Skip to content

Instantly share code, notes, and snippets.

@dwyerk
Created April 12, 2014 23:20
Show Gist options
  • Star 51 You must be signed in to star a gist
  • Fork 4 You must be signed in to fork a gist
  • Save dwyerk/10561690 to your computer and use it in GitHub Desktop.
Save dwyerk/10561690 to your computer and use it in GitHub Desktop.
concave hulls using shapely and scipy
Display the source blob
Display the rendered blob
Raw
{
"metadata": {
"name": "",
"signature": "sha256:3cc84f16c2c7fa9d6661492ea0c388da7d5f66e6b3742333915f39245144cb37"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# quick geometry with Python\n",
"From a guy who does it at work, but doesn't really know Geometry.\n",
"\n",
"## first off, import fiona and shapely\n",
"These are some really great packages which will make your geometry life easy."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import fiona\n",
"import shapely.geometry as geometry\n",
"\n",
"input_shapefile = 'concave_demo_points.shp'\n",
"shapefile = fiona.open(input_shapefile)\n",
"points = [geometry.shape(point['geometry']) for point in shapefile]\n",
"print \"We have {0} points!\".format(len(points))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"We have 143 points!\n"
]
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## pylab\n",
"Quick aside - pylab + ipython notebook = magic.\n",
"\n",
"## ok, so what did that do?\n",
"We just loaded a \"shapefile.\" Shapefiles are one of the most commonly used formats for saving geometries. Developed by ESRI, and open.\n",
"\n",
"We can use pylab now to plot those points."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline \n",
"import pylab as pl\n",
"\n",
"# The following proves that I don't know numpy in the slightest\n",
"x = [p.coords.xy[0] for p in points]\n",
"y = [p.coords.xy[1] for p in points]\n",
"\n",
"pl.figure(figsize=(10,10))\n",
"_ = pl.plot(x,y,'o', color='#f16824')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAl4AAAJPCAYAAACtq9q4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1137bad10>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## numpy\n",
"I don't know what I'm doing with numpy either, and it should be clear from the above. I'm sure there is a smart way to slice those arrays in one line.\n",
"\n",
"## points!\n",
"But now we have points. I used QGIS to draw these points in the rough shape of a capital \"H\". I highly recommend that you `brew install qgis-22` (or equivalent) if you want to play with geometric features.\n",
"\n",
"## envelope\n",
"Now that you have a collection of points, you can interrogate the collection. Many shapely operations result in a different kind of geometry than the one you're working with. Since our geometry is a collection of points, I can instantiate a MultiPoint, and then ask that MultiPoint for its envelope, which is a Polygon."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"point_collection = geometry.MultiPoint(list(points))\n",
"point_collection.envelope"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
"<shapely.geometry.polygon.Polygon at 0x1149bc710>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## plotting polygons\n",
"We should take a look at that envelope. matplotlib can help us out, but polygons aren't functions, so we need to use PolygonPatch."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from descartes import PolygonPatch\n",
"\n",
"def plot_polygon(polygon):\n",
" fig = pl.figure(figsize=(10,10))\n",
" ax = fig.add_subplot(111)\n",
" margin = .3\n",
"\n",
" x_min, y_min, x_max, y_max = polygon.bounds\n",
"\n",
" ax.set_xlim([x_min-margin, x_max+margin])\n",
" ax.set_ylim([y_min-margin, y_max+margin])\n",
" patch = PolygonPatch(polygon, fc='#999999', ec='#000000', fill=True, zorder=-1)\n",
" ax.add_patch(patch)\n",
" return fig\n",
"\n",
"_ = plot_polygon(point_collection.envelope)\n",
"_ = pl.plot(x,y,'o', color='#f16824')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAJKCAYAAADusQv/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3X901PWd7/HX1wlBwg/RKhRmaLkRvBkESVy2xE2Q1Bop\nP6Ru955T1G65trcnV2M51/YkrT3eXViVVbZbz20phfbctXZvoa49VTgRQVsb2ERC9m4z5zZLUOwU\nmwmC8iM2JpSQ8Xv/oMRM5jv5MfP9NTPPxzk9h3z5ynz6zXe+39f383l/Px/DNE1TAAAAyNgVXjcA\nAAAgVxCsAAAAbEKwAgAAsAnBCgAAwCYEKwAAAJsQrAAAAGxS4HUDLquqqtKBAwe8bgYAAMColi9f\nrsbGxqTtvumxOnDggEzTtPzf3/7t36b8O/5nz/84xhznXPkfx5jjnCv/4xj7+zin6gzyTbACAADI\ndgQrAAAAm2RFsKqqqvK6CTmPY+wOjrPzOMbu4Dg7j2PsDruPs2Gapi/WCjQMQz5pCgAAwIhS5Zas\n6LECAADIBgQrAAAAmxCsAAAAbEKwAgAAsAnBCgAAwCYEKwAAAJsQrAAAAGxCsAIAALAJwQoAAMAm\nBCsAAACbEKwAAABsQrACAACwCcEKAADAJgQrAAAAmxCsAAAAbEKwAgAAsAnBCgAAwCYEKwAAAJsQ\nrAAAAGxCsAIAALAJwQoAAMAmBCsAAACbEKwAAABsQrACAACwCcEKAADAJgQrAAAAmxCsAAAAbEKw\nAgAAsAnBCgAAwCYEKwAAAJsQrAAAAGxCsAIAALAJwQoAAMAmBCsAAACbFHjdAMBvDuzfq33/vF2B\nDy4qfsUEffqv/7uWr1iVd20AAIyfYZqm6XUjJMkwDPmkKchjB/bv1Yvf/qYeKe4d3PZYdLJWf3Wz\na8EmVRs+VvVZdf3H/yVsAYAPpMotBCv4itc9NQ9/fq0entqRtP2J3gXa/OPdnrWh+cR5/eytAT11\ny9TBbYQtAPAOwcoDV199tbq7u71uRtaYUmCo+uNF+lH1rMFt//WVt/XKW316f8Cdc6Ni1pXa+5lQ\n0vZVu2NqfvuPnrXh0dYz+p+f+EjCtuYT5/Xjjve041MfHdzm9vECgNFMnz5d586d87oZtkuVW6ix\nclB3d7d27NjhdTOyxsGd27Ut3JOw7UfVs1R7dJqW3V3jWhuknqTt/+k/L9AXNnrXhgIjeb9XY30J\noUpy/3gBwGhqavLrekSwwqiiHe2KtTVpouK6oIBCZZUqDi+0/XMmKm65vdAcsP2zUgmVVaq+pUFb\nSgOD2+oicQXLKzxtw3+8Z/FUZBG2mk+cV/eJczq883uO/q4AANYIVhhRtKNd3S0N2jbkJl/f0qCo\nZPsN+4ICltv7DfdO0+LwQkUl1UaaVWgOqN8oULC8wtVwYtWGj5QuUH3kNyOGreYT5/XLzj795LaP\nSOqT5NzvCgBgjRorBxmGkfVDgVbDc5IcGW66HOKG9xZdXb6GYKBLx6drSNgquDakibEPw5ZVHZbk\nzO8KyFaZ9MC70Xvv1giBm2pqanLu/i5RY5V37Ppyujk854feIj8rDi9MOhbRjo8PHq/u88kvSjA0\niGzlRMDIpAfejd57N0cIRmtHroU7NxGsspzVF0CSbV9Ot4fnrMIDUht6vIYXvTM0iGwx/Do24bo5\nmhj7je0BI9bWlPBvStKW0oBqI82j/ruZ/LdutM8uqcLdodhbuvhuJ2FrDFjSJosNfgHCPXoq3Kdt\n4R51tzToWNO+hOE06dKXsyvSPO7PCJVVqj6S2GtVF4krWOpeMTfGZvjv6tVYn/5maeLQYLrnAeAU\nq+vYmchB265hQ2XSA+9G770fXuCJtTUlHfvPzOjXB0ebk+410Y5219qVTeixymKpnm7uO3BO0vSk\n/dP5cjI8lz2G/66shgYldy/SwHDDe6fO976vp5ckXsduvMrilVdlfu5m0gPvRu+9H17gsQp3r8b6\n9N3K5Ie02j8FXYYNExGssszQi9L5d05I4eQA1R+3LhJM98vJ8Fz2sBoabD5xXq/G+lRgSAOm9I5p\nfdMCnGY1zPTffnVa0rUJ+6Wa3zbTgJHJdCpuTMXih+lerMKd1dQuktT7XrcvasL8hmCVRYZflB7t\nse421uRrVB8Z8PTLCe+Fyir1pV88p49PuJAwJPhQa5+iHe15feGDN6x62T8+OfmufVuoSF9pOqfv\nVl49uM2Oa1gmPfBu9N77YYRgrPPoSdKFvh5tWXpVwja3a8L8iOkWHGT3dAvDpz64XJw89KZ5eXoC\nSQmv5gdLGb7LR/t/+C09vST5e8UUDHDL0F727ndO6Onlib3szSfO69noeX2n8prBbXWRuPpDizRw\nOsY1zAOjTe0iXfod9cSv0PY/Sw7GD3UUaek9tYM/M93COH3xi1/Uiy++qBkzZug3v/lN0t83Njbq\nM5/5jIqLiyVJf/VXf6VHHnkk04/NGyMN/VXMniRJuvfVc5oxK5j0dMNFCNMnT9LlNwKHos4KbhhL\nL3vF7Ena1lmk2qNTqeP0idGmdrn8O+pta9Lw5beaT5zXyZPvJUzxkm8yDlb33XefvvKVr+gLX/hC\nyn2WL1+uPXv2ZPpReWesF6Wdf5ippfQ+wMLlegnqrOCF4UN/t4WK9HeHzyT1st+4nEmA/S5Vre3Q\nYcPmE+f17Ju92vXJazV0ipcpqYq0clTGwWrZsmU6fvz4iPvkYhegG8Z6UaJ2CqlQZwUvDX/DbLRe\ndmSX4TVhJ0++96dQ9aEtpQG1vlnoTQM94njxumEYeu2117R48WIFg0F961vf0oIFC5z+2JzARQmZ\nKg4v1LGmffqbJVMStj/1iUl5X2AKZ0U72nXy7eQ3l+llzy1De7IO7/yerEoPiibQY2Wrm2++WZ2d\nnSoqKtJLL72ku+66S2+88YbTH5v1uCjBLtRZwW2XyxgeLJlIL3seGTpVw9Dyg4Bh6MD+vVq+YpWH\nrXOP48Fq6tSpg39euXKlHnjgAZ09e1bXXHNN0r4bN24c/HNVVZWqqqqcbp4vcVGCnfww6SDyy4dl\nDJd62R9rPaOAIf2mp0ALV62jpzRHXZ6q4TMz+pPeWH/s29+UpKwOV42NjWpsbBx1P8evrKdOndKM\nGTNkGIZaW1tlmqZlqJISg1U+46IEO/lh0kHkl6FlDBWzJw2WMTzUUcT1K4ddrrna+tJPteuTiTO1\nP1Lcqyd+siOrg9XwDp9NmzZZ7pdxsLr77rt14MABnT59WnPmzNGmTZt08eJFSZfmrvjZz36m73//\n+yooKFBRUZF++tOfZvqROY+LEuzkh0kHkV+6e89bbqeXNPcVhxfq3bZZsio/uGKg3/0GeSDjs3zX\nrl0j/n1tba1qa2tH3AeJuCjBbixLBLdEO9p1xR979HeHE99E/R+t5xW8daWHLYNbUpUffFCQH28H\ncqf2GS5KALJZrK1J/7tyippPBAbLGOKm9K55rcoJ93lhaK3V5QL213sDuu0Lf+Z101xBsPIZLkoA\nstnlUoahZQyS9FDHpFT/CXJMcXihDsXe0k+PNuu7lUMK2Bt/rgM3L8nqOquxIFj5DBclANmMt1Ah\nSRff7dS2IYtoS7lRwD4WV3jdACTiogQgm4XKKlUfSZzcuC4SV7CUt1DzyfAJri/LhwJ27tY+w6vx\nALIZb6FCyu8CdoKVz3BRApDteAsVVp0Ej0Yna81Xc3/VEMP0yQrJhmHk3GLNhmFox44dXjcDAADX\nRTva1RVp1u9eP6Jbb79DK+6tyan6qlS5hWDlIIIVACDf1dTU5Nz9XUqdWyheBwAAsAnBCgAAwCYE\nKwAAAJsQrAAAAGzCdAtAHoh2tCvW1qSJiuuCAgqVVfI6PAA4gGAF5LhoR7u6Wxq0bch8MvUtDYpK\nhCsAsBlDgUCOi7U1JUzSJ0lbSgPqijR71CIAyF0EKyDHpVqzq9AccLklAJD7CFZAjmNhbwBwD1dW\nIMexsDecxIsRQCKClY9wgYITWNgbTuHFCCAZwconuEDBScXhhZxHsF2srSnhmiVdejGiNtLM+Ya8\nRY2VT/DmFoBsw4sRQDKClU9wgQKQbXgxAiOJdrTr4M7tqph1pR7+/Fod2L/X6ya5gmDlE1ygAGSb\nUFml6iOJD4V1kbiCpbwYke8Gy1vCPdr7mZAentqhF7/9zbwIVwQrn+ACBSDbFIcXanr5GtUenaaH\nOopUe3Sari5fQ30VLMtbHinu1f6f7PCoRe6hO8QneHMLQDbixQhYSVXecsVAv8stcR/Byke4QAEA\nckGq8pYPCgpdbon7GAoEAAC2sipveTQ6WSvurfGoRe6hxwoAANhqaHnL714/oltvv0Nrvlqj5StW\ned00xxmmaZpeN0KSDMOQT5piG8MwtGNH7hfqAQCQSk1NTc7d36XUuYWhQAAAAJswFAgAGDfWNgWs\nEawAAOPC2qZAagwFAgDGhbVNgdTosQJyEMM0cBJrmwKpEaw8wo0PTmGYBk5jbVMgNYYCPTB0ccqn\nwn3aFu5Rd0uDoh3tXjcNOYBhGjiNtU2B1Hi88ECsrSmhN0G6dOOrjTTTo4CMMUwDp7G2KZAawcoD\n3PjgJIZp4AbWNgWsMRToAW58cBLDNAD8INrRroM7t6ti1pV6+PNrdWD/Xq+b5Aru5B4IlVWqvqUh\noQ6mLhJXsJwbHzLHMA0AryW8RBMOSerQY9/+piTl/HqBrBXooJHWCox2tKtr6I2vlBsfACA3HNy5\nXdvCPUnbn+hdoM0/3u1Bi+yXKrfQY+UR6hMAALkqVS3xFQP9LrfEfdRYAQAAW6WqJf6goNDllriP\nYAUAAGxl9RLNo9HJWnFvjUctcg9DgQAAwFZDX6L53etHdOvtd2jNV2tyvnBdonjdUSMVrwMAkA9q\nampy7v4upc4tDAUCAADYhGAFAABgE4IVAACATQhWAAAANiFYAQAA2ITpFnwk2tGuWFuTJiquCwoo\nVFbJ7OwYN84jAPAOwconEhas/JP6lgZFJW6KGDPOIwDwFkOBPhFra9KW0sQlALaUBtQVafaoRchG\nnEcA/CDa0a6DO7fr8M7vqey6iTqwf6/XTXINPVY+kWrBykJzwOWWIJtxHsELDD9jqKSe8/AcPfbt\nb0pSXsy8To+VT6RasLLfIPti7DiP4LbBm2i4R0+F+7Qt3KPulgZFO9q9bho8YtVz/khxr/b/JD9W\nIiFY+YTVgpV1kbiCpRUetQjZiPMIbmP4GcOl6jm/YqDf5ZZ4g8dYnxi6YGWhOaB+o0DB8gq60zEu\nnEdwG8PPGC5Vz/kHBYUut8QbBCsfKQ4v5AaIjHEewU0MP2O4UFml6lsaEnoyH41O1pqv1njYKvdw\n5gMA0mZ1E62LxBUsZ/g5Xw3vOW/7j9f11P/5eV4UrkuSYZqm6XUjJMkwDPmkKbYxDEM7duRHsR6A\n/BXtaFfX0OHnUoaf8aGampqcu79LqXMLPVYAgIww/Ax8iLcCAQAAbJJxsPriF7+omTNnatGiRSn3\n2bBhg+bPn6/Fixerra0t048EAADwpYyD1X333ad9+/al/Pu9e/fqzTff1LFjx/SDH/xA999/f6Yf\nCQAA4EsZB6tly5bp6quvTvn3e/bs0fr16yVJS5cuVXd3t06dOpXpxwIAAPiO4zVWXV1dmjNnzuDP\noVBIsVjM6Y8FAAAeurwQc8WsK/Xw59fmzULMrrwVOPx1RMMw3PhYAADggYSFmMMhSR15sxCz48Eq\nGAyqs7Nz8OdYLKZgMGi578aNGwf/XFVVpaqqKodbB2S3aEe7Ym1Nmqi4LiigUFklr70D8FysrelS\nqBrikeJePfGTHVkbrBobG9XY2Djqfo4Hq7Vr12rr1q1at26dWlpaNH36dM2cOdNy36HBCsDIEp4I\n/6S+pUFRiXAFwFO5uBDz8A6fTZs2We6XcbC6++67deDAAZ0+fVpz5szRpk2bdPHiRUmXZltdtWqV\n9u7dq3nz5mny5Ml6+umnM/1IALJ+ItxSGlBtpJlgBcBT+bwQc8bBateuXaPus3Xr1kw/BsAwqZ4I\nC80Bl1sCAInyeSFmlrTxIepmMBapngj7Db7WALw1dCHm371+RLfefofWfLUma+urxoNFmB2UziLM\nl+tmhqb8+khc08vXEK6QwOpcqYvEdTXnCgAfYRFmeIq6GYzV0CfCQnNA/UaBguUVnCcA4CGClc9Q\nN4PxKA4vJEgBgI84PvM6xoe6GQAAshd3a5+xepOiLhJXsLzCw1YBQCJesgGsEax8hroZAH7H5LRI\nxSpw5xuClQ9YnYjL7s79uT4AZCdesoGVVIF7SkF+rQ9MsPIYT34Asg0v2cBKqsDd+mbuz7Y+FMXr\nHou1NSXUU0mXTsSuSLNHLQKAkfGSDaykCtxFE/Krx4pg5TGe/ABkm1BZpeojideuukhcwVJessln\nqQJ338Xcmxx0JDxeeIwnPwDZhpdsYCXVW+3Huvs9bJX7uHt7jOkVAGQjJqfFcKkC9/st3/W6aa4i\nWHmMJz8AQK4gcBOsfIETEQCA3EDxOgAAgE0IVgAAADYhWAEAANiEYAUAAGATghUAAIBNeCsQyAFW\nC3nzpikArwy9JpVdN1EH9u/V8hWrvG6WKwhWQJZjIW8AfpJ0TQrP0WPf/qYk5UW4YigQyHIs5A3A\nT6yuSY8U92r/T3Z41CJ30WPlEYZuYBcW8gbgJ6muSVcM5MeagQQrDzB0AzuxkDe8wMMhUkl1Tfqg\noNDllniDoUAPMHQDO4XKKlUfSXxCrIvEFSxlIW84Y/DhMNyjp8J92hbuUXdLg6Id7V43DT5gdU16\nNDpZK+6t8ahF7uKR1gMM3cBOLOQNt8XamhJ63KVLD4e1kWbOOyRdk9r+43U99X9+nheF6xLByhMM\n3cBuLOQNN/FwiNEMvSb9U01N3oQqiaFATzB0AyCb8XAIpMa3wAMM3QDIZqGyStW3NCTUitZF4gqW\n83AIEKw8wtANgGzFwyGQGsEKADBuPBwC1qixAgAAsAnBCgAAwCYMBQIAAFtYzcifbwhWAAAgY6mW\na5tSYHjYKvcxFAgAADKWarm2+dPzY43AywhWAAAgY6lm5C+akF89VgwFAlnKqpaB198BeCXVjPx9\nF02XW+IteqyALDRYyxDu0VPhPm0L96i7pUHRjnavmwYgT6Varu1Yd79HLfIGPVZAFoq1NSUUiEqX\nahlqI830WgHwRKoZ+d9v+a7XTXMVwcpDDOUgXalqGQrNAZdbAgAfYkZ+gpVnUr2WGpXy/qTE6FLV\nMvQbfKXhDh4MAWvUWHkk1WupXZFmj1qEbJKqliFYWuFRi5BPqPEDUuPx1iMM5SATqWoZ6DGAG6jx\nA1IjWHmEoRxkiloGeIUHQyA1hgI9wlAOgGzFgyGQGt8CjzCUAyBbhcoqVd/SkFAnWheJK1jOgyFA\nsPIQQzkAshEPhvmNN0JHRrACAIwbD4b5iamCRkeNFQAAGBOmChodwQoAAIwJb4SOjmAFAADGhDdC\nR0ewAgAAY8JUQaMjYgIAgDHhjdDREawAAMCY8UboyBgKBAAAsAnBCgAAwCYMBfoAs9gCAJAbCFYe\nYxZbAAByB0OBHmMWWwAAcgfBymPMYgsAQO4gWHmMWWwBAMgdGQerffv2qaSkRPPnz9eTTz6Z9PeN\njY266qqrVFZWprKyMj322GOZfmROYRZbANkk2tGugzu36/DO7+ngzu2KdrR73STAVzLqFonH43rw\nwQf1i1/8QsFgUH/+53+utWvXKhwOJ+y3fPly7dmzJ6OG5ipmsQWQLXjZBhhdRsGqtbVV8+bN09y5\ncyVJ69at0+7du5OClWmamXxMzmMWWwB2c2Ial1hbU0Koki69bFMbaeYaBvxJRsGqq6tLc+bMGfw5\nFArp8OHDCfsYhqHXXntNixcvVjAY1Le+9S0tWLAgk48FgJzg1Bx2TvUs8bINMLqMgpVhGKPuc/PN\nN6uzs1NFRUV66aWXdNddd+mNN97I5GMBYFz8OAmvk8NqTvUs8bINMLqMvg3BYFCdnZ2DP3d2dioU\nCiXsM3Xq1ME/r1y5Ug888IDOnj2ra665Junf27hx4+Cfq6qqVFVVlUnzAMC3dUFODqs51bMUKqtU\nfUtDwtx7dZG4guW8bIPc19jYqMbGxlH3yyhYLVmyRMeOHdPx48c1e/ZsPfvss9q1a1fCPqdOndKM\nGTNkGIZaW1tlmqZlqJISgxUA2MGvdUFODqs51bPEyzbIZ8M7fDZt2mS5X0bfsoKCAm3dulUrVqxQ\nPB7Xl770JYXDYe3YsUOSVFNTo5/97Gf6/ve/r4KCAhUVFemnP/1pJh8J5DU/DmnZ6dArL+qd//ea\nigKm+uKGZtz0F7qlenVG/6Zf64KcHFZzsmeJl22AkWX8DV65cqVWrlyZsK2mpmbwz7W1taqtrc30\nY4C859chLbsceuVFmUcOatdt1w5u23DwoA5JGYUrv9YFOR1+6FmCF6we/vINFYdAlnBrSMurXrF3\n/t9rCaFKkr5z67W659VDUgbByu4AY9fxcTr80LMEt6V6+JtSMPqLbrmEYOWRXB/Sgf3cGNLysles\nKGA9392kwAcZ/bt2Bhi7jw/hB7kk1cNf65uFHrXIGwQrD+T6kA6c4caQlpeF3n1x66fa8/HMlzS1\nK8D4tRAe8INUD39FE/Krx4pFmD0Qa2tKGJaQLl2cuyLNHrUI2cCNdSW9LPSecdNfaMPB0wnbNhw8\nretuusXxzx4rvxbCA36Q6uGv72J+rb5Cj5UHuDgjHW4UJHtZ6H1L9WodknTPq4c0KfCBzsev0HU3\n3ZrxW4F28mshPOAHqeoZj3X3e9gq93E18AAXZ6TL6ZocryeAvKV6dUaF6k7z+vgAfpbq4e/9lu96\n3TRXcSf3ABdn+BWv6Y+M4wOMjBcyCFae4OIMP+PCODKOD4CREKw8wsUZAIDcw1uBAAAANiFYAQAA\n2IRgBQAAYBOCFQAAgE0IVgAAADYhWAEAANiEYAUAAGATghUAAIBNCFYAAAA2YeZ1l0Q72hVra9JE\nxXVBAYXKKpl5HQCAHEOwckG0o13dLQ3aNmTR5fqWBkUlwhUAADmEoUAXxNqatGVIqJKkLaUBdUWa\nPWoRAABwAsHKBRMVt9xeaA643BIAAOAkgpULLihgub3fYCQWAIBcQrByQaisUvWRxF6rukhcwdIK\nj1oEAACcQJeJC4rDCxWVVBtpVqE5oH6jQMHyCgrXAQDIMQQrlxSHFxKkAADIcQwFAgAA2IQeKwAA\nkBYmv05GsAIAAOPG5NfWGAoEAADjxuTX1ghWAABg3Jj82hrBCgAAjBuTX1sjWAEAgHFj8mtr+R0r\nAQBAWpj82hrBCgAApIXJr5MxFAgAAGATghUAAIBNCFYAAAA2IVgBAADYhGAFAABgE4IVAACATQhW\nAAAANiFYAQAA2IRgBQAAYBNmXndZtKNdsbYmTVRcFxRQqKySWWsBAMgRBCsXRTva1d3SoG2lH64I\nXt/SoKhEuAIAIAcwFOiiWFuTtgwJVZK0pTSgrkizRy0CAAB2Ili5aKLiltsLzQGXWwIAAJxAsHLR\nBQUst/cbjMgCAJALCFYuCpVVqj6S2GtVF4krWFrhUYsAAICd6CpxUXF4oaKSaiPNKjQH1G8UKFhe\nQeE6AAA5gmDlsuLwQoIUAAA5iqFAAAAAm9BjBQAA0sbE14kIVgAAIC1MfJ2MoUAAAJAWJr5ORrAC\nAABpYeLrZAQrAACQFia+TkawAgAAaWHi62T5GykBAEBGmPg6GcEKAACkjYmvEzEUCAAAYBOCFQAA\ngE0IVgAAADbJOFjt27dPJSUlmj9/vp588knLfTZs2KD58+dr8eLFamtry/QjAQAAfCmjYBWPx/Xg\ngw9q3759OnLkiHbt2qWOjo6Effbu3as333xTx44d0w9+8APdf//9GTUYAADArzJ6K7C1tVXz5s3T\n3LlzJUnr1q3T7t27FQ6HB/fZs2eP1q9fL0launSpuru7derUKc2cOTOTj85KLFQJAEBuyyhYdXV1\nac6cOYM/h0IhHT58eNR9YrFY3gUrFqoEACD3ZRSsDMMY036maY7pv9u4cePgn6uqqlRVVZVu03wn\n1taUEKqkSwtV1kaaCVYAAPhcY2OjGhsbR90vo2AVDAbV2dk5+HNnZ6dCodCI+8RiMQWDQct/b2iw\nyjUsVAkAQPYa3uGzadMmy/0yClZLlizRsWPHdPz4cc2ePVvPPvusdu3albDP2rVrtXXrVq1bt04t\nLS2aPn163g0DSixUCQDITdQPJ8rorl5QUKCtW7dqxYoVisfj+tKXvqRwOKwdO3ZIkmpqarRq1Srt\n3btX8+bN0+TJk/X000/b0vBsEyqrVH1Lg7YMGQ6si8QVLM/fhSoBANmN+uFkhjm8AMojhmEk1WJl\nO8MwBkOmdOkE7Bq6UGVpfi9UCQDIbgd3bte2cE/S9tqj07Ts7hpJlzpZcu3+LqXOLYxDuYiFKgEA\nuYT64WQsaQMAANJC/XAyghUAAEhLqKxS9ZHEXqu6SFzB0vytH87fSAkAADJSHF6oqKTaofXD5fld\nP0ywAgAAaaN+OBFDgQAAADYhWAEAANiEYAUAAGATghUAAIBNCFYAAAA2IVgBAADYhOkWXMYq4AAA\n5C6ClYtYBRwAgNzGUKCLYm1N2lKauK7SltKAuiLNHrUIAADYiWDlIlYBBwAgtxGsXMQq4AAA5DaC\nlYtYBRwAgNxGV4mLWAUcAIDcRrByGauAAwCQuxgKBAAAsAk9VgAAIAGTWaePYAUAAAYxmXVmCFYO\nI/UDALJJrK0pIVRJlyazro00c/8aA4KVg6YUGKR+AEBWYTLrzFC87qD5VxeyhA0AIKswmXVmCFYO\nKiowLLeT+gEAfsVk1pkhfjqob8C03E7qBwD4FZNZZ4Y7vIOOnetXfSSeMBxYF4krWE7qBwD4F5NZ\np49g5aD3B0xNL19D6gcAIE8QrBxG6gcAIH9QvA4AAGATghUAAIBNCFYAAAA2IVgBAADYhGAFAABg\nE4IVAACATQhWAAAANmEeKwAAkFK0o12xtiZNVFwXFFCorJL5GUdAsAIAAJaiHe3qbmnQtiFLs9W3\nNCgqEa5KLA6tAAAcp0lEQVRSIFh5hCcAAIDfxdqaEkKVJG0pDag20sw9KwWClQd4AgAAZIOJiltu\nLzQHXG5J9qB43QOxtiZtsXgC6Io0e9QiAACSXVDAcnu/Qb9MKgQrD/AEAADIBqGyStVHEu9ZdZG4\ngqUVHrXI/4icHuAJAACQDYrDCxWVVBtpVqE5oH6jQMHyCspWRsCd3AOhskrVtzQkDAfWReIKlvME\nAADwl+LwQoLUOBCsPMATAAAAuYlg5RGeAAAAyD0UrwMAANiEYAUAAGATghUAAIBNCFYAAAA2IVgB\nAADYhGAFAABgE4IVAACATQhWAAAANiFYAQAA2ISZ110W7WhXrK1JExXXBQUUKqtkBnYAgC9xzxo/\ngpWLoh3t6m5p0LYhiy/XtzQoKnGiAgB8hXtWehgKdFGsrUlbhpygkrSlNKCuSLNHLQIAwBr3rPQQ\nrFw0UXHL7YXmgMstAQBgZNyz0kOwctEFBSy39xuMyAIA/IV7VnoIVi4KlVWqPpL4BFAXiStYWuFR\niwAAsMY9Kz3EThcVhxcqKqk20qxCc0D9RoGC5RUUAQIAfId7VnrSDlZnz57V5z73Ob311luaO3eu\n/uVf/kXTp09P2m/u3LmaNm2aAoGAJkyYoNbW1owanO2Kwws5KQEAWYF71vilPRT4xBNPqLq6Wm+8\n8YY+9alP6YknnrDczzAMNTY2qq2tLe9DFQAAyG1pB6s9e/Zo/fr1kqT169frhRdeSLmvaZrpfgwA\nAEDWSDtYnTp1SjNnzpQkzZw5U6dOnbLczzAM3X777VqyZIl++MMfpvtxAAAAvjdijVV1dbVOnjyZ\ntP3xxx9P+NkwDBmGYflvNDc3a9asWXr33XdVXV2tkpISLVu2zHLfjRs3Dv65qqpKVVVVozQfAADA\neY2NjWpsbBx1P8NMc5yupKREjY2N+uhHP6q3335bn/zkJ3X06NER/5tNmzZpypQp+trXvpbcEMPI\nuSFDwzC0Y8cOr5sBAIBnampqcu7+LqXOLWkPBa5du1bPPPOMJOmZZ57RXXfdlbRPX1+fenp6JEm9\nvb16+eWXtWjRonQ/EgAAwNfSDlbf+MY39Morr+iGG27Qq6++qm984xuSpBMnTmj16tWSpJMnT2rZ\nsmUqLS3V0qVLtWbNGt1xxx32tBwAAMBn0h4KtBtDgQAA5B6GAgEAAJAWlrQB8ki0o12xtiZNVFwX\nFFCorJJZlQHARgQrIE9EO9rV3dKgbaUfrlhf39KgqES4AgCbMBQI5IlYW5O2DAlVkrSlNKCuSLNH\nLQKA3EOwAvLERMUttxeaAy63BAByF0OBQJ64oIDl9n4js8uAG3Vb1IYByBYEKyBPhMoqVd/SkDAc\nWBeJK1hekfa/6UbdFrVhALIJwcojPIHDbcXhhYpKqo00q9AcUL9RoGB5RUbnXaytKSHwSJfqtmoj\nzbadz258hpT5d5LvNACJYOUJnsDhleLwQlvPMTfqttz4jEy/k3ynkat4YBg/gpUH3HoCB5zmVN2W\n25+R6Xcyl77T3EhxGQ8M6eGtQA/wdhZyRaisUvWRxPO5LhJXsDT9ui0vPiPT76RbvWoHd27X4Z3f\n08Gd2xXtaLft3x76Gd0tDdoW7tFT4T5tC/eou6XBkc+C/zFFS3rosfKAG0/ggBucqNvy4jMy/U46\n/Z12q+cgl3rekDk6AdLDndwDTrydBXjF7rotLz4j0++k099ptwIPN1IMRSdAejg6HnDjCRzA2GX6\nnXT6O+1W4OFGiqHoBEgP3xaPuPGUD2DsMv1OOvmddivwcCPFUHQCpIdgBQA+51bg4UaK4egEGD+C\nFQD4nJuBhxspkBmCFQBkAQIPkB0IVg5jsj0AQDbhvpUZgpWDphQYzFoLAMgazLaeOWZed9D8qwuZ\ntRYAkDWYbT1zBCsHFRUYltuZbA8A4EdMEps5hgId1DdgWm5nsj24iXoJAGPFJLGZo8fKQcfO9Tu+\neCwwEhbVBTAebix6nuuIoA56f8DU9PI1TLYHz7CoLoDxYJLYzBGsHMbcM/AS9RIAxov7VmYYCgRy\nGPUSAOAughWQw6iXAAB38dgK5DDqJQDAXQQrIMdRLwEA7mEo0AEH9u/Vw59fq4pZV+rgzu282g4A\nQJ6gx8pmB/bv1Yvf/qYeKe7Vw58JSephnSUAWY+JZoGxocfKZvv+ebseKe5N2MY6SwCyGRPNAmNH\nsLJZ4IOLltuZNwhAtmJhXmDsCFY2i18xwXI78wYByFZMNAuMHcHKZp/+6/+ux6KTE7YxbxCAbMZE\ns8DYEaxstnzFKq3+6mY90btAq3bHVHt0mq4uX0ORJ4CsxUSzwNgZpmmaXjdCkgzDkE+aYhvDMLRj\nxw6vmwEAGYt2tKtr6ESzpUw0i7GpqanJufu7lDq30I8LABgVE80CY8NQIAAAgE0IVgAAADZhKBDI\nQ8yiDYDrgDMIVkCeGZxFe8iEjyy7BOQXrgPOYSgQyDPMog2A64BzCFZAnmEWbQBcB5xDsALyDLNo\nA+A64ByCFZBnmEUbANcB5xBNgTxTHF6oqKTaobNolzOLNpBPuA44h2DlMl5vhR8wizYArgPOIFi5\niNdbAQDIbQQrF8XamhJClXTp9dbaSDPBCoDv0MMOjB/BykW83gogW9DDDqSHtwJdxOutALIFE0gC\n6SFYuYjXWwFkC3rYgfTQVeIiXm8FkC3oYQfSwzfEZbzeCiAbhMoqVd/SkDAcWBeJK1hODzswEoIV\nACAJPexAeghWAABL9LAD40fxOgAAgE3osfIIE+8BAJB7CFYeYOI9AIBf8KBvL4KVB1jaBn7BBRXI\nbzzo249g5QEm3oMfcEEFwIO+/dIuXn/uued04403KhAI6Ne//nXK/fbt26eSkhLNnz9fTz75ZLof\nl1OYeA9+wJIlAHjQt1/awWrRokV6/vnndeutt6bcJx6P68EHH9S+fft05MgR7dq1Sx0dHel+ZM5g\naRv4ARdUADzo2y/tI1dSUjLqPq2trZo3b57mzp0rSVq3bp12796tcDic7sfmBCbegx9wQQXADPv2\nc/QK2tXVpTlz5gz+HAqFdPjwYSc/Mmsw8R68xgUVAA/69hsxWFVXV+vkyZNJ2zdv3qw777xz1H/c\nMIxxNWbjxo2Df66qqlJVVdW4/nsAY8cFFYDEg/5YNTY2qrGxcdT9RgxWr7zySkaNCAaD6uzsHPy5\ns7NToVAo5f5DgxUA53FBBYCxGd7hs2nTJsv9bFnSxjRNy+1LlizRsWPHdPz4cfX39+vZZ5/V2rVr\n7fhIAAAA30k7WD3//POaM2eOWlpatHr1aq1cuVKSdOLECa1evVqSVFBQoK1bt2rFihVasGCBPve5\nz+V94ToAAMhdhpmqu8llhmGk7PnKVoZhaMeOHV43AwAAz9TU1OTc/V1KnVtsGQoEAAAAwQoAAMA2\nBCsAAACbEKwAAABswtoVAADkuWhHu2JtTZqouC4ooFBZJXPcpYlgBQBIwo02f0Q72tXd0qBtQ5a3\nqm9pUFTid54GghUAIAE32vwSa2tK+F1L0pbSgGojzfy+00CNFQAgQaytKWFxbunSjbYr0uxRi+Ck\niYpbbi80B1xuSW4gWAEAEnCjzS8XFLDc3m8wqJUOjhoAS9TY5C9utPklVFap+paGhF7KukhcwfIK\nD1uVvfiW+AA3MPgNNTb5jRttfikOL1RUUm2kWYXmgPqNAgXLK/iup4lg5TFuYPAjilnzGzfa/FMc\nXsjv1yYEK49xA4MfUWMDbrRAeihe9xg3MPgRNTYAkB6Clce4gcGPQmWVqo8khv66SFzBUmpsAGAk\n3L09RpEo/IgaGwBID8HKY9zA4FfU2ADA+BGsfIAbGAAAuYEaKwAAAJsQrAAAAGxCsAIAALAJwQoA\nAMAmBCsAAACbEKwAAABsQrACAACwCcEKAADAJgQrAAAAmzDzOgAAeS7a0a5YW5MmKq4LCihUVsmK\nIGkiWAEAkMeiHe3qbmnQttLA4Lb6lgZFJcJVGhgKBAAgj8XamrRlSKiSpC2lAXVFmj1qUXajx8qn\n6JYFALhhouKW2wvNAZdbkhsIVj5EtywAwC0XFLDc3m8QEdLBUKAP0S0LAHBLqKxS9ZHEXqu6SFzB\n0gqPWpTdiKM+RLcsAMAtxeGFikqqjTSr0BxQv1GgYHkFIyRpIlj5EN2y8Atq/YD8UBxeyHfbJgwF\n+hDdsvCDwVq/cI+eCvdpW7hH3S0Nina0e900APAtukB8iG5Z+EGsrSnhBQrpUq1fbaSZcxEAUiBY\n+RTdsvAatX4AMH4MBQKwRK0fAIwfwQqAJWr9AGD8ePQEYIlaP0i8GQqMF8EKQErU+uU3VoHIfgRj\n9xGsAACWeDM0uxGMvUGNFQDAEm+GZjeWR/MGwQoAYCnVm6HdvX90uSVIB8HYGwQrAIClUFmlHmo9\nn7Bt0+EzuuKPf2AG/izAlCne4OgCACwVhxeq/cBLeqz1jAKGFDel2+cUqWL2JOqsfC7a0a7zve/r\nv/3qtD4+2dBtoUu/t7pIXMFypkxxEsHKh3iLA4BfzJxWpEfCydsZTvKvy0XrTy8JSLpWkrSh6ay2\ndRbpxuVruJ84jKFAn2HhWwB+kmo46dTbJ7gu+ZRV0fp3Kq/R9KumEqpcQLDyGd7iAOAnVjPwbzp8\nRrUlE3no86FoR7vee/v3+vt/O6NHW8+o+cSHNXL0MrqDoUCf4S0OAH5yeQb+e/bu0qKp8YQ6q4rZ\notbKRy6PePzktqsHt/3d4TOSpIrZkyhadwlH2Wd4iwOA3xSHF+rdttl6ONyX9Hd9p36vwzu/Rz2o\nD1hN6Po3Sz+ix1rP6IV3CiladwlDgT5j1e3+4L+eVcG1IY9aBACpH/qunxSnHtRD0Y52Hdy5XYd3\nfk/vvf37hKG/y357PqCryyladwvdID5THF6oQ7G39Ne/PKgF0wzFTenu64u0O/YbRTs+zhcDgCdC\nZZWqb2lIqAHddPiMbp9TNPjzltKA7mvaz1vNLklasiZ8dcLQ32VFMz/G78BFBCsfuvhup/75U9cm\nbKOWAYCXLtda1UaaVWgO6J23u/RASVHCDVySAj3vaNuSD69f9S0NOhR7Sxff7SRsZWj4VDzdf+jR\nzqXWQ3+Xfy/MW+U+gpUPUcAOv2FuNUiXwtXl3/vBndtVMbsnaZ+5k42En7eUBvTXvzyY8LDoxkLA\n2XzOWrVdUtKCyhuazqr5xKSkcPvb8wE91FGkfqNAwfKKrPn/nSsIVj6Uqpbhnbe7dHDn9qy6QCD7\nJQ03yJ0bI/zNamjwK/96VuuuL0rad8G05LDlZA+8G+esU8EtVdtjFwJJvVPfqbwmoXfqsqKZH9PS\nu2sybgvSQ/G6D6WaN+aBkispEIXrmFsNVorDCzW9fI1qj07TQx1Fqj06TWcKr0m6yUuXlsIZzske\neKfPWScnck7VdqP3nOX+x3sTD25dJK5gKUN/XqLHyoeG1jL0nfq9rp8UH5w3RnL+aQ8YiqFppDJ0\naFC6FDiG92I9+K9ndbdFL5aTU8g4fc5aTWtg13U5ZdsDhuX2+NQZqj06RYXmAEN/PkGw8qnLF6zD\nO7+nRyzmjon3vqeDO7dnZf0Asgtzq2Gshhe49xsFKggv0O7Yb1Qx+8P9nC6odvqcdTK4pWq7Jl+j\n+sjFhNBaF4lrfuVKrv0+w5XR51J9yXq7z+if/+zDJxhqXuAUq1oa3jRCKsN7sSQp2vHxhLDldK+K\n0+esk8EtVdvnV66UJFePI9JjmKZpMfrtPsMw5JOm2MYwDO3YsSOjf+PyWH5y13rymyD/5cAfNSH+\nRxUFTPXFDc246S90S/XqjD4fkC6dh11DL+ilXNDhb06es1bX5bpI3LZJOHPt+1ZTU5Nz93cpdW4h\nWDnIjmAlJX/Jet/r1o+WJr530HzivHa90aOtVTMGt204eFrGglsJVwBgs1wLP07Kt2CVdr/lc889\np40bN+ro0aP6t3/7N918882W+82dO1fTpk1TIBDQhAkT1Nramu5H5q3hXesHd26XlDh/zKuxvoRQ\nJUnfufVa3fPqIYlgBQC2shryBKQMpltYtGiRnn/+ed16660j7mcYhhobG9XW1kaosonVdAy/+4N1\n0eSkwAduNAkAACiDHquSkpIx75uLXYBesnrzpueDM5b7no8zVRkAAG5x/K1AwzB0++23KxAIqKam\nRl/+8ped/si8MLwb+tArL2rDwYP6zq0fLhux4eBpXXfTyD2KAADAPiMGq+rqap08eTJp++bNm3Xn\nnXeO6QOam5s1a9Ysvfvuu6qurlZJSYmWLVtmue/GjRsH/1xVVaWqqqoxfQakW6pX65Cke149pEmB\nD3Q+foWuu4nCdQAA7NDY2KjGxsZR98v4rcBPfvKT+sd//MeUxetDbdq0SVOmTNHXvva15IbwViAA\nADkn394KtKUAJ9UB6+vrU0/PpbfXent79fLLL2vRokV2fCQAAIDvpF1j9fzzz2vDhg06ffq0Vq9e\nrbKyMr300ks6ceKEvvzlL+vFF1/UyZMn9dnPflaSNDAwoHvvvVd33HGHbY0H4L5oR7tibU0spwQA\nFpgg1EEMBSLXWM04XR+Ja7pNM04DyD0MBQJACrG2poRQJUlbSgPqijR71CIA8BcWYYYtGB7KDxMV\nt9xeaFpPUAsA+YZghYxdHh7aNnR4qKVBUSmjcEVY858LClhu7ze4lACARLCCDWJtTQmhSro0PFQb\naU47CDkV1pCZUFmlvvSL5zS38IIKDGnAlI73T9T1t6/0umkA4AsEK2TMieEhJ8Ia7DGtMKD/+YmP\nDP78UOt5D1sDAP5C8Toy5sTwELU8/hRra9JTn5iUsO2pT0yieB0A/oRghYyFyipVH0kMQnWRuIKl\nFWn/m9Ty+BOBFwBGxl0KGSsOL1RUUm2kWYXmgPqNAgXLKzIasguVVap+2HxJdZG4guXphzVkJtrR\nrpNvn9Dfvx/XgCndFipSxexLvVcEXgC4hKshbFEcXmhr7ZMTYQ3pu/wywa7bpg9u+7vDZyRJL7xT\nSOAFgD8hWMG37A5rSJ/VywR/s/QjuufV97Rw1Wf5PQHAnxCsgBSYR+tDqWqrZs6albfHBACsEKwA\nC8yjdcnlcHn+nRN6tCeeUFclUVsFAMNxVQQsOD2PVjb0hiWEy/Cl2qrLdVUVsyfxMgEAWCBYARac\nnFbAr71hw8Ne9x96tHNpcl3Vva+e084/zORlAgCwQLACLDg5j5Zbs8qPp1fMKuxtaDqr5hOTEob+\nJGnGrKCW3l1jWzsBIJcQrAALTs6j5cYkmyP1iklKClxWYe87ldfosdYzScGKuioASI0rJGDByXm0\n3JhVPlWv2H1N+3VdwcWkwNV3wZDVQgzHe82En6mrAoCREayAFJyaR8uNWeVT9Yqp96y2LJ+esGlL\naUD3vNotaXrS7vGpM1R7dAqTtALAGBmmaZqj7+Y8wzDkk6bYxjAMr5sAn5pSYGj+9EIVTTDUd9HU\nse5+vT9g3/lfdt1ENf7VnKTtdzV06YU1waTtd+6J6SOTAvpR9azBbetfflu/+H2fre0CkH+mT5+u\nc+fOed0M26XKLQQrIAcd2L9XL377m3qkuHdw26PRyTr9wST9r3mnk/Z/oneBVtxbo/0/2aErBvr1\nQUGhVtxbo+UrVrnZbADIGgQrIM8c2L83KShJsgxca766mRAFAONAsAIgyTpwEaoAYHwIVgAAADZJ\nlVuS368GAABAWghWAAAANiFYAQAA2IRgBQAAYBOCFQAAgE0IVgAAADYhWAEAANiEYAUAAGATghUA\nAIBNCFYAAAA2IVgBAADYhGAFAABgE4IVAACATQhWAAAANiFYAQAA2IRgBQAAYBOCFQAAgE0IVgAA\nADYhWAEAANiEYAUAAGATghUAAIBNCFYAAAA2IVgBAADYhGAFAABgE4IVAACATQhWAAAANiFYAQAA\n2IRgBQAAYBOCFQAAgE0IVgAAADYhWAEAANiEYAUAAGATghUAAIBNCFYAAAA2yYpg1djY6HUTch7H\n2B0cZ+dxjN3BcXYex9gddh9nghUkcYzdwnF2HsfYHRxn53GM3ZGXwQoAACAbEKwAAABsYpimaXrd\nCEmqqqrSgQMHvG4GAADAqJYvX245jOibYAUAAJDtGAoEAACwCcEKAADAJr4MVnV1dQqHw1q8eLE+\n+9nP6r333rPcb+7cubrppptUVlamT3ziEy63MruN9Rjv27dPJSUlmj9/vp588kmXW5ndnnvuOd14\n440KBAL69a9/nXI/zuPMjPU4cy6n7+zZs6qurtYNN9ygO+64Q93d3Zb7cS6nZyzn5oYNGzR//nwt\nXrxYbW1tLrcw+412jBsbG3XVVVeprKxMZWVleuyxx9L/MNOHXn75ZTMej5umaZpf//rXza9//euW\n+82dO9c8c+aMm03LGWM5xgMDA+b1119v/u53vzP7+/vNxYsXm0eOHHG7qVmro6PDfP31182qqirz\n3//931Pux3mcmbEcZ87lzNTV1ZlPPvmkaZqm+cQTT3BNttFYzs0XX3zRXLlypWmaptnS0mIuXbrU\ni6ZmrbEc41/96lfmnXfeacvn+bLHqrq6WldccalpS5cuVSwWS7mvSe19WsZyjFtbWzVv3jzNnTtX\nEyZM0Lp167R79263m5q1SkpKdMMNN4xpX87j9I3lOHMuZ2bPnj1av369JGn9+vV64YUXUu7LuTw+\nYzk3hx7/pUuXqru7W6dOnfKiuVlprN9/u85dXwarof7pn/5Jq1atsvw7wzB0++23a8mSJfrhD3/o\ncstyR6pj3NXVpTlz5gz+HAqF1NXV5WbT8gLnsfM4lzNz6tQpzZw5U5I0c+bMlDd1zuXxG8u5abXP\nSB0OSDSWY2wYhl577TUtXrxYq1at0pEjR9L+vIK0/8sMVVdX6+TJk0nbN2/erDvvvFOS9Pjjj6uw\nsFD33HOP5b/R3NysWbNm6d1331V1dbVKSkq0bNkyR9udTTI9xoZhON7GbDeWYzwazuPRZXqcOZdH\nl+oYP/744wk/G4aR8nhyLo/fWM/N4b0pnNNjN5ZjdfPNN6uzs1NFRUV66aWXdNddd+mNN95I6/M8\nC1avvPLKiH//ox/9SHv37tUvf/nLlPvMmjVLknTdddfpL//yL9Xa2sqXeIhMj3EwGFRnZ+fgz52d\nnQqFQra2MduNdozHgvN4dJkeZ87l0Y10jGfOnKmTJ0/qox/9qN5++23NmDHDcj/O5fEby7k5fJ9Y\nLKZgMOhaG7PdWI7x1KlTB/+8cuVKPfDAAzp79qyuueaacX+eL4cC9+3bp3/4h3/Q7t27deWVV1ru\n09fXp56eHklSb2+vXn75ZS1atMjNZma1sRzjJUuW6NixYzp+/Lj6+/v17LPPau3atS63NDekGrvn\nPLZXquPMuZyZtWvX6plnnpEkPfPMM7rrrruS9uFcTs9Yzs21a9fqxz/+sSSppaVF06dPHxyaxejG\ncoxPnTo1eP1obW2VaZpphSpJ/nwrcN68eebHPvYxs7S01CwtLTXvv/9+0zRNs6ury1y1apVpmqb5\n29/+1ly8eLG5ePFi88YbbzQ3b97sZZOzzliOsWma5t69e80bbrjBvP766znG4/Tzn//cDIVC5pVX\nXmnOnDnT/PSnP22aJuex3cZynE2TczkTZ86cMT/1qU+Z8+fPN6urq81z586Zpsm5bBerc3P79u3m\n9u3bB/epra01r7/+evOmm24a8S1jWBvtGG/dutW88cYbzcWLF5u33HKLeejQobQ/iyVtAAAAbOLL\noUAAAIBsRLACAACwCcEKAADAJgQrAAAAmxCsAAAAbEKwAgAAsAnBCgAAwCYEKwAAAJv8f0rYLZWe\nrCMQAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x114988390>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## shapely is powerful\n",
"Shapely enables tons of geometric set theoretic operations in python. It might be interesting to compute the convex hull, for instance."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"convex_hull_polygon = point_collection.convex_hull\n",
"_ = plot_polygon(convex_hull_polygon)\n",
"_ = pl.plot(x,y,'o', color='#f16824')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAJKCAYAAADusQv/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nREQy+X/1TrE/jNU5ZAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11554b810>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## not an H\n",
"Convex Hull does a neat thing for us. It draws a polygon around the original points, but without any margin (contrast with envelope.)\n",
"\n",
"It doesn't look like an H though. What if we want to derive a polygon that's more representative of the density of these points?\n",
"\n",
"## concave hull to the rescue\n",
"From Wikipedia:\n",
"> In computational geometry, an alpha shape, or \u03b1-shape, is a family of piecewise linear simple curves in the Euclidean plane associated with the shape of a finite set of points. They were first defined by Edelsbrunner, Kirkpatrick & Seidel (1983). The alpha-shape associated with a set of points is a generalization of the concept of the convex hull, i.e. every convex hull is an alpha-shape but not every alpha shape is a convex hull.\n",
"\n",
"## basically, we can tighten up that convex hull\n",
"But shapely doesn't have an implementation of concave hull.\n",
"\n",
"As previously stated, I don't know what I'm doing here, so enough digging on the internet found some mostly [working code](http://sgillies.net/blog/1155/the-fading-shape-of-alpha/ \"Shapely guy Sean Gillies' blog\"). The gist is, compute the Delaunay triangles for the points, and then only add the triangles that meet a certain heuristic."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from shapely.ops import cascaded_union, polygonize\n",
"from scipy.spatial import Delaunay\n",
"import numpy as np\n",
"import math\n",
"\n",
"def alpha_shape(points, alpha):\n",
" \"\"\"\n",
" Compute the alpha shape (concave hull) of a set of points.\n",
"\n",
" @param points: Iterable container of points.\n",
" @param alpha: alpha value to influence the gooeyness of the border. Smaller\n",
" numbers don't fall inward as much as larger numbers. Too large,\n",
" and you lose everything!\n",
" \"\"\"\n",
" if len(points) < 4:\n",
" # When you have a triangle, there is no sense in computing an alpha\n",
" # shape.\n",
" return geometry.MultiPoint(list(points)).convex_hull\n",
"\n",
" def add_edge(edges, edge_points, coords, i, j):\n",
" \"\"\"Add a line between the i-th and j-th points, if not in the list already\"\"\"\n",
" if (i, j) in edges or (j, i) in edges:\n",
" # already added\n",
" return\n",
" edges.add( (i, j) )\n",
" edge_points.append(coords[ [i, j] ])\n",
"\n",
" coords = np.array([point.coords[0] for point in points])\n",
"\n",
" tri = Delaunay(coords)\n",
" edges = set()\n",
" edge_points = []\n",
" # loop over triangles:\n",
" # ia, ib, ic = indices of corner points of the triangle\n",
" for ia, ib, ic in tri.vertices:\n",
" pa = coords[ia]\n",
" pb = coords[ib]\n",
" pc = coords[ic]\n",
"\n",
" # Lengths of sides of triangle\n",
" a = math.sqrt((pa[0]-pb[0])**2 + (pa[1]-pb[1])**2)\n",
" b = math.sqrt((pb[0]-pc[0])**2 + (pb[1]-pc[1])**2)\n",
" c = math.sqrt((pc[0]-pa[0])**2 + (pc[1]-pa[1])**2)\n",
"\n",
" # Semiperimeter of triangle\n",
" s = (a + b + c)/2.0\n",
"\n",
" # Area of triangle by Heron's formula\n",
" area = math.sqrt(s*(s-a)*(s-b)*(s-c))\n",
" circum_r = a*b*c/(4.0*area)\n",
"\n",
" # Here's the radius filter.\n",
" #print circum_r\n",
" if circum_r < 1.0/alpha:\n",
" add_edge(edges, edge_points, coords, ia, ib)\n",
" add_edge(edges, edge_points, coords, ib, ic)\n",
" add_edge(edges, edge_points, coords, ic, ia)\n",
"\n",
" m = geometry.MultiLineString(edge_points)\n",
" triangles = list(polygonize(m))\n",
" return cascaded_union(triangles), edge_points\n",
"\n",
"concave_hull, edge_points = alpha_shape(points, alpha=1.87)\n",
"\n",
"_ = plot_polygon(concave_hull)\n",
"_ = pl.plot(x,y,'o', color='#f16824')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAlYAAAJKCAYAAADusQv/AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1138d5e90>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## well, that didn't really help.\n",
"It turns out that the alpha value and the scale of the points matters a lot when it comes to how well the delaunay traingulation method will work. You can usually play with the alpha value to find a suitable response. I'll do both: scale up the \"H\" and try some different alpha values.\n",
"\n",
"To get more points, I opened up QGIS, drew an \"H\" like polygon, generated regular points within the bounds of the \"H\", and then spatially joined them to remove any points outside the \"H\"."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"input_shapefile = 'demo_poly_scaled_points_join.shp'\n",
"new_shapefile = fiona.open(input_shapefile)\n",
"new_points = [geometry.shape(point['geometry']) for point in new_shapefile]\n",
"print \"We have {0} points!\".format(len(new_points))\n",
"x = [p.coords.xy[0] for p in new_points]\n",
"y = [p.coords.xy[1] for p in new_points]\n",
"pl.figure(figsize=(10,10))\n",
"_ = pl.plot(x,y,'o', color='#f16824')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"We have 497 points!\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAJPCAYAAABPd8HBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAC/5/NvHF3+SU3JUAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1138d0250>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from matplotlib.collections import LineCollection\n",
"\n",
"for i in range(9):\n",
" alpha = (i+1)*.1\n",
" concave_hull, edge_points = alpha_shape(new_points, alpha=alpha)\n",
"\n",
" #print concave_hull\n",
" lines = LineCollection(edge_points)\n",
" pl.figure(figsize=(10,10))\n",
" pl.title('Alpha={0} Delaunay triangulation'.format(alpha))\n",
" pl.gca().add_collection(lines)\n",
" delaunay_points = np.array([point.coords[0] for point in new_points])\n",
" pl.plot(delaunay_points[:,0], delaunay_points[:,1], 'o', hold=1, color='#f16824')\n",
"\n",
" _ = plot_polygon(concave_hull)\n",
" _ = pl.plot(x,y,'o', color='#f16824')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAJZCAYAAACa+CBHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXdYFFcXxt9FWEUEpAhWBKOiIKJi7AUruFFiNHaxRzAx\n6qemuMbeS6LGaCCJGrHGJNa4kUQN2EuMXdRYQMVKEWRBdoH9/jgZts3CLoj1/J5nHmBmdubOMHvn\nvaddiUaj0YBhGIZhGIZ5pli96AYwDMMwDMO8jrDIYhiGYRiGKQFYZDEMwzAMw5QALLIYhmEYhmFK\nABZZDMMwDMMwJQCLLIZhGIZhmBKARRbDlCBDhgzBlClTnvm+rytWVla4cePGi27GM2fUqFGYPXv2\ni24GPD09sW/fviJ99uDBg6hTp84zbhHDvN6wyGKYZ0BgYCCcnZ2hUqn01kskEkgkErOOYcm+xWHJ\nkiWoVKkSHB0dMXz4cKM26zJy5EjUqVMHpUqVwtq1aws87pAhQ1C6dGk4ODjAwcEBfn5+kMvlSE9P\nf9aX8NLw448/onXr1oXu9+233+KLL754Di0qGEueMUPB27p1a1y+fLmkmsYwryUsshimmMTHx+PE\niRNwc3PDzp07jba/TPV+o6OjsWDBAuzfvx8JCQm4ceMGpk2bZnL/Bg0aYOXKlWjUqFGhL2eJRILP\nPvsM6enpSEpKwpo1a3Ds2DG0bNkSmZmZz/pSXhny8vJedBOKzMv07DLMqwiLLIYpJlFRUejYsSNC\nQ0MLtPbExMSgatWqmDdvHipUqAAvLy9s3LhRb5+UlBR07doVDg4OaNasmZ4lYezYsfDw8ICjoyMa\nN26MQ4cOWdzWtWvXYsSIEahbty7Kly+PqVOn4scffzS5/4cffoj27dujTJkyZh1feClLpVI0btwY\nO3fuRHJyMtasWZO/z+rVq+Hj4wNnZ2cEBwfj1q1bosfavXs3GjZsCEdHR3h4eGDGjBn522JiYlCt\nWjW9/T09PbF//34AwPTp09G7d28MHjwYDg4OqFevHk6dOpW/7/z581GzZk04ODjA19cX27dvBwCo\nVCq4uLjgwoUL+fs+fPgQdnZ2SE5O1jtfXFwcRo0ahaNHj8Le3h7Ozs4AyKI3atQoyGQylCtXDn/9\n9ZeeKzg1NRVdu3aFm5sbnJ2d0a1bNyQmJuYfNzAwEFOnTkWrVq3g4OCAoKAgvXNHRUWhevXqcHV1\nxezZs/Wu29DlLHafBE6cOIHmzZvDyckJlStXxscffwy1Wg0AaNOmDQDA398f9vb2+Pnnn42OFRcX\nh8DAQDg5OaFevXrYtWtX/rYhQ4bgo48+MvksM8ybAosshikmUVFR6NOnD3r37o3o6Gg8fPjQ5L4P\nHjxAcnIy7t69i7Vr12LkyJG4evUqABIomzdvxvTp05GamoqaNWti8uTJ+Z9t0qQJzp49i9TUVPTv\n3x+9evXKd/Vt3LgRTk5OJpc7d+4AAC5dugR/f//8Y9avXx8PHjxAampqSdwalCtXDp06dcLBgwcB\nADt27MC8efOwbds2JCUloXXr1ujXr5/Jz65fvx5paWnYvXs3vv32W+zYscPkuQwtbbt27UK/fv2Q\nlpaGkJAQjB49On9bzZo1cejQIaSnp2PatGkYOHAgHjx4AKlUir59+2L9+vX5+27atAkdO3aEi4uL\n3vHr1q2LiIgING/eHE+ePEFKSoreZ6ZMmYKMjAy0atVKz02n0WgwfPhw3Lp1C7du3YKtra1e24TP\n//jjj3j48CFUKhUWL14MgP5/H330ETZt2oR79+4hLS0Nd+/e1bsH5roDra2tsWzZMiQnJ+Po0aPY\nt28fVq5cCQA4cOAAAODcuXN48uQJevXqpfdZtVqNbt26ITg4GI8ePcLy5csxYMCA/GcZAH766SeT\nzzLDvCmwyGKYYnDo0CEkJiYiJCQEtWrVgo+Pj5F1ypBZs2bBxsYGbdq0wTvvvIMtW7bkb+vRowca\nN26MUqVKYcCAAThz5kz+tgEDBsDJyQlWVlYYP348srOzceXKFQBA//79kZqaanKpWrUqACAjIwOO\njo75x3RwcAAAPHny5JndE0MqVaqUL+IiIiIwadIkeHt7w8rKCpMmTcKZM2dw+/Zto8+1bdsWvr6+\nAAA/Pz/07dsXsbGxZp+3devWCA4OhkQiwcCBA3H27Nn8be+//z4qVqwIAOjduzdq1aqF48ePAwAG\nDRqETZs25e+7bt06hIaGip5DzJ0mkUjQvXt3NG/eHABQunRpvX2dnZ3x3nvvoUyZMihXrhzkcrne\ndUkkEgwdOhQ1a9ZEmTJl0Lt37/zn4JdffkFISAhatGgBGxsbzJw500hUmevia9SoEZo0aQIrKytU\nr14dI0eONPv+Hjt2DEqlEp9//jmsra3Rrl07dO3aVe++FfQsM8ybAosshikGa9euRefOnWFvbw8A\n6NWrV4EuQycnJ9ja2ub/Xb16ddy7dw8AvVzd3d3zt9na2iIjIyP/78WLF8PHxwfly5eHk5MT0tLS\nkJSUZFF7y5UrpxeInpaWBgD57S8JEhMT811pCQkJGDt2bL6FTbAO6brLBI4fP4527drBzc0N5cuX\nR2RkpJHLriB072XZsmXx9OnT/PioqKgoNGzYML8dFy5cyD9206ZNYWtri5iYGFy+fBnXr19HSEiI\nRddsykUHAJmZmQgLC4OnpyccHR3Rtm1bpKWl6YkjQQAC+s/B3bt38wWzsM3QwmYuV69eRdeuXfOT\nICZPnmz2/b17967RNVavXj3fqlbYs8wwbwosshimiGRlZWHLli3Yv38/KlWqhEqVKuHLL7/E2bNn\nce7cufz9dC0NqampekHgCQkJqFy5cqHnOnjwIBYtWoSff/4Zjx8/RmpqKhwdHfNfzBs2bIC9vb3o\n4uDgkO8u9PX11bMonD17Fu7u7nBycir2/TC8VoAsZ3v37s3PwPPw8MB3332nZ2VTKpVo1qyZ0bH6\n9++P7t27486dO3j8+DHCw8PzRZKdnZ3efczNzcWjR4/MamNCQgJGjhyJFStWICUlBampqahXr56e\nyBk8eDDWr1+PdevWoVevXpBKpWZdb0EI+3755Ze4evUqTpw4gbS0NMTGxkKj0ZhlgapcuXL+/xKg\nZ1BXGBnel/v375s81qhRo+Dj44Nr164hLS0Nc+bMMTtIv3Llyrh9+7ZemxMSElClShWzPs8wbwos\nshimiGzfvh3W1taIi4vD2bNncfbsWcTFxaF169aIiooCANGX57Rp06BWq3Hw4EHs3r07P96loJfs\nkydPYG1tDVdXV6hUKsycOVPPIjVgwAA8efJEdElPT8+3fgwaNAirVq1CXFwcUlNTMWvWLAwdOtTk\nedVqdb4FSKVS4enTpybbqXut2dnZOHXqFLp37w4XF5f8c4SHh2Pu3Lm4dOkSALKk/fzzz6LHy8jI\ngJOTE6RSKU6cOIGNGzfmC5XatWvj6dOnUCgUUKvVmD17NrKzs01ehy5KpRISiQSurq7Iy8vDmjVr\n9ALdAWDgwIHYunUrNmzYgEGDBpk8VsWKFXHnzp38gHHhPhR0bzIyMmBrawtHR0ekpKToBfQXdAwA\n6NmzJ3bt2oWjR49CpVJh+vTpevs2aNAACoUCqampuH//PpYuXWqy7RkZGbC3t0fZsmVx+fJlfPvt\nt3rb3d3dcf36ddHPNm3aFGXLlsXChQuhVqsRExOD3377DX379i2w/QzzpsEii2GKSFRUFIYNG4aq\nVavCzc0Nbm5ucHd3x+jRo7Fx40bk5uYaBSJXrFgxP5srNDQUkZGRqF27NgDxoGXh7+DgYAQHB6N2\n7drw9PSEra0tPDw8LG5zUFAQPv30U7Rr1w6enp5466239F7yMpkM8+fPz/+7U6dOKFu2LI4dO4aR\nI0eibNmy+UHshkgkEixcuBAODg5wdXXF4MGD8fbbb+PIkSP5LtLu3bvjs88+Q9++feHo6Ag/Pz9E\nR0cbXS8ArFy5ElOnToWDgwNmzZqFPn365G9zdHTEypUrMWLECFStWhXlypXTc18VdC99fHwwYcIE\nNG/eHBUrVsSFCxfQqlUrvX2rVauGRo0awcrKymibLu3bt4evry8qVqwINze3As8trBs3bhyysrLg\n6uqKFi1aoEuXLibbavhZX19fLF++HH379kXlypVhb28PNze3/Liv0NBQ+Pv7w9PTE8HBwejbt69J\na9vixYuxceNGODg4YOTIkUb7Tp8+HYMHD4aTkxN++eUXvXZIpVLs2rULv//+OypUqIDRo0dj3bp1\nZj3LDPMmIdEUY8hx+/ZtDBo0CA8fPoREIsHIkSMxZswYpKSkoE+fPkhISICnpye2bNmC8uXLP8t2\nM8wrR0xMDEJDQ0WDvJmXj+HDh6NKlSqYOXPmi26KSQRr37Vr11C9evUX3RyGYQwoliXLxsYGS5Ys\nwcWLF3Hs2DGsWLECcXFxmD9/Pjp16oSrV6+iQ4cOeiNjhmGYl534+Hhs3boVw4cPf9FNMWLXrl3I\nzMyEUqnExIkTUb9+fRZYDPOSUiyRVbFiRTRo0AAAZS3VrVsXiYmJ2LlzJwYPHgyAAkiFQn8M86bD\nLpOXnylTpsDPzw+ffvrpSyledu7ciSpVqqBKlSq4fv06Nm/e/KKbxDCMCYrlLtQlPj4ebdu2xYUL\nF+Dh4ZFfF0ej0cDZ2bnEih0yDMMwDMO8jDyTwPeMjAz07NkTy5YtM6q387wmvWUYhmEYhnmZsC7u\nAdRqNXr27InQ0FB0794dAKX+3r9/HxUrVsS9e/fys250qVmzpsn0YIZhGIZhmJeJt956C9euXbPo\nM8WyZAlzcPn4+GDcuHH560NCQvKrXq9duzZffOly/fr1/NoxvGiXadOmvfA2vIwL3xe+L3xP+L7w\nfeH78iKXohiGimXJOnz4MNavX4/69eujYcOGAIB58+bh888/R+/evbFq1ar8Eg4MwzAMwzBvEsUS\nWa1atTI5DcPevXuLc2iGYRiGYZhXGq74/pIRGBj4opvwUsL3RRy+L8bwPRGH74s4fF/E4fvybHhm\nJRwsPrFEghd0aoZhGIZhGIsoim5hSxbDMAzDMEwJwCKLYRiGYRimBGCRxTAMwzAMUwKwyGIYhmEY\nhikBWGQxDMMwDMOUACyyGIZhGIZhSgAWWQzDMAzDMCUAiyyGYRiGYZgSgEUWwzAMwzBMCcAii2EY\nhmEYpgRgkcUwDMMwDFMCsMhiGIZhGIYpAVhkMQzDMAzDlAAsshiGYRiGYUoAFlkMwzAMwzAlAIss\nhmEYhmGYEoBFFsMwDMMwTAnAIothGIZhGKYEYJHFMAzDMAxTArDIYhiGYRiGKQFYZDEMwzAMw5QA\nLLIYhmEYhmFKABZZDMMwDMMwJQCLLIZhGIZhmBKARRbDMAzDMEwJwCKLYRiGYRimBGCRxTAMwzAM\nUwKwyGIYhmEYhikBWGQxDMMwDMOUACyyGIZhGIZhSgAWWQzDMAzDMCUAiyyGYRiGYZgSgEUWwzAM\nwzBMCcAii2EYhmEYpgRgkcUwDMMwDFMCsMhiGIZhGIYpAVhkMQzDMAzDlAAsshiGYRiGYUoAFlkM\nwzAMwzAlAIsshmEYhmGYEoBFFsMwDMMwTAnAIothGIZhGKYEYJHFMAzDMAxTAli/6AYwDMMwrxax\n0QrsWReBUnlq5FrZIDg0HG2DZC+6WQzz0sEii2EYhjGb2GgFdn8lxxc1lPnrZn8lBwAWWgxjgESj\n0WheyIklErygUzMMwzAWkJsL3LgBXLwIbFoUgu/rxxntM/m+D77eugMSyQtoIMM8B4qiW9iSxTAM\nwwAgMXXzJokpYbl0CbhyBXBzA3x9Accctehnz/2tgrMz0KULUKOKAsqbEbCTsjuRebNhkcUwDPOG\nkZenL6YuXaKfV64Arq4kpnx9gU6dgLFjgbp1AXt7+uyYHjaix/SoKcX9u8CRvxTQOMsR2UbrTvx8\nlhwZmcA777HQYt4s2F3IMAzzmpKXB8THG4upy5cBFxetmPL1BXx8aBHElBi3bgGBzRTo7CnHQn+t\niJp1ww5dx89Fm84yhMlCsNjT2J3YYbsPrDx2oGNHoGNHoEULoHTpErhohikh2F3IMAzzBpKXByQk\niIspJyetkAoMBD78kMSUg4Nl53j4kCxbH38iQyMfYOxXs5B45Tac7IHyVSsAAI4eBRJvqgFP48/b\nllLhcRYQGwts3QrcuUNCSxBd/v6AFRcVYl4zWGQxDMO8IuTlkTVJV0hdvAjExQHly2vFVJs2QHg4\niSlHx+Kf9/FjICgI6NMH+N//gNhooAKysKyL7X97PMLoT+U4+BBo4yPuTixjL8XNm0CtWkDZsnQt\nV68CiTcU2Pp1BMpYqWHrYAP/TuEY+bEMXl7FbzfDvGjYXcgwDPOSodGYFlMODuJuvvLlS6YtmZkk\nsBo2BJYtAyQSYNLAEEyyN3YJzk7zwTuDw4xKPAjuxLd8ZVizBli1iixs9b0VsLkhx1cB2n1H/GWH\nmHtzUdpBhi5dyHrWrh3FijHMi6QouoVFFsMwzAtCowFu3zYWU5cuUWyUmJhycnp+7VOpgHffBSpU\nAH78UevOm9yvCz4rf81o/3d21sSxh7/DqawCb9lHwk6qggpSPCkTBntXGcqWBWxtaUlNBZ7EhUDR\nxVisDTjmg/OpO/DgAd2H9HTAwwPo2pWyF1u1omMwzPOEY7IYhmFeQjQaikESE1N2dloh1awZMGwY\n/f48xZQYublAaCgFp69erRVYp08DR/62AToaf6Z1Byn2rwIyM2XIzJQhK4ssYcJP3d+zsoDD68TL\nQWSlqVC3LgkqKysgKQk4exZYvhz4/nsgOxuoU4dEV/fuQEAAUKpUCd4MhikiLLIYhmGeERoNkJio\nL6QEMWVrqxVTTZoAQ4bQ787OL7rVxmg0FNOVlATs3g1YW5M1aepUYNMmYHhoOGadl2OKjkvwoyN2\nGDo/DDY2FAdmTizYjVjx+C3fhlJ0Gkr37dIlKjeRmEguw8qVSVDdvw8sWgQsXkwuTF9foFs3oH9/\noHZt6BVF5WmAmBcFuwsZhmEsRKMB7t4VF1OlSxu7+Xx9qWTCq4BGA3z2GWUB7t0LlCsHbNkCjB9P\nlqX580nsxEYrsGp+JLLSVahRR4oj/4bB01uGH38036okNkXPqEN2uGEzF1t3y1Cpkn677tzRCi9h\nOX+erG6lSpF1LDcXsLGh2l7duwP1ailwIspgGqAbdnhn/FwWWoxFcEwWwzDMM0SjAe7dExdTNjbi\nYupVD9CeNw/YsAE4cIAsWR99BDx4AHz7LdCypf6+27YBa9cC27eTC/Cdd4C33gK++878cgyx0Qr8\ntCISN6+o0LCpFJ36h+HAcRkiI4FJ4xW4e6ZgC5RGQ+0TRNeJE8CRI5Q4oFYDDSuEIKancdzXfKUP\n5kbtKOptYt5AOCaLYRimCGg05H4SE1OlSmmFlL8/uaN8fSkY/HXj22+BH34A/vgDWLoUWLkSkMuB\nMWPIZWiIiwuQnEy/ly0L7NoFBAcDo0cDK1bArHkM2wbJ0KCZDFWrAoq19Jl2wYBDaQUOfC/HqvZa\nC9SMRXLEJwCe3jIkJ5MITE7WLsLfpUpRwPzjx4B9afG4r/RHqnwLGMOUFCyyGIZ5Y9BoqKimrpAS\nFisrrZjy8wP69qXf3dxedKufDxs3AnPmADNnAp07A40aAWfOAFWrmv6MrsgCyLWoUFDZhfHjga++\nMk9oOTpSAkBiovZ8Dy9E6AksAJhWS4l35kUCVWVwcaHzu7rS/6huXfpdWO/iQvFuU4aIx339fU6K\natWo9lf//kDjxua1lWEsodgia9iwYdi9ezfc3Nxw/vx5AMD06dPxww8/oMJ/Q7158+YhODi4uKdi\nGIYxGzExdekSCS1dN1/v3lox9Sa9ZHWDwe8l22DPqXD4NJRh7lyyQpnTZRuKLIDqeO3ZA3ToAEya\nRO5Hc+6rtzfNnSiIrFJ54haots1VmL2x8OMJBIeGY7ZB3NeI/XZQO4VB/QC4fp1ElkYD9OtHi4+P\n+cdnmIIotsgaOnQoPv74YwwaNCh/nUQiwfjx4zF+/PjiHp5hGKZAHj0SF1O5ufrxUu+/T7+7u79Z\nYkoMo4BzRyDthhzOlYGdO2Vm16BydgZSUkig6N5TJydyObZvD5QpA0yfXvixBJHVoQP9nWslboHK\ns5aa17j/EGK4uoyMRBkrFZq2lqLXlDB8NlWGgQMpfsvZmaYbOneOrHguLiS2+vYFPD0tOh3D6FFs\nkdW6dWvEx8cbreegdoZhniVJSeJiSq3WDzzv0YN+VqzIYkoXlYruYWIi8MP8CKyoo++KW91RifnK\nSNjamp9xJ5WSiEpPNy7Z4OpK2Ylt21LG5aRJBR+rTh0SWQLBoeH4Yp4cs+tq2/nZOTv0nRpmdvsE\nfBrJcD5VBjc3YF8UrWvahirJf/ghiazPP6e6W6dO0ZyPmzYBb79N0wD160cWT3d3i0/NvOGUWEzW\n8uXLERUVhcaNG+PLL79E+ZKa84FhmNeK5GRxMZWdrS+munenn5UqvZliKjubrHiPHpFrVPf3W7eo\nkvz9+3Q/09OBnBy6TxoN0LKSGqhjfEyrHJXF7RBchmJ1sdzcgH37tEKrIOeGtzdZvwTaBsnw08/A\n4L8j4VtLhUdpUuxNCMOStpaXXThyhJIWkpK06zw8gJgYmjR71CgSVtOnA/XqUT2wb76h4qd//kmC\na8oUEl39+pGQ51caYw4lIrJGjRqFqVOnAgCmTJmCCRMmYNWqVSVxKoZhXlFSUoyF1MWLVOtIV0yF\nhNDPypVfbzGVlaUVSobCSWx9VhbFP5UpQxlyubnA06ckqEqVovV5ebSfszOJhxYtyIWn+O7ZuOIA\nrciqUUN8e+XKwP79JLSkUso8FMPbm4SOLpdvyDB+mgxdu9LfPXpQML1cblkbDx8mkRUbq7++WjUS\nWu3akfhcsgQYMYKyKb//nkSWTEZLZiYVZt20iSbJbteOBFe3bpRZyTBilIjIctNJxxkxYgS6desm\nut90HUd9YGAgAgMDS6I5DMO8QFJTxcWUUqkvprp2pZ9VqrweYkqpLFgkGa5Tq6kshJsbudrs7Khs\nQl4eiaeMDODJEypLoFZTPaoKFahe19OndJyUFKBmTbK4BATQ4u9P5Qx0sVIZB4OPPmqHYQssd8WJ\nBb8bUq0aWbQCA0lojRxpvI+nJ1nesrKoOn5mJtW8attWu8/ixXRtQ4aQeDOXw4dpiqDDh8Xbpiu0\nPv2U3Jy//goMGgQ0b07nrVoV6NWLlrQ0qhG2ejUQFkbPbr9+lFUptVynMi8pMTExiImJKdYxSkRk\n3bt3D5X+K9W7bds2+Pn5ie433ZxoSIZhXgkePxYXUxkZ2smNfX3JKuDrSy+tV0VMaTRa0WRKJBmu\ny8sjESQIJ+H3ChXIamNrS3FST56QEE1MpOljbt6ke1ehAlmHvLzoftnY0L737gFxcbSPtbVWTAUE\nAA0akDgrDCEYvM/ESDxNV8GlkhTXVWH4+7wMgUGW3RtzRBZA1yEIrdKlgcGD9bdbW9P1/vsvUL8+\nCaIGDfQFYo0aJNAmTaIiqOaQnU2lKObOFa/1BdCzKLgOhYr3779Pz+r8+dSO8eOBCROo7Y6OJPSG\nDKH//c8/0/EHDwZ69iTB1bo11+B61TE0/syYMcPiYxRbZPXr1w+xsbFISkpCtWrVMGPGDMTExODM\nmTOQSCTw8vJCZGRkcU/DMMxLQlqauJhKT9cXU8HB9LNatZdPTGk0JFjMdc09ekR1tHSFkq548vEx\nXmdtTbFRN26QcLpxg5a//qKfGg1Zo7y8SDz4+wPvvUcv/PR0mi7m1ClatmyhfQMCaN7DUaNof3ME\nlSnaBsmwYpUMF44C2VbAzmg6doMGQEeRyZ9NYa7IAsjKtncvuSxLl6bsPV2E4Pf69Wk/IdNQF7mc\nROqJE9Tewjh1io4rlZoWWQBZUHUtWp9/Tm7AmTNJTI0fT8/z0qXId18C9P/+6CNaEhKAzZuBcePo\nmenThwQX1+B6c+FpdRiGESUtTSugdCuhP36sL6aEpVo186dSedZoNNRec11zSUn0wjW0MIlZnYTF\nUNAIVeJ1BZTu748ekWCqUUNrkdL93cmJrCy6YkrIbKtZU99C5e9fMnE/ffoAJ09SW+/cAU6fJuFz\n9Ci10RymTaOflgzyz58n19qKFWT5EZg0ia5zyhS67qVLySJkyJo1NHXPkSOFi5dFiygJoFcvEmgH\nDxa8f2IiCa2hQ40zIvfsAcaOpf/P0qWUeWiKuDiK39q0if7u25drcL3q8LQ6DMNYTHq6uJhKTaUq\n2oKY6tCBfnp4lLyY0mjo/ObGND16RIHeYiKpalWqXm4omsypBZWRQcLp7FljMXXzJrmydAVU69YU\nx1OjBllGdC0nT59SHaYTJ2j6mlOnyGpTq5ZWTA0fToLK3DpVxcXKiu51s2ZkxXn3XRIWPXqQu84c\nYefiAly9atl5/fyA338na6dUSsHjAFmo9u4ly9i//wJNm4p/fvBgEmgbNwIDBhR8rsOHSdzk5BRs\nyRLQtWjl5QGTJ2u3BQeTQFy2jGK1Ro4k4VaunPFx6tYlK9iMGfS/3rSJa3C9ibAli2HeEJ48ERdT\nycn6YkpYqld/dmIqL08rmsyJaUpOphd8YdYlYb2rK4ksS8nJIQuOKWuUUkkvQkNrlJcXLWIvV4CC\nt8+d07dQXb0K1K6tb6GqX//5CSox+vUDDh0CPv6YXJvffEOia9Ag+rluXeGWog0bgN9+01psLOHE\nCXK9rVsHBAWRBW3MGIqJWrOGsvlMcfgwCZXLl027TTUaqm31zz9kWVq4kEoymMPdu+TWHDgQ+OIL\n8e2ffkoZi4sWkVWwsHuVl0eWtE2bKLC+dm36H/TqxTW4XgWKoltYZDHMa0ZGhriYSkqi2BRDMeXp\nabmYys2lTLbC3HLC7ykpZPUxxzUnZNc9iywtwSImJqBu3iQ3kru7uDuvRg3zqsNnZpKl659/tILq\n33/JKmMoqIoiBEuSAQOovIJCQYJFKAaamQm0akVia9y4go+xZw+VVdCtcWUJhw9TzbOffqJ4ME9P\nEh7e3gVECs85AAAgAElEQVTX1QJov1q1yGIkxtWr5JZMSCDL2ddf009zuXePhFb//uTCFEMQqY6O\ndPz69c07tlqtrcH122/aGlzvvcc1uF5W2F3IMG8QSiWJKF0hdfEiiRtdMRUerhVTprKdcnLIemRu\nnabUVHqpiIkkb296Qeuuc3Wl7LiSIDsbiI83bY2SSLTiqUYNepH36EG/e3hQALa5ZGZSppquher6\ndbIEBgSQe2vUKHKHvWyCyhRqNbkoU1PJmuXhQVbErVvJjejvT64zU7i4kIguKi1bUnZer17ADLkC\nPg4RuP6nGjYPbBDrG56fCSnGggVAw4bkZq1e3Xj7kSNUGwww312oS6VKlKggBMP/V/5Rj1atgL//\nphixjh3JojVzJsXcFYSNjXgNrnHjSNj160dWPq7B9WrDliyGeclRKrUp+7pi6sEDEjSGlikvL3oh\nJCWZX27g8WN6KRRkXdL928XF8hdWURECzE1Zox49oqB7U9aowl52plAqjQXVjRt0v3UtVPXqWSbU\nXiYGDgR27aKkgX79SCQMH67dvm8f7XP8OIkvMW7coHi9mzeL15alCxQ4vEqOVR20tbtm37DDO+Pn\nFii0pk8nl+HmzcbbPviAROLo0VTXKiqKflrK/fskfPr00Qb6i5GcTK7FbduAWbOAYcMsL+Mg1ODa\ntInuu1CDq3PnkhuoMObB7kLmlSc2WoE96yJQKk+NXCsbBIcWPJJ9lSjs2jIzxcXU/fvkEhGCqV1d\nqdK3RKK1PhkKpydPqMq3uTFNzs4vtqbPkyfaYHJDMRUfT9crJqCEe1LctmdkGAuqmzdJtBoKqtep\n2OTAgfRCVyqpsOYffxiLlS+/pBf+wYPi8WOPH5MAS08vXlsmDQzBJPs4o/XzlT6YG7XD5OcyM8ly\nu2GDcSaijw+tb9iQrGVbttDPovDgAVm0evcufMLr06dJ2GVnU5xbs2ZFO6dQg2vjRnLlCjW42rR5\ncZm8bzLsLmReaWKjFdhtUIV69lc0f8arLrTErm3iNDmWLgPup8pw4wa5XJydKZhaKqUg2dxcGr1e\nukQdrphIatjQeJ2T08vVCQsB5qasUUqlflB5zZo0chcCzItTD8qQjAx6CeoKqoQEraBq04amTfH1\nfb0ElSlU/01X2LEjBZzn5ek/O+PHkzssPBz48UfjGDVHRwr0V6mKd79yMtWAvfH63KyC51MsW5bc\nhuPGUTkKoe0pKVSOQaiFXRR3oS7u7uQ6bN+erKvTp5uO12vYkGK11q8nYdSpExU1vXLWskFkQTW4\nhJIQAQFcg+tlhi1ZzEuDqZHsx1d90Hv8Dri6auN77O2L37GYazUzZ7+cHK177uFDCpi9coUCoG/d\nAqzuhuB3mfG1Be3yQabLDlSrRmLC3V3c6lS+/MslmgzRaOilJiagbtwggVWxomlrlJtbybwonjwx\nFlS3bpFFStdCJVRUf9MYMICsJHl5dP+9vclq1aiR/n5KJcU2ffCB+NyDbm6UTVmxouVtyMykaWt2\nR4bgzxDj70jHHT7w7rAD4eHUBrHnRKOh2Kjhw8lFB1Aw+bJl2mzCdevIUrduneVt1OXhQxJaPXpQ\neYbCntv0dHIdrl+tQLeacixuZJk7VAzDGlz9+tFSt652n9fZK/CiYEsW80ojyVGLrlemqLBiBYkY\nYXn6lMSW4SKIMLFF19VRmNVMKDnw+3YFjkfJMcdHu9/YSXLMmw8oc2S4e5c63cxMissRJurNziaL\nlFCnqYKL+LV1aKPC7I3P4OY9B54+pdG0KWuUlZW+gGrUiKYm8fKioOSStgqlpxsLqtu3yZIREEAv\nxk8+IRfSmyioxMjLo2c2O5sC9Tt1IlFiKLLs7Mit2Lw5Zc+1aaO/Xaj6bonI0mjIFfbJJ+ROm7gg\nHFN+kGNWXe13bWSsHVzqhMHPj4qDlilDFrWBA8mFLCCRUHHQkBB65hwcKGuxZUvtPsW1ZAm4uVFG\nZocOdA0zZxYstBwcqMRD9rUIzK6o1Nv2RQ0lRs6MxLmrMtjb0+CxXDn9n8LvpUtrzyNWg6tTJ+rn\n+vUDalRR4OS619Mr8KrBIot5KcjJAU5fsAFEqjvX9pNibpT+uuxsfdGlu1y9SllFjx5p1z16RB2s\nIMKcMyPwS1vjDi9oRCQupsmgVFKHXt8pAtHd9Pdb1lSJoF2ROPVQBjc3eiH5+FDNm5o1KX7Ky0s/\nGHrSQPG3ep71y+OPysvTBpiLWaOSkij2RtcC1ayZfgXz50VamrGgunOHBEBAgNb15ePz/AL0X0Vy\nckj8Pn2qFVnLl9O9M6RGDbIC9e1L9a2qVtVus2RqHYBKXowdS/FcUVHCJNAyxMYAg05Gol5tFfKs\npRg6PwzfR8mwcye53y5cACIiqEBor16UydmwIR3z7bepWOicOeQ+PHxYv+zCsxJZgFZoCa7DWbMK\nFlq5ucCTFDUgIkKtclW4fFk7Abipn3l5BYuwbt3ofv7yC4A7EdjX3bh/m78hkkXWc4a7H+aFk5dH\nJv7McuEYdUiOb1tpO4cPYuyA2mFQq/WtD6VLU8BzlSrmnUOY4FcQXau/ELcsVamggl8XOpdGAyQd\nF9+veYAKMVvMzypr2yscwybKsbqj/rWV9g8zioEpSYQAczFrVEICjbp1rVGBgfS/8fJ6NgHmReHx\nY/0aVKdOkTvW358EVefOVKW8bl0WVJaSm0siKyuLXNKBgeRCzMoSD3Lv3JnEUc+eVIRTKFNhrshK\nStJm382cCYwYof9Mxd2UYdw0WX4FeADo1JXEUrNmlAm5ZQv9/1evpvpaFSuS2OrdmyZpblRPgcyr\nEZDcVOOPVTaQ5oUDAGLWR0CtVGPSwGfjOqtQQd+iNXu2uNA6fhz48EOg/BMbQGRKHY+aUsxfUfj5\nVCrTAkz4PSWFxGRaqni/ZZVTcHwb8+zhLol5oWg0OkGd22TwrwPMTouEFDSSHTI3DN/8IEOXLtS5\nOjsX7TwSCY32ypWjelG/uopblmrXk2Lud9q/TVmgyjhKLUrbf5QuQ0oFYL4yElY5dG2hs8Mwf4kM\nAwZQQPGzKAOQk0MuMlPWqMxM/XioWrXoxVmjBt2XZxlgXhRSU40F1YMHWkElk9ELt06dF5sN+bqQ\nk0PPXVYW/e3oSPf64EF6LsT49FMKhP/oI+CHH+i7VZjIUquBlStJiAwYQCUXDC2fmZlkIQsM1F9v\nZUXWqTp1KLsvKoosVpMn0yTOv/9O1q2JE4GgQAW6eMoxp6IS+G8S54+nfgwHaSl8W08bS/OsXGe6\nQutuvALukghY/xcD1aJ7OHb9IcOuXVRp/uShcHx4WI6VLbUDrVGH7JBQJgzJyXQPC0Iqpf7PsA9U\nKukeKBRUGDYgAKhY5eW3nL8pcOA788LQaLTTUuzdSx1FVJTxVBq5ueS+2LGDRrJ16hT/3LHRCmxb\nIMdMb51Yq+N2GDJPPwhVLHZrxH479PxiLvqEmt9BBwWRRahPH/31WVkUX3IvXoEWtSJQxqrgIFWN\nhl5mpqxRiYk0sjc1KXFJBZgXhZQUY0H18CEVC9UNSvf2ZkFVUrzzDgWsR0drJy4eOViBpLgI+NQ0\n/SxmZJBlafRoipH65BNyw4u5Gf/8kzLiqlShuClTEyTv2UOWqAMHTLf38GGKuZLL6dy6z3J8PDCx\nbwhWN9QPnp91IhlTmhgrmFGXfNBh8A7Y2VGGotgibLOxKfh7s/MXBTZNlSNSJwRh+H47WPvOxber\nZXj6lJItli1U4GKMdqDVsV8Yft8vw6+/knXP39/0OXR58oT6yV9+ofvbrBndl+7dSfj9skGBzTPk\nWK1Tc2zWDTt0LUKQPaOFA9+ZV4pZs6hzj4khN9XOnRS4akipUpR95OtLAbfCPGfFoW2QDL/tBgYc\njIR/XRWyNVIcfBQGWbrMaD8AmL8hEscPqlA/QIrqQWGYNE2Glu3041JMce8ejdDFiiDa2gKjP1Ag\narIcU520HeLUBXKc/BuwLS8zElPW1voCKiCAOlihgvnLWHYgJUVfTJ06Ra4jQVCFhFAQb+3aLKie\nJ4aWrNhoBUrHy/FjQMEB0+XKAdu3U2C5n5+4Jev6dSr/cPEiTbvTrVvBQuXPPykmrCBatqR4y27d\nKMNu2TJtGIGnJ1CnhrGbzNrEOXOUKhw8SBY0YVEq9f8Wlrw80wKsbFkg71YEfjKI8VzVXon5ykiU\nLy/DkCE0yBowTAYM0+9j2nehuM6OHWnSa3dH8azAtDQaZP7yC1nPWrWiuLTISGMr2N6DMpQLAPof\niUR6sgpNWknRbXwYC6wXAIss5oXw1VdUJPDAATJ/5+TQSHbhQtOfGTqU3Fu9epGbYMyY4lllrt2W\nod8nMvTvT3/3PUVuCH9/etkLtA2SoW2QDEFBQMehNPp3q0adYmxs4RO7btpEI0xT02P8sT4Cy5ro\nd9AzvZV4f30karaTwcuLUtcFYfWyz2uWnGwsqJKTKUA5IIDuxaxZdI9f5rIUbwJCTNbTp/T3nnUR\nepm0AAVMz15rHDBdsyZN4ty/pwLNa0YgN4vindq8H44Dx2X4/nuycG0xM3bxjz/I/VgYXl4ktPr2\nJffxzz9rvxO5VsZushwThoe3fKSYu6bw8wHk7hQTX4Iw27rYdAzUsWMkIOOMq1PkI5Rf6NlVgcCK\ncix5W/s/+GyGHDNmAn+flyEwkAZUa9aYTjS5eZPuyZUrMsycKcO+fUCz94G2xRyYMkWDRRbz3Pnu\nO8pgOnBAK1AOH6aRaGGB7K1aAUeP0kj2wgUa+RXFcpOTQxa0iAjtuoAACsbt1Qs4dsw48NfXl0bl\n77xDLw+lkkbeMTEFx4qtW0dVs02RlSZehLFJQxVmr7Tkqp4/SUnGgio1VSuoevSgeJpatVhQvYzk\n5FDwumDJKpUnLhaOH1TBw4NcfcI0Tj4+ALIV6Owhx5d+Ou70z+R46gWcOydD5crmtePePXJ1N25s\n3v6C5XviRHKV/fYbib7g0HBMNQgDOJ/shM/OSLCggVZtkesszLyTgaxljo606JKVRd/ti//aAHWN\nP5dbSoqPP6ZCpLolJ8Ro0ADo3jIC05z1Re4CfyXG/BuJ7XdkhR4DoLi3Dz8k962jI005tW8fiTPm\n+cMii3mubNhAQiYmhr78AqZchWJ4etJIduBACs795RfqUCzhn3/o/IZWqPBwEn8ff2w8qvbxoTRy\ngWnTSGgFBVFMmWEHDJAQfPRISFHXJy2NgrhPnLYBRNyOL1uQ6sOHxoIqPZ1cHUJNrHnz6GXHgurV\nIDeXrEyCJUvMEgQALQKlWDNDO+XTgQPAt98CkkTjUgE//Ocmq1zZfNfUn39SULslrmJra4rxioig\nwdcXnyiQeDoCDzOk6PVHCkqXc0fy48oYMysMFd3J5R93VgXHClIM/aR4rjONBvjpJ4pBa9IEGD8/\nHLPX68duzrphB6lfGGyuU7C/qeNcvkwW8dhY4OFxNdDFeL+qbiqzBNa1a9SXXr1KfwuTuO/dW4SL\nZJ4JLLKY58a2bcCECTSqqllTu16joY7hp5/MP5a9PR1v8mSgaVP6vK+v+Z/fu5cyggyRSMjS9vbb\nwNq1wODB2m0+PrRNd9+FCykA9513KL7MMDtvwwbqYHVfHhoNuRAnTqTJXycvDcfs7/U76NFH7TB8\ngfkj7WfNgwfGgiojg8RUQAC5ahYtIhcmC6pXF0NLVnBoOD7+XI7lzQwDpsPyEyi6dtV+fnI/cctX\njtKyUgF//mk6m7EwwsOBp+kKxH4nx6r2SiAAAEpjZIwag+eFoWd/ElNtg2RYvJgymYvjOjt+nKZd\nys4mKzUVZpWhohsJuTsJd3H7xgPU8XbCmc0RGD4JsLKiNuTlkVAVRFVsLFnM27Ylq/hZVfGyAmfM\noDAKwZXo6EhWuLQ0uu7q1Yt+3UzRYJHFPBf++AMIC6O4K0MxdOUKdfJCUUFzsbIiy4mPD42C16wh\nsWMOe/eS4BPD3p6sY+3aaScFBug8cXH6c7tJJOT6HD6cYo127dLWDsrLI5Glmy0ZF0ep76mpwNat\nwsSxMjjYUwdtlaOCClIceBCGcPvnE6R6/76xoFIqtdl9/fuTS6RGjZcnM5F5NuTm0vMqWLLadJZh\n0GBgysNI2JemDLiuJgKm8/KAfxNsAJEYwdijUoweTZYeXYu1GBoNiawZM4p+HQ/ORZDA0uG7QCXm\n74nMF1kAVaw3nADbXO7coXps+/eTC3zQIP0BhnCPdn8lxzddSwNIBWqlYsovckyIA+LvyXDgAAmf\ntm1JrC5apC98YquEQz5Hjrm+xiK3MOLiaKC3QqfmlqMjWZvbt6fBrTDlEPP8YJHFlDgHD5Jrb9s2\n/ek6hLm17sarEeBugwN/FK1AYGgoWcbef59GmBMmFCwGMjNpIlnDqUF0qVePMhp79aJ9y5Wj4FoH\nB6pDpdsxWlmRa3HAANr/118pTuzAARpR+vmRaJk9m/abMoViJnQLZwrB9fnnj6JrOXr02VqK7t0z\nFlRZWVpBNXAgsGQJBRezoHr9EUSWYMm6eBEoVVaGpb/ICvz/P3lCIuNORjim/yvH9Fr6omDSkjAc\n/YeSSN5/n8SJl5f4sc6fp+9XjRqWtT09naxKhw8DF0+rAZHvs2HxzYAAEiOZmaYTUQzJzCQx9PXX\nVPT0yhVqrxi/r4vQs0gDwKw6Sgw8Eok+E2RYtqzgjOS2QTL8uhUY/HckPCupcOwfKaavNM+1OX06\nZXPquhXLl6divn36sMh6UbDIYkqUkyepOvTGjfrziOnVn/KjdcUpENi8OQmSd9+lF0VEhOmMpsOH\nqfO3Fwk212XwYBJKYWHA+vUkOnx8yNxvaHYvVYpcB++/D4QEK+BfKQI3LqtR194GC2aG49vVMrRs\nSTWJKlUq/HoGDiQL2aZNpuM5CuPuXWNBlZ2tFVSDBlEKvKcnC6o3FUN3YXQ0xRgW9Dz8+y9ZbVu1\nAjZvluFYjDbeqbybFEMmkijo3ocSRJYuJfd7t25U36pWLf3j/fFH4aUbNBrKmjtyhL6/R45QiYhG\njSjztkJVcTdbSoa+m61MGRpA/f13wYMsgCx1GzeSQGzZkuI4xdxtaWkkYKKjgetH1ICIK7J+HZXZ\n3+MUpQzvfkRlH3r2BC5dFz2kHufOketx1Sr99Y6O1L4OHajSvkbD3/XnDYsspsQ4f5461h9+oHIH\nuuwRGfEVd24tDw8KTA8NpU5l61YK+jRk717j9pjim2/IpRcZSbEfvr4ksrqIBKfa2FDNq7WT5Jjs\nrQSa0PoPNskx/iNgzCfmX5eVFVmUQnspcPa3CEglpgtDajTigkqt1gqqIUNItFWvzp0so8XQXbhn\nD7mzTaFQ0LM0axYNPgCtFVYup4GNbryTqytZcCdMIEtQixYk4iZPBh7eIkv2xTNquFa2QWy09tnO\nziZRIwiqI0foO9GyJS1Dh1I2npBZHBsdjqnz5ZhZR9unfH7ODjuuhME/Ehg5UvvcN2tG2cMFiayj\nR6mAqkZD7kXdAWJuLn2/oqNpOXtWe13SB8WvtH7mDMVrAmT1lsmo7xGb5khg2jQq7GxoYRNElpcX\nWe4uXtSGPzDPBxZZTIlw9SrVnFq6VD9rMC+PRpG3rqkBkRisMydUGD6cXGz16tHi7m6+MLCzo3iq\n6dMp62fnTpo0WJd9+6hd5mBrSzVnWrak4/n4UAdtiv2bI7Cylb54/D5QiWG/RkJtJYOrKxUO1F2c\nnMRdgrlKBVq7yfFFeR1XzFdyPEoGbOxkeoIqN1crqIYNo7gMDw8WVEzB5OTQM56VRW6xY8fI3W2I\nRkPxjytWkNtfV3QIeHuT6BDDyYmEwP/+R8fo1EaB9pXl+KaFMn9S+M9nybFqDXD9tgxnztDxWrQg\nF/ySJQU/z22DZFj2NTDibCRqe1IsWZ+pYRjnJUOPHnRdK1fStTZvbjrJ5tYtqsF34ABd74AB9N1M\nTCSLW3Q0DdLc3UlUTZlCYk0QQIszwzFivRw/tNN+Zz89a4d+08xLYsnKooLDQlX8Bg2o3/nhB8p4\nFuPUKSp2vHGj8TZHR3IXAjSw3LePRdbzhqfVYZ4JQnxVqTw1MlQ22HkkHJNnyTB8OHUc+/eT4Nm1\ni+IE6tqHYE0j4+p8n93xQYOuO3D+PJU/OH+eOlZd0eXnRxYlsZIJumzerC3F8O67tC45mUZ1SUmW\n1dfasoXcBitWkIATE1pHjwKLwrvgxxbXjLZ9dK4mXJv8juRk6C1JSRTfUr68sfhKvxiCHxsb36NO\nO33g6LsDb79NdYUCAii4mAUVYym1atEgyMaGgrHnzTOe1iYjg6xXd+6QADNVy+7YMbKCnTpV+Hk/\n6ReCKeWNn+0PzvogbPYONGliOu5JjLt3qW/491/j6udKJfDBBxSL9euv5Npv2pTiE4XvTEYGsGAB\nCbHRoylD759/tNaqxEQSKUFBlAUpFsx//z4l73zxiQKJZyiJJSVDil3HwnD+qsysIsJ//02TZp85\no1136hT1X9euaZNqdHnnHbKsjx5tvC0riwTu06ckLDdsoH6YKRo8rQ7zQhCb309ZVY74K0CPHlRx\nuEED6sxjY6ljj40Ox2yDz4yMtcPQ+WEI0rF8aTTUeV24QMvx4xR3cOkSFQDVFV/16lHVZKEj6tuX\ngml79KD9mzdSYO3iCLSrrsa0YabnBxSjd28K4F8wQ4HchAh80U+N3FI26DQgHElPZFiyhMoeNDMx\nMWu1t6SYu0T82Dk5lG1oKL5ir4mnx5eTqnDokLZavtji4mJ6W7lyLMgYQrBkPXmijcfS5fp1ir9q\n0oRe0AVVbvf2Jgu2OXE/pSXiz3YtTxXat7fwIkCuyAEDxCdZtrOjti9fTlasTz5WwMsmAp/0UMPa\nzgY2VcKxer0MDRuSUDlxguIU/fzofnz/PcWUFVTDKy+PXJgjRgAfjZcB0PYrOSPJ4rV8eeHXceYM\n9ZW6BASQeFu9mhJmdDl2jAaiW7eKH69MGWpbdjZlGI4cSf9za37zPzf4VjPFRiy+6ssAJfr8Hol+\nn8jw3XfGxULbBsmQrQI6fBCJjm1VgFSKzGphWL1Bhs46c5xJJBQoXqmSfnBsXh4Fwgria/duGole\nv05xR4LFq149MqN/HKbA5Z/kWN5cCfxXo8vSQPt3gxVI3i9HhE7xxRH/kyOhDPD5NBlCQoBDe43F\nY2Ep2NbWNKlrhQr66/dHiQu2pq2l2BdFo9TUVJoXMCWFxJnwe0oKTZgrtl6lKpo4c3Bgcfa6kZtL\nIuTRIxLt69drt0VHU3LEtGmUVVfY/97JieJ+7t4tfOYGU0VPi1KA98kTslafPGl6H4mErFPWeQrE\nfCtHdFediZy3ySFRUYX6SpWoHMvGjaanrRHj66/JLTd1qvE2oczM0KH62dViiIksgETa++9T23SF\n7tSpFNBuSvxKJNq4LDc3suKfPElik3k+sMhiio2pqTgC/FQYNMj058o6yYBqMsz7Lz7i6VMgMJAC\nZadMKficVlbAW2/RIrgCARIQV65oxdfatfTTJTMCy98zDrQf8FkkVm+UQaOhETiA/N8N16VfjMDm\nNgbVrdtRdev33tMWPAQo2+qfYyq8VVeK3hZOzCrEvxy7Ho5pVnLM8BYXbLa2tJg7dYlAdrZWnBkK\nsJQUcguJrRdcD5YIMxcXEmdcsPTlRLBkJSVp55fUaKjI7rJlFN/YurX5x/P2pu9fYSKrQ79wfDBB\nju91YpdmXrNDt4mWF+D9/nty5ZkqEaHL7b8j8INBPa1VHZT44kEklv1acNkKU5w5Q3Wzjh/XTlat\ni4sLbf/wQ20AvylOn6YYNEOaNKEQiR9/1CYcHDxILsShQwtunxCX5eZGCUH79rHIep6wyGKKjalR\nqWH6tCFHjlBgq0CZMhRUK3QoPXpY3haplCxYfn467csFhgWKC0F3JxVataMRn7AA+n8L6/5KMj0J\nrC5CtlXfvkDzrpZVl87L01bFP3hChkungXZDIuFZWQXv+qYLQ1pC6dJAxYq0WIJarXVrGgqwlBTK\nXBJbn5FBMWeWijNHR8umWWEsJzeXrE/x8WQpzsqixIkbN0g0FFZI1BBBZBXm8ou7IcP98sB8JcUu\nnTwjxdvvWP5sq9UUFL99u3n7a7LF5wktDVWRBFZmJk3uvGRJwXW+hg2jMIfVq8mlKEZeHpVi8PcX\n3z51Kp1r6FASc1Om0CIm7HQRLFkAiayFC8n6xTwfWGQxxSY4NByzvpJjio6L7LNzdvjt3zCU+5Qq\nOYulHx85Qp2GLpUqkdDq0oWsVKY6HHM5fZpGfvZp4j2RWzUphgwx71jndlvm4hBeOOaiVlNnfPMm\nxa45OQFqtQzxuTI4uQJzo8w/VklgY0OjYbGyGAUhxJyJCbDkZLpHYtvS08kKZokwc3YmQccxJ+Zh\npVbg8E8RcExWIzfBBk0bhqNxCxkOHhQPsi4Mc5759HSy7ERHy+DvT6IqOpqqw8+ysI7T5s1A7doU\nt1QYV64Ah07aiM4NeOC4FHI5ZRaaM0egwPjx2iK+BWFlRUH1wcHAe++Jx45dv05hFaYC5Js3B6q5\nKTA8KAIOZdTIibdB9Yrh0I3/EqN8ea3IslIroLwSgUl91ICNZXGpTNHgrogpNm2DZIiPB2TzIuFY\nRoVqNaXoNzUMMxvJMHo0xRisWaNvtdJoSGSJBYM2bkz1qd59l4JQLX2pA2Q9mTqVAl7nzQO8Kodj\n1CdyfNvK/FgpQzoPDMcH4/RdHMP3mz5GnTokGM0hM5OC6wFKFReqUd+9S8LzwQOzm/nSYSrmrDBy\nc8nNISbMUlLopXTypPG2tDQK7jdHnOmud3Iq3CrwOhEbrUBLFzmW11YCtWndJ6fl6NcPKFOmaC9e\nb2+ywhbE4sWUoac7gOrcmepSHTggPpm6GBoNVWJfuLDwff/4g+rnDQ8Nx+zzxjGTnywKw+4/SbBN\nm0bZiIUJ9e3b6binT5vX3oYNqfL6pEn6c6AKmIrHEoiNVqCBrRxzhFpgnsDspXKUsio4rlSwZMVG\nK4IUCHcAACAASURBVLB/pVxvQu/iFIBmzINFFvNMyMiRoU5HGUqVAur5aV1kP/1EadM9e5LVavZs\n4ORBBbZGRsDPTo2Vk8RHU336UCxVjx7UaReU1WTIjh0U5NquHR2jQgUgNVWGP28Bc9IjocpQ4egp\nKaZ9Y5l7IjNXhisSYF5GJErlUi2e+r3CMGmGDE3bkqjSxdsbuHy58OM+fkzzmNWoQS4F3Rd9YiJN\nw/HPP2Y387WhVCltOQtLyMujl4qYMEtJoYlyT5823paaSuLWEquZIM4seT5fFvasi8DqjvrxSYsa\nUkHgwCK+dAuzZN27R2VQDMs8CIHpS5eaL7KEmlyGGZG6aDR0vtmzqd5dmzYyxEYDQcMj0bqpCtZ2\nWhf8+/3puZg4kQZ/ixZRIVAxy1piIlnIt28vvJSMLrNmUQb08eNURkKXwkTWnnURmONjeQFnISbr\n723PvgA0UzgssphnQmwsCYX0dEop1qVnT+o4x44FGtRVIMhTTp1FMG03NZqaMYPifD78kLKHCnMj\n3L5NdbHi4ihAtF077bbffweatZVhwQY6x4ABwKkLQJfu5l/j118D4yfJMGiQfjs9alHgbUwMzaEo\nULs2BabqTihtyL179JLo0IEmYTbc7+5dCujdt49Tr83FyoqEj5MTuZzNJS+PMtVMZWsmJtKzLbat\ndGnLxZmzc9Fccs8KUwkrylSV6Hpz8PKiZ/bpU/FrmzGDam55ehpvGzSIYoxu3jQviH3RIhJEpvoF\ntZqE28GDVMNOOGaTNjKcTpLh8M/G37eGDanY6O7ddOyvvqLvZYMG2lqAVrlqHD9tg/dk4Wje3DJx\n4uhIlrcPPyQrvW7M4ZkzVGLBFKbiyc4cV2HsWKpk37y5/qwOsdEKPL4QgYPX1MhIO4/DXkDLyvqx\nG4YxpcyzhbtspthoNGTmX7iQKiaLVR52dSXX3fCgCMwxczRlZQVERVF16WXLyJ0gRk4OjTznzKFO\n9aefjC0LO3fSFD8C06aR+3L0aNMxELrExdH0GWKF/AYPpoy9jh1JbArzm5UrRy/VW7fEXyrXr5Ob\nZPhwciGIvSzu3iVLlpMTZYBZGqzOmI+VFb0EHR3Ne8kLaDTknjaVrfngAT0/htuSk0k0W+LSFBZb\n2+KV04iNViDu4gXMs1EiRwO0r1o2/+V74rQUoaHA3LmWB77b2NCzfu2acWXxK1fIqm3KumtnRzGJ\n33xDwqYgTp2imlx9+4pvT06mLL2yZSksQTfO6tYtui5TAx+JhAaMwcGUuRgcDDRrqEANtc5E2O2A\nWTfkiI223NU2YAANGiMi9KcwKsiS9euvQOwxG8i7Gm+rXluKqlXJUjd+PK1r3hyo4qoArsixtrHQ\n39pi5vFkAPpCqyhlMxjzYZHFFJt//yVR4+lJL6gLF0xbbyq5iI+e795U4fhxGknqVmIvV47cf82b\nk5nd0DVw8iSZ7Z2cqDOtXdv42Go1uRaW6BQDrV2bRNdXXwEzZxZ+jd98Q+cx5RYaOZJG7+3bk+AU\nUtgFl6GhyDpzhio1T5tW8Og1MZGO6e5OL2sWWS8fEglNNm5vLz6BsCk0GorFM5WtmZREQkIsJg2w\n3Grm7ExC5sAfVDx4TYsyAMjcJLx81113RcX6YfDwoBd+eDgFgxc2mbougsvQUGTJ5WQdKsj9+9FH\nVEtq+vSCz7loEQ26xGZtuHyZvtvvvku18wwzVBMSzPs/WVtTfbABA4BhnSIwvZH+4HBKEV1tEgm5\nMAMDqfaVuzvw8CFldnp46O/74AHdkwsXgDETwjH7d/14si/i7NB3Ulh+eIZGQ9d37BiweXEEot7W\nb/PUpi6YfSI5X2RZGpfKWA6LLKbYxMZqJ1t1cqJRY0KCuDXAVLmH1EwpRo4k605AgHYi2BYtSKBs\n2QL0fU+Bnm0osyY7zwa3VeGIPSrDokXUERqO7AXz/pNkNRq42ODquXBUqqTtEKdOpSD7sWML7vgf\nPwY2bSLXZUGMGUNCq0MHuifu7hSndeUKjYYFDhygznXlSvpZEHfvUh0sQWQxrw8SCYkeOzvjl2th\nZGaaztZMSaESDGLbcnOBRhUiEN3N+OU77Gg2hs+ai8mzZGggpYHA5Mk0IJk+nSyu5rirxeKyjh4l\n95husVMxqlcnN//ateLTxADkTvzzT/Hg8ehoCnBfsMB0/aj4eMvEsIMDUMtTfHCYcFWFX34hYejl\nZb510deX3KaffELW+rNnSdQKn9do6F5NnEjWvfXrKRkhti7V4LPKUSHhrhRXUsOwtJO2T5NIqL/0\n9AQu7BRvc7yqLLr9VhP1A6R4/xmUhGEKhkUWU2wOHNCf0b5+fYpdERNZwaHhGP3pfxPD/sesG3YY\nP5dGY2lpNAo7fJisTH370guobg0FOlaTY7a79nNjjsnx/TdA157GnYTeVD/2oEwcg9gvLy9yKSxa\nBMyfb/r61qyhkhKVKhV+Lz79lEakHTsCf/1FL5xLl7Tbd+3SVpTu2LHw4yUmklWMRRajS9mytFSt\nWvB+Gg2JkiNHSOgcOgTYJIu/fL3r+qLLezI0akEDHHd3EgCnTlHttuXLKTNQd8Agehxv/fkPNRr6\nXpgq5WLIuHEkLD78UNwavmQJZf/pugA1GmrfvHk0xUyrVqaPn5Ag7r4XQ6Oh72rsURtMesd4u9pK\niqgoarNSSWKrUSMaKDZqRDGaptyS06aRdf7AAQq4F1yFt2+TBfHOHUCh0C9PIdTgA0gwN29O/yOx\nMjSmBrROHgHYf28Hxg22rIYfUzRYZDHF5sAB/eJ2fn4kskJCjPet00CG6ATgY5dIpCerUNdfv8Cm\noyO5BAW3YE4OjfK+/F8EljfTH31/3UyJ7vJIRP4oyw90FpZ/dkRguXfhsV+TJ1Pn9r//0UvFkNxc\nchWKxZmZYupUsmh17gz0ClHg378i8EV/NW7dt8FfF8Kxe7cMb79t3rHYksVYQlYWiSJBVB05Qtan\nFi3ohRwaCmz7Wvzle/wfKeLjSYBER1Ol9woVKHHlr78oHnHMGBqcLF6sX/BXlzp19K1Mu3ZR5ubg\nweZdQ8uW5Crcs4ey+3RJTgbWrdO3KqvVZPU6coSWwuLpEhLou1kYJ0+SlVulAob9Lxyz9xiXfvho\nmtZV9+ABZQH/8w/FR02apK2iryu+vL3JhVmuHBA2RIEvhkTA1UGNcs42+Px/4Vi1XoYxY6huWEGT\n2JcqRdbwrl3JNWo4DZBPYDiGL5RjVQf9Nvt2DIPiHFk7mZKHRRZTLOLjKehbNxbKz486VjHWriXL\n0wcfUEeyrZACm9bW1DHVqCo++vZ9S4WOI6gTF5Zr14CMVPOqs1erRq7GBQvIcmaIQkFB+4bp1gUh\nkVDQ8K1/FTi3RY6tQl0tR2Aq5MhMAQorIAhQMLVaTYH5LLIYMW7f1hdUFy/SPHktWlAZlGXL6BnX\ndWNlp4nMr3ndDnXbhuHtt8kaNHw4ZdgFBZErPTCQXuQyGQVsd+xIg6hZs4zjBAV3oUZDg5RJk8Rj\no0whkZC4WbrUWGStXEnFPIWppJKTyeVerhxdvzmxY4W5C+/do/ix6GhKphk8GLCykiHWBxg+PRKl\nJSp41DSefcHdnSzeXXSKnSYnk5Xqn3+A336j+M9798ja71FRgfL35fgtSPt/CP9DjsVzgMEjzXPh\nNW5M92PyZLo3umzaKoN3R2B+RiTOn1KhUnUpBowPQ461DLa2FJrBlDwssphiIbgKdTtxPz8SGYZo\nNJRVs3YtdXLx8eaf50GqDSBSj8beVao3d6HApIHio/W7SVJoDKpKT5pEQboTJxrPA/j11zR6txSJ\nBKhWJgLytvrWtJneSsxbX3iwbGy0Ar9GRqBlJTXkoTawrhyOBw84duJNRqWiF7auqFKptFaqxYvp\npSsUsjWF8Oz1HBuJmtVVOHNRirFzwtB3sAxhY6iUwtatlFm3eTMVyf3zTyoeamNDZVJCQ0mA+PqS\nq2zCBO15XV1JUD18SMLC1ZWSPCyhTx+y5Fy6RKIRICvdihXA/v30d1wcBbj36EHC0FwRZ8pd+PQp\nCbvFi0lkXr6s75JsGyTD0dMypKYCcxeYdy4XFxKkuqEBaWkU7xbxRQQW+uv3DxFtlBizJRKtO8rM\njvGaM4fu0fDhWtfi77/TYHP7dhmkUhn+9z8Kd2gbRCUqbG3ZkvW8YJHFFAvDeCyA3AU3bxrXyjlw\ngMzfzZqR4HryhAJ4C3spXLwIKE6Go0ymXK8YX0GZMcGhxqN1+UU7HE0MQ0gIddZCsHGlShQkO3cu\nuQZ1z3vhgviErabQaGjUun07cPq4GhCJuzoSo4KfHxUf1V28vGg5cYDiyWbXUAL/uTUmHZUjXgWY\nYwFjXg/u39eKqaNHSWDVqkWiqls3EhY1ahStlEObzjKceijD+liygtxPpfX16lGhzDlzyM21ZAnF\nOslkFM8luOLKl6dYxlGjaJBSuzZ9JjQUOPinAv4uEZg5WI3TF20w+NNwSCSWPbelS1M279dfk+UM\noMHZ22+ToNizh8TgwoXi8UimUKlI/OlOYK3RUAbzhAk0QDx2TL/enS62tuTCLw6OjlQ38M9q4tb2\ntIcqtG5NVuwmTciK3rQp/S5WbsbZmZ6FDwYr0LlBBErlqHHguA1GDAuHVEr3vX59bSV+jYb6XLZk\nPR9YZDHFIjaWTPu6lC5NRSDj4qijFvjhB5ocVZh0uVo1GlXWrWv6+A8eUMzBgqUyVKtAmTV5WSrs\nPyzFjJWmM2OE9aPmRiJHqcJbPlL0mhyGLwNlWLiQ4iMmT6ZRubU1jZrr1KFsH8GVsHw5BaAWFBcB\nUGd48CAJq+3b6frfew/w8ha3pjVpJcWAz2gkeeMGjZgVCvo9IQFoWCEC0V31R7jz6inR7Y9IsMh6\nPcnJocmBdUXV48c0IGnRgoLGmzSxrJRCQSQk0ADI3Z3cfkuXauvQ2dhQNmG3biRk6talmKegIBJa\nutNc1ahBdemOHCGR8tU8Bdq4ybFdiAPyAmb/JkdsbcvrSYWH07nnziVh8uWX1IcsXUrux23bKH7L\nXGKjFdj6XQRaV1FjyhCaacKligzjxpELLyKCJskuCFtbsqg9C0xZ5+s2kGJbFCW9HD9Oy9y5FGtX\npYq+8Kpfn/onz0oK1IEccnu6758FA7MOaet4+ftrS9hoNHQdt26RO5cnYS9ZJBqNRvNCTiyR4AWd\nmnlG3L1LI9+kJOMMmn79KDZh0CD6OzWVRsHXr2vLJXTqRB2zqWylrCxK5w4KopeMLt26kRsjNLTg\nNgoTvsrl+uuvXqVOPC2NgnQDAkh0PXxIbpLUVHqBxMWJ16ZSKilmY/t2il156y2ge3da6tYlEbl+\nlQI7FugHns68ZoduE+eafOHk5gKf9+qCKe7XjLZ1/70m9sf/XvAFM68ESUlkMREE1d9/k2W1eXOt\n+8/b23RmWnHZuhVYvZrceZmZ9IwnJBgHTz99SllwUVGUsRcfT+46MbGn0QDDOoVgWa04o23zlT6Y\nG7XD4naGBCtQ9kkEypdV48pNGzh5h+PabRl27jQ/QxAwyDb+j7HH7fDHrbmYNF2G8HDzylOsX0+u\nuA0bLL4UPRQK4INBCvT0lWO2kXVevH/IySH3qSC8jh+ngZm/P+CuDsHaxqbv+9On9L99/Jhmpvjy\nS+rbDh607D6+6RRFt7AliykyBw9SBpLYi0Ao4yCwYQOJLt16VJ6e1LGLkZdHAac1atCo2pB+/ajD\nK0xk3bkjPjqtXZvM51FR5Arp358yDJs2VGBsSgQeP1SjhYcNrpwNR8WK1OE9ekQB/du3U0fVrBmJ\nqrlzxVPpo2NkqNAamK+kujanL0pR/v/sXWdYFFcbPYgQFRUr2GKvWDDR2BUbiqtiEiuWWGICGqOJ\n3bWXKLYYWwR7jSXNxgp2YuwKKlbsRhQLVlBcYO/34zhum22AScw353nmgZ2dnZmdnfvOuW85bznr\nujTOzkDWHPIesKcvXa226FHw70RaGh+Ohl6qu3fpiahbl17U2rXNCc7bRHQ0vbkAQ0eNGzMEFxBg\nvF22bPQa+fvrw3ItfDRoVCkELiIFaVn0vUdjYwFdsnwI7NB+Lby8GJq3tuTKZdwSplSyGpOrvSYh\nZYGvDqkxfRJQsqRjXrHwNeZ9++bWTsKk8qEYMMD+fWWGJ0uScdkWpkLyE3rnD+zRon4T82R6Q2TN\nSrtarRolLACmXJw4AawYa73QJ1s2TnIvXsSbnNTSpUnSFJL1dqGQLAXpRmSk5WauVasy3AZwUC9Z\nYqy4DlhPfh83ju7yPXvkc078/ZkP8vAhE2stQdKZkoOTE4lc69ZMem9cRwPf99WY7JEEvA6JjJ+h\nxu+bgahzKpw5w9LvLl1Izqy147lyhQ+tK1dUcHen0Xz0iAbS2nUD5PPJJl9zQ5w2EI8eWf++Cv55\nPHlCL4NEqo4dY4hN8lINHsyE8X8yTBMVxdC9hLZtKdFgSrIk1K/PZO0+3TRIPavG6Nz6e/Pb0WoE\nBgGJKSrU8JSfILzSuaJjR+ZUPXpEknnrFq/T3bv6RQg94cr5JAQbGxgTo4X1ktB7Wih27FUhOZmE\nR24xfa967hRARlImWxbH+vZllGRt3sxcs7AwvJZxoe5VtmzArqWO97LMlYve/l/yyV93w5Y53t4M\nSRcoQNtXpgwjC02bpv/7KLANhWQpSDf++IOigXKQtLIAzrQSEzlbNkTJknSbm2LlSiqsHzli2ejk\nzEnP2C+/MOxnCdZIloQCBXjML1UhmFXC2KhPLJ+E7kdDMXKKCk2b2m8Ep05lOwx3g5yLfPmY99G7\nN41dzpzyn5Vmsl9ODsWjeC2KlHRF72GB2P6NCvfuKSTr3wQhKFdw+LCeVN24wSq/unWZ81enDvWm\n/k2IitJ7sgDmPQ4fzsRwSzmIbm5AqZwhUPsaj5E5HyVh1J1QLNiswh875QtOHmYJxIIFvF79+3Mx\nreQF6JmRCNe6yfLeGTcXLUqXJuGRW7JlM1/3XT/bJMQe5MjB8Gp68OuvtAk7dhhfe4De6bS09O13\n5Urg94NBEBXVCK6mv+4Tr7jBf6i+MKhaNWoONm1q7MlS8HahkCwF6cLDh9TosdTQtHhx5i09fEgv\nVt++5mEuOU/W/v009pGRth9MAQHUtrJEsoQgybKlii3BI4+8Ua9WUWum12MN16+zWumKeVoV2rSh\nsR02DFi0yPI+fFqqcOC4Cvv3A7m9WHotaWVVrmz/uSjIXCQm0jMlEaojR+hNkPKoAgP5MHORf6b/\nK3D3LsmUYSufwoWBUkU1GPBxCDzyGIcBhWDS9fr1wKmDKYBMDmVeNy2cnHjfpqYBzfqEormPFk7v\nseBkbnMVFi9m3uO2bazubdOGyfaGiuZSD8jy5YHwJfIXsVhpV4vN4i1B9VkQhk9UG0km9N3nhvZq\nx/r2pdeTtWkTpWDCw+VtprMzUyQcwatXvH579wK7/lDhznWgad9QtGisxbnLrnAuZBx6rFaNumkS\nySpThsUDCt4uFJKlIF04cIAPFkvJok5O9GYdO0b1Y7m+fyVKGOdkxcZSH2f9eusVhxL8/OhJu31b\nnkg9fUrjZW9FVgrkjXrcA3NtLWsIDmYo01KOzQ8/8Nrs2mW9mik1lRWYx47xtSJI+vfCtCXNoUO8\nR6tXJ6Hq04cTCDmPzL8Z0dGs+jW8nyMjNKiRQ23kyR03XY0164A/jqig03FS41XdtkeoYDEVEvOq\nMG2j8Tb9+lEOZfRoylO8esUq3JIlSRbateN4fdNz9GE8Ag49wYCq771paPz5XjeUbuV4Q2Oflip8\n8y0w5EYoPPNqocvqilItAzFErYLXB5bV602RHk/WTz+xwGfnThIdOTjqyYqLowhroUK0D+7ugFar\nwsv8KkzdQI9g1ao8pqRuL4ULpbxtxZP190AhWQrSBTl9LENERmiQ/2UIlqpTULuoCy7HBKFIEWN3\nUJEi9HS9ekWj0Lo1tXaaNbPvHN57j4nnGzfSiJnCnlChBCGAy0+DMOCccV9F9Tk3nIgPhI8PyZGp\nm98Ut24xhBkba3kbd3e9nMWZM8YhRUOkpJA8btpEz4NCst4u7GlJ88EHvO/eZZiGCgEmhs+uYS6c\n2+tkKNatU6FmTZKyyAjzcODYi274dKSe+EgkTg4FCgChoUzcHjCAHrRWrSgAOmQI8HErDZwvqzGu\n7Oueo6Xy4NvDz/FLUh54FimC9upAjJ6kQu6CrBi2d+Jz/Djw5KUKIdtVRrlwH9SlUOjvv/N3tgVH\nPVlr1rCwYdcuVmJbgiOerMhIEt6vv+a+pQjB2bN6spgrlz6CEBPDCuuiRWlHHj0yzslS8HahkCwF\n6cIff1AoUA5SufSaWnpDbNqcGQAO7tGgpmcIRnVKwemLLqhfMwh9+zpWNdS1Kw1NRknWvHnA1dsq\nTJ8EBM4KBbRalKqgD3UsX04SqFKRCMrJOgCsxOrb17iKUg4tWvDhMngwsGyZ/DapqczjKlOGZEwh\nWZmL9LSk+S8gOtpcYNdZJx8q9yqrNeqzKY3f4HWsmL36lyseIBBzDca1HIkzRc2avOarVlHMtF07\nSkV8P2gKfm5ikvNVNxeCk4q8kYDwaUFZl4QEkjN7qm0XLWJagWmxQZcuLGBp147FLIYtceTgCMla\nuZJeuz17bHvm7fFkCcHioRkzeK6m/RdjYow9cr6+vE7DhpHYOjnRk3b9Ov/Pn5/HfPz4761s/X+D\nQrIUOIynT+mpsdTkWK5cekzpJPSbGorEVBVKlwb+uqLB7gVq7Gj9ersiwORrevE8e9G4McnU5ctU\nwzaEvSRr506G+A4fZmn4lb9UuHgRmGqg/v7FF9TlmjKFM9JhwxjiMPRqxMUx1Hnxon3nPnMmjV5Y\nmHzbkZQUelJq1WJIwNNTmXmmF5nVkua/gKgo87ZXaVnkw4AXruqbRkvwaal6M0aTk5k/deiQ3hMU\nHS3fHN4UWbKwCOSTT0iw+nTToH6BywDMy3azpOirAAsXpjenTRt+fulS6zlwjx7RU2XJu+znx8rK\njz+mt9pShSVgf7hw6VJq++3dS70zW7DlyUpM5OTt8mXmAcrJLsTEMCRrCKmR9+7d9Nh5ezMPVhKE\nlrxZNWvaPkcF6YOiuKPAYRw8SIJlWoUkBB9gl87Kz4pTkrSYP5+zRvUX5kRsbOkkRKwLdehcnJ1J\nftavN3/v9m3bJCs2lmGgjRv1hsvSbNXdncRIekh7eb3WzIrQYFR3fwz5pBUal/HHhWiZkkkZ5MpF\nQcjAQM4mTZGayoeHIclSPFn2IT6eD9ZhwyiimTcvr/Ply5QriIzktdy8mZ7QRo3+PwjWo0cM0ZtO\nSPx6BCHwDzejdeMuuSFHiUDUrEnStHOnORHIlo1kYuRIjn+djlIPlsKFcsiTh15D/7ohKOEm7845\neMIVGzZw4gHw99y5k+LB7dtb9y6tXElCZq2Qpm5depyGDWNSviXY48kKDWUjaHsJFmDdk3X5MitU\ns2en4r4lXStTTxbAMOHixZwkPn9u7MkClLysvwMKyVJgNyJfk4m1k1oh/0t/REaQTKSkkOTUqQN0\n7w5kyyU/rSzr5YrwcBKblk2si+c5goAAHt9UiNdWZeHTp3x4TJlinF+WLZt1Q1quHKsHQ0KA0UM1\nWDJUjVG5LmBxjStYWfMCwr5Xv7k2ttCkCRvcyjWhlvNkKSTLHKmp9M4sXAh068YHh5cXc1Lc3UkC\n4uP58P/xR5LqMmX+e2FAe3DqFBP3TUNsHsVV2HdnKj7d64UZT8siOMkLn4yYijWbVLh1i+Nk+HC2\nnvrhB2qBSfjsM4buwsLoFcmXj4stPH1KCZeRI0lyzp9KQdNiOTDpaILRdt8cfgq/HoFYtIi/26xZ\n/KybG8dhzpz0Rj19an4MnY7jtH9/2+dTpQoLeubMIUmSE/Z+7z2OS0uEaOFCegn37TMnstZgyZO1\ndSs1ygYM4IQse3b5zz9+zO8vtQQzRMuWrCgcMcLYkwVwrCje8bcLJVyowC4YtaV4PUudOEuNTT8D\nW8JVKFeOiaht2gB/7pYX0zRs5qxzlidiUWddER9vOedJDrVrM3n+9Gnj8ui4OMs5FmlpzMfw9dWr\nJ0vInp1hEFvw9QXa1A4xEmYEGBoNXhdqd9hz2jSe9+bNDFlISEmhJ6tyZSbUZ8+ukCzAekuaZs2A\nMWPebkuadxlRUfJepqVLgQ/rquDhocKUlcbv5cjBUNXnn/OaL1xI4tqpE3WfqlXjPTzyGw1qlgxB\n9dwpGNVdLwEhISGBJOaPP+hJvHSJE4hGjUhMdix2Qf08ZBFTjiXA2QlIE8CrPBUwYpwKI8bxt54z\nh+rlPXtycrJ2Lf82aUKJBMPeinv28Pzr1LHv+pQqRW+Rnx/vsx9+ML6PnJz03ixTnbu5c7n9/v36\nRtr2wtSTlZbGThcrV5Jo2Tr/s2dpJyzd87Nn08vVti3boUkerzJlWOyh4O1BIVkK7IJcntX4skno\ndiQU27erjMiNYXLs8YNaVK7uik9M2kX49QjCV8PVWGhQyTfwiBui4wLh5cUcja++sq+fmJMTCdNP\nP5mTLEvhwpEjSWJMVegBx5Jbs6TIe+Qun9Nizx7mjNlS9nZzozHt2JGhLUlsVAoXurjwe8XFMTzi\niJzEu45/Y0uadxlRUeYJ069esQquc2frHignJ3pV6tenZ3DJEk5iypQBfBtpUC2bGvPKJQGvPTgT\nZ6rxx5/AvccqREZSrqVePZKqefOYB2SY05hFG4TxM9SYWB5vJBsGHXNDtmJj32xTsyZbdP31F7Bg\nAdMWmjRhS6wCBTh+du7Uh9R+/JFeLEfGS6FCJEpSg+wVK4xzvuRI1vffk3zu3y/vTbIFQ0/Wo0cs\n6ElOJqn09LT9eblQoSHy5GEYc8CXGnzoEQJxhUTYo0oQrl1Tms6/TSgkS4FdsFR95F1JKyuuJyXH\n1q0LdBxMw2yICt4q7LwJTKkcCldQt6Z3cCBqX1NhzBhWHS1fTsPVoIHt8wsIYPJ4cLB+NmeJN7Nt\nXwAAIABJREFUZK1axXydo0flSZytcKGEuDjg0EkXoIX5e1lzuGL4cM4au3Sh0ZTK4OVQvz63+eor\n5ocB+nAhwBn/qVM8tydP/ruk4l1oSfMuIzqaEwxDbN7MB3RiomVxYVMUKgSMHct9bdkCLBodgt+b\nmkzCyiWh02+h8O2jQs+e9KBZmzT5tFTh+HGgw7pQfOStReQRVzT8NBCrN6qQmmr82fffZyXv2LEk\nQT168D6pX5/2Yup4DaIjQvAkKgWXs7kgskSQQwU1efKwAXynTvQu//yzPmfPNPl9xgzmPe3fz/Ny\nFJERGhTRhWDB4BQk61wQHhWEjzupMH26fZNMwFi+wRLcnDVoUECN+XX0v9P4nWpcvwQACtF6W1BI\nlgK7YKn6yFZbCk9Pel9MsWoV0LaDCjOWGg9uHzDvo0sXhh67dGEIaMYM6zO6qlWZ5HnoEI2sVss8\nBcPQAcCH97BhNIiWZBbsCReeO0c5h7a+QZh8TY2xJqHRoDGB8GnJkMj69SRQAP8GBPA7mmLyZJa+\nb9pE4y55sgCSrE2b9HlZ/wWS9a62pHlXkZhIb5KpnMCSJQyZL17MnDZH4OJCUczoX+QnYTW9tbLy\nKhaRTQWvlip89wPv9xkzGArWaOQrFnPm5H3Svz/Dat9/D+hearB1hhrLmye94Q5yEjK2kCMHJ2N9\n+jCvads2ki9DT/fUqfRCR0baLxdjCCkNY4dKbz/EQzX8WwBZs9p/rjEx/B2sIXxNiBHBAoCJFZJw\n4FwotFqVxXZKCjIGJWtBgV3w6xGEKdeMq4/6/emGpp2tqy97eJjnEQmhF+OUQ5Mm+tCQnx/DAFWq\nsOF0aqrlY0kJ8ABDSp6exh6P27dpiJYvZ2K0JdjyZO3bx3OcNg1YsFSFNoOnIjjJC6NulIX/Li+0\nGTz1jTGvUIG5FbGxPLfnz5mEWqMG8yTi4vT7zZ6d5HPgQF4zU0/Wu578npjIiqvvvqPXsUAB/r67\ndpEkr1pFYrx/P69t27YKwcpMnD5NL6Bh6OvqVa7/5BPm/Rm22rEXCQnAkejM6Q144YKeBHboQM9v\n9eq0F9bg7MzvcOAA8HG9EBIsA4wpnYQFE0IRGgps306P3v37tgVAXVx4X9aowabuv2/UoFCqP0KG\ntUKnev5Ys1TjEMHS6XjcM2cY1lw+3TwNI7iaY1XWQtgOFwKA7pU8Ec7rpjXqvKEgc6F4shTYBYk0\ntBvAthRJWle8zBOIFT+p0LSV5YRLOU9WZCSJTO3alo9XpgxJVteuLDHesoUJzcuWMYRoGn4E6PWq\nW5cJqKahwhcvKB0xcCA9ZNZgLSdr3Trmf2zcSKIF6EOjaWk8ZpHS5p9zcqKHpmZNykBERjKHrGpV\nVvx07cpS9Fq1OHPu1kED50ch2B2aghO/u6BljyAkJ6uQO/e7QbL+qy1p3mVER5uLhC5bxlCbiwsn\nIY6Gu86e5bjKmyMIXx0yzrH89oQbPpviWAucCxeY0A7QpgQHA19+SfJtr+5ddmd5MvEetDh+nLYk\nLo7L8+cMfRYt+nrsFtH/b7huzhygXx8NNoxXY1uL19+xGDAxhxqxZ4DcuVWIj+fkLj7eeDFc9+AB\nK14LFeLi/lj+XB/Fa5GcbF9D+rg4bmdpQhIby/OPOuSC0XL6Za6uuHbNsWpIBfZDIVkK7EZDXxVO\nxKsQuZGeiKuH6EYfMoRuerl8Iw8Pc3FOqd2DrWRUd3eGAEaOZALq1q2cAXbqxOTd6dONw4FlyrCq\nZ88eljNL8g1C8KFeqRLL0G1BLlwoBA1+SAi9MXItMgw1u8aNs7x/Z2d6s5o2JWHcsYOEa+hQJsp/\n4KVBgQQ1FvsYK+ZXKQfodKp/Jcn6f2lJ8y4jKookXkJqKkNdu3eTuLu7W5YIkMOWLfr2OAsXqjB6\nHhAcRiX4l2muiIwPRK0bKvjYuT8hjD1ZAFMFypblJGnFCk60rCE2Fjgc5QLIiPsWL+eKqSYeseRk\nkiCJdN25w7/R0fr/4+J431bNG4IwP/O8s2a9QnH2iQqFC5M4SX8LFWK4W/q/UCFOOg09iSO7y3sA\nr9x0ReHCnBBK9s7S2JHzYgnBKslZszgeg4KAFt2D0HezGkubGqc25CkfqMg4vEUoJEuB3bhxgzkJ\nH35IIc3Ll0l8Gjakd0aOwHh6smRbwqNH1NOx1JLHFM7O3HeVKiQgK1fSEE+axNDHhAnG7TKkkKG3\nt37WO3UqvWGRkfZVGZmGC1NTmfdx6BAXa7PpgAASurFj7TuW1H/x44+BZ8+YhLw2OAS/+JiHO/qe\nDkV80r+DZP2/tqR5lxEVxbEiISyMkxIvL0pi2BsqFIJjatEi4LffuM85c4BPOqvwSWd9HlG/K6wk\n9PBgKM8W7t3jODb1yAQHUy7lr78oE2PJa37pEklZr4AgTDljXUJGQrZsvAbWJBeEoCdtci95r1Pz\nhloc25i+e929bBACN6kR6mN8rmPnBaKCN/DrryRKPXsyfN6pE6+FlD8VGaHBqikhyJ/CakHfbkF4\n8EyF2bNZRDJ4MO3hlStAs2YqfDcOCD4eirs3tXj4zBVDgwNx5JRKESR9i1BIlgK7YThj8vOjB2bk\nSFbh1K9PQiW5+iWY5mStW8eEcVu9/UzRsyfd2R060HM2cybQqxdn0VIIsW5dGqGJE0kGixZ9Xfm0\niPlM9s7SDcOFSUkMQ756xXyP3Lmtf7ZOHc6OTTW77EHu3PTYxYbLG/MCubQ4c/PvDxdaakkjVfz9\nP7WkeVfx6hW9PIYeDynhHWA+lj3SAy9ecBJx/TrH1I8/0tMk14qmbFkmi7dqxfFuraE8YO7FkvDB\nByQW+/fTS+3ra76NRLAmTwZ691YhMoISMk/ua3Husism/hjoUNK7IZycWGhy654LIDPBcsrmmi6C\nlZICrPhJhX59gGEHQhF3TYtqH7mijYHczVdfcblzh43np02jV7hdO6BKOQ3iI9VYXE1P0Pp+q8bN\nbMDoiSq0bUtCev8+iwbmzQMCAlQASKrq1QMa+gIPnpNkK3hLEBlE7969hYeHh6hSpcqbdQkJCaJ5\n8+aiXLlywtfXVzx+/Njsc5lwaAV/MyZPFmL4cP4fFiaEj4/+vQsXhPD0FGL7duPPnD8vRIUK/F+n\nE6JqVSH27En/Ody8KUT16kL06iVEcjL3uW6dEEWKCNGnjxD37wtR98Mw0aRcW9Gjvp+oXaStCJ0X\n5tAxdoeFiQ892oph7f2ET5m2op1fmNBq7f/8yJH665QefP1JW/E0qKzZMqSzv8iRQ4g2bdK/b3tw\n964Qv/0mxNChQtSvL0SOHEJ4ewvRr58Qq1cLceUKr7uCdwcnTghhYKLFX38JkTevEImJfD1jhhDf\nfmt9H7duCfHhh0L06CHEy5fcp4eHEHfuWP/crl3c7swZ69stXCjEF1/Iv3flihBubkL4+5u/d+EC\nx/+KFebvpaXR/uzfb/3Y1qDTcSxULR8mBjf3NhqTQ1t4i/3hjtkXCQsWCOHry//v3hUiXz77xtVf\nfwkxZ44QTcrJ24lRPfQXKTlZiAYNhBg92nw/FSrwNzx5Uohq1dL1Ff7vkB7ekuHqwt69eyM8PNxo\nXXBwMHx9fREbG4tmzZohODg4o4dR8C+AoSfLx4c5OM+e8XXFigx19eplPCsy9GQdP86ZcOPG6T+H\n4sWZayBV6d2/z6TxCxfovapeSYOyaWpsbnYBC6pewU7/C7iy3f42N5ERGkTMVWPfpxcwpuAVbPW9\ngHI6NQ7tte/zAGf1GzbYrlySw/PnwO7TQRh+yriSc8QZN7TtHQh3d3odMgtKS5r/D0RFGSe9L19O\nD63b69vMlifr0CEWqgQEsNrOyYlj/fvvmYNkDc2bM3ysUsFqFZslTxbAey4ggIruDx7o11+8SA/W\n1Kk8H1NkycJiF3vTE0whBHMl9+4F9h9WwX8oK4lHXC2LdruNK4kdwbNn9LrNmMHXnp48luF3s4Ri\nxdicvl5NeY/3vTt3MKq7P8YEtEKH2v7IlkWDSZPMt1OpKI0hNYmWayOkIONwes3OMoQbN26gbdu2\niImJAQBUrFgRkZGR8PT0RHx8PBo3boyLJtnPTk5OyIRDK/gb4eWlz3cCmIzZv79xKxiNhuGEffto\nMHU65h0lJdHtXbo0MGpUxs9FpyMBWLUKGD9Sg9g/Q+CsS8HZM2cRWEa8UYyW0H6fF7SeW5CaSje9\n9Nf0/+JZ/LGz7QWz4wUneWHq6i12nZsQJKOhofJVkNY+17EjVbe7tdcgYh2TiJ8kueK3PwOx96AK\nQ4dSrNMeYywHay1ppCR1pSXNfw/9+/N3HTSIKvqlS3NSJLXY8fcHeveWz51avpxpAatW6dtUjR3L\nIpTNm+0n3HPnMnT/55/6rgaGaN6chMbPT/7z9+4BFUpp0LxqCCqWScHTly7YejgIk6arzNIUDJGY\nSAJ58qTl5spyEII5TQcOUGbEUJsuLY15XFu2ONYMW8KYMcwxW7VKv65BA/ZRtXcSOqyLP8bmNbZV\nB++8xLrYVPzYONebdZOuuqHtEHMyuHs3f8fDhxnOvXDBXFdQgTHSw1veSk7WvXv34PlaOdLT0xP3\n/g2ZugoyhFevmIdhKKLp58eZpSHJUqlY9deqFXDwIPOiChZk4vkvv7BFSmYgSxaSrKw6DTTfq7Gs\n2eu8hIbZ3jSYNSRa5Utq0XGkvk1N1qzy/88dmPHG1U5O+gR8R0jW9Okso1+3DnjvPZWRUay+lBIP\nHTsyB86e1jpKSxoFEqKi6LkCSBgKFjQmB3KerNRUkp4dO1i8Io39qCgKl5465ZhHc9Ag3n9t2jC3\nys3YWWvVkwUAF09p0K6CGvM/fD3W3YHU0mqULARYUyzPmZNeroULmctpD4Sgt+jwYZKRPHmM33d2\nZj5baCgrjh1BXBzJ5qlTxuu9vDhe7SVZt5KD0O9PNRY10OdkLYl9hZWNjU92XBn5XqoNG/J4Dx/q\nvVkKycp8vPXEdycnJzhZGIkTJkx483/jxo3ROCNxJAVvFRcucPZrWEbcqhXd8KYP/J49Oev086Nx\n9vSkRIGPj+3QgjW8fMnZ361b+uXkthCsa2ZciTeudn5MOZZgRLLcPVztMl5ZssmXVEefc8Xdu/af\nf5cu9Az98IN9rTHCw3ktjx+XL9WWmvPuDtOgat4QqDunAK7GTXiVljQK5JCaylC/VIixdKl5U/Sb\nN42rCx89YpWoszM9nxIR12pJWGbPTt9YnjaNHrOOHekFkuQMnj7lYk2nS06xfLq3fc3YBwxgn8MJ\nE8zJnSmEYIjx2DEKhpoSLAmff87xNHMmq63txbhxvP6m31UiWfbg0CHgwDEV6tcEAmNCUaY4W5MV\nKXEXwGOz7eUmie+9R62/iAja9mvXaCsU6LF//37s378/Q/t4KyRLChMWKlQId+/ehYcFemxIshT8\nuyGnxVKxIg3SxYvmM9Bhw5jL49dYgwLaEBz5KQXFy7ggMkK+h5ikhGxIoEyXZ8+Yj1C8OJcSJQCP\nvPKeJ2cD0jfgsBt6B9sniujXIwgjJ6kRbFCxM/GKGzwqB6JaNbr57WlcXaYMQxN795o35DXF1ask\npr/8YlkewskJ6PKJBsuPqLG4vf7chk9UY/4C4OJ1ldKSRoEsLl3ifSUJ2e7ZwxCghGfPSJ6kit/z\n51m95u8Ps/55U6bwvna0/Y4EJyfm+338MYnGihVcd/Gi9TD106fAvdspgIynK0uKbS9zqVL03KxZ\nYyxjYQohSMhOniTBcne3vG2RIswLXbfO+j4NERNDxfnYWPP3vLwoiWMLWi0FWn/4gfpkY8ar3lRc\njuruDzmSlZpFXnnfNC9LgTFMnT8TJ050eB9vhWT5+/tj1apVGDFiBFatWoWPDeNJCt5JyJEsJyd9\nyNCUZDk5AW1baPBwrxoLGutJgXqKGhE7gaxuKiMCdfs2HwISgZKWBg30/3t4mBthS2J+l1NzYvqT\nsjh0whW3XwWi0F4VmljI9TCET0sVNm4C+kSHomJpzg79h7Kk+sIFEqwVK+jutzXrk0KG1khWUhLz\nYMaO5UPAGvZuDDESKAWAGd5J6HooFAMGqNCgAYmnI7NqBf99REXpQ4OrVvF+k6RIIiM0+GVRCOoX\nToG6hwvyVQzCzHkqzJxpLscSFcXQ2OnTGSt8cHFhX8JmzZifGRwsHyqUBDWXLWPuV9335cf6H0dd\nsXw5C2CsKaQPHMjxGxgof/46HQnWqVMkWLbkWgCSq2HDLO/TFCNGUOtLjrzZ68maOZNEt317ElXD\nsK9vtyB8OViNxQY2t/9BNzwsEGjWZBsgyVKr6WE8eND2sRU4jgwnvgcEBCAyMhIPHz6Ep6cnJk2a\nhHbt2qFTp064desWSpYsiU2bNiGPic9VSXx/t9CqFdCvn3mT1t9/p+GNiDD/zKju/hiVyzyJvNsR\nL3zov8WITL3/fvp0lqZN0OCMiZhfnz1uaD14KnoHqXDyJA2JuzsN7KBBtvfZpw8JlGlIBaDh37BB\nn6A7fbp8Ei9AbZsqVfhXzvgLwQfDe+/pZ/RyePWKx1z/XStsanbF7P3WW8vi7IsdcHIiaXN1pcfP\nWqsQT0/7wpgK3n18+y3VxocPp7do1Sre31JzYkPRzr573dDsq6kIHGjsbdZqGW4bOpQVppmBhARO\novyaaHDrZAhyZE1BsVIuqN02CJdvqbB0KcOVffvymOejzM938lU3FGk6Fbv+UCEqimSnXz9+X1MI\nwZDprFnmWls6HYsDYmKYg2YPwZI+V748sHYtPcfWsGcPz+/8ecg2YxaCdurGDRa/yCE2lqH/kyeZ\nc+njwxQKCUuXAst+1KBx5VA4p3GS2KRTIGbNV8HTk2LOphNVb296xjZsYJK/AstID2/JlOrC9EAh\nWe8WihXjADRVRpba19y7Z06SxnRtheHu5qRgxtOymPLTjgyfU0oKcyL69dHgwXlW4umyuiJnqUAs\nXKrCgQPMNejfn+Rjzx4qU3fsaH2/jRvTs9SsmeVtnj0Dxo9nrtnkyXwQyIU6mjZl6E6uamv2bHq6\nDhyQF0q9f58EdtEiehFLZPHH7FLmpHXSYy8077UFR48yf+bIERK3cuWYNyM9MB480LcJefiQoURb\nPdvc3RW5hncdjRsDo0fTgzRgAImEk5PlSZBcJe348fRkbd2auffDL2s12DTZuNVLnz1u0JWbiqGj\nVahb1/h4kREaTBgQiqrltciZ3xUtu+mFOy9eZAXjhg2cDH77rbkg8LJlnBhu365fp9OR/Fy8yNCZ\no57gmTPZ8WDlSsvb6HQM5Y8aZd3+1KlDuyBXMCME7Um7dkzK//VXHnPbNr7/4gUJ36+/mveFffGC\nk83y5Zmsb3hNR41iBeZvvxk3rFdgjn9NdaGC/xYePyapkNPRcXen/k5kpL68W0JaFnn3/unzrnj6\n1Hq+gz1YvJhu829HUsXYEPkKM0x38CDzSLy8aIC/+ophRx8rDdWuXSM5s4bcuUnYevUiiVu2jDpS\nNWoYbyeFDE1J1p49nFEfPWpOsGJimG/x229UuN+1ix6xyIggjJuuxqQK+gfS53vdULFdIPz89KXv\nQjC/4uhR/XL2LElX7do83w8/ZELvvXt64hUXxxwyw9c6nW0iVriw/MxcwT8PnY5q/R98QC/uF1/o\nH7DOOvsqaaOj9dVwGSVYz5+zxcuVK2zLdWhTCH5qahwCX94sCcFJoahXzzx306elCrehQugcEgZD\nVKzI8/zuO9qGNm2oOv/NN2xJ4+xMz/GoUTx2uXK8Pl98wdc7drAS0VH07s19PXpk2QP1008cIx06\nWN+XFDKUI1krV5IMff01X0u/q4T580nSTAkWwAnwtm3sNTtoEG2h9FuqVAylJiSwuMiR/pUKbEMh\nWQps4uxZeowsJaW2asW8LFOS5dcjCGOD1Zhc0TiJPFvxQHh702ikt6BUEvMz0cF9g6AgJt63asV2\nHFOm0LCsW8eZpKUmz69ekXhYq3IyhLc3PVGrVrFpdocOPJYUHW/fniGW58/1M+SbN5k4vH69vqJL\np6ORnzOHRrZ/f4YGDBPXfVqqcPQY0HF9KD6qTq/dxyMCMWqCCoVKkEACNJ5ly3KREpRfveJD8uhR\nfvdp0+gpq1GDRrl2bZ67acXYs2fGjXLj4vhAiozUv75/n9VnlsiY9DpfPsUr9nfj2jVOZrJkYa/C\n+fP176U6yU+C0pxdERmhQfiaEDilpuDgMRcE9Q5CkSL2iW4mJhoTqcuX9f8/fcok63LleH965nFc\nMiUhwXpbrnz5qOs1ZAi9OtOm8f+BA0mIWvtqMCwgBJXLpeD0BRckZAnCrj9U6SJYANMFWrcGVq8m\noTNFcjI9iWvX2r7/LeVl3b+vb2EmVQefOsUKR4AEb9Ys5rBZQq5c9NQ1a8Z9BQfzfOrWpU0qWpQy\nPV5e9n1vBfZBIVkKbEIu6d0Qfn4s9zaFT0sVdoQD3faFwtvLOIk8LIyzyq5dSUqsJazKYeZMzsqs\n9QccP56E6ZNPGB5YsoSkQFKfPnjQnEzduMF1juQrZclC492uHZNIK1VirlaPHjT4jRqxXL17d84U\nP/mE+TFNmjCMuWoVz8nNjSGOzp0te4acc6hQ0VeFKXP16+o3peFMTGRirRzee09PpiQkJLBM/ehR\nhhA+/5znIG1XuzZJWMWKxvpopkhL40PAkIjFxdHgG75+9UpPuCwRsSJFHL8XFFhGdDS9lmvWkAhI\nnhYhgOtJQeh3xlhnKeiAGy5qayA5To2Jkse0JTD5lBqREXgTmktKskykHj/WE6ly5ehd6dGD/xcp\nYjxZG2WhcEWXVX4ApKWR+FuSVTCEiwulVDp3Zgh9zhwgeKIGLUuosVqSgqgLTLqqxsmDSHdvQ4CT\nur596SUyJVLz59PjZKuwBSDB2bXLfP2339JrbmjvoqP1r4ODgU8/Zc6dNeTJw6T+Jk3o3Ro/nrbO\n15fk7to1hWRlNpScLAU20a8fB57kpjaFEDSeBw+ah9n69qWR79/f/HMPHzIXIjaWDwF7GyrfuUPS\nFx1trO0jh7Q0GtksWTibbdeOlUzLlzPZ/MABYzFOyZu0c6d95yKH48d5zXLkYAjx1580OLQ5BB95\npyD6vAtQMAiLlquwcCHDjI0acQbcsKHtmW5gIFCtmt5rJSEujorZHToAkyalz2MkBB+UUojx2DF6\nMcuXB2rV0hOvSpXSpwiflGTuFTN9ffcuQ7HWwpNFi9J7oKjS28aoUSTYv/7Kh73kOZ44kRV7U8dp\ncOB3fT6jb9dALP4uBKFVzHO1uh/1wrPcW3D5Mj0npUvriVTZsvr/ixa1/7eJjNBgy0w1JpQzSGa/\n5maxXc3DhyQSCQnpuRrANx38Mamg+Xeb+twLwWvt6+ggB6nLw/z5JDASEhI4QTlwwPpERcKNG7QD\nhsns4eEc7zEx+rzX+/c5Lh8/ZmV29ep8v0gR+8733j2mTPTpwwnfqlW0GwMH2lcc9P8KJSdLwVtB\nTIy8p0qCkxO9SuHh5mTq6FHLGjIFClAbas0azqQGD+aAtyWWOX48yZstggVwX2vXMmy4Zg31ecaN\no/Dn7dt8HRGh955cvcpZeEbw0Uf83osXAy18NGhZUo2fperHesCAQ2rU8ga69FTh2DHb+V+GuHyZ\nIUhTFC1K4dcWLUhmZs92nGg5OekflN27c51hmHHPHvaIe/CASbyGHi+5ai5TuLnp928JOh0fpKZE\n7Ngx43WJiQxtWiNiRYumr2L1v4SoKJLv5GR9HmJICMfCn38ChQqp0OoTYzITvnS+zJ6AArm1GDSW\nv1+xYplDcn1aqnDtOtBmRihKFNbi+StXfPtdoEWvUkKC5bwne5DTVT48eSRSi1atmFjetClJiyOi\nvU5OtHMhIcYk67vvOPGxh2ABtGmPHtFblzs3x3K/fvQ0G97Lp07xHJ2cKLAaGGg/wQJYXbxnDyd4\n2bLRvgcFcZKlIHOheLIUWIUQ9PRcvWo9D2LDBiZ3GorpPX/Oh+/jx7YTo2/epDs8JYW5DZaIx7lz\nNIKXLtkXMpDw9CkfMioVvVjh4fQIBQTwwb5xIx8agwfz4T1smP37tgStFhj4qT9mvG8+c578xAsz\n1zs+cy5WjA9HSz3YnjwhoaxalUnAb0Pd/eFDfZjx2DEuOXMae7tq1Hi7BCc52dgLZuoRk9Zlz26b\niHl4/DdV8IXgw7RpU4arRozgpGbQIBJy08nEjRsk58d+88cu/4z173QEu3Yx3LVkCe+dO3f0SvCm\nOHSIY9SwCb0j6O3rj7ll5St063Xagr17mbMYH097IZEuLy/bk5anTzkuL17kdb92jROu8+f52l7U\nqEEPeO3azOe8d4+k2BDTp/Mcv/iC3snYWMfsoYSbN0m0Ro9ms+qCBdkxQoE8FAkHBZmOW7eYU3Hn\njvXtEhJIjO7f17eF2b+fOUqHDtl3LJ2OVXVTpzJZtW9fc8PWpg1n5nIJprYQH8+qnfr1SRoPHCCp\n8/MDCufToHj2EFw8k4J8ni7oOVRemd4UQvCBHhurXy5d4t+//gIaFm2FX1tkjoxFUhK9f4mJ1klB\nYiJL2AsXZnGBpQdWZsE0zHj0KMlw+fLG3q6KFf/eEJ8Q9ArYImKPH/MhaClPTFreNZFXKYyUlsYH\n/7lzzFHaudM4NH/mDB+wO3bwoV27ugaHVxjrUX2+1w21e0zF0DHpz1uyhJ9+YuXb+vXUzRo5kuNc\nDtu3c/IQFub4cY4cAT5trUGrUmrM+ci4GMd/qHF48u5dNrmXSNeLF/RQSaSrdGl50tW3L8nrqFGc\nwFWqRM+5I+jRg8fw9uaE6exZ884NAQF877ffGF4cMsSxYxjiyhUSteKeGqTFh8DXJwVpWYxbdikg\nlHChgkyHraR3Cfnzc7Z38CANBMCHba1a9h9L8iS1aEFDs3UrxfUunmKl0/OEFDw+74Iq/YJgrSGs\nJRQqxNBgw4Z8YK5ZQ1XroQM1WDNaDbVPEvC6dHrK92oAMOoLaEigpOXyZe6rfHkuFSoqHXhnAAAg\nAElEQVTQYJUvT0M8qL08w7lyyxUpKY4RoCtXuE9bXpecOfkQ6tAB6NSJXka5foiZBbkwY3KyPsy4\naxeLGx4+TF+YMSPnlT8/l2rVLG+n1fKhakrGYmKMXzs72yZihQr9e0Reo6JIHitWJOHq0oVK69Wr\n69XUg4OZ2zhoEBsoU1ZFhXx5AVVgKGpV1yJbblc06x+IKTNVeCno9chMsvzggZ5EdO/O8L4lkmWr\nstASrl9nwcnS1SrM/g4YdCUURQtqEXXWFWXqmIcnCxfWF+ZIn5dI1/jxHLfNmtHWNWmib4dV5wMN\nVkwPwd2DKbhx2gU9AxyzVZERGmivhWDnpRSseuSCL3sFoWBB889HR3NyGB3N8Z0RlC1LUeetM9RY\n5q8nn6Y2UEH6oHiyFFhFcDCN4OzZtredOJHelhkz+Lp9ez7oAwIcP65Wy1yDNUs1aFtejeCqBoP/\nGhXd0zv4o6JoILM5adCtRQjuXIpC0Swv0LRYDqOm0t2OeOGx2xbExrIqsEIFPZmSCFW5cpbVoU+c\nANr5afBxJTWmVdGf/7hLboh+ORWPElUIDaWCsz345Rc+gDZvtm97rZYSDs+eUYDxn85PMgwzSqHG\nXLmMSdeHH/7z5ykHIRgOsuQVk14/eEBvozUiVrTo3yPyOnEic4SmTKG47oIFzEHcvp3hpnv3mAP5\n2WfyFZ2FC1NZXMr1uXuX47lAAYb0M6pzJ2H0aB5/7Fi9R/yvv+TH1fff8705c+zf/5MnHGP9+7OC\n1tOTYbK8efXpB1ev2q+RJQQnW5KXa98+kkTvChrkf2jc99QRWyWnwC9XBJCYyBD3Bx/Q89irl92X\n4g3S0kgcz51jOPPPDf5YX+/vCxG/q1A8WQoyHTEx5i0oLMHPj+5yiWQdPar/31G4ujJs+OhMCILf\nNxYrHFM6CROWhaJ6HRXc3Bz3HHz4ITBhlAZ/LFZjXN4koE52ANkx6ShLliSi5eGuxdCJJFSFCjn2\nUIyOZsn8kuUquL8HdB4SiuKFtchf2BWfjAjEnBYq/PwzNbvatCGZNaxylENsrLkAozW4ujIE8/nn\n/G22b7e/XcjbQIECzIlTvX5eCEFPoES6Nmyg0a9YkYRLyvH6u8OMcnByYs5LnjzUjLOE1FSGpU2J\n2L59xuvS0mx7xdIr8ippXMVEpaB4FhdMnRCEsWNVeP6cXuls2RiS+/RT615RQ203gOezbx/lBGrX\nJnE37TeYHjx4wDEJ0EvVuDH3bdo7EXDck5WSQmLo60u1+/BwhuGksVa5Mj1RCxbwmtgDJye9rEn/\n/kxzOHMGmP51iBHBAmirWn0ZinsuKjg56W2I9L/hkv9lCLa3NP782NJJCF4X+oZkRUZosGE+e02+\nuuuCEoWse8rS0pgbdv68nlCdO0eS6OHB71+5MlA4v+N6ZQrsg0KyFFhFTAxDePagZk3Odm/fptF4\n9cqxyjlDPH7MMNPDOymAjDDo6eNaFC/OWZ2rK2ehuXLxr9xi+l70zhCs8DU2aONq58eUYwlvSJZn\ncVeryvCWcOYM8yUWLZJ6PaowaYYKnUYat+rp1IlVmaNHM9Q6axbDE5bI3OXL9nu9JGTNSqmKAQOY\nyxYenrHqrMyEk5PeKyj1w5MLMyYkmIcZHUkk/juRNSuLE4oVs77d8+fmROzqVSakS+vu3SOps0bE\nihQh6ZDuGSNvyOt796uDasyYBJSprMLcubwHbU0Y0tLovXVzM17v6sqw4ooVTAwPDZVvGeUIDMOF\nAEOGixdbJlne3vbtVwi9lMr333OdRqMn+RLGj+d36d8/fZOQLFkYgi3zvjxRqfOhFkEzeD7Seckt\ny0bLfz7mpBYrVwKe7hrsC1FjeumkNzZxyhw1sjgBDZqrcO2aMZE6f55kytOTRMrLi2Rz0CCSY0PP\nnaN6ZQrsh0KyFFhESgof7PaK0zk7cxBHRPBBXquW/d4fIZjgGRZGQ3jqFKte3HPJD/7aDV2xZzU/\nl5xMsiUtz58bvzZcbt3i32cPUwAZKQHn1+dLN32gfSdvgHPnSJzmzaOnQMKTJ/LhFXd3zqI/+4xN\nWleuZGWRnMxBbGz6QgNZsvDBOGIEvQS7dv17SUq2bCy0MGy2++CBPsy4cCEfvu7uxt6uf2uY0RJy\n5bJf5NU0NHnwoPG6ly/15CvX0xBsqG88eVhYPwmj4kKxcKv94fXERBIsSx7E3r3pFWvfniHFiRPT\nX6FpSrLatKEkwZ075rIEjniyZsxgasAff/DchKB9+e034+0qVaLdmj+fE570IsWSgn4WV6uyJRKy\nWbB1BYu6YvNm4M6xEOxuZ+4pa9s/FMfvqt6QqcqVmdf67be8v+wJg/r1CMIU2VCl4zZQgTEUkqXA\nIi5dom6LI72spLBU2bK2k94TE6nVotFwcXFhiG3UKJKB7NnZr8/a4Hdy4nbZs5tX4FjCqVPA4E7y\nBu2yNgdabPPCoCmWtXos4cIFGuvZs+mlMsSTJ9ZLrGvVYg7XvHlsczFoEPNlDBPWpX5r6YGTE/Nw\ncuYked292/7WQf80ChbkfdG6NV/rdLwWEvEyDTNKS4UK/3yYMSNwdmaIrnBh856YhnjxQk+61k2S\n94bkzelY2OfZM9vVlDVrUni3c2cSo59+sh3ylsODBwxdSciend6x9evNq+bs1cn6+WdOXo4c0ZOM\ny5c5IZMrghg3jpWNAwakP9fskXMQ+v+pxo8GCvpDo90QcSMQvU/b9sBZIjo9hwTCpyUwsqP8b1sk\nvxabF9HLnd7WQJKtm7IqFEcPaFHXxxVtBjtuAxWYQyFZCizC3spCQ+TOpsGtQyF4eS4FhUu4IDLC\nuAw4NlZPqg4f5sNQpeKsq0IFc8+X9NmxoaE4f1qLj+qnf/A/eUJjunEj0KdbECafU2OsgUFTn3PD\n1zPn4vcdKly45ti+Y2NJsIKD9RVJhnj61LaOTdasDM126EB1fW9vJi47vdJg24oQVHovBfOGu6BV\nOkurnZz4/d3c9EQro8Kr/wSyZOG9UqGCcZgxOpqkKyKC6tWPHlGnyFC/69/qwcsIcuTQ96oML2y5\nH6EjeP7cvtCZhwc9o8OHk3T9/rv1Sk45mHqyAIYMBw+WJ1m2PFlHjlAhfedOfdUfoA8VynnXK1Tg\nBHHePCbgO4rISGD7LhV+nAMEa/QK+t0mBsL3mQq+vixcadTI8j58WqqQmAQ0+yoUvj5awNXY1t1/\n6gIUMP/cS50rxo5lJKBECRLymjX5t3p1+4mXT0sVfFqqUL068MnX8o2mFaQD4h/CP3hoBXZi1Cgh\nJkywf/v94WFiWAtv8TSo7JtlqK+3mD01TAwcKETZskIUKSJE375C/PabEE+f2r9vrVaI994T4sUL\nx7+HTifE6tVCFC4sxJdfCvHwIddrfgsTNQv5C3UXP/F5S39RumiYePJEiKgoIUqUECItzb79X7ki\nRLFiQixbZvn4zs78Do7g99+FKFkoTHxW3fiaDmvhLfaHhzm2MxOEhAhRtKgQ585laDf/aty7J8S2\nbUKMGSNEixZC5MnD37VTJyFmzxbizz/Tdz/9m7E/PEwMbGx8v3Qo7y2aNQgTSUn27+fwYSE++six\nY69bJ0SBAkJs2GD/Z7RaIbJmNR9raWkcUzExxuuLFRPi5k3L+7t2jeN8+3bz93x9aXcsITZWiPz5\nhXj82P7zF4L25P33hdBoLG+zaxevzebN1ve1dasQzZqZr1+yRIhiBcNEYF0T+2pgC7RaIaKjhVi6\nVIh+/fj75cghhJeXED16CDF3Lu/5xETr59ChbZgIaNBWjA7wEyO7tc2wrfkvIT28RZFwUGARbdsy\n98Iwt8gaRnX3x6hc5mXAH+/1QvOeW6BS0TuT3tJ1Ly+GEOxNfAXojevfn3krP/5oHML880/OlI8e\n5eugIG63ciWPMW+evtebJVy/zm3UauaRyCExkR6UpCT5961hWIA/xuZ5O6XVa9dS2V6jYTn4fx1S\nmNFQNPX8eebkGHq73vUwY+d2GogHoShfUosUJ1eEHQtEzvysbtu2jVWetrBrF8PLu3c7duxTp2gv\n2renoLCtyt+7d+ltuXfP/L0RI/g7TJumX5cjBz1fpgn5gLFUw4ABxu9JbZju3LEeBu3Vi6rtEyZY\nP28JQvD7li5tW+bm+HEWwnz3HXsGymHYMHoQJW+aEPSOL15Mz9z8WRr8FRWKyuXoKWvZzbpXX6tl\nKP3kSS4nTvB16dLmHq8cOV5XL05UY7p35knm/JegSDgoyFQ4Gi501snnDFQqpcXQoekrRzfaTyXm\nPdlDsp49Y9XQunUMHX3xhXli7mmTPInZs0k2fvmFydWrVlknWbduUWNn+HDLBAuwnY9lDVlS3l5p\ndffuNKx+ftTeqls3w7v8V8MwzPjZZ1z38qU+zBgebhxmNMzvMswZ+jcjMRHYdUCFM2dUbyoc+1xi\nl4OPPyYJCQ+3XfVrKt9gL6pXJ5no2pX31YYN1kmdXKhQQvfuzMP77jv+di9fkijLFTiYSjWYYu9e\n/o62vtPYsdxu0CD78stCQmgH7BEE/egjdsFo2ZKaccOGmU84IyOBmTP5v07HSeDu3Sx2KFIEuJOg\nQqfBKru1B11dadM++IDyOgCJ19mzetK1ahUnG2XKACWcQ/BTXfPkekMZCQWO4R2eryl4m3j2jAbQ\nEQmGB0/k80FOX3RFoUIUxvzlFz4I0oNKldgexBqEYAJupUp8UJw7Rw+VXOWTKclycyMpGzCA5Gnz\nZsvep9u3uc2gQcz/sAZ78rHkvseyZUDkEflreu9x5pRWf/opjWy7dtRA+n9D9uwkHt9+ywfltWvM\nrxs0iA/A+fMpMVGqFBXTv/+eD7yXL//pM5fHhg1M4DaUkKhQgROIQ4fo5WnQgA9Xa5AaFKcH+fPT\nO/rRR1yioixva5r0boiqVUl0Dhzgaykfy5SYSFIN2bPrpRpMISfdIIcyZehtsrQfQ8TEMMdx/Xr7\nOypUqMD7Z/VqkiydTv/e8+ckO7VrkzR+9hkJ6x9/6KssjxwxrrxND1xdWY37xReU4DhxgpI5K1cC\neXMoelmZDYVkKZDF2bMMz9lblh0SAoQdD8KQk8Z+fPU5NzxAIGrVYmnxkiU0GP7+1Np5+ND+c5I8\nWZZw7hyFBWfNIplbutR6xaEpyQL4UBgwgN6pOnWYyGuKO3dIsIKC7OuhaEm+wRIuXqQHLTQUCBwT\nhCnXTK7pWTfsOR2Ir75iZVlG4efHaqzOnfkw+n+Hhwer5SZPZojm0SP29WvViq2NBg3iw75GDZKW\nVav4mxk+MP8phIbKe1V79mRo6OxZ6repVPxOlpBeT5YEZ2eG+WbOpOdm9Wr57ax5sgBOzNat4/+W\nkt4lqYb16+XtlRD2kywAGDOGqQWPHlne5sULdrKYNcsxgWCAyfh//EHS26cPCRXA1zVqULqjXTtO\nznbu1HvUbt/mtpaaw2cEz54By5cDl28qelmZDYVkKZCFvaHClBR6cubOBfYdUuGq61QMuOSFGU/L\nIjjJCx1HT8XpiyrUrs3ZYZs2zGPq3JmaNWXKkBjNm0e3uzVYIlnPn7NbfePGVFA/ftx26CstjaRM\nrhJq1Ch6sDw8+AA1xL17FHPs3ZvHtAf2hguTk5kL0rAhQx+HDwO9g1RoPXgq2u32gvpmWbTY6oX6\nn09F1HkVnj7ljPT4cfvOwxp8fJiv07s3CaoCPbJkoTxEz558+J44wQf+/PmU1JAIWP781CcaM4bX\n8v79v/c8o6J4TD8/+fcXLuTD/cUL9gXt04feUjlkxJNliA4dGCKbMgUYOFBPKCTYIlkBAcCvv3Js\nyJGsX36hVMO2bZar6M6eZW5YhQr2nXPp0vTwWsuxGjKEEzQp7Owo8uVjGPD+faBlYw2GB/hj9fhW\nyP/SHz51NPDwoJ6XYWhU8mJlZjumly+Z81WpEq+Rem4QRpwxntRNvuaGlt0Uvax0I5OT7+3GP3ho\nBXbgq6+E+P5769s8fChEkyZCtGolxJMnrPrJl89y9cr580I0bChErVpCnDrFdS9eCLFlixC9erGy\np0YNISZPFuLsWVblGWLHljBRw7OtUHdh1cu+8DCxYQOr5Hr1YjWZvbh4UYhSpSy/f+UKq4Fy5xbi\n1i2uu3ePlToTJ9p/HCGEWLtWiIAA69vs2ydE+fJCfPKJEH/9Zf5+0aK8vsOHCzF4sH79hg1CFCzI\nc0pJcey85HDqFKuzVq7M+L7+3xAfz+qw0aOFaN5cCHd3IUqWFKJzZ46lgwffbjVjYKAQkyZZ3yY6\nmvf15ctCXLokROnSQowfbz7WRowQYurUzDu3x4+FaN2a4z8+Xr9+zBjbFcxNmgjx669CbNokxKef\n6tcfPsx7Pzra+ueDg2nPHMH167RlDx6Yv/frr7xujlRHW8LusDDxmbdxxWDvGt5in0xF35Ahmfeb\npKXRLhUvTpsTG6t/r1dAmKjh6S9GB/iJUT38lepCA6SHtygkS4EsGjVi2bElnDsnRJkyQgwdKkRq\nKteNGSPE119b329aGkuMCxYUYtgwY0KWkiLE3r3cx/vvC1GuHEnF4cNC7N1hLg/RtYq3qFwuTBw4\n4Pj327hRiI8/tr7NsmVCFMobJjrWbSuGd/ATDUu1FZ93d9zgLFwoRFCQ/HsPHwrRuze/r6Xy7tRU\nIVxcWKItGX/D63b7NsvTa9c2NpbpxYULLJVfuDDj+/p/Rloar+XKlSyp//BDIbJn50Sif3+uv3DB\nfqkQa3j2jBIVcXG2t50/n+eSnEzCU7OmEJ9/biwx0q8ft8tMpKWR0BUrJsSRI5SbaPtBW9G7kXWp\ngGXLSAQWLRLiiy+47vp1y1INpmjUSIiwdPCEwECSTUPcvCmEhwfPPyPQ6YS4e1eIL1q1NbJp0jKq\nh7/ZZ+rXp33MKCIj+ZvXrMn/TeHvL0TevBk/zn8RCslSkCnQ6TjIDGechti2jSTJ0Nuh1QpRqJD9\nukvx8UJ07cqZvpy+jE4nxIkT9Ap4eQlRp5i8MRrRzdwY2QO1mgbfGvaFh4mulS3r0tiL774TYuRI\n43U6nRBr1gjh6SnEwIF8SFrCnTvcToK/vxChocbbpKUJMW8evRShoeaeCUdx9So9fTNmZGw/Cozx\n4gW1imbPpl5XiRIkR76+nKRs2ybE/fuO7zc01PakQYJOx22/+Yavnz8XQqWiR/r5c67r3l2IVasc\nPw97sGWLEEXyh4nAOvbpvz15Qo/y6NEcR48f0ybMm2f7WI8fC5Ezp3BII0yC5JmXfo+UFHrigoMd\n28+jR0IcOECS+NVXQvj40GufN68QrSv5ydq10QF+Rvt49UoINzfrdsIWLl3i7168ODXNLJH7ihW5\njQJzpIe3KDlZCsxw5w7j86bq2EJQOycwkDkdhg1cN29mAqi9fQ49PZnQGhLCnK4uXYD4eP37Tk5M\nAp0yhblT9WrIV71k1aWv6kUu6d0UEWtCsKihcXnh2NJJ+H1JKByRSjHNybpyhbk7s2czl2TuXOtJ\nxnFxxj3cBgxgHorhOWTJQpX4yEgmP/v7y2sP2YvSpZm/s2wZpTAUSbvMQfbslFMYPJidB27cYNL8\ngAG8xnPnMs+rdGnmI/3wAxOik5Pl9xcZocGo7v74fXYrFEj2R2SE7coFJyf+rr/9ps9l2rKF91jj\nxsDmjRo8iPbHoTWtMKq7ffu0Bzodk7m9vQG/GiGYUd1cKiBiXajZ59zdgbo1NDj6qz/iDrRCxzr+\n8K6owddf2z7mrl3McUxPX8vixYHmDTQIbO2PMV1boWtDf+heajBsmPz2iYls9bRiBXO2WrZkknvx\n4szfPHGCqvxjxjDnNSEBqFjNvkTzM2eYv5qeYoSHD5kPV68ec7ouXaLEhpwWXFoa78nMyMdTQCg6\nWQrMIJf0npzMkt/z55mAKfW9i4zQIHxNCM5Gp6BUYfM2OrbQsiUTUydNYhL6lCnUczE1AK45M7fq\nxR6SpUtOAWSMWsxJ7ZvqMsOlVCkZ3ZsIDS7uDkGB3CkYccYFz7MHYdNmFUaNYpWaLbFGgCTLsD1I\n8+bUujlwwLxNh5cXE+YnTaJmUUgIK5XSg2LFSLR8ffkAmTUrc5NuFRCeniTF/v58rdPxQSgJpq5e\nTSLm5WWs3XXnugY75rzuddeUn53yvRoAbI7BfPkoddK+PR/+xYqx8jeotwbrx6uxqYmBGOXrfdZt\nosKTJyRKhn/l1sm99/w5ZVLc3QGvbCmAjDzM+WgtRo7kd/XyYsHByYMalNGqMa2xYU8/NSIjLH9P\nyS5dPp+CvDkdt0vSPoomqjGhxuvjVgcmXFZj7w6gYDEVzp7lBPDsWS7x8TzfypWBKlVIbKpUoa2U\nIzTPnwN7zwbhUTY1fvhI/91Gxbih01jjRPP0SDckJ3MyNn06C40uXLDd3/XGDf4+6e2BqMAciuK7\nAjPMnMkH+w8/8PWdO2zYWrIkZ2nSrDAyQoMwk4amGVEHPnMG+PJLEo/Fi429YuFbNVg+XI2lBsb/\n871uaBw4FV8NduxYjx7xuzx5YlnZOz4e6FTPH9tbyqutD5yx5Y2KsrS8eGFMunQvNTixzrg/4lcH\n3eA/fCo6drf/nBctIikMCdGvW7CABGjTJsufO3iQ1U9NmgBz5qS/JP/RI1bPffABq+veZTX0dxUv\nXrB68OhRfWNsT60/drXLWDeAqVMpTrp3L8edpa4NzX73wqmELciTh15Zd3f7/hr+nzu3XmLhmw7+\nmFTQ/DjfXPVCGZ8tOH+eE7pLl4APCvhjR2vzbUff9cLokC0oUMB4spIeu5SSworKZ89ICp89A1Z/\n54/vS5sft+nvXniZfwuqVCGJkkhVmTL2S94kJ1NotXRpoFFtDRZNCkXT+lrEPXTF+fuBOHra+Dy7\nd9dXNduCELQLI0dy4jp9OsmfPdi+nRO0XLmAPXvs+8z/ExTFdwWZgpgYlvQDlAf49FOGCEePNvZk\nhK8JMTJkAF3+09amTx24WjUSg5AQHj8oiAZo74YQ3LqSgqfIgUHXsqNo/jzQZXVF/c8DMWm6CrkK\nOFZKffo0j2WJLMTF0aD5NArCF/vVWGIwg+6zxw11egaiUCEaydat9Z+Lj9cTrrVrgQdRIQhvY3x9\nFtZPQvDOUIdIlmm4EOD3HTeO2jmGwpOGqF+fbU4GD6ZXa/VqrnMUUrl527YMEa9YYZ8HTkHmIUcO\niog2aKBfN6y9fAj9XLQW48bpyX7RopY9kCNHUoR28mRg4kTLXRua+2hxbEPmeDJfvAD2nQ1CkLMa\nIY0MvVNu6DkkED4t9dumpQFDPpY/p9hzWnh7M+yWJw8lVzw8gOwJIdjYwNwudRsRirmhqjckSvr7\n7Bk9w7lz6xd3dyDfE3lvW4vGWky1Q+HdElJS6FkqWJC2bt48Far4qTBlMZCaSkL055/Gv/WRI7S/\ntnDwIEOVKSnUvWrSxLFzO3+etiY11bHPKbAMxVQqeAPJxX7/WApOPnbB7atBWLBEhcWL6ckCaCCP\nHeNgPn8qBWhovp8/92iRKxeNVa5c8oul93LnZghs2zZAPViD2F9ek5zXvfWmXHODb8+xb0hcizbU\n3rpyhQ8Jex4C1kKFUqucvn2B5s1VCNgLTEsMhXMae4X5fh2IsZNVqFLDXI/IlHiN6Zo56slxccYG\nF+B16tqV+VeTJ1v+bK5cDANt2ULNoj59mGPlaIujXLko6Ni+PdCpk2Mq1woyH0lJwMkYF6CZ+XsF\nirhCp+MD/ORJfX6j4VKsGNdnyQKsWQPU8tbg7vEQPL8Tg8nOL9C0WA7UL5L9zT5TnFwzhWAJAXz+\nOVClhgqRO4Fx90OR8z2OrTaDzfvwnTgBHD/tAshMJGrUdUXEahKxR4+oOXX/PrD+O/lx55lXi1bd\nSKAMyVTu3CSxpt9v4CfyKQoZ6Q+m09EblZrKSY+zM3XW+vXj+1mzUgk+OJheJYBaYgkJ1nW+rl5l\nr8djx9iGqFu39Hmcz59n+PrxY8c/q0AeCslSAMDExf7acPf9TY2xwwGdToXBg0mszp5lvlaDBkC+\nwvJGqEEzV2xfwJwDueXZM/3/9+9b3qZQagg2+1vvo+XlxVleu3Zs/rtiBZAtm/Xvevq0vFjp9esk\nWAMHss3KN98A3fqoMGGCseGvWoN94NatY76SJaRlyZw8MtOcLAkDBjBRecwY24SnXTvmdPTty79r\n19pfpCAhRw4WOAQE8Pv/+mv6EooVZAzx8czLu307CH32qLG8mbE36LPBem+QEPR2Sh7WxYv5Vwg9\n4XLLqkHrsmpML5EElMgOIDsmHU0AANQvkh3fHHfD3rhAfHIwfZ5QQ8yYwXE6bRpw/rwKP/wq79EV\nguLF06cD3/YPwpTDxuG/r4+4oXcw85acnekVKliQobudy+THncf7rmjf3r7zPHEC+P1gEFLKGjdL\n7rPHDc2/Sp8wpxAcs3/9RWLl6spcx8OHjQWAe/bkhPHMGXrcjx5lA3M50vToEfNYV62ix3r16oyN\nyQsXeG9ZKrRQ4DgUkqUAgHzob2mTJPjOCUXBD1WoX5+5Wh99xAopAOjbIwj9D6rxY32DpM2zbug0\nJhDu7o61kpGDJU9Q/E0tkpKYRAswRLB3L2eIzZqRCNhqpxMUZLzuyhV+dvhwVjumprIPnNQ3zRD1\n6rEy69NP6dFpJuNNAAC/HkGYYpIbMj7WDR8Pd8xI37ljHi4EGFaoWpUGuls32/vx9GRV6NKlDMeO\nHUuj78iM9733mO/RuzfblGzblrH2Kwocw/nzLBZJTARKVVDh/bpA882hKF9Ci2evXDFkmrE3yMmJ\nidfvv09iDPBhHxenJ177N4XgZx/jsT+udn70OfQSB9y90PO7QLRPVeHTT+llGTIkfWFDjYadHY4e\npS2xRHgSEoBevTgBO3YMKFlShcgIIHhdKLKkaqGFK2K0gdh7UIXGLc0/3+DTIHw+So1lTfXfacJl\nN7QbZt+427eP4bylS1Vwf09/XF1WV9TtHYjxU1Vo2JyEzhGMHs3vs3evngjt2/wL9v8AACAASURB\nVEebaljNly0bJ3jTp3MiJ5f0rtVSwX/aNNohyQOVEQhBktWxI38DBZmETJaRsBv/4KEVyGB0gLxe\ni7qLn+z2Bw5QF+u3DWGi7vv+YsjHfiKwtb8okj/sjZp7RjGym7w2ll9lf5E/P4VQb9zQb5+WRq2h\n0qWpLi8HrZaCkIZinhcuUFF98WL9uh07KO5pDZGR1KWyJhC4PzxMdGvkLzrW8BPta/sLvyaOqyLm\nyUPRUjls3ixEnToO71JcvszPNW8urzBvC2lpFGusVUuIhATHP6/AcezZw/utRAkh+vbl35cvhXB2\npqZTnjzp01GyNPZ7+/gZjZMbN/h7+/tT+8kRXLhAbb2DB3nvFC0qP0b//JPCvEOGUBvKEuLjOc6X\nLDF/74svhOjULkyM6kHV8nY1/EXXDvaNu99/53nu22d5m7VreY43b9q1SyEEtbW8vMwV5Pv1k9ei\ne/qUWlpXrwrRrJleS1CnE+LnnykErVLZr0toD/76i3p8s2YJ8e23mbff/xLSw1sUkqVACGGZ0Mgp\nDz95QhHRbdv4ulgxvcHZuJGvpVY0GcH+8DDRr568GOi1a2wvky8fW21ERuoFOFeupCrz7t3m+4yJ\nYfsaw9dybWS6dbNP8XrfPj745JSTJfzyC0UAX7wQomxZ+1SqJSQlCZEtm2Vx0dRUCgceP27/PiWk\npLCFkYcH2/M4Cp2Ov0G1ao61NFLgOFau5MO/dm0h+vQRol49ioUmJ7MbgBC8xwwnCvbC1mRmyBAh\nrl3jtq9eCTFoEIVq7b3nHj/mmFu6lK8PHybhMERamhDTpvFe3LrVvv1eukRSYChm/McfJHBPnujX\nxcfTThhOyOSwfDknjidO2D72Dz8IUaGCfNsdUyxaxOt1+7bxep2ORPnsWfnP9eoaJvw/bCt83vcT\nQzq1FSFzw0S9ekJ4e1vvxpFeRESwhdHkyRRrVmAOhWQpSDf2h5u3rbGkbt6tG9uCSChSxNiAzJol\nRJUqNK4ZRZdPwkSXBpb7aD17RjJUrpwQH3wgxIoVnN3v20eDLRl2CWvXCtGxI/+PjqaRXrfOeJvn\nz9l3zl7l7d27+QC01N7nwAEh6tbVb1uihF5Z2xZiYzljt4bgYCF69rRvf3I4fpwPjK5dHfdQ6HRU\nzq9QIX0eMQXWIV3fkiV537Zsyd55VaqQYCck0IMlBFvH1Krl+DH2h4eJoRbG/vXrbH+VP78Q7drR\nmyZ5UwoUEGLBAuvdBVJTqSQ/YIB+3dChQowdq3997x6/V/36jk/ODh4UonC+MNG/bVsxqrOfaFCy\nrfhunLnNGjPG+hiZNYvj8uJF+4+tVgvx0UfWx/K6dSR9V6+av3f+PD1ictdvf3iYGNzM+DfpWN5b\njB4a9qaNWWbjhx+oSK9Wk2gpMIdCshRkCLvDwkQND3/R4QPLjUHXrmXbBcM2FZ6ebP0iQadj/8Em\nTay7/O1BjRo0pLaQlsaHTIsWPJ9x4xh6KFuW/cekFhLDhgkxZQqJhYcHHxamWL1aiDZtHDvPiAgS\nrUOHzN+7fNm4GfVnnxk3ebaG/fuFaNDA+jYPH/JBm552LBKSkmhg33+fD1JHMXMmv6Pcw0RB+vDq\nlRA9evBBPnq0ENWrc+JSubLei3zrFh/iQpDQFCsmxOnTjh9r9ZIwUa+4v+jj4ydae5uP/cREtu6p\nXJlLaKgQZ87Qq9K5s+Uw5fDhtANSX0SdjoRRSinYv5/nP2qUce9Ee7E/PEz0q297cvj0Kcd7TIzx\n53U6HrtiRccJnk7HsK2vr7yd27qVtsjUU7U/PEyM7NZW9GzgJ9p+IN+z8Zv2mdtGzB58+SVJ8zff\nsO2TAnOkh7coYqQK3uDUKbZ76dmTiammuHGDVS4RERSmlODhwapDDw/9urQ0SgbkzMmKl/QkyiYl\ncZ8JCbYrBg1x4QITbDdsYKXM1atAwdwaeBcOwcWYFOTI44IDF4Pw4zKVrBp6y5aUOujc2bHzDQ+n\nftW2bVTklvD8OeUdkl7n4T58yKRZjYbVXdbw009MVt9gQ5enTx+2NRo50rFzlvsOfftSpmHqVMeu\n+6JF/MyuXfaLHyqQx+PHTGjOm5f6ZBMmsApt504WLhw4wDF14QIT2i9d4ufGj2fF2fz5jh1v0SIm\nZQ8dykrUK1fktxOCidvz5rHdz2efAXfvMoH+55+Bx3cpA+OsS8Htey44EBuEo9EqnDvJ9S+fpuBE\njAsmLQrCn8dVWLQIWLmSY84eaLWszrt5k4tmsT+WVTcXDJ363AvBa40FWefMYaL51q18nZYG9O9P\nkdcdO4ACBRy4YK+Rmsqx4uoKBPbSYOdafvf7T1wQdiwIm3eo8NFH+u0tCaU2CZqKFGcVdu3i+Cn8\nshW2qMx/BP+wssheeQcaNWLxSs2aGVKUMEKjRqxq3LiREjeSrIQCPRQxUgUZwvHjQOHC+qo9Q6Sl\nAT16sPrOkGBJ75lWqDk7szKmWTNWsU2Zkr7z8fZ27EEPAJUq6R/4S5cCJ/7UoEzi/9i77qiorq+7\nQRkLYK+xYIkNC/au2FAcBTW2KPYGxm6sY2+I0RiTWMBeEk0xsc6IsWKNoMYKiCWW2LuCKANzvz+2\nL9PeNMQk38/Za7GAqa/eu+85++yjwuQKSX/7ek10USFXVgAwLiG/e5eTzZYtjm+vvz8tJAICALUa\nfw+uHh6cnBIT+Xe+fCxlHzSIlVbWjD0t2TeYYuhQepmNGfNuRqH+/vrqy5o1afVQtap97x08mFVT\nTZty0rL3fU4Y488/WbnZujU94D79lMQmTx6SqI0b9YsWwypbgGS7enVeX9myyX++HKKi+H0VKnAR\n8OCB8aJJgosL7+nmzYFr11jhtns3ncv9GmvQwVuFLyTLg5zAFJ0KP6w4iZsHfyWx8ARQFBg8ToVr\nbsCpU0qjytnkZD2Bun7d/O8HD1hp6+XFHwXkK5B/j0pBQACvZ39/urEPHgx8O1+DkLbhyOOhxR8X\n3fAiSwj2H1Cmu0I2c2aej6b1NVg/SYWva+v3PUuiCq+eAIZjjCUD5+afRSBnRSX8/Ph5Py2Ut6Go\nWV+BBl3Z7WHoUNph1KlDwtW4Mf92dLyUEBvL85+c7Ni144R1OBtkOPE3oqNJAORIVlgYV0yjR5s/\np9PJt5PInp2rxh9/pD+Pozh2jHYJ6UXu3Cw579IsHKuaGw9scyvJN6P94QdGBtLrNdOmDZvvtm3L\n1T3AialgQeOGzb160aX6m2+sf56c27scqlcnGduxI33bbYi8eWnTMH48fcDmzSORtge9ezOK0qoV\nS8+dcAzR0fSiGjKEEcVu3XhNVqrElkY+PsZeVUlJxn3mvLwYbf7lF/u/Uwjg4EFO1K6utAs4ftz2\n+0qVYpPzGzdI7j7OGa4nWG8xq3wS9m9aaUYsljVMQimPCHz1FS0DatfmPSJF7ubP5yIrWzZeS3Pn\n0qfv1SsSrqgoRsiLl7ZARhooEBTEz2jQgFHevt01aFJYhS+KxWFC7iv4sWEc6udR4fQxxxtgC8F7\nIjWVx6z+x+F6gvUWcyomIWJ2BMaM4Xls3Bg4eVyeFPo1TsHevbznqlcHWvcMwexrxgPxrGvuCOgb\njA4dGJU7fZpRvZEj6Ss4dizHb19fdoPYt08fPbeFhw85jhcsyGPs9L/LODgjWU78jZgYDpymzUGj\no0kGTp+23LndktdS/vxMizVuTJdppQPddo4fp1/Ou0CnA57c1QIyXeXlnNe/+45RgHdBQACd2JVK\npt+qVdOTrNKl+RoXFzpy16vHtFCJEvKfdeeO/Y1hhw5lT0PJnf9d4OLCyGXjxiSEajUnNUvbaYhO\nnThIBwQwhdSkybtvz4eALVsY3Vy9mlHE+vXZlLtZM7aACQtjRMsQppEsgOTsm2/Y784eJCTQ/0w6\nt/Xq8d6zt7G4hwejRH8dkicQKYnyDF37KgX58jFl7uXF7y9Y0DHfttoBIeg/RWW0iJp1zR0Bbw1Z\nP/2UY8DZs0DY0HAsMiFCU0onwa9fBC4nK6HTkTwZ/pZ7TMoWSY75Li5AvYJaIMB8+3RvUlCgAMeA\nIkWAX7+x4CKfxTjnJ3mdDZgRAYVIQfEy8o74uXJxQde2Lf9/+ZKL06goEi2phZivL38aNDD3tYva\nrcHGb8JRr6AWqp5ueHw7BNmyOd4WzQl5OEmWEwC4eklIoAu44aCdmEijy6VLLaet0tKsN0YtU4YT\nSEAASYctHRLAgezYMZKV9GLfPqbPciW6ATItKZK0xgNbbCyJUEaQgvbteVxatwbmztAgV2I41k/T\nYkdBN/j3DIFvKyXKlKGz/JAhbKEhp1uzN10IkNx8/jn3w1E3d0vw8uLE/tVXTH/On89olS2NnVLJ\naFjnziRnrVtnzPb8L0IINmP/8kveH+XKcULs359EF+BxVyoZ0TKEHMkKCOA1demS9VYsEqKi9L1K\nAZI7a62aLEGXSZ5AZPWUHxw+9lZg/HjHv8cQP/yqhEdNICwpAudOpqBISQW6m5ARV1eSnDJe8iSw\nSf0U7IowJk2ursZ/y/2WoNUCXRvI73up8gqMG6f/3+WNuUHxgP3u6DTZ3CjVt5USe48o4eZGwmQP\nPD0Z+ZM0bq9ekTBHRZGknzzJsUHSdLmmahAVrsL8UklAcb5n8EsVrsUBCHASrYyAM13oBADgjz8o\nxn792njQHjGCN6S1dhSW0oWGqFuXKcPAQIb7bSEhgS7I9qTKTHHhAiekQYPosjxtsXno/fPT7th5\nIhh//aV/7Lvv2A/Q1r7Yi44dgaEDNdAsVOGnRnH44uMrmOgZB/VCFaJ2M0UxdizTLT//LP8Z9qYL\nAaZzBw2iTiYjkSkTyeq+fWx10qkTdTu20LQp08V9+jiWvvqQkJbGNk6rVnFR4ePDgotq1fQNge/e\npcZwxgzz98uRLIWCRHjVKvu24eBB44VFnTqMWmvlOYlFNO8WgoEHjTfms6PuaNRlgNn9NyXeHa2C\n0teeRsLOnUzJL12lROj6bchRdRcaddtmsTm91kWeCGXKpkCePExVSr0MPTwYjc2WjVE+hYL6q0yZ\njAnWzZskK/d1Iei3z3gfpyWY76NvKyXajA5Fl8PeGHvlY4QleaN4q1BMnK7E7dvm25aa+m4ay+zZ\nqZ+bOZPn+dEjRkdz5gS+/hqY/pm5RmxZwyTEH36H1a0TRnBGspwAwJRgrVqsKpIG7V9+ocDyjz+s\nv9dautAQHTpQQ9C6NfUVefJYfm169Fh373LFt20bJ6itW6XKGyVcAIz7NgK3rqbAp5YCPWYGo9x5\nJZo2BcJmaBCjCcfJY1qUr+KGqN0hFgdqeyEEJ8BHceFG7T0A4/6LCgXJZ6dO1D/lzm38GXfvOkY0\ng4MZ7QgNffe2RqaoUoXXyZQpJAMrV9qOUNWrx+iMUslVtRSZcYJR4m7duLA5epSTe0gI76dly/ST\n+axZJE1eXvKfIaehHDCA/UVnz7ZefSYEoxyGkascOSgbOHMGRpVxtnDukhL3cukbqqe6KnDHMxjH\nzysRPKomwjayPc2ftxW49jIYi1qm/x5LTGS0bvVqvUj7o4+YXreETIVCMPg3FZY1NE4tth2dPrK3\nfTswcCAXIJcvK/HqKSNqrqkpSLiuwJ+JwQhrYr6Pvq2UGPK5EvMW6BvVFyxGMhQVZdweJzUVcLOQ\nYUwPFAqOMXny8EeXRZ5JZ4FjTeydsAwnyXICAPVYLVsyh+/hwaayn31GIbWpRssU9kSyJAwfzshN\n+/YsR7dUCeMIyUpM5Ors22+ZYklIoFbBEL6tlHgNJRYsAELXS48B1y9p8NMsFVY0SQLehthnL1T9\n/R5p/549o5XE48dcDUp/W/s/U6a3Wg1/82021IPVr0/9y4QJxunRR4947B2p9PnoI5K1det4rDMa\nWbMyddWmDSf+Nm34v9xEL6FaNUbBWrYk8TTtG/kh4u5d6miqVqU2z82N6ZzoaC5spIn1yhWmXePj\n5T9HLpIFMEVfoQKJQKdOlrfj6lWSuVKljB+XdFn2kqx790jsjx5Volw5PbF4/Zrpy/U/KrFqrRKu\nriQONWpwvxy1SZEweTIjpYZ9Qz/6iJElOSQmAut+UGKGCpj7ewSOR6WgRj0FAmV0TraQkkKB+q+/\nciHn6cl74NIlJXLn1o8ZnTuTCK5YYRz90ulYmWl4zMeO5bn086PNRN68fFyrfbdIVmoqF8mHDvHn\nyBF+duPGvP5O6+QZnHDLIF8IJ5zpQieI6GhW+CQlcVLv3ZuTdO3att9rbyRLwvz5XK316cMBRw7H\nj3Ogt4bUVA5gZcuylPnUKYrWTQmWBLnSZM/kcBIsA0wulYQZwyJQvjyF+woFB0R/fx6TJUuAvXs5\noGfNytVoly4c+Nevpy3D06eM3JQsJz+I3XtiPIjNncv0x5Ej+scc0WMZYuhQbqOlY5sRaNKEhDwx\nkdVQ0dHWX+/tzVX6vHnUHn3IOH+e6fNPPmE00M2NZfvLlrHAwFCYPGUKq8cseTiZVhcaYuBAfr41\nSKlCU41d/fpc6NgLlYpNw001YFmzkohcuQIMG8bIWebMLNAYM4bXj6OIjmbFpel1VLgwyascvvyS\nab0BQ5SYu2Eb3MrtQrNellOLlvDnn4wQXrtG8lKvHvdj0iTjKLSrKxc6J05Qz2qIu3cZLTQVoE+b\npreceP6cjzkayXrzhmNIaCg/J29eVn5eu0YpxPnzXISuXMmClg4DQzDjijFL77/fHY0+ebdUrhMG\nyGBDVLvxL361EyZ4/FgIT08h9u9SiwZeAaJbbX/RrEyA2L/LdlNVnU6I9JzK5GS20Rg71vy5p0+F\n8PBgbz1L37lzJ/ufNWlifw+1jRuF6NLF+DFLzXGHtvYXFy+y71l6nKiFYLufYgXUYlhjOlJrAouI\nMdVziy7l84kGxeqJ5g3VRv3Ufv5ZiAoV2I9OCO5jq1aOf69ORyfu3bvTt92O4qef6KY9fbrlcybh\n5k32sZs+3Xo7lv9V7NnDzgCGrZwOHuRjpm7kp06xr6Zhk2ZTjB5Nt305JCezHc6ff1p+f48e8v0O\nExLYE9MenDjB7Xz+3PJrnj8XomZN3u/SeQ8Kotu6I0hJ4bX93Xfmz1nqjnD3LnsXGh6HCRN4DTqC\nzZt5nr76Sr8Pu3axpZelzhZXr/LeMGw4ffAgxz456HTsvFC/vhC7tqpFQLUA0dfXX0wIkneGT0xk\nq66pUzkWuruzS8aoUWweb6mxvCGWLFSLesUCRfc67PRRKI/6nbpH/C8jPbzFSbKcEJGRQtStZt67\ncKyF3oWG0GqFcHVN3/c+esSed4sXGz++axdbccjh1CkhmjVjG4zt2x2bqFetMu9fZqk57rju6W9f\nkZoqxPDhJEzXrrGNRp+WdUW/KgWMvqN/LR9RKI9ahIVxkNbp2M5n5kx+zvLlbAacHqxYIURAQLp3\nwWH89RdbGtWuzQnaGu7dE6JyZTYe/pCI1qpVnHANm4lfvMjH5FoZtWwpxJIl1j8zOFiIpUstPz9s\nmHGfQEPodGyjdOmS/HP58pk3NTZFWhqbVq9ZY/11QnAxV7myntzcvk0SKPf9lhAWxoWH3HVjqc/n\noEG81gyxebP9rbOSk0l8SpYUIjpa/7hWy4Xe1q3W3793L9vrSCRv5Uq21rKEtDQhOijVonsl8/FY\n/ataqNVsV1S3rhDZs5OQTZzIcdMa0bWEiAieQ6m/ZLZs1on9h4z08BZnutAJREcDhTPLOxHLGXYa\nwpZ9gzXkzUsPrTlzKFaXIKfHunmTouk2bah1OH+eWg9H2vUkJ5ub7FVtGYL+JlVBQ465Y9fJYCQk\nOLhDYPqjfXvg4kXuR8mS1HYVyp8fX9U3NutaWCMJXZtG4NAhanOiopjm+/prlt+nN10IMDVw7BjT\nBP8EihShy3vPnjx3ERF6PyFTFCzINNWhQ9T9vc+05n8BQjCVHBrKfW7cmI/fvcvrWfLCMsT+/dRL\nDRxo/bMtabIkDBxIcXhqqvlz16/z8TJlzJ9zcdHrsqxhwwbuX69e1l8HUGi9Zw+waRP3+aOPqEMc\nMcLytWKIq1cpNTAsCjCElC40/KzYWNrHSJWaEmrVop2Bre+9fJnX8717rLg01KitWkVX/MBA65/R\nvDn3s107IHK7BruWB0J3uTUm9gj8u8rYEK6uQNlc4UYCfYDj8bTPIvDllxzHQkNpInr0qD49mEPG\nD9AWLl5kUUViIo/H69dOx/eMhFP47gTb6eSUrzK5dSUFFy9SUyM3sOl0jumxTFGqFAmWUgncu6nB\n9RPhuPCHFgWLscqval0l5s6l9mrIEOoJ0tsCQ06Tpd6rRJ76+qogXWYF+n8RjPg/lWjQgJYF9lbE\n3b5N4le9OicCSUtx8iRwJU4LyOjbriekoO1gEtXevTkBDx8O9OmmQT4Rjvw5tZjYQ++tZS+yZ6fm\nbdky+T6U7wOurtSDtWhBI8zt2zkRFSpk/to8eahra9uW27l69bsJfP+rePNGr4k5fpwaP4ATWtu2\nxl5YEoTgpDx7tm09jqXqQgmVK9MEePduEjpDSC7vlhYq9eqRqFsSzr94AUycSM2VvWNAwYI8740b\n8xqV7Ct27LBOVoRg5eyECVy4yMHDg9fQ8+d6Xeb48XyPoV4KAIoV4wLxzh3LC5kffqCObPp0LgYM\nj9OLF9RQaTT2LfRGjAAORGqwcYoKq+sb9C18W2RTr6kS8fHAuXPUOl46owUam3+On28KQm30MXUU\nFy/StuPSJRIsheLdxnQnjPE/OKw54QiEYCTr04byo3miVoHWrUlOPvmEPzVrcmCJ2q3BzrXhqJM/\nfURAQq1awLgRGuxdrKLdwdvBZew0FYKuAq0ClTh3Lv1RHQmmJOviRU4+ly8rkSOH8XY3AVewXbty\nUliyxHqV5ZkzehPI8eP5Xd99R5Lz8CFQ5yP545urgALHjnE78uRhFdnu7Ro0KaTCymbmg7Ejx/ez\nz1i4MGPGP9smo3x5Ts6zZumr59q3N39djhy0d+jQgc7cGzdmXLPb/wIeP+a+FSjAyJR07aWmmnth\nGeKXX/SNh23BViQLoJ3DihXmJMvUhNQU9etbbzg+ezZNL+0pjjFE0aKsNvX15XX5zTckUH5+liMo\nGzaw8fXIkdY/W7JxyJWLVXoXLwKbN5u/zsWF41hMjPm4kpzM79m/nxXQpr1aARaq+PtzQWUPXFyA\ncnnCMbmkeXQq4LMIxNxVwsuLNik+PkBeC+PF8+SMv0FiY0n0T5509i18H3Dy1Q8cf/1FotV+YAg+\nO2reK2vk7GDcuMFmzy4ujFB4eQHdO2qweY4KU3LFYUdbc5NNR/Ek3txPan61JHRoEIFVq96dYAHm\nA8jUqawMshRir1KFA0/mzCw5P3NG/nU7d3KCWLiQJPTzz4HixTlZTpvGyqrBU+V7kfUdG4wNG5iO\n2LCBRK1CvnAjggXYl7o1RalSjEZs2uTQ2zIECgVJ1pYtPMb9+nH1bwqpv2VaGolYcvI/v63vA1ev\nkqTUrUurAum6E4JE3NQLS0JqKolXWJh90QRr1YUSPv2UhMq08i4qynp3g5o1GVl5/dr8uUuXGH2c\nO9f2NsqhZEmmDlUqkqfq1S1HXB8+pMXBihW2o51SylCn43U3dy7NROVQsybvb0PExzOq8+IFq5Xl\nCNaNG/S2mzPH9n4aIu2VfLagaoUUPHoExMWxz+uYMcDVFyEYfsLcQHn78WD06kW/wYzA06eMhpYq\nxd9OkpXxcEayPnBIJqT1mijR+Tow0zsCt66kQCgUGDJN7yFTsyZ/5szhYDB9QDjm+JgTga5jIvDl\nEiW0WvrJmP629FiNXFpAJl3gkSXjTPGSk/Wl8KdOsYHxhg3W3+PuznTGxo0kUtOnAxU/1mD3hnBk\n0mlx7S83HI4PweefK7F8OSelfv24QjZMa0jH8dOxEShaIAX5PjLuRebqyvNQqxbwJk5+MJbrtWgL\nQ4cyGtGvn2P6tYxCvXokp6NGMaq1fj1L4A2RJQuJSJ8+TBtv357+lPB/AcePk2xPm2buCTZvnrkX\nliFWr2akx8/Pvu+yJ5Ll4UEd49q1TO8BJArJydbb7ri702vr9GljjaQQjPRMnCifCrYX5coxktmy\nJaNi48dT22XaH3P0aC7u7GnHJUWyNm0iIbMWDfRw02DvpnBMvqZFmqsbFEVD6B4fyuifpftl4kSm\nEe1d+MXGcty8Eu0GyPSDdM+j+DvSrNMxhZy7kBK9QoCwTZQxnI1VwL1UMGL3KjFvHu+lkBDe2+9y\nr8TG8hznyMG+h87m0BkPJ8n6wBETw3D/0aNAqQpKLPhBiZgYpjMayQz0Li7UZ5UtIU8EihdMgbI/\nIxlubsa/5R6Tfs8Klg+P7zukQIcOTLu0bWvdJd4WDFdpkyczYmDvgNK9OwlQp0ANfBQqLJZ0FTmB\n/vdV+HUTMHK8Eh07Wl45+7ZSYs6XSnT8XN9bzBRCABcS3GT1W7rMjqcK/Pw4IRw9ak5u/il4eDAK\nsX07J/s+fZjCNEwNurmRgIWEcJt37TLX0fx/wObNbJa8bp15M3TJC+v4cfmJ8dUrHpetW+0nxPaQ\nLICkoVs3EhlXV0axGje2/T2S+N2QZKnV9IsaNsy+bbSGKlWox2rThlHc0aNp8inht9/o+3Thgu3P\nitqtQfLlcPx2XYtrt9zQe1QIXFzk0+tRuzW4F6XCZl/9QnHgNhXmzwb6DLSckv/9dx67FStsb8/Z\nsySPhw5xkXMcIRh8xLrj/MSJjILu3Qtkz65Es9bclqdPqa87eZKfGRzMMaxsWZL5AQPSp2m8eJHt\n1Dw8nJGs9wVnuvADhxTJ2rOHK0qAEavs2YHDhy2/L81VnhTl/UiBdu3YbqVFCw7k9epxFVq5MvU6\npUpReFqwIEmThweg7BWCybHGs8WMK+6Y8m0w2rdn2qlECVbqfPtt+sLl0gBy5AjTAgMGOPb+jz8G\nGpYN1xOst1jVLAktfCLQvbtlgiXhyRPL5EESPN9MDsHMq8bHIuSwO5p2sjupkQAAIABJREFUcdwg\n0NWV6anFix1+a4YjMJATjyS0vXjR+PlMmZiGqVePbt4PHvw725keCMF016hRJAamBCsqitEftdpy\nm6RvviGZcaSVjb0kq1Yt3mcHDui3x5oeS4KpKembN9zHRYsyTj9XqxaJlVpNErN7Nx9/9Yqke9ky\n2/sYtVsD9UIV1taIw5IqV7CrTRyuR8rLF4QAdq4Nx/QyxvfxiiZJSDhqOSUvBEng7NnWt+fkSfw9\nBtatS9NSjQboP0SJIw9DMeW+N754zr6FbUeH/h3NXrSIC5EdO8wXf7lz897o148Rp2LFSOTVaqYY\nfXz4HfZUaRpCaibv6cnPdZKsjIeTZH3A0OmYNqtVixODlKJwcaF785o1lt/r39NcY9Rvnzu8aqbP\nKdi3lRJ/eYRi0HkOQD1OeOO2RygCOinRuzdJ1r17XD2fPMlwec2aHPAuXrRvcElOpgO1SsXVn61J\nQggOQkuWMAJTsCCQcOHdUnlPn1qOxs2Zw4Fy72ElAj4PRVgSj0WXQ9449zoUS1YqZUvxbaFPH05c\n1vq6/VMoUIDVpEOGUA+0aJGxhYOLC7VtAQEkAXJNc/9rSE1lkcF33zHqY6rjiY1l2mrTJvaVlMOT\nJ3Qlnz3bse+2VV0owcXF2AHetCm0JUgVhtL9tWgR00v+Mq2i3gUNG/L4vHoFhPTRYHxQIAY0bY0K\nHoHI5mJd5ykEsH21vAXNggkRaNcOaNSIZKJQIS6Eoo84fh9v3swxxJJdxbFjJFYdOnCBefUq0/VB\nQVxs+vkB2XIp8fWv2zB74y6Ertc7zksO9pGR+pY6plAqafUxbpz+serVKdAPCyMBlFqj2QspkiWR\nLGe6MOPhTBd+wLh0iTe0EBRn162rf65HD2omXr6UT21Ig0O3cREonDcFBYoqUKdXMGZ9oUTbjo4L\n1V++BA4cUyIuTolChTjpVKzIdKa0ss+eneLo9u05sR0+TPLVujUHzg4d+FzduvKi4eRkRrAePOD+\nmUII6s0OHtT/eHpyMgoM5CD47XgLVT+v7FvWP30qH8latIgr08OHeU58Wyn/PsY3bnAwzfOEE+Wq\nVY6VWOfMyVTR8uXUlP3bcHFhFLFJE05YO3dSL1S0qP75WbMYeWncmKkTS2X7/zZevmRqXafjuTMt\norh7l5Pj/PnGffZMERbG69eaRsoUUhNye0gWwMl+1mQNhrYPR/FULTbMdUNrGxXBXl48HzducFEy\nfz6jTe8DLVoAk8Zo8PtaFSblSALeVu7NWKDCtetA/iJK3LrFYp1bt/D333/9BdQtoAVkdqNArhS0\n7cN7Kk8e/s6dG5jaT/4+tpSSf/2aqdaVK819AaOigJkzSaokS4ssWVjc0K0bdaCLFnFh105Gk7V/\nP60s9u2TbwJuiIULmRHYs8d4URwQQOK7fDmJVps2JOy2mstL9jxZs3JMffnSGcnKcLwHU1S78C9+\ntRNvsW6dEF27CrFpk7z7cWAgXaqtoXp1IX7/Xf9/aKgQtWrRJdkRrFghRPv2xo+tXy9EtWq2W7Xo\ndEKcPCnE5MlCVKokRKFCdHnetUvfouZgpFo0Lxcg/Er7iz4t2KJCpxMiNpaO2V260Hm7ZEkh+vbl\nsTFseSOhZ1e16FXV2Ik5uJ6PKJxHLebNo9u7JaSl0R3f9DUrV7KFidz3SZg/n0739eqxZYajTukX\nLvC4WGr/8W9BqxVi9my2K9m40fz5xYvpSh4X989vmy389ZcQVasKMXCgfOully95f0gO/pZw6xbb\nvthyVzdFcrIQCoX9rz8YqRa9fBzr6nAwUi38KwaIgc38hbJKgOjTzXarLVtIS2O3h7g4IQ4dovv6\nsmU8Tu1qyHdgaFQyULRuzWM9cyYd5vfsESI+nu7kljo3TOxp3rlBpxMisJVa9DQ5Fp3K+ogh/dUi\nLc18m7/4wriDgk7HtlWNGgnx8cdCrF5tfA3odHRQb9JEPxZWqiTE0aPGn/vHH7z2Dx60//jt3s3x\nwpK7+7NnQowfz2tq6lReh3J48oTty6SxJGdOIdauFaJDB/u35UNDeniLy9s3/uNwcXHBv/TVTrzF\n0KGMEMTGMv1mKmTdupXRG0vaLJ2OK/fbtxktAbi67taNq9516+wX8NatSyFn27b6x4Tg6r9dO5r5\n2YvLl5mS2rqVK7X6NTTwSlYhrIo+nTD0mDv23wmFm4cSTZrg7x9rK8mLF/maFYs1iFbrzUtbBQXD\nqxzTmkJwv+UiL0+f8vFnz/SP/fADLR8OHpR33pag1VLXNnw4tTtdu8p7LFlDs2aMhHXr5tj7/gmc\nOsXoYrVqTM8aRvvWrmWKNzKSQun/As6e1fuijRsnb8XQrh3TUytXWr8PBg5khCUszLFtePyY18yT\nJ/a9fmKPQEz0jDN7PCzJG6Hrt5k9LumcDNNwM6+6I+DzUKPol07Ha/vhQ0aJHz7U/xj+L/39+DGj\nlPnzM32cPz9/0tKAW1Gtsdnvitm2fPH8Y8zeuMvivsltK0XloWaRuiVL2JHgi9kaHNqsv4+rtwrG\nl4uVKFCA97BkaPrwIVOkR49SaK5WM0r04gXvwa5dzUXnYWFMfx46xLHx2jWmXu/c0UfCpGbTX39t\n2fDVEoKDedytCfCvX+d9I0Xa+vQxjsIdPcoU44kT/L9YMY5FJ08y9e2EOdLDW5wk6wNGnToM/wcF\nMfxcvrzx8ykpTOEcO0bRtylu3eJnmGp9kpI4ePTqRZGsLVy4wGq7GzfMB6tLl4AGDWgDIKWTHMG9\ne8DYTwOxpIL55DLtoTe+2mw+uchBCIqxO3UiOZWDTgd89RUH2HnzqGsznFyvXmVK5M8/+f/27cCg\nQTz2lSvb3objx4GOHZleaNOGfjqDB9u1+QAoLv7ySw6u/0W8ekXh/5YtJFaG6bWffuIiYMcOx80v\nMxqRkby2v/2WE6wphKBg+/p1pkKtubbHx1MvlJDgeDXlzZu8N+wtApnUrTXG5zInMJ1++xiPc+2C\npyeMfh7+EYi1Nczvm25HvZGcb9vf5MmQNBkSJ0MCZfh3vnzGesjz55lKi44GfEsHYpm3+XeO/tMb\nKyOt36tRuzXY/X0Ejh9MQY36CgT0DTYjWIcP8x4+dgwoXdr8M1JSeF9pNExdJhwJx7VLWrwRbqjT\nNgQ/b1ciLY0Lwo4d5dP2a9eySvToUX26btEi7ueqVfz/0SOeu6FD01el+fIlx4zwcNv6uOhokqfn\nz9nOqGVLHquVc8OR/EKLMt40kh48SokuXbhotqd68kNEeniLU5P1geLNG970Hh5v3YhltCAKBQnY\n2rXygty4OHNiBlAjsnUro1OVKtn2/Fm1ioRErgS5XDlGC0aOlHdutoVChYDiheVFru4K+32nNm7k\nytUaqXF15WDWsiUdlLdvp0aiQAE+b6jH2ruXuiS12j6CBXAlHBDAyX3PHk7OuXPTbNIeBAbyOJ4+\nbb9T9T8Jyf27TRu2GOrcmT3ZsmWjcDx7dj63ebN9lXHvA8uX08R2yxZOknKYN4/RAUteWIaYNIlG\nm+mxq3BEjxUXB/x+2g1oZv5ceR8Fek7kxG348/tF+fumSP4UdJ6gJ06mpMleJCRQI7h/P/VO338P\nRB8KwaRQFeZ46yNSqgvuOHCdJpyLFlkuHJF0jJUqAb1U5lHPv/4iKV6/Xp5gAdyPb74B8nlqoFmo\nwqrmSUBNPhf8swpduwJjJystaiI1Gi4UoqKM9VDbtukXnElJjNh37Jh+GwxPT46bffpwHJeibnKo\nXZvX4pYtHEs/yqdBtawqLKlg3FEiqwvw/LnSKXzPYDirCz9QnDvH6NTRoyRBltIZffsydJ6WZv5c\nfLw8yQKYdvvxR6aArpgvnv/GmzcMTffrZ/k1EycyPaNWW36NNVy87JjI1RTPn3MiXLrUvmbYlStz\nki1fnqXV27dz5bh8SiCKvGmNkLaB6NVVg19+caxcH6CD9a+/ciUcGck0amSkfe/NnJkkcckSx77z\nn0arVjzft2+zgvSPP/h427ZMr3bqZP8+ZxR0Ok6e8+czGmKJYG3cyOtErbbdrPfECUYZ0jvR2lNZ\n+OYNiUzjxkC1VuY2KbOuuaNjcDBq1WI6uV073rODB1tu7ZKviAJ+fry2P/rIcYJ1/Trv9wYNeK9c\nuUICki0biVKeeqHodkxvc9B5cijOximRKxdfv3Wr9c8vUsQ8uv7mDUnN8OGWPeoM8SgunATLABGN\nk/D8SoRFgnXiBBcHW7caL1qfPGE6vEULpv27dOHY4KhjvCmaN9cvnGzBxYUGuRcvAkUyh2NmefNK\nzDxpEXjxwil8z2g4SdYHCsmE1NC6QQ5VqnDFum+f+XPWSBbAgX3GDA4Eci1VAA5IPj70zrKErFk5\ncQ0dypSSI4iIAOIfh2DmFePJpf9+d1Rqap/dxLRprBAzrL60hSxZmDb86Sdg1BAN1kxQYUGJOHzf\n+Aq+KBaHT7xV0L1yvAVRnjyc6IODqRPZsoVRM0MvI2sYMIAk7fFjh7/6H0XevCTpEycyMhgWRqLf\nvDmjAr16cd//Cbx+TR3bkSNM2VrSzhl6YdmqrpU80aZNS/+kZqulzqFD1FqePUuiuuAbJbJXD0XQ\n7/I+TYaIjwe2HQvB6FMmpOyqO1oFpc+m5fZtWl3UrEn9z+XLPL+m+5ApuxJV2xrbHHh4MML0ww9c\n8HTrxoWGHIoUMbb+kFoZFS/OiJklPHrEBUidOsCF045ZPCQksLJ57VrzcUKjodQgWzbet0IwHZcR\nHRjmzeN53rHDvtcrFECpovL75qFIcVYXvge8V5JVokQJVKlSBdWqVUPtf1tI4YQRoqMpMj50iCss\na7DkmRUfz4neGkJCSLZ69jT2Q5KwahXbSNiCnx/TZTNn2n6thAMHmNrZ8ZsSAWP0vlNhSd4o0zYU\nk2YqbXpHnT1LAaujomQJjRoBnzQMxzd1jVeOoZUc70UoISiIZGvxYppFbtjA8v9z52y/N39+kl5J\nG/JfhtQr89Qp+nw1aUI9W/36jGQNHvz+BbqPHpHYubgwxSu1ZTKFoReWPenf3bupF+zTJ/3bZild\n+PQpxfRBQUy3btmi1zO+TFGieW9znyZDHDvGYz1pphI9Z+nvm3Z7vVHQV56UWcODBxRYV6nCNFd8\nPBdfllJc16+bt9aR0KgR78kiRXicf/7Z/DUffWRMspYvp+3EmjXmxOb1a6af27VjZP/YsbdETCEf\nxXutMw/b3b3L6FhoqHkTboCLgnbtgClTqD/9+WfbaWR74eHB/QoJsa8AQggg9qr8l6e6KJCY6PTJ\nynBkYHWjGUqUKCEeP34s+9x7/monbMDbm7YJ1avbfu3jxyzvffrU+PHChYW4edP2+9+8EaJhQyGm\nTDF+/No1IfLmtd/u4e5dIfLlE+L8eduvvXxZiIIFhdi3z/JrQkNZVv3kifzzaWlC1K8vRESEfdtn\niNRUWlvMmiVEmwr+suXlk7r5O/7BbxEfz2N36xb//+EHIT76SIgrV2y/NzpaCC8v63YT/zWkpQmx\nYAHP/+rVLDu/cEGIIkXSd37sQUICy/MnTBCyZf0S7tzh8Vy3zr7PTUsTwsdHiF9+ebft+/FHITp1\n0v+v09GOpXBh2gfIlfjXry/E/v2WP3PLFh5jjcb8uYgIx8r7Hz8WYuJEWgkMG8bjZA+aNKE9gy0c\nPy5E+fJCdOwoxL17+seXLhUiOJh/Hz1Ki4SEBP3zaWm0jhg4kNvWrBktIV68oN1Bo0ZCdGyrFmNa\nGls89K3hI8oUV4vvV6vFhKAAMambvxjTNUBUKqMWc+aYb9/BSLUY1y1A+BbzF13rB4gyXmrx4IF9\nx8BRDB8uRFCQ9dekpfG4VKuoFqNbGO/bmJY+onOgWjRuLMS3376fbfxfQHp4y3snWY8ePZL/YifJ\n+tfw4oUQ2bNzAJwwwb73dO5MLxsJz54J4e5uffIxxP379Hb5+Wf9Y1OmcHBwBEuXCtGggfXvffZM\niAoV+Fpr0OmEGDmSBPDVK/Pn16yh55c9ZESnI7FbupQTUa5cJHCjRgkxoJW8h0/HOoEWPWzswdSp\nQnzyif7/ZcuEKFVKiNu3bb+3Th0htm1L/3f/Wzh3TojKlXmMHzzgMffyEmLhwoz9nsOHSdKXL7f+\nOnu9sAzx/fc8/o56nRniYKRa9GwSIDpW8xcTggLED+vVwt+fx+b4cfn3pKUJ4elJ8iOHZcvopRYd\nLf/88+dcbN29a33bnj8XYsYMLgIGDhTixg3790sInk97FgtCcIE2YQI97r77TogDkWrRr2WACKzk\nL0Z1ChBehdRC/dba69IleumVKCFExYpChIXpFylC8Fw2bizEgAE8Vgcj1WJiz0AxqZu/mNgzUByM\nVIsJo9SiU1ljgtKnmo84YOI1djBSLcaakLSRzax7kr0LEhO5IPj1V/nntVqSMF9fjv/SvrWr7C96\nNeW+jR0rRM2a9O1zQh7/OZJVsmRJUbVqVVGjRg2x3GS0cpKsfw8HDtDUsnZt65EeQ6jVfL2E33+3\nLwpmiFOn3kYiwtVifPcA0ayEvxjSLsChgSctjRPUihXyz2u1Qvj7CzFkiP2fFxREo0FD09MnTzjJ\nxsRYfu+jR4wmDBzIgbtwYSF69qSJquGq3dKA26aFWhQpwtfbS1YNkZzMgXXHDv1jc+aQ3FmaSCVs\n2CCEn5/j3/lfwOvXQowdy+O9cycn8TJlSHTehbhI2LSJ0Y/ISOuv02qFUCqF6NfP/u9984ZE+MCB\n9G+f3PXUqQyNNOVMUSVcuUJjV1PodEJMmsRryRa56dtXiHnz5J9LTORz+fPzPrCXKBkiJYUGq9b2\nQw4xMUJULK0WPaoYH5d+NXzE58PUonZtEshRo4Q4fdr8fCUmkmD162f9XrRkejq4baCIiRHizBkh\nLl4UYlgH+81RMwqHD3MfHz40fvz1axo9t24tRFKS8XMbN3K8FILE2Ntb3hTYCSI9vOW9WjgcPXoU\nhQsXxsOHD+Hn54fy5cujUaNG7/MrnbAD0dHUM2zaZLlKyhQtW1LnITUUtUePZYrq1YFhgzTY9ZUK\nK5smAW/9XWYvVAGAXVoPV1d6w7RsSZ1D/vzGz48dywqer76yb5tcXalpCAwEOgVoUD5vODLrtDh/\nyQ2+dUJQs6Z+m968YTXmnj38SUigRsTPj1V+3t7yYlbfVkq8egU0HxyBlk1TINwUaD+OHj7HjvG9\nS5bQlLBOHfu2G9AXBAwaxMqw7NkpJH78mJV4e/ZYrj7r3Jl2E7aKF/6LyJIF+OILvdVD69bUaLVr\nR+uBefPSJyoWgu9dupT6K2vGp5KYOjWV16O937d8OQ0t7ekbaAmRG8z79K1qnoSwpAi4uVm+h86e\nZZGJIbRa3tdxcdQjmd5PpqhVRYPvF4XjxR9apGWiv1LdJkosX87K14YNaazr7Z2+fbt1i7YrjmqW\natYE2tQOx6Scxsflq1pJ6BYVgRnzlGjRQt4mRrJUKF2agnRL1YNCAElPtYBMm7Hrl1MQHMzjmZoK\nFHmjBVqav+78qRT06AEULiz/4+mZfkF8w4ZA9+5Ar64a+BQORyYd/b1+vxqCgsWV2LrVvBI0IIB6\nrseP+d2vXzuF7xmN90qyChcuDADInz8/OnTogOjoaCOSNd2gkVqTJk3Q5F1GHifsRkwMxaENGnDC\nsgeZM1O8vmYNq9vSOzkn3wgnwTLA5FJJCPs+wm5BbdWq3JYxY2gvIWHlSlZ2nTjh2CDt5gaMGKzB\n+okqqEq83bbawIwrKqyJAB6/VGLPHk5CFSuSVC1cyCoie8vXcxZUAsWUmLPJ+PH69bm9GzawxLp5\nc05W9vZ+NCwICAvjAL1gAUvkP/mEVUdy25glCyfXJUvou/X/Eb6+JA7DhtGQcfFiOlwPHcp9cqS/\no1bLyreTJ1lBaOv4O+KFJSExkWX7uywbl9v3ORYmeltNys+cMSZZiYm0w8icmV5VtuwgonZrcG2X\nCprW+vt33HQV+lwHKtdSQqPhvZleRO3W4Puvw1HZXYuJPUjg5MYEISg2T0jgz6VL/P0mTgvIVEpX\nq5hi0bDz1SsSjRIlOH7IXTN37vD+XLMGyPfaDShu/pqqtRUIXa//f2IP+YuisJcCDfy4/TduUJB/\n7x7/v3uX+2ZIugoVkidjefPKb2urJhr8pVFhYln9ORqmVaF3f0ChMD+WHh5csP76q55kOYXvehw8\neBAHDx58p894b47vr169QlpaGjw9PZGUlISWLVti2rRpaNmS9N7p+P7vwcuLBKFuXfsc2SVcusQV\n+K1bHJx79LCvHYQQNMzbuRM4sr41fmhqbpzV7eDHKNxgF8qXZ4SsQgUOfJYmysREoHIZDfyqhaNA\nLi0ePneDOjoE+44oHWqyK23fuG6BmJLb3GlaucsbVZTb4OfHfU+PaSSgr3Bavdrya16+JMGKiGA1\n1ujR9q0q791jZPLAAZq/AlxNd+5MgrVxo7y/119/MVpz/bptT6f/On7+meSqb1/6WJUpw0lTLnJh\nihcveKwyZ6ZFgFxDdENs3Ej7BXvImCFmzuQ99P339r/HEEePsiovKT4Qu9qYX6ufHvHGlz9tsxhh\nbteOi5NOnYD79xkJrFYNWLbMvuNkqS3PiCvemLRsG7Jk4fWWJQv+/tseXznAcguf8u1CkT230ohM\nJSSQCJQty59y5fh737pAzClkf9sgiWAVK8ZqW8NtffOGC5Q1a7i46tSJ11bKS5qUGrXvueqOtiat\nhmT354o7AsZYr858+VJPuOR+JEL28iVQsKA5IbtyMBBLZbpbWDoGAKsrw8Np7zJsGAmXM+Ekj/+U\n4/v9+/fRoUMHAEBqaiqCgoL+JlhO/Hu4f5+TyokTLCl2BOXKsfdeZKTtSNbr10wb7NhBcuXqygGt\nsJf8Cq9YaQWq1mTa4rff+PvxYw6eEumSfsqUAU4d1aB1aRXCvN4OYjkBtxcq3LsOlCvHQSw1lW0/\nDAcnS79r5dUCbc23q0n9FMxe6thxksP587ZL+z09WQY+YADTnt7ejBp27Gg9hVCoECfwkBBGVlxd\nOWlu2kR/ryFDOJGafkbRooycbdjA1/x/RufOjMz268cJ8vJleil9/731aOOtWyQbDRow+mWLbEhe\nWPv2OUawHj6kz1N0tP3vkXD0KA1Fr1yhQ3yJwiEYM0uFBdWMJ/DS9YLh68v06fTp5v0zz55llDMh\nga/p1YsWJ5auLa2WxObsWf7En9ECMpPvnT8ZKXrzhj8pKfq/XV3NiZfp3woFoHgQjl+aGEe4p5ZO\nQsDCCBSqqUTZsjxPo0bx/pdb7OTOFoLZJsSm/353dJ1q7uv16hUlAkWKGBOsM2dIrDZu5IKlb196\n3emjfEq4AOgxMQL5cqTgz9sKtOph3r5H+r/D8Ah4l07Bn3cUUBQxf50ppJZGZctafRnevDGOgEk/\nb1465u8FcIwYMIB2IikpznRhRsPZu/ADw86djJb8+Se9ZBzN/08crcEfv4Xj1TMt6jV2g7K3PqR/\n7x6N93bsYPqhcmVqHQIC9Hqlru01yHpDhW8NfKNmXHFHoMwK7+VLDvJxccY/168DNQsFQtPafMXW\nKcobDxTbcO8eSVqePMZhd0u/Z4cEQiWzSp+b6I25G+zrb2gNTZpwgrTVYsgQBw5wQs+Vi3ota6kY\nnY6px4EDjX3HXr6kXsvPjwTOFFFRJGexsRljjvhvQwhqqqZNY0q8aFHgl1/kJ44//uBEO2IE9Wm2\n9j82lqaSGzca91W0ByNH0kzVkdTskSOMXF25wl55vXoxNSkEULmsBg3KRiB/Tn2Tct9WSjx/Tj2i\n1Fdx8mTg8nkNdqwJR8xRLbx93LAzOgTTQpUYMED/XU+e6MnU36QqngaePj78uXYoEAtLOhYlSU01\nJ15yf/8U1hphJR1vDG0KqX/htfgUuGRRIL93MI7EKHH4sJ4oJSfzvBcuTEL17BnJ+Jo1PA69e5Nw\nWDNIbtaM+sdHjxilPnBA/nXNmzOFXacOdWMqFc/j+4KlaOOnR70xOXwb6tWTv867d2dkLCKCKfP0\naur+1+FsEO2ETUybxihWwYLGeiZ7ELVbgx0LVJj6sZ4gTYl3x5sSofgjVolLl5jfDwjgStnUuHH/\nfg5g4d9ocHRLBFxTU3AhQYHU3MHYucd+g8OUFGBcx9aYWdR8UB5/7WMMnLsLhQrRqd6eNIgQQFAn\nDRCvQnhj/b4FH+K+/bxdaXfaw9Ln58vHlhaFCjn23rQ0pr2mTqWj9KxZ+l6IpjhzhqaIFy4YC5gf\nPWL4f8AAkgnTbatShROzLVPa/0+Ij2c6+84dRnSmjNMg6meKgdNc3ZC3QgjmLVJi2TL7Ut537+q1\nb45OktevAzVqkKQVLGj79UeOMBJ19aoxuZJw6hS3+epVy+n0R4+oG/tulQatS6mwqJb+uh57xh1F\nW4TitU75N6F6/pzXQdWqelJVqZKxPkcuBTbrmrtF13h7kZYGfFI7EBtqm5ODcbe8Eb7T8UXOkiWM\nHi9bRsJ0/6YGVYuEw1WrRcw5NyiKhCBkhBLr17NApE0bRq2aNbNPy+flRWJVrBhlDbt2yRdKtG7N\nFJxSye1p1ozRZkeLhuyFZosGayeosLKZ8SIW5UKxLVKJPHm4qJCkBBK2beO1ff48F7amUVAniHTx\nlgyqbHQY/+JXf9Dw96cVw4YNjr/XUvly+5qBYu9elqdbwosXtDnYtcv48aQkelrZuz06nRCbNwtR\nv3jGlEjrdLQDqF5diJ2/qkXryoFiYDP64uzaqhZ+fjQ7fP3aoY81wp07tK54F3uBJ0/o6ZUvH005\nLR3rUaOE6N3b/PGbN+k/tHq1+XPh4UK0a5f+bfuvIiWF1gR53NWiS3kTy4OyPiL8a/usQ9LjhWWI\nXr3oaWYLhw4J0by5ECVLCrFqlWUbg6FDhZg+3b7vHtVJ/j7xrxgopk2jr9LVq/ZbiEj+Sr0b+YvA\n6oHv7Pv0+jU9+OpVV4sBtY3P0WcNfETR/GoxebLjlg6RkTyWQgi/9u1PAAAgAElEQVTx2w616FbR\n+LM7l/UR1SqqxbJl5ibL9myzQqG3fJk1S4j+/eVf264dDV4lrFxJjy5TK4WMwpAhNFKd0CNQ+Bbz\nF6O76M9Raiq98Zo1o3HxrFnib3PUPTvVolbhANHwI38xqrNjtjofEtLDW5wk6wOCTkeDwBw5bBsK\nymFSt/Q7lwcH0+RPDn/8QfJw7Zr1zzh1il42VaoI8fUX5l5BnzV03Oxv6lQaOEqeuZUqcXskvH5N\nktWihUi3ceju3UI0bZq+95oiLo5+N2XK0B/LlLi9eEEvJDkfpvh4+uiYGha+fEnn6z//zJht/K8h\nuE36CXl6vLAMce4c/dbk3NclHDrEic8WuRKC12PevLbvFSFosNu7YcZ3GxBCiGPHHPfJM8XLl/Rq\n69CBnm91q6lF/1aBonU5fxHchuTg7l0uDOvUccx368oVmh8LYXlxmF7Pqvh4IUqX1v//4AHNh039\nqYQggfzxR/3/Op0QPXrwespoREfz/pY88po1M1/USjh7lsQwVy4hOijVYngT47F0bMv3Z5z6/xnp\n4S3OBtEfEP78k/n4EiUcT1tptcDFy/KidV1m6z4Gv/3GcPqXX8o/X7Uq9Q1BQdRwmOLuXeqMlEq+\n5vRpYPhYJdqM1vdVG/2nN/beCkW9pvanLUJDKWrdu5cl0amp1L8YVidmycKKs+LFmU6zpz+YKewR\nvduL8uWpe1u0iBYWrVtTpybB05P6rcGDqXUxRLlytLgIDmbqVoKHx9s0bnjGbON/AUKwRH7zZuDF\nQ8fFwNJnpMcLyxAqFSsR5ao3Dx2iZqd3b17Xly5RuG/NEmL7dqalrKVzUlK4vWXKAPeeyn/Y2VgF\nHj50cGcMULUqr7vk5PS9//Fj7nvx4rwHExOB2KtKfLtlG8q02oXSvuyrWKgQr9lPP2U19IYNPC+2\n4OVFjejr10AmXfrOvyVcvUpPLQn58zOVv2KF+WsVCuP70MWFKcyjR7kvGYXUVN7X8+dThwqwcvSP\nP+RfX6UKZQgJCYDbs3DMKm9uq5Pe3qpOGMNJsj4gREdTG+Rokefdu9QS3NeFoN8+YzOdgQfcUTfA\nvHpHwvPnFGOvXGndJmDkSE72QwZoMLFHICZ3b41x3QMxZIAGlSuTBF26RONNSR/l20qJ0PVsdrsy\nchvKVFJi0SL79mnhQgpd9+3Ta5yuXmW1kalIOnNmbn/DhvRmunvXvu+QcP683lohoyBpPPz92YB7\nxAg9AWzfnhPsggXm76tenXYHn35KvzQJn33GKqv0Tpr/Nh484GQ8fTr1NQULclJeswa4/0yeaMRe\nUVhtEC55YaW3oe+RIzxHgwcbPy6Rq759qRuzh1xJWLOG75NDWhp1luXLsyn0li3AxC9DMPua8T07\n7Hd35CobjEqVeM7lGrfbQrZs1BWdOeP4e2/dokawaVMSk8yZSR5btuTn1qnD4y7B1ZXjw969LNoJ\nCuK4Yg2ZM5NoXbsGpLmmb3FoCaYkC+D9t3QpF6OGUChIeg3h4cFravRo4wXSu2DxYlZcBgXpH6te\nnQtSa8ifHyjjlbEk1AljOEnWB4SYGE6ijlS4HTrEqhg/P8AjrxKFGuujR2FJ3nCvEYq5C+loLofP\nP2e0xdZ3uroCIX01eHJchYmecRiX8wom54zDyxgVvl2gwRdfADlzWv+MRYvoBH77tvXXSQac+/ez\nAk1CbKxlQaqLC1eJ3bqRbF27Zv07DJGRkSxDuLlx8omN5UBeoQIHeqmK7auvOCGYwteXpDEgQD/I\nf/wxUKsWo3b/dTx/TnI8bx4F4F5eJBZff83jMGAAJ5d160hgbqeEIDjKmGhMS3BHtuIkGgMHckUf\ntVtP8Ps0D0TE1xqo1enzEBMCGD+eYmLJ8PfQIS5WJHIVH8+/7SVwd+7Qm6tjR+PHdTpO2pUq8byu\nXQvs3s3z6dtKiSYhoWi+1RtfPPsYs55548ijUHzSTYndu1kZ5+vLYglHUbu245YU8fG8f/r315vn\nAvRmeuv4Y0ayJPj4sPItVy5G0o4ds/5dH3/MyLR/zxCMOml8/vvtc0fpupYXh9Zw5Yo5yapaldWI\nW7YYP54liznJAjgehIUBXbrA4thpL/76C5g9m/e+YbTVHpIFZDwJdcIE7yFtaRf+xa/+YFGvnhBZ\ns8o3QzaFTkeBdcGCFJGuXStEtWrmehGdjn3K2rUzb6Ss0VDs/uKF7e9LThYiWPnu2gmVSoju3S0/\nv3IlNUummpaDkWrRpX6A6FabDXet6RGWLhWiSBEhzp+3vT2pqWzGbc8xeFecPUvtV6VKQuzdyz5y\njeuoxfigADGpm/l+rVvHY3H9Ov9Xq3mOM6L/X0bh1Sshjh4VYtEi9pgsW5aNyRs2pMh/40Y2iTbc\n5vv3+VovL14LlSsLsWOzWvRoEig6V9c3+xWCOppp04QonEctepr0vRvexHFdysFItZgQFCBC/PxF\no5IBYv8utTh4kOelVCk2HXdUxC0hLMxY16jTUZdXtaoQNWrwPpU7dydOGOunjh9nQ+WbN3l9LlvG\nfoPjx7OHn71Yvdr6vWaKmBhqhtasMX78xQs2rn72TL9f+fJZb3S+dSvHpunTjXuOGmL4cCG+/JJ/\nV62gFsFt9M2eQ6epRaFC1Dg6ijZtjMXsEjZvFqJ+ffNtWLRI/nMkfZYl0by9+OQT+cKK1FQhPDxs\nC/unTVCLziZNr8c4NVmySA9vcZKsDwRaLQmWr6/t1754IUSnTuzIfv06RfL587OxqhzevGElz2ef\n6Qf5p0+FKFrUcgPqJ084QYwfL0SDBpw4W5eVF+l28PEXK1bYJ8xOTCRxiIoyf27DBpKjhATjx+Ua\n7toSfm7axEH++HHr23PpEgXN/xR0OiF++YXf2ayBeVWd6X4tWkQR/f37rDArXZqi5n8DKSm8xiIi\nSCZ8fITIlo0EIiSEovBz5yxPqmlpbByeP78Q48YJMXu2EOXKCXHvHp9fupSfI4cxn8oT/C71AkV4\nOIsFDh/m+XzyRJ7MyF1H3Sv5iNJF1e9Erg5Gkij7lfYXwW1IlPft46KpYkVumzVivG6dORmaM4dF\nJNLC6N49EtMSJdh02x5cuMCm0vZg3z6el61bzZ/74QcWcxhCqTQv0DDF7dssSGnQQH5s+OYbnu+H\nD1nsY1qRu3YtxfE3bti3DxLKl+d1aAqtlp9n2FR+zBjLDbWFoPi/XDk2iU8PduzgOUhOln++fn3r\nzch/+YXEd/0KtWhbNVA0LW68CHHCGOnhLe+1d6ET/x3ExrKhcJs2tl/3ySdMIWzYwPd07swUTLVq\n8u9RKGj42LgxMDxYA49X4bgcq0X1Am7IpA0BoMTNm2x3cuQIf27cYFqgYUMaLtapA8wJkQ9be+ZR\n4MABmnnmyEEBeosWTL2YOj+7u1NgP3QoQ+WST9ZPPwHjxlHXUaaM8XvkGu7a6qf46afclsBAmlNa\n8ph6H3osa3Bx4flTKoHezcOxoon1/RoxgiJkf3/6/gwZQn1HvXrvdzt1OqbyYmKYAoqJAc6dY1FG\nrVr8GTiQAt2sWW1/3sWLFP6mpvIcHz7M6+DQIb03VVqa5TYvWVzkdSmZdSk4eZKO7Q8e6H8nJ1Pf\nWKAAdS358wPJl8Oxrqbx8V7WMAmT7kWgZUslUlJ4PToioDfypnqbch88RoWYF8D0uUp07Wq7dU18\nPMxaTY0fz+MUGsrODwULAt99xzTs4MFs//T11zRztYTy5dlB4skTvdhaDr/+SsPbn3/muCL3vJQq\nlFC7NlOGpo8b4qOPmBZduJCv//prpvMlfPwxtV579tAM2NT5v3dvGpH6+fF6seQ/Zwidjr5nckal\nmTNz3PnmG2D92z6GcposQ3h4cGxq3pyyDEf8s5KS6MG1YoXle6R6dYrf5doCR0byXEdGAtWqKRG+\nRokHicD+9eavdSL9cJKsDwQxMZxkrGmjfvyRg8T8+TTwAzgAnjtnuxImZ05g6ngNfpypwpymSUAd\nPj50vAp9+gCvdEo0aqTXY/j4mGtR/Huat8UYf84d/aYGw7cVB7gLFzg5rFpFPUv58iQ4fn50PM+S\nhTqdRfM06NUsHKWKanH3kRt+OxOCyL3Kv52Mk5JIwmJigEsXtIAMqXDRWhd+KpUklx07sprrk0/M\nX/O+9FimEIKC4jNn9I7dz+9pARmDRNNRf8YMTpSBgWzFM3MmK7McrUC1tm03bvBYSz+nT7OYQSJU\nHTtyQrDVN9AUycnUoyxfTqPWQYOoxZo3j272hiQhLc2y0aQlXYpXWQVCZarG3ryh4ach8dobIU/U\nLp1PQY0abGf15g3JeY4cvGes/c6RA4j6PhxflTInbqEvI9C9u32VtJcu0f3dEJky8Z6uUYOLlQYN\n+Hjz5rzf582jzmjSJE7kcqa+mTLx/TExNMGVw4oVNEDevVt+kfb6NZ8zdcKvU4fbYAuurqyybdaM\nBCsykosET08upq5c4WOWGkSPGAE8fcrtP3CAei9ruH2bCztLzbT796deS7p/LGmyDFGlCgX9XbqQ\nWNrboHnWLI551kyEq1WTd6OPiqLJ7bZt+vNy9Sr1jU5kLJwk6wPBvn16d29TaLXslbdjB1d9z+9r\nMLFHOMQbLaJ+d8OI0SHImtV8QJcm9thYRhIOfheO75saTwiL6yVhyoMILNqstLmCl6Irc7+LQMyR\nFBQvo0BkfDCGFuXjrq7c/ipVWJnz5g2bLu/dy1L5Cxc46JQroYFPFhXCKur7Go5PVOG7VcDDF0rE\nxFC4XrkyJ3iP3PIT7L7DCtzpy+hfy5byAuhGjThJtGnDVXG/fsbPX7hgn6O4I3j9msfbtA1K1qx6\nt+5PPgGOp8nv1/7DCgwbxkG2Zk1GVr75hmLskBBu7/LldJlPD+7fNyZUMTEk1BKhGj+e32vaEcBR\n7N7NqshatUgMChemcH/SJE4spjYHOp3lqE+zT0MwcIwKKwyuX7qZy4ujs2RhJaph/8KLkfLHu2Z9\nBX57Gx1ITSXZevGCAn5Lv+/c4e+Xd7WAXNREZ3/ll6U+o0WK8DwHBZGcSwQja1YSo27deHzXrWO7\nlTp1zD+jTh2K301JlhAkSRERnNBNo8cS9u7l9WoaRapdm8721qKPhpBE3iNHkhxu3AgkPtYgz6tw\n3IrSIleiG6JKhchGpqdN4yIjIIDXlDWSI1dZaIg8eUhoIyL4uQqFfcL2/v3Z63X4cBYv2MKFC4w2\nnjtn/XXVq5tb50RHMzvxww/6iHVSEo9BzZq2v9sJx+AkWR8IjhwhATFdyd+5wxVUrlxM25yLNkhP\neAKqtsCsSBV+ysfqQolQxcbyx9OTfa68vYH8OeVX8p5ZUuxOkfi2UsK3lRKffcbUUZMeTBlER5uv\nMrNkYfrB15erumfPOFCtnRWO9bWNyd48nyQEHYpAm2Alhg4lwZLSB3Onh2DQjyosb2I8wY6aG4yH\nz/VRs9q12YuxTRvjBq7VqvF7W7bkNowerX/u/HlGitKLe/fMydTVq0yFSISqbVv5iSpnthD0H6/C\nqubm+3XpOlOeWbLofZrWrQPateN3/rZDg6RL4XATbEPj31N+gnr2jNeNlPKLiaHnUc2aJD+DBjGa\n4UgzZXuOyejRJNhLlrB6FeCqfORILhRM02OA9Qn72CklnhUCwpIicOxgCmo1UKDtaNsNfQ3RuNPb\n423Q0mRagjvaj9MTtcyZORFbS68ZYmKPd6v8Sk3l9WKJ5AQG8ngNGsRItuF9WrYsn9u0ifdg+/ZM\nLxreh7Vr01bCaNt0XLTt3s1xx9q537JFPiWYJw8jQXFx9qfb3d15rf3yC9CxrQatS6pw4BP9uZi9\nUAUAZufUxYWVyX37coGxdavlpuK2SBbAyF+LFvRHM/XJsgQXF0bDa9ZkhLFnT8uv1emYGp8503a0\n2dub/oivXpE8nj1LMrlmDaN/Ei5d4mc5Gkl2wjacJOsDQHIyydSUKcaPR0XpV6sqFQmYnD5pSqkk\ntFJFwLMC023161OjVaGC8WRhaUJ48tLxUuCAAA7ohw9zAg8KYqTNWl+xXLk4EZz8SZ7s+VRIQUiI\n8WMvXwJLVykxYRQwZEcEkp+noGwl4wl26FCu9PbtY4PtBQs4oLdpQ4LTqBEnpMOHSbSePAFaNNJA\nsy4cBZO0WB/qBmUveZIiQavlQGdIps6c4eM+Plyd+/kxNeLtrbcFsIbDJ5RIK0Pi4JrKRsKG+zVl\nCk0R169ndLBmTa7Cw7/WoE5OFSblMJ6gXr8h0TaMUN25Q5JZqxYnqHnzOAm9j2bTOh1X+ZMnM2K4\ncqU+6rB7NzVcGo3l9KwlknXtGtNVp08rUby4EsWLA2vnkuQ7gphzSiQX1x/vKzcVuPU6GF/6pb+v\nX+XmIeg/15goDznmjt6h9tkPXL/OCJ9cg2wJ8+eTLK1ebdxcHOB57N6dRHbSJF57CxZw3HBx4fsG\nD2bkysWFpG7AAF7Lhw5ZJ5OpqdRMWYqYSlYOjmoaO3YEjmwKx4z89ussXV25mOrYkRHe77+Xv1bs\nIVkVK3Kbf/7ZtibLEIb6rFq15KOPAM9TWhqJsS0cP6BB7Y/CMaGLFlC4YevRECxerDTT5sbFcZHm\n4WHftjphP5wk6wPAqVP8rXw7tgjBEPKCBZxgW7bkY8ePA1fitEBt889o3igFszda/x7/niFQzVEh\ntKJ+cJtw3h3bLwXDax5Xt/Y0XwVoVPjppxRlf/klV4bTp3P1Zgv3n7gBMp5acqv/KVP42UNGK1G7\nkRIDBwKbZYSf7u5c9QcG8lidOUPCNWkS0zEtWpB0bd7MZtO3NSp8XScJCOD7DVfRT58aE6mzZ/kZ\nxYrpo1PDhvF30aLpIyy3bnFVf+6cEkWKyE/yLi7UyDVsSNHw9u2MZrk8CsfKduYTVPNBERBFlahV\nixPBhAkk2vY04X5XXLjA1bsQJLuGROrQIaY6t261nu6wRLJGjCB5LV6c/+fMybSdI3j0iCnXEyeU\nKF1a+ff3NWzIaNuwYY59noQtGiUKNNYTN62LAvdyBuPLxUrUb2pbvyMnejdF1qxMHfn6cgElJ77O\nnZs+TL17M6W8Zg3/v31Ng1KKcIztqIVrVjecvBmCLJ5K7N1rWbck4fBhHnNLOiCJZJkSP1tITQWS\nnmmB/ObPaRMtM57MmRnNUyq58JRz+b96ldFeWxgxghHsgQPtJ1mAXp/VubO8PuvBAy6I9+yxPZZK\nRRPb/fT3sra0CgVyAIDxmBAbS42kk2RlPJwk6wPAli3UExUpwsmjXz/g5k2m4BQKrmRXr2akoFq+\n9KcnfFspsWcvELQnAj7ejJx0nRKMCRWU6N6d5p/r1+urvawha1ZO5BoNQ+c//cTVXfXqjFZZgloN\naE6GIFuyCrO9retrTp9mKuTiRf5fqRJX4CkpltMFAAfeatX4M2UKB75du0i6Ro8GfPKG42uZqr7O\noyPQ8yVJVpUqJFF165I8VK5se1JyBFOncjK0N02XLRujWO3aAQOaykcC/ZqkIPQfNit99Yqp4FWr\n+HvgQOPJ5cQJRh9++EEv3rYEOZK1fTtw+TJTTBJy5rTtKG4KSbhsGOXIlInXe/361CwZppjtwYkT\nXPgkJCiRPbt+UkxN5T3s78/orjWT3kuXLEdEDOHtDcyZwwjV779brlarU4cRzG+/BRrX1aBNaRV2\nt9Vf60MTVeg1EXB3tx2927JFvljE8LvkWtVYwsuXHMe++gooncUNkEmRHjqhQNOmJOUdO5pLELJm\nZdq5eXO2+goLM37enkgWQKI2ciTHWUdIFqDXZ40YYb7/Y8dyPPTxsf05clmJeT7y0by4OF5HTpKV\n8XA6vv8PQ3KwvrijNWoUDMT6FRrUqsUQ/vjxFFlWqMDV7sqV/D14qnkbjslx7mgVZF96IrO7EtUC\n2eomdD37jxUvzkFDIkl799q3/QEBnAQBErNffuEka6kVxY4d1FX8qlaio4rO9IFquly3HR1qNLCk\npZHchIXpBdjZslEs7WiriwIFuML/+WeKviuVkScpXoVScOAAJ/CjRxkJCA4m0cpIgnX+PMnpuHH2\nv+fGDbrz580LxF2TJ9q/n1Zg+XLqsP4JREaS+N64QYFvcLAxwTpzhpHFtWs5KdqCKcl69YoT2eLF\nxqTaUZJ16xa3wTQdD1ALNW0ar4+0NPs/UwievxkzzKMZmTPz+6pUoa7GWg9CS6J3OQwcSAIxYYL1\n12XODIwaBXzaNBwLa5gXuuz/0XbPO52OlcvWSJaPD6sDExOtf9adOyREJUvyvvrxR6DX5yHob9IC\nbFKsO+YsD8bw4bw/vLwYMdq2zZgIeXpy0bRjh3mFo70ky9UVCGylwdEfA/HybGtM7BGIqN0a22+E\nXp91+DBtNSQcOMAfaxrP27e54BgyBPjjhP3tcmJjSbCcJCvj4Yxk/Y/CyF/n7QTUb74KhfMCO3ZQ\nwN6vH0WWhmJHwwq/41EpKOylwNUXwfi6pX26khs3mCIxRebMLLVv0oQTTp8+HCyspZratOFgLkWW\natVi25z27RmFM1zBb9tGjYJazdcBFNCXLw/0nYK/rRskLF3KyUuyqpDg48P0nT0rRTncuAFcvukG\nlDB/7kysAiNHkjy2aZOxYnBDjB/PlIKtNkRS6m3xYhJfFxeSlV6fhmD2OmMrjZlX3eHfMxi//cbJ\n39+f2pWWLTM+XXj3Ls97TAyb6crZA8TGUie0ZIlt7zcJaWnGtiFhYdQUmZbA58jhGMmaOZPXXuHC\n8s9/9hmjNgsW8NzYA7WaKcjeveWfd3VlNGnyZPrT7d0rfz3Fx1NTZQ9cXBg5qVaN+j9bx9VdIT+J\n/3U1BadO8XNMU1pRuzWI3BCOV8+0KJnZDQ9uhqBCBfmxRaFghPfUKXl/rYsXeUy3bWNkKjqa/lU6\nHTBmjBL1lUDYE6ZZ7zxS4NC1YMxppESOHBTbP33K9P7ChYwede7Mz6lfn4uN337jWJY7N8/vkyf8\n7Lx5bR/LqN0auF5WYVsL28J7OUj6LP+mGkT/Eg6PLFoc+t0Nn/UPgYcH3y8ESeihQyRkhw/zum3Y\nkDpRUcG+rERKCrV7vr5OkvU+4CRZ/6OQCxWvbp6EvqcjcPCg0qpOQ6rwq1ULGBrGsPf69ZYHfEPc\nuGHcpNQULVowTderFwnXxo16LYwpChRgpC0qSu/v1bcvhfAd2mhQu0Q4Muu0uPPIDb/9EQJNpBI1\nahh/RuHCnLQNSdbt2yR4hw+bay58fBgh6dXL9r4a4sULksjVq4Fun4Rg1jUVppj4fU1bEowXb7hC\nnjCBK++AAP5Ur54xYvEDBzixmvZQM93W9etJUFJSSD4qVOCkXbcuACiRPy8Q9n0EUl+l4NDvCgRP\nCUbfYA7uT54wWjBzJienoCBeG+/qB6bT6a0jBgzgsZTTHF25QnL3xReO2WOkpenTYJcvk2ifPWv+\nOkciWZcuUQuWkGD5Na6u3JeaNZlGsnWc0tJ4fYSFWSewLi5M8eXMyYl1zx5WnZpun72RLIBR7u++\nY+rz9GnLxBGw7C32MkWBHj1IEv38SJJbtgQSzhlXLqOYbeJRqogGy1Th2OPFKtdWPUOgc1NiwQKa\nbA4dyuvBUGC/fj0r+kK/VCJTJv3nDhpEbdy6dfw/d25G7wYO5Li1cSP/fv2a13RQEI+pry9w/6YG\nd8+Fo34hLVQ9LVfbStixJhxTS5tLBkZ/FQFkVcLTUx858vBgJNs0lf30rgaBZVWYXYifM6E1MOWg\nCp8/BG7eV+LwYS4aGjcmqRo7lvexRGyjKpn7DsrJJi5fZlQvOdlJst4HnCTrfxSZdPKrzAqlU2wK\nYSWULcvKq2XLSAQCA80d1k1x44ZtQ7uCBRmOnz+fUaeICMs6q4AAkhJDE9UOSg2eRamg8tT7YE1J\nUSHxEWAq6JRIliFGjqReSU7gW7Uqt8tepKUxdTN5MiMrFy4AhQopEbWbJMU1NQXPXimwLT4Y/Yop\n0aYWdS+pqUxt7NjBSENiIisVAwIYTbJWDWYJOh2jTKGh8tWHcXEkVhs3crVepAgJWVgYt8Ew6iAR\nbYDRjfCVQK8BnAjy5GFF2eDBfP/69SQP+fKRbHXvbp97tiHOn+ckmCkTiWLFivrnpOhHJp0WiSlu\n2H48BFOmKq2WuctBShcKwcl2wgT56I8jwvcpU6jDs3VfeHkx9dSrF7VW1jR/69fz89q2tW8bxo3j\nNvv6sspSqsZ7/Jhkw1FT2UaNmJrt2ZPRHEsCa5E/BIMiza1PRs6mefDNm9yenTsZmaycKxw7Wtlf\n8Re1W4Oc91SYV0X/nuBRKpx5DYyZpMSvv5prx5484XlVq81Jy1df0Tx10yZjZ3iA52fiRL73zBkS\nzaZNWXji11iDcz+9rfB8e73MXqhC8mugkJcSly+TqCQk4O+/K2TRAjLn7+HtFEydyvv95Uv+Tkxk\n9XLWrMbEK29yOLY2Nz5es8onocexCHQe9X/sfXdUVNf3/QYEC7Fjj12JItZYYgFbovBU1JjESrAz\nlqiJlbE3RGM0McUZe+xdCTKKvffeG/bYCygjOgPc3x/bl2lvCpj8vmv5Ya81C6a/eeXefffZ5xwJ\nP/7I7ba3OJP36dc/aFEorwG3H3hhwh+2ZUkuXeJYmJSUSbL+C7i968fz//+L3dzwf/TV/xOI6BKC\niJy25qIovR8iF0e79Bnjx5MMTJzICdXdnZO0PaSlkRwkJrrWCgWgsbdjRxK4adNs33fuHJ+7ccM0\nmKTntw0ezElm6FDe1+noRTt3TpnIPHjASerpU+fK0r599PRkz87sPEeZbRs3ctV95IjyxH71KglX\nTAwVhIYNSbhatmT7EFewahUJ4tGjpokxJYWf+dtvDK9068aJ988/6dsYPty5HywtjdvTvj1/gxJS\nU+m7+/NP+ugCA0m4Wra0JHzmhCnV3RMNv1Fh1wEJCxdSlenRw3JStwh7v8OQU97oPD4yXTWsAGYQ\nFipEtWfUKE6m1l0HAJLUV69oZneEEyd4jK5dc81TJ4RJtQ0g2M0AACAASURBVLSXJZuczMXN6tXp\nb220YgXJzF9/MQx68CAXFEePpu9zAJ43jRvz+CmFOA8cYMjt56k6nN9lKhHSvLNybbGXL4EBLYMx\nq9J1m+e+3lYOiT6bbard3zscgvnVbK/zKUl+mLJEeQwLDyeBta4gL+PkSYa6jx51XqIjNZXJOr8M\nDcHyurbb0WSDH94WiEb58vjn5uvLv78MDYE6HeOvEDz25sRLMywYU8vY7q9pieUwaflmxxtvhqpV\nqaRKEsdb65ZAEyZQvTt+nOOlver9mcgYb8lUsj5QKLWo6bnLG50nuGZgBzhgbNzI/ydPZsite3fY\nhORkPHjAFbirBAvgRHLqFMNDdeuSKJhnYfn7cwC6cMG0Qren0ikZOosWZXgQoNG5Xz8qZ/aUosKF\nGaL5+2/7fdvu3KF6cPAgiWH79s4JWZs2VH1CQuihsJ6UfX05wA0eTK/Ili2msGKZMqawYvXqlt8l\nkxa3FCP2HPLEt/1VcHeX8OQJkxlmz2ZpiH79OHGOGkUV6+RJ11touLszjBcQwN+htF88PKjANW3K\niWLdOhLy8HCGnsLCgOQEHXTW5+QwNV4XB86dkyyyTt++paF5+SwNfrQKe0+vrsf4+VoENnPeRcB8\nP8Xv0eBxViM23vGEaqAKnp7KJC13buDePeefqVZzf7qatCB7nqpV47Gkd9ASs2aRIGWkd2THjlQi\nWrYERg/T4VisBiWMRkR0cR7eskaWLKwVVasWyVZts7Iuf//NY7poESBJEtDN9nONRnrqduzg7fhx\noE5RT6CSzUvxSWUvdBxmqoQv357YMW57pCqn6x0+zGvm4kX7v6tGDV67nTvThuAoHOvhQQV9j5/y\ndjRvbMDkFcrvrddGhR4jLQvTOuog4ObG0HiOHOyDOX8+cOqCp2K1/xv3vJCW5no5nDt3SChDQjie\nmxdLBqhkSRIXSZlK1r+PTJL1gUIeUMMnaWF4ZcDjRC98EhCOyJ8kfNHStf5Yvr4mr0m+fFzh9+3L\n1ZDSBe5KqFAJefPSgKrRMA1/xgxTxWM3N1PIUCZZ9rwgZy974elTy3YtRYpwgAeoyH32Gf0h9uDm\nZvJlWZMJvZ4hH7nukT3PkD0MH84BLSyMSoW9QTJvXk6YHTtyspLDih06kCi2bMmbl9Bh+28m0jJC\nAkbFqhGyHdh7REK7dhxUU1OpuBkMDBUqJSY4Q8WKJGrffefY7wUwkaJrV95u32ZyRZcuQGGjBrHB\nloRpXmM9ep/TYtIkCffuMVPv3j0STR8foKKXEVDw7J06YkCuXDxHlW7mpn9ZDfuneXNlYNJWNfb4\nK3uBXPFk7d5NBatnT8evs0aRIlQ9w8KohJmT/WfPaOTevz99n2mOVq1IsPbOsSxgmh7TtYwSJehb\n69ROh7b1NcjqboQBnth+RoX+/aV/6u4BXAidP28iVfv2cWJv2pSkJjAQOHFA2SPU7odwRVI5/Ljy\ndf5MobhxSgrV9h9/dN5/8IcfGMacPJmZn87wxk57KuFpP+a7eqMEryqsb3biEAscf+VCB4Fz57gw\nAQDVaBUmrbfcX2OueOPqi3BIEkmus1Dwy5e87vPlo/I4ZYotybp4kSpvZrjwv0FmCYcPGA2bSyjV\nIBrVv9qMG4ZoDI6g4b1zZ9fSycuX50Qiq6Ndu3J1N3++8uszSrIAkps+fZglNXkyv0tO3ZZJloyc\nZVXotdtSPhh/3RsflQ6Hnx9JUEoKHy9ShIrI+fNUdmbOdL4t1apZGqKF4Kq+QgXuj1OnWBg1PQRL\n/o1z5rAtTO8wltcY1clxerenJxMEfvqJhHfHDh6X6dOBUb1tkxsmVdTDW69FfDxJ5S+/sPZVr14M\nkWSEYMmIiOCALKubrqBkSao9V68C1SopKwJuRgPKlSMRmzGDClG9epwcPsqvPMHlL+qF+HgqdS1a\n8BjFxHCCKlaMYcGAAIYfZ0+w3U+jyugRt0y51ICz7EIhuC8mTnTsrbKH9u25YLAu+RAZSSO/q55J\nayQmkqAdjtFYECyAv/f38VrMmcNsvMOHmVGWnOz4M30+0qFBATVG572EYbmvY1TuS/DPokbdGjrc\nusWxoFMnTvZt2nARERrK6+T0aZ63ksTJu2FzCS1+YGmVNpvLYdwz29Iq5nibS4W+Byyv82FnvLH5\neDjat2e7GLlMTa8mwcifHIJiPs7LJLi7M6w9ezYXMI5gNAIHrqnw/THL7Zh4w35Zm02buBCds0hC\n5OJoeFXYjM+7RjskWHo9yWjTphz79u8HuoZzf7Xd6Qf17XKI0vuh7fBIHDopoXZtqtqbNjne/rt3\nSZbd3Fju49w5lpmRkZrKa7NChUyS9V8hU8n6wPHsGVeUrVvTqzFvHj0JgwezX5cj5MrFi+7+fU5c\n7u5c2TZvzlWRdYPf9yFZMqpW5Qq/f396nFatoh/o4kUW/fTwAH6bK2HUMCDqpMkLEjKEq8Tz5+m5\nmjOHvoy/b+iQeluD4V8b0czPE1fOqFC4sOPVZI4sOuxfqcGoC0Y8T/LEsVsqCC8JK1a8H0kB6E8a\nNlCHpaPVmNHYudKg13OgvH2bsv+dO/wfAHJlJ2k5cD8ZO++9RhY3IEUA2XLfh0ZDQtmrFzPM/o2e\nZNmyMdQaGsoBW6lhtj08fQpcv+2JA1kst7XJxzlQytcLdeqwiviaNVQb+/ZleOPwblv1Y+xVbzxB\nOIKDTSqZOYRg6PrqVd62nnQ9vAw4N77/9RePi7V52lW4ufE6qlKF12VAAI/pokVcDDhDaioz6s6e\nNd3OnOE+9vcHShiVf69nmgFHj3KSlW8PH/KcLFTI8la4MP8eXafBrDpWtbDq6RHcW4vrb6R/QsSR\nka61IZITKqpUAcJG2i+V8uQJsGythJlRQNQe03XecWw4ZgRI+OknoN6nOkhl1JhZS88wZCVeR25w\nrtgVLcoxoksXkkF75U4GDQLyF5XQpT8QtVwL/QsDjp/1wiStsiqVkMDF4uLFpjBymTL0lNrDpk0c\n7wICSILMw+YNm0u4+FLCn3MslfUJExjKDA2lteDHH5UtEHfumLK3s2Xj2B0TY1Jgb97k93l7Z5Ks\n/wqZJOsDhxw+a92a6svw4SwCWL8+SdagQY7fL4cMZbN2tWoMW0VE2FYjvn3bMisso/D25oS7dClL\nPowfD3xWXYch7TXQJxhRp5gnKlVUoe8gWwOpvz/VnrVrga4duArXBbseNtkTp0PCITVWNTBlLg57\nqkb7MUD9+hLS0kzKnhCWN6XHlB7fu06DeY1tlYbwSVqs10n/EKk7dziZFy9uaj9SogQ9MiVKAH/9\n7okD95Ox4+5rjKljKt6j2nUXe7bqcPSoZGNyfV80asTBfdQo+odcQXQ0szlr+dXEmhsH8HMD07YO\n2PscR15+irWH6fc7d84yMUA+TnKmZloWL7QZFo4ZzSTMncsw1MiRQLWKOmxdamao/1qFv59KmD8f\n8HiWvi4GjsKFqan8vilTXPfEKMHHh+Hxbp10aNtAg5uXjWji64mrZ1UoUsR0bj57xn0iE6mzZ7ng\nKFyYJK1KFWYsVqnCydzDAxhhp4doSV8vRM6zfEwI/lZz4iWTr+PHgSf3jYBC8c3a1QzYvzHjZUcK\nFHBcRHX0aCruXXpIQA/ba3X0aODFWQ3G+bierWiNkBASlD59qFRb/xaNhpmuhw8DuXJJaBwkQQj6\nulLsNBofOpTKauPGpsfKlCEptsa9e1wQnj9PRVCpoG5SEo+PUvJLQAAJYt++XJAuX25LWs1JFsDF\n8ZIlJpJ18aKpvE0myfpvkEmyPnA8e8biefXqkRw9eMAQmk7Hx0qUcFx1WSZZ5oPGhAn06Bw+LNdV\nIm7fhoVP433RpQsNt1+10qFSFjV+CzQrjvmTGg8fAaU+oclb6VYihwa/1bMdhJuEaXEhUVIkQVXy\nabDrS8v3TKuqR6NQLU495Y9zczMNyPL/jh6zfrxGHiOgUOhRvDWgVCkSB5lUFShgfyLbvFGFXzeF\nYWWQZXVETeOciNJrUabMv3gwzPDjjyTT8vGxh8REkvi9e+lB02mPI8LXsmPwrMB86HH6BL7+nivx\nCxdYVTtrVt6yZQNK+EroHyUhWzbT425uLPnQtCnQ6UsdjqepMbuB6bh1H6rGi4LAmDEScnioMGmm\npRoWcd4b34xSDvc4IlnLl/N5V8srOELurDrU91FjdB498O46Gj5BjUV/Ao8SJJw9S0VNJlO1anFy\n9Pd3rEx6l1YhfJ0a2obOTddubvQw5cljClM+f07f3dGjQMJzZcKWnOr1XnXdfHy4AFTCmTP8/suX\nHX9G8ksj4GP7+NH9Bnz7rakoZ4UK9q+h6dNJUJYuhUVJkN276dc6cMBSsXVzozo8d65lWRmAVoe4\nOFs1snRplsKQkZJClX3yZCpYy5fbTxaKjydJs0fo8+QhQZQXpGo1/Zfy6+VwoYzgYF43r17xHJLL\nN6SmMsMwI6VjMuEYmSTrA4esZHl5maTi3r05gf/1F0OHRYtakiVzmJvfZeTOzYm2b19mEMn1aP6N\ncKE1cuUCanyswSxfS+IzpqwewaO1MBaSUKAAyYiPD/9WrMi/27R2evA1NGDfIv5vTYLGf6v8Hulz\nA07aySRKLyLsKA1lKnjh++9d+4wNG4AV6yW0+KQ0gBc2z587YUCfPmwBUq4cb2XKpN9HpoT8+em1\n6dWLaodSGYRdu1guonlzetiuXwduXjECCmUu0t4YsHo1B/m3b3lT+t/8r7u7iYT55tBgdkvL82NB\nUz2i9Fq0aCEBkODuBoyZo8X5UwaU8/PCpsvh+L6s/exCJZJlMLBQ6p9//juFYzct0uDXz6x6y1XR\no+cZLVQjGFJzVAdJCW/fAouWSxioAqTftahTzYCsubzQ0onp+uVLjgcrV5IUf/EFCV2ubCpM+t2S\noI44640tN8LRvTuza61tA67AnpIlBIn52LH2a4+9fMlSFZcvKWff+VXzgn8Dmu8jI6kGy4QrIIBe\nJjmrMEcOlr4IbqLD8Y0a5MxqxKu3nli/T4XlKySb4q4APWhqNbe/wLsm1ElJvB60Wtsw+ouHOry8\nqMGoTkY8f+WJ/VdVKPCxhIMHnfezvH7dtsCsNdzcSBDr16f6FxfHSMDVszqcjtGgcH4jIq6YMkzr\n12edwm++oZIVGMh95O39fupsJpSRSbI+cMhKFkBj6pIlJFkASzEsXEgJef9+5Z5cvr4crKzRqdO7\nIpUaZp0J8f4kS/6MvXtNt6dPgc8KGgGFwahxfQMmLbf/eQdXKZMZt6xedldsb2EntOQgkyi9yF5S\nhZ5r1Zhnlt4dvtcbYVNcK69x6BAN3tHRQGTfwlAiWYVLeKFSJa6E9+x5R3Ju8lyQSZc5AStb1nkb\nHnN06kTfycyZlj0Sk5M5Aa1ezUzMR484+Ov1wKeFlPftJ5W9ELnY9e8WgmqATMKiejv3XDVsLqF+\nUwkffQRsughUXcgQ+uHDtqpQrlycyIWwJDhz5lAVCQx0fVuVtv3YMXojrx5QVjR9SxkQEpKxz589\nm9s4YKiEqT9LWPmb/VIkej2Ldq5cyRB7YCDV7uXLzYmChOxZgV4TtPBIMaDUJ15oPyYcU+tJGD2a\nimZUFM3a6SGDPj7KJGvDBl7z8hhlDZm8N2sGjJqlwqTZytmKDZubPuPuXY5v+/ZxvLt1i82nZdJl\nTNKhZXk1JhY0fc6bMmpkSeHvt0aePDx3Fi+mtxXgOR8YSKXIHHvidDi3Vo3YIJP9YPhzNdoPA3x9\nnSvNrpAsGWXK8DdOnAjUrspq8cvNlHzZKtGmjYQNG0iyLl3iWJIZKvzvkFmM9AOGEFSw9Hr+TUzk\ngHv/vuXEMns2/VkHD9r25bp4kSTsyhXbz79wgR6d8+e5MixbNn3Ng4XgRb5vn4lUpaSY2kQEBLAY\n4OoZIYhrmf7CqkqFLBk2sZ/RFN5Vhzdn1BYKg7P3pAcxMVzxTh2vw/HNWly9YECNz7xw8Uk4UrNI\n2LjRce2ea9e4f6ZOZYHRfN46+HuqLVp49D3gja5TIvF5C8vtTU1ljaPr10m+rl+3/D97dlvyJd/3\n8bGdROPjgQa1dWjfiL3Vnid5YsdZFXyKSfD2Jplo25YTcIMGwL5tOqwYp8a0au9fWNQc6SlOW6EC\na3j5+XFyefKE961X8N7eJIjyxJOUxKxOnY5KSHrx4gVDOvPm8bN69gSenArBuPy22z3srh80m1wr\nGGz9HZ98AkyfrMOlPRoc2mtEzXqeaNXNVCPrzRv6kFat4m+pU4fEqm1bx1Xre/RgaDjcah1w8iQf\ny5GD44h1j1B7+P13jh9//GF67M0bvn/OHNt+ksnJ9IGuWcPFnWxL2BOnQ9wyLU4eMqBMRS+07+e8\nTMLz5wwDyv3+Um6FYEeb9I0vf8zUYcUvGjSsa8TTV57QHVPh9CXJor3Po0fAsE4h+NU340Whe/Xi\nYlilcvpSC6hahmBaceXvHTAtGhUq0HdXoAB9W0+e0Et27Vr6vud/DZnFSDNhgZcvOXHKaea5c9OH\nFRdn2fOtTx+u7lq3pq/A3B9QtizVJaPRNixUqRIn0GHD6ANwpmKlpNBvIZOqfftI9gIDma02bhwn\ndTc3hmb696dqM3iUCt2nq7HArNnqd4e90S3KsfIjD7Z9I7Uw6BkmchQ2SUwE1m2SMOtHoNloLRp+\nZoBHDuehFlexYwcnKzaxllCjnoROnYC4Jdy/rVrxWMyZo6wKPH7MlXLnzkxg+OEHNsLduxUI6qVF\nySIGJBm88DZvOH6eLSHgc8tq6x4e9GeUKMH9bQ4hOCmYky+dzvR/aqotAXv9QgeptBoTCppW6d0v\nqfHgLRCq4mrZvFBnw+YSRo4CBsVrUdTHgFdvvbDpWjj6Fnq/fatUeLf/IW90n2p7fpQvz/B3pUok\nqU2a0GM4bpzl6+SQoUyyfvmFWa7pIVhC8DyfO5cZZJJE5a9RI5K6hRoVesy0LFj5wwlvxN0Kx7hx\nNHdbt4ZxhMhIIKC2DufXvtsX71SyiTPUOHYcOHdVwl9/0Rzdvj1/k6vtj27cUM6mrFGDaqBGw/3T\nuzcTA5yFpZXChT//TO+ZNcE6coR1xapXp/HffCEoZyv278/xp6EL1crz5TMV9wWAiPbKSujZ4wZ8\n/z33V7VqJIBeXiR2N7eoTTXf8gDuCWqcPgJ45ZSwZQvDcfHxQOOSyiq8vcxWa1y/zmOVXuTObl/d\nLVyYv2XNGp7fefNS5c5Usv4bZCpZHzDi4zlg3bxpeuyPP0hcliyxfG1aGkNAQtCjYL6yL1OGxKx8\nedvvSEoC/MvrUKeMBm9fGlGxqin2//Yt1QyZVB08SCXNXKkqXtz2M589Iwn86COGLtasAVb8qYP+\nphb1ahrgns0LW06Eo2NXCRERzvfDli00uG7f7vh1kyfTbLtkCX1qx4+73tLGGQ4eJIldt84Ubjp3\njvv83DneT0riRNW6Nb0/5nj9mskHuXLx9bLRVUahQqZmtlevkqwlJ/P70lOB3x6ePzcRMPnvnYMh\n2NjU9VX6o0dUWu7fN03Cy5cze/TEifcb5PfE6TCuvxaVPzEgWy6eH91Uko3HbfBg7is5xPnwIRWa\nX36hmiOjYkWT4vX8OcPmhw4pXwNKv/PPP6laeXlRjejSxVYl/uoroHhBHbInMXPycYIXtp8Jx5Zd\nEvr04aJk2TL74T5z3LpFxSOsqbI61maHH1r3i8bXX2fsnC5RgmHn0qXtv+b+fRL/Y8eoVAUF2X/t\nzp0Ma+3axfsPHrBx9uHDpvCYwUACPHcujeLffGP/89as4T53VjdKCd9/HYLxPrb7bMhtP5RrFI0z\nZ5jFd+MGz4PiCMHyerav/yLaD8bC0QgK4m+vWxcY0+392psVL24q7Ooqjh0DBrULweYWtt/b75If\nFmyLxuD+Olzep0FWNyP8q3vi4xoqrNwgKVpDMmFCppKVCQs8e2ZrSg0JYfq9tTLl7s46PV98QVl+\n6lTTc7L5XWmCOXGAtWqizJq4/jBKjRERXDnLHpbevelhkI2i9nD5MleYcnViDw8Siv4DJQwfLqF3\nFLdn4N8cxEqXZrjDEcqVIzFwhFevONHu3cv7WbKYCpq+L06dMvnhHPl5PvqIKle9esCblzqIhyxJ\nkOLmiaO3VHj0SILRyJW9tWqYnMyJsHlzhoJWrKDi1bYtfS7vS7Ty5ePNvBXMqE7pqz+1bh3VHHOV\no1MnKnz9+nGSzCgaNpfwxkdCx5E8L/rdZjKHv79lFlj58qYOAABLIaxfT4WwfHlTVwFz8/vUqUC7\ndo4JVmoqM8jmzSOB+PJLnu916iirkufP0yd044aEHDlMSl7PnizIunUrv7dmTZIMWXWxh5EjWY0/\n5aryMalX04CBAx1/hj28fUviqLQgMkfRovR3bdnC41mzJpU7JVJnrWSNHMkSHjLBOneOpSmKFSPB\nKVLE8XcHBpLMyk3AXcWJE8CG/So8K6TGb3UtLQKd33m7ZCQnM8Q5e6jyPm5Y14Bp6ywfa9JBhe4/\nqLHArDhs+F5vdHXBf5mczH3kbL/LEILG+zFjgO/7qjDhoKWNYORFb9x8HY5K5XRoVESNtWbZpxEb\n1HC340HLxPshM5fgA8bTp7ar548/ZshHacWSLRureW/cSPlfhq+v/Vj9liUaC4IFADNq6uFfSIv7\n9zmhzZjByd4Zwdq6lYNlRASzljw8aFo9c4aTs5cXV7cAB99Nm1hnxlkbkpIluco2OFDoZ89m6KhC\nBd738Ph3SJbcF2z2bOWVvfWiqHBhYNJoHa7FqBGRk1W21bkuIe9jNSr76nDggHJYNjmZ5EWl4ndl\nyWIqN9CmDf0u/zbstTeyV39q1Srl0MesWVx9vw/JArhQSEvj/yVLcsLv0sWyRpHSuVyzJs/RNm2o\nWgEmkvX33yQ51sqijDt3GGosXZoZcc2bM7w+fz5Jnj0z+OTJzJCzDqv99BPDtLt20Uy9bh3D5oMG\nkewo4fhxvn7IEOBlsvIxSfXIeOLGzZuc6B15Bc0RFEQSWb48Q22//WbbYcLc+H7iBMNro0bxdVFR\nvBa/+44eRmcEC6A6WaSIZacGZ4iO5rb+OEvCsVeRGHLbD9MSWVldyYOZPTvPley5lfdxFm/bffzK\nIOHvj1jlflpiOUxJ8kNSsUhoF0lOu27cuEEFyxXS+Po1Q6q//87xMGKchAY9ItEsxvSbvlJHYv8x\nCY0qaTC9uuWYPcVfD+8k5Q4ImXg/ZJKsDxhKShbAycRea5T8+TnIjx9PVQVQLuMgI+GJ8qquUF6D\nyxXBheBA/O23LCLavbvpuRUrqCLINZLMJ5oqVagOffWVY8OmpydJmVwp3Rp6PSfZUaNMj2XJ4lrr\nIUe4cYNZULISYg17E/C5HRoLnw4ALPycxFUpKzIlheTC05PhwrQ0DrRZslAFzJuXIUhnLVTSi6BQ\nFfofdK3dyP379NMoEU1vb2YjDhnivDaSI5iTLID7Ytw4/vZXr/iY7MmyRmgoX9ehA/enXPV94kT6\n6MwLpBqNJvWrenVeZzExrCvVu7fzSviXL1O969vX9rncuenJ69WL21y/PpWcO3eo0Fmf50KwAOa4\ncSzBsHavCsNOWx4T1T5vnLoXnmGiHR+vnHnsCNmzA5MmMcQoV/E/edL0vI8PCa3cV3PiRKplAQG0\nJhw7xnEgPRmLDRualGhHEILXe9++HOtSUoC8hSRoY6MxaflmRC5WboGTmkrbwfp9Kgw749p5v2wZ\n0KMv2+tMWr4ZU5ZEY22MhOfPLbNyleBqZuHVq1RMhWC4VS4LUbmmhMdetr+pYB7lMTuHp2s+sUyk\nD5kk6wOGkpIFcDKJjrZVUWSULcsQU9euXGUqkaykJKomZy+lT82whtHI0MLs2fQtWYfTli41tU2x\nJlkAlYOJE6kW2StuKP8meyFDrZbZb3KoCHj/cOHff9MzFRFB8pgeeKQpD4IeqcqDYHIyJzW55pdK\nZVIis2QhEfXxYaj49ev0bYsj1AqQsOVWJAbF+6HTHvsKAMCJNiTE0ohvDn9/Grfbt884GbQmWQD3\nRYMGJFFpaSRLiYkm0mUOOUTevbMOyddCEPNLME7FhCCwDvvhXbvGhIPixRla7tyZVbt//dV+exgl\nREZSgbVXUDQoiErO8OG8nzcvFa1evRhKXrrU1LOvb1AwUm6FYGuMDmPHArodEjqOo3IyNaEcgmL9\n0KRvJHIXlNC8efqyf2XcuJF+kiXDz4+FPfv1IykdOJDk9eBOHWoUCEHvz4Ph8SAEl8/oULcuj/+O\nHenzIMkIDCSpcwSjkX7FRYvosatRgwvK8eMdE7qbN+mJjIkBDhyX0HEs93HXQ+Uw4JryeZ+QQB+o\neZIRwGtgwwYSvN9+s/+drpAsuXtHv36WrXwA+2UZDHbK1KS4/3tlajJhBvF/hP/Dr/6fgVotxIQJ\nto+npQlRtqwQJ086fv/69UIULSrE7zNiRd3ircTIjkFiROdWQvNLrChXToiwMCFi18eKoc2qikRV\nuX9uQ5pVFbu3xDrdvufPhWjaVIjgYCESE22fP3NGiBIlhEhN5f2GDYXYuVP5s0aMEKJePSGSk5Wf\nDw8X4tdfbR9//VqIIkWEOHXK8vFKlYQ4e9bpT1DE48dCVKggxNSpjl937pwQfn62j4/o3Mpif8q3\niNAQxc959EgIHx/T/efPhcidm9shIyVFiC5duL/1+gz8KAWsX8/Pu3JFiDJlHL+2bl0hYp2cEmlp\nQrRvL4RKlbHtadRI+fx4+1aI+vWFGDOG9ytXFuLECeXPiFkbK775xPJ8VtWrKj6rHisKFhRi6FAh\nLl/O2PYJIcS1a0Lkzy9EQoLj1714IcTHHwuxY4fl42fOCFGhdKz4tprlNoZWqSp062138IgR3ObU\nVCEGDuR5ffdu+rZ54EAhpk9P33uU8OSJEN27C1GycKzoU89y+zv6VRVL5jkfMxzh3j3uW3m8sEZC\nghDNmlmON0uW8NxIS1N+T1qaEPPm8fqaPp3XkTmGmcDPcwAAIABJREFUDRNi8mTl986fL0Tbtva3\n98YNjj1//aX8vEqlPGYJIYTRKMSQIUKULCnE0aPKrzlwgNedNbp8HStCq1ju/x61qoquHd9v//8v\nICO8JVPJ+oBhXojUHG5uJjXLEdq2Bb5prcPeOWpsaUF/UETOS9j+uxrdOumwaBEgtWWn+Ci9H6Je\nlEPzTX6o9KXzukdXrzKEUKUKV4dKIZalS2mMljMdlZQsGZMnU2EIC7NVMwD7Sta8eTRzV6tm+XhG\nw4UJCQwRtmvnPBxgb+UcFKrCxBtW4Yh45XAEYFKyZOTNy2O3cKHpMQ8Prt6LFmVLGL3e5mPSjXXr\n+Ds//pjKnT1l9M4d1lmzTs23hpsbQ2XbtlH5Si+UlCyAXr5167g/1q1zHP4+sEGDuVZ9JadW0aOi\njxZ379IrKLefyQimTKHq4Kzwa548VFh79LBU3apUAVrWsa0U/1s9PfZtsPXUhIYyZCUETehdu1IN\nu3DB9W2WW7u8L3x86FVrXsPWx6kJ1OPinvfzBBUrxv2m9Ntu3aLiU748w6q5clGpnjDBvor16BHH\nyd9+o+dt8GBbf1SpUvxsJSxbxvHLHkqXpm2je3dGDKxhT8l68IDtpM6d4/vMk1HMkZRkqWwBVBV3\nHpDw9ehISJv98O0BKtBp5SNRrlKm6f2/QCbJ+oAht9RRgiNfljmyvdRgTiPLAXF+Ez2SbpoGxIbN\n6TmIXLkZrfpEY99Rxxfrjh30XgwZQm+EkrEzNZXGbTlUCFga360hZ0feu8dMJWsokaw3bxgiGj3a\n9vUZCRcmJTFsGRjIEGZG0bC5hGJNIhGyzQ/TEsqh9XY/5Ktnn7hakyyAIRGt1pJ0eHiQaJQo8f5E\n6+1bevbatqV529vbfsPf1av5Oi8XohG5ctGw3q8fw1TpgT2SBdAYvWED8F1vHd7GhyB2VjAiuoRg\nTxxDga9eMfRy/aJyqLaoj8Gl7XeEW7d4zbma5SdJrKk1YoTl457C9axOPz8S6507SSSGDCHRa9JE\nOflFCRnxZNnDhQtA4mPl7b9wyvCPF/TRo4x9fsOGtiHDI0dILHv3JmGSDfzLl9Msb10zDuC5ULUq\ny0ocOWJpJTBH6dLKJOvvv5lV7KzHZe3aXFiEhNh6Rq9ft93ve/fSfN+kCfeT0iJahnW4MDGRJHve\nPKDVVxKeZY+GvhD9Wjl9pMw6Wf8RMknWBwx7ShbAQefvv+2vwmS8eZW+NP3evTlAPX6s/HkaDb0s\nq1bRY2IPe/YwG7FSJdNjjpQsgOb46Gia5+fMsXxOiWQtXMiBtKZCP730Zhe+ecNVb8WKVAzet7fd\nyQsS2n4XjUkrNqN/VDSit0h2lSIlklWrFtWSbdssH/fwoJpQujQn8aSkjG3f9u2ceAoX5v2PPybB\nVcKqVc7LbJijZk1m1nXo4Dgj1BqOSBYAJD3VoXUFNZZ9dgm/V6Uqu2ysGgG1dShalKTU86P38xg6\nwtSpvD7y5XP+WhkzZwKx63XoLYVgVKdgDPoqBLsOKRur3qQpb2NoKP06Mjp3psrSrh2VPUdIS6Mf\n6X2UrDdvqEo3aMByGikeyvs4fxEvvH1Lv1vFilSm27alSh0X59hzKcPa/L5mDctfzJlDH5wMeypW\nYiLV8OHDSconT3a8OChVyrIOoYxVq7iQdaV0Stu2TF5o0cLkmXv7lskiciaxEDTdf/01r9+xY51n\nHVqTrIED6feTW/+4uZk8mpltdf47ZJKsDxCyKdbrXjA2zDKt1s3h4cHBx17IUG6JcviE8oB44JgX\n5syhidUcPj4sGmheAgLgoPbddxxA9+/nCt0RzA3vMpyRLPn7dTqm3G/ZYnq8TBkOhvIkbDAwVVxJ\nxQLSp2QZjfzNBQpwME9Pk1Ul4qTXM6QhExO5tIA95UGJZFkb4M3h4cHVbPnyGSda69ZZGnqLF2e5\nDWvExzNc6Ox4W2PgQKoMarXr73FGsrYs0WCqVZhqenU9fPOy3EhcHBA+UoVJVqHaXru98VmIa30l\n7eHePU68P/yQvvedOaJDi3JqTC/JcP2EApdQIf8z9D9p+UMHHfPGmt3h2LHD9jM6dGBI3vw4f/45\nf++AAY7N1w8ekKxnZAK+coW/t3hxJl8MHky1pkkHFXrutM3OCxscjshIlnJ59owLrQ4dSDyiorhQ\nKl2a19q0aVTnrI382dx0uHMwBCM7BqN9/RAMG6DD1q22itKSJdwu8/Ny506GY729mdFZt67z31iy\nJM976/Nu2TKSWVcxcCDVqXbtODbdusWFi9wO7auvqAgfPeq4yKs5zInT+vVsJTR9uu1rrF+biX8X\nmcVIPzBY9Ot754GRG4Nah5s+KaVDzGwNnhwxItXdE81DVRBeEiIjOUAOHQr4dlNh0u9W/f/ivdGy\nWzji4rjia9uWqpRcF2jgQKB5Ix30lzXwhBFv0jxx9KYK2fNIOHSIvglHSE7mKnLSJMvHXSFZAMnD\n2rXcru3bqVblzMnbgwf0bixezJpYn32m/BmuerJSU5k9KAQH7vQUQrSndm3cSKWxUCHe9/BgmGfq\nVOVipkokC6AfZMQITvDWVcPd3UkIw8O5stXp7Ge7WcNoJAkcP970WPHiykrW6tWcOFytsSTDzQ1Y\nsIDZX40bc5XvDM5Ilr2szSL5Df/8dvkaiVqmxdH9BvhX94J3jXBMnCqhcXPX95E1pk2j98ZZrThr\nbFmiwRR/S2L4Sx2BYbcLIUpfAO4pBqRl8ULY5HB0dJfw7bdUYsaPNxUbLliQ4fn16y0zXatX54In\nKIiqdmSkcn/K9KhYb9/y2tVq2fe0e3eG2+TPSE0F5i+RENIOmHJXi0N7DKhZzwutrFpXubnxPWXK\nmGqrpaUxw/P4cd7GjmVIrmhRqp8Fc+uQelGNra1M7W7GZVcj8RFgXmTTaGQ4f9Ei3pf7Iq5dy8WH\nqyQG4HWXN69pXAFYouPBg/QtLNzcqFp++SV9sD5Cg0rZjejfxhNbT6vwuSRh+XL72blK0OtJnB4+\nZLmKjRttiZTs98skWf8dMknWB4YtSzQWhAgARpXRY+gsLYqUllC8OAeGPXE6PN2vxnozk69qsBon\nkoARYyV07izL5BKyZQWG/arF3XgDqtbyQsvBHBAHw9RCJCyMg3rPnkDZ4jo0LKzGyNymzx54TY3Q\nQUCePM7NlTExHDStK0U78mRZo0EDpta3asVU7WLFTCHDggU5oZiHUKzhipIlBNWiR4/oj7Du7ZhR\nLF3KEI85vv2WtZDOnaNPxByvXyuTrI8+Yr85ObxgDXd3ToZ9+nBi2bzZeY0ngObZsmUtK1F//LGy\nkrVyJYuNZgT581MR+OorTqrO2ss4I1muFk+V++G1aAE0elc/q08f/tXp0l89/8EDHtOLF9P3vsRE\n4E68Eahm+9zft3OjeutotG1r2X/w1CleiwEBrDEnt8H59lsea+tyIqVLU+Fo1crk1zE/j131Y8XH\nk7QvWsQwcp8+VGCtQ22LFvFcHTNZgpsby0o07Oxaz0F3dyYdfPKJSSVKTWXB37g4YMs8DdZZ+UfH\nldcjapnWgsAtXszfHRjI8yo0lAuxs2fTF8qVIYcMZZK1bBkVuPQsuAC+vk8PHf6MUGNGoB54d+xS\nH6vRvjWQNavrxvQ9cTocXa9BVhgRpvNEi89V+Owzy/cLkUmy/n8gM1z4gcHeav3vmwYEB3PV5eMD\njOmrweiyVhk+AXp8GaBFt26Wg2PD5hLGzo3GsWe2hfrkPnBXrrDW1cmTwKQBGvxR32r1XVuP7Stc\nyx5SChUCritZMjp04GDfsiUHE7m9zrJlHBgbNLD/XmeeLCEYCjl/nqqOEslxBdbhwkePWFCwTRvL\nx7NlY2hn2jTbz7CnZAEkgXPn2v8t7u48blWqkGhZh3+VIGcVmkNJybp8mWZ4R/vZGRo0YJi5c2fn\npNcZyarWXIUeOyzDVD12eiN/ReVQYOXKPL5ubqykXbCgqVhpejB9Oidy2b/mDG/eMCHE1xd4+FyZ\nGBYo5oXdu/maJk14DB8+5DbGxlL9qVOHIUqAJOrUKWW10ceHySjPn5uuFRmOamQZjTwXvviCinBq\nKkPaO3YwpGdNsBITWfB31iyTYlavHkleenH3LpXj3r1JfqOigI+8lMc+N4PhHwuFukMwFowPQRtJ\nh/HjqZCOHcvFQEYIFmBpfheChvr0hArNsXu1BtpAq+zWqnrMm6LFX3+RFN6/7/gclKMZ86tdwh/V\nrmNN4CXke6K2sY2kpWWSrP8fyCRZHxjsrdar1PRCfDxVjwsXgGp+6St4WbgwJ3N7xQzd3LgyXLIE\naFI/fWZ5czx9Si+GebNeGeklWQDDZTVrAq2ascDkdm0w5o0LQdsWtj41czgLF44dS0VHp8v44KQU\nLlyxgplG1u1WABImnc42C8kRyapcmYTSUeNcd3c2Dq9encVd5Z59SkhNZdjBmmQpKVmrVtGom94V\nvTVGjOCE7Sxj0xHJEgKYt1hC4UaRGP3YD+22MnW9cZ9ITJ0pKapM/v6m5t0eHlRA3r6lWuuIzJnj\nyRMmWDgr5wFw4ly4kMRp716G4q++UGHMFWX/0ooVVMkGDCBRqViRIao//iAZlFvV9OjB49auHRcY\nSsiRg2G+kiUZnt24iqTkYkwwbu6z9HXeusUM3hIl6LHs2pXHfvp0U7VxJUyYQBJXo4bpsfr1WYTY\nGe7e5eKrZ08ulmrU4OJG/vv4MVChsvLYt/1AAtZOZpuqEXmvY3OLSzi0QI2dm3U4eTJ9SRlKMDe/\nHzlCJdD8N7qC27cZ4j1+UHnsfPvKgDlzSCpr1OD1LodJQ0I4NkyYQCVyyUzbaMboMnrELbNc5Kal\n8bx4+zaTZP2XyAwXfmAIClVh0gwrD9UNb7T8gat1d3eqTzns9N+yl0Xl5kav07Vr9uuy/PParBnP\n0Fq9mmZspbBVRkiWmxvQoa0OC4+oLdS1iVvV2ONv61OT4Shc+OOP3M69e6kM/ptYupQp9krIk4cT\n5owZnNxkyH0L7UE2wFurY+Zwc6MBesAA1vmKi1P2zh04QEO6tbphrWQJQZI1b57973QVHh4k7zVq\nMHtMKeVe/g32yM+CBcCLF8DMzRLu3JHQtCmw7V24+KN8VHqOHLEseeLvb3ks5HpbX3xBE/eMGc6z\nSGfM4CRu3pbHGkIwAUWt5vevXElVqUcPYOs2CQkP6RETbw3Yuc8LQ6eb/EvZs/O4yv0p5RpjY8Yw\nM7dXL6ofn34KfNVKh00aDV6dNiLVwxNBoSqL8z9LFoYUVd10WDFWzXph78zfE2eocfgIsOewhCNH\nqDTv2MESEa7g8mWSVOsaVsYkHZKvaaDuYITIYtqmu3e52Nq9m7fERBLIRo3Y89HPz3bfB4Wq8MMo\nNWbUtPSPlvrYDZMr2dblmpKkRbFi718bqlQpnjuAqTaWK9nFb96Q2C5YQJWxY0fgEztEsVwlL0Sa\n2RuMRqre9+9b3g4eBJ7eM/4TajSH9SLXaGRSw4sXmSTrv0QmyfrAIA+arftr4e9rQM78XmhpZSoF\ngNqtVOgxWo35Zt3hx1/3RsgQ+1lUrpKsoFAV+g+37Go/9LQ3Oo1znqG1dKlynSuAJCsjLVe2L7cN\nX44uY+vVMIe9cKFGQ6Vg3z5LL8y/gUuXOFDaIxEAGwX7+3MSlctzOFKyAHqavv/eub/GzY2hnEGD\nSLS2brUlWmvXKvdhLFaM5um0NBL58+c5cNtLLEgvChem9y80lBOS0r53d1fO1rx/n8bm7dtJJDw8\nLFXKb7/lvm/XjiRFDnNVqMBw2du3JsNxjhxUBRs1Ynq/eb9Lazx7Rp+Sec8+a+zZQ6Xu9WsqQcHB\nJC/du9ObWLUqgKrSP+epSgVcUSgZADCk3KoVb2/f8veuWcO/Prl0uLRRjdgg03WglBDj5gbkTdHg\nx8a210ubpVqEjZSwdq1jUq+EH37gMTA/bnvidNg1W40dbUzfNWCEGj17AQnJkgWpqljRedZuw+YS\nBgwEht3VwicXEwJaDg7Htj9/BWBbxO3RHQNOn+b1lN7EDHOULs0FRUoKF1+Owp9C8PxdsICq9aef\nkkzL5R72xKnw/Ug1ZtZSXiTL8PSkemztU3zyBOja1LVFbkoKF7OZJOu/RSbJ+gBRp6GEI39LiD1j\nfzCMiZOQowYQpdfCPcWAs5e9kNfXloyZQyZZzlArQMI3t4Dxn2hx5pgBpXy9sPVGOD5/6XjVGB/P\nAnzNmik/L6czpxf2fGqOwpdK4cKlSzmx7t7t3ITtKsxJgVzh3lF4rWhRhlJ//51EC3BOsrJloxl6\nzhxTfz57cHMDfv6ZE9sXX5BoyWpdWhoz1KxrbwE8zz76iOHeggU56XzzTfrKWTjDF18wNPXttwyb\nWn+2UrhQCPry+vSh7wywJVkAj2u7dnzdvHncD9myUaW4csX0XoD7Iy6OfrF8+ZQbPQNUG9u2NdU6\nMsfp0yQdV64wDNqxI7d//37+v24dPVXW6NGDylhEhON9mzUr/UYtWjBZpF+IBj+Vtk2I+bybFhdf\nSkhNxT+3uoWMQGvbz6xX04CwMPvfaQ+xsSSr/ftbPq6UpDPrMz1GPtTil3VSus+dv/8G7j2R8Nt5\nyYI0bVmiUMcEwJ2HXujQgSS8Vi2WbKhblwsDR0U+rSGHC7dvJ+FSqtL+7BlVrgULOIZ160bybX1u\nBDaT0CsciLivRV7vd0RRYZFsDSGoFA4bBjRvpMKEeDXGmHluJ8R7o9VgS6JmNPJalUmWdXX4TPw7\nyCRZHyBOneLKzx7BOnGCfo0rVyTkysWL9+FDruhu3LCfsu3ry8nFGXQ6oEotCT+tkjB4MC/emKkk\nT97eDAcqYdkyGnbtZellJFwoBHD7gSeg0MbkzCUvPHyobEi2Dhdu2MCSFjt2/HvVr81DCmlp/P3O\nWh0B3I6GDVnWIUcO5yQLYKmG+vXp23CWBi6nkw8ezHpK27aRTBw9yvBCxYrK75N9WQUKkGQtX+78\nt6QX48dT3fjxR1MDZRlKJGvVKhL31atNjymRLHd3hiQbNOBvl+tZyeZ3c5IF8JzZto0+xDx5bNun\nJCRQ8ZTDSDJu3GBtth07qNhGR5uUs+PHmcK/bJlyqQ6AHpwcORiqdrVEgJcXUCif8kKjSQMDdszn\nPvHw4Hk/MuzfK8hqMJCwz5pla4RPemEEFEpi5M5uyBA537SJyRvWqlSzLiqohqihCTCRDvV5bzwU\n4ShYiEkDycnMQp45k+d5kSIm0lW3LkOv9hY/t6/qkE+vwdwII8rk9MSeOIY8U1NJvObP52KlRQuG\njxs1sk+Qz58HDJDw20bJ5YLG8fFUOJ8949j76acS9sQxxOxuNODoaS+Uq2dL1IxGLhgePeKxeR81\nLxP2kWl8/wBx5IjyKhgg6Rg4kKtnc99T4cIME1m38DCHq0rWqlWm2jZyVemqVTmhdO1q2/ZC3i57\nWYUy0kuyXrzgdpy6q8KYy5bLtPHXvZH3k3D4+1Pdsf5cc5IVF0eSEhvrugclvdi/nzWYrCdzJVSo\nwKysBQt43xWSVb48j4GzCt8y3NyAn36iCbpxPR2GdAjBLwOD4ZdLubgtYPJlnTpFsqNUSf99kSUL\nyduMGbaGaWuS9fQpz+kFCyyJpRLJAqjE/fUXf7ecKGBufrdG6dIsePvDD5zczPHrr5xUZUL+6BGV\nnFq1WILg2jVmTcrE49w5msLnzbOv5AI8Lt27m469q7CXEOOezQs5c5K4Zc3KfROs0Duzx05vpORN\nf0HWX37h4sy89pQQPH7Hz/y71fU3bWKo1Brnrkq47hGJKUl+6LSnHIbc9sPXoyJx5pKE0FAqh2vX\nUpHcvp3jxpo1JFeHDjF5I18+KqljxnCB+uIFP3tPnA5bZ6mx88tLWPjZdWgqXcLGaWr0DNWhVCmG\nkxs3ptK1bBmtAI4IpJy56wrBMhqZbVynDhNWjh5l+BEwtTqbtGIz5m+Nxpq/JJw/b/n+lBQuEB4+\nzAwV/qf4DxpVu4T/w6/+4NG+vRCLFik/t2KFENWr23aTF0IIvV6I4sWF2L9f+b1PnwqRO7f9jvVC\nCPHqlRC5cgnx7Bnvp6YKUbSoEJcu8f6OHUIUKCDEkSOW7zt6VIhy5Rx/9oIFQoSF2X/eHLt3C1Gi\nhBADBgiRnCzE7i2xIiI0RAQUCxLDOoWI3VvYcf7qVSFatxaiTBkh1q3j9+/eEitaVG0lejQKEuFS\nK1EkX6zdffI+uHRJCF9f/t+rlxBRUa6/99AhIUqVEsJoFKJvXyF+/dX5e9auFSIgIH3buGtLrOj2\naVWRqCr3z21os6r/7D9zqFTcjmHDhBgxIn3fk15ERwtRsqTpPBNCiM6dhViyxHS/UychfvjB9r3P\nngmRJ4/9zz50iOfouXNCrF8vRMuWjrfl8GG+/vcZsWJE51ZixNdBok7RVmLp/FiRkCDEqFFC5Msn\nxKBBQjx+bPv+y5eFKFJEiJUrHX+PjMePeR0mJLj2eiGE2LYpVnz9ieVxHNBI+TgKIcS832NFvRIh\nQt0hSESEhoiVf8aKsmWFGD/e8TVqjgcPhMifn9eYjIQEIdq2FaJWLSFWL4kVQ5tZblOvOva3yRH0\neiFy5hTi+XPLx2/c4DZcucL7/fsLMWOG5WsSEnjO5s8vRGQkxwtrPH0qxKZNQowcKUTjxvyuChWE\naFm1lcX2y7c2NUPEmTPp/hnC31+IAwecv+7YMSGqVhXiiy+EiI93/vo5c4T49FOOFzKyZROiZ08h\nxo3jWJIJ58gIb8kkWR8gSpXiwG0NvZ7EY+9e++9dskSI2rVJjpSQN6/yRCFj+XIhgoMtH+vXT4hJ\nk0z3Y2KEKFRIiLNnTY8NGMCL3RGWLROiQwfHrzEYhFCrOWnpdLbPFyggxMOHto9v384B7rPqsWJA\nI8uBv19AxgZ+Z7h8mSQrOZmT8J076Xt/YCD3SbduQsyb5/z1BgP3y/nzrn/H8M7Kk0hEaIjNaydP\n5mRVqpQQp06l44dkEAMHCtGmjWnSDw0V4s8/+X9MjBBly/Kct0ZCAidJR1i2jL9DJrPOMHNqrPiq\nvBVhqF1VFPOJFWFhQty8qfy+Gze4sFm40Pl3mKNdOyE0GtdfP2eOEAG1udAY2TFIdGgQIr4ItH9O\nDxwoxJgxlo89eMCJ/bvv7I8P5ujWTYihQ033T5/mQqpvXyHevOFju7fEivAWIUKqECS+axMiiuSL\nFffuuf67ZMTECNGokeVjaWlCNGkixLRppsc0GiG6d1f+jOvXSQBLlRJi9WrHZNJo5DneLTBI8foY\n2TEo3b/h8mUuSB3t21evhPj+e46fixe7TnjT0oT4/HMhpkwxPZYlixDDh5N4+vune3P/J5ER3pIZ\nLvzA8OgR/SDly9s+N306peWAAPvv79SJIZeVK5Wf9/UFrl61/37zUKEM60a0LVsyjBAUBCxfqMPw\nziE4Fx2M52fsh6IA5xXfr1+np+b0aYas5Eao5vjoI+VefU2b8j1lcmowsYKlGTeykm2NmX8TsbEM\n5ZlXUHcFw4czXGCv4rs15Ir8Sv0MrZGQQHP96aPKXp6LpwzYuJEhC4BhkyvbQ3ApNhjFRAgSHjmu\nQ/ZvYOpU9kX8/Xfel8OFiYkmA7uSL9FeuNAcnToxdP1duA4+ySGI+CYYEV3sn5+PzmosMnUBYHoN\nPdo20GLRIpqjrXHvHs+7ESMYRk8PevRwPWRoNLIUxZQZ70JIyzdjwdZoXLgu4dgx5devWGHbdaBw\nYSZ9nD7N54zKpwYA9j7dssWUfbloEf1948fzeMnh24bNJQyYFo0b2IxZG6LRs59kY5B3BTExtv0J\n581jsc3vvzc9Vrmy/fBv2bJM7FiwgIkQgYH0ryohSxagWjWgUHHlkGfC6/SHPNetoyfPXjhx82aG\nr58+pXcrNNT1RvRubtwfP/3EzgNCMFyYPz8/LzNc+N8hk2R9YDhyBKhd2/ZCvXuXxEapYrg53N3p\nl4iIUC6X4MiXlZgI7NplW48pIIATyo0bpsfatwfCOuqwcaoaI3Ndwsbg65hY6BJiZ9hWJpZhz5Ml\nBAfxunU5MW7aZOr7Z42cOS0rWpsjSxagdDHlmePSGQPGjeNAeOWKa30NXYVSGx1XEBwMpCTp8Phk\nCPYudEwCZPTqRU+TXm/7nBBMP+/alaRg716gRDnlScQtmxdmzKDZPfQbHTZEqfHrJ5ewNOA6dMGX\noHNwHP8tZM1KUj9+PDO1ZJI1dCj9UErG8D1xOkzoHYJP8zrfX03q61ARauxoewkR+a8jIuclrI9S\nY/okHbRaGti7daNX58Rh5fMmd3blVcGjRyQdffrYz050hGbNmE1n7bNRgtzhoH5902PZs3P7lUpQ\nxMUxQ04pSy5PHj7/6hWv89evbV+TlsZ6a5Mnm4j91Kn0YlonCABMlHjyrsKCWs1yGhs2OP9dMoSw\n9WPdu8fPWrDA0tBdqRJJhqNiso0bk1yFhZG4devGDEQlBIXaNhQfcsob0QfDERpqqgTvCpQ6KQAs\ntNqpE9CvHzOEFy+2rOfmKkqWpBe3WzeOox4eNL6/eJFJsv5LZJKsDwxHjijXJhoxgoO50oraGgEB\nNOj+/LPtc45IVnQ0J7bcVpl8WbKw9cX69ZaPi4cazGtsm1ZuTzVSIlmyuf2nn4CdO2kmdrS6s6dk\nyXiepEwqchfwgtHIWk3BwSRrNWpwIP7xR67a791TrtPkCCkp3O4vv0zf+wBg71YdAgqqsbHpJUwr\nRxLgiKQCVMuqVdRB1TIEozqRaMSs1eHnn7lK7t6df69dI4HpPNB2Ehl50RvHb4ejfXvWC0u+rcGE\nCrbHccWvWpw6RYXx0SNOyOndP85QrhxN5h2+1OHxiRBs0wTj/JYQtG5uuw/+aZ6e+xI2tTLtr80b\ndbhyhSrN8uVUfAcPBn4cpsFv9Sx/18QKemxdrsXx4yQQAQEkdfmLKJ83qR62isazZyRmHTrwvRmB\nhwfPPWdqVmoq+3SOHm37XPfuPDa7d1s+vnhPko7wAAAgAElEQVQxHJZqyJ6dhMDHh2RPNoHLWL6c\n39ugARM09HoqW/aSRvLlo3KamsqyGXPm8Dp2tVzLqVPMWparzQvBRJXvvuO5bI7cuaneyBXa7cHD\ng+TwyhUu2KpUIWm0Xng2bC6hxQ+RGHDND10PsYtA5/GRuHBdQpkyNKIPHsxj7gg3bnAhbB5lEIId\nACpX5mLm3DnHSRGuoHdvIEuqDmFNQ1CvcDAOrgrBk3u6TJL1HyIzafMDw5EjpvRzGQcPchWpTUfE\na+pUhha7d7dUhXx97WeorVplv2dXu3ZUHIYMMT1mr37Vq6eGf4pamsOaZO3dSwWoTRuSH1dCZo6U\nrAMHgOiDKqCCGlGVLYsBdhsabtHE9tUrrojPnaOasGXLu/RrAwd2f38OjvJf68rwe+J0WKfVoGSK\nEZ+U8MTpwyqHtXAMBioXd++SzN29CxxarcHi2rbkJmyUFnuPSsifnxOY+d9Lp3So4KbGFDNS1D1C\njTelgD/+kBAYaElSGzaXIAB80V2Lhp8ZkMXbC1+pw/F9eTZQjo8HPimjfBzvxhvQrRv3lXwzGkl0\nc+ZUvjl6TumWNStQJK8O9fKqMeszs2M2W41XSUBJXwmPHpHkbVuowbyqtvurqUqLhJwSihZlHbIi\nRfj3ZQHl31W7mgGT5vL/pCSqNifuqDDKQ41JFU2fH77XG898wrF5gw5712ngkWbE2zRPbD+rQlBL\nSbFpd3rQrRtJTFSUbXkEGatWsRaSkqrn5cVrcuRIZre6uZEwbd3qfKzw9CQBGDKE5UTGq3U4ukkD\nGI3Yc9ATtYNUqF+fv7FvX8cLHw8PKmTPn1PVCgxkmZeICJbBcAZrFWvZMl4j9tQwf39eq66UYsmV\ni/u3d2/WoKpYkdGAr782/aaGzSWkZJEwaRIsqrKPH0+lcsIEZgQPHsxzRSmEvX49xzG5TMT16ySK\nCQkcW6pXd76trmDfNh1q51ZjvK8eeJfJ3Pue+p2y/f7V7zNhi0yS9QEhNZUrxtq1TY+lpbFkQ1RU\n+iThsmUZNhozxnLAtadkPX/Ogdqel6tJE0re9+6ZCnnaSys/c9kLJUqwmGXHjiwFsHerDit/1eCj\nx0YM7+yJJ1Bhyy4J8+cre6/swZ6StWsXv2/pMgkJj4GgkVo0aWC/GGDOnCSh1qUyHj/mAH7+PFfY\nS5bw/1y5TKQru4cOL4+8m5Dffey4aWpcvATkK8KWIuZk6u5droQLF6YSJd+yCDshqmwGvHlDAvjs\nGY+N/LegQWNRYRsAFnyuR5Rei4YNlQfZ8v4SbholHF5rOVkePEgFLtsTT0DB51e1lhdiF1s+ZjRy\n/5sTL3u3R4+cvwYAqvnY/qbRZfUIGqmFsZCEQoW4UPC0Q+qbNDBg6lrbxyNOOy4xcOwYz+nAQODk\nBQknDryrTZTC86bHtHDMnQMsUqsxt5Fp+55mU0NqCri5vd+kVq4c1aFNm5SV0LQ0YNIk1n6yR3I6\nduTYoNMxxLpmDdUSV9pFubtTQe7fS4eV49614QEQ0RLouUuNiaOB8H6u/UYfH3qDChTg/WnTGNrr\n3NkyzKmEmBiqyQDLEQwezN9jj3jKZTlaKxRctYcyZVjmYfduU92vn382lSkpXJjfbY3ChUkUBw0i\nmfX1JfkKC6PCvydOhy1LNDhz3IhipT2xQ6fCsbMSpk8nyRw48P3qV715wzFJXmis+kmD361U5zmN\n9Ag9qkUmyfpvkEmyPiBcvsxByjxev2QJV0dKXghnGDWKNX369ydBAEwkSwjLgXvDBoZAcioUFwQ4\n4LVsydd99x0fax6qQq9BlhPQxBvemDg7HD4fcxXeqRMg3ujQsLAaM2vqgXfm8L4H1PhjJhAcnL6B\nQUnJ2rKFitiaNVzxx8ZKyOUnYVIGimkWLEhCad4aJy2NBm1Z9dq3QoOVVm1+xvnq0fp3LfJXlVC8\nOP0TDRqYCFXhwqZV7qtXPCYPnyuTgKKlvTB5svL2jeqU/ur3Z87QmG89UcuVz79qpYJqrxqaQMet\nQAAqIHnzujaJp6WRYF69anm7do0hqBIlSDRyP7VPnsyPYUQX5f2157AX5sxheMhcPQ0KVWHiDDVG\nW/UBlb4PR1QUvYu//05VA6CiYU3Gd6wIQUQjy2P9Sx22dGrkpIq3K+jencUulUjWunU83x2FmDw8\nSMRGfK/DvhUanDthRJESpoKazuDmBnyUrMEUq7D/vMZ6RB1zfeKWfVlyods8eUhievXiYsVeAd0H\nD6imykSsf3/uE7lelBIqV3bcMN0RGjVi0dhFi6ieNW/OcOyNSzrkStRgVCcjUt1t+0L6+nJ8OXKE\nCSszZgBhHXR4sv/d+dWYrwsfosb9XMCxYxJKK/QfFIKLFJk0PXpkSaKs7ycnc0ySFxo5EpWvlRxZ\nHGQUZeK9kEmyPiBY+7FevaL5c/36jLU3yZOHXo7BgzmZurlRkcmZk0ZQ86a3q1ZxQHSEdu24qpZJ\nVpqnhAtGYEqSFh6ptqrRhAlc9fVrrUFUMctB/I/6eoxdq0Wb9umbqKyVrOhobnd0NEMvAMOA/2bR\nUXd3euG8vTkhpL1RHujq1zI4JXZHjpB4NmkCjJqlwqTf7TcDV0KSIf0FIM+efddDTwFeXkD0Fgmq\nbkCwTosSRe/j4b1H8KuY9592Jo4mayE4KZgTKPn/+HiGOH19eStfnmZxX18WApWVCnvkydoPFRSq\nwoiJtqHg8NHhmLuI/qbZs02hmYbNJTxPAJoN1uLzQJ6fdcLCMWGqhLQ0TrYlSth+7717wOHDPFYX\nTxiBRraveXDL4LC7gqv46iuqJH//bXk9yirW5MnOM9DyZNehsqca6pz6f7bVvK+hEFRCb96kd8j6\nb7G3RkChCOjfNww4fpz701GrKMCkZFn/tiVLaF2QW0hZIzaWRMfTk0rT+fNMJHEEf3+qdxmFhwez\nO7/+mlmbn1bWoUVZNba1dtwXEqDyvWsXMwWj+muwqbnluKZtqMeAa1rExEh2iZOHhyVxKlSI9/38\naNqX7xcqxDHc/Pi7eq1k4t9DJsn6gGBd6X3KFKaI26v+7grCw4HffqPaI4fl5DIO8qD+5AmrDW/c\n6PizmjVj37nHjzkIzJ4N9P1BQt++ypPw48f0V9y4ZASK2T5/5qgBJUsyXBMQwFuFCo4nFXMla80a\nrnx1Osvq5BcvOg9RuIqUFBLUBQvYSqVVK/sZe2+F/YEuNZXH89dfGX5gFpKE7FkZokp4ZMClG14Y\n95v9PmdCAGfvqzDopho/m3m5+h/yRvep9onZmTOOQ7JuboB2kYSxI4CL69WIbpkVwAsAL/6ZbKp9\nJtmQKPm+p6eJRPn6MoTl60uVypV+akGhKkyaYUk2Vfu8kVg4HAaDiYwFNpMweAgwKF6Loj6WpD6s\nF9WJoCAmUkycCJw+rMPWJRrk86Y6kbN0OPp9L2HgQKoRHh5U1I4f57UnEyujkYudOnWAYqWUj/XT\nV16oW5ckslUrqrx166Y/NJQjByf7xYsZXpIRE8Pta9HC+WfELdFYqJAAvWrtB2sxYJiEmzf5WWXK\nkNyWKUPi1K4d788fp/wbE994ISyMalPDhiaF18/P8hrdE6dD6m0NNs0y4th6kwrk5kalsHp1hvIr\nVLD9jpgYPvfsGf1Oa9fSPO8IFSqQwJufGxlBrly8Jl9f1WBiQdv917KPFo+9JKSk8Jyw/ls9t/Ji\n6+UTA65d4xhZu7YlaSpU6P16DGYppkKvvyyjB2FbvVH88/RX88+Ea8gkWR8QDh/mCgvgKnPOHE6Q\n7wNPT1O21RdfcBKQQ4aN30nc69ZxErbXK1FG9uycxDZu5MQi9/Uyh9FI0rNwIf0PrVsDJcsrD+J1\nAr0wexQN8Pv2ccDT6xlmCwgg+apa1TRx7YnTIX6PBh6pRoTt9MTOcyps3SbZqDQXLzpX5ZzhyhX+\nhsWLGfrr1o1EK3duYE+cLSkYeNQbZ96EIzHRNjvzzh2WpsiShanl5s2p5RBVaionv9x2SlcAnIAe\nv5QQEgq0XaBF3U8NMLp54dTrcJy9IqFRc+X3nTnjuN2SDMM921pRo8ro0ayHFucTJAsiFRxMv0n5\n8jTlvw8aNpeQ/BZo0luLoMYGpHl6oeuUcPw2V0KbNsBAlQ67V2uQ9MKIrC89EfqjCo2DLImouzvD\nTK1bk6xU9tWhRTk1plYxhah7rVKjX0+gSBEJ/frxert2jeGnzz4j2fnpJ6qWMolQOtYjznljSFQ4\nAr4gQdu0ifvi9m1eH3IYypWQKsDt7tKFx8jNjWR64kSG+52pWLdvA/dvGYHKts+VKGLA5KkkUo62\nRQqz/Y0Tb3jj+8lMFnnwgNfyjh1Usl+/5tjRtCmQ00uH48vUWFpHWQUqXhwYO5bG8927LRX55GSq\nQgsXcv+1b29Sox3BvPF3ZYXfnV68TjACBW0f/9TfgN5TOYZmyWL7d5JKeVyrUNULkb++/3ZZ48gR\nQLtQwk+RQNReege37UuAMLoh18VfEdFFYxPmzMT7I5NkfSBISmJGSrVqvD90KMMIxRQUoPSiRQv6\nI+bOZbaMtfl91SoOcq7A31eHNTM12PenEQGlPXHqEC/q8+c5WC5bxs/v2pWhgpw5lScqOSz2ySf0\njcmk6O5dEq59+1h87949ToBlP9bB47oac6uYPmNMmhoJDwFUNQ0qQrBOj70myI7w8iUbES9cyJXy\nt99yYrH+LHkQi1qmxemjBpQq74WwyHCsjZHweYAOjSppkNWN6kmOUir8OoeNtocMsR92kUMYc+ea\ninOaIyGB58Pq1UB8vISitSVMWsLnwm9QRalWzbYx8Zs3JOyu7I+0t8oNf/PkMKBLS6qFn35KQ/P7\nKAhKKOUrITGnhEkrTI81DgLatdThT/W75sA5AZQAJs1Uw91NOYyZOzfD1G/jNZjqa0kY5zbWI3ip\nFqUaSKhTh8S5WjXHDbcbNpfw/AXwxQ9afN7QgCeJXthxOxw/BUpwd6dSUbs2v/PePYa/li0jqahR\ngwpXq1YkpvYIU+3a3IZ9+3j8Nm9mFq51vToZ9+9TxV25ktdxvRLKk33+Il6oUcP+bzP/jQAwdq4W\n504aULuBZdi/SBGqkx078vU3b5Ic7dwJxO/RIK6lLTGPWqb95/19+3KfzJ9vufjZtYv7/+BB3s6e\ndb6tMuSipO9DshISuG23rnkCvrbPZ8/j5fC6aRGmwoARllmxffZ7I3TSv68q3b9P5XH+fKBVKwno\nKWFPnA6P4tX4qYYeAAuV2QtzZiLjcHtXKv5fx5YtWzBo0CCkpqaiZ8+eGD58uOUXu7nhP/rq/0ns\n2cOV7KFDXPF17Uqy4EpZA1dw5gxX11eukDj8+Sd9TA8eUP5/8MC5TL8nToeYn9QYU9Y0qAw95Y0j\niZF4+kpCWBi3W6la/Z44HeKWaXH9ggFeH3mhl9p+WMwcT5+yNMOfk0KwqOYlm+ej9H6IXBz9z/07\nd0jK7BUftEZaGpW0hQu5P5o04eQbFMQVqzOEhFCJaNMG2LVFhz8jLAfdXru98UX/SPR0IUvr3j3W\n87l71zak0KcPCaRGQ69OcjIszPFxcdzuo0ctlbITJ/i4owksKYkKxSZNCLaF2O7jIbf94B8UjRMn\nqNzcvEmi9emnppu///sRr23b6LPZscPy8RFdQqDOabtNPc/4wadaNJ48YVj68WOGvRMTqaxVyxWM\nNZ9ft3nftMRymLR8c7q2belSJnzIpU/ataPCas9nBFDt2bmTKtemTbyOW7bkLSDAdl/NmMFjtHAh\n1ZxBgyw7Lzx+TCVz1SqSi5AQPv/558DWTTosGq62UCH7H/JG1ymRaJKOxBK9ngZ2vd71SuSjOgZj\nWB7b/Rz1ohwiV5r287lzVL7OnCFpA0hwChfmwmLxYpOy7gomTOACIjLS9feYY+9eLqIaNwa2x+rQ\npoIakytZLwIjHY5RCQnAJ6V06NJci+weBqS4e+Hqi3DceyIhNtaUafm+ePOG4dqQEGY4yojoEoII\nhWvDekzMhAkZ4S3/iZKVmpqK/v37Y/v27ShWrBhq1aqFkJAQVMyIPJAJl3D4MD0gqakcYH/88d8j\nWAAnhRYtOCh16WJSstau5UrbGcECgC1LNBYECwB+rK7HkNtazI6RHJpj5bDY9Ok0+Ta0E9qyho8P\nQ0DHVrmWVeeq6f3OHRLNRYsYJu3enfu8oELYwBHMU7+3LtVYECwAmNtIj6gjWsAFkvXxx5xg16yx\nbNNy6BDw11/AhQumbbfOvmrenAkJX31Fwi6rM3JmoRIMBoakJ0/mZNNtmAo9/lBjfhPTb/jusDdO\nJIVj5Gx6ZgBOwqdPk8Dt389OBDducL9bEy9HKpE57txRNqG/SVRW17yEAX5+PF4FC3JCK1iQBMvD\nw75B2FGCgD1s304yI2PmTKpUoaFQzCADeE7JpEoIHoeYGCayXL3K0H3Llqwn5fP/2HvvsCiu/3v8\noIKFqIka7F3BFjV2bBgbMAr2giXRGAUTNXZlbdiwa6JGd6NGjYmxRKNGVjBGwQKKPRbsvffCKuwC\n9/fHcbJtZncxyff9+Plxnmcf2NndmTszd+4991XOqxAttevmajHQ34Qcd93hlT8MT55I2LyZxOrw\nYX53xAjea8vrGn9EQnpFYKaBLiSTmweu5w6FdqWEJi1dWywAJPZubiTdalnGtjCpyLjsOeCBWbMY\nE/r++7Q49e9Pi/mGDWaV9wYNOC5lhmAB3J+rZYms2msCIiL4W52O8ap9wyS0aETLtDHZiH2HPDBx\nkfNF4KpVQPNACfN+sbakT5zImNDo6H+eGCEEraJlyrDvWEJNp9BRpnEWMo//hGQlJiaiQoUKKPNG\nXrx79+7YunVrFsn6D3HoEANAV6xgQGbnzv/+MaZO5eDUpw+tEenpHMAtA26VkJ7OiftSkgmoZ/+5\n1/tGp9lHMry96SbILNQ0uW7c87CSozh7llYWJaSkMJ7shx9IELp14/nXru36yt0WRYowYwhQH/T+\nOmzEvHlciSpZ+SwxYAAtOjLJMpm4bcECTlYACUmHDva/HTuWlqbBg0meAOXMQrm25YQJbI9eT7dN\n27YSitXnZH3johEpwgODZoai5lkJvr4k5A0bcjJu1Mg6ucBgIJE4epSun0WL6HKtXNmaeH30kT3x\niovRI3q5FjlhQngvdzTvHob7zyR89x2Q7bY7UAJ2KFXRw2GNvIDeYZg8V4NJFSysE5c90XZE5lw5\nQpBkWVoQSpWi1tKwYc6TRQD2rZo1+ZowgaR8xw5aTgcPBrzL6FEzpwa75Oy28sCXozXYeR3way0h\nNJTfVYqZvHeP1s3jxyWUKmWe7FNSOIZ07846hq5aGQsXptXMVZJ1KzWMciyNrK1AoeNDsfsA9fo+\n/5wLx/HjgRqV9ejnr0XenCYUF+44vC8MJ89n3rUlC5JmBhcuULfLy4uLhFWraBGeOBHIkcMs39G3\nL3D0NNDGQRWHjAwmsNgSPTc3jrNFi9Ji+fvvcMllq4YFC2gFlMVmZdy5Axz9S1nf7m0WEllQx39C\nsm7fvo2SFtVuS5QogUOHDv0Xh8oCOJAfPMgAUX9/DsBvO+k7QrFiHOwiIrjyP3iQLslWrZTbdOgQ\nB+gNGzhoeOf559aBihUdF6hWQ7OuYfhilAbLLawso0544siDUPTtC4R0ZHD0pSQTcuY16wQJwYn/\nhx/MhKpvX05a/4alsEgRc8HaNBUiWKS0By5cYLzNBx+QbLVrx1gcW3IqSXQNnj7NiWTuXE7qspYT\noG71cXPjxFG/Pl0w/fuT+MgZakLQrRgezkl3+XKzBWHZMk7YW7ZIcHeXsGMHLXvN/Pny9mab589X\nrtPo6UkCZhm4/OqVmXgdPMhYs0uXmB0mk67saXpc2KbBiprm+9pvhAb33wfGaiTkyxmGaQsyJ3MB\n0HJ67DjQcaUODWoZEX/MA43au+aitsSFC7xHtnUAR47k/dmxI3NiugD7TN++5hp0g9prMa+MvcTJ\ntGo6zF7ruL3TplEY07Y/5MpF92a3buw7Gza4ZlX08iLJckVNfdky4MgpCfNnAt0n6lCysBEFi5nj\nufqEsq8uWEBy7ddAj+bFNJgt38viQPhpDY4nZD6GqFw5tvPlS+eEUAj2dY3GrOJ+6BD78uHD9hmh\n4eFMvhk2TH3ff/7Ja6yWxSy7Qv39WaZIaYx1hp07+QwePGgOH8jI4AJqwgSgXWAYpl7WYEL5zD0b\nWcgc/hOS5fZfzPBZUMWtW0wLXr2arrt/qwSDEkaMAKqU16OcpxbfDjGhYSl3JOwxE5JTp0is1q3j\noBwSwhgxHx/lAPav4h3LB9iiXDkOvCaT624MADh+VsLL4sCUpzocTTCirI8Hjj4NxaETEkI66rFy\nrAbf+xn+trRNnqPBlq3Arn0SDAZOaMePK5OTf4IiRRhPBACvPMMQulcDXVPrmKxin4RiwRJKXhw5\nQtffgAGcJIKCSLpatqSlIkcOILC5HuP7aFG+pAn7E90xYmbY3+riQvD6WayBrJA3L+OHPmmox7Ft\nWuCyCTuWuePKuTCs2yzh7l26Bzt2NBP5y5c5AcXFme9J/fpsa3q6WUogNpbtTUri5O5Muy1PHgbk\n+/qat71+bSZeiYnA5VgtfrfRGlrRnAr27dpJACRkc6MrJ/21EbEHPDBmnmtkyZAmoXZ7CdNm0eXa\nrRugicgcuZZdhbZDYs6cVA0fMoSE2FW3qC1y5gQKf6BsAfWAY7fPlSt8Vs+dU9/3hg18hjt1ck0e\nwcvLbJl1hLg4Wqb27QO8vSXMXSihm8ZaxBfg87ZgAUnBwCAtZtuURZpRzTpI3lVkz04r6ZkzyrVe\nZTx6RJHa69fZ5ipVGEvVowfdhUrjgbc3z0OrVa9NuWQJCz47mio7duRitnNnEjq1kmVKuHjRLLBc\nujS3nTvHhZPJRG9AtWoS9kQDzT7VoVxxI7w/Uq5ukYV/hv+EZBUvXhw3b978+/3NmzdRooS9zT4i\nIuLv/5s1a4ZmSgW2suAUhw7RxfXjj+a4m/8Kh/fpEVhWg1kWg92kWRr8sg7Ye4iEpHt3TtS2KuFy\nHbyWfXVo3sgI4eGBpIxQ7EuU8EmAa8fPmZOxR1evmgvCOsPTp0ytP3BAQvnyEnLmBP64THP8li1A\ntcJaaCpYD96TKhrQfb8O8+dLaNHi7cRcnSEuRo+dP2iResmE/oHuiDkWhvnzIzEzxlyapcu4UAwL\nl9DAj5O8nI02bRonyW3bmPnZqxetSlUr6pHnpgY/1n1zPsHAtJ80KOzF6//0KYlQvnzq7bp3TY8O\nlTWYUcLwt6vti8Ua+LYFpsySrFbu6em0hGg01rFsBQrQ8nnmDIPxAfbRQ4c4eXTuzP6a2cK0uXNz\nUpQnRlcU7C2V2L/+Gjh4HOgY4vxYiYnmQsm+vrzuCxdSI8tV7NplbUW0RGAgr8ncudbuxMwiVbyd\nhXjSJLobHQVYe3hwwdSzJ13Mmzc7Jpmyu9ARrl5lX/7pJ/Mz/OiRdaUKWxQoAFQsrXyvnz8wvpXm\nlewyVCNZO3dycdWjB63YOXOaY5wkST17E+Dz4O9PHT7b63XjBgnbmjXO29ikCa1ekmQuGeQML17Q\najx5Mq3fRiMFXb/9Fn/XkpQt4NXrSrjwSsL7H1jXXcwCERsbi1jbCuqZxH9CsurUqYOLFy/i2rVr\nKFasGNavX49ffvnF7nuWJCsLmYdc9+raRRPS7rujR6cwFC7836xCTCZmXm3Waa0IFgBM9jHg08M6\nLF8uoUEDx4REfqgPbSABu3uXk9dHHynHCSlBFkN1lWTNmsV9y9/Pn5+r0blzOYD2bKA8eL9+boQk\ncUDKl8/8ypvX+r2r2z09zdcmLkaPqPlvXB9vrEq5XmnwYaFIu8we7+q0hnh5WQf4litH9+3QoaxL\nuGMH8NNMLdY3Vk+JV3MVWiJ6jRYzPrLex/LmBsx8qEOOHNb9a948Ws+UJDwaNKCrQiZZACf0XbuA\nsDBOINu2qVvVXIFarJ0awRg+nDEuGo05Rk0JQpBkWcphREbSvdOvn2NCICMtjdY7rVb9OwsWUNqi\nVy+zxSEzyMgATtwJw5DzGiys77rb59QpkgilOqS2cHeny+rTT2k1VYvvAszuQjW8eEFr5vjx1i4w\ny7qFarj90B3Ib7896YoHihQhae3QgeTGlZgwWcbBFikpdPn9+isXAi1amD9bvpwZ1j86ISTVq9Oa\nu2IF7GL/vv+e99vVBUa1asyQDghgLNWcOepjbEYG9+3nx2fs4EFa4sqUAY4ds3/2Hz6kIO6NG661\n5f9vsDX+TJ48OdP7+E9IVo4cObB48WL4+/sjPT0d/fr1ywp6/5chT9LjyxmAN4GRU69oEBdjH58g\nBAeOZ89IlJ49M78cvbf8PzWVk9LH+U2AQi20at5Gl4QA5VIisoWraFFavQIDGcdhOSGrITNxWbdv\nM/bDUpS1YEEqRDdqxLieK7fcAQVBzFIVPJB6lSvBFy+sXy9f2m+7d8/x569fc2DNlw8ok0OLqABr\nIjO9irLro3p1rqS7dSNBUbpGBQrQ2pAU5diyc/26Y5J16hRw/rQJ8LX/zDbr6K+/OOAfPqw86Ddo\nQDfbgAHW23PmZIzb3Ln8zubNb1+VoLxvGL5YaB1r12+3JyoGKROM0qVpFdBqHQus3rzJPmppgPf2\n5j2YNo3WQ2c4epQEsrADgdiyZekyHDGCk3pmMXMmkGyU0GsqMHO9DjcvGfEq3QNDpjh2+4wfz/N3\nZNG0RI4ctLz07cusxt9/V1Ye9/Ji3JwS0tPZRxs3pqtMhhAkWQULKv/u7l0SlbOXwzDeqMG0KtbJ\nCJMWhaLiR2zTihUMlG/alJamoCD161+tGpM2LHHqFNvo48Mxw1Io98wZkvO9e13Lph43jm7WAQPM\nVrbUVBK1zBpHSpaka7VdO5KoVauULXcTJnDcXrmS/WrjRvbVrl2VXZMPH3IMPnGCBO2/sNj//x3/\nmRhpYGAgAjMb0ZkFlxG9RmsV2wQAE2m1BaEAACAASURBVMoZ0H2UDtPnSXZEKVs2WnDef9/8sn1f\nsqT6Z3nycJAMaaJsOTC5uWarV6rXVqcOTdnt2tF64GxF6+3tult06lRaHiwnS7lOmo8PJyk/3zBM\nzmOdSTY+yRPH74b+PSGXKZN5eQZbpKebydeCwcpk6PoF5Zp2n3xCV1WbNlzVqhGllAzHlh01S9ax\nY7xWCQlAs/LOrUOpqYz5mD2b10YJvr68r0pwc2O8io8PJ+2FC81ilZnB1mgJPv7AzGdmF2uHsaEI\nj5DgVYJWPluMHs0ST0OHqk+WiYm0sNpOTBMn0i06eLDz4G5b6QY1jB7NCf+PPzIX4BwdTUvb4cNA\nsWISWraRsH07r6UjiZOEBMYXrl/v+rEAWnRXrqRlRJIooWBrMSpcmNmhShg3jvIOixZZX9fnzzm+\n2JIGIRhnOno0Y4l+/lnCoTjG12UzGbEn3gOfjzGTydBQvp4/p1V3yxZzgkH79nxZJiAYnuhhOM+i\nzmnZ3GHMH4Y1GyTMmUM3sWUbX78mwZ41y3Wh4rp1+d0ff+Q1A7igqFpVuUSQMxQoQOtjjx4cBzZt\nsibJ69dTtHX6dMbltmzJcdJRRYWHDxkXmj8/LZBFimS+XVlwjCzF93cUaun+Jb2M6DTSmijlz+/a\nyssRrlzhCs89IwyTL2owqaK1cOGJ16EIdaHgrVpR3B49uIrs0oWTjaOgdm9vWr+c4eJFWgdsrV6F\nCtGSJe+rUwgDumcadDhxyIgy3h7oFh6Kec0lzJtHEjhhAlfTrkpNKCF7djNpzZVX+QRfpXugfn2m\n6/fvz4lBnny6d+eqPiCAKdm2g2dGBnDsZhi+vqjBtxa1Cb/Y44lCjUIRG6PHnjVavOdBqYOA3mHI\nmV/C1KlctY8axUH68D51hX0ZkyeTXFnqcdmialUmZTx9ql6WJTiYMSfBwQzMnTTJ9dX04cMkCxs3\nSsiVy9pq07gFJ5mXL+3Ly3z0ES2Yq1dzUlaCTLJs4eVFcjZuHGOVHOHPPznJO0Pu3LQ2DB5M66Ar\nsUVXrpAIbNrE2DcZH3/Ma2IpS2IJIegKi4h4uzEhe3Zai0JDaX3W660nejV34Zo1tKokJto/20rx\nWNev8xj37zOj1bJot0yqIiKAUwoW7fz5+ax0787FwJ49JFxNmtBa1r49UKaoHue3abAzyKLeZawG\ni+YC3T+ztwAOH04Lct++rlwlM8aP52/69KE18LvvuK+3Re7cHNO++gpo1gyYMEaPxN+1eP3chIRj\n7ihdMgwTJ0r44QfXCP7Dh1zUlirFa55Fsv4DiP8R/oeH/j+BsT2DxPOwCnavz1oE/+vHWrNGiEKF\nhJg/X4j0dCFio6NE2xrBol+zABHeO1jsiY4SixYJ4eUlxO+/O95X//5CLFmi/FlamhBt2woxcKDj\nfVy9KkSJEs7b3a2bENOn22/v00eIFSvM7x88EKJgQSEuXhSiTRshtm2z/v65c0I0aSJEgwZCnD7t\n/Liu4I/tUaJbpRpW925k6xoiNjpKvH4txNq1QnzyiRAffijEiBFsg4zhw4Vo1EiIV6+s9zllihAN\nG3Lf4b2DxbgQ3p/Nv0SJquWjRN/a1sfrWa2GKFssSixdKsTr19b7io3mPvo0DRBBHweL2Oiovz87\ncECIwoWFuHfP+Xk2ayZEdLTz7927J4SvrxCdOwthMDj/vhC8V4sXq39+964QH30kxMiRQmRkWH+2\nd68QFSqwzynBz0+InTuVP0tOFqJYMSEOHVI/tsEgxHvvCfHypcNTsEKbNkLMnOn8e8nJQlSvLsSi\nRfafZWSwz9y8qfzb6GghKlUSwmRyvV1KSE8XIiyMz8SzZ+btp04JUbmy9XcTEtgmpWcnNjpKhLUN\nEoE+AWJszyCxe0eUWLyYz+P06UIYjeptuHSJY46j79i2OSFBiDFjhGhUWnn8DO9tP37++qsQ5coJ\n8fy5a8exRb0aUeLT5kHi66AA4VsiSPypj3L+IyfIyBAitE+U6Opj/Ux/XruGiN7q+v6nThUiPFyI\njh2F2LDhHzfr/zzehrdkkax3FLHRUWJUa+sHbLBfDeFTJkp8+mnmBnc1PHsmRM+eHDSPH7f+LDBQ\niO3brbfFx5P8jBunPnm1bOl40n3+nMdTI2JCcN+5cjmejI8eFaJoUU5Ithg5UohZs6y3TZ/OCb5P\nHyGWL7f/TXq6EEuXkmxGRAiRmqp+bFcwfrwQLZtEibG9zGTIksjIuHBBiNGjSWqaNiXhTU4Wont3\nIVo2jRJjegSJcSEB4gv/IFGqcJS4fVv5eCO6Kk8qY3o6JuVHjwpRtar5/cuXQpQvL8Tmza6d59ix\nQkya5Np3X78WolcvIWrXFuLWLcffTUxkX7Mlh7Z4/FiIevWECA3lPZSRkUFSpzSxpKWRID15or7f\n5ctJxGzJm4yYGBLzzODSJZILNYIkBI8XEiLEp5+qH7t1a/uFghA8/1q1hNi4MXPtctSWQYOEqFvX\nfK3kBYuMGzdISG3HCiGUx7AeVWuIOh9FibNnXWtDo0bK5+oMY7oEKD4P40ICrL539SoJYmJi5o8h\nBM/xq8bW5zjqzWLKGVJSuFA4c4aLgi1bhPjhByHmzhVCoxEiuJbrRFENQ4Zw8Tx0KPebBcd4G96S\n5S58RyGbzAMH6PCBpxFFSnmgd3goZjSWMGQIM6jWrXt7teCEBLoH/f2pd2SbTXT/vn2Mkq8vg327\nd6crYe1aezeAmrtQRr58zDhr1IjxDEqqHtmzcx+XLqkHyms0NNUrBefKge+WGDqU+l9VvbSIu2jC\npT3uVhXps2Vjtk7btkyBrlWLAayONHbUcOIENXZOnpRQtKjjbNCKFRkHMnUqA3uXLWNbWzTW48NH\nGmjkIOD8wLjXGlw4BWRkSDh7lur1Z87wr/tNE9DGfv/Gl0ZV1xLA63v9utnlN3o0A5ddzQT19aUm\nkCvIlYvxKzNnMhB+yxa6apUQEUG3lzOXV4ECjI0KCmJ23MqVdFe5uVGKYepUyklYnv/Zs3TBqbk4\nAbrqFixgXFJQkP3nu3ZZZ6W5gvLl2bdGjFCPl1qwgNlttgrelpBdhrbt+vVX/qZTp8y1Sw1uboz/\nGj6crqk//uD1fv6cmZWpqYyzHDbMLGhrCaW40qVNDJiRrEPlyq5lSX/6KfuM0j1Qw549wL6D7orP\ng2XcocnEMIYxYxhf9TaIXqNFZDX7bN9Bs3RI/EvC48fMDFZ6GY28nravggXf/H3vn5fFefjQfG7X\nrr3dOWbBMbJyCd5heFeXkPRyK4o13oHa7bbCz1+CpydjJiZPJkH65hvGYbiK9HROPB06UABv6VLl\ndO0HD5Szdry8GJxZqxbjXhITzZ+lpTFGx1mqeoUKjA3q3p2aOorn7q2eYbhnD+Ox5GBTW8iB75aQ\n9b9+aZiExR9dQnjeJETN1yAuxjr9qEQJprBPmMBrNHQog3ldhcnE7KfZs82Fbl2Bhwcnx+hokt6M\n+1pom9pnJ47uq0OdOiQqly/zPkRGArV9lWPADh73QPnyzETauZMToyUO/KlH/eLBGNc9EP0DgxG9\nRa8azK6E+vWpjZWR4dr33dxInhYtIlHfuNH+O4mJjF3q18+1febNy9ihJ08Y8yefY1AQVeVti0qr\nxWNZIkcOkt8xY9ivbeFq0Lstxo7l9bJtE8B+PWeOc60qmWRZIi2NfXbGjH+3GoSbG8eJ5s35ivpN\nj9qFgxHeLRCd6wejpJfeTtvp/n0upG5cUiYJ2TNBErp2Jbl7+tT5d1+/JuHr1QvoGBaGaVesV2BT\nr3jCv6c5SC8igvFdw4a53Jy/cfs2++7VC+ryMA8ecP+1azOoftw4Zg3u389M5dRU/j17ltu2bePn\n8+bxu4VLKj/TRrguGCbHZJUunSXj8F8hy5L1DiMhgZaCEiX4UFsiJIQTXEgIB6FVq5xn7V2/zgHI\nw4MWqeLFlb8nBEmW2v5y5OAk36ABLT9TpgCVyuqx5XstmhQ3YdLn1lYiJbRsSWtUu3bMVrLVlFGT\ncZADe6dOVQ8gtgx8lxG9xl7/y1JfyhJubhwUW7bkKr5aNVqm/F0oWi0XkZZFLjODlBROwHFxQMoL\n5cH7k0ZGzFIgJkhRDmaPXBaKAkWBqCgS89OnaYFp0wYo4KlHwkoNNn9i/o3GoMGJg66XMSlcmBah\n8+ddz8oCSGDLlOH9T0oiQZDJweTJvMeZUUnPk4eWsZ49Sa5++41WztGjSZYsCZErJAtght3cubSO\n9e9v3v7oEQmuK/tQaueCBQyCP3nSHCR+4watKj//7HyR8vHH9oKpq1bxeX4b4ucMbm5cNHzeU4+1\nEy2Cyb2AKZc1+H4xkJIh4eBB6jY9fcqxKZ+bMkmIO+iBmTN5r5xpqL3/Pp+7DRvUkxgALkx696ZA\n8l9/AQULSoir/aYSwCsjYuOtKwH8+Sev2fHjzhMxTCbeq/h4jsnx8STvvr5AbpUMnowcHhg92vmY\n7AgBve2f6cEHPXH4RSj6nWfmrjPIJCtLK+u/g9sbP+P/+wO7ueF/dOj/Mxg1iiuhokWpobJqlf13\nTCZOUD/9RLO6bdkKGevXc2AfNYruCkcDy7NnzEZ58cJ5Gy9eBDoE6lE7rwaLGpgHg2lXPNFmeKTD\nyVoIWqOePqWrw7JNy5dTymDlSuvfbNnCDDVHg+O+fZyk9+83bxvfIxCj89sL/Aw+XQGhs3agVi11\n11RMDAf4pk05Qarp/SQl8TtHj7pWnsdg4IC9dy+J1bFjzNhr2hR4+lcw5pdLsvvNTEMVOzFTGXEx\nemxcqsPF00bUbugB/572WkoPH9Jatn07cG1fMP5ol7ljKKFHD0oTZDYzC2A2Zfv2QKG8dOWmvDDh\nyF/umLI0DC3bZF54Ny2NhOjCBRLLPHnoptuyhRYFgCRFp3ONJB0+zPZduGB2TW/YwGy633/PdPMA\nsN8HBgI+ZfTIk6yFm8mE+KPuqN4iDAt1zs85I4PjwvXrdCu9fk3L78aNb+fedhWjewRjfH77/hK0\nswoqt9qKBg1Irnx8+GzGxejx4zgNFtS1Jgn1P43EyXMSfv2VWbaffsoqAWoCo1FRtNYeOGD/mclE\nSYMlS+ja7N5deR89u+jx+poWVSqa8DrNHb/uDcMPP0uKLt/Hj81kKj6eBK5sWXPtzYYNaY13cwO+\n6K2H4Zh1qaxJFzxx571I7NovoX9/ZqC6Im6rhLgYPaZ+rYNPWSPyf+iB1j1DcfGGBI2GoqfO3PrF\ni5P45sxJaRJbC38WrPE2vCXLkvUOIz6eVqK0NHtLlgx3d1qVWrTgSu6zzxjPs2utFtkzTEgV7rj4\nLAxnL7OorzzROIKaq1AJFSsCgXW1mPC+a1YiS7i5cXBs3pzWC0uxXW9ve4KVnk7r19y5jkmikrtQ\nTTn8+WsPDBpES0z16hxA5Xp6sqXP358WoPHjadVSEv9LT6ebcMoUdYL1/Dknirg4EqtTpzjhN23K\nffv6mieauJgwTJihwdTK5us65KAn+s5UX877+Uto2FzCBx8AGxcrC1F++CH7Se/ewLjuytYyY7Lr\n7hyA7T548O1IVtGiwNTxevw0QYPxFQ1U/C4JTFuogXuOzBcGzpGD7vShQ9mvYmLoDpo9mwuNV69I\nmGrUcG1/devy/syfz8UMQCvIP7EYubkBn3bT47cZGqxo8eb+tlIXG7ZFtmxs/8mT1FdbsoSxbf8W\nwUpN5TU6c8b6VdhgAhRio5rUN2Kagup9tToS9FeAfGV18HQ3wggPnEwJRemnEnQ6aqz9/jsJ69df\nm+Pqmje3llJp3ZrP1qVL1jpYSUnsx4UKcdGlZpmPi9Gj8FMNIuqYn6VnJTXIkcb4xqQkayvV3bsk\niw0bcrFWv75y9YD584H9hyXMngpMWKdD0gkj6jTyQPvRoX9XX4iMJOkMC+Pi1pGmlRL8/CXMKidB\n+soc99YMvP9dutDyPW2afRFrgGRetmTlzMlFncGgHMeahbdHFsl6R2E0MoC6Xj2uWNVIloxWrTjQ\ndGmnx7WtGqt4niHnNFg4B6hd27UJ68GDzAlzegjlyTrN4HyyzpmTMSj16pHAyHXglGKy1qzhgOpM\nA1cp8L1SkzD0m2cxqYHutGHTQ+Hnz8Hn8GEOsqtXc1D09DQTroYNOVF360br288/c3K7fIalj+5e\nNyHPE3dUKhsGgNf58WNa1WRL1YULnLT9/Dj4NmigHnvj5y9h4SKg/186VCzNCWrvg1B0TXd8D93d\nSRaPHrUu0aOEjBzKxHPfIQ/4+dG13KWL4/I0AM9j+XLH31GDEMC2FVos9rUn6aFTdTCkS6hShcTV\nVX2tbNk4gU+YwGv922+MVbp8mTEwVatmzhU5fTr754ABXHzs2sUYt3+CU39qrfoiQLFhV4shy3FZ\ntWuzX+7enfk2mEy0RJ85w0WETKauXqUrt2pVvrp352T908zMlThasAAI6ixhwffm8xn5gIkVXl7U\npevSha8HD5jIEx5OktOzJwlXtWrs0y2b6hHeWwufshQWTc0Xhp82Spg2jffFURxa9BotIipaX+sF\ndQzoPEyHw3clFCpkfsaHDuU5O9PLW7mSfWzfPqBUKQn1mkioWRPYaVGOp1Qpc+WB6dO5IP3yS4Yg\nOEq6sEWuXAwlsES9erSwhYRwEbhunb1r8vlz/la20JcsyUoHbyOUmgV1ZJGsdxTHj/OhzJuXMVm3\nbjn/jZcX4FteC01e6wFlYQMDZm7SIaDdv0+y4uOBfYnuGKMQrxSX4IFWrd4EojpwBxQuzInQ35/n\nXLMmt6WkmLPeUlLoJly71nlgb4EC/J1cRuL5c2DaXAk9OwODE3UwPDXCu5p1RXpPT2Y6ytmOQnAC\nSkjga8UKZk5+/DHFQm/fBupW1yPYR4M5NQ1ANf5u7FQNdDrgzCWuZH19OdEvXEiC5WqR2+fPgd0H\nJCQlSX8LCEqxnHxOnnTsfqhbl4TRGckK6B2GqfM0mFDemnhO/z4UySaS2pEjaUno1YvkVqn9NWrQ\nyvDypWs15QwGkgK9nq+K2U2AQpKAMBrx7bec+J894+RQpYr1q2xZ5QnRzY0r/Lx5GVvVvJEew7tq\n8UEeE4qluyMuxnHMoCXKleOEPyRUjyLZtSidbsKaGe4IdBJ3KOPRIwqxnj/Pv+fOAa/PmACFZ+bu\nNSP27uU1za9Qx09Gvpx6/Llai2MbTahb1B2PboUBVZXbkpbG+2Nrmbp8mROvTKY6daLivY+PmYQ+\nfvym6PZBYOjQMEzb6VjEVsbTp0yqOXrUeruXF62LTZrw/65dzduHDOHr7Fn2vcBAEge/Bnp8cF+D\nyJoWwqJ7uXAM6SPh1SuOWffvK79enTYBfvbXpVwJI36KzXylh82baVGPjTVbrfPlUw+vKFOGWcMa\nDftkxYoUGx02zPkCBuC9sE1YAXhtYmK4mKhdmyEXli5w2Yolo1QpxmVlkax/F1kk6x1FfDz+rhWY\nPz/dUS9eOK9FlkNFKR5G111ASvINtnjyhCu0qCggrG8YvtymwZJG5kFwxDFPTNWF4nkK48W+/pqD\nZu/etLrZxovWqgUsXsz4l8REHt/bm0SnXj2uCGvUoPSDM+TIwev07BkHsc8+IzGKmCFh2TIJiYlA\n5DLH+3Bz4/G9vc1B7C9esG3x8ZwISubUkmBZYGZ1A0JP6/DDDxI+/ljZjO8K1qwhubFUaG7WjFaF\ngQMZF6RGNuvWZYakM/j5S9i7Dwj4UYcKJY0oUd6aeLZvz8ly40a6aL/4gpNir160XsnHT9ijR/3i\nWoR3NSFvQeWkh8uXSaiiougyrVOH7o8dO4AfI5UtJCXLe2Ddm7rzz5/TPSRLV2i1/PvgAe9R1arW\n5Kt8eV77MWOAx3f0uBqtwRqL+ofT5mv+vgau4JOGevy4XYOpLQxAoP0+TCZagGQSZUmoMjI4sfn4\ncNJ7/hxITVU+5ycGD4wZQ1dy4cJccNSsSXJfsyZdYnt36pF8RINfGlqfT4YASpSX7MjUhQuUrJDJ\nVFAQLUY+Po6zGH/7jWSgWzcSe09PCXHVgDGLdbh+0Yia9az7iyW++eaN8noZ+/2WLct+0KoVrc62\ncVFVqtDyOG0aicyCEVqstbF0apsYIEXoMGCwBKOR18r2VaECx4vdycrXukARj0wTLLn4eXS0deB5\n7twcYk0m9WoWZctysSaTrQoVGCc7dKhjQq1GsgAuMCIjOUa2bcuEINmyZ0uysjIM/xtkkax3FAkJ\nZm0YuZDt7dvOSZZa7FFsvAd0OsbNOLOmOIrJEoKuslGjuPI9exY4d07CihVA5EsdcmQYYTB5IPpq\nKHrnl9A6iO6AR484WU+bxjZ068bJum5d82TdrRsnl06dGPciuwwrVeKgu2uX43bLiIvRo0o+LaZ/\nbsKth+64/TIMGzZwInA0CDpDvnyMxWnRgkRhzkBlQlu+pPGtdXcAXmOtljIHtpg+navWtWtp1VJC\n3bqM8XIFB45IMBWW0PZrs1XBEh98wEF7wACSiJ9/ZgmRjAzeP58yehxbq8GWFtYTvikNQE4JUVEk\nVy9ekGT378/YKMtJJbB3GMbP0GCaRfzZ14meOG0KRXIyM0/z5yexs407Sk62Jl8//MC/d+5wEqtS\nBRA3tFjR3HqSHl/OgMg1Ovh+IkEIXvOMDPz9v+37uF/t3XvjyxnQdYQOYUMlXL3KZ9THh/21fn2S\ncx8fLhhu3uQEuHIlJ9WPq4ThC40Gyz+xtgoNj6T7Oj2dC4wTJ/hatMhcTqdmIS02NbNvS4s+OjzK\nLf1NpgICGAdUubKyTIsaHj7k5H/sGJ9Zy4WNn78E7+oSatQA9D8q//7ZM5aXOXRI/Rg1anDfXbqQ\nsCjp/WXPzmdtTxXl56x+TSOiVvO5dGTdLvqBfZZev92eaDvCQbqiAg4dontu0yb79rq5sR0vXzqP\nuypfnv3g0iX2iQoVuAgdMkR5fHdEsmS0b8++3rEjrY4hHfVYv1iLwgZzia1SpaQskvUfIItkvaOI\njyexkFG8OEmWszT5gN5hGDhSg6WNrQfvz0aG4rffuOoZN44TpRrZevBA+TgXLtCK8uQJLSWyaXry\nZGDMRAkDB5pXtP7RHJCOHGFwc6FC/O3AgbRq/PwzSUK2bJyse/akW2bKFA4UX31Fs/rFiwwwbd2a\nNemcIS5Gj6j5GugD35x/USDiogYJezhBGI2uu+xskZHB8549m6SxfrHMxai4iv376eJREmrNlYtW\nroAAuiEtC2PLqFiRE53tStYWt2/TMle8uPNiyABX4uPHs/8cOcJ2fLNMa1UfDuCE37K/DtlLS2jT\nBvjlF1ph1GKq/PwlfL8c6LhHh/dzG/HwhQcivgvFmg0SOnRgcLRa5ud775FU2pLaV69oTTp7FtAv\nUp6kD+wxwtOTE2S2bPwrv2zff5xPWey1dFEj5n3DiVIpzuvePU6gP/9MC8iFC5yEt2yRcDUnMPmJ\nDscSjKjf1NoqlD07yVqlSuaMOSG4v6l9lM+npZ8RMzJZFNoWGzdysu/Vi0RAydJVpAjJrZp7eOFC\nWlWc9Sk/Py4m2rZl3KJlULsl1BaOOfN5OLQA/X2cN9e0x2gdihQwwqukB6p1YpHx+k1dc5+dPs36\nm6tWMRFCCbLL0NXg9goVGP95/jzJVvnydCEOHmx9XZVispTg7U2C1bWdHivHaKDzMwBvhKGnzdfA\nozpw80HmM3az4BhZYqTvIG7epOnZUjm9eHHX4rIKFJOw/2EkIl9WwYjzFdB1bxW0HR6J0CESoqMZ\nILlpEx/IZcuUvYi27sKUFAr3NWxI69rhw2aCdfAgB6DPP7feR0AArR/dutF6ZIny5Rn7ceECZSce\nPKCFolEjpiV/8w0Qv0ePY9uCcfK3QOxYFoy2raxFQ9WgpDIdUdGAmJ91APBWJCslhdeqcmUS35Ej\n6QbqrwnD2L+sU3UGJXiiVY/MrZBtodVyQlZbndeqxYmwb19lEdBs2WjtOnzY8XF+/JFWw6tXXSNZ\nMtzcSGoWLgRaNFbX80pIICmrVctx0Hp6OhAbL6FEg62o230Hjj3Yipr1JSxbRndvSIiyIKgj5MlD\nF1vPnkCpCsqTdJMWHjCZ2CdSUiiF8OoVY8ZevuSE+fw5XaZFSinvo2BRD8VA+seP6aqsWpVuy6Qk\nWiHlCXjxYmDYGAnz1m/F0wI70O6rrU5dl25uXLDk/1C5LW45357cP3hAq9LEiXQTzpmj7kp0cyPh\nVhISfvGCVrdx41w7bseOjLX09yeBVIJ/7zCExlk/Z1MuWwuLOoOfv4SraVvx1fwdiPxxKyZFSoiM\npMvy8mXHv71yhePZggXKyvYy8uVjf8ksfHwYUrFvH8fS8uWZMZ6czEXjzYRgHPs1EOG9gu3Ek22R\nlgaU8dSSYFlgfDkDHp7VZVmy/gNkWbLeQcjxWJaTrJIgqRK++w744isJEyZIeP6cwY7VLYIhfX0Z\nLBkfT+IkW7Y++4xutLgYPZ6e0mLvKxOOb3NH0RphWLxMQrVqdFfYigdGRDDGQGkVP2ECTezh4Yzp\nsYWbG90q9evTWhUTw8Fm4hg9WpfSYIlFHEbEag0MBqBkBQmPHnESe/TI+vX4MVDgmQkIsD+WXIoi\nMyRLDt5dtIhE4fvvuYqV74ufv4Rf1gGfH9ehUjkjTG4eOI9QbNkhoZn/2ylvP3zIeJXFix1/b+xY\nal0tWcIsLVvIwe+SyrwtBC0VCxZwUnUlAFcJJhXByey5XZ/w9++nxU0Iuqnr16c7tm1bWoDatSOJ\nX7XK9QxDSyiJOobt88Tns5xP0iYTraqnHoQh4oIGEd7mfQxK8EStzrUR3isY2TNMSM/mjiadwpB4\nUsLixSznc/KkvbUxKYmTaefOfN+6NdX4fX1dP5+vRmvwnUVM1sD9nug9PfPkXgguvIYNI2lfs8Z5\nKSOARODyZfuyV4sWkZBUrOh6G0JDubALCGAWrq11Ki27hJOpwIxkHbKnGXHwuAdqByrHgqnh9WuS\nwqpVzdv69KEbrkULHldJBPbuBXyPsQAAIABJREFUXRKxceOoB+cIjoLfXUGlSgwDOHuW3oFKZfUI\nLKfBqtoWXon5Gjx6DHxYQsLly7B7GY1Ao6ImQEHO4j13YxbJ+g+QRbLeQchK75YoXpwPnyM8fcp4\nl6Q3eoH583MA2bLFXsOoYUMO7AcOkChNnw6EdNLDdEqD3yziV75YocEXvYHRE+wHtIQEHmvbNuX2\nZMvGQVvW8JEnFSW4u3NSbdsWGNVdiwkf2FijvA0ImquDe1mmXMsvHx9awOT3P0537MIzmZyTrBs3\naE1btYougj/+YCq5El6kSmj3lYTevfn+2TO6QWbMIPnMLFaupMCgsxTvHDloiWrYkJOArfpzvXqM\nT1JDfDzvT/78mbNiWeLGDSDmeBju59Jgka+1e1op40wN69bRJbZvH++hnx/dR23b8l5t2sQJePBg\nks/Mklc/fwmvU4CWYTo0b2KEW04P3H8/FOt+k9BCUt/f06fss3nyAAlHJRyLp4J4tjQS6suiNjI2\nbLZK+Og3RoPUckBioqRaw/O772jllfth69a05kya5Nr5fFRXQsw1YFpVHTxgRHp2D7wqGYrpcyQ0\nbOY8blPGvXt031+8SJdsZuIIy5WjhccSL1+aZQ0yiwkTSLTat2cyhCXRmzsXGDVeQt++HIOOHmXf\nGD/FtWxWgLGePj72z35oKIlW8+YkWpaE+MkTs0bXwIHOj/FPSZaMKlU4jg9qr0VkUXuZD//ROmQr\nLaF8eT67bdrg7/8//BDQ9FYeA3N4euDWLXPWdRb+JfzLRapdxv/w0O886tYVIi7OettvvwkRFOT4\nd/PnC9Gjh/W29euFaN3a+TH37ROipU/mqr63bi2ETud830eOCFGokBDnzjn/rhBCjAsJUGzHuJAA\np7/dtDZKdK5Yw+p3vWvUEH/qo4QQQowdK8SMGcq/PXlSiN69hfjgAyFGjBDixg3nbf34YyEOH7be\ndueOEOXKCfH9985/b4n0dP7u0CHXf/Pdd+wvJpP19hs3hPDyEiIjQ/l3/foJMXOmEKtX2/cZVxAX\nJ0SRIkLMmyfEnugoEd47WIzqGCDqFQ0WO3+Pcnk/RiP7xpUrQtSrJ0RCghCxsfzfEs+eCVGrlhDh\n4ZlvqxBC/PqrEK1amd+/fClEjRpCzJ2r/P0LF4Tw9hZi+HAh0tKUvzMqJHPPixBCPH/O/nXrlnnb\n69dC5M0rxNOnrp3L998L0bmz9bb0dCG+/FKIOnWEePzY8e8zMoT48Uf2j/HjhUhJce24lvj2Wx7P\nEjNmCBESkvl9yUhL43l16mS+5idPClG0qH0be/USYsIE1/et1QrRp4/657Nn835vXhclxvYMEmO7\nBohmFYJEry5Rqs+QLbp3F2LtWtfb5AzD273dOBgbHSVGtbYeA0e2riFio6NE4cIcn7KgjLfhLVmW\nrHcMr18z7bpOHevtcuC7GjIyuEJes8Z6e5s2XDU7075q3BioX8v1qu/x8QzY7NNHfZ8yatemW7Jj\nR7oPbesU2iJNJdDVlYDyn3+V8EEDYKbBbHG46hGK5WskAHqc36VF3lwmhJ9mxk3T1hJiYxnMfuIE\ng5QXLnTNfZaRwWtga0UqWpSuz6ZNmaLesaPzfQG0mOXPnzmLwsCBDMaPjGQ8jYwSJWihuXnTXoHe\nYKB16MwZlpfJrCVLq6XVRZaZACQ0e+O6ad4cSFZREVHC7t08ftmydPcWKsS+fvo0/s4sBHhd5Gua\nP7997T5n2LqVbkcZ771HC6yvL5D+So+n57V/u/yKfxyGaXMkTJnCZ0dGcjJjEPfvf5OccN4EtLU/\nltLzImPNGmaoWqqT58r1Rmpgt2t95Zdf7F3E2bLRyjdqFPXR/vhD+Xm/fZvxfjdu0GKklNXnCsqX\n5+9lJCfT9bxnz9vtD2Cw/08/0cUd0lGPcnm1uHTWhCZl3XEw1loWZNo0tj00VF3p3RInTjBGTw2j\nRgGXz+qxPkKD7+XMzZZU4d+70zWpj3/LkmU0MiZu/2F3INj+c2fjoNzWkNE6fJjPiHNXPDBVR/eq\nrJWVmeL1WXCMLJL1juHoUZqLbVOunQmSxsSY09wt4enJQWvTJucmbzVyY3Kzf6gnTWKcgqvxTV98\nQffigAGMs3Hk8nmcLQwD92mwtEnmXFBbtpA4nDghIVcu86D4+jXg30yPVeEarLJwa42dosHQYcDr\nDAmjRvH3mVECv3GDgcxKLosKFRhb5e9P158zYVCA8V8DB2bOHebmRrfgxx/zPsvkXA5OP3zYnmRt\n3kxyUawY08hJlJzDaCQJjYsjyVCKu+nene4/ZzXVZMiuQoBxdQULMuC6Vi32l1atzN8tVIjkoUkT\nTmiuuHAABgNHRdElbolSpYCJY/XYtci6EkC/7zUYOxwIDmZ9PZlUnTvH69y4MWOY9qzJ3GJACBIh\nrUIJGjkuyxnJun2bhEEp1s7NjZNzRARdrtMm6HFET/KYls0dOYqG4fvVEr78kuPB22bZAnQXWgaM\nL13KbNgqVd5+nwCfv5GDWPNQ42cA6nO7ra5Z6dKUA5k4kdpTznD8uPOYqvdNWsxuZu+ec1WF/98g\nWQcP8rxKlQJGzgrD+OXW0iZj/vJE94nOXfF+/hIWLJXQ7jPgzlLgwZuA/FKlWEGkfv1/1s4smJHl\neX3HYClCagkvL8aIqGmKLl7M1a3SBC1PfM5QpHoY+sdaZ/F8Fe+JLQdCERfHoPjwXsEY3CYQr84H\no1xx1zL+ALbru+8Yw+UoqHv7dmDHbgmdJ0RipqEKOkRXQMRjZkg6GuieP2fMzrJl9oG7uXMDDcrb\nl26ZWd2AWiV1OHsW6NcvcwQL4KTrKP37448pGtqtGzWHHOHWLcYhhYRkrg0AV/Lffkuh19evzdtl\nkmWLlSvNMXqXL7tmyXrwgBaY27c5EagFNnfsSN2j5GTn+0xNpYWpSxfGyhkM5qDnpk15PWxRvDj1\n0qZPp9XDFezbR1FM26QNALh2yF7/akVzA35dokOVKkyxL1qU1/fRI+5rxgxaiIP6hmHaFevnZeoV\n9ay33bsZS6ckAdC6NRdKzmrTbthAi5xacLqbG4OmWzTSY8MUDcLzJmF0/kvQ5E3C5SgNZk3RIyLi\nnxEsgNfz+nVmhr56Bcyb57o2mxqE4HPw61Ll7Dg5Q1hGeDjHi1OnHO83PZ3fcVavMnu665Z8JfwT\nkvXiBcfvjh15HbdvB7r0kpBWIRKfHamC2c8rYOytKoi6FImP6roW8P/qFRfrAwYwaQcwq75n4d9D\nliXrHUNCAidlW2TPzsyru3fts2AuXaLe0a+/Ku/T359uvVu3lHWVAA5wa3+VENQJmHmDrraMHB74\nYnYoOqdI+Ky7Hs2KaLCwgQHIC6AUMO1bDXJkd101O3durqB9fWlxsQ3uv3yZZOe334CGDSV06CbB\n2xtYOo2SE44QHs7VfZMmyp97QHkAffbAiIkTOWmUKcNrW6qUc8IVF6PH6ulaFEwxi/0pXYdmzcxa\nQHFx6uRk2TKutJ25UtUQEkLCotHQbQOQZNlmdV69Cvz1FwP6AV5zNX0iGceP0zLVqxd1zJwV527U\niIHUzghjdDSz04oXZ9BzgQLmffv52VueZJQrR0LSogWtiJZuQCVs3cqAaiVkV6mQULeGEXt/c3yu\nfv4S0tKBT/roUNzLiELFPPDZCPWsN0cLoSpVSDQvXXKcmbd2rfp1sUTeFC0iP7EmKjo/A2Yc0AFh\n/1wrKXdu3uvbtznuNG7smo6dDCH426NH+TpyhH+FABp4mQAF4m9LdvLnpzV99Ghr16Utzp8nUXaU\nEJCRAZxMcgcUMjxThWuMNF8+53IQSti6lf1CLkRvqbN19pKE0ZOlvy2XHkNpRV292vl+ZZLVvDkX\noElJHNtsExay8M+QRbLeIQhBS9a33yp/LrsMbUnW0qXMgFHTtcmZk5PMxo18QJWwdSutZOOmSMiW\nzX4Q3v+LfcafrJqdmVTqcuVo3u/alYOqHDfy6hVXcRMnWlvy8uThZ45w4ADbf+aM+nduPXAHFIQL\n3yvgAXd3Xve1a7k6v3WLbitL4mX598ZFPXYt1kBXzbUyLR07Mt7I359up2LFrD83mVhgOSbG8Xk6\nw5IlJC1BQRxY69blNbbMJlq9muQnZ05a/16/Vlf3B95kOQ2iFVJJEV4JISG0nDojWZbfkV2FMnx9\n2faUFGWrTdWqXO1LEompbWkWGUKwb6iVGbr7WLlf5M7v4VIGVvW6Eq5nSOg/iPfWT6EeIcB+tXev\nfcykDDc3s8tQjWRdvEgrRPPmztuVTcUqEx9rxMcfm0tGyS8fn8zJeMTF6FHpPS1mDjDh+Bl3DBhv\nLoxuCyGowG9JpuR+Wbs2F1wDBvD/okWBDnWU3bCv0+zJTlgYZSP++MPatWwJZ/FYQtD1/BBhmHJZ\ng4kWtTyHHPLEvgehCN6nvoCTkVlL1p071Ls7dYr9wlZ8ODmZ18vPou7itGkks9HRzLh1BJlkubvT\ncv399zyH2FjX25gF58giWe8Qrl6lO0HJrQEoB78bDJw4jxxxvO/u3ZkmrUSy0tNpop41S33lni1N\nfdCuWNE8UFv+LVZMedXeti1dTu0D9WhSSQv3DBOOn3VHqcJh+PJL64HaGclKTWUMg1qwusnEoNYD\nF8Lw1QMNvmtkHef1+ehQu4kxPZ0D4PXrwLVr/HvkCFfs168D+V5osbuDPeF0FLvRvz+JREAAJ1vL\ntv7+O8mnmkyEqyhQgGStb19aqwoVYjzYxYu8JxkZ7CuyxfPyZR5X6R6lp7O/rF3LCaxmTdfb0a4d\niZlc3FsJBgOtD3LpoEePrIte581L605iorrCdp06PJdOncxB7LaQXUm2VhaDgSVnYs+GYXyKBtOq\nWNfd7DXFNQmKp095L4ODaUVU02HTallk2pGlsnVrBrV/9ZXy5+vWkeg6q4f55AmQeMIdaGb/Wb3G\nHug+ktadCxd4D779lu9z57YmXfL/5ctbE125qsLfUi9lgWmbNYgrw0XGnTvWZOrIEfanOnVIpL74\ngtdDTs6QkZbGvvs4uz3ZGX7UE7tuhqJbonURZA8PCneOGsVjKRULP35cnWQJYSY6u/aZZTqe3jfi\n7CUPTF4Sis4mCV27ciE7aZK6q9VVkpWRQcIzYQJJ4k8/KS8k4uJ4rp4WHun33uNv+/dnmx1JWMgk\nC+D369alJEmWu/DfRRbJeoegJEJqCaXg97Vr6Z5RKsRqiebN6e65cgV2+j2//ELTu1IwrTwgxB10\nx7gg+88bNvNAn/EcsM+f50C3di3fGwxclduSL29voEVjPa5t1WBcvjcDaUNg6mX7TJ48ebgfNcyc\nyf0pBQzfu8dJKV8+4NffJQR8Akx9psOzB0Zcu+OB8d8ou3ayZyfRLVmSbhBbjAtRJpzHDxkxZgyv\ndePG1oMjQAHRBw9oadq502x51GpdD+J2hoAA3schQ0io5LgsHx8O2nnzmjPK1FyFz59TKT05mb91\nVJpHCXKNRyV9Nhnbt5MUycTKlmQB5rgsNZIlf2f1alpqd+60j7uRswotn6ljx+iarVcPOHZawomD\nZv0rg5F1N7tld806++wZiWSxYrzGsbH2iQQpKUxO2L/f8b5atmS2nBJRE4LPlbMg76QkEr4GH4dh\n6hUNJtgIsN7LH4px5Ul2bPd/7x6fW/lZPnCA/1+7xvOTn93HJ7RYWtV+kdFluA7dn0hIS+P+a9em\n+3/JEj5LjhI6TCaS0MePSXYO7+M9OX2UZXB6Tw1FUIqEtm0pXNyrl/m3HTty208/mYu5W+L4cWD4\ncPvtQpBoHzrEhUTevBx7/PwlZGTQKmx046LwxAmSrIYNmbhjm1EMuEayzp6l1S49nZmYjhZWO3cq\nJ6W0akXLbXi44/jWV6/MY1DZsiS5J09mkax/Hf+BlIRL+B8e+p3Fl19Sd0gNs2dTt0dGRoYQ1asL\nsXOna/sfOFCIyEjrbamp1GaKjbX//rFj1Ctq1EiIVVp77ZVOFWuIJQvUNZGePhUiMVGINWuoadO1\nqxA1awqRJ48QDUq4pjEUHCzEli3K+z9zhhpLlppDMvbvF6J4cSEmT6aG0ODBQowaxc9SUoQoXFiI\npCRHV0sdI7sptz20TbCYNEmIJk2E8PTk30mTqCkl6/ykpwvRs6cQnzSKEqN7BInh7QJE/eJB4o/t\nrmtLOUNyshAVKgixaRP7zJAh3N67N7XUZMyYIcTIkda/PX9eiEqV2BeNxrdvw4YNjvXZ2rcXYtUq\n83udToj+/a2/s22btbaVI6xfTz2l8+ett9euLcTu3fw/PV2IWbPYZxzpGe3ZQw2pixedHzc62tzG\nWbP4jNli9Woh/P1dOg1Rp469Rp4QQhw/LkSZMuq6Z0IIERUlxIcfCrFyJd/HRkeJesWCxYgOAaJB\niWChWxglBg0SomJFPjuuwmSibtj27ew/XWor6zeFtgwQ1645bqMSUlOpjSVJ1AyzRESEEKNHm9+f\nOsXxavRoa/2y+HghSpQQwmCw/n1GhhAFC9prQ2VkUDOvZk0hnjxRbtfq1UI0b279m+++4/6WLrU/\nz0OHqFmnhJQUISZOZN/77jv2RWeoVEmIo0eVP3vyRIhixYTYu1f99wULCvHwofn95s0cy3Pn5hiR\nBXu8DW/JIlnvEGrW5GChhrVrhejWzfx+714hfHxce2CF4OBdvbr1tqVL7SfD5885MXt5CbFihXn/\nu3dEidqFg8XYrgEivHewmBsZJT78kGKjmUF6uhAjO7omtKcm8JeeLkTDhhywLJGRIcTChWy7Xs9t\nDx8K8f77Qty+bf7e+PEkXm+DHp2jxGc1lcX+ZCQnCxETw8mgTh0h3nuPk/HMmUIs/SZK9PzI+vej\nbH7/TxEfTyK5aZMQvr68p/nzC/Hggfk7/frx/svYsYOTtCsCs85gMPB49+/bf/bsmRD58vGvjOnT\nOelZ4skTinS6SvaWLxeiVCkhrl/n+xs3hChQgCTh5k1OmI0bC3H1qvN9ffedEFWq8Lo5wrp1QnTp\nwv/PnyfRs30e69YV4vffXTsHjUaIcePst48ebX99ZGRkkEwXKybEgQPm7enpQmTPzvNfuFCItm25\nfeVKTvabNrnWJluM7Zl5EVY1pKRwIRUcrCyK+scfJAaWePRIiE8+ISmz7EOdO7MfWeLGDT4Htpg0\nSYiPPrImIbYwGoUoWdJebPjsWQrjBgVZ9++kJI7HtoiL4/Z27dgPXcH167xHjsb2zZspoGpLTGXk\nzm1NOo1G9s8yZXgOWbBHFsn6P4yXL2nhcaS+HBdnPeB07crB01Wkp3Mgllexr17xvTyIZGTQIlC8\nOCdg2wHo8mVOYpb47TcOYqdOud4OIVwfqD//nJOnLZYsIcmyHISSk2klqlmTbZUxaRLPxxI3b1J5\n+8WLzLX7+HESuK0bqXIeVDVA9G0V7JQgPXlCi9yQIUI0Kat87oPaB4sHD1wnzc6g0Qjh1yBK1CkS\nJPr6BQj/qkFW7WzWjJOYPEkXKULl/38LPXrYk2AhaMFq395627Bhyurr1asLcfCg68ecP1+IiqWj\nxLAuQaJP0wAhVQ8S0ydGCS8vIaZOVVdvt0VGhhADBnAidXQ/li7l92RUqULVehmHDglRtqzrx42N\nJSm3RHo6J/uTJ+2///o1LZS1atlXKHj6lGRW/l7JkuZrefgwn+Vx41xvm4yhA6NE10qOFxmu4NUr\nIQIDacVKTVX+zosXyuOi0SjEV1/R2nPhArddvEjrjSXx2bpViAAbgfTp04WoXFl5AWCL+fPt1fWF\nYHvHjiVpiXpz2pvWRokGJYLEuJAAMbZnkNi+OUr078/xdPNm58eyxPLlXGA6Q5cuyuQ7PV0INzf7\nvvt5zyjhWzJIDPRnG//Nhd3/BWSRrP/D2L2bFgdHuHSJqxAh6CL74APnK21bDBtGs7UQnFg7duT/\nFy/SolWtGl1tSti+XdkFtHYtyZqtq8YRYqOjxEgb9+NnH9sP1IMGsYSHJW7d4irP0uVx8SJXpp9+\nar16S06mdUappE/nzkIsXux6m9PTeY+WLTNv+/ZbEsHMQK1sUOsKAaJgQSFy5CDhqVGD17t3b7o6\n586l63XnTk649+45niD/2B4lule2t5gtipwsxvYMEi3KBIhB7YNEm5ZRolYtswXo38K2bXSZ2iIg\ngBYgS/Tube0+lDFoEPupq4iNjhL96lifc1efGkK7MPOTSWoq269kWZIxY4a1O0ujEWLMGPP73r2F\nmDMnc8fMl896gbNvnxBVq9q7p+7coTu/a1d7N5kQXGiULm1+r9NZu1/v3xfCz49ER81lZotly7jP\njT9xkdG9XoDo4ut8kWELg0GIli1JJGxLQtnCkYVfq+WiRw6Z+Ppr63I/kydbk5A5c+gudbW0zMuX\nHGvUXMexsSSrXdtFieEtrPtdZ+8aomtwlJW1zRlio1nWp0ONANG7mXMSdO8ez9/WrWgw0JJlu+9h\nzf9bC/q7jrfhLVlipO8I1ERILVG8OLPe5GD0kBDXi8HKqFRWjz9XB2Ns10Bs+jYYbVrqMXkyleJb\ntWJQcKNGyr9VE98MCaF+UqtWDJJ1BX7+Emr3iERAFIX2pj6rgvjHkbj71Drg2NPTPrtw0CDgyy/N\n6tLbt/PaDRzIos6WavkrVjAIXSlQddAgBo46E4CU8cMP/O7nn5u3SRKg17u+DwBIV1HWr+3rgUeP\neL5HjvB4Q4cykL5gQWaW7tjBLNCePZkxlysXJRiqV+f179WLwbyzZwM/zrMXdfwk1yMcX78E4XmT\nsDngEqYXSUKBhxpETtLbKcP/U7RuTVkNy2SNR4+oBdfWphzN48fWEg4y5GLRriJ6jRbz61if87JP\nDLh+WKfyC3V4eDB78aefKAKqBNsMyg4dqPMmBJMcfv/dur+4ckw/P+DPP83bfvmFz5hl4Pjhwwzc\nDw5m1qFthQi5bZaaS337MtkhLo7vvbwY8O3tzX2dPu24bevXM7vujz+Azj0lRP64FZ9P24Hbblsz\nJeOSnEwx16JFKV3gLFuyUSMG4SshNJTSNJ9+yizJ8eN5r86f5+eWmYULF1LuZvdu18vKvPceMwBt\n9eZk+PkxmDz5ihaTKtqL2pbPr/tbYNcZ5KzN8LxJWOV7CYsrJSFqvgZxMeqiz4ULU+W/Xz8mD8gw\nGOz7RPQaLSK8nYu8ZiFzyMoufEeQkKCeiSUjVy5mwNy5Q5JlORC7grgYPS5u10AfyAdNEwT0X6jB\nEy/g+HFJVTpCxrlz6rXO+vUjOWjRgpOiK/XEsueR4FVLwrS1fN/zBIlCzZpmMmcr4bB5M9uxbh0z\ndCZPpoL51q32KfwmE5Wo1SbIpk2pIbN7t7rOkoxHjyh8GBNjLXNRoQLviTMtHkv49w7DwJEaLG2s\nXDbI3Z3Xz5VrmJbGtt2/z+yw+/fNL8NT+yzI3bdeYYGvNZtZ7GvA1F908A/+5yKVlpD12TZsMGd3\nbdoEBAbaZ14qZRcC1PXp35/3Wik93xavX5golmuDv44Y8c03JEG2OnOO4OXFLMlWrZgpa3uPnz1j\n5paM2rXZX5OS2Cc7drQmOq5AVn/v1o19eONGjg8y1q4l+f7+e3WRVYBSDpbHdncnSZowgUTLzY3b\nvvmG7f7kE5KQzp3t9xUVxYzVXbusdbyaNKFcyLNnrulsvXjBhYmPD9vvyj1t1Ih9aORI5c+bNuX1\nadeObRk+nLUtt2whyZo9mxm88+fzvNUEmdUweDDHo4gIoEgR+8/ffx+o6q2ccXw0wQhfX5I1pVfe\nvOb//1ytxYJymZOGAVjp4ZdfSLY0lOuzkm+QoSa866qifRaUkUWy3gEIwUFCLn2ghrgYParm10LT\nzYSq+d3x8GYYUMX1iXH7Kq1VSjcALGtmwEyDDiVLOt/PuXOO638NHswVVMuWHMwcFaQG7PVratZk\noeMuXZhWnScPX/fu8fNnzzjQr1vH4/TsyfT4I0eUBTXXr6dchVqdLjc3WrMWLXJOssaM4bkr6UW1\nacNJyFWSde2uhLPpwIxkHc4cM6JwKQ/0Gq6uFO4IOXJw4C9SxF6+YHSIvcUsh0oafeJ+IypXpkWj\nXj1KP9SokflSQ7bo3p3kVCZZ69aRINhCjWQVLszX6dOOy6LcuUMrxtlj7oACOS1SygOnTlEtvVQp\nkp+OHYHKlZ2fQ82alCFo3566XZZ9zdaS5eYGNKqrR8QXWjy5a4LPR+6Ii1GuBqAGf39KkwjBhVS5\nctSqysjgOa5bx+3OFNaVdMp69mRZoF27rMU7e/emwGvHjpRhae2nx86fWPfw4TN3bE8Mw7Yoye6Y\ncnHrPXuc16t89owEu2ZNitu6IvYK0Eo9dCivh5oMRJkytHZ9+ik10+5e0+OLAC3KpJswZYA79p0L\nw5/7pUwRbBleXrQkLlzI8ckSd+6QxCUkuGO8QjHnMt6UuElOtn69fMm/t26Zt726YwLK2e8j/ZVj\nEuTmRhJZuzbvX6VKyiQrOTVztTaz4BqySNY7gAsXuKKxVQK3hGxK/r21usq4yUQNlKtXqYd19ar5\ndeUKUCWnCVDQunJ1JeOsVh9ALSiDgavx3bsdr+KPH6fbzxJffEFL2Fdf0UJlqZM1dizdTJ6e1Hzp\n2JGTkZK7QQgOfrNnO25vz57Um7l2TV1r7MABWhbOnlX+XJJoIXCldtujRyRsO3ZIqFVLQv/+HBzV\nlMLfFq9eAfsvhGFwhgaLGpj7zF9PlE0Hvn4eCBlFEpGYyDI/Fy5Qx0cmXvXq0bXk6uQI0Dpy/Trd\nVLlz07WipFT9+LEyyQLMellKJCs5mSv4xYtp8eq8KAzTtBqML2dtJew9nKKzaWnUq9q8mX3U05P9\nqEMH9im1SbxLF1pJOnViv5Z1rGSdLBlxMXoUeqRBZA0D8Ka9jqoBKKFCBVqYkpLMrsIXL+gKfvGC\n90ftWlnC1pIF0HIUEcG+2rKl9fnWqkU3ZPtAPW5GabBEFu7ND3gka5DyDFBSdZctb45I1pMnJI8N\nG9Jylpki6KVK8Xo4KwFDRPbpAAAgAElEQVT13nt074b11aPEYw3mlzUAb6yME900uHUJKF/+7ay1\nTevrMT9ci/BLJsDDHbUDwxCbIGHtWpYsGzsvDNNWWve7rxM9seNKKDw38pl3VFkBAMJ7KZOgPfEe\naN2afbBDB+V7X7o0rfr9+rG+pi3JunIF2JYQhtelNZhTU9mCnoW3QxbJegfgSjxW9Bqt1QMM0JTc\nc6wOk2ZIuHqVFp+iRem+KFeOf4OC+LdECWBYl7dfyTx6RBKnZC63xZQpJEaBgYzfUIobE4LxX7bW\nH3lVVq+emWS9esWBY/t2WkX8/bkS7tJFvQ07dpAM+DshL56eFDDUaknYbGEyMdZr3jz1+LemTRl7\npGaNscTIkSR2stu1dGmSkH8Tr16RjFasJqFPCDBzrQ6mZCMOnfDAhYe1MfrEZsxWGGhr1CCR6d+f\n2w0GEuHERMadTZ5MMlSnDi1dMvFy5NbMkYPup/Xrea3btbO3jtkWh7aFnx/jnAYPNm9LT2f/mDSJ\nRO7YMdkNKMEzj1lcNCOHB9paWAlz5GD5kmbNGMNz5AgJV69eLDHUoQNfjRvbk/fJk6myPWgQoNOx\nr8qK7zKi12gRqSDUqVmqQ+1Gkku1Kd3cgDof6TGlvxb3bpqQ54k7fBeFoUlLCb/+6npx5ydPlBX3\nu3ShRW/7do4PlvjwQ6Cxj9YsEvwG06uqu61at6Y1WM3S9OiRWUBzzpzMESzgjXXwTVyWszqb2bIB\nBdO1mGtT9HuKjwFfTNYh4biEXLlg9cqZEw63HUvQ48hPGvwRbN7n55M1eK82cO6c9MZiL+H994Fm\nn+ogtTAiw90DfSJDEVldwowZtJj2709lerUxonWvMISO0EDX1PrZnKoNRbLJ7DJt0IAiy+3bW8cx\nDhxIUv7dd7QWyiTr8mXGdYZPlFC5LDBkjg4vHhlRqbr1s5GFt0MWyXoHkJCgXBLEEmr+dK/8Rgyd\nQCJVsiRXfLa4coUDa55sYZh8UWMVoNlvtyeqd3W+kjl/nlYsVwZINzeSki+/5GQfHW1vur57l+4P\npQna05NxKC2b6NG0shapL0wI7+2OcsXD8O23EmJjzUHvapg5k4VjXWnvl1+S5E6aZF//cdEiEktH\ndfty5uREHxNDAqWG2FhaQSwtYqVLOy5um1nIBKtkSQbOZ88uIXseCV260LX6zUKgXLE6qiTEEp6e\nJBuWqvePHtHakZjIEj4DBnDSt7R21aljTZiqVtBj3SIt3vMwoXhZa/dZXIweW1do0aS4CZreyoW2\nc0KPWwe1GB9iQnp2d3xYNQwr10r44APG3dSta91uWbXbGdzc+Nu6dekGSkoimRsxArh5kwSkY0eS\ng1y5OIGvWcNndckSWlstLVkZGcD9myZAoW9ePGOElxct1uXLK7+8vNimuBg9PnyswczqBqA6fz/q\nkQYhHQAPD9cnxKdPldX6s2UDpk5lbFabNvaWyewqJbTULN5Vq1KlXsnSdP8+LWZBQSR2mSVYMmSS\npaTobgu1sdJDGPH0KZ+D1FT+tX0pbS+VTWtFsADghxYMs/DyMt8P32YSzr6QcOwX6+MuXMixaPp0\nxqINHEj3ua2V8dxVCVfcGUaQPd3+2ezUiYsRvd4c59iwoZlwffABE32aNdSjVQ0tCjwz4euO7tiW\nEIZxkyUMGAAAEh4l0wIX+aPza5kF58giWe8A4uPx5gFQh1pGWuFSHg7jidatowVg3DhgyBAJ+/4A\nOg/VoUIpI94v7IE2w0MRHiHB5yPHRMIVV6El3Ny4ourbl5aBbdusLRjHjtGaozboPrypR7tKGsz6\nyDy4DYrXIHwGUMVJHFpCAidJVwsaV6jAiXbdOuvkg1u3OPnGxzufHCSJcVlqJCs1lZlQixZZ16/7\nNy1ZtgQrWzYeb/Jk/j9vnnx+rpEQJRQqRAtlYCDfC8H2y27GyZNp/SpenITL6309jCc12O5v7+YG\ngKj5GkSUMwCB1p9ZkrDEHzXYGWT+ff8fNejZHRgzUXrrSdsWbm4k7lWq8Fm5do0ETs7kDAgg4QoM\nZEC7XwM9TkZpUcJogna8O2q0DINulYScD90VSVatBh6I/pGLi8uXza8dO8z/p6bSAl0sXYv1Tawn\n9Tk1nQdA2+LJE+WsWoBZiRHhevTz16L4hyakZyPBNWaTEHfQHWMVDnPwmAf27KEV0PK6Wxa3tiRZ\nd+/SgtKtGxcw/+ReNWpE66ErUBsrS1X0QOSszB332TPgqwDXSGdqqrqVsUQJJhWMGcMiz97eHJfr\nVtdj3yYtMlJMiDvoji8nhOGzUJVq5uDCp0sXvpKTOeZs2MCYtcaNgVpV9WhTToP5Pgbgzb1PLaOB\nzxsrL8CFuDEr1v1fg9sb7Yf/9wd2c8P/6NDvFJ4/54T09KmyFUrGb+v0+GmCBitbmgffoYc98dn0\nSMWB12DgQ7x/P8mDZVagjw9X7LI16K+/6Fb79lt1YjJqFE3TY8dm7vzS0hgwnprKeAn5HKdO/f/Y\nu+6wqK4nOqAgikZjr0HUiKKC2Dt2cJW1Ye8V7L0BGguiUYPGCsYWey/RXcCCYI3G3rD3rrFSZIGd\n3x/Hl23vbQMTkx/n+/h0d1+5r9x7586cOYM2ioXoiIgmdZfTpFxxBt/PTnClkLXSgxARVnVNmyKs\nYy4iIjC5nj2rmQw6dICbf/p00/s/foxQ28uX4hlT06fDsNy9W/f7Bw8wgejXpLQU+gaWSoXU89On\nQbINDMy4+oimkJoKb90ffxDtWSKn9TUNn2P3U65kb8+0ysPwtwGXXMm5/h768IHowTE5bapruE2n\no66Uu+IeypZNE9oR/m/sz9ztsmVDuNDGBt6Y335DWPH4cYTySiYH0ILqWh7hQ45UqkUIebcgipiv\ny80ZGONIad+H0MYdMqN9/P17otu3iX4a3ILCqtw2+H3O+zIUvNF8t2e7djAQ27c3/C02SknbggMo\npKKmncNOOtLRVyE0eDDRyyO61zD9jiNlrxxCW3YjPDZ5Mgwroa9s2oRxZs/nrvn4MQys3r01GW/p\nQUoKPD8PH0oXHRewZZ2Sts8IoJVaIcMZdxyp1RjxsVIMiYng+c2dS1SruJw21DI9Fr16hfHi9WvT\nx79zh2jUECVlu6vXzruO1HhQCNWoLyOVisz+e/8e/e36QTntbW68rUJR8MhIs27F/xWssVsyPVlf\nOU6dAvHZ2ODLTLRmk4xOviQKeBpOeRxV9EltT0de+FG9JzLy1Nv+wgVkddWqhYld23OiVmNi1yZ5\nu7kh1CXwl8QMrevXQaq0FFmzQmeoXTtkMG3YACPk3DkQevWRkAAD8Or5FCKRwsDPHqiMpovHxcGT\ntXGjZe308oJRevIkXPCRkWjjWjNd6sWL4+/UKUN+3c2bCBmcP2+4X7FiMMzEigKbC30D68kTeA+L\nFUO4Y8KEv8/AIsIzL1kS4dFP78W9APm/UVGKxGo6S5qKcucG4Tnlhvj+TkVU5NlaE95JTtb9+/DB\n8Dux7aT+Pn3CefQNrwIFiD49CqMFLfU0kZok0NRn4dTIew/Z2uhywnqF+NGiX1DceOtWae7Z5ctY\nxNi+Eh8Mnv1pbzTDTh9ixHcBkevCdAwsIqJFtRMo+H04jQ3cQ7HVdK/BZwzCVlNnaUJVjo4g0Pv4\nEDlmVdKzP8IosHMKJaTa0b5T/uQ/QiYpu2Ap7OzgbT55UryQvTa27pZRofpEsxPCyTZFRcf+sCev\n7uZxj1JSwPWbPh1h4aNHiV488KfgUF2jc+x5R+o2TZdmoVKZn41bujRRhfxhNMlZ9xlMLpVATQaF\n012VjOztyeK/Qt+a9rrZ22d6sjISmUbWVw5zSO9btmDCL+0qo8V7NAPFgBtETeop6fdtYVTw2xRK\ntbWjlDz+tHaLjBYsEA9dPXsGA0WfI2XK0LI0XKgNQdSxVSsiXx8lueQNo48XU+iYjR0Vyu1P9ZqC\nZ7V2LVbCdeoQFSwiPtG8fGtPzs4w2vz9NRlhsVFKilwXRrevpZBnaTv646hlafO2tkQ+zZUU7B9G\nlct/dt37+VP27OYfQ5By0H6ezDBwgoJIVIcsa1YkKzx+jFCRpUhMxCRXvDgMrCNH4Dns3x/ehWHD\ndAnjXxpxcQgTb9wIb2JWR/HnWPg7e0pMEF8xlixrT5Mm4f/jjojvf/+pPU2qY5nmlaVITRU3wMLG\niU9k50+pPodJZZ//NPy0Zj4I6dStSzRlgpLOR0EeIc3WjsrV96ft+2R0+TIm9xIF/SlYzxs26Yoj\nnXrhR/XrQxizVi3T7dcXI9WGFG/pwmkVNWhAVLCgjAoVgteqUCGiPxPgxStYEO95x47wyv7wA1Hg\nWCXVLxBAB1tr2ptYLICqVyISy0a0FgIvy5iRFR2NsfLaNdlfffe339DOiUZClmo1eKBBQVgg7Nql\n4fqVKyej1DSiJv3CqWl9Fb1PsqeDD/1ocSPdhli6UMqSJv4MvBqp/tIOtBRSGYrayU12drrCpZlI\nHzIV379ymCK9v3qFwblgQWhEaeP5fSW1dQ2geSXjaHzu2xSQK46eHg6gRfOUktwgY1IFgqE1YoSu\ngGdyMjhOpUtbcmW6cHAgGjtcSdkfBlBArjja6XWbggvF0drAACpdXEnjxiEj5vp1EDv7jPOn4Lu6\nipUz7jrS+Ll+dOMGOA2dOmESmzhKSXt/glLyypq3aYW7aaVkfcRGKSnLrQDaXDeOJua9TRGyOHoR\na9kxBPV3baxfj8nOWOjSWl6WYGAVKwYDa9EieAd//hkTxoABGn2qL4m0NExkzZohAeDbbxGCLlmS\n6HGyP027bfgcv6/jR7uO+1P/w4a/eXXTeAhuvfen4b/rbtP7gCPdeONHVaqAM/WlVuVZs8Jbkzcv\nDOGSJRFqd/hGfCKrWd+ejh2DF/n1a0glFCuGEFK/fvi3SgWE6SblQp+dlCuO9oUGUJkSSrpxAzpP\njbxl1HJ0CM1OQDWE2Qmu1DEohC7GyahfP2RrduqEhBZjkMouTEkhuv1A/BrKudnTjBkwosqXh6F5\n/jwWQOPGgZtWrBi846NHwyudTx0Gkr4W5nlkvJK4MeV3IrR15EgYodoJLD4+WOzs22e4DzPGvGrV\nsN+yZciI1k+myFtERkn59tCsrRG0dO8e+r6SjNas0d3GEiMrJYXoQlzG61Z59xAfN7X7lL19ppGV\nkcjkZH3FUKsxgN+6JZ4FRITBNEcODAT37+t2Ymt4S+vXw9uyaZPoz0RkyNG6ehW8juvXLbg4LaSm\ngksxa4icfipp2N7A5660aJdhe2OjlLRsRjjZpKjI2cWevLrpuvzVagyI88fIaWt9w+P6XXYlDzmO\ny6wpfSP2/0tKOa1wt44Dpn2dhQrh/hUrBrmDChUwuFerJr1fjx7IYOvd26zTEJGugbVkCbxlV69C\n0LZXL3izzNHtSg/evEE209KlWAQMGwYem709eDgRERDNvHJGSVFaoafClfwoeC7CZ3EXlNSwgiab\nSvsZ79iB8NmieUo6skOz/3dV/WjEeBmVKYPrf/IEbfDUj5t/IQiaddqeJv+jjpRWJoQ279Il46em\n4rkIiQE3o8U5M1Nfu9JPW/eYFQpMTIR6+YIFMMqCgsQ9Vo6O4JNp0wX++APGd24HJVVxDKBpZXX5\nQK1Gm8dbSkxEmPvFC6I1k1vQj6UNOWSBD8rQQkVEhiUnvHsHj60Uf3XZMiwOo6MNPVazpiopan0Y\n1auODFXvHv6ULbeMJk2Cd3/mTHjHpdoaHg4qwKpV+HziBPrYzZuaMfnyZXx3+bLx6/jwAYZyagKe\nwZTSmmfQP9qRBvwUQs1aWe8BjI1S0qzR4ZSVVZS3sD31m6A7bp49i3fg3DmrT/GfRSYn6z+Ga9dg\nXEkZWDt3gl9Vvz4y0/RXSdaUSbh3T7cMiBi0Q4c3Livp3u9hVM4+hSZ1F0+xJ8LK6P59EHdv3cK/\nwt/Dh5BBqOSYQlTS8Hy5s4u319NLRvuPQNdm8mSR6/ysg3X0V4llWYqKXr3SDJw2NtL/t5O4l1fO\nqmjaNGTu1KxJRnWOsmYFGTgiAuG6CRNgpBozsIgs92RpG1g//ACdrgoVEGpt1Qrn/JIG1qVL8Jpt\n3452bNmCTEIiGKxBQfDoHTqEZAltSYWtW2GMLV0Kw/DoURmVK2f4Pj19CmmNPXuIatWSkXdr3W1c\nPfDs09JgiPXogay3efNMVxpIL4Rr0eYsdZ/hR4HTZRQcrPuuZs1KOvpjQV3F37OLf6jom28Qknd1\nhRdJ+LdUKd1kihw5cI8HDIC3zMUF92DoUA0nKDkZfVIoXxQfj3Zt2oQs065dZXRkP9HExeF0/5aK\nKtewTDMpRw549kqWJNqaR9wjc/G6PX3/PRYPPXtSumtj5smDsevCBUNP05s3uBcHDhgaSrFRSnpz\nMoB+a6YxZoaMD6BjL4kmz5RRz56m6yeePq15x4lACfj+e0h6CFxVY9mFAp4+Rbi1Zk2ixYtldPyQ\n5j26ed+eziX60eETMmrWyvhxjMHTS0YTcsmoTh08d32h48xwYcYi08j6imGMj/Xnnxg0V67E6ijO\ncPFLj57bEYmQaO8+kibI3r8vXWZGG25uWP0pQgNoZeMEos+p2VN+DKDTfxBldZTpGFKPH2OVWaaM\n5q9ZM/xbqhQG/6FtLHePv39vWik5VSJl29nFnkLmmr5WIqKJEuGTgiXsKSkJxsyFC5gEBe2ounUN\nC82WdVLSjgVhdHFnCl27bEeTF/qTKV6Kk5NubTpj0DawunVDGwQjQ9Aj+uEH845lCVJSwMFZtAhh\nKn9/eDa1nw0z0ZQpCB1GRxuKLi5cCAX+AweQxu7vL87zU6shNTFokDT3qEEDFF9u3RqTa1QUvAwV\nK0JGYuBA8+riWQsxLa4qtdGfCxfWCLrqQ0peoGYDe9qxEP08Lg4LsPBw/Pv8OSZ0bcPL1RXfLVsG\nGsGECciGCwkhKvytkvauCqN6RaE9lr+CPy1eLqP69VGeSHgunl4yyv6tjIYMsV4z6e1bov0X/Ol9\n7gCdwtxDTzrStKV+lDMfiOQeHshwFiRd9PXozIUQMtQ3sqZOhbfdzc1wn8h1huXEltRJoJkfwqlv\nX/OMytOnoYumjSlT4DXu2VMji2DMyLp2DZQCPz/0WRsb3ffo6VM8119+wUJJrISXuXjxAotzsbEg\nk/iescg0sr5iGONjjRqFjhYXh46prbTOjPpjx2760xQKoOkumgHkh5uOdPmFH/XvjwFYv9PfuwfO\niDm4FhsGA0sL010SyHdjOJVrKiMXF6zKypTBitbYABMXh7IO6jIBOvyNKTccqe0EaTHUDx+ks7EE\n2Bb2J/+IAAproB/6ML9chDqfP/kdCKBwT12h1nJt/GjGZ5mJT5/gaj92DBwVPz+srgWDK7utkuLP\nBGg0jpyIgsMCKEcO4yVVnJyQ/m4KgoFVtCjq1vXuDc+EhwcMrGbNYLxkVHiGCCGhX36BIr6zMwz/\ntm3FwzXTpoEwHB2t651lRvhw1y5MkNeuIVTx66/i51yyBKGhwEDjbWvaFF60Ll0gFxAdjQlv8GBM\n7MuWIXP370LhwjD2GjTA9YsVb/buYZip1veQI3mP9KM8eTAe6I8JiYkQA752Df1o82b8e+8evEOu\nrvBkVqxIND1ISZUdPquGf9Ye6/9rAA33IxolIn6VJQu8gdYgPh79v2lLGbX2JhoyO5w+fVBRqXL2\ndDbejzyfyKifNwyi0FB4JdesgSfT1xcGV82alr2vdevCiNeuf3n1KvqB2EKUiCg1UbxoeKqJmoAC\nPn7EwkK/bmP9+hj31q/HtRjLLoyNxXg+bx4WRGIoWhQ6bDY28I6dOmXawyYGZhhZnp6Qivj4ESK4\nAjI9WRkM/ofwD576X4OyZZkvXDD8ft8+5lKlmN+/x78nT2p+S01l9vdnrlyZ+elT5phIBU/qIecO\nVb25awM5x0Qq+ONH5jZtmOvXZ375UvfYJUsy37ol3aa0NObYWOb+/ZkblvDm9/5lDP4Cu3hbdJ23\nbjEXK8a8bp2mvYFdvNm3lpxbeyuM7iuXM+/aJf378+fMBQowrw7Dcfs29GYvV9wHc3HiBI6xcbWm\nbZN6yHndCgUXLcr866/i+6WlMV+9yrx8OXPPnsx1vvMRvV+TesiNnv/6debSpY23MSGBuXFj5s6d\nmTt1Yq5ShfnBA+Z375hr1GAeOZJZrTb7kk3i9GlcU548zP36MZ8/b3z7adOYXV2ZX7zQ/V6lwnFq\n1mR+9QrX4ezMHBkpfpyrV5nz52e+edP8tm7Zwpw7N/Y7dQrPZfVq5kKFmIcOxT36O/HHH2jLkSPi\nv2v3gb7N5fxdIQUXLMh8+bJl50lOxv3ato15+nS8Gw2cLXsHz59ndne38AKZOSmJuUkTvBvCe7ds\nGbOfH/5/7RruwcWLhvs+fswcEoLxr1w55tmzmZ88Me+8d+4wFy2qOadazdysGfPPPxtu+/Qpnn+N\nouL3pEZROXftavq+Hz7MXLu2+G8xMei7KSnMUVFoiz42b8b4cuCA6es7dgzHa9KE+ccfTW8vhvfv\nmR0d8f/atZmjo3V/f/iQuXhx6479X4c1dkumkfWV4vVr5ly5YDRp4+1bdIDoaOa9e5mrVdMMKAkJ\nMDqaNkVH0sasWczjxmk+p6UxT5qECU0YRFJSmO3tmT99MmxPXBxzYCCzkxNzhQoY+Ea2t85o0Ma9\ne8zffcf8yy+Gv719i4H4+nXp/T09DQcJbXTuzDxhgubzx4/M336LgcQcPH+O+/3bb+K/x8WxUUNL\nG4FdrDNKExOZs2XDMxODYGC1acPs5gajJTGR+cMHDKJDh2aMgZWczLx+PQwiJyfmOXPwnprCjBnM\n5cvjXmojPp65RQvmli3xf2a8k506SZ+/cmXm8HDL275mDXO+fMx582oms9evmQcOZC5ShHnDhow1\nQk1h/34223Dy9UW/LlrUMuNSDJa+gxcvMlesaNk5VCrm1q2ZO3bUHb8WL2YeNEjzed06GFIfPogf\nR61mPn6cecAA9NkWLWAwJyVJn1uthvF87x4+796Nd0+l0mzz4gXz6NE45ujRzLu3KHhcc3ed+zG2\nuTsrdyp41iwcr00bLCzE8OOPWMRIwdMT79/evXjXtds6bx7GFzFjU+r6PDyYV63C+2zN+3DzJhbn\nzMyjRmFu0MazZ3g3M2GITCPrP4R9+7Ba0Ue/fvBUMTM3b66Z3F+9Yq5Vi7lHD0xG+tiwAYOePtat\nwypqzgwFj2jvw41LevPEbj4cE6ngFy+wAqxWjblwYQxI589rJqOYSPHByVwv0ePH6OyLFklvExLC\n3KWL9O+VKzOfOSP+m0KB4yck6H4/ZAjzlCmm25eSwtywIXNQkPHtzDW0JnYTN0o71JYbnTiYMeiJ\nreYTEvCeNG6MbRYuxPP5+JG5Xj14DtJrPDx5gvtVuDDOtXu3ofEvhZkzmV1cMHBr4+VLeNj69NFM\ngFeuwKh++lT8WBMnMvv4WH89S5bAoMqXD94dASdPwlvTuDGe5d+FjRsxwd6/b3y7Z8/QRydPhnFr\nantjkHoHpRZGV67ASDEXaWnMXbsyy2SG49DPP8Pg10b//ujfpp5pQgIM/CZN8PwGD4ZHUGy/du2w\n7adP6P+CV/T1a7xDefOiHdr9ad8OBVcvLOdJneCl1h7DEhLQr0qUgCcqJgbnjYlU8MRuPtzGzZt7\nNfGRHPcOHWL+/nvmrVuZ27bFd6mpzMOHY8Fq7oJPwMqVuL+hoTDgpBZfUjh6VON527wZBrE2Xr+G\nAZoJQ2QaWf8hBARgUNVGVBS8Ph8+wLtTsCAGkjt3sCKcNEl6sDp2DEaYGMJ+VnCHsrrGUvdK7lww\nt4K7d8d5U1LE9xVCG+N9vblGETnv3GyegfX8OSbfOXOMb/fxI1aSly6J/+7sLB7e/PgRE9L+/Ya/\nXb4Mo0h7dSuGceNgyJpjUAiG1tq10tuIGaUjG7tzswYKLl2aWamU3rd6dYQttSF4sDw8YDzExGi+\nb9gQBrmlA7AAtRrvTKdOGHAHD0boyRLMno33Ut9ounsX3wcGat7XtDSErxcvFj9WbCyMPP1wo6WY\nOxfvReHCzGFhmu9TUpgXLMAEHhBgaJh/Kcyfj5CYKY/gmjVYUPz0E3OZMtKGqCmIvYNdK7rzYQkD\nIS4Oz8ocqNUw6j094UnVR2go84gRut8lJsL7qv0sTOH+fYQ/S5WCl23ePF0v6Qh/Bcur+HCPut7c\n3NWH9+1U8JQpeLYDByKMro+tW+EpM4bkZOYVK3D/q7speHA93fs4TmKBqVYz13BDm9q6e/O4Lj7c\nrIGCGzaEt95SJCbC6L5+HQsVSz2727fDM8cMj1/hwrrzxocPzDlzWt6u/wdkGln/ITRqpDvpfviA\nyUFYlQ0diknqzBlMsEuWGD/ew4fYTgxSq9txXcwP+zHDw6ZvGIrh1SsMjtOmmXfcn37SrAD1kTev\nIa+MGV63Hj2kj1mvHvOOHdK/b9+O+21OOEzAtWvmGVp9msm5dSXdFXNEBAbvNm00oQ5t+Poyb9qk\n+ZyQgMnsu+/gaRRWw4mJWO336mWdgZWYiJWyhwfas2CBdZylOXOwetf3vp0/j3uk771ctQqGpJhB\n++4dnsXevZa3Qww//ADDoWRJeNq0J5gnT2BYOjvDm/x3YPx4hGCFkKkY1GpmLy+0d+ZMeEBevbLu\nfMLCqJWrN9cuLmcPVwUvWya+7c2bpvmAQvvGjcOkLxX+mzcP/VIfN27Ag3nunPnXIJwzNhbe0Dx5\n4OUM+UHBQxvoGj++37tza28F37kjfax+/fCum4PUVOZeTcTHzNEd5QbvcEykgofU121TD3d3PrDP\nfF6oPiZMQKjv8mXcu8ePzd93yRINN04Ir2p7R5OSQBvJhCEyjaz/CFJSsJJ480bz3aBBzG1lcE9P\n7ODNNYr68JQJCs6f3zjxW0BqKrOdnTjfSoqn0bWmN9++bX67r1/HCktsFSvg7VtM4BMnmh/2SUzE\nxKwfFlSrmbNkMUpcowAAACAASURBVAxLnDkDL5+Y8SVg/XpxEiozVu/58yMcYSnMMbSOH8ekqo+k\nJObgYKy4g4N1n9WYMfAMMcPAql0bE0vv3hqOSlISJuJu3cwP5wm4fx8Dd4ECCEVERFjvBZs3DxOz\n/sB/6BCOrx2qY4axULCg9CTbo4dmUsgIqNXMY8ciRFihAvg0+te6fz+MxDZtxD0fGQm1GkaxTGbc\nu3r/Pt6NuDh4ratUSR9pPyiIOUcO5oMHcVyxvn7nDoxRUwgOxsLpzz+lt/nxR9x3MWzaBKNen0tq\nLj5+RDJD47KW80TVaoRtzQ0VP3/O3Lu++JjZ8DtvzpoVhoubG8aYlm7p567qQ3gX4uMRypfLzR9P\np0zRpUvI5eC6CUhNZbax+Xs5iv8WWGO3ZJbV+Qpx+TLq2AklL2JiiJS7lFRKhXIbk/LdpgPyOLq2\nK4CmBypFU8H1kSULUoAfPzb8TUqbJzHNnmrVQvr7hg1ESUnGz+HigpTrdevEf//4ESnIDRpAr8fc\n1Ozs2ZGury84mpiIdGNtaYjUVGggzZ0rLeJKBM2c8+eh4aXfxnbtiGbPNi0SKoby5YkOHoTOzfr1\n4tsUKoQUan04OOA6z5zBX6VKSPmPjVLS09NyOretBY3vIqealZV0/jzkGFatwn7JyUh7z5MHafDm\naEAxQ9agXTtoFCUnQ5tNoUB5FFsrRof58yGNcPgwtLoEbN0KaZCtW9FObYwfD603Dw/D423bRvT7\n7xDIzCjY2ECPq04dpK7//jv0jLTT1ps1g6iqoN80Z86XS2u3sYEMBhH0s6QEpZ2coPfUrx/RjBmQ\nK5DJUDTdGlSoADHYu3chodGnj6FcQ5Ys0CUzhoUL8c7t3y9dC5EIx5Z6Lzt3huRG//7S128MOXNC\nsqR2VcsFmOPi8K67uEgf/8MHyLJ4eWG7l+/Fx8zanvaUmAgJkjVrUFqocD7L22QKTk6QiFi/Hs/u\n1i30FXPw4oWufl2tWugDArJkwTtprXRHJnSRaWR9hdAWIU1IwKDa1C2MppTRHU1XNk6gR+fMr//l\n5AR1dX14dvCnftGG9axGBvvR48cQhVy7FmKiQ4fCOJHC6NGYaPUH5oQEaOa4u+N3S7Wa+vWDDpB2\nbbL37w01shYuhHEqpTUjwMEBg/Ly5ZrvmHGeunU1Ks3WoHx5CGpOmCBuaAlGltRkIhSgnT+faEh/\nJa0cH0BhFeLol+q3KShPHJXlAJobrKQhQ3AfVSqUV3JwgIFrSjsnPh66VpUqQZOoeXMoys+fD00z\na7FwIQQvo6N1i10vWoT34sABqK5r48gRfD99uuHxnjzB+7Z+vUaZPKNgY4O2li0LdfLXr6HvlZio\n2cbBAYKSp07BaKxcGe39ErCzgwF6/Tr9VfxaDIMHo+3LlqFsTrlyEFz99Mnyc5Yrh34aEYF6pEQo\nlaUNW1vjk+3q1TCADx40FN7VhzEjiwjv3+3b0EGzFlILxhNn7GnXLvFriYrCokJ/TEpOhnZXx454\nn7dvhyH69CnR+Dn+NEOvBuCAGEeq29aP7OywoPXwwHELFBVv07tE62sQEqFvLFqERebKlXiGf/5p\nej99I6tmTbzj2sjUyso4ZBpZXyG0RUiDgj6rRGfAaui778TLs5y5LKPEEig42+NYGRp11/WvGmXZ\nsmGQiYrC6ix/fogoVq2K0ifv3ukeq2FDTE6RkZrvPn3CPqVKYR9rxDCzZcOEp+3N0jey7t+Hhyws\nzLxzDByI1WZyMj7Pn49V/aJFlrdPH66u0oZWzpxoX3y88WO0bEnUrn4YLa6ja1yvbppATy/CuE5J\ngdgmM9HGjeIioAJu34aIrZMTnufChVD49vc3Xg7IHCxejPsXHa0pj8IMg2HJEgi0urvr7qNS4dw/\n/6wrhkiEyb93b6hoa5cryUjY2mJyypcPhmnu3PBU6L/TpUujDND06VDR790bIqwZDUdH1LHcvRsG\nlLE2T52KBdPy5eiTHTpYPimWLQvjMjoa93v1avQfbdFOY2Kk27fD87p/P94pUzBlZDk4wNCcNg2e\nXGtQ1MOfBugXFb/jSI07+dGsWVgAhYfDKx8bpaRJ3eV0eGULSrknp9goJanViBwMGABDKTQUdUPv\n3oXIaefO9Jd4cPEmIdT6oKZIt235EFoULqPUVN02iRVlHn/RkXYd86OZM8lge3PRuDGeW2ws5ouO\nHYnGjDG9n76RVb06qlVoq7xnFonOQHyBsKVZ+AdP/dXD2RmZXMeOgaz++jXzKF/xuH7f5nKzY+eB\ngYZk81evENsXMvQCApinTjV+nNRUZBx26ACRx+7dIcgntGPKBAU3dfHhwC7ePL6rDzeqreBOnSzn\nCekjJQW8jUOH8PnkSZClmXFub29IPliCutUU3LOxDw9p4c21ivnw1nXWk1HFcPUqnuG6dbrfS2VF\n6mNMW2ldo5QUyHLIZOJcO2ZwjSIisE3+/OBdpUcCQAxLloCYrk3YV6nAMxJERsUwcyZzq1bi3I8F\nC5ANK5XVmpFIToZ+UadOzMOGgUujLzkh4MMH8OMKFEBGnLW8NWO4fx8coY0bpbcJCUHmq1qNe+3j\nY6hLZQ5KlgQvLTYWn5ctQyKFcN8FMV99KJXg0YmJJUthyhTTYwszOHvOzpZn3qnVIN5PnaQrGiwk\nlwhEeR8f5uIFFNyvui4ZvU9Vd3YqrGB3d/DHTHHxRoyABpyAlBRwsPQzKJlBfm9SVs5DvDVtevgQ\nmoY1a4L8bw2WLIFkBbMmo1pKyFeA2NhTsaIuBzVvXusTK/7LsMZuyTSyvjI8fw5Cc3w8MqB27IBK\ntVNhBffXGxSG1Hfncs4K9vExb+IMD2fu21f3uzFjdAUCt2zRpPeag5cvkZpdoQIMoMH9FDyysZ4c\nhJs7H1RkjPGyfj1znToYMCMjMUgxgzhbsaJpWQZtxEQqeFBd89Kw0wMxQ6t2bRjRUrh5E1lTUmrU\nE7tDjbp5c3FxxnfvYKh8/z1S/1euNJ6QYC2WLUOG4927mu8EkVGZTDpj7vZtGPdimZSXL0sTsb8U\nkpIgh9Gnj0YewFg22sWLeA9r1LA8K84cXLoEI0ZMgoQZ73nlypB2ENrftCkSISwx/Ly9sViaNAmf\nBYV0wXh49QoTrjZiY2Gw60uKmEJgIO6tORg6FBnFlpCvt2/HPTHn+oe2Ee9Xw9qYR0ZXq/GO6BuZ\nb95g3F6+3HAfFxckxmgjLQ2yJfnzI+PWUqNdEFcWDMLISBjOHz9K75Mjh2EGaP/+uhm/hQpZLxPy\nX4Y1dktmuPArw8mTICJOn47wSmIiwkY/h8mo+4wQGn0PIb3ZCa7UITCELsTJqEYNhO/mzTPu4tXn\nZD16hBCBdgiucmWiixfNb2+BAghBXb6MsNijs2E0raxhsdVDm83njhlD584I50RGasKFb96gDb/8\nYjxcpo1nz4jWzAuj2ZV02xpUKoFWzA6nyEjUPPvwIf1tdnUFZ2X8eCQQEMFd//y54bZXryIkVacO\nnteURYahhhl3HOnaKz968QKhJQcHzW9xcQixOTvjXVq9GmHevn2tL7orheXLEV46fBjnI0L4qXFj\n1OnbvVucS8UMPsn48eCfaSM5mah7d6Iff0SY7u+CgwP4NzduEL16hbBL/fogv4vBzY3o6FHUp/T2\nRhHm9+8zrj2VKiEc17Ur6mHqw84OSQ/jxuE9cnDA/b51C9wcc8nj5csj3CiE921sEI5cuBAhJP1w\n4ZkzSFzYvFm6rqoUTIULtTFvHsYnfY6YFFJSQAD/8UfTCRvMRKp48YHym+zm0S/i4nBO/YLT336L\nwuRBQQjjaePpU0Pemq0t+uvx4xgbmjfHdZuLnDnBPw0Lw2cvLyQWBQWJbx8fj+vXpwfo87Iyi0Rn\nHDKNrK8MJ06A07JmDVHBguAhRUeD3OrpJaMmvfZQjooRFLJ2z1+cqaAgZIfs34+MOO1MEW3oc7Km\nTgUnRrvjly4NvomlE4aNDTqqW3nxweuPYyry8gLReuFCkG3v3LGcj5AlCwzQoCAYW7lzY7L29YVx\nKoa0NBiOy5ZhAnd2huHz9J54Wz99UFFoKI5ZtCjOUbEiJtMBA3D+1athON24oUuWloJgaI0bRzQ1\nQElpD+SkWNiCJnUHF+T8eWQ8Nm6MCfbOHaIffiBq2U5GLUeHUAulK019WoZmxbvSHbsQ+pAso99+\ng+GUlgYDoVkzokaNwDG6cgUTYd26GVsQWsCKFchujI4G144IBYnr1kWW2MqV0gbvtm3Ich01yvC3\nyZPxfPr2zfg2m0LOnOBeHT+OiS40FPf02DHx7W1t0c5r18DxcXVFIWJrsuPEUL8+Fg4+PjCe9OHh\ngWy8oUPx2dERmaEnT4ILZ047ypVD2+/d0xj9JUrAyOnZE/1TMLKuXCFq1QrPvkkTy6/HEiMrWzbw\ns0JCDEnZYli1Cu1u1sz4docPY5y6flf85VRnNY+MvncvnotY3ypbFgvOTp3A5SKCcZOSIl3MvmxZ\nGO2NG2PBvHat+e/RkCF4JkLyQ2goCqOfPGm4rcDH0m+3foZhJvE9A/EFPGpm4R889VcJoUSDrJw3\n1y7hw5XKQhFYPy6+fDlcu2JQq8HjKFwYwqD6nIb4eGYHB2x37Rq4FmK8h1q1pIvXmsKwtuJu+OHt\n5KxQQOF68GCEJJycUJOvbFlwc0aNYl66FLo9Dx5Iu87T0pjdXBTc0t2H27rhfil3akJ8Hz6gPt20\naQinffMNztG7N2okKhQI9XiWNq1fo1YjBHDxIsQpw8IQ9ujZE4KxZcrgnubNCy5Py5a49zNnQivr\n8GGEvQTO1K/LFewroq7/XSEFz58vHl57+RLXIBT/rlcP4YA//4ToZ8mS4HUIpUS+NFauBGdIu27a\nhQso8m2sRBIzwphFi0IrTB+HDyOsakzf7O/Aq1cIfwcHg3uYP795wqQnTkB7q0kT4/U2LUV4OEJT\nYjyxpCS829u3a757/Rqh8+Bg08c+cgSh6/btdctCqdXMTeopuG11H25Q3JuHt/Nhp8IK3rDB+usY\nMwaK+5Zg506ME8b0t+Lj8d4Y07U7fx4acqVKYYyMjlCwXy3dftjBxZ337TCPKlCnjmnu06JFeI/e\nv9etF2gK58/j+bVta35f8PbWhI6ZQftwdTUcD6Q0+lJTUStXEF8uV84wtJmJTE7WvxZipS56e4jz\nmEJDjRcjZYZR4OeHgWfTJl1eQ758KE3Srp10SRs/P9TqshSRkcxF8ynYr7ae4nJZd0lCeVISOEu7\ndqE9AwZAybxoUebs2TWDzfjxMJBiY5l3blLwYD0u1aA67typrYI9PMA5qFsX++zerRmoUlMhlJkv\nH/793knBg+roHmdMM8s5WWo1znH2LPOePeBYTJiAGm7168MIsreHUStl2I3vKs4FiYlUcD8vH27l\n6s2tq/pwtUoKPn4chnaePDD2pArXfgmsXg1jSpuoGx2Na9u61fT+Q4fiGevj7VtwuzKIupduPH0K\nPtv8+cy//w6OijGBWQEpKdgnXz6IfWYUD27aNPCNxMQ6jx5FX9cWL372TNN+Y3j5Epye5ctRTF1A\nTKSCRzfR7RsDa6WPrzhyJKo3WLOfsZqVwcHSRcXv3oU4b+HCMHq0hYuruSm4n5eGIN+lnYJlMtO8\nqJcvkfBjakGjVmNR1KiOgge0wAJaqAtrCp8+YQwpXBhjmCns28dctarmHqnVEBnVr9G6cye+F0Oj\nRpr+V6mSZUkN/y/INLL+pbCkaOv06aYLFgs4cQKdpXlzeFNiIhXsWdqH+zXy5trFfTjqN/HOvmwZ\nykyYC7Uaxl/hwhjwhbId3mW9eZCPnEcOUnDFiparU3/8iFXd1q3wDPXujRVkzWLi96tzPTkfPy4+\n+N248dl75Yl74e+PrEihrYFdvLlZeTmPGvxlZvm0NEzcw1uKZws2cfbm1q1R8mXXLhDCD4sY310q\nIAMqODj9dfwsxa+/wvjVVsbesgUGVnS06f1Pn8Y7IuaV6NZNNwHja8CDB/CihIdjIVCihPmlVx4/\nBqHc2TljDEe1GvencWPx93vIEJD2tSG0X4yErX3cvHlB3s+XT5OdaGkhaXMwbJj5908byclIMBDz\ngulnRwt4+RIFmPPmhYGqT/S+fh2Gs3aijEqFRZGp4vFr1mgy+kzhoELBXStan1xz7BiqJ/TqZXz8\nTEuDp+zkSc13jx/DC3v5sua7ZcvEFznMSH4Qrr1KFesqXvzXYY3dksnJ+gqQRW2+BlZ8vPmaRrVr\ngzTbtClRvRpKWj85gH5rFkehLrcpslUcHVwcQLFRSoP93N1BejUHyckQ7vz1V8T069UDdyxk7R6y\nLxdBzfrsodAlMqpfHzoulsT5c+YEEb9DB5BaV68GX6ZpA/GDlC6hojp1wOcQkJYGjkLdutCTio4G\naTUiAtpOQluDN0bQgu17aP02Gb15Y34bzYWtLbhvdo7iXJCKHvbUvTs4MCtW4D5O6BNGQaV0iflh\n9ROoc5NwCgwEZ+/vwvr14PkcPAgeD5GuyGijRsb3T00FSXzOHENV8M2bQaieN+/LtN1afPcdrnf6\ndCQPHD0KnbfJk03zZYoVA6do2TIQ0du1s4zQrA8bG9xvQWhXX7tq1iy82/v3G7Z/2jRoqEkdt3x5\nJHgUKaLRp5Iakx7eVtGTJ9ZdgyWcLG3Y2+Nezp2rK0ZMBM5W584aEd34eDyv8uXxOS4OvFZ9HbY1\na8DP1OYNCoKwq1ZBE0sKAh/LHBzcGEbL6hkm10RtMC8RqG5djMU5coBkHx0tvp1AoNfW+CtWjGjm\nTIzPwvuir5GlDW3ye6ZOVsYh08j6CiClUixGwrTEyCLCwDFuHFGnRmH0U1XzOnulSiDzmiKlv3gB\noua7dyAH6wsSFi2KLD4bG5DdbW1BfE8vMdjc+3XzJjJt9uyBATh0KDLHBgwAsVSfhOrqCoNu2rT0\ntU8KCQlEh6/606g/DLMF2w70I19fkMn37QMxvGEd8VEuq/rvTfvZuBHJBQcOYPJihtG7eLG4yKgY\nlixByZ/u3XW/f/QImXnr12Mi+dpQpgwMl3HjsGA5dgwG+qBB5pUd8fJC5q27O4jqpjKAjSFLFtyn\nly+JRo7U7Ue5ciHDbOBAXZHbMmUgPDtmDLIPxVCuHJTmvb01WYZSfexjsj1VqoQkjYMHTZfc0Ya1\nRhYRxpaVK7FQev0a392/j8Xd5MnIhFu8mOj775GMcvo0MhPFFiJpaej/vXsb/la4MBIz+vfH+KGP\n5GT0A5nMdJtfviR6eEf8YV+/qKLVqzE+mkLOnDDuly9H+acRI8STbfr0QeKGdtZy//5Ijlm4EJ9f\nvMA1ikEwstRqzBuZ2YUZgy9iZE2dOpWKFy9OHh4e5OHhQZHa8t+ZMICYIvDY847k1c3PYFtLjSwB\nObKa7y3LmRMldG7ckD7ehQtQ4m7aFKnmYm0qUgRpy0RQ1N6yBdmToaGWt18bzbrpqjoff5pEPaPf\n0YeXz6DgHKmk0FDIIHTujIyi0qUxKfXvj8G1QQPxYwurfmPXbg1UKkxM7jVk1GMm1PXnvCtDPvtd\nqZAn1PX1YeOQvgyojMDmzZig9++HEZqSgsE8OhpeBX0JBjE8eYJae8uW6WY1CaruI0ZYVyfy74Kr\nKyavQYPg6YmOxgTcpYumWoAxODggU/T332GYVKkinbFozrF270Z5n1mzdH/z9iby9IQKuzYqVEDW\noZ8fDC59lC8Pj4+2keXdw5/GntMdk0adcaTRIX704AGy+EaPhoE2fz6Z5f1Vq603soiQ2di5M1F7\nHyVN7C6nsW1bUOOycgpfqKTy5XGNERGQQhAyXsVw4AAWgBUriv9eqxbe17ZtUctUGzEx2M+YF/n2\nbbwrLi5E8SrxPpwznz0plXi3PDywaDl61PjC1ssLkiKvX2Of06d1f//2W0QLtEuF2doiQ3XmTE0G\nqZQnq3BhLDxv3cr0ZGUovkDYkqdOnco/mWA4fqFT/2sRHaHg6oXl3K6yN/vWknORvArRzJJ27XQz\niczBxYvMDZylFePF0KEDstXEsH07Yv3aldvF8MsvhjyRhw9BnN6507Jr0MaWLczV3cCl6tukGves\nWMiAt1SzssJAzDI8nNnDQ5f8KoZ585DtmFFIS2Pu0gWEU30F8/XrmRs2FN9vepCCO7ro8jnGfgGx\nVCls2QIO1aVL+BwfD4FRYyKjYmjfnnnyZMPvf/oJPLm/Q9U9I3DiBPhnhw8jYaNtWwiAGhN+1Ida\nDY5hsWLgGFqbSfnkCRIqVqzQ/f71a5DgxbI3jx9H+wV1dwH79iHz7tMnZLG+fo1rKpZfwUPbgK84\n0lfOhb9V6GQ4qtXgDHXrhiSM3r2NJ2H07YsxIT04qFBwlwp6PEVXd1441/w+0bEjlNKNQa0GL9XX\nV5dwP2QI86xZ4vucPo3t8+cHb/b5c/GkpkF1NH1YpUKG56RJSGzIkwfHWLkSz1gKW7eCUxYUpDue\nXbqE568/xv34I6pbNPreh4e2kCbgd+oEzpm399eThPI1wRq75YsZWfPmzTN+4kwjSwd37iAt/uef\nQXAdNUpcqqFZM9OpwwJSU5lnz/7c6ccpeGgDQ8V4l5IKbtvWsEMHBzOPG6f7XVoaymKUKIFMOlNQ\nKNBZ9XHmDNpkTVacWo2yH0LGjRRBd2J3XePxxg0QZK9eNX2OT59ANj1wwPL2ibV32DAQasUyzVQq\nZNXp34vERHzfQa7gNtUMS4R8aWzbhkH84kV8fvUK5OPevS1T1d+3D/dSX5X+0iW8A8ZU1b9GHD6s\nUTtPScFEXKOG5SVIPnxgHj0aRk94uHXleW7cgBH822+632/bhhR8sUoABw/inKdOab67cwfvGjNz\no7oK7tXEh3vU8eYWlXQn4tGjpZMTXr7EWOPsjCy3FSuYExI0v8dEQnKlX0PzM+wEvHmD/rFxI3OH\n2ukj5P/5JzIDtTMxpZCUhLJdP/6Iz2o17tOVK5pt1GqUrWrYEOPi/PmGRndMpIJrF5fz2Lbe7NdS\nzt8VUkie/+lTZPB27IisT3d35okTYRjr97tnz7AY9PDQJbd7ejJv3qy77SGlgju7mibgh4biGfv4\nmJfV+P+Gr8rIcnJyYjc3N+7bty+/FRFjyjSydLFzJzSWDh+G/MC7d1iRaA+GzKbLsQi4fRvHadhQ\nU3Knd1cFt6+pO2EnJWE1lD+/bi22fftg0AmIj8cKq1Yt6bpu+jh3DtpRYti9G5lqltbRO3wYukBC\nOwO7SNf2E6BSYbA0peGkjR07kJmZ3nqLwcG4B8bqsIWGwnOojenT8V337syrVqWvDZZixw4YWOfP\n4/O9e7jnAQGWlTlJSIC3Rb80TFIS7u3ffV0ZBaFu37lzuB8TJsCoefjQ8mNduIA+XbOmdeV5Tp1C\n39X2XKnV8LIFBorvs3cv2i8Y0Kmp0HqL2KPggbWkJ+LXr7FQMVZnLy0N96dVK2T2jRjBvG6FoTdH\n+7iCBMqJE5DJmDIF8ic1auAYuXIh261jR+auNU33d2NYskRa7kEMDx/CkJ0/W8FDWvtwU2dvntDN\nhw8qFLxuHd7jSpVQMktq8aFSMdvZaTy2gwaZl72dkoKxPjAQ1587NyIZv/yCzEFm3LsVK/AOzJmD\nZ7l9O8Z+bZibLXriBIy29u1hrGdCF3+rkdW0aVOuWLGiwd+ePXv4xYsXrFarWa1Wc2BgIPfVL5hn\nZWP/y5g6FS7j16/hsler4batXl13lWtKv0SthrGULx9WVdr7urtLG2iXLmGgr18fKfrbNii4ZjEf\nDuzszSPa+7Cbi4J79hRfHUvh+XN0fimEhrLF0g4yGVb+AiaYMXhMmQKPmiUGglqNFaH2uSyFICJp\nqgbYhw94XoJX59EjTC737sFAO3PG+jZYil27YGAJE74gMmqNbtrEiQiT6mPMGEwWljyPrw07dmDy\nFTyj8+bBy6Etb2Eu0tIwURYsCKNETAvLGCIisK+2h+XpU3isBENZH1u2YBEniKZWqsQ8WG66L4WE\nGC4IpHD/PgzzWhKSKy0qyblKFYx3efPCqOraFf117VpM+C9f6r4nfZunz5NVrRrulyVYONdQQLiD\nizvXrqLgiAjT7/H9++hDAt6/h9dLKHRvLp49w5zQqRPuV6VK0AI8fBiGb4MGECq+cQO1bgfLfTiw\nizeP7+rDvpWrm2WcJiVBn9DXl9MlPPtfhTV2S1ZruVwHDhwwa7v+/fuTj0S+69SpU//6f8OGDalh\nw4bWNudfj4sXUYYhXz5kCj14gFTt8HBIF/Trh+2MEd+fPsV2r16BGOvqqvnt8WNkckmVnqlUCUTm\npUuJGtVVUsvSAbTfR5ONODZ3AHXtSuTgYEZazWcUKIDyPCoViJT6GDkSJMtOnZBRl9XE23j1KjK8\nduzAZ7Wa6NY7fxp0IYCW1de0dfptR/IZi6SBkydxD8+ft6y8jI0NCPotW4Js+8035u9LhDZOnYrn\noF+vTB+5chH5eClpdIcwquiSQuev2lFbmT8VLSqjmzd1n+OXxJ49IEdHRIBYe/gwns3ixSDUWoIr\nVyBFcfmy7vfR0Sg9c/Hilyn383ehXTtkeDVvDjL0mDHou40aIcXfEiK/rS36bevWRBMngogeGop7\nbs498vYm+uknohYt0IdLlMA7N3s2jnvqlGHf6tgR7W/WDDX2ypcnSnltOjlmxAhk8J0+jcQXY3By\nAuF61GXx4xYvoKJps5GUoi/rIYbbt4kiz/qT46cACnbV9Pd+0Y4kH2eYJKSPK1eQzWeq9I4+nl4I\no5WNdTOzVzRKoNkJ4eTtbXo8fPQIz0TAN99gnB04EER2c7NqCxdGdmGvXiDI//EH+uq4cRhHGzVC\nVqBnLSU1LRFAs4pq2tzl/TsiymNwzMQU3YHZwQHE/o8fM4nvREQxMTEUExOTrmN8kezCZ1p5qbt2\n7aJKlSqJbjd16tS//v6fDSwiTDpCKnylSuh8traY4AIDid6+xW9SRtbmzdCUqlkThoX+xBwRgewU\nY9k9WbJA8HpCEwAAIABJREFUYqFTozAK1ZN7mFclgfabqe0iwNYWWThihZCJNNIONjaQVzAl7fDT\nT9jOwQEGlp8f0cv3Muoe/Dlb730Z6nDElbJUQLbex4+QDFi2zLShI4YqVTCB6WdxmcLhw8guUig0\n+j3GEBulpG9fBNDaGnE0Pvdt2lQnjvK8CKCNq5Xk7JzxhZ3FsHcvBn2FAte9bRsMrC1bLDew1GrU\nxJw+XTdd/O1bZBOuWoWixP92dO8ODaamTVF4vXdvyCjIZNJ6RsaQPz8M061bYZx4eYnLCEi1ZcQI\n7CNk+vXpA+NFKpu3d2+iCROImjVQkuqunF49uUwzTv9Jx58m6Wz35JX9X3IVOXJg8TBhgvH+yqyR\nOvj9nHiGXd4i9lS9unkGVmIiDNvA6TJqH6Dp77MTXKlcmxAKmCaj+/eNH2P1atRjNDfDkRlZoDeu\nmJ+ZLYZHj6BZpo1WrYiqV0fWqTXImhU6iNOnw9i6eRP3J2tWohIOYbSkju74PbRSNhp1UjdVcvRZ\nR9oa40d79+oeu2ZN9NVMCQc4f7TtFGtgtSfLGCZMmEAXLlwgGxsbcnZ2pvBwyybn/zd8/AhDRJiQ\n3dzgAZDLMeG1aYPOuHChoZH15g3R4MEw0hQKdFwxKBTQgDIHDrbpG1S0UbQoPGz6g4wAQdqhXj1M\nBmPGiG/39ClS12/dwiQ+cCAGlogIopw5ZdSiDVaUSxcoacP8MAp8sYguXbcj93L+1Lat+d43fcyc\niefh52eeXMG5czBOtm6FN8gcRK4Lo6nf6w6KU0on0PBt4eTmZn3bzYVCAWmLffvggVm0iOjHHzFJ\nmqOBpY/VqzXio9oYPBjeGi+vjGn314CBA6F/1rQpvJatW0MPrEMHGFzt2ll+zLp14bFdtAgyJIMH\nQwjWlLE9Zgw8NT4+eHY5ciCdv3p1jCFlyxruU7GMkhoVDaCfqiQQUXYiyk7TT/2JdhTNTpMuO9LV\nj35UrhwMqx49YLyFzlLSwBZhVChvCqXZ2pF3D3/y9JLRp0+QUFiwAMcfNYqoxGB/Cl4UoCOsO+iY\nI11N9aPuV6SlFAQw4z5XrozFi42NzEDypFAJPIOjR8UXVCkp0Bg7etT4uYhQMHvTJtz/hASiaoXT\nJ6Wi78kS8PPPWFB36pR+CZOCBfFsevQgCuxiOH7XLZqdlj/KQz+8LkqOdipSZ7WnHjP8qE9OGXXt\nikXB7NkQcq5ZE2NCpicrY/BFjKy1a9d+icP+Z3H5MjxPgkvfzU1XcXjmTCI3FyWlPQijqnlSaIaf\nHbXo4U+JahkNGIABffVq6UE4ORnelRUrTLfl6FGio7/bEbU0/M0afSbByDKGb77BBF+7NkIHbdoY\nbrNwIVbr334LMdHbt6FdpG1wxkYp6X5EAEXIPg/mtYim3wmg2CgS1aEyt/0jRmCC2bLF+La3bmGF\nGh5OZK5jNjmZ6N2rFKJcIr99VJFbY4ubbBEiIjBpCiGugACEOo8dM8+o1MerVzhGVBQ8mQI2boS2\n2tmzGdb0rwajRmkMrdhYaFVFRSHU/OYNDFhLYWcHHaqOHXH8ihXh1W7Rwvh+c+YgnNSpE9GuXUTO\nzhDr7N8fYU1bvdhF5LqwzwaWBlNq5qNu0Um0K8WVmvj50c9dZHTyJNTVp04l6iBXUqMiATTbWbPf\ntLkBtH4D0W9RMqpWDdpZTZoI4U4Z2dsRzd4QTrapmOAHzPOjWw9l1KgRrm/8eGm6wJIlCPWdOCEd\nPh06FKr1QvgzXz7d3yMisIgVMzQFPHyIMN6qVTBMZ81COPjoAX8KDtU1EkefdaQeM0yHKIlgZIl5\ntAsWhDhtv37QX7MTt+UsxpNXdmKRQUpRF6UNsXsoXz68R8k2RDWrgkrRrx8M+i1biLKkKilfUhid\n3pxCj05oDOhMWIkvwA0zC//gqb86LF2qm21y6RKylQTERBpm/fTycGfnogqzasbt348MJmNISQHh\ntFAh5jkzDLOBOrq4c5+uCovJyv7+KJhsDgRpB/2aWQIx/PZt6G41aCCuTSSVQTOhm/X11piRJVei\nhPGszidPkL5ujg5QUhIKSffogTTteiXF292snJz37UtX040iMhLk6BMnkAHVuzfIx9ZqNzGjxtro\n0brfPXiA85gj+/FvhZBlWLWqJpHj5k1kV86alX6Sf0QEpDDat0dihDGoVNC96tsX501NRf9futRw\nW6nsXN8q3tywIWRl7O2Zy5RB8kjHjswNSom/r/IqcouJ/w8eIIu5WjVd4r6A48dB6tfXvBODWg0i\nePXqhrUK27QR75tqNeputm2ryYa8edNwO6HGqczFm3s1kXPJwgreuNG8a5TLkSgh1WYvL9RmzQjs\n3Qt9s+5u4vp6aWkYX2fMgEZdrlxIJlq4EHVTi+RVsH8d62st/tdhjd1i83nHvx02Njb0D536q4O/\nP1SZhw3DZ5UKyrtv3sA7Nam7nCblijPYb8Y7V5q7aY/J448cCRK6vhK0gHv3iLp1g1fo11/hbo+N\nUlJYcDhRsoqcy9lTLR8/mj1fRs7OWOlp1wc0hhkziD59gjfOHOzZg/DIyZOaEGNoKMi7OXKgrQoF\nkeNnMWq1Gkrae/YQnd/RgrY3u21wTJ99Zci+XAR5esLLUKOG+e0XsGED3Pu//27oDXj3DgryXbog\nrCOGpCSoaW/fjva7uyO0dO0aUbRSSS3LBNDMCpqV8oy7jrT5fAidOCsTDTWkF/v3wzO4ezfa0rEj\nwjLbtmnuraWIiQHn5do1jYdRrYZHo3lz6XvzXwEzSgSdO4f76+gItXsvL/zNnWv47liCpCSEdJYs\nwb0cPlza+xEfj5JXzZqh7127hnf/7Fnd0L3U2DI7wZVC1mJs+fQJ/e7OHfydXN+Cllcz7GfdjpSh\nvNUiqGhR+uuvSBHNv1J9jhle9oAAeO9qVlbSgQ1hlPYphY6dsqN2fv40Nsg8Twozxg+hPmn27Chv\nU7YsPFVCAktCAsKHixejzM7QoXh3TVXTmD8fkYdRo/Beb91q2mtdpQq821JUjgcPiKpWhfdYqAtq\nDYREld27idq3UlKXJuGU43No0Kubn6g36u1bhJYjI/FXMqucIlsafx/+n2GN3ZJZu/ArwKVLCBEK\nsLdHBs+1a/gsVaw1m415HCmlUrrW1qZNMDrat0cn0+YzZMnClJZGxGqm3N8QHTqE8Fbz5uaV0SAy\nL1yojdaticaOJZI1VtK4znIK7NyCti+Q06tHSrp/HwZKliz4d+BAHN/PD5NNGVfxGadGPXsaNgwD\nyqhRCCU0bowSOjExmLxMoUsX/KtfaDcpCRyYJk2QGaaNhAQYVZ07474uXgzu2fXrCEv8+iuyL89e\nlZFvYAgNve5K/U6DzFuvXwjFp8ioeHHz7525OHgQRvXOnZh8mjRB6GLPHusNrORkLBYWLtSdqEJD\nwc8aPz5j2v41w8YGhriLC97jT59QpPfIESwa+vY1XQ/UGLJnxzt78iTCkVWrGhZMFpAzJ/rI9u3g\nFrm6Iuzt769LWBcr6TXjrm5JLwcHZB+2aoVjOLuI97MiTvbUsCHOff06FiajR2MBkisXiP1ubjA4\n+/TBom/JEhgFlSqBIqHYqaRfxgbQpFxxFFQAhexfHhUvZC8GGxscs1gxopZNlDShm5zG+7agek5y\nOn9SSXfvgrvm5IRxcf58ZC0PHmxeuTJfX/STcuWQbNSpE/Y3BilOlgAnJ3BuBwywrBakNk6d0nBB\nP34kKukio9BtKHwfsnaPZLhPKMWzahUWBDUqZxwfNxPAF+FkZcJ8qNVYGWkbWUQa8nvVqtLFWhNU\npjlSt25hVVu5su73Hz9i9XbqFAbsKlU0v8VGKUkRGkBLy2s8K8GhAUREtHWrjMaPR/xeqTReI4wI\nxoU5RVC14eGqpOrfBNDkb3H+CS2JBh0NICdvot69ZXTgAO5PmzbgSpUuLbTbkDvR95AjeY/wI7kc\niQREMGyOHwd3Y+JE8D2qVKG/PF21axsaG7a2GJC7dAGZOUcOTJidOmGQ/OknDPDx8ZrJbf9+kEh9\nfWF8FCyICS4sDFlps2dj4rWxAWfsj8syev6cKGQeDCF394yXOYiOxjXs3In6lHXrwsCeOTN955o7\nFwZb69aa7y5eBIH+jz/SV7Pu3wShVly3bnjuO3cie+7AAXxu3x6Tc3oyRr//Hn1WyAD18sJ91s/Y\nLFAA29Wrh3p148fDm7Jhg6ZQtzD5zt4QTmdOqMilkj35jhb3egioJvOn/tMCaEVjXc9rt9F+5CmR\n1KBWo+bes2dYdAl/V67g3gifC6WEUXg7w0L2vYLC6fBJGeXOTX/95clDOp9z54a3zNaWqG83Ja2Z\nFECB3yQQVcBxhowLoINPiLr3ldEff4CvZilKlMB7fugQMo9DQ7GAPXkSCz59JCWBK2as1iERjLxN\nmzA2DB5sWZsuXcLYtno1vGr9++NdsxSJiUT3n9oRFTP87e+sl/pfQ2a48B/G7dvwJDx4oPv9nDnI\nOAwN1Rg9+sRLxZ0QGhcoo+HDpUmjCxZoNIsEnD5N1LUrvDnz5xsaFOaEEJYswcS8e7dxvZwLF+CG\nv3TJ6G0w6/wdj7hSp7F7qFUrTCBiiI1S0oafw+nZAxVVqmpPuUr5UfgaGZ05Iy0bEB8PUm1sLP4u\nXIARJxhddetiJU5E1KKxknJ9CqOyTil0Ic6O4rP70459sr8mvUOHsL2vL4xAbQLu69cgmD5+DI+Y\ni4tuOwIDMfkGBeG5378P4yyjEBODVeu2bZigWraEkSqEqa3F7dvQXzt7FgYnEbw41aphYu/ZM91N\n/9chJQXvQLZseNZZs4IG0Ls3PAa//QajIL348AFekI0b0R/79jUMSV66BFL+pk04Z8uWWMDpT/ye\nniC2N2okfb6kJGxX3U1JuVXhZKNS0eET9jQgwI/6+KefHB3YpQVNyGMYihx+pQw5NY6gd++wSBL+\n9D9nzYprLOMgJ2ULwzFk5gdX+nFD+sJeoaHwXq1cic+zZoEwfuSIoZ7erVswgu/eNX3ca9fg9Tt/\n3rjnS//4DRuiTZ064b0rUkS3L5qDI0fw7pQvpaSyHEA/lNE1oFuNFi9i//8Ga+yWTE/WPwz9UKEA\nNzd4Qog0q82JS8LpxmUVfZPfnkYG+9HE0jLy88PguWKFeLq9Uom0ZyJwD+bMgeG1dClW1dpQqeDZ\nenQ3hUjkWNou4yFDwO1o1Qord20PhjYsDRcSSYdHq7mrqE8f4/t6esnoTaKMfv2VKORzkuu7JHhv\nIiPFPSo5cyIE2rw5PicmgnsVE4MB9OxZhFvKl1KS06cAmuP+eQCqTTTkeACVL0VUo76MOnSA2/3b\nbw3PcegQsr66doWRIybO+vatZjV86RI8EBmF2FhkoW7bBm9as2bWiYzqgxnvwsSJuoP6pEkIMfXo\nkb7j/1thZ4eJVy6HZ2HVKjzz9esRcmvYEO9joULpO88332Ch1KsX+vmqVdCF0x4L3Nzw3Dt0gGer\nd2/wuTZv1j1WgQLIDpWCIKVQqhTR4l9kZGPz2Qs2m+jIKaI+/um7FiIidRZxr31RZ3uaNs34vsww\nAt+9I5rjLz6GXDilouHDsbBt2NA6Q9fXF5mWYWF4zhMngu/l6wsvtjZPTkwjSwqurngugwYh29eU\nZ/nRI/TjadNgYBFhzCpd2nwDKyEBfXXHDrw3crmMYqOI2o0IJxdnFeUuYE+tTHg2M2EcmZysfxja\nIqTacHPDb4LR7Oklo24T9tDLnBH0UI0Ye5kyCCsNHozOFhCgyy+Kj4cbu2lTeE+aNsUge+YMDCy1\nGl6bn36Cyzt/fpDkk9LEB7ozF+3p9GnNZx8fGHGDB0t7XPLnx2o7Odm8+/HqFdGFa+nTpUlI0PXO\nzZyJa5082bw25MgBL9/06TBOXr9GOCzpYZjGwPqMJXUTqJcsnPbtw0Snb2CpVPDm9OpFtGYNjFwx\nA4sIk0Oez6nXUu+FNTh6FBPAli24vx07WicyKoYtWxACGjFC893Bg5jUw8L+3aru6YWDA2QU7tzR\niO3a2qKvtGkDI/revYw5V+XKCIH36YOxYNQoUAIEeHpiEm3ZEp7Fs2fBLdJGwYIgiUtB8OCsWqX7\nXAcMgEf7xYv0X4d3D3/yP6LrWh91RpcjJgUbG/TdpCSiixJjSJkK9lSsGBYYxYvDAxsUBNK4uWPU\nd99BkkEQnLWxAe8tWzYYodqOjocPzfdKEcFge/DA0ADWx4sXGM+HD9eVCBGMaXMQG4t55u1bjS4j\nEeaaV9n2UP8Q43yuTJiHTCPrH4bUZFqkCAwD7YErJQWT+I0bmgHUxgYD66VLGMzd3T+HvaKUNKK9\nnBp+14JGtJdTLQ8lNWsGr1NEBFY+hQphor1zB2Gse/cw+A6fbkiGnX7bkSo18SNfX3h8jhzB99Wq\nYXAPC4OBJihDC7C1xXmkVN8FMMMIqViRKM/3/jT9ju75A66aN9ASGQq2Zs2KQWvDBkwGlsLBAZNU\n2ZKWJSDcvAnu2vXrCAE0bWr8PG/f4vmmpOAZV6hgeVv1cewYDOpNmxCOGDkSHlJjISFz8e4diM3h\n4ZrV+5s3eB9XrzbUKvp/hKMjvBt//AFjmxl99ocf8Czq1zcsPWQtbG1h8Fy9itBZ+fIgQguTfvv2\n4AK2bg1jf/BgPEMBxjxZUVFYjO3ebVgGJl8+jCMZoTmdM7+Mfn8bQrPiXWnC3TIkP+BK+x+EkP03\n5k30mzaBU1nF259m6I1h0247UsfBfjRhAnhgr17BI8UM4yZ/foxtc+ZgHNQfy7QheIUFCGPM1asI\nuQowRXrXh709ohKjRmFxJ4a3bxGC7NIF/U9AaiqMev0IhT4SEmCcde0KL+i6dYaq+3/++d+oyvBV\nIAMlJCzCP3jqrwolS0pXtW/YkDkqSvM5Koq5aVMUAd2/X3yfPXtQHLSXh67WSXc3dy5VTMGFCzN3\n68a8ejUqzEtB0IVp4eLNfi3lf+mkJCejmG3p0igmHRkJrZc3b9Detm2hK6WNGjWgxSSF69dRjLlq\nVY2WUkykgv1ayrlleW/u2VjONdzM1+iaN4951CjD70+fhl6TUBTXUphbyV6tZl65EppfS5ear5FU\nqxbu05UrzGXLWtdGbRw/juuNjESh3rJlme/eTf9xBQwezDxwoOazWo3iwSNGZNw5/iv4808U9J06\nVff7jRuhA3X8eMaf8+hRFGBv3lxX+2nKFOYqVaDN17+/5vvFi6Frp48bN9DGo0elz3X1Kgpmf/qU\nvjb364ci1MzQ+ypQAAXvS5UyXjg7Ph66YGXLaoqbC2NYYBdvlrnJedhA41pPb9+iQPrQodApzJsX\numTLluH+affjresUXKOoDwd08uaJ3Xz+Gh+fP0dbV6zAdgMGiOuTmcLIkczduxt+//EjNM9GjjQc\nVw4ehN6YMcTEoH3du+OdlIKDg+E4ngnr7JZMI+sfxLt3zI6OEAsUw/DhMBgE7NvH3KIF88SJEI6T\nwthO4sbAsDZyi0URe/bUDBjaSElBlfYKFdCxd+1iTkxE561Zk/nFC822bdqIi/F9+oTryJeP+eef\nDe/Drl3MPj74vlw5XYPTGKZOZZ48Wfy35cuZXV3FxUxNISZSwWP1RFp9y7rz1HHTeGI3VLwf08mH\nvRoquFIlcXFFY3BxYb52Dfe1QwfL26eNkycxQe3blzEio/o4dQqT6ps3mu/WrsW9TUzMuPP8l/D8\nOZ7x3Lm630dEwCBXfAG9R5UKY0i+fOhrSUmYnAcOxKKoRAlMzszMW7bAqNDGu3foe8uXmz5X8+bM\nv/5qfVvfvGHOk0d37Bg8mDk4GO3t1Ut8vwsX0MZevaT79blzzMWKYZFoLh4/xvX06MFctCjzd99B\nDHnqJAWPbiIt2HnjBkSd54UouFl5H/ZvrmuImYP4eCzAlUrNd0lJzE2awBAVG8f9/Jh//FH6eMOG\n4Tr27DF+7oQEGFmZMIQ1dksm8f0fxOXLCAlJpbe7uWnCckQII9nZgcsxf770cbNJ1B78JrvKYo6M\niwtCV/rImhXu5s6dwe0IDgbnadIkkC5r1wZfy8UFoU998ntMDPStXF2ls2nevwdHKUsWkDuDgsA3\nMXUNCQnSoar+/UFq79cP7n1L7oenl4yePiPynhJOjetB5M+xYlWK27eTlntquFojbgXQmBCiChUs\n4zK8e4dwoVQyhLk4dQr8ivBwJDgwgz9irQaWPoS6hHPnajhoDx4gdHHgwN9T0PrfiEKFwFdr0AAh\nNyFV39sb2YZt2qBfd+2acee0s4MuVMeOCE9WrIjM4KVLwdNzdgaP6NIlcLK0w4VpaZCiaNwYYUhT\nGDECfbRHD+u4eL/+Cm6odtZj16449+nTkLOZEaSkxPthlEWdQqm2dpSa159+3SSj+fM1shRi8PCA\nttWmTeBHmoNixcBf69kTfej6dSSw7AsLo631DWUmRs8Pp1wFZFSkCNGUCUo6vCyAtjcxlMExh+Pk\n6Ij+699bSe09w8ieU+jsFTuyK+hP4eEyg/srhApPnjQ8VmwsMgfr1sWcY6og959/Zob6MxKZRtY/\nCFPkZjc3EDQFqFSI2depg3h8aqq4dIOUrtaNe/aUlGTZJFi2LDKipGBrS9S2LSaIqCgYWy9fgsPU\noAHRDxOV9PpCGJ08l0JPfrej2m38aZdCRocOaQjAUnj/XpP94+sLAvvevRqCphTi46WzawSxQsFQ\n1eY0mIOsjjIqWEVGwZ9FSSd2l1OAp+6A+3ONBJq9NZyatTLfyGIG1yJPHkx4/lZmap0+jYSEBQug\nnVSuHHh4GVUXjQjvZN68mICJMBn37Ek0bpyhHlsmdFG8OAwtT09MpMKEX7s2DGFvb0xy6ZXV0EeJ\nEsggExJVqlSBkdy3L96NoCAsQLSJ70FBWLAIxZ5NwdsbXKJjx8A1swTMIOYLsggC6tQBkf3WLaJx\nI5QUtSCAVmoZLn6HAujnOURdu5vua+PGQei4Z0/LjUAbG3Dcypcnen5CfBH76rGK+vZFIkhxCqPD\nInpfvSeH07EzMsqTBwuUPHk0f8JnBwecLxsrqX6hAJqc5/Nx6hPNuBtAxw4aGmpHj+Ld0tYt1M4c\nDAvDuGAOMo2sjEUm8f0fhCmPRYUK8CIJ1dAFT9a33yLD5eJF8f28e/jTkOO6bosfbjrSx+x+VKEC\niLjmQsqTpQ8bGwyyR49iUn/0iChrmpKilwbQCvc4WuZxmybliqN1gQGk+qikq1eNG1hE8OwIRpat\nLbL9Jk82rYqckGBcvdnBAQPPnDnwqFmC8+exKhaQVUJuwlKF5E+fcI0ODtZnFp45g4E0JAT3qlEj\nENAz0sB6/BiG9NKlmolq3jz8O2ZMxp3nv4xSpeDxmzRJlzxdoQL6z6JFIMZ/CRlBmQy6eeXLI7PO\n67N46MqVyIQTPFmbNsHTu22b+e+PrS28WeYaZdqIjkZ2Xt26ut/b2MCbtXEj0Z0TYToGFhFReIME\nunLYPMZ98+ZoY2Sk5e3ThtQitkIVe7pwAclKXo3Ex4Vc9ipKTARBft8+LFjGjgVZvUoVLF4cHOD1\nDPQLo0W1dK93cqkEitpgeL36WYVC5uC7d/BemWtgEYFwn2lkZRwyjax/EKYm0xw5sDq5eROfBSOL\nCJ6YY8fE96vdSEZRD0Jo+ltXmvMeZVrajA+hyGgZLVuGsEG7dhhUTaFMGWQdmlsOxMYGq/QDB4jk\ntcNoVVPdQWJl4wRyyhH+l7inMQjhQgFyOTx527cb3y8+3nRozMkJWTVdu8JwMBfnzukaWSk26ZOb\nECB4sV6/RvvN1dbRblfLlpDxmDoV3opZszJeQmH4cMgRCEKq588j62zt2v8fVfeMQLlyyPIdOhST\nrYCSJWFo7d2L36wts2IM2bPDCD9xAosMW1v8+fVWklMWOQ1v1YJ+HiunKROVFmeY9eyJCf7+fcv2\nW7oU76zY+9qtG4w+27T0LWhsbODNmjvXsrbpo1Qtf+oXbbwU0aMX4uNCsVL2NHMmrnfjRngWT5xA\nrcVnz+C1e/8eC3CpEjek0r3etDRUFvD1xQJz2DCMawsWoF+aCg/qI9OTlbHINLL+IaSlYUVpinsj\nlNchgpElaCwZM7JOniRyKiujeZsNa1d5eeF4lStj5TRnjsZTJobs2YkKF7Z80GQmypKavkFRO1xI\nhEEyOBirfGPp1foSDlJo1gwDUocOBuOWKJgNPVlJOQ29hoHXzJebECDwsYQSS5YYR+fPE7VogWuZ\nORN6RsOHW3R6s7B3L95ZoUZjUhImwNBQy9SlMwG4u+Oe9u0Lro+AQoWg23T1KiZLc95Na1C2LOQ8\nfviByDGrkqrlCqDD7eIouMRt2i+Po7id5tcMFJAzJyQ8tGkOpvD4Ma5XCD/rw9X1s7zEe3HDJS2L\n+QuaTp1QoeDsWfPbp42kJKLQJTJy6xhCsxNcqfuRMjTmvquOInpcHNGhS/405bpxQ0wKgicri4P4\n9R4+bk8LF6ItsVFKGiyXU+VvWtDcEXJyL6ek9+8t915pI1O+IWORaWT9Q7hzBwOHKcVhNzdNSRqV\nytCTJRZSOHAABoQUHBygl3PqFAa3ypV1Cfb6cHHReNNMQa3GqqpmTaKLcenz8miLcwpo3hwDgH6h\nZm3oi5Eaw8SJMCJHjTK97bNnMO6Eos0vXhBt3CGjFqNCqIXSlaY/L0Oj77nS/9i7zrAozi56EFkL\n1th7w6jE3ltsqOAi2DW22IXERGONrF0UscYSdTHGEj9b1ChR1oqKsRsL2FDsqLFjA3UXeL8fx8m2\n2YZo2p7n2YdldtrOznvnvPeee++vl0JQxkHRu+TJcjRUGB1NgvX559S4rVuXPkVGTSHNkBct4v0D\n8NpVrmz54eiEbdSuTc9s167GzZ5z5mRY6/VrPiwTEy3v413g4kLi0a25GitamGuI5EJTtvDVVwxT\nGxZDtYYffiCZtObd/rS2BvE3HqFv5FMEH3+MQ3dZdTnggDuiLgSYtSWzBDc3evLT6s1SqWgvxwUr\nEfK5xyLiAAAgAElEQVRTOEo1347yzfWT2Nev+VtOnKZEu9EkYoOiPdDzuKfDrWmuvQzE4GPmRK1/\nUAD27gXKldRg9QQVZha/iJ+9rmBm8YvwLqFCv+4ah71XhnB6stIXTpL1F8HeDDJDkmUYLixRgi5+\nuYrRu3bpW8RYQ5kydFcHBzMzp1cv+YrPH39sW5el1dKwenqyzUZQEDBZbV7UtN9ed1Rsap+Xx9ST\nBfChEBzMkJglD5y9nixpfytWUIz800/W1z19mt4/ycs0Zgxn7d36KPEkazj6Tt2OpTvC8eVQJfz9\nHXswpiWzMCaGnklfX5LOXbuYCfY+MHkyib1UUHXXLpLpxYv/21Xd0wONGjF03a6dsYclc2YSsCJF\n2Abm8eP3dw6WMpId1RYCtE3NmjFb0BZ0OpIsqfWXHKJ2apDxigrrGz/EMq9cGFc7Dzbe1GHItbwY\nODsE/p2UqFmT9sceHduAARzv9vQTNMS+fdQ+LVyoX1ahAj1XEr79lhKLAQMoTg/5KRyhG7bjt+vh\nqNHAfoK1fTtw8pwSXcaTqEmyj9bDQtDvSyW2bAH86qoxq5qxkZlWKRHrvg+zWMjUHjhJVvrCSbL+\nItjrsbBEslxc5EOGT54w1bhePfvOw8WF+qwLF5g6XbEiH5yG4ThrnqyXL5mlV6YMdROLFtFD1q4d\n0NRHCd9hNBKdIz0QdNcTZf1CMCFEaZcRkPNkAew5VqoUyZEcHPFkASRyv/xC4fbp05bXMwwVnjzJ\nBIKxY/l/liz6lkajRgGVKtG7ZK+mxjCz0B6SdfYsiXT9+tTwHDz4/jL7zp7lA2z2bP7/+DFDXCtW\nyPdpdMJxeHuTbPj6MiQrIWNGitIbNeLrzp33c3xLYu4TZxRGJMJeDBlCz6qt+3/LFqBsWevdDXas\nUmPix8Zk4rt6OVCoQH409VFi9GiSprlzmUxjq7tE9uzMpLRWBscUz59zQrVkibHGqXx52luAod/w\ncP6OhhOPIkWYbbl+vX3HSkhgWY1ly4BWbUnUTGUfT58CD27LE+ObcVp4eNDj37AhCd/s2bRXV69a\nl1pE7dQgbp8/LmxthaAe/g6Hi50wh5Nk/UWwl2SVLMlBl5CgL+EgQY5k7d3L5ZkyOXY+2bLRhR4Z\nSa9IvXr6WbXuJQfe2G76gffoEb1JpUpRuLlli96TYmhgpNlclk+2o9nn4QiZpUTHjiRhtnqFyXmy\nJAQH8yW3D0c8WRI++YQz1A4dSFTlIJEsIfgQmTJFf36GJMvFhcb4/n2GZe2BlEl58SKJrjWcO8dw\ncPny1LMcOsTf4X0gNZXlJIKDqRMRgjWyOnemd8WJ9EObNnzwe3uzZIEEFxdqJ3v14ti2N3TvCHx6\nyrTSuuoOzyYBaNSIIUBHvCMNGrB59fbt1tdbvFhfL8wiLLisU1/rvWxVqrB8ySefcLJhKzlm8GC2\n2bLXOzh0KCc1ShNn1NP7Guiu+2Nkh1YI+cIfo77RyE48Bg6kTbAH33zDe8GSV3rzZn5PLeSJcdXa\nCiQk0E5MmcL6YvHxJL3NmtE2Vq7MMTx+PCfHp08DO37VIGKOCmvrX8TscswGj5jjuC7PCRO8h6Ko\nduEvPPTfAiVKGLe6sIa6dYU4cIAVm8eP1y8/dUqIChWM1x04UIg5c97t3FJThVixglWLu7SNEIOb\nGFc37lO9iiiQK0L072+5JZAphgzRV69PSWFF827drLecyZ9fiD/+sPy5r68QCxaYL8+enZWq04Jh\nw4Tw8eE5mqJkSbbkWbuWbUkMK9R7eZm3Orp/n9usXm37uJMns2Kzh4f19c6f5+9StSqr/798aXvf\n74IlS3j/SddjxQq2ann16v0e97+MpUtZXfzGDfnPChXSt59KT+zfESFaV/UX/hV9RLta+lZaDx+y\n1UzevELMnm1/1fRVq9gGzBIuXGDXAGv7O3VKiIYl5DtY1C7kLwYNMrejhw8LUbYs24cZdiQwRd++\nHHe28OuvQpQqJcTz58bL5TpAGFZ+N0RyshBFiwpx+rT1Y4WHs2WZXOX6P/4QomNHtg6KiuLxR5oc\nf4SF4xvi5Ute19Wr2RmjUye2fKpRwL62Yf9lpIW3OD1ZfwGePuUMqkwZ+9aXQoaG4UKAIanbt41n\nY7ZE7/bAxYWz5gsXgKSbagSXN3bVz62diG4twvDDD9Rr2YOSJfGnODVDBuo1rl41bqZqCkvhQgmT\nJ7MmVFKSfpkQjocLDTF9Oj1SkyYZL09I4Ey+SBGGA+fNMy5ZkDkzRa+GyJ+flbyHDGGVeWt4+pTn\nbS1UePGifiZapQpDE+lVxV0ODx5Qd6ZW6/V/I0awOK0kfnci/dGvH0PXXl7mnRL69aPH1cfH8Rpv\nttDYW4lSn4bDs/V2HL8bjk9b0G2TNy9rdx04QE/3J5/w3rOlf+rcmRmShuFPQyxezLCdQiYPJjWV\nWave3kCpuoEYsM9EAH7VHd/ODkCuXPSa+fnRiy8EvfCnTzOUXbkyiyTLYcQIXkvJAy2HR4/oyV25\n0lyYv2OVGuNK25cs4OrK7/rDD5aP9fgxtWnLlxt74oVgaL5yZYZWo6MZOm7sTTnGtJeeaLvdAxMe\n2ieud3enR75bN9rQn3/m86VFo/TT5Tmhh5Nk/QWIiWFIKIOdV9+QZBkapIwZWVDw8GH+f/UqH/TW\n9A32IjmZxtHdTX7gXY/VYvhwpmpHRJAAWDJWUTs1iNH449Y+fbgxSxYSkFWr5AXnEmGx9jCvXp0G\nddEi4+0UCvlK+PYgY0ZqJ5YtM65fdOYMic3MmTTqDRsab2cYLjREpUo0mh06WK9LlpDAMKWlEHJs\nLLVoGTKw5ER6FxmVg1Qdu0oV6jh69qSwNy2FUp1wDIMHk1A1b27c6gZgqH39epKYLVvS97jZs/Mh\nnCcPtX6GqFCBY/3775ll5+XFcWEJCgVJw/z55p+9fEmyPnCg+Wd//MGM2Y0bOWncd0iJBv3eCsCf\neqBtpCey1QxB+65KTJnCyZu/P7Nfq1bl2HB1JTFcvpyapC++4DFNv0+tWpYTXoTgdl27mlewFwJ4\ncs8xUtK3L0NzlhJivv6av6nhsa5fJ9GcP59kMSTE2CY29lZi2qpwFPl0Oyq0DHcoe9EQCQnAsTPp\nU/PPCWM4SdZfAEfT9CWSZVjCQYKhLmv3bhrltGZ7PXtG492jB/U333wDvNTKD7zcBRUoUIAz1fnz\nqSHInZt9Chs04D7GjQPGjNBg41QV5pa5iJ8aGsf58+cnkRkxggUMTc/FmhdLwqRJJD5Surg9hUht\noUABzu769mVNHYAz4zJl+ICZPt18G0skCwBat2b7Hn9/c0Mv4elTCnblPFmXL7PAq07Hsgnvo8io\nKfbu5W8ieRpnzOBD09E2RE6kHUFBTEpp2ZL3hyGaNqXe6YsvOCFIL2TLxrEkVVmXg7c3bVinTvSo\n9e9vWWweEMCMPFM915o1vKdNe5Zu28bJU9269JwtWkTCNXjkWwH42u0Yqw7H/zYo/5RqZclCInXu\nHG3Bhg30nE+cyElOTAy93VWrmmtYR45kxwI5MfjatfTmT5livPzwYSacnL0kbxsvXFGY/V4Av2uD\nBrQtpti0iRrYqVP5f0oKhfy1apHMHj9uXJ/PFC1aUBObFty/zwlcocqBCDqXttpeTljBewhb2oW/\n8NB/Ofr3F2LhQvvXf/JEiGzZhPjiC3MNUmSkEPXr8327dtRBOIKrV4WYO5eaouzZqfNZvFiI+Hgh\njh0TonCeCBFQ1zju36FsFTEj2Dzun5LC7aKiqN2ZMEEI3yq24/x79lB/FRur31dsLHUV9qBbNyGm\nTOH7a9eod0sPLFwoxCceEWLEZ36ifVUf0aSMnxjYS17vMGCAEGq15X2lpgrRp48QbdrI672aNBEi\nXz7+Hoa4fJlamOzZhVi37h2+jAN4/Zq6j/Bw/v/77zy3W7c+zPGd0CM1lXrGunXNNUFCUBNZooQQ\n06enz/EWLKCduXFDiDx5bOuvEhKEGDGC64aEyGv1+vQRYupU/f+pqUJUrizEzp36Za9eUfdVvDj1\np0IIsXcvdUxy+spmzYT44QfL53XhAjWOuXIJ0bu3EGfOCLF5MzVgI0fqzzM1VYjatYXYtMl4+9u3\nec///rt+2ZUr1EQVLSpEjx5ClC4aIYY2M7aNQ72qiPa+ESJ/fl5LrdZ4v7/+yt/SEPfvU2d5+DD/\nP3dOiDp1hGjUyH7N6927QuTObawTtQc3btDOTpzIa/H1wAjRuIy/+Lyhjwjq6W9T3/VfQ1p4i5Nk\n/QWoVUuIgwcd26ZYMSG6dDF/kL98KUTWrBRK5splXSguBAfh4cNCBAUJ8cknJDd9+tAAGYotT57k\nZ7/+KsT0yRGiZQV/MaYrB97iuRGiaFGSKDnCYIgxXX1kSVaHaj7i3Dn9ekuXUvD58CH/P3ZMiJo1\n7bs2ly6RiDx5IsTZs0J4etq3nS3s2xEhPq9qIixtYS4s3b8jQrSp4Sd6feojRnf3s2iYXr8W4tNP\nhRg92vyzihX5Oxpez7g4IT76iAQrMjJ9vpM9mDSJZFAIIRIThShfXog1az7c8Z0wRmoqJ2ZNmgiR\nlGT+eXw87/mRI60nktiDFStIIIQQokEDIbZutW+7uDhO8kqU4GTA8DzOnBGicGE94Th0iAke0r1+\n9izv/86dSdqE4H1XurTl4x85Qpv4+rX183r0SIhp04QoUkSIpk2FWLlSiLZtaftOneI6GzeS+Ejn\nnJrK5JdJk/j/48dCDB3KsThlChOLSpYU4vp1jv3RPfxF0xI+4psOelISHU3Rf7ly/A7SvnU6nkt0\ntP5YHTrwt3vzhmQnb17aeVu21RQVKwpx9Kj968fGktR+951+2eef8/qoVI4d+78CJ8n6ByA5mQ/T\nZ88c287Xl7O3ZcvMP6tZk4OyUiX5bV+8EOKXX0im8ufnYAwKoqGSG8gxMZxZSbO7WbOEGDzYeJ0/\n/iBhUCqtZ/CM7i7vyepc318UKCBE69acuaamknw0aMBZ5q5d1jOTTNGnjxBjx/I71a5t/3bWYOnc\nDb1wchk+ljKMhBDiwQNmKq1caby8QAFmLEq4coWkOVcu2xlJ6YnLl+mVuHmT/w8aJETXrh/u+E7I\nIzmZHlsfH3li8egRvR99+/JBnlZs2qQn2N9/z2M6gn37hKhWjd71Y8f0y5s21RP17t2ZpZiaymPk\nzUu7ZkjMhg2zfezWrYWYN8++89JqmU1XsyYJXo8evM8nT+b19PAQ4rffuK5azfVevCChypdPiMBA\nIe7dE2LRIhLJa9eM99++vXkWcWqqEBERnKR4eZFsCsEM8a++4vu1a5khHhVF4te6NUlzWjB0qBDB\nwfate+oUvXqmz5Nq1Uj4AgPTdg7/djhJ1j8AsbF8yDqKoCCSKNNw4P4dEaJtTT/R2tNHtKup96LE\nx9MgtGpFT0jz5jRIpsbBFBcuMEV87Vr9ssBA+VIJWi1DGWXK6GdmprCWZpyURIPm4SFEvXo08B07\nCqH0ihC9m/uJtpWte4YMcf06Z5qbNtGgO4pXr/gd1q2jEezYUYiWZeS9cF4lfUSjRkL06iVEp3qO\npz2fO8cHi6E3M3NmEkUhSLBy5CAhtvV7pSdSU3mfSKU2NBrOdK2RaCc+HHQ6eovat5cnUi9eCNGy\nJT0RaS2xsWsXJ3NCMIyVM6fjZUKSk/nwLlyYZCY+XojQSRGiSRk/MaqDj6hdyE+sXhYhWrcmmTEt\nwXD0KCcdDx5YP87p0yQKjpxfairHXceOnMAUL87QZf+eEcL7Ez8xrK2PqF3YT3zzRYQoXZqT2/Pn\nua1azfVNQ/pCcMwMGiR/TK2W0oP8+YXo10+IJQsiRO3CfmJ4Wx9Rp4ifUHpFiIIFaXPfxRO5fTsn\nvrZw8CCJ48aNxsuTk4XIkkWI5cvpVXTCHE6S9Q/A+vU0go5i7Vq6mQ11OXIEpl/NKqJyuQiRJw8N\n3Pr19teMunyZxzD1snh5CbFjh+XtVq8mabBUD2r/Dsb5v/aVj/MnJwuxYQMNbrmSEaJzOfs9Q4bo\n7E9D2aaiZXL24oUQJ07wO44eLYS/PzUJmTNzRim57jt1EqJ2YXkC9U0HfxEZyRBntzryRGxAMx+r\nGiaNhg+I69f5/V1caIjj4oRwd+ds2dZDJr2xerUQVarwAf7wIR+Se/d+2HNwwjpev6Y3q3t3eS/0\nmzeUFTRp4ri3XAh6gmvV0v/v7Z32UPGLF0KMGSNEwdwRom9N4zHd6eMqonfXCDPN1+vXDH0aTvKs\noXNnasHSguvX6THLky1CtC9jfH6fVagi5k7X248lSxievHJFfl9HjrB2nTUkJAjxeZcI0aGs8bE+\nr1JFhG94d+1TYiK1u3LaPQk7dtBWy9lzyQGwc6djUYT/EtLCW1zebvjB4eLigr/o0H8pxoxhhqC1\n+lBy+OkHDRaMV6NGRR1yF3CDT89AbF+lhiq7ec+LUfGe+H5LuENlDK5fZ7bPhAlMHTdEiRLs21W6\ntOXtY2KYWu7nxwwfwyzI5GRWf3740HrmnxBAgK8/ZpUw/05fnPdEi77hyJmT+zL9e+yABr/OVGFi\nWX1+9NgL7shWMwRvoMSFC8wUeviQtb08PfmqUIF/PTyY0ThvHuv3KJVAi0YanN2gwliDWjjB19yN\natF84eeP6UXNz9dvlycuPA+HuzszQD/9lK8KFfSZgXPnAku/16B5VTVOHtGhTAU3bD0aiALFlTh+\n3PGq9e+ChAReh82b2dy7fXtek7Q20nXi/SEpifdnuXKsYWaaaZqSwnIAx44xAzF/fvv3ff48swYv\nXOD/47/V4Ng2NWpV0SElA+2Oo2UChnTwR3B+8zESmuiJkJ/CjZaNH8/MxS1b7MugjY3luIqLsy8b\nWQ5ftfVHSCHL5/fjj8xi3ruXY0IOb96w3c69e9YbXQf18EeQjM0OuuOJeb84ZrPl4OXFrHA/P/PP\nNm5kdf3Nm5nlaIpNm1jOYtw41gb7/fd3O5d/I9LCW97xJ3XCUURHszSAI4jaqcHZjSpEttU/7Ieo\nVIh/rABama+fQac1KpRpC7duscjl6NHmBOv1a6b4Fi9ufR+VK3NQ9ujBgf7zz0DBgvzs0iWgaFHL\nBEsI4NQp9g+8cVkHlDBfJ+WVFvv2sYfYs2fmfz/Jqca+9sYFaKZ4JqJ7ZBg+7aZEkyYkESVLwuza\n3LvHuj8//gh07MiHEwvFKhFVDPhmdhie3NPCs6oCrYcF/PmQWbMG+PVIIDJUUGFaRQNyd9EdrgUD\nkEXH3zp/fqZ9T5/O85VIVzY3DWpmV2FyvkTAn9tq/1Ch30wgW7a01btJK1Qq9n2rW5clAa5dA9at\n+6Cn4ISdyJqVffJatGBJjTlzjAmJqyuLbE6cyHtt1y7e9/Yge3Z9OZSonRoknVZhQyP9vT1ljgoA\njIjW69e0ITdusGaV9JL+L5mqA2Qe+qb1pGJiSBrPnLG/REn58iyRMns2Wz/ZAyF4rM2b+crzTAcU\nkj+/Zct4Ha0RLIBtzKpVY6kFa+2mXFPla2tduahF3rwsDdG4MUsqVK/ueC28Fi1YyseUZC1bxj6r\nu3ZZ7nF69izrN370keXWYk44DifJ+sCIiXG8mKNcZeF5tRPx+W9PAJg3KTx7WQEvL9Y2qlnT+r7v\n3CHBGjJEvofY1as00PbMsHLnpvGfPJnH3bAB0D7XYPkMNT7JokNQD/1MOCWFxOOXX/hSKFiw06OC\nvFUpXUGBkJWWj636TN54VfHUYtQo+W1u3aKnZvVqksPoaPO6PY29lbhxT4nISCDkbdHC1FQa3lWr\ngB37lHhyFwhdHYYMyVqkZlSgQ1AA5nsrcfQoDduNG1x/2TJgy3oNti5T4/g6HR49OIcRVQWALH8e\nT90oEaHrwuBl2iTtPeLoUVbwPn+e5Orbb/lQcbT/pRMfDtmz00vVrBm9P6YEw8WF3pc8eUjod+yw\nr0ixIcnasUqN8WXMK5r3GR+GRcuUf5Kop085iSpRgq+SJVmvr0QJjqexveXHdIqrvshlcjInJNOm\nAYULO3AhQO97jRos4Jovn/w6KSns8blli76Aa7t2JKPbFsufX/w9BVaM51goW9b2edSvT5tmjWRZ\nasRdo54Cq+ewNlhUFIu0Xr/OYstNmpB41awpXx3fEC1bAt27Gy+bO5c9Mffto/fTEs6dow12kqz0\nhZNkfUA8eUKD5GgzX0uznzwFC2DiZZ1Rh/rga+6YtCgAV+JZIPTTT1ngTq6Fz717NAgDBtDFLIe4\nOOszOFNkyEBCUbMm0NFPg9ZlVZhfNRF4235HNUWF7xcCB44pUagQw1IREXwAuLgAUTsDMWWOXIjO\nekE8S8brfJwCu7dpsHedGq6pDHlUaRGIyINKbNrEQooXLui9bnJ48UIfAkhKAnr3Jjk9duxtKKaS\nUjaEUrcusGcPjdvYsUDIBA2aFFRhfmXpu2XG5GPsidSgsJ5ofcg2FsnJDA3MmsXv2Lo1vVqVKn2w\nU3Aijcidm56Jxo3pJR492nydwYNJtJo1I7moV8/6PrNnZ8FcISzbHfeMWrRqqydVhQrJd6+4e5dj\n5XFCICZcUmFSOf2YHhjljpf5a2B0D39kTNXhyk03ZHYJRN++jk8uSpZkaD9AqYZnWX1Ys05jJfbs\nobdq61a2xGrXjtehUiW9tywl0dzmjIp2R9T1AETut791WP36QJh5Rx0j+PQMxJAgFebVMbdvefPS\nHrZvz+WPH7PqflQUG3THxdGmSJ6uWrXMJ0LPHmiQ87kaI9vr4JrVDU9cAxF1VInffrMdjTh3jrY7\nRw7eA8nJae+c4YQezkv4ARETw8FtbzsdCZYIRIHChfE8UwB6HAtD5fL0okjhrGbgjOa776ix6dqV\nsfaLpzXYsUqN1Nc6HDnlhsaNA/Htt5YNW1ycfbM4U7RuDXRspEZwAeOZcEjFRAScC8Phw0pZ4ieR\nldDVYRBvtNh3UIGh0wJs6kDuJgfiq8MqfF9ff7yJce54kloDP45SYUlj/fJ+U1XIWReIi1MiTx7r\n3yNqpwa/rVXDNUWHYZ3csO98ICrWoGfLnv59QtA9HxYGBAeoEVrZ+HqMr5MHU44/NiJZH7KNxfz5\nnP137UoyniULvZpO/DOQLx/DQxLR+vpr83W6dych8/dnKxtvb8v7y5iRIapXryzbncKlFOja1fp5\nbdwIDBpE7/iYMUocijT29tbsXAOnNvwCVYW346EyMOGyCgd2wWHNV9RODQq/UGFiTf3Y+mqUCp1u\nABWqKtGuHSc5lia3jb2V0CUDzfqFwbuJFnceKbDvWgB27lda9fyYol49oE8ferot2fhq9ZToch34\nyCMM9+K10EKBrybK27c8eRjCb9uW/ycksGL9/v2cFF+6RKIlebq0LzTYvUCFXf766xAQpcL0yUDx\n4tav6atX9Ep+/DHPPWdOOgTy5rX/+zshD6fw/QNi/nz2+Fu82LHt1PM02LtIhaXNjGc/vsNC8NVw\nJRYvNu+tZYiHD9ka4uf/aeBbRoU5NSwLuU0xcCBJglwo0RaCurRC0EdXzJbPeOaBKWu227WPUaPo\n6p892/I6u3ZRS7boOw2O/Ko35N7dAywmBwyI9oRX73AUKEBvlPTKlk0/w43aqUGEyQx3+El3dA8O\nQeOWSjx9yj5rd+/q/8q9VygYAvFwaYXVjc2vx7QTjxFUi2zP1u+Rnrh1i7qPI0doUH19qY0rWvS9\nH9qJdMaNG2waPHGiZc3noUP0ksybB3z2meV95ctHr0bsGQ1+CVUZNYgfdNgdMW9C8HO4PAF5/pwk\n/eBBEro6deSPMbqHv+y47HPKEyUahEOrZRsxnQ5/vre0LNtTf2zzlkmWueCJITPDUa4cSYMlRO3U\nYKNajUtndShUwg37zgVi534lKlSwvI0leHgw9G4pNLtgAa/N+vX0bB/YpEbNymlLKnj2jPuKiqK3\nHLf9EdnWvgQDU5w+zT6lZ8/y/7JlGWGw14v3X4FT+P43R3Q0Zx6OQAhgzSYlGvkD3XaFoVAeLfIV\npccqV0ElXr6UzxQxRL58NKy4rUZwfmNPyrjSiQhdHWZxcMfFMdvIUZw5Axw85iYrzD91VoGjR+n6\ntoUvv6TeYtIk+Wy7Bw84e1y1CmjWTAm/jvrv8eQJoB63AKhhvl3GVC1OnOD2Dx5Q3P/gAQmdRLg+\nSlRjQ2Pj6zW7RiJaDQzDqQdKKBQMlRQurP9bsiRntIUL65dLgv+gHvKegeMPs6H9Dg9kyq7AqJm2\nvXbphSFDGE4qXJiexwULnATrn4qSJRmabtqUwng5EtWgAddp1Ypjw9LESdJlNfZWYskPQL8zYShX\nihOXfjMCEHtdiYYNqfksVViDnasYin/03A27owPh1UqJ06c5XoVgaP3cOb7On+ffrPd0QGvzY7u7\naVG0KL1pCoXxS26ZQgGsmigf1nz9TIvAQPb+zJ6deqTy5Y3/3ryswfbvVJhaOhF4KxkYn6rCg1tA\nhQqOj8MGDUhm5UhWaip7n/74I4ndw99U+PlTgwnvbBUePwHKVVYiIQEOvVJSgAaFHGtYbQhJ9C7B\nqctKPzhJ1gdEdDQ1QI4gIoI3+6RQJQY+UaJufX0G4MiRDAXYE37UaoEnf+gAmXRua4PQ0XChEHxY\nBwcDgwYEYnikCrOr6w3JyDPuqNA4AF27UiMxfDjDGJayIUuW5Az9f/+jdsj0WH37cgbWrJl++evX\n+kbO9YvLE5sSHysQ8oP58sREev4ePACWj5M3WnWrabHzf46XWPDpaa79GPq7O4rUm4fbD5S4cgdo\nbCWUk5749Vdq0datA4YOBWrXBrp0+TDHduL94OOPKXBv0YJh3zZtzNepVIni6pYt2bR53DjzTD6J\nZL15A+yKUuLYMaVR+ZYmoOe8SxsNqmdT4ft6b+/nnMCwBypkVwDDhilx/jxJVZYsJB0VK5KEDBwI\n/DJPflzmKahwuAn5hhzy+ypXWYFNP5Hc3LnD8FpsLP9u3873BbRqRLYznkhNLm994mkNkvh94JWK\nj58AACAASURBVEDzz/bs4bVo0ABQ9VQbadQAYFyZRHiPDMOzHErkzg2zV6lS9Dznzs1yFYafZc0K\nqHrKX4fHL2zLD86dc5Ks9wUnyfpASE7mQ83wRraFlBSKWUNDSUIUCho+6bM1a6jHsIWTJ0lGCujk\nB6ElDVBSEsWXphl3lvDoEb1K9+4xBOXhoUTjusDQa/TAPXulwLa4APw8S4npcylIDQ1lSHDYMKBX\nLxoLUwweTOFnQIDxA2HhQpKhyZPffo9UuuEl4faBA8ChvYHoN1+FH5uZhkjlhfTu7nyVLAlszid/\nvTLlUKSphpVktP0HhaFKeS3cP1Ig5k0ApvVXYscOzoB1OsfTth3Fy5fU7ixfTsOv0XAC4MQ/H5Uq\nAdu2sY5WliwkU6YoXZphJh8fTijmzTOeqEkka+tW7k+uPt4nnwCtaqkxLpcxUZhTIxE9j4TBu58S\nPXpwPTnd4+tngfhipAqLGxqE4k+5Y9fNAHQ9TtJvL+QmL4ZjPEMG2rBixZj1aIigLvITKRdd2pJP\n6te3LG1YsIDjzsUFyJAsf1yvRlpMWZOmQ8teh9Ex7tgWF4CcoxkNsJQxfPYs8MUX+v+dJCv94CRZ\nHwhxcQzLWCtUZ4pVq3iz+/ry/0yZ9CRr/36gQAHWfrKE1685sH78kQO/WH7zQTj8lDt6TJYnHFev\ncvZkT82tffvoUeralUXtJEJ4+oISW25yZgYAvjtYi+rgQYYhO3YkuZg1i6nYgYEUzBYooN93kyY0\nlHv36tOjz57ldztyhKTkwAFgxAh6t1asoBBUCOCrr5SoqQRCH4chOUmLqMMKjP/evpCcnNEasN8d\nGSsGICXFvutiisbeSsQLJZbOpaj0++KsZXTjBgnm2bOcrb5PTJpE72DFitTbrV1rXbPixD8LNWuy\nLEq7dvwrp9csWJA2xN+f5UtWrNCXB5BI1rJl8vqu5GR6QGN+1wHNzT+vVE5rU8N58ZoSlwBMexmG\nI1Fa1KyvQI/JAfB7o4SvL7BkCc/fHhgmyxw9oEXVWgq0GWbfGE+2IO4/cFSBDRtY0sCRRCVPT0oP\nHj40Lidx7RpLpaxfz//PxbkBMkTyXZJepO8bMCUMeKNFqfIKdBkfgInVlBg4kFKVVavkSwg5PVnv\nEelYcd4h/IWH/kuwdi17jtmLpCS2cTh8WL9s1CghQkP5vndvNlm1hEOH2AG+fXs2c5awf0eECOrp\nL8Z09RHfdPQXRfNFiP375fexaZMQfn7Wz1OrZeuMQoXYjsEQ+/cbt+iQsGgRz820J96lS+yTmCuX\nEP37s4+ihLAwtsARgtfmk0+EWLFCiIsXubxECbaFMWw1snMnW+Zotfpl3brpe/PZgz0REaJGfn+h\n+owtgbZtihBNm7KJrqM93STkzi3E48fsHebj8/Y4e9hmZ9GitO3TXpw5w75l9+7xuo0a9X6P58Rf\nh927+VsbNmo2RVISx7iPj/5+7tSJjZtz52arFsN1Fy4UomRJIRo3FqK/j+N9O4VgP848efTjO39+\nYxv1++9s7zVrluO9/OrXZ7Nle5CaKoRfywjxeVWT3qotqohZIRGiZk32NdyyxbHzaNlSiPBw42XD\nh7NdlxC8huVLR4hOJu3DulWsIvZEvHt7nVGjzFsNpabSXubNy88Me18mJLCVl6HtHD9eiIkT3/lU\n/nVIC29xkqwPhNGjhZg0yf71Z8xgM1hDjB3LfSQlkYjcuWO+3cuXbNpcsCD7AdrCzp0kSHL7Cg1l\nby9LuH6djZ29vfnQNsW4cfzechg6lP3VTHuXCcGefZMm0fj6+rJ/3vYt+qaqbar7ieafRojAQBqN\nmTPNG+KmpLCjvOk1OHJEiNKl2S/QHly/zqawhnjzhiS3Rg0h7t61bz8SkpOFcHXl3wEDhPjuOy6/\nepUNrnv1cmx/jiAlRYi6dUlYf/iBvdZev35/x3Pir8evv3IcWWrgLgQfuL16cSxv3RghWlf1E20q\n+Qi/auz/+fSpENOm0ab4+eknftaav1tCSgobuEuTRSE4mbx503i9mzeFqFSJky65ZtiW0LMnGxzb\ngyVLhKhYUYjt4RHii9b+olU5496qqakkWJUrs6/q9u32ka2JE4X49lv9/y9fklReuyZEZCSbX4eH\nC+FRLEKM7sEJ77fd/UXT+hGiV693axItBBvNL10q/9nNm2wAXq8ee9Xu3xEhAnz9RKtyxv1ev/tO\niMGD3+08/o1wkqy/MZRKITZvtm/dJ09IHi5eNF4eHCyESsWmzy1amG8XGUkC0aOHEI8e2X9ukycL\n0aCBscdHCHaMX7xYfpuff+YsedYs+Ua1QnBWuXu3/GfJyfSk9O5t2agkJdEQlisZIT7zNDbmHcpW\nEd06Rlj8nmvX0otmuu/UVBrMrVvltzNFVBSvjSlSU/l7lCghxNmz9u1LCHqwcuXi9iVKCHH+PJdr\ntUJkzCjExx/bvy9HoVbTuF66RKN/7tz7O5YTfx+sX8+JlKk9MURKihA9OkWILhWMx1nfGlVEwdwR\nokcPIWJizLfbvyNCdGvkLzrVkG/+borFizkuDYlTmTJsjG6KZ884gfPxsb/Z9YQJnNzZwsmTtLGx\nsfz/yhU2R5ZDSgqvYfnytGm2mqbv2iVEw4b6/5csoa27fJmEd+9e2nFDIiYEyVjNmvwO7wJfX5Jr\nS0hJEWL+fCEKfRQhBtY1/r1HviXJK1fyOeKEMZwk62+MIkU4k7EHo0YJMXCg+fLp04UYMYKzyZUr\n9cufPuX6RYvaTx4MkZLCgfnNN8bLGzViGMsQL18ylOfhIcSJE5b3+fw5O8InJVle5+VLIapXF2Lq\nVOvn9213x8ISb96QbFoyhitW0KVvD1atEqJrV8ufr15NsmkaKrUEyZjHxvL3MiSBxYrRbW8aRk0P\n3LvHh8rJk0LUqSPE3Lnpfwwn/r5Yvpz3mzUbZGmcfdPBevhPo5Gf9Jnixg15cl+hgmXCr9MJERBA\nb9KtW7aPsXIlJQHWkJBA+7BunX7Zs2e0V9aQnEx7UKYMvXEHD8qv9+yZEFmz0g6lptIj98svJGlq\nNZeVLStvP+/do31Ytsz6uVhDrVpCHD1qe72v21q2q1u30jHghDHSwlscrD3uRFrw+DGFpPY0aY2P\nB5YupQjcFJkysWjkgQN6UWhEBAWLQlC82Fqm9owtZMhAQWR4OBs7SzAt3xATQ1HtmzcsWmmtL+KB\nAxRaZslieR13d2YwqdV6QagcMlpo72Gp9MQPP/C8mzaV31+XLqzjdemS5WNKiI+33o6iWzcK/T//\nnMe1hSdPKCrdtYuZX4bZkqVLs/3RiRO29+Mohg9n5ue2bWybIVcZ3Il/L3r3BoKCmDhy+7b8OpbG\nmbvCeqZd6dJMkrEGIVi+Zvhw8xpSmTKxxIzsOWVk8eaePVl/7tQp68cpU4Yic2vn0acPsy8NS5Zk\nz87M3qQky9u6ujJJ4OJFls7p3p01x0zHa44ctD+nT7MtjlZLG9e8OTOkz53jshoy9fsKFGC27+jR\ntBFpgano3hJyZLFsV53C9/SDk2R9AERHG/fKsgYpw860SWrUTg1O/OKPuwdboX5xf0Tt0uDzz/mw\nXLGC2TjvkiGWO7e+FcbFi0zzlxq/CsFyCV5eLI/w00+2syT37LHeKFVC4cIkWl99xUxBOVhq7yGX\nifPyJavbh4ZaPmbmzDT4CxfaPr9bt2z3/Pr0UxrTGTNoHFNTLa/75Amv9c6d5u1NSpVi8dJjx2yf\nlyPYs4fZnEolv/Py5Y63dnLin48vv2SafvPmzIAzhSPjzBAlS5K4JSdbXmfpUhbNHDnS/DOFwjLJ\nAmg3R4xgqQlvb9oLSyhd2jrJ+u471syaNcv8GPnzk6DYgpsbaxVevszszHbtWJPMsAxKuRIazB3h\nj+++boWi8EfiEw2++46fbdzIrGpLz4Py5Tlx696dk0FH8eDB256qNpBopaSPk2SlH5ym9gMgJkY+\nbdYU587R0zBqlPFyqb3LIs+LWNvkCtY1uIiVKhWSEzWIibGPzNiD6tVZwLO9rwYjPvPHp0VaYVRX\nfzT/VIPly0mCeva0b1+RkeY1aSyhShVg5Uq2/JAzkD49A/FtjLvRsgH73dGsi3npiTlzWJi0alXr\nxwwMZIHTFy+sr3frln11wsqW5fU5dIgz5Fev5NdLSGAhwQMHzK9PqVIscJqeJOv1az5cZ8xggcSF\nC1kE1on/JkaOZDX4li3NH6I+PQMx5ZrxOOu31x3anNabs2fKxJIQt27Jf37rFidny5fLNxw2rP9n\nDR060D4GBLBFmRwKFuSYfvnS/LNDh2jfNmyQrxeVPz8Jir1QKEha4+LoNffxATp3BlYt1eCjRyqE\nVbyIlfWv4JemF1E3lwqHIjUA9CTLGho25Fj186M33V4kJnJS7O5ufb2XL4HImEAMP2W84qQr7vDu\nHuAkWekIZ52sD4DoaLq6bUGlokvf1CO1Y5XaqFYTAPzYLBEjbobhxAmlUbsJW+9t1XYqU0SDOjlV\nmFEsEXhLLr65qkK3SSwuag8ePKBhkHOHW4JSySauvr6smCzV1QKARi2VGPQ1MPxGGArk1iLFVYGH\nuQNw7IwSzX316z18SON7/Ljt4xUrRjL200/03lmCPZ4sCXnzsjhs377cd3i4+YzyyRM+UCpUYNjQ\nEKVKMcRw7BgNpT2eT1sIDWU4OTKS96At4+7Evx8TJvAh6+NDL2eOHFze2FuJlFSgWZ8wtGysBTIp\n0GlsACaEKCGGAzNnWvaAlinDkKFp4VIhSO6HDKE3Xw62PFmGqFOH9sHXF7hyhZ4pQ5vm4sJxdO0a\nULmyfvnDhySXy5YBJUrI79tRkiUhSxY2bB4wgMRo4UQ1dvmZNIL3YBX5fMWUeP7cvmKrnTvT/iiV\n9JTnymV7G8mLZc12pKYy7FmzgRLdu+gbd8fEKpC1BOuL6XScEFprdu2EfXCSrA+A6GjzljCm+O03\nerw2bDD/zNWCVuLeTS0mT5ZvnGrpvYuLdSKW740aW1saG4i5tRIRuj4MzX3tI1l797LYpdys1RoG\nDeKssGNHtr2QiiPu3g24ZFJiiUb5p/G4cYOasM8+o4EHGCbs1k2+QrUcvv6av8uXX1o2SrY0WabI\nnBlYvRoYP56kZts2GDWaffKElfFNQ4UAHw7373OWff26/d/DEi5fZnuhGTPY5shZ1d0JgPf6zJm8\n71u3ZiseqdNCMQ8lnmRVIsRAI9miNdC2LT20q1bxHjeFpMtq0cJ4+fLlfPB/+63l87GmyZJDyZL0\nSnXsyFDdmjXGLa4kXZZEslJSGHrr2VNf2FkO+fLZFy60BHd3hjVvRFrWOm3a5FiB0+HDgZs3uY2h\nTbQEe/RYQUEkUD//DCgUSjR5W8Q0IYF6uSNHaLuyZKFX0Fmo+N3gJFnvGcnJ7JFlrZ2OEDRCU6bI\nu7EtVSV2y6ZAeLh+JmoPUlKsE7EfRqe9yagEe/VYcpg9m4bzs3YafJxbjYypOhw77Ya2foFwcdGT\nvJIlec36dNOgflk1khN1OHrcDarvAgHYRwYlIrhnj/nDAWCX+5QU+2aQhnBxIakpU4bV6tet04vw\nExJoNOXanZQsSXJVvz6rQ78LyRKCoYzBg4ExY2hQHblPnPh3w8WFXpc+fTjefv2Vtic2lo2TDZE7\nN0XYvXszxB0ebt4qR05wfvs2x2hkpPVWUY54siTkykWB+BdfcBxv26bXsZrqsqZM4f6l9luWkFZP\nFsAxvXIlX0WEGyAzdlMzKrBxo31aUAkuLsDcuZRS9O/P/VvzUtnSYy1fzi4AR4+aE7bcuXmsAQOY\nYPDRR7RXTpL1bnA6At8zLl2ieNxajHzLFma1dOsm//mjDIEIiDLeQd9IdzxTBKBcOYreU1LsOx9X\nV85QcuZkeKtwYT7cy5blLCZLzrSJXw0RGZl2kuXqCnzZT4NM11VQZb+IUTmvYFOTi3gdrULUTo3R\nutU/0aDwC643vuAV7Pa/iEM/mq9nCS4u9GZ9/7385/HxDCumNWzXuzdb1nz2GY1j1E4NLu72h4dL\nK2xd7G92noUL06hVr/7uuqw1a+g1O3aMD1K51ipO/LeRIQNbbuXIQS9VpEaD1dP9kfNxKwT1ML4/\nM2Wih7ZhQ04CTAmVFC6UIIUJv/rKOGwnB3s1WXLbLV3K9lx16+o9tYYka9cu2sd162x71h0lWUlJ\n1HV6eVEa8eABEDRMgwrlHqFv5FMEH3+MQ3cpzgy+5o6KTQPw8CGvnyNwdaUduXSJHnJrsEayoqKY\nmLN1q3w/SYDXslQpatecuqz0gZNkvWdER1sXvScn030bGirvQv7pJ2DvQSVQPgR9TnlixjMPhCZ6\nokqXEFy4qsTChTR+1arRI/Ou8O5pTugGRrmjSSfr4lcJ165RbG2tp6ItRG1QI6yxSYf60onYujwM\nDx8ypPbHH8C25WosMVlvbOlE7FwdZvexundn6OH6dfPPHNFjWUKzZuwRN3msBqvGqrCuwUVs9buC\nMTkuImKOMSHMkIHHK1bs3UhWQgLDFt7ebNY9ceK7fQcn/r3ImJH24/kDDVaqVFhS6SKW1LiCoOzy\n92doKPVHDRsaax9Nyzj89BNw9y5tmy04Gi40hIsLjzFzJr3RO3YA2ucaXN7rj5EdWmFCP3+MHqZB\nwYK292UPyRKCmrABAzh5XrOGkoPbt4FOfhpc/lWFmSUfYplXLoyrnQdrr+gw5FpetB4Wgpv3lGjf\nPm0ap6xZSY7WrCGxtIQHD+TDhVeukEivXs3sRUtwcQEWLQIWz9Ug10t//DjGnHA74Ric4cL3jOho\n6zO55cvpwZDT6ERF8WG5bx/QurUSmzcrjbLminvQ4O3fz1TfgACSm1mzzF3+9iIloxJn3rBxq2sK\nReYvCgdg9UYlWrS27dWRvFjvItq2pEE7eUQLT08aqQwZAM/MOsDHfD1HQpvu7vQ4LVpEQ22I9CBZ\nADVZbeupMSGPOSEMXR1m1Mi2VCme09mznN3LhY9tISiI4cmlS6n1s6XjcOK/DYUCqFFcjXG5bd+f\nAEN0xYpRz7V0KcsYSOFCIUiuRo6kF8meey8t4UJTdOnCc+rSVgPvEipslCZfrYEpu1SIqgibDaOt\nkazbt6lHW7GCtq1PH2aDG5ba2S6ToPR9oxwITcyPxt5KDFNRDpFW5M9PXVajRiR4PjK27+FDloEx\nREICf6uJE+3L+L52QQO/sirMrKb/LlPmqADYvoZOmMNJst4zYmJolOSQlMQbf8sWc1Jy6RKzS9au\npfgwc2Zzj1ivXkzZbd6cJQEuXAAWLAAaNGD2yPjx5hlstjBrFjBCpUS/fvrBlJREF/fChXT/W0Nk\npDxhtBcnTgC/x7gBMuGteo0V2PeT/v+gHvKhzUfPHWMVX37JbJ9Jk/QCYMBx0bslpKYCSU91gIyL\n3pQQlipF75OHBwm6PVlIhjhyhPqaggV5bxmK7p34byI1lQ/fW7f4io83/nvrFlDWVQf4mW97+5oW\nkZEMhxlqE1u3ZiHkNm24n4oeGlTIrsboTjqcueiGNj6BqFrVvgdyWsOFpqhfH2jfUI3gAvaRRUNE\n7dRg62I1XK7rENTDDT49A1GnsRLh4ZwInzjBUNqKFbQJV65QE3blCpN14uKA3Ak6QKYYdIZkLa5d\nI1F717D9xx+zhlbbtiSx1aoZf/7ggfFzQqfjc8THx3bylYSty9RGBAuw7xo6IQ8nyXrPsBYunDeP\nhKhWLePljx4xCyYkhF6hIUOo65HzDn35JWsyeXmRaI0YwerjEybQLTx2LEmeNeGphLNneb5bthgv\nz5oV2LyZGSeVK3MmJYfUVJKsGTNsH8sQQtBrFxJC4W3nNoEIvqTCuDL6gd5vrzsqdzYOWfr0DMSU\nOSqj2eOoaHfsuhmANm0Y2rCHZJQuze+2Zg3FpRJu3bK/1pccUlJYE2fqVCB3ohtQxnwdU61bqVIM\nXdaty5ChIyRLp6M3s149km9rpSmc+PfgxQtjwmRKom7fZvHg4sX14ejixXmPSe8XjJI3EC+1Ckya\nxNIihQrRVkmvatUYam/VTIP6eVTY7f92HOYDgq+pELXTPs/Hu3iyHj4kATpxguHLV+d0snkvxw5o\nUbs2PUDFivGv9PrjhgYn/qdCaOlE4G0Nua9Hq9DpGpC/mBJlygCNG1Ms/r//0R6WLat/denCv2tm\nyF9DLRTYtIkJBrZK6NiDBg1YQd7Pj9ffsCSFoSZLCGpOFQrbHrSHD2njN24EtLE6QCYL05EIgRN6\nOEnWe8TDh/QCyXlDHj/mjW9a5fzNGw7Gjh1ZVTglhZlh+/dbPs7w4XqP1v79HGSLF/MhO3w4Q2Gz\nZpG4WQvjzZ7NQSkXoipViu7yzz7jw1+uQOfZs5zt2uv9EYKz4ZAQEsvRo+mBUyiUiNrJ+i2H92tR\nq4ECymEBUE1UolQ5rgPoDXjo6jDEX9XixRsFhk4NwNzG1Ko1asRrOWmSuQvdFF9/zRBHv376a5TW\ncKFOR8IWEkKBaWgokNU1ECMmqDCrmjFxLNIswKgmVqlSfGAolSyF4Uj7m3nz6PE8eJAPxfSos+XE\nXwudjhXKrZEorVZPliQS1aSJ/n3RosYeWjm0+jwQQcEqTKukvz+Dr7ljSHAAGnvTDl28qCc0q1fT\nc+7hAZTJocbcWuYaSns8H1E7NYg/osbTkzoE/U4PkqVtXrwATp4kmZLO4+lTetlq1eLY/W2NPNGp\nUkuBzsNJOOPj+ff33/lXxKuxw9f4/BfUTYQyIQzFKytRoQJJlIcH/1rKtnve23zSNzDKHS2+CsCS\nlZxspRc6dNDX0Dp0SO9lNCzhMH8+Pzt0SJ7c3b9PYrVhA6+rjw+TFbYufvfkJyf0cHnb9PDDH9jF\nBX/RoT8YIiP5gD9wwPyzYcNIqAzTeYUggdBq2csvQwY+aEeMsN2zSwiSlMhIviRDIATj+MOH09jO\nmSNfFPDOHS6/etW4EKgpZszgbOfAAfN6OXPmsDaTWm39XCUPT0gIiYBKRaMhZwgKFKB3rWBBGvUW\nLXhNDT1OAPUgdepQDyJ57RISgGnTmEE1aBBJlKV2QKmp9HotXap36ZcqxWSCMjIeKDm8ecPQwvTp\n9I6NHcuHnUR2vBpqUDxLGIrk0yI1owLVWgZg+lwlPDx4ju7ufHAEBlI43KYNwxH24OZNZiVmy8YC\nje3b27edE38dhODkwjR0Z/j+4UPe+6YkyvD9Rx+lD6EO6K3B49gwFC+oxeETCoyZFwC/jpZJ0ps3\nlEMsHtEKcz3Nb9QBJzxQp9v2Pz0+pUsba7SkThaGpGTKNXf4DgtBncZKREfrydSJE7zHq1Qx9qaV\nLWssJJfbZ/A1d7QeFmKRvI3t1gqjcpqff5e9HoiK345SpTi2qlXj36pVLZd1idqpwc7VYRCvtdh/\nWIGMhQPQqYcSwcHGtik9IAQ1uTExFPxnykQbf+QIJ7z9+1Okb9gz9949lnDYsIETMaWSYVBvbxLx\nY8eAdkoNOlVSIbiC/dfwv4K08BYnyXqPmDOHoZ8FC4yX37jB2df58zDKepkwgT3t9u3TN1YeMIBx\neLmeX6YQgnWRTp3ifgwL9Ol0QFgY6ze1a8eaMfnz0yjsWKXGzTgdXqW64ZsplmeS0jG6dOG+f/zR\n2Lj7+lJE3qmT/LZaLb1h06dztjVmDBusWntAFC9O8bbkEo+LY2j022/Nw2ENG5JomjbJvnmThGfP\nHmDcOF5TOWO3YAGP9fPPJIJZswLPn9sWnyclMU181iw+BMaMMU/TTk5myYzLl41TrKW2NydOcFZ5\n4bQGU79Ro3kjHXZHuWHs/ED4W3nQSWjThkS5cmVWtXbir0diorz+yXBZ1qzyxEl6X6iQ40V904q2\nbVlGpnNnji03N9ZNsoWgHv4Iyn7RbPkX5z2Rp2r4n5ql+Hi2dJI8Qk9i/BFW0Xw7/92eOH43HB9/\nrCdTtWuzxIw9JCVqpwbjvghDjUpaZMmpgHf3AKs2bcRn/hif2/w8QhM9MXFpOC5coE09fZp/o6M5\n+ZNIl0TAChQw3n74Vxoc26bGR+46CIUbRoRat61pQUoK7a32hQYVC6hxeJ8OFWu4IfxwIDZuVaJe\nPZK7TZs4sY2JoZ2WiJXhRPn6dYYilywBsrtpMH1kGIrm1yJvYdvX8L8CJ8n6m6FXL3pFTL0un39O\nL8mkSfplq1ZRqH70qH6warU0sqdP2x+2Sk0libhxgwX6JLImISGBRGvVKhb8zHxThXEyM0lrA+rl\nS+p+pIazAElc3rz0hOXNa7x+UhI9RLNm0VukUjGUZ8/su2xZhhQ//li/7Pp1Eq2vvqJHUIJazXDp\nunXy+zp9mn0hb92ih6tdO+NzeP6cs76YGM6Oq1fnzM8Snj9nKHbuXBI8lYrbyOHoUeql5KquC8Fz\nnzJOg7bljUM2Qefc0Xms9d9jyxZeCzc3nrut5t1OvDuSk/nwskaikpL0hEmORBUrZrvH3IdEyZLs\nrlC2LLU9np70ipQta307e71HWi3tUlwcPbSH/9cKP9Q09yCNveWB0A3bbYY4raFmTY6pmjWtr5eY\nCDSpp0HZVBXUnxqE+fa7Y8DsEHgpzcddSgq/w6lTxuQra1Y98crqqsG9KBUml3PMtqYFO3/VYGWQ\nCupG+mONPO0O9xohOB6txIUL1G917MgiyHKTxoQETgwHDdInN7Vrxyr5Tq+4Hk6S9TdD1aqcFRiK\nl6OjOYOIi9M/DA8c4ADYv5+GTfIuPX2ow6XrbpiwwLEZUEoKB8ezZ/SOyKVRx8UBX7fzx8+fys/g\nQn4Kt3qMK1c469m0iQTj4EG9F03C06ckIfPmcZ2gINtGzxQVKzLD0jTEGR/PGlR9+pDcANS5lS7N\nB5y1KsW7dtEz6O7Osg0NGug/++orhkt9ffl95PogPnnC77RwIXUMQUGcZVvD1Kk8vzlzLK8T2Nof\nM4o59nu8fMlyHa9esY6O4XdxIm0Qgr+xpUy8+HiS7/z5rZOovHn/Obq4hASe87Nn+vDbFSkvjgAA\nIABJREFUtGnU6mzcaHt7zWYNJnwZhpZNtBBu9nk+Rnb1x7hc5vf7t7c9sXirdftjCw0bUgvZsKHl\ndd68IfkoUADYt0OD9g3DkCMLy9YcjguAsp3SajsgQwhBj7lEvE784o8Njc2/W6coT2QuG46MGWH0\ncnWFXcvklh9a74+F5c2P1f2oJ76YGg4vL+veeK2WEYVKlYw9l76+nESbRgb+y0gLb3EK398TdDqW\nYTBtpxMUxNCVRLAuX6brds0aPcH6c1aYHUBpx2uUuLqywninTnT/y1U7LlsWqFlZvh7VjUtaLF/O\n7MQKFeT1Bx4eTGfu3lGD9p+q8fCODiUzuiFqZyAqVFNi3jyGJ5VKhj/TWpw0UyaG1ExRrBjJqZcX\nP580iSLzpk2pOejTx/I+W7bkdqtXA127kvhNm0ay8tVX1FGVL2/uPbx/nyRp6VLO8o4e5XWwB3v2\nUFtnDXlzON7SaPx4Psi//NJJsOzFq1e2w3gKhTlxqlxZ/75IkfTV1/zVkOr5GeqbvvmGY+LQIdv3\nVu6CSqCoElPX2ne8Fy+AAxcD8bWLCgvqGmcH77wegI4dOSZtedEsIXNmebshITmZtjFHDk6QdDol\n5q/T29dr1zg57tTJvvZWLi70BJYsSc/P2GvyY7l0MS18+vL4pq+UFOvLk5Lk1339XP5YVSpoIeOI\nM4IQ9LBny2aegajT/bvu8b8KTpL1nhAbSx2Roct73z4SL6lEglSqYepUfamAHTIF7caWTsQ3s8OQ\ntyhF0vYUqHRzo3i+TRsSjpUrjQ2oEMDVeDdAxuOTklGBffvohYqNpcenQgU96ZLeZ8mgQcviKkzK\nmwi8DREOUamw/RrQ7jMlTpxgWPRdkDmz5Ro6hQrR+9e8OdcJDWXiwOLF1kkWQCL6+ec0ogsWcMbb\nqRN1cWWLa7B6uho5M7NmTg1lIH47psSqVawQ70j4FqBx/P13y6UvAHpOTp1zA2QeZimu8lk9Z84A\nP/xAYf6ECfafz78ZKSn0MsmJyKX3L17oU/klElWnDn9/iUT910Kup0/DqNAxQKnB1KlMmjlyxLpX\n7vx5295cCc+e0XNStY4Sn7UDVOowXDmvRfV6CnSdEIDvGikxdy4lCd26cSJhKkGwBWskS5JUvHyp\nn9zu3Wu8TunS9HZ/8QVF5Y56JFMs9JvNXUCBNm0c25ct9G2Z9mzAkBBKDA4cME88cpKs9IGTZL0n\nmNbHEoJ6oKlT9cX32rXTN/6UkCFFflbyx00t2renS7poUZKccuWM/+bLZ2wMMmWiV0epZCXkMjnY\ncFnn4oa4p4G4fD8QExUqTPzYWEvx5XimbUvnfecO07djY/l3yxb+LQo1ItsaE8J5tRPxUZkwzF6c\nPrqDTJmsFyrMn5/ktWVLzrxDQ5mGfPs2r5MtZMnC36VfP/42VSto0KK4Ct830H+vvhNVyFodOH9e\nabMUhBwOHeK9YOnBvWMH74FGdQIRfNW4Plj/ve5oO9q8pVFKCjV/QpBM/xeMoRAMQVsL4929S4+m\nYdiudGnWOZIIVb58aWtt8m/GmTPyhTK7d2e26oYNFMRbwrlz5l57OTx5QrlE3bosMeDiokT5Kuxk\nscOw0HAQx8TkybRtI0awXqCpxtQSLJEsIajjvHyZsoGFC+n9liOIw4aRhK1da7mvrCX49AzE6GAV\nQg30laPPuqPLOPvak9kDqSXb/vOBGKtVYYpBNuC3Me74bLz1Y61dSznL0aPy2kAnyUofpJlkbdiw\nARMnTkRsbCxOnDiB6gaK32nTpmHZsmVwdXXF/Pnz0bJly3Q52X8SYmKM2+ls3MgZVOfOHOj9+lEL\nMG2afp3794HjZ9yAJub7eyMUwNu+UrVrU2AeG8sZ5vLlfA+YE69y5ZjlsnaCCioDYeSgcyrMmhmC\nLJlD0G5wGDzLaJE9rwKthxlrKVxc9EX7WrQwPqfRneQJYZaM6Ve0zhbJAvhQjYykPuqbb0hc1661\nLyNTQq5cLJ1w/6Qa33saE8dlXokITQxDoUJpI46WGmYnJvIct22jp9HLS18f7EG8FvH3FchQJADJ\nrubHXbyYIY3Q0LS3UPq74fVrfR0jS54oFxdz7ZOPj/59kSJpa0X0X8eZM/I12TJkYMJK//70ilu6\ntufP2+708OgRbYiXF7WQ0oQwXz6Sr+RkY1lDvnz0Mn/9NclEuXLAlCn0VtsiyZZI1uTJ9H7v3087\nPHu2uRdLgpsbSUjbtrzHHOme0dhbiTFjgcFxzND747ECJx4GYGHL9Jl8/vEHaxZmyQKciFHi3O+0\nG9cuavFaKHAqPgDT6lg+1sGDJK2RkZZrCOp0zpZc6YE0k6xKlSph8+bNCAgwZssXLlzA+vXrceHC\nBdy5cwfNmzfH5cuXkeE/NnWMjtYbLZ2O4uzFi2kcJk6k8HzfPr2x2LOHnolWzQIRfM044y/4mjvG\nLwhAqhuNREgIywQMG6afaUg1d2JjGZKMjWWJhdhYIOcLNfa2MyYOC+snInRTGEJ+CkdyQSU6jKIW\nyRG4ZJKf5iQlp9/ItIdkASRJu3e/Lbiq1eDyXjWendYhJYNxgUMhaKDOnuXs++xZvmJjSXorZ5Mn\njjfjtH/qVhwNHezZQ2+AIY4cYbiyXj0Sckn31thbicbeSrx+zXBzH3/Wrvn8c/229+6xhEX16v+c\nqu6pqZxEWGvt8vQpe8EZkqjq1fmQk0iUtYQGJ9KGN2/o2bEU7mvWjJ8tXGiczWsIW+HC+/cZ1vf3\nJ1EyHEMZMzLZ5NEjyDZyllrJHDpEj9bcuSRpchMXCXIka+5c6jB/+43jbeZM2jxr512nDmv4ffst\nQ/P2Ii4OuHxTich4JTJlot2pUYNRgHbt7N+PHA4coJZ04EDqe11d9XZj+XLaG99aJKaLF8ufW8eO\nzDCXq5koQat1erLSA2kmWeUttPIODw9H165d4ebmhpIlS8LDwwPHjx9H3bp103yS/0QYhguXLqU2\nqXlztmVYuZIu2qxZScAmTGDxyVWrgGbNlFgZBrQKCUPT+lqkuhl7l5o1Ywua4GASLpWK5Eyh4Mwv\nXz5zt7/qM+uCaldXPgQdhWuhQAzYpsIPTfQEbthJd+yJD0CPU5bLGTgCe0kWwHCcaoQGq8aosNjb\nIJ15ogqL1cC9BCXOniWxrVSJr4YNqbvw9OT2QzvJW5VXKdRSKBTU7nTqxN/XFuF68oQPsDp1+L9W\nS5H+jz/yodWhg/x2mTPTs3b2LAmIISTCtWHD3yd77dkz61XJ79zhg81UTN6ggf59gQLp03bECcdw\n/jx1fdZCcTNmUFPYu7e5RychgfomuS4QAEO4Xl4kBuPGyd+zBQuSiMmRLAkNGrC45saNJBjlyvG8\n5MKUpiRr+XJOdH77jfdZYiK9WHv2WD6ehJAQ2offfrO/92BYGHWhkufPxUVvr9u0SVu4Wggm3syY\nwWeIXIPoatVIHg8f5jn36sXQrITHjzkRnTzZtufRGS5MH6S7Juvu3btGhKpo0aK4c+dOeh/mb437\n90kMihal8QkOZq2n337jTHDfPg70mzdpeHLmZNqvVKTy7hMlarZVYso8+f03bszXoUPc95QpLMLZ\nt6+8O19ktC6MzJDBcZIVFQUsWanEnGlAaFQY4q9okZSiwODgALR6qYS3N2d+bds6tl9TOEKyACDq\nZzUWNzT22s2smojAc2EYO0GJSpV4neUMfWoqcOJGIIbdVGFODfP2Io1aUsC+YQNnoxkz6glX1ary\n+9y/nw8HhYKes549eV+cOWP9gQKQ/JUvT2P36hUfguHhvH9WrbK9fXpBq7UcxpP+pqSYlzLw8tK/\nL1rUvEOAE38PnDlj3mjYFBUq0PsxZYp5GZLz5/lAl7v/4+N5H/TtSxtlCQUK0ENrqc+rBBcXjrc2\nbeiladaM3rHJk+kFlWBIsjZtIrnZv1+fsLJoEW2oPTqyHDmoHxs4kNfKVjj61SuSoGPHjJdL5GbT\nJssFmy3h+XOStlu3WFbGsF+hITw9WYtMoWCYNyCAZTgyZtTrgNu143exBSfJSh9YJVktWrTAPZlq\njCEhIfDzk2nZbgEuFqbbEydO/PN9kyZN0MTReNXfFDExei/HnDkUVmbLxoya1avpnv7lF3oqRo0i\n8TKc2WzbxpCiLTRoQNH0sWMkW1On0q3dvz9w/ABrbbmm6nD9+jN0vpeKn330B2GxQIZ6M2TgQ9Je\nXL3Kqu+rVwMtWiiBfkps3UrPjCSYL1GCBOvyZeqO0upxsVTCwRJcU+W9di+eaHH7Nj1Kls5l7lxA\nKJToNhYIXRuGDMlsf2PoSZQqUE+fTuO1YYO+JVDHjjSe1aoBB3bx+l+L1SFnZjcMDgjE2l+UCA3l\nA8ee61GwIB8mkZHM/qpenSStaVPqMdIDqals3WKtnMGjR9RtGJKoypX50JCW5c799/GqOeEYzpwx\nzyyUw8SJtF2DBhm3mrIUKrxxgyTo66+BoUOt71vyZNkLhYKaol696GmqVInlV0aOBE4e0uDGQTXu\nu+owININmhOB0OxW/qlddMSLJaFdOxKn6dOZ7WgNGzYwNGha+kHyZg0fTt2ovV7bc+doY5o1oxDf\nGslTKDgxi4nhBH7Rdxr0bKJGmWI6nD7vhiwfBWLaNPt0YU5NFrB//37st9Y42A5YJVm7d+92eIdF\nihRBfHz8n//fvn0bRYoUkV13oj1M4h8IKVT44AGLVu7axQy/4GC6mwcNIjnats24UCnAB9q5c9bT\n/U1Rpw73dfIkjzFzigY+pQyaEVcFRp52xZBrefBRllw4/LsCIUv1xMGRcOGzZyzgN368sRC+alUS\nAanZcc2aDIn6+VHvpFanbcBaK+EghzsP5MtS5CuiwObNFMYrlRTPtmwJHIokGXr9XIcjJ90wNDQQ\nzVop0ayVdUMkfceaNSk+P3WKxrVTJyCDToNG+VX4rlYiUIvrf/GbCt/PBrp87pjwtXFdDS7sUiPs\nWx0ePHWDQgTil1/s38eLF9ZrQt2+zQmAqZi8Th39+0KFnGG8fzPOnIFdZQUKFCBZCgpi6ykJciTr\nyhV6sEaNsk83KHmyHEWuXAyfDRpEnapnGQ1alVZhmUEj9sxJKjx/AAAcN4sX077a48WS4OJCEX71\n6pxgWks2UathsYiptzeJ1s8/kwTZwurVtFmzZxvrMq2hWjXa4jfPNKiVXYVJUtX5BkDwVRV+221f\nzUWnJsvc+TPJsE2LnUiXcKFhBVR/f39069YNw4YNw507dxAXF4fapkziX47oaHobpkyhx2HoUM6E\nGjbkw6t8eT6U5US827fDZoVeS5CElYPaqDGtsEnIrJpAaGJ+hPwUjsqVgUw59J/ZGy5MTmZ2pJcX\ni18aomhRfY0iKVulaFGGSLt3J6HZtImZgI7AkXDhoUPArjOBGJeiQnB543Bfr+EsS/HoEQ1ccDAw\nsBfLNcyr/bbwaxFg0k8quLoAFWsqkZjIGldJSfjzva1lpUsD2mtqEiwDLP40Ed3nhOF4tBL58rHu\nj6Shk97nzGne7DZ2i8qoTEZQThVOHqKR1OmodbJGot68MddBSeUMihXj613alzjxz0ZqKu2VPZ4s\ngLasXDkmbtSrx2Xnz9OrKSE2lhOw8eNZj8oeFCzIhJS0okQJ6l2/9FcjtIjx2JvqmYjQ1WFo7M0x\nPWuWY14sCcWLU2geGMiMRDnPbXQ0x57h9TCE5M0aNIgTMkt9Kd+8YYRj1y56sg0z1W1BIlm3Dqn1\nBOstxpXRXwtbcIYL0wdpJlmbN2/G4MGD8ejRI/j6+qJatWrYvn07PD090blzZ3h6eiJjxoxYtGiR\nxXDhvxUxMXTvrl5NF2/evDRMjRqxZEO/fpZDK9u2vVsbAyGADDrrQvf27Ul4pCbG9oYLJZe/aaYc\nwO9TtSpnxYYpwdmyMTQaFESjvG2bcR9CW7CXZF25wnDditVKZAbTmV891eLYGQVCftB77fLmJUH8\n8ktgcHs1phQwNkITPBLhowrDk6xKuLuTgGTNCtn37u7Ud5ku3zZP/voX+EiLggVJ9C5f5t+HD/l6\n9IhkLU8ePfHK/EiN9Sb6smmVEtH26zBcTlLiwQN6AAxJVIUKnC1LJCpPHmcYzwnLuH6d5N7eyU/W\nrJw8Dh/OSY2Li7En69w53n8hIQzl2YsCBUgM3hU5M1u3fYsXM5rgiBfLEF9/TTK3YoV8wePFi0ks\nrTX19vLi9127luF/U9y6RQJWuDA1oI5m1FarxtCmd1nHO0gYwkmy0gdpJlnt2rVDOwu5qCqVCiqp\nodx/DFotH6Br1jBkeO0aW6989x2Fl9bShXU6liGYZ0Hwbg2vX7N9zvz5QNYnboCMMFISurdvz/DA\nrFk0kvaECxct4uzvyBHLBkQiWa1aGS93daVL/+OPaeDWraOnzx7YQ7IeP2YIcNIkKWOG6cxCUAia\n2YKRymHBIDdrqMWUNfadnxz2r5K3TPmLKqzW7tJq+V0k0rUuRP78oNWifHmGPKtX5yy3bFlnSM8J\nx2GvHssQPXpQv7hpE8fx69esTxYdzYy3OXPsC4UZwlFNlimEYJ/W/YfdECQjF07NqPjTi5UGFcyf\ncHVl7axWrTgZzpdP/9mLFywMfP689X1I3qz+/XmdDO3prl0MCw4blnYta5UqPIdmH6e9Ejzg1GSl\nF/5bxaveM6J2ajCskz8aFmqFmwf9EXdOg4QE6gaOH7fdduLQIRIyR7LG7t5lWnSJEhzgU6cCwepA\njL1gXMJ3wH53NOpAoXulSjQWZ87wM1uerN27aRS2bZPvYyhBIlmW0L8/Z2+ffcayFvbAFsl6/ZoC\ne7mMGRcX6ifWr5ff1lLrC3uNkCVkLRWIAfuNr//AKHd4fWa9ArNCQS9g5cr0gOYpKH9+lWsqMGgQ\nsw3XraOxz5GDgvz+/Um0o6KYWu+EE9aQFpLl6kqyMnqoBkE9/dGgYCsMauOP1i00+P57xwkWkHZN\nFkDPT5s21H/d1gZi5BnjsRd81R3e3QP+9GJZqw1lD6pXJ9EcPtx4+f/+Ry+VYZajJTRpAuTPqUHf\nFv4Y260VRvfwR2AfDXr35pgeNSrtHuhs2ejF9mwUiPGXjK/F5Cu8FvbAqclKHzjb6qQTpMbOIaUT\ngbeDrG+kClW7AGOD7RMq2xsqFIIZhfPmATt3UvN04IChGFOJGTOAwPNhKF2UGXK60gFY9bMS3v4c\nvB06MIxXrZp1T1ZsLA3Khg3GGUVyqFqVWidraNaMOi1fXxZNDQ217oGxRrJSU5mpV6iQceV8Q3Tq\nRO/W7NnmtWl8egZiitSM+y3GxbqjvUwbG3tx4waw4P/sXWd4FGUXPYFkKQECRAi9SQkBBKT33gYI\nRekiSksEVEBpS28B6QroBgSUpnQp2SRIC70TepHeAxJaQsJusu/34zBsm21hVT7d8zz7JNtmZ2fn\nvXPuvefeGy4hbBww9SArFFPTq3A3awiOnJLQyAXde402oeg9So0fG5rry9oNpr7MNJD8/DlTNSdP\nMl29ahV7bGXPTtJWvrzxryfq5YGMEye4hlyFd4oWNXKoMaNw4uuouVdJNd7JAsgCc1cQEOB6JCs1\nlWL0SZMowbhwARg4TELlspQLpNPrsH3/ExTM64WoxXOxa58GoaND07R/lhg/ninHbdvY/1AIpgot\n21vYQky0FpWyqDHZRDsa+qo4pn79N9+/ihUBr0wSUAr46FA43gvU4XCsClVbhjilxwI86UJ3wUuY\nqtb/zg/28sI/9NF/CUZ8FIwRWc9bPT41MQhhSzc6tY3AQKYZbTXx1Oko2v7uO6aVPv+cugDLnP3N\nm1xk164xwgFQlF29Osuc+/YlSfv0U+DcOUZ72rfnX1M8esT3qNWOBy4DFMb7+dFYZsli/7WPHpHo\n+flRu2br9T/8QG87PNz6uVGjKEDdvt1+I8WyZfn+WgrDl3dFazGkRzga19Phxl0VHiAE2/akzcil\npFB31749O1Ob4vp1ViLu3++cJs1gYAo0b04t8nqHY99OHarVUaFlD+eNpMHAz5WJl/z33j2mUU2J\n13vvsQ2DB/8tyMUprg5yd4e9M0VqKiuJX7xw7sJ+/DjtWNasdNT69KE9MR2UHhOtxepJakwpayQy\nk676ouXgMKfXkD1ERAADP9OiXW0Nkp/qcfysDyZqQtGguf1tCwF83SkYY/2tj9/kZ0H4ZoXrx88S\n33zDyOCZMxTZt23LoqqRI1mF7ihKlprK3yEtTar/zUgLb/FEstwEW/2ZvPTOiQz/+IMN55SaAt6/\nT5Kg0ZAwjB7NC7CtaMTcuezMnM2kgjBzZkajatc29np69oyDnpXShTodjVa7ds4RLIDagqAgXshl\nUb0t+PtTfxAayhD+5s3KA51ttXBYvJipx4MHHQ+NlVOGSiQrqKKEaykSpqxi6rFECRJQuUO7Kxg/\nnkZfafRIkSL83fr0MR+nZAtTplAIv3CLBG9vCTlzAuvnuladmS4dqx2LFfNEvTywxsOHbJZcpIjr\n77Vl71KT0ja3NH16ntsPH9pPtyUksGpxxQoSiXbtGElq3ty6f1XUMo0ZwQKAUcUSMWW5c9V1jpDF\nm9G8UX6JbBtTCJg0W410Xqz+NRjo8J4/b30r56sHFCoQD8ToUKgQswbFi5v/ffddc5tuDyqhxakI\nDVKS9Ni3ygc5MoWiWTMJX35JWUrt2vbf79FjuQ8ekuUm2NL3bN+jwoM+9CQaNbLd9Toi4tXcPRMP\n4+hRpgS3bCFR2LbNsa4rIYEjJI4etX6uVClg3jym0I4do4HasME6XSgEvR8/P9tpOCXERGuRN0WD\nH0fosbmg+cxAJahUHC8zfTojZr/9xmiPKZTShdu2sVpx925z4aktdOjANOXs2daE4fp140UmY0Ya\n6pEjXS/x3rWL3+X4cdsEasAAEsOFC9mJ2d625s3jbyiLYn18aPjcgaxZWekpl+ADxqiXHPFavZrH\nQY56mZKv995zbViuB28n5H5+adH+PEtW7ke3c58KkkRdVps2zpMCwCh+t0WytmyhXapfn05C5swk\nV1WrknBZfg/xUs/WLBbYu10HX19WA2fJgtf/23tM6fE18zSYV9OaxHUZGo5BIyRcvEjHpXRp3ipW\nBLp25f9zvla+XtRqoMLSiayWvnKFfw8d4v9XrnAfLAmY/L9cSRwTrcXtbWpsaGQSwZvFQrT+/SXM\nneuYZHn0WO6Dh2S5CUr6nolXfTEoLAR3H9EIyP2i2rVjJMrPjwsiapkGZ07okbuAD7ZrQ/HwmYTv\nvqOofcAAEi1nL2pLlrDix5Z32qkTRdG9e3Nsy9ChvIiaRrJmz6ZQf98+56MYsiZteXXrhW2PaHl5\ncR9KlGDFjkZjPs/PkmSdPUtDtWaN/YaApggMJBnbt8+6yaspyQIYAZw2jSlIewNoTfHoEUuxFy+2\nX7SQPj2JWP361N4p9eiNi+N58vPP5s+7k2QpwTTqZToKyVbUy8/POt1YooT90nUP3i6cOOG66B1g\nb7aIw6F4WVCN6RXM7d2EH0Lw+AWdiQEDGGXq0oUOpKOIsy3x+9277O4eG8s11qgRo87BwSQXc+ea\nE6wLFyipOLbPB2qFJqu1G6kQ+QMd0sRE85vSY8+e0dmwfF3Gu3pAIfqe11+HMVNod2y1X2hh43rR\nanAIihShTWrc2Pw9QvD4XL5sJGGbNxvvAzweAToNfq1tTf6mrgjHsLkSxo9nE2KlzIEMjx7LffCY\nRDdBJhLNeoUjW0Yd3smnQt+RRv3MoEHsAL95M0PdISFAxSAtAr1eGapXF//eg9S45QsMHS2hdWvX\nLlqpqSRkS5faf92sWUydnTrFcHaRIsZI1pYtFIkfOOBYV2WKiJ81ZgYD4MIOW+ZcaL5dO1ZItmnD\nFhjDh9NwmpKs+/dprGfNYkNNV9CpE6MzjkiWjw/F+2o1U5GOvHwhKLrt2FF5YKsl5LEk/foxcme6\n/dRUEqyePUnGTeHjQ+/y74Yn6vXvRWys+dQGZxAfz0KSvp9LyP8OIE0MR/2a1uOnunRhdeuGDZQ6\n9O5Nx6JzZ57bSqkoyzYOqal879ixtJdLl5Ko6fVcz9mzs0o5XTquw99/Z2uJY8f4+uGzQjFpiTKR\nyZLFNftmiiNHOELs/CVlFpIzj8qh3EA+TlNXhOPPu9SDqmfb11t6ebHIJ29e60HVQvC3uXIFWDDM\ndn8sPz86qRoNCwZswUOy3AeP8N3NyJuXep47d7gYbeH5c+CL9sH4trj7xKMbN7IJoDPk4OpVpuhq\n1CB56duXYfdGjYBNm8wnt1vizz9poOXbiROA/9MW2NL6stVrW20ujodZI1GuHPVkZcuyhLpYMeUo\n2Z079FDLlQM+6qDF6nka3LupR+B7Pth2MhTtOksOZ4cp4Y8/aJju3DH/3H79SAwGDDA+ZjAwtD9h\nguNxI99/z+jU/v3Od+l/+ZLFDWPHkpzJGDeOUcZt26yPTalS/H0DA537jH8CCQmMcpmK7E+d8kS9\n3laUKUOHz9loVmIiSVnNmkzxR0SQbERGOn5vXBywdi3bE5w/T6eqc2dGddOnZyT829EaZFHpkb+I\nD0rVCYVmiQRvbxItWSYhOyIJCayOTknhsPRvvyUp+PJLkghZlhETrcWwXuGoU00HH18VmnVzvnDE\nFMnJjOLOn09n+bPPgNLvarF3oTmJ++KgL3bHhUHzk2TlKNnC06dsuXDnDp2aN8GJE7yuRDS3fV25\ncIFO6o0btuUrt27xdzaZkOcBPML3twYBAUy3Xbhg+6KYNSuQP9ebdeS1xOzZjJg5o7EoVozG64sQ\nLfKrNNj9kx6Lx/ugf+9QVK9OI2QwsELRlFDFxjJ8XqECici773Ih6p4puz0166vQbRgvvmfOsFPy\n6dM0VKVLmxOvsmWpx9i9G2jbQoslw9T4oU4iUITbepBBjbrVgLSUYJcoYdy2aSPU69eZujVFunTs\nNzZ8OL1vWynT06dJlPbtc20MUoYM9MA7ttHi8DoNMqbX48FjH0QdD8WhWEnx8/4Bj4aBAAAgAElE\nQVTqdKE7kCWLctTrxg0j6Vq9mlWhd+/y97ckX56o19+DpCQ6WkFBzr1er6e2sWRJEiwvL0ZNHLV1\nkREQwAhu//6Mnq9ezfl+d+4A9WtokeuRGj9VMpKVXjPVqN+SUbPlUzjoPiWdDy7Gh+LZSwkaDfWT\nixaRDMyfT8JmaftKlZfwR5KEA2vTpj27fp0VzkuW0DEyLzqS4JeV0ajL53TwzqRCyNQQdEsnoXdv\n7vuMGY51aX5+/A5RUTzGaUFqKj9rxgygf59QhG5UQ1PXeDzHXvJF26EUggYGcr2tXm17HqJHk+U+\neEjWX4CUFHpTy5fbD8m6sxnmiRM0mqZ6JkfImVmLxgVfze4DgLLA0F1qdGkP3PlTwsmTNAAVKvDW\nsyf/FilCEjlhAi+cw4cDJQuHYtJc5dB8uXLWDQCfP6e+6swZ3iIj+VevJ9nKkaghwTLB3OrUFdRP\nY2VQx440LJYkS0m/1rIlRf+//MI+YZZ48YKe+IwZro0JkqF7xmM/Juer7+gHqBLVuHQKyJvX+vv9\nP5AsJaRLx/YARYuaa70so15r1hijXkoVjp6ol3tx+jSjo85UkBkM1Cp6e9M5kMnK5csUXbuKQoXY\n4uTrrykNGPWJBpPKm6/1RY0S8eXZiYg8l2RmU/oeVyN9LqBaNQkff8yovT2iFxvrurjfYGDl8/z5\njFD36EFHqkQJ69fWa8bpEmvWUEdZrxkfP32a369cOR4zR2nZtm0ZqU4Lybp5k2TJYGCxzJ9/Sujw\nExD2PBwHd+vgn1eFByIEM5sY7coXXzBy3r278rHxpAvdB0/HdzdDCHoBH31EkmWvz0jz7qEYdd6i\nM/tOY2d2VzB7NlNeriyMqGUaI8F6hWnlE4GH4Rg7lp7qzZtMH06YwBD//fsUqHfowCjP5cv0Tpu0\nktBycBhG3g9Ch23FMTUxCK3s9KPJmpUpyd69qaPYvp0phQsXuPhz+tqI8jnZEkMJHTtyFEhKCu8L\nQZJVWGEEkZcXU69jxyprob76ioTTlifoCErHPqxMIqJXKDQEw/8vybIFOeoVEsKU6969wJMnjDT2\n6cM0xpo1TB37+bHqtFcvpoV27aL+xIO0IzZWuV2MJYRgdPzWLabLTMluWkmWKUqWBIrlVz6xb124\nZaXzXFAvEe+IcFy7RrvhKJLmyvDrx49pR0uVYvVymza0f7NmKRMsU9Svz35j8hrNlo3jdxYs4Hkb\nEkLH0haCgwGt1vU1vnIlUKkS9aA7d9KWzZ8P9P1CwtTlG5G1fCQ6DNoIg49kNq6tRQt+34MHlbfr\nIVnug8c/dDNkklW+PInEvn3WIkUZ9ZpJWL4C+PR4OEq/S/GorlgIflkvobkDLZAp7t2jYN2VmYeJ\nicDNy3pAwdC+W1BnVVm3dy/7QP3xB0XhmzZZe8H1mknwC5DQowcQ5kB8bwu5c7Pdwoa5yit89yEV\n5s8niXV1cGqxYjRCu3axcufhQ5aB29JB1KtH47poETUYMtavp6d74oRrHrJOx2jd0aPA5fN6oKr1\na2yliv9tJEsJ9qJephWOnqjXm8PZcTqTJ1MnuGuXdXXgm5IsIajTijnoA7XCpItcNlLHubPrnF77\nsbGOC1JOnCDRX7uWqcCff6YD4MrazpWL5+3Ro+bp8mbNGNX66itjVMuyahCglKFECR5rpect8eQJ\nndtjx5hmrFSJjz96xGKDS5d4v1492u7ly6kVbtiQ6yR9er5/7lzz/ZXh6ZPlPngiWW6GwcCLqZcX\nicCyZfZff/yshC+nb8SklZEIW7oRy9dIOHKEC91ZzJ/P9KQzHbuFIEkoXRq4cd+cyOy7m4SJhx/h\n2vnTGPFRMGKitYiJoRj+44+ZHrt0iSJ5WwswNfXNmlcKQd3Wut2hGHrSegZZh34hiIlhiq9vXxpI\nVyCnDAHbqUJTTJ7MlO+LF7x/8yYbqK5caV9rkZJC47pkCY1ZtWr8fT7+mCkIVRbXUsX/BZJlC1my\nMOoZEsJzfe9eioXtRb169qTTsXOnJ+qlBGdIlkbD8zcqynpmaUoK14KrneJl3L3LyQhjxgAffxWK\nSVct1vpVX2TLW0jxvYdjVXj/ffaSc/Tb2opkvXzJNVyzJs+bIkUYRV+xgo+lRb/VsCEnUFjCz4/k\nSqPhefnZZ8pRrbZtWXHsCDEx/E7Zs7Mvn0ywALa4CA429g+sV4+vL1qUVeNdu1KPB3BfIiPppFvC\no8lyI8Q/hH/wo/9S5MwpRIsW/P/mTd5PSlJ+7Z07QuTIIYReb/746dNCvPOOEOfPO/68Fy+EyJVL\niEuXHL/24kUhmjUTonRpIT74QIiKZSLEV03Ki6ehxYU2OL/4qmIO8TS0+Otb17LlRfGCEWLJEiF0\nOsfbF0KIw4eFqFzZudda4vlzIbp35/6dPi3ErqgIMaJ7sPisaXPRsGSw2BUV8fq1d+8KMXGiEAUL\nClGtmhA//cRj4QjXrwvh78/vs2oVj4MjNK0XITrVai3UnZuLhiVbi/69IsyeT00V4sIFIZYvF+LL\nL4WoVUsIX18hSpYUomtXIWbNEmLPHn4/GbuiIsSQpuXNjne/WuXNvqMpGjcWIjra8b7+1/H8uRAH\nDgih0QjRrx9/i6xZhcifXwhJEmL4cCF++UWIs2et191/BSkpPD8fP7b9mtWrhciXT4jLl5Wfv3JF\niEKFXP9sg0GIhQtp30aPFiI5mY/viooQw7oFi9r5movhH3Gt74qKEH2rma+Rr5uWFzsiI8TWrUJ0\n6SKEn58QnToJERXF7yVjV1SEGNKltaiTv7kY2rX163V186YQI0cKERAgRMOGQqxb577zYMsWIRo0\nsP+aJ0+E6NlTiCJFhNi+3fy5c+eEKFCAx0gJL18KMWyYEHnz8rMskZLC7R4+bHxMrxciWzYhHj7k\ndjt3FmLAAOPzoaFCjB1rva3du7l2PDBHWniLh2S5Gdmzmy+0Bg2EWLtW+bULF/KkV0J4uBDvveeY\nOISHC9G6tf3XJCQIoVaTXMyYwYVaoYIQ8fFGIvNBufxmxky+DesWbH/jFjhwQIiqVV16ixBCiJMn\nhShVSohPP+X+muLFC14o4+Ot36fXC7FxI4mtv78QgwaRTNpDtWo0yt98I8RXX9l/7a6oCPFlA3ND\nP7BBeTFhVIQYMoS/b7ZsNG4dOnCb27fbv4CZbntA22DRtHhz0VcKFoXzRCh+RyH4/ZQMqweOYTAI\ncfWqEL/9JsT48STWxYsLkSmTEO+/z3NuzhwhduwQ4s8//+m9/etx4YIQRYvafn7rVjpusbG2XxMd\nTZLiCv74g+ulShWudyX4+Qnx6BH///NPIfL5c42M7NJcjOgebOWExMcLMX8+HbsCBYQYNUqIX36y\ndmD61ykvGteNEDlykGScO+favjuDp09JXp1x9rRa7u9nnxmdL4OBjtnRo9avP3dOiIoVaevj4pS3\nuXkzj60lmjcXYv16/v/4MclxxKvDeOaMEHnykMCZYvt2IerXd/w9/mtIC2/xpAvdDIOBPVVkdO9u\nO2Uoj9JRQp8+TOkpzcGTIQTFn4MG2X5+/XqWaV+7Rh1LcjIbom7dyvRVvWYSwpZuRInS5RS34W1w\nTWjuarpQCLaSaNSIDS0XL+bIClNkykRhaXS0wv55G0Wjhw8zjVmnDnUN69Ypp9jklKEz6cLIZRpM\nKGUuvh1fKhH7NoQjWzaWoV+5wuO7ejW71zdsaJ1eUUK9ZhK+mLYRV0QkwiM2IriDhC++UH7tfzld\n+Kbw8mK6pE0bpqfWrqW28MEDph+rVWMafPRovq5AAa7LESPY1+ncOWOxxL8B9lKFhw8zpbRuHbU7\ntuCKHislhVW41auzWObAAWrolJArF7WSAH+rdp0lzN1glFNYFtLkyMFed0eO0J4mJABzRlo3Rg4r\nk4gAr3DcuEEdUunSzu27K8iWjd9r/37Hr23RgnKC5GS+Z+dOnqeWKUMheI7WqUOZwsaN1K0qYd48\n835/MuSUIUC7tGwZC44ePGD/saAgpttN4dFkuQ8eiaibkZpqTrI++AAYOJCCRNPhvi9fMn+/cKHy\ndry8WJny/vtcAEqlvdHRXAj161s/d+kSy3Rv3aK+q359Vsn8/DMXnOnMv8hIYPcBH4xQIHzHT6vw\n8KFzMwIB10jWs2ckkxcusDLHXqPNli0p7u/c2fZrihUDpk6lQH/dOmpyPv+cBqVvX+MYiUIBWqya\nqUFADj10V3wQU8J8xmJqKg3lpk3AyQN6QKGpYKVyOowa5dz3tIdMmYzny5QpvPht2GA+0BnwkKy/\nArLWy7TxrlxxKreWWLuW5OvOHeW+Xq4M7H5bYItknT9Ph2XxYtvFOjKcJVknT7K6zs+PM/gcVQPK\nJOvlSx7789Y9NRUhjwULDARu2ug/mMtPl+Yu785C1mU5M5Ire3Yea62WznibNkDJwlqs02gw6ooe\nL1J8cPxWKBJTJOzfb79VzKVL1Kcqabrq1SMRlVG3LvDpp9Rkbd7M68SUKWzyKsOjyXIfPJEsNyMl\nxZxkZctGr0UWW8uIiWE/qHfesb2tbNnoSffvzx5YllBqPpqYyIhQzZrszRIbS4L1/ff04LZvZ1d6\ngC0TunTh9j/sZy0+nXDZF7nKsM+VpadjC86SrGPHSCBz5mQZsaNO5v5ZtfhjZzBGdmnxWpRvCxky\n0BvfvZsRu/h4XhDbtgVmTdHi0FI1fg8+j+V1LmNWsfOImKVG1CYtfvuNxidvXhqezJmBEmWULc3+\noyocOuT4ezpCxoxGIaqvL0lwv35Gb16Gh2T9PXAU9apenffHjCGpL1CAFWkjRrCn2v9D1EtpZuGt\nW6zC++YboHVrx9tw1Ig0OZlNZ5s0odB72zbnGpfmzs1jPXAg26fYak4bH09yMno0o9Y5c9IRPXDA\ndlHJoRMqFCpEh2v9ejp57kajRrSxrkCSGNW6c1WL/YvV2NLsPIb6XcY4//N4N0WNqeO1Dnvx/fAD\nSZNSB/fKlfl7PX5sfGzcONr/H35gdDEujlFMGZ4WDm7EX5C2dAr/4Ef/pfD2pj7HFJs3C1Gzpvlj\nn38uxOTJzm1z9mzm2k3z5nIuXRaOGgwUcRYqREHonTvG1y5eTIH41au8n5pKPViuXEIMHSpEYiIf\n3xUVITrWCBZdq5nrH/bvp16qY0chHjywv6/bttnXahgMQnz7LYWvq1Y59/2VROJDmtoWiSvh+XPq\n1+oWa62oPauSJ1g0bizEd99RHG/vs79uUl6MGhoh8uUT4qOPhLh92+ndsEJCghCZM5s/NmQIdUOm\nAtju3Snu9+DtgcEgxLVr1HpNmGCt9frkE67dt03rFRBAAbiMhw+FCAykXtNZBAXZ1lXt3cvttW/P\nAhVnsSsqQrSu0Fp0qNRc1CnaWmzXcn2npAhx6hTX7yef0BZlzUo7M3IktYry8X38WIjygRHi00rm\na3Zw4/JiZ1SEOH+ehShNmgiRJYsQ9eoJMXUqv4stwbkrSEqiLuvJE9ffO7ybsm0a0d2+LjYhgQVW\npnbLEo0bC7Fpk/ljFy/SDp89K8S0abRlMn79lRpTD8yRFt7iSRe6EULQi5UjEzKaNaOXIXt/QjD1\n5Uy5LsB5XDt2sD/VjBl8bM4cRjwyZFBODcr45Rd6lDt30kO/cIGl8ElJjPKYerT1mklYvUlCYCDT\nbDJq1KD3O2YMI0Jz5wIffqi8r6mp7HekhMePeRxu3XLcqdkUUcuUh09/MjocqzdJSE6G2e3lS9h8\nLCijcjioYR0dpq62ftx0kOul0zpkzqFCr2GcfzZsNMPs773H3+jrrxn9cgVyJEsIY0RywgSWZf/6\nKyONgCeS9TbCy4uaviJFzGdcyn295JTjunX8P2tW675eJUv+vX297t/neSSnzhMSmIpv04a9nJyB\nwcDIuuX6ff6cEb3162kjXJk+EROtRcQsNZZXN67zQWPUGDMGOH1JQkCAcWTTwIHMAlhGzJ8+pa1t\n0FxCm+Zcs+lSdDh5XgXfoiGvJ0UEBjIDkJhIuxgZySi3TsdoXosWjI652ocP4HquVo3yh1YKvb+U\nkJpKacKpY3qgvvXzhmT7utgVK5jeVWqqLEPWZZlGKUuWpP3q2pXHICiIEa2AAI8my53wkCw3wmCg\n4ZV7Ksnw8eHU+BUrSFQuXOBJbDlqxha8vNivpnJZLZ6c0cA/ix6n9vugyTehGDlSQng4Cdjnn5uH\neDdsoDHZto0LcMIE4LvvuA/9+yun9e7epa7AEpkycWZZ+/YcsbFmDdMnlulOW+nCgwepp2rbluTB\n3qw/IZiS2buXzVxvHdQDCmMpsmXQoUwZbitjRuPN1v34eGDUJ8oxcK8Mti2KPDrju++oEZFHZ2TJ\nwj5avXtTAF+6NNMtnTo532cnfXpeZE2NWsaMwNKlTCPUq8dGhR6S9f8DW1ov0xmO69YxHXb7Ns8b\nS/L1V2m9ZD2Wlxcdj/btaYemTHF+G3fuUHBuWqCi1TIt2Lgxx2U507PvyROup/PngS0ajdnsQgCY\nXTkRg6+F47crkl1ZBcDUX/PmHHI/axbg5SW9JlXx8SRlBw6YN9709SURatXKaHMiI6mT/eQTyhlk\n0uXKaB45ZeiIZCUm0q7PmcPfO6iAsm2K2a/Cd99R+G5JfISg4H3WLPufVa+echFVr1787WbOZLp1\nwQKmYD2aLPfBQ7LcCL2eF0xLkgVQ2NitG0/giAguQFca3p05qkWrkmpMLkpDNLIN0HuyGi8KAqdO\nSciXz/z1Wi0XZWQkI0gVKrCj8IkTnPhuC/fuGTVbSqhRg4Z69Gga53nzzD1WS5JlMNAATJ/OKkLT\nTt4ydDo21ZNJ1b59JHW1awO1agGZHimv9nxFVWaCTluIi+NFZNkyILhZKMZeUmN8SZN5aDG+SCoU\ngpcv7ZO/ypWVK0WLFqXmbvduetnz5tFwVq7seN8AYzTL1IBWqsTfr29filM9JOv/G/aiXmfPmpOv\nU6dI1CxF9qVKvXnUS9ZjpaayMW6WLGyS6awtionWYsW3GlT002PERz6o0TYUq3+jMHvRIutu5UJQ\nX3juHMmU6d/nzxlVCgoCvGyc3Hly6hwSrIQEOiQVK9KJtPwuOXNyPfbpQzujFKHx8mJkp2RJRqVf\nvGCX+8hIRu1fvDASriZN7FcPN2zIbIEt3L3LSN/ChRSh//wzNbS7t4Zi0izr+a8ho0OweiO/2+TJ\nrI7evVWLqGUaJMTr4ffMB96poQBsz3StWpXO/bNn5k2Uvby4H+XLk/SPHUuH0aPJch+8XuUZ//4P\n9vLCP/TRfxkSEoA8eeghvnhhfpIKQSO5bBlP4q+/dj6cLAQwqEMwJuSyLrWZmhiEsKUbzR7bvp1p\npuXLabS3bOECbd/esTEtVIhkwVFrA4AVeJ9+So9v7lzg7DEtls7S4NFdPUqXpwEOXyIhPp7RKzmc\n/fgxvUqZVB07RgIok6patcyJoJxKsB4+bXs2IsCKzunTaUQ++oipjDx5gC9Dtbh8IBwVy3CUUd0P\nQ7DwZwlxcUx12CqRfvGC1U/x8bbJWGoqO9aPGkWjHBZmn7QCDM+fOsW/ptDpGA0ZMIDpp/z5nU/p\nePD/C8uol/z39m2SElPy5WrUq1MnYxuFCxfojCmJpZWgtA577fBFhvfCoFki4fFjZTIlBIlUUBCj\ndvLfAgV40f/iC+Dq7mBoWzhn30yRmEiCVbIknThbUgUhWDlZtSodRFdx+TIJV2Qk7Vb58kbSVaGC\n+efuiNRieC8NGtTUI11GHzTvzurlkyfpcG7aRHs0cKB1yjUmWosFk8ORmqRDsdIqNOsW8trG7djB\nFjGGJC1q+asxuYzxd5h01RctHdjDBg34/hYtrJ/7/Xfa8sKFmRH580/+fvPnu36s/s1IC2/xkCw3\n4vFjRjWE4MgJy5x+6Kda3I3V4NmfelSt7YOWn5i3DhCCofizZ81v584BlXO2wG8tLlt95rSnxTFp\nZeTr+3v3svy/f3+Gftu0YRTHmb5NBgMN7rNnzhvepCQSitXLtGhdUo2p5YwLv/cOX2SqGIaREyQc\nPmwkVdev09jJpKp6dfsjagAan8hl4di/U4daDVVo/lGITYPy9CkrL+Uo26hRRtKWksLS89WruQ+m\n333MGKZ0N22yncotX54eu6Mo1bNn9DoXLWKYfvBg28e0cGG8HhVkidOngWb1tahcWIPsmfXIX8Ro\ntD34b8Ey6iX/dSbqFRPNyMexg3pk8vPB9Reh2HNIcrjuTDGsWzBGZrMmQm22BeHo/Y3IksWaSAUF\n0WlRcu62bmW6qk0boFVTLXbMd82RevGChLFwYa4zWwRLxq1bdAh3736zPllJSVyvUVEkXc+eUQvW\nogWQxUeLmHDz7zHijC9OJofh2l0Jn3/O6LStqkmAFX+nTvGvJQwGoGfTYHxXwnVC2reHFo8uaFD6\nXT1S01nbka++on1Ol46pw5s3aUc9MMJDsv5hPHxIo+LtzbC0aQQjJlqL36aZp6nUZ32hKheGBL30\nmlBlyMAGcZa3rzrVwDvxF+HtBaQIoGGBzKiVLxM+O/8OChXIhfQGPeKf+2DDvlAULinh+XOSrFq1\nXNv/wEBGgFxFaKtgTCtovfCbbQnC9ZSNqF3bSKrKl097KNrfnx64Ut+uxEQSq5kzafDGjmWZvSnW\nr2fxgK2GgStXMl2weLFyKXuvXkCVKkzlOYMrV4AhQ5immT6dpM/yghMYyCIIpTYWMdFaLB+jxsz3\nXfNaPfhvQI56mZKukyfNo17ZM2mhP6NGmEnkY8wFX1TqFoaigYw0P3rECK3p/5aPve/XAluCrR29\nUTeLY/zySKd0WADJ4pAhjKKZphhjorWIXhGOJ3E6XLyuwpjvbDtSSUmMTOXNS12Ts7355s9nVD0m\nxjEpcxZXrxqjXA+OBWNbW2s7+MWlICyI3OiUmHzRIrxOvyphVNcWGOpn/Tt8tKc4SrWIRJky1KCV\nLm3UzcVEa7F2sv3o18uXtG137lAMnykTMG2a4/39LyEtvMWjyXIjZE1WpkzWuqyoZRozggWwC3Hb\n38NRqKaEDz6gaDooiKJR0wtxTLQWWZIfYXRVY15gwqFHmHPWAL/0XhhR+k8+6Ac88Fcjdxlgzg+S\nS9UhMdFarPlBg8o5qbWwFy2RdRYXL5LwXLwI3LuhBxS0Xnn9dWjbhQa/ZEmGx98k1x8QQI2VKclK\nTmaqYOpUahxiYmx7qnPmMExvC127ch/bt+d3+/pr89+icmXg6FHn9/fdd0nsduxgEcLcudyHihWN\nr8mY0by3mikil2nMCBbAysoPB4VjamEJ8no3Xff2HnP0vOc9b99nu/Ieg4E3Hx+ev2fOAGWza7Dr\nA/NzaEJgIlpODochn4ScORlZ8ffn3/LlYfWYvz8w+TPlhZvFX+U0wdqzh6LyunVJCE2j/XKBSXIy\no1/lqihvIzmZ0frcuV0jWADF+StW0AF11lFyhGLFmDno3x9Qd1bWlhUI0Dltj1UqSgVsITWd8u+Q\nu4AKOXMy9TdnDu1y/vwkXN73NVhc0dqOTF0R/trOZ8jAavR61bWI3aJBoQDH1wIPHMNDstyIlBQa\nt8yZrUlWeoPy4gvIroNOR3HzggUssU5OpnYob17eUm9osKyqOXseU80fnbY9x48NzR9f3DgRX98I\nR2wsUwHyzdfXth5L1lqEFUsEXkXfJs1SQ58C5C8mmZEp+S9A4lSqFP8+zqu88H2zq/DgAY3rpUsM\nQRcowPfJQlP5//z57WvGYqK1yGfQ4IchemTz90GjLqG4clvCpElMA0RF2R8Fcvw4U5Xt29t+DcAS\n7IMH6SmfO0dhsKzBqlyZhM5VNGzIz//xR0bZWrcGJk0CLsRqkSNRg8Uj9fDNQYNWp4mEAwdYwXl6\nnx5obr294gV1aP1qBI98zEyPnb3HPO9J23vehv198YLC6du3ebtzhzf5flwcK34LFGCKPH9+4Olx\nG7Ynhw5DZ5unze2hRXdlYXarwXZU3q8gNydduZLrKTjY9mszZqR+KCqKTo8pXr5kNNjPj4JxVwgW\nwOjVwoVsc9O6NY+Pu5CaCly95QMoEE6Dt/MeryOS1aBTKPoMVWNhffPfofvgkNeVzwCvR5cvM0Oy\nYabyOXAuVoeBA5lyLVwYiL+nRZtANWZXNol4zVIDgIdopREekuVGyJGszJmte2U9fOoDKPRdKRqo\nQthS88devCDZunePCyRqvvICyeilbGHu3dBhwABqBeRbUhL79JgSL/mW9IcGK6pbezkNe4XjaVbp\nNZmqVYt9rgIDacjNom0VlA1w7xHmC1+n45y/ixdJuo4fZ/j+4kWmEUqUUCZgsQdJBNc3MG6/z1dq\n3M8OrFsnOXWh+PZbepvOVGgVLEgN2ccfG+cg5s5NvculS/yNXO2JlT49q446dQImTgQqBGnRqrga\nGxsbv9NAtRo9PgGy+Evo2BEIqqBMXrMHqBQFrB78/0IIpuVu3mQKUL6Z3k9I4LkpXxQLFWJUVL6f\nP7919dyIj5TPIZ/MKnTuzChVv35ssZIpk+39M+0Zd/GUDpmzq16tb/sX36NHuY7KlGH0ylG1IECt\nVUSEOcnS6agVypSJRT1prbQsU8YYedqwwbUqb1u4fJkRuhdPQ9FruxqLGpkXBxRp5piIynBEsmIO\nSniaB5iayNTqhWsqjJ1r/Tt4e9NWBwYC2gXK50DOPOyCf/06MwDxpzTY0sx+xMsD1+AhWW6ErUjW\n7dtA5NFQ+DxTI6ysYy8wLo6Lf906VnjULKS8QNJnUhYVlKukwmYL4paaypJpU+Il36K/VyZxTevr\nEPargy/9CqYGOO6WDvcfqTB0uvXCV6lInEqVst7G06fsVSMTsC1bWI1z6RJQLrsG0a3NF//CBomY\nmhiOqlUdL/779ylod0XI6evLaNKYMYxuyYL4oCDqXkx77rgCPz/qvh4c12BmoPl3mlM1EaPiwvHd\nen6nmOi0Rw88eLuQksIolC0SdfMm7YdMmGQSVbOm8X6uXK5riZorRKD67FWKoPUAACAASURBVPJF\n4aYhWB7DGajff8/Ksx49mFKz1ShYTumtWcOorKkDZQmdjsUfGg0dHFf6x0kSMHw4j5ncR65TJzoq\nv/zy5u0FRowgOV2/3rWmqZYQggL1MWO4vytXSijcAAiODEfOLDpkyKLCh6NCMHK8hBx5+LmOjoE9\nknX6NDMep05JyJtXgk7HbMe7ZWxvb+FCYOuJUIx6qcak0uZ2pMdXIajRgHqyZcuAdCnK14J0KfYb\nonpgGx6S5UYoabJevmSflX6DJNSoaOxCbPBWodVgIwk5d44Lfv16krK2bblwGzYEDuwMxfAJakx9\nz7hARl/wRf3O3TFp13qnLsDp07PC0LLK8NkzYPEEZYv1xw2VSxEb2QDHxZFEVa/v3Ptk+PkxHWdZ\nuScEMKjNmy3+H36gp26vqkdx++mY1gsK4m8x5AumLBcM02NTIft6Bb2eHq7ccPHCBePfbNmASjn0\ngILYPVtG43eSt/35tHAkPtahZFnz88aDtwcvXpAo2SJR9+4ximNKosqXZ+pMJlSuVPs5C1MHKOWF\nDjH7Vfh8Ygi+HimhkURCI0kUcGs0rPatXJmRnhYtlFNyLVqwCOTJE+XK5TNnGL3Km5dFH5Z9/Bzh\n8hktymbXYFCwHplz+CD2TigyZJOwdq17+jdlyEDy0bEjm4c6U31tiVu3eAyePmXUe/ZsRuKnzJLg\nt4jNi7duBTp1B+o2Bpo2ZQX6tGn2iZYtkpWayl5fkycbi6pUKqY9162j42YKIWi7liwBduyTcPeq\n8fqTml6Fd6UQrNoo4cOPaN+6dwcueCsfXFfSnR6Yw0Oy3Ai5gZtpJOvLL2lghg1jF2LZ4AnBVNnI\nkSRWCQnUCs2ezSo8U8NWt6mE/p8Dg6+FI09OHS7fVCE+fQi+HSEh5v3KmPhTOI7s1aFmA9cuwLGx\nJIDJT0Mx8Igac6oYydrYS75IyBSCMmW4T23aOO+FBgRQbLlzJ3vJvAmEYPfzg8d9AAX9hDOLXxbG\n79yZ9v3o2hV4/kiL7fPUWN7QXK+Q9BLIlV96Tabk27Vr1MaULs1bw4a8cAUG0qjbSuNYfqd6zSTE\nPeUFxjK17MHfAyFYZWeZvjO9/+yZeSqvcGFewOX/CxT450aVyA4QQA1W/mIcft2+PYsyypalgHva\nNGD8eLY4mTiRPZNCQ0kmTNN8WbJQ17RlC3s+yUhNZXXv9OksROnZ0/V0nKwR3dzUuM76nVbjkyGA\nSuU+56JWLdq1oUMZHXIWQjDq8/XXtO/DhlFrFhMDHDnCiuK8eTnqZvJkvidvXj4vSWzhoNHY1pPZ\nIlnff8/nevc2f7xDBx5rU5KVmsr+Y/v2sVIxTx6gRAkJ+d+VsHw58OtywPsIidWRI8b2MTEFPZFz\nd8PTwsGNOHIE6POxFvlVGuTz1yNZ+ODojVAceiVCNxh4wssRKx8fhqrbt6fnaCsNsHkzG+idOEGD\nlZREndLatUxjCcHUVlwcdVeOIASNitw/qlw54NOuWmxdEQ4vvQ4796nQ4+sQhHwhYft2GtrChRny\ndzQNXsaMGUz9pUUkLuP6dWqYHj4EBvTR4sJv5os/dI8ven4ThsYt7Rven36i7isqKu37AgAjPgrG\niKzW5dmNNgRBF7DxNZmSbyVK2O83ptTcUX3WFx1GWrdn2LSJ6ZlNm97sO3igjNRUpvLskShvb+tU\nnun93Lnd1xbgr8SECYy+zJxJbdPo0Sz0sGyGC1BP9f33lC+0bk3tVrVqtEOjh2pxVKtBpffYd6lc\no1DMWyghQwZGT5xpaGwKIRgZG9MzGJPzuN4HKi14+pQEc/lyjp5xhLg4ks4rV+j8VajAFF7DhnTi\nypalxGDFCtr4HDkYzZaroRMSSOz8/fmZSqT7wAH21TtwwPjYrVtMb+7da93q5eVLkrgzZ+jQJyeT\nPP35J1vDpKQAq1aRGF69yoh+9+6cKqFEgGOitZilDod/Vh3yFDJviPpfh6dP1j+MH+ZosWehGpq6\n5mm9os3DcPG6hN9+42Jr357kqmxZx16eEAzfDxliPpT5xx+5kHfs4DaKF2ffGUck6PlzEpczZ/ja\nxEReuE1D8N99R69r3Tre1+n42NSp9MJGjjSfW6aEy5cZkbt71/ULT2oq+11NnMjvPXgw9y8mWovF\n08KREM+02dGbIchfVMKSJbaPoxA0TlOnpj2qZjDQI5w3uAUWVrbuT/PNk+KY/EukwjsdY0ekFkN6\nhKN5Ix3iHquw43QIYs9bN4ncupXEdevWNH3Mfx5JSebaJ0sSdfcuL3y2SFShQmkbGPw24vhxToSQ\nq4THjGHZ/44dtoXvjx7RWfnhBx6HZg20SD6hxjiTtjS9tvuiUNMwTP9Oer3mhWCKLC6Ousi4OPOb\n6WMPHvDzq77TAmubWK+z9tHF4Vsu8nWn+/LlGX17U2K7aROjUqdO2XeK1q1jJLpnT/bgy5CB9rRy\nZTqs3bvzdWPG8HtPnPhKYjDEvMt6cjKJzsuX3KalHOPYMdrZY8eMx9BRt/rgZlpkSdKgUB49jp7y\ngVdAKHp9JuHXXzkeqEULRhybNnUu3dqrFzWnllGz/zo8JOsfRkjLYEwvpNwRuXnvjWjfntENV/D7\n7wwDnzljbkxSUhiBmjOH3Ybr1qWHWr++7W2dOsXQct26DP1v307DmiWL+esSE+mF7t9vvr9379Jg\n7NlDL/jDD+2TxHLlGDFzRSB+9iwXuKyZsCSN69YZvcTERH6XDz+koFQJMTH0PM+edc0YCwEcOkQP\ncM0aarlKZw3Gwvfc62HHxfE4PXjA+yEhJLVLlpi/bs8eDgHfsydNH/OvhnwhV6rGk+8/fcp0nS0S\nVaCA/bmV/yYIwe+7cyfXlxAkXV5eTHvZW9MGA4n+7K+Csaau9VrodjAIhnwbXxOohw9JIgICjLc8\neczvm94yZrQdMR79IAh1umzEyZMsPImNZeSrXDkSrgoV+LdsWcdOoCU6dOCxkNN7pnj8mNH8w4fZ\nNkK2Z0KQLGXPbh6xb9eOx7NjR6YSs2SxJkcpKSRr164x5WpK4E+fpjzh9GneX7MGGDeOmQylyFdM\ntBarJ6oxxWTaRs/tvribNQx9BrAHo6tavx49SBB79HDtff92eJqR/sPwttELq1YVHYYNS9s2J03i\nxdWSIHh70yAMH86Bpfnzs1+OEoRg9+ARI6ivev6cVXv791sTLIAGKjSUREqjMT6eLx8JTkwM5+mF\nh7O5pq3Gn23bMlztDMnS6Tj+Z948fuc+fZRJka8vyZX8/+bNTF+ULKlcJTRnDrUJzhAsWSe3ahU1\nKZkysaLp99/5HWOiQzF+hhpji5uXZ3cdn3a9woMH5o1VZ87kxWLDBhprGfYalv7bkZpK0bg9EpU+\nvXX6rmpV4/8BAf8fqby/A15eQMuWbJFQsiTvL1nCi+q4cdRk2UK6dIwI712qbOtyZ9eh3WfmxMlV\n8tq4ayhCh5hnBCZe9UX7V32gTCP68fHGLvcHDtBeXbhAGYRMuuSbvT58c+cClcpq8fQsx1fJY2eS\nhIQ+fZh9iI01jzrNm0dJhOX0iNOnObMUYAf1pQo6Sm9vRga//NLYE0yemWqqyXr8mK9Zu9a2nm9d\nuMaMYAHA4kasvP7007Sl+eQiLg/eHJ7D6Ebo4N7KjN27WWnYubPy8+3asUv8qlUkQHfvWr8mIYEl\n2bGx3N758xR67t2rPJpGxuefs0Jw/HhrrUa9evSq5s9nJOmTTxgit9SDtW1Lj27qVPve8aFDjF4V\nLcrtFihg+7WmJAvg9964kdG8woXNKxOvXmXkZ/ly29sTgkZx1SreABIruV2D6X7XayYhQgt02RmO\nimVZIZqzZghmfy+h1Qdpq3p6+NB8IHWWLDTK7duTnObJw8f/zSQrOdmcOFmSKDmVZ0qiypaliFi+\n/29J5f1daNmSEoBBg3g/UyY6RNWrM3ptKmZXgq2u489fqlC/vrLz5iz2HpFwOwswJSEc8fd1uH5X\nBfUsZV1QzpyM3ptG8PV6pkLlaNe33/L/1FRz0lWhAp0nlQq4eFKL1iXUCMtrNC5fjFBjdxzw8zIJ\nDRuaf+6hQ0wHHjxonmJMTOT5KmcAKlemLRXC2gamS8ffYOxYiuS3bSM5NCVZQ4fSztesaf7eJ09o\nr5YuBTLc0QMKPfPepO2C3I7IgzeHh2S5ESVrhaL/ajXm13JPZcbkyYw+2fIovLxIYHr3Zg7fkmSd\nOcMweM2aNArHjjFCFRVlPdPPErlzk9zJ2ihLeHvTw+rUidG0wEBWFMlpB4Bd2JOS6FkqRbsSE6ll\n+PVXRtic6aPj62vdTf/996lRa9uW3qw8DHrePJI3pdTBuXPGiFVSEj971Spuy94+7DksYcw30muN\nhcHAC5Zaze/vKiwjWQB/r169+Ltu3sz9+X8lWbKY2VZzzZs3+XyBAuYkqn594/2CBf87qby/C40a\nkUg9fWokqAEBPN8aNqRcoHZt2+9X6r015qIvEjOHoEQJOl29e7t+oT56lM7biRMS8ueXcPMmo0F1\nmzq/DR8fkvCyZYFu3YyP379P0nXyJHuDTZvGdF2JEkBBaLCypnk06LtqiZj4JBwNG5qTu0ePmAr8\n8UdrO3r2rPlw7sKFSVju3FF2Hr28KPPInp1EK2ysFke0GhSDHiEtffD78VCcusjP1+uZqv35Z+5/\n06a8Puz5xf1tFzyRLPfBcxjdiBJlJWgjgEa/haNxXR127Veh1/C0VWYcPsyo08cf239dgwY0Ehcv\nmkd4liyhFzRzJrdx5gzD7CtWkEg4g8GDecGXdQVKyJOHYe99+5hCXLCA5EYW9cspQ0uStW0biWHt\n2tw3f3/FzVvBMpIlo00bhu6lRlo0r6SBd6oe+/b5YMg3oQB4/P/4wxixevyYhvKnn5hWcqbM/NIl\nGuUmTYyPpUvHSFmlSjxWpik+Z2AZyZIxdiyjCj/+yNRpxozWUwTeBqSm8uJli0TduMFjZKmBqlLF\neD9PHk8q7+9Glixce1u30hGTUbYsoyMdOnBN23LG6jWT8FIHNOwTjmYNdBA+KrQbRlt37Bgdr1mz\nmDZzpN2UkZRE8fh33xnH3cgO061bPF/eBHnyMNVpWgCTlERi9MMQ5fRnBi/zaJDBQHLaqZPyaKDT\npxkBl+HlxXP96FH7EfrBg4E/72qxYaoaixomvh6l5f1UjXUrgdOXJKxcyd/j448p1ZDnRWZAKHoO\nVmOxSZf5vjG++GRK2mUMnkiW++AhWW6EXg+IDBLSFZIwZRX1AavXA737u76tyZNJkpzpq9OxjRbh\nkzTwz6rHkC4+uPQ4FJdvSYiJYZO5W7eYWpk925wgOEKJEkwNLl5MXZM91KpFQxIeTk+4a1emGosX\n1OK3hRoknqbOoVa7UKzbImHnTh4fVyv+MmdWJlkAULmcFmd81RidnS8YEQyMXaLGrhhg/zEJ9+7R\n4P/wAwmRqxf2Zcv4vSw9PH9/RsRateJFypXiBqVIFsDffdkyHv+GDRlt+CciWcnJPH9skag7d5iy\nMSVRQUGsZpLvp6XRowd/PVq1oujalGQBXJOjRjFCe+CA7d8vd0EJye9ImPyL+eOVKlHH+PvvdNCm\nT6esoUED+/szfDjTeKbyCJmkHDny5iRLCZkyMaX3Tj7nokFhYbQ/SgJ5wJpkAcb9b9vW/r6I+xoS\nLBNMKZeI5mHhaNRDwu7dytXjz15KuJeNY3bkRqO6oiH4VsNms2khS55IlvvgOYxuREoKF6C8yHr1\nYtn99u0MzzuLkycZyfrViZE2MdHsH/V7sHFxfn5BjZlTgKAgCfHx1CsNHGg9bNUZDBlCr61fP8eL\nLn16vq5DB4axy5bQoqXFbL5eajW8ywCnT0tO9fSyhK1IFgBEL9PgO4sZjONLJqL74XDMnCmhbl3X\nB8rKMBhIen77Tfn5qlUpGv7wQ16YnO2S//Ch7aHWZcqwXcbHH7M9h7tJlhBMF5kSKEsS9fixsSpP\nJk116xrvFyxov+zdg7cXLVvynE1NtV4X/fszOt6hA889pQv1+fO2i14AOnSNGtEB6d2bBGHqVOXz\nfds2Vg6fOmX9nExS3mT8jT3ExwO7z4fibqoa801ShoOO+uLjScZo0LZt7Bl29Kht4nL6tLXjWKUK\no3OOkN5G4VSDWjpFyYaM5cuB3v0lM5G7Xk9S17cvnWRXG8J6Ilnug4dkuRF6PSv3ypblfR8fVsqN\nGEFNlLMnelgY8NVX9oe1yohapjHTRQDA3OqJmLo2HPWaSAgOZhRr8GAXv8wrVKvGC+qaNdRbOYNc\nuZjm6tdag6kFzPdtUUNWvWTNmraqF3sky5aRevlch59+oh5DrjhydbzOnj0sg7ZFiAAWGOzbxwuU\ns4bNViRLxpdfUiczYrAWpXw1GNXVWPnkKA1tMDhO5QHWLQ0qVzbez5Mn7cTUg7cbRYrw9z18WLkC\neNYspuEHDGDU2fJ8dkSyAEaLO3dmIceCBXT4mjShzvPGRS2ilmkgdHrsPuiDwf1DkTOn9TldpQpl\nD38FLl1iRK9tWwktGgLD5ofj5mUdAsupsPVGCKpeBKKWBSMlSY+9h30wYnAo8uWzve6UIlmVK5OY\nKYnfZSQnA5dv+ADvWT8nfGynM+Lj2Ybnp5/MH/fxIblt0ID6OHskTQmeSJb74DmMbkRKCiMDZUyG\ndXbsSIGls4NIL1xg/5pFi5z7zBdP9YBCRMhLr0PXrrxYTpvm3LZsYehQpg86d3bNI8qZVZn03Lqi\nw/79NJ6ueksqFcmDPMJIRmqqbSP1bmkVKtYhyVq3jpHCnDnZpLRCBeOtcGHr7xcTzQvB5fN6BGXz\nwe6ttsmNlxcvJFWr8vdzppGfLU2WjHTpgH49tVg1QY2d7c3H+ehTgCKlJJsk6vZt6jZMSVRgoLES\ns1AhpoJc9XI9+PdAThkqkSxvb0bTa9Wi1MDSUTt/nuTJGahUJGs9epAw1XhfixZF1ZhTlee0uiUw\naZcaMe/Dan1VqcKiHYPBvdq97dsZ3Q8LY9YBkJBkkDB3LjBzNfDOOC12fK/GwgaJtLGtgEm/qxFT\nznofAfa8S0mxntOYJw+dwytX2DTaFAYDj7FaDZQoFIoxF9WYUMpkkPdOX3SbaFtbtWYNI2dK1bW+\nvvxta9Wixi001Plj44lkuQ8ekuVG6PXGMQ0y0qVj/6cvv6RX6Mg7mDKF+idHJdCJifRQDp3wARQE\nlWcuqfAiJ0Xeb2qYWrQg0dq2zTVNV6JeeZUm6lXo359Gp1YtelsNG5L0OIqaeHkZo1myVuTaNabU\nUpJCMe6SeRfqiVd90fFVfx0ZBgPbO8TG8vbjj/ybmGhOugzJWpxbr8boYolAVb530iw1AGUjC3Df\n1q1jpdD77zsuMnAUyQKAY1EaLGpkHr4bVSwRDXqG41EmCUWLGklT7dqsqJKr8jypPA/soVUrpvht\naYyyZjWSsOLFzcXezkSylLY3bhzw+LQGE3Nbn9NTV4Rbra1cubjW//iDlXvuwIIFtJ+rVpm3f3j+\n3Ni489llDQmWE/sIGKNYSk6LLH43JVkxMew07+VFKUKdOhJioo1DnA3eKmSpHILJM6itUqqSXr6c\nttkWcudmNXmdOiR7jnRhMjyRLPfBcxjdhJhoLXYu1aByTj3mDvNBC5N0TtOmnC3100/2oxtXr9Kg\nXbli/7Oiopiaql0bUM8OxaQf1WiQ8U/suP0C3l7AmSfpcc1QCQd2uWcgbbp01GZNn+48ybp5E9hy\nKBQJedWY+b456flyIknPo0c0NDt30sO9e5fGQCZd5cpZE8SYaC2CsmkwuZce6TP5wCdfKDRLJAwf\nDgwaJGHP78CYBeE4G6tDlVrKA7PTpaOxK17cvLHhgwfG3jpbtwI392sQ0dx5IysjMJBl6B9+SA9c\nrgJSgqNIFgB4pShHBP2z6nD5IT3o69d5juXJw79Kt1y5PKk/D8xRvTqLF27etC0sL1SIzXFbtuS6\nqFiRkY4rV5wnPcnJ1Cru2MH1nv6GHmhl/TpbvZ1kXdabkqzUVNqyiAhKACyLVJ49M/b7syU/ePJA\nh4QEc0c4JlqLRZM0yJOsx4iPzNP5MdFa+MRpsHGWHie3+KBsw1Cs3ijh1Ck61R07Gu2c6SBvgCnG\nTz9lFmHDBnPic+0aMx/NTBxIJbz7Lvv+tWhBG1CrluPj5IlkuQ8ekuUGyIN+F7yX+DpdZRrx8PLi\nYurQgVEGW1qrb74hebJVzfPgAZsHHjjAKr6mTQFAws3LR7F21feYXcPYB2H8H+txfH9ltw327NqV\nKcMTJ2hk7eHGDRKlzwdJyJoBaDUjHHWr0zMzJT3+/kw3yCmHuDjO2dq5kxWA8fHG6roGDYAHt7TQ\nzlIjupVJqfIWNWZMAnqEcJv1mkkIKCyhbVvgd4VOy/aQOzdJpEwkR3ZWNrL6RMdN/jp2ZCfojz9m\ns1SlaKKs4bNHwhITgSMnfYD61s9VrqnC1qXsG3bvnvVtzx7+vX+ffx8/ppG1JF+WxCxPHk9fqv8K\n0qfnxVertZ9OqlqVazI4GJjzjRYxazWonVePCX2U9YF6PbVeO3eSWB05QhmF3FV+6yLXejvJJMtR\nk1R7eP6cutKkJDYRVVp3z54ZI1kJL5X38eI1FQICqM9s0ADI5afFnW1qhJc1T+fLiJilxsL3TIp/\npqpRuAGwapXkMNLs5cXxYvJw7vBwY6Rs5UpeU5xxpCtXZrSsfXvaWEcRSE8ky33wzC50A2zN2rKc\nade+PVsHfP219TZu3wbee49CzHfeMX9OCDagGzaMEZ+xY81Dx85+/pti+nRGeVassP2aa9doSD9o\npYXPYw3u3dQjPsEHX01xLNS2xO3bNAg7dvCWRx+MrcGOv+eZM/T8zpxx6ePM8OefQOfawVjfwPrz\nmmwMQqW2GzFsGNNytqDTMRXRurXybMV790hY799Xfv+zZ4we4KUW+Z6rsbC+ZZPbMJeOqV5PIqtE\nyExvDx7Qm7cVETMlZmmpEPXg7cKqVbwAb9ni+LX9emvx+IAa4SYjbyZd9UWLQWHI+o70OlK1bx8j\nxbKDVKeO+fy8mGjqDKeako8dvug4OgwdPrI+p3fuZKWt5QgbZ3HjBtdhjRrs42crSjNuHP+OGAFU\nr6hFlWxqzKhove6q1JGwfz/3a++vwdjc1NpOtN4ahNRUAW0L6+f6ng5Ct2EbERjI3leOIszPn9OW\ntG3LOYhCsFXKokXW3eDt4eefef3Yv99aO2aK0qWpI3Y1Hfxvh2d24T8EW2Fly9D3pElcKL17W0er\npk/nwFBLgnX5MocGP33KNKFpFOnBA1aQnDqqBxR60Bzeq0O3blyEtWox/fYm6aK+fWkQrl9nZZIl\nrlyhUe3UVgtcUGNEsUTgVRGAPS1TYiJTFvZucXFA0bzOHeeUlDfzwmJj2VS0fo1QjDqnxqQgEyN7\nxRfqOSE4cJx6q3btaJDffdd6OyoVf58qVZiWsewTZE+PFR9PQWulSux+HdQOmHrbqNVQSoM6go8P\n2zHYa4oIULP26JE1+bp6lRdP08fSpbNPxuRbzpwegf3bimbN2PD2xQvHrUeyJWswta51Cr1Jz3Ak\n5OD4mb596YjZq+Ct10zClKnAgIvhKJSH53SBRiEYN0VCk1bW9rFSJabyLQtenMHBg3RwhwxhKxt7\n5+GzZxSJDxnCopKuoeYaKWlQCLLnkbBwIaUOMTHA+9mV7VLFMjqbelgvnQ7ff09dW1wcCWnp0rwF\nBvJvqVLGrEfWrExx1qwJvHymxeOLGhR4qcem732gf+68A9ujB+2pJHHfbY2j8kSy3AfPYXQDbM3x\nOnJShWvXOJMPoOfRqhUJlanQNC6OnuTZs8bH9Hr22Jo5k5UnX3zBk/75c/ZqWrmSacPWrYHMOZQ/\nv0wFFco3otcyfz4XV9WqXKg1a/LC78rMNz8/VuHMns15YKb44w/2xBk5Eri+R0OCZYJRxRLRb0o4\nft8jWRGoly9p2ORbvnw8ZrVrGx/LmxcY18u5FMObkKxff+WssfnzgY4dJfTtAXxyLBxB7+qw/5gK\njTqHoE1HCW060hB/+y3bXEgSv7ulZqRAAf623box3SF3sgZs67EePDCmLRs3pjEcNVFC+vTuSf06\nQrp0JH+5cjG6agtC8KIkEy45LXnvHkXApmTsxQuObXFExnLn9hj3vxvZs5PE7NhB+2QP3jYcyno1\ndZi21vnPfPECOHBcwpUrkpljOXAgCVFUlHkaLFs2asPOnmVRirP49VfazsWLHX+3mGgt/tipwe30\netx56AP1nFDUbSIhRx4Ju3Yxqh7ejTKH+vWpuZw7F5g3TNkuZc6ugjAoRz2KBqoQ9krO8OIFe5Kd\nP8/bunXUWl25wjVhSrx6dNbizLpXXeFf2RJHxTiWGDGCdrd9eyAyUjnd6NFkuQ8ec+YGNO8einHT\nzKvaJlzxRfEaIahShYZjyBDqXMaNYzRqwAAuIID9aLp2Nd4/dIieZf78rEjJm5dezMqVND716tEj\nWbuWhvGznqEYlUGNSaWVp9b37MnHHj2iV7dvHzViR48yMlWrljHaVbSofU/vyy8ZERszxjgK5+JF\nkoGxYxmlG7FD2RDrEnRQqczJU/781EY4E+VQOs4Tr/ii1VfmJc4pKa5H7FJTSWbXrGEVpdwPK/a8\nhG++kdCgAYWnU6YA6vHcX39/zh0bPJgpiDp1GMkbNcq8wrRxY+opOnViekE2XkqRrDt3SFY7d+Yx\nrlmTx/VtFKx7eZF4+/nxImAPSUnmJEy+HTxofv/RIx5XW3ox05unctJ9kFs5OCIiKTYcSu/MrlXY\nREe/6rRuEbmfOZM6o969mdoytQuyLssZkiUEJ0789BPXsz1nATDqaleYNDPuP06N3r2AbLkk1K9P\nneX8+dZptubdQzFxphqj37WeWWsQQMhX5ulVy3m2mTPzmmCpdU1JYfRYJl979gA39mmwqYnrxTim\n8PJic9QOHYBPPmGFomXEzRPJch88miw3YdwILQ5tCUehAB2u3VVh2dHhiQAAIABJREFU5Gymc65f\nJ8k6d44LtEkTNhpNTub9R49Y4RIbS7IxciQv9DNm8ELyyy/MjZcrRyL2wQdGcrN5MyNLERHAi3gt\noleE4+lDHc5dVmHcPMfpJL2en7tvH6Nd+/aRbMiEq2ZNpsQsRdDtJC18nmhQsogez5J8sOlgKMZM\nll5rBE5FBOP3Nn+NRuy76Vps/DEc1SvqsOewCk27hWDURPPvuXcv9Wv79jm3zcePKYjV66lPkQ3/\nw4f8bR48oLeXmspoZHi4edm3jOfPKQ6eNYvHb9Qoo+E0GBh1DAw0Nlb89lt6q3I36GvXSMhCQliW\nHRlJ/d6pU28nyforkJLC421LLyYTtfv3eXGypxeTb9myeVKVjnDxIsn9rVv2j1XIJ1o8P6KGxoQ0\n9Nrhi2ZfhKF3f+cjrd27Ux/Vr5/1cy9e0Flp2pROjIy5cxkhXbDA/raTkuhYXr/OqH9AgP3XGwzA\nZ62DMb2Qtc0a/ygIM1c7tllrV2oxc1g4GtVhWrFZN9rfn3+mzWpaMRzpU82fcwVXrtBenP6tBTa2\nvGz1fLfdxdGoTyRat1aWLighKYnXoxo1rIfbBwTQ7jg6dv81eDRZ/yDuxUto3lvCp58yRfT+KzFi\nkSJc6Fu28OJZpQovvk3ra+F9T4NH9/SoVdgHv/4cinkLJVSsSJ3P0KE8wbt2JRGSB6XK2LKFBGvL\nFm4TYOlvSgovLIWdKHX28eF75WibECzllgnXihU0vhUrGokXXmpROEmNCeVfGVk/4EmAGjMmA/p0\nEnr1AqRZoZiwSI0xxW2PqEgrMmSTUKS2hMmLSKY6dwa+GGIuqk1Ndd4LO3uWYtLWrdm01fR90dHU\nUcnh9PTpSXqmTVMmWVmz8neTB2W3akWSOno007TLlhkHSX/wgXkk69IlEqxhw9gxXghGsN7WKNZf\nBW9vRgrsiXIBHp/4eGsSdvMmI8GmjxkMjtOUefKQXP9XB1WXLMnI4MmTtiNFy5cDW2MkzJ4KTI0I\nx4lDOhQuocL7XUIwYpyELP7mcwdtQaejY/jNN8rPZ87MlgM1atB+ypH4KlWY9rOH+/e5nosVY9TY\nVrRTCOPosjVrgLKZ9YBCC4tM3o4riQGgZFkJCdklTFppfCwhgdHx9eslVKvmeqpfCNrhWbOA3buZ\n3ahQTTmSmLuACmfOcGxRzpy0Z7LQ35b9yJSJx1luVjpwoPE5TyTLffAcRjdhzx6SqGzZeBGNijIf\nvNqqFb2zKVNIsBrlV2NiQCLwylPouUyN9Hrg7FkJ5cszxG2rsiMigoZnyxZevE3h7U0js24dI2au\nwMvL2B1cHqHz/DmN0b59r9oqnNJgWxvzcPW8GokYeiscP2yWXnnBEvbtBxqvDUeNSjp4Z+KIip5Z\n3lxTdPmysbdN7dr0dseOpU5MhrOarA0bKNKdOZOtFiyh1VJrZYru3ZnGO3XKdgoic2YarNBQXhQ+\n/JC/5ejRNOiSRPHq6UgN3smmx4BjPth0IBTjpkivLyiRkfQ0Tft4eWCEnK719zdPzSrh+XPlVOX5\n8+b3nz+nJswRIQsI+PfpVby8jClDJZK1ezfT4rt2cSZq204SxowhYRoxDpDa0e6cPs0RLvbI6vbt\nXA/2iHTu3Fx/9erRwWzShPt18SLXhVIbnFOnSCx69eJas4zICUGHddUq3jJkICn8/Xdg6WTbjZOd\nwaNH1kL/KVMYHaxWzalNvIZeT/s9axaj7AMHAkuXsi9XTHQoJs1Sm41S67XDF+1HhKDLJ3Qojh5l\nlmPAAMoPWrTgb9usmbUGN2dOXqtq1+bv0bEjH/dostwI8Q/hH/xot+PhQyGyZRMiJYX3v/9eiG7d\nbL/+83atxdPQ4la3z1oHC4PB/mdFRAiRK5cQBw/afk1UlBDVq7v+PZzBiI7NFfd9ZJfmr19jMAhR\nsqQQmTIJodfzsY0bhShSRIgnT97s89u2FWLNGuP9hw95PE6cMD4WFSVE06a2t5GaKsSYMUIULCjE\nkSPKr0lJEcLfX4hbt6yfCwsTont35/f55UshFiwQomhRIerXF6LrhxGiU+ny5r99zfJiV1SEEILH\nr3Jl8+/pwV+P5GQhrl8X4sABITZs4DoePVqI3r2FaNlSiPffFyJvXiG8vXnOlSvH86xHDyGGDxfi\n22+FWL1aiD17hLh8WYjExH/6G7mG338Xolo168cvXhQiIIDPm2LfPiHee894Py5OiNq1hWjTRohn\nz2x/Tq9eQsyc6dw+7d7NY33yJO9XrCjE/v3Wr9u8WYh33hHil1+snzt7lr9jyZJcg8OHCxEbK8xs\n7a6oCDGkqfma7F21vCiYO8KurZWxZo0Q7doZ71+9Svtx+7Zz31MIIR4/FmL6dNqlunWF+O034zXF\nFLuiIkSX2sGiU5XmYkT3YDF0YIQoXFiIGzesX3vjBs/jFi2EyJpViEaNhJgzR4grV8xfd/Ikj/PO\nnbyfMeP/3/n7dyAtvMUTyXID9u41D8sGB1NbZavcOFtGZWF4ziw6u3oIrZZCxU2b7HtHDRsyzXjr\nlnWa8U0QGwvsO+IDKHQYNq3wi4mht1mjhjGiFBxs7FS/YkXaNTKXL5uPpnjnHVZq9uvH3yFdOvuR\nrGfP2NDw8WOKaG1pDo4cYdRCqd1BaCh1D/a6ZJtCpWKo/5NPWLywcKwG2hbm0cCp7xnFqxERrLh0\ndi6cB+5BhgzGSK49pKZSr2cZGbt0iee+6WMZMjgn4n8bZkjWrcuqtrg447r480/2aps0ielsU1Sr\nxl52d+4w3ZQ7N6NU/foxBbVxo7GyWkZKCh8fNcq5fapTh1qsVq1YTS2L3+VZi0Iwij1jBqM31avz\n8cuXjRGr+HgWnSxbxvcrHWdZIxUyMRzQ61C0lAofTQhBsE5Cq1bcB3upULlgQ4bcLsK0mtgWrl2j\n3mrpUkad1q9nUYAt1Gsm4c8ECcuW4XWFYp5CjJrt3m0soAJonz77jLeEBGZINm9mlM3fn8dVTiv+\n+ivwUQct2tbi5JLxfXwgfex6f0MPzOEhWW7Anj00BjLy5ycR2L2bJ74lbLV8sNXtGGD6SCZYsiGx\nBR8fzklct848z55W6PUcojp/PhD6aSgmxr6a5/cKltUy8+dT4G05dHbGDBqP5cuZdnMVBgMFoJbC\nzl69mJZbvJhVSbZI1sWLTGk0aMDKTHudkpVShTJy5OCoizlzGNJ3Fj4+rAq9FGW735cQrEAdO/a/\nqw9625E+PQlTnjz2px8IATx5oizgP37cXMyv09kmYaaP/5WjkVQqEinZ1rx8SX3oBx8ojwNLn55p\nvOhoo25KpWKH8rlzuf5XryZ5k7F7N0msUp89W+jUiSL2li2BxnW0iF6kwYODeui9fHDlWSj+uCnh\n4EG+dsYMkoVbtyjX+P57yjecWUv1mkm49GpbYYuMj2/bRifxwgWuSyWSFh9vJFkxMUzZLVtm+7OE\nIGmcNYsp2F69qIdz1ikuUoQNVmUMGsR+g02acHuWVZsA041t2/JmMJCsmqYVa7yvRdNCaoTlTQRe\nzah0tT2EB9bwkCw3YO9e6+qMNm3osSmRrObdQzF4tBqzKhmJyrg/fNFmiLIwPCqKF+eNGx0TLBkf\nfkhi9KYk69Qpfna+fBypkz8/h5gOmBqOpGc6lChj3hjz7l16s4GB1jOyMmdmtWTjxnyuWDHX9uXu\nXWreLLuMp0tHvVizZjQgSiQrIoLEaPJkRpUcITLS+jc1xaBB1GSNHm1/LI4SEnS2SfaWLSS17dq5\ntk0P3j54efHcyJGDVan2kJiorBvbvdv8/pMnyqORlHRjaRmNVLqYFqtmaHA5Wo8TZ33g6x+KsDDb\nF9jmzY0aUdPv/cUXtAEdOjAKVrKQFlHLNLh6QY93M/ggJtq1CMnQocDRfVrc3anGL3WMdrPfKTXq\n1gC6dJFw8SLXzTffUMuVFuF2jhw8xqYoX57FFG3b0lH7X3tnHhd1nf/xF8fgQR6UpiYeC4iEIh6s\nt2UHHuOK2rVmWW1WYrtpqWROWlqKWtqxpgu/zbtDV82wGsFjV/IMFWtNtDxQ8UDxVtQdYL6/P95+\nmes7w3CMg/J6Ph7fxwwzw/CZD9/5fF+f9zl/vmNM2LlzYskrKpIyNx98oB03VlgolqqPPhJr6Ouv\nS5kJ6z6I7tCsmQhPa95+W86j3r1lDXbWng2QNbNTJzmmTBGr/PihSfikY/nKQxBHWMKhnOTny5fr\n7FnbL9Wvv8rO68gR7Z1PVLgR3cKTUa+2Cb/+HgDdfcOxfLXjiZyWJlafb78tXfsEdWe8Z497Jmt7\nCgpksfr73+X2hRdsP8e8eRIMb5/tM3myiKEvvpCLgnXWn8onn8huc9Om0gVXbtwoombTJu3n33hD\n3IG9eslCtmyZ7BinTRPr2vLl7s3h6dNSVDQvz/X4XnhBsrIMBuev0Xrv7n804uHGBnzY1tYa2G90\nIsYY9JgwgSKLaGMyuS5xUZrWSOqhXuDT04xY/aEB77awr0PnvH1Tbq4EseflaYua338H+vcyous9\nBnxqdQGfcvN8L83Fe9wzcXi7tmOZhWe2RWJEYgoefdS9Pn6uWL9eNqf//rfjc2ppiOxsWY8bNrQ8\n95e/SPC42SwWrPR02/Xy0iVZMz/9VFx4o0eLdaysVklFkf/byZO2weyKIsJtxw5p5l0a8ZbwWF9M\nbOBYHuKDS2GY8tWasg30DoMlHLzA9u2S9WK/a2nVSi7QWinRhw4BeZf1mJOih5+f7Jzuv192S9ax\nVmUVWIAsNv37i9h47bXS/e6vv4qAqFcP2LVL24Tt6ytfaGsKCqR0wYwZkpGoJbAA2eWmpkoNnPff\nd39c9vFY9kyeDLRpacTlrCSYbxQg4Wkd9uTG48I1PTIy3BebaWligSxJAI4dK1a50aPdK4x55Yq4\nIJ95UY+Huki7DvMNE9ZvuoiWYT5YOms27rqYhLo14gFw53gnYDaLdUM97H/WOtx9Tc2a4jZq0sTx\n+YICubCfPy/HhQsieH76SR6/dEk2JJcvixgIDARaBibZNF8HgImhri0ZDRtK3NX27SIy7AkPB/p3\nTsI7QY4WkpEfJmP/EX3xOK5cgcv7UYEFxW4sa6IjTU5d+6VFy5KlUqOGxFS+956s0999Z8kwPn9e\n1oCxY8WypwqsI0dko7pokViYVqxQS+6UDx8fi8vQOsvZx0di1F55RUTcDz9oW9SsuXZNLG8//qTT\nnF9XYSykZCiyyol9PJaKj4+4DL/91lFkrVwppmd1F1O3rrimXnneiL4dkuCvFOD0BR2MO+KxKkVf\naoGl8sQT8r7uiqzCQnn9Rx+J9WfYMOfBuD4+stBbs3q1xEvl5jq6Cq3x9RUTebt2YnXSmj8tShJZ\nu7cZoQ+xbTr72n4Dxrwvbk53WbNGAlBLonVriTFbvFgWNVeYTBLIHhOjxnVIXbP0NCMunzBgeut8\nAHlAKDDlYwN8fTwfB6EoZb/Al/c1t+rvePs1gHzPrQ9fX8fHPP0aHx9xH6qWDfVxX18RXFevAtXv\ncq83qD19+sh3RktkAUB1X+33vXzWhF27LCEAzZrJffVn+/vT/6a968nYHYClS2VNLW8XgLp1RZA6\nw8dHvr8tW8pGbP58oHaAEVf2JWHlhwWIaajDlbx4bNumx8cfi9tu2DAJtXAnSaY0NGvmKLIA+Z8m\nJ8sG/YknpFSNloVPUcTa/+absokfOyMeU5bYloewj7clpYciq5xs2iSWDC0GDBD/vNrZXWXlSvGD\nWxNc34jWOgMMtS1FPqtfM6DwKlBWq0ZsrNR/OnXKNuNEi6wssV7VqSPWq5IWBB8fR0vWnDmSWbR0\naclFCRs2BD7/XBaCn392HT+gcvCgbe0xe1KXJNkILACY3Tkf0/+VjNg/uTeHRUViZncVj2XNm29K\nUPCwYc5N/2azuBMCA2WOrIWr1pgnhOTjideT8X5jvUcFgKJoX6hLunh7QySoh04nF9KK/lueGu+t\nSl5QFBEHhw9bjkOHLPdPnhRLbkiIWJdCQmyPu+8Gxj+rLWJ2/xqgmXCi0revrHPW/VituXxDB2j0\nSA2LDMAHJVRvt0b/XDz+Ns6Az7pYtS87GIhug4Zj/nwp4vvUU7KOdexYtmxNV5YsawYPFgveUwOM\n6N3MgG8fsYwpfrQBP10GRiXoMW+eYwxpRdG8uWNcloqfn1jPnnxSMs1fHWbEui+T4GcuQJGvDqFd\n47HwKz2uXZNsb9no6nFvfduG2GVpRE9sKbPIWr58OSZNmoT9+/djx44daN++PQDgyJEjuP/++xFx\ns5lZly5dMHfu3IoZbSWjoEDcYs6sNl27Sorz0aOWtPCcHBEL9hXD05Yk4R/dbS+2UyPLF3RYvbrE\nha1apd2+ApCL7axZIiqmTBGLjDuLk727UO2vNWiQuANnzy75Pfr1E7fh8OEizEr6uwcOuLZk+Tlp\nXlvSTtwa1a2oVbpBix495AKVkuK85EJCggSWrl1rG7dy5gxw7GABoJGhFtbMhEFjPCsCfH29XzaA\nuE9BgZxH1kLKWkwpigih0FARTjExIjpCQmTTVJL7u89Qx0KXkw8GomnMcHTqJFl+EyfaxiIBkkWY\nnS0WbPvntm8HVm2OhynMgA+iLe/7t22B2H5hOAZudT8UolUHPdKOAO9FJKO6r4iA/mMtIuDYMYmH\nevZZ+awvvCCbuJI2mNbUqSPuSbO5ZIHcqRMwqHsS3qtvu24nPZCPaVeTMXKkZ8WJaslyhk4nlqpe\nDxqxaLwBs63E6bBPDXigP/D+DL3N5vDB3nqKqgqmzCIrKioKq1atwvDhjqbEsLAw7N69u1wDux3I\nzJQFzJkVxt9f6pCsXm1x2a1aJbFS9gueT6G2QDiYZcKCBbIzi4hwbi1xxhNPSLCllsjav18sLDVr\nSqBkadKq7d2F//iHWHSOHhVx524q8gcfyGdbtEgWRWcoSsnuwsvXtXfMhb7uxxS4Kt2ghY+PWLNm\nzBCBaS9aZs6UGK9NmyyxEdnZ8vjXXwM9/qB95at7bwBiY90fB7kzOH/eUUSpQurkScnyVa1PoaFi\nqVB/drfRujPUi6u1JSPupoh5/6wEhLdqJWvJ2LGWgGt/f3GdpaVJJrLK99/L+rJwoR53+du+77AZ\nwzEwX4/HHpPXTJpUcjbkkiVAr/56zFyi/QVt2lQy7AwGScpZuFCyOrt2lb/Rv3/Jf8PPTyzOly+X\nbF3ftw84daQAqO/4XN4JU3H9ME/RvLms266oVg3o9IckTKhrKwTnPZyP6WeS4edHQeVpyiyyVEtV\nVcZZPJY1AwYAn31mEVkrV8oCZc3+/cDWnTpA46KqqxlQnPFy+rT0vuvY0XIEB7teWHv3FvFiXWCw\nqEgy/KZPl2Dx+PjSuzWs3YVXr0o24S+/SIsKV/FY9qjBpA8/LDEdzkRUbq4sfvZtIVSOHgW+2x6P\ngj8YMMNqxzxicyBy6wx32orDnjVrLA2c3WXAAOCtt+R8sK4JtGSJWPS2bJEL4J49IsZSU8ViuG8f\nkLU7HsNHG5D8IOMgqgIFBWLNtnblWR9ms8USFRIi33dVSLljjSovziwZ9epJrOaoURKTFB4u5/yI\nEbKp6ttXvjuqyPr8c7F6/fCD2vpL+327dRNLdseOEtsYHa09LkWR+ltJSSV/Bh8fWUu6d5cN5jff\nyCYwPl7cfH/5i/QUdbZuqi5DLZFVVCQbsdmzpbyNs03SybwAtGkja25srCTI9OxZsa7DkixZxWO+\nXgBofJbSWPhJ2fFITFZ2djbatWuHOnXqYMqUKejuLCLyNmfTJvF3u0KNi7pwQYKff/kFxRYKRZFF\nY+JEYNiz8Xh/n2ORz1feHo4Hb1ZYP3dOitxlZAALFsgC5+9vK7piYmwXhxo1gG4xRoz5cxKa31eA\nyzd02HYoHoFBevz0U+lrValYuwu//NLSY2zLFucBsM6IipJ+gEOGyO9rXUhcWbFOn5Y5fWO8HtEt\nZcd8MMsEXc0A/GX6cCz8Wo9evcSi6Kqm1enT8ndKm2jg52dpHK2KrNRUcRP+5z+yEMbHS6zb669L\nXJYqFrdc02OfAky7mgy/IsZB3AmosVFaQurECVtrVEiIWJtVYVVea5SnadZMLES//ioWo08+kY1a\nnWpGZG9KwttPF+DAUR0yc+KRnq5HeLjr92vQQKz7ixdbMnUTEhzLQWzdKgLU3SQZlcBAcRkOHSrx\nS4sXi2gNDBSx9cwztl0f0tOMaOaXhE9eK0CNOjr0GSr1vC5ckCD3OXNEcI4cKe+zfaOji/X9w4EY\nN3M4uj8qAe/r18s8DRkiIlIVXR07lk80u4rJAmS+/vGPm106mDXoNVzWyYqNjUVubq7D44mJiejf\nvz8A4KGHHsKsWbOKY7JMJhPy8/MRFBSEzMxMDBw4EHv37kUtOwl/u9fJMpulKOCePa4bnQKSSvvn\nP4vFZ+NGcROdOSPB0idPikiJiJAveJqVSb33M64vtooiF/CMDMuRmSnWrU6d5EscoBix+2vbjLuE\n3YEYPCkRD/Up+4V86VJZHJculezJmTNl8YiIsDxWGhRFXKtt22oH0C5YIIJl8WLbxy9elB3iY4+J\nUFNZskTcFcuWyf8qIUHcGampzuOtFi2StOwVK0o3dgC4cQNo0dSIAV2T4FdYgJ9+1qFjv3jsztLj\n5ElxKT7/vG32k9ksnzcxUT47uT1QrVFaAeZa1ihr996tsEbdSjZvBkb/1YiQAgP+z8oaO/lAIOIS\nSlcH69gxqUOVny/fc7URPCDW+NatHb0AZcFslg3ywoWS/d2jhwiuWgFGrP27rWB6Z38gTtRKxPpN\nevTrJx4J+5Zm7q7b167JfK1fLxb/7GzZlKmiKyKidALbbBaxePas3Fpz/LjM5eXLwMjhRvy8VCtr\nsHT/H1I23VLuYqT2Isvd5318fPDuu+8W/9yzZ0/0tI8Gr8RkZYmP/9Chkl/79lgjMtOSoDMX4J77\ndIh8MB4fzdEXxyKUp4Ce2Swp2OfOyXHmjFjL/vtfCRQPOBOHdXGOBfym50cicXFKmf/usmXi+hw1\nShao/fvl74eFSVxJaWPHABl727biPrQ/FQwGESjWQio/X0pAdOworgzrBerQIXmPnBzLYzNnipk/\nNVXqktkzeLAseMOGlX7s6WlGfDHRgFlWVfyHpwfi/kGJMEzWaxZqXLlSXLYZGZXbelEVcZWpd+KE\nBFNrCSk1U68q/T/fejYOhlraRUJb9UnBffc5FkCtWVP7vcxmaYUzebK4JVuFGfHDwiTs3FqADl10\niHuxYnvpXb0qm6qFC4EbB+Owtr/j53jpl0j8/ZsUh6D+8pKXJyUeVNFVVCRiSxVdzvqqWtOypWx2\n1Y4CiiKb+NdfF2vbW2+JVbC0G3gibNy4ERs3biz+efLkyd4pRmr9R8+ePYugoCD4+fnh8OHDOHDg\nAEKc+KQm2dc2uI3YtMk9t1h6mhE3fjZgmVXm4EtfGDAhAfjraNuT3GQSgXLunOxOVOFkf1g/d/Gi\n7GLuucf2aNRI3HDZ67UD6nduNeHll+Uz9Ogh6ciluTCo7sK5cyUQ1tdXTPqdO5dNYAFSOX/+fHGv\n/vyzXKxUDh6UOjgqagPl8HCJobIfe0iIzKd1k+yxY+VvPPSQLEzWvRULC2WhK208lqKIwPx8WhLm\ndLANLk1+MB/Tc5Lh7++4mJnNIrCnT69aF+TKgr01yl5MFRXZZuq1by9uPTU2qryVxe8k/J1k9TYI\nMqFWLdvG2SdPSnxl9eqOwksVY61biyV6/GgjWvkZMLd7PtBP3nPKRwYoADo9oEd+vmy0rl2Dy/vu\nPt/MT/tzXD1vwosvShhGUJD2rfX9OnXcWwPr15eN3eDBlsSedetk8/W3v8m6pQquBx5wtFalpxnR\n1DcJn71RgDr1deg6MB5L/qXH3r2ykbS2azBrsGzYG38mT55c6vcos8hatWoVRo4cibNnz6Jfv35o\n164d1qxZg/T0dLz77rvQ6XTw9fVFcnIy6rpTBOk2Y9MmR2uLFqlLkmzaVADA5w/l4+lFyVidprcR\nT9evi7CwFkv16slt/fpiTrZ/LijItfth/G/aT4a3DkBEtARxjh8vj/XoYRFdUVGuFwofH1mc1q+X\nwH5A4qlKE/SuRZ8+Ip6GD5fmsqoAOXjQ4j4oKpI07bvukmBYraB9Hx+Jrdq6VVy1Ks89J/MWFye7\n1343F++ffpJFraRsoIICcclu3iznwJYtMo4OdUtXPmLlSomXq6hK1cQRe2uU9XH8uFzQrV15jz9e\nda1R5cFZw/t7mwTg7bcdH1dreqktgE6elNtjx+R7qD5e92oS5g50rCHXc2gysi7rERgowqNmTTjc\nt38sKEjCBJw9HxgIzBmv/TmatQhA/xEy5osX5TY3VxJX1J+tby9fljXBmSBzJdBeeEFibYuKJIZz\n3TrZiD35pMTbqqLr2gUj1nxswMqeVpv3tw2oFg3s2qUvd1FWUnGwd2EZadZM6h61bOn6dQmP98XE\nex37QQ3+Txgadl2DmBgRJs2bS1Xjil7Y09OM+MEuMHPYvwPRe1QiXnpVrvCKIvEBqnDYvFkWuS5d\nLKKrY0dLPFF6mhGLZibhxJECBNylw9jpYsLv1k1aTmg1xS4NN25I3MOoURJXoCiyOzx6VBail1+W\nBfm771ynZI8cbsSxXUloHS4F+NQgVkDq9wwcCLz8vBGFJ5Jw7FABbph1GPmerTviyhV5rTovO3bI\nBVmdl27dZPEe/2wcxmu4TLTcsmazVGn+4AOKrPJQWKhdN0o9CgttXXrW92mNqji01piKiPmZ8HRf\nvFnXce2ccTEMU7+u+F56FfU5zGYRWloCrKTbixdFYNmLr1q1ZFOblyfnfBPEYcOgig8DIa5h78Jb\nxLFjIgRcZc5cvSoFPn/crp3ZcW9wAGrXlvijN98UC0pMjPS1iomRljP25uGyoFX7psOQ4Xh7sh5t\nYiyVkdWLz3PPye/l5YmVZtMmCRrfu1cyY8KbGVHzmAGfROUH/VMHAAARVklEQVQDN7P9pnxkgKkA\n+PlnvUNQaFmoXt0Sl9W9uywyOp3cjh0rY1m3zrXASk8zQtlvwOI/WjWl/chQPCedOwMzp0pD3M8f\nygduBupP/tCAzVukt+TmzeIKbN9expGQIMJTyzDbZ2g8/ppgwJxuJZdiWLFC/rfutO6p6ly86DxT\nz94aFRIiVlBVTNEadWvQWmMqIkO2yE/bsqToPKOOK+pz+PpaRFJpag+q3LghcbauBNlhJ2EgLMtQ\n+aAlqwx8+aXUXlm50vE5s1kyYyZMkLIGg/oakaHZD8qyOyosFNPzzp1iKdm5U1KkQ0NFcKniq02b\n8vfmUvn+e7ESrV4tcVQlkZ8vFp3kCXH4vK3jDmrc8UjsOJWCnTsrZnyAxHv932wjOoUkIedQAe66\nW4esvHhsytBrlmK4cgX47Tc5Vs2Ow/x2juN8Ij0SNcNTUK0akL8/Dl91dXzNkz9G4uHnUtC9u8x9\nSQUMAYn/Cq5vxHN9k5G53YTomAAMfNlxgTabxRU7cyZFFiDnvqtMPXtrlPXRrBmtUXcynrKQ3QmU\nxnJOKg5asm4RzoqQpqcDb7whQmjFClW86FG/hH5Q/v5y4Y2Kkkw9QC7ae/aI4Nq5U2KPfv9d4rJU\na1dMjASJliUl/E9/kpikuDgJAi8pliowUNyA33/quIPacvI6cn7bhbA6fTH+WVu3XHmIDDUiKsCA\nD5vmAzd7KU46YMDa74Da9fXFgmr/frm9dEnitiIigOo+2ju9sCYm9HpBAufXJ2u/JqaNCePGlW6s\n27YBzcL1mLlUjyFDgNaPoLi+mTXLl4vpv0+f0r3/7YxqjdISUs6sUer9e+6hNaqq4ikL2Z2AVgsk\nFjGunNCSVQZatRJrVYcO8vPBg+Lyy8yUit5PPeWZC8P161KeQbV27dwpxeiiomxdjaVpv7N2rQSR\nr1hhW63cnsJCcX+mfBaHtVYlIbacvI4NOdfwTqd7ih+bcjgQfd9IRKcH9LhxQwSNu7fXr1tKUWRv\nisOy7o67tT4/RCKwZQpatpTP2rKlHMHBliB4d3Z6zl7zp7RITExOKVVbGzXAd+pUYN48Sc3+6ivb\n1xQViTVy1qw7S2TZW6PsxVRhoWNMFK1RhJQPlmW49XilTlZZuR1FVnqaEd/NT8LObQXo1EOHBx6P\nx4bNeixeLLFCr79ece48d7lyRaoKW7sac3Mlpsva1Rga6rx1zoYNkkb8r39JeQN7fv9dCmnWqAGM\neNGIHVbuz/czzmFix3scfqfnykjsu5KC6tXF3abeWteLKiqSC7DJJCLr+nUJ7qxWTZIA2tzVFyti\ntZMGIvRr0LWrWOC0GsBquRpe3BCIHi8lYtSb+uLXfD/LgImhVrvBQ4G4u2si5n2hR8uWIizVGjSu\n6NhRAtl79hTh27mzJA9Yi+2lS6Xy87Ztt591xt4aZS2kjh+XxsBaAea0RhFC7hQosjyIsyw9tEzE\nZ//Uu1U47lZx4YKk/6rWrh07xJXWoYOtq7FZM8vFb+NGscAZxhpx+r9J8DMXoNBXh8KgeCz8Wo93\n3wWefhr48Udg2SIjTvySDJ1iQu2APVjyqGNTwFF7w1C/8xocPy4X4ZwcSdWuU0csTk2a2N6q9xs3\ntghVZ5amN3Mi0axbCrZulRINtWtLuQZVdLVurV2Ar3Hb4Zg8XY8FCyylG2ZOMWLNkmR06WC7GzSZ\npIVGYqLMy6RJUkZDi3PnpM5YXp4lfis0FEhJkbEAIiijooCPP5Z+kpWNwkL5PznrqWcyuc7Ucydu\njRBCbmcosjyIswv+yAOR0L+SAn9/ubD7+cHhvtZjpXltaZs3a3HmjAgv1dq1Y4dcWK2tXXszjcj8\nyoB5j1iE5CsbA2EKScSh43ocPChuuaZNRSyZTMCZXXFY9YjjvDy3IxKdn0ixEVLWAsod3Al8VRSx\ntG3ZgmLRdfy4WJZU0dWpkyUjMCNDKvW/9ooR+dlJOLS/AL7VdRgxUTuO7Nw5KUvx1VfAuHHSVsNe\nUCxfLvFtP/xgeeyVV8StPGqU/Pz115Zm0d6y6ly65DpTr0ED7VYwtEYRQghFlkeZMKQv3qzj6Lp6\nYVsY/FqsKXZ9FRZC835Jz7u67+NTNnFW0msLCmzrudxnjsO/NWqv9FwRiawrKQgKQvGhFk013zCi\nWrYBs9pbhNBbewIRqk9Emz/qodNJYL6/PzTvO3tOjSkrS9zB+fPiklNF186dkkqtiq7co0bs+MKA\neQ9blXc4HIh+LrKWfvtNSjj8+qu4BR9/HPhxrRGpS5JwcF8B/GvqED/BItSWLRNhlpIi/8vWrYFP\nP5U2QJ5CtUY5y9Szt0bZ99SjNYoQQpxDkeVBvJkyaza7J8jKKuTU2/T5ffFRhKOQ/OsvYQjrvQYF\nBSLMCgthc/9MjhGFp5JRzceE64UB+F+d4ahWW6/5eq3f17oPlF6YuRJsly+L+MrLA4Ly47BhoOP/\n8vVDkRj5QQrq1xcBqWV127ABGDNGGm93DjJgyv3aQu3MGamjdvasxLrNmSPFTMtrDVKtUVpCKidH\nrFHOSh7Uq0drFCGElBWWcPAg3kyZ9fW9NRlYWWnatSCahAXAqpe3BvqbR8VhNpdemDm7b//zjqXa\npRsO7jWhfXsRZUVFItJq1RKrXYMG4vJs1EisWD+tSLIRWIC0/Jj+ZTIe7K3Hvt1GtLk7CaMHFGD3\nXh2eHBEPH5+S58jeGmUvpkwmWzdemzZSuV7N1KM1ihBCKg8UWW5SFWq2VKbaK76+Ihg8IRrGb9UW\nk90fCcAPcyQ78NAhqb+1f7+Im6NHJY7N31/i0VrV0BZqecdNWPGFFKD9vvfNeWwKvP9vA9Lbynlk\nb42yPnJypIm1tStvwABaowgh5HaE7kJiQ1WovVLWStKKIu7Gw4eBpAlx+HsLR5fjI6siYVYU/Ocx\nx+cGrI/Engsp+N//tIPLaY0ihJDKC2OyCHGT8opJLaH23qFA/HFoIn78ajamNXeMbZuQE4aJC9bQ\nGkUIIbchjMkixE0e7K0vl4VOy33cf4wItZ/TkjR/5667A5zW2iKEEHLnQUsWIRUMG9sSQsidB92F\nhFQSqkJsGyGEVCUosgghhBBCPEBZdEsFNGwhhBBCCCH2UGQRQgghhHgAiixCCCGEEA9AkUUIIYQQ\n4gEosgghhBBCPABFFiGEEEKIB6DIIoQQQgjxABRZhBBCCCEegCKLEEIIIcQDUGQRQgghhHgAiixC\nCCGEEA9AkUUIIYQQ4gEosgghhBBCPABFFiGEEEKIB6DIIoQQQgjxABRZhBBCCCEegCKLEEIIIcQD\nUGQRQgghhHgAiixCCCGEEA9AkUUIIYQQ4gEosgghhBBCPABFFiGEEEKIB6DIIoQQQgjxABRZhBBC\nCCEegCKLEEIIIcQDUGQRQgghhHgAiixCCCGEEA9AkUUIIYQQ4gEosgghhBBCPABFFiGEEEKIB6DI\nIoQQQgjxABRZhBBCCCEegCKLEEIIIcQDUGQRQgghhHgAiixCCCGEEA9AkUUIIYQQ4gEosgghhBBC\nPABFFiGEEEKIB6DIIoQQQgjxABRZhBBCCCEegCKLEEIIIcQDUGQRQgghhHgAiixCCCGEEA9AkUUI\nIYQQ4gHKLLISEhJw//33Izo6Go899hguXbpU/Ny0adPQokULREREYO3atRUyUEIIIYSQ24kyi6xe\nvXph7969+OWXXxAeHo5p06YBALKysrBs2TJkZWUhNTUVr776Ksxmc4UN+E5n48aN3h5CpYTzog3n\nxRHOiTacF204L9pwXiqGMous2NhY+PrKr3fq1AnHjx8HAKSkpODpp5+GTqdD8+bNERYWhoyMjIoZ\nbRWAJ7Y2nBdtOC+OcE604bxow3nRhvNSMVRITNb8+fOh1+sBACdPnkRwcHDxc8HBwThx4kRF/BlC\nCCGEkNsGf1dPxsbGIjc31+HxxMRE9O/fHwAwdepUBAQEYMiQIU7fx8fHp5zDJIQQQgi5zVDKwYIF\nC5SuXbsq169fL35s2rRpyrRp04p/7t27t7J9+3aH3w0NDVUA8ODBgwcPHjx4VPojNDS01DrJR1EU\nBWUgNTUVY8aMQXp6OurVq1f8eFZWFoYMGYKMjAycOHECjz76KA4ePEhrFiGEEEKqFC7dha547bXX\nYDKZEBsbCwDo0qUL5s6di8jISDz11FOIjIyEv78/5s6dS4FFCCGEkCpHmS1ZhBBCCCHEObe84ruz\nIqZHjhxBjRo10K5dO7Rr1w6vvvrqrR6aV2FxV0eWL1+OVq1awc/PD5mZmcWPV/Vzxdm8AFX3XLFn\n0qRJCA4OLj5HUlNTvT0kr5KamoqIiAi0aNECM2bM8PZwKg3NmzdHmzZt0K5dO3Ts2NHbw/EKL774\nIho0aICoqKjix86fP4/Y2FiEh4ejV69euHjxohdH6B205qVM60rpw93Lx9q1a5WioiJFURRl3Lhx\nyrhx4xRFUZTs7GyldevWt3o4lQZn87J3714lOjpaMZlMSnZ2thIaGlr8ujudffv2Kb/99pvSs2dP\nZdeuXcWPV/Vzxdm8VOVzxZ5JkyYps2bN8vYwKgWFhYVKaGiokp2drZhMJiU6OlrJysry9rAqBc2b\nN1fOnTvn7WF4lR9//FHJzMy0WVMTEhKUGTNmKIqiKNOnTy++HlUltOalLOvKLbdkOStiWtVhcVdH\nIiIiEB4e7u1hVDqczUtVPle0UBgJAQDIyMhAWFgYmjdvDp1Oh8GDByMlJcXbw6o0VPXzpEePHggK\nCrJ5bPXq1Xj++ecBAM8//zy+/fZbbwzNq2jNC1D688WrDaKti5gCQHZ2Ntq1a4eePXti8+bNXhyZ\nd2Fx15LhueIIzxVbZs+ejejoaAwbNqxKujtUTpw4gSZNmhT/XNXPC2t8fHzw6KOPIiYmBv/85z+9\nPZxKw+nTp9GgQQMAQIMGDXD69Gkvj6jyUNp1pczZha4oSxHT++67Dzk5OQgKCkJmZiYGDhyIvXv3\nolatWp4YoldgcVdH3JkTe3iuaM+LFnfSuWKPszmaOnUqRowYgXfeeQcAMHHiRIwZMwbz5s271UOs\nFNzJ50B52bJlCxo1aoS8vDzExsYiIiICPXr08PawKhU+Pj48h25SlnXFIyJr3bp1Lp9fuHAhjEYj\nNmzYUPxYQEAAAgICAADt27dHaGgoDhw4gPbt23tiiF6hLPPSuHFj5OTkFP98/PhxNG7c2GNjvNWU\nNCda8FzR5k4/V+xxd45eeumlUgnTOw378yInJ8fG4lmVadSoEQCgfv36GDRoEDIyMiiyINar3Nxc\nNGzYEKdOncK9997r7SFVCqznwd115Za7C1NTU/Hhhx8iJSUF1atXL3787NmzKCoqAgAcPnwYBw4c\nQEhIyK0entdwNi9xcXFYunQpTCYTsrOzceDAgSqZBWPtB6/q54o11vPCc8XCqVOniu+vWrXKJkOo\nqhETE4MDBw7gyJEjMJlMWLZsGeLi4rw9LK9z7do1XLlyBQCQn5+PtWvXVunzxJq4uDgsWrQIALBo\n0SIMHDjQyyOqHJRpXanAYHy3CAsLU5o2baq0bdtWadu2rTJixAhFURRlxYoVSqtWrZS2bdsq7du3\nV77//vtbPTSv4mxeFEVRpk6dqoSGhiotW7ZUUlNTvTjKW8s333yjBAcHK9WrV1caNGig9OnTR1EU\nnivO5kVRqu65Ys/QoUOVqKgopU2bNsqAAQOU3Nxcbw/JqxiNRiU8PFwJDQ1VEhMTvT2cSsHhw4eV\n6OhoJTo6WmnVqlWVnZfBgwcrjRo1UnQ6nRIcHKzMnz9fOXfunPLII48oLVq0UGJjY5ULFy54e5i3\nHPt5mTdvXpnWFRYjJYQQQgjxAF7NLiSEEEIIuVOhyCKEEEII8QAUWYQQQgghHoAiixBCCCHEA1Bk\nEUIIIYR4AIosQgghhBAPQJFFCCGEEOIBKLIIIYQQQjzA/wMaYXB0TGBMhAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x114413210>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAlMAAAJKCAYAAAAImMC7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMvym6u4AAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1138df610>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAlkAAAJZCAYAAACa+CBHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\niIiIVMCQRURERKQChiwiIiIiFfw/vQIDqxuortcAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x113c7a110>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAlMAAAJKCAYAAAAImMC7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x114a2add0>"
]
},
{
"metadata": {},
"output_type": "display_data",
@geodancer
Copy link

Please, may I have the import shapefile "concave_demo_points.shp" ? I want to play, mimic, learn.

@geodancer
Copy link

geodancer commented Apr 28, 2018

Never mind. I found the data and recreated the examples. Thank you! On to the "learn" part. :-)

@caffeine-potent
Copy link

Nice Job. Going to use this as a reference.

@simoncozens
Copy link

Here's a vectorized version of alpha_shape which uses Numpy indexing to avoid the loop:

def alpha_shape(points, alpha):
    """
    Compute the alpha shape (concave hull) of a set
    of points.
    @param points: Iterable container of points.
    @param alpha: alpha value to influence the
        gooeyness of the border. Smaller numbers
        don't fall inward as much as larger numbers.
        Too large, and you lose everything!
    """
    if len(points) < 4:
        # When you have a triangle, there is no sense
        # in computing an alpha shape.
        return geometry.MultiPoint(list(points)).convex_hull

    coords = np.array([point.coords[0] for point in points])
    tri = Delaunay(coords)
    triangles = coords[tri.vertices]
    a = ((triangles[:,0,0] - triangles[:,1,0]) ** 2 + (triangles[:,0,1] - triangles[:,1,1]) ** 2) ** 0.5
    b = ((triangles[:,1,0] - triangles[:,2,0]) ** 2 + (triangles[:,1,1] - triangles[:,2,1]) ** 2) ** 0.5
    c = ((triangles[:,2,0] - triangles[:,0,0]) ** 2 + (triangles[:,2,1] - triangles[:,0,1]) ** 2) ** 0.5
    s = ( a + b + c ) / 2.0
    areas = (s*(s-a)*(s-b)*(s-c)) ** 0.5
    circums = a * b * c / (4.0 * areas)
    filtered = triangles[circums < (1.0 / alpha)]
    edge1 = filtered[:,(0,1)]
    edge2 = filtered[:,(1,2)]
    edge3 = filtered[:,(2,0)]
    edge_points = np.unique(np.concatenate((edge1,edge2,edge3)), axis = 0).tolist()
    m = geometry.MultiLineString(edge_points)
    triangles = list(polygonize(m))
    return cascaded_union(triangles), edge_points

@vitale232
Copy link

Thanks to both of you! Both of these functions were very useful to me... The original is much easier to read, and the vectorized version is much faster.

From the example, I figured that alpha had to be <=1.0. That's definitely not the case. Here's an example where I set alpha=20 to get the desired result:
image

@nys09
Copy link

nys09 commented Feb 1, 2020

Can we use this if the points are in 3D (x,y,z)? I am trying to calculate the volume after fitting a concave hull to the points.

@drdarina
Copy link

drdarina commented Apr 7, 2020

Thanks, this was really helpful! I would suggest adding a parameter for a default distance between coordinates, e.g. filtered = triangles[circums < default_distance / alpha. In my case the points were on average 2000 units apart and it was easier to adjust this parameter than to rescale the data.

@vic1309
Copy link

vic1309 commented Jul 29, 2020

Hello! Thank you for the great tutorial.

I would like to know if any of you could estimate the total area of the hull. Any suggestions?

Cheers

@dwyerk
Copy link
Author

dwyerk commented Jul 30, 2020

Since the polygon itself has no units, you will have to first project the polygon using shapely, then take the area.

This looks like a good example: https://gis.stackexchange.com/a/128072

@vic1309
Copy link

vic1309 commented Jul 30, 2020

Dear dwyerk

Following your suggestion, I did the following:

Obtained the (lat, lon) hull values using from shapely.geometry import LineString and then, with the boundary values in hand, I projected them to the Earths surface using Pyproj and finally estimated the area using from shapely.geometry import shape. I can provide a code snippet if any of you want it.

Cheers

@dwyerk
Copy link
Author

dwyerk commented Jul 30, 2020

I'm glad it worked for you! Definitely keep up the good karma and share an example.

@vic1309
Copy link

vic1309 commented Jul 31, 2020

Hello dwyerk

I prepared this example (https://github.com/vic1309/concave_hull_area) with a test data and a Jupyter notebook. Please, feel free to make suggestions and play around with them. A feedback would be just awesome :)

@dwyerk
Copy link
Author

dwyerk commented Jul 31, 2020

Looks like a great presentation!

@dd-debug
Copy link

Hello dwyerk, I think your work is perfect. Can it be extended to higher dimension (>3)?

@dwyerk
Copy link
Author

dwyerk commented Oct 27, 2020

Hello dwyerk, I think your work is perfect. Can it be extended to higher dimension (>3)?

Hi dd-debug. There is probably an algorithm for concave hulls in 3D but I think it's more complicated than adjusting this one. Since the triangulation is 2D by nature, you'll need to find a way to work with surfaces. Good luck!

@DanielLauferPhysics
Copy link

Hey dd-debug, there's already an algorithm for computing N-dimensional concave hulls. You can find discussion of the algorithm and intuition for it in the paper A New Concave Hull Algorithm and Concaveness Measure for n-dimensional Datasets by Jin-Seo Park and Se-Jong Oh, the link for which I've attached here:

https://journal.iis.sinica.edu.tw/paper/1/100295-3.pdf?cd=2217EEBB7C44EDA26.

I've tinkered with an implementation of it that's available on github which I've trial-ran in the past couple of days and I'm getting pleasing results, though I have by no means looked through it in detail for optimization tweaks. You can find that here:

https://gist.github.com/AndreLester/589ea1eddd3a28d00f3d7e47bd9f28fb

I hope that helps address your question!

@potatoheadbig
Copy link

What if I don't want to scale up and add more points? That is, given the H shape at the first beginning, how to get the concave hull? I've tried multiple alpha shape libraries but none of them worked for a set of points which only include the boundary without any interior points.

@dwyerk
Copy link
Author

dwyerk commented Sep 1, 2021

You can still try, but you may not be able to find an acceptable alpha value. It's been a few years since I was working on this but if I recall correctly, the delaunay triangulation doesn't generate enough triangles to be later pruned, or at least the space between them is not great enough.

# Area of triangle by Heron's formula
area = math.sqrt(s*(s-a)*(s-b)*(s-c))
circum_r = a*b*c/(4.0*area)
if circum_r < 1.0/alpha:
    # Keep these edges

Those areas need to be low enough to be less than the inverse of the alpha parameter. I'd step through this in a debugger with your shapefile and see what kind of values you're getting for each triangle to see if you can find a better set of parameters.

@hhopson-primrose
Copy link

FYI for anyone running this notebook today (unless Descartes receives an update), you need to patch Descartes as described in this stackoverflow answer or the plot_polygon won't work https://stackoverflow.com/questions/75287534/indexerror-descartes-polygonpatch-wtih-shapely

@corsair20141
Copy link

I get the error "AttributeError: 'Delaunay' object has no attribute 'vertices'"

Is the .vertices method deprecated for Delaunay?

@dwyerk
Copy link
Author

dwyerk commented Nov 27, 2023

Yeah looks like it scipy/scipy@99cc995

Switch to tri.simplices

@corsair20141
Copy link

Yeah looks like it scipy/scipy@99cc995

Switch to tri.simplices

That fixed it. Thanks!

@corsair20141
Copy link

corsair20141 commented Nov 28, 2023

I am trying to get this to work for two offset sine waves. However, the best I can get is the second image. After that, increasing the alpha parameter creates a segmented geometry. Perhaps my ordering of points isn't in the proper format for this function?

image

image

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment