python-awips/examples/notebooks/Model_Sounding_Data.ipynb
2018-02-11 15:31:25 -07:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The EDEX modelsounding plugin creates 64-level vertical profiles from GFS and ETA (NAM) BUFR products distirubted over NOAAport. Paramters which are requestable are **pressure**, **temperature**, **specHum**, **uComp**, **vComp**, **omega**, **cldCvr**."
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"collapsed": true,
"scrolled": true
},
"outputs": [],
"source": [
"from awips.dataaccess import DataAccessLayer\n",
"import matplotlib.tri as mtri\n",
"import matplotlib.pyplot as plt\n",
"from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
"from math import exp, log\n",
"import numpy as np\n",
"from metpy.calc import get_wind_components, lcl, dry_lapse, parcel_profile, dewpoint\n",
"from metpy.calc import get_wind_speed,get_wind_dir, thermo, vapor_pressure\n",
"from metpy.plots import SkewT, Hodograph\n",
"from metpy.units import units, concatenate\n",
"\n",
"DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n",
"request = DataAccessLayer.newDataRequest()\n",
"request.setDatatype(\"modelsounding\")\n",
"forecastModel = \"GFS\"\n",
"request.addIdentifier(\"reportType\", forecastModel)\n",
"request.setParameters(\"pressure\",\"temperature\",\"specHum\",\"uComp\",\"vComp\",\"omega\",\"cldCvr\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Available Locations"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['KFRM', 'KFSD', 'KMHE', 'KYKN', 'OAX']"
]
},
"execution_count": 47,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"locations = DataAccessLayer.getAvailableLocationNames(request)\n",
"locations.sort()\n",
"list(locations)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"request.setLocationNames(\"KFRM\")\n",
"cycles = DataAccessLayer.getAvailableTimes(request, True)\n",
"times = DataAccessLayer.getAvailableTimes(request)\n",
"\n",
"try:\n",
" fcstRun = DataAccessLayer.getForecastRun(cycles[-1], times)\n",
" list(fcstRun)\n",
" response = DataAccessLayer.getGeometryData(request,[fcstRun[0]])\n",
"except:\n",
" print('No times available')\n",
" exit"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Model Sounding Parameters\n",
"\n",
"Construct arrays for each parameter to plot (temperature, pressure, moisutre (spec. humidity), wind components, and cloud cover)"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"parms = ['uComp', 'cldCvr', 'temperature', 'vComp', 'pressure', 'omega', 'specHum']\n",
"site = KFRM\n",
"geom = POINT (-94.41999816894531 43.65000152587891)\n",
"datetime = 1970-01-18 13:45:50.400000 (0)\n",
"reftime = Jan 18 70 13:45:50 GMT\n",
"fcstHour = 15\n",
"period = (Jan 18 70 13:46:05 , Jan 18 70 13:46:05 )\n"
]
}
],
"source": [
"tmp,prs,sh = np.array([]),np.array([]),np.array([])\n",
"uc,vc,om,cld = np.array([]),np.array([]),np.array([]),np.array([])\n",
"\n",
"for ob in response:\n",
" tmp = np.append(tmp,ob.getNumber(\"temperature\"))\n",
" prs = np.append(prs,ob.getNumber(\"pressure\"))\n",
" sh = np.append(sh,ob.getNumber(\"specHum\"))\n",
" uc = np.append(uc,ob.getNumber(\"uComp\"))\n",
" vc = np.append(vc,ob.getNumber(\"vComp\"))\n",
" om = np.append(om,ob.getNumber(\"omega\"))\n",
" cld = np.append(cld,ob.getNumber(\"cldCvr\"))\n",
"\n",
"print(\"parms = \" + str(ob.getParameters()))\n",
"print(\"site = \" + str(ob.getLocationName()))\n",
"print(\"geom = \" + str(ob.getGeometry()))\n",
"print(\"datetime = \" + str(ob.getDataTime()))\n",
"print(\"reftime = \" + str(ob.getDataTime().getRefTime()))\n",
"print(\"fcstHour = \" + str(ob.getDataTime().getFcstTime()))\n",
"print(\"period = \" + str(ob.getDataTime().getValidPeriod()))\n",
"sounding_title = forecastModel + \" \" + str(ob.getLocationName()) + \"(\"+ str(ob.getGeometry())+\")\" + str(ob.getDataTime())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Calculating Dewpoint from Specific Humidity\n",
"\n",
"Because the modelsounding plugin does not return dewpoint values, we must calculate the profile ourselves. Here are three examples of dewpoint calculated from specific humidity, including a manual calculation following NCEP AWIPS/NSHARP. \n",
"\n",
"**1) MetPy calculated mixing ratio and vapor pressure**"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"t = (tmp-273.15) * units.degC\n",
"p = prs/100 * units.mbar\n",
"\n",
"u,v = uc*1.94384,vc*1.94384 # m/s to knots\n",
"spd = get_wind_speed(u, v) * units.knots\n",
"dir = get_wind_dir(u, v) * units.deg"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"rmix = (sh/(1-sh)) *1000 * units('g/kg')\n",
"e = vapor_pressure(p, rmix)\n",
"td = dewpoint(e)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**2) metpy calculated assuming spec. humidity = mixing ratio**"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"td2 = dewpoint(vapor_pressure(p, sh))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**3) NCEP AWIPS soundingrequest plugin**\n",
"\n",
"based on GEMPAK/NSHARP, from https://github.com/Unidata/awips2-ncep/blob/unidata_16.2.2/edex/gov.noaa.nws.ncep.edex.plugin.soundingrequest/src/gov/noaa/nws/ncep/edex/plugin/soundingrequest/handler/MergeSounding.java#L1783"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/mjames/miniconda2/envs/python-awips/lib/python2.7/site-packages/ipykernel_launcher.py:8: RuntimeWarning: divide by zero encountered in log\n",
" \n",
"/Users/mjames/miniconda2/envs/python-awips/lib/python2.7/site-packages/ipykernel_launcher.py:8: RuntimeWarning: invalid value encountered in divide\n",
" \n"
]
}
],
"source": [
"# new arrays\n",
"ntmp = tmp\n",
"\n",
"# where p=pressure(pa), T=temp(C), T0=reference temp(273.16)\n",
"rh = 0.263*prs*sh / (np.exp(17.67*ntmp/(ntmp+273.15-29.65)))\n",
"vaps = 6.112 * np.exp((17.67 * ntmp) / (ntmp + 243.5))\n",
"vapr = rh * vaps / 100\n",
"dwpc = np.array(243.5 * (np.log(6.112) - np.log(vapr)) / (np.log(vapr) - np.log(6.112) - 17.67)) * units.degC"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## MetPy SkewT and Hodograph"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
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6Wmu9QmudorUeprVu+X4m9UCs4AaxgntodVbwLVugoACGDYNrtOC6XK7qG8n1\nTlVVFWlpaeJuAFRWVpKRkUHv3r2DLUrQqaioICsri549ewZblKDjdDq5cOHCde96AVBaWsrly5fp\n2lXiWxSUltIZ+EHPnsQ1YD2SP2hOPuGCRU5ODhEREcTFxQVblKBz8eJFYmJiaNu2bbBFCTrZ2dl0\n6NCBqKioYIviH9auNX8bYAXPzMwkMTGRiIgIPwvV8sjIyKBLly5i+cVYwbt3705YkG6ozYnU1FR6\n9eolVnCM5bdPnz5iBYdqF77r3QoO0OfiRT4fOJCEhGteT+k35IxsZritnWL5FSu4nVbn/1xVBeut\nZR/XqISL/7OHqqoq0tPTxf8ZYwU/e/as+D9jrODnzp0T/2egvLycixcvXvf+z2Cs4Hl5eSQnS6qV\n4uJiHA4H3ZKSiAzig6oo4c2MnJwcIiMjiY2NDbYoQadV+T83kqysLDp27Nh6rOB79sCFC9C7Nwwf\nfk1Nz549S1JSkvg/YyKidO3aVazgGP/nHj16iBUcj/+zWME9/s9iBafanfF6t4J/fPkyKw4epFNK\nStDHQs7KZoRYwT20OstvI9Batz7/Z3tUlGuYBF0ul/g/W7ijgIj/s0QBseN0OsnOzhYrOJ4oIOL/\nDCUlJRQUFNC5c+dgixJUtNb8y+nTvOZ08nFVVbDFESW8OXHx4kXatm0rUUAw/s/t27cXKzjG/7lV\nRQHRusH+4BkZGXTu3Fms4EgUEDupqakSBcRC/J89iP+zB7GCG9ZfusTBkhKSwsJ4okuXYIsjSnhz\nodVFvmgEYgX34HK5OH36dOuygh86BGlpkJhokvTUE4kC4kGigHhw+z9LFBCP/7NEATH+z7m5uXRp\nBopWsCkuLqaoqIikpKRgixJUXLa44D/s1YuoZvDQLkp4M+HChQvExsZKFBDg3LlzxMfHtx7/50bQ\nKqOAuF1R5syBa5gEJQqIB/F/9iD+zx5OnTpFSkqKWMERK7gdsYIb1ubkcLi0lC5hYSxrJotT5Upt\nBogV3INYwT202iggDciSKVFAPIj/swfxf/Yg/s8eSktLyc/PlygggMPhoLi4mMTExGCLElSqbFbw\nH/XuHdSIKHZECW8GSBQQD1lZWXTq1Kn1+D83glYZBeT0aeOOEhcHt99e72bi/+xBsiB6OH36tPg/\nW0gUEA8nTpwQK7jF8ePHxQoObM7L41hZGd3atOGRZvRwJldrkBEruAd3FkSxgnus4K3O/9ltBb/7\nbqjnw4X4P3uQLIgeJAuih7KyMi5duiRWcCQKiJ2ioiLKysqCmoymuTAmNJQ/tmnDiwMHEt6MHlSb\njyTXKa0uC2IjcEcBaVX+zw0cnur7AAAgAElEQVTkzJkzdOnSpXVZwcGjhN93X72bSBZED5IF0YNE\nAfEg/s8e3GF+ZSyoTnYnYwHHjh1j7qBBzOjYsV718/LyePvttwMslSjhQUX8nz20Wv/nBtBq/Z+z\ns2H3boiIgGnT6tVEsiB6kCyIHiQLogeJAuLBHQXkevd/BigsLKS8vJxOnToFW5SgUulysSM7G601\n8fHxV5Xn5OSw3sre/NFHH1U/sHzzzTfMnz+fzMzMgMonSngQaXVZEBuB2/9ZrOCtOAvi+vUmRvjU\nqVDPWPgSBcSDRAHxIFFAPIj/swex/Ho4fvw4AwcODLYYQeeNCxeYdPw4K6OjOXPmDACrV6+uPkd2\n7drFnDlzyM3NZcKECQD8/ve/r/4/0MYwmcGCRKvMgthAWq3/cwNo1VkQrzEqikQB8SBRQDy4o4CI\nFdzj/yxRQEwUkJKSEvF/BgoKCqioqKBjPV0vWisVLhfPWhFRKo8eZfz48VRUVHDrrbcCsGrVKmbP\nng3AyJEjiYuLY8SIEXz3u98F4O9//zsVFRWkp6cHTEZRwoNEq8uC2AgyMjJITk5uff7PDaDVRgHJ\nz4fNm01c8HvuqVcTiQLiQfyfPYj/sweJ/+xBrOAexApuWHn+PBkVFfSLiCBu3z7OnTvHypUr6dy5\nM0lJScybNw+A119/nYyMDHJycvjss88A+NWvfsX06dMBrjCK/f3vf0dr7TcZZUYPAq0yC2IDkSyI\nHlp1FJAPP4TKSrjlFqiHj6JEAfEgWRA9iP+zB8mC6MEdBeR6938GyM/Px+Vy+fR/vp5wulz8LC0N\ngJ/16cORr78G4Ic//CFOp5PDhw8DRgFftGgRAMOGDSMmJoaxY8fygx/8AICNGzcCxh0Q4O677+bp\np5/2m5yihAeBVpkFsYFIFkQPrToKyDW6oqSmpor/s4X4P3sQK7gHsYJ7ECu4B/dYXO+8mp1NZkUF\ngyIj+VZiIqdOnQKMC9crr7xCp06d6NGjB0uWLAGMa8qFCxc4f/48mzZtAuAXv/gFd9xxB0C10XTe\nvHn88Y9/xOVy+UVOmdWbGIkC4qHVRgFpAK06CkhpKXz0kfl/zpw6qzudTokCYiFZED2UlpaSl5cn\n/s8Y/2eHwyFRQDBRQJxOp1jBMWH1ADp06BBkSYJLWVUVP7dZwUOAc+fOAeYN0r//+79TVlbGl19+\nCcDLL7/MQw89BMDAgQOJjo5m8uTJ/OhHPwJg27ZtgHnAeeONNwB4/PHH/SJrKzS5+aZTp05XKTiX\nL18mPDyc2NhYv+2nuLgYh8NBQkJCQCxXVVVVFBQUUFVVRXx8fJNbCp1OJ8XFxbhcLjp27IjL5Wqx\nFrqWPmG5XC7Kyspo06YNYWFhFBcXEx0d3eTHo6qqipycHOLi4mrO+jpokPl7Danq7TgcDsrKyoiP\nj/fb76uqqqKwsNDn8U9PT+fSpUt+2U9jkCyIHsTy60Esvx6OHTsm/s8Wx44dY5B7rr2OKamq4iaX\ni4zoaO5LSODy5ctX+HGXl5fz4osv8t3vfpf+/fvz+OOPs2zZMtauXct9991HVlYWH330EVFRUfz4\nxz/mZz/7GWAUdK01Dz/8MK+88govvvgiTqeT7du3AzToYrxulPBevXqxf/9+wCjKUVFRlJaW0rZt\nW7/0X1VVxUcffURGRgZz584NiD9WcXExzz//PGPHjmX8+PFNpoC7Fe333nuP7OxsRo8ezfDhw1u8\nO83KlSsBWLp0aVDl8AeFhYVs3ry5+uZ8yy23NKlP4IULF1i/fj1RUVHcf//9NSvjDURrzWeffcaB\nAwd48MEH/WoZLikp4eTJkwwfPrx62+jRo/3Wf0MpLS3l8uXLDBkyJNiiBB13FJAbbrgh2KIEHcmC\n6MFukLreyc3NJTQ0lPbt2wdblKBTVVDAj9q2ZfjIkYQoxenTp4mIiKC8vBwwutSzzz7L448/zuef\nf0779u157rnneOqppwBISUmhrKyMadOm8fOf/5yf/vSnbN26lcmTJzN58mR27twJ4O062qCb3nVn\nXiksLOTVV1/l5MmTflPAwSiqERERPProo36fEHJzczl48CBt27Zl+fLlTJo0qUkU8PPnz/PBBx/w\npz/9Ca01d911F08++SRjxoxp8Qp4ayMuLo45c+bw9NNPk5CQgMvloqCggC+//JKKioqA7z8pKYnH\nHnuMwYMHExERQUFBgV9XkCuluOWWW5g+fTo5OTl+6xfMItBt27axa9cuv/bbWMT/2YNYfj3IWHgQ\nK7gHGQuD1rr6Ggmz3iCePn36Kh9up9PJ888/T7t27Rg2bFj1Ysv33nuP8vJy5syZw+bNmwEICQlh\n8uTJgHFNqaysZNSoUfzud7+zW9mLGyLvdWMJB2NBeO2117jxxhv9tnDh/PnzbNy4kXnz5nHnnXf6\npU83LpeLPXv2sGPHjuq4lv58cPCF1hqlFJs2beLgwYOMGjWKRYsWoZTyu3VT8D/R0dHVSQZycnI4\nevQoGzduZPjw4UyYMIGYeibJaQghISGMGjUKgE2bNlFQUMCsWbP8GqvWfZM5cuQI586dY8qUKY12\n1WjXrh1Lly5l5cqVKKUYN26cP0RtFG7/52HDhgVblKDjdvET/2fJgmgnPz8frXWLdSf0J5cuXaJN\nmzbExcUFW5SgUlxVxbQDB7inTRsm2HSlEydOUFJSckXdkpISvv/973P8+HGOHTsGcMWDrTuL5oAB\nA1i2bBmLFi0KyBx0XSnhX331FSNHjqxWUhrL6dOnWbt2LdOmTQtIRIudO3eSmprKY489FvDXbcXF\nxezZs4cjR47w5JNPMnbsWG677TbxRW3BJCQkMH/+fPLy8jhw4ABgFPP8/Hz69u0bUEvanDlz2Ldv\nH6+88gp33XXXFa4e/qB3797s27ePNWvWcN999zX6+ouLi2PJkiVkZWX5ScLGIf7PHsTy60HiP3sQ\ny6+H48ePywM78HxWFjtKSihr25Yf2LZ//fXX1Zbw6OhowsLCKC0tpaKigpdffhmAbt268dRTT7F4\n8eImXfx93SjhFRUVTJw40W8TeUlJCRs2bOChhx7yaxQHrTW7d++mX79+jB071q8y18TRo0d5//33\nGTp0KPPnz6dNmzYtMmSg0+nE4XBQVVVFQkICx44d4+zZszgcDpxOJw888ABnzpxh586duFwu8vLy\n6N27N06nk1WrVhESEkJISAi9e/dm3Lhx7N27l7KyMmJjY4mLi6Nv375UVlYSGhraohSCDh06VIdZ\nysvLY+PGjezYsYMpU6YELAJJSEgIN998M/3798fpdFJZWUlRUZHfrFbR0dEsXLiQdevWsXHjxuqk\nCo2hXbt2tGvXjoMHD/pBwoYj/s8eJAuiB8mC6CE3NxellPg/YwwrkZGR170VvKiykv+20tL/IiXl\nint09+7duemmmxg1ahQ33ngjQ4cOZfDgwbRr1y5Y4lZz3Sjh5eXlflOcMjMz6datGytWrPBrlsfi\n4mLWrVtHWVkZQ4YMCagiXFlZyYEDBxg4cCBdu3Zl2bJlLeK1nsPh4Ouvv6aoqAiHw8GAAQMYMmQI\nv/3tb3E4HMTGxtKnTx/uueceKioqiIyMJCEhgYiICJRSJCQkMH78+GqFOyEhgdDQUCZOnIjL5cLl\nclW7bERHR+NwODh79ixVVVX07duX3bt3s3XrVtq2bUtsbCz33nsv4eHhfPHFF3To0IHk5GQ6derU\nbN8gdO/enSeeeIJDhw7x8ccf8/DDDxMSEhKwNQbucyo9PZ13332XGTNm+G2hYVhYGPfff/8VEXv8\nEeko2KERxQruQazgHsQK7uH48eMMHjw42GIEHbf/s7/fNLZE/pCVRW5VFWNjYpjqpcv89re/DZJU\ndXPdKOH+8IXVWrNp0yaOHz/OsmXL/KqAa61588036dOnD7fddlvAlCKXy8XXX3/Nli1bSExMpH//\n/s1W+b506RJHjx4lOzubc+fOce+999KhQwfy8/OJi4sjKSmpOlvck08+SXh4+BU3a1+v52JjY30q\nar5ilftqP2nSJMaPH4/D4aCoqIi4uDhKS0txuVycOnWK7du3M2bMGMaMGcPGjRtJTEykS5cuzUox\nDwkJYcSIEQwfPhylFKtXryYiIoLJkycHzLLUq1cvFixYwJo1a0hLS+Puu+/2i2KllCIiIoKjR4+y\nbds2Fi5c2GhLYTCvB3cWRLmpShZEO5IF0cPly5cJCwtrFlbMYJOTk0N0dLRfwyy3RAorK/llDVbw\n5s51o4Q3lqqqKj744ANycnJ4+OGH/aaAu1wuDh48yPDhw1m8eDGRkZF+6dcbrTUVFRU4nU4OHTrE\nvffe26xSgmdlZZGamkp2djbZ2dk88cQTOBwOSktLGTRoEFOmTCE+Ph6llE/Xg4ZEa3nzzTcBWLBg\nwTW1Cw0NrXZdAAgPD+f222+vLtdaV1vUT58+zWeffUaPHj2YPXs2n3/+OeHh4c1CMXdPVLNnz2b3\n7t289NJLjB8/nokTJwZkf126dOHb3/42J06cQClFWVmZ3873ESNG4HK5WLlyJXPnzm2xyW3ECu5B\nrOAeJAuih+PHjzN06NBgixF03FbwkSNHBluUoPPbzEzyXS4mxsZyewtzURIlvJ5orYmNjWX69Ol+\nU8CLiopYu3YtSikGDRoUMAU8IyODTZs2kZyczLRp01i0aFFA9lNfXC4XmZmZnDhxgtzcXB588EHO\nnz9/hcIdHh5Or169AppBMlCh+5RShIaGMn78+Opt7kUhISEh1Yp5eHg43/72t7lw4QIxMTEBj3xT\nE5GRkdx2223cdNNN5OXlobVm//79DB8+3K9ve8A8LA0bNozS0lKef/55br/9dr/dRG688Ubatm1L\nXl5ei1TCHQ4HxcXFEgUEyYJop6UnFfMnly5dIjw8/Lr3fwa4ePEiMTExAY141RJwac0bVjbMlmYF\nB1HC68TpdPLRRx9xxx13XGHtbCwOh4OXX36ZUaNGMWnSpIBZRNetW0d6ejq33XZbUFdPO51OcnNz\n6dy5M++++y55eXn079+/OlKNO7Rda8V9fEePHl2dCKayshKAb775hr1795KYmMiAAQMYP358UCYS\n94ReXl7O2bNn2b59O5MmTWLUqFF+d4+Kiopi0aJFvPvuu5w7d45p06b5ZR9ua+EXX3xBTEwM/fv3\nb3SfTcXx48fFCm5x7NgxsfxaiC+4wW35lQXLZixOnDjBjTfeGGxRgo4CnnM6OZ+Swq0tzAoOooTX\nitPp5K233qJ9+/ZERUX5rd/8/HzatWvH/Pnz6dy5s9/6dVNeXs6hQ4cYPXo0N998MzNnzgxICMX6\ncPDgQY4cOcKZM2cYNGgQc+bM4b777muR0Vf8jfuY3HbbbUyaNIn09HTOnz+PUordu3dTWFjIgAED\n6NGjR5O6rURERHDfffdx/vx5Nm3aRPv27QOizCYmJvLYY4+xadMmKioq/KroJyYmsmrVKu65554W\nocxJFkQP7iyIEgXERAEJCQmRKCAYK3hkZOR17/8MJkNxbGxs0N6eNifOnTtHl44duat792CL0iCa\nx0qxZojWmtWrV9OhQwdmzZrlFyXI5XLxySefsGrVKrTWAVHA09LS+NOf/sS5c+eoqqoiOTm5SRXw\nS5cusW3btupMU6WlpQwfPpxnnnmGOXPmAIgC7oOwsDD69u1b7Y+dkpJCZGQkn376Kb/5zW+oqqqi\nqKio2nreFHTu3JkFCxbQr18/Dhw4wIcffojT6fTrPiIiIpgxYwbh4eG88847XLhwwS/9duvWjfnz\n5/P++++Tmprqlz4Difg/exAruAcZC4M9C+L1jtsK3pLe8gWKzbm5fGVlFm6piCXcB1VVVYSGhnLn\nnXeSlJTklxtjaWkpf/vb39Bas2TJkoBYNtPT01m3bh0zZ84Mykm5Zs0a0tPTq2NwAowdO7bJ5agv\nzXkSS0xMJDExkVtvvZXS0lJCQ0M5dOgQu3fvZsSIEYwePbrJrGNKKQYPHkxmZiYvvPACs2bNonfv\n3n7dR0hICIMGDeL111/nnnvu8cvr9y5durB48WLi4uJwuVzNJjqNN5IF0YM7C6JEATFRQNq0aSNR\nQPBEAbne/Z8BsrOzadeu3XWfwfqS08k9X39NuFIcDwkhMCvqAo8o4V5UVFTw1ltvMXbsWL8+dVdW\nVtK1a1duvfVWvysDqampVFZW0q9fP5YvX96gSCENoaioiAMHDpCbm8t9993HpEmTuPfeewMWXtHf\n2BdONmfcrlATJkxgwIAB7N+/n7/+9a8sX76c0tJSoqOjA25BjYqKYvbs2Zw4cYIjR47Qu3dvtNZ+\n3e+wYcOIj4/n3XffJSEhwS/uCImJiWiteeONNxg7dmyzfPASn18PkgXRw7FjxyQLIh4ruPg/m7E4\nefIkY8aMCbYoQed/MzIo0Zpb2rcn0c8BBJqS5mkaChKVlZWsWrWKuLg4v1mSMzMz+dvf/kZMTIzf\n08CXl5fzwQcfsH79+uosjk2lgH/66ac8//zzFBcXVy+uTEpKajEKeEulU6dOTJs2jRUrVhASEsLW\nrVv5wx/+wM6dOykpKQn4/vv378/MmTMpLS3lpZdeIi0tza/9d+3alRUrVtCxY0dSU1Oro8o0BqUU\nU6ZMYf369Zw6dcoPUvoPyYLoQbIgesjJySEiIkKigGCigIj/s+HcuXPEx8f7dY1aS+SC08lzWVkA\n/NxHjo+WhCjhNnbu3Flt8fOHsnzixAnefvttbrjhhoBYKt9//32qqqp48sknSUlJ8Xv/dsrKyti7\ndy+rV69Ga80NN9zA9773Pe6+++7qhDktjZUrV7Jy5cpgi9Eg3OfTjBkzuP/++8nJyamOe15aWorW\nOqD7j4qK4rbbbuO9997zu694mzZt0FqzZ88eVq9e7ZdQkl27dmXu3LmsX7+e0tJSP0jpH8QK7kHG\nwuD2+RX/Z48VvDm+wWpq3Fbwluz/7C/+58wZSrVmZocOjG7hD6rijoI5ucvKyqotuv5QwC9fvsyG\nDRuYN28e3bp1a3R/bsrLy9m+fTsTJ05k9uzZTbLIcffu3Wzfvp2UlJRqH+9ALCoVrh2lFF27dqVr\n167VVuP33nsPh8PB2LFjGTZsWMBcVfr378+TTz7Jpk2bKC0tJSwszG9vepRSPPTQQ2zYsIE33niD\nefPmNdr60717d5588kmioqIoLy9vsrdGNSFZED1cvny5OgnW9U5OTo5EAbE4f/68+D9bZGVl0alT\np4DlE2kpZJeX87wVF/xnLdwKDmIJB2Dbtm1s2LCBsLCwRkcS0Vpz6dIlOnbsyPLly/2qgLsjn5SU\nlKCUCqgCXlxczObNm6msrCQlJYUVK1bwwAMP0LNnT4ng0ExxK8Dz5s3jtttuY9++faxfvz6g+4yK\nimLmzJm0a9eODz/80K9W8dDQUObMmcPgwYP9ptxHR0eTk5PDCy+8QGFhoV/6bCgS7cGDWMENYgX3\n4Lb8ihXcRFY7deoUffv2DbYoQee/zpyhXGvmxMczshU8qF73Svi+ffv4+uuvmTlzZqP70lrz6aef\nsnbtWlwul1+f3ouKinj//feZMWMGs2fPDtjTcHl5OVu3buWPf/wj5eXlVFVVkZiY2OJWpVdWVpKX\nl0dubi5gEuLs2rWLHTt2sGPHDsD81ry8PLZs2cK2bdvIy8ujrKyM3bt38+WXX3Lq1CkKCgoAAu7e\n4U+UUvTr149HHnmEqVOnUlFRwbvvvsvZs2cDut877riDiooKXn75ZS5fvuyXPpVSjB07lrCwMN58\n801ycnIa3WdCQgI33XQTf/3rX4PmmiJZED1IFkQPFy9epG3bti1uvg0E2dnZfs/R0VLJysoiISHh\nureCA9xYWcnQsLBWYQWH69wdxeFwsHv3bhYtWtToRR8ul4v333+fy5cvs2jRIr9Z7pxOJ9988w0j\nRoxgxYoVAVv4WFlZidaaixcvkpuby7Jly5qtguBWiAsLCzl69ChFRUU4HA6GDRtGnz59+OUvf0lF\nRQUxMTEMGjSIu+66i+LiYoqKiggJCbnibUdISAhKKVwuF1prXC4XBQUFnD9/HofDQd++fRk3bhwv\nvPACTqeTmJgYkpOTufvuu0lLSyM/P58OHTrQuXPnZjdBKqWIjo7G5XLRt29f1qxZQ3JyMnfeeWdA\nFgJGRUUxZ84c9u/fT3p6ul/3ERoaytChQ3nttddYsGABycnJjepv/PjxOBwOtmzZwowZM/wkZf0R\ny69BsiB6kCyIHiQKiAeXy8Xp06cZN25csEUJOlVVVfS8cIEDEyYQ3oIjoti5bpXwgoIC4uLiWL58\nuV+S2ZSVlaGUYuHChX47OfLz81m1ahWdO3fmhhtuCIgC7nK5OHz4MFu2bGHy5MkMHz6c7s0o85Q7\nDF5mZiZHjhwhOzub7Oxsli1bhsvlIjc3l9jYWBISEoiPjyckJITvfOc7REZGXuE2c9NNN13Vt/tm\n5102bdq0q+o+/vjjOByOKxLmlJaWcubMGb744gsuXLjA9773PQoLC0lNTSU5OZnk5ORmoZiHhIQw\ncuRIhg0bxr59+ygvL6esrIzy8vKA+OCOHj0aMG8fioqKGDNmjF9cmIYPH06bNm14++23WbFiRaN8\nupVSTJ06lcrKSkpLS4mIiGiyOOKSBdGDZEH0IFkQPUgUEA9nz54lMTEx6GtYgo3WmjNnztClS5dW\no4DDdaqEX758mVdffZVHHnmk0dY6l8vFzp07ufnmm5k1a5afJDQ3p9dee43x48czduzYgPhhV1ZW\n8sorrxAWFsacOXPo2bOn3/fREE6ePElqairZ2dnk5ubyzDPPUF5eTtu2bZk0aRLJycnVrj6+rJj1\nnbh9KeY1ERYWRvv27a9QnAYPHlydlMidDKaoqIiCggKOHTvG+fPnmTt3LsnJyXz55ZckJyfTtWvX\noE0gYWFh1daU1NRU1qxZw/Dhw5k0aVJAFj4lJyezbds2Lly4wIwZM/zysDt48GC6d+9OREQExcXF\njVJY3OsqPv74Y0JDQ5vMIn7s2DGGDBnSJPtqzrit4CNGjAi2KEHHbQV3P8Bez7it4M050VtT4XK5\nSE1NrQ4acT2z/MQJUs+d44VruG+3BJqFT7hS6lWl1EWl1GHbtmeVUllKqa+szwxb2b8qpU4ppY4r\npe66ln2VlZXx9ttvM2XKFL8o4OvWrSM9Pd2vSnJJSQkdOnTgwQcfZNy4cX5XwC9evMj+/fsJCwtj\n1qxZPPLII0FTwKuqqkhLS+Pjjz/mvffeA8wbgLZt23LLLbfw5JNPopQiJSWFiRMnkpKS4jeFsaKi\nwi/h78CzKDIpKYnp06fzyCOP8C//8i/07NmTyspKCgoK2Lx5M7/+9a/58ssvAeMOFSz69OnD8uXL\nqaqq4vnnn6esrMzv++jQoQOPPvoopaWlfPLJJ37rNzY2loKCAl544QXOWavkG8Odd95JamoqX3zx\nhR+kqx3JguhBsiB6kCyIHjIzM8X/2SIjI4Pk5ORWZfltCGmlpfw5O5v/pxQVzTTzcUNpLpbwlcBz\nwOte23+jtf6VfYNSajAwFxgCdAH+n1Kqv9a6qj472rNnDykpKY32u9Nas2HDBhwOB/PmzfNLpJKq\nqio++eQTLl26xOLFi/3uFuJyudixYwd79+5lypQpAI32rW0IZWVlFBQUkJSUxBtvvEFlZSX9+/dn\n5MiRwLVZqBuDO6720qVLA9K/WzGPjY1l+vTpANWLXcvKynj++edp3749/fv3Z+jQoU2etjwmJoYZ\nM2YwefJkIiMj2bt3L3369CEhIcFv+wgPD+fBBx+kvLyckpISCgsL/RLesl27dsycOZO33nqr0T7i\nkZGRzJs3j9dff52BAwcGVBGSLIgGyYLoQfyfPYj/swe3gWrixInBFiXo/Cw9nUpgYWIiA1rZg2qz\nUMK11tuVUr3qWX02sEprXQ6kKaVOAWOA3XU1LC8v55ZbbmmwnHbcESj69evnFwW8pKSEd999l7Cw\nMB588EE/SHg1O3fu5MyZMzz++ONBscR9/vnnHDt2jKysLEaOHMm0adNYuHChX9wUWgp2v77vf//7\nZGRkcPz4cTIzM+nYsSObNm2iV69e9OrVq8nGxa10hoWFsXLlSsaNG8f48eP9GvM7MjKStLQ01qxZ\nw/Tp0xk6dGij+x04cCBaa7Zv385DDz3UqL46duzIihUrCA8P99vbEW/c8Z8lCoj4P9sR/2cPmZmZ\n4v9skZGRQZcuXZokF0hz5lRJCW9cuEAo8JNevYItjt9p7trPU0qpxcB+4B+11nlAV2CPrU6mta1W\nSktLefPNN3n44Ycb7d6xefNmevTo4Ve/zsLCQrp16+b31PZun/V+/foxbtw4Jk6c2GRxvp1OJ4cO\nHaKiooJx48bhdDoZM2YMKSkp1RPL9aSAexMSElKtcIOxfERFRbF9+3bWrFnD5MmTm9QvctSoUaSk\npPD+++8TGhrqd2tU7969WbRoEatWreLSpUtMnjy50X0OGjSIgQMHUlxcTGVlZaMeLsPDwzlz5gwf\nf/xxo+Xyxm35HT58uN/7bmmI/7MH8X/24PZ/Hj9+fLBFCTpVVVWkp6eLFRz4aXo6VcDSpCT6tjIr\nODRvJfwF4OeAtv7+GngE8KVB+gzi/NJLL/HSSy8Bxtowc+bMRiuge/bs4ejRo36bNI8fP05GRgZ3\n3nmn37NQXrx4kXXr1hEdHc0NN9zQpArvxo0b+eKLL+jVqxc333wzgEwodRAaGsqECROYMGECDoeD\n0tJSKisrWb16NcOGDWPw4MEBP4bt27dn4cKFuFwusrKySEtL86tVvHPnzixbtozMzEzA3GwaG/VH\nKcWJEyfYuXMnjzzySKPcSXr06EFSUlKj5PGF2/9ZooBIFkQ7kgXRw9mzZ0lKSrru/Z8B0tPT6dq1\n63VvBT9eUsJbFy8SBvy4FVrBoZkszPSF1vqC1rpKa+0CXsa4nICxfNudpbsBPldnPf744+zfv5/9\n+/fTtWtXEhMTGyXT0Xp75UcAACAASURBVKNH2b17NwsXLvTLDeSrr77igw8+qI6w4U9cLhfvvfce\no0ePZsGCBQF3P6mqquKbb77hs88+A6Bbt2488cQTPPTQQ9WWXqH+xMTEkJCQQEhICKNGjeLQoUP8\n5je/4fDhw3U3biRKKUJDQ2nbti2pqam88sorfkmS46Zt27YMGDCAjIwM/vKXv/glYc7IkSMZOHAg\nb731VqMydiql/JK4y47bCi6Z/zxWcBkLyYJox20FT0lJCbYoQaeyspKMjAz6tJJkNI1h46VLaK15\npHNnerdSd61mq4Qrpewrre4F3NrHBmCuUipCKdUb6Ad8Xld//rA0dO/enYULF/pFoU1PT2fLli0s\nWbKErl3r9KapNxcvXuT9998HYNmyZdx4440Bdz/Zs2cPv/vd7/j888+rI84MGjSo2UeAGDFiRLMP\njxYSEsLAgQNZuHAhjzzyCMnJyZSUlLB69WpOnjwZ0Eye7du3Z9GiRYwcOZJ169b5fV/du3ene/fu\nvP7665SUlDS6vylTptC5c2eysrIa1Y+/3zZcvHiRmJgYiQKCiQLSoUMH8X9GsiDacfs/ixXc6Abd\nu3e/rl013dxZWsrHXbrwk969gy1KwGgWSrhS6m3MwsoBSqlMpdSjwP8qpb5WSh0CbgOeAdBaHwHe\nAb4BPgZW1DcySkM5d+4cq1evpm3btn6JHFFcXEzPnj157LHH/BYRQ2vNrl27eO211+jSpQtKqYAm\nH7l48SJbt24FTCi6hQsXsnTp0oBY9QNFS1DC7XTs2JGOHTsSHh5O//792bJlC7///e9JTU0N2D6V\nUowePZpHH30Ul8vF+vXryc/P91vfU6dOpW/fvmzcuNEv/c2cOZPevXuTmpoa0AeU+iKWXw9u/+d+\n/foFW5Sg444CIlZwTxQQsfwaK/jZs2fl7TEmhPC5c+eY0rcvXVrxQt1m8ailtZ7nY/MrtdT/D+A/\nAieRh/z8fN5++23uvvtuv1iUd+zYwbFjx3j00Uf96h969uxZDh8+zLJlywKaiS8/P5+tW7dy6tQp\nJkyYgNaaAQMGBGx/gcRtfW1pvqlhYWGMHDmSkSNHkpmZSVxcHHl5eZw9e5Zhw4YF5M1HSEgIWmsS\nExN55ZVXeOCBB/wSW14pxe23305VVRUOhwOXy9Xo6CEul4utW7eSlpZWHYozWEgUEA8SBcSDZEH0\ncObMGfF/tkhLS6NHjx7XvRX8aHExO06d4o5evQKSKbw50Sws4c2VqqoqVq1axYQJExg4cGCj+tJa\ns3XrVg4ePMhDDz3kN0WpsLCQo0eP0qNHDx577LGAKeAlJSVorUlPT6ddu3Y8/fTTAUkk1JS88847\nvPPOO8EWo1F069aNuLg4nE4nn3/+OS+++GLA3FSUUowbN445c+bw7rvv+tUiHhYWxsmTJ1m5cmWj\n+w0JCWHu3LkcPnyYr7/+2i8yNgSxgnsQK7gHt/+zWMHNPfbMmTP0bsXuBvWloqKCzMxMsYID/3r6\nNI/n5bG2lSvg0Ews4c2V0NBQ7r77brp169bovhwOB+np6SxZssRvvqGZmZm888471dFHAuF+Ul5e\nzp49e9i7dy+LFy9uUe4bbiorK3E4HCilaNeuHdnZ2ZSXl1+RJbKgoIDCwkJCQkJo06YN8fHxLcoa\nkZSUxKOPPsrx48fZtm0b3bp1o02bNgH5DSkpKaxYsYKoqKhq/0V/WCtGjhyJ0+nk9ddfZ+nSpY2y\niEdHRzN37lw+++wzhg4dGpSHRcmC6EGyIHqQLIge0tPTq+eq6520tDR69uzZ6i2/dfFFURHrc3OJ\nVIoFAYhU1dxoOVpGE7N9+3YSExMbbQEHOHXqFH369GHJkiV+UwZOnz7N2rVrmTVrVsDcQXJzc3n1\n1Vfp06cPy5Yto0OHDgHZT2NwOp2Eh4eTm5vLyZMncTgcFBUVMXr0aOLj43nuuecoLy8nJiaGG2+8\nkVtvvZV9+/aRm5tLQUFB9YOLO225y+XC6XTywAMP4HK5eOedd4iNjSUmJoYRI0bQv39/jhw5QmRk\nJPHx8bRv377ZvA1QSjFw4MDqc3b9+vWUlpYyZcoUv2bBBIiKikJrzZ49e9i2bRvf+ta3/KJs3nzz\nzbhcLrKzsxvtlpKUlMQDDzxAUVERSqkmXRgpWRA9SBZED5IF0YM7CsikSZOCLUrQqaioICsry2/J\nBFsyP7bWOC3v2pXOTeyudfnyZb766iumTJnChg0bmD17dsDXFqnmsHjJ34wePVrv37/fexve22ri\nm2++4ZNPPmHZsmWNvnHv3buXvXv38uijj/rFL9TlclFeXg4Y67q/lSutNYcPHyYsLIyBAweSk5PT\n6NCO/sIdU/rEiRMcOXKEc+fOUVBQwDPPPMPly5c5ePAgsbGxxMbG0qdPH+Li4igpKSE6Otqnorxy\n5Uqg5rT1VVVVFBQUVCv2HTt2pHPnzmzYsIH8/HwuXbpEcnIy8+bN48iRIwB06dKl2SjmFRUV7Nu3\nj507dzJ8+HCmTp3q9324XC42bdrE0aNHWbBgQXV0HH9w6NAhUlJSGn3d7Nq1i6NHj7JkyZJ6vxm4\nlvnCF1lZWeTm5kqKeozl1+FwtKhF24EiLS0Np9PZYtfR+JNTp04BiFsOJl9IeHj4de+Ws6+wkDFf\nfEGUUqSPG0digN4W5efnk5aWxsiRI3nnnXdYtGgR5eXlvP3228yfP5/CwkKcTiedOnXiz3/+M48+\n+midfSqlDmitrzkDmVjCvbhw4QIffvghCxcubLQCfuDAAXbv3s3SpUv9ooCXlZXxt7/9jfj4eKZP\nn+73BU5FRUV88MEHFBQUVC9EDbYC/tVXX5GWlsa5c+fQWvPUU0+hlKJnz56MGzeOhIQEQkND6dat\nm0+3ocaMe2hoKPHx8cTHx1+xfdasWdX/u1Ocl5WV8f/Ze+/wqK5zffveMxpp1IVAIFRoAkQvEmAj\nuigB0206mGIMmNixk9iJc3JO4pPk5OfkSr4T58TgjgHjUEzHVNGLqaIXNdRQ7xpJM5q6vz9GM4Nt\n6t4jhNC+r8uXrZH22suj0cy73vWs50lNTWX//v2o1WrefPNNcnJyqKqqon379g1yGE2j0RAXF0dM\nTAzFxcWIokh6ejodOnRw2yJBpVIxevRoIiIi8PX1xWKxuE0CU1JSwunTp5k/f76s52/gwIHk5uay\ne/duJk2aVO8LJCUF0YWSguhCSUF04XABUbrg9t3cvLw8hg0b1tBTaXB+V9cF/1lEhNsL8EuXLnHi\nxAnefPNNVq9ezS9+8QuMRiMDBgzAZDLx7bffMnv2bObMmcNzzz3HzZs36dKlC6+++uojFeFSUTrh\nP8BgMJCfn+8Wu6RDhw7Rt2/fHxVxUigtLWX9+vVERUUxZsyYetGNffPNN7Ro0YKhQ4c2iC7NYrGQ\nkZFBcnIygiAwfvx4Lly4gEqlIiwszFlwuwtH8E2PHj3cNibYX0Pe3t4kJyeTmJhIVlYWYWFhzJgx\nA61W22Bdcr1ez5o1a2jWrBnjx4+vl/TG9evXEx4ezpAhQ2T/f4qiSEJCAllZWbz88suy9MQmk4l1\n69YxadKkR7IFldMJz8nJoaKiwu2vq8ZIVlYWer2erl27NvRUGpz09HQsFotyUBdITU1FpVIp4TzY\nQwB9fHzc4jbVmDldWUncpUv41nXBW7i5CP/zn//Mf//3f5ORkUF4eDgqlYqf/OQn7Nu3Dx8fHwwG\nA6Io8tlnn7F06VJKS0vx8PAgMDCQf/zjH/z85z9/4PhSO+GIovjM/RMbGyv+kHs9djc2m008fPiw\nWFVV9cCfexQyMjLEnJwc2ePczc2bN8XExES3jimKoqjT6cRt27aJNTU1os1mc/v4D6O6ulosLCwU\nRVEUV65cKX755ZfiqVOnxJKSkic+l/rCZDKJycnJos1mE8+ePSuuWLFCTEhIELOzs0Wr1fpE52I2\nm8VDhw6Jf/vb3+rlOdbpdOJnn30mfvPNN6LFYpE9nuM5MxgMbhnLZrOJNTU1D/3Zh71f3A+r1Soe\nOXLELfNt7FitVvHw4cOi0Whs6Kk0OBaLRTx8+LBoMpkaeioNjslkEg8fPuyW94fGjtFoFI8cOfLE\nPweeRgqqqsSFR46I/y8zs17GnzVrligIgrhw4UJRFEXx97//vQiIer1ezMvLEwFxw4YNoiiKIiCG\nh4eLoiiK/fv3F+2l8oMBLogS6lXForCO8+fPk5qaKvv0fllZGZs3b3bKFOSSlpbG+fPn6dq1KzEx\nMW4ZE+yLrytXrvDxxx8TGBiIl5fXE+vQ2mw2Tp06xapVq/jXv/7FrVu3AHvC58KFC4mLi3Ortvh+\nVFZWUllZWe/30Wg0dO7cGUEQ6N+/v1MS8e2336LT6SgrK3ti4TIeHh7Ex8ezYMECgoODycrKoqqq\nym3j+/v7s3DhQmw2Gzk5ObLHEwTBuV145swZ2WPl5uby+eefO89VuBslBdGF4gLiQnEBcZGenk67\nJuD//Cg4TBvqM1ivsVCUkcH/dOrEf9TTjkBKSgqiKLJhwwYyMjL4wx/+ANiTllu3bk2rVq2YNWsW\nAF9//TW5ubkUFBQ4Qwn/9Kc/1cu8lN88diuxY8eOMW3aNFl6VqPRyIYNGxg2bJhbvD6TkpLYtm0b\noaGhssf6IZWVlZw/f5558+YxYsSIen9DFEWR7OxskpKSUKlUWCwWhg4dyjvvvOPUwj1pS8Bt27ax\nbdu2J3pPQRCIiIhg5MiRLF++nKCgIGpqati/fz8rVqzgzJkzmEymep9HSEgIgiCQk5PDJ598wtWr\nV922CPDw8GD69Om0bduWW7duuWVBqtFoOH/+PJcvX5Y1TkREBO3bt+fbb791+6JHSUF04XABUeQG\nLheQpn7oDlwpiG3atGnoqTQ4RqORoqIit1ggN3YqamooKysjLCys3u6RnZ0N2P8ef/vb3wLwt7/9\njdOnT1NVVeU0V1i1ahVz5swBIDo6Gh8fH+Lj4/n9739fL40ypQjHfiBx/PjxsrXbVVVVdO3alf79\n+8ueU3p6Ot9++y1z584lMjJS9njg6n4fOHCAoKAgFi9eTOvWrd0y9oO4ePEin3zyCTt27HB6cw8b\nNoyOHTs2Ki/u+iIyMpLXXnuNSZMmkZ+fj81mo7i4mPz8/Hq/96BBg5gzZw6nTp1yrvjdgSAIiKJI\ncnIyX3/9tezOs7e3N7NmzSIhIYE7d+7IGmvs2LEUFRWRkpIia5wfoqQgunCcg1A6v0oK4t3cvn2b\n9u3bK11w7F3wqKioJt8FP1JeTucLF7jYsmW97cabzWbKy8sBexG+fft2UlNTeeeddwCcu+8dO3Z0\nHsLcvn07Op2O7Oxs9uzZA8Cvf/1rt8+tSf/2RVEkLS2NTp06ybbPSkpKolmzZowYMUL2vKxWKxER\nESxYsMBtK0OLxcKuXbs4deqU0zatPuUnxcXFzpWlXq9nzJgxvPHGG40y7OdJIAgCbdq0YerUqWi1\nWkpLS9mwYQNffPEFV65cwWq11tu9w8LCWLJkCf3798dgMJCbm+uWcQVBYPLkyTRv3px169Z9LxxJ\nCiEhIUyZMgWDwSBrHI1Gw8svv0ynTp3c1tlQUhBdOFIQ3XG4vbGjpCC6MJlMFBQUKF1w7G5axcXF\nTb4LLooiv0tPp1gUqa5HB7Hs7OzvSQTNZjPvvvsuAB9//DHXr1+nvLzceRj/n//8J5MnTwagbdu2\neHl5MWXKFP7+978jiiIGg4HNmzczbdo0BEFw1FKSrNiadBF+5coVEhISZBc4165dY//+/W7RmV67\ndo2vv/4aT09Pt3qAX758GYPBUO/d7zt37rB27VrWrl3rjB8fPHiwW23xmgJdunThrbfeYvDgwaSm\npgJ2h5z6kqp4eHjg5+dHcXEx//73v2XLPhwIgsCECRPcllrZqVMnOnXqxOXLl2XJXPz8/KipqWHt\n2rVYLBbZ81L0zy4U/bMLJQXRhaML3tQ7v2Dvgnfs2LHJfyYeKi/nVFUVzVQq3qrHBUl6evr3dqKs\nVit79+7lxo0bLFu2DIA+ffoQGBhITEyM0wll3759AEyZMoUDBw4AdlteHx8fpk+fzpYtWwCYPn06\ngKTuUJP9a9DpdCQkJPDiiy/K2ibMy8tj3759zJo1S3Zi4M2bNzlw4ABjx46VNc7d5Ofnk5WVRWxs\nLDNmzKi3rfLq6mrA/mLv2bMnP//5zxk0aFC93KupoFKpiI6OZtq0aajVaq5evcq//vUvzp07V2+d\n8TZt2rBw4UKOHz/OwYMH3TKmIAjOJMydO3e6ZSGRnp7Ozp07ZXWy/fz88PHxkS3DUfTPLhT9swtH\nCmJTt54Dexe8sLDQbdLKxozBYKC0tJTw8PCGnkqDIooi/1XnC/6rtm0JqEe5Vnp6+o+aNiaTiV/9\n6lcAfPXVV2RnZ/PGG284d4IFQXDWYjt27ECv19OlSxf+/ve/O3M3HP9s2rQJwCZlbk22CL906RL9\n+/enVatWssZJT09nwoQJssdxHM6bO3eu2wJybty4wbp169Dr9XdvmbiViooKtm/fzqefforJZGLY\nsGH07du3UXR+Bg4c2KiitEeMGMGcOXNISUlh48aN9XafkJAQlixZ4vzAdEenGECr1WKz2diwYYOs\nLrYgCEycOJGysjJOnTola5xx48Zx+fJl8vLyJI+TnZ2t6J/ryMzMJDIyUtE/o7iA3I3iAuIiNTWV\nTp06Nfku+P6yMs5WVxOsVvOzel6QpKamotfrv/eYzWZj7969CILAyy+/DMCKFSsoLCzEz8+P3/zm\nN9y+fft7xfatW7d4++23Hylr4lFpku+UNpuNoUOHyuqiWSwWioqK3JJ+VllZSWBgIK+//rrbtrPP\nnTvHd999x8svv1wv7ipgt/zZvn07/fr146c//Wmj24pvjNHRrVu3Zt68eRgMBqxWK1u2bKFv375u\n39r09vYmOjqavLw8tm7dyqxZs2S/8QiCwKRJk9i2bRtbtmxh5syZkues0WiYOXMmx44dQxRFyeP4\n+fkxZcoUyQW0koLoQklBdOFIQRw6dGhDT6XBcbiAdOnSpaGn0uAYDAbKy8ud57KaKnd3wX/Tti1+\n9bxov3XrFl5eXnh4eGAymWjbti19+/bF19eX4OBgZs+eTWxsbIMsjJpcYmZ1dTVr1qxh8eLFkr18\nRVFk586dWCwWXnrpJVlzzc7OZuPGjbz22mtuSTA0Go2oVCp0Oh1arVZWbPu9MJlMnD59mk6dOhEc\nHIzFYsHPz8+t93hSlJSUYLPZnHZ9jQ1RFElKSuLQoUP4+fkxduzYellwXbx4kUOHDjFlyhQ6deok\nezyr1Upubq7bDmiVl5djtVplLRJqa2vJzs52phk+amKmkoLoIiUlBbVarchyUFIQ7+b69esEBQU1\n+UOIYD+H1rJlyyfiSvY0U2A0MvDsWWoEgcy4OHzqebfou+++o7CwkJ49e9abO4/UxMwm1wnfu3cv\nnTt3lhWmcfbsWfLz83nllVdkzaWiooJvvvmGqVOnuqUALy8vZ8OGDTz33HNuDfZxkJGRwc6dO4mI\niKB3795PVSCJKIrU1NQ4DxdmZGRQXV1NVVUVcXFxqNVqvvjiC4xGIzabjYEDB5Kbm0tubq5TbtGy\nZUuWL1/OyZMnSU1Nxc/PDz8/P4YNG4YoihQWFuLv70+zZs2eiu12QRDo2rUr0dHRXL58GZPJhMVi\nwWazuXVXIiYmhhYtWnDmzBm3dNzVajVt2rTh6tWrlJSUEB8fL2u8O3fucPToUZYsWYK3xBP2JpOJ\nHTt2sGDBgkeWg1ksFrKyspTOLy79s9L5demflefCvrgtLS2le/fuDT2VBkev11NZWUmvXr0aeioN\njq/JxGpBoFVMTL0X4GC3IHxaafhK4gly69YtCgsLmTJliuQxrFYrN27cYNasWbILnZMnTxIXF+cW\nW7PCwkLWrVvH4MGD6du3r+zxfojVauXIkSO88MILbumGykEURYxGI1qtlosXL3Lr1i3y8vJQqVT8\n8pe/pLKykqKiIvz9/YmMjESr1eLj48Py5cvx8vJCrVYjCAJr1qwhPDychQsXIooiNpv9XEWvXr2I\niIhwFvEeHh4UFxdz4sQJqqqqqKysZMqUKXTt2pXExERat25NaGhogxXmKpXKuei6efMmCQkJTJ48\n2a22aG3atKFNmzZUV1dz6dIlBg8eLLsYj4qK4siRI7Rs2ZIePXpIHqdXr17k5uayZ88eyTtTAQEB\nxMfHs2PHDqdP7MNQ9M8uFP2zC0X/7CI1NVVxAakjJSXFmZzc1ElJSaFbly6EuHmnvjHSpD49QkND\neemll2TpP0VR5JVXXpH1hySKIrW1tYwbN85tb9Tp6emMHTvW7R2HjIwMzp8/z/Tp01m0aFGDvoEc\nP36cO3fukJeXR6tWrZg/fz7+/v7ExsYyceJE/P39EQSBjh073nNh8yDZjCAIzgIiICCAgICA730/\nPDycBQsWADi7zQ7dZ2JiIqWlpQwaNIjhw4dz+/ZtQkND3S4FehS6deuGh4cHW7dupUuXLowbN86t\nvzMPDw9SUlKoqKhgwoQJssb29fVl5syZfPXVV7Ro0UKWlGbUqFGsWbOGqqoqybtKMTExJCUlkZOT\n89CfVfTPLhwpiErnV9E/343BYKCsrEzWAvtZoaamhqqqKnr37t3QU2lQbKLIeykpxBoMxLrRgrkx\n02Q04d26dSMxMVHydjXA0aNHMRgMjBs3Ttb8jh07RlFRkcNbUhY5OTnU1ta6PSTEaDSSkJBAamoq\nEyZMeOLdb5PJxO3bt0lOTsbX15fRo0dz8eJFfHx8CAsLcxbccli9ejUACxculD1fi8WCyWTC29ub\n7du3k5ycTEhICH379q0XadDDMBgMpKSk0Lt3b3Q63Y8WFXIwGo2sX7+eZs2aOQMN5HDnzh1atWol\ne2fJ8V5msVgkL7QdhzwfpglPTU1FpVIp+mfsQWVarVYJpMHuSBUQEKBY8QFXr16lRYsW9RpF3li4\nePEiERERbnM+a6xsLipi+s2bdPD0JHXgQFTP0K6AVE14k9kvq66ulrVVWlBQwPnz52V7X9+6dYuL\nFy+6xQs8KyuL9evXuy31726ys7OxWq0sX778iRXgOp2OkpISRFFkxYoVJCYmEhYWxoABAwB7p7JL\nly4EBAQ8dVt6Hh4e+Pj4IAgCU6dO5Z133mH48OHORd/mzZvZt28fGRkZ9Zp+6cDb25vevXtjsVj4\n8ssv2bNnj9uCfry8vJg7d66zqyP39RcZGYnZbGb79u33tEO0WsvQG/Y/dBxBEEhMTGTnzp2S5yII\nApmZmQ/8GSUF0YXJZCI/P19JQURJQbwbvV5PRUVFkz+ACPbaQ6/XuzV8rzFirUvHBPh1u3bPVAEu\nhyYjRwkMDJTcaRNFkR07djB69GhZHUWTycS+ffuYOXOm7IOYd+7cYdOmTbz00ktui4e2Wq0kJCTQ\nvHlz+vfv/0SKb1EUSUlJ4fz58+Tl5TFs2DBatGjBm2++We/60vrcPvfw8Phel3Tw4MEkJydz8OBB\nvL29mTdvHhaLpd71xB4eHixdupT9+/fz0UcfMWfOHLd8GGg0Gtq1a0dSUhLXrl3jpZdekiWt8vHx\nwWQysXv3biZNmuRcZFltVehKJuFrK8RgmoM24D0E4f736d27N6dPn+bWrVt07dpV0lwe5mihpCC6\nuH37tqJ/rkNJQXSRmpqq6J/rSE5OJjo6usk/F5uKikiqrSVSo2FRPdkmN0aazDunnKRIR/S2HD2X\nxWLB09OTn/70p27ZngsICGD69OluK8D1ej3r1q2jtLT0iWj4qquryc/PB+zblj179uSXv/wlzz33\nHMATKXA6dOjgtufvYYSGhjJs2DCWLFnCjBkzAFi1ahUbN24kPT29XnYzHHh7ezNlyhTGjh2Ln5+f\n28J3ADp27IjRaGT79u3Og61SEASBKVOmkJ+fz9mzZwF7AV5QPBN/WyEegoCXYT3Wmi8eOI5Go2Hy\n5Mns2bMHg0FSivADPyyVFEQXRqNRSUGsQ0lBdKHX69HpdLID7J4FqqqqqK2tdWu4S2PEYrPx+7ou\n+HsdOuCpLNqdKM/EQygoKODs2bOEh4dLXslarVbWrVtHcnKy7Nj4/Px8tm3bRkBAgFu3w48ePUpY\nWBizZ8+WpZt/GNnZ2WzZsoUVK1aQlpaGIAhMnz6d3r17P3GXiYKCAgoKCp7oPQHnjszChQuJiopi\n//797Nq1C6BepSrR0dF4e3uzZcsWDh065JbC38PDg5kzZ1JVVcWZM2dkjeXp6cmsWbNo1aoVVlsV\neSVz8bXecm5bWoVg1L4LHjpOmzZtmDlzZr1YaCouIC4UFxAXSgqii+TkZKULXofSBbezvqiINKOR\ndp6ezFcWZ99Defd8AFarle3bt8sunPft24eXl5fsQI/CwkK+/vprunTp4rY/6uTkZMrKyhg7diyj\nR4+ulw9UURSprKwEIDExkfDwcN56660Gd5bYt28f+/bta7D7e3p60q9fP1577TXGjBmDzWZjxYoV\n7N+//0cRu+5kwoQJzpAoo9EoezyNRsPs2bPp168ftbW1sor7oKAg2rRtQVL6JETTRQJUrgOWHkF/\nRxAeTVIWERFBSkoKycnJkufyQxxuOEoX3N4FV/TPdhwpiIr+2e4CUlNT0+QPIIL9jJPJZGryXXCb\nKPLfdV3w/+7QAY2yaP8eyrPxAE6cOEFAQIAsGUpSUhKZmZm8+OKLsgrn2tpavv76a8aOHStZ63o3\noihy4sQJdu/eTW1tbb11s+7cucPq1avZvn07AFOnTuX5559/qoJ+GhpBENBqtahUKhYtWoTFYuHD\nDz/k1q1b9XI/X19f5s+fj6+vL9nZ2W4Z09PTE09PT3bv3s3x48clj2OzWckvXYynNpkW6rsWv16j\nELweLxre29ubb7/91m0LGkX/7MLh/6w8F4r/890oXXAXji54U0clCPwXsKB5c+Yqi7MfobyD3gdH\nAqNcL+TOnTszYeW0XAAAIABJREFUf/582d10rVbL7Nmz3abX3r17N0lJSSxZsqTeLKROnDjB5s2b\n6dOnDy+//HK93ONZw9/fn/Hjx/Pqq68SGhpKdXU158+fd7tMRa1WM3HiRDp16sSFCxfIyMhwy7hj\nxoxxBihJ4WDhh2SYWxMgaNEKDsmHF4L/fzz2WG3atKFHjx7s3btX0lzuxpGCqOif7Q2BkpISRf+M\nKwVRjsf9s4LiAuKisrISi8VC8+bNG3oqDU5ZWRnd1GpW9+yJh7Jo/xFPzTMiCMIqQRCKBEG4ftdj\nwYIgJAiCkFr372Z1jwuCIPyfIAhpgiBcFQTBrUbMVquV8vJyxo8fL9kNRRRFdu7cSXl5uSwnFFEU\n2bVrF1lZWW7Z7jQYDIiiSGxsLAsXLpTt0vJDKisrnd3HPn368LOf/Yy+ffsqHbPHJDg4mGbNmmEy\nmUhOTmbFihVcu3atXg5wNm/enC1btjzQF/tR8ff3Z8aMGezdu/expS7p1ee4WrGHy7obBKjuWrT6\nvorgIa34jY+PR61WYzabJV3vQNE/u1D0zy6ULrgLRf/sIikpSemCA6VmM8nJyUp41QN4mj5RVgM/\nNM/+DXBIFMVOwKG6rwHGAZ3q/lkKfOTOiZw6dYqDBw/KGuPy5cvk5+cTFBQka5zvvvuO/Px8t3Sr\nKysr+fzzz8nIyKB169aSA03uhc1m48SJE3zyySf4+PigVqvx9/dXIr1lEhwczLx585g4cSKJiYlU\nVVW5vRBv3749ixcv5rvvvuP69esPv+AhhIeHs3z5cry8vB65g2+w6Nif/w8A4rQVeAl116nCKNFP\nlVxEazQapkyZgsVikax/d6QgKvpnVwqiEsDiSkFUXEBcLiBKFxwqKioQRZHg4OCGnkqDYrTZ6HPu\nHL+wWDDXo9lDY+epqZBEUTwuCEK7Hzw8GRhe999rgKPAu3WPrxXt1cgZQRCCBEFoLYpivtx51NTU\ncObMGZYsWSJ5jMrKSg4ePMj8+fNluSikpaVx9uxZFi9eLLtgLi8vZ+3atTz33HNut+VzHLzMzc1l\n2bJlBAYGunX8+mLkyJENPYVHpn379rRv3x6AXbt20axZM+Li4tzWmW3WrBmLFi3Cy8sLo9GIp6en\nrI6Wt7c3KSkpnD59mnnz5j307+Bg4YfUWMpooTLR20vnfFwI+A9O7D5PQEAAo0ePljyfw4cPo9Vq\nJf3O09LSiIqKUrrgKF3wu1G64C4U/bMLpQtuZ1V+PjlmM/5aLcFubPg9azztnyqtHIV13b8dqv5w\n4M5dP5dT95hsTp48Sc+ePWnWrJnkMUwmE6NGjZLdIQkNDWX27NluKWrPnj1LXFwczz//vOyxHDi6\n33v37qVZs2bMmjXrqSjAbTYbNTU1gN1R5sKFCxw5coSdO3ei0+koKipi9erVJCQkcODAAa5cuQLA\nN998w5YtW9i/f7/zsdLSUkpKStziIuIuhgwZQnp6OqtWraK4uNht4/r7++Pp6cn27ds5fPiw7I57\nx44d0Wg0D3WgSdIdJVl3DBAZ4VOKylHTeD4PXmMYO3YsV65cIScnR/JcBg8e7NxJeByUFEQXSgqi\ni+rqasUFpA7FBcRFeXk5giDIqh+eBWqtVv5Ud87oT1FRSjrmA3hqOuGPyb1+oz+qGD799FM+/fRT\ngEcuVoYMGSKrs3Hnzh1atWola1vOYDCwf/9+JkyYgJ+fn+RxwF5E2mw2fvKTn7i1Y1NUVMT27dvx\n9vZm0qRJbhv3cbFarej1evz9/Tl+/DjJyckUFRURHBzM8uXLKSkpIT8/H39/f8LCwvDw8CAgIIDh\nw4c7XxMOv/XY2Fiqq6uprq52BtpcuXKFmzdvotPp8Pb25o033qCiooLy8nLCwsJk/36kEBQUxMsv\nv0xiYiIZGRmEhIQgiqLbfr8TJ07kq6++QhRFRo4cKXlclUrFSy+9xOeff87Nmzfp1q3bj36m2lzK\nwYIPAeisqSFSU1v3HTWC/+8QBAFfX1/GjRvHoUOHWLDg4T7h9yIwMJA+ffpw/Phxxo8f/8jXKSmI\nLpQuuAvFBcRFUlKSovmtIykpyS3uZY2dT/PzybdY6OntzVRlcfZAnvYivNAhMxEEoTVQVPd4DnD3\nSa0IIO+HFy9dupSlS5cC0K9fv4fe7MyZM3Tr1k3yYczKyko2bNjA/PnzJXfBbTYbmzdvJiQkRLae\n2iFBiY+Pd5tWz1HspaenExsbS0xMzBP/ILLZbBw4cIA7d+5QVFREz549mTRpEuHh4bRv355WrVo5\nA3G6d+9O9+7dfzRGu3btOHr0KAD9+/cHuKdMJz4+nvj4eERRRKfTodFo0Ol0nD17lry8PDQaDXPm\nzCE4OBiDwfDEdgIEQXC+prOzszlw4ACTJ092y+/Zx8eHl19+mXXr1tG7d29ZY3p5eTF//nx8fHx+\ntFAQRZH9+R9Qa63CAxvDfSrvmsTLCJpOzi+7d+9Ox44dZS02hgwZ8lgpmo4UxHu9fpoaDheQXr16\nNfRUGhxF/+yisrISq9Xa5PXPYHcBUavVss+BNXYMVit/zswElC74o/C0F+E7gQXAX+r+veOux98Q\nBGED8BxQKVcPXlhYyMmTJ+nbt6+k6x0uJgMGDJAlQ0lISADsVm9y0Ol0rF27lkGDBsnyOb+b2tpa\ntm7dyqBBg9wqa3kYBoOBtLQ0kpOTadmyJUOHDiUkJITu3bt/r+COioqqtzkIguAssKOiooiKikIU\nRSoqKvDz86OgoID169cTGBhIdHQ0ffv2fWIFeWRkJH369GH16tVMnDjRLV0pHx8fXn31VVQqFXl5\nebIO4vn7+2M2m/nyyy+ZNm2a80PqWsU+MmrOAdBfW4GfymS/QNUcwe9nPxrHy8uLTZs2ERcXJ0ke\n4kiCTUxMJDY29qE/r3R+XSjOFy6U58KF0gV3kZSU5DYL4cbMR3l5FFks9PHxYZJi0fhQnhpNuCAI\n64HTQLQgCDmCICzGXnyPFgQhFRhd9zXAHiAdSAM+A34q9/6HDh1i8ODBkv288/LyMBgMDB78eIEi\nPyQ8PJxp06bJPgRWVVXF888/z4ABA2SN46C0tJTPP/+cZs2aPRF9rNlsprq6GrPZzL/+9S+uX79O\nhw4diImxu1HGxsYSGRnpLMAbAof2T6PREBkZyTvvvMPYsWMxmUzOzuGePXsoKip6+GAy59GvXz/m\nzJnD1atX3eaeolKpMJlMbN68mbNnz8oaS6PR0LVrV7Zv325fvJgKOFL0CQC+qlqqMZJX5zQq+L2D\noLq3dWb37t3Zvn27ZLcUtVrN0aNHycv70cbZ97DZbEoKYh01NTVUV1cr+mfszQ2j0ajon3G5gDR1\n/TNASUkJGo1G8i76s0SJTocX8D9RUcpC9RF4ajrhoijOvs+3fmRnUOeK8rq77l1TU4Ner38kycq9\nEEWR8PBwXnnlFcluKEajkeTkZNnbvRaLhYsXL9KvXz+3hmns3buXuLg4ZxFcX5SWlnLhwgWuXLnC\n4MGDiYuL4+2335blMvOkUKlUtG3b1hlrrtfr8fb25quvvqJ58+aMGzeuXu3MwsPDmTFjBgaDgWPH\njjFy5EjZrjqenp7Mnz+fL774guDgYDp16vTwi+7DwIEDSU5O5uy5M2SGbsVsM+CBlbaaCsDCDf1V\nzIGLaOc99b5jdO/enZs3b3L06FFJbimenp4MHTqUQ4cOPTBAymg0KprfOpTOrwvF89iF0gV3kZyc\nTM+ePRt6Gg2OKIqMKytjSZ8+tHsKTBoaA09NJ7w+eZBXsSiK+Pj4sHjxYska7J07d5KcnCyrUNy/\nfz9ZWVmSrwf7/8uePXvIyMhwywemKIpcvHiR2tpa5syZU28FuM1mo7q6GqvVysaNG1Gr1SxZsoS4\nuDiARlGA3wsfHx9GjBjBz3/+cwYMGICPjw9FRUUcPnyYysrKhw8gEY1Gg8FgYNWqVW65T1BQEDNm\nzODq1auyxlGpVEyePBl9yyRy9FcBkTaepagFe1fbUxVM64BXEIQHvy298MILsuQxMTExVFdXU15e\nft+fsVqtSgoiSgri3VRWVmI2m5UUROz6Z0EQmrz+GeymD1qtVumCY5f1+vv70z4oSFm0PyJNogjP\nrDskcC9SUlLYtWuX5BdMYWEhqampTocNKaSlpZGeni5bB37u3Dlyc3OZOnWq7D8Ai8XCjh07OHfu\nHCaTqV48kkVR5OrVq3z44YecPHkStVrN8uXLGTVq1BPZ4hw7dixjx/4wH8r9qNVqunXrhr+/v9OH\n+5NPPmHHjh3o9Xq338/Dw4MpU6bQs2dPvvzyS9lpkWDXnb/00kvodLrHOtz4Q0S/aq4YtwAQ6lGJ\nr8ph/aiiV8u/o/V4+E6Br68vXbt2JaPOAutxUavVLFu27IGvMS8vL+VDBKULfjdK59eFsiNgRxRF\np1NOU+ezvDz+LzmZDjJ2S5siz3wRbrFYyM7Ovuf3bDYbhw4dkvVmcvjwYVlacoAbN24wceJEWWOA\nXa84a9Ys2TppURT5+uuvMZvNvPLKK/W2wt+0aRPnzp1j0qRJzmL4SX7Yh4aGPvFuZ2BgIOPGjePN\nN98kMDAQtVpNWVmZ24txQRCIi4tzBj2VlJS4ZdzExES2bNmCzWZ77GutooW9eX/DKpoJUOkJ8XB5\ndndq9hbNvR/9sK/FYmHr1q3k50s7j61SqThy5Ag3b9685/fdmSbbWNHpdIoLSB1KCqKL0tJSPDw8\nnopMiIamuLgYHx8f/P3vfYalqaCzWPh1WhrviyKX3ND0aUo880V4RkYGbdq0uef3rl69ilarlaxz\ntdlshIeHS9aSg117OmnSJFnOHmVlZRQUFDB69GjZHWSbzYYgCMTHxzNt2jS3H3zMyclh586d2Gw2\nxo0bx+LFi2XtIsghPT2d9PT0Brm3Vqtl+PDheHl5kZqayocffsiJEycwmUxuvY+/vz96vZ41a9bI\nlpMADBs2DFEUnS4+j0OePpcATVs8BTMRmjLn4yE+I2gfuPixxrpb2y2VyMhIDh8+LGlB0RRQUhBd\nKCmILpTXhR1HF1x5LuCDnBwqbDYG+/szVFmcPRbPdBFuNpvJycm5b5Gn1WoZM2aMpO6rKIqUlpYy\ndOhQyVrytLQ01qxZI+laB0ajkQ0bNshKE3Sg1+v5/PPPycnJITIy0q1d6aqqKjZt2sQ333zjdFcJ\nCAho0G3u48ePc/z48Qa7v4PnnnuOxYsXU1hYyFdffeX28R2+3wcPHuTSpUuyxlKpVEybNo2MjIzH\n1psfKDrIrvxrhHlUoBbsDi4qa0t6tnj/oTrwexETE0NZWdlDnU7uR1RUFP7+/rKfk2cRnU6H2WxW\nXEBQUhDvpqSkBE9PT0X/jD2wzs/PD19f34aeSoNSYTbz/9WpDRRHlMfnmS7CMzIyaNu27T0P9lVV\nVdG5c2fJdnspKSls3rxZsh1cbW0tu3btkpVIaLPZ2Lp1K23atJHVjQd7Ab527Vo6dOjgVlcVURQR\nRZHCwkJCQkJ44403iImJqReNeWOmefPmTJs2jXnz5mGz2UhISKC6utpt47ds2ZIFCxaQmZkpu/Pr\n7e3N0qVLCQgIeKwY+IyadPr7ZeCvtqdiqgQvnov8CItJmvRDrVazePFiyTaCgiDI+vt7llH0zy6U\nLrgdpfPrQnkuXPxvTg46m43hAQEMUw7qPjbPbCVkNpvJzc112sX9kE2bNpGWliZpbIeWPD4+XvIH\n+MGDB+nYsaMsGUpFRQVeXl6MGzdO8hg/nI87i5Kqqio2bNjAxYsX6dixIyNGjFC0tg/By8sLURRR\nq9V8/PHHbvX9bt68OVOnTqW6uppbt27JGkulUlFYWMhnn332SHp2o9WIj3iJdtpS52Pdmv8OT7E9\nK1asoKys7AFX3x9fX19u3LhBSkqKpOsjIiKIiYlxy+HVZ4WKigolBbEOJQXRRUlJCVqttsnrnwEK\nCgoIDAzEx8enoafSoJSZzfyjrgv+p3skTjdmCgsL+fvf/17v93lmi/D09HTatWt3zy54fn4+Op2O\njh07Shr7+vXraLVaWSeiBw4cKMsNRafTERgYyIsvvijLws9oNKLX6xk3bpxbC/ArV67w8ccfExoa\nSp8+fdwyZlNBrVYTHx/PnDlzOHXqlFukRndjNBrZs2cPN27ckDVOaGgo3bp1Y9++fQ/92ZTKBPr4\nuiw4w/2mEe7/Ilqtlri4OPbu3St5Hl5eXiQkJEju8N+4cYNt27ZJvv+zhuJ84ULZEbCjdH5diKLo\nTNNt6nyUm0u1KDIqMJDBjXShmpOTw8qVKwG+55SXk5PDr371K8kNnkflmSzCRVEkLy/vvl3w8+fP\nExsbK1kS0aVLF1588UXJWvITJ07g5+cn2Q3FarXy73//W/aLw+HLfeHCBTQajdu8xcF+gn7evHmM\nGDGiQX2+bTab01IvPz+fxMREjh8/ztGjR7HZbJjNZo4cOcKxY8c4ffo0xcXFgL0D5u5Dko9LWFgY\ny5YtIzIyksTERMk7Nz8kJCSEuXPnsnfvXtkHU0eOHElubu4D7QJN1jLydP/PqQM3iS3p2vw/nd9/\n7rnnKCkpeaCV6IPo2LEjvr6+XL58WfL1GRkZ6HQ6Sdc/S5SXlyspiHUoKYguiouL8fX1xc/Pr6Gn\n0uDk5+cTFBTU5LvgALNUKn7n58f7Mnb0nxRVVVVcu3YNgK+++spZ7yQnJ/P666+Tm5vrDIB77733\niI2NBaj3heczWYQbjUY6dOhw3yK7e/fukoNnbty4QWlpqeTtydTUVK5duyZLlnHixAkCAgJkd2j2\n79+PWq1m8ODBssZxUF5e7gyIiY+Pf+KR33q9noqKCsC+ov3nP//Jn//8Z9avXw9AXl4eOTk5zuL6\nJz/5CSNGjEClUmGz2aioqECv12Oz2Vi3bh1/+9vfeP/999m/fz9g95svKip6om4ajtdwSEgIO3bs\n4LvvvnOLPCU0NJRp06ZhsVhkjaPRaFiwYMF9Dz+LopWrRb8G0f57MdnUaL2Xo1a5FqBqtZqZM2fK\n0naPGjVKsl2hl5cXPXv2JDExUdL1zxJKF9yF0vm1o3hhu1C64C5sNht30tP5z5496dcIFqrr169n\n+PDhGAwGJk2aBMDKlSsZOdIeyt6pUye0Wi2jR4/mj3/8I6IocvLkSYD7Wtk6eFAg5MN4amLr3YnZ\nbCYyMvKe3ysqKiIyMlKS9Z7RaGTv3r0PjLt+EHdryaV24SsrKzl//jzLli2T1bkuLi4mKyuLRYsW\nueWQZGZmJps3b2bo0KFPtHNkNpvZt28f6enpGAwGBg4cyLBhw+jRowcDBw6kWbNmzk58bGysc3V7\nN/eSJb355puIokhtbS1Goz1QJiUlheTkZKqqqoiKimLmzJmYzeYnonNv06YNr776Khs2bEClUvH8\n84/uqX0/2rVrhyiKJCYm0qNHD8k7MwEBARQUFHDp0qUfnU9Iq1hJae13zq9PV0WxuNWPDxGHhoaS\nn5+P0WiUZFkZERFBREQEVqtV0s7LgAEDKCgoeOzrniWUFEQXSgqiC0cKYlN3AQF7Iyc4OBhvb++G\nnkqDUmY2k52TQ8uWLWXnmzwpbt26RVlZGR999BG//OUv6dGjB6+//jo//elP2bVrFxMnTiQ7O5td\nu3ah1Wr57W9/y/vvvw/YG7cPan7dL4vmUXgmO+FeXl73LCxFUWTTpk2SO2aXLl2iXbt2tGr18FS/\ne+GwNJLTXQkMDOS1116T9eFgMBgICQlh6dKlaLVayeM4sFgs7Nu3jxdffJEBAwbUq9uEXq/n0qVL\nbNiwgbNnz+Lh4UFoaChz587l3XffZdiwYQC0b9+eFi1aPLAgS05OJjk5+b7fFwQBb29vZ1EyZswY\nfvazn/H2228zdOhQAPbs2cOKFSs4ePAgd+7ccdshynsRGBjIokWL6NOnD5WVlY/lTPIg8vPz2bp1\nq6y5N2/enLS0tO8d+CzWHyO94iPn1zf0YRSamxPpc+8FcnV1Nbt375a806DX61m5cqWkrkSLFi3o\n1q2bWx1pGhtKF9yO0vl1IYoiKSkpynOB0gW/mz9lZhKXlUViI/IEd0hR/vjHP6LX6/nuO3tz6IMP\nPmDChAmAvW7w8vJi/Pjx/OUvf0EURc6ePQtw35wNq9UqWUoJz2gRfr8ud0ZGBmq1+r7hPQ8jLS2N\nAQMGSLpWFEVCQ0OZN2+e5CL15MmTJCUlyTqdXlFRwcqVK52n/uVgs9k4e/YsKpWKpUuX0qGeTkeL\noojFYsFgMPDhhx+SlpZGt27d6NWrF4Ig0L9/f1q0aPHYz+vp06c5ffr0Y8/Hy8vLKZ2YNGkSU6ZM\nQaVScezYMURRpLi42Nk9dzeenp5otVrS09P57LPPyM3NlTWeIAiMGzcOo9HI4cOHJY+j0WiYPHky\ne/bsQa/XYzDncrX4Xef3C0wBXNdHEO4djqfq3n+fDm33lStXJM3Bx8eHgIAAkpKSJF2fnJzMli1b\nJF3b2FFSEF0oKYguFBcQF7m5ubRo0cItjavGTJ7RyEd5eRiAno1op+j27duAfff8ww8/xN/fn9jY\nWH7xi18AsG/fPmw2GxkZGc6D+m+//baz5uvdu/c9x83MzJRl6/xMFuH348KFC/Tr109yETx37tz7\nylwexrlz5zh58qTkexcUFHD69GnCwsIkXQ9gMpnYsGEDcXFxsu3HrFYrmzdvJjU1FYvFUi++32az\nmYsXL/LZZ59x4sQJvL29eeutt5g+fTq9evV6KrYEBUEgPDyc+Ph45s2bh0ql4urVq3zwwQfs3r2b\nwsLCerlv3759eeGFF/j3v/9NVlbWwy94AGq1munTp2M0GmXp3du0acOQIUMw1Oq4XPRzLDb7QUeR\nQE5XdUREoL1v+/te7/DtlhOe069fP86fPy/p2s6dO1NSUuI8nNuUUPTPdpQuuAulC+7CZrORlpam\ndMGB97OyMIoiU4OD6dNIFqoOsw6w75j++c9/pqamhmPHjgHw17/+lZ/85CcAdOjQAY1Gw4svvsg/\n/vEPp2QT+NG5IYvFQnZ2tqwGZJMqwgcPHkyvXr0kXXvw4EFKSkokFdFGo5ETJ05I/gMWRZEdO3Yw\natQoWTKUU6dOERoaKltPbLVa2bRpEzabjVmzZrk92t5xj48++oikpCRGjBjB8OHDARqF/mzkyJEs\nX74cX19fjhw5giiK9eJD3aVLF1566SW3dN19fX154YUXqKiokKWNHjBgADmmD9GZ7PaHAh7kWkdj\nFO26+Xa+7R54fWRkJAsWLJB8/y5duhAWFiZpMaFWq4mJiZFcxDdWlBREFw7JoOICYpepNWvW7Klo\ndjQ0OTk5hISENIrPn/okp7aWT/PyEIA/NiJf8KKiou81Ci0WC//85z/x9fUlLi6O3/zmNwAcOnQI\nsBtobNy4EcAZMAj8KBQxMzMTPz8/vvjiC5BYTzeZItxkMhEUFCTpj0in05GYmCj5Q+r06dNERUVJ\n1pKbTCa6dOkiy29bFEWGDBnChAkTZGu2VSoV3bt3Z/r06Xh4uO9sryiKXLt2jYSEBNRqNa+88gpz\n5syhU6dOjS7VMCAggOHDhzNr1iwAVq1axc6dO91ug9ehQwc6d+7MmTNnZNsNgv3g0ZYtWyS7puRW\nbaPAsNX5dXTzd0nW1zq/flAn/G6++uoramtrH/6DP0CtVjNmzBjJ8+/Xr1+T6vwp/s8ulM6vC0X/\n7MJms5Geni45V+RZ4s9ZWZiAaS1a0KMRLVRv3779vWahXq/n/fffp6qqioMHDwJ2rXh8fDxg3xX1\n8PBg9uzZrFy5EpvN5syyaNmyJYIgoNVq2b17N4MHD+a1114DkKRTajJFeHl5ueRDV4mJifTs2VPy\nKtjHx8fZyX1cHFroYcOGSS5EKysr+fzzzxEEQVbRbLVa2bJlC4WFhfTq1cut/t+ZmZl8+umnnD17\n1vlm96x0owRBYMGCBfj4+PDxxx/Lklvcj9atW7NlyxbZ0pQePXrQsmVLjhw58tjX6oxJ3Cz9o/Nr\nL9NAIvxmEe0XTYhXCCpUtNY+3IZQrVYTEBDgPDjzuBgMBv75z39K2iHw9/e/b77As4iSguhCcQFx\nkZeXR/PmzZUuOHDnzh1atWrV5LvgWbW1fJGfjwD8of2jNVOeFtLS0n50YN9qtfLBBx/g7e3NiBEj\neO+99xBF0dkB79y5s9PeWK1WO52/iouLadGiBX/605/o0qULer3eYWrw8Ojoe9BkinAPDw9atmwp\n6dqioqIfbUM8Kjqdjv79+0sOv0hMTHykRML7IYoiu3btIjo6WlbRbLPZ2Lp1KyaTiZCQEMnj/BBH\nx7KsrIwhQ4awePFi2j+hP/CpU6cyderUJ3IvrVbLqFGjWL58OW3btqW2tlZ2wXw3bdu25aWXXpLl\n/uPghRdeIDU19bGKWLNVx+Wit7CJ9mu8aMPVhK4ICJSaKiisLcUiilyrvP5I4w0bNozz589LKqS9\nvb1p27at8zT843Lnzh1J1zU2lC64C6UL7sLRBVc6v64ueFQjCKOpb3QmE11EkVkhIXRtZAvVlJQU\n9Prv18gGg4Hf//73DBs2zNl0UqlUzJw5E7BLUoKCgpg+fTp79uzBbDYjiqJTX96vXz9GjRoluxnZ\nZIpwOSv6mTNnSirgrVYrn332GWVlZZLu69CSS+2ig91WUa/XM2jQIMljABw7dgy9Xs/06dPd1gHP\nyMhgxYoVFBQUEBMTQ7du3Z6o7CQwMPCJu0H4+/sTHBxMeXk5W7ZsYc+ePW5L5uzQoQOzZ8+mRYsW\nssbx9fXltddew9PT85Hs/kTRxrWS/8BgsRevasGHfuErWbRgGSqVig5+jkWVwMHCR3NgCQoKon//\n/pJtGB0HNKXYLj6pRWBD43ABeVZ2nOSQn5+vuIDU4dA/N3UXELD7P7du3bpezj01NnyKi9kcHs4X\njdDG9Nq1a4ii6Nxl9fX1deZ7HD9+HH9/fyZPnsyuXbswmUzOYru8vJxNmzYxbty476kI0tPTadu2\nrVtqIaX/B/YEAAAgAElEQVQIfwhbt26V7JaQlJREixYtaN68uaTrz5w5Q4cOHQgNDZV0PUCrVq2Y\nMmWK7BdL37593aYBN5vN7N69m+3bt/PCCy/I+v+Tw/Xr17l+/dE6s+6mdevWLF++HJPJxKeffio7\nudJBREQEZrOZb775RlZxr1KpOHHixCPZFmZUrqJY75Kv9Aj5H/w8O+Dn58eBAweICxiIqu6t5lZV\nEjn6R7NVjI+PJzg4WHIh3adPH0kHNBvb+QMpKF1wF47Or9IFt3d+b9++rXTBsTfRMjIylC4433cB\n8XajDPVJ0adPHyZMmMB7773HmjVruHTpEgaDwVls63Q6tm/fzoQJEx4avmc2m8nLy3ObbLHJFOFS\nPliLiorIyMiQbOd3/vx5yTIWsHfzRo8eLelaURS5cOECrVq1kizDAXtXZMeOHQQFBbmlSySKIoIg\n4Ovry/Llyxv04M+FCxe4cOFCg93f29ubKVOmMGfOHDw8PMjJyXFL2I+3tzcajYYdO3bIGi82NpYr\nV66Qk5Nz358RRSslhpPOr9sGzCfUdyxg/5szGAwkXbhFTLO+zp85VPTofuRff/21pDQyQRAYOHBg\nkw7feRCK/tmFkoLoIqeRpSDWJ9nZ2YSFhT2RROSnmVS9ngmJiehDQ91qxPAk+cMf/sCuXbv43e9+\nx5QpU+jUqZPkxuTt27dp166d2xQBTaYIl8KFCxeIiYmR9GSLokhMTIzkBLpLly5hNpslH5i6fPky\nFy9elNXV0+l0bNq0yW0penfu3OHLL78EYPjw4cp2Zx3BwcGYzWZ27drFt99+Kynx8W4EQWDChAno\ndDqOHz8ueRxfX1/GjRvH9u3b79upFwQ1/UI/o13AQoK8Yugc/Pb3vj98+HAuXLjAoICBzsdOlZxG\nb3m0MyydO3eWvFAyGo18/PHHSiH+AxT9swvFBcSF4gLiwpGCWF8BdI2JP2RksN9goGnGmH0fk8lE\nfn6+Ww/vK0X4AzCZTMTGxkq6trCwkB49ekgq4CsqKkhISJC86jQajRw6dIiJEydKXq1ZrVY2btxI\n//793bJl7YiaHzJkSIOtpkVRdB70KyoqwmAwYDAYSE9Px2azYTab68XP+1HQaDS88sor1NTUsHbt\nWgwGg6zxPDw8mDFjBu3atZM1Tvfu3Rk/fvwDX0cqQUN081/Tv/UqVML3u0aBgYH069cP7zIt4d72\noCmjzcipkkdLKu3duzdpaWmSCmkvLy+6du3K5cuXH/vaZxklBdGFkoLowuECouifXSmITb0LnlRT\nw/riYjTA72V+ljwL3L59mw4dOrg1nFApwh/AlClTJHmDG41G1qxZI7kDd+rUKWJjYyUfmMrMzKRj\nx47OaHUpqFQqhg8fzuDBgyWP4aC8vJyzZ8+yaNGiJ9JxEkWRkpISysrKEEWRdevW8b//+7/8z//8\njzOW/NatW+h0OnQ6HSdPnsRms5GSksJf//pX/vKXv7By5UoyMzOdukApntWPi5eXFzNnzqRnz55o\nNBrZ0hSH3d7x48clHw4Gu7762rVrD30OVMK9P7zj4+Pp2rUrI1uOcD52oDABi+3hOnitVkt8fLzk\nQKIePXpIjrF/FlG64C4cKYhK51dxAbkbd6QgPiv8d0YGNuCV0FDaNXG5lslkorCwUHJq+v1onAKf\nJ0BCQgLt2rWTVDRevXqV9u3bSyrgHW+GclIDo6OjZX3IpqenOwOC5HD3B/6yZcvq/cCbXq/nwIED\npKSk4OXlxZAhQwgODmb48OH4+fnh7+/v7OgOGzaMjIwMAObPnw/Yu77dunWjtraWyspKAgMDqamp\n4ciRIxQUFNCyZUuGDh1arwWMIAj069cPi8XC6tWrmTBhgmxLSI1Gw86dO1mwYIHk30F6ejolJSXO\nMIPH5dy5cwhG8PbxJtgziGpLCRvurGZum8UPnVP//v0xmUzYbLbH7kC0bduWmJgY51mEpo6SguhC\ncQFxkZWVRVhYmNIFx97EioyMbLT6Z3dxvbqaTSUleAL/qXTBSUtLc3sXHJRO+D0RRZGrV69KcjVx\nHIjs37+/pHurVCpef/11yemcCQkJ3LhxQ3LBUVtby44dO2Rvw4miyO7duzl58iRWq7VeCiCHnnP9\n+vVcuXIFrVZLeHg4y5Yt46233nJGzUZERBAUFPQjScWMGTOYMWPG9x4TBAFvb29CQ0Px9vYmICCA\nV155hXfffZcRI0YQEBCAyWRi5cqVHDt2TLKF3sPw8PAgNjaWtWvXUlRUJGus5557DpvNJiuO3aHt\nlrq706ZNG65cuMIvO76ByVqMRazmu9KjbMvd8Egd/40bN5KSkvLY91Wr1fTp0+dHHrFNEUX/7ELR\nP7tQ9M8uLBYLd+7ckS3jexZ4LyMDEVjSujWRTXyhajQaKSoqIiIiwu1jK0X4PcjLy8Pb21uyK8q4\nceMk/RGLosjOnTslSx8qKiq4dOmSrEMDBw4coGPHjrK2JUVRZN++fRQUFDBv3rx66Sjo9Xr+7//+\njyNHjhAdHU2XLl1QqVT079//kb2/fXx8HlkXq1ariYqKIjQ0FI1Gw9SpU6mqqmLlypX1koAJ0KtX\nL8aMGcOGDRtkWRiqVComT55MZWWl5DGCgoLo1auX5ACc0NBQAgICsOaJ9AhyOaUcLNrNvoKdD72+\nd+/ekg9o3rx5k507H36PZ53c3FwlBbEOJQXRRVZWlqJ/riMjI4M2bdo0+S54vtHIrtJSPIHfKgsS\n0tLSiIqKcnsXHBqJHEUQhEygCrACFlEU+wmCEAxsBNoBmcAMURTL3XG/yspKevXqJelah7m/lM5v\ndnY22dnZkj8kjx49Sr9+/SRryS0WCxaLhfHjx0u63oHNZsPDw4N58+a59UPOZDJx5swZPD09ef75\n55k1axYtW7aU3GV3HNjr06fPY10nCAKtW7dmwoQJjBo1CqvVSnl5Obt372bEiBGEh4dLms+96Nmz\nJ+3bt8fDwwOz2Sz5g7J58+aMHj2akpISmjdvLuk5Gz16tKw3ocGDB2M2m3m57RKMVgNXKhMB2JX/\nDVq1NyNajrnvtd26dWP//v1UVFQQFBT0WPeNiopi165dsp6/xo4oiqSlpfH888839FQaHEcXXG6A\n2bOA1WolKyvLLWd/Gjtms5mcnByGDh3a0FNpcJoLAmsBsUsXwpr4QrW2tpbi4mK6detWL+M3pk74\nCFEU+4ii6DDe/g1wSBTFTsChuq/dQrdu3SS9KdlsNjZu3Cj5EJlDxiKlQBJFkYCAAOLi4iTd22g0\nYjKZePHFF2UVzikpKZSXlzN69Gi3aS1FUeT8+fP861//oqioyLmd3qpVK1kyl8uXL8t2ztBqtfj6\n+hIYGEjXrl3ZuHEjmzZtQqfTyRr3bvz8/Lh9+zZr1qyR7d6ye/duzp07J+latVpNbm4ue/fulXR9\ndHQ0PXr0ABu80v4Nuvj3cH5vb8E2Cmvz73uth4cHY8eOlfT79vb2Jjw8nPT0dEnzfhZQ9M8ulBRE\nF5mZmURERDTZxenduDMFsbGTlpbGwPbtmd1AQXpPEw4JX32dKWpMRfgPmQysqfvvNcAUdwxaUVHB\ntm3bJF17584dgoKCJOm5Hd3U3r17S7p3dXU18fHxkj9kjx49KstTGuyHvnbs2OG29Eewr0IFQcBs\nNjN79mymTZsmOYG0PlGpVMTGxvKzn/2M8PBwPDw80Ov1khIb70WHDh0ICgri22+/leWaMmHCBI4d\nOyZZ292yZUtu3LhBSUmJpOvPnj3LwYMH0ag0LOvwc9r7dsRX7Uewphkfpf0Vq3j/107Pnj0lv74H\nDRrUZOPZlRREF0oKoguHC0j79u0beioNjrtTEBszh4uLKSgqcrsLSGPEYDBQVlZGWFhYvd2jsRTh\nInBAEIREQRCW1j3WShTFfIC6f/8oFvLTTz+lX79+9OvX75Gj55OTkyVvuScnJ0t2zlCr1bz66quS\nigyHNllqTHllZSVXrlyRtSVZXV3Nxo0b3RZDb7PZOHHiBB999BEmk4m4uLh6/UNwFxqNhkGDBuHj\n48OpU6dYtWrVI7/2HoQgCEyePJni4mLJumywy1J69erFd999J+l6T09P+vbtK1mfHR0dzZUrVzCb\nzXiptSxp/yaIVnINWZSaijlXevK+11osFj744ANJZyaioqJo2bKlWxJJGxtKCqILJQXRRWZmpqJ/\nruP27du0b9++yXfBz+t0jLxxg3e1WsVNivrvgkPjKcIHiaIYA4wDXhcE4ZFEW0uXLnVGkz+qzZsc\nD90+ffo4HTkeB5vNxrp16yQfyLx48SLdunWTvL0qV0sO9h2E/v370717d8ljOKiurubLL78kMzOT\nRYsWNdpt41GjRtGnTx9Wr17tlsAYjUbD3Llz6d69u6xicvjw4bJ0j7GxsZIlV0FBQURGRnL9+nX7\n157BjA6d4Pz+/oLt9+2Ge3h4EBERQVpamqR7f/nll+Tm5kq6trGiuIC4UFxAXCguIC4cKYht2rRp\n6Kk0OL+rk+yNDAlp8kW4wWCgvLxcVt7Ko9AoinBRFPPq/l0EbAMGAIWCILQGqPu3PB837B9Yer1e\n0lZlTU0NGo1GkhQlIyMDg8EgqQtus9lITEyUbIkI9gNzUrXkYJfhhIWFueWgk8PPuXv37sybN++x\nD+E9TTg8vxctWoSvry+iKMqWp/j6+mK1Wvniiy8k2+5ptVpqa2s5efL+XecHERQUxOTJkyUvBAYP\nHvy9w8dDQ8bgo7YvAEtNxVwou3+XPjo6WpJVIdi74cnJyZKubawoKYgulBREF4r+2UV9pCA2Rk5X\nVrK/ogJfQeBXyoLE2ZCt78XIU/+qEwTBVxAEf8d/A2OA68BOwJFoswDYIfdeKpWKZcuWSfrAunz5\nsuQt/uTkZLp27SrpWpvNxujRoyVLQM6fP4+vr69krW1BQQEbNmygpqZG0vV3c+3aNTZt2oSvry/P\nP/98vb/4586dy9y5c+v1HgAtWrSgU6dO3Lp1i6+//lp2JL2npycRERHs27dP8hje3t6cOXOGgoIC\nSdcXFxezZs0aSYV4ZGQk0dHRWK1WALRqb55rPhQvlTc9AwegEe5vGxkdHS25MxEdHd2kinAlBdGF\nkoLowmw2k5ubq+ifqb8UxMbIf9V1wX8eGUnzJr5Q1ev1VFZWukVa+zCe+iIcaAWcFAThCnAO2C2K\n4j7gL8BoQRBSgdF1X8vi+PHj5Off36HhQcjRgxsMBqKjoyVdW1JSYneckEB2djYnT56UrAm0Wq3s\n2LGD0aNH4+/vL2kMB2fPnuXQoUMMHz5c1jiPg0ajeaJdsS5duhASEsLq1aslH4x0MHLkSHJzcyVH\nsjsSRQ8dOiTp+hb/P3vvHR7VfW77f/aMekESQp2igiQwTSA6phvjAgg3bIzj2DiuhzjEzkmuT3JO\n4pvre+6J8zuJncS4m2BjMMcUUww23XSBBEIC1CUk1PvMaDSa0cz+/TGaGZqB/R0BQtrreXgSS3r3\n3poZ7f1+13e9a/Xrh06nE5Z3bN682SlJARjkl4iuw8yJpkwONfz4gHBgYCCTJk1yNvBKEBMTQ1JS\nklDtnQg1BdEFNQXRheLiYmJjY1UWnJuXgnin4YfmZva0tBCo0fC6uiC5ZSw43AFNuCzLxbIsj+r8\nN0yW5bc6v94gy/JsWZYTO/+30d1zZWVlCd2YWltbqa2tFZ4yf+SRR4Siyevr6/n888+Fm4r9+/cz\nY8YM4QdTbm4ugYGBwo4uDlRXV5Oens4zzzxDRESEW8dSguPHj7uVIqkUGo2GuXPnMnToUPbv3+/W\nsTw9PXn44YdvOJjoakhNTaWjo0NoF8MhtREd0Bw0aNAlrLSdT7ff8Dw1124aHQ4rSiFJEvfcc0+v\neOCq+mcXVP2zCw4XEFX/fHNTEO80/HtREQCvDRhASC9nwVtbW9Hr9besF+n5T6MbhMlkQq/X069f\nP8W1Wq2Whx9+WKiZPXHiBOfOnVNc56gdPXq00HmNRiNNTU2MGDFC6NwAw4YNY9GiRW6tFpuamoiM\njOSll1665frvM2fOcObMmVt6TkmSmDFjBvfffz/Nzc1uxanHxMTQr18/YbcUDw8PfvrTn+Lv7y9U\nn5KSIhwslZiYSHFxsdPO0mJzOft4Std+CDgaeBEpzIkTJ9izZ4/iujsNagqiC2oKoguqC4gLNzMF\n8U6CTZZJ7egg3tOTX6osOHl5eSQnJ9+ywdTe/em7CPX19URFRQn9QRqNRmeAjFKcPHlSqJGRZZmc\nnBwhNxawR7YvW7ZM+MG0adMmysvL3Xqw5ebm8s9//pOOjo6b1izYbDZqa2tpaWnBarXy2Wef8V//\n9V/88Y9/pLbWPsv75Zdf8tZbb/Huu++yfv16ZFmmtbXVbe32taDRaMjJyWHt2rVuySNsNhvfffed\nsLZblmVWrVolxIb7+fkxd+5coWbY39+fCRMmOB2BcvVFhHiGMTggiRjfazNTERERWK1WIa/yoKCg\nHu+Q4khBVP2fXSmIKgtu1z9XV1erLDiuFESVBQdTWxsL29vJnzSJoF6+UDUYDBiNRiFlgih69yt+\nEfr3789Pf/rT6//gZZBlmY8++ohXXnlFsS5ap9PR2NgoNBQiyzJpaWn07dtXca3ZbGb79u3Mnz9f\ncS3YHRdKSkqYN2/e9X/4R1BbW8uWLVt48sknbwpDpdPp2LZtG6Wlpfj7+zNr1iyGDx/O7NmzCQ0N\nxdvbmy+++AKAJ554go6ODlpaWmhoaECSJM6ePcuuXbsICAhg5MiRTJw4sct9lqdMmUJFRQXbtm1j\n/vz5Qitvh7Z7z549PPnkk4rrJUkiKCiIU6dOCbnbFBcXk56ezhNPPKG4dubMmciyjLGjjaONJzF0\ntFLd3spDMdc+liRJ3H333ULpodHR0VRVVTldeHoi1BREF0pKSlQXkE44WPDezvzCrfF/vlPg0D9r\n1c/FLWfBQWXCncjOzhaKGm9ubsbT01NoMLGmpoahQ4cKPSAaGxuF2Z2cnByMRqPQzViWZecApTvN\n8549e5g7dy4xMTHCx7gcRqORQ4cOUVRUhJ+fH0OHDmX58uW8+uqrzuHVgQMH4u/vf8m1azQavLy8\nCAsLY8iQIQCMGzeO3/zmNzzyyCPO16qiooLS0tIuC3yRJImHHnqIuro6mpqahI+TmppKQ0MDjY1i\nYxEObbeIfWJ0dDQlJSVCQVGOkKnva/Zg6LAz8X29Qojzv75rw7hx44TCm/z9/YmLixP25O/uUFMQ\nXVBdQFxob29XXUA6cStSEO8EyLLM/SdPsqKlhUABGW5Pg16vx2QyCUmS3YHahHdi3759Qo1EZWWl\n8B9zYmIiCxYsEKr9n//5HyEJgizLHD9+XNhXvKOjg+joaOFhTFmWsVgsPPbYY4wcOVLoGJfDYrGw\ndetW3n33Xerq6ggMDMTDw8MtzTLYm/Po6Gjuv/9+PD09MRgMbNu2jRUrVggHxlwOLy8vli5dSkhI\niLA+3MPDg5dfflloVwTs2vLY2FghSYqPjw8xMTEUd9pbKUFAQAAN3q1srdjp/NrCmAfx0Fx/cdfY\n2OjcyVCKRYsWufW56M5QXUBcUF1AXFD1zy6oLLgdOxob2dHSwnqNht6XI3wlbgcLDmoTDrg3lBkc\nHExqaqriuo6ODjZv3izEqjY1NdHa2irEIhsMBjw9PYW8g2VZxmw2c++99wrfzE+dOsWmTZu67MHY\n1taGVqslODiYV199lYULFxIeHn5Dtc888wzPPPPMDZ8rOTmZV155hTlz5pCenu528I4DkiRx/vx5\nPvvsM+egolJ4eHhw6NAh4cVBWlqasM3kmDFjFH+OZVlmR9VhjidWUmWyMjpoLEMCk5gSOuGG6vv0\n6cP58+eFJCl5eXkcO3ZMcV13h+oC4oLZbKayslJlwbGz4HV1dV2663in4lalIHZ3yLLM7zodUf7X\noEEE9PJFu06nw2w233IWHNQmHICqqioiIyOFGsvo6Gihoczq6mqqqqqEVl15eXkkJiYKXW9gYCBL\nly4VOu+FCxdYuXKlsBxDp9Oxa9cutyLTHTCZTHzzzTesWbPGqRH28/vxkJeugiRJJCYm8uSTTyLL\nMp9//jlFnTczdzBo0CDCwsLYu3ev8DH8/f1JT08XqrXZbLz33ntCMo3hw4crCpvSW9p4N/8r/l74\nFTbJBkicbCrj9aSf3xALDvZFR79+/aipqVF8vRqNpkeG9hQXF6suIJ1QUxBdKCgoYPDgweprwa31\nf+7O2NrQQKbRSJhWyyvq4ozc3FzhrBZ3of5VYh/KXLhwoeI6WZb5y1/+IuSiUVVVJbwaHzhwIBMn\nTlRcJ8syGzduFHb9cFgiit7Atm7dyvjx49323ywvL2fFihVotVqWLFkifD2HDx8WTjkFuzXl5MmT\n2bJlC1u3bnXL5USSJB588EGysrKEA6OGDRtGRUWFkL5co9EQHBwszKR//fXXlJeXX/Nn7Ox3Bk8e\neZu9NXl4aeyDg/H+Mfw55Zf4eShLbR08eLCQhOfi4cyeAof+WWXB1RTEi2EymWhoaFBZcG5tCmJ3\nxsUs+L/FxuLXy+VaDue00NDQ23J+lTLBPiApsg3R3NwMIKQvrampEWrCLRYLQUFBQt7O9fX1lJaW\nCkXUG41G8vPzue+++xTXOjB9+vQuuQF6e3szb948YVtIB/Lz8wGYPHmy8DESEhJ4+eWX2bRpEzU1\nNW4N+/j7+/Pcc88J+6V7enoybtw4ampqCAkJUVyfnJxMfn6+UAJrSEgIeXl5P9r4lLXW8qdz6znV\nXOL82ozwofT19iHilIaAJOXOM7Nnz1ZcA/bXOSAgAL1eT58+fYSO0d2g6p9dUFMQXXCw4L2d+QWV\nBXdgU309p9vaiPTw4MVePpwKt5cFB5UJB2Djxo1CzijuDGU++OCDQh7fJSUlbNiwQeiceXl5bt2E\nFixYIOxpfuzYMSIjI91qEnJzc/n2228JDw93uwHvSnh7e/P4448THR1NVlaWkE7ZgZCQEAoKCoQG\nHQFmzJjhdHhRiqSkJOH3JyEhgdLS0qt+b3fVWd7N3cnpZtf3w7yDmBM5gdeSn0K22KisrFR8ToPB\nwI4dO4Su95VXXukxDbiaguiCmoLoguoC4sKtTkHszviqc6f1d3Fx+PbyRXtzczOyLAubGnQFen0T\n7s5QpkajEVpBdXR0cOLECaGGxx0ZS11dndD1OsJrRJu7nJwcsrOz3WKmiouL2bJlCykpKcLHuNmQ\nZZmioiL+53/+xy1piizL7NixQ3jwc//+/UIpmoGBgaSlpQmdMyoqCj8/vyskHmtLj/F6xlp2VuUS\n798fraThyUHTWT3pV0wPH+GsFZHg+Pj4kJGRIbToqaqq4uzZs4rruiPUFEQXVBcQF1QXEBdul/NF\nd8RrJhNfDBzIz3r5cCrYib0hQ4Y4n1vnz5/n1VdfBeCHH35AkiS3nuU3gl5/p2pqaqJv375CN+2h\nQ4cyevRoxXXV1dVkZmYqrgP3mvCHHnpIyBWlurqatWvXCp3TZrOxd+9eZs+eLXwDrK+vZ/369Sxa\ntKhbszqSJJGWloYkScLON2BnpH18fMjJyRGqDwoK4ty5c0K1586dExoO9fb25sknn3S+xzbZxl/P\nfc9/5mxF7jTAqjea+UfqK7yS+CB+Hi75SUxMjJC2253hzObmZqGFSneD2WymqqpKZcFRUxAvhtFo\npLm5ude7gMDtSUHsrtDpdHR0dLAkPh7vXrxQzcvL480330SSJPbu3YtGo0GWZfR6PX/72984deoU\nU6dOBeCpp566qdfSe9+FTgQGBjJz5kzFdQ5nDFEWTvTmGB8fLzRwVFhYyJkzZ4QaYXe0dFVVVc6A\nFFGEhoaydOnSLrcb8/T07PJUQa1Wy6OPPkpAQIDwClqSJKZMmUJZWZlQfWJiIsXFxUJ2h8HBwcLN\n/4kTJ8jNzUWWZdafz+SzogPO7w0P7s+qu19iePCVzeKQIUN44IEHhM4ZFRVFbW2t4rrAwED0er3Q\nObsTVP2zCyrz64Kqf3ZBZcHtONzSws6zZ4V3tO907N692/mcaWhowGq14ufn50wOvzjUz2FAsWzZ\nMtauXStsHXwj6PV3bl9fX5KSkhTXGY1GqqqqhJq4yspKoSZclmXGjx8vpGXNz8+npaVFcR24bmIi\niImJUeTFfTkOHTpEWVnZTZlcXrJkCUuWLOny43p6ejJnzhxaWlqEAnDAzobPmzdPqNbf358hQ4YI\nvd8REREYDAYhq0KLxUJxcTFfFmfw24ztjA62L7ymhSfz0cRn6ev948PE+/fvx2AwKD6n6GxFQECA\n0Pm6Exz6Z9UFRNU/XwxV/+zC7UpB7G7osNn46dmzPG4ycaaXLtjT09PZvn07+/fvJzk5mfb2dkaO\nHImHhweLFi3i73//O7IsO1UKmZmZvPvuuwAsXrz4pl1X73w3LsLBgweFtt/1er1wuMn06dMZNmyY\n4rqCggLWr18vdM6qqiqhB5Qsy4wdO1boQd/U1MTu3buFtaqVlZUcOXLktlkHuYtTp06xbds2IVmK\nI8Bn9+7dQudeuHCh0Oum0WhITEwUGlSOjo4mo/Y8/zfrOwAO11zgvsgU/jJ2MX4eXtesLS8vp6Ki\nQvE59Xo9ubm5iuuCgoL4yU9+oriuO0HVP7ugsuAuqCy4CyoLbseXtbUUtrcz0MuLiT1kIF0pTp8+\nDcCvfvUr8vLymDt3LmD/e1m9ejUAy5Ytc0qMU1NTkSSJV199la+//totw4VrodffvUWbaZPJJDRR\n69AdiQTLVFVVERQUJHTO2tpaIXtAo9FISkqKUCN98uRJ4W2cjo4ONm3axNy5cwkICBA6xuUwm80U\nFhbS3NxMW1sbf/3rX/nLX/7CqlWryMjIAOhSdnT69OnU19dz5swZofp+/fpx/PhxzGaz4lqTycSX\nX375owuAap2eQ8Xnr/q9Rx999IZTRy+GV0gfNvg2YJHtA6XDgqP436PT8NBc/7MTHh5OXV2d4nO2\ntOOmRHEAACAASURBVLQIeb1rNBra2tpu2o31ZsOhf1b9n9UUxIthMBhobW0V+vvtabidKYjdCRab\njT90um39IT4ez166aHfMScmyTHNzM7NmzQLs1rweHh4sXryY9957D5vNxqlTpwC7xPKvf/0rAIsW\nLbop19U7342LYDAYhJq82NhYHn/8ccV1bW1tfPnll4rrQJzNliSJ119/XcgffMeOHcIDbLm5uUKM\nP9ibjKFDhwp5Vl8Og8HA9u3b+etf/8rBgwdpaWnBy8sLHx8f/Pz8mDx5snPrdu3atXzyySecPn3a\nbR2Yh4cHaWlp7Nu3T4gN9/f3JyYmRiiR08fHh5qamqsG97RbLDz62Rp+ufFbvsk5x//b8wNg37LU\nmUxUV1dz6NAhReezWK28kbWNVg/77xnk6cO7Ex/FW3tjUQSBgYFCCyB3tN2bN2+msbFRqPZ2o7Cw\nUE1B7ITK/LqgvhYu3G7/5+6Cz2tqKDGbGeztzZO9eHHmmLFKS0vjnXfeQZZlfvjB/uzLzc3l888/\nB+Dll19m1KhRAIwbNw5JknjttdfYtGnTTSFten1YT0REhNBKubi4GA8PD8WuBO7IWPz9/YWa8MrK\nSmw2m5BrQGVlpXNKWAmMRiNWq1WIqbPZbHh4eAgNzF4Mi8WCyWRCq9Xi7e3Niy++eMlOgmNRMnjw\nYOfXli5dSn5+Punp6ZSXl/Pggw+6dQ0xMTG8/PLLwg/Fu+66S1jLHx0dTWVl5SU7NifOX+AXX28j\nKqQPWdXV/GrrDjy1Gs7U1xAbEkJuYz0tRiP9W3SMGT8OX89ry0jAziz8+4kdXGjRE6D1wmA18/a4\nhQzwv/HAoNTUVKHf0dGEy7Ks+DV21N5p2lmTyUR9fb3wArcnwZGCOHLkyNt9Kbcder2etrY21QWE\n25+C2F1gttl4s5MFfzM+Ho9eumg3Go3odDpGjBhBY2Mjhw4dYu/evU42fOjQociyzFNPPcWHH37I\nihUrOH36NCNHjiQ9PZ0///nP/Pd//zePPPIImzdv7tJr653vyEWYOXOm0E3r3LlzQt7G7jTh8+fP\nF0pTPHXqlJDThjse6n5+fixbtkyo+SwsLBS2RHSgtraWDz74gMzMTPz8/Jg1a9YNSXk0Gg1Dhgzh\n6aef5t5770Wn07F//363Is5NJhPfffedUG1qaioTJ04Uqu3fv/8VLPEHh45T32ok60I1Wq2EVpLo\nwMb5pma+zDpNRmUlhc3NnLV2MPmzj3g/Ix3jdVb/f8rax7qiLIp1TXiYNCwOTGRGlLIwJZvNxoUL\nFxT/jp6ensLDtXfqcKaqf3ZBZX5dyM/PV/XPnVBZcDtWVldTZrGQ7OPD472YBS8uLsbPz4/HH3+c\ndevW0drayuuvv44syxw8eBCAs2fPsnLlSgCef/55Royw51hMmDABSZL413/9V7Zs2UJ7ezvp6en8\n+te/Ji4uDkmSHH9zQrrZXt2Ey7LMqlWrhBosg8Eg1EyHhIQwbtw4xXUmk0k4KVNUD97R0cH06dOF\ntrwPHDggNNwHcPz4cbdCeSorK1m1ahVTp05l+vTpwsfx9PREq9VSVFTklu+3r68v586dE0qFBNi7\nd6/Qgm/KlClMmjTJ+d/lTS0cKCwFQAusfOIRHhpxF1ZkKvR6ZAm0jge4twfN7Sb+6/ABpq/6mHeP\nH6ZM13zJ8U0dFv6YsYsPzh5xfm2ob18m2ZQvFFtbW9m6daviOrBbWIpIh1JSUoT+Lm4nVBcQF1QX\nEBd0Op3qAtKJ7pCC2F0wUpaZo9Xyx/h41729F6KwsJARI0ZQW1vrfA4XFBSwe/dupkyZAsCwYcPQ\narU888wzfPrpp3R0dPD+++8Ddknv22+/Ddh30CdMmMDbb79NaWkpw4YN4/e//z2AkBVar5ajtLa2\nUlNTI8QciDLaoaGhQltker1euInT6XRCA50BAQHOD6gSyLLM4cOHhYKMGhsbqaysdGsIorW1lXnz\n5l3XD/VGhmP9/f156qmnWL16Nd9//71zoloJNBoNqampnDhxggULFiiuNxgMlJeXKx48s9ls7Nq1\nizlz5iBJEhsyzzAyKhKLzUpUUCATBvbHU6uhTNdCiJ83jwwbzsioSDbn5vJZdibo7DKYemMrH2af\n4L8zDzM4uC+xIcGYZAvHay+Axgqdfz6zogfzLyFJFBcq17A7NOEispJNmzZx9913Ex8fr6guLi7O\nrR2O24H8/HyVBe+E6nzhQl5eXq/1f74cjhREFWAtLeXrUaOEbI17EgoKCliwYIFzyBJwsuEZGRm8\n9dZb/Pa3v73kXnK5/XRKSgrz5s1j8eLF3HXXXVec48033xR6mPTqJlx0KBPs4n6RxnbHjh3069eP\nsWPHKqpzR8aycOFCoWvdsmULSUlJirf1mpub8fT0FHptPTw8mD9/vpD/us1mIycnhxEjRtzQg/lG\nG30vLy8WL14s5N7hwJgxY/jiiy+w2WyKdxaioqKE7Ps0Gg05OTmMHz+e4OBg9uYXk1tt/x3+ZfpE\nJEkitX8M/z3vfvr5+aHtvK5nx4xhdng420qLWZV/joTQvhystjupFDY30mhppbGjM+HSCk/flUpe\nSy1/v/shZEsHcYNiFV+rl5cXkiTR3t6ueIA4ICBAaDgzNzeX7OxsHnvsMcW1twOq/tkFNQXRBZ1O\nh8Vi6fX6Z7CTOJIkCck2exKsskxDXR3e3t69vgEHqKurw2g0Ul1d7fyan58fp0+fvqLXGD9+PA8+\n+CBLliwRShhXil7dhLe1tREScuPDYw7IsozZbMbL6/pDa5dDp9MJeW63trYKNeFWq5WAgAA8PJS/\n1Q0NDUK/o6iLC9hXn6IsxtGjRykoKHBquboSPj4+9O/fnwMHDjBu3DjFjaK/vz8vvvii0Lmjo6Od\nHqdKERwcjE6no03SOhtwD42GiXGugeKIqyyWykpLSTCa2Pf0cxypLMPrjJZDFWW0WzuYFhPPpvP2\nVM3BQaHMjB7Mf4ydg4dGg1XS0NTUJPQQTEtLE5I+iTqk+Pn5CUumbgdU/bMLKgvugsr8upCXl3dV\nlrK34e8XLvBJcTF/EQgi7GmQZZn4+Hh+//vfExoaSnJyMqmpqaSkpBAbG0tSUpKQaUVXoVc34XFx\ncUJx6m1tbaxevZpf//rXimtFGe0RI0YI2fU1NTWxZs0afv7znyuu1ev1Qmz20KFDFUsDwP7H8s47\n7/Dqq68q9lFvb2/nwIEDPP/88zf8YN61axcA99xzzw39vCRJ1NfXk56ezrRp0xRdH9ibKFmWFe8s\nREVF8eyzzyo+H7hY4vSyWqIDA4ntF0J4UAAB3tdeXAUGBlJbW4u3hwczBsYzY2A8bRYLRyrL6N8n\niIkx/bk7Opb+AZfusFgsFv75z3/yxhtvKL7W5ORkIXlIQkICNptNcd2dNJjp0D87rLN6M9QURBea\nm5ux2Wyq/hk7aaTVaoV2fXsSjFYr//f8eWplmVaBHeWehurqasaMGUNRUVGXZY50JXr1YGZlZSWF\nhYWK64xGo1DYDtgDWERuEiUlJdTX1yuuc0fGEhQUJFRbWlpKe3u74rrGxkand7dSFBcXExcXp+hh\ndOHCBcWOHBMnTiQjI0Oo6TMYDJw9e1ZxnSRJZGZmYjQaFdc++OCDDE5MZN3xbKqb9RwtLGNM/+tr\ny6/GLvt6ejJrUAJJIf14ImnUFQ04gLe3NzabTej937Rpk9DrEx8ff4nN5I3Cx8dHscXo7YLKgrug\nsuAuOF4LFaou3oEVFRXUdnQw2s+P+b1coiTLMgUFBQwfPrxbNuDQy5vw8vJy8vPzFddZrVbhKHZR\nLXlGRsYleqYbhTtN+NNPPy0U8HPgwAEaGhoU11VVVQmn3g0dOpRHHnlEqFYJoqKi6Nu3r5CdXlRU\nlJDLCdjTR0Ve046ODr45noWlwwpAoI8380YNvW5dVFSU00NVCSRJEg7e8fb2Fmre8/Pz+fbbbxXX\n+fn58dBDDymuu9UwGAwYDAY1BRE1BfFiOIK4RCSVPQ319fV4eXn1ev1zq9XKf563z+/8n4SEXr9Q\nraqqIjg4WJg0vRW4o5twSZLukyQpT5KkQkmS/pfSepEhObDreydMmKC4DmDjxo1CqUsWi0VInx0S\nEiIU6qHT6di9e7fiOhCXsfj7+wsNnZlMJvbt2ye8MFKKp59+WohBDQ8Pp7m5Wej9F9U95xUU8rdd\nR6ls0jN6QBSvzJyAn9f1tyh9fHyEH2hTp04VWrxptVqhHYaOjg6h16a9vV3Y9vNWQvV/dkFlfl1Q\nXws7ZFlWX4tO/P3CBRqsVsb5+3N/L5coOVjwxERlmRW3GndsEy5Jkhb4B3A/cBewWJIkRRMZok14\nQEAAY8aMUVwHdkN4Ed2r6LUOGDBAaItOr9dT3Jm0JVIrwr7HxcUxdOj1WdrLUVlZKXytIjAYDBw9\nelRxnVar5fXXXxdyfhHRL58uq+b/7svC1MmCF1Q33BALDmA2m3nvvfcUXyfA6NGj8ff3V1wXHR0t\npG0Vbd4dD+/uDL1er7qAdKKlpYWOjg7VBQS7dE+j0fR6FxCws+A+Pj7CO749BfqODv6rM5RPZcFx\npkX7+vre7ku5Ju7YJhwYDxTKslwsy7IZWAukKTnAiBEjGD9+vOITV1RU8MUXXyiuA3szLcLYzpw5\nU8hxJD09nUOHDimuE236wW6J6O3trbhuy5YtlJaWKq4TDSPq06ePENsrSRI//PCD4jqAsrIyIW33\nlClTbniBkltRy7+v/Z6f/GMtbWYrrWaZpXen8sa8GYQG3Ni2nEajEWpsAVatWiXkaT9q1Cgh1kL0\nASzavN9KqCy4C2oKogsq82uHyoK7cFKvx2y1MikggDm9XKJ0p7DgcGe7o8QA5Rf99wXgRzUiDQ0N\nzkhSBwYPHszo0aOxWCysXr36ipqUlBRSUlIwGo2sW7fO+XWTyURzczM5OTkMHz6clpYWNm7ceEX9\npEmTSE5Opr6+3pkGaLPZ+PzzzwGYNm0a8fHxVFdXs2PHjivqZ8+ezYABAygvL+f7779Ho9Fc8jC+\n7777iIyMpLi4+KpN4bx58zAajdTX11/xuwM89NBDBAUFkZOTw4kTJy75nslkctoanjp1ilOnTl1R\nv2TJEjw9PTl+/Dhnzpxxft1ms3H06FGeeeYZAA4fPnyF9v7iuPH9+/dTUlJCdXU1FRUVzuFMh4/3\nrl27rtBg9+nTh4cffhiAnJwcDAYDtbW1zu+HhoYyf/58wN7cX66njoyMdNZv2LDhCqu6/v37O11T\n1q1bd0njLMsyJpPJ+d+rV6++QmKSlJTE5MmTAS557auqqujbty9jxoxh3LhxN/zZs1rtbLZjATd2\n7NirfvYa9EbazBaO1bQzbMAA2vQtzPE10pGfRUttICuzjwPX/+zNmDEDq9VKeXn5VWVJ1/rsVVVV\n0dDQQHR0NHl5eRw5cuSK+qt99hxMf0BAAIsWLcLPz0/RZ+/i1/lGPnsajQar1XrF30Z30Q86UhBV\nFlxNQbwYDQ0NeHh49HoXELD7P/v5+XXbobtbiUSTiW+DgohUF+1cuHCBfv36CckibzXuZCb8ap+y\nS3QeH374IWPHjmXs2LFX1eGWlZVx7Nixm3V9V4WoG0NdXZ3Q0JroH6O3t7fwoGN5efn1f+gqEL3W\nyMjIHj+Qo9PpritH0be1U1rbSG2zngAfbxp1Rgb1C+Gu/hFEBitjiiVJUhwo5S4sFotzsaG0TkQT\nrtFohKwmbxVUhs8FlQV3Qf1c2KGy4C7Iskx+fj7jhgwhqZuQCLcLNpuNoqKiO4IFB5DutNhmByRJ\nmgT8QZbluZ3//QaALMv/OXbsWPlyZnfs2LFXsL0HDhygvb39hn2iHaipqSE9Pd3JtCpBVlYWI0aM\nUCz1+Pzzz5k8ebLiBKeMjAw6OjoUD5IajUZqamqEfNT/+Mc/8m//9m+KZTebN29m5MiRxMbGKqoz\nGAw0NzcrNtx3MMD33XefojpZlmlsbBTSpr7//vukpaUpdoHZuXMnvr6+3H333Vf9fqPeyCsrNuLl\npSWrtIpBYcG8/cyDaIwtpKenO3cdbgW2bNnChAkTFLt57Ny5Ez8/P6ZMmaKorqCgQOh3tFqtZGdn\nk5KScsX3rna/uJXQ6XTk5OQ4d1N6M5qamsjPzxcehu9JqK+vp7S09JYvkLsjampqqKysZPTo0bf7\nUm4rmiwWVhQUcK/Fwlg1R4CysjL0er2QIYU7kCQpQ5ZlxX+YdzITfhxIlCQpTpIkL+AJYLOSA4jq\nXiMiIoQacICtW7cKsX2i15qamir08GpqamLnzp2K68AeQS7C2i9YsEBxAw72B9N3332nuK66ulrI\n9rGlpUVYS3zPPfcIWYq1t7df0x3n3c0HyS2vJauoiuEDIvj054tIjgkX1vabzWY++eQTxXUA8+fP\nF7LT02g0QsmuVqtV6He0WCxs375dcd2tgJqC6ILKgtuhMr8uqK+FC/9dXs5va2v5s+AMV0+CzWaj\nuLj4jmHB4Q5uwmVZ7gCWAd8B54B1siyfuXbVpejfv79Q09fS0sLevXsV1wFOHapSJCcnC0kuzp8/\nT05OjuI6X19f2traFNeBvfEXaVJLS0uFwlqioqKoqam5ZUN2WVlZV9UpXw82m43o6GghnVp8fPyP\nSplOFlZwONfuDSsBL86dSL8+dncSo9EoNB1usViEfMnBruFvaWlRXDd79myhBaPosLM7w8c3E83N\nzVitVlX/jN0FRKvVqi4gqC4gF6O6upqgoKBuM79xu9BgsfDXTvnnq3dI8NjNRHl5OREREUJ2zrcL\n3e8JpACyLH8ry3KSLMsJsiy/pbR+0KBBJCUlKT6vyWQiNzdXcR2IOzKMHTuWiIgIxXU6nU7oWh2W\neCJypXvuuUdoUKa1tZXTp08rrvP29iY8PJyioiLFtZejzXDthYcsy+Tm5grJdKqqqli1apXQdd11\n111XdYAxWzr44+pdtLQYGTu4P/ekJDJteLzz+76+vkJzCK2trUI2gwBnzpyho6NDcV1RUZHQzsTg\nwYN54IEHFNeJNu83G2rynwvqjoAdKvPrgsP5QuTZ3dPw57IyDLLMvUFBTO7lg7oOFlypZPd24052\nR3Eb2dnZ1NbWMnv2bEV1Wq1WqMkAe2KmyCrtyJEjeHl5kZqaqqhONOTFy8uL+fPnI8uy4oHJH374\ngbCwMMWe39HR0UKyErDHs4syRO1t7exde5jtn+zG1Gri/cy3f/R3rqiooL29/Zp/6KY2M/pmI0aj\nGR9fL3z9vfAP8PnRRFCTyUJBUQ2HjhfR1GwkOiaYxqZW5s0ZSWKcXdbxwQcf8OSTT17xO3763XFK\nahoBOFdaw/p/f/qS74s2MGazWWjRJ8syBoNB6L04efIkycnJiu0m29raMJvNihd+Pj4+pKUpcjW9\n6VBTEF1QUxBdqK2txd/fX3UBwZWC2N39n2826sxm3u10DfvjHdZ43gyUlZURFRV1R7Hg0MubcKvV\neoU13Y3Az89PyOsZIDY2Vjisp76+XnGdaBMOdvZV5Fo7Ojqorq5W3IQHBwfT0dGBwWBQ/LCJioqi\ntrYWk8l0w5HWjsHKDnMHf1/2Me1tZgDyTxSRPG7wVWvCwsJ47LHHnE26LMsUnqng6K4zmC1Wdm8+\nRVODgWFj48jOtt8gg/v602Iy4+OrJXpAEI6+7/PVh9n4TQZNzUYiYoKpqtchaSQCgnxp0bexYfsp\nJo2LZ/hd0ZyvbLhk69VoMrNyezprfshyfm3ZgilE9r20Ydm7dy+JiYmKh1b79+/Po48+qqgG7Np1\njUYjdCMUbd7PnDmDTqdTPGALKH5dbjZUFtwOB/MrkqDb0+BwvhANiOtJcLDgIvkePQ3/VVaGUZZ5\nICSE8b18oWq1WikpKflR44LujF7dhIukEIJ9i//VV18VOufmzZsZOnQow4cPV1QXGBgotFUfEhLC\n0qVLFdeB3f966tSpxMfHX/+HL0JUVBQnT55UfD5Jkli2bJkww1FWVsapU6dYunTpDWl9Lx6unbZo\nEjv/uR+A7R/vvmoTXlRUhI+PD5GRUWQfK+LAtlPkZJ6nJLcKgFF3J9HUYP881VU3O+s8vT2wGdsx\ntnZg7dDwz89+4POVB7FpJWQP+3Va2ixotRo6bDZa9C5JTGNrGyu+OgR48+xvVzN9XCI2D/h6fxYN\nOiMycN+kZKqbDSyafuVkvOj2XGFhIRqNRvF77+3tzWuvvab4fGBPhxRh+kSb94qKCnbv3i3899HV\nUFMQXVD1zy7U1NQQGBgoLA/rSbhTUhBvNmrMZv5RUQHAHxXeo3sizp8/T3R0tFAa9e1Gr27Cg4KC\nhIbkJEmioqKC/v37K64XbfyDg4OF9KsajYaamhp8fHwUO08EBQXR3Nx8/R+8DNHR0cL+61arldzc\nXKH4+tTUVM6ePcuhQ4eYOnWqotr7l87i+I5TDBo+iJK8ajosHXh4ul6v1tZWvvriawaG3MW3/zxO\nU519B2XYJNcUdlm+fZGk9bCHKg2M60dbm4WAPr7UNrUCEB5xUYPVucmg1Wrw9fHi4UfHMWhAKD4+\nHny75wwZp89TVOEajiw4X0d+WR1WfwnHBoUEeEtaPlr+GNqrLDyam5uFQj0KCgoICQlR3ITrdDqa\nmpqEBp4ffvhhoQZUr9cLJabq9fpu1eTl5ubeclut7ggHC34168jeBgcLrloSuljwiRMn3u5Lue3o\nq9Xymiyji4piTDe6h90OWK1Wzp8/f0ey4NDLm3CHtEAE+/fvZ86cOYqH3kTlIQMHDhQO+vn2229Z\nvHjxDcs0HIiIiKCqqkrx+YKCgpyJhUphs9nYsmULCQkJiiUNkiSRlpbGV199xfjx4/H29r7mz2/Z\nsgWwM+LDpgzBJziQ7MMFAGT9kEvqbPtuRcX5Gv7zlys4n9nESb8GOi6aqzW1mggI8mX8jKGkTk1i\naGos4VHBaD0uXTDt3r0Ho8HC+PET2LHDPnwq2WQeXTCGF1+ejVZ7aQM9dlQshtZ29p8oYG96Aemn\nz2PpsCLJMOWuOA6eKSE8JIBXFk7h/klDr9qAt7W1odFohDS1BoNB6PNWWlpKUVGR4ibcarXi5eUl\nZFE4cuRIxZ9tQEj2dLPQ0NCAp6enmoKImoJ4MVQXEBcuXLhAWFjYHZGCeLNRUV7OTyIjGaIO6lJa\nWkr//v3vSBYcenkTDrB9+3bmzJmj+OEv2kz3799fSIdutVrZvXs39957r+LaPn360NLSorhRiYuL\nE06xPH36NIGBgYpdRIKCghg0aBDZ2dmKh1Ad9c8//7yTTUtKSvrR3+FiCz6NRsPkealseu97APJO\nFBGVEMH693ZRkH2eotP2nzW0tBE3vD9NdXom3zeSux8YxciJg69oui+G1WolK+sUTz31FOHhwfz0\n2Wn89NnrJzUG+Hvz4PThWJoK+ddnniYrv4b9xwtZ9tQ0UtLzeGL2aHy8f/zG4+vry/Lly4Xew5aW\nFiGWWLSxbWpqYu3atfz85z9XXJuQkCBkNdi3b99uMwCZm5vLiBEjbvdl3HY4/m5V/bOLBVf1z64U\nxEmTJt3uS7ntaDGb71j9c1ejo6ODsrIyxTvf3Qm9vgnPzc1l0qRJirfBRWUlItv0YG8Sjx8/zowZ\nMxQzxBEREVRXVyvWBkdGRgpt84PdxrG4uFjIym/s2LHs3btXqAkHOyNuMBjYv38/x48fZ/78+TfE\nMI67dxTZx4rQNRvZ9uVRDu3NpjjLvhMQFRdO1fl6klIGsuiVOUy8b+QV7PWPIS8vj5CQEKEAm4aG\nBoqKikhLS+PesL7cO8Uu03nmges/mPPz8/H39ycmJkbxeRctWiTEvun1emHmXVQa8qc//Ynly5cr\nZsi6i8VZXV0d3t7eqgsIdheQgIAAVf+M3QVE1T/bceHCBcLDw6+7u9nTUW4ycdexYzwSEMAMgV3D\nnobS0lIGDBggtIPaXXBH+4R3BUQZ7TFjxijWy4Jdo7tmzRrFdZIk0adPHyEWffTo0cLemevWraOm\npkZxXXJyMvn5+UKe6PHx8W7HrAcGBvLcc88xcOBAPvjgAxobG6/r9DJ0QgLFZyuor2qmsbaF+hqX\nHn5oaixvrnqJv279FVMeTLnhBhzsVnjTp08X+j3y8/OvyeZfCxkZGUKhOQaDAZ1OJ3RjGzVqlJC7\nh+hQptlsxmq1Cj2cv/nmGyorKxXXdSUcbKfq/6x6YV8Mh/75Tkr+u1lw+D8PHnx1x6rehLdKSzHI\nMm2+vsK71D0FHR0dlJeXCxOb3QV37vKhixAYGCjEaIeHh2OxWBTXeXt7c/78ecV1jnNWV1cLabtb\nW1uFzunh4UFFRYViz+igoCCCg4Opra1VzKZLkoQsy+zevZtZs2YJ32y0Wi3Tpk1j9OjRBAQEcPz4\ncTIzM4mOjiYqKgqbzYbFYiEnJ4fa2lr0ej0zHp1Afs556it1yBYtyamxPPtGGiMnJwpdR1NTE4MG\nDRIOhamvrxdqSmRZprKyUsi2r6CggJKSEiH7Pn9/fyFGOzQ0VLFjELiGK0XemwsXLtz27e26ujrV\nBaQTqv7ZhYqKCkJDQ1X9M3dmCuLNQGlbG59WV6MB3hTYYe5pKCkpYeDAgXc0Cw4qE86CBQuEtqWL\ni4tZt26d4jofHx+sVitms1lx7bx584RcQ2RZ5t133xWKoY+NjaW4uFhxHcBzzz0nLGfx8fGhqKhI\nyOrwcjiatNTUVObNm0dUVJRzq1eSJM6ePQvY2Xv/Pn7UXtAhaT1IGDGQ3330M0ZNEWOizWYzn3/+\nufCiC+xDoyJsWF1dnXDc94+FCl0PJpOJf/zjH0Le8lFRUcL+2KJ1t3swU2XBXVCZXxdkWaawsFBl\nfrlzUxBvBv7P+fNYgCfCwhjSy+VaFouFCxcu3PEsOKhMOCaTiebmZsVNh6iMRZIkYmNjaWlpISws\nTFGth4cHxcXFih9UkiQRGRlJVVWVYglNUlISeXl5imoc0Gg0fP/990I6do1GQ1paGqtWrSIhAovr\nngAAIABJREFUIaFLXCO0Wi39+/e/JsMb88YA4oYPIGpQPxprW+gbIX7eXbt2MWDAACHZEkB6ejp9\n+/YVehiHhYWxdOlSocVDVVUVd911l1BdRESE0JDkmjVruPvuuxU7soSGhgoNK1utVvz9/W+r3lZN\nQXTBkYKosuCqC8jFuFNTELsaRW1trKyuRgv8QWXBKS4udmuHuTuh1zPhJSUlpKenK64LCAhAr9cL\nsX5LlixR3ICDXQO1fv16YaZRxG4wICCAxYsXK64De/Pf1NREdna2UH1ERARTp04VSgoVRWCIPxPn\nDCd1+hDmPDZBqKEEu4wkNzdXSA4C9ibx4MGDwsN6Z86cEW4wp06dSnR0tOK6yspKIQZdlmXKy8ud\nCaZKkJOTQ2ZmpuI6rVbLsmXLbpuu0sGCd5fh0NsJlQV3weECorLgrhRElQWH/11SghVYEh5OYi9f\nqFosFiorKxk0aNDtvpQuQa9vwkUZbT8/P4YNG4bValVcW1NTw/HjxxXX+fv74+PjQ2Njo+La5ORk\noSYH7EmRP/zwg1Dt2LFjOX78uNDCAWDixInEx8fflEZ8w4YNbNiw4Yqv94tyL7FQlmX69evHSy+9\nJNwI5+Xl0bdvXyFHFYPBwLZt24QWEG1tbQwaNEiIeQoLCxNi0JuamvDy8hJyxCgqKhIa/m1oaCAj\nI0NxXVdBTUF0QU1BdEF1AXHhTk5B7EpYZZkKnQ4P4PcqC05RURFxcXE9ggUHtQl3MtpKIUkS8+bN\nExoKsFqtnDhxQnEdiDPacXFxJCcnCzXDgYGBZGZmCtXGx8ej1WqFFg4OtLS0sHLlSgoKCoSPcTXo\ndDoht5lrwWKx8MUXX1BeXu7W1np1dbWwP3B+fj4JCQlCN6mjR48KL7gSExOF2AmTySQ0lAl2GYMI\na19dXU1RUZHQOd2FyoK7oLLgLqguIC44UhBFpXw9CbaODn7b1kbuuHHE9/KFqtlspqqqSji4UAnK\nysrYuHHjTT9Pr2/CQ0NDhe3jMjMzOXz4sOK68PBwGhsbhdxVpk2bxoABAxTXAaxfv16okQ0LC8PD\nw4Py8nLFtZIk8bOf/UyYhQcIDg7miSeeYNOmTZSWlgof52bDarXy9ddf4+fnJ+TN7YAsy8yaNUuI\nVQbIzs4WGuAFhC3iTCYT7777rtBCLTo6mjlz5iius1qtGI1God2Curo6tz6T7kB1AXGhoqKCfv36\nqfpn7C4gkZGRvV7/DHd+CmJXoqSkhEGDBpGg7ppRVFREfHy8sEz0aqirq3Puin700UdOieKePXt4\n+OGHu5youxy9vgn38vIiMTFRqCH29fUVago9PDwICwsT8t+OjIwUksAAxMTECA1ZSpLEhAkTqK6u\nFjqvJEns27dPWBsO9qTRRx55hNOnTwsf42Zj165dSJLEwoULhW8SVquVDz/8kKamJuHrmD9/vpBj\nSHNzM3q9XsiasLKyUtgqcPv27dTV1Smu02q1/PKXvxTajRJ1gHEXKgvugs1mo7CwUGXBUV1ALoYj\nBVEk6K2n4f+VlLCroqLH6J/dgdlspqamRpiEtFgsTqvmTz75hJEjRwL2xnvs2LFYLBbuueceALZt\n28YzzzwD2CW1NxO9vgkH2Lp1Kzk5OYrrRKUhAE8//bQQW2o2m/nggw9ob29XXJuUlER+fr4QWzlu\n3Di34pNjY2PZs2cPHR0dwseIj49nwYIFNDY2Cr1fNwutra2YTCamTp3KY4895pZWLTMzE19fX+E4\n9XPnzuHp6Sl0DRqNhvvvv19oAeHQ6SmFLMucPn1aiBUuLi6mpKREcR3AwoULb0vzV1VVRUhIiKp/\nxuUCouqfVf3zxegJKYhdgRyDgX87f55fShJNgsRbT0JhYaFbLPiHH37I9OnTkWWZkSNHkp2dTWZm\nJm+88QYAaWlpxMXF4efnx7x58wD47LPPKCgooLa2tst+j8uhNuHYm2mR5LygoCBCQkKEGmKz2Uxh\nYaHiOm9vbwYMGCCkZw0NDWXo0KGYTCbFtQCnTp3iyJEjQrWxsbFER0ezb98+ofqLYbFY2LdvH19/\n/bVwCBFwXbvCG8GZM2dYsWIF586dw8/Pz60GXKfTsW/fPubOnStUbzab2bx5s/AQrKenp7A2W6PR\nCElg3BnKzM7OFpo1aGtro7Ky8pY3PKr+2QVV/+yC1WqltLRU1T/Tc1IQuwK/LylBBp6PiqJfL5co\ntbe3U1tb69bzOjs7m4yMDL777jvGjRsHQGpqKpIk8R//8R9s374do9Ho7K2++OILJxt+M3cu1SYc\ncUZbkiSWLl0qxOQYDAZ27dqluA7sTiei3t0PPPCAsP4yIiKCY8eOCblROM7dFcmAERERvPjii/Tp\n04dVq1YJN5333HOPc/tJBJs2bWLfvn088cQTjB49Wvg4Dmi1Wh588EHF6aQOnD59mtjYWCFbw/b2\ndt555x0hWRbA7NmzhYKZGhsbhbcXRYcyy8vLhWY53IUjBVFlwV0piCoLbmfBY2JiVBacnpOC6C6y\nDAY2NDTgBfybuiChoKCAhIQEt7Tgubm5APziF79AlmVnSN++fft48803AfvMXWRkJLGxsfzkJz8B\n7M/5lpYWt0L3rgW1CcfehIvqzwoLC8nKylJcFx4eTnNzM0ajUXHtkCFDhFdmer2e999/X6iRjoqK\nok+fPpw5c0bo3P7+/kyYMIHi4mK3ZClgZ23vvfdenn32WQAOHDhAS0uLW8e8EdhsNuccwJgxY3jh\nhRfcZtPB/jmyWCzCw5iyLJOZmSksGcrOziYuLk6oEUhPTxey3AQYPHgwjzzyiOI6i8VCQ0OD0FBm\nZWWlUPPuDtQURBdU/bMLDhcQVf/cs1IQ3cV/dKZUvxwTQ3QvX6iaTCbq6+vdfs46muiKigrWr1/v\n3LmdOXMmAH/729/IyMigubmZU6dOAfDOO++QlpYGcNM+l2oTjn04c/bs2UK1FotFqCn18PAgLi5O\nSJISGBjIkCFDhGQlgYGBeHl5Cdv9zZo1C4PBIFTrQEZGBjt27HDrGA74+Phgs9mcWvm1a9fesIvL\nunXrWLdu3Q39rF6vZ//+/bzzzjvs2bMHk8nEwIEDu4S9qqurY+PGjcIyIbDvyjz11FNCNwpZljl+\n/Lhzi04pzp49K5RoKssyO3fuFFqQeXh48POf//yOGcpUUxBdUFMQXVBdQFzoSSmI7iBDr2dzYyM+\nksT/ugVWfN0dDgmfO8Fqsiw7jSVaW1t57bXXnAtggI0bN7Js2TIARo4cSVBQEOPHj2f58uUAThmt\ngz3vSqhNeCd27dolxGi7M5x57733CjNjBw8edDtARwSxsbFMmjTJrYZxwYIFlJWVCV/D5dBqtcye\nPZvly5eTmJhIW1sbNpuN9PR0mpubf1SuYjQar7kTYbFYKC0tRZZlioqK0Ov1LF68mKVLl3ZZM9XW\n1saaNWuYM2eOkJzDcZ2bN2/G29tb6EZls9kYM2aMEBtnNBqpqqoSqq2treXs2bNCjXRNTQ1ms1lx\nHcDkyZNvKdumpiC6oKYguqC6gLjQ01IQ3cEfO4fN/yUmhshezoK3tbXR2Njo9s5lU1PTJbv/jY2N\nfP755wwcOJCQkBAefvhhAL788kvKy8upqqpyNt6/+93vnDbWw4YNu+S4jh3oP/zhDwBCq0e1Ce9E\nQEAAFy5cUFwXFBSELMtCA4J9+/alpqZGyHIwMTGR/Px8xXVg/yCFhoYKa7ubm5t57733hJsgb29v\nnnjiCfLz84Wv4Wrw8vIiNTWVpKQk2tvbqaio4JNPPuHtt98mPT0dsLMtDQ0NGAwGbDYbsixjNBrR\n6XROy8isrCxWrFjBn/70J3bu3IleryclJYV58+YJN8o/hpqaGoYPH05KSorwMY4dO4bJZBJmkHQ6\nHRMmTBBq4Juamhg1apQQk+fwJBc577Fjx4TsQS0WC6GhobfUo7u8vFxNQeyE6gLigqp/dqGnpSC6\ng+XAz4KC+I3KgncJCw72HaeLibPW1lZ+/etfYzabnfN1n376KYsXLwbsTmy+vr7MmzePt956C1mW\nnTN80dHRSJKEJEloNBpSU1MdmnKhrT21Ce+EO8OZv/jFL4Tjp/fs2SPUTERFRWE2m4X8lT08PLj/\n/vuF/caDg4MZNGgQR48eFaoH+wJkyZIltLe335RIel9fXx566CFef/11Xn75ZYYMGYIsy2RkZPDF\nF1/w/vvvU1dXR21tLX//+9/5+OOP+fbbb5FlmZiYGNLS0vjNb37D888/LzToeD04nDIGDRrErFmz\nhI/T1tbGkSNHhI9hMBj48MMPhRx+wO49/8ADDwjVlpSUCAUDOfTVIgxiSUnJLUlBc0B1AXFBTUF0\nQdU/u2A2m6murr4lKYjdHSaTCRob+TAlhbBeLtcyGo00Nzd3iXTwaj2W0Wjko48+IiwsjOTkZJ57\n7jnAblltMpmYP38+27dvB+zuXw4Th6qqKsLCwvjlL39JRkaGk8wD2kSuTV2CdyIqKgofHx9kWVa8\n6jKZTGRlZQmZujucTpRuz0qSxJw5c4RXiEajkRUrVvDqq68KsVIzZ87kk08+YcSIEcKe1mDXh27b\nto2f/vSnNy3B8GJHlscee8z5/1euXAngtCFyoF+/fjflOhyQZZnvv//euRXtDhNWW1tLSkqK8DVn\nZmYydOhQYYefb775hieffFLoc7hkyRKhaffKykp8fHyEPi+VlZW3VA+u6p9dUPXPLjhSEFXm18WC\nd2UK4p2IGrOZqoICBg8e7Dbz2xPQVSw42HfA29ou7ZFbW1v51a9+hV6vd7qCXXyurVu3AvaMlBde\neIHFixcLk63XQu/+1F8ELy8vnnrqKaE33MPDg507dwrZuyUnJwsH6IwYMYKAgAChwTY/Pz+io6M5\nefKk4lqwM9mLFi1y23IwOTmZGTNm8M9//vOmMOLXQlxc3C3XY8qyzI4dOzh//jxPPfWUWw24wWBg\n4MCBQpHvYGfjTpw4ITyQmZmZSZ8+fYT+ZoqLi6moqBB68IaGhvLQQw8prgNxW0MRqPpnF1T9swsW\ni4UKNQURcD8FsSdhcU4O8xsaqBMYcu9pMBqNtLS0dJn8My8v75JGu0+fPgQEBGAymXjjjTco7nSj\nWb58OXl5eciy7PyXnp7Oz372s5vSgIPKhF8CRyS6I870RuHr60t0dDTFxcWKt9f79evnTGcSwTff\nfENSUpKQT/WMGTP48ssvSUlJEWLqBg0aRFVVFfX19YwYMUJxvQNjxoxBq9VSWVl501noi+EYtriV\nsNlseHh48PTTT7s13Nne3s7HH3/MokWLhJtKjUbD/PnzhZhhm81GRkaGU0OnFMeOHRMOBqqrqxNK\nmwW7JeKteuCXlZWp+udOqCmILhQXFxMbG6uy4LifgthTsL+5mb06HX00GmJVByW35oWuBqvVSlhY\nGMOHD2fSpEmMHj2akSNHkpCQcNv/DrvtJ1+SpD9IklQhSdKpzn8PXPS9NyRJKpQkKU+SJLF4wavA\n09NTyCEFXIy2UkiSxIABA4RZ4DFjxnDixAmh2qioKO655x7hsBuwv2bbt2+nqalJ+BgAo0aNYuTI\nkWRlZTk9OnsSDAYD69atw2QyMWfOHLfdVb7//nvi4+OFG3CTyURhYaFweqNeryc+Pl6IqXC4zojo\npJubm1m7dq3iOrCzsWPHju2SwKjrQU1BdEFNQXTB4QKi6p+7JgWxJ0CWZX7XmdL42oABhPTyRXtr\naysGg0EoA+LH8Omnn1JbW8uePXt46623ePTRR0lKSrrtDTh04ya8E3+RZTml89+3AJIk3QU8AQwD\n7gPekySpS17JhIQELly4IGS/N2bMGO677z6h81ZVVbF+/XqhZjghIQGj0UhFRYXQuUeNGkVTU5NQ\naBDYmfy7776bb775pkucTqKjozlw4AA7duzoUueUq2H16tWsXr36pp4D7O/vRx99RHh4eJe4clRU\nVFBUVCQcbw92i0vR1FWAPn36OEMMlKKkpITo6Gih5Mi8vDySkpKEmLM9e/Zw5MgRxXUiUFMQXVBd\nQFxQXUBcKOjUP/d2FnxvczMH9XqCNRqWq7KcLmfBuzvuxE9/GrBWluV2WZZLgEJALCbwMnh5eTF4\n8GBqa2uFasvKyoQY7UGDBtHe3k5lZaXiWoekwB29UkZGBgcPHhSunzhxIiEhIeh0OuFjOBAWFsbP\nfvYz6uvrnZZANwsWi0U4pv1GYTab+eqrr5g7dy4zZsxw+8YiyzLR0dE8/fTTwpZ3er2ezMxMZsyY\nIVTf0NDAp59+KryDkpiYyKOPPipUm5+fL5wWm5+ff0vYWDUF0QXVBcQF1QXEBUcKoqisrKfgYhb8\nVwMHEtTLF6oGgwGj0UhYWNjtvpRbhu7ehC+TJOm0JEmfSpLksOCIAS6ORLzQ+bUuwaOPPip8kywp\nKRGSs0iS5FaAjmPLWzRAZ9q0aZw6dUo49l2j0ZCWlkZgYCBlZWVCx7gYvr6+LFmyhOnTp6PX6zl8\n+PBNZ8W7GnV1dezfvx8vLy+WLVsmHEd/MUwmEytXrsRgMNC3b1/h42RmZpKSkiJsvXjixAkGDhwo\ntKBobGwkKytLeNE4ceJEoUHH+vp6zGbzLXFGUV1AXFBTEF1Q9c8udKXzxZ2MnU1NHDEYCNFqebWX\ny3Kg97HgcJubcEmSdkmSlHOVf2nACiABSAGqgP/PUXaVQ12Vkvvwww8ZO3YsY8eOvWE/bVmW2bx5\ns1DTJ6oLB7ucZfx4cUJ/3759zkAapQgMDCQ1NZVDhw4Jnx+gpaWFr7766oZj468FSZLw9vbGZrNR\nWFjIxx9/TElnklh3RltbG7t27WLlypUEBAQgy3KXbMPbbDY2bNhAeHi425rmadOmMXPmTKFad+w4\nAY4fPy48/6DT6Rg4cKDQEHFHRwdTp0696Td31QXEBTUF0QVV/+xCV6Ug9gQ0GY2EAb8ZOJDAXs6C\n6/V6TCbTLTVn6A64rU24LMv3yLI8/Cr/vpFluUaWZassyzbgI1ySkwvAxcKp/sBVdRwvvPACJ06c\n4MSJEze8vaHRaKiurhZidGNiYmhtbRUaUvT19SU4OFgotRNg6tSpHD16VFjbPW3aNGbPni1U60Df\nvn1ZuHAh69atE2bVL0dQUBA/+clPmDx5Mjt27MBoNHZLVtxhE3n69GmMRiMvvvgiqampXdb07d+/\nH4vFIjx3AHaZxJo1a9DpdMIsbWtrK1OmTBHyhrdYLG418Lt27SI7O1uoNiIiQtiKUQlU/bMLqv7Z\nhcLCQhISElQWHJUFvxhJdXUcT07mF+rirFey4NCN5SiSJF28b/wQkNP5/zcDT0iS5C1JUhyQCIhR\nwD+CpKQkoaE1jUbD0qVLCRL0+WxsbGTDhg1CWtvQ0FDuuusuDh8+LHRuT09PPDw8WLNmjXAjD3a9\n7+TJkzl37pzwMS6HJEkMHz6cl156CT8/P7Zt28aaNWsoLCx0y9klKSlJWF/sgF6vZ//+/bz77rtU\nV1czYcIEFixY0KUpm7IsM2LECB577DG3GpqDBw9is9mEr62trY3AwECmTJkiVF9cXMyAAQMIDg5W\nXGuxWCgsLBR6v4xGI3/729/c+qzcCFT9swtms5mqqipV/4x996iurk5lwenaFMQ7HQaDgdbWVgZG\nRuLTyxeqOp0Os9nc61hw6MZNOPAnSZKyJUk6DcwEfgkgy/IZYB1wFtgB/Issy2L56z+C5ORkYUY6\nODiYkydPCj3wY2Ji8PHxoahzUEMpZs2axaRJk4RqAbRaLSEhIezYsUP4GACTJk1i4sSJlJWVudXQ\nXw7HCnnu3LkkJyeze/du54Cg1ar8IzB58mQmT56suM5ms2G1WikrK+O9995Dr9ezZMmSLgsWuBgn\nTpzg+++/p1+/fm45q9TU1JCens78+fOFmYbdu3e7JVlKTk6+JLFUCbKzsxkwYIDQAqKgoIDIyMib\nzrCoKYguFBUVqfrnThQWFqopiJ1QWXA7tjc0sPz0acITEnr9awGQm5urOGOlp6Db3iFlWf6JLMsj\nZFkeKcvyAlmWqy763luyLCfIspwsy/L2rj53ZGQkzz77rFCtJElkZGRQWFgoVOvOgKafnx9Wq1W4\nHmD27NlUVFSQm5srfAwHioqKWLVqFa2trW4f62J4eXkxZswYXnjhBR577DEkSeLrr7/m448/5ocf\nfqCmpqZLzwd2TeeZM2fYsGEDf/7znyktLSUmJobly5czb948IiIiuvyc6enpHDx40K1ZAQccLjqi\nLHhDQwNnz55lwoQJQvWVlZUcO3ZMWKbRv39/YR27w9bwZkJNQXRBTUF0wWQy0dDQ0OtdQKDrUxDv\nVNhkmd8UFvKJ2cwOAfKop6GlpQWr1UpoaOjtvpTbgm7bhN9OSJJEeXk5Z8+eFaodN26ccIDOiBEj\n3NL9enl5sW/fvhseRL0cnp6eLFy4sEvYvBkzZpCcnMzKlSvR6/VuH+9yOOJnwe5qM2vWLIxGo9Pa\n8OTJk+zcuZMzZ85QXV19hZZ85cqVrFy58orjtra2UlpaytGjR9m4cSMtLS3U1tZy6tQpBg4cyEsv\nveRM2hK1CbweSktLOXLkCM8884yQ/vpiFBQU0KdPH4YMGSJ8jL179zJp0iRhNj49Pd2pm1eK5uZm\nfH19hR/e/v7+wqFENwo1BdEF1QXEBZX5daG3an4vx6b6erLb2oj08OAFVZbTq1lwUGPrfxQWi4Wj\nR48KWcsNHz6cXbt2odfrFTtZOLTZZ86cYdiwYYrP7ePjw+TJk9mzZw+PP/644nqAAQMGIMsy2dnZ\nDBs2TPhhKkkSM2fOxNfXV0guogRarZb4+PhLEgrD/3/23jssqnPd37/XzDCAVGkKiqAiqNjBrtjF\nliBGjWVbYkvZyd5nt+8+vbffOXuffU6KJjGaRGMsQWOPGiu2qNiQiIBILyJ9KDNMWb8/xhlIthpd\na1F05r4urxiZ9ax3FjNrPe/zPu/nExREbW0tt27doqqqilWrVpGdnc3Ro0dxc3OjuroagI8++gij\n0YjJZOIv/uIvuHPnDjdv3qRLly6Eh4ej1WoJDQ1l6dKlrfoewLp5sqKigrCwMNauXSvb3CcvL499\n+/axbt06WROGsWPHSq5U6HQ6MjIymD59uqTjT58+TVBQkKTWIYDZs2dLOu5psamAxMXFtep5ngds\nKiByJnwvCjYVkAEDBrT3UNqd1nBBfB6xiCJ/97Dd9O969nT4XvDq6mpEUZQlufu840zCH0N4eDh7\n9uyhqqrqmSuRLi4u/PznP5eVQB06dEhyD+yIESNIS0ujoaFB8hgsFgtXr16lrKxMtmrKqFGjANi7\ndy8RERFt9lDq1q3bny0DR0VFERISgl6vZ//+/YiiyMsvv4xGo7FrV8fExBATE9MmY2xJQ0MDX331\nFV5eXsybN092Al5dXU1SUhKJiYmS21BEUeTq1asMGjRIkjQgWHulhw0bJun9NDQ0yErgDx48SERE\nRKsmhU4VkGacKiDN2IylHL3yC84quI2kBw+4rdfTzcWF1c4qOHfu3HH4CbvzTvkYNBoNgwcPltwb\n7e7uTnJysqQleC8vL4YNG8bp06clndvFxYV169bJqkCr1WoWLFhAWlqaZFm4HzNq1ChOnDjBiRMn\nWl2p4nGo1Wp8fX3p2rUrWq0WV1dXgoODCQwMVMRSXioPHjxg48aNdOvWjblz5yoSMycnh7Fjx0oy\nt7Fx48YNrl69KjnBFEWRQYMGMXXqVEnHX79+naioKMkJfFpaWqsqdDhVQJpxqoA04+x/bsYRXRAf\nhVkU+ft79wD4h549cXXwiWplZSWCIEhSy3qRcOxPwU8wZcoUexX3WREEgfz8fEl95WBd/s/JyZHs\ngikIAsnJyZw6dUrS8WDtpV20aBF5eXmSY7Ska9eurFmzhoKCAkkSkC8ioihiMplQq9VMnjyZqVOn\nyq4iiqJIcXExQ4cOlfz5Bats1PHjx0lISJCchO/du5e7d+9KroANGDCAiRMnSjr2+vXr9O3bt1Un\nV87+52ac/c/NOKvgzTir4FaOVVaSodcTptWy0jk5IyMjw+Gr4OBASbiUyqtGoyE9PV1ywihH6cTd\n3Z23334bNzc3SceDta3ixo0bkuUWwWpyMmfOHMrLyxXZXOnh4cHy5cuJiori9u3b3Lp1q92q4tHR\n0ZL67pVCp9Oxc+dOTp06hZ+fHwMHDlQk7pkzZzh69Kjs63rv3j1GjhwpuZpXUlLCvXv3JFeJ79+/\nj9FolFwpUalUiijLPA5b/7NTBcTpgtiS+vp6dDpdqygmPW84qgvioxilUvGuiwvro6JwcfBJe0VF\nBWq1WrKnyouEw3wSpM7CVSoV586dk3RsZGQk9fX19g2Az4parebQoUMUFRVJOt7T05MZM2awb98+\nycoUNtLT09m5cydNTU2y4oD1mtqWoc6ePcuuXbuoq6uTHfdZGT58eJu4KD6KtLQ0PvzwQ4KCgpg8\nebKica9fv26XbpSKXq9nyJAhsjYbnjhxgri4OMm95CdPnqSgoEDSsWazmdGjR0tKCp928uLsf27G\nWQVvxlkFb8ZZBW8mMzOTn/XvzywHleJribMK3ozDPD2kJsKRkZHU1tZSUlLy0y/+ESqVirfeektW\nz1PXrl05fvy45KpmdHQ0M2fOlL1pbNy4cQQGBrJ9+3aMRqOsWDZCQkJYt24dAQEBHD58WJGYz4LR\naFTsvTwttbW1gNXmfunSpUyePFmxDX0Wi4Vr166xZMkSPD09ZY3xgw8+kKXvbrFYCA0NZdiwYZKO\nr6yspKCgQPIm3p07d5KZmSnp2KdJGGz9z079Z2sVvKqqyumCSLMLoqOrgIBjuyC2xGixcOFh/iBX\nbvZFoLy8HK1Wq6ir9POMwyThBoNBciIdGxsruS9ao9Fw7NgxysvLJR0/dOhQdDqdZBdNQRDo1asX\n33//veSKui3OSy+9hL+/P5WVlZLj/BiNRsOUKVOYP38+BoOBzZs3c/v27TZpUdm2bRvLu1NeAAAg\nAElEQVTbtm1r9fOAdVn24MGDfPTRR+h0OoYMGaLo0n1+fj5Go5Fly5bJWgYXRZEDBw4QGxtrV4uR\nEqOyspIJEyZInmCcO3eOUaNG4eLi8szHVlVVUVhYSM+ePSWd+2k2RNtcEJ1VcGfltyXOa9GMo+s/\n29h6/z7jMjLY/oxyxS8ioijaV0ecWHGYJ4iHh4fk/uxx48bJ2uDWqVMnTp48KelYlUrF9OnTaWxs\nlHx+G3v37pXVTqJSqZgzZw5BQUFcuXJF0SqySqVCq9USFxdHcnIymzZtorS0VLH47UlBQQEbNmxA\nq9Xy85///Jm143+KzMxMdu7cSUVFheyH//fff09dXR3jxo2THCM9PZ09e/bImkhNnz6d0aNHSzr2\n6tWrDB48WHICf/ny5Se+xumC2IxTBaQZnU5HY2Ojw6uAgNMF0UaTxcI/3buHCIxw8GsB1iq4m5ub\n4s/A5xmHScI7depEXV2dpMRAEARSU1O5du2apHOPHDmSwsJCyZXoyMhIBg4cSFVVlaTjwdqW0r17\nd/bu3Su7yiyKIvn5+Wzfvl2RHnEbgiAQERHB66+/zsiRI9FoNHazHbk97W1NeXk5R44cISsri5CQ\nEF5//XWmT5+uuFJHeno6+/fvZ/HixYpU1iMjI1m4cKHkCrbBYODYsWNMnTpV8oTg5MmTGI1GSUk0\ngJ+fn+Re/5SUFIYMGfLE12RmZjr7nx/i7PltxnktmnHqP1v5rLSUfKORvm5uvOrgLUrOKvijcZgk\nXKVSsWTJEsk3SF9fXy5cuCApgXVxcWHy5MmSreTB2l+3ceNGyYm4IAjMnj0bT09P2YmzSqUiMTER\nHx8fvvjiCwwGg6x4P0YQBAYOHEhAQAB6vZ4bN27wv//7vxw/flxWn3JbUF9fz5YtW/jss8/QarV0\n6dKlVXeBNzY2snTpUtnazLW1tWzduhWVSiWrbzE5OfnPnEufhZycHNLS0iRPVhoaGhg6dKgkBzZR\nFMnLyyM2Nvaxr3H2PzfjdEFspra2FoPB4PD9z9Dsgujo/c8Gi4V/zskB4J979ULt4JOzBw8e0KlT\nJ1n7lV5EHMoxs7a2lj179rBixYpnTsZDQ0NRq9Xk5ORISjBs1TWpFT5vb2/GjRvH/v37Wb58uaTJ\nhEajYdasWdTX11NcXCy5ZxasifjLL79MamoqWq0Ws9ncKo6BQUFBLFu2jPLyclJSUrBYLNy/f5/c\n3FyioqLaXejfZDKRm5tLRkYGoaGhDBw4kNjYWCIjI9FoWufrZbFYOH78OD169JC88bElRqORHTt2\n0L9/f9ljlqOmIooiJ06cYNKkSZI/S9u3b2fChAlEREQ887GCILB69eonfrecPb/NOCu/zTjVHppx\nVsGtfFJSQpHRSLSbG684eIuSrQquxPPqRcNhKuFgdaLU6/XkPJydPguCIDBq1CjJGyzB2hv86aef\nSm4HGTVqFCaTie+//17yGMA6GUlKSpLdcy0IAoMHD8ZsNvPhhx+Snp4uK96TCAgIYMaMGfZestLS\nUjZu3MiGDRsoKyvDbDY/c4/6kCFDfrL14MeIokhNTQ0NDQ3U19fzhz/8geTkZHx8fOjevTuCICiS\nzD4OvV7P9u3bKS0tJSwsTJGYBw8exN/fn7Fjx0qOYTAY2LlzJyqVCldXV0kxamtr8fDwkKyIUlxc\nTG1treQq/P79++3qNY/C2f/cjNMFsZmamhqMRqPD9z+D0wXRRqPZzL8+zDP+pXdvVA4+Ub1//z5e\nXl6SN/u/yDhUJVwQBLuBjpQH9dChQwFrJVKKKoItSfv+++8lJRoqlYpFixbh7u7+zMe2JDg4mBkz\nZrBz507WrFkj+4uh0WhITExk586dlJWVERcX16rVsS5dupCQkIDFYqGoqAgfHx8KCwv54osv8Pf3\nJzg4mOHDhxMcHExjYyPu7u6PHM9PJeAmkwmdToeXlxdVVVUcPXqUkpISBEFg5syZREdH84tf/KJN\n7e4PHz6Mn58f8fHxiilzDBs2jJCQEFm/s2PHjuHu7i65j9tiseDt7c3ixYslj+HUqVOMHTtW0nWx\nGQvNmTPnsa9xVsGbcVbBm3FWwZvJyMigf//+7T2MdqfebCbGbKakUyfmOniLkiiKZGZmPrHNz5Fx\nqCQcYODAgRQUFCCKoqQHSF5eHufOnWPp0qXPfKwgCEyZMoVDhw7Rr18/SUvuHh4eVFZWcurUKebN\nmyf5IThw4EAqKiooLi6mT58+kmK0JCQkhDVr1rBv3z5qa2vbxAlLpVLZ3QrDwsL4/e9/z/379ykp\nKUGtVtPU1MR7772H0WjE09OTQYMGMXnyZC5evEh1dTVmsxlBEFCr1VgsFgBmzZrFlStX7JsDPT09\nWbx4MV5eXvbE3svLy37d2yoBz87OJjg4mJdeeklyovtjMjMzqayslKX8YxtbdnY2b775puQYN27c\noKSkhNmzZ0s6XhRFhg4dKnnTz5UrV4iJiXlsAm9zQRw8eLCk+C8SThfEZqqrq7FYLJL2ILxoVFRU\noNFonC6IgKW6mn/28mLgkCEOP1EtLS3Fx8enTYtVSvDHP/4RFxcXfvGLX7TqeRwuCXd1dSUxMRGL\nxSLpy9G9e3cqKyvJzs6md+/ez3x8r169mDhxoiyFEl9fX6qrq7ly5YosW+6JEycCVrc7JZz/vLy8\n+NnPfgbAkSNH6Nu3L+Hh4bJiPgsajYZu3br9QDru97//PUajkbq6Ovvv25ZEX758GVEUGTFiBCqV\nCjc3NwAGDBhAdHT0n1XQ22NXd1NTE99++y0ZGRksXrxYsQ2BBQUF7Nu3T1bluSUvv/yy5DYUo9HI\nmTNnWLBggaTjbf2G/fr1k/SdtrUYPcm51FkFb8ZZBW/GqfbQTEZGhuRWshcJ2/1o6NChDm9Pb6uC\ny8lTWpvk5GQ8PT0ZNmwYI0eO5ObNm+j1ekpKSvjjH//I2rVrZXcfPAmH/ITU19fzwQcfYDabn/lY\ntVrN5MmTOXHihOREeuDAgeTn50vW/lapVCQkJHD69GlZsoVgbQP47rvv2L9/v6IGOT179mTPnj0c\nPnxYURlDKbi4uNC5c2d7n+KAAQMYNWoU3t7e+Pj4MHr0aEaOHGmvcrq7u9OpU6d2TzLMZjMbN27E\nZDLx5ptvKpaAl5WVsXPnThITE2WrqmRnZ9OzZ0/JfdgAFy5cICQkRPJYMjIynspg53EIgsCyZcse\nu2vf6YLYjNMFsRnbvdfRVUDA6YJoo85kYmJKCimurs7+Z6xtfp07d27VJPZpaWpqsq94r127luXL\nlwPwL//yL8TExCCKIu+99x4Gg4ELFy7w3//93wCtPoFwyCTcw8MDb29v7ty5I+n4/v37M2jQIElJ\nvI2MjAy++eYbyccHBAQQHx9v/1BJRaVS8eqrr1JVVcWhQ4cUS8SjoqJ48803MRgM3Lp1S5GYjkJT\nUxOpqamo1WqWLl1KQkKCYjcxURTx8/Nj4cKFkhREWpKWlsbBgwdlmzZ16dKFGTNmSDrWYrFw4sQJ\npkyZIrkKvnXrVnQ63WNfk5GR4ayCP8TpgtiMswpuxan/3Mz7RUUk19ezw3mvQBRFsrKyFGl3VYK/\n/uu/tifew4cPZ+vWrZSWlnLgwAEA3n77bXvCPXbsWARB4NNPPyUtLU2W2/hP4ZBJOEBsbOxPOuM9\njpZKKVIT8SlTplBYWCh5IgAwePBgvL29uXLliqzkWavVsmTJEtRqtayJxY9xd3cnMTGRYcOGkZmZ\nyeHDh9Hr9YrFfxHJzs5mw4YN5OTkYLFYFFUZKC0tZfPmzQD06NFDVqzi4mK++eYbXn31VcltKGaz\nmZs3bxIVFSW5jzQrKwsPDw/JE4p79+5RV1f32Cq4rf/ZqQLidEFsSWVlJSqVyuFVQMDpgmij1mTi\nv/LyAPjX3r0dftJeXFyMn59fh6iCg9UNetu2bdy6dYt169YBVpEKNzc31q5dy/r16zEYDBQWFgLw\n2WefsXLlSgDZK8ZPwmGT8L59+xIaGior6fz222+5fv26pGO1Wi0JCQmkpKRIPr+N69evc+HCBVkx\nXF1dmTlzJnq9npMnT8qusLdEEARCQ0MxmUy89957XLhwQdFk/0UhLS2NQ4cOMXPmTBISEhRTPwEo\nKiriiy++YPTo0YrIJ6alpTF79mxZcn3nz58nLS1N1jgiIyNZtGiR5Cr46dOn7VWPR+Hsf27GWQVv\nxqmFbcVZBW/m3cJCqiwWxnh6MtXBW5Q6WhUcsCfXb731FoC9hfHq1at89NFHgNXnolu3bgwYMIDX\nXnsNURQ5f/48AJcuXWqVcTlsEq5Wq5k6dSo6nU5yFXnKlCkkJydLXo4PCwtj6dKlshJSFxcXFi1a\nxKVLl8jMzJQcx4ZWq6WwsJC9e/cqmoi7u7vz8ssvs2LFCnQ6HSqVisrKSkXP8azExsa2u2xSRUUF\nSUlJ3Lt3j759+/Lzn/+cyMhIRc/R1NTEV199xUsvvSRbPsxkMlFRUcH06dNlxbp//z6XLl1izpw5\nkhPcq1evkpWVZd9Q+6wYDAa6du3KwIEDH/lzpwtiMzYXRKcKiPU76+Li4vD9z+B0QbRRYzLxh/x8\nwFkFB2vCGxgYKPne3BqUlZUBcO3aNY4fP86ECRMAax4gCAIbNmzg8uXL3L9/394l8atf/YoxY8YA\nyFYRexwOm4Tb2L17N7dv35Z0bEhICKGhobKq2YIgsGPHDlltKd7e3ixYsICKigrJMWxotVoWL15M\nY2Mju3btUnSzJlgdMOPj4xEEgTNnzrBhwwbS09MVP8/TMGDAgHbbzW8wGDh48CCbNm2iS5cudO/e\nHY1Go7jraHFxMVqtljfeeEN2tUoURQ4dOsTZs2dlj+vWrVtMmTJFchuKbcVG6qY4i8WCKIrMnj37\niVVwZ7XTirPy24xzRcCKswrezJ8KCqixWIjz8mKSg1fBLRYL2dnZsvccKYkoilRWVgJW07U33ngD\ns9lsN27cuXMnb7zxBmBtUXF3d+e1117j//7v/2hqaiL/4QRr69atio/N4ZPwiRMncvLkScnV6Jkz\nZ8qupo4bN45Dhw7R0NAgOUZoaCijR4/m3r17klVXbLi4uLB48WLGjx+PIAjU1dXJivc45s6dy/Tp\n00lOTrZvjmjLynhNTQ01NTVtdj5RFCkoKCA3N9deSXv77bcZP348Wq1W8XOdOHGCXbt20dDQoEhF\n4tKlS5SUlDBr1ixZcYxGI1OmTLGbX0nhwoULREZGSu7VvnnzJl9//fVjf25zYHX2PztdEFvy4MED\n3NzcnFVwnC6INsyiyOfFxYDVHdPRKSwsJCgoSPJeodagurr6B+2dpaWlbNmyhfDwcMLDw1m0aBFg\nNXwTRZHr16+zadMmACZNmkRoaCh9+/a1b+y0WCwcOXKEuXPnIgiCrZAjaTnI4ZPw3r174+Pjw40b\nNyQd7+npSVVVleRNnmBtS4mOjubIkSOSY9jIysoiKSlJEdWUbt26UVFRwYYNG8jKypI9th8jCAJ9\n+vRh3bp1TJs2DYvFwvvvv8+BAwcoLS1V/Hw/5uuvv35iIqYUoihy9epVPv74Y/bu3UtdXR0qlYq4\nuLhWMTBoampi586d5Ofns3btWkXOYTAYuH79OosWLZI1Ybh//z4bNmyQrNMPzbreNp37Z8VkMnH6\n9GnGjx//2Nfo9Xpn5fchzhUBKzbNY6XbxZ5HnNeiGRWw3mhkc0QEcQ4+UbVYLNy7d69DVcHBuieq\n5aSgvr6e3/3udzQ2NtrV2/7mb/7G/kwZNmwYgiDY97B9/fXX9s+6zeBv5syZ7Nu3Dy8vL373u98B\n1EsZm0Mk4QaD4Yk/f+mll+jXr5/k+J06dSI5OVmWjM3kyZMZPny45ONtTJs2DUEQOHr0qCItHv7+\n/ixatIgDBw5w/vz5VmkbEQQBd3d3VCoVq1atwsfHh+3bt3PmzBngp39/HRFRFCksLCQ7OxuwKghM\nnTqVt99+u1VbYERRRKPREB4ezvLlyxWpUtXW1uLi4sLrr78uqxpqNpvZu3cv48ePl9x2I4oiDQ0N\nJCYmSm5luXLlCsHBwXa31cfh7H+29j+r1WqnCyLWKri7u7vDq4DA8+uC2BoUFRURGhDAa62ooPG8\nUFBQQJcuXRRf2ZVLcXHxnwkdNDY28oc//AFPT08WLlzIv//7v2Mymdi1axdgzUveeecdAObNm8f+\n/fvtf7916xaiKCKKIrW1tfzXf/0XgKTkyCGS8Lt37z7x5507d6axsVFyb7inpyczZsxg7969mEwm\nSTG0Wi3du3cnOTlZVvuHSqVi/vz51NXVKZa8hoaGsnr1ampra1u9d9vT05O4uDh++ctfMmLECEwm\nE++++y6ffvop58+ft/d1dVREUeTgwYP88Y9/5MCBA1RUVCAIAvHx8fRu5Q07OTk5fPTRR1gsFkaN\nGqVIf3llZSWbNm0iLy9PtlrLhQsX8PT0ZMiQIZJj3Lx5k6SkJFnjiIyMZPr06U98TUfaUNSeOKvg\nVpyV32ac16KZU5WV3Lp7t8NVftsDWxVcipN4a1NcXPxnuVlDQwN///d/z9q1a+3PFBcXFxYuXGh/\nzapVq7h8+bJ9D5EoiuzevVvRQlqbJ+GCIIQKgnBKEIR0QRC+FwTh04f/tQiCcEkQhCxBEL4VBKGz\nIAh/JQjCXUEQqgRBKBIEIVUQhGGCIMwQBCHj4c/+8knn0+v1PHjw4CfHZdt0JrWfOjo6ml69elFd\nXS3peLDOvMxmM7t27ZKczIM1gViwYAEqlYrU1FTJcVri4+NjlzDcvn37U11TOahUKtzd3dFoNPzq\nV79i3LhxVFdX2zewXrhwgczMzCearLQ2oihSUlLClStX+PLLLzl69CiCINCzZ09Wr17Nm2++2SZ2\nvRaLhXPnzrF7927i4+MVkSAEa8/8li1bGD9+PD179pQdb+DAgbz88suSJyK1tbV8++23xMfHSx5D\nRkYGrq6uP1nlVnqD7POI0wWxmbKyMjw8PBxeBQQ6lgtie1LW1MScW7f4mSBQ77xfkJeXR3BwcIer\ngoN1taJlbtdyL8Mnn3yCxWJh1qxZHD58+AcJ96ZNmxg+fHirFs+UeVo/GybgN6IoXhMEwQu4BbwF\nfAhcFkXxnYeJ9X8Dw4FfP/wTCrwBbAACgGlAIXBFEIT9oig+sox99ylnqQEBAfTt25dz584xbdq0\nZ35TgiAwc+ZMzGYzNTU1kpdvJ06cSFlZGYcOHZKVsIC1N/jMmTPU1dXZZXbk4u7uTkREBJ9++ilj\nxoxhzJgxiupZPwqNRkOfPn3smqOiKGI0Gu0bBXv27MmCBQtIT09HrVYTHByMp6enol8cs9lMWVkZ\nxcXFFBcXExkZSZ8+fThw4ABdunRh0KBB9s9ZdHS0Yud9Gqqrq8nPz2fNmjWKbp67ceMGo0aNkr3x\n+P79+1y8eJGEhARZv5OjR48yfPhwydrkdXV17Nu3z27U4OTx2JQvBg0a1N5DaXdsld9hw4a191Da\nHZv+c1sUFzo6/5WfT4MoMqlzZ/xdXNp7OO2K2WwmNzeXcePGtfdQHolOp0Oj0dCvXz/Gjx/PmDFj\niI2NpXfv3q2ev/wUbZ6Ei6JYApQ8/LtOEISbgBFrYn3w4cs+B1KB/wFmAx8BK7H23HQF7omieA9A\nEIQdQALwZ0m4Xq+noqLiqZOiCRMm8MUXXzB58mTJlbDs7GyOHz/OunXrJFUkBUEgMTGRixcvIoqi\nrKTF09OTFStW8OmnnyIIAqNHj5Ycq+X4hg8fTp8+fTh8+DD9+/dv895ZQRDsGp+iKNrbbmpra8nM\nzKSkpASNRsOvf/1rUlNTycjIwNPTE09PT4YOHYparSY3N5cePXogCAJ37tzBYrGgUqno27cv2dnZ\npKWlodPp0Ol0JCYmIggCe/fuJTg4mODgYAIDA1GpVO2W0FksFs6fP09dXR0zZ85kyZIlisWura1F\np9MRFxcneyLT0NDAjh07mDx5suxY06ZNk9WPe+bMGQYPHuxU+XgKnC6IzThVQJrpaC6I7UWpwcAH\nD/eA/UuvXu08mvYnLy+PkJAQXDroZOTf//3f+bd/+7cOucLZHpVwO4IghANDgUuAFqgAa6L+sEpe\nAIx9+N9CoBtQ8/CPjUJg5KPi/8d//Ad79+7FxcXlqdonvL29eeONN2TNjPr06cONGzc4ffo0U6dO\nlRRDq9UyYcIESktL0ev1hIeHSx6Pt7c3K1eutG8QVApfX1974vfNN9/g7e3N6NGj23xWKQiCvX93\n5MiRjBxp/SjY2nm6d++OWq22J9S2jX2pqan2Zaf79++jUqlwcXGhb9++uLu7ExoaipeXF15eXvj7\n++Pi4sKbb77Zpu/tcTx48IC9e/fi5ubGSy+9pGjs6upqtmzZwogRI+jWrZusWBaLha+++oro6OjH\nGuI8DbW1tZw+fZqXXnpJciJvMBjIzMzk9ddflzwOR8FWBZfTu/+iYKuCt7epV0fAVgVvLdOS54n/\nzM9HL4ok+Pkx1MEnqmazmby8vA5bBQfavdr9JIS2MEkRBOE41gp2S1RYE+//J4riHkEQTMAoURRT\nHh6jB9YAi4H/AF4DDgP/CNwVRTHx4euWASOwtrX8DvD19fUN2LNnD/X19fYevt/+9rdPbaqzY8cO\npk6dKtkpr66ujg8//JDVq1dLNhMByM3NJSkpiVWrVilSbc7KyqKoqIgJEyYo2qpRVVXF/v37MRqN\nJCQkSNZubmvKy8sBnhtHRNvKyIULF9BqtcTExCj6e6ysrGTLli2MHj3aPpmRgy2Zi4yMlHwTFEWR\nL7/8ku7du9tXP6RiMpmeenUqKirKbmXsaJhMJpqampzKF1g17U0mk8NXfsF6Lcxms8NvWi4Hlogi\nRkHgE6DjbUNsW2wr0R1JF7w9mDRp0lVRFJ95tt4mlXBRFH9QEhYEwQVr68lRURT3PPznJsD/4c+D\nAR3WPvDCh//tDhQD3kDL9eTuQLEoih8DHwPExsaKfn5+9O3bl+Dg4Gceb1hYGIcOHWL58uWSkhxP\nT0/eeOMN2Zt4wsPDmThxItu3b2fNmjWyP+QhISEcP34cg8HA9OnTFUvgOnfuzPLly0lJSSErK4vA\nwED0en2Hv1kfPGjtflq5cmX7DuQnEEWR9PR0Tp06RWJiomL9/T/GbDYzYcIEWSY6Nq5du4aXl5ds\nZY0bN25QV1cnq8py7949srKynmlDp5eXl2Qd8ucZURQ5d+4co0ePdvj2C1EUSU5OZty4cQ6fhFss\nFpKTk4mLi3P4ZOvtjAyMJSW84u/PahkrfC8CJpOJs2fPMn78eMUEARyN9lBHEYBNQLooiv/T4kfl\nwJyHf18B7AcWYa1+vw70AQTgPhAmCEJPQRC0D1+zv+U5LBYLNTU1kjdwjRw5EpPJJMuO3tPTk4yM\nDE6fPi05BkBsbCz9+vVTxNnRw8ODFStWUFJSwvHjx2XHa4mtV3zMmDHU1NTw7rvvcvLkSfR6vaLn\ncTRqamrYtGkTZ8+eJT4+XtKk8qe4c+cOhw8fJjAwUJEEPDc3l5MnTyriNmk2m0lISJDcy2cwGNi/\nf3+HlM3qiDj7n5tx9j830xFdENuLISYT/TQa/snZC05ubi6hoaHOBFwG7dEoMxZYBkwWBOGGIAg5\ngiCUA12AdYIg1GNVPvkdsAvr5szBgBvWDZpvAW8DR4F0YJcoit+3PIFerycyMlJypVelUpGQkCC7\nkt2tWzdSUlIoLCyUFWfy5Mn4+/uTkZEhKw5YjYWWLVvGmDFj0Ov1raK77ePjw7p169DpdLz33nuU\nlJQofo4XnZKSEgoLC/Hw8GDMmDGsW7eOiIgIRdtPbJW+w4cPM3jwYEViVldXs3v3bhITE2W1UImi\nSEFBAbGxsZIn0wDffvstvXr1cur4PgVO/edmbP3PNkUmR6ajuiC2B2azmd5lZdwYMYJoB5+omkwm\nCgoKZO1Ze1FoamqSfGx7qKOcw1rRfhr+7eGfR3H4cQdZLBa6dOnyrEP7AQEBAfj7+3P79m369esn\nuS1l5syZ7NmzhzVr1sjqsWxqauLIkSPodDrZm4TUajUeHh5kZGRw4MAB5s2bRy+FZ/W+vr4kJCRQ\nVlaGn58fOTk5VFdXM2jQoA65Q7mjUFFRwenTp8nNzWXmzJl0796d/v37t8q5bt++TWZmJmvXrlVM\nBUOlUtmNieRw8eJF0tLSWLNmjax+8sDAQMUmGC86ThfEZoqKiggICOjwLXVtQUd1QWxrRFEkLy+P\nbt26Ofy1AGubX48ePZxVcJAlfNFxt4zKwNXVVZGKoSiKXLx4kStXrkiOER0dTVxcnOzdue7u7ixb\ntoyzZ89y48YNWbFsREVF8corr7Bnzx5Z7/FJBAUFodFocHV1JTU1lf/7v//j9OnTssyIXjQsFovd\n5OngwYMEBgbyzjvvtFryXVNTQ15eHv3792flypWKJOCNjY0cOHCATp06yXYTy8rK4uLFi7z66quS\nvzcGg4F79+4xcuRIZyL1FDir4M1YLJan9pd40enILohtzRsZGbyTl4erTNWoFwGj0UhRUZGzCo61\nQFpaWir5+BcyCVdKq9LWlnL69GmqqqokxxkyZAhNTU1cuHBB1nj8/PxYtmyZrLH8GJu7o63vsbXU\nckJCQlixYgU/+9nPsFgsqNVqsrOzycnJabVz/hRxcXHExcW1y7kB6uvrOXv2LO+++y4nTpwAYPny\n5cTFxbVapSU/P59PPvmE+/fvIwiCIlUMvV7PF198gaurq+xVDlEUSUlJYcGCBZINrwCOHTvG999/\n/9MvdAI4XRBbUlRURGBgoHPyhvV+ERIS4vCV3+zGRjaVlnJUEGhqRffE54V79+4RHh7uXNXGaggp\nZ5L6QibhShIQEMC4ceNkV5+1Wi3Xrl3j6tWrssczadIkCgsL7RbucuncuTMDBgwgNzeXzz77rFWt\n4IOCguzGLQaDgSNHjvDBBx/w3XfftXky3qtXL8XbcH4KURTtm2wPHjxIVVUVC2tN0zQAACAASURB\nVBcu5JVXXgFoVXvc27dvs3PnThISEhRzvLNYLHz55Zd069aNadOmyRq/Xq+nsbGRRYsW0aNHD8lx\nsrOzyc7OlmVv70g4+5+bsVgsZGdnO6vgWPufc3Jy2vwe2RH5p5wczMDPgoLo4+DtWkajkeLiYln3\n6BcFg8FAWVkZ3bt3lxzDYZp55Kh02JwmzWaz5Jmfm5sbixcv5tNPPyUgIICwsDDJ4wFrX7dNYk+u\nDJyNsLAwevbsyUcffUR8fDwDBgxo1aSwf//+9OvXj/z8fO7du4cgCNy4cQOz2UxkZGSru/XZlpDk\nbPx7WgoKCrh9+zYZGRl4eHiwatUqFi5c2KrX14ZOp8PFxYWuXbvy2muvKaaLLooiKpWKSZMmER4e\nLuu9WCwWkpKSCA0Nla0HfuXKFebMmSNZycFiscg6//OGUwWkmYKCAqcKyENs/c8d1QWxrchsaGBb\nWRka4O979mzv4bQ72dnZ9OzZ01kFp7kKLqfd2GEq4TU1NZITcUEQMJlMrF+/XlYriL+/P4mJiYrI\n9gUHB7NkyRIOHjzI7du3ZccD6/ucOHEiS5YsITs7G1EUW706LQgCYWFhTJo0CbBuZs3Ly2P9+vVs\n3rwZURRpampqlXEcOXKEI0eOKB4XrJO+tLQ0Ll68CFi/rG5ubixcuJBVq1YhCEKrJ+CiKJKamspH\nH31ETk4Ofn5+iiXger2ezz77jKKiInr27Cn7vXz77beIosj48eNlxTGbzSxcuFBWJVNu29jzhLMK\n3ozFYiEnJ8dZBafZBbGnM+nkH3NysAAru3all4NPVJuamigpKXFWwbE+Ax88eCCrCg4OVAnv3Lmz\nrOqGi4sLw4YNY//+/ZJNfAB69+6NKIpcv36d6OhoWb12ISEhLFu2DEEQ7G6KShASEsLcuXMxm81s\n2rSJUaNGtXpV3EZERAQRERGYzWYePHiAIAicOXOG77//noiICLp3786AAQM63I7shoYG9Ho9fn5+\n7N27l/T0dMLCwuybK22TjLZCFEWSkpIoLy9nyZIlhISEKBa7sbGRrVu3EhoaqkjcyspKsrOzee21\n12RVFO7du0dycrIs8yVbO4KjUFhY6Ox/fkh+fj5du3Z1+P5nsOo/d+/e3eGr4On19ex48AAX4G+d\nmxDJzs6mV69eHdoGvq2wbd6Wmxd1rEymFdFqtWRmZqLVaiXP7kePHs2dO3dISUlh+PDhssaTn59P\nVlYWCxYskPVLtEkxHjlyhMDAQGJiYmSNqyVqtZrZs2ezd+9ebt++zezZs2Vrpz/LuW1tIlOnTmXw\n4MH2jZyDBg3i5s2bpKSkEBwcTEhICJGRkW0mrdbQ0IAoiri7u5OUlERxcTF6vZ6YmBimTZvG6NGj\nmTVrVrs8zEVRpLi4mG7duhEbG9sqRgqHDx+mZ8+eTJ06VfYNqLGxET8/P15//XVZy5s2U545c+b8\n9Isfg8ViwWw2s3z5ct577z3JcZ4XbBMOW7udI2Prf5bjzPqiYDKZyM/Pl70q9SJwpLwcEVgdHEyY\ng09UDQYD9+/fb1cxg45CY2MjFRUVREdHy47lMEk4WBO7ffv28eabb0qqiqtUKhITE2XPAgVBYPbs\n2Xz++eecOXNGEXvsESNGsGXLFurq6oiLi1O0Kr5u3TrOnDmDTqfD3d0dlUrVJlVxG4IgEBQURFBQ\nkP3f+vbti4+PDyUlJWRnZ9OtWzdqa2v56quv8PT0xMvLi0GDBhEZGUl6ejqurq52J8BOnTrR1NSE\nxWJBEAT0ej0WiwWLxYKnpyfV1dWUlpai0+nQ6XTExMRgNBrZvXs3Op0Ok8nEtGnTiImJYfDgwUyZ\nMgU/Pz/7NZGrUS8VnU7HoUOHqKqqYs2aNYovJZeXl+Pp6cmcOXPQarWyPwO1tbV88sknLFu2jMDA\nQFmxjh07JtuU5/Lly5SUlJCYmChrLM8LThfEZmwqII5e+QWnC2JLZun1RAUHM8RZBefu3bvOKvhD\nbC18SuRBDvUti4iIoGfPnpw4cYJZs2ZJiuHn54fZbObQoUNMmTJF8jKuRqPh1Vdf5fTp04q0kvj5\n+bF69Wp27dqFv7+/bK3mlmg0GqZMmQJAcnIy+fn5TJ06tU02ND4OV1dXwsPDf6BTajabWbJkiT15\ntm3szMzMpLq6Gp1OR2BgIK+++ipHjhyxO5n+7//+LyqVCjc3N37xi19QUFBAWlqaPZkXBAEfHx9e\neuklvLy88PT0tP++oqKi2vy9P4qioiK+/PJLYmJimD9/vuIP0KysLPbu3UtiYqIiPbNGo5GdO3cy\nYsQI2Qk4wLBhw2T1u1dWVpKcnMzq1atlj+V5wKb/PGbMmPYeSrtjNpvJzc11VsFpdkF0VsGt/c/F\nxcXMmDDB4RNPg8HAgwcP6NevX3sPpd1pbGykqqqKgQMHKhJPaC+N5tYkNjZWTElJ+fG/kZKSYjcV\neeWVV2Qtf3/zzTdUVFSwZMkS2V/QqqoqqqqqFJGCMplMqNVqCgoK8Pb2xtfXV3bMlpjNZq5evcrZ\ns2fp3bs3CQkJbVoVV5KCggIAQkND23kk0rBYLNy4cQN/f39CQkKorq5WJKH9MRcvXuTChQssWLBA\nsQ05J06coK6ujpdfflnW5ycnJ4f8/HzZiipbtmwhIiLCnpTa7hcvKnl5eTQ0NDgfqlj3EphMJqdR\nEdaChVqtdnhzntv19XyXlcVkX1+nIQ2QlpaGr6+v7E2ILwI3b94kKCiI4ODgH/y7IAhXRVF8Zjtz\nh5veubu7s3DhQpqamjAajZLjxMfHI4oix48flz2m+vp6du/eTU5OjuxYGo0GQRAoKytj06ZN5OXl\nyY7ZErVazYgRI3jnnXeIjo5GEARu3bpFXV2doudpC0JDQ5/LBFwURdLT09mwYQOpqalotVpcXFwU\nT8BtUn3e3t6sWbNGkQTcbDZTV1fHhAkTeOmll2Ql4JWVlezevVuRcU2dOpVRo0bJjvM84HRBbMam\nAuLUwna6ILbkL7OzWV1dzX6nDB96vZ7y8nK6OZ1CaWhooKamRtEuAIdLwm2cOHGCU6dOST5epVIx\nf/58RRKf7t27s2DBApKSksjPz5cdD6yVvISEBHbt2tUqzoFarZY+ffogiiIlJSWsX7+ekydPKiK/\n2FYUFBTYq+HPC42NjYiiyK1bt4iPj2fFihV/NiNXAp1Ox+bNm8nPzyc6OlqWe6UNi8XC7t27SU5O\nRqPRyFpBMhgM7NixgwkTJsjqfa+pqSE5OZmQkBCHWXLOz88nODjYqQKCs/+5JU4XRCtXdToOVFbi\nJgi82k77ezoSSvY/P+9kZmYSGRmp6LVwjKfOI5g0aRKpqan2vmApuLu7M3ToUNLT02XFAQgPD2fe\nvHmYTCZZcVoSERHBqlWr6Nq1K0ajEbPZrFhsG4IgMH36dNatW0dtbS2XL18GkLXK0FacOHHCbhff\n0SkqKuKLL75gz549qFQquxZ2a9wYi4qK2LhxI5GRkYqtFFgsFr7++muMRiPTp0+XHU+j0TBu3Dhi\nY5959c+OKIocPHiwzZ1a2xObCoizCt6sAuKs/DpdEFvydw8lSt/u1o0uDj5RbWxspLKyUlGJ2+eV\n+vp6dDqd4sILDpuEe3h4MHPmTPbv3y/7IaxSqdi1axe1tbWy4vTu3ZtevXpx7tw5iouLZcWy4e/v\nj7+/P5cuXWLbtm00NDQoEvfH+Pr6MnfuXMaPH091dTV/+tOfOHz4MA8ePGiV8zkCts/lwYMH+eqr\nr4iMjGTRokWtfs7k5GRmzZqlqMpOWVkZBoOBhQsXyq46Xrx4kYqKCgYNGiRrfFeuXKG+vt6hNuTl\n5eU5VUAekpOTQ48ePZxVcJwuiDYu1dbyTXU1nQSB/+eckDir4C3IyMhQvAoODpyEA0RHR7N06VLZ\nFzUqKorhw4ezc+dORSrAgYGBbNu2TdFWiTFjxtC1a1c2btxIbm6uYnF/jCAI+Pr68sYbb+Du7s6W\nLVtIT09HFMVWqcS/iFRWVnLs2DE+/PBDLBYLEyZM4Be/+AUjRoxotYdkU1MTx48fR6/Xs2jRIvr2\n7atIXLPZzO3bt+natSuLFy+WnfylpaVx+fJlPDw8ZI+tpqaG+fPnO0zi4ex/bsZoNFJYWOisguN0\nQWyJrQr+y9BQAh28Ct7Q0EB1dXWrtDs+b9TV1dHQ0PADmWSlcPgSgI+PD+fOnaNTp04MGzZMcpxx\n48ZhNptpamqSnWhERUWRmJjIjh07WLZsmSKbAFQqFdOnTycsLIyysjLCw8Mxm82tloB4e3szadIk\n4uLiEEWRoqIidu7cybBhw4iJicHb27tVzvu8YpOpTE5O5tKlSwwZMoRFixahUqnsUoutRU5ODvv3\n7ycsLAxBEBSb6ZtMJpKSkhBFkb59+8ruuS4uLuabb75h2bJlspJwg8FAVVUV06ZNkzWe5w2nC2Iz\nOTk5hIWFOcwE7Ek4XRCtnK+p4duaGjwFgd8+hxv2lSYzM9Ohq+APHjxApVLh7+9PRkYGUVFRrXIt\nHPtb95CoqChOnDhBWVmZ5BiCIDBx4kQEQVBkI2RERARLly4lICBA0QpyVFQUI0aMoKysjA8++KBV\nq+JgVVPRaDR0796dZcuW0djYyIYNGygsLMRoND5XGzmVxrap9dSpU2zYsAGDwcDQoUP51a9+xbRp\n0+jcuXOrj6Guro79+/czc+ZM5s6dq5h9uU0H3Na/rtQD/uWXX5Y1KbX1gb/I8oOPwtb/rLSB0/OI\nTQUkLCysvYfS7thcEJ9HlSilCVep+BnwN+Hh+Dn4RLW+vp7a2tp29QJpK1q2I7/77rv853/+JwAJ\nCQkEBASg0+nQ6/WyfCiehDMJx9r+MW3aNJKSkmhqapIVy2QycfToUTIzM2WPy6bYsGnTJjIyMmTH\na0lQUBDx8fHs2bOHb775pk02UgYFBTFr1iz+4i/+gpCQEIqKivjTn/7Eli1buHTpEvX19a0+hpbM\nmDGDGTNmtOk5bckQwOnTp0lKSsJoNDJ37ly7q2db9Kjm5ORw5swZPD09eeeddxTXSBYEgfDwcEXa\nPUwmExcuXKBr166yzZGuX7/O/fv3iY+PlxXnecOpAtKMUwWkGacLYjMVOTn8f5GR/KVzckZmZmar\nVX47AqdOneLs2bMATJgwwf4+q6qq+Ku/+it0Oh0HDx4EYN++fa16LZzfvIcMHjyYuLg42Tdmb29v\nFixYwL59+ygpKZE9LpVKxezZszl06BDnz59XVMkhKiqKN998025BLncC8rS4urqiUqkIDw/nN7/5\nDSNGjKC0tJSamhpqa2s5ceIEhYWFra5a0bVr1zab6WdlZbFr1y7+8Ic/cOLECcxmM3FxcbzzzjtM\nnz69zXafNzU1cejQIb7++mt7r5+SD+Cqqiq2bduGyWRi7NixsmNbLBb2799PYWGh7Jug2WzmypUr\nLFiwwKFaMmwuiM7+52YVEGcVvNkF0dENWERRpKa+nqqqKmf/M9bV0bq6ulbpf25Pdu3axdatWwF4\n//337a2y77//PgAnT57kH/7hHwBrPujn58e8efPIzs7G39+/1cblcI6ZP0VRUZFdeUEO6enpNDU1\nMXjwYFlxbNTU1LB7927mzp2Ln5+fIjF/zOeff05gYCBTp05tNw1hnU7HpUuXyMzMpLGxkYSEBHr3\n7k1ubi7BwcGKtUuAtSIGKL5RraKigqKiIoqLi6mrq2P+/Pncvn2bpqYm+vTpo8imQqmcO3eO8vJy\n4uPjcXd3VzR2Tk4Ou3fvJi4ujuHDh8tOmkVR5MCBA1RVVbFkyRJZibPBYLAbWT3NxOBFcsx0uiA2\nk56eTqdOnZxJOE4XRBsnq6pYmprK33TpwtsKbUh/nrl27Rrdu3d/4ZLwRYsWceDAAYqKivDw8ECr\n1bJs2TK2bNmCRqPBbDYjiiI7duxg8eLF5ObmUlpaymuvvcaIESP47LPPnhjf6ZipEK6urhw9elS2\naU6/fv0YPHgwqamplJeXyx6Xj48Pr732Gn5+fly8eFG2HOKjWLhwIQaDgQ8//LDVe8Ufh5eXF1On\nTuWtt97itddeIzg4mMbGRk6dOsX//M//8O6773LlyhUASkpKZPWUJycnk5ycLPl4URR58OABqamp\nHDlyhNOnTwNw4cIFMjIy8PT0ZNiwYYiiSP/+/RkyZEi7JOA6nY4DBw6Qn5/P2LFjmTt3ruIJeGNj\nI/v37+eVV15hxIgRii3dBQYGylZVsVgsJCUlkZKS4nDL7k4XxGaampqc/c8P0ev1VFRUOLwLoiiK\n/G12NqWiSK3C98TnEZ1OR0NDg+Luyx2BvLw89Ho9//RP/4SLiwu/+tWv2Lp1Kw0NDXZJ6A8//NAu\nAzxx4kQsFgvx8fF8/vnnNDY2tsq4nJXwR3D37l327dvHmjVrZDsF3rx5k5MnT7JixQpFKtiiKHLu\n3DmuXLnCwoULW6WKcffuXdzc3OjSpUuHWrq1WCyUl5ejUqkICAjgyy+/JDc3F09PT3r16sWcOXO4\nffs21dXVeHl54enpSY8ePVCpVI9MCm0z25UrVz7yXHV1deh0OgICAjAajaSkpKDT6dDpdPTr148h\nQ4bwySef4OvrS3BwMGFhYR3qAW80GklOTubq1av2diulk2+bBOHAgQMxmUyK9ByLosiZM2eIiopS\nZHn42LFjlJaWsnTp0qduN3tRKuEZGRlotVrnhkzg9u3b9nuCo3Pr1i38/PwcPgk/VllJfGoqfmo1\nuaNH4+XgeyauXr1Kjx49XsgkPCwsjPz8fNzd3blz5w6hoaGoVCoGDBjArVu3GD58OCkpKVgsFlJS\nUtizZw8zZ85k/PjxqFQqBg0axM2bNx8bX2ol3LE/cY8hIiKCSZMmYTAYZMcaPHgwJpOJLVu2sHLl\nSnx9fWXFEwSB8ePHExQUxPbt21myZIniN9KIiAjAarCyd+9eAgICmDJlSrvvlFapVD9YIluyZAkW\ni4XKykq7gowgCOh0OoqLi9HpdCxbtozU1FQOHTpEp06dUKvVzJo1i27dutl79m163BqNhnXr1vHd\nd9/x7bff0qlTJ7y8vEhISMDDwwNRFAkODiYyMpIuXbogCAJr165tl2vxJEwmE7W1tXh7e2MymXj9\n9dcVsZ3/MfX19ezatQt3d3f69++v2Ka/U6dOkZmZyciRI2XHKi4u5s6dO6xZs8bhNuLZ+p/j4uLa\neyjtjsFgoKysTDH9++cZmwvigAED2nso7YqtCg7w+7Awh0/Aa2tr0ev1L2QCDtg7EoxGI7/5zW/4\n6quv2Lx5M6tWraK4uJizZ8/i7u7OO++8w7/+67+i0WiYMGECoiiyadMmVq9eTUlJieL7BpyV8Cdg\nMpm4ceMGMTExspfX09LS6N27t6KVyMrKSnx9fampqcHHx6dVltpNJhNXr17l3LlzrF69WvYkor0w\nGAw0NDRgsVjw9PREo9GwadMmwCp7p1Kp7BV2k8lk///nCYvFws2bNzl9+jQDBgxoVR3s6upqPvvs\nMwYNGsSkSZMUaz+5cOECN27cYMWKFbJbd2yVeb1e/8x7CV6ESvidO3dwc3NztqIA33//Pd7e3h1q\npaq9SE1NJSAgwOGtyA9XVDD71i0C1Gpyx4zBw8Em6T/mypUr9OzZs9Wk+NqTxsZGvLy87MU6Nzc3\nLl68yJAhQ+zPLlEUWbduHRs3buT8+fP4+/vTt29fPv/8c5YvX/6D19mwWCycOnWKXbt28fHHH98U\nRXHIs47t+coy2oGbN2/K6hu2MWDAALRaLTt27KCyslKBkYGfnx8qlYpTp06xffv2VtHc1mg0jBw5\nkl/+8pf4+vpy5swZDh8+TF1dneLnak1cXV3p3Lkz/v7+uLq6olar0Wq1aLVaunbtSlBQkP3mo9Fo\nnrsEHCApKYmbN28yf/78Vk3A9Xo93t7evPzyy0yePFmRBFwURSwWCxERESxfvlx2Aq7T6Vi/fj21\ntbWKbuZ9XnC6IDaj1+udKiAPcbogWmlZBf+r8HCHT8Bra2sxGo0vZAIOVsGNls8Bg8HAz3/+cwDO\nnDkDWDekfvTRR/Tp04cLFy4QFRVFVFQUK1as+MHrRo4caTe1U6vVTJ06lY8//hgkdpY8f5lGG6LR\naFi4cCHXr19/Yi/Q06JWq4mIiODzzz9XZLOmjYSEBPz8/Pjkk08UjdsSW6tBbGwsKpWK9evXKzI5\naU/mzJnDnDlz2nsYkhFFkbt375KUlITZbGbOnDmsWLGi1ap9tln/F198gSAIiqnKiKLIsWPHSE5O\nJigoCE9PT1nx9Ho927ZtY9iwYQ7rzOp0QWzm7t27REREvLCax89CVlYWkZGRDn8tSpqaKG9sJEij\n4U0HXxEA66rZi9yqVVxc/IN2SVEUuXnzJseOHbO369k6Hv75n/+Z9evXs3v3brt/hiAITJgwAYDL\nly+j0Wh46623uHHjBqIo2qrjkqqg7X6HFgRhgSAI3wuCYBEEIbbFv4cLgtAoCMKNh38+bPGzGEEQ\nbgmCcFcQhHeFVryjeHl5sXTpUmpqahSJFxsby6RJk9i6datiutxqtZqZM2cyduxYTCYTRqMRi8Wi\nSOwf4+HhwYwZM1i3bp3dTj0lJYX8/PxW1/VWmoCAgOd25n/nzh3ee+89Tpw4QWRkJCqVik6dOrXa\nw7W8vJxNmzZRWFjIokWLFDuPKIocPnyYgoICRXrAAY4ePUqPHj0YO3asIvGeN5wuiM00NjY6VUAe\n0tDQQG1tLV26dGnvobQ7Xk1NbFWrOT10KO4OXgWvrq7GbDa3mvRxR6CoqOjPnMfr6+t56623MJvN\nbN68GYC+ffty48YNcnJymD9/PgcOHABg7ty5XL9+3Z5wG41GPvjgA0UkqDvCToQ0YB7w0SN+lv2Y\nHpsNwDrgO+AwMAP4prUGGBgYSGBgILm5uXYLdjkMGTKE8PBwtFotjY2NivWJDx06FIDvvvuOtLQ0\nEhISWm2Tha+vr/18oiiyf/9+1Go1Y8aMUUwbvbWxuZDKdWFsK4qKirh27Rrx8fH4+Pgwb948unXr\n1qpVLYvFgtlsxmw2M3ToUEX2R7QkLS2NsrIyli1bhqurq6xYtrFOmzYNNzc3h632OV0Qm8nKyqJP\nnz4O+1loSUZGhrMK/pCMjAyi+/YloB09GzoKGRkZL3QVHKCwsPDP2nXVajXZ2dk/qJAvXryYuro6\nrl27Zs9vWpt2T8JFUUwHnvrGIAhCMOAtiuLFh/+/BZjLTyThSmg8GgwGkpKSWLlypewKqm1D5caN\nG5k3b56ihjEjR45ErVbz6aefMm7cOMaMGaNY7EcxfPhwYmNjycnJQafTAXDp0iV69uzZoQX/L168\nCHT8JDw/P5+jR4/S0NBATEyMXaWltXnw4AF79+5lwIABjB49WtEKWlNTk12hoW/fvrIdLG0Vda1W\ny/Tp02WP7XnF5oLYr1+/9h5Ku9PY2Eh1dTUDBw5s76G0Oy+qC+KzYhFF/jEri+EGA7HP6SqoklRV\nVSGKIp07d27vobQqeXl5qFQq3NzccHV1tUv2DhgwgIiICGJiYigvLycnJ4fhw4e36djaPQn/CXoK\ngnAdqAX+VhTFs0A3oLDFawof/tsTUaIqFBUVRUNDA9u2bWPVqlX2dgyp+Pj4MH/+fJKSkhg/frxi\nJieCIDB8+HAiIiLspjsNDQ106tRJduwnndM2kRBFkcbGRrZu3Yq/vz/jxo2zyx46eTrKy8u5evUq\nY8aMoVOnTkyYMIGIiIg2q25euHCB8+fPM2nSJGJiYhSNXVNTw44dOwgLC2PGjBmKWMgnJydTVFT0\nSM3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5c+aQk5PDq6++itPp9G6U8me+//57vv/+e73LOCcNDQ1s3bqV1157jTVr1lBVVUXP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YLMU089lXXr1hEbGxuU2WQRHiZIC6KBv1oQn7/2flJJotZWx40vPOOn6YJLXl4e4yZORLng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\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"text/plain": [
"<matplotlib.figure.Figure at 0x10280d1d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"plt.rcParams['figure.figsize'] = (12, 14)\n",
"\n",
"# Create a skewT plot\n",
"skew = SkewT()\n",
"\n",
"# Plot the data\n",
"skew.plot(p, t, 'r', linewidth=2)\n",
"skew.plot(p, td, 'b', linewidth=2)\n",
"skew.plot(p, td2, 'y')\n",
"skew.plot(p, dwpc, 'g', linewidth=2)\n",
"\n",
"skew.plot_barbs(p, u, v)\n",
"skew.ax.set_ylim(1000, 100)\n",
"skew.ax.set_xlim(-40, 60)\n",
"\n",
"plt.title(sounding_title)\n",
"\n",
"# An example of a slanted line at constant T -- in this case the 0 isotherm\n",
"l = skew.ax.axvline(0, color='c', linestyle='--', linewidth=2)\n",
"\n",
"# Draw hodograph\n",
"ax_hod = inset_axes(skew.ax, '40%', '40%', loc=2)\n",
"h = Hodograph(ax_hod, component_range=get_wind_speed(u, v).max())\n",
"h.add_grid(increment=20)\n",
"h.plot_colormapped(u, v, spd)\n",
"\n",
"# Show the plot\n",
"plt.show()"
]
}
],
"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": "2.7.14"
}
},
"nbformat": 4,
"nbformat_minor": 1
}