3bd4Cf1bDfYmJhaMi0eg7gm4i+XG8ifgGMB54lPg0z6fO/uvvuTTxnFrgJeC/wQXdf\n",
"UmG/bwLzgH3KzAH8jLt/N31tLNFgWnMARURk1OoZ4l6oOMQdVpKji4QMPUPc7VSbyNU8wf6MLTvH\n",
"bzBLgGV0UuA4YDG7kOcQsuxN5TmCDxPB31oamqlnZpfC606Dddn6srO6gZ1y8MIqSHaHXEkeadIJ\n",
"uQ5gUb8AWURGseGIDVq9AvivRArmQUQT5g3Ax4HfA/PTr0Z+HVTzNeADxArgTmZ2fOlGd782fXoh\n",
"8HfAr8zs68D2wD8SvcO+X7L/JjM7D/iGmf2ImOo6m+gsek49wZ+IiEi96ki1bOU1xBLXJPLMBqaU\n",
"aegyBTiCJB3ifgBPc6u9337MDN7HfoxlNdFXpZ5GMHlgFTkKdLj7EjObyzoWckMahE4jKTPuoRiE\n",
"bsYq2+fvgktOr72xS9HNwAsJcCLkHiDKStL/brl1Q/3fTUSknFavAP4F+La7/7OZvY7oeXxkOnAd\n",
"M/s+sLO7H93Ec/4KOJTyVdju7tmSfd8GXAocQnT0vBk4092fKXPck4Ezgd2BPwNXuvvlDVyfVgBF\n",
"RGRQ1VItKdDBwFTL1l1L1pYyiQM4uY70y2vS5ycT4xm+TdwCrqeG70Fith9MK/1Z03+beem/Te8q\n",
"W4bO9N+m4VU2M94D/AccvH38IHdRe2OXWXlYsdy9e1Yj5xaR0WckrgBuBxQ7gL5AfDruWLL9D8Al\n",
"zTyhux9ex74PEKmitex7NXB1o9clIiJSi55USyqmWraxkvl0cbplrSfVsoXX09gQ93cRwdt6XmUi\n",
"32EMs5tVw5cGd2ea2VmUrrIVqLrKNthqqhnHEVlAY3obuxyYh7OzauwiIiNFqwPANcCuAO7ebWZr\n",
"iXTQm9Ltb6W3vFtERGRUazjV0qzuOrc6ND7EfTucRXzfX/bTbIHN4Wlu5eq6a/gqBlRp8LYm/aqo\n",
"ZzWVpD1m/BUlaeOapAO6jyJmOaTm/Bx2vgru/Wc4diZMyMG8RI1dRGRr1+oU0G8CB7n7fun3XwLO\n",
"IYaeZoATgB+4+0ktu4gtjFJARUSkkoZSLa8mzzqWe96bnnaYDnHfwCzaNrOBy87unhvQSKZ6Dd9m\n",
"r25GQJ0shFwawLUnUYg4gRjzcAfQkQZwBxGrfnMguved6k4uPU6knEYAqcYuItI0wxEbDEUX0HcC\n",
"N6fNVMYBVwAfAXLAL4C/d/fnW3YRWxgFgCIiUk6aarmyWXVyVc91gRmxjFUcVDyx7ONzTOLf2JHj\n",
"iJXHej0CXAfAbu7es0rXyhq+knOksxlm5OHcLBxN5RTOW4jFv7uBS78Pp5/kzoA/kNIU0pLGLtVT\n",
"TkVEBjPiagDd/UngyZLvu4hy8JNbeV4REZGt0DzGkWdKXX0yI9VyHHm6mGcX2NnAzlQL6uJxIrDN\n",
"oMcuFmls7hD3CJh6AsBGa/j6q17TlyyE/fKwNFu9eHEM0enzGODAAnxhX/fTy94drzXlVERkS9by\n",
"QfAiIiJSXZpq2c50snWGf1FHN40sqzmdPGfU/f7KXmIbngHevNlD3IvD4PtpNKAavKaPu4CZcC71\n",
"da45OwPHzjSzqUrpFJGRqqkBoJmdDwNTJgbj7l9q5nWIiIhsZSZToI09Gnz3nsDdGH+lb6/tgZwY\n",
"ybQeWFfyuK7/a36+/7WnBvBx2hpKAX2MYlrnugbePUBvTR+VavraoGM+dJ4er9U7Zep9xHE75xGj\n",
"n0RERpxmrwCe3+D7FACKiMhWoUWD2ccDm59q+SKr2JHHqRDUAc/4+d5d62HTxi0drGQ+R5TpSFpN\n",
"3yHum10n11vTt18+VvaOTgbW9B0FfDmJ/zztlK/5q2YM0enzinYzO0v1fSIyEjU1AHT3TDOPJyIi\n",
"sqWoNpg9TTvcnMHsLwJsdqrl1fytu/9Pg0eppIMuTucR6mtO8zDQRQIsas5l1FrT9wwRlx/R4HmO\n",
"BC6bQNQmqtZPREYcBWwiIiJVmNkcy9pSYBXjmM8s2jiOaGd2HDCLNsYxH1hlWVuarlTVLwM83uBF\n",
"PkbLfqO7+2oyLONO8jUXefQOcV/WjFq66JCamxndPAer6SuWG06ouldlPbH9+AYPICKyRVMTGBER\n",
"kQpaOZjdLrDXA7OAmZzIe/gesIpYuKo31XI1UABg+zreWbsC5zV7iHud5kVt3tE1/N1SjNs6GzzV\n",
"xuKTso1rRES2di0NAM3sCeI+YP/bdcV7iAa4uzda9i4iItI6GRYyifygg9mzRHrkPmTTwewLgZ4A\n",
"0C6wccD+FAO+eHxzz/t3SB9fhoZSLV/u+a4lQYu732Zmc1nHQm6oaYj7cti8Ie5FUXOZtEfDl1pq\n",
"+iYDryeGvB/VwBlvJx3w3pTGNSIiW5pWrwD+psxrWeBNwLuAPwH3tvgaRERE6pYOZp/JbOqbJHAI\n",
"WW5gpn3IzmMak4lgbyrV1vW2B7bDyWL8DtinxnM68Lv0/S81r9tm2VNFMHebmU2li3kso527Kwxx\n",
"zzd1hMLkGPVQa01fAhwPXEsMd6+nEUw3sCgHuaY0rhER2RK1ehB8e6Vt6S/WW4HrWnkNIiIiDZrH\n",
"OHJMqfN35d7AdsB6vsS0inu9DCwHlgLLyLKUl/kHtuE0niLLNcRt0sFSLX8HPA1sQ75Z3TYH06wh\n",
"7nWYEQ/11PS1A5cBtxBD3mt1M9DZxMY1IiJbHnOve2xf805udgHwfnc/YNguYoiZ2VPALsDT7r7r\n",
"cF+PiIgM1DP/bhZtzG3gAEuA+4AzgCwF4H5gGcWAD+738/sGS2mX0VW8m0infIoIJKfCgFTL1UQI\n",
"uWu6LfJtpo2k4eW9M/9yM+OVW6gvpfNgYon0LmpfTp2VhxXL3btn1Xm5IiINGY7YYLibwGwA9h3m\n",
"axAREemvGYPZ4UE+yttZ4uf7i4O9xd1XW9aW8SgHcDJZ/pdoCrM6PVbRa4Bp6dfOwFXkybC8yWmX\n",
"Q6LSTMW+M//+CfgM9df0LQDmAgcCZxND3sulg3YTK38X5uGeZjauERHZIg1bAGhmOwEnEvc4RURE\n",
"tiTNGcz+Ex7yHw8e/PXo323zCKL07a/E6t9Y4LXpvg8DP2t6t80h0TNTkaQ96vuKknSmYnJk35l/\n",
"v6P+mr45RGD3IYdjLbqIzktizl8b0e3zdqLmrzOBpGmNa0REtmSt7gL6Kyg7NaiN6HE2BvhEK69B\n",
"RESkAdFNc3MHs9fZlXPQbpsvAH+gJd02h0JvWiczIyBrTyLCnUCMbbijDa6eDy8kcC69qZvtNFbT\n",
"9yrwigEfgc6D4Yr2dMh7KumEXAewyL17q1tBFRFpREtrAM3s1wwcA+HEbbdHge+5+0Mtu4AtkGoA\n",
"RUS2fE2pAVxGJwV2brQxSrpKNo8M7RQqdNvcimr+etM6Z+RjoPvRlF/N+wfgeqK7Ten2za/pS1NO\n",
"exvX0LLGNSIiNRlxNYDuflgrjy8iItIKaR1aByuZzxFlhr9XkydW6DazK+cwdNtssWRh37TOcnJE\n",
"8HcCA4PDBURN38HAWTRS05f+u61Jv0RERqXMcF+AiIjIFqqDLhIeqfNdDwNdNG2UgLvn3H2Nu9+X\n",
"Pm51wV+MfsrNjJW/aqt3a4FnKD/zL11AxIBjiRvmZwCLiS45i9Pvd063r1gOzN1a0mNFRIZKy5vA\n",
"mJkBhwK7E7V/Az753f3SVl+HiIhIJRW6Ua62HewJfsfudQ1mv3Pr7crZQvOi5u/oQf7uKJZMVpr5\n",
"Nyf9Wk3E19cStYFFE4gqEz7s3n3TZlyviMiI1eomMNOBHwF7DbKrAkARERlyPd0oo86utxtlho32\n",
"OlvMobyRm6Hmwex3bp1dOVspguukPRq+DNbBc3z62DnIflOBrwEXA+uIwHE8MTfjAwD3NHzBIiIj\n",
"XKtXAK8GXg+cQgy+fb7F5xMRERmUmc0hQ3SjHEeO6STsQYx96AIep43V/F9uBnYCnuc5bmD8gK6c\n",
"xcHsW2lXziEyOUY9lEvrLLMrr6f2mX8J8Mb0C2I1MOmE3LqGrlREZBRodQC4L3C+u1/V4vOIiIjU\n",
"pKcb5STyzAamlGnyMoWIVx4hRtD9hfHAZ+hib5bRzt0VunIq7bOcdFmvUlpnqQQ4nvpn/kE0f1mU\n",
"g9xmNd8RERnpWh0APkb5OYAiIiLDI8NCJpHnZLJV6/qyxMTafYCrybOOEz3vs0ZOV84hkxb2DZbW\n",
"WdROYzP/biYGujen+Y6IyEjV6i6g5wOnmpnm3YmIyLAzs2kUmMnsQYK/Pm8CDiFLgZlmNnUkdOUc\n",
"Ymsh2RhpnbWYChxErADWeg/ZibEPybKtaTaiiMhwaPUcwBvNbAfgYTO7g5i7ky+z32mtvA4REZFU\n",
"O+PIM6WuyX7R/GUcObqYB5zZkisboXpmKtIxHy6qoREMNGPmn4iIlGfurcvQNLPDgJ8Br622n7uP\n",
"mnmEZvYUMbzoaXfXyqiIyBBIu31+kgx/zyyMuQ0cZAmwjE4K7KxVv8rKjdQA3gasgp9Se1rnbcDf\n",
"Aw8BbXloz8KRxESpjcDtRM1fZwLJMsip+Y6IbHWGIzZodQ3g5UTnzw8Dy9xdXUBFRGTI9On2uS05\n",
"XsHYo8GD7Qlp85dJREaLlOgZqUHSHl0/i5KNkOuA8U/ARbvDMdQ2VPFIYPs8ZB+AjbfDFe1wWUkn\n",
"maQzjssi926lfYqI1KjVK297AZe4++1DGfyZ2WvM7AIzW2JmnWZWMLN5ZfbrSLf1/3qwwnFPMrMH\n",
"zazLzB42s1Nb/9OIiEgjSrp9HsDHgXnpTc9xDR5wbM+z8VX2GnXMbI7ZmKXAKpgwH05riwYudxOP\n",
"p7XB606D53aP1w4iVgK7KxyxO90+K03rzH/e3c+E3M7AbkSR4G6Q29ndz1TNn4hIfVq9AvggsEOL\n",
"z1HO64k6gCeBlcBhVK4kfwU4qd9rA4JVMzsF+BbwE+AS4FDgcjPbzt2/2pzLFhGRepVLOXT33IBu\n",
"n2kvSroaPNGmnmfPVdlrVOkJstkvD+cCR5ep8TsKuCgbweA/AX8EjgUm5GBeUiWts89MxTTtdg1a\n",
"fRUR2SytDgC/APzQzG5z96UtPleptcBEd99gZgcA91TZt9vdr692MDMbB3wF+IW7fzR9+RozywDn\n",
"mdl33V1/EIiIDKGelMMM7RToTTnMsNHMfgHMZDa92YbbA9sBjxNz/ur1GMWZfxoyTjHwTi6O4G9p\n",
"tnpa5xii9u8YYmXv3gegU2mdIiLDoNUB4D8ALwB3mdkDwJ8p3wX0mGae1N1fBTak3w5WaGBpIPda\n",
"d3+hwj6HExNsv9nv9W8AxxHtya5r8HJFRKQOfer6xpFjOgl7EKmdXcDjtLGM49iGvoFelkgeXE0M\n",
"ea+nD2geWEWOAqN+yHhvrV/2JMjtECt/9czUOCcLx74DOB5yfWcqktNMRRGRFmt1APgOIvVyDXHv\n",
"dd8y+wz3oPjtiCB1OzPbCPw7cJa7v1Syz37p4x/7vfdeoABMRwGgiEjLldT15ZkNTCEZEMjtAawi\n",
"wzQGBnnTiTK0R4gh77V6GOhiVA8Zj3/7JAJvJuTgzUn8ej+6ziO9j3h/57yo7VNap4jIUGr1HMA3\n",
"t/L4TbAWuJgI5DJEocLngGlmdpi7F1crJwF5d/9L6Zvd/VUze5aoPRERkVbrX9dXzovAy1C22+dE\n",
"YFfgd8A+1LZw5cCd5Mmw3POjs+HIwFq/OQm8CTiB2ub6lRpD1P5d0W5mZ2nFT0RkaLV6BXCL5u7n\n",
"9HvpR2b2MFHv9xHghvT1ccCrFQ7zCo33lBMRkRqZ2TT61/WVU2zWUumT+TDgWuAa4F3EkPdy6aB5\n",
"YuXvTvKsZZQPGU8W9q31+zPwDJFL24gjSWv/NFJDRGSItTQANLPdatnP3f/cyuuo02XAQuA99AaA\n",
"XcA2FfYfS2M95caY2f417LfO3dVwQEQE5jGOHFMG+d1VHNdQ6ZN5L+B44NfEp/x2RG3gnul7NxEN\n",
"X1aSZxNZMvTpRjna9ATefWr9in3PJpR/06B6evaMRwGgiIxAZjaJuMk1mHrTKDZbq1cA/6fKNid+\n",
"kzj1leK3lLtvMrNO+v5WWwdkzWyn0jRQM9sm3W9tA6d6A7C8hv0uABY0cHwRkRHDzBIytDO9TM1f\n",
"f7V0+9wr/VoPrCIaw9xdsj2DU+ByoGO0pn2WmBc1e0eX/M1QHIXY2eAhNxafqIO2iIxUpwDnD/dF\n",
"lNPqAPDEMq9licKBeUSnzitbfA11MbPtgZ2I3JaiFenjDGBxyevvJGoHVzZwqg1EzeFgtPonIgKT\n",
"KdBWtq6vv3q6fU5Mv44A/gq8BCwixytc4e5nbOY1b/XMbD9IPgft/eb7TSZG7t5Bbb/K+ruddOSD\n",
"fseJyEj1HeBnNey3mFgYGjKtbgLTUWmbmV0MLKX3NuKQMrNtgW3c/cV+m4o1HktKXvslcZvzs/QN\n",
"AD9L/LlwcwOX0O3u9zbwPhGR0Sh+V9RacV1vt88ssCORz/EKCdBR9xWOIH07fuYYWOuXEHm01wIX\n",
"UV8GUzcx7D036kdqiMjIlZZwDXqTy8y6h+By+hi2JjDu/pKZfZ+YFfj1Zh/fzE4l/mAodug8pqQm\n",
"8XIidXOFmV0P/Hf6+lziVuZid//PkmvdZGbnAd8wsx8BtwGziRmA52gIvIhIy8XnbK0V1+r22bC+\n",
"HT+PI35Nl6v1ayfK5m8hhrzX6magc1SP1BARGU7mPnxj+MzsH4GF7j520J3rP/YTRKop9M4aLNYc\n",
"7g48D1wBHEgEiVniXvF1wCUlIyBKj3kycGb6/j8DV7r75XVe11PALsDT7r5rnT+WiMiIY2YJ8Tmc\n",
"DgNnbf+VobQGcAOzaGNujQd+lFig2pV6u33OHUkNX2r59+27/5ilsN8B0fFzDfGr9BbKp3oeTPxa\n",
"vYvao+xZeVix3L17Vp0/iojIiDMcscGwBIBmtgPwbqIJ92PuftCQX8QwUQAoIhLMbCrQToZ2Cr1t\n",
"IcmwkQIdQId7rMTZBfYefsFNPMgOnEHtrcMeJbp9PgWMxZmODej2uYocXSRkWEZh5HT77Pn3JWmH\n",
"XO+/L8lGyHVQ8u9b8p5pwEr4KbGqlyNixxOAr5U5y21E8syBwFnEkPdy6aDdxMrfhXm4Z8QF2SIi\n",
"jRpxAaCZFejt9lnOn4Fj3X1Fhe0jjgJAERntzGwOGRZSYCbjyDGdhD2I+r4uonvnyjQoy7Kc97GO\n",
"/Xk/64FvAx+ntrq+ogcpDvX5ARneT6EknzFDZxpsLuofDG2teuv3cjOje2d7EjV8E4hy9juAjlyk\n",
"YSbLINcT9JrZpTBhPqwvafpyBpEc8xTlg7vbiGbVfyAawxxPzPlrI7p93k7U/A08n4jIaDcSA8AF\n",
"ZV524jfCo8Bto60AXAGgiIxWaSrix4BrmUyeQ8kyhcppmY8QNXxPETHFXsC3eJGE7TiZbM0Zh1eR\n",
"Zz3LPe+z0muYRG865LqR9Huot35vRh7OzcLRVF6RuwX4Ss+KHPBLSDbAaW19V/tWA9PoXRWsZDVR\n",
"1nct0ei6KHkectcwgoJsEZFmGXEBoAykAFBERps+qZ5OG5OAT1F7ydjVABT4FKfxJR6lwBJ2Ic8h\n",
"ZEdrXV8lfev36qvJg9zfAU+Wr/erp9YvR7RTPToPD90H+RkjKcgWEWmm4YgNMq08uJk5bPA7AAAg\n",
"AElEQVSNSev9Km3fwczq6R0tIiJbCTObY1lbCqxiHPN5O204cCi1xSak+x0CPE2GBdzpeb8VmMs6\n",
"lnMDcAk5lhCrhWvSxyXp6zcA61nOqAn+bFqkfZ5bY/AHsd852Xjf6WfHa+U6fi4g5mocTKwEVupa\n",
"3g38AvhIHu7PQv4sBX8iIluWVo+B+Drxq/7tFbb/HvgVcFqLr0NERIZQTyriJPLMBqaQcDtR5zel\n",
"zoPtTbFpyzzgzDSYu83MptLFPJbRzt0V6vpG1ziHeVHzd3Sdv9vfR9TuvfiZ+L6zzD5pZikLgGOp\n",
"XOvXkT5PlsPIaagjIjKStLoG8HHgh+5+foXt5wPHu3u9fw5stZQCKiKjgWVtKZM4oKdWLw9cQgxo\n",
"r3WMQ6klwDKep8BOZUdEjOC6vlrEv0G5+r1anUHU7kHljp9FlWr9Xgu8tAn84NHU3E1EZHOMuBRQ\n",
"onf0U1W2ryMmNImIyAhhZtMoMJPZJY1aXiQ6fO7R4EH3BArsSAR6fbh7zt3XuPt96eOoCv5Sk2PU\n",
"wxENvv1I4BngtT+Pjp2VUjwBphIB4tNEM+/VxDyNMTnwbyr4ExHZsrU6AOykerPutwAvtPgaRERk\n",
"aLUzjnyfVM+X08dxDR5xbM+z1zV6USONGYkZB5hxGvzqO/Fqufq9WhTHBD7RAc8m0QhmMAnwRuAd\n",
"RBC4MSGWBkVEZAvW6hrAxcCnzew6d7+3dIOZHQB8GvhJi69B/l979x4fd1Xue/zzzExp09rS9gg2\n",
"pYKWtuCFNgXaqlBELUVwC7JBvIENR0A8W1BABREUd7kpG1BwC5uLpHLRqnjYItCCF6SgJaW0pWyQ\n",
"AvVwSyuXtEBLUjozz/lj/SaZTGaSmTTJzGS+79drXpP8fmt+syarTeaZtdbziIgMgijb5wnE+BoN\n",
"WJfsnJk5ubY+Xry946ud+niFqmfGOELF9QMI2VjmACPD2czUar79e8XYlPliRajVd+F+cEQJmUQv\n",
"SkFipfv2WtpzKSJSlQY6APwu8HHgITO7A3gsOr4P8EnC5oHzBrgPIiIygDoKu8NshpNkG9ZtqWeC\n",
"sOZkPaUngYGwwjAGpHlrx3pbvGhv4UQ69xa2DNbyUjOMUPkwE+x9CHhf4UdMJCRm+QPdSzgU414g\n",
"0QrJDZA8D1YsDeUhzomHJDGFagneSQj+VsTR33MRkaowoAGgu79oZrOAi4FPRTcIyz5vBs5x95aB\n",
"7IOIiAycbtk+x5DgWrov9RwJpIE1hG1q+Wr3FZIirDBMA/Dqjva5Nx11C0k0hn11GYlNZtYENPV3\n",
"QXMzRgD70TXg26WXhz1HyKb9V0j8FVqPh6avwiWJ/AFbIdsJ+/6STVGAe4+ZHQqrFsJRs0Nm0QWJ\n",
"7hk/FyWhNaGMnyIi1WXQCsGbWYzOP2Yvu3t6UJ64wigLqIhUulJmvrpl+9wM/Aj4Al1n+lLApYSl\n",
"nJ+l593huZ4AFgPGa3j3LKD9JQSziYWhJt74JDQmQrQ6nrC08g9AUyboaYZkn4MeMybQGegdQAj+\n",
"eoraUsAqOgI+/ureNclaFLiuCXX6jiyhN7cTSjswIzewja65IAqGszYYJloh2QQs6u9gWESklpQj\n",
"Nhi0AFACBYAiUqk6Zr5iNJKmc+Yrxqaorl6Xma9QeJzVXQK6FCFB5Ay6l3tYAjwMTAC+RPHby64H\n",
"NuKkuMLdz+zLa+tNx0wms1KhkPrhFF72eBdwYWbZY69F5i3shnwvnbN7B9B7PtRNwN/oDPhWuLO1\n",
"99cx7CGYuR88VML+vTkpWLXSffucwtdVqQ0RkYGgALAGKAAUkUrTsYcvzWzqSNJAgsmEZZxthH17\n",
"q0nSRoIYzaTDcj8zu5w6TuUbJLos6VwCrCWUlss+vhG4Jvp6EiEMmkb+5aApYB3wAKHaQNBthqq/\n",
"9GfgZMZoQoKWTLD3AWBMLxdcR2ew9yDwpDslr5TpGsiWtH+v10BWRET6nwLAGqAAUEQqSUfAsBsp\n",
"5hJnKoUDsqeAZaR4kThwGDFuZQ7jus30ZQK9fEs9rycsAx1BqBI7klBWbs/oWDsh4cujhNIRk4A3\n",
"SbOZhz3lBWeodkTHTGafl04edxjcNJ7OgG86PZdZ2gasoOtyzlf60vd8ui9l7XH/3g4tZRURkR2j\n",
"ALAGKAAUkUrSbQ9fb8KSzBQtrMVp6LbXL+P66D53qefThBRgkwg5LV8jzBZmL24cRcgVvTOwlhQt\n",
"9NsMVb79jcAPYfypsLEPyVN2A44nrHstaCNdZ/dWuQ98NlPt3xMRqXwKAGuAAkARqRR59/AVI5OU\n",
"BeBEQjCXKzvQy13q+TRwH50zgPsQdpcZIcDcADzafclpCT3spnBmz/gmsJFw2vBegrgCzgBuIaxT\n",
"TRC9grV0Dfj+nztl+2Or/XsiIpWrHLHBQNcBFBGRyrWAOpJMLfFvwTQ6l2sWKuw+BTiOEOgtpvtS\n",
"zw8Tlnk+jrMC67LbLUZrlHRmkad2bIaqczkkBTJ7/nZcmK6c18dnOAS4Alh9Bey/BFjuzus70uf+\n",
"FgV7z0c3ERGpcQoARURqgJkNB2YSfcoIPEqMRhpyErgUI07I8rmCngu7T4luGwn1/x4Flmedj+Gk\n",
"+RFwE/AKmRmqdP/MUHUmRJmZgu8Ah+dZ4rkbIQAc3+3xxclMJs660d3X9vEiIiIig0YBoIjIEGZm\n",
"RwPnEGMm6azdeIaTxnotRlDIFOAhYA1p5hHrMYicEN3mAVsI+/0WkWQbV7n7GVkt+3mGKrEwBH89\n",
"ZfYcG9239vE5NmW+2NzHC4iIiAwqBYAiIkOQmZ2NcS4wijqgAbqUdliL8Wj0fV+MiO7fJMZTFLeH\n",
"ME5I7NICbCMBNPXx2XsV7W+cHWb+espuMxHYhVDk/bA+PNO9RElVNvThwSIiIoNOAaCIyBBjZmcD\n",
"F1MPHAR5SzvsQliSWWgPX2/ao/sYq1nGPuxVQhbRZaSIsXJH9/f1YkHY83d4L3/nEoTNijcDl1B6\n",
"FtBFSUg2KamKiIhUi57qFImISDUyzmUicBJhZi7f8szRhMQs6/v4HM+QSdbybV4kzvWkeIJQLzCf\n",
"FCF76HVRWYc05/Xxmbsww8wYZcYEM6aZsb/Za/Ng5Ekh4UsxAV0j8BJwV4nPfiehlh6LSnygiIhI\n",
"2WgGUERkCDGzzwOjOIieVz7GCVk5HyXszSslEUwKWEOSNE3uvsTMDmUDC1nMbOpIMoNEt8LuazrK\n",
"OqwEzgO/z4y3E0LRMVm30QW+7un7nA8zXyNUkS82s+d04IOEGcAj6PkHl+HARSlIrHTfrlp6IiJS\n",
"NRQAiogMAR3JXmBf6iicmTNbAyErZ7F7+DLWAW0k4HuPmDEffDRproFf3UfbjQfSfP++LH9zREf7\n",
"2Jgk6c+0wslvkd7/3cDvgOElPGOJMvlYSsnseT5wKPAh4CzgE+SfPdxOmPm7KAUr4tA/M5kiIiKD\n",
"RQGgiEgV65LsZQRhdq6B4mb0JhAKtT8A7EXxE1/L4mD7gp9/c9eTx4ZbOkmo5r4ZGAvp+gQkdi3y\n",
"JRXjTeAN4PWsW9b32w34SmmZPaOKEZwPHEUo79BIqPM3jpDt817Cnr/WBCRWwo4XqBcRERls5u7l\n",
"7kNNMbMXiOpwufukcvdHRKqXmZ0DXMhEQrKXXYErgS9Q3AwgwNOE/CeTgAMIRd7zBY8pwszfsji0\n",
"pAjB0vxSupskrM3MCdZ6CuTynnvDnR4TrphZAhIvwWnj4LJS+hg5HrilHeJvQjJrGjHRCskmYJH7\n",
"gCawERGRGlGO2EAzgCIiVcbMpgONxDidCYRkL0YouA6llXaYQkiCeR+wmLBvrwG67eFbHYf2FNi0\n",
"1+GcNTD/GUoL3La5MyifOLp70syaoOlUuKTIRDAZ24G7kuA/heRZQD2ZAvUk+6VAvYiISDkpABQR\n",
"qSBh9oqJdAQdtGSCDjObT4yFwGyGk2IbdEn2ktl1V2pphynRrZmQCLPZ3mC5j+44H6OVdKoJWOTp\n",
"x6tl5qsJWk8PL+jIEh7Wmdkz+rk/T78XqBcRESmfIVkGwsxGmdn3zWyJmbWaWdrMFhRo+56o3Rtm\n",
"9qqZ/dzM3l6g7ZfM7AkzazOzdWb21YF9JSJSK8xsupldHpYu8iywJtwnXjKzy83sy8BS6tmPzwIN\n",
"xBlF16WeO1raoRWI4aR9ArA7IT3m7qR5h7ufWU3LHkNfE81wYYqiJx47Mns2V9NrFRERKcWQDAAJ\n",
"JY7PI6Q1WB0d6/YOwMwmAfcDk4FvA/9BSP12r5kNy2n7ZeA6YC3wVeBvwJVm9q0Beg0iMkSYWcLM\n",
"do+CvN2jWb7Muflmwx4C1sD4U8O+tbsI6TnvInw//lSMa5gInEicqYTfRNPpul8vu7RDoXp8haQI\n",
"vy3TPOLub7r78+6+Nrqv0mWPyfNCps45KbidsLwzn+2E83OizJ5JZfYUEZEha6guAW0BJrj7S2a2\n",
"H7CiQLtzCLtlZrr7CwBm1kxI9dZICPgwszrgQuD37n5s9NgbzCwGnGdm17r75tyLi0hty9qr10ia\n",
"cR0nYmwKe9R4ErgGZqbgO8DhefarHQZ8LoHP6lzu+QYhD+bkPE+6I6Ud2gG4uIRHVTR3v8fMDoVV\n",
"C+Go2TA+CQsSyuwpIiK1bEgGgO7+FvBS9G1Pic2PJgR1L2Q99o9mto6Qz/y66PBHCAWlfprz+P8k\n",
"5Nv7BHBLP3RdRIaALnv16kjSQILJhI+b2oD1jGM1p9JGAhsJvjAeatAVcivUJWBqNBHXHh3Ol+yl\n",
"z6UdAGOrp/22Yl5jtYiCuXtCMN66AK5qhCsKZPZUQXcRERn6hmQAWAwz242wVPThPKdXED52z5gZ\n",
"3ee2fQRIEz5zVwAoIiH4C3v1UswFppLoVlZhKjCPBE8B97dDy8cpXFYhCbEmaEh2LvfsLdnLwYTS\n",
"DjdQZGkHwroJuKDXF1iloj19Z5qZMnuKiEhNq9kAkPAGAEK14lwbgPFmNszdt0dtU+7+SnYjd3/L\n",
"zF4lZOwTEYEYC6knxYnEe5x9ixOWaO6VhuvisOFc8JwA0FIw5kF4bVPX5Z7ZyV7y1fvLLe0wkrA3\n",
"sFtph+hrYytwgbtfUurLrTbK7CkiIrWulgPAzOKpbXnOZS+w2h7dv1XgOtsoreqWiAxRZjYDmM1c\n",
"ilt6SdRubgoWr4DdfwLv3Aq7/g/s+hi8/Ql4tR2uoetvmexkL/PIP7uXKe2wkZBP9FHC3sCMGJBm\n",
"JXDxUFv2KSIiIoXVcgCYWTw1PM+53AVWbcBOBa4zgtKrbgEMM7N9i2i3wd3zzVKKSOVZQB1Jppb4\n",
"u3UaYZZut1NDfpJshZZ7FpvsZUJ0mwdsAR4nrDZN8zl3/2VJ/RQREZGimFk9nSsOe5Kb/W3A1XIA\n",
"mAmq8g1MPfBqtPwz0zZuZm/PXgZqZjsRksO09OH5dwVWFtHu+8D5fbi+iAwiM0sQo5GGPHv+epNv\n",
"Ri8dg9YpsPG9sNMSWN/edblnqcle4sAYQvmIkOxFwZ+IiMjA+TLwvXJ3Ip+aDQDd/UUzexmYlef0\n",
"bDrrBwKsiu5nAXdnHd+fsJAqu22xXqJroplCNPsnUh0mkmZc3tIMxdiTMKP3qx/DawfBK3tDMjP9\n",
"dwasvgrmJbsu9zwYJXsRERGpTP8F/K6IdncTJoYGTc0GgJHbgAVmNimrDuDHCJ+zX5bV7k9AK/AV\n",
"ugaAXwG2Anf24bm3u/sjfeq1iFSisUDfdwRnYr0nPwLsk3OyEdqu6L7cU8leREREKlK0havXiRwz\n",
"295bm/42ZANAM/sq4Q1ZJkPnEWa2e/T1le7+OnAR8Gngz2b2Y0JuvW8SFmLdmLmWu7eb2XnAf5rZ\n",
"r4B7gLmEGoDnqAi8SO0xswTh98tYwoLMY4G+7QiGztRTURzZ1XSwWXD/I7BXqutyTyV7ERERkRKY\n",
"u5e7DwPCzP4B7BF9m3mRFn39bnd/Lmr3XuBy4EBCRs87gTPd/eU81zwROBN4N/Ac8BN3v7LEfr0A\n",
"7Aa86O6TSn1dIlJeoaA4jcRoJM24zhOAxWFOquea7oUsAZrHQ/qf5P9s7h7gUJgYg7npwss9t5MJ\n",
"AlO8TBz4hLvf1YceiYiIyAArR2wwZAPASqUAUKQ6mdl8YiwkzWzqSNJAgsmEJZ9thJp8zQY7OXyD\n",
"/MFZISng0gS0n0bX1ee5loL9K/ibUEeSGSS6LfdcQ5I2EsRoJs157n5Pn16wiIiIDLhyxAZDdgmo\n",
"iEh/MbP5wFLqSTEXmJon0+dUYB+Ha+m9NEOudUB7Evh8gQbbCYsTLkrhb8aBU2hjGs00spzxHc1i\n",
"tJKmCVjkKX+0hB6IiIhIjVAAKCLSmxgLqSfFicR7LLcwkdJKM0BYlL4sauvzk7AgEYoBjgM2AfcC\n",
"i5LQmoDESuic1TOzswhla8YCm0mzwd2TfXyVIiIiUgO0BHSQaQmoSHUxs32BlXyW4mb1niaUZtiN\n",
"sLO499IMKVoIs3owDRKNkOyc1SPRCskmYJG7ZvVERESGEi0BFRGpEB3JXuAr1NG1CHtPckszjDBo\n",
"8O6lGTr36vU8q0dSs3oiIiLSbxQAiohk6Uj2ArMZQZIUCRooLalLpjTDbcDa4dA8Epa3dp4PpRlu\n",
"BH6Su1cvCvaej24iIiIi/UoBoIjUnJwafpuBFndPdkv2sisJrgQm9/GJpgNr2yH9OOHX7WZgPaQ/\n",
"BXCVu6/d0dciIiIiUgoFgCJSMwrW8IuxycyaiHFIl2QvG6PzdX18whGZL7YA+wDvBF7IHNzcx6uK\n",
"iIiI9JkCQBEZ8ros68xfw28cj3Aq20gwl87snZkArq2PT9ye+WJs1sF7iRK7bOjjVUVERET6TAGg\n",
"iAxpRdfwS5NgLV2TvYwGRhKKvBebBCbbM0BsPKTrowPbCSUdkk1K7CIiIiLlECt3B0REBlSMhewW\n",
"Levcm8IlGdYCM3LOxwn7+B6N2pQiBaxOQLqRzs/a7iTU82NRiVcTERER6RcKAEVkyDKzGaSZzdxe\n",
"Cri/AbxJ/mQvDcBW4KkSn3wd0J4EFkQHHLgoBYlm1fMTERGRclEAKCJD2QLqSPW6fDOzVy9fspcJ\n",
"wCTgAUIMVwwHlsXBZgHvAW4H5qRgRRyS5xV5FREREZF+pwBQRIYkM0sQo5EG4r3W8Ost2cvBhOSd\n",
"NwBPUHg5aCo6f10MWlLg7wTeARwFrFoJHJop+C4iIiJSDkoCIyJD1UTSjCuqhl9vyV6mAMcB9wGL\n",
"o7bTgT0JwWM7IeHL6uhrS0cPvAPYvhL43+7btexTREREyk4BoIgMVaH2QjE1/LKTvcwjf6KYKdFt\n",
"I7Amars863xsBKRPAQ4DrwceAk4C+N/a8yciIiKVQgGgiAwJZpYAJhICv82EtC7F1/BrIAR0TwF7\n",
"99BuQnSbR6jv/jiwFEg/COwbNXLgSylIrNTMn4iIiFQS7QEUkapmZtPN7HJivAQ8S5ifexbjYWKE\n",
"ZZ3FKDXZSxwYA6zNJHvZl1DnTwlfREREpHJpBlBEqkrWTN9hxDgFaKCOJA0kmExY8tkGrGdnmgn7\n",
"8got68x1MHAzIdnLAcC0Ao9LEco8LIuSvXAkcAahyHtrAhIrgfOU8EVEREQqjbkXm9dc+oOZvQDs\n",
"Brzo7pPK3R+RSpazrHMCcBgkFkByHERnDiIkbskXqLUA1wKfpedlndmeBpYArwAj4tCQypPsxaDd\n",
"wciaLUy0Q/KnwCLt+RMREZFilCM20AygiFQcM5sONBKjkTTjOk7EDNLTwV6F+ufhpDQ9FnifSOey\n",
"zr3ouW3GnsBOcWBvaD8UmptgeWvn+dh4SDcCXwDfBfgt8HUg+SF3X1XK6xQREREZbAoARaRimNl8\n",
"YiwEZudf1unwyBrYlgozf8UEdAcTlnVeDxxIEcs6iZZ1Xg7Mh/QPgA2EvDJjIV1P569OB27JJHtR\n",
"8CciIiIVTwGgiFQEM5sPLKWeFHOBqSS6BWpTgXQK1pK/Xl8+uTX8Rhg0eJ5lnQloT0ZB5V6EJKLb\n",
"gWHAO6NbxnbgTuCiKNkLSvYiIiIiVUEBoIhUhhgLqSfFicQLzuylCMHfDIpL6pKRqeF3G7B2ODSP\n",
"LLCscwH4BuBY4ChgfBIWJOAQYBywCbgXJXsRERGRaqUAUETKzsz2BWYzl56Xdb5BmJib3Mcnmg6s\n",
"bYf044Rff9nLOp3OWb3X48Ap0DoNrmqEK8Z3XiTRCskmYJFq/ImIiEi1UQAoImXTkewFvkIdvS/r\n",
"bI/u6/r4hCMyX3wP+BxhVu8F4AoKzeqZ2VlAPR0F5pMb3D3Zxx6IiIiIlJUCQBHJK6cEw2agpZTA\n",
"p6fHd0n2MoIkKRI00PuyzkwA11baa+mQCSC5dTPcNLbzROFZvajPz0c3ERERkaqmAFBEuihcgoFN\n",
"ZtYENPVU565zVi/R2FGvD4BE5vFPAtd0JHvZlQRXUtyyztHASGA9xSeByfYMEKOVdGoisCua1RMR\n",
"EZEaowBQRIBiSjAwjtWcShunW9yaSXdNfhKyeCbC4xmfhMYEzAPGA63AH8ZB06lYa4J66Ej2sjG6\n",
"QDHLOuOEfXyPEi5dSiKYFLCGJGma3H0bmtUTERGRGqQAUESKL8EwjwRPAcvYjxdZamaHuvs9HY9n\n",
"Zgq+AxyeCOUTsh0GfC6Bz+paw6/UZZ0NwHLgKWDvEl7kOqCNBLCohEeJiIiIDCmxcnegnMzsYDNL\n",
"F7jNzmn7HjNbYmZvmNmrZvZzM3t7ufou0l/MLEGMHzAxKsGwN4Vn1uKEoOtE4uxGKpoxJMz8zUrB\n",
"Q3E4ku7BX8atUJfounwze1lnMSYAk4AHCIk7i+HAMlLEaO5p+aqIiIjIUKcZwODHwIqcY89kvjCz\n",
"ScD9hCJg3ya8Zf0GsI+ZzXb37YPVUZH+0rFXz/gSacZ0mZXr9cHAgcRZzGwzOwaYHWb+erpAEmJN\n",
"0JDsGmD2ZVnnwcDNwA3AAcC0Ao9LEWb+lpGiBRVsFxERkZqnADBY5u6/7eH8OYQdSjPd/QUAM2sm\n",
"VIRuBK4b8B6K9JNue/3GkuA1Sk+qMg2oI0kbZ8P4JMM+nOBtz8DbNmbd/tn5Nc/CLzblT/ZS6rLO\n",
"KcBxwBJgMTAiDg0p2JOwpLSd8BHOGpK0kSCGCraLiIiIoAAww8xsNNBWIBPg0cDvM8EfgLv/0czW\n",
"AceiAFCqRLe9fnuS4ApgBqUlVCFqP4MEj7Ifp74OdeN6bt9TspfsZZ17UdxM5J7ATtGa1PZDoPl6\n",
"WL6l83yMVtI0AYs8pWWfIiIiIlDjewCz3Ai8BrSZ2Z/MbL/MCTPbDdgFeDjP41YAMweniyI7Ju9e\n",
"v63AmxRXgiGfPaPHv1VEBYXekr0cTKjJfgPwBGH5Zj6p6Px1MWhJESLGRU56CxBfDXwZ2J0073D3\n",
"M7XnT0RERKRTrc8AbgN+A9wFvAK8j7C3b5mZfcjdVwP1UdsNeR6/ARhvZsO0D1AqVY97/TKF0Ysp\n",
"wZBPJqjbUA+te8GWCZ23re/I+X4sxCbC+k35l5tmlnXeR1jWOZKwNzB3Wefq6GtLRw/8HZC8CbjM\n",
"PalgT0RERKQHNR0AuvvfgL9lHfq9mf2GkI7iYkLe+sxb4215LpH99lkBoFSUovb6lVqCIVfmf8Av\n",
"LwG+2Ht7b4TVV8G8ZP4lp1Oi20ZgDeF/4vKs87ERkD4FOAx8AnB8Cv5npbsv6OMrEBEREakpNR0A\n",
"5uPuz5jZ74CjzMzofGs8PE/zHXn7PMzM9i2i3QZ3zzf7KFJQ0Xv9skswlJoEBsKMXAxIr6KoAJBG\n",
"aLui92QvE6LbPGAL8DiwFEg/COwD3AmcmIJHldlTREREKo6Z1dO5krAnhWpnDRgFgPk9D+wEjKJz\n",
"6We+AawHXu3j8s9dgZVFtPs+cH4fri9DjJklgInAWGAz0FIgaRHEWMgE0pxIHIta59vr15cSDBkp\n",
"QpbNNMDNCfghvf8Omw42C+5/BPZK9Z7sJQ6MAdbGwKaA3wwsSkJrAhLK7CkiIiKV6svA98rdiXwU\n",
"AOY3mZARdAuwxcxeBmblaTebsCOpL14iLDHtjWb/alzHHr4YjaTpTLUZY5OZNQFN2YlOzGwGMLvo\n",
"vX6llmDIWAe0ZX6HvELYSntk74/zC6Dl0JDEZW66mBp+0JKOvlnfCskmYJH7du33ExERkUr1X4RE\n",
"Bb25mzAxNGhqOgA0s13c/eWcYzOAIwhrzDJuAxaY2aSsOoAfIyyau6yPT7/d3R/p42OlBnTbw9dA\n",
"gsmEIK4NWM84VnMqbZxucWsm3TEbtoA6it/r15cSDA4sizk2ZTu+bqewLPMSwn+d3i4wH1gCG46G\n",
"xVtD3xroqYbfauBq4G5Ibig46ykiIiJSIaItXL1O5JjZoOcRMXcf7OesGGb2J8LCuL8RZuTeC5xM\n",
"SPjyQXd/Mmo3CVhFWEj3Y8LOqW8CzwGzSlkCamYvALsBL7r7pP57NTKUdOzh240Uc4kzlcKzZE8B\n",
"y0jxInHgMGIsZg5jODSn3WWEPYCH5rnO08DNhEDwAIqYlYtHJRhuAo4HLgDOBT4AnAV8gvzLQbcT\n",
"Plu5BHgI+CrwE4ixmTRjO5pl1/BTGQcREREZosoRG9T0DCDwf4EvAKcTdhq9RCgL8X13X59p5O4v\n",
"mNmHgcsJ71y3Ab8HzlT5BxkQuXv4ConqoLMXca4jzQYuJs2Ykvf6FV2CIQHtSbB9CUHfR96Er+0U\n",
"9uQtJWxXPYpQOvM44BBgHLAJuJcQZb4MfJDQfgmQaCWdnEhY/hD2N6bRTJ+IiIjIAKjpGcBy0Ayg\n",
"9CZahryaz1LanrwnCMEbwImE2bxsG4FroNfrZpdg2Jp1PDYG0ke/CMf+GT5+DyGJ0ZNgl8L4U2Fj\n",
"Isz6PQosIgR7L2VdYFdCULiAEF1uByYkofVKdz+zhFcqIiIiMiRoBlBEIN8evmJMo3O2bkf2+mWX\n",
"YHgDuIU0rwx/kvT8Ge4/6zbjbUYTtJ7emQRmOmG96Q8IS983Eyb26un6K+dOwswhi0p7oSIiIiLS\n",
"V7Fyd0CklplZwsx2N7Pp0f1wYnyJBkoryUDUfgbhf/X6Am0OBl4AbiDMGKYKtMqGuBgAAB4nSURB\n",
"VMvs9fsVKV4mhm/7uvuv8y53Dnv0Es1wYSpkh8lIAO8kJIh5J12DPwcuSkGiWXv8RERERAaPAkCR\n",
"MogCvsuJ8RLwLGHR5bMY/8y7h69YU4A0sDqWP7jL7PWDsFz0MsI2vKcI1S+fir6/lBSLgY2sBA7t\n",
"vdZe8jxYEYc5KbidsLwzn+2E83NSoX1SRdxFREREBpGWgIoMol5LO6xlZx4lf72+YnSUe0gXrus3\n",
"Jbpl7/VbnnU+hpPmSqDJU8XNzrn7PWZ2KKxaCEfNhvFJWJDongRGRdxFREREykkBoMgg6SjtUE+K\n",
"ucBUEt2Wee5CCMjy7eErRqbgu8XhfmCvVAl7/WLwMk46/SN3P6PUp46CuXtC4frWBXBVI1wxvrNF\n",
"QkXcRURERMpMAaDIYImxkHpSPZZ2GE0owbCe0pPAQCjVEAPSKWgBrovD3FRxdf1eTkEIF5v68Mwd\n",
"oj19Z5rZWYTML6G0g4q4i4iIiJSdAkCRQRCVdpjNXArPyEHv9fp6kiLs/UungcRqmDydDTvHWLwC\n",
"RiSgIdlLXb/X0rD+4f6anYuCveejm4iIiIhUAAWAIoOjkTpSTC0ipGsg7MkrtIevkHVAexqIvwbJ\n",
"b8O6u/FZKbgiTvuz0PxzWN7a2T42HtJfBPYAvzUF6+KAkrKIiIiIDGEKAEUGUNgPxwnE+BoNWFEz\n",
"esXW68vmhGWchuOpG9x9SWdSlhUhKUv6+ATsS7RGFNKPAD9XUhYRERGRGmLu3nsr6Tdm9gKwG/Ci\n",
"u08qd3+k/5nZcODLxDiVNFMYTpJtJPgCxe/rexq4mRAIHkBxe/haOuo+zMiurRcFoQsg0QjJAklZ\n",
"VItPREREZLCVIzZQADjIFAAOXWZ2NHAOxkwcYyJwEDAGuBY4kRDQFetp4D5C4fYRhKWhBffwzQLv\n",
"2MM3p0D/EnRJyoKSsoiIiIiUUTliAy0BFdlBZnY2xrnAKOoI/6vGEAI+I4RaUHpph0y9vmbgLqB5\n",
"LCzf3Hm+xD18SsoiIiIiIgoARXaAmZ0NXEw9YbZvNHAd8Ak69+7taGmHViBmkD4e2B/t4RMRERGR\n",
"vlIAKDUrWhI5kc4lkS3RqS7HelwmaZxLPXASIeBbAoyia6DXb6Udrt4MybGdJ1VYXURERERKowBQ\n",
"ak6UFKWRGI2kGddxIsY20ubgIzpbJzaZWRPQlJsoxcw+DYziIELwlyIEeTPoHuTtcGkHgORHgFdR\n",
"YXURERER6SMFgFIzzGw+MRYCs6kjSQMJJgN1hP156xnO6uhrey/454HWcdB0KrSebjasGZLZyyzP\n",
"po7O2b43gDeByXmefIdKO+wJvg7gVXfXHj4RERER6TMFgFITzGw+sJR6UswFppLoNks3FZjnYZbu\n",
"/ieh5VxgKXBJImRhuXA/WLE01NfjL8SYSQOds33t0X1dgU4cTCjtcAMllnZ4P7C+FZIbSn/lIiIi\n",
"IiKdFABKbYixkHpSnEi8x9m3OGGJ5l4puC4OG84FbwaOBI6Iw5xUKK6e/BpprMtsX2bhaKFsn1OA\n",
"4wilHRYTEsNMJ09phzi0p8D2Bc4Hjk9CsknLPUVERERkRykAlCHPzGYAs5lLcUsvidrNTcHiFcCj\n",
"YO+HnZ+FXQ+Js8uK2Yx8zx+494mus33FZPvMlHbYCKwJl2Z51vmYQfpU4ATw6cDthCyfLCqy5yIi\n",
"IiIiBSkAlFqwgDqSTC3x3/s0YKTBnvPhk1tgp62d5zY/MYp76TrbV0q2zwnRbR6wBdgKLIrDtlOB\n",
"K6JGDlyUgsRKZfkUERERkf4QK3cHRPqTmSXMbHczmx7dDydGIw159vz1Jg5Md1j/T4hv7Xoue7Yv\n",
"WwMhmHuqhOfYGXgN2JYCTgC2E2b+5qRgRRySBYu7i4iIiIiUQjOAMiQULO1gbCPN8LyZOYuxJ2GJ\n",
"5gt7QFsDvPQ+eHk7vHQptPEYq3l/l9m+Pmf7jIFNAW8CFqm4u4iIiIgMCAWAUtV6Le2wluE8SuHM\n",
"nL3JJHa58Q5gn+ib5cClAD+jjcu71fY7mBKzfQIt6eib9SruLiIiIiIDRgGgVK2iSjvsQtiTVygz\n",
"Z28ypR0Ym3VwU+aL32As5H5GdZntKzbb5xqStJEgxmrgauBuFXcXERERkYGkAFCqUrS37womkO6x\n",
"tEMxmTl78gwQGw/p+qyD9wKJUJfPuYAWLuY6YC6ds329ZvukjTRXA4s85ZrpExEREZFBoQBQqoqZ\n",
"HQ2cgzGTNMZB9LzPrpTMnLlSwOoEpBvp/K+ynbBHr6Mu3yVmBhs4l8WMYgQhEUz2bJ8DnXN6bcCP\n",
"SXOeZvpEREREZLApC+jgi+XcSxHM7GyL2RbgN9SxLxMwRlLcrF6pmTkz1gHtSWBBdGADcDy5dfnc\n",
"/RJP+9uAY2hnJc04txD2AN4CNONsYyVwjLuPdPdvK/gbPGZWb2bnm1l9762lkmjsqpfGrnpp7KqT\n",
"xq2qDXpsoCBk8MVz7qUXZnY2cDH1jOKzwBmEsgkzKO6nmJ2Z04t8UgeWxcFmEaYQAVoIm/rij7l3\n",
"X7bp7re5+/6kqQPmAEcDc0hT5+77u/ttRT679K964HvRvVQXjV310thVL41dddK4Va9Bjw20BFQq\n",
"n3Eu9cBJhOWem4E3oaTSDgdTYmbOOLSkgAsIyz7vBL6TCo9KXd3TU7n7NqA5uomIiIiIVAwFgFLR\n",
"zOzTwKgue/0ymTlLKe2Qm5kz3169Z4DVBu0OthfweWAJ8LmoLl/8CeD9dE3nIiIiIiJSNRQAlsDM\n",
"hgP/TtgINpaQWuRcd/9DWTs2tJ1NHV33+mVq85Va2iGTmbMZuAtoHgvLN3eejwFptgHD8ceBc4my\n",
"fTYBiyCVAFb24TWIiIiIiFQE7QEsTRNwOnATcBphweBdZnZAOTs1VEWlHmbSQNflmtmlHfqilai0\n",
"wwbgOUIcfyKk463gOwO7Ezb+7Q7Jd7j7mfn2/ImIiIiIVBvNABbJzGYDnwG+4e6XR8duAh4DfkjY\n",
"WSb9K5R6yN3r12+lHUYA7yRkifltElJN0f6956ObiIiIiMiQohnA4h1DqOZ2beZAFCzcAHzQzHYr\n",
"V8eGsPAzzbfXr99KO0BI8NK1tIOIiIiIyFCkALB4M4F17r4l5/iK6L5hkPtTC14E8u/167fSDg5c\n",
"lIJEs5Z5ioiIiMhQpwCwePWESuC5MscmDmJfasUqYnjBvX4HAy8Q5mCfICzvzCcVnb8uKu3gmdIO\n",
"twNzUrAiDsnz+rfrIiIiIiKVx9yLnT6pbWb2DPCEu/9LzvHJwNPA1939yiKus52w9zIFvFrEU6eA\n",
"dOk9HjJ2BYYxusDZFLAtujdgGGFPoBEm91LAW5nGCUL2mDRh/agTnX09ukpvhkX9eYkQQUp10LhV\n",
"L41d9dLYVS+NXXXSuFWeGMVlqvhfUbukuw8b2C4FSgJTvDZgeJ7jpRYlyFSzixP+o0ox3iiijZMV\n",
"7OWTJMR6XewEvL3E3mjcqpPGrXpp7KqXxq56aeyqk8atelnvTfqHAsDibSD/Ms/66L6lyOuEOnMh\n",
"XGkton2tzwCKiIiIiFSbYmcAxxOCv2JWo/ULBYDFWwUcbGaj3T17PmpOdL+6mIu4+6h+75mIiIiI\n",
"iEgRlASmeL8hRPEnZw6Y2XDgBGC5u79Yro6JiIiIiIgUQzOARXL3ZjP7NXCxme0KPEMoJrc7IQgU\n",
"ERERERGpaMoCWoJoxm8hcBwwDlgDnOfu95a1YyIiIiIiIkVQACgiIiIiIlIjtAdQRERERESkRigA\n",
"FBERERERqREKAEVERERERGqEAkAREREREZEaoQBQRERERESkRqgO4AAxsxjwQaABmAjUAW1AC7Aa\n",
"+KsrBWtF0thVJ42biIiIVDIz240C71Pc/cVB64feD/U/M/sMcCkwqYdmLwDfcvdfDk6vpBgau+qk\n",
"catuZnYIcCwwk84/im/SGbz/2t3vKV8PpRCNXfXS2FUnjVt1MrMDgB8SPqguZDnhfcoDA94fBYD9\n",
"y8w+C9wKLAOuBlYAG4B2YARQD8wBTgEOBL7g7r8oT28lm8auOmncqpeZjQJ+DXwc2EJ487KRrmPX\n",
"AIwClgLHuPvW8vRWsmnsqpfGrjpp3KqXmc0D7gKeBW6g8PuUE4DdgX9x93sHtE8KAPuXma0BnnP3\n",
"T/bSzoA7gN3dffqgdE56pLGrThq36mVmPwZOBr4K/Nzdt+dpsxNwPHAVcL27nza4vZR8NHbVS2NX\n",
"nTRu1cvMlgMp4KPuvq2HdsOBPwFxd//AQPZJSWD63zTg9t4aRXuRbo/aS2XQ2FUnjVv1Ohb4D3e/\n",
"Id+bGQB3f8vdbwAuj9pLZdDYVS+NXXXSuFWv6cCNPQV/ANH5RcCMge6QAsD+txGYVWTb/QlTwFIZ\n",
"NHbVSeNWvcYAzxfZ9oWovVQGjV310thVJ41b9doMTC2y7Z7ApgHsC6AAcCBcDZxsZlea2d75GpjZ\n",
"e8zsKsJU/n8Nau+kJxq76qRxq16rCGP3tp4aRedPAh4ZlF5JMTR21UtjV500btXrJuB0Mzuj0PiZ\n",
"2WgzOxM4Hbh5oDukPYD9LNpndBFwJqHMxhbgn8A2wkbPCcBIYDvwI+BspaavDBq76qRxq15m9iHg\n",
"j8CrhD94DxNmaLcBwwkb42cBxwHjgXnu/mB5eivZNHbVS2NXnTRu1Sva29cEfAZIAuvoOnYTCdtT\n",
"4oREP1/sbbnoDvdJ74MGRlTn40hCmt56Omt9bCB8ivPfg1nvQ4qnsatOGrfqZGYNhAB+Hvlr0yaB\n",
"PwDfcfdVg9k36ZnGrnpp7KqTxq26mdls4BgKv0/5jbs3D0pfFACKiEi5mdkYYB+6/1F8zN1fK2ff\n",
"pGcau+qlsatOGjfZUQoAB1m0XG008Ka7J8vdHxERERERqR1KAjP49iBkAzq83B2R/MxsTzP7hJnN\n",
"MbO8/0fMbB8z++5g900KM7NDzOw6M3vYzFrMbJOZvWhmK6Lj88vdRymemcXMbLKZTTOzeLn7I8Ux\n",
"s1FmdqCZfdLMPmBmw8rdJylNlIziNDObXO6+iMjA0AxgPzOzo4Gefqi7Aj8FfgCsAHD33w5C16QX\n",
"UbD3M+CLWYfXA1919yU5bY8DFrm73piWmZmNImya/jghAcxqQmmIdkISmHqgARgFLAWOcfet5emt\n",
"ZIv+z10ONAJvAhe7+1VmdiTwn4SN8QCvAz9w94vL0lHpxsyOBSa5++XR9wZcCHyNsCQt41Xg2+5+\n",
"/eD3UvrCzPYA/gF8yt1/V+7+SCczewehEPzewCvAYne/L0+7I4Er3F1BvOSVbwOp7JhfEwJA66Xd\n",
"WdG9E7L+SPmdTAj+biQUDJ8AfB24y8zOdfeLctr3NsYyOC4CPkJIe/3zfAVyzWwn4HjgKuBi4LRB\n",
"7aEU8m+EsbifELT/h5ltA34CPABcBgwjFDS+0MxecffrytVZ6eJbhHHL+D5wNrAE+CXwEiGAPwG4\n",
"1sy2uvsvBr2X0o2Z3UHPH1SPjO6/Y2YnArj7EQPeMemRmU0gJAp5B9BK2E70ZTNbDJyY88HmaOBd\n",
"g95JqRqaAexnZvYS4dPPHwDL6B4kTABuBc4DHgTI9+mNDD4zewT4h7sfnXVsJ8Kb0ROBq93936Lj\n",
"xxGCDS2jLjMz2wBc7+7nFdH2AsIfygkD3zPpjZmtAda7+1HR96cQgvQ73P1fs9rFCb9PR7p7Q1k6\n",
"K12Y2evAN9z92mj27xXgbnc/LqddjBAU7qqxqwxmliaskPgn+T/ITBCC95cJyUXc3d89eD2UfMzs\n",
"OsKHYf/i7suienJfB74HPAoc7u7/jNrqPYr0SP8w+t80wgzSd4GvEN7c3Je5AcujdmuzjkllmEJ4\n",
"o9LB3d9y95MJM7anmNmvtKel4owBni+y7QtRe6kMk4G7sr6/m7Ai4tbsRu6eAn5BWPYklSFN5+qV\n",
"UcA44LbcRu6eJqyo0NhVjhsIQd4fgDnu/q7sG3Bg1O7k6JiCv8rwUeAn7r4MwN23uPsFwMcIs30P\n",
"mtmeZeyfVBEFgP3M3Te7+2nAvsAuwN/N7AIzG9nLQ6X8tlAgOHD3S4EvAf9KeJM6ehD7JT1bBZwc\n",
"fRpaUHT+JOCRQemVFKONzuVm0Ll3bESetiMINa6kMjwCHAHhjSjQAswo0HY6YcmaVAB3Pwn4EPA+\n",
"4Ekz+1aBDza1RKyyTACeyT3o7vcDBwA7AQ+Y2czB7phUHwWAA8TdH3P3jwELCHuP1pnZgjJ3S3r2\n",
"GFAwU6S7NwFHE37R/gf641gpvkV4I/N3M7vEzI4xswPMbP/o/hgz+wHwJPBeOvffSvmtBb5kZmOj\n",
"ZYRnEJalnZb9oZmZjSfs0VXwXjkuAuab2RVmNhr4JnCWmX3TzCaZ2TAze3e07PokYHFZeytduPvD\n",
"hL9lpwGnA0+Y2VHl7ZX04kVgar4T7v53wnhuBv4MHDx43ZJqpD2Ag8DM6gib479B+A88BWXXqjhm\n",
"9m/AlcD73f2JHtodBPwOGKP19ZXBzBoIb0jnkT+5VZKw3Ok77r5qMPsmhZnZPOAeYFt0ixGWOd1J\n",
"GLM/EZYZzicsMTzc3ZeWp7eSy8xOIGRrNeDvwO6Eccq8scjsL/sj4W+esu9WoCiA/y4hGHyQ8Hfw\n",
"t+h9SkUxs58BB7n7lB7a/C/CsvpZhL2bSjIoeSkAHERm9i7g34F3Aue6+4Nl7ZB0EQXqewIb3P3V\n",
"XtruAbxbezgri5mNAfYhlH6oIywx3AA85u6vlbNvkp+ZfZywSqINuMrd15jZ3oRZ9gMJAf0q4MLc\n",
"cixSftHftVMIH75MBd5GGMsW4GFCmvr/Llf/pHhmNg34MXBodEgBYAUxs48REgx+3d0f6KHdKOAW\n",
"YIb2b0ohCgBFREREBAAz+yhhNveP7l5sgi0RqSIKAEVEpOJEsxEb3P2NcvdFShON3UZ3f73cfZHS\n",
"aOyqk8ZNSqX9S2VkZueaWarc/ZDSaeyqk8atOpjZCMKeMiWlqDJZY/epcvdFSqOxq04aN+kLBYDl\n",
"l68Iq1QHjV110riJiIhIzcqXLU92gJl9mOLLA7xrALsiJdLYVSeNm4iIiEjxFAD2vz+X2F6bMCuH\n",
"xq46adxEREREiqQAsP9tBR4Friii7dHAZwa2O1ICjV110riJiIiIFEkBYP97GKh399/01jCqdaXZ\n",
"iMqhsatOGjcRERGRIikJTP97CJhmZmOLbK+EFJVDY1edNG4iIiIiRVIA2P9+BHwUSPbW0N0vcHeN\n",
"QeXQ2FUnjZuIiIhIkbQEtJ+5+0ZgY7n7IaXT2FUnjZuIiIhI8fRJ+CAys2lmNqbc/ZDSaeyqk8ZN\n",
"REREpCsFgIPEzEYAfwc+Ve6+SGk0dtVJ41bVthGW9S4td0ekZBq76qWxq04aNymZloCKiEhFcXcH\n",
"7it3P6R0GrvqpbGrTho36QvNAIqIiIiIiNQIBYAiIiIiIiI1QgGgiIiIiIhIjVAAKCIiIiIiUiMU\n",
"AIqIiIiIiNQIBYAiIiIiIiI1QgGgiIiIiIhIjVAAKCIiIiIiUiNUCH7wbAM+CjxR7o5IyTR21Unj\n",
"JiIiIpLD3L3cfRAREREREZFBoCWgIiIiIiIiNUIBoIiIiIiISI1QACgiIiIiIlIjFACKiIiIiIjU\n",
"CAWAIiIiIiIiNUIBoIiIiIiISI1QACgiIiIiIlIjFACKiIiIiIjUCAWAIiIiIiIiNUIBoIiIiIiI\n",
"SI1QACgiIiIiIlIjFACKiIiIiIjUCAWAIiIiNcTM3mVmaTNbUO6+iIjI4FMAKCIiUsXM7HAz+14f\n",
"Hur93hkREal4CgBFRESq2+FAXwJAERGpQQoARUSkYpjZqHL3oUppNk9ERIqiAFBERMrCzM6P9qK9\n",
"x8xuNbNWYFl0brqZNZnZejNrM7MNZnaDmY3Pc53donMtZtYePeanZjYsq81YM/uRmT0ftXnKzL5l\n",
"ZlZkXw8zs7+Y2etm9pqZNZvZ53LafNrMVprZm2b2spndZGYTc9rcZ2Z/znP9JjP7R9b3mX16Z5rZ\n",
"yWb2TNTvZjPbP/txwP8JX1o6c8t53U1RnzdF7ccWeI0fNbNlZrYlanu7me2ddX56dP1PZh3bLzq2\n",
"Mudad5vZ8qzv/5+Z3WFmB0avoS16Tcf38GMXEZEBkCh3B0REpOb9GlgHfBvIBGTzgHcDNwAbgfcD\n",
"JwPvAz6QeWAUYDUDY4Brgb8Dk4CjgTpgu5mNBP4C1AP/BTwHHABcHB07vafOmVkj8DNgLXARsBnY\n",
"FzgU+EVOm2bgbGAC8DXgADOb6e6vRZdzCs/W5Tv+eWA0cHX0/beA35rZZHdPAtdEr+EQ4Licfhvw\n",
"39FrvRp4AvhXYFGe1zgPuBt4mrCcdCRwKvCgme3r7s8Cj0Wv/SDgjuihc4E0MN3MRrv7G2YWAz5I\n",
"+Flnv7YphLG+HrgR+BLQZGYr3f3xAj8TERHpZwoARUSk3Fa7+3E5x37q7pdnH4hmlH5hZge6+wPR\n",
"4YuBXYE57v5IVvPsPXFnAJOBBnd/Jjp2nZm1AN80s8vc/YV8HTOznYErgeXAwe7+Vp42w4AfEALE\n",
"gzJtzOwB4PeEAPP8THMKB4D5ZiPfCUzNBJBm9iQhqDsUuNPdl5vZU8Ah7n5rzmOPIARo33T3y6LH\n",
"XwN0m4EELgVeAT7o7pujtrcDq4DvA43unjazB6NrZswFbgeOBD4ELAVmEALyZTmvbS9grrs/GF3/\n",
"18DzwAnANwv8TEREpJ9pCaiIiJTbNbkH3L0987WZjTCztwMPRYdmRsdjwKeAO3KCv1yfBu4HNpvZ\n",
"2zM34I9AnDCjVcghwNuAS/IFf5H9gV0IQWtHG3e/izAj+Ykert+bxVmzhwCZwPfdRTz2cGA7nbOH\n",
"uHsauCq7kZnVE4K2pkzwF7VdC9wbXSf7+fc1s7ro+wOAu4DVdAaGcwlB7gN09T+Z4C+6/ivAk0W+\n",
"FhER6SeaARQRkXL7R+6BaK/f94DPEoKrbDtH97sQlkc+1sv1pwL7AC/nOed5rp9tz+i+p+fYI7p/\n",
"Ms+5JwlBUl89l/2Nu2+Kti2OK+KxewAb3P3NnOPr8rSD/P3/O3ComdW5exthVi8BfNDMXiTMvt5P\n",
"WJqbHQD+T3Ywme+1RDYX+VpERKSfKAAUEZFya8tz7FeEfWQ/JMwubSHM1i2h9NUrBtwTXSufp0q8\n",
"Xqm8wNfZ4gWOpwocLyp5TQntivUw0A58mLB88yV3fzpa7vp/zGwnQgB4W57H7uhrERGRfqAAUERE\n",
"KoqZjQM+CnzX3S/IOj41p+nLwOuE2b2ePAOMdvc/9aE7T0f3+wDrC7R5NrrfG7gv59xeWecBNpF/\n",
"yeMe9L2UQ6HHPQt81MxGufvWnD7ltoPQ/1x7Ay9Hs3+4+1tm1kwI8p4jzP5BmBkcDnyBzllBERGp\n",
"QNoDKCIilSYzU5T7N+rr2d9E+9luBz5pZvv1cL1fEZYszs89EZVJKDT7BmHm8A3g22Y2vECbFcBL\n",
"wCnRDFjm2ocRAqg7s9o+Dewd7UHMtJvBji0T3RpdZ+ec43cSPuj9StZzxQnZPTu4+wbCLOuC7GuY\n",
"2fuB+YQ9ftmWAXOAj0RfZ/bzPQGcRQhIlyEiIhVJM4AiIlJR3P11M7sf+FaUYbOFEIi8K0/zc6Jz\n",
"fzGzTBmIeuAY4AB3f52Q4fII4PdRHbxHgFGEWb2jCbNvrQX68oaZnU4oXbDCzH5BmMWbAdS5e6O7\n",
"J83sLEJpg7+Y2S+BdxDKQPwDuCLrkj8jZCVdamY/I8yWfZmwx3BMqT+ryMPR/ZVmdg+QcvdfEko1\n",
"PAhcYmbvorMMRL7n+SahDMTfzOwGOstAbKIzg2nGMuA7hAyl2YHe/dFr+Ye7t5TQfy0BFREZRJoB\n",
"FBGRcumpJt7nCSUF/o1Qe28bcFi3C4RAYw7wG8Lywx8T6uH9mWhvYbR88cOEQPBg4EeEmao9ge8S\n",
"lpEW7qT7zwgB5OvAucAlQANZM2Puvgj4DLBTdP4kwj64A6MgNNPu78AXCYlsLgP+JervIz38LHrz\n",
"W0Jmz48DPwduiZ7Lo37fEj3HBYR9ewvyvMY/Ro9/Ffh34Ezgr4Qg+tmc5n8lzNK+DqzJOr4s577L\n",
"UxToe0//BkREZABY+PsgIiIiIiIiQ51mAEVERERERGqEAkAREREREZEaoQBQRERERESkRigAFBER\n",
"ERERqREKAEVERERERGqEAkAREREREZEaoQBQRERERESkRigAFBERERERqREKAEVERERERGqEAkAR\n",
"EREREZEaoQBQRERERESkRigAFBERERERqREKAEVERERERGqEAkAREREREZEaoQBQRERERESkRigA\n",
"FBERERERqREKAEVERERERGqEAkAREREREZEaoQBQRERERESkRigAFBERERERqREKAEVERERERGqE\n",
"AkAREREREZEaoQBQRERERESkRvx/YlVoqeloswEAAAAASUVORK5CYII=\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x1076d4e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for year,race_day in reversed(races):\n",
" mask = in_training(dates, race_day)\n",
" logged = np.cumsum(dists[mask])\n",
" diff = dates[mask] - end_of_day(race_day)\n",
" tminus = [dt.days for dt in diff]\n",
" p.plot(tminus, logged, 'o-', label=str(year))\n",
"p.xticks(rotation='vertical')\n",
"p.ylabel('cumulative mileage')\n",
"p.xlabel('race countdown')\n",
"p.legend(loc='best');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I've actually trained less for the 2015 race than I did for the 2014 one. I lost two consecutive weeks to injury/illness this time around, as opposed to only one last year.\n",
"\n",
"Outside of those periods, my training has been more or less identical. I stick with \"Novice 2\" by Hal Higdon."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Stream data\n",
"\n",
"Strava also provides 'stream data' - raw data logs from the workout. I'll fetch a couple from a track workout I did with the TRE Flyers a couple weeks ago."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING:stravalib.model.Activity:No such attribute similar_activities on entity <Activity id=291449438 name=u'Your Fly is Open' resource_state=None>\n"
]
},
{
"data": {
"text/plain": [
"<Activity id=291449438 name=u'Your Fly is Open' resource_state=3>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"FLYERS = 291449438\n",
"run = c.get_activity(FLYERS)\n",
"run"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"types = ['time', 'moving', 'distance', 'velocity_smooth']"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# download streams from strava\n",
"streams = c.get_activity_streams(291449438, types)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"time = np.array(streams['time'].data)\n",
"distance = np.array(streams['distance'].data)\n",
"moving = np.array(streams['moving'].data)\n",
"velocity = np.array(streams['velocity_smooth'].data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It's easy to plot a pace graph for the workout:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x10807c310>"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAA3YAAAHxCAYAAAAhhy7EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAAewgAAHsIBbtB1PgAAIABJREFUeJzsvXfYLUWVt30vwjlkFBBBUEElqIMBTBhRGccwZl8wx1HM\n",
"cRzTN2MadQyvGVQcdXTMOYyijvo66phBFFAUAQNRBCR5OOcA9f3Rvc+pp58O1aE67d99Xc/19O5d\n",
"XVW7Y/16rVrLnHMIIYQQQgghhJguWwzdASGEEEIIIYQQ7ZCwE0IIIYQQQoiJI2EnhBBCCCGEEBNH\n",
"wk4IIYQQQgghJo6EnRBCCCGEEEJMHAk7IYQQQgghhJg4EnZCCCGEEEIIMXEk7IQQQgghhBBi4kjY\n",
"CSGEEEIIIcTEkbATQgghhBBCiIkjYSeEEEIIIYQQE0fCTgghhBBCCCEmjoSdEEIIIYQQQkwcCTsh\n",
"hBBCCCGEmDgSdkIIIYQQQggxcSTshBBCCCGEEGLiSNgJIYQQQgghxMSRsBNCCCGEEEKIiSNhJ4QQ\n",
"QgghhBATR8JOCCGEEEIIISbObIWdmR1sZl80swvN7AozO8nMnjV0v4QQQgghhBCia7YaugMxMLN7\n",
"AV8CjgdeBVwO3ATYa8h+CSGEEEIIIUQMzDk3dB86xcx2An4DfM8597Ch+yOEEEIIIYQQsZmjK+Yj\n",
"gd2BlwGY2fZmNsffKYQQQgghhBDAPIXd4cClwPXN7NfAZcAlZnaMma0dtmtCCCGEEEII0T1zFHb7\n",
"kcwd/DxwHPAQ4P3AU4EPDNgvIYQQQgghhIjCHOfYnQ7sC7zLOfcMb/27gKOA/Z1zvx2qf0IIIYQQ\n",
"QgjRNXOMirku/f+xzPqPkQi7OwBBws7MrgDWAg64KGCTq4FrwrophBBCCCGEGAFbAFsGlNsFMGC9\n",
"c277uF2qzxyF3TnAzYDzM+v/lP6/do261rL5IO/esl9CCCGEEEKI6TPKuB1zFHY/JQmgsjdwmrf+\n",
"eun/C2rUtfBTvRq4MKC8LHaiKVuTvDz4E7Bx4L6IeaNzTfSFzjXRFzrXRFtCLXa7puVGOZdtjnPs\n",
"bgWcAHzUOfdob/1HgYcCN3TOnRdY1/mkNwrn3HVj9FcIADM7GDgeOMQ5d8LQ/RHzReea6Auda6Iv\n",
"dK6Jvhi7Npidxc45d6KZvR94opltBXwHOAx4GPDaUFEnhBBCCCGEEFNhdsIu5anAH4AnAA8Gfgc8\n",
"1zn39iE7JYQQQgghhBAxmKWwc85dBbwq/RNCCCGEEEKIWTPHBOVCCCGEEEIIsVRI2AkhhBBCCCHE\n",
"xJGwE0IIIYQQQoiJI2EnhBBCCCGEEBNHwk4IIYQQQgghJo6EXTlXZ/4LEYtzgVem/4WIic410Rc6\n",
"10Rf6FwrwYybm/FLM75jxvZD92fijFobmHNu6D6MFjM7C9gLONs5t/fQ/RFCCCGEEKIOZnweeGD6\n",
"8dnO8Y4h+zNlxq4NZLETQgghhBBivtzfW77JYL0Q0ZGwE0IIIYQQYjmwoTsg4iFhJ4QQQgghhBAT\n",
"R8JOCCGEEEKI+aKAGkvCVkN3QAghxPQwY2vgSOBK4DPOaeAghBATQK6YM0bCTgghRBOOBP4zXb43\n",
"8LUB+yKEEKIY/8WbhN2MkSumEEKIJrzYW37aYL0QQghRhYTdkiBhJ4QQoglbesvbDtYLIYQQVchV\n",
"fkmQsBNCCNGEDd7y1oP1QgghRB1ksZsxEnZCCCGasNFblrATQojxIlfMJUHCTgghRBMk7IQQYhrI\n",
"FXNJkLATQgjRBLliCiHE9JDFbsZI2AkhhGiCb7FbM1gvhBBCCAFI2AkhhGiGXDGFEGIayBVzSZCw\n",
"E0II0QQJOyGEmAYKnrIkSNgJIYRogj/HTq6YQggxDSTsZoyEnRBCiCYoeIoQQkwDWeyWBAk7IYQQ\n",
"TVDwFCGEmAa+sNtysF6I6EjYCSGEaILm2AkhxPTYaugOiHhI2AkhhGiChJ0QQkwD32InYTdjJOyE\n",
"EEI0QcJOCCGmgVwxlwQJOyGEEE24xlvWs0QIIcaLLHZLgh7GQgghmqDIakIIMT0k7GaMhJ0QQogm\n",
"SNgJIcT0WGPG9kN3QsRBwk4IIUQTJOyEEGIa+K6Y9wbONeO2Q3VGxEPCTgghRBMk7IQQYhq4zOcd\n",
"gS8O0RERFwk7IYQQQggh5ss1Oev26L0XIjoSdkIIIZogi50QQkyDq4fugOgHCTshhBBNkLATQohp\n",
"kHXFFDNFwk4IIUQTJOyEEGIa6H69JEjYCSGEaMKKgYIZTzfjs2Yca8ZNhurUsmPG3cz4iBlHDd0X\n",
"MV3M2MGM15nxL2ZsPXR/RGsk7JYEJSkUQgjRBUd7y9cCjhiqI0vOZ4BdgUea8V3n+OXQHRKT5Cjg\n",
"xeny6cBHBuyLaI8MOUuCDrQQQogmlL0Bvn5vvRCbMGNLElG3YO+h+iImzzO95YcN1gvRFbLYLQkS\n",
"dkIIIZpQNlBY21svhE/WZU7HQTRFQmBeaLy/JOhACyGEaELZwG9Nb70QPtn9ruMgmqIoivNCQn1J\n",
"kLATQgjRBAm78SFhJ4TIQ8JuSZCwE0II0TXbLhbM2NKM/c00sOgBCTsRgy3MOMSMnYfuiGiMxvtL\n",
"gg60EEKIJpQJtb09Ifct4NfA2+J3aem5bubz4YP0QswB//p+APBT4GwzBUaaKHqxtiRI2AkhhGhC\n",
"1UBhVzOuBdw1/fysyP0RcIPM50sH6YWYA3lz7LYH7tl3R0Qn5I73zaQD5oYOqBBCiCZUCbs1KCpj\n",
"32SPiXLViq6Re+80KbpfK/n8zJCwE0II0YQQYadBYL9smfms/S+aUhQVU+fUNCm6X+t4zgy9zRNC\n",
"CBGDNcDVQ3diyZCwE10hYTcvigw5Op4zQ8JOCCFEE6osdmuRsOub7OBNgzbRFAm7eVF0v5a7/MyQ\n",
"K6YQQgyAGc8x4ytmkw1GEOKKud2KDTRRPzZZi12UQZsZNzPjY2Y8Mkb9YtTcbOgOiEYU3Xt36bUX\n",
"IjqzfMia2WFmdk3B3+2G7p8QYrkx4wbAW4H7AB8cuDtNCRF2t86s2ydOV0RKX66Y/w08HPiIGTtE\n",
"akMMS5HF7ia99kJ0RdH9+r699kJEZ+6umG8DfpJZd/oQHRFCCI/dveW9ButFO0KEXXZwuCtwRpzu\n",
"CPpzxbyet7wzcHmkdsT4+PPQHRCNUFTMJWHuwu67zrnPDt0JIYTIsAzzVPKiYi7D7x6SIYKnKPHx\n",
"cqFreGKYlV6jOp4zY5aumB5mZjua2dwFrBBiWsxhwnpI8BQJu34ZIniKnq/zpMgVcw73rmWj7F6t\n",
"4zkz5i7sPgBcAqwzs2+Z2SFDd0gIIcgMuCveqI6VJgnKJeziMoTFTsd0nigq5nwoG+vreM6MuQq7\n",
"9cCngWcDDwD+P+Ag4LtmdqshOyaEEKx+mE5xnkOTBOV7R+qLSMgKu1uasW+2kBlmxm3NuGEHbWpg\n",
"WIIZe5px46H70SEHDt0BUZuye/Wt0vvBIWZsa8ah6fIUXzYKZupC4Zz7AfADb9V/mdmngV8AryOJ\n",
"RFeHrc3s4IBy5zrnzq1ZtxBi+chzUdwwREdaUPXgvydwXmbdv5vxOee4KFKflp28l7Wnm3Gwc5zo\n",
"rXsu8GbAmXGQc5zSos39gZNbbD9bzNiLJFjQGjMOdY4fDt2nGhRZ7HYx43bO8eNeeyPaUGbEuTtw\n",
"PKsjGD8DOCZaj0aIme0J7BlQdNQvYmcp7PJwzp1uZl8AHmJm5pwrumnlsTvJiV/FK4FXNOmfEGKp\n",
"yN5752j1uIT833U74Ks992VZyFrsIBHgR8AKYfdq77sHQitht3OLbefOK9h8DXyYaaUKKBsjHQYS\n",
"dhOi6iVcVtQB3JslE3bAUcDLh+5EW5ZG2KWcRXKT3Z564Zn/RJiVT9Y6IUQIQwS56Jq8wcIlbB7o\n",
"b02+0Bj1286Jk7e/YfU+3z5gm1B0PIvx9/OOg/WiGYqkOB/8Y3k18FRgG+AdgdssC+8BvhhQ7jhW\n",
"piwaFcsm7G4ErHPO1c25s9E5d0KMDgkhlpLsQ3OKA6W8B/8VbBZ2a0kGEVkUhS0eQ8yb1/GcJ2WC\n",
"f4r3q2XGvy/8j3P8uxkHVWyzdC9s0qlUlQYaM9vYQ3caM8vgKWZ2nZx1tyQJpPL1/nskhBArmKuw\n",
"+6u3nBc8hYJ1ohuaWN/avpnX8ZwnEnbzwb/Gr0n/V83p1jGeKHO12H3CzP5KEkDlT8DNgKeQuF++\n",
"eMiOCSEEqwfTU7R6hAi7a3LKaMAQjyYva9u6Yup4FuMKlqeAhN188O8Li/NwfcU2OsYTZZYWO+Bz\n",
"wG7A84Cjgf9Dkv7gNs65Xw/ZMSGEYB4Wuzyu8JZlseufosH4HUq2eVDLNnU8iznAW77uYL1oRpmw\n",
"u1tvvRBd4D9vFsJOFruZMkuLnXPuHZRPChVCiCGZg7ArmmO3QBa7/ikajG8K3JGG4PfZp2WbOp7F\n",
"bF9dZLSUCbtte+uF6ALfiLO4J1fFmpiiF4lgvhY7IYQYM3MVdppjNyxFz/RLveVdM99d1rJNHc9i\n",
"fuEtTy13Y5mwa3vOiH5ZZbFzbsU9IQ9d1xNllhY7IYQYOcsi7GSx65eiwfiaguW8z6WYzeLc7Qt/\n",
"31w1WC+aoTl28yEveEoVOsYTRcJOCCH6Zw6D4yphp3QH/RNd2DGPHIx9MeV9I2E3H/KCp1ShYzxR\n",
"JOyEEKJ/5jo4vtJbXkO+sJvLbx0jRa6YXQq77LhBx7OYKe8bCbv5IIvdEqE5dkII0T9Za9fOuaXG\n",
"TZ7FbiObo62tAW6RU0YDhngUDcZvbsbhZmzBaovptmbVKQ/MuJYZDwf2zny11oy9zTjSjB3NuI4Z\n",
"DzdbNZdvKTBjCzPuYcZ9mHaQkbJz4iZm3CHHLXcwzNjDjCeb8Vkz7hmxnVuZ8fdmcQwjZmxtxgPM\n",
"uFOH+7eJxW73jtoWPSOLnRBC9E/2gf0m4ENDdKQFeYOOq0iE3RrgxuRHBZSwi0fZYPy/SfK5ZqNi\n",
"AjwHeHNF3V8BDmV1NL2dgRNJgrJ8E7g+sD9wihkHOTe5/G1teQzwHznrRyOCAqkS+z8ADic55oNi\n",
"xtbAT9l8bj/YjFs6tyJ4TRft3BL4WfrxVcDLu6w/5dXAi9LlBwJf7KDOvHQH1RsZa5yrTIsgRoYs\n",
"dkII0T/ZQd7Fg/SiHUXCbpH4dsec70HCLiZVz/Tbk5+/6rZlG6WWg0PTjztkvj6QzZE270ki6gBu\n",
"DmxX0Z85UpQXcGov0vOE3e8zn2/fR0cC2IvVLyw+E6Gde3nL/xKhfoDnest37ajOIlfMp1Vsd/2O\n",
"2hc9ImEnhBD9M9fgKY584fBJb3mKv3Uq+IPxF+V83zQFRdOcZst4rEPmOU6BvOv7scD7vc9j+U15\n",
"/Ygxvu3D6uq7Ssd2xTyW5GVMkUAfy/EVNZCwE0KI/pmDsMvDyBd253jLc/mtY8R/pn8d+E3m+6bC\n",
"rux7CbuVFLm6TS0abJ6ouBT4sPd5LMe3r3707VbclZU312LnHNc4x7eA0wu2G8vxFTWQsBNCiP6Z\n",
"g7DLG/htQb6w8+dlTW2AOyV8y1pRDkEJu2HYKg1eMxXK5tAuGMvxzevH1hHaqQwy1DFd7d+q4ClF\n",
"8+jGcnxFDaZ0kxFCiLmQHTRNUew0FXYaLMTDH3gWpZrI2/9V51/Z92XCborndVvK3OdiiI0+Gauw\n",
"yzvPYpx7ff/ertqrCp5SJOyW8fqdPBJ2QgjRP9l7b1GgkTEjYTc+/PMqT9jdj+4tdmVM8bxuywNK\n",
"vuv83DdjOzOOM+NXZtytozqLxGlW2D3LjKPNeJYZZ5vxiZDUGRHI26+dhes34y5m/Ap4ZVd1BvJE\n",
"P3WDGVul6Ry+a8aeNerx7wt5lvyNBdvdskYbYiRI2AkhRP+sGjiZTS4CWd7g70zyB/OaY9cPWVfM\n",
"MzPfryP/LXzVMWlqaTqo4XZT5tKS72Kc+w8G7k0SnfTtHdVZJOwuYfWLm6en7V4POILN0VP7JG+/\n",
"5r3YaMpLSPZvH2T37wu85SeTHO87A++qUWepxc65wqTlY4l6KmogYSeEEP2TN3DaqfdedMfxwKeA\n",
"D7I53YHPN7xlPXfikXXF/Gfge966K8kfBFdZWZoes2XLYQeJeC4iRsqDXbzlW3RUZ66wc44LKHbb\n",
"W7BzR32oQ945/dUO6+8zWXf2xYC/P2/lLf9tjTqL0h1UUWTJEyNGD1ghhOifvIHT1CxZ/m+4p3Mc\n",
"4RyXAv8vU+5EVg4Gh3DVWhZWuGI6x0+c4y7Ayem6ojl2VWOBpmOFqZ3TXVAm3mIIuxjiuWyeYJWw\n",
"G+KYN3EvHivZfnfxO6qCp4T2RUwACTshhOifvIHT1CaqF7n3ZAd+G1jpFqXnTjyKomIujslamlns\n",
"mubTmto53QV9C7sYlF2jeRZ5nyGOeV/BU/oge30W/Y4612RTi91U9+FSowesEEL0z9wsdlXCzh9M\n",
"yGIXj6LgKYtjshWwTc52sVwxp3ZOd8EchJ0sdivp854li51ohYSdEEIUYMZN04hve3vrzIy/NeMJ\n",
"ZmzftOqcdVEfomZc24wnm3UWBCBY2GUm5y/Vcyc9X+5jxkN6iBhYZbEDuFfO+qpj0tRit4wDwzLx\n",
"FiPdQYzraRLCLr227ge8MefrO5jxBjMe0EH+wOi/yYzDzXgkq4/nAd6yH5iqLM3Iquq9ZQm7mTOV\n",
"t0dCCNErZmxLEnhiF+BxwG3Sr+4AfD1dPgB4cZPqc9bFfogeAzwcuNCMvZ3jyg7rLhN2iwn415AM\n",
"WpbNYnd34Cvp8iOAj0dsqyiPXdFgfB3JeSeLXXf0bbGLUeckhB1wX+C/Sr5/Yfr3QOCLLdrJ/U1m\n",
"7Owcl7Sod1HPbYH/Lvl+N+f4M8n9o1ET3nIdV8xlvH4nz1K9ORVCiBpcj80R5w7x1t/VW35Rw7qH\n",
"EHYPT//vCrVyIBVRNPjLioRrpf8XQmPZnjtP95ZfGrmtIlfMmxWUX8yXksWuA9L8b2UiOYYIi/Gi\n",
"JO94vyP9X5VGoM9jfkxgubb52Ip+0z4t613wuIrv90v/H9+w/hBXzHem/3/vrVuq63cuLNsDVggh\n",
"QlnxUPOS9jYd5Prk3Xv7nKjexQO7yL3nR5lyiwHD4k3xslnsfPe7pq67oRS5Yv5nTtlTCT8mTccK\n",
"yxZ8oWo/TlHYnUHyMuu5AM5VuvINfcwvzlnX1gW26H7ZlfCpOoaLfeoflzp5+kIsds8B7gT8TU67\n",
"YkJI2AkhRD7Zh1qXby+HDp7SxQM7dI7dwiq0rBa7Ll4EhFLkinlVTtnLvDKxomIu2xv/KuE2RWF3\n",
"pnN8tySJdZY+j3neeZkn7Nr2Kbawq7q+1mT+A2xZY85upcXOOa5xju87x+Vsvocv2/U7C5btASuE\n",
"EKEURSfrYiA1tLCLabHLi4oJy2ux65MiV8y8wZyfhkJ57LqhyjI0RWFXZ04WDH/ML89ZN3ZhF9p+\n",
"tr1QS2Td4ylhN2Ek7IQQIp8iYddFZLvRCbs0wlxTy4wvHLJ5rhaDhFFb7Pzf3kEUPZ8YCaSLKHLF\n",
"zOvDesLF9qQtdi3O67qM1mJnxlY19kPT8PjQ7zHP61uusDNjC7PG+z9I2LW8h4a03zQVQt3jubiH\n",
"j+L6FfUY5QNWCCFGQNFDtGtrV1F7MckOSK5FMjH/DLMVcyzKKBrATMpiZ8ZaM74DnG3Gnc14E3CF\n",
"GW+J0NyNItTpU+SKmYdvsYs1x+4fGm7XGWbsA5xqxvfMos8ZGp2wM2MbM75HEp32RDN2DaizaXh8\n",
"GF4MXJGz7hnAOcBGM35ixg6hlaVCreg33d0rtxvwc+B4M3au0V+o3seLe/I+mfXbBdZf93jKYjdh\n",
"JOyEECKfvoXdkMFTngLcmmTg8JrAOooGCxdkyp2X/h+rxe5BwF1IIoUeDbyAJIn3c1vkKfTJsyDE\n",
"wt+3vsXutJyy1/HKxIqKOQbeB+xPEhji2ZHbqhJuMfLYVYnye5D8doBbkIT+r6JKCPyqZNs+xUCe\n",
"W2GR2Llu+v82wL1rtFF2zPbzlt8EHERyH31VjfpDuHb68i1Lk5dwIa6YixQ1EnYTZGwPWCGEGAt9\n",
"C7tolqwc96Dsb/AHKIeHVustbxr8Oce5JG/I/wd4qXOckn41SosdsIe3fIvMd3WSABfx1w7qCKVo\n",
"QP5JkpyMPqcT32JXd35WDA71lvcrLNUNo7PYwSrrVIi1qkrY/QNwXLr8bVam8ehzXJl9YfFckmiv\n",
"VQRb7Ci/3/tW8YO95YNq1F/EiZl28gRr6IuCuq6YoS98xAjRQRNCiHz6FnYxBn0LsgOAmMFTcI5j\n",
"nOMw53idt3qKg4Uu9tNQUQJ9sb0eeFSm7MmEW1GbWuy2qBG5bw6MUdg1mZdVKuzS6In3dQ5zjrsD\n",
"XynYNjbZvn0I+EPAdnWuybKyMa/tCzPt5LUV2n5di90U79UiRQdNCCHyyT4012b+tyHv3htT2GX7\n",
"XPYbmgT7CNkm1DrUN2V9n4WwS8mb+xg7jx0M787lCpZjsBTCLgdfLAw5rlxPWH9jCLs251neeXFZ\n",
"pp02wq6pxW7KLthLi4SdEELkMyeLXdXgrsmAt+5Df4pvgScr7HISSecJu9h57GB4YdcnEnbDXt/Z\n",
"c7yIsVns8uq5PPN9VxY7uWLOnJgDCSGEmCRp9LxnZVa/0YzfAY/soomcdS8242POcXIH9WPGNsAT\n",
"gBsDP818/eo0ctv7nOOKgv5UNuEt17HYTWmw0MXArc+gOGXHsUzYxcpjB8k8xUtabN8Wf25SnblV\n",
"TRijsMtGwdwjt9RK6l7bfpk+r+/s+X51zro89qnRRtk94J5mfJBECPnzc+9hxiuA9zvX2DXUF3Zr\n",
"yb+P7B9QN8gVc6nQQRNCiNU8gpWT4QHuDDw6W7Bh3qK8bbYATuowD9JjgWNIojx+LPPd9YG3kQQ5\n",
"CelbHk3fAo/NFbOsP1O12BUlJM9+7sMV814ttu2aO1UXacVYo2L6hARHaioEstvGZsX+Tq3UlxWU\n",
"9Xl8jTaqrt/HFtT3cuA9LdrIWuyyzyOAlwTWr+ApS4QOmhBCrCb0TSg0G6yVDX66EgIhv+GA9H+T\n",
"gVmZ218eY7XYxRZ2K+qPnCy7UNg5xwY2RzL8K/DfbD4mVYmVq/r8vpLvQvKm9cV3I9c/RmF3Tubz\n",
"GQF1NhUC2W1j4//2z6X/P0xiIXbkp/mAsAArC9pY3A+oLgLk32eyc+zy9uufAuuXxW6J0EETQojV\n",
"1LEqNRn8lw2Uuxr8hdSz6HuTgVnTOXbLZrHL7qeYv7/MYgfw98AhwF7O8TtWhmsvO+5F3z0UuCXw\n",
"ZODP3vorveWh59j5bqCxz7268906b9Ns1bGa8xw7/7cfCeAcF5B4JNzAOfYHbg7cEbgVSXAV6G6O\n",
"XVfbhgi7PoOnLMpII0wQzbETQojV1HmgdS3suhr8hdzfF231MUdmrBa7sv7EiIC6Briqg3rzKBV2\n",
"znENcIK3yh+Qb8lKoZdXb5azneMXAGYrtl1PkuQdhhd2fr9i92VwYUdy3ftut30Iu6Hm2Pltbbqm\n",
"nOMyUmHkHL9crDfjYpI5hlMQdrGCp9Sx2Ckq5gQZ2wNWCCHGQJ17Y5PB/9iEnf9761rsQiNqymKX\n",
"EDOYSt1j4ouesv1QdE74AsL/nRu95T6Dx+SxbMIu+7kobUsZbSx2fYqBTb810B18cb72JexCz/2Q\n",
"4ClDpDuQRpggOmhCCLGaIV0xd2tQXx51hJ1fNpawm6LFrouBeLb+tWbs0kG9eTQV21C+H4rO16Lw\n",
"8mUWo77xf+NaM9aaRfNWqrpv7Aybou5u+t+S7G/Jfu5b2A1hsSuyNGcZq7DLK7eOzft+J+A6LepX\n",
"uoMlQgdNCCFWU+fe2CQ4RFn9J5nx3gZ1ZgkZvN43p2zd4Cmy2JWTPdZ/BC404xMd1J1lSItd0fqH\n",
"BfYlFv5vvD1JMJEzzdgzQltV19yLzNgI/NmMt5KcB19uGVCnrsXu5jnz8LJMRdgtfmuIeyEMIOwC\n",
"j21eG+vZ3N+DgOfllNnCLOh+quApS4QOmhBCrKaO+NivQf1VD/t/MGstKkKE3cU1ymaRxS6M7LFe\n",
"7OsjIlju2gi7Jha7C7zlD3nLn/aWzw7sSyz8gezOwC7A3sCzI7QVct/YiiSf3nOA7Ulertyqwzaz\n",
"13KeVeemFXVObY5dXYtdHUtp3j0gNI0BhD0f8trYQHE/L63YNotcMZcIBU8RQojV1HmgNXn4hb7F\n",
"LbKIhBByf188wPt4FkzRYtfFfik7P7Yp+a4JbVwxy/aDf75+DTgf+IJz/MVb/4a0jivS5X8M7ENs\n",
"iq61G0Roq+m53SZxel2LHSRJ48uYSh67xhY7MyxwXp4vri4meYHxWuALwBPZnDx8e5IXHVsC9/e2\n",
"CRFeRcLuV+SL8N8At0mXQ54/dY/npv1SYz+JkSBhJ4QQqyl6WF4G7JhZ1/Ucuzb1+oTc3xcDoz4t\n",
"dmMbLJQNjLp4RvYRKCfbVteumP5v+J5z/Gu2QBpm/vmbNjCuIdm3Q8+x6/NFwhAvLaosdk2Cbkwl\n",
"j92irbrCDpL9tLGooIe/r17sHMemy8exOS/kCsx4D/CUTB9D21iwHvg2+cJunbccUn+b42mB24iR\n",
"IDOrEEKspmiAlmdB6zoqZpt6fULy2PUp7EKtQ30zpMVuTMIu1BUztO4mbm8xmIKw63OOHVQfk6nM\n",
"sWvqignNUhGEelDUvdcVWeyK2vPzRNadYzfm4yk6QAdMCCFWU3RvXJ+zTha7MEJFRN8MabHrWvQs\n",
"fktMV8y6wm5oi13RMYzhMjgXi91U5tg1dcWEuMKu7r2ujrC7mpWWxhiumBJ2E0YHTAghVlMnCuA7\n",
"zNirZv3LKOymaLF7oRlvNGOPFvUPYbELHeg2ccWcmrCbgsXuaDP2r7OBGXua8Qbg8MxXe5jxb2a8\n",
"24xbAjfM2fx6VdV7y2POY1fXYue/mGsi7PJe7OVR916X94KnSNhtaFD/VFxrRQfogAkhxGqKHpYX\n",
"FKx/Rc36Ry3saub56no+V9+UPQevTxIE5FUt6h/zHLsmeezm4ooZKga6aKuKvwHeVnObVwEvzFn/\n",
"YuBFwFHAJwu2rUpBMRXXvboWO7/cAYHb+NdoyJw86M5ity5n/Trq729Z7JYIHTAhhFhN0b3xOOCH\n",
"Oev3qVkMOGq9AAAgAElEQVT/qIUd9edthOAPEPt8q19FyG99cov6pzLHrmuL3aLuoUV80XXwl4L1\n",
"bWjzW/epWf4fCtbfxFsusgJeVlH3VIRdXYvdbt5yNghWEf75c1XgNsEWtTQPXd4+2wB8Hrgks/6D\n",
"1BeOdS12Q7nWig7QARNCiNUU3RuvBO5IMijY3ltf1yoRcu9ta+kIEXaWJituI+xCB/pjFXaxn4Nj\n",
"ttjFDJ4yFmFX1H4MF9Gito6g2Nq/oCvL5nYF6/+nRltznWP3X95y6PH3j2mogKwjvIr6scE5TiFx\n",
"m90H2B3YyzmeT31XTFnslgilOxBCiNUURsVMw/RfbrbiYVl3kDgWix0kvzUbQTNIFKb/py7sYguP\n",
"MVvsmsx7nFpC+j6FXdF1sx44HbhOybZd9adI2F1eo625zrHz56yFCmn/mIa2U+e6KjoW6wGc46/A\n",
"7zPfxbbYDXU8RQcMfcMVQogxUhk8JRV4izkXUxd2fVjsxjpYiP0cHLOwa+KKGcrgCelTa3RR3/u0\n",
"2JWFrl8QW9j57pd18tiN2cLTR1TMwSx2Jdu0sdiN2bVWdIAOmBBCrKboYZmNirb4fGuzWgOzWsLO\n",
"DDNj/5pBTULy2EG+xW6/jEWyjCYWuzE9e2ILjz7THcgVcyVlbccI6lJ236gSdtt01IftC9bXEXZT\n",
"EQJtEpTHFHZdWOzK5vPVtdjJFXOJWIoDZmYvM7NrzOykofsihJgEoekO/M+nmxUOqrKEiKZDvOXP\n",
"Ar8GTjVr5EJUxrbAQZl1PwK+ULHdXIKnLLPFLmYeu7ELu7FZ7HZMLYyVhJbLcIW3PJc8dn0kKPeP\n",
"aZPgKVX7Iy+y6cIjJKR+pTsQK5j9ATOzvYGXktzUQh9IQojlJlTY/dZb3psksEoI/sCpKDrfVgCp\n",
"kHtQuu7GwMGBbYQOqA8sWH9/s0K3LpjPHLuYg2mYTvCUWMJuyHFG2cuNPoXd7wjLgbZvYDuhofqz\n",
"LITJXObY1XXFbJLHLrYr5qGBdTatH6ZjgRUdsAwH7E3A94GfMq7BhBBivJS9efd5XOZzqDXNvxc9\n",
"CXhDSR+ydYa6bIXe78qsjGW/Zy5z7EIFcKhra5YxW+xiumIOPseuou3Ywu6NwNuBBzjH2VRb7CD8\n",
"2m7itvlZNh+TqrHfVIRA3xa7GK6YTYIYxo6KOVa3eRHArA+Ymd0VeCjwXJITWxY7IUQIQRY75ziV\n",
"JBnwgtDBgv+gPc25FXVk68rWGdpG6P19h5LvytpqY7Eb07MntC9NhcCYLXZyxYzX3g+d4znO8aX0\n",
"c4iwC+1Tk77/hXAr6lSE3ZyDp5RRd38rKuYSMaaHa6eY2ZbAO4D3OudOGbo/QohJEeqKCc3ce0Ie\n",
"tG2FXegDuamwWzB1V8xQ4dFUCEzFYjdHYTekK2ZWBBQJO79cTGG3nnAraq3jnZkPJotdN8FTypAr\n",
"pihkznnsngrcALjH0B0RQkyOUFfM7Lomomuqwm7ZgqfM3WIXyxUTM6wiGEQshrTYhQq7y4Gd0+WY\n",
"wm4D8Sx2i3JGv9e2LHZKdyAyzPKAmdmuwKuAVznnLhy6P0KIyVHHYueve5cZOwXUX0fY7ZpZ/8CA\n",
"+rNtlPG6ku+6nGM3VmEXalFaC2DGvcz4mBn3DNyu7Dn7ajOOMVt1jJsyRotdVd0xKXt5HTvdQaiw\n",
"89MQ7FxQJkuTvm+gmcUuVDSFzt/rkj4SlMe22DU5lkp3IAqZq8XuX4E/k7hidsHWZhYSie5c59y5\n",
"HbUphBiO0Dx2sDKM+HbAY4F3VtRfR9jdL7P+MWY8LsACEiqediz5rss5dmOdtxE6cDmIJLrhJ0kG\n",
"4IcD1wnYruq3Pg04j+RlZFvGLOxCQ8V3yZgsdleQz0Zv+RDgvwLaadL3dYRb7OrOyfLLaY5de4td\n",
"VWoupTuIgJntCewZULRpIK1emJ2wM7P9gCeTBEzZ22zT82gbYI2Z3RC41Dl3cY1qdweODyj3SuAV\n",
"NeoVQoyTOha74zKf9wqoP2+g/AzgaG/94k1u3n06ZKC8aON84BTg7um6DcCpwC0C+rkMwVOC59il\n",
"SdsXVpXdArcL+a1Nw9dniSW2p2qx61vY+cc6KzY+DjweuF5m/Z/YnObgysB2qsZuZ5GkX9mEc1xs\n",
"FmeOXUqvFrv0Wsy2XUWTc9Lf1zEsdov99QfgApJz4TkV28SeYzfWe3VsjgJePnQn2jI7YUcyqNqC\n",
"JMzw23O+PxN4K/D8GnX+CbhPQDlZ64SYB8HCzjkuMeMuwHfTVSEDxlUPWuc4xowvk1iF/Hry6ltD\n",
"uLC72jnuaca2zrHOjLXOsd6M5wFvzmzzfJK8dk8paTvL1F0x68yxW/GmNnDuWJ+/dZRz7Crqjknf\n",
"wVMKxYZznGTGDYCPAkd4X/0MuH3NPlWN3fYBfgLcOv38nfR/zDl2i9/b1/nu/4YYlrQFsS12i/21\n",
"DrgtsKVzlff2PufYjeleHZv3AF8MKHccicFnlMxR2J0EPJjVg4h/JQkS8Bzg9Jp1bnTOndBN94QQ\n",
"E6BO8BSoHxmz6EHrz7epEnZ/DWxjIRzXpf8Xfc2zDvyVxI0924ey+kMZq7CrExUzuz+2pjqM/ZiF\n",
"Xcw388tusVt1DJzjajMuzay+vEGfSvdn2k4es7HYsfI31J0HmN0+tJ2YFjuXviQKcVlWVMwIpFOp\n",
"Kg00ZraxqsyQzE7YpcFSvpBdb2bPS78PUeNCiOVm8TC7hpUPtqJBfN25G0UP2rx68ibXh0y4rxrk\n",
"FwWCCf0tyzbHbg2r9/sauhF2XQ2e5Iq5kr6FXch+yp4vvrALDaTRdOwWK0G5X64vITA3i12dqLGx\n",
"E5QvpbCbC8t0wBxKUC6ECKMo2lrRg71utLWiB61v+buNGXcCts3ZPmRQ6ovTPEKEXayomGN69tSx\n",
"2O2dWXdoZq5PHiHCriuRMSZXzCaD6K4ZjSumR5mw68oVs4g+XDFlsavXzmJfh/6GbNnYCcrHdK8W\n",
"ASzNAXPO3d05FxIsQAgh2kRbe1xA+aIHre+Gcy3ge8ATcrbPBmDIY2wWu7G6YoY+Bw8ATsys+zrw\n",
"hortQn7rQwL7UMWYhF2TQXTXlLW7lVnnY6CQAXQ2sm6e+3UVIfszr/0+XDHHPMeuiWCJbbHb5IoZ\n",
"WHfd+kGumEuFDpgQQqzGt3Z9JF3eSBJIKY9zvOVTAurPfdCmcyyqXPugG2H3y4J1/vyBkLDOyyLs\n",
"7l1z/YKQ3/qHwD5UEcuKOkdXTIiXIB7CX6ic4S2HhlEvs9h9Iv3/OW/dl9P/TSx2Y81j18Ri15cr\n",
"ZhOLXV+umIqKOXNmN8dOCCE6YPGwvBp4JknEy+8URStLo00uCBmclT1oN1A94KzTRu6DPI3Sl113\n",
"ihn3yKmjrP5QxirsQvuyQ8H6qmMVUn9XeZE0x24lVWOcNYSnGAihibDzgzU0CcHv8wLgP9PlN5O8\n",
"iHLAh9N1oRa7KeSxa2uxi+mK2cRiV8cVUwnKRSESdkIIsZpND1vn+AtJGOQqzgeuS7vgKRBmsesi\n",
"eAokUTC3S5cXc33qDvanFP4+jybC7pHAW0iOd9Wx0By74Y73kBa70Dl2/suiJmJjwYnObU5f4hx/\n",
"BY7NlFn2OXZtLXYhESthfBa7NnPsxvQSTgQwpoerEEKMhSZvURcDtj6EXZ02yh7kG3KW67rnTd0V\n",
"s4mw8+cidmGxm6OwG/scO+he2IUMoLPXd9uk2XXQHLvNjMVi1yR4iubYiUJ0wIQQYjW+K2YoiwFb\n",
"3aiYYxN2sSx2Uxd2frm5CLu5z7ELccXskiaumH0KO1nsNhPaT39fR81jF1h33fpBwm6p0AETQojV\n",
"DGmxy0bNy+MYM/YIbCOWxW7Bsgg7H1/Y7dpB/WvNsPTv38w4If17j1kt8aE5disZoytm9vr23ftC\n",
"BVve7wq5VmNa7JZhjl0MAdnEFVMWO1GIDpgQQqxmSGG3Y2B7Lwpso+xBfmnOchP3vBDGOm+jqbDb\n",
"NAg3Y7cO6r8hcDDJcb11+vcU4L41+jUmV8wpzLELTQgeSogr5mWZz11Z7A4M2C5mgvK5Wuw2WdTS\n",
"qMUh9JnHTgnKxQp0wIQQYjVtXDHXBCSt9u+92Qdt1hK3gSS63Ucy6x8f2EbZg/z1wJ+BC9icj60P\n",
"V8wxPXv83/FC4HckIePPA04v2GYDrBBz1w6oP8sJmc+7ALvnlLtOSd1FbY1B2I1hjp0vgH7AyrQk\n",
"MIwr5ldIouxeCDyJ7oRdSGCPmK6Yi3Jzm2PX5CVfnZdYTSx2db0f6gZPGeu9WgSgAyaEEKtpY7Ez\n",
"2rk6fcNb/qVzrHWO6wIfqtEXv43CB7lzfMg5ruMcuzu3KUz6sgZPcc7xJufY1zke7hx7Avcs2GYD\n",
"8Fnvc5nlJ/e3OschwFszdeQJjTpWpT7E9lRdMT/vHHuxcp/37orpHJc7x12dYzfneD/N9lNeuZBr\n",
"apNVreLl0xSCp/RlsWsrvArbyRyDpnPsQvZ3G1fMMd2rRQASdkIIsZrFvbGOxc6fO1MnoEboAz0b\n",
"dCHGm2BY3uApeb+jKJDN+sx3Zce77Ldm68irZ2xz7EIZm7BbWLRCj1sTmuR/GyJ4CoQf71DRNOQc\n",
"u7pJ1LPbl9E2HUHX+znbF82xEyvQARNCiNUsBlhNLHbQj7CroqmwW9bgKXm/oyiQjR88BeYh7GK6\n",
"Yg411siLaFjnBUxd+goy0zbdQVVbbRKUz80Vs8kcuNB7aJP9nO1LXYud5tjNnKgJys3sWsCdgJuS\n",
"zEdwJPM5fgX8wDl3ccz2hRCiIW1cMaGdsHMFy1mRUTUQ6Mti16TeMQ0WmljsYgm7PLfL/Uu2L2pr\n",
"DMJubBa7RX/8fb5dx+01scB05YoZclxCXRHlirm6XFPh1fV+zpYN+R1tEpSP6V4tAuhc2JnZWuCR\n",
"JBP770zxRe7M7HvAfwAfdc6FhPgWQog+aBM8BWBvkoAnRZQ90P0gCP59cWwWu2V2xdxAuOWn7Ldm\n",
"68iLgPkEM/7ZOc4uqSfblvLYJfhjnDxXzH8DvtBhe2N3xQy1WCndwWZiumI2cSfN9iX2HDsJu4nR\n",
"6QEzs6eRRBF7F3AJ8DzgLsBeJG/GticZ8Nwl/e7StOzpZvbULvsihBAtaGKx29db3rOibNmD9gPe\n",
"8tHe8hmZcr8NbENz7Mop+x0bgZNy1p9PfYvdeWl9AB9L/2frKHoZcLuS+vPaUh671e0u+nO8t+7K\n",
"jtsb0hXzyJptdS3k+3bFnHzwFJpb7GIHT1FUzAnTtcXupcCbgA845y4pKLOOJOTw/wJvN7OdgScA\n",
"LwHe3XF/hBCiCU2E3eeBQ9LlNq6YnwHuTXJ//uqmQo4rzLgVcGK6qugem21DFrtyCn+Hczgz7gW8\n",
"E3iot36jWSNh97ckueo+l67z68hGxfwxmwVd6FywMblijuGtf56w+5a3bogE5VnaumI+iuRFw7cK\n",
"yvrEtNj17YpZ22KXXs8LxmCx68sVU1Exl4iuhd2NnHMbq4ttJhWAbzWzoysLCyFEPzRxxbzCW64j\n",
"7FYMAJ3jGuBrBdv9skEbdcRptnzIQ71r61DflA7cnOM8M96BJ+xSsqKssn7nOBk4uaCObPCUHzBt\n",
"YTcGi90qV8x0cH8RSd7AwaNiOsc1DcSG/7t+6hy/Cdwu5vHu2xWzicUOkvNyS8ZhsevLFbNuO2N4\n",
"KSMa0ukBqyvqutpWCCE6ponFrk60vabR0Pz5d6FtxLbYdV1v34QM3PLmgNe12FXN4csKu8sC6w9t\n",
"K4+5z7HLs9jB5uM5hqiYsLlvTYRdnZdPc3LFbDLHDjbf02NGxYxtseszj92Y7tUigNhRMXcCdnbO\n",
"/dFbtxfwVJIb6meccz+O2QchhGjAkFExC0mtDRsoDo2f14bm2JUT8jvygqjEFnaXB9Yf2lYefc2x\n",
"G5MrJmze72NwxYTNVqQmwu6qwlKraeKKWTdH3Jjn2EGyr7dmfFExlcdOdELsA/Ye4FOLD6nQ+yHw\n",
"MuAFwHfM7O6R+yCEEHVpGxXzWLMob2r9dsrc//w2NMeunCGFnW8JfAvwYO+zL+xuVVJ/aFt59DXH\n",
"bjSumCmLY7eHGb8240kdtdfWEh/6sj0v8XoIoWK7TR67MUfFhOYWu9iumE3rn4zFzox9zfi2GaeY\n",
"cf+u6hUriX0B3hn4svf50STR4u4EXBv4BYnIE0KIMdHEYufn5dwCuFlJ2TbCbuG2PjWL3STn2KX8\n",
"xVs+Lf1fN91BnXQKsDJi4+4l5ULbymNZXTH9/HX7A//eUXtjd8XsI93B2C12i7Ix59iN2RUzZF/F\n",
"cpt/EnA3kmfjOzqsV3jEFna7AWd5nx8A/K9z7gfOucuA/yT8TaQQQkTHrPGb4GzAk2uXNeMt1xVe\n",
"iz5VPdBjW+zyyndZb19U7ifnOAt4LfAz4Gnp6q5dMbP81Fu+orBUPmOw2I1N2PmWrbOyBTtiCGHX\n",
"1BWza8Ex+qiYmbJzCZ4ypQTl/jPxhh3WKzxiP1z/AuwBYGbbkuSv+7r3/VWsfHMmhBBD0+hh6xwb\n",
"SAb/C0KTVje1qIXev2Nb7EKZsismzvEy5zjYOb6ZrqoUdhl33LrCzrcSVs4FC2grjyZW1CnNsSuy\n",
"bH0+W9CsE/HZZo4dNEt3UEfYxbTQTiUqZh+umGO22A2Z7qDrOa0ih6jBU4DvA083s1+T5GXaFviC\n",
"9/1+wNmR+yCEEHVo+hYV6ltxIIKwazjIzyuvOXbFhKQ7qBroFwm7jdSLspptK6bFLpQxzLGrCp7i\n",
"s4Ykz24bms6ZGsJit6xRMZta7JpGxYyRoHyqwVMk7HogtrB7MYl70qfTz292zp0MYGZbAUfgJeAV\n",
"QogRUDQYDKFubjNoLrxiDBhAUTFDCRHxTS12GwLrr9NWHss0xy4veIrPWtoLuynNsYvliimL3fjy\n",
"2I1F2FUF/BIdEFXYOedOM7MDSSZKXuKcO9P7elvgmcCJMfsghBA16cNi16aNkLksTV3CsuW7tNhN\n",
"OXhKHv6x3rmi7qL6Q4XdngH9aXJOzX2OXZEAKrLYtUWumPOz2LVNdzAGV8yxJCgPvsbM2JMkLsdF\n",
"wBedy80lKnLo/M2KmR1tZvcxs7UAzrkNzrkTM6IO59xlzrnPO+d+13UfhBCiBV0Ju1gWu5A3401d\n",
"wrLlFTylGP9YH1FRd1H9RYOVDZnvQoKMxZxjN9c8dj436KC9IVwxx2Kxm1pUzDFY7KbgitnlS5kg\n",
"YZdOJfgG8G7gk8BLO+zD7Ilxs70D8F/ARWb2JTN7mpl1ccMUQog+aOOKudFb7jqc+IIQYdenK2Yo\n",
"c3PF/K23fEpF3UX1F1nsvsdKS8wlAf3pa47dlPLYFVm28jyFQlNKlNGXK+amcs5FiabYxvo7lTx2\n",
"Y0h3MFZXzFj36hXCriRg0VpWpgs6pMM+zJ7OL0Dn3CHA3sCzSB5arwN+Z2Ynmdm/mdldzWxMb2uF\n",
"EMKnCzdJiCfsYs+xU/CUMHyx1dUcu3NI3I8e5RwOOKOi/jpt5TH3OXZFlq2Tc8pOyRWzSUCPbPlY\n",
"Fru+aGuxC70HtRV2Me7TsaNi9iLsgK0DyynoSg2iCCzn3LnOufc75x4KXAc4nCSIygOBbwN/NrOP\n",
"m9ljzGy3GH0QQoiGdCXsYlvUxmKxW8o5dqnwWgizkKiYIcLufc7xJW8+yUUV9ddpK4+5z7Ersr7n\n",
"WXi6GDz25Yq5aGdM96dN5TJReWPR1GJXNy1DExE9ZlfMugnKuzyW2ftY0TUXWk7kEN1y5pzb6Jz7\n",
"lnPuH51zNwVuDPwLsBPwHuB8M/uhmf1d7L4IIUQAbVwxQ+cVdSG8YkzKz5aPZbGbi9fGQph1ZbEr\n",
"+rxFQJ61sc2xixWAoQ65aQFSUZ6la4vdGIVdTMHR9/GeisVuDK6YbRKUx7TYFV1zsti1oPebrXPu\n",
"TOfcO51z9wV2JXE7OYFuJi4LIURbenXFLBhkhrQxtMWubv1zc8WE/oRdWRuhbeWxrBa7PLoIxd6X\n",
"K2aTSI3Qnytm3xa7JqIo5hy72Ba7Pl0xY0bFDBV2SpNQg0Hfmjrn1jnnvuyce7pz7r1D9kUIIVKa\n",
"vgmGZha7uoxtjl2Teuci7BYukzepqLuo/qyQy0bJ9D9vU9EXzbFbTR1ht8aMvc04wYz1Zrj07601\n",
"2mvqirmwJoamoGo6x66PdAfZ7WPRNnhKaB9jpjvowmIXIypm62Npxg5mfMeMP5pxr3T132SKrU3L\n",
"3siMn5vxpdQzYadMuVwBaMaWZnzejDPNONKM4804zYzbNOnzXIidoBwz2wd4HLAvcG1yThLn3ANi\n",
"90MIIQJpOmCA+ha7ugMzf5uhLXbLHjwFkmdaUomxvXNcUVB3bv3OcY0Zzit3QVH9wM1JomUWMWaL\n",
"3ahcMQtYAxwJ3Dqz/jlm/Ktz/DmgvbG7Ys7J9bbpC7hlt9jVzWPX9F79IOAu6fLbzLhFTpmFYPsQ\n",
"cIv073HAuoJyWe5OErsD4OPe+n8F7l23w3MhqrAzs0eQHLAtgb8Al+YU6zuSkhBClNHGFTN0MNvU\n",
"lQriJyiPNcduVsFTUvzftC3UE3YpRwLPA34FfC7z3TnecpU70pjn2I3RYncf4Djv8xpg+4J6tofa\n",
"wq6JK6aZYQHu2aMOnkI/13fTfT2mOXZ9BU+pa0nuwhVzZ2/5QPI9DhaC7U7euv2BkwrKZdm1YP2h\n",
"lb2bMbHfqrwOOBU40Dm3i3Nun5y/fSP3QQgh6tAmeEpdi10bMRErQXkfFrsxBU9pcyy+6i3nCa/K\n",
"gZtzfMo57ugcT3Ju1Zvqn3nLQ86x85mFK6ZzfJVkjv+CNYTP+SmibVRMCNtXTV8MNbEkhYomzbHb\n",
"TOh1Nec8dtnt8q6htsFT6j6fl4LYD9fdgHc5534TuR0hhOiKPix2bcTEWObY1a1/jq6YVcFN2hyH\n",
"kPrbthVrPiWMQ9hVuWL6cxi7EHZtXTEhbF81deVuMvdrrK6YTUV00wTlY0p3MIU8dlmPwBjCrslU\n",
"htkT++L7MYp2KYSYFn1GxYxlsetzjl0ocxR2WWFQVHfT+vuMitm1y9gY5thVWd+z+7dLYdfEFRPq\n",
"WewUPCVBrpjl1G2nC5EeIs5ksYtA7OApzwW+ambHO+c+FbktIYTogq5cMWNZ7Kaax26Oc+ymbrGL\n",
"Oedq7HPsYOX+vRFwWEE9R5nxTOcqA7D07Yo5puApU5ljV9cVs4nba+g9dAhXzM4TlJuxHfAYknnG\n",
"H3KOi4BdMsVelrPpY8xWzK8DOIDVQaQ2Rck0Y/e0rb+wek7zgqWO3RFV2DnnfmFm/wJ8wsz+HTiL\n",
"lTcwS4q5vGg5QggxBGN3xRyLxa5u/XOcY+cLg0Zz7FrW37at2nkXa9Q9NlfMKmF3REk9RwHfZmXk\n",
"vTz6csXsIo/d1BOUL7PFru49uk3wlJD6n0cSiRKSyJZPJAlO5PPknO2elLPuQcDx2ZVm7OQclwLH\n",
"AA9NV383oG9LR9SLz8yeARxLErr0DBIVfpH3d2H6J4QQY6FNHrs+XDEHn2NnNok3+qG0ORZVA/K2\n",
"ws63EFW9iI15TKYw0M9ja285mzMQVkffK+OggDJjn2M3V1fMJta0sQVPGasrZsix9K+N+6X/fxew\n",
"XRHXzlm3mNb1UG9d0TXZpu3JE9sV8yXA94H7OecuidyWEEJ0QZs8dn1a7MpCo4/dYjcXYVe1r9oK\n",
"uzriaMzCbqjj7buvrhJ2zrHejLOBvTJfPTHd9t3eujqCC8Y5x06umP1Y7GJGH83WHzt4Sohw3Dpn\n",
"Xei81Dx2DKxvu4Ltx+QR0juxf/zOwIcl6oQQE6LP4CltEpT79RTVD3HctZoM3OYu7PL2VVthV2fA\n",
"P2ZhN9RAyx8Mbiwoc3HBuv8pqauIsc+xi2mxm4orZlOLXRPx6G9fVjf0FxWz8zl21AuMEsIOLdto\n",
"0/bkiX3xfYcw9wUhhBgLbVwx+0xQDmHCLsbgb6oWnDy6cIuF+MIuhsWuLwvO0MJuQ0nS7/U56zaw\n",
"2sIXMlic0hy70OM9hTx2TUTRGCx2XQRPiZ2gfMzCrggJu4g8HTjMzF5kZkUZ4oUQYky0ccXsc44d\n",
"FN/DYycon+pAP4+puGLGttjFtOAM7YqZN7+Oku+6EHYxXTGbWvxjzv2aiivmop/LFDwldroD/9rY\n",
"JvO/Ca2FnRlbm7GTWa6b6KyJ/XA9GdgXeB1wgZldYWaXpX+XLv5H7oMQQtRhKlExy9qIne5gCnNw\n",
"QpEr5urtu6h7DK6Yi0iifQm7pi9U6gTJ8duRK+bqtqvYVDYTBKqqnRjBU5reH2IHT6l7rz7MW97J\n",
"jNcDtwnYroi756yrI+z2Av4EXAKcb8bhLfoyOWIHT/lMQJmlzjchhBgdY4+KGVvYKXhKOFN3xYwp\n",
"7MZgoQ2x2J2ds+4cIPvSeVldMcd6fbd1xVzUUeWVMXZXzNjBU0Lq38jKACr/FLBNXdaYcf0a5a+V\n",
"/r828ATgG913aZzEzmP3+Jj1CyFEBLpyxezDYhcjeEpdi10oY3DNy0OumKu3D92mjDEc7xBh9wqS\n",
"vu5O8tu+5By/BTDj2cDbM3WVsel3lszpy2MOwVOm5ooJ8YTdmF0xQ/ZVrJd7bVgLbN9w26LombMk\n",
"tsVOCCGmRh/BU2LPsYttsZuqBSePZXbFbOIyFsoYXDEXYiwvQAoAznEa8JiCrz9OPWHX1JI2xBy7\n",
"qbvetnbFpJ4oihHcpC9XzDbBU0rrT91Z+whWsqZFO0sVTKXTi8/MHmFmtR8AZraFmT2iy74IIURD\n",
"xh48RXPsumXMrphTzmM3BiEfYrErw99ubWGpzTQ9l4bIYzd1i13fyb1jWNTm4IrZl4FIwi6Qrm+2\n",
"bwN+k0bB3LeqsJntZ2YvA04D3tpxX4QQogl9Bk9pm8duqha7uQi72K6YcwmeMtTxDgmeUoa/XR1X\n",
"zDb3jZhz7OSK2dxiF0M8jjUqZp1j2ZdoWkPYy5U8mm43SbpW2jcCngO8AHidmZ0JnACcSZLw00gm\n",
"Mt6IJGLO9YE/k7g6vKXjvoiImLEL8FTgB87x/4bujxAd0kfwlD7z2MUa/NWtf+7CTsFTVjKoK2bq\n",
"ImjJyxYAACAASURBVLYI6NCXsOvLFbMLi93Uj3ffOeBiW+z6iopZd45dbv1mbAk8BbhbQH1dsIbm\n",
"c+Xu0mVHxk6nws45dznwGjN7A/D3wIOAOwIPYeXD83Tg28AXgC855zZ22Q8zuznJhOiDgT2AK4Ff\n",
"A0c75z7SZVtLzDuBRwCYsatzXDRwf4ToirGnO6jrKhnDXUvBU1ZvE9sVM/Ycu7m5YvpR+hoJO+e4\n",
"2oxrSPo/JlfMppbBJpakuSYoh3r9bBN5s4guAsCE/IYYCcrvCxwTUFdXrAFu33RjMw50jlM77M9o\n",
"ieIbmwq1z6V/mNlWwC7p1xc5564q2rYjbkCS4PA/SMIWbwc8DPhPM9vHOfeayO0vA/6cyJsD3x2q\n",
"I0J0TFeiaMg5dm0SlIc81Kc40C9iKha7KScoH+J4+/urzZjjKpJBZR3LSKwXQtkysSx2y5CgHMIC\n",
"g+Rt11UbXbhiDpXH7iYB9eTxE+C2DbZbQ0kQpABuDBJ2nZEKuT/10Vba3nHAcf46MzsaOJ7EdCxh\n",
"J4SIwRwSlGuOXTh9zrGbsivmEMe7jeXdZ7FtLLe9bPkxtDMFId9HVMzY8/i6cMWMMccu5FjmuSZ/\n",
"BHgxiSHnGuDOwLu8718JfBA4o6DOMtHXZJ7c+cB10+WlCaAypremUXHOXQOcRZJIUXTLmAZpQgzJ\n",
"WCx2iooZzjK7Ys45KmYbq7VPHWHX9FyqK4IVFbOf+Wl9Wuz6CAAD3Vns8oTSeuc4yzl+4RwnA+sy\n",
"359BudXt8pLvmkTFvCyz/VIw6zx2ZrYdiRvmzsADgL8Dnjlop4QQc6bvOXaxg6eEDBqmYsEpYpld\n",
"MecUTCNLG5dqn8W2feWXi+ny2decyjG7Yja12MWYxxdbOOa1E7Kvmgq77FzWrIjbkLOuavuFpW4N\n",
"9e+hvlCUsJsJbyZxvYTET/7ZzrljB+zP5DBja+CGwHnOFb9NMWMtsBdwpnOt3o4KMTRtBiV134iP\n",
"0WJX1xUzlKEtOEXIFbO6frlijsNFMlumj+ApYxXyXbhiRrHYOYfzMjqXtdFXHrsYwVNChF2eUCsL\n",
"ZJT97jJWCru6SNjNkLcAnwSuBzwKeKeZrXPOfbBmPVub2cEB5c51zp1bt5NjxYxrAScBewOXm3G4\n",
"c/wop+jjgc8AuwHfN+POEndiJrQRRXLFLK5XFrv69U/NFXNoi11Xwm4hrsfoihmrnSlc3324YrYN\n",
"QmUVbcS2CDZtJ+TaPSJnXZWw25Czrqz8ZSTjSoBHAx8u2TYPX9jdHXhfWWEz2xPYM6DerauLDMes\n",
"hZ1z7tckaQ4APmxmXwPeamafdM5lfX/L2J0k8EoVryRJszAX7kEi6iCJMvoQyBV2T/CW7wjsB/wm\n",
"bteEGCWhrnNNXamy28QWdgqeUk7sOXZTTlA+tIV2CItdF8KuTqTGMVns5Iq5up0tK9oYIo9dVxa7\n",
"PwD7ZNZVCbvLKI5z8WNWR6/1x+m/ZaXVbSPVAuu3BXUVcRTw8oByo2bWwi6HzwB/CxwAnFhjuz8B\n",
"9wkoNxtrXcq2eZ8zD5Y8tonTHSFGT91oaGOcYxcrKubQrnlFjNkVM7bbWJPB+FSO95CumLEEF7Sb\n",
"O9jEYhfaxlRcMfva14t2xpDHLsYcu7zfVSXsfu0c19jKGr8P/BQ4FtgVONL77t3A2732fGF3OXDt\n",
"nD5cCnwJ+B5JGq5FXI2QObLvAb4YUO44EoPPKOlU2JnZ/6Pew8sA55y7R5f9KGEhVOpeoBudcyd0\n",
"3ZkJkPVJXnyuekuyNL7MQmQYoytmzEFmtnyX9fbFmF0x+wyeEjoADWVMrphTiopZxz0wVpCWKeSx\n",
"6yNBeRcvyGIET2nquhvaTsh5kpd+IC9YStlngK85x6sAzLhx5rs/kgi4HVgdFbNI2L3JOV6d1ufn\n",
"2qscl6ZTqSoNNGY26uj6XVvsLPMfEle+GwGXkIQ6NWBfkkiVZ5AcuG47YXYd59wFmXVbA48FLgRO\n",
"6brNmVIk7KouEAk7MWXaDErGkseuzwTlXdY7BFNxxZxaHruhhfxUXTGrro2uru1ldcVsarFreky7\n",
"FtDZskO5YjYJnpIn7NaXfO/PycsKu8vIp6i+pRmXdirsnHOH+Z/N7C7AF0giU/5Hmqh8IbIeD7we\n",
"eFyXfUg51sx2BL4DnAPsQRI8ZX/gCc65q8s2FpuQsBPLTqw37zHFhF9/kzaWLUF5G/p0xZzaHLuh\n",
"XTHbWK19xpbuoCuL3dSD5fSdoLypiB6bK2afwi5rwctLdbCh5Hs/imaosCuqb2nGpbHn2L2JRND9\n",
"u7/SObcReK+Z3ZQkJcHtO27348CTgKeR+OxeShL045nOuW923NZgmLE98DLgQJIgMa91Lv9kT+fF\n",
"vYAkuMmCc4F/c26l1dSMPYCXAs/KVHPb9H/VBfJ04NsB/V+btnMJ8BZF0hQzoO90BzHm2C1bVMwF\n",
"y+iKqaiY1Ywt3YGCpySMOUE59OeKGdtiV1R/E4tdnlFlQ8Hy4vNi3Q3TvwVF6beK6ju0oPzsiC3s\n",
"DgI+VPL9mSTiq1Occ58APtF1vSPkMcBLvM9nAUcXlL0r8Mac9VsCT82seyGrRR0kLrVQLez+jxk3\n",
"cW5FRKI8ngf8S7p8Ool1V4gp0/ccu6I2xmixG9qCs4pMIKgY1tO24iK2K2Zf4e+nLOzGlu5grBa7\n",
"qbhi9u32GtsVM0bwlJB9FCLsVkSiLHh575fJWuzWUbxfrixYv6GgzGiDnXRN7JvtucDDzWyVgEzd\n",
"MY8gcZUUzbhBxeeQ7/LWF5U9K/0fYtK+fkCZ53rLRxaWEmI69DHHLnZUzGUKntKlq+TUXTGVoDyf\n",
"JnPs+nLFjO0qXqeNqbhijtViF0ucwnAJyv8IfDldfou3/oUkz0r/e5xjHfCB9OOPgJ+x0krnkxe8\n",
"ZUUf0voWXJBTdpbEvvheD9wJ+JGZPdnMDkv/nkJy0O5EvhVJhFE0B66q7MsrtimqJ2+O3RdJEsDv\n",
"CbwusC9CjJk2g9C6A6e2eexiC7u5B0/pUnjJFXMlY3LF7CsqplwxV28fiy6iYo4p3cHsgqc4h3OO\n",
"vwd2do7ne+vfRDJN6kbOcX5mmyem3x3qHFeTTK3K8kvgawX9WpVioaS/sySqK6Zz7lgzuxp4LUl+\n",
"CJ8LgKOcc++N2YeZ01TYnVOwvqqexXr/Tck5ziXhYc1W+DwvzUUkZk2sN+Jd5bFT8JR2xHbFjC0c\n",
"27alqJjVjDkqplwxE8YYPCXEYteF1TFG8JSu0h0kDTouzVl3SVHjznGR9zEvkuaGgvV5ffCDrywF\n",
"0ROUO+feZ2YfAm7DZpPq74GfLKJkisY0FXZXVGxTx2JXNFG1yEwuxJzpY47dGFwxp+ial8fYXTH7\n",
"zGOnqJj5jNkVM5bFrkkbcsVcSch500XwlBhz7LpyxeyCokiauSIypw+LchJ2XZJGwfxB+ie6Y/vM\n",
"57xkjQv28JYXIWTXALc3Yyvn8EX2tQrq2Cn9HyLsbm7GicCOwDbpul84t0JU+gOVLcy4oXP8vuQ3\n",
"CDF2+s5jFyLs2gz+Ylns5jjHbup57KY+5ypL1xa7kHQHfbhidjXHbuoWu7EnKO8reEodF+HQdkqP\n",
"pRlbkK8fYgi7uha7osicW5qxZereOWui32zNbGcze4mZfd3MfmZmt0vX72Jmzzezm1TVIVaTXliP\n",
"zqx+qNlqUWbGTYEXe6uyF8XGRXQ4M3YCDi5pdzfChN0rgNOAE4Dvp3+/N2PntB4DdvPKHwn8zoxX\n",
"FLUtxNjJRP0aMo9dH4O/uvXLFbM+dYKnNBEycsWspm9XzJjzvmIGT5mKK2bfIjpG8JTYrphV+2jr\n",
"gu36FHZFAq0s5cKOnfRo5ES92ZrZ3iRRbV4J7A3cEtgh/fpi4Cjg2TH7MGOKIgXdOWfdvTKffwOc\n",
"mlm3f/r/DhXt3o2Vws43h2frzLIrScCcxXIeLy9YL0RftB2U1HHBmYMrZpN65yLspu6K2VfwlClH\n",
"xWyS7iDW3LdsP8YUPGUqrphjstgN4YpZd45dXv1Fbo3nBdRdl7xx5a9z1i04P/P5xt7yge27M35i\n",
"X3xvJBFytybJo7YJ55wDPg/cM3If5krRHLa8C84v+37n+A3wiEyZrXPKQhKW9phM/UUWu/8BHgW8\n",
"vaBvfv80B09MgTaD/T7y2I0hKuZUBvp5yBUzf/vQbcqYmytmzKiYfc2xkytmfxFI6wZPmVJUzCJh\n",
"d3ZA3XX5IMk49GLgMyTeZ/9cUv6Pmc/f8JaLLI2zIvbN9l7AO5xzpxR8fybluddEMVUBTorWfRYg\n",
"J3m4yyn7wjQs7UmZunKFXRra9qOwOaxtSV+WZiKrWDr6tNjFjorZZf1Du+blMSdXzJhWlrYW2qGF\n",
"XZN9v6APV8y+3ANjWuym4orZd1TM0P3clytmF8FTisZvnbtiOsd653iTc+ziHA9zjtc7x4UUH49s\n",
"H6qiwM+O2DfbbYE/lXy/FP6ukfBP0KsL1uetK7rwFhdvXll/mzWstLatqq9icqosdmLuhLhuLaPF\n",
"Tq6Y9ZErZnOmGhWzjtgYk8VuKq6YfUXF7MsVM0bwlKr6c8dvzrW6zupSdP5mo+1nx6+zJ/bF9yuS\n",
"OVlFPJBkDp6oj39hXV6wPm9dkbBbRDjKK5u9MEKEYhGy2Im5U+dNbZMHYVSLXSYAjIKnlLMsrphT\n",
"GOhnkStm83am8OJm7FEx+3LFjB08pY7FbnAyzy9YQmEXO93BW4APmtnPgU+n67Y0s/1IgmTcEXho\n",
"5D6MHjMeDTyJlf6/t/M+H+4c38xs9nfe8uWQRJsE7gNsSvpuxrWBf/LKFgmxD5pxGZuDm/hl/W3+\n",
"EdgnoL4iXmrGE9kcRGcVZmzrHOtq1itEV/QRPKWrBOUxLHaLbQwFT6li6q6YiopZzaZtzdiiwirR\n",
"tytmH8FTmkRYHbPFrmkE0tgWu1jupNkysxZ2Ofhj1D0KS82IqMLOOfdhM7sh8Brgtenqr5KcKFcD\n",
"L3HOfS5mH8aOGdsBx5K4rRbxQZKooj7P9ZbPBfZKlx+cKff4zOfLyecWOesuz/yHlaKujL8C23nb\n",
"L4TcjVkZpSiPBwMfDWxHiJgsY/CUxTbWcf1Du+blMWpXTOdwZpuOhRKU16NzYZfWGUPYNY2KGaud\n",
"Jm30fby7mJ82pnQHvQRPybFoNal/DMLunOoiwMr+3zJGR8ZG9LcqzrnXkAzk/xF4N4k16Z+AA5xz\n",
"r4/d/gTYiXJRB5tFm4+fZuCJ3vLFmXL+G4qLgJO9z/+3ot3j0v/fAv63oMyvCta/DFhHIjofBvy4\n",
"oi2fpXirImZL7Dl2dV0xmwxqqwYlU7Tg5DF2V0y/DSUor0fX6Q6ydZa1GctFEtpd23MKntLFHLs+\n",
"5jPGTlAesq/reohUiXTfKLQRuICVxoY++CZJMMA/AKeTGBP+Mafcmd7yZT30a3Biu2IC4Jz7PYlb\n",
"pliN/+bj0yRpCA4FvhO43anOcZIZJwN/w+o3Kf7n+/lva5zjH814IZvfBG/0yn7BueQicI4rgTub\n",
"sRWJNe2TXrmL8jrnHG814x2AS11XvpZun+VqkhvHg9nsrjuGt0FCNGUMeezaRgSsciOawsAvhLG7\n",
"YkJyj9wSuWLWpeuomNk68+jCYjeHdAd9u2KOcY7dGF0xu7ov+PeidwIvCLQEdkba3kPNsNSzochN\n",
"2k/BsBRjy16EnZkdChwG7A4c45w7zcy2I0kWeJpzbilUdAF+sJIrneMqM/5aY7uF5W5DZv2C0kAn\n",
"6cVxFYCtvHzzyl5ltmruW+Ecu2x0TOdWRSva9FXmNytippgydYItjNkVs6z+vLJ1ys1F2MWOignh\n",
"CbJHJezSwVZI3bGI5YpZxtjn2MUMnjJHV8wpBE+JkYajqn5fO1zdt6jzWbRdMvd16YKnRH2rYmZr\n",
"zOxzJG58rwGeDVw//doBXweeE7MPE8A/0bIibRNmm28O6fKaTNnF/63MVhzXphEsi8quz3zuKm/J\n",
"0l18YrR0NdjPtbD413LD+qNGxUyp44pZt86m28dgSq6YU5tj59c/hMWurTty3rahQiBmugPlsUvo\n",
"InjKVC12TaNidnVf8O9FRS/sx4I/tlwKo0Hsm+2rgfsBTwUOYMUETrcO+BTwgMh96IBt1prxAO/v\n",
"cLOVGezNWGPGE8w4MLN+FzPub8b9zNjXjEMWA7u0jtd6xfOiUC7YLm33cGAbNu/LvG3u7fXP708X\n",
"wi67Poaw266wlBDjp8rCEttK1EUbsV0x5zLHri9XTIgg7DJv2mPk2woZ3MZiCItdH+kOupj3la2n\n",
"rI2xXt99WLtiW+zavjCpqj9bpkmE06o5dmV5i8fA0hkNYrtiPgJ4t3PuWDPbLef7U4EjIvehA3bd\n",
"DfhCZuUXSfLwLbiQNPKjGbdzjp+YsQNwGrBLZttnAMdQLJLyxNJJwL4569dn/gN8GficGa8F7pxT\n",
"NoRQYVenzjL8ep4LPK+jeoXomyorRZdiIpawix08ZY4Wuym6YhZt31Xd15AIUrliltOXK2ZfwXLG\n",
"7IrZt3U0dvCUGPkV68yxm5LFbimEXey3KrsDvyj5/mqma525R+azn5dtEZnnFqwWdQBvL6jzD+n/\n",
"vDCueaIONh/Dn+f077DMuvMK6ljwcW+56Lj9hs0i7AwImg8Ywm+95ap+CjFmqoRd2wFnH66YCp4S\n",
"xtRdMf2yocdkKq6YMYRd6DHoyxVzrBa7MbtiNrXYNd3Xoft5TMFTqu5rU7LY+UYDCbsOOAu4acn3\n",
"d2TlgH7M/AZ4KUn4fliZTDzL7un/In/eoofDBwCcYz1wq8B+vS79/wqSJOcLtmblSfxPab1lPB14\n",
"Goml9b15BZzjQpKonc8nSZze5oHp1+tH11yKi0/MlqqB+JRcMbsMnjLHOXZ9uGLGTHfglw0dgNZh\n",
"Dq6YTdId9BUVM5ZlsMm+m6IrZsw5dnWiI9etv8/gKVWumLLYjYzYF99HgKPM7I5kTigzezJwJPCh\n",
"yH3oilOd43XAH9PPa7y5ctkB3ELQFZ5EmQAKCzZZv5zj58CjAvp1UVr+Cud4P3C817bffpnldNHm\n",
"xc7xbuf4uHMrUh9ky/3MOd7i3Ir8IF3wy/T/Ulx8YrS0HYzHnmM3NlfMUOY4x24OrpgxB6AhVotY\n",
"TCndQd9WpKp25Iq5+vuxumIOMcfOH/OO3WK3dMIu9hy71wJ3IMnJtkhk/WYz25Uk6fZXmE5+u+z8\n",
"NyM5ua+iOHdc2UmU9zY/K6ZCApMUzdPbiiTISp26hmbRx6W4+MRs6XOOXawE5XLFDGPqCcr9soqK\n",
"mc+Yo2L24YrZlRjomr5dMWMHT4npitlmjl2VK+aULHaKitkW59x64D7A40nmY51KIjZ+nq67v3Nu\n",
"7CfFgrzAJkUCLkTYrfoux60xJDBJtoz/eYeScmNk0cc1BRZNIaZAbGEX8lDvKkG5gqeUs4yumIqK\n",
"WUxTi11fCcqbuGLOLSrm3Cx2MVwx66Q7GLvFzjeYLIXRIHqCcufcNcCH078pkyfsrjDjXayeb3eQ\n",
"WeUF9IEabdYp439+TM26hsbv41astmAKMQViz7HrI3iKomKG0Ycr5pSF3VhcMaMLu5b5KfuaYxcz\n",
"eMpUXDHHarELrt85nG3eMkbwlNnMsXOOa8y4iqTPEnZdYWZbAQcD+6Srfgcc75wbu9L3WUTvvCSz\n",
"/mkN6wtJ8xAixi7LfPb7t1PB+rHiu47uD5wyVEeEaMEc5tjVsbSMdeAXwpRcMWNFxewj39YyWOza\n",
"uH72NccutJ1lccXsw+015jljDCPspmSxg2QsvTTCLvrN1syeQBId84ck4fQ/ni6fbWZPKtt2ZFyc\n",
"/n9bg21/Q7VIeVfOukph4xx/zqx6K0kQkovTvwuBdzvHaQH9HBr/fNypsJQQcelqsD+HBOUKnlLO\n",
"nFwxlaA8n9B0B31Y0rLtxAqeIlfM1d83dcUsayN2nrwFded+1kl3MGqLXcqmaT6D9qInolrszOwo\n",
"EsFyIvBy2CQu9geOAt5rZmucc3miZmz8AsA5fmDGU4F355T5Fqvz2613jgMWH8w4BbiZ9/2ZznGj\n",
"gjavrOjTqnxvzvF94OYV242VbwCHpMtLcQGKWVJH2I01j10McTp3V8xYwi52VMy5Bk/pKipmaLqD\n",
"IVwxx5THTq6YK9nUJzPMudztYwvHBTETlE/FYgdLMq6M7Yr5IuB7wD2dc/58qW+Z2fuBbwIvJN9a\n",
"NTb8txJFgUiybpF5ZcvmxFVtm2UK8+bqsHRhacUsqXKdazvgHJvFTsJudV1d1e+3MWVhN8Tx7jsq\n",
"Zl+umH3ksZuzK2bfFjtI+pongNqcM9eQPGM0x66apRJ2sd+i7QF8IiPqAHDObQA+kZaZAv7JWySo\n",
"Ls9ZVyXkysRZVfAQCTshxkef6Q5iCbsYwVPmOMduDq6YMefYzc0VM0aEw2wbdcRGLIvdnF0xe7fY\n",
"Ubyv+3bF7OpY+i8tpyTslO6gA04kcbssYj/gZ5H70BVNhV1VbrpCcZamPyi7aOYm7HwL5VJcgGKW\n",
"LN7MWkHajilExYwRPGWMc+x8xuqKOeU5dmNxxezbYjdWV8wmFruxvrjZ1EaBm2MRfVnsQo5pFyK9\n",
"jsWuyRy7KoudXDFHRmxXzGcBXzazM4H3OOfWAZjZdiRz7I4kyXM3BfyTt46wW5f5XMdiB4kwLDpO\n",
"cxN2stiJMdC1e162jr6Dp7SZxxcreMoYLXZN6NMVM1ZUzLm6Yk5J2DV1xRzTHLuhXDH7ikAa45h2\n",
"UX/IS5OYc+ymZLFbinFl7Ldo/0Fy0N8M/MXMzkxF3l+A/5t+90Ez+0X6d5KZ/SJyn5rin7wnFJT5\n",
"IvD7zLpsWoMfZj7/qKLdH3jLHwL+WmPbqSFhJ+ZAbCtOyACqq3l8mmNXzpwsdqHHRBa77tsbIo9d\n",
"179lKFfMNoKrrwikMV0xY8+xq4qKOQWL3aaomAVeNLMitsXuQuDPwG8z67Pix6dN9KqYbBJ2znGW\n",
"GQcCTyFJKXAecKJz/NSM25NYIW8JHOccx2fqeQWJuLsuyb75SkW7Dwb+nkTQfSXd/h5pu19u95NG\n",
"h4SdmAPZ8OjZN5pzcMWcgqtWCFOYYxc7KmbdOXZ1GMscuzbjitB0B7HnY+V9L1fMeFbL7PexLXZ9\n",
"uGJ2dSynarEz8p/JsyKqsHPOHRaz/p5Z8VbCOX4NvCBbyDnOJ7FU5uIcG4EvhTbqHJcCH/VWnQm8\n",
"L3T7iSFhJ+ZAVXj0vl0xxxgVcyxz7BQVs585dlN2xVS6gzDkirmSuQRPmdMcO0jGlrMWdmN5uE6B\n",
"WZ8II0HCTsyBMbhixo6KWdSf0HJzsdgtiyvmFIOntJ1nmrft2NId9GGxm5sr5lgtdn24YnaVumKq\n",
"FjtYgsB8US8+M7u1mT0is+7eZvZdM/uRmT03ZvsdM4WTd+os1cUnRkufg/2xJiiv44pZt86m28dg\n",
"Cq6Ym0R2xfyQMQq7sbhizindQR/tNGljKq6YQ1jshnbFbBM8ZQ5z7JbKaBD7Zvt6ksiXAJjZvsBn\n",
"gX1ITsY3m9lRkfvQFVM4eaeOf/HdcbBeCNGOqjk5U0hQruApYfTpiglxXAEVFbOcsaU76EIMVLUz\n",
"heu7C1fMmBa7KbtiznWOHUjYteaWwP96nx9LcsIc7Jy7HfApkrQHU2AKJ+/UudJblsVOTJXYc+zG\n",
"ZrEb6xv9EKbkilnURtu2YiYoX6aomHLFDKu7K/pwxYy9r/t2xdQcOwm71uxMEvlxwX2B/3bOXZB+\n",
"/gZJkvIpIGEXn5O95SsLSwkxbmIP9hU8pTum4IoZO3hHzOApcsWs30ZMsSFXzHEFT+k7KmZXIn1q\n",
"Fjv/HlqVD3TyxL7ZngfcDMDM9gQOAb7ufb8D7W64fTKFtxJTZ723PPu3KmK2jC14SpN7rIKnhCFX\n",
"zHLG4oo5pXQHMfPYxUx3MBVXzDEFT+nLFbOudbNqH03NYrdUwi52HrvPA88ys7XAHUjMoZ/zvr8F\n",
"cEbkPnTFFN5KTB0FTxFjoMvBft5DpA9XzLaDWgVPCSN2oJyQNvLaGpuwm3JUzCYW05gJyrtqJ/R4\n",
"z80Vc5ktdl2JdFnsRkxsYffPwHVI5tZdDDzOOXce8P+3d97h1lTl3b4fXnpRqlIUsWBBjR0EsaIS\n",
"KwpiokQTYmID/ezGqAGNGjWW2HsDS7BHREUFLHQVuwKCigWUKoLS3+f7Y2a/Z86cmb2nrDXt/O7r\n",
"OtfZe83stdaePXvP+s3TMLMbAwcC74g8h1CM4eQdO6vKD1pMFtWxK2aKMXaLFokhrEZjjrGTK2Y1\n",
"uoqxi/lexuKK2ZXFrsqxHmrylKllxZSwC4W7XwEcVLL5CuBmwF9iziEgYzh5x84NJD8oBtyr57kI\n",
"0ZShuWIOMSvmVGLsunbFjOEKGDPGbiiumGPKitl3Qo/8HKbmitmVxW60yVPccVvqdWoWu9gGrd7p\n",
"7eLq7mvd/U/ufl1fc6jJGE7eUeOOs2S128iMQ/qcjxANWW117Ia68KvC0N1u82OM1RWzj7vkY8qK\n",
"2VWMnVwx6/0OdemK2bT/GMlTYP7vgix2A2Yod03HgIRdN5yQefx2M95mNv07LGKwxFjsj6GOXZ27\n",
"watZ2C16T2PKillpoZ/egAvZdyym6orZRkBWHUeumAmxraMh+o+RPCW77xQsdtk5StiJdYzh5J0C\n",
"jwHek3l+KPBFM27c03zE6qPtoqTLOnZDcMWs22fT18dgbK6YQ4ixq8NQXDFDZcUcuytmE4vdUG/c\n",
"DN0VM3bylGiumLl9FWM3MiTsqjOGk3f0uHONO08HDgZmbrr7Aiebccv+ZiZEZbqsYzdWV8yhXHuU\n",
"FbNejF3MBA+hCZUVs0mMY1eumLHGmbIrZtPkKTGOdQi32ljCbl7/Y7PYSdiJQsZw8k4Gdz4MPBi4\n",
"NG3aDTjNjL16m5QQ1VDylGKm7oo51qyYdVwxYy4+QzNVV8wuxpmyK+aQjnUIi12drJiKsZOwExkk\n",
"7DrGnW8BewBnpU3bASeYlWZaFWIIDK2OXZsELUqeMp8pZcWMIezW7W/W+WceStjFjnGEfqxIjYZL\n",
"kwAAIABJREFUcsXsP3lKCOFY5Vi3ibErOudlsRswkxR2ZnYvM3u7mf3UzK40s/PM7Cgz27VFt2O4\n",
"KzE53DkH2BM4Lm3aEPioGa80m+b5KwZFbPc8JU/ply5dMWNb7JoKmS4sdov6j8FYyx3EdMWsaq0a\n",
"g6v10F0xY1vsYrtiymI3Uqa6MH4x8Fjga8CzgfcC9wPOMLM7NuxzDHclJok7lwEPI/kcZ7wc+IQZ\n",
"m/QzKzFhlDwls8gosbS0TZ4ylGtPl66YTcVFbItRneQpMV0MQ9N18pQuYt/y22OJmibvpWsR30Xy\n",
"lNjHeqgFymH+70JW2I1hbbyqhN1U08i/EfiOu6874czsKODHwL8BT2rQ5xhO3sniznVmPB04k+Tz\n",
"NeDxwC5m7OfOH3qdoBBLdBljFzt5yqyvfB9jcNWqwthcMftOnhIztXxoxmSxqyM2sgvTutaSmO+l\n",
"6+93F+dk7M+0K4tdExFctdyBLHYDYyh3TYPi7qdkRV3adg7wM+D2Dbsdw8k7adxxd94M7Af8JW3e\n",
"HTjdjL/pb2ZCLKNOjF2TBWeXrphlY4xh4VeFKblixoyxC1EMuuv1RoysmEOIsZMr5vIxuip3EDsr\n",
"5lCTpywqdzAGo4eE3RQxMwNuClzcsIsxnLyrAneOBu4D/DZtujlwkhmP6G9WQqxj0QW9rYtYp66Y\n",
"JWNI2K18zdjLHSjGrpihlTsIZbGrlDylRkH6vlwxuxLRMcYJYRGMZbGrWu5gDEYPCbuJchCwI3BU\n",
"w9dL2A0Id35Iaq1LmzYHvmDGc3vIviamS5PFfpcxdl24Yi66Tgx14VeF2AI4dLmDGFkxY8bY9RlX\n",
"2WeMXVflDmJZq9pkUYRhu2J2ZbGLnb24iStm6OQp7t7qpklXSNhNDTO7PfAO4GTgI036GMnJu6pI\n",
"4+oeAHwybVoPeBPwbjM26GteYvS0XZRMIStmHYtdVfp0yytDrpj1YuxWoyvm0ModZOcQ22LXVNiN\n",
"xRVzCha7ucc6d6M7lCvmTByNxeCxqoTdVJOnrMPMtgeOAS4DHufuDS6u12Jmd6+w4wXufkH9/kVT\n",
"3LnKjCeQ1Lp7edr8VODWZhyYZtQUokumUKC8jouhXDETYrlixhYWcsWcTxNh3ZUrZuwYuyaue9nX\n",
"x6TrcgcxbmqEsL7WeQ+hC5SPwQ0TKgo7M9sB2KFCf4M2HExa2JnZjYEvAzcC7uvuDTMnXgTwvQo7\n",
"vgI4vNkYoimpNfU/zDgL+CBJrbt9gFPMeGRaC0+IrohdoDx2UD4oeUpVunbFHJuwW63lDrpyxYyV\n",
"FVOumMvHaDJO7HIHVV0xm44xr/+m1tK+yH5P5umepwGHRZ5LdCYr7MxsY+Bo4DbAg939zOa9bXU9\n",
"XLZHhR1lresRdz5mxq+BzwHbAbcDTjPjse58q9fJidXEpOrYlYzRpP+px9iN1RWzqxi7rj/zsWbF\n",
"jGmxkytmP8lTYpQ7qJoVM4YrZlNR3RdZl9F5rpjvAb5Qob8vAzdpNaOITFLYmdkakiQpewD7uftp\n",
"7XrcwN39jABTE5Fx5yQz9gC+COwGbA183YynuvPhXicnxsgQF/tDcMUs2zdUn10xBldMxdg1Y6yu\n",
"mDFj7OSK2dxiF9sVM1ZWzKbfg3n9j9liVyrs0lCqhQYaM7suxKRiMUlhR1LA+lEkFrttzewfshvd\n",
"/aM1+2vjxiE6xp1fmbEXibjfl8Qf+kNm3A54qRLhiAV0mTylbR27rgqUz+s/VJ990Oo4ueO21MNY\n",
"s2Kuhhi7UK6Y845/bOtO0RxiCcjV4ooZKz4tv3+VG3BN+6/juhvaFXMsa2MlT5kAdyE54R6V/mVx\n",
"oKawG8u5K2a4c7kZjwT+Bzgkbf434LZmPNl9XYFzIUKzaCGoOnYTEXYpa0k+01iumGNOnjKFrJhd\n",
"uGJ2FWNX12InV8wlxmqxi5E8ZZIWu6kwFHeYoLj7A919jbuvV/A3+Q9VJLhzvTuHAs9i6Qdof+Cb\n",
"ZuzY38zExFkNdewk7Fa+buyumPMYu8Wu63IHMcVGY4tdrtj42F0xu7jZECpuMqbFLrYr5hRi7CTs\n",
"xApkshsx7rwdeARwRdp0D+B0M6qUsBCiLlOoYxcjK2afxarLCJncZKxZMdf1n6t5VdT3mCx2Y8qK\n",
"Wee70cZilx0rpitm1M+6RW22/P5duWLGLHcQyxWzisVuLGtjCTuRZyznrijDna8AewK/Tpt2Ar5t\n",
"xmN6m5QYA2NNntLWWlFn8TMVi11bi9pYs2LWsQCPyWI3VVfMNjF22bFiumLG/qxDCKJ8P4vGifGZ\n",
"hjpn5tH0ezDVcgcSdkJMBXd+SpIp9eS0aVPgs2a8aM6darH6CJk8pa86dm0XtXVcMZv0OZTvWwir\n",
"zpRcMadqsVNWzJVjVYmpHKorZijraN/JU9qco1Us7W3GkCvmSJGwq4ZMdhPBnQtJipd/LG0y4HXA\n",
"B8zYsLeJiSkxhDp2bQWLkqdUZ57FbkxZMfN9FPU9JovdVF0xu7DYDdoVk3aCa4oWuxjnpZKnjBQJ\n",
"O7HqcOdq4EnAf2SaDwa+asY2/cxKTIghuGJ2abGTsFvZV8j+Y2fFrBOzOSaLXQxXzBjCOr//EGLs\n",
"VosrZh2LXYybGl28j5iumGMxekjYiTxjOXdFVdxxd/4T+Hvg6rT5/sCpab07IZrSZfKUGGm0868J\n",
"IlhqZOTrEmXFHECMnRl3MuNdZrzejDuY8RozXm3G1jXHy9KnK+aQLXZV6p/JFXPl9hiWwdjCMT+2\n",
"XDFXgbCbah07ISrhzlFm/Br4P+CmwG1IxN0B7hzf6+TEEGgrvBbF2LW1psWy2MVInjLb1yr02RVj\n",
"c8UcW4xd1bl/CLhn+viFude8pOaYReO1uTtb1WLalRWprcVOrphLxHTF7Cor5rz+89vkirkKhN1Q\n",
"7poOnDU6ThPGndNIkqr8OG3aEjjWjH/pb1aiR0ImT4mx2O8ixi5G8pRsv1MUdrFcMccs7KouPu9R\n",
"0n7fmuNlGU1WzNSaXTV9fSiL3Wp1xWxqsYthUQvlvhvDFbOKsBuLO5uEnchz9dWL9xFjxp3zgPsA\n",
"x6RN6wPvM+MNZtP/IRBBiZ08peusmCEFS9Wiul0R22I3BmEXM8ZuKMlTBi3scq+JHWMXq9zBWFwx\n",
"61jsYlsGQwnUGJbkKjesZLEbIBJ2QqS4cwWwH/DmTPPzSUoibN7PrMQIGULylNh17Npah4Zy7Rlb\n",
"jF3srJihY+yGUu6gi6yYodyfF4miLi12TSw8MB5XzDpur7EtdrHeR1tXzHleJ2MUdpMPQRvKxXXg\n",
"jMXaLNrizg3uPA94Oks/Bo8GTjTj5v3NTPRE7Bi7Kbhihorb6IOQwmueyxIMNytmVzF2XX/mXbti\n",
"hioxUsdiFyt5StsYu7G4Ytax2MW4qdFFEhi5YsL1mcey2AlgPCevCIQ77wH+Frg8bboLcLoZ9+pv\n",
"VmIkDCErZhcJWor2rdrvUIRdyOQmY3XF7DXGLi2uXDZum7vrMVwxY5U7yL6mToydXDHjxabltw+t\n",
"QHmT5ClyxZSwE2L14s7XgXsD56ZN2wPfMuPA/mYlOqDtomRqBcqVPGU+Uyp30IfFbsc5r9/DjI1r\n",
"jjljqq6YoSx2q9UVs44AjZ0Vs4vkKXLFlLATK5HBbrXizpkk4u7badPGwCfNeGl6p1mIPKvBYtc2\n",
"UcdQrj2xs2KOodxB3wXKH7Cgj6ZeEqFcMZuUO4jpitmFxW7KrphNk6fEdsWMJVDliilhJwoYy8kr\n",
"IuDOxcBDgI9kml8FHGHGRv3MSgyYOuUOYrlJhrTYxUieMpSbIsqKGTd5SpXF56Lf0Ka/sWPLitl1\n",
"jF3ocgdjccXsqkB5l+UOYrhizvutlivmgJGwE6IC7lwDHMzyYrn/ABxnxnb9zEp0wFiTp4S02K2W\n",
"5CljcMWMnRWzD4vdhgv6WLS9jLG5YnZV7qCKgJyyK2adecYuqxDK8hjDFbOKJ4KE3QCRsKuEDHYC\n",
"3HF3XgscAFyVNt8HOM2M3fqbmRgYdWLs2pYiiJFtLf+aKSdPGYMr5tSzYsYSdmPNihm73IFcMZcY\n",
"s8WuK1fMeV4nY1kcS9iJFYzl5BUd4M5ngfsCF6RNtwROMeOh/c1KBKTtoqSOK+ZQLXZ1XDGb9DtF\n",
"YTdWV8y+Y+y6sNhN1RWzjcVOrpj9J08ZclZMuWKOFAk7IRrgzveA3YHvp003Ar5kxjP6m5UYCEMr\n",
"UN52jBiumEO59ozNFXOKMXa3WdDHDosGMWMTM95gxrHp35dI6o/OCOWKWdUVNqYrZhcWO7lirhwn\n",
"xk2NIWfFlCvmSJl8BfYwyGAnVuLO78y4H/BRYD+SH4x3mnF74Pnuy4piitVDnRi7WK6YQ82KOWRX\n",
"zKEWKB9SuYMYi+g7Lujj7hXGORB4/pztcsWsN86UXTGHlDwl1PuIEfspV8yRMpS7pkNnLCev6Bh3\n",
"rgT2B16faX428AUzbtTPrERAmnz3F8VEdeGKGSpzXtkYUxF2IYXXWF0x65xPMdzRLlrQx58qjLNT\n",
"jXnUJXaM44yqrpgbZB5fG2mcKbtiDil5yrrj5N6Jxa7O92B23q9XUNpJrpgDRsJOiJa4s9adFwNP\n",
"gXVWuocBJ5mxS28TE33RZR27sbliTjHGbuxZMWPG2HWVPCW7zx8Ltk8pK2b2vV4TaZzV4opZx2IX\n",
"49xvY/mqKqSbXguyHkfr+khFnoTdgJGwEyIQ7nyQpN7dpWnTnYDTzdizv1mJBnSZPCVGKQKInzyl\n",
"KVOMsZtSVszQMXZdJU/J7nNFwfYpuWJm3+t1kcZZLa6YdWLsYrghtxFIsZOnZIVdNmwrxG9m10jY\n",
"CSGa4c43gHsDZ6dN2wEnmPHE3iYlumYIdeyGarEbmiumsmL2X+5gUQHyKsIu28eVC+ZRl6FlxZwd\n",
"j+sauO9BPYvd1F0xh5IVM9Z1IL8ttLCTxW6ASNgJERh3fgHsCZyQNm0EfMyMwwt81cX0GEIdOyVP\n",
"qcbYXDHHJuwKbxCYsYUZDzRjU1gYi7xI+AHcLPO4SNiNwRWzrrBrEl+XHaeKGBiqK2YfyVNi3NRo\n",
"Y7GL7YpZJoZClRHpkux7mXzSSAk7ISLgzqXAvsD7M82HAR83Y5N+ZiUa0Db2YQjJU2LEb0jYLbGa\n",
"smK2XtymYu4c4HjgLOCuC/o4cN5GM24N/F2maayumHVj7JoKuyrjDN0Vs49yBzHGCWWx69IVM8Rv\n",
"Wtdk34ssdkKIZrhzHfBU4AUs/QD+PXC8GTftbWIiNkOoYxfSYhcjecpQrj1yxey+QPndgZukj29G\n",
"MadlHv9qwRgPyj3/WsE+oYRdjOQ1+XGqxti1tdjFdMXs0mIXw5LW1TihYuzkijkfuWIKIcLgjrvz\n",
"RuAxwF/S5nuTJFW5c38zE3MImTylrzp2XVgFm/Q/RYtdVVfMEMJu3qKk6Z35mMlTiha3ZTFz3yTJ\n",
"JvwSllvpNijefR3Z/t4GvGPBPOoytHIHM9fULlwxQ7juxaCNO2BTi12MxEFdZ8VsUu4ApuWKKWEn\n",
"hGiPO18A9gZ+lzbtDJxsxsP7m5WIxBBcMWNnxWwqzIYm7EIsUuYtlEPc3e4yK2YXFrsyYXeWO19x\n",
"57Xu/JYlS12d5ConunMty49Zfh51GWq5gyalDqqO08SS1OXiuatyB7Fj+Wb9d5UVs2m5g1G7YrpX\n",
"vjk2CSTshOgId34A7A58N23aHDjajGcrqcqkqJM8ZagxdsqKWZ15lpa+YuyaWuy6yIpZJuzyFqjZ\n",
"8zrlEK7N/S+aR12GWu4gpsWuiSVpLBa7PpKnhLaE5/uXK+ZiZuenhJ0QIhzuXADcH/h02rQe8Bbg\n",
"HWYLXY5E98ROntKFK+aQsmJOuUB5yOOUJbaw6DrGrswCF1PYdW2x66LcQczkKU0+7y4TVIQqdzCU\n",
"5ClDr2M3dldMkLATQsTCnb+SZHF7Vab5GcAxZmzZz6xEQIZQxy52HF9bi91Qrj1BhVeB5b2vcgdj\n",
"jLErE3brsgibsbUZHzfjRDPONuMM4JCC1yzrq2G9txmDccVMz68uk6dM0RVztSVPCVHuYNSumCmr\n",
"RthNvp6DEEMk9fl+uRlnk5RE2BB4CHCKGY9059xeJ7i6CZk8JYYrZp3YjaZjKHlKdfKfd5kr7lAt\n",
"dkOJscuzbn1ixs3c+R3wJOAJc14zK3WQFT1trQpdu2LOG2MNS5/FkJOnxF5bKnmKXDHrsmqE3VDu\n",
"mg6cMd2UEGPCnSOBfYCL06bbA6eZcd/+ZiVasijGLqSbZKwC5asleUpIV0xY+Xl0mRVziMlT6ljs\n",
"vp17ni1cvk36/yas5AaSRCKfA76TtmUTi4QUdn2XOyhyO63LXMtgzuo8hhi7use6ajIiiG8ZnI2f\n",
"T/ZTBbli1kPCTgjRDe6cCOwB/Dxt2gY4zown9zcr0YIh1LEbavKUKcbYzVvA9ZUVs85YMWPsir4L\n",
"ZcLuF7nnR2ceb5T7n+UQdzZ2Z/9M9rus6Gl7Zzb28c+/Zt4Y2WPXNCvmPNdhaP4+xuiKuWieoVwx\n",
"yz7T2fhyxYyPhJ0Qojvc+SWwF0vFdTcAPmLGq830Pe2R2MlTYrnghIr3KRtDMXZLzPu8x+aKuehz\n",
"iemKWRZjl31N0WuLLFdjdMWs8t3ICtu2Fjso/m6HEAJDzopZZ56xXTFn4zex2MkVsx4SdkKIbnHn\n",
"T8DDgXdlmv8d+KQZm/YzK9GA2AXK68Ru5PevSh1XzNUeY9elK2bndexauOZBmOQp2dcMWdiNxRUz\n",
"ync7TVAz23/IrphVP0/ozhVTWTHjI2EnhOged64nyfL2bJZ+NA8AvmnGDr1NbHXRVnQMoY5dF+Kx\n",
"aN+q/Q5F2IUsUA5xXDH7rmMX2mpRJuzyroVFwq7oBtciYRc7GVLROF24YoYQdot+n5paw4bsilnH\n",
"Yhe7rEIbi11sV8zJFChPWXdumnFPM27b62wiImEnxMBwx915G/AolrK83RM43Yy79jczUZGh1bGL\n",
"IR6VPGWJKblihhZ2oSx290n/P6nC6/JtbTM0DskVM2TylLKxQiQmGYsrZsysmLGTp8R2xawSYzdG\n",
"i91OJEmWzjLjTj3OJxoSdkIMFHe+RLKgOS9tuhlwohmP7m9WogJDSJ7S1nqw6K522+QpQ7n2jM0V\n",
"s2pWxqbJU0Kfr0XHpigBylnAX3NtRfFkP87tsxb4YUF/fQi7YK6YJUlNYMCumCl9CLs2gquOxS5G\n",
"WYVQyVO6dMUca4zd9QVtT+t8Fh0wlIurEKIAd35MkjHz1LRpM+DzZrxgzsVfhKNtfFpfBcrb3lUt\n",
"c8MpGnfMrphTyorZdLEbU9gtstgdATwDeFAmo+WMkzOPi2Ls/h9wD3d+XTBu04yRK8gVN48hrGdU\n",
"+Zy7sNi1eR+z342puGJmt9e1qtXJihnTYidXzISiY1x0k2n0SNhVY0wnr5gY7vwReCDwibTJgP8G\n",
"3mdWudiv6I7Ydey6cMWUsKvOUFwx21pRy/qPGWP3Znfe7c75Ba/NirO8sLvInbe684OScZuKnjJm\n",
"3+mYrpiLvnMQuNwBYbNiwvRcMbOfQ5HFZx5DqWMnV8yEomNc9zMdBRJ2QowAd64GDgIOyzQ/BTjW\n",
"jK37mdVkiZ1sYQyumNdlHi9yZVvtwm6IWTGbLuC6ttjNE2DzhN0iURNa2FVxIW77WVexJHWdPGUM\n",
"wi6mK2Ybi12XrphVLXar2RVTwk4IMSzSpCqvBJ7A0sLmAcCpU87wNEKGUMeuS4tdHaZeoHyesIud\n",
"FXOIrpiLLHbzxMm8cgeLRE3fwi5GXCsM3xVz8Fkxcy6/Xblilv3ejd0VU8JugEjYCTEy3PlfEkF3\n",
"Ydq0K4m4e2Bvk5ousWPsYgXNtx0jtivmUK49sWPsVrsr5iKL3TzLW5Gw265g26LXhqCKsGv7WVcR\n",
"diEKlK92V0yo5loL8S12Q3bFrFLHbkxhShJ2Qojh4s6pwO7AT9KmrYCvmvGU/mYlUoZQx27oMXZD\n",
"ufaEsKgpK2Y5oSx2G5lxk8zzzRaM27fFrgtXzOtK9llEHYvdGIRdm5tvQ7HYDdEVsyzGbkqumPlM\n",
"vJNgKBdXIURN3DmPpBzCl9Om9YH3m/F6s+gX1ikTO8auC1fMoVrsusqaV5XYFrUQwm7KWTHruGLe\n",
"OPN8gwXjhr4TX9di18QCU0XYZb+LTYVdHYtd3ffRh7Brc6xjWuzqJLmSK2Z8io7xFQVto0fCTogR\n",
"486fgUcDb8k0vxD4jBmb9zOrVU+dhXIsV8wuMvQ16X+2GDWzQVx/xlDuIHbylDFY7DbMve5LC8Zt\n",
"KnrKqGLhyW6LFWMXWtgVfd5t3kdXwq7tse7CYjf3dzr3+xezjp1cMROKPr8hXIOCM8k3JcRqwp3r\n",
"3XkO8EyWfrz2A75txs36m9mqZQh17Lq02IXst2umVO5g6Ba7ogLlTYXdIlfL0Ba7uuUOurDYNX2P\n",
"iwTBarLY9emK2aZvkCtmXSTshBDjwp13AQ8H/pw23RU43Yx79jer0dPWVXI1ZMUM4d7TF1MtdzBE\n",
"YVfkijlPnOTLHfQp7Kq4YnZtsWv6HusIjqYWu9jf7VDHus/kKW3FqVwx6yFhJ4QYH+58FdgT+GXa\n",
"tAPwLTMO6G9Wq446yVPauuDsVbJPSIvd3gv6X+3CbjW5YtZ9D0WL293T/9e6zz3mWfH2EOCQkm1F\n",
"9B1jN2RhV0dwNBV2m5vxODNuWvP1VWl7rIeQPKWtOO3SFXMrMw4yY2fa3zTsCwm7MWNmm5nZK8zs\n",
"K2Z2qZmtNbN/7HteQnSBOz8D9gBOTJs2AT5txkvMBlM/bMgMOnlKfjFsxp6hx2D5RX1/M+6c2y5h\n",
"t8Q819vQrpjzFqKxXDFDFYM2M26Veb5InOVjyJ5U47V9C7shu2LGTJ6SndOngGNrvr4qY3PFLBqn\n",
"rStmExftpsLuVcBHgZNYnrhIFrsBMsk3RVLr5uXA7YAfpG1jurMgRCvcuRh4MHBEpvk1wIfNlsW4\n",
"iPDErmOX550FbbMF4A0LrCJl5BeNd889l7BbYihZMYfoipm3Ktw183xucqe0kHSZeFlU7mCqrpjZ\n",
"RXUIYRcrecqMu0RKkjQGV8xF39u24rQsucm8cZokuspyM1hmhZWwGyCTfFPA+cD27n5LkgyBQqw6\n",
"3LkG+Cfg3zPNTwa+bsa2vUxqdRBzoVyVWTxS03pe+UXjhrnnIdx7piLs5i2wunTFbHpnPqYrZt46\n",
"lD2PXlLh9WXn7zcWvE4Wu3K6SJ6SZVFpiiaEik+LabFb9FvXVpzmkwuV0fT7W/bd2zjzeEwGk6LP\n",
"byhld4IySWHn7te6+4XpU7meiVWLO+7OfwEHAlelzXsDp5lxh/5mNhraFhqOkTwlT9FvXGxhF8K9\n",
"Z2jCrqnwmveeusyKGcti1yaeKS8ist4Cl1d4fdn525cr5pDKHQw5eUqWeaKjKaGO9VCEXRNxWlXY\n",
"Nf3+VhF2Y7LYFX1fJqmBJvmmhBDLcefTwP2BP6RNtwJOMeMh/c1qsiy6I95FuujQwi7vvjsVYRdC\n",
"eJWlBYf+smKGtNi1EXbzLHZVzs1rStoVYzcei10MYRfKYhfTFXPRb13bBDDZ78C88Iqmv3FTE3Zy\n",
"xRRCTAt3vkOSkW4Wd3pj4MtmPL2/WQ2SVlb+NKZtdgGdqitm6BTafTFVV8yhJE/Ji4i6wm4oFrsq\n",
"MVmy2Mlil2UoFju5YiasGmE3hAvrCLhhjZnlkwcUcYG7XxB9OkI0xJ3fmnFf4GPAo0kuLu8y43bA\n",
"C9wbXWDEStaSHNuihUNoV8y7FLS1FXb5ecWIsYsRe1OX0MIutivmvIVoF8lT2lrs7p15XmaNy1J2\n",
"/i56rSx25dQR8iEsdnsAn6/ZzyJCHesV79+M+wBHAhfBulh0b5CEatFvXdv30JcrZtY6OCmLnZnt\n",
"QFIiahFDuHaVImFXiWu3BL5XYcdXAIfHnYsQ7XDnSjP2B14LvCBtfg6wqxlPcOeK/mY3GW4gWZz1\n",
"7YpZlNmsCheV9DdjKq6YobNWxnDFbJIVc4iumGtYviisspgtW1z+acHrxp4Vs+y70YUrZmiL3WMI\n",
"L+zaHut5MZNvAG6Z/s1om7UyRvKU7M2NecKu6TgXl7Rv0rC/vqlisXsacFgHc4nKEC6sI2DDP8G1\n",
"+1TYUdY6MQpSy9wLzTgLeBfJb8EjgJPMeJQ75/U6weHQ1srSRfKUqwvaZr/tjRZ/7pxjxpeBh6VN\n",
"EnblzHtPU3PFrPse8m6q2RsNP6zw+jJhd06NcUPQRYHyKunru65jF0LYxcg8GKoYfNHc7l3Q1uRY\n",
"Z8/1Pl0xs9alyh4c7vzGjM8Bj81tyr6Xsbti/j73/D3AFyr09WXgJq1nFIkhXFhHwHo3uPsZfc9C\n",
"iNC4834zzgU+A2wF3JkkY+Z+7pzW7+xGzbyFYBcxdrNFQxvX2sOpJuya1kYawvUndozd1LJitnFH\n",
"W5/lFruiGxJ5CheiFVzGQ1sShuKKmV2kN7XGK3lK9Tp2bcaokzwlprDLfufquua/ipXCbioFyh/k\n",
"zgnZhjSUaqGBxsyafvc6YZKBg0KI6qQ/bvcGfpE23RT4phl/39+seiVEiZR5rj5duGLOxm1juZi3\n",
"cFAduyWGkhVziHXs8p93qOQpiwhd5kjlDqpRNKchJk+pWsduxhBdMatmxaz7nSsbo6i/MQu7pr8t\n",
"g2cIF9YomNmhwJbAjmnTo81s5/TxW939z/3MTIjh4c7ZZtybxHL3AJILxSfSpCqvbBA4vtqZd0c4\n",
"tCtmEbPf9jYWu3nCTq6YSwzFFXOIdezaCrsqCVaKCH3TeigWO5U7SAh1rIci7GJa7EILu6zFbkzr\n",
"Agm7CfB84BbpYycxJ++fPj4CkLATIoM7l5qxL0nM3T+nzYcDtzPjn90ruU6JhKqumMHveJphmXFD\n",
"Wexi1LGLseCrS+gC5aWumC1ujmTndas5+w0xeUpfFrvQwm6q5Q66SJ5ym5p9VCHUsV4NrpjZbXVv\n",
"lBTt/+zMY1nsBshkXTHd/Zbuvl76tyb9mz3+Td/zE2KIuHMt8C/AC1m6G/cE4HgzbtpRybVSAAAg\n",
"AElEQVTbxPojRvKU2DF2be8Ez6hqsavzHrLz2aP2jMLTZYHyRrgvWzztWLrjMOvYtRV2TWNZsuOG\n",
"WMAN0WLX9LvddbmD29bsowrBCpSnN8IWMURXzKpZMUNb7LKM2WLX1Btg8ExW2AVmTCevEK1wx915\n",
"A4mF+69p854kSVXu1N/MRsW8GI4QYuItmcf5tNRdCLum1qE2d49j0JUrZqhryJVztg2xjl2ZsFvr\n",
"XsniVGSh/GCF1x3DUkmEQyrsv4guyh1kRWxZnaw2i/QZMQVHUX+X1+yjCiGto1XWwU1uMCyqYzdW\n",
"V8wsY6p7K4udEGJ1487ngb1ZSgl8C+Bks3WZEqdKiMQL81x9Qrj/PTfzOH9RD+GuBfPvCDd1zzt5\n",
"Tp99ENsVc9Z/W5eln5X0XzRW3fEWFUAP5Yq5AUufedVF1Sdzz+8N/OuiF7lzObALcAd33l9xrHnM\n",
"3rfNsfB04VoXQtgtGqfN+ziioG2IMXZV41Zn1D7WqaV9doNlkStm2+QpfQk7uWIOEAk7IUQp7nwf\n",
"2B34Xtq0BfBFM57V36xGQdQ6dmm81tnp0/xFvWtXzDoX96qLka5ou7iC+RaQWf9tLXaz4zZP2A29\n",
"jl3WYld1UbVsP3dOy7mmluLO5e6cWXGcRSzKJAlhsxz2KezavI9FWRRD0UU8Y5amx3pm6YudPGVe\n",
"Vsw25Q5ksRshEnZCiLm4cz5wP+CzadN6wFvNeLvZpBMwtaGLGLvZhWmesItV7qCpiKgaF9IVIYRd\n",
"lRi7tsKuSha/pufVIre0GDF2VRdVQ3DXhcVWTWhvRary3ejaYlf3O1H0ea0xC16kPFSB8nxfZTQ9\n",
"D2fn/1CSp8hit4SEnRBi9eLOX4EDgf/KNB8CHGPGjfuZVSe0TZ6yBsBs2V3TUFkxy4RdiAQLMD+D\n",
"ZdP3MGSLXYwC5aFcMasIuyHWscsXpJ99DxpZ7HqkiuteF651m2YeNxUbiwRkG8FR9nmVxQzWJv0t\n",
"DemKGdNiN/tt2KJgWxcWXoDNSl6zkAqZfMdkscvf5BzKb0twJOyEEJVwZ607/w78E0sLtoeSxN3N\n",
"S8O+GslmXft34AozjsmVIoB2lpzZAm19s2V9BrHYpRf12cUvVLmDqu5DXRE6xi6WK+a6BVTus84y\n",
"pjp2YxN2VSw8IRfqh+U3mnEP4D6ZpqYZQ2O6YpYt9Dep2c8KzFjfjBNJkrFkQwGG7Io5O/93MeMV\n",
"uW1tXTEXWnjNeB2wb6Yp9PdJFrsBImEnhKiFOx8B9gEuSZt2I8mYuXd/swpKyOQp6wOvJrlj/XDg\n",
"9oR3xYTld8RDWeyyY4RyxRyyxW7IrphVCruvO69q1szro9zB2IRd9hiVHf+2VqTfZx5vXrD9Zdkn\n",
"VWMNC4iZPOX8kvY71uyniD1IhO1GLLdCtS0tUWUdvFODMWD58fh/uW1duGK+KPe8iZX393O2jVbY\n",
"VczKO0ok7IQQtXHn2yQX2llygm2B48x4Un+zGhSzi27eBWlT4ic3CdU/LC3MSwtv07xAeei4myaE\n",
"Tp6Sf0+z520/hyoWhqbWQVnsFlN2EyVLW4vdSZnHRZ9hqHpw0Sx27vwWeCpwJPCDBePUZbOS9ibH\n",
"uq4r5jkNxgB4RubxprltUV0xS+Iam1h5D5qzbUyumGOaaysk7IQQjXDnXJL6dl9PmzYEjjDjVXPc\n",
"xcZGU0tLmaVrQ9rfqc2PAcvdGkOVO4DllscsTV0Y51m3+iB0jF2ZK2YXwq6pdbCPOnZVLQdDSZ5S\n",
"xTrS6nudWlnPmDNGqFqIMS12uPM+d54MfH7BOHUp6yNWMfgsP1u8y0rcORE4JX26Qa5URtsbcDew\n",
"dE4UubXnj9da90af5zeBx5dsHq3FbspMZfElhOgBd/5E4mL4nkzzS4H/NVtxh3I1URablhd2IZKn\n",
"zPqdEcNiVyZYYNwWuxAxdvPE6uw4hUqeAouFXd2xurLYbcjS8Rmzxa5MYLS1wGTHyYuAkCyKcw3x\n",
"PvLjxBR2bS12VdbBobILZ629ra4DuRjoomOTb2tzY6DsOjImsTSmubZCwk4I0Qp3riNxOXkOSxeo\n",
"A4FvmLFDbxPrl7IF6YZ064rZ1mJXxRWzzoKhSqxYl3TlitmFsOvCFbNNjF02gUZVwTaUxVh0i13B\n",
"OHmXz1BCL6rFrsY4denTYjdUl/l5wi4v2tucP2XXEVnsBoiEnRCiNe64O28BHg1cmTbfiySpyl36\n",
"m1kjQiygylzIQlrsyrKihUyeMnv9zc14sxlPTJ83fQ9DdsUMIex2MONlZtw3139IV8zn5cpnzAhh\n",
"sXuVGc8zY2Mz7mHGW4GnlexbheyxyVrwh2KJq0r2u3aj/EYzNgEekmmKkdgkWoydGRua8Wwz3gS8\n",
"JrM9lMXujWbcad7OZuxkxrvMONmMF5mtiKnbquSlbbNivs+MZ5nNLckQw2U+5I2AO6R1ZfcCMGM7\n",
"ln+ObZHFbkQM4cIqhJgI7hxjxn2Ao4GdgZsDJ5nxBHeO7nd2nVJ2h3Mjxpk8BRKLLGb8lOYujENz\n",
"xQwRY5c9xofOHpixBeEsdtm5vRT4JfDB3D4hLHYAbwSuAF4BKyzubYRdk3paWUHV58IsO/Z+LMXC\n",
"zcgnjQphsduIpZtkEG69ViQ0Hge8pWDfUMJuZ+B/Ya64exNLsVx7pmO/IbO9LOtyW1fMfdO/P5rx\n",
"qZL9Y/9ONz3O2e/HIcBBZtwUOBx4Sm7fNoacKVjsmpYHGR2y2AkhguLOj0gyZp6WNm0G/F9qCYgV\n",
"NxKLpov9r5a0ryF+jF3I5ClFr781YWLshnBjMXQduyy3IJzF7ua55w8r2Kdp8pSiue3GSlEH9Y9R\n",
"9hzdvKR9HieSZCR0llsOu+aizOMiy85tMo8vdefqhuPMs9hdkHl8eMP+YfkCdyYublO0I+0sq3mv\n",
"hUUlD/IJOu6Ze34JxTSZY9FrbkP5mjiGsNugZJ+mfQNsSWJRfmbD/sqYgsXuWODP6eNX9jmR2EjY\n",
"CSGC484fgAcCR6VNRmIJePcCl5ep8J6S9vWJk5wg6+IT0mJX9Pq8O2kdITF1V8w8oSx2n62wT1NX\n",
"zKL5F9VRg5qiMc3CN5tPbWHnzrXAHYAd3flAnbED86XM40WJKh7RYpx5Radnv5tXu68odl2Hopsr\n",
"ZfFrbYRdaHfbkHMsek0+/jlLDGG3Yck+Tfsu6jdLm/cweoudO78GdgR2ceewnqcTFQk7IUQU3LkK\n",
"eCLL7449FfiKWWm8xFQou1CvT/zkBDGSp2TZiOlY7EIXKM9ihLPYVVn4NXXFLHJR2qJk3zb1tppY\n",
"7HDn+vRGUZ8sSgSSbWtTomHeOLObN79q0T8U31yRsEuOb9lvUpvvb5lYz96M60LYtaHs/Y9G2AG4\n",
"8xd3zut7HrGRsKtEqPIxQqwu3Fmb3h07iKUL3IOAU83Ytb+ZzSWEu2iZP38si12s5ClFwm5DFGOX\n",
"pUw8r0c4i12VhV9TV8w6Frs2wq5JVsyhsEjYhVikLxqnbnH3Moq+g50Iu5qu+Pl9ZbGb33dRv6Eo\n",
"+40bkyvmqkHCTggRHXc+TiLoZrEqtyURd/fvb1bxSGsMFYm7fIzd0C12VVwxm2bF3CbNJtgnMWPs\n",
"NiCexa5ogdyFK2YbYZdlKIXHq1LHYhdc2KWCaKOCfZrQpytmnTXn9rnnRZlgy8ZZRJkgimGxK3OZ\n",
"H5Owm4TFbrUgYSeE6AR3TgZ2B36aNm0NfM2Mg/ub1ULamOuLFq8hLXbZ/u+eG2NGDIvd0whTx+5v\n",
"gN+bBUvj3oSYrpi3JJzFrooQauqKWfQZl91wafJ9KFp8jtliV/R7FdsVM1T/UOyKmc/qGWKsst+/\n",
"qtzPLMnEm1ImWJrMsej8O5RuLXb7Zh43Pc5Fr3twyb5tskLKYjciJOyEEJ2RBjDvBXwlbdoA+KAZ\n",
"rzOb3O/RrwvaQsbYZeuCdVHuYMbVNBRE7qxluTjYiiTusi9CCLuyBdNNMv2PzRWzjCbvo2jx2daS\n",
"3DUXZh4XHd8YFrusdWe3zONbtOgfil0xf1Gyb5t4pEsL2urG1b458zi2K+YVxLfYZd/DnzKPr2rY\n",
"984FbWUZMV/dcAyQxW5UTG0hJYQYOO78GXgU8LZM84uAzxQUpR0zTwbey8qFVKhyB6eXtIcsd1B0\n",
"QV9DOxfGfJ99JtIJEWNXtrDMftahXTGLrt2zRXrdsWILu6LjM6qaUu5ckXlqBbFioYRdlUQb32nR\n",
"PxS7YmZvBl2e/n+Se6ngq0JRkpc2CZOKhN3z0ptFdSm62bCGcotdDCtsdqyfNey76BpQdg19a8Mx\n",
"QBa7USFhJ4TonDTT3bNJ3F9mF4fHAN82Y6f+ZgaESZ6CO99352nAEzLNeVfMNhfGv+b6nRHbYtcm\n",
"xq6ozz6TqISIsStbyGeTMYS22BWVDGkqIiXsqvGtzOOyxCYQJ3lKVtid06J/mJ8V88/ubOmOufPR\n",
"luMUHYfQwu6Ehn3VjbGL8ZmGOGeKLKpFGW1fkd5QbYosdiNCwk4I0RvuvIOk7tPsonM34HQz7tHf\n",
"rIKTv0MeymJXVjogdrmDNnXsivrss+xBiM9inrCLZbErWuQ2FZF1zpFQMXZjc8WEahkr8/uFGiNU\n",
"/zA/eUrI2McuhF1TS1rZ3MpqrMawwob8TLMUJT6KcR0AWewGiYSdEKJX3DmWJO7u12nTjsC3zHhs\n",
"b5NaIkStk/xCKpRFrUzYdVHuYCoWu9jCLlbylKJFblMRWcd6FspiNzVhl7WotbFGdi3s8uUOgmUr\n",
"LXGRDC3sQmaTBEqz9IZyxSzLihkyS2yRx0kMl3yQxW6QSNgJIXrHnZ+SZMw8OW3aFPisGS+uWfto\n",
"iGQviiFj7Lqw2BVd0HchbIzdUIRd6Bi7XYlnsXtAwT5dWOwk7BJKa8ylpU5CjxFS2M1zxYydrXR9\n",
"M+5rxhFm7D9rnJc4y4yHmrEXcNeCzaGF3SNr7l93rPeY8R4zbkU8i10RsSx2EnYDpE8XGCGEWIc7\n",
"F5mxD/A+4B/S5tcCtzPj6e6jS5E+Y2oWO1geoD9mi12IGLuyu+13pXltuTxVsuaNKcZussIu0hhd\n",
"uWLGjn1cH/gkSY26J5mxpTuXM38t+nngDyXbmh6Lsu/IawKPk3/tJiRZgLcmjJW3atxcLIudXDEH\n",
"iCx2QojB4M7VJNkkX5ZpPpik3t22HU0jtIWwzxi7WMJu68zjtjF2Q7HYhS538MfM47afwxksz4BX\n",
"NGbT0gqxY+ymUO4AymOlss+7EHZt3faKXDFnsWWxb55twPLC49ul/+cJu01IakIW0XS+dde+oQu1\n",
"352MmG5h5T0COL/CfrLYrSIk7KoRIs5GCFEBd9ydVwOPJ6mZBnA/4FQzbt/fzBqTd8VcJ2Qapuqe\n",
"UcViF+tO7caZx1NxxWz0WaSLsiKhlY3XabUAcud64N7Az9OmDQpclOWKGZcuLHZZ0VYWjxXDFXP2\n",
"P/bnslHu+ex9ZX+zTgEuqdhf02ORX9OdXLhX+3Hmvbb1OePOb0nqGj5wwa6y2K0iJOyEEIPEnU8B\n",
"92fJ8nFr4JTUXbOzaQToo8xi1/ZuZ58WuzbCbqgWu1CxUTPaHKMVpALy4kxTPoPfmFwxx1juYMqu\n",
"mF0Ju01zz4uE3WXAlRX7C2VhvGzB9lDJU7IEOWfSmz5/WrCbLHarCAk7IcRgced0kqQqP0qbtgSO\n",
"NeOp/c2qNmXCLqTo6rLcAYQVdn3GeoeIsYPFwi7Une157oCy2MWlirBr6ybZeVbM1PK7pmBbDKoI\n",
"u+upfpMl1HwXfW6hyh1kCZmJdNH8ZLFbRUjYCSEGjTu/AfYGvpg2rSHJLvYms16tPVUpS54S0mKX\n",
"td6ETJ5SxRWzrqVrUq6YKUULq2CumCXj5MVF0xsGdeamOnYJt8tt27xgn7ZjlBUoD22xC3kjaBFb\n",
"5p7P3mP296vyHFpmIM2y6JjGcMXcdMH2EGPMaGshl8VuREjYCSEGjztXAI8B3pRpfi7weTO2CDxc\n",
"6OQpZeUOxmyxu3Hm8ZgtdjGFXQyL3Txh1+iGQc3FsSx2CR8x42CA9ObSRgX7tB2jq3IHIWNyF/Hp\n",
"3PM7Z+bR1Rxg5W9818JuA5YSx4QQdousfrLYrSIk7IQQo8CdG9x5PvA0li5UjwRONGPn/ma2kC4s\n",
"dl2XO8jSNqYrHyvWJaFi7IoWVmOx2MFSUpa/LtivSd9TzIoJ8Hfp/1tn2vKWvLqUfb7Z70hb60v2\n",
"XFxDXFH1sQXbZ9+R/Bw+GXgeeY7LPH4DsOOC/UMVnZ9x88zj27Toe94YWdp6RRR9768HftuyXxEB\n",
"CTshxKhw573A37IUMP43wOlm7B5juAB99BljF8sVc4ZTfzGY7zMvULokZoxdVtjFsNjlMwy2uWGw\n",
"P/BKYB/g3IrjV2UqFrv/yz2fHe/s53B8yzHKYiiz3+9Wwi610M6Of2yL3fOZb03KJ2+ZzaGsnlwQ\n",
"3LkAeADwLOBwFn9uoYVdltNa9F11jFYUZG/+JvBg92XJnMRAkLATQowOd44D9mRpEXpT4JtmPL6/\n",
"WZVSVu6grRUnu9iIVe5g0euvbRDnku+zT2EX0xUz+74GbbFz50x3DnPnVOC7c3ZtkuhhKsIun6lx\n",
"dlMg+zmc13KMss83tPianSNRhZ07fyS5YVBGUfKU69Ki5a8NOZc87nzTnbe78xfg0gW7tzkui0RX\n",
"23OmyhihS3a9zJ1vBu5TBELCTggxStw5E9gD+FbatDFwlBkvK6jx1SdTLHcwo8md4nyfectTl8Qs\n",
"d5AlaoydWTCBmh+jzrY6rxmjsMu/j5l7ZMj4tzKLbGjxNetjDQ0Tl9Rg3jEpy4pZ9rpYMV0xs0p2\n",
"8dsQu7B8njF+f1cNEnZCiNHiziXAQ4APZZr/EzjSbFnyijqEFoVlMXZjSJ6yaI5NFhRDcsVcdw1s\n",
"mWFv0XEIZbErc9Ubm7Abex07WDr+sYRdTItdV66YMP+YzMRrVWFXtb5dXWIKu0VW7hDCbtH8Yl7T\n",
"xMCQsBNCjBp3rgWeAryYJavLQcBxZtykt4ktkc9CF8pil319X8lTQljsdmnQRyhmC56YYihE/0Xj\n",
"bAhgxu2Bz2ba237mstgVk38fM1ESS9g9IPN4lK6YKSEtdmMUdtEtdulNqRD18Koyxu/vqkHCTggx\n",
"etxxd14PHMBSZr+9gNPMuGObrltPLlcQmEAWu1wShKw71dhcMTFbUbi4K0KJ7EVZ52K6Yr4WeFSm\n",
"fQwWuzGmSb869zyGxe4vmcfZkiIxXTGDJWYpYZ4YK6pjNzs3itan2aytl7SZVI4+hV0okTRvnD8E\n",
"GmPGouy5okck7IQQk8GdzwH3Bc5Pm3YBTjZj394mtdJlcraICVmYtqxAedtFw6I5hkqmcaMG/YQg\n",
"lLDbbMH2UDEwRcLuwbl9hmaxKzpHurQuBMGdq0lS48+YHf9sLFyr9+W+LtMvwEWZx6Hj4Lp0xfzi\n",
"nG1Fwm52DH9dsP+ngZNJMiI/o/XMVo5ZxqAtdiXj7A78huSYnRCg/+eTCLpPAb8I0J+IhIRdJUIn\n",
"FBJCxMKdM0guamekTTcCvmTGIT1NKe+KOVvMhBR2WatBSItdfo75BUIoC05fcXaza2DbH/kvL9ge\n",
"Q9iVJZ0Zg8Wu62QPQXDnhcCF6dMYFjtIFuP5fkfripmK1TIRNu8YFtVI+6479wG2cedTgaaYHbOQ\n",
"gnT/dVhkBY0h7M5z5zvALu4c2DJ+GAB33gRs4c7jQ/Qn4iFhJ4SYHO78Hrgf8Lm0aT3g7Wa8zWzZ\n",
"QqaImIHma4gj7LKL/JDJU/JzvGLB9ioULWT6yozZVYxdTItdnqFZ7CYj7FJmLpmxhF3Rd3rMyVOg\n",
"3CI2L06x9LxpKbSKiHY+ui/8PsYQdrPjFFSARTjuIgISdkKISZLWJ3oc8LpM86HA0WbL4lfmdhNg\n",
"KnlXzNgWu5DJU/JzzMfLhFoQ9W2xm5Kwk8UuLvnvXCxh10VWzHyMXSxhV3Zc5h3DLs+bPs/HaMJO\n",
"rE4k7IQQk8Wdte78G/DPLLnE/C1wkhm37Gga2Qv3hiwtpEIuAnc04xFm7EncGLvBCTszzIw9zXia\n",
"2WLLnxm7mbF1+nTMwm4vM3ZlZXxf24XivHijUDGVY154zua+jRmPBLYr2Bai/80BUg+DbBxliAQn\n",
"XWbFhPLjMkualP3eStg1Q8JOABJ2QohVgDsfIql3d2nadEeSjJl7dTB8VjRksz+GuPhmF9pfJEks\n",
"8C+ZttgWuyYL/SJX190a9DPjJSTv+92szFy4fGBjf+CnwC/M2IxwMXaLjkOohVZ2nGcAZxfsI4td\n",
"XLJzPxp4TeZ5iKQw6/owYyfgI8BWme2hXTHvWNAemrLjMktqlb2xM9u36ByJlXSnz2Q+MYSdXCZX\n",
"MRJ2QohVgTvfBPYAzkqbtgOON+OJkcd1lu6yZ60rIRa3d1iwPbawu13L/mcsyio5j8dnn5jNjZH8\n",
"TPp/a+BJhCsW/8MF20MtHK+qsE/bRV3Ze/kjS4lD6lD03qci7PL8JED/N8s83gtW/D6FEF+z36MN\n",
"WG4t2yZA30VcWtL+x/R/kSvm+awk1nnzm8W7RCOUmL5b5vHNA/UpRoiEnRBi1eDOOcCewHFp00bA\n",
"x8x4pdm638PQyVNgaUESWtjNSyUO8V0x/69l/zM2WLxLKflkOIuS48zYkKVFbVvhdcqC7aEWpD+t\n",
"sE9bkXoSibvyIcAOwEHAi4D7uctix5y5u/OzAP2/K/O4yEU5hBDIlknJjnF8gL6L+FVJe2mMXVpe\n",
"4gu5/aOcN2k8dl+EuunzpUD9iJEjYTef9Pi4jpOIipntYGaHm9kOfc9l6rhzGfAw4L2Z5pcDnzBj\n",
"k/zugYadLUi2yLSFuKD/ccH2FYv8mudafo75rJiXVegjT9ExDZk8pU5fQRLZVMg+FyPGroxWFjt3\n",
"3J1j3XmnO39w5+Pu/Ld7odvnXJJzbLeD4YL8ptHVsctQ9hmEKtp8ceZxbGEHy282xSo83SR5CsCZ\n",
"FfsJcQ29vOHr2hLqt6Gv+a9G1sv9HxSDnNSASN10JOxEdHYADkv/i8i4cx3wdOB5LAmNxwPfALaP\n",
"MGQsi92iPooWgXXOtXz/+Ri23pOntOwrZIbSeXQp7ELF7IRgB/j5U3PCzhnWHOtSJkq7ynwaWtht\n",
"XtIekqbCrmo/0P4a2pcVeczW69XKmtz/QVHVZUUIISZFamV5sxnnAJ8gEV27p3+hieWOtqiP0DF2\n",
"+eehLC9thF3edbaJsIttQRqNxa4Drh15geOyzyDUOZTtpyjLawhRnB2jC2FXdmw2SGNii5KnwErr\n",
"fszvaV8CK9R78pLHYpUxSUuUmW1kZq8zs/PN7K9mdqqZPXjxK4UQqw13jgbuA/w24jB9CbvQMXaL\n",
"njeltpg2Y3czvs3KjJo3Kdh3CzOOyjXvwNKiVha77hi7haJs/jE+46flNwYqEp0d45CS9pDMK9Hw\n",
"fOAVFecQ89yRxU5MgkkKO+DDwHOBI4Fnk1zovmRm92nYn+5+CDFh3PkhScbM7+Q2hQqqL/qtbZMw\n",
"ZMaiLHZVsijOIx+3seh5Fc4oaGuSje8lwN4F7fsWtP0DueyZJJ/3jI0bjJ/n13O2hVq8/ZXFYj2f\n",
"4GZohDjWfVKWwTWU5SX7nWpTBmQeZZ9B29+LQtzn3mz479zz7PvPx3XGigGE8s9vRYBoAz47Z1uo\n",
"2LhfZh6fHKhPMUImJ+zMbHfg74B/c/cXu/v7gQcB5wGv73VyQojB4s4FwP1JstJdSFKj6ri5L6pO\n",
"kXvgokyKVfjTnG0fdG+3yHfnFyTH4zzgYOAE4HMkSVOOAz7foNt3p689K9P25wb9bFvSXiSYi4rR\n",
"ZwVSCLHxDOAc4McF24Is+t25Cji8YNPP07F/ALwnxFgRCXFDo0/KRMobAvV/wpxtzwo0Rlm9xxBZ\n",
"PduSvfHz8exj96jCLn/z5QISsfSMAH2/jOR9fZnlv5nHsjizcVXeCZxI8hvwH4H6FCNkijF2jyO5\n",
"YK/LeOfu15jZB4DXmNlO7v773mYnhBgs6cL5melfbH4UoI9fztn20gD9477iWOzfsr/LgQebsSlL\n",
"FtEmMXZlr6naVzZDaetU4e58BdjVjB1YWYMrmLuVO68GXh2qvx44tu8JtOT7wKMK2o8M0bk715vx\n",
"XeCeuU0Hu/PhEGOQWHQeU9DeVbbSd1EimLLxl2nJgxjlZ4rIf0f3dp/7+1oZd34O3CNEX3PGuAC4\n",
"b8wxxDiYnMWOpEjj2e6ev1M9c7G6a8fzEUKIIkIs9ufF2ww9diO7iOxD2MVKGjG1um2hmeqxiH0O\n",
"hRRdRf074YplL6LMYtgnseKHheiUKQq7HSj2iZ617djhXIQQooyxJOyIQhp3MxOmRdn/FlH2mqp9\n",
"Sdj1w1SPRcikNbHPocL+O8xWOsRzQMJOTIIpumJuQvGdrasz24UQokuK3IlWtbBLuZYkvm17M/6l\n",
"5mvLYuzuVtDXXQr2yyZsib1onpcVcLUxhvNyHoWugYFFUS/CLmD/ixji90HCTkwCc59Wwkcz+wlw\n",
"gbs/JNe+G/AT4Gnu/r6KfV1HIn7XAhdXeEn2DrQQddiAJE37hQzzoidasf32sCZXzPQPf4AbWt7l\n",
"33wzuPGWxdt+XxZLPKBzbccdwbqKoZnDFX+GP18Rrr+ddlr+/KKL4NrVuFBMz7XtWPKQveqvcOll\n",
"Pc6pJTfaAra40cr20u9bA7bdBjbKJfS55GK4OpA75qabwlZbLW9buxYuCJEBsoTsd+KKPxcfQ2hx\n",
"HFv+ruWP+fnnw8QWyGIR61Gt6Pg26X7Xu/vgkkFNUdh9DdjR3e+Ya98H+BrwKHc/pmJf1zPQyvJC\n",
"CCGEEEKIXrjB3Qfn+Ti4CQXg+8ADzGwLd8/egZ3VLPpBjb6uIYnXcODSCvvLYieEEEIIIcS4qGqx\n",
"25rEJburLLK1mKLFbnfgVOCF7v7GtG0jEjfMi9x9rz7nJ4QQQgghhBChmZzFzt1PN7NPAf9lZjcB\n",
"zgX+EdiZpMCuEEIIIYQQQkyKyVnsYJ2F7j+BfwC2An4IvNzdv9brxIQQQgghhCefGYYAABCfSURB\n",
"VBAiApMUdkIIIYQQQgixmphigXIhhBBCCCGEWFVI2AkhhBBCCCHEyJGwE0IIIYQQQoiRI2EnhBBC\n",
"CCGEECNHwk4IIYQQQgghRo6EnRBCCCGEEEKMHAk7IYQQQgghhBg5EnYFmNlGZvY6MzvfzP5qZqea\n",
"2YP7npcYFma2mZm9wsy+YmaXmtlaM/vHkn3vkO53hZldYmZHmNm2Jfs+xcx+bmZXmdnZZnZoyX5b\n",
"mtl7zewiM7vSzI43s7uFfI9iGJjZvczs7Wb20/SzPs/MjjKzXQv21bkmGmNmdzSzT5nZuWb2l/Qc\n",
"OtnMDirYV+eaCIqZvTS9lv64YJvON9EIM3tAel4V/e2e23fU59n6MTqdAB8GDgDeDPwCOBj4kpk9\n",
"0N1P6nNiYlBsB7wcOA/4AfAAwPM7mdnNgG8BlwEvAbYAXgDc2cx2d/frMvs+DXgX8GngDcD9gLea\n",
"2abu/vrMfusBxwB/A7weuAR4JvANM7uHu58T/N2KPnkxsCfwKeBHwA7AocAZZnZvd/8p6FwTQdgZ\n",
"2JzkOng+sCnwOOBIM9vF3V8NOtdEeNJz6t+Bv5C7lup8E4F4C/CdXNu5sweTOM/cXX+ZP2B3YC3w\n",
"vEzbRiQC76S+56e/4fwBGwI3SR/fIz1vnlyw3zuBK4GbZdr2Sff/10zbJsDFwBdyrz8SuALYMtP2\n",
"+PT1+2fatgUuBT7W97HRX/BzbU9g/VzbbYCrgCMzbTrX9Bf8j8S75/vAeZk2nWv6C32e/S/wNeAE\n",
"4Me5bTrf9Nfm3HpA/rMu2W/055lcMVfyOOB64L2zBne/BvgAsKeZ7dTXxMSwcPdr3f3C9KnN2fUA\n",
"4Ivu/rvMa48Dzib5ws94ILA1yQ9LlncAmwGPyLQ9DviDu3820+fFwCeB/cxsg5pvRwwYdz/F3a/P\n",
"tZ0D/Ay4faZZ55oIjruvBX4HXJdp1rkmgmFm9yM5p55Dcj3Ne7/ofBMhMDPbwszKPBZHf55J2K3k\n",
"bsDZ7n5lrn1mur1rx/MRIya9EbAd8N2Czd8hOd9mzB7n9z2D5G7PXXP7nlHS56bAbZvMV4wHMzPg\n",
"piR3DXWuiaCY2aZmtq2Z3drMngvsS+JGpHNNBMXM1gBvA97nqVt5brvONxGKDwGXA1elcW73mG2Y\n",
"ynkmYbeSHYALCtpnbTt2OBcxfnZI/5edU1tn7tbsANyQ3slZh7tfS+KTnT33dJ6Kg0g+56PS5zrX\n",
"REjeBFxIEobwOuDZ7j7zZNG5JkLydJLYzpeXbNf5JtpyDUks3LOBRwMvA+4MfNvMZiJsEueZkqes\n",
"ZBOSEyDP1ZntQlRldr4sOqeuS/9fW9LPNSw/9zau0KeYKGZ2exKXj5OBj6TNOtdESN5M4iq0I8lN\n",
"hLeb2VXu/hF0rolAmNk2wCuBV7r7JSW76XwTrXD3U4BTMk1fNLNPkyQj+y/gYUzkPJOwW8lVJMlS\n",
"8myc2S5EVWbnS5Vz6iqShCxFbMzyc0/n6SrFzLYnybB1GfA4TyOx0bkmAuLuZwFnpU8/ambHAv9j\n",
"Zkehc02E41Uk7uRvm7OPzjcRHHc/18y+ADw2DW2YxHkmV8yVXECxWXRmoj2/w7mI8TMzte9QsG0H\n",
"4BJfSp97AbAmXy/FzDYkCdLNnns6T1chZnZj4MvAjYC/dfc/ZDbrXBMx+QxwY5JkPTrXRGssqcP5\n",
"rySi7mZmtouZ7UKy4N3QzG5hZluh803E47ckAm0zJnKeSdit5PvAbc1si1z7Hun/H3Q8HzFi3P33\n",
"wEXAvQo2787y8+n76f/8vvck+a5m9/0BcPf0LlOWPUhqAJ3ddM5imJjZxsDRJGUOHunuZ2a361wT\n",
"kZm5C63VuSYCsRPJOfBW4JeZv91JEkr8Cni5zjcRkVsBV7n7lVM5zyTsVvJpYA3w1FmDmW1EUqT8\n",
"1PSDF6IOnwEemRa+BMDM9gF2JSk4PeN4kromz8i9/hkkX/5jMm2fJsmIuH+mz22BA4GjM3eVxARI\n",
"s8YdRXIhONDdTyvZVeeaaIWZbVfQtgHwZJKkALOshTrXRFt+DDwWeEzm77Ek59h56fMPpPvqfBON\n",
"KflduwtJIpWvZppHf57ZUniGmJHGEDyWJHj8XOAfSVT4Pu5+Yp9zE8PCzA4FtiQxsz8d+CxLd2re\n",
"6u5/Tn8gvg/8CXgLsAXwQuA3wL2yX2ozewZJUoxPk/zY3Bd4EvDv7v7azH7rAScCdwL+m2TB9Uzg\n",
"Zmmfv4j1nkX3mNn/kGTzOprlFxcA3P2j6X4610QrzOxzJOfNt0hchLYnSZ5yW+Bgdz8i3U/nmoiC\n",
"mX0D2Mbd75xp0/kmGmNmxwN/JUmgciGwG4kB5xpgzzSmeBrnWeiK51P4IwlyfD3JRe0q4FTgIX3P\n",
"S3/D+yNxFVmb/t2Q/s0e75zZbzfgK8CV6Zf6CGC7kj7/Bfg5Scaks0nSjBfttyXwPhLXgStJ7iDd\n",
"ve9jor8o59kJmXMr/3dDbl+da/prc679Hcki5QKSrG8Xk9x93qdgX51r+gv+l/7e/aigXeeb/pqe\n",
"U89K1/IXp79rvyPJKH2rgn1HfZ7JYieEEEIIIYQQI0cxdkIIIYQQQggxciTshBBCCCGEEGLkSNgJ\n",
"IYQQQgghxMiRsBNCCCGEEEKIkSNhJ4QQQgghhBAjR8JOCCGEEEIIIUaOhJ0QQgghhBBCjBwJOyGE\n",
"EEIIIYQYORJ2QgghhBBCCDFyJOyEEEIIIYQQYuRI2AkhhBBCCCHEyJGwE0IIIYQQQoiRI2EnhBBC\n",
"CCGEECNHwk4IIYQQQgghRo6EnRBCCCGEEEKMHAk7IYQQQgghhBg5EnZCCCGCYma/NrMP9T2PPGb2\n",
"TjP7at/z6AIzO9zM1tZ8zW5mdp2Z3THWvIQQQsRDwk4IIURtzGwvMzvMzG5csNnTv8FgZrcEngK8\n",
"uu+5dEitz8DdfwYcA7wyznSEEELERMJOCCFEE/YCDgOKhN1tgX/tdjoL+X/AL939m31PpEOswWve\n",
"DTzWzG4VejJCCCHiImEnhBCiDSvEg7tf5+439DGZIsxsA+Ag4JN9z2UEHAdcBvxj3xMRQghRDwk7\n",
"IYQQtTCzw4HXp09/ZWZr07+d0+3LYuzM7J/S7Xub2dvN7GIzu8zM3mNmG5jZVmZ2hJldamaXmNnr\n",
"CsZcz8yeY2Y/NbOrzOwPZvZuM9uywpT3BrYBvl7Q77PSPv+Sjv8dM3tCbp+dzOyDZvZHM7vazH5i\n",
"ZgcX9LVxGtt2djrH883sM1nrl5ltZmZvNLPfpn2daWbPL+hrrZm9zcwek443G3ffgn33Tud9lZmd\n",
"Y2ZPLToIZvYQMzsxPfZXpGMvc0119+uAbwD7lR5NIYQQg2T9vicghBBidHwG2BV4AvAc4OK0ffa/\n",
"LMbubcD5wMuAPUncNS8H7gucA7wEeATwQjP7ibsfmXnte0isSB8E/ge4FXAocDczu4+7Xz9nvnul\n",
"8/l+ttHM/hV4C/Ap4M3AxsBdgN2BT6T73BQ4FbgBeCtwEfBw4ANmdiN3f0u63xrgi8CD0te+GbgR\n",
"8GDgjsAvzcyALwAPAN4P/AD4W+C/zWwnd39ebt57A/sD7wCuBJ4NfMbMdnb3S9Nx7wx8FfgjiWvs\n",
"BsArgAvJfAZpQpQvpmO+HLiG5DPcq+B4nQHsZ2abu/uVc46rEEKIAWHug4pvF0IIMQLM7AUkVrtd\n",
"3P03uW2/Ak5w939On/8TiSD7irs/PLPfSSQC713ufkjath7wa+Bcd39g2rY38C3gCe5+VOb1DwW+\n",
"Ahzk7p+YM9cjgX3d/Sa59s8Dt3L3v5nz2veTiK87u/tlmfaPAw8Dtnf3a1IL3geA587EXkFf+wGf\n",
"A17q7v+Vaf8kcACwq7v/Mm1bSyK+dnP3X6VtdwZ+CDzL3d+Rtn0OeChwO3f/Xdp2e+AnJNf4NWnb\n",
"c4A3AdvOROGc9/wE4GPA7u7+3Xn7CiGEGA5yxRRCCNEVH8g9Pz3f7u5rge+RWORmHEhi2TvOzLad\n",
"/ZFYlv4CPHDBuNuQxI3luQy4uZnds+hFqYXtAOBoYE1u7K+SJI65e7r7ASTWvLfNmcfDgetJLH9Z\n",
"3kgSq/iwXPvXZ6IOwN1/DPwZuGU6vzXAvsDnZ6Iu3e9M4NiC9wrwmFQ8z2O277YL9hNCCDEgJOyE\n",
"EEJ0xW9yzy9P//+2oH2rzPNdSUTUhQV/mwHbVRi7KEPk60hcHE9P4+LebmZZ18Tt0nGfVjDuB0lc\n",
"HWdWwFsDZ6XCtIxbAOe7+19y7Wem/3fOteePFySia3ZstiNxH/1FwX5nsfw9HwWcROIC+gcz+4SZ\n",
"HZiK1zyzNrn0CCHEiFCMnRBCiK4oy5RZ1J4VHOuRiKknlrz+ogXjXkISN7cMdz/TzG4HPJLE3fIA\n",
"4Jlm9kp3P5ylm59HAh8p6ftHC8bOU6cEQdnxql3GwN2vNrP7kVg3H0Hyfv8OON7MHpoTpDPheDFC\n",
"CCFGg4SdEEKIJnRpzTkX2Ac42d2vbvD6M4EnmtkW7n5FdoO7/5WkDMIn07IInwVeamavIRGMVwDr\n",
"u/vxC8Y4B9jDzNafk8jlPGCfgqQkt89sr8NFwFUkdQPz3I7cZ+RJUP3x6d/zzewlJAXbH0hS5mDG\n",
"LYG1wNk15yOEEKJH5IophBCiCTN3wq3m7tWcrCg5ClhDks1xGWa2vpkVFUnPcjKJlWtZLJ2ZbbNs\n",
"wCTV/8/Tpxuktfg+AxyQZpXMj511Af0MSUzaoXPmcUz6PvL7PJdESH15wftYRjq/Y0ni5m6emdcd\n",
"SGLvsnMt+px+mP7fMNd+D+AneREshBBi2MhiJ4QQogmzbImvNrOjgOuAL6QWsNquggWs68Pdv2Vm\n",
"7wFeYmZ3Bb6Wjrcr8DiSMgCfndPXSSTumA8GTsi0f9XMLiARfn8E7gAcAhyTiYP7NxKL1mlm9j4S\n",
"4bc1SdKUfUgSswAcATwZeJOZ7Q6cSBL/tw/wTnf/AkkSlhNIjtkuJG6cDwUeDbw5myilynFJOYzE\n",
"rfLbZvZOknIHh5Jkxcxm+zzMzO5LIi5/QxIb+EyS+MYT13WeWC3vD7y9wlyEEEIMCAk7IYQQtXH3\n",
"75rZy4GnkwgLI3Hh+w3FbpplbZXa3f0ZZvY9kkQmrybJLvkrkvi3kxbM9Voz+xhJds2XZja9GziI\n",
"xGK2OYnIeQvwqsxrL0yF2n+Q1JTbnkQk/gR4UWa/tWb28LT/J5LE610CfJs0Ds/d3cweDbySJL7t\n",
"4PQ9vMDd3zTvPeSOTfa9/TgtWv6mtN/fpnPdEbhzZtf/I0ne8s8klsWLSAqRH5azzO1DYoUtiykU\n",
"QggxUFTHTgghxOQxs1uSxNo9rEK83Kolre13g7sf0PdchBBC1EPCTgghxKogdVW8tbvvu3DnVUga\n",
"m/dD4K7u/rO+5yOEEKIeEnZCCCGEEEIIMXKUFVMIIYQQQgghRo6EnRBCCCGEEEKMHAk7IYQQQggh\n",
"hBg5EnZCCCGEEEIIMXIk7IQQQgghhBBi5EjYCSGEEEIIIcTIkbATQgghhBBCiJEjYSeEEEIIIYQQ\n",
"I0fCTgghhBBCCCFGjoSdEEIIIYQQQowcCTshhBBCCCGEGDkSdkIIIYQQQggxciTshBBCCCGEEGLk\n",
"SNgJIYQQQgghxMiRsBNCCCGEEEKIkSNhJ4QQQgghhBAjR8JOCCGEEEIIIUaOhJ0QQgghhBBCjBwJ\n",
"OyGEEEIIIYQYORJ2QgghhBBCCDFyJOyEEEIIIYQQYuT8f4mjFkSwwPfiAAAAAElFTkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10721d410>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p.plot(time, velocity)\n",
"p.xlabel('time (seconds)')\n",
"p.ylabel('speed (m/s)')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Looks like I did 4 sets of 4x400m, with a warmup mile and a couple cooldown laps.\n",
"\n",
"I can also plot cumulative distance within the workout:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x10390fcd0>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAA6AAAAHxCAYAAABziNHKAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAAewgAAHsIBbtB1PgAAIABJREFUeJzs3Xu8ZGdd5/vPr/buTudGQm4Y05k5eiQBBOSSwNEjehg1\n",
"F/BwMZEZZQRMhAiDF0CYBAQERxNFUKKAAgmKOjgYULklAUG8e0gLDKBMGscL6ZDQTZJOSNLp7r3r\n",
"d/5Ya3Wtvfaq667a18/79apX7VrrWaueCk13fffzPL8nMhNJkiRJkmats9YdkCRJkiRtDQZQSZIk\n",
"SdKqMIBKkiRJklaFAVSSJEmStCoMoJIkSZKkVWEAlSRJkiStCgOoJEmSJGlVGEAlSZIkSavCACpJ\n",
"kiRJWhUGUEmSJEnSqjCASpIkSZJWhQFUkiRJkrQqDKCSJEmSpFVhAJUkSZIkrQoDqCRJkiRpVRhA\n",
"JUmSJEmrwgAqSZIkSVoVBlBJkiRJ0qowgEqSJEmSVoUBVJIkSZK0KjZdAI2IYyPidRFxQ0TcGRHd\n",
"iHhun7YPL9t9PSLuiIh3R8QpfdpeGhFfjIgDEbE7Il7cp92JEfH2iNgXEfdGxCci4rF92n5HRPxV\n",
"RNwXEbdFxJsj4tjJP70kSZIkrV+bLoACpwKvBs4GPlsey2ajiNgJ/AXwzcAVwK8ATwU+FhHbGm0v\n",
"A94BfB54MfC3wNUR8YpGuw7wYeCHgKuBVwCnAZ+MiG9ptH0M8HFgB/AS4J3AC4A/nPBzS5IkSdK6\n",
"FpnLstmGFhHbgRMzc29EPB64CXheZr670e6twHOAh2XmnvLY9wAfAy7LzHeUx44GbgH+JjOfVrv+\n",
"d4FnAGdm5v7y2LOAPwAuzsz3l8dOAXYD12fms2vXfwR4dPn+95bHLqUIuudn5sem/J9GkiRJktbU\n",
"phsBzcxDmbm3fBkDml4EfKgKn+W1H6cIi8+qtXsycBLw1sb1bwGOpRg1rVwM3F6Fz/KeXwPeCzy9\n",
"GlmNiAcB3wv8XhU+S+8G7m28vyRJkiRtCpsugI4iIs6gmKq7q+X0TUB9zWb1c7Ptp4Eu8JhG20/3\n",
"uecxwFnl60cB8817ZuZhimnDrWtGJUmSJGkj25IBFDi9fL6t5dxtwEm1daCnA4vlSOYRmXkIuAP4\n",
"xsZ9+92TWttB7397456SJEmStCls1QB6dPl8sOXcA402RwOH+tznYK0dFAWFRr3noPc/uuW4JEmS\n",
"JG1o82vdgTVyoHw+quXcjkabA8D2PvfZUWtXtR31noPe//4+77dMRNxX3ieBO0e4ZJFi6rAkSZKk\n",
"jaEDzI3Q7iSKOjgHM3Ndbu+4VQNoNfX19JZzpwN3lOsxq7ZzEXFKfRpuWW33JOArjfu2TZ+t3ucr\n",
"tXaD3v8rLcf7OYreH8bTxrhOkiRJ0ubUNtC1LmzJAJqZt0bEPuDcltNPoLd/KMBnyudzgetrx8+h\n",
"+E1Eve1ngSdFROTS/W2eCNxHUWEX4AvAQnnP66pGZah9DMVWLiN/nPJ5kWJN6jCOgGpS2yh+ybEX\n",
"ODykrbQS/lnTavHPmlaLf9a2nocwMGsdB5wwxu0Wy8e9lJMpv0b7d/qTKQan1u1em1sygJbeBzw3\n",
"InY29gF9KPDGWrtPUExtfSFLA+gLKULlh2vHrqPYiuUHyvtX+4D+IPDBalQ1M++OiD8F/nNE/Hxt\n",
"K5Yfodja5Q/H+Bx3UvyFdkdmPmSM66SxRMTjgL8HLszMtmrP0lT4Z02rxT9rWi3+WdtaiiVyc/NF\n",
"YOznvcCFE9z9euApAG/LzNe0vPdXKbLBKEvz1sSmDKAR8WLgRHrTYZ8WEf+u/PnqzLwH+EWKYPhn\n",
"EfFm4Hjg5cDngHdV98rMByLi1cBbIuK9wEeBJwHPBl6Zmftrb30d8HfAuyLiERQjki+imIf92kY3\n",
"XwX8DfDnEfEOYCfwUuDGzPzoFP4zSJIkSVolEXE58AvQ6QwOn1Cs5JvEg6sfHjnhDdbcpgygwMuA\n",
"f1/+nMAzKUYlE3g3cE9m7omI7wbeBFxFUZH2Q8DLaus/ixtkvi0iDpf3fRrwZeCnM/PqRrtuRDwF\n",
"eAPwkxTVbD8FPCczv9Ro+5mI+F7gl8o+3AO8E7hiOv8JJEmSJK2GiLiJYokeo612m3SA8q7qhy9M\n",
"eIM1tykDaGZ+04jt/hG4YMS276QIiMPa7QeeXz6Gtf1r4DtHeX9JkiRJ609E3APzxxclXkYxD/wp\n",
"k03B/Vh5/cKbJ7h4Xdiq+4BKkiRJ0sQi4ryIWITOiOGzil4LwG8zfj2qw+V1C93MHKX46LpkAJUk\n",
"SZKkMUTENcCNEJ3RN5iot7sT+MiY7/phyim4HxrzwnXFACpJkiRJI4qI22HukuLVoN1O+kWt+fLx\n",
"C0Our8uy/TyZ+fQRL1qXDKCSJEmSNERvyu3cQ4ZXuQ2WjnjO1x4L5eMm4InAH9N/Ou7h8vwTgF3A\n",
"wu7JP8H6sCmLEEmSJEnStPSq3HYYHj5h6cjmfHlN22jnZyg27Hgw8Dzg+8qf76IoOPTb5c/zAPsy\n",
"8+yJPsA6YgDd+BYbz9Ks3Aa8rnyWZsk/a1ot/lnTavHP2gYWEfth7oTi6/ag9Z7B0pA5Vx5rK1AU\n",
"5fnq3F3ArwO/WmtTjZbShYVXZeZVI3R33WeDyBx13rHWo4jYA5wB3JqZO9e6P5IkSdJmERGHYG7b\n",
"8Dw3x9I28xRhtRlYj4TKUSwC/zEz3zfqBRshG7gGVJIkSZJqIuLyYr0nI4RPKNpE+XM15bYKn1E+\n",
"muFzYBR7dWbOjxM+Nwqn4EqSJElSqbfec2hLlk65TdpHOKupts3jrdN5H8jMo0fs6oZkAJUkSZIk\n",
"ICL2wvypw6fJtk25heFTbpvXLbEnM88cta8blVNwJUmSJG15xXrPzgjhM1gePhcprmtuvdKccts3\n",
"fN64FcInGEAlSZIkbWG99Z6xbXCV20pzi5WFxrEOSyvcVlrv3QXOz8wLxujyhuYUXEmSJElbUkTc\n",
"DJxVvBq0O0iHpQGy2mKlOaLZHPVsrhNd4s7MPHn03m4OjoBKkiRJ2nIi4l6YP2uEliyfWpssH/ls\n",
"m3LbN3zeuBXDJzgCKkmSJGmLKdd7bhu83rMavWyGzMXasag9miOfrVNuE7ggMz86Ydc3PAOoJEmS\n",
"pC0hIs4Drgc6g9d7NqvVVlNu+22xcuQdWB5ajziQmceM2+fNxim4kiRJkja9iLgBuJGhGagKn1G+\n",
"rk+5rWvbYqXvlNvdhs+CAVSSJEnSplbs7zl3/mitq5HPpBcyq9HSarrtWFusXJGZZ4/X483LKbiS\n",
"JEmSNq1ivefctgEBkfZqtfMsn6ZbTbkdaYuVuzPzxHH6uhU4AipJkiRp01m6v+eg8NmsVjtPr9hQ\n",
"s/ptc8ptXzcaPts5AipJkiRpU4mIm4BzileD9vdshspmlVsoAmpbAaKBU26vGr23W4sBVJIkSdKm\n",
"Uaz3nD918BYrlQV6IbQZRqEXPquw2TZV90jbLnQv3MpbrIzCACpJkiRpU4iIw9CZHxw+OyydWtsv\n",
"fDaPDQqf3Jm5ePKY3d2SXAMqSZIkaUOLiGsiogsxP3x/z+a6znmWx6K2Krd9w+euzDR8jsgAKkmS\n",
"JGlDiYjjI+IlEbGrKDTEJUAMX++52PJ6ATgEbKd9i5WgPdQGFOs9z534g2xBTsGVJEmStCFExK8D\n",
"P86SHNM2fXbZlQxf79mlCLDNENsaag9ldo8asduqMYBKkiRJWtci4nbgIS1nGK3YUBUiq/DZrGBb\n",
"D6SLDAm1uzPz7BHeVC2cgitJkiRpXYqImyMiWRY+qz04B025be7TOUdvvWd1XduU2w4Dwue1hs+V\n",
"cQRUkiRJ0roTEQeAHcsjSzJgD87SXNmmqlw7TzHFtrpuO0XIbBtBbV3vmZAXuMXKyhlAJUmSJK0r\n",
"EbEf5ncU4XCUKbZNVdCswmdbyOzSGyUduMXK4czu9gk6oRZOwZUkSZK0bkTELcAJ4wfPaDlWjXw2\n",
"jzXXe/YNn3dnpuFzigygkiRJktaFiLgB2Dn+lXMsDZHV/p6LLN/3c6FxXd+guyszTxy/LxrEACpJ\n",
"kiRpzUXE5cD5419ZBc1ovF6gF0o7LA+bwYC1pO7vOSOuAZUkSZK0piLiPODKya5eoFd0qG29Z4el\n",
"YbNa79k27bbThe6FFhuaHQOoJEmSpDXW+Uh79dm+7Vnavgqfg9Z7wpBiQ3dmLp48Ric0AafgSpIk\n",
"SVozEXE7dJubdg66guXrOqtxtUHrPev7fy5zY2YaPleBI6CSJEmS1kRE3Aw8pP1sc5Sz0iw2tNB4\n",
"3WX5/p7N0LrkZu7vuYoMoJIkSZJWXVnx9qzlZ6pQOWhK7hzLQ2alS2+i56D1nhzIzGNG7rCmwim4\n",
"kiRJklZVUXQoWiredihCZX2cbL7lkSwPn/XR0C5D9vfcbfhcGwZQSZIkSavtI8vDYX3KbRVCq1DZ\n",
"fNRHR4P2YkN99/e8IjPPXknnNTmn4EqSJElaNRFxJ8Uc2oZmAaEOcGjI3eoBta515POfMvOho/ZT\n",
"s+EIqCRJkqSZiYijIuL8iPhARNwHPLilVe3nKlQeArbXzreNndWDZ2sh3QR+NzPD8Lk+OAIqSZIk\n",
"aSoi4hjgIuAFwCOB4+mTDGtX0RuxbE6lrUZFOwyYUltaBHgA+BfgPcCvZ+b+kTuvVWEAlSRJkrQi\n",
"EfFS4BeBo8a7co4yOJY/N9dxVhZZHk7rOkD3xsy8YLz312ozgEqSJEmaSERcA/woS9PiiDoUwTLK\n",
"n+vrNoPlgXRg+Nxt+NwYDKCSJEmSxhYRN7NsH89+8aIZHoPe9Npqn87q9aA9Pps6QPfrVrXdOAyg\n",
"kiRJksYSETfBfCN8dhktNMLS0c55lq71rMJntS1L0H8/z243Mx804ptqHTCASpIkSRpZRNwAcc7o\n",
"YXPZHehfdKgqNlSNkNbXiLa6cMJOaI24DYskSZKkkRRrPuP8/iOSw8wxOHxW55LB4XMO4NrM/OiE\n",
"HdEaMYBKkiRJGioiLofOJZOHz6roUIf2irfV+er1oPC5uCszL52wI1pDBlBJkiRJAxXhM67srdUc\n",
"+w70ru2yPMQ2A2m/kNsBFr+amedO2BGtMdeASpIkSeorIs6DzgrCZ9M8vYDZVvG2X9GhALqLmfkN\n",
"U+qI1oAjoJIkSZIG6NywsvBZD5zVus/6VNuq4m31ut/oZwI8ZQUd0TpgAJUkSZLUKiIegG6s7C4L\n",
"FMGzOc22XnSoqnjbL3xadGizMIBKkiRJWiYi9gNHtZyZ4G4LLA2XFh3aqlwDKkmSJGmJiLgFOKH9\n",
"7KAquIPiRQc4BGwr7zFy0aG7LTq0eRhAJUmSJB0RETcBO4e3bIsSiwwOqNspptsu0Nvnc2DRoUOZ\n",
"eeLwvmijcAquJEmSJAAi4gbgnOEtq2JCzcewPUKb4XPQus/cnZktU4C1kRlAJUmSpC0sIk6MiNdF\n",
"xB0Q5/dpVfu5Cp+D9JtoWV23WLZpXff5gcyMzDx7yJtoA3IKriRJkrRFRMRRwH8AXgp8O3Bs72yH\n",
"9u1W6lNk20JjWyBtVrtddt+EhUPA/cBdwPuBqzLzjtE+iTYqA6gkSZK0yUXERcC7gOP7tGB4+Kym\n",
"zdanzDbDZ9t6ziP3PQS8HnhLZu4fufPaVAygkiRJ0iYVEZcDv8DApXf9Rj7r4bJaqzlu+DxiX2ae\n",
"NkqftbkZQCVJkqRNqCwo1FjT2fz6n7Svw6zC5Ty94FmF1DmKsDl0mm3lPsOnKlu6CFFEnBMRfxIR\n",
"X4mI+yLiixHx6og4utHu4RFxQ0R8PSLuiIh3R8Qpfe55aXmfAxGxOyJe3KfdiRHx9ojYFxH3RsQn\n",
"IuKxs/ickiRJ2lqK8Dl/fhEgqwcsr1rbFj479MJnVdm2CpdBL3x2au37hs8HMvO4FX0YbSpbdgQ0\n",
"Ih4F/BXwFeDXgDuB7wBeBzweeEbZbifwFxSLo6+gmDf/M8CjIuIJmXm4ds/LgLcB1wG/AnwXcHVE\n",
"HJOZv1xr1wE+DDwa+GXgDuBFwCcj4vGZ+U8z/OiSJEnaxCLiGuicP7xSbZt6mKxCaIdi+WaHXjil\n",
"bFetC231QGYe3e+ktqYtG0CB/0SxE+5TM/OL5bF3luHwORFxQmbeDbwSOBp4bGbuAYiITwEfA54H\n",
"vKM8djTF/PoPZeazyvtdU97v1RHx9tpi64spqo5dnJnvL69/L7CbIgA/e4afW5IkSZtUseazc8mA\n",
"Eckh6tfVw+d2ent4Vms9B4bPBcOn2mzlKbgHyue9jeO3U/w/6VD5+iKKULmnapCZH6cIi8+qXfdk\n",
"4CTgrY37vYWivPVTa8cuBm6vwmd5z68B7wWeHhHbJvlAkiRJ2roi4jyIKycPn3XV9Ntm+KyKEQ0M\n",
"n93M9PusWm3lAHot8FWKUcpvi4gzI+I/Aj8OXJ2ZByLiDOBUYFfL9TcB9TWb1c/Ntp+m+H/sYxpt\n",
"P93nnscAZ437YSRJkrTVdW4YUIV2DM3qtvXwuUj7XqBLvGoKndAmtWUDaGZ+Bfi/gYcBnwH+DXgP\n",
"Rfh8Wdns9PL5tpZb3AacVButPB1YLEcy6+9ziGKN5zfWDp8+4J402kqSJEkDRcQh6MaEV9d+btta\n",
"pbLYcr5uHuDGzLxqsn5oK9iya0Aj4iHA9eXL51OExO8HXhURX83Mt1Cs/QQ42HKLB8rno4HD5fOh\n",
"lnbV9fU58DtGuKckSZI0VEQcACac8lrfu7M5shkUo571wNkvfHaAhd2ZecFk/dBWsWUDKPBq4Azg\n",
"rHI0FOCPy6JBvxQR76G3TvSolut3lM8Has/b+7zXjlq7qu0o9xzHtoh43AjtbsvMttFXSZIkbTAR\n",
"cS+975AD9NsqpQqf1fTa+hTeZvgceO99mXn2CI01gYg4nd7szEHW/drbrRxAvxP4TC18Vj5IUd32\n",
"McDN5bG2/7FPB+6obcNyGzAXEafUp+FGxHaK4kT197mN9mm21fs0+zSK04C/H6Hd64Cfm+D+kiRJ\n",
"WkciYi9FscsRDCpMVBUWqofPtqm4/daXdu/OzNNG64cmdBnw2rXuxDRs5QC6jeL/bW3HAeYz89aI\n",
"2Aec29LuCcBna68/Uz6fS29qL8A5FL8Wqrf9LPCkiIjMrP8/+YnAfRQVdse1F7hwhHaOfkqSJG1w\n",
"EXEzRbHMMbV9/e/SC6jNvT6rY30D7H2ZeeL4/dCYfgv4wAjtrqcYmFq3tnIA/TTwgxHx0Mz8Uu34\n",
"D1HMP/hc+fp9wHMjYmdtH9DvAR4KvLF23SeAO4EXsjSAvpAiVH64duw6iq1YfqC8PxFxCvCDwAdr\n",
"o6rjOJyZbZV1JUmStIlExE2MtGtC21f9QVNq6+GzGvEcGj6PG94PrVS5hG7oQFJETJIjVlUsHYDb\n",
"OiLi0cDfAfcAv0ERHr8fuAB4R2ZeVrbbSTG6uR94M3A88HLgy8C59bAYES+k2PfzOuCjwJOAHwFe\n",
"Wa8GVq4z/SvgkcAbKAogvQjYWd6zHoiHfY49FGtZb83MnWP/h5AkSdKGERHXQFzSPh22raDQON/1\n",
"q2m31X0G7vW5KzPbZglqDW2EbLBlAyhARDyBYk3kd1As3v5n4HeAX87Mbq3dI4A3UawbPUgxmvmy\n",
"zNzXcs8fA14GfBNFSP2NzLy6pd2JFOHzGRRVbz8F/My4o5gb4Q+ZJEmSVi4ifh7iZ1cePtuq2za1\n",
"hs8E3p2Zzxu1z1pdGyEbbOkAuhlshD9kkiRJGq4coHgpcBHwEIokmRSFhrb1LwRULxg0RzFldlBB\n",
"oZEsAPcDtwLvAX49M/ePexOtro2QDbbyGlBJkiRpzUXEbwPPZuB3835rMatwWWXVYdVsB67pPEix\n",
"JO0vM7Ntz3ppxQygkiRJ0hooiwmdM1rrttBYTaOtQmY9XE5UzdaCQpo5A6gkSZK0yiLiAEUNkj7q\n",
"X9Pbps/W12hWIbQDHGKCarYPGD61WgygkiRJ0iqKiHthfkD4XGD4dimL9MJlPXxupwiaI1ezPZyZ\n",
"R4/1AaQVMIBKkiRJqyQi9gLHTlAUqLoDvZHMKnwuUtyvHj6r0DkwfHYzc/uEHZEm0lnrDkiSJElb\n",
"QUTcApy6gjuwvMBQveJtM3xW4bSvCyfvizQZA6gkSZI0YxFxM7DCbTHaqtvWiw5V5xcZvPXKHMAV\n",
"mfnRlfVHGp8BVJIkSZqhstrtWSu8S+3ntq1Vgt5oZ9A/fHaAxWsz86qV9UeajAFUkiRJmpGIuAZi\n",
"xK1W+t6F3uhmM3wGvaJEzbZNc0B3V2ZeurL+SJMzgEqSJEkzEBGXQ1zSPxCOYp7e9W0Fhaq9QCv9\n",
"3qsDLO7OzHNX0BlpxQygkiRJ0pRFxHkQV44fPpubVFR7fM5R3Ku6X9A+GtraG6C7LzPPHrMz0tQZ\n",
"QCVJkqSp61zfHj7nhly30NJmgeJe9YJDzZHPflNvA8j7MvO0oV2WVoH7gEqSJElTFBH30zrQU02h\n",
"HbROE3pVbOs6wKHyuUMRPqv7dOiF06Z8IDOPG7330mwZQCVJkqQpiYi9wNHLz9QLBSWjfQ1vVrLd\n",
"Tm+vzyp8tq0LPeJQZrb0RVo7TsGVJEmSpqDc6/PUljMsHaGcpxckBz2aIbW6ploPOjB87s7Moyb6\n",
"INIMGUAlSZKkFYqIG2jd67M53XaeIjT2mzLbpvrKXo2IVlN0W8PnBzIzLDik9copuJIkSdIIIuJE\n",
"4KXARcBD6O2RsgNiR/u6zmb4rE+r7VAE1H6jmFXbbsu1R36+F/hN4KrMvGPkDyOtEQOoJEmStpSI\n",
"OAZ4JvAC4KEUazarocq25x3AkOmsw7ZbGRY+hxUmWjgAPADcBbwfA6c2KAOoJEmSNrWIOB74MeAl\n",
"wBlMdRlavwq09UDZtl9np3ZsUPicAxZ3Zea5K++rtPYMoJIkSdqUIuINwE8zs++8/YoADQqf1XX1\n",
"Y/3CZwdY3G341GZiAJUkSdKmUhYEOn9ldxn2NXmB9vBZD5xtAbUtkLYJoLvHYkLabAygkiRJ2jQi\n",
"Yj9wQu/IJF93q21QxlWNbFa1iapHvS/Nqbhto58B5L7MPHOCTkjrmgFUkiRJm0JE7IX5WvhcZLIg\n",
"OYlO+X5Rvmd9behc7Xhl0LrPvDszT5tRR6U1ZQCVJEnShhcRNwOnrl7gXPLu9MJmUnzF7gCH6FW7\n",
"rYfSfoWLADiYmSfOsrfSWjKASpIkaUMr13yetXY9aE6z7VIEzu21n6uQ2q9wEQDdzNwxu35Ka2+K\n",
"JaglSZKk1RURl0OssODQinpQ+7la41mNblbhc44ipA4MnwAXzqCD0rpiAJUkSdKGVIRPruy/lnLm\n",
"PaD/diud2rnF8ny/8DkHcG1mfnQGnZTWFQOoJEmSNpyIOA86V67Nu8+Vz1l73SwwVBUlql73W5s6\n",
"ByzuysxLp91LaT0ygEqSJGkD6nxkQCGfFZgb3uRItduqfXMEthlI+43QdoDFPZl57lhdlDYwixBJ\n",
"kiRpQ4mIOxmaFAdtczJIFS6HXVtVu+0y2XYrAXTvdq9PbTUGUEmSJG0Y5XYrD15+prm1yUrWhVbh\n",
"cph6+GzbbmXgXp8PuN2KtiIDqCRJkjaEiLiG1u1WBu2rOenX3Xq4HEWHMbZb2ePIp7YqA6gkSZLW\n",
"vaLoEJe0nGFpUGx+ve1X/Gda6iOfMGS7lQXgqVa71VZmAJUkSdIGENe3T2etH2tuhbJSVbgctHdn\n",
"PfxWU26Xtf/fwA9k5uem2DlpQzKASpIkaV2LiHto3b1h0D6cTZOE07Zwucxh4ACwWDt/D/BnwJuA\n",
"L2bmrIdhpQ3DACpJkqQ1FxEnA5cDTwNOoQicRwE76O15Ur+C/uEzWL4VytDKtAvAQeBQew+zqip0\n",
"H/C3wJXAFwyX0ngMoJIkSVozEfEnwPcz1v709QDZDJpt4bNpSfj8EvCYzLx/9PeXNCkDqCRJklZd\n",
"uZ1KS0XbYeoFfuZYPpI5LHxWOkB3T2ZO0AdJkzKASpIkaVVFxAGKqbUtqq+nbdugdCjCZ5Q/Z63N\n",
"HEur0UL/dZsBdO92KxRp9RlAJUmStGoi4l6Y7xM+F+k/elnfbiVZGj7rW6FUe4L2LRoE5P2ZeeK4\n",
"fZe0cgZQSZIkrYqI2A8cO9lWKc3tVurhs0Nxzyqk9t2HE6CbmcdO0AFJU2AAlSRJ0sxFxF7ghAmv\n",
"pn/F23r4TIaET4ALJ+uDpGkYo9qYJEmSNL4yfJ462dX1QkNt4bM6Nyx8zgFcm5kfnawfkqbBACpJ\n",
"kqSZWXn4rIoONcNlVYhosfZ6UPhc3JWZl07WD0nTYgCVJEnSTKwsfFaBsppaWz2qc83tVvoVHOoA\n",
"i1/NzHMn64ekaTKASpIkaeoi4hYmDp+wdGptvWzJHKPv9RlAdzEzv2HyfkiaJgOoJEmSpioibgZ2\n",
"jnlVn+NVxdturV213QoM/jqbAE8Zrx+SZskAKkmSpKkpw+dZ7WfnBlzZNoW2KjpU33Klaldtt9Jt\n",
"ue7Ie11h0SFpfXEbFkmSJE1FET7jrPYwOXR7lFL962m9fYelhYYGFR3qAIs3ZuZVI7yhpFVkAJUk\n",
"SdKKRcRN/cNnVa22Kig06Cto29rOquLtQu11v6JDc8Dinsy8YKSOS1pVTsGVJEnSipTh85z+4bOa\n",
"JluFz0WKMNn2aDNqxdugHPk8c7xPIGm1OAIqSZKkoSLiROAlwNOBMyi+RwZwHMTc8PAJvYJC/QJk\n",
"XbX+E5aGz+Y9obzhGzO7Lx/hxpLWkAFUkiRJrSJiHngf8P30nTnXGggpt0Cpva4Hyuq6Qes4623r\n",
"U2679QYfAp6TmV/vcxNJ64wBVJIkSUtExKOBTwFHDWlJe/hsG/kcFD4HrekEyIPAfuCfgLcBf5SZ\n",
"9w/um6T1yAAqSZIkACLiPOADDA2e0D80Dhv5HLug0I0WFJI2D4sQSZIkiYi4HLgROKoIjYMeg8Jn\n",
"/Xhb+By1oNCRrVQMn9Im4gioJEnSFleEz7kri4A4qBrtMOOGz346QHeX4VPafAygkiRJW1gx7bZz\n",
"Zf9iQCPdhcHhEyYIn+euoEOS1ikDqCRJ0pbWuaG9kNA4pjXyGRg+pc1t5gE0Io4DHgacQvG309eA\n",
"3ZbLliRJWlsRcZgi9U3Jikc+dxs+pc1tJgE0Ir4ZeC7FRsWPZHmxo25EfAH4E+B3MvOfZ9EPSZIk\n",
"tYuIQ6z0sFZAAAAgAElEQVTou+Ao027bjvW7V3dPZp49eX8kbQRTDaAR8a3A64FnAncBnwT+EPjn\n",
"8nUADwa+CXg88GLg1RHxR8CrM/Mfp9kfSZIkLVeGz20ru8u44XNg5dw9mXnmyvojaSOY9gjoZ4EP\n",
"A08BPp6Zhwc1johtwPcAP15eu33K/ZEkSVLNysNn28hns4DRqOETDJ/S1jLtAPpt44xilgH1BuCG\n",
"iHj4lPsiSZKkmog4yMDwOcfwarhTHfncZ/iUtpbm2swVWckU2sz84jT7MqqIeFxEfCAi7oiI+yLi\n",
"8xHxE402D4+IGyLi62W7d0fEKX3ud2lEfDEiDkTE7oh4cZ92J0bE2yNiX0TcGxGfiIjHzuIzSpIk\n",
"RcQB+s42q+oQLTJ6TaKVhE8oRz5PG/HNJG0SW3oblmLfKz4I/D3F2tV7gW8Bzqi12Qn8BcUa1iuA\n",
"44GfAR4VEU+oTzOOiMuAtwHXAb8CfBdwdUQck5m/XGvXoZiq/Gjgl4E7gBcBn4yIx2fmP83sQ0uS\n",
"pC0nIvYCO/qcZWlITEb7ijgsfHYYsL2L026lLSoy+/1WakpvEPEk4BKKwkMPZumv1QLIzHz0TDvR\n",
"3q8HAbuBv8rMiwe0eyvwHOBhmbmnPPY9wMeAyzLzHeWxo4FbgL/JzKfVrv9d4BnAmZm5vzz2LOAP\n",
"gIsz8/3lsVPK/lyfmc8e43PsoQjMt2bmzlGvkyRJW0NE3AL0+Y5QD59z9L6mdRlvb1ALDknrwUbI\n",
"BlOdgtsUES8B/hx4FvAgilHEO2uPO8rHWvhh4DTgVQARcWw5Mtl0EfChKnwCZObHKcLis2rtngyc\n",
"BLy1cf1bgGOBp9aOXQzcXoXP8p5fA94LPL0sziRJkrQiEXEzfcPnPEvDZ1KEyAVmEz4B8lrDp7S1\n",
"zXoK7iuAvwa+PzPvnvF7jet7gXuAMyPiA8BDgfvKEcuXZObBiDgDOBXY1XL9TcCFtdfV+s1m209T\n",
"/C3+GOD3a20/3eeeLwDOAv5h7E8kSZK2lIg4Cvh/KLa2ewxwHL0EeCzEtvYwWIXGKoQmvdBZXd4p\n",
"fx5WlGho+DwEXJGZbxrpQ0na1GYdQI8Ffm8dhk8oAuc88MfAO4H/SjGK+RPAiRQjpKeXbW9ruf42\n",
"4KSI2FauAz0dWCxHMo/IzEMRcQfwjbXDp1Pskdp2T8q2BlBJktQqIi4CrgFOGNxyWPhcYOlazaAY\n",
"DW2OgvYd1exS1NBYrL3fIeCfKOpi/FFm3j/k40jaQmYdQD8JPGrG7zGp44BjgLdl5k+Xx/44IrYD\n",
"l0XEa4Cjy+MHW65/oHw+GjhcPh/q814Ha/eCogjAsHtKkiQtERGXA7/A0GVU/QoAVaGzCpnzZdtD\n",
"5XOHpSOa1bYsreHzgcz0O4ukscw6gL4Y+HhEvBy4JjPvnPH7jeNA+fyexvH3AJcB/xfwv8pjR7Vc\n",
"X1WSO1B77lPanB21dlXbUe45jm0R8bgR2t2WmW0jupIkaR0bXExoSUsGh8/6cxU+t5fXLNAb7Ry4\n",
"J+ghw6e0eiLidHqzMwdZ97VkZhpAM/PLEfFbFFuNXBURD9D7GzHpVcF90Cz70cdXgEcAX20c31s+\n",
"P7hsA+3/Y58O3FHbhuU2YC4iTqlPwy1HVE+q3atqW5+SW78njbajOo1iO5lhXgf83AT3lyRJayQi\n",
"DsP8CN/bkvbQ2DbyCcvDZxU6B4bPw5nZ9ot0SbNzGfDate7ENMw0gEbEz1NUmd1DEY7a1oLOdh+Y\n",
"/nZRFCLaCXypdrwKhvsy8ysRsQ84t+X6JwCfrb3+TPl8LnB97fg5FL9erLf9LPCkiIhcug/OE4H7\n",
"KCrsjmsvS4si9ePopyRJG0Rvym2ns3zfzVENGvmcZ3n4bFa1XeJwZvab8SVpdn4L+MAI7a6nGJha\n",
"t2Y9Bfcy4MPA0zNznHreq+G9wOXApcCf1Y7/GMWazk+Wr98HPDcidjb2AX0o8MbadZ+g2FrmhSwN\n",
"oC+kCJUfrh27jmIrlh8o71/tA/qDwAdro6rjOJyZbZV1JUnSBhQRN1H8IpvxtkWpq9Z01sMnLB/5\n",
"7GD4lNavcgnd0IGkYrbE+jbrALqdYg/N9RY+yczPRsS1wCURMQ/8BUUZ84uBX8zM28umv0gRDP8s\n",
"It4MHA+8HPgc8K7a/R6IiFcDb4mI9wIfBZ4EPBt4ZWbur739dcDfAe+KiEdQ7IX6IoopyZtiaF2S\n",
"JE2uWO85v3PyUU9YuhbUkU9J60MsnQE65ZtH/Hegm5n/eWZvsgJl8Hwl8KMUU2//FXhLZl7daPcI\n",
"4E3Ad1JUr/0w8LLM3Ndyzx8DXgZ8E/Bl4Dea9yvbnQi8AXgGRdXbTwE/M+4oZkTsAc4Abs3MEQoT\n",
"SJKk9Swi7oPOMZOPesLybVP6FRyqquUODJ8LmbnuC5tI2hjZYNYB9Czgf1CM9r2TIpAtW9G+zqrj\n",
"bigb4Q+ZJEkaLiLOA66H6Ey3REY9XLYVHBoYPruZOTfFzkiaoY2QDWY9BbfaxuTbKNaDtqnqfEuS\n",
"JG1JZbGhK4tXswqfMGb4hKKYpCRNzawD6OtHaLNWVXAlSZLWXETcAHPnD9j2ZJy70ftq1QyXUft5\n",
"WPicBxZ2ZeZVU+iUJB0x631Af26W95ckSdrIIuJm6Jw1nfAJS8Nn857VHqCVfuGzAyzszsy2begk\n",
"aUVmPQIqSZKkFkWl27mdg8NnNVV2HNU1VRgNlofPZpGi+vHunsw8e8w3laSRdKZ5s4i4IiKOn+C6\n",
"EyLiimn2RZIkab0qwmcMCZ/VKGbUXo/ySJaGy2b4hP7hM+/OzDPH+zSSNLqpBlCKPS9viYi3RcST\n",
"I6JvcaGI2BYR3xcR76CojvvDU+6LJEnSutMLn8PKYFTFgpJeGF0Y4VFt39Jh+TrPQV/98r7MPHG8\n",
"TyNJ45n2FNxHAz8EvJyi6u3BiPgC8C/AXRS/Wnsw8M3AI4FtwOeA/wL8/pT7IkmStK5ExF7g1NFr\n",
"MFbFgrqMX7exQxE+q+m21Z6frXa55lPSapjZPqAR8VjgGcB3AA8DTipP3UGxPcvfAn+SmZ+eSQe2\n",
"iI2w148kSar+zY4z+gfJZkCsjxMsNI4P3DqlReta0gTenZnPG/NmktapjZANZlaEKDM/A3xmVveX\n",
"JEnaCCLiZ4HXAZ3+4bMZEKspt/Wqtl2K0czmlNrWUc0E7uXInNzFahh0L/Ae4Nczc/8kn0eSVsIq\n",
"uJIkSVMWEScC/wqcMEJrlofPthHOLr01nFWebA2fBzLzmJE7K0mraNpFiCRJkrakiDg5Ij4fEV2K\n",
"2hdl+IxBV7F0VLQtfNaPdelVum21z/ApaT0zgEqSJE2gDJxviIh7IiKBr1EUWYzeligwuHhQdW6O\n",
"3rTburYqtn3Xf+7OzNPG+AiStOqcgitJkjSicr/zvwYe1d6ivl1K37uwfJ/OZGn4DJbv3xkMqGJ7\n",
"bWZeOuBNJWldcARUkiRpiIh4S0QsAvewLHzWRzsXGDzi2Tbltr6WMyi+nrWNdLbdNxI43/ApaaNw\n",
"BFSSJKlFRBwF7AOOX362HjhH3RJl2HrPfqOefQPtwczujhHfXJLWhVUZAY2InRHxwxHxUxFxZnls\n",
"LiJOighDsCRJWhci4qiI+PlytPMBjoTPeZaPdI6zF2eH4cWGmuGzmprb6u7MNHxK2nBmGv4iIoA3\n",
"AS+m97fo54FbKP5C/zfgNcCvzrIfkiRJdeUvwL8NuAI4FzgZOJolv5yfNGwuezeWrt0cVukWlu8L\n",
"usSezDxzBR2SpDUz6xHQlwM/CbwB+D5qdcjLzY/fB/zAjPsgSZIEQEQ8OiK+DBwGdgEXAf8OOJYj\n",
"34umFTxh/G1Wqmv6hs/dhk9JG9msA+jzgd/NzFcC/7Pl/OeBs2fcB0mStMVFxHkRcZji+0hLgGtO\n",
"r52GUabdtoXP1mJDUIRPvzdJ2tBmHUDPpChV3s99wINm3AdJkrSFRcQ1wI0sW3pUhc6q4uw0gmfU\n",
"fh532i30D5+5y/ApaTOYdQGgfRTTWvp5HPDlGfdBkiRtUUX4nLtkaTCEIhxOa6QTemGyLUCupNrt\n",
"kfB57pQ6KklratYjoO8DLouI/5PG36oRcR7wPOAPZ9wHSZK0BRXfNeYuKdZTLjQe3YHXjmau9vMC\n",
"S3+vX6+aO6zaLbSHzw6Quw2fkjaTyBy0WfIKbx5xIvDnwDcDfwFcCHyUogLutwOfBr47M++bWSc2\n",
"uYjYA5wB3JqZO9e6P5IkrRcRnUXIKf+yvVmdtq3IEPQfXW0LpG0c+ZQ0vo2QDWY6AlpWuv124JeA\n",
"nRT7aX03cALwc8CTDJ+SJGnaIuKB6YTPucbrZnXaZOloZ7WedFmPaJ+K2ya6kFcYPiVtRjMdAdXs\n",
"bYTfckiStJoiYj/FL7snvQPtU2Lr6tNtuyyd0rsdOFRrN/Ja00PAD2fm+0a9QJLqNkI2mOkIaERs\n",
"i4i+VW4j4kERsW2WfZAkSVtHROxl4vBZhcp+hYTqj/q60uZ60up1W6GhZRJ4O7AjM48yfEra7GZd\n",
"hOjNwN8MOP/XwBtn3AdJkrQFRMTNwKmT32GBpVNu+wXOtmq3ndq1VehcZOlI6ZJrvggcm5mdzLws\n",
"Mw9O3m9J2jhmHUAvoKiE2891FIWJJEmSJhYRNwBnrfxOVWisps72C5ywNHR26a0PrY90Lpl++3Xg\n",
"yZkZmfmIzLx/5f2VpI1l1gH0G4E9A87fRlGcSJIkaSLFXp+c3+fsiHepj3ZC+7rNeuCE/qFzSVi9\n",
"B/ghYFtmPigzPzlihyRpU5of3mRF7gQeNuD8wyj+YpYkSRpbsddn55L++3oOKiZU/xq0yPLtVBYa\n",
"P9ffo1mo6MjPC8D1wKuAL2bmyBWIJGkrmPUI6PXACyLicc0TEfF44AVlG0mSpAnE9e3hsz4iOcfy\n",
"IkLNdZ39gmq/bVWy+eKNFKOc2zLzaZn5ecOnJC036xHQ11CsA/3/IuKDwBfK448C/l9gL/DqGfdB\n",
"kiRtQsVen22/TG+OXtanyg5TX/tJeW3frVTuAna6llOSRjfTAJqZt0bEucCVwDPKBxTTbn8PeGVm\n",
"fmWWfZAkSZtLRJwM3AoctfxstfXJNnrBc5Q9PauAWQ+anfIey8Ln1Zn5U2N2W5LE7EdAKQPmcyOi\n",
"Q680+r7M7LdYQ5IkiYg4BngmxZKdhwInA9v7XzFHb6TzMEWA7Leus64tdFJ7JoFPAd+XmV8f4yNI\n",
"khpmHkArZeD86mq9nyRJ2pgi4qXALwA7Rr+qQxE+q+JA8xSjoAfKc821nPWwWtelbPiPwHuBt2Tm\n",
"/jE/giSpj5kH0Ig4iaL8+DcBD6alHnpmXjLrfkiSpPWt3E7lRxl975TqSnqjlVX4rAoMHU0xGrpA\n",
"L5xWYbVVNzO3jff+kqRRzTSARsT5wPuAYyjWfd7VbMLwhRmSJGmTi4ibgHOWnxm0VUqlOc22WztW\n",
"hc8qlPYb+TziwhG7LEmawKxHQN8I3A48MzM/P+P3kiRJG1BE3ADzLeGzXo12FM01nvU1oAst5+vm\n",
"gMUrMvOjY7yhJGlMsw6g3wK8wvApSZLaRMTlEOePFzSPXE0vYLaFz6A32hn0f48OsHhtZl41QSck\n",
"SWNo2Ttrqv4JOG7G7yFJkjaszpWTrcaZZ2n4rE+rDZau8xy04mcO6O7KzEsn6IQkaUyzDqA/C/yX\n",
"iPimGb+PJEnaYCLiQG2rkzHU9/qs1nRWATNq5yv9wmcHWNyTmedO0AlJ0gRmPQX3e4C9wD9GxJ8C\n",
"X6Zl5X9m/uSM+yFJktaRiLiXsbZZqQzb67MZPvv2AOjenZlnjt8HSdKkInN2RWgjYqRfa2bmrEdi\n",
"N62I2AOcAdyamTvXuj+SJA0TEXuBUye4kiJsjrrXZ4cBI6z3Z+ax4/dBktavjZANZjoCarCUJEl1\n",
"EXEzKwqfMPpen33DZ9fwKUlrw4AoSZJWRbHdCmeN1nqu8XrUvT6rawdOwnKvT0laIwZQSZI0c73t\n",
"Vka1rGREqdpupQqYzb0+62tEm+YA3OtTktbQzANoRDwlIv40Iu6MiIWI6EbEYvnoRkS/fyUkSdIm\n",
"EBHnASvYbqX+WNFenze616ckra2ZBtCIuAj4EHAa8Afl+/338ucHgM8Br59lHyRJ0lrrfGR4m2bQ\n",
"rB7VOs/qseS+jLHX5+7MvGDMjkuSpmzWI6BXAJ8CHge8pjx2bWY+G/hW4BuAf5lxHyRJ0hqJiDuh\n",
"21zQydI6iNXIZtujX6hsjob2axfA4rWZefZYHZckzcSsA+gjgPdk5gK9X1FuA8jMfwXeCvzXGfdB\n",
"kiTNWEScGBGvj4h/iIivRcT+iDgMPHh562qvzm30RjkH6bC8KFE9fEbbRYeAl2V2IzMvHe1TSJJm\n",
"babbsAD3U/wDQGbeFREHgdNr5/cC3zzjPkiSpBmIiOOBPwXOpU8KXK4qEhQU1WubU2ebI5uwtKJt\n",
"21TbBDgIfBH4FeCPMvP+0fojSVpNsx4B3U0xClr5n8BzImJbRBwN/BDw5Rn3QZIkTVFEvKEsIngP\n",
"8ARGDp/Vms0qRM4DO2rnm+Gz7bZHwucC8NvAo4FtmbkjMx+bmb9v+JSk9WvWI6DvB34yIn4mMw8C\n",
"/w34AHBXef4YwGkxkiRtAOU+niNspdJh+T6cUTtWhc8ucAA4mt5enoPucUQ3M7eN2G1J0joSmZOU\n",
"RF/BG0Y8CbiI4legH8rMP1vVDmwyEbEHOAO4NTN3rnV/JEmbU0TcCxxbvBr0++tk+JrOKnx2a68X\n",
"6K0HrYfVVue7l6ckLbcRssGsR0CXycy/BP5ytd9XkiRNpqjhML+9eNW2HcrQO9CbOtu2l2d1bqHl\n",
"fN0csHiF4VOSNq5Z7wPajYgfHnD+P5VrSCRJ0jpUFhDcPlnwhOHhM1i6l2e/9+hQbqdy1QSdkCSt\n",
"E7MuQjRMy75gkiRpPYiIQ8D2ye8wRy98VluvHLk7vaJE1et+y4LmgO4ut1ORpI1vzQJoRJwAnAd8\n",
"ba36IEmSlouI88oZSiso9FOveFsPopVmIO0XPjvA4p7MPHfyvkiS1oupB9CIeG059bb6lebvla+X\n",
"PCgq4f4I8AfT7oMkSZpMRFwD3MiKviM0K95m7fUco223cuQ+X8/MMyfviyRpPZlFEaKbgLeWP78I\n",
"+BjwpUabBO4DdlFs1SJJktZYRNwEc+cMr2I7jqriLfTWfC7Q22Zl0NTb7Gbmg6bYGUnSGpt6AM3M\n",
"jwAfAYiI44DfzMy/m/b7SJKk6YmIm2HurJWHz2FFhxbojZDOMeT9LlxhZyRJ68xMt2HJzOfN8v6S\n",
"JGnlivDZGSF8Dg2M9C86VN9uJYfca46y4q3brUjSJjPrbVi+NyJe3jh2aUTcEhFfjYhfiwgr4UqS\n",
"tEaK8Bln9abJNtW/KlRFhYZpFh1qq3g7MHxa8VaSNqlZV8F9LfCY6kVEPAr4TWAv8OfATwAvb790\n",
"dUXEq8oCSZ9vOffwiLghIr4eEXdExLsj4pQ+97k0Ir4YEQciYndEvLhPuxMj4u0RsS8i7o2IT0TE\n",
"Y6f9uSRJ6icibinC58DtTxrHkmIC1aBHvejQNsaseLvPireStHnNOoA+nKLQUOVHgK8D35WZzwLe\n",
"UR5bUxGxE3glRWGkbDn3F8A3A1cAvwI8FfhYRGxrtL2M4jN9Hngx8LfA1RHxika7DvBh4IeAq4FX\n",
"AKcBn4yIb5n255MkqakMnzv7h8F5lo5S1gNmlyJQ9nvUiw5leWzYhKcAuvdl5mnjfxpJ0kYx0zWg\n",
"wLHA3bXXFwA3ZOZ95etdrIMAShEq/4biv0dzZPOVwNHAYzNzD0BEfIqiuu/zKAInEXE08AvAh8pw\n",
"DXBNGTZfHRFvz8z95fGLgW8HLs7M95fXvxfYDbwOePYsPqQkSTBK+KxGLOcbz+OqFx1aZPC6z9zl\n",
"yKckbX6zHgHdAzwBoBzZeyRQLyhwEnBwxn0YKCK+C7gI+Gnaa8FfRBEq91QHMvPjFGHxWbV2T6b4\n",
"PG9dejlvoQjiT60duxi4vQqf5T2/BrwXeHpzZFWSpElExFERcWFEfCwibo2Iu8p9ukcc+Vxg+Uho\n",
"pcPwUc0qtPYtOpTA72RmGD4laWuYdQD9PeD5EfEBiuC5H/iT2vnHUQS5NVEWQPp14B2Z+Q8t588A\n",
"TmXpNOLKTUB9zWb1c7PtpynmIj2m0fbTfe55DHDWKP2XJKlNRFwUEfcAD1Bsjfa9wDcCJ0IM+Le/\n",
"2qOzmiA1z9LqtVE712VpUaFWC8A9wF2weBdwB/BF4DXAgzOzY8V8SdpaZj0F9xeB7RSjf/8GPDcz\n",
"7wKIiJMpRg3fPOM+DPLjwL8D/kOf86eXz7e1nLsNOCkitmXm4bLtYjmSeURmHoqIOyj+4a/f95N9\n",
"7knZdlkgliRpkIi4nGI5yICQ2W/ks36uPvK5QPFPeTWVtm0qbus9L8zMG4b1WZK0tcx6H9DDwKvK\n",
"R/PcHcBDZvn+g5QB+PXA68u+tDm6fG6bJvxArc3h8vlQn/scrN0LYMcI95QkaWTFdiqDZtC0rTJp\n",
"Oz5Hb9uUKmx2y8dcn2uWOd89PCVJbWY9Arqe/TfgaxRTcPs5UD4f1XJuR6PNAYpfEbfZUWtXtR3l\n",
"nuPYFhGPG6HdbZnZNqIrSdqgImIvzJ/av0UVINvUg2RV4baaWluNfFZtFhlckGguYfECw6ckTVdE\n",
"nE5vduYg676WzFQDaES8i+Jfqedn5mLt9UCZeck0+zFMRDwUeD5F4aGdEUfWruwAtkfEv6dYs1IF\n",
"tbb/sU8H7ihHeSnbzkXEKfVpuBGxnaI40Vdq197G0im59XvSaDuq04C/H6Hd64Cfm+D+kqR1qAif\n",
"nVPHr1LbHMWsptzWj7WNfPZ9n8OZC/1+EStJWpnLgNeudSemYdojoE+m+JerQ/GvWPW6n6FzeGbk\n",
"DIo+Xl0+mv4F+LXMfGlE7APaKvM9Afhs7fVnyudzgetrx88p36ve9rPAkyIiMrP++Z9IsRfpJIWZ\n",
"9gIXjtDO0U9J2iSK8Mmp/Uc3+17J8vDZDJb1Y8NGPrkvM48bsxOSpNH9FvCBEdpdTzEwtW5NNYBm\n",
"5v8x6PU68nngmSz91zcopuUeB/wU8L/L4+8DnhsRO2v7gH4P8FDgjbXrPwHcCbyQpQH0hRSh8sO1\n",
"Y9dRbMXyA+X9iYhTgB8EPlgbVR3H4cxsq6wrSdqEeuFz7CsZL3xCb1/QVvsyc11/2ZGkja5cQjd0\n",
"ICkiJskRqyqWDsBtbRHxSeDkzHxU7dhOitHN/RQVe48HXg58GTi3HhYj4oUU+35eR7HtzJOAHwFe\n",
"mZlX1dp1gL+i2Bf1DRRl6V8E7Czv+aUx+ryHYkT31szcOf6nliRtNKsbPjsMGGHdk5lnjt8PSdIs\n",
"bIRssJWLELVJGlOCM3NPRHw38CbgKorqtR8CXtYcqczMt5W/dXgZ8DSKkPrTmXl1o103Ip5CET5/\n",
"kqLq7aeA54wTPiVJW09E7AdOmOBKxg+fQXv4DCANn5KksU11BDQiuhT/utV3pG5Oc60fCyAzcw5N\n",
"ZCP8lkOSNB0RcYBexfRxrmSy8Nn3O8LuzDx7/H5IkmZpI2SDaY+Avr7l2DOBbwVuBG4uj50NnE+x\n",
"FvOPptwHSZI2ncnDJ0wvfAaQhk9J0sSmXYTo5+qvI+IFFFWYHpmZ/6tx7uEUhXsm2XJEkqQtY2Xh\n",
"s87wKUlaW50Z3/8VwG80wydAZn4R+I2yjSRJajE4fEb74VajhE8wfEqSZmnWRYjOAAaVAj4MWMBA\n",
"kqQWEXEvfcNnszrtsH/SFxuvHfmUJK2+WY+AfgF4YbmVyRIRcSbF1iOfn3EfJEnacMrweWyfsywP\n",
"n4sUgbLfo17/b6yRz32GT0nStMx6BPQlFPth3hwRfwxUW4ycBTyj/PlHZtwHSZLWTEQcD/wY8GyK\n",
"WT/ba6eryvFR+zmBB9H3l8RtI5/NMDnIHGOMfO7KzHPHuLkkSQPNNIBm5l9FxBMpquM+k940ogPA\n",
"DcBrM9MRUEnSmouIk4ErKP69OomlyaxfUGw+19vuYCqFg5b0kuHhc1ggrZ9rhlmg6P+7M7vPm6yP\n",
"kiT1N+sRUMqA+cyImANOLQ/vy8zmYhRJklZdRPwJ8P3MflnKCo0y8tk81howKwehe395we3A/wDe\n",
"kpn7p9JdSZJazDyAVsrAeftqvZ8kSYNExM0US0I2gDmWFhFqKyDUnFoL7eHTqbWSpLWzagFUkqT1\n",
"Ynr7ajat5J/VftNmq/BZzfJtG/lsC59tOkDX8ClJWjMGUEnSlhIRe2F+BuGzqjY7TfWRz7bw2W/k\n",
"s01g+JQkrTUDqCRpy4iIm4BTpx8UZ6Ft5LM5pdaRT0nSxrLOCy5IkjQdEXE5cM5a92M0bSOfi/QC\n",
"aL+9PNsE0L3W8ClJWg8MoJKkLSKuXOsejKZDb+QTeiOfWTvfYfTwmVdk5qXT7qUkSZMwgEqSNr2I\n",
"ONgLcOvZHL1RzraRzw5FqKxGR4P+OpTh86oZdFSSpIkYQCVJm1pE3AtsX+t+DDfKyGczfPYL1R2g\n",
"a/iUJK07FiGSJG1aEbEfOHat+zFch+UjnwuN84ZPSdLG5wioJGlTiohbgBNW591W+s9pvbpts9rt\n",
"2OHzWsOnJGm9MoBKkjadiLgG2Ln8zKwm/jS3R5lUNfJZr3ZbTc2tXvcLn3OU4dOCQ5KkdcspuJKk\n",
"zeiS5YeqyrGjbl8yiZX+s9o27bZ+rF/4DGDR8ClJWvcMoJKkTSUi7m85Sm9UsQqhszCtYFuNfC7U\n",
"Xg8a+Vy80fApSdoIDKCSpE2jXPd59PIz9fA2TxHuDq1Op8YWFKFylJHPTsLiK13zKUnaKFwDKkna\n",
"0CJiPiIeHxF3MHTdZzX99hCz25klWNnvd5MRRlK/DlycudgxfEqSNhJHQCVJG0pEHANcBPw08GgG\n",
"/ltWBc5tLA921ZTcOXpFfqZhpAC5ABwADtPb+LNNtzz/APB54FeBT2bmwZX3U5Kk1WcAlSRtCBHx\n",
"UuAXgaNazrJ8mmo1jXWe5Tmv/vMiIxQmOgi0rC1dpgqMzVD5APA5DJCSpC3OACpJWtfKLVV+lIEj\n",
"hdXPZmAAACAASURBVM3wWW1dUlWRnacYBT1A+xrLfuGzA3T3ZeZpE3RdkiQ1GEAlSetWRNwMnNU7\n",
"MsfyHNoMjx1602uTXtGhAxT1iQ43rulXYTaA7kHDpyRJ02MAlSStS0X4nK+Fz2S0tZrd2s/z5esF\n",
"iqJDVficpzdC2m3eoHq/bmbuGLvjkiSpLwOoJGndKcJnnDX+vpr1tZzNdZ1VEK2vDR14/wvHfHNJ\n",
"kjSE27BIktaViLipCJ/99r7spwqWR7E8XHbo3W9Y0aE5gGsz86NjdkCSJA3hCKgkad2IiBsgzhk/\n",
"fAa9KbXNArNBEUAXaq8Hhc/FGzPz0jE7IEmSRmAAlSStC/9/e3ceZllV3nv8+1ZVQwOCzNoMzuCQ\n",
"YHDC4HQ1GFrUiAomj5qoYIzRoFej3oCEYEyISqJGRRM14IAmQQFzVWQwgldBQRQUJ8ApKJM0gwjY\n",
"dHd1vfePtTe1a/c+VaemU9P38zznOXXWXnufVdWLon5nrb1WNfI5w/BZn1MvOrQNcAfdK972uv4Q\n",
"sPmazHzGNBsgSZL6ZACVJC24cs/n0L69FwSaTDNQ1osO3QFsT1n5tp/7SIeAsbHMfMAMGiBJkvrk\n",
"PaCSpAU1u/A53Pi6vq+zvk4dPreqjk2yjWg5x0WHJEmaZwZQSdKCGV9wqJ/w2RUgN1P+VzbZokMb\n",
"q+deU2+HAc510SFJkuafAVSStCAmX3CoK2z2CpBjbLk/6FCjbMpFh7zvU5KkAfEeUEnSwEXEyRBr\n",
"e4fKyUYre4XTehXcfhcdCmDzRu/7lCRpcAygkqSBioijYejI7mm3zRVtYcv/TXWNdja1w2f7eluU\n",
"/8GUDZYkSXPGACpJGpiIOBjibb3v+WyHz35WsK017/usX/d6n6G7YfOh3vcpSdJgGUAlSfMmInYH\n",
"/g44GNgRhnbsb8GhqcJn1/HmdYMe7/MT4PmZo1f00QhJkjTHDKCSpDkTESPAbwNfANZsWWOm4bNd\n",
"1vx6mC2n5WZSlr+9EbgAeBfww8yczpCqJEmaYwZQSdKsRcQjgTOBB8/uSv2Ez/Z9nRPC523AgzLz\n",
"V7NrhyRJmg8GUEnSjJV7Ovk8sGoGZ7PlPZ/tkcypwucE12bm3tNvhyRJGhT3AZUkzUjZSoVzuSd8\n",
"jvR49NIVPidbhGiyFW1ZZ/iUJGnxcwRUkjRtEXEODK8d35NzlOmtWNs0k2m3TbkuM3ef4ZtLkqQB\n",
"MoBKkqZlPHxOth9nv/oJn5Ntp4LhU5KkJcQpuJKkvpXwOTSL8BmNr2cdPq81fEqStLQ4AipJ6ktE\n",
"XApDj+1vK5XOKzA+jbbfBYcmDZ/e8ylJ0hLjCKgkaUqzD58jjIfPet9OFxySJGmlcQRUkjSpuQmf\n",
"o4yH0PrRPn7POzLJgkO3O+1WkqSlywAqSeopIq6C2HduwucoE+/pHKoefd/zeVdm7jjDhkiSpEXA\n",
"KbiSpE4lfA7t23s0sjbZZ5nN8NncF7QZPqNR1jN83p2Z9+qn3ZIkafEygEqStlCm3U428tlczXaU\n",
"cl9nL3X4HAI2AlsxMXxmdX7P8LkxM7fpv/WSJGmxcgquJGmCstVKPHbykc/2sc1M/r+UZvgcYzy0\n",
"bm48d9qYmVv3025JkrT4GUAlSfeowufaqafdQgmO0Spr7+vZ1BU+u/YCvccmw6ckScuLU3AlSQBE\n",
"xMkw1Gf4rFe0HW09Jvtcc1rh89rM3KrPpkuSpCXCACpJK1REjETE/hHxsYi4DoaO7G+12xFKgKzr\n",
"tkdBoft/L3XYnDR8fjkzw30+JUlanpyCK0krSERsC7wO+GugsbBPML3w2RwlHWY8TNbPY0wSMjfA\n",
"6G+qr38NnA0cn5k39fM9SJKkpcsAKkkrQET8JfB2YFV3jX6n3bbDZztkNhcU2iJ83u4+npIkrWwG\n",
"UElaxsp9nRxB9zzZaegnfA4xyWq2hk9JkmQAlaTlKiJ+AexVXnWtWAvdU2TrvTlrXVNpu8Jnzym8\n",
"hk9JkgQYQCVpWYqIm2Bkt/IqmWRkskM7fLbPnVb4XJeZu0/jzSVJ0jJmAJWkZaaEz9ht8j05+zHr\n",
"kU/DpyRJmsBtWCRpGSnhk936W1RoMv2Ez0lXzjV8SpKkLazYABoRj4uIkyLi+xFxZ0RcExGnRcQ+\n",
"HXUfHhHnRMQdEXFLRHw8Inbtcd2XR8QPI2J9RFwdEUf1qLdjRHwoItZV739+RDxqrr9PSSvHePic\n",
"rX5HPnuG3GsNn5IkqctKnoL7V8CBwKeBK4A1wFHAZRHxu5n5fYCI2Av4CnAbcAywPfBGYL+IOCAz\n",
"N9UXjIhXAv8CnA78E/AU4L0RsW1mntioNwScBTwSOBG4BXg18OWIeExm/nhev3NJy0614NAMw2dz\n",
"0aF+7vmcdOTz2szce2btkCRJy11kznaa1tIUEQcCl2bmaKPsIcB3gdMz80+qsg8ALwEelpnXVmUH\n",
"AV8EXpmZH67KtgF+AXwtM5/TuOapwHOBvTPzV1XZHwL/CRyemWdWZbsCVwNnZ+aLp/F9XAvsCVyX\n",
"mXvN6IchaUmLiKuAfWd2djNc9rPVSnuF3AnlTruVJGkBLYVssGKn4Gbm15vhsyr7MfAD4GGN4sOA\n",
"z9fhs6r3JUpY/MNGvacBOwMfaL3V+4HtgGc1yg4HbqzDZ3XNm4FPAYdGRI+N4iVpotmFzyFKuFxF\n",
"2aZlpuETDJ+SJKkfKzaAdomIAO4D3Fy93pMype2bHdUvBZr3bNZft+teRpmrtn+r7mU9rrktM/5j\n",
"UtJKEhGXQvTx+6Jr/08Yn0a7iRIsJwufk97zebvhU5Ik9cMAOtGLgT2A06rXa6rnGzrq3gDs3Bit\n",
"XANsrkYy75GZGyn3eO7RKF4zyTVp1ZWkLUTEORCP7T0dtmmqWy1GgK2rr4eY5lYrGzJzxyneQJIk\n",
"CVjZixBNEBEPo0yX/Rrwsap4m+p5Q8cpdzfqbKqeN/a4/IbGtQBW93FNSeoUESdDrJ3kXsyO8mF6\n",
"j4SOVo/619lo4zqThs+xzFw9jaZLkqQVzgAKRMR9KavS3kZZGKj+62199bx1x2mrW3XWA1v1eIvV\n",
"jXp13X6uOR2rIuLRfdS7ITO7Rl8lLQERcTQMHdkdCtthsfkrfowtV7dtq8NnvRhRfV9oT8dO2WBJ\n",
"kjRrEbGG8dmZk1n0a8ms+AAaEfcGzgZ2AJ6cmTc2DtdBresfew1wS2MblhuA4YjYtTkNNyK2oixO\n",
"dH3rul3TbOv3ub7j2FR2B77VR72/Bd4yg+tLWmARcTDE27rDZ3trlK69POt6U03brUNo1/kAI2Mw\n",
"emxmvr2PZkuSpNl7JXD8QjdiLqzoABoRq4HPAQ8Bnp6ZVzaPZ+Z1EbEOeFzH6QcA3268vrx6fhwl\n",
"0NYeSxmWaNb9NvDkiIjGaCvA44G7KCvsTtdNwCF91HP0U1qyhs7pf+SzV3gc7nEsW+Wd5/8K+NPM\n",
"TWdM3VZJkjSHPgh8to96Z1MGphatFRtAI2KYstjQ44FDM/OSHlXPAF4aEXu19gHdB3hno975wK3A\n",
"q5gYQF9FCZVnNcpOp2zF8vzq+vU+oC8APtcYVZ2OTZnZtbKupGUgIu6m8ybOfkY+m2XNYz2n2G4A\n",
"fkP53fUt4CTgq5nZde+6JEmaZ9UtdFMOJEXETHLEQK3YAEoJj39AGQHdNSL+uHkwMz9RffkPlGB4\n",
"QUS8B9geeBNwBfCRRv27I+I44P0R8SngPODJlJV135yZv2pc/nTgYuAjEfEIyiq5r6b8JbkshtYl\n",
"zZ2I6HHfeHs67VThs33OFuHzm5nZNeNDkiRpTsTEGaArR0RcADyF7mUhMzOHG3UfAbwLeBJlZOAs\n",
"4A2Zua7jun8KvAF4IPBz4KTMfG9HvR2BfwSeS1l68hvAG6c7ihkR1wJ7Atdl5l7TOVczExEjlHt4\n",
"d6RMSbw+M3vNd5RmJSKuonNv4KnCZ9B7um3ntQyfkiQtcUshG6zYALpcLIVOtlxExCOBl8HIy2B0\n",
"p/EjI7fB6EeBj2bmFQvSOC1bEdHHL+l+Rj57GQLGDJ+SJC0DSyEbDC10A6TFLiIOjlh1CfAd2Pk1\n",
"8Nqd4AuUWdRfoLze+TXAdyJWXVJWKpVmLyK+NnWtrpHPfsNnYPiUJEmD5AjoErcUPuVYyqoweS48\n",
"LuHYgGfSvb3SJkoYPWEzXDoMrM3M8wbZVi0/U49+znrk8+rMfOiMGidJkhadpZANHAGVJjV8VtlZ\n",
"55KAQ+m9t+8qyvFLhktYHfm7gTVRy1JEPK2jtPH1bMJnYPiUJEkLwQAqdYiIk8vo0+YROJbutao6\n",
"zwTeHDB6QHXPqDRTb5v4srno0AhbrmDbNRW3SwB5reFTkiQthJW8DYvUKSI2AFuVP9R3oky7nY5n\n",
"Vefd9lLKisgagAiC8qFa/Rju8fViOtaj3voRGHrM+P6ezXBZ79051Qq4XbN3A8h1mbn3pD9MSZKk\n",
"eWIAlSoRcTJw5Pgf88PAy+g97baXVdV57391xM3/DrvC4gg7iyRczduxfoepl4B1bBk+Ryihsn7Q\n",
"Ol7rFT4B8vbM3H1u2ypJktQ/A6gERMR6YHX5473+Y34UePoMr/j7wLtXw/pvzkX7tNL8qnoeYjx8\n",
"jlavxxrH6uM0ysbo4a7M3HHOmypJkjQNBlCtaNWo5xEwEuUP+fbI0c4zvHK9Tej1gLMdK0mZOzrW\n",
"eGzu8fVMj8339Qd07Bc7Ax8cD5N1CB0CNjIxfNYjnpOGz7sz8169DkqSJA2KAVQrVkTcDuwwcdSz\n",
"7dYZXv226vmz58Pjr8RwlZk954WqJeLZIzDydthrJ/gfJobPrSg/1mb4rO8L7TSamdvMe6MlSZL6\n",
"YADVihMRRwMnwMhQ96hnbQT4b+CQGbzLF6vz/+GszBPeNbOWaqXKzNGI+Cj8+jUwMjL+AUkzfNah\n",
"c9LwOZaZ072JWZIkad64DYtWlIi4EXgbxNDU+yWOAqcCm6b5Lpuq80YBrp52I6Xio3DrSLWIVaUd\n",
"Pru2Y5ng2HlrnSRJ0gwYQLUiRMTBEbEZRu5TSqaaDRqUP/LXAV+Y5rudBdxcnc/50zxZAiAzr4CR\n",
"b8Dem+EhTFzktw6fvT5EGQE4JjPfPs/NlCRJmhYDqJa9iLgQOBeG+hj1hPHtLsaArYG3M3VgrWVV\n",
"f2tg8y8z8zczaLJUGT0OLh2GnTbDmZTVle851lG//pU+utbwKUmSFiMDqJat8VHP4SeWkp4rhNZn\n",
"VM/NPRc3ABcDTwD+i97TcTdVxw8ELqnO48SZt16CzDwPWAuXfwueB1wyCq8HPgG8CHgE8GBgdZVG\n",
"h74BrK3OkyRJWnQi04Upl7KIuBbYE7guM/da6PYsFtX2KkdOsUBLQ9d0xnqNrgcBuwBfB3YD/pgy\n",
"ErUTZbXbL1ICwTpKAL0Z+NlY5qbhWX4b0j0i4pHAS2HkZTDa2B9o5FYY/SjwsTJtV5IkrVRLIRsY\n",
"QJe4pdDJBq0sNDR8nzLi2c+9nnWd5sIuML7tBcDjKCNO1wD/DtzUuMbu1bH7A58EvglwSma+fHbf\n",
"ibSliBgB1gA7Ar8CbsjMfuaWS5KkZW4pZAO3YdGyEREHA2fD8FB/o57t0dGuhV22ooTQy4FLKaOe\n",
"LwEeTQmoY8BlwMcoo6EjYPjUPKrC5i+qhyRJ0pJiANWyEBHnAGtLKOwnfNKq1+s/hfq+0XqU9Dbg\n",
"/UwMqfeE1g2Zm1b3+eaSJEnSiuMiRFryImIDDK8tr6ZaaKjrtsw6QNaPkVY5TJya257tOApl1NPw\n",
"KUmSJE3CEVAtWdNfaIiqXn3f50ijrEszzAY9tnBZn5nb9vnmkiRJ0opmANWSFBF3AduWYDhV+Kzv\n",
"1azV4bMrUDbLxxqvOxczOjcznzGNZkuSJEkrmlNwtaRExNFlb8+RatSxn1Vum+FzpHq0p+oOUUZS\n",
"m6G056jnGGWvRcOnJEmSNA2OgGrJiIirgH0nCYbN2pRw2gyoI5TR0nZobY+Gdp17j+9n5m9Po9mS\n",
"JEmSKgZQLQkRsQlGRiaZDtus3aozTHdoHeoob597jzHgkMw8bzrtliRJkjTOKbha1CLinIhIGBqZ\n",
"etSz1h71TLY8t56GW98/Gh3n3uOazBw2fEqSJEmzYwDVolW2V6HP7VXaXXmY8am19blRPdpTboeY\n",
"ZFT1mMx8QJ9NliRJkjQJp+Bq0RnfXqXXSrVbnMGWCw01Rzdr9SJD7Wt2htu7MvNefTVYkiRJUl8c\n",
"AdWiEhHrgSPLq34WGoLuhYbGWnXaYXZ4sgufYviUJEmS5p4joFoUpj/q2RUouxYa6hr17Ll36IbM\n",
"XN1vmyVJkiRNjwFUCy4i7gK27W97ldooJVxupveU266Q2rUNCwBXZ+ZDp9FsSZIkSdPkFFwtmIg4\n",
"OiI2w8i2pWSq7VXan5fU4bPfhYY6Rz2hLDRk+JQkSZLmmSOgWhARcRWw7/RHPUcaz11caEiSJEla\n",
"rBwB1cBFxCYY2be8mmrUs91FmyF0lIlh1IWGJEmSpMXMEVANTERcDuxfQuVMFhqqu2uvz02ao5wu\n",
"NCRJkiQtNo6Aat6N3+vJ/qWkczps84zquV5oCMa3VxkFNgJbNcrrkDrGeEjtHFk91/ApSZIkLRxH\n",
"QDWvIuJOYLuZb6+yuaMMxkNsM2j2vJ90NDNX9dVgSZIkSfPGEVDNi4g4OSLGYGS7UjJV+GyOejbv\n",
"6ez6jKQZSDczxajntYZPSZIkaXEwgGrORcStwJEwFP2PejbDY6+Fhnptr9LzPY7JzL2n13pJkiRJ\n",
"88UpuJozEXEwcDaMDE3cm7PnGZTg2bW9StdnI9lxTbdXkSRJkpYKR0A1JyLix8C5EEP9jXoOM/mo\n",
"Zz8LDXVyexVJkiRpkXIEVLMSEUcDJ8DwULkfc6p9PWvNLVJ6jXp2LTQEPQKu26tIkiRJi5wBVDMW\n",
"Eb8Gti+jmZ17brYMseWU2fY9nVtRRj+7FhrqObJ6Sma+vM9mS5IkSVogBlBNW0RcCDxxPBT2Ez7b\n",
"AbLueu1zp7W9iqOekiRJ0hLiPaDqW0QcHBGbgSdOsfps86zqeZQyUgolfG6uyppBc1rbq5xr+JQk\n",
"SZKWFkdA1ZeIuBR47HhInGqF21ozPPaaSjvElqOcPUc9x4BDMvO8PhsgSZIkaZEwgGpKEbEJhkfG\n",
"Ry2n0nVPaK+u1g6k9dYsnaOev8zM+/bRAEmSJEmLkFNw1VNEnBMROR4++9Ve4ba5vUq93UqwZfgc\n",
"YpJVdI8xfEqSJElLmyOg6hQRG4FV5VU/4bPXqGevrVmSLafxdk7rvct9PSVJkqTlwRFQTRARF5ZR\n",
"z5FV0ziLEjTrBYfqUc+u8Nkc9Rxjis9ATjF8SpIkScuHI6ACygq3wNnc86FEvyvcNu/XTHrv19mc\n",
"htvU+T4/z8z799EASZIkSUuIAVRExHXAHr3DYy/N0c1hSiBtT6PtWuF2qKMe4Aq3kiRJ0rLmFNwV\n",
"LCKOLvt6Du9RSvpd4bZthBJG29uzjFSv63tD6ym6neHz+5k5bPiUJEmSli9HQFeoiFgPrO5ePKjz\n",
"DErI3Nz4uu4+/e7r2bnCbQLPMHhKkiRJy58joCtMRJxZLTK0upRMJ3zW6vDZtS9or1HPzvB5a2YO\n",
"GT4lSZKklcEAukJExMFlui3PK//s/Uy3rbtHMzzWK9yOMfkKt1BGV3vu63lKZu7SRyMkSZIkLRNO\n",
"wV0BIuImYLfxgNh5D2ZLV5hsT6tt120f6xxdvSkz79NHAyRJkiQtM46ALmMRcXKZbju8W+/wuMVZ\n",
"1fMo4wsONRcZahqq6rRXuO20GVhr+JQkSZJWLkdAl6mIuBvYuv9FhmDLUc/NHWXNBYi6yjtHVz+T\n",
"mc/vsxGSJEmSlikD6DITERcCTxwPiNNZZGiU8fN6dY16xLM9Gtp5r+cdmblDHw2QJEmStAI4BXf5\n",
"2LpaZOiJ/U+3hS1XuG2G0NHG66D7vtCejjF8SpIkSWoygC599b/hrjBSfd1z5dmGOjx2rXDb1S26\n",
"ptd2jq7elZmRmW/voxFaQiJiTUS8JSLWLHRbtLzZ1zQo9jUNin1NAzTUel50Fm3D1LfGMGS/o55Q\n",
"wmO94NAwE0c9NwJbVceao55jTDFr+5TMvNc0GqGlZQ1wfPUszSf7mgbFvqZBsa9pUIZbz4uO94Cu\n",
"KO0ptPViQmNsOZo51qjT1Bly12fmtnPRQkmSJEnLlyOgCygito6Id0TE9RHxm4i4OCKePn/v2N5a\n",
"pQ6fddiMxrE6aNYr4fZ0iuFTkiRJUj8cAV1YHwUOA94N/Ag4AvhCRDwtMy+am7doLzJUB8rNbDm6\n",
"2WuF285Rz19l5k5z00ZJkiRJK4EjoAskIg4A/gg4OjP/KjP/Dfg94BrgxNm/Q/1P27XIULt8iPHw\n",
"Wes5bXwMWGv4lCRJkjRdBtCFczgl8X2oLsjMDcDJwIERsefsLt9csba9yFBzn8/2PaD1NNzOFW4v\n",
"yszhzDxvdm2TJEmStBI5BXfhPAq4OjPvbJVfWj3vD1w3vUu2Fxmqy7oWGao1g+oQW261AsDGzNx6\n",
"em2RJEmSpIkcAV04a4AbOsrrsj2mf8n2yGYdSCdbZKi5tUpn+DzX8ClJkiRpLjgCunC2ATZ0lN/d\n",
"OD4DdQjtWjioa5Gh6FGXOzJzh5m1QZIkSZK2ZABdOOuBrpHF1Y3j/dh5y6LOQNmjvL0SLgC/Bu6I\n",
"iGv7bINWhlXV89kRsWlBW6Llzr6mQbGvaVDsa5qtetXQqexSPXdkhMXBALpwbqB7mu2a6vn6Pq8T\n",
"U1eZth2qh9Rl94VugFYM+5oGxb6mQbGvaVDmIyPMCQPowrkceGpEbJ+ZdzTKH189f7vP62ygjKQm\n",
"cGsf9TfT42ZPSZIkSYtSvyOgO1PCZ9etfotCZHZOwdQ8q/YBvRh4U2a+syrbGvgesC4zn7CQ7ZMk\n",
"SZKkueYI6ALJzG9ExKeBt0XE7sBPgJcC9wOOWNDGSZIkSdI8cAR0AVUjnn8H/DGwE/Ad4LjM/OKC\n",
"NkySJEmS5oEBVJIkSZI0EEML3QBJkiRJ0spgAJUkSZIkDYQBVJIkSZI0EAZQSZIkSdJAGEAlSZIk\n",
"SQNhAJUkSZIkDYQBVJIkSZI0EAbQJSoito6Id0TE9RHxm4i4OCKevtDt0uISEdtFxN9GxDkRcWtE\n",
"jEXES3vUfXhV746IuCUiPh4Ru/ao+/KI+GFErI+IqyPiqB71doyID0XEuoi4MyLOj4hHzeX3qMUh\n",
"Ih4XESdFxPerf+trIuK0iNino659TTMWEb8VEZ+OiJ9ExF1VH/paRLy4o659TXMqIo6t/l/63Y5j\n",
"9jfNSEQ8tepXXY8DWnWXfD8bma8La959FDgMeDfwI+AI4AsR8bTMvGghG6ZFZTfgOOAa4NvAU4Fs\n",
"V4qIvYCvALcBxwDbA28E9ouIAzJzU6PuK4F/AU4H/gl4CvDeiNg2M09s1BsCzgIeCZwI3AK8Gvhy\n",
"RDwmM38859+tFtJfAQcCnwauANYARwGXRcTvZub3wb6mOXE/4F6U/w9eD2wLHA6cGhEPyMwTwL6m\n",
"uVf1qTcDd9H6f6n9TXPkPcClrbKf1F8sm36WmT6W2AM4ABgD/rJRtjUliF600O3zsXgewFbA7tXX\n",
"j6n6zUs66n0AuBPYq1F2UFX/FY2ybYCbgc+2zj8VuAPYsVH2h9X5z2+U7QrcCnxyoX82Pua8rx0I\n",
"jLTKHgKsB05tlNnXfMz5gzKj63LgmkaZfc3HXPez/wS+CFwAfLd1zP7mYzZ966ntf+se9ZZFP3MK\n",
"7tJ0ODAKfKguyMwNwMnAgRGx50I1TItLZm7MzJuqlzFJ1cOAz2fmtY1zvwRcTfnFVHsasDPlF2DT\n",
"+4HtgGc1yg4HbszMMxvXvBn4FHBoRKya5rejRSwzv56Zo62yHwM/AB7WKLavac5l5hhwLbCpUWxf\n",
"05yJiKdQ+tTrKP8/bc8msr9pLkREbB8RvWapLot+ZgBdmh4FXJ2Zd7bK6yH7/QfcHi1h1QcWuwHf\n",
"7Dh8KaW/1eqv23Uvo3x6tn+r7mU9rrktsO9M2qulIyICuA/lU1j7muZURGwbEbtGxIMj4vXAWsr0\n",
"Mfua5lREDAPvAz6c1e0EreP2N82VjwC3A+ur+zAfUx9YTv3MALo0rQFu6Civy/YYYFu09K2pnnv1\n",
"qZ0bn36tATZXn4zdIzM3Uu4ZaPY9+6leTPl3Pq16bV/TXHoXcBPl9pN3AK/NzHpmkH1Nc+nPKfce\n",
"H9fjuP1Ns7WBcq/ma4HnAH8N7Ad8NSLqsLhs+pmLEC1N21A6atvdjeNSv+r+MlWf2lQ9b+xxnQ1M\n",
"7Hur+7imlqmIeBhlqs/XgI9VxfY1zaV3U6aI7UH5sOOkiFifmR/DvqY5EhG7AG8F3pqZt/SoZn/T\n",
"rGTm14GvN4o+HxGnUxb1extwCMuonxlAl6b1lEWH2lY3jkv9qvtLP31qPWVhoy6rmdj37KcrVETc\n",
"l7Ki3m3A4VmtaIB9TXMoM68CrqpefiIizgX+OSJOw76mufP3lNsI3jdJHfub5lxm/iQiPgs8r7ql\n",
"Zdn0M6fgLk030D0cXg/NXz/Atmjpq6dYrOk4tga4JceX9b4BGG7vNxURW1Fudm/2PfvpChQR9wbO\n",
"BnYAnpGZNzYO29c0n84A7k1Z9Mq+plmLso/xKyjhc6+IeEBEPIDyh/lWEXH/iNgJ+5vmzy8oQXI7\n",
"llE/M4AuTZcD+0bE9q3yx1fP3x5we7SEZeZ1wDrgcR2HD2Bif7q8em7XfSzl90mz7reBR1ef2jU9\n",
"nrKH2tUzbbMWp4hYDXyOsv3KszPzyuZx+5rmWT1NbMy+pjmyJ6UPvBf4aeNxAGVhlp8Bx9nfNI8e\n",
"BKzPzDuXUz8zgC5NpwPDwJ/VBRGxNXAEcHHVQaXpOAN4drXBMQARcRCwD/DpRr3zKftCvap1/qso\n",
"v6TOapSdTlkB9fmNa+4KvAD4XONTOi0D1SqRp1H+h/WCzLykR1X7mmYlInbrKFsFvISyuEa9Sql9\n",
"TbP1XeB5wHMbj+dR+tg11euTq7r2N81Yj99rv0NZkOi8RvGy6GcxfmuOlpLqHpfnURZh+AnwRrIV\n",
"YwAACf5JREFUUsqnGgdl5oUL2TYtLhFxFLAjZXrFnwNnMv7J13sz89fVL7LLgV8B7wG2B94E/Bx4\n",
"XPOXT0S8irK4zOmUX4pPBv4EeHNmvr1Rbwi4EPht4B8pfxi+GtiruuaP5ut71uBFxD9TVu/7HBP/\n",
"JwhAZn6iqmdf06xExGco/eYrlKlh96UsQrQvcERmfryqZ1/TvIiILwO7ZOZ+jTL7m2YsIs4HfkNZ\n",
"iOgm4BGUgaYNwIHVPe/Lp59lpo8l+KDcLHwi5X++64GLgd9f6Hb5WHwPyhShseqxuXrUX9+vUe8R\n",
"wDnAndUvn48Du/W45p8CP6SskHY1ZfuDrno7Ah+mTBm5k/KJ3KMX+mfiY1762QWNvtV+bG7Vta/5\n",
"mE1f+yPKH1M3UFZ5vJnyaf5BHXXtaz7m/FH9vruio9z+5mOmfeo11d/yN1e/166lrCD/oI66S76f\n",
"OQIqSZIkSRoI7wGVJEmSJA2EAVSSJEmSNBAGUEmSJEnSQBhAJUmSJEkDYQCVJEmSJA2EAVSSJEmS\n",
"NBAGUEmSJEnSQBhAJUmSJEkDYQCVJEmSJA2EAVSSJEmSNBAGUEmSJEnSQBhAJUmSJEkDYQCVJEmS\n",
"JA2EAVSSJEmSNBAGUEmSJEnSQBhAJUmSJEkDYQCVJK04EfE/EfGRhW5HW0R8ICLOW+h2DEJEvCUi\n",
"xqZ5ziMiYlNE/NZ8tUuSNL8MoJKkZSkinhARx0fEvTsOZ/VYNCLigcDLgRMWui0DNK1/g8z8AXAW\n",
"8Nb5aY4kab4ZQCVJy9UTgOOBrgC6L/CKwTZnSv8b+Glm/r+FbsgAxQzO+VfgeRHxoLlujCRp/hlA\n",
"JUnL3RYhJzM3ZebmhWhMl4hYBbwY+NRCt2UJ+BJwG/DShW6IJGn6DKCSpGUnIt4CnFi9/FlEjFWP\n",
"+1XHJ9wDGhEvq44/KSJOioibI+K2iPhgRKyKiJ0i4uMRcWtE3BIR7+h4z6GIeF1EfD8i1kfEjRHx\n",
"rxGxYx9NfhKwC/DfHdd9TXXNu6r3vzQiXtiqs2dEnBIRv4yIuyPiexFxRMe1Vlf3Xl5dtfH6iDij\n",
"OZoYEdtFxDsj4hfVta6MiDd0XGssIt4XEc+t3q9+37UddZ9UtXt9RPw4Iv6s64cQEb8fERdWP/s7\n",
"qveeMCU5MzcBXwYO7fnTlCQtWiML3QBJkubBGcA+wAuB1wE3V+X1c697QN8HXA/8NXAgZZru7cCT\n",
"gR8DxwDPAt4UEd/LzFMb536QMip3CvDPwIOAo4BHRcQTM3N0kvY+oWrP5c3CiHgF8B7g08C7gdXA\n",
"7wAHAP9R1bkPcDGwGXgvsA54JnByROyQme+p6g0Dnwd+rzr33cAOwNOB3wJ+GhEBfBZ4KvBvwLeB\n",
"ZwD/GBF7ZuZfttr9JOD5wPuBO4HXAmdExP0y89bqffcDzgN+SZkSvQr4W+AmGv8G1cJCn6/e8zhg\n",
"A+Xf8AkdP6/LgEMj4l6ZeeckP1dJ0iITmYtqDQZJkuZERLyRMgr6gMz8eevYz4ALMvPI6vXLKMHx\n",
"nMx8ZqPeRZQg+i+Z+RdV2RDwP8BPMvNpVdmTgK8AL8zM0xrnHwycA7w4M/9jkraeCqzNzN1b5f8F\n",
"PCgzHznJuf9GCYn7ZeZtjfJ/Bw4B7puZG6oR0ZOB19ehtONahwKfAY7NzLc1yj8FHAbsk5k/rcrG\n",
"KCHxEZn5s6psP+A7wGsy8/1V2WeAg4GHZua1VdnDgO9R/g4ZrspeB7wL2LUOr5N8zy8EPgkckJnf\n",
"nKyuJGlxcQquJEnjTm69/ka7PDPHgG9RRjhrL6CMlH4pInatH5SRuruAp03xvrtQ7mtsuw3YOyIe\n",
"23VSNWJ5GPA5YLj13udRFmB6dFX9MMro6PsmacczgVHKSGrTOyn30h7SKv/vOnwCZOZ3gV8DD6za\n",
"NwysBf6rDp9VvSuBczu+V4DnViF/MnXdXaeoJ0laZAygkiSN+3nr9e3V8y86yndqvN6HEvZu6nhs\n",
"B+zWx3t3rQj7DsrU1m9U922eFBHNKam7Ve/7yo73PYUyxbUeVX0wcFUVoHu5P3B9Zt7VKr+yer5f\n",
"q7z984ISDuufzW6UacM/6qh3FRO/59OAiyhTf2+MiP+IiBdUIbutLnMalyQtMd4DKknSuF4r43aV\n",
"N4PRECX0vajH+eumeN9bKPd1TpCZV0bEQ4FnU6bZHga8OiLemplvYfyD5FOBj/W49hVTvHfbdLZG\n",
"6fXzmvb2Kpl5d0Q8hTJa/CzK9/tHwPkRcXArONcB92YkSUuKAVSStFwNcnTsJ8BBwNcy8+4ZnH8l\n",
"8KKI2D4z72geyMzfULZn+VS1XcuZwLER8Q+UYHsHMJKZ50/xHj8GHh8RI5MsiHQNcFDH4j4Paxyf\n",
"jnXAesq+q20PpfVvlGVhivOrxxsi4hjgBEoo/VKj6gOBMeDqabZHkrTAnIIrSVqu6mmkO01aa+aa\n",
"4ek0YJiyeusEETESEfee4lpfo4waTrjXMyJ2mfCGZQuSH1YvV1V7mZ4BHFatItt+7+bU3zMo90we\n",
"NUk7zqq+j3ad11MC39lTfB8TVO07l3Jf596Ndj2ccm9os61d/07fqZ63apU/BvheO6xLkhY/R0Al\n",
"SctVvTrqCRFxGrAJ+Gw1ojjtKaId7rlGZn4lIj4IHBMR+wNfrN5vH+BwyvYkZ05yrYso03CfDlzQ\n",
"KD8vIm6gBNRfAg8H/gI4q3Gf5tGUEcJLIuLDlIC6M2XxoYMoCxwBfBx4CfCuiDgAuJByf+pBwAcy\n",
"87OUxYwuoPzMHkCZvnsw8Bzg3c0Fh/r5uVSOp0yn/WpEfICyDctRlFVwm6v7Hh8RT6aE4J9T7l19\n",
"NeX+2wvvuXgZBf5fwEl9tEWStMgYQCVJy1JmfjMijgP+nBKAgjJ18+d0T8/tVdZXeWa+KiK+RVkQ\n",
"6ATKarI/o9yfedEUbd0YEZ+krKZ7bOPQvwIvpoxA3osSxt4D/H3j3JuqQPk3lD0570sJs98D/k+j\n",
"3lhEPLO6/oso95PeAnyV6j7RzMyIeA7wVsr9l0dU38MbM/Ndk30PrZ9N83v7bkSspWyx8tbqe/gb\n",
"YA9gv0bV/0tZBOlIykjtOuDLwPGtkc6DKKPave55lSQtYu4DKknSIhARD6TcC3pIH/dzrljV3qib\n",
"M/OwhW6LJGn6DKCSJC0S1RTVB2fm2ikrr0DVvaPfAfbPzB8sdHskSdNnAJUkSZIkDYSr4EqSJEmS\n",
"BsIAKkmSJEkaCAOoJEmSJGkgDKCSJEmSpIEwgEqSJEmSBsIAKkmSJEkaCAOoJEmSJGkgDKCSJEmS\n",
"pIEwgEqSJEmSBsIAKkmSJEkaCAOoJEmSJGkgDKCSJEmSpIEwgEqSJEmSBsIAKkmSJEkaCAOoJEmS\n",
"JGkgDKCSJEmSpIEwgEqSJEmSBsIAKkmSJEkaCAOoJEmSJGkgDKCSJEmSpIEwgEqSJEmSBuL/A8bU\n",
"+VwlTRVhAAAAAElFTkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10826a290>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p.plot(time, distance, '-o')\n",
"p.xlabel('time (seconds)')\n",
"p.ylabel('distance (m)')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I paused my GPS for a while after my warmup lap, but I left it running during the other rests. Strava can figure out when I wasn't moving, regardless of whether I paused the recording. This is the \"moving\" stream:"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x108707450>]"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAA4AAAAHRCAYAAAA7edcsAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAAewgAAHsIBbtB1PgAAIABJREFUeJzs3XuYZXV95/v3d9fu5iYCLeAgzWSSiWicxIgDGp1xckwQ\n",
"EB0MapyJRu1IEsY8xjGaGJA40TyjmJjLiNGceEE0nmNC1INXbsY4mUzUNBFjJnEgOXOc0ICCNI1c\n",
"Guiq+p4/fmv1XnvVWrt2VXd13d6v5+ln773Wb61aG5HuT/9+v+83MhNJkiRJ0sY3WO0HkCRJkiQd\n",
"GgZASZIkSdokDICSJEmStEkYACVJkiRpkzAASpIkSdImYQCUJEmSpE3CAChJkiRJm4QBUJIkSZI2\n",
"CQOgJEmSJG0SBkBJkiRJ2iQMgJIkSZK0SRgAJUmSJGmTMABKkiRJ0iZhAJQkSZKkTcIAKEmSJEmb\n",
"hAFQkiRJkjYJA6AkSZIkbRIGQEmSJEnaJAyAkiRJkrRJGAAlSZIkaZM46AEwIo6KiDdHxDURsTsi\n",
"5iPi5T1jv68ad29E3BURH4qI43vGXhARX4+IvRFxc0S8qmfcsRHxnoi4MyLui4jPR8RpPWOfHhF/\n",
"HhH3R8TtEfGOiDhq+d9ekiRJktaulZgBPAF4I/A44KvVsWwPiojtwJ8B3wNcDPwm8Bzg+ojY0hp7\n",
"IfBe4G+AVwFfBC6LiNe3xg2AzwA/AVwGvB44EfhCRHxva+yTgD8BDgd+AXgf8LPAHy/ze0uSJEnS\n",
"mhaZC7LZgd0wYitwbGbeERH/EtgJ7MjMD7XGvRt4GfD4zNxVHftR4Hrgwsx8b3XsCOAW4C8y87zG\n",
"9X8A/BhwSmbuqY69CPhD4IWZ+fHq2PHAzcDVmfmSxvWfBZ5Y/fz7qmMXUILm2Zl5/UH9ByNJkiRJ\n",
"q+ygzwBm5sOZeUf1MSYMfQHw6Tr8Vdf+CSWsvagx7pnANuDdrevfBRxFmTWsvRD4Zh3+qnt+G7gS\n",
"eF49sxgRjwTOBD5ch7/Kh4D7Wj9fkiRJkjaEVSkCExEnU5aK3tBxeifQ3LNXv2+P/QowDzypNfYr\n",
"Pfc8Eji1+vwDwLB9z8zcR1m22rlnUJIkSZLWs9WqAnpS9Xp7x7nbgW2NfYAnAXPVTN5+mfkwcBfw\n",
"mNZ9++5JY+ykn//N1j0lSZIkaUMYrtLPPaJ6fajj3IONMfuq14d77vNQ415QCrosds9pfv4RHcc7\n",
"RcT9wGGUQje7p7hkjjJzKUmSJGl9GAAzU4zbRtkG91BmrsnuAqsVAPdWr4d1nDu8NWYvsLXnPoc3\n",
"xtVjp73npJ//QM/P63IYo38ZTlzCdZIkSZI2pq6csSasVgCsl16e1HHuJOCuaj9ePXYmIo5vLgOt\n",
"qo1uA25r3bdr+Wb9c25rjJv082/rON6nLqM6R1mSuhhnALVcWyh/yXAHZXZcWin+u6ZDxX/XdKj4\n",
"79rmdDy9QSxY2q6vuerXnfWBO3oGPooyOXRwWy0cRKsSADPz1oi4Ezij4/RTGPUPBLixej0DuLpx\n",
"/HTKVGxz7FeBZ0RE5Hh/i6cC91MqjAL8D2C2uudH60FVqHwSpZXEtHZT/oNyV2Y+egnXSUsSEU8G\n",
"/gp4dmZ2FTuSDgr/XdOh4r9rOlT8d23ziYhbYOawEtrahsCrgd9axp1fC7wTmH1CZi6Y/ImIb1Gy\n",
"wTRbw1bFahWBAfgY8NyqITywvw/gYxlvxv55yj/AV7aufyUl1H2mceyjwKOB5zfueTzw48Cn6lnF\n",
"zLwH+BzwkxHxiMb1L6W0lrAZvCRJkrQORcSDMLN9PPw1u9PNUjrCLcezquv5j8u8wapbkRnAiHgV\n",
"cCyjedXzIuKfVu8vy8zvAG+lBLM/jYh3AEcDvwR8DfhAfa/MfDAi3gi8KyKuBK4DngG8BHhD3QS+\n",
"8lHgS8AHIuIJlCWZP0f5X/xXW495CfAXwH+NiPcC2ymR/trMvO4g/GOQJEmSdIhExEXAWyAGC2f+\n",
"2isyty3zpxxXv/n+Zd5g1a3UEtDXAd9VvU/gfMqsXFKarX8nM3dFxA8Dvw28jVKR89PA6xr7/8oN\n",
"Mn8vIvZV9z0P+EfgNZl5WWvcfEScC7ydMq97BPCXwMsy8+9bY2+MiDOBX6+e4TvA+4CLD84/AkmS\n",
"JEmHQkTspGwRY7rtd8tdoXl3/eZ/LPMGq25FAmBmfveU4/4OOGfKse+jBLTFxu0Bfqb6tdjY/w78\n",
"62l+viRJkqS1JyK+A8Ojq6WZUxhSdoM9exk/7frq+tl3LOPiNWE19wBKkiRJ0rJExFkRMQeDKcJf\n",
"UIJbUMZewdILwu6rrpud7yoAs14YACVJkiStKxFxDXBt2e83qcNaXfwlKfsC6wWQu4HPLvGnfoZq\n",
"Ceinl3jhmmIAlCRJkrRuRMRumDm7fJq036/dji8ps3jD6tdbFrm+KavxQzLzeUt85DXFAChJkiRp\n",
"zRst+Zw5rru/39hoyph6BnDY+LWFsgx0J6Vd+FX0LwfdV51/CnADMHtzz8B1Y1UawW8wc61XaaXc\n",
"Dry5epVWkv+u6VDx3zUdKv67ts6NqnzWwW4x2XgdMr5HcJbSLGAvcCOlYcFxwA5Kn7/jKEs9r6fs\n",
"+bu7ugc3Z+bjFvnBaz4bROa0057qEhG7gJOBWzNz+2LjJUmSJE0vIvbAzDGLZ6oB4/sBZyiBcZ6F\n",
"+wTrUNgMh+2guP/z/87Mfzbls675bOASUEmSJElrUkQ8PF34m2E85A0ps3+zHcdhFPRmO47VZr+e\n",
"mTFt+FsvDICSJEmS1pSIuKjs92PLdKspm2Pqmbtm8BtQQmIz5NX7Axe0kEjg7Mx8wpIeep1wD6Ak\n",
"SZKkNSMibgJOnWIkC6t4tpdxdh2rr+vcCndvZj5yykddl5wBlCRJkrQmlP1+wynCX73Es/l5yMLZ\n",
"wnb4a7eGGHPzRg9/YACUJEmStAZExD4YHNOxJLM9kvG9e3Xwm2UU7oLumb/e5aSXT1Hhc0MwAEqS\n",
"JElaNY39fsOF1Tq71CGvWcWzOas3qH61g2TXzF/MU/b7XbC0p16/3AMoSZIkaVVMv99vhvHZu7rF\n",
"Q3s+q2+/X6fdmfOPmvJRNwxnACVJkiQdchFx33T7/eqlm3XVzmaLh4eBrY3jzfA3YEL4uzwzN134\n",
"A2cAJUmSJB1ipb/fYMvk/X7tap1Jd5XP+cb55rWdy0lnM3PL0p9443AGUJIkSdIhERFnjfr7Tdrv\n",
"167WOUMJf+1rmoGw2kYI9Mz83bPZwx8YACVJkiQdAhFxDXAti2aQer9f15LPZgDsavHQO6N4Q2Ye\n",
"u9Rn3ohcAipJkiRpRZX+fjPHTGjD0FCP6VvyOWDUCmL/T6Dn3gmck5nXLe2JNy4DoCRJkqQVU/b7\n",
"zWyZHP66qnUutuSzeV3nks/dm7XQyyQuAZUkSZJ00I32+8Ui4a+932/IqLn7Yks+e6t8Xmv462YA\n",
"lCRJknRQRcRO9u/36w1pjIJetD43m7sP6N7f1xsqL87Mc5bx2JuCS0AlSZIkHTRL2+83y6joy6T9\n",
"fvW9JjV2H8zD/LPd7zeZAVCSJEnSQRER+2BmODn8DRhf2lmHv2n3+3X6VubcP1ni425KLgGVJEmS\n",
"dEAi4v0RMQ8sEv5mWLivr56TmrTfb8Ai+/0Mf1NyBlCSJEnSkkTEo4BfBP4V8HRKsltEO9TV+/2y\n",
"8XmehS0eoKdpvC0elsEAKEmSJGkqEfEZ4NmMqrbQvXdvwZXVmGHrtW2e0SLFiUs+H8rMw6d8bDUY\n",
"ACVJkiRNVAq7xDHlU3MPX9ds3diVjPfpq8Nfe5loMxDOs0io3JWZp0z/9GpyD6AkSZKkThGxMyIS\n",
"OGYU4uqABpNbPLT79M1U1zX38wXd+/16w9/lhr8D4wygJEmSpAUi4j7gqFFomweOBO5j8SWfXfv9\n",
"5hnN/G2tzk+73y8S0v1+B4EBUJIkSdKYsuRzeFQJZ82A9p1prmbx/X7z1a+ZxjW9s4n7Mue3Tvno\n",
"WoRLQCVJkiTtFxE3AceMQlsd0g5b7MrqdSn7/eoegL3h787MNPwdRAZASZIkSQBExDXAqaMjA0pI\n",
"m6neR+d10+33g4WzgTNMWE56bWaeOPXDayouAZUkSZJERFwEnD1+tN6PNwfs7bmyDnX1Ms5p9/sF\n",
"PU3j7e+3ggyAkiRJkoDBpT0N13vUgW+WMpNXL+ecdr9f57LPfS75XFkuAZUkSZI2uYjYu7Tw117a\n",
"WYe/9j3c77fWGAAlSZKkTSwi7gAO7z5bx4UZ4AhKgDuC8aA3ZLSwsH3c/X5rjUtAJUmSpE0qInYC\n",
"J3SfrQNcvbxznoWzd339/rr6+7nfby0wAEqSJEmbUFX05fSFZ+rA1+7h91D1uhfYwmj/X9s8o5nD\n",
"if397s3MRy79yXUgXAIqSZIkbUpx6cJjdfir2z3UIXBr9frI6v0jWRj+mmFxnkX2+91g+FsdBkBJ\n",
"kiRpk4mI+xaGs7otQ7OdQ93L72FKuPtO9f4u4FGN69pLQbuWgALEPHBxZp5xcL6JlsoloJIkSdIm\n",
"EhE3AUctPJON13ovX13UZSuwrzpXVwC9pzp3GKPloe177fcg8JOZ8x87oIfXAXMGUJIkSdokqn1/\n",
"p04e1Q5/MCoAM9N4X8/wPciox9+YPcCvAYdn5hGZafhbA5wBlCRJkjaIiDgaeBnwXMo6zE8BH8rM\n",
"eyPivwD/ceFVzeWb7aWcA8aXc/Y1e9//+VPApcBXMrM9Lag1wAAoSZIkrXMR8XZKuNvSCmhnw+B3\n",
"IyIZVXZpqHvz1VU9m60a6vBXH6v3Bnbt7RsA89dm5nkH+l20sgyAkiRJ0joVEdcAZ49C3zZgB3Bm\n",
"9f5zwK8Aw1gY3AaMir7sY7xlQ1TnZxuf+yp6zgBzuzLznIPwlbTCDICSJEnSOhQRtwDby6fTgEuA\n",
"cymzebVfAI6g9O4bu5rRHr+66MuWxrh6ZpDGmM6nAObuzcxTlvMddOgZACVJkqR1plTyHDbC35dZ\n",
"uMLzr4Ev9tyhGejqoi97KWFxHwv3ATYLwozdZ95+fuuLVUAlSZKkdaRa9nlqCWmzlJm/ju19fJDS\n",
"oqFt2Ho/yyjg1eFvyGgZaF/4A+DZS3l2rT4DoCRJkrROlDYOcfboyDbKss+2WeAPWLh0s1n0pavi\n",
"Zz1+llHLhy4zAJdn5nVL+gJadS4BlSRJktaBiDgLuHQU0oaUgi9bOkbfBny7fQcWFn1pnmsXfemq\n",
"9glV0ZcbMvOCJX4FrQHOAEqSJEnrwuCa8c+zlGqfXfZ0HMvG6xA4vPocTF/0ZQDM3Z2ZZyz+vFqL\n",
"DICSJEnSGhcRD8N8x0a/bT1XHNv6XO/pq983i760w1/XfsL6+Px8Zvb9UK0DBkBJkiRpDYuIvXSv\n",
"8wR291z1GOB4SsCDEvC2Ml3Rl77ZvwSLvqx7BkBJkiRpjYqI+xit1WwZUhq99517aX2X6vUhyh7A\n",
"2pKLvlxr0Zf1zwAoSZIkrUERsQc4quNM9ToLXEGZxeuyg7LMs97zNwQe0bjHgFEgXLToy67MPGcJ\n",
"j681ygAoSZIkrTERcQtwTMcZxpdo7gY+23OXJwJPq24zTwl49wJHM33RlwDm7s/MU6Z/eq1lBkBJ\n",
"kiRpDYmIm4Dt3WebQa2e1XsL/QHuTcA9jC/t3Mv4nsBJkSDvzMxHTBigdcYAKEmSJK0REbETOLXn\n",
"bON9XcxlFtgJPBW4ioXLQc8CrgUeX13fbP7+cPXaue9vFrg4M09c4lfQGmcjeEmSJGkNiIhrIE7v\n",
"ns1rLv1shrjajcD5wHGUvX/Pqt7fDVwPfKu6fpbqTYw3ft/v74D/lJkfO8CvozXKAChJkiQdIhFx\n",
"JCWpvQI4EfgH4PeAF0Oc3R3+moGvvXevff5u4J3A7/Sc52bgXwDbYf7xwD+vTn4N+EpmPrTsL6d1\n",
"wQAoSZIkrbCIeC1ls17V0mF/KPt+4MfKbFzXUsx63JASDtsBsWs2sOtzALkrMx9XHfxG9UubjHsA\n",
"JUmSpBUSEe+PiHmI34JhFf62Aa+mVO98JSWcdYW/eravDnnZGDfDwvAXdAsg77GSp8AZQEmSJGlF\n",
"VAVdTi+fEjgNuAQ4F9hSjXoR3cs+Zxj16KtD4IBSuGXAqG9fPXPYbg/RlA9m5rEH9GW0YRgAJUmS\n",
"pIOsFHQZVuFvAPwg8GXGZ+muBO7ruLoOf3Woa4a/rYx6+tUzh82wuMC+zDzigL6MNpRVXQIaEadH\n",
"xCci4raIuD8ivh4Rb4yII1rjvi8iromIeyPiroj4UEQc33PPC6r77I2ImyPiVT3jjo2I90TEnRFx\n",
"X0R8PiJOW4nvKUmSpM0jIt5fCrrUbRoepsz8tZdovq3rahaGvzkWhr+Z6vzE8DefmVsP6Mtow1m1\n",
"GcCI+AHgz4HbgP8C7AaeDrwZ+JfAj1XjtgN/RilpdDFwNPCLwA9ExFMyc1/jnhdSqih9FPhN4N8A\n",
"l0XEkZn5G41xA+AzwBOB3wDuAn4O+EJE/MvM/IcV/OqSJEnaoCLiIhi8Ynyv3jGUZZ9ND1JaN4xd\n",
"zWgZZx3+5hvHmuFvju4CMGOevYyvoA1uNZeA/nvKX2M8JzO/Xh17XxXOXhYRx2TmPcAbgCOA0zJz\n",
"F0BE/CWlockO4L3VsSMolZU+nZkvqu73/up+b4yI92Tmnur4C4GnAS/MzI9X119JKYv7ZuAlK/i9\n",
"JUmStAGV8BeXjsJfvVdvB6M9f7V2+IPxPXx1+Gveqz6/WPibAeYuzszrlvQFtCms5hLQvdXrHa3j\n",
"32Q0zw3wAkqo21UPyMw/oYS1FzWueyalpNK7W/d7F3AU8JzGsRcC36zDX3XPb1MWYj8vItr/D5Uk\n",
"SZJ6RcRZMLh0PMTVM3Zndlxx64S71eGuHSTrpZ51AZguA6rw17W+VFrVAHg58C3KLN0PRsQpEfHv\n",
"gP8AXJaZeyPiZOAE4IaO63dSSinV6vftsV+h/L/nSa2xX+m555HAqUv9MpIkSdrMBld3t3KAMkfR\n",
"dnLP2PbMXlf466v2OQDmrzX8aZJVC4CZeRvwr4DHU+bA/zfwEUr4e1017KTq9faOW9wObGvM1p0E\n",
"zFUzec2f8zBlj99jGodPmnBPWmMlSZKkXhHxAMxP+HP17o5j9dxFszBM17LOAdOFvxlg/ubMPGex\n",
"59XmtppFYB4NXF19/BlKSHsucElEfCsz30XZ+wfwUMctHqxejwD2Va8Pd4yrr29WFj18insu1ZaI\n",
"ePIU427PzK7wKUmSpHUmIvbQ+2fHQfXrcyysx3I48GRGi9Lqap9N7UDYF/4CmNuVmY+b9rm1NBFx\n",
"EqPJqUnW/Fay1SwC80bK3Pep1WwgwFVV0ZZfj4iPMNoneFjH9YdXr3sbr31lbg9vjKvHTnPPpTgR\n",
"+Kspxr0ZeNMy7i9JkqQ1JCLuoJT47FE3aL+C0vKhnQ0uBn6cUVXPdhGYZvjrm/0LIO/MzFOW9PBa\n",
"qguBX13thzgYVjMA/mvgxkb4q32KUirpScBN1bGutH0ScFejDcTtwExEHN9cBhoRWykLr5s/53a6\n",
"l3nWP6f9TNO4g+lK7Tr7J0mStM5FxC2UWhWLmKMsAf0s8LzWuRdS8uO9LC/8AeQ9mXniVA+tA/H7\n",
"wCenGHc1ZWJozVrNALiF8tcdXccBhpl5a0TcCZzRMe4pwFcbn+taumcwWloKcDpl7r059qvAMyIi\n",
"MrP5/6anAvdTKowu1b7M7CosI0mSpA0kInYC2xcfWf9Re0DpVnYeC5vB/zKl61k9bsDCIjB9xWW4\n",
"PzOPneaZdWCqLVyLTuRExL7Fxqy21awC+hXgyRHx2Nbxn6D8VcnXqs8fA55bNYQHICJ+FHgs8MeN\n",
"6z5P+euVV7bu90pKqPtM49hHgUcDz2/c83jKHPynms3lJUmSpFpEvJ8ywdB1tvG+nsWbpZSp2EmZ\n",
"a7iKUr6idjHwVsbDX32fieHvhsx8xDK+gja5GJ8AO4Q/OOKJwJeA7wC/SwlvzwXOAd6bmRdW47ZT\n",
"Zvf2AO8AjgZ+CfhH4IxmWIuIV1L6/n0UuA54BvBS4A3NcrjVPsM/B74feDulAM3PUf4m54zM/Psl\n",
"fI9dlL2Mt2bmFH8TJEmSpPUoIn4V4k0T9uJV7+uCLtk6P0MJeMdRdjw9q3p/N3A9ZZXhA9X4el/g\n",
"mDngw5m548C+iVbKesgGqxYAASLiKZSiKE+nFGD5X8AHgd/IzPnGuCcAv03ZN/gQZTbvdZl5Z8c9\n",
"fxp4HfDdlJD4u5l5Wce4Yynh78colZv+EvjFpS7jXA//I0uSJGlx1Z8PX0lpVXYX8AfAfwP+M/Dz\n",
"EIctHv5mKLN2k/b0dR3b//keykq1ZwAvBo6nTFy8JzP3LPe76dBYD9lgVQPgRrAe/keWJElSv4i4\n",
"AngJMOwPZn3LMZszdTOU4Ncct5SCLtzjnr71bT1kg9XcAyhJkiStmojYGTFIGL4cGJbC8a+mVOx8\n",
"ajXq0dXrpPBXL+9shr8BC8PfgAnhz4IuOiRWswqoJEmStCoi4j7gqBLITgMuAc5lVJD+PEpx+b7i\n",
"8ANG4S9ZGP6aBV2SRQq6PGBBFx0qBkBJkiRtKiX8DY8qoewHgS8zXsHzNZTw9sOU6p1tzTCXlD9S\n",
"Twp/nQVdavOZedSyv4y0RAZASZIkbRoRsQc4arQ08xIW9uZ7D2U56J903YGFe/zmGQ+AU4c/gGcv\n",
"4fGlA+YeQEmSJG0KEXEHcEz5NEMJeee2Ru2h9On7SUonsrE70F3dsxn+6vOLhb8ZgIsz87qlfQvp\n",
"wBgAJUmStOFFxE3ACeXTgBLmdjDa81e7khLqvqvjLpNaO9T3rANf833bAJi7vNmnWjpUDICSJEna\n",
"0CLiGuDU0ZF5Sng7s2P0TdXrg+27NN53tXaoi8LUn/uqfc4A89dm5gVTPLp00BkAJUmStGFFxPuB\n",
"s7vPbus49rjq9fDmXRgFuq7wN9M61hf+BsDcDZl5zsSHllaQAVCSJEkbUkRcBINX9I/Y3XHsRZSQ\n",
"97+rz0NGga5rT187/PUZAPM3Z+YZUwyWVowBUJIkSRtORJwFcWl37726SfvnOs4dS9kX+GFKf8DZ\n",
"amzd6L0Og8HC2cDepwHm78zMxy06VFphBkBJkiRtQIOru5dizlBCYQJXUCp+tr2SMjv4rOrzLAsb\n",
"vbdn/tqtJJrH8/7MPHEpTy+tFAOgJEmSNpSI+A7Md/w5t17CWVfo3A18tuMOv0WZ3ftTSteIIaP2\n",
"2e1G7/Wxvn1/+WBmPmI530NaCQZASZIkbRhVr7+jF56pq3TWBV2GwFbgLXSHtx8BdgKPoIS9h6vx\n",
"XY3eu5aZAvBwZh6x3O8irQQDoCRJkjaE8V5/TQNGIa0Of/OUULcTeCpwFePLQa8FzgK+1ThWt4+o\n",
"9wNOavTOzZl52LK+iLSCDICSJEla9xb2+tt/hvEZujr8zTfO3wicDzwaeC1wNfAl4DXAz1Nm/mhc\n",
"M1fdZ0H4S+CTmRkWfNFaNVx8iCRJkrR2RcTl9Pb6ay7vbFftHFACYH3sbuCdwO90XBPA/JuBbwD/\n",
"AmbngO8FHgX8BfDbmXnXgX0TaeUZACVJknRIRcRhlB4LJwO3Ajdm5kMTxg+Bx1B6NOwBbsvM2Yh4\n",
"IvAJGPyzCfvwKn3hr57Fq/f0tds6zFZj5y/PzDct/u2ktc0AKEmSpBUVEcdS1lL+BPA9MDxsPGgN\n",
"MyJuBN6amR9rXPdEYAcMd8DscaPxg3sjhvcD/2ThEs/9VzOa/WuHv2BUzKU9tm0GmLs2My+Y4qtK\n",
"a54BUJIkSSsiIq4AXgIMRyFsG7ADOLN6vxv4XMAVT4bdH43Ycj/M/hEMvx94CmybhR3D0fjPAb9y\n",
"NJxxdNm719WIvR3+5lrn2j38+sLfAJi7ITPPWep3l9aqyOz7F17TiIhdVMsXMnP7aj+PJEnSaouI\n",
"ncDp40fPAC4BzgW2dFy1j9KT7/XAzcAZ83DJYOH4p1MC2/nAL3fcp1mZs9n0HbrDX58BML8rM0+Z\n",
"YrAErI9s4AygJEmSDpqI2EPpnl4ZUrb7fZlR4/QuW4DnAb9OCYtfHiwc/9fAFyktG36m4x7NRu91\n",
"c/ZsnZ8m/AUwf4/hTxuRAVCSJEkHRWnCPmyEv7pv3iVMDn+1ZsDrGv9B4ETg3wB3ts61G70no72B\n",
"A8b3/NXH+grH5AOZeewUDyytOwZASZIkHbBRE/b2DNs2yjLOadQBr2v8LPBh4KXAF9o/ne5G7zAe\n",
"/upwOCn8MZ+ZR035wNK6YyN4SZIkHZD+JuxDSsGXrj1/bXXA+8me8bdRZv3OBP5X61y711+z0Xs7\n",
"/M2wSMuIZ0/xsNK6ZQCUJEnSskXERXQ2Ya+D15lT3qkZ8LrsqV63Ad/TM6auNNoMf3U4rMPfXMd1\n",
"VOe4ODOvm/KBpXXJAChJkqQDMLi0+3gdwrZNeZ9mwOtSb8nbDTyret/cJzhNo/e+8DcA5i7PzLdN\n",
"+bDSumUAlCRJ0rJExL5FllNSAts0mgGvy2OAEyh9AB9B2Ss4qdffgPHwN6nR+/wNNnrXZmEAlCRJ\n",
"0pJFxH0sWlBwCyWwTaMZ8LoMKfsDP0zpGfj66ni9rHNSr7+Jjd53ZeYZUz6ktO4ZACVJkrQkEXEL\n",
"sEilzCFwHHAFJbAtph3wuuwA7qA0jH8dsBV7/UlLYwCUJEnS1KqKn9sXnmn/sXIWuJ+ypPOzU959\n",
"B6OA1+WJwNOAt1FC30sYL/jStQ+wT95vrz9tRgZASZIkTSUizqK34mfXXsD7KROFb6F/GWZTHfAm\n",
"jX8T8CXg6cB5wMsbz1C3e5j0TADckJmPmOKBpA3HAChJkqRpXb3wULMJO5RZuOavY4GdwFOBq+hf\n",
"3rmvOv/tevx89/izgGur9+cDnwJ+gTJ7OGRCr7854IOZGe7502YWmdP8bYz6RMQu4GTg1szsWA4h\n",
"SZK0/kXEg8Bhk0e1l2DWTqa0ebif0ubh5ZRWDscBdwPXAx+kLBcdArP3w/BvYfYpsG0WXj7sGD8L\n",
"u4cQ34SZo2D26MYP/A7wLUqa/ATw+5m5B2mFrYdsYAA8QOvhf2RJkqQDERF3UEp0TtAX/prnjqS0\n",
"cLib8Zm9+vwAmN9VF2aJiCcCL4fhDphtNAgc7obZKygzel+LiCFwEmW6cQ9we2ZOUwlGOqjWQzYw\n",
"AB6g9fBGyYRcAAAgAElEQVQ/siRJ0mIi4lGU3gpnAQ8CHwE+AHweOH3hFc3A1w5/Xa0Yuq6Dxl69\n",
"L2TmM3uezYCndWE9ZAMD4AFaD/8jS5Ik9YmITwDPBQaTZ/Ga6nFbKHvuFuvDN9EN7snTRrEesoFF\n",
"YCRJkjahiLgpIhKG5wGDsjfv1ZQWDF+i7NOLjivrcDekLONcbvgbANiEXTrEhqv9AJIkSTq0IuIh\n",
"Shd14DTgEuBcyoxe7ZksbMUwoAQ+GIXALcDe6phN2KW1zgAoSZK0iUTEXhg2wt+XWTjTdyWjUNfU\n",
"bvcwqMYdQZkN7Nzb1yEfsgm7tDoMgJIkSZtEROwBDh8FtUvoXuZ5adfVjGYEh5SZwFnKRGId/urj\n",
"7d6AY+Yz8/DlPL+kA+ceQEmSpE0gIm4Bjhkd2UZZ9tn2IPDV1rG6wXr9frbxeb76PNN47Q1/AM9e\n",
"0oNLOqgMgJIkSRtcFf4aFQmHwA7G9/zVbmx9blb8bO/xGzAKgnNMriI6A3B5Zl63lGeXdHAZACVJ\n",
"kjawheEPSkg7s+eKWxvvB4xX/GwWhQnGi8IEk8Pf3M2ZecESHl3SCjAASpIkbVAl/EVPL7JtPVed\n",
"XF/NaClnHQIPqz7PsHA2sK+39ACYuyczHzfdU0taSQZASZKkDSgi7gC29wez3T3HT6tem9e1K37W\n",
"s331HyW7CsnU5vdZ8VNaOwyAkiRJG0w183dC/4gh8Lmec4cDT26NnQUeZmHFz6TMBPaFTOYzc+sS\n",
"Hl3SCjMASpIkbSCjPX9doazuADYLXEEJc10uboxvLvPsqvg5xwSXTPXQkg4ZA6AkSdIGERE3saDg\n",
"S60ObXUI3A18tudOL6R0jGiGu+Yyz8Uqfg4BbsjMt03x2JIOIQOgJEnSBhAROyFO7T7bnKmrQ+AQ\n",
"eAv9yzd/uXEuWFj0pS/8DYDZOzPzjGmfXdKhYwCUJEla50r44/TuMBeU8FfP4NUFXWaBncBTgatY\n",
"uBz0YuCt1dh2+Osr+hLA/A2ZeeIyvoakQ2C4+BBJkiStpogYAo8BjgX2ALdl5mx17hoYnD5q2TB2\n",
"JaNQmJQ/+s1RwtxWSmGXG4HzgeMozeGfVb2/G7iTshT07sY9B3T8rDngw5nzOw7ga0o6BAyAkiRJ\n",
"a1REnAa8FoYvgtlGNc3h3RFxBXAexD9fPPxB+WPffONYfU39+W7gncDvtK7ZP/N3NvBfYf4ZwIuB\n",
"44E/B96TmXuW8/0kHXoGQEmSpDUmIi6EmXcAh5WG7TuAMynvdwPvOw4+/gs9s3F0h7/mEs5B43yz\n",
"oEt7X9/+Sp8XZ+Z11cHP0d9DQtIaZwCUJElaIyLiLODTwJbSi+8S4Nzycb/rgI/TH/7ax7vCX70v\n",
"EEZN3bsMgLlrreYpbRwGQEmSpDUgIi4CLi0zbk8Gvkx3sZU3Vcf7Zv4mhT8YFYCpx/dVAZ0B5m7O\n",
"zHOmeX5J64MBUJIkaZWV8Ddzafk0R5n56wp/fw18se8uTF722XWsL/wFVfh73MQHl7TuGAAlSZJW\n",
"UQl/g0tHSzK3UZZ9dvlg311Yevjrm/0LIA1/0gZlH0BJkqRVUvb8DS4dLdscUgq+bOkYPQt8oOdO\n",
"Sw1/7Wv2PxGQNxj+pI3LAChJkrQKqvB37fievVlKtc8ut1FaAE7SNcvXdazziajC3xmL/BBJ65gB\n",
"UJIk6RCrqn1e213IZVvPVUsNf1AKuUwz8zegWvZp+JM2OAOgJEnSITdzTf+53T3Hj51wvyGjPYTN\n",
"Y33tHZoCmHfPn7RJGAAlSZIOoYh4GOZ61mEO6e+x/hhKCGxfWge9emZvycs+dxn+pM3DAChJknSI\n",
"RMReuiu8MGrO/iFgX8f5IfBTLCz40p75m3bZZwB5Z2aesthzS9o4Vj0ARsSTI+KTEXFXRNwfEX8T\n",
"ET/fGvN9EXFNRNxbjftQRBzfc78LIuLrEbE3Im6OiFf1jDs2It4TEXdGxH0R8fmIOG0lvqMkSVJE\n",
"3Acc3nOWEtIS+Dbw2Z677Gi8r8PfpAqgk/6ol3dm5omTnlnSxrOqAbDaAP1F4Hjg14BXA58GTm6M\n",
"2Q78GfA9wMXAbwLPAa6PiC2t+10IvBf4G+BV1b0vi4jXt8YNgM8APwFcBrweOBH4QkR870H/opIk\n",
"aVOLiDuAo3rOMh7iZoBL6Z61eyLwNBYu+4TuZZ9dRWYAuMfwJ21Okdn1H5dD8IMjHgncDPx5Zr5w\n",
"wrh3Ay8DHp+Zu6pjPwpcD1yYme+tjh0B3AL8RWae17j+D4AfA07JzD3VsRcBfwi8MDM/Xh07vnqe\n",
"qzPzJUv4HrsogfXWzNw+7XWSJGlziIibgFN7zjIKcTOMQts88EPAL1P+3rv5d97XAWe37tM189cb\n",
"/pz5k1bIesgGqzkD+GLKrNslABFxVDUz1/YC4NN1+APIzD+hhLUXNcY9k1I3+d2t699F+Ru35zSO\n",
"vRD4Zh3+qnt+G7gSeF57ZlGSJGk5lhb+khLi6uD2d8D5lD9Lvha4GvgSZdnn8xv3WVL4u9zwJ21u\n",
"qxkAzwS+A5xS/cfxXuCeiHh3RBwGEBEnAycAN3RcvxNo7tmr37fHfoXyX8EntcZ+peeeR9L7H2pJ\n",
"kqSRiDgyIp4XEa+tXo9snLsGoufPFEMWhr86tNUVOx+oXr9D2eFyLmX557mUWcDDqvOLLvt8EHhd\n",
"ZkZmXrCkLyhpwxmu4s9+bPXzrwLeR1nj8Ezg5yk1jl8MnFSNvb3j+tuBbRGxJTP3VWPnqpm8/TLz\n",
"4Yi4i1I7uXYS8IWee1KN/dtlfCdJkrQJRMRrgYtgeMJ4ABvW+/12Qzy+v/rmLKMQ2A5/dRXP+r4P\n",
"sbCq516q6p/7MnNrRAyBx0P+FHA6cDdlu8snM/MBJKmymgHwEZTZtt/LzNdUx66KiK3AhRHxn4Aj\n",
"quMPdVz/YPV6BKVW8hHAwz0/66HGvaBU4Frsnku1JSKePMW42zOzK9BKkqQ1LiLeD8NXlE/bKFU5\n",
"z6ze76b08LvsRJg9sTv8NZdrzjK+XHNQ/WqGvRlK0Gu3epgDuD8zHwGQmbPA/wBet+wvJ6lXRJzE\n",
"aHJqkjW/lWw1A+De6vUjreMfAS6k7Hz+n9Wxw1ioLqO8t/G6tednHd4YV4+d5p5LcSLwV1OMezPw\n",
"pmXcX5IkraKI+A5wdNlJcgllKWb7z3ozwDt67lCHv3rmLyiB72HGw1+9N7AOf50erMOfpEPiQuBX\n",
"V/shDobVDIC3AU8AvtU6fkf1elw1BrrT9knAXdXyTyjLN2ci4vjmMtBqRnFb41712OaS0OY9aY2d\n",
"1h3As6cY5+yfJEnrSNW26moYDkr4+zKjfXptP0N3aKuXddYhcNAYt5UyCzh1+Hs4M5ezWknS8v0+\n",
"8Mkpxl1NmRhas1YzAN5AWTOxHfj7xvE6mN2ZmbdFxJ3AGR3XPwX4auPzjdXrGZR/8LXTKf+VbY79\n",
"KvCMiIgc74PxVOB+SoXRpdqXmV2FZSRJ0joVERcBl4727V1Cf/j7a+AfO443w1wdAuuZv7poy2xj\n",
"3KLhr2sVk6QVVG3hWnQiJyL2LTZmta1mFdArq9d2Naqfpuzp+0L1+WPAc6uG8MD+PoCPBf64cd3n\n",
"KYvvX9m63yspoe4zjWMfBR5No4Zy1Qfwx4FPNWYVJUnSJlWqeM5cWj4lZUHRuROueG/HsXqmrw6N\n",
"zfC3ldHMINW4IRPC3z7Dn6QDtWozgJn51Yi4HHhFVbnqz4D/g9Kj762Z+c1q6FspwexPI+IdwNHA\n",
"LwFfAz7QuN+DEfFG4F0RcSWlPvIzgJcAb6ibwFc+Smmk84GIeAJwF/BzlP86b4i1vZIkafki4hYY\n",
"bB+FsSGl4EtffYdZ4EPtuzAq8JKMwt0s48s+mzN/7Wqf+81nZl+tA0ma2mouAQX4D5S1Ej9F6XT6\n",
"DeA1mXlZPSAzd0XEDwO/DbyNUr3z05R+NmMzdZn5e9W06+uA86p7j92vGjcfEecCbwdeTan6+ZfA\n",
"yzKzuRxVkiRtMhFxP8wcOT4TN0vZudLnNkpL4/13YbwK6JAS+Opj7fDXbua+wDR1BiRpUTG+BU5L\n",
"FRG7gJOBWzNz+2LjJUnS2jQq9hKD7hYOX6KUC+jyNeAHe861w92AEhDnes43zQBzF2fm2yY9u6S1\n",
"YT1kg9XcAyhJkrQmlP5+XAv0hD8opQb6HNu8W+P9YuEv6A9/A2DucsOfpIPJAChJkja1iNgJM6+Y\n",
"PGpIafLe5zHA8dX7OkC2w1/d968Z/vrC5gwwf0NmtovlSdIBMQBKkqRNqxR7mTl9QuVNRrN0V1AK\n",
"lXcZAi9lVF6hq6BL+1hf+BsAczdnZlcbLEk6IAZASZK0KS2s9NllhlFQ2w18dsLYHYz6/LXDXdds\n",
"YOdTAfO7MvNxE36QJC2bAVCSJG06JfzF9lGbhs5RjIfDIfAW+mfungg8jfH2DzN0h7+uewSQ92Tm\n",
"KYt/A0laHgOgJEnaVEr4Y3t/kIPuNg6zwE5KJdCr6F4O+qbW8Xr56KDxue/n5s2ZeWzPSUk6KFa7\n",
"D6AkSdIhExE3lZm/xdpg1ednWDgTeCOlffFxlGWfz6re3w1cDzwCeIDxCp/zjHr+LXAP8KLMvG6J\n",
"X0eSlswAKEmSNoWI+Apw6uTiK80lofX+v749gnuAdwK/0zg2rMZndT23QjwKOLx1n4eAjwNvy8yv\n",
"Le2bSNLyGQAlSdKGFRFDStB6LkRMbrvQ3u83zygQRuNXPavXFQ7r8EfC3DmZeV31DNuB760G/QOw\n",
"KzP7GgBK0ooxAEqSpA2lClznAx+hmoabvPeuq9hLu2hLu4VDfb/2PRPgocw8fP+REvS+Uf2SpFVl\n",
"ERhJkrTuRcQwIn48Iu6nVGG5kv3hb8DkPX9dxV6a2uGv2RpigXua4U+S1hpnACVJ0rpTzfL9M+An\n",
"gdcDR4yPqP+IM0t3q4f2jGBXsZf6Pu3w19s38Gb790la6wyAkiRp3YiIfwVcDpy68Gwd4mZZOIs3\n",
"dhcWzvrNMx7s+pZ99oa/yzPzgokPL0lrgAFQkiStadVs33+D+KGFZ+vQN6la59jdWBj+5hrHuoq9\n",
"1Dqbt89DPtsWDpLWCwOgJElakyLih4D/xv4/r7R7800b+vbfkaXv95tUPIa9mfNHLuEBJGnVGQAl\n",
"SdKaERFHAn8KPGV0dKb6Nc/SQ9/+O7N4+FvSfr87M/PEZTyIJK0qA6AkSTrkIuIw4F8DzweOAbYC\n",
"L2CsQvmQUeBbTuhrWmr4G0z6mRZ7kbRuGQAlSdIhExEvAN4FPLp/CWa7kMvEmbglmib8BRMqhxr+\n",
"JK1r9gGUJEkrLiIuiohZGH4UeDRsY3+bPqCEsDroTT0Tt4iZ1udpwh/0FHvB8CdpIzAASpKkFRUR\n",
"7wcuBWbgNOAq4Lsowa7Zr68r6HXNxE3S/KPNHCW4wfQzf10Mf5I2DpeASpKkFRMRF8HwFeXTacCX\n",
"KYHqfCZU11zOT6ru1w6MyajVQ9OSZv52Gf4kbRQGQEmStCIi4iyIS0dB6xJKoHoJByf8NSt7tu/X\n",
"/CPOPJOLwPS1eggg78zMUw7wQSVpzXAJqCRJWiGDq0fBahtwbvX+/17KPVqfm8s026FthhLu6oBX\n",
"/2rOCk4b/gDyBls9SNpoDICSJOmgi4gHYL76c8YQ2AFsAb69xDsl48VcJoW+ZLx6aNOAhU3eBx33\n",
"A+BB4OzMPGOJDytJa55LQCVJ0kEVEXuAI0ZHZoEzq/fvm+IOA0azdl2N3+tWEVTj+qqEBqPQN986\n",
"3rVfkF3AczLza1M8pCStS84ASpKkgyYibqE0dm/ZVr3+3aSrq9d2MJuh9Invmumbb10Lo7/frse1\n",
"jc36zQKvBrZk5imGP0kbnTOAkiTpoIiIncD27rO7q9cntK9i8UIu88DDXT+xcU1zeWcz9PU2kb8O\n",
"OC8zH+p+XknamJwBlCRJBywirgFO7z47BD5Xvf9pll7IpZ7lO6xjbK0d+mpj4e9/AsdlZmTm2YY/\n",
"SZuRAVCSJB2Q0ug9zu4fMQtcAewDjqf7jx/TFHKZa4yFKUJfAn8PHF+Fvu/LzD0TvookbXgGQEmS\n",
"tGyl19/gFf199Gq7gc9W719cvQ7pn+1r3qMd+GYZD3zQCH0PAL9OCX2DzDw1M++a/htJ0sYWmQej\n",
"EevmFRG7gJOBWzOzZ9+DJEkbU8RgDrLjL5Sb+/PqAHca8OXq3Ba6Z/lq7X59E80CP52ZH5z2Akla\n",
"CeshGzgDKEmSlqX0+usKf/VSThgVYZkFdgJPBa4CfqDnrost7xzzj8DhmbnF8CdJ0zEASpKkJVvY\n",
"669WV+McVu+T8eWhNwLnA98ATqiONYuST9r7t//DG6s9fd9lIRdJWhrbQEiSpE4RcSTwbymJbStw\n",
"PfBhSjO/jl5/A0o+C0qQazZ0H1S/6oB3N92zfc2lo/vNAn8E/GxmPrD8byRJMgBKkqQxEfFa4NeA\n",
"o1p78c4H3t19VTPsJeW6AaV/XzP81QGvGQabkurEpymh75OGPkk6eAyAkiQJqNs58FMwjJLBtgE7\n",
"gDOr958DfqXn6mb1zmH1eZYycVi/r8Nfb3N2gPnM3HJAX0SS1MsAKEmSiIibgFPLp9OAS4BzKdU6\n",
"ay+a4k7t6p11+KtD38TwB/DsKR9ZkrQMBkBJkja5iLgGho3wV7dqaPprStHNSdrhb8BoP99cx/mm\n",
"GWDu8sy8buoHlyQtmQFQkqRNrDRyj7NHwewSFoY/gPd2Xc14r792MZfmPr9gkfB3bWZesJRnlyQt\n",
"nW0gJEna3K4ehbhtlGWfbbPAFa1jzV5/Q8aXdQajdhC1BZU9KwNg7ubMPGcJzyxJWiZnACVJ2qQi\n",
"4kH2/2XwkFLwpav+ym3A/Y3PdbjbQtnjN8d4wGuHvz4DYP7OzHzc0p5ckrRczgBKkrQJVY3cDxsd\n",
"maVU++yyp/G+2etvHwsbvXctBe0zf09mnjj1Q0uSDpgBUJKkTSYibqGzkfu2niuOrV67ev0d1jg3\n",
"qQjMAg9k5rF9JyVJK8MAKEnSJlK1e9jefXZ3z1WPAY6ju9ffXuAIxhu9w3hYXGA+M49awmNLkg4S\n",
"A6AkSZtEROxkf6+/tiGl0XvfuR2tz7OMAt6+6nNdWmCGCeEP7PUnSavGAChJ0iYQERdBnN5xpnqt\n",
"K33u67nDjup10jLPZsP3LjMA9vqTpFVkAJQkaVOIS7v34zWP7QY+23P9E4Gn0d3rb67x2V5/krSW\n",
"GQAlSdrgIuKh7vDXrNA5rH69hf7CLW9qXWuvP0labwyAkiRtYBFxB7B14Zl2I/fZ6tdO4KnAVSxc\n",
"DnoWcC2lgOiSev1da68/SVobbAQvSdIGEBFDSrnOYymN+24DvgicsHB0u5F7O8jdCJxPqfy5A3hW\n",
"9f5u4HpGFT/3/3Q6Zv8eBH43c+6XlvudJEkHX2T29ufRFCJiF3AycGtm9pTVliTp4IuIo4FfAV4K\n",
"wxNhdqZx9gHIIxde1S7S0m7X0C7yMvHzLuC7gccCz6f8fvhXwJWZee8yvpIkrWvrIRs4AyhJ0joT\n",
"EW8HfgFmZkqY20aZqTuzer8beE5H+AvK+HrGbkiZBdxLCYbtIi5dRV3qXn95b2aeUh38OmXzoCRp\n",
"jTMASpK0TkTENcDZowD3ZOAS4FxKkKt9NwuXZDaXadbhb44S6I5g1MuvnhHsXNZZXz+fmY880O8j\n",
"STr0DICSJK0DEXEfcFT5NKCEvy8zXsmz9o321YyHuSEl5NXHmo3c55jcyw+wkbskrVtWAZUkaY2L\n",
"iL0wPKoEtKMo4ewSusPfv+s41g5/s4z2/S25kfvFNnKXpPXLGUBJktawEv44fLQXb5ZS2PPcniuu\n",
"bH1uFm1pF3QZMNoXCJMbuQ+oGrm/bfqnlyStNQZASZLWqIjYx9jv1Vsps3UvZXzPX+3brc914NtS\n",
"XdcOd812DpP2/M1gI3dJ2hhcAipJ0hoTERdFxBxj4W+m+rWPUu2zy/sa7+twN6yuaS/rbM8G9oW/\n",
"oAp/NnKXpA3AGUBJktaQUaXPtjlKuwYorR66/F19F0Z7/OoQWLd7CEaN4GmM7wqAAeSdhj9J2jgM\n",
"gJIkrRERsROGp/fvw6vt7jn+hOq1XfRlQAl/zXYP+38qE8Lfvsw8cdEHlyStGy4BlSRpDYiIm2Aw\n",
"Rfg7Fvhcz7mfZvzvdutlng9T9g822z0E4xVA23I+M7dO+fiSpHXCAChJ0iqLiFtgcOpo2WaXGUoL\n",
"iO8BPkwJc23HUwLdFhbu8Ztn1Oahfp3087hk2ueXJK0fBkBJklZRCX+xvT+M1b9Vz1GC2zeAO4DP\n",
"9ox/MQuLvjT7Bda1ZfpmGocAN9juQZI2pjUVACPikoiYj4i/6Tj3fRFxTUTcGxF3RcSHIuL4nvtc\n",
"EBFfj4i9EXFzRLyqZ9yxEfGeiLgzIu6LiM9HxGkH+3tJktSlLPuM7ZPbLzSD4UOU/X+PB95G93Uf\n",
"ooS4w+ufwsKiL5N6/c3emZlnTPcNJEnrzZoJgBGxHXgDcD+t39Gqc39GWfdyMfCbwHOA6yNiS2vs\n",
"hcB7gb8BXgV8EbgsIl7fGjcAPgP8BHAZ8HrgROALEfG9B/v7SZLUVMIfpy7Se6/xeVj9emT1+UvA\n",
"04GrWLgc9ImMir50VfzsfCJg/n6LvkjSxhaZfb/xHFoR8YfAoyi/ux2fmT/QOPdu4GXA4zNzV3Xs\n",
"R4HrgQsz873VsSOAW4C/yMzzGtf/AfBjwCmZuac69iLgD4EXZubHq2PHAzcDV2fmS6Z87l3AycCt\n",
"mbn9AP4RSJI2iWrmb4rwV1fo7Fqy+bjq/P8ETgB+EngWcBxwN/Dy6rUu+lLfr3ff3w3O/EnSgVkP\n",
"2WBNzABGxL8BXgC8hu561C8APl2HP4DM/BNKWHtRY9wzKc2R3t26/l2UnfPPaRx7IfDNOvxV9/w2\n",
"cCXwvPbMoiRJSxURh0XEj0bEuyLiwxFxYUTcPDn81WENRuGv3cR9APwDJfwdA5wCXAGcCzytet1D\n",
"FRpnYXa2p+jLLPDBzAzDnyRtDqveBzAiZoB3Au/NzL+NiPb5kyl/tXlDx+U7gWc3Ptf799pjv0L5\n",
"Xe9JwP/VGPuVnnv+LHAq8LdTfxFJkioR8QLKX0ae2Jq9e0l/371aPWNXv843xnft5/sO8LXWsRmq\n",
"ZaH/T2Y+v3qmY4FXAP+C8vvb5fWqGEnS5rHqARD4D8A/BX6k5/xJ1evtHeduB7ZFxJbM3FeNnatm\n",
"8vbLzIcj4i7gMa37fqHnnlRjDYCSpKlFxEXAW2A4KIFsG7ADOBP4FPB/Mjn81ZrLNuvxA0oAbC8F\n",
"zY5jcwAXNyt5VmHvt5fwdSRJG9CqBsCIeBTwa8CvZeZdPcOOqF4f6jj3YGPMvur14Z77PNS4F5Ty\n",
"aIvdU5KkqYyKukBZZHIJZSlmvaPg3zJd+Kt/ax4wCnZ1+KuXgk6aRRwA8xfbxkGS1GW1ZwD/M/Bt\n",
"yhLQPnur18M6zh3eGrMX2Npzn8Mb4+qx09xzWlsi4slTjLs9M7tmMyVJ61RE3AHDE8qn04AvM15t\n",
"80oW7uODhUGuPeu3lRICpw5/CfPnZOZ1S/8WkqQ+EXESo5WJk6z5OiKrFgAj4rHAz1AKv2xv7P07\n",
"HNgaEd9F2dhQh6Wuf+AnAXdVyz+pxs5ExPHNZaARsZWyDue2xrW3M74ktHlPWmOncSLwV1OMezPw\n",
"piXeW5K0RpXwNzhhNFt3CQtbLby660omhz8o+//mKXv6uq4Z81Dm3OF9JyVJB+RC4FdX+yEOhtWc\n",
"ATyZsk7lsupX2/8H/JfMfG1E3Al0VSd7CvDVxucbq9czgKsbx0+vflZz7FeBZ0RE5HgvjKdSehHe\n",
"vITvAnAH4wVp+jj7J0kbRAl/nDCqrrmNsuyz6UHgW+0rWRj+2vv4msfmesbsd09mHjv9k0uSluj3\n",
"gU9OMe5qysTQmrWaAfBvgPMZ/x0wKMtCHwH8R+D/rY5/DHh5RGxv9QF8LPBbjes/D+wGXsl4AHwl\n",
"JdR9pnHso5RWEM+v7l/3Afxx4FONWcVp7cvMrqqikqQNaBT+akNKwZf26p//3nH1UsIfjO8HXOBO\n",
"m7dL0sqqtnAtOpETEUvNEIfcqgXAqujLJ9rHI+IXqvPNhP1WSjD704h4B3A08EuUutcfaNzzwYh4\n",
"I/CuiLgSuA54BvAS4A2tctcfBb4EfCAingDcBfwcJYRuiOldSdLKiIg9lAZ8DbOUap9t1zSvZHnh\n",
"r7d5+67MPGXRB5YkqbLaRWC6JK0NDpm5KyJ+mFK++m2U6p2fBl7XnqnLzN+rkvfrgPOAfwRek5mX\n",
"tcbNR8S5wNspmzOOAP4SeFlm/v2KfDNJ0roXEfcBR3Wf3dZxrC4uvZzwF0wIfzdn5uMmP60kSeNi\n",
"fPublioidlH2M96amdtX+3kkSSsnIvYyqhbd4bMs3A7+R8C/bx2bNvx1/R4dQBr+JGkNWg/ZYLDa\n",
"DyBJ0nqwePgbAp/rOP6cjnGLhT+YEP52Gf4kSctlAJQkaRHVss9FWizMAlcA7f3/jwAeWb2fduav\n",
"8ymowp97/iRJy2YAlCRpgsl7/tq/je6mLANt+08c2LJPqJZ9Gv4kSQfEAChJUo/J4a9doGVY/XoL\n",
"C0Pc61hYzGUpe/5w2ack6aAwAEqS1GHxmb92Rc85SqDbCTwVuIrx5aAvb42fuuCLyz4lSQeNAVCS\n",
"pJaqz98SZv5mGQ9wNwLnA48GXgtcDfwspU/gFqZc9jkPebnhT5J0MK3FPoCSpE0oIh4FvB44i9I8\n",
"7yPABzLz3kP8HHewoMl7rd2UfbF9fXcD7wR+p3W+734AfAv4jcz87SU8tiRJUzEASpJWVUR8Angu\n",
"MGgFqh+C4TsiYg74ncz8pUPwLLcAJ3SfXSz8BTDTOjZgYUDc//kGmP9h4EeA7wX+Afh8Zj6wvKeX\n",
"JGlxNoI/QOuh2aMkrUURcRNw6ihIbQN2UJZJbqNU1PwcpbXCbqpx12bmOSv0PO8HXtF9doayx682\n",
"bS+/LgNg/obMPGPpTylJWsvWQzYwAB6g9fA/siStNeNN1c8ALgHOpeyPa9tHaa3wFkqBFVYkBFYz\n",
"jXx9NF4AACAASURBVB174+vwV+/Vm2bmr/enAGn4k6QNaj1kA5eASpIOqVJgZViFv9OAL9Pf/BxK\n",
"KHwecB6luuaNZ6/AM/0iE8MfdIe/eowzf5Kk9cEqoJKkQ6Za9nlMCUyzlJm/SeFv7GrgDcAsEfH2\n",
"g/xoHfsLB4xm/qCEv+YewGD6ZZ8BzF9r+JMkrTYDoCTpkKj22J06OrKNsuxzKZ4DHAfwc0v72UQE\n",
"WyM4MoJHRrAtgkdHcHLEZx4PnDh+xQyjsFfP/M01ji1l2eeAqp3DiuxdlCRpKVwCKklacRFxFmMF\n",
"VoaUgi9de/4m2VJd984jI779NTh+WB0cNn5t6Xg/4S88H2597trzN8+oV9+gOjf1zN/Fmfm2KQZL\n",
"krTiDICSpEMgrh5vdj5Lqfa5HM+i9NX7xA/ABQf8ZPC/Gu+byz679vzV4a/eF9jbxL0aa/iTJK0t\n",
"BkBJ0or6/9u79yDLyvLe49+nuwcGEBlGLg4SNd6vRJRL0GhMacBLKopBc05pFCGJwTKWUXMiGivm\n",
"QomaaOK1QgqCSqqOEY1H5SbGWB6jEDjgjSQiJjEZQbkTgWGY7n7OH+9as1evXrt7d/fu7t29v5+q\n",
"Xbt77XetXpt56e5fv+/7vBFxL50jcNuXecWDq+fr7qdsGD9NKRU63Xjs6fNxx2v7Hw783Nx9/poj\n",
"f7Ulh7/zDH+SpFFjAJQkrZqIuBnYr/vV25d51Tuq5/e9JvO95y/zIntFvHZ/iHvmb/I+y9w1f81N\n",
"3RcKf5PAzHmZOYzhSUmShsoiMJKkVRERVwGHdr86RdnkfTkur87nU8u8wByZeS/kzb0j9bTPOvxN\n",
"MDf8Qf/wF8DMmYY/SdKoMgBKkoYuIt4CHDP/lcnqeRo4nzIbcyn2VOdN35uZP1n2Dc73rvI0yJq/\n",
"fvZW+3TapyRpZBkAJUmrIN45/1hzU3UoU0AvXuJ1L6KaAvrhZd5Yp8x8L0zNzg1/9bTPQdb8TVLt\n",
"8+fInyRppBkAJUlDFRF3zw9K9Shac1P1KeAs+oeqtqzaT5GZHRu3r9T0+b2Pu/b5W6jgy8zV7vMn\n",
"SdoIDICSpKGJiP8CDpj/Sjae603Vp4GrgOOBz9B/Ouie6vXjgKuB6cuGec9777CM3p0HzC5hk/es\n",
"qn0euxr3JEnSsEXmoH95VZeI2Ak8BPhhZh653vcjSeshIuqqLj/f8Sq9ANiurlkfm6Zs73AqZZ+/\n",
"gylTPS+nrPm7o2539VqErYh4I/AO4MA+TX4CvKNMHZUkqdgI2cAAuEIb4R9ZkoYpIg4ETgN+FXgU\n",
"sAUmDoDZLfNbN9f9LVZgpavNnM/XfFP1iNgfeF71ALgMuKRUDpUkaa6NkA3cB1CSNJCIeA/wBvb+\n",
"7KjD2XZ6e/M11eGvXUwF+m+q3p52OV21nb1sPaprVkHv09VDkqQNzzWAkqQFRcSlEZHAm2Gq8YfD\n",
"p1LW5j2D+QVS6sBXB7tstFlydc0fW2BFkqThcARQktRXVdSlMYXlaMryt23A1yjh7cXts+it8auL\n",
"vtSfT1avD7yp+kxmPnjZb0CSJM1hAJQkdYqI78JUK/ydUz1/hhLQOrb7mxPo2kVf6vA3UR2bYG5B\n",
"mHnXecFy71+SJM1nAJQkzRMRVwGPmTtS9zbgY8Bh9HLZu1pnNou2dBV9qcPhLPM3hm+aBGbOzMwv\n",
"LOsNSJKkTq4BlCTNUcJfHDP36HbgROAC4BXAFuBu4K5Gm3rvvC0sXvGzXf2TVtuZ89aj6IskSZud\n",
"AVCStFcv/LWncZ4K3FI9nlsdv7zRpln0ZQ9zw92Si75cXW3KLkmShswAKEkC6vA3ccz8cDZNCX13\n",
"Vp9vr57/rdGmXfRla31VeiODNNp0mQBm7liLjd4lSRpXBkBJUmPkr19Blu2Uyp8At1fPj6jPbrSr\n",
"i77sAvZjfvhrtqV1fHY2M7f3aSBJkobAAChJY67/yF/T7cARwKHAF6tjv0gJfPV59bq/OkTuqT6f\n",
"ojcNtN/XSIDnL/MtSJKkARkAJWmMLT7yByXAfbF6fgWlEMwe4AGUkcEtzB/pa4a96er1fl9jEuA8\n",
"K35KkrT6DICSNKYi4tL+I3/NqZrTwPmU0HcqcDNwcfXa/6qOZ+vcdtGXZjhsmgRmrrfoiyRJa8MA\n",
"KEljqIS/OKl7VK6rSuftlNB3FHACcHbV5k3APsC+VbtJllj05a7MfOyy3oQkSVoyA6AkjZmIOBcm\n",
"TlpkPV5lqvE4q3rtHcAVwNOBzwD/k17Rl3q0r/7x0q/oC8DsLZm5bYEGkiRpyAyAkjRGIuItMHHa\n",
"wmv+anVRl/pxFXA8cC9wESXcnUwZGXwCZcpnXfQlKSOBnSFzlrLm77AVvRlJkrRkBkBJGhMRcSLE\n",
"O5cW/tqupYS+VwA/C3yIskfgTcD9VZu66MtM++QfA2/KzEnX/EmStD6m1vsGJEnDExFTwJOAN1AS\n",
"2izwZeDDMHHp8sNfczQQ4A7gA612e0Pf3TB9BPDzwKOAG4AvZea9y3hLkiRpiAyAkrQJRMRRwKeB\n",
"R1ZHaBRjeTxwxuDhrz1y1280sH1sBmBnZv5UdeDzA3xBSZK0hgyAkrSBlWmdfB7YUmb1ByWIPQh4\n",
"JWWfvt8f8GoLjfzt/Yr03zYib2mEP0mSNIIMgJK0QZVqnpzWOzJLKdJyJvACygbtT+93NvOrfS42\n",
"8tcv/EEV/izqIknSiDMAStIGVMLf5Gm9bRb2p1Ti/Bq9Y98Evt7nCu3wt9jI3wQLTCE1/EmStEEY\n",
"ACVpg+mFv+aI3X8Db2HuvnsfHeBqg478Gf4kSdoMDICStIGU8Bet8LcvcBBl2mdtGjh3kas58idJ\n",
"0rhxH0BJ2iB6I3/N6ZuTlND2Csqav9qNlFHBOVdofLzikb+dhj9JkjYeRwAlaQOIiKsgjpkf2maA\n",
"eyibsTfd2b4CveBYh79svLZ3y4jKoiN/VvuUJGkDMgBK0oiLiO/C5GPmh7+m7a3PtzU+bo7s1Zu1\n",
"t0cRBxn5CyDvcuRPkqSNyymgkjTCSvibWCT8Adze+vwI4IH0wt8UJeglC1cAnWCBrR7uysxtfV6U\n",
"JEkbgAFQkkZUNe3zMQtMxaSEugOAL7aOTwGn0wt/05RgV19rgiUWfLnH8CdJ0sZnAJSkEdRb89dv\n",
"NK4u6DJDCXEXAHtabU6tnusQWM/6n6ge043rLBj+7svMByzl/iVJ0mgyAErSiFk8/MHc13YDNwMX\n",
"t9ocBZxACX4TwP3APswNf0kZRewb/u7PzP2W+h4kSdJoMgBK0giJiEthYoCRP+htATFFWe93NvPP\n",
"ewcl7NXhb7b6vF4PWBeF6bQnM/dd+ruQJEmjygAoSSOi2uT9pIXX/DW3ckhKmJum7Pl3BWXE7zP0\n",
"poOeCFxG2SOwGf5m6N4LcK+dmbnPst+MJEkaSQZASVpnETEVES+HidMGH/mboRcUm+v4rgZOBnYA\n",
"bwQuoYwO/h/gf1Tt6vDXLAADlC/+5cwM9/mTJGlzch9ASVpDEbE/JaGdChwO7IapR8HMtsFH/mbp\n",
"3sevef7twAeA9zWOTVE1OgamA3gD8NPANcBZmXnzMt+WJEnaIAyAkrQGIuKNwFnA1jJSF5SRuO2U\n",
"6ZsLFXyptTdxb1bz7GrTHuGbvqdVzfOVS3wbkiRpg3MKqCStoog4NyJmYerPgK1wIHsH4fgM8FQ6\n",
"pmIyd8on9Nb8NYNi11YOfdf0tcOfJEkaQ44AStIqiYj/Ao4snx0NvI1SqRPga5Tg9uI+ZzeDXl2s\n",
"pd/I36LVPA1/kiQJMABK0qqIiDth6qDy2dHAlcC3KJU6P0MJf28Y4EpdxVra+/gtOPJ3V2ZuW9rd\n",
"S5KkzcopoJI0ZCX8xUG9LRreRglrHwUOA15QtfzQIlfqCn/NY4tu4n6L4U+SJDUZACVpiCLiZuCg\n",
"3nTN7ZTANw1cALyCsiffnXSv/astFv5gkZG/nZl52JJuXpIkbXrrFgAj4tiI+GBEXBcRd0fEDyLi\n",
"ExHx6I62j4+ISyPiJxFxW0R8LCIO6XPd0yPiXyJiV0RcHxGv69NuW0ScExG3VF//SxFx9LDfp6Tx\n",
"UYW/Q3tHpii7PWwBbgRuAZ5bvfa3C1ypa4P2dvgLFhj52+k+fpIkqct6rgH8PeAE4JOUhTE7gNcB\n",
"10TEz2bmdQARcSTwFeAO4ExKCb03A0+OiOMyc099wYh4DfAR4ELgT4FnAe+PiP0z892NdhPARcBR\n",
"wLuB24DXAl+OiKdl5g2r+s4lbTrzwx+UwFYHvjur5+3V83ebZzN3n7/FRv6a7Wkfv8XwJ0mS+lnP\n",
"APhnwFWZufe3moj4BPBt4C3Ar1WH3wrsBxydmTurdv8EXE750/pfVcf2o+yx9fnMfFl17rlV2Ht7\n",
"RJyTmfVvYKdQwucpmfnp6vy/Ba4H/hB4+aq8Y0mbUkR8l3nhr1YHvnop3u3V82Or52a4G3Tkr9+e\n",
"gXmL0z4lSdJC1m0KaGZ+vRn+qmM3AP8MPK5x+FcooW5no93fU8LayxrtfoHym9aHW1/qQ8ABwAsb\n",
"x04BflSHv+qat1LmZL0oIrYs931JGi8RcSnwmP4t6sB3BCUjfrH6/GWUAi7TlCmi7U3eoXvNX98N\n",
"4w1/kiRpUSNVBCYiAjgcuLX6/CGU35iu7mh+FaW2eq3+uN32GspCmae02l7T55r7s+Avc5JURMS5\n",
"wEn9W0zRC3xTlAIwFwB7KCOC+1BG9PYwf5P3Ja35u8vwJ0mSBjFSAZAy9fII4BPV5zuq55s62t4E\n",
"bG+M1u0AZqqRvL0y837KGr8jGod3LHBNWm0laZ6IeAtMnNbn1ep5GjifEvCgzFq/Gbi4+vwMSuib\n",
"Avatjk2wxJG/e93qQZIkDWpkNoKPiMdRpmt+jbJZFpS1fwC7O065r9FmT/V8f5/L725cC2DrANdc\n",
"qi0R8dQB2t2UmV3hU9IGEREnQryze0RugrnHb6cEvhdR6k6dAJwN/DJlKfT7q/a76H07a2/y3nfk\n",
"byYzD1jp+5EkSQuLiB30BqcWMvJLyUYiAEbEgylVOe+gFGap/9S9q3ret+O0ra02uyjzqbpsbbSr\n",
"2w5yzaU4DPh/A7T7Q+Ady7i+pBFQwt/EZYOFv/pb7FmUwBeU//1PAp5OKYb8bHrTROvwVxeDqdcF\n",
"9vWChV6UJElD8xrgD9b7JoZh3QNgRBwEXAI8EHhmZv6o8XI9UtaVtncAtzW2gbgJmIyIQ5rTQCNi\n",
"H0pxmBtb1+2a5ll/nRs7XlvMzcDzB2jn6J+0QZVpnww48tecxnkVcDylqPELgcsoQfBkyjLnhwI7\n",
"6U3znKZ7O4ja5F0w87LM/MKy34wkSVqKvwQ+O0C7SygDQyNrXQNgRGwFPgc8CnhuZv5r8/XM/GFE\n",
"3AIc23H6ccA3Gp9fWz0fS/kPXzuG8ptZs+03gGdGRDRGG6H8hnYPpcLoUu3JzK7CMpI2gTLyN/nO\n",
"7hG5doGWrvB2LSXwHUxZC/h2yvLkT1N2tWmeHx3nA6XI1emZ099axluQJEnLVC3hWnQgJyL2LNZm\n",
"va1bEZiImKQUezkeeGlmXtmn6aeAX6o2hK/PfQ7waMom8rUvURbbnNE6/wxKqLuocexCSrXRlzSu\n",
"eQjwUuBzzc3lJamYuKQ7/LULtCy2kfsdwAcoszd/Dfg7WrPOvwV5MHA68BFKUnw8sCUzj81Mw58k\n",
"SVq2mDsAtoZfOOLPgddTRgA/2X49My+o2h1J+dP5ncBfAAcCvwv8J3BsM6xFxBmUQjIXAl8Ankn5\n",
"DeutmXl2o90E8FXgScB7KH+Gfy1wZHXN7y3hfewEHgL8MDOPXKy9pI0nIu6jc91we1P2rq0bJjuO\n",
"dX3fDSAvy8znrfB2JUnSOtkI2WA9A+A/AM+iVy+9KTNzstH2CcB7gZ+jVO+8CHhTZt7Scd1fB94E\n",
"/DQlJH4wM9/f0W4bJfy9mFJ675+ANy91GudG+EfebCJiirKGcxvlDwM3Zma/xVLSikTEdxlob9BB\n",
"wl8/E8Cs4U+SpA1uI2SDdQuAm8VG+EfeLCLiKOBUmDoVpg/uvTJ1B0yfD5zv9DgNW0QM8E1yxeHv\n",
"6szsWussSZI2kI2QDUZtI3hpnog4MWLLlcA3Yfvr4fUHl33VrqA8v/5g2P7bwDcjtlxZinVIKxcR\n",
"n+vzSuPjrjV/hj9JkjSaHAFcoY2Q8jeyKsxdVoq7vo1SOKNrf809lDB41gxcNQmcZIl8rVREzDDv\n",
"D2XNNXz1fn3ZeG3Q8BdAGv4kSdpENkI2cARQI27y4hL+rgReRHf4ozr+IuDKSTg2YeqP1+oOtflE\n",
"EBGPPJx53yOn6IW9epP25YS/CSB3Gv4kSdJaW/eN4KUuEfFV4Bnls7fRXSuo80zgrQEnHxcRR7km\n",
"cHVFMEH5PrKlejQ/bn8+jNdW+/r151NlV5h3Nd8tvQ3as/GoLWXkb/auzPypARpLkiQNlQFQI6Wa\n",
"8nkJMFF+UT6YMu1zKV5YnXfHqygVYddVBEEZ8tmIQWixjzfxLILrGh83p31OU63dqz6fqB7N8Nd8\n",
"vS3vycxtQ7xRSZKkgRkANTIi4lLgpF5RjUngVPpP++xnS3XeR14Xcc+/wgGTrP9olNbfDGWx6B5K\n",
"B+v6uPH5ETuAh/amekL5uM7z9zM3/NUhcaHwx32Z+YBhvzFJkqRBGQA1EiJiF0xuLb9o1yMp08Bz\n",
"l3nFXwTetw/cfg4cMJR7HCNLCEnLbrcary3YLrNz9/W+Is55EEzeWvpkHfqSXhjchxL0muGvGRbn\n",
"uT8z91vKPUiSJA2bAVDrKiLOBV4Nk9H9i/P2ZV653ibwRmBVllrNMrohaSXXmFlqUNqsMvO2iJiF\n",
"mOit96tH9oJe+KtD34Lhb3dmbl3lW5YkSVqUAVDrJiLuBg4ov0z3+8X59mVe/Y7q+Zy/huO/wpCD\n",
"Vmb/OX7aVD4P+cvlW2W/NX8zdO8FuNes4U+SJI0KA6DWXG/UbyrKL839BpymgC8Cz1/GV7m8Ov+8\n",
"72See/6yblRjLzNfFLElS/hrBsD2tM8Fq38upwNLkiStik1cwU+jKCJuB06DiMVL5k8DH6cMvC3F\n",
"nuq8aYDrl3yT0hzT188Nf/UfLBZb8zcJcGZmfmF170+SJGlwBkCtiYg4MSJmYKpanLfYMrN6U+1b\n",
"gIuX+NUuAm6tzudLSzxZmiMzHwtcX75dNqcrLzR1eWI3zJyUmWevxT1KkiQNygCoVRcR/wFcVopp\n",
"DLJRdr3R9iywL3A2iwfGWlbt9wVmfpyZ9y79jqW5MvOxmTMBM58FZufuCzjH94GfyZzZ6sifJEka\n",
"RQZArZreqN/kw8qRQUb9oFdZMYHdwBXA04HP0H866J7q9ROAK6vzePfy716aLzNflJmTkIcAfwJc\n",
"CvwlcBSwJTMflZnfWteblCRJWkBkWvF9JSJiJ/AQ4IeZeeR638+oqAq9nLZIafzmGcwPiHWNokcA\n",
"DwK+DhwKvIKyz9/BlGqflwMXUKaLnkCZ/vnvs5l7Jlf4NiRJkqSBbYRsYBVQDV1E/AgmDy/Bb7Hw\n",
"Vwe/ZvhrdstpSh2XY4H3AT8A/qb6uHYY8HLgYdVr3wM4f/nvQJIkSdqcDIAamog4EbgEJicGG/Vr\n",
"jw5OUgJhc51gvb/atcBVlFG/VwJPpcxgngWuAT5KGQ2cAjgvM09f0ZuRJEmSNiEDoIYiIr4DPLGE\n",
"skHCH6129Ubb/c6ty/DfAXyI7pDIrsw9+w96z5IkSdK4sQiMVqRR6OWJ5cjswifQtSyvDnD1udE6\n",
"Xl+3/ntFu5LoNJRRP8OfJEmStABHALVsEXEpcNLghV6o2tXr/qYax5omKaGuM+i17TL4SZIkSYNx\n",
"BFDLEhH3weRJ5bPFwl971K8Of3XIaxeAaQa9BQt5Xmb4kyRJkgZnANSSRMRbqimf+w6+vUM96gcl\n",
"4NXr/Zom6I38tc+dZxY4KTOft5R7lyRJksadU0A1sIj4D+BhCwSzhrpCZz261xz1a2sf79oaYq/r\n",
"MvNJg9+1JEmSpJojgFpUr9DL1MPKkc5g1jyDuSN8kyxt1K/z+vWon+FPkiRJWiZHALWgiLgKOKaE\n",
"tc4iLB3aa/q6tndw1E+SJElaawZA9RURe2ByqoS3xbZ3mGD+qF97U/e6Xft431G/BJ6XmV9Yyn1L\n",
"kiRJ6uYUUM0TEZdGRPbC36JnMDf8TVGyWzv8tUcD68IwneHvx5k5YfiTJEmShscAqDkiYjcw4PYO\n",
"XQFuirkjhlE9urZ36LuW8MzMfPCg9yxJkiRpME4BFQARcS5wWv9KnfPOYG6A6zfls9+m7p3h8r7M\n",
"3G+gG5YkSZK0ZAZAERH3ANWG6ouFv65iLYMWepnsaLPX9Zn52IFuWJIkSdKyOAV0jPU2dZ/af7Az\n",
"6rV9tXp7h2kWn/I5wQLh70zDnyRJkrT6HAEcUxHxI+Dw7mmb/UzTG8XrN+rXb8pnZxXRuzJz26D3\n",
"LEmSJGllHAEcM41N3Q8vRxbb1L3dRerw1x71g+4pn32dZ/iTJEmS1pYjgGMkIm4AHjn4pu5d2zt0\n",
"WVKhl12ZOeCUU0mSJEnD5AjgGOit9Zt8ZDkyyKbu0L29Qx30phrHlzTqZ/iTJEmS1okjgJtcRNwN\n",
"HLBIBc6GrkC30DrBZpiMfl9jT2buM8AXlyRJkrSKHAHcpCLi3IiYhakDypFBN3WvC71Ar+pnO/w1\n",
"Q+Isvb8jdK4n3Gn4kyRJkkaDAXATioi7gNNgIgZb69fe3qFfoZd+2zv0/RpnZuZPLeHWJUmSJK0i\n",
"A+Am0tjX74HlyGJr/Zqjfs01fV0zgyfpHg3su71DZObZA9y2JEmSpDXiGsBNIiJuBR40+L5+7TWB\n",
"dQhsnlsXfplk/rrABTd1N/hJkiRJI8gAuMFFxFuAs2BqooS0xfb1qzUDXN0NugaEk/mjfJ3h757M\n",
"fMCAX1ySJEnSOjAAbmARcQ+w/+D7+k0wP8y1R/32Ae6nu9BL369xXmaePuBtS5IkSVonBsANKCK+\n",
"CjxjfqGWBc+ie1P39mhe3aY9ktgZ/nZn5tYBvrgkSZKkEWARmA0kIk4sRV54xtJG/aD/pu7t4/U1\n",
"60qgfV1m+JMkSZI2FkcAN4iI+A/gYUsb9aPVrt+m7hMdx/sWk5kFnp+ZXxjwBiRJkiSNCEcAR1xv\n",
"1G/yYeXIoBU+2xba1H2W3lTQemuIzmIyP8jMScOfJEmStDEZAEdYRFwFXAaTEwtsu9ChXeFzKZu6\n",
"960iemZmPnwJNyFJkiRpxDgFdERFxB6YnCphbpDw17U3X73Wrx3q6n39Bt7UfdsANyBJkiRpxDkC\n",
"OGIi4qsRkb3wN6gZetM361G/dvjrGvXrmi6615mGP0mSJGnzcARwRETEicAl7A3lyxn1S/rv11cf\n",
"b7/W+XVuyMxHD3ADkiRJkjYQA+AIiIibgUMX2Wy9Qz3qVwc/mD+Ns6vCZ9eG8HtPtsKnJEmStEk5\n",
"BXQdRcSnq+meh5Yjy6nwWYe/el+/9mbvXRU+O8PfdVb4lCRJkjY3A+A6aGzofnJ38ZbOs6rnrgqf\n",
"s8xd6zdBr9BL8/zOCp+zwEmZ+aTB7l6SJEnSRuUU0DUWEd8Bntib7jlo+GuHt34VPtvTSOtz++7r\n",
"9/ABbkCSJEnSJuAI4BppbOj+xPlr8vqp/3ma4a1fhc+uUb+++/rVo34PH+zuJUmSJG0GjgCugYi4\n",
"Ezho8OmeUEJic63eJP2DY79Rv75r/ZzuKUmSJI0hRwBXUUScWxV5OagcGST89Rv1S+aHvyWN+s3g\n",
"Wj9JkiRprDkCuEoiYjewz9JG/bo2aW+P+jW3fRh41O/vMvMlA96EJEmSpE3KADhkEXED8MjlFXmZ\n",
"phcY21s41OoRv/ZoYOeo352ZefDANy9JkiRpU3MK6PAcWG3t8MjBi7zA/Aqfdfhr7ukX1aNrhLCv\n",
"Mw1/kiRJkpoMgCtX/zd8IExVH3eOxrXU4a2rwmdX2641gJ2ji3dlZmTm2QPchDaQiNgREe+IiB3r\n",
"fS/a3OxrWiv2Na0V+5rW0ETreeSM7I1tII1huEFH/aCEt3pz90l6o3v1Y4pljvptW8JNaGPZAfxB\n",
"9SytJvua1op9TWvFvqa1Mtl6HjmuAVxT7emedTGXrrV+9evtoi6do373ZOYDhnGHkiRJkjYvRwDX\n",
"xEIbus8yd61f/Vo96jfLIjn9PMOfJEmSpEGMdQCMiH0j4l0RcWNE3BsRV0TEc4f8VZi/oXtzumf7\n",
"NZg/lbRzaumd1Vq/04d0o5IkSZI2ubEOgMD5wO8AHwdeT5lfeXFEPGPll+5X5GXQDd37ThuepWzo\n",
"boVPSZIkSUsytmsAI+I44FeBN2fme6tjHwe+A7wbWGEIbK7VW86G7p1r/f4xM39uZfclSZIkaVyN\n",
"8wjgKZTkdU59IDN3A+cCJ0TEQ5Z+ya483W/Ur2u6Z7tIzF73VNM9DX+SJEmSlm2cA+DRwPWZeXfr\n",
"+FXV81OWfsl6+wboFXmZYe46v4W2dugMf2da5EWSJEnSMIztFFDKPjA3dRyvjx2xvMvWIbCrcEuz\n",
"+EtT53TPGzNzGaOQkiRJktRtnAPgfsDujuP3NV4fxPb5h/ptCD/wRvG3AhkROwc9QWNhS/V8SUTs\n",
"Wdc70WZnX9Nasa9prdjXtFJ11cbFPKh67sgIo2GcA+AuYN+O41sbrw8iFm+yZIeswjW1eRy23jeg\n",
"sWFf01qxr2mt2Ne0VlYjIwzFOAfAm+ie5rmjer5xwOvspgTJBG4foH17UaAkSZKk0TboCOB2Svjr\n",
"mmk4EsY5AF4LPDsiDszMnzSOH189f2OQi2TmAUO/M0mSJElaBeNcBfRCSor/zfpAROwLvBq4IjN/\n",
"uF43JkmSJEmrYWxHADPznyLik8A7I+Iw4PvAq4CHUkKgJEmSJG0qkdm599xYqEb8/hh4BXAw8E3g\n",
"7Zl5+bremCRJkiStgrEOgJIkSZI0TsZ5DaAkSZIkjRUDoCRJkiSNCQOgJEmSJI0JA6AkSZIkjQkD\n",
"oCRJkiSNCQOgJEmSJI0JA+AyRcS+EfGuiLgxIu6NiCsi4rnrfV8aLRFxQET8YURcGhG3R8Rs7prI\n",
"BwAAB51JREFURLyqT9vHV+1+EhG3RcTHIuKQPm1Pj4h/iYhdEXF9RLyuT7ttEXFORNwSEXdHxJci\n",
"4uhhvkeNhog4NiI+GBHXVf/WP4iIT0TEozva2te0bBHxxIj4ZER8PyLuqfrQ1yLi5R1t7Wsaqoh4\n",
"W/Wz9Nsdr9nftCwR8eyqX3U9jmu13fD9bGq1LjwGzgd+BXgf8D3g1cDFEfELmfmP63ljGimHAm8H\n",
"fgB8A3g2MG/zzYg4EvgKcAdwJnAg8GbgyRFxXGbuabR9DfAR4ELgT4FnAe+PiP0z892NdhPARcBR\n",
"wLuB24DXAl+OiKdl5g1Df7daT78HnAB8EvgWsAN4HXBNRPxsZl4H9jUNxUOBB1B+Dt4I7A+cAnw8\n",
"Ih6emWeBfU3DV/WptwL30PpZan/TkPwFcFXr2PfrDzZNP8tMH0t8AMcBs8AbG8f2pQTBf1zv+/Mx\n",
"Og9gH+Cw6uOnVf3mlR3tPgzcDRzZOPacqv1vNI7tB9wKfLZ1/seBnwDbGsdeVp3/ksaxQ4Dbgb9Z\n",
"7/82Pobe104AplrHHgXsAj7eOGZf8zH0B2VG0bXADxrH7Gs+ht3P/jdwOfAPwLdbr9nffKykbz27\n",
"/W/dp92m6GdOAV2eU4Bp4Jz6QGbuBs4FToiIh6zXjWm0ZOb9mXlz9Wks0PRXgM9n5s7GuX8PXE/5\n",
"xlD7BWA75RtQ04eAA4AXNo6dAvwoMz/duOatwN8CL4qILUt8Oxphmfn1zJxuHbsB+GfgcY3D9jUN\n",
"XWbOAjuBPY3D9jUNTUQ8i9Kn3kD5edqeTWN/0zBERBwYEf1mSW6KfmYAXJ6jgesz8+7W8XrI+Clr\n",
"fD/awKo/GBwKXN3x8lWU/larP263vYby16OntNpe0+ea+wOPWc79auOIiAAOp/wV0r6moYqI/SPi\n",
"kIh4ZET8DnASZfqSfU1DFRGTwAeAv8pqOnvrdfubhuWvgbuAXdU6vKfVL2ymfmYAXJ4dwE0dx+tj\n",
"R6zhvWjj21E99+tT2xt//dkBzFR/GdorM++nzBlv9j37qV5O+Xf+RPW5fU3D9F7gZsryh3cBr8/M\n",
"emaMfU3D9FuUtadv7/O6/U0rtZuyVu/1wC8Dvw88Gfi/EVGHtU3TzywCszz7UTpK232N16VB1f1l\n",
"sT61p3q+v891djO3720d4JrapCLicZSpJl8DPlodtq9pmN5HmaJ0BOWPDR+MiF2Z+VHsaxqSiHgQ\n",
"8EfAH2XmbX2a2d+0Ipn5deDrjUOfj4gLKUXV3gk8n03UzwyAy7OLUvSlbWvjdWlQdX8ZpE/tohSW\n",
"6bKVuX3PfjqmIuLBlIpidwCnZLWiHPuahigzvwt8t/r0goi4DPjziPgE9jUNz59QprF/YIE29jcN\n",
"XWZ+PyI+C5xcLanYNP3MKaDLcxPdw7H10PCNa3gv2vjqIf4dHa/tAG7LXlnhm4DJ9n4zEbEPZbFx\n",
"s+/ZT8dQRBwEXAI8EHheZv6o8bJ9TavpU8BBlKJD9jWtWJR9TH+DEv6OjIiHR8TDKb8Y7xMRD4uI\n",
"g7G/afX8FyXIHcAm6mcGwOW5FnhMRBzYOn589fyNNb4fbWCZ+UPgFuDYjpePY25/urZ6brc9hvL/\n",
"c7PtN4CnVn+1ajqesofS9cu9Z42miNgKfI6y/cMvZea/Nl+3r2mV1dOUZu1rGpKHUPrA+4F/azyO\n",
"oxTG+Hfg7fY3raJHALsy8+7N1M8MgMtzITAJ/GZ9ICL2pWwGf0XVQaSl+BTwS9UGowBExHOAR1M2\n",
"9q59ibIvzBmt88+gfJO4qHHsQkoFyJc0rnkI8FLgc42/UmkTqKrkfYLyA+OlmXlln6b2Na1IRBza\n",
"cWwL8EpKcYO6SqN9TSv1beBk4MWNx8mUPvaD6vNzq7b2Ny1bn+9rP0MpCPOFxuFN0c+itzRES1Gt\n",
"cTiZsgj++8CrKKn+OZn51fW8N42WiHgdsI0yvP9bwKfp/eXn/Zn539U3kmuBO4G/AA4Efhf4T+DY\n",
"5v/8EXEGpbjHhZRvSs8Efg14a2ae3Wg3AXwVeBLwHsovZq8Fjqyu+b3Ves9aexHx55TqZZ9j7g8h\n",
"ADLzgqqdfU0rEhF/R+k3X6FMTXowpQjMY4BXZ+bHqnb2Na2KiPgy8KDMfHLjmP1NyxYRXwLupRSC\n",
"uRl4AmWgZzdwQrXmefP0s9XYXX4cHpTFmu+m/PDbBVwB/OJ635eP0XtQpqjMVo+Z6lF//NBGuycA\n",
"lwJ3V//zfww4tM81fx34F0qFqOsp5de72m0D/ooyZeFuyl+knrre/018rEo/+4dG32o/Zlpt7Ws+\n",
"VtLXfpXyy8xNlCp3t1L+mv2cjrb2NR9Df1Tf777Vcdz+5mO5feq3q9/lb62+r+2kVNB+REfbDd/P\n",
"HAGUJEmSpDHhGkBJkiRJGhMGQEmSJEkaEwZASZIkSRoTBkBJkiRJGhMGQEmSJEkaEwZASZIkSRoT\n",
"BkBJkiRJGhMGQEmSJEkaEwZASZIkSRoTBkBJkiRJGhMGQEmSJEkaEwZASZIkSRoTBkBJkiRJGhMG\n",
"QEmSJEkaEwZASZIkSRoTBkBJkiRJGhMGQEmSJEkaEwZASZIkSRoTBkBJkiRJGhMGQEmSJEkaEwZA\n",
"SZIkSRoTBkBJkiRJGhP/H6Fpp7Gco+wTAAAAAElFTkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x1064cf150>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"p.plot(time[moving], distance[moving], '-o')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Trajectory plots\n",
"\n",
"Now I'll do a cumulative distance plot (trajectory) of each run in the 18-week training period. Hopefully they will scatter promisingly around my target pace."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"ids = np.array([a.id for a in runs])"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"prep = {}\n",
"for race,race_day in reversed(races):\n",
" mask = in_training(dates, race_day)\n",
" prep[race] = ids[mask]"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"prep_2014 = prep['EM 2014']\n",
"prep_2015 = prep['EM 2015']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The following two cells make *many* Strava requests, so I will avoid re-running them."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"tracks_2014 = [c.get_activity_streams(run_id, types) for run_id in prep_2014]"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"tracks_2015 = [c.get_activity_streams(run_id, types) for run_id in prep_2015]"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"MILE = 1609.\n",
"HOUR = 3600."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def make_trajectory(streams):\n",
" time = np.array(streams['time'].data)\n",
" distance = np.array(streams['distance'].data)\n",
" moving = np.array(streams['moving'].data)\n",
" velocity = np.array(streams['velocity_smooth'].data)\n",
" \n",
" return time[moving], distance[moving]/MILE"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def make_trajectory_plot(tracks, highlight_last=True):\n",
" \n",
" for streams in tracks:\n",
" t,d = make_trajectory(streams)\n",
" p.plot(t/HOUR, d, 'k-')\n",
"\n",
" if highlight_last:\n",
" p.gca().lines[-1].set_color('r')\n",
" p.gca().lines[-1].set_lw(2)\n",
" \n",
" p.plot([0,4], [0,26.2], 'c--') # goal\n",
" p.ylim(0,26.2)\n",
" p.xlim(0,4.5);\n",
" p.xticks(np.arange(0,5))"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x108994ad0>"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAA2wAAAHoCAYAAAA10my2AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAAewgAAHsIBbtB1PgAAIABJREFUeJzs3Xl4VdXVx/HvCjMUVHBAsWiLUm2xrVIcqtJQRUAFRRwq\n",
"qKAF64BTVWRyAESJUidwquJUrFoVGVREpc1rQVqp1GKdUKuCSLUgAjIEkqz3j30uuQn3htyQe29y\n",
"8/s8D49kn312VtKSk3X2sMzdERERERERkdonL9sBiIiIiIiISGJK2ERERERERGopJWwiIiIiIiK1\n",
"lBI2ERERERGRWkoJm4iIiIiISC2lhE1ERERERKSWUsImIiIiIiJSSylhExERERERqaWUsImIiIiI\n",
"iNRSSthERERERERqKSVsIiIiIiIitZQSNhERERERkVpKCZuIiIiIiEgtpYRNRERERESkllLCJiIi\n",
"IiIiUkspYRMREREREamllLCJiIiIiIjUUkrYREREREREaqmG2Q4gF5jZeqAJUAp8leVwREQkO9rF\n",
"/X151qIQEZFs250wMVbk7i12dDBz9x0PqZ4zs2KgQbbjEBERERGRWqPE3Xd4gkwzbDUjlvWWAP/N\n",
"ZiA5phHhDcVXwJYsx5JL9H1ND31fa0rTps35znd2AWDTpi18+20jEnxfd4FdmkPzRENsgk2rYFXa\n",
"Yy1PM2zpoX9b6aPvbXro+7oDWkCLnWFnN+N/O+/MlgZhTmSnb75hTXExwP+AzdmMsQraEiZzSmti\n",
"MM2w1QAz+5LoH6a775HteHKFmR0CvAl0dvdF2Y4nV+j7mh76vtYMKyzsATxP7IXin/98F+PGXUr8\n",
"99WsAfAgMCjJMIuArrivT3e88eJWW9TIG1UJ9G8rffS9TQ99X3eAWTfg5c0NGzY8fsIE5nbuDMC+\n",
"K1Yw6YILVvVeu7YNdeD7amafE17iLXf3vXd0PB06IiIitYIVFnYGnqVs9cdkbrrp0fKdrCnwBMmT\n",
"tS+APplO1kREZAeZ7Q88W2rW8Lxhw7Yma63XrGH2Ndds/uvatVdkN8DsUcImIiJZZ4WF3wNeAGKb\n",
"s58DLqekJK6TNQWmA6clGWYD0Bt3LUcUEalLzNoQngG7jBgyhMe7dwegaVERz48cyQHLlp17C7yT\n",
"1RizSAmbiIhklRUW7gq8BMSWlM8HBnh+/tZsrXWYdfsT0CPJMJuB06jly2RERKQCsybANGD/SX37\n",
"csuZZwKQV1LCE+PGccS7747D/Y9ZjTHLtMZeRESyxgoLmwOzgI5R0/tAH8/P3xjf71G4EuidZJiN\n",
"wEm4v5K2QEVEpOaZGfAA0PXZrl25bOjQrZfuvvNOTp4//2nghixFV2tohk1ERLLCCgsbEvajHR41\n",
"rQB6en7+17E+TcAA9oLTkwyzFuipZE1EpE66Fjh7XqdODBg1Cs8LqcnIqVO5YNashcAg3GvkpMW6\n",
"TAmbiIhknBUWGjAJ6BM1rQOO9/z8z8o6Wd5zMKqSYb4BfoH7a2kLVERE0sOsPzDmvfbt6TN+PEWN\n",
"GwNwzpw5jJsyZSnhAKkNWY2xllDCJiIi2TACuCD6ezFwiufnv7X1qlke8NAe0DfJ/ZuBXri/leS6\n",
"iIjUVmZHAQ9/0aYNPQsKWN2qFQDHLVzIA7feujYPTsBdtY0jOZewmVkXM5tsZu+Y2bdm9pmZPWXh\n",
"qND4fo+YWWmCP+9lK3YRkfrACgsHAePjms71/PxXyzqYAROBgUmGKAbOwv1v6YpRRETSxGw/YPqa\n",
"Fi0a9yooYGnbtgAcvGQJT19/fUnjkpLTcP93doOsXXLx0JFrgCOAp4HFwJ7AUGCRmR3u7vFHghYB\n",
"v65w/5pqfM6SCv+VmrECGBP9V2qOvq/poe9rFUSFsR+Ia7rG8/OnVug2DrgCwg/w66P/RjYDp+M+\n",
"I62BSm2if1vpo+9teuj7moxZa+CFzQ0btuk3ZgyLO3QAQmHsF4cPp9XGjRfh/nKSu+vt99XcPdsx\n",
"1CgzOwJY6O7FcW37AW8Dz7j72VHbI8Ap7t6qBj5njVYzFxHJRdG+tT8D+VHTZOBSz88vexCZjQBu\n",
"SjLEJqAv7i+lMcxqM7NioAFQ4u65+EJURKT6zBoDc4D8uYccwnG33EJpgwa0WbOG+Zdcwg+WLZuI\n",
"+9XZDrMm1HRukHNLIt19QXyyFrV9BLwLHFChu5lZnpntcNImIiKVixKz3oSaa9OAyyska0NJnqxt\n",
"IRTFrpXJmoiIVCIsdf890Qu7YxYt4rnrrqPNmjXMGjmSHyxb9hxhlZwkkHMJWyIW/k+yB7CywqXm\n",
"hCOhvzGzVdHetxYZD1BEpJ7w/PxvCSdDliuMjdlvCadGJlIK9Mf91STXRUSkdhtJhX3JfV5/nU/O\n",
"PJMj3n33H4R9yfX++P5k6suSjQHAXsDouLYvgAJgESFx7QVcBPzEzPLdXfvRRETSwPPztxBmzAKz\n",
"XwO/S9YdOAf3ZzIQmoiI1DSzXwE3JrrUcuPGZej4/u3K+YTNzA4A7gZeBx6Ntbv7yApd/2RmSwgn\n",
"l50KPFWNT9fIzA6pQr8V7l7vNkyKiGzDbABwfyU9LsD98UyFk4iZ7Um5c0+Sd427R88CERGzI4FH\n",
"klxdRzi+v878HEzhedCoRj9vrh06Es/M2gLzCZvAD/ft1HMws6bAt8BD7n5+Cp8ntrGwqsa4+w0p\n",
"9BcRyT1mg4CHiEt0Krga94mZCygxM7uBcFhlTdOzQERyl9kPgXnALgmulhCStTmZDWrHVON5UCOH\n",
"juTsDJuZ7QTMBloBR28vWQNw901m9jXQupqf9ivC0srtqTNvEkRE0sJsCGEDejKX4X5XpsLZjvuB\n",
"mVXot5CwxL4EOLQK/fUsEJHcZNaOcMBUomQNYGhdS9YiVX0ezAZ2r6lPmpMJWzRTNgvYDzjW3d+v\n",
"4n0tgV2B/1XzU29x90XVvFdEpH4wu4iwVD2ZMbUoWSNatrjd5MrMti5Z0bNAROots50JCct3k/S4\n",
"Dff7MhhRjUnhebBle31SkXOnRJpZA8L+s8OA09z97wn6NImSs4qujf6rY6NFRNLB7DIqT9ZuJhRG\n",
"FRGRusasCfAccFCSHs8CwzIXUG7IxRm23xHq/MwCdjWzs+IvuvtUwmbBf5rZH4EPoks9CMsZZ7v7\n",
"jAzGKyJSP5hdBdxaSY8bgLHk8uZqEZFcFcpo3UNUay2B1wjH9+sk9hTlYsL2E8Ix0L2jP/EcmAqs\n",
"JiR03Qk1IRoAHwIjgKxvcBcRyTlmIwmn8CYzCvdkRbNFRKT2GwGcl+TaO8DJuG/KYDw5I+cSNnfv\n",
"VoU+a4BzMhCOiIiYXU3lydow3CubeRMRkdrM7ByS/5xfDvTCfXUGI8opObeHTUREMscKC5tYYWGy\n",
"Y/nB7FSgoJIhLleyJiJSh5l1B6ZsapSw9Ng6oCfuyzIbVG5RwiYiItVihYUNgT8Bj1phYePyFy0P\n",
"s0uAJ0leZ+1i3O9Mb5QiIpI2Zj8Fnv3rQQc17PD448zv1Cn+ainQH/d/Zye43KGETUREUhbNqk0G\n",
"+gBnA0+UXbRdCKft3kXYI1yRA0Nwvyf9kYqISFqY7Qe89O4++7Q86cYb+WK33Th24kTeOOCAWI+L\n",
"cH8+ixHmjJzbwyYiIhkxEvhN9Pdi4F4AQsmUl6i8cPTVuD+Y1uhERCR9zPYEXv6iTZs9ek2YwOpW\n",
"rQDoungxB3/4IcB43O/PZoi5RDNsIiKSEissHATcGNd0rufnv4pZU2A6lSdrt0V/RESkLgqrKOas\n",
"adHie70KCljati0ABy9ZwjPXX0+jkpI/UFbbWGqAEjYREakyKyzsATwQ1zTc8/OnYtYYeBr4ZSW3\n",
"3whcpTprIiJ1lFlzYNbmhg0P6jdmDIs7dABg3xUreHH4cFpu3PgKMFg/52uWlkSKiEiVWGFhZ+BZ\n",
"yp4dk4FbMGsAPAccn+TWL4CBuL+a/ihFRCQtzBoBfyo1O/K8YcOY27kzAK3XrOGla66h7erVfwdO\n",
"wX1zVuPMQUrYRERku6yw8HvAC0CLqOk54HLv1q0h8AeSJ2v/Bbri/nH6oxQRkbQwywOmACeMGDKE\n",
"x7t3B6BpURHPjxzJD5Ytew84AfdvsxlmrtKSSBERqZQVFu5KOEhkj6hpPjDAu3VzQrJ2RpJbVwPH\n",
"KVkTEanDzAyYCJw9qW9fbjnzTADySkp4Ytw4jnj33aWEn/WrshlmLlPCJiIiSVlhYXNgFtAxanof\n",
"6OPduhUB95E8WVtLeIC/nf4oRUQkjYYDVzzbtSuXDR26tXHyXXdx8vz5Kwk/6z/PWnT1gJZEiohI\n",
"QlFh7CeAw6OmFUBP79ZtNXAPMCTJrZuBk3H/R/qjFBGRtDEbAtw0r1MnBowaheeFuZ6RU6dy4cyZ\n",
"3wK9cP8gqzHWA5phExGRbUSFsScRCmMDrAOO927dlgITgAuS3Pot0AP3v6Q/ShERSRuzU4D73mvf\n",
"nj7jx1PUuDEA58yZw7gpU/RiLoOUsImISCIjKEvKioFTvFu3fxEKZg9Lcs8WoA/uhekPT0RE0sbs\n",
"l8ATX7Rpk9ezoGBrYezjFi7kgVtv9TwYgPvc7AZZfyhhExGRcqywsCnwq7imUBgbRlG+YHa8IqCv\n",
"ZtZEROo4s87ADKDxnw8+eJvC2I1LSi7E/ZmsxljPaA+biIiU4/n5m6ywsCswHZgdFcYeAoxLcksx\n",
"cCruL2QsSBERqXlmHYHZwHcAznr1VRqVlHD9oEGxwtjX4n5/doOsf0yFyHecmX0OtAOWu/ve2Y5H\n",
"RKQmWGFhI6DYu3W7iFAkOxEHzsT9qcxFVjuZWTHQAChxd70QFZG6xawdoWzLPhUvbWnQgEYlJXcB\n",
"l6PkYbtqOjfQA0VERBLy/PwtmA2k8mRtqJI1EZE6zqw18DIJkjWARiUljwNXKFnLDu1hExGRxMx6\n",
"AA9V0uMS3O/JVDgiIpIGZi2AF4AfJukxGzgX99LMBSXxlLCJiMi2zH4FTCP5c+IGQi02ERGpq8wa\n",
"A89SVm+zogXAabhvyVxQUpESNhERKc9sBKFgdvMkPa7GfYyWxoiI1GFmDYBHgR5JerwDnIj7+swF\n",
"JYkoYRMRkTJmI4GbKukxDveJmQpHRETSwMyAeylfwiXep0AP3L/OWEySlBI2EREJQrI2vpIefwSu\n",
"z1A0IiKSPgXAkCTXvgKOw315BuORSihhExGRqiRr9wKDtAxSRKSOM7sKuDrJ1bVAT9w/zGBEsh06\n",
"1l9EpL4Le9YqS9YuUKFUEZEcYHY2cGuSq5uA3rj/M4MRSRUoYRMRqc9CslbZnrUhuD+YqXBERCRN\n",
"zHqSvFRLMdAP99cyGJFUkZZEiojUA1ZYuIsVFlr5RiVrIiL1gtlhhOP7G37dsmXFqw6chfuLGY9L\n",
"qkQJm4hIjrPCwl2BvwH3WmFhWFmhZE1EpH4w+wGhMHbzSX37cuAjj/Bmx47xPS7F/ansBCdVoSWR\n",
"IiI5zAoLmwOzgI5ARyst3YjZKmBcJbcpWRMRyQVmewFzgDbPdu3KZUOH4nl55N9+O+8NHMjeK1eO\n",
"x31ytsOUyilhExHJUdFs2hPA4QB5paVfvjNo0OGxj5M4X8maiEgOMNsZmA3sM69TJwaMGoXnhcV1\n",
"l06bxt4rV04Brs1miFI1WhIpIpKDov1qk4E+AFZa+u3rF1+86YBly7aXrD2QkQBFRCR9zJoCM4Af\n",
"v7vPPvQZP56ixo0BOGfOHMY99NBMwgnAKtVSByhhExHJTSOB3wDgXjxr5MgNh73//j6V9FeyJiKS\n",
"C8waAI8DXb9o04ZeEyawulUrAI5buJDfT5y4IM/9TNyLsxqnVJkSNhGRHGOFhYOAG2MfT7nllg0n\n",
"/P3vuyfp7ihZExHJDWax1RWnrGnRgl4FBSxt2xaAg5cs4akxY95vUlx8Iu4bshqnpEQJm4hIDrHC\n",
"wh7A1uTrxilTNp730kutknRfChyvZE1EJGdcC1ywuWFD+o0Zw+IOHQDYd8UKZo0c+cXO69cfh/vX\n",
"2Q1RUqVDR0REcoQVFnYmqrMDMHTaNEZOndosSfe3gB64f5Wp+EREJI3MzgfGlJpx3rBhzO3cGYDW\n",
"a9bwwvDha9qtWtUd92XZDVKqQzNsIiI5wAoLv0eos9MCoO9rr3HH3Xdjibu/DnRTsiYikiPMTgbu\n",
"BRgxZAiPd+8OQNOiImaOGrX5h0uXHo/7u9kMUapPCZuISB0XFcZ+CdgD4Mi33+bx8eNpUFqaqPsr\n",
"wHG4f5PBEEVEJF3MjgaeBPIm9e3LLWeeCUBeSQl/vPHG0iPfeedU3F/PaoyyQ5SwiYjUYRUKY3PA\n",
"Z58xc9Qomm3enKj7M0Bv3NdnMEQREUkXs07ATKBJrDB2zOS77qLvvHnn4z4ra/FJjVDCJiJSR1Us\n",
"jL3nypW8dM01tF63rmLXEsIx/2fgXpTZKEVEJC3M2hNWV+z814MOKlcYe+TUqVw4c+Zo3KdkNUap\n",
"ETp0RESk7toV9wMxo+X69bw4fDj7fPllxT7FQD/cZ2YhPhERSQezNsAcoB3AGwccULEw9t3ATdkL\n",
"UGqSEjYRkTrKu3X78j977jlv0DXX7H/dY4/x048/rtilBPiVkjURkRxi1gJ4Hjgg1nTl00/Tet06\n",
"nu3alft/97tn8twvw92zF6TUJNP/ljvOzD4nvOFY7u57ZzseEaknzH4H/NYh0WmQpcBZuD+R4ajq\n",
"LTMrBhoAJe6uF6IiUvPMGgHPASckulxq9pc8915a/p5dNZ0baA9bPWBmXcxsspm9Y2bfmtlnZvaU\n",
"me2foO+BZvaSma0zs1Vm9piZ7Zqg34Vm9rSZLTWzUjN7uIqxPBD11wZYkR1hdiXwW0iYrDlwnpI1\n",
"iZfNZ4GZDYquJ/qzezq+XpGcY2bA70mSrAH/ynPvq2Qt9+gNYP1wDXAE8DSwGNgTGAosMrPD3f0d\n",
"ADPbG3gNWA2MAFoCVwEHmdmh7r4lbsxhwHeAN4C2hF8QK2VmPwMGApuq0l9EkjC7FJiY5GoJcD7u\n",
"j2YwIqkbasOz4Frgkwpta3bkixKpR24CBiW59gnQC3f9e8pBStjqh98BC929ONZgZk8BbwPDgbOj\n",
"5pFAM+Bgd/886vcGoW7TIOCBuDG7uvuyqM82R9JVZOGt0F3Ao8CxO/j1iNRfZtcAE5Jc3UI4YEQz\n",
"2JJI1p8FwGx3X7SDX4dI/RNe1A1PcvV/QA/cV2QwIskgLYmsB9x9QfwDOmr7CHiXuA2rQD/g+dgD\n",
"Ouo3F1gCnF7h/mUphnE28ENgNAlXcInIdpkNJXmyBnCOkjVJppY8C8zMWppZgxTvE6m/zH4F3JHk\n",
"6nrgeNw/zGBEkmFK2OqpaMZrD2Bl9HE7YDfgHwm6LwQO3oHP1RIoAG5y923OHBeR7TDbBbO7gUmV\n",
"9BqK+5OZCklyQyafBZG/EJZArjezGWa23w6OJ5LbzI4FHiPxy+5i4BTcE/17lRyiJZH11wBgL8KM\n",
"F4S9DACJptNXAK3NrFGFvQtVdR3hDdDt1bhXpH4z+zkwjfBLdTKX4353hiKS3JKpZ8F64GFCwrYW\n",
"+Bnh0JzXzeyQ+Nk8EYmYHUI4EbJRkh6DcH85gxFJlihhq4fM7ADgbuB1wp4yCPsVABKdLLQprk9K\n",
"D2kz6whcCvyqmsmeSP1ldhjwMtCikl6/wf33GYpIckgmnwXu/jThsJOYmWY2h3C4ySjgwlTGE8l5\n",
"Zt8DXiQc6pPIlbg/nsGIJIu0JLKeMbO2wAuE079O9bJCfBuj/zZJcFvTCn1ScScw392fq8a9IvWX\n",
"2U+A2VSerF2pZE2qIwvPgm24+3zg7+ggKpHyzFoTfv4nW1kxEffbMhiRZJlm2OoRM9uJ8AOgFXC0\n",
"u/837nJs+cue29wY2lalOkNmZr8EegCnmNm+cZcaAs3NbB/ga3evysliIvWH2Y+Bl4BdkvTYDFyD\n",
"e7JN6CJJZfpZsB2fAx1rcDyRus2sKTAD+EGSHn8glOiQekQzbPWEhR8As4D9gBPd/f346+6+nHAs\n",
"bJcEtx8KvFWNT9s++u804D9xf/YCfkmoGXJuNcYVyVnTunYdRFii1jZJl1eATkrWpDqy9CyozPej\n",
"zyciZnnAI8BRmxs2ZEXr1hV7zAF+jXtppkOT7FLCVg9Exyc/BRwGnObuf0/S9VngxKhoauzeY4D9\n",
"Kb/3oKrmAidX+NOX8HBeGH38fDXGFck9Zk2mHX30lHNGjHj4ygsvbFFqCatfzEDHN0s1ZfFZgJnt\n",
"lqDteOAQwmyyiMDNwBmlZpw3bBiH3nsv/95339i1fwKnofMA6iUrW7Yu1WVmnwPtgOXuvvf2+mea\n",
"md1BOPhjFgketu4+Neq3N+EHwjeEvWctgauBpUCX+GUwZtYb+En04WjgHcJJRgAz3P3tSuL5FFjs\n",
"7n126AsTyRVm+7zXvv2Mbrff/pMvozeqd0yezGXPPhvfay5wIu6bEg0h2WdmxUADoMTda92Wg2w+\n",
"C8zsQ2AR8CbhWP9DgPOA5dGYmmWT+s3sN8B9AMOHDKGgf38A9ly5kg/POmtpi6Kiw1UYu+6o6dyg\n",
"1j1QJC1+AjjQO/oTz4GpAO7+uZn9AriNUJy3iDADdmWCPQunAAPjxvgpoT6PEx7qSRO2qI+IAJgd\n",
"8dXOO79w8rhxu8SStSPffpvzZ5Wrf/0a0E/JmuygbD4LngROAI4DmgNfAPcDY5SsSb1n1otwYiuT\n",
"Tz55a7KWV1LCXZMmrW9RVNRLyVr9phm2GlDbZ9hEpJYyO2x9kyavdJ84seWCTp0AOOCzz5h/ySW0\n",
"Xrf1LJ7HgCG4b85WmFI1tX2GTURqIbMjgFeB5tOOPppTb7gBzws7libfcUfJxTNmHIP7/2U1RklZ\n",
"TecG2sMmIpINZj/b0qDBnP7XXrs1Wdtz5UpeuuaaWLJWDIwDzlWyJiKSg8x+Sjixtfm8Tp3oP3r0\n",
"1mRt5NSpXDxjxkAlawJaEikiknlmh5TCK5decslOM488EoCW69fz4vDh7PPllwAfAGfg/q9shiki\n",
"ImkSCte/DOz0Xvv29Bk/nqLGjQE4Z84cxj700HUqjC0xmmETEcmkUBD7lQkDBux830knAdCwuJhp\n",
"113HTz/+GMJJkF2UrImI5Ciz7xKWQe72RZs29CwoYHWrVgAct3Ah991228MN3G/MaoxSq2iGTUQk\n",
"U8wOAuY+2qNH61GDB29tfriggGMXLQKYDpyuY5tFRHJUKFz/ItBubfPm9CooYGnbUHbz4CVL+OON\n",
"N85stnnz+eiQCYmjGTYRkUww+yEwd06XLm0GX3XV1uYJ99/PWa++CuGo9TOUrImI5CizRsAzQKfN\n",
"DRtyytixLO7QAYB9V6xg2nXXFbZZu/Z03IuzGqfUOjmXsJlZFzObbGbvmNm3ZvaZmT1lZvsn6Hug\n",
"mb1kZuvMbJWZPWZmu2YjbhHJYWGvwp/f7Nhxt35jxlDcMCxuuPi55xj25JMQ3raepsNFRERylJkR\n",
"SlkcGyuMPbdzZwBar1nDtOuue3PfL788EfeirMYptVIuLom8BjiCUBR0MbAnMBRYZGaHu/s7sLUw\n",
"6GvAamAEoTDoVcBBZnZoglozIiKpM+sMvPRJ27a7nnDzzaxv1gyAvq+9xp2TJ2Nh03k/PaRFRHLa\n",
"aOBcgBFDhvB49+4ANC0q4k9jx/7n4I8+Ogb39dkMMMbMzLUks1bJxYTtd8BCj5tONrOnCMU7hwNn\n",
"R80jgWbAwe7+edTvDeAVYBDwQAZjFpFcY9YQuAC4fWWrVg17FhQQXxj78fHjaVBa+mfgZBXEFhHJ\n",
"YWbnAGMBJvXtyy1nngmEwtiPTpiw+phFi/JxX5PNEGPM7HKgg5ldqqSt9si5hM3dFyRo+8jM3gUO\n",
"iGvuBzwfS9aifnPNbAlwOkrYRKS6QiHUycAhAKtbttx6XPMBn33GjNGjabZ5cyHQG/eNWYtTRETS\n",
"y+xYYErsw/9GL+4A7pw8uej0wsJjcF+WjdAqMrMrgYnRh6VmdrmSttoh5xK2RCysG96DMMuGmbUD\n",
"dgP+kaD7QqBX5qITkZxh1gy4CbiUuD3C+y9fzoKLL+bXV1/NPXfcQZu1a+cRkrUN2QpVRETSzOzH\n",
"wDTift8eP2UKe61axRdt2vjQ6dP74v7P7AVYxsyGAzfHNa3OViyyrXqRsAEDgL0I64ch7GsDWJGg\n",
"7wqgtZk10j42Eamy8GB+ivIz+Vvt+fXXvDhiBHNh46tw8mD3bzMboIiIZIzZvsBswhkJ5Vw8fTrA\n",
"hbjPzmxQiZnZaGBcXNN17j4uWX/JvJxP2CycznY38DrwaNTcLPpvok3+m+L6pJqwNTKzQ6rQb4W7\n",
"J0oWRaQuMusBPAu0qKzbk8D5cNta91UZiUtqhJntSdmLvkq7xt2jZ4FIfWW2O+FAqb2S9LgZ9/sz\n",
"GFFC0Qq066M/MSPcfUKWQqr1UngeNKrJz5vTCZuZtQVeIEzrnhq3Dje2Z6RJgtuaVuiTit2BN6vQ\n",
"bwxwQzXGF5HaxuwoYCbQOFmXdwhH0M6BJ1z/9uui31D+F5rtaYCeBSL1k1lzQl3NbcpJRaYCozIX\n",
"UGJRsjauQixXu/vEJLdIkOrzoEbkbMJmoZL8bKAVcLS7/zfucuyNZqIMeU9gVTWXQ35F1fa/6Y2q\n",
"SC4IS16mkSRZ20T4jfw2YHOY4R/sKohaF91PSMq3ZyFh72IJcGgV+utZIJJLzBoAj5P83/+fgV+T\n",
"5YM8omTtZkIprJgr3P2OLIVUl1T1eTCbMJFTI3IyYTOzpoS3G/sBx7r7+/HX3X25mf0P6JLg9kOB\n",
"t6r5qbe4+6Jq3isidUmo5TiXcIDRNhYSaoh8EJZWXww8qNO26qZo2eJ2kysz2/q/r54FIvVMSIJu\n",
"B05O0mMR0Bf3zZkLaltRsjYR+G1c81B3vztLIdUpKTwPavQcjLztd6lbLLzdeAo4DDjN3f+epOuz\n",
"wIlRAe3YvccQprCfTnugIlJ3mX0XKAS+n+jyw8CRwAfhw3Pd/QElayIiOe1y4JIk1z4CeuG+NoPx\n",
"bCNK1u6gfLJ2oZK12i8XZ9h+B/QmzLDtamZnxV9096nRX28CTgP+YmZ3Ek7xuRpYTPh9S0RkW2bt\n",
"gb+QJFmbDvwacCgFrnL3xzMYnYiIZJrZqYTfPxNZRUjWvqre0PYT4G13L61ueNE4ecAk4KKoyYHz\n",
"3f3BHRkkOrusAAAgAElEQVRXMsNy7aWvmf0F6ErcaV1x3N0bxPX9IWF7yVGEEyNfAK509/+l+Dk/\n",
"B9oBy9197+31F5E6ymwfwszavoku/5Pww+dbKAZOcfdZGYtNss7MigkHjpS4ey6+EBWRisx+Ttib\n",
"lugguyLgl7i/Xr2h7TTCnrj7gUuru1IjStbuIRyYASFZO8/dH6nOeLJ9NZ0b5NwDxd27pdD3XaBn\n",
"GsMRkVxhtjNhE/G+iS4vBroD38LnQH93/2vmghMRkYwz60g4gCJRsubAgB1I1n4D3EuYgBgKzCNs\n",
"+Ul1nDxCwjc4aioFBsatOJM6IOcSNhGRGmfWBHgOODDR5beAY4FVsAT4pbsvz2B0IiKSaaHW2myg\n",
"TZIeV+L+bPWGtt8A98U1PUQ4eyHVcRoAU4CBUVMpcJa7P1GduCR7cu7QERGRGhXeTj4M5Mc3v9Wh\n",
"AxCO/ToGWBU2lXdTsiYikuNCrbWZwPe/aNOGL3fZpWKPuwiHe6Q4rDU3s1GUT9YmUo2SMGbWEPgD\n",
"ZclaCXCmkrW6SQmbiEjlbgLOjG94pEcPDn7wQc4/91yOAb6G1UAPd/8iKxGKiEhmlNVaO2xNixb0\n",
"Kijg55MmsWTvrduUpgO/TbXWmpn9iLBK48a45luBYanuXTOzxsCTlD27thBOTv9TKuNI7aGETUQk\n",
"GbOLKF9YlDldujDkqqsAeOCcc/jm8MOLgN7u/p8sRCgiIpkSV2ttc8OG9BszhsUdOvCfdu04a+RI\n",
"SuHvhH1rJSkOeyDh4JJ2cc2TgGuqkaw1IZSn6hc1bSYcgvVcKuNI7aKETUQkEbPehAfmVm927Ei/\n",
"MWMobhht/50xYwsLF3Zz9/lZiFBERDLrcuCSUjPOGzaMuZ07A9BmzRqm3Hrr0jzojfuGVAY0sx8Q\n",
"krXdo6Z/AX2Ay6qRrDUj7LfuEzVtAvq4+/OpjCO1jxI2EZGKQt2bJ4j7GflJ27accPPNrG/WLDTM\n",
"m7eF++47zouLF+zYp7LDzewxM2u0I+OIiEgaxdVaGzFkCI937w5A06Iinrv22jUHffJJd1IvC9UO\n",
"eAVoGzUtIuyFnlWNZC22r65X1LQBOMHd56QyjtROOiVSRCSeWVvCQ69FrGllq1b0LCjgy9atQ8N7\n",
"723k0UcP940bF+/Yp7LjgGnR52pgZmfvaHFUERGpYaHW2lTAJvXtyy1nhq1heSUl/PHGG7cc/fbb\n",
"x+O+JLUhbSfgReC7UdNbQHd3X516ePYd4HngF1HTt8DxKi+TOzTDJiISY9aKcExz+1jThiZN6H3T\n",
"TSxpHzUtW1bM888f5h9+WO1kzYKrgJcoSwz3BJpWd0wREUmDuFprz3btymVDh269NPnOO73vvHln\n",
"plprzcyaAjOAH0dNnwC93P3r1MOznYA5lCVra4HjlKzlFs2wiYgAhCWJzwA/jTUV5+Vx5rXX8rcf\n",
"/Sg0rFrlPP98L3/hhber/2msAXAncHFc80zgDHffVN1xRUSkhsXVWpvXqRMDRo3C88Jcx6g//IEL\n",
"Z81KudZadNz+k5QlWKuAnu7+39TDs10IyVqXqOkbwizdP1IdS2o3zbCJiIRTteYC3WNNDlxy6aXM\n",
"PPLI0LBxYymzZ5/lTz31avU/jbUgLIGMT9bGEk7wUrImIlJbxNVae699e/qMH09R48YADHzpJcY+\n",
"/HDKtdYsnDJ5P3BS1LSesHQxpeWU0Vi7Ep5bsWRtFWH/m5K1HKQZNhGp38oeej+Ob755wADuOyl6\n",
"ppaWFtO4cU9/8MG51f80tjthj0Hs4VpMKIb6aHXHFBGRNIirtfZFmzb0LChgdatWAPR44w3uu+22\n",
"GXnuKddaA24Gzov+vgU42d3fSD08awu8DBwUNX0FHOPu/051LKkblLCJSP1V9ga1XLL2aI8ejBo8\n",
"uKwhL2+Q5+fvSLLWDngVOCBqWkuYVav2mCIikgZxtdbWNm9Or4IClrYNhzgesmQJT4wbt7Dpli39\n",
"q1Fr7UrK6no6cJa7p7xiw8z2IyRr34uaVgC/dPf3Ux1L6g4tiRSR+insI3gCOCK+eU6XLgyOCmNH\n",
"rvH8/Mer/2msPfAaZcna58BRStZERGqly4FLNjdsyCljx7K4QwcA9l2xghmjRn26y7ffnlCNWmsD\n",
"gYlxTRe5+59SDczMjgHmU5asLQV+oWQt9ylhE5H6J7xBvYey4qIALNp///KFsUPh7Ft34NN0Bv4G\n",
"fD9q+g8hWav2oSUiIpImZqcBv0tUGPuFESO+2Xvlyh7VqLXWG5gS13Sdu9+X4hh7mdkThJUasQLb\n",
"/wZ+7u4fpjKW1E1K2ESkPhoLDKnY2KC0lJbr18c+nAZc4fn5qe5RiB3bPxiYRziuH+BDoKu7f1a9\n",
"kEVEJG3M8olqrQG0XrcOCIWxZ4watfmHn312QjVqrXUF/gQ0iJomATemcH9DM7sceB/4VdylQsLz\n",
"ZHkq8UjdZanvl5SKzOxzoB2w3N33znY8IlIJs6GEh+Y2VgIndOz4wBv3398AGOr5+RtTH96+A9wH\n",
"DIhrXgCc5Cm+mZW6xcyKCb+Ylbi79oiL1BVmPwb+CrSKNTkw8Ywz2P/zz/3k+fNPq8bx/T8hLIeP\n",
"jfkEYd9aaRXuNeAE4BbgwLhLqwj74B6uyjiSPTWdGyhhqwFK2ETqCLN+wNNEb1DjbQAGwMzp4dSu\n",
"av1gNLMDgeeAH8Q13wtc4e5F1RlT6g4lbCJ1kNk+hJdqeybp8Vvcb09tSOtA2Gu2R9Q0B+jj7pu3\n",
"c19j4Bzgt5RP1Bx4ABjp7qtSiUWyo6ZzAz1QRKR+MDuCuOUu8YqB8+Gt6dBvB5K1boRllDtHTesI\n",
"x/anvLFcREQywKw1oTB2smTtDlKvtRY7cj+WrP2N8GxJmqxZKCMwCLgOaF/h8uuEl34pH/8vuUMJ\n",
"m4jkvvC2cybQNNHlofDfx+FYdy+u3vB2DvAg0Chq+hdwqrt/VJ3xREQkzcyaAjMoP5MV7wngylRq\n",
"rZnZzsBLlB009S5wgruvr+SeHxOeH10qXJpPSBafre6LRMkdOnRERHKbWRvCG9RdE10eDd/cD4dW\n",
"Z5lJdLjINcCjlCVrLxBOglSyJiJSG4U9Yg8BRyXpMRcYRAr7xMysGeHF4E+ipqVAD3f/Okn/Pc3s\n",
"QeAtyidrLwJHuPtR7v6MkjUBzbCJSC4Lb1CnA/snunwvbBwPh7v7stSHtjzCkf+/jWu+B7isujN1\n",
"IiKSEWOAM5Nc+xdwCtvZbxbPQl3PJ4Gjo6aVQHd3/zxB3xbAlcAwoEXcpQ+AC9y9sKqfV+oPJWwi\n",
"kptCQvUwSd6gzoLSa6Cbu3+Q+tDWiPB29qy45lHAzXobKiJSi5mdD1yb5OpS4Hjc11Z9ODPCgSCx\n",
"up7fAj29QgmA6CXfOcB4YK+4S2uitknuvqmqn1fqFyVsIpKrxlO+bs1WC4GhMHCt+99THTQ6xeth\n",
"oH/UVAr8xt0frG6gIiKSAWYnEU7uTWQN0Av3L1Ic9RbCgSEAmwklXN4s/2ntUGAy5Zc+lkSxjHH3\n",
"lSl+TqlnlLCJSO4Jb1CHJ7r0KXAe3PKZ+9TUh7XvAU9R9tAtAn7l7tOrGamIiGSC2eGEZYuJzm8o\n",
"Bvrh/m5qQ9pw4Krow1Kgv7v/Oe76HsDNwLkVbp0JDKvOCg+pn3ToiIjkFrOehL1k21gNDIDn/50k\n",
"mUs+pO1kZhcDiyhL1jYDA5WsiYjUcmb7AbNIclIwcD7uc1Mb0i4gJGMxF3pUXNvMGpnZFcASyidr\n",
"7wLHuPtJStYkFZphE5HcYfZTQmHsBhUvbQYGwruvw2mp7DMzs/0JJ4Z9N675Y+B0d1+0gxGLiEg6\n",
"me1OJScFA6Nxfzi1Ie1Myr8YHOHuv4+uHQfcCRwQd30NcD1wj7tvSeVziYBm2EQkV4Tlii8A34k1\n",
"Fefl8eeDDwbgYlg1K7zZrPKmbjM7kFALJz5Z+xNwiJI1EZHabYLZXqthHrDfmx078nXLlhW73Avc\n",
"lMqYZnYC8BhgUVOBu08ws73NbAYwh7JkzQk11vZ39zuVrEl1KWETkbrPbE/gVeJO3nLgkksv5Zjb\n",
"buPY/v1LHmzQoLu7/7fqQ9p3CQ/e3aKmfxNKAJzhKZwgJiIimXerWatj4O1dYP/32ren+623cuSk\n",
"SXy6xx6xLrOAS1MsjN0VeIayFWr3AyPMbB/Cy70+cd0XAF3cfYi7/2+HvyCp15SwiUjdZrYr8Arw\n",
"/fjmmwcM4L6TTgJg7q9/Da++urHqQ1qHaMzYzNo/gaO9GqdKiohIZo0xa3QYvNMFWn/Rpg09CwpY\n",
"3aoV7++zD9eedx7AP4AzSaFmppkdQvl9cE8BFwPtgD8D7aP2FcDZwJEVT4sUqS7tYRORuivUQ5sO\n",
"/Ci++dEePRg1eHBZQ17eIM/Pf79qQ9rPgJeBXaKmj4Be7v5NTYQsIiLpc4OZHQ6LusLea5s3p1dB\n",
"AUvbtgXg4CVLmHTXXR8DJ+K+vqpjmtkPgJeAVlHTbEJNtd0JyVrsheES4BeprOYQqQrNsIlI3RSK\n",
"lU4CjoxvntOlC4OvuqqsobR0uOfnV+kI/+gN6iuUJWvvA8e5+5c1EbKIiKRXZ5jTEzptbtiQU8aO\n",
"ZXGHDgDsu2IFs0aO/HLn9eu7k8LP9Gh5/CuULY+fD5wK7Ew4kGr/qP1j4JdK1iQd0jrDZmY7E36Z\n",
"OpBwOo8DK4H3gAXuvjqdn19EctrVwG/iGxbtvz/9xoyhuGH0o62o6H6aNLmlKoNZOGHyVcJDGOA1\n",
"oLf2q4mI1A2zzB7oDd1LzThv2DDmdu4MQJs1a3hh+PC17Vat6o77J1Udz8x2o/zy+H8BJwLNCM+L\n",
"A6P2TwnJ2vIa+lJEyqnxhM3MmgD9CVXfj6LsFJ2K3MzmAY8Af3T3opqORURylNnpQEF80ydt23L8\n",
"hAmsb9YsNGzY8CLNm1/s+fnb3VBuZj8iPHxjM2vzgBPc/dsajVtERGqcmeXdBlOuCL97MnLwYB7v\n",
"3h2ApkVFzBg1avMPly49Afe3UxizJfAi8IOo6SOgB+H32leAg6L2zwnJ2tIa+WJEEqjRJZFmdiFh\n",
"SvheQs2JK4CjCRsymwMtgL2jtiuAtVHfj6MChCIilTP7OeFI5a1WtmpFz4ICvmzdOjSsW7eY5s1P\n",
"9fz8ku0PZ+0Ip0G2iZoWAMcrWRMRqRsuhqeGRsna5JNPpqB/fwDySkp4Yty40iPfeacf7vOqOl40\n",
"+fAc8LOo6QugO7CJ8Lw4OGpfQUjWqjxrJ1IdNT3DNhKYCDzs7muS9NlI+D/+fOAuM9uJUAV+BHBf\n",
"DccjIrkkbPyeCTSJNW1o0oQ+48ezpH10QNe6dV/QsmU3z8/f7qmQZrYHYWatXdT0D8IBI+tqOnQR\n",
"Eal5F5uNuwVObQRMO/poLr3kkq3X7r7zTvrMn3+uwU8xe8Pdv9reeGbWAJgKHBM1rQaOA1YRDh7p\n",
"ErV/RUjWPqzBL0ckoZo+dOT77n5HJcnaNtx9jbvfAexXw7GISC4JydVLlM2EUZKXR//Ro1nQqVNo\n",
"WL/+W1q2/Lnn53+9/eFsN8LpXrECp58SlkFW+eeXiIhkzxVmZ4+F0S2AeZ060X/0aDwv/Go7cupU\n",
"Lpg166oG8ENgHDDfzL5f2XgWDrO6m3CoCMAG4ATC8+F54OdR+yrgGHev0unDIjuqRhO2Hangrurv\n",
"IpKUWQvCw3LfWFOsMPaMo44KDZs2FdOwYVfPz/9s+8NZG8LM2g+jpqVAt6q8fRURkewbbXbUlfBI\n",
"G+C99u3pM348RY0bA3DOnDmMe+ihWwyKgWuiWzpQtu8smbGUHWZVDPQD3gJmAF2j9tXAse7+75r7\n",
"akQql+5TIlsBO7n7sri2dsAFQGPgWXd/I50xiEgdZ9YQeJKyvQRAKIx9b1QYm+JiZ8OGPn7KKf/c\n",
"/nC2C2HD+I+jps8JydqnNRi1iIikyaNm+50Hc/eGvPjC2AA93niD+2677eFG7v8Enoi77SJ3n5Fs\n",
"TDO7FBgd1zQQ+Auh1mdseeRaQqmXt2ry6xHZnnQXzr4f+B5wOGxN4P5G2C9SClxmZr3c/S9pjkNE\n",
"6qKy5Sknxjc/dtxx5Qtjr1hxiZ999uwkQ7QH2rn7gmjPbKIN4/9JQ/QiIlLD/m2225Gw6PvQeF2z\n",
"Zhw/YcLWwtiHLFnC4zfe+GLbzZufLA2rMmLGunvScxLMrD9wZ1zTpcAz0Z+eUdu3QA93/0eNfkEi\n",
"VZDuwtlHAS/EfXwWsCehNtsuwGJgVJpjEJG663rg/IqNP1i2jF2++SZ88J//3O5nn313opuj/Qoz\n",
"gcLoFNv4DeNfog3jIiJ1h1nLZrB4P2gJ0HTzZjovWQKEwtjTrr32bz9Zt+7htTALaBTd9QBwQ/Ih\n",
"rQfwaFzTOMIheE8AvaO2DYQDqf5Wk1+OSFWle4ZtV8Jyo5g+wHx3XwBgZn8g/EImIlKe2WCS/Hz4\n",
"3nvv8Z2hQ1l9xRVP0LnzlYlvt8MISx9bRk23AU2jv/8PbRgXEak7zJp9Bv/oAG1jTY1KSnjw1lvZ\n",
"b/lyjv/b394f9NVXo5eHZK1x1GUmYSlkwnqcZnYEMI2y34fvA24F/gCcErVtAk70FMoCiNS0dCds\n",
"3xD9wzKzZoT6azfFXS8m1GcTESljdjxJynxsILzyXLZ8+Xi/8srRifqY2U8Js2mxZG0LZcna14QN\n",
"4+/UaMwiIpIeZo2/gL/sAx23uQSM+OMfP7gIzikMq7qaRZeeBs529+LEQ9pBhP6x30OnA60J+9Ri\n",
"NgMnaeuOZFu6E7bXgYvM7APCGuBmhJN2YvYHlqc5BhGpS8x+RnjQNqh4qRg4DXgjPGSvS3y7HUiY\n",
"Wds5avoK2D36+zdAd3dfXMNRi4hIOpg1/Bqm7wWHJenx2eNw6r1hv9luUVshIVkrSjykfR94mbA9\n",
"J9Z/D+CIuG5FQD93f3kHvwKRHZbuPWzDCW+2nwEGA7fFjkG1cPLb6cD/pTkGEakrwkM0/o1nOecD\n",
"L8L7wFnuXrrt7fZjYC5hOTaEfWqxZG0LcLy7L6rpsEVEJA3M8tbDo62hV5IeK96BXmfBPcAPorb3\n",
"gFMqSdb2IpR1iS2t/AdhNUYsWSshLIns4u4vbDuCSOaldYbN3T80swMItY7WuPsncZebAUMJ9S1E\n",
"pL4z25WwjHH3RJevBx4OS1V6u/s3295unQgvgOJn1vaI/r4ZOD22f1ZERGo5MyuGu1pA/yQ9Vm2A\n",
"4zqF1RZHR21fEl7MrU4y5C6Ek4K/FzW9R1i8cXj08UrCKgz9biq1SrqXROLum0mQlLn7OsJ6YRGp\n",
"70Jh7BcIy6S38SChmikw0N0/2vZ2awfMpixZ+wzYJ/p7aXRf0vo7IiJSuzjc2BAuTnJ5LdAjSuZ+\n",
"FbVtIBwO8mmiG8ysKWFbTqeo6VPCAVSxgtgrgXztb5baKN1LIjGzncxshJm9bGb/NLNDo/bWZvZb\n",
"M9sv3TGISC1mlkc4UvnQRJdfBC4Mfx3u7tu85DGzQ4D5wN5RU3yyBnCBuz9ZcwGLiEhamQ03GJnk\n",
"6kbgBIPOwIiorRT4VbIaaWbWAHiMspm4r4CPKEvW1hBqrClZk1oprTNsZrY38BrhF6mPgAOA70SX\n",
"VwO/AfYlFCgUkfppItAv0YV/EDa6FocH7S0Vr5vZAGAK0CRqWgF8N67LOHd/oDpBmVl3oJm7z6zO\n",
"/SIiUg1mFwM3J7m6GTjJwp6ze+LaL3P3WYmHMyMUxT4tatoALKKsIPZ6tL9Zarl0L4m8lZCgHUxY\n",
"V/xV7IK7u5lNB05McwwiUluZXQFckejSx8AJwPowe/abinV0zOxYwsxc7DTJtwn7EmIrB26lmnUe\n",
"LZQVmAbkmdlJ7j67OuOIiEgKzAYCk5NcLQHOsLCM8a+U/ey/zd2T3QNwLWVLK0uie2PJWhHh2P7X\n",
"dyhukTRL95LI44BJlUwxfwK0T3MMIlIbmZ0K/C7RpVVAD+CrsMfgZHffVP5WO5Jw+mzsgT2dMJMf\n",
"m8F/jrCEMmGx1MrDsl9E9zcBGgFnpTqGiIikyKyvw0NJrjow0OBNwn7n2M/6Z4Grkw9pFwJj4ppe\n",
"ITxeIKoU4+5zdyhukQxI9wxbM+Jm1RJoWck1EclVZkcBUwk1T8spAk4BPg7Lpo9395Xlb7UfE075\n",
"ahE1zSWc8BWrp/MaMCDRsf/bD8u+R5hZaxw1PQUMSnUcERFJgVnXUngyL/lEwoUGzwPzgL2itgWE\n",
"WmsJf9ab2WnA3XFNL1M2s+bRvQmXUYrUNumeYXsP+EUl108C/pnmGESkNgmFrWdQtu+Mla1a8cLh\n",
"h1NKmM56LdRMO9nd3yt/q3Uk1M+JJWuLCEuuY/V0/kY4JWxj6mHZ7lFcraOmOYR6b1tSHUtERKrI\n",
"rFMpzMqLXpRNP/JI1jYvV4rzagszb89QdsLjx4SljAl/1kdL5h+n7KXgbMKqr5jBOoxK6pJ0J2y3\n",
"A2eY2TXATlFbAzPb38ymAj+P+ohIfRCSotmUJUVsaNKEPuPH03v8eI7p25dnQvP57v5a+Vvtu4Tl\n",
"LLtFTR8BP44b6wNCjbZ1qYdl7QhnnBwUNS0BznD34lTHEhGRKjLbx2FOHrQCmHb00ZwydixH33UX\n",
"X7RpAzDWwtL5+4Fjo7u+Jqy++F/iIe1nhGXtjaKmVylbBgnwW3dPtvRSpFZKa8Lm7lMJBQ3HE34B\n",
"glAY9wPgDGCEuz+XzhhEpJYINXCeI+7I/eK8PM689loWdOqE5+VR2L8/7LrrPe7+SPlbbQ/CcpbY\n",
"ntfPgO9Ttqx7FnBkxeWTVQvLmhH2wMVOl1wJ9HX3NamOJSIiVWS2m8PLFi1xnNepE/1Hj8bz8ljc\n",
"oQNjBg6cD9wAjAbOje4qAvq4+5LEQ1pHwkvB2B63ecBRlP2+e5u7a6JA6pxMFM4eH82mnUIoiptH\n",
"eDM+zd3/k+7PLyK1QKi19ghhVh0IGwguufRSZh55ZGhYvx7GjZvHypWXld1mRqiT8wfKEqovo7/H\n",
"HsAPABe6e0nqYZkR6nL/LGr6DDjC3VekOpaIiFSRWUvgRYOOAO+1b0+f8eMpahy2D/d4441Pj3nz\n",
"za4WVsmPjbvzbHefn3hI24vwYm/XqGkRYdVE0+jjqVRyQIlIbZb2hA3A3T9DSx9F6rNxhFn1rW4e\n",
"MID7TjopfFBcDBMmfMDixT1iyxDNrDcwifJFsFcRlkTGJ2sXVOeAkcgwoH/09/WEN7dK1kRE0sWs\n",
"CWG1xc8AvmjThp4FBaxu1QqAw9955+sTFyzodMb//V8+oc5mzDB3fzrxkLYLYd9x7HnxPmHmLrYd\n",
"ZzZw3g48K0SyKiMJm4jUY2bnASPjmx7t0YNRgweXNdx++9fMm/cLd98QbrF+ENvOttUSYD/KkrV7\n",
"gaHVfQCbWR/KF2c9290XV2csERGpArMGhBUTxwCsbd6cXgUFLG0bzo068NNPN/Z8442DLpk+fV/C\n",
"ib2xfWj3AhMTD2lNgZmUHUjyGeEAk9hhVG8Qju/XAVJSZ9VowmZmpYSVTtsc1V0Jd/cG2+8mInVO\n",
"OKnr/vimOV26MPiqq8oapkzZwIsvHufuX4Zb7JeE071iFgDvEvYwxJK137NjydoBwB8p+1l1nfbT\n",
"ioikUViCfhdwGsDmhg05ZexYFnfoAMDeX31V3HvBgkNveOyxUuBFymbHXgAuTVRX08qW2x8VNf0P\n",
"WEvZAVIfACe4+/q0fE0iGVLTM2xjt99lGykXthWROsDsR4Siplt/zizaf3/6jRlDccOoafr0Ep54\n",
"4lh3fzPcYj8nvCmNHfk/lZC8zaR8snbhDiRrzYGnKSsN8CRwY3XGEhGRKrsOuAig1Izzhg1jbufO\n",
"AOyybp2fPG9ez1t+//uPgP+j7ICpRcCvEp3YG+1BvoWy5fbrCcf9Hx59vBw4rjqHUYnUNjWasLn7\n",
"DTU5nojUUWZtCW9IW8WaPmnbluMnTGB9s2ah4a9/hfvuO82LixeEW+wQwj6DWCI1C3iY8HY1tizm\n",
"UXYgWYvcRdnSmX8Dv0705lZERGqI2UWEEx8BGDl4MI937w5A06Ii+v71r+dMnjTpz8BjwKFRt2WE\n",
"uprfJhl1NHBl9PdSYCGQH338DdDT3ZfW4FchkjXprsOWFWbWwszGmNlLZva1mZWa2cAE/R6JrlX8\n",
"816icUWkCsxaEJKt2BtSVrZqRc+CAr5sHZVMe/ttmDjxat+06blwi3UkbBiPJXivAGMIG9NjJ3w9\n",
"Qyh2Wu1kzcwGAL+OPtwAnB7bNyciImlgdrrD5NiHk/r2paB/OOspr6SEk+bPHznlllumAtcTToWE\n",
"8PM56SFQZnYJ5Vd1vUpZsraJkOj9u0a/DpEsquk9bAMJSxynuntp3MeVcvfHajIOwily1xI2nr5F\n",
"+EecLI4iyn6Bi1H9Jfl/9s4zSopqa8PPJguKCgbMEe/1M6d7rwnFRFBRxASYxQwoBgxgAATBnHO8\n",
"ghkVTKCYMYGiV8yCigRFQOIQZ2Z/P3YVVd1dM0zPdE9g9rMWi+lTp06fZjF96j1n73c75cESyocR\n",
"2eSzuGFDjhw0iJ82D/TblCkwcOC9On/+zXaLNMNO40Ir5rHAecC7RALuNaBrRQpZi8g/SM2nO09V\n",
"fXPGcRwnX4gcDAyVIF94eKtWXNi9+8rLR3z66X3P9O9/Q/C8eG3QrMBJqvpV8pDSFYuUCBkBBJbD\n",
"FGMhlInW/45TU8l1Dttj2C/aM8Dy4HVZyLVgmwG0UNW/RGQP7Ji8JFao6lM5fn/Hqa3cRLRwriyM\n",
"/ekOO1jD7Nlw3XWjmDmzB9hpOPAqsE1wy0TgxKAtrLv2OXCCqi4v76SC4tjPEYVbPp6HjSLHcRwn\n",
"RGQ3LEqiPlhh7K59+qB1LLjroAkTXh3Rp8/5gdHUw7E7LynJBEpE2mMmIyEvAR1jry9Q1RG5+xCO\n",
"Uz3ItWDbGiD2YLV1jscvE8H7/xW8XJVjpQQuQ2uq6oL8zsxxVmNELgB6xZsuvuCC1MLY1177A7/9\n",
"dmxwAt8AMyXZO+j+F7bwPgrsGrT9BhyZA4ev24Gdg5+/A7qX0tdxHMepCCJbYznJawFM2njjlMLY\n",
"/z1KaP8AACAASURBVPr++y/e2X33DmLmVC8SPY/ejX1fJwwpe2Oh8WHfV4AjYl36q+r9uf4ojlMd\n",
"yGkOm6r+pqq/pb9e1Z9czqEcNMYsYOeJyBwRuTvY9Xccp6yIHEZqiAoAnT74gLUXLrTC2NdfP4Pv\n",
"vjtQVQsCd6+HgTZB1wXBz1cBhwVtc4F2qvpn+aclDUVkGHB20LQEy1tzi2fHcZx8ILIBlpO8Ydi0\n",
"2axZtBlvwU47/vLLlIVrrLE3rVtvCowisu9/BbioBPv+/8NC4wPXKt7C0l1CQ6qHiJma1AZEZHsR\n",
"GS1m8uWs5tT2wtkzgCGYbWwdoB1mObuLiByoqkVVOTnHqRGI7IjZ5GdsAP37f/9jq549+Wrrrefz\n",
"6aetwlprmLvXycHPS7Fd0s7AGUHbMuAoVf2h/NOSJtjO7WGx5l6q+m15x3Qcx3FKQWRt7GRt23hz\n",
"wxUrGDZwIJvMnv3F8FatDvqtS5e1MFG3adDlC6BL0nOXiGwW9F03aPoYi5hYK3g9Eji/Nrn9ioni\n",
"14CtgM9E5GBVnVTF03LyiOT7/7eI7I89hG2F/bLFQxQFK5y9c9K9OXr/PbEq96eVJWdFRK4EBgKd\n",
"VfXZMr7HNGATLKSrXRlu+aMk5yPHqVGIbAR8SswRMs6JQPBLdKSqvmq3yEnAk7FunYCNgbvit5b1\n",
"9y95WrIOlgcXxGOyBDhbVYeWd0yn9iL2/3yjMnQdj21cFBFZk5eGrwXO6oNtko0m+t5N503gSIG6\n",
"2AlZ2G8SsK+q/pV+Q2BKNRbYPmiaiJ3IhWvOx8ChtcntN9iMfIfoO+YrYP9Syh84OSSL9eANYANg\n",
"uqpuuqrOqyKvJ2wi0gu4BXtY+hELcUqnuu2I3AYMAA5m5bNmmdkA2yVaFf2oZUf3zmqISFPS7Pvj\n",
"9GHlL9DdMbF2IJajFtIbK5IdD6c8v4JiLQzHCfPgFgCHq+rY8o7p1HrOIXKwKwt18bXAqU2INMQM\n",
"QEoSa58DncQ2M56N9fsLaFOCWGuMbbyFYu03LI0lXHO+wzYDa5NYq49FtIRibTql16pzck+260FO\n",
"yHdIZG/gI+w/U42wylfVpSLyN9CsHLeX+YStHGM7TvXBFtJXgD2SLj8JDLIfrwGut1vkUMypMcw5\n",
"uA/4DNtpDU/eh6jqfeWflmyK1eP5R9A0G3sYmFDeMR0HKwcxsgz9sj5hq8ikHKdaYCLiWeDQEnpM\n",
"Ag4XKMC+948O2hdhecq/ZA4p9bH1Im5KVQDsEBvzEFX9OyefoQYQy/0OnzMXAO1VdXrVzapWUtb1\n",
"IDxhywn5FmxNsJpsNUKsAYjIWlg9qFnluH2FPxg6qz0m1l4CWiVdfh/oZj/eoqoDRKSOiNwAXB7r\n",
"9hqWJP420CBoewi4svzTkm0xsbZF0DQdC5XxWmtOhQjCFlcprkRkZcSIrwVOrUCkHlZ786gSekwD\n",
"DkX1L0Suxk4nAAqBY5J+TwLn7oeAw4OmBcBUog3CacDBtTCceDBwSvDzMqyw+NdVOJ9aSRbrwYpc\n",
"vm9OXSITeA/YKc/vUS4C97i1Ei5dHfw9qjLn4zg1Atv1HE6qkcdKfsB8+Zeb2ccVQXN/UsXaqODa\n",
"G0RJ5KOoQNK4mPHJh0RibTKwn4s1x3GcPGEnPg8Bx5XQYxZwCKq/BYWx+8eunaaqb5Vw3xDg1ODn\n",
"5cDXRGJtDrYR93uF5l7DCFKMegcvizGDlvercEpOJZPvE7buwNsichnwSGUeXYtId2AdzMwAoIOI\n",
"hHHPd2Ihj1+KyFNYfh2YrXg74A0vvOg4adji/ADQNunydOyXZ64liHdR1UIR6Ymls4EtMpcCT2NG\n",
"JaHl8zjMar+wnNPaCxN8YRjzt9iCXtt2Xx3HcSqTa4DTki4ozBM7WftRRA4mtTB2b1UdlnRf8Lx4\n",
"afCyGFtPDgpeF2AhgOV2D66JiEhX4NZY0/mq+mJVzcepGirDJfJS4EbMXGQp9gtI8Dp0iWyah/f9\n",
"lWi3PfyQEvy8FTAfc6X7Dybq6gI/Y0f7N2dj6R9zicyJE4zjVEtE+mELdAazsPjIH+x3aG9VnRNs\n",
"msSdHy/C0tveJNot/QnYR1XnlG9KciCWS7dm0DQey4ko13iOUxFEpBBbS4pUtbaXzXFWZ+zE7PGk\n",
"SwoLxU7WxgWFsT8Gwue8e4AeJdRaO51UU6rRRLU6V2BibUyOPkGNQETaYMYr4ffJdararwqn5JSR\n",
"XGuDfLtEDsB216dhjllJuWx5UYyqulUZup2y6i6O4yByFqWItUOBH2AhFlM/R0QuAW6OdeuPCav3\n",
"iMKkpwKtyyOuAvewizGHvbpB8/uYY9jCbMdzHMdxykjmidlKFAoE2gVibQNMbIRi7RXgwhLEWoe0\n",
"MUcRRXMo0LUWirX9sXzx8Fn9flLDSp1aRL53AM/BzAWOUtXiVXV2HKcaInI45uyVwSJsRf2fueId\n",
"r6o/iMh5pIq1gcCXWK2YMG90JtBWVWdkP52V4SFx96XXgWNVdUm24zmO4zhlxPKFXyTh+VGhSOBY\n",
"VD8SkUaY2NgyuDwBq2+bVBi7FeYIGfoqfElq6P15qvp87j5E9UdEdsfE7hpB0wtA99pUHNxJJd+C\n",
"rQHwqos1x6mhiOyBLaR10y8VYpnmgcXXpao6SkROwEJeQgZgO6XvE33fTMZCW37KfjqyFxZWKbHm\n",
"+7Bd25w6MjmO4zgxRDbGNscS01gEzsXWAQEeAfYJLk3Hoh8KMoeUXbCTt4ZB0wJgt1iXq1X1gRx9\n",
"ghqBiGyPhYOG/86jsBPGMqfqOKsf+XaJfB3YP8/v4ThOPrBwlpewQqUATGjZkjf+ZeWlzmKllerz\n",
"wB0i0plUMTUEE3sjicTas8Bu5RRr6wDPxMb/GNhdVc93seY4jpNHRNbEhNVmAMUi3NGpEwWNGoU9\n",
"BqEahjT2BboEPy/GQuUzoilEZGtShUlh7OflmPnIwBx/kmqNiGyFladZL2j6EOikqsurblZOdSDf\n",
"gu06YAcRuU9E9hCR9UWkWfqfPM/BcZxssZIXowgWZ4BfW7Sg/eDBHDloEB3atQuzzb8AzgB6AU8R\n",
"FcV+BIu3fxNoHrS9D5xUnhyzWF2erYOmr4CDVPXLbMdyHMdxskCkLubuu3vYdFW3blzUvTsH3Xor\n",
"v2244XBMpBFEWYR5VmHuWVKttRbAW0RuwYVEG3ufYxt7t9SmEECxE8wxRO7mE7CTycVVNyunupBX\n",
"l0gRKUsopKpqRrhVTcJdIp3VClucRxAVLWV206bse9dd/LR5UBnj66+hV6//UVx8KHAgdpIW8ghm\n",
"NvQ+8I+gbTxmtZ9kPLSK6YgA9wLnBk3zgF1VdUq2YzlOPnGXSGe1ROQ2zOUXgLuPPpoeF14IQJ3i\n",
"YpoWFBw198gjR4rIvzFjqfDY7XJVvTFzOFkbWx92CZqKiMLux2L5zRnhk6szItIc+zfZIWj6Hmil\n",
"qrOrblZORahRLpGUzc2m1uyeOE4N4UZiYm1xw4Z0GDgwEmtTpsA110ynuLgNsA3w39i9/THDkXeI\n",
"xNqPWM5a1mItoC+RWCsCTnGx5jiOUwmIXEhMrL24//707NFj5eX15s+/ZGbHjiODOrcjiMTao8BN\n",
"mcPJGliYfJJY+ww4vBaKtaZYREso1n7FNjhdrDkryatgU9Xr8jm+4zg5xuz7Lw5fFtWpQ5e+fflk\n",
"xx0BqDN7NsVXXLGA+fPbYu5V8QX6v8AgzBl2z6BtBtCmvAuPiJxC6sbPKar6SnnGchzHcbJApBNw\n",
"W/hy7I470qVvX7SOZdNsMmvWvdOOO+5WEVkPExxheOP7mLOjpg4n9bDQylZBUzGRWPsCO1lbkK+P\n",
"Ux0J3DRfJVoz/wAOUdXpVTcrpzqS7xw2x3FqCiIHYaGHgB199+jZkxH77WeXCwoovvLKZfz5Z3us\n",
"htqrRNb67wNnA08ABwdtc4HDynsaFjhCPhRrukxVnyrPWI7jOE4WiOwDDCUwefp+883pMHAgyxo0\n",
"AGCzmTPfmH7yyf1FZDRWjnP74M5JJJhkBKHtDwBHBU3FRM+g32Mbe/Py+ImqHWLpB0OJzPnmYCdr\n",
"v1TdrJzqSk4Fm4hcKWZWkO19a4vIlbmci+M4WWBuXc8TO3W/oWtX7jvK1lYpLESvuQYmTeqKha08\n",
"RxS+8TNwDBb+ckLQtgQLbfk2u2lIQxE5PQivGYmVBgETkreU56M5juM4WSDSEvv+bQQwo3lz2g4Z\n",
"wtymZuC42cyZX0/96quOLFv2FHBY7M652Pf+nIRRb8AMqsD2A8Pnz6mYWEu6p0YhInXE3DTL1Bd4\n",
"EOgUNBVgJ4xZrZlO7SHXJ2xdgamBK2TrYPcgERGpLyKHishDwO9EFrCO41QmFj8/Aljp2PpEmzb0\n",
"6dZtZRcdMgQmTBisqsOxotXhIj0Hy3e7AAgTG4qA41T1k+ymIVtjCeuPAuOAFsGlD4FetcktzHEc\n",
"p0oQWR94g8Ddd0HjxrQfPJjfW9jX8UZz5kyfuuGG+zF48LXAQbE7hwL7J5VsEZGLgcvjTcHfc7Ao\n",
"jKm5/yCVi4g0xopbjxCRBqvoK1ioaShgC4FjVfXz/M7SqcnkOodtZ6AzcBlwDrBMRL7BEijnYr+k\n",
"62LW3DtiFuBfYw97w3I8F8dxVoVIQ2yR2TFsGr3XXnS79NKozwMPwJgxY4C+InIekTBbAXQEDiA1\n",
"z+xMVX0tu2nITsDbwPpBU5gL8TNwjNegcRzHyTMmOl7BzKRYXq8ex/Tvz/+23RaA5vPnL5i35pp7\n",
"0rr1cUAYFVUMtFbVD5KHlBNJjo5YiJ0o/ZDjT1HpiMi6WA7fv4Kmu7EUgZLoB/QMfi4GuqjqqPzN\n",
"0FkdyKlgU9ViTHgNE5HdgKOxSvd7E+3ezwF+AAYDI5LqcziOUwlE8fOHhk0TWrakU79+FNYLvhpe\n",
"fBGeeeZD4ETgCOCu2AjnAEuBe2Jtl6rqE9lNQ3bD6vE0T7s0E1vQ3SnLcRwnn0Trwb/BCmOf0bs3\n",
"b++xBwBrLV68orBu3f8sadt2BywXLeSiUsTagVheczphyHyNPlESkb2B04F2QGjbvhDbBE3qXwe4\n",
"Crg61nymqj6fz3k6qwd5c4kMCtp6UVvHqb7cCBwbvggLYxessQYAdT/4gKJ7730S2yncE3iWyNHr\n",
"ZuBj4AOiPLO7VDWrPDOx8JvRZIq1hUA7T752HMepFG7BIiYAK4w97FDby2u4fLmuu3DhYb+feKIA\n",
"w4meHe9U1bsyRmJl1MTLROtDyHKgo6p+mOP5VyrByeFQojUR4C/MNOTrhP51MSflePrPRar6eD7n\n",
"6aw+uEuk49RGRM4nZt8/u2lT2g4ZwsxmdhDe4JtvtOjmm6+hqOh0YAssx61h0H0odtI2hsgl8iMg\n",
"FkdZlinI2pjF8/ppl1ZgC7pv+DiO4+QbkYuAC8OXdx99NEO6mK6oU1zMVn/8cfrvJ574PfA6sHbQ\n",
"7RVia0jqcLI5lge3dtolxcL/Ruf2A1QuInIG8BSpYm0iFhqaJNbqYLnZcbF2g6rekdeJOqsV+S6c\n",
"7ThOdUPkcGKhjQp06t9/ZWHshlOmsOz228/UBQseE5ENsdj8MKT5LSxH9V2iEJCvgCOzyTMLnLTe\n",
"BXZLuHyqqr6d3YdyHMdxssZqrd0avhyz++4phbH/77ffrvvmzDOfx76vtwiaJ2DCqyhzOFkPeBPY\n",
"JOHdzg+Mq2osItKd1NSAx7A18e8kY6yYG+QpQdMK4HRVdd8GJyv8hM1xahMiu2KhjSt/9wW4atgw\n",
"1ly8mPqzZ7Pslluu10mTHhOR+pjV/5ZB1/8Bp2F2z/8M2iZheWZzyz4FaYCVBUgSa1eq6tPZfSjH\n",
"cRwna9JqrQHs8+23dPj4YwB2/OWX/35z5pkDgCeJDDWmYRt0izKHkzWB14B/JLxbP1W9P7cfoHIR\n",
"O4mMi7XbsRy0OSWItbrA/cCZQVMRcIKLNac8iDtlVxwRmYbtJk1X1U1X1d9xqgQLU/kU2Cjp8mEt\n",
"W/LWuus+x7hxJwZN92HGIgAzgH2xQtaHBG1/APuo6m9ln4IItvh3DZqU6GHhXqC72/c7NRURKcTC\n",
"pIpU1SNYnOqL1Vr7hMz8YYrq1OH03r3vfrJNm560bn0jUbj7QmC/EsL+6mObeW2Dpvh3+4PAuTX5\n",
"uz0Qa7fFmq4HrinpMwU2/08RFQovAjq7wUjtIdfawAVbDnDB5lR7rKD9R8BOSZevAm6wZPITVbVQ\n",
"RE7DQj3AksRbAxcBxwVt87CaO99kNw25HugTvIwv6G8B7VW1MJvxHKc64YLNqRGY2dMnBPb9CVyK\n",
"6i0ici62cQcmOA5Pyj8LNuIeA04NmuLf7cOxU6WM8Mmagoj0AO6MNV2rqv1L6d8Yy/c7IGgqBE5W\n",
"1WfyN0unupFrbeALiuOs7lhYxtOUINYeBgbDq9juX6GIHIyFcYScBZxMJNZCS+ZsxVo3IrEG0YI+\n",
"kUAoZjOe4ziOkyVptdbSUbhb4FYRaYvVEwu5oBSzkAFEYg2i7/YxQNcaLtZOJ1WsXbcKsdYQE6mh\n",
"WFuI1RIdk79ZOrWBShFsIrIp0Apzg3tRVacGsb1rAwv8Qc1x8spNwOFJF94CLoAv1ATTikCsvUrk\n",
"CPkwtrCfG7wuBI5V1Y+zmUCw+CflL4zH8iH+zmY8x3EcJ0vSaq2lUwSv1IWLxDb3niNWxkVVH0i6\n",
"JwgV7JNwaTwmVJZVfOJVg4i0x9IAQgaoar9S+tfDwiDDsNCFwMGqOj5/s3RqC3k1HRHjNuBX7Evi\n",
"VqBlcHktYArQo4TbHcepKCLXAL2SLn0NHA+/LrfTsgIR2QOrm9Mo6DICGAtcE7vtNFV9PbspSPri\n",
"H3I7lg8xM5vxHMdxnHKRUmstzg/w98twklg0xSjsGQ3gReDypHtE5BRS87pCfsLWlYUVn3LVICJ7\n",
"YqZb4bp1B3BtKf1D6/5jgqYwEsXFmpMT8u0SeRnQE9vhP5SYE5GqzsOOjY9JvtVxnAohcjaQuBs4\n",
"Ezgexs+DA1V1pohsi9XNWTPoMgILh4nvql6crbtVYPH8KtHiH3KFqvbKphSA4ziOU07Saq3F+QVo\n",
"Bc2ONUH3KJEx1Tgs96o4czg5MuibzgzgMFWdlZN5VwFihiyvAY2Dpuex9a8kgxEB7sHELlje99E1\n",
"vTi4U73Id0jkWcCTqnpV8OCWzkSgfZ7n4Di1DwvluDfp0lLgdPjwRzhUVZeJSAtgNFEB6w+BIUFb\n",
"GBr5IHYilsUUpA7wOLB52qVHgRuzGctxHMcpJ2m11uLMAdoBsyya4nSijfWFQAdVXZw5nLQiOWpi\n",
"HtBGVafkaOaVjojshm1YbhA0fQCckiRag/6CrZdh2kBo3f9mvufq1C7yfcK2GeZMVxIFQNM8z8Fx\n",
"ahcW2pi0mFIM9IbP34BDArHWBNtJ3Dro8g1wMbZghadir5Kl3X6wiD1AZu7cJ1jxVLendRzHyTcJ\n",
"tdZClmKe8z/B58BeRGvGCmDfpHB1sVqerxCFzocsAY7I1oyquiAijURkGFYUfLOgeSJ2Ura0lFv7\n",
"YtFkYO6Yp6rqy/mbqVNbyfcJ2ywyd9fj7A78nuc5OE7tQWRLTIA1Sbp8KUy+yxbi5YHxz2PY7yHA\n",
"VGyH9QWi07axwPGquiLLmfQDuqW1TaGGJ6E7juPUGCy0bySZ4gqw+L2PbJPuH0TRFIqdrE3MHE62\n",
"xfLb0jfai4DjVLW0Dfpqi4g0xTYpD4w1jwOOUtW5JdwjmNlK3DHyXC+K7eSLfJ+wDQfOEZFtsC+B\n",
"lYjIYcBpWGyw4zgVRaQZloe2YdLl/rD4NmgdiDUB7iKy6i8ATsLs/7cI2r7GHByXlH0KUkdEbgau\n",
"Trs0FwvB/LPMn8dxHMcpH1Zr7Q0SCmMDXAK8AJOw0L94jnF3VR2VOZxsBLxJ8vpyhqq+VuE5VwEi\n",
"0hx4h0isFWBlCg4oab0KrPsfDfqFXKKqD+Zxqk4tJ98nbNdhBXe/wuKAAXqLyABgb+zoeVCe5+A4\n",
"qz+2gLwE/DPp8hOw5HordD01aLoNOC/4uRA4AzMZ2TZo+wVoG5gDlXEK0hB4Bjg67dJSLAn957KO\n",
"5TiO45QTkTWwk7XEWmt3AbfBdKA+Ua4WwG2qmpH7LCLrYjnNWyUMd5mq/rfCc64CArH2LlGN0r+B\n",
"dqo6rpR7WmAHDfvFmnuramKOoOPkiryesAUPe3tjCZmbYg9uB2D1167DHiAL8jkHx1ntMXOPJ7Ba\n",
"hwAMO+QQ3t11VwDehKIrYP/lqhNE5F8iMpbILUyBs4HuRIvWFMw98o+yT0EaAW+TKdaKsZDKz7P/\n",
"YI7jOE5WWKj7MOA/AAsaN+aqbt1YWr8+YHF/vWCWmkHIFrE7RwKXZg4njbE85p3Sr2H12W7O7Qeo\n",
"HIIwyFFEn+tPoNUqxNouWKhkKNaWYgYjN+Vzro4DlVA4O3AYuj744zhO7rkBOCF88eaee3La5ZdT\n",
"p7iY6wYP1mHvvnv0H6pfBHXW3iE1v+0sbPHZP3j9Fxa6OJUyIiL1sfpt+yZcvlBVX8ny8ziO4zjZ\n",
"YqHudxDUWlterx7H9O/P23vswUc77kjfvn3psmjRgiKrjfuv2J0TMOFRnDZcfSyneZ+gSYnMSx4H\n",
"eufvw+QPiU4g9wya/sBCIEuMAhGRI7AIknD9nI4ZkvhmpFMp5Ltwdv1gF6Ok602DLwTHccqDyAXE\n",
"Fs0JLVvSqV8/CuvVY3mDBgzu2PHdb1RfFZGtgdeJFpvF2KnaGlg4ZNh2eDahi0Eu3BtAm4TLt6nq\n",
"3dl/KMdxHKccXAZcAFAswhm9e/P2HnsA8PWWW3LiuusuW2ziLC7WpmLh7ylOiEFZlscw139IFWuv\n",
"AmfVRLff4JnzOSzaCywMstSQfRE5FzucDNfPccCeLtacyiTfpiN3AB+Xcv0jrFCj4zjZItIBuDN8\n",
"+WuLFrQfPJhFja3W5zqTJ09csNNOhwXJ4qOJchXGYq5gO2HpDCE9yrEA3Q0cnND+AgnhNY7jOE4e\n",
"EOmCpZ8AcFW3bgw79FAAGi1bRtO+fRf/PXXqB6Q6IS7EIipmpQ4lgtXd7Bo0xcXaJ9hpXGE+PkY+\n",
"CZyRnwCOCJoWYWI1sRSBGP2B+4iel5/DUgbcQMupVPIdEtkWeLKU6y9gznSO42SDyL+w8Iw6ALOb\n",
"NqXtkCHMbNYMgHWmT582b5tt/k3r1mA1eEIzke+wotXjgI1iIw7CdlPL8NayKbAJlgfXOaHLBKwW\n",
"TWKhUcdxHCeHiLTGQhQBuPvooxnSpQsAdYqK2Or665d9/8039YFDY3cVYi7APyaM2BfoEX+H4O8f\n",
"gnsyimlXdwIReg/RmrUM+yzjS+hfD7gXSxsIuQm4wtc2pyrIt2DbGJhWyvU/MDMSx3HKipXJeBUL\n",
"Z2Rxw4Z0GDiQnza3kodrz549b94mm+xC69ZLgQeBg4I7p2ML1stEu4WLsMX5zlWFt4hIA+ARSt9k\n",
"+RErnlrjFnTHcZwah8iO2Hd6fYAX99+fnj0irbXznXcWfTV2bMO0uxTorKrvZw4n55FaWyxkBtBG\n",
"VefkauqVRSDWbgLOCZoKgWNV9b0S+m+FGbfsHWu+SFXvyOc8Hac08i3Y/qYEm/GAfwIL8jwHx1l9\n",
"EFkPyxlbH6CoTh269O3LJzvuCMCaf/9dNL9+/d31wAP/FriWqHh1ISbe7iQSa2OAU8riBhm4QL4A\n",
"HF5Kt98w59dZpfRxHMdxcoFFO7xBUMh67I470qVvX7SOfcXvMXSofjFyZFLqy3mq+kLmcHICtqmX\n",
"znwsdPD3nM29kghy8e4mKmOj2Lr3agn92wHPEtWmWxH0fybfc3Wc0si3YHsDOFtEhqnqhPiFwLHu\n",
"bOwh0HGcVWHOViOAlmCrTo+ePRmxnzkMNyooYFHv3nWZPLmnmNvjdbG7b8eKWdcNXj8EnFuW0I6g\n",
"vtpIUsNp0pkLtHex5jiOUwmIrI0ZSW0K8P3mm9Nh4ECWNWgAwO6jR/PFI48Ukfmc10dVH8gcTg7D\n",
"Ulgk7dIyoIOqTszxJ8g7gVh7GDg9aFLgHFV9uoT+HTGxFprh/Qp0UdVP8z1Xx1kV+RZs12B5bJ+J\n",
"yCtAmNi5E3Ak9lB5dZ7n4Dg1H1t4niSyV+aGrl2576ijAKi3YgXLr7kGJk/+E6t9Fi9Ifw+Wbxb+\n",
"vj9O2cVaXeC/lC7WCjCx9n2ZP4/jOI5TPiw8/UWCGmIzmjen7ZAhzG1qptw7jxvHlzfdtIJIeITc\n",
"gZWBSRtO/gO8lNBfMcHyQW4/QKUxmEisFQGnqerQpI4iciKW7x1uag4HzlBVjwJzqgV5FWyqOl1E\n",
"9sK+II4mKqq7APvFuEpVZ+RzDo6zmnAz0Cl88USbNvTp1m3lxTo33kjhhAl/YLuJV6fddwbRQjwc\n",
"6AdsGdgb1wv+lPTzRcBhq5ib70A6juNUBpaP9ShBbvKCxo1pP3gwv7doAUDLn37i++uuQ4uK0sXX\n",
"08DF6bnKIrID8BrQOOHdLlDVF3P9ESoDEemBlTkA28Q8MSkMNOh7KvZvGoaPPgGcqapFeZ+o45SR\n",
"yiicPQM4NTiaXj9onuUuO45TRkQuBHqFL9/cc0+6XRo55q/5wAMsGjNmHpafFt89HYjF7TeLtXUi\n",
"JvxywIWqOjKH4zmO4zglM4jAbj8sjP2/bc0EeJM//uDPK65gxZIl6feMwU6X0gtjb4aVfAnXiLh9\n",
"/wBVvS8/HyG/iMhFwG2xpt7AIrFSOOkbk9tixlshDwDnl/SMGkSdNHRjLaeyybtgCwn+88+srPdz\n",
"nNUCkWOILTzxwtgA67z4IvOeeWYJlpN2fezOacAlQKM8zu5CVb1z1d0cx3GcCiNyPnAFZBbGXnf+\n",
"fAovv5yFc+eCnSiFp0UTgGNUdXnqUNIMGIWVaEm/50HMtKrGISJHA7fGmt4DBhC4Kq+CO4BeSY7J\n",
"waHDsVhu+Cjg4orO1XGyIe+CLfhS6AxsBaxLZkIrqnpGvufhODUOkX0wa2EBs+8/cuDAlYWxm3/w\n",
"AXPuuacIK+R5WezOKcAWaaN9CMzD3CILMeerkn7eBuiYdv98zNJ/UtDnC1X9Mief03EcxykdnqWg\n",
"QwAAIABJREFUkaOAu8KXd3fsmFIYe92rruKXqVPDy6Hw+hXLL16YOtRKA6v/C5qKiHK3XsROmEot\n",
"81IdEatPunLNBKaSWii8NIYAVyaEjApwDCbUdgyatxKRm8risOw4uSKvgk1E2mA5M42xvLW56V2w\n",
"I3jHceKItMScGVeekDVetox77riDzldfTZOffmLOwIFQXPwCcGrszsmY4IpzjaoOKNvbylHEwi8D\n",
"fgUOU9VJWX8Ox3Ecp2KYKcjTREKM0994g9f+8x/G7L47LQcMYOJ336Xf9TfQTlVTIpuCkL5hwH5B\n",
"UzGRWHsf6FoTc7dEZHvMNTPMxZsJbBb8XAQ8hq1l4QZl/O+vkwpoi8j+WP22f6ddmoAdQLhgcyoN\n",
"yecmioh8gz1wdqyJlrBlRUSmYWEF01XVC4E7FUNkA+BjMoUXAF3++U+enj4dFi58AQvRCPke2D6t\n",
"+6uqemTZ3laOwJzC4hs5PwCtVfXPsk7fcWorIlKIPfwWqWqlpRw4qzG2efcxsF76pRV169Jul114\n",
"e8KE9EvLgINV9aPUoUSwU7oLgqZ4GOTXQCtVnZ/D2VcKwUbjUGDNoGkO0Dz4eR624ZghyEoYqx4m\n",
"ZnsBHdIuf4a5n79VE08gncol19ogqaBiLtkWuHN1FmuOk1NEGmMna4li7S7g6R9+gIULnyfVPOR9\n",
"MsXaCCyUowxvK22xUJj4Q+YoYF8Xa47jOFWAbd6NIkGsAVxdVJQk1oqxU7KPEm7pRSTWlOgZcAp2\n",
"GlcTxVo3bO0KxdpcIrG2EGhTFrEmInUCa/9vgXdJFWvfYqWo9lbVN12sOVVBvncAJxH9EjmOUxoW\n",
"qvIUmeEXAIwAvdjy1X4GLieK038daJ/W/VFVPbNsbyutbfiUGjxvYInqS8v+ARzHcZycINIEeBXY\n",
"OunyvVjSVQLnqurwzOHkGKzMy8qm4O85mKipcSWWRORSLGQx5Hdg8+DnpcARqjpuFWMIcARm2rVz\n",
"2uU/sDI5j9fEMFFn9SLfgq0vcI+IPK2qv+b5vRyn5mKLxu3AUUmXPwWugv0LLeb+bSJx9S7QLq37\n",
"I6rajTIgIvthgq9B2qX+LtYcx3GqAAvLexbYK+nyCKBH8p1Xq+pDmcPJv0k14whZDByuqj9WYLZV\n",
"goj0JFWs/QD8M/h5BXDsqgp+i8iemIg9IO3SB8DjwHOqWpCTCTtOBcm3YDsY+Av4TkTGYLsfGbsU\n",
"qtozz/NwnOrOxUD3pAuT7MJ531mox4dAk+DSOGyhiS/CQ7MQaydgi3jdWHMxcBVQpnh/x3EcJ4fY\n",
"5t29wOFJlz/FbLcTioTdj9XeTB9ua+AVMku8FAKdVPWzCs23ChCRMzEL/pB4/vZy7HO9VsK9goU7\n",
"nkPmZud4oA8wxsMenepGvk1HylQcW1XznUuXV9x0xKkQIsdju6kZzAY6wX0fWPTLR0Q1c+K7iSEf\n",
"AgesaqEJFqw7yRSIy4H9VxVC4jhOMm464lQYkauB/kmXfgb2wdaFNF7GTpRSNsRFZGNsXUgKqzxZ\n",
"VYdWcLaViog0AC7FwhfDjcpfsbJRYGvYMUliLaijdhRmGrJr2uVJWJrBSy7UnFyRa22Q1wWlpgsx\n",
"x8k7Zhv8ZNKlJcCp8OEHVv9lLJFYmwT8I637V8ChZRBrm2NOkLunXSrCnLTKLNaCseqr6uSy3uM4\n",
"juOUgMjplCDW/sKOgxLE2ligS4JYaw68RbJYu6QGirWuWJpNfKNyKpFYKwCOVtUxaffVxQy6rgJ2\n",
"SRt2BjAYeCC9sLjjVDd8B9BxqgqRf2LpCOn5YxQD58Kvr9uO4NtAy+DSdMxBMh4G+QN2Mras5LeS\n",
"OsB5wI1EdWpClgPHqer7ZZ+6bAiMAdYUkUNV9duy3us4juOkIdIOyMg/A1Mih2NFNkktcv0t0EFV\n",
"l6QOJU0xd8mwMLYSrRk3qeqtOZx5XglOCa8Fzk67NAXYIvh5AdBWVT+J3dcIOBm4jGj9DPkc6Ae8\n",
"5idqTk3BBZvjVAUmeN7Aim9mcDks+i/siYW67BY0LyQ6ZQv5Hauds6jkt5J/Ag8D+yZc/hk4UVUz\n",
"vKFLGW9d4E2iRfBBEdnPFz7HcZxyYOYXz5OaTwxYotnxmMLAhFfYZxpmxT83dShZA8tZ25PonlCs\n",
"PYGF/tUIROQMLJ+vYax5EnbguE/wehHmcvlpcM862ObkhcCGaUOOw4TaG75eOTWNvIcsikh7ERkj\n",
"In+LSKGIFItIUfCnWETcKtWpXYishdk1b5l0+XYouhn2AB4DWgXNhcBaaV1nYTlrs5LfRuqLSB/g\n",
"fySLtbHAnlmKtTUxV8nQ/vh3TPD54uc4jpMtZgryGpGZVArnYl+4Ye/g73nYidLU1KGkAfAC0boR\n",
"F2uvA2fVhO9qMfoDjxCJtULMnOsrIrG2GCtp85mI7CMi92Mnb4NIFWvvAocA/1HV12vCv4HjpJNX\n",
"wSYinbAH0w2AZ4L3eyr4eSnwNSXEazvOaonV1onvfqbwAnCluateRVS4czmZp+HzgYNV9bfkt5E9\n",
"sU3Z60kIucRO1o5U1QVln7o0xEI4/xM0zQQOSX9ocBzHccqA5Zm9gT0jZdAPUyxpLMXCIFPC0INc\n",
"rSeJanIWE4m1T4HjVXVFLqadT4Lw/Yex+mchLwA7YOvmsUHbUuA4LEVgHGbKdQ7QNLhejJ1a/ktV\n",
"D1LVt12oOTWZfJ+wXYn9Iu2OOfOAFfTtiv3ytcAcfhxn9cfE2msENV8UuOKss/jk/yzN4CPgfDhv\n",
"qeWtnRrctYJMwbUQMxiZmPkW0lhEbgY+I7MIaMhMTKzNK/vUZW3MyfKgoGkeZlLyc1nHcBzHcQIs\n",
"dHEEsB3Ad1tsQY8ePVhR1yIeH8HcptIoxiIaPkwdSgSz9T8+aFKi57sfsALS1b6eWCDW7gPOCJoU\n",
"6AV0xTb3uwTty4HR2AHAY6RugC7D/vn+oarHq6qXqHFWC/It2P4PeFpVC4nqr9UHCE4G7qUGxVM7\n",
"TrmxhegZYgU6B3XtypAuXTjo1lu5d9996QqPzLKTtF5Bl/gOachSbPHNWIRE5CBgInAJ0e92+o7q\n",
"AkzslblQahBm8yJRUe8lWO7E12Udw3EcxwmwwtjPEISqz2jenHaDB3P3Mcdw5KBBDF9jDc5NvvNc\n",
"VR2ROpQIZiYV1t+Mh0FOx/K75uT+Q+QWierPheYiRcAJ2Gnbq8HPYJ+vHrYerR0b4kvgNKC5qnZT\n",
"1UmVMG3HqTTybTqyGNsJQVXnisgyYKPY9b9Itpx1nNUHW4juAI4Imx5v04a+3Wx9XdqwIQNbtPh6\n",
"BtwFfBy7cy7QPPZaMfvmD9KGXwe4GTgzra8QbJAEFAMnJJ3MlTL1MMwmPFlbFIzxaVnHcBzHcQKi\n",
"07AOAPObNKHdkCH83qIFAL+tsw6nYAlbpIqva1Q1yUXySqw22cp3CP6eh4m133P8CXJOINZuwUIa\n",
"wcTaKVgNufewnO6V3Yk+4xJM+D4IfOYhj87qTL4F209EtrJg5geniMiw4L07Y6YFjrN6YgvRQGJF\n",
"qkfvtRdnXRqtry2GDZs6Y/jwjlhUZGi5v4BUsQZwsaq+lDZ8RyyEJN0NK/1kDuBCVR2VxdQFuJso\n",
"zGYJ0D49HMdxHMcpMwMINteW16tHp379+HqbbQDY9I8/mHPFFSxesgRSxdq9WD5yCiJyAba+pBNG\n",
"YtSUcit9iSJLFBNr4zCfg/UT+s/ENjjvrwmnh46TC/IdEvkicFRgVgD2hXMgdnIwC9gfK1roOKsr\n",
"l2I7oAB8sd12dOrXj8J6tlfS7JVXCv587LFOWK21FkG3YqLE6ZC7sVM6wOqgicjz2O9YulhLor+q\n",
"3p3l3PvBysicIqxWm4s1x3Gc8iByFtAHoFiEM3r35u097PBo3fnzqX/55cyeOxdSw+GHAz3TT4+C\n",
"QtJJ3+lFmMHIR/n5ELlFRHqRaj53IVbK5gcyxdoPWOjnlqo60MWaU5uQyj5BFpH9sarzRcCrqvpu\n",
"pU4gD4jINKw+1nRV3bSq5+NUE0Q6Y0nRAPzaogV733MPM5s1A2C9sWMLZ/frN4jCwj4k1N+J8QKW\n",
"aF5kw8quwFvAemn9ZmKhNutgi17IVcDgbMJFRKQnMYEInKyqQ8t6v+PURkSkEPtdLlJVr3PqRIi0\n",
"wUyn6gJcfvbZ3Ni5MwCNli1jq4sv5vvvvoPUk7X3Mfv+palDSQdssy5p3ThTVR/Ny2fIMSLSA7gz\n",
"1jQWC39cI63rp9hJ4uuqWlxJ03OcCpFrbVDpC0qwQ++79M7qjci+WJFSAGY3bUrbIUNWirVmEyfq\n",
"7CFDbqKw8JrYXUVkLsDvY2IpFGs7kCzWpgL/wmq7vRdr762qN2U3delKqli7yMWa4zhOORHZmVhh\n",
"7Ls6dlwp1uoUFbH9gAF8aWINIrH2NXBUgljbD3PsDdeKuMC7qgaJtQtIFWsK7JfWbSHQWVVfq7SJ\n",
"OU41Jd912IpFpEsp10/0wtnOaofIdsDLBIYfixs25MhBg/hp880BaDplCn8PGPAYixZdGbtrJpli\n",
"7Rvg6HDBFpGWwBgyxdpcoCOwJjCSqNDo45gZSRZTl/bBfSEDVfWOEro7juM4pSGyMXaythbA8Fat\n",
"uLD7ypRm9rzjDr78KCN6cQrmxDs/dSjZGXNMbBQ0FRGJtTupISkmInIhmeGc6XnXXwPbuFhzHCPf\n",
"OWyrorQwsHIjIk1EpJ+IjBKRvwPheGoJfbcP+i0UkTki8l8RSX8gdpyyIbIRVh9mPYDCOnXofPXV\n",
"fLrDDgA0mT2bBQMGPM2sWfH/j5PJzEObioXCzLNhZTNMrLVI6/cHcAgwLXjfMOb/XeCcLMMg/4OF\n",
"X4Yn7w+QWrzUcRzHKSsi6wKjgE0Bxu64I1379EHr2KPXfkOHMu6VV9LvmoO5O85IHUq2CsYKrezD\n",
"8FuwE7deNcElUUR6A7evotvzwH6qOqsSpuQ4NYIqE2xBId7DgNl5GH597EHzH8BXQVvGF5mIbAp8\n",
"gJUWuBI7jTgceEtE6qf3d5xSsf/Tb2BhiSjQo2dPRu67LwANCwoo6N//cyZPPoFooZ0GbJM20jxM\n",
"rE23YWVDTKxtntbvZyzefzLwOlGJjG+BTqq6vOxTl22BV4hyB14ALqgJDwCO4zjVDiuMPRLYCeD7\n",
"zTenw8CBLGvQAIB9R49m7COPpN+1GHPi/TF1KNkAeJOoLNJyoo21McCp1T23S0T2FJGPgCFplwrT\n",
"fu6NlY5ZWGmTc5waQM5z2ETkWuBaIoE0VERKy3+5K9dzAGYALVT1LxHZAyip0v1V2APqbqo6DUBE\n",
"xmE5QqcBSTVPHCcTc0J9GdglbLqha1fuP8pqTdctLGT5wIFTmDhxN6KNkj8Jdl5jLMfyFr6zYWUD\n",
"zEFyu7R+c4D2QAHwDrB70B6ezM0t+9Rl2+A9wpPld4GTwrw5x3EcJwusfuUwgpysGc2b03bIEOY2\n",
"NfPfPceP57ObMlKLC7GNtnGpQ0lTbCNw26BpOdAg+HkCcIyqLsvHx6goQR3PwzETrIPSLi8J/g43\n",
"CX/BUgDKXCfUcWoT+TAdGY/VDAE4HxM/P6f1UexB83PM6SinBCcLfwUvk+pRhXTCnCqnxe59W0R+\n",
"wmpPuWBzVk1UXPrAsOmJNm3oExTGBqh7663zij75ZF2ik7UJRCIrzmlhYWwRWRPLfdghrc98oC0m\n",
"zl4nKio6GxNr0ygjIrITFkoZ7tx+QzV+AHAcx6kB3IzlFbOgceOUwtjb//QTP197LYVFGfthZ6TX\n",
"yRSRRthGYLhWxMXaZOw0rtqdRInIOpj9/vnAVgldpmGRUGG+9ceYWPMQSMcpgZwLNlV9HXuIDB84\n",
"71fVT3P9PhVFRDbBvjA+T7g8HmhXuTNyaiRWXPp24Liw6fcNNuCsSy5Z2aXxww8vXfzGG/OBLYKm\n",
"r0gWa1eq6tPBsPWxOP490/ootpnwDZZ8Hu5a/g0cEJ7MlXHqO2KOrWFOxETg0DBvznEcx8kSkYuA\n",
"i8KXl599dkph7HlXXMH8JUvS77pMVZ9MHUbqAkOB1kHTCiKxNhPLc5uZ+w9QPkSkHtAB6IxtKK5Z\n",
"QtcZpEaWjMGiShbnd4aOU7PJaw6bqp5WHcVaQHii8EfCtT+AZp7H5pSBK4Hu8YbN//qLJwYPpv6K\n",
"Faz50kvFi4cN+4VIrP0A7Jwwzh0Esf1iIvAhbNFL5xIsfPEpzGwELO/h8CzF2paY4AvF2jigdXV6\n",
"AHAcx6lRiHQCbo03DXr4Yfb/3/9WFsb+Y25GtPqtqpri5husAfdgUUBg4ZLh88hCzEFycs7nnyUi\n",
"8m8ReVBERgO/Y0W+jyVVrMXzoJcAG8deP4KtXS7WHGcV5LUOm4gcguWH3RRrOxO4Dtspehq4pIpy\n",
"ZcK46aTQr6WxPiuyGLO+iCSdnKTzh6omCUWnJiFyBlbMM4O277zDZlOm8Muvv35MVFtmGtCEzI2S\n",
"B0l1+BoAJLma3oKd5j1IEG6DhRZ3BH4O8t3qYWGXpf29VzBO+Pv/OXCwqi4q2wd3nNqFmPvrRqvs\n",
"GAvB97WgliFyGLaRlpKGse6iRYy87DIO2mQTvpw6FVLrpg0DLksYrT9wTvBzMdF39XIsdPDLHM8+\n",
"K4IIpQFYrn9S2skK7HM2SLsePncVAZcCd7ixlVPTyGI9yOmhT74LZ1+L7boAK/Nl7sfqa0wGemDG\n",
"C1VROySMSWiYcK1RWp+ysgHwRRn69cNEq1NTETkCE04ZLMXiQn6ZPPl94ICgeSGWV5n+EPciFud/\n",
"gYh0x8J0myUMWwT0xE7Y4jTB3MPKy09ABxdrjlMq52DrWVmpi68FtQcrZv0yUchiCmevWMGXv/22\n",
"snfw95tY3lqKu6OI9AD6xprCDT7FzKDeydGss0bMXKsPJrbWSLu8FBiLRZBsUMows7AQyE/yMknH\n",
"yT/Zrgc5Id+CbXtSTUVOxh5cW6lqgYjcH7RVhWALdzWTVPJGwBxVzeZ0DeyBvCy5b76jWpMR2Rt4\n",
"joQ6gkXAicBYy+NsHzQrFtKSLtY+AU7C8t9W5ZZaN+n9Ksg0YG9V/TvH4zrO6sYDmEX7qhiPPWAX\n",
"Af8qQ39fC2o6Irti5lDpAgawHbbnM5s/J6H0ioiciIXHJ9FDVROGqhxEpC1WnLtlrHk+dtL2X0yw\n",
"fUqmWJuKCbmF2Ab9w6o6Ne8Tdpz8Udb14A1K37zIinwLtibYL3RIW2CUqhYErz/HBFulo6rTRWQW\n",
"Fh6Wzr+I6rdlwwpVnVCxmTnVGpHtsdyvxMX5PGCEFTeN55/NJipoHTIZOAL7//dYKe+4FDvpXZvU\n",
"UMrJ2EJYhInBbP+eBzzmYs1xVk0QtrhKcSUiK8O7fC2oBYhsgW3ONU26fDtpCW3GJCxvKyWqQUQO\n",
"xYRPeAJXTPSdP0BV78nJnLMkKCtwC+b6GLICuBsYqKpzRKQOVrvz/9L6dEh3vnScmk4W60G2hz6l\n",
"km/BNg0TP48GtZ52JPX7qxnJOWSVxXDgVBHZNFaH7WBsB+mWKpyXUx2xuP3RJIcsci3wkBVi34lo\n",
"oZ1LplibCuyNhd4OJwrBTed/wAJg/7T2Pqo6KNvpO47jODlCpBm2g56Yy/IocHFm81zgMFX9K94o\n",
"InsBLxHlvKyI/fwgVRB+FcxrVyxKKm7N/yHQXVW/jrVdR5RXDbYpeLyLNcfJHfkWbEOBa0RkY0ys\n",
"zQNGxK7vjuXQ5JwgH2gdIkeiDiKyefDznaq6ABiEhaO9KyJ3AGthCcBfU/qph1PbEFkXOznbLOny\n",
"/cAAO/VqAmwSNBcC66Z1nYOZkPwdjLceyUzBnBvPCl4vx2rVPIn/33Qcx6k6ovpo2yddfg774k5w\n",
"07hEVX9NHUr+gZ3SNQma4rXWXgbOrwpjDhHpAjxMFE2yCIvwfCg+n6Df1bFbVwAdVfW1ypqr49QG\n",
"8i3YBmFfPIdjD6CnqupcABFpjtUXKSleu6JcQmSlrtjuzzHBz/8FFqjqNBE5ADv1G4yd9r2Kfanm\n",
"9CjTqcFYovVL2KZDBi8B3WGe2kIVFrGOO3uFLMes+Kdi/98OIZm52P/J8HdjGVZj7bPyfgTHcRwn\n",
"B1j433/JjHwAzEnkJGwBSKObqqZstgVui28SbdwtJYq4+BDoUtku2kGx7luxCP+QccCJCWJzX2wT\n",
"MWQFFu75Vt4n6ji1DHFH1YojItOwU5Xpqrrpqvo7NQirh/MEJeRafgC0hWVL4DOgVdAc3yGNczwW\n",
"5389cFUJ7zgL22x4kGjhvkBV7y3X/B3HqTREpBAzBypS1XxviDpVgcitQK+kS19itsALMy9dqaop\n",
"5mpiURsfEG0ELiE6zfoG2F9V5+VkzmUkiIZ6iVTDnEexNWhpWt8dsI8chm4ux2p5flwZc3Wc6k6u\n",
"tYEvKI5TOr0pQaxNBI4GXWLFsEOxtozkUhHXq+rzItKbksXaYuB0TCCGYm0YcF855+44juPkCpFe\n",
"lCDWpmChRAli7cEEsdYYeIVksfY70LYKxNoRWLh9/LTvAlV9NKHvNpgjaijWCoH9VHV8ZczVcWoj\n",
"ORVsIvIYFnJ4lqoWxV6Xiqqekct5OE5OEOkI3JB06XesfsNc+A3YJWheQbJYux/L5TwJGFLCuy3B\n",
"6tvcBzQP2t7G6vT4MbjjOE5VInI8iaaPFsPelkTbuLdV9Zx4g4jUB54F9g2alhGJtb+BNqo6PSdz\n",
"LgNBesoNRPnSYPrzaFXNcMsO3CxHkFoEu7WLNcfJL7k+YWuNCbSwDk34uiRkFdcdp2qwWmtPEVks\n",
"r2Q+VmBtOvwI/CNoLikMcjjQHVvPSzILUayA7mAiwfcNCXV6HMdxnEpGpBWpuVorWQp0wMIs0vgS\n",
"OCx1GBEs3P2IoCm+ybcYOEJVE4bKPcFcTsFypdeOXRoJnKmqs9P6H4wJzeaxZgWOUdWxeZ6u49R6\n",
"6qy6S9lR1S1VdavQsCP2uqQ/W6rqVqsa13EqFZENsVyzRgCLGzakY//+TGjZkiLgBOBbc4QMxVoh\n",
"yWLtXaArsDMm3EraILkDuJxo4f4QC4mZX0J/x3EcpzIQaYm5NTYAGN6qFd179qSoTh2KMYORBLUy\n",
"CdhHVdO9RwYDpwU/F5Fq43+Mqn6S6+knISJrYKH3jxOJtQLgfOxkLV2sdcTMUdLF2kmqWpYCwo7j\n",
"VBDPYXOcGBNE1tgIPt4oKAdRWKcOna++mpH77suYPfagzdVXM3rChD+BbWK3Jf0efQUcjdn6v0YJ\n",
"hbaBuzBRF9r/vw20c5dSx3GcKsZqrb1K8P384U470bVPH5Y1aMC09ddn0/79Gb4i46t6NhaEsZWI\n",
"rI/lhK0PHIVF0ofUDf5W4GRVHZ3HT7KSoLzRi0SOxmAlmC5X1RkJ/U/FokPi0SZfAj1U9aN8ztVx\n",
"nAgXbI4TcJ2IHAgTdoetwVbR7hdeyMh9LdWgUJXhBQWzgBarGOoXbGFeQSmFVbHwklOBpsHrz7D6\n",
"NS7WHMdxqhLLNXse2A7guy224Kjrr2dZAwummFZQwIhMsQZ2CpVNfdnzVfXZCs52lQQhkCcBdxOt\n",
"OQVYuYFnSujfj9Qaa4XYGvVqnqfrOE4auTYdKcaec+M7MfEcNUlrE0BVtS6OU8VsAW8dCP8MXw/q\n",
"2pUHOnQAoG5hIcv79ZvPjz82W8Uwf2F5C39hidm7ltDvJyy6MuRD4ChVTTAZcxzHcSqZO4CDAGY0\n",
"b067wYOZ29R0zs7jx/PFTTeVdF9G3nMJLAD6qur9FZ3oqhCrJfowJthCfsXWnIkJ/RtgJ4uHxpoL\n",
"gL2T+juOk39yfcLWP6GtI7ADMBozaQDL/WmDOaO/lOM5OE7W3Cfy4jlwcPj68TZt6Nut28rrjW+6\n",
"adnC8ePXTrw5YhnQQVUni8htRInl6cwm2LUNeA5L8l5Uvtk7juM4OUPkPILC0fObNKHdkCH83sIC\n",
"K7b76Sd+vPZaKMqoZ70E+BP7fp8V/F0InAg0Dvq8jOUrzwbmJeS45WDqsiYmNNfC8rAbYTVAW8W6\n",
"PQn0TCodEIi10cCBsea/gF1VNcEI03GcyiCngk1Vr4u/FpGzgQ2AHdOdj0Rke+AdICNm2nEqk7tE\n",
"nuhhGwsAjN5rL8669NKV19d/8MGiWW++mW7ZX0yqaU8hcLyqfiYiPYGLSni7xUR1bhYB56nq0Bx8\n",
"DMdxHKeiiBwI3AmwvF49OvXrx9fbWMryZn/8wdwrrmDZkiXpd92nquenDiMbAp8QibU3sTUibyHv\n",
"IrIvZphVUtj+EuA0VX2uhPsbAKNIFWvfYidrHv3hOFVITl0iE+gN3J1kU6uq32Ox1L3zPAfHKZEL\n",
"RQacbdbGAHyx3XZ06tePwnq2l7H5iy8y6+mnC4A1Y7cVkvq7EyaNjxSRPlgoTRLFRIv3LOBAF2uO\n",
"4zjVBJHtCBx9i0U4o3dv3t7DvDmazZ9Pk8svZ9bcuel3/QL0SB1GmmAhhaEL9kTyKNbE6IcZVpYk\n",
"1sI157nYPZuLyA4isldQX20cVo4pxMWa41QT8m06sglmvFASK4DN8jwHx0mknch5j0Pf8Njsl402\n",
"ov0NN1Cwhhk6bvvBB0y6554CogRtMNGV/nvTAxgnIu8BB5TylqHI+xpL3P6lgh/BcRzHyQUi62GO\n",
"vs0ArjzrLIYdailcjZYtY6erruL9qVPT75oGbKuqGg0ja2OnXHvG+rTPV5mWwBzkZuDiWPN4LOxx\n",
"CVYqbhHwjqouCO5ZDxOmrSiZH4B9Xaw5TvUg34LtG+A8EXlKVafFL4jIZljND09gdSqdXUWOfxzu\n",
"3TB4PbtpU9oOGcJfzcxTZLOJE5k0cOASioubpN2afip9D1afZyLR6VlpPIvlqxWUf/aO4zhOzhBp\n",
"hOWXbQtwV8eO3Ni5MwB1ioo4asAAnv3uu/S75gJbp4m1xpgz8N5B03ysTMu09JtzM20R4EZSxdrN\n",
"wHUlrTEishHwFuYtUBI/YXXkvBao41QT8i3YemFx2z+KyMvAz0H7dliNKoCT8zwHx0lhA5HDnoOn\n",
"Q/vGxQ0bcuSgQfy8mR32bjBlClP79FnG8uUl1U4LeRPYCbggrT3dKTVsuxK4Mb7AO44Qpc0mAAAg\n",
"AElEQVTjOFWISB3gUWBfsMLYF3bvvvLyGXfeySMfZZQbKwC2jIc4SlQGIBRri7Ai1N/kb/IMAC6N\n",
"ve6mqo+U1DmowfY2gTAFZmIbjmEd0IWY4LtZVRfnfrqO45SXvAo2VR0rIv/G3CM7Ym5FYMf0o4Br\n",
"3SLWqUzqi+z9CLx2YHBSFhbG/nQH22xsNns2sy+/vJCFCxuWNg4W678PqbltJTEV6OxFRh3Hcaod\n",
"/YDOEBXG1joWSHHq0KEMHTmStB225UDLMLwQQEz0PYwVzAaz7D9AVb/Kx4RjNdL6xJrPWYVY2xYT\n",
"a5sHTdOwfOww0GQq0EpVf8v5hB3HqTB5L5wdCLKOIlIXWD9onqWqGZ64jpNPRGS3G+HdU4L/9+mF\n",
"sZsUFLD0iisonjmztN+LOViB6/al9Imfro0AzlDVvys2e8dxHCeniJwG9IXMwtjHjB7N6488wtLU\n",
"O4qB3RPs7YcQmVctw+qb5VOs3UjqyVoPVX2wlHt2AMYQGZJMAZoQORZPAw52seY41Zd8u0SuRFWL\n",
"VPXP4I+LNadSEZHOl8Enl8Ws+cfutNPKwtj1CgtpfM01LJ48ubRhvgQeoXSxFqLAVZi5iIs1x3Gc\n",
"6oTIQcBD4csePXuuLIx90PjxfHfTTczKvOsQVf02dRi5lEg8FQNdVPW9/ExZ6gB3kSrWLlTVu0u5\n",
"ZwfgPSKx9gsm1EKxFpqL/Jx5t+M41QXxdJqKIyLTMEfM6aq6aVXPx0lFRI7rAM+OyMwr45H27Tm3\n",
"Vy9aDBnCtDFjShtGgZHAUWV4y4VYOMyX5Zux4zg1EREpBOoCRaqa9wgWp5yYiBkLrBM2/bXOOhwx\n",
"aBAr6tal6UUX8UFmrbWuqvpU6jByCvBErOlsVX2IHBNEKF2M5UtvETQrcK6qPhhcPw7YGctJi/9p\n",
"TxT2+D3mzB2G8o/FTgN9U9FxckyutYELthzggq36IiKHt4SXP4N66yZcXwEc1KIFY//8M2wqpGKh\n",
"wjOAnVV1TgXGcBynBuKCrQYgsilW0DpjrS5o1IhujRrxzLx56ZeuVtXrU4eRw7GQ97ol9cnNdKU+\n",
"Jgo7x5qLsQLYT4rIulgZgYNWMdS3wMZEBiOjsQiQDGXqOE7FybU2qLSQSMepbETk3xvDC6NLEGsA\n",
"p0FcrP1GdmItfbfjT2AXF2uO4zjVEKuR9joJYg3g9qVLk8TaYwlibR/METIUa3cDA3M7WRArN/AC\n",
"qWLtN+DYQKxtAXzIqsXaBGAjIrH2Hi7WHKdG4TuAzmqJiGy8Lrz8BjTaqoQ+FwGx+JZfgZK6JpFu\n",
"3b8A2F9VZ2c5VcdxHCffiDTAikXvlHT5GeDqzOZ3gDNTh5H/A14FwrIvz2J5ZDkLVxKb69bA/cAB\n",
"QfMy4HhVHRn0aYV9njAXbRbQGyuftBwLIFmOlRm4DVgr6PcpFgbpYs1xahAu2JzVDhFZswm89jK0\n",
"2LmEPkOBO6KXM8lOrEGqYCsCOqnqpCzHcBzHcfKNOSs+DBycdPk9LNoiTXF9C7RJK4y9KRZKGJ5U\n",
"jQFOB+pjgqoiU6wPHA60A44FmsUuFwAdVPWdoO852Kle+Aw3CSvQPSk2nmB5bzcRrVWfAW3jJQkc\n",
"x6kZuGBzVitEpG59eGoY7Nrq/9m77zipqvOP459nWaqKChZQgxpjx9iCDWssiCiIJfkpdsEOmAQF\n",
"KUoRcLEXVCSKBFQsoIINg4kNayQGlCiRGEVFlCJSF3b3+f1x7jB3h5llZgu7y37fr9e+2Dn3zp0z\n",
"47pnn3vOeZ4M57wHXJZ8uJhkuYlslZBcTuyEGmtlZiwREZFqMwg4P92BT4DTWS/a+hY41N2LEg1m\n",
"thXwMsnllB8BZxBS+v/azDq7+5LydM7MNicEf4emOfwzIRh7Jwrq7gaujB1/Ffi/NK/dj1BYO+Ep\n",
"QomZFeXpo4hUL+1hk01KHjw7Ek7LlMpxNuEWZrQWZDmhmHsu/x+sSTn/Wnd/OveeiohIlQu11tKs\n",
"dgxRWXtgaenmn4AD44GNmTUj7H1rHTXNJQwlXYHuhGWLr5tZzjfBzawhMIn1g7UvCEsZD4mCtW0I\n",
"wVk8WLsD6JAarJnZxZQO1gYRgjoFayK1lGbYZJORZ/b0fXBatwzH5wHtCFNqhPX9q8h9dq1B7Pu/\n",
"EGriiIhITZNSay3uZ0K++29KN68GfuPu60qwmdlmhGAtEVD9CJwMHAncHnvuXfEZuey6Z/UJ2+dO\n",
"jJpWAgOBNwgp+BsBjczsSGAcsEt03hpCCYGxKdczoAchkEu4zt1vy6VfIlLzKGCTTUKe2bC74Kyr\n",
"MhxfBJxEqcH5R0KK4/J6HehWmRvNRUSkkoTkIJNI83fOWuBMYGbp5hLgWHefm7zEukQliWBtESHO\n",
"25awFTqxN2ywu4/JrXu2L+GG33FR0yqgI3AJMJxkBspU3xMyPL6Xcr0GwEjCrF/CvQrWRDYNCtik\n",
"1jOz3v3hhh4Zjq8grF35LNk0j1A8tLyeBc5z9zUVuIaIiFSFkO7+FWDLdIcvJ2wYS/E7d38/eQkz\n",
"4FHCwgwIKyd/S9juNp0w+wVhpcXA3Lpn50XXTgRlhYQ9dsOBNmU89R/A6e7+bcr19iQEkL+JNQ8H\n",
"+ufSLxGpuRSwSa1mZmdfCLcMyXB8DSHd1vvJpgWUP1hbS9izdn85ny8iIlUpJAd5iQy/54cCaabC\n",
"Ctx9YvIS1pIQ8CUSDa8GTiOMH+8BzaP218hxpYWZXUvYm5awCriGEGDtHrX9DHwQHVsdfc0C7oun\n",
"4zezetFzBwNNo+ZCQnKRWNUaEantFLBJrWVm+3WCCX+OtcVz7a8hLHt5JXl4IbB9OV/uC+AYd/+u\n",
"nM8XEZGqFPaEPQPsk1ooE+AJ0mYf+Qa4KXkJ25KQDTJeFeY8QvHp10nuI/sXcEa2Ky2i4OpmoE+s\n",
"eRzwACGDYyL75LeErJCzNnC9X0TPPybW/Blwvrv/I5s+iUjtoSyRUiuZ2TbHwHsTIC9x1+HLFi04\n",
"9P77+XSXXSgCziZUN438TLLAaK6mAQcrWBMRqaHCEsYHiGqt9bnsMq67/HJKLIRtbxMKpqVMhf0M\n",
"7OvuhdElEhkb94+OLyNk/X+ekBwkseRwHiE74wbrmZlZnpkdQLh3GA/WBgHDCHvkEsHaZ8ARWQRr\n",
"ZxG24MWDtceBNgrWRDZNmmGTWsfMGu4OMydCk8QmgoVNm3JyQQFzWrXiyHvu4ZhevZg8Z07iKUtI\n",
"FjrN1XjgUu1XExGp0XoDlwLc27kzI845B4DvmzXjj8OHcyrr1VpbA+ydCLqiGbBxhH1qEBKMtAXm\n",
"APcDp0btPwOnpO4jS8fMjiEEkXvHmkuAnoQU/W+SXPUxCzjB3X8o43qbE+qwXRJrnkfYU/3mhvoj\n",
"IrWXAjapVczMtoV/TIKWiU0EKxs25LRhw5jTqhUA+YsX8/z8+YmnLCK53yBXDxNSJ5dUqNMiIlJ1\n",
"zH5H2APGxKOPpuc116w7tM8nn3Aq69VaKyHUWvsuPN0MuIewMAPC3rEO7v65md0AXBG1ryVkaPyk\n",
"7O7YVsBtRAFkzErCjN1nhEm/RLD2T+BEd19UxjV/Q5hF2z3W/BRwRXkLdotI7aGATWoNM2u8Ofzn\n",
"OdgxUb20KC+PcwYM4L199wWg6cKFLOzdG5YtgzAolzdYexu4SsGaiEgNZnY4IVMjb7duTZd+/fC8\n",
"sNuj1/jxPDllCmnWsh/v7rNjjwcAiaowxcBZ7v6+haLbw2LnXeLufyu7O7YfIZPwbrHmmcCLwNPA\n",
"csIy+1axYye4++IM18sH/kTY/5b4m20FIdnIWJWWEakbFLBJjRXd9exOuKto+fDPJ2HHI6LjDnTv\n",
"0YPJbdsC0HjFCpb16QMLFkAI1sq7R/NzcthMLiIi1cDsl8BkoOG/W7Wi49ChFDZoAMD5U6fy6cMP\n",
"86/1n3W+u7+evIRdTdhPlnCJu79kZtcTkkom3ODu4zN3xfKBP0TXahw1FxGGql9HXzekPO0L4KQy\n",
"grVDCIW/4wlQPgTOdfcvMvVFRDY9CtikRoqCteGEfQndgB1uhWanxM4Z3qULD3bqBEB+URElN96I\n",
"z11X83RDwVq6JGIQlqr81t1/rEj/RUSkCoVsji8A23zXvDknFxSwpGnIbH/Shx+y2a23Mm79Zw0A\n",
"pprZU8CxwBYk66kBXOfufzGzM4CCWPvIlMcpXbEGhCSUZ8SaV6dcO9X3QDt3X5DmevWjvvYjOZY5\n",
"cAtwk7uvLeO6IrIJUsAmNdXNhGANoPVVwLWxg4+2a0e/rl3XPd6ioIAlM2Zke+1Ms2/zCUtl5qc5\n",
"JiIiNUGYzXoK2HvpZpvRvqCAr1u0AODAOXM47qabuKG4OPVZYwjJQ/5GMgtk3HB3vy3aK/ZUrH0+\n",
"of5m2qWHZtaIUEqgQ9TkhERXzaLHPwP/JuQ8WRN9zQNGuPt/01xvR0LmyENjzf8CLo8X9haRukUB\n",
"m9Q4UWHRvonHZwP3xo5PbdOGbr16rXvcfNQoFk2blu3lMwVrPxEyfyl1v4hITRVWX9wNnLQmP58z\n",
"Bw1i5m5hu9gu8+fTs08fLlm1KvVZrxGWK/6V0in7vyTkI3kSuN/MdiJkbqwXnbMS2N/dizJ0ZTPg\n",
"OeCEqGkVYeZs1+jx14T6nf/L8q0dFvUlsb+tmLDE8hbNqonUbQrYpEYxs3bA7YnHJxLy6icirI/2\n",
"2IMzBw2iKD/86G43aRI/TJiQ7eWLSP8z/wkh85f2BIiI1GzdgatKzLjk+ut57eCDAWi2dCm39+7N\n",
"BUuWkJIp6t+EzIxTgTZR2wJCIPV54iQza0rI1pjYf1ZMqIm23vL4aMn+7oRZu8S26uWEYO1X0eNv\n",
"gOOyCdbMLA+4nrCyJBEs/g/4vbt/sKHni8imTwGb1Bhmtgfh7mIehAqlk4AG0fEvW7Sgw/DhrGgc\n",
"xtMd33yTb0eOzPbymfYTPEWos7a8Al0XEZGqZtbB4U4DbujWjcdOPBGARoWFjOnblyvnzWNF6Wd8\n",
"RQjSppAMrBYSlr7Hg7UGwAfANrHnnuXu6+UsMbPtCUPTEbHmVYSALRGs/QT8GTglCsbyCHum89J8\n",
"GXAcyfpvAO9Er6/l+SICKGCTGiJaWvIssCXALoQcyJtHxxOFsRc0C9sCdpw1i2+HDoWSrLLuF5I+\n",
"WBtC2MCttMgiIjWZ2f4OEwzy4oWx84qLeXTIEAbNnp2avn8hIYCaQAiIIOwtO8HdP01e1vKAV4A9\n",
"Y8/t6+7Prd8F2x74O6ULYUOYlWsce7wVMDDXt0jY/zYMGJhpGaaI1E0K2KSmuAXYB6AJYcf1dtGB\n",
"1MLY2331Fd/26wdrssq6XwI0TNN+o7sPqXCvRUSkapm1BF4w2Dy1MPZ999zDk9Onk5JyaiXwC8L2\n",
"5zOjthXAyWlmzR4mGdABjHf34et3wbYnJCxJBGvFJJcvVob5wHkbqvMmInWTAjapdmZ2EnA1hLUh\n",
"Y4GDYscnHn30usLYWy1cyA/JwthZXT5N24MK1kREagGzJoRaazutrVePvpdeuq4wdt/x4/ly8mSe\n",
"Lf2MImBnQpbhK2JtZ6buBzOzgcBFsab3gQvX74JtR0hcsk/UlC5YWw6MIOxdK0n58jRt8fZC4F13\n",
"T1nRKSISKGCTamVm+wNPEwVWA4GzUs45/69/ZckWW9D34ov5OVkYO5PU+mqpAdsT7n5lxXotIiJV\n",
"ycz2Ohz+9w6MI2xppn5xMX/705845ZZbOOCLL9j14YfpVvppDuxHGEYGxtovcvepKde/BLgp1vQV\n",
"YblkScp52xKCtX1jzanB2iJC/c6Zub1LEZHsmLbvVJyZfQPsCHzr7jtVd39qi6jezEfA9gDXUDp9\n",
"f9xsoE3Tpqz8+eeyLrmhJSqvAqcqPbKIVAUzKyL8Dip2d90QLadobPjHA1ByBeyQevznJk14d80a\n",
"TisqIuWX+QnA1oRkUombdX9w97tSrt8OeDl2zhJg79Qi1lGw9jegdRndnQd0cPdZWb49EakDKjs2\n",
"0IAi1SIqNvosUbD2OzIHa4uAjrChYG05yRwl6cwk1Flbr5qqiIjUDNHYMOliaHFFhnPmr1zJ/0Fq\n",
"sNaVsLzwMZKBWEGaYO0AQtbIxDmFwGEZgrXXKDtYmwGcpvqdIlLV0hUQFqlSUQ2bUUQ1cQ4DHs1w\n",
"7lrCjvG5ZV9yPmUHaz8AJypYExGpuaKx4YHj4JBRGc5ZBHQg5M2PuZkQPD1PshLMGOCGlOvvArwF\n",
"1I+aSgjLIOeknLcNYWZtvzK6+zJwtII1EdkYFLBJdegBXACwG2E3eeMMJ14BvFH2tQqBlmUc/yew\n",
"u7v/kGsnRURko7p6T7hoIsmIKm4N0Jn1buA9Trjn9zKwRdT2AnBZvGRLFIS9R+mbe+e6+9vxi0Xn\n",
"vU3ZM2tPAqcrSYiIbCxaEikblZkdBdwO0Jwwwm6b4dw/Ao9s+JLpUvYnfAb8JnUTuYiIVD8zs0RQ\n",
"ZWbHbgt3vUTYhJZOV8L0WMy7hKFiOtHy+uj738frmFnINPlW7ByAPu7+ZEp/mhNu8sX3m6TujR4N\n",
"XKkVGyKyMSlgk43GzHYjZISs1xB4Dtg9w7l3AXdmvlRqJsh05gP7K1gTEal5zCwfeM3MlgEfNIbu\n",
"z0G9X2Y4/2ZCusiYL4GTgdcJizUAPgU6uvvK2OvUJxTG3iv23NHuXpDSn/0Iwd4Wseb5QIvY46HA\n",
"AFe2NhHZyBSwyUZhZlsBLwLbNwCeAI7McO7zwJ82cLkNvNzPwD7unlVlbRER2XjMLI8QXO0BYNBh\n",
"LHBEhvOfAAaUblpCWLL4AnBg1DaPUBh7ccrrPA0cFXvuqyTrsyXO+xOhhlp8m8hr0fMS480kd++f\n",
"zfsTEalsCthkY7kP2NMIKbw6ZzjpQ+Bcwk7wcioEDnT3nzZ4poiIVIfniYI1gFuAszOcOB24uHTT\n",
"auCXwFjguKhtMXCSu3+T8vTbgE6xx7OATomVF2bWlLBU8texc0qAe4ArSSYwAfhVfAmniMjGpKQj\n",
"UuXMrCvQBcKyltTC2AlfAqcCKzMcz0IxcIS7/7f8lwii5ToiIlKJzGww4Vc9AD1h8fUZzp0LnE64\n",
"CxcpBvYEhpEcSlYSSrZ8lvI6/YE/xJq+BY5199XR8TOB7ykdrC0BLiXMwKXuj96Z5NJLEZGNSn+U\n",
"SpUys98QZtc4H+ib4bwlhFTNFUjlWAJ0cfcZ5XlylBnsaOBEQvHVp8ncXRERyZGZnUFsdePJwO3Q\n",
"LN25i4FTgIWlm48izHxdGT0uIuwr28bMOhH+pqkHnAacF3veakKykAuim3G/BdqnvORThO3TrwKN\n",
"Uo5NAi529zKLgYqIVBXT7H7FVXY1802Fmf0CeB9o2ZZQ1CaxvqQoL4/8krDwcSnQLjqxAs5x9wkZ\n",
"+rEdIe3zNamzb2Z2CjAS2CXlaR+6+yEV65KI1CVmVkQIGIrdXTdEY8ysNfAxUcbFAwhrERvFxoKE\n",
"QsKds5SMkOcRZrmGxtoWkyHgy8Ga6NqfA39Pc713gN+6e2HqE0VEMqns2EBLIqVKmNkWhA3hLVsR\n",
"bk8mgrWpbdqw3yOP8MUOO7CGsDYmx2AtfpdhMXB+GcFaU0L1gPbA9CgTWOLYb6Ou7ZLytLXACi2L\n",
"FBGpODPbmpCCvx7ALwgZqBrk53PyiBEMvPDCUr/UL2a9YO1mQiAVD9a+oeLB2v+Ak4BWwJtprvcV\n",
"0FnBmohUN/1BKpXOzAwYD/x6S0LUtl10bMbuu3PmoEGsaNyYI+67j6Ouvpq358/P+SWif78Ajkuz\n",
"0TzRj62BicBBUVMR8FN0rDMwgWQc+b+oq1OB1919ea6dEhGR0sysHjCDqGD1lsBLQAszLrj+el47\n",
"+GBeO/hgljduzG0PPkh/QlbImGeA/1K6LOePlK6V9hDQFPg9pbMIP0uIDX8B9AI2S+neLoSyAOks\n",
"B05z9wqs1BcRqRwK2KQqdAc6bgZMARJTWl+2aMEpt9zCisaNAdhu1iwmLVhQ3tf4L3BiGcHaFoTl\n",
"LftHTYuBdu4+z8w6AE8C9aNjU4Az3X1teTsjIiJpTSRaxVA/etAa6NO1K4+deCIAjQoLOfPNN3mE\n",
"0lNohEDvKcLNtYSlwLbR998Q9hzvTgjO4sHaWMJkXWfCPurUfWllccIy+1k5PEdEpMooYJNKZWan\n",
"AnfWByaTLH6zsGlTTi4oYEGzsOJk71mz+HToUCgpVwL/JwkbwFdl6EM+YYYvEawtBTq4+2wzO57w\n",
"N0MiWBsHXKpgTUSkckWZGtel1R8NHA/cd/rpFJx7LgB5xcU8MWQIy2bP5vLST58P3EQIxBLbN1YS\n",
"JukgrLA4gZDi/xlK/z3zFnA5cB1QqkA28Bkwk7B3rTD6dytC1snEuHCdu79QjrcsIlIlFLBJpYn2\n",
"h00A8u4npOECWNmwIR2HDmVOq1YA7PrVV3zdrx+sKVdd69HA5Zlq4ZhZA+DPQMeo6WfgUHf/3MwO\n",
"JdT/SaRrTgR+xeXpiIiIpBfdvBuSeDwQuBCYdNRR9Ojefd15991zD7+cPp0jCWvWIyuAroSba/G/\n",
"U5pE/35JSC7cibC/LZ6C/7/AmYRArWdKt94lrLRYFvUxn1Ai4GKSwdojwB25vVsRkaqlgE0qRZTc\n",
"43Fgsz8SRloI2SDPGTCAd1u3BmC7hQtZ3bs3K5YtK8/L3An0KiNY2wJ4BTgialpDWOr4eRRMvkRy\n",
"D8NkQrISBWsiIpXIzPYmJHQC4BLCVNnbrVtzbv/+eF6YMOs7fjwdJ0/mMCA2IhQRqsA8SfpljJ8S\n",
"arHtSlhd2Th2bCnJJZC/S3neO8DJiWAt0pMwC5fwJnClimOLSE2jgE0qzMzqE5aktD4HuD1qd6B7\n",
"jx5MbtsWgM1XrKBxnz58Vb59a+OBP5URrDUCniMZrBUD57r7NDP7NfAayQxgfwd+r2WQIiKVy8xa\n",
"ANOJZqxOAkYB/27Vio5Dh1LYIOR5umDqVHo//DBHEzaiRZxQuPphoiQlKd6Lzkn87RIP1tYCFwB3\n",
"A8emPO8NQgKRdcGamTUH+sfOGQ90d/dyLf0QEalKdTqtv5kda2YlGb5UgysLUUbI0cCJ7Qi7vBOG\n",
"d+nCg53C9oX8oiK2vfFGvpo7tzwvMxy4pIxgrTGh0HViFeZPhOyRE83sAEIJuG2iYx8Andx9dXk6\n",
"IiIi6UW1N2cAW0OotfYM8EPz5pxcUMCSpk0BOOnDD3nw1ls5G/hX6Uv8Cbg18fwUHxKW3B+e4eX/\n",
"QFiCeWxK+wTWn1kDuJGwdw1gjLuf7+4/xd7L5mZ2n5kdmOn9iohsLJphC+4mDAZx5Yos6qBrgAvb\n",
"UDqTx9h27ejXteu6k1oXFPDxjBm5XtuB89z98UwnRHsQJhLqrEHY+3Cyu79vZgcDr5KcWXuP9AO3\n",
"iIhUgJntTlhS2AKStda8SRPaFxTwdYsWABw4Zw7P3HQTVxcX82rpS9xGWJ64HetbRaiVdleGl/8b\n",
"cAvrz8r9k5BYZIyZNSSUcdmBkKgkkbzEgePMbF50vGH0lViOeYyZ/Ua12ESkOilgC95y90kbPk3i\n",
"zGwf4NZdCAXMEpvDprZpQ9devdad13bUKKZPm1ael7hkA8GaAQ9QOlg7LQrW9iMsg0wMyu8SgrWf\n",
"y9MRERFJL1rJ8CpRuv0tgZeBbfLzOWXwYGbuthsAu8yfz0t9+nDHqlWMKX2J8cDVlF7iGNe4jGOQ\n",
"XF2R6sDoq8zuE5UdyOCXhFqe727gOiIiVUYBW2BRwopV7l60wbMFM9sMeKIZNHyJ9QtjF+WHH63D\n",
"Jk1i+oQJmS5Tlp7u/ugGzhlAMr/JGkLq/jeiZTkvkQzW3oqOaWZNRKQSmdmRhGCtMYRVFpOAvWOF\n",
"sQGaLV3KK7178/KSJQwsfYlpwHGUHZBVlRJCqYBCkin+49/PAW5y9y+qoW8iIusoYAvGEJZSFJvZ\n",
"W4QaLB9Vc59qLDOrBzxWH349Edg7ak8tjH3Qm2/y3siRuV6+BLjQ3cdvoA+XAINiTRdGwdr2hKQi\n",
"O0Xt/wDau/uKXDsiIiKZmdm+wBRiwdZownRXamHsF/r25at587is9CU+BZoCO2Z4Cad0Mey4n6Pn\n",
"JqwhLJmcyvqBVyFwCiF7JIQtD/tqmaOI1BZ1PWArJOyJfglYCOwL9ALeMrMj3P3j6uxcDTYM6HQ/\n",
"pXd3P3788aUKY39cvsLYZ7r7c2WdYGbHEhKPJfRy9wnRrN9LwG5R+1zgVAVrIiKVy8x2IpRRSSTu\n",
"oD+h1trCpk0Z264dEApjTxgyhCazZ9OOUrXWfiCMwZkSfBWR+W+UFZQO1uYDe7v70jT93Iawv+3S\n",
"WHN3BWsiUpuYyo2UZma7ATOBN929/YbOj57zDeEO4Q8k91OVZb67zy9/L6uPmT0MXHIdMCLlmAO3\n",
"nHsuo088kQU9erAy91prg939pg28/q6EBDHNo6Z7gGsJGU8nEgqpQsgUfbi7f7PeRUREcmBmLYGW\n",
"WZz6IeF3UTGZA5G4WjkWRCnx3yDc5ATgHEIhzoT/bb89J48YwbXPPEOHKVM4DPgueXg1YSnkqeV4\n",
"+dRZt/8Be6UGYFG5ma6EAtpbxA497+6nl+N1RURyGQ9eJuwY+tbdd9rQyRt8XQVs6zOzx4EzgMbZ\n",
"FNCMBWzZGuTuA8vZvWoR7fE7HxjZEXg+w3lfAYc2aMCCNTmXsnmGUBst45ScmW1HSCTSOmp6hTCD\n",
"VmxmtxJmRyEslTnc3Wfn2gkRkVRmNpBQ+7my1caxoDEh2ErUvORYwi/jhinnrmrQgLVr1tAW+KT0\n",
"oRUk81RVxBfAr919Vax/9YAbgG6EzJJxrxGWz39bCa8tInVQOcaDSgnY6vqSyEy+IaT33QxYnsPz\n",
"sp5hK0+nqku09OU9YMeDCUVt0lkGnAblCdbeBs7fQLDWhJAlOhGszQHOiYK1biSDtWLgLAVrIlKJ\n",
"RgGTszgv5xm2inRqYzOzPOAJYsFaa+A51g/WAOqvWcPprBesQeUEay8Cnd19bax/OwJ3AmenOf8E\n",
"d3+tEl5XROq2bMeDxAxbpVDAlt4vCRkjcwnWANa6e87FxmoyM9sWeB3YsRVhZsT+fKAAACAASURB\n",
"VC1dKq8S4FxgVu4vMQ84vaxC1tEfCWOB30RN3xHS9/9kZicA98dOv9rd/5p7N0RE0ouWLW4wuDKz\n",
"dSsyNrWxIHI9yWXn7ET4i2TLDCdfDam11koIAW06xUC9LPsxmbDfed2WODP7P0ICsUZpzh+jYE1E\n",
"KkMO48HaDZ2Ti0y/OOuEKBhJbdsf6Mh640zdY2YNCPvCdmtCGCEzrfv8A6EWW46WAce7+6INnDcE\n",
"OCv2nJPdfY6Z7U1YSpm48XCnu49KdwERESk/MzsPGJ54nKi1lmmdz63AQ6Wb5rH+3xzFhD1okH2w\n",
"NhX4XSJYM7NfmNmzhJm/dMHaz4QlkiIitVZdn2F70sxWEgpi/gDsA1xGWAbZpzo7Vt2iotQjgaPq\n",
"E0bC/TOc+xAh80eOnDDo/mcD/bgI6Bs9LCHsc5sVBdsvkLy5OwW4LvduiIhIWczseEjWum5AWAbZ\n",
"OsP5TwC9SzfNB37B+m13EZKCZOuvhGWQhVG/jgXGkTlunAtc7+4LcngNEZEap64HbM8CXQgTRE0J\n",
"QdszhI3g/63OjtUA1xAVpR5DmHJM51XgqvJd/zp3f6WsE8zsUErfpL3W3V82s4aE/3a/jNo/Bs51\n",
"9+LydUVERNIxs6MItbDzIaRnHEvpki5xfwMuItyRiyxi/Yxq3xHivX/k0JUXgLPdfXWUWOQBQmKR\n",
"hCWEUgCJlTMXuPu4HK4vIlJjKUtkJYhliayUTDDVLbqbOg2gO5lnz2YCRxHWm+RoFHBlWRk4zWxn\n",
"4AOSGzZHuvs10czfOEKgDeEu7SFK3y8i1c3MighL+4rdvdbfEDWz04CniC01jKfjTTWLMCbEiqEt\n",
"Jf0Wt7IKYqfzNNDF3deaWTvCMvk2seNzCbVUD40e/52w3F5/4IhItajs2KDWDyhSuczsF4StCZwI\n",
"3JHhvEXA6ZQrWHsP6LGBYK0p4W5qIlh7E/hj9P0AksHaSkLyEQVrIiKVyMzaEFacNEi09SRzsDaP\n",
"kCI5FqytJnM+klyCtbGE1R5mZgOAwWnO2S36grAvrswxRkSktqnTSUekNDNrRAio6h9MyDaSLqJf\n",
"ShiYv8z9Jb4FOrl7xrz/ZpZPqByQ2B7xH+AMd19jZucCg6J2J9xx/Sj3boiISCbRCoeXiQVrZ5H5\n",
"Bt5PhDEhVtysmPQJQMqSbkn7ncAlwP8RYsJ0wVrcGsLS+TSVBEREai/NsAmwLsnINGCHvQhpuLZI\n",
"c14JcA6h2FCOfiRkd/xhA+fdSbKW3RJCYexFZnYEsU3vhI3kz+XeDRERySQqjD0RaJ5oOwoYT/o7\n",
"vIWE1RafJpuczBkfFwDbR9/Hl0sWUfrvkSLChN4EwgqLtinXiT/3aULSqS+BT919SYbXFhGptRSw\n",
"ScIDQNuWwCuEkdqBlY0asdnqZIm0/kTrJbO3mrCc5fkN1bUzs2sIyU4A1hJm1uZEyzQnkbzb+xBw\n",
"e27dEBGRssSyAx+caNuHUH9zbaNGNFy9frnMC4A3Ui6T4fILSQaBxSQDrhJK/y2ylBADvkfIChkP\n",
"1t4FVgAnRI/fIGQO1vJHEdmkaUmkYGZXA5dvAbwE7By1D+vShTYPPMDX24WtZGOJFeHJzhpgX3d/\n",
"LItg7RTg7ljT5e7+enS39zmSd2X/DlyjAVpEpNL9Ebg48WAHwg26Vc2b03rMGG79/e/j2R/5IyEj\n",
"SZa2IRmYJWbgnNJ/h/ybECy+R5jlOzJqXw08COxLMlgrAq7SWCAidYECtjrOzI4D7qtPmMI6IGp/\n",
"tF07+nftyr932YUj7ruPJ5s0CTn+s1cCHJdNeQQz24ew9CXx83iLu4+J7vY+BBwUtX9JSOtcqdXj\n",
"RUTqOjM7C7gt8bgp4QbelpttRvuCAr5q0YLrr7iCO88+Gwhr1+/M/WVWpL5s7Pu/EzI/fksI1k6J\n",
"Pec0wja6prHzh7r77Ny7ICJS+yhgq8MSG8sNeITkbcupbdrQrVcyF9hpkyZx0cqVFOV2+XPd/Z3o\n",
"dTJmBDOzHQmrMBNb5iYC/aLvrwXOi75fQUhYsii3boiISFmiPcLjE48TN/D2zs/nzEGDmLlbSMC4\n",
"y/z5nDttGk8Bf8rtJQoJy+4bZjj+BCExcTGlg7WVQAfgUsIMHYQbd6e6+8DcuiAiUntpD1sdZWYN\n",
"CElGGg4jGRV9tMcenDloEEX54Ufj3EmTmDBhAuvvXChTP3d/Mnqd7YDnzayPu78RtW0LXEaYOTsj\n",
"9ryfgVbAv81sa5IFUAEudPdZuXVDRETKYma/ImxTawhhyusR4DgzLrj+el47OGxna750Ka/07s3n\n",
"S5ZwAaUKY2fja+DKDMcedveu0fL3ZygdrJ0DHEPIEgmwGDjC3b/P7eVFRGo3BWx118PAr64G+kQN\n",
"X7ZoQYfhw1nRuDEAp7z5Jm+NHMlPuV33EXcfButquv0V2BN4xcyeIWyLOBxonOa5TSldDDVhqLtP\n",
"zK0bIiJSlihImkRy9oqbCTfwenfrxmMnnghAo8JCpvTty9p58zidMF2Wg6+A3TMcexS4zMxOIizH\n",
"3C9qXxk9forSs3I9FayJSF2kgK0OiuqZndcZuCdqW9i0KScXFLCgWTMADp85k3lDhzKvpCTbyzpw\n",
"k7sPiWqp3UxIy5yoxdOI5ETehiwlpPRfArwK3JhtJ0REZMNie4QTQRKXAX2Bezt3ZsQ55wCQV1zM\n",
"hCFDaDV7NodBrjfwioGdMhx7kZC35G+EWbSEFVFXRlM6WHseeCy3lxcR2TQoYKtjouUv49oCjxM2\n",
"Ma5s2JDThg1jTqtWAOz1v/9Rv39/Zq3JWN86VQnQ3t1fjf4IeJLSSx1TfU9YInNIrG0oYQ/7T+6e\n",
"roCqiIhUnvgeYdoD9wMTjz6antdcs+6kkXffzbHTp3MU8E3ur1FMrPh2zAzgCkJa/v1i7Z8QlkHe\n",
"BTSJnXsH8KQyQopIXaWArQ6Jlr+8sxfkTSZMeRXl5XHOgAG8t+++ALRcuJA9+/Th+WXLsr1sCdDR\n",
"3V+NHj9K6WBtLaEO97vA3OjfC4AhsXNucPdbyveuREQkF2Z2ArGMkAcR1h6+27o1Xfr1w/NCPrJ+\n",
"48ZxyZQptAfKsYG4hPTB2r+BswnlWhLB2o/AHwgrKvoAx0ftXwPHbKgsjIjIpk4BW90ysSVs+wrQ\n",
"jLCGsXuPHkxuG+qSbrFiBe369OHRBQuyvV4J8NtYMpF7CcFYwhzgEHdfmmiIimPHg7Ve7q4i2CIi\n",
"G4GZtSJWRmVn4AVgXqtWdBw6lMIGIca68JVXGPLII1xAWLNYDumyUE8hJB95gmRx7vmEJZFtCAFa\n",
"o9j53RWsiYgorX+dYWY9t4D28cLYw7t04cFOnQCov3YtF9x4I4/OnZvtJUuA02LB2nDgmtjx2cCB\n",
"KcHaOcC9sXOuU7AmIrJxmFkjQtr85gBbEWqtefPmnFxQwJKmocxZuw8+YPRttzGAWK7/iikGehOy\n",
"PY4DjoraFxEqytQH/kzpYO1FQoAnIlLnaYatDjCzg+rDXRNJFsYe264d/bomS2FfOWIE982Yke0l\n",
"Swg10V6Krj+IZLJJgM8Jwdq6TXBRUdaxsXOGuvttiIjIxnIn8BsIaxWfBXZq0oSjCgr4ukULAA6a\n",
"M4enBw5kbHExQyvnNRcTil6/S0gcclzUvhRoB/wX+IBk5uA3CcHbJO1ZExEJFLBt4sxsK4PpDxOq\n",
"kkIojN01Vhj7ilGjeGjaNLLOBwm/c/cXogQjg4H+sWNfAq3dfV2dbTPrSshGliig/SgwIPd3IyIi\n",
"5WFmZxISfWDAGOCI/HxOGTy4VGHsF/v0YfqqVRmLpuVoNtCRMC48DpwUtS8jBGv/BEaS3Mv2CXCy\n",
"u6+qnJcXEdk0KGDbhEXp9WcOhUbnx9pfOOywdYWxu+ReGPs6d59oZvUJgde5sWPfAfsmgjUz24yw\n",
"sf2K2DljgMt151REZOOIamKOTjy+mfCL+7OWLfn4V78CkoWx5y9ZwtlAUdorrWc5sHmGY68BZxK2\n",
"XtwD/D5qX0lIStkAeJ9oxg9YDfyfgjURkfUpYNtERHsTjgGK3X1a1PzKVfCLG1LOvefee9l6+XI+\n",
"2nln3sytMHYPd7/XzLYk7C04KnZsMXBAYrA1s+aEotkHxs65g5BkRMGaiMhGYGb1CPXLtoZkrTWA\n",
"vebN451rruGMwYMZfdttNJ43j+MIUVgWfiJsg0tnCvA7oAchyVQiW6QDfyKUFDgr5Tnd3f3T7F5a\n",
"RKRuMf3tXHFm9g2wI/Ctu2cqElqVr98P6EfYA/CWux9tZredDn+aSPrMMj8DR+XlMTP7wtiXuvsj\n",
"ZrYb8HfgF7FjPwCHufuXUX+2IwRrv46OrwR6uvufc31vIiK1hZkVAfUIN85qxA1RM7uWsHeN9oRI\n",
"ql7KOcV5eSwvKaEtkGXEtIrknrNUDwA9gUuj7xNKCNUB9k85fxbwx9iNRhGRWq+yY4MaMaBI+ZnZ\n",
"iYQVLglHmNlDR0C3RGHsVGuAzpBtsObAue4+wcwOIwRi8SUw/wWOdPf5UX9aAtOAfaLj3wPHu/vs\n",
"HN6WiIhUkJntCgyDZK211GANoLikhM5kHaw5UMj6AVsh0NndXzaz8wl1uBMeBRYCvWJtPxD2Pz/i\n",
"7sXZvbSISN2kgK0Wi5YdPhpr+hLYaS/oNoXMtz8vJqe6OldEwdrvCMtq4j8z7wKnuvviqD87Rpfe\n",
"Izr+LaFO25zsX05ERCoqSgo1GmjcilBrLdNms0sJyyayvTTrL4VcCezj7l9F5VseJZlkagRhD9vn\n",
"sfNvBwa7+8/Zv6yISN2lOmy1VDQYjwJ2iJo+BXZtCfUThbHTuZ6QqitLQ4HRZtYfeJLSwVoB0Nbd\n",
"F5tZvpntQ0jHnAjWvgKOVrAmIlItLgKO3wp4GWiZ4aT+VLjW2hrgN1Gwdhahzlrib4uRhEzCjwGb\n",
"RW0PuHsvBWsiItnTDFvtdREhAxeEzd+7bkEogrpzhifcC9ya/fXvIWwW/wtwXsqxAYStEAPN7Big\n",
"LaV/luYSlkF+lf3LiYhIZTCzFsDdDYBJJNenp/ozVLTWWjFhFcW/o5m1v5BcdTmKsOLiR5ILPhZR\n",
"ugyMiIhkQQFbLRQl/rgn1vRjfdg9Xhg71URCWq4sPUxYxjIdODjlWC/CUsd/klzyEvc5IVj7NvuX\n",
"ExGRSnQvsMUjJKtUp3oFKlprzYGz3X26mV1MGDcSY8IYwszavym9Or9XYgm9iIhkTwFbLRPVVhtH\n",
"cjvCx8ABY0gWxk71FmGKLIsUI4mUy18TZskaxo4VARcQgrW/UjpY+5KQ6esT4C53/zGrNyMiIpXK\n",
"zDoBZ90MdMlwzj8hl1prEIaRD4HuQP2o7QZ3f9bMTgIeIjkmPARcRdjH1jRqm0vYD61MkCIi5aCA\n",
"rfbpBxweff8dsP9NZB6YZwOdIJvC2A6cT0ggeUfKseWE5ZdfA++QrKkzFrjR3b/OuvciIlIlohqZ\n",
"47sRBop0vgY6kHWtNQgr7S8HPiAZrI0FxpnZ7YTFG4k9a/cSVmF0IbmUfjGh7MvC7F9SRETiFLDV\n",
"IlFa/QHRw2Kg/rlgAzOc/x2h7s6S7C7/JmHPwWaxthJCSui7CD8r7xIVXwWmAt3cfW3Wb0BERKrS\n",
"E+1h8/szHFwKnALMz/56K4E+wPMk85a8TcjyOIvS+a0mE2bX5lB6K/VgBWsiIhWjLJG1hJltTlgK\n",
"mdjQ/d8jYdtHMpy/lBCsZTn1VQIcw/rBWgd3H0BY6jIN2DU69i/C3gUFayIiNYCZnXsgtH+K9Hdi\n",
"1wJnkHWtNQg5SQ4hJJ86KGpbSkhyFU9GvIaQSORCwnbpeLD2X+DB7F9SRETS0Qxb7VEA/Cr6ft5u\n",
"sPuzhE1mKxs2pDgvjy1WrQKSA/PM7K+dLnC/1t1fMbNmhGCtdeK1CbXXlpXnTYiISOUys5Y7w7gX\n",
"gRVbb83mS9ZfV3EpOdXfnEZYBvkXwqp6CMvmtwROjZ33CeHG3tdmdh/Jsi4/ElZmPObuhTm9GRER\n",
"WY9m2GoBMzuOsIkbYPXWsNOLwDZAUV4e5wwYwNF33838ZuGG55XkNDBD2OK2Jvb4Lne/N5rVmwrs\n",
"H7V/R0jh/E1534uIiFQeM8tvBp+8BHlzW7fml489xv2dOpU6ZwBheUYO+hAyESe2RzvrZwX+DDgd\n",
"+M7MegBXR+2rCDU6h6m0i4hI5VDAVsOZWVNCimQAGkDxM2B7EkbQ7j16MLltWz7efXfajRjBcDMe\n",
"zu0l5hL2wyUSiTwL9DKzeoRip7+J2r8HjnP3Lyr0hkREpFKYmTWGv06EZtaqFR2HDmVl48Zcfe21\n",
"PHP00UDItX9zbpcdS1hRf3WsLRGs/QfYHWjk7nsDywirLO+Ondvb3f9TnvcjIiLpaUlkzXc70Z4A\n",
"gyX3w9a/jQ4M79KFB6M7qflFRXS+/376uedy7TcJexQaxR6f5+7FZnYH0DFqXwqc4O5zKvZWRESk\n",
"suRD/z/DsXs0b87hBQUsaRqy6J/04Yd0mj6dqcAV2V/uQ+BOwl7m0WmOzwfau/vcWNtIkssgISzu\n",
"GJnTmxARkQ3SDFsNZmanAF2jh2uvg60vjR482q4d/bp2XXfugIICbp0xgyzDtRLCXdTDSQZrLxMG\n",
"45VmdiXwh6i9CDjL3XPYqy4iIlXJzE4eBIM7bLYZ7QsK+LpFCwAOnDOHZ266iU+Li3OptVZMqLO5\n",
"HEiXZHIR4abdumDNzM4CzooeLics22/v7lmU/BQRkVxohq2GipJ9/Dnx+EyoXxB9P7VNG7r16rXu\n",
"3D6jRvHAtGmsyu7SKwhZvwaTrKnzNGFmbY2ZtQfui51/lYqdiojUHGa2xxXwQq/8fE4ZNIiZu+0G\n",
"wC7z5/NSnz4sWbWKUwjrFbP0ANCcMBbUTzn2NWEb3A5mthvQBGhMSISV0M3dJ5T3/YiISNkUsNVc\n",
"9xDVvTkEisZF/60+2mMPzhw0iKL88J/uskmTeGHCBL7P7pqzCUVN/0Jyz9oTwAXuXmRmrQh70xMz\n",
"r7e6e7qlMSIiUg3MbMeO8NE9ZvUuvv56Xjv4YACaLV3KK71703jJEk4gp1prPwHjCQWyG6YcWwBs\n",
"RViRkcnzwJPZv5yIiORKSyJrIDM7kyg71y5Q9DzkNwa+bNGCDsOHs6JxYwA6v/kmX48cySfZXfZR\n",
"wvKVUYQEkxD2G/QE2pvZCOBjwl1WCEVQ+1TC2xERkUpgZtsfBp8+Dpv379aNx048EYBGhYW80Lcv\n",
"u86bR2dyqrX2HNCZkGCqWcqxlYTZtaZlPH8RYRVGTpunRUQkN5phq2HMbDuiQqNNgRcgvwWwsGlT\n",
"Ti4oYEGUur/trFlsN3Qoo0qy2i5wK6HQ6V+BHaO2mYS7ql9SumA2hGKnl2ovgohIzWBmm+8JHzwP\n",
"Wz7SuTMjzjkHgLziYiYMGcLhs2dzHvD37C/5DGHf2t+A3dIcvw+4Pvp+HmGWbVXsayXwd3f/rnzv\n",
"SEREsqWArQYxMyOaAasHPAXsSyiMfdqwYcxp1QqAvb76ig79+tF3zZrMFwvWEGbVWgOvxdo/BR4n\n",
"ZHxOra0zBbjY3RdV8O2IiEglMLP8ljB1MrR66+ij6XnNNeuOjbz7bjpNn04/wjRZlpYDf4yeclia\n",
"44OBHrHHV7v7lPL0XUREKk5LImuWLoRCpNwD3o5kYez39t0XgJYLF9K7d28GLNvgdvIPCfVyjgKG\n",
"xdo/BiYAt5AM1l4Cfg+0cPeOCtZERGoGM7Mt4dGJcMQPrVvTpV8/PC8M3X3Hj+eKKVMYTelf8lkY\n",
"APQjLIdM9TTQn7B3DeA94IVydl9ERCqBZthqCDPbkSg749XAVWAOXNOzJ5PbtgVgixUruLNPH7ou\n",
"WEBx2ZcbAdxAWFrZLdZ+E2FpyyOxtuFAP+1BEBGpeRrD5WOhy5Y778yRQ4dS2CDki7pg6lRufvhh\n",
"XgSuzP5yzxGWQv4SuDzN8SeBdiRv5jpwg8YHEZHqpRm2GsDM8ghB1Ja/Be6K2od16cKojqF2df21\n",
"axl94430mjuX5WVfrqe79ybcPU0EayWE+qkfU7og6mB376vBWESk5qlvduhdcH+b5s1pf8st6wpj\n",
"t/vgA/586638g7A0YgM38BJGuXtnwo3awWmOP0+YVUvMrM0Gfu3ur1foTYiISIVphq1muAY4aTfC\n",
"vrV8oMRsXW0dgAdHjODWGTP4JvM1CoHL3X2smV1E6QH5POA7YCpQL2q7DxhYae9AREQqjZntcBO8\n",
"fhnYOy1asHTzzQE4aM4cnh44kHnFxZxKKKyZhX8DfzCzU4nV94x5G/iB5E2++cBR7r64gm9DREQq\n",
"gWlypeLM7BtC9sVv3X2nHJ+7NzBja2g0Hdg7dqzEjF5XXkmLxYt5f8IEJmW+zE/Aqe4+3cxOAl4k\n",
"GYxfD0wDXieZnvlx4HxlgRQRqTxmVkS4KVbs7uW+IWpmDa+EL++PanECzNp1V67u2ZOnBg0if8kS\n",
"jgD+k93l1gJ/ICxvvJNkDc6Ez4FfEApiJ3Rw95fK238RkbquIrFB2uspYKu48v5HMbN6wOuN4Mhp\n",
"QNsM5/WjzA3lS4Bj3X2mmbUlJBBJBGb3EjJBvgpsF7W9BJzu7muz7aeIiGxYZQVsl5i9MAo61E9p\n",
"d0I+/d8C75e/m3GfAduSrL8JMNrdL6ucy4uI1E2VHbBpD1v1ujEPjnyczMHaU5QZrC0A9oqCtd8T\n",
"ZtISwdrzhJm2t0gGa9OBsxWsiYjUTBea3XRXmmANwmbk31Npwdp/CfuaE8Hau8C5hLxXIiJSg2gP\n",
"WzUxs2MMBtxD+rzKADOAizJfYimwB7DCzAYT0jQnvEoI1l4g+d/4fcKyyZUV6riIiFSJE8y6j4WB\n",
"TTMcv5Kc8usvAx4ljBXFwCWEpY8A3xJqsCXGjZ+Bs1QEW0SkZlLAVg3MrD5w7w1gmW5l/g84lbD8\n",
"JY1C4AjCndHngWNjx14k7El4KNb2PHCugjURkZrpMLP2o+GeHTMcH0rpFL8bUAyc5O7vmVkTQpyX\n",
"CNYWAGsofZOvj4I1EZGaSwFb9bjhIthvaIaDi4CTCWm6MniHsDftAKBRrL0E6BB9JYwkpPrPMvOz\n",
"iIhsTK3NdhsJk/fLcHwcoZJ1DvpFwVpD4FnguKj9J8JSyMNj574OjMrt8iIisjFpD9tGZmb7Hw83\n",
"PpTh+CrgNMIUWRmOAw4jGawlsj3G/3s6IUNkdwVrIiI10y5mDYfAh8dkuIH6GnBpbpd8DbjVzDYj\n",
"BGsnRe3LCFkiE8HaIkIa/3bKGCwiUrNphm0jMrP6B8MTE6Feug3lxcA5hJ3fWVpKSDKSCNS+ByYD\n",
"/wRed/fPKtRhERGpMmaWNwY+6gxbpzs+CziDkJc/Sz8B3YEDgbHAvlF7IWGSrm/s3IvdfUruvRYR\n",
"kY1NAdtGtDsMehr23jLD8SsIm8024A1gc2B/IH6pycAF7r60gt0UEZEqZmY2BN6+KBlUlfINcAoh\n",
"G0gOtgJmp2lvCNwde/ycgjURkdpDSyI3kp3NDhwNfXbNcHww8OeyL1EC/AVoDRxM6WD7JqCzgjUR\n",
"kdrheni4T+m9ZOv8TAjWvqmal15JKKQtIiK1hGbYNoLfmOXfAq8eA5bu+GOEiKsMhcAzwAWxtkWE\n",
"jJBj3P31SumoiIhUuTvMugyAi9MNwGuBMwnLITegBFgd/evRvw1J7m1eDrwMLI7OW00I1qa4+/8q\n",
"9AZERGSjUsC2EXSHZ86Bbb7ZZhuaLVtGk8LCdcfeIhTHKUMR4UZrl1jbZOBCd/+p8nsrIiJV5W9m\n",
"rbvAuO922ok9vll/Dq0rMC27S+UBTTIc+x44wt2/LGc3RUSkBtGSyCr2jtkF50GnhU2bcvztt3P8\n",
"7bezsGkoi/o1cBahIE4Z8oDdou+LgJ7A6QrWRERql+/Nmu8E/3z69NNt3zFjeLRdu1LHBxDWvVfQ\n",
"LELmRwVrIiKbCHP36u5DrWdm3wA7At+6+06J9rVm+6yBf1nDhvkn3HYb77ZuDUDH6dN5rH9/2gIz\n",
"s3+ZmcBl7v5+pXZeREQqhZkVAfWAYnfPTznY4AP44ZujjtryrIED8bxwv/Sjyy7joP/8h9HAZZkv\n",
"/RVhieNy4D/ALYQ0/UWEVZTxfwtdA7uISLXKFBuUl2bYKkdeyr9gts0KeKNhXl7+OQMGrAvWWi5c\n",
"yF333ksXcgrWhgOH1rVgzcxamtlAM2tZ3X3ZlOhzrRr6XKvGJvG5mtkb8N6a1q23PLd//3XBWr9x\n",
"4zjoP//hZeCq9Z/lwCPA5u6+i7u3dvfD3P18d//U3b929+/c/Ud3X+Luy9199aYYrG0SPwM1lD7b\n",
"qqHPtWrU5c9VAVvlqFfqX7P85TBlS9ime48eTG7bFoAtVqzg5T59eHDBAiavfw0n3DldFGsrBi5x\n",
"977uvroK+19TtSTkY6lz/2NWMX2uVUOfa9Wo9Z/rx3Dfdq1aHdhx6FAKGzQA4MJXXmHII48wA/gd\n",
"YWos8jnwEHCgu1/q7iuqocs1Ta3/GajB9NlWDX2uVaPOfq5KOlI1btscDhvWpQsPduoEQP21a3n2\n",
"xhv5eO5cRoRznGTWyHeAK4EngeZR2wrgTHefujE7LiIilWeFWc/tmje/6vCCApZE+5fbffABo2+7\n",
"jXlAB2A5fEzI+vsv4JlNcZZMRETKr07PsJlZQzMrMLPvzGylmb1nZidU8KKXAz3HtmtHv65d1zWP\n",
"GTGCRjNmJPYoxIO1ScAfganAXlHbAuBoBWsiIrWY2QXFTZrc1b6ggK9btADgoDlzeHrgQAqLizkN\n",
"+B5GuvuB7t7f3Z9WsCYiIqnq+gzbo4SSN3cSliNeDLxkZse5+/RcL9YAGjiMfLVNG7r26rWuvWDU\n",
"KI6cNo02rMsImQjWxgAvEbI4bx61fQ60V4YvEZFazKzzqvz8sWcMHszM3UKi313mz+fFPn3YbNUq\n",
"zoDVM6GTu79azT0VEZEars4GbGZ2CPB7oJe73xG1jQM+AUYAbXO9ZlPYcsYee9iZgwZRlB8+2msm\n",
"TaL7hAkcBfxY+vQRhCKmT8fa3gE6uvsiRESkVqoPtsbs6W7XX89rBx8MPePaGgAAD3FJREFUQPOl\n",
"S3mld29aLFlCD1jyPBzi7l9Uc1dFRKQWqMtLIs8i7PN+KNHg7oXAw8DhZrZjrhd0M+swfDgrGjcG\n",
"4Iw33+SukSO5GPgoedoaoDfQBhgYe/rjwAkK1kREarctIW9At271HjvxRAAaFRYypW9f9pw3j36w\n",
"9F44SMGaiIhkq87OsAEHAnPcfXlK+4fRvwcA3+ZywZ8235ziZs0AaDtrFuOHDmVgSQlPJk8pBlYD\n",
"BbGnOaFe6jDtXRARqf1WN2jAiHPOASCvuJgJQ4Zw+OzZ3AY/DYP93f3rau6iiIjUInU5YGsJzE/T\n",
"nmjbIdcLFtcLWf33+uorJvfrx4Q1a7i59Cn1gKaxx4XAae7+11xfS0REaqblTZqs+37k3XfTafp0\n",
"HoKlN8I+7p5u3BEREcmoLgdsjQkBU6rVseM5a7lwIa/07s0Xy5ZxefpT5gGfAdOBCe7+eXleR0RE\n",
"ara+48dzxZQpPAlL+8FeK92/r+4+iYhI7WN1dRWemX0CzHf3E1Pa9yEkHrnc3Udnea21RMHv1nl5\n",
"1CspYTFQAiWEPWtF0ddawhLI4nBYNqA+sB3wA+Gzk8qhz7Vq6HOtGjXhc80jrJDYkO0S3zRq0oQt\n",
"Vq5kDRQthcUZztdYkJ2a8DOwqdJnWzX0uVaNmvC5ZjseNI/OW+vuDSr6onV5hm0+6Zc9Jqqnf5fD\n",
"tRJp+llSUmrszQMa5dwzSbXdhk+RctDnWjX0uVaNWvW5rl65MrFcI59a1vcaTJ9j1dFnWzX0uVaN\n",
"2vS5VkqCx7ocsP0TONbMtnD3ZbH2Q6N/P87hWoVAQ8LsWaY7qXG6qyoiUnvkPMNGuAO8IRoLRERq\n",
"l2zHg2aECZ10269yVpeXRB4CvAdc5+63R20NCcshf3T3I6qzfyIiIiIiInV2hs3dPzCzp4HhZrYd\n",
"MBe4EGgFXFytnRMREREREaEOz7DBuhm1IcB5wNbAv4ABSrMvIiIiIiI1QZ0O2ERERERERGqySslc\n",
"IiIiIiIiIpVPAZuIiIiIiEgNpYBNRERERESkhlLAJiIiIiIiUkMpYBMREREREamhFLCJiIiIiIjU\n",
"UArYREREREREaigFbBVgZg3NrMDMvjOzlWb2npmdUN39qs3MbDMzG2Rmr5jZYjMrMbMLq7tftZ2Z\n",
"tTGz+8zsUzNbbmZfmdmTZrZ7dfetNjOzfc3saTOba2YrzGyRmb1jZl2qu2+bGjPrF/0+mFXdfUml\n",
"saBqaDyoGhoPqobGg42jJo8FVUkBW8U8CvwBGAf0AIqBl8ysbXV2qpbbFhgA7Al8HLWpunvF9QY6\n",
"A38l/Kw+BBwNzDCzfauzY7VcK2Bzwu+CHsBAYC0wzsz6VV+3Ni1mthPQF1hBzfx98CgaC6qCxoOq\n",
"ofGgamg8qGK1YCyoMuZep95vpTGzQ4D3gF7ufkfU1hD4BPjB3TVQl4OZNQC2cvcfzOxg4EPgInf/\n",
"SzV3rVYzs8OBD929KNb2K2AW8Iy7n19tndvEmFke8BHQzN13ru7+bArMbALQHMgHtnH3/aq5S+to\n",
"LKg6Gg+qhsaDjUfjQeWqyWNBVdMMW/mdBRQR7kwB4O6FwMPA4Wa2Y3V1rDZz9zXu/kP00Kq1M5sQ\n",
"d383PjhHbV8As4G9qqdXmyZ3LwG+IdxZlQoys6OBM4FrCb8TatpdRo0FVUTjQdXQeLDxaDyoPLVg\n",
"LKhS+dXdgVrsQGCOuy9Paf8w+vcA4NuN2yWR7JmZAdsT7qpKBZhZE6AJsCXQEWgHXFOtndoEmFk9\n",
"4F5gtLt/Gn5kaxyNBVLraTyoPBoPKl8tGQuqlAK28msJzE/TnmjbYSP2RaQ8uhB+TvtXd0c2AXcA\n",
"l0XfFwE93P2hMs6X7FxB2Bfy2+ruSBk0FsimQONB5dF4UPlqw1hQpRSwlV9joDBN++rYcZEaycz2\n",
"AkYC7wBjq7k7m4I7gacIf/B0Ae4zs1Xurs+2nMysOTAYGOzui6q7P2XQWCC1msaDSqfxoBLVorGg\n",
"SilgK79VQMM07Y3+v707j5GkLsM4/n1EFoyibFYRz2WVyxjFK6iARqN/aFBI1A1BibISFE88UDRo\n",
"JCooJngHQSOIQBQU44U3ggSIcogGiIsBV9SICusGFAQRXv+oamx6undnh+mp6vX7SSY1XUf325PN\n",
"Pv3++ldVQ9ul3kmyI3AOsAF4RXnlofusqq4Brmkfnp7kh8Ank5xVVf5fsDAfBm6imQbTZ2aBZpZ5\n",
"sPjMg0U3K1kwVV50ZOFuYPxUl0e0yz8vYS3SvCR5CPB94MHAi6rqLx2XtKU6m+b8hd26LmQWtfeD\n",
"OpQmoB+dZKckO9E0QcuSrEyyvMMSh5kFmknmwZIxDxZoxrJgqmzYFu4KYNck242sf2a7/BVSjyTZ\n",
"FvgOsDPwkqpa23FJW7LBNLi7O61idj2KJp8+Dfxu6GdPYFdgHc39ufrALNDMMQ+WlHmwcLOUBVPl\n",
"lMiF+zpwBM2JpcfDPffeWQP8vKq8Kph6o73C0pk0HyL3r6pfdFzSFiHJw6rqxpF1WwOvBtYDV3dS\n",
"2Oy7kubGvsPTs0IzNeZBwOHAdR3UNY5ZoJliHkyHeTAVs5QFU2XDtkBVdUmSrwEfSbIDzT+Y19Bc\n",
"xWZNp8XNuCRvBrbnf9OM9kvy2Pb3T1fVLd1UNtOOB15KM6L60CQHDW+sqtM7qWr2fb79ZuUCmqlv\n",
"O9KcZL4rsKaq7uqyuFnVnlj+rdH1Sd7ebv/2khc1gVkwXebBVJgH02EeLLJZyoJpi+eXLlw7ivoh\n",
"4CBgOfBr4P1V9eNOC5txSdYBK9uHg3+gg5skrqqqP3RS2AxLch7wXMbffLaqaqslLmmLkOQA4BDg\n",
"ScAK4BbgF8DHq+rcLmvbErX/jldU1ZO7rmWYWTA95sHiMw+mwzxYOn3NgmmyYZMkSZKknvKiI5Ik\n",
"SZLUUzZskiRJktRTNmySJEmS1FM2bJIkSZLUUzZskiRJktRTNmySJEmS1FM2bJIkSZLUUzZskiRJ\n",
"ktRTNmySJEmS1FM2bJIkSZLUUzZskiRJktRTNmySJEmS1FM2bJIkSZLUUzZskiRJktRTNmySJEmS\n",
"1FM2bJIkSZLUUzZsUs8l+X2SU7quY1SSE5L8aOjx85LcneRlXda1EEkOS3J9kmVd1yJJk5gH02ce\n",
"qI9s2KQeSLJXkg8keciYzdX+9EaSVcAhwDFd17JITgGWAa/vuhBJ/9/Mg86ZB+odGzapH/YCPgCM\n",
"C+hdgUOXtpxNOhz4XVX9rOtCFkNV3QGcCryj61ok/d8zDzpkHqiPbNikfsnoiqq6s6ru6qKYcZJs\n",
"DbwKOKvrWjYmyf3bWufrLGBlkudPqyZJ2gzmwSIxDzTrbNikjiU5GvhY+3BdO+//7iSPbbff65yF\n",
"JAe32/dJ8tkkNyXZkOSkJFsnWZ7ky0n+nmR9kuPGvOb9krwtydVJ/pXkL0lOTLL9PEreB1gB/GTC\n",
"9q2SHJXkT+1z/yTJ48fUsDrJ5UluS3JjktOSPHJkn/OTnDfm2C8lWTf0eKf2b/LO9n1dB9wOPKHd\n",
"/pb2vd7a/l0uTXLg8HNW1S+BvwP7z+NvIEmLzjwwD6Rx7t91AZI4G9gFOBB4G3BTu36wnHTOwmeA\n",
"PwPvA55NM03mZuA5wLXAe4F9gXcluaqqThs69iTgNcDJwCeBxwFvBp6aZO+q+s9G6t2rreeKCdvf\n",
"A9xF86Fje+DdwBnAswY7JDm4fe1L2v13pJlWs3eSp1bVzZt470xYvwbYBjgRuAPYkORQ4FPA14BP\n",
"ANsCewB7Al8ZOf6XwN4TXk+Sps08MA+kOWzYpI5V1ZVJrqAJ6G9W1R/meegNVbVv+/uJSXYGjgA+\n",
"V1VvAkjyBeD3wGuB09p1+9CcIH5gVZ05eLJ25PIHwGrmBtew3YH1VfXPCdu3AZ4yCPkkG4BPJXli\n",
"VV3dTks5DrgSeG5V/bvd70Lgu8DbgaMHZTE5oOdMFwIeBexcVeuH3te+wFVVdcBG3tPAOgxoSR0x\n",
"D8wDaRynREqz64sjjy8ZXV9VdwOX04yYDqymGXk9N8lDBz80o4m3Apuas78C2LCR7aeMjMhe2C5X\n",
"tctnAA8DThiEc1vr94C1NKPAC3X2cDi3NgCPSfKMeRy/AXhAkm3vQw2StNTMg7nMA20xbNik2TU6\n",
"8jqYNvLHMeuXDz3ehebqY38b8/NAmvDclHGjmZPqGoT5oIaV7fKaMcdeM7R9IdaNWXcc8E/gkiS/\n",
"bc/z2GvC8YP31avLZkvSJpgHc5kH2mI4JVKaXZOuFDZu/XCg3o8mjF854fgbN/G662nm+29uXRsL\n",
"9WE14fdhW01Y/685T1a1NsluwEuAFwEvB96Y5INVdfTI7suBW9vLOkvSrDAP5jIPtMWwYZP6YSlH\n",
"8K4DXgBcXFW3L+D4tcArk2xXVf9YwPHXt8vdgfNHtu02tB2a0dhVzLWSzfibVdVtNJdpPqs9Z+Ib\n",
"wFFJjh2ehtO+1m/m+7ySNAXmQcM8kFpOiZT64dZ2uXyjey3ccJidSTMi+f7RndLcq2bczVqHXUwz\n",
"OjqfcwDGuZRmRPewJMuGXvvFNKF9ztC+1wK7t+dUDPbbg804ETzJiuHHVXUn/wvh0fvyPI3m/UlS\n",
"V8wD80C6F79hk/rhsnZ5TJIzgTuBb7cjgfOdOrIx9zxHVV2Q5CTgvUmeAvy4fb1dgFcAb6UZcZzk\n",
"IpppMC8E5twTZ1Oq6j9JjgROAX6W5KvAw2ku47yO5lLLAycD7wB+mORkYAfg9cBVwIPn+ZI/SnID\n",
"TfD+leZePG8CzqmqwQcjkjyd5gPStzb3PUnSIjIPzAPpXvyGTeqBqrqMZoRzD5rgOgMYjCKOm+ox\n",
"ad281lfVG4DX0QTeMcCxwPNoLvV80SZq/Xdb3+p51jXuOU4FDgCWAR+luWfQ2cA+VXXL0H5rgVfT\n",
"nBR/PM15BwfRXMFsvlNgTgQeRHN56M8C+9Hch+egkf1WA9dX1WZ/6JCkxWIemAfSqFR58RtJmyfJ\n",
"KppzF15cVT/tup77Ksk2NPcnOraqPtNxOZI0M8wDafr8hk3SZquqdTT39zmy61oWyRrgDprRV0nS\n",
"PJkH0vT5DZskSZIk9ZTfsEmSJElST9mwSZIkSVJP2bBJkiRJUk/ZsEmSJElST9mwSZIkSVJP2bBJ\n",
"kiRJUk/ZsEmSJElST9mwSZIkSVJP2bBJkiRJUk/ZsEmSJElST9mwSZIkSVJP2bBJkiRJUk/ZsEmS\n",
"JElST9mwSZIkSVJP2bBJkiRJUk/ZsEmSJElST9mwSZIkSVJP2bBJkiRJUk/ZsEmSJElST9mwSZIk\n",
"SVJP2bBJkiRJUk/9F+TvmfTPONQ/AAAAAElFTkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x1089a1550>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, (ax1, ax2) = p.subplots(1, 2, sharex=True, sharey=True)\n",
"f.subplots_adjust(wspace=0)\n",
"\n",
"p.sca(ax1)\n",
"make_trajectory_plot(tracks_2014)\n",
"p.sca(ax2)\n",
"make_trajectory_plot(tracks_2015)\n",
"\n",
"for ax,label in zip((ax1,ax2), (2014,2015)):\n",
" p.text(0.1, 0.8, label, transform=ax.transAxes)\n",
" ax.set_xlabel('time (hours)')\n",
"ax1.set_ylabel('distance (miles)')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There's a lot of information in here, but it's not being represented very well within the rectilinear plot. To use the space more efficiently I'll subtract off my goal pace."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##difference from goal"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"9.160305343511451"
]
},
"execution_count": 36,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"PACE = 4 * 60 / 26.2 # minutes per mile\n",
"PACE"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def fmt_pace(pace):\n",
" minute = pace // 1\n",
" second = 60 * (pace % 1)\n",
" return \"%d:%02d\" % (minute, second)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"'9:09'"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fmt_pace(PACE)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def add_contours(dmin=-4, dmax=2, mileposts=True, pacegroups=None):\n",
" # differential distance, total time\n",
" dd = np.linspace(dmin, dmax, 100)\n",
" tt = np.linspace(0, 4.5, 101)\n",
"\n",
" TT,DD = np.meshgrid(tt,dd)\n",
" goal_speed = 1/(PACE * 60)\n",
" total_distance = (goal_speed * TT * HOUR) + DD\n",
" \n",
"\n",
" if mileposts:\n",
" levels = [26.2, 20, 13.1, 6.2, 3.1]\n",
" labels = ['M', '20', 'M/2', '10K', '5K']\n",
" cs = p.contour(TT, DD, total_distance, levels=levels, colors='m', linestyles='-')\n",
" p.clabel(cs, fmt=dict(zip(levels, labels)))\n",
" \n",
" # avoid dividing by zero\n",
" mask = total_distance <= 0\n",
" total_distance[mask] = np.nan\n",
" current_pace = (TT * 60) / total_distance\n",
" \n",
" if pacegroups is not None:\n",
" cs = p.contour(TT, DD, current_pace, levels=pacegroups, colors='c')\n",
" p.clabel(cs, fmt=fmt_pace)"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def make_level_trajectory_plot(tracks, highlight_last=True,\n",
" mileposts=True,\n",
" pacegroups=None,\n",
" dlim=(-4,2)):\n",
" \n",
" dmin,dmax = dlim\n",
" \n",
" lines = []\n",
" for streams in tracks:\n",
" t,d = make_trajectory(streams)\n",
" goal_speed = 1/(PACE * 60) # miles per second (!)\n",
" line, = p.plot(t/HOUR, d - t*goal_speed, 'k-')\n",
" lines.append(line)\n",
"\n",
" if highlight_last:\n",
" p.gca().lines[-1].set_color('r')\n",
" p.gca().lines[-1].set_lw(2)\n",
" \n",
" if mileposts or pacegroups:\n",
" add_contours(dmin, dmax, mileposts=mileposts, pacegroups=pacegroups)\n",
" \n",
" p.axhline(0, c='c', ls='--') # goal\n",
" p.ylim(dmin, dmax)\n",
" p.xlim(0,4.5);\n",
" p.xticks(np.arange(0,5))\n",
" \n",
" return lines"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAA28AAAHxCAYAAAD6PITmAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAAewgAAHsIBbtB1PgAAIABJREFUeJzsnXecnFX1/99nUyGUECAhASnSewkRG3hCRwQRVFR6Ub+i\n",
"8lMRRRAQREUUC6Ci9CbSURRBgRy6kKWEKk16qCGUNNLu749zJ/NkMrvZnZ3yPLP3/XrllZ1n7jxz\n",
"99nnueeee8/5HAkhkEgkEolEIpFIJBKJfNPR6g4kEolEIpFIJBKJRGLxJOctkUgkEolEIpFIJApA\n",
"ct4SiUQikUgkEolEogAk5y2RSCQSiUQikUgkCkBy3hKJRCKRSCQSiUSiACTnLZFIJBKJRCKRSCQK\n",
"QHLeEolEIpFIJBKJRKIAJOctkUgkEolEIpFIJApAct4SiUQikUgkEolEogAk5y2RSCQSiUQikUgk\n",
"CkBy3hKJRCKRSCQSiUSiACTnLZFIJBKJRCKRSCQKQHLeEolEIpFIJBKJRKIAJOctkUgkEolEIpFI\n",
"JApAct4SiUQikUgkEolEogAk5y2RSCQSiUQikUgkCkBy3hKJRCKRSCQSiUSiACTnLZFIJBKJRCKR\n",
"SCQKQHLeEolEIpFIJBKJRKIAJOctkUgkEolEIpFIJApAct4iIjJORM4QkUdFZJqIPC8il4nI2q3u\n",
"WyKRSCQSiUQikUhICKHVfcgFInIl8BHgCuAhYDTwDWAp4MMhhEdb2L1EIpFIJBKJRCLRz0nOW0RE\n",
"PgJMDCHMzRxbC3gYuDKEsF/LOpdIJBKJRCKRSCT6Pcl5Wwwich8wP4QwrtV9SSQSiUQikUgkEv2X\n",
"lPPWDSIiwCjgzVb3JZFIJBKJRCKRSPRvkvPWPfsAY4DLWt2RRCKRSCQSiUQi0b9JYZNdICLrAffg\n",
"OW9bh3ShEolEIpFIJBKJRAtJzlsVRGQl4E5gAK40+WovPjsdGAIE4K0efGQeML+WfiYSiUSi6XTg\n",
"tmFxjMz8/HoP2idbkEgkEsWip/ZgBCDA+yGEYX390uS8VSAiywIGrILvuP23l5+fS8/+kIlEIpFI\n",
"JBKJRKJ/MC+EMLCvJ+nzCdoJERkKXAesBWzfW8ctUvKG5wFTetB+HjB/BCNW6qBjABDe5M3JNXxv\n",
"Q+mgY8AIRqwEMIc577/DO40VcenoGMCIEaPwlQqYOnUq8+Yth69gz2nod7eYoQwdthRLDQeYzvR3\n",
"ZjJzWgO/bhC+Q+DXdfDgoSy99HKIlPNhZ86cxvTp7zSwD+3Iwte1jRnAgIHLsdwogNnMnvku73Yf\n",
"cTB48FCGDh3G4MFDq7wbeP/9mcyaNZ05c2ZXeT8P17WhO29DGbrkUiy1HMAMZrw7gxnv1dDHhrI0\n",
"Sw8fwpBhAO/wzhtzqPq3qh9LLTWcoUN9tXrmzNlMnz6YfvBsAYxgxOgOOjoCIUxhSiPnBgs/WyLC\n",
"0ksvx+DBSyxoMX/+XN599y3mzm276z6QgYOGM3wk9HAc6x15GLeawjIsM2Iwfs9MZepr85g3t8vG\n",
"HR0DGDp0SYYOHUZHx6Jj6rx5c5g1awazZs0ghGpRCXm4rj21B8vHdnWJrkg7bxERGQBcDewMfDqE\n",
"cEON53mNeDOFEEb19HMmdhnw+fhyEw36cC3f3yhMTIBXcPXNqcDyGrRhN4+Y3QDsFF+eyfjxZwH3\n",
"AWNDCPc36nvzgIltDpR+x0s06L6N+i4R2QK4jzFjPsYll+wLfC3z9mRg/6B6c6O+P++Y2DBgNeAF\n",
"DdpjJ3rBde0f9+tA4B1gSeA5DbpGV23FrBMYW+WtO4FzgCuCdn2di3RdM1EYvVppNbH1gcfiy6s1\n",
"6F6N6F9fMLGvAmfGl9/SoL9t1HeJ2Ufx+wNgBied9AVuvvlvFOAeqAcm9ldg9/hyHQ36VCO+J/ts\n",
"MWHCUsBFwKqZJucA3+ru+SwyJjYIeBcYCjyjQdeq17mLNG71FRM7CvhZfHmABr2wWjsx2x24ltIC\n",
"fZmpwMXAeUH1ge6+q0jXVUReAlYGXg4hrNLX8yW1yTKnArsBNwAriMi+2X9N+P7OzM+5qykXHbVS\n",
"H5cDupyg1YmfAs8CLwLfb/B35Y1Hgffjz825F44++hIWdtyuBTbpz45bZDPgXyx8bfoFYvYhMRu9\n",
"uHYadC5QMrKrm9jy3TT/d+bnybiRXzeofjyonteuE8Ne8iRQug65swWRrL2q5ozXk0nAGfHnY7j5\n",
"5pcb/H15o5nXGk488Rt46kjJcZsKfDaoHtrOz6cGnQM8GF+uaWLLtbI/eaOn9oCe36+3UZ7nBHzu\n",
"/XlgdFA9fHGOW38nOW9lNsVvoN2ACyv+XdCE75+Y+XnLJnxfLWQfyob2MajeBmwCfCqovtvI78ob\n",
"GnQ2PmEBWMfElm3E94hZB8ceuz8AgwatHg/PBP4P2DOo9iTst5CY2LIm1u3ql4mJBr0TX/U/2MRW\n",
"b0rnWoiYDRezn4rZ27jTeo+YnSRmY+L7XYWH9NRgn4dHOOwKrBZUjw6qT9aj7+2CBp1Heef9AyY2\n",
"srv2LeIRoBQq2WhbMD2ofhP4CHB6I78rpzTH7u68sztro0YdRHk35FZg06B6VcO+N19kr/UWLetF\n",
"TqjRHtyX+bnLxaeg+jZwGvBDYNWguktQvSKovt/VZxJlkvMWCSGMDyEMCCF0VPnXDAGS7JZv41fX\n",
"aqOpu4NBdVpQfajR35NTGrraKmarAP9mlVX+X+bwfcDmQfWPQRsXEpsTbgYmmdip2RVWE8uOiaUJ\n",
"zGnAMGD7JvavqYgt+L2/ABwM/BY4DPgncCQeMkVQndfFKXo0wQyqTwbVvYLq9UG161yIRK4X8zTo\n",
"+0BpbF7PxJZu9HcG1f90c/+1Mz2aDNeKmImYHcoee1yaOTwHj3jZLqi+WO/vzDFNW6DOM32xBxp0\n",
"KvBMfLl5DKuvSlD9flD9SVB9qY7d7xck5y0naNB3gSfiy01NbHAr+9MFaWBrHg271mK2F76zt+2C\n",
"g6+9dh7w0aD6RFefazMm4+G/X8OduP1MbIAGnW+yyGri/4Cn8RDKtqJkpIPqfDEbCXwbn5SfHFT/\n",
"HFS/ChwL7CRmXxXr0hDnOuy7gBThepb6KKRdioahQV8HXogvt6gyPtWMmC0PXAmchQu2wZw5zwEf\n",
"Dqqn9ENnuQjPXcNogD0YCmzY6H73R5Lzli9KN/wQYKNWdqQaGvRVoLRCMrZilyJRX+q+8yZmS4nZ\n",
"2bixHgHAvHmugnfccWcE1cYqxuWL+/Gcyi8Dd+Oh0deb2FYxbA0NWlKFGojnfxR+IiNmHxSzQ8Vs\n",
"DzFbKxrp0g6j4L/nlUF1ppgNisfPBf4BHA6s18WpnwRKqoh5jRwoEs3Nc6qNfj3RbTKla70UsG49\n",
"Tihm2+ET8z0XeuPkk/cJqrkWf2gg/wWmx5/z+tzVjQbagyKMX4UmTb7zRRFu+FIflwbWbmVH2pzH\n",
"8fwzqMPOm5iNw0UlDskcvoozzti7r+cuKHcAo4GHgX3xROl1gTtN7E8mtrmJiYmtjRupDwJ/bllv\n",
"+0AMi9pTzO7E76tjgEuAR8Vs10zTkfjEZbX4OgAE1TdxwYj1Ac0Y9wVER7cU3vUBE+ux0m6iKs/g\n",
"Cp6Q3yiHItirdqFu11rMhojZL4CbgDHx8Fs8/PB3AXjppVl9OX+RiQt3WfGlFVrZn0bQDHtAitJq\n",
"OMl5yxdFuOGL0MfCU6Hg90ETG1HLecSsQ8y+D9yF1y8EH5APBj7HY4/1KzGYDPfiIR3ra9A5GvRK\n",
"YGPgl8CX8Ov1Kp6w/21cKGFSF+fKO8cAP8dr4RyC/36H4ob7OGDF2O5dvBzIWICKnLQJeFj3Tpn2\n",
"laTJfJ2oUPcdbWJjumvfIh4DShP9ZAsaS13srpitg0cafDdz+CZgY844Y0Kt520zsvmm7TiONcMe\n",
"ZHdu09jQAJLzli8epFzAL69hKClUpnn0yWCL2QdwafaT8dA/cKdlsyjL3u6iJF0Sc0xfxcUWSvml\n",
"0zXoUbiq3ZG4qMldwPeAEzRooVakM0pgs4Ebge8Afw6qdwfVS4FLgXWIsvRB9Xk8lHRNMdsoe44Y\n",
"Unst/sx3JaHdUGGFfkiux9oKafW1krR6Q+nTsxV3W76MT6o3j4dn42PCTkG1kcW/i0aun7taaaY9\n",
"KIiGQ6FJzlv9mVfxf4+JRYAfjy83MrGhdetV/WjV6vorwAnx//5CzddazD6P5zOUREkCXjvv40H1\n",
"6UzT/nhdS7wI7IArSQJecFqDPqxBzwD21aCf1aC/0qBv9TLHMw/XtbQQ9Kug+o2g+mxQz+MTs6Vw\n",
"9cy/Adl8hr8DKwG7VDnfXXgozfB4jspwmWaMDXm4rs2iCDuZrZBW70/3AAAa9C1cOAlgs+4U/CoR\n",
"sxWBa4A/UR7rngC2Cqq/Lo0J9MPr2gWNiC7Kw7VtlT0YTOM0HPJwXVtCct7qz/yK/3tLact+EF7n\n",
"LFdo0Cn4agzUWfmqO0IIr4QQfhRC6E8PaTZ8o0crgGK2tJidD1xGHFRxkZntguoxQXVOtn0/va4l\n",
"TsElj2eC521p0LkmtoSJjQbWMLGxJraTiW2RETBZLM24rmI2Rqyck1FpPEs7q0F1blx5l9huR1yg\n",
"ZVPc6G2VuS+uxJU4PyNmw4LqvIwhnxf/rV/6yoouPQO8HX8eZ1I1F6JP9LP7tQgh6k3vYz+7B7KU\n",
"7MESlJ/BbhGzHfBFvE9nDp8FjA2qD2bb9uPrWsnTeMgg1Ome7qf2oNfzl97Sn+/Z5LzljyIZ7CXp\n",
"gRHJDhSJXvEkMYSBHtwLYvYhPE/ugMzhy4BNgmrKZ6hAg16lQc8rhUOa2MomdjhwBXAPvgs+EV+N\n",
"vMHErjexNVrX4wViA4eJ2YPAbcA/xex3YrZENgw2PnMLxvfSe2J2MHADsDJefPxAYEKUfR4WVN/C\n",
"75nNgIPiZ0uGfAgwAFdkI7NiDyySp7USZTGERG08D0yJP2/ZCGe4DvRqgpZsQZ/o8dwgjhOn4oWV\n",
"V4qH3wQ+HVS/ElSnd/3p/k1cpCtd65XjQl4uybM9oBhz2cKSnLf8UYR4694YEQmqoT/nV9VKbxT8\n",
"xOy7+OC7Zjw0DXfivhhUpza0owXGxDqiquRPcCP0c2AF4Do8qf8A4Bu4utYWwOUm9sFW9FXMhuN5\n",
"CUfjTvoFwAy8Vt23Y5tBUVn0N7G/C1Zg4zP4D+BDwG7A3rhRvgNPVP9I/KoL8ZyIk8Vs77iiOw6/\n",
"Hp34okJXFGH8KgQVzvCKuGx33niCsrR6t3/vZAv6TI+eLTFbHV98+k7m8I3AxkH1b43pWtuRe8ej\n",
"APagCBoOhaXHcdOJpjEJmIv/bYqQ57AlcH72TTEbAiiuRDRIzJ4D/gJMDaozmtPFtqET+ET8eSxw\n",
"fRftplF+nu8B9gmqzzS4b4UnFuU+AzgMDxG5EH8GpwCzsqGSJvYfvMbNbsBvW9DdrwF74Ib54qA6\n",
"RcxOA67GDe9P8dzGDwPfBN4UswezKmFB9TXgtcw5XxWzo/F7ZnPgpqD6tJh9Hd+BvBR4BFgev78O\n",
"jauxXVGZp3VtX37hBJ34OAp+PZ9vYV8WQYPOM7H7ga2BVU1sRQ36Run9ZAvqyv348y1071BMwevB\n",
"gYtTfB84rcrOSKJrKsex61rVkW7ItT3QoNNN7DE8321DE1tCg86s1jbRe9LOW86IIVyPxpcbmtiS\n",
"rexPF2RlYKutqJyD18Q6CI+1/wm+CnOCmI0T63mydaLHOxl/xJPSfwxsnRy3nmFiY/Eabydp0M9r\n",
"0L9r0Bc16IyS45ZRyroPeIqyWlvTiKulGwEvBdXfBtVSOF0ARgGTxGxINMwTgB8CF1bIO2fP15FR\n",
"H/sfvmK7RHxvYFSf2xOfHNyMl1BYO6gubhKT+xXrgtHwvJE60J2wSrIFdSIq+JV2ObpU8Auq7wH7\n",
"4ItQHwqqv0mOW6/JdQRBAe3BQHKo4VBk0sCZTzrx5NEOfKJ4Z2u7szAa9G0Tewov0r2piQ2KstGI\n",
"2WeBzwJHAGfi4T7r4LVEvo2rFp0sZn8Lqu+WQmla8osUgx4pzgXVIGafTUa612wc/78ewMSG4EnY\n",
"AZivQYMGnR3brI0boFua3cn4930BWEXMdsZDW97HV1jfAU4Pqu/H5o8G1UeqnSfmPYSK+2R3PH+1\n",
"tII6L37na3i+X29CrV7Ac2tWIOZpxfC/RG0UwRmu7OMNkGxBg+gE1qWs4Hd/tUZB9R4x2yLZg5p5\n",
"Dh8PRwBj8zaOFcgeTMTz6MDHhnt68dlENyTnLZ9MxIsngt/wuXLeIp34ZHYIsCHwYFwN2hGPv74s\n",
"qM7Da2m9CtwmZpfg4WYlQ/7rOAglo901z+CD8bIsZvKWDHVN/BcPMRoOoGGBwQMgikSMwkO/jgLm\n",
"4PdvK/gVnpNwLr4DuE7s21vAX8XsbOBHQXV+fBYHVK60ZqShhwKjgW3wOnY3xfPSl2dRgwYT6wR2\n",
"xh241fCJUKI2JuPj50rk1xleZJci2YKG0YnvqoFf66rOGyR70Bcy49iO+Bi7Cl5aJk/k3h6Q8x3M\n",
"IpPCJvNJEVdbSw/52/iEraRmVJKVJajejg+GfwFOFbMfZD6XqEKFaMFoE1u5lf1pQzpxB+4ME9vZ\n",
"xNY2sXEmtoOJ7Q/8DLgcr5E0E/i0Bn2jFcp/QfUNPGxlD3zV/e+4U7kbvhr6Q+AHMcwlUFFrUswG\n",
"iNlYMbsWOB0PZ/sT8AZwQh1zkIpQn6wQVDz/w4GWiOUshqfxBSaIf+9kCxpGeraaR67nYQWxBw/h\n",
"Gg6Q7te6kpy3fPIInmgMORw0IgsNbBn554fx1Z/PgcvKZvMaguqbwIn44HKYmOVRQa0pVEpmZ6V8\n",
"K8jmveT1figkGnQuno/zDh46+SB+b/4VF+L5Hr6D9BvgEA16T/xcSyaZMRTmSLx23/HAnUH1bnxX\n",
"8CLgUKLiaNzJGCVmq8cdjXmUDenm+KR7p6C6TVCt5+5+ric9BSTX17NCFXflG4YukFZPtqCH9MIW\n",
"PEBS8GsWuX7uIP/2IGo4PBxfbmBiw7prn+g5yXnLITF066H4cl0TW6aV/emCkvIVwJaZApAX4YPG\n",
"78TsGDHryBSFHBDbvIBL0a6MrxT1K8RsCTE7Bfi9mJ0kZh+DbsNccm9EikoMQ5sEbIerev6Msvzy\n",
"9sCKGnQDDXqcBn2shV0FQMyWBDYAHoxJ5KWJ3wzg3/hOx/Lx+Oq4E3o2/qyBLwx9GS/Eul9QtQZ0\n",
"M92v9aUI13NBH4e+vyASI9mCxdBbW6BBpwOlcWgjE1uiSV3tj+T+uSuYPShpOCTqQMp5yy8T8QFD\n",
"8Poc1tLeVKBBp5nY48AG84VNTGzI+AnMjwUcT8NzNL4NrClmvw6qDwPzogLS+3gI2it4Lle/Qcy2\n",
"xAfQOcBUvMj5t8XsF8CP42pYJSluvEHE3AbRoG8Dt8d/CxFDJCVbNqCFzMTDX1YVs6FBvcA4MFvM\n",
"SvLgHygdw0tIjCGO9fH+eoPGUoQ8rSJRhOe/E2C+QEdgnJjdkGxB99RoC8Cv9Ub4M70p8J8mdLc/\n",
"8hIuoz+K/I5jRbAHnbiDCD5+3dHg7+sXpJ23/FKE2PZOgI7AIGCTaKwJqvfjNUhuxmXYLxKzo8Rs\n",
"cFB9P64WfRxPVG/5bkaT+Q5uFPYKqpvjRvhifPX5h2K2QpXPlBT8ICpfNaWn/YRKg1wq3J19PyeO\n",
"Wykn6Dx8Yecz4KuvYrYJcDCeuH5vbDsZ2C+obhBUn2tWH+P1LIX65jVPqzBo0NfwMQNgC5MuQ+pa\n",
"SckWAIxNtqBH1GILoBhzg8JTkW86Ali9db2pThHsAel+bQhp5y2/5H61de4A7vvXjux/31h4ZCMu\n",
"ed3sanwb/uag+iywt5j9H/AV4BjgSDG7GVgLVza6LKje3LJfoInEHIbl8WK2/wyq9wHEApjH4DK/\n",
"xwCvi9m5GZnfpODXZPLiqHXDBbj88iVitjeuSLo9HgpzdHz2AAiqr7Skhz5+7RZ/Hof3MVE7nbji\n",
"3dK4yu8Tre3OwvzoeJ4fex/TH9yMYa+PZIdHJtjJSLIF1eiLLYjkfm7QRnQCu8aftwSe7aZtq8i7\n",
"PShpOAwmp+GnRSSPK3gJ5zGgtAWeyxt+34vZ4ZxD4Km1Yen3WBL4OvAH4C9idgBAUD0TrxvyPeAK\n",
"3Fi/hucWHdyanjePUiJ6zGGYiw9gr8f3hsb33sRzrO4Cvg98qMqp0upVmxALom4nZjX9HYPqW7jC\n",
"2KX4rtZn8aTw7YPqn+rX0z6R+3yRgpHr63mrctZZX2bQU2vD0FkMksA3SLZgIepoCyaRFPyaRcMd\n",
"5SgicmCtn8+7PYh1UifFl3nVcCgcEkLeQniLjYi8hK94vBxCWKUv5zKxu4CPxJcjNOjUvvavXojZ\n",
"eAI3fvvXDNjh33QsMYuHx0/gY7jB2RsPM7gGl5x9seKz/a6WT0Zl7Sq8MPRasf7KgFJug5htjMeD\n",
"XwF8PbviamKfBq6NL3+uQY9qXu8T9UDM1sBXSA/Ad0+vCap79vGco2Lx1FxhYiPxiTnAbRr0E63s\n",
"TysQkbnAAGBeCKFPUS4mthOx+DXwWw36rb72r16I2Xjgxr2u5KZDzmGXJWbBSyuzz34XswHJFixC\n",
"X20BgIk9gNf4mg8sE4VMEnXGxEbjObwApkHH1+O8sWzGrrjS8a74OLFZUJ3U7QcXf9682oPfAYfF\n",
"l9tq0Amt7E8rqKdvAGnnLe9kV322aFkvqrM5wiurvsCvlpjF/pNHs09QfS+o/hD4AnALvgL0KzHb\n",
"EBaq89PW952YbS1mPxSzr4vZtgBBdW4skHkHHjJzZDw+L7Mi+zDwa3xyv3o8V+lapZ23AhLzD/aN\n",
"IWL/w/NZVotv7yZmo/py/jwaagAN+jqeqwn5zdMqEnl+/jcHXhkzmbOXmMVRU4ez8yovc12yBQ2z\n",
"BbCwgt9mzfhd+iMa9BXg5fiyz+OYmG0oZr/Ecx2vwXeiB8S3D+nLuSG/9oB8j1+FpK0HzjYgz6Ey\n",
"7wAf+PZvOFeDXvSlyfqweNFHiTH8ewO/A/bCE9bJJLF3paJVeOLAfBNudH8B3ChmPxOz9WKTv+Ax\n",
"6fuJWWlXNfsc/huX+T0QypLRGvRlXJENovJVI3+PRO1EKfRxYnYm/je7CNg202Q+vouyD17IuF0p\n",
"jV9LAeu0siNFR4NOoZxvs4WJ5Slf/R3gA6cfzuMa9Oefmao3jp/AjGQLGmMLIqn2Z/MojWPL4KG+\n",
"vULMlhWzr4jZPXj+1xHAyEyTyXjo8Bl97WiOSXmadSY5b/kmzzf87cAU4KiMKtb8WAhyYFCdH1SP\n",
"AX6AF2D9LCxajLSdELNd8dyN44CdcKP6CzyU9MditnoMG/oVLt97lJgtH1dcSzkPd+IGe2A8Z/Z6\n",
"le6H4cTCm4n8IGYjxezbeI3Ge4Gv4ga/xNO4EMFqQXWXoHp5FTGCdiLPi09FpHQ9lwTW665hk0m2\n",
"oIIm2gJIz1aj6fW1jnnN48XsQnwB748snL84Bw+J/SSwalA9Oqg+Wa8O55DH8bIGkO7XupCct3zz\n",
"BFCKZc+V8xYHmt8D+wHHxRojIa62zs2ExVyEG/bN4ufaOb9hB7zmyu+D6v+C6mNB9Wjg5/G9kwCC\n",
"6sW4vO/WwG/isVkAYrYuMBSv+1N5vfLszPdLxGyQmO0uZtfg4TW/wiW/S0zH/9bbAOsE1Z8G1Zeq\n",
"nKodSfdrfcnl9Uy2oCqNtgUlBT/I0b3QpvT4uROz1cTsOHyh7hb8mcgWUp8EHA6MDqqfD6r/bOfd\n",
"5xIadC7wQHz5QRMb0cr+tAPJecsxGnQecH98uaqJrdjK/pTIxOUfD/wI32EwMdu8ZGBKYTH4CtOz\n",
"wIh2XWmNYXIdwBA8hCjE44MAguoPgL8Bu4rZEfFjR+Mrb/uI2dXRAdgez3+YR/Wi7CluPCeI2fpi\n",
"dgrwIl5odw8WLr1yF57DMDqoHhxUb2/zyWo17sv8nFZb+07unv9kCxamWbagQsFvnaTg11C6fe7E\n",
"bAkx+5KY/Ru/v08A1sg0mYqHRG4RVDcLqqcH1SkN7XE+yd34VWSS85Z/cnfDV0xCzwS+hcdw3ytm\n",
"p4rZZmK2XHz/M7iilrXr5DWohpiP8CowClg/Hp+TURY7AR/Y9xezTYPqDOB4vO7RR3AlyYtxJ+Br\n",
"QfWuKl+VJsMtRMyWEbMvi9ndeCmPI/G/d4lX8JX19YPqx4LquUH1vVb0NQ9o0LdwkRaAzXOWp1VE\n",
"7s/8nIvnP9mChWmiLYDy3EDIn6BZ26BB36RcV3ULE8/tF7Mtxez3+Lh/CV5brbQoEYAbgS8CY4Lq\n",
"N4PqA/RvUqhvHUnOW/7J5Q0vZksABNXXgbNxydtz8N2GW4E7xexl4KfAdUH18lb1tdFkVMAuwuvv\n",
"7B+Pl8KGOoLqM3jS/nrATvHYq0H1bDxkRvE6eWsH1SuqfY8GfQ3f6QEYmxT8GoeJLW1ip93SYXcd\n",
"t63dIGbn40b6T8CHM03n4JLfu+K5C0cF1f82v8e5pTR+LUGcyCZqQ4O+DTwVX25mYoNb2Z8SyRaU\n",
"aZYtiORybtCmdAK8vSzDDjmbk4AHcdGYrwHLZto9A/wQz2veOaj+pRQGm0j3az1JK6H5Jxd5DtHA\n",
"zI8/jwK+JWb3AjcE1ZnArWI2CTgdl4VeH3gP+Bfw9xZ1u25E41vK41ho1TijAvYmcD7w/8TsyqB6\n",
"azY8KKieI2aHA9sF1VNK1zSoPo3HyPeETjzBfSlgXTwROFFn9riG5fe4lv/79w4Mmrxy1SYPAecC\n",
"lwQvrJuoTifw+fjzOLx4bKJ2OoG18bC8jVh4N64pJFuQK1tQIuW9NQgxG3jol5j2xLpw90dg7iAq\n",
"a6zOwMNezwX6Y3h8T3kSmIbPXdL92keS85Z/ngbexVXrmh42KWYfBN4Lqm9kjNVmuGrWQ8B1pbZB\n",
"9W1c+vzRqDI2t9n9bSBLADNKA3PGgI8ChgfVJ4Lqu2J2GbAdcLaYfTjGtgcxGxKVBW/EcxtWCqqv\n",
"1tCPTjz8CPx+SM5bnYgqb3sABzGcHS44kMq8nHfw8JhzgfuTke4Rlaut57aqI21CJx6KBf78N815\n",
"S7ZgAXmxBY/hCn5LkJOUinYiCsYcBBxw9pdZqUqTu/Hx7LL+HB7fUzToPBO7Hxfv+oCJjYz1QBM1\n",
"kMKuco6ZTikaAAAgAElEQVQGnU8512llExvd5C7cgyegr5KZrHbig9o3YihIqchkVs54Pm1AzHM6\n",
"HbhCzEzMvpF5byTwZ+AyicVng+p/gFOAFXCjvUo8XpKEXxtflX2rxi6l0IM6EnMXthCzM/CwyEuB\n",
"HYm5CzIftpwI42/hZFx85OtB9b7kuPWYbJ5mmmD2nVbW90q2IEe2ICr4PRhfrmmyILcwUSNitrSY\n",
"HSJmdwL/xRcmFjhuI6bAp65jMrBBUP1oUD07OW69IncaDkUl7bwVg4nA+PjzlmRWOBuJmP0WWD7+\n",
"+yY+kBFUp4jZhRkDnjXOywJvh4ULihYSMdsBz114F08wXxU4TcyeDar/ELMQj6+Lh06U+CseGnAa\n",
"MFTMTgUeBT4KbIKrjdW6Ep1CZeqAeD2qL+G1mDat0uTZsZ3cd+Qv+OwoXxucdsuJOrNKu0Q3aNB3\n",
"TewJ/BnZ1MQGR6W8RG08gIshCE103pItyKUtAJ8blAp8b4kX9k70grjIsDW+CPF5vI5ilrnAdcf/\n",
"iK22vp0xA+Yz4ohf8TRp+a4WKhef/9mqjhSdtPNWDJo+YRezj+FG+pv4bsSRYrZv6f3szkMmfGQr\n",
"fIVxLynX9ikkYrYBnrNxK7BPUN0JL7Y6iZiEHlTfAI4F1gyqz5Y+G1fi/ogbg83xXI8HgAtx1arj\n",
"a53QJAW/2hGzgWL2STG7EpgM/JaFHbeZ+ARtW2CtXx7JD0eVgzqSo1w7pfGrlKeVqBENOo1yqPQm\n",
"Jl7QuZEkW5BPWxBJi3k1ImariNkxeC7WrcCBLOy4PQocAawcVPfUW7ltgP+lhgIbNre3bUM2ciDd\n",
"r30gTfyKQXaAri6fUH8uBq7HlfT+AWwA/FLMXgmqN4vZgJApLhlVttYD9gRmBtWrmtTPRrEtsA7w\n",
"/4JqacB5EV/wWCC6EFRfAa/jE8r1jErvXSJm9+ArTCOAKUH1sjr0rRP4IGUFvyQC0Q1itjYxdwEY\n",
"U6XJvbg63mVB9Z3SQcOewoUWliaFePSFTmCf+POWtEBko83oxMfjgbj0/sTum/eZZAvybQtKpDFq\n",
"MYjZEGB3POJiRxbdwHgXX6A4B+isCI/vBL4Qfx5LOWQ10XOewXNhh5PSPvpEct6KwXN44vMDGnRq\n",
"o79MzE4DhgEnlxKpxex44C/Ad8RsQtZYg6tsidnfccGHOyrPaWIr4DWwJmjQixv9O9SBUv7AvZlj\n",
"GwMDgJVivsO9QfVeWKgQ7UJqbL1UD+spWQW/LUnO2yKI2VK40t3BeEhMJa/hu2znBdXHqp1Dg843\n",
"sftw6e5VTGwlDTUJC/R3KkNl/tSqjrQJncQdH/x6Nsx5a4QtgMLZgzzbgqyCX5oMd4GYbYrbgn1x\n",
"5zlLAG7BxUeuiYqp1agcx86pdz/bHQ0aok3dDhhtYmM06ORW96uISAgpcLeeiMhL+O7YyyGEVVrd\n",
"n94iZuvjYR3HAmdkBzIx+xpen+Y84DvZXYqeYGKlOkWfijXLcouYfQLPR3gCD3FZBjgamIonmI/G\n",
"jfq+wLWlJPQYYjQKuDGoTq8mJ91XTGw8bmwAfq9Bv17P8xeVmLvwcTz85fP4hCbLXFyq/Dzgn5Wr\n",
"49UwsV8A340vP6VB/1G3DvcTTGwpXKmzA1+A6hcFhUVkLj7BnxdCqNtCqYl9BCgVbj5Xgx5Sr3Nn\n",
"aaQtgOLYgzzbAgATuxVX8AMYlRT8HDFbHs9rPpDqRcyfw+/fC4Lq84s7n4ktg+8aCdCpQVPYXw2Y\n",
"2MnEnFng0xr0b63sT7Oot2+Qct4SlbwBfAe4uGSsM6phV+EJ2PsDOwOY2NibB5ia2JCuTmiyQIHs\n",
"FDzM7xMN6ns9uQ0f+AOwPXAicAFel2dT4JO4A3UqsfiwmK2E/45XEkNYGqRKmA076/errTF34Wh8\n",
"cnUbvsKaddwexx2wVYLqZ4Lq33riuEVSTkkfqcjT2rgZeVptziSgtNvVyHuyV7YA4KaBNtak7exB\n",
"nm0BJAXiBYjZADHbRcwux/OaT2Nhx20Wrgq6HZ6feGJPHDdw8SXcxoCLL3V5jye6JdnUOpDCJhML\n",
"Ebzg8O8rjoX4/+sxUf1G4EwxmzwBjh0wn+F4fsNLJiZxa1zw5N/lgbVNbC3cSC8J7AJc3rzfqvfE\n",
"3/kfYvZPfHKyNXAW5bCXScCPgZvxfJ4H8ZXY83HVsYaFMmnQd0zsSTwPY7P+qOAXcxd2wx21nVh0\n",
"Ieo9PLTrHDykqdaJU8opqQ+deJL/QFxl797umye6QoPOMLFHcLGdDUxsSQ06Y3Gf6y29tQVB9faB\n",
"8/gZtJc9yLMtiFQ6b9c3+Ptyh5itRTmvuZouQCceFnlprEFYK514PucgXHzpvu6bJ6qQbGodSM5b\n",
"osfExPTpYnYKHj5ywuPr8eD6/2WfuQNY3cRmAhuZ2Ea4EdkUWBMXfJiBJ6teAdzZol+h18T8ja2A\n",
"94Pqg+COQ1B9X8wm4at7W4jZsHhtLgyqZzWha5248zYYnxQ/0ITvbDlitgnl3IXlqzS5BQ+FuTpo\n",
"XSa0/8MnYssB40qT0Tqct7/RiU+swMeG5Lz1jU58fB0Q/7+7mV9ezRaI2YET4M4AhwntZw9ybgtK\n",
"9JvJsJgNo5zXvE2VJm/g9+b5QfWROn3tRNz2gO8aJeet9zwPTMHt95bJptZGct4SPaaUmB5U/yZm\n",
"xwG//tkPePvCA1hx4DzOwotZLotLrr+IF7n8Bx4y9RwuEvEOvitSJF4GhovZAUH1gkyR1XXwSf3E\n",
"oDodFirA2mg68VAecCPSts6bmI0AvoivrFabnLyAr3Kfn5Xprgdx16AT2AHPX1kFv7cTvSOFytSX\n",
"TqCU6zaOJjtv1WwB8D3gCoHjoW3tQR5twTP4dVyWNn+2YtjuR3BbsDe+EJBlHr7zeA5wfS/C43tK\n",
"5Th2Zp3P3/ZkbOpOwIp4zcQeha4myiTnLdErSupZQfU0MRv74gfY763lYMRU5gN/oGyYX8GTuae1\n",
"QUjfRcBRwPfF7Gk8LGYTPI/qfTxcptm09WqrmA3A8xIOxlXrKvML3sfzbs4DbmlwIeCS8wZ+rZPz\n",
"1nsm4YIxA2nzCWaTaHmeU6UtAA477gROPfF4gLa1B7mzBVEVt5M2VvATszHAfrjTtm6VJo/jYZEX\n",
"l1RRG8SD+L3dQRva3SYyEXfewO1Bct56SXLeEr2iYpL8G4TrRkzl1/igdqoGnVLtcybWgQ948zU0\n",
"dKJdd4LqTDHbC181vh14HU9eHwLsF1T/3YJuPUDZiLTNZFjM1sTVwQ7Ed7kquR9fVb00aOPLZkQq\n",
"J8rXNul72wYNOjPmaW0GrG9iwzT4DkWiJh4G5uC5Ny1x3haxBXDdbcfps3a8vUyb2oOc2gLwMWq7\n",
"+PNYPISz0IjZYOBT+ALeLiya1zwNz2s+F/hPAwVhFhDzTR/FS0VsZGJLaOiytECiayoXn69sVUeK\n",
"SnLeEjUTVB8AHjDscNyBGAZMMbGBwLxsHHM00PMBihjjHFQfEDPFnYqSZPApQfXdVvRHg04zscfx\n",
"fLeNTWyoBp3Vir70FTFbEtgLN9JapckbeKHg84PqQ03sWoms4EC/VnPrI52489aB5z/d1X3zRFdo\n",
"0PdNbBJ+P65nYktr0JaFH5ZsQXz5LG1sD/JmCyKVC0zXtaojfUXMNsZ32PYDVqjSxPCIi6tKIapN\n",
"ppNynb9Ngf+0oA9Fp60jh5pBct4S9eB3wNrAdAANOhcgSukuh8u2L4UXx5yiQSe1qJ99Iqg+idf3\n",
"yQtZBb9NgXta252eE3MXPowb6S/Qde7CecA/grY01OolfIV9JEm0pC90AofGn8eRnLe+0olP1AWX\n",
"Q7+1td1ZQNvbg5zaghKFi8QQs+Uo5zVXWyB7kXJNtv81s29V6MT7Cd7X5Lz1nsnAq3hebBItqYHk\n",
"vCX6jAa9LPvaxFbGd1J2xPMBVsLvtTnAOzE+/+sa6isu0Q/JKviNpQDOm5iNppy7sF6VJk/gYTAX\n",
"BdVXmtm3rsgkWH8Sn3Cuju8uJHpHy/O02ozK65kL5y3Zg5ZQOAU/MeugnNf8GarnNV+DO203l0Ry\n",
"ckChHeU8kLGpn8IXdNbAlZ0TPSQ5b4m6YmI/AQ7H761JePjGE7jc+lBgNHAYcLmJ7a2h5atoRaYQ\n",
"4XxiNgjYFTfSn8TDTbJMw+s8nQPc3YzchRooOW/g1zpNNHvPI8BsvLxFbu/XApF7ZzjZg+ZQRcHv\n",
"A7gKb+4QszUo5zWvWqXJA/gC3p+D6lvN61mPeYiy+FIK+audkvMG7gSnZ78XJOetzYjFUAcDwzQ0\n",
"d+AzsTNwQ3wlXl9lEr4aOCublG5i/8EH592A3zazj2K2ErBsUH2imd/bILJGJHeTNzHbAHfY9scn\n",
"FJXcht8HVwXVac3sWw1UTpSvaFVHikrM03oIv37rmtgyGlqaJ1R0HgNm4U5Q7p7/vNuDGLq9TVDN\n",
"xY5lHSg5b+D3Q26cNzFbAi/cfjCwbZUmU/C85vOC5juMVoPOiuPYFrj40lIacm+/8kilTb2sq4aJ\n",
"RUnOWxtgYivhoSgb4LlPGwNjcHGAZvVhLPB54CQNelwXbQZHmej7gKeAzZvVPwAx+xQ+SXhdzMYF\n",
"LbZKVIWC34Z5UPATs+F4DttBwIeqNHmZck22p5vYtb6SLcaau4lygcjmaW1OTkL9iogGnWNiD+K5\n",
"o2uZ2HAN+nar+wX5twdxnPo98EUx2y+oXtys724glZPhq1vVEVjgHG9FuSbbshVN5gM34Db5702s\n",
"i1cPOnHnrQO3v3e0tjuFJNnUPpCct4JgYkPxHKEnNeiMire/h69oLYMngk7FJ/MbatBHm9TFjeP/\n",
"18f+DsFFJwIuBx0y9X3WxnMfbmlGx6Ka4S+Br8VDKwLHkq+E81q5jxYr+MXchfH4PbgnvhOQZTbw\n",
"Vzws8qYc5S70GA062cQm44siY02so0gS5zmiMl8kOW99oxN33sBDuFpRc7IaebYH2+D12kohe78X\n",
"sxuD6hvN+P4Gkg2jb1kulpiNwvOaDwbWr9LkKcriI0UtadAJfCX+PI7kvPUaDfqqib2ElwRKNrWX\n",
"JOetOHwLHyy2A56N4ZESb/Y7cKWm3+BKX+vgoSrbAM1y3v6LK4gNBw+Ryr4Z+zsKl4I/Ck9WP7PR\n",
"nRKzzYBLWVgc4zrgV43+7iYxETgk/txUBT8xW51y7sJqVZpMwo30xUGr13sqGJ3A7vgK8pr4JCTR\n",
"O7ITzJQv0ncqd1vy4rzlzh7E3NsfAT/Ad34B3gG+2gaOGyys4De2maIl8dp+EnfYdmXRvObp+Jzk\n",
"HOCOnOY194bc55sWhE7ceVsaX8Rph3SWppCct+KwGm5osoNiaQA04GlgZQ36honNBx7HDeMfmtS/\n",
"Ttxgn2Fi3wCewQ33cDwpfQPgo/gu0aPAp2NfG2JgYsjG4cApeA4gwEzg28Cf2sB4lGiqERGzoZRz\n",
"F7ar0uQt4BI8d+GBKu8XmZLzBn6tk/PWe3Kdp1VA8jqJzJs9WANfxNsqc/hWYP+gmpvcsL7QCgU/\n",
"MVsPXzzcHy+lUskdeFjklUFbV4ewATyCq2EOIV/PXdGYCOwRfx5Hct56THLeIiIyDA8/3ArP1RkO\n",
"HBRCuKClHSvzAj5Z7sgcE9yBm40XMt4wHp8NPIgngC8WMRsDnAh8v9YdEg0618QOwgfq63FH6V18\n",
"l6IURvdfPCH9L6VwzgYZ6tH4Ct8umcMPAF8Kqv+t9/e1mKyCX0NCZaIjvCWeu/BF4mp6hvnAjfgu\n",
"298KlrvQGyrDki5tVUeKShwnHgA+gudpLadBp7a6XwXmv8AMYEnq9PyL2VHAE0H1mlrPkRd7EMeu\n",
"/YDT8bQCcJGnY4FfFDGEezE0XMFPzJbFc9gOohyym2UycAG+gNeWC1yZfNOtgHVMbFkN+k6r+1VA\n",
"KsPo2yH3tCkk561MKQ/qedzxUco7W3ngP8APgXWBJwEy8cGD8MnQ7fH1NHxXYM3FnTQat9/hqx+f\n",
"ErPdgurExXxsEeKK6SQT2w7Pd1C8JtYLuCrigxoaHzonZnsAZ+P1bkqcChzTjk5FhYLfOvVU8BOz\n",
"kcC++C7bhlWaPINPzi4Mqi/V4ztzTjbBOoX81U4nPl6BJ/3nJdSvcGjQeSZ2P/BxYDUTW0GDvlnr\n",
"+cRsLPAToEPMzgUOrSVKIQ/2QMxG4KGYn8scfgb4Yi02riA0RMEv5jV/ArcFewFLVDSZg+c1nwv8\n",
"qw2d4mp0Ut7J3QKY0MK+FJVkU2skOW9lJgMrhRBeF5GxLLzKngfuAV4EjjOxuzXomyY2HFgLz4cb\n",
"BZwFC8InbgD2M7ElqwicZNmL8ra14Mat18Tv7IhqZ7dTdiS7xMRGAqtp6LshFbNheB7bVzKHXwUO\n",
"Cqo39PX8OWcidVLwE7OB+I7lQfjObeUYMQPPXTgXuK2Nwk8XSwzreh4PYR5rYgM09ItJSr3Ja55W\n",
"UenEnTfwCdCNtZwk5i2dQzm643+1Pt85sAeKi5Kskjl8IfDNoG1dnqKuCn5itipwAG4P1qjS5GHc\n",
"FlwctPZFg4JSuWuUnLdeokGnmNiz+L21uYkN1KBzW92vIpCct0gIYTbwenwp3bVtBRp0hokdi4dq\n",
"PW1i9+C5I5vhBTlPJE7aTawDd/Qu6+5BiCuTZ2QOfbMvRTE16PxqOQsxOX0F4IP4StU4fKVqDWBo\n",
"rJPSnYPZLWK2OfBnFhYluRpPRO8PBqVyMtxr503M1qVck22lKk3uxMMiL2+z3IXe0ok7b8PwXfDH\n",
"WtudQlI56Un0jcrrWZPzBnwXV6wF3x07pS+daoU96EKU5C3gK0H1qpp+kQJRDwW/mNe8B24PtmfR\n",
"+dBU3N6eCzzQnxbwKshrvmnR6MSf/SXxOdwjre1OMUjOW4HQoFeY2Lv4Kth4PHZ/EnA8cG1JejkO\n",
"1j0ZsH+N79gB/I06FB6OK67L4TuCYynnEK6M5xy8i++IPQVcg+941nQfitkA4AjgJDx0FHxn6HDg\n",
"3H5kVGqaDIvZMngtpoNw8YBKXsFzF85vk6Lm9aAT360Gv9bJees9T+Dqc8NIzls9yO5U1TSJFLP1\n",
"cTsCbjsOCapz+tqxJtuDdXGxpGz41S24KMnLtf4OBSSr4LcOnlvYLTF9YgvcYfsSi+Y1B+Bf+ALe\n",
"X4PqrHp2uKDUPd+0n9JJObR5HMl56xHJeSsQcRXzRhO7E5hTKb8c2yyPG8oNcEM+UIN+tbKdmO2J\n",
"77KAG9DD6uHsmNjlwGfjy9m4Yb4Lv9eG4WE5Z+M7g/M01FYoW8xWwcNiNHP4flyUpL85Gj1W8ItG\n",
"ehvcSH8WNzxZ5uClFM4FbgyaQhgqyDrKY3HnNtELMnlaWwOrmtiKGtpCqr1VPI2P4ctQQ96ImA3G\n",
"hQKGxEO/Dqqd3XykxzTDHsQx7VC8VE5pPJsLHAP8Mmi/qx2VVfDbkm6cNzFbEdgHtwcbV2nyP8o1\n",
"2V6scz8LTUZ86WPA6ia2fDPy+tuQyvIx57WqI0UiOW+NY5CIbNGDdq+EEF7pyQlL4ScadBoscNRK\n",
"BU7XxVfZVsMle5fAV1DfrgydELMVgD9mTn14HVcm78ZLGtwLvIQ7FhsBO+BlDvbG77ufaNDXY4in\n",
"9CZ3SMz2wvP7louHAh7ic1zQBYVf+w0VCn5rVlPwi85uKXehmpDNw5RrsqWJdNfUNaekH9OJO2/g\n",
"BrsweakiMhqXu19s08xn6moLssTwxPvwaIxVTGwlDfpqL07xA3zXBbzEzLG97UM3NNQeiNnyuC34\n",
"TObwE8C+9XJAC0jlAtNCCn4xr3lH3GHbnXLUSomZeBTOeXhec39zfntDJ+68gV/rf7WwL0Xl/szP\n",
"hbOpvbAHlc9Zn0jOW+MYycITva44AY/RXywxV2BfXPlvPWB1PD9JcGdtLr7Kdiu+9fwA8ESVmPdf\n",
"4DkH4KEqF/bk+3vIHwA0eFhFNMbn4Ts6n8bD8w4HPmlix2rQv/T0xGK2JB7qmRUleQnYL6haXXpf\n",
"XBZR8BOzIbhxPhjYiUVzF97GcxfOA+7rR2GmNaNBp5rYM7gDnBKsa6cyX6QwzhvwVcohhj1hAHW2\n",
"BVXoxJ038EnkP3ryoRhqeHR8ORcfS2uKhuiCRtqDT+BhkitnDv8ROCKoTq9P9wtJ9l5bEM4nZmvj\n",
"i3cHAGOqfO5uPOLi8jYXdaknleNYct56iQZ9x8SexDcfNjOxQRr6HrLdRHprD+pCct4ax+ssXGes\n",
"K3q80hrzB44A1sdzAybjyn+v4Q7NynjI2y+7uvnFbFvgwPjyHeoULpnp44JY+OhsHo+HNv6fBr0O\n",
"uM7EbsYnKheb2M7AsRq6D8kQsy1wQ50VJbkCFyVJdaKiEQnAhPF8erzZZ/DcheUq2gXgJtxIX5ty\n",
"F2qiE3fehuILKZNa251CUlkzr0j8Ec8RXhwTceXGeXie1+Lo9a5bhsq818U6b1H+/Y94jUiAU4Nq\n",
"T5zMHtMIexDDPE8Avk95QWoKnqf313r2v4hkFfymL8nmg/5tX547iAMo7xBleY1yTbZ2q4HaDJL4\n",
"Un3oxJ23IfjO/AOt7U6v6Kk9+CfVC9nXRHLeGsecEML9i2/Wa47CVy0X1Mkxsa/jRmwSHud/oIn9\n",
"QINenf1gFKjIxhMfFbRX4TU9IqMw9nE8BOci3PEi7lTcZGKdeImD7wDjTewzGnSR6xVFSb6PG+vS\n",
"/ToD+AYupJF2i4BbxvP0WyPgn7vA/9bkm1WaPI//7c8Pqs83uXvtRice7gW+y5Gct97zDL54tCwF\n",
"q+8TQxsX62iJyIKxqUG2IEstynffwGt3ATyLKxbXnTrbg/XjZzfPHL4F3zGc3Ij+Fw0xkx9tw3N3\n",
"f4Q1bv0ES84dxJ8qmswD/o4v4P2zHsI0/ZgngfdwcZhCjWM5oxNfbAa/joVx3nphD+r6nEkIae5b\n",
"iYhsicfoHxhC6FVIoYi8hO+AvRxCWGVx7fuKiX0KuArfrt8DD537HZ58fCZwXKloq5idhSd2g9ck\n",
"2b5R8ewmNgK/hh3Ajhr06cx7C0LNTOyjeNL6hRr0Z9lzxDytiylPMMBDQvZNq4QLHFvPXQh8Glkk\n",
"pnoWfm+cD9ySchfqg4kp5Zo+f9Cgh7WwO4Ul7rhsG1+O0aB92XnKHSIyFw+ZnBdCaOhCadzVehMv\n",
"hP0aMLpSon+hvpmtAzxIudjytkG1YXWq+moPoijJl3FRklKf5wDHAb/oJ0WhuyXay/3x0Mi1qjR5\n",
"DLcFFzVi0ba/YmJGeY6ykgZ9rYXdKSQmtjVwW3z5p2oie0Wn3r5B2nnLICLfwCVyS/Hgu4vIqvHn\n",
"00IIuYgDL8UEx6KmP8e9/iNjkvcdJjYWz504GtjZxL6+3U0IAxY4btOAgxvouAnwS7yOz55ZQw0L\n",
"BDY6NOh8DXqXie1CRcKneNjf2fhkBFx85WfAif1RlCSLmK1FOXfB8z0y2WzrPwZvrsARb4zknKD6\n",
"Tiv62OYUOsE6R3RSdt62xEO+EzUQQ+o78cWcUfi48FK1tnHR53zKTtDpDXbc+mQPYj3Ss4A9Mx97\n",
"HNgnqBZmhb4RxBDS3YBD8Lzmjuz7w6bBho/yyL1bcTDQmSJVGkInZedtLHB9C/tSVB7AUzqEZFN7\n",
"RMOcNxEZhitKfRSXrV8B/+O8iQ+8dwH/DiHkKbH4CFytEbyvn8ENRsBFPXLhvOFhDwC/xVfYDtWw\n",
"0E5U0KA/NLG/A6cH+MdGj/DmQ5sueP87QfW5BvZvPJ5Xd6oGvbZag6yIigZ9DngOQMyWBk6jnJcH\n",
"LiO9T1C9vSG9LQBithReC+Ugyip9WV7/+O28cMg5bLm6B0U+piE5bo1Ag75rYk/gCq+bmtjgUo3F\n",
"RK+ozBdJzlvfKDlv4NezqvMG/D/K4kZP42qTjaQv9mBH3NHMLu79ARclqaewSqEQs80o12RbvvL9\n",
"gXO49Xun8IltboMhs5mhQScucpJEvagcx5Lz1ks06DQTexz3FTYxsaHZfNnEotTdeRORTXAnaE+8\n",
"jstMfPL9Nr4qtC6wHfBdYIaIXAWcGkJ4qN596S0hhDVa3YeeEKWhv47n3fxOg15U8f68GIryHxP7\n",
"8MRxPLziG6wf3/4XvqPVSF4FXga+19MPmJiMn8BWeD7DBzNvXQl8pT+KksRQoY/hRvrz+POUZR4u\n",
"THAO8M8fH8fniLkkFE/Br2hMxMeywXiCdaNzmtqRSknzRN+ovJ7XVDYQsw8CJ8WXATiwCcqMvbYH\n",
"Iy+3oW+M5Gd4HlyJt3BRkqoOYLsTyyJ8CbcHm1VpUsprvmDODvqc7WhP4qWENi2ggl+RqKxTlqiN\n",
"ibjzNhBP+0kLDt1QV+dNRC4D9sKNyPG4qt1jIYS5Fe0G4n+kHfDdhAdE5IoQwhfq2Z92xcQ+BPwE\n",
"3708MR4bkK2NE0NRBoyfwEcHzWb9OZ4NNR13hBoaOqFBHzOx7bvLucgiZgOYwNH4PTMgHn4PN9zn\n",
"9bdQDzEbg+cuHIwb30oep1yTbUGekGG1iBYkaqMTL9sBvtqanLfe8xw+IR8BbJkRtkjURrfPf1wM\n",
"+iPlcMnfBdU7G92pGuzBhozkz3j90hL/wkP961WPtBDEENftcVuwB2Vl0BKzcCf9PODmilSIibj9\n",
"GIKr4j7Y8A73T/6Hb04MB8alcaxmOvFUEPDxKzlv3VDvnbcAbBlC6HaQiM7cQ/HfqSKyGa4omOgZ\n",
"44BlgO9o0De6qjU1fgKDgLPmlIf7Y5qlNKhBn+hJOzH7AL5blA0FvBsXJflfI/qWR2LuwqdwI70L\n",
"FbkLeMjupbiRvrcLh/bp2G4Zkmxxo6mcKP+xq4aJ6lTkaY0EVsGjNBK18RJeomYk1Z3h/XFHAPw6\n",
"H02T6Ik9iM7lV/FankPj4ffxHbsz+pPgkpitiYeaHog/F5Xci9uCvwTVt7s4TVbBbxzJeWsImXFs\n",
"e7zu7hh8pznRO7JlStLi82Koq/NW685ZdPa+WM++tDn/Ak7SoPfGRO+uigSfiId2AdwDnNGMzvUU\n",
"MdsbV8QcHg/NB34MnBS0fxQ+FrNN8Ty2famSu4CrGp4DXBNUZ3R3rhhOWxKBGGNiYzQk+ewG8SB+\n",
"v/Y3w+YAACAASURBVHaQHOW+MJGF87SS81YjmUnkJ/GxZHW8BEBJifA3meZfC6rvNb2TXSBmK+Lh\n",
"/LtnDj8KfDGoPtyaXjWXmNf8WdwebFOlyRt47v15QfXRHpyyMhfrrD53MtEVJecN/Fon5633TMJT\n",
"QQaQbOpiSWqTBUSDPmVip8Sfq65GipnieYUAs4FD8yKnLGbLAqcD+2UOvwB8qRlhPK0mqqd9Ed9l\n",
"26JKkxcp12R7tpenzyr4jcULuSfqjAadbmKP4fluG5rYEhr6r4BCH6jcwby6q4aJHlFy3sCv57Ox\n",
"GPcFlBfJ/hxUF1vEu1mI2S74eDcqc/h3wJHtLkoSdxs/ijtsewNLVTSZhwtgnAv8o5c12bIKfikX\n",
"q7FU5pv2y7zMvqBBZ5jYo3i49AYmtqSG7hes+zMNdd5EZHNgvRDCpZljO+OFpAcDl4YQftPV5xNd\n",
"o0GndfWemC2BD/YlAfljguojTenYYhCzD+Phf6tnDv8FOKydRUniBKqUu/AZFs1deJ+FcxdqdbQr\n",
"J8NJwa9xTMSdt4G4wbmntd0pJClPs75UXs8r8PpopQWdl/Di3C1HzIYApwCHZw6/gYuStPW4JWaj\n",
"Kec1r1OlyRO4Db+41uLjFQp+GycFv4aSzc9K41jtTMRt6QBgUzyFJlGFRu+8/RyYgU/WEZE18JXV\n",
"KXhtsl+JyMwQQsoXqS/HACXlzNuAX7WwL8CCxOvv4WGRJVGSd3Gn7ZIuP1hworpbqXDqqlWadOJG\n",
"+i91cl7TZLh53If/XcGvdXLees/LeFHpUSTRknqwUN6ImI0ETs4cOygPi2Rith4+L8iqJl6Pi5K0\n",
"ZZHjmNf8SXzM2JWyHSzxHr6QeR7wnzoJdXXiztsgkoJfI3kRX3hYkTSO9YVOvGYhuE1NzlsXNNp5\n",
"2xQvzllifzxPZIsQwhtRnfKrpGT/uhHrv5TEX+YAX211ond0YC4APp45fCcuSvJcSzrVQMRsGK66\n",
"ehCgVZq8CVyE5y7UO5/jOcoKfkn5qrFU5pQkekkmT2tXYDm8TMgzre1VcdGgk01sMjAmwJYEzkAW\n",
"hEteGFRvamX/YgTC1/Edt6woyRHA79tRWVjMNsZ32PbF691WYvgC3tUNKNvQic+7wMeo5Lw1gMw4\n",
"tgv+N16NWKsw0SuSTe0hjXbelsUnqiU+iRfmfiO+volyfH6ij8QwlAsp/11PDrpQ8e5m90dwg/U7\n",
"YOl4OOBlDk5oJ1GS+Lt+GDfSe1P+fUvMB27ExUeuC9qYos4VCn4rkhT8GskkYC7+vKWcktopOW/g\n",
"1zE5b32jE9h9wniWQfhcPPYWcGQL+4SYrYQX3N4pc/i/wN5BteV1XuuJmC1HOa+52tgwGd9hOy+o\n",
"NvJ+T7UUm0fJeQPfNXqudV0pLA/jmw6DSJFD3dJo5+1VfMseERmNDx7nZ95fCp/UJurD8TzzzMa8\n",
"/TaMHfsQ5WKsTUfMhgN/ALIKpM8CBwTV21vTq/oTJyT74UZ6vSpNnqRck+2lJnUrq+C3Jcl5awga\n",
"dJaJPYKHfm1gYsM0NLzgcTtSmS9yeas60iZMnDKC3X/zrYWOHRZUX29RfxCzT+G7SytmDp8G/GBx\n",
"KrpFIe4qbovbgj3x+mpZ3gf+is+B/t2kxcsHKSv4pclwY6lMWbiyVR0pKhr0fRN7CPcV1jOxpTXk\n",
"RxU3TzTaebsW+KaIDMF3JWbjogwlNsELHCb6iJhtxcsvf5/DDoPZs2Gdda4PTzzRkN2dHvTl48DF\n",
"eOhAifOBw4Pqe0UP5ROzQfgK20HAbiyauzANuAyfrNzdglCgSiNyTVcNE31mIu68dcT/214ttQFk\n",
"87RSqEwfmddB56lHwHvLLDh0eVC9rBV9ieJZv8BDJUu8ii/i/QugDezB6pTzmlev0uR+3BZcGlTf\n",
"al7PQIPOjAtMm+KquEnBr3GkfPP6MBF33gTYHNdtSFTQaOftWHylbX9gKnBACOFVABFZFvgcHlKX\n",
"6AMxXPJc7rijg9nRX3vyyaOAHzS5H4OA4/Dir6Ui0+/geXeXmdi3DPs0sImJrVI0aXUx24hyTbaR\n",
"VZrchhvpq4J2rQbaBJIRaR6duJofuOORnLdeokFfNbGX8BDfsbF2ZYrIqJF9LmG111byn5d+lznv\n",
"LbOQ49Q0Yv71n4H1M4evAw6ZMJ5lDbsEH58uw+1GYRCzJfG85gMpK3lmmYIvYJ4XVCc1sWvV6MSd\n",
"twH4AtNdre1OexLzTV8BRpNES/pCZd5bct6q0FDnLYTwHrBPF2+/hxvrFGbUd77Pm29uwJlnLnRQ\n",
"RJYLITRFWUzM1gIuAT6UOXw7sF9QfT6+3pSygEchpNVj+OcX8FCYarsCk3ExlvOC6lPN7Fs3JAW/\n",
"5pEc5frQiduDpYG1can0RC8RsxVYqRwuf+QvmLf1HUyliU9/DB/8FvAzyiVRZgHfAc4MqsGwJYEv\n",
"xfcKsdsa85o/hNuCLwDLVDQJLJzX/H5ze9glWQW/sSTnrZFMxAvNLwusCTzd2u4UkmRTe0BTi3TH\n",
"3bbpIYS5IYT5wNvN/P52RMzW57XXjuEHVTfZtgWuakIf9gd+DwyLh+YCxwM/r6hX1omvVEKOpdXj\n",
"5OMTuMHbi7IqWonZlHMX/pU34ZUKBb8ReChPb4t9J3rGI/j9MJhkaPpCJ7BH/HksyXmrlVOJioaf\n",
"MNj6DoYC6wKPNePLYw7whcAOmcMPAl8Kqo9njr2Ai5mtQM4XmGK5hVJe8wZVmjyF24ILm5jX3BuS\n",
"gl/zuA933sDtQXLees9j+GLPUJJN7ZKOxTfpGyIyTkRuFJGZuOLVNvH4iiLyNxHRRvehXRGzDmbP\n",
"PotDDx3Ms1Xn5jtWO1jH719GzC7Ed55KjttTwEeD6k+rFJrOChPkzoiI2Wpidhz+O9yC7xpnHbcH\n",
"gG8CY4Lq54Pq9Xlz3DKk1asmoEFn46qTAOuaWOVqfKJnpPu1j4jZjkRZ+EGzmfXN0xe81ZTrKWY7\n",
"4Y5a1nH7JfDhCseN6KiV/uYrUL0GZssQs0FitruYXY1HMvyShR236XiI/NbAutHe5dFxg7KCH6Rn\n",
"q9GkcayPaNA5+DgCsJaJLdfK/uSVhu68ichH8Unwy3j8d2nrnljnbVm8zps1sh9ty/z532GnnT5W\n",
"erkMy8w5lVMHHcZhzPGxekcRkRBC3Vc0xWwbfIU1K0pyLvD/2Tvv8Liqo43/ZlUtWbLl3hsGDMYG\n",
"DATjUK6pccD0GrohBAKEHggk9PLRCSRAKCGUYELvEAj4AAaDLWNwt8HGuFdZlmT13fP9MXe1q9VW\n",
"adX3fZ59pN299+7ZvfeeOTPzzjuXRan3mktAWr1NOG9uQf3xaC3bwWiRbDCKUDroP63jfEf7QWi0\n",
"9ZXWGkgnwCwC1/NewLRWHEt7RUq0pAkQY3qg8y8Ae87h0Z5FXOk+3Qedq5vrs3PQvm3BtXXrUMr8\n",
"J1F2nQX8yv1/H+DnKNu2CMSYXVFbcCZKOw/FdJQW+Wor1zXHjZSCX4siNY8lB4WoyCHodduq/Snb\n",
"IpqbNnkn2sdlPNoW4LyQ96cRaCCZQgIQY/bk1lvvDnrJXsVVr41k5KkTmMBiFn+2gQ3PodnV0AxY\n",
"Uz43A7gFuI6Ao1MKXGgd58Vo+7rS6vNQBaFRRkxXx0Y2gCKSgfYm8gIvWGvXJOk7CBoVm4L24ukW\n",
"sokFPkaN9FttqHYhEaT6+7QcQqOtKectQTjW2WzErEApvnsaMWmObZC5TyEyHgcGuv9/etX93A51\n",
"zluz3f9izJ7AVJSa6ceHwFnWcTaF36sOoXNUq0irizHd0N6cU4B9w2yyHqVFPmMdZ2kLDi2ZKCSl\n",
"4NfscKyzwYhZBQwGxqXElxqN0Lkh5byFoLmdt32A6621lSLSNcz7a1BlnhQSgBiTxjffvMhnnwXT\n",
"Xp8/kAM/Ak69mZsBPnKs88+wB2j85+6AqocFi5J8jso+r4jzMIWo8fBLq08P+1kiw6hfp/V/IgIw\n",
"zFrbqAitGNOLQO3CbmE2WYb2ZHvOOk677o3mKvitQRd0e6eMSLMiRZVJDgpR5y0X7Zm4oFVH004g\n",
"xkyGumbcW4GzTt7obDVifgRGos5wumOTR/F264IvA/6PgChJBXA18Fic7VFa7b5xA3gHogHlE4Eu\n",
"IZvUAG+j2cw2V9fcCMxCWU6gv3XKeWs+zEKdt67ATmgCI4XEkLKpMdDczlsNDWlowRiA9sRKIRGs\n",
"WvUHrrsu0BDa45mKz3cOOlH4kbQL3jV0ZwGPoGpwoPTHG4D7w9S2RUOwtPrehHHeRKQvkQU2/iki\n",
"h8ZLBRVj0oEjUKGUY4CMkE22o5TCfwLTW6EnW3NiFuq85ZNS8GtOLEIXrl1IGZqmoBBdSIP+jinn\n",
"LQZc2vdfg1662DqOn6FQiDpv2Wi91twkfeYAlJXwq6CXZ6OiJHFnplpDWl2MGYIG8M5Bf5tQfI/a\n",
"ghet42xuzrG0MFKL4ZZDIVqKAZrASDlviWMxujbLJXW9hkVzC5Z8TcAY14OI5KLc8s+aeQwdCmLM\n",
"UP71rwBdsmvXhfh8Z7rOzA8ohRGSxLcWY3qidJZ/EXDcfgT2s45zT4KOG0RQvhI3rebiuij7H0z9\n",
"zF9YiDGjxJi7gVXAu+h1GOy4fYlGXftbxznXOs4XHcxxgxR1skXgZjTmuE9HGDE9WnM87RgpVbzE\n",
"cRcw3P3/U+CloPeS/nuKMcejAhjBjtt9qEhVYyiF/jF2J7wz1WSIMV3EmNPEmI+AFcDtIZ+1Ffgb\n",
"MM46zh7WcR7uYI4bBBT8IHVvNTdSjnIT4VLmv3WfDjNierXmeNoimjvzdhPwuYi8j/LiAfYQkR1Q\n",
"ekUf4LZmHkOHgRjj4eWXP+TTTwNOSFnZadZaL4BjHZ8RMxvtpTbIiOnnWGd9Ez7vELTQfUDQy88C\n",
"l1qn0QXP84EqIAvXoRCRicBzIjIozPbHospDr6LNXo+z1oZtMSDG5AMno7TI/cJssskd/9PWcTpD\n",
"NCzUiEStSUyhSSgEJrj/74XWTKaQGL4N+j+16IkBMeZglLoIujC/OCQAFXr/P92Ez+oKPET9uvX1\n",
"KGX+o8YeFx3jZPf/vdAAZJPhskXGobbgN6hzGIpPgaeAN6zjVIZ5v8PAsU6NEfMdqj8w0ogpcKzT\n",
"Ij1gOyGCRUtS81jjUYiquYLODf9txbG0OTR3k+5vRGQSWkz9rPvyfe7fZcAka+33YXdOoSHWrv0j\n",
"jz0WoEvm5f3JlpSEUmEKCTTC3gt4L9GPcUVJ7kAdbH9GrAg43zrOG4keLxiOdaqNmO/R7NnOg2TQ\n",
"r9BedDlhNp9qrX0LQET2BXD7AwaP1V+7cC5a9xF6nFrgHbSW7UPrODV0HqSUr1oOoQvllPOWIBxb\n",
"r05rDyMmw5WNTiEErsjGM0EvXRcmIDUHFV/yCzQ19rP2QoOvOwa9/BpwgXWcosYe10Vw+5i9qZ85\n",
"TBhuXfPpqNM2Nswmy1EWyfMJ1Gl3FAQr+I0DoimBptBIONYpMmKWAyNohnrTToRQm5py3oLQ7E26\n",
"rbWfisjOqDjFjihVcxlQ2BwS9h0V8vHHO/O7391V90Je3nxKS+8Os2koVSYh580VJXmBwCQPqvRz\n",
"tnWctYkcKxKqqZ79N/72i3d4B+CDKJve4f8njNM2CK3DO4f6iwo/5qG1C/+OQ/WsQyJEwW9cSsGv\n",
"WZGiysQBV+jiFLQmpCdKm/+HdZz1YoxMC9RpZQGjCfT7SaE+HiDQG20aWo9cD451SoyYJaj4y+5G\n",
"TJZj41fOdc/VH4C7CYiSbEd7Xf4rSTTzJgeY3Lrmw9AA3jEExupHOcrc+CfwhXU6rXBT6ByVct6a\n",
"D4Wo89YFZQzNa93htE1Eswc16RRmBFzeVPA5BM3uvAG4TtocAnUhKSQAMcbDBx+8QVmQtktp6TER\n",
"nN9G1Tm5GazzgQcJNNyuAf4EPJgsgyciGQMYMGEtDfxAg8r2A/QG5od+PzEmG6VRnosa61AxnG24\n",
"PdmAbztgDVtj4Ffwy0GNyPxWHU3HxVJUfKkrndDQiDF7oxS+sWid6ZPWcd4K2cYDXITS6eehtUaX\n",
"AZPFmGOs46wxmFnAqe4ue9PGnTd33uyK9gTrU++viIdmiE+6dPYp7tNS4Nwo8/Ms1HnLQBV2Z0fY\n",
"LvQzBqMZqoMB8Hph8+bv+OSTS+0TT4RVCG4MHOtsNGJWoo5oQtLqYszOqC04i/Cq1TNQW/CydZyS\n",
"JA25PSNVU9pyKERLOEB/607lvCXDHkyr5UegBBVcaxcBUTeQ1Bu1AfXtQXZ2DpXJY2cn1XkTkQMb\n",
"s5+1NiVbGw1vvnkrjz++S93ztLT3bG3t8ghbL0dvggLiVPByqSZPA0eHHOdU6zizwu8VP1wxEg9q\n",
"oL9Yy9qBIZssBCZba/3eaV2dXlDtwrkoHSZS7cLTaO1CRVPH28EQrOC3FynnrVngWMdrxHyLUngH\n",
"GzF9HOtsbO1xxQP3HhuMZrx6Aiut44StK42w/+4oLT4dzdKPBl4SY261jnOXGJPmChuNRMUiPkGz\n",
"N2Vo25D30UzSKbVpFKYHcsN7oTVJLQrXAPcknEMWMMrBxjk7/IGEZDtvrrrk40EvXWMdJ1rrlEJU\n",
"XRF0ARTTeRNjTgKeYPPm7ojAzJlwzz2g7Jkv5MknL7bWPgogIn7xqGL0/B+H9uX8h7U23pqqQtQ2\n",
"xJRWF2Py0Ej9uQRqTIOxEXgerWteFOfndxYsRrOQOaQErJobweumvdAgQrtAW7EHjnVO+dRjZnss\n",
"E4GBTdVwaAzc3yKX+nN/JHvQF/29wiMzs6LNOm9o9iRRWCAtyePoMJAPPujD66//iSqX7dK37zQ2\n",
"bJgcaXvHOtYVLTkU6IeKjURsbi3GHIgKWQQ7VE8AV1kn0EBbRLqgUZI9UWfrr9ba8pjjFxmO0nqG\n",
"hr53GqfxS365+hIu2Sf0WGJMAeqsnQ/sHubQP6GR4ec6Ye1CIgilyjwbacMUmoxC1HkDNdjRKMFt\n",
"AkG0lbvQgE8tUCXGPGkd5yYxRqJlsN362GvReeaX6H2ZB9wL/FmMmWodZ0VQbWo31OFY5x7iczHm\n",
"H8AlYkzfad56dVpJyw6IMTmEN7zhDHEvore4aU3cQEAp8UvgyRjbh2Zb/hFpQzGmC17vQ8yefQE3\n",
"3wwVEeNgfxeRv8f43GtEZJS1Nh7KemEttcdXUEEeeXsT4ry5184EVCzlFMLXNb+L1gB+0MnqmuNG\n",
"UIBpf1wFP8d2OFXNtoJ2Kb7U5uyBpRCY6L7XKA2HCN8xODgXyx6E02NIHB5PUv2cZDtvByf5eCk8\n",
"+eRHrFqlLR0GDtzCmjWT4qgVLESdN9CJo4HzJsZkAX9BaZH+lhGbgSnWcd6p207Eg0Zu76C+g/dn\n",
"ETnIWhu8OCBov51R52p8uPf3YI+t53BOQSaZg6YxLQsoF2PSgMPRqOrRaN1LMCoI1C583olrFxJB\n",
"SrSk5RC6UG7zzhsqbvRvVNTnIcCH0hb/IsZstI4Ta5HeFa1X+Jt1nIXuaxVizI3ovDEFuNE6jhVj\n",
"JqDCRytAF+XuQuAd4HLAcazzHyNmEdqXbGy8dVpuDezxNDTG/v9zI+/dKFhUvXYTsMF9bHQf+tzn\n",
"e4sktuMRY8YAf3Sf1qCCIbHmwO/Qc+ohyv0vxuzF8uVTueeeHVmSlHaQPVCl6d2ttdUNPk8kA61N\n",
"u0CQmyxq0gYz+P9WsvIFd0z+uuazqd/D1I/5BOqa20WWuw1gFuq8ga4NPmzFsXRYBNWb7ozWm2Y6\n",
"1mlwH7RBOLQhe0DD4HNczpsYcxxKFw+XIetN8tuklROwAaG2QP+Wlk51x5IUJNV5s9aaZB6vs0Ou\n",
"vPJG3ngjkHWqrb3NWhtzIePFO+tLviSffPZgj32AUK7xaDTbFqzGNQ04I1iURET2QMVLRof9mBAe\n",
"t4iMQPvl7IXeJOHwAHDngzx4I1oMz7tHcsxErV84i/ptCfyYidIi/2MdZ1uE46YQBo51io2YH1BR\n",
"l91TCn7NilCqTHvA1cB66zjHBL32mRjzC+BGMeYp66jzJMbkAjsAm4IipSPRRfiXYozHOo7P/fuz\n",
"GLMI2F+MybWOsx01XBvQSGxJUATXT+caLcZkuKIlu6J1WmOob8AjYTj1m1U3BhU0NL71DXDg75ZY\n",
"PS4FksaZdDOHLxHoVXl30OIoIhzrlBsxC9F6t9FGTBfHBqjlYkw6W7feyAsv/Jk33xR8UX3Bg9A5\n",
"+4Q4hz0KWCYiE621P4pIJlqr/DAq5gCADfqZVrFqoIwf/yz/93990EBe6CKrBLVdTwOzU3XNCSO0\n",
"Jj7lvDUfClHnLQu9/76NvnmbQJuyB2v78/yAdXXjSCT4fAlNSyZZYAtx2gP3+0SFeL1JVRxtEcGS\n",
"FBKHXHjheP7xj1vqvbhhQ1yUtylMGb6SlQjCrdx6qIPzZ6ijn1yMprD9dRo1wC28887dPPDAr0QX\n",
"QGEbq6MRkc9QZ64s2JEUkb7ANyjlKBxuBe707/Ofvmbet+Pgg0kwb2w9yWs/NqERoKet46TqtJqG\n",
"QtR5y0YXxan2HM2DZahoTjfaD1VmCPCtGNPFOk6FGJNuHacW+BwtHt/X/R+U5vIecLsYc7t1nGoC\n",
"wZbSMFmghegCsSeqUpiOGsVcoCQo0lqE1kwNQA1/IRrIAf0d43HeNkR4vYjQjFhkh2x7G3YG7kPv\n",
"XYC5BCnxxoFCdPGYhgbsvgEQY4YxderHPPFEpObYJwJfAD2stX4q4+cishcqxrAenVMeD65vE5Fb\n",
"gBvdp4OAH7TsOU4cdNBZYV41aJbtNes4Men6KUREShW35VCIln6A/tbtwXlrU/bg94+y9s3jKEIz\n",
"+XFpOLgIZw+qCceQqG8D/EyKze73brNItmDJM+jJ+K211hv0PCqstVNibdPpMGfOyyGvjLXWFsfa\n",
"TUTGAfeARjQ/5MM995f9ZeI0eqPRyqOCNp8PnMHEicWo6McBDQ4YwMnW2ldCPut2NEryWwK1PsFY\n",
"CZxorZ0F6jyKMeOB38pUTrUNE9e16GTwDPB+qnYhaSgkoOS5DynnrVng1psWAocAA4yYAY5NTnuN\n",
"ZsQqVAQoA808+dHF/TtOjPnaNcwVaDSymkCdsidkewjUi61BqS+90LlgKxpE6Aasc7ezKDVnG2rE\n",
"02jcAnM16vAFG+ZNHWEOEWP2BC50n5YDpyTYVHoW2lIF9P7/Rj755DSuvPJ55s6tX4fh8TyFz3ez\n",
"tTaYal+PkmitnU104ZO7UeGSMXGNLj3dkpsrbHNJFVu2+N/5GbUFz6bqmpOGdqfg144ROo890VoD\n",
"SQBtyh5s615nDw5HM3WD3DHGwt/REpvgAF1JGw7OJYxkZ94moj++B6XV+Z9HgsR4v1NCnnjiOGbO\n",
"HFz3Qt++k+369fFKzb5CENVkPvMzL7u76gzIupv6csqPANcyceJ+wNdEUkwL4GUReR5tJTAFTUuH\n",
"g8/d5i1gurXWijEDUL7z2ahcPcGO26BV1KwezJ+AF6zjRIqgAyAiA4DJ6OTwT2ttSgI6NkLr3lpc\n",
"wa8Twe+8gf7Wb0XZti3AoFnxXwD/s45TK8YMJRCMGYjSfqrROtPeIfuXAlWEl2rfjs7v+e7zn9Df\n",
"pj8a9PEb9Vz3+LXu3+9R+5FGnFQZNxvzfDzbtie4dcCPEPitbgrTjDsW6haR2/LZT4wZx333ncvc\n",
"uYEtPJ7t+HyTrdc7raljdsWnxopIL1RtLpzgFGRmwpQpcOKJwtq1cJYm3LK//HZr5RlnnAiYVF1z\n",
"cuFYx+cKmk0EBrWGgl8nQlz1pm0MhrZnD2ajzhvo7xjTebOO82Wsbdo7kl3zNiza8xRiQ265pR83\n",
"3/x63Qv9+39v1659N659RS4gqJYAYBvbmNt12XMBxg0b0b5A74vIqWj9gP+mKaX+zRWKMwnITofD\n",
"euA4a+3XriDKCWLMFOAIGtYulDrTKDv5ZfqPWkyGwPOh0uoi0hMVVTkVra8bhNZR+HGtiAwMbeCd\n",
"QgN8S0DBLxVtbV6E1pS0deftVTRj9ZwY8zQqWnQKGlEtQWtXBcC/kHbp1+I+3+jus2PQMf3BO6gf\n",
"nJuHBol2QWtsM9zt+qO0mK3WcSqxYMQsQCl+Deq0OhmuQFXbQHsJPtyIY8wFahfsSvqtN3IiH3+c\n",
"yYdBpU5paZ/h9Z4UpzJkIihAa6qGE2pTxo6Fa66BQYMAyM0fuLg2o+uoqpoyPIuXZDFx4rQ4hLlS\n",
"aBz8zhvoYvidKNum0Eg41ilzxZdGA7sZMdmOTShj3hpoc/bAYEJt6uukkKp5a3O4/fbV9Z5v2RLN\n",
"WaqDiOyAioEA0DW7z/Kyyo3qyM2YAbvuCvAxcJZ1nPUiMon6jhto4WhjUIIag/lMm7aLGPNX4Az0\n",
"BoTvv4eXXlI6jM9XwvHHP8Cvf33fTbdyK3AlwDd8c9hEmbgdVSvaxT3efkGfEU6lpx/gFZE0vwMX\n",
"1GvwC2utdX+XPFRh61SUb30j8Fpncfoc65QaMYvR33VMvAp+KTQKzVJT4haHR5IyLrCOE65OKCas\n",
"4ywTY85DG6Wej0Y6P0YX3bej80NpyD5WjPE/XQksQek0vazjbCYwp+Sj1Bp/Nv0b4AfgODHm8SDq\n",
"3yi0VmKh+13FFS0Zi2bf9kAbLncqiDFjCdS2WVRdMmHFuonTqD3xFTa/fjz9fO+9ncmDDwa//Tle\n",
"78RkOkoiMgS4BWVa1C92GzwYTj4Zfv1r8Hi2AFOBp9491rPiGkYVF1JIOeU5aJ+plckaUwr1ELoY\n",
"TjlvzYdC1HlLR+ezmU09oJuN70lkifv3rOM0ysFpi/agKpPCrMCslwo+u2gx582VnO9GmP451tqi\n",
"lhpHW4ZcfPGfqa0N1CAUFDxsi4pi0iVF5BBUiUzlsLt2XV/2z78P4I7bYfx40vbd3+dVJ+kR6zg+\n",
"VxUy1HFrLOYzcOCNvPDCfmjPoXEALFgA//mPOo619eo+87n33qPsPffcYjCF1VTzIi/yHM8934Tx\n",
"lItIaFsBRGQp4SWmX3bf/5W19r+N/Mz2hkLUeUtEwS+FxPEzGqXsSZQCa7fXTA9i95jx/x9Vr+cc\n",
"xgAAIABJREFU6l6MuSgexatwsI7zNTDJzZZ3s46zUYzZDS1e/9A1zv7Gqv59rFtgXizGfATchtbM\n",
"vmEdp1qM6YtmjBZYx1nkbrtMjHkcVaR9Tox5yP2MB9Hs0Mv+Y7vRVn8t9N50MudNjMlGlX4z3Zfu\n",
"tY7zWSOO0w+Y+upJ9KO4GB4P7u/N+8BRkRw3EclFKRtj0ODXILQ25Spr7WZXPXI/9/2eaK3M7mhd\n",
"S2Au93jAceDss2HIEK/7uc+gi0xdllkYLsO3FFLYEyCb7AmknLfmQrAqbmox3LwoRIMYoL91WOdN\n",
"jOlC7J5j/r+9iC51X0QTslNtzR5kVbMKFRLpTWKiJR0azeq8uZP7tagRHkz4Cy7VpBvXyP7vfzfX\n",
"vZCZuY2tWy+Puo9IV+BtAhQI6NmzjOef70eXLvDQQ4xYBjfcxvYRP/GwYx0rIkeR3Ejbbowa9Qpe\n",
"bxq1tfD882AMrInYFxxgbxF5ozvdq4up02BpiiPZwHFzEc5xC8Y/RGREJ8nAzSJAeY1XwS+FBCDG\n",
"ZDONPvddxZLqTCYUd6f3s2dz5wY1gsF9ZvqihiiZ815fYHlTDuBKQPupyw7q6H/tf9ulxwx0P2up\n",
"dRx/BPZVVD7+CTGmG9q35/doBPVedxs/deZF9LtfAExCa1dnAldYxwkO4oX2zOtsuImA4MdcAuqN\n",
"cUOMOQF4DP294cWXghtvv4mKUDUMLIj0cz/vfAKtCYIxWESmopT2wWHeV3TtCqeeqlm2goJFqFrk\n",
"C9YJX2M1mMHz0OuOHvSYhAYkU0g+foJGKfilECfc4FzBb09j064LYWsBLNmZMyca05+GtqAPjWc9\n",
"hUNSeom1FXvgCoHNAn6NXrPDaaKt6who7szbY2jD5RmosQjXoys1aQBcf/3nLF2qi7n0dC/V1YOi\n",
"UVlEJB14F+29o+jZ08cDD3Sliwr9HPA5K669rWbYnNpv8q7g3tdKpCQTODLpY//kkzRycmDxYvjh\n",
"h9B3q9BauMdRJ+tm9/Vjgxw3P6rRazLZDRRB60VCnbmhKO1yI3ptHmmtbfAFOghSEtEJwjVO3Yme\n",
"EQv+Px/g6vvrHea6Jg7DL3UfTeJ+I03IUogx6ejYq1ADfRBwFVqH8HJQv54c4AZUXXYi8IUbQV0u\n",
"xlyEFro/jGaL1gGXW8eZ6u7vBbCOUwbcIcb8D/3NNgA/hjhuoA5LjTue9tIzLykQY3ZF+y2Bzoln\n",
"+Hsrxbl/d9T2nup/LW35yi3eV/7TEyCNNJ8X7yXW2npKnCIyErge+A2RA2Kg535ilPdBBM49t5Lj\n",
"j38eddq+iab0JiKei7l4Pq7zVkPN+KjHT6HRCFLF9Sv4DUTVWlOIAqkfhAtt/BxqD3oD6U9eUO8Q\n",
"491HY+GXug/fBDrwN2rkPBbaqD0oRJ03UHuQct6a+fgnA89ba8+OuWUnhhx55HXMmBEo8ExLe9fW\n",
"1JRF3F7kMFRVslvdi8cdB1OmeOjaFXTB9/t9bnrnsKN44Dz/Fo0eYHr6v3jttenk55/JjTcexBdf\n",
"NNzmnQbJvLWoo/actbZKREYBYSmKHjz48EGAItRUPIUW2eahqfezQnrSHYMGE/zwT7pL3X5ES1BZ\n",
"32eC+xe1cwQr+HVa502MyUANayxqit8Ah8s8NAXV1G/4Ga0HWUtJ3Z8OXI5GVXsDe6KLuWtcI+3P\n",
"ite641qDOlb4F+TWcb4VY85Bm7aWA2v8BjicYqB1nG+iDcixTpURMw+lYe9ixHR1rBNxTuwocH/r\n",
"RwnY5rus48SrNIwYMwGNZg8NevlN30W/y8NVQZ3IxNKP7cd1CzwRGYouws6l/pqgDKVfzUGDGBcQ\n",
"XkWuIayFRx7J4JFH3rXWfh1uExHZCbVLfwa6/p2/k002lVSyla0jRCTdWtumey21Y/idN1B70Omc\n",
"N/deyyd6cC74b7fwR2oSthLeFoSzCy0ldd/m7AENg8+vRNqws6C5nbcKOlmtQqIQYzJZufIvdS/k\n",
"56+hpOSUiNuL7IIa1K51L15/PRx2mP5fXPw+v/lNJRUVLz0Q9ggJID19M7fdNo3x44/H3ydoxAgV\n",
"ICmJqtD/CPAna+12d8wnEuVmcx23aDgHeM79/wS0kPV3wK8IZNNmoZPNHdbaDSJyMZDhH0MwrLVv\n",
"ue//lfD3wM7A/cD9IvJvYIq1NmGhgLYExzrlRsxClIq1W0dR8HMNSVdiG17/34LQY/QqLuaYL79k\n",
"6aBBzN5pJyozM/GlJcRoLCaot1heCWXHv85ZBVvB42PuA1dxCQEDvK0N9pr5DqVSjUOL0Z9D6W3L\n",
"ghqn4tYn3eQ+GsAtTt+cxHEVumMSdAERJmrU4XAGATbFMrRnWky4IgbXoUIh/ou3GLiY445701ZX\n",
"1s2Dp3N6t8fksR6/5/dHoO0VQi/2bWj98n/RkocHiYYRI2DHHcsoLl7Axo3v8tNPI9E6nzTgLRF5\n",
"Gm0y7heh2sF9NKB3+W1BLbXpaL3dXBHpCxyNyq5/GNKDLoXGIXQx/GakDdsT3KxRL+KrI+5D9Axz\n",
"Y1BDSK9JZxq7j1rM2G7bYM6eXPXRERgCfSjb4rqiLdqD4HZHnTb4HIzmdt5eRJtCPx5rw06LmTMf\n",
"Zv78nLrne+453BoTNtouIpPRGrcALrzQ77hVMWPGXVx//bXUb5CYOG655UGGDJlMcfFI0tNPoroa\n",
"Pv8cnnwSNm6MtudqYH9r7c9BYz4LeDbBEWxBJw4vsCEk+vqq+/cyETkWeMN9vg9wmbV2A4DrbEWc\n",
"GK21j4rId+hiYgTKyQ6H0/VryBkdQLq6EHXe2rSCX5AB7gP08Xi9fXqWlAzaVFBQAPTtXlravyIr\n",
"q1dVZmafzJqaPjmVldnnvf8+dz35JBleb71jLRk8mAdPPJFFQ4awsm9fhmzYwEHff895H3zA0A1R\n",
"WwoCcNVFF81/8MQTv7MeTySKyqZQSpsRI2hUux8wZPK7TG/LNSXWcb4Hjo/wXmuOuxDN9oDe3x3a\n",
"eXP7YQaTbi+1TuwAixizA+qEBavzTgdOt46zUoqLz/W/2JveVFLJH/njdNyem0EoBR5CA23noQpz\n",
"9R273XeH88+HXXaBoqIqRN6jV6/HgU/9VChXnCyLAG3zPPcRDT7gwzGMOWA2s/MA0ki7XES6oAE7\n",
"fwb8UJpIC0sBaCc1pUHBuXAUxXDUxR4kR4gtGKVEzoaF2oPi0DnTTDS/w10D/+q/+P57l/NtkseX\n",
"VLRFe+BYZ60RsxZVodzLiPE4tnP3gGxu5+064HkReRflva8i0O+hDtbaNn0xNxfEmKOYPv13dS/s\n",
"tNM9URy3kQQ7bjvsAH/7G2RnAyzk4Ydv5o03niKM43YDN2AwtV/yZezzfcstXp588gpWJ8yiqABG\n",
"+5tmuw1aZ6LFpTFxOqdzPud/4Fjn17G3rsMnaEre7/x+JSL3AtfFI0Jirf0K+Mod71XAxWhB7Vzq\n",
"N5Y9no5RJPsRen3MIo5Gl8lEGKn7PkDf7KqqfpNmztzl119/veOm7t2zV/XunfPA6tVdr3jttaR8\n",
"7s6rVvH4g9ETB9Fw/2OP7Xb/Y489grVPIDIMdXozULpLL+A09NpYBryLtUuCakqOQulmI9z3U0gM\n",
"oZLmHRZiTCbqNPmb3r5uHeeDGPsIykp4mAATw4cqvd1uHadWRNJQChQAu7ALF3GR/huAD7gLDYzd\n",
"hQqR1MeAAXDJJTB+PIjMBZ6kd+9/W8dpQCu31vpE5HQ0OHQn4ZVSy9A65A9RyfAZ1tpNt8gt789m\n",
"9iQAL95zw+z3U6TfI4WEsBp1OPqgi+EWEy2JQ+o+1E40LRjdED5UvTBWHbGfut5UhkqnmceaGYVo\n",
"Br4bmrnvqPoEcaG5nbcsNI18AoFiw1B0SrVJMaaAGTNerKsVS0+vYunSO8JuK9IN7UAfwG23+R23\n",
"h/jLXx5g+nRDw+baK37Db7bey717VlMd/VxPngwffAA33dTYc1FlrS0RkQHAa0QvzK1BF7/dgZde\n",
"4qWj+tI3YeUra22piNxEQMEI4BpgjJullNCi/CjHqsSlSgK4VB2/KtoYa217d9xwrPMSyVBwE8l5\n",
"5aCDal478MB++yxevMeioUPzp+25Z/q6nj27V2Rl9SbECHt8vj55FRW5537wAQO2bKEiK4sJCxZw\n",
"eGG7Ebz8ByL/iGO7+xC5B7gOpvmdN1CaR8p5Sxzz0aL5LDo+VeZaYIL7/0qUFh4RYkwPtC73hKCX\n",
"lwHnWMeZHvTaFLS/FBlkrPqcz4PVIVegYgNzyMi4hdraQqwNzP+ZmXDaaXDAATBkSBEZGVNRFkVh\n",
"rAi8Gzx7WEQ+QuvpBqBBo2no4nhhOCr6buz2Pw+eSSFU+s1oZnEFLRx06qgICjD9GnWkhtEExzjJ\n",
"UveNQTkNs2F+By00U7YlXN1VM2IeygLKpOPPY80Jv/MGmi3u1M6bNCcTTEReQbMWL6FZmHBqk1hr\n",
"/9Vsg2hhiMhqVL1pjbV2UMTt3n77bs47749srqME/81ae2mY4wkiH2DtEXUvPv00jBixlkceeZDX\n",
"Xz+Z8LSHatRJitofqoXxCFrDsTaYgmjEfAj4v99QxzoJKee5fesiLY6PsNZ+1JjBusfuNEXzbm+p\n",
"es6Xx+fre+nrr4+/7LXXDsqqqckesGVLxCio1+Ph9QMO4JHjjuOEzz/nstcb3WqmQ6CS3qzlaFZz\n",
"0oMH2iOubO3xtEcYMV8D+7pPuzvWCWtD2iJEpBYNTHqttRGDZ2JMT3ThnIeKAEywjjMryva7A29R\n",
"X5TkaVTNrU7URUR6E5D6hkCmhdM5vejf/PtoevS4ltLSX1FTExDmyciAI4+Ek0/20b//B2hPtncT\n",
"UbxsLIyY8Vdy5Yw5zMGDx/rw3QTc6wbXUkgijJhbCLSgONmxTl1duit13536Dlm0uuJkSt2DBvW3\n",
"0NAJCyfqsTH4uq/7Dnr9b20L9tuImYmu0yw6j0UVDUihIYyYA4CLUCfuHcc67cp5i9c3iPt4zey8\n",
"lQJPW2uj9ivrSIjnBIkxI3nyyYW8+GKwkt2g0EJst/n2/+rtfMEF0KvXdO67bxvV1cmX/U8+ngUu\n",
"stZGpB4YMbej0VmAEx3rJMyZE5HRaFS3d8hbK1Cxg1JrbQPKbkdGGKn7aBLHfdNra/NHrlnDDmvX\n",
"sucPP3Ds9Ons1bD1QwoJopr86kxKsmn/NZMtDiPmbyidGeAQxzqftuZ4EkECztvjBDJt/7COc2GE\n",
"7dLRFgK3EFDmLQJ+ax2nQaRERB4kQJlciTbAZUfPLmzK3U5xaUiMLDsbTjoJTjrpR/LyngKet46z\n",
"Nq4vmyQYMV22sKXkS75M343dlk6xU3Zuyc/vyAiRuu9zkOGInZdwWXF3WLQLC+aNZQ0hUvdJHkIV\n",
"8VEVNwKbreMk7HS5LKWz0RrLsShjae9wwmUtCSPmUdTxAJjoWMe04nBSaAUk23lrbtpkKZ08tRkK\n",
"MSaTmpqpvPZasOM2oYHjlp29PyIfE7zeu+ACH0884QH2b5nRNgkvA5dYazfFsW0oJzxh581auwDo\n",
"IyLBCyFQOshWVKhjfqLHrQeRHFRu+69oBO0HlMbzH1QNyd+4LgelsG4k2GHUSOAOBGijG4E8rF0X\n",
"9xC0Nias1L34fH2sxxPsmPXBLfQXn7JEJixYwKmffsrQDRuYPKNN6pW0NrYSRpGyKcikJNMi94hS\n",
"elNIDKFzQ7tx3uKBGHMsgfmqArg9wnajUNW3YJbFLOB46zgNCpRFZCCBxSKoeA4AP/gWqWUOxo47\n",
"+rjhhlcYOvQR4KtWFCaoMGLmH83RewAjjZgcxzrlrTGWtg43ONeN6Bmx4NfrSd1/5ujDxWj3kSiC\n",
"pe435FRWbh6xdm3piHXrtq/o23fZ3JEjfyLgmJU2x3UlIj1R+ueJqAJ1cMuhUcARIvI5KmSSDmyO\n",
"t5wiiQidx0wLf34KHQzN7bw9BZwmIo93tqxHRJSW3skpp+xNVR0DZbO1tt4qWiZN2oOqqobKauq4\n",
"tXXUotKxdyWgzhhMEQqvfKWqY5NRGf904EvUKNyEOjNfAUsslPrgZw8M3YLOkFOAEm0pEJ/zJrIH\n",
"KtndF41WHxhhyxHu3/OjHCuez+OHAQPu+XDffVeMXLNmn+r09B5b8/Kyi7t2zRm8ceOA6oyMnOO+\n",
"+KLfml69rF23zvP52LEcOHduvUOs6dWLgZuTqdLebjEVvT4OQ7OOwfgrqmK6BRUZ+Rr4P6xdUW8r\n",
"kb8TWX20kbBXIPI3gpRYU4gL7UIVrzEQYwahdEc/Lg/riBnzG7S+zU+B91FT8wAffXSLvffeenQx\n",
"EclG60Kuo74MevQemj/84LFnn31q1G0aAVe46iFUdKIInb//YK39LspuhagwkMf9+1Wyx9VW4fah\n",
"DJa6jyXmkazeqH6ESt1vBDb2KCnZut+CBTU7rF1bNnbZsur9583rPmz9+i5ZtbX90QBpT9QpGUZ9\n",
"tcdPgD9h7Y+JDsRl0xwMvGOD5mgRGYQqq+6G1okeTPQautBg8M8icpi1tiUTCx12HkuhddDctMmT\n",
"gT+hN9ZzKHUjnNpkhymOiZYaFWMO5ZprPqa+UMP+1tov67b573/35/zzp7F6tTrWHg/42o0iqg+4\n",
"Eni4znETkYh0MZF0wGuR0zdw6BMVDOyymhOKf8mx+3vwTgEq0YjxqQQUJRuFaijLVLneL9EG4tcD\n",
"R6IL/bdQSsfJTfmMFJqEL4AXgB/RDMRqoBhrAzkCVc4Dvc48NFdASCQTrc+8IMy71Wi02d+j6kdg\n",
"ZJxHfgprf9v0AXYeGDHpaK10DvCTY50RMXZpM4hGm3QV9z4h0NPtdeDE4MyEGJODijEFAgle72JO\n",
"OGEr27YFtwUoRvuyNTWz2yVWbZmI5AInoXT0L6IFZV0KW3GEt/OstWGbrhsJSKsDlznWeTjWwFsd\n",
"4kbpQmydmx0Lq7Qb4W/PZhhdCQ1rxzblVlRsuuRv3nNGLds2rt/WInaoeeG6HYpnlXms9dc++8e0\n",
"M8oYaSoeQxu+l6NrwtXAfKzd5F5Xe6Fz6RAa9g77O+rI70BQFjkM1qGqqVNRmxJJgO1HYNeWysC5\n",
"81gpkA0sc6wTr81IoYOgvdW8xeN1WBuscNXOEekEiTFd+O67n7jiiuDGpNOstQe77+cB9/OnP/2W\n",
"r79u2UEnAZkoL/F0qL4EVmUkZ7JPoW3jR9TId4u1YRCmo21DfonKm7+Htc83w9iSAw0w5AHbiNZ+\n",
"QmQH9PeIhV2xdlGSRtcpYMRMR68XgF6Odba05njiRQzn7SLgUffpamB36zhFQe8fhjpkKkpSUQG3\n",
"3baEGTOaXAN2JEfVnMWZGX3os2oiEz9B2w2A/sYb0DYCH1tr6wmUiMhpqPT/MPel6cCxaEYNa60V\n",
"kf6oyurhKI0tEq6x1t4X7g0jZi8CmYoXHOucmdg3bEaI5FSlpx9Zkps7vjIzc0C61zs8p6pqaHZV\n",
"VYHP46EiK8u7uVu3msqMjPRNBQWe6WPGpD97+OEZh3z7LcPWr2fG6NEsGTyY8qwsem3bxviFCznt\n",
"009J93r5z8SJzBsxgozaWrqXlZFRW0tGbS0C5G/fTlF+PtXp6ZTm5Pi2Z2dvrc7I2NKtrKy4f1FR\n",
"2Q5r11YP2bjRW1BaWt5n61bf4I0b8/LLy7NyKiu7pKlgx3aUQt8VZR10Qx2JVkcV6tWsB35GJ9Gl\n",
"aB3CTLQ+IQZ+QrNrbwNf+tsEichzwJnuR8xBndjD0aDwMU0RMmsMjJivCPRi7OnYwP2eQsdHe6t5\n",
"O7iZj9+e8HuMCXbcFqL1U4gx+1Ja+iIvvzyiuR23dNQyZwEL0Jn836iu/4foLHdGmP3eR5v/fAtb\n",
"+0PBCNRhu4QG3RwzSTluHRHfA1cAXxNOfEbkCOBSNJsJandfAP6NteGM1DPNNM7kQhc+DXpZhdlu\n",
"GSBordEBaOQ3HP4C/CZp4+scKCTgvO2F9itstxBjulI/s3CG33FzRSXuxOe7khkzYM0a6NGjhjvu\n",
"yEAzII38UFmDtfsC3qu56iU04ze4N70XbKKuLPlxNAYHypQ5W3eV7mgvuVAnaj9Uxr8KyBSRGiLT\n",
"+O5FM1D+LOKdIvKutXZxmG1bXFrdzXI2yIwN2bBhcF55ef/excUDfjVz5pBzunfv3be42NN7W3jR\n",
"0y7V1fQodckCP/3EId9+y03PPhvXGPafH3dJtgfN0DVHlq7FkeU+eqE8yGBUoJGBn4CP9bFlJszz\n",
"KoNmPnqtLIxQonE2cDOwzi+YJiJ9gJ2stdPDbN/cKCTgvI0jVIwuhRQSQLM6b9Za05zHby8QY7pR\n",
"U3M9b70V/PIvmTbNI8Zcx5Ytt3DeeWlEMAjxIBPogc5WfdHmPV2j7tEQJ0V579fUNepLqphDCm0O\n",
"c1CbWYUamyfiqlew9r/Af5t3aO0AKjz0EiIz0CBy6Bx7CiI3NqYGpBMjmGe+N+3ceUMVIP2BvFet\n",
"43wGIL///SH07Pkk8+YND7EVGaEHoKBgCf3796aoqAfr1zd4OwTrsXa0tXYbgBFTuIlNB33GZ5RS\n",
"elnQdmOC/j/LZc5koJm0cNl1P2PGX1sX6rjVAkuAh6y1T7kNw8ehscIM4A+EqS11rFNtxMxFz/XO\n",
"Rkx+otLqrtR9AfE1ge4L5GJtncrunj/+yJjlyxm2YUMiH5tCktEFTVUMRFXablGHdTSapFuAioKF\n",
"Tc65Dt3ykNf89XytgdB5LOW8pdBoNHfmLQWAysrruPDCHkGvvMy0aRb4kHXrDuWMMxKua5uAWtQ/\n",
"JXGYKcQPs/vuH/9z0qQ3bnjhhYOGr18/PqO2to+orWkPsMB9wJuoWuYaQJqthqydQ0QKgFobXH8X\n",
"C9b+jNJ2poS840HFJCKL3KQQitBFT7uFGNML+KP71IvbIkVOPvkOXnvt+rjswE471bJ06c5sjZ0Q\n",
"dj/jbL/jJiKH9ab3oUHZtmj0nXNiHHs9KsXeFw32ZKP1xDNRClthcE2RtdYrIsegNNEM4HQRudpa\n",
"G05NshA914K2evnMzUoG12JFqx/rneb1po9ZvpyRa9bQu7iYHqWlDF+3jsVDhlBQWkqf4mJ6bdvG\n",
"sPXr6V9URN/4fs8UQrAGLTTbgp78H1Alr2ac4HqjceqzARCZg9atfwF8QcsrScaLDjOPpdD6SGrN\n",
"m4h8BNxhrf0swf0OBq61wY2o2ylCea1izNF88snr3H57oK7vmGNu4fLLz2fBgoFceinEcQ5uRwsI\n",
"Uk1vYNHAgQzfuJHsmhp+6teP4evXsy03l08HDuSzpUvpjXKCkthPYT3wZ3ShMgtrq+PaSwv2h6MF\n",
"1hPQRc37WOtzC9xHu0O9m4CSXBVKUawO+grPocqtXdFocpm7fZk7thJgeZ3R0jqtdJTffwnqMNyA\n",
"td806tt3YIhIBto3qw9wlbV2m4iMBU5Bbzd/kbwf64BhNp5rQGSYRZYJNpwSWi+sbRe1W60NI8aD\n",
"Cl/kAasd6wxu5SHFhdCaN5ea9y4w0d3kCWbP/gvp6Y9z+eXHxTzg2LGwaBHUJLQ2PQ0VcLgCnQuG\n",
"JLJzFNwA/J+NVgcaASLyCNANj+dJ3n57Prm5DRywUYs4sPcmnK0F8PNQNpfmk0Fo9s/ngxUrYN06\n",
"KC4mIzeXA7OzOXDhQvZbuJDxCxeSVxGxvWgKMWChohqKtkH1Aij/CnJ+giFlkLYRvSGXosV04TAJ\n",
"7Pv1lSdbAitRddMZwAISCbglChEP0B+1DyODHgNQ1c7VwCKUydLHIrKWo6/0UJ0BlPXng9tRtmgG\n",
"AaGW0e6+RfjXC9p2aVf3s3LRdUAemunu5h6/MsyjChV7Womeri2At8P0G9XffxdgA9a2eantNi1Y\n",
"IiKPos0Rl6MX3P+AOaGqUiKSh0YeDkXZekPRZt5JlueOHyKSBdyK8vq7A3OBP1trE0ptB58gpk07\n",
"F2vf44QTMuqipEOHbuKZZ3qzdi2ccw7Uah/K4ahFL0LvxhJ0UryZAEm6s+FpNCy8U14eHx9wALef\n",
"dRar+vYNt+k29AbeyGWXjWDevAGg3svJaOpjRyKuWh4H7kcXNjkotf59dOLbA6UcNZDvTqH9QtRx\n",
"HgTcQcM6nnhwnrX2n/FsWC6D3s1hzZFh3noYay8L83oKYWDETAMc92k/xzptns8W7LwxbVoWWlZ8\n",
"KADWFvOHP8xi/vzDIh7gmWemsWbNQdx3n4fiENHGLl2qyMmZyZYtY1GTUUtDJs1mdBHroIu9ZGEZ\n",
"cJm19r3QN4L6UKojtnLlMF566QhWrNiFjRv7s8cexVx/fRHaj7I34Sih4VBdDTNnwqZNsH493efO\n",
"5aDlyxlYXc1QVHt9P1pFgWMT6sNUovRRCwwmIOrSWqhEE2HV6HUhBBb1G9CEWQWwZT2H/2ITex25\n",
"Bh9LmP/4m7y3/nsYt1WDhz0iHB/0uxo0o1SEBgk3oiqqBcBiq5+xP3p9rkEdEOuOaV+0zK0bmiEe\n",
"hDpCYY18I+BDVVGHoQnB/6BtJ9YCPzao3VZnYAT6nXuj94xFS+6qCTBrDkRL/cfQftg2fmxDg9Cz\n",
"0XO1FWXfrESd3ahqs20GIgcAb6A0Wouu3W+NKirWymjTzhuAiAwHLgNOJ/DDbkEvEkFvjAL3/y2o\n",
"XsZfrbU/JXUgCUJEpgInAA+iN/q5qE2YGCzlH8dxgp23tSxYsA+XXBLY4NJL4bvv2PGLL/gzcFYS\n",
"v0NbQDFKlzDoyQWdiXdFZ8A0NIM4AngRLQraBbV+K0MPNnp0KXfeOZP8/HWE9J0Jer7JOk7dhOMG\n",
"Bu5037sLncAHo7S3tQQ29AC2w0ShqHNKJqC9A5e09njaEkRkJ+A94pf1j4Y3rLXHx94MimXMPt2Z\n",
"PzPMWyuAkSmqanwwYu4FrnafHuVYp4Hj0NYQ4rwdjV5/4POVcO65ZaxcOSDsjsOHe7nttjQefRS+\n",
"CtPiLD39Szfo98uGb7YQxo37hvvvL6QhZbGA9evh669h/Xr44AMoCSlX2313uP9+SIsiMr1lC8yd\n",
"q8eZVUjGtmLG+HzsBkwCjqN+E7sWhA8NSj8MfBBxsah26CJgLLrw96FmroRAOXoVmp3sFdveAAAg\n",
"AElEQVSpcR9D0fnJizoZm4P23Y4yOPyBpx5B721AGRibUGepAigJtm1u0/aDUEdmlPu/AKvyyOte\n",
"RdWu1cRFKPkBNe/fAB9Za1fFs1NCEMlHHT4HdaIGobHtZKuSl6G/oV8zpbOXEfnQ3qez0eXYO7SV\n",
"dYSubYah8fjzCW/HT8LaV1tyWImgzTtvdQdWOtL+6GJyFAFlpC2o5/8VKusaHwWtGSEiv0Av2qut\n",
"tQ+4r2WhakYbrbVxG8l6ztu11/bm7rvrirg9qFf7QDIHn0Q8h0oAzkYjmFvRcNndBIo0wuEM4B10\n",
"JkxW2OMarnn9HnvPCUk6XIeGKwRwHcqu9ePf1tpwwqFRYcRkoBHHgUAfxzqfJGeULQ9RB/1QdBF1\n",
"bCMOcQ+aAC5GGQJ/c18vAXrF3SNIJNIkeyzWvhXhvRSCYMScArzkPr3Zsc4trTmeeBDivP0ZuAuf\n",
"DyZPrqa8PHpz5cxMzTYFEC6z1iRkSTaDckexpcA3r3jV3DGx9wjBM8/AsGH1X1u8GC6/HKqqwu5S\n",
"hzPOKOW885bhBuIGbN68dZfZs+lqTD/vokW75m/bNnpHlDGxI8oly412vOSjAvgO7Um2CaVLz0Jb\n",
"m8QtnuI2TR+G1u3tjWaWLEp5S0cXyWVoQPts1An7GI1tzvDXKsbxOWkogScP+M5t29APzRAdi86D\n",
"iVIYt6KO2rfod//eWhtTHadZoCUI+6EN6CfR+pnNzoJZaNDhZ7SmcA5Q1GJ1hSLD0OXnsWjWNhre\n",
"xdrJULeO6QZ0c6yzrDmHGC/ajfPWniAi96AKYD2CKZ4ich2axRlsVUUunmP5T9BGoI8HlUY7JOmj\n",
"jozrUdJ3DWrxhbh6pcTEMPfhQT3vuPLr3bo9idf7MWVlGWiWNRjT0OxmPWHM4ziOP/CHrxzrtF5k\n",
"uY1DRA5FjXw0PAP80Ubgg7uNQ3PRiO5OaJR4N5Rh2g+Npuc51ml3k4SInIv2k4uGGuB6f78pERmB\n",
"rhVL0YVT/Ya7Iv8mIPPvxFvbu0LO/noYz+0b9k1rW7ompF3CiAnuo/eeY52jWnM88aCe8/bqq1O4\n",
"+upHWbEisg/S0GEDdSKSS80aPRomT4Zt22DqVBpQMuPF4YfDn+oks8r46aci/vCH/u5cD0B3sOP7\n",
"9PnumPz8eeuWLz+2yufLL0Y9oaHw4m9g1AgY0UdLFVoalahjtg295/1UwzeAD7E2UjlXRLgBo5Go\n",
"ntjJqMPW2IyRF7jJWntHhM/aBXUKJ6Dzkl8JugoNOEWjH1ag2bxeAH3oU7sbu6UXUFD7Jm9e68U7\n",
"DXXW2h4NTbMwI4HDgMloS6rowZAUmgOfo8vbQmAm1jZO8UdkAErA8quD9kUd9IMIUOUjwocHH12o\n",
"omflHB4+o5ZuO6PXx1CUYj+6UeNKMlLOWzNARD4G+ltrdwt5/RB0gTw5HL8/wrFWAwPzoKYkXj5/\n",
"I/Ef4EJ0BVpOchy0JGAdKuFbhNYx1sl6i8gYNPK4GVhhrV3tRgxHALsDrwAcz/FcyqXlaNSktqW/\n",
"QFuBaLSxB7qw2QWtETiKgA8dD0qBi4Ef88n/ywEc8NzVXF1cTfUeGWTsKshoNGLbHTXmP7j7jUEX\n",
"HaMd67TpptIuXfQeVGQkHjGL/ISUIwOfcyaaoAYVa4hL7PUz+fjKX3DW/V2IGLTOCds7L4U6GDGC\n",
"zind0ezEgLYeVPA7bwI+q/GuJGooJTQQyHV9xrKyiJv1SUtj99692Sk3l34VFQzIyKjttWpVeoHP\n",
"Ry464fiv4Ar93+fLy/vPqfBWaWlp2qVwt4VBI9BGh4dCWUHiHWuSgjJU7eFL9Idfja7k3O9QtBTK\n",
"S2C9VTGXL1Gb1YVARqc/mhkbiDpR3VBHpxsa6NoTdfSKUNNbjc7Vg0jud65FMw+/QANLBei87EPn\n",
"7XjxM/A8Koa1DFhsra1wGUbp05j2NDp/AuzuWGduksbf/NDs5uHo79TaAd8ydDnWpxH7VqO3mI/2\n",
"mVn8Gc1Wr0DvG9DgyE5o1jQNpaeucrfNQtc1cd8v6qhlU0N3yhnIdka4j2FUMAAvuRZkOzpF9XJ3\n",
"axNrmPbWpLu9oD/qdITC/1r42oQoyG8Gx60aTYm0sUp9i6a0p6KCHz1RqsVsYI2IvIcatffQhprv\n",
"hcpHAz+IyCZ00vLMZjbusUah1NUmQUR6ov2FPrVNrDFyHYW9gB+ttY0MWcf8jMNRwZ9wvZWi4T60\n",
"CfQfURplF5RG8xzAH/kj4xg3yYv+BGtZSzXVi/rR77EudJmOrnHGoTGBRcC/0Im2TUKUUnER0Vm9\n",
"fmwDjrBNU9wM7mM3iTg7dVgyZq3laHbgiUiblCN1CbivgKNTSpT14VjHGjGFKP2rHzonx8WGaG30\n",
"Bs9g2H92gvvlow3RhqM83Rkoxy7eVEgmumL6hbXsXVZGT3Q1k4caJw86QWS5zzO9XkJ6xsVaH3go\n",
"LT0NOK0nSp0PQYs5bkWowfkKmI5SOkIn+iBD0oOAo9UUyfbhxHagFrofvQDNUCxCqxI2o7ZzCHoa\n",
"ytCFbDHqpN1HgFoZT6VFBUppG4ue0nXoUuFj1EH9Llwja2ttFVDl3lt+520fVLCtfUBFNt4G3kab\n",
"cI9Hg4+jgV/RPL1pLVr7+DXKCFjm/tW+cxqUHoleZxtRJyYHqJrFU+/5yNgvne0M4tWD+vLpnAaq\n",
"mCI7oz0Qe6JB1R/R66eEQO/yWvS6yUTPeXbQ32z384a54+hDgE0zlNgUxMZgqPuIhcHEF2RtgOVc\n",
"yFb2pJqe1NANoZYsNpHLCvowjSw2v7WIGx5FNSv2RLODRY35rLaOlPOm6IJSDUJRGfR+s6MGrS+b\n",
"gPIA/LgH+DthBD1aF9XopCFojxU/Mqlfe+XHeP8/InI3cBuaRTqUQL+jb4D9fuZnNrGJ3vTehyY6\n",
"b66z9T9UOfIlETkD6B3M3ReRwaijVIROapPQSfNntN95PhrxryQQzSkSkQmhwiBuJNNrrY2aMRSR\n",
"ocBf0UVoNvUb5MaLH4BHgP9Za4MjS7eKyL9Qg7a7IFgsC1jASlYyj3msZjVFFLGd7bsAuxzLsSdd\n",
"xmXXoFSUGeiCYZZjnRjFKy0PV5Qm3rqTx4Hb6onVNBLW2o0i4u8/tbuIbEEZ0d+HWxgFYc4GDvWN\n",
"4EmPxM6PTwA2u86cpyMJ6iQBfucNdIHZLpy3DHTgX6JFky8TcMC6o19kDLrq3pnASmwU4fl2q1CP\n",
"IJuASkg+OhH7U0E90JVas1I/WhFr0DTSm+gk2EZWZ6VoTf8S9HS/HEs4SrQediI6j0xE7UEkZVAv\n",
"6tyBntr5aOuJlcC7Qb38JMZ8FA7BPcj2QWt92x+0Cffb7sMvTLYjGpTMQB3kQ9BbpRhdA2eit1Il\n",
"+lvOQfXVKgkI7Fn0tq1FnbE57mdFGocXvQ6CUQKwXcwXuCLii/hLt772k4YsEL1u4lUjjlbB8nnY\n",
"V0W6oM5dP9SRGos6umMIrHHaHLx0IZ0yCpizojvfDcthFVmsJ40aashlJWdMBLs/SAm6hnnFsU5r\n",
"NWVvVqRok4CIzAfWWWsPC3l9V3SC/J219sk4j7UaGCj5+fS6/vqY25cWFFBZECYwdNVVsKoJSY/B\n",
"g1XRqyl45RV9NAX3369jiYWMjCo8nlqqqnIBupIH2dnby/KYaR3n4Fi7R4KI9OCkk7Zw0kkN3/R4\n",
"NDjr88WuSQh/Pv6JUhItqlJ6Ucj769HJEXba6XPuuGN/rPUg4sOG7f0VHQ3PxxXW2ocibS4i/tYH\n",
"E+peDDkfQ1encfRH2Uya1oWtPah96RRK3z9Syr2RwzpLm3I+AMSYK4Er497BWqip0ZqGkpJeWCtR\n",
"7o8i1Ejfi/acDJuoEGN2RiWtE0NZWT4VFbq4qn8+CqJlYo2Y+aO4c3S/kDLFg++/n6VR7o81vXqt\n",
"CcrKhUPLn4/wOMQ6TqOVyeI5H1mVZOeVqvBVRRdKt3dt4MA/YB2nSXpQYsynKM0nMjZt8rB5c/g5\n",
"o6rqZ6644kL32SzAE84WWBqqR6QVFJAWxhZ8ctVV7NwEW7Bk8GAOaaItuPKVV7iyibYg1rUeDhZd\n",
"LdcC+atWMfKqq5gHbIQNVhfRkYJeC1GR4/o46SQi2IJaPB4faWm1WCukpdUiYvH50vB4vKSn1+Dx\n",
"6Fzy4ovn8a9//YBmQwR1qjLcLFZMyFVXTeTgg9+kqqoLXm/8/nV29na6di1254OkXuviQ3puUYZR\n",
"bTo1xQXEs+DtNHNPHIj7fBgxJ6ExHIDbHOvc6I4j9twTHUk5Hx6v9+qcqqou2dXV2Rleb4YnnvVR\n",
"EJprvqrIyir3kllZkZVRVZ2V5isoKSnIqarK6VoqjCvM5Ij3c+i2TXh/EmXvTE67a91pzp2NHgQJ\n",
"nI9I9qC+LQD4AI21pWiTScQ6wlMj/anlhKP2tqSETdddF3vDs8/Wfm+hiCajHA/S0qB376YdIyen\n",
"sXv6UKMm9OgR7zj8cr2AcgGAXFasmCgi36BKR49ZaxNVDupJTk6kMcT/I4c/H1PcRyT0q/uvuvpA\n",
"etUFtBJ33AC6dStF6Sx+Xv+BqDZNWFhry0VkIlpTqMZt6NCN9OzZCwvjvoUTXoOCrfDMFHjlZNLR\n",
"KGNBeg3U+rsD1Udc6mcxkE+AEx8bIirmANT9hvXPxwPAP621CxIYg7+eJTF07aoPCL0/VojIQBtZ\n",
"5KBwCX9s4Lxt6NGDNdHvj1hjbPnzER5NtSUxz0dVtj5c5NEwQ5HfxDGARuCj/xbvvQfPPhvp3T4o\n",
"g68OTbUFtU20BbVpabGusZgoabwtqEMc13pUlEpW0QrNEB2OnqdwghwfAb8m0OOrfnvPyLbAf/3G\n",
"Fr44++zl9plnFoe8GtNxE5Fc4BGGDTuHyZOlrg4xfuQSEN2su9Zd5kh3lCJ3IPBqnPTwumvdemBz\n",
"4GfJIL75oNPMPXEgkbknOMsZTNuNPfdER1LOhy8trX9ZTg5ljbznm3G+ynEfAGzNzydtExz/rq5l\n",
"fhgJL5wBPw+jK5BpxGQCXsc6jS2Vie98RLYHDWxBMpFy3hRzAEdE8kKEDPwKcd8lesBw0Va/nFU9\n",
"FBRo49FQeJvY/snrDX/cRFBe3tg9A85JURGNMFIBFBWBFmv/AjhHRPZFf8a+qELomSjv/A2U+uj/\n",
"0avwO4Pl5bF/i7S0Wnw+T11GLDPTLyAh1Nam4/H8CDyF9p35HYmqozX2fKSl1ZCXt5X09BpOP/0B\n",
"nnrqr2i9RHfggFgUGbcVR91CQ4yZB+z06/fJuep+CmrSLY+fWcabEythE2RWQ3WmRrrrISenhNzc\n",
"UhIouXQpq2koA6wClZ6eygUXDOSoo8oAwVqw1oO1Qk1N/D129f54AfitbVxjUX/T2MRRWtqdysrc\n",
"kPujG1AmgSzZL621wU26Ci3pZxumMY4Lv8pnyQSAvkVFbItxf9SkpdVs7NEjUiQ8GSWwJTSdgthU\n",
"YaHY58NCzy30F4vHCr4tPVkXElyIW8I9CjYQq9b0yCM97LtvkzJv4ZBWUEBamDkivYm2IN3rZWAj\n",
"bYEX9YI2l5fzDbAT+PJBKkGiXbU+1Gh+hVJXFgLLiorw5OaSidtMOzOzsjYjo6oiK6vCm5amX7K8\n",
"vCvbt+vvn5VVnpWZV5lZWtWjnHJqVq3ogTpuoahFS+7eRFukeAFE5CKUwl+Jzpfl5OV52b59FGlp\n",
"tZSW1m9AnZW1nfz8eOqYE7rW3XnwNLQqYlA9W5CWVkNGRhWZmZVkZFTj8QTmcmuhsjKXysocamvV\n",
"qfR4asnMrOL552+SiRNvivCRV4vIp6gT5kUzhEvQUzEfjfxbQq71vBIKsqp0cVzcnY21GcSSg+88\n",
"c09sJDL3rEDptT2BvY0YccWXYs890dGi58Pj80lmTU1WRm1telZNTXZWTU0WxDVffYuGhavRNcE6\n",
"tGSmAhjwU79+XbOqq39XnZ5ebYPvhxAc8Jmvyw13So+MGph6KqVPXSDB56DEsU41gBHjcazTGNXU\n",
"+M5HJHsQOfOWFCSVNikiQ2Jv1RDW2lYt5wrq83aNtfZ+9zV/n7dN1toJ0fYPOdZqYOBAVP3hBrSw\n",
"KWHN4RSaC+vQBvL7orz2//rpbiJSgHLiv0Yd0GyU+39yM43lKeAv1tr17vVWSyD7OAZYEo6KJyLv\n",
"oPWCALuG1LtFhd9QGDFnANdZbPkGNgxPI63nOtbJj/zINrZRQQU/8iNLWUo11dSoHY+q0ujKZA8A\n",
"XkfrJpoLS1AH+vNG1HY0Ga5C6s5o/5tH0brIcFgAjLPWVhsx49FaQoBnHCbeRGJlrDtj7dLGjrmj\n",
"wIh5H61JBRjuWGdFKw4nKvxqk35b0NpYiK6UthDo7lyFejbVqETeYgJyhJG8GH/rmb6oIoRFo8DD\n",
"3OMtRlU54pBzvcbfpqPu2CL9CWK6CFJqsZFqwNYA1wIvNmYecJ2qU/6fvfOOk7K63vj3LAssvXdE\n",
"pIjSFKyx4EWwtxCNvSX22GtsPxsqGmOMGsGSxI69RUUsgatGNAqxIYKANKUjvS675/fHeYd5d3bq\n",
"7szuLOzz+fDRmbnv+97ZmXnvPec853kwsa13gCOyeT8Jzj8ECyDDViHrgLuAJ9IxuRaRQqzVsX2q\n",
"sWliFfCgqt4YftKLv5Qok+N8p+6RLF2vFjHw4scChwQPt3fq8kzSoIIQaYxVIddit4ZG2C2nGbCS\n",
"LPg6h/Yw5wD3YuvoVCxZsQLLGU0naAPOB6VJyH+1ydkJno9H8Y88p1TcByUrUNXPReQlYISYWtFM\n",
"zDCzC6ZakzEWYrv/2o7CvMLJwJuBl994EekPPCMiA4maowrWbF4ZfIIt1oWY19pELCj7F3ZTWxzb\n",
"ixXql4iUc5LRXj4iGrwNwvZKaSEir+7UPePFe0H2aE/7DkD91rTesSc991jDmharWV23IQ2btqVt\n",
"s7GM5R7uAXhbRF7Devu+Bh4g2hD9YjCXbG0wwGgg32E/pXeA2/PBdyjI7E8BEJGLsfvEIXGG9gEm\n",
"iUj/8Yz/GsuC1wF2xzZt0XuiqYvFUrHCuAY4OytvoGZjItHgbQ8Srzl5gxXYgtI9xbhIiWQdxt37\n",
"HvtxfYE1b3XHOM39sS/cSiw1vAhr9IwEUJHd0jLsj/M1psBYMROm8oisaZFrVwL7YaqKwJYgJaLy\n",
"v6ddKxq4taNdySIWjceCj3aYkNhZwLEisgL7U0f+LcV64mYDs+KpDAeB2vMi8kK2k0CBrcg9lKd2\n",
"jgGuyiThpqqbReQfWC44Ed7D7kmXpXHKpsANIvKyqoZZRbGiJbXBW+4wkeiasQd5p0dXQdjeKuxH\n",
"EqmGVZIGFhfPYay5/TCrqcZYcHQLRq+cDqz04jsDLzt1yX4/NQ7ZrrydGfNUAaaYsz1GcYpkjnth\n",
"1Y/ZwP2q+njWJlFBBJWP4cCp2Br5NVYVSWWEHHueSHSdD4h8uLkwAl4JjAOG5eDcqRDpY38Po8v8\n",
"Edu3rCY97vkyrESfafbjEyzbOxnbY+2OBVkTsOrLr7CFeWyG580IAXX0s+Dhs6p6arrHBn5ZdRL5\n",
"53nxjTBzzN8DeynaaS5z5UzOrOSsy2AMpuR5ALYvnQQcjQXX7bDsb2vgu1SqnfkCMaPRD7DKbSyu\n",
"UtV7vfivsEWmFDM/L89LFglXlsIoAbZDNZ6lyTYDL/5oouq2dzt1aTSTVQ9CJt0UAsdijrOtsS95\n",
"B2xBfBOLVqaQXDZuK8Qm7N5ZD6vYd6Gi/cDJsRb7Ez+J3S/j3lOC33A37DP7BSuYrsgksBORbphA\n",
"9LExL83FlG//A0zI1LImUNj9B7Z3+hKrTr6KbZRXxKgn98c2r5OxWL4Ldp/tA1wdc+oPsX7yyR3o\n",
"sPARHhnXhCYFwFdO3YBM5liL9OHF/xpr9QAY4dSl5lXXYgu8+LrA5nhen158HaAvZnl0NMGt1qnb\n",
"qWpnWRY1yqRbRG4ATsf6P5bGvNYGu5E9qaqVUoXJJ+RZ8JZLjMUaw+tgpev9sE33Y4SER0KYhVWh\n",
"HFahiRQmv8H8OMIoJTeLeEVxC/DXiBRzdUNEIvSASPPu/Zi10Sexv7Nk8OLbYBYKewb/7YXJBhdh\n",
"ifrFpZQun8CEnW/m5nalaTtMARbI/BMzXm9ItJm6TLAZbErW15QgLV2IyPNEfZMALhnP+F2wSgHA\n",
"vk7dhDgHNiYx4+x+VNPJrG+18OLD/m7/duqGJhtfnQgFb/GYJ1s7quIeXpFrjAdO0SAJEiRtT8D2\n",
"KUPijC/GWBkzsUDzK4y9sSG4D5dggeeuwAuEBBUCbMQ+/9h+3vlY5SBy7knA/Mh9sIJy/ykhIgOw\n",
"nqOE2J7t2Z/9S6cwpdsknTQn23OoBQTVoAhl9n2nLl4vZy3SgBffDvv9DcSCtr7YPqYU28dswCrx\n",
"B8YL9qoKNS14m4dteuPqFIvIVcAlqlqhXrl8xDYUvIVxL7ZR/4z4HjUzVLVnooNFpDu2CM8InroY\n",
"C0iygb9jmd3TE7x+C1YBPgzLTs7CFvg3sJK/ZBIQVRVE5APibzbA3s94zOKiTNN5kJV6FqsQdcI2\n",
"G5HG4Z+wjcQ0jMI3HZjl1K0VkfFY4A1m3n1mnOu+C9yoqhNjXwj6PzpilhzVTn3MNYJN4TKi6nAA\n",
"HMIh/JE/IshlTl3877hIT6IshVgMRbWystY1Gl78fCybuhJoWcFm9JwjXHmrRVpYjAU1DbBi5Urg\n",
"yx3ZsWM3uh1WRBFtaPP8Yzz2AHaPWo7dv3bEMuwXYEXNkuDYFRgToxXlg+flWHUtFZs1Hkox5kYl\n",
"lLjSwp9VNbZSVmmIyBCM5TCEBKbKgnADNxw9XIfH8V6vRWURMGAWYN/X5UCr6gwsahKCv91VWNK/\n",
"D9F9TDHRfcwMbA2dhjHQ5zh11So9UdOCt3XACFUdnuD1m4BrVbXyOsR5ghobvNWtC8WpxKUqhZGq\n",
"emG6g7tK10VzmJOOMs+nmAnnNCyIbIYt2JdQdmFeh9E8uwSvfauqeeLtmjlE5GQsCEuGD4EDY4Ml\n",
"L95j6mtfYgFa5EY306krV/Xx4uU4jitaxrIRWFXoNoxffjom+JKsV2ubRdAP90Ds80dyJFdy5dNO\n",
"XaKEAoi8AvwmwasHAB9vqwbeXvy/gKOChz2duhnJxlcXaoO3uFiPBU2RNTLSB5opVgI/YsFHyxRj\n",
"qxOKJcRmYRvLtth7T5jMjMFUrLXwUOyeewz2npsGzz8Y9HBnjEBgqhdG5e4PtGxBi8NXsGK7fvTj\n",
"fu6/yKl7qCLnrkVqePFvAUcED7s7dT9W53xqErz4r7H++unYbysSpE0DZjt1FfpN5BL5LlgSi8+A\n",
"S0XkndhsvIjsgfXDpeNHUotcI7eBG8AfRORRVf06ncEncuKTd3N3qqzjdcC94eqSiIQVs8JoCIxV\n",
"1a1lMXoO6884JfhvPH+iSO/a3wG8+PrYBuDMdFX6IjK7S1m6nrLN8MvJXnV0q4SqPigin2KaE1vw\n",
"Fm9xCqfsneLwP5M4ePsQAJFHgEuyoeBVw/AF0eBtd6IV+5qCXFAK842aWYIlehTrIY+gAWWTmxUN\n",
"bptRnm5PcL0Syu5tSokGiVVFx78Eay1YrKorA+bBTsA+GE29GKN21Se5t9xORK1W4n3GQ0TkoIpQ\n",
"LIOk3vfBv+cBvPg9l7HsvytMa3T3JIfXovL4gmjwtjuWjKhFejgP+w1Nd+qyYRFT45Dr4O1ijL71\n",
"ebCJmR48vyOwN0YrujjHc8gXTKB16x4sXZo1n4cagKVYf34Eo0WkbzoLzaEc+loxxVf/hb/EvnQT\n",
"pgC6AzACUwhdg/UO9Ehx2tOArSJ4C/6Gtwf/ABCRfbBm+YiJ9wuYHkIERdjfbIgXvxyjV87HNjab\n",
"sU3wVIwj3hD42an7IaBaNnPqamylsrqgqhNFpCv2OW3p9TuJk3qeL+efu0JXPJrgwE8R+RjYP8np\n",
"z8M+p8QVvK0TsSa3z1fXRNJEKfAUUarxx1hiJZuoVODWm960oAVf8/VPa1jThMr5TYEFSpl5YWYH\n",
"Qvl9TQG5DdpKCfY5WEIxghlAPxE5G+urq+zaH+8zHoJRxyZX8twRfNOKVptb0aqQ3Nq91KK8uueL\n",
"1TWRmgan7rPUo7Zu5JQ2CSAi7TE1wMOxcr9iSnNjgD+FVZK2BtRY2mQ2sN12cP31cPPNsDjwFD7g\n",
"gJV8+KFtBJo3n8pjjx1D69Yz1JXvUxGRzphKV8MTOfGR8zhvsaJ1zuKs9bOY1aCCs4ql5fRX1W8T\n",
"DRaR1kAdVc2G4WW1QUQGqOqX4ee8+ALgt1jypBGm0NkD23xswmgI3TAFsznYBq4xlmSZAfzGqVtP\n",
"LSqEQIluZszTTwNnxE1oiPQFEn5XQ9gf1f9UfoY1A158W6Iq9R85ddkOhLKCEG2yBEtiLSV6L3qa\n",
"rl2XMXv21idA064drF0La3LOXBqPqULXw+5VrTCqfEOMGdAMq2zVwQK6eljlL1uIUPVfV9UlccRA\n",
"FlHeKiCCUqwyWRjMqQDrgdoQPFeMiZ3UDd5Pm+C1l4CXsft4xMboAlV9OFtvyov/H1bVLAWaVnev\n",
"0NYKL7499pkDfOjUuWqcTi1yjBrV87YtYpsO3uJh0CD46KPo4yefhB9/3Mj776/hyCP/Q1HRN7z4\n",
"YkP+979d2bQpLMAxcjzj9wV2eY/3SkcwIpPMaQmwp6r+D0BELgIeDF4bhRmktsdEO87BFvm2GL2n\n",
"bjDuH8DFqrpVBitefGHELiAI6rpgi/VKbAPUC9tEFGAbhyHAhbW8/MphiAx5dhzjTg499TdVTcw+\n",
"ENkFU7hLhmfJwC5ia4AXPwf7zq4Bmjt1GUmvVwXCwZuqForIR5StpL4MHFeBU39I9it32cOTT86k\n",
"c+cdWLeugGnT4PHH4bvv7LUhQyy4mz4dvgjYxI0bl9K69SpatJjNxo3zWbPmRxYsmE1xcTust2vi\n",
"//F/hf3pP+pxHmcMYyJX+rWqvhF7+WQQkSLsPt8Cu//vjiWoNmH0xO0x0a1mwb91mM3RFKyS2Aej\n",
"ML4THFMfC+LmYYHap8H5YrEB+DdWdf0v8IWqrg3mVB/7jiRU3BWRgnDvcmXsYndqDNUAACAASURB\n",
"VFLBi38UWxcBBjl1H2fr3LUoCy9+HmZZtBq7j+Wl+FItKo/a4C3PURu8ZQ91C+pvLi7dGI/a+y9M\n",
"WUyBizClyO0wQ+dlwD2q+pmIdMD6tJZjdMFM8ZGq5u8mqYKI9LEF/18nHze+Wyu8+F2+4IuvruGa\n",
"yFONVLW831sYIidiPY6JsBHogGq2fJjzHl58WNClt1OXtulxVSFO8DYAGIm1DEQQr4+pcv1rzZvD\n",
"ihXpjJyJVeDbV/ha5bEIuJRmzVYwYEA3+vdvx9y5+/P66wcCcOaZcMYZsH49HH00bN4MnTrBM8/Y\n",
"0Rs2wLhx8PXXyldfFbNkSV3s76GtpE2dZqWN+THaGrQISy41whJPa7FgqgQTRVmC+avNxGjhO2HJ\n",
"uVZAP6pO6KQUq7CsDua7EmM2TMYCuiXAXljSrFHwPhZjldpFwBRVXRw+YcBSmY5R4ecBXSPBnYjs\n",
"ilHnV2Hfv3XAv1Q1LRtBL/5cogbdlzt18XrIa5EFePGvAb8OHvZy6hKpDNeihqPGBW8i0ptoj1IL\n",
"yi5KgrXvHJjTSVQhQh9QRVW0qgrFBFWmQgpLN7O5FaaAdR/RnqmajF2wzHa6ql6JsI+qfpqF+eQV\n",
"YgK4Aqeu1IuXiFxx6LlGmOiJA25x6tKh8dUiAQJz0VVAkaIzBuvg9L6f1s94MXBiklHHofpK5WeZ\n",
"//DirwMi/qCnO3VPV+d84iE2eAs9fy5m2Bw/QGvUyGiHucU67P5fN9XALGMThYVraNlyOStXbsfG\n",
"jSbWseOOoGp0+5V5Yac5F6NZZjOwrQw2Y/6G67BqZEfKfn82Y9XBTcQXGrlf0/SI9OIHYr5zAM86\n",
"ddtUVb8q4cXfQLRv/RSnbnR1zqcWuUONUpsUkdMwT6hNGLUgrXTgVoK12E02X1G3DnUooYTNbC7A\n",
"qlO5xBri00lyhbRULdPAeRgVZqtBEKRFAre6Tl1x5L+RMZHXnbq1Xvw4zA/vAuAP1THnrQXB3/or\n",
"YG9BenjxLZy61L891QnABERuxdTh4uFlRMBoOIvYyozPYxDb7J93wVsiqOqjIvI5Rt8+pNyA3Cv/\n",
"Qnkz6apCPTZvbsnixWWrXj/EKTjUrWt91IWFUFoK8+fDuuRF6gywAKt8fYOJXTXE9if/BaYGCpEF\n",
"mB/aMdhvCmwvszA4fiFWVeuNUXiXBGPaYzTJ1VglrR3GDImoSjYmcwGVQhJ4soVe75/k9V9TVi04\n",
"GSZj77MetYqTuUbsfaw2eKtFWsi1z9tMLCg4NB+NjnOBUHQdq7RYMXTrBk2bFvPVV1WdIa0OFNG5\n",
"88ksXXoLGzZsR+6kr+dgG6dRWG/bVcDZ2OfWmpAqIJbpbBvpT9haEIg+vIA12D/g1M1JRqH04m/B\n",
"AtmdnLq8SI3XVHjxD2J0X4ChTl1mptumQrlfGiPnAT1R3ZjZDPMfXnxLjCINMMGpyzu2QKLKW+j1\n",
"upicfPUxTwoKLDAC6lBICRWK9zdglZ8VRIOcimIN1k82kuOPn8gFF+yAURz7dZ2px66RtT2XzpsE\n",
"zz4LS5ZAgwZQp44FerNmZXKdqZhU+4/YPXAyMKsikvuZIuhx64L1Px6MUT2/xnw3l2MMpWZYr/F2\n",
"GBOmEdaHvCkYMx9jz/THqJPpBINdVXVOOnP04j8nqjbZvPaenxt48a2JBv0fO3WDqnM+tcgdahRt\n",
"UkTWA1eo6qicXSTPEPqA5mMNzuEM50RMSEMD35fvsRuyLUDHHAOvvho+Gbz9NhQVWX9A7tW7sonX\n",
"iXK54+Et4MjQ46tV9c+RB4FKael4xo9ZLqt2W92hkZ7V9LK3Nk+dfFS5M0UwcKAFuy+/HH3uiCOM\n",
"glS37moGD/6aAQP+Q1HRV5iK3w/qXJndSkDz/S7mzGXmtrXAi4+omS0C7nDq/hZ6TZw6Df13H+wz\n",
"O86pG1dNU94q4MWfgTESAK516u7O6AQiw4BXU46Loi2qS1IPq1nw4mdgfULrMVW8vKo0pgregjEN\n",
"sOpPKpuTdJHaQ66goASROpTE5GnadYBFC+IfE8UELOhpignpPKGqW3yWRGRfIKJ8uo7UFb54830H\n",
"OBfb5GzZoHjxRwJvrmkEE/Zh9Ijr+Q8WvPQD+lJc3IwJEyyI+/lnWLQIli2DhQu3BKgpMBv4APDA\n",
"+7F9ZtUNEWkIbFTVkpjn62B/gyFYdW4TRs1eggWHkXX4DFV9Kp1refEjMaYFwGCnzlf6DdQiLrz4\n",
"77E+yA+duj9W93xqKrz4FsBAYJ1Tl3dsqRpFm8Q2yB1zfI18hWKUiyeI+t30xbJsG4IAbjRwKwAl\n",
"JTB0KLRoAf/4R3AGheHD53PnnR3p0wf+m9DPfDO5/ywzxaGYkEL90HPhhfpIzIh4MvBUbMYzYiHh\n",
"xX/RQpvu1mI+8v78B+8dzOBnML+k/1BYuCPNmrWmR48NiHSjX796nHxyS4YM6cCqVdCyJfTYsidq\n",
"glUrwhWLTeL999j31P6NH/8tgwdPwMxUI7hHRO7BaCefYJuWo4ClqlrjlLhC/W4zMerPJuA+L/4U\n",
"4DKn7r+RwA2jzmzEqqArsd7VWlQOYdPuitCS3sASDH3SHL84oFM+DlyB6tZCX5+IBW8NMOXAGteP\n",
"qarrReQKTIQpG0hdgSktjd+LHT9wW4h91x4H3tYU3x1V/YSAMSFllVIXE9/nLN58D8OqxusC6mIR\n",
"QGta33gap7Hb2t3Y7/0WnfW9w7ckhcV7oW7dzhxwQD8OOKAva9bsyk8/DaRr1x0oKKjHwoWW/Jw2\n",
"Dd55B2bOjBfQdcUYGGcDyJFHns1VV41Wlx/2KImEjYJg7iviqNKKyFSiwduTInIKVt38HHhUE4sc\n",
"xXop+gpOuxap0adWZbJy8OJ7EPWRfhWznNqqkesN/xXASyIyNripb1NQ1TdE5BmiFKkiTGnMB4+f\n",
"JRK8AYwYsYGnniqiRw+4LvD6/PTTjrz//vP06nVikuAt3wI3CBbcGGyKeX4XVb1aRIpEZCCWzf1c\n",
"VcNm0GUWEVW9lxRmlhJVEwv/60v5nrt6mLDJLmWevfrqtdxzT7xTl1PdEpFJwCVYX9yOwEHAc6q6\n",
"LHZszHG7Bdd9PqXaYO7wFdaPcRpGzbkN+NSLH4VRKadhgRvB662xpvhaVA7TsJ7YRlTECFe1FJH9\n",
"yLxP9XfA7xAZger1GV83/zARMz8G+zvWuOAtwFhsw/GbVANzjo4doXVrS3wdcQQMHFhAQcF/gY/V\n",
"uUyD/m+xClBTLJkZwRdYYvOvwBFJji9TtVvK0tvv477Iw0HIlnM+ilXqIhiF9alFji/m1FPvYtOm\n",
"Xfnii32ZPbslN99sKpfz5llS9JtvTCwlXI38/PO/c9ddj8no0Uto23Yq33+/gsGDX6Nv30+AH9XV\n",
"CJXezyibRD04+O9vsKrlKQmOCyeYas26c4jawC0r+JGorsI28X3NNW3yTYwO0gvL3s3FVBjLQFWP\n",
"ztkkqhixpVEROR7rLYpguKreFIwVrE8gKmxy7bXzOOSQ7bjjDvjgg8izH3PyyRMZPfryKnkTucUS\n",
"jMsfQTwj08Gq6sGk1YlmFJ9z6k6mAhDvCzBKST+iVJt+WMBVNhO9cSMcdVRlhAPmAt0i9BYRuQUz\n",
"qo8X0EYwHtuMzgVGhj19so0QFfJcTOlqkFM3NTANPR0L4jZjap3LMMXOI4ExTt2Ric5bi/ThxYc9\n",
"v9o4dRXrCRZpg/XvZCp7fiqqz1bomnkCL95hvxuAkU7dhdU4nXJIhzYZM/5+LBFU1ZgOzD2x8bnz\n",
"Wh58wplvHlPAvC7lxpQCb2JWBx+oS2/DKSLvYQktsEp/dyyJ10RVN4lIV2x/8DeyRx2tGtxxxzT2\n",
"2WcCUebGZGCROpdX/kuBz+nN2D0ittJZJ95a48UXYoF3A2CmU1ezPptabHPw4j1R/8t2Tl2+0Z5r\n",
"VM/bbFJ71qiqbjVUrDjBWwes/y2CT1R1v9D4sM+HYdSoJfTs2YYzzjDuvmFvoqacWzsmquoeUFZa\n",
"HZju1O2YzQuJ90WY/08kmOsP9OXVVzvx4INJj00Tc0iuEhYPF6rqyGxcPBm8+J2xpMrQcB+bF78d\n",
"FsDtjVGd1mOb5Cvz7YZYU+HF/wWIJGMOdererdQJRQ6DqHtxGpgK9CGHSYJcw4tviiW/BPjCqduz\n",
"mqdUBhUI3n5LClZBrvEAD1BAHWYP6T7mzzfWX4NVaGLnPgOzOnhCnUvFMLgVuCl4+DHRhMXBwIeq\n",
"uik0Nmz/UDPQtCk8+CB02RLtLiGqYhkJ6r5T56pd8CpIFnfCKKkR9FfVuBVrL/4Tou0DrZy6X+KN\n",
"q0Ut8gFe/J+BK4OHRzp1b1fnfGJRo4K3bRHxPiARiTTWg1U0WqjqmuC1K7HerygKCtbx7rv1ePnl\n",
"Qh6JeGVyDUa/LJ8TzRVEYN994eqrTZXsyy9h7NhVTJhQFRYI16rq3QBe/KdEjW1bOM2YvpMxxPuW\n",
"DBv2DitW2IZwyJAFXH55I1Sb8tBDMHcuTMkdg1BVc6W0WQZe/Cbshve3iMdb6LUO2PdtoVOXlkpZ\n",
"LdKDF38yRpsG+D+n7vZk4zOCyM2YtUMqTCRIktRUePFTiarwNXHqNqU4pMpQgeCtM2U31tWN22nd\n",
"uoRevQ6kS5ddad++CfUD9t26dbBp02Y2b/6MuXNfZty4sWzePBujLRVhAV8H4CSi1cSFRH3T1mEs\n",
"nImY2uNqrMozHTgaC+4iTIWvgUuBX37P7w/oSMcHv+AL3mVLvmMTFsA7jCXQDpPvHw+MA+4HhiV5\n",
"n1s8T+NC5F1Uy1s6RFBUBHfeCe3bQ7160KpV7AjFaF2RgG5y8N8ZsYJZVYGgx/Le4OEfEgnKefHh\n",
"SvDBTt37VTG/WtSiIvDiTwSeCx7e7NTdVp3ziUVt8JbnSBC8PY6JbERwmKqODV7bm3g+Yr17T+C6\n",
"6/bhtNPscfPm01ix4lvguFzOPyn69IHu3e1fr17r6NHjSU46qRlLllSIypgGBqjqVzHS6gc5dR8k\n",
"OyhbEJHWmAJZI2A9RUVdeOedhpTto+vP/Pk7MWpUXX78EZYuhU0J9o8R89177/2UMWOUIUNe5ZVX\n",
"6jJp0og4o3fEaEa/wwL+cqIulUHEFiDY/D6PqU0Wh14vqOXi5w5e/I5Y7xvAG05dMmXWzCHSCHiN\n",
"KGUtGbqj+mNWr19F8OKfIdq3s7tTNynZ+KpEpsFbcMwSohYzEa+t9HHAAbB2bQkzZ/7A8uVLiVa6\n",
"YunqWwsUe2+KBX6TgA+Bf8WqMiaDiPTBApW3sMDycUymP4J5WHvD6uD11AyQBg3gpJPg1FMJBINi\n",
"sRHrIQ4HdN8C83NJvRSRPTE/uwjOwSrx84F5qloM4MWfBkTUKW9w6mpWVbQW2xRiREvecuoSK5NX\n",
"A/I6eBORLgCqOjf8OBUi47cGJAjefo/5iYXRQFU3iEg9rNGyfObvppte4MknT2DOHLv5d+o0ip9+\n",
"isj3Xsd99zVA9QauuCK+elgu8bvfwemng/dw663xRtxMWIyl4ugynvEHAk8UU8x85g8/Q8+4KeVR\n",
"WYKI/BXL+gLcrKrlsjnifV0s+29B3cSJ+zF5cj+efLL5lkH33Qe77hr/Ihs2lLJkyWzOOacLGzfa\n",
"Jq9u3R8oLm6Def5EUAocD/yAfWfWqeqiyry/2iCteuDFF2CCI02Bn526St/ME8LuMam83rqgmk9V\n",
"n7TgxV8GW1QsznPqHq3O+YRRweAtTKOPiNrUInNMx+6XP2AKwR9gQVdrrPerIaZA3BNjdXTHKoXZ\n",
"R9u2G+nfvw4bNxZSUgJXXWWq0omxnLACchDcqXOrkh2ULgJ/wZVYpTMWG4C3gecf4qEfe9M7kgx5\n",
"1alLquAX2OxEFKT/WBWeebWoRQSBOvYvmLr7Aqcur5Tu8z14K8UyYA2CZuR0NoWqqlUffOQICYK3\n",
"ntgiEsYbwG9UtVREwoaYPwLdgv+fzODBBYwf3xuA449fwYsvRgKCUar6B/F+X3744U3OOy/papAT\n",
"jB9vRqnHHx/v1d0wuko6ZsLJsPAKrjhpKEPHH87hkef+pKpV4ociIttjFbA6mPH69umqQ8pxx23P\n",
"t99exznnzGX33TsS7alrHveANWvgt7+FDRsymaISFW2YAryYqX1BRMAkk2NqUXl48eOAwcHDjk5d\n",
"SpOtCkPkcuAvKUYdg2q2JOurBF78flgvFcBjTt25ycZXJSoYvIWD0VwjridcU5pyOIezghWjxzL2\n",
"bUzm/1eY/HZPUnu3pYsfMRXENiSuMCanNNZUtGq1hl69lMaNG1O3rlCvHtSvb2qfnTpBu3b2/2Ur\n",
"dnMoH9RNU+cyVtYSkduA/0sxbENvetdrQYuCszl7/pl6Zqck5+uB/Q4jtNgtomPVAREpDObSEPuO\n",
"/xRpVanF1gsv/n1gaPCwk1M3P9n4qkS+B29nBv/7VBCUnJlk+Bao6hNZm0Q1I0HwJsACyqsqjlDV\n",
"60VkBHBt8NwabFHrD0BBwduUlpqc8qBB8PHH5v8Gk1R1dwB5773u/PnPk3j//WYx5x8OPAj8RKb0\n",
"myhuDo5vDPyWcDD21luX0ajRuZxwQm8Wx+hY7L33PPbc804eeOBeyi/2xVglIFa6fyRGRxlKatyr\n",
"qlel8waCG3lbVa3QDznw4zspyZCjVPWttM7lvWDeh7FWBjsD9Rk5El56qSLTDONzYFhF328tqgZe\n",
"/J+Aq4OHRzl1aX2HKgTLtqfqB1uCiZjUGENvL74RJmhUAHzp1A2s5iltQQWDt1hKW6YYyT779GW/\n",
"/QZRVAQffmj/4mMZZqsSF0UUbdzABo+xCrpWaDbdusGPASO3Tp3vKCmZStSDaZCqfhysjx2x9oHO\n",
"JBc4qy6swHr0GhK/YpV9NGhggiglJSaIMnAgdO1qPXXNm9u/oqJijPIYG9TNS0W9FJF2WPKoK/b3\n",
"744lXWP3KfyTf7IDO7Rz6hYHn1cTTIirI6YSei322UVwk6oOr9T7TwMi0hybf4Ng3t0w+4m9KFu1\n",
"VuB9jA7bFfCquq0IwG0z8OLDe+ljnLq8SUbmdfBWi8QfkIi8RPl+NQWGYDeZN0PPnwdElEpKMLpH\n",
"EwDatiUIlIqBpqq6AQKBDRgNhBur/wFcwODBj1K25y4VIt48qfAFUJe6dTtSXFzWgLVHD3jsMVi7\n",
"djb33fc9H33UhOLinYBnMErFJoDA3y1CzXhLVY8KVErTUWhcgG10jiIq938IFhi2wIzCHbb5gJAI\n",
"SiYQkQFYU30y7KGqE1OMSXwN7wuBnixYsDuXXno3S5ZEKTwnnww9e8LUqTBhgjXFr18P81PEZscd\n",
"dzgXXvheDfEj2ubgxYdtRG5z6m7O6QVFGmJUvGS4AdUa1dvixX+L9Z9uxkRLMipd5woVDN4S0+jT\n",
"QzF2/7agrH17WLgw/Hoq9edUUEyhVrGesPIsgoYNV1CvXhPq169D69bmpbYqLuNvApYYHErmVhe1\n",
"ANhuO+tFb93aLG6Ki2H6dFi7tpS99ppH167fsHz5LL7/fhlffVXK6tWFwM/Y2v11LLUx+P4dBPwe\n",
"OJDg8x3IQKYzfcZqVhdjicZUeE+TibxkABFpiQnYDMb2QS2x30dHTCm6orhFVbPR2lGLPIEXfyxm\n",
"cQRwu1OXqrpcZagN3vIcSYK3SzAaIcCXwIDQYccR/cKBeW2dStRQ8xfiL257q+qWLK14XweTeA8b\n",
"8L7PsGFvs2JFOYPpMDrSkflRR4PvgD7JxidEo0YrWbvWKoD/+AfssEOE+rEJk8EeBXwayQoGWbxF\n",
"GHVmJbbpuIg4hthZQhtVzdhTS0Rex4xfE2GaqlZmIYl3zSJee60OzZv3oaw3XT+gNStXWgDXpo0p\n",
"gXpvwV0Y3bopAwcu5NBDP6F798+Ab1m5cjKvvbZAn3ii9sdfjfDiu2GUXIC3q8xDT+Rs4LEkI/bD\n",
"lChT9cnlBbz4sCDU3k5dZSpXWUNFgrfguNlkbi+yNaIU+FPwrwBbGxo53MbzOf+76UxnEpN+fp3X\n",
"n8cqYool9DZgVcVI0movLCGaTnvGEuDd4Hx1MNXMHbFeuZLgGooFD40wSunK4PUNRD+3T7H+r7bB\n",
"82uw5MJSrMI1C/P0LMKoo/WD97cjFpTsgu0RGmIBefbbIurXX0G9elNYt246JSV7ElUA7UvFqLGT\n",
"sModmLBLi1jRGBFphfV0tgeaYZ/XZmx/0zR4PAerjvXA9lLJjNwTYR62z1qFvZ8EDeccrKq1Kppb\n",
"Cbz47TGROYCxTt1h1TidMqhxwVuQNTkJ2AG7AZXL+qnq73M6iSpEkuAtXL15BbtJ9wsdupSoytij\n",
"WAAzG7uRx8fee7+on356Qrk5eH8CphJVj7Vr4eKLNzJrVv2YYVOJyVoVUEAppWA307Q3GyFswgLN\n",
"9glH/PGPcOihX2NB3LPq3BoReQXzEwJTV3way8gmPk/F8aCqZmyEKyIFmNH2nljWcgowiKhXFyTx\n",
"zMkmAuplO8pTL/swbVoR558f/8Bhw8zeYNq06HNt2izlnHMe4qCDxmJN8bV9AVWEoMF6GXZfXAy0\n",
"r7LeQ5HrgTtSjBqB6vUpxlQ7vPgLMZNngIucuoeqcz4RVCJ4exJL4IFtpnPZE74BS9Y1xfrZsoE1\n",
"GM2wNRacKO3aLaBhw7bMmpXo77AZeD2YywZsA/9hIuq3Fz8d29xvAJqGlXLjQUTaYwFRH+y+3QKr\n",
"QjfAAo4m2Po1TlUz3vAFIiCbsd9xa2wdbJ0t0Q4R2RHYF6MFtsKCwu2A3YnTt5hjfI8lXOdiVTzF\n",
"REpexJSLIwyjAdg+oxdGqdwPuAAL2rKBUixgnIKJvKzA7Cg+VtUtPj5BgvgaLAE6F9tXnIkF19fU\n",
"CqtsPQjW1MhvcCnQNl/6+WtU8CYih2CBSkMsA7I8dghbuUl36Pk62A29Kfbl2gNboOLhB1XtFag3\n",
"/Q/LysXHTjs9xtSpk4FXVfWnLdfzfn+mTXuDG29swdL0Ck2tac1Syo39WlV3DW6ADbEb8jgs85io\n",
"IpgYIvDUU9C5M8Bq5sx5lQsu6M/69QNSHVoBLMQ2A0Ninr8Dy+wtwRahFzWJVLqISKIbvIiEbQwe\n",
"VtUL4o2rCgSV1268/PIxjBp1F6Wl6W36+vSBv0X2vszCeibCJrPTq8OPaFuAF/8eUTn/Lk5d1Sk+\n",
"igzF+kCS4SngPAJ6dj7Ci98LiPSvPOHU/a465xNBJYK3Ppi3WbaCtoX06FFKq1Yd6dgR3n47sZ1J\n",
"xbAGU3Mch4knTQl63ouwJOVsVV0l3tfjxx9P4bbb7mfOHGsDePBB80lr2RJatvwCM/9+Tp1bn+yC\n",
"Xny4D3mAU/dVRScfJObaAksysRdIcK43gUgFvZeqxgqVZRUi0gb7GzfHKnTrsaAWGjXqRbt2HWjZ\n",
"sg3t2rWgR4/mtGnTmQULGjNxIkyebNY1sejY0doeevXayLp1i3ovbtNxYOmuhTsuafnLTbu+vKc+\n",
"+eTM8gdtmU+s4E62kg/jsGDrByzhVQhsUtUKKXCKyP6ZCntVN4L+3u2BuU5rk6yJ4MW/g7XMAHTN\n",
"F4/amha8TcYyb8OqoiKRD0j2AYlI+EvVDwto432xSoEmqrpORK7GaCNgVIDt4oyPYGdVnRpcayjw\n",
"DpEKmkhE6CQh+tKXRSxiCWX0CkqBlqq6MvQ+vsAyfgo8QFRKPz0MGwaXXJLMZiCbuB2zLFhCIpVH\n",
"wyRs4SvGFr/Yv/NHwBGxilUi0oyooMs6oLOqxiYpqhwi0hXzv5qPCdckVAoDYMwYa5CPj41YtjXs\n",
"RfQt8HO4KT4I8DsDA7Fs63NaA+XnqxJe/B1Eac7HOnWvVtnF7fPyWCUiHfwe1cdzN6GKwYsvwmha\n",
"hcB3Tl3fap4SUPHgLTj2LqzSXxFUtq8tFd7C7pXbYUHzLeH1IRVEJGr+fNdd69hrr1iK3i9Yv/Yj\n",
"6lzcQMGLDxtNn+vUJaMBVxlE5AZszQE4Q1WfSja+qhGwNjoB/Sgt7ceCBXuwfHl/li7tRtu2heyw\n",
"Q7J1IIIFxNgYAFPUufUisjvGTEmGl4AxWBWsA/ZdLcB+w+2JUkQnYOJta4Dl23qFzIvfF+uRvt+p\n",
"u6e655Ov8OKHAzcGD3/r1L2cbHxVoaYFbxuwsvQDObtIniFF8BamKkWUJltifS+xgcVBWI/Vfli1\n",
"rhupMRWjheyHGZUaWrdezbHHNuGRRxIdB0ARRZzESTxO3P1ZU4xm0hILhv4QPH8wFux0wyqrXbEN\n",
"fHLqyZ57TuXzz7PaI5YChwP/omJ00AjiWhTEVN+uUdW8urEGZuMjMbVQsIrkOYRFcq6+eiyHH94S\n",
"6MsvvzRk/XqTrI6Fqqmfff89FBauZsGCOQwfnmizPBcL7psC99RKNZeHFz8MiARsdzp1N1TpBNLb\n",
"bIUxBzP1zisRHC/+fxgroBSj0aUSZsk5Khm8HY75bVUFirF5lqHfFVLIZuIW3F9W1d/GeyEdiMip\n",
"GDUeGjS4jTFj5gPnE78v6V3s3vV2WHjJix9EdI17xKlLwBWvWojIEKwKCYGdT3XOJ10EXqWRVo7w\n",
"v65pnqIUmEFx8WSOPXYwq1e3wKpu32FV5J+wQO+TrcnXNxvw4pthQks/JRkjTp168S9g9M/DnLrZ\n",
"VTXHmgQv/hiMgg1wl1N3XXXOJ4KaFrxNBkZrDVMvqwxSBG9hes/YCLdeRDpi3PF08TOpKilRTKFl\n",
"y925664RnHtuZhWyxPgY2D/4//uAv6nqjwFlYm+sShXuOzkQy7A9W9kLn8IpHMqh3MiN78xhTia9\n",
"CS9gG4bhWJDZCwtEM5F93oRRdV5X1S0ehkE/QqiRjF+r6hsZnLdKENCYiiPUIBE5AetRiOBpLGlg\n",
"vYaNGq1i6NA5nHpqfZ56qidvvlnZbH77ypqKb23w4rfDglyA95y6rCi0ZQSR47BseLr4BNXK+jdm\n",
"FV78o1hCAmB/p+4/1TkfqHTw1hKjh4Hddypq9RKLJdSrt4hNmyzhcthhcM01m/jssxu57rpewBmk\n",
"TnAtBDpWtBIiIr2wRCPAG6r666AitCdwIXAC5d/vXEyB+R/q3CIvvgkmSRzH2AAAIABJREFUFCLA\n",
"JKdu94rMJdsQkfC8vlTVvLGuqAjE+6ZnP8ZFTVdxx6wd4Is9mPPTdjQmicUEK1fCjBlGxy8qWo8F\n",
"cGWsDNS52nUggBc/EdOEeAJTSFwePF/g1JWG/z+ovj2HqRP/vXpmnN/w4jthyQKAD5y6g5KNryrU\n",
"tODt19gmfj9VnZWzC+URUgRvgtH3WmFUgBaqujl4LfyFyyamYY2bi6lbdyjFxU2CycBZZy3nuedm\n",
"sHbtHknPkDnKBJeqKnZJGUtZKwNDQcFBHHtsX156KS1z2iKKGMGIv13O5f8GXstgXh1VtYwRcrBJ\n",
"ao/dPIdhymRfAVcBXbBs9NVEvYk2Ykbdi2LO44EDQk/dBvxZVVdnML8qReDzszDlwGzi8ss/olWr\n",
"L9llF0/jxl8Bc1L5EW3NCBqsF2I9N78Araulwdp+B/NJ1l9bFt9gNMpJKUdWAbz4c4naq1zu1OVK\n",
"rTZtVCZ4C46PiD2kQ4OcjMjOqFp/UefOSocOI/jii9OJ+m+VYEbtf8J6fQvo2RMefTRyjr8ydOgM\n",
"Skr+Rmrsq6oTAp+tXwH10k1YBT1my7GK/HxVLZOIFO/bYFL151O+8lOMKTOPGjeYhwV6B881cery\n",
"Qh1VRL7BqlYlQDNVrfYqcGXgxXfFeqEB3hk8niOwNTO2Stcba5NJB0so7033nbrqr5hXNbz4f2F9\n",
"khuwvdoNwGinrsSLrxP8NxK8RZLgU5y6ixKfddtFsKbOx76jK4CW+SBaktfBW0Afiz3h/piq4QdY\n",
"9qwc3aYi6n/5ilQfkIg8j2UWIcYbTESuATL2IasUWrdWli7NRX/EdEzU5EZVfRZARC6lvAXA88Bp\n",
"W4LYgQOPYfXqEaxevSPLl9dJ0Vj/KuYRFPGkux6zY2iPUUdHUtaos0Jy/oG88Visz+9RVT0vzpjf\n",
"YOI8YTye70qqIvIvzCcvE6zEFL42U1DQiVatZjFgwFKOO66Ydu160Lhxb554oiljxsCyZfHP0LUr\n",
"3HcfNG++mvK9dN+qc79U9D3VNHjxb2O0XoDuTl1C8ZwqgUhfbIPQP80jbgVuJ/gNVwe8+LBf5Gin\n",
"7pTqmksEWQjewhYIqdABuAezmDH86U+rGDduGGPH3kfZzzIiorEjBQWlPPVUAU2amCH05MmfcfHF\n",
"ewP8il8xiEHcnXhJ+oloYDhZVfslGhgLEfk3xsgA6BRPVTIQYDoEo+gfTkwA23YRK058nuYHvweN\n",
"1rGnU5cJ/TdnEJFwFfgAVf2oOudTWQSb4UjSOaGCX/B59aB8UNed9HowFetxi/TRbROCWV78LcBp\n",
"wE3A0Vh7w/vATbG2JwFTYzxmLZMtJtVWBy8+LBy0o1M3vTrnA/kfvJWmHlUeqlrVUrc5QxrB2x+I\n",
"UgqvUtV7Q6/tC4TpPlMwj5IiTEK/uiWwM2mEfwy4REMqdXHMrndR1W/iHRxw8I+mtPQPXHXVgXz5\n",
"ZTrXfENVfx26XrgXLYzCTFXFgmzx4ZiSWrnNdVBVnUN5oZP+2Of4f1h17ypVXRIzBhGpj21mJqnq\n",
"4kzmVhkEKqjdsd7FB7GM1a1XcMXiucx97WXK9frurimqLQEFqgvQj82b+3HmmVfx88/lVUkPPxyu\n",
"vjrRaeZTPqiboi4/DJizCS/+VmzhBjjeqcuEwpgbmFnvncCVGR7ZjAoqwFUGXnw9TPCgHjDNqavK\n",
"ftq4yELwFq4mpoOrsQDO0KABrE8q2hhBKUVFBYwaZabPhx+ubNokHejAaEZzGZfN+5qvkwllga0N\n",
"LVV1RToXjBFkSUkzF+93wLzaziJqqQNA0XrYYRYff9+bi9S5uOtJVUJEfo8JrgBcq6pVm5DNASqj\n",
"4CfeN8KqcrFBXds0TxERzIqt1M3fGlgbXvxQrB9/b+x9HoMpa3YG/onZKn2FBcbnYvfkX+WLn2U+\n",
"wou/GbgleHiSU/d8kuFVgrwO3mqRVvDWB9uUAryrqoeGXivCqhphvv+vVPWz4PUhWM9Va+xGmi7F\n",
"CSxbMwOjuCRUYwt5vVUU4zB58Q+wgOVAzD/oG+AKrFrWNOaYx4GzEsrxv/pqH+bPv5KWLY/jvvua\n",
"MHFivGFgG4hDMUrQERgF8ugEY4djN8m7sNL6MCxbOihWQlhEjsJ8l+6NfBaJICK/xfxuUuE9zNuu\n",
"PSYE83Awn4VY4/g6rJI4XlWrvH/Hi28ArFrN6sJHeXTpW7x1H/BARUVHRKQNIh+gGq0AFBQoTz89\n",
"nwYNOlG3LqxZYxvOzZth1SrbSBaW2fOWYlWD2EV8ljpXqS9tdcKLPwpbvAH+5NRVVGUwNxBZQ9kK\n",
"djp4HLiCNDfz2YAX/zlmwQLQzKmr8iAyjCwEbzthm7l0cTcVV6iEZs1K2X33AsaPh1L7OZ3KqXSl\n",
"6/zbuf3fWHUgHtZijIo7VXVdOpcSkWNhS2boDlW9Mdn4Lcd5X4RR2C/AfM9i8Qm22X1ZXfXQKAOL\n",
"n++Ch6+r6rDqmEc2EaPgd5xTF8syyRjifVvieZWmbxC+nOgaELG2mazO5W2rQjx48U2xPchJTt0L\n",
"wXNNMPrkRdg9ZBXGWmuLJfH/6HTrS2RmC158WPDpXqfuquqcD9QGb3mPNII3wXrCOmCZ4hbhKpCI\n",
"fALsEzpknKrG+pQhImcByRtWCwrWUloa2XT9RVWvDI6ti1WDesQ7rJC6lFJSWkpptiuic7Abz5/i\n",
"vHacqiZdEMT7hsc/V/riuCUvHLFUllpD9PDhWZ7iFuyJLQgnY9kvsOCwbryqXWACOwxr9t+fqLJj\n",
"MqyifCALJhwS3ihtCSiD788g7Ps1I723UjF48V9iCnBZUfATkQYYleEQLIOeGp07w8knw6xZsNde\n",
"sNtu8UatJX5TfLkKZz7Ciw8LFo1z6sr93qsVItsDsytxhn1Q/TRLs0kIL34ktqkHGOzU+VxfMxkq\n",
"G7wF54hdD5LhE2wDHL2ndOkC69aRrtdnIjSi0b1rWTsZ4ksRY/fG6ZidSsr7koh0IWqT856qZizU\n",
"s93Tfs8BX/LZB0OR9eW3+0uDuT6srmppyAFL4xfMjLpS4i75gqpS8BPvCzDl6tigrifpm5HPpjz1\n",
"cpq65Ebu1Qkvfj5WZR/h1G0K9bj1w3rp98GS+hMwL8ttpq2gIvDiw/38Hzp1rhqnA9TQ4E1EfgUM\n",
"Btpg8rk/iEhDrBduej6LOmSKdD4gEXkJOC54OEBVvwq9dg8mlhFGz9gFMQjA5hNDIWH48A/45z+H\n",
"MmsWMd5un6vqXqHjO2K9KgODf1WFPph62jTi34wXYEHpztjfaDMWEJ2nqo9GpNWn9oKRf+Cbbx+5\n",
"sC9TplQl7fYbrGr2F+zmUIT1ZPw5h9ecgRm+lorI6cCTWBauj6pOS35oxeHFPwacHTzMmoJf0EM4\n",
"C2iS4YEwcuQmdtopXeW9RZSv0k1R59KqDlQlvPifgY5YQN8iojKWN7Bk0SNU3nD3YuAhcrDwePFh\n",
"uto11e2FlKXg7RTgmQwO+R3GeDBrmfvvX89VVzWgeMu+dTJJmBfBRct5gnavu/OLMzZNOSFQU3wC\n",
"Yw3Ew/dAf03R/xgkocoI9VQkwPHiv17bkP7vH0TpA5cwVQvoHTNEMU+xkcC7YbuBXEJE3sWo6ABd\n",
"VTUvjIIrihgFv387dUOr8vrifQNsvxgb1HVM8xTFmMJp7HowLx+ol178f7E5HuXULffiC4ACp9br\n",
"F1aejPe4FuXhxc/F2ljWYEyMav171ajgTaxv4gWMDgZ2Iz1IVccFWfh5wF9V9fZE56hpSDN4Cwt3\n",
"XKSqD4Ve+zXlFRRvVNU7QmME4nIbf8P48WO4884ZvP++XbtFi00sX14PC4KaxypfBT1PuWoGLsEy\n",
"4d2J0nkuU9X7g/dwDJmpRX7ekpb/fYmXLi6wuO+9we1OfJlFix4tN/KEE6Bfv1L+/OcNrFiRLg0j\n",
"V9gLe/+RDc980l90IrgUE02JDdYKcpXV9eLPw+icAJc5dfdn69wicg62oVJM2GY6ltxJZqQOMIn3\n",
"3juNunVjF/F0fBAJrjeT8ov4jKra2MWDF/860ftkXjRYl4NRvh8l/UpQItyLatZpLF58f8xTCuBF\n",
"p+6EZONzjSwFb/Wwnp90cSrhYK9ly//xyy+ZJOd+obDwSDZvngBAu3awzz406bbr0tVHDtpFnZsv\n",
"IoWYoIJLcI6PgEvDScl4EJG3MHo7QA9VjWvInQxe/D8wZUo212Gfgz6gLqZSeRx2XwljNpaA+Kc6\n",
"l9O+YhEJ97GeqKov5PJ6uUbeKvh53wpLRoTXgr6knxhcSdkK3WSMtbE8+7NNDC/+WKxi/lyYDhm0\n",
"LzTHqKTNsWT9Eqfuf3FPVIst8OJfxdhQADs7dVOTjc81alrwdjdwOcbbHY9tPIeq6rjg9VHAbqq6\n",
"Z84mUcVIM3gLG+M+p6onh15ri1UMwpiFLW6lSQI3MA748Wy/fSvmzLEGzU6d4OctFnJDIn/7mPns\n",
"AHwKtCt3xgEDfuDLLxWTrE6GeGImK7CNxAyiwerbqhpRAYoVcEkLd3DHin3YpzlBxnYwg/fFqIpR\n",
"P8FXXoGWgUbG/ffD66/HORNgAjFhz6plJPOwSR97quoW9TMRORsTcQG4F6MNRgKVUUTpXsmwlvK9\n",
"R79R1UwC4LThxe8GRBoMn3HqEvW8VAgiUhjO0Aff7X2BFhhfvTNW0YyloO6sqmVuxOJ9Y6JN8f2J\n",
"Luht0pzOBoxKHBvULayKzKwXfyPWhwlwilM3OtfXrBTM2uQd7G9cERyC6ntZnBFefCFWuWwAzHTq\n",
"4tLCqwrZCN6C84zDmCtVhb9jv7lmtGwFrwStaZMmLWPatIt57LE3sKpZqg3yZCxB82gCqnkZUQFV\n",
"zVhUwIu/ILgGwCVO3YOwpZ/qLOy+Giu2sgnzNRwJfJqL37eIHIZV/MAS1Jdn+xpVjRgFvx5OXcbB\n",
"dlUgEMzanvJVul6k9jCMIGIqHv43tar6KINK57FY9bY/FjQXYtW5ldi6fKFTt01YcFUEXvx1RPeE\n",
"pzl1mTAYso6aFrzNxRp2LxGR1sBiygZvlwI3qWo2Nst5gTSDt7pYYNMQmKuq28e8/gPG8Q4HRNdh\n",
"DelPEZaDNnnsjUSz4RuAIYE4RAMaNYK1W4ptN6vqbQnm9EdMvIPdB13FxMv3heZBbDF79pecc049\n",
"Nm/uRnJT6/VJXi/FaJJrgbbhxnYRGYgpiZ2I2UmEaT2PY1SgLTiSI2dcyZWRjVm3yA1MRKKLyx57\n",
"fM5ZZ3WjdWujlV54ISyK6wt6Axa4Pol9JvthQdU12MZ/Exbg9cfokcnQFlgXz9dHyhp5vwNcgm0u\n",
"BhDP+y59rMc2KB9plr0UYxT8pjp1O2fz/OlCzNz+AawPEWKq1UmP9b4d8Zvi0zVnX0b5RXyyOlch\n",
"4ZZE8OIPxb4XAH916mrOZq+8imw6mAHsnG17AS8+3CPWMmJ4Wx3IYvAW/m5UFb7E7k20fuhFls78\n",
"DP7yFygogB49/sMPP2Ri0j4Fq9iODivtikhYVGBLT3Ym8OL3AD4PHj7l1J0Rfl28L8RUgi8gqpYY\n",
"xtdYEDc6m7/pgBoeaTT8r6runa1zVxdiFPxOjIhr1BSI9/WIUi/D1bouaZ6iBFvDy6wFwOxsCGYF\n",
"VEkFbsf2B4XY93NScN3lWJtGB2wvMg84odqtZfIUXvxBWIsLwP1O3WXVOZ+aFrxtwDZaf08QvF0E\n",
"3KOq6W6k8h7pfkAx2dQuqjov9FrY3ycSwG3AjJ/vDJ0GVZVALOM1TGoWLPv8FSZsEUWnTtP1p592\n",
"TDCfwZhSJEdzNL0Pvpx7rqakpHBLj8s84Eh17ps0epbWYBmiIuJvkk9X1adD194Jq5p8FtfvR+QK\n",
"rFoFwPZsP/MJnugePDzBqXsxGNcZ84mJpctAjx4wYgQ0awZTpsBlod9x+/a/YuHCzwFNRkEMKqZN\n",
"gcuIeqN9CgxX1aSbq6CqtIBodXM+lv1N5NXyCyYJfBSJ+0ti8TGWwf5ZRBoBm1W1UpnCkIKfAs2r\n",
"S8FPRMJVwFdV9dhk45Oey/yI4jXF9yD9pvhZxFBtgB8q2hTvxbfB7o8AHzt1g5KNzzvY97s3lmhJ\n",
"dxP+PnAxWezb9OLvxzY+AAc7de9n69yZIlvBW3CucGW28hg2bBWvvRZPLKkcGtCQ9WSlTXQtRlu8\n",
"R1UXikiZ77yqZvyd9+LrYwmmusD3Tl1sz9sWiPfdidoNxFqXrMISo6PUuSmZziPu9USmYcrBm4Cm\n",
"lb0XVzfyUcEvGxDvm1GeetmP1BT+CNYQXzArY5UgL/5vWGD2MvZ9/BpLIG6I6Xk7GBNSuyeb7Qxb\n",
"E7z4ltjfDmCCUxdPnbbKUNOCtxmY99aVCYK30UA/zcDcM9+RQfB2G9ZYDjGUkRiKXSytL4KFWNBX\n",
"HBzTFAvYdig3MlJ9KyqCF188Uo866u3YIcHxKwDpRS8e5mG+6ce3lz5AM6KZqTXAqercGyJyBPAm\n",
"5amSYXyP0SYvpbyny23YQnAfZXtoPsWMtjcH/79ALULdJXh/FFK4+j3eayJ26TLS6pLY2w123nkm\n",
"I0e2BZpw6qlhOin07fs99957tB58cDpKaVcSFSi5QFUfTjY+dFwq091eGD1imqouCo4pwqprYVwH\n",
"HETU5DYZXgZGA29FviuZIF8U/ILezCUYpXI50CYeFatS17Cm+Fg/ov7EoxPHxybKN8V/A/ycDjXL\n",
"i5+N0X3WYg3W1daDV2mIXIb9ttPFAFL0SKUDL/40bNMDcL1TN6Ky56woshy87Y3dD9NFck/OJ5+E\n",
"8eN/4Omnn6GkZH/sXlJZMZp0sQy4GWNZPIz1/64FmlXkN+3FTwR2w95zU6fJK2jB7/y32CZ5rzhD\n",
"PsKqca+pc5sync+W64g8iVnMQMjyp6YiRsHPO3VVSeWtUgTUy86UD+h2Jl5yOD4WEl8wK675YtCm\n",
"8A7wsFN3U4Ix9QI1ylbY2j7HqTsz3fe1rcGLn4klatdha2q1mb3XtODtViwLezBW9l1CELwFggUP\n",
"YyaW1aoKlk1kELwdgglQAPxTVc8KvRb2iRmD0Vc6xJyibqyiVxAg/4BtcKNo2HAV69ZZlvWhh9bR\n",
"u/cgda6c0bKITAF2rkMdxjCGetTbeMYT9Ji7Pa8QpayBLby3M3jwCIxemAq3YwHg6akGxsEqLMCf\n",
"G25wf4Zn6EQngPFO3ZYgRkSaY8HKYXHOpey6ax/uu28QDz10Ky+/XH5TvsMOKzjyyFv5zW/+pi7+\n",
"D11E9gQiBpmjVfWUdN6IlDdhD6OcomjouDBd5SJVfUhE9sMqbZlgD1VNaJIXDzEKflc7dblU1UwK\n",
"EXmFaBXSqeqHVXJd71tTfhHvS/reZyso2xT/DUa9XBke5MW/jPU5APRxmp0KQLXDlIW/xKoQqdCe\n",
"IHFREXjxO2M0PYBXnboKV2griywHb0VY8qyqAqxMMRVb98JsjIhSMBgjYnuSz7+fqk5O8npcePEP\n",
"YxU1gAOcuo/SPVa83w1LTp1MeZbIIqz/71F1bm6m8xKR87F+ZoDLVfWvycbXBIQU/FZjTIxtSvFQ\n",
"vK+LtbREEnuR9aBrmqcoxSjjsUHdj+MHcxpmo3S0U/dZUFUuwZISpWGBGC9+byz5/VenLmd+STUd\n",
"XvwLwPHBw/5O3bfVNZeaFrzVx8xnh2BVmD7YxqUV9ibGAL9OJStck5BB8NYAo8YVAbNVdYfQawUY\n",
"X75FgsOHqWpcBQ4RORp4I+bpDcF14Pzz4fDDl3D33RfxySc/AjNVdXlw7JZM4UhGsjM7AwwYPJ5p\n",
"WIn+xNA5X+Xjj3/PTTfNJb5XWSZYgAVDv04x7i+Y0TfXcu0vh3BIS1JIq4tIM6zyd2vw1AhVvV7a\n",
"tCmiffs7mDz5irhXeuihxfTu/RDwmDq3IOac4Z5FsE3pDEz5MWnmWESOw+iSYfxfMsXV4LtyNmar\n",
"MTb0/G2YcWqy6mcYx6tq7LWTIp8U/ETkXIx2Bfb37qOqFc6MV2ou5kfUlfJB3Y6kv8GeS2gBH34j\n",
"e+z1Xy6ra3fDM526J7M87epD1OIiXbRBtSK0ozrYb7MxMM+pS7efJevIZvAWnG8ytoZWBRZiLIDE\n",
"2G47mDcv6ZAM8XtVTeQjlxBefJipcqVT95dMzyHeN8fWvguwvqgwSilrN5BWwCIiu2JJC4AXVPXE\n",
"ZONrAvJNwS9fIN43wRJ6sfTLdPUc1g+cxKy7rqXX47/jH8+dzEsY9XJLIitQ/GyHqbxei/0++zmt\n",
"GX6m1QEv/mqivsK/d+oyvr9kCzUqeIMtgcjJGE0hYrQ4A3gReDpXMufVhUw+oJi+t+1VdW7otbCM\n",
"ciy+UtUBSc67K/A8qRUiI/gjcA9GI/kbwCVcwjC7R5/r1D0W0AiuAUYQDRYmcvLJr7BgQWWoScuB\n",
"Dqq6UUR6YJTATZj3XEIV0qEMnXkDN0T63nZy6hL2zQQ9gfOwLPAqoLsGG0MRKaBx4/tYs+aSMgcV\n",
"FMDDD0PPnpuBV7AM6kcR+puI/JvEtMWF2KL9OlGZ75+w0v0Q7HPdO/T8U8BnmBdfuapD0C8nGF1D\n",
"VXWTiNQP/mb7YYF1z9Ah87GM8TLsxlUfC473yzRREij4rcaC/2pV8AuC2C8ou4FdjWX7xwEHZ5tK\n",
"mSnE+yJs8xdZxCPZ2U7pHF9nM3SZC43W8sPkfjxJNLibkw9+RBWGJTw+Jj5NLRHOQvWfmV7Ki/+Q\n",
"aL9vO6e5lYVPhBwEbw+RWjQpPTRsOI/DDutMaanQvj0UFPyJhx66mvQTQbnATCxBNwPboLbA7r3j\n",
"VDVhwOTFh4Ok5526kyo6gWCdOwD7Ow+jvDrhTGwteEKdW0YSiFkqrMSSfHNUtWtF55Uv8OKvByK2\n",
"Rac7dU8nG78tI/gutad8gq83kWR6CAUlMOoCaLQW7r8U5neEZitZ3mYJc3aYxeL+31DSYwYdGq+h\n",
"uxgz6zKn7r9evOSDbUM+wovfouUAjHLqsnP/rABqXPC2rSHD4O0WjIIIcJqqPhN6LSxzGkFYKv4I\n",
"VR1DAohJef+U6PUEcIAHOJiDuY7rAB5x6s7fct5///twXnzxVTZurM+pp8IPPyzlwgtbx5xnP1X9\n",
"JAg6TsRojImwFtghrEIWeg9DMVGDcmhHu7nP8myXOlbkSCmtLiJhw+m7VPW6cmMKCu4k/HzHjvDs\n",
"s+EhU7Ds69MMHnxEivdVUUwB/g3silVMe5N4478Y8xKaivX5/Yao4EYpFhRer6oL4h+eHrz4CcCv\n",
"goetnLpfKnO+ykBE9gE+STJkCfbb+CLJmCqHeN+C+NTLdKvWq4nvR5R0A5lXEGmHBXA9Uw0NYTnQ\n",
"D9WfU44M4MXfS1ChBw536qpaqRHISfB2KpBqs/wGVoVajFUg12CU9QOxteOGYNx7jB//EtGK1WaG\n",
"Dl1DSUm6Ig2GJk02MHBgEbvvDr16wQUXbKakJPxe12K/ya4ZnbcsZmHv6w1MVbdMIOfF18V+H/WB\n",
"6U5dOvTclBDvO2JrxjlY/1MYG7EE6Sjg80SJFRHxWDAI0LGy9+LqRiCU8W7w8AGnLpHgVi0SIBDM\n",
"6kH59aB79xnINX+CHjNgY31Y19CCuXoBv2RuF/hoEHw0iHkze/A/ylIvpydq9dhW4cU3w+6DAJ87\n",
"dZkkD7OKGhm8BRmogURv4LOBSdWdJc8FMgzeDsQ26mAUqq6RSqSI7I81TkfQCgv0IhWiDUB7VS3T\n",
"NxNz/qMw2mq6+BETPJEOdGC0xSaTnLrdQ+eMmoifcw789rdwxBFQXAxG60u4cIpIuH8qjPNUtbzR\n",
"th2zS/AeEtKfGtJw7TrWLQVOUdW4G/sgmJ2FVa9+wcReYg3L62FKZCPLHDx8OOy9NyxeDG3bQmHh\n",
"WuAZRo78Ny+9NJr0vWOqE6fw/+ydd5gUVdbGf2fIGZSgmBBFRMxgwMRFxbyurpgjuorxU3eNmMUc\n",
"WEVBZF1R15xW14RxrquYs2JCUEBRQREEBGFmzvfHuTVV3dPd0zPTk3De55lnOlRVV3dX33vPOe95\n",
"X6t6zMAWdB9jEtaVUoC8+DHAKeHuUKfuhVo7yzwgIudgFeBc6KWqM+rifKqLkJldg8QEvuYMhs3u\n",
"ScuSfFvircqa3j/xmbrY6LVBwZgYpxML/lQV+6H6aK4NvPiDiRMrF9ZXT0gtBG99sJ7myrAES4hF\n",
"okc7YPNMVAmKFjQrU1x8PXAac+fCQQdBWV6MwF+AO4DRXHTRbJy7CjgTgDPPhHfK22q3wxRiox7u\n",
"kzBD7cgypi9Vp9z/CDwJPAC8qqpLALz4N4irul2cuvlZ9q8ygt3AXtj575xhk/ewIO4+dS59TrkK\n",
"Y7ZALXpy1hWCUEZEZ57s1FXFMqIJOdD5Md9uQWc2WH0WW67/OTv0/YIBzUpZ9bvVaDu9N0xbB37t\n",
"lPMQv2PtSemCWd83atZGDeHFR6qvv2OCRvXTatHYgjcRGY4ttNLVBucA56lqpsV8o0UVg7e22CQW\n",
"4TJVvSA8V4QtQAYCx6pqcVDc+xzL2kBar1yG47fEsp7V6kl7hEe4l3vLHuXRtxTtS6YevMcfh3PO\n",
"gc8+ix65EasCRX0/z2J9jUvDOfXEFm/vES+wctJAw35HYZ5vlaFztoBWRP5N7JGX1StMzH8we3P5\n",
"fvuZb5wIlJa+xqhRX/LKK+0oK3saGyy3JygiAptg18NiTPb/E4zmeDtW6TwM+36WAnvn8f4KjQ+x\n",
"Xrisi0IvPtmvVK8KfhHEqjiHkT0IeFZVM/k6NWh48fctb85B364ON53Cue9vTkfiKl2vPA9TCkyl\n",
"opXB9EL4ERUMZmcxgoQNSBWwP6oPZ3rCi08GOU84dfXxu6qN4E0w2nf7PDYfp6onhb7zTzHFNTAq\n",
"ddSH05fi4unA09x111Am5t0O8rCq7p9ybt4fCUzggQdaMj6I7/bpcxlTp/YBDsToj8UEWj7Wh7xN\n",
"eK4ylJK5j7QEC+IeHM3oA9vS9pDudGcJS/Y8lEMnq+qC8JlRqPYM8X494HjMEiO9SrkAC2rHq7Ne\n",
"MBH5M0afB7hGVc+mkcOLj5K8S7DFcFO1p0DIRIEU77sRkntSZv9m+2caAAAgAElEQVS1iA2Je+4r\n",
"wzxSWRuRV2m92P7UNbz4e7DWLYABTl1VPUkLgkYVvInICCwj9QEmNDA1PLUeNmlvApykqrdkPkLj\n",
"Q1W/oLTeqd+x3resamsishEWIEQYrKpZ1bUqUTisSxQlJ9Awqb6NSTyDVRFzqsyFCu4biX0yYQ/N\n",
"4rmWtBvAqnD9gZVV9du07VpiwWV2cYDrroMBKafxExaQ3aqueqaZItIduxZOwIK/UcS9HGBVww2w\n",
"RUJR2PZgLIOdrkZaFcwANouEa9KRpuD3iFM3rAavVXCEa2kvYBgVFU3HYJYcy6IEQkOGF5+0ofir\n",
"U1ee3BLvO5LZjyibsFE6fiOzH1G99ISVw4K46hokdwXmkRhbgtntPKzCNNupWy28ThdgPrU56SVQ\n",
"6OAtHPN/WHKoMnyuqv1E5ALMliXCcmKp8yNU9d9y0kmrceedM1i8OF+hnV9UNd0nDfF+az799ElO\n",
"OsmCw379yvjss6Rv4meY1DrYdZiv+EpPrOK1P9YznO+idSnQEgt4X8Lmm2mYn2iNlFbE+7ZY4HkC\n",
"5oOZjpeAWzjyyDeYOTN6rf+p6uAM2zYqePEPYt8FmGBGlRVCm5AfIuPuDAFdERZAJy1tNiLWlcgH\n",
"M6jI2viiul6lDRVefNK25jin7p+5tq8tNLbgbTrWd7WTpnlMhQXyi8Bqqto70/6NEdUI3voA75Iq\n",
"sdwql4peWq/cXap6ZCWvkaSUgP3oZ3LYYffQpctBfPklPPtslr0LhgrS7mmUkv20EjpU2GcwoS+v\n",
"D33m7Mqu3W8uT+YCcL6qXp5p37D/JGDXtIfnY8qFs9O2PYrM1b6lDB36H0aOjCoiSSjm1TIOmKSu\n",
"7ry6QhDTC2ijqp+G6tRsKg7mn2BVwaRVwhuqOogMSFPwm+HU9SrwqRcMkuqRmAkDVbWCTUZDgRdf\n",
"fn1jfj8n5Ng8ol72JHNTfMs8X3YOFSfxKepcQZyZ84YJC9WkJ6gfqp8DePEvYAt91uGWgWvw4Bis\n",
"0jMfOBHV+2p6upWhloK3S7A+18qwGLsOPiWDOELAWFU9WVJ9K9PxG5mDpUNVtULPr9x331ocffR0\n",
"li7NdwGZDU8De4Tb26jq61DOVtkTS9bsTf5Gyun4BJsr0pWZqwzxfiCx3UD6Z/09e+/dhoULOxMq\n",
"VY1dXduLPwu4Otwd7tTdUY+n04QEgmBWPyrOBz3zPMRyKnqVfgzMaqzUSy8+aas0wakbkWv72kJj\n",
"C95+A87MQU87GaMS5JtJa/CozhckImtgPW8Rxqhq1kZgEemAZRPBguM1c9FCRGQ9zGcvwvOquktY\n",
"+N2B6hEMHw4zKm0RegyrpL6GUTcnYsIaFdGnTylTpyYzuVeq6si089oXiAK2CVgVtsLEJuZf97Oq\n",
"anjvCwBZiZVmP8IjPd/iLc4ujwF5UlX/lO0NJIO/NHyBLeyuBR5NqxK2xgRABDgSeFBV54fPb3ts\n",
"4t6PiuadMzAvw9vrq7ohIsmJNsJXqtpHRJLN55Cjipum4Ne9ocoTh+rsi8Tnmo7lQI9sVcb6hhff\n",
"EbsOBXjHqcuU1a8UoU8n8iNK/uWbKFOsSpE+iX9VqwkJkZUwal+l+HyNNVjUpg3rfvcdnReXs8/f\n",
"A3bwFF8AnN2KOQzKzMwbRC2bJtdS8LY7Ftjkg4exajRkDsLeBoZijJhuFfYuKiqlrOxmjOKYCR1V\n",
"dWHi3AToS1HRGMrKhuZ5jtnwGLF1zGmqemP6BiGQ2w3YRpDuu7P7wXOY03wJS5ZOYco7WEV6KZas\n",
"rFApDHgX81t9UFU/yrJNXhDvVwKOwmiVsSjPqFHwUhC8++tfj+fQQ//ZoOjLVYQXn+zVH+vUnVyf\n",
"59OEyiHer0xMv08KZnXItV8CC7CERwr9Up1rEPOoeL8+llz+Sl1qv6sX356YrfSeU5eLuVVraGzB\n",
"22vA29kCERG5EcuEb1trJ1HHqO4XJCJXYt4dEXZR1YxKi2H7Z7CJC2BjVc1pPigiq2Ny8VEGZqiq\n",
"viDetwJeYsaMbTj3XFi4sJRFiyC3V1Uppij5hpiP2q9Ypjfd5DSJeZggSg/gLax5fjsq+qC8iGVW\n",
"9wCuItXY9wVM4CGXBcJcbHGeSjOwXrtVsEXplVSsviVRZT808b4H1ox/PBXFVZZjC6lxwOS6zGCF\n",
"npfrMbW0XhhVGYLymYi8Q0xDnaSqmczN0xX89nTq8l1A1jnCIrIndq38j4pB9UWqemmFHRsIvPjP\n",
"MLuB5UAHp+73SnbJG+J9e6wqlx7UVVy8Z8ZSrJqTHtT9UNDr2mwh9sB+Nyn4vUULzj/6aP6z/fb8\n",
"2KULv7dowaBPP2XsDTew4TffACxdxDr/a8+0XXK8wkRUjy7Y+WZALQVvScGIyhD5ey7GaIevh8cX\n",
"EffNzSZbVv7SS+HDD8fyyCMnZTl+SlAl5jt5AUb5zpfKmw2vYvMDwD2qeliujQG8+FeBaC3RzamL\n",
"7GCaYQvVvuH/kVQco0uBDXL1/uaLQGnbCUvq7c3DDzdjbMhfn3Ya/PnPU4ntBhrE4rcqaEgKfk2o\n",
"PkLyeS0qzgV9yV+E7VsqzgWfqyvcnJULYf16GWbr0QNTnH0dOEldTOf14iOPzBJsTq3zForGFrwN\n",
"wFzgrwJujZShQsZsBEaZ211V389+lMaFmnxBIvIwVsGJsKOqFmfZ9m/Ejf4nqeq4TNul7XMoENkR\n",
"vAtsqapl4n13LLDrBcCPP77EQQdl8zBLYiRW1dkUk6F+kYoL5frA37Hm+GOxylg6tbEyvKmqW1e+\n",
"WUUEGeDdMZ+g3aCCb9LHWBB3jzq3kDqEiFyNefUB/FlV/xuqiksSm22gqp+l79tQFPyqihDI7Yhd\n",
"C8kSTFZhm/qGF38XcHi4u4VT906u7QuBkHxIn8T7kzshk8RPVGyKn1Lja1xkM6yaVo4zR4zg+gMO\n",
"4Lgnn2S3t97ip06duOTII+m6YAHPnXkm3Rbk9bUuBzpSi32QtRG8heN+T2UG2qmYiKno/oAJhyX7\n",
"3pJQovGqZUsYMwZOPRV+t3VYEUWUkVIw+h7YXFV/CLYuz1FxvKsMX5A5GbcAu/ZaAl+qaqWepV78\n",
"DcRVwl2duucybRdaNi4H/kyqbUXGCl9NIN6vzgsvXMzllx8DwNChMLKcgLIEuA8Yp841WCp3JjQU\n",
"Bb8mFB7ifUsseZis1G2MJUPzQSn2u06KZX0MfFPoirN4fy223puAVdC7Yi1FPwG7qDOGkBd/B5a0\n",
"AdjSqatzK6EGHbyJyMfYBJDESlhmbzmW5QN7A83D/XmqunHBTqKeUcPgrRXwMqn9aRnlhUVkIEZ7\n",
"AaN8VKraFRQs3yOuvhyiofdDvO+DiYEYvWTs2Jd5+OGqNFfPxyo4myCyM6q1aYaYVEyrDZQCnTTN\n",
"SqCqEO/XAY7DKnLpXngLMc+mW5IZotqEiAwDoopiUtk0mQgAC3ybY7LcAtw3ghE/HsRBr5RSSgkl\n",
"T+zGbn8ulIJbXUFEPiC+9t/Dqv4N7j148f+HqbYCHO/U3Vof5xESEb2pGNStS/5N8V9TMaj7olp+\n",
"RCJFy5o3n9rhqad6//m113jwkkvKn3qtf3+2GzOGf117LcMnTar0UBN3242Ju+324CubbPJqOL/3\n",
"0+k2NUUtBm//IaYU5oPbMePrg7HvLxN+x7LWMdq3J7AwcuEnLNO9O/lk61u3hqUp8fJBmF9aJnyE\n",
"LRoBuqhqzu/Hi0/64J3v1GXtfY4gInsBT4S796nqIbm2rw5CsPgr0Ipu3Zbw4IOZEiJvY0m9B9S5\n",
"JRmeb1BIU/Db3KlbYRLwTcgM8b4zcTCXpF/m23e6iMyCWfkyCdLPp0U45uPq3AGJx7fBKvfHqHMT\n",
"Abz4k4GbwiYnOXXjEtsPxyqQP1NLcwE0/ODNV2M3VdUhBTuJekZNvyAxRbTJxKpcAEer6sS07Zpj\n",
"VMQOWEa1Zz4LURHZDRPUAKPTbKaqUwHE+x0wamILyspY+8KJ7349+e6q8oOvx1QSFzJkyFjKyo7l\n",
"5ZeNgnnoob/Srt1wJkz4GqvWRYIKQVuadzA6S2Qr8SUmMd0bq5pcjPWk9ceol2zMxrPWY701Hq7I\n",
"rsqEeVgz7jbh/q/YILQLcFvatoep6j0UAKGJeBjmE5SpovcKRqN5tDbpBiKyFuaxCAkpfRHpiNEf\n",
"8uW/JzEVy14vx66dczGz8FIsGbAQU5lbCLSMqu/1ARE5BIi+0ypTY+sKXnzSiPw2p+7Y+jyfdIj3\n",
"bchMvcy3GjSwupUG8X41VGfdfs01MnzSJJY1b07LkhJmdu/OwPHj2fLzz3ly5EjKRCjKMhwubt2a\n",
"AbfeSlFZ2c+f9eo1D1NqnQf8U527rDrnlfFcay94OwVTUc2EEhqe72S2Sh+0bHkky5ZtiVEM0xMC\n",
"LxMbXA9V1Zz+kl58X2x8B3jMqdu3shMTkRbYPNAamK6q61S2T3UQWkhMEOqiiwbh3MFYf1y6jc8v\n",
"WKV0vDo3lQYKL/50YHS4W28Kfk2oXwTq5epUVEHuR36CWU+qc1k1Cip57dWAWYQgTbxvqc4tE+/X\n",
"xNaSb6lze4n3RcVD2JKYNj7RqTs6HKMdxkKbhyXYa2UugMIHbwUd5FXVFfJ4dQUxlbPTsIrXQIwC\n",
"OCRdHbEuoKq/BDuAp4j7sm4XEYfRIxeF7UpEZDJGzVsFy4bnM9g/i5ls74u9z5dFZCNV/Vmd+594\n",
"fyxwB0VFfD3qmM2uGHkMg96AMsru2omd9qBiBSkdf8cMkocBJ8gee7xLpP43f35H/vrXezn44PKM\n",
"iIgkfermqeoWIVNJmuLmQdENEfmIsCCYwYxW13ItXenK+PIYsBxvYhYVj2AKjJFprWAB4lxVLROR\n",
"O4HzsMb2CHeLSK9cypX5Ihgm3w3cLd5vii1UDiMWENg+/M0R72/D7AZmZjxYzTAT6wnsBmwhIqKG\n",
"X0PP5RXVOGZEO2qBZd8z9sxFEJGIJlWM+RdOq8ZrVguqem/of2nfUAO3gA8wgZwibDxqUAiVgXfD\n",
"XznE+65UnMQ3JNWXrIzYdqI6WB0RJm+44aXDJ006oEykF9B69sorI6qUma1X+e0ouEsGcm2XLuXR\n",
"Cy9EVDscc9ZZe77ev38b7Pd4iXjfXp07R7yXZA+feH8gdq1/DryizuW0NallvJnjuarSFusC2an0\n",
"u+02itNP35whQ3pic1ISyUrgFlhyKBemYkmiDmSW768AVV0uIu9ivXK9RaSbqtaGGNMbRMHbJZes\n",
"pBdffKp4PxKrXp0ARD6nXbDe4r+J989j1bgnq1Wprl0kqdwDya3w24QVFGGMnBX+yi2aQlUsk2BW\n",
"ui9xTq2GShAFQPOilw3/e2IMwCgZpNN689Hq31LaYjnNijRlTv0NSzaXYYm2bjSSuaDgPW8icjMW\n",
"eLykqnXStFhThMDoJazS8zM2yLpsynuVHKsg0bWY99G9pBo3p9gCiMi5xAvuv2qehudifmKTic2+\n",
"HwP2j5QexfsrsAoKrZfAjafCelP5bAhDtsAWlutmOGwSZZhv29zwPhYAzejdG/5VfoqXAxcyZIhi\n",
"VZ+eWAm8Sz5SyiLyFjZB6xM8Ie1pz37sN38e8zpjgV1nVc1b6lzMkzA9+lsKrFoZXac6EO87YX1N\n",
"J2BVjCTKsN/QLcCzheSJi8hTxBLc66jq9PC4YEH9n7HfwV4Y5fMMrELbLjpGT3oyu5wBXSO8BWzd\n",
"EKmL9Q0v/iNssivFGqwbPJUqE4J4Q7Ipvps6d1oNjrcJlkEdp86dYQ9K82sPPHD52ccdx1HPPsuY\n",
"MWNov3QpM7t359xjj2WNOXM499576bQ4Iwt6OKp3iPddgP9ifVZbA2XqXJl4vxYwFhPP+B5rip8K\n",
"HKvO5VQnrMXKWyvsN5mvL9v3GF1p50q2uwNjAdxGfkFgVYRJfsboifuQpFkNHgwXXzyNI474D7Nm\n",
"nZG2z/fE/pWPqeq+IrIm1sP6gap+kLY9Xnwx4MLdVZ26Hyo7MRFJEWNS1YKLMYnIAZihOMAoVS23\n",
"ewjViy2xPukDSaev2vw4AbhNnauJlUbBEBT8IibLQ42lB7oJ9YsgmNWfeD54XJ17qZrHqjgX2ONn\n",
"YloMdwD/p84tEu/X3PZVPlhzJl0OuZey9ovp6NRlnBBqYy6AwlfeaurFkgmDgCeBeSLyhIicEAbc\n",
"hox3gJVUdX1iM796Rei32odYYALgCBHZJnE/GVxmk0bPdOw52AQYNR/sg9ERI5wPPAiwtA2MvAJ+\n",
"7M76xRQLduF+GLZ7GzKu4ouA+0RkFHA6Vu2B6dPht/J46jzgYYqL2xObiLcneDPlgajfTy7jMk7k\n",
"RDrTOcrwtiDulcgXd1Cxctka+EpE/k9EmocABxFpJiIdgoVBtaDOLVDnbsYqEw6b2KOgtQj4EyYJ\n",
"PlW8PzNUNQqBZKNueXY6VOD2wb6DDVV1qqqeqaqiqu2B3QYx6Pb7uZ97uIdiii/FsmidMarr6Vj2\n",
"rQwLAi/DKp4PYP1l32U4ly2BFYYyXWBEme1mxH16jQ7qXJk697U691917vKaBG7heB9i19Qp4v1V\n",
"4v1gKS6+5KwRI35WEV1l3rzybed27sx9O+7I8xvuyeut/vE2pDRkz8Qm+NfC/VbY7+9XoFOYrNti\n",
"okzbYJTt3TAGQE9gTFA6q3OEpGiuRXxUEY0a1lYhc+CWTAqdparDVfV2jOacGc1S4sXKArcvsQTV\n",
"uhjToYj0/piPPwZYh9NOy+RnuCpWSQNjCpyC0b4nAm+LSKaxI1kRypfy/1bidm0pJyZtKVKo8+qc\n",
"qnNvqnNHYou7MzCbjgirY0brM8X7B8V7FwK+eoNTtwgTKtm4KXBrQr5Q5xaFa/02de7U6gZu4VgV\n",
"5wLvLyf2Dk4mbrpN3pYun2wIpc0oAjbN8RtqFHNBwYM3VR2ADTanAMswWfZvRORjEblKRHYIwhkN\n",
"Bqq6qDaqKzVFWFBfiy2EIyTpCe8QB2BVERdBVWdhNJWImnha8BAiVHqOJCxsfu4K516JfN6X7VT1\n",
"R1XdNCzqt1TV1bBAMD2I2wkLAkeR7IU56qiveeopZfp0mDhxXy6/fAarrvp1Yr8roiApG0RkeyxL\n",
"CcCbvMlnfMbXfN0usVmV1CLDgmhr4kAywsqYeMRyoExEFPvMfgXmhAVFtREm7pfVuYOwIOhCLNMa\n",
"oTdwDfCteH+neL91DSfujMFb+fmoLlbV5Rkef/YKrhjVI/b1Hqiq36jqAlWdpao3YBWWjqr6F1W9\n",
"QFWHqepBqjogZJqaY9dFkjb3ooj8LYwNg0VkRxHZNtAbEUOL6P4fCOm0pCbEuBSrkh+E0cD3RuQh\n",
"RLjy0ENP7PDMM81RlWNOuLX5zScX/TTi5k60mN+nj8ILKnILsH33Rx8dKMXFzaW4eJh4fwBW2dgC\n",
"mKDORT5zuwCHAjeqczeoczPUuecwtsOWhApPPS2kc1Enp2I9J5FScXR+S0lNTkbz8Ogwz0RIBjNg\n",
"2WZDaZUs/rpgMv/TMAW4IypsMW+e/fXr147Mw/6s8H81rM8v2qg5cF2GuaI6v5vkZ1lbwdss4jly\n",
"q2xrIHXuZ3XuekzJcQ+sWhkF2c2B/bHvdYp4f0pgcNQL6kNu/Y8KL168+N5e/DAv9Ru4NzBUnAti\n",
"UbZZxEraH5x1DVecfDO0t5RW+dgg3ncV768T70c2prmgVoIoVf1eVW9X1f0wDunO2Af7Z8wg+ScR\n",
"uV9EDq9J9eIPhNGJ2xuIyBZQHnBEGb21giBF3lDVSViPWoTby/vNrE/rz+0WMQfg695w2fncEMx/\n",
"049TjAXsx1T6onPnrs111wnHHAN33QUvvNCF778/m2bNIn3vzYklXVMgIluLyOOkVhzj80gVOt1Z\n",
"RJ4RkUtFpH2m7TO8j3nEymO5EP1uBFtAZDOArRLUue/VuVFYRWtfTHo7Qits8fM68J54f2xotq0q\n",
"cgZvlWAGsYHyFumTSEg2ZFXoVNVSVX0JqyRNTzx1PZYt85jdxKtASQiUy7BguURENPyViMhZweZg\n",
"RUVyEVoto+4VEaH/4Gt17lQs2bIKxvZYgl0nb0cm4h+c5ko3+Iw31psKzcro/DLFJxSVlZ2I6qtz\n",
"u3QpAtbBkkD3YxSYLdS5pPLhbpgK48PhtaMG/E+xMWAVKO/7qGuMzvHclphYQJLFELUDpI+ddwPX\n",
"i8iqACKyFamKlAswxdBsWIbR7jOhG9AvKDpGNEElNRkJr732Om3awOoZmUTZqntPYRTH9M++OsHb\n",
"DLB5DtiysuRhdRDOM5qrO5IqSFZxe6tYP6PO7Y3NB5dj6r8R+mHB7GzxfkLopW7CiosHsGrsQ0SW\n",
"Tn9wVGUuUOdKd5/Eo2EuABvro7GjGY1wLqj1CpiqLlfVl1T1DFXth31IF2ID2K3AjyLyhojkMk3+\n",
"Q0NVf8GUCiO8lcjcJUVVtq/G4ccSN4KvgtH17HWd++ng+zi2YwirvludvliJuMLkFhbutwN3VuMc\n",
"oLQ0mUGcKCInBariQBH5UESmY4HL3um7NqNZJo+ZPbEf3AXEErH5YHLi9q9ZtklOoi1J9earMdS5\n",
"EnXuMXVuVywDOxrrL4mwKZYdmi3ejxHvcy4EUo5tlNlIDGVAVSpaTp0SL466kb/vS/o5lGCZ+Oqi\n",
"GUZ5+y1U7VbEqtxHxDTaqiq+rrBITo7q3A9B0nlNLPP6jrpUT7zlzVNEVQYk9v0Ry6RuiyWwNsF6\n",
"PJPYGuvp+SrsE40zP2FBSL1dd6r6GgmBgDT0Bt4nFkQC6+leSur4XIoxOb4CpovZz9xF6vVWAlyX\n",
"9USGDBmO9WllS9r8H7E/JFgbwCXEjBEYPdoDF7JRRheDVTM8plgPXyaJ8enEY2WFBFMmhMAqqr51\n",
"ofKe7uoiK3UyF9S5merc+dh1fjDWlxihLeZh+b54/7p4f3hQN27CioXPE7eb5gOqPhcUO6YQM80a\n",
"/VxQ5/RFVf1aVW9W1T0wStreWE9MQfriAs2qdT5/hXi9HGghIpvn8ZdpcsqEO0gNGiLRiWr1vUUI\n",
"E1fS4+syMflkAA69l2cuvphlzWMi3QnAmTkOeW4lLxkLLxQVfZm4Ddsk2/m4GaMqvo31ryVVihZi\n",
"mcjXAEopbSm5++sPDMIp+eDd8LpgfSUtsB9zO6xvYycsaElWQyaIyHMiUnDvOXVuqjr3d4w2dDSp\n",
"lKaOGD35U/G+WLzfP6g8VYao+tYOM+OsCgpC51PVu7FFX01UHwW7dktEZGwQ4lkhEChJkRJXvyAQ\n",
"8IeGeN8u9H8eKt6vIt63F+/XxcaC1gRKYJId0KIkpdKccr2qc78F+ss/MGr0oaEpHfG+J/ab+1Kd\n",
"+z0lYfXGGz1RbcX776+Wa2wnIfpR4LkgQi415HKltfB/CyyAS0rTN8MyyW2wz280liyK8AK5/DT7\n",
"94cLL7yc4uKVSFMeTWAEsQXJI8D1IXkTb6+6gzo3ioULx2XYPxMECwInpbMe0hJMPbCelHxQr31v\n",
"+UCdW6bO3a/O7YDNiWOJewKjY96FUeyvEe971+hsm9CQ0ESjT6A6c8ElxW4plhQF6OvFl4+F1Z4L\n",
"oGU+c0GYD/JZm+WNeu09U9UlqvqUqp6oqoWSmh2MyX9W+ici62U7SAHQnVhOO9ffiHwOFpQTk3ST\n",
"qH/gDeIMfZWDt4BniStO62OZPACcuuWbfcD7Z16bsv3V4v1BZICqfo9dV83C/w2xCfT5sEkbLBBr\n",
"o6WlfenatTe77fY6V18NZ+aKCQFTt7oVU7I8n1hsgN7knKfaEAe7OaGqS4kXFn2xBvuvMapCb+AL\n",
"bEE0i9TAeShWDaoVqHNL1LmJ6lxkZ/EvkoGwca4fxJraR4n3uapiNaFOFmwSUdUHVfUAVRXsemmL\n",
"9XV0w4LSuzEhlP2wKurmxNdROk7EqvgrUgU/+qyLsGrrHx2KUQKvx8yY78TGgCGYqtgjYJVr8b6F\n",
"eN/l29VIKhIOBFPATPxFSbyZQCdiOtu62DUZVanjufLTT/9KWZnw0EOXkntsj/ZpVsl2VZoLEnin\n",
"kuc/TmzTi7iKlRQP6pa4nc7cyK5O2aIlXHNNdNwnadmyMpPmN4EjEjRHn3hucxFpxiuvXIhILoXg\n",
"RdjiLJrvdgK8mNVPEtWhHNdF39u7WLUTqhG8JaHOfazOnYwtKo8nVXJ9ZSzB+pV4/4x4/+dM7Q5N\n",
"aFRoCt5SUeW5IPwGos9RgM1qPBdAb1TJYy54l9i/uCAo6A9aRCYCVeF8Clb8ObqAp/EZZn6ZDyqV\n",
"Ea4B5lCJ51VAVaR//4k1aHYB9heRYar6sIi8jXF9+4rIhqr6SVVOVFVVRP5OnBk8WURuSUy0b+/y\n",
"PFvN6Q7/+mv5bneK97PUucmZjkd8HUyBcpPSoeGxrVXV+MQ//bSISZMe4NNPWzBzZq5BaYiq+rTH\n",
"yoOQ3vT+eRrTVh7AAH2Xd6PMyP3E/nDDyL/KM5l4ch2L+YBk+618SZytPkpErlLVr/J8nWohGBz/\n",
"NUjiHolVQ6NzWAUTihkp3v8X8wl6Mc1uID14u6MKL18rvViqWkYcjP6EVV5vzrDpLtENETkSU55L\n",
"ZsImicg2qvp6hT0bH94hTqRsQUUxnT8U1LnfxPuzsKBiMOY5eQtwlzo3DSwwC9f6AODWw+/mzkm7\n",
"8m2rZay+sD0DNhjnW+uJKUIL0e2BwHziSkZX7LqKejzja2y//eai+hObbnoqr7+epDOl421soi/F\n",
"FhqVoaoy8JUZnQ/H+pCTv9OPgXOwnrFqo+3yFrRc0ub3+W1pBQxgxAi4KSc7/S9p1i3JKlQbYH1V\n",
"nSIiRxD6SujVy6p7c+fCW2+BKeHegSUbH8YWQxsBL4nIVqoafXfpY1S2nrwkkmPiySLyAvH3twrG\n",
"xvg4jFPVgqr+JiIfYkmo/iLSUVWzUfPzO6ZzC4FbxfsJmBLeiZioSQvsmt0t/M0U72/F7AbmZDte\n",
"ExomnLrZXvxsLBE+0Isvclo4C6HGhurMBcCdCzryQadfYZHxsLZW55LsharPBTauz2XTTU+vZC4A\n",
"o7kXLIArdDZmCBWDt3bExs6/YG88kgv+iexc+WpBzYj5rg5HOZ4AACAASURBVEIes5pYrqrvFfKA\n",
"qvq7iFxI3MP1kIisjlVcBoXHjsP6DKp67DdF5FXMCqAf5j02JTz9LsCh98CbW/HWJxuVN8Q/It5v\n",
"rc59k8dLJCfr7URkDhYgmQn2zEo9qS8QkY+CqEiEcqrLN3yztJhi5jJXDuCA6OEe2A9uZWBPEWmr\n",
"ObzfQqP6UGyyi3BAls0jrIdlfLbBsjMXkEVwpdBQ534BbhDvb8QUP0/ERIGiquc+4W+qeD8euEOd\n",
"m0fqoq+qAdh3GH23BzDAi5dAVapzqOqdInIXVqW7MfHUYyLSX1Uz9cQ0JlRH9nyFhjr3NZbEysjU\n",
"SCQpVsEW9t1FeRdYfeaadJi2Dh+K9/cCj2Njw+9YQuAvmMXFF2H/+VglOFIhbgaUiPfd6NRpc+Bt\n",
"DjjgOR03Lus1FgR37LwKPBeEY84XkWTyKInLsGAwyThYAOyKvadSatCn8RuLOfvUr/Wif/degNCJ\n",
"QYMG5AjeDlbV2YHWPA5jMqT30W2FzTdxBax589mccUZP7rwzCt6gU6ftdP78O0RkO4zWuSY2X70o\n",
"Ir8CrYcz/LQjYmHLvH434bP8nJhGnjHgE5HuWjMT79ex4C3ydqvMeDwvhP6fycBk8f50jGI/gljc\n",
"Yk1srr1YvH8E+x5erSexnSZUD+9gbUadMO2IdGujPxSqMxeUNLcE/oy1YNQFnPujVduqPxfA9hQV\n",
"vVvZXAAgIhVUvGuCgtImVbWXqq4d/WFGv8swOc3uqrqyqq6ELfyuDM/tWchz+ANgLKbIF+ECrPoQ\n",
"ZQ2OCAFddfBw4vZfErffAZttRv+NmVjvBNj3+Ix4n4/aYrKn4CTsPVyedev1KqxHdgR+TlMCm0Fo\n",
"Wp/BjM6K0o1utKFN9CNLZl3bYQuXjAgCMLdhWd3+lb2ZNAzCKJ0Ah4lIxs772kKwG3hRndsPk+u/\n",
"hNQsfh+MXvCdeD+R4uL1iAemTSQojOaDtJ6SLqT2ItY5glDOGJJ2FJbdmptQp7xLRP4iIocm+zkb\n",
"AT4hbrBuospUAercY9h1P6blcquqdJ8DPX5kHlap/i9WiX8aGz9nAxerc9EE/D4mWNQvHO/38Piu\n",
"2KL7kcS29Ym3Mzy2CKMSvYaNBxHeC0rQS4g94KqNN797xK/8M4cDZayyCnTsmL7JJ8AwVb0/jK+P\n",
"YhToM7BgLUnfjJKP3xExYr76qg1lZX9j/fXjCsN2210r3vdS1amYuFb0PrbAaJTbTmTiCUTeolal\n",
"yFc98jpiSmY2HJznsbKhRn1v+UCdm6POXYXRvfbCqqxRkNYCY6P8D/hYvD9RvK/wxTWhQaKJOlkN\n",
"JOeClefxEbC0+xxY9yua0YjngtruebsJmKSq5yez4Ko6V1XPAyZRNSXAWoOInC8i5xMrBx6ReKzB\n",
"IFAST008NAIT1IgUvToBt1VT7vjRxO1k8PY51idIixIGYrSMaPG/PvB4ZQpXoWL2ZY5NXsSySjtx\n",
"+uldGTkym5Lay2IWE0Xhs3gbYBnL2v0Q5vx1WCeyHWhP6uJmWPrBRGRVEdkyvMfK6LtLsjwuwH3h\n",
"dhH1SG9T575T5y7GFm3DiANtsEbeo4C32HbbqBrekqobmmcVgagvhIp7th6dwzGxhLuBZYmg7vmG\n",
"HMw5dcugvGcrpcG6CZVDnZumzs0mXK/dfoIJx/EWVlm/Cmte/xCjpm6RZBCEqvazwP+J9weI92uJ\n",
"9xFT4AtSx8r6RKbgrT12jlHgFgU/GyTmhQcS29+Qtv8FafczUvue5unSn4a5J4BTEIH1K2gfdQce\n",
"FfPCLMXU3CLsTqpq4mAon9+i99SFnXZ6grZt44BpxoyuwNvivVPVj7A+vaSQF9g4Hi10VyY1gM0K\n",
"Vf0XlpDaG0uSTsKSf8l+shtF5DMRmSQiu2U4TGWo9eAtgjpXqs49pc7thVVqriZVobM/9j6/E+/H\n",
"ifd1mnRsQpXRFLxVE9Fc4NQtB97v9hNcdAntN5jC/jTSuaC2g7etyM3Lf59aHsCqgEuxisWBWJbq\n",
"6MRjDQqqOoVUmtj9mP1C1MO3K9WoaKoZd0cT56Yisg6AU1eCKYIC9CoeQhE2+UaT5nbAxDwMCtNt\n",
"BD7Bvv9Wqrqzqj6hqi/p6NE/s9Zae1FcfAkvvACbbJLcZ3uMFntOuF++ePmMz0oBBjAgPZCMpKMP\n",
"EZEnRWSyiMwUkTIsy/ImlpnJhreB/VS1LbYgWYZRVO5ObDOD+PPoKCKDqEeoc8vVuUfUuZ2IPYEW\n",
"lG+w2WaxitywYVeJ91UR72moHmQvkaqcWhl2xigTDRlN1Mmao3wOav07A9S5D9S5cerccercMerc\n",
"Hercogzj1+lYgHELVr14EqPWHB4m9IaATMFbElOIhZV6ENt73ISNix9iFMv/hMfvwfpDokX+/4W/\n",
"Jdj4nazYORFprs6NA66mb9/01+4e9h2T4bwGkxq8rZtQBE6+py31lFMepHnzbwGYOhVKS7sCL4j3\n",
"J6rqB9gY5BP7aCml1RqjVHVRmIdOVtXdVXVfLDma7BNbH5tjnwlJoC9F5D8iMkpEjheRY0RkfRFp\n",
"KyKri0jSq24ace/M1tVMslYZwQ/rHOz7Pxyjb0Zoj1UgPhLvXxHvDxHvW9XFeTWhSqhJu0MTYrwD\n",
"0KIExp5Mq8Y6F9R28PYLuVX+difmkdYrVLVIVZul/S9S1YbqIXVF4vaq2I85WZF7QkSqY7/wSOL2\n",
"4YnbKYvIwDfek7hn8SAqtwm4EuspOxbopqobqeqbqlrBpy2YlF5Ms2b7c8MNv1FU4VK9XETGkaBj\n",
"vs/7PwNszuZJBbUtSF2g74n1p60Buf0Fkqejqo+GG3OBlVV1O1IDhQGkcq+T30W9Qp37PBhZrkbw\n",
"BErJki9atBPwhXj/vHj/lzyUyRpkBjBQKM8I6pVDMfGi/1Sy2+5hAfagiOQK4OsLDfKzbkxw6n4m\n",
"NprezIvPOKan9/+oc3OBwzB2w+NYIm+wOvdeHomqusIHxAqG6ZiDzb9JJsAWAEHUqiswQFV/xnp7\n",
"BwLDwxg3ENhGVW9S1TuBDqp6FKkLyHaYmjDASLp3z2RdkF7Vi9CP4JkUIMTJiYpquCUlJoz1++/w\n",
"9ddgfSdjxftbKC7+AaNMRskzeYEXkrTxGiU9QjUwUwAaoQ/WW3w+tri7DRt7FmOqxD+LyDgRidR0\n",
"I2GDlYHjqzlPVwvq3FJ17m51bhtMwfZWUnUHtsMC+Fni/ZXifa+6Orcm5IZTl/RozTqONaFSVDqn\n",
"Noa5oLaDt/GYUMR/RWSoiPQKf7uIyBPYxDK+ls9hhYSa2XKS2jgY4+2+lnhshoi0F5FmItIjT2uE\n",
"u4lpNseISLSQr3DBB9XDQ4j59JeL94fkOGdV1RdU9bZ8xSTUuYeBQVxwQTo1Bixb6KI7H/NxKcB6\n",
"rBcpvIElCKZX9jLY4u5kzAdpOCY6EombbJlc2KtqlH3+JLHNIGAUce/bgSKyQSWvW6dQ5xarc7cB\n",
"A+jUaTBFRfa9fRExYNkZC96/Ee8vCv4mFeDU/Qh8G+4O8OLr1XIkE8J1toGq/gVr2j8YC17PJrMY\n",
"wf7AlwlK5WXBn6VThm3rEk3BW2EQfY5tiSWgK4U695M697A6d546d5M69314vEEIPQQBpmzqwpeo\n",
"6kxS+43LVS9VtUxVS8PtElV9V1WXh/szkoqt0XZUrPRtDUEc4OmnD6dqWJXYUxNi2nOmqln8ui+8\n",
"8Gzi+eOB54LXXHkLxj3ck1zY1vh3o6qXA6tjYmsrYTT/r4BviOeAbBBsrlqMKdgl6aPjsHn6ZxGZ\n",
"IiLFInKLiJwiIn8SkQ1EpEP4K+giUZ37UJ07HhsXTwE+TTzdDWO3TBfvnxDv9xDfFCw0AES/jfZk\n",
"FipqQuWo1pza0OaCWl10qeplGC90V4wzOj38TcJUXa4k1busCVWDJw6cBocM4Ulp2yzEmrB/AL4Q\n",
"ke9zCVSo6ndY4ybYZBX1iWW84NW5/wLnJZ67Q7zfsYrvIyfUuY9Ye+1N6dcvU5X2DELG9Vu+XamU\n",
"UlrTGmIltZ4Y/TUTZgB/A1ZT1d6qOlZVF6rqHap6F6n9mMdVOC8zm40WFWtimex/p51bg4M6p3rY\n",
"Yf+jrOxDAL75Rvntt2SAuxpwMSYv/bB4v1OG7FJ0PXQgN+W03hEWover6mxVvSZQoZpjlLFsOA+r\n",
"MswXkVPrsTfuM+Jey6bgrfpYkYPgTNTJ7zEvyPTn87EsyIV0b7nytgf99NNZFBV9R0UkA7RkP90Q\n",
"Uk2mDxaR0Rj9OaqcbR4SiHEA+sADM7DkWsTYcMDbDB4c0RGZxaw+iWNURbQkK1T1O1VdoKq/BJp/\n",
"nyDM1gETB9kHS/ydg61xMlUis9ERV8IUnh0WkI7BhBSmYD2HvwKLRKQkBHk3icjJIrK3iNSoF1ad\n",
"W6DO3YxVUQdj/ZCRcIsQi558Jd6fE1T2KoUX38KLX8mL38iL36km59iEcqzI41hd4QvianOj/QxF\n",
"tfaDRhHphmXVosbhGcDzK4CUdwWIyLfY4vc7Va2u6mNVXu8DjJOvwEpB8vhYYEKO3d4HtoqyrBmO\n",
"uROxhPHrqrpNqK7Mxyaq75y68vcWFvbjiQOcXzEPjc9q8NYqnpf3LSktvZmlS49lr70ybnM7t7M2\n",
"a3MIh/zyPd93ybiR4dSgUpj99UR6kOoFWEEmWkSuJO6/+wu24J8R7i8DeqkZlzc4iMgEIh+x5s0H\n",
"8/zzrTG7gT9RMbHzBZYlvkudm+/Fn0eceDncqbubRgoRWR9TWs2lMvo68KdAMatTePGTMaovQNdA\n",
"A2xCFeDF70is0jvOqUtPchUcIlKCJZFKVbXWTJJF5DiM/pbEpap6UWKbmRhVfBHQOVFJq+pr9cb6\n",
"tiJ8oarrJ55/kuz91u9hVadfMPGkhdh8EiFpXzCf2FLIYYvWX7Fx6QNV3SyIBjyG9fLBggW/sc8+\n",
"bcM+rxdTPBcTHwFYz6mrc2l1EemABdHrYoFbESaAMgwLjH7AhLzWxN5Hmxq83DNYL/ZzwCdBVbR6\n",
"5+39KphH4AjiPskIyzB7oluA19U59eKbYzTaVbCK0MZYMLhmeKwH0KG+bGVWFHjxQ7HvF+Amp67K\n",
"tlBNAC/+f5h+AkB3p64m9h95odCxQZ3QnYK65H2qelX4u29FDNzqCVF2TzC+Oqr6T2zSykQ1BNgM\n",
"+EREsilEvkRMxRkkIgOCIWTU77CaF18uzR7KxicBT4SHOgJPiPexKEYBoM4to1mzEbRrdxL33ptR\n",
"0vkyLtNXeIWRjMykkPYkVk3bMo/AbV3gUGKxE4A5CVrddSLyJ1IzqYMCTenqcL8lRsXMCyIyLCiZ\n",
"qYj8LiIu332riTiLV1IyUJ17Tp3bB5P/v5zU66cvJpLznXh/270Hp/SqNmohDVX9HPOB6Y1dx49R\n",
"UchkEPCTiFySJkBQF0hmWzev49deUZD0WWvU12sGZKq8pVfDo8pVe2Ivs+rga2LBDYC+0e8hJLty\n",
"fbY3qupS4h68DmnPJ2l5nRO3PfBXYlrfRiLSRp17A8uc23vr1KktPcuZ3pstZWnyO6+XDHtgchyg\n",
"qpuran9V7aeqBxB7qHYDdlezV2qL9cHtjFXwRmFiZC9i8/yXWBItmznz7lhC7S3gNxF5WUS2rA7d\n",
"Up37QZ27HBsT98GYUxFatl3MYT2/Y/IOL/PVpTv4h5e14C5s3fA6Nnaeg80ZbbAAri01u+6aYEj2\n",
"nK5o41hdotELgdVZr0rgbK8uImum/9XVOaygSFIzBkc3gmLWKtiEeCeWkTsise16mKFzBQT65c2J\n",
"h6LsTtYLXp0rwfrfIiraOpiJd0FVq4Kn2ThWXXUnDj64QmZxOtPlQi7kFE5Za3d274UFIcdiC4WD\n",
"gJGqmlGhLVyfh4rIi5gB5vWYdHQm/B2jtZyeeOwkEfk3VnmLgsu/iUjXcPyWgerygIjcKyITReQl\n",
"ETlHRK7AehajCa4lFSW7C42KwgCAOjdTnTsfm3QPJPUaawsc88/juPmEcTBpV1jSusZUrHpH6Mf8\n",
"WlXHqeq+qroPRq08LW3TC4F5IrJNxaPUGpqoMjWEUzef2NR2Uy++wVpEVAOfYMpnENPo03+TGfve\n",
"qoowN6RTJ7cUkTaYZPYqFfcCOneGRx+NEj7VMaa+gfg9NMOofKhz32LzntHVY8XL1vd3nLQgsX9D\n",
"W6BFlgHNSJybqs5T1RcDdf9CVT04UDSdqvYNVc6VsR7d0zE2xKdkDuh2wJSUfxGRN0RkrIjsKSK9\n",
"gxrm+SJypYhcKiJnhfunich2UcCnzpWoc4+rc7th1cNrgXkjr4Db/goXXkrvrd9gv5+6ctAX67HS\n",
"t6txL7Eo2I3YdfkZ1kIwq+Cf4h8MTt084h7+zULFswlVR6OfU2udNikiJ2J9Rb2xiSXKAkW3VRuu\n",
"omOVUQ+0ya7EhqRTgE1yUWJE5GIgotNMA/plok8GZaxvseClFNi8mOJ+WCYQ4GKnroKNgni/JjbJ\n",
"9ggPPQgcnHC7Lxjkued6c+ml7zF5clVFJYoxYZGfsEXBzsA11Iyyko4SbPEPRmdpQ0JcJU/8hqm8\n",
"FfyzAwh9XL9iFKZpqrpu1m2974/1YhxJWsa8w6+wqD3XaRHj1blpGQ/QiCEiexFXlZPYMlsioJDw\n",
"4tfHFkAAjzp1++XavgmZ4cXfS2yyvJlT90Gu7WuKuqJNhtd6A7PmSWJlNX9NQhW/ODw+XlVPqMFr\n",
"jcKUFSNcjAUgf8q604EHwvHH/wYMYciQMiq3OMiECcTU/M9UtVwQKlD3z+aBB65g/HgBkBNO+u7e\n",
"R4ettorxB1526lw1XrNWICLHYKqUAGep6rU1PF4LjJI6AOtDHIStQ6qLdzCWSrGahRAAXnzRkGJa\n",
"XXEud87txrZvbE3Pb1eHeSvB4va2Te9pvHnBKH5fawbriVXiRgNvOy03N25CDeDF348lVQE2duo+\n",
"zrV9EyrCi1+P2Kv4cadun9p+zUZFmxSR47EKzlRMAECAf2BCJT9iVZpjavMcVnQE+mlUSu8PjKxk\n",
"l8uJFRHXITYt/kpEjirPuJmKWSSF3wy4dRnLMlZqUs7HuZkYZTNS4DoA+74LDt1ll+lcdtmaPPfc\n",
"k1XcdQhmxj4CWxTfRMXALcpqXINlLyNsjNkAZKOkRkgu1nYn/8BtduJ2W2pRDCQE7dECdh0RWSnr\n",
"ts5NUedOwQRgjsdMLQFY2BG0iDOwhvZJ4v3eK5Iymao+iYkupfeR1lW/wZfE/lpN/j7VR0P1JywE\n",
"MgVDyff4LtmrclVFeuXtYlIDt9mkY489wMazJ3n00Xlpz+bbw3lY4nY/iZWQI0bGVSxeXC6epbNm\n",
"rDbiVso+NjODAQ1MWj3ps1Zjr1tVXa6qXlWvV9X9Mer73zAqY3XsmAZijJ2ZYW3wgYhMGMKQoxgy\n",
"ZKtr3/jLUf94Ysjqry9/eedZ3/zvicUtfl+y1jdwyhi4+WS2albKDv84nTa7PMunQ4qZ0RS4FRQr\n",
"8jhWV/iK2Pe2UX6GtVp5E5EpwCxV3S1UiOYAO6vqS0GC+x3gVlW9rtZOoo5R15W38JrbYdS2KBg/\n",
"UFUfzLH9uaT6xKWju6rOFZFWWDVvHQBBdn2Jl+7HqnE/Aqtma0AW7/fEuO/RhDlcnbsj/3eVP8T7\n",
"InbddTHLlmXr4asqLgCujiqSInIhsVn7cFW9o/y1Ldg9k7jPDSw4zhoIYZPq50AnLJCMssl/V9XR\n",
"IpIiBqKqtSYGIiJjMJlogF1V9blc25fv572ccS03f7gJJ3oHyyvql87CRBT+pc79UOHZRgoR2Yg4\n",
"cP0J6FFbldEkvHhPTIteJdg1NKEK8OK3JzasnuDUjajN16vjytsR2GI7iQuC4nO0zSdYgq8Eq+gv\n",
"reZr9QQyqUqC9WrtSNIjtKjoKV58sT3x9fsJQ4dOo6Qkou2PJVUl+WeMGlgZNlfV99POrT3GJhD6\n",
"9IEJE2ixDP42GnZ7lg2cFlZEq7oQkSKsn7ojpoq5mtbSYkxEmmGG6Ttg3m59MWXkl7DvsSU2Z/2G\n",
"icqdRX5Vu3KBmS3YYvH+LQ4p6tC8S6uXVv6o6KG9l0KnTlBSQvP2XcpKWsirdGg/hg03/A9DhjTD\n",
"xE0W1NZ7XpHhxTsSVXSnrtpV9D8yvPgXsbEKYDWnrmLSqYBoVJU3bNH/33A7oua1BFDVBRhtoOnC\n",
"qyFU9VWsuTnCeBFJV4hKbn8lmb2uIrwlIgdi2Yl1yvdDry6hJMr69CDHAK/OPUWqUfUE8X6HHK9Z\n",
"bahzZSxbVoGy02LjgVWdGHqpqqjqZWlU0lcSt1OypGHymZx2nFyBG1glrjjI14/Aegm6q+ro8Hxd\n",
"ZtYqraZmgjqnez7NIyOvhAcPgD2f5HXM8yjCGlgAOku8v1+8H9yAjI2rDVX9mNj4uyt1x5dPfk8N\n",
"rX+nseB94upTo+xzyIFMlbdsfW/NsUV8taCqs8lUXYOJWABZ3l/XhjZjbi+7bTimxBv1HG7IDTd0\n",
"xsbVq6gYdP6P/FBBfl7Ng9MCtGnTlGXLWN4Srj4HTr6J68U3jB6hkPCJGB2rUlHRsZCvVaqq36vq\n",
"A6p6rqr+RVV3UNWLVfWfahY596nq40HIa10sqXgJNhdlm0ebAQxlKFdxVbuNl/dr8+ySx4oe+nY0\n",
"jBtHyyuvh2uvpeSikUWMPHcHTjnlYYYOLcXUKn8BForIVBF5XkQuFJGa0Dz/SHiP+Dtpmguqj0Yt\n",
"WlLbwdsCAn0sBGu/kTpILcIGribUHJdhSmBglbF/5dgWjM54BJbx7If1gkT0il5Yb1t6dmDTczl3\n",
"pdJy/+vcCyB1bizWUA3QAnhMvK8V42pVfQFYnfHjh3T6T/EyiotZfuO1wvMv/MbOO4+r9ABwkKrO\n",
"yPLc28QN4YOyPJ8J2XoPhwIfhD4FVHWaploQNPjgLeA9gM4L4IzrKcIm/T0xVc9ocmmO8fM98Il4\n",
"f4p4X9/G1zXFM4nbtc6VD2iiytQQTl28sIeNvPhCVeobAr4g9kwrp0emKQ0W0u8t05h3RTHFPY7m\n",
"6Pk7sRPHcRz/4B/7rc3az6tz8zCREZtj+vcfTHHxFIqLR2LXdjIYTBe5yja+7p7z3MrKpNuz70fK\n",
"lkzZkN2Bp8T7ulaLzYY3ErdrTJ0sFFR1aaBgXqyqW2BjeDtgD0yo65/Yub8LFLen/eezmFUynens\n",
"zu48wAPcyI2MYARHcAT7sz+bsRntaEeLkpT8XTtsztgZCxRnhEBuvIj8W0QeEZF7ROR+Ebk2iK0U\n",
"VACtMcKp+5W4X2sTLz6rb28TcqJRi5bUdvA2BfMgi/AGcEKkOonRxb6s5XP4Q0DNMHoARk0FGBrk\n",
"7rNtv1xV/x3U9T5X1fuxbFu2AAaAd3hnwChGobY+yGcReSqxL0kX4Gnxvnse+1UZqvqdjhjhbziN\n",
"u9aPlmjNm7XlvPNOZK21KvP4uV/MkyfTcRdh3jwAG6Zvp6rLSPU2+hYLhpNB41dph+1L3G94XhCI\n",
"iY73MwlFqWRvRy3gS4xmBFUMCtIV/IqHUKTOPa3O/QkTKLqSWEwHzIR2DGY3MF6834TGiSeJA/Pj\n",
"6mhB0RS8FQbR59gC619dIRAqOVHvc7RC7kFqAq4gipNefOvt2X5Wq9QYa7KqfgWcdRiH3TySkezM\n",
"zrSlbVdgYy++vzr3JeZvFinxHg+cEdgL/0wcawjx7+sdUuXRk9hMRFqJyO1BvTeiWpYHe8tHX/XE\n",
"6aOhWWwsswvwunhfa73EVUCDDN7Soaplqvqbqj6jqqNV9ThVHaSqA1V1x0f10X5rsdbavek9rAtd\n",
"zl7IwmuKKHp1W7advhd7Td+Lvaaf0fycRf/lv5zW4QLo3x822wzWWANap+RPmmGB3Aisv/EvmIL1\n",
"gZha5ZOYcub8YINwrYgcIyL/JyIjReTAXH3bKxiicawlK9A4Vsdo1HNqbQdv/8YWu9EofxG2gJuJ\n",
"Uaz6kqpa1YQaQFV/wZSdIuxaxf0jw+8LiD11xqdv9zIv84SJ71Vaag4WAsMwyhIYp/4x8bWX9e41\n",
"g5dvPBV2STrTjB3bhzPPfJX9918Fa+YeRSwCEWFSjsNGE20RGbI0qvp0oFyKqq4RguF/JzZZl3jR\n",
"ko7LgMUi8oWIREqC0QKkNbnNo2uEtEVfz9DPUhVEA2ArEuepzn2jzo3EKu2HEns7gWVcRwAfiPeT\n",
"xftDC20pUZtQM11/KNxdGethrG1MJ/YcHOCl8VNQ6wmNmipTCSoTLfmY2FKgJpW300YycliX2EVl\n",
"dmtaR327rwqy5BEe+f5YjuUarmlZRtkcrN8Kde5FrC8uwtXi/T6kMkXaEPdKD8SCvAjJXrsumHXH\n",
"cCxZdkZ4vPxzmM/8/ns/wfTr/w6dYtmOvsBb4v3Qqr7xAiMphNVgg7ds8OIlkqp36r7dVXd9ZH/d\n",
"/5pj9JizT9aTt+9Bj4270e2UNVnz/Z4l3ecXUaQ7L91+OjfffAOjR//CXXfB00/D7bfDrrtCs7z0\n",
"ZNpgveI7YN/3bZglweUYW+hHEXkliKxMF5EnQ5A3QkT2E5HNRKRd7XwidYoVeRyrK3xDLN7X6ObU\n",
"Wg3eVHWiqm6lqr+H+5OxBd7fsIrMxkHJrQmFQzJk2aWqO6vqgtDz1T8EIidghpspuImb+JAPt87n\n",
"glfnFmKUmWjiHQTcXos9UO+0XA7nXAXDHuITQGnXDvbYYztOPPEZiovL1Dx0OmDJhAjbBEGKTEiq\n",
"g2WiTmY8D0yYJEJlFbT1gIdFZA9iE1eoW+pkVekDOakH6tzv6ty96tz2WIbwFlKD5m2Au4Fvxfur\n",
"xPu1q/j69YXrielpl4pIrdCBIwRhoCjIXgVT/WxC1dGoqTKVIGffW2AIREm0PjWoUqzVnOZzi+Ll\n",
"w5wDOTDiOnjgq7VYa/4CFjCTmfIrv84mobarzt1NbFcjwD0UF3cjPxZOel9UUl05CiA/JO6x3wJ4\n",
"e5OP4JYToOXv5QyIzsAk8f7U+urFDQyL6D1v3tgogU6dOnUlAF58Ny9+qBd/nhf/kBf/EcZAeQQb\n",
"438GfMvlvFI8hDOwivDRiLzL2mvDOefAs8/CnXfCPaMT/AAAIABJREFU+PEwYcLrXH31CLp27Ycp\n",
"Lu8L3IW1hnyf47SaA9thvfprY4yYM7Ak9MMY1X+hiLwtIveJyORA1bxPRG4Ukb1FpFvhP62CY0Ue\n",
"x+oEYU6NPsfuVGwTatCoM5PuCKG/5wZVvUlVmyiThcdHxFS1HaO+qhri8cTt7wBKKGE0ozt9yId9\n",
"s+yTAnVuNqkWAgcDlxbg3DLhS2ChACeNoyNmRh4FDJsBb4v32wKo6mek0nI+EpGDxYyzVxdDM6pB\n",
"cQl0oGNIDeDywVOkfjb/EJFbROT9iGZZxeNVhpr0veU9iahzH6tzJ2ILsJNIDVC7AmcD08T7p8T7\n",
"PRuy3YCqvkOsMNocmCJmdFub5s9NE3bN8SExJa/RUWUqQWWVN0ilTlb3GprZnOatW9EqCoQ2vYd7\n",
"Dgi3lwFze9O7JcBylvMVXy0CNk87xijg3nC7LfAEHTsmz+0obL64KGw7gXjuyIbuACFZHCnCrj+X\n",
"uR8DrPoDTBzOaGLPxiLM5/O2eqz8R/NKK1JbTBo8vPhmXvz9XvyHWC/p45jy8kBM7+BxbB47CaNB\n",
"/smpO8qpK1XnflPnJqpzAzF/wjto1mwpa65pRut9+gxiyy1v5aGHXqK4+DCKi99S1SNVtbeq9sS0\n",
"Eo7AjMoPx9g9o4nbPpZQkVkTQcI5HoQFljuH2/8XznmOiEwRkadF5C4ROSMEdX1quYWhKviAuA+/\n",
"qfJWfTTaObVOgjcRGRQ4yf8QkT7hsbYisnm2PqMmVA+BBvdCuNueAlyQqvo5cQCyWgc6zAeYyUxO\n",
"5/SP05risx/HufcwDntUsThfvB+eY5dqwalLUgHXLB7CW1jAFfWRdQeKxfujw/0haYe4F+vXmoUN\n",
"kCWYT2FEWxuU93tWfU1V+2H0x7HVeDtg3+PxxApxl4UgrlhEzhWRI0SkJn2ENRUtib7PvPZV535V\n",
"58YBG2H0l/uJM+WCNcY/ifnGnVNbPZIFwKUYBTzC1dhisLbQaCeahgKn7jfipEF/L75tru0bGWZg\n",
"9hUQL+wGBln6CIXoe3sDWG0v9oqow5RQcmOw/2kBDGpO82kAS1jCp3zajoRqMZhaLZbYei081JOj\n",
"jnKJTVZV1SdU9dLAkhiBLdgHk1mN8mxVTQpERWOa3Md9i6MHe37PRpjIUNIq52jgRfG+R57vv5BI\n",
"JgVPbUzVN6euFGMBKBYQX4ZVP/cF9giB2pVO3X+cuk+cusWBapkyd6pzb6lzw7Gk3t9J7Q9fFQvg\n",
"Z4r3D4v3O4n3oqo/hJ79G1T1blV9RFX/jlXbVsEsGDpibRq7YPPn+ZgiajJpmA0bYII4hwPXYkHd\n",
"l8BSEfkyJFP3E5Euab+vOoFTt5i4tWUjLz7dp7YJ+aHR9r3Vtkl3SxH5DyalfhmW2YjUJhUTsjg1\n",
"y+5NqD584nah5Pnvi24sZGHnZqElQdHmwLn5HkSdexzLlkWYIN6nB0+FQAonXJ2bgi1WXgqPtQD+\n",
"Jd7/g+LiJeT2vQMbxKOFXldMkCNvqOrvqnoyxtnvQdIHqfpw2HnfCbxSg4l/JnG1dot8A1PIqOCX\n",
"9zkEY91X1LmDsXHhPFKDoV6EIFq8v0e837Yh2Q2o6hJS/akAThSRnWvpJZuCt8IgWtgX0ciqHbkQ\n",
"Kv3J9wa2gF0vsVkhgrc3gVn7su/QrnR9BqAd7XoMZvB1wE1Aj7a0HQ0sBniO53oAh6cHyurcUiyQ\n",
"ssX65psnaUtbpb+oqv6qqv/DRI/ScV/a/fLfynM81z7x+EB1rkydOw9LJEZed9tijIzNcr7zwiMZ\n",
"vB0C/BR6tT4IlZ/xQdDqgvD/cBHZWUTWE5HOIlIvi3YvvpUXvzJwlFO3qVM33Km7wql70Kn7wKlb\n",
"mGGfokC1zGg9oM7NU+dGYz2Ju2CWLFESohmwH5aY/ly8Py2TaqgaflTVknB7pqo+r6q3qurlqnq0\n",
"qm6I/S76YfTZzlhP+iHYtfV++nETaIbROI/HaJjzgJ9F5CkROVNEthWRzpV9fgVCdI03p0m0pLpo\n",
"tL2DtW3SfTW2UD8ZMxX8gmDSHZ6/BRigqjWVLW4wkHow6c5wDn2JK2XPqOoeBThmWywIz+YPtI+q\n",
"Pp7luYrH8z5pDj0fGKTOVZVemBVe/EHEE/pFTt2l4XVbYP1KpyQ2f55Zsw7miCNeI3WhkwtH6f+z\n",
"d95xcpXVG/+ebBICgYQSOkgLvQqhSD2RjhRBivRIFwhNRUBFEFSqIFVpIiChhfqjiMC+9BKQHrqU\n",
"EAIEAiEESNvz++O8d++d2am7M7uzm30+n/nszJ3bdubOfd9zznOexyzfn6hqiMj2+CByBU412RLv\n",
"D3gTH0j2j6v+E1d2/A0eABbC3mZ2fZH3yp3H3XjFC2A5M/tfqfWzCBL+iVNYANZV02dLrV/yPJwq\n",
"+SPc/3FrUuW8BC/hKp7/MtVitJhOhYjsgvd25GPlWLWuCWLG+lM8efAZsFCxiVAviiNIOAzvvQQ4\n",
"Sk0vrMdxpBNNujPH/AMuOJXF/mZ2TXxf8AnnvMAneIWr6msoSNgNGNVCyzfP8dzc05kuQxnKQixk\n",
"s5h1el/6nj6c4Q8IsokgzMEcu37Lt9vik+SX8OTtY8AtNDcPBZ6ipWV+dtwRpk4F+BhYrNC5iXuY\n",
"ZpM808xsQN46a+AUWYCbm2leg6jwC8yjptMBJIRhuOdp0kv3DTDCVG+mExAp+c/jLIT24n28D+zl\n",
"+LcP/h1/hH9On8VlX5rZJx064YggYTBekdocZ6S8F483C2eqvI3PQb7Dk57j1fTNIKEJGKymkwrt\n",
"Nx8SwpLAwfGxSN7b3+IsmUsiq6dmEJH58N/ukvh3szw+Tg+Nf8vJ83+Ffy4f4xWyx/FA/bXIjuow\n",
"goQjgIviyyPVtL3MntkWcUz9GGdjTQKG1GtMrXVsUO/g7QPgdjM7SkSG4BOPbPB2NHCymS1Qaj/d\n",
"CQ0SvAl+E18Y9/6ZL49S0t79DsBvmIXwNbCxmb1Y5P3cffkk/Q5Sif3/ARuY6sTiW1WOIGEoqYz9\n",
"XWq6Y97xD8aDgGRS9Q6wE8OHj8X7DxKq4mScVlMoaD3YzK6oxfkWgogciWeyAUaa2UVx+UY4T19I\n",
"G/8BnjKzSsVU8o91SmZfPzWzGyvdNkgYSZoNP1xNLy21fsXnFMJyuCrlAbiqYxZTcKGTS0z1lVoc\n",
"ryOIg/04XEkzwRhgI8s1fO8QgoR7gW3iy2XU9L1a7Xt2QZAwjLRCda2a7ldq/faii4K3HYA78xZf\n",
"ZGYjM+vcjyeJAL5nZuPac6wgYeuv+fpIw7b8ju/meId3CASe4IkJU5gyGmcXlPN03Bd4i0033Zr1\n",
"1juZu+9u4rWkkM9SZvZB/gZxfPsSr55A5t6YWacvPoGeE3i3meYncNVbgHXU0sm+hLAoXuXJVvv+\n",
"DPzWVGsy0S4FEZkb78veNj6a8PtIPa6ZD/Bx8RV8zB2HBxmCj3sD8CT726XuW0FCH2A3PNk5EGdJ\n",
"DMUrZdPxQGtZfF7wPn4dzI0nJt8GdlHTYnOJNohJ1x8Dh5MRv8lgDJ6QucG08v22B5EevDVuZTA/\n",
"3s9Z6Rz2PaKoD37OY4HPI4ujKgQJ65NWbq9W05q3oMwOCBKyietl1fTdUuu3F90tePsOONLMrigS\n",
"vB0JnG1mPYav2wjBWzyPm/CbK8AwMyvmlVPtfhfAb/6FjE4/AtYzs/EF3mu7rxDmAR4lpS49AWwe\n",
"6TQdQsyoJBnmj9W0jRm8hLApXjEZEhdNAfYy1TYKqHmBVBb74eX2o/G+rQuBS8zsnY7+DyKSvTn/\n",
"08xGFFhH8Ez2anFRVRXQzH4Sc22Ac83sl6XWzyJI+AFp78pVanpgtccveW5uK7EbXo0rFJw+ivcT\n",
"3mbqGfWugIishht4Z3/3/wfsVMNs62mk9iq7qmmhil8vSiBSe6fg1OmxaloXK44uCt4Woa0a3zNm\n",
"tn5mndPxCj54gHN93OZtfPK+AymdcUp8vz8+0X8A+KQPfbZpoWXkAAZsM4tZzKDtPH8Qg1icxVmK\n",
"pViRFWmiib/kONmUwSqr3MTYsWfi84YvgalJJU5E/o808beambXpYxKRx3A6JFdz9W+XYqnT41uH\n",
"qenfc9b1e8zfSJkO4EHwPlEtuVMR+6iG4HS4dXAK6kfA9/DAaCk8YBgErET5ILlazMAreS/ilbQF\n",
"8MDrBbxi+yl+7cxchVU+GsvYL83MYlD3PTyIm4z3Oq6IB6J9gAXxat0RaloxuyMLCWFlPLE6gjSA\n",
"T/AFcBXwN1PN91atC+IYvAIeeK+Iz2eG4feXSjEVrwC9hP/OPsfnL68DDxaqQAcJA/DfZ1/gVTVd\n",
"LX+dXpRHkHAKaeJ6DzW9qR7H6W7B29vAHWb2iyLB2/XA6mbWEcpAQ6GBgrdsSf04MzuvhvvuuyAL\n",
"vjeRifmyzeDZpM0qzSRJCEvgfRhJcHUTsGctMp5BwgP4QAGwuJp+VOD4S+FZ16TXwXDVw3NiU326\n",
"rsiteDN2JdjGzP5dfrXiiJXO5OY81swKTjJFZA9c9ANcQGRYtVSoKHiSUGoeMbPNKt02NktPwSeq\n",
"L6lp3fqIYk/Kz/Eser7YxCc4/fQyU22Tse8siMiP8WsqwS/N7Nxa7DtI2AmneQGcoaYV95v2IkWQ\n",
"8Cw+KTZgUOzdrCm6IniLxx2HJxAMr6hMB+YxtwrIT9TUBEmgthzLsSRLsgRLsAiLMC/z0p/+GMYs\n",
"Zk3ZlV1/PYtZ/8VpZNWqyb6BU8OfE5HfkSryFqSLi8h5wDEAW7P1L0/ghHPiW5er6SFt1vd+2qNw\n",
"Wn1ybq8AO5rWJxtfK8Tq3TDcQqQ/HnwthlfEFsYDiYVwyl/NAj1BMNer+qoPfd5qoWU6XtEL8fFO\n",
"e2i5FR07hIF4n9rPScfvLO7H2TV3R7/ZToOI9DGzltiTuCFendsCr3hX27c9Cr/GCwVwz+OsoBb8\n",
"PjY1f51elEaQsD2pAu3Zanp8PY7T3YK3U3H1oK3wG+9EYvAmIgfjma4TzOzsup1EJ6OBgrfVSeWS\n",
"7zCzH9dy//fL/dsezdH3vJ6q4LeQNsk/iCs6rQccYC7HX/xcfUL+KCnl7CxT/XVHzzFIOAMPxAB2\n",
"UtN8OlFy/LmAq0krleCUvEPyKRgich0p/aYUvgBWNTd0bjdE5Dn8xm/AYDNrkwWOmb9nSeW42xU4\n",
"isj7eNZ0ajxWxVTbKBe9Bt7zMCiq+tUNEsJgnHJ1OD4hyaIFn5xeCtzfGdSnfMQ+uFvwgXoasKKZ\n",
"vV96q/IIEhbH/ZMAHlDTrjYa7pYIEv6GU3IBNlXTR2t9jC4M3golmdY1t7dIKIVX4Pexdp/XlmzJ\n",
"UIZ+syIrTlmQBQcMZnD/mczs15e+fWcxi+lMf+d1Xp/2DM+s8hZvMY5xLVOZuqqZvS4ivwbOwJM+\n",
"95NaOOxOeRGZv8fzTir855vZsfkrichewL8ABjDg9Hu59yR8jHpeTfOtC9Lt3Lz7Jpy1AV4F2c1U\n",
"myv7ZBoXcaxYEL9nLo3PVRbG/9fPcZrjCnifV0XelZkALud55v1PDes7J3N+NIIRk9dkzSHXc/3t\n",
"j/DIjcCLHWUlxKB7PXws2AOnf2bxIW41cYWpdmg87ijE1dWXwz/bdfFeunnw72RJnFpaCBub+yTn\n",
"IEi4HDgoWUdN26zTi9IIEhbFq9oAzWr6w3ocp7sFb3Pg1IPNcUW6VfGAYgH8n7gHp3l1alaknmig\n",
"4K0PHizPj5ffF6wVdQvclBP49Pf8nkcKKjfnYBzeH1Y0oJAQtsOzH0kAeJhpLrWlHef4E3wCDXCa\n",
"mp5c4viCN/qfmln8HPBjU/2wdT2RvfHArhBeJHficYmZHRG3Ww6n/nyBU17GJ5nwUhCRv5Oaz6qZ\n",
"PVxkvez/WlXlLLOPW3BFLyhCRSqGIOEK0snURmr6RKn1a4X4vSmefd2ZtpPR/+FJoqtM9fPOOKfW\n",
"c8tk/oG/mRvedwiRDvwRTp36Epi/V7SkegQJBwGXx5e/UNMq+HyVoQuDtxNpq557uJldmrfeAniw\n",
"NBOnwA3Dr60h+O/oRbxSMAmnyme3f/BO7lx2buZeXJCP4nbPj2XswCEMGTGEIdzCLW/fwi07Jz5r\n",
"EePwecDXOMXsPTNrpcnHcWsCsBBNTbDNNjBx4hSeeaaUpdDjuIXATviE+DvcTuATUln4u5ppXjYe\n",
"eyYuWlKUni8hrICPR4mA1SxcfO2ifEZGT0UMNFbCq3hf4uPWivj8bUFgoCDzGbYEsEgTTUvPYpY0\n",
"0cQsCuf9lmZpzud8AoHz3VXlC+BJnLFzH/BcR3qEJYQhwM9wWmW+IvRMnBFxMfBIo32PUbxmWfzz\n",
"XQCn8CYJ5QvMrI0ye5BwKD6+ARyrpvW0qumxCBKSefsUYN5oN1VTdKvgDVpvxnvhF+Hy+OT8bTyz\n",
"dW29SupdhUYJ3uK53Ib3LgAcamaX1XL/QcJ7k5m81JEc2fIhH5aznZiOqxh+WGwFCTkqcLOAbUz1\n",
"gWLrV3B+S+ENwgD3qem25baREHYBriGtAn4M7GSqz0Br5jL7w/4CNyZdE68uH0uup9H0+CiUUXsL\n",
"H0gWwgPtv+N0pw8T2qmIZCeZRel38Xf2Kj7YAmxiZo+V+3/z9pFkwwF+ZmZXV7ptZyn4lUIUHjgI\n",
"D3bzf3vTgBvxc3y6MwZuEZkfb9afG584rFGuCl0JgoQ78b4kgKFq2uH+ytkNQcJapJLgo9R0r1of\n",
"owuDty2A/+QtvtrMOiRoICIL4n6ZT5vZp0HCNvjE/gU1T4w8KA8e+SVfnj+JSU1LsASGjb+He0Zf\n",
"zMVHZXZ1lJkVvT+IyCjcNBkuuwyWXx4uuugdRo9ersgms/B7b36l6HP8tzcH8PGDPPjvPvRJeto2\n",
"UNOnS/6/IcyL9/tlx42/AUeZas1EiLo7goSFgBtnMev5CUy4ZF/2XbAvfX84k5lb4T2HX+L338UA\n",
"9md/dmAH9md/ptKG5WfAeHwsewi4qz33TAmhD874Ohzvjcyfn4zFv8trTHVytfvvDERhlEn4ub9k\n",
"Zm0q0kHC2qSettepaS0siGY7BAm348kfgBXV9M1aH6PWsUHdzQXNrMXcRHEnM1vFzFYys+3N7Jqe\n",
"Frg1ILI0wb9LNEivIZ4dzGCO5/hKrqP+pBPOgjDVv+H9BuCTntESQkf6IROZZIBh+eagRc7hVlwU\n",
"I+lxWAR4WELYC1q9lLI30flwCtJIvMcwf4LRn+JUiOVxU+eTgPNwmeo3gW9E5GsR2YbcvpCiJpKx\n",
"qvrnzKKTiq1bAh0x6+5ys0tTnWCqp+FGrTuTO4GdAxeXeRL4r4RwcOyZqN/5mE0iVeHsC9wutfFl\n",
"6vLPugfgVVKPr57mmZe9PpIxtsPXiZlNNDfO/hRATe9T0weTwC1I2L6JpnO/5us3DuMwjud4JjBh\n",
"8Z/wk5GjGHXzoFRbYo8yh0qDqpdf9l7EI45YjlNPvZs+fdbFq4HZyVUThSl+C5BS6BbZl33XHctY\n",
"JjGJmcws+3mY6pf4mHVWZvFhwL8lhB6jkN1RqOmnwIZNNB2zBEs82kzzOjNsxh8j+6N/M80Lmtni\n",
"/ei3NLBBP/odNQ/zfDOMYYXYGYIn3rYGzgReFBGt9pyil999projXs36E665kGAV/N78kYRwmYRQ\n",
"zAKpy2Bmk3GBGIA1RKSQD9kreHIYeseCjiA79+kW40HdK2+zGxqs8tYHVwdLTLBfxsUsaqLIFySc\n",
"QAwYzuO8S+7kzmGkxq+3ABuT681S1nMuWgiMJs2CfIhbCFSkYFngHLPS6kuraUV9R5F+cSuwSWbx\n",
"WcBJpjpLRM7B+zmrxedULiucjxl4n8oSeEC4XtzXInjP3p/xat5Scf21zayU4WgOYqbvy/hyjFXh\n",
"v5in4PeamlbUL1FvRPpTokyWr5A6GffPu7SWHoM5x/dqxQvErDM1EC8JErYD7o4vz1XTipVBe5Ei\n",
"SHgSryQBzKemX5Zav1p0VeUtHvtNPDmUoGjPbEcQJPRT0xmx+tIMDJzAhB32Yq/rgDX60IcRjGAf\n",
"9mEiE2ecy7n9nnGf8KWsgA1APPdUvXbhhe/hhhs2Jw3CTjbV00RkabziMH9m02fwe+BcePJmZ4qI\n",
"oszFXN99wzf342p+4+LD8HvEIPw+/S3eC7Y86623HCuvvAtDhvRlgQVg/PjPuPHGZj77bC686vcp\n",
"Lrq1MN77u6+Z1dR7rBERjbdbgoSxOEtlOt4m8yxwTFLdjInT/mo6LUjYCG89OH04w0eR9qWvjI9p\n",
"C5IrRvU+zlr4qiPnKiHMgcv7/5zccT3Bk7jAyS21ULyuBUTkfFzJOsFo4JgsgylIeIY0cBusph36\n",
"nGZHBAlb47RdgPPU9LhaH6M70ia3wXthlsVvjEn1I1HCMjPL5yZ3WzRS8BbPJ0sdBJeIPqMW/W9B\n",
"Qpaec6GaZqkxCWf+HjyIS1DWADoKiATSG9KLwCbtkWzOk1bfTU1vKbV+3nn0x2mNB2UW3wvsyfDh\n",
"s/DsbxsLAuA0PKg6PL5+Py67KiN1LTil5KfAERX/Q6WxD64klph13mxmu1ezAxF5nYyZbTWBfp6C\n",
"32C1zpfYLgYJYU484384hTOUAR+4b681JUpENsAnBuD0ofXM7KUSm5REkLAwPlECeFhNtWNnOHsi\n",
"SLgQODK+3EJNH6zl/rs4ePsX3q6QxQ1mtmctj5OZvI/CJ8YHqem1Uf3w9D70ObqFFlZmZX7Fr6Yu\n",
"xVIDRzKSsYw9z8wKTpCiyu5XxEQQzc2/x9ssEuxnqteKyOZ4chKc3rhPls0Tact/IVf+v7NwmJl1\n",
"qGe7OyDz/V+PB64/xce1P+D2NZcCF6jpG5ltjsf7y7dS0yfz9xnHxk1xH9hEGfMEMzuzVucdGT2H\n",
"4aJX+f2Un5PaDbTLzqBWEJF1cTP7rCn4h7go2asAQcIleEAKMFxNQ6eeZA9AkDAEb10BeExNCwX3\n",
"HUK3ok2KyK/wyftGeGbrEeDh+Mg+70WdEBXuNsgs+iMwQ0S+EBGLj3+KSL7seiXIese1mRDHLO+P\n",
"IccE6EURKVmWNtVvcLpKQl1cE7guVuWqRbYcXoh2UOo8puP9U0dCawf2tsATNDcvhGdYR+I0vUXx\n",
"RunVzOxkXHI68ZlZCmjOTizM8ZiZHWlmiVrWcLxkfyb++6jWWP060sANYFcRWanYykWQfF798f+v\n",
"GiR0LaGwdHOXwVS/NdWrTXU9/Fq9ilzDecUniO9LCKdGC4vaHNvsKVKPwDnw30DVgjIJ1PQT/H4K\n",
"sE70VupF9cjSC7sFVaYKFLIC+KmIVJXMKYc4cT8CT4xcpqbXApjZ12Z2TAst+zbRNPM1XuMgDhp4\n",
"D/fYop7vOiYGX20QBUxejC9XYvjw+4GsfPcVEsKGuAdmkoRcJb8NI9KWf5dZ9P7SLP3NmqzJPG3m\n",
"6zXFTHIZJz0ZyWcecIXKBdT0drzf7AQ8cf9ckHB1kHBu7Nc9A086tQncoHVsfBiftyT7P65GlHM/\n",
"hurLpnoEPpn+Oc5KSrAA3sf+toRwj4SwfTvnHh0/T7MxuPn5b0lbQJYARsUgF3pp9B2Gmn5GWuT4\n",
"fpCu+b6rQb0H/aPxptOlzOzHZjaiwKPXFb7OMLOnSRWJwL/3eTOv9wOmisj21exXTb8AErGEtYKE\n",
"NtllM/uctO8HnO53n4h8r+Q5q36Cu94nzcQ7AucU36IoOjRBM1Uz1YvxwWhSXLwKMIbm5tXN7CIz\n",
"e8/MPjazq5NsmLnMftZ76IqSxzEbY2bBzJ4zsxNiv8DceK/UPdlVM89fIVcdMx9CSkmpFLXqe2vY\n",
"ybCpPmuqB+ID97Hk9s8sCpwMvCch3CohbBGb3zuK48mdIIRoJ9BeJJ/13KSKeL2oDtnrtarETjfA\n",
"DThdPF+k6koR2UgcHY5ggoT18ITgE0TftezEx8yum8WsA/vQhxZauIAL5EEeBL83PSAiuxXaL2nf\n",
"mwCHsvnmD/P007fQ0gKeWLqD5uZFceEJgNXzJ/dRvW8xvIoHsOR7vDfXi7zI11Rt6/cdrpR9Pf36\n",
"XcCeez7H+efDlVfCb34DI0c+yuDBO+HUv3nMrNR9uccgo3T7KK5Sulhc/rGanoVTd28G1sep62vj\n",
"9g0HlNu3mb0etwUX9Sq7TbUw1Smx135NnCF0PWkPmeDJ2ruAdySEEyWEhWp9DmXP0Wycmf0RD44T\n",
"hZflSEW5evJ9rDORfI4DcfZRQ6Pewdt8OHWrV5mp63ECLmDyLWlAlI+7ROQfVe43ueAHUNwXJl9a\n",
"/0VSsYCiiH1Iu5NWoI6REI4psUkbRGPuxNulItGSIufyED4AJb1R8wP/kRAOL74VfyXNlg0XkaNK\n",
"rNv2mGbfxSAwSy+608wkPlY3s1Pwm3ox7BOps5WixwdvCUz1C1M9H1fo3ALvcUyutSZS0ZPXJYTj\n",
"JIT5C++pgmN5NeGEvMWjReSq2GtYLbrVZ92geB0XCYIe9hnG6sW/cZpwVtJvbpyG1QJ8JSKXiUgf\n",
"EVlORHZvBwNjXbxH7Dg1nRgk9FXTHMaAmV3TQstZADOchJF9/yYRKTRRyipBnklLy9OccMKu/Oxn\n",
"XzFzJkyZMoQnnwz07Zv8b03AZSJyqojsJSIX4/Syp+L5QWa+k+9FVgSf4RX6HYD5zGxNM9vbpk8/\n",
"mkMOWZc11/wdyy4LW2wBu+yyCbff/juam6dYxvpgdoGavoZXHFfNjrFqOk5Nfwb8EE/GbqSm+0aR\n",
"k0qQFeG6SETuFJFzRWSkiOwkImtE38IOISZpHzfVvXG/tRPxdocES+GiJx9KCNdLCJtEm5pOg5l9\n",
"jFe49wcWNrOEfTGWlEXSo+5jnYxuNabW2+etGXi+GLe9J6LRet6KIU7oN8EzhQfhma0E80alo7II\n",
"En4JJCbrB6rpVQWO1QcfCOfDJ0uDrQpvPwnhQNLKlQG7RlXIilBLafVoDn09PhAlKCofLSIjSSuP\n",
"U4EVzOyj/PVKHtM/vy/wSchHZrZ4gXUE72c8rcAuLjazIwssL3SsOfFMdV/gFTOrWO0zSOiHi5bM\n",
"Abylpt2uIiQhLA4cjNNl8/sZvwNGAZeY6rMAMANxAAAgAElEQVT521a0f5FDcEuIfAyupiE/SNgK\n",
"SHwTL1DTNh5AvSiPIOFR0p7cBSN9piboyp63vPN4hMICDYUQgC2z92cRGYhPGj/DpdtbJw1BwvLA\n",
"vmp6ctL/VOQcBBcE2KrA25/hghQTMusvS8rqyMXAgbP47rsmZlXLKod+9Bu3EistOZ3pTGHKpI/4\n",
"6DG8wjIZ94t7D7+HfQ28Wm6ckhB2Bq4ltZaZgHuDPlP1yXVTBAlNajorSHgdr/j+US0dC0tdF5VA\n",
"RO4md7zNxwTcv+1dPCkxDReRmUiaqJ4GfJxPrS15XKdKboMnQLYl1WtI8AreJ31de/rxa4kg4XFg\n",
"w/hyATWdVGr9XrRFkJDtob1ITUfWcv/dSrBERFbBBR5OMrN/1e1ADYTuErxlkacyCG6cfkcl2wYJ\n",
"iquMAfxNTQsaEYtI1kdjDTN7udB6Rc8xhD+Q9i98gwuYVKTmFSScTEov3FNNb6jm2AXOpQnPCP4q\n",
"s/hhPKjMmfzFSctYUv+1f5rZiKqPKfIQqWro4sUCQBHpjw9agzKLpwFLx8xdJcd6HlgLHwgHmVkb\n",
"M55iCBKewiuUUAcFv86ChNAPp+oejmeN8/EsPnDfGHs0K9+3B+NH4rYYyaT+NjOrmEYZJCxAWtV9\n",
"XE03LrV+LwojSMgaqW+tpvfXat8NFLxllXGvwgOxcjYZz+D3kEfxLHTSwzrSzC7KrhgkzK2mZXmI\n",
"IrIyTh1uwvug++Udb7iZfZNZ/zi8Iv4Jbt9SLZVpOj7/GE8Uj2qi6fwHeOBwnHr5hppW2xPcBhLC\n",
"GjirJWE4TAMOMtV8xkmPRkeDtGIQkSVw+uQG5dYtg29wNeZP4t8p+LVxV9QGKH4OISwDHIr38A3J\n",
"e/trPIC/1FSrmtfUCkHCX/E+e3AhmHyfx16UQZAwH2lrzJNqumGp9atFQwuWiMjLIvJS8sCzME3A\n",
"tSIyWURezb6frF/Lc+hF9YhVtqz3TjViCv8l7cMqVWoOmedaxf4T/J6UfjkXcGcVohI1LYeb6ixT\n",
"PR6nLyT8+M2AMfm+dDHTtym0NlnsV06wpQgq8iGJ6pD5E9A5SCeo1RyrD96jUA2y51nttg0DU51h\n",
"qqNNdXM88P4ruXTjYfhEeLyE8JdoSVDZvt378gI8OEyws4gcWOk+ordWooS2dqF+015UhNmh2T/7\n",
"mxyHq+stiKtDPk3aN5bFevh1fzC54kN/FJFtROQgEfm9iPStJHADMDdbviS+7IcHVgl9bj3gQxG5\n",
"R0R+LiJzmNlfzGy72Be/Ec4+cPTpM5Xtt5/JUUdBU2uL3WS8AvMnvGKysJn9GDglWWEWs9YhFUNZ\n",
"IUjIJrnaBVN9Cb92Ho2L5gCulRDO6iqhi65AFK+pOZXQzD40sx/gc8ml8WTaCJxlcifpGFwOc+G9\n",
"bVvhCs8n4EJS74nIMyJykoislBECSc9B9V1TPQHvM9uHxMrCMTcuevKShPCohLBXtCXoTHQryl8j\n",
"Imo4JCJz349MooZFrXvePscj1+zjbVw573m8IpB97/P46EXX4wHSIEwr3Sh6iiQywGsECf2LrBqy\n",
"m1V5bpiq4ROJRKFqceDuSGMsh6wqZs1ubKZ6DR60JRWtpYEnI5UmXc9sIrGZH6deXFpogCiDanrR\n",
"7ss8T7hFh4tIvs9ZLY6Vjx43iJjqG6Z6DH7NHYzfyxLMi4uevCEh/EdC2FlCZYGUmd1LamMBcIWI\n",
"HFzFqSWf9Zw4/bkX1aPbmbO2A1kK33qxH+4zM7vNzDYws1Wj4u1W5Pb5FMIgPOi6HA+KqrVX+D2p\n",
"JPe2eBCZYL647BLgf1k1yih8tQkuWrEeLS0L8Itf7MbOOxsrtOZNBgMHmNlvzOzfZvZl3HZi5v9a\n",
"eyYzk/FAqFGCyVQn4lXCyzOLf4UnGdvT09otkREwqTli0ut9M2s2s3+a2clmthPe8rEbrva8J14h\n",
"+wsu1nMTXrW7H092FTu/dXHhndeA90XkShFpU3kx1Wmm+i9T3QhPalxGbk/pxrggyzgJ4U8SQjX9\n",
"5h1Bjxt3uwiVaDg0BGoavJmZtuMxvPyee1FvmMsqJxnJtaqY6EN6wfenuHjGy6TUzM0iday6c3Tj\n",
"zB+TWgisAYyOFLeiqKe0uqk+hd/4kwnBQOBWCeGUPJXC80nVBofhHjPVoJoKwWOZ54mZ5zyknla1\n",
"PFapbXvUIGKqU031ClzRawPc4HtaZpVE9OQ9CeFkCWGxArvJx5+A8zKvLxSRhSs8pR77WXci3iZV\n",
"I+ypn+F7pEnSdYsljszsP7hy6Yb4Z7EtcBKwNS59X4imvmk1iSgz+wK3V0lQbNvFcDXK90TkERFZ\n",
"zMxeNbN/RGXeaaZ6O3A8K2WYjzvvfEiR/SVB+sBAyFLOa1ZtjdYyh5JrLbMd8IyE0PDqdd0VZjbZ\n",
"zG6Jas83mNllZvYLMzvUzPYws93NbGszWw6v3i2K36v3xQO2F/J2uSSeJHhcRB4tFMQBmOoLpnoo\n",
"ntQbSW4Fe0Fc9ORdCeEuCWHbGqkWF8ObpOyensog6Ax0JHHdqej1B+pFFonnnlB5gztUMNmPqomP\n",
"xJcLAKtWfXaAqX6KU2KSycjmwIUVKD9lpdVrOpCa6of455W1Bvg9cJOEMBAgKq5mqywXisiuVRzm\n",
"fdIep2FlJkxvZtadl6xap5vnlsMrpGqg1d7Asgp+DX3zay+iMtnTpjoCH7h/Sa64wuJ4j+X7EsLN\n",
"EsLwYtdnpNX+gjRjPwdwb4V+XLMD5a+uiD06SeJliSChx/lzxWssqb4NwRkCxdadbmZPmluW3Gdm\n",
"fzaz+83sEzxhsTdunpxFVdUFM7sROJ20CvIZuddyVvgpEdZ6WUTOEJH8hMi5DBqU0sQHDz5VQijU\n",
"x9Y6Kbud27PLayqtXsRaZgXgaQmhkFhLLzoRser8sZk9aGbXmdlvzez7wLK44NdjpOMXeCXtoajf\n",
"UHifqpNN9SLclHwz4EZceRN8LrU9bvfztoRwvISQ3zPXYUSF1yS5smSQzrc06CHoNrYLnRK8iUh/\n",
"EVldRDYWkU3zH51xDr2oCCHzfOsqtqv0gs/uv90mxab6Ji5+knDdD8U9BUuhrj9KU/0W58IfTzop\n",
"+QnwmISQeNrdBdwSnzcBfxGRinjVcQKWTEAWoPQEzHDlNHAq0d3x+fw47a/csWaQZiOXE5GKJfLz\n",
"BpGlo7BGj4Wpfm6q5+ITtG3xHoykab8vsCvudTlWQjhKQpi3zT78+/oD6aTh+1TWnJ+thDT0QNPg\n",
"6DYDdgfQ4Yyymc0ws+tjH1lW1Xb9YtuU2NfvSC06lsB72l6Jb/fDfwtZ9dX5cc/Kd0SktVfUVI1b\n",
"bjm2da233x6A0+nzJ8it3/FrvLYYaXKqLtXWaC0zjJRtMRi4V0I4prMl5ntRHmb2rpn9ycw2watm\n",
"B5Am5ObAvXBL78MD90dM9ad49e53pIwfgGWAM3G7gWslhB/U+FqYHe5j9cbzpPO3hk6I1jV4i/4x\n",
"Z+EZqBfxykvIezQX3roXXYCHSKs0hRT2iuEF0glrqcEwS+fbqIr9t4GpPo4rPyX4S36vWR7qTjGL\n",
"N++zcVuCRDp4LVzIZJM4Sf8paZ/IkpQ22c5HNROw7GedneT/UkQqaabuSC/QbDeImGqLqd5nqjvh\n",
"g/TpuKpZgkT0ZLyEcLmEkNNrY2Yf4n0biShDWSEnNZ1MajC+Zol+016UxuxAP83pe6vB/rI+bFUH\n",
"bwBm9masgEyLQks7Agmlca54jOVI+5zBe1H+KSLLtS6ZOvV1kkDv9dfBqyh3SghZ0+7WvucWWoaR\n",
"9q0uF1Xmag5TfRcf55JKZR+cIn2VhDCgHsfsRcdhZt+Y2T9wobEE1TCRMNWPTfV0/Fr8MamtC3gw\n",
"mIiePC8hHCohVMKIKYfZ4T5WV6jpFFIv3zWCdLrwTMWod+XtJJxSdC3OLwbPnh2KB3Mv4hS4XjQA\n",
"zH2mkkn7SiKS73NVEGo6lZTvvXqQnEEzixdIqwsdCt4AohTz6fGlANdLCMUqFlnRkrpmVEz1brxy\n",
"kmTuFgIekhAOifTR35IGySdWQZ+shib3eOb5crgKG3gvyf4VHKtWoiUNnb2qB0z1A1P9HfA9PFh/\n",
"OPP2XLiv4nMSwlMSwn7JRM7M7sF7i9YC/q/CwyWf9Rw4bacX1WN2uF5r3cvR4eAtH2aWBDuJoMmW\n",
"wN5mtiEuLJIEcfMCoxJzZjNrIfkOP/vMH24tcF3SZxQVlRNhrTW/5dus6FDdJrrR/2sXvLc1wQgg\n",
"SOh5FN2eBHM7nrfiy3WjB2p1+1Cdaap3mOo2wPLAOaR0WnD1y78BH0kIF0oIHRHJmB3uY52B5HPs\n",
"h+sqNCTqHbyNAG42s5+TZh6eM7PL8Ru+UV2Fpxf1x0OZ51rFdskF30SRCz7S8ZJBf0kRWbLqs2uL\n",
"k/HkAHhW9g4JYen8laK0eiJ0sla9pdVNdSye4U5MH/sCf5cQ/kpz87PAGZnVbxaR3SrYbTXVsP+S\n",
"UoM2Infy8Otk4lPhsXpFS9oBU51uqjeaquKB1UXkUsHWx0VPxksIZ0sIy8WeoxfNrFKz6NmuylkH\n",
"vEs6oRpWD7nzroaZfUqquLiOiHRIwj5en0lyau1K6d8V7Pc9nG6eJLdOEpFlzOx5nJacVJrXJfW1\n",
"guz9auzY5L6XHzQl6/S7n/uzVfG6/m5iVf43uBLit3Hx+jgj4/vFt+xFAyBhsPSjg2OZqb5tqr/C\n",
"acL7k5sASQTFXpUQgoSwu4SqmRRvk4rC9Y4F7Ue3GFPrHbwtQUoRS1TZkizzdHzSvU+dz6EX1SFL\n",
"Y/0hgIjsJiImIs0iclxWLEMcTS20VDrZz1aEalF9M7ySkZz3QsBdEgr69yTnOBepaXbdYKqT8AnH\n",
"+ZnFRwH3sP/+l5PLh79OREoO5OYm24l65DqlFDvNbBrp/7ssTke6P/N6j0LbZfAmaaBRbfCWGKDC\n",
"bBy8ZWGqr5rqSFzM5FByaZHz4wyFtyWE+ySEHavwh+o26liNiihvnlTmF8a/o56IVsVFamMtkUw+\n",
"B1DDDLWZPQpckNn3zSLSP1bPRpD2pJwuIom6cfo7uP7620hp/L+WEH6Wv85d3JX9fXXKPcpUb8DH\n",
"vOS+vwTwuIRQiThRL7oG2fYDrcUOTfVbU73GVDfAg4MrSIN6SEVPPpAQTpMQKkpy593HFgtSkdpx\n",
"L9qiWySf6x28fY6r+2FmU/DJ4HJ561QshtCLTsETpEIgB4mI4V4p4Devc4GW6INi+CA58yf8ZI9Z\n",
"rcnSkpPImvW9JYgSzbuSUhxWw5Ue87PBnU4riLSJY3GhkESBaktGjHiAkSP3JzWF7I+bhpZDMgGZ\n",
"h/KqmfmfdTYLfWKZ4C+rwrdYAZW3opgdFPzaC1P92lQvw6mRiSdQ1mR2a7xH5n8SwkkSQjnbgEr7\n",
"TXtRGt1iwO4gOq3vLUgYECSsFyQc3s7f/6mkJvTrAH8GMLMn8Qo2uL/hLSIyiOz/9sYbQ8ityl0m\n",
"IfyQTPD2P/73PVJp9U77vk31efyzfyoumhO4UUI4vc5S8r1oH7LJ7D+IyNEiUrPxzFT/a6oH4wmj\n",
"Y0kry+CJpN/i1jO3SQhbVXCNzA73sXqjW4yp9b5ZvEDuJLkZODpRncRvsC8W3LIXXQIz+waXtS2H\n",
"A7IvvuTLTV/kxSR6K1Vqfoo0c7px9WdYGLHK9SNSwYetgUvz1Jy6jBMe/cE2J+3nGMouu9zBqFHH\n",
"Z1bbXUTK3SyqqbTkVzkfwYNzcKuGHWp4rFLbNuwNsKsQxW0eN9V98Az8CbgfV4Lv4R5E4ySEURLC\n",
"poWUydT0a9xYFrzftFcIoX2YHfpFOrPv7aT4/sW04z4fq2y7kdoGHCcif4isj+NJ1XBXwJkNH5IK\n",
"BA1j+PBLSIO8vsBtXHnldCId07BhpEJOS3WmtLqpfgwMxynTCX6D+4PWQrii4RAkLBwk/ChIqNbf\n",
"tEsR+zDvyiw6HxgnIveIyIEVWu+UP47qF6Z6PqkC62hS6nAfUtGTNySEX0gIxYoes8N9rK5Q02+A\n",
"V+PL1UpoOHQp6h28XQbMISLJhOK3eLNxojo5CPc46kVj4ShS1a8Ez+I3lBltV3c8xmNJYLJykMKD\n",
"UByUE8rYWiKyTAfPNd236lv4TS6pZBwI/CqzSpdKq5vqI/gNNZl4zMMii9zCeutl+wzHlOlHqSaz\n",
"9kTm+cZR7fKPmWW/KeMXV6u+t4bljTcCTHWiqZ4JDMUTEHeTJjj6kYqevCwhHFGAEpx81n1p4Abr\n",
"BsfscL0+R3pd1aLy9gLpvXY/Efl15t7V4QqAmf0XOCaz6He41co6ONMioXX/DFidtPo2H87wOZZU\n",
"+GcQyy47mqamRElulclMzpozd+p3bqrf4ed9LGmWfyecRrl0Z55LJ6EZ/y4uaGQFvyI4lFybo754\n",
"O8QVwEQRGSUi+4hIOZZEWcSk3oOmuivucXgKuXOxobjoyXgJ4WoJYb0SCeqeeh/rDGQ1HNbsyhMp\n",
"hroGb2Z2h5ntYmbfxdev4hffLviNavlIg+hFA8HMxuHfz9t49nRhM1vXzHbFVe2WwGmAF+LZUQDG\n",
"MCa5nvrgtLBiuDXzXGt35q0BUtaT5UwJYRdoDGl1U30fz0Qnfm99+O1v80V7ZorIFSLSOsESkTlj\n",
"VS6rklYyoDKzL0gzSGvFLOG9pNXudfFqYDH0Kk52Ikx1lqneY6rb45PPM0nN1sGrpRfhymSXSghJ\n",
"oNZLlek4xpFWxXuqaMkU0irtGpmkanv3N400EQUuwnR4fF6Ta9LMLiGXArkLTgffBZ/YJjiC3PvV\n",
"eqY6E098JBTupdhkkwXj8z53c/cXmfU7/XcTJ+rn44HA5Lh4DaK1TGefT52RVfBbvdSKjQYzm2Bm\n",
"w/E5zaV4O1CCAfg1di0wXkQeF5HjRWSJDh9Xdbypnop7uu5Kqh+RHDcRPRkjIRwoIcyFixIl59cj\n",
"72OdhIbvJe90jrWZfWlmt5vZXWY2qfwWvegKmNmzZra8mW0QlcqS5WZm483sCjM7ysxuIU4IxjN+\n",
"yDetTgAlB8Msj7zdZt1Fz131RjxLm+A6CSH5AWal1Vet9bErgalOxQVD3Oh2nnlgr73yVzsQeFpE\n",
"tomTrJfxG8pE0kzcWhWovCV9b03A+rH6lu19O6nEth+QmdCWqdLl411SCmvvIFIlTPVdUz0BT5Ts\n",
"TS4FdiBwGPCihPD4r89ggenpVdCQA02jIzb7JwP2AviEqSciqU71pXSCrVI8mvf6ZwBq+hEwIS7r\n",
"0O/fzC7EhUqywdZZwCGk1jP7kNrVQPwdxHvtjiRCT2uv3UqPvI/7svfOLkt6mOr9uLVM0v88BLeW\n",
"ObirzqkO6PYVoagCfDhu4r0BHshNzqzSBGyIJ93GichLWUP5dh9XdYapjjbVLXBa5fmkqpKQip6M\n",
"H97MeW+s0Po7WBD3ku1F9Wj45HNvg2wvaoFmAMP6vJSK6JW64MeQqo9uWmK9juCPpBYCcwL/F+ko\n",
"DfGjjPLRJ+NB3Lfsvz9suWWhVe/FhViyQj8JPWMA5b29spP+k+Pf0aQVyOEi8oOC5+iBXjKhnR9X\n",
"qawIcTKcfNYL40FIL6qEqU4z1etNdWNST6CvM6ts+Mz6nLL7TXDZwfDBkhT8LntREWaHCmatM8rn\n",
"kApaAXw/Y6CdfJ6DccZNu2Fm/8QD6qxy70q4cjDxbzYR2Pq/mepHwPbA16yUigyPY9wypJPvLp2g\n",
"merrOJX1P3FRX1xo5QIJ9bW16SQ0xLhbC8QE9tMxkFsc9yO8kNRHMMHqwGgRWaFmx1Z9IwqgLY4n\n",
"eLP+tfMCRx/2dzY57lx4eFP4eiDFfG97URovkbYINWSyoTd460Ut0Nqz9V/+W1a0JNJoE7WtZWrk\n",
"95Z7DLcQOBjvrwS3ELh77Mq8nlmty3+UpnoTsBH9+4/jpJPg8sth2LCWvNXyA59qZK6zipObisgW\n",
"wM7A2ZnlpapvHREe6fbZ1kaCqb5kqj/HB+4jSCmxTJ4XRu0FI65mxb4PhHslhB9VYTfQC8fscL3m\n",
"KE6KyBxRQa8Sn8k2MLOPzWwP4NeZxYn0fU0/TzP7ysyOxQVLCmEk6YRr7ayXpam+CPyUZZZpoX9k\n",
"yw8cuDnp5HfRrpZWN9UvgO3IDVBHAveWEKjoLniBVICjxyRGzGyqmT0QWUgr4QI6pwPj4yp9yaX9\n",
"1ua4qt+Y6lWmOgwP+q8m9XXl+bXhlFNhjxu5UkI4RULoqfYndYGaTsPZTgArFdNw6Er0Bm+9qAUe\n",
"Tp48wzNJRW3FIAW91hI8knlel+qbqU7DA5WkyrTKURdw/Mym1gbxhsgARvnodYEnGDoUzj67D0cf\n",
"XWjVaQWWlfsf3st7/R/gZuByUlrT9iJSrCm316y7wWCqX5nqJXhmd1NgVJ9Zfk1bH5jVl21wcYC3\n",
"JYQTJHSekl43R4+pDpTAS6QiI+viapDnAzeJyOYisoaI3CoiI/I3FJFVReTZaBOTnxi4OfP8TyLy\n",
"9jmcUxcvNTM7G6/CXVrg7YQKOSd5tHhTvZu+fUcyNBYBp05d6PqtPs+nn3UpMtYyB5IGolsAT0sI\n",
"tfDm6xJEBb+EztewCn4dhZm9ZWa/wxkxCaV3hIgMrtsxVceY6s/wpN4vmmbybvLeNwOZG/g98L6E\n",
"MFpC2LyQanEvCiIZD/oAJT14uwK9wVsvOgwz+4wogvE+7881pdWfueRg+HDmec373hJEC4HtiMIP\n",
"s/qifz6RyVFyrWGk1U31E9wU/R8A7LQTHHSQv9nU9BBuRL4AqZddgnKiJYbz4Qth0czzYh5zvXYB\n",
"DYooePCoqe518RGccOAVsNAnOassjftjjZMQ/iUhbNQ7cBeHmk4gzZivE6Tn+W6Z2XRSkZEV8SAh\n",
"wT540L8zcJWILBGDuTNFZCherV8Ht4nJEVmKkurZXubl7ubu45/kScwFLmv6+zez9yNtbRFyqWNZ\n",
"tLlfmeolDBrUKrJypb6z3btLt77dMPcoU70K/4xTaxkP4LbvurPqMJLxoGEV/GoFM/uS1ApiILEX\n",
"tK7HVJ1kqn/Z+DGG/ulEJm38KPRptd6lCRf5eQB4TUI4RkKYr97n1M3R0POXHjc49aLL0KqENCa9\n",
"5ktN9p8iNa0eXqUYRlUw1Xdw9cxpAA9tznyj9gSc0tAwg0isFB4IHIdIC3vvDc3N8MADC9Pc3Gxm\n",
"U8ntYQNYXUTKZTEPJe3/K4afikgb0/QoVvNBfLlOGRuDfHwIJGI3vaIldcRKb/DQPv+C6/eCY//C\n",
"w7gnUIL+wF44hfYFCeHQnuonVQPUrE+rgTGmyPIRpAIHgisJP4TTFB/CVRETtLlX4NX8LAacxEn8\n",
"kB9yKqdu1F/6DxORVdp/2m1hZp/g48wWpP1iCY4RkbZznDFjWmmJLe+8OeDEP8Mkn8Y2VLXVVB/D\n",
"J42JOvA8wJ2xmt4d76WzQ2U7i4syz0dWOXa2G+EUbfnBUzxx2skwak9Y6BMuAj7OrLIicB5uN3CF\n",
"hNDlFecGRUNfr50SvMUM3l6RW79kXNYkIvNneeldhUgXuUpE3hSRqSLyjohcLiKLdPW5dSMkfjo8\n",
"kdqLlep7mwokNhFDqbFlQJvjqT6BS+sCcPkh8NBwoAGoMlnEasp5eLUwofSsCjwjIShtg7eyWUwz\n",
"a8EnZlvjPnj/K7JqEJEfFVieTPYG4iIBFSFPtGQB3LemF/XBy8D0phbY8S4WNtVt8N/V2UBW1XcN\n",
"XPTkIwnhYgmhnODN7IbZre+tFP6C/26hrWpdoUx0ovJ7EZl+TIBA6DuDGWOAV0XkyCrOtSyigMSD\n",
"ZrYVuVYqqwKvtEluzZqV/v9vvskni8BJf4JvBzRegslUP8AD5cRaRvBq+rUSuh31cLai0ZvZWNKE\n",
"wrLkJj/qjWcBFpoIN/6Ux/Cxdw9y/ermxJPFz0oIT0sII7rhNVVPvEraqtJwY0FdgzdxnIfLhl+H\n",
"DwbLx7fnwT0pRtbzHCrEmXjvyGj8fG7Am66fr4Xx4myCR4GpAC/zcmIEW+4Gne1ZGFGHc8pBtBD4\n",
"TfL6jBMgbMZ29T5ue2Cq/8YbkROBlQWA/3DqqYXEXcpmhcysxczuN7M7gJXJiMxk0Bf4PxE5R0TW\n",
"FZF54/LevrcGh5pOh1ap1xWDhEGm+o6pHo8L3uxPKhIEfv89HDf+flhC2ENC5/seNiAaOttaIxSr\n",
"vFWDdfPZEvEec7qZjcR/60cvzMLvF9j20BocvxgOyXu9MnBtXpL4DYjc/rFjZwG8sRKc/lsWnDRf\n",
"4yWYot3B7uTa3+wNPNzNhCiyCn6zy1hwQeZ5zYVLSiBn3DXV6aZ6k6kOJ/UL/Sqzznp4y8Z4CeEc\n",
"CaGnsg4qhprOIKWYrxAk1K1vsT2od+XtV/gFezYup9p6s4+c4NE4D7ercYyZDTWzE83sKjP7DS4t\n",
"vDBQ0yxhT4WZzSRmdD/lU5noVP1lg5RUybqNVKp5546axlaIP/edwdUAM/rDOb9kGwlh+TLbdAlM\n",
"9S3cT+a+uKgvG298MgMG5AuXnCAi10Vz0IFl92s23cw2x6t2c5Fr/gnwC/y7/EJEPiS3UtcbvDUu\n",
"ks9agLWThab6raleY6o/iMsvJ22mB09c3QB8ICH8UUL4XmedcAPiWeDvuFLt37v4XOqFNHhx5Ks3\n",
"fkl5LAQUvU7M7Dszu+AGbjj4ci5n7fRyBFgtYydQU5jZs+RWmgF+AoxJjJMjE8H75D7/vKnvx59P\n",
"A3hiIzjhjByqW8MgMjJOx+dLU+PidfGqSbewB8lT8Fu5ERX86oB7gHfi8y1FpLOYDtk+0Jxx11TH\n",
"mupIXODkENIABWA+fPx/S0K4X0L4cQ+xqmgvsvOXtYuu1QWod/B2MHCtmZ1EytvO4mWcf9ulMLPH\n",
"Cix7FB8EKqaJ9aKVBsnY1C+16IQ9WgbcHl/OA6xftzNLjqlqM/txyGov++Rl6tw0SUvjSjGb6mQ8\n",
"kXAuAH36wPDhc+StthieiT0T+FpETET+ICI/EJFd42sTkd/k7Nsz5d8CPyV3Mp/F4uT6OO0nItWo\n",
"F84OlYxGQVnKn6k+b6qH4NfMUZBjnWuQcDoAACAASURBVLEwbhvxroRwp4SwjYSeJ9pRCmr6mZoe\n",
"pqZXqGm+b1OPQAxezsF7jv8KXEUaENyJy45Xgkp+z88NZSjnci57sme2CrdThcdoD7KsgoQFshZu\n",
"nLxXfN1afVzlvH+Pbord12+twI8khIZN2JrqbTiNMvksFwGChLB/8a0aCtkEU8Mp+NUa8bd2YWbR\n",
"sZ1xXDX9mMSYvoj4kql+baqX40HJhnhf/PTMKlviCfZ3JYTfSQiL5u9jNkDDzl/qPTAvSdsenSym\n",
"AqXk5LsMIjI3HlB81tXn0o3Q2uz2Cq8kT8txhUPmeaEm+JrDVGec+ntuWybWk6wPywG3Sgj5QVFD\n",
"wFRnmeovgf2Aaey3Hyy9dLnNfod/H1kJ79NjEHeViNyeBHW4olmbBEYRzA18IiLvi8jB5YRmooLf\n",
"R/HlOo3WU9LDULE6lqlONtULgVWA4fh1kggI9QF2IBrESwi/khCG1OF8e9FFMLM/AAPN7Bgz+xxP\n",
"EP0Op9dmbVxuzdv0v5nn65U7jppOIlbut2brbAtCPYO3bMV0Grn0sOtEZGsyv5UPnxn96S/Ozdn+\n",
"rxJCod7fhkD0rFuXdOzsD1wtIZzVDbwdZ4ee0nxcRcow2qcTtRSSa3we0nalNohV3SdNdT88Wftr\n",
"ctk2SwB/wJkZN0kI2k0Fc9qDbAWzoa7XegdvEylBrcAj/g9KvN+VOAb3jLmxq0+kG6G1p6aSyltE\n",
"NrjfsNYnVAzzf8GTfzoJ5ksJNpsBVzVypcFUrwU2YZFFJvCPf8AOO7R3Vz+j7eRpK9LJ+1d4j90N\n",
"JfbxPeAy4MIKqJpZBb+60KV6AbiPUmLUWlGWMA7cwVR3x7/Tk0nl8sEb7c8CPpQQrpEQNpiNBu4e\n",
"jWgbkDwPsV/tS7z6diVwNz4OJrTKmfF1gkoz0c8CLMVSA/rRL6kYbSoiL4rITzvyPxTBw9Dq5TkA\n",
"N7RP7m2CW6ck9D0mMWmlbe/jkz2vb92+D3BjI6vwmepE/J6d7Rv/Fa5G2VC9OXmY7Wj0ZjaFNKHQ\n",
"n1x7jnqi6s/aVD8z1bPwYG9b4C7S6nVfXIG2GXhVQhjZ4NdaLfAaKSupoa7Xek9URwOHRn67Zd8Q\n",
"ka1wkYqbC2zXbkSRlAGVPErsY1Pc2PBGMwu1PL+ejJjBfRPgTd5kulfgyw3wb5N62WxYUNq5Phiz\n",
"yCfwx99A3xkkbih7Aad10vHbBVMdg3+mz7FShtG71Vb3s9hig/CB4WTgc7yv5TlyM+ml8Hn8Owg4\n",
"zMz2xG/YR5HSqvJxBN7TWgodETzpRYVQ05mkanvLBanOx8dUJ5jqabg/3C7kSq/PAeyLU6OfkxAO\n",
"lhDK9lf2ovvBzGaZ2UFmtr2ZjcNFFw4BtojtBOPiqsMqlD9PKYqsMjazfA1glIi8IiIvi8gLIrJF\n",
"Dc5/BmmfEfh9fQ5SWv8SePIqud8Na6FlzEFXwGahdZuBwP9JCA0nYJLAVGeY6uH4PTgZw7bD/eBW\n",
"6LozK4lXSBX8Zqex4FLSOfChnWQb0G7Kn6m2mOp9projnsD7M+k8DVwI6AJctfgyCWGtDp9tAyJv\n",
"TF02SFig1PqdiXpPlE8BJuANkdfEZceLyOO4CMNLwJ9qfMzN8Ei57ENE2tzgRGQlnOf7Em6M3F70\n",
"E5G1K3j0NB7xEwAzmckbvAGwZJBQVLEzmkgndMv5aGePoYjMJyI3isjdIrJYBZu8Akxf+XU44Qw+\n",
"Jr2xniQhjGjPOXQWTHU8sCmLLXZP68Jp07biX/+6kubmG8zsNDMbYmaDzGyYmW2G/9Z3xSvdb2Z2\n",
"9yVpYLYw6efwx0ip3MvMLsT57wn+gf+2E5QrATYsb7wHosO0JFOdaaq3mepWpJ5AWRGL7+NV1/ES\n",
"wl8lhNmqL1hEFq3k3k5GoKs7jwVmNs3MLjezh+OiRGp/biq7X7dek7uy67cF3l8VWA23PLldRGoh\n",
"qZ5NPGyLK1weRub+RhqEDnmN197uY24ZMP/nJL2Oi+AB3Dw1OJ+6wVQvwW1gEh7JingAt2XxrboG\n",
"ja7gVy+Y2Xu4eAl4O1Fn0HKzlL92j7um+p6pnoSfd+IXmmAuXNvieQnhCQlhHwmhM4TnOhMlK5hV\n",
"jAf9anlSdQ3eIgXjB7iQwhI4pWcznD51CrBJ9PuqJV7DK3qVPLLGhYh70N0PfAFs18FzWwj/8ZR7\n",
"1FM2uSvQKlpyLMcy3hlY5SaRVVEnRWRlEZkQe7ZuiUHGJFxOeTtgvIh8KCJ7xt7FNojKVy8BbP4Q\n",
"i83zFb/OvH2ZhLBpufPoSpjqN1xyyU40Nbn08htvgFMaHpUQ2tgJRC+k0Wa2lJmtaGYSH/ORG4jl\n",
"U+KuiZ/vwqTUo3XN7FTSnoslEiW3ImhY3ngPRE1pSab6pqkeh/dCHEBuFXUwXpV9TUJ4SELYVUKo\n",
"6QDVoDiUyu7tyfjaVOH63WUsqLaS3tontzEbL4mLNlyJj9X5GIgHcB1VUHwq7/UluBjPxfF1jj/m\n",
"ndz5HUD/GXDRkfwHeCu+tRowqtEV90z1Qfy7SJrN5wXulRCOakCac8Mq+NUZl2Se/7zeB1PTz3Gb\n",
"LoC1gnTsGjbVaaY6ylQ3wavmlwBfZ1b5AS568qGEcKaEsGxHjtdAKJcQrXQ8qEborSzECx+9EJEF\n",
"8IzCvMDGZvZOmU2K7edDfKLzKZWZMk4wswntOVYjQkQWx6mQrdmXfdn35mvsmt1LbLMRaTbnajP7\n",
"WYF1BOdfV5ux+hhQM2ujHBckXIpnYwF0eDO7495X4JWGDU210ASjYSAij5EIvdx+OwweDPAJsEs0\n",
"Jq9kH4PxbHo5qs1YXOCiBadWnhQfALua2ehiGwYJ7+FGoV8D86rprGLr9qL9CBJWITVIHq2mu9b6\n",
"GBLCMPx3sieZ33nEBNyK4HJT/TB/256AWCGrpEo2Bg/gZlGBuAfdZCwQkeGkio6XmtnhpdYHCBJe\n",
"xytC04F51HS6uHn2kfhnFPCerZ/ETR40s3ZTKCODptC9+9fxPA7ILhzEoEvu4I7k/wjDmzkUeBqf\n",
"D4DT3o4w1YaeMMUq4XXAjpnFV+Lnnm8x0yUIEkbg7A2A49W0HO2+RyBSJd8ClomLhrZ3nlkpgoSb\n",
"8KQuwOpq+kqp9atFvN72wYPR1fPeNpxhdwlwr2n3HPODhOy95DY1zbE3q2I8uBcP4MabWalkd0Wo\n",
"t0l3PxEpqiYpIoNEpMsztVFw4R78C9iuRj+oGWb23woeDT9YVwMzG086AANwLdfuJu5DViyYfY5U\n",
"onbjZKGILCQil8bKTwvlA7dClJxFgNdF5CciskleT10+ne9oUk+1eYF7JITOUoZqL9Is+MsvJ9fS\n",
"wrh89AEFt8iDmU3GqzQflVl1lfi3D54xfTLzXrlMefJZz035ILEX7ccbpDTYujRYm+qzpnoAnqQ6\n",
"jrRKAX4PPRl4T0K4VULYopFFgNoDM5tQyb2dTJ93DxsLniP936oSLcEFG1YHMLNvzexsMzvTzJ7G\n",
"kwHJPWjTYqyJCvEmqcpk1gblz8C/cIZNK77iq1XISKs3D+dtvO8zMZX+OR5cNjRMdQqwM3BGZvGB\n",
"wEMSircvdDJmO9ES8F5ScpVQDyu2bg1R18/aVKeY6qV4FXsT4HrS34yQip68IyGcKCHUtPrUSXiT\n",
"tMLY5jOsYjyYkb9tR1DvQfWvZOTjC+BxEv+qrsW/8EHoFmBVEdkn86inpHGPhJnd05e+y/bLpfju\n",
"DdwjIr8ssP53pNS6oZJK2H9C+Rvcw3HffcxsLpxXvGfcNotbcOGOsbHSBHnS6qY6E6deJpz8pYHb\n",
"JYQ5y5xDVyL9H84662rSjHg/4EoJ4dxK5KPNbIqZLY7TmzfPvFWserIunplOsEGZQ/T2vXUCYkUz\n",
"oaktFSQsWK9jmeokUz0P73vaApeVT7KrTfgk8j/A6xJC3WlCvegcmNlXpP6Aa4pIJRYr5T0IXWgk\n",
"8f3sR+59qNpzbMkccy7g/Pi8D64g/Tdy720/mMWsZP15gBVMtZncCt2ZEkJO1r0REcUmTsT7kxL1\n",
"2Q2BZySENYtv2Wl4nTSgnt3GgqtIE9UHxOpzPdEp425ULX7MVPfG5xAnknoRgrNu/oRTKkdJCN1G\n",
"dVpNW0jnpyU1HDoT9Q7etsEVJ4vhFiqjFtYba+KZxANwYZXs47wuPK9uixk24907ufOhVVk1/62T\n",
"RaSQZ1QpP8AE0/CM6ZyZni01s+uj8AlmNtPMbjCzRUgbhLNYEfhSRM4bzejXSQe3daA1c/kj0mb2\n",
"9YF/NHD1IA3epkxZDf/NZU1Bj8Ob7uelApjZeDN7CHgQ/7zvIKWSZrGPmU0kVXVbR0T6l9j1bJlt\n",
"7SJ0qpdSnCw+aKo/wRMef8DpkwmWr9V5SAhL9cCG+O6IRLSkH5nesRKo9Pd/b+b5ntWeVB6yyblH\n",
"SKttQ/BEQ7ZiPMff+FuW1pWMB9fh/ncJrou04YaHqY7CqyGJ9cf3gCe6OgDNU/BbppEU/OqNOGYm\n",
"Cuvzk1Ia64VO7zc31U9N9QzcFijxC00q9f2APUj75zuEThwPGs6fsN4T0sUonrkHH+A7zP3sKMxs\n",
"GTNrMrM+BR49pemy0zGAAWP+yl85LLd4Ng+5AhkJigVvbwI/BOYxswFmtnWs1FWCESXeO+giLlqa\n",
"dBAZmkirm+pH+E0noZ/tAZxe4TE7G++QGoAOi/LRR+EVy+QGuQ3wVJXy0UcAS5vZkWZ2KSlPP8H3\n",
"Yx9iIgwwAG9iLobsINItJj/dGF0WKJvqh6b6ezzTuiuZ3qiO7ltC2Br3GLpLQrhcQli/o/vsRbuR\n",
"DYwq6ed7gdR7rdQ1eT/wWXy+s4h0pHL8TOb5MDwYfCCzbHjmnLiVW7ed3HorzTnHP+JCDABz4tff\n",
"0h04r06DqT6LV1ySz2IuYLSEcHIXJyQbbjLcieg04RI1nUyapFgrSOcJSpnqLFP9P1PdDg/kzsTt\n",
"Oe421fdLb10enTweNJzdUb1/vJMoLSW8EikvvRc9D2OaaGIP9uAyLvsrKV3giEiNzN5Isv1TXwAL\n",
"4v4iK5lZs5llVY0qgplNTCp0eHBxMqlM/q5m9iZFBhFTfREf7JOM0YkSQsOpweXRgxaNgjGY6t9x\n",
"ef/Ey2hFnDazdYX7fcPMPs68fo+05y3BnbiXXIKifW9q+gVple77HVW+6kVJdPlAE5MIo011c2A5\n",
"U32u7EYlEBXzZuFCUPPifTz3SQhdNpAGCf2ChCFBug8FqIbIBkZlvwM1/Zq06X/1IIWz5ebG4VfH\n",
"l/2BG0p5spZBzu/AzCbhxtZZk+TWOVALLXOdlxJtWoO3KFJyMKmo1iJ4P3RVPopdBVOdACguZJLg\n",
"VNyIvKu8GmdnJsaTRKVrYIMoI19PJL+DOXD11E6Hqb5rqifgxZoO9/p1wXjQcNdrvYO3e4FDCl2c\n",
"IrIObvx5b5utetFT0HrBL8/yKwH5/W7TReRJEVnKzD4BjscnBTuY2Wdm9m5Ch+wozL2KTjOzFYFF\n",
"zezf+edI3iTEVO/CpdATXFxp8NPJKDhZN9VArnz0YHzScWx75KPN7DVyM9fbk3sjrrTvbQC05dP2\n",
"ombIqcZ25YkAmOr/arAPM9UHTHUDvMf1U7w/ahy0DuZ1Q5DQN0gYHCSsGCTsECSchIsP3IgnMWY3\n",
"vETagF9J5Q3S+1RfoJSp70WkvZM/BB4TkfaYZX9I2vu8roiIOa4i17cykVPnUR5liuej1g6S9gpH\n",
"pcYfkyb/VgZu6S7WGKb6LbAfrraZjKm7Ao93kRH5bNsDHec0nWkb0DCBh6l+F31qO7qfzh4P/kfq\n",
"dTosSNfbb9Q7eDsZr6w9LSK3isgf4uM2XOzgK3L55L3oWfiAlAKzzmZsdjEp/z7BBsB7IvIJ8JmZ\n",
"rW9mlfS/tRvZihJl6BumehGpqE4TcJOE0GiBR9FKi6m+izer3xEX9QH+AlwlIVQiNJCPG0u8t5eI\n",
"NIlIsara7EyV6TTkNVgvFiRUYlrf8JAQJA7K6+CSy/eZ6sfgg3l2wO6Isl4M1AYFCcsFCdsECb/C\n",
"hQYewsetO/CG/O1x6t3KQcLK7f7HuiHMbBqpsNOKGRGoUqjo929m7+NiG99m1n1NRJpF5FMRGS0i\n",
"ZXt44yQ5qRDOCwzNvP0oafA5DZgI0EIL5/rtfi48QEv3p/o53qM/MS76IXBJA/qoFUSc8P4/e+cd\n",
"Jkdx9OG3lAVCgITICJFzRtgmtgCTc44GTBQ5JwEGTDD6AGNyEGByNIiMSdeYYEDCZJFzjpJAQoCk\n",
"q++P6rmZW+3e7t5tmL2bV88+2u2d0Ds309Wh6lcjsZCAyGNiBWCMeL9m4T2rwjuJOnRFW3AT8e/f\n",
"pZT7uQOkZvBWSWplDwCcOiW+jnNjIWF1pdpJuj/HOpM3Y8pRJ4XXMGwJf1VV/bTwETIamZwbfo5T\n",
"OXUBCrvRzglcE9wpLwrxVLWgFGn144gHP/0xAZBUKA4F2mycgwjLNrSO29sTaGpHKoSni3z/FTBV\n",
"RH4Vkb1CbpuS6plRUTrdQDm4r/XBPDbGEiYtkmqq4v0S4v2twOPi/cchWeyAMk81EhO4+C8mevRX\n",
"LJfi55jU/DDseXoMaz+uwkIEuhrRpFHUgSpGyc+/qt6OuWF/FIr6Yq5/g7Brv1+ZdYSkV0LrweeS\n",
"2GofAE/yJJ/wSd46hlXkrbABH8A+zOhRkmrUuQcwIa73QtEgLJXAPrWqQ5hgilRxU6PgVytCGMj1\n",
"4eNM2KpotXiJeLW109jdGtqDiFT1X6oesKqqX6jqHsDsWA6geYABqrqnqhbLK5XR+LS64UOjVWyW\n",
"+mBgpepVKaYUafWQXHJXYnGTIdgArl7xArl8irkNAKyab+AbFAFPBnYintH+AzC2TPW0ZP6kfEk3\n",
"IyXRXthqxZWJ75K5r1YFyMm7l1E5UmVoKshKmILev4jFsKJ7aDtssLUutrJyM7aCcxHl0Q9zkbkI\n",
"66ivACzj1G2BuUquH479O6zTf7JTl5uapCuQjHsrxXXyVWIRpaL3pKq+gsWoTcjz9bASzgdtx38m\n",
"v3ueeEWNKywdV946qnPPAnslikaK9zuWWJ9UoM69id2/kRt8T+Aq8f7iGrqCJq9/p5hgKpOkiNPw\n",
"ak1Ylxpv2qDUwh5EpMqm1qzjpKrNqvp1eDUX3yOjkzCDb7uqvoXNmMwexETyzYRsVoO6RRR9KNW5\n",
"yVidPk1sd2MaUggE96DIEA7AhF7yb+vcbVhjFzV08wFPifc7lXiupEted2xQ2xZ/jnIlOnU/Am9/\n",
"y7fcxV0rdZNujwHTo7x+InKKiFwiIpNE5OIqu5J0djpdTElwg9kN62Q3qXO/gYmjhFyM52HJVIep\n",
"c8OBv2CDq53F+03KONUhwPpO3V+dunudureBmb34vbC8kvuE467i1F3i1H3T1sE6MWUJ4zh1U4jj\n",
"b5f2UnzyS1XfxYSSdsAmm8aHrzYSkVJcl9pSxUx+tyL2dwfgOZ5jEpMKDkiDDP8piaLrxPuCgk1p\n",
"RJ37AXMDTXZmD8KEH9q7OlEOna6NKgdVfQNb4Qdb/XVVPF10rXvStip0w1BDexCRqvu16h1PERkg\n",
"IgeJyLkicrWIXJP7qnYdMupK3oFREBCZEN6PD4O4pBz9+jWqH5Qai2EpBDYhXnnaCpO/TQMld6SC\n",
"8t+qxOkZ+gC3iPdnlDgYTZ5rMta5mlJgW4DR0QBtGMOW3IEduIiLeiiam4T3NCyn3MxYJ2JMDZKY\n",
"dlY+InblWyUNAdYVYDA2m3o/sXBExFGY6/U56twb4r0EY34ZlhB4MEAp97dT92vIRQWAFz8flt7k\n",
"aGzwsZ5Td5pTN8GL75UUtuhivE0ct7OaiAwSkXtE5PY2YuCitrYbbYuWtKCqX6rqHar6HJb0PeKR\n",
"Qvsk9v0eExsAS2+SjMfNbTNvJ3gwNNPMhVy4chFp9TOAq8P73sA94n1DpRZS56aF1DJ7E8cArosp\n",
"E1c7jrPTuXa3g1oJl3TGa10Te5CglYZDvW1qVQdvIrIh9oMvwmYr18XcHaJX9Dmjk+LUfU6csLfN\n",
"Gz7I0X8UPq7ahvBFpSk9FsO517HEmpHL4NHifanxF9WkrCV9de5rLA41OXkyArhbvO9fZPdcCe43\n",
"VXUmbPbw0AL7tIdFScyGZ5ROTrzpnKQgn2ZHCLOsW2DCE/eqcxMS3y2ISbmPJnYDiwZUC2CuugPB\n",
"3IfLOa8XvxmWJ+lA4Hanblenblz0vVP3m1M33Uv9V+BrjapOJ16Fnx9T3dwCax/3FpH+InKwiCRX\n",
"pJJtR3tcj+5OvF9aREpJ8Bydsy+tVW7fIo53Hho8GE6LvnyMx7qPZnTuBFMLIeZmOHEuw0GYO33D\n",
"eQyoc9dgfbFoFXkR4HnxvpoeMEkFv6H17gzXibuJFVG3LnE1uT2kyuWvo9TDHuRqOBAGgPWi2gbn\n",
"PEzAYAVVnS0kw06+hqhqbvLfjM5HZOBnw4xCWzwf/u8LLFe1GrXmPeLVtKLL4ercI7QeVFwq3m9c\n",
"jYqVQdm5vYL89T7AEcTJarcA/iu+zdxVhUQA3lbVizAlraIMZvBXWIfhFKBQ0s4TRKQh8imlkFS5\n",
"ebQH8b5feNsDC+p/BnglfBd19tbB3H9vUdfiwhjdzythdu6bsE9BmxcdT7zvlehIzoPFab2JxYvc\n",
"48Vf58Xv78Wv68Wv58UvFQQYuiLJuLdkqpCtsQS6FwFPiMgCIrL1Vmy16yu8wnSmcz7n7yUix+SI\n",
"GhXjNuL7WoBNy6xjiytkzuBzsIjMCVzWhz4/ASjKKEZdLyIFVXnVuanY7P/boWgp4C7xvlcpPyZN\n",
"qHPPYO1EJOQyC3CveH9CNRQ106jgV2tCXsNR4WMPzB5Xg1eIJ5wbdvBWL3uQKK57DtWIag/eFgUu\n",
"VNXXqnyejHRTzpL984n3v6tCXWYgdLyiOpYkra7OXQYtGV2jFAJ18yVX1W+wVW6AVUrtEAX56Auw\n",
"2Ido9mppzG3GFdjtE+Lg/nwCKScnvo9o+TyKUc1NNHEd132tqj7k3xsCHIm5pa0PXBs2nw04vpTf\n",
"kjEDqTE07SHEEP1dvN8O2BFrO25W56L7PFqZ3xa7b14N+3VT55qD0V0Fmwi6F2ymVbxfULyfJc8p\n",
"ZxXv/wRcNewJ7hHvdwBuwTxERmEugr9hHYNTsVnzc4CLvfi3vfgzK3sFGoIXCpSvCUT5Xftgq3E3\n",
"TmTi2iMZyb3cy33ctwKm7LlnqScLq2OHJ4p2KWG3UkVLhqqqbsqmx0UFk5k8CPhARLYuJCihzo3H\n",
"BpGRS9Uw4MpGSSGQJDxbawJ3hCIBzgJuEF8VoYuGn2CqAFcSDy72q4bHkVP3M3G86bJe/EyVPke1\n",
"qac9EO/vDfYgNe6n1R68vYcpd2V0bcpZsn8u8b4mg7dAex7KY4C7wvt+mMvMPBWtVXlEHZGZKZyS\n",
"IS9hNXEo5koEJnzyqHg/gx9+MYEUVf0QGwB+mSiOVDwXX4RF3gjvl/Hi+yb2+7uqLqeqj2PBxZEc\n",
"9+8zVcp2kRpD004WwWZXb8ViFb4HfozU8EJgejdgbWwQEc2yRp3mpTC1Qh/chBHvZ8UM90PJzqh4\n",
"Pyc2QLsKWAmhB8o1w57g78OaeN2pu8Cp28up296pWx9zE1wbew6WBBbDOg1djTHFNwHMC2cmgC/4\n",
"ggu5MPndn8s853+JV+o3FJHtimz/P+LOcZuDN4CDOfiG9VlfE+XzYu38XSKSN6ZNnXsfy5/2Syja\n",
"A8sF2HAEca4daZ2Dd1fgSfEVzxnZ6G1Uh1HVT7C4LbCJoc2rdKqy401TRv3sgQ0Mr9nsPnb8LY6C\n",
"resKZrU7RCcBB4lI5hrZtSlndu0l4sDp37e1YYUp2yc8pBDYnbgDsADmZlKvFAId8mtX597DrvnD\n",
"oagH5hJ6WR43oDZXdVT1O/J3yt55j/eiAWIPCihfhfyPJ2AuSS5TqG0XnxPHU6zaaDEl6tyN6lxv\n",
"7D56HYtT+BtwWUJMYXnMHegHdW6yeN89PJcAG2IG+4LEYRfF3LFnUud+AQjP6+lY/rC9sZWH3RHO\n",
"QNgDGObFz+XFb+jFn+DF34QNCJqwFaWfgTeALxvtGleAZJoSgH+24xhLleM6GdqC5HnuEJFFC2yO\n",
"qk7G/j4Ay4lIctVhhnbMqZt0NEe/NRszhK5tBbwuInsUSMfyHK3zdZ3ZaCkEIoJHxhnYM/FzKF4N\n",
"Sy1TyUnVThWL1QFqIVzS0Ne67vYAzpjcj+3HDG0RAqurTa324G09rGEfJyL3BRnwC3NfVa5DRp0J\n",
"OZAiif1V2gruV9VfSCRPraFcfLsaNnXuZyxOLFq6j1II1EOBrsNucurcRCwlwvmJ4gOwVbg5EmWl\n",
"nOsR4Iacssnv8u4Hic8Fr3VYiftXWOnLKJOcmJLZaa3m2jCoc9erc3/AZotzO8jvYQHokUz0dADx\n",
"fmVs9eN1de7exLFeBPrTOhXJttgkwdWhg/Bj0zB+eHR9mnv/AjvcxrVY5/9uNRfeNYCfmoV7sefk\n",
"eGylYrNwzbsM4dn8K9bB/z9a566aiK2SFWN2YhfLUhmV87lYqpOovepO61WHD7EZfICh0aCsN73H\n",
"7M/+yf0j9dG+2MDxKRHZLGcgiDp3B3Bioug68X71InVLLerc3cDqxPZtHmwFbrcKnSKp4NdwE0wV\n",
"5FHg/fD+jyKyeBXO0SlcVOthD9S57zEX7yljhraEgMz2W09aJo1q7SZd7cHbQViC096YT/hwLAFz\n",
"7iuj8xM1HP2AJYpsm4x7KyX5ayX4iFhavSzlK3XuK+z+jmSzt8I6MrXmxcT7djfO6tx0de4orLH7\n",
"LRSvjcXBRWptRQdvIbfjnzBlpoUxV8jVN2bju4rtm1ExOoXBBlDnXlXndsZmSaOks79ian+7i/dr\n",
"iPf9g8vLedig4FQA8b5H9L86N4nWLr37Yh34f4Rtejl1+uU87Dnwe7p9uBDdgYeAswT+/PFgttly\n",
"NNev9wTThzWx0LAmPnLqxjl1k+mCqOrFwCyqeizWLowCxmFt4lMlHmbPMs/5Ga1X9rcsskshkaWk\n",
"C/ggYgW5sRuyIYvE+lo9aD0QUyHtNwAAIABJREFUXQO4D5ggIk+KSLL+fyNW8e2NeWMUXBlMO+rc\n",
"K9g1i/6WvbEYuLM7muc0THZE17/uCn71IqwmX54oOqAKp3mN2Kup4V1Ua2kPQvlg4Ks3l2qZyKHX\n",
"VFYR7/uI93sAo8T7q8T7mlzbqg7eVLVbKa9q1iEjNZTj217zuLecVYpBlCmtHlIIbEes6HSEeH9Q\n",
"5WpYQh0sb16U72RFEemQ4pk6dz2m3PRVKFoIeE683zxHIGUtEZkv2k9EeieDrlX1e1X9UFVPV9VX\n",
"v+GbVz/n82mncRqHc/i2ItJuOWoRmVdEhrR3/y5Ap4spURfnYAtqf+eGj9djaoRvYpM+xwL3hO+m\n",
"5+wbKYmti00wPhKeYaJkr8/9nr98NTeT31iGS5y63Z26M4Y18cme1/HXH2flcmzVeHnAi/cjqveL\n",
"00/k1qzGvqq6jKo+Q5xLcgYWZmF60ztaqdyjXC8LVb2W2EtjVRFpK843r+JkIN/AbqwgHNx6bnk5\n",
"rGM3LlHWE5vYulZE1oG8KQQGAg+I96WkNUglQbVvfUxcI+J4YHQJqWWK0WkmmDrItcRx3nuKSEUF\n",
"Ypy6XwkiHsCSXvKKdDQctbIHQC9gUJ9f4vv1P2uxGfAv7G9XU3uQDZwyakU5bonJlbd6xb2VbUSC\n",
"6EfSX/3CKufJyUf0G3oBy3b0YCGOYzUsxgds5fQe8f4EWneIPosScWNB+1Ojz+F1l4iMF5EpO7Lj\n",
"lN3YrYfH8wqv9APuE5Hbyq1bGLS9D7wnIut24Gd2ZpKrsQ0X51AK6twY7LfdjBnlC4GN1LkbiYUq\n",
"Ztgt/L8llmD+foCku/OlB6HN3Zn555lb3ef/wNqGrbG2aVtMzOIg8X6JRlQYrDK5bpMtIhj7sR8b\n",
"s3F0vWYG9mrH8ZNu2W8mJ5FyeI24Y9yWaEk0sHsZmL4iK7Iu60YeGf2wPHHLYRN1d+YcZ/voTejw\n",
"bUs80Fscy6FZMO1A2gm/6QDgMOJJys0pnlqmGA0di1UpQkL5SOVzdmjtt1shkmk2VqrC8etOtewB\n",
"NjDrP6kfj0QF1+3B5tTJHmSDt4xaUU4n8n3iOITfFZJorgJJI96uVQp17ipMPhzs+bpVvK9lI1lx\n",
"eXh17lNgLeD2UGTy0QcdVI6y5taY7H+h2cQtRGRQge9aEJHFROTI0En7MByvO7HISkYCp+5LTLgE\n",
"isSbNjLq3Pfq3Mnq3Gbq3GnqXOTiFa0Aby7ej4jUYNU5DUpjS2IxNz5slzTuf8JWst8HEO/3xgz0\n",
"OercPercFHXuM+BsLBH6KuG4nfIatwdV/RZzB/sNOBRzX/rbDuzgV2M1tmbr5Ob7tuMU1xALakDr\n",
"WN1kPaZiYlgAi+XkjswnWjKFIK1+IAfOinXo7CPMH2Jxt6d10u81Wp3TEgdvSiwatBZwdSMP8IOQ\n",
"yYXARsD4UByllmnvBFq28haTXNm8oAppA7rEta6mPfhgEV4EPn1gE/hwIfpLMyPrYQ+qbmREZBMR\n",
"eUxEfhCRaSLSLCLTw6tZRKYXP0pGo+PUfQ9EQhUre/EFG6UQhxCtvg0kR4q+ilSqYTuReKAzM3Cf\n",
"eF+WG2YHqEpuryDMshOmIGtsu+0a7LHHpwV3aoNudJuWU9QHeEBEFhKRP4vIqSJyd2Ll7kIRGY91\n",
"ps8DPsvZv6eIzEFGPqJ7oj8mad9lCG40YLEOf8XiaiK6YQIMb6hzv4r3vYLLG+L9iljuw3uBj8X7\n",
"2bEVhycwN5lkLMS08BoYzpkpoyZQ1eHAzKp6kapOUdUThjP8GkEYzGDmZu6PwqZLicjSZR57Aq3V\n",
"47YQkVkLbJ5sG1smEFX1K+L2ZJVEWpIXAQYysPsQhkSrbL2A0xL7jiMkCQaWF5FWLoTq3EfY6lQ0\n",
"+NsVOKX4L0s36txjWEhDFGs0AHhEvD+o3MGpU/cFcczRKl1YtATgaUzoJ6LSnjudzo2+HCplD74f\n",
"wMt3bQMrvQR7X22TQrW2B1UdvInIttjy45xYboZu2FLmrZhr1auYJGdG1yBqOPpikq1tUQ/XyaS0\n",
"eruNSHhY9ySO3ZsPywFXCx/zl4hdWio6sxZmXc/EVtEmIwJ77rkA11wTqS9djM1cHQg8G8ouwpK8\n",
"/he7vierqjzAA79voolbuCV5iqHYAP9qTNxkq8R3h8CM2t057Nz+X9ep6dIGO3AW8E917rXETOgE\n",
"LPfY9xDHNgRV1SMxpeTRQUJ6HcwN+QbiWM/oOVsFW1mKlM26cuczL6qaO1nTck8OY1iys9qeXHkn\n",
"AQ+G933aOEYpybpnIRbUaqnj6Zw+jrhTvaeIrJnYN4rr60YeWxXcuHYlds06NST/bWjUuXex3xtd\n",
"++6YDbg8T2qZYkTXelagIy6YDU2YuD4mUVRpQb83iHMRdlkXVTpoDx7YlIkfLgR/fBR2uJ3IVbum\n",
"9qDaK29RXMzKxLNN16jqrpi7wdyY61NG1yDVybpzREtmSD5dDurcFMx/Orq/VwBuj1SOqoWqRjmn\n",
"AJbJlbKuyDmcGw38AVPohIUWGkRT0280NY1V1bdV9TJVXUNVRVUPVdURqrq6qs6vqmcA9KHPa8Bv\n",
"czM38zHfbwVPVpyvEu+7YpLkUugSrjJtoc7dqc61qBMGg9ods09biffLJuIbDgR2w1zwIle77TAZ\n",
"6ufUuWbxXtS56eE4y2PxUI+Fc3WpdAHt5B1gEsDmbJ6c/d5dRAaIyKXBW+fc/LvHhA7vaYmiq0Uk\n",
"n6JxMnaxaLLuZNkCLLA0Sa8Dm7WPeDrx/oZ8bW6Q3E92ykeJ98Py1LGhUOd+xFLljEwU7wc8FlT+\n",
"SiWLe4u5GmtrANYTkWIT3SXj1E0lFvlZzIuvVSqmVNFRe/DwRswz3+ew9DjoOY1V6mEPqj14Wxq4\n",
"Jcy6RaNSy4au+hGWmPC4KtchIz2U04lMGtp6iZZ0aJUiKHRtTBwbsBFwUQ1m5qPfkJvTqGKoc69h\n",
"wf3/CUW9gH+K9+eXMkB16n4juBtdyZW5s7TRMUcCHxPPFH6JuSB1B4aF889LrLC5jois0K4f1Lnp\n",
"9KIl5aDONYdV5GnYyvDP4f8zxPvHsFXf+9W589S5SORiA2w1OXLvimznIlg+01fVuXeyVbfScOqm\n",
"E0SQ5mGe+XrSMxoALYbNfA/HRBuOEpF5xGjLLXoMIUYtcF+eWOl3gR/D+1IUJ5PS6kOx2L13o58g\n",
"ImuF90lFzTmBySLyUJ5O9/nEyZh7YgImbSlkNgQhtcxxWExQ9LysBYwJ7mal0OUnmCKCcusliaJK\n",
"r75lnhgJ2mMPvpqbFZZ5AwaaMsNQ6mAPqj14+5koWZ7qeOzBToocfEPt4pky6s//Eu/bbDRCLMNb\n",
"4eOKlZbNbYOKzgCqc29j7n/R6lKk1lVNqhL3los69y3wR+CKRPERmItoKTN6YwFmYiaaaBqGrXbO\n",
"rKrrhFW741R1iKr2DZ/nVdX7Q/44r6pjwqz79YljHluhn9dpcOq+wwbBYPGm9Uggn0rUuf8Cu2O2\n",
"aRdMjOcwEnnHQge0L/BJWGloSf4KOGwgcCkZ5dLS1jrcf9rYbi2sjflWRC7Pt0FoB5JiJYth3g7J\n",
"bZoT55xXRObNVxdi0ZKktPoSTTT1Bc5IbHd4OO4nmAppMrZlI+DRZAxcmIE/jKBkh7kI3i/eFxVq\n",
"agTUuRsw9+JogmMw8Ix4v00Ju2cDitb8k1iIZ/cKe9Bk17oApdoD7Uaf2SYwfmb7C63YNIxokOao\n",
"kT2o9uDtHWz1LeIV4E8i0lNE+mIxKp/k3TOj0+HUTSReJVnBS1G/+CjurSdVWkHKQ8XdN9S5/9A6\n",
"oez54v3WhbavADUZvIH5hatzB2Az5VFcy4ZYPrjFi+ze6lqr6vjg9lkuVyfe7xIET7IVkNZE13om\n",
"LC4xI6DOPavObYRJwG+hzl2szv0ALe4044FpKD948YPv7+e39+J3E+8XxGKZvlHnrgzHylwmS6fl\n",
"+T+SI38jjjfO5QRiJcr9c5Qik/wTYhlvzNUpl7yuk2GyMFpVS+bIzJVWv4Pg7glsIyLRAO5wYHXg\n",
"JuLVp/mIlYftPDa7vzOx69oiWOqVvgV+U0Ohzj2P2c3oOs8E/Eu8P6Ut1T2n7hsgEr/qtKq4pRLu\n",
"xyh9zixAJfsLmYtqG5RsD8KE6LTupuFQa3tQ7QfkLmBLEYlym5yBjUzHA99iM2p/q3IdMtJF1HD0\n",
"prXMcj6ScW81cZ106r6iCtLq6txNxHESAtws3lcrlu814pW+mjTO6tzl2CpclOJhCUw+eqM2dquI\n",
"EQlqcU8kiq4Gbi036W8nJ6/SXkaMOvejOjc5p0wxW/U1sMU3gxjXbzK3A2diMVCrEGxYliKgbFqe\n",
"/z70WZnWs9XHEgt85E7crSEim4nIoyKyg4h0F5Gzgb9jueIiV8ejRCRX5TdfTrfc73oT58jMnWCa\n",
"QuvYtZGRq7aqPq+qu2GTI9F9tF/IR9mCOjcJixP7IhT9Abihs9w/6twXWD/vpkTxaVjMd782do2u\n",
"dT8sL15X59rE+/bkQCzEW8SrepktKEAxe/DUWszy7RzQw3wwVqXG9qCqB1fVc1V1sKr+Gj7fjy2r\n",
"j8LcINZT1WvbOkZGp6Mc3/ak4mRNREsCUR37A4tW8Lh/IU4q2wdLIbBQBY8PgKq2xJMBS7QhnV3Z\n",
"8zrnsQ5RFHsyK/CAeH9kAd/vccTxbB1dITw+5/MOwCs5qnAlISIrisgIETlMRHqIyKxVyLdTa7KY\n",
"knYS0mSchLDyPw5j0g27wTEjGYyyN3AZZs+yFAHl8z6xguNQTAHuGGwV/zziNiyXLYBbgPWxvFgH\n",
"YM//YZjL012JbT/Ncblvyysh36rcDM+Nql4O/F8o6wncnGxjQzx/JODRDZMlb0XInbkp8SretuSs\n",
"0jUyQbBrd0zTIBqEb4u5US5YYLesjWrN08TCJeuKSKHrVhbJeFNgIS8+S7FTBpE9+Hou5h61D9yw\n",
"G+xzFadBbe1BzWd6VPUpVT1cVY9S1aZanz+j7pSzAvAacX6cklbeRKSfiFwvIhNF5DkRuUpEyk30\n",
"XRW3gjBrsw9xAshBWMxDNQZXHU443h7UuQ8w96HRoagb1hG7RrzvndzWqZtGrOa3sBc/oN3ntfg3\n",
"AbbHJH/BYi6eDDnj2hx8BYW7k0Xk51CnM7D8UVPD8aaKSCPHNZUcb5oxI+rcncAhby9Bj/s3g1/6\n",
"wEovcbU6d1xYSckoE6cuGYM2TxNNc4YJ38tDfNpTBXbdF1udAZsgujjx3TFYByrJhon3nxEr1A7N\n",
"sQv5BnZJafXkc3My8eByaWzVL8llxO3Qn/KpX6pzL2OTTFH85NHi/T652zUqQQRiJCYyFQnFLI8J\n",
"meSbVKuLzUorIY7zuvBRqKyachb31gHUuTtn+Ykj3lkc7t8MujUzO3BMLe1BtfO8NYvILm18v1OW\n",
"pLvL8RJxYHcx0ZJpxI3MEBGZK992QYnsEBH5FvgJm/Hrj63W7YO5XzaLyEci0pYbX0TVZgBD7pBt\n",
"gLdD0dLAHeJ9z0qehxrGveWizv2EGZpkDsc9gSfE+7lzNq+owVbVO7EOQiSA0A1b8fSFZi5F5ArM\n",
"3fN0TJiiEMNFpCHdTJy68cSzuCt6qfj91ulR5264c3sOvvhguOBwOP8oi9HpLO5udaKtTmTu4O1L\n",
"ijMAG1TdmijbPnoTOsRRmzMbrT0rXiYeSK0GLdLq0SCtRVo9eBPtQOvcb2skzvMtcUiIAJeLyAxC\n",
"QercQ1gOy4jLxPv1S/idDYM69wBmi6P2ZxBmC3IHqklV3Gzlzbgj8b4U4ZdSyeLeOsj4rd1V1/6Z\n",
"ty8+GC4bTs+mYVwEtbMH9TY6mepZF8Opmwy8GT4u58UXU5HM6zopIsuKyD9E5H/YYPBCoNjy/4LA\n",
"QyKihQaCgao2bOrceGAz4IdQ9EfgigrLytY1xinI7/4F2Il45np1bNY12Umr+EBZVT8F1sVyS0ad\n",
"sTUwN8odk9uKyAgsL1GrQ7Rx+EbuWEXXug/F400z8jN20HfQzaafzI0uc5fsCG21tZ44NucK4KES\n",
"jidYDNkexAOrXUVkscQ2eSe2glhS5PK9nIisnGf7lRPbv0PsEilYnG1y8ucSYpVXx4ztjB3Hucsw\n",
"+wXQAxP4WC7/z2tM1Lm3MPv9eCjqCVwl3l8UTVw6dT8AH4TvV/JS3ZyojYCqvo2FF4DFeuZOfraX\n",
"LAa6MkT2oEXDoVb2oG6Dt+AjvgHwXb3qkFE3IoPdE1slaYukaMk+InKbiCjmUnkopgBWiDFtfPeV\n",
"iNwkIqeIyEJJ95kgrf5R+FgVaXV17j0siXekTLYXcGIFT/EWcdB83WYx1bnbgDUxdyWA+YGnxfto\n",
"EFUdF1XV6ar6V2Bt4r/lrFgH60IR6S0id9Ja+hvgTiy/1CDMd/2YsN+TwB9UtZEFluq2GtuJeB+Y\n",
"GBqLzN2o4xScvAmrV3/EYtmOonUy7LZYI8T9JgUz3kkM4NpK1p20N4+H1bK2JpguJl7ln59YFRNV\n",
"nURrleETE+JtuRwJ3Bve9wceFO/nKbBtQxIU+zYiHqiC5TB7SLyPFESja92X1krlXZm7E+83qNAx\n",
"3yN2Zc1sQfsZC0R5Amp6HSs+eBORvwR3yWjG+8bwudULU5zcndbuDRldg3I67MmVt80xV5V8TMVm\n",
"OlcDeoa8YKuF/wVLIj0yZ59dMBWsD4BXRcTlqWPVpNXVuaexZyDiDPG+0O8r79iqyaDkBUWkbrmE\n",
"1LkXsYbt2VDUB7hVvD/9vs14lzhov+KdYVV9FlOruyVRfAjmIpWMIbgX6Kaq26vqRFX9TlX3DTE4\n",
"P6qqU9Vkx64RyeIcOohTpyTitLz4edvaPqMoHxMr1K7qpbX3gao+q6oXqupk4N/EK3HX0TotQJLI\n",
"fTE39i1qW5PPQa7iZDJX3GzAtG3ZdrMneTIqa2Wvgmt/Mm/niUmVW1V9gnhQNj+tB3PxcSxv4M7E\n",
"A8v5gXvF+0rm96o76tw0de4wLJwhUgVdD1MmXpKsjcrHw4n3W1TigCHeNHJTnc/LDOEMGaVRN/fT\n",
"aqy8jcEkf6OG89HwOfm6BOtI74Al9c3oWpR8w6vqZ8TS/bl8ha1WbQ4MUdWDg3DFtNwNVXWqqh6H\n",
"zfTlY1mgSURGhdiomjyU6twdWB6jiOvE+0qlRUjNSos69xXmyphUlz35/KO4fdLMLTmPBnvxc1b8\n",
"3KoTsfwrpyaKkwPyp4DtQjxMZ+YlYpfQzFWm/WQuRxUiZzA8CFig0Laq+gXmErkrpkiZdKO8jjhn\n",
"7O9EpKeqvk4s+ADW/qCq35NwzxORlvjP4Aq5SfK8P/DDdqdyKvuxH3dy5zAR2UhEZk7s8zKxwuVc\n",
"zDhJmIz9Lbj6FlTstkj8jlWxFAKdLrxEnbsaGIbJroPFHj7/f0e36pNmz5bxHPF12kJEKmUjs7i3\n",
"jvMysYZDYw/eVPXB0Ik+GLge+Ev0OfE6RFWPV9U7g6pURtfiFeJYpFJu+EdzPp+G5RGbV1XPVtX7\n",
"g2EviqpeElbilgIOAh7ARE4i9sbcFGrZsJ1DPKj5kfjadJRUdTLVuV+x63sUcYO39V7XsuRXcQRi\n",
"VWZbw8DsbGZMBHy8qq6tqlPz7NapcOp+wtxpAZb34gu5cGW0TdbpqSzlTOa9qqo3h3xr/8RWD17H\n",
"JmaeCZv1JeSGU9U9id2m10ikDXghsW2r+E9VfQibVP4gWf4u73IJlwzEBo2v5+RvO4bYg2BPEemf\n",
"ON6LwH3h4/yYeFP+3+fc11g8dGSTfqDFK6tzoc49g00qvhqK+j+4CWfftkPLDFP2bNGyuhv1D3pS\n",
"uZxvWTvWQZy6SZSn4VAxqp3nbc9O4GqUUWGcuinEgeHLePEzt7U9ZhhPxIxed1U9VVXf6chKiaq+\n",
"paqXqupmmEH9NPH1SudwTnK1r6qrViGFwAHAVcAf1Lm2YvXKIXV5c4J89PlYjqOJAN8NYo4DLoeX\n",
"VwCqWM8QB/OPRNEk4NxqnS+llBNvmpGf1D1XDU67rqeqTlDVVVV1uZBb7ZnE12sk3j8R/u+NDYyg\n",
"iFeCql6gqosA82GeQrkMwRRso0HiB9hgEuzZylU1Tq6+HdZW6hp17jVMIXMEsJ86N4MnSWdBnfsY\n",
"+1v9CwBBLh8OZ58Av/ZiRS++V10rmB6uSrzfT0Qq0XfP2rHKEF3HHsAKtTpptVMFrC8ix+SU7S0i\n",
"n4rI1yJyQT753IwuQXTDd6PIDR/ij85W1euqsVKrqj9iSpQtxv9hHl6OGkqrq3O/qXP7hTxpleJ9\n",
"LLYUZsxpVFfUuYcx9bF3ACbOBkefC9fvXlE55HycjwXMXwEMCrGBXYkspqTjfEIstDVDnFZG2VTq\n",
"niw0eEvGu+4d/i/JpVxVv1DVg8/l3EO3YiuWbz3fsSAwVkROCm3r6MR3m+QcZyyx4MpSmBBLQdS5\n",
"f6tzZ4WJvU5NyIu1Awm39kc3gCP+Tq9H12edulUsRajqe8Bj4ePCWJxgR/mQuH+wStaOtZu62NRq\n",
"q03+heC+ACAiywGXA99g6m2HYKsqGV2PdLn02SreWYmitYjr2CID20iE3xQ1LHNhK4ypQZ17G/gd\n",
"asID03vAtX9mhaR8dMXPqfqrqh6mqgeo6i/F9+h0ZK4yHSQnTmsOLBl8Rvv5nDhxdkcGw68Ruy6u\n",
"npiseoLYdXJDEVkAE3OKJgJzRUtmYBVW+fdhHMY/+Ac3cuNDxGIP3YG/Amdig7PI/TrfgDC56r9b\n",
"8Z/TdQipZU4Dtu8+za7hm0vD+Udyu3iftVPGFYn3+3f0YDnt2FzYKnNG+dSlL1vtwdtStO4s7I75\n",
"cq+tqjtgS8G759sxo9OTxk7ks8SCDmuSzjqWS6oGybmocxMQNt3g3y1B+mCiMg+L9wPrVa9OTDLA\n",
"OnOVaT+Zy1GFyOlEzg4s1J7jhFX0KExjXkxldx0sXijKLybAXkG98o1QtqyIFFN1bJFWn4/5lsdW\n",
"9s4kthfHA7/HBpAAS4nILDnHuJc4NczqZfy0LoM6d+duN7L/nCEy+Ze+zAY8Jd7vXNeKpYN7iGO2\n",
"t6xQzrfO0MepN68CkWtzzWxBtQdvMxMnygTzA384NJxgN86QKtchI528DvwW3qei86OqE4iDp1d4\n",
"l3fHJb5ORR3bQeo7merctBP+xi3HjIQesWzIuph8dMOteKYZp+5n4k7rMl5837a2zyhI5n5aWSrV\n",
"TiVdJ4cBtwN/wnJqjsc8f/4dvo8mtrqT8BDKR660ehNNs6vqScCxoUyAqzExruhzqxykIeY2Ouci\n",
"IjIXGTOw53Xccdlwmpd5vaWoD3CzeH+WeF+33MT1JohqXR0+9qBA2okySX3/IO3kaDgsXYKGQ0Wo\n",
"9oPwGcElQUQWxeTYk7lZBhDPRGV0IZy6X4kHSkt48bmzlPUiikvoNoIRfYlnVhu1g5aadAFFGLvJ\n",
"Q3D+kdD355bk4gsDz4n3m9ezYp2QyGAX7bRmFCSbsa4s1Yh7OwuIZNXnADbE2vPnRORMWifrXl2M\n",
"9RPJvHN5MfE+quP5xPkrF8HS1kTkuy+eTbzPVt/y4NRNGjCeN88/EjZ6iGTM3wnAaPG+f6F9uwBX\n",
"EfdJ9quAZkSyf9CofZw0kNRwWKmtDStFtQdvNwL7isi92KBtArb0G7EyQbAgo0sS3fAzzFLWkaei\n",
"N9/y7Zo0vrR6q3iSNImW5DAWYLnX4fIDeIE4wXg/4B7x/gTxWUB1hcgGHh3nC+LnKgv27zjJgVFH\n",
"JpmeI3YLznUr2w/LDwemXpycId8T2BdLS/O6iORz3ZxhIiwIaO1GnIdrjsQ2p4jIKSKSTOSeHLwl\n",
"RVUyWjO211Q4diSy9BucR5w+Z3Pgv+L9InWsW90IqqrRyvGC2IRER/gM06AAGJq1Y+2m5p4Y1R68\n",
"nQX8DQvo/hjYUlXHA4jIQMyt4d4q1yEjvaSxE/l04v2RtJZWX6721Skf8b6HeHOHC6IlUadjNmx2\n",
"OI18DHwPMPhTlp1tPGthLk9gg/uzMNeZYrEpGcVJ43PXUIQ4rei5mh1bJc5oJ07dV1hHEmww3K6+\n",
"iar+ROzRkcs+OZ//L/F+Gay9B+gF7BF9ISLdRGTRAzlw4FVcxUu8BInnRlU/xOLdcvORzorlJP1c\n",
"RF4QkQVpPXg7SkSq2tFL2oIGYyxYw3/JwXyAhdxMCN8tjbnUV0JxsRG5LPF+eMGtSiAn3nQAWRhT\n",
"e6m5Ta12nrepqjpCVVdU1WGq+lTiu+9VdS5VPautY2R0alLnb62qn2MSugCMY9y7ia9TUce2EO/n\n",
"xiZEThTvZwvFqXedzDEig+7ehkHATsDJic12Av4j3qdKNbMBeYW2VfEySqNSq0UZRvT8zwIs3oHj\n",
"PF18E2DG/s8SiffriMgAETkN8154903evPRmbuZYjuUTPvl9cpVCVT9Q1Q2w1ZCP8pxrKNAEzEPr\n",
"weXticThFaWALWgUWvUN1LnHsBCcyBNmAPBv8f7gLuiR8SDxRMemYVKgI6SuH9aAvEaNNRy6bPBn\n",
"Rip4A4jk2tO0AvBw9OZark0mCW0En/ApmNLaEdhKVQ8ap3Fu5XoQEnqfAWxFLAG+CjBGvP99zWvX\n",
"SQjxppEq3pJefL961qeByURLKkulrue/cz6/knertnGYJ8Ap5LhfTmMa/+E/A8kjra6qnwD3JYpG\n",
"YwrbYCqa9wG7AtGk4MLAGVXKd5vPFjQKrxAr+K0CoM69i61wPhDKuwMXAZeL7zrJvFV1GnBl+CiY\n",
"u29HyNqxDuLU/UbczizupfpxmRUdvInItSJyTdQQJT63+apkHTIaB6duGiZdDrCoFz97PeuToCWp\n",
"68u8vCixv32aBpgzIN53U+cmYrGkN2CuJjfTACtvgbxpDdS5e4A/EM9ozw148f5PtatapyON8aaN\n",
"RuZ+WlkqdT2biJOoP46JPHSE6ZiduiMqeMZ0UQrVMdmOvYA9X2+Gz4OB5YFtiO3KUcCTIpKMl+sQ\n",
"bdiChiBHwW+ZSMEv/KYtgXMSm+8HPCbeD6ptLevKKOL7Zx8R6Uhe1KQHQdaOtZ+a2tRKr7wNC69u\n",
"OZ8LvdYN/2d0XZIGe+UfsosVAAAgAElEQVS61aI1zxFWeqYxzSnakg8ozdLq6lyzeN8dS8a9ApYT\n",
"5lWamqYSD3xWrtIsbyUo2HlT517HBp5PhqLewHXi/XnhN2eUR6OsxqYWp+5r4NPwsd1xWhktVKQT\n",
"GVIRbYDFsG2LDeYipmCDmYgv8hwicn+agCVGXlhVV1LVHfrR76P+9GcIQ5jK1ELPTat2TFXfBw5K\n",
"lG2sqq9jyb0j1gD+G7QAOkwhWyDez1qJ49eIpIJfiyquOjddnTseyxEcqZWvBYwV77uEeq6qfomt\n",
"6oIl2D6uvcdy6r4gfg6ydqz91HQyr6J/JFUdoqoLhXwUyc+FXkNUtV0JOTM6DanrRIb7NxokzP0y\n",
"L78f3jeCtPofsMD5hbAcRJeE2cpoNngmYKk61a0YSQW/GZSv1LnvgD/SOmD7SOD+BuuUpIHMVaYy\n",
"JOO0CknMZ5SAU/cdiUkmL+2flFHVl1T176o6UVXHARdg8VIbADclNt0NWsnRP4ClNFofmFtVDwiu\n",
"kABszuY73sVdHMdx9KRnoQ7a28Ru3pFNe4Z4ULhaqONpWHv2YyhflIRQSgUoZAsahTb7BurcjcDa\n",
"wJehaDDwjHi/dQ3qlgbOJ753/yoix3VATTq61rNi92FG+dS0L5uNsDPqTVo7kS3KYfdx3/REeWrc\n",
"CpKB2uJ9N/F+W+BurJOwL3CHOjcegO7dUy+ukCNaMht5FPzUuanq3IGYylYUE7ERlg+uIyIHXY3X\n",
"iWetU3NPNyCZ62Rlia7nTMCSlTqoqh6hqkup6tOq+m+s0z9UVZtoLTByn6q+q6qPq+oMOWj3Y78x\n",
"3ekeSauvmk9aPaQPiNrbBURkrpCguyUmRkRmC9s+BmyW2H3d9vy+cmxBAyW6LvpsqXMvhO+inH0z\n",
"AXeJ9yd3diETVX0WGJEo+htwQTs9a7J2rOOMw1b2odFW3jIy2sFb0JKUOU2NxmPRmxd5MZmnJzV1\n",
"VOdUvBfxvjfmlnMTJkQxHHhYnfsFgmGfPv0FevWCHj0gpYO3QElGRJ27HJu1/iEULQk8L95vUMW6\n",
"dRqcuqm0DrDOVi7bR9bpqSx5414rjao+parR3y6Ze/brtvYrQ1o93+9IJgVPTlQ+TZwnbn0RKVtY\n",
"pBxbEFwq+zaAyMfrxKuVBSd21bkvgHVovaJ6OnC7eD9z/r06DX8DTkp8PhRTMC03vCNrxzpIjobD\n",
"ItXWcKi0YEmziEwP/zcnPk/PKU9+nl78yBmdFaduOnFC5iFefMWCtjvIOOAT4OkpTLmfWFq9rg2b\n",
"eN9fvD9JvF8+FM2CGap/YDOth6tzT6tz06KZR3VOGTVqOldcAbvsAgMHplmpsWRxFXXOh22imMTZ\n",
"gIfE+yM6+6xrhUhe6zStejcSqXP7bnDq0Yl8KvG+lL9hKXXMt03yeVstehNycfrwsTfwtYi8LCKj\n",
"RGRwoUq01xaI96uE+p2QZpGPoIobpVVYoi0FvzA43R04gdiVcDvMjbLgNWx01DgT+DOxJ8o2wP9E\n",
"pBxPlNR75jQINWu/Kr3ydjoWhHt64vU69jA9jPmdXxDeK/Zgnl7hOmQ0Hqmb9QkGdVFVXes3/e1s\n",
"Ymn1peosrb489swcId6vBlwIHB3+H6HOvQotM6xxLMcii/zAxImTWW89OOWUFWX48LTKwyeNSNEB\n",
"hTr3ARbbcW8o6obFAowKs9AZhUndc9doOHU/AB+Ejyt5aSg59jTyv8T7WnUiy1XjLWXAnu+YL+Qp\n",
"i7gx8X4AJjKyN3B1G/Vony0wd+nPgJ2Bf6W8nUwq+LUpaBZSy/wN2II4PcMKWGqZ1atXxfqjqtdi\n",
"7rc/h6IlsQHcvqXEwTl132CT1WDtWCYC1j5qFgZUacGSU5MvTIBgTmBZVd1UVY8Mr02B5TCVnHxq\n",
"Txldi1TGvUXCO4FUSKurc08Dh2GB7XdiamrHAiPDQCafsTa1xsMPv5urr4Z+/YSNN34099hpoD0K\n",
"furcT8DWwJmJ4j8Dj4v3c1a+lp2GbPBWGaoSp9UVceomEOdAW8GL74gEeql8RkIoqYTObikTTB8S\n",
"u3SvGo75NvGgYrXkxqp6L7Ax5naVbLvXEpG87o0dsQXq3IZYvNTsxBNfaaTsvoE6dz+WDy4SGpsT\n",
"aBLv96pw3VJFiOVckzgtxcxYPrj7RGSeEg4RXeuZaZ2wPqN0GnblLZdjgYtV9a3cL1T1TeDisE1G\n",
"16YROpGpqaM6dxHm6z4/8CBwmzr3RYh5mMFYAwTZ6DE8+yzcfjv06LGEeL9FjateKmUr+Klzzerc\n",
"ScAuxInf16ALyUe3g7eIZ2rT+tw1AqlpGzoJ0fXsAyxT7ZMFL4topWw2iqjtlSKtHo4Z/Y65gPmD\n",
"kElUNl9uh1pVH1bVlTBV4yinXG9shS1/3dtvC8AShp8LLNUAtgDKeLbUuXHA74jTRPQCrhHvz2+w\n",
"ZOVloaovYau6oxLFmwKvi8j2RXavSbxpJyepNNvQg7f5iGOF8jEVWKDKdSiKiKwtIveKyCciMkVE\n",
"vhaRx0Vk43rXrYvwHrFcclobjVR10NS5E4F/YUqLG4n3PYPbyAzGOmw/ne7dxzBtGrz3HvTs2R/r\n",
"VKSRdl9rde4WTEku6lwtgMU9bFehunUaQoD1S+HjQl58RXJMdUFS1TZ0AuoRR9he18lZgUWKbAP5\n",
"497ynicM/JJxeG3GKLfHFoSBXaSAOQfptQVvEE/GlWsLvgc2BC5JFB+BpZaZrTLVSx+qOllV9wU2\n",
"JxbgGYAJmdwuIssW2DVrxzpIjobDgl6qF1Na7cHb68BwEZk/9wsRWQA4kDiWqJ4shgV7XobVaSR2\n",
"sz8gIrvWs2JdAacuOSM5vxc/dz3rU4CktHoqAnrVue2B7zFFsQFReUGxjunTXwamM3AgdO/ePdon\n",
"heIeHeq8qXNjmFE++g7x/tQGksmuFal0WW4w6hGn1Zmpxz2ZjEdbreBWMaUM9orFvbV1nucS739X\n",
"rDLl2oLEwG4ebIUzlbYgZ4Jp0XIV/EJqmYOBA4gFPTbElIk7tWugqt6P5Sz8V6J4e+A1EblHRHJd\n",
"vJPuwNngrf3UZBBc7Y7MEdiMztsicpOInBpeN2PLi3NiSXbriqperarbqOrZqnqtqp4HrI7NWuxX\n",
"5+p1FVI96xOk1SMZ2MVSJK2+HLC7Ove1eL+AeN8PGCjeDxDve4v3M4n3/cT77jQ1zcPaa3/MoYfC\n",
"p5/CmDF3QitDnhY6bETUuS8x+egbEsV/wQZxaRVrqQeZq0wHceomAu+Ejyt4Sb0Ee9p5iTjuq1b3\n",
"ZLkTRqUMMNu18hZ4hXiysFR14JJtgXi/sHi/EXAR1he7AVJpC6ACg3l17gos8fp3oWhxbAC3UQfr\n",
"lmpU9TtswLYbNriP2AJ4U0TuihRNnbrxmBcUZOJLHaHxB2+q+jQ2a/QIJihwSnhtiSlO/k5Vnyp8\n",
"hPqhqlOwB70tt8+MypHqwVsgdasU6txkdW6ceP9n4GMsUP698HobGwi9isU3vcippy7M5MkwahSc\n",
"fvr8aZtpBXDqvsd+B3TAiAT56D2AY4g7g9tgbpRDOlrPTkImdV8ZouvYmxrEaXVmnLqfsPYKYHkv\n",
"1VdDVNXvSaiGikgxoZRSpNU/JxZCiURLPgWiJN8FxVFCUu9oRXdRESnq0ly2LbAYuR+BE4Fv0mgL\n",
"AhXpG6hzT2KrnZG316zAA+L9USn+7R0mpBO4CVgIE7j5KvH11tggbu9wLybjTZeubU07DY0/eANQ\n",
"1ddUdWtMfGDe8OofVrrS4DLZgoj0F5E5RGRJETkLm505r9716iJkg7eO8XH4/1tMXvocLNdPE/Ao\n",
"8ARwIaNHX80JJ8Czz8KkSSuldKYVWiv4LdXeg4TYj3MxGeUornJ5TD56nY5VsVPwLrECXjZ4az/Z\n",
"ILiyRNezJ20IdlSYyKWxL0UG4E7dt8Rt7sr5pNVzREtmBxYOZS8kygrFy0Fr18mL2656K0qzBZYX\n",
"bVPgXnVuWgPYAujgs6XOfYh5VY0ORd0w0Zbrxfs+HTl22lHVn1T1QsyeHk0cDzcTJnDyxE3cNGk6\n",
"LamX09oPSzvvAxPD+6rZgprFf6jqdFX9KrzSmpj7dmxWbBxwCLCDqj5U3yp1GT4illYe6iWVM2Gp\n",
"7aCpc49jLr6LAx+qc+eoc0eocweqc/uH11+48MJL+OEHaG6GlP2GHCo6UFbnHsTcjyK3kDmAx8T7\n",
"Lu0WHeJNo1WE+bz4tAoXpJ1GmHxqJOqRQL69oiVtSavnO2ap53k+8X4nEelbQp1KtgXq3E3Bvby5\n",
"lOPWkbeByeF9JWzBJCytwhmJ4t0AL96XIqnf0KjqhBAatCStwwrcKEbtcwAHMIYxNNOc5v5Basmx\n",
"qfN48fNW4zydLnhfjD6lvPLsfhzwRyw55jjgVhH5Yzur0lNEVi7h1ekbi1Jw6pKzlHNiSqVpI9XS\n",
"6urcKOAfwHni/U7RTGIkDR3EOmLhld69VxPvXUI6Ok1UPBZLnXsTc5t5JBT1AK4Q7y8SX5N8Umkl\n",
"G3iUgYjMk9uO78Eeze/wjr7DO7zGa2uKyMpYTshon8wWlEc97sm2kmjno5Q65tumVNGSh3M+lyOV\n",
"X4otaMkDJ973TastqIaCX0gtczIWDxbZ9N9hHhlp86qpCqo6AQsr2JqEK+V7vMexHMu+7Lu7iHSJ\n",
"a9ER8tmDp3n603ewf7dz+/bBHlS0j9HpBm+YSMHPpbxEZPHkjqr6iqo+HrLVr4nN0idlZsthTmz0\n",
"Xey1fzuP3xlJdSeyEaTV1bmjgAeAC4B1xPtu6tz08F1zSDz+Mr16wYgRi6L6BDCDjH4KYgCqouCn\n",
"zo3HXIX+nig+GHhYfPr+njUize7AaWR/ctrxT/jk6f3ZX/Znfw7l0KVCeWRfu+duX+CV2YKYV6DF\n",
"f6tWtuAl4lWoUhQnyx28DW2jbAZUdSLmARSxegl1ivcvYgui7cT7vsDNmDtlGm0BVKlvoM7dieUD\n",
"/TQUzQc8Ld7vXKlzpJkQDzcaS6mzHeZGD8AHfDAz8KyInCEis9Srjg3ADPbgZE7eY3/s32VcdkEo\n",
"n7OSJ+2Mg7c3gT1LfH1FAUIn9z4sWLg9OUG+wTpCxV5XtOPYnZVUD94Cqe/oqnPbYP7sJwGD82wy\n",
"ht9+g6++gmnTJmJxELnHqGv8Qx4Fv4rNWoX4jiOxFfZIkGhdbNa1UA6czkwjPHdp4grytOXncM79\n",
"V2D/dmTH3YkHAtPzbZ/nldmCgFP3M5bjC2BZL74kl8GOoKqTk+cUkZmK7FJUtERVvwE+CR9XFpHu\n",
"QQHwg0RZW4JMjyXelzV4g+K2IMQET8HETb4lhbYgULWQBXXu5XDMZ0JRH+Bm8f5vaVyJrAaqOk1V\n",
"/wUsdRAH/WcIQ6KvegEjgMdEpEtci3Ywgz1wuM0iW3A+5z8Tyr9p6yDl0umkQFX1a+D6Ch0uMhjt\n",
"8Qmfqqr/K75ZRoJyYw7qQa4ReaTQhnXm91gajokzfNOz51imToVLL4VLLz1HVaNYQ8T7+TGBgBWw\n",
"WINX1Ln3a1TnXMZicRu9sXw1L7W9eXmoc9eI928Bd2EpTRYC/ive76LO3VfJc6WcD4DxmIDCUC9e\n",
"ghtzRh5U9Uvgy9xyL/4RTBiHxVm8/23cpol9MltQPmOxtqg7sCLw3xqc8wVMcj8657OFNnTqxnvx\n",
"72OiIyt68T2Cd0YuY7CBUz8sNm5cKFuYWBzllQKneQeLBR8ArC4iEkRPyqGgLRDvu6tz08Nk1pE5\n",
"36XNFkRUfNI0pFdYD/O02jsUHwcsLd7vqs79VHjvzoOqTvfi79qKrda+hmu4lVubFe2GrURvBtxT\n",
"5yqmjnz2IGg2fA8MBBZvoumlYQyrqHJ9Z1x5KxsRmWE5M6y2bQu8pqo/zrhXRhX4nFgBadWUipY0\n",
"RF6sMJt6VnATBEB8kNyfOnUMkUJ19+5Dw3d9xPsRmJvN/ZjhGgU8It7XSzK46itC6tyz4dhR57of\n",
"cI94f3xK3IWqTk686dyYInBG+TRE29BA1ON6Js9ZTrLutqTVi+V7K3geVW0mHrTOASxaQp1aH6MN\n",
"W6DOTRfvu4n3koiHS6MteI948FktW/ArsC/mqhq57G6OTei1pQra2Rjbgx7sx34MZ/gToWwqJnCS\n",
"UQI5NnUQ5pZaUbLBm/GQiIwWkRNFZB8ROR3LBTInlmg8owbk3PADIF67TxFJafVUd9CS7i7i/XHA\n",
"CeJ9L+BtVCcBMH36UPF+MLb6dBRmtDbCZp23x37vnSEuotbUxJ1PnfsMWAtTmwUTmjgbuKlOv7se\n",
"pFZJtYGoR5xWZ6Ye7rztVZxsa/t825QjjpJc/SvbdRLatAUQcmCGgVwqbUGOgt+81VLwC26kF2O/\n",
"e0IoXgZ4QbxftxrnTCEtsZ/bsu0cWJ7UIap6Tl1r1XhUtf3KBm/G1dhg4XDgUmz25TlgdTVBh4za\n",
"kepOZI4Rmd+Ln7ue9SmFEMd1NnAaMF9I1WG/YZFFFmDq1Puxa309sK4694g691GQnL4emzlarg5V\n",
"f4k4uXZVO2/q3M/ATsApieKdgafE+zQqn1aa1Mdyph2nbgqm5grW4esSK7dV5DXimNRa2YLXiNR4\n",
"K6c4+WKebf5HHI5R7DxJd9H/E5F299tybQG0DFhUvF8Ry3+WRlsANWyj1LnHsBXRKFn8AGzl8cBq\n",
"njcNJONNu9Ft2SaaLlHVL+pcrUYkG7xVG1W9VFXXVtU5VbWXqs6jqttncQp1IWno0tqJbKiOrjr3\n",
"OuYKsnpIUgowhoUWgkMOgebm+YCR6tzh6twE8b5HJCWNBdkOxOLOaopTNwkTIAJY3kt1k6iGTsxf\n",
"gW1onVdojHhfigtVI5OJllSG6DpmtrWDOHW/Aq+Gj0t68VVXvAtCZVFs7WIiMnuRXf5HPMFUSLRk\n",
"PHF+yRVFpGeOOMpyRcRRXiAexA4CHhSRdk0oFbAFiPfLYakF5iaFtiBQ04ldde5dLF7wwVDUHbhE\n",
"vL+sC6SWia51DyzmMaN8qnq/ZgYmI23km6VMGw3X0VXnLlHnngvGuDswhg02gGWXhSeeGKvO/R+0\n",
"BLBPU+eaxfsBmCrrpyQkhGtM0ogsX4sTqnN3A3/AEscDzAP8R7zfrRbnrxOfYmpzkN5400Yg2TZk\n",
"17DjRNdTMPe9WlByrJ1T9xMm5gE2wVRoYJOMjVsmpywSR8lLGOgdTTxI3BAYJyK7tFW3gseb0RYA\n",
"7I5J5p/XALYAamR31bmJwBbAyETxAdgq3By1qEOdaKgJ6pSS1HCo+DXMBm8ZqcKp+wKIluhX8eLT\n",
"eI823OAtIhjj6Rx11ES23BJGj4aRI6eBBbFHeYACGwM7AveocwXTalSZZEeqZkZEnXsNc5v5Tyjq\n",
"Ddwg3p/TGeWjc+JN5yB/iomM4rS0DZKN3SpBIyXr7omp4ra1TfKYyfM8IyJjReRQEemXu7OqXoiJ\n",
"Z0TtcH/gJhFpVwwcxLZAvF8GOAi4RJ07D1JrCz7CFPzA+gY1ecCCGudxWELr30Kxwzwy6uVCWm0a\n",
"to+TFnJs6uzd6V7RfkMaO8YZGdENPyvtUNeqAZG0OjTqKsUmmwyiRw949FGAoXLrrb3VxTLX4v0O\n",
"wOXAvzG1sXpRNJdStVDnvgX+CFyZKD4WU6PsX8u61IhUx5s2CMk4rcZrF9JHPe7JchUnS6ljvtW8\n",
"p3O2WQVzXfw4iKe16uyp6gOY90EyjcnWJdSvGCthA88bAcT7VNqC0BmO7MGcVEHBry3UueuBdYgH\n",
"0EMwJcota1mPGvEqEN0DmS1oPy1tQw969Gprw3LJBm8ZaSTVS/adQlq9W7fp/PrrVHr0ABjEzjsv\n",
"FeSi+4n3RwO3YIHyJwepacT7weL9OuL9fuL96uL9DCk2qkBSwa/m94I69xvmJpOUj94UeE68T+PE\n",
"QkdI9XPXCCTjtLKVt4rwBrGASK3uyXeBKD1QuaIlherYouAXHVNV3wCGAx/nbDsAOBO4IFecRFW/\n",
"BfZJFK1RQv2KMR2T4e8JJpmfUlsAdW6j1LnnsL9fNIicGRgt3o/oTKllnLpfsIkogKW8+BlWgzNK\n",
"Ihu8ZXQpGi1ZdyO6FbxMz57TGTYMFlgAunV7iV9/3Qq4DvPvvxk4Vp17CUC83xebKX4Em4V9CPP7\n",
"H1DNSiaVr4BlvPi2AvurQkI+ekPiFdelMPno9WpdnyqSrbxVhjHFN8koBaduKvBy+Li4Fz9btc8Z\n",
"cqtFf8N5SxAHSQ7M8toCtdQskfjSciLSJ5RfrqpDMHfLYzCZ/oiDgVtEpEfOsb4hjjtbJTpWB3gZ\n",
"iyneUbxfMriFb0HKbEGg7m1USC2zNnBbovgM4BbxtbdPVSQpvlSreNPORnLwVlGRm2zwlpFGGk20\n",
"pOE6uurcmzQ1XctGG8GFF8I990C3bnfxww/b8NxzlwEnqHMvi/fzifc3AFcA47AVqAHAfpj//+ga\n",
"VDe61m0G9lebIJe9GnEnbHbg3+L9oZ1h1jXEm34ZPjamO3A6GFt8k4wySF7PlWt0zpInEHMmmJbz\n",
"UjAPWkEFP1V9Q1XPVdVtsdW4iB2A8/Mc65nwfy86aCPVuTeBw4C9gKewuLI7gDWxAWQabQHUsW8Q\n",
"UsvsDIxIFO+IpZapqTtnFUnFtW5knLqvgM8gW3nL6AI4dd8Su5Ks7CWVAhENPXgD4JxzRjJiBNx0\n",
"E9x1F1x2Gey5J5xwwj4MG9ZbRo8eAtyExVWMAA5S565U5yaoc7cB/wSWEO+rrQKZmpVYde49TD76\n",
"gVDUHYtTGSW+oNJcI5H2eNNGIBu8VZZ6x72V4zrZ1gRTSSqWqno5tvIVxU4eIiI75Gz2TOL9viLS\n",
"oYmWEM+1OXAWcBGWpHspde5Sde6zkLw7DbbgM2IFv7pOMAWPjLOArYBJoXhlYKx4324hmRTR+H2c\n",
"dDAWQOjYM5pLNnhLOSIyVEQuFpE3RGSSiHwsIreJyGJ5tl1KRB4WkZ9E5HsRuV5EZpCzFZHhInKH\n",
"iHwiIs0icm2JdbkqbH9f8a07TNRwzAwsUYPzlUtSWr1myleVRFU/4pVXTuPOO+Haa+Huu+GnnwB6\n",
"0bPne3z55YdMmLAOZ545M1tuOYxhw44VkRdlppkeF5H1aW7+Ess7VO3fnqpYLHXuR2BL4JxE8Z+B\n",
"x2sY+1EtUnWtG5RxwC/VOHA97YGI7Bm+z/eq5n1fj3syqQRZrmhJoYFZyZ1hVb0PODRRtGvOJk8Q\n",
"u2r+CbhDRGYtoZ6Fz+nck+rc39W5k9W5i9S5HwDE+z7YStwyWPzvJerc++G7aJWxJrYgV8EPWKia\n",
"5ysFde4eLLVMlDdvTqBJvN+zbpWqDK8Tq2tmtqD9VGUyLxu8pZ/jsNmuR7HG/ErM3/p/IhLli0FE\n",
"5sdkzRcGTgDOxYQVHhWRXF/bYzGp29cwRSGlCCKyKiaV+0sp21eAVC/Z5xiRgTSotLqqngrMDzyM\n",
"JZyFXr1gxAiLhbv8cnjqKfjxxz8C+9Gt28pMmbIu8ChvvnkBtkJa7bw/SQW/VNwLQT76eGAX4o76\n",
"Gph8dCPHB6T6uWsEcuK0Kk0a7MHJwG45r4kd+VFFeAv4Obyv1T35ObGq4KolrGyVMsB8hVjBr5Tf\n",
"cSWxcMpqyTqo6gdY7reIbYEvROQWEdm+oytxEWFwdiOwJCEmL0xeRXngpoRN/0RtbAGksI0Kyc+H\n",
"YoNqMHfWa8X788X7HoX3TC9O3W/YPQuwhJdOqbBcC7LBWxflPGBBVT1cVa9R1TOBtTC/+eMT250I\n",
"9AXWVdWLVfVszF9+BSy5ZpK1VXWQqm5KrORVkGAILsQCmL8usnmlSF0DnYdO4Vagqp+r6saqugow\n",
"mCFDnmHlleGxx+DJJ+HXcIuIQHMz9OwJO+0EQ4YM5p//HMKwYZOlZ8+RIjJzNeqXVPADlvTiZ6nG\n",
"edqDOncL1nmOchMOBp4R77evX606RCPEmzYC1XKdrLs9AB5S1ZtzXqXs1y6cummYKAjAQl78wGqd\n",
"K0JVldjNcTaKuxAnpdULiZa0UvDLl88tZ/tm4hXAuYH5cr7/O+YBMCEUzQTsBNwO3C4iaxapcyks\n",
"CKyHDeDuVOd+DkqU3UKOuN7i/XFhm+uAKTXIg5nKvoE69z2wEXBJovgI4AHxfvb61KrD1CPetLPx\n",
"YvFNyicbvKUcVf2vqk7LKXsPc81ZMlG8LXC/qn6W2O5x4B3MaCf3/7TMauwOLA2cRO1yF9Utv1cZ\n",
"pNKIdARV/ZQrrriVfv0UkYX55Ze5GTRoOUQuRxX69oVNNrHB2yefwP33247Tph0DTBKRuatUteha\n",
"CykzIurcGOzv/3womgm4Xbw/XXwqk8wXxKn7GnMJBnMHTmO8aSNQlcFbSuyBiMgsuXnIqky9k3W3\n",
"6TqZI62+dBvS6tGAsBuWX61DdVDVezGXvYeJV+kAtgOeEpGO5mVbH4t//Ys6N0m8j9IJNIv3swB7\n",
"YytybwJXhjiw6YUPVxFS2zdQ56aqcwdj7qXRc7oB8Lx4v2ThPVNLauLNGxWn7jtil9qK0VAdiwwj\n",
"rITNBXwXPs+H+Zvn6zCMoTQjUehcs2CxPWepaq1W3XDqxgPvh48rekml60GnG7wFfkRkPFtuOZuq\n",
"fq3ffPO6NjcPp6lpQR588BQOO2wS334Lxx4L33+fu+9fq1SnVMdiqXNfYq5n1yeKTwbuEN9wOXKi\n",
"a90PWLyeFWlgHmmmubn4Zh2nlvYg0IS5SU4WkXtEpBbCNvVoa9srWiIUFi0p11ujaB1U9S1V3RiY\n",
"A1OH/Dnx9Ski0hEhpR+x9CgLQMvgRIOAyeFY3+AzYCN17otaqO46dV9ibq3w/+3dd7wkVZn/8c8z\n",
"mRyGnEGiiESz4lHQBSWsKOtPQYVFXAOyipgWVFQM6BoIriASFHVFwBwQdTkm3CUrIEGyCIIMAwPD\n",
"MMzMfX5/nFN0z53ue7v7dndV3ft9v17zutXV1dWna7rrqXPqnOekhGaVu471EM4g3Y18MK/ahjQ3\n",
"6D7llaonk6J3UQW8/WEe/sf4m3Wucl966cghpImhi3lGNsx/72ux7X3A2i3GOXTqw8BC4As9vn4i\n",
"isA1hzRYulImcRRvRUwAACAASURBVGr120nHfJ9iImqLcX/gNOCjmP2Wrbdelccem8mMGW9set0S\n",
"UnetQah8C6CH8ASpS9qxNJIJHETqRrlFScXqRUdZ8aS9fIE5jLHBMLx4sBA4B3g7KcPeZ0gXqJfl\n",
"MXaDVMZ3stsL104qmN1+jo7v/rn7Enf/EqnrdvE+KwP7dvA+7YwdC9LUAi/wEObnrpTD+s4Xn291\n",
"UsWocjyE35D+j4su/2uQulC+p0ZTy9wIFOMaK9doWhfBw8VLWfrk+Ft2TpW3mjGz7Ul9qi8j9TGH\n",
"NLYBWo9XeGLUNt2817akQfHvdfcl420/AHW4s9WcWv1pZRakXzyE35EmHX0/EC3Gm0iTx+4KfNxD\n",
"eIWHsJBLL13mS5ac5+4GrOfus9y9r61LTZoz+FX1u1Ckj/4cKe120Y3pmaREJi8ur2RdqcPvThhu\n",
"PHD3C9z9CHf/hrv/0N0/TJq4fi7Lz3c1CH8BHs3LQ/lOuvs8Gr0/duugwttJxewGGv8H41YI3f1e\n",
"GneZ9jCzca/ZcrlPbVr11fw96VqnscBiNA9hKHeas1qcozyEu0iJrIo58KaRkgd9LWfxrLRR4023\n",
"ijaUidilA6q81UgeT/QTUjeG1+RB1dBoGWnVPWLOqG26cTLwe3f/Xg+v7Yc63LKv/B2hXngInwLe\n",
"DJxNykL5VuAgD+EjADlYP9XKOsBKG7BCBr+to1V7ALiH8FPSfHC35lXrAL+0GI8sr1Qdq+yYEmko\n",
"IR6swN1/TxrruXc/9tdO8DBC43u5SbQ4qLG1o3XT++MGGhXmdl0clzuPmVkn57Hmu0yddmP+Ho1z\n",
"z1zgmA5ft4JuY8GQ1OHaAAAP4THSGNTmIQVvIE0nMKzv8UTUoqI81ajyVhN5DpefkU7g+7j735ue\n",
"LrrHbLjCC9O6ed3eOTOzl5JaVU8xsy2Kf6SsZiub2eZ5PNwgXU2j61FVb9lXeizWRHgIF3oIH/YQ\n",
"Xu8hnJUTcxTPDTtYQ80yX3kIN5K6Ol2SV80AvmIxnlzl9NHBw0Ok7lJQ3fGmU9qw48E47iHNuTVo\n",
"ZZxrO26cG5VafdsxUqt3+zm6nXMOd38M2K9p1XM6eV3b/VUvFjQ3MFU+7noIIx7Ch0nJgooxic8l\n",
"9cioeiybtNc4dabKWw2Y2RzgR6R0xfu5+03Nz7v730gTRrcKLs+mtzmHinnLvku6kCv+bQS8lJQ9\n",
"5/Ae9tux4OFR4Ob8cOdocSIDrwdlSqRWr0jWxNq1AHoI80nzazWPGT2aNPahypkci2O9ErBDmQWR\n",
"5ZUUD8ayVX6/QStj3NtEJutud6E7kXFvHd9lcvebaVQmn9GvqVyqEAtyBr8788Pd6pIV10O4gNSN\n",
"ssjwugnwO4vx5eWValy1i7tTQek/QhlbTsd8Pqnl7GB3/782m14E7Nc8cNzM9iIN5r2gh7f+FWlQ\n",
"evO/V5GC9BX58Y972G+3ikA3E9hpCO/XleDhAeDu/HD3Kma+6ochj2dop5ZBxENY6iEcQ+p6VNzx\n",
"uHQIKbUnopbHerIrMR5gZuu2WPcK0l3wi3vZZ5fK6Cp3DY3kQ/1KWtLt52huIOzozluTouI3jT71\n",
"VqhILIDGcVyZ5afJqDQP4VrS//sf8qoHaVSyq+gW4LG8rFhQEZPyQnOSKZIfXAysY2aHNv9r2u6T\n",
"pNvxl5rZUWb2QVKQ/hMpQ9hTzGx/MzvezI4nVYp2Lh6b2U6Q5v7Jg9Kb//2ANFbi/vz4dgavDheR\n",
"zanVtyuzIJPcTTS6nFR6nEMrHsJZpLvWp5FSbFdZbcaUTDGlxIPsMjM738zeZ2b/ZmZnAD8gNV59\n",
"cmCfuOEO0vg+GFJ2X3dfSBrLBunu1crjvKST383NdHEx7O4P0+iBsouZzRrvNU16umtXE7U9R3kI\n",
"9wMvAU4HDsyPKyl4WEYawgKwWbS4XpnlkURjGapvZ9K4r/3zv2YOfAPA3e8xsxcDnwc+TRo4/WPg\n",
"PS3GNxwEvKlpH7uQskc5KRBfR3vD7t9eh77tV5KOKaRgfGOJZZm0godl0eJVwIuAzaPFdXL3mdrI\n",
"2dt+V3Y5OnB103JVf3dTUZnx4NukLsAvJ93tuBc4A/jooBMWAQQPnn//e5PmtduIRibGQbqc1Otj\n",
"OvAyUoW1nSK1+kq0+d24+zIzuxrYE9jMzNZz9wc6KMN2wCxS9tpOJ4HverxcjYxu2D23pHL0xENY\n",
"DLyt7HJ06ArS9xXS9/pnJZZF0J23ynP3l7j7dHef1uLf9FHb/tnd93H3Vd19rru/sVVQdffDm/fR\n",
"tP/p7v710duPeu2W7n5Avz/nGK6lu24rZajD3cHJQoOnhyB4eITUXQZS0pJuWvtlQMqMB+7+IXff\n",
"zd3XcvfZORYcNYyKW5Mysvv+smn5LWNt2EVq9W7HvTVv300l7M80eitMtsrblBhvXhG6xqkYVd6k\n",
"0oKH5bqtRItdz080BEqtPjy17SpTQ8UF4yzgGWUWRCQr4yLyQhrjml/aQXr/ThqYuj2P9XQHzd2X\n",
"0riLvmWrcYt1FTw8TGM6hF2ixV4mnpfOKO5WjCpvUgfFiWM6qdtQpSi1+ooGmElRQaSJxYFesOhY\n",
"S9UM/TuZK0CfAI4FNnf3+eO8pJMydnvn7Y80kh11+7lLHfdmMdoAM1QWx3E2U7yBacCx4Dbgkbys\n",
"WFABqrxJHdThln0RRKZ8anWL8bnA9RZjpxPKduNWYEFentLdJi3GrYEPW4x7Degt1EVVquavNKYl\n",
"2H0YSUsA3P0r7v65DsamwfIVs3a/m9tpJF95lpmN+Tnc/QlSshmAHcys3RxyrZQ27s1inAWcCZw8\n",
"oLfQOYrBx4LgwWkc6w2ixY0G8T7SOVXepA7qcAegDhXMgbMYAxBJqZt/YjGu08/9Bw8jNLqpbhwt\n",
"tpqIeNKzGA14BXAc8DWL8awBvE3zeNMp+52W6hh1ETkX2LzE4rQzbmp1d2/+HOsDG3ew36ISZnRX\n",
"USml8pbPUT8AjgCOshj/fQBvM+Xj7pBiAehYV4oqb1IHfwKW5mVV3qrtahqJLrYGfmix7+MUp3xr\n",
"q4fgHsIpwItJx/xwi/E8i/2byD54eIxG5tSdosU5/dq3yARUujFvVAPTWKnVJzLurZvPfSdpLjGA\n",
"Z493l69fPAQnzUlY+ILF+Ko+v801NDJgV+67MAzDiAVZpX93U40qb1J5wUNzl5Hto8VVyyxPG82p\n",
"1afsic1DWEBKJ35fXvU84Nw+j3lQECG1uHoIvwWWkY73pQN4m+JYz6CC401lSqpD400njXlDyTiZ\n",
"7/IVFb+5wJadvnaiPIRzgY/nhwZ802Ls2zk7eHiUNP8npAamfldYamHIsQCmdgN1JajyJnVRnDiM\n",
"NAdRpQQPC2hMpLrzVE6t7iH8lVSBW5hX/QvwsT6+RR0u3oZhpsX4aeBA0nxeF3kIi3M3mn7RsZaq\n",
"qcNFZCdl7LYR6iYa3TG77f5Y5nxvHyHPP0gaE/5Di3GzPu6/OI4zSfPxTUXDiAV30biDu8ewxptK\n",
"a6q8SV3UKWDPAnYssyBl8xCuAf4fjTFTx1mMh/Vp93cAD+XlqRxEDgXeB5wGfNNDeKT5yT5l/Oz2\n",
"7oDIQAUP99K4s1/V338n8eoe4P5imw6Slixr2u+mZrZBF+UpLeNk7j75ZuC3edUGwI8txm6Sroyl\n",
"DtcGgzbwWDBqvOk6QD8r4NIlVd6kLupwgi5jAtnK8hB+DLy7adWZFuPeE93vqCCyPrDJRPdZNzmr\n",
"2BeAHwOneQh/L57zENxiXBd4ncV4gMUJTV1Rh/GmMvUU59o1SGNrq+Y24OG83EnSkrWArTrYb3Ml\n",
"7MNdlKfXSb77wkNYDLyKxrxsOwEX9im9/ZSOu0OMBVCP67ApQZU3qYsbgMV5uaonaI3FWtGppNZA\n",
"SOOmLrQYn96H/U65Y110gbEYdwDOIF0gnugh3NL8fLYRKfvY+cAPLMbtennP4GERcH1++PRocZUe\n",
"iy/ST5W+iBzVwLRhtNgum2S3d7bPBZ7Iy28zszd0Uh53f5DGXKS7m9nQ5yL1EOaRutMXvSZeBnyp\n",
"D137/kga6wUV/C4MQhmxIJtycbeqVHmTWggeniSdpAG2iRbXKLM8bTSnVtf4IJ7qMvMu4Id51Rqk\n",
"KQTWn+Cup8xYLItxS4txZm5F3RD4ErAycDz5OOQB60XWNTyEP5Kyj30T2Bu40WLsNeFIcaynAbv0\n",
"uA+Rfqp05S3r5BzV1cWwu98IvL1p1Rlm1uk4r+Ku3UqU1K0/Vy4OBJ7Mq44kTX7es+DhcVLjLsCO\n",
"0eLKE9lflVUoFsAkj7tVp8qb1EnziWO30krRRvCwEPhzfqjU6pmHsAw4hJTWGWALUgvgRKYQqMPF\n",
"24RZjC8CfgYcYTFuTBr8/zxSl6lLPYSR0cG6yOzpITxAyjq2FLghB/FeaNybVM1VTctV/U52m7Sk\n",
"o8/h7ucAX80PVwL+28w66X5YZtKSp3gIvwMOb1p1ksV40AR3WxzH6UzSrLgViQX3AkW3zKqON50S\n",
"VHmTOqnDBbtSq7fgITwG7A/8La96DnDeBKYQuAd4IC9P5iByJTAf+CLwdeBfSam3L/AQFsFTdzeB\n",
"p1pdR/LyPqTuMouAl+Z1vYwxUVcZqZTg4QHg7vxwt2h9Sc7Tb+P+btz9fuCv+eHuZtbp5ziaxvQ5\n",
"O9JIxz+WSlTeADyEb5EqH9CYQuA5E9hlHa4NJqr0WDCqO/CawNN6/TAyMaq8SZ3U4SJS3Qra8BD+\n",
"BuxHYwqBVwOf6mVfo4LI2gxx7qJh8hAWeQjPA84BXkJq+byyyCbWbrxI7hbzXmB74AAP4R8W4wwP\n",
"YUkPxbieRjenyXphJPVT/P5XBSYyjmdQ7qaRWn33MRqYijvbqwLbdrJjd19Eungvkgm938wOHOdl\n",
"19AYG/ZqMyu7Z8jHgfPy8hzSFAK9nsfrcG0wIRWJBbB8Twxd45RElTepkxtJLUdQ3ZPGVGgB7JmH\n",
"cC1p3rdibOD7LMYje9zdlKkoewhvA95BSs/8QYvxZa26yOSxEJsAx5AC/JEewmUW43QPYWnrvY9t\n",
"1HjT7aL1LcW3yERU+vc/qoFpXWDTNpv2VPFw96tIF+WFr5tZ28qPuz8OXJYfrgWc32F3y4HI564j\n",
"gV/nVeuRxkOv2cPu/gQUlZHKfRf6qcxYkOkapwJUeZPaCB6WAlfnh1tFi3PLLE8bzanVdWJrwUP4\n",
"KfDOplVfthhf1sOuplQQ8RC+DOxDGny++6hgPT2PeViVlNDgDcAXPISz8iYjK+ywO5UebypTUh1S\n",
"xHdyjprImNKTgQvy8urAmePMF/dO4PG8fADw6S7fr6/yFAIHAbfkVTvQwxQCwcNi4LpiH9Hiqv0r\n",
"ZfWUHAvqMN500lPlTeqm6q2tzanVd1Rq9dY8hP8izU0DaZD5hRZjtxnQplwQ8RAuIU1y+0UAi3FV\n",
"i3HNnBQGUiKA9wAXewjvydtMz62wExkXOOm7JUnt1OH338nv5qoOtmkpzxX3Zhrj//YiTdbcbvs/\n",
"kiptRQPjMWZW6u/ZQ3gIeAWNLqZ7kRr0uj1fFZVgYwo0MJUVC4KH5cZpRut53LpMgA661E0dLiKL\n",
"IKLU6mN7L40pBFYHfmoxbtDpi4OHe0n9/iElLZkS5zMP4QEP4Yncsvo+4KMW4xYW4wHAB0gXcgcA\n",
"5LENRTAv5gbawmLXU21UutFEpp7gYT5pfiuAXaNNeALiQRj3zpu7z6cxefUu3XZldPcFwFuaVn3a\n",
"zE5pdwfO3X9FSl5R+FA37zcIHsJtwD/TGFt7BPD+LnfTcyW4rkqKBdD4Xq9Gh+M0pb+mxMWOTCp1\n",
"uIicUt35epUDyetpBN3NgB9Z7OpuZXGsVwe27mPxKi9n8JxF6gp1LvBJUgawvTyEpXk+oKVN249Y\n",
"jFsDvwC+0xy0O2iJ/TON8ab6TktVFL//OcDTyyxIG52mVm/+HF3PwebuPwdObFr1TuB1Y7zkZFLG\n",
"XoD9zazU7JMAHsLvgTc1rfqUxfjaLnZRh2uDgRhyLABd45ROlTepm1uAx/JyVU8aOrF1yENYSJpC\n",
"oOj2swcpbXSnKbOn9BxkHsIHgDcCe5IuXj/tIdydn2uVTaxI77y4yFKWt3WLcVeL8QiL8UiLcblj\n",
"mcebXpsfPi1aXGsAH0ekW5U+17ZIrb5Vm00nfB5z9w+x/B24E8ys5d1Id1/M8pW9j4wzVm4oPIRv\n",
"s/xdwa9ZjC/o8OXXA4vzcuW+C4M2rFiQVfp3NxWo8ia1EjyM0LhTs2m0uH6Z5WlDqdW74CHcB7wS\n",
"WJBXHQh8tsOXT/kg4iF8g9TSfD9wWA66q7XZ9kpgKw/hgGKdxbijxfgZUia604CPAb+2GN8z6uVT\n",
"tmVbKqsO3ei7nay758/h7mfSyN64DRDG2PxcGt3OX0H33RQH5VNAkVxjNvADi3Hc+cSChyU0Gpi2\n",
"idZT1spaG2IsqMN400lNlTepo0pfsOfU6sUEqkqt3gEP4XrgNTTmIXq3xfj2Dl465cY5tOIhXEPq\n",
"bjWfNPZhk9HbWIyWB6zfWdzZtBi3A04B3g18mXQM9wX+E/iIxbhv0y7qcKEsU8vVTctVbVDo5Hdz\n",
"NVBkDJxoTPtq0/Jz222U774d1bTqRDPrustmv+XMiW8DfpVXzSVNIbB2By+f8llxhxELgod5wB35\n",
"4W4VHW86qanyJnVUhzsARRkN2LXMgtSFh/ALUtAunGoxvnKs1wQP/wDuyg93jdZxd8tJx0N4yEPY\n",
"AzjGQ7ixWG8xzsrPu4ewLAftZXk+pbOAZwAf9hCO8RCuz3PxnUka49Y8FqYOvzuZQoKHBcDN+eHO\n",
"0dJ3vWLG/d24+2OkeUwBnjnBCbQvb1oes5HF3b9HY7qA6XTe42Ggcje/15DG2kKahP17FuPscV5a\n",
"6YbdYRlCLIDGsV6JNAG4DJEqb1JHdbgDUIc5iCrHQzgTOCk/nAacbzGOV/ktvg+rkIL8lOYh/KRY\n",
"thifC3yxmIYhT95a3N08lRSsT/cQPpWfLy5+78t/m5PH3AwszMtT9sJIKqc4184CdiqzIK10kVq9\n",
"+BwzgGdO4C1vBYoxTJ3Eno/RGHO8r5m1vVs3TB7Cw6Tu9A/kVXsCZ42TUGNKj4EebYCxAFRRLpUq\n",
"b1JHtwEP5+Wq3gGoQwWzqv4D+E5eXoXUZWaFrh9NFERayMH3A8BbSRc+eAgj+bkjSJO8/pDc8p5T\n",
"SRdjNfciZfB8qNhf8LCMRje1zaPFdYfwMUTGU4dzbSep1fs17m2kaV8bmtnG42y/iDTOrHBet9MV\n",
"DIqHcCewH41Mt4cAHx3jJTfRmIS8qt+Foet3LMjq8LubtFR5k9oZlcFrw2hxozLL04ZSq/coB5XD\n",
"SIOmATYEftxu4DWqvLWUg++xwOc9hC/DU2Md1iJ1SXoC+LiHsCh3n1mat5lDylr2OHD2qN2qZVuq\n",
"pg7deTs5R/Xzt9W8r06mATiLxvjhrUkVpkrwEK4gTSlTjAn8kMV4aKttRzUwbREtrjOEIlbegGKB\n",
"kpaUSJW3/ps26q/0gZltaGYnmNmGeVWlL9hHpVbfqqqp1Vsc10rwEBaRsk7enlftDHzbYsuB0ZUL\n",
"IlU5rh7CrR7CsZBaX3MygPWBlwH/6SH8pRj30PSyN5Aulk4CHsyvXc1i3Ofws9njP98DZx8OlHCs\n",
"q3JcpTwtvgPXAiN5uRK//xY6iVd/BIq5uF5kZhO5huiq2767LwE+17TqsAm8d995CN8HmjMenm0x\n",
"vrjN5pWrzFfhvNXvWPCSSzn5E//BIzkWlDLetArHtSyqYPTf9FF/pT82BD6S/0LFK29Z5YJIC6OP\n",
"a2V4CA+SWoCLLrKvICUxWW7MQ/AwnzTOA1LSkipkvqrccW3qBrMb6WK3uMB76nhajHuTJvD9EXBB\n",
"nsx1NeC7wHf/uinb37o1/GxfeP03OdZiXG+IHwEqeFxl6Jb7DgQPC2kktnhGtLhSWQUbw7gNTO7+\n",
"BPD7/PBpwMETeL+Ok5Y0+UvT8ivNbMsJvP8gfBE4PS/PBL5vMe7QYrsqXhtU6rzVj1gAvPzGHVj2\n",
"s33hiK8y+9d78sLhfYKnVOq4DpMqb1JXdehvXYcyVlrOlHUQUEwy+lbgmBabFsd6DilNsrR3E6lL\n",
"73YAHsJSi3FVi3Ef4OukeQo/7SHckcca/pzU+PDZQ7/BRl98F48cfyKMTGMV4L0lfQaRZsXvfwbp\n",
"Ln2ldJFa/RNNy58ys17vZvwN+Hte3qPDu3gjTcvTR5WldPlO0TuBi/OqNUnjoUePvVXc7VzPsQDY\n",
"5NR3ctLxJ8ITc+B7r6rMPIFTgipvLZjZmWY2YmY/Krss0tbd5Nv4wB7RxsxAVZY63HmrPA/hUuCI\n",
"plWftRgPHLVZFVtbq+pvpLTkb7UYD7EY9yAlLPjv/Ny7PYQ/5PEQpwM7AO8CPnPuuWHZnMVc9Yzr\n",
"YdO/Mn3mk7wYUuaycj6KCFCPc20nqdV/CfxPXt4SOLKXN3J3p3E3ZU3SOLZOFT0dXmdmz+jl/Qcl\n",
"j8X6F1IXU0jH6Pt5bFbhL8CCvFzV70JV9BwLPISRtR7mD8+4Hja6Fx5aOzWaKBYMhw7yKGa2B/Am\n",
"0gBOH2dzKUlOWlIEp3WAzUosTjtKrd4nHsJ5NLKMGfCtHGgKqrx1yEO4H/hn0vn/FFIXq/9Humj8\n",
"JxqJYt6XH38QuMhDWGgxTl82jSunj8CMpbDy46ye9zky+n1EhqgOv/9xE5LkSlfzHYwTJ9B9sdfp\n",
"apoTU4yV2bEUHsKjpCkE7s2rng+cW1QagocRGklLNokWNxh+KethorHgno25dvoIPmMpzHqSVfM+\n",
"FQuGQJW3JmZmpC/w14D7Sy6OjK/SAVup1fvuo8C38vLKpAyUW+TH19BobKncd6FqPIS/ewjPInVJ\n",
"/SfSMXttntzVLcbnky4iTwcu9BCKRoiR6SNcee3OcN1OsNN1/APA4tSdHF0q4U80kn1U9fffUbxy\n",
"9yuBb+aHa5JS9/fy++q18nYRjS6XB5nZAT2890B5CH8D9qcxLcBrWb6bZ/Nn1923MUwkFhx6T3j0\n",
"8mdx13U7wbMvZ6VocY5iwXCo8ra8NwBPB46naeCmVFYd+rZXuoJZJ3nMw78Cv82r1ieNeVgjeFhA\n",
"utMJKfPV7DLKWDcewq89hF94CHc1pYeeRaoo/wU4LyeOIWci8+++itsv3ie9/qX/w6y8n2Ut30Bk\n",
"CIKHRaTxOQBPjxZHTyhcBVc3LY8Xr95OY4zcC0jJOrrVa+XtCeDjTY+/ZWZb9fD+A+UhXE26S1Tc\n",
"6fmAxfjmvFyHa4NK6SUWWIzrXXAwywB2v4ppwDMVC4ZDlbfMzFYjpUP9pLvrrls91GGcg+bF6iMP\n",
"YTHwKuCWvOrpwAUW40wax3omUKmxGjWzKmki4d94CJfDU5O2LrMY55z6Tl50ycvh5ZfASyJbVnS8\n",
"qUw9xe9/GrBLmQVpJXh4hMZ5a8zU6u6+gNSYXFRMjjKz/bt5P3efR2Oqld26nHj7LOA3eXkV4Ku5\n",
"Z1KleAg/Ao5uWvVli3Ev1GjaL2PGAuD1V+7BVi+/BHZPTRM61kOiylvDh0njk75QdkGkM8HDvcB9\n",
"+WEdkpboxNYHHsI80rQB8/KqlwGnjZiOdZ+sC2xKvnizGGcXLbHAv2Act8WdPHz0qWnbxbPYtJxi\n",
"iiynDr//ooyzGScrrrv/njTGqPB5M5vTbvs2igptV1l43X0xaZqWu/OqlwCV6z4J4CF8icadyRnA\n",
"RXv/gjnA/LyuqtcGdTB2LIDjVlnI9TkWMGKV/d1NOpOu8mbJnE7+Nb1mW1LrzXvzZJVSH0UwXJM0\n",
"N07V3AY8kpd1YusTD+E20kDrYr6at7zjSyndcaZj3bu/krK57WUxrpnvdmIxHk3qTrXwhBM4B9Ig\n",
"w9lP6lhLJdShq1y3FczPAr/Oy1uThnR0o9euk7j7oyx/V+v9ZlaFOTRbOZY0HxnAGstm8NO/r8+f\n",
"8uP1gU3KKVbtjRsLtr+J/YBlDkxzxYJhsZTcaPIws0Aj1e54tnf3W8zsZ8Bsd39p037uBP7k7l21\n",
"NpnZElLrzzIadwbGsozl51eR1mYC6wEP0Jjzi5VZebWVWXl1x0cWsGDeEpY82XYPJVmDNdaZyczZ\n",
"I4wsnc/8B5xK/ehaHtfamD17JVZbbW0AHl/06DqPr7QawGIWP/4oj84f87WDVe/j+uY3r8bBB6/O\n",
"JZcs5JFHlrHJJjN57nNX4p57lnDiiQ/NvvO+Gava6nPxEV/Iwkee4ImF4++0L6pwXKeR5sEaT/ME\n",
"5g90sL1iQWfafgfWYZ2NAZ7kyUULWPBQCWUb00xmzlqDNdZ13BexaMHjPP5YRy9rfJec1Nuk0xgy\n",
"i3T3BFLPoofH2LbdcV2fdE3TyT7KY2asuea6TJ8+k5GRZSs98uQTqyybs8oIIyMLWDBvKUvLvDao\n",
"wnmrN+PEAu68c+matvZ6M3zazGUsWzqf+cMcdlSF49ppPJibt1vi7r3O3/iUyVh5W5+UMacT3ye1\n",
"fv2SlGnn2qbnfkeawPAI4KHcCtXJ+y+ls/9IERERERGZGpa5+4TvYE+6ylu3zOwwlp/XpJV3ufsp\n",
"He5vIak/uwOdtPyptVVEpD50501ERKDzeLA2KYv9YnefcDZcVd7MNgV2Hb0a+ApwJ2nukOvd/XZE\n",
"RERERERKMuUrb+30OuZNRERERERkECZdtsk+Uq1WREREREQqQ3feREREREREakB33kRERERERGpA\n",
"lTcREREREZEaUOVNRERERESkBlR5ExERERERqQFV3kRERERERGpAlTcREREREZEaUOVNRERERESk\n",
"BlR56xMzm21mJ5nZvWb2uJn9r5ntXXa56szMVjGzj5rZxWb2kJmNmNmbyi5X3ZnZs8zsNDO7wcwe\n",
"M7O7zOx8M9um7LLVmZntaGYXmNltZrbQzOaZ2WVmdkjZZZtszOy4fD64ruyyjKZYMBiKB4OheDAY\n",
"igfDUeVYMEiqvPXPucC7gfOAo4FlwE/N7AVlFqrm1gU+BGwHXJvXaVb5iXs/8CrgF6Tv6leAPYGr\n",
"zWzHMgtWxRHiJwAAC4pJREFUc5sBq5LOBUcDJwBLgPPM7LjyijW5mNkmwH8AC6nm+eBcFAsGQfFg\n",
"MBQPBkPxYMBqEAsGxtyn1OcdCDN7NvC/wLHu/vm8bjZwPfCAuyto98DMZgFruvsDZrY7cAVwmLt/\n",
"veSi1ZqZPQ+4wt2XNq3bGrgOuNDd31Ba4SYZM5sGXAWs7e6bl12eycDMvg3MBWYA67j7TiUX6SmK\n",
"BYOjeDAYigfDo3jQX1WOBYOmO2/98RpgKanFCgB3XwycBTzPzDYuq2B15u5PuvsD+aGVWphJxN3/\n",
"0Byo87pbgT8D25dTqsnJ3UeAe0gtrjJBZrYn8GrgXaRzQtVaHxULBkTxYDAUD4ZH8aB/ahALBmpG\n",
"2QWYJHYFbnH3x0atvyL/3QX423CLJNI5MzNgfVJrq0yAma0MrAysARwA/BNwVKmFmgTMbDpwKnCm\n",
"u9+QvrKVo1ggtad40D+KB/1Xk1gwUKq89ceGwH0t1hfrNhpiWUR6cQjpe3p82QWZBD4PvCUvLwWO\n",
"dvevjLG9dOatpHEkLy27IGNQLJDJQPGgfxQP+q8OsWCgVHnrj5WAxS3WP9H0vEglmdn2wJeAy4Cv\n",
"lVycyeALwHdIFz+HAKeZ2SJ317HtkZnNBT4GfMzd55VdnjEoFkitKR70neJBH9UoFgyUKm/9sQiY\n",
"3WL9nKbnRSrHzDYAfgLMB17jymA0Ye5+M3BzfvgNM/s58EUz+46761zQmxOBB0ldZapMsUBqS/Gg\n",
"/xQP+q4usWCglLCkP+6jdXeYDfPfe4dYFpGOmNkawM+A1YF93P3vJRdpsrqINN5hu7ILUkd5vqkj\n",
"ScF6EzPbwsy2IFWIZpnZ5ma2VolFbKZYILWkeDA0igc9qlksGChV3vrjGmBbM1tt1Prn5L/XIlIh\n",
"ZjYH+BGwNbCfu99UcpEms6Kr3EippaivjUmx6hTg9qZ/zwa2Be4gzf9VBYoFUjuKB0OleNC7OsWC\n",
"gVK3yf64EDiWNCj1c/DU3D6HA//r7souJpWRMzWdT7qgPNDd/6/kIk0KZrauu/9j1LqZwBuBecAN\n",
"pRSs/q4jTSLc3IXLSN1nVgX+HbithHK1olggtaJ4MBiKBwNRp1gwUKq89YG7X25mFwCfMrP1SF+e\n",
"N5Gy4RxeauFqzsyOAtak0RXpADPbLC+f4u4LyilZrX0O2J/U0rqOmR3a/KS7f6OUUtXfV/Idl9+Q\n",
"usdtQBqgvi1wuLsvK7NwdZUHpf9g9Hoze3d+/odDL1QbigWDpXgwEIoHg6F40Gd1igWDZhqP2h+5\n",
"dfXjwKHAWsAfgQ+5+y9KLVjNmdkdwOb5YfFlLSZk3NLd7y6lYDVmZpcCe9J6olt39+lDLtKkYGav\n",
"BY4AdgLmAguA/wM+7+6/KrNsk1H+Hs9192eWXZZmigWDo3jQf4oHg6F4MDxVjQWDpMqbiIiIiIhI\n",
"DShhiYiIiIiISA2o8iYiIiIiIlIDqryJiIiIiIjUgCpvIiIiIiIiNaDKm4iIiIiISA2o8iYiIiIi\n",
"IlIDqryJiIiIiIjUgCpvIiIiIiIiNaDKm4iIiIiISA2o8iYiIiIiIlIDqryJiIiIiIjUgCpvIiIi\n",
"IiIiNaDKm4iIiIiISA2o8iYiIiIiIlIDqryJiIiIiIjUgCpvIiIiIiIiNaDKm0iNmNmdZnZO2eUY\n",
"zcz+y8wuaXoczGzEzA4qs1y9MLO3mtldZjar7LKIiLSiWDB4igVSVaq8iVSMmT3fzD5iZmu0eNrz\n",
"v8owsy2BI4BPlF2WPjkHmAX8W9kFEZGpS7GgdIoFUkmqvIlUz/OBjwCtAva2wJHDLc64/h243d1/\n",
"XXZB+sHdFwNfA44puywiMqUpFpRIsUCqSpU3keqy0SvcfYm7LyujMK2Y2UzgEOA7ZZdlLGY2I5e1\n",
"U98BNjezlwyqTCIiHVIs6BPFApkMVHkTqRAzOwH4TH54Rx4rMGJmm+XnlxvnYGaH5edfaGanmdmD\n",
"ZjbfzM4ws5lmtpaZfd3MHjKzeWZ2Uov3nGZm7zKzG8xskZn93cxON7M1OyjyC4G5wC/bPD/dzI4z\n",
"s3vyvn9pZk9rUYaDzewqM3vczP5hZueZ2UajtolmdmmL155rZnc0Pd4iH5P35M91G/AEsEN+/p35\n",
"sy7Mx+UKM3td8z7d/WrgIeDADo6BiEhfKRYoFoi0M6PsAojIci4CtgFeB7wLeDCvL/62G+dwKnAv\n",
"cDzwPFJ3mkeAFwG3Ah8EXgm818yud/fzml57BvAm4Gzgi8BWwFHArmb2AndfOkZ5n5/Lc02b5z8A\n",
"LCNdhKwJvA/4JvDcYgMzOyy/9+V5+w1I3W9eYGa7uvsj43x22qw/HJgNnA4sBuab2ZHAycAFwBeA\n",
"OcDOwLOB/x71+quBF7R5PxGRQVIsUCwQaUmVN5EKcffrzOwaUsD+vrvf3eFL73P3V+bl081sa+BY\n",
"4Mvu/g4AMzsTuBP4V+C8vO6FpAHmr3P384ud5VbNi4GDWTGQNdsemOfuj7V5fjawSxH0zWw+cLKZ\n",
"7ejuN+TuKycB1wF7uvuTebvfAT8G3g2cUBSL9gF7hW5FwMbA1u4+r+lzvRK43t1fO8ZnKtyBAraI\n",
"lECxQLFApB11mxSZHM4a9fjy0evdfQS4itSaWjiY1Cr7KzNbp/hHamlcCIzXz38uMH+M588Z1Vr7\n",
"u/x3y/x3D2Bd4L+KYJ3L+lPgJlILca8uag7W2XxgUzPbo4PXzwdWMrM5EyiDiMgwKRasSLFAJhVV\n",
"3kQmh9GtskX3kr+2WL9W0+NtSJnMHmjxbxVSMB1Pq5bOduUqgntRhs3z35tbvPbmpud7cUeLdScB\n",
"jwGXm9kteWzI89u8vvhclUrHLSIyBsWCFSkWyKSibpMik0O7rGOt1jcH2Gmk4Pz6Nq//xzjvO480\n",
"RqDbco0V5Jt5m+Vm09usX7TCztxvMrPtgP2AfYBXA283s4+5+wmjNl8LWJjTRYuI1IFiwYoUC2RS\n",
"UeVNpHqG2bp3G7AXcJm7P9HD628CXm9mq7n7oz28/q78d3sgjnpuu6bnIbXUbsmKNqeLY+buj5PS\n",
"P38nj7P4LnCcmX2yubtOfq8bO92viEifKRYkigUiTdRtUqR6Fua/a425Ve+ag9v5pNbKD43eyNJ8\n",
"OK0mh212GanltJNxA61cQWrtfauZzWp6731JQfwnTdveCmyfx2EU2+1MFwPJzWxu82N3X0IjKI+e\n",
"+2c30ucTESmDYoFigcgKdOdNpHquzH8/YWbnA0uAH+ZWwk67mIzlqX24+2/M7Azgg2a2C/CL/H7b\n",
"AK8Bjia1Rrbze1J3mb2BFebdGY+7LzWz9wPnAL82s28D65PSQ99BSuFcOBs4Bvi5mZ0NrAf8G3A9\n",
"sHqHb3mJmd1HCsT3k+b7eQfwE3cvLpQws91JF0w/6PYziYj0iWKBYoHICnTnTaRi3P1KUuvnzqRA\n",
"9k2gaGFs1SWk3bqO1rv724C3kALgJ4BPAoGUQvr345T1yVy+gzssV6t9fA14LTAL+DRpXqKLgBe6\n",
"+4Km7W4C3kgaVP850liFQ0nZ0DrtKnM6sCop7fRpwAGkuX4OHbXdwcBd7t71RYiISD8oFigWiLRi\n",
"7kqeIyK9M7MtSeMd9nX3/ym7PBNlZrNJcyB90t1PLbk4IiK1oFggMhy68yYiE+Lud5DmEHp/2WXp\n",
"k8OBxaSWWRER6YBigchw6M6biIiIiIhIDejOm4iIiIiISA2o8iYiIiIiIlIDqryJiIiIiIjUgCpv\n",
"IiIiIiIiNaDKm4iIiIiISA2o8iYiIiIiIlIDqryJiIiIiIjUgCpvIiIiIiIiNaDKm4iIiIiISA2o\n",
"8iYiIiIiIlIDqryJiIiIiIjUgCpvIiIiIiIiNaDKm4iIiIiISA2o8iYiIiIiIlIDqryJiIiIiIjU\n",
"gCpvIiIiIiIiNaDKm4iIiIiISA2o8iYiIiIiIlIDqryJiIiIiIjUgCpvIiIiIiIiNaDKm4iIiIiI\n",
"SA38fzXdH8QrYNI0AAAAAElFTkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x112ab8e90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"f, (ax1, ax2) = p.subplots(1, 2, sharex=True, sharey=True)\n",
"f.subplots_adjust(wspace=0)\n",
"\n",
"pacegroups = [7, 8, 8.5, 9, 9.5, 10, 11, 12]\n",
"\n",
"p.sca(ax1)\n",
"make_level_trajectory_plot(tracks_2014, pacegroups=pacegroups)\n",
"p.sca(ax2)\n",
"make_level_trajectory_plot(tracks_2015, pacegroups=pacegroups)\n",
" \n",
"ax1.set_ylabel('distance ahead/behind (miles)')\n",
"\n",
"for ax,label in zip((ax1,ax2), (2014,2015)):\n",
" p.text(0.05, 0.1, label, transform=ax.transAxes)\n",
" ax.set_xlabel('time (hours)')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From here I can see a lot of detail. Downward-sloping black lines are runs done slower than 4-hour pace, upward-sloping lines are runs done faster than pace. Cyan contours show some other pace trajectories, while magenta contours show distance. The red line is the race.\n",
"\n",
"In last year's marathon, I ran with the CLIF bar 4:00 pacer, who was banking a substantial amount of time early on - he was running at 9:00 even, 9 seconds faster than pace. In addition to the brisk pace, I was fighting some serious cramps and gastrointestinal problems. I lost the pace group at mile 18 and started walking at mile 20. I managed to run most of the last six miles, but I never hit my pace again.\n",
"\n",
"In each training program I did four long runs (between 13 and 20 miles). In 2014 the 20-miler was my best long run (I stayed on pace for it), while in 2015 it was my worst. In both years I had one good long run, one terrible one, and two pretty okay ones. It's not my goal to do every run on pace - in fact, I usually go slower.\n",
"\n",
"One other difference is that I did interval training in 2015. These runs are slow on average, but involve short lengths of fast running (6:30 pace for a few hundred meters). The Flyers workout singled out above is the jagged line that's the lowermost one in 2015.\n",
"\n",
"Overall, I can't say this training cycle is demonstrably stronger than last year's. But I feel pretty good about it."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#Update: 2015 Race Summary"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x1072ea510>"
]
},
"execution_count": 73,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAA38AAAHoCAYAAAD5S1ZdAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAAewgAAHsIBbtB1PgAAIABJREFUeJzsnXl4lNX1xz8nhEU2EVcEBdyKCuJarVq9iAsqtrVYalGp\n",
"YkFLbV1otdhWiXWpG61VW5HNrRW1KuJu5cdVpC64oKAIKCCSgAuyS1iS+/vjvJNMJtskmclkMufz\n",
"PPMkeZc7N5PJO+/3nnO+R0IIGIZhGIZhGIZhGM2bvExPwDAMwzAMwzAMw0g/Jv4MwzAMwzAMwzBy\n",
"ABN/hmEYhmEYhmEYOYCJP8MwDMMwDMMwjBzAxJ9hGIZhGIZhGEYOYOLPMAzDMAzDMAwjBzDxZxiG\n",
"YRiGYRiGkQOY+DMMwzAMwzAMw8gBTPwZhmEYhmEYhmHkACb+DMMwDMMwDMMwcgATf4ZhGIZhGIZh\n",
"GDmAiT/DMAzDMAzDMIwcwMSfYRiGYRiGYRhGDmDizzAMwzAMwzAMIwcw8WcYhmEYhmEYhpEDmPgz\n",
"DMMwDMMwDMPIAUz8GYZhGIZhGIZh5AAm/gzDMAzDMAzDMHKA/ExPwKiIiGwEWgOlwJcZno5hGIZh\n",
"GIZhGJljFzRgtzmE0K6hg0kIoeFTMlKGiGwDWmR6HoZhGIZhGIZhNBlKQggNDtxZ5K/pEVPjJcDK\n",
"TE4k07SiVeuOdNwJYBOb1m9k47pMzykb6USnnfPJbwXwNV8X1unk/PyWdOy4I3l55QsSmzatZ2PZ\n",
"36IluiL1JbA1NTM26k2LFvm0bduB1q3bVtq3ZUsxmzatZ+vWLRmYWUppTevtOtChM8C3fLv2W77d\n",
"kOSp9n41miw7smMXQfJKKS35hm9WYu9XI0N0pvNueeS1CITSVaxakeRpjf1+FfLz88nPb0l+fkta\n",
"tNCvIsmXtJWUbGXbtq3R121s27aV0tKSNM65vuyGBoZKUzGYRf6aGCLyBdE/Twhh10zPJ5N48QcC\n",
"86If73fBnZ/B6WQtXvwU4KfRj3u74BbXdo54L8BIYCzQKtr8DXBucO75suNEDgXeAQ4LIbyb0okb\n",
"SSPeHwP8DvgBIHG7tgAPALcH5z7OxNzSgRd/LDAz+vFvLrjLkznP3q9GU8aLfxc4BNgGtO5Hv4Ox\n",
"96uRAbz4N4HvogGJVi64bbWdk67rq3ifD+wL9IkevaPH3lT8vKuOACxG7yfnxj0+Cc5lxaKKiCwH\n",
"ugKFIYRuDR3PIn9GU6Yo7vuuGZtF9pP4OtYo/sT77YFJwI/jNr8JDA7OLUv99Iz6IN7nAWcAVwJH\n",
"J+xeB/wT+Htwrijx3GaAXRuM5kgRKv7ygZ0zPBcjt4ldYwWNOi1P9xNGi87dUGHXJ+6xP+WL0LXx\n",
"JSrs4oXeh8G5jSmfcBZj4s9oyqwBioE2QJcMzyWbib9RrvF1FO8PBJ4A9ovbfAdwZXAu69MFmwPi\n",
"fWvgXDTS952E3YXo32tccK45p0nHpyHZtcFoLtj72mgqJN43pFT8ifedqBjJi33tlOQQ3wIfUjGS\n",
"Nzc4Z0aJSWDiz2iyuOCCF18E7AXsnun5ZDFJRUnE+7OBiUCsXmwN8PPg3LQ0zs1IkujD8iLgUirf\n",
"GH4I3AJMyQWR7oLb5MWvBnbArg1G8yH+Wr07OV73b2SUxPdivYgWK3tRMZLXB43wJUMJsJBygReL\n",
"6C0JzqWk/i0XMfFnNHVi4m8HL347F9ymTE8oC6nxIh5dnG8Ffh23+X3gx8HVXh9opB/x/gb079Mh\n",
"YdcrqOh7PjiXawXcRUTiz4sXF3Lu9zeaH4kLdSb+jExRJ/En3ufRv39Xpk+Ha6+9ULy/EhV5+5G8\n",
"1lhO5ZTNj4NzxXWbulEbJv6Mpk7iBejTTE0ki6k28ife7w08AhwWt/kB4JfBuW8bYW5GcnSjXPgF\n",
"NDX31uDcm5mbUsYpAg5E08J3QA2JDCObSbxWv5OpiRg5T033DbtQMV2zD3Aggwe3Y/p02H33kbWM\n",
"vZbKkbx5wbnVqZq8UTMm/oymjom/hlNlHYl4/xNgAtAx2rQZuAytF7MoSgMQ7wegr6dP0Wt5GzAY\n",
"Fea3BecWpWDMbCfx2mDiz8h2kq7PNow0U7SpDSztAW8cxfH9vP8b5WJvlyTH2ALMp7LL5nK7x8gs\n",
"Jv6Mpk5K8s5zGRfcei9+PRo52l28b4mKid/EHbYIdfOck4k5NhfE+3OB0ag7WQHwGinodxScmyve\n",
"dwnOrWnoWM2I+J6Vu1PeFsYwspXE97TRCIjI26ijZe7SokXFfnmd81uSlwdfA89wLM9wbI3nl5aW\n",
"sHnzNqA1l1yyjtLSTZSUbAN2Alz0KCOZ/gw5xsoQwuGN9WQm/oymjom/1FCIFl3H0jf6xu17GLgo\n",
"OLe+0WfVTBDvrwAuRz/ongSuAt5OZQ8hE36VsHYPRnPjK9TgogX2edeY7EauX0NKSvSxeXN9R2gR\n",
"PWDr1o6UZxQZTRATf02PkoSvuY7d4KWGIlT8tZvRjzb9ZjAYmIVGAO9tQArGCjTCtaK2A5sjUV+i\n",
"H6Ov46vAz4EPgnNfZ3RiuUF9UuRy+v1qNG1ccCVe/Er0s64L9n5tVPLy8ujSxbJtjcZjxYoVlJY2\n",
"vmmpib+mR2nC11zHaiBSQ4UIanBugXh/YEPbAoQQVgBjGjSzLEO8bxGcKwEIzgXx/k3gbXTBpkz4\n",
"RT0TC4F1ZkmdFuqcFZCL71cj6yhCxd+uM5jxlQtuTIbnkzN06dKF5cvT3svcMMro1q0bhYWFtR+Y\n",
"YvIa/RkNo25Y2mdqqPQ65kI/uFQi3u8r3r8AXCHet4jbVQQ8BBwNHCnejxbvC4E30P57Y8X7XtEY\n",
"ds1NHXZtMJojsfd1HskbaxiGYSSN3YgYTRoX3HogVotmkb/6YzfK9SRK7QRtsH4ycD5x78Uoqvc0\n",
"2qPoaWAEWvc3Fk2t/Q3wiHjfyiKAKSW+B5qlhBvNBSt1MAwjrZj4M7KB2IehfRDGESdKksFuKOpJ\n",
"lNopqM31q8DewKCEwwqBe4HZwBDgt8G5a4Nzg4E/oPbYV0Od/25GNbjgtgJfRj/awpDRXLCFOsMw\n",
"0oqJPyMbiH0YtvfiO9R4ZDNFvD9AvD9WvD9UvK+Pi5bVTtYT8T4vMsTpCCwAngIuEu93jB0TpdA+\n",
"CpwbnHs9OFccl+L5IPAScHF0rPU3Sh2x93UXL5ZSazQLTPwZhpFW7MPSyAZy+sNQvL8W+B/wLGos\n",
"8pJ4f1odRUROv4YNIThXKt7vhPZJfBn9O/QCBiQc91ms+bp4L9F5EpxbDnwE7CzeH9nI02/uxN7X\n",
"+WibDcPIduxabRhGWjHxFyEirUXkZhEpEpFvReQNETmxHuOMF5FSEXk6HfPMUXI2ZVG8vxTtH3c7\n",
"2lLgYqAVMFW8/7l43z7JoeKtwnPqNayNJNMwv0VvxL4CngfeAX4pvvpIdCT8YgK9GNiM1gUaqSNn\n",
"rw1Gs8Xe04ZhpBUTf+Xch95kP4gaNJQAz4nIMckOICKHo32+igFL7UoduZyyeCIwD7gjODc9OHcv\n",
"cA4qQO4AfiTet6xtEBdcMfBN9GPOryaL993E+y5QVtNX5bUwThj2ATYCa4B1wAOou+dxCcfnxURf\n",
"NG4L8b4fMByN3n6DkUpy+dpgNE/sPW1kjLy8vFofr776atnx9913X9n2448/vtpxly5dWmGMZHnh\n",
"hRf49a9/zcEHH0znzp3Zbrvt6NWrF5dffjlffvllted98803XHbZZfTo0YM2bdrQtWtXLrzwwmrb\n",
"KkycOJGLLrqII488krZt25KXl8ef/vSnpOcZQuCkk04q+/0y0buvLlifP0BEvgv8FPhtCGFstO1B\n",
"9Kb7FqBWASgiAvwduB+9YTdSR86lwUSioxOwLzArOLcucovcEpybL95fDDwDXAt8DrySxLBFQGdg\n",
"dy9eXMi92jPx/kTUgGVPYIt4/ynwq+DcZ9FrLsA+wOrg3FfRzwEVfDtF2zeL9x6YD4wQ71cBRwXn\n",
"/gbERF8XYD/gO8AvUMfaa4Nzmxrz980Bcu7aYDR7VgFbgZbYe9rIACLCtddeW+3+7t27V9qWn5/P\n",
"zJkzWbhwIfvtt1+l/RMmTCg7rqSkJKl5FBcXc9ppp9G6dWuOO+44Tj75ZEpKSpg+fTp33HEHU6ZM\n",
"YebMmeyzzz4Vzlu1ahVHH300ixYton///gwZMoT58+czefJknn32WV5//XV69uxZ4ZxRo0axbt06\n",
"OnfuTNeuXfn000/R2/rkuOuuu/De06ZNGzZv3pz0eZnCxJ9yFrANdesDIISwWUQmAjeKSNcQQm1d\n",
"GM8DDgDOBE5K20xzk5y5wYvMRUoBgnOrxfuP0QgTwbktsQbjwbkV4v2FqOi7SLx/Pzi3ppbhi1DH\n",
"ytbADuRQFEq8zwcK0DYMb6GR/oPQ/9exqHtnPlrH9yhwrXg/Nji3LRriKFRkx67qi4A30Uj/QGCR\n",
"eP9QcO5r8f5naCPxNmifLg+MCM7NSe9vmZPkzLXByA1ccMGLLwK6Y2mfaUG83wX9LOwD9KFTp51Z\n",
"U9vHZ25xzTXX1On4gQMHMnXqVCZMmMAtt9xSYV9JSQmTJ0/miCOOoKioiKKiompGqUh+fj433HAD\n",
"I0eOZPvtty/bHkJg5MiRjBs3jiuuuIJp06ZVOO/qq69m0aJFjBo1iltvvbVs+5133smll17KyJEj\n",
"ef755yuc8+ijj7L//vuzxx57cP/993PBBRck/bsvWLCA3//+9/zud7/j4YcfZtmyZUmfmyks7VM5\n",
"BFgYQtiQsH129PXgmk4WkQ7AzcCNIYQv0jC/XKfZ10CI9+2j9M12UKG9wEvA3uL9r6JDy3IJIjFR\n",
"AJyNvodJaD6eSLN/HWvgKOAStP/eL4Nzfw7O/QS4G+gn3ncMzm1FI3RbUHHcIi4ddCsqDteK92cC\n",
"M9B+f1vRZu4/RFNCAf4LTI7GPjA4d6oJv7QRe0+XooY8htEciL2vd/TiW2d0JlmMeN9OvP+ueH+h\n",
"eP9X8f5l8f4L4AtgOvA34ELy81tldqbZz4EHHsj3vvc97r//frZt21Zh37PPPsuKFSsYMWIEISSf\n",
"cJSfn8/o0aMrCD/QyGRMnL7ySsWkpw0bNvDggw/Svn17xowZU2HfJZdcwp577smLL77IkiVLKuw7\n",
"+eST2WOPPQDqNMdt27Zx3nnnsffeezNmzJg6nZtJTPwpXahoiBEjtq22FeVr0Hqgv6ZyUkYZzboG\n",
"IooUPQq8D7wl3g8Q71tHZiHT0fTj4eL9wbE6srjTn0ajUL8FCM7VlE/RrF/HWjgYFQc3BueWxdXy\n",
"7QnMobxG903gO8G50cG5zXFN2XujaZ8fA/8BVqPib1K0r1UsShic+xq4JTh3S3Bucfp/tZxmLnp9\n",
"buWC+12mJ2MYKSKXr9V1RrzPF+/3F+8Hi/d/Fu+nRin969Fr+gTgMqA/mo1hpBgRYfjw4Xz11Vc8\n",
"9dRTFfaNHz+eDh06cPbZZ6fs+fLz8yt8jfHGG29QXFzMMcccQ7t27SrNccAANemeMWNGSuZx/fXX\n",
"M2fOHO677z5atcqeNQRL+1S2ozydK57iuP1VIiL7oQYxZ4cQtqZwTi1F5NAkjlsRQqhKuDYbXHDF\n",
"Xvw3RPVqmZ5PKhHv7wWGotGij9DU4UnA94FPg3MLxPu70YWFq8X7i6J00JbBua3BuUXi/Xxgd/F+\n",
"O6C4hhYQuZwiF6sMP1W8vz849614fzqwBzA+dlBUk7cpivhJtK0ETa8dgorxR4F3gnNfifdLUQfW\n",
"s8T7D+NSdpt2tXczwQW3haoX7gwjm0kUf0szNI8mRbRo15VYumb5Y3/UBTsZvkQXjeZFX+eyatWT\n",
"5N5nYrWEECgoKKgyirXddttx1VVXVXne4MGDueyyyxg/fjyDBg0CoLCwkOeff54LL7ywkhhrCJMm\n",
"TQIoE3MxFixYAFBl3SFQVh+4aNGiBs9h9uzZ3HjjjYwePZpDD03mdr1Garvnr9XYry6Y+FM2oXVQ\n",
"ibSJ218ddwCzQghPpnhOu6B28rVRgNYXNXealVmJeL89cCcq8i4DpgbnVor3hwEzo+2fAgTnJor3\n",
"R6DpnX8BLopSFOPJB6QG4Qe5Lf6eQ1d/7wYGRQ3a+6LpP3cAl4v3twbnJkJl8Race168PwNYHpxb\n",
"FbfrfeDo4NwbjfFLGIaRE+TytRoA8b4TKuzKa/P0+05JDvEt8QIv+j44V8kiUuqZq3f44YezcuXK\n",
"+pzaIHbbbTfefvvttD5HQUFBlds7depUrfhr27YtQ4YMYdy4cXz22Wd0796dSZMmUVpayvDhw1M2\n",
"t9mzZ1NQUEDHjh25/vrrK+xbu3YtQKVU0Rix7WsaWOO5adMmzjvvPHr37l3n+shqSPaePyWY+FNW\n",
"UPUFNpZuUWV1qoicAJwC/FhEesTtygfaikh34JsQwvp6zOlL4NQkjsuVVe+YWUkbmodZySFAP+A2\n",
"4F/Budh7JB/9Xd+MN39B25BsD/xcvG8N/AldlDg8ejxIzYsUkMM3FMG5Dagz562ogN4TOAN17OwK\n",
"jAbuFO8XBOdei50n3reKzt8CfBAT13HtHNaiNX+GYRipImfqs6PPs/2pGMnrDXRLcogStPRhbsJj\n",
"SbozMFauXFlt64BsRkSSduRMZPjw4dxzzz1MnDiRgoICJk6cSN++fTn88MNTMreFCxdyxhlnUFJS\n",
"wkMPPVTJtbOxuPLKK1m6dCmzZ8+mRYuarBaSprZ7/udJYcqyiT/lPcCJSIcEoXZk9LU6s4Y9o69P\n",
"VLFvd2AJGtX5ez3mtDWE8G49zmuuJAqXrBZ/wTkv3t8ATEyI4v0AXdn8F1Ai3t8DvBicWy7eXwUs\n",
"BK5EHSZXR8d+CtxWS9QPclj8xZEPnA78GnghSulcLN6vQ1tnnCfe/y869ijgCtQF+KWYCU+sh18m\n",
"Jm8YRk7Q7Gr+olT6nlRO2dwXSPbueTkJkTzg4+BccY1npYnddtstE0+bsedNhkMOOYRDDz2UyZMn\n",
"c+SRR7Js2TKuvPLKlIy9cOFC+vXrx5o1a5gyZQoDBw6sdEwssheLACYS296pU7IB5Mq88sor/OMf\n",
"/6CgoIA+ffpUeUw9gsk13vOLSCrLykz8RfwHNcwYAdwOICKtgQuAN2JtHkRkN/Rm+5MQwja0/udH\n",
"CWMJerO4FLgBvUAZDSdRuGTt6xrXruGe6Oc8NJ/7GbRp+BNoysqeaD3aX8X7gsiopACYhrYoaA18\n",
"HpxLdnEhPj8lV8Xf3uhr/b/gXEkU2duK/r9+DJwYnCuNakv2AX4MLBfvXw3O1VRPaRiGkSqyeqGu\n",
"UisFfRxI5GadBGupLPLmBedWp3629SfdqZfZyogRI7j44ou5+OKLadu2Leeee26Dx5w/fz79+/dn\n",
"9erVPPbYY5xxxhlVHterVy9AhWJVxGr9qqsJTIb33nuPEALXXHNNtSmfLVtqid6cOXM46KCD6v1c\n",
"6cLEHxBCeEtEHgNuEpFd0EjKz9Gb7/hmH39BzTl6AMtCCJ+jvb8qICJ3AF+EEKYl7jPqTVZ/GMaT\n",
"6MgZiY3d0Q+8s4GXY2mg4v0T6KLEy2jYX4Jz71CP3HAX3FYv/ks0dSCrX8MGUIg68w4EPozSOUFb\n",
"OOyMmr3sEpz7Uryfgf6/T8vUyrJhGDlJVnzeifftUFGXKPSSTU/bgqbex6drzkNrq22hLUsZMmQI\n",
"o0aNoqioiKFDh9KxY8cGjTd37lxOPPFE1q9fzxNPPMGpp1afHXnUUUfRpk0bZs2axYYNG2jfvn3Z\n",
"vtLSUl566SVEhH79+tV7Pn369OHCCy+ssgn8lClT2LBhQ9n+HXfcsd7Pk05M/JUzFPgz2qx9B9TI\n",
"YWAI4bW4YwLllvA1YRet1JOVNRCxNMHa9gfnloj3Q4FNUXphrN5vFPrh2BcVf6WJ59ZxSkXoB3MX\n",
"Lz7PhZxzpZyDLtgME+8fCc4tjYT3OWhU8LqYIUBw7nPgocxN1TCMHGUtWsO9HU3g8068z0fTMxNT\n",
"NnsSuSLXQgAWU9GAZS6wKNYix2g+tG/fnhdeeIFVq1Zx2GGHNWisOXPmcOKJJ1JcXMxTTz3FSSed\n",
"VOPx7dq1Y+jQodx7772MGTOG2267rWzfXXfdxWeffcaAAQPo0aNHvefUv39/+vfvX+W+l156iY0b\n",
"NzJu3Djy8ppuNz0TfxEhhM1oLVW1yckhhAuoGAms7rjMVKA2b7KqBiJOmOWhtXst4tIMjwIWB+cq\n",
"rG4G576NnRs3VCm6Ohq7ARCixYV6rowWoT3v8tG+dZWcz5ozkbD+NZrqPU+8fwN9jR3wLPBYBqdn\n",
"GIaBCy548UXoglSjRf6iz55uVI7k1aWVwldUNl/5KDLdMrKAmlo9AJx55pn07du3xjGOOeaYBs9j\n",
"9erVZame/fv3Z9asWcyaNavScZdffnkFd88bb7wR7z1jx45lzpw5HHHEEcyfP59p06ax6667cvfd\n",
"d1caY8KECbz2msZ6PvnkEwCmTZvGsmXLANh///2rdTlNJBsavZv4M7KFrEiDARDvDwcujNIIN4v3\n",
"VwbnCsX7lsAg1MzlFvH+upjgizs3FvEL4n0b4CdoD8onISX94xJfx5wSfwDBuf+L2jb8Gu3ztx4Y\n",
"FJx7OrMzMwzDKKMQFX/be/HtXHAbUzl41EohUeTVtZXCh1Ssy/ugqlYKRnYhItW2ehAR9tprrzLx\n",
"JyJVpj/WNHayrF27ltWrVyMiTJ8+nenTp1c53rBhwyqIv86dO/P6669TUFDA1KlTmTlzJjvttBPD\n",
"hg3juuuuY/fdK99Czpo1iwceeKBsfiLC3Llz+eCDDxARjj/++KTEX11fj0xR3/YmRpoQkeVolKcw\n",
"hJCs1XGzx4tviUbAAN50wR2VyflUh3h/GXAT2rC9LZoq81Fw7qBo/1HAP4H7gnN31DDOLqjt7/Vo\n",
"fd+w4FyDHU69+AIgVqF8ugvuuYaOmQmiNKSShtaFiPcdg3PrUjQtwzCMlODFP4zWgAPs64L7pD7j\n",
"RK0UelG5Z94eSQ5RgrpMJ6Zspr2VQmMRu+/q2rUry5cvz/R0jByiW7dusXYhNd7zp1obWOTPyAoS\n",
"zEoyXgNRFeL9MOBq4Fbg32jvoQuAu8T704JzzwFvoo6Sq6o4X9DUmqvQD+szUKOXH6ew+D0raydj\n",
"iPcdgF+gLVTOB2Y0ZDwTfoZhNFESr9U1ir+4VgqJ0bz9qHsrhXihl7FWCoZhpAcTf0Y2ETMr2a2p\n",
"mZVEH7xnoHOcFJxbGm1fihbufwJlNWffRPtaxDt/RvsOROvP2gO/i7WDSCFZVTsZI4qE/gb4FeVp\n",
"SaNooPgzDMNoolR7rY6uh/Gpms2ylYJhGOnBxJ+RTTRls5LWwEHAwshBMmb4cgDqcvYL8f4ztG1A\n",
"rD1IKagIBPKDc5vRD+LzgG3BuS/SMM+sqZ0EEO/3QkXeMKBNwu4g3rcMzqW0+alhGEYToGhTG1ja\n",
"A148hR/105KBmNCrTyuF+GietVIwjBzGxJ+RTTRls5LNwH+BEeL9aOBD8f544HLgA7Qp+07AVeL9\n",
"OcCsqL9fZ+D3wEfi/ZQovaYwjfPMCvEn3h8BXAEMRh1TY2xD2y/cFpz7MBNzM7IHL17Q909LoKUL\n",
"2j/TMJoSCa0UegO9Wz/Pd7e0gqBXv5/WMkQAllDZZdNaKRiGUQkTf0Y2kVgDMSdTE0kkEnIxe6xR\n",
"wKfAYWht2n+Cc0Xi/SnAX4Gb0Sbj3wCxyFYRWt+X7mrzL9EC/hY0sZq/KHX2VLTdynEJuzcC44C/\n",
"BuesIt/Ai89D38et0KhwO6AjsCOwK7AbGiHphKZRd/biz3ShPNXaMBqTuFYKieYrlVopbE7Mcyjn\n",
"SyqnbH4YXGrdQA3DaL6Y+DOyiSYdtQrOrQAujhw/R6Mf5lPirK9fQc1gJgKnAw+iKTnnAYWNIWpc\n",
"cCVe/EpU+DWJmr+o9+HZqOg7MGH3V8DfgX+kwu3UaFbchhpc7IhG1XcAOqCNsQVNeVuHfs7F6kS7\n",
"kP4FFsOItVJIFHnJt1IIfNvrY9r2XAI7fc2nDw7lImCutVIwDKOhmPgzsokmLf5iBOeKxftj0bqK\n",
"L6PV3vxo+ztorV+fqC5wI+oM2pgUoeJvVy8+34XMpAXFOXdega6Gx7MAuB14KDi3qbHnZjRd4sye\n",
"vgt0BpaihkorEh4b0T5pQ9B63OVo1NswUkZCK4X4R7J27FW1UpiHsPifI1mNRrNLH5jkKjc5MwzD\n",
"qAcm/oxsIivEX8QSYKB4/73g3OtAzJTkYDQi8XYGC+5jr2Memh6XzhrDSoj3XdAG67+k8ir462ha\n",
"7NPNpYeUkVriXH5PRW+ctwIhfhHDi++Ptkw5ARWH44ApLrgVjTtbo7kQpaX3oHI0bz+Sv5eqUysF\n",
"jy9Cxd/uXry4YCYthmE0HBN/RjaRTT3qbgYGATeJ9+cD3wKHogYwC4B3Mze1Sq9jo4g/8b4X8Fs0\n",
"zbVVwu6ngVuCc681xlyM7CfRvMWL7wAMBUagN+WvAue74B7PwPSMLCbFrRRiYq8+rRQK0ahirJ51\n",
"bR3PNwzDqISJPyObiDcraRL1atURnFsk3v8KjTgsRufeGv0wPz0491kGp9eovf7E+6PRer4fJuza\n",
"iqa83mrOnUZ98eLbAz8CLkLr/14HfuGCmx3tjxnDlDSl3qBG5hHv26GiLlHoJdtKYSvlrRTiH6lq\n",
"pZCY7WLizzCMBmPiz8gaEsxKmnraJ8G5f4v3n6A1R6XoDcHYDE8LGiF9NkqRGoiKvmMSdq8F7gH+\n",
"HpwrSjzXMJIhLg1uN/R91ht4GBjrgvvQi2/hgosJvtLonDwTgOkn1uc0amFwILrI9H5kipWJ+cS3\n",
"Uoh/9ETNgWojoIt4FZqio60U0tlnNPFaPT+Nz2UYRo5g4s/INpqEWUmyBOfeAt7K9DwSSFv6bGR+\n",
"cA6a3rl/wu5CtNXF+ODculQ+r5F7xNU/xRxhT0aFxlte/ArgRS9+BmoGs9YFt8QFV2q1U+lFvM+L\n",
"Wt+cCfwF6A4UA4vF+2uCc8+k8bljrRR6Ux7F6w0cgGZeJENTaqWQTXXuhmFkCSb+jGwj9mEo6Iq/\n",
"2bbXnZSnfYr326Npd5dVMeZHwC3Aw8G5Lal4PsMAiKJ7a4EJXvyLqIHRjmifyBPQhYjVwHte/GfA\n",
"PBfcxIyn3+uEAAAgAElEQVRNuBkg3rcHjgT6osL7iZgwiiJ+peL9d4E7URfLi4HtgWuAe8X7C4Nz\n",
"z8eigw2Yxw5UbqOQfCsFrcP+kISUzSbWSiGb6twNw8gSTPwZ2UaicDHxV3dStpos3ncFLkVv8Dok\n",
"7J6JGt88b86dRjqIb9jugvsc+Dz68UUAL74najB0DloXCNpn06gH0f/7ncApwErUhOQC8f73UZZD\n",
"PloHdzoaaRsVnHsvOnch8BS6QPR8fYWfeH8VcAnJt1IoRUVoYl3ekiy4LjVqfbZhGLmBiT8j27A0\n",
"mIazCr1Ba0k9X0Px/gA0tfPcaJwYAXgSde58s4HzNIwa8eKPR2+Ku6JiYHfUrKMz2vS9PXrzvx7t\n",
"/dfGi2/tgtucmRlnL+J9C2A0Wst7ITALcMC1wM3i/alRL9MOaJrll8G598T7VlHEfzFwH/B78f6Q\n",
"mCisBy2oXvgtp2IbhRpbKWQB9nlnNCp5eXm1HuO957jjjgPgvvvuY9iwYQB8//vf55VXXqnynKVL\n",
"l7LXXnuV/Vxamty6ywsvvMCzzz7LzJkzWbZsGZs2baJ79+6ceuqpjB49ml12qdqb6ZtvvuG6665j\n",
"6tSprFy5kh133JEBAwZw3XXX0bVr5SD6xIkTeeutt5gzZw5z586luLiYP/zhD/z5z3+u9jU44YQT\n",
"qp33VVddxU033ZTU75gJTPwZ2Uajr4SK93sDewbnZjTG86UbF1zw4ovQWpw6pRKJ98eg5ho/SNi1\n",
"Gb2xGxucW5iKeRpGEjyKpnl+i9aVbUCF3lq01+Y30WMV8AWwBl2gyEmimtwjgf7o/74HngrOra8u\n",
"DTNuew/gp2jN7oPR7sXi/UbUaOdcYALaP3QXYFN0zFaASBj+F/gzcARQX/E3j9S1UmjqxBvkmPgz\n",
"GgUR4dprr612f/fu3Stty8/PZ+bMmSxcuJD99tuv0v4JEyaUHVdSUlJpf1UUFxdz2mmn0bp1a447\n",
"7jhOPvlkSkpKmD59OnfccQdTpkxh5syZ7LPPPhXOW7VqFUcffTSLFi2if//+DBkyhPnz5zN58mSe\n",
"ffZZXn/9dXr27FnhnFGjRrFu3To6d+5M165d+fTTTxGp3QvKOYdzrtL2Y489NqnfMVOY+DOyjUat\n",
"gRDvz0GdKTeL932Dc43aED2NFKLib8faIiGRc+cPUNH3vYTda4C7gTuDc1+ka7KGEU+c2dNv0YWH\n",
"VajYWI+KvdUuuG8zOMUmR+R4+Ws0ercS2AKcD8wS7wcH576oSgDG/dwBFdqvROPlRWmTj0fjDRTv\n",
"JwXn1kbXjFLxfrvg3Ka44T5GazD7VLEvWZ4FdkhRK4UmjQtusxe/Cn3drebPaDSuueaaOh0/cOBA\n",
"pk6dyoQJE7jlllsq7CspKWHy5MkcccQRFBUVUVSUnMl3fn4+N9xwAyNHjmT77bcv2x5CYOTIkYwb\n",
"N44rrriCadOmVTjv6quvZtGiRYwaNYpbb721bPudd97JpZdeysiRI3n++ecrnPPoo4+y//77s8ce\n",
"e3D//fdzwQUXJDVH51ydX6umQO3xXcNoWjRKGox431K8/zvwEJo6tiNwXbqeLwPEv467VXWAeN9G\n",
"vB+O2os/SUXhVwiMQiOifzThZzQye3nxBWgK4BdAkQvufy64uS64wkTh58XnefGtvPjWXnwy1v7N\n",
"kZNR46UpwCC07+YgtBXLPVAu9MT7VuL9d8T7+Gts5+jrmujY0kgAbkN7Kx6ERgdBBV4nomt0JAaJ\n",
"XH6XAHsC29XnlwjOleSC8Isjdq3uksPvXaOJc+CBB/K9732P+++/n23bKpqwP/vss6xYsYIRI0YQ\n",
"QvL/uvn5+YwePbqC8AONTMYEV2Ka6YYNG3jwwQdp3749Y8aMqbDvkksuYc899+TFF19kyZIlFfad\n",
"fPLJ7LHHHgB1mmO2YpE/I9tojB51u6LpZMfFbb4fNTZpLiS+jmVN5yPnzl+ixgy7Jpz3IXAr5txp\n",
"ZJZi4HDU+GMtsNmLD2gEcB5qNvQ/VKjkoZHAXH+//hytw/tV3LZl4v0jwM/E+97BuXnR9iOAF4BJ\n",
"4v3o4Ny3aG3vNmCnuPNjYuR91F31O2ht33x0sWgf4FP0b1AaRR+Xo4tpyeV+GUWom2krVICvyux0\n",
"DIYPh3nzaj8unfTuDePHZ3YOcYgIw4cPZ9iwYTz11FMMGjSobN/48ePp0KEDZ599do3ppHUhPz+/\n",
"wtcYb7zxBsXFxZxyyim0a9eu0hwHDBjAvffey4wZMyqlftaHRYsWcdddd7Fu3Tp22203jjvuuEpp\n",
"qE0RE39GthFvVpLyNBjx/vto/Ups7C3AJcG5pnOVTQ2VRHS0yv8byq3Z4/Go6Ku3S59hpAoX3DLg\n",
"dC++NfBdVHTsjkaUegGDUcOXQmAOsMiLX4b2cHvLBfdJRiaeWVoDS8T7XYJzX8YZscwBfgacId5/\n",
"EpmjbEFTaPMpN3RaC6xDzVxiPfViLI6+xoqB3kJNYY5CnVdjWUbtUNHXPkoPbVC7hxwh8Vpt4i/T\n",
"zJsHb7yR6VmkjRACBQUFVUbAtttuO6666qoqzxs8eDCXXXYZ48ePLxN/hYWFPP/881x44YWVxFhD\n",
"mDRpEgADBgyosH3BggUAVdYdAmXCbNGiRSmZx7/+9S/+9a9/Vdg2aNAgxo8fT6dOyXadaXxM/BlZ\n",
"RYJZScoMX+Kc7Aoov1EpAgYF55rjVb7shuLV73NYP+8Honb4ic6djwO3RjbuhtFk8OLzolrVmdED\n",
"L74NunAR6wN6LJrWeALQFm1N8CQa2c41/odGSndGRXCLaHvsetcXjSwVoZG87sG5rXHnr0RF3hGg\n",
"KaLifWzf56i4jKVyvotG/M4ECuKyBL5Fo1ifxsZI2W9XR0SkEzAeXSQ4K4SwJlNzqYXEOve5mZqI\n",
"kTsUFBRUub1Tp07Vir+2bdsyZMgQxo0bx2effUb37t2ZNGkSpaWlDB8+PGVzmz17NgUFBXTs2JHr\n",
"r7++wr61a9cCVEoVjRHbvmZNw/7dd9llF26++WZOP/10evToQXFxMbNnz+bqq6/m8ccfZ+XKlbz6\n",
"6qtJmcZkAhN/RjYSE387pcK2XbzfDa3t6x+3+RXg7ODcyoaM3VQpyaNobh+Ycja8eRSjE3ZvAR4E\n",
"bg7OpWZ5zDBSjAvao82Lz0fFXokLrhhNCQUVK3OAu6LjOqMCp1Xjz7ZJMB24CRgm3l8VnNsk3vcG\n",
"fhzt3w8VzkUxsRZXq1eKNnR/E/iJeN8tOLec8rTPb4A26GsOmkZ+N3CfeD8K7a3YEjgbTQX9XVp/\n",
"01oQkRuhwnVvtYgMAT5CMx+eDCG8lJHJVcZ6/RmNiogk7ciZyPDhw7nnnnuYOHEiBQUFTJw4kb59\n",
"+3L44YenZG4LFy7kjDPOoKSkhIceeiglqZv14YADDuCAAw4o+7lt27accsopHH300Rx88MHMmjWL\n",
"p59+mh/8INEYvWlg4s/IRhLNSj6r7sDaEO9PQNM8Y81iSlFjl+uDc82uJiW6mRvY5hmuK65st7AG\n",
"+Cfq3Lmi0l7DaIJErp948S2q2u/F56HRre2AYheaR8uWejAPmIzWLh8r3i9H0zIXAOPQ1M8Kzbfi\n",
"m6AH5zaK908Cv0IF498jsxfQ1FvQiF/svAfE+9NQk5kBqCg/Br3GTK9poiLSGTWmWQNcGEJYX8/f\n",
"OTbeHsCf0N6EhVBpwQvg33HfXywiX6FGNsuBG0IIyVkUph7r9WdkDYcccgiHHnookydP5sgjj2TZ\n",
"smVceeWVKRl74cKF9OvXjzVr1jBlyhQGDhxY6ZhYZC8WAUwktj1dKZkdOnRgyJAh3HDDDcycOdPE\n",
"n2GkkGrNSpIlqle5AriZ8vSnFcCQ4Jxv6ASbGlF/r3NQh84D4oXfDt9QvLozo4GJwbkG3WQZRmMS\n",
"CbtjgTUuuA/iWkCUEUUIS734rsBjXvz1Lrh7MjHfTBKc2yzeX4KKvRPRz//b0Cj/H9G02GrryaL6\n",
"vP8T798ArhXvF6EpiD2BMcCrqPNqfBuI84Bn0BrMvOi4h4NzGyqMLXIqKiAnhRA+RwXqSdHu/iKy\n",
"HBgcQlggIm2BnUMI1V73RWTv6DkfBxYBy6Jddck925nyfqbd0eb2maBR2xsZSdC7d6Zn0DTmUA0j\n",
"Rozg4osv5uKLL6Zt27ace+65DR5z/vz59O/fn9WrV/PYY49xxhlnVHlcr169ABWKVRGr9auuJjAV\n",
"7LSTemJt3Lgxbc/RUEz8GdlIg1ZCxfuOwCTU5jzGC8DQ4NxXDZxbk0K83wFNY/oNCS0dei4mDPk3\n",
"cvwrLDlpq/tbRiZoGA3ABVfqxT8KfOPF3+iCe8iLFxcq15K54N7y4j8Ghnrx90UpollB5JK5H9Ab\n",
"eD84t6A+40RmLrcCt4r3rYBtUcuGvVHhV/a6ifcticxdgA/jonzD0WbuDwNLUZG0Erg8OLcmJvwi\n",
"sbgVTal/qNLvpDV3Z6CZFj2izWOqqJHpHD0+jiJ4rwB7iciYEEJBNNZ2wF7A9cBCtBl9d+DGWl6S\n",
"NcBVaOSzJk4XEQmZ8YC3yF9Towm5bDZFhgwZwqhRoygqKmLo0KF07NixQePNnTuXE088kfXr1/PE\n",
"E09w6qmnVnvsUUcdRZs2bZg1axYbNmygffv2ZftKS0t56aWXEBH69evXoDnVxBuRGdBee+2Vtudo\n",
"KCb+jGyk3iuhUY3L4+iNVIwbgWuaU5qneL8HGuX7BeqwF88s4JYJv+D2vMA+2A2FkYXEibxW6HXg\n",
"AS/+SOBytCVBVceOB+6Njv+0kadcK1FGQjfUFKV39LUPsD/ltYpXoamUDSKurm8X4GBgGurwGaMH\n",
"8BTwBZs3nwkUifctgnMfSr9+v+U737mWHXboTefOD3PEEXcH5xaLKrcDRI2z5gn8OYSwTUR6oPWE\n",
"G9H6v89RZ9bv13HayyivMxwjIg8BfwHOquM4LwK/CCEsBxCRycDf0fT/+4GX0UyQ+LvWndC6x8Zm\n",
"JSrKBav5M7KA9u3b88ILL7Bq1SoOO+ywBo01Z84cTjzxRIqLi3nqqac46aSTajy+Xbt2DB06lHvv\n",
"vZcxY8Zw2223le276667+OyzzxgwYAA9evRo0LzefvvtKusYH3roIR555BFat27N4MGDG/Qc6cTE\n",
"n5GN1KsAXrw/B73xaxttWgucF5x7OoVzyyji/X7ozeF5VHbufAK4PTj3OoAPfhRqvrC9F9/OBdd0\n",
"cxQMozKCvq9Xo9GgL9BU7sO9+PMS2jm0QAXhZ6ih0e5kWPyJ952oKPBigq+2YpQ+KXjenVHnzb2A\n",
"P6Mi56Hg3BbxPj+K8m0E5vH11+0ZMaJQVq8GeEQ0qgblTp9XALuKRufil+R/DFwjIkvQ1NBUkBgW\n",
"rGvLjlHAcyGEj+M3hhC2kuAAKyK7opHB1tGmvcmA+HPBbfPiv0AzN2yhzkg7NbV6ADjzzDPp27dv\n",
"jWMcc8wxDZ7H6tWry1I9+/fvz6xZs5g1a1al4y6//PIK7p433ngj3nvGjh3LnDlzOOKII5g/fz7T\n",
"pk1j11135e677640xoQJE3jttdcA+OQTvaxMmzaNZcs0Y3z//fev4HJ61lln0bJlSw477DC6detW\n",
"5vY5e/ZsWrZsybhx49hzzz0b/BqkCxN/RjZSpzQY8b4dcAfadyrGHOCs4FyTW/2vK1G04Bj0xuaH\n",
"VLxB2oSmuP4tuEq9zRJfR3P2NLKRr1ARWICKwHHA2178RcB/XHAlcXWAfdE+cy2rHCkNRPW2vags\n",
"8vZIcogSNJVxLuUN7Os7l5ao0+ZZaJrnXsCXrF17Pj/60WsyY0Y+/fqVCJwC7IveIxwfN8RPqxn6\n",
"nBqeNlnhtydwJPBYkscnUow6jsZYh/aE3RF4JIRwdl0GCyEUi8gf0TRZUPFXa9ufKPpJVSmiInID\n",
"cHXcpu4hhGWJx1VBESr+unjxLVxoPlkqRtNDRKpt9SAi7LXXXmXiT0Tq1M6gLseuXbuW1atXIyJM\n",
"nz6d6dMr+0SJCMOGDasg/jp37szrr79OQUEBU6dOZebMmey0004MGzaM6667jt13r3zbOGvWLB54\n",
"4IGy+YkIc+fO5YMPPkBEOP744yuIv5EjR/Lyyy/zv//9j6+//hqArl27csEFF3DZZZfRp0+D1ujS\n",
"jmQmhd2ojqiwvStQGELolun5NEW8+E7oaj/Ayy64avMAxPs+wH+omOY5GfhVcG5T+maZfqI6oDNR\n",
"0Xdkwu41wJ2oI9/XVZ3vxd+OrtoDHO+CezVdczWMVBP1+YvV/O0I/MQF940XvzdqZPJDomg3KnT2\n",
"Ae5Be9Wd6YJbXfXI9SNy0u1J5ZTN/Sg3laqNQlTkxT8+jmr1UjPPxx/vx+ef38zy5T2ZP78V77zT\n",
"kS++iO2eg6aANhZj0fYKj4QQNkCZeOqORmm7RN/vjKagVsUW4HshhHej9NLr0d59F4YQGtSqR0TO\n",
"RN9DANeGEK6r5jgBRqDX4n2Bt4GTQwir4445gcoup0uAfUIIpdSAF/805YYzXVxoni2IMkXsvqtr\n",
"164sX74809Mxcohu3bpRWFgItdzzp1obWOTPyEbWohGt7aih5k+8Pwut34ileW4Efg3cl8nmwg1F\n",
"vG8D/By4El25j6cIjXLeE5xbV8tQZiRgNAcWo1GZNgAuuE+9+LNRo6Nr0PTDNeh1oAi4saHCL6qT\n",
"i4/i9QEOpHJ9bXWspTySFxN584JLrSBNRES+C/xfDYckK/zeQq8zK6koaN5B0z/fo7x/IMBzwGnR\n",
"92vQaO0/QgiVjKaiiNnS6McioEhE8tA2EoeiC3+D0ejlDGBaCGFTdO5SoOHWguXEZ4bsXdUBItKe\n",
"irWSAIcDvxeR9aix2IdoFDKRnkA/aml9gdYfxuhKeT9FwzCMOmPiz8g6XHDBiy9CP4wr1fyJ9y1Q\n",
"B7n49Jp30abtWZvaKN53oHx1OfH3/gCNdjwSM3JIAhN/RjYTW8D5AhVgHUD7/bngNgN3ePEPo0Kh\n",
"N/AlMM0F93ayTxCljB9AxZTNPpT3Ba2NLcB8KkfzChtzAUpEOqDCztdziGvQBvGliVEqETkM+AMw\n",
"NYTwYLStJZoKujSEUN/nLCOEUCoiA4CfAK+GEOahpizpZnHc90eLyMHAx8DX1C7045ubJYrqZWia\n",
"K6iIrU38WaN3wzBShok/I1uJib9OXnxbF9y3AOJ9F7RvVf+4Yx8ELsrWNM/IufM3qPBL9Ex+GXX+\n",
"e7keN5PWP8rIWuLaObwK/IMoFTy+HsoF9yVwV21jJbRSiBd5PalsMlIVARUKidG8RXEtEtJKlHq4\n",
"K3Ay5aLzA7Rf3ou1nL4nml7ZBc2QeCmEkNS8QwjvUrFtTsxA5b46TD+Z5/kK/Ts3GiGEDSLyJSr2\n",
"90Ejmg3lNdQY5ys0Wn2xiNwBLKihlURh3Pd2rTYMo0GY+DOylfgPw92BT8T7AcADaH0IqFHCKLTu\n",
"LevSPMX7Q4DfopGL+P/VADwJ3BRc8lGMKrDVZCPrccG9g6YbVkvUDJ77fk64//xaWynUxldUjuR9\n",
"GFzNbrkisj1qmPJBCOGNVPWNE5F84Gx0cSixdcI8qk437ItGsH4EvBk1Vv+8oXNppnxIcpHeu9BF\n",
"unvQv0V1TIpE5XOUp8bOBx4VkbOreU/YtdowjJRh4s/IVso+DNd2ZE/xfjgV02yKgCHBuVcafWYN\n",
"IHLuPA4YjTruxbMZjWKODc7NT8HTxdeRWNqnkbXEzF/it0UtDVTczagg9ravPEKVfIve+MdH8uYG\n",
"576o6SQROR3trzkfTcX+CRp9Ow2tU453lPsG+GUI4dFkJiQi+6K1jLOBF9Bo4w41nNI74edPgKNC\n",
"CKuin5N63hznd8AjVF3zNwL9G/8D+FMIIYjIb9GI6y7AAuC/wHDgKODFEMLk6NzRVKyLHIwawPy+\n",
"iuexFH3DMFKGiT8jWykC+HpHGHEv96AOazGeBc6vzuWyKRI5BZ6OfvAfnbD7a/Tm4h+13XjWBRfc\n",
"Bi9+HZpKajcURlYi3rdmBr3wPjFls66tFCqIPGBJcK5GF8ayOYi0Q1sNnAg8E23+EXqDXxOdgUdE\n",
"5NMQQrXRy8jwpC72/s9Q7g4Zoxj4brwDpVE7IYR3RGQ/oBtaSz4ENc05N4TwNTA+4fj1QGIjsRur\n",
"GHehiAxPOP8qEdkQQrg+SuP9I3BCN7r9+0EejB1j12rDMBpE2sRf9GF4EnojewCwE5qu9jW6Ivo/\n",
"4L8hhCbTWFpEWqMX9/PQRrsfAH8MIdRYWC4i/dHi9mMpd+L6P3Ql0Fy50kPR+wdBwbWwunOZ8NuK\n",
"Njj/W7akeYr3bYGhwOVUbEcB6nh3KzA5jfWKRaj46+rFS1wdlWE0KVLUSmE5ce6aNLCVgogcgEYH\n",
"G8rbVFNbGH0uzU5ynOeBQSGETSJyJ3BJ3L4DTPjVj8jkZhlwfvRI1bgTRORN9F4jxp9FZCowlSja\n",
"uJzlxy9iUcm+7NsCq/kzDKOBpFz8ichBaJ3Vj1E3rE1oLcEaIA/4DmrG8VvgWxF5HLg9hPBB1SM2\n",
"Kvehhet/RRteXwA8JyL9QgizajjvZlQsPhadtzf6oTtQRA4OIaQsWmNoamTvv3PMRwdAafkt32do\n",
"0/aG1MA1GuL9jmjbiUvQHmXxfAj8BZjSCGYRhWgD6raoW2Jt7SEMI+2koJXCOirX5aWslULUT+5f\n",
"VI7S18ZotD2BoOmbP48b84foguk96MLPJNR85fxaxpwIbAAmhhDmxm2/Eo3+9QDuCCEsqeNcjUYg\n",
"hDA36uEV37trbsJh8hzPfXspl3bAav4Mw2ggKRV/IvIIKp7eBq5FnQg/SnQNiwrUD0A/6H4CvCci\n",
"j4UQzk7lfOpC1P/op8BvQwhjo20PoqvDtwDH1HD6ZSGE1xLGewF4Bb25/1NaJp2DRO0OJs7rw09i\n",
"2/ZZxMpP9uWI4NxXGZxaUkTOnVegtSJtE3bPQBcenk023SwFJNb9mfgzGo2olcKBVEzX7E3dWil8\n",
"hC6YzI2+fgB8no7ofxSFu4faBdkHqPlKf/T/+mA0++XxOEOPN0TEoS6boJEegF/VMO6aEEJNNX5l\n",
"RNG/Q9HIaLKRQyMDhBD2EJFT0X6IVfI+7+dF3+7ixbd0wVVl5GMYhlErqY78BeDwEMKcGg9SMfhB\n",
"9Lg96p1zVYrnUlfOArYB98Y2hBA2i8hE4EYR6RpCKKzqxEThF22bGRXz90rXhHMN8f4A4HHiXtNz\n",
"HoILJrOgf0nTFn7i/YFoRPxcoGXcrm3AFNTEJRU24nUlsd3DxxmYg9HMiVop7EPlVgp708RbKUT1\n",
"dj8EzkRLAqriHOC7aD3YsBBCrO7vyeirr+a8I9H/wbxq9sfzItoiIGmiNM8363KOkTFeoGL/vwp8\n",
"xmdtiymmDW1iLT2WN+bkDMNoPqRU/NU3cheJxZ+lci714BBgYQhhQ8L22IrpwVRsL1AjItIeTaPL\n",
"GtORpkrkgPlL4Ha0LxLAuoJryD9uJm1pojUQ0bxPRiN9Jyfs3gRMAG4Pzn3W2HOLw3r9GSkjes/H\n",
"WinEp2zWpZXClySka5JEK4U0MoaaszcOj8xa/g1cVpeBQwhfiMh0NAumOt4AnkBTN60mt5kS/W27\n",
"R34JF6Ipzi+jTqHDSymV3/AbxjEOQbpi4i/lrFixgm7dutV+oGGkiBUrVtR+UBowt89yulAxBS5G\n",
"bFtdHbYuQyM8jzRkUrmOeN8RbW/wg7jNc4FBx81kGhoF7NKUzEqiKMdPUOfOgxJ2r0X7Qd3RRNJU\n",
"rX+UUS8qtFKgXq0UNlHZYXNucO7L1M82OaIb71vRxabT0Ibcl1Zx6DPA0BQZqNyOuoQKcA1qanMy\n",
"uvB4blMyRTPST/T3/nvs56i9x3CARSziAz6gL33tWp0GSktLKSxMeo3fMLKWtIo/ETkE6BVCeDhu\n",
"2wDgD+gq8MMhhL+lcw51YDu0j1oixXH7k0JEjkNrHh8JIfiGTy03Ee/3BZ5CowYx7gauDM596/Ex\n",
"s5J2NAGzEvG+DVoL9Dtgr4TdS9AP9EnBuaZUV2f9o4waEe9bo/9nfRIeyS6Rl6BGWLEoXkzwLQ7O\n",
"1aV9QdoQkVPQtOz4CNxzaNSvY9y2l4FRqTQoCyG8KCL7AK1DCKno32k0Lx5HzYUAmM98+tLXsjRS\n",
"i7my14HWtN6uAx06A2xk49pNbErMmDPqTqO+B9Md+bsZbZT7MICI9ETTV1ahEbWxIrIphDAuzfNI\n",
"hk1A6yq2t4nbXysi0gut8/gAbfRbX1pGxfq1sSKEkJm4cRoR709Ga+Fi5gargfOCc8/GHZYoXDIi\n",
"qiLnzhFohGDXhN1voYZBU5vKjW4C8cucJv5SSNSn66+o6cdtIYT7MzylGolaKfRAI3ixKN5BqENz\n",
"RloppJLIaOxidGHmDbQWrhO6YFNduuaYuO8Pqa2evb6EEBanY1wj+4m8Bw4G5oBG/7BrdUoJIRye\n",
"6TlkE158P7SdGcC9LrgrMzmfbEZEuhBlXdVyz9+yhn11Jt3iry9wW9zPQ4FS4NAQwleRO+hFQFMQ\n",
"fyuo+oIaS68oqmJfBURkD+AlVKic1sB0nV2Aapv+xlFAxRuUrEa8b4n2WryKciOIj4AfBuc+STg8\n",
"o2Yl4v0+aMuSoVSODL+EtmvwTbznYPzCga0mp4BI9IEuev00+v4+EbkCuCCE8G5mZlZOCloprKVy\n",
"XV7KWik0BBE5+Dt8Z4+xjF19JVdesYhFnbew5SXghgYM+1rKhJ8ayBwM7ItGTzeiTeZfJcEZ2zAi\n",
"PhJkSyC0epd3wa7VRmYxr4DUcRGaKdiopFv8bU9Fw5PT0MbusVqnl6NtTYH3ACciHUII6+O2Hxl9\n",
"rfGDX0R2RG/4WwL9UtDb70uSc3ZrNlE/8b4nappwVNzmp4Fzq0mVzEi9mnh/GCpOB1HRpa8U+A9w\n",
"c3Au4zf4yeCC2+zFr0J7DVodSQOJIv/PoXVbiRwEPCAih4QQtoqIpMrAIxKcJwCHoiliK4FuzJjx\n",
"DdpWp76tFLYC89FMhnixV9gUFzVE5EzgiQUs4HROj991fJJDnIv+Dx+D1vXFFnUubMCk9kGjpx3Q\n",
"vsZwYH0AACAASURBVIA/oLy9QzxLEbmEEJ6tYp+Rw0TXi1YAa1jDAhbs7XAZnpWRw5hXQOoYB0xL\n",
"4rjnSf5zu1bSLf5WojcesdDmYWgj9Rjt0RvmpsB/0CjOCLQAP9bT6QLgjVibBxHZDU0V+iTWvzAy\n",
"CXgO/SfoF0L4NAXz2doUIgSNhXj/E9T9MlZfsw01TPlrDT3vGm31KXIx7B/NqX/C7vVoQ+Y7g3Op\n",
"+Ns3NkWo+Nu9KRnnZAsish1wIzCS2h0tDwS2RMHBDSLyKfCbEMKr0VgHo42/D0EjQ6uAWWj/0Soz\n",
"CUTkWGBm3KZbaNmyhK1bWzBmDPTqBV99Ba+/DvvsAwUFIJW6KwS0LjW+Lm8esCC49PYTi9IxTwEK\n",
"6xJdi84rQCNnjwG/puYeeTXxT+CmEMLn0c//F9Xh9QJmhhCSfw10IfBXaJ+/I0jeAKcH8DQiPyeE\n",
"B5N+PiNXWExUSz6JSX0u4qIMT8fIVVxw6734Deg9vIm/BhCVbdUaxBGRlH4Op1v8TQV+HYmoo9CG\n",
"vE/G7T8IvaBlnBDCWyLyGHCTiOwCfIrehO2JCsAYf0HT/HqgPXlAV9qPQAXAgSJyYNzx60MIT6V5\n",
"+llLlOZ5O3rjFmMxcHZwrrbGxIkNylOOeN8K7QF5Bbp4Ec8XwN+Ae4Jza9Lx/I1EERoRagV0RgVH\n",
"2hCRvBBCtYs+ItICaJMNLodRD7hngX7VHPJhCKG3iBwOvE7Fa257NDX+lUgMfgu0TTh/d/Rv015E\n",
"hgJjadHiR+y//yvceec8tm07iI4df8a6hMD41q1ao/fKK/qIsWIF3HvvRi666A0aqZVCdP0/D100\n",
"uztqPj4YvZbuStzvLCJvomLpv8Cl1UVGReR7wP/iNlWb0plP/tZtbIuvl9gdXZg8Hr1xeTyEsCXx\n",
"vBBCEUmk+0cTOjb6HUckdXwNIwHjEZlHCJno+2k0Xc4les8XUtg+w3MxjCJgP6z+NCtJt/j7E7Az\n",
"KpZWAz8PIawEEJHtUTv8u9M8h7owFPgz+iG+A/A+MDChiXuIHvH0jbYNix7xLEUdK40ExPvdgEfR\n",
"FfIY/wZ+maQjZtqcKsX7Dqi99uVUdjX8FLWDv78pGFmkgMQIap3Fn4jsjP6/zw0hjK/huNuAX4nI\n",
"qBDCPxL27YSm0t4NlIjIz9DFohPRSPuSus6rIUTXqHtRt8phqBvwvqhJzolopsBaqhd+AAMAQghv\n",
"i8g/qbjIkUii8Ivn3OgBJSUwb14PFixQYZco/GpjypR2TJkyKISwNtlTooyHbsA7IYQQCbphaKT+\n",
"E+DH6PW8N1rneB3webTtAigLU9wqIjegBitV1RfG0ux7oQuHse1bgL1CCIUi0hUtGaiVXvTibu6+\n",
"74RwQlWizCczBgAie6KpvN3RbJaO6O/6/ZpOqyetgccQOYw6/I2M5k0I4fW9Ze/1i1ncoZDCFofK\n",
"od3eDe9arz8jU8TEX0cvvr0Lzhw/s4i0ir+odu6canavp7zYvUkQQtgMXBk9qjvmAipGAgkhVFXf\n",
"Y9SAeH80mqoVE21b0bS5iXWoJUp53rl4vyvwm2gunRJ2v4dGKx5vos6d9SXxdayPjf2TaJ0UIrIB\n",
"/XseC9wbQvgo2p6H2ukD3B21RLkFjaDPRqPpMVqgFudlREJgYGiEmigRaQvER3M9eqN/bpJD/CmE\n",
"cH3CtmtR0bA7+t5/E11gqh8XX1zx54EDP+Soozx//GMyqY9rROSgEMJcKGvBMwWNAv4FbUuygfJM\n",
"h1NiJ0rllNF4FsR9vwfqqpnIH5KYXyKtgOUiMheNhFbH+8CgfPIf70nPvn/iT+SRV7+FIZGD0AWN\n",
"s+p1fsPYG60FOTsDz200UXrSc8ViFncA2MrWk4DJGZ6Skbsk3jcsytREjLrTqE3eo5X0jSGEbVHa\n",
"Vzanyhn1IKqd+yWaLhlLxSoEBgXn3qzLWAlmJQ2K/MU5d55P5ZYf04CxwKtN0eQiBTQogioiZxEJ\n",
"v4h/x31/qYicBAwhYdEEjRCdghphJNtK4BkROaAu/dBEpBMagXoshFDrNUdEdqBibTJoRPLkGk4L\n",
"qHi9AI0Qjq10xIwZa9HMgpjxyh/ZtGkBjz66L/fdl1fh2IMOgptvhpYt4aabYPr02qYNzzzzy/D0\n",
"0zPlj398Ak1DfxttrdOxmjM+EJExaBT7n2i65TGoyVKMf1VxXiqZhwq7q4Cr0XnXRKLwew+tjwR9\n",
"L/03hBC8+EPRaGELknlPayTzJOBwNPW5D6TNUaMYLYmYhjo634i+vxL5KSJ/I4SqBLSRg/Sk5ydo\n",
"tIVN/8/eeYdJVV5//HO20gWkCKKIiNgQ7Br9JRfU2GOJvRF7SVFj10RjEis27FETSew1EXvltWJU\n",
"sBMbKgJL722XLef3x7nDzM5O3Z3Z3Rnez/PcZ3fu3PLuzsyde95zzvfLqv/DB3+etiO+YsgHfwVE\n",
"3oM/EdkB+CvwU+xLfk+smb438HfgRm+EvnYQllLejpXVRnBYf19z1VFbJFYizu2CZaMOIWotAZa5\n",
"egAYo0FQ7MbLzQ7+RGQnLIuVildSPBefXc2EU7AezEyJ2A/cLSLlmkJOP6IWmeCpVIEfwLOq+iMm\n",
"QII411uci7VRiPzeuNSxY0cYPRqOPdZEWErWxIBRK4WLLvqcjz46koULIyWG02iqFlmFZU9R1dcJ\n",
"PZjEyhX3IfRaTcCfaLlVzAoys4iYQ9QHczlwiKrGvjf+IyIBJmqxE/Y6f4WVgCbibVVNWHYZaNDg\n",
"xM2ChgGVzB+Ava4jwvMux/orB2El+1ti5bz54DssGzkV+z8tAh7H+gkNK2+eQOMJlAgTEZmIeZhO\n",
"w7LyH2H2N0OwUuEfUJ2Wp/F72hHDGf4JoUL6UpZuk2Zzjyef5K3txpN/8hr8ichPsJuQmdiN9Bq5\n",
"7NDnbx2sF8Tlcxyetkec2w34F40l8G8ALtIgaIm3VUSspJIMxUpCM+v9sPLe3eKeXoaVW92sQTAz\n",
"ft9iQkTOA07am73HXsiFkdVNVFNFZDRwLXYjfrmqOhHpBtxB07LupSTPNKXjMlX9S6gM/DIWLEVY\n",
"hPXhAhwjIudjwXq5qq5KdsBQPCaWWhF5FyvLjARIvbEA6Q3g1gzGORd7z61DWdm1dO3ag2uueV2c\n",
"u5losJepJPNqYAqlpRFD9MRWCgsW3BFeTxdiQcAn2M3/i8A/gedVtUn/adjX94iI1GGlhHeROhhM\n",
"xidYoBT5/SBV/QHW2EyUYAH5yZiQzR5Y0PYUFvj8TlWfD7fvByyPs9SJjNdh3wf/IOwTDI+/Gfba\n",
"xCrtXpx0tCIDN+K4hj5MoBMzepM4oM8XigVzY1FNL+GtWovIkVgWNJEy6C5pj2HlsE9gEy3vo1pM\n",
"ZemekM3ZfEoPerCIRSxk4Za5tIvxeLLEe/0VMJLP64aIOGxmf2fshmAusEfMTdefgONVdeO8DaLA\n",
"EJEZ2AdppqrGC40UHGGZ5/lY71Aks7YcOEmD4LGWHt+J+wfRcsJhgQafpxhLJVZ+eD6wedzTs4Gx\n",
"FL5yZ0aISH9sUgaA13kdsZfn6UCDg0RkA6zXa3OaBngjgMuwbGksCzA/sz9jWagfgfh6xTtU9deh\n",
"TP94YrwsVbVRM5mIDATKItYpIvIUcHDc8aoxg+xPMHGpHsC5qvpOuE8PLGBKxCKsVGXHJM9/HP4N\n",
"v1izpqxsBePHj6Vjxy2xIC/htaukvp7+CxbQf/58Rr/0Er94911WdOxYe++++35+/ZFHPkc0yPum\n",
"hZMfzUJELgKuTvDUulgWbyVWsbEzcLGqvigiB2DXpn8kUsdsLUSkrAr69rNyz8GYAMv2mMdhW/Ih\n",
"VkXwFs35YhX5K83rh4ynCgvyR2DX3EnAZOBdLyBT2Dhxoy7l0tfejQrdtkoPtMcTjxP3f8Cb4cOb\n",
"Ag2yqcbxZEmuY4N8l33uAFyiqtUikkiaeCbeI6RoCYOtu7A+ughvA8drEORKuTF+9qlJ8CfOrYNJ\n",
"sJ9N0/KEKVjP08MaBDU5GlNeEJGdsczpU6E4UfzzCS0UQh+632A+bi+r6lLiZup2Z3dO5VRmMnOn\n",
"kTJyEOZbmazcLpEX21nAreEs9BrBERE5DuulfFxV18jxq2qdiOwH/AGbGGoSiGjTUrZnaBr8dcAs\n",
"Y7aOWfeSiAxW1TmkzkL2IFngd+yx53HSSaU8//xejBkTXX/AAZ3p2PGS+M17LlnCwW+/zZAZM9j+\n",
"q69W7zJlSmmnmpr4rGP5mL/9bZsxf/vbNlhA+jGWMQvC5+dhvW/jmhU8ZIGqXiMi47EyzIuxoP0A\n",
"VV1INFg+I26fZ8g1ZquzD5bd2hB7zw0CZmDv12lYuWgfLLNfrdbzlEr0JR/8DxPBWYn1EX6HBVO5\n",
"9F56hNwEf/2xCZgIkc9MLSKvYH2cj/rsYEFSFRAQE/wdgFnNeDytjS/7LGDyHfzV0riPKp7+WBbI\n",
"U2SIc+tjNzOxZZVXAH/JsVJm0tIDca4fUeXO+CDgLUxp8vkUJvJtTjhpcgVxPW4icjvw20jJj4iM\n",
"A0aLyEfALpHgMMzgvURMplNEjsF6b9egKH/jbwDrkb33Zv/QqLQJqvoAVvKd6DnFBFAyJdPgozMw\n",
"O4kq5aeEFQhJ995vPzjxxOsB2HtveOUV+Phj6NoVjjpqzWZ7fvhh9ZGvv754xDff1A2fOrV/qWqk\n",
"YS+d0TtYIDMqbl1vrNxxMBYUG9GyxwpswmwxKfoWQ/GS0VhZbikWzP0b8wj7BNVJAKo6BZFpWJlz\n",
"R6AnVlr6JVaOOgzrveuD9atNwsoKewHz0wYPIn0xG4xBWJA+K/wbTwn/lr7Jd2ZAuOTDSiETlmNZ\n",
"4Zew8s3ZrXDOLzAF2J3SbdhMyrF+sX2BBxFZjE2WPQPcSoryaU+7oWpXdkUQ1BynklUteDz5Ju8+\n",
"y578ke/g7z1MJvvm+CdEpDNWrvdG/HOewkacOxC7ie0ZrloFjNYgSCcM0hyazD6Jc5th2abjaHwj\n",
"rpjK3hgNgol5GEtOEJGzMT+4VOXQvwb2CIO+T7CbfbBSuGoRuQMzvn6PphfmB7FyyWw4BgsQ7o1b\n",
"PyJZ4JdrVHW+iPwBK0dMxNeESngJOfTQm/n1r2uBYXz77Wzuv3893gyrVkaMgJ/8BLbfHgbFtKWW\n",
"lMBf/1rPs8/OY8SIyfTuPbFjdfUXPx5xxFG9li49DAuWc80liDyLvW7XApvEPb8ckUmYouhLqNYg\n",
"si2W7dkvwfF6Yv3W1nNtQfEsWlZ1UYPIZKy3rR573/XDlE7fwkpl40ur2yMrsazeNKwK4GVMUGVF\n",
"vrOvTVBVRI7APmPJJydyR3dscm434CxELgPuI0H1gKfdsKwTnVYMZGDnH/gBYGsR6Ziq79njyQeB\n",
"BiuduMXYdcQHfwVGvnv+dsJqgl/DBAb+id2ULwt/boBlKZrvdVVkFHLPnzjXERNxiS0XmwEcrEHw\n",
"YT7O6cTtiM2WMyHgqT9fThmxPVpGLSY2M0aD4CvaIeFkyOPE9MC1A+ZjwdQKVV0dCm+sj2XPemB9\n",
"RNu3puBAOIbdgGmq+mP4eFtgERMm/MBBBz3MkiWHJ9z5tddi1TSNhgZYuBDWXTcSFFVhf9+nWFbk\n",
"M+B/a0qCzavwHszgvD2wDLPK8KTHgmUzn++MWQ193y7LH63f9d9YUO0wG4ylWCvFUGz8X2KVNSeS\n",
"u37HGqwXtwz7/zxA2KPvaR84cV9fy7VDXuTFyKpdVfXdVPt4PPnAifsC67leBXTOVm3dkzm5jg3y\n",
"GvwBiMgorO8rfvZ6KnCyqvrMXwyFGvyJc1thZZ5bxqx+EjhFg2BR4r1azkuVbsAHOzD9kSPhi62a\n",
"PL0Ee+/dokFQ1eTZNkasLM5hmbg9gJ+l2eUh4Bysv65J31kzOQX457Zs+/kylm16ARdwPdeP+Yqv\n",
"hmPqm028F0VkGJZheii0N2h1xLm+NLVR2JLvv+/MaadBbUwrVkkJ3HEHDB0ae4iIlcLnMT8/1yBI\n",
"Jg4DJlLzDxpblXjaB6tpnOVfUsO6r03h8kOWsAVQel+gQXsJ2HOPyEbAbSTO/LaUV4CTaaPPuqcx\n",
"Tpwbz/if3cRNkVUXqup1bTkmz9qJE/cK0SqFHoEWv1heW1Fogi+o6usiMhRTHhuCCRxMBT70EsXF\n",
"gTh3GJbV7RiuWoWJq9yTL1N0ca4cOJwXOT9BV+kMrNT4Hg2CpVkd1zI762DZwk6qOldE1sNKlL/B\n",
"ZsXrgMqWlNqExucvhw9T9b2doKrj4tZdKiLfYxmoCMuxv/kPJGYLTNHU0Vgc5TlVrXXiHgYuB7iL\n",
"u94MNLgg2YBUNaJUmXfEuS7Y2IfRONBLbKUwaBDceivMmwe77gqTJ9dSXv4dQ4d+QFRh83NgRlbv\n",
"TRPNeZ7Mjb+XYJncj7Fs4ipMHXUglrmJ9+nzpEaxUmXF/reR/sOpwNuoLgmzsgOBRaguniiuJ1FF\n",
"2uIuSzLbjf0R2QULADfDej3/i/WJ/gTLEDZHkn1P4GNETkL137kZsKcFVI1gROzjX2L96x5PaxOv\n",
"ueCDvwIh78EfrBF2+ChcPEWCOFeK9V9dFLP6U+AoDYIpeTpnNyxbdTYwIDbw23AadT8O5CTgEQ2C\n",
"tFL08eqYobXAeGKCoySiIZHnngEOzHQSIyxR7I2VO7+cYtO08t2qeq+IzMPKtF7TqOrgH0VkMHbT\n",
"ey4WJN2qqhGj+uEisivmmXZfTL9em3r2iHNlWIlpbDYvqZVCAhQTqvmMoUM/Z+hQC/S22y47KwXz\n",
"BTwI2Au7eX4Wy/SdmmbPr4AXsGvcV8BHNLVDeDE8h2DBSA2q8zHV02czHmNx8QFWMfBvVL8Pg+z+\n",
"2ERFDSYKUwMsSausaZ/lWBXhReG+lawtPlSqE4FE/cwvInIVdu08GJtQSSW4E08P4KmwNPpw4IlW\n",
"74n0RKjakA0ZyECmMQ1gOxHpoqpePM/T2sRrLnzRVgPxZEdOgz8R+Wlz9lPVN9Nv5WlPiHM9sTLE\n",
"vWJW/ws4TYMgWzGRTM43AFPuPI045c6Np7Ly5HvptPN7iMADIxlZKlZ+qlhv2IpGxxL5GZYBiwR3\n",
"sQbi2XAA0CAiA+PLH8NA7xgs2z0G2IimZbHxPAKcFloxpEVVn06yfmp4zjFJnn+Hpj1CsYb2ebNf\n",
"CX0fB9A4izcMEwfJRCUTrBfxUxqbon+hQbAi5V5pBye7YmXCsQXEF6bZazVwZFYZEbtpjv1/v4wF\n",
"LYMS79AiZmBZsgNTbBNbMrkc+0L/BPsfT8X6CvfB3hcNmIJoX9Kbj8/GsqX3Y1nzTTFbj8+A6Ql7\n",
"7SybPjVmzcwm22RIoIE6cVXY/7W4M3+ZoFqNTfrcCkQufgdg5aIbZHGkx4D3ETkP1bdyPUxPWmYC\n",
"DGd4JPgrxTK7qSYUPZ580Cr3DZ7ck+vMn2vGPopdvDwFgjg3DFPNjGRl6jErgltzXeYpzg3GvK+O\n",
"A8pYuhS++w6GDYPq6ueprLz2nlPKzi9R9l/JytIjOfI24vzJwkmJPbGb1XcIyxtjaE7gF8tVwLFx\n",
"684jWorTGauLTxX4Ha+q97dwHC0h5549ob/iMJqWbHbP8BArsJnERr15GgRzcjE+RMqxm99RWGav\n",
"PMsj1AJHtbgUTrUWM1B/mMb+dTXAOOAaLHs1E9XliPTDspP7Y0F8L+wz+BlwAqpNvC4BENkLs93o\n",
"hZUuTwR+g+qnGYyyaWZSZDOsDLYUU5WNlPV/BvwvgR1FswO5FhAJ/no6cZWBtm8vz1bFJiHGI/IG\n",
"dk38FZlfC3cE3kTkXuBSVOfmZ5CeBFQBDGMY4xkfWbcbPvjztD7e669AyXXwF+9b5SkiwqzNKcBN\n",
"QKdw9TzgcA0Cl+NzbQucy3vvHcn06SXsvjucfTZMnx672b7Avvdx7BtllDGOcRAX+IXEZpYzkVB/\n",
"CfgRu7HeDrtJ3g2bXS3BbrrPwLIYAEeIyO9Cg2xEZACNTZbPTXKeF7Eb0yPageJtsy/i4lwllrmL\n",
"F2DJNJtQj9k0fBa3/JA3D0aRDTGbgkzLSuOpBg5B9YWcjEf1C0SGY++3gVi27X1Um/ZQWKnuneFi\n",
"iEjaMjzVl4DeiPTH+uJaJg+v+iWmOBlhUouOlx/i39ffJ9twrUV1CfB7RC7AhNnmY5MDdwBHpdoV\n",
"OBk4MNz3gZT+k55cUQWwdaPWbZpVdeXxtBAf/BUoOQ3+VNXl8nie9oM4twHmP/XzmNWTgEM0CHKi\n",
"AifOlQD7snz5BUyc+H9cdVX0yTvuSLrfAzyQTiUzE74EngMmqerDSbZ5O/z5pohchPV2bYJ9jhaE\n",
"JaTvYOVuHZIcYwVWHnu5qs7LwbhzxTzshq+MJP1R4euzMY3LNYdhGZ9Ms/czaRrkRa0UWoOW99h9\n",
"A4wO+6tyhwVvH4ZLc/bNdNt2p3ybR3zwlykWuEWDeZFjsGzSbVj1QjJ6A/cBf0PkCeAaTBTKkx+q\n",
"APrQh+50X7GYxZ2BnUSkVNujbYmnmGlTrQBP82kVwRdPYSPO7Qw8g5WLRbgHOEuDoMXmsuJcB8yk\n",
"/BwmTRrKeee19JBgqpdbY+IEiXgGs0v4MdMeu1hUtUHMkDk+27Frml0HaKJsThsTaNDgxM3G+vH6\n",
"iXN9aFqyuSXRjG86lhDaJxAT6OXT9qMRIhWYsMX6mKH5ZKz/7Xrg9BYc+bfAHd4Iu2DwM9PNxSYU\n",
"xiHyOvAosHOaPSqAo4HDELkQuKVdeigWPhGRLgYzeNUkJnXGJhs3wSYkPZ7WYnbM777nr4DIteDL\n",
"fVgP3ymqWh/zOCWqWrz+SwWOOHcQ1osUyWRVASdrELSo3E1EhMrK8ykru4AVK9Zt6TgjdKXr4mUs\n",
"6xNRvxSRI4mKdozD7ChmalMlxubwcbiMSPL8e1hGbAes1+r49mZvIs51IrRS2Od8yub2ge82pi+Q\n",
"aV/damAKjfvyPgNm5qz/01KqW2DZxkmofhv33DZYYLoFVjK5M7kXT3keOCZhGaanPeODv5ZiYla7\n",
"INIBuAJIagMTUg7cCByKyMG+HzC3BBqsdOIWA903ZdOSSdH5xxH44M/TigQarHbi5mHZf399LSBy\n",
"nfkbiQV7JVgfT+RxMiTN8542IpTe/wNwGawxVJgA/LIl2RsR2YwOHf4CHEpNDdSkrPa7DhiLzWge\n",
"gQVvH2I3FrsCv1bVD5y4bYlm4J4INFgjCR8GW9c0d7ypCLN/u2LG30ck2OR3qvpBPs6dLUmsFLbC\n",
"yjgF4IV9Ux4iaqXQOMjLzkoh4wFLCbA9JshyMdGy0jpEzsLKa4/AMruDc3TWpViQ9wdUpyLSBwsq\n",
"52ACJv5aVXj44C9XmFrohYg8jfm6bpJmj58A3yLyZ+BWVL3YTu6oArpvwRax5bjbYRlaj6c1qSIM\n",
"/pw4CTQ/3s6e3JLrnr+NUj32FAbi3MbAgzQu83kQODET/7wmxxPpCVxMWdnhwIZUZ+QEEWtuXkVj\n",
"0ZZz4raNvcFr1dIDVV0JHCkil2My+DWY8ue7bRH45cJKofsiqC/lw2XdeIdcWilkgsj62Ot7HImN\n",
"3MuA23N81hosa/h9owDPMhY+a1HY+J6UXKP6LiKbAodiKqGpVIy7ErGdEbkZUwZd2QqjLHaqgC02\n",
"Y7PKmHXbtdVgPGs1VcBwLOPfC9MP8LRzfM+fZw1h4HA81uAfUbKsx77gr2pOGZ+YCty1ANQlSRBV\n",
"Vn5PTc0C4EFVvVlEJMvyyHnhOEtpo9l9VY0tt7kq6YY5RJzrQVNT9K2AdTI8xEqsZPML4NPf3MpW\n",
"IydwQk/L614ZaPCfnA86GSKbYOVko8nc7y8X/AM402clipY2mxgqauz6/DgiT2G2I9djXqapOBvY\n",
"AZH9ffl0i6kC6NWoDZ9RIlKi6fqRRToDhwC/AKYDD6GavciUx2PEV1f44K8AaLXgT6yMax2iJYRr\n",
"iEjke9qOMJC4i8YCKVOBYzQI/pvRMUTKI712APKLX5xBJPBLzlCtrv46dkW2fXGBBvVO3Cws41V0\n",
"pV3iXAVWsjkME7GJ/MzGSuErGpdrfg58H2ul4Ea6E4ATwof5/z+KBJhdx7ZYiXhJ3s8Z5S3gMrxC\n",
"cbGzDFPY7UwRXhvaHBN0eRJ4EpGfA38jdRC4K/AfRPYk5rtircEsZg7DVLM3x96Xn2AqqxeHthuR\n",
"bQXrXd4EmIfqR+H6Putw06rlbEp9U/2tPYj4/Zno1TFYoNcf68/uAGxGYzXqczCl6n8C56E6P2d/\n",
"r2dtID74a2vbKk8G5DX4E7v4XAiciN2oJrq58ybvbYw4twmmfrlZzOr7MDXPZWn3t8D+e2DD0O4g\n",
"MQccsJQtt7yXv//9v8ybdxBwjap+nXyHrKjCgr8+TlxZoHnoQ8szoZXCIBqXa26FBX6ZflanE6ew\n",
"CXyZoZVC6/RHiZRifZu/y9s5DPPKM36KmbJPAG4GXvM9fMVPoIE6cVWYHYkv+8wnqi8jsjPwGKl9\n",
"534GrEbkp6i+1TqDayPsu3FPIMAC391oOgE+MlzOQOROrHxzxwTHApuQHbwN51BPJdM5nP3p88Xm\n",
"zN1yQ2A0PIZIppUf8YwGRiOyAaoz4s7dGeuxPgIT1foOa8UowyZXSrDSvx2w77Bvw7+zE2bv8zGm\n",
"AP0sVnFSTeNqGU/h4kvrC5B8Z/7uxDIJE4H/YB/+ePwNWBsizo0EngB6hqsWA6dqEDye0f4W7T0M\n",
"bJhywzvvPJvNNrtdg6COq68Gu0HIJZELkADrYbL+7RZxri9N+/KysVJYCnxK4yDvcw2ClpRT5f8i\n",
"LnIIViKWKzXOVZhIy5OYuup0LCvaDfjvGiNzkTJvQL3WEgn+ujpxXQINlrf1gIoW1TmIjMREmv6a\n",
"Zus3w4DmMeBKVD/N9/Dyjkgn4ExMqKo5xutnpHl+jbhVKTVsxP0807jnsrmBXyw3Y0qtG2ECa4nU\n",
"uIcC+6Q4RuyYNiJqgXTJmrUiX2D3G1sAPcK1VZif7kNAXyxQ/A+q/jPbfgnvG5SBPDAKGbkjMA2z\n",
"ekmbPPC0DfkO/g4H7lfV0Xk+j6cZiHOnA7cSfR/8D9hfg+C7jA/Sr99JzJqVzEvPKC39k55+V/eY\n",
"nwAAIABJREFU+tjmjjND4rNW7SL4E+e6YF+E8YFe7wwPsRorCfoiXD7BAr0fc2alECV/mT+RzbFJ\n",
"oExvThqwm8J/Am9g5UxjsaCxBlN3/QfwaIIbg8lNjuYDv7WZ+L6/b9pqIGsF1nN2JSJXY+JN16fZ\n",
"43DgcETexq4Rk4GnyI0dT/4R6QbshQVDBxKdSC1UfonIakzAI58kEgrqT+T9EIvI+1jlhgL/BW5D\n",
"9Yc8j8+TGVUAG/IQg/jHUTHrj0NkO1TzLxTnyZp8B3+rsIu5px0Ryv7fBPwmZvXzwNEaBImys4mO\n",
"0Yvly8+nrKyxI3sQgHOxay7RurqrWzTgzGhTSXdxrhSzTdgKyzxFlsEk6HNNQKyVQmxfXn6sFBKz\n",
"EAs2K8jF/9BKhX4DHIWVBGVCLVZyfD2qsTfpzwDPhDPrq30w58mC+GuDD/5aAwsCb0DkNSyb0znN\n",
"HruFC8BnoTDMj/kcYosRORELbnuk27TAyHfgly2xZbC7Aeciciv2XfFFwUwUFCdVlcxhI+6LXz8U\n",
"ExC8s/WH5ElHvoO/h4D9MSERTztAnNsWuAcT2YhwA3ChBkF9BvtvD/wG1SO57rpKpk+PPnn33f9k\n",
"yJC/6IQJUwFEpFRNEKA1aJW68zgrhdi+vPgm+lTMpXGA13pWCimI6Y/aiOb8D0W6Yj0fwzFBg1Fk\n",
"rtw5C7MTuT3ljK6Xifdkj+9JaUtUP0ZkT+A1oGOGew0DpoVlocuxSeR/Y0JNX+f0Zl9kAHbNK8H6\n",
"0xaimtrLVmRd4G5MTKXQWIG14czDFFgLld+Gy1JEvsH6Iadh36nvovptWw5uLWLOBjyuJdQnmuQe\n",
"hQ/+2iX5Dv4uAu4XkWexEq3pmPJgI1S1aZmWJ6eIcx2Av2BlOBGBnVrgNA2CJlM2cfuWAocyderF\n",
"jB8/nE03hTlz4K2YXv3Bg0/WU075e+x+rRj4QR4k3RNYKUR+z7R0cRWNM3mRvrz27B0XCf56OHEd\n",
"Ag3SmzKaGfqlwOlkb9PwHWa18FKW+3k8meKN3tsa1YmI7Ac8BXTPcu8umGjKnmvWiDwHOMBlZVMg\n",
"MhgTVxmG3Zh2JKaPLma7F7H+tHpsQmtXbFJr2ybbZsd7wEuYKmo5puT5KDT2bEjBUqyfOVMcNvm+\n",
"ChOd+QG4f01wK/J7LLjOtNc8E2ZiYlv9yW6szaUbJpLT2OfQegrfwYRpnvP2IvkhYOQQklc3ee/J\n",
"dkq+g79KLMD4JSbpngiv9plnxLmO2Ezfz2NWfw6cxMiRc8Rm/5ZhQil3Y6/bBKAz++33KOed93Pq\n",
"6rbgssugqir+8AB/1m+//XuiJ1qRD7CbgypskiFjxLlKTHY73i9vQIaHqMfUzSJ9eZ+Gy9RMsqnt\n",
"jPgg+vuUW4uMwgR/Ehmyp6IWuAK4htadJPCsffjgrz2gOgGRnsDu2DUj04AnEfuFC4i8h/UGP4nd\n",
"06yPTWAdiImVvIP1tv8auJLMyvD3Dpdc8TBwSoL+px+B3ogMwWyRDsbuiW7CrGhWhIqhw7Fr5peo\n",
"1iGy/TSOHt+Rqn6gDbW8cfm58JefASXw42lwGKrvx51rfJNRqSoiJ2NVWun4V/h3rI8pfs7E/rfL\n",
"sYC+BPjfGpEtAJFyrE97e0x0qRdwGhb41pHfe9Atw+VUYBkifwPGNlEy9TQPe1/egn2uktEfkRLS\n",
"eU96Wh3Jp9q5iDyOlUU8gkmuJ+wnU9VxeRtEgSEiM7CL60xVzTT4SH48C/yeJjprWgP8mRkzrue4\n",
"43bBZgZT06MHLEpaBfMNsFlaY9l2QFiyuSFRAZbh4TKUzCcgptO4XPMz4CsNMsiQFQBO3FiiFgy7\n",
"BRq8k3BDu/D/EfhTM07zAXASqp81Z4weTzY4cZsQ7fN7NNDgyLYcjydEpAMWjJ+GCXxs1KbjyQ0z\n",
"MTuDKZiA2jf5EiZx4p4nqrjZZyQjP8LuHZYCPbL6Tha5BSuhTMSdwFl59WUU6Y5NQHcGTsEmqkdi\n",
"JaqRapRcZCfrgY+Ak7GgdYHPCDYDkb2x+/pMqqA2QnVankdU9OQ6Nsh35m9v4FZVLeS68oIl7M/7\n",
"JyalDMuWLce5E7nxxrnYB/fgjA6UPPADOLo9Bn4JrBS2wv4PXTI8xGKalmx+0UIrhUIgfX+UlXne\n",
"i8mZZ4pivaV+5tXT2viev/aIajVW9n0hcCEiI4BXSWwt0N5ZiYlbjWtF/9D49/Xk8Gc3THws8543\n",
"1d8h8gBW4lqF9WdWYMFR/v+eaAC2FPueuKHJNva9cyGWOd6S5t2/lmJZyI/Dx3WIPARcgOqcZhxv\n",
"7UKkL/bdv38We22K9WJ62hH5Dv6W4ZXVWh1xrgLrwbqUSEbr3XdXcemlXWi5v1490XKY17SNjbIT\n",
"WClEgr1MrRRqsRnaeM+8mXmwUigEZsb8Hu2dFNkaOBFTWsukjr8ey/a/CryMNeC3u0kCT/ETaLDS\n",
"iVuMlablpB/YkwdMGGYo5hF4blsPJwsmACe0QXYjvkR/MtEJue3IJvgDwjLR+FLR9oPqXCLvC5Ee\n",
"mI/ivliGcBMyK+eNpwxTpNwPkZ+g+nVuBltkmHL3ycB1ZN/XPwR4Jedj8rSIfAd/9wJHichdrSz+\n",
"sdYizg3Dsn3bAKAKZ565nC+/TJ7xOussZdddhd694fvvYenSeoYMeZ4//nE6kyefGbf10ar6at7+\n",
"gCSE9hSb0jjIG0Z2ZuE/EO3Li3jm/U+DwMtER2ncHyXyM+By7As2E6Zg5aCvoZqRbYjH0wpUYcFf\n",
"fydOAl0rJ3baP6oLgPPCMsS7sWt8f8z3syQPZ1wFvIj13nXFgon1Mtz3ReAq4O1WzPbFEt/LGit8\n",
"sxMmJFOcmGDN0+ESaUPoiAUa22K+iz8nc3GhdYGvEPklqk/lfLyFisg6WM/keWTf1x9h09wNyJMr\n",
"8h38fY7NRE0WkX9hF9hEap/+w9ZCwn6287CG9ohHTz1jxrzGl1/+POmOd90FQ4dGZszmM2jQbcC9\n",
"GgQzZb/9SjAhlJGYOMctqrowb38Ea/6OPkSbtUeEy1ZkPuM0h8Y9eZ9hQV68GbinKVUdmc6GPMS6\n",
"/PdM4IIM96vDBAuuyGtviMfTPKqwsu+OWJ9KsZdvFzbm79dUcEXkKOAarHe7JVyPZTFWNLGPERmE\n",
"KWPujpVzmpAJvI69b5bRWuWQqYkP/p6OebxzK4+lbbGqkhVYOefHwD8QEez/8Dsg0z7fJ0PbiHcw\n",
"VdZnUV077xtEdsUqxVoqkuWDv3ZIvoO/R2J+H5NkG6/22ULCgOl64PdrVqpO4fTTX+Drr5uWz4wc\n",
"CcOGwY47wvrrAyzAXp/bYwOksJdvVB7H3YPGpZqRgK9nhodYgWXwGvXmaRDMy/1oixiR3sBhwF4/\n",
"Q3YS1tzTZNofORc4FNW30m7p8bQN8f1RPvgrRFQfxhQnDRON2R5TrP5lzJYRxeVSLFDcGRP4eAa4\n",
"BdUPUpzje0zlOKUFUjug0XtaVeeLyLdYCeS2reyz2/6w4HwiMBGR2zB/480z2HNIuPwKAJHpwB8w\n",
"i4y2DvhbB5HtsHaNdCI7y4CrP+TuCcsZMnEEZ9GdT+O3GZKPIXpaRr6Dv7wFDh4jDPzGEqvU9fTT\n",
"jzN27EBUo4HfwIF1jBsX/3ovwoLGWzUIluVxjB2wWfdYz7xIOU8mNABf07Qv7wcNAt9Hlg6r198K\n",
"87PaGBMEiGRYRwBbr9mUrL/b/oP59M3KyVg9nvwQ3x/1RVsNxJNDTDTm7XBJjkhFTo3h2weJvG0/\n",
"w4K/SqwlwhudA6i+g8hw7PtuY6x3/TcZ7r0B1kpzKSInAbOxCfMVRfieApFNMD/KdPHBZ8BeqM5a\n",
"Lq4PwCoGJAr+BhXp56+gyWvwp6oun8df2xHnSoDbMXNtAGXs2Lv5z39Oa7Lx2WfHvtbvA+OABzUI\n",
"luZ4PBvTtC9vCJn3a1QR7cmbgl1gPtUgWJlyL09jrORlW+BM4Cis3C0XrMBmBD8BHkH1qxwd1+PJ\n",
"J97rb22mOG885xLthYy8p/9HVMV7M3zwF8XaET4Il0fDvtLHsIAwEzYFYqtbGhAZi3ndTSv4rKBI\n",
"KVYie2OaLd8H7gfujvlczQfqVjIgUUxRik1E+HuFdkS+M3+ePBGqXI7FFBhhypQGrr56MjNmNA38\n",
"Tj0VRoxQrAH8Kg2CFvurhSWbkTLNYZi62NZk7sWziMZ+eZ9jVgopfSU8abCgb2+sR3OHHB55BdbT\n",
"d4sXcvEUID748xQVgQZ1TtwcLOsXG/xF2BzzHPQkQvUbRLbFTMqvwgR/sqEEOCdcQOQECtGzWqQM\n",
"+AWmsrt9ii0nYr6+r8QHuoEGDU7crFUM2CDJvpvig792RU6DPxF5GbhSVd/Icr9RwIWqulcux1OM\n",
"iHOdgTMwv5teqMJvfgNTppSQ6IP7+9/DAQc8DlyhQZB1qZM415VogBfpy9uCzCXTa7AvpHjPvKq1\n",
"1EohO0Q6YYH1tpjwzhZY78rXwDxgBvAoqj+E5Z2PEzX+bTENlM4pof4S4N+hwprHU4h4rz9PMVKF\n",
"fRf3deJKaRz87S8i17e1HVO7xv43t4Ueh3/GqqjKU++UlPsQuQLLno0viEygyA7Av7AscSpeBvZP\n",
"I+Y2c2Xy4M/3/bUzcp35+xZ4WUS+w9LprwIfaZxakoh0xQKVPTChiYHA33M8lqwQkUrsw38cJg/8\n",
"KfCHTGwNRKQ7phx2MFZe9z5wrqp+lNMxOncMlpI3yd3qahg9GubObbrxwIEwatRkDjjgBA2CJkXY\n",
"CY5dDgwlGuRFSjY3ymKI39G0L+9bDYK6LI7hARDZCTgfkx5PVLK5Tczv1yDyDJada2ngN2spQ5ev\n",
"YPCQBezIUrY89id6aKtbe3g8OSZRf5THU+hUYZODpdh9wZcxz/0UU6xMrvbtMcxk/neI/BHYEzgL\n",
"6wvMlg2xPngQuRV4DniriaJsvrEKoAA4DdgVGIAp7Y/DKng6AxcBh5JecPFz4PAMVLyrqlkfRRJp\n",
"B3jFz3ZGToM/VT1TRMZgH5wzMb8vFZEFWJmfYEqOPcLfFwAPAmPVFLbaknGYWthNmDH9CcDzIjJS\n",
"Vd9JtpOYv8xzWMnjddjfdCbgRGQ7Vc1JzX1Y5nkfUE5DA4wZAy++mHjj7bf/L2PG/EqD4Mv4p0KB\n",
"mAFYYLc10SBvMzKf8ZpPtCcv0p/3sQZBQSjoOXElgWYhFGMTA3XkUznNVOsOAw7BLtaZmtRHOCD9\n",
"Jk2oA6Zi5RhfYGXBn07mrnOAG8Jtsh2Hx9MemR3zuy/79BQLjcqZVXWW3fevYU8RuUlVz2nlcRUm\n",
"1tLwRLiAyB5YkDSK7E3kfxsu0xC5DCubnBraUmSOSC8sMRFgpabjMEGfKcBTje5LzJfvp8AlNLX7\n",
"KAVOCpdM+QQ4IMNWj6oGKqihDx2YE/+cD/7aGTnv+QuDuLNF5Hxs5uQnWGCxbrjJAmx26l3gHW0H\n",
"jdgisiNwBHCeqt4Yrrsfm/G4DrsZT8ahwC7AoRG/QhF5DCvLuwI4JkfDHEAkOPvss5W8+GLj3rp1\n",
"1qnn7rtP4eST3+LDD6dqEGhYsrlFzLID1ty8TobnXE7jnrzPgc81CBKkGtsOJ06w7Fh1fFDnxA3B\n",
"3nu9gb7hz55O3IWNtrVvzB0xc9x1MYWvXYletGoRmYb9L57GbEyGY7OuDVjWe2JWM3wi5djM3Ggs\n",
"65ptz0GmLAMewPo/vsBuhOuB+oSlKeJ8f5SnqAg0qHHi5gO98GWfnuIh/lo9CTgaeChm/dkicrmq\n",
"5kzcba3BKr9eRaQ/FnxdgalmZxMIDsTUQg2RvVF9Kfx9EHYPCfAaqpPD9d2wAK8SU96MvWZd3ejo\n",
"Ih9h4j9DMMG9XPAdZp/yYha+vVUAK9nAB38FQN4EX9TeMBPCpb1zKJYFuTuyQlVrROTvwFUisr6q\n",
"zkyx7+xYo/rQb+cx4FgRKddcmF7fc88ADjjgZb75JuCyy5qKqlx55V706TOQ8ePPALYQ57bEAphM\n",
"qMOyP/F9eT8WiJXCeZgnz540/jIEa8Y+AbuIVgP1oJ234tIPkImbYT2M/bGgOJWvXTkmob0JVt47\n",
"LsE2DYg8DVyN6gdYVrgjsKrJbJ/IoZi34kYZ/5XN4zrgr6hmY+UR+173N8qeYqEKC/76ZZ3993ja\n",
"J016WVX1YRH5CgsEI/wLOKg1B1ZUqFZhAbUF1SIdgTuxidtseRHLzr6LJUeiSLbJRaBxC0hLmYX5\n",
"IY5phrl9FZjdA3wY/9z6iHRGdUXLh+jJBV7t09gG+Dq+NxGTBAYLDJIFf9sAkxOs/wA4FZvxyFpo\n",
"pSTGGkFEjgYe5KGHEm/82GPQu3emfVnTaRrkfalB0OYZ2BYQYDNfay4sTpwEGijwIpbVPX8j7ptX\n",
"xorzpnLa9hUsfDQP4yjBAsODw4v4ciygXIbIJOw90R3r42uNoOp2VC9sxn4+8+cpRqqwUvdyLLs/\n",
"r22H4/G0mIS9rKo6Wew7Z7tw1YEiUqaqvv8+F6iuAn6FyFlYeeVxZF/l9ZP0m7QatZji6ZVZZPri\n",
"CTN/jW5t5mJVcN9gSvA++Gsn+ODP6IfNeMQTWZfqBrgf4NLsm3Xw1w26ipUi7ob1RSbmxRehsjLR\n",
"M0to3Jc3BSvZjM+MFSb2vxkA7FDBYxuXUj1vGBcficzsAtQEsAxBtmXoLp9wfZchjL11PV5lBRtS\n",
"yvFU049u+VcejmQSu2IBatCMY9QAt2FB7P+AxcBKoAPWQzA8yX4PEZGgzp7Yz4IXx/AUC/GTGj74\n",
"8xQ6qSbqdsZu6iO8j6lGe3KF9cK9BLyEyN1YNnCLth1UVtQCD2PVQd+08FhVAPMIWMWAZ7fm4mO9\n",
"LVT7xQd/RkfsJjue6pjnk9GhBfsmpRN07gd3/c+yh4k57zyorIz05UWWSLA3qyisFES2xBqYO2OZ\n",
"teHYF9ggrJSTrnxNA+WblbH8/wAawqRpCQ2UUEMJtdSFbY5CHeUspToUTG2nLCbyhQLPoZqox3JV\n",
"KNP8HFbuCtbb9xRWkvpGc6WmAw1WOnGLsSylL/v0FAux1Rv9MDEDj6eQSRr8qWqdiBxDdPJ4m1CJ\n",
"fQowJltLLk8aVN8EtgzN0jfDgqphbTii1cCVWHtJNZYF3gdYD5iDVX29Ru56QavspL1YSK9KH/i1\n",
"b3zwZ6wiDCTi6BDzfD72Tcqsbt1k1SWXnFqCqYk0PnIH6NChHmhg/vxSevXaEjN0PYSIkId9yD9u\n",
"zrkRKf/T6NF7X3fkkeNURFeXl9c0lJQ0J5C4UYPgxmacXzBPuxtH3XDD8K83SN26eOCTndj9lQ5c\n",
"euo/+XjbxtWrx99fw8+f6UYFCwEopQahlhVZ9EVfecwxC2895JBuAGX19c36zLx27rkMnT491SZL\n",
"MHuUlzCPoEalF+LcUOC1RntMmACqVNTVzUVVasvKarWkZA/MQgWciz9HNq/HLCz46x9TQos49zot\n",
"a97+WoNgVAv2R5z7PfD7lhwD2F2DoNmp34SvR/Y07/PReBz+9SCz16Pjc3TuHBYdLe/CQ9XOxYsz\n",
"+dcjiv98GO399ZiP9eyXkXii7mHgQTbYAG64AWzSdBCwnzz5ZD1lZavp0mUJpaWZKFn71yNK8s+H\n",
"qW9+AWyNSF9MLfTs2E2+2mADdr/hhkR7p2VJ586Ly+vqys9+4onll91/f1/sfu877F6zMxbYfQXc\n",
"iOrnMbt+SFwznjj3Os7l6vVYjAWZHchi0nhtv16JSD8iFVY33XQXlZUDE27Yrdu6LM2dZpMP/oxZ\n",
"JC7tjJS8pSqVbMm+SdGlS1l00UWpNikFShk9upxf/SrR8x+Jc8swZcdZ4TI7yc8FGgQNmOrp2cDB\n",
"h73xRocrEh83G7pltbWpXx6EBUEAzOnZk5m9U7sNvLQH7PAeHDNuHVYLzO0DHVfBtpNhj2eVHnzI\n",
"urwLQCkrWZeJlNHovm8mljX9FMsGvIeVVs5GVf/g3J+Ay7P6W+KoK01qpdOAlYqcTep+jMRf7iKs\n",
"Ls/Ykzab16MKm1DoiKnDRmw8+iYcR+bkYjawWwvHAC2/9iW72cqG7D4fifGvR3T/lGNY1cmWkB7h\n",
"Eot/PaL4z4fRrl+PQIMGJ24WJu7W5D5EVVVEBlFa+i29e8d/CZVi1/dMq5P86xEls8+H6hzgHETO\n",
"xQKcy4DS2tLSyplNX49M6Q5w+YknXn/Z/fdf0UIz+Zy9HoEG6kwpfGOyaxdZ269XpxG5vzyn9RxZ\n",
"fPBnfAQEItJVG6si7hT+TJVB+xj4PxERbfwh3Alrbv26OQOSbt3odcklax7XlpbWLunYcYmWlXVH\n",
"JPq6rbtuot0jdA2XIak22ve99+oZObLRhaisvp715zVtiWkQaagrK6utKy2tW9Ghw8rV5eWNUm0l\n",
"9fUlHWprK8vq68uOe/nlPRg5chMseCgBFgL/xVTIPsSUM38W/tw+/L0RfRcuZEnnzqmGT/U68Mix\n",
"5Zx4T1cuuqaE1RVQVgclDfD1Fkv41Rc3UBpW5pZSzUAeWA0l7wD3A09koIS5lHjBH1VKVEsaSkrW\n",
"JGYrVq+u6LZyZdfyuroKgIaSkgYVaSivq6soq28ysToLU+J8OPyCSEddkzFkTzbTRrHn6k80+JtD\n",
"5lYhicjkb01H09cje1oqfNDar0cy/OsR3T/lGMpqKe++2Oq9qzuwYnlX4n1J/esRxX8+ovu3lHy/\n",
"HlVY8NfbiasItLF4m6r+IKefvj/z5r2Q8gylpXV07z6X5FU+/vWIkt3nw9S+rw8XDrn//mGVq1e/\n",
"XlZfX9ogojUVFTUVtbXl9SUlDbVlZbVrVD9VKauvL6svKanXpq/L0hYGfpD71yMS/PVw4joGGmRS\n",
"+ba2X6/+BowHUmf+LrpoXZYube6EQROk5e+dmIOJbNic/VT1x5wNohmEPn/vAeer6g3hukosGzRP\n",
"VX8SrlsPm3X5NqKaJSKHY55vh6nqk+G6Xpi60QuqenSWY5kBrL8+MCPB878+66zP7jjooNg68los\n",
"W/UqsAir5+4X87Mf0K2kvp7f/Pvf7Pjll/RfsID+CxakK0PMiJUVFauXd+q0qLqiYv56CxcOKK+r\n",
"6yoxSqWtSQ29mEtAHV0pZwmdmUoXvqecpYuwD2YD8DpwSZI+uvwgsgVwIGYrMQt4AZiQgwt33nDi\n",
"rsbKVQD2DDTIVE3W42mXOHH9iX7Bjw80OLAtx+Px5AIn7ilMZRpgYKBBwvspERmBff/FZ7wTUZET\n",
"iyrPWoUT9yhwePhwk0CDqW05nmIiEhsAM1V1QEuPl+vM3w9J1itNTTEj6xQrP2gzVPV9EXkcuFpE\n",
"+gBTMf+WDTGPuAjXAMdj3myRC+wTWOB4n9hN/gLgTOxva1GpYCJuHzt22Hf9+vHiTpGkJOVY1mx7\n",
"4E3gz8CEsIyzBBi1qqLi5xW1taeWqrZkhichnVavrui0enVfrHygNWjAGtY/AqZhte7VQPdK5s/e\n",
"gCc+xt7X3bAgdDYwwzFBwnU9gY0Qt02gwUutMmLVKeGYC4km/lEeT4EzF7t+lODf057iIf5anTD4\n",
"U9WPRSRSKtQBEwqbCDyK9djHchnwxxyP01P8xL8XffDXTsl18Hdi3OMS4CxgIPAA0RLIoZgnyg/A\n",
"2ByPobkcD/wF82vpgWXT9lfVt2O20XCJrlBtEJF9MUWl32H18+8Dx2vLpXMTMv7SS7/t9txzl1dX\n",
"Vo4Efo4FqQA/La+tffWUZ59d9N8zzpg/vLy8a4fa2vU6ri5kCz9YVVHx7Tfrr3/O0OnTp1TW1c1G\n",
"NV6oASduQ8y7azMsEO2NZT97huu7h0sX7DXq4sT1CjRIpNTqSeIf5fEUKoEGdU7cHKIVER5PMZDx\n",
"tTqmNWUVYamZiFxA1NM4wi/xwZ8ne/x9Q4GQ0+BPVcfFPhaRS7EZpk1UdX7cc38C3qadvEFUtQa4\n",
"IFySbXMCjTOBkfWLgVPCJScstAxiDQmauMvr6zdZtffemwD3LezSZcyGjz22w4qOHf8YfPTR0Ftv\n",
"uYWtfvghkZhBNtQBf8f68/7RguO0iOm9e3PsJZfw5ogRmwDPYCWus3EuXrRm9tNduaDjKrqXNEBJ\n",
"A6Vi7+0lWM9jLVbuNQ9TwarCykDbNOPczvFG755ipAr7zunrxJUGGmSicujxtGdadK1W1Q9FZDvg\n",
"HqI+gJuLyE6q+t9cDNCz1uCDvwIh34IvpwM3xwd+AKo6T0TuwbJlV+V5HAXHKitlDLDewURcAVzR\n",
"c/lylu+7by5PvRjYA9VJ4eP7ENkTOBcrdy0Jf2YsMVlfUjK7trS0oUNtbcovplUVFSzp3JkPhw7l\n",
"mqOP5p2ttmJN47NRjjW2N/F+eH0UVNbA7PVgaTeYNpAVA6chJ/6Dyi7L6fLQ0bx37ym8RuOgsQPO\n",
"rSoKP8Tc44M/TzFShfldlWLVAbPbdjgeT4tp8bVaVScD24nIp0S96d4Tke3C5zyeTIgXivO0U/Id\n",
"/K0LdErxfCegV57HULiofovIxlhfW775GDguzhcmMo5XgFfWPLa+gdOBX9N4dmc1djP193D7SUBt\n",
"aX29ltp+g7HS2qOAbzHFzzeATycNGfL+9nff3ZHGYjWJfq6H3bQ1igrHNnLRgQ6r6Hz4Y3Re0Rnm\n",
"9IUjH2Gfyhr2efAYWNwDSuugvhQQVotzs8NxN8om0tgOY44Ga1WJaOxNse+P8hQL8T0pPvjzFDq5\n",
"7M++l8atOCdjGgYeTyZ4rYACId/B33vAWSLygqo2NpcU2QHrB/RlBalQ/R6RozCz1hbz8vbbc/o5\n",
"5/DDeuux22ef0bGmpvrdYcPGL+/Y8QHg64xSYKoLgCsRuQ7YERNSeRfV1B48qlOBo8OlEdsBCsuw\n",
"JaU9hjhXTrSnrx/QTxroW1lD/+qO9Ok1jwEXXMew7SbR+YZz4fn94Ff3wXH3w4AZcMeZMD2qS1uB\n",
"9UymVaoV5xbR1CcxkXfiokLPJgYa1Dhx87HJGV++4SkWfFmSp9iIzba09D19K42DvzPwwZ8nc/z1\n",
"tUDId/D3W2AC8L6ITCRawrgpsDPW1/bbPI+h8FF9BJHtsdLLbFgCvIz1Vn5yzplndr6d6axPAAAg\n",
"AElEQVT5sMNGYpm39d8aPhysJ/PwcFkozo3HGsFf0SBYnmZctcA7WY6pxWgQ1GIXmTUXGidOQpPR\n",
"cuAOzGfxsuf342ag/7gTWK/HIg7a5wXOGHsWK+86nQ9e3guIBpC9aKpIG0+kl3KLNNslyybGB4zt\n",
"PZtYhf1f+kf+v209II+nhfhyZk+xsRhrE+lAC9/ToSl8CdF+eUTkAFV9psWj9BQ9gQbLnbhl2HvH\n",
"X1/bMTn1+Ut4AvPGuxDYF1P9VEyi/3ngOlX1ZTcxJPXyEBGsBOOvYEbFabgIuJEEXj3iXAmwG5aB\n",
"OwxTxIynBngauA8LBAtCGMGJ+wtwKXA7cE6o8LcmcHHitsWUZwcCZwYa/BMaZRNjy0sTlZz2w9RC\n",
"c8VCEmcR4x+3ejbRiXsB2Dt82DvQoEnvrsdTSDhx+wLPhQ+vCDT4UxsOx+PJCU7cVMxce1GgQaLv\n",
"86wQkTuwrB/AuFDszuNJixP3JabovyzQoFtbj6dYyLXPX96DP092pH2BzXx+B8zOoAIzdz0sbqvz\n",
"Ub0+o/M5V4HZRRyFGZF3TrBZFfAvYJwGwVeZ/SWtjxN3GnAn5lt0eqDBkrjAL5Id7AU8BGwYaLBZ\n",
"NucQ5wSb1VpTcko0MIwPGDPJJmZKpJ8yXclpzrKJTtzfidq3jAg0+CQXx/V42gonbgTmEQpwb6BB\n",
"zhSaPZ62wol7C5vQBegUaLCqJccTkQ6YHQRYhVZfVS2ICWBP2+LEvU7UN7JboMGythxPsdDeTd49\n",
"+cYsKWK9Bx9GZBhmUdEJy9Q9l2jXhIcLgtXAs8Cz4lwH7EP7C+BQomI8/bFM4kXi3CTgMeAxDYIf\n",
"WvbH5A4nbggW+L0CnB8GfiWBBg2RbcLATwIN5jtxB2OejlkRZt+WhksmvYl9aBoYxgaOkXUd0pw6\n",
"m97EhSQPDmN/Lk6TTYwvkfPBn6fQ8WWfnmIkvteqRSJxqlotIuOxe4F1gcGk+b7zeELir7HtNmGw\n",
"NpP34E9EtsC88QZh/VKxmRDBysxH5XscRY3qZzQjkGlymCCoBl4AXhDnzsJKdU8A9iPqibdduFwr\n",
"zr2PZdke1yCY3tLzt5DFWDnxrwMNZsQHfhFi+tZWBhrclc8Bhb2JM2nckN+EMJvYjeRBYuzvmWQT\n",
"e4ZLut7EmpjexCZ9ieftS/n2H0KPRVBR62+UPUXBfMzHtAwf/HmKh/gb7lwohH+EBX8AX4lImc/+\n",
"eTLAB38FQF7LPkXkOGAcVrL2FXaDHo+q6sgE69dKcp3azQXiXF/gWKxHcNskm70K3A08EwaRrY4T\n",
"t32gwYeZipMUoohJXG9iqpLTfqTPJmZMZTWrajrwPRYcJssmziZ9NtHjaVOcuB8xr9B5gQaZ9E97\n",
"PO0aJ+584Lrw4RGBBo+19JgicgjwZMyqi1X1mpYe11PcOHFnAzeFD48NNHiwLcdTLBRUz5+ITAUW\n",
"AXsnMnr3NKU9Bn+xiHObYD2GRwDDE2yyFPvCeAiY0NpCMYUY0OWDBNnEVN6JvXN46hrSq5xGehNX\n",
"5/C8Hk9GOHHvYWrAAJWB+vehp7Bx4o7BhMwAfh9ocFOq7TNBRLpg1ktrUNVc9bB7ihQn7nCsIgzg\n",
"wkCD61Jt78mMQuv56w9c7wO/4kGD4FvgauBqcW4oZhExGusJAAs4TgiXOeLcI1gg+EFrZIR84GeE\n",
"/+sl4ZKy7CKmN7FRUNh1KZuM+JjjF/aEWf1YuXBdSkifTazElFQHphujOLeA9AI2PpvoyTWxZdjr\n",
"AT+21UA8nhyRc381VV0uIhsAa1o6RGSwml+vx5MM7/VXAOQ7+PsM31dRtITKn38R564ERgHHAL8k\n",
"9AfCFEnPCpep4tyjwL+BSf5mvv2QrDfRiSvDyn1LgCkjJ7AjFtxHykr7krw/MZNs4rrhsmWa7SK9\n",
"iaksMWYDs3020ZMB8T0pPvjzFDp5ETJS1Rki8iD23Q5wEHBDro7vKUpi7yP8/X87Jd/B3++Bx0Xk\n",
"RVVtdTNwT+ugQdCA9fy9Ks6diQnFHA3sj6lUgmUGLwmXqeLcA8CDGgTftMGQPRkQeiTOwYK69eOy\n",
"iV+m2jeF0mmin7nMJkZ8E1OVnM4ClvgJiLUWr/jpKTZi39Pr5/jY1xAN/nbO8bE9xcesmN/99bWd\n",
"ku+ev2eATTDDxy+wGdYmPWCq+ov4dWsr7b3nLxvEue6YD+HRWGawJMFm72G9Co9pEMxrxeF5MsCJ\n",
"+xBTd20AKgLNbQ9nTG9isuAw9vdeSQ7THCK9iamCRN+bWIQ4caMxITKA3wYa3NaGw/F4coITtwzo\n",
"AnwdaDA0V8cVkVJswq8z8IOqDsrVsT3FiRO3AFMc/z7QYOO2Hk8xUGg9f8MAxYK+riQu7/Kz70WK\n",
"BsFizHfwvlAx9ECsR3AUUbuCncPlZnHuFcxD8D/hvp62pwoL/kqwTN6s1JtnRzOyiZFS074kVznt\n",
"h2ULU5Ftb2K6vkSfTSwcfE+KpxipAjYlx9kWVa0XkY+BXYGNRGRdVV2Qy3N4io4qLPjr50X42id5\n",
"Df5UdaN8Ht9TOGgQzMGsIO4W59bHsoHHAluHm5QB+4TL3eLcS5hi1NMaBMsSHNLTOsSXyOU0+MuG\n",
"sDdxRrgkJcwmrkPyDGLsukyyiZHexK3SbJeuN9ErnbYPfNmnpxiJBH9dnLiugeb0e3MSFvyB2T29\n",
"ksNje4qPKuz7sgPQHVP997Qj8m7y7vHEo0EwExgDjBHntsb6CY7CvLcAyrF+wf2BleLcE1gG8c2w\n",
"v9DTesT3kkxqq4FkSph9Wxwu6bKJFUR7E1OVnOYzm5gqWPTZxNzjgz9PMRJ/rU557cuS2Ov+dvjg\n",
"z5Oa+PeiD/7aGTkN/kRkQwBV/TH2cToi23vWPjQIPgU+Fecuxry3jsB8BCM3ZZ2A48Nlujj3MGYd\n",
"8am/KW4VirpELszAZZNNjA0MkwnYrJvBqTPNJlaH2cR0JadzfTYxYxYD1disdK7FMTyetiL+Wp3L\n",
"4O/jmN+3TrqVx2PET7B93lYD8SQm15m/HwAVkY6qujp8nA4FSnM8Dk+BEWb0JgITxbnfYyUmR2MZ\n",
"wXXCzTYALgiXKeLcQ8DDGgTftcGQ1xZ8loQm2cT/pdo2LpsY24uYKKuYLpvYAdgoXFKSQTYx8nOt\n",
"ziYGGqgTVwVsTBFOaHjWWvJ5rf4SqMWqcobn+Nie4sPfN7Rzch38nRj+rIt77PFkTBgIvgW8FQaC\n",
"B2H9gXsRnSjYAvgr8Fdx7j3gYeAJDYLYiw5OXDl2oz0nUJ8ZaQb+Ip4lzcgmpis5zXVvYmw2MVXJ\n",
"6Zywz7IYiQR/PZ24DoEG1W09II+nheTtWq2qq0VkChb4DRWRDqrqPzOeZLwKjMbek5+28Vg8Cchp\n",
"8Keq41I99niyRYNgFRbYPSzO9QYOxTKCu8VsFqsYOgErC31ywkj+CJyDKYtuB0xuzbEXCfn0j1qr\n",
"aUZvYqzCaSrvxFxmE+eTvuS0ELOJ8TfKvnrAU+jEmmvn41r9CRb8lWLK7e2+/9vTNgQafAV81dbj\n",
"8CTHC754CobQB/BO4E5xbiBwJBYIRnoQBLORGAXccfI9TD3ufmSXiVBRS3988Ncc5mOZ/DJ8iVyb\n",
"EWYTp4dLUpL0JibLKmbSm9grXFqaTYxVOm0P2cT4/igf/HkKnXz3Z38S8/vW+ODP4ylY8h78iUhP\n",
"rG9rENCDqL/bGlTVl4d6skKDYBpwLXCtOLclJhRzNDA43KRi6iZs/qcroPNy6F/FJd84Vw+85oUx\n",
"MifQoMGJm4X1W/rMXzunmb2J6UpOc92bGMkmprPEyGc20We0PcVGrA1PPkr0Y4M/3/fn8RQwopq/\n",
"Sh0R2Qt4ElNsXEpTuVcBVFUH5W0QBYaIzMBuRmaq6oC2Hk8hEWY9dsCCwCOxMrl4FgH/Bh4BXtcg\n",
"qG+9ERYmTtx7mBIrQKXvnVy7CD9X3cms5DSTbGKmVJM4OIzPKGadTXTijgEeCB+eE2hwc64G7fG0\n",
"FU7cQmyS/btAg8Hpts8GEekNzA0fTlDVUbk8vsfjSU6uY4N8Z/5uwL6gD1bVz/J8Ls9aTpgleB94\n",
"X5w7L5jAyR2qufPNn8LKzms264EJEZ0IVIlzDwD/0iD4ok0GXRjElxNNa6uBeFqf8HO1KFwyySbG\n",
"9iamyiq2VjYxdl0km+gzf55ipAr7jlvfiZNAc5c5V9V5IjIL+/wOF5ESVfW+ux5PAZLvzF81cIGq\n",
"3pK3kxQZPvOXO5y4PsCc1eXw6h5MGnMBXwG/ALok2PwTTCjmEQ0C7zsZgxN3G/Dr8OEugQbvteV4\n",
"PIVPgt7EVCWnOc8mdljFoh0+YJsei6ChhE+ePYDbaZ+9iR5PxjhxLwN7hg97Bhrk1FxbRMYDB4QP\n",
"d1fV13N5fI/Hk5hCy/x9S+IbbY+nNZgP1FXUUrbvC5Re93xwjDjXEdgPs47Yj+hnYHi4XCvOvYUp\n",
"jD6uQTC/LQbezvB2D56ckuPexNjHGWUTqzuy0Vs/XbNuOHB3gvPGZxOT9SgWmtKpp3iJv1bnNPjD\n",
"SqUjwd8JgA/+PJ4CJN/B3x+A20XkYVX9Ps/n8ngaESdW0h/WWEc8ATwRWkccARwH7Biz6/+Fyy3i\n",
"3CvYF97TGgQrWnP87Qgf/HnajCx9E2N7E1NlFfOhdJpOwMZnEz35Jr6cOdftDP8BlgFdgWNF5EZV\n",
"/SjH5/B4PHkmp8GfiNwKxM+AzgWmiMirwI9AE4ENVf1dLsfh8cRQhQV/fZy4ilixktA64jbgNnFu\n",
"MKZKezSwebhJGbBPuKwQ557GSkNfXstu4vLtH+XxtJhsexMfPJopS7sxeF5vVl32F86m9XoT0wWJ\n",
"s4ClPpvoaQZ5nagLzd4d0ezfZBHpp6qzc30uj8eTP3Kd+ft1iuf2S/GcD/48+SL2y7AvSXzSNAim\n",
"An8V567EPIyOxoLBDcJNOofrjgYWiHOPY4HgOxoExd70nm//KI+nVdEgWO1muR/7z2LwZl/RccJI\n",
"Hg40WBa/XQbZxNhgMZts4rA028VnE5MFjD6b6ImlNa7VrxEN/gAOxSZRPR5PgZDT4E9VS3J5PI8n\n",
"B8TPhKY0yQ5n2z8BPhHnLgZ2A44BDsNU1MBu8k4Pl+ni3KPAo8CkIp2t92WfnmIk/ka5SfDXAqXT\n",
"dEI2rZFNjP/ps4nFT2tcqx8BYq1R9sEHfx5PQZF3k3ePp41p9pdhmNF7E3hTnPstsBeW+TsQ6Bhu\n",
"tgFwXrh8J849BjxQZNYRizGVxA744M9TPMRfG75uycHC3sTppJlgissmplI57Qf0zODUmWYTV6XI\n",
"JsY+nuuziQVL3oM/VZ0jIusTbQfYXUQ6q+ra2hPvaQZOnAAlQFmgQU1bj2dto1WCPxHZBRgJ9Abu\n",
"VNWvRaQTsBnwjao2mXH1eHJEbL9as78Mwxu7Z4BnxLkumGXE0VhAGPkcbQxcBFwkzn2MCcU8pEEw\n",
"q7nnbQ8EGqgTV4X9fb7nz1MstInXXw6zifHBYkWaU3cEBoVLSuKyial6FH02sX0R23uXt/e0qlaJ\n",
"yD38P3vnGW5HVTXgdyUEktB7ERGlKogKFlDRBRaKBekSQPlELCBgFxEERFFQRAWVYqNIAsQgSEdg\n",
"iVgoUqU3aan0koSSrO/HnuFOTs49t505c8p6n2eeO2dmn5l15+67Z6+9GuxDsmJvSXo/BgEmNgoY\n",
"TRqTxpLCZpYieU2tnG3LZ8eWM7HPqHd9+ExbUaryJyKLktzhtssOOWmAuCfbv4zkPvD9MuUIepqm\n",
"r4S66vOkeL8zxWwFYHtgF9ILMHd9fmu2HSNmV5JKR0xx1aebIUMF5MrfMiY2Tl3nVC1QEIyQto9l\n",
"HaE1sb+fZVgT+3M5zffDmtgC1PUlE5tFWmgvu09fQFL+IOV0COUvwMS+DaxB6oMrkcaRZUmKXu4x\n",
"lSfeyxesDmbB8TgombItf0eSBoUvAFcBd+cn3H2OiJxDsqCE8heURbnZz1IdwFOAU8RsZZISuAd9\n",
"pSNGAR/Mtl+L2cUkRfAvrjq72fKUSO1E+YGqBAmCJlGJ5a8MhmhNXIy08r5q4Wd/CW2aZU30Qt3E\n",
"RnGJ04Dnwpo4IqaSKX8mNqpEi8oVwIsky98EEbkOuMTdYxLf2+xGGjseIWX7v5/0v/0Y8FC2vwLw\n",
"SVJJrRdIVsKghZSt/O0GnOjuJ4vICnXO30WaLAdBWbQsWYmrzgCOB44Xs3VJiWL2IFnMIE2ktsu2\n",
"vHTE6cDlrrpQCZQ2o/Y5hvIXdDpdo/wNBVd9kVR26eFG7QZpTcz3B7ImCkkhWZHBWRP7i0cs/pzp\n",
"qq8McK1e5DHgLcAYkmvdrDJu4u4viMhVwNakun+/BRCRDdz9jjLuGXQEHySVdJsDzCvG85nYJsBX\n",
"gE8AzwJ/AH6nrg09G4LmU7bytxJwa4Pz84DxJcsQ9DbFZCWtjOu5BzhMzA4nWQF3IxWUXyVrUiwd\n",
"MSPLGHomcF2brnr35EQ56GqKsbht6fZZJcOwJq7EwFlOBxub+Ab6Fs36FbFOptP+YhR7KTaxdqwu\n",
"RfnL+AtJ+Styu4gcDFzg7reVeO+gDVHXmcXPJrYYsCOwN8nSdytwIHCqeizeVEXZyt+j9BXMrse7\n",
"gftKliHoYWqSlbR8gpdNOK4FrhWzrwHvJymCO9JXOmJlUq3LA0gZQ88kJYppOOFqMW0fHxUEQ0Fd\n",
"55jYU6T/w+jTIyCzJg4lNrFRXGLujjoUa+JGA7QtxiY2cjntBmti7Vh9c4n3mgz8ss7xo4CjRGQH\n",
"dz+3xPsHbYqJjSPNdz4DrEfyFtoZuERdXzQxMbFFSNbBXlmYaRvKVv7+CHxNRP5EId4PQET2IVlC\n",
"DipZhkEhIssAx5CSd4wDrgO+5u43DeK7O5B+l3fQV0j8AuBId3+mNKGDwZIrf8tVmawkc+28ErhS\n",
"zPYjxcPumf3MV8PfABwCHJJlDJ0InOWqD1UgcpGo9Rd0I1NJyt9rTExiElIuNdbEhq6BhdjE/uIR\n",
"y4pNnMXAWU6n076xiS3z0nD3mSJyOfChfppMEZG3uHsjD7CgiyiMo6sCPyS5IJ8LHKqur/7PZ21e\n",
"yb5TZmxqUIeylb+jgE1JtdJyK8ZPRWR50qB0EXBcyTIMiIiMAi4krR4eAzwB7AuYiGzi7gNZJ08i\n",
"+dmfRoqj2Aj4ErCtiGzs7nNLEz4YDG2XrCTL4ncucK6YLQPsQLII1ssYerSYXUtyCz0riy1sNeH2\n",
"GXQjU4ENSG7hy5CUkqANGEZs4mBcTgdjTVwp2wZrTWxkSczrJrbSmtjqhbpvkGK3rs0+f77m/Bez\n",
"LegtniEtXs8CXgdcZmLTgEuBS0hef/PUdZa6zo/Ft9ZSqvLn7i+KyDakuKadSRl9xgK3AN8BTnf3\n",
"dvhj7wRsBuzk7lMARORsUkmKI0iJOxqxo7tfXTwgIv8BTs2++9umSxwMhVrFpXLlr0hW/uF3wO/E\n",
"bFVSEqQJ9GUMBXhXtv1UzC4nWdX/nJWdaAWh/AXdSG2/DuWvw2iSNbHocpp/bpU1sXisGdbElo7V\n",
"7n4L8Lb8s4jsD3yY5P0EKbwn6BGyUJtR6voEcIyJnQesTfrfehfJuy4v7WAmdhtwu7pe0N81g+ZT\n",
"epF3d59PKnZ9Rtn3GgE7AdNzxQ/A3R/PFMA9RGSMu/dbo6hW8cv4c/Zz/eaKGgyDjolXywrC/xz4\n",
"uZitQ1IEd6UvQ95oUoD91sDsLGPoRODSzJpYCur6nIk9DyxBmz/DIBgCtWPDf6sSJCifIVoTl6X/\n",
"eMSikthMa+LsGmtif/uNrImVvu+yudKFInILyeVvQxFZ0t2fa7UsQTUUXTjV9W76wr5+Y2ICrE7K\n",
"hP4p0kL3fFqgjwR9tORhi8giwMbAmtmh/wH/cfd2SW//NuDGOsevBz4HrAvcPsRr5lkdHx+BXEFz\n",
"6Mh4NVe9F/gB8AMx24BkRZ5AcqGAlCl3t2x7Wsz+BEwCriqpdMRU0v9CxzzDIBiAjhwbgnLJrG9P\n",
"ZttgrYm1lsN6+2MGuPV4Bp/ptNaaOA2YvshlzPjJ15m/3JOMWuZpVhczqSg28V8k5W8UyYvligpk\n",
"CCrAxNYl9ffVgNeSLNCrkkqP5NuipEzss4DxJrZYsSxEUC6lK38i8n+koM+Vak7NFJHvuHs7uESu\n",
"Clid43kq8NUYuvL3LVIw6+ThixU0iY6f4Lnq7cDBYnYIyY1mD5Irdb7qvAwplfLepNIRk0gxqDc1\n",
"8cWfK39LmNiS6horuUGn0/FjQ1AtQ7QmLkefQtgokc2wrYmvjIEv//zVj28Dnh9EptMyYhP/DXwh\n",
"29+YUP56iatIhdxfJs2DXyQVc3+eVH7rIfpctaeTav5JJZL2KKUqfyLyeeDXpFTDhwH3ZqfWJQUF\n",
"nyIii7r7r5t4TwEWG0zbQiKWsaTOWUt+ftwQZZhASm97tLvfP5TvFhgjIhsPot00d582cLOepmvi\n",
"1Vx1PnANcI2YHUDKsrYbqWjq4lmzlUl1dA4E7sxKR0x01eH2xZza53jXCK8XBFXTNWND0N5ki3BP\n",
"ZFvDxeQaa2K9eMQyrYkDuZxOA54fxKLiLYX9gdxdg+7iBFK/fIzk/fY4yYr+FPCsus6uULa2QkTy\n",
"/+2BGOj/fGj3LTPfiog8QKr194HamDkRWZS0EvQadx9oUBrKPZWUTn8wrO/u94jIc8Akd9+n5lrb\n",
"koKWt3L3ywd5/82By0grHx/NYh4HjYg8ytAmIUe4++FDuUevYWJLklaWAK5S1y2rlKcMxGw8qWTE\n",
"J4GPUj9ZQZ4x9GxXnT7Ue5jYMaTMbgBbqutVwxQ3CNoCE3stfRabKeq6Y5XyBMFQqLEmvqocfugy\n",
"vjB/FGs9uRzcuhH3zFuEFemrK9sMZtO/BTHt3377E3zpS/eRjAy3uXsogEFQg4gcTjKODZbH3H31\n",
"kd63bLfPVYBj6yVLcfeXROQsUmmFZnInsNcg2+YT4GnUd/nJtfGpdc4thIi8BTgfuJWUOXQkdUtm\n",
"AtsMol1Y/QYgS1byHLAkXera5aqzgXOAc7LSETuTaghuXmiWZww9TsyuJCmC52bZRgdDuMgF3UZx\n",
"EST6dNBR9GdNtC1sLWCt7OMe6nq9mI2lL9NpoyynzbEmbrABvP718OCDAG+WSy65lLFjp9G/wjgY\n",
"a2IQdBsnkfSGgbiYhcPnhk3Zyt/NJBfP/lgHGLCI+lBw9xmkWKehcDOwuYhITemJd5H8lO8Z6AIi\n",
"shapdsl0YFt3H6lZ+2V3r5eEJhgeU4H16IEJXqbMnQKcImZrkKyBE0jB95AC8D+YbSeK2cWk0hEX\n",
"uOqcBpcO5S/oKtT1ZRObSXqpRp8OuoWFxmpXnUuKtXqo0Rf7sSb253La2Jq4WCEC54YbPsx739uo\n",
"daNMp8Wfs1pcNzEISiML2xrQiCMi/VYcGA5lK3/7k1L+Pgic5O5zAERkPCnmb1cGZ90qm8mkcg87\n",
"AH8CEJEVSNaTvxQtlyKyBjDe3e8qHFuF5Or5CslF9IkWyh4Mjlz5W7KXkpW46sMk6/oxWcbQ3UiK\n",
"YF6balFgu2x7TsymkCyCV9Z5wUZ8VNCNTCVT/rL6VCPx2AiCdmDYY/UQYxNza2L9LKcrrfRu7rpr\n",
"BQBuuYUBlL/hxiY2UhbDmhgEdWiq8icitwG1/2ivAD8FjhaRfEB6TXbvqaRC6FX7gk8mZab6vYi8\n",
"iTTo7UvKPlTri3sa8D6S9STnEtJk+hjgfSnnzKtMd/e/liR3MHhqax/1hPJXJMsYeoiYHUqyau9G\n",
"WuDI3ZuXBD6dbTPE7CxSDcFrsxdox9RLDIIhMBV4K+mdtDwp9XgQdDItGasHsibK1Ve/nzyT+gUX\n",
"nMV++x1JfZfTogI5UGxiMdPpWwZoO1vMGimHYU0MepJmW/7qWbyeBO6rOVYcKCpflXH3+Vlylx8D\n",
"B5Cye14HfMrd761tzsIyb5Qd+2adyxsQyl/1FM3qqzEIV95uJVPk/g38W8y+CijJGrgTsFTWbGXS\n",
"/8IBwP/E7KxV/8iUP+7+aj7mcJELuoVaF7lQ/oJOp11c9K8nFfAexdy562QLkIO1Jg6U5XSwsYnF\n",
"+Mf+cDGbSeMspxGbGHQNTVX+3F2beb1W4u5PA/tkW6N2W9Q5Nqpe26CtCJfFOmTF4K8ArhCz/YBt\n",
"SYrgR+krmbIm8K1pq/GtT5/K/A9fxig11qhC3iAogdqJ8i39NQyCDqEtlD93ny0i95JCLjYQkUXc\n",
"vaGFbQixiaNIVsL6LqcLxisuM4CoQlI4V2Zw1sRGNRPzn2FNDNqWpsf8icgJwIXAle5er3ZeEFTB\n",
"Y4X9sFrVIXvpTgGmiNnSpNqBu5ESw4wGeGQNRv32s/Dbz7LGnlfZ1QhnApNd9fHKBA+CkRELQ0G3\n",
"8QSpwPYYqu/Tt5CUv8VICQDvaMZFs5q3eWzifxu1bRCbWGtVbGbdxPlZbOJALqfTXXsjB0HQPpSR\n",
"8GUz4IvAXBG5ErgIuNDdH278tSAolbZYCe0UXPUZUjzuqWK2IrAjySLYVzpC2Dz7fLyYXUJKFHO+\n",
"q77QeomDYNjE2BB0Feo638SmAWtQfXz2rcAu2f5GNEn5GwojsCY2cjkdKDZxFIO0JorZCzR2Oe0K\n",
"a6KJiXpjl9lMUc/nGrOBfwHnhYLcXEop8p5VrN+GVHT6A6Q4ottJFsGLgGtGWAOvaykUeW9KIccg\n",
"YWJvAO7PPp6jrrs0ah/U57dr2Tn/3pSdLv8QPLRm3SazgT+TFMHLXLWp6YmDoNmY2CbADdnHk9T1\n",
"C1XKEwTNwMT+SVqMBxirrpV4YonIx+irY/ZDdz+4CjmaTaak9KcY1iqPzTK0zCfFJA8Ul9hW1kQT\n",
"+wUppGQ1YEX1+gvEYrYUcC6p395M8jh6I/A74NDB/E5iNo5knZ0HPJeFtnQ8zdYNSin1kNWt+B3w\n",
"OxEZQ9LgtyWlk/8m8LSIXEZSBi9293AZC8qmmPCl6pXQjmWtB7h3rQdgwpkw6ZN88eTP8waSa2g+\n",
"GI0nrdpNAJ4Qs8kkRfCazE0nCNqNsPwF3UixX6/CAFavErm1sF91ZvemkVkT/2tLhwkAACAASURB\n",
"VJdt/dIgNrGeVXGg2MSRWhPrKYwzW6AgrUhf0p1VWTgJZM4hwBak2sT/ILngTgC+T0oe9Mf+biBm\n",
"kiXi+SypbNvrgTXE7CZgW1edUdN+cZIb8nPAjHZSlltB2XX+yGrkXZltXxeR15MsgtuSKtsvJiLX\n",
"A4e5+6VlyxP0Juo6x8SeIg3CMcEbPo9Bio7fbRJzT5qo3xSzg4D3kgbpnUkFgiGlzf98tj0qZhNJ\n",
"iuAtkS0taCNmklaJR1N9fFQQNIvaWNaqlL+HgWdJHmBdo/wNlmHEJtazJA7Hmrg4g8t0WoxNbFgW\n",
"YwQKUu0CW3/K397ARa56duHYUWL2KeCrYjapP0W1MKdYnzQHuY6UuX8UUM/SuD5JoQRAzOYDT5Ni\n",
"ZT/pqn8b8LfqYEpX/mpx9weBE4ATRGQcsCVJGYzsgUHZTCVT/gbjex7UZaH6UdnL7WrgajE7APgw\n",
"sDvwcZIlEJJl8BvZdqeYnQlMctX+XgJB0BLUdZ6JzSBNSsIrIOgW2qIuq7u7iNxC8gB7rYjsSEos\n",
"hpcRd9TBDNGauByNlcP8ZxnWxEZK4q11FLQBvSvETEjzs9uzz4u46itiNh64l6QrLEJaqMsV5dHA\n",
"7JrF5P1zLyMx+y/wlKs+X+eWiwEvkepz35Tde0XSQsnMRs+hG2i58lfE3eeQXD8vrFKOoGeYCmwA\n",
"jCUNiE9VK05H0nAQd9WXgAuAC8RsCZICOAHYir7x5o3AkcCRYvYfYBJwtqtGUqigKqaS+vPKJraI\n",
"eucmVQiCjHZyZ/4TfcnCJucHRWQjd7+tGpE6l0y5eTzbhmJNHKh2YjOsiePIFLQCg+mLY4Dn6fO+\n",
"kMLP15Osd68D7hGzMcDngD2BfSlY8MjqcIvZssASZDWdC26hOcuTft8rXdUy5XMRkjL8UoPfryto\n",
"qvInIr9naEXbhbT485lmyhEE/VA7AIXyN3QGnRY/W207EzhTzFagL2Po+wrNNsm2H4vZ1cAZpNIR\n",
"8bcJWkner/NV8McatA2CTqCdlL/fAj+rc/xWEVnM3bt+sl0Vw7QmDuRy2p818ensfrUMZt4wH7gY\n",
"+JiYaaaQjSUpeW8iJexbImu7KMlKuQmwdCZ/rXK3LMnz6Mn8V2RB/WQF0ni/opgt76p5eZSeoNmW\n",
"vy1YWPlbnPSQIU22hb6O8zj1fXGDoAxqX4a3VyVIBzO9sD/oCUVWB/Ak4CQxWwPYlRTUvXGh2fuy\n",
"7QQxu5CkOF7oqnNGLHUQNKbWRS6Uv6DTaZv6le7+vIjsCZxe5/RngV+1WKSghhFYE4uK4qh+vjKg\n",
"C3Lm4vkj4K3ApWL2d/q8tJ4B5tBnkZtDCiH5GZlSW1D8ciVvBZI18fHC8Vz+MfTpIScCy4rZM8Av\n",
"ge/3o8B2FU1V/tx9zeJnEdkAuBQ4CvhZntVTRFYEvgx8mhTvFwStoJ1WQjsSdX3ZxGYCKzHMZ5i5\n",
"d/6YZO1bl6QE7k7KvAVpVW/7bHtOzKYAE4ErOrnGUdDWxNgQdBttEfNXYBJpLvjamuO/FJE/uvsz\n",
"FcgUDIPBWhMLFLOt9zu+uupNYrYN8DGSVW8GSRHdizQvmJG1m0+y6D1Z5zK5krcSKSZwVj+3uwM4\n",
"CPg7SRHcEzg42/9SHUtiV1F2zN/xwCXufkjxoLvPAr4jIitnbT5QshxBAAuu5scEb/hMJQ2sq5rY\n",
"KPXhl3Bw1XuA74nZkaTBfndS6YiVsyZLkhaJPg3MFLNzSBbBf3XzwBy0nFD+gm4jt5aMow36tLu/\n",
"AqwhIkuRYrvuBtbOTj8tImOyNkGXoa7Pm1ie8bVhX3TVB4Cfi9k4V50jZu8BNgV+7aqvKnJZjJ40\n",
"KCG1CskCuJDyl9UfvjTbci4Ws+eBvcVssqva4H/DzqM/E22zeBfwnwbnbyL9UYOgFcQErznkz3ER\n",
"UnasEeOq7qo3uOpXSJlBPwz8gZQiPGclYD9S/Z/7xOxIMXtjM+4f9Dxt4yIXBM0gy2ad9+u26dPu\n",
"/qy7zyfVfC6yaxXyBC3j1b5oYtKwJVAI99iXFA94Abwam5jPGeopfrleswop8Uzu9rnAYrGYjcqv\n",
"JWajs8MXkbKAbpwdH1DOTqVsy99TpHp+v+7n/DakuhpB0ApC+WsOte5EM/prOBwy187LgcvF7Iuk\n",
"MWQ3kivIYlmzN5AKwh4iZjeTrIGTXPWRZsoS9AxFr4B2cJELgmYwlZSZcWkTG6+us6sWqMCfgUfo\n",
"cwM9Q0T2Aj6Yfd7A3e+oQrCgFB4j1dYbT/LoKS7sImarAYeRDEbXkqyEe5BqB38f+Bckl88sZm88\n",
"qczDAklaCp9XIsUI5srfKJIS+WrTgvdQ/nN29p1XsmsN2btIzN4HnE2dOom1x/opQdESylb+TgS+\n",
"JyLnk9w7782OrwvsT5rUHVayDEGQU0xW0jYroR1IrRJ9c1k3ymILpgBTxGwpUhzgHqSaP/kK31uz\n",
"7ZgsSPxMUsbQx+tcMgjqEQtDQTdSu1B3f1WC1JLV/3sdC07IP1jYv11E9nT3M1osWlAOtWPsszXn\n",
"55IWAnYhKV9zsp/HAEe76otiNiqz9m1KMir9SsxOyRU+MRsHjM8yd66cXWM6vLqo/Cr9KHZvIMUW\n",
"PjiC33M1+uomNiSrm9ioZmK+31/c4rApVflz9++LyGIk8/5Ha06/DPyQpNEHQenUJCuJ1f3hU8lE\n",
"2VWfBU4FThWzVUkviQnAOwvNNs+248Xsr6QkA+dm3w2C/sjTfI8hlL+ge6h1Z24b5Q9eVQBvAt7W\n",
"T5PTRWSOu/+plXIFpVBM+vIa4K7iSVd9Usx2B9Yk1fUbD9zhqjcW2uQLBSuTyj+sxoKLB9sCnxSz\n",
"J0gK4qLAJ8TsUeBO4B5XnSdm2wOPkmoAvlAoJr8PyVJ46wh+z1HZtQdbN3Ft+mJf+2M+Sy45h+ee\n",
"G4FYC1J6kXd3P1REfkFa0Xlddvgh4PI8+2cQtJA8WclqI01W0sNUbiVx1WnAz0mB4WuT3EJ3B9bL\n",
"miwCbJ1tJ4rZX4A/Ape46osViBy0MerqJjaV9I4Kr4CgW+iEWNa3kyw8/cVXnUEqEh90NgP2xay+\n",
"71OkfCBA3fp9AOcB6wDPuWqxoPyi2fHNSTUBx9NXX/Jo4NBs/1PAhsB1wB2ZV9GETK49Se7Iw8JV\n",
"89rGtXUTG9VOXHqAy47CvakJ7kpX/uDV7J4TW3GvIBiAqSQXwUVIdWBmVitOR9JWKcRd9T7gSDH7\n",
"PulvO4GUPCCPJRlLihvYGXhKzCaTFMG/N8gUFvQeufK3goktqq5ReDrodNpqrK5HlvxllIj8H8nF\n",
"7yhSdue3ZE3Gisiy7v5UVTIGTWFYfbGee2bm5rmQFdtVJ1LQNcRsMdJi/yrAswXXzx+TFozfTVog\n",
"ngPcSCopcVUz5gVDrJs4jgUVw1rlcBXmzRvIOjgkWqL8AYjIkiTtdqEMo+7+cKvkCHqeWqtVKH9D\n",
"p3LLXz2yl8RNwE1i9i2S20euCK6QNVuW5NqxD/CYmJ1FihG8MUpH9Dy1k5OHqhIkCJpEx5Q3cvff\n",
"A7/PPh4nIleQYrsheXWcUIlgQbNoeV/MvHweocaS56r/BP5ZPCZmi1XlFZRlNn2QBrGGMmfOo/QV\n",
"ph8xZZd6QET2FZH7SDVnHqKvMOSDhZ9B0CraUnHpMGbS52ffls/QVee76j9d9UskGT9CUvKK2e5e\n",
"A3wVuAG4W8yOyIrOB71JjA1Bt9HJffrswv7xIvLWyiQJmkFb98VeCwcpVfkTkS+QVmvuBb5D8uk+\n",
"jpToZQZwC7B3mTIEQQ2dEAPR1qjrPPoyp7b9M3TVl131IlfdneQCsjupZlAx+9c6wHdJSuC1Ynag\n",
"mK1SgbhBdcTYEHQbxSQbbTfhHoDTWHCMvklEXttf46Dt6eS+2HWUbfnbH7jM3bcBTsmOXeju3wHe\n",
"SArIXKG/LwdBCbT16lMHkT/HlU2sZe7jI8VVX3DVM131Y6SMYZ8DrmLBArDvJAWJPyZml4vZ/4nZ\n",
"QAHZQefT9vFRQTAU1PV5+lLqd9T7zt3nAOfXHH5YRDzb1qv3vaA9UdcXSVmVocP6YjdStvK3Fn3/\n",
"vHnhxUUB3P0Z4DfAF0uWIQiKxASvOeTPcRTJmtZxuOqTrnqKq25JSg7zNRasWTiKlKX4d8AMMfuT\n",
"mO0oZmMrEDcon1gYCrqRvF+vZmL9ZdRsV3ZqcO4uEWl0Pmg/OrkvdhVlK3/PkCWVyZS92fRl4AN4\n",
"npiAB60lJnjNoaueo6s+5qo/ddW3ARuQ6o8+UGiyGLADMBmYKWanidk2YjamAnGDcuiqPh0EGXm/\n",
"XhxYskpBhoonBLiwnybnhAWwo8j74qKkMghBRZSt/N1OX7pegH8DXxSR1UVkDZLL1T0lyxAERdo+\n",
"WUmH0LXxUa56h6seSiq8uinwCxbMCrskqRbQRSTX0BPEbDOxWMnscLq2Twc9TTf0691IMdm31Dl3\n",
"l4hcIyKLtVimYOh0Q1/sCspW/k4HNiz8Ux4GvAl4mJTpcz3gkJJlCIJXqUlWEsrf8Ol691lXdVe9\n",
"1lUPJL2oPgycSl8MDcCKwH6ktNH3i9n3xexNrZc2aALPkOo9QZf26aAn6fix2t2fc/cj3f2tmSVw\n",
"y5om7wHmisj4CsQLBk/H98VuoVTlz91/7+7vcvcXs8//ILlUfRU4ENjI3S8oU4YgqENHJitpM3rK\n",
"Rc5VX3HVy111L1KM4/bAOcDcQrPXk7Ia3y5mt4rZt8Xs9a2XNhgO6uoUYlKqlCUImkjXjdXufhVw\n",
"ZZ1T32u1LMGQCMtfm1B6nb9a3P1+d/+Zux/v7uHyGVRBxycraQM6pnhws3HVF131z666Cylj6F7A\n",
"ZfS5EwO8GTgKeEDM/iVm+4tZ9LX2Jx8bljGxsCIE3UBXjtXu/gGSN0aRT1QhSzBowvLXJrTE6iEi\n",
"mwFbkFykfuXu92bm+fWBe939uVbIEQQZtSuhU/trGPRLrOABrvosyRX01Kwu4C6k+JRNC802zbbj\n",
"xOxS4I/A+a76fKvlDQakdmy4rypBgqBJdJ3lL8fdLxeRMfRlk19LRMTdvdH3gsqIeUObUHaR90VF\n",
"5FzgH6TseQfQl+3TSavlB5YpQxDUIQagkfMEfS/cWMEDXHW6q/7CVTcD3gAcDNxWaDIa2Jak/M0Q\n",
"szPF7KNitmgF4gb1KVpJol8H3UBXv+/c/RXgksKhNSsSJRiYGF/bhLLdPo8EPgJ8gZTc5dVseFkB\n",
"z3OAj5csQxDUEq4HIyTioxrjqg+66g9ddSOSC+iPgEcKTcaTLIR/AaaJ2Yli9j4xa7krfrAAXWsl\n",
"CXqWaYX9bn3fXVvYf1dlUgQDMYNk+IEYXyul7InGbsCJ7n4y8FSd83eRCsEHQSuJCV5zyJ/jiiZh\n",
"veoPV/2vq36btCKtwEnAk4UmywGfB/4GPCRmPxGzjaN0RCXE2BB0Fer6IslTA7q3TxeVv3dUJkXQ\n",
"EHV9hb6ySV1nhe4kylb+VgJubXB+HmkFPAhaSUzwmkNYUIeAq8531b+56hdIz+tjwERgdqHZ6sDX\n",
"gP8Ad4rZd8Vs7dZL27N0tYtc0LPk1r/VTLpyUen6wv47K5MiGAz5GLuKiY2uVJIepmzl71HgjQ3O\n",
"v5sIqA9aTyh/zSGUv2Hiqi+56gWuOoG0SDYBuBB4pdBsPeAI4F4xu1bMDhSzeM7lEn066Ebyfr0Y\n",
"sGyVgpSBuz8OPJB93EREooRT+5L3xdGkJJBBBZSt/P0R+LyIvJs+P18ARGQfYFfgtJJlCIJaislK\n",
"YnV/+ISVpAm46guuOtFVPwqsQp8LaJF3Aj8DHhWzK8Tss2LWdZO4NqAYHxV9OugWemHB87rs5zhg\n",
"wyoFCRoSC2xtQNnK31GkTJ9XA5Yd+6mIPEKKe7kYOK5kGYJgAdR1Pn2TvBh8hk8vTChaiqs+4aon\n",
"u6oCawDfAG4qNBkFbAmcQsoYer6Y7SoWNemagbo+DzybfYw+HXQLvTBWX1fYD9fP9qUX+mLbU6ry\n",
"5+4vAtuQiiA/QErwMha4JTv2sSxNbxC0mmKyksUqlaRzCctfibjqI676E1fdGHgTqVzO/YUmY0hx\n",
"g5NIiuCpYraVmIXL08jIF4Ze06XxUUHv0QtjdSh/nUEv9MW2p/S04u4+393PcPft3P1N7r6+u3/U\n",
"3U+LQpxBhRTrzaxSmRSdTbhvtAhXvdNVDwXWIWWz+ykLPv8lgE+R6l09JmbHi9lmkTF0WOTPdTyw\n",
"ZJWCBEGT6IWxuughsbeIrF6ZJEEjeqEvtj1RUyroVWIAGjnhvtFiXNVd9QZX/RrJLXRL4Hf0uSpC\n",
"SiDzJeCfwP1i9gMx26D10nYsxYWh6NdBN9D1fdrdZ9cc+lclggQD0fV9sRMoXfkTka1F5BwR+Y+I\n",
"PCAiD2Zbvv/AwFcpHxFZRkROFpFZIvK8iFwpIm8b5rUuF5H5InJ8s+UMmkYoLiPnGWBOth/PsMW4\n",
"6jxXvcpV9wZWBnYC/gS8WGj2euBg4L9idouYfVPM1qhA3E4ixoag2+iVPv2Lwv7qIhJuhe1Hr/TF\n",
"tqbU2BAR+QZwNDCd5I99W51mlbt+isgoUpr1jYBjSNkg9wVMRDZx90GXoxCRHYBNs4+V/25Bv8QA\n",
"NELU1U1sKrAW4btfKa46l6T4/UnMlga2B3YDPkjfIt9G2Xa0mP0dOBOY7KqPVyByOxMxKUG3MYM0\n",
"HxG6uE+7+4EisjN93jyPisiR7v7dKuUKFmAWqaTRInRxX2x3yk4McCBwJbCNu788UOMK2QnYDNjJ\n",
"3acAiMjZwD2kOlu7D+YiIjIWOBb4EXBkOaIGTSKUv+aQK39Lm9h4da11vQlajKs+A/wB+IOYrQzs\n",
"QqojuGmh2ebZdryYXUpSBM931edbLG47Ei7hQVehri+b2EySh0C39+kPAreS6sgBHCois939RxXK\n",
"FGSo63wTmw6sTsy9KqNst89lgXPaXPGDpPxNzxU/eLVo6NnAdiIyZpDX+Wb289gmyxc0n1D+mkNM\n",
"lNsYV53hqse76mbA2sChpKzLOYsAHyHVZJ0hZpPEbDuxns6AG2ND0I3k/XpVE+vafA/ufgewHXB3\n",
"4fAPRWTtikQKFibviyuZ2GDn10ETKXsAuA5Yr+R7NIO3ATfWOX49KePbugNdQETWAL4FfMvd5zZX\n",
"vKAEwrWrOcREuUNw1ftd9fukshFvA34MPFpoMh7YFfgzSRH8jZhtKWajF75aVxN9OuhG8n69CLBC\n",
"lYKUjbtfSCr0XjQ8/KAicYKFyfuikKzRQYspW/nbD9hRRAblNlkhq9JX26lIfmwwE4BjgRvd/eym\n",
"SRWUSTFZSSh/wyeU6A4jyxh6s6t+E3gd8H7gJFKsc87SwN7AFcDDYvYTMdu4R0pHFN8F0aeDbqGn\n",
"xuqshnRx7rlZVbIEC9FTfbEdaWrMn4jcxsJJTkYDp4vIr0irzPOKXwHc3TdqogwCDMplqWChG8uC\n",
"GfJy8vPjBrjnFsAONLew6BgR2XgQ7aa5ez3FNWhATbKScFccPsW0zfEcOwxXnQ9cDVwtZvuT4mV2\n",
"IyWMWSJrthrwtWy7W8zOBCa66r0ViFw66jrXxJ4Alif6dNA91Fq0b+qvYRcxubD/WhEZ0wFhSL1A\n",
"hItkiMiqDO4ZNNU9ttkJX56oc+xJoFG2zGZnxHw/KcnMgIjI+u5+D8kCVE9hHJv9nFPnXH6NRUjp\n",
"hU9z9/8MUdZGrAQM5npHAIc38b69RK78LRPJSoZNuMh1Ca76MnAxcLGYjQc+Rlo534a+d8V6pDHn\n",
"CDG7AZgInOWqj9W5ZCczlaT8rWZioq6RuTnodHpurHZ3F5EzSQmvIMUCTm7wlaA19FxfbMDngcNa\n",
"fdOmKn/urs283jC5E9hrkG2nZz+nUb8D5tr41Drncj5Fign8nIisWXNuKRF5HTDT3ftVIPthJmnS\n",
"NRBh9Rs+tatP91clSAcTg3gX4qqzgbOAs8RseVJSrN1Ii2s5b8+2n4jZVaSkMVNc9elWy1sCU4E3\n",
"kxYFlyUtYgZBJ9OrY/Vf6FP+zhGRE939i1UKFPRsX6zHScD5g2h3Mcko1BTKLvXQctx9BnDaEL92\n",
"M7C5iIi7F1d43wW8QCr50B+vJZlj/1Hn3Key7RMM7o9b5GV3r5eEJmgetQNQKH9DJ3z3uxxXfYL0\n",
"gjpJzFYnJYWZAORu6QJsmW2/FrMLSaUjLnTVoS56tQu1/TqUv6DT6dWx+sKaz18QEXP3syqRJoDe\n",
"7YsLkYVtDWjEEZGmuiu3RPkTkUVJ7kJLUyfJjLtf3Qo5GjCZtLK9A6lQMiKyArAz8Jeij3iW1XO8\n",
"u+fp0iexsO+8AOeSBp1TSFlPg/YjVp9GiLq+YGLPAkvR4777vYCrPkpKbnWsmK1HsgbuTiojAbAo\n",
"KV5we+A5MZtCUgSvdNVXKhB5uNR6BdxWlSBB0CR6Ms7K3Z8TkfOBjxcOTxKRG9w9FnyroSf7YjtR\n",
"qvInIqNIBc/3JaURr4fTV4yzKiYD/wZ+LyJvIsUu7ktS4mp9cU8D3kemxLr73SxYTwaAlHeGB919\n",
"qBa/oHWE8tccppKUv3iGPYSr3g0cLmZHkJJd7QZ8kr7U3UsCn862mWJ2Nmmx7J+ubR9DF2ND0G3M\n",
"IiXcG02P9Wl3305EPgJcUDh8H2mOF7SeJ4GXSIuFPdUX24WySz0cDHwdOB3YMzv2LVKA4y3ZtnXJ\n",
"MgyIu88HtiXFuBwAHEOKudvS3Wsz2jnNT1ITVEO4HjSH/DkuYWJLVipJ0HKy0hHXuuqXgdWBDwG/\n",
"B54tNFsJ+BJwDfCgmP1QzDZsvbSDJsaGoKtQ13n05TnouQl3Vvvv6KrlCFK2dfrG2J7ri+1A2crf\n",
"XsA5WXDtpdmx/7j7KaR4OifFiVSOuz/t7vu4+4ruvoS7b1kv5s7dt3D3AS2V7j7K3Q8oR9qgScTq\n",
"fnOIiXIAgKu+4qp/ddXPkCyAO5Jc6YuldF4HHATcJma3itlBYva6CsRtRLglBd1I3q9XNrGuy/kw\n",
"EO5+UPGziCzRX9ugdPK+uLyJjW3YMmg6ZSt/q5OKBEPfy38sgLu/RLII7lGyDEHQH6H8NYd4jsFC\n",
"uOpcV53iqjuRLH+fBi5hwVqvbwZ+CPxPzK4Rs33FbMUKxK0l+nTQjeT9Wuhzz+41TinsN63GdDBk\n",
"imPsKpVJ0aOUrfw9QVYo2N2fI7kBrVXTZrmSZQiCuqjr8/S5psUEb/jERDloiKs+66qnueo2pD6y\n",
"P/CvmmbvAX4JTBOzS8TsU2K2VKtlzZhBn3t/9OmgWwgvjQUT9L29MimC6IsVUrbZ/2bgHYXPVwEH\n",
"ishNJMXzAFLcXxBUxTQiWclIiUE8GDSuOhM4AThBzN5AKhuxG/CmrMloYKtsmytm5wNnAJe66kut\n",
"kFFdXzaxmSTrSPTpoFuIhTq4vrD/jn5bBWUTfbFCyrb8nQwsJiK5P+8hwDLA1YCRJt1fK1mGIGhE\n",
"PgAtblKZlaHTifioYFi46gOu+n1gQ+AtpIQMDxWajAV2IdVJnS5mJ4nZ+8Ws7HcX9PXrVUxacr8g\n",
"KJtYqINbSZkmIWUpDqoh+mKFlGr5c/fzgPMKn28XkbUBJcV9/MPdo3huUCWPFfZXZcEMhcHgiBW8\n",
"YERkpR9uBW4Vs4OBTUn1A3cFls+aLQt8LtseE7OJpBqCN5dUOmIq8DbSe3JFkitoEHQyPb9Q5+4v\n",
"icgtJKvfuiKyjLs/XbVcPUjP98UqaflqZpZV88/u/pdQ/II2IFafRs60wn4of8GIcNX5rvpPV92P\n",
"NCn4KEnJm11o9hpSGaEbgTvF7Ltitk6TRYlFjaDbiD6duK6wv0llUvQ20RcrJFxZgl4nBqARoq5z\n",
"SUVbIRTooIm46suueqGr7k7KGDqBVKj5lUKz9YAjgHvE7Hox+4qYNeN/ORaGgm4j+nSiGPcXrp/V\n",
"EH2xQkL5C3qdUP6aQ/4cVzUxqVSSoCtx1RdcdaKrfoyUGvwLpPjxIm8Hfgo8KmZXiNneYrbMMG8Z\n",
"Y0PQbTxBX7xbL7vaFS1/kfSlGp6lz5ujl/tiJYTyF/Q6sfrUHPLYycVIsVlBUBqu+oSrnuSq7wfW\n",
"oM8FNEeALYHfADPE7Fwx20XMxg/hNhGTEnQV6ur09eteXtC4mz4lePsqBelVsr6Yzxt6uS9WQih/\n",
"Qa8TE7zmEFaSoBJc9RFXPdZVNwHeCHwPuL/QZFHgE8BZJEXwDDHbVszGDHDp6NNBN5L36+VNbLFK\n",
"JakId59PGhcAEJFPVihOL5P3xaVMbIlKJekxQvkLep1ispKw/A2fsKAGleOqd7nqYcA6pFienwHT\n",
"C02WIGURvRCYKmYniNlmYnVdlaNPB91ILGokitl7J4rIcpVJ0rtEX6yIlih/IrK6iEwQkQNF5LXZ\n",
"sdEispyIlF1oPgj6pSZZSVj+hk9YUIO2wVXdVa931a8AqwMfBH4LFFO6rwDsB/wTuF/MfiBmGxTO\n",
"zyKVJIKYmATdQ4zViTfXfL5fRBaRxJKVSNR7RF+siFKVv+yf6DjgQeAMUiB+no57SVIx3/3LlCEI\n",
"BsGrMRCRrGTYhAU1aEtcdZ6rXuGqnyUlivkEcA4wt9Ds9cDBwH/F7BYx+9YWV7E6fVbDUP6CbiGs\n",
"LYC7zwIOKxxaBngZmA88KyI/rUSw3iL6YkWUbfn7BnAA8GPgQ6QgfCDV+wP+BOxQsgxBMBD5ABTJ\n",
"SoZPDOJB2+OqL7rqea66C7Ay8H/AZaQJX85GwI+A/33uJJY+7+Pw9NKsZDJgjGAQdAIxVvfxAxbM\n",
"/FnkKyLS68+nbKIvVkTZyt8+wOnufjBwS53zt5FqNAVBlcQANHIiPiroKFz1WVf9g6tuRfq/PwD4\n",
"d7HNveuyxM++AjtNRra5iEvEbA8xC5ewoJOJsTrD3ecBmzZoMqFVsvQo0Rcromzl77XAPxqcfwFY\n",
"qmQZgmAgQvkbOdMBz/bDdz/oKFx1hqse76qbAWsDhwB35ufnLQJzx7ElcDopY+gkMfu4mC3azyWD\n",
"oF2JOKsC7u70/xx+LCKbtFKeHiP6YkWUrfzNItVg6o+NgYdLliEIBiKUNrdurAAAIABJREFUvxGi\n",
"ri8DM7OP8QyDjsVV73fVHwAbHPFdfvnJibDSjAWajAN2Bc4DpovZyWK2hZiNrkDcIBgq8b6rwd2n\n",
"A2OARdxdSNmAcy4UkcWrkazrKeYKiL7YQspW/v4EfF5E1qLPKgCAiHwY2IsUeB8EVRIvw+aQP8dV\n",
"TSzKyAQdjav6+/7OjZ8/GSbuBl86nmOBE+nLDgwpRngf4ErgETE7Tsze0U/piCBoB54FZmf78b7L\n",
"cPdXMjdQgH2Bp7L9lYF/i8jYaiTrXtT1BeCZ7GP0xRZS9gTtcJJmfzNwWnbsmyLyD+AS4FbgqJJl\n",
"CIKBCL/z5pA/x9HASlUKEgRNYirAKIcdpzDXVb9Ick/6KHAmfZNosuNfJiWQuEvMDhOzdWovGARV\n",
"oq5O31gd77s6uPvDwPaFQxsCEysSp9t5tS9GtvXWUaryl2X03Aw4mlRraS7wfmBpkmK4ubu/UKYM\n",
"QTAIwvLXHMJ/P+g2FurTrvqSq17oqruTFjl2A84npYnPWZf0jrtHzK4Tsy+LWfxPBO1C3q+XMrFw\n",
"aayDu/+N5J2W8wkRWb8icbqZvC+OI+kGQQso3TXL3We7+/fd/S3uPt7dx7n7hu7+PXefU/b9g2AQ\n",
"FJOVhPI3fEKJDrqNxwr7C1lJXPUFV53kqtuR3MP2Aa5iwTCHdwDHAY+J2RVitreYRUmZoEpirB4E\n",
"7n4qcF/h0J1ZGFPQPGLRuALKLvI+RkT6zeYpIkuJSNROCiolS1YyK/sYL8LhExOKoNt4Engp22/Y\n",
"p131KVf9jatuSUp09nXgpkITAbYEfkPKGPpnMdtZzMaVIHcQNCLG6sHzDqBoqLhPRH4fMYBNI/pi\n",
"BZRt+fs58M8G5/8BHFuyDEEwGCJZyciJ2MmgqxhufJSrPuqqx7rqxsAbge+xoAVhDLAdcDZJETxV\n",
"zLYSs0WaJHoQNCLG6kGShS8dWnN4L2COiExpvURdR0PviqAcyp7kbk3K+Nkfk4FtSpYhCAZDMVnJ\n",
"ilUK0sGE+0bQjeT9ejkTW2yoX3bVu1z1MFIc4DuBn5FczXOWBD5FSoL2mJgdL2abRcbQoERirB4a\n",
"x2VbLduLSK1iGAyNsPxVQNnK32rAow3OTyMlggmCqokBaOTEMwy6kaZMlF3VXfV6V/0K6b33IeB3\n",
"pNT7OSsBXyJ5zDwgZkeJ2YbDvWcQ9EPR2hJj9QC4+3x3/yqwSp3T3xORNVsrUVcR84YKKFv5exJo\n",
"lB1pfRZ88QVBVcTLcOTMAvI6SfEMg26h6ZMTV53nqn911b1JiWJ2IHnCvFhotibwbeA2MbtNzA4W\n",
"szWbcf+g54kJ9zBw9xnU91bbr9WydBHRFyugbOXvYuBzIrJx7QkR2QT4XNYmCKomYiBGiLrOo8+d\n",
"LZ5h0C2UOja46lxXPddVdyYpgnsBlwHzC802BH4APChm/xCzfcUs3NOD4TKtsB8T7iHg7pe4uwAH\n",
"FQ5/XUSWrEqmDqfoAh/zhhZRtvL3XZJl71oRmSIi38u2c4Frs3PhLx20AxED0RxyC+pKJpG8IugK\n",
"WjY2uOozrnqqq25FmpTvz8JJ094N/BKYKmYXitkeYhYTz2DQqOsLwDPZx1D+hscxNZ8/V4kUHY66\n",
"vgg8nn2MuVeLKLvI+2OkNLlnAh8ADsm2LYAzgLe7+yNlyhAEgyRcD5pD/hyFZMUIgk6nkrHBVWe4\n",
"6gmu+h7g9cDBwO2FJosA2wKnkzKGniVmnxAbelKaoCfJ+/VqJpFcaKi4uwMXFg5tVZUsXUD0xRZT\n",
"+sq8u08FPi0io+jLojjL3ec3+FoQtJpQ/ppD7XN8rL+GQdAhVB4P7Kr/A34I/FDM3gzsDkwAXps1\n",
"GQfskm3PiNlk4I/A31w13rVBPaaSypCMB5aizxIYDJ7tSLktlgLeLCKSKYXB0JgKbEQqgbM8fZbA\n",
"oCRaVs8sy5Y0I9viZRS0G5GspDlE7GTQbbRVn3bV21z1IFJCmM2BX7PgZGlpYG/gSuBhMfuJmG0c\n",
"pSOCGtqqX3ci7j6PFMIEKRNoZK8fHtEXW0zplj8RWQ7YjeS2sizJHWwB3P0zZcsRBI1Q13kmNp00\n",
"8ITyN3widjLoNp4DXgAWp436dGbRuwa4RswOBD5IetduDyyRNXsN8LVsu1vMzgQmuuq9FYgctBe1\n",
"Y/UdVQnS4VxPKtsCKcwpQpmGTtG7YlXglqoE6RVKVf5EZCtSkffxpOQuT9U2AcJEHrQLU0mTpZVN\n",
"bBF1faVqgTqQcJ8Nugp1dRObCqxDm/ZpV32ZlDn7YjEbD3yc5Bq6NX3v+fWAI4AjxOwGUiz+Wa46\n",
"tc4lg+4nxurmcH1h/z3AlKoE6WAi+2yLKdvydywpjev27n5byfcKgpFSm6wk4tWGTkwogm4kV/6W\n",
"NrHFs2yJbYmrzgYmAZPEbHlgR1J84PsLzd6ebceKmZEUwT+5au0CbdC9xFjdHP5e2N+sMik6m+iL\n",
"LabsmL+1gV+E4hd0CDEAjZzw3Q+6kY4cG1z1CVc92VUVWAP4BnBToYmQsm+fQsoY+mcx2yWzHgbd\n",
"TYzVTcDdnwDuyz6+S0SWrlKeDiX6YospW/m7j77YgyBodzpygtdmPAm8lO3HMwy6hY6PZXXVR1z1\n",
"J666MfAm4HtAMfZvDCl74VkkRfA0MdtazMZUIG5QPvG+ax5XZD9HAd8QkftExLPtQ42+GADRF1tO\n",
"2crfIcB+IvL6ku8TBM2g8pTunY66OoWaPVXKEgRNpKtWpl31Tlc9jBQH+A7gOBaMu1kC2JMURzhV\n",
"zH4pZu8Vs5ZlCA9KJ+KsmsdfC/vfAdYqfL5MRMa2WJ5OYwZ9+T+iL7aAsgfyDwAzgTtE5C8i8ksR\n",
"+UXtVrIMg0JElhGRk0Vklog8LyJXisjbhniNXUXkX9n3nxKRf4jIFmXJHDSdWH1qDvlzXN4kCk4H\n",
"XUFXjg2u6q56g6t+lVQz8IPA70gJ2nJWAPYlxTY9KGY/FLMNWy9t0EzU9UXgiexj1/Tpirh0gPNf\n",
"EJH1WiJJB5Il15uRfYy+2ALKTviyX2H/Iw3aHVCyHA3JCtBfSCoyeQxpQNwXMBHZxN3va/T97BqH\n",
"A4cC55BenosCGxAduZPoygleBdQ+xwerEiQImkRXWf7q4arzSO5rV4jZfsA2pNIRHwNyy8UawEHA\n",
"QWJ2KylRzCRXfagCkYORM5VUVHs1E5PMcyMYIu7+nIh8Gji1nybHAceJyCfd/awWitZJTCXVSlzF\n",
"xEar67yBvhAMn1KVP3fvFBeRnUhZmnZy9ykAInI2cA8pNfbujb4sIpuSFL+vuvvPS5Y1KI9Q/ppD\n",
"KH9Bt9HxMX9DwVXnAucC54rZUqRYwAmkemajs2YbZduPxOwaYCJwjqvOqkDkYHhMBd5MivdcHni8\n",
"WnE6F3c/LfNkyxO+7A6cTKoPmjNJRBYHLnL36a2Wsc2ZCmxM8khciQXdkoMm0ynKWdnsBEzPFT8A\n",
"d38cOBvYTkQGCnj/MjDN3X8uiUhy05kUk5V05ep+i+ipiXLQE/RsfJSrPuuqp7vqNqTffX/g3zXN\n",
"3gv8EpgmZheJ2R5itmSrZQ2GTMS5NxF3X4aUPXcrssWQOs1+C0wTke1aKVsHEIvvLSSUv8TbgBvr\n",
"HL+eVKB+3QG+/wHgBhH5MjALeFZEporIfgN8L2gjIllJ0+h6F7mgt8jq+j2TfezZPu2qM131BFfd\n",
"jJTU4jvAHYUmo0nuoqeTMoZOErOPi9miFYgbDEyM1U3G3c3dL3N3B04E5vfT9M9DzSvR5cRCRAsp\n",
"XfkTkW1F5K8i8qSIvCIi80VkXrbNF5F28Otdlfom5vxYvx1RRJYluUu8h5Q6+yhgF+Bm4HgR+Vxz\n",
"RQ1KJpKVjJyw/AXdSN6vVzUxqVSSNsBVH3DVo4ANgbcARwOPFJqMA3YFzgOmi9nJYqZiNnrhqwUV\n",
"EWN1ibj7taQ42X36aXKjiGzfQpHamViIaCGlKn8isiNwAcl/d1J2vzOz/bnArSSFqZn3FBEZO5it\n",
"8LWxwIt1Ljc3+zmuwS1zF8/lgb3d/afuPpmU4OYOUrmLoHOIl+HICfeNoBvJ+/V4YKkqBWknsoyh\n",
"t7rqQcCawObAr1kwfmxZ0gT4KuBhMTtWzDYRCyW6YmKsLhl3f4xkCe+PKSKyfqvkaWNi7tVCys72\n",
"+W3gOlI8wDLAF4DfufuVIrImKW6g2ckg3g9cOZiGIrK+u98DzAHqWXlyBXFOg8vk514CJucH3d2z\n",
"pDGHi8jq7v7oYGQqMEZENh5Eu2nuHoGxzaP2Zfi/iuToZGIFL+hGaseGZ/pr2Ku46nzgGuAaMTuQ\n",
"VDpiArA9fYkvVgO+mm33itlEYKKr3lWByL1OKH8twN1fFJHjSfGyV5BChYrcKSKLuvvLrZeubejJ\n",
"vigiqzI4ZXeg3CNDomzl703At939lYJ75xgAd/+fiPwK+BZwWhPveSew1yDb5tmWplG/s+V/kKl1\n",
"zuU8SbIaPpn5eBeZmf1cFhiq8rcS8J9BtDsCOHyI1w76pycHoCbzLDCbZCEJ5S/oFmpjUu6sSpBO\n",
"wFVfJhWJv1jMFieVjJhAignM5x7rAN8FvitmN5I8gya6aqN3btA8YqGudRwI/Ax4mLTwcXTN+V+L\n",
"yBeB1wGPuHs9b7Ruplf74ueBw1p907KVv9lk2RPd/SkReZEFNdyZwBuaeUN3n8HQlcmbgc1FRGoU\n",
"uHcBL5BKPvR3v/kicjOwiYiMqVm5yZWH4aS+nkl6SQ5EWP2aSyh/I0Rd3cSmAmsT7htB99Crk5MR\n",
"46ovkMI9JonZ8sAOJEXw/UDu+rlxtv1YzK4iKYJTXPWpCkTuFWaQEpKMIsbqUsnmlg8AiMix2X4x\n",
"G+hOpHfm+0lxsp9otYwV8zjwCkkv6aW+eBJw/iDaXUwyCjWFshO+3EOy/uXcAnxKRMaIyDhSAdmH\n",
"S5ZhMEwGVia9kAAQkRWAnYG/FBU6EVmjjn/2JFKH/XSh3VhSnZfbh1nP5WV3v3EQWyh/zSWUv+aQ\n",
"P8elTCxKnwTdQMSkNAFXfcJVT3HVLYDXkqwgNxSaCLAl8BtSophzxWxnMWsUex8MA3V9hT4PpXjf\n",
"tQh3n+fuk91d6At9Wpqk+EEqMTZZRPaoRsLWo67zGUSSxW7D3acNZq4PNNUluGzlbwqpE+fxdN8H\n",
"FHiKZA3bHPhRyTIMhsmk+MPfi8ihIrIvYKSXUK059jQWTG0NSXO/HfiliBwjIvsDV5NebF8vU/Cg\n",
"6YTy1xyKLnIxUQ66gRgbmoyrPuaqx7nqO4D1SWEM9xWaLEqygJwNzBSz08RsazEr22upl8j79Som\n",
"kYm1Ao7o5/iOwOkickwrhamYvC+uZGJNjXELFqRU5c/df+Lua+S+y+5+AWll4zckhekD7v77MmUY\n",
"DO4+H9gWOAs4ADiGtBq2pbvfW9s824rfn0taqTwT+Ez2/VeAj7j7peVKHzSZmOA1h7CSBN1GjA0l\n",
"4qp3u+rhpLq67yTFRxW9ZpYA9iS5P00Vs+PFbLPIGDpi8n49mia6lQWD5lyS+21/fENEJrVKmIop\n",
"jrGrVCZFD9Dy1TN3/zvw91bfdyDc/WlSKur+6rHk7bbo5/gs4P9KEC1oLcVkJTHBGz4RHxV0G0UX\n",
"++jTJeGqDlwPXC9mXyd5C00gWUKWzpqtCHwp2/6XZQw901X/23qJO57ahboIJWkh7v6siLyXZED4\n",
"Owt7lgHsKiK/AW5y9ydaKmBrqV1ge6S/hsHIKLvO33wRmdDg/CfbpMh7EAApWQl9A1Aof8MnLH9B\n",
"V6GuL9FXuy7GhhbgqvNc9QpX3Zu+uPzJ9NXghVRb8NvAbWJ2q5gdJGZrtlzYziUs2hXj7ve5+8nu\n",
"fiepPx/BwglfLgceEZF1Wy1fC4m+2CLKjvkbiPAvD9qRfABa2sQWb9gy6I8YxINu5NWFIZNwN2wl\n",
"rvqiq57rqjuTFMFPA5eSslXmvBn4IfCgmP1TzPYXs5UrELeTKMZnh0W7Ytz9IXc/3N3PAz5cc3oc\n",
"cLeILCMi40RkTxF5RwVilkXMG1pEZcqfiCxN6tiPD9Q2CFpMDEAjJyx/QTeS9+sxwApVCtLLuOqz\n",
"rnqaq25NGqP3B/5V02wz4BfAY2J2iZjtKWZLtlrWDqDo5hnvuzbC3S+nvhvuU8AZpASE14lItyQW\n",
"jHCRFtF05U9EDsvcPXN3zjOyzwtspM67J6lMQhC0E6H8jZyHgLeSEgjsWbEsQdAsYlGjzXDVGa56\n",
"gqu+G1gL+A5QjP0bDWxFmijPELNJYvZxMVuszuV6kejT7U1/f5MdCvtHi8garRCmZGLu1SLKSPhy\n",
"PfCrbH9fkp9yvYyZL5Bq+0wpQYYgGAlFN5gYgIaBur5MqusZBN1E7eTk1qoECRbGVR8AjgKOErMN\n",
"SYliJgCvy5qMA3bNtqfFbDIwEfibq/Zq/oGYcLc33wKOHqDNKOBDwG/LF6dUoi+2iKYrf+5+EXAR\n",
"gIgsAZzo7v9u9n2CoERiJTQIgnrE5KRDyDJ/Hixm3yG5gO4O7EKfu+4ywGezbZqYnUUq13RDlnG0\n",
"V5hFKk21CNGn2w53P0ZElgTeDfweOL2fptvT+crfU8CLwGJEXyyVsuv87RWKX9CBxAQvCIJ6xNjQ\n",
"Ybiqu+o/XXU/0t9sW1K81POFZqsCXwauA+4Ss8PEbJ3WS9t61HU+fXFlEWfVhrj7oe7+AXc/A1i2\n",
"cOqLwKPZ/lYi0tFxyDXZ1qMvlkjZpR4+KCLfqDm2t4g8IiIzRORnIhIZP4N2IyZ4QRDUI7wCOhhX\n",
"fdlVL3bVPUkZQ3cFzgNeLjRbFzgcuEfMrhezr4hZt78H8n69oomNqVSSoCHu/rS7S7adSHJbhmS5\n",
"3aVC0ZpFHnazjImNq1SSLqbsbJ+HkZI+ACAibwZOBGYCfyNl6PpG/a8GQWVE9rMgCOoR2ei6BFed\n",
"7apnu+onSIrg5wAj5STIeTvwU+BRMbtCzPYWs2VaL23p5P1aSM8i6Bz+WNjfvTIpmkcssLWAspW/\n",
"N5KSuuTsCTwHvM/ddwFOITIBBm2Gur4APJN9jAleEAQ5M+hTDmJhqEtw1adc9RRX3QJYA/g6cGOh\n",
"iQBbAr8hZQw9T8x2FbPxFYhbBuHt0rncCtyZ7W8mIp1emzj6YgsoW/lbnL5JNMDWwCXu/kL2+QZg\n",
"zZJlCILh8KrfeRRzDoIAQF1fISmAEAtDXYmrPuqqx7rqJqQF7O8B9xWaLAp8nFSmaqaYnS5mW4tZ\n",
"GdnTW0VYtDsUd3fgmuyjUPC261CiL7aAspW/R4F3AojI2sCGwGWF88uRMvsEQbuRD0DjgKWqFCQI\n",
"grYiHxtWNrGIWe9iXPUuVz2MFAf4TuBnLBgWsDiwB3AxMFXMThCzd4t13IJhWFs6m/8U9jepTIrm\n",
"EG6fLaDslaozgO+KyGokxe9pUnB1zsbAPSXLEATDofZl+Ex/DYMg6Cmmkt5do4EVgenVihOUTVb6\n",
"4XrgejH7OvA+Uv3AnUglIyD1hf2y7SExm0hKxnFbB5SOCOWvs+lW5S/6YkmUbfk7CvjR/7d333GS\n",
"VWX+xz/PDBOAIQxDRoRZiSsqLsEliAdhV1ERUQQJgiyCqKCAYcWwBAMYwASIoAiISJBogFWRBwV+\n",
"KiCsQxZkSA3MMDOEgcnz/P44t6bvFNWhuqv7dlV/37zqVVW3TlWd7rncvs895zwPeQ79o8BeETEH\n",
"wMymALsC1w5xH0QGQgcgEWlEx4ZRLFJaEindGCkdDqxLrq92OTC/1Gwj4HPA/wHTzP0L5j51+Hvb\n",
"b9qn29vd5FqNoOBP+mFIR/4iYhHwheJW/9oslFVKRi7NOxeRRp4sPd6A5RODyCgSKS0ArgauNvdV\n",
"yYHg/sDu5JFhgNcCXwG+Yu63krMzXh4pzaygyz3R37s2FhHzzexu8nq/Lc1s5VJujXaj4G8YDPXI\n",
"n0i70rxzEWlExwZ5hUjphUjpgkjp7eST1qOAW+qa7QicCTxl7r8x94PMfZXh7msDc+jOv6B9uj3V\n",
"MuuPIU9Lb0sp0ovA3OKpgr8h0tKRPzP7CTkN9uERsaT0vFcR8V+t7IdIC+jq0zBw85WAvYB/pEi3\n",
"99VeZATQsUF6FSnNIAd5Z5r7xsAHyDXYtiqajAX2KG7zzP1a4GLg+khp4XD3N0UKN+8CpqJ9ul39\n",
"Bfhw8XgH4E8V9mWwushJlrQvDpFWT/vclRzsjQGWlJ73xPp4XaQq5aldOgA1yc3XJf///XSKXpMd\n",
"LCBPg7rOzfctaiyKjGTlbI86NkivIqXp5NwHp5r768iJYg4g50KAnFF6v+L2nLlfQQ4Eb4qUlgxj\n",
"V2vB3xpuPjFFmt/XG2REubn0+N3AN6rqSAvUgr9V3HyVYjRQWqil0z4jYuOImFqs9Ss/7+m2cUSM\n",
"5EXQMnqVM/jpBK95fwS+DEzsqYGbj0mRlpCzAr8BrTWR9qD1UTIgkdK0SOl4cpC1M3AW8GypyerA\n",
"YcANwGPmfpq5bzNMpSN0wbONRcT9dBd737FIqtiuNLtiiLVzUVKRIZMiLXDzZ4E10cFnIF4gJ3Ra\n",
"EZjn5uPIx5sVybWxVgPWcvMVi23rkwsqq/SLjHQzyZn1VkDHBhmASGkpeT3gLeZ+DDlBzIHAe8jH\n",
"R8j71nHF7UFzvxj4eaQ0VMfI+rWs/xyi75Gh82vy31Ejlxw5udruDFh98PdAVR3pVEr4ItKz2gFo\n",
"fbe2K9pbtceAbYEvuvk55JIuNwN3kdNS30m+un0t8GbyCbXIiJciLaV7ZoCCPxmUSGlRpHRdpHQQ\n",
"sDZ5+uc1wKJSs82AE4EHzP12c/+Uub+qxV3RaEv7+wmwtHh8kpntamZ/MLP/M7N2KgGhfXGItTrh\n",
"y1LyGr7yiXJ5vY/VbTMgImIsIiNPF/B6YDwwheWn50jvHiRfxd4fmE3OJjedvCh9RnGbVWx/njyS\n",
"Mr2CfooMRBfwKmBtNx+XIi3q6w0ifYmUXgYuAy4z9zWA95HXB76F7vOnbYrbN839j+T1gb+IlGYP\n",
"8ut1wt3mIuJeM/sRcESx6Q+ll78MvGP4ezUg2heHWKunfTYaYt6bXOfmf+keut0ceBswDbiqxX0Q\n",
"aZX6A5CCv/57GpgHHAvcRJ5l8BKwkHxFe3EfiWBERrL6KXKPVdUR6UxFMHcucG4xyrcf+WJabQTH\n",
"yEHhW4AzzP035EDwV0UQ2SytZe0Mn6Q7+Cvbw8w2j4h2mEKpfXGItTT4i4gTy8/N7AjyNIatisWo\n",
"5de2JF+VKP8ji4wk9cHf36vqSBvqIq/lm5kiPdVTIzevTT0PyCnHh6FvIoOl4E+GTaT0BHAacJq5\n",
"b0YOAvcnX0gHGEcumbMXMNfcryIHgr+PlBb382s02tIBioLvnyNnmK13v5mdCNwQETc3eH2kUC3V\n",
"ITbUa/4+C5xRH/gBRMR9wBlFG5GRSH8MB+6h4rYUwM3HlwK9ZVKkpcUaKgV+0k6UGVEqESk9GCmd\n",
"RE7ssS3wbZYvPzIJ+CBwHdBl7t839x36kTFUf+86x9m9vHYi8Ccz+94w9WUgtC8OsaHO9rkByy9a\n",
"rrcI2HCI+yAyUDoADdydwFYpcsHi2r2brw5MJh975pHr/EWKpCm10k50ZVoqFSkFcAdwh7l/Bkjk\n",
"0cB9yNmUAdYCjipu083958DFkdLd9Z+XIr3o5nPJwaP+3rWxiHjezNYkl1C6Fbgf2Kiu2dFmdnlE\n",
"jLhi8CnSPDefQz5X0L44BIY6+Lsb+KiZXRwRT5RfMLMNgY+R1/2JjESadz5AxSheLeB7A/BOYBdg\n",
"E3L5jBXJU5XmAXe4+Y+BS1KkBdX0WKQpOjbIiFEUg78BuMHcPw7sQU4UsyfdtVY3Bo4Hjjf3aeRp\n",
"oZcURehrasW1tU+3uYiYRZHwxcw2J8/Eqc8Q+y0z+/eIGImzbroogj83N80Maq2hDv6OBX4LPGBm\n",
"VwP/KLZvRs4ECHl6gshIpKv7g+Tm7yavPXgVuQCtA4+Ss3yOKbbvQk5RvaGbf1MBoLQBzQqQESlS\n",
"WgBcDVxt7quSz7UOINcSrGVWfx1wCnCKud9CDgQvv7E7+Jvk5qukSC8O+w8gLRcRC8xse/JU4MfJ\n",
"//4bAdsD7ydnmB1pusjJIicCq5PPGaRFhjT4i4ibzexN5Cyge9N9BWoecD1wQkRo5E9GqmfoLl2i\n",
"K6FNcvMtgQuAe4AvkKeCPgvMB5aUr+S5+TeAT5OL1N45/L0VaYqCPxnxIqUXgAuBC819bfKJ/gHA\n",
"jqVmOxW37x35A2bsfRXsfDOs/DLrAQr+OkREPAVsDWBm5YDvUjNbGBFXV9a5xuqPsQr+WmioR/4o\n",
"gru9zWwsef45wMyIWDLU3y0yGCnSYjd/BlgXjfwNxNHAc8CHUqSHGjVw8xVSpMXA+cDBwBYo+JOR\n",
"bw55veoEFPxJG4iUZgBnAmea+1TgA8CB5NEVgLEPbMF6px4P4xfAas9zzkz37wK/KUYTpXP8ou75\n",
"VWa2XUTcXklvGqsP/u6pqiOdaKizfS4TEUsi4unipsBP2kXtALSum4/ttaXUW4t8wJ4J4OYT3Xys\n",
"m49xy5nnisAPcspyo3taksiIVYxa144NmhUgbSVSeiRSOiVS2gp4PfB18nR8ABZOgJlr8xbgSuAZ\n",
"c/+Rue9qrr+BnaBY43dS3ebbzOyoKvrTA62rHkLDFvyJtKnaAag8ci3983dgK3IRYlKk+SnSkqK8\n",
"Q8CygHB74IvktQg3VdZbkebUjg2T3Xxiry1FRqhIaVqk9Dlg6hE/5H/2vhJWX36C3WrAYeTkIY+Z\n",
"++nmvm0/SkfICFbU5T66bvO3zWylCrrTSLmcjmZetdiQT/sUaXP1Uw+erqojbegK4O3Aj9z8fGA6\n",
"8Dz5otPq5Oxz2wPbkYtkH5MiPV5FR0UGoD4h1CNVdURksCKl8F3dAT5+JvxyT6767jHMJedrmFQ0\n",
"W5+cyO9Y4B/mfjHw80jpgSr6LIMTEWeY2fdLm1YAzjSzUyOi6n9TraseQhr5E+mdph4MUIp0L/Bh\n",
"cobP/clTiy4obt8FjgHWAE4H3pYi/UZTa6WNlK9M69ggnaALYOxijPO5AAAgAElEQVRSeM81LIyU\n",
"DgbWIR+/r2X5us2bAicA95v7HeZ+nLnrJL39HFv3/EPA/Wb2gQr6Uqbgbwhp5E+kdyr3MAgp0n3A\n",
"vm6+NTm19BJyEphngekp0vxa21LyF5F2oAtD0mlesU9HSi8DlwCXmPsawPvIwWAir9MG+Lfi9i1z\n",
"vxH4OXBFpKQMjSPfWeRY4Jt1288xs98V9QKrUJ5lpeNriyn4E+mdrj4NQpHYZUyKdBdwV29tFfhJ\n",
"m9GFIekoKdI8N3+OPC3/Fft0pDQbOBc419w3APYjl47YpmhiwFuL21nm/htyDcFfFUGkjDARsZBc\n",
"7H0ecEbppVWAvYDzquhXirTIzWcAa6Pja8sp+BPpnYK/QSgSuyyX3dfNVwBWIq8jmUKeVrRBcfsX\n",
"4OMq9C5tQMcG6URd5OBvfTe3cj3WskjpSfKU/dPNfXPyaOCBwCZFk3Hk4GEvYK65X00eEfxdpLSo\n",
"wUdKtc4GniDP0Pluse0/qCj4KzxFEfy5+ZgUaWmFfekoCv5EeqepXYPg5u8jnwysD7yquF8PWJF8\n",
"gjGuaLqYPB10BeBL5IO+yEhW3kcV/EmneBL4V7qP0X1O3SwSvpxo7ieRRwEPINcRrI3YTAIOKm6z\n",
"zP0y8ojgrZF0Qj8SFCXYrjGzFYCvkEf+PmBmB0ZEVf9GXcAbyOcJawIzKupHx1HCl4KZrW5m55jZ\n",
"TDOba2Z/MLM3NvH+fc3sVjObbWZzzOwvZnbQUPZZhsVMcmACmnowECeQ/5DsBbyGXBj7evJo4KLi\n",
"tfcC7yra7ArMrqSnIs3RhSHpRAOezhwpRaR0e6R0HLAhsBvwY/KFvZopwEeBPwH/NPdTzP11g+yz\n",
"tEhELCaXXapZYmYHF0HhcNMxdoho5A8wszHAr8nFTr8BzAI+BriZbRMRD/Xx/iPIQ+a3kOuVAewL\n",
"XGhma0bEd4as8zKkUqSlbv403aNW0pzDyFM8Z5MDv0eBI4FDgAnktSHXpki3V9ZDkYF5EXgJWBld\n",
"GJLOUT+d+d6BfEiktIRcG/AP5v5xctmf/YF3k0cVIU8x/BzwOXO/mzwaeEmkpLIp1ToP+Fbp+QXA\n",
"BWY2JSKG8+Js/YWIO4fxuzuaRv6yfYAdgEMi4ssRcRY5k9US4KR+vP8Q8lSJt0bEWcX7dwMeJqfN\n",
"lfZWOwCt7ebjem0py0mRbkuRbkqRpqVID5Lr+p1CLv/wEXKph+vc/JDae4o1gSIjWrEWqlbuQcGf\n",
"dIqWr2WNlBZEStdESh8gr/E+mO4ZIDVbAV8jjwbeau5Hm/s6rfh+adq3e9g+y8z+ZRj7oXXVQ0TB\n",
"X7YP8HREXFnbEBHPApcBe5lZXyf884DnImLZIuZi/vQsQBmu2l/tBM/If7ikCbVgzs3fCFxOTuH8\n",
"+RTpXOD9wN+Bs938y24+MUVaXGQJFRnpaicnq7r5pF5birSHIZ1qFym9GCn9NFLag3xCfzRwa12z\n",
"HYDvAU+a+/Xm/kFzX6XVfZHGijV+v+/hZR/GAFC1VIeIgr/sjcDfGmy/jTxlbbM+3v8tYDMzO9nM\n",
"NjGz15jZl8h1b77R2q5KBXT1aRCKYG4j8lSSFYFDU6Q7i0xy95AvvlwA/DdwgZtv3FOGOZERRscG\n",
"6TTDtk9HSjMipTMipZ2AqcDxwLRSk7HA24ALgRnmfqm572XuE4ayXwLkpD1/AK5h+eB8Q+BhMztw\n",
"GPqgcjpDRNOrsvXI09Dq1bK5rQ/c09ObI+J6M3sPcCnda/5eBt4XEb9sYT+lGuWsfrr61CQ3X5Nc\n",
"SPYNwD4p0k2Qp80VAeAc4Eg3fxA4GZgM/GdlHRbpv/oT5Qer6ohIi1RyQSNSmg6cCpxq7luRg48D\n",
"yOsCASaScynsCzxn7r8grxH8Y7G+UFooImaSly8BYGZXk5Oy1VxkZs9ERE8jhK2gi2tDpOOCPzMz\n",
"ciKJPkXE/OLhRHIyinq111ds8Fr5O99Mns52M3l0YwXgCOBnZvYfEfGX/vSnzjgz+7d+tHsqIpQW\n",
"f2gp49QAuflE8jqOPYCjUqQry6+XR/hSpNPd/AnyNCCRdqCTE+k0T5ceV7JPR0p3A5839y8CO5IT\n",
"xexLTvcPuQTFh4tbl7lfSq4heHskzRoZIkcBu5MTXNX8zsz+Rp7ldkpEfL7F3zkDWEqepdiRx1cz\n",
"W4/+jWq2NN9ExwV/wFvIQ9V9MrMtIuJB8pq9RgHjxOJ+Xh8f9QPgwYh4e+mzLyOPFn4X+Pf+9KfO\n",
"2sAd/Wh3EnDiAD5f+k9TDwZuJfIf6FNSpLN6a1iMAl7m5vcNT9dEBk0XhqSjpEgL3XwmsBYV79NF\n",
"DcCbgZvN/Rhy8LE/sDe5diDkoODY4vaQuV8MXFzUHpQWiYgnzGw34Gpg3dJLtUGK483snoj4Wau+\n",
"M0VaUmRbX58ODf7Iie9OGO4v7cTg7z76n2GzdoXrKRrvWLUT/a4GrwG5PiC5IOpXy9sjYrGZXQ98\n",
"3MxWKGqnNGMGebSkLxr1G3rlRcedegAaEinSbDe/iO7p0L21DTcfkyJN66utyAihC0PSibrIwd+6\n",
"xTG58kLskdIi4DrgOnNfiVwb9gDgHXSPimwC/A/wP+Z+B3la6KWR0pMNPlKaFBF/MbP1gTnAag2a\n",
"XGRmd0bEgMqD9KCLfN61jpuvkCI1ey490v0QuLYf7a4jDwq1RMcFfxHxDHlxcDPuAt5sZhYR5SkD\n",
"byLXceptHUftoDO2h9fGFK81u8MuiohGSWhk+Onq/iCkSAc30bbykwyRJmjap3SiLvIa7XHkouwz\n",
"q+3O8iKll8nZ2C8z98nAe8mB4K7krNwA2xS3b5n7TeRA8IpIaTjr1HWciAgze4HGwR/APWb214h4\n",
"U4u+snaMHUMOfnocjGlHxbKtPgdxzGxRX22aoWyf2S/IKfzfW9tgZmuS09D/slzCwcxebWZb1J4X\n",
"i2KfAN5bLglhZpOAPYH7IqLRekJpH3PoXhOqq/siUlP+o63gTzpF21zUiJTmREo/jpR2A14FHAfc\n",
"Xmpi5LrN5wBPm/svzX1/c1/5lZ8m/VQfiNQPVGxvZqu26LvaZl9sJwr+sl8AfwZ+YmZfMrOPkbN/\n",
"Gq+ci3shUD+k/RVyOYg/m9kxZvYp4K/kHfUrQ9lxGXpFUpLaSZ5G/kQEgBTpZeC54qmODdIp2nK2\n",
"S6TUFSl9O1LaDtiCnD36H6Um48jTRS8GnjH3i8x9D3NvaTKNUeCDpcffovESpcfNrNGMuGa15b44\n",
"0in4Y1lBy3eQSzV8glybbwbw1oj4R33z4lZ+/znk/xmCnNnwZPIJwT4R8fOh7b0Mk9oBaHKRwVJE\n",
"BLqPDeu5ufXaUqQ9lNfIteVsl0jpgUjpBGBzYFvgdJYPJFYGDgR+Q84Yeqa572TuOi/uQ0TcSs64\n",
"+qqI+ExEzADOrmu2KrC4yMA/GFpXPQS0kxci4rmIODwi1oqISRHx1kZr7iJi14h4xdWMiPhZRGwb\n",
"EStFxMoRsWNEXDU8vZdh0PZ/DEVkSNROTlak53UwIu2kY6baRUoRKd0RKX0KeDV5XeC5dI/YQy4h\n",
"8TFyZtF/mvvXilqD0oOIeD4iniw9/yh5fWi9nQb5VR2zL44kCv5E+kcHIBFpRMcG6TQduU9HSksi\n",
"JY+UjiCXK9ibnDhmfqnZRsDxwDRzn2bux5v71Aq623YiYja5HmDZOWb2ukF8rKZ9DgEFfyL9owOQ\n",
"iDRSnhWgY4N0go7/excpLYiUro6U9iMn/DsYuB5YUmq2FXkpzz/N/VZzP8rcW5ZuvxNFxJksXwdw\n",
"S+DvZvZmM9vGzI5ocipor/uime1iZr8zswMG2OVRScGfSP9o3rmINKJjg3SaGUCt7E7H79OR0guR\n",
"0k8jpT3II51HAbfWNdsB+D55feD15n6wua8y3H1tB0XJte/Ubb6UnIX1h8CzTXzcLLqziy63LxZB\n",
"5BXA7sDPzGzCgDo8Cin4E+mfjpwGIyKD1vGjJDK6pEhLgKeLp6Pq712kNCNSOjNS2gmYSjEFtNRk\n",
"LPA24AJghrlfZu57mysRXJ0TgEdKz8uB2xpmFma2Vl8fUtT+rWVbr78Q8Vryes2abQbS0dFIwZ9I\n",
"/yj4E5FGdGyQTlTbr9d181ak7G87kdL0SOnUSOn1wOuBU4BHS00mkutBX0muIXieue9uPjp/X2UR\n",
"8QI5GLu7l2YzzKw/I8u1fXEtNx9f2v7WunaDTS4zaqxQdQdE2oRO8FrAzVckF+JdH7g/RXqm4i6J\n",
"DJZG/qQT1fbrMeQ1cV29tO14kdI0chKYL5CngB4A7Ef3yNNqwKHF7WlzvwT4GXBHpBQNPrLjRcQc\n",
"M/syecpnT7rINbV7Uz+1vhaAf7eu3dbN9XD00sifSD+kSC8Ac4unCv4G7kjgQcCB3artikhLPF16\n",
"3PHro2TU6CKv++tCJUyWKUpH3BopHUU+F9gDuJDu8wPICU+OAW4DHjD3E8198+Hv7Yjw+7rnj9c3\n",
"MLMt+viMV6yrNrN3NGin8hz9pOBPpP9qByAFfwNXzoyo36O0vRRpITCzeKp9WjrFp4HxKdIGKdJ9\n",
"VXdmJIqUFkVK10dKhwBrA/sCVwMLS802Ja9/u9/cbzf348x91MwQKMo/lJ0VEfUjffeZ2Z69fMxy\n",
"M6+KRC/nNGj3ejMbN5B+jjYK/kT6r3YAWtXNJ1Xak/al6bPSiWr79Xpurr+r0vZSpJeKxC/SD5HS\n",
"vEjp8khpb/LI3xHAjUB5yuc2wGnA4+Z+o7kfbu6TK+hulRYX91+u235IL+/pApjJTPZkz7PJI9I9\n",
"BdBvH1z3Rgf9kRLpP6V0Hzytj5JOVNuvx7F89jkRGWUipTmR0rmR0luBDYFPAXeUmhiQyKNXz5j7\n",
"1ea+n7mvNPy9HRaHFveLgMuKx2fUteltWuyTQbAv+zKXufUZQj8MXFV6/qqBd3P0UMIXkf6rH7X6\n",
"R1UdaWNPlR4rgJZOUX9haEZVHRGRkSNSehI4HTjd3DcD9icni9msaDIO2Ku4zTX3q4GLgd9HSosa\n",
"fGQ7+inwPPB4RDwGEBEzzGwV4DFgMrCZmY2LiEY/c9dhHNbTZ18KTAf2Lp5v2sqOdyqN/In0n6Ys\n",
"DlKKNA94rniq36F0Ch0bRKRXkdKDkdJJwBbAduSgsHxBdBJwEPAbcjH5M819Z/P2nkoeEUsi4qqI\n",
"uL1u+1zg+uLpeOBfG73/Ii568ZHlSgYuM6P4jPKa1C1b0OWOp5E/kf7TlMXW6AJWBzZwc0sxOtNg\n",
"S0dR8Cci/VKUfrgduN3cPwvsQh4N3If8txHy9PGPFbfHS6Uj/t5hpSNuJ4+GAtxlZpMi4qUiA2gt\n",
"qPtJ3XvOBZYAnyyePwW8AKyKgr9+aeurCSLDTCd4rVH7PU4kT/cQaXe6MCQiTYuUlkRKN0ZKh5MT\n",
"xbyHvC5ufqnZhsBngLuAu8398+Y+dfh7OyRuq3s+18wuYfnRvNqaQfZjvwURcUREfDQiFgJERJTa\n",
"b2Rmnbp2smUU/In0n4K/1lDiHOk05RIm2qdFpGmR0oJI6ZpIaT9y6YgPkqeALi41+1fgq8A/zf1W\n",
"cz/K3NeuoLut8tcG2/brqfFO7DTBrWFinHKwOFprKvabgj+R/ivPzVfwN3AKoqXTaJ8WkZaJlF6M\n",
"lC6KlN5JPqZ8DLilrtkOwPfJ6wOvN/eDzX3V4e7rYETEAuDd/W3/Gl4DjS+w3V96rKmffVDwJ9JP\n",
"KdLLdCcr0dSugdOJsnSaGeTaU6B9WkRaKFKaGSn9IFLaGZgKHA/cXWoyFngbcAG5dMTl5v4ec59Q\n",
"QXebFhG/LAq/v67By3NrDw7mYFZiJWh8jFXSlyYo+BNpTrmYs1Xak/al4E86SlEM++niqS4MiciQ\n",
"iJSmR0qnRkqvA14PnAI8WmoykZw45ipyIPgjc3+ruY+toLtNiYi7iyDwFOArwMoRsUpE2I3c+JlD\n",
"u5f+NTrGKvhrgoI/kebUApcVgdWq7Egb05o/6US1/Xodt5F/oiUi7S1SmhYpfZ48GrgjuXD6zFKT\n",
"1YDDgBvIGUNPN/dtzUf2heuI+HxEfCkiXi5t7uu84RFgYfF4swavS4mCP5HmaNRq8PQ7lE5U26/H\n",
"kJM1iIgMuUgpIqX/FykdTf6buge5sPrcUrP1gGPJ2TUfMPejW/Hd5j7e3N9g7kM92tbreUNELAb2\n",
"BF4LbDvEfWl7qvMn0pz6A9C9VXWkjZUT52iKnHSK+mPDUz01FOkExdKHicDCYuqzVCxSWkwunH69\n",
"ua8EvItcQ/AdwLii2abAxoP9LnPfDjiLXIpiZXOfBXwLODdSWjDYz6/T50XjiPhti7+zY2nkT6Q5\n",
"GrUapBRpId1TUzTtUzqFav1JR3DzsW4+vh9NtyVnoOwxNb9UJ1J6OVK6LFJ6D7AOcDjwByCAiwfz\n",
"2eY+BfgluTbh14rPvhn4MrD7YD67Bzq+tpCCP5HmKPhrjdrvcX0313FIOoHWskqn+DPwezd/c08N\n",
"3NxSpNuAecCRbq418CNYpDQnUvpRpLQbOXj62yA/8r/IMcRhkdL3gEuB44CHgZMAWrm2MEWaC7xY\n",
"PNXxdZB00iXSHAV/rVH7PY4DplTZEZEW0bFBOsUUYGfg125+XG1jDxmuzwC2ICcdkTYQKT0VKcUg\n",
"P+ZT5JG+PxfPx0ZKM4ptG5v7li34jnq1Y6xG/gZJwZ9Ic3SC1xr6PUqn0T4tnWIOxbox4Btufqmb\n",
"r50iRWmmRi0QvBdYQgvWkEl7MPfVyP/+cyKlF8x9bKS02NzHA2sCawDPF21fccHAPO9D5r6OuW/R\n",
"xFc/Wdyv7NZexexHGgV/Is15uvRYJ3gDp/n70mm0T0unmAG8TF7H9VHg7cCf3DylSEsBavfkfX0x\n",
"0BYFxaUl5gMPAm8099UjLUv2sxWwK/AQ+QICfYz+fQm42tzvNffzzP1NfXyvjrEtouBPpAkp0gLg\n",
"2eKpDj4Dp/VR0mlmAYuKx9qnpZ09AmwETEiRziVninweuMHNv+Pm6wIU9x8l7/f/V1VnZXgVmTwv\n",
"ArYGzjf33cz9I8B55GPfn8hZYDH3KeZ+qLmnWqH5SMsuHNxevOfX5MDx1+Z+WjGC2IjOG1pEwZ9I\n",
"82pTD9ZTspIB0xQ56SjFSEitvIP2aWln04HVgZUAUqRbyCUDvgscBTzk5g+SA753AmemSPdX01Wp\n",
"QqT0Q2Af8rHuWuCTdF/8uo3uGoOvA34MfJZcdL78GedHSt8ATgD2B84HPkYuTN+IzhtaRCeuIs1T\n",
"spLB0/QN6US1/XptNx/Xa0uRketx4NXAKgBuvkKKNAP4NLADcDb5IuifgQ+mSKdV1VGpTqR0JXlK\n",
"8KrkKcJPAI8Bf4mUaoHgA+Tg7zLgudp7zd1q6wGLkhQPA6eRj6F7Fm2Wq0V+3dsZM3flZU8V/A2C\n",
"iryLNK/+6tPMnhpKj3QFTzpR/bSkx6rqiMggPAhMAxbWNrj5mGJ0+zY3v6O05q9W9qHVmR1lBDL3\n",
"bQAipTuK+9nF9jcDewEnUkwBNneLlJ4iB4bLiZTC3Nc196VFllDI5wKTgIfNfUKtULy5vxX45Phj\n",
"2O57n4At74M9f8k2aSh/0A6n4E+keU+VHq+H1joMxDPAUvLsA83dl05Rf1FDwZ+0nRTpDnIB99rz\n",
"xQBuPpmcydHcfAF5mt/SYlRQOlwxUvcu4APmfiJwd/HSzsDJ5JHgr9fW9BUB3grA0tI6v9pnjQEO\n",
"BL5p7jcB9xSfvRj4QSnw2w64EHhp1Re44kPnc9RVe8NFB7Hrye7rRkrlJHzST5r2KdI8TVkcpBRp\n",
"Cd2ZUzXyJ51CI9rSEdxycg43f4Obf97Nryev5bqDfKL+KLmg9y/c/BA3V7bPDldk7nTybKcLgauB\n",
"3wFnApcDB0dKC2qJXYr3LK4P/IrtS4GLycXixwIHA6cA20ZK9wKY+wbAV4GVgf+8fF8+s8d1cNQZ\n",
"8MhU1gL+Y8h+2A6n4E+keU+WHusEb+BqJ8rr1k40RNqcLgxJR0iRlrj5u4GfA58DJpNP/E8jF/g+\n",
"hnzSPx74CfAZBYCdL1K6KVLahZzp81yKgA04NFJ6qKj5t8TcJ5j7Kn181lPkIPIj5POqfYFZpbV+\n",
"7wO2A74ZKT26643EmGD25g/Ams+yGAV/A6ZpnyLN09X91qj9HscAa7P8dFqRdqRU5NIR3HxL4ALy\n",
"KN8XgDvJZY7mA0vKa/zc/BvkZDC/LtpJh4uU7gPuqz2vFW4v1fzbHfgfc/8ycF0REFoxFXQsEJFS\n",
"bTrofeZ+BnAqsG6kVJsuvz85iczPi+eLga65k1hjpZcZS2C17240uig908jfyDOm7l5GHgV/BTNb\n",
"z8xONLOBnOjq9yjDapD7a39on5aWGYb9tTdHk7MzfihFuipFmp4izU2RFtcCP7dlIzTnk4PCLSro\n",
"p4wAkdLSZfvr1KkbkkcDtwPWKgWEm5r7apHSklqwZu4rFq+9mhzcbVhs3w7YErg5Unqk+I4lQNfC\n",
"8fDsmtiqL/CP2ncP18/ZKRRgjDxj6+5l5JlBTlYCmtq1HrlGj4I/aQeD2V/7Q/u0tNJQ76+9WYs8\n",
"6jcTwM0nuvlYNx/jllP01xLBAJsDhs5bRru8v06fvlakdBLwFuB/AYrC7XsCfzf3d5n7GgCR0rzi\n",
"8QfJCWSeKD5rN/J51k3F+2v7VtdDm8C8FWHzB5gzXD9Yp9G0T5EmpUiL3fwZ8oFOU7sGTuujpNM8\n",
"B8wDVkT7tLS3v5OLbb8FuDZFml/fwM0nAq8HvkiuDXjTsPZQRrRI6U+lp4uAu4A5wBnAH839LnKt\n",
"5N3JBeB/GCk9WrR/NRDAzbWPK+67btwVNngS/v3PLBjqn6FTKfgDzGxd8uLlN5GHqlcGdo2Ifh/I\n",
"zGwD4NvkBahjgBuBYyPikdb3WEaALnLgt66bjy2yV0pztD5KOkqKFG7eBbwG7dPS3q4gF/D+kZuf\n",
"D0wHnief36wObAxsT57a9xhwTIr0eBUdlZGvyBR6g7nvChxa3PYAXiTvV0dHShfBsuLuY4B5kdIT\n",
"5j6uVjT+j29m6V+3h3f9Cna6Ja/5k+Yp+Mu2AD5LLmz6d2AHuq8y9MnMJpGDvVXIaWkXA8cCN5nZ\n",
"1hExu+U9lqp1AdugZCWDoSly0olqwd9kN18xRZpXdYdEmpUi3evmHwZOIifeWJ08ol1bLhTA/cDp\n",
"wDkp0vRSIXiRhiKlOeR95nRzX5+8JnBZrWRzXyFSWmzui4FF5r5OpPRM8dqam3yQN45ZCm+5CdaZ\n",
"wZRqfor2p+Avux1YIyKeM7N9yMFfMz4GbAJsFxF3AJjZdeT5y58iZ8qSzlIO9tZHwd9AKPiTTlQ/\n",
"ov3PqjoiMhgp0n3Avm6+NXka3hLyKM2zwPTyVFDNgJFmRUpdLH+8JNKydaS/BQ4HPmLuZ0dKM4Aj\n",
"H9qEt33gEnjtvYDOGwZMwR8QEXMH+RH7AH+tBX7FZz5gZjeQ65Yo+Os89evV7uipofRoFnkdwDi0\n",
"Pko6R/2xQcGftK1iNO8u8nqtRq9bihQK/KTFfkWuH/kpYDdznwL866S5XHbgz9ivaKPzhgFSts9B\n",
"MrMx5AXPtzd4+TbgNWa28vD2SoZBudC71vYMQDE9qDZiqit40ik0oi0do69pnOV6fyKtUtQAPBI4\n",
"mHyecDOw33uv5NBJLy1bltXUuZe5jzP3y8z9EHNftcVdbisa+Ru8NYDxNJ72Vz6x/cew9UiGg07w\n",
"WqOLPJ1oLTcfnyItrLpDIoOkY4OISAtEStcA1yzbkMDP9xnAOjR/fN0deH9xO9vcfwVcTC5C/4ps\n",
"tp2s40b+LJvYn1uLvrJWoLJRytn5dW2kc+gErzXKv8d1K+uFSOvo2CAiMnRqx9j13LyZOObtpccT\n",
"yUu2rgSeNvcfm/tGrergSNeJI39vAf7Qn4ZmtkVEPDjI76tlcpvQ4LWJdW36Y43ifoqZPdOP9kvo\n",
"Ljguw8SwMVOKRFMLWHDAi/biHhV3qSrjivvrzGxRs2+exKTVJzKRIOJ5nr9tsS1u+jNEmjCo/bU/\n",
"xjJ2hclMBmA+8z861+buPxTfI6PCkO+vIi00LPvraqw2ZRzjCGLMbGY/Hhb9n3o8btxMJkxYiQkT\n",
"ViQv28ofCf/F7Nl72NKlw30+PQYY22crlmU2XbsVX9qJwd99wIf62fbpFnzfbPKoX6O5x7VtXQ1e\n",
"60mtbslYWvSPLK0XBM/ybO3pSsVtNBvQvjq3+I+832t/l+EyZPvaEpaUjw0rFzeRwdCxUdrJkO6v\n",
"z/N87eEYmp1dsWhRvs1tmOexHfI3tGTGZscFfxHxDHDhMH7fUjObRi50Wu9NwMMR8VITH7mAPIoY\n",
"5MCyLxr5ExERERFpL/0d+VuDfJG80RKzpnVc8DfUzOzVwEoRcX9p8y+AU81sm1Kdv82BXYFvNvP5\n",
"EaGrxCIiIiIi0nIWTUyV7WRm9sXi4WuB/YDzgOkAEfGVUjsHdomIMaVtk4A7gVWAbwGLgePIUfrW\n",
"ETFr6H8CERERERGRnin4K5jZUvJUSyvdA0REjC21u5Ec/I2te/8GwLeB/yQP494IHBsRKvArIiIi\n",
"IiKVU/AnIiIiIiIyCnRcnT8RERERERF5JQV/IiIiIiIio4CCPxERERERkVFAwZ+IiIiIiMgooOBP\n",
"RERERERkFFDwJyIiIiIiMgoo+BMRERERERkFFPyNAGY2wcy+bmZdZvaymf3ZzHavul8ijZjZymZ2\n",
"kpldb2azzWypmR1Sdb9EGjGz7czsDDO7x8zmmtmjZnapmW1add9E6pnZa83scjN72MxeMrNZZnar\n",
"mR1Ydd9E+sPMvlCcF0yrui/SmIK/keF84Fjgp8AngCXAb8xspyo7JdKDtYAvAZsDdxXborruiPTq\n",
"v4G9gd+Rj6/nALsAfzOz11bZMZEGXg1MIp8XfAI4EVgE/NTMvlBdt0T6ZmavAj4PvITOC0Ysi9C/\n",
"TZXMbHvgz8CnI+L0YtsE4G5gRkQoAJQRxczGA6tHxAwz2wa4DfhQRFxYcddEXsHMdgBui4jFpW2b\n",
"ANOAX0TEByvrnEg/mNkY4A5gjYjYqOr+iPTEzC4BpgArAEzxIR4AAAohSURBVGtGxOsq7pI0oJG/\n",
"6u0DLCZfjQYgIhYAPwZ2MLMNquqYSCMRsTAiZhRPrdLOiPQhIv5fOfArtj0E3AtsUU2vRPovIpYC\n",
"T5BHAEVGJDPbBXgfcAz53ECjSyPUClV3QHgj8GBEzK3bfltxvzXw5PB2SUSkc5mZAeuQR/9ERhwz\n",
"WwlYCVgNeDfwNuCoSjsl0gMzGwt8Hzg3Iu7Jh1gZqRT8VW894KkG22vb1h/GvoiIjAYHko+tX6y6\n",
"IyI9OB04oni8GPhERJzTS3uRKh1JXq/61qo7In1T8Fe9FYEFDbbPL70uIiItYGZbAGcCtwIXVNwd\n",
"kZ58G7iMfJHiQOAMM5sXEdpnZUQxsynAycDJETGr6v5I3xT8VW8eMKHB9oml10VEZJDMbF3g18Ac\n",
"YJ9QxjMZoSLiAeCB4ulFZva/wHfM7LKI0HmBjCRfAZ4lT/uUNqCEL9V7isZTO9cr7ruGsS8iIh3J\n",
"zFYDrgNWBd4eEU9X3CWRZlxBXv+3edUdEakp6qUeTg78XmVmG5vZxuQBjPFmtpGZTa6wi9KAgr/q\n",
"3QlsZmar1G1/U3F/FyIiMmBmNhH4JbAJ8K6IuL/iLok0q7YEZGmlvRBZ3gbkWOJ7wD9Lt+2BzYBH\n",
"yHWBZQTRtM/q/QL4NHlh92mwrM7focCfI0KZPkVEBqjIQncp+YLaXhHxl4q7JNIjM1srImbWbRsH\n",
"HAzMAu6ppGMijU0D9mb5sg5Gngo6Cfgk8HAF/ZJeKPirWET81cwuB04xs7XJ/5McQs6adGilnRPp\n",
"gZkdBaxO95Tld5vZq4vH34uIF6rpmcgrnAbsSR75W9PMDiq/GBEXVdIrkcbOKWYC/ZG87GNdcsKX\n",
"zYBDI2JJlZ0TKSsSvFxTv93Mji1ev3bYOyV9Mq13r14x0vdl4CBgMvB/wJci4neVdkykB2b2CLBR\n",
"8bR2EKkVdZ0aEY9V0jGROmZ2I7ALef+sFxExdpi7JNIjM9sPOAx4HTAFeAH4C3B6RNxQZd9E+qs4\n",
"7k6JiNdX3Rd5JQV/IiIiIiIio4ASvoiIiIiIiIwCCv5ERERERERGAQV/IiIiIiIio4CCPxERERER\n",
"kVFAwZ+IiIiIiMgooOBPRERERERkFFDwJyIiIiIiMgoo+BMRERERERkFFPyJiIiIiIiMAgr+RERE\n",
"RERERgEFfyIiIiIiIqOAgj8REREREZFRQMGfiIiIiIjIKKDgT0REREREZBRQ8CciIiIiIjIKKPgT\n",
"EREREREZBRT8iYjIqGJm083sJ1X3o56ZnWVmvy09T2a21MzeW2W/BsLMjjSzR81sfNV9ERGRbgr+\n",
"RESk45jZjmZ2gpmt1uDlKG4jhplNBQ4Dvlp1X1rkJ8B44CNVd0RERLop+BMRkU60I3AC0Cj42ww4\n",
"fHi706dPAv+MiJuq7kgrRMQC4ALguKr7IiIi3RT8iYhIJ7P6DRGxKCKWVNGZRsxsHHAgcFnVfemN\n",
"ma1Q9LW/LgM2MrNdh6pPIiLSHAV/IiLSUczsROAbxdNHinVzS83s1cXry635M7MPFa/vbGZnmNmz\n",
"ZjbHzH5oZuPMbLKZXWhms81slpl9vcF3jjGzY8zsHjObZ2ZPm9nZZrZ6P7q8MzAF+H0Pr481sy+Y\n",
"2RPFZ//ezF7ToA/vN7M7zOxlM5tpZj81s/Xr2riZ3djgveeb2SOl5xsXv5NPFT/Xw8B8YMvi9aOL\n",
"n/Wl4vdym5ntX/7MiPgbMBvYqx+/AxERGQYrVN0BERGRFrsC2BTYHzgGeLbYXrvvac3f94Eu4IvA\n",
"DuSpoc8DbwYeAo4H3gl8xszujoiflt77Q+AQ4DzgO8C/AEcBbzSznSJicS/93bHoz509vP45YAk5\n",
"oF0d+CzwM+Dfaw3M7EPFd/+1aL8ueSrpTmb2xoh4vo+fnR62HwpMAM4GFgBzzOxw4LvA5cC3gYnA\n",
"G4DtgZ/Xvf9vwE49fJ+IiAwzBX8iItJRImKamd1JDv6ujojH+vnWpyLincXjs81sE+DTwA8i4uMA\n",
"ZnYuMB34L+Cnxbadycla9o+IS2sfVoywXQ+8n1cGRWVbALMiYm4Pr08Atq4FkGY2B/iumb02Iu4p\n",
"pmJ+HZgG7BIRC4t2NwO/Ao4FTqx1i56Dv1dMkQU2ADaJiFmln+udwN0RsV8vP1PNIyj4ExEZMTTt\n",
"U0REJPtx3fO/1m+PiKXAHeSRvZr3k0cIbzCzNWs38qjXS0Bfa96mAHN6ef0ndSOHNxf3U4v7bYG1\n",
"gLNqgV/R198A95NHKwfqinLgV5gDbGhm2/bj/XOAFc1s4iD6ICIiLaLgT0REJKsfIaxNlXy8wfbJ\n",
"peebkrOKzmhwW5kcmPWl0ahbT/2qBYq1PmxU3D/Q4L0PlF4fiEcabPs6MBf4q5k9WKyT3LGH99d+\n",
"rhFVWkNEZLTStE8REZGspwygjbaXg7Ux5EDvgB7eP7OP751FXi/XbL96CxjLoofHZWN72D7vFR8W\n",
"cb+ZbQ68C3g78D7gY2Z2ckScWNd8MvBSUfpBREQqpuBPREQ60XCOND0M7AbcGhHzB/D++4EDzGyV\n",
"iHhxAO9/tLjfAvC61zYvvQ551HAqr7QRTfzOIuJlcimHy4o1h1cCXzCzr5WnnhbfdV9/P1dERIaW\n",
"pn2KiEgneqm4n9xrq4ErB0qXkkfOvlTfqKiN16jQfNmt5FG8/qyha+Q28sjjkWY2vvTde5ADwl+X\n",
"2j4EbFGsSay1ewNNJGUxsynl5xGxiO4Ar74O4L+Rfz4RERkBNPInIiKd6Pbi/qtmdimwCLi2GLHq\n",
"73TJ3iz7jIj4o5n9EDjezLYGfld836bAPsAnyCNjPbmFPPVzd+AVNfj6EhGLzey/gZ8AN5nZJcA6\n",
"5FIPj5DLMdScBxwH/K+ZnQesDXwEuBtYtZ9f+Vsze4oc1D1Drv33ceDXEVELujGzbcjB9zXN/kwi\n",
"IjI0NPInIiIdJyJuJ4/EvYEcFP0MqI12NZre2NO2fm2PiI8CR5CDqa8CXwMSuRzELX30dWHRv/f3\n",
"s1+NPuMCYD9gPHAquUbhFcDOEfFCqd39wMHkBDWnkdftHUTOTNrfaZ9nA5PIJSTOAN5Nrvt3UF27\n",
"9wOPRkTTAa2IiAwNi1ACLhERkSqZ2VTy2r89IuIPVfdnsMxsArke4tci4vsVd0dERAoa+RMREalY\n",
"RDxCrif431X3pUUOBRaQRwlFRGSE0MifiIiIiIjIKKCRPxERERERkVFAwZ+IiIiIiMgooOBPRERE\n",
"RERkFFDwJyIiIiIiMgoo+BMRERERERkFFPyJiIiIiIiMAgr+RERERERERgEFfyIiIiIiIqOAgj8R\n",
"EREREZFRQMGfiIiIiIjIKKDgT0REREREZBRQ8CciIiIiIjIKKPgTEREREREZBRT8iYiIiIiIjAIK\n",
"/kREREREREYBBX8iIiIiIiKjgII/ERERERGRUUDBn4iIiIiIyCig4E9ERERERGQUUPAnIiIiIiIy\n",
"Cij4ExERERERGQX+P7X3Nj9naq6LAAAAAElFTkSuQmCC\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x1072c3f10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"g = p.figure()\n",
"dlim = (-1,.5)\n",
"races = tracks_2014[-1:] + tracks_2015[-1:]\n",
"pacegroups = [8.5, 8.75, 9, 9.25, 9.5]\n",
"lines = make_level_trajectory_plot(races, dlim=dlim, pacegroups=pacegroups)\n",
"p.legend(lines, ('EM 2014', 'EM 2015'))\n",
"\n",
"p.ylabel('distance ahead/behind (miles)')\n",
"p.xlabel('time (hours)')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"I made my 4-hour goal by the skin of my teeth, in 3:59:54. My strategy was to avoid banking time, but I wound up doing so anyway, especially while running through the exciting spectator zones after the 10K mark. At the half marathon I had over a minute put away, but lost it while making friends with another runner in Alton Baker park (I thought I could chat casually and hold my pace, but... I was wrong).\n",
"\n",
"At mile 24 I got swept up by the 4-hour pace group (which, unlike last year, was banking virtually nothing) and they kept me on target for two very difficult miles. When I entered Hayward field and saw less than a minute left on my watch, I drew heavily on my training with the TRE Flyers to finish the last 200 meters with only six seconds to spare.\n",
"\n",
"I had some mild muscle cramps in the second half of the race, but nothing too serious - I think this is very close to the best race I could have run at this level of training. I'm very happy to have made my goal, and am satisfied for now - I think I can go faster, but not without a much more rigorous training load. Many of my friends who ran fast marathons today do 60 miles of training per week, and I never did more than 40.\n",
"\n",
"I'll have a crack at that some other year - in the meantime, it's climbing season."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"##A note on the trajectory diagram\n",
"\n",
"I like this method of visualizing race progress - It's basically a Goering diagram where slope is normalized to the desired goal. During the race I visualized this in my mind, with a focus on staying above the level as my time ran out. It helped me think about marathoning not as *moving fast*, but as *standing still* at 9:09 per mile. In races this long it really is about enduring a pace, not covering a distance.\n",
"\n",
"However, one variation that might be useful is to plot *distance* as the independent variable, and the difference in *time* as the dependent one. In this view, trajectories no longer pass the vertical-line test, but they more closely matche race-math mentality: You think of *time* as what you're banking, not distance."
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"def add_pace_contours(tmin, tmax, gongstrikes=None, pacegroups=None):\n",
" # differential time, total distance\n",
" dt = np.linspace(tmin, tmax, 100)\n",
" td = np.linspace(0, 27, 101)\n",
"\n",
" TD,DT = np.meshgrid(td,dt)\n",
" elapsed = PACE * TD - DT\n",
"\n",
" if gongstrikes is not None:\n",
" levels = [26.2, 20, 13.1, 6.2, 3.1]\n",
" cs = p.contour(TD, DT, elapsed/60., levels=gongstrikes, colors='m', linestyles='-')\n",
" p.clabel(cs, fmt=fmt_pace)\n",
" \n",
" # avoid dividing by zero\n",
" TD[TD <=0 ] = np.nan\n",
" current_pace = elapsed / TD\n",
" #current_pace = PACE + DT / TD\n",
" \n",
" if pacegroups is not None:\n",
" cs = p.contour(TD, DT, current_pace, levels=pacegroups, colors='c')\n",
" p.clabel(cs, fmt=fmt_pace)"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"def make_pace_plot(tracks, highlight_last=True,\n",
" gongstrikes=None,\n",
" pacegroups=None,\n",
" tlim=(-10,4)):\n",
" \n",
" tmin,tmax = tlim\n",
" \n",
" lines = []\n",
" for streams in tracks:\n",
" t,d = make_trajectory(streams)\n",
" goal_pace = (PACE * 60) # seconds per mile\n",
" line, = p.plot(d, -(t - d*goal_pace)/60., 'k-')\n",
" lines.append(line)\n",
"\n",
" if highlight_last:\n",
" p.gca().lines[-1].set_color('r')\n",
" p.gca().lines[-1].set_lw(2)\n",
" \n",
" if (gongstrikes is not None) or (pacegroups is not None):\n",
" add_pace_contours(tmin, tmax, gongstrikes=gongstrikes, pacegroups=pacegroups)\n",
" \n",
" p.axhline(0, c='c', ls='--') # goal\n",
" p.ylim(tmin, tmax)\n",
" p.xlim(0,27);\n",
" p.xticks([26.2, 20, 13.1, 6.2, 3.1], ['M', '20', 'M/2', '10K', '5K'])\n",
" \n",
" return lines"
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x1186df710>"
]
},
"execution_count": 144,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAA3oAAAHxCAYAAAA7u85KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAAewgAAHsIBbtB1PgAAIABJREFUeJzsnXecVNXZx7/P7tIRERUURBAVwd41RvEgqJhYYokSYoWg\n",
"hte8akw0NgQseTVqTCwRAREswY4YAhqRo4glGCWiIkURpCq9yCLsnveP587uzOzsMrNlZsvz5TMf\n",
"du7ce+fMs7P3nt95moQQMAzDMAzDMAzDMOoPebkegGEYhmEYhmEYhlG9mNAzDMMwDMMwDMOoZ5jQ\n",
"MwzDMAzDMAzDqGeY0DMMwzAMwzAMw6hnmNAzDMMwDMMwDMOoZ5jQMwzDMAzDMAzDqGeY0DMMwzAM\n",
"wzAMw6hnmNAzDMMwDMMwDMOoZ5jQMwzDMAzDMAzDqGeY0DMMwzAMwzAMw6hnmNAzDMMwDMMwDMOo\n",
"Z5jQMwzDMAzDMAzDqGeY0DMMwzAMwzAMw6hnmNAzDMMwDMMwDMOoZ5jQMwzDMAzDMAzDqGeY0DMM\n",
"wzAMwzAMw6hnmNAzDMMwDMMwDMOoZ5jQMwzDMAzDMAzDqGeY0DMMwzAMwzAMw6hnmNAzDMMwDMMw\n",
"DMOoZ5jQqyIicrOIFIvIrFyPxTAMwzAMwzAMA0BCCLkeQ51FRPYA5gDFwIIQwsE5HpJhGIZhGIZh\n",
"GIYJvaogIuOAnYECYJcQwkE5HpJhGIZhGIZhGIaFblYWEekBnAtcAwhgitkwDMMwDMMwjFqBCb1K\n",
"ICL5wIPAiBDCZ7kej2EYhmEYhmEYRjwFuR5AHeVKYE/gpFwPxDAMwzAMwzAMIxnz6GWIiOwMDAOG\n",
"hRBW5Xo8hmEYhmEYhmEYyZhHL3PuAFaioZuVRkQ2AU3Q3L7VaRxShFb3NAzDMAzDMAyjbpAH5Kex\n",
"Xxu07seWEEKL6nhjE3oZICL7AgPRAix7iEjspaZAYxHpBKwPIaxJ43RNKP2lt63usRrpcx/3sYlN\n",
"DGYwAIJwAicwhzmsYEXCvr3pze/5PedyLhvZmIvhGvWFTp3gvPOgd28oLob334fp0+Hdd6GwMNej\n",
"MwzDMAwjNzSprhOZ0MuMDqgq/2v0SGYB8ADw2zTOVYwKvSIgnRBQ8+hlTiNURH8LbE21Qx55vMEb\n",
"zfdhn0bAOoBA4G3eLrNvPvkcz/FtVrCi0UY2riizQ32loKAxrVvvCkBh4UY2bVpPaV+W7dq4MrSh\n",
"zW555OUHQvEqVi2rrvPWGjp3LuDRR9tRUADjxq3nvfcKWb68iFWrcvo3Xu/tnj0y+rswu+eGOLuH\n",
"VaxamuvxNAAaAW1b0aqoMY3N7lmmDW3a5ZFXUO12FxHy8wsoKGhEfn5B9NCfM6WoaCtFRdtKHtu2\n",
"6fPa1Qsu0+t7O6CgiKKwjnXfbWf3nVFtUG1zAeujlwFRft7xJLZSEDScsyVwNfBlOpU4RWQxKhyX\n",
"hBD2qIHhNnhE5HDgP8ARIYSPqno+L74LMBUY44IbXNXz1SXE+2uBqcG5mQnbq9nGAF58PrAFvdh9\n",
"7II7vDrOm0vE+1bBufXxz4ERwKHAOcG5z+Jek+Bc1i/Mkd0L0QXAmS64w7I9hvpCJn8XXnweavdG\n",
"wH9dcIdmYYgNniS7z3LBHZzjIdV7Yn8Xj/Lo1v3YrxHwqQvO+g9nAS9egO/RCLSM7S7e56NFCPcD\n",
"ukWP/aLH7hkOZzkwJ3p8EfdYFJwryvBcWSfD63u83T93wR2wnXNXuzYwj14GRMVXXkneLiLXRq9P\n",
"yPqgjCoTTXCDC257KyibgAuAuTU/qtpFcO7PWXy73SkNa/4mi+9b7Yj3xwKvAu+I9xcF5zYCBOfW\n",
"i/fPo70424v3m4D+wJHADPH+zeDcW9E5siX82lF6T6jTdq9jtEPFBpjds0lbzO45QZAGaXfxvhFw\n",
"Mnrd3wN4E3gqOLckC9f5XVCxAbC4gjHuAHQlUcx1A/aNOz4dfgDmUyriYqJuTnBuXaaDr8PsTKnd\n",
"cvJ9N6FXPQSsYXqdxYX0VpBccCuAWh+ymXzDyJWHqAp0jPu5Tk4E4mzu0At9T2Bv4L9xu72LLhq8\n",
"gIaErwO+A24FbhHv7wrO3ZrF312dt3sdxeyeG8zuuade2T0ScrsCq4NzheJ9XnCuOO5+cA5wLyq0\n",
"VgE3A33F+wuCc3Nr+F5d8n0vyuMb8X5PEoVc7P8OGZ73O1TEzSbRQ/d1XfDOZYE94342oVdXCSH0\n",
"zPUYjOrBi++BTsjfcMF9k/RaYwAX3A+5GFs6iPeXAj3E+42oJ+mDyHuUF9x2PZa1hTo/AYu7WZ8K\n",
"TASOAfqSKPRWAk8C/4OKu6loiEcx8Cxws3g/JTjnszTsOm/3OorZPTeY3XNPvbC7eP8T4C6gO7AU\n",
"+Id4f39wboF4nx+cKxLvOwH3o2KoPyr0DkLv048Avatb5In3zYkE3EF/4cxdVsI3HWHBXlyKFhZM\n",
"l22Ueufixdyc4Fw6xQcbMjm/zpjQM4wIL74A+APQBzgb+MaLz3fBFUVx1r8EDvTi/+aCm5/LsSYj\n",
"3u8EPAH0Aj4DugBXAFPF+3OCc9/ncHiZkvMLY1WJ8hny0RzeL9Gk7b7Rzf87gODcD+L9q6j4eyO4\n",
"0gUE8f42dMHhd4DPklCPt3u5oT1GtVPnv+91FLN77qnzdhfvjwQeRwXQQOAAdPHuIPG+V5xX6wA0\n",
"LeFnwbmvo23vivf3AneK9wcH5z6p5BgaAydQ1kNX4k2alZiB2ojUrKasZ24OsCA4V23F1hoYOb/O\n",
"mNAzDEoSZgPwEDADSE6wbQz0Q4XUq+jqVm3iVOBYVNy9Hpz7Try/GbgJGC3eXx+cW5jTEaZPzi+M\n",
"VSVawW2L3nBvRIX3ZcCJaKhmbL9PgU9jz+ME3UfAO8A54n3zLAn1Om/3OooJ7Nxg3/fck3O7i/eC\n",
"euJ6oLlpX6F5c2vTPMUgVDj9PDj3bXTOD9GojEvF+9HRNf1otHr6V9E++ZEInIDeI04X72dXUlA1\n",
"Bt5IZ8e8Imj8A4sLm/ExpQVRZqPeuZWVeG+jYnJ+nTGhZxiACy6gF+F/Ro/Y9thqXDF6Me4MfJjt\n",
"8ZWHeJ+HCtSfABuBScG51dHLf0Hj5x8F5on392Zw88olOb8wpkK87wysjBVUScPLFiuTvBZ4G72Z\n",
"XiTeT0jy3gmUhHsG8b4gOPe9eL8FrT7aGfi8Bj5SMvF2X5SF9zMUs3tuMLvnntpwfe+DLvA2QcMp\n",
"LweuEu/PDM6VW3gtLp+uD7r4uzLaXhCce168HwxcDExCwznbROffLfo/FqY5FxV/RwOtSK/dVgLB\n",
"uY3i/WK0wEuMtcSFWl7zZ35y6ExOaL8UGm2jlwvlfzajWsn5fMaEntHgiUI2OwM7oaEVjYDNaOGV\n",
"RS6471xwW1GBVytEXpzICMG5EImFzcG51eJ9o+Dc1ujiPxLND/sN8G909bC2E7swBmBJLgci3u8I\n",
"XAVchBZMWSveTw3O3RAv8qLQmW1R4n1spfYIVHwvio4dD1yLhtTMih0b/f7yiH6XwLYoFPdo1MMz\n",
"JxuflVpk9wZG/ETA7J49zJOae7JudxH5EBVbkJeXT5s27di2bSubNq2jqKgt+fmbadVqX4qKZsm6\n",
"dasIIX4xTxAh1tNN8vLy2GmndhQWnsOmTb2lZCegZcsdadJkf9av/69s3bqFFi1a0bRpC9av97J1\n",
"65aS/QBatWpDfv4BrF//qRQVVa6ASbNmLQhhLUVFW9m2bVs07o7Ro/cTtN61IJryr2TlVMQKCFaB\n",
"WOjrJBGp0APbOtHubyIsCyEcWdMDjMeEntGg8eL3BK5DJ/Kt0UmuoB68tcB8L34q8CLwURotGGqU\n",
"KKE71o9tDTrWgIq4X4r3RwbnPoxWFWPC41bU43eJeD89OJfximGWiU3AlkcCOydEHryxaBWy11Hh\n",
"/1Pg9+L9jODcC+J9E+CM6HEPmh8ZoxUqvjdF5/sXKrjPiYRc4+DcG/GewSjcsxPwa2Av4JIsVi6L\n",
"2X1FbS44VA+Jt/uWnI6kYRGz+7dm95yw0gW3OQfvuxuxypLFxbByJWjo464l21atim0r2x8uvvd0\n",
"6b47RI9SNm7Uh7Y1gE2b9BF7Hs/6kharu1XmAwGwuWJTriUhmKd9pd/HiKft9nZIYfesC2wTekZ9\n",
"ZhkwNPq/DF58O7QK1jnAcDTGfTkabtcO9bwcCVwJXIh6dsr0UcwG4n1rNBTzMPTislq8H4AKPFCv\n",
"z3LgauCi4Ny2mIAIzi0V7/8E3A3cCayqxuIeFdo4U6LKpu2ip7kO67kB9apdBvwzOLdOvB8NvIb2\n",
"U3wB/a78CF0omAJ8FifMTiHRA7wS+Do6723AS2gRlmLx/rfReZqhnsBm6O9rUk1+wBhefCNKJxm5\n",
"tnt9IK2/iyiaIDaZNLtnicjuscmu2T1LtKHNitM5PezMzkKO7Z6Xl8fuu2fa59swKseyZcsoLs6N\n",
"n8CEnlFvCSEsA4ZUsMsJQG/gly64v6fawYvfETgcFUiPevHzXXCfpdq3phDvf0Fpvt0/gZbAacBf\n",
"0SIsq4Nzr4v37wEnRVU2X0o6zRuoB/Ay4KPqquCYho0zpQOlES05mwhE/ZAOBmYEl/DdyENzLT6N\n",
"cjS+F++fQitnjouOFVQAFgEbxfvDUa/xWdHxTVHv38NxYZ4b0Zw+gPuAx4Jz68ke7aOxgU18q0wG\n",
"fxdm99ywO2b3rPMiLwq14PoOsPvuu7N4sUXsGtlhjz32YMmS3ETmm9AzGjL7ozkx0wBirRTid3DB\n",
"rQOmevED0PC9vmjPsxonEgwXAbdQ2mvnoyinqy/wFOr9ihVf+T+0Z9tV4v0Hwbkl4n2T4NwWNCn7\n",
"O6B1nLiojeQ8cTmiKHr/s8T7Q1H7FaAtNj4Bno71PArOfQx8DKUJ+lHO3aHAmahHeBYwDE26H4a2\n",
"Tlgc1zdpDPBSDque1Ra7NzTM7rnB8vNyg33fDSPLmNAzGjIr0QIsxwIvxESeF5+HrjoKUOCCKwTW\n",
"RfuX13+m2okEQzEqRu9OqgDWAS3BPy9u/xni/UPANWjY34WRyANdvd4JzRmrrSIPaslEIAqnvAUt\n",
"u/0ysBBtbrsTKpjfFu8fC84NgRJRLnHFWH4Q7/+GtlWYiArBxWhlN4eW5O6C9tgj+j3lMk9oz7if\n",
"bQKWPWrF970BYnbPDWZ3w8gyJvSMhsxLwKXAnV78VmCKC25jUsGVbdH/fdEwq5nZGFjMMxSce0q8\n",
"fyE4Vxj3WnfgfKA58HQUsvlccG4p8EdUBA4U7zegrRU2AueiIYPjszH+KlBrJgLBufni/XFoiO9z\n",
"aB7nS2ihnv7AYPF+FfC3KCcydmjs+/NXoElSS4tC8f4RYERw7sssfIx0iS/LbROw7GGepdxQa64z\n",
"DQyzu2FkGRN6RoPFBbfci78euAv12qzw4j9FC2asAn5A/0b2Q0PwngHezMbYYiF9keArjIVbivdX\n",
"AH9D+6rNQSfo9wNHi/dDgnNzxfs7UE/RbaggWYh6jx4Ozv0z1fvVImqV4AjObRLvbwD+g4rotZHX\n",
"bgFaPe1KtGXFQkAiEQ7weXBuM9qmA0gQ79noiZcpNgHLDWb33GB2zw3VbveoUNmOwbmF1XE+w6hv\n",
"mNAzGjQuOO/F90SLmvwMrXx4GBrquI3SnmL3Ane4oKXys0VcHlhRlPe1GS3y8CSwMBIdNwO3A5+I\n",
"93cH574B7hHv3wW6oYUHXg/OfZDNsVeSWjUBiyYRe6Me09XifUHkuVuLiv6zKS2r3Q3N45wn3v8i\n",
"OLc8rqluye+yllKr7N6AMLvnBrN7bqiU3cX7fLTtzH7odTb2fzc0T30KWljNMIwkTOgZDZ6oh9KE\n",
"6BErvd0UaIFWT1xZE33FoibbTdG8ua3xokC8bwnkBefWx3mCisX7p0GFX+w8wbk7xfvL0BDD+8X7\n",
"4qiH3jvAO9U97homNhHYhraLyDUbga3AftHvIRbK+0MkAkG9kJ+i/Q0/QQu5bINaL+7iidm9mNph\n",
"94ZCvN2X5nIgDYyY3QNm92wSb/cyJQjF+1aoiIsXcvsB+6L5zeWxX/UO0zDqD3nb38UwGhYuuG1R\n",
"rt4KF9zSGhJ5A4B/oV6ht8T7nlHxlXzxvisqOv9HvG8WLxaCc0UxkRd5+GJ8it4Mi+PESF0kNhFY\n",
"mlwBNRdEtnwWFdGng4pw8f5YtLfiv4l65QXnFgMXBOfOyGH1zMoSb/e6/P2pa8TsvszsnlXi7b41\n",
"pyNpWHQsFljSnu96TuUk8f5q8f4R8f5N8X4pWvTs32jEys1obvmBlC/yvgXeBv6ZdD800iAvL2+7\n",
"j7fffrtk/yeeeKJk+4knnljueb/++uuEc6TL5MmT+c1vfsOhhx5KmzZtaNasGd26dePaa6/l22+/\n",
"Lfe41atXc80119C5c2eaNm1Khw4dGDBgQLntDEaNGsUVV1zBMcccQ/PmzcnLy+PWW9Mvph5C4OST\n",
"Ty75fLnqj5cu5tEzjCwi3u8KPAb0QsP8VqPhoi+J97tH+Xit0EbdOwIjiMvzis4hoJUho+dHAseh\n",
"5flLGqVn6zNVF158MzTvDWpXONVf0RDNV8T7f6BjOwUthjMkXtQF5zbkZoiVx4tvCuwaPa1Ndq/X\n",
"ePFNgLbRU7N7lojs3i56anavIaKolK5EXrm8IvbfawS7Ld4DtjSlLTA5zVNtRatLz4l7fAHMCc6t\n",
"qYGhNyhEhNtuu63c1zt16lRmW0FBAdOmTWPu3Ll07dq1zOsjR44s2a+oKL312sLCQn7yk5/QpEkT\n",
"evTowSmnnEJRURFTpkzhL3/5C+PGjWPatGnss88+CcetWrWK4447jnnz5tGrVy/69evH7NmzGT16\n",
"NBMnTuS9995jr732SjjmuuuuY/369bRp04YOHTrw5ZdfIiKky0MPPYT3nqZNm7JlSy6LZaeHCT3D\n",
"yC5XAkdF//8rOPedeH82WujlTLS64ydoQ/T/pmqaHRfe2Rxt5n4DuhL6bPR6nRN5ETVWiEW8L6is\n",
"pzPKtTsLzY3cH2258Dpwb3BuQfWNMmfE231RzkbR8KhVhYcaEO3jfja7V4Fo0XEPEkMtY+GW8d9v\n",
"ivPhy33KnCKe7ygVcV/E/fx1HY9SqfUMHjw4o/1PP/10xo8fz8iRI7nnnnsSXisqKmL06NEcddRR\n",
"LF26lKVL04uMLigo4M4772TQoEHsuOOOJdtDCAwaNIjhw4fz29/+lgkTJiQcd9NNNzFv3jyuu+46\n",
"/vSnP5Vsf/DBB7n66qsZNGgQkyZNSjjmueeeo3v37nTs2JExY8Zw2WWXpf3Z58yZwx/+8Ad+//vf\n",
"8/e//51Fi2r/LdOEnmFkCfF+Z+DXaE+1Z+Py7GLVGT8BCM79QNTEXbxvFFxpaFF0Y22O9mHbAzgL\n",
"DWsZEJybmqWPUlPE93Krcqn5yFYnAr8CjhXvu1VB7M0F+on3uwbnvqvq2GoZVpgiN5jdc4PZPUOi\n",
"RcWulC2G0hXNZU+L/G3Qfik028yXc/fjReJEXXBudfWP3KgJDjjgAFasWMGYMWO46667KCgolRIT\n",
"J05k2bJlDBs2rEJPYTIFBQXceOONZbaLCIMHD2b48OG89dZbCa9t3LiRJ598kpYtWzJkyJCE1666\n",
"6iruu+8+XnvtNRYsWJDg1TvllFNKfg4h/TT6bdu2cdFFF7H33nszZMgQnnnmmbSPzSUm9AwjexQC\n",
"a4D8uDy7fNR79xnQR7xvH5wraeEQL/Ki50G8PxA4D2iFtoX4XS1vgp4u1TIBE+/bov0RBwLxa8h9\n",
"gH9U9rwA9VDkgU18c4XZPTfELyiZ3SOihbH2lBVz+6EVLzNhNYleuS8GD6XrCdP4U4HeqR5xwd1f\n",
"TUM3soyIMHDgQPr3788rr7zCueeeW/LaiBEj2GGHHejbt29GQq8iYkIyXlACvP/++xQWFnLqqafS\n",
"okXieoOI0KdPHx577DGmTp1aJnyzMtxxxx3MnDmT999/n8aNG1f5fNnChJ5hZImoJ9uLwC3i/RvA\n",
"B6jIOwBtxD4YaCHePwbcEpxbFztWvG8PbIhywGYC/YAfolYK9YVKh7JFifgnAZejbTIaJe2ymtJ8\n",
"KCMRExy5weyeGxq03cX7ZmjhrlSCrmUGpypG+7WW5MxR6p0rsyDme/o/xD1tcHavrYQQGDp0aErP\n",
"VrNmzbjhhhtSHnf++edzzTXXMGLEiBKht2TJEiZNmsSAAQPKCK+q8PjjjwPQp0+fhO1z5swBSJkn\n",
"CJTk882bN6/KY5gxYwZ33XUXN954I4cffniVz5dNTOgZRna5E70ZHo5WccxH+//8Fw2BuRr4HfCZ\n",
"eD8cEOAM4M/AUPH+yeDcFvQGW9+In4ClFfgeCeBL0PDMLil2eRMtaDM+OFdY5RHWTxr0xDeHmN1z\n",
"Q723e+Sda0fZVgXdgM7ofSVd1pGYNxcTdF9G96J0qdM5qUceeSTLl2e/88xuu+3Ghx9+WKPvMXTo\n",
"0JTbW7duXa7Qa968Of369WP48OEsXLiQTp068fjjj1NcXMzAgQOrbWwzZsxg6NChtGrVijvuuCPh\n",
"tXXrdC08Pqcvntj2tWvXVmkMmzdv5qKLLuLAAw/MOJ+xNmBCzzCySHRjfEa8nwT0BR4A3o1CL9eL\n",
"939FK2j+Ojj3KBAib1VntMx0PrqSWh9JawIm3hegntCBwE8p2ybmW2A0MDI4N7+6B1kPqfcT31qK\n",
"2T031Bu7i/dN0PD0ZM9cNzS0P12KgQUkCrmYsPu2mvqB1mm7L1++vNxy/XUZEUm7MmYyAwcO5NFH\n",
"H2XUqFEMHTqUUaNGccghh3DkkUdWy9jmzp3LGWecQVFREU899VS1hF9Whuuvv56vv/6aGTNmkJ+f\n",
"n5MxVAUTeoaRG3ZH8yFmBOeKxPsmwbktwbml4v3nwGXi/cHBuU+AKcDhwbmZOR1xzRObCGxBK7Al\n",
"IN53AgZEj/bJr6OVMB8DXo0K2hjpEbP7D6Swu1FjxOy+FViRy4E0MGJ230YdsHvknduV1GJuLzLr\n",
"h7yBRCEXE3PzsxDxEMuNLAKy7xqrIrvttluDet90OOywwzj88MMZPXo0xxxzDIsWLeL666+vlnPP\n",
"nTuXnj17snbtWsaNG8fpp59eZp+Yxy7m2Usmtr1169aVHsdbb73FI488wtChQznooINS7pNJQZdc\n",
"YELPMHLDBmAVWjTkrVgITFScpSvaN2ghQNRiob6LPCidgC12oaSFRCM0dPVytHddcsjREuBx4Ing\n",
"3FfZGmg9I97u9dVbXBuJ2X2J2T2rxNu91hSxiq51e5PYoiD2cyYz1YCGvseHWs4BZgPLqsk7Vxlq\n",
"pd3TpabDJ+sql19+OVdeeSVXXnklzZs358ILL6zyOWfPnk2vXr1Ys2YNzz//PGeccUbK/bp16wao\n",
"KExFLDevvBy+dPj4448JITB48OBywzYbNdKSADNnzuTggw+u9HvVFCb0DCMHBOe+iQqz/Fy8HxSc\n",
"e0S874q2SzgCeBAVgw0CL34HtEE8wDfifRdKvXftknYvQqtnjgAm15OKoznBi29J6SSyzoVT1VW8\n",
"+EZom5WOaMickQW8+AJ00awj8HUuxhC12YkJuXgP3d5kNifbROq+c/OCc5urc8xVxYtvDuwcPbXr\n",
"TD2iX79+XHfddSxdupSLL76YVq0yiRguy6xZs+jduzcbNmzgpZde4rTTTit332OPPZamTZsyffp0\n",
"Nm7cSMuWpbWEiouLef311xERevbsWenxHHTQQQwYMCBlQ/Vx48axcePGktd33nnnFGfIPSb0DCN3\n",
"XAccCTwk3g9Gk973QcMPB9fhxueVoeMPjeCd4+GZfnQjdbGZr4GRwOjgXHpdWI3tUafzZuoqLrit\n",
"QK9cj6Oh4YLbRhbsHuUR70Vq71yms8FFpKhsCSzJoXcuU+p0IRajfFq2bMnkyZNZtWoVRxxxRJXO\n",
"NXPmTHr37k1hYSGvvPIKJ598coX7t2jRgosvvpjHHnuMIUOGcO+995a89tBDD7Fw4UL69OlD586d\n",
"Kz2mXr160atX6kvG66+/zqZNmxg+fDh5eZlEUGcXE3qGEYcX3xHYH70Zfe2C+76m3itqt9AHrRrZ\n",
"HQ1LHBCce6em3rM2It5333sEw1buAuvUtxSflLANGI+K3ykNTPxmg3ihV+Um9YbRkBDvdyJ1m4J9\n",
"KNvipSI2A3Mp652bG5zbVJ1jzhG2oFRLqai9AsDZZ5/NIYccUuE5fvzjH1d5HGvWrCkJ1+zVqxfT\n",
"p09n+vTpZfa79tprE6ps3nXXXXjvuf/++5k5cyZHHXUUs2fPZsKECbRr146HH364zDlGjhzJO+/o\n",
"NGv+fK3XNmHCBBYt0mLf3bt3L7faaDK1PT8PTOgZRjJ9UFEBcCUwvCbfLDi3ErivJt+jNiLeNwXO\n",
"RW18/Jf7lNnlS9R790Rwrs4l7tchbAJmGBUQ5U13JnUxlEx7cy4hsbJl7OdF9XwRyzx6tRQRKbe9\n",
"gojQpUuXEqEnIilDGCs6d7qsW7eONWvWICJMmTKFKVOmpDxf//79E4RemzZteO+99xg6dCjjx49n\n",
"2rRp7LLLLvTv359hw4bRvn3Zum3Tp09n7NixJeMTEWbNmsUnn3yCiHDiiSemJfQytUeuMKFnGInY\n",
"xLcGEe+7oT3vLiUphKnRD3DCNNj1O256ti931/OJT23Bvu+GAYj3O5LaO7cv0DiDU22h1DsXn0M3\n",
"NzjXYPKuk7DrTC2kuDizW+wll1zCJZdckvb+33yT/q+6c+fOGY8nxk477cQDDzzAAw88kNb+o0eP\n",
"ZvTo0ZV6r3gWLKgb6dUm9AwjEbshVTPifQvg56jASxXjMfvcF9hw0ZMcveN6ACaOe9REXpaw77vR\n",
"YIi8c3tSNnduPxJDxtNhOWVDLWPeOSsQlYhdZwwjR5jQM4xEMr4hifdHAO2Dc6/WzJDqJuL94Whb\n",
"hH7ADkkv/wC8ADwKvHPVw7we95pNBLKHTcCMeod4vwPapia5EEpXoEkGp/oBbXWTXN1yTnAudfMu\n",
"IxV2nTGMHGFCzzASid2QNqJVMMslyjO7Dfg9sF68PyA4t6yGx1erEe9bAn2BK9CKosl8hubePRXl\n",
"JwLg8TG7bwLW1vQ4jRJidt8MrM7lQAwjE8T7PPT7myrcskOGp/uWsp65OcDXwblt1TXmBkzsOrMF\n",
"+C6XAzEYfdlQAAAgAElEQVSMhoYJPcOI8OKF0hvSN7Gm3akQ73+M9nHrHm3aCW2X8LsaHWQtRLwX\n",
"VNQNILX3bhPwd2AU8EFySfBM7G5UH2Z3oy4QhX53JbWga5bBqbYC80nRqiA4t6Y6x1yTiEgL4Bo0\n",
"z/nxEMIfczuitIhdZxbbdcYwsosJPcMopQ2lE4eUpeajZrd3o6ImxlbgduD/anR0tQzxvg1wIZp7\n",
"d1CKXT5Gq5Y+s50iBDsBzaOfrcR/9tgRaBH9bOFURs6IFos6kLqyZccKDk3FSsqKuS+ABTXpnZOo\n",
"/F6owXrrIjIEjSKJcZeI/A44GK1ifDwaMfF2CKGwpsaRCV78Dui1Buz6bhhZx4SeYZQSP6FYFP9C\n",
"NBG5FPgTidUiPwT6B+dm1fjoagGRHY5Hc+9+Ttl8l5j3bnhw7sM0T2v5G7lhz7ifze5GjSPeN0er\n",
"WCYLuv0oXXRIhyLgK0pFXHzu3MqKDqwJROQY4B/AIhHpGUJYX03n7QcMAl5GW87clmK3NiQKqJ8D\n",
"W0XkK7SdwzUhhFzen+z6bhg5xISeYZSS8oYk3ndCww57xb2+HrgJeLQhVFgT73cBLgYGopOzZN5D\n",
"bfRcJUqI20QgN5jdjWonWgzajdICKPGirlOGp1tL2dy5L4Avg3M/VNeY0yXy2p2C9v+cDdwSQihG\n",
"e6HuEj3WRc6900IIk0VkR+AkwIcQyg0RFZH9gOvR1gz3ACcDT0cvZ9qRuhGlAvoO4KwMj69Oyl1A\n",
"NQyj5jGhZxilJEx8o2T/K9Cbbsu418YBv63vhVeiz38SGpp5NmV7Sa0BxgIjgnOfVeGtTHDkBrO7\n",
"UWmiYlT7kOiViwm6Vhmcqhj1zpXJnQO+S87pzRbxoZgi0g0N1/8V0Dra5WfAjRU0TJ4kIm2B54ET\n",
"gSUisn8IYb2INEPD3S9A7zHPAMcBB0THbi8NYCaaLtAGzRWviFRFsbKJXWcMI4eY0DOMUkpuSM+e\n",
"TyPgXeCYuNe/AQYG517L9sCyiXi/Oxqm+iugS4pd3gYeA14MzlVHHohNBHKD2d2okMg715bUuXN7\n",
"AeWqnBSsJ3XfufnBuS1VGqeqrX2AxSGEzSLSLnp+DXAeMAvoG0L4PHptGxqC/hfgE+DiEMJaEdkX\n",
"OAN4FrgBuEpExqHRHG0rMbQPUDuB5iD+QkSORK+t8QxM83xDgD+GEEq8mSIyDQ3XXAo8AeyK9viL\n",
"sTXjUVcvdp0xjBxiQs8wSum4uSmMuQSevYCHgfy410YB19XX3klRI+FT0Ny7M0j87KAFDsYAI4Nz\n",
"X1Tz29tEIDeY3Q0AxPsmwN6kzp1rXcGhyQQ0PG82ZUXdihr0zv2LKLS+HA/bQcBnUTGTIUmvdQLW\n",
"JB13X9zPv6jCuPZKev5oJc5xLjAnhJAyaiKEMAcNz4yxIvIYbo6eZ1KZdLtEVT+3AXkhhM3b2x+7\n",
"zhhGTjGhZxgRb/TikJG/ghW7AaVCZw5wZXDO52pcNYl43wENSRpAYnEO0Enbv9DQoAk1mBNjE4Hc\n",
"YHZvYES5tsl5c91Qz31eBqfaSGK/udjP84Jz6Uz+Kx6nSFOgIISwUUQ6oiGN/w0hLBORxqinrhtw\n",
"WYanHlLVsQHvo2GWOwJHAG9E28ej4Zxro9e25+2cBawAesdtG44K5TvR6+6VUQ5gRoQQCkVkNtr+\n",
"J22hF4m4LsCnqaqHisjtwC1xz6eFEHps57R2nTGMHGJCz2jwRJOfP3MLB8Zt3oLebO+palhRbSPy\n",
"3p2Khgul8t4tAx4HRgXnFmRhSLGJwDoXMi7kYlSePaL/17vgqqVKoJF7xPtG6GQ9XtDFHjtXcGgy\n",
"Me9cfIuC2M/LasI7JyK7ot6py6Pnya9vRQuNZJut6ELY93EVNdcCU0QkLyaKRESinL7fAH+NO/5D\n",
"SnPlVgL9Qgj/io5pB/wGtfWI6Fx3VcOYv4/+bx4bV6qdorDXMWiIa0wUPgBcKyJ5aIGZ79DFwFuS\n",
"Dj9BRE4PIfyjgnHEru+bUJsZhpFFTOgZDZYo/+QXaJ7GLrHtB3zKxs8O5PDg3LycDa4GEO87A/2j\n",
"R4ekl4uBf6KryP+syX5T8XjxeZQKDlvtzRLJzdJzOZb6SmTjJqh3pyNazKgQWAV854L7voLDt0vU\n",
"xzJV7tzeZHZv/57UlS3nBVe1MaZLJDb6okVJKiItkdeUpq8dyZF/+RE/anEqpy4dxKA31rGu2VrW\n",
"soUtf0eLmaxABfHg6LDZwJ9RMXIzaodn0XvDyPI8a/ECKu7nkWhbhG5ouOZN6KLaf5JDMEMIKygr\n",
"oKqD2O8uH7XbDwAikh+N5WNU+P8nxbHXRNVCL0B7nE4G+pTzPpehrSXKkHSdsWbphpEDTOhliIgc\n",
"BVwC9ERj+1ehoRy3hBDqlTCoz0QtE/4GnBbb1mIj/M/DcOprvH1Scf0QedHq/lmo9+5kyoYTLUMn\n",
"JSOCc7mY8O9KaTVPExzZY1dKeyCa3asZL35XtB3JVehEdyva+20j2tvsv178P4E3XXCryzuPeF+A\n",
"5nnFh1nGft6lvOPKYQllPXNfAEuCcxmHB1YHIrIDcA5wZvR/OgTgHdTL1A4VMe8Dv5vK1NaU2v1V\n",
"Irs/yqPr17FuxVrWfrUne76UR96bLrjVkcB8HlgYQoiPJni+Kp8rKghzLNoz8KNIJI6tyjkrQbxI\n",
"v09EHkHbN1ya5vHxYbHJIq89WvwF4JzIq5nqO7QTKhTBrjOGkRNM6GXODcCP0BvBJ8Du6E3lIxE5\n",
"tryEaaN2EIUtXoWGZZY06N1pNVNGDKTXzjrlqvM3pEjIDkTDbXZLerkYmIgKvKx578rB8jdyg9m9\n",
"hohE3r3ARcAkNAxuDTrh7YAKtePQCfe7XvwVPaeyhNTeuX3ILFSxkLJ5c18Ac4NzG6v62SpDJOYu\n",
"QXvBNUcFwmvAK2gEwQUpDnsX/eytgHNDCP+MRFk+0CKEUKYoVkV2F6RDa1rv15rWBwPPEdk9ul9/\n",
"Wq0fOCIa44c1ce40iRd6V0WPingZvRb873b2GxHlSk5ABTrApyLSL4QwM2lf66FXi8nL235arvee\n",
"Hj00DfOJJ56gf//+AJxwwgm89dZbKY/5+uuv6dKltGB3cXF660iTJ09m4sSJTJs2jUWLFrF582Y6\n",
"derEaaedxo033kjbtqkL365evZphw4Yxfvx4li9fzs4770yfPn0YNmwYHTokBy/BqFGj+Pe//83M\n",
"mTOZNWsWhYWF3Hzzzdx+++3l2uCkk04qd9w33HADf/zjH9P6jLnAhF7m3AfMCCGUTI5F5Fk0sfoP\n",
"6E3GqIWI90cBDwNHxW1eCgx66VzyKW2IXicnvuJ9Y/TG2x/NwUu+ii9Aq4c+EZxbkuXhlYcJjtxg\n",
"dq85foL+Hf7KBfe4F1/ggtsWLTJ1yiui2/6fc8yx79PzzAkcu6IdM3daTcGaNhm9x1ISxVzs50Xp\n",
"eOci0XQFGtXwBpoTthAN+5waf3+rDCLSBg2L/yW6MJrMlcB8VMzF8wfgkRDChqggS5OYqIvCIrcB\n",
"5VU+Tmn32ItxYYR90DzAsV78T1xwKyr7OWs5n6H9T9Nh7xDCVyJyOLpAGF/AJTkv8rro//GUCr3u\n",
"wPsi0j2EEJ/XbdeZWo6IcNttt5X7eqdOncpsKygoYNq0acydO5euXbuWeX3kyJEl+xUVFaU1jsLC\n",
"Qn7yk5/QpEkTevTowSmnnEJRURFTpkzhL3/5C+PGjWPatGnss0/iJWPVqlUcd9xxzJs3j169etGv\n",
"Xz9mz57N6NGjmThxIu+99x577ZVY/Pa6665j/fr1tGnThg4dOvDll1+WV603Aecczrky248//vi0\n",
"PmOuMKGXISGE91Jsmy8in6MrsEYtQ7xvDgwDriVR/PwNuDE4t87jr47bXqduSOL9/ujN+ULKhnMV\n",
"oTfk4cCUXIVoVYBNBHKD2b2GKGzCsUX5LPnD/9H8U+/vYCrd8H4/NIyvSXE+fHqQPj4+DG69HY5/\n",
"B149s8yptgDzKJs/Nye47RfPicTcXeh1bxtwNxpKdzGJRVl6k1j5cbqI9AkhbNcDGBVPeZTSsMvJ\n",
"0XscU+5BpSSLvGtDCA/EnoQQClEPZbocDsxFvXnEi7zoeay4zGNe/ALg72iVzOEZvEdd4nY0VPh2\n",
"EoVaQButt0XD+ceHEJYAhBA+iqqcdgXmhhBWiUgTNKevOfBS3PdiDHpfjeVYNwG+EpHdorxDgI4b\n",
"2UgRRezIjnadqaUMHjx4+zvFcfrppzN+/HhGjhzJPffck/BaUVERo0eP5qijjmLp0qUsXbq0nLMk\n",
"UlBQwJ133smgQYPYcccdS7aHEBg0aBDDhw/nt7/9LRMmTEg47qabbmLevHlcd911/OlPfyrZ/uCD\n",
"D3L11VczaNAgJk2alHDMc889R/fu3enYsSNjxozhssvSK97rnMvYVrUBE3rVQHRDbYd69YxahHh/\n",
"IhqiGD+p+AxtmfBO3LY6NfEV75uhVdIuRxv/JrMQ9d6NCs6ld6XNDXXK7vUIs3sVEO/z0CqM8VUt\n",
"uwHdBpzH7ie+BT805kGAvBQL2vlFsLUxLG0Pm1pQ1G4FC1HPWnwO3cLgXHrL4ZTch36ElvyfCvwO\n",
"DZkEnYQPS/NUP0ZD26+uaCcRORj4b9Lm8gp2APwRDQ/8d4rX4sVBZdmIiswOwDIvvgAVNTEEyHfB\n",
"bQG+RMM6W1XxPWstUVP1u4G7RWQvNFS4EHgoykdciwrj5ONWAe/FPd8CvJBiv2IR6YmG2e4a99Jy\n",
"olzwB3nwrPGMpxGNOJETOzpcNX06I5cccMABrFixgjFjxnDXXXdRUFAqJSZOnMiyZcsYNmxYhZ7C\n",
"ZAoKCrjxxhvLbBcRBg8ezPDhw8uEim7cuJEnn3ySli1bMmTIkITXrrrqKu677z5ee+01FixYkODV\n",
"O+WUU0p+LqcYbb3ChF718Es0ObkmKmcZlUC83wH4P7TyWYwtwG3A/cG5rUmH1ImJr3jfHQ25uhid\n",
"1MSzBZ1IjQLerIXeu1TUCbvXQ8zuaSDetyCxEEpM2HUFmqY65q0T4dTXoP/j8JerYVl7QMPf5hMJ\n",
"ueJ89dA9dBVHtVnDkF8+wzUjnnavVnqcIvugnvsDKnuOJP5XRK4tr9KkiPwczXVLlwtCCM9FxzZB\n",
"r1Uxrq8GkQcqRi4Fbvfi/8cF91WKfWJevp7o9fOLanjfWk8UTpn+rDv9884Xkd3QyJESRGQF6jEE\n",
"YAtbmMKUX4vI0PLaPNRaBg6ET2skjTN9DjwQRozI7RjiEBEGDhxI//79eeWVVzj33HNLXhsxYgQ7\n",
"7LADffv2zUjoVURMSMYLSoD333+fwsJCTj31VFq0aJHwmojQp08fHnvsMaZOnVomfLMyzJs3j4ce\n",
"eoj169ez22670aNHjzKhpLURE3pVRES6oXlf76KhDEYOiVomnI0m4sdPZt8F+gfn5pRzaPy+i2to\n",
"eJUiEq0XoFXQjkuxy+fAY8CTwZVfwa+Wskfcz7XK7vWcWvt9zzaRd24PEj1zsZ87VnBoKr6bvy9f\n",
"TDoNzn+Ow57+JS1+aMznjbbybl7gK7SH2vfoxPhctH/aJLRqZGbjTr8lAWgLgd+gnqzP0Tze59B+\n",
"bkVRv7QDSfTQjRCR/tHPu6GemoqYhXoiW6ONyRegoeSzkloQ/CAiF0X7PIcWUKkyLriPvfjBqOdw\n",
"vhf/MVoMZQGJdj+CKtjdSCTy7J1HotevTNWMIoraohVkUwnw2sunn8L79fdrEkJg6NChKT1bzZo1\n",
"44Ybbkh53Pnnn88111zDiBEjSoTekiVLmDRpEgMGDCgjvKrC448/DkCfPokBA3Pm6HQuVZ4gUCLC\n",
"5s2rniLqTz/9NE8//XTCtnPPPZcRI0bQunXranmPmsCEXhWIVrImoiEg51VypapRlAC9PZaFEJZV\n",
"4vwNBvF+H+AhtBBJjO+BG4GHtxMGFZvQfeuCyyQvpEaIBOuRaGjmL4irEBqxBZ0kPQZMr4nmxVki\n",
"ZveVLrjNOR1JwyJm91VV7edWV4hydbuSWNWyW7SteQWHJrMN9c4lV7acE5xb7cWLCy74J7XybZMf\n",
"6I22OGlBqUepBRo69zxwTUUtFsp8DpECVOA9meYh3UMIX4jIXSGEougcVwGFsXtW5Ln7RESuRXvJ\n",
"gYrBGBWJvCNDCKl6sUFpCf4EQghPAU+lOf60iOw+yot/A81Z7o3m4FWL3Y3yCSG8GOX2bS86YF/q\n",
"mtBrAAwdOjTl9tatW5cr9Jo3b06/fv0YPnw4CxcupFOnTjz++OMUFxczcODAahvbjBkzGDp0KK1a\n",
"teKOO+5IeG3dOq3LFJ/TF09s+9q1a6s0hrZt23L33Xfz05/+lM6dO1NYWMiMGTO46aabePHFF1m+\n",
"fDlvv/12WgVd2P6cP5Mqy2lhQq+SRM1EJ6Ex/ieEELa32lkebUndsDSZoegKqJFEtCL/G3QlN75a\n",
"2OvAr4NLGcJTQpTL0T56mtMwNvG+NRoKPBA4JMUun6KhmWProPcuAS8+n9LG7VZ6O0sk2b1ehW1G\n",
"CySxFgbJ7Qr2zPB0ayitaDmb0vy5r1KEfpfgggtRxceFwC1e/D3RmPaktO/bSuA9F9y3aX0ubXJ9\n",
"A3A+qa8LMbqiHtoD0GvFljgxV7LQFUIob1HlKUqFXjocWFtaCqWw+91o+6OOqEeyKRna3UifEMLi\n",
"KGdvavz2HvTgbd6OPb0Aba1h1BJEJO3KmMkMHDiQRx99lFGjRjF06FBGjRrFIYccwpFHHlktY5s7\n",
"dy5nnHEGRUVFPPXUU9USflkZ9t9/f/bff/+S582bN+fUU0/luOOO49BDD2X69Om8+uqrnHlm2Ypa\n",
"KUh3zl9tmNCrBFHZ51fRAh+9QwhVifP/lrim3RVg3rwUiPd7A48DPeI2fwNcA7ycpqdrd0qrcWY9\n",
"jC2anP4I9d6dT6JYBS0y8DQq8D6sw967ZHZD+2JBPRMctZw6b3fxvil6/e1G2fy5lhmcqgj1MKTq\n",
"Pbeysn9r8RUfXXDrgfWoWEwg5v1L3h4tJDYJIcQEyY1o9cTyuBV4MK6/XKX6t4UQVorIDBJb0CRz\n",
"OTAzhDCjMu9Rk7jgtsVs6oLbAGwgRcGR8uxuVI0QgkejihuPZOSue7P34o/4KF7oXSYiT4QQ3i7/\n",
"LEZd4bDDDuPwww9n9OjRHHPMMSxatIjrr7++Ws49d+5cevbsydq1axk3bhynn356mX1iHruYZy+Z\n",
"2PaaCqvcYYcd6NevH3feeSfTpk1LV+htb84/iRShz1XBhF6GRCurz6Llo88KIXxQxVNuDSF8VPWR\n",
"NSyinnHXorkn8WFXD6EtEzJpDpyTwhTifRu07+JAUhdR+ABtKPxsrpod1zBWECQ31Am7Rwsgu5Ha\n",
"O9eZqLJfmqwl0TsXE3NfBud+qL5RK178vsChwLGUtjxZibZL+Az4zAW3Ol5siEhrVKT+jqjipYiM\n",
"QRetfp/ibcYDF6XTBiFDrgDuRwXSdagYPh/YBLxYW4tpePEt0XD3Tl78hy64z+JeOwj16C0HFpvI\n",
"q1lCCD948bsD7Mu+yS//DKg7Qu/AA3M9gtoxhnK4/PLLufLKK7nyyitp3rw5F154YZXPOXv2bHr1\n",
"6sWaNWt4/vnnOeOMM1Lu162bdjSbO7fMWg5QmptXXg5fdbDLLnp537RpU7qHVDjnF5Fyo0Uqiwm9\n",
"zLkP7SnzKrCLiCR8q6PcA6MGEe8d8AjapDXG18BlwTlfiVNmbeIbTV5PRMXduWjZ83jWouFTI4Jz\n",
"n9TkWGoBVhCkCohIZ3SBYHJ8WF4a1CqhJ943odQ7lyzqMil/X4xeB+JbFMT+/zYbnnAvvhFaNOl2\n",
"tOT892iD7yJUaDRGPfTei3/QBfdBVAjlEDSkbdekU15CaYsE0GvDX4EvohL51U4I4WO0KmU8tbrQ\n",
"mBffDK0qeR3aUmGrF38J8A4ainoMavsv0P6pz5lXr8bpCLADO/Bzfv7S8zwf67W4ew7HlDm1qNpl\n",
"baRfv35cd911LF26lIsvvphWrarWsWTWrFn07t2bDRs28NJLL3HaaeU7v4499liaNm3K9OnT2bhx\n",
"Iy1blgZzFBcX8/rrryMi9OyZfDmrPt6PCvV06dKlxt6jqpjQy5xD0BvJGdEjnkA1J5gbpYj3u6Ir\n",
"zfHiuhj14t1cBa9XjU98xfu26IRtIJRd4gSmo4VVng+uwRQlic+ZyrngqCtE1RafRxcKAP4blcKf\n",
"WsFh8WRd6EULHLuSGGIZ+38vSkOn02EDiaGWscf84HJeSOl8VOS9v4Utg/vSt20f+iy+giuK7uGe\n",
"64spHtCd7jsex3G/bEGLvmfL2R+jXqh0KAJuCyFUfzEL/U4VANvqaGOp89Dc5ifQKtj/g7bW+V/U\n",
"+zsBDVc+ARjnxbd1wT1kYq9GKbnOXMAFk+OEXvty9jfqIC1btmTy5MmsWrWKI444okrnmjlzJr17\n",
"96awsJBXXnmFk08+ucL9W7RowcUXX8xjjz3GkCFDuPfe0gK+Dz30EAsXLqRPnz507ty5SuP68MMP\n",
"U+YdPvXUUzz77LM0adKE888/v0rvUZOY0MuQEELNLQ0Y5SLen4mGMcbHLn+AFlv5uIqnjy/xX20T\n",
"32hyezzwa3QiklxNaRUwFhgZnPu8ut63DlGrPEu1HRE5Fc2d6kKpyANdfHpTRC5KM6KgSnYXkSZR\n",
"E+Wyr2lIdRdS955L7vtYEQFYSFnP3BxgWW3MUxWRVndwx1ONacxYxr74KZ8OB44Zh/6L8Rqv8RRP\n",
"MZSh+adz+pEf8iGLEx3abwEvoUJlv7jtD1SbyBNpjuY1/wxtkL4XWpFyPSJz0LDQe9Gm23WBM9Hv\n",
"yGAX3GIv/la0InYrYIALbjKAF79jtP0SL36iC25BzkZc/ym5zuzMzl/Gbe+RYl8jR1TUXgHg7LPP\n",
"5pBDKqr/BD/+8Y+rPI41a9aUhGv26tWL6dOnM3369DL7XXvttQlVNu+66y6899x///3MnDmTo446\n",
"itmzZzNhwgTatWvHww8/XOYcI0eO5J133gFg/vz5AEyYMIFFi7QmXPfu3ROqjZ533nk0atSII444\n",
"gj322KOk6uaMGTNo1KgRw4cPZ889M631lT1M6Bm1GvF+dzT05oK4zWuAP6ACqTqagler4BDv26EN\n",
"zQeQOFGL8SYqWl8OzqWcMDcQakRg1yeivK0LgBWoF6+ia/aTIrI7WtL+AOCNEMKbyTutZ32nxSym\n",
"E524gzvavS/vdw4hfL2dcbRBQwZ/CSBNm77Mz342ic8++zlHH13IBRcIhYXdWbKkM599ls9pp0F6\n",
"fZQ2UlbIfQHMq+2ebRGRWL6aiBwDjG1DG5aylDnMSQh1lOgfQD75rGQlYxjDTdzEruwaE3rvAL8I\n",
"ISyOzvkY2g90P2AycE8lBtkeFXIHoPmCndGcwZ3LOaIVuphwFNADkfOo/hzAmqArar81AC64JVE4\n",
"56vAG6DhnS64dV78E8AdaP6nCb2ao9z7qoh0CiEszPJ4jBSISLntFUSELl26lAg9EUm3hUDJ/umy\n",
"bt061qxZg4gwZcoUpkyZkvJ8/fv3TxB6bdq04b333mPo0KGMHz+eadOmscsuu9C/f3+GDRtG+/Zl\n",
"HcjTp09n7NixJeMTEWbNmsUnn3yCiHDiiScmCL1Bgwbxxhtv8O6777Jy5UoAOnTowGWXXcY111zD\n",
"QQcdlPbnzAUm9IxaiXifD1wJ3EVins6rwOXBucq2s0hF7IYUKKfv0/aIxnsq8Cs0pDf5b2slWh10\n",
"RHBufiXHWd+It/uSXA6kthH1SnsILYxRHq+ghTqmUxoOFS8GbhSR71GPXye0r9gfks7xHLBWRA4N\n",
"ISwUkXaot/Bjpk79EOjCxx8fQ37+SIqKSj3SW7aczbPPng1oQ+GooW0JY8fCK69A6Y3+G8rmzn0B\n",
"LM2Wd05EDkKrnb2A2uNvqNC8HM0bagq8VFGxkShsdk/gY2AnEVkG7EhUEOojPuJ0Tmcv9mJuXLHH\n",
"EP0DKKb4BeDDpjQd1JzmHTvS8bcf8/GzyX1SQwiF6DUwkw+5Byrozo4+a2syK1oTz6nAG4j0pPx2\n",
"DLWFPPR3GV/IoAvaID62GBgL612CepfrgoCty1SUg92D9PtAGjVEcXFm6+SXXHIJl1xyyfZ3jPjm\n",
"m/TXbzt37pzxeGLstNNOPPDAAzzwwANp7T969GhGjx6d9vmvv/76aqsmmgtM6Bm1DvH+MGA4iSW+\n",
"V6GJ9mNrYGIY87kvc6H8/lipEO/bo567gSTe2GK8BYxEc+8asvcuFTF7Le9JzyKEo4HZ2ysyISL9\n",
"0eIdd4YQUpa6EpF90UqF74YQnqjGMVcJ0ZC5M4APQwhfpni9Dzox7UbFIu8/wDkhhGIROQLtQ5iq\n",
"0WpztNJjRbQGvpbLLrsXrfgIeXnw1Vfb6NKlgPffh0z7LG3YACNH/h8DBz4HzA3OpV2SLBUi0gwo\n",
"CiH8EFU+PgH4JISwWlTcnIpeI15FRVy8bR3a3uA9tPjR3Umnj+9pdLeIBFQQ3w3cE0JYHY1B0Bzs\n",
"fnH7JxSWmMhEfsyP+SN/5AVeYAd26DuJSZ9/wzfNga5tafvqszzbCM1XPBvYcC3XjnolvJJeYRUd\n",
"g6D5Zoehfwd9gAOj59XNMWgBskE1cO7q5FugqwtaQdWLz0Obyn/ogkZ9xOXi7YwuLlkBqJoldn1f\n",
"6YLbjNAH9UyDLkaY0DOMLCB1M++67iMii9EmuktCCHtsb/+GgHjfHA2puZrE4gyjgeuDcyur+z29\n",
"+CaUrvR+4II7No1x5gG90NX2syjtSRZjOVoU4PHg3PYm2Q0SL74xancJhH+fxEnLUFt+hE4CGqHh\n",
"WJ+GEEp6konIoag3BfS7MhaYH0IIItIPnTwkF/a4BS1kMQztR3k98EKGlSqrjIi0AL5D+yQuR/Oi\n",
"HPBH1PuQTrmyV4FfhxASPKAi8hBagAI0HK3qnWXz88sKvDPPhP/8ZxtLlqS7SNglhFASHicibdHG\n",
"35+hfyMD0BDeJ1Cv98HAvdHPE1FRtTflF3AYFZ0jxrPoJL5vmuNLh1+hCzYnoQtQ5bES+FNnOt/9\n",
"G1peENoAACAASURBVH7DoRxalEdeQMMJl6G/8+9RYX0U6lG60AX3Rsqzqag7Gs0/2wu1w/5k1iew\n",
"uvgZIbySg/fdLl58PvAL4FAX3O8qKrDixRegFUQPc8Htn2ofo+pEv5Mt6L3xYxfc4SLSCq0qLcC/\n",
"QwjH5GJssblXhw4dWLzYtL6RHfbYYw+WLFkC25nz14Q2MKGXI0zoJSLe90Tz1vaO2zwbuDI4V2M9\n",
"d7z4WHgPwAsuuJ9XMMYuwKVo9czkzNsA/BOdCE4KrrRhslEWL34vtFE1d3P3F5OZ3C1plw3ADtHP\n",
"bVD7XoLmLCVzKyrk7spgCN8AnUMI1ZHjuV0ib9BHaG+1GMcDr5PYBzKZmWhhjGvRkMezQggpw5ZF\n",
"pAOvvrqRli21EMrLL/fhySfPZM2assly/fpB797w9tvwxBPpfYj8/LW88cae9Oy5Ffg7Kk5fJ+YF\n",
"LJ9zUIFahIaZ/ii9N6xx3qP6xvIAcMclXLJ6DGN6AJumMvV7VBwehHo3dkAnuYXAJ8AjLsSFcYvs\n",
"ErffAWjFyOS/i5pgLfAvdKHh1HL2WQTsTdyiS10kut5PBca44Abnejz1FS9+D0rz8ia44M4CEJGv\n",
"UY/7uhBCzXSx3g4m9IxckEuhZ6GbRk4R71ujeUUD4zYXoiXK762JZsZJVFiIJaoieBaax9M7xfHL\n",
"0dDMkcE5Sy5Pn44AL/MyKUQelIo8gNXbOdftlXz/HoDP5CARuR8VXQB522seLSI7o42n26R4+U4q\n",
"FnkA14QQ3gJKsuWjfNA9SW5VMHXqfmiBCeXss/UxZw589RUcfLB66JYsgaOPVo/dXnstY++9V3Dr\n",
"rYeyPYqKbgzObUA/8tlxn/EToD/qnUzFS8B/gWfIrchbiYrr+TFvroi0RD2IfdFcu3T4GDgCFW37\n",
"AV+GuOqUl8ql0wBccMVe/BdAs448074RG9tA8do9eXY5WhTlWIT/RatdHhKds6ZZizY+L0DD6B4D\n",
"ZhCChqyLdAdmRGOKZ09gICJfootxc4HPgW/Jsmc8FZEHKcTCNCtgE1rcKHWHZaO6KO++uhAVejuK\n",
"SPMQwvfZHZZhNDxM6Bk5Q7z/Gdr4PD7PZTowIDg3J0vDSHlDEu/3QUO2LiOxpQNoDtVktLjKhOAy\n",
"y+ury0T5URei3pmn0yhc0QT1xG0A/h7b/9/8+9CXeIkP+KAmhnkIGiI3Cc1hKo8zyUDoRZ/n2rhN\n",
"I0VkPvBMfAW5KJ8MdMFiDKlFHsCJSc//itrpZqCY5s2HMXHiJvH+QhL7znVF7Zoe++33A/vtNx/4\n",
"4qBPyP+p3/OsPcfCTmu4pe9ydyfOIbfeeiZa3OVGNEzx3aSz3IZ+38sQQnhSRJ5BFzx6AENQu8d7\n",
"TA6JHpVhEuo5/BCtPno66hm9OG6fE9BqtrE8xZFoiGhH1F4HAY+GEBKKLQWtKHklSUVPoibmF6J9\n",
"O5MrVF4bfY8DGnWQgKNnPtAXob+D49BG3aXvGXuPij9zdbEeeBT93X5FOd7gEkKYjcj/oiGxyTyS\n",
"Yttm1EuTj14nt6BtbyYALxPlN9Y0Lri0xKYLbgX6HTJqlvKEXrzt22FVTw2jxjGhZ2Qd8X43dFIb\n",
"Hya5EZ2YPVpNLRPSpcQ1vnonlov356PexVTeuy/RCdDY4FxDrRI5CP3dgU5gEyb/kRjqjnoO5pLo\n",
"GTgUuF5Ebkfz5pI5CvgpKhT+gU4Qfl3OGOYCF6EiMp6WsQItItIN9TKdBUwOIfxTRHZCi3YIcG0U\n",
"StQbXekfi+b3fYyGG05KKpiSnCfWP/r/NhEZjuaSXop+f8rz1MU8IqU0bTqVp566l5137gJ0Y9u2\n",
"N/n+++60ajUkskUZ2q5ezenvvUfXxYuZuc8+PO8cRfn531K2TcEXwMJYKLHv6a+P7AFxRVpCCBOI\n",
"0x5R9c22wGfb81pGxxehiyIliMhnaM5cMp+jhU7OQQXcZWjT8PfR38VhwIPAhBDCbSmO/3N0/iFA\n",
"QQgh9jkai8hewIo4T8Fq1Jv4/PY+Q9LnKQbGRgL2EPT78aMdYdFaWIbIcWi+3MGoqD0YXVxoRnRN\n",
"WcvBbKY9O/ERTfmWgCAEBCgmnwDkUSPOsNeBl9G/n7cq0R7hCfTvM508z2bo33s8Z0aPkYjMQxcJ\n",
"xqGT/z3Rwinf1FQlTy++B/o39oYL7puk1xoDxIq2GDVGea1z4mMlT8CEnmHUOJajlyMaYo6eeF+A\n",
"loO/jcSCApPQXLxF2R6TF//wV3sx6B+nwytnsaE4PyFkELRc98toiNPULIvQKhGJmo0hFpaV2bH5\n",
"wOFoFcyNcduTLxgnoeGrEkL4PKkoSCacFYmN+DG0At5GJ9rbUAGQIDxE5PeoaPDAGeVV4Uw67yy0\n",
"SuH22AgcFkKYHx13GpqHmTmNGz/EE088xYYNh3DFFYkFPcaOhY5lC7ZKcTFdli0jAEfOmUOfGTPo\n",
"vnBhOHDBgtCysDC54AxoRcgF0UNFoxa2eRN4hhBe8+IfBK6K9j/OBfdepT5PmojIhaiX7yRKBW5y\n",
"gZbGqFj4NCsFckQ6otUkO6EewN3Q/LS1qO0Wor/7LqiQWYmW4/8pGnq63cbvxeTxKXeymqP5f/bO\n",
"O06Ouvzj7+cud+m9EUJI6EGaSBEEYQIiSBGlCoK0KCpFBBR+YqEJigJiA1FUEFSqVAVpX3qXDgkE\n",
"CEkg/ZJccskll7vn98czk53d2367O7t783695nW7s7Oz33t2dmae71M+W/NjRvEUSgNCFwrMYz/a\n",
"2Ij1uYsB+Sm6KOaYz8BkIDqxms/3Mce5BUs9XYXqK3laIjMiV1OotENhdGLjvhe4C9WShPb9Zit3\n",
"Y51Iv+ypd5cT1+ip1+nECTYRszVwdVJ9ZExJceKuxK71AHt46j0BICJfxlK5AW5U1WMrPba4Ri8m\n",
"CuIavZi6R5zbEpsp3jm0ejHWYfPvldLSCo1nIHDkxL9w1IeT1q0OO3kzMOfuevW8BZUcW08QkfHY\n",
"Dem3sXS1BhF5BDhcQ2lUIuJhTQluAo4L32CLyGBMY+yr/vOV/r7SzcA/EnpfweOdylT2Zd8ND9PD\n",
"utVHqmqriOwI9M3kwKnqL4BfFPixT5CfozcIeFRE/us/PzHbxhnZffdVXHTRqcCpjBsHe+4Jjz1m\n",
"rx144DonT7q62HnaNLb64AO2ff/9VUc//HDj6GXLmlP2FrTXT8cxGdZ/DfgaIr+ChyeEmpKazS1N\n",
"USlk1k9kc6wj5qGYw3EXJljdgeqSYDNVvRG48QKRxhdg1L3mNCVNlqg5WesBkxBZArxIMbU7FoUc\n",
"j0kXrMDOL9thcharsMjbeGCzgvddAIERx3Mng5nGYKYnvaI0sYC9WcKnGMnTuRy96VjK5HXkMYlR\n",
"QhzldfQasXPKNsD/+XqLDoum/w/4d6Fpn74jB6Y/+TyW6guJr6QZO2b3xpoDxY5e+ciUuvmf0OPk\n",
"zIaYmJiyEEf0IqK3RPT8xhFnYg0zgroixZyoH6nnLazweHbAUuuOhpTondKOcCvmkLpaiN6JyO6Y\n",
"MPIyLN0qNSIZsIqELmEr1kUv4DEs7fA2LIrxLN1TD+/Gas6OKHCIj2Ppld1SdO7kToYydC3QL98a\n",
"m1IgIlthXQ/TRcXyYQ3HHXcEn/vccMaNm8Qtt3ye22/fgcWLE07ZZptBUxPsvjsccYQ1PglYuhSu\n",
"ugpGj1a+/vUZNDVN3+fFFxdef+mlU8a1tEzqwb+Wk+l894O5HLTRYKZ1fopTfifo6aGX38MacdwL\n",
"3IZqQvfRHO5DsbTP1FS9VO4CbsdSa/fJse0iYFSa9XOw7+dDf0y3+I8PwG4Q52G1YOOwTpEe2esx\n",
"I6GLBhqS/VoUYTmb0c44RvA8fWz+ZB7m4DisjmkO9puZWZADXiosov83TLYgCpZi9ZG/IoeuZjqc\n",
"uD6eJnc+9rX1PoWlpN7vqVfwfmPyw4l7HrveKNA3rE8rInOxiZ25qppJNqVsxBG9mCiI5RV6Ib3B\n",
"0fOjeNeR3GnvHeB49cqbMpYyjoFYPeApWC1QEhu/B5//Ly3XfItN1POWVmpcxSIi22ANO46MeiwZ\n",
"WIyNbzXwL1VdJiI7YbPsABzLsStP5MQBwCxPvYmVHqCIHIR1YPwtNtM/EnP+nareKSLXktwJNsFR\n",
"R8E3vtF9fVcXOAejR8M224RfWUKidi789331vDWYs34n3Zt+lIU2NmQgeWVJP4s1G9kSSwGNyYPV\n",
"jKSB1TRhGc+KLBX0SSyCtACbRFmGHQOBM1fJaF3+mG7lHSTX6z2ITQ5thqVTj8SiNu9j5/qeazgm\n",
"WIClJD+PTUK1ALej2k1T1YlbH1jlqbfEf96QRxfOmDLgxK1z5jz1kpw5EXkWS50G6KfhCaUKEDt6\n",
"MVEQO3q9kHp29MS5oVgd3mkk0oMVm6H9kXpeWYrwU8Yg2OztVOwGPlWMuq1PB7f8+nROmDwNBJ70\n",
"1PtsucdVDCLSB0vFfBqLcuRbz/JdrCj+rBIP6XysLu6bWGOMZ7Fo4C+xOqITVPWp1DeJyDDg6iaa\n",
"Ft7Lvac1WzPCpzz1di/x+PJGnOuH3bCGu1pO5o03PsFpp3VvqDJxYibduS7sRjfszE3HHKVFaVOT\n",
"Ldf1O1jqaZxGX+OsZSBzOJT57NO+lkGrhY5pnQw8/7O6//2pTocTNxIQT71uDktVYr9d65IYkpJI\n",
"s10DNilwAZYiWY7moisx3cKLUG134oZi9WCHYzWVbwG/9tR7sObtXoP4DW/a8YXRPfWShNFF5GYS\n",
"mSFbqGpFpS6Ce6+GhgbGjRuXc/uYmFIwd+5curq6IK7Ri6llfOfqaMyhC0sSzMCieN1u/sswhmFY\n",
"bdlUksWpA17G2o3/48HPsz6JToHdasTy/kxrGvJZ4HVVLWlDGT8184k8N/8N8JtQF8JgH//E0t9S\n",
"cWTWPrtNVQ/3I193p7z2O1VtB34lIn8G2vwav8uzDU5VlwJHOXGbY5MA0AO754t/XI4l7Mgl/k4i\n",
"3c3o1lvD2WfDzJlw/PHw9NMwYwYcc8xyzHkLR+amAe+p5+U/M211kP/AUhELYSbwJhYRWoFJNIwn\n",
"ublRTPl4DfvdvIY59q8Dm61m1B6vctlOK5l0CMiLmEzGzsAdTtyFnno/C5wOJ64Jk7H4Ft316qoT\n",
"++3mznawbqVPA/sgsjEW2d8Oi+60Ysftx1hDmf2LHM0A4AfAF5fJ1l+H3x6JTZg8haWk7wrsXRd2\n",
"r03Gkzinpju/h6WTdiMiTcOurq4gwhITU9fEjl5MSRDnRmAOVFgyoR34GfAL9byyCqOKczthqZlH\n",
"YjcRYVZi7b3/BDwbRFccLqtYetL+bab6e9gNRTAN+D8skrNjaLvg4QysQ+N3/VbtBSMiR2Ii05mY\n",
"j7WoXwGsDLpDpqKqL4rI57COc89jEcEXsSjrWKzG7xBMnwzMmTjbf+89IjIOeABrIf89DaVNqWpr\n",
"Ef9a3nYvBF/cflOSHbngcb5i2GB2mckBBySic/vs8w777PM2MK+gxkGWZvt5LI31TuzYOZ/8bnKX\n",
"AW9gN9jPYPWOT6at2bIDb1usLmYJ5oAcDFyW91h7B61YI46HgVewc8WWWA3rS5hkwgjM5ouAIHq1\n",
"GvgI1XSNmRY9I24wFkG/2FPvx7AuevRr4BInbqmn3jX+9k1YLe200v97VYTq+8BJGV8XGYXVbh9G\n",
"+jrNXGzdSf9nmmihmSV/3UlPOgFiu1cBuc7vDviR/3jbso+mO9m1JGuUJpqahzJ0NEA77StWsGJZ\n",
"1GPqDRRh94off7GjF9NjxLn9gT+SrDN2O3CWet6H6d9Vks8djDmW3yTRaCTM85hzd7N6Xmsg4C2w\n",
"VlXXkqL147/+JawmZQnWVGIacDrdNdTAUkMzsan/vtNFZLKqdhOA9z9vLyyt9E6sWc2PgW+QvV7r\n",
"I+AIVU0Vtc6Iqj6M3dymMg9rxPIXf0z9gMZwl0s1keXtRKSxRO3vM2ks5cSPzo0i4cCFHbqNsG5+\n",
"+bKCRHplOOXyXfW89kLG1X2gsjeWvrZbaO1v8nz345hT/iH5ThKY8/eqvwRj+C2mTVmR2r8iWIVF\n",
"xmZgUcp9scjPcGySaDH2nQ7Lc3/Pk+imOBxL41uL1Xm9i0UO2tLYNFwvXGx0YWfst/Q3ACeuyVNv\n",
"sRN3sj+GXztxCz31bsd+5xOpQDS7qrEJo28RaGWK9MVqty7EItU5aWUyzbSwFecfj0wds4bhF3ra\n",
"8lxs90jJ5ei9HXqcq7FTyVHVbnX69YATdxSJieHzPfWyZtjElAYn7itYdg7AhZ56hXYBLzuxoxdT\n",
"NOLcJKxW4uDQ6hZME68ggeICPlOwNMkTsZnggbS3w8qVMGIE2Ez8DcB16nmvgQlnC5yLzbj389c9\n",
"cA/3PPcKr/Aqr7It267G0jq38z9qOHazXQp+S/rug78gUT/3Vay25bQ024W5FPhJMdp4+eCnZGZ6\n",
"rVSdMcM3Ammr4cW5Jqy7Ymqq5RZYxCVfFEvnStcMZW7JZD0sTW1vYCss6lsslwA/phS2Vl2FRYVv\n",
"IcVmXfRZ0cDaZzDnaA7mIH2M/Zb3w/6X1C6WLwAnoPpm2s8TOQSb4AnzMPB/qL6Qsq2kiUxemmaf\n",
"fbHo5wFYVPZVTD6hLzAXi1zOBuagOjftuCpDkJoY1B+vBfDUW+HEBRNF1zhxczBHdD3ST7z0Xqwp\n",
"x+OITMHO7xeRyJ5IyxpG0Ic2GlgNsH8TS/ZH5A8enOd4NLZ7NORy9OZhv5UhwOYVGVHvIOd1NaYs\n",
"lCVDqZTEjl5MwfgNLL6P1TuE0yT/C5ygnpeXAnCBnzkaOIElS77JCy9sxKc+BR0dcNJJsCqpt8sw\n",
"LJL2D4ENsdTRdC3C9z2Ig/YNntzGbdfmOZQWrCFKA4kGL78BfoqljfbFagOPDr3ncyIyRkNpXyJy\n",
"OMlNUm7K8HnzsPSx+cD+mqbbXA2y7sT43M60TnFuN7o7dBtT2PlpJck1c8Hjd8uaNmyOyDWYhERP\n",
"Gk8sA6aieltJxhWg+jAik4Aj5rP3Ke2M3b6NSaxiwoE76DcfS/OOO/0FREZjN9oKvI1FwbN91h2+\n",
"PXbAUuSezKiHl28XMLv5/5e/VDMLMKdiGCk3WZ56y5y4E7FulVdj54qRWI1fTCp2bFyHyPVYpHQE\n",
"dp0ZgKXPr9PAbGYpLYxiLYOwTFsATgaO9Jhy+tPc8vU1jL6f2O6VJOuNr6qqiLyDlTxMEpF+2SYY\n",
"Y/ImbPeS9gqIyUrs6MXUF+LcnsCfsRvxgHlYTVdJhc/96N1uwLeYPftwzj+/iffzvkaXWr7hcexG\n",
"7edBNE1EmjW5A92vgwcichJ28x5oq80XkZeAhZje3Z+zfNZqbPz/BS4rYSQtEsS5PtjxsgUwebeL\n",
"2H/ZUJi1IbQO5aECdzeb7p0tpwNzKq57KHIgVvvZ08YOLwNfRfXtnFsWg+mQXfe2uEOwdviQT52S\n",
"6kLseC3ks9ZQ+t9eLfAUlkI+OvUFJ0489WY7cV8F7sMil+NJTmGLScUmFpLT062x1EWYwydDeYOP\n",
"OYiO7tm9wxRu+AxHtLSw40tvcPFOXTRfChLbvfzkc+M7DXP0BOt6/Hq5B9ULqHqHo06pervHjl5M\n",
"XvhRvPOwbmeB0HQncBVwgXpeMU05Mn3WGOAoVKfyv/9tzSWXQEtLKXb9CvAIJuCejdOwWp0XVTXj\n",
"B2uWNuOq2u43QHk8tHoH/+9+WT57JbCRpm/6UNX4HU/DdXNbYDUYm2KNEAB4KreYwiqSnbggSveO\n",
"el7l9MZM1mIvzEldjNWRBbpyZ5Kt0UR+fIA1EHog71q8nhFckNZQqAMXk4vHsfrepQCeJia8PPXU\n",
"7/z4khM3FYsuQRxZKhw7556DyJ3A9UN5dbOt+RF9fM3CcEhdAEVGjODFfT7B+UznnH4dDAUktnt5\n",
"Cc4za8nceCLcOGwSsaNXCgK7d2Jp7TGVIbB7F1b+UHXEjl5MTsS5fYDfYTNvAU8A31bPe6MknzFw\n",
"4K6MHHkxs2fvVYr9pWFvVX3Ef3yWiAzemI2XTmZywxEc8eHxHH8s8K7feKRUvISdcLPVmZyJyVGA\n",
"pZn+JJsDGTXiXCN2YU5XOze2kH0Nb6FzyQgeI9mZm0apo3MijZiTPQZ4CtUlKa+PxGaXN8S6Lg7x\n",
"H++A1WqWmneBo1F9sQz7zkZwQZoTC0mXFk+9DqzeMdPrXf7fe524NmyyJ+7tXiyqzwCbN4iMGMK0\n",
"C4BT020mmL89imdp5IJ+i9m1fSI3TobWmZUbbK8jOM987KmXKRslfJ0dk2GbmMLIx+4xpSew+1xP\n",
"vezlDRERO3oxGRHn1seckCNDqzsxMfSfqdezk4mI7MLgwWczePBOrFy5IStzllL9Hetu9AbmFH0I\n",
"XIzVxtyJ1bEdinVTHJtN0+5RHg3q7ADeV9V8teryRlVXishOWBOLdM7e5ap6JSY6XlX4ovep0bnJ\n",
"mLPfnOWtqazBoqPTgGlDl/Lhz8/hjxvMgYErecJTb+8SD90QGQNMwZrgHEfiXLcIkS9jabVf8Lf5\n",
"HKU/F7YAf8CE5Vdg3QS3wo7RB/zas4rhxA0i0b2yKtNLegueeo8Cj0Y9jrrAMi5O8yN815JcUpDE\n",
"cF5hOK/0A/6DyC3AD1B9r0Ij7RU4cQNIdPnNdp6ZH3pc0ARhTHecuH4k0sbj83uFcOL6kpioqFq7\n",
"x45eTDf8mqpvY07U4NBLTwLfKjaKJyL9ge0QOQNVcx6XL7clOx8Ch6jq/0LrvhJ6PJ3ubZpzFSNX\n",
"JK9aVT8C1heRPTAR5Tasic2LwO/L9bn5IM41YHbYku7Ruazd7tIwj+R0y2CZqV5ilsuJ+0ToPaW1\n",
"u+lyTQWOxSJz6RhF/gL0xfBV4D/A0pSGI0+TWm9UWaq+jiAmpmis6dCm2KTkT7DzWDaOAI5A5DXg\n",
"DFRjx7s05CudEy5NKPRaE9OdoiWLYnpETdg9dvRikhDntgH+SrJG3GKs+P36YlPqROTTiDyC6gAy\n",
"NdwTgQED3qetbQOsucFxWHqTar5d+vKnoj9QVQ3X6p1Q7s8LI84Nwpy3zUlE6YJlQAG7WoOlHaZ2\n",
"t5yunpevOGtpHQ5Ly9wLa8d+CIVFG0tFO9Z58ycUJyBfCWJHL6a+sWvEP/1o3YGYnI6X413bAv9F\n",
"5DhU/55j25jc5HuemRl6vFHeexfZGquNHofV+f0uYlmVaiE+v0dDTXQ6jR29GGCdbtk5mGB3U+il\n",
"PwHnquctzms/1sCiIagzE+f68cADpwGXZXTwAlS31BUrcncDLA11pTnjR+c2oHtkbjLW4a8QFpJe\n",
"dy4pOlckPbe7yCZY1G4HTFNxaA/HVCyrgTuAH6Ja7Q0e4huBmN6BNTa6G7jbr7/9K+b4ZaIPcCMi\n",
"S1D9TwVGWBuIDAY+g0kFbQM0Yh2GFwAOuCApBV2keTC/27oPK+jDCtrYZLG/vgGbZBwMvI/qYqx2\n",
"vR2TzdgktA/BaqSPxb6zSdh5dhl2HUtNzT0PEYDLgYtRXVqqf7/GiM/v0VATdo8dvRjEuW2xi+H2\n",
"odVvAt9Qz8s73UxEjsbXg7PzdQZ22UWZPPllNtnkcn784wmobgqck63DZRmoiR9oKuLcQBKRuckk\n",
"HLrNKSw61wW8hzlwbxOK0KnnlfN7KN7uIoMwEfvLgP6lG1JWFgAPYFpe+2ARw+nY7+WaGrqxqMnj\n",
"PSamR6guRuRQrKb7u1m2FODfiDwJfLFbw6begJVWHAzsil1Xdif9NWUTf5v/Q+QirP748wA7cEp4\n",
"u58hx/8MywgK6vY6EfmVwm/Oh2UTod8Y2ByRnmbsnAWcgchwX04m/H81+GM8Ctgba7D1HnZeH4qV\n",
"U7RhkcXdMWey1V9GYd1DF2DXyZWYRMoKoAN4HF9uKWLi83s01ITdY0evF+NH8f4P03ULonidWAOJ\n",
"C9Xz8m4YIaYplkn0O8HFF/+S3Xb7hXqe5ej/8IcFjrpkbBh6XFUhd18/cD3sYhvUzwXLhCxvTUcL\n",
"3TXnpgPvqedF0d2z8BOjXajPAC4ABpV4PGuB54CHsAv/u/66XbGL+jMEXVBFmoFmVFeUeAyVoCYu\n",
"SDExJcd+v2cichNwP3bznondgRY/SvRzLDWw/n4vdk7dB5s424LkSd5C+FEe24wMPW7EnLKzzk+s\n",
"a6A0NGJZST9EZFuscVumWu1x2HediYEk1w6OxaKaYDYLWITIW3TvOv0xdj15CotQLgXu9bVJy0F8\n",
"fo+ADblxyiBm0MFw2pjYmTtTPBpiR6+XIs7tjaU7bBda/SZwvHpeQW3f5eCD9wLuyb2hfFPPO+8P\n",
"hey7jER+YhTn+mNdLIPoXLiGbkgBu+rENLnCdXNBdG5RKcdcAvLPaRcZjWkanknhouQPAP8CHsYa\n",
"xVwKfB3oi83UPgbcCtzZbQbY6J7CZTeMVSt9kYO6SlWOiSkY1ZeA0X7Tlhegu8p6CucA30PkWUzn\n",
"7WXgelTbyzvQMiGyHpYO6WHdhtePdDzl4TxETqVy6fyjgD3SrF8fq8VPrscXmYY5pM1YVPF6VG8o\n",
"wTgiv5/pdYj8YGPr2A2AIn9BrtoGa8BXVcSOXi9DnBuH1d3tH1rdiaW2XJRvFE+cGwB8mSVLvsGr\n",
"ryaf6PbaCzo7l/LYY+EL6RTt6nI9GnxpCU6MK7D8/7IQis6lplpOBiaSrPGbi6V0d+amAe9HFJ0r\n",
"hsDubfji0kmI9MM0xr6BzTgXco5aAFwP/BHVd1NeOw2R72Apn6sqJFBeTQR2X4VFeWNieieqMxAZ\n",
"AdwAHJNj6wasTu0z/vNTENkfmzwaACyn9I3CSotlIvwYa6gWRbOqShNVzXY+hLvBTgT2QuSPwNlY\n",
"V+bXKU5HNzi/r8Fq7GPKicgngQuTVqHDsUZBF6Z9T4TEjl4vQpw7EPgLyakrrwJT843i+fV83waO\n",
"YtGiIZx2GswLaZ9efPGT7Lbbj4DH1PMUQESkDF0zi8aJExInxtmeej0emzjXD9iU9ELihUTnFIt0\n",
"hevmgmVBYNNapJvdmdKIsAewtb/+M1gtRWMBu20BHgRuB/6FauZmMebctRUx9JqmHMd7TExN8MOZ\n",
"OQAAIABJREFUo6qInIA1AzmsgHduQ3LEpBWR/wFXA2+g+lYJR2mIjMc0Pwdh2QgfAa+gOj/H+/pg\n",
"nYivoPCGXNXIWixD4y5s8vTH0Q6nZDQDv/Yfr0WkDbsvmwW8BTwLPJmjFjA4v8/xtLjO6DF5Yp2+\n",
"/0j6+5RPV3g0eRE7er0A3wm5DEuDC5iLzfD9I51kgogMBFaqqopzjcBBLFhwNtddtxttbbDnnnDd\n",
"dTB/fvCGLrbd9nA977w7UvdVTU6ez0jsAg8FpDn40bkxpI/OTaKwWoNWune2fAeYoZ63qoD91BLD\n",
"gQENrGESf23EUlc2zPGeTMwALgL+VvUz6tEzjETqa5zWExMDoLoWayA2m+yNWrIxBEuF9AD82r57\n",
"sFTP6wrqxmsdzA7G5GI2xNLMtye9oHgXIm9iUUmAHbGJxpHYtaintGPprc9hnYVfwSaIJ1KYDmmX\n",
"/95P5dowxBos6+hP2HnrQMzp+VeSlILINVgtXCnpwq4tLZhjORq7xleKPlhEMjUddLmfQvwyZodn\n",
"gxecuEEk0pDj83s5EdkMm2hI1W0OGJ1hfaTEjl4d4zsmn8dq8bYKvXQPcCJTpmwE/ENsRqkDa5l8\n",
"NVaE/j0aGhbL9773bw44YA9gIj//OfzP1yx/6qnwR61AdW995ZXny/wvlYqwhl63eiVxrhnrLJZO\n",
"qiBXXUcYxfSCUmUKpgHzazk6VyQThvAGm3MFg/hgsyL3MQc4Haut6232K5a4fiMmJh0WJTkTkbOx\n",
"JiGXlWCvB/nLDxB5FHgUi9BsgN3Ej8Fq5IZitdWXYBkctwC75fkZDVh08RclGG8q38TS31MngGf7\n",
"iyCyF3Aq8GXgf8ANT3HHox0MfxWgiZZ/7sahPwbmr9MWNQ28KZh2YedaeGlnuOZL0DAJFnzNmpzc\n",
"n+a8/mTaUarO9RvsfDWP/+ku4FrserwbFh19B3gci8wMwVJxZ6G6MumdFsFpwkoKPoFd1/fB+hus\n",
"xsov1sPSeYcC87Eb/kLryrMx2P/MfYDvI/I8cBVwGzwa11+XG0v1vgxLzcxGIZ3PK4bE90rRICJz\n",
"sHSKj1R1g1zbF7x/53bEHLa9QqtXA2fxhS/cTHv7if7rpeAYVc3dcbNKcOIOAu5eNgSe/gx/uewc\n",
"niI5QrcxhaUPriDRzTKcalnP0bnCEOm/gk3+OYj3vljkHuYBvwF+X0OSBlWBE3cAcK//9CJPvXpJ\n",
"eYqJKQ8inwCmYrXslYzoVIppmAP6KOZkNmOpp0XXejtx+5FoYnWJp955ud4jIouwKOQHqpqqkZcb\n",
"azBzL6apmo5jgH+i2lnwvotBpAHVLl+q4uv+uCZiE+mBDuHOJfzEluVs9uBHfOnILvqxnM2v+rQe\n",
"c0YJ99+7ERkFfAfLfuubxztmoTqxZx9Zet8gjujVGX406ipsVs5Yvhwef/w9Hnvs17zwwkpsBq7Q\n",
"Nv2ZOAP4e4n2VXJ8CYmNCUXlRt/Mnqv7QquVbHfvjJWZWXSPzE0HPu6F0bncWCrSKOAA4JxBvDc5\n",
"xztS+QC4DrgV1XdKPbxeRBzRiwAn7kDgK5jN/+apV/r6rZhupNj9Rk+9NwveidXanYlF+zbG0hXr\n",
"oUvlG8BUVJ8rw77DN6X5nmcCjb1skheZUZ2HyC7AZ/19PI/qh+scrkoTfKbqKhJ1d8nYdXF/7Bjd\n",
"huTO54UyYjDvHjnZD+wqDd9Gjl0D/CBrvXpMduw7Oh2LthcSpRtcngH1jNjRqyPEudFYU4rPAtDV\n",
"Bffdt4ArrhiDpSJelfHN/fpBczO0WpYF/fvDqrTBqBYsP3kkMK1a6u/EuSFYWkWgOxekWm5CynG+\n",
"cEzWXa0kOToX/H1XPa/XNfIoGEtz2Qc4DksbHlHAu1uxmpCHMf2hp3thd8xyEDt60bALibSyx7HG\n",
"CjHlZ2cSdn8Ckw0qHtX3fV22UzAtz1pkDnAx8KcyRreKOc/Mx2SFBovISFVdXPCnmkPzaMq66r1u\n",
"2D3Tff4SRI22B/YFvoSllQ6niA6pQlcTFn06GpGNqkTMvXYQGYcFSaZS3MTOYESk2spKYkevDhDn\n",
"GoAjsVRMO9l2da3m2GNn8vHH2dNObrgBNtjAisi7umDRohWMGvVXGhr+wJQpT5LcqngZsKOqLsBa\n",
"2VcUca4PVmi+RWgJtOfGZX5nd0YvgA1nwcxJ3LR4FM+ScOg+StecJiYHIhthjQTOpLBo8bvAD4FH\n",
"UK02zb96IXb0oiG2ezSU3u7mgFyIyJ+A/8OuOSOw62ChMjD5sgBLWX8S+BCrBZuENTbZkfyaf90D\n",
"/BW4uwIRnmLs/jbBxLRdy58p6YhqAbvuPegvZwOBoP0ILOK3D9acJd/6TbDUv/mIHA/cU22OR9Vh\n",
"UeGzgS9i9ZjF0gdL8awqrc3Y0atxxLk9gF8CO61bqTqPffdtYu3azE7e0UfDSSdBw7prxes0NPyO\n",
"MWNuUs9bASCwEXATNit6sxbSQawHiHPDSC9TsBmF/QjbSROdu+dArhrUxu7+Nt/01P7fmAIwMfNt\n",
"gV2Bb1Hg7JdCu9js+K9qVoC4dogdjmgoJpUtpueU73hX/Zjk7tWGyFCslmdbYHesFmsAhXViDvgH\n",
"8B1UM+uhiQzG5GgmY5Ix72CdtD/EukU2RJC6V4zdwyn5G9EbHb10WERyEYk6SrBO6McCPyW/TJnh\n",
"WBOaNkTew3T6bsYyZWpFd7e8mEN9GdaIqRCWtTJ57RCmjUzz2mBiRy+mFIhzW2ARvIOTXnj11Wc5\n",
"44xdktY1N6/l1FMbWLq0gT33hMZGGD8erInIXcA1wFOpdWaquoRkYfVSjr8RK1JOlSnYgvTtpLOx\n",
"ELtgvOUvgQbd7HTROdfmAk2hJbGTlweWrz4e2BPY21+KlUVgOZt1Dubd7VGdVqIRxmQnuAFr9dRr\n",
"jXQkvYvA7ss99ZZFOpLeRWD3FVgWSvlRXUY6oWTTwPsSpoMHJjUwBqs/fh1r1vE5zDE0PT7Vl/L4\n",
"vOXAA/6SjiiyUgK7twH5NsyaFXpc8qZ0dYVqG3CNH1W+Aksv7J/HOwdiExDbYmmJ7YjcCpzUq1M7\n",
"RZqwaPfReb7jYeAnmKOsi2TqvCGkvYUZTJWJ1seOXg0izp2ItQpOdIa8//5ZXH31clpbk528k0+G\n",
"r3wl/D0r8F9Mo+a+cneF9DX8NsHkHT5Boo5uM/LrYhSwGkvzC6Jz7/iP31HPW5LvTpy4BhIXlLgV\n",
"MQSO3GcwR25j7II9Dju++viPe1xkvIJN9GMOkrns//aeuk/s5FUAXyw9ON7jqFKFSBWpj3IsvYlU\n",
"u3sacZMs1Y+A3/lLOu6lduv+1tEDu7eEHg8v7ajqFIvUno7IOV00bv42P3x2JE/3W48H891DPywy\n",
"eCwiP8XuCTsxXdu7/UmL+kZkEJatlk8X8EXA11G9M7yyg2FDM2xfdQ1ZYkevhhDnBgHnAedg+foA\n",
"H3PJJQ/x4INf6/aGoUPhyCNZtx38GbhOPW9micfVgEV4gohckGa5mb9eMr+7G/Pp3tVyGvChel4p\n",
"isjHkEj/7N03YCJbYbNZh2H1EaXmY+BW4M1F7PrOG1zi/PW92+6VZRSJCZXY7pVjJHZDBbHdK8lI\n",
"ElGO2O6VYziJ7oSFTKCGJ2kL0aiNUV31uLhZQL+FeCxm1/9txYWDsfuufOkugSHyMBZIuLebpmCt\n",
"Y3IcpwLfJvvEgmL1rXcAd/gR9HU4cUNHM6hf2nf2BkdPRIpK6VLVWbm36p34wudfwcRRLe1w1iy4\n",
"8sp3eeWVzYDuTt4BB8AZZ3Qh8m/sR/sf9bwe5ez7jubmdE+33JzETU0+dJAcnVv3Vz2v3Bpp9Vmv\n",
"ZFG5Rmxmrj+wNmMevoiHneA/V6bRPAdcCtwX1Im8IW7H0Ov1Y/fqpz6P9+onFjGOhvh4j4Zi7R52\n",
"9OKIXuGss/tCprwGF54MnIs1FinW4QjKM0DkcOBfFdMhLAd2b3QwcCImep+tz8NqTBbjGrL3pJjQ\n",
"mTlrtv4dPWBmhvVK98hOsE4pTKC61yDObYcdeHusW/ncc2s577xGOjvTz9wcddQqvvGNa4Ar1PMK\n",
"usnwncoNSF87V2gO/TLMoXsXa3Ed1NC911OnswfUx42AFRF/GmvCswvgkdx5VBFZgv0eH8CExucg\n",
"choms1FIlDUfPsKKmm9BdV6a1+vD7rVHbPdoiO0eDXEDnGgo9ngPT+weKSJnq2o8MZI/yXa3yd0L\n",
"EbkSm8w9DlivB/u/FWhB5CxU/9qD/ZQHkeHAptgE9+vYBLeGXp+C3ZfsmPb9yawAvojqozm3hAmd\n",
"meX1eoWjd2LK8wasG9VE4EYSXZa2wLRuZpJN360KEZG+WOH1sVi6wWvAD1X1oZJ9hnMj/c/4JtBA\n",
"ZyfMnAlTp0Km7+1HP3qJRYvu4IgjLlfPW51j/32x72QLrGYuXD83qIChrsVyu8PRuenY97yoCoXE\n",
"a/cGTGQicCj2ne2N1T5m3BrrzDUCa8d9JiJ3A4eXYCTLgEewbqwfA88CH+Xo8la7dq9twhkWsd0r\n",
"R/h4j7NVKkd8nomGYu2eWg82W0SaNBb7zpf0drdUw3MR+QGWzrwDdp9dTInGCOAviPwFu7f7D/Cb\n",
"HBGv/DDd3VHACr/ZTD7v6Yf5Dqdg+oNh3kfkcSxSPAX4ZJ4jaQG+gOrzeW4/YW1vjuhpitcvIudh\n",
"aX2baopOloicj2nEFKSBVgX8FbvhvhKLVp0A/FtEpqjqUyX6jN2wPGLTt5s6tZOZM9NHPQcMWM6n\n",
"P324XnhhUgcuPzq3Pt0jc5OxE0QhUZ0lWDfLsFzBNOB99bxa6txU3A2YRdAmY6mzo7Ef8yzgfeC9\n",
"srSytnzyXbDZqIOwrlnF0pf8nLy1mPM2C1iFdW9bhjnzM4CXgVeLEKSNb8CiIbZ7NMQOdjTEx3s0\n",
"FGV3Ve0SkXdIdkA6KH3GSb2S3e52nV4I3A9s4csifR04Cti6iM8LejCcgchirMnQrai+UfCeRLYH\n",
"riNw1kTA7ju6sP/lTOzeowsLqHwSuIjs/sLG/lIITwBTUX0n55YJNuztEb1Uvgn8KtXJA1DVhSLy\n",
"R+B04JIKjKXHiMjOmDj52ap6hb/ub8AbWIi4EFHLbLwNrKGrqw8vvdSQ1sm74IJj2WOPv2M38ZuJ\n",
"c4fT3akrJDqnWIT1bRISBUGUrhqjc8WQ+cQoMgSz2TZYOsD2WISzGUt/yHTxWYrIC8CL/nvHA4sx\n",
"J/C/wF0FOYIi22ENd46kOB2mQmnHLgS3YPn45dCAiW/AoiG2ezTEdo+GuDYyGnpyvH8VeCG8QkQm\n",
"qerMng6qF1CY3U2b8RLgEj8ytoe/HAhsV+BnjwR+DPwYkaeBPVDtRORgLG10InZffA12H/QprNxk\n",
"CTAPuDPNPoMJskmkHBMlRv3P/yWqTxfx/l6fupnKSMhsEf+1URUYR6k4DIt6XBusUNXVInIdcImI\n",
"jFdrqZwX6TwHETmYCRNO4owzmjkrjY5jc3Mnt956LUOGfBVL75yUYVeZWIY5bxaNSmjPTVfPq68u\n",
"S91Zd2LcntPakTcOxgp1A2mBYhgG7OMvqXwDmIfITBKTGeOxWbZZwJuorvRPunthqc+HFjmOYngA\n",
"OBrVlpxb9oz4BiwaYrtHQ+zoRUNs92go2u6q+qJYu/uwpu25WJAgJjvFH+82oftff/khIttiDf8+\n",
"X8Q4PgOs9aNyYfbyl2phCXAD1rOgkAheKrGjl8KzwHdE5D+q+mL4BRHZCavfe64C4ygV2wPvqGqq\n",
"0HYw+/BJrDFFXoyDcYgMx8TJEZHdgTuYPbshrZN30UWw666NNDZ+K8euu7DoXKpMwXRgQZ1E5/LH\n",
"HKlxA/nTRsN4mTG4jqG8Wakb3/X85e4MYwNYg0UOi2UxNqkyE7gdm53L1VXz38DBZUk77U5wQVrk\n",
"aXm1G2OSCOy+2NO6n8SpJgK7t8R2ryiB3Zd66qVeo2PKR9juy7NumQZVbRORa7GJUYCTReR0zdQ5\n",
"OiYgsHurp15rj/ak+hqwr9+lcjJWorRzj/ZZPSwGfgpcXaKMpQldNLGYndeO5Pl/ActDyxMl2H9J\n",
"qYSjdxrwKPC8iDyD1bSB5WTvgn0Bp1VgHKViHDA3zfpg3fqF7EwsNe8EEbkLyz8+KuPGO+4Iu++e\n",
"unY5yY5c8HiGel45UvCixRy2Hfwl0O4Zj0U11wKtmFM1Acv1X4XViE4AZCemBnvK1mI3Copx8h7C\n",
"l86g+8QDiJyMpU2kshy4ArikEk6eE9dI4ncRz7JXiNju0eDENRDI4MR2rxi+3YOum7HdK4Qvll4K\n",
"u38fOJ7EtfA2ETkM2EBL0fijziih3ZOxrpVvI7ILll00BesTUI1O3xvAK8BnsVTRMIsBh90n/aNU\n",
"QvAJuwuv8/N3PPWOKMV+y0nZHT1VfVMsJHwOsD92g67Ah8CvgMs0fTv2aqU/prWRSnvo9bz5eMgQ\n",
"Rp933i9oaPgZnZ2ZnY9x45QJEzow56UDc2o6gCnqedML+cww4twWwMPFvt/nCvW8K3qyA3HuEVI7\n",
"QqnSf82afoNWrhzU1NnZjCpyyy1pU1Q3nz2bR9JFQAvgisMP54rDe9aU8uGzzmKL2cWfc6dPmMDe\n",
"l1+e9rWOPn3WtDc1rV7Vr9/Kjj591mL1g1cCV+JceNPg+7gWS+n9FuYQP421S34klxBq2u+jMN5R\n",
"zwtSNsaRkE/J2zji3JlYQXZP2Ltufx85aHiIhhEtdo4fvoQNepKn4o8h/j4S48j4fYTt3tHEFsuc\n",
"S5c5EP59FDuG+PtIjOORhoeYPKLFJvA6mtgsg90zEX8fCQr9PsaQcM5m++Mo/Prx6KPQ1raKlSub\n",
"mT0bzjrrIPx7LbGOj1O1gCZgveD7GI31Z4Ac19Wiv48E7+iUKQ3Avlh6Z8GNXEp8fzUD67r54Do5\n",
"BYtEboaV0iwFZqQ2jSvF9zH8dv5wx6HrdKPzPseIyDiCRjJXXnkNffumOqbGkCEjae1ZcDaVSkT0\n",
"8B257/pLrbOKxI8rTL/Q63mjra0sOuecBnI13TjuOOH445vpHvn5vTg3A1iQYWlRz8smdtmHxOxz\n",
"sQzp4fsBxnYbhwir+vZlVd905k5maFt+nXmz0TpgAB+NHt2jfaxt7Jkc5NrGxmxjCL7/XDng9n3Y\n",
"CfAa0kf1ctH9+yiM8OxZsXUEQ3o4Buj5Oa56fx856GqERYlDqRQ6pfH3kSDj95Fi934ZtivF7HL8\n",
"fSQY29XIuDzsnon4+0hQ6PeR7vxe3PVj4EBbul/PT8AynwAeB85KLQVKQ71/H4VcV3t+Pbf7ifsR\n",
"eQCL7v2LAjrml+L+6qFPferkLWbPfh14rlvnbxtfrvnMHn8fQ1qTtDoLkc45GfgJAN+trCtUEUev\n",
"zphL+vTM4ID/uJCdyZAhjPrBD9Y9bwdWNDev1H79VtLYmGhSM3Jkpl3kKnbtEucWAfMJOYCDVq5c\n",
"/K277hrx2DPPfPnoH/0o6xhXNzW1t/Xr19bV0KBrGxs7OhsbU2fVkqcfRAZiJ5b+2EmqFfgwQ3ph\n",
"AzBx8L33Lu/o02fxwPb2gf3WrOnXbbscjG3pcS+RpW39+s0e0tY2saOxce2apqY1XQ0NXSqSvZZR\n",
"lb4dHc3DVqwYpsDSgQPvBC7AUmhPxFIk8+582qezk/UXLdL2pqb25QMGtHY0NRWTWlmK6aD5wNAe\n",
"vj+gWEevlQLqXTPQ09TUtSUYQyTfR992+g9ezgiA5jWUotlO/H0kyPh9hO2+cgCtKweSrmZpfpp1\n",
"hRJ/Hwnm921n7ODljISsds/4/hKMobd+H+nO78VfP9au7UNLy9gsW+wBvCAil6vq2Vm2q/fvo5Dr\n",
"aumu5+ZQPQesj8hILL1zW+y+eEv/bwt2L9wXm2Sc89GoUf2GtLXt3NDV1SCqDX06O/sIsGzgwGWr\n",
"m5vzqsU89YwzHjvlzjuLjrBSgu9j9MIkv6mQ+5k/EPRpyBbRO/fckbS2lmJidh0SFpEvFyLyCWxG\n",
"ZiOsriqcfieAqmo1debJiIhchkUmR6iJUgbrfwBcDEzIp+umiMwBxo8nfex39ujRJ0+8+ebfqwlK\n",
"Broi87ADdRTmSA3L9hnNa9bwiQ8/ZGRrKyOXLWNkaysLhg/ns6+9xrfvuoumzmyBvswsHTjw+Tmj\n",
"R18N3Lf1zJmjsR/2p7HU3E9kGdcirGnNWn+bVVjzmjFFDaTnzMHSGx/HZohKX9Nojuwu/tIXaMO+\n",
"y52BqSQ6zq7GmqP8GngC1eK+nCrEiTsL+KX/9Kueen+Pcjy9BSfuTCDIAz7GU++mKMfTW3DizsBS\n",
"qgG+5qn3tyjH01tw4r6DlYNAbPeK4cSdjolxAxznqXdDT/cpIv2xG/LheWy+g6r+r6efWWs4cadh\n",
"9wsAJ3jq/TXC4fQanLhTgN/6T0/01PtLKfcf+AbAR6q6Qa7t86HsET0RORbr3rMGaxKytNyfWWZu\n",
"A87GukNdDiAifTFH9tlCpBWyMWHhwj9cdN11/HDqVLC0zon+shzrqngj8BQwAnOUxgJjGrq6xgxf\n",
"vnz8rm++uflvr7pqz4kLFhSio5cXw9radh7W1lZMYe4o4AulHg/mPC3GUhr7YfWf72AO5UAs3XH+\n",
"XPabuJwtdxU6GMjM76zPvX9ANV29Zemw9IKn/SXMv7DJgeH++NfWk3OXQtzyPBpiu0dDbPdoiO0e\n",
"DSW3u6quEpE9MDmrFVhdWCZeEpEvq2o6XbZ6Jj7eo2HD0OOasHslUjfPB14G9ksnml5rqOrzInIr\n",
"cKmIjMF06I7DvvwTSvlZ5910E+9usMHfr99vv8+S+FEPxjpTHQ8skq6u+7/05JMv/fLqq5dtPG/e\n",
"9sBXsCLdemMJpvm2CovEPYJ1XFqFal4FetPF3RF6etf6ek95nbxcWDi93Pp11UB4VqomTox1Qnwj\n",
"EA2x3aMhtns0lMXuqvoGdo2HREYIvgzD11M2P5/0Atz1THy8R0PN2b0Sjt76wC/rwckL8TVMCuFY\n",
"LCLzKnCgqj5Z6I6WWoSzCYs8deOvP//50Ov3228Slpd+DHA4fnHu5158cdTPrr32mB3effeYYv6J\n",
"DHyApdhWDT876qgPfn3IIa/PHTVqCVZjOB/TjNsSWIBzC4CleWgDBj9QpcBaypgeEbZ7SSLeMXkR\n",
"ONix3StLLFIfDbHdoyFs90qcZ75Ld0evFA19ao34eI+G2NFLw+sUqC1X7ail+33fX3pEm6XtfRa4\n",
"BdMqSeUAnTIlcHAWrmlsvPvdDTbYoLGra7vJs2fnk7+eL7cD56I6AwCRM4FL6ZmId9E8N3kyN0+Z\n",
"wjVf/CKr+vXbiNzOZ4eYw5dpmf+7Ldlo1CIYuoy5+672Osr6D8SECU6M8zyN7V5BArvP99SLhYcr\n",
"R2D3BZ560WYN9C5iu0dDYPdFnnoFdR0vBrUMHhFrwRk0httIRN4CttUKaMNWCYHdF3vqZZVLiikp\n",
"gd1basXulXD0zgRuFZH7VfWpCnxe7aH6ASJ7kbm70hB/2bS5s3PXrT78sFSfvAp4AvgBqi+ljOkK\n",
"RG4EdiIhLv4pTLtkRIb9dQGPYbWYc7EGI3OxxisbA5/x9wdAR2Pj4lV9+y6dOXbsrFc32aRl2aBB\n",
"A96eOLHhn3vt1dEyZMhIrPZwDLnlBPDHOJ4srXNP+f26h+vj3DJSHEEyOIjAEvW8vPV7YhI4cc2Y\n",
"gD3UyOxXPeDENZHoBBzbvUI4cX2I7V5xfLsHE8pxdKNCOHGNJOxe0eNdVVVEZpGomdoS6wFwTyXH\n",
"EQW+3YN7nfg8UyFq1e6VcPTOwdITnxCRNzHdiW5NJ1T1ixUYS/WiuhyRCZTh4Plw7FguPPZYdn3r\n",
"rY79nn++fczSpQ0djY1XDFy9+nJUM+sHqS4A7gutuROR87EC6UOx9MmXgJmYePsjqL6fdTAiw4Ed\n",
"gIVNnZ2vN7W1dW2L9eYN+F3qW5zrj9Udrms6E1pSn48hP82wdc5zHtt2inMLye4UrlunXvlnNWuI\n",
"9Ul02a2ZE2MdENs9GtYnoYlaiMZSTM8YR8Lu8fFeOcaRuN5GYfcTgYdCzz9DL3D0sMnTKO3eWxlL\n",
"wm+qGbtXwtHbBqsRmYVFZrZKs035NR5qAdU5iHyXRGvuYmjrbGh47KXNN29/cuutN/zDQQdt8c6G\n",
"Gw4G+PMBBzSRiM59D9gZ5+4DblPPm5vnGLuwNNNbihqd6hKST8y532KO0yzyuHES5xqwCGKSA7jp\n",
"u+y45dscv3QYfLARH82ZwEr/tXy0ZRqxE+t6uTb0x7ACCDuGYWcw1UlcnEPQvtapuXz2OqHmOoPV\n",
"CfHxHg2x3aMhUrur6sMi8n3gMn/VuSJynqaKadcf8fEeDTVp97I7eqo6qdyfUVeo/gqRdqzLVNoG\n",
"LWlYjOnYPAi80tjZ2b4zJtR2lnN9gb2xKNzBJNIu+wH7+stV4txjwD+B29XzarZxjp9i2eIvbwfr\n",
"3RR3DNapFOByT70rAcTsE44WBo8zRQzzqVkc5C/5NLUJBO0zpY2mrmvLo+lMNRE7HNFQkxekOiC2\n",
"ezTEdo+GarD75SQcPYDNgWkRjaVSVIPdeyM1afdKRPRiCkX1GkTuwwS1d8BSsAZjTVtS+TfwVVTT\n",
"6hOq5wVC3P8W55oAD3P6DiCRayz+eg/4nTj3EBaxu0c9b2Fp/qnISfsD9e0zhzzqOsQ5wdI9MzmB\n",
"qY7iyDzG1RDaPh9W+U1nMtUUhp3ERep5URem1+SJsQ6I7R4Nsd2jIbZ7NERud1XtEpFHgL38VdsR\n",
"O3ox5aEm7V5yR09ENgRQ1Vnh57kIto/xUZ0N/CRpnUh/4ELgdKzxyZXABfmKfqvndWBRvwd9p2Vr\n",
"TK7hK8Bm/maNJCJ9XeLck5g+zV3qednr76qbHv9A/UjaMn95N9f2vmM9koRDuB7dI4ZhJ7FfHsPo\n",
"D0z0l5yIc4vJL1K4AGgtQ7SwJk+MdUBs92iI7R4NsVZnNFTL8f4rEo7e9sDNEY6lEsTHezRUy/Fe\n",
"EOWI6M0EVET6q+oa/3kulPwaaPRuVFdhtXXf6/Gu7Ib+deB1ce4nwCcxh+9IEk5EA6YjBrSqAAAg\n",
"AElEQVTftwdwhTj3GnAbcIN6Xslaf1aIiv9Afcd6nr9kxXe8B5K52Uw4WjgWcyAl7c6SGUlCczAX\n",
"a1KazgTLPLo7iQvVy6tlf6z1Ew01eUGqA2K7R0Ns92ioFru/FXp8johcrKorIhtN+akWu/c2atLu\n",
"5XD0TvT/rk15HlOl+E7fy8DL4ty5wKeBLwFfxvLdA4IGmReKc08AtwJ3qOfVghhz8ANdizkrVYX/\n",
"Hazwl/dybS/O9cEcuExpo6mppfnUezaTQ6IiZQxLyVFb+MdN2HTsfBi0gk4xqY2YyhAc753Edq8k\n",
"gd27iO1eSQK7K/BxlAPpZVSL3RekPL8Om7SuVyotUh9j1KTdRbWW+jrUDyIyB7uh/khVN8i1fVSI\n",
"c5Mxp+9LmAOYjmewSN/t1Rrpc+IWY41oPvTUmxTxcCqOODeQZEdwLJmdxNGUOMLeuBY6+/AxeaaR\n",
"que1l/LzextO3ALse5ztqZdX+nxMz3Hi5mO/oTmeehNybR9TGpy4uVhq/MeeenlNVMX0nJDd53rq\n",
"rZ9r+3Lhi6cvAEaFVg9R1eURDamsOHEfYVIu8zz1xuXaPqY0hOw+31Mvry7shVIO3yBuxhKTFfW8\n",
"acDPgJ+JcxsCxwBfA7YIbbarv1wuzr2AOX13Ae9UQ4dIJ24AiW6jNRNuLyXqeW1AG3mkUqeRqMil\n",
"XTgk1z477UyzPglx3VxjWE5uhzBY1xIL2idw4vphTh700uM9Cpy4viSaKsV2rxC+3YObrtjuFcKJ\n",
"a8auBRCx3X3x9K1IztbZCXgkoiGVDSeuCdMvhPh4rxi1bPeKOHoiMgI4Cms3P5w0tUWqGqd4Vjnq\n",
"ebOAS8S5S4FPYN07D8OaugTs5C8/B2aIc3dhhdEvRuj01WRedVRkkqjIhLh1jkWSAzhqIZtv/zIn\n",
"LRkOH41nydz1WeW/ls95Z7C/bJLHtmGJiqDGMFWzMCxo35bHPmuZ8CxgXBdZOeIGCdEQjuDFdq8c\n",
"40ncy0Vud1VdICI3YpPRALtRh44eNllaNXbvRdSs3cvu6InIvsDtwACgFViSugmxYHpN4Ttsb/rL\n",
"BeLcFsChmNO3fWjTTYGz/OV9ce4WzOl7tcJOX+zolRE/zXI2KbZ14vYCTvKf/slT7/t+05lhZI4O\n",
"pkYOh+UxhIIkKsS5lWTvPhpeqkGiolDi4z0aYrtHQ2z3aKhGu19MwtHbOtuGNUw12r03ULN2r0RE\n",
"73Ksa9+XVfX1CnxeTIVRz5sOXIJF+zbG6vkOxHT/gmNsY+Bcf3lHnLsduAN4qQJOX83+QGucbnb3\n",
"v+sl/jI91w7EuWYyS1Kk60baN49xDQAm+UsutACJivnAiipIV46P92iI7R4NYbvHMk2Voxo7Koe/\n",
"/3qt1YzPM9FQsxkblXD0NgW+Hzt5vQNfa+8KTI5hJNa580hM46bB32xz4P/8ZZY4dwfm9D2tntdZ\n",
"hmHFJ8ZoKIV24Rqsu1XODld+tHAwiTTSYMnkKOYjUSFYgf8oLF05F+2+oH0+uoULfQmOUhPf+EZD\n",
"Nd749gbi83s0VN15RlVXichi7Nxer82Q4uM9GmrW7pVw9GYAgyrwOTFVhnreYuBPwJ/EubFYeueR\n",
"WKQvuMHeEDjDXxaIc7cBNwHPlrDBRs3+QGucitrdj6S1+kshEhWZ0kdTO5P2z2MY/bBjOq9OlykS\n",
"FWlrCkOPl+UZLYyP92iI7R4NsYMdDdV6vM/Dzuujc21Yo1Sr3eudmj3PVMLR+yHwOxH5h6p+UIHP\n",
"i6lC1PPmA78Hfu87fQcDhwB7kzgOxwDf9peP/PTO2+h5pC8+MUZDVdvdr70LmrbkxJeoyCZLEXYO\n",
"R5GIYGdjmL9snmtDoCNNtLBbxPD6CWy+3jxotlhh1dm9jqnq472Oie0eDdVq98X+3/4iMlxVU/tC\n",
"1DrVavd6p2btXnJHT0R+Q/fmKguAt0TkISzE3+2mXVVPL/VYYqoT3+m7FrhWnBuG1fMdAnwBi4iA\n",
"5def7i/zxLl/YU7f40U0xwhyq9uBRT0cfkz+BCfG1Vg3zJrG79b5vr9kRZxrxCQ9skUIw07i4DyG\n",
"0EQegvbH3WB/B7TBygE8QbJzmCmNdEksUdFjguO9gzwnD2JKQmD3YOImpjKE7T4vyoGk8D6wh/94\n",
"It0bANY6gd07gblRDqSXEdi9C/g4yoEUSjkieqdkee2ALK/Fjl4vRD1vKXAjcKM4NwSr6TsM+DzQ\n",
"7G+2HvAtf1nkSzbcDTyonrcqj48JfqBzPI28UUZvotfa3Y9AL/SXN3NtL871J7mpTLZo4WjyOHev\n",
"HAjAZv6Si7XiXCBNkWkJS1Tk87vrbQTH+0eexk5zBQnbvRw13jHpCez+cZXZPXwTPjbjVrVLtdq9\n",
"3gnsPtfT2urEXXJHT1XzSVeKiemGel4rcD1wvTg3FIv0HYZF+oJuiqOwlv0nAavEuX9jkg33qeet\n",
"TN2nEzeEhKB3TYXbaxknbjAw1H8a2z0HvuM0izyaGviC9sNJo13YtIbxn36Ok5YOgwVjWLVgLGtI\n",
"fA/Z6IOJwY7LtaE/hjbyry1sKVOTparBiRuIfScQH+8Vw4kbgEXOIbZ7xfDtPtJ/Wm12D0cX68rR\n",
"c7JOsxaqz+51ixPXl4R8U83ZvSKC6TExhaKetwxrynKTODcY2B9z+g4g0RSjP9bg5VCgTZy7B7gF\n",
"uD8UcajZvOoap2YLl6sdP8Vysb9MC7/mxG1JQrvwdk+9Y8W5viRHB1MlKVKb0DSTm4HARv6Si7Cg\n",
"fc4aQ/W8FXnss9qIzzPRENs9GsKt5qvt/B5O360rR4/qtns9U7PSClBBR09EdgWmYDcYV6vqOyIy\n",
"AJgMvKuqyys1lpjaQj1vORa1u9lPcfsc1szliyRmtwYCX/GXNnHuPuD2GzZgzYTE6bDmfqA1THwD\n",
"Fg3ptAtXYzcFOW8MfImKoaSJFpI+hXRk+j0lUaygfa5lPtUjaB8f79EQ2z0aqk5aIUQ9O3rx8R4N\n",
"NW33sjt6ItKM3aQf7K9S4B7gHf/xf4FfAReXeywxtY8fqbsHuMdvj+9hkg2HkEjhGQgcARxx/F/p\n",
"2PUZ2PMx2PLtuBFLBanpE2MN06NIqi/fsNRf3s21vTjXhKVTh53A1PrCsaG/pRa0JyRon6nRTHj9\n",
"8jIJ2sfHezTEdo+Garb7gtDjenb0qs3Brmdq2u6ViOhdhKXbfRN4FJgevOCLW96KRWZiRy+mIPyZ\n",
"/IeAh8S5b2NSDYcDX8J3+roaaXpqd3hqd5AufnGsc3th6Z33+OmhMeWhpk+MNUyltQs7sM5vObu/\n",
"pQja59ItDCQqcgnag0UVRwJb5rHtGsndhTRYt1A9b00e+4TqvvGtZ2K7R0M1p7KFI3p5ZRHUEPHx\n",
"Hg01bfdKOHpHAdeo6rUiMirN69Ow6EtMTNH4N5z3A/eLcycDewKHDVzBcW2DrKZPG+gDHOQvHeLc\n",
"f4HbgbvU81oiGnq9UtMnxhqmau1ehKB9I8mC9rlqCwfmMYxm7CZ1g1wb+mMIC9pndA5vHs2moxeu\n",
"80qryu51TtUe73VONdt9CSZx0oR17K4nqtnu9UxN270Sjt4Y4LUsr3diqToxMSXBj/Q9DDz8UB+3\n",
"2VufYO/H94A7DmGuNqzrKtiERZoPwFrLP4Lp9N2pnlfzmm9VQE2fGGuYurG736kzcKZy4gvaB7WD\n",
"6RzB8LrRlFDQ/shboHEtDFsKS4dxfadzc8nhHKrntefzf8VkpW6O9xqjau2uqioiH2C/2a1EZKSq\n",
"Ls71vhqhau1e59S03Svh6M0he0rNZ4AZFRhHTC+kTycTtn0dtn2dFTM2ZcKrn2RXrHvnYSSEp/tg\n",
"un2fB64R554E7sScvg8iGXjtE5wY27B6r5jKENh9FdCrotS+oP0H/pIVX6IiLGifSbsweC2noH1n\n",
"H1hsOSvb+EuuMbSSRxdSEhIVsTZfd4LjvR3iGuwKEth9NaYVWm3cDZwNNGKTuTdEO5ySEdh9DdVp\n",
"93olsHsHeU48VhOVcPRuAs4SkdsJ1ecBiMjXsUYa51ZgHDG9DCdOSPxAZ79yhtcJPAk8Kc6dCexM\n",
"wumb6G/XAOzhL1eIcy9hNX23qOfNrODwa5ZUu/c2sfSoiO2eP77TtMhf3sq1fYqgffKijN3hJY5a\n",
"OozGlhGsXWItofK5tgYan5vmsW1XiqB91sYz6TRF65TgeJ8TH+8Vpdrt/l/M0QO4XkTuUtV6qMkP\n",
"2z2e+Kkcgd0/qkW7V8LRuwTYBXgceNtfd4WIjMQiKv8GrqzAOGJ6HyNIaO4lhdv9G71ngWfFue8B\n",
"O2AO35dJTtPawV9+Ls49hzl9t6vnfVjmsdcyw0mkY8daP5VjGIk6tZpLL6lmsgnaO3HDgGP8p49P\n",
"eZTPYd9FalQwU0rp8NR9pqGBRNQxJ1kE7dMti6tEoqIgnLihJCKt8fFeIZy4wZgEC1Sv3V9Oeb6U\n",
"/Bo7VS2+3Yf5T+PraoVw4gaSOEdX6/GelbI7eqq6WkS+AByNdURsBPoBrwLnAX9T1WqcEYqpffLK\n",
"q/abRLzoL+eKc1tinTsPAz4V2vTT/nK5OPciVtN3u3penHqcTE3ns9cwsd2jIcnu/vlkib9MT/+W\n",
"BOJcM4m6wUzdSMOOYqkF7dWXqMjWgTS8rCiTREWhxMd7NFS93VV1kUiyXyciTaraEdGQSkE1dzqt\n",
"Z6r+eM9FRQTTVbULuNFfYmIqRVE/UPW8t7Ho86Xi3KZYV9gjgW1Dm+3oLz8T517FnL7b1POm9XjU\n",
"tU/NnxhrlNju0dAju/sSDoUI2g+me2QwU33hSHJHMgSTshgFbJXHkNtTJCqyOYUL/Y7I5SA+3qNh\n",
"w9Djarb7d0nOFtsWeCmisZSC+HiPhpq3e0UcPQAR6YNFRyb5q2YCL6lqZ6XGENPr6PEP1I/WXQJc\n",
"Is5tARyKRfq2D222nb9cJM69ie/0AW9Wycx3pan5E2ONEts9Gipm9xSJinwE7fuQLGifK1rYP/2e\n",
"kuiH3exvmGtDfwwtZE4bTXUOlxVwzgzbPU5lqxxPYOUME8hDJiUqVPVXIjKWRA+ITxM7ejGFU/N2\n",
"r4ijJyInAJfSXbxygYicp6rXVWIcMb2Okv5A1fOmk3D6Nibh9O0c2mwrf/kJMF2cC5y+V3uR01fz\n",
"J8YaJbZ7NFSt3f3au3n+khNfoiJdtDCdkziK/CQqRvjL5Dy27QhFC7PVFs6/rz+TBqxa976qsns9\n",
"46nXBvzPX6qdO0l29H4f4Vh6StWeZ+qcmrd72R09ETkZuBp4Bbv5DWYhNwdOBv4oIs2qenW5xxLT\n",
"6yjbD1Q9733gF8AvxLmJwCFYDequoc22wOpQzwPeE+duB+4AXqjzVuk1f2KsUWK7R0Pd2N2XqHjf\n",
"X7KSImifmjYajhIGfwflMYQmrEnb+FwbHvBvGLgChi+BxSO5aJVzJ5G9znBpnZ93Y7rzCiZF0Iw5\n",
"erVM3Zxnaoyat3slInrnYC3t904phH1ERP6MCVt/D3MGY2JKSUVSe/wOnFcCV4pz4zGn71BMoiGo\n",
"j9kE+L6/fCTO3Yk5fY/XYse7HNT8ibFGie0eDb3S7kUI2g8gvUOYKa20Mdc+2wbZgqXSb599a9am\n",
"SFRkTSX1O63G1DB+M8BXsKybLUTkZuBZVa3FTu+98jxTBdS83Svh6K0HXJ6u25GqrvF/eJdVYBwx\n",
"vY/gB7rUU29FJT5QPe8j4DfAb8S59Uh07/RI3LiMB07xl4V+pO9m4An/5qnWCdt9eaQj6V0Edm/1\n",
"1GuNdCS9i8Duyz316kGrqyz42n4f+ktWfEH7YWSRpdhiGl9YOYD+LSPWOXu56AOM85eciHMryN1s\n",
"JljXUifn7nrkeRLlFUcAR4jI51T1gAjHVAzBeWYV0BLlQHoZgd3bgcVRDqRYKuHovUKyLlkqm9Fd\n",
"8yQmpkc4cQ0k2hFHMgujnjcPuAa4RpwbBXwRi/btQ6JF+mjgm/4yT5z7F1bTV5ORvhS7xw0SKoQv\n",
"lh7p8d4bie1eHvwUyxZ/eTv1dd/ubf7Tt6c8yvYkRwvDTWbSNaBpymMYg/xl4zy27RLnFpGfbuEC\n",
"9Soz8RgDmF7uqSnr9hcRBX4LnKOqKys/rPzxj/fA4ZhdpSL1dUe92L0Sjt5pwH0i8gHwB1VdBSAi\n",
"A7AavSOBL1RgHDG9izEkLuaR34Cp5y0C/gz8WZwbAuyPpXceQKLT3XrAt/xlUcjpe7SMLcpLzWgS\n",
"Tmzkdu9FjAb6+o9ju1eOUVgXSojtXklGkDhvzlbPW01hEhVD6e4IpkYPg+cj8hhPQ2g/W+cxhpXk\n",
"34l0US1O+lUR2TptngqcKiIDgnvTKmUYpo0JMCvKgfQyhpKoLa7Z83vJHT0ReR1I9XrXAlcAPxeR\n",
"j/114/3P/xi4nmSNspiYnlK1edXqea3AP4F/inODgAOxCY/9SNw0jgK+7i9LxLm7sJq+B9Xz2is/\n",
"6rypWrvXObHdoyEWMY6Goo93v/vxUn/JR9C+CTsf59IuDKKIfdPvKYkBmNTUpHzG7Ava56NbOB9Y\n",
"3os6POdDzsZCwAVY/Xy1EkuJRENdnN/LEdFLl8PaAsxIWRfO049PSjGlpiZufP0UnrDTtz9W03cA\n",
"djMAMBw43l+Wi3P3YJG++6uwYUBN2L0Oie0eDbHdo6GS2oUdwFx/yYofLRxEltpCkpvQ5CNoj7/d\n",
"SGDLPLZdXaCg/Zo89lmz+L0gDmDw4Kv56U//wwYbbMqzz+7Nq6+Cc7B6Ndgka604evF5pnLUhd1L\n",
"7uipqlfqfcbEFEHN/UB9p+8W4Ba/Q92+mNN3EDDY32wwcLS/tIlz92JO33/81uhRU3N2rxNiu0dD\n",
"bPdoCIu1V43d/Ujacn9Jndzuhi9oP5LMjmDqMjD9npLoix2XE3Jt6I9hCfmnkS6tyWjho4++BizD\n",
"rpvP8YUvPM1++23Dppv25dpr/5+9846bqyr+8DPpBUioIcGAINgVRLGLhyIqKmIAsYsFsSu2n4gd\n",
"pAgqKjbsiqISiIBUJQ4oitKVJkiVEAg1lYSU+f1xzmVv3rxl3ze79+zenYfP+eTu3bO78345t8w9\n",
"c2bGsXLldiIiZjbg3yaqmxOd90nAMmC+hfBQJfb7eSYXtdC9LWv0RORE4GxgrpmtaMdvOM4QdPUB\n",
"mjLUzQHmiOoEYgKXWcQsnlNTt8nEkM8DgUdE9VxieOcfLGTL/tfVuncxrnseXPc81CKkKq29uze1\n",
"IUkF7ctho/3NGpbfG7JEBTFiZGNi3dehWNmnRMWgiWc6aJnBCcS/by9icp9JiLyNWbO+xNVXwyWX\n",
"FLoO9v/hC8RlFpsQZ21vENVn9/0bRXVr4C1EZ/Ae4vKk+UQ9Rnpd9vNMHmqhe7uSsbyAmFBiuYjM\n",
"Bc4Bzjazrl9EKiJ7AG8GXkxcZ3gPMBf4nJndk9M2Zy1qcYACpAvJWcBZonoIsDtxpu91NBIFTCQ6\n",
"grOIF+MLiU7fnJQIpipqo3uX4brnoSNnlnqAnhzvKWrjttQGJZWo2IT+Zwv7cxA3asKEscCM1IZE\n",
"VBczeFmKcnuwHQXtUzjta4DfWAgXlfYfyZIln+SAAzbgkksgZlft19FL37EQ+Aswj+jIzRvAkd0B\n",
"OJKYFXYlcQZwXPqel1oIfxnBn1Ee711/H91F1OI80xZHz8yeLSLTidk0XwUcDXxHRK4jzvSdA/zV\n",
"zFp+UFfAscQZlVOBm4mFsD8IvFpEdjKzpp7MOW2nlouX03qK84DzRPV9wEuBA4hO3+ap21jimoNX\n",
"AN8T1T8RQ0J/byG0u/5OLXXvAlz3PNTiRqALcd2HIDlN96d2/VD9RXUiDQdwoLIUZUexmfvHDVPb\n",
"vom+qwcpaP8/C+HkJr6jP8am9h+IyXXSusuNWbLkfmbOjFkVR42alt6fSnTMHihqI6Zw1cOLLxTV\n",
"NxDDcxFV6RPOOono4H0QuIxGmY5JwLUj/BtqMYPdhZQf5HWtg9228gpmNp8inbzIWOAlxEQTryUu\n",
"en1YRC4gOn7nmlmVsw7rw0fN7K/lHSJyHnAR8cD+XBarnL4UNwL3BeuY8JGWki5WfwL+JKrvB15E\n",
"Y1av+PtHE9f6vRz4gajOBU4jOn0L2mBW8bv3B+u4RDF1prgReCBY6OiaUDWjGO8Puu6VUuj+ULCO\n",
"WJvc9aTEXnfSxA1tmuGayrrrCftzEqfRWG4wGKOJJYa27Oe924GROnrjgEdpzEKOSv+OZerUKTz0\n",
"EEybBvfeu0VaG/9pYsTMgZRKM4jqKAthjag+gRhB83DxFmsnFNyc6Oj91UK4ZYQ296UY7wuDhcUt\n",
"+k5naArdFwcLi7Jash5UUUcPM1tJDG+cC3xCRLYlzvTtDfwAGC8ilwFfMLPzq7BppPR18tK+v4jI\n",
"g8CTM5jk9EFFx9A4qffE06/05PFi4GJRPRTYhXixej2wTeo2hrhGYS/iTN9FxEQucyyEITPKDYWK\n",
"jqbHdO8Eku5bpZeue0W47nlQ0VF4kfqspBmsh1JrpkTFONaeLSw7hH0dxS1o1GItWJ9IqZXAhcCB\n",
"onqKhXBJmrX7MBMnTmXePJg4kWTPWOIxvXXa7m/Gbmp6r4iOeSxragqXnUqcvXuPqF4H3ATcMNL1\n",
"eX2Ldo/kO5zhk3SvxXmmEkevL2Z2G3AicKKITCSuOXoVa0+Tdg0isgExPKFbZiXrznQaT+26+gAd\n",
"Cemi9E/gn6L6f8BziU7f/jTqNo0CdkvtRFG9BPg9cJqFcPsIf3o6jcX/Pad7RqbROJe77tXhuudh\n",
"C9JNOK57V5CWHMxLbVDSbOFGrD0rOOKoHAthhageSZwRnCuql1NkL129ejErV27EypUAm1sIC0X1\n",
"HcChwKL0+b6ZODcjXuf6KyU2jujkPUhMoHYw0fE7Q1Q/YiGMJPxvcxq1GX28V8dmNOoad7XuWRy9\n",
"Mmb2CDF88+zctqwHHyVeeH6b2xAH8PUbj5EuUv8A/iGqnwJ2puH0FesmhJhc6MXA8aJ6GXGmb7aF\n",
"0Eyx2QLXPQ+uex5c9zy47m0kzWSMB6YQtR5HdLQeIC6FaGuIcrpmLUzt5hZ9599FdU9iFNkziOPm\n",
"Flat+jRLl+7Iww8DTE+zd6vo/6F9MXO3edruz9FbCZwB/J0iu2eMqjkSGC+qr7MQhpuJ3sd7Hmqj\n",
"e8sdPRH5KcMrgC6Amdk7W23LkD8sUpzQhsTM+n2iJCK7EtPu/tbMtHXWOetBbQ7QVpIuoFcAV4jq\n",
"Z4Bn0nD6ymHHu6R2rKheSUw8NNtCGKoulOueB9c9D657HjzTaZtQ0c2BtxHzDcwkOi6rgSXE2bhr\n",
"VPQcYG6wtif2aikWwm3Ad0R1goWwXFT3Yvz4p3PddWtYunQUsEOTNQI3B9bQj6OXllD8u8/uo0R1\n",
"NPAlYuTa6f2Egw6Gn2fyUJsEOO2Y0duNdR29ycRpUIgx3cVCXohPTnItpn4pcd3gkIjIk83spr77\n",
"iLXO/gW8e4Q2jBWRnZvoNz8luHGGxk+MQ5AuMtek9jlRfTIxicsBwE6lrjundrSo/puYyOU04Lp+\n",
"LlSuex5c9zy47nlw3dtAcvKOB94KnEusPfcQcVZqK2IduhcCBwF/U9FDgoXr8lg7ckolET6AyCKu\n",
"umoJMBORJw5RNH0U0endgugAF47uWv3TOr1i/+g0Q3h1er0Vw2cmwNU7wtc+zr53qT6OtctTlLcf\n",
"bkeJih6lpeeZVIlgehNdxw7dZXi03NEzs8eXX4vI04DzgaOAE4rsmiKyOTHk8e3Epxw5uIF40mqG\n",
"tWrkichM4ALiiXBvMxups7oFpcxOg/Al4Isj/I1ew28EhomFcCPxGD1KVLenMdP37FK3Z6T2ReAm\n",
"UT2NWLbhmuT0ue55cN3zUJsnvl2Gj/f2sDewD/DuYOEnKjomWFhVvFlKCvIKYijiL1R072Cho0tK\n",
"iepM4jXrn8RyB5sC7yD+vZ/kxhv3BmZiNpk99tgyzb49lGoWPkbKcg2xNuGj9B+6ORhGLKLe37q/\n",
"wZgJcMc2cNdMns3a1+S+rBqkRMU6tQtTplWnf1p9njmEGP1XOVWs0fs2cJ6Zfba808zuAw4XkWmp\n",
"zx4V2LIWqebdL4b7ORHZlOjkjQV2W8/aeQuI9QaHwmfzmsdvBNaDFKJ5DHCMqG5LdPhmAc8vdXsi\n",
"cFhqN4nqqV/fiafvdPVjCxlc9+rwULY8+HkmD657e9iZmCHyXICyk5deG7H0wkkqehtwCrAvMXN6\n",
"J/MIcSblWGLI5TJiKOrhwLd59NHnIAJmsOeeexFnNY8V1W8Wzl3K0rkJcDex/MMj6TvoO4PW53Wh\n",
"4S7EGcEhM5T2w0yAh5spUBHv6ZudOSoK2jflFBIL2q8enuldTavPMz8Azmyi37nECaCWUYWj9zzi\n",
"Gp+BuAp4YwV2tAQRmUws+D6d6OStb52UlWZ25fpb5pQoDtA1xBOzM0LSuobjgOMkhoy8DtiPWBez\n",
"CFF5InD4x74BM+bBrhfD2a9iy8WqdwzzyaUzMsozSz7eq6N8IzBkNkGnZZTHu+veOpYAGxPDC+en\n",
"MkXl87cAo4OFFcAtxGimjSq3cphYCPeL6huJx+tMYibFmyzEsFOB+yiiNZcv35I44zeeeP9QMAt4\n",
"PzET53PTvo+I6j3AX4F/WAgrRfVzwH1p3z3E7JxPBj5EjNwasaP3xlPg8ufwxGufsU5G0oFKVTQT\n",
"AlgUtH9CE33XiOr99O8ErtMshCXN/oEdSvn8ftf6fllaejXkhI2IrByqz3CpwtF7iDhF/r0B3n8l\n",
"jcKT3cCviE9nfgI8LYWmFiw2szPymOWUKA7Qe4KFlh80vYqFcBdx9v3boroF8eJ3IHGtqwDcvRX8\n",
"Jj62+TtwRwrvPA241NcOtI3yeB9uRjdn5BS63+u6V0qh+33BwojT7jvrMJu4lOUIFf1AsH4zLhcz\n",
"VLsRncIbK7JtvUg17BYC1xb7SglRGhk2v/SlGwlhI8D6zF7dQfxbZ6R/NyeWTphInAH8e+q3FTFE\n",
"70HiQ4ixwK7p9SEWwn0jMH8mwLiVPPDvD4WmspCmEhVTWNvxG6hNI/6/HIpRpYj//n8AACAASURB\n",
"VM80Y8MyBncGyw7j/WktYydRnGceDBZy5RFpCTLwutMW/YDIZ4EvA38g3iQWA/WJxKccryIWSj+i\n",
"rYa0CBG5jRgqJf28fbuZbdfk99xFPCnMM7PHDdXfaQ4VHU+j5s4/goXnD9bfWX9EdctxK9jv6ddy\n",
"4tU7wZrR/XabT6zTNxu4uANP6l2Jio4FVhDPR5cFC88d4iNOC0izHSuINz+XBwu7ZDapJ+ij+5XB\n",
"wmDrlZxhoqLvAo4mJs+7CrgcuI3oDC0jJiN5NvHe7VzgkGAjcl46BhE5GDgpvXyvmTUdiiqqY4Bx\n",
"FmLJCVHdGngRMQx2h9TtcuD7FsKw6yyr6GjieB8NXB0sPGu439EMojqWxqxgf45gUeS+eN1Utvph\n",
"8gADh4323b+4ndFCKjqKeB85FrgmWNhpiI+0jHb4Bm2f0TOzI0VkPPAp4NV93l5JPKkc2W47WoWZ\n",
"bZvbBmdQylmtfP1GBVgI96SU2yzcCM7chyt+8i7uA/akcY6ZDrwvtftEdQ4xpFvd6VsvZtB46OTj\n",
"vTpm0Ahddt2rYzque1tQUQkWfqyifyLOVu1JXIM3mcZM3mRiBNapwEe7rcTCAJSLmG89YK9+SNeu\n",
"VaXXd6bvO6U1prEl0cmDNo73tBbxbpoI/U+zhRsQHb5y2OhATuKm9D8x0pdNU3tKE31XiGqzawvv\n",
"sxAebeI7y0yjEfra9eeZSgqmm9nnRORbxBPHNmn3HcAfiyycjtMifKF+HmYCTFkEbz2Zv/z4l+FQ\n",
"Ud2YmMVtFrAXcW0ExAvDe1J7QFSLmb65Izgh9zo+3vPguufBdW8TwYKlTJt3AJ9V0a8SH5xuTePG\n",
"937g78HCgoymtpo7StuVzdw0SceN9zSTtji1oWrrFrOem7K289ff+sKiTW7CjPE01lwOiag+xNDr\n",
"Cgsn8eE/d6Du60Mljh48lmWzVU85HGcganWAdhHr6G4hPAT8HPi5qG5ADNPeP/07MfXdFHhXagtF\n",
"9Uzimr4LPPVzU/h4z4PrngfXvY2UM20GC4uIyUdu6Nsvzf7VJdFW2dHbW0TuJ16X3mRmue9Zu368\n",
"p1nPe1MbElGdzMCOYF8ncTMaM/yDsXFqT2qi78pXnMvimf+DqQ/D0sk8/wbV4+nfKbyvVJexY6nM\n",
"0QMQkQ2JC0TX+R9jZneu+wnHGTZdf2LsUgbVPWXg+i3w23Qi35tYnP1VxIK8EM8Nb01tqaj+gVin\n",
"71x3+gbEx3seXPc8uO5tREV3IM5qPZ94Ew1xFu9m4DrgumDhwRo5eZjZIyJyMTFpCkQnD+DXqYD6\n",
"rzOZBj1YqzPVL7wttUFJNQ83prnZwmnEDKNDMXbFBDb57w6PvX5WagPZsIjmEs4UJSoqT0pXiaMn\n",
"Iu8HPgZsR0zXW8TrFttGIw7ZcdaHnjsxdghN34ClE/mpwKmiOgl4ObFkw2topOueTMzoeSANp282\n",
"0enr6gxYLcZvfPPQ0tTbTtP4eG8DKanTO4AjiDfHy4hZKlcTQ+7HEcsvqIp+O1j4Ry5b28Sb6X88\n",
"/VhETrF2Zy0cGB/vg5Ayo96f2vVD9RfVifRfimKtNnkJOzwykckDJJbry0apbd9E39WDFLSPbcyY\n",
"caxqbdqCtjt6IvJe4ETgfODHwFeAbxAz2ryD6PF+s912OD2DF4/Ow4guSClb2RxgjqiOJ67jnUVM\n",
"ArBJ6lZ2+h4R1XOJTt/ZFsKiFtjezfiNQB5c9zy47u3h9UQn71Lgc8QSAhvSWFu1PbF+3GuBV6vo\n",
"e4KF39UlhNPM7hKRi4ilgspMAALw58qNivh4byEpMqhImDMgKvq7NcIBSzaAn7yTl52xL48ycO3C\n",
"ojVTomI0McHOlgP2mDoV7m9t6pIqZvQ+BFxgZq8Ukc2Ijt7ZZjZXRL5KTD272aDf4DjNU5wYi7hw\n",
"pxqKmdRVxEKxw8ZCWAGcDZwtqu8FdifegJSdvolER3AWMfPW+cDpwFkWapEBbrgU4301TRRjdVpG\n",
"ofsavEh9lRS6G657KzkQuAY4uJRo5YHUbiIWAP+Zih5FfMh2uIpeHSzclMXaNmBmQUT2ID5YnEpc\n",
"Xw4wV0R2MrNrMphVHu/zMvx+rzJzlMFGi+Gj3+Qvvz9h6DqpojqOwWcL++4b1y7j+1KFo/cE4Dtp\n",
"uyhePQ7AzBaKyI+IKdePr8AWp/4UJ8Z5wdYqeOq0l0L3u1uhe0r3fD5wfnL6XkpM5DKLeDKFmHlr\n",
"n9RWieqfiTchc0ZYmLYbaanuTtOUdffyINVR6D4/WFg5aE9nOEwDbiEmX0FFi+U1Umqjg4W7VPRL\n",
"wMnEh3u1cfQAzOxCABGZQMPRgxh10lSN5BZTjPd7g3lG6gop6z6kkweQMobPowmHPJWo2Ij+QkeX\n",
"L/8/mss82jRVOHoLi99Jjt0y1p6OXkKsjeM464WKTqIx8+NhDhWhohNpzMq3XPfk9P0J+JOofgB4\n",
"CdHp249GCMQY4GWpfVdUlbgOcI6FWqUCfwwVnUDD6fXxXhEqOp54UQbXvTKS7tPSS9e9tcwl1s57\n",
"OnB5EY6pogCWXhcPNIR4I1rb0lhmtlxEjgE+nXZtKyK7EqNHNgXOMbNXtdOGtG6yuDf28V4RKjqG\n",
"NuueSlQsTO3m8nuyZMkhdKGjdx2wY+n1pcD7RORcYvbN91Czp0JONjyePQ+VJcBJi68VUFH9MPAC\n",
"4HVEp+/xqdtoYI/UviuqF9OY6atTuJcnHsqD656HrUrbrntr+SExMuJsFf0GcC5wYzGboaKjiA7O\n",
"5sDnifXThsyK2M2Y2WEi8lLiNQbgotLbe4vIX4DdzKxdM/ozaCQu9PFeHTNoVAaohe5VOHq/BN4r\n",
"IuPNbAXwBeBCGoshHyU+nXec9cUdvTxk0T2lKb4EuERUPwnsTCzZcACNMJtRxMX0Afi2qP6d6PSd\n",
"biHc0fc7uwwf73lw3fPgureJYOFWFT2QmBjviNQeUtH5xDXXy4jr1nYhRmG9JVhYnMveCvkdDUev\n",
"Ly8GVorIGDNrR9i8j/c81E73tjt6ZvZT4Kel15eIyNOIqdRXA+ebmc/oOa2gdgdol5Bd9xQKcQVw\n",
"hageRqwFdQDxIVJREUeAF6b2dVG9jHghn20h3F650etPdt17FNc9D657m0jZM68F9lDRpxITYT2D\n",
"qPmGxFCy5cBJwHeDhf9mM7ZavknMEj8YLyFGmbQaH+95qJ3ulRZMLzCzW4ATcvy2U2vKIVVe26o6\n",
"OqqmWHL6rgKuEtXDietOijV9Tyt13SW140T1CuJM32wLXXMTUy4lkl33HqKjxnsPUbsbsE4hWLAU\n",
"nkmwcL2K3kjMcDyRmDxvebDey2psZiYio4glJ74E/Bv4GvCzUrc3035Hz88z1VG780xljp6IvADY\n",
"jRjj/V0zu1lEJgFPBm42s14IA3DaS/kAHbROitNSOvbEmJy+f6f2BVF9MtHh258461fw7NSOFtVr\n",
"iE7faRbCDRWbPBzKDzZ8vFeHn2fy0LHnmToQLKzps700NaCRibMOdfOGQyqW/uXUABCRh4Az0stX\n",
"tumn/TyTh9qdZ0YN3WX9EJFxIjKHuJbmSODDrF0b5ALgI+22w+kJaneAdgldo7uFcKOF8BUL4VnA\n",
"k4DPAFf26bYjcY3K9aJ6vageIarPSimRO4mu0b1meDKWPPh4rwAV3VVF36GiW6fXxUyfAWNSNshe\n",
"55zS9lap/l6r8fGeh9rp3nZHj3jD9CrgvcQbq8dulszsEWIK9H0qsMOpP8UBupwap37uQArdHwW6\n",
"pn6dhXCThXC0hfBsYr3PTwH/7NPtKcBnic7gf0X1WFF9Toc4fV2pew0odF8J1LJ0R4dS6L4KuDen\n",
"IXUlpZb/NPBj4Flpt6T3BHgLcIyKbp/Hws4gZdr8e2nXn0Sk1fexxXhfDcxv8Xc7A1Povoaa6F6F\n",
"o/dG4PtmdhLwUD/v30i8yXKc9aU4QO/qtfCSzJR1XzNozw7FQrjVQjjOQngesUzDx4C/EaMOCrYj\n",
"OoOXAbeI6ldFdZeMTl/X696luO55KHSfFyy0I8thz6IS/0svTySGKV6eXhfnwHHAm4BDWXtWu1c5\n",
"t8/rM0TkahExEWlFlFox3u/28V4pZd3bVTqjUqpYo7cF8K9B3l8NTKrADqfGqOgUYKP0shbT7d2A\n",
"im4ITEkva6F7KrvwDeAbojodeC1xXd9uxBp9ANsCn0ztTlE9jbiu79JU9qGtqOgGxHTnUBPduwEV\n",
"nQxskl667hWhopNw3dtCyrhZOHOrgHNU9DzAVHRU6WHGGmKo+zY0nMBe5kjgHcRrQUFRM/oEEfk4\n",
"8AQzWzncL1bRCcR8FuDjvTJUdDzRZ4Ea6V6Fo3cXMfxpIF5ILL7pOOtD7eKqu4Ra624hzAe+D3xf\n",
"VDcH9iWWbdidhtO3NfEp96HA3aJ6OtHp+2sq8N4Oaq17B+OZ8PLg6yLbRMq4OZP4oPTeYOH+knP3\n",
"mLMXLKwkRjNclsvWTiIladlORH4MvLOfLjOJmTo/M4Kv9/Geh1rqXkXo5q+AQ0TkhawdBoWIHAwc\n",
"CPyiAjuceuM3vnnoGd0thPsshB9aCHsBWwIHA+cRn4IXzAA+SEy3PU9Uvyuqu4tqqx+qucORh54Z\n",
"7x2G694mVHRH4DfEzMRXqegb0v69VfRM4gzfd1V0LxWdmNPWDuX9wCeAW/t577AUyrlDP+8Nho/3\n",
"PNRS9yocvaOIGTcvplFr5Osi8j/gB8Q456EKUjrOUNTySUwXUMsT41BYCPdbCD+yEF5JDPV4O3AW\n",
"sKLUbRrwPuBCYL6o/lBUXy7akqx1Pal7B+C658F1bwMquhXwVWJ90W8A1xCTrRwMzCEmZBkHzCI+\n",
"1HpHJlM7FjNbYWZfM7MnmJnQ/331TSKy3zC+1muk5qGWD1Db7uiZ2QpinZGDiE88bgQmEE8oBwGv\n",
"SRmMHGd98BuBPPS87hbCQxbCLyyEfYhO35uIN0nLS902A95NvFm6V1R/JqqvFtXxI/zZntc9E657\n",
"Hlz39rALsDPwoWDh48Rz16XAt4Ffp/ffDLyG+MDqiyr65Ey2dgUppPP1/bw1exhf4+M9D7XUvZKC\n",
"6Wa2Bjg5NcdpB7U8QLsA172EhbAIOAU4RVQ3APYmFmd/FY2kUxsTZwDfDiwW1bOB04BzLYSl635r\n",
"v7juefDIgTyUZzhc99bxTGIK+b8DBAuLVHQBMA84Jli4J/Wbr6KfAc4mntNuzGFst2Bmp4rINkSn\n",
"eXqxX0Qmm1kz53g/z+ShltfVKkI3HacKanmAdgGu+wBYCEsshN9ZCK8nZlCbRXxKvrjUbUPgDcR6\n",
"oveJ6mxRPTA5iYPhuufBdc+D694epgMPAMv67LuJpHOqrQewkFivcyOcITGzO81sBuuW6GmG8ni/\n",
"s3VWOUNQS90rmdETkVcA7yIO8o1pFE23tG1m1uwB4Dj9URygS4gXJKcaCt2X0X+dTAewEJYRwznn\n",
"iOoE4GXEkg37EM+JABPTvv2AR0T1XGK4z9lpprBMofsjwINtNt9pUOi+nHiD7FRDofsK4P6chtSM\n",
"VUTHrVzi6mqiQ1eEnhcZOMcTS7rUooh0hRwBfD5tb0NMejMUxXh/lPj/wqmGQveVwIKchrSStjt6\n",
"IvJJ4FjgHuCf9D/Ivbi1M2JSodfiAP2fF0uvhqR7EWLiujeJhbCcmLjlrJSYJRCdu1k0aidNTK9n\n",
"AStE9XxieOeZf96Nhfh4r5w03osQQte9Wny8t4cLic7bI/DYGD8KGFsqsVA8mH8uMTHLdVUb2eXc\n",
"Udp+fJOfKcb7XaX/D077KXSfVyfdq5jR+wgwF3jlSApHOk4TbEK8MQYP66mSjYHJabs2YQ5VYiGs\n",
"BP4I/FFUPwjsSqzTtx8Np288ceZvH2DlXuejHz2ByS+6BKYs8vFeIVOAIqTWda8IFd2IGOIMrnur\n",
"OYuYEf0hiDX10v5HS32KG959gRuA/1RmXT0oj9kZQ3VW0Q2JzjfUKPNjp6Oik2lE19TqPFOFo7cx\n",
"cKo7eU4b8fUbeXDdW4iFsIr4UGxucvpeQkzkMovGgv6xK8fxsuM+BV9bDdvdylP+q/oe4PcWQm1C\n",
"TToUH+95cN3bRLCwmiFCv1NB9fHEWnt3BgseSjg87i5tD+no4eM9F7XVvQpH75/Akyr4Had3qe0B\n",
"2uHUsuZMJ2AhrCbWHVVR/TDwAqLTtz8pXHbNaPjvDswg1iP9nqheRFzTN8dC8HU0rcfPM3lw3TMT\n",
"LKwAfpXbji6l7Oht1UR/z7iZh9qeZ6rIuvkBYD8ReXMFv+X0JrU9QDsc170CLIQ1FsIlFsKhwDaH\n",
"fp1jDvwNTL97rW6jgN2A7wDzRPUvovpRUd26n690RoaP9zy47k438zBpDSTDn9HzJRHVUdvzTMtn\n",
"9ETk36ybXGU08EsR+S7xyf/q8keIWTef2WpbnJ6htgdoh+O6V4yFsEZ309UAh/wAfvMGPnjSIWxF\n",
"XNe3feomwItT+4aoXk5M5DLbQvhvDrtrgo/3PHgNPadrMTMTkbuBJ+Chm51MbXVvx4zeA8SY73L7\n",
"L3HB71XEVLHl9x7A01Q760dtD9AOx3XPw0yI3twbf4NaCJ8BngjsSEzl3beY8XOAo4GbRfUqUT1M\n",
"VLfHGS4+3vPgIeJOt1PEX0wVkUmD9vTzTC5qq3vLZ/TMLLT6Ox1nCPxGIA+1PTF2OOvobiEY8K/U\n",
"Pi+qT6FRk2+nUv+dUjtKVK8hruk7zUK4oQrDuxwf73lw3Z1u5yWl7aU0Slb0h4/3PNRW90oKpjtO\n",
"mylCex4OFpZktaS3KE6MC4OFxVkt6S2K8b4o2DqF1AFIjtuRwJGi+gRi5s4DgF1K3XZM7QhRvZ7o\n",
"9M0Grk2Oo7M2xXhfHCwszGpJb1HovpS43slxuo1biKGbAIjIlmZ2zwB9i/G+jFT2wqmEQvfl1CzK\n",
"sDJHT0TGEbNvTqGfkFEzu7gqW5z6oKKjaGSyqtVTmE4m6f5YsfSctvQSfYvUN/MZC+EW4DjgOFF9\n",
"PI3snc8rdXsq8PnUbhbV2cR1fVe60zcy3Z31J+nuxdKdbmdP4LbS69+KyCwzW8uh6DPe7/LxXg11\n",
"P8+03dETkVHAMcD7gYFik42YsMVxhss0YGza9huw6tgcGJe2Xffq2JxYQB1GoLuFcDtwPHB8ysg5\n",
"i+j0vajUbQfgsNRuT07fbOCfPez0bQpMSNs+3qtjE1x3p8sxs9tF5IXA39KuXYEbROSFZlZOkDUV\n",
"mJy2fbxXxxRgg7RdO92rKK/wGeATwC+Bt6Z9/wccAlyT2isqsMOpJ15zJg+1jWfvcFqmu4Vwp4Vw\n",
"goXwYuJx9CHgItbOmvx44vn7UuAOUf2GqL5IVKu4dnQSPt7z4Lo7deFS4M+l15sDN4vI1NI+H+95\n",
"qLXuVVysDwJONbP3AeenfVeY2Q+JoUMG7F6BHU498Zozeaj1ibGDaYvuFsI8C+FECyEAWxIfxF3A\n",
"2qVwZgIfBf4K3CWqJ4rqbqLaC2u9fbznwc/vTi0wMwNeBXy6z1sfKG37eSYPtda9CkfvccCFaXtF\n",
"+ncCgJk9Spzpe0sFdjj1pNYHaAfjuueh7bpbCAsshJMshJcTQ6PfCZwLrCx1m068QZkLzBfVH4rq\n",
"y0V17LrfWAt8vOfBdXdqg5k9YmbHAt8p7T6ytO3jPQ+11r0KR+8BUuyrmS0GFlHKPpTYpAI7nHpS\n",
"6wO0g3Hd81Cp7hbCAxbCTy2EvYlO39uBs2g8tAPYDHg3cB5wj6j+qIZOn4/3PLjuTh05dID9PoOd\n",
"h1qfZ6oIubmatVN6/xn4iIhcRXQ0P0xcp+c4I6HWB2gH47rnIZvuFsJDwC+AX4jqhsQwpP2AvWkk\n",
"2toEeFdqD4vqGcRELn+0EFas+61dw9albR/v1eHnmQyo6E7EZTV3AQ/WLQthbsxspUijlJ6ITDaz\n",
"pfh4z0Wtda9iRu8kYLyIFJmzPkvMLHQxoMBGwMcrsMOpJ14sPQ+uex46QncLYbGF8BsL4QBiUoH9\n",
"gd8Sa50VTKUxA7hAVE8W1deJ6sTqLV5van0j0MG47nk4gfiQ/n4a2Qid1vLj0vYSERmNj/dc1Fr3\n",
"ts/omdkZwBml19eJyPZAIC70v8TMHmy3He1ARH5IfHJ9tpm9Jrc9PUpxgC4I1tUzBt1Gofv9wcIj\n",
"WS3pLQrdHwgWlmW1JGEhLCPW3DtNVCcBLyc6fq8BNkzdNgLenNpSUT2XONN3toWwpHqrh02h+4Od\n",
"onuPUOj+ULCwdNCeTispdF8YLCzOakl9uZR4/1iwilhYHWCR614pxXhfHCwszGpJG8iSLc3MHgZ+\n",
"n+O3W4WIPIf4tHo5a6cjdypCRccQk0JADZ/CdCoqOhqYkV667hXRDbonp28OMEdUJwAvI4Z3vpY4\n",
"wwexTlRRtH25qJ4HnAr8wUJYVL3Vg6Oio4Ct0suO1L2OJN2L8jkeNVARfXT38d4+zu6742iO3vYw\n",
"DgPXvTJSsfRaj/deq4XUEiQGV38L+Dlwb2ZzepnpwOi07TcC1VHWvZYnxg5lSxoP5zpedwthuYVw\n",
"loVwEDGRyyuJ4Ur3l7pNAPYFfgXcJ6pniurbRXXjyg0emGl0ke41YgugSOjjulfH5sC4tO26twkz\n",
"mw98sLzvAi4YdQM3gOteJZuRKgFQU93d0RsZbwWeSlxvKEP0ddpHreOqOxjXPQ9dq7uF8KiFcJ6F\n",
"8G7ig4I9gO+x9oOyccRwz58R1/SdJ6oHi+rmlRu8Nl2re5fjuufBda8IM/sOsG153/EcD657ldR+\n",
"vLujN0xEZEPgWOAoM/PZvLzU/gDtUFz3PNRCdwthlYUw10J4PzEk8qXAicD8UrcxxLV+JxFLNswV\n",
"1feJ6rTqLa6H7l2I654H171CzOx2SrX0pjAFXPcqeVxpu5a6u6M3fD5PzCz3jdyGOH5ByoTrnofa\n",
"6W4hrLYQLrYQPkS84L6YeG4t/32jgN2A7wJ3i+qfRfUDojpj3W9sC7XTvUtw3fPgulfPz4qNjdkY\n",
"XPcqqf14z5KMpRNI6+zGN9PXzJanzzyRWPfvDWa2so3mOc1R+wO0Q3Hd81Br3S2ENcAlwCWi+nHg\n",
"OcSELfsBT0jdRhEzNgfg26J6CTF75+kWQrs0qbXuHYzrngfXvXoei2a4N0azu+7V0REli9pJFkdP\n",
"RCYDbyCuyTjHzO7IYMZLgbnNdBSRJ5vZTcA3ieUg5rTQjrEisnMT/eanxbtOA78g5cF1z0PP6G4h\n",
"GHAZcJmofhrYETggtR1SNyHOAL4YOEFU/0HD6bu1heb0jO4dRln3O7NZ0Xv4eK8YM1s2RaYsW8Si\n",
"Sf+Lkrvu1VHJeUZEptPIEj8YY4fuMjza7uiJyI+B55nZ09PrccT6IU9LXRaKyO5mdlW7benDDcBB\n",
"Tfa9R0R2J64ZmSUijy+9NwaYJCLbAA+a2XBrn2wBXNFEvy8BXxzmd9ed4gA14O6chvQYZd3n5TSk\n",
"x+hJ3ZPTdzVwtah+Fng6jfIMTy11fV5qx4nq1USnb7aF8J/1NKF8I9AzuncAtX/S3qG47hmYwYyV\n",
"i4j/Hc3RiwMht0m9QlUPNg4BvtDG7x+QKmb0diOmzi54E9HJezNwDXA60YF5bQW2PEZKpPKLZvuL\n",
"yNZp8/R+3p4B3AZ8lFh2YTgsIKYdHwqfzVuXYhHt/GDBQ2mrozgx3uO6V0ox3u8NFh7NakkmktP3\n",
"79S+IKpPJYZ27g88s9R1p9SOFNV/E52+Uy2EG0bws8V4vzdYWDFi453hUoz3Ba57pRTj/f5g4ZGs\n",
"lvQQM5gx+kZuBOACLtgMv+erimK8PxgsLGvj7/wAOLOJfucSJ4BaRhWO3pZEJ6hgX+AKMzsFQER+\n",
"CHyyAjvWlwuJtpcRYla424GvANeO4HtXmtmV62da76Gi44ljCzzMoTJUdByxrhi47pWhomNphH24\n",
"7gkL4XrgeuAIUX0iMIvo+D2n1O0ZqX1JVK8nOn2nAf9OjuOAqOgYXPfKSbp7kfqKUdHRxAfX4LpX\n",
"hoqO3oqtJpV2bU18mOW0ERUdRUXnmbT0akjnXURa/vC8CkdvKTAVQETGEBfRn1h6fzHEfLKdjJn9\n",
"j34Ggoh8E7jXzJrx1J3WsVVp2y9I1bEVjdqRrnt1zMB1HxQL4SbgGOAYUd2G6PAdADy/1O2pxMzJ\n",
"nwduFtXTiI7flQM4fTNoZKd23atjOq57DqYDo9O2614d06YxrZwFf+sBezqtZBqNNXG1He9VOHpX\n",
"AgeLiBKL4W4EnFV6fzvWLprbbQz6RNhpG75gPA+uex5c92FgIdwBfB34uqjOpOH0vbDUbQfg06nd\n",
"LqqzgVOBy0pOn+ueB18nlgcf73nYeou1o/VmDtTRaSllh7q2470KR+9w4ALg8vT6NDP7BzxW4mAW\n",
"MaV2V2Jm2+a2oUfxC1IeXPc8uO4jJJVdOIGYmXMG8Drimr5dacwaPR74RGr/K2b6LhjD1mNXPfZV\n",
"rnt1+HjPg+ueh5nTHlsRAcA2uQzpMXpivLfd0TOzy0XkycQnqQ+bmZbenkIsgqv9fNRxBqMnDtAO\n",
"xHXPg+veAiyEu4HvAN8R1S2IScD2B/agEbI2k5hY66OvPYNFrzgPdr0YnnKDzyxViI/3PLjueXhc\n",
"nxm9NxETFjrtpSfGeyV19MxsAfD7fvY/THzS6jjDpScO0A7Edc+D695iLIQFwA+BH4rqpsRkW/sB\n",
"LyNdGx+ZxEZzZsGcWTBmJd9dpbobMZHLny14xtk24uM9D657HmZOYMJaO0Tks2Z2ZCZ7eoWeGO+j\n",
"hu6y/ojIGBF5o4icJCJzROQZaf8UEZklItOG+g7H6cPjStu1PUA7ENc9D75mqY1YCA9YCD+2EPYm\n",
"prZ+O3DW6FWsKfqsGsvGwHuA84F7RfWnorq3qI7LY3Wt6YkbsA7Ez+95mAnwzLUqxHCEiEzqv7vT\n",
"InriPNN2R09EphLX4P0KeCMxVGbz9PZSYt25j7bbDqd2FAfoKro7mU+3Uei+GrgnpyE9RqH7Gry+\n",
"UluxEB6yEH5hIewz53Vcc/iR8OK/AMbyUreNgYOAs4EFovpzUX21qI7P8xiL4QAAIABJREFUYXMN\n",
"Kca7AXfnNKTHcN3zMBPgSI7sm9xvqYgcICImIneKyPP7+awzcsoPNuZls6LNVDGjdwwxpfUrgLUS\n",
"l5jZKmJq62YKhjtOmSJb0rxgYXVWS3oL1z0PxQ3YvGBh1aA9nZax4RK22vNCOOLz3IWwGTFz52+A\n",
"JaVuU4C3EbNJLxDVX4nq60R1YgaT60Ix3ucH8xDZCil0vydYeDSrJb3F1gAbsuG9QN9wzd+lf2fi\n",
"S51aTTHe7w0WVmS1pI1U4ejtC5xoZhcM8P7N9HEAHWcwVHQSsEl6Wdvp9k4j6b5peum6V4SKTqAR\n",
"BeG6V4SKjofHMiT8z0JYaiHMthDeSPz/sS9wMrCo9LGNiIkUTgfuE9XfierrRXWDKm3vZpLuxXIO\n",
"H+8VoaLjgC3TS9e9IvrR/fPAnwfo/jxf6tQaVHQMsW4k1Hy8V5GMZQpw6yDvj63IDqc+9ERcdQfi\n",
"6zfy4LrnYUDdLYTlwBnAGSlc82XE7J2vBaambpOJM4AHAMtF9Vxinb6zLYSyc+iszValbR/v1bEV\n",
"IGnbda+OGZR0NzMDdheRgWo0/wyPgmsFM2hMdtV6vFcxo3cr8OxB3n8ZcH0Fdjj1wR29PLjueXDd\n",
"89CU7hbCCgvhDxbCQcSZqFcAPwIeKHWbQKzf92viTN+Zovo2UZ26zhc6Pt7z4LrnYSDdJwLvIjrg\n",
"zyrtf4WIvLMKw2pOz4z3Khy9HwLvFJEDyztFZIKIfIX4ZOIHFdjh1IeeOUA7DNc9D657Hoatu4Xw\n",
"qIVwvoVwMDEcaw/g+8CCUrdxwGuAnxPX9J0jqu9KJR4cH++5cN3z0K/uZrbczH5iZneb2dXAb0v9\n",
"fiwig02gOEPTM+O9ipDJbwFPA04BFqZ9vyau9RkN/MDMflSBHU596JkDtMNw3fPguudhvXS3EFYB\n",
"c4G5ovpB4MXE8M79aKwNGUt82PlK4AeiehGxTt8cC6FXs6v6eM+D656HZnV/M1CeMLlcRMaZmScr\n",
"Ghk9M97b7uiZ2RrgYBH5OXGtwg7EmcRbgN+a2cXttsGpHb5mKQ+uex565oLUYbRMdwthNXARcJGo\n",
"fgR4AdHh27/0O6OB3VM7UVT/SsxKfZqFUNvU3/3g4z0Pfn7PQ3Mh4marRWRLYgLDDdPuY4GPtdG2\n",
"OrN1abvW472yJChm9lfgr1X9nlNr/EYgD160Ow+uex7aoruFsIZYW/YSUf04sAuNmb7tUjcBXpLa\n",
"N0X1EhpOX93PeX5+z4PrnoemdTeze0XkLcREUACHishFZnbGYJ9z+qVnxnsVBdPXiMibBnn/DSLi\n",
"9bic4VA8iVkO3J/TkB6jODGuAO7LaUiPUej+KGuv9XLaS6H7SuDedvyAhWAWwj8thE8B2xOTLhwJ\n",
"3Nin64uAbwB3iuqlovoJUa1rWaJC91W0SXenX4rr6irgnpyG9BjFeF8NDBmubWZnAlra9ftUUH36\n",
"AB9x+qfQfQ1N6N7NdEJZg9G5DXC6juIAvStYGCgFsdN6yrqvyWpJb+G656FcpL7tulsIBlwNXC2q\n",
"nyeubd+fuOThqaWuz0vtOFG9kjjTN9tCuLndNlZEWXd/CFwdhe53u+6VUoTMDkf3DwP/6rPvbhEB\n",
"2MbM7myVcTWmrPuqrJa0mayOnohMAfbCZ2WcJlHRKTTi02s93d5JqOiGxJqY4LpXhopuQKMum+te\n",
"ESo6Gdg4vaxc9+T0XZvaF0X1qTTW9D2z1HXn1I4S1X/RcPpuqNjklqCik4BN0ksf7xWRdC+yvrru\n",
"FaGiE4DN08umdTezf4vIwcSs9n25Q0RGpXp8Tj+o6Hhgi/Sy9uO9LY6eiHwB+AJQDLSTReTkQT7y\n",
"7XbY4dSSnomr7jBc9zy47nnoKN0thOuJ9WaPENUdaDh95RTrz0zty6J6PcnpA65NjmM30FG69xCe\n",
"iCUPI9bdzH4kIj8lhnlv3+ftvwPPX0/b6kxZ99qve2/XjN5lwHfT9vuBPxIzBZUxYClwOXB6m+xw\n",
"6offCOTBdc+D656HjtU9hWgeAxyT1untl1r5xu6pwOdTu1lUZxPLNlzZ4U5fx+pec1z3PKxfCZeY\n",
"ifMFrLtm/nnrZVX96anx3hZHz8zOAc4BEJENgO+b2aXt+C2n5+ipA7SDcN3z4LrnoSt0txBuA44H\n",
"jhfVmcAs4kzfi4iZOyGWNDostdtF9XSi03dpygDaSfjMUh66YrzXkPXW3czuB0REJgNLiv0i8goz\n",
"O2897asrPTXe255108wOcifPaSF+I5CHnjoxdhCuex66TncL4X8WwjcthJcQz5MfJGbnKztzjyfW\n",
"3bqEmMHzm6L6YlFt+71Ak3Sd7jXBr6t5aF2tTrOlwJmlXV9Yn++rOT11nml7MhYReVsz/czsF+22\n",
"xakFXlMsD657HnrqgtRBdLXuFsLdwHeA74jqFsC+xPDO3Wlc97ciZu/7MDBfVE8jrun7ayrwnoOu\n",
"1r2Lcd3z0Orr6leBfdK2r9EbmJ4a71Vk3fxZk/3c0XOaoXyAegrh6nDd89BTF6QOoja6WwgLgJOA\n",
"k0R1E+KN4P7EjNdjU7fpxBnADwILRHUO0elTC5WmHt+6tN3VuncZtRnvXUZLr6tmdomIXAPsCKwW\n",
"kbFmtnJ9v7eG9NR4r8LR266ffaOBbYiJWrYB3l6BHU49KA7QJcDCnIb0GIXuS4GHcxrSYxS6LwMe\n",
"ymlIj1Hovhx4IKchrcRCeJD48PVnojoVeA2xTt9ewPjUbQvgkNQeENUziE7fhRbCo202say7l12q\n",
"jkL3Fayb2MNpH4Xuj9I63W8jOnqjgWl4BE5/FLqvBO7NaUgVtN3RM7PbB3jrFmCuiJxDfIr4/nbb\n",
"4nQ3Kio01hL8z4ulV0PSvTgxuu4V4brnoVd0txAeBn4J/FJUNwJeRZzp2xuYkLptCrwztYUlp++P\n",
"FsLyNphV6H5XXXXvUFz3PJR1b1VipPml7Rm4o9cfhe7zWqh7x9IJC7D/ALw+txFOV7AJMClt1366\n",
"vYPYGNc9B1OByWnbda+OKcAGabsndLcQFlkIp1gI+xELOL8e+B1xJrlgCvA2YsKHBaL6K1GdJaqT\n",
"1v3G4aOiU4AN08ue0L0TUNENif9vwZ2CylDRDYjneGjteL+1tP20Fn5vLVDRycR7GuiR80wVoZtD\n",
"sR2Np4eOMxg9FVfdQbjueXDd89DTulsIS4BTgVOTE7cXMZHLPsBGqduGwJtSWyaq5xBn+s6xEBaP\n",
"8Kd7WveM+PrrPLRrvF9X2u5bSN3pwfNMFVk3dx3granAS4EPAWe02w6nFvTcAdohuO55cN3z4Lon\n",
"LIRlwO+B34vqeGBPYnjnvjRmIyalffsDK0T1fKLTd6aFMJx11K57Hlz3PLRL99tK2zu28HvrQs+N\n",
"9ypm9HSQ91YTnxx+qAI7nO7HU/znwXXPg+ueB68p1g8WwgrgbOBsUT0E2I2G07dZ6jaeOPO3D/Co\n",
"qF5AvMafmdYEDobrngfPdJqHdp3f/0NMZjQBeJWIfAX4TOn9YGYXtfD3ug139NrA7v3sM2IGuTvM\n",
"zDMnOs3Scwdoh+C658F1z4PrPgQp++b5wPmi+j5gV2J45yxgy9RtHPDq1FaK6p+IM31nWAj9ZTJ1\n",
"3fPgDnYe2jLezcxE5Hpg57TrM326qIiMMrNeTbrTc+eZKrJuart/w+kZfC1BHlz3PPTcBalD8BmO\n",
"YZDq7M0F5orqh4EX0gjlnJG6jQVemdpJovpnotP3ewuhSG/uuufBzzN5aOd19XYajl5/nCoivzaz\n",
"01v8u91Az433Tsi66TjN4qFseei5E2OH4LrnwXUfIRbCagvhLxbCR4g6vhj4BmvrOJq41u/7wN2i\n",
"epGofmjejLUSR7ju1eHjPQ/t1P3AId7fDzhNRPZp8e92Az033tvu6InIKBF5r4hcJiIPiMiaftrq\n",
"dtvh1ILiAH0oWFiS1ZLeotD9Yde9UgrdFwULi7Ja0lsUui8ONqxkIk4JC2GNhXCJhfAxYBvgecBX\n",
"WTv9+yhi2Oe33vIrXvTBb8NvX8+Kvc5/LLun036K8b4UGGodpdM6Ct2XEZcytQwzWwU8u7TraOAZ\n",
"/XQ9Q0Tmicgerfz9DqfQ/RGgvxDy2lHFGr1jgY8DVwEn0/+A7tVYYadJVHQUpWLpOW3pJVz3PKSi\n",
"3a57xbju7cFCMOCfwD9F9dPATjTCO59Y9Lvu6XDd0xkP3CGq/ySGd55mIdzaz9c660ka78WN7/+8\n",
"WHo1VKG7mV0JSPFaREYTnfnJfbrOAP4kIh8xs2+12o5OolfHexWO3tuB08zsgAp+y6kvWxDXeYDf\n",
"gFXJ5sSkCuC6V8nmxAyG4LpXyWY06rq67m0gOX1XAVeJ6meBp220kLdu+gCfum27tbo+N7WviupV\n",
"NJy+/1Rtc43ZmFgeA3y8V8lUGg5XJbqb2WoR+SzwfzQSJpX5pojMM7PTqrAnE1OADdJ2z4z3Khy9\n",
"icAfK/gdp970XFx1h+C658Ez4eXBda+Q5PRdq6KnAJ+6cyb87vVccfarGcPaNcCeldpXRPVaotM3\n",
"20K4bt1vdYaBn9/zkCXfgJmdAJwgIn8Hnt9Pl9kicpiZHVOVTRXTk3keqkjGciGwSwW/49SbnjxA\n",
"OwC/EciD654H1z0PMwG2/h984mv8wULYiRjSeRhweZ++Twe+CFwrqteL6pdF9ZmiKjjDxcd7HnLr\n",
"/pvS9po+7x0tIs+s0pgKya17Fqpw9N4PPF9EDheRTSv4Paee9OQB2gG47nlw3fPguudhHd0thJst\n",
"hGMshF2AbYlr/f/e53NPAT4HXAP8R1SPEtWd3elrGn+Amofc55mfAhektn0/718jIhv0s7/bya17\n",
"Fqpw9P4DPAE4ArhPRJaKyOLUFhX/VmCH0914Lbc89OSJsQNw3fPgtdzyUNZ9nfO7hXC7hfB1C+GF\n",
"xPDajwB/Ze1EbjsQZwCvAG4R1eNE9Xmi6mWkBsbPM3nIej9jZovM7OWp3QZ8u59u7xWRl4jI8SLy\n",
"1KptbBM9Od6rWKPXzMLOnsh846wXPXmAdgCuex6uJobXzARuy2xLL+HjPQ9N624hzAO+BXxLVGcA\n",
"ryNm79yVxsPrbYFPpHaXqM4BTgX+ZiF4OacG/gA1D512nvkIcDjxulOkRDqu9P5eIrIjgJl18/16\n",
"p+leCW139MzsoHb/htMTlA/Qedms6D1c9wwEC6cAp+S2owfxULY8jEh3C+Fu4DvAd0R1C2BfotO3\n",
"O7EwO8QZwA+ldo+onk50+v7iTp+P90x0lMORnLfFIrI9MB+Y1qfLM4hr+c4XkVlmtqxqG1tER+le\n",
"FR7S4HQLxQG6IFhYntWS3qLQ/f5g4ZGsljhO+ynG+4PBwtKslvQWhe4PBQtLRvIFFsICC+EkC2Ev\n",
"4o3qu4CzgUdL3bYk5g34M3C3qH5fVF8mqmPX/caeoND94WBhcVZLeotC94WdpHty+P4xSJeXA0tF\n",
"ZEZFJrWaQvfFwcLCrJZUSMtn9ETk7cRQzJPNbE3p9aCY2S9abYtTD1R0DLGoJ/TQU5jcqOhoXHen\n",
"R0jjfav00sd7RajoKFqsu4XwAPAT4CeiOgV4DXGm7xU06lNuARyS2oOi+nviUpM/WQiPrvut9SLp\n",
"XpQT8dm8ikhFuwvdO/E8801gN2DDQfpcR6zB2DV0ge5tox2hmz8lOna/IT5J+2mTn3NHzxmI6TRm\n",
"n3vqAM3MljTCn1x3p+5sQeOa6OO9OrYAihm1lutuISwETgZOFtUNgVcTnb69gQmp2ybAO1NbKKpn\n",
"Emv1XWChthEkmwPj0raP9+oYCxxLnF2an9mWdTCzuSKyMSDE82F/kTxTReQm4CQzO75SA0fOWOCr\n",
"RGfv3sy2VEo7HL3tAMzs0fLruiEiewKfAXYmOiE3AV81s99lNaye+DqCPPRkPLvTs/h4z0Nl53cL\n",
"YTFx7esporoB8EpgP6LzNzl1mwK8NbXFonoW0ek730Lo1rVJ/eHjPQPBwqPAF3LbMRhmVqxdXQWI\n",
"iIwlzoSXw0x3AI4TkSvNbG7VNg6XbtC9XbTc0TOz2wd7XQdE5B3Aj4g1SA4DVgNPpjEt7LQWvyDl\n",
"wXV3egkf73nIoruFsISYlOVUUZ0I7EV0+l4LbJS6bQi8KbVlono20ek7J32+m/Hx7jSFma0EVorI\n",
"LsBlfd6+UETeBNxMDJceBbzLzAZb6+dUSBXlFWqFiDyemOXrW2Z2aF5regZPAZ0Hrynm9BI+3vOQ\n",
"/fxuITwCnAGcIarjgT2BA4hO39TUbVLadwCwXFTPI67pOyuFh3Yb2XV3uo7rB9j/6z6vzxWRJ5vZ\n",
"gnYb5AxNJY6eiLyEGPu+LXEBp5TfJib7eWYVtrSA9xJt/jyAiGwALO3y2iKdjj95zIPr7vQSPt7z\n",
"0FG6WwgriNk6zxbVccTEFPsT6/VtmrpNIJZy2BdYKap/JM70nWEhPFi91SOio3R3uoJmM29vDOxD\n",
"jHxzMtP28goicihwEfB6YjjEQ8CDpfZAat3CnsCNwKtF5C5gEXC/iHxZRGTwjzojxC9IeXDdnV7C\n",
"x3seOlZ3C+FRC+F8C+FgYnKqPYHvA+WZirHExC4/Ae4V1fNF9d2iuln1Fg+LjtXd6UzShMYfm+z+\n",
"rHba4jRPFTN6nwIuAV5tZt0Y3tCXHYgLVH9CzJx0DTGu/7NEPT+Tz7TaUlyQ1gB35zSkxyh0N7xY\n",
"ulN/yje+Pt6royuSbVkIq4ALgQtF9YPAi4jX/lk01uePIa712wv4vqgqcaZvjoXQaZn+ukJ3p7Mw\n",
"s71ERMzM0uTG34Dn99N176JfxSY6fajC0ZtMrKnXcU5eGqTjh+wImFmRYnkDYujm/5nZcWnfHBHZ\n",
"BPiIiBxlZsNZpD1WRHZuot98M+u4VLwVUVyQ5gcLq7Ja0lsUut8TLKzMaonjtJ9ivN8bLKzIaklv\n",
"Uei+oFt0txBWAxcDF4vqocBzieGd+wPbpG6jgT1S+66o/oXo9J1uIXTCg4RC9/uC1baEhNMGCuct\n",
"/fsCEZkEbGRm94jIH4kz348Hng78O5uhHYSITCeWChuKsUN3GR5VOHoKPKOC3xkJLwWaSgubFpbe\n",
"RIxRnkhM0VzmN8RirDsBfx2GDVsAVzTR70vAF4fxvbVARccD09JLDy+pCBUdh+vu9AgqOpbGRdhn\n",
"NypCRccAM9LLrjzPWAhrgEuBS0X1k8BziAlb9qNRXkqAXVP7lqj+jZjx8zQLofK/W0VH0+W6O52D\n",
"mS0DitIjZxEdPYDX4I5ewSFkKu9QhaP3QWL61U8CPzazTlqofANwUJN970n/3g08gXULLhYx+xsP\n",
"04YFxFo+Q9Grs3lblbb9Bqw6ZtBImuQ3Ak7dmY6P9xxMp5EroOvP7xaCEdPPXyaq/0d88Lsfcabv\n",
"SaWuL0ztG6L6D2L2ztMshFsrMnU6ccYRaqC701GcC3wzbT83pyEdxg+AM5vody5xAqhltN3RM7M7\n",
"ReQHxIr0x4jIcuJaK4hrf4qsmxsN9B1ttO1e4BfD/NjlwPbEmPzbSvuLp2P3DfP7VprZlcP8TC/h\n",
"C8bz4Lo7vYSP9zzUVvfk9F0FXCWqnwOeSnT4DgCeVur6vNS+KqpXEsM7T7MQbmqjebXV3cnOrcQ8\n",
"FmOImfYdIC29GnLCRkRavkym7Y6eiBwBHE58anQF0N9avW5arPlb4A3Au4gJWBCRUcA7iNlDmwnD\n",
"dJrHL0h58JpiTi/hNcXy0BO6J6fvutS+JKpPoTHTt2Op686pHSWq/ybN9AHXpe9oFX5dddqCma0W\n",
"kTuIkW/bekKW/FQRunkIsSbNa81szVCdOx0zO0NELgQOE5HNgH8Ra+m8CHiPmXnSitbiF6Q8uO5t\n",
"REWLRFBTiFqPA5YTHxbdFywsG+TjTuvxBxt56MnzjIVwA3AkcKSobk/D6XtOqdszUvsi8B9RnU1c\n",
"1/evFjh9Pam7Uxm3Eh29DYm1J+/Pa05vU4WjNw74Qx2cvBL7Ek/SBxLX+N0IvNnM+iZocdYfvyDl\n",
"wXVvEyq6OfA24vrlmcBKYDWwhJjW/xoVPQeYG6xrii93Oz7e89DzulsI/yWWajpWVB9Pw+krp6x/\n",
"EjEy6nDgv8npmw1cOUKnr+d1d9pKeVnTtrijl5W2F0wHzgFeUsHvVIaZLTWzQ81shplNMLOd3Mlr\n",
"G35ByoPr3gaSk3c8cBxwPfBxYtTDJ4AfArcQkzT8DjhTRZ82wFc5reVxpW0f79Xh55kSFsLtFsLX\n",
"LIQXELX5MLGMQ9mZ2x74NDFfwK2iepyoPl9Uh3M/57o77aScVMjX6WWmihm9LwK/FZHvAT8ixuGv\n",
"7tupw7JxOp1DcQO2inUznTrto6z7PYN1dIbF3sA+wLuDhZ+o6JhybcgU0jmTWKrlSOAXKrp3sI4r\n",
"tlw3ihvfNfRuhuMcuO4DYCHcBXwb+Laobgm8jpjI5aU0HtI/nviQ6BPAXaJ6GnGm72+p7MNAFLob\n",
"MYrAcVpJ2dHbbsBeTiVU4ejdmP7dkfjkuj+MRqpfxylTXJDmBQvrPCBw2kah+92ue0vZGbiJmEKZ\n",
"spOXXhvxYdhJKnobsV7nvsTUzE77KMb7/L7/T5y2Uuh+T7Dg69sHwEK4B/ge8D1R3YJ4Ttgf2J3G\n",
"vdPjgI+kNl9UTyc6fX9JBd7LuO5txNdgrxO6WRmp9vJk4rrrScAK4EGi7kuqtKVTqMLR+3ITfTwj\n",
"j7MOKjqJuJAXPLykMlR0IrBZeum6t5YlxFqbWwHzU8Ho8vlPgNHBwgpiGOdDQOWlZ3qJdGNQ1C3y\n",
"8V4RSfdp6aXr3iQWwgLgJOAkUd2UGCGwP/AyYGzqNh34QGoLRHUO0em76M+7IbjubcPXYAMZZvRU\n",
"dENiRvyPAk8kRiOtBpYSowWuVdHzgD/2WoRMFXX0vtju33Bqi6+byYPr3j5mExM4HaGiHwjWb4Hk\n",
"YkZpN6JTeGM/fZzW4eM9D1uVtl33EWAhPAD8FPipqE4FXk0M73w5cUYJ4kOMQ1J78LW/50+fOQrZ\n",
"+UoYu8p1byWlNdhvJUZtnEB8WDeJON6fRFyDfRDwNxU9JFi4Lo+1beUhYim1KcS/ua2o6AbAF4CP\n",
"Ede0/hxYAEwg1rh+IrAT8EbgOhU9OFj4R7vt6hSqmNFznJHiKc/z4Lq3iWDhKhX9PHA08F8VvYqY\n",
"VOE2YmayZcSnkM8GPkS8Wbg0k7m9Qk/UcutAPCFIC7EQHgZOBk4W1Y2AVxFn+l4JTEzdNlk0hdd/\n",
"+liYvASecAtP/ZfqvsD5FsIjeSyvFb4GGzAzE5FrgF2BmSLyZDNr5wPL5wAHA4cHC0f31R1ARacD\n",
"exDzhvxORXcb4EFr7XBHz+lk/EYgD657m1BRCRZ+rKJ/Il6Y9iSut5lMYyZvMvAwsWbWR2sc3tMp\n",
"+HjPg+veJiyERcT1vaeI6mSis7c/ccZvMsDSDeBfO/IUYA6wRFT/QIw4ONdC7deQtQtfg93gD0RH\n",
"D+B3IvJc4Ajicf9JM2vlMf8M4vrH2bCu7mnffOBkFb0GOB94O3EWsPa4o+d0Mn4jkAfXvU0EC5ae\n",
"Nt4BfFZFjyWup5kJbEkMNbkf+HuwsCCjqb2Ej/c8uO4VYCEsJd4AzxbViQf9lB/M24q3/u2F0dlL\n",
"bEBc3/QGYJmonp0+c46F3kxgMUL+v737Dperqvo4/l3pJHQIEEDgBRVUULArbSMICqgoASuvvSFi\n",
"V0BUsKCovIiIBSzYBRGQJlI3XTEqSJHeQ0hCekISktz1/rH34Q7DJLfkzuy5M79PnnnuzJkzc/dd\n",
"2TPnrLObxmD3+jHwOWAiKRGrbTGeD3xoCH/XCtL41K2Bu/uI+wzgAXrHqXY8JXrSznQiUIbi3kTB\n",
"w/LcsufBwwJgAekq8NNU+7S+hF1H9b0Mxb3FPITFcY+4AGDZKDj+C3z68r3YntSqtH7ebTxpnN9B\n",
"wBKL8WJS0neBhzCvRLmHEY3Bztx9gZl9Afh5g6c/aGafdPehajm+hDTx0FejxUeDh1sa7FPF/dWk\n",
"756uWftaiZ60M02SUIbi3iR50PhLgS2jxSm1A/GjxR1ILXqPAY8oyWsZJRxlKO5lPAtg9HI4+huc\n",
"ednXw4kW40dIicdk0np91azL40hJ4AHAkxbjJcCfgPM8qEt5PY3BfobTaZzoAVxtZicAV7n7o6vz\n",
"S4KHe6LFLwEnkmY1vRW4kdRqOpM08+aTwAtIs3L+h9y9thso0ZN2Vp0ILCF9SUprVHFfSvqSlCGQ\n",
"l634CvAZUreSZdHiu4FrSQeoV5DWW7qDtGbWmWrVa4mqvi8jdeuR1qjivhzoqMko2lxt3B8D8BCW\n",
"kVpFLrEYDyWNrZoMvIXeLm5jSGP89geWW4yXk1qwzvUQdHxGY7Dr5UlZzgQObvD0S4DfAZjZp9z9\n",
"e4P9PdHiiODh7GjxOuD9pDGp+wFrkRLrHlLcFwER+FTw8MBgf99wY+46hyjBzB4h9eOe6u6b97V/\n",
"N4oW55H6r98TPDyndHm6RbQ4lzQt8r3Bw7NLl6dTRIuHAMcDFwOnkLqabEO64LYVcB5p8eNdSVNS\n",
"Hx48/EDJXnNFi7NJXageCB5aurhvN4sWZ5G6Cz4YPGxVuDhdI1p8nLQ+7UPBw5ar2tdiHAnsTEr6\n",
"DiRNVV9vBenk+SzgHA+dNYPkQNXO+JjXduvqMdhmNoJUd5aRWtLubbDbcuC57n5/g+f6pUHcNyXN\n",
"IL4JadbZ2cDfg4e27j3QjNxAiV4hSvRWLVpcm7QOC8CVwcNrSpanW+QvyPnVw+Bhj5Ll6STR4h9J\n",
"J1j/Gzw8Ei1uBlxIuphxaPBwcd5vnbx9LHBw8DDog5+sWrQ4gTSBAsA1wcNuq9pfhka0OJ50dR3g\n",
"2uBh15Ll6RZ1cb8ueNilv6+1GEcArySdtE/m6cvwVBy4hpT0ne0hTF29Eg9P/bk4160X8MzspcA/\n",
"Gjx1mrsP5QQtDbV73JuRG6jrprQrjd8oQ3FvnueSumnOAQgepubunOcDl0Hq3hk8zIsWTyets7QJ\n",
"aXyHNIfW0CtD3zNlDHr8tYfQA1wPXG8xfpY01nhyvm2ddzNSt8966IjdAAAgAElEQVTdgO9bjDeQ\n",
"xvT9yUPnd5XTGOy+ufsUM/skcBSp++p7SN0q32dmx7n7A4N532hxK9LsnjsDG5F6x8wG7gFuA24P\n",
"HmZ0Y9yV6Em70qLdZSjuzTOC1Hq0rGbb1qSuLD358ZL8cyqpO6GmNm8uJRxlKO5lDEncPQQntcr8\n",
"w2I8AngRvUnftjW7virfvmsx/oO8zIOHzluoWmOw+8/dTwJOAjCzFcDhpMTsfjOb6O79HvMZLY4g\n",
"TSB0Aun8ZSlpDOQyUq+YMaTj6g3R4snAVcFDz0reriONKF0AkZXQiUAZmnGzeWYAzw0enoSnDlBv\n",
"A/5cHXhqDvobkE4WHilR0C6i75kyFPcyhjzuHoJ7CDd5CEcDzwO2B44B6qe4fxlpjPK9FuM/LcYj\n",
"LcbnDkUZ2sRk4J2kmSZfTppo5FDgTFIr00Wk3hubAH+IFg/L66pameK2jRPrHs80s/EDeP2epCTv\n",
"YVKc1yPVwT1JkwkdTvo/2JH0f/BRSF04V6/Yw4da9KRdKeEoQydgTRAtjgR+QTrYVOMEekjdmur3\n",
"HUWaNey+4GFOSwvafVTfy9D3exlNre+5pe+2fDs2J3JVS99ONbu+ON+Osxhvobel7/ahLlMLvZHU\n",
"WvflPAb7S/SOwX5/gzHY744WL9QYbB5ssG2Rme3i7tf14/VvIHXRfG9eZsGChyXALOBu4Drg19Hi\n",
"McCvgc9FizcGD43GCXYkJXrSrnQCVobi3gTBwwrgN/lGH911tgB2AX7ZgqJ1u9r6rtbT1tH3TBkt\n",
"jbuHcBdwHCmheza9s3e+tGa3HfLtWIvxDtLFr7OAm3PiOFxoDPYg5CUYRtA7fKHyBVLy3JfNSIne\n",
"rGpDTWudkXoujgwe5kSLXwXOIa2n1zWJnrpuSrvSiUAZinuTRIsjc3fNviwC3goMel0h6TfV9zIU\n",
"9zKKxd1DuMdD+JaH8DLgf4DPAjfU7bYd8EXg38DdFuO3LMaXWhwW3ew0BnuQPE3/X7+E1hvM7HAz\n",
"m9THy68jrcn3SkgXUWsupHrwsDx4WJofjwLGkxLDrqEWPWlX1QFpIb3LLEjzVXF/gjSgWYZIbtXr\n",
"z37T0QLSrVLV96qrj7RGbdy12HbrVHFfCswsVYg8A+cJwAkW4+aksVSTST0ZqqRuG1KrzheABy3G\n",
"s0gtfTfmGUDbzcrGYE/RGOx+eYgUw41qtp0EfM3MdnL3lU3g8xtS/TkjWvw+cC5wW/CwuNohWtyA\n",
"tHj6l0jnNbc2ofxtS+voFaJ19FYuN7svIi1y+d/g4fmFi9QVctwXkq543Rk8bFe4SB0rWtyNdCJz\n",
"Wf0CrtHiGIDqhEGaI9f3+cCawN3BQydNDNHWosV5pLFL9wQP9VfypUlq4n5v8PDs0uWpZzFOAg4g\n",
"JX2Bxr3OHgHOJiV913vo3wW0ZspjsN8O7Bg8fHZVs2nmMdi/BHbSuc3Tmdm2pMlsXln31NnufuDK\n",
"XpeXVvgeaWz7SFIy9yhpKYsFpO/4lwGjgfcDZ7XrzJtaR0+6xfqkJA/UraeV1iMleaA1xZomH+iP\n",
"AF5Hmhb64WhxZPCwIicf7wS2jxZ/FDzcU7KsHW4d0gkA6HumZfJkFGvnh4p7i0SLa9PmcfcQppGW\n",
"HviRxTiR3qRvT9IJPKSJfA7Pt+kWY5X0Xe0hLG99qTUGe6i4+51mFujt4lp5vZmNdPdnJPU5qX4A\n",
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment