Skip to content

Instantly share code, notes, and snippets.

@fnielsen
Created November 3, 2015 19:10
Show Gist options
  • Save fnielsen/18133880550a19a510d6 to your computer and use it in GitHub Desktop.
Save fnielsen/18133880550a19a510d6 to your computer and use it in GitHub Desktop.
Plotting of Metrojet 9268 Extended Mode-S Data Decoded
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting of Metrojet 9268 Extended Mode-S Data Decoded \n",
"=============================\n",
"- Finn Årup Nielsen\n",
"- Data from Flightradar24\n",
"- http://www.flightradar24.com/blog/metrojet-9268-extended-mode-s-data-decoded/"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from everything import *"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = read_csv(expanduser('~/data/7K9268/7K9268ExtModeSdecoded.csv'))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>time</th>\n",
" <th>hex</th>\n",
" <th>lat</th>\n",
" <th>lon</th>\n",
" <th>altitude</th>\n",
" <th>squawk</th>\n",
" <th>callsign</th>\n",
" <th>vspeed</th>\n",
" <th>track</th>\n",
" <th>groundspeed</th>\n",
" <th>tas</th>\n",
" <th>qnh</th>\n",
" <th>mcp_alt</th>\n",
" <th>precision</th>\n",
" <th>gps_altitude</th>\n",
" <th>oat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2010</th>\n",
" <td>04:13:36Z.734</td>\n",
" <td>4ca9bf</td>\n",
" <td>30.182602</td>\n",
" <td>34.161126</td>\n",
" <td>NaN</td>\n",
" <td>7327</td>\n",
" <td>KGL9268</td>\n",
" <td>-25024</td>\n",
" <td>353.9</td>\n",
" <td>93</td>\n",
" <td>256</td>\n",
" <td>1012</td>\n",
" <td>32000</td>\n",
" <td>0</td>\n",
" <td>26150</td>\n",
" <td>-42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011</th>\n",
" <td>04:13:37Z.714</td>\n",
" <td>4ca9bf</td>\n",
" <td>30.182981</td>\n",
" <td>34.161108</td>\n",
" <td>NaN</td>\n",
" <td>7327</td>\n",
" <td>KGL9268</td>\n",
" <td>-25024</td>\n",
" <td>353.9</td>\n",
" <td>93</td>\n",
" <td>256</td>\n",
" <td>1012</td>\n",
" <td>32000</td>\n",
" <td>0</td>\n",
" <td>27600</td>\n",
" <td>-42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012</th>\n",
" <td>04:13:38Z.344</td>\n",
" <td>4ca9bf</td>\n",
" <td>30.182981</td>\n",
" <td>34.161108</td>\n",
" <td>NaN</td>\n",
" <td>7327</td>\n",
" <td>KGL9268</td>\n",
" <td>-26240</td>\n",
" <td>351.7</td>\n",
" <td>62</td>\n",
" <td>256</td>\n",
" <td>1012</td>\n",
" <td>32000</td>\n",
" <td>0</td>\n",
" <td>27600</td>\n",
" <td>-42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013</th>\n",
" <td>04:13:38Z.664</td>\n",
" <td>4ca9bf</td>\n",
" <td>30.183105</td>\n",
" <td>34.160964</td>\n",
" <td>NaN</td>\n",
" <td>7327</td>\n",
" <td>KGL9268</td>\n",
" <td>-26240</td>\n",
" <td>351.7</td>\n",
" <td>62</td>\n",
" <td>256</td>\n",
" <td>1012</td>\n",
" <td>32000</td>\n",
" <td>0</td>\n",
" <td>26400</td>\n",
" <td>-42</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014</th>\n",
" <td>04:13:39Z.384</td>\n",
" <td>4ca9bf</td>\n",
" <td>30.183105</td>\n",
" <td>34.160964</td>\n",
" <td>NaN</td>\n",
" <td>7327</td>\n",
" <td>KGL9268</td>\n",
" <td>-26432</td>\n",
" <td>349.2</td>\n",
" <td>47</td>\n",
" <td>256</td>\n",
" <td>1012</td>\n",
" <td>32000</td>\n",
" <td>0</td>\n",
" <td>26400</td>\n",
" <td>-42</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" time hex lat lon altitude squawk callsign \\\n",
"2010 04:13:36Z.734 4ca9bf 30.182602 34.161126 NaN 7327 KGL9268 \n",
"2011 04:13:37Z.714 4ca9bf 30.182981 34.161108 NaN 7327 KGL9268 \n",
"2012 04:13:38Z.344 4ca9bf 30.182981 34.161108 NaN 7327 KGL9268 \n",
"2013 04:13:38Z.664 4ca9bf 30.183105 34.160964 NaN 7327 KGL9268 \n",
"2014 04:13:39Z.384 4ca9bf 30.183105 34.160964 NaN 7327 KGL9268 \n",
"\n",
" vspeed track groundspeed tas qnh mcp_alt precision gps_altitude \\\n",
"2010 -25024 353.9 93 256 1012 32000 0 26150 \n",
"2011 -25024 353.9 93 256 1012 32000 0 27600 \n",
"2012 -26240 351.7 62 256 1012 32000 0 27600 \n",
"2013 -26240 351.7 62 256 1012 32000 0 26400 \n",
"2014 -26432 349.2 47 256 1012 32000 0 26400 \n",
"\n",
" oat \n",
"2010 -42 \n",
"2011 -42 \n",
"2012 -42 \n",
"2013 -42 \n",
"2014 -42 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.tail(5)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"last = df.iloc[1850:,:]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": [
"iVBORw0KGgoAAAANSUhEUgAAAoAAAARJCAYAAABZ+rNlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
"AAALEgAACxIB0t1+/AAAIABJREFUeJzs3XmcXHWd7//XO4GwKiGgAZJAqwQUNxaFzAWlHZQJGYXx\n",
"qiDOyCJqHCaOV/QqjPObTo/XBeenIpcZDA9QARdAUAhDABFpFZGwhYAQlgCNSTBhDVvYQj73j+8p\n",
"+nSlqru6u7rqVNX7+XjUgzrnfM85nzp0uj79XRURmJmZmVnnmNDsAMzMzMyssZwAmpmZmXUYJ4Bm\n",
"ZmZmHcYJoJmZmVmHcQJoZmZm1mGcAJqZmZl1GCeAdSLpq5KWSrpV0tWSZlQpN1vSXZLulfTl3P6P\n",
"SLpD0suS9sntf5+kmyTdlv33PTXEMk/SckkbJE2pzyc0MzOzduEEcBQkdUv6Ydnub0XE2yNiT+Bi\n",
"oKfCeROB04DZwB7AkZLelB2+Hfgg8DsgPznjI8D7I+JtwNHAuTWEeC1wEPBg7Z/KzMzMOoUTwNHZ\n",
"aPbsiHg6t7k18GiF8/YFlkdEf0S8BJwHHJadf1dE3FPhurdGxOps805gC0mbAkg6WNJ1km6WdIGk\n",
"rXLnOPkzMzOzipwAjo4q7pS+JunPpJq6b1YoMg1Ykdteme2r1YeAmyPiJUnbA18BDoqIfYCbgRNG\n",
"cC0zMzPrUJs0O4BWIul6YDNSDd8USUuyQ1+KiKsi4ivAVySdCHwXOLbsEqNed0/Sm0lJ5fuyXbNI\n",
"zcjXSQKYBFw32uubmZlZ53ACOAIRMQtA0oHAMRFRnuCV/BRYVGH/KiA/OGQGqRZwSJKmA78APh4R\n",
"D+QOXRURH6sldjMzM7OStmoCrjbCtqzMqdnxpZL2yvbtLmlJ7vWkpH8e6lYVrjszt3kYsKS8DHAT\n",
"MFNSl6RJwBHAwqGuL2kycBnw5Yj4Y67M9cD+kt6QlduqLIaqsZqZmVlna5sEcJgRtqUyc4BdI2Im\n",
"8GngdICIuDsi9oqIvYB9gHXAL4e4XbBxc+43JN0u6VagG/hCds+dJF2W3Wc9MA+4kjSg4/yIWJaV\n",
"+6CkFaSm3cskXZ5ddx7wBqAnl6BuHxGPAscAP5O0lNT8u3t2rX/OrjUNuE3SGbU9RTMzM+sEihh1\n",
"t7RCkfRXQE9EzM62TwSIiG/mynwfuCYizs+27wIOjIg1uTIHA/8WEQc0Mn4zMzOzRmmbGkBqG2Fb\n",
"qcz0sjIfJfXhMzMzM2tL7ZQA1lqVWd4n7pXzsn55HwB+Xq+gzMzMzIqmnUYB1zLCtrzM9GxfySGk\n",
"efYeqXQDSe3RXm5mZmYdISIqDgZtpwTwlRG2wEOkEbZHlpVZSBpUcZ6kWcDafP+/rPzPhrpJtQfZ\n",
"iST1RUR3s+MoCj+Pwfw8BvPzGMzPYzA/j8H8PAYb7fMYquKqbRLAiFgvqTTCdiJwVkQskzQ3O74g\n",
"IhZJmiNpOfAsuYmas2XU3gt8qgnht6r+ZgdQMP3NDqBg+psdQMH0NzuAgulvdgAF09/sAAqmv9kB\n",
"FEx/vS/YNgkgQERcDlxetm9B2fa8Kuc+C2w/ftG1pf5mB1Aw/c0OoGD6mx1AwfQ3O4CC6W92AAXT\n",
"3+wACqa/2QEUTH+9L9hOg0Cs8fqaHUDB9DU7gILpa3YABdPX7AAKpq/ZARRMX7MDKJi+ZgdQMH31\n",
"vmDbzAPYCJLCfQDNzMysFQyVt7RVE3CzdNLoYCfAZmZmrc8JYJ10QmLUSYmumZlZO3MCaGZmZlZA\n",
"EhNIq5jtBszMXrsCW+WKbQK8Cng1sDU1ju9oqwRQ0mzgFNI0MGdGxMkVypxKmvB5HXBMRCzJ9k8G\n",
"zgTeTFod5BMRcX2jYjczM7P2IrED8BZSXlLJ1sAbstcuwKTSqaSZSXYFNh+P2NomAZQ0ETiNNJff\n",
"KuBGSQsjYlmuzBxg14iYKWk/4HRgVnb4e8CiiPiwpE0YnF2bmZmZDUliIvBhUkXTAaTErpDaJgEE\n",
"9gWWR0Q/gKTzgMOAZbkyhwJnA0TEYkmTJU0FngfeFRFHZ8fWA082MPZxIakfOC4irm52LGZmZu1M\n",
"4q+B7wBvr/OlHwPuAe7NvR7LHX8ZeDp7PQOszx1bXe2i7ZQATgNW5LZXAvvVUGY66eE9IumHpP9x\n",
"NwOfi4h14xduQ0T2GpKkDaSa0fvHPyQzM7NikRCpC9hsUq4wUruTav3KvQDcQkrOKnkReAC4D7if\n",
"tEpZyTPAvRE8MYp4ANAQw1PbKQGsdYRq+eMI0nPYG5gXETdKOgU4Efi3OsZXdG0/itnMzDpLlti9\n",
"ndQiOKVKsa1J3cd2rtNt15G6lV0K3BLBC3W6bl21UwK4CpiR255BquEbqsz0bJ+AlRFxY7b/QlIC\n",
"uBFJ83ObfRHRN/qQG0PSvqQfxjcCzwEXASdExEuSfpcVW5pN8/KJiPh5k0I1MzOricS2pFq3an32\n",
"ZwCHk2rnGuVs4CsRrGrgPV8hqRvorqlsu6wEkg3cuBs4CHgIuAE4ssIgkHkRMUfSLOCUiJiVHfsd\n",
"8MmIuCdL8raIiC+X3aPijNpDzbQt1VwzWZOI2mvqJD0AHAesJSX7N5H+QVwOLIiI72XlamoC9koo\n",
"ZmbWbBI7AicAnyHV3tXLU8CVpPzh5RGe+zJwTQS31zGeMeuIlUAiYr2keaT/eROBsyJimaS52fEF\n",
"EbFI0hxJy0nt7MfmLvFZ4CeSJpHa4o+lTUTELbnNByWdARxIqhU0MzOrm6zZdQ/gb0mVMtvU8/LA\n",
"ngxMl1KLZ4BLSJUglSplNgC3AddF8NKYI2wRbVMD2AgtXAO4kjQyaR9gS7LawIg4MCvnGkAzM6uJ\n",
"xP7A/0f1PnU7MLi71Xi6A/hjlWMvAtcAiyJo9UGdo9IRNYBFNZKEbZyINN/hzcAREfGspP8FfKi5\n",
"YZmZWYtaQBox20yLga8D/x3BhibH0pKcAHaGrUlD0NdJeiPwj8DDueNrSJNVehoYMzOrSuJV1Jb8\n",
"PQX8CriM1D+/nq1hTwD3RNS3ha3TOAFsfwF8ETgD+BKwBDgPeE+uzHzgbElbAJ+KiAsbHaSZmbWE\n",
"PXLvlwN/X6HMi8AdndSfrhW5D+AIjKYPYDvplM9pZmaVSRwHnJltXhDBEc2Mx4Y21Pf2hEYHY2Zm\n",
"Zi3rLbn3f2paFDZmTgDNzMysVk4A20RbJYCSZku6S9K9kr5cpcyp2fGlkvbK7e+XdJukJZJuaFzU\n",
"ZmZmLSOfABZq0mMbmbYZBCJpInAaaT2/VcCNkhZWWAlk14iYKWk/0vQos7LDAXRHxOMNDt3MzKzw\n",
"JLYnzfEHaVnRB5oYjo1RO9UA7gssj4j+iHiJNNL1sLIyh5LW6SMiFgOTJU3NHfcABzMzs8ry07/c\n",
"GTHi5dKsQNopAZwGrMhtr8z21VomgF9LuknSp8YtSjMzs9bk/n9tpG2agKl9kslqtXwHRMRDkl4D\n",
"XCXproj4/UYnS/Nzm30R0Zft93w6ZmbWzpwAFpykbqC7lrLtlACuYvDagzNINXxDlZme7SMiHsr+\n",
"+4ikX5KalDdKACNifoV9bjo2M7N299bceyeABZRVSvWVtiX1VCvbTk3ANwEzJXVJmgQcASwsK7MQ\n",
"OApA0ixgbUSskbSlpFdl+7cCDsajm8zMzACQEK4BbCttUwMYEeslzQOuBCYCZ0XEMklzs+MLImKR\n",
"pDmSlgPPAsdmp+8A/EISpGfyk4j4VeM/hZmZWSFNA7bJ3j9J1npmrctLwY2Al0IzM7NOJDEbuDzb\n",
"/EMEBzQzHquNl4IzMzOzsXDzb5txAmhmZmbD8QogbcYJoJmZmQ3HNYBtpm0GgZiZmVkisQkwqU6X\n",
"mwDskdu+o07XtSZyAmhmZtbiJCYD7wbeBRwA7ANsOg63Wh3Bo+NwXWuwtkoAJc0GTiFNA3NmRJxc\n",
"ocypwCHAOuCYiFiSOzaRNJ/gyoj4QGOiNjOzdiexPbA79f3enQC8E5hDSvom1vHa1SxtwD2sAdom\n",
"AcySt9OA95LmJ7pR0sKIWJYrMwfYNSJmStoPOB2YlbvM54A7gVc1LnIzM2tF2eTIhwHvp3pt22uB\n",
"twE7NSqunOfqfL2VQG+dr2lN0jYJIGnptuUR0Q8g6TzSP8xluTKHAmcDRMRiSZMlTc1WA5lO+ivq\n",
"a8AJDY3czMxaisRU4PvA3zU7lpybgd8A1wLXuanWhtJOCeA0YEVueyWwXw1lpgFrgO8C/xt49TjG\n",
"aGZmTSAxEdgT6AZeM0TRe4FfRQz6rshfZwrwAeDbwHYjCOF5UgvTMyM4pxZ/Aa4ALo9gTZ2vbW2s\n",
"nRLAWpc0KZ8RW5LeDzwcEUskdQ95sjQ/t9mXLbxsZmYNIrE58PfA/tTW720b0uCIKSO4x13A9cBL\n",
"2a6tSAMrdq9Q/ExSrVslz5KmTbk3gpdrvb/ZaGQ5THctZdspAVwFzMhtzyDV8A1VZnq270PAoVkf\n",
"wc2BV0s6JyKOKr9JRMyvZ9BmZjZAYgLVE7UtgKOBz5L61o2nN2avoawAjovgqnGOxawmWaVUX2lb\n",
"Uk+1sm2zFrCkTYC7gYOAh4AbgCMrDAKZFxFzJM0CTomIWWXXORD4YqVRwF4L2MxsfEhsDXyG1Ad7\n",
"x3G6zRrg16R57Cp9+W0G/A/SdCqbV7nGemAJcBVwcgRPjUOcZnUxVN7SNjWAEbFe0jzgSlKTwFkR\n",
"sUzS3Oz4gohYJGmOpOWkavljq12uMVGbmbWHrI/d+xi+1qySqcCnGUETLamF53RSK85wXgZuBe6I\n",
"GP73u8QWpGlVXpfbvYHUh29JRN1H15o1XNvUADaCawDNrFNkU5zUYgrwCeB4oKtOt19H9SlMlgP/\n",
"CZwfwYt1up9ZW+qIGkAzMxs7iUnAt4BPkgY+NNIDwDeBsyN4ocH3NusoTgDNzAwAidcCF5GaP0fj\n",
"8ez8dSM8bwOp3/aFEawf5b3NbAScAJqZtTGJXRh63ruS7YAzgJ1HeIsgLaH5X6RmWfePM2sBTgDN\n",
"zFpQNuii2u/wHYHDgY8Ce43i8gF8Cfh2LYMmzKz1OAE0MxsHEptQ/z50uwCzgUNIkyBXW392LJ4C\n",
"joxg0Thc28wKoq0SQEmzgVNI08CcGREnVyhzKumX5zrgmGz1j82B35LmgJoEXBIRJzUucjNrF9no\n",
"2X8E/p2RLRU2Xl4gTV+yoYay9wG9Edw5viGZWbO1TQIoaSJwGvBe0rxQN0paWGEi6F0jYqak/Uhz\n",
"SM2KiOclvSci1mUTSl8r6YCIqLa0j5nZRrJBFD8A/rZBt6w2DcpLpKXJfgZcHMGTDYrHzFpE2ySA\n",
"wL7A8ojoB5B0HnAYsCxX5lDgbICIWCxpsqSpEbEmIkqj1iaRahAfb1jkZlZ4WZPu3wAfoHrT7vtI\n",
"kxqXPMfAWrL18BypteJy4MoI/lLHa5tZB2mnBHAaaV3GkpXAfjWUmQ6syWoQbwbeAJweEW4CMWsx\n",
"2Rx276L+Ta97A0cxsiXKvgv8SwTP1zkWM7Mxa6cEsNaRauUzYgdARLwM7ClpG+BKSd3Zospm1gQS\n",
"m5EGPdSyIsUM4AjgQ8C24xlXDVYDx0RwZZPjMDOrqp0SwFWkL4GSGaQavqHKTKdsHcmIeFLSZcA7\n",
"gL7ym0ian9vsc5JoVl8SbyGtC/txYHKTwym3BjgHuL3K8WeBq93nzsyaQVI30F1T2XZZCzgbvHE3\n",
"cBDwEGlW+SMrDAKZFxFzJM0CTomIWZK2B9ZHxFpJWwBXAr0RcXXZPbwWsNkoSWxO6j93BKlmr5It\n",
"gT3GeKsHgRupvVWgFk8DFwNXRNS1T5+Z2bjpiLWAI2K9pHmk5G0icFZELJM0Nzu+ICIWSZojaTnp\n",
"L/Vjs9N3BM6WNAGYAJxbnvyZWWXZtCd7A3Oo3vy6HWlQ1jYjvPxq0rx0w3kRuAY4D/ijJy82Mxta\n",
"29QANoJrAK2TZQMs5gCvy+2eDvxPoKuOt1oP/BJYAFwTUdP8dWZmVqYjagDNbHxITAXmkiY33mGM\n",
"l7sf+DGppr5aU+p9EZ6GycxsPDkBNGszWZPs/sDxpD53W4zxkhNrKPMksBBYSuW+dxtI/fKuc/Os\n",
"mVnzOQE0a2ESbwKOBKaUdpHmwXvrON3yL6TBEC9k2y+SRstfHVF1VQozMysYJ4BmBZTV4s0grU9d\n",
"yVuAfyKNeh9vAfyRtNTiRU70zMxanxNAsybK1o59dWkT2A14P2kt2RnVzqvBOuAnpPWuq81ZV6uI\n",
"4OUxXsPMzAqkrRJASbOBU0h9ls6MiJMrlDkVOIT0BXlMRCyRNIM0uetrSbUdZ0TEqY2L3FqdxERq\n",
"X4FiOmlKlMOAvcZ46w3AJaQpUEp969YCl3oyYjMzq6ZtEsBsLd/TgPeSVve4UdLCChNB7xoRMyXt\n",
"R6odmUUajfj5iLhV0tbAzZKuyp9rljXLTiHNFQmwOXAgqbbub6j/EmRPAQ9XOfY8cCnw/Qj+XOf7\n",
"mplZm2ubBBDYF1geEf0Aks4j1bDkk7hDgbMBImKxpMmSpkbEatKEs0TEM5KWATuVnWsdSGIC6Y+E\n",
"D1H/+e4gDaJYyUDt3VPA1cB/k0bMetUJMzOru3ZKAKcBK3LbK4H9aigznbS+JwCSukjNcovHI0gr\n",
"hqw2720MJHa7VSk6gdqmQYG0XFgtAyReII2cvYS0tFgtK12YmZnVTTslgLXOLVY+I/Yr52XNvxcC\n",
"n4uIZ+oVmI2vrP/dAcBHSYtgVxs5m7cFo5vU+DnSMoIl9wCXAYuApZ7jzszMWkE7JYCrGDxqcgap\n",
"hm+oMtOzfUjaFLgI+HFEXFztJpLm5zb7IqJv9CF3DokZpL5y3cDW9bw0qcZ2xzpes9yjpNq6C4Hf\n",
"eBoUMzMrIkndpO/Z4cu2y1rAkjYB7ibNi/YQcANwZIVBIPMiYo6kWcApETFLkkh9Ax+LiM8PcQ+v\n",
"BTwEiW2A2aRR1q/NHZpBmreuaJ4m9bW7EPg1aWBFJS+5Zs/MzFpNR6wFHBHrJc0jrTE6ETgrIpZJ\n",
"mpsdXxARiyTNkbSc1Ix3bHb6/sA/ALdJWpLtOykirmjwxygkiSmk2ruDqF57N4XUDLtpo+Iq8wjw\n",
"8+xVy6jYAB6KeGVFCzMzs47RNjWAjdBJNYASbyCNoj6UlNjVOhCimheB35L6y903xmuVewJYHMH6\n",
"Ol/XzMysZXVEDaANkNiWNLJ1LwbmrKvVJqQa0T1GefubgYXALaRJiiE1rd4QgQfWmJmZFYATwBYm\n",
"sSvwbgaaXTcFDib1w6tnU2wA15MmHr63Spn1wE0RGw28MTMzs4JxAlhAEpNJgyYq1d6JNL/hEcDe\n",
"4xjG88BVpNGvl0WkibLNzMys9TkBLBCJPYF5wN+TlhkbixuBX8Ko1oP9M2m6k3VjjMHMzMwKyAlg\n",
"E0hMAz5Daq6dlO3eAth9hJd6EfgVadqbkn7g5xEsH2OYZmZm1qacAI6QxD+M4fSJwBzSAI3hnv1d\n",
"pKlNKilNTHxxxKhq+MzMzKyDtdU0MJJmA6eQEq0zI+LkCmVOJU1UvA44JiKWZPt/QJrr7uGIeGuV\n",
"60ftK86NynrSPHanAX8s+uTDkrq9EsoAP4/B/DwG8/MYzM9jMD+Pwfw8Bhvt8xhqGpiRThFSWJIm\n",
"khKn2aQpTI6U9KayMnOAXSNiJvBp4PTc4R9m5zbKb4HDSQM5Sq+pEXwsguuKnvxlupsdQMF0NzuA\n",
"guludgAF093sAAqmu9kBFEx3swMomO5mB1Aw3fW+YDs1Ae8LLI+IfgBJ55EmMl6WK3Moack3ImKx\n",
"pMmSdoiI1RHxe0ldNdznJ2OMcw1wdgS3jfE6RdDV7AAKpqvZARRMV7MDKJiuZgdQMF3NDqBgupod\n",
"QMF0NTuAgumq9wXbKQGcBqzIba8kTZcyXJlpUPsUJxFj6gPYbrqaHUDBdDU7gILpanYABdPV7AAK\n",
"pqvZARRMV7MDKJiuZgdQMF31vmA7JYC1NpmWt4WPqKk19QO0Ej+Pwfw8BvPzGMzPYzA/j8H8PAbz\n",
"8xis3s+jnRLAVcCM3PYM2GhVivIy07N9NemUdYDNzMysvbXNIBDgJmCmpC5Jk0grZSwsK7MQOApA\n",
"0ixgbUSsaWyYZmZmZs3VNglgRKwnraJxJXAncH5ELJM0V9LcrMwi4H5Jy4EFwPGl8yX9DLgO2E3S\n",
"CknHNvxDmJmZmTVAW80DaGZmZmbDa5saQDMzMzOrjRNAMzMzsw7jBLBOJH1V0lJJt0q6WtKMIcpO\n",
"lLRE0qW5fR+RdIeklyXtndvfJem5rPwSSf9VQyzzJC2XtEHSlLF/OjMzM2snTgBHQVK3pB+W7f5W\n",
"RLw9IvYELgZ6hrjE50gDVfIdMG8HPgj8rkL55RGxV/Y6vsLxctcCBwEP1lDWzMzMOowTwNHZaORM\n",
"RDyd29waeLTSiZKmA3OAM8lNSh0Rd0XEPSMJQtLBkq6TdLOkCyRtlV3r1ohw8mdmZmYVOQEcnYoT\n",
"Qkv6mqQ/A0cD36xy7neB/w1sGMH9Xpc1//ZJOiC71/bAV4CDImIf4GbghBFc08zMzDpUO60EMu4k\n",
"XQ9sRqrhmyJpSXboSxFxVUR8BfiKpBNJid6xZee/H3g4IpZI6q7xtg8BMyLiiaxv4MWS3gzMAvYA\n",
"rpMEMIk0j6GZmZnZkJwAjkBEzAKQdCBwTERUmyz6p8CiCvv/B3CopDnA5sCrJZ0TEUcNcc8XgRez\n",
"97dIug/YLTt8VUR8bHSfxszMzDpVSzYBS5ot6S5J90r6cpUyp2bHl0raq+xYpVG4UyRdJekeSb+S\n",
"NHmoECrcb2Zu8zBgSXmZiPiXiJgREa8DPgr8pkry98r1JW0vaWL2/vXATOA+YDGwv6Q3ZMe2Kouh\n",
"aqxmZmbW2VouAcySodOA2aQm0CMlvamszBxg14iYCXwaOL3sMpVG4Z5IqlHbDbg6264m2HggyDck\n",
"3S7pVqAb+EIWy06SLhviOqWYPyhpBalp9zJJl2eHDgSWZs3NPwfmRsTaiHgEOAb4maSlpObf3bNr\n",
"/XN2rWnAbZLOGOKzmJmZWYdpuaXgJP0V0BMRs7PtEwEi4pu5Mt8HromI87Ptu4ADI2JNNgr3R8DX\n",
"gBMi4gMVyuwA9EXEGxv40czMzMwaouVqAEm1Wity2yuzfbWWqTYKd2pErMnerwGm1iVaMzMzs4Jp\n",
"xUEgtVZZlvd9U62jcCMiJG10n0r7zMzMzIoqIiqOBWjFBHAVkF9mbQaphm+oMtOzfR+i+ijcNZJ2\n",
"iIjVknYEHq5082oPshNJ6ouI7mbHURR+HoP5eQzm5zGYn8dgfh6D+XkMNtrnMVTFVSs2Ad8EzMzW\n",
"yJ0EHAEsLCuzEDgKQNIsYG1ErB5mFO5C0gTOZP+9eLw/SBvob3YABdPf7AAKpr/ZARRMf7MDKJj+\n",
"ZgdQMP3NDqBg+psdQMH01/uCLVcDGBHrJc0DrgQmAmdFxDJJc7PjCyJikaQ5kpYDz1I2IXP+crn3\n",
"3wQukHQc6UEfPm4fon30NzuAgulvdgAF09/sAAqmv9kBFEx/swMomP5mB1Aw/c0OoGD6633BlhsF\n",
"3EySwk3AAyR1R0Rfs+MoCj+Pwfw8BvPzGMzPYzA/j8H8PAYb7fMYKm9xAjgCkoL57DV8ySE9HD3x\n",
"UF0CMjMzM6vCCWCdZAlgPfw3cHL0xLV1uZqZmZkN0mkzd1RK9JwA1kkdE8CSP5JWJClZDpwbPbGq\n",
"rncxMzPrMJ3UbavaZ3UCWCdZArh0DJeYCLxlmDIvk0Yk/wh4tEqZR6In7h1DHGZmZm3NCaATwLqp\n",
"xw+TevVG0kokHwc2HcOlbgPOBn4SPa+sYGJmZmY4ARxqP7RoAihpNnAKqUbtzIg4uUKZU4FDgHXA\n",
"MdnqH5sDvwU2AyYBl0TESVn5+cAngUeyS5wUEVeUXbNuP0zq1TTgr7NYIE1M/SGge4SXCuCF3PYD\n",
"wM+Bn0VP3DXGMM3MzFqSE8A2SwAlTQTuBt5LWt3jRuDIiFiWKzMHmBcRcyTtB3wvImZlx7aMiHWS\n",
"NgGuBb4QEX+Q1AM8HRHfGeLe4/7DpF69CfgUsC+VJ+qeALwN2KKGyy0D1o4ijBWkZujLoidGc76Z\n",
"mVlTOQEc+hm03ETQpMRoeUT0A0g6DziMlOyUHEpqHiUiFkuaLGlqRKyJiHVZmUmkGsQncuc1/Qcl\n",
"emIZcMJQZdSrVwMfIa1YcgDV437TKMP4K9JE2OvVq98AvwQuiZ74yyivZ2ZmZoCkfuC4iLi6mXG0\n",
"YgI4jVRDVbIS2K+GMtNJ6/1OBG4G3gCcHhH5UbiflXQUabm5L0QUs/YreuIp4CzgLPWqlMhC6lP4\n",
"PuBjwPtJSe5YbAIcnL1OV6+uJ9W+VvIycANwqec5NDMzqyoYvBJZU7RiAljrQyuvFQuAiHgZ2FPS\n",
"NsCVudm1Twf+PSv7VeDbwHFjD3d8RU+8mNt8DrgIuEi92oZUAzjS9Z43IdUqfhB4R9mxWdmrmk8A\n",
"31evbiQl2Ruy/S8A1wFXR088Ue1kMzMza4xWTABXATNy2zNINXxDlZme7XtFRDwp6TJSktMXEQ+X\n",
"jkk6E7i00s2zwSIlfUVdqiZ64kng+lGe/jvg6+rVDODvSMnguxmoaRzOO7NX3ueBDerVDaSBKvX0\n",
"OPALoC96YsNwhc3MzJpN0iTgW6QuXQAXAF+OiBcldQM/Br4DfJnUyvYvEfGjYa7ZTY2DSVtxEMgm\n",
"pGbIg4CHSM2OQw0CmQWcEhGzJG0PrI+ItZK2AK4EeiPiakk7RqQ+bpI+D7wzIj5Wdu+O6VBaTr3a\n",
"DngPsHWVItuRRl0fSPP+sFgJ/JTaEswgTcL9ByeNZmbtZ8gRsL31XSUkemrPDSQ9QJp15EDSgNZD\n",
"s0OXAFdHxL9lidxVwNdIrZIHAxcCO0XEkxWu2f6jgAEkHcLANDBnRcQ3JM0FiIgFWZnTgNnAs8Cx\n",
"EXGLpLeSBodMyF7nRsR/ZOXPAfYkJQYPAHMjBs+v18kJYK3Uq21JP9Cvze3eidQ38R0UYKBNmT8D\n",
"PyGNel5Xpczq6BmoITYzs+JrgQRwAamy6ops/8HAgoh4XZYALgK2jkiVFJLWAB+IiBsqXLMzEsBm\n",
"cQI4Nlkt4gHAVvW8LGkQ0JHA9nW8brnFpNHQ/83gqXUejp54aRzva2Zmo9ACCeClwD6lFkxJbwSW\n",
"RsRmWQJI9ik6AAAgAElEQVR4bkTMKDvvuIj4TYVrOgEcT04Ai0u92hT4G1JN42bDFIeUhM4Bpozx\n",
"1k8DvwIuI/WdfGHo4gC8ED3xyPDFzMxstIr6nV1WA/jZiLg8219eA+gEsCiK+sNko5NNoXMIadqc\n",
"anMmTgR2p/YBMLVaRhqx/QvgTwyMbt/gPolmZmNX1O/sXALYTVoR7LDs0MXAb3J9AJ0AFkVRf5hs\n",
"fGVN1+8njYbem4FkcDPS4Jd6Wgf0kfp+XAFUm3x7fdkUQGZmllPU7+xSIgf8gY1HAX8pNwr4nIjY\n",
"ufw8J4BNUNQfJmsO9UqkmsO/JTUnz6zx1O1Iaz+PxcukJPHbwO+ix/+QzczyOuk72wngOOukHyYb\n",
"P+rVVqT+iv+T1AS9Te7waJqabybVFpaajtcCF0ZP/HkscZqZtbJO+s7umARQ0mwGpoE5MyJOrlDm\n",
"VNKX6zrgmIhYImlz4LekprtJwCURcVJWfgpwPrAL0A8cXr4UXCf9MFlzqFevI/3czgH2p/qAli2G\n",
"udQG0ojl04HbxxjWy8Aa1zKaWSvppO/sjkgAs7V87ybNNbcKuJGhJ4LeD/heRMzKjm0ZEeuyCaWv\n",
"Ja35+wdJ3wIejYhvSfoysG1EnFh27475YbJiU6/eSFpd5WhqG/U8VveSmpvPiZ54rgH3MzMbk076\n",
"zu6UBPCvgJ6ImJ1tnwgQEd/Mlfk+cE1EnJ9t3wUcmJ/YWdKWpNrAoyPiznwZSTuQlnl7Y9m9O+aH\n",
"yVqDevVaUgfi0mAUkeZafO843fJhUkfl57PtF4FrgGuiJ14ep3uamY1YJ31njyYBbMW1gKcBK3Lb\n",
"K0kTAQ9XZjqwJqtBvBl4A3B6RNyZlZmaSxDXAFPrHbhZvWUrlPxn+X71ajfgM6QlhoZrLh7OZGDL\n",
"7P1rgXllx/8FWKNe/Ry4iYEpbfI2ADdGT9w9xljMzKwOWjEBrLXKsjzjDYCIeBnYU9I2wJWSuiOi\n",
"b1DBiJDqO0u4WSNFT9wDnJC9xkS9ehXwKVKT8/QqxaaycWJY6Vo3AeeSJs+utoLKquiJ56scMzOz\n",
"OmjFBHAVMCO3PYNUwzdUmenZvldExJOSLgP2Ic27tkbSDhGxWtKOpKaujUian9vsK08ezdpN9MTT\n",
"wHfUq/9LqlF8fe7wzsCHgR1qvNw7stdQnlGvfgqcET1x80jjNTMr6bTKnGz+wO6ayrZgH8BNSINA\n",
"DgIeAm5g6EEgs4BTImKWpO2B9RGxVtIWwJVAb0RcnQ0CeSwiTs76FU72IBCz4alXE4EDSbPZb1ul\n",
"2BTSMn2TRnj5u4EnayhX6ot4TvTE8hHew8ysLbXVIBAASYcwMA3MWRHxDUlzASJiQVbmNGA28Cxw\n",
"bETcIumtwNnAhOx1bkT8R1Z+Cqlz+854GhizulOvtiUNWPkoabqlSrak9trEav6Qver5y+1p4BfR\n",
"M/CHpplZ0bVdAtgsTgDNxle2usr+wKdJyeJYV0ypt9+SFnC/pcrxZ6InVlU5ZmbWUE4A68QJoFnj\n",
"qFfbALuz8YCuSnYB/oE0iXaz+zZfBvx99EQtTddmZuPGCWCdOAE0K7ZsXsRDge3reVnSwJXDqH2p\n",
"vtuBOdET5QPUzMwaxglgnTgBNOtc6tVOwHHAB4GtKhUBZua2V5FqJVfXMYx1wAovy2dmtXACWCdO\n",
"AM1sKOrVx4EfML7N0P3AIlJTc3+VMi8B93t1FrPO5gSwTpwAmtlw1Kv3Ar8AXtXkUB4EzgB+ED1R\n",
"z1pIM2sRbZcASprNwDQwZ0bEyRXKnErqEL4OOCYilkiaAZxDWs4qgDMi4tSs/Hzgk8Aj2SVOiogr\n",
"yq7pBNDMhqVevRX4GrBbnS+9EyNPLNcDS4FaagPvBnqjJ+4baWBmVjxtlQBma/neTVrsfhVwI0NP\n",
"BL0f8L1sIugdgB0i4lZJW5PWBD4sIu6S1AM8HRHfGeLeTgDNrGnUq0mkaXLmkGb7r9QXEWBH0hrO\n",
"o7EGeF/0xO2jPN/MCmKovKXZ0yWMxr7A8ojoB5B0Hml0Xn6C1kNJEz4TEYslTZY0NSJWk3XIjohn\n",
"JC0DpgF3Zec5uTOzwoqeKK14cs1Q5dSrzYEPAZ8BDhjhbaYCferV7OiJG0cVqJkVXismgNOAFbnt\n",
"lcB+NZSZTvrLFgBJXcBewOJcuc9KOgq4CfhC+UogZmatIHrieeAnwE/Uqy5SUjec6aQBLK8mLd13\n",
"tXr1I2DDMOdtAK4nrZSyfpQhm1mDtWICWGubdXlt3ivnZc2/FwKfi4hnst2nA/+evf8q8G3SlA9m\n",
"Zi0reqKf6qOF8xarV/2kNdK3I/U1/OwIbnWvevV/gJ86ETQrvlZMAFcBM3LbM0g1fEOVmZ7tQ9Km\n",
"wEXAjyPi4lKBiHi49F7SmcCllW6eDRYp6YuIvhF/AjOzAoqeuFm9OhC4itSPcCRmkrrefFe9ema4\n",
"wuW3Bm4l1UAucgJpNjqSukn9g4cv24KDQDYhDQI5CHgIuIGhB4HMAk7JBoGI9AvqsYj4fNl1d4yI\n",
"v2TvPw+8MyI+VlbGg0DMrO2pV9uSJrx+dQ3FdwTmAtvU6fZ/AS4hzeBQyWrgWuDmrE+kmVXRVqOA\n",
"ASQdwsA0MGdFxDckzQWIiAVZmdOA2cCzwLERcYukA4DfAbcx0CR8UkRcIekcYM9s/wPA3IhYU3Zf\n",
"J4BmZmWydZv/Gfg8sG2DbvsccEv23+EEsJY0zdcjpOSy0pffBFL/x6nADmw85c4zwJPAU6R+j2dH\n",
"T7w0muDNGqHtEsBmcQJoZladerUpaa7CkdoGOBI4hpR4tYpFwOHRE882OxCzSpwA1okTQDOz8ZMl\n",
"kAcDb6xSZALwZuBdwOsbFdcwFgPvj554tNmBmJVzAlgnTgDNzIpBvZpOShRr+Z08kdQ0/ZrstfkQ\n",
"ZdeS+hmuyd6XviQnAFuT+kUeAMzLnXMPcEGV6z1Nai6+IZuex6xhnADWiRNAMzMDUK/mAadS+wIC\n",
"L5JWn3q8zqHcBZwcPfHIsCWt4zgBrBMngGZmVqJefZg04fakJofyMPCp6ImFTY7DCsYJYJ04ATQz\n",
"szz1ajfSlDnVksCdSX0Wd29AOD8AvhQ98VgD7mUtwAlgnTgBNDOz0VCvXkNafrSetYXbA19n8KTd\n",
"L5LmUfwhqe9hPb/kn/W0N62l7RJASbMZmAfwzIg4uUKZU4FDSPM9HRMRSyTNAM4BXkv6R3FGRJya\n",
"lZ8CnA/sQlo26fDytYCdAJqZWZGoV1OA/wKOaMDtngA+Fj1xRQPuZXUwVN4yodHBjJWkiUBpkuc9\n",
"gCMlvamszBxg14iYCXyatM4vwEvA5yPizcAs4J8klaYbOBG4KiJ2A67Ots3MzAoreuLx6ImPAh8h\n",
"rYw1nrYFThjne1iDtOJawPsCyyOiH0DSecBhwLJcmUNJS74REYslTZY0NSJWk4b3ExHPSFoGTCON\n",
"ojoUODA7/2ygDyeBZmbWAqInLgQuVK/eDBwLfIj6rcoygYFVUXat0zWtyVoxAZwGrMhtrwT2q6HM\n",
"dNK8TgBI6iL1x1ic7ZqaW/ptDWkpIDMzs5YRPXEH8MXsVRfq1eYMLLm3s3q1qfsCtr5WTABr7bRY\n",
"3ub9ynmStgYuBD4XEc9sdIOIkFTxPpLm5zb7IqKvxnjMzMxaTvTE8+rVQ6Rl/iYCM4D7mxuVVSKp\n",
"G+iupWwrJoCrSD98JTNINXxDlZme7UPSpsBFwI8j4uJcmTWSdoiI1ZJ2JM2rtJGImD+28M3MzFrO\n",
"/Qys8/x6nAAWUlYp1VfaltRTrWzLDQIBbgJmSuqSNIk08ql88suFwFEAkmYBayNijSQBZwF3RsQp\n",
"Fc45Ont/NHAxZmZmBoMTvtc1LQqrm5arAYyI9ZLmAVeSqqLPiohlkuZmxxdExCJJcyQtB54ldYgF\n",
"2B/4B+A2SUuyfSdFxBXAN4ELJB1HNg1M4z6VmZlZoeUTwNc3LQqrm5ZLAAEi4nLg8rJ9C8q251Em\n",
"Iq6lSq1nRDwOvLeOYZqZmbWLB3LvnQC2gVZsAjYzM7PGcg1gm3ECaGZmZsNxAthmnACamZnZcFYD\n",
"z2fvp6hX2zQzGBs7J4BmZmY2pOiJDQzuB+iRwC3OCaCZmZnVws3AbaQlE0BJsyXdJeleSV+uUubU\n",
"7PhSSXvl9v9A0hpJt5eVny9ppaQl2Wv2eH8OMzOzFuKRwG2k5RJASROB04DZwB7AkZLeVFZmDrBr\n",
"RMwEPg2cnjv8w+zccgF8JyL2yl5XjMsHMDMza02uAWwjLZcAAvsCyyOiPyJeAs4DDisrcyhwNkBE\n",
"LAYmS9oh2/498ESVa5evH2xmZmaJE8A20ooJ4DRgRW57ZbZvpGUq+WzWZHyWpMljC9PMzKyteDm4\n",
"NtKKK4FEjeXKa/OGO+904N+z918Fvg0ct9FFpfm5zb5s4WUzM7N2l+8D2KVeTYyeeLlp0dhGJHUD\n",
"3bWUbcUEcBUwI7c9g1TDN1SZ6dm+qiLi4dJ7SWcCl1YpN38EsZqZmbWF6Iln1KtHgNcAk4CdGNza\n",
"Zk2WVUr1lbYl9VQr24pNwDcBMyV1SZoEHAEsLCuzEDgKQNIsYG1ErBnqopJ2zG1+ELi9WlkzM7MO\n",
"5X6AbaLlEsCIWA/MA64E7gTOj4hlkuZKmpuVWQTcL2k5sAA4vnS+pJ8B1wG7SVoh6djs0MmSbpO0\n",
"FDgQ+HzjPpWZmVlLcALYJlqxCZiIuBy4vGzfgrLteVXOPbLK/qPqFqCZmVl78kCQNtFyNYBmZmbW\n",
"NK4BbBNOAM3MzKxWXg2kTbRkE7CZmZk1Rb4GcDf16gMVyqwH/gzcHz3xXGPCspFSRK3T6pmkiAiv\n",
"FmJmZh1JvZoIPE/tFUirgLV1DuNZ4PfAr4HfR088W4+LqlcCNmN0lWMBrIueYiVVQ+UtTgBHwAmg\n",
"mZl1OvVqMWlZ1iJ4CXhqjNcQsDmwBWNbEvYxYGn2+hNwL3Af8JdmJYZD5S0t2QQsaTZwCjARODMi\n",
"Tq5Q5lTgEGAdcExELMn2/wD4W+DhiHhrrvwU4HxgF6AfODwi6v1Xi5mZWav7FPAFYEqV41uQRgjv\n",
"QvqeHk+bAtuN8z1qtR3w19kr70X16sVxvO+LpAUxHiQ1va+r5aSWqwGUNBG4G3gvqWr5RuDIiFiW\n",
"KzMHmBcRcyTtB3wvImZlx94FPAOcU5YAfgt4NCK+JenLwLYRcWLZvV0DmCOp20vhDfDzGMzPYzA/\n",
"j8H8PAZrx+ehXm1KWpVryxGf/HPeyUe4scrRLuAgUh7wltHGV8WLpFrFkdqUtDrK+HiA0U26Mx/a\n",
"qQZwX2B5RPQDSDoPOAxYlitzKHA2QEQsljRZ0g4RsToifi+pq8J1DyVNAE12bh9wYoVyNqCb3JIz\n",
"5udRphs/j7xu/DzyuvHzyOumzZ5H9MRLDB40UjPN14fjT/HDKof/BPw3gHr1KlK/vbF6HnhutGsb\n",
"q1cTSInp27PX7sCuwBuAbcccXT91n3WxFRPAaQxee3AlsF8NZaYBq4e47tTccnFrgKljjLMTdDU7\n",
"gILpanYABdPV7AAKpqvZARRMV7MDKJiuZgdQMF21FIqeeBp4enxDqSmODaRk937gl/lj6tVWjHXa\n",
"vWs5nffwj1WObgnsTGpyn0GqjSzZqItcSSsmgLW2WZdXedbc1h0RIam12sabo6vZARRMV7MDKJiu\n",
"ZgdQMF3NDqBgupodQMF0NTuAgulqdgD1Uo9Rypqv6VmyW8nTpIqrjZrMNV9tlQCuImW4JTNINXxD\n",
"lZme7RvKmlIzsaQdgYcrFXJiOJifx2B+HoP5eQzm5zGYn8dgfh6D+XkMVu/n0YoJ4E3AzKwf30PA\n",
"EUD5+r4LgXnAeZJmAWtzzbvVLASOJlWXHg1cXF7AA0DMzMysHbTcUnARsZ6U3F0J3AmcHxHLJM2V\n",
"NDcrswi4X9JyYAFwfOl8ST8DrgN2k7RC0rHZoW8C75N0D2kI9zcb9qHMzMzMGqjlpoExMzMzs7Fp\n",
"uRpAMzMzMxsbJ4BmZmZmHcYJoJmZmVmHcQJoZmZm1mGcAJqZmZl1GCeAZmZmZh3GCaCZmZlZh3EC\n",
"aGZmZtZhWiIBlLS5pMWSbpV0p6RvZPvnS1opaUn2OiR3zkmS7pV0l6SDc/v3kXR7dux7uf2bSTo/\n",
"23+9pF0a+ynNzMzMGqMlEsCIeB54T0TsCbwNeI+kA4AAvhMRe2WvywEk7UFaI3gPYDbwX5JK6/ie\n",
"DhwXETNJawrPzvYfBzyW7f8uaU1gMzMzs7bTEgkgQESsy95OAiYCT2TbqlD8MOBnEfFSRPQDy4H9\n",
"JO0IvCoibsjKnQP8Xfb+UODs7P1FwEH1/QRmZmZmxdAyCaCkCZJuBdYA10TEHdmhz0paKuksSZOz\n",
"fTsBK3OnrwSmVdi/KttP9t8VABGxHnhS0pTx+TRmZmZmzdMyCWBEbMiagKcD75bUTWrOfR2wJ/AX\n",
"4NvNi9DMzMysNWzS7ABGKiKelHQZ8I6I6Cvtl3QmcGm2uQqYkTttOqnmb1X2vnx/6ZydgYckbQJs\n",
"ExGP5+8tKer4UczMzMzGVURU6irXGgmgpO2B9RGxVtIWwPuAXkk7RMTqrNgHgduz9wuBn0r6Dqlp\n",
"dyZwQ0SEpKck7QfcAHwcODV3ztHA9cCHgasrxVLtQXYiSX0R0d3sOIrCz2MwP4/B/DwG8/MYzM9j\n",
"MD+PwUb7PIaquGqJBBDYEThb0gRSs/W5EXG1pHMk7UkaDfwAMBcgIu6UdAFwJ7AeOD4iSg/heOBH\n",
"wBbAooi4Itt/FnCupHuBx4CPNuajtbT+ZgdQMP3NDqBg+psdQMH0NzuAgulvdgAF09/sAAqmv9kB\n",
"FEx/vS/YEglgRNwO7F1h/1FDnPN14OsV9t8MvLXC/heAw8cWacfpb3YABdPf7AAKpr/ZARRMf7MD\n",
"KJj+ZgdQMP3NDqBg+psdQMH01/uCLTMIxAqpr9kBFExfswMomL5mB1Awfc0OoGD6mh1AwfQ1O4CC\n",
"6Wt2AAXTV+8LaqBl1IYjKdwH0MxGJE1C/2NSt5Kx/tG9BvgUEZcOW9LMOt5QeYsTwBFwAmhmIya9\n",
"G/htHa94PRF/VcfrmY07z6Ix/irlJ0PlLS3RBFxtLeDc8S9I2pCfuNlrAZtZQexf5+tNH76IWfFE\n",
"hPwan9do/n+0RAIY1dcCRtIM0rQwD5bKey1gMyuQfG3dJ4jQiF+wde4a2zPw+8zMbFRaIgGEimsB\n",
"lyZp/g7wpbLiXgvYzJovJWr5BPCPo7zSOuD57P3mwFZjCcvMrGUSwAprAd8p6TBgZUTcVlbcawGb\n",
"WRG8Adg+e/8EcM+orpI6az+S27N9taJmZrVomQQwNl4LeA5wEtCTK+ZmETMrknzt3/VEbBjDtR7N\n",
"vX/NGK5jZjWQdIyk3w9x/F2S7qrj/bolrajX9YbTEhNB58XAWsB7A68DlmbdYaYDN2fLvI3LWsAA\n",
"kubnNvsitx6xmVmZ/5F7P9rm3xLXAJo1kaQNwK4RcT9ARPweeGPueD/wiYj4TXMiTEkk0F1L2ZZI\n",
"AKutBRwR/ydX5gFgn4h4XNJ4rgU8f1w+pJm1o3r0/ytxDaBZ8w3V0hjDHB93WaVUX2lbUk+1sq3S\n",
"BLwj8JusD+Bi4NKIKE/QXpljKCLuBEprAV/OxmsBnwncCyyPwWsBb5etBfy/gBPH68OYWQeQXsXA\n",
"spNB+qNzLPI1gE4AzepE0omSlmcVRHdI+rsKZX6XvV0q6WlJH8k32Uo6l9SKeGl2/IuVmnQl9Us6\n",
"KHu/haQfSXpc0h3AO8vK7iTpIkkPS7pf0mfr+blbogYwqqwFXFbm9WXbXgvYzJrpnQz8kf0nIp4a\n",
"4/XyNYBuArb2Ue9Jokc+L95y4ICIWC3pcODHknYdfMl4d9YE/LZSE3DW3Fo6/vFserrjSk3A+eP5\n",
"SzFQYdVD6sr2etJUT1eUjkmaAFwK/JI0rd0M4NeS7o6IX43w81XUEgmgmVkhpC4of0v1BOxF4FIi\n",
"HqG+zb/gGkCzcRERF+beXyDpJGBfci2L4+QjwD9GxFpgbbY4xb9lx94JbJ/r6vaApDNJS0o6ATQz\n",
"a7D/S5o0figPkmoC6p0AugbQbBxIOgr4PNCV7dqa9G/s5XG+9U5k089l/px7vwuwk6QncvsmAr+j\n",
"TpwAmpnVIs0OcEQNJXch/YW+Q27fdXWIwDWAVgxp6o23APeSVuoam1EuZVYP2bKvZwB/DfwxGyy6\n",
"hNEN5iivMXwW2DJ3r4kM/rf7F1K/wWXZ9s65YyuAByJit1HEUZNWGQRiZtZsb2NgSbYngAVlr7OA\n",
"l7LjbwK2zd4/Rhp0NlaNmwZG2hvpTKTzc68vkvoltT9pc6TLkNYhPZe9nkT6/70MH5Bqwm8DHkA6\n",
"uNnBjNFWpMTtUWCCpGNJyS1snASuIU3uXk358XuAzSXNkbQp8K/AZrnjFwAnSZosaTqQH+RxA/C0\n",
"pC9lg0UmSnqLpHeM9ANW0xL/mCVtLmmxpFsl3SnpG9n+r0pamu2/OlsXuHTOSZLulXSXcj+gkvaR\n",
"dHt27Hu5/ZtJOj/bf332V4GZWcm7cu+vJOIzZa9PkqaWKq8FuJ6BWQjGopHTwJxHauo+PPf6D+DI\n",
"cb5vURwNzAG2IC29tznwauALpKVGO12pJnwH4EqkbyNtNtQJRZXNGvJtUjeN1aTk71oGBmvk/+3O\n",
"B86W9ISkD1c4/g3gX7PjJ0TEkwzMPLISeIbBTb69wIPAA6QBIOeUrhcRLwPvB/YE7if9AXgG6eew\n",
"LlSf30vjT9KWEbEum6T5WuCLwNKIeDo7/lng7RHxSUl7AD8ldaKcBvwamJlV7d4AzIuIGyQtAk6N\n",
"iCskHQ+8JSKOl3QE8MGI+GhZDBFNrKo2syaSLgQ+lG39ExH/VaXcXOD7uT3/SsTX6nD/iaQaxtLv\n",
"oE1Jy1bWl7QlqemqkkuI2GiKjLYjXQW8t8rRlcAeZN89HUfaHHiuwpGHSDXjAGuBfyc3WtXfn+Or\n",
"2vMd6rm3RA0gQESsy95OInWEfDwG/wPcmoG/kA8DfhYRL0VEP2mI936SdgReFRGl+bjOAUq/zA4F\n",
"zs7eXwQcNC4fxMxaT2r2OyC3p+ryUEQsAL4EbCAlUj+pSwypRiC/OtF2dbnuxvLNy48Bn8ltH5yN\n",
"hG5faeGB9+T27Eqai7bUBD+dVHPTqXYaYv+bs9f+wH82LCIblZZJACVNyCaCXgNck1XbIulrkv4M\n",
"HEOqfoX0g7gyd/pKUk1g+f5V2X6y/64AiPRX9ZOSpozPpzGzFrMrMDV7vxa4Y8jSEf9BmttrGumP\n",
"0HppxECQfAK4Mkto7862tyB1lh87aVuk12SvIv2uPYxUyQDwRyLuI2I1cEKuzOeQ9mp8aIUwLff+\n",
"BlK/tUo1gq/vmD6jLapl/udExIaI2JP019e7SxMsRsRXImJn4IfAKeMdh6T5uVf3eN/PzAoh3//v\n",
"D0RsGPaMiAdJfYDqqRFTweSvW7rfpbl9HxjT1SUh/YJUm/lw9noM6TdZM3ezfTj3/sLc+58ApTVe\n",
"JwDfL0i8jZZPAFcScRrpj5G3Zq9S94EJ1LG/mtUmW33klTxlqLItNw1MRDwp6TLgHeTWuyP1+VuU\n",
"vV9FmjW7ZDqp5m9V9r58f+mcnYGHsn6G20REvrmldP/5Y/8UZtZi8glg9ebf8dfoGsB8AvjF7P37\n",
"kTSGgS1vAT5YYf97SHMnXjvK646dtC2D+/5d9Mq7iCD1Fb+N1BVpX1Kf0AsaGWIB5L9D0/dnxLPA\n",
"nwCQHiONrAWYQqoxtwZpu7WAJW0vaXL2fgvgfcCSsqVaDgOWZO8XAh+VNEnS64CZwA2RqvGfkrSf\n",
"Up+ejwOX5M45Onv/YaB8rWEz61xFSQAbUQOYTyxLCed1DHTwnwaMpfkzv2zni9mrpFr/skY5lIGK\n",
"kRuJeHDQ0Yi7gdNye2Y1KK4iydcArqpwvBH9VK0OWqUGcEfS0OsJpKT13Ii4WtKFknYnzdZ9H/CP\n",
"kIZ1S7oAuBNYDxwfA3+tHg/8iNSXZVFEXJHtPws4V9K9pI7Pg0YAm1mHSoPHSnN7vQDc3MRomlMD\n",
"GLGeNGvC32f7PwDcMsrrd+Xe/yD7b2mgSbMnuK7W/Jt3Q+79UHPCtavhEsDHcu+L1LfTyrREAhgR\n",
"twN7V9j/4QrFS8e+Dny9wv6bSf0Uyve/QJrryswsLz/6dzHpd0WzNKsPIKRWklICeCijHwmbn2O1\n",
"n4HmQoDXjvKaYye9GshPanxRlZL35d47AdxYPgEcVAMoqTXmnesQLZEAmpk1UVGaf6F5fQABriS1\n",
"qGwC7I00jYhKCcBwunLvHyy7X2NrANOazUcAm5ISm0nZkSVE3FflrMEJoDShpkFB7WMkTcCv1AB6\n",
"DsDicQJoZlYuLdtUWvbt3bkjRUoAG9kHECKeRPotA3Ok/ivS9f+PvTuPd6us9j/++TKPAgVkLB6G\n",
"gtSJQYbrABsHxBG5iqBXROE6VYGf4lXAARQnUEDUC957FQUUFBQBZZ4eEJVBKFAplRY4yDy0pYAM\n",
"ben6/fE8ITtpck7OOUn2TrLevPJiZ2fvnSc5pycrz7AWcQrOlZg92OL1h3Lbw9RWUuheD6C0NnAR\n",
"1Z9zXrPhXzCbjzSfWOpvJeIUpfEEwr0nTsMadw+gK5eeWATinHNdIW2F9BNgAbEnYx7wmvToEmK5\n",
"qCJ1oxxcsx5AqE0H8ynifOrTgRlpBW0rhnLbw8Q0MBXd7AHMaBz8tZK8e05ue5CGgdel2nE0n2qB\n",
"hryGPYCufHoiAByhFvD3JN2R6gGfI2mN3DleC9g511jMRfchpGNztz8Cs4BPEheJ1ZuO2ZPdbehS\n",
"utEDOFIAeC61q3YrJlHbU9pYnGdXCRSfJwZ/+dfUzTmA+faeR1xE+Elg+6VW/y5tUOcBjtb7B94D\n",
"2DN6YgjYzJ6TtFu+FrDi3I1LgS+Z2RJJ3wUOBw5LtYD3AaaSagFLmpJWAp8MHFipBSxpj7QS+EBg\n",
"rplNSbWAj8FXAjvXrz5GXPk/kqeIw5sQKxD9V0db1JraHsCJ5eNbWkyPVV8KrsrsXqQ9gb2Jnx/b\n",
"UgoOBB4AACAASURBVF1UN5VqWq1m8l+s78VsCVI35jU2smtu+2TMLhnDuR4ANg8AvQewR/REDyA0\n",
"rQV8mVUn315PNUGl1wJ2zjUmrUaDDAGJEVe7ZsAamK2Vbi/H7KpuNbGp+Hcw/7dw9TY/w5pUy6A9\n",
"2XDFs9nFmB2I2f7U1nud2sL1h3Lbw+n/c6nOA5xE/JLfWXG4+tXp3hJinsOxyA8Bb9H0qP7jPYB9\n",
"pCd6ACHWAibmndocOLlSCzjnAODMtL0hcF3usUot4EW0WAtY0gJJkxpVA3HO9bQvUq3r+yBQmQry\n",
"PHBxSvZbZo8TqxZB7K1r57D0SMO/jeT/Do8vAIw5BucRgwWl/z/SwrUm4vXpuQBuxuypMZ4/qD2A\n",
"S1cBWZongu4RPRMApp6+bdI8v0skZankCZK+DCw0szM63Y662nqh0gbnXA+QNqZa0gzgCMxObXZ4\n",
"ST1GNQBcF7i7jdeeSAC4dQspUWqHgKsepRosrEvnA8D8/L+rx3H+oAaAY+0B9CHgLpOUEUcwRtUz\n",
"AWBFfS1gSR8F3kHtkK3XAnbONXI01QUetxBXsPaaTiaDHlsAaDYX6VHi4o2ViQHePSOcMZTbHs5t\n",
"PwZsnba7sRAkHwBeM47zHwKeJb7mtZAmMRijRa0EgPNz22siLYvZC02OdW02llrAPREASloHWGxm\n",
"T+RqAX9d0h7Eidm7mtlzuVPOB86QdDzxF7ZSC9gkPSlpJ2I5n/2AH+bO2Z84dOy1gJ3rRdKywPto\n",
"XFN2Var1vgEO7dEEvp1cNNE4B+DIZlIN2qYyvgCwe6lg4hzQ7XN7rh3zNcwM6S7glWnP5tQOffar\n",
"0QPAOKS/AFiDOMy+JvWLiVwp9EQASPNawLOJE6Evi4vX+KuZTfNawM4NrGOBz7dw3B8xu7LTjemQ\n",
"8vQARjOpDjlNBS4Y4dih3HZ+CLibqWB2pvrZN2MCPXf1AeCNE21YD2ilBxDiZ2glLdvaeABYSj0R\n",
"AI5QC3jKCOd4LWDnBon0euBzLRy5iLgQpFd1sgdwvAFgRfOFILHnrTLPbxFxGLWim8mgJzr8WzFY\n",
"8wDjz68S1C1k5N+PecBmadvnAZZUTwSAzjk3ojg15BSqKztvovHQ3gvAuZjd0a2mdUAnk0F3LgBs\n",
"lAOwqps9gB4Ajk9t79/I+Sc9FUwP8ADQOdcPjgS2TNtPAXthdl+B7emkTpaDG+8cwIqpIySnHspt\n",
"D9c91loPYOyFMsz+1WLb6s9fiTgEXDGR2s6Dlguw1eFf8GTQPcEDQOdc74lJ3V+e7q1PbZWOL/Rx\n",
"8AflGwJ+lPiBP4lYW3djUk7VOkO57fpSa6P3AMYh/iuBZ5Fei9mchseNbAdgxbQ9G7OHRjp4FIPd\n",
"Azgy7wHsAT1RCWSEWsB7S7pd0guStqs7x2sBO9dvpNWQjiOmb7oy3c6g+rfsSuD/Cmpdt5RrEUjs\n",
"7WtlGDj/N3W47rFWgtojiYv+1iAm/h+buEI8v0BoIsO/AP+kWipwwzQNoZ/lA8BmSaArvAewB/RE\n",
"AJhSvOxmZtsQy/fslmoBzwD2ou4fcl0t4D2Ak5SWCVOtBTwFmJJSyUCuFjBwArEWsHOuKNKySJOR\n",
"Nkm3PYHbiR/ijf52PQN8vK21ccupbD2A0FoAOJTbHq57LD8EvHQPYPxC/pbcnp1abxqVGsf/Q7X0\n",
"J8C5Y7pGPbNF1PZkbtbs0D6Rz6HrPYB9oGeGgJvUAp4FlX/bNV6sBQwMS6rUAr6XxrWALybWAq4k\n",
"TPwd8ONOvRbn3CikdYkVGrYe4agZVD9ongVOxKydVTHKaj6xfu0ywBpIy6dgZGKk5Yk520jXnz/C\n",
"0fXGGgDWDwHPI9YDFjGxcv1r+ijVBT4AO44xwfAxxC/5FT9g5HQ1rZpDNfDbnPgFpV+NdwjYewBL\n",
"qmcCwBZqAed5LWDnelWsxHMWzYO/ucRewNMHoLdvaWZLkOZS7f37P6TniEHVCdQmxR+LfE/N3DEm\n",
"yZ5YD6DZC0iPU31N61BJExP/9n+s7lqrpeeZsdSzxED2F8TchCIGyuvljjiVmAS8Hb87+XmA/b4Q\n",
"ZLyLQLwHsKR6JgAcqRawayDOd3lJ0c0osWWAtYgfDOsBqxfbnLZamerrWofYYz6a2PNSPS//u7MQ\n",
"+A1w0LhXX47NsVQTCxvVL22LgUuAr2I2luHJfpQPlvLVTdZi/DkOxzv8C6OtBJZWodrexcCDDa7x\n",
"WO6YdanmCXwTtfMHK3amUQAI/wF8qEk7zwP+s40VYAZpIYgvAukzPRMAVtTXAm5yWMdqAR8Sh5EB\n",
"eDMseA8sGOdL6QQRJ0i/lPjHvCfmeLrSW47YAzMV6V1Ngy/ppcQApBEjDimO3LMk/Qe1yZy/htk3\n",
"x9PoPncpjXtIP4H09XEG6hMJAB8EniR+cViTuDI7v8I2H8D9s8nQ7aNUew/z8wDzQ7eV54AYADZa\n",
"8LNnkzZeCOyL2eImj49HPgDcB+nVDY75J3BYT69Mj5+J6+f2NArg83wRSEEkZVS/QI+oJwLAZrWA\n",
"6w/LbXesFvCJMUh0bhDtBPwZaQ/MYr1XaW1gb+DDwOtbuMYSpMeIH+Sj5Yo7lwbVfBwQe/kC1Q/l\n",
"LwKbEr8A7kssbTlW48kBGMXauDOp5tibSm0AOJTbrp//1+g5Y1ukScSFfhVfofo3O5/Pj3T8SsDu\n",
"uT2vS8+3CHi8A1MG8qlo1gbe0OS45xnPyuWiSVsQf8fWptqh8ChmC0c503sAC5JGRkPlvqQjmx3b\n",
"EwEgzWsB70X8Y7AOcIGk6Wb2dq8F/KIniZO5XWNPEHsdHknb/TKfbCHV1/VYut+KJ9M5jxB76yrv\n",
"xyeAHxG/ZG0JzEKq9DC9hNaGmCsq87HWG+W4WcD+bRyq6y/xA7i6ijUOsR6X7k1DOmUcwc5EegAh\n",
"/r2tBGVfR9ov91h+ftxwk/MbJYP+INW8fTcRq72cQPydm4q0JmZP5M57E7BK2r4Ts7+O6RWM3Uxi\n",
"DeAdRjnudR1uR/tJnwZOavDIaMO/EEfGKguVVm/bQqWRxOlhZxNHB/Oexsw7bhroiQBwhFrAvwd+\n",
"3+ScTtUC3mX0Qwr1L+IH+KMd/wfnBsV/Iz0C/Iq4Cr9yq/cCcDeNA+lliD0BzYaI8x4B3ovZk+Nr\n",
"7kD6BfAtYCXi38odiKMcY9GOALDi9TTvER5usr9RMuj84o9TMPsX0m3AtmnfDsBluWPendv+w4it\n",
"bYe4IOd1wPYs/W9iOeBy4u/+FKRVqGazKLdYcaXZ1Iu/j3p+fF/mU+39m0T8d91JBxBHB+st3+Hn\n",
"7Vk9EQCWitlESgc515vMfpuGbk9h6Xxn1xGDw99gNvLQobQC8cN91RGOuncCK1kHk9k8pF8T06VA\n",
"HOnodgD4R+C7jP650iz9Sm0PYKz2sn26vwg4M21fRzUA3JlKABjzgb0rd43OB4BAmlN4fcPH4ojS\n",
"VsQg8JWM/WdSlE9Rnbs3n2pw/0+q6dJGM4/uBoCv6fD1+44HgM651phdjTSFaq44gIWYPT2Gayxk\n",
"9CoCbnxOohoA7ot0KGZzRzi+3vjnAAKY/YOYhH+kuaA30DyFV30P4Jtz9/+MWSUv4XXAp9N2fh7g\n",
"NlQX+c0H/txSuzvrVmIACLGIQXcCQOmVxKIHzYY+FwG/aLjAKs6z/0Juz5cwG091nbnE+ffQnXmA\n",
"L89tv5eJ1XkeCB4AOudaF+fkeW7MMjK7EekmYq/ZisTh0++P4QoT7QEEs9nA7HGdu/QikHzlj8tz\n",
"2/kcrzvnUs7kh38vavNq3/G6lerUom72UB1J8wUpFUcj/QWzK+v2H0h1ju79xIIJ49G9ZNCx9ze/\n",
"Kv5GPIfvqHoiTcgItYAnSbpM0p2SLpW0Zu4crwXsnBs0+Un701L6jlZNPACcmPpycM0CwNlUv4RM\n",
"orrApLvz/1pzW267mwHgNi0ed1xKtB3FKRpfyj1+LHF+/Hh0Mxn0BlTTAz1J7Qp010RPBIAj1AI+\n",
"DLjMzLYkpm05DLwWsHNuYP2aagm3TYlJkVtVdACY7wHcgmri4QXEFcBR7O2r7wXckOrqz8XE8p5l\n",
"cGtu+9WN6pa2nbQi8WdfsRUxDU/lth2xdCLEQDG/WvsjVIfRHwV+OoGWdLMcXL73746BrBA0Dj0R\n",
"AELDWsDzifV7T037T6Va6PvFWsBmNkzM1bST4qTiRrWAqbvW76idf+Kcc+UX/06ekNvztVQabWQx\n",
"MMnPASwiAJxHNW1VPlC6qsFwbj4APJTq326AP9WlhinS/VQD8jVoXNGk3TanmprpXszuxOze3G06\n",
"tVMDvoW0CjE/7jdy+7+P2bOMXzd7AGsDQNeSngkAJS0j6RbiSqKrzOx2YD0zq6wseoTqvIUNqZ1o\n",
"XqkFXL+/aS1gYIFiElLnnOslJ1INOjajtoenmVWIKWQAniOmk+quOL+0UeB5eYN9+QDwNdQOF5/f\n",
"zmZNSOyJqu0F7Lz8YohZTY45luqq3I2Ai4iLZjZI++YRR8smops9gPnX7AFgi3omADSzJWkIeGNg\n",
"F0m71T1u9E8iX+ecG5+YPzHfw/PVNLdrJLXDv8UNoT3aYF+jAPAvNE5I/CQxGXCZ5APAbswD3Cq3\n",
"/Y+GR8SV+1/N7dmFaq/hk8CHxrS6v7HRewClyUivyN3GW7/eewDHoedWAedqAW8PPCJpfTN7OA3v\n",
"Vv54dKwWsKSjcndDKrvinHNl8iPg88QP3iFiepj/HeH4ouf/VdSnn7kfuHOpo2JC6B2IZd8qQ9xL\n",
"gKsxa6VSRTd1eyFIKz2AEHN6HkzMT1jxZ+DDxKlTEzVyD6B0DLGEYd7zSBlm1y11/MjyAeBIr7nv\n",
"DVIt4Er93mPS/yulkTpWC9jMjmr/K3TOuTYyewrpWKqL2Y5G2nWEM/Kl+YoMAOt7AC9v2htp9hC1\n",
"c//Kqts9gK0FgGYvIH2GmEh7WeBo4FttTJ/TvAdQGiLO3ay3IrHe87saPNZYLAFXGbpeCNzTehP7\n",
"zyDVAp4OnCXpQGJ5oQ8AeC1g55zjv4kJfdclplX5UIvnlakHsNHwb6+5nVgmcVlgc6TV2jC82lhc\n",
"zDP6EHCF2TVIkwFRnU/fLvkewPoh4M9THXKeBzxMzNoB8HakjcbQk5vv/buzJPkfe4J8tXTrJJmZ\n",
"dX4Zv3POtYP0SeAnYzxrP8x+2YnmjEr6KrUrUTfA7OFC2tJO0u1UA5x/G8cQZ6vPsz7VHHhPAWsU\n",
"Np9TWp04nxDgGcxWTfvXIZaUWzk9tgdmlyBdCVTm9h+B2XdafJ6PAj9P987G7AMjHD1wRopbeqUH\n",
"0Dnn3FiZ/U8KPlpNP3In8LcOtmg0+R7Av/dF8BfdSjUAfA21q5jbqXb4t9genqeJI3DLAasgrZRq\n",
"fH+WavB3C3Bp2j6FagB4ANJ3W2y/LwAZJw8AnXOun5ldC1xbdDNalK/fe2ZhrWi/24APpu1OzgNs\n",
"ffi308wMaS7V+aWTkBYAB+WOOjYX5P0O+DExX+IWwBuBa1p4Jl8AMk49kwbGOedcnzObQVzBuB/w\n",
"vWIb01b5hSA7IG2Vbqu3+XlaXQHcLfULQQ6guiL4HvIpe2LS6XzQf2CLz+E9gOPUEwGgpMmSrpJ0\n",
"u6S/Szo47X+NpL9Kuk3S+cr9Y/JawM4514PMrsbsl5gtKropbZQPAF9LDM5mAQ8i7dLG5ylbAJhf\n",
"CHIBkJ/Xd1yDBRs/y23vnVb4NhfL3m2W7hlF93r2mJ4IAIFFwOfM7BXAzsBnJG1NrFP4RTN7NfB7\n",
"4L/AawE755wrlYeorUJVsRrw27QStx3yAWAZgqH8nM7JwKpp+3GqCzfybgJmpO2ViaUM/73B7d+I\n",
"WUGmUI1jhidYum7g9EQAaGYPm9ktaftpYjfvRsAUM/tTOuxy4H1p22sBO+ecK4c4z+2TwI3EhTZ3\n",
"Ui23ty5wDtJKTc5uTcyRWxm5WkL83Cvaz4ilBfMMOCzVra57xIy4GKTi88TP4/rbX4jl616XO9aH\n",
"f8eoJwLAPMUEktsC1wO3S9ozPbQ31eofXgvYOedceZhdiNmOmG2F2VbAO4irZCEOC59EdaRqPKYA\n",
"lfPvSStui2V2AbA+sWeycnspZj8b4axfAq305O1Obb1iDwDHqKdWAUuK3eVwiJk9JekA4IeKuaPO\n",
"J2YBd84558otJmH+PNVqVB8D3oq0pMHR9wJfwWykVbFlG/6NzBYAC8Zw/OPEjp0DiJVB6q1MnNoF\n",
"tZ1YZZjz2FN6JgCUtDyx6/eXZnYugJn9A3hbenxL4J3pcK8F7Jxzrux+TOz9+0i6v3GT4zYBLkPa\n",
"D7OzmhyTTwHT28GQ2WXEEnWNSe8jTtlaNbfXewDpz1rAIs4lmGlmP8jtX9fMHksl4r5CtTvYawE7\n",
"55wrt5gr71PAEDDaauAVgF8jrYfZjxo8XrYVwJ1j9jukO4FziauAHwKmF9uochhLLeCeKAUn6Q3E\n",
"hJC3ESeQAhxBDOw+k+7/zsyOyJ1zBLELeTFxyPiStH97amsBV1LKrAicTpxfOBfYNy0gybfDS8E5\n",
"55xrr9jJsSGNO2XWIubHqx/ircwffAS4ktiLuGXat+sow8X9IaZ+extwPWb3Fd2cMhopbumJALAs\n",
"PAB0zjnXddLawB+Af2vxjPUwe7SDLXI9YqS4pedWATvnnHMDxWwu8BbylTOam0dt/j3nGuqJOYDO\n",
"OefcQIt58z6AtDGwZtq7DPBq4K3ptgHwfXxoz7XAh4DHwIeAnXPOlVKcR7g8Zp4Ozb1opLjFewCd\n",
"c865Xhd7czz4cy3riTmAkiZLukrS7ZL+LqmycndHSTdImi7pRkk75M45XNJsSbMk7Z7bv72kGemx\n",
"E3P7V5T0m7T/Okkvw40o5Rtyib8ftfz9qOXvRy1/P2r5+1HL349anXg/eiIABBYBnzOzVwA7A5+R\n",
"tDVwLPBVM9sW+Fq6j6SpwD7AVGLG8JNULbFzMnCgmU0BpkiqZBQ/EJib9p8AHNOdl9bTsqIbUDJZ\n",
"0Q0omazoBpRMVnQDSiYrugElkxXdgJLJim5AyWTtvmBPBIBm9rCZ3ZK2nyZm/N6ImPxxjXTYmsRq\n",
"HgB7Amea2aKUy28OsJOkDYDVzeyGdNxpwHvT9nuImcUhVhx5c+deUd8YKroBJTNUdANKZqjoBpTM\n",
"UNENKJmhohtQMkNFN6BkhopuQMkMtfuCPTcHUNIQMVnzdcBs4FpJ3ycGs5UcSRumxyvuJwaMi6iW\n",
"foMYMG6UtjcC7gMws8WSFkia1KgcnHvRUNENKJmhohtQMkNFN6BkhopuQMkMFd2AkhkqugElM1R0\n",
"A0pmqN0X7KkAUNJqwG+JlT2elnQucLCZ/V7S3sApxKXwnWyDL5vO8fejlr8ftfz9qOXvRy1/P2r5\n",
"+1HL349a7X4/eiYAlLQ8cWj2l2Z2btq9o5m9JW3/Fvhp2n4AmJw7fWNiz98D1BbbruyvnLMJ8KCk\n",
"5YA16nv/PAWMc8455/pBT8wBTAs4fgbMNLMf5B6aI2nXtP0m4M60fT6wr6QVJG1KrBl8g5k9DDwp\n",
"aad0zf2A83Ln7J+23w9c0blX5JxzzjlXnJ5IBC3pDcA1wG1ApcFHEMvd/DewIvAsMM3MpqdzjgAO\n",
"IBbMPsTMLkn7twd+AawMXGhmlZQyKwKnE+cXzgX2TQtInHPOOef6Sk8EgM4555xzrn16YgjYOeec\n",
"c861jweAzjnnnHMDxgNA55xzzrkB4wGgc84559yA8QDQOeecc27AeADonHPOOTdgPAB0zjnnnBsw\n",
"HgA655xzzg2Yng8AJQ1Luk3SdEk3pH2TJF0m6U5Jl0paM3f84ZJmS5olaffc/u0lzUiPnVjEa3HO\n",
"Oeec64aeDwCJpeEyM9vWzHZM+w4DLjOzLYk1fQ8DkDQV2AeYCuwBnJRqAgOcDBxoZlOAKZL26OaL\n",
"cM4555zrln4IAAFUd/89wKlp+1TgvWl7T+BMM1uU6vzOAXaStAGwupndkI47LXeOc84551xf6YcA\n",
"0IDLJf1N0sfTvvXM7JG0/QiwXtreELg/d+79wEYN9j+Q9jvnnHPO9Z3lim5AG7zezB6StC5wmaRZ\n",
"+QfNzCRZO56oXddxzjnnnOsGM6sfJQX6IAA0s4fS/x+T9HtgR+ARSeub2cNpePfRdPgDwOTc6RsT\n",
"e/4eSNv5/Q80eb6Gb+QgkhTMLCu6HWXh70ctfz9q+ftRy9+PWv5+1PL3o9Z434+ROq56eghY0iqS\n",
"Vk/bqwK7AzOA84H902H7A+em7fOBfSWtIGlTYApwg5k9DDwpaae0KGS/3DmuueGiG1Ayw0U3oGSG\n",
"i25AyQwX3YCSGS66ASUzXHQDSma46AaUzHC7L9jrPYDrAb9PC3mXA35lZpdK+htwlqQDiW/aBwDM\n",
"bKaks4CZwGJgmplVouNpwC+AlYELzezibr6QHjVcdANKZrjoBpTMcNENKJnhohtQMsNFN6Bkhotu\n",
"QMkMF92Akhlu9wV7OgA0s3uAbRrsnwe8pck53wa+3WD/TcCr2t3GPheKbkDJhKIbUDKh6AaUTCi6\n",
"ASUTim5AyYSiG1AyoegGlExo9wVV7QBzo5FkPgfQOeecc71gpLilp3sAnXPOOddbPKNGZ4y1g8oD\n",
"QOecc851lY+mtdd4guqeXgXcbpL2SDWCZ0v6UtHtcc4555zrBJ8DmEhaFvgHcfHIA8CNwAfN7I7c\n",
"McZVV+1WUBOda0bASsBq6bZisc0Zs38BF1mWPV50Q5xznefz6duv2XvqcwBbsyMwJ9UIRtKvibWD\n",
"76g77qout8u5QTBfIXwOOM2yzL+VOudch3kAWLURcF/u/v3ATgW1xblBsxYxD+eHFcK3gOcmeL2Z\n",
"lmVPTrhVzjnXpzwArGq11+HqjrbCufF5Dng63Z6n9d/nMngbMJS230KTHJ5j9IRC2N6y7O42XMs5\n",
"5wonKQCnm9nP2nE9DwCr6usETyb2AtbabbeQuxfMLCx1jHOuZQphVeBo4BDatzBtTeALxAo/zjnX\n",
"D4xRvtxLyoCslYv5IpBE0nLERSBvBh4EbqDBIhCfuOpcZyiEHYEvEadjjNfywHZp+xlgI8uyJyba\n",
"Nudc+/hn6fhIuorYA3hKg8d8Ech4mdliSZ8FLgGWBX6WD/6cc51lWXYD8L6JXEMhCLgNeCWwCvAx\n",
"4ISJt8451+9S+rfXmtneuX0nps3pwFeBdYHHga+Y2RmSPgp8HLgZ2A94CPiMmV2Zzl8DOB54O7AE\n",
"+DlwpJktSY8fQBytWJ/Y8fQJM/tneuytwI/SY6cTMz60LXD2HsAx8G8tzpWfQvgE8D/p7t3AlpZl\n",
"LxTYJOdczkifpQqhrUGJZVnLn9mSNiFm/ljPzJ5O6eHuA94PXEQMDmdLWg9Y28xmpgDw/4hB3I+J\n",
"X2L/Fxgysyck/R54GPg8MU3XH4kdTP8raU/g+8C7gNnA4cA7zOz1ktYh/v36KHAecBDwPeCT7eoB\n",
"9ETQzrl+8ytgftrejPjN2znnRpR63m4G9kq73kTMU3oLsffuVZJWNrNHzGxm7tRHzexEM3vBzM4i\n",
"Tid7VwoU3w58zsyeNbPHgB8A+6bzPgV8x8z+kXoEvwNskwLRdwB/N7Nz0nV/QAwk28YDQOdcX7Es\n",
"+xeQXyV3UFFtcc71nDOAD6btDwFnmNkzwD7EgO1BSX+UtFXunAfqrnEvsCGwCXFe8kOS5kuaD/yE\n",
"OIwM8DLgxNxjc9P+jYANWHoh6n20kc8BdM71o5OAQ4nzZXZXCO8nztvphPssy+7q0LWdGyhjGbLt\n",
"kN8Cx0naCHgvsDOAmV0KXCppReBbxGHfXdI59QvXXkYctr2PmJZr7cqcvzr/BI42szPrH5A0hVxm\n",
"EkmiNlPJhPVsACjpKOA/gcfSriPM7KL02OHAAcALwMHpB4ek7YnJZlcCLjSzQ9L+FYHTiKsH5wL7\n",
"mNm9XXsxzrm2siy7RyGcT6zmA3B2J59PIfyHZdkZnXyOdlMIqwMfoNobUW8hcI5l2XDXGuVcwczs\n",
"sZRv7xfA3Wb2D0kvBf4NuBx4ljgsnJ9X/FJJBwMnE4PGlxNjjPmSLgWOl/TVdN6mwEZmdg2xN/Bo\n",
"Sbem+YRrALub2dnAhcCPJe0F/AH4DHExSNv08hCwAceb2bbpVgn+phK7aqcCewAnpcgZ4g/nQDOb\n",
"AkyRtEfafyAwN+0/ATimmy/EOdcRJ45+SNv8t0Jo6x/nLvgh8FPivKNGt+OA6xTCRNLyONeLziCm\n",
"hKt8qVsG+BxxqHcu8Ebg07njrwemEDukjgbeZ2aVecgfAVYAZgLziF9G1wcws3OJ8cavJS0AZhAT\n",
"42NmjwN7A98ljl5sAVzbzhfZs6uAJR0JPG1mx9XtPxxYYmbHpPsXA0cRx+SvNLOt0/59gczMPpWO\n",
"OdLMrk/5AB8ys6W+FfsqYOd6i0I4hNgL2Kkvu68A1knbZ1uWfaBDz9NWCmEV4ofKyi0c/hdgN8uy\n",
"hZ1tlRsU/fRZmlYBH2hmbyy4HQOXB/AgSR8B/gYcamZPECdeXpc75n7i+PwiaidUPkB13P7FOsAp\n",
"H+ACSZPMbF6nX4BzrnMsy06kgz2BCuHNxGEhgL0Vwp6WZed16vnaaHeqwd99VHs6KlYiLp5ZBngd\n",
"Mf3EIV1rnXOu40odAEq6jMZj3l8mDud+I90/mjhccWCXmuacc1iWXaEQfk5MOA1wkkIIlmULimxX\n",
"C96b2z7Nsuwr9QcohAepToc5WCFMJybKH83TlmVPtaGNzvWCUcuzlVWpA0Aze2srx0n6KXGSJCxd\n",
"03djYs/fA2m7fn/lnE2Iy7uXA9Zo1vuXFp9UeC1g59wXgHcCLyWOQDykEBZ14XlfAM4FPj6WRNcK\n",
"YTli4tmKZj2W3yOugKzkRPv5GJ5jmFiRZQZx4nunzAPOsiybP+qRA0whLA9sThurSDRwr2XZMx28\n",
"fimZ2anAqUW3o2IgagFL2sDMHkrbnwN2MLMPpUUgZwA7Eod2Lwe2MDOTdD1wMLHcygXAD83sYknT\n",
"gFeZ2afT3MD3mtm+DZ6zb+YtOOfaRyF8APhNQU//Ucuylj+AFMKuQEh3HwA2sSxrlKIChfAS1dbU\n",
"pgAAIABJREFU4EZgy4k2soPOsSybUAnBfqYQXkpcpDDU4ad6CniDZdlto7bJP0vbbtAqgRwj6TZJ\n",
"twK7ElfokLJzn0VccXMRMM2qUe404qq32cAcM7s47f8ZsLak2cD/Aw7r3stwzvWBs4nl54r4Rv0N\n",
"hbDiGI7PD/+e1yz4A7AsexJ4D/FL88Mt3rrR+5n3boXQymKWQfUlOh/8AayOT8PqKT3bA1gE/9bi\n",
"nBtJWl27fBeeahXgVqo5/P5fWvAyIoUg4C5iLjKAt1mWXdrOhimEFYh50F5D7Dns1FSj/YnVEgB2\n",
"tSy7pkPP07MUwnrAPVQX/MwBFrf5aValOu3qUsuyt43aLv8sbbtBXAXsnHOl0cU5UAsUwreIdUUB\n",
"vqIQTmlh8cWrqAZ/T1IdCm6blC7mtnTrGIWwLtUepzcCHgAu7QtUg79bgO0sy9ra66MQtiaOuEEM\n",
"/Fs7T/Lep4L18hCwc84Nsp8QS0lBzEX4+RbOyQ//Xtjjuf3+lNt+Q2GtKKkUIE/L7fpGu4O/5C6q\n",
"VTE2UQirjXaCmclv7b+N9QfnPYDOOdeDLMueVwhfI5asAviCQliVkech5hNVn9uptnVJvirC6xTC\n",
"smNZDT0ADiVOFYDYG9uR/JSWZQsVwhxgq7RrS+DmTjyXa6/SB4CS9iZW8ng5caXvzbnH2lbzV9L+\n",
"xPyCAN80s9M6/uKcc25ifgl8kVj6cjXgv1o8bxFxkVwvuxt4iDgP8CXE4e1bCm1RnVQecBs6m36l\n",
"keWBz+buf2OkxT5tMItqALg1HgD2hNIHgMQ8UnsRV9i9qK7m70bA5ZKmpBW/lZq/N0i6UNIeacXv\n",
"izV/Je1DTHK6r6RJwNeA7dPlb5J0vsXKIs45V0qWZS8ohC8Cfxzjqb9NK3x7lmWZKYQ/Ue3VfCMl\n",
"CgAVwhbATcTgtEh/B37f4ee4g1hyEcYwD9AVq/QBoJnNApCW+gK1J3CmmS0ChiXNAXaSdC+wupnd\n",
"kI47jTjv5WJiOoMj0/7fAT9O228DLq0EfKkCyR7Arzvyopxzrk0syy5IJel2aPGUucRUWf3gWmoD\n",
"wB8V2JZ6X6b44A/g6A73/kHsAazYusPP5dqk9AHgCNpV83ftdK37G1zLOedKz7LsSuDKottRgJqF\n",
"IApBHVroMCYKYRPgw7ldV9D9/IiWnvfsLjxXPgD0HsAeUYoAcISav0eY2R8a7HfOOedmENPZvIQ4\n",
"F3Az4qrUoh1K9fP1T5ZlbymyMV2QDwCnKITlLMvanW/QtVkpAkBrseZvnXbV/J0r6QFqa+dNpsm3\n",
"aa8F7Jxz5ZDmQP6FOGUHYjqYQgPAlH7l47ld3y6qLd1iWbZAIVQW5KxAzDU5u9hWDaax1ALutTyA\n",
"+YmA5xMXcKwgaVNgCnCDmT0MPClpJ8WJg/tRXf5+PjF7PMD7id3jAJcCu0taU9JawFuBSxo1wMyO\n",
"yt1CO1+cc865McsPA7+xsFZUHUw1+fJ0mnyW9KE7cts+DFwQMwv5OGWkY0vRAzgSSXsBPyQmOr1A\n",
"0nQze7uZzZRUqfm7mKVr/v6C+I/wQqut+Xt6qvk7F9gXwMzmSTqaWPQc4Ou+Atg553pCPh/gLgph\n",
"w8JaEj9z8ulXvluGOYldMgt4U9reGvDpWyXntYDHwOsXOudcuSiElYAFxKHHMpkNbD0oyakVwmep\n",
"rsL+uWXZAUW2x0UjxS29NgTsnHPOvciy7DlqM0KUxTGDEvwlvhK4x5R+CNg555wbxReBk4iLEIpm\n",
"xHl/pxbdkC6ryQVYlpQ8rjkPAJ1zzvU0y7LrqVZycsV4AHiaWJJwTeClwCOFtsiNyIeAnXPOOTch\n",
"qbfPK4L0kNIHgJL2lnS7pBckbZfbPyTpWUnT0+2k3GPbS5ohabakE3P7V5T0m7T/Okkvyz22v6Q7\n",
"0+0j3XuFzjnnXF/wVDA9pPQBIDHT+17ANQ0em2Nm26bbtNz+k4EDzWwKMEVSJUnogcDctP8E4BgA\n",
"SZOArwE7ptuRktbszMtxzjnn+pIvBOkhpZ8DaGazAGJO59FJ2gBY3cxuSLtOA94LXAy8Bzgy7f8d\n",
"8OO0/Tbg0kruv1Sabg/g1214Cc4559wgyAeAeyqEVYiLYq6yLPPP05LphR7AkWyahn+DpDekfRtR\n",
"Lf0GcWLqRrnH7gMws8XAAklrAxvWnXN/7hznnHPOjS4/BDxELIn3CeBMhfD6QlrkmipFD2DqcVu/\n",
"wUNHmFmzbOIPApPNbH6aG3iupFd0rJGJ1wJ2zjnnGppN7AVsNPz7fuDP3W3O4BlLLeBSBIBm9tZx\n",
"nLMQWJi2b5Z0F7Ee8APAxrlDN6bau/cAsAnwoKTlgDXMbK6kB6h9wyYDVzZ53qPG2lbnnHOu31mW\n",
"LVYIbwTeAawEbAZ8KT38DuBzRbVtUKROqVC5L+nIZsf22hDwixMBJa0jadm0vRkx+LvbzB4CnpS0\n",
"k+LEwf2A89Jp5wP7p+33A1ek7UuB3SWtKWkt4K0MTgFv55xzri0syx63LDvNsux/gaOAZ9NDWyqE\n",
"zYprmatX+gBQ0l6S7gN2Bi6QdFF6aFfgVknTgbOBT1YWcQDTgJ8Su6PnmNnFaf/PgLUlzQb+H3AY\n",
"gJnNA44GbgRuAL6eu5ZzzjnnxiiV6cuPpr29qLa4pcnMK7W0aqSiys4555yrpRA+QzXjxoWWZe8s\n",
"sj2DZqS4pfQ9gM4555zrWRfltndTCCsV1hJXwwNA55xzznWEZdndwD/S3ZWJ07dcCXgA6JxzzrlO\n",
"yvcCvqOwVrgapQ8AJX1P0h2SbpV0jqQ1co8dnur6zpK0e26/1wJ2zjnnyuHC3LYvBCmJ0geAxBQt\n",
"rzCz1wB3AocDSJoK7ANMJZZtO0nVenFeC9g555wrh2uAZ9L2FIWwRZGNcVEpEkGPxMwuy929Hnhf\n",
"2t4TONPMFgHDkuYAO0m6F68F7JxzzpWCZdnzCuEK4N1p1zkK4ZFRTnsa+IVl2XmjHNcVCkHECifz\n",
"LMtGa3tPKH0AWOcA4My0vSFwXe6xSv3eRbRYC1iS1wJ2zjnnOu8iqgHgq9JtNO9VCL8EDrIsG1Nu\n",
"XoUwBGwDLJvbPQ+4C7jfsmzJGK61DfA94C3A0wphJ8uymWNpTxmVIgBspRawpC8DC83sjK42ro7X\n",
"AnbOOefG7GxiZZCXjvG8DwOZQjiWalWRZgS8mjiqN2WE4xYqhHuAOcSA8G7gX02OfSOxolhlitlq\n",
"wDeBf2+p9V3Wd7WAJX2UuHLozbndDxBr9lZUav56LWDnnHOuRCzLHlcIU4AdGH39QaWM64fT/Y2B\n",
"H7axOSsAW6XbeOylELa1LJvexja1xVhqAZe+EkhawHEcsKuZPZ7bPxU4g7hoYyPgcmALMzNJ1wMH\n",
"E8u6XQD80MwuljQNeJWZfVrSvsB7zWzftAjkb8B2xF+8m4Dt6svBeSUQ55xzrjsUwvuBnwBrj+P0\n",
"Z4G/AAsqlwM2ALYA1hnH9f5IzGNY6Yg637Jsz3Fcp6tGilt6IQCcTYzW56VdfzWzaemxI4jzAhcD\n",
"h5jZJWn/9sAviD+sC83s4LR/ReB0YFtgLrCvmQ2nxz4GHJGe45tmdmqDtngA6JxzznWJQlgf+BS1\n",
"I3sjeZzYIXRtqkXc6JovATbP3YaA5Ztc71ngt5ZlVyuEVwG35R7bwbLsby22qxA9HQCWiQeAzjnn\n",
"3OBSCGcBe6e7F1iWvavI9ozGA8A28QDQOeecG1wK4RXADKqLQk5i9MUp9W6wLDurrQ1rwgPANvEA\n",
"0DnnnBtsCuFMYN8JXubDlmW/akd7RjJS3NILlUCcc84558ri60DD+YVjcIJCmNSOxoxX6XsAJX0P\n",
"eBewkJiv52NmtkDSEHAHMCsdml8cUlkEshJxEcghaf+KxMog2xEXgexjZvemx/YHvpyu9U0zO61B\n",
"W7wH0DnnnBtwCuE1xBXBY+1IO4Tqgpb/syz7RFsbVqenh4AlvRW4wsyWSPougJkdlgLAP5jZUtnE\n",
"Jd0AfNbMbpB0IbVpYF5pZtMk7QPslUsDcyOwfbrETcD2ngbGOeecc+2iEPYEzs3teqNl2bUde75e\n",
"HgI2s8vMrFKy5XpGWQouaQMa1wKGWAu4kt7ld1Tz+bxYCzgFfZVawM4555xzbZFqG+frG/9EIayn\n",
"ENZJt1UVQldis1JUAhmDfC1ggE0lTScmevyKmV1LTArttYCdc845V0YHEesKrwq8Ani4/gCF8C/g\n",
"eaDZMO2fgc9alt033kaUogdQ0mWSZjS4vTt3TH0t4AeByWa2LfB54AxJqxfQfOecc865lqSg7Wuj\n",
"HLYqMIlYBaXR7T3A9Qph2/G2oxQ9gOOpBWxmC4kLQzCzmyXdRSz+3NFawJKOyt0Nqe6ec84551yr\n",
"fgi8krjItdIZJ2IFs5VbvMYGwDUK4QOWZRcBSMqojWea6oVFIM1qAa8DzDezFyRtBlxDXODxhNcC\n",
"ds4551wvUgjLAqsAKzY55LXAr4E1cvueyW0/TMyaMofddvt0L68CblgLWNL7iLl4FgFLgK+Z2QXp\n",
"HK8F7Jxzzrm+lCqSXEgc1Wxut93o2QCwTDwAdM4551wZKIQNiJlNmk+j8wCwPTwAdM4551yZKISV\n",
"qc4jXJa4jmELYHN22+04DwDbwANA55xzzvWKnk4E7Zxzzjnn2qv0AaCkoyXdKukWSVdImpx77HBJ\n",
"syXNkrR7bv/2KY/gbEkn5vavKOk3af91kl6We2x/SXem20e69wqdc84557qr9AEgcKyZvcbMtiHW\n",
"zzsSQNJUYB9gKrFs20mSKt2cJwMHmtkUYEpKJQNwIDA37T8BOCZdaxIxKeOO6XakpDW78up6WMo3\n",
"5BJ/P2r5+1HL349a/n7U8vejlr8ftTrxfpQ+ADSzp3J3VwMquQD3BM40s0UplcscYCevBdxVWdEN\n",
"KJms6AaUTFZ0A0omK7oBJZMV3YCSyYpuQMlkRTegZLJ2X7AUlUBGI+lbwH7As8QeOoj1e6/LHVap\n",
"37sIrwXcLUNFN6BkhopuQMkMFd2AkhkqugElM1R0A0pmqOgGlMxQ0Q0omaF2X7AUPYCj1QI2sy+b\n",
"2SbAz4EfFNtalzNUdANKZqjoBpTMUNENKJmhohtQMkNFN6BkhopuQMkMFd2Akhlq9wVL0QM4Wi3g\n",
"nDOIma8h9uxNzj1Wqfnb6VrAnjcnx9+PWv5+1PL3o5a/H7X8/ajl70ctfz9qtfv9KEUAOBJJU8xs\n",
"drq7JzA9bZ8PnCHpeOJw7RTgBjMzSU9K2olYC3g/YtHlyjn7E4eO3w9ckfZfCnw7LfwQMav2l+rb\n",
"4jkAnXPOOdcPSh8AAt+RtBXwArG48acBzGympLOAmcBiYJpVs1pPo7YW8MVp/8+A01N94bnAvula\n",
"8yQdDdyYjvt6WgzinHPOOdd3vBKIc84559yAKcUiEOecc8451z0eADrnnHPODRgPAJ1zzjnnBowH\n",
"gM4555xzA8YDQOecc865AeMBoHPOOefcgPEA0DnnnHNuwHgA6Jxzzjk3YPoyAJS0kqTrJd0iaaak\n",
"7+QeO0jSHZL+LumY3P7DJc2WNEvS7sW03DnnnHOu83qhFNyYmdlzknYzs2ckLQdcK+kNwPLAe4BX\n",
"m9kiSesCSJoK7ANMJdYVvlzSlma2pKjX4JxzzjnXKX3ZAwhgZs+kzRWAZYH5wKeA75jZonTMY+mY\n",
"PYEzzWyRmQ0Dc4Adu9ti55xzzrnu6NsAUNIykm4BHgGuMrPbgS2BXSRdJylIem06fEPg/tzp9xN7\n",
"Ap1zzjnn+k5fDgEDpOHbbSStAVwiKSO+3rXMbGdJOwBnAZs1u0R3Wuqcc8451119GwBWmNkCSRcA\n",
"ryX27J2T9t8oaYmkdYAHgMm50zZO+2pI8qDQOeeccz3DzNRof18GgCmoW2xmT0haGXgr8HXgKeBN\n",
"wNWStgRWMLPHJZ0PnCHpeOLQ7xTghkbXbvZGDiJJwcyyottRFv5+1PL3o5a/H7X8/ajl70etbrwf\n",
"QeFQ4PtjOOVfwM+AQzPLFnemVY2N9/0YqeOqLwNAYAPgVEnLEOc5nm5mV0i6BjhF0gxgIfARADOb\n",
"KeksYCawGJhmZt7bN7rhohtQMsNFN6BkhotuQMkMF92AkhkuugElM1x0A0pmuJMXDwqfZ2zBH8Cq\n",
"wMHAVcC5bW/UyIbbfcG+DADNbAawXYP9i4D9mpzzbeDbHW5avxkuugElM1x0A0pmuOgGlMxw0Q0o\n",
"meGiG1Ayw0U3oGSGJ3JyUPgQcBCwcm73M8Bc4AVi9o+Ka4B3p8frbQJ8EDgQ2DTt2wEPAN2AC0U3\n",
"oGRC0Q0omVB0A0omFN2AkglFN6BkQtENKJkw7hMVVgd+Sm3w18yfgHdmlj3d5PG7gW8FhXuAX6V9\n",
"rxpv2yYgtPuC8pHO1kkynwPonHPOlVdQeD1wbQuHXgu8fYTgL3/NVwIz0t17M8uGxt/C7hkpbvEe\n",
"wDbw1cGt8wDaOedch22b2z4POAoQsBowCVgbWAScnVn2XIvX/Ec6Z3ngZUHhJZllT7atxQXo2wBQ\n",
"0krA1cCKxGog55nZ4ZKOAv4TqFQBOdzMLpY0BNwBzEr7/2pm01p9Pg9sRueBsnPOuS7YJrd9dWbZ\n",
"LRO9YGbZoqAwi+rw7yuBv0z0ukXq2wBwhHrABhxvZsc3OG2OmW3bYL9zzjnnekM+AJxw8Jczg2oA\n",
"+Cp6PADs21Jw0LQeMMSuYOecc871kaCwPLF3ruLWNl5+Rm67iIUgbdXXAWCTesAAB0m6VdLPJK2Z\n",
"O2VTSdNTneA3dL/FzjnnnJuAlxOnfgH8M7NsXhuvnQ8AX92OCwbV/teOa7aqrwNAM1tiZtsQS7vt\n",
"kuoBn0zM5bMN8BBwXDr8QWByGgL+PLEyyOrdb3VvkDSUSun19e+Qc865npIf/p3e5mvX9ABOJGAL\n",
"CssFhd8ScxIuSbfFQeHioLDlBNvZkr6dA5iXrwdsZqGyX9JPgT+kYxYSq4NgZjdLuotYEu7m/LXS\n",
"IpKKkL9eGUkaBg4wsyuLbotzzjnXYZ2a/wdwH7AAWANYk1g69v5xXuvdwPvq9i0DvA24LSgcBRyX\n",
"WbZoLBdNHV1ZK8f2bQDYrB6wpPXN7OF02F6kiD4dP9/MXpC0GTH4u7v+umZ2VFdeQPsYTeY8SlrO\n",
"zLpaz9A555zroI4FgJllFhRmAJUpYq9i/AHgh0d4bEXgO8Cng8LcJsf8DTgks+zZ/M7UKRUq9yUd\n",
"2exJ+nn4bgPgyjQH8HrgD2Z2BXCspNsk3QrsCnwuHb8LcKuk6cDZwCfN7IkiGt4ukk4nlrH5g6Sn\n",
"JP1XGrY9QNK9wOXpuLMlPSTpCUlXS5qau8bKko6TNJwe/5OkFRs81/sk3ZM/1znnnOuWNCSbz+TR\n",
"7h5AaMNCkKCwJvCu3K6tM8sqbc+POm6S9jW6fRz4+niev6JvewBHqAf8kSbHnwOc0+52BIW25r5L\n",
"vyQtMbP90mKWA83sSkkvA44hBrsvJ845ALgA+ChxCPxYYrmbyj+i7wNbA/9GXEyzI7FXsUKSPgYc\n",
"AbzZzJbqNXXOOee6YDKwVtp+Ari3A8/RjpXA7ydmJwG4KbNsFkBm2S1BYSdix9TXGb2U3eeDwpmZ\n",
"ZeOa69jPPYBuaZXg8Sgze9bMngcws1+Y2b/MbBHxl+41klZPCzw+BhxiZg+lRTXXpfmSFZ8DvgDs\n",
"6sGfc865AtUM/2aWdaL4QDtWAv9HbvtX+QcyyxZnln0PWA/YvsktpMOXBf4vKIyrM69vewDdiO6r\n",
"bKQg79vEbyTrUu0VXIf47WMl4K4RrnUocLSZPdiZpjrnnHMt6fTwL8Dfc9tbB4Xlx7JQIyhMprpI\n",
"Ywnw60bHZZY9Rd0i1Nw1PgncRpwruD1wEHBCq22o8ACww8YyZNshjb4B5ff9B/Ae4vDtvSkv4jxi\n",
"b+HjwHPAFsRftkZ2By6R9HAaRnfOOeeK0MkVwABklj0RFP5JnJ+3PLAlcPvIZ9X4YG77isyyh8bR\n",
"hjuDwtHAN9OubwaFZYgpZV4ALs8su2O063gA2P8eATYHmqWBWQ14HpgnaVVibyAQ8yhKOgU4XtJ+\n",
"wKPEOYA35c6/HdiDGAQuMrM/dOA1OOdcU0HhZcDhxJyvRVsCnJ9Z9tOiGzKAOh4AJjOIASDEeYBj\n",
"CQDzq39/OYE2fA/Yl1j1ZBXifP2Kp4PCqzPL7hnpAn0ZAEpaCbia2D26AnCemR2ecvj9J/BYOvQI\n",
"M7sonXM4cAAxej7YzC7tesM74zvAjyQdA3yLpXsETyPmHXoAmAt8Dfhk7vEvpGvcSAwWb0nHU7mW\n",
"md0m6V3ABZL2N7NLOvRanHOukW8yclqNbnt3UPhrZtlYAgM3AWll7VC6uxAYtQdsAmYA70zbBwaF\n",
"LVo8bzWqC0eeBX4/3gZkli0MCh8H/szS6zlWI3bmfHCpE3Nk1ok5ksWTtIqZPSNpOeBaYiDzZuAp\n",
"Mzu+7tipwBnADsTEjpcDW5rZkrrjzMyWGtJttt/V8vfJOdcJQWE6tb0/ZbBPZtlZRTei1wWFDYmd\n",
"EC8b5dDViPPhAKZnli2VBaSNbfoQdYs3xuHXmWUjBmgttuUtwDuIQeDKwCdyD++8G7td1+xzty97\n",
"AAHM7Jm0uQJxpcz8dL/RG7EncGZaBTssaQ5xqPO6jjfUOefcRK2d2z6QOF2lCNOAt6fttUc60LXs\n",
"KKBh+rYRdHL4F+II43PERZLj9b/taEhm2eWknL4AQWEScVEnwPENT0r6NgBMq1tvJs5/O9nMbpf0\n",
"fuAgSR8hZtE+NCV73pDaYO9+Yk+gc8658ssHW7/NLHuyiEYEhddRDQDXKaINfWjXMR6/BDi1Ew2p\n",
"yCx7IChkxJ63Zcdxib9kll3V3la96DBip9bywOtGOrBvA8A0fLuNpDWICxQy4GTgG+mQo4HjiN8W\n",
"G16i0c5eqwXsnHP9LCisTJwED7AIeKrA5uTLdnkP4ASleX1bpruLiQsOXxjltH+MZ2XtWGWWXU+s\n",
"MlYqu7Hb5Lfwlps2YqOdRzu2bwPACjNbIOkC4LX5YE3ST4HKitUHiBnEKzZO+xpd76jOtNQ559w4\n",
"5AOtuR1K/tuqx3Pb3gM4cfl5fDMyy64orCU9wsxCUHgnMAdY69QROkP7shKIpHVSPjskrQy8FZgu\n",
"af3cYXtRzeh9PrCvpBUkbQpMAW7oZpudc86NS00AWFgrln5+7wGcuB1y238rrBU9JrNsHtXRzqb6\n",
"tQdwA+DUNA9wGeB0M7tC0mmStiEO795DSndiZjMlnQXMJHYzT7N+XR7tnHP9pUwBoPcAttdrc9s3\n",
"FtaK3nQS8BliIYeG+jIANLMZ1HYdV/Y3XUlkZt8mlwR5rCR5wOicc92XD7Qeb3pUd3gPYHt5D+A4\n",
"pTyB2wFNF0T1ZQDYbZ7bzjnnCuM9gH0oKKxLNfff89TW4HUtyCx7qmHiu6Qv5wA655wbGGUKABcQ\n",
"05AArB4UViiyMT0uP/x7S2bZosJa0qc8AHTOOdfL8gFgoUPAmWVL8GHgdvH5fx3WtwGgpJUkXS/p\n",
"FkkzJX2n7vFDJS2RNCndH5L0rKTp6XZSMS13zjk3Bvmh1qJ7AMEDwHbx+X8d1rdzAM3sOUm75esB\n",
"S3qDmV0raTIxNcy9dafNMbNtu99a55xz41SmIWDweYATFhREbQDoPYAd0Lc9gNCwHvC8dP944IuF\n",
"NMo551w7lS0A9B7AidsQqOTt/RfwjwLb0rf6tgcQGtYDnilpT+B+M7tNWmp5zKaSphMn8n7FzK7t\n",
"boudc86NUZnSwMCA9wAGhe2B/YCV0i4D/gL8Ks2RbEW+9++mzLLRyr+5cejrALBBPeB3AIcDu+cO\n",
"q0SBDwKTzWy+pO2AcyW9wsxq6kp6LWDnnCsV7wEsibTq+Y9Ue+8qPgXsHxT2zyxrWGa1Tn4BiM//\n",
"GwNJGZC1cmxfB4AVuXrA2wGbArem3r+NgZsk7WhmjwIL0/E3S7qLWBLu5rprHdXNtjvnnGssKCwH\n",
"rJHuGvBEgc2pGOQewPzQbb03A7cFhWnAraNc5w25bZ//NwapUypU7ks6stmxfRsASloHWGxmT+Tq\n",
"AX/dzL6ZO+YeYHszm5eOn29mL0jajBj83V1I451zzrViUm57XkmGCge2B5Dan8d9xOpaLwcOJo62\n",
"TQJ+PcZreg9gh/RtAEiTesB1x+TLt+0CfEPSImIiz0+aWRm+TTrnnGusbClgYLB7APMB7+zMsp8A\n",
"BIXfA78kjrqNxaPAXW1qm6vTtwFgs3rAdcdslts+Bzin0+1yzjnXNmWb/weD3QOYf72VrBtkll0d\n",
"FF4DfJM4P62VDCRPAkdnltmoR7px6dsA0DnnXN8rYwA4yD2A+SHgmp9HZtk8YFp3m+NG0td5AJ1z\n",
"zvW1sqWAAe8BrJjX9ChXCh4AOuec61Vl7AGcT3V++ZpppfKgKOPPwzXRlwHgWOsAp32HS5otaZak\n",
"3Ze+qnPOuZIpXcCRViLPz+2a1OzYPlSzKruwVriW9OU3k7HWAZY0FdgHmApsBFwuacuUSNo551w5\n",
"5QPAsgwBQ2xLJRhah7iadRCULiB3zfVlDyCMuQ7wnsCZZrbIzIaBOcCO3Winc865cStjGhgY3HmA\n",
"TReBuPLp2wBQ0jKSbgEeAa6qrwNcd/iGwP25+/cTewKdc86VV1l7nAZ1JbAvAukhfTkEDGOuA9zw\n",
"Ep1sn3POuQkrawA4qD2AZf15uAb6NgCsaKEO8E7AA8Dk3Gkbp31LkXRU7m5Idfecc851XxnTwMAA\n",
"9gAGhWWAtXK75jc71nWOpIyYbHtUfRkAjqMO8PnAGZKOJw79TgFuaHRtMzuq4y/AOefciFLAUdZV\n",
"p4PYA7gm1VG1JzPLFhXZmEGVOqVC5b6kI5sd25cBIGOsA5zmB54FzAQWA9PMzIeAnXOuvNagOo/9\n",
"qcyyhUU2ps7A9QDiC0B6Tl8GgGOtA5zufxv4difb5Zxzrm3KmgIGBrMH0BeA9Ji+XQXsnHOur5U1\n",
"BQwMZg+gLwDpMR4AOuec60VlDjgGsQewrPMxXRMeADrnnOtFZQ4AvQfQlV5fzgGEWA8gQiRiAAAg\n",
"AElEQVQYuBpYkVgN5DwzO1zS0cB7iItA5gIfNbP7JA0BdwCz0iX+ambT6q8bFPbrQvNdeS0hpjeY\n",
"R/z9eb7Y5vSFJcATwL8yy3zxlWtVWVPAQG0P2FpBYdlUI7ifeQ9gj+nbALBZPWDgWDP7KoCkg4Aj\n",
"gf9Mp80xs21HufRpnWu1cwNtUVCYBzzXhmvNBH4CXDAAH7yDqrQ9Tplli4PCE1RTo6xF+YLUdivt\n",
"z8M11rcBIDSuB2xmT+UOWY3+/0fpXK9YHlivTdd6GfB24J6gcAqd/UD6J3BhL/ZeBoWNgZc0efg5\n",
"4J4Sv66yBxxziQEgxLb2+2dN2X8erk5fB4ApD+DNwObAyWY2M+3/FrAf8Aywc+6UTSVNBxYAXzGz\n",
"axtc9pedbbUrueWI3+bXJg55LF9sc/rCcsQPypU7cO1NgaM7cN16X6aH0kgFBQHHAP81yqHnBoV/\n",
"L2kQWOY0MBDbtHnaXgf4R4Ft6QYfAu4xfR0ANqgHnJlZMLMvA1+WdBhwAvAx4EFgspnNl7QdcK6k\n",
"V9T1GJJZ5nMAneuAoLAy7QmqVyV+wfsEtaWpOumooPDHzLLbuvR8E/UVRg/+AN5LLCt1VUdbMz5l\n",
"TgMDg7cS2HsAe0xfB4AVuXrAryVXIgU4A7gwHbMQWJi2b5Z0F7Ek3M35a3ktYOc6I7PsWZrU4B6H\n",
"w4LCN4B9if/uNcrx47ULMJUYtP48KOxc9hJYQeGzwDdyu+4Hnqo7bC1g/bT9JcoZAJY94Bi0lcDe\n",
"A1gCA18LGJrXA5a0hZnNSYftCUzPHT/fzF6QtBkx+Lu7/rpeC9i53pBZ9gxwSrp1RFB4OXALMdvA\n",
"dsAXgW916vmatGEN4t+yzUc7lhjYHZS7fxnw7syymtXsQWEL4pDlMsDbgsI2mWW3tKnJ7VL2ANB7\n",
"AF3XeS3gqGE9YEm/lbQV8AJwF/DpdPwuwDckLSKmpfikmT1RRMOdc70hs2xWUPgqcGzadWRQuIeY\n",
"KqjT1gD+nZjWasVxnH8d8O/1wR9AZtmcoPA7YO+064vAh8bb0HZLcxjLnAYGatu0QVBYpcvPb6lX\n",
"veOCwvJUFxMZMa2TKzn9f/buPd6Osrz7/+dLgIJykqIQksBGAQWrgChSsTKUipEqeKhiPFWllf54\n",
"QEptJWifEsRysiCPVZFHUJEKSAtaUDnL+GjlUDBBJEQSZVMSIICcBSQh1++PuTd71s7eO3sna62Z\n",
"PfN9v17rxRzumXVldkiu3Pfc1x1Rx3d760lSRESvhpLMbArKlU8D/gt4fdWxTMIvgX2zyMYcqsuV\n",
"7wncnHZXATtmkd010S/Ile9F0TO50boEOoZpwFFp+5kssl5MIFonufLDKEoRVenHwAFZZM/28kty\n",
"5S8Blqfdh7PI2tDjOSWMl7c0uQfQzKznssiey5V/lOJ1krXpieuG+cAVTKww+RPAN8dL/gCyyG7J\n",
"lV8L7E8xivJJ4Ig13TwlfvMoyvD0Q12HG++pOgBgX4oe4v/o8fd4+HcKcgJoZraOssjuyJW/i2Lm\n",
"cb+SwKB4//DbWWS39+g7TqVIAAE+niv/szW0X5+JvYvYTXWcoAJwFXAJMJveTUIaywYM//2+B71P\n",
"AD0BZApyAmhm1gVZZD8kVRVokKspehf3oEgqXj6JawO4ELilB3ENeZAiyaqdLLKVwLur+O5c+RyK\n",
"KhcAu/fhK90DOAU1MgGc7DrA6ZpjgY9RTA75RERcVUnwZmY1kUUWufK/By6n+LN0IgK4ADghi2zR\n",
"mhpbT5RnbO/Wh+8rJ4DuAZwiGpkATnYdYEm7AodQ1POaAVwjaedUSNrMrLWyyH6UK38xsO0EL3kw\n",
"i8y9QNVaTLGU30bAjFz5i7PIHuzh95WHgP2znyIamQDCpNcBPhi4ICJWAIOSlgB7UZRJMDNrtSyy\n",
"x4HHq47DJiaLbGWu/DbgdenQbsA1PfxKDwFPQetVHUCvSFpP0gKKqenXldcBlvQ/wEeAk1LzbSmq\n",
"4Q9ZStETaGZmNhXdWtru9TCwJ4FMQY1NACNiVUTsDswE3pSWRyEiPhMR2wHfAM4Y7xa9j9LMzKwn\n",
"yu8B9noiiHsAp6DGDgEPmcg6wBTrj84qnZvJGGuSei1gMzObAvo5EcSTQGqi9WsBT3YdYOBS4HxJ\n",
"p1MM/e4E3DTavb0WsJmZTQG/KG3vkivfKIvsmR59lyeB1ITXAp7kOsARsVDSRcBCYCVweHiNPDMz\n",
"m6KyyJ7Ilf+aojD3+hRVLn7eo6/zEPAU1MgEMCJuA14zyvG/GOeaE4ETexmXmZlZH93K8Mosu9Gf\n",
"BNBDwFNEYyeBmJmZtVzPJ4LkyjcGNk67KynWmrYpwAmgmZlZM/VjIkhHCZgsMr8+NUU4ATQzM2um\n",
"ci3A3XPl6sF3eALIFOUE0MzMrJnuAR5J25sD2/fgO/z+3xTV2ARQ0kaSbpS0QNJCSSel45+XdIek\n",
"WyVdImnzdHxA0tOS5qfPV6r9FdTfUHFtK/h5dPLz6OTn0cnPo1Mvnkcaju31iiA9mQHs3x+devE8\n",
"GjkLGCAinpG0X0Q8JWl94KeS3ghcBRwTEasknQwcC8xNly2JiD2qinkKyugsrt12GX4eZRl+HmUZ\n",
"fh5lGX4eZRm9eR4LGC4M/Plc+ZFdvv/00nY3h4Az/PujLKPLz6OxCSBARDyVNjcEpgEPD60JnNwI\n",
"vLvvgTXHQNUB1MxA1QHUzEDVAdTMQNUB1MxA1QHUzECP7lueCLJT+vRKNxPAgS7eqwkGun3Dxg4B\n",
"A0haT9ICYDlw3YjkD+BjDC8HB7BDGv7NU2+hjW+g6gBqZqDqAGpmoOoAamag6gBqZqDqAGpmoEf3\n",
"/T79mZzxHHBxF+830MV7NcFAt2+oNix4kd7zuxKYO7R2r6TPAK+JiHen/Q2BF0bEI5JeA3wPeGVE\n",
"PFG6T/MflpmZmTVGRIw6+7vRQ8BDIuIxST8AXgvkkj4CHAjsX2rzLPBs2v65pF9TdJX/vNSmF1Po\n",
"zczMzPqqsUPAkraStEXa3hh4MzBf0mzgH4CDI+KZEe2npe2XUiR/v+l/5GZmZma91eQewOnAuZLW\n",
"o0h0z4uIayUtppgUcrUkgOsj4nBgX+B4SSuAVcBhEfFoRbGbmZmZ9Uwr3gE0MzMzs2GNHQI2MzMz\n",
"s9E5ATQzMzNrGSeAZmZmZi3jBNDMzMysZZwAmpmZmbWME0AzMzOzlnECaGZmZtYyTgDNzMzMWqbR\n",
"CaCkaZLmS7os7c+TtDQdmy/praW2x0paLGmRpAOqi9rMzMyst5q8FBzAUcBCYNO0H8DpEXF6uZGk\n",
"XYFDgF2BGcA1knaOiFX9DNbMzMysHxrbAyhpJnAgcDagocOl7bKDgQsiYkVEDAJLgL36EaeZmZlZ\n",
"vzU2AQS+APwDUO7FC+BISbdKOkfSFun4tsDSUrulFD2BZmZmZo3TyCFgSW8DHoiI+ZKy0qkzgc+m\n",
"7ROA04BDx7hNjHLf1Y6ZmZmZ1VVEjDby2cwEEHgDcJCkA4GNgM0kfSsiPjzUQNLZwGVpdxkwq3T9\n",
"zHRsNWM9yDaSlEdEVnUcdeHn0cnPo5OfRyc/j05+Hp38PDqt7fMYr+OqkUPAEfHpiJgVETsA7wN+\n",
"FBEfljS91OydwG1p+1LgfZI2lLQDsBNwU3+jnpIGqw6gZgarDqBmBqsOoGYGqw6gZgarDqBmBqsO\n",
"oGYGqw6gZga7fcOm9gCWieHh3FMl7Zb27wIOA4iIhZIuopgxvBI4PCI83Ltmg1UHUDODVQdQM4NV\n",
"B1Azg1UHUDODVQdQM4NVB1Azg1UHUDOD3b5h4xPAiMiBPG1/aJx2JwIn9ieqxsirDqBm8qoDqJm8\n",
"6gBqJq86gJrJqw6gZvKqA6iZvOoAaibv9g3V5I4uSdOAm4GlEfF2SVsC3wG2p8im3xsRj6a2xwIf\n",
"A54DPhERV41yv/A7gGZmZjYVjJe3ND0B/DtgT2DTiDhI0qnAQxFxqqRjgBdFxNxUCPp84HWkQtDA\n",
"aoWgnQBaWZ5rGjCt6jgoXnN4AbBZ+mxcbTi1sCzLYtSJXGZmbdHKBDAVgv4m8M/A36UewEXAvhGx\n",
"XNI2QB4Rr0i9f6si4pR07RXAvIi4YcQ947rrWNjfX4nVzPoUK8tsTpF0WX0tBa4HFgDP9vB7HgR+\n",
"kGXxUA+/w8xs0sZLAJv8DuBQIejNSse2jojlaXs5sHXa3hYoJ3vjFYLetZtBmlnPzATekz699lye\n",
"60fAJcD9ffg+KF5Xud6Jp5mtjUYmgOMUgn5eRMQaCjs3s2vUuikoZo3XwVPA4+nzNO3+/TsNeAX9\n",
"7aGdBrw5ffrp3jzXH2VZPNLn7zWzKa6RCSCjF4I+D1guaZuIuD/VBHwgtZ9wIegPfpCvDG3vuCP/\n",
"PW8e/92TX4HV1SqGE63fZVnne6JWD3mu9YFXAX8M7MDoa4B3w3oU64bv06P7r8m2wCHAVyv6fjOr\n",
"kdTplU2obVPfARwiaV/g79M7gKcCv42IUyTNBbYYMQlkL4Yngew4shagJ4GY2WjyXLOAdwNvpD//\n",
"sJ5O8ecVwE+yLN7Uh+80symmlZNAhqQE8JNpFvCWwEXAdqxeBubTFGVgVgJHRcSVo9zLCaCZVS7P\n",
"tTVwL8OrOW2fZfE/FYZkZjXU6gSwm5wAmlld5LmuBA5Iu8dkWZxaZTxmVj/j5S2NXAvYzKwFzi9t\n",
"v7+yKMxsSmpkAihpI0k3SlogaaGkk9LxeZKWSpqfPm8tXXOspMWSFkk6YOy7m5nVwneB36ft3fJc\n",
"r6wyGDObWhqZAEbEM8B+EbE78GpgP0lvpCiNcXpE7JE+lwOkSSCHUNT4mw18RVIjn42ZNUOWxePA\n",
"ZaVDc6qKxcymnsYmORHxVNrckKJG11CdrNHGwg8GLoiIFRExCCxheIadmVldlYeB5+S5/I6ymU1I\n",
"U+sAknrwfg68DDgzIm6X9BfAkZI+DNxMMTv4USa3EoiZWV1cDjxGsTThS4F/z3M9Nf4lPA38FLgq\n",
"y55fGcnMWqbxs4AlbQ5cCcwFFlKs2wlwAjA9Ig6V9K/ADRHx7XTN2cAPI+KSEfcK4PjSoTwi8h7/\n",
"EszMxpTnOoeihNXamA/cPca5Z4Czssx/xplNFaMUgj6u1WVgJP1v4OmI+JfSsQHgsoh4VSoKTUSc\n",
"nM5dQfHQbhxxH5eBMbNayXPtCdxI8apLtz0OzErvG5rZFDNe3tLIIWBJWwErI+JRSRtTrM95/NAy\n",
"cKnZO4Hb0valwPmSTqcY+t0JuKnfcZuZTVaWxS15rlcDr53gJbMo6ge+gTX/HbAZxQS5r619hGZW\n",
"R43sAZT0KuBcikku6wHnRcTnJX0L2J1iNvBdwGERxTswXgnEzNokz7UZxVrJLxjl9H7AkWn7piyL\n",
"1/ctMDPrGq8E0iVOAM2sDfJcf0ix1NyG6dCrsyxuG+cSM6uh1q0EMk4h6C0lXS3pTklXSdqidI0L\n",
"QZuZAVkWv6UoND3k0KpiMbPeaGQCOE4h6LnA1RGxM3Bt2nchaDOz1Z1d2v5QnmujyiIxs65r5CQQ\n",
"GLMQ9EHAvun4uUBOkQQ+XwgaGJQ0VAi6XBvQzKxNfgQMAgPAlsA7gAsrjMfWQioOfjrwVkZfCKFb\n",
"bgP+OsvikTW2tFpobAI4RiHorYcmfQDLga3TtgtBm5mVZFmsSjUGT0iH/gongFPRbOBv+/A9OwO3\n",
"ACf14busCxqbAEbEKmD3oULQkvYbcT5SYecxb9HTAM3M6u+bFMXv1wP2z3M9MYFrlgFzsizm9zIw\n",
"m7D91tyka3bt43fZOmpsAjgkIh6T9ANgT2D5UC1ASdOBB1KzZRS1sYbMTMdWI2leadcrgZhZY2VZ\n",
"LM1zXQEcmA5tMoHLXg6ck+d6bZbFqt5FZxO0T2n7byhefeqmvSn+oQDF6wJWoVFWAhm7bRPLwIxS\n",
"CPpKin/FvgX4bUScklb/2CIi5qZJIOdTvPc3A7gG2DFGPByXgTGztslz7U7xZ+hLJnnpB7OsWF7T\n",
"qpEm7jzGcDmfl2RZPDjOJWvzHTsCi9PuPVkW23Xz/rZuWlcGBpgO/EjSAoolki6LiGuBk4E3S7oT\n",
"+NO0T0QsBC6iWCv4cuDwkcmfmVkbZVksoHhPerMJfE4pXfq5PNcf9DdaG+G1DCd/d3Y7+UvuKW3P\n",
"yHNt0IPvsB5oZA9gr7gH0MxsbHmuzYFfA3+YDv1dlsUXKgyp1fJccxmelPH1LIue1HPMc91L0fEC\n",
"8NIsi7t68T02eW3sATQzsz7LsniM4VnDAP+Y58MF963vyu///VcPv2ewtL19D7/HuqiRk0AkzQK+\n",
"RfHOSgD/NyK+mCZw/BUw1A3+6Yi4PF1zLMVawM8Bn4iIq/oeuJnZ1PdV4ChgB4r6gdfkuZb26Lse\n",
"BL7oZepWl+daj84E8Kc9/Lq7KdaVBk8EmTIamQACK4CjI2KBpE2AWyRdTZEMnh4Rp5cbj1gJZAZw\n",
"jaSdUykZMzOboCyL3+e5PkMxsQ6KCgx79vAr35fnenuWuSLDCK8AXpS2H2R4okYvDJa23QM4RTRy\n",
"CDgi7o+IBWn7SeAOhgs7jzYW/vxKIBExCAytBGJmZpP3HeDHffquTYDL81x/3qfvmyreWNr+ryzr\n",
"6Qv/d5e2nQBOEU3tAXyepAFgD4qVPvYBjpT0YeBm4JMR8SheCcTMrGvSKiIHUiQhL+jR12wEnEbx\n",
"5/dGwPfyXJ8HHu3R903UKuCKLItfVhxHv4Z/oTMBHOjxd1mXNDoBTMO//wEcFRFPSjoT+Gw6fQLF\n",
"Hx5jzYoa9V9LLgRtZrZmWRZPAT19lzrPdRNF3dYdKP4+O7aX3zcJp+a5Dsuy+FqFMXT0APb4uwZL\n",
"2+4BrFDrC0EDSNoA+D5weUScMcr5AYr6gK9KRaGJiJPTuSuA4yLixhHXuAyMmVmN5LmGive/oupY\n",
"RvHJLOt857wf8lzTgXvT7jPA5lkWz/bw+14IPJl2VwIbZVk816vvs4kbL29pZAIoScC5FKt+HF06\n",
"Pj0i7kvbRwOvi4j3eyUQM7OpK5Wa+RCdS3pW5c3A7qX9k4Af9jmGfUgLHQA/zrLIev2Fea4HgBen\n",
"3VlZFr2a+W2TMF7e0tQh4H2ADwK/kDS0IPmngTmSdqcY3r0LOAyKlUAkDa0EshKvBGJmNmVkWTwK\n",
"/GvVcQDkuTajGH36k3ToWKodmu718O+QuxlOALeneJfeaqyRCWBE/JTRZzhfPs41JwIn9iwoMzNr\n",
"vCyLx/Ncs4FLKNafr9q1ffqeuymWnoNiIki/Ek9bS41MAMcpBL0lRXmC7SleWn1vmgXsQtBmZtYV\n",
"WRZP5bkOBj4FHMDo5cd6LYArgOv69H2DpW1PBJkCGpkAMnYh6I8CV0fEqZKOAeYCc10I2szMuinL\n",
"4vcU1SZOWFPbhnApmCmmbYWgD6KYHEL67zvStgtBm5mZrb3B0rZ7AKeARiaAZaVC0DcCW0fE8nRq\n",
"ObB12t6WzhdWXQjazMxs4rwayBTT6AQwDf9eTFEI+onyuTTLd7yZvp4FbGZmNjEdCWCeyyXTaq6p\n",
"7wAOFYK+GDgvIr6XDi+XtE1E3C9pOvBAOr6MzvpRM9Ox0e47r7TrlUDMzKz1siwey3M9CmxBsTTf\n",
"SyhG2qyPWr8SyDiFoE9Nx05Jq39sERFzXQjazMxs3eS5FgC7pd29s6xzNa21vOdrKWr2vmSClywE\n",
"/iXL4rfr+t1N4ELQhWMpKqNfJOlQUhkYcCFoMzOzLhhkOAHcnuLd+7WS59oTmAe8bZKXHgS8J8/1\n",
"tiyLRWv7/W3QyARwnELQAH82xjUuBG1mZrb2xpwIktZsPotiqbyJzD9Yl/zkZcANea73Zplr+o6l\n",
"kQmgmZmZ9d1gaXtgaCP15l1KUXFjsgK4KH2eW0PbGcDngRcAmwM/zHMtGRHflelzR5a1e6Svke8A\n",
"Akj6OvDnwAMR8ap0bB7wV8CDqdmnI+LydG6NK4H4HUAzM7PR5bneRTH5EuBHwF8DewNnAxtP8nbP\n",
"Av8JHJ9lcfskYtgDuIw1l3K7H/g1Rdm3pcAzY7R7Argwy+LuMc7X2nh5S5MTwD8BngS+VUoAjwOe\n",
"iIjTR7QdmgTyOoYngay2EogTQDMzs9Glnr6bx2nyKMW79/kEbrcqy2JNPX5jxTGdYtnXP1mb60fx\n",
"OHBIlsUVXbpf37RxEggR8ZNUBHqk0R7E8yuBAIOShlYCuaF3EZqZmTXKryl67jYc5dxi4O1ZFr/q\n",
"dRBZFvcBb8pzbc9wz+MGFL2Rb6GYC7D5JG65GfCDPNffAl9qytBxY3sA4flVQC4b0QP4UeAxin+l\n",
"fDIiHpX0r8ANEfHt1O5s4PKIuHjE/dwDaGZmNoY8198An6CoBQjFO3zXAZ/Ksni4ssBK8lzrAztQ\n",
"1PydRfFu4mgdYqIYxi7XCf4q8IksixW9jrMbWjkEDKMmgC9h+P2/E4DpEXHoGAngDyPikhH3C+D4\n",
"0qE8IvJ03BrMib+ZWfvkubYBvge8vnT4R8B76pLQlo1SCPo4J4DjnEtFoYmIk9O5Kyge2o0jrhk1\n",
"k3bPYLP552tm1l55ro2Ac4D3lw4vBt6WZXFnNVFNjHsAh3sAp0fEfWn7aOB1EfH+dV0JxAlCs/nn\n",
"a2bWbmlt489QjB4OeRK4ay1udwNwZJbF77sR23haOQlE0gXAvsBWku4BjgMySbtTvJNwF8XyMl4J\n",
"xMzMzMaUJn58Ls+1CPgWxeSSTYDVRhgn4FXA/wCf616Ek9foHsBucw9gO/nna2ZmQ1K5m/+gVOx6\n",
"LTwBvCzL4sE1tlwH4/39NZHlWKYkSV+XtFzSbaVjW0q6WtKdkq6StEXp3LGSFktaJOmAaqJuD0l5\n",
"WpO5FiR9RNJPqo7DzMzqLcviFmBH4I8o1j6e6Gd3ipFGgE2B/93XwEdobA/gGIWgTwUeiohTJR0D\n",
"vCgi5q5rIWj3EE2epOuA8yLi61XHAkUCCBwaEasVDvXP18zMuiHP9XaKZfGgeOVslyyLJeNcsk5a\n",
"2QMYET8BHhlx+CDg3LR9LvCOtP18IeiIGASGCkG3hqTGvg9qZmZWE98Hhkab1gf+uapAGpsAjmHr\n",
"iFietpcDW6ftbSnWAhyylDWvIzglSHqNpPmSHpd0kaTvSDpBUiZpqaRPSboPOEfShpLOkLQsfb4g\n",
"acN0n9WGSCWtkvTStP1NSV+W9P30XTcMnUvn35yG14cKbyt9kLSjpB+ncw9KunDEdxwp6dfp3KmS\n",
"VDr/MUkLJT0s6QpJ25XOvSIN+f82ffd7Suf+UNKlkh6TdCPwsm4/ezMzs7I0meRTpUPvzXN9Oc91\n",
"ep7rX/JcH8pzTWaVkrXW2l6fiIg1FHCe8mPjKXn7LvAvwFcoekAvBE6h+PVtDbwI2A6YBvwjRc/n\n",
"bukW/5mO/dMEv/IQYDYwn6KH9Z+BOZK2olgg/CPpnkcCf0MxkwqKafVXRMS+KebXjrjvO4A9Kd6Z\n",
"uAb4FUXCejBwLPA2ippMxwIXAPtIeiFwdYr/LcCrgasl/TIi7gC+DDwFbAO8FLgS+M0Ef51mZmZr\n",
"JcvihjzXxcC706HDRzR5Ns91JXAtMNaKI7dkWWet4slqWwK4XNI2EXG/pOnAA+n4MjqXepmZjq1G\n",
"0rzSbh4R+XhfmOfdXSUkyyb1LtrewLSI+Ne0/11JN5XOr6IoeL0CWCHp/cAREfEQgKTjgbOYWAIY\n",
"wCURcXO69tvA6encgcAvSyurnCHpk6VrnwUGJM2IiGXAz0bc+5SIeBR4VNIZwByKopx/A5wUUawt\n",
"Kekk4NOpF/CPgbsiYmjIf4GkS4D3SPpn4F3AH0XE08Dtks4F3jSBX6eZmdm6+jTF340bj3JuQ+Dt\n",
"6TOWyHPNzrK4qnxQq68EMqa2JYCXAn9J0QP2lxTLuwwdP1/S6RRDvzsBN412g4iY1/swu2ZbVk9k\n",
"7yENvQIPRsSzI9rfXdr/n3RsopaXtp+mqJE0dN+lI9reU9r+FEUv4E2SHgFOi4hvjNG2HNP2wP+R\n",
"dNqIe89I516f7jdkfYpex63S9sj7mpmZ9VyWxZ15rtcD+zP8Ot5mFEnfayZwCwFfzHO9qrwuceqU\n",
"yp9vJB031g0amwCOUgj6n4CTgYtS+ZFB4L3Q6ELQ97H6u4zbUUxygdWHue+lqGt0R6ntvWn7d8AL\n",
"hhpK2mYScdxLMdFm6FpR6nFN72V+PJ3bB7hG0o8jYmhIdrsRMQ0ltf8DnBARF4z8QknbAz+OiNVK\n",
"+kiaRvFz3o5iOHnovmZmZn2RZXEbcNuIw/PyXDtSjFINjHHpByiSxZcD/ws4Y22+v7EJYETMGePU\n",
"n43R/kTgxG7HMckh2277GfCcpCOArwJ/TlHq5kcM9wKWXQD8o6T/Tvv/BJyXtm8FXilpN4qkad6I\n",
"a8f7df4Q+JKkdwKXUfyGfT6BTJMzro+IpcCjFIlpuQTP36eJGpsCnwCGevy+Cpwg6daUxG8OHBAR\n",
"/04x0+pkSR8EvpPa7w48ERGL0nDwPEkfA3ag6BH2O4BmZlapVBbm1LHO57l+TfFuPxQJ47fXpqB0\n",
"22YBt0p6t+9dwKEUJXE+QJEYPUuRZI3sAfwccDPwi/S5OR0jIu4EPsvwJIyfjLh+tPtFuvYh4D0U\n",
"PbAPURTQ/Gmp3WuBGyQ9QTFJ5BOpHM+Q/wRuoZhc8n3g6+m+36MYzr9Q0mMU/5J6Szr3JHAA8D6K\n",
"HsP7gJMo3q0AOIJiiPr+dL9a1CM0MzNbg3+lmPgIsDmd6xNPWGMLQY9H0iDwOPAcsCIi9pK0JUVP\n",
"0fak4eE08aB83ZQvBJ160r5SmhxRa5JWATuWhoOriGHK/HzNzKz58lx/TtEhAkVnyxkUnTsrge9n\n",
"WdwA4//91dYE8C5gz4h4uHRs1FVCRlw35RJASW8C7qToefsARTmYl5bqIdaaE0AzM7NOeS5RvF41\n",
"e4wmnwZO3m8/VrVuJZAJGPlAxlolZKp7ObCAYgj4aOAvpkryl7TvXyhmZmbjSAWljwaeGaPJiQzX\n",
"2h1VW3sAfwM8RjEEfFZEfE3SIxHxonRewMND+6XrplwPoK07/3zNzKyO8lx7ADWhwxkAACAASURB\n",
"VG9muEPvrZRq2u63H4z191djZwGvwT4RcZ+kF1OsDrGofHK8VUImWwjazMzMrBeyLOZTTJAEYNNN\n",
"dfM++3DKNtusuZZgK3sAy1KRxCeBvway0ioh10XEK0a0dQ9gC/nna2ZmU0V6P/Ao4LT99mM9vwOY\n",
"SHqBpE3T9gspSoXcxvAqIdC5SoiZmZnZlJBlEVkWZzD+UnLt6wGUtAPw3bS7PvDtiDgplYG5iGJF\n",
"iEEaWgbGJs8/XzMzm4pcBqZLxksAq4jH+scJoJmZTTXjJYBtnQQyKkmzKYopTgPOjohTJnKdkwMz\n",
"MzObSlr3DuBYJE0DvkRRVHFXYI6kXaqNqt4kZVXHUCd+Hp38PDr5eXTy8+jk59HJz6NTL56HE8Bh\n",
"ewFLImIwraF7IXBwxTHVXVZ1ADWTVR1AzWRVB1AzWdUB1ExWdQA1k1UdQM1kVQdQM1m3b+gEcNgM\n",
"4J7S/tJ0zMY2UHUANTNQdQA1M1B1ADUzUHUANTNQdQA1M1B1ADUzUHUANTPQ7Rs6ARzmiRyTN1B1\n",
"ADUzUHUANTNQdQA1M1B1ADUzUHUANTNQdQA1M1B1ADUz0O0behLIsGXArNL+LIpewA6e8dvJz6OT\n",
"n0cnP49Ofh6d/Dw6+Xl08vPo1O3n4TIwiaT1gV8B+wP3AjcBcyLijkoDMzMzM+sy9wAmEbFS0hHA\n",
"lRRlYM5x8mdmZmZN5B5AMzMzs5bxJBAzMzOzlnECaGZmZtYyTgDNzMzMWsYJoJmZmVnLOAE0MzMz\n",
"axkngGZmZmYt4wTQzMzMrGWcAJqZmZm1TKMTQEnTJM2XdFnanydpaTo2X9JbS22PlbRY0iJJB1QX\n",
"tZmZmVlvNX0puKOAhcCmaT+A0yPi9HIjSbsChwC7AjOAayTtHBGr+hmsmZmZWT80tgdQ0kzgQOBs\n",
"QEOHS9tlBwMXRMSKiBgElgB79SNOMzMzs35rbAIIfAH4B6DcixfAkZJulXSOpC3S8W2BpaV2Syl6\n",
"As3MzMwap5EJoKS3AQ9ExHw6e/zOBHYAdgfuA04b5zbRuwjNzMzMqtPUdwDfABwk6UBgI2AzSd+K\n",
"iA8PNZB0NnBZ2l0GzCpdPzMd6yDJSaGZmZlNGREx2qtvKKLZOY2kfYG/j4i3S5oeEfel40cDr4uI\n",
"96dJIOdTvPc3A7gG2DFGPJyUAN6bdp8Dfg3cnj4P0r5ew+OB46oOokb8PDr5eRS2Br6ctu+KiJdW\n",
"GUxdSMojIqs6jrrw8+jk59FpbZ+HpBgrAWxqD2CZGE7MTpW0W9q/CzgMICIWSrqIYsbwSuDwkcnf\n",
"kIjwu4GJpLdHxMVVx1EXfh6d/DwKkrZhOAHcpMpYamaw6gBqZrDqAGpmsOoAamaw2zdsfAIYETmQ\n",
"p+0PjdPuRODE/kTVGINVB1Azg1UHUDODVQdQE0+Wtl9YWRT1M1h1ADUzWHUANTNYdQA1M9jtGzZy\n",
"Eoj1TV51ADWTVx1AzeRVB1ATT5W2XyDJf+4W8qoDqJm86gBqJq86gJrJu33Dxr8D2E3jjaWbmY1F\n",
"0u+AF6TdTSPiyfHam5l1Q9vfATQzq1o5AdyEzmFhM+uitlbsmGwHlRNAM7PeexJ4cdr2RBCzHmvb\n",
"aN3aJL1+F8XMrPc8EcTMaqXRCaCkaZLmS7os7W8p6WpJd0q6qrQUHJKOlbRY0iJJB1QXtZk10O9K\n",
"2+4BNLPKNToBBI6iqO031DU6F7g6InYGrk37pELQhwC7ArOBr3imnpl1kXsAzaxWGpvkSJoJHAic\n",
"zfB6wAcB56btc4F3pO2DgQsiYkVEDAJLKFYFMTPrBvcAmlmtNDYBBL4A/AOwqnRs64hYnraXUyzR\n",
"BLAtsLTUbinFknBmZt3gHkAzA0DSoKQ/rTqORiaAkt4GPBAR8xnu/euQlnobb9ZMK6eRm1lPuAfQ\n",
"zIYEY+Qm/dTUMjBvAA6SdCCwEbCZpPOA5ZK2iYj7JU0HHkjtlwGzStfPTMdWI2leaTdPS82ZmY2n\n",
"3APoBNCspVIush1wmaTngM9SvHL2RmBj4Fbg/4uIhan9gcDnKXKUx4EvRMRp49w/A7IJxdL0lUAk\n",
"7Qv8fUS8XdKpwG8j4hRJc4EtImJumgRyPsUPYQZwDbBjjHg4XgnEzNaGpOOBf0q7x0fEvArDMWu0\n",
"Nf1d3c1C0WuTE0i6Czg0In6U9j8C/DvwLHAqkEXEHuncfcBfRMR/SdoceGka3Rx5z1F/zeM9i0YO\n",
"AY9i6Id9MvBmSXcCf5r2SZn2RRQzhi8HDh+Z/JmZrQMPAZvZqCLimxHxu4hYARwP7CZp03T6WeCV\n",
"kjaLiMdGS/7WVuMTwIj4cUQclLYfjog/i4idI+KAiHi01O7EiNgxIl4REVdWF7GZNZAngZjZalK9\n",
"4pMlLZH0GHAXRafVVqnJuykqmgxKyiXt3a3vbuo7gGZmdeIeQLOaqMGrXOURxvdTlKjbPyLuTgtU\n",
"PEyaJBIRNwPvkDQNOJJitHK7bgTR+B5AM7MacA+gmQ1ZDrwsbW8K/B54WNILgROHGknaQNIHJG0e\n",
"Ec8BTwDPdSsIJ4BmZr3nWcBmNuQk4B8lPQK8CLibovLIL4Hr6ewh/CBwVxoe/jjwgW4F0fhZwN3k\n",
"WcBmtjYkvRH4Sdq9PiLeUGU8Zk3Wxr+rPQvYzKyePARsZrXiBNDMrPc8CcTMaqWRCaCkjSTdKGmB\n",
"pIWSTkrH50laKml++ry1dM2xkhZLWiTpgOqiN7MGcg+gmdVKI8vARMQzkvaLiKckrQ/8NL2DE8Dp\n",
"EXF6uX1aCeQQYFfSSiCSdo6IVX0P3syayJNAzKxWGtkDCBART6XNDYFpwCNpf7SXIQ8GLoiIFREx\n",
"CCyhWBbOzKwbniptv1BSY//sNbOpobF/CElaT9ICino710XE7enUkZJulXROKrgIsC2wtHT5Uoqe\n",
"QDOzdZZqeD1dOrRxVbGYmUFDh4AB0vDt7mnx5CslZcCZwGdTkxOA04BDx7rFaAclzSvt5hGRdyNe\n",
"M2u83zGc+G1C58QQM+siSa2scZdynWwibRubAA6JiMck/QB4bTlZk3Q2cFnaXQbMKl02Mx0b7X7z\n",
"ehOpmTXckwyv7+mJIGY90rYagGUpz8mH9iUdN1bbRg4BS9pqaHhX0sbAm4H5krYpNXsncFvavhR4\n",
"n6QNJe0A7ATc1M+YzazxPBHEzGqjqT2A04Fz04vW6wHnRcS1kr4laXeK4d27gMMAImKhpIuAhcBK\n",
"4PDwEilm1l3lIV/3AJpZpbwU3CS0cXkZM+sOSdcA+6fdAyLi6irjMbPm81JwZmbV82ogZlYbTgDN\n",
"zPrDq4GYWW04ATQz6w9PAjGz2nACaGbWH54EYma14QTQzKw/3ANoZrXRyARQ0kaSbpS0QNJCSSel\n",
"41tKulrSnZKuKi0Fh6RjJS2WtEjSAdVFb2YN5R5AM6uNRiaAEfEMsF9E7A68GthP0huBucDVEbEz\n",
"cG3aR9KuwCHArsBs4CterN3Musw9gGZWG41NciLiqbS5ITANeAQ4CDg3HT8XeEfaPhi4ICJWRMQg\n",
"sATYq3/RmlkLOAE0s9pobAIoaT1JC4DlwHURcTuwdUQsT02WA1un7W2BpaXLlwIz+hasmbWBh4DN\n",
"rDaauhQcEbEK2F3S5sCVkvYbcT4kjbcMipdIMbNucg+gmdVGYxPAIRHxmKQfAHsCyyVtExH3S5oO\n",
"PJCaLQNmlS6bmY6tRtK80m4eEXn3ozazBnIPoJn1lKQMyCbUtolrAUvaClgZEY9K2hi4EjgeeAvw\n",
"24g4RdJcYIuImJsmgZxP8d7fDOAaYMcY8XC8FrCZrS1JewA/T7u3pklqZmY9M17e0tQewOnAuWkm\n",
"73rAeRFxraT5wEWSDgUGgfcCRMRCSRcBC4GVwOEjkz8zs3XkIWAzq41G9gD2insAzWxtSdqW4VdL\n",
"7o+I6VXGY2bNN17e0thZwGZmNeMeQDOrDSeAZmb90TEJRJJHE8ysMk4Azcz6ICKeA55JuwI2rjAc\n",
"M2s5J4BmZv3jUjBmVgtOAM3M+sfvAZpZLTQyAZQ0S9J1km6X9EtJn0jH50laKml++ry1dM2xkhZL\n",
"WiTpgOqiN7MGcwJoZrXQ1DqAK4CjI2KBpE2AWyRdTbG82+kRcXq5cSoEfQiwK6kQtKSd03JyZmbd\n",
"4iFgs1Gkjpddq46jTRqZAEbE/cD9aftJSXdQJHZQvHw90sHABRGxAhiUtIRiVZAb+hGvmbWGewDN\n",
"RpB0OPDlquNom0YOAZdJGgD2YDiZO1LSrZLOkbRFOrYtsLR02VKGE0Yzs25xD6BZiaTXAF+oOo42\n",
"amQP4JA0/PsfwFGpJ/BM4LPp9AnAacChY1zuJVLMrNvcA2iWSNoMuAjYMB26A7iquoga6aixTjQ2\n",
"AZS0AXAx8G8R8T2AiHigdP5s4LK0uwyYVbp8JsNLNo2877zSbh4RefeiNrOGKyeA7gG01kqF0L8G\n",
"vCwdegI4KCKWVBfV1CcpA7KJtG1kAph+Y50DLIyIM0rHp0fEfWn3ncBtaftS4HxJp1MM/e4E3DTa\n",
"vSNiXq/iNrPGKw8BuwfQViNpN+BMmv8a0jQ6f41/7eRv3aVOqXxoX9JxY7VtZAII7AN8EPiFpPnp\n",
"2KeBOZJ2pxjevQs4DCAiFkq6CFgIrAQOjwgPAZtZt3kI2NbkROCPqw6iz74aEd+pOoi2aWQCGBE/\n",
"ZfQJLpePc82JFP/jmZn1iieB2JgkrUfRgdEmPwWOrjqINmpkAmhmVlPuAbTx7AJsnrYfBF5XYSz9\n",
"sBK41yNu1XACaGbWP54EYuPZu7R9fUTcXVkk1niNrwNoZlYjngRi4ym/+3d9ZVFYKzgBNDPrHw8B\n",
"23g6egAri8JawQmgmVn/eBKIjUrS5gyvhfsccHOF4VgLNDIBlDRL0nWSbpf0S0mfSMe3lHS1pDsl\n",
"XVVaCg5Jx0paLGlRWpTazKzb3ANoY3k9w2vV/yIifjdeY7N11cgEEFgBHB0Rr6ToUv9fknYB5gJX\n",
"R8TOwLVpH0m7AodQ/OtrNvCVNB3fzKybPAnExuLhX+urRiY5EXF/RCxI209SrC84AzgIODc1Oxd4\n",
"R9o+GLggIlZExCCwBNirr0GbWRt4EoiNpTwB5IbKorDWaGQCWCZpANgDuBHYOiKWp1PLga3T9rbA\n",
"0tJlS2n+Mjxm1n/uAbTVpBEn9wBaXzU6AZS0CXAxcFREPFE+lwpPjld80oUpzazbOnoA07rlZjsD\n",
"Q++kPwT8usJYrCUaWwha0gYUyd95EfG9dHi5pG0i4n5J04EH0vFlwKzS5TPTsdHuO6+0m6eFl83M\n",
"1igiVkr6PfAHFP8A3wh4utqorAY66v95ZQxbW5IyIJtQ2yb+Pkv/qj4X+G1EHF06fmo6doqkucAW\n",
"ETE3TQI5n+K9vxnANcCOI/8nlBQR4X+xm9lak/QQ8Idp98UR8VCV8Vj1JJ0FfDztfiatTW+2zsbL\n",
"W5raA7gP8EHgF5Lmp2PHAicDF0k6FBgE3gsQEQslXQQspFib8HD/C8zMeuR3DCeA/yjpsSqDsVp4\n",
"a2nb7/9ZXzSyB7BX3ANoZutK0u0MF/w1K1sFbJ6qV5its/HylkZPAjEzqyH38NhYrnHyZ/3iHsBJ\n",
"cA+gma0rSZsBc4Btqo7FauURinq0D1YdiDXHeHmLE8BJcAJoZmZmU4WHgM3MzMzseU4AzczMzFrG\n",
"CaCZmZlZyzQ2AZT0dUnLJd1WOjZP0lJJ89PnraVzx0paLGmRpAOqiXpqSRXHLfHz6OTn0cnPo5Of\n",
"Ryc/j05+Hp168TwamwAC3wBmjzgWwOkRsUf6XA6QVgI5hKI212zgK2lxbhtfVnUANZNVHUDNZFUH\n",
"UDNZ1QHUTFZ1ADWTVR1AzWRVB1AzWbdv2NgkJyJ+QjGtfqTRZsMcTDH9fkVEDAJLKJaFs/ENVB1A\n",
"zQxUHUDNDFQdQM0MVB1AzQxUHUDNDFQdQM0MVB1AzQx0+4aNTQDHcaSkWyWdI2mLdGxbYGmpzVKK\n",
"NYFtfANVB1AzA1UHUDMDVQdQMwNVB1AzA1UHUDMDVQdQMwNVB1AzA92+YVPXAh7LmcBn0/YJwGnA\n",
"oWO0HbVAoiQXTizx8+jk59HJz6OTn0cnP49Ofh6d/Dw6dft5tCoBjIgHhrYlnQ1clnaXAbNKTWem\n",
"YyOvdxFoMzMzm/JaNQQsaXpp953A0AzhS4H3SdpQ0g7ATsBN/Y7PzMzMrB8a2wMo6QJgX2ArSfcA\n",
"xwGZpN0phnfvAg4DiIiFki4CFgIrgcPDa+SZmZlZQ3ktYDMzM7OWadUQsJmZmZk5ATQzMzNrHSeA\n",
"XSLpPZJul/ScpNeM0252Wm5usaRjxrh+z9LxN0u6WdIv0n/3m0As50hakK75rqTN1/1XaGZmZk3h\n",
"BHAtSMokfWPE4dsoZhb/v3GumwZ8iWK5uV2BOZJ2GeX68ouZDwJvi4hXA38JnDeBEP82InZP1/wG\n",
"OHIC15iZmVlLOAFcO6vNnImIRRFx5xqu2wtYEhGDEbECuJBiGboxr4+IBRFxf9pdCGwsaQMASQdI\n",
"+pmkWyRdJOmF6Zon0nkBGwMPrd0v08zMzJrICeDaWduC0DOAe0r7k11y7t3ALRGxQtJWwGeA/SNi\n",
"T+AW4O+eD7DoobwPeDVw9lrGa2ZmZg3U2DqAvSDpBuAPgE2ALSXNT6eOiYirJnCLta65I+mVwMnA\n",
"m9OhvSmGkX9WdPSxIfCz578o4qOS1qMYcv4McPzafreZmZk1ixPASYiIvQEk7Qt8JCI+OslbjFxy\n",
"bhZFL+C4JM0ELgE+FBF3lU5dHRHvHyfeVZIuBD41yTjNzMyswVoxBCzp65KWS7ptnDZfTDNzb5W0\n",
"x5puuZbnbwZ2kjQgaUPgEIpl6Ma8XtIWwA8oehmvL7W5AdhH0stSuxdK2ilt75j+K+AgYD5mZmZm\n",
"SSsSQOAbFDNvRyXpQGDHiNgJ+Dhw5hruF4wYzpX0zrTk3N7ADyRdno5vK+kHABGxEjgCuJJiQsd3\n",
"IuKO8a5P7V8GHCdpfvpsFREPAR8BLpB0K8Xw78tT0vdNSb8AbgW2BE5c8yMyMzOztmjNUnCSBoDL\n",
"IuJVo5z7KnBdRHwn7S8C9o2I5X0N0szMzKwP2tIDuCajzc6dWVEsZmZmZj3lSSDDRr63t1rXqKR2\n",
"dJeamZlZI0TEqPMSnAAWRs7OnZmOjSIW9iGeKeL1A3DjYNVR1IefRyc/j05+Hp1a/Ty2Al6Stk+J\n",
"YK6kPCKyCmOqFT+PTmv7PMbruHICWLiUYrLFhZL2Bh4d6/2/CF7Z18hqTLrpmxF8pOo46sLPo5Of\n",
"Ryc/j05tfh4SRwFnpN0XpP8OVhNNbQ1WHUDNDHb7hq1IACVdAOwLbJVm2h4HbAAQEWdFxA8lHShp\n",
"CfA7YLL1/dpqsOoAamaw6gBqZrDqAGpmsOoAamaw6gAq9FRp2wng6AarDqBmBrt9w1YkgBExZwJt\n",
"juhHLA2TVx1AzeRVB1AzedUB1ExedQA1k1cdQIV+V9p+YfpvXkEcdZZXHUDN5N2+YWvKwHSDpBjr\n",
"ZUozM7OJkHgH8N20e2kEB1cZjzXXeHlLK3oAzczMamS0IWBbB67SMfZs37E4ATQzM+svJ4A90OYR\n",
"urVJgF0I2szMrL+cAFrlnACamZn112iTQMz6ygmgmZlZf7kH0CrnBNDMzKy/nABa5ZwAmpmZ9ZcT\n",
"QFsjSd+UdEKv7t+KBFDSbEmLJC2WdMwo57eSdIWkBZJ+KekjFYRpZmbt8AwwNGvzDySmVRmM1VYw\n",
"/Puk6xqfAEqaBnwJmA3sCsyRtMuIZkcA8yNidyADTpPkEjlmZtZ1EQTuBbSKNT4BBPYClkTEYESs\n",
"AC6E1aqu3wdslrY3A34bESv7GKOZmbWLE8CWkLSHpJ9LelzShelzgqRM0lJJfydpuaR7RxmB3FLS\n",
"99O1N0h6abfiakMCOAO4p7S/NB0r+xrwSkn3ArcCR/UpNjMzaycngH0iEd38TO67tSHwPeBc4EXA\n",
"vwPvYnh4d2uKjqdtgUOBL0vafOhy4H3AvHTtEuCf1/mBJG0Y5pzID+vTwIKIyCS9DLha0m4R8cTI\n",
"hpLmlXbziMi7E6aZmbWIE8B22BtYPyL+T9q/WNJ/l86vAD4bEauAyyU9CbwcuCmdvyQibgaQ9G3g\n",
"9PG+TFJG8SrbGrUhAVwGzCrtz6LoBSx7AymrjohfS7qL4gdw88ibRcS83oRpZmYt4gSwHbalyEPK\n",
"7qbo3YPilbNVpXNPAZuk7QCWl849XTo3qtQplQ/tSzpurLZtGAK+GdhJ0kDqij0EuHREm0XAnwFI\n",
"2poi+ftNX6M0M7M28WogfRKBuvmZ5Nffx+qvnW1PD2f3TlTjE8A0meMI4EpgIfCdiLhD0mGSDkvN\n",
"TgReK+lW4BrgUxHxcDURm5lZC7gHsB1+BqyU9AlJG0h6F/C6dG5NyeRkk81JacMQMBFxOXD5iGNn\n",
"lbYfAt7e77jMzKy1nAC2QESsSEnf14DPAT8ELqFI7tZU52+0813rOWxFAmhmZlYzTgBbIiJuAV4z\n",
"tC/pG+n4j4HtRrTdobT90RHn8pHt10Xjh4DNzMxqqPwOoBPAdunp0O5EOQE0MzPrv3IPoCeBtEtP\n",
"l3ibKA8Bm5mZ9Z+HgFtq5NBuVdwDaGZm1n9OAK1STgDNzMz6zwmgVcoJoJmZWf95EohVyu8AmpmZ\n",
"9Z97ALtMUuUTK6aSViSAkmYDZwDTgLMj4pRR2mTAF4ANgIciIutnjGZm1iqeBdxFEVGL0ipTSeMT\n",
"QEnTgC9RrPW7DPhvSZdGxB2lNlsAXwbeEhFLJW1VTbRmZtYS7gG0SrXhHcC9gCURMRgRK4ALgYNH\n",
"tHk/cHFELIXnl4YzMzPrFSeAVqk2JIAzgHtK+0vTsbKdgC0lXSfpZkkf6lt0ZmbWRp4EYpVq/BAw\n",
"E6u2vQHFOn37U/yPeL2kGyJicU8jMzOztnIPoFWqDQngMmBWaX8WRS9g2T0UEz+eBp6W9P+A3YDV\n",
"EkBJ80q7eVqc2czMbDI8CcS6Lk1ozSbUNqLZs6YlrQ/8iqJ3717gJmDOiEkgr6CYKPIW4A+AG4FD\n",
"ImLhiHuFZxqZmdm6ktgKeDDtPhzBH1YZjzXTeHlL43sAI2KlpCOAKynKwJwTEXdIOiydPysiFkm6\n",
"AvgFsAr42sjkz8zMrIs8BGyVanwPYDe5B9DMzLpBQhQdDkOmRXTsm62z8fKWNswCNjMzq5UIgs5e\n",
"wI2risXayQmgmZlZNTwRxCrjBNDMzKwafg/QKuME0MzMrBpOAK0yTgDNzMyq4dVArDJOAM3MzKrh\n",
"HkCrjBNAMzOzangSiFXGCaCZmVk13ANolWlFAihptqRFkhZLOmacdq+TtFLSu/oZn5mZtZITQKtM\n",
"4xNASdMo1vmdDewKzJG0yxjtTgGuALzah5mZ9ZongVhlGp8AAnsBSyJiMCJWABcCB4/S7kjgPxhe\n",
"nNvMzKyX3ANolWlDAjgDuKe0vzQde56kGRRJ4ZnpkBdINjOzXvMkEKtMGxLAiSRzZwBzIyIohn89\n",
"BGxmZr3mHkCrzPpVB9AHy4BZpf1ZFL2AZXsCF0oC2Ap4q6QVEXHpyJtJmlfazSMi72q0ZmbWFk4A\n",
"raskZUA2obZFp1dzSVof+BWwP3AvcBMwJyLuGKP9N4DLIuKSUc5FRLh30MzM1pnEx4Gz0u7XIvh4\n",
"lfFY84yXtzS+BzAiVko6ArgSmAacExF3SDosnT9r3BuYmZn1hnsArTKN7wHsJvcAmplZt0i8C7g4\n",
"7X4vgndWGY81z3h5SxsmgZiZmdWRewCtMk4AzczMquEE0CrjBNDMzKwaXgnEKuME0MzMrBruAbTK\n",
"OAE0MzOrhhNAq4wTQDMzs2p4KTirjBNAMzOzargH0CrjBNDMzKwaT5e2N5b8d7L1T2t+s0maLWmR\n",
"pMWSjhnl/Ack3SrpF5L+S9Krq4jTzMzaIYJVdCaBG1UVi7VPKxJASdOALwGzgV2BOZJ2GdHsN8Cb\n",
"IuLVwAnA/+1vlGZm1kIeBrZKtCIBBPYClkTEYESsAC4EDi43iIjrI+KxtHsjMLPPMZqZWft4IohV\n",
"oi0J4AzgntL+0nRsLIcCP+xpRGZmZu4BtIqsX3UAfRITbShpP+BjwD69C8fMzAzwaiBWkbYkgMuA\n",
"WaX9WRS9gB3SxI+vAbMj4pHRbiRpXmk3j4i8e2GamVnLuAfQukZSBmQTahsx4c6xKUvS+sCvgP2B\n",
"e4GbgDkRcUepzXbAj4APRsQNY9wnIkJ9CNnMzFpA4krggLQ7O4Irq4zHmmW8vKUVPYARsVLSEcCV\n",
"wDTgnIi4Q9Jh6fxZwD8BLwLOlASwIiL2qipmMzNrBU8CsUq0ogewW9wDaGZm3STxb8AH0u6HIvi3\n",
"KuOxZhkvb2nLLGAzM7M68juAVgkngGZmZtVxAmiVcAJoZmZWHSeAVgkngGZmZtXxJBCrhBNAMzOz\n",
"6rgQtFXCCaCZmVl1PARslXACaGZmVh0ngFYJJ4BmZmbVcQJolWhFAihptqRFkhZLOmaMNl9M52+V\n",
"tEe/YzQzs1byJBCrROMTQEnTgC8Bs4FdgTmSdhnR5kBgx4jYCfg4cGbfA52C0qLTlvh5dPLz6OTn\n",
"0cnP43lpEkgO7gF8nn9/dOrF82h8AgjsBSyJiMGIWAFcCBw8os1BwLkAEXEjsIWkrfsb5pSUVR1A\n",
"zWRVB1AzWdUB1ExWdQA1k1UdQE2kHsAcnACWZVUHUDNZt2+4frdvWEMzgHtK+0uB10+gzUxgeW9D\n",
"m/IGqg6gZgaqDqBmBqoOoGYGqg6gZgaqDqAmUgI4CLCLxHUVxlIjB71CYt+qo6iP7j+PNiSAMcF2\n",
"IxdLnuh1bTZQdQA1M1B1ADUzUHUANTNQdQA1M1B1ADXxZPGfQSh6ALPKIqmVxwC2qTqK+uj+82hD\n",
"ArgMmFXan0XRwzdem5np2GokOTEs8fPo5OfRyc+jk59HJz+PkUb2Q7Sdn0en7j6PNiSANwM7SRoA\n",
"7gUOAeaMaHMpcARwoaS9gUcjYrXh34jw70YzMzOb8hqfAEbESklHAFcCOdbRYgAAIABJREFU04Bz\n",
"IuIOSYel82dFxA8lHShpCcWMrI9WGLKZmZlZTynCPfBmZmZmbdKGMjBmZmZmVuIE0MzMzKxlnACa\n",
"mZmZtYwTQDMzM7OWcQJoZmZm1jJOAM3MzMxaxgmgmZmZWcs4ATQzMzNrmdYkgJKmSZov6bIxzn9R\n",
"0mJJt0rao9/xmZmZmfVLaxJA4ChgIbDa0ieSDgR2jIidgI8DZ/Y5NjMzM7O+aUUCKGkmcCBwNqBR\n",
"mhwEnAsQETcCW0jaun8RmpmZmfVPKxJA4AvAPwCrxjg/A7intL8UmNnroMzMzMyq0PgEUNLbgAci\n",
"Yj6j9/4933TE/mpDxWZmZmZNsH7VAfTBG4CD0nt+GwGbSfpWRHy41GYZMKu0PzMd6yDJSaGZmZlN\n",
"GRExaueX/n/27jxezvnu//jrLSEoQlBLEg4VvW1toy0praabG+2NtopuSrW0qtTdVatNlC66WaqU\n",
"ltv2K1UqpUKrKlRvxFo09I4lRWIXscSS8Pn98f1OzjWTOTnnJGfmmuX9fDzmkWuu65o53/lkZq7P\n",
"fNeI7slpJL0T+EpE/FfN/l2AgyNiF0kTgOMiYkKdxweT2btJxW19P+E7fIXvll2MluF4VHM8qjke\n",
"1Xrj8XngnXnvfjEpziivUOWRNC0iJpZdjlbheFRb2nhICieALEoAvxwRu0o6ECAiTsnHTgR2Ap4H\n",
"9ouIW+o8vs9AdiNJZ0TEvmWXo1U4HtUcj2qOR7VKPHSkfgYclnd/LSbFj8ssV1n8/qjmeFRb2ngs\n",
"KW/phibgRSLiauDqvH1KzbGDSylUe5tVdgFazKyyC9BiZpVdgBYzq+wCtJhZ+d8nCvvWKqEcrWJW\n",
"2QVoMbPKLkCLmTXUT9jxg0CsoaaVXYAWM63sArSYaWUXoMVMK7sALWZa/vfxwr5uTgCnlV2AFjOt\n",
"7AK0mGlD/YROAG2pRcS0ssvQShyPao5HNcejWiEexRrAtUsoSkvw+6Oa41GtEfHoiiZgSSuSmn5H\n",
"ACsAf4iIw2vOmQj8Abgv77owIo5uZjnNzLqQawA7hGfKKNdgxyh0RQIYES9KeldEzJc0HLhW0tsj\n",
"4tqaU6+OiF3LKKOZWZdyDWAH8UDJcixN8t01TcARMT9vrgAMA56qc5rfuGZmzeVBIGYl6JoEUNJy\n",
"km4DHgWuiogZNacEsJ2kf0iaKmnz5pfSzKzrzKV3mc7VdaSWL7MwZt2iaxLAiHg1It5EWuVjh9zn\n",
"r+gWYGxEvBH4OTClyUU0M+s6MSleobpFZs2yymLWTbqiD2BRRMyTdCnwFgrDqiPi2cL2ZZJOkjQq\n",
"IqqaiiVNLtyd5pFKZmbL7HF6m3/XAh4psSxmgybpZGB2f4NHJd0JHBQR1zSoHBOBiQM5tysSQElr\n",
"AQsj4mlJKwHvA46sOWcd4LGICEnbkFZJWayfYERMbkaZzcy6iAeCWFuLiM8P8LwtG1yOaRQqtyRN\n",
"6uvcrkgAgfWAMyUtR2r2PjsirqxZDm4P4POSFgLzwWv+mpk1iQeCWOkkDY+IhWWXo1m6og9gRNwR\n",
"EVtHxJsi4g0Raa3JiDilsiRcRPwiIrbM52wXEdeXW2ozs67huQCtYSTNkvQNSf+U9JSk0yWNkDRR\n",
"0kOSvibpYeA0Jd+QdI+kJyT9VtIahed6u6T/lTRX0gOS9sn7z5B0VN5eS9If8zlPSrqmpizvydsj\n",
"JB0naXa+HStphXysUrb/lvSopDmS9h3KuHRLDaCZmbUuNwF3OB05tJNEx6RBzzf4MWBHUgvfJcAR\n",
"wF+AdYA1gA1IU8QdAuwK7ED6YfJz4BfAxyRtCEwFPgtcAIwExlaKlG8AXwYepPfHzIRi0QvnfQvY\n",
"Bnhjvv+HXK7v5PvrAKsB6+eyXyDpooiYN8jXXldX1ACamVlLcw2gNVIAJ0bE7IiYC3wP+Gg+9iow\n",
"KSIWRMSLwIHAERExJyIWkMYL7CFpGCmJvCIifhsRr0TEUxHxjzp/72VS17OefN7f+yjXx4DvRsQT\n",
"EfFE/lufLBxfkI+/EhGXAc8Br1+WQBR1RQIoaUVJN0i6TdIMST/o47wTJM3McwGOb3Y5zcy6lGsA\n",
"rdEeLGw/QKpVA3g8Il4uHOsBLsrNt3OBGcBCUm3cGHqXi62nUiv5Y+Ae4M+S7pX09T7OXx/4dx/l\n",
"AngyIl4t3J8PrLKEvz8oXdEEPJCl4CTtAmwSEeMkbQucTHW1rZmZNYYHgXS4pWiyHWob1GzPydu1\n",
"TdMPAPtFxHW1TyDpQVKT7RJFxHPAV4CvSNoC+Kuk6RFxVc2pc0gJ5111ytVwXVEDCANaCm5X4Mx8\n",
"7g3A6nlqGDMzayw3AVsjCThI0mhJo0h9787r49xfAt+XtAGApLUl7ZqP/T/gvZI+Imm4pDUlVfrv\n",
"LUpwJX1A0iaSBDwDvELvajdF5wJH5EEja5H6/p29jK91wLomARzAUnCjqa4ifohU3WtmZo3lJmBr\n",
"pAB+A/wZuBeYCRxNStpqawCPBy4mNd8+A1xHrvWLiAeBXUiDPJ4EbgXeUPgblefaBLgCeBb4X+AX\n",
"EXF1nXIdDdwE3J5vN+V9xXI3jCIa+vwtR9JI4E/AN4qreEi6BPhhpbOmpL8AX4uIWwrnBNUTSHsl\n",
"EDOzZaQj9RpSB3eAl4CVYlKXXZw6gKSIKL2pdzGS7gf2j4i/ll2WRqnEvs5KIJP6+j/pij6ARX0t\n",
"BQfMpnc4N6Tav9l1Hj+5keUzM+s2MSme15F6AVgJGAEUE0IzG6DBrATSFU3AuX199bxdWQru1prT\n",
"LgYqEzpOAJ6OiEebWlAzs+7lZmCzJuqWGsB+l4KLiKmSdpF0D/A8sF+J5TUz6zaP09sKsxZwf4ll\n",
"sQ4SERuVXYZW1BUJYETcAWxdZ/8pNfcPblqhzMysyDWAZk3UFU3AZmbW8jwXoFkTdUUCKGmspKvy\n",
"QtB3SjqkzjkTJc2TdGu+HVFGWc3MupTnAjRroq5oAiatp3dYRNwmaRXgZklXRMRdNeddHRG71nm8\n",
"mZk1lpuAO0CeLs3aQFckgBHxCPBI3n5O0l2k9fZqE8CWm7/IzKxLuAawzbXiHIDWt65oAi6S1AOM\n",
"B26oORTAdpL+IWmqpM2bXTYzsy7mGkCzJuqKGsCK3Px7AXBoXqy56BZgbETMl7QzMAXYtNllNDPr\n",
"Uh4EYtZEXZMASloeuBA4JyKm1B6PiGcL25dJOknSqIh4quZ5Jhfueik4M7Oh4SZgs2VUZym4vs/t\n",
"hrWAJQk4E3gyIg7r45x1gMfyYnrbAOdHRE/NOS25zqGZWbvTkXotUFl96amYFGuWWR6zTrCkvKVb\n",
"agC3Bz4B3C6psgTcN4ENYNGE0HsAn5e0EJgP7F1GQc3MutRTpL7YAtbQkRoek2JhyWUy61hdUQM4\n",
"VFwDaGbWODpSTwKj8t11YlI8VmZ5zNrdkvKWrhsFbGZmLcsDQcyaxAmgmZm1Cg8EMWuSrkgAB7IU\n",
"XD7vBEkz81yA45tdTjOzLue5AM2apFsGgfS7FJykXYBNImKcpG2Bk4EJJZXXzKwbuQbQrEm6ogYw\n",
"Ih6JiNvy9nOkJeDWrzltV9JUMUTEDcDqeWoYMzNrDvcBNGuSbqkBXGQJS8GNBh4s3H8IGEPvvFRm\n",
"ZtZYxQRwko7UN0oridXzAPDpmBS1109rQ12VAPazFByk+aeKPEeOmVnzzClsL59v1jo2B74OfKjs\n",
"gtiy65oEsL+l4IDZwNjC/TF5X+3zTC7c9VJwZmZD5w/AdGCbsgtifRrb/ylWFi8FV2OAS8HtAhwc\n",
"EbtImgAcFxETas7xRNBmZg2mI7UKi7fIWHl6gNvz9r9jUvUyqda6lpS3dEsC+HbgGtIbuPKCa5eC\n",
"Q9KJwE7A88B+EXFLzfM4ATQzs66iI7UaMC/ffT4mxSpllscGrusTwKHiBNDMzLqNjpSAl+jtk7ly\n",
"TIoXSiySDZCXgjMzM7OlEpMi8ByNHccJoJmZmfXHczR2mK5IACWdLulRSXf0cXyipHmSbs23I5pd\n",
"RjMzsxbmZfo6TLdMA/M/wM+Bs5ZwztURsWuTymNmZtZO3ATcYbqiBjAi/gbM7ec0D+4wMzOrzzWA\n",
"HaYrEsABCGA7Sf+QNFXS5mUXyMzMrIW4BrDDdEsTcH9uAcZGxHxJOwNTgE3rneiVQMzMrAt5EEgb\n",
"GMxKIE4AgYh4trB9maSTJI2KiKfqnDu5qYUzMzMrn5uA20CulJpWuS9pUl/nugkYkLROXi4OSduQ\n",
"JsheLPkzMzPrUm4C7jBdUQMo6VzgncBakh4EJpFnNM/LwO0BfF7SQmA+sHdZZTUzM2tBrgHsMF2R\n",
"AEbER/s5/gvgF00qjpmZWbtxDWCHcROwmZmZ9efJwvaaOlLOH9pcV/wH9rcSSD7nBEkz81Qw45tZ\n",
"PjMzs1YWk+Jl4Jl8dxiweonFsSHQFQkgaSWQnfo6KGkXYJOIGAccAJzcrIKZmZm1CTcDd5CuSAAH\n",
"sBLIrsCZ+dwbgNUlrdOMspmZmbUJDwTpIF2RAA7AaODBwv2HgDEllcXMzKwVuQawgzgB7FW7FnCU\n",
"UgozM7PW5NVAOkhXTAMzALOBsYX7Y/K+xXgpODMz61JuAm5xXgpu8C4GDgbOkzQBeDoiHq13opeC\n",
"MzOzLuUm4BY3mKXguiIB7G8lkIiYKmkXSfcAzwP7lVdaMzOzluQawA7SFQlgfyuB5HMObkZZzMzM\n",
"2pT7AHYQDwIxMzOzgXATcAdxAmhmZmYD4SbgDtI1CaCknSTdnZd7+3qd4xMlzZN0a74dUUY5zczM\n",
"WpRrADtIVySAkoYBJ5KWg9sc+KikzeqcenVEjM+3o5taSDMzs9Y2D3glb6+qIzWizMLYsumKBBDY\n",
"BrgnImZFxALgPGC3OufVTgZtZmZmQEyKwANBOka3JID1lnobXXNOANtJ+oekqZI2b1rpzMzM2oOb\n",
"gTtEV0wDw8CWdbsFGBsR8yXtDEwBNm1ssczMzNqKB4J0iG5JAGuXehtLqgVcJCKeLWxfJukkSaMi\n",
"4qnieV4KzszMuphrAFuYl4Jb3E3AOEk9wBxgL6BqcmhJ6wCPRURI2gZQbfIHXgrOzMy6mmsAW5iX\n",
"gqsREQslHQz8CRgGnBYRd0k6MB8/BdgD+LykhcB8YO/SCmxmZtaaPAikQ3RFAgipWRe4rGbfKYXt\n",
"XwC/aHa5zMzM2oibgDtEt4wCNjMzs2XnJuAO4QTQzMzMBso1gB2iKxLA/paBy+eckI//Q9L4Zpex\n",
"HeXRRpY5HtUcj2qORzXHo1obxaMpfQDbKB5N0Yh4dHwCOJBl4CTtAmwSEeOAA4CTm17Q9jSx7AK0\n",
"mIllF6DFTCy7AC1mYtkFaDETyy5Ai5lYdgEGqFlNwBMb+NztaOJQP2E3DAJZtAwcgKTKMnB3Fc7Z\n",
"FTgTICJukLS6pHUi4tFmF7bN9JRdgBbTU3YBWkxP2QVoMT1lF6DF9JRdgBbTU3YBBqiqBlBH6h0M\n",
"bLGFwRnJNjpSbx/y521XDYhHNySA9ZaB23YA54wBnAAuWU/ZBWgxPWUXoMX0lF2AFtNTdgFaTE/Z\n",
"BWgxPWUXYCBiUryoI/UcsAoph7imIX9odQB2bshzt6MGxKMbEsCB/jLRQB4naeh/6bQxx6Oa41HN\n",
"8ajmeFRzPKo5HjUml12AFjN5aJ+uGxLAfpeBq3POmLyvSkTUJolmZmZmbafjB4FQWAZO0gqkZeAu\n",
"rjnnYmAfAEkTgKfd/8/MzMw6VcfXAA5kGbiImCppF0n3AM8D+5VYZDMzM7OGUoS7HJiZmZl1k25o\n",
"AjYzMzOzAieAZmZmZl3GCaCZmZlZl3ECaGZmZtZlnACamZmZdRkngGZmZmZdxgmgmZmZWZdxAmhm\n",
"ZmbWZdoiAZQ0VtJVkv4p6U5Jh+T9b5R0naTbJV0sadXCYw6XNFPS3ZJ2LOx/s6Q78rHjC/tHSPpt\n",
"3n+9pA2b+yrNzMzMmqMtEkBgAXBYRGwBTAC+IGkz4NfA1yLiDcBFwFcBJG1OWvN3c2An4CRJys91\n",
"MrB/RIwjrRG8U96/P/Bk3n8scExzXpqZmZlZc7VFAhgRj0TEbXn7OeAuYDQwLiL+lk/7C/DhvL0b\n",
"cG5ELIiIWcA9wLaS1gNWjYjp+byzgN3z9q7AmXn7QuA9DXxJZmZmZqVpiwSwSFIPMB64AfinpN3y\n",
"oY8AY/P2+sBDhYc9REoYa/fPzvvJ/z4IEBELgXmSRg39KzAzMzMr1/CyCzAYklYBLgAOjYhnJX0a\n",
"OEHSt4GLgZcb/Pejkc9vZmZmNpQiQvX2t00CKGl5UtPsORExBSAi/gX8Zz6+KfD+fPpsemsDAcaQ\n",
"av5m5+3a/ZXHbADMkTQcGBkRT9WWo69AdiNJ0yJiYtnlaBWORzXHo5rjUc3xqOZ4VBvSeEi/AT66\n",
"hDNeIXUB+wwRg6vokTYG7i3smUjE1YMuY79/ZunisaSKq7ZoAs4DOE4DZkTEcYX9a+d/lwOOIA3w\n",
"gFQbuLekFSRtBIwDpkfEI8AzkrbNz/lJ4A+Fx3wqb+8BXNngl9UJZpVdgBYzq+wCtJhZZRegxcwq\n",
"uwAtZlbZBWgxs8ouQIuZ1cS/NQz4NPDGpXjsdjX311j24tQ1a6ifsF1qALcHPgHcLunWvO+bpFG8\n",
"X8j3L4yIMwAiYoak84EZwELgoOjN6g8CzgBWAqZGxOV5/2nA2ZJmAk8Cezf2JXWEWWUXoMXMKrsA\n",
"LWZW2QVoMbPKLkCLmVV2AVrMrLIL0GJmDeFzvUqq5atnWGF7G+C2QT739jX3Vx/k4wdq1lA/oQZb\n",
"29nNJIWbgHtJmhgR08ouR6twPKo5HtUcj2qORzXHo1rT4iF9jd5p335NxGcH+fh/AG8o7PlvIo4d\n",
"otIV/szSxWNJeYsTwEFwAmhmZtZBpInAVfneP4h40yAeuxrwNFDMC44i4jtDVr5ltKS8pV2agFua\n",
"Rwd3Hif6ZmZd4WYgSEnclkgrEzF/gI/dlurkDxrXB3DIOQEcIk4YOocTejOzLhHxLNLdwGak/oDj\n",
"gb8P8NG1/f+gcX0Ah1xbjAI2MzMza5AbC9tvHcTjakcAQxvVADoBNDMzs242+ARQGgZMqHPECeBQ\n",
"kjRW0lWS/inpTkmH5P3bSJou6VZJN0p6a97fI+mFvP9WSScVnuvNku6QNFPS8YX9IyT9Nu+/XtKG\n",
"zX+lZmZm1mRLUwO4JbBq3i52G3ICOMQWAIdFxBakjPsLkjYDfgR8OyLGA9/J9yvuiYjx+XZQYf/J\n",
"wP4RMY40j+BOef/+wJN5/7H0Dgs3MzOzzvUPUp4BMA5pIElcsfn3+sK2+wAOpYh4JCJuy9vPAXcB\n",
"o4GHgZH5tNVJy7n1SdJ6wKoRMT3vOgvYPW/vSloKBtKSc+8ZshdgSJomaf8lHD9Z0hFD+PfOkHTU\n",
"UD2fmZl1qIgXgdsLe94ygEcVE8BLC9ttUwPYdqOAJfWQRulcD8wErpX0E1Iy+7bCqRvlVUPmAUdE\n",
"xLWkpPGhwjmz8z7yvw8CRMRCSfMkjaq3HrAtlcg3JO1LqoV9x6KDEZ+vbCvNy3R2RIxl6S36e2Zm\n",
"Zv24EXhz3n4rcAXS8sDmwPJ1zn9HYfsvwKR83opIK+aksqW1VQIoaRXgAuDQiHhO0hTgkIi4SNJH\n",
"gNOB9wFzgLERMVfS1sAUSVuUV3IriafmMTOzgbgR+FzefivSSOBPpLn+luRF4FbShNBr531rkFoo\n",
"W1pbNAEDKGXiFwLnRMSUvHubiLgob19AWsePiHg5Iubm7VuAe4FxpBq/MYWnHUNvjeBsYIP8t4YD\n",
"I+vV/kmaXLhNHMKX2BCSts4DYZ6RdH4e6HKUpImSHpJ0uKTHJd0v6WOFx+2SB908k8/7cj9/Z3VJ\n",
"f5T0mKSnJF0iaXSd8/4D+CXwNknPSnoq7z8jl2tl4DJg/Xz8GUnr1Tbp5vI/WLg/XtIt+fzzgBVr\n",
"/u4HJN0maa6kv0vaailDamZmnac4EGQCMJX+kz+Aa4l4GZhb2FdaM3C+Ni7KU5Z0blskgJIEnAbM\n",
"iIjjCofukfTOvP1u4P/y+WspDdFG0sak5O++iHgYeEbStvk5Pwn8IT/+YuBTeXsP4Mp6ZYmIyYXb\n",
"tAEUPob0NgiSVgAuItWMrgGcS+rzWGkeXQdYE1g/v/ZTJY3LDz8NOCAiVgO2AP7az59bLj9mg3x7\n",
"ATix9qSIuBs4ELguIlaNiFGVQ+lwzAd2Aubk46vl/7c+m3Tz65xC6sO5BvA74MP0NjmPz2X7LDAK\n",
"OAW4OD/OzMzsLqCyAsi6VPfxu5W0Ykjt7VLgsHxOMQEsbSBIREwr5ilLOrddmoC3Bz4B3J779QF8\n",
"EzgA+IWkEaSE44B8bAfgu5IWAK8CB0bE0/nYQcAZwErA1Ii4PO8/DThb0kzgSWDvxr6kppgADIuI\n",
"n+f7F0mqDICpNI9+OyIWANdIuhTYCzgaeBnYQtIdETGP9AHoU64trdTGIun79J009tU0qwEerzUB\n",
"GB4RlWl9LpRU/DV3AHBKRFT2nSXpm/lx1/TxnGZm1i0iFiLdTHXfPoBDiThhAM/QEjWAg9EWCWAe\n",
"wNFXbeViVbQR8Xvg9308183AYs1/EfESsOcyFLMVrc/iI6MfJCVSAcyNiBcKx/6dHwOpBu0I4IeS\n",
"bge+ERHX04fcdHss8J/0vvlXkdJK1Mv8Spas3uv8d2F7Q2AfSV8s7FseWK/B5TIzs/ZxI9UJ4DcH\n",
"mPxB6gNY0RYJYFs0Abe1CA3pbXAepneUc8UG9C58vUZO3Co2JCdSEXFTROxO6tQ6BTi/n7/1ZWBT\n",
"Ur/MkcA789+oV+a+EsJYwvHngWJZ1y1s13udxYm8HwC+FxFrFG6rRMRv+yiHmZl1n3Ppvf58j4gf\n",
"DOKxbVcD6ASws/0v8IqkgyUNl7QbvbOcV97kR0paXtIOwPuB3+X7H5c0MiJeAZ4FXunnb61Caoaf\n",
"J2kUaUh8Xx4FxuSBPRXFZPFRYE1JqxWO3wbsImkNSesCXyocuw5YKOmQXPYPUT2b+6+AzymtHCNJ\n",
"r5H0/jyq3MzMDCJuAjYDtiZisPPStkQfwMFwAtjBct++D5FWOZkLfBz4I6l/H8Ajef8c0qTYB0bE\n",
"/+VjnwDulzSP1Ifu4/38ueNI/SqfICWel9F3Td+VwD+BRyQ9Vilu5fw8UORc4L48onhd4GzSbO2z\n",
"gMuB8wrnv5xf576k/pt7kkaMV+JwM2kAyInAU6T5I/fp5/WYmVm3ifgXEUvs896HtqsBVOO7Z3WO\n",
"3J1tsSbNvva3Ikk3ACeR+sgt62TLHamd/j/NzKwFpJWufp3vnUHEfmUWp2JJ1zPXAHY4STtIWjc3\n",
"AX+KtID15f09zszMzAbMg0AaQdJYSVfliYnvlHRI3r+NpOl5ouMbJb218JjDJc2UdLekHQv73yzp\n",
"jnzs+ML+EUqTJM+UdL2kDekMryf1n5tLmq9oj4h4NB8b7LyC38yTM9feLu3/0WZmZh2r7foAtkUT\n",
"cO4Dtm5E3JY77t9MmtD4ZOAHEfEnSTsDX4uId0naHPgNaSDAaNI6feMiIvI8eAdHxHRJU4ETIuJy\n",
"SQcBW0bEQZL2Aj4YEXvXlKPtm4Ctf/7/NDOzQUkLDtyS791OxBvLLE5F2zcBR8QjEXFb3n6ONGP3\n",
"aNL0HyPzaavTOxfcbsC5EbEgImYB9wDbSloPWDUiKpMhn0VKJAF2Ja0kAWkAwXsa94rMzMysg7Td\n",
"IJC2mAi6SFIPMB64njSa81pJPyEls2/Lp62fj1c8REoYF9C79i+khLEyf9xo0iTJRMRCSfMkjaq3\n",
"HrCZmZlZgfsANlJu/r0AODTXBJ4GHBIRG5D6t51eZvnMzMysKz1Db7/6VZBavoKt5QtYkScNvhA4\n",
"JyKm5N3bRMR78/YF9A7Bng0UpzcZQ6r5m523a/dXHrMBMEfpP25kvdo/SZMLd6dFxLS8v/U7U5qZ\n",
"mdnQi3gV6Wl6a/9WJ82L21SSJgITB3JuWySAkkSq7ZsREccVDt0j6Z0RcTXwbqAyifHFwG8k/YzU\n",
"tDsOmJ4HgTwjaVtgOvBJ4ITCYz5FajregzRZ8WIiYnKdfR4wYGZm1t3m0psArkEJCWCulJpWuS+p\n",
"z1W52iIBBLYnrUxxu6TKDN3fJK1Q8QtJI0jLkB0AEBEzJJ0PzAAWAgdF73Dng4AzSKtWTI2Iypx4\n",
"pwFnS5pJWk2iagSwmZmZ2RK0VT/AtpgGplV4ehAzMzOrS/oLvTOI/CcRfy6zONAB08CYmZmZtbi2\n",
"mgrGCaCZmZnZsnMCaGZmZtZlnACamZmZdZm2GgTiBNDMzMxs2RVrAFcvrRQD1BbTwEgaS1q397Wk\n",
"mbZPjYgTJP0W2DSftjrwdESMz8vF3QXcnY9dFxEH5ed6M2kamBVJ08AcmvePyH9ja9I0MHtFxL8b\n",
"/+rMzMysAzSnCVjahDS/ccUjwG0MclqXtkgASWv4HhYRt+Xl4G6WdEVE7FU5Ia8HXKx+vScixtd5\n",
"rpOB/SNiuqSpknbKcwHuDzwZEeMk7QUcg+cCNDMzs4FpfAIo7Q5cVOfId4CjBvNUbdEEHBGPRMRt\n",
"efs5Uu3e+pXjeaWQPYFzl/Q8ktYDVo2I6XnXWcDueXtX4My8fSG9c/mYmZmZ9acZfQD36GP/noN9\n",
"orZIAIty8+544IbC7ncAj0bEvYV9G0m6VdI0SW/P+0bTu/YvpPV/RxeOPQgQEQuBeZJGDf0rMDMz\n",
"sw7UjD6Ary1s31rYXm+wT9QuTcAA5ObfC4BDc01gxUeB3xTuzwHGRsRcSVsDUyRt0cSimpmZWXdp\n",
"Rh/AtQvbnwP+FxgGrIk0goiXBvpEbZMASlqe1DR7TkRMKewfDnyQNHgDgIh4GXg5b98i6V5Sh8nZ\n",
"wJjC046ht0ZwNrABMCc/58iIeKpOOSYX7k7LCy+bmZlZdys2Aa+OtBwRrw7x3ygmgI+SBoBUWjLX\n",
"lbQRMHEgT9QWCWDu43caMCMijqs5/F7groiYUzh/LWBuRLwiaWNS8ndfRDwt6RlJ2wLTgU8CJ+SH\n",
"XQx8Crie1MZ+Zb2yRMTkoXtlZmZm1hEiFiI9B6wCCFiN6qRw2aRl2vscAAAgAElEQVRcqJgAPg48\n",
"TG8CuH6ulJpWeMikvp6uLRJAYHvgE8Dtkipt3ofn0bt7sfjgjx2A70paALwKHBgRlf+Eg0jTwKxE\n",
"mgbm8rz/NOBsSTNJ08B4BLCZmZkNxlxSAgh5erohfO5VgRXy9nwi5iPNKRwfVD/AtkgAI+Ja+hiw\n",
"EhH71dn3e+D3fZx/M7BVnf0vsRSjaMzMzMyyucDYvL0GMGsIn7u29g9SDWDF+gxC240CNjMzM2tR\n",
"jRwIUi8BXOoaQCeAZmZmZkOjei5AaVWkdyCt0OcjBs41gGZmZmYtqFgD+DHgXuAaYEr90welOAfg\n",
"MtcAtkUfQDMzM7M2UEwAP1TY3hlpJSJeWIbndg2gmZmZWQuau4RjPcv43O4DaGZmZtaC7i9sv0p1\n",
"n8CNl/G5iwngY/nfx/PfAVhrMH0N2yIBlDRW0lWS/inpTkmH5P2/zev93irp/sIcgUg6XNJMSXdL\n",
"2rGw/82S7sjHji/sH5Gfb6ak6yVt2NxXaWZmZm3uQuDXwO+AbfO/FUOZAKYawIhXSCuCVKw70Cdr\n",
"lz6AC4DDIuK2vB7wzZKuiIi9KidI+gk505a0OWmC6M1JM2T/RdK4iAjgZGD/iJguaaqknfJk0PsD\n",
"T0bEOEl7AcfgyaDNzMxsoFIfv88uui+9t3B06BPAZA69zb/rAw8M5MnaogYwIh6JiNvy9nPAXRQ6\n",
"O+al4vakd0WQ3YBzI2JBRMwC7gG2lbQesGpETM/nnQXsnrd3Bc7M2xcC72ncKzIzM7MucF9hu1EJ\n",
"YHEgyID7AbZFAlgkqQcYD9xQ2P0O4NGIuDffXx94qHD8IVJNYO3+2fSuoTcaeBAgIhYC8ySNGuLi\n",
"m5mZWfdoRgJYHAgy4JHA7dIEDEBu/r0AODTXBFZ8FPhNk8owuXB3Wl542czMzKxWdQIoidQdbXCk\n",
"1wAr5XsvAcUcaFEN4K9gwgFSMVHsU9skgJKWJzXNnhMRUwr7hwMfBLYunD6b3rX4AMaQav5m5+3a\n",
"/ZXHbADMyc85MiKeqi1HRExe5hdjZmZm3WAuMA8YCaxMmsz50SU+or7q2r/qJHJRDeBnYcFnC3mK\n",
"pEl9PWFbNAHnPn6nATMi4riaw+8F7oqIYhXoxcDeklaQtBEwDpgeEY8Az0jaNj/nJ4E/FB7zqby9\n",
"B3Blg16OmZmZdYOUqA1FM3C9VUAqOroP4PbAJ4B3FaZ92Skf24vewR8ARMQM4HxgBnAZcFD0ZssH\n",
"kYZozwTuySOAISWYa0qaCXwJ+EYjX5CZmZl1haFIAPvq/wed3AcwIq6lj2Q1IvbrY//3ge/X2X8z\n",
"sFWd/S+RRhKbmZmZDZVGJ4AdXQNoZmZm1o6GOgF8rObYY/SuBrL2QFcDaYsaQDMzM7M21X8CKI0A\n",
"3gesWdj7f8D1uR9h3zWAEQuRHqN3FZB1yNPaLYkTQDMzM7PGGUgN4InAZ+rs/zhpmrslNQFD6gdY\n",
"SQDXZwAJoJuAzczMzBrnAXqbaEcjrVh1VFqVNCtJPZUlb/tLAAfdD9AJoJmZmVmjRLxMb42cgA1r\n",
"ztgZGJG3HyYteFHx1vzvQGoAKwY0ErgtEkBJYyVdJemfku6UdEjh2Bcl3ZX3H5P39Uh6oTBlzEmF\n",
"898s6Q5JMyUdX9g/QtJv8/7rJdX+B5mZmZktjSU1A3+wsH0qsDfwfL6/HtJoGlAD2C59ABcAh0XE\n",
"bXk5uJslXUFq794VeENELFD18if3RMT4Os91MrB/REyXNFXSTnkuwP2BJyNinKS9gGNI/wlmZmZm\n",
"y+I+4F15uzcBTIM/3l847/dEvIJ0E/DOvG8burUGMCIeiYjb8vZzwF3AaOBzwA8iYkE+Vi8oi0ha\n",
"D1g1IqbnXWcBu+ftXYEz8/aFwHuG9EWYmZlZt+qrBvA9wKp5+17gjrx9Y+GcHYBV8vYC0tJytTq/\n",
"D6CkHmA8cAOwKbBDbrKdJukthVM3ys2/0yS9Pe8bTe/av5DW/x1dOPYgQEQsBOZJGtW4V2JmZmZd\n",
"oq8E8EOF7YsKa/wWE8BdCttP1KwDXDHoGsB2aQIGIDf/XgAcGhHPShoOrBEREyS9lbT828akQIyN\n",
"iLmStgamSNqivJKbmZlZF7u/sJ0SQGkYsFth/+8L28UEcNPCdl8tnR3bBxBJy5OaZs+JiCl590Pk\n",
"gEXEjZJelbRmRDwJvJz33yLpXmAcqcZvTOFpx9BbIzgb2ACYkxPLkRHxVJ1yTC7cnRYR04boJZqZ\n",
"mVlnqq4BlAS8HVgr73uY1LJZMQt4kuqJoWHxVUAqHgViGmgavPZ06fhXeqeeqastEkClQJ0GzIiI\n",
"4wqHpgDvBq6WtCmwQkQ8KWktYG5EvCJpY1Lyd19EPC3pGUnbAtNJ8+6ckJ/rYuBTwPXAHsCV9coS\n",
"EZOH/hWamZlZB3sCeI7Ul28VUuJXHP07hYjehC0ikG4Edqp5nvo1gHk1kImwzkRgMhwCac6ZvrRF\n",
"AghsD3wCuF3SrXnf4cDpwOmS7iDV+O2Tj+0AfFfSAlIGfGBEPJ2PHQScAawETM0jgCElmGdLmknK\n",
"uj0C2MzMzJZdSujuA96Q9/wOeGPhjN8v/iCmM9AEMJlJWgZuQFS/L6HVIykiYkkJtZmZmdnipIvo\n",
"nXmkaC6wDnlGk8L5HwAuqTn320Qc3cfzvwP4GYUkUGk8RN28pV1qAM3MzMza2W+pnwD+crHkL7mx\n",
"zr6+awAj/kbvyiGJ1GctnxNAMzMzs0aLOA/pdmCTwt7HSE299c5/FOlBYGxh7xLnOx4MJ4BmZmZm\n",
"zRAxA5gxiEfcSIMSwLabCNrMzMysS9TWDjoBNDMzM+twtf0AuysBlDRW0lWS/inpTkmHFI59UdJd\n",
"ef8xhf2HS5op6W5JOxb2v1nSHfnY8YX9IyT9Nu+/XtKGzXuFZmZmZou5md4JneeTRgwPibZIAEmL\n",
"Hx8WEVsAE4AvSNpM0ruAXYE3RMSWwE8AJG0O7AVsTppD56Q8mTTAycD+ETEOGCepMsfO/sCTef+x\n",
"wKJk0uqTNLHsMrQSx6Oa41HN8ajmeFRzPKo5HlnEPODbV6TE7ztVk0Uvo7ZIACPikYi4LW8/B9wF\n",
"jAY+B/wg8vDpiKhUje4GnBsRCyJiFnAPsK2k9YBVI6LSpn4WvUOydwXOzNsXAu9p7KvqCBPLLkCL\n",
"mVh2AVrMxLIL0GImll2AFjOx7AK0mIllF6DFTCy7AC0j4vs7wglE/HQon7YtEsAiST3AeNKaeZsC\n",
"O+Qm22mS3pJPW5/eNX7J26Pr7J+d95P/fRAgIhYC8ySNatDL6BQ9ZRegxfSUXYAW01N2AVpMT9kF\n",
"aDE9ZRegxfSUXYAW01N2AVpMz1A/YVtNAyNpFeAC4NCIeFbScGCNiJgg6a3A+cDGpRayu/SUXYAW\n",
"01N2AVpMT9kFaDE9ZRegxfSUXYAW01N2AVpMT9kFaDE9Q/2EbZMASlqe1DR7TkRMybsfIq+fFxE3\n",
"SnpV0lqkmr3ivDlj8rmz83btfvKxDYA5ObEcGRFP1SmH184rcDyqOR7VHI9qjkc1x6Oa41HN8ag2\n",
"1PFoiwQwD+A4DZgREccVDk0B3g1cLWlTYIWIeELSxcBvJP2M1LQ7DpgeESHpGUnbkubW+SRwQn6u\n",
"i4FPAdcDewBX1pbD6wCbmZlZJ2iLBBDYHvgEcLukW/O+w4HTgdMl3QG8DOwDEBEzJJ1Pmm17IXBQ\n",
"RFQy54OAM4CVgKkRcXnefxpwtqSZwJPA3g1/VWZmZmYlUG9eZGZmZmbdoO1GATeSpJUlrVR2OVqF\n",
"pGFll6GVOB6Lc0yqSXqNpFGS/N0KSFpJ0opll6NVOB7V/P3RS9JqkrYozFnccP6SyiR9EZgJ/FzS\n",
"5JKLUzpJR5Ca17fK97u6/6PjsTjHpJqkQ4GbSP2Kf5b3dW1MJB1G6mt9gqTv5H2Oh+MB+PujjquA\n",
"H5Kmt2sKJ4CApM2ADwPbAd8FPiZp1258Q0paTtK+pP6UywHvlLR8HkDjeHR5PMAxqSVpRUk/AN5H\n",
"+h75KrCbpPWjC/vYSFpF0g9Jk+l/FPg58HlJb3A8HA9/fyxO0muAl4AngLfk+w3X1QlgoZnmFeAZ\n",
"YH5EPAAcSRoRvElZZWs2SasCRFpm5i/A24GLSCOoty+xaKVwPBYnad3C3StJcejamEjaSNLbI+JF\n",
"4FcR8YGImAG8DvgbMKLcEjaXpJF58wXS6/9wRNwZEXcA5wFvKK1wJah8hwAvAtfiePg7NSt8VgCI\n",
"iOeBK4B7SSugbNSMcnRdAihphKTjJY2P3jX1XgM8BqwDEBH/j5SN75If07G/SiStIOk4YIqkfSW9\n",
"LiIeiojHgL+SEuPtJa3ZDb/Q8vvjx6RphPbq9nhUSNqFNEfm+/Ln5om89GLXxUTSsDzF1F+AjSSN\n",
"iIj7lOxEmmVAwB8lfS4/pmNjkj8zPwIuzs2c4yLi0oh4KcdkGGn1pvvKLWlz1Hyn7gesHxF/BBY4\n",
"Ht19jan5rHxJ0hvz/nHAFhFxNGnN311yrNZpZHm6KgFUWkbuPOAA4OjK/oi4FVgeeI+k1fLuU4HP\n",
"5+OdXE1/BGlC7EnAZsCPJI0AiIinSb/k1wXelfd1bCzyF8+xwGqkvhijge9LWgG6Lx5QlbgsR5os\n",
"/YcAEfGCpOW6MSakX+ivAzaJiLMj4iVY9Lr/BWwVEZ8Evgh8vXCs40iaQLqIrwx8G9iS6jVcRZpu\n",
"bD7wf80uX0lqv1OPzT8SXiXFotvj0ZXXGEnbkPr5VT4rWwFvk6SImEnvD4KVgKOADwCLLUYxlLoi\n",
"ASw0Xc0HToqIlYD1JX2kcNqvSF9c2wBExDTSvIOj6TCVeEhaGRgF/CgirgW+DzxHagKvuIb0RbWJ\n",
"pAMlHdjs8jZaIclZG3gLaanBvwOXkr6wvlw4vePjAVWj8yrfEWuQ+rfNl/StvK/SxNnxMSk05wGs\n",
"CdySayveJWnH/OMSYFZEvAAQEX8F/impKc05zVT4ofww6fNycERcQ5qP9dHKeTnpeS2wfJ6k/32S\n",
"9mp+iRur8v6o8536PQrfqRGxgO6Ih68xmdLI3jWBB4FDaj4rj+XvkY2BD0iaTrrmnA3cQvquaZiO\n",
"TgAljZF0FukX2Aq5yvm6fPgY4PDCL5FrgT8D+0j6gaQLgRVITcMdoU485gOrAx8DiIh5wI+AnSW9\n",
"Lu97EXgAOAT4FunD2xGU+nD9EjhM0jr5/TGHNBAIUq3wzcCelQt8J8cDQNJYSacA35Y0LiJeyYd6\n",
"SLU7BwL/Lek/gFWgc2OSm+uWl3QO8BP1dszeCFgrX7h/Suoq8kdJW1RqLyStmx/3DOmLv+3VxOPH\n",
"kl4TEf+OiJskrSrpVGA3YD9JJ0qqLMf5HmAFSScCPyBd+NpenffHKvk7dRRL+E4lrV7VcfEAX2OK\n",
"cizOBu4gtQo8XOezsq+kX5CuO+cBJ0bEe0nXoHVJ16CG6dgEMNdS/J00LcPHI+JlgIh4Lv97Hql6\n",
"9auFh/2aVPUKaem43fMvtrbXVzxIv8TeL2nDfP9fwGXAzvlxo0jNfmdExAa5f2TbkzQG+A2pWXNj\n",
"4GRJbwa+BOwh6dfA70hLBP4ZqPTV6Mh4AEj6Oun/fhYwEvifwuF5wE15kMPjpFV2tpE0vJNjkj//\n",
"65AuYnvm3WeTVgraCdg+Ir5EWpP8BABJnwYuJy1d+bGIWNj0gjdITTw+XNj/LHBpRKxP+gw9D+yf\n",
"D48GNgf+HRFviYiLmlvqxunj/TGZ+t+p78/3OzIevsb0yrH4E6l283+A/6ocq/NZeZFUi/7diDgr\n",
"Nwk/EBGHRERDfzy2y1JwA5aDF6Tk9sWIqHwpr0+qbl0oaXj+Uj4cOFPS8aQRSfdHxN2SvhW9A0Ta\n",
"Wj/xeDIiZiqtnXwc8MEcn1dJy+EREU9Jemslce4grwNejoijYNEHdk9SzfAbSZ20vx0RD0vah5QI\n",
"dnI8AO4B/isi7geQdIGkNSJiLmmg1Bm5tfyfpF+nN+bPUUfGJDfNjCHV0PyZlPD+PSL+L/+C34vU\n",
"xw3gLKBS4/W/wB8i4smmF7qB6sTjbZKujTQAZrmI+EM+7z5JT5NqPyFdBE+JiCfKKXlj1InHWyVd\n",
"k98fl7L4d2rl9f8NOLVT4uFrTDVJa5O6RuwYEbMlzQMm5BaE+ZEUPytPkD8rhdykKTqqBlCF2ffz\n",
"hV2SjpFU+XV+vqSeSoAj4kZSDdATpM7aC/L+Tkn++ovHeUp9HL8KbKY0Kum9pCaKKDy2Uz6Yxff7\n",
"DOBpSW/K9y8BhgEfiohnI+KanPxtReqUO7fywE6JBywWk99HxP1KfVb+TUryTlLqw3YzKUH8SkR8\n",
"GPglqfkK6JyYFOOhlO0+Skp47ya9B94nafWI+BZwP/AZSbuTWg/uB4iIuzsl+RtAPHaU9Nrid6ak\n",
"TYH/zOcSEX/roGRnIO+PUaR+w/9R7zu1U+PR7dcY5X7TEfF4RJweEbPzoZWA10Wa6kU1j6n9rDS3\n",
"tSAi2voGrAWcDqyR7wsYnrd3JQ38+AQp2f01qVPu6qS29U+T+h58quzXUWI8fpSPbUPqg3Ed8Jmy\n",
"X0cj45H/3TC/Fw4qnPsF4Oi8PZLUHeBOYP+yX0czYlI4vjWwb97+JalJa92yy11GPEhzgf4hb+9L\n",
"ah7/S76/BakZ9OJO/w7pJx6XkwYJrQdcSGoC7OZ4XJnvb9ct36ndeo2pjUXNsWH531WAh0jTvFTi\n",
"tXYrfFZKD+AyBv9rOYCvAu+tOVa50K9b2DcOuAsYle9vCSxX9usoOR53V+LRabclxSMf/xRpya6J\n",
"+f4WpP4plS+z7Tvp/TGQmNQ5f1NSDcfq+X4lNmpUGVslHvmL+rWkms7jSTV811YuaJ14W8p4HFM4\n",
"56OVC18n3Pz+GFw88r9dcY0ZyHdpfo+sApxE6l5TPLZ32Z+VtmwClrSLpOuB1wMHAVOB24rnRI5w\n",
"RDxS2L0FqSnrlXzszuiA5l5JOy9DPG4COqaTOvQfj0KzxRWkX2Zfz/02NgZupHd069874f0BA3uP\n",
"9OH1pJhUPjOV7hNtPVfXIL5DVgPeRrrQTyR12l5baf67jjGI75B68XitpO3zOedG78jxtuX3RzVf\n",
"Y3oN5L1REclzpO40I/Pjl8/Hziv7s9JWg0AkDSd94HYAvhkRf83t7iuThtUPqwQ0d0p+VdKKpGr6\n",
"40jNvt+ONBS9I0iqfPEsSzye6ePp206OxztZQjxyHIZFxBylGerXIE38vRnwuUiTk3YMpdnklxiT\n",
"fF7lPbIaqebv+6S5/o6INHKt7Ulai9TheiL9x2N4RNwjaZ9IS0Qi6RngO9Hg0XnNNJDPTD6v4+Mx\n",
"yGtMx8cDFs3pN5jvj468xijN9RgMLhbLRxopfidprfBzopVmFimz+nGgN9IIxJ8Ae9U5tiVp/bxK\n",
"e3uxf8YK+d+30yF9DgrxOJI0tHwtx4OVScst1Tu2pHisVNheu+zXMcQxGQ78Ath8kDFZPv+7Ix3U\n",
"9zF/Zn5K6vM7dhDxGFHZR27+7oTbMnxmOjUeS3uN6eR4fIE0/+fwmmNddY0htQgdR2rGXanmWL/v\n",
"jby9UqPLuTS3lm8ClvQZYDrpl8QfC/uXy6Ow1gKuByL/Iot8fG3gBEmbRMS1EfHrEoo/5CR9mNSJ\n",
"dizpF8WpeX+3xuOTpIlDv6fCag0DjMfPJL0e0sit5pe+obYmLWX4xcqOAcbkRKW1Ov8cEaeVUfCh\n",
"JukLwNWkz8zfyLPrDzAexylNiB3RIfP5LeNnphPjsSzXmE6Mx26kbh9vIy2b+rO8f7lc49U115jc\n",
"enIB6Qf1d0lz9g3mvbEppKUzyyh/f1o6AczB2x24ICIOjYjn1bsu66s52KsC6+T7CyV9QNJnSV9w\n",
"34yIe8p7BUNLqe/aeOCoiPg0cBppOpNujcdapA/g50ijqrbJH0pIv8T6i8e3IuJfpRS+QQqv/zHg\n",
"DODdkj6Q9w0bQEwOj4h7m17wBpG0A7At8NGI2JPUz3P9fHj4AN8jM0spfAPkC9qyfmY6KR7Leo3p\n",
"qHhkbyJ9D3yCNEHz+yR9PL/+V+iiawyp796rkZZve4TUPWAw742WXu+55RJASRsorchADt4lwMuS\n",
"9lBatuvo/Au2YhPgz5JWk3QeaZHlhyLihYho6ELKzZDjsTUsmp/wTaT5pXYATgbeLOmLhYd0ejxG\n",
"VbYjzaV1QUScSqrh2Zd0USN6O9duRAfHA3pjIi2akBVSH6arSAuxV9burQxo2ZgOjknNe+SaiNin\n",
"cJH+C/DBfKyyUkFHv0eUlqTaEiAiHgV+182fmRyPraDqGvNSF19jFr0/sveRByxE6rs3k94VsqCD\n",
"4yFpQ0kT1TtQcCXgTkkbK01mfYqkM5T6ikJaUKBtY9FSCaCko0lLyfxQ0o+UOp/+njSU/EekKTpm\n",
"AB+V9O38sFdJndWvJi3ftm1EXNb80g+9QjyOkfQTpc75h5LWFv0taf6trwO7S/p5fljQgfGQNExp\n",
"wMa/JE3M+5YjjeKF1EdjbeA/ldd3zjr5/VEVk4iISu0FaUqKzSLid+lU3QR8Mx97hQ6MSR/vkeUr\n",
"x/JpM0krl4wo7OvI94jSMn3HAFeSujv8WGlll678zNTE46eSfppf91RSUtNV15g6749j86EfAkdJ\n",
"2k3S90nN4/dL+ko+3nHfHzkW3yddU79Kar4dRhq9vB3ph9KVpOUN1waOLTy8fWMRLdARMVdarAWc\n",
"Txp1uAZpbqVjSb9EtgQ2Kpy7I2ny1eVIwT+ePE9Zp9yWEI/1SNXSZxbOrcxvOAI4ukPj8RFS0vsd\n",
"8kS8eX9xEtI9gUuB1QrHvw38vNPisaSY5GOfAL5C+jX/AGkt303zsR924XukMkfZbsCtNY/ruO+Q\n",
"/Jq/leMhUrP3JcA78vFKZ/2u+MwsIR475ONvAzYsnN/R15g+4vFH4J35+CdJE8D/mjQIYj/gi/lY\n",
"x31/5Pf8b4AVSH1B/wGMycdOzdfXN+T765FW7liZVDPatrEovQCF/4CR+UJVCfp40qisL9Y596vA\n",
"pLy9Ytllb2I8fkzqlPvafEFfJx/bE/hlJ8ajcOEeQWq6HE5qxjsw7x9Wc/4pwJnALbTARJtlxCQf\n",
"m0CqufgbqZniPOBXlceV/RpKfo9cR06EOjEehde1CYVZAoBfAZOLMcvbHf+ZWUI8vpu3l6s5txuu\n",
"MfXicVQf554E7N1p8Sh+dxT2vRf4a+H1rkua4PtDpB8E2wNndUIsSm8Czs02ijQ33/nAx/OhO0hV\n",
"z+MkbZDP3UrSaaTll64GiIgXSyh2w/QTjxuBN0XEY8D/AKdKuoS07uRU6Lx4kLspRMRLEXFfpJF2\n",
"PwU+J+k1EfGK8ois3Jn9zaR5mo6NFphos0GWFJNV8jkzgG0i4h2RBnV8mVSjQUS8VEahG2hA7xFY\n",
"NOfdQ6RpLqg8roxCN0qhf9IDEfFEoal7BOk7lahc/brgM9NPPK6H1L86f4Vs2QXXmCXF47rCectL\n",
"er2kC0jvkduh4+JRyYEWAOT+9qcBfwIOkPQ94FnStGtvIl1nTwT+AO0fi6YngJIOlvQOSetB6nhc\n",
"+TIi1VZsKmmr/CV+HzAGeD5/gR8I3BcREyJiWrPL3ghLEY/R+SL/38A3gPMi9Tu4uJQXMMTqxaPm\n",
"uCL1sbiT1ERBPi+AdwG/j4ieiDi7icVuqKWMyXMRcVM+vkJEzI6IS5pZ7kZZyngon/sYcHpEXN7E\n",
"IjdUnXhUVmupDHKpXODXBGqnO3oXcGEnfWaWMR4HAvd3+DVmQPGINGHx24Ab8zVmRhOL3RB9fXdE\n",
"XvEpIm4BeiLiGFIt8Ovy/Ssi4jvA9yJifERcWNJLGFKV6s/G/yHpg6QRiQ8C/wZWjYhP58TudNKk\n",
"tXNI67O+LiL2z4/7G2l1hn/mC9nL9f9Ce1nGeBwQEXeVU/LG6Ccep5Eu2n8rnF/pw3MJqY/KMdFh\n",
"c/ktY0xeA/wsIh5ufskbYwjicVxEzG5+yRtjMPFQGlB3akTsKmlvYENSTcb8aNZFoMGWMR4bkbrY\n",
"KFpppYZlsIzx6CH1bXspOmA5zEHGYtFsCpIuA/670663FU1ZCi5/EW8HHBYR1yiN0NsRFlW9fy3/\n",
"MidXv/9O0qnAG0n/WbPzuZ2S/C1rPOaUU/LGGGA8apO7dUj9vT4IHNyByd9QxKSTkr+hiEcnJX+D\n",
"jcebgA0kXUqay+zLEfF8s8vdKEMQj69Eh0zkDEMWj5acvHiwBhML9S7h9g7ga8BTdNj1tko0rnPl\n",
"yjX3K0tMrUQaan0NsBd59AyFTrikYdbvA/ZpVPmafXM8ljkexU7ra5FmZ/982a/DMXE82iQee5H6\n",
"Mi221Fm73hwPx2OoY0GqFHsPaUDUfmW/jkbfGtIELOlwUqfzr0XE6cqLJOfq1q+SmuxuIo2qeTki\n",
"Ppsf9xng8uidp6ojOB7VljEef4qIB4vV9J3AManmeFRbxnhcSqrJWBgdMsDD8ajmePRaxlhMjYg5\n",
"lZrAsl5D0zQg8347MIX0H3AjeRFkChl44dz/AK6gdzqTfSrbnXJzPIY+HhR+uXbCzTFxPBocj9eW\n",
"/RocD8ejTWLRUdfb/m6NqgF8fUT8S9L/Ax6MiG9UsvCa8/YEtouILw15IVqI41HN8VicY1LN8ajm\n",
"eFRzPKo5Hr0ci0EYwsx7sclDgTeQ5q97feUcUhv7FqRJnm8B9iw7C27EzfFwPBwTx8PxcDwcD8ei\n",
"VW9LPQ+gpIMkVdrOFYtn18tFxO2kKRi+C4vmuFsIfCz/Z+wQEecvbRlaieNRzfFYnGNSzfGo5nhU\n",
"czyqOR69HIuhsVRNwJLWIs2SPgyYEBFPSxLwPWBGRJyTzxNpbb0rSEupjMznPB4dMtcSOB61HI/F\n",
"OSbVHI9qjkc1x6Oa49HLsRhCA60qJHeiLNw/jrRSxU8L+9YobFeSy9HAPcD9dFB1q+PheDgmjofj\n",
"4Xg4Ho5Fu976bQJWWpv2J8BPJb037+shZd97Ax/KGTkRMbfyuIgIScsDRwFnRsRG0QHVrY5HNcdj\n",
"cY5JNcejmuNRzfGo5nj0ciwaa4krgSjNm3MiaWbwqcA3JMMDOjsAAANiSURBVG0KnAusGBGzJZ0D\n",
"XCPpX8DeEfGSpN2BRyLiekmfi85ZwcPxKHA8FueYVHM8qjke1RyPao5HL8ei8fpbCm5V0hIxO0bE\n",
"s5KeJC2hcjjwlKTNgfeSqlnPioiXCo99Bjpn+bbM8ajmeCzOManmeFRzPKo5HtUcj16ORYP1OwhE\n",
"0rnAdRFxgqRVSbNnb0uaNPFx0oSLI4AjgS2iwztXOh7VHI/FOSbVHI9qjkc1x6Oa49HLsWis/moA\n",
"AX4P7CxpvYh4WNLdwFjg48DFkTNISSt3SfAdj2qOx+Ick2qORzXHo5rjUc3x6OVYNNBA5gG8FngC\n",
"2BcgIm4Adgaeyh0tV8r7T2tUIVuM41HN8VicY1LN8ajmeFRzPKo5Hr0ciwbqNwGMiIdJa+vtImlP\n",
"SRsBLwIv5+MvNLaIrcXxqOZ4LM4xqeZ4VHM8qjke1RyPXo5FYw14ImhJuwAfAd4GnBgRJzayYK3O\n",
"8ajmeCzOManmeFRzPKo5HtUcj16ORWMMaiUQSSsAr0TNsivdyvGo5ngszjGp5nhUczyqOR7VHI9e\n",
"jsXQW6ql4MzMzMysfQ1kEIiZmZmZdRAngGZmZmZdxgmgmZmZWZdxAmhmZmbWZZwAmpmZmXUZJ4Bm\n",
"ZmZmXcYJoJlZA0gaKenzeXs9Sb8ru0xmZhWeB9DMrAEk9QCXRMRWJRfFzGwxw8sugJlZh/oh8DpJ\n",
"twIzgc0iYitJ+wK7AysD44CfAisCHwNeAnaJiLmSXgecCKwNzAc+GxH/av7LMLNO5CZgM7PG+Dpw\n",
"b0SMB75ac2wL4IPAW4HvAc/E/2/nDnGrioI4Dv8GgSFspYKgWAQKR4JBdyMsAMEWkCwARbAkxbMC\n",
"AklTgelB9JU8AYKkr+Z8n5pzcycZdfPP3OSs9aT6XL06vPOuOl9rPT30v72XqYEt2AACnMb8o676\n",
"uNa6qq5m5mf14fD8ojqbmUfVs+r9zJ/Wh6ccFtiLAAhw/34d1ddH5+tuvssPqh+H7SHAnfMLGOA0\n",
"LqvH/9kzVWuty+rbzLyomhtndzwfsDEBEOAE1lrfq08zc1G9qW6vXFhHdX+pb88vq9cz86X6Wj0/\n",
"7cTATlwDAwCwGRtAAIDNCIAAAJsRAAEANiMAAgBsRgAEANiMAAgAsBkBEABgMwIgAMBmfgMzxlNI\n",
"3oJ/3gAAAABJRU5ErkJggg==\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x7f255e580a10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"columns = ['lat', 'lon', 'altitude', 'vspeed', 'track', 'groundspeed', \n",
" 'tas', 'qnh', 'precision', 'gps_altitude']\n",
"handles = last.plot(x='time', y=columns, subplots=True, figsize=(10, 20), linewidth=3)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment