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@dennissergeev
Last active July 3, 2017 17:27
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Iris-Regrid-For-ASR.ipynb
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{
"cells": [
{
"metadata": {},
"cell_type": "markdown",
"source": "# Using iris regridding function to regrid Arctic System Reanalysis data\n## from curvilinear (North Polar Stereographic) to rectilinear grid"
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "import iris\nfrom iris.experimental.regrid import regrid_weighted_curvilinear_to_rectilinear\nimport matplotlib.pyplot as plt\nimport numpy as np",
"execution_count": 1,
"outputs": []
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "iris.FUTURE.netcdf_promote = True",
"execution_count": 2,
"outputs": []
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "%matplotlib inline",
"execution_count": 3,
"outputs": []
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "fname = 'asr15km.anl.3D.20080401_subset.nc'",
"execution_count": 4,
"outputs": []
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "def clean_attrs(cube, field, filename):\n try:\n cube.attributes = {}\n except:\n pass",
"execution_count": 5,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "cubelist = iris.load(fname, callback=clean_attrs)",
"execution_count": 6,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "cubelist",
"execution_count": 7,
"outputs": [
{
"data": {
"text/plain": "[<iris 'Cube' of z-wind component / (m s-1) (Time: 8; -- : 10; -- : 180; -- : 200)>,\n<iris 'Cube' of Water vapor mixing ratio / (kg kg-1) (Time: 8; -- : 10; -- : 180; -- : 200)>,\n<iris 'Cube' of Relative Humidity / (%) (Time: 8; -- : 10; -- : 180; -- : 200)>,\n<iris 'Cube' of Earth-relative zonal wind / (m s-1) (Time: 8; -- : 10; -- : 180; -- : 200)>,\n<iris 'Cube' of Grid-relative y-wind component / (m s-1) (Time: 8; -- : 10; -- : 180; -- : 200)>,\n<iris 'Cube' of Date and Time / (1) (Time: 8)>,\n<iris 'Cube' of Grid-relative x-wind component / (m s-1) (Time: 8; -- : 10; -- : 180; -- : 200)>,\n<iris 'Cube' of Geopotential Height / (m) (Time: 8; -- : 10; -- : 180; -- : 200)>,\n<iris 'Cube' of Temperature / (K) (Time: 8; -- : 10; -- : 180; -- : 200)>,\n<iris 'Cube' of Earth-relative meridional wind / (m s-1) (Time: 8; -- : 10; -- : 180; -- : 200)>]"
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Original cube"
},
{
"metadata": {
"scrolled": true,
"trusted": true
},
"cell_type": "code",
"source": "cube = cubelist.extract('Temperature', strict=True)\nprint(cube)",
"execution_count": 8,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Temperature / (K) (Time: 8; -- : 10; -- : 180; -- : 200)\n Dimension coordinates:\n Time x - - -\n Auxiliary coordinates:\n latitude - - x x\n longitude - - x x\n"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Prepare cube's coordinates"
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "axes = 'zyx'\nfor i, (n, axis) in enumerate(zip(cube.shape[1:], axes)):\n eq_spaced_points = np.arange(n)\n if axis in 'xy':\n long_name = '{axis}_coordinate'.format(axis=axis)\n else:\n long_name = 'pressure'\n new_coord = iris.coords.DimCoord(points=eq_spaced_points,\n long_name=long_name)\n cube.add_dim_coord(new_coord, i+1)",
"execution_count": 9,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Cube's original grid"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "plt.contour(cube.coord('x_coordinate').points, cube.coord('y_coordinate').points, cube.coord('latitude').points)\nplt.contour(cube.coord('x_coordinate').points, cube.coord('y_coordinate').points, cube.coord('longitude').points)",
"execution_count": 10,
"outputs": [
{
"data": {
"text/plain": "<matplotlib.contour.QuadContourSet at 0x7f1bc609a668>"
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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P9gkGNtI0rwraek5BZ8rkwLmNrP7FyKm9epzVSqZO68v4yT1wc2/Ylg85hTqe+2YT/h4a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\nQmCC\n",
"text/plain": "<matplotlib.figure.Figure at 0x7f1bc609a518>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "print(cube.coord('latitude').points.min(), cube.coord('latitude').points.max())",
"execution_count": 11,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "59.0713 88.3355\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "print(cube.coord('longitude').points.min(), cube.coord('longitude').points.max())",
"execution_count": 12,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "-77.7581 88.9498\n"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "print(cube.coord('latitude').points[0, 0], cube.coord('latitude').points[-1, -1])\nprint(cube.coord('longitude').points[0, 0], cube.coord('longitude').points[-1, -1])",
"execution_count": 13,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "60.1929 74.3209\n-20.4108 88.9498\n"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Proper coordinate system of the original data"
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "if cube.coord_system() is None:\n asr_coord_system = iris.coord_systems.Stereographic(90, -175)\n\n cube.coord('latitude').coord_system = asr_coord_system\n cube.coord('longitude').coord_system = asr_coord_system",
"execution_count": 14,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Select only a 2D slice"
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "src_cube = cube[0, 0, ...]",
"execution_count": 15,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "src_cube",
"execution_count": 16,
"outputs": [
{
"data": {
"text/plain": "<iris 'Cube' of Temperature / (K) (y_coordinate: 180; x_coordinate: 200)>"
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
]
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "src_cube.remove_coord('y_coordinate')\nsrc_cube.remove_coord('x_coordinate')",
"execution_count": 17,
"outputs": []
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "print(src_cube)",
"execution_count": 18,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "Temperature / (K) (-- : 180; -- : 200)\n Auxiliary coordinates:\n latitude x x\n longitude x x\n Scalar coordinates:\n Time: 2008-03-31 00:00:00\n pressure: 0\n"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Define a dummy cube with rectilinear grid"
},
{
"metadata": {
"collapsed": true,
"trusted": true
},
"cell_type": "code",
"source": "def make_grid(lat_values, lon_values):\n \"\"\"Make a dummy cube with desired grid.\"\"\"\n \n geogcs = iris.coord_systems.GeogCS(iris.fileformats.pp.EARTH_RADIUS)\n \n latitude = iris.coords.DimCoord(lat_values,\n standard_name='latitude',\n units='degrees_north',\n coord_system=geogcs)\n longitude = iris.coords.DimCoord(lon_values, \n standard_name='longitude',\n units='degrees_east',\n coord_system=geogcs)\n\n dummy_data = np.zeros((len(lat_values), len(lon_values)))\n new_cube = iris.cube.Cube(dummy_data, dim_coords_and_dims=[(latitude, 0), (longitude, 1)])\n \n return new_cube",
"execution_count": 19,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "#### Define desired grid and weights"
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "weights = np.ones(src_cube.shape)\n\nlats = np.arange(60, 90.1, 0.1)\nlons = np.arange(-50, 50.2, 0.125)",
"execution_count": 20,
"outputs": []
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "target_grid_cube = make_grid(lats, lons)\ntarget_grid_cube.coord('longitude').guess_bounds()\ntarget_grid_cube.coord('latitude').guess_bounds()",
"execution_count": 21,
"outputs": []
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Regrid"
},
{
"metadata": {
"trusted": true,
"collapsed": true
},
"cell_type": "code",
"source": "regridded_cube = regrid_weighted_curvilinear_to_rectilinear(src_cube, weights, target_grid_cube)",
"execution_count": 22,
"outputs": []
},
{
"metadata": {
"scrolled": true,
"trusted": true
},
"cell_type": "code",
"source": "print(target_grid_cube)",
"execution_count": 23,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "unknown / (unknown) (latitude: 301; longitude: 802)\n Dimension coordinates:\n latitude x -\n longitude - x\n"
}
]
},
{
"metadata": {
"scrolled": true,
"trusted": true
},
"cell_type": "code",
"source": "print((~regridded_cube.data.mask).sum())",
"execution_count": 24,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": "763\n"
}
]
},
{
"metadata": {},
"cell_type": "markdown",
"source": "### Plot results"
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "fig, (ax0, ax1) = plt.subplots(ncols=2, figsize=(20, 5))\n\nax0.pcolormesh(src_cube.coord('longitude').points, src_cube.coord('latitude').points, src_cube.data)\nax0.set_title('Source cube')\nax1.pcolormesh(regridded_cube.data)\nax1.set_title('Regridded cube');",
"execution_count": 25,
"outputs": [
{
"data": {
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71XV6j1FXLJJCySI45nkUwa8bTo08FguziITgdMcX2Rf2s6y4sSpPpUizjaE7\nlDh7xNj7lrKPlo0Y+7n1D4qDWpl91fTeGiPzAnlzHvPiiX02og0N95Ws1+c1lGo7JVo5sSfiFeSt\n+CeTqpdBn5G6XkL+mHdbzpj79ou+gAzPn6FQsiWuh9dnUP+eNxrvoQ9/jwpEiqIoiqIoymrpM7kB\nAMz8aQBvAfAAgEcAnGfm37aH30hEf05EZ4ho7QDHeSCcftub2yXow9cyjBGFYp47uex3nH0w+a++\nMnJIbF8VtS/hqUI1ecfCc6cFNS/jeSQO1j2vcB554LgsN3QN7Ek158aRMJvMaxhtI5p9OBgbJ+qn\nLk3sEx0L4UsQXn6OfTYI5psjsj9aP0bmZy67vUMkewwD5ahuX821joVY2WNN+di9CHTvm5x7PDHW\nrHmX170Q+1wbhf/qq9+h8M8xJmJ6CbpXJCB6qdvCsQ3dryu6N/s+30ArECmKoiiKoijKqhgUhojo\nRgBfDuDZAJ4F4AQR/Y8AXgPgBQA+D8BNAP55ov4riOg9RPSexx9/fGUD3y+DCaZTBnGvYZCy2DLa\nH8sKjSGP3PEj73Sppu7KXD0CUlOnEZAyXzV1w9jk/j5DeaDtXsM4E2PgJyztcGyRdpP9LyMCDLWZ\nU+4gOAKiTx/R+yD1Oc48l2ibQhwa+oyFgmGybM590vcdR12hh4NwMC7s+ZTcvLwhhGJi2LcYmwwt\niwpg7i2JdofIECCjZZf9jt4HjWCYQMUhRVEURVEUZZUMCkMAXgrgE8z8ODPPAfwqgL/JzI+wYRfA\n2wF8fqwyM9/PzPcy87233HLL6ka+D7JWHdsvY2JgcouONf6XEAvGuGUs7cER1ukxWqVXRezVKSMF\npWCwSaEpHF7CuO4VBjLggptVyjptZOyLznXkExwvd0RjskIyxNJcrTD1GmLZet74M+j1wgk+B17Z\ngc909liHbglic98UreIU3r9OlIkJQYAvEsWOr4LmsxreOymRK6dNKcz0iWpjvmOX+D7uG8M9bziD\ne96gApGiKIqiKIqyf3KEoQcAfAERbRIRAfgiAB8kolsBwO77CgDvP7hhro6V5hMaMjxSP+eHqsOQ\n4TJa3EmUT3qsjLV+xzlHxRvAUgZbp5nEr+pZIlLsJUWpXG8Mdz6ZXFFxKLhnc0PHskPMMupmk9P+\nEowWjvoEnIy+Uv3ntLfvsjFyv7Ncux3PICMQRb2CSl7uWg+Nq4fkHHmFIi9xLPkdEGx32kNQNkdM\nStRPMZTf+HCIAAAgAElEQVT3S8UhRVEURVEUZb/k5Bj6EwDvBvCnMEvVFwDuB/BLRPQXdt/TALzh\nAMe5EhpRKPbQvh8vnFH1eyymlEGUYzAlDZAeK+2wxaBkw4if34rEo1Gk7g3OPJ6gmyPoAMShsaKJ\n8wgJhZwCXbFkhWLRqjx7Vk5s7ihyLHNsjZDSd16JtqJ5eSJ9j5qvEWKQHEfzl2DusyB0i0sePTfh\n2CMOfv1CXWouhvIZeRUQ/9zGRJ9gevoEYykmZYX4ZdCpH9yPGlqmKIqiKIqi7IesVcmY+bUAXhvs\n/sLVD+fgyPIUGit4pMo7a2aVa00n+xqoN7i0Tn/VQ6dPHBvLqse/j/aYIvMZuzYU6SeyL9pe2GcR\na4uXuq6xWyh2SWJNd8qlKi4zv6sQkLIGnaiauA5ZHiyRY1FRI1I/uVJZSviJDCr0XGuKlUHT7uss\nXD0t13vOO1f2y9m8YEW48mEuri9GdB6jq5eFY0ohV0UUQo/XTt/Qhr7+RwqMQ/XueeMZXbFMURRF\nURRFWYrc5eqvWlYaOibJTVaSyxgDZkiQApLG4BBHdXnwpRhjBK6qy7F97UMc6raV2BeKSpExdMcd\naeyg51F2maFnruxeHflRjq2Q1dtW7NoFwk7yXIcEoaa9iLdPKFoRpwWlojvEsD4X+59z2SYtKLrf\nDnUcPZ5XTZFQ2AJ8T8AUdaT9iEAkfw/ovXdHelV1d6bbUHFIURRFURRFWYacHENXLQciCmVnsA1e\nsX2M7tLsjnC59bGhYiPicVKhDks5GvWFWqXOZfAcI/vGEIYBpUKGRobCZDM2ZirzXJd2QovMQ2dY\nIuFw+wrq5IachatZxU4/rFcEr5x2U2FEA3M4NpzNC1kKxxy7r8T5RecgliMqLJcMkYrHKHXC2Erz\n6ghNdn84Flk/2U3P/ZfM2VNRs1KgJ9pUaL/zBnLqyHMcE4bWG57X56kV+4hGrqPsPxmCGBlr37kN\njifS/j0/qGFliqIoiqIoyjiOtTC0clJG/JCwAcRFnpgBtF8RZAn6jOIcI9kjR2AJy6TeA/5chO9z\nhSf01FsxcWMu0VHumNHuz0qE3el/uTJd0SdDLMp47bvOACnBKCoiDbTdiCUpASgh7ESFsxHC0fA5\n2gTQoSgRnFcjCCXmJxyzO947z4l7NUz03pYnUG1est1iIcqL/cuGOmZr9uG5u3NJXRu5bV+9Sejl\nNR0Yr3sf278fVBxSFEVRFEVRxnBshaGVewulntaHDNYhD5j9ChXJDKgxIz7RQaYlJr1JnFHq7e8x\npPo8RjyviNBICo140XaWd0ju/K5QLIrPRaTh2D0zIBZlG40HIIBl9T1SxGnqjCEiLi31ymk7M6l3\n0hMKiXp9wpEkXC4+uSw8Wo+giMAU9XLqG18mfWJQ7INAVVs+DPMam9h+6GuvQ/Cdm/TYSlyv8NS6\nAxoec6puryAU3ns996Kc9rt/SMUhRVEURVEUJY9jKQxli0KjDMYBcSUn/CnXSM+Naekb59Dx8HyG\nBCRpoMbaig3dCUhhWFKReDnjV9YRfcW8JJKeHymR6pCIXoIhccgJEZFq2V5CY4SgAfEoV1dcCUPC\nS0pM3M81XVY8CsaVbLOnjlfPrQwn2nACUK94IUPtcsYUMnSOlLjuBE9c6ZxYKAZJ8Uj0SVWinSWI\njdPbZv9v87UXE7U6jfe0exi4/jLuqxAVhxRFURRFUZQcjp0wdPptCVEoMPiyfuHPMRRTAtBgmZE/\nGy9jEecYvkkhhYHSvmRi277yqTGX4X7ExYtUuzGLL9iX9EAKl9bODCHKIeWU1Ws4xgqHwoD7VPbc\nq9HLnysa9YhHg+cwNIgMsWm/HJpYJcgSpYLtZJ6gnvu8EUVjYwjui9QYvfEsc2+nrl8qB9CQGBTb\nz/CWvV/Jdey591JaeNb8JNqLlhtg1HmOEBn7/jtQcUhRFEVRFEUZ4lgJQ3f9jBWFQhGoZM97JRaK\n4XmkRF6eceBZF+KVJRKJp/geKzNLbBgKb4vtk6+YF0JpX0WwP+KZ4O0Px7JZARM2L7TtFrsFMGXz\nmoiX9H5wY3AkPCNAov0YgbEdhql1ziUyndnij02o27wGBZSB46nwlv2IWT11eu+xfQpBg+E9Iw36\ngyZLAAqvQSgKDYhGAFpPuVQd2VdPO/v2nGoaQrYY5HIGUR0XhGL7mv3ur/CEWTostO++iYlTsbpD\nfchjYR+p+j1kfZ8sI/zKusHr7h9WcegoQ0R3ENHvE9EHiegDRPRP7f7XEdGnieh99vVlos5riOij\nRPQhIvr7V270iqIoiqIcB47NcvVOFAoNJCrZaDbOOHDHhUFGMWPLMyaCFXSkQOQMo/DXZ2H0eA/0\n0gKIWHMpx5vBgokEuIO4eoU4F1fXzZHcX6AR1uRy0+VO+766aWHezGpMnjC3WC3utOJSieklwvz6\nhGdEINx5HhTSa8LhxKGYp8VcnhN7k+neelMZXK9oGXkgUS/LQ8ztCvuPvY+029yT4l6LGqo9LCW2\niDpZoW0r5KDFodECS0KoGdVZ30nJ75HUEDjRb47Y4MqFt7P8voxdb/lZCj4vjWZeRfoPxCFicx+n\nwrnC/bJ9BOc96MUT+34O36fqh5/V4GtFjqMpl3kfZImIqd8AeIl7VjmKLAC8mpn/lIiuA/BeIvod\ne+wMM79FFiaiFwF4GYAXA3gWgN8lonuYOfzUKYqiKIqiZHEshKHGUyiAhMBABeKWQ/hQbUUQcss2\nc1CP4T+JS8+hpgylDRJJrggkceKHqxuGackxefsG2rVtSxGm8QYoGJgZC43nrQI1Od92zsJzZ+2h\nKQCgWm/3FQtgepFQT9vuphdM++UOUK13B7vzrLl/CpG+67XuuVYnF+3GGoN2fVUv9HLoEBFsPIMU\nRqzqtBOKQ03hRD8x43GfwocbZ3MfUWBcR4SvUWLLURN6+uovYTAP6LbdPrNFoOHyWaJw7HwjHkNJ\nsSKoFx4buh7R+0V8XopFcKiOCD9ODOK2TLJsDeuRGIxP9NnZF97vCPbHhJix91FCIIrO99j7MFNU\nyhKUBHf/8Bl85F+8cuRglMOAmR8B8Ih9f5GIPgjgtp4qXw7gncy8C+ATRPRRAJ8P4I8OfLCKoiiK\nohxLjoUwFPvVlCbBT80xb5JoCI9fznvOtx4yjXjC5BsGtWgz9OZAZDs2pjphqQvjCEBcEErkJskh\nltdkcra9PRbP2AMAzB6fiDpt2dn5diKc+FPuECZb/r5iDhR7tr44h3LH/CVhWJ78sKl06Z45Nj/V\nKkrzk22ZYpdQ7gCLE+34J+fMGBenTGO8Zu6FYjsyaX3GcsJ7qNm2c9bxOBoQnsKkuIMGXq7nR2Kc\nQ3U7zYcebp4QGqlwJYl5XR0mMW+bxFjSQlNGAwOiTkqsSYlNxEGboYhBwb6YcCTuDecdxIV9LwRJ\nGc7VePdIMaj0tzs5jGLCZszLL1eUjZzXaHo8eIA876Hez2lYZ4QHUh8qDh19iOg0gM8G8CcA/haA\nbyOi/wnAe2C8is7CiEZ/LKo9hH4hSVEURVEUpZerPseQW4Gsk68hJ1FzmAA4fEnYeCC5VxNq5cSB\nOmiz6SPsM/KSx0r2c+rI3DrueBn0ERlv5/Rlvh/HrG5frosJNy+v6EMzzB6aeb/mzy62L0e5DUwv\nmJcThQBgctm8nCgEGAOy3DX73MsZkZPt9nXqz6aYnWvrrT1lXuVOKyhNLhMmW+TN6+S8r3vyrAbP\n6taIDI3LVAgHBe9DgSjcdveHe/WsGiXDYJpXjfgYm0oDx8PiqYTHIbZM597pJEQRZYvg1amL5Ly5\n88995Yy9r6+xZOc2yrgezfjDsrF64mSTY+ir3zem8P7qJJJGPMG0GFp7Lu04ncjbhI85zSgYVyz3\nD1XpPmPnLZNHN+2xX6fzNRybx1hbqbkOyRWUeu7F0WGYkbmMHh+4FzXf0NGFiE4C+NcAvoOZLwD4\nKQDPBfASGI+it7qikerRK05EryCi9xDRex5//PEDGLWiKIqiKMeBq9pj6PRPvcV4zoQazoS9fR3v\nofAH+uAJmxuvH/Hzb/jrbYCXg2ho+eOQHENWCj8c2ecOhec2rX0Plglj8hnjfbN4ZqvS0I7wpnGh\nWJHzlMJOXQJFZcQgbwx2LiaXRVnhMdR4Dzhj0vbjhaGI+ZyfsOWC7Ak86e6fXDbnutg0jTrvoeq6\ntlC5Q81xSTJXC4Awf08Y8jLoTVTCuw6h0bzfPCGjQrJCg32Jvr2QQ69vv7G+UKixn5NV5FLJzuG1\nHxjd75ghwcjVg60bSZwzOPZYH+54ONfyHgiEFSlixfbH8gw1HkOl+ByHQoUcDxL76u55RiNjV7iv\nr4wn6IVjlddZHB+Ta8hNYTKEMawfC60Lyi+b60i5shDRFEYU+iVm/lUAYObHxPG3AfhNu/kQgDtE\n9dsBPBxrl5nvB3A/ANx7771j/qdQFEVRFOUa4qoWhgAAVfDUG3i6GM+X8Mk5aGNAKHJP7Vy1agWV\nDHZ9SyN5EVhPuflsgr76yoQr+ERD6eQy8/bv5NGZV2by6Kwx4vZOGcux3CZg26g4XDKoIvCEUdk7\npVoXuYGsSFTPWsGoFMKRG9N0qz2nvevagV6+zew/8ZDZVwttSiarpoURgbbu8hOYzGxiay6N4CTr\nlDvU5Dgq9gjFk7asvT8mW1ZAOtFazCwN8qZzTh531yH0QkhSBBcq4lERDZFJMCgGjRUoE3RD3VZk\nWwwZrH3d5Bi7hyECDfW9TH+e4NDvbjIkFiWTN3Nsp60Tfqfa+7YTRiabsIKQN1yKiH8xT5aYl04f\nhyB29OaXSolx4qt/rDgUbvcKfnVkDPKa9/TvvrOe9yNn8NHv0pCyowIREYCfBfBBZr5P7L/V5h8C\ngK8E8H77/jcA/DIR3QeTfPpuAP/5EIesKIqiKMox46oVhl7wA2ewbhPt7Dzd/lxtjf7GsJnWEeO4\nK+Zwk3CaO8XcQzmHuX9qaspzTW2frl5oXKWQD/UdCyEommjSMwRLf4wAUD458Yy9IrJuyexsqzY5\nQaW6xU/+XD4xbUQhAKhmRggq5u1YqzUTHlbuivEVBKqdIGP2nXtBO87LtzOu/zihErpVsTDG5uJE\nu2/9kQl2bjXi0Npj5taVhmexMF5Krk5xiZpxAtZDianJPdRgxbzZOXM/7d0cTJDcHFoGKOIJNCpn\nz5COOGRAZxjYOUb4GAHFFwMCYbZHhOWwk56yS2lRY8WDoT56vJ8G28wIJ8r2/ukU9htqQmnDY6G4\nEwhQMQ84YnjfZey8VWS4m/Dy8USngfOJXtPUZ8GNlYPtEcSmxO0f+lhHx5hTfkkBa7QnUWw+5Gct\nEjSu4tCR4m8B+DoAf0FE77P7vhvA1xDRS2Cu8CcBfAsAMPMHiOhdAP4SZkWzf6wrkimKoiiKsh+u\nSmHoBa874z30rn/GrlAlzoaDPMNzETZl6D6xNwJRWfvF2BeNpOeQ6Zh8o2ORb/D65bqildzdB61F\nngkvTI0HEIz3D7twrsvC0BPzRAt/JbHy8SmqW+ZYe6BVbFz41vSCPz5ikVSagMU6MNkRZQr/JG7+\n8/b9/KTvgbTYaI+5cLTaDmHzARsatma2186av1JUcnWcQBS2Ozk3QbHwPZSiuKlwl1vmkZKeQx3x\nx68/WhySDAlNfR5HWEJQcaFBParHmNWQ+hPspvvojDtXaN0PY7vYj8dTrDlxv2S3N+RZlDomBJao\nk2Is9Ezsp9p8fmRS6XBFslSem0FBKLVvhIA6REeT7BGN0o2IsUgRZoS3UB9ZnkQDfUlBKLbAgHI0\nYOb/iPid8u966rwRwBsPbFCKoiiKolxTXJXCEICO0dCshuOg9qG4Pr3tLeJVfHIDIfNnGfWAirpr\ngMiH/kXR7gfMSmXy1/p5KBoFHYW/3HaMbM4XkgBMLrgza8+wEku4VxuMIhCqFie4ycXjloiuNrpG\nQ7EHTD4z9cSijce6gymcY1FwyBN4ttNG1vSSad8JRJNtMy5Z3yWZnl7y67pl7ss9U0bWmZ0D9k61\nItb0ArB7sxh3BW8VNADYfYa4iQi+txDQOYmsRLXIEIcy2ogSelGEYzq02KkEY0SOHrhMWOs97QyJ\nYrlTM6adqEA4kqW8V2J9xo5Jp8jI8u1JryFxjzkx2XkeUhWEfuYkkY6N7wCJzWdKAJKf1aG8YzHG\nhpKNYajtmNeZJwgF//8897778LFXvWo1g1MURVEURVGuWq46YeiF33+m84xdB2fRJCWugXrKoAfX\nm2PF3K/txKPpwzNUdwZZlF0Z+7TNVeE/hIu2BgWhwIuks79pVFpj7XmwzJ1UE8iuJFY9re2omBpL\nrXFwOW/daKww5LyHJE7UKXfNsZ1ntUpJvWn+bn6inWDnmTMViaWb8pG7yRmPC9tWuQ1MdoX3lRjS\n7KIViE60ApH5609aNTPHZ5cYuATsnWwbmWwDkx3GYt1vwyWwPvmA3RZL3gPA3vXm79pjZZMo2zG/\nQYpFDErljcoUELz6fd4/bZeDnkH9HY8o29Qh/94MQpX2rTcFgmtH6O0VODj2tq2Ucb5Lh8otWXZV\naZmGB9DTf+pey/EaYjRfLE6Ad0vNA8ZbKEwO32ljYIyD7OOei4VmLXM8SSDQHLo4JPKdeZ6QkfMJ\nw8qe86P34ePfoeKQoiiKoijKtcxVJQy98PuCZXZjERLBKmXFbluoWLQhSYAxZJwxU60BxUOtu0l9\neysSETHqqmisBg5EoI4oFNJnEISJRIFOKJlLsrz7TKPiFOu+mws9buOqYBSNcocwv7G10uppbf8C\nU+thJJeSB1pDY+OB9pZw4sneDW25E8G6Jy6kyxuPMAadWNR4+hCwWCdMdsw5zi7Wtq92DtfOmX1h\n+Nn0sm9lLjYLu99eF2EQTXbYM5DWzgH1tG1vdgHYE+KQ8y4CgPnNblU20b8wernkTlLxvhW2ekWB\n3NAv5+3BibIjlZrBsKUx5Hqt9PW1rIdMT1uhgxYS29lz0CdWhceDcmMFo9T1Ccunjie9mHLut9Qc\nuzAyeQ9WmeLPQEjZYTi2DYlzucejK5X1eCRx4rgj594IRauUUMXkC3YNA/9FKYqiKIqiKNc2V5Uw\n1MH+CutyW8R+sXahRa6My4NTBCmHqGq9WvjObe85vhLCjycKEUB7iSduu5unrdUUluWp8HxYEFD6\nlsn0iYlnDMwec64s5q8M8QLsr/bWO2h6tmy8ZQBg+5lmcqYXRQUCaN687bD2lO33UveYm1cv9KTw\n/wJGgAlxQo5k/awZ354QiNafDJOWGHZvit+2zX1gE10722i+QSgqoKjM/tbjCHjy3ngfpiExTtdl\nZCU6ADaUMUzwYf/EwsicsBSE9zjDLpsVhVWN6gfozUEUnk9sv21kX3QTW4cT2fabFEqW7nyf5TIF\no2XFjCHBJ0sQGhCRoiuODbWZ6HulQuVhMTDWsWmfGvFGfm/UwhHOfo/EEkkj2E9V62UaRifLNh3P\nOXMfPv5K9RpSFEVRFEW5VrlqhKEXv+YMKFymvZP/xf4RZ+XEEfnQHIpClUtKvGU9XD7aeg4RA9Vp\ns8QWB8JOI/S4h2zxsF1edGULLG5cmLGvt5bU7GEj7uw+wwgT07MyCzQ846AQ4k09BfZuCTyGGJjY\nFbXkcuxctnN04lNt+zwRRp07hYg+0syd00LmQDln79jOKRFOZ9uMCUnrT/kXa7FR4ORD7dJl8+sn\nXrnQcKln7Y7ppQrzk6WXcLoU15QLAlWtKTTdYlRrpn41JYCBJ++t/JMjTic4LoWy4FZlajqzf8nO\nvWxDiDydCMGiRxwqImE8rskMUWOM8DHkgZJFKrQOAMW8GsYkwc31qBrBUuc4pk5qkGHC8c7xeNG+\nJkeRCmcd6d3TOd6XU0jc22Pv3aMoEuXmGmrKpc6hz4vIzhkXaHPnOdG9+Uf0Jf7rSAqNVSAo9YTN\nKYqiKIqiKNceV40wBER+oZYPwXLZ8tAbSBwrd9t8M4AVVWxYFRfwklS7Va3WPrnWyZ8zP9UKHdIr\nCADWH55iIZI5bzzYJq0pFn6C5OmTk6ZvNx55bs1S8Nxurz/cDmbXLt++ONUKKhufbo+7dqsNk9/H\nhdqFQoUU09z8uTAxmfC5mgoxA8DUzl099ZeoB9qQMDMO68m0bfZNdissTk4wubTAzs1ifvbMgC7e\nZfatP+XP7Xwz8JCxmxfvMG9OPGJPaGK25SpKHkFYlq/qDblpBO9l8ZIDQznTuu3zFOo7tmxoUM6w\n+qZhH1Y71c71YWTbOYZskYix2S/B5zLKsu497H+mDkIMC9v1vNjCe1iMI7m8PdAvCEX6HDXUoy4K\nhc6BPZ5hoSAjj4H87+KYoFRPTa42GRobuyfqSf5kU43OtXnuW+7Dx75TvYYURVEURVGuRa4KYejF\nrzkzXEg8fLsQKAAoFubpd+cm4XFiEyd7S/namXBeKPW0FUh2nu5bQDIR9OxsCSknOQ+dyTZhdt4f\noltBy3nbbD+zbXd6IfBGch48dtjljne4CZuafsQOnIGLzzc7t29bNCFl64+WzbhkfqXmXJpzAgor\n7DhByHnhzK+zZcj3zAF8QahaM9tuufidGwvbTjtf8xOlN36csjmPtmtcfmY7ly5p9c5NBXZu7p6/\nO1fHiY+beXj8cxmbn+7GWlx+jihf9xjioSjUGGrc9Yxp4n3gHyvQGM08YS/EzAsVK/w2PU8hQtTw\n7lBExtU02FMvNPJH0utBktVAX5xNRp8Ikuw2O4OQt4GxrVSAWDZeLRYCd9DeQ0PIcKbgWmetOpYz\nxpgYJdo7iuJQg/z8pD5LMcEnLCu2Y6KQ2+fudbc63+D0hn1kVVIURVEURVGuVa4KYSi6WozYlomU\nTzzaWi1udSsAWH+KPSFIHpPeMuUeUAlRaOv2QBRaa7fLi2WzNHy5S17+HplbZ7Fhty+02wCw/Uzb\nzuXCM3Knl9CujMVmfAubKPnEp73hgBbtilrXfWjSiE/btxllZX69P3HTi2lrq15r25TjLOat4FXN\njKgjwxeqNTNfbh4XJ+AlpXVhYJOtdiyNAGc9e+abJYq5OW+5Ylgj2K3DWy3MeU0t7PnungKqTdPh\n1m01+LoFinPCE2mrRL1Zodg2A683gjjEyoSYYUHdRK0lGwOt5KTnTigAoUQrDjmxyYoWXArjugyE\nIxmqJspxIBaklkX3hKfQE0SSCjnJNcj7wtv2Y4D2hMmEFJGcYoPNh+GoY4WjvvKeMd4zwTn0hJot\nLRRFBKder6Ehz6WYJ9tQGFqsTF8oVk+Zwyb52RDz2HfZPeFHCEKxdlkI1NEk0zZMmFNeREt+BtVr\nSFEURVEU5drkyAtDz3/9GZSI/Bhvt9efbPdvPl61oU5oV7wCgO2b2yfoxSb8/ETiIboW+Xcu3+lb\nPbOzBZxqUM+AWiSPXnuiLRcarF4CZtHX9R8pcPlZ7bYM2SrmwO4tNuzqkl196wKwd11bZu1s274T\nTZww5ESJyuY1mp435+8EmSLIKSRDC5yxUW6j/TW7NJ5OTchb1Xo+uTZpYYU1KzC5si5HksvzI/t2\nxowTtyRO8HMeS06sk/mQyi1g9ybTR3HedLh3uylYn5pj9mnhJnV5gsVJ02GxXWL9M4Stu2xjJRtR\nSBILKesxYjkUjkrE8xbJG7ipF4TIDeCHtfj1PfGjR8BZlUdGJ2F2X58jV0eKJZTvr9C/HRP2Usb+\n6PnJEeE6yabCsj0XKSFSZQtFkf0dcShRzu8AXW+2njrd5OsY9Fg7yOXeV0KOAORCxWKhZIEnUAr3\nXZwShwD4+YeEKJwlECuKoiiKoigKrgJhCGiTQwPA7tN9S3H9Sf/J2iVHXqwTuDRP07un7JOzXEHL\nVpNeKJfvMAVOPFB0RCFaEObXtd5BAFDMnSdM69HjwsdkTiL33gkdk63WE+b6T9rzCoSRYgG4lD1N\nDiRbZ/NR/ylfLsO+dtbkUDrxqRKX76oAG/bmlmB3OY3cmKgWQo0LW5NL2bPJI9QIQnW7qpjz9lk7\nb+d8w2yXuyaEr5r51kyT78hqNbs3+uc82fa9v5ql7i8CaxcYizW/PZcDavMxYOemdv/aAzMsNs2Y\nnEcXAKw/QZheJO9X9s1PTXD5uVa5mrC/clxFXthgny3fiEMyHIzJCysz+W/sIesp1OaWEo0LQclr\nL0x8LQgTOlOQ2JpLNnbqWAMxsepZJ0F2JsvU6WNQvImdb07YEqd1iBzBqCMQhP1H3SATDaUGMFYo\nyigfFXBc8b5rPiA+dPSwxBw2K2+twGNoSIPbF2EoGeCLQNIjqDb7wzx1XnOx/EDhOe9nyfnE9Wk8\nj8TYnvOj9+Hj36FeQ4qiKIqiKNcSR1oYuutnfwR4lr/vhg9MceH5Rhy68c/LRtiZbDF2rACU9Eoo\n/MTPF58dt3Iu31nHczTArPYVUq0ZMYQWfmJrx/SyMQ4abx43HCvIcNGu5FWXrVh14lNFtLwMg3M5\nf4oK2DvpFcfaE75oVq35c+Pak8KV9MaZXoZn3DhByLXhPLKcQDTZZpR73Iyv3DMeNM5TyHl/nL/b\nt1BOfqo9n3pqVz/b5SZ3kfPAmuwy6hKN4Oc8rLZvEd5La+5cqPFUCnGeRy507sTHp7j8nDmmT5iJ\nn98cVLQWZkwQiC4rTujkHCp2xTXbai/C/Do7hyWMcOSqpJahFwZeX1gUexvdcTeHyqEy7B3zPJs8\nryW/yiAjQ9yyyRCCYomk+5J2M2WUdVUGyvleMD03VB8pr6L9CEUcCSsT9WNhZM2x2t8n+w5JiTWy\nj2a+V+QlFPv/YFCgDD5zUTEw5hHkDk3M911MDGpEYbecfOipCPG5jHqz9cStyfxmTsiTApYbay28\nkYL8RYqiKIqiKMq1x5EWhq7/oDHUL7zQGOo3fMBsX/8huzS7eC72vFMIKOZOxKBG7Dj7X0iXoXSI\nhndIJBEudqnxQCnm5BkX9RSAyAvkkiVT7YtRQJv8OjQa5LLw3jFrfMSWZ69mJjQOaEWdym3b53wn\nlpXqhZ4AACAASURBVIT2RCMIbbfhXjwxHjqt1wswu+QLQh2B6FJtx0LNcaqA+UnnQcR2Hsz2DR8x\nf52IJr22JjZ8rVonlDuMekKoJ20ScQCgirF7oxBads057t5kPbp2zLHKGjwu5E6eO2CSbbu52/jU\ntPFAmpw1EyNFkPlNQeydaM8zcqWRF0kKvfZ40VwPwIQnzm+om/LOWKxOLlBs2fu8CIzHHm+LWJks\njSjiHdIckka0aIwpPiYvr/RoD6VgTANkLW8+4DGTbjyzbJ8YFPRNVnBJrnC1TAKhHKEoMU9SDHJ5\nrJJ5h2RdJwhxZJ9ozxMmxDiioVH78BIKzym5rHwgqqYEIidQd0SfiMjS9OfEslBwmcjPjDvGTRkj\nFKGbT6sY+eGJXDcuzPhk2HMOz/6xt+IT3/7qcf0riqIoiqIoVy1HVhj6nG89A1gPGCcQOa8QwPds\nIWbUpW8M1VPyBIcLd3dFIWf4yzwm1Ym6Ne5Lbh7WJ+fFymPiF1m3LXPvAMY7KMyP4jxg5ifQMbgm\nYqn3RhSqIyuJ2Xou6XI9az1/FoHHkMtf4ebKnYsz/ModiPkyuYpIejFd9AfptpsQr61AMNoyE7NY\nszmRLjGIWw+nyTbbsfseP1IokSFui01qvXsm5JVz+y/c015X55XjjjW5jWbt+TZ2nbuuW8DchvGV\nu8Bioz3nEw8DC9vn2pMTXLq7vemSiV5LBirC5oNuskWxou0HQJvfKGH815uVEYcI4ClHPQs6RISV\npXIJjRV0EkLHsgt1jWVswmyPAUEpucr8gLiQyvXk2vTCjlJjWsarKKaWUXDMJUKPXB+3MFp0bFI8\nkp5Uke9EbzvhpRS2O5ZBgSklNgmBLhTMvTDjwCNICujye9/RfH+xyB9UE1Bw+/9RZA7qmU1CnxCD\n4mJeVwFzghMtWpFZ/YAURVEURVGUIY6sMAT4yZg7xldjoFgPnsqKDhvtg/Kl2+Ptrj/Wltm+tW4e\n7nlmH6EnDJ6KpeSfmDb9hYmlO8lxnR0WSe4shSrAChi2vBN6ZGJm5/nj8KKLyrbvemKNGWescdCW\nq2fLlzvC+4iBmVhNjSfA7IJvSkytR5BzBZleru0YrEfQjt12IWV2u7ICkVuNbLHpjpvwJLfdeD8F\n88OFCL9zBtS0PWcA2HzQ9BHOFWDmPGq0k389Jpfb8tOL1IwHEIIdA6f+YuJdw4vPNxN84mOT9OpZ\nDC9/RxhOaMoQaCbVSemu0x27azdKn0AyxgNB3GzJrlLiWA7LiFWHwQgvot58Oz3HWR5PeSsmQrf6\niIo8Ye4ptyn3S5HICSVNOZiwI+kZR8E5uHJi3FzYMctV9cI6S3gIhR56Ke+gQnw3AkIUjyRkjjlp\nheN1qwXWEzm3tlwklKxaM0JuPeveUOxWOXT9idULpWBIdY7wFWm/sP+XJdzpcvN8qdeQoiiKoijK\ntcORFYbCMCvnOSPFIhBQF+0Dr/QokQb49BKAS23+IWfc7zyjapYKrzdbw3z65BQmAzB8F39h6ADG\n+Gge4oWg45ZdB7qrf5lEwPacxHgbTyMXfiB+ae+sXCN+2Q4f8gshanS8knbaOSr3bBJs0bY3t7AC\njrdtBSDnUOW23epje9ajaOoEH9+DqBGIrHg32bIeRSJpNdAKKVTb+0B6JqA9JgWXcsdc83LbL8eF\nuAaB8Up1m8AaEALRoj3ucNez3G3vzev/ctKuyFb55b1lpPfM/Tu3Hl3VhilYbBfgG6R65xQ9Blvv\nIN6oQDs2pGzKKJzXkCse88RYMgRHQl5iIWnFykLjwsqko8OqyQopSzFmPDmCXJ8HEOKCWsezxh0O\nhSJCVx0R7TZeL+H9EBFBYiIRiaTnzT4p7gR1OyJGWCbiNdXxKiJRPoEniovy4bUOxfCOR09pv7cJ\n7ivefPeSX8+17Qm+9nyaYdbib9GGazU/NDiPHZlYOhy780p1cwNzDVzfvSLO0H0u7xMxWcsmjlcU\nRVEURVGOL0dSGHrR95wBbjDv3SpfDpncWXrrOO8Q6WWy/qT/YC+XRJ/fYCpzyZhcLJuEwKHBI/vx\nllmv278xMaaYo5P82IkLVAWGbInWYKi6/Te/fgeJgotFe34up1FTRy7pvusLG+WOP5ZmJTA7Bhfy\nBbThYQ6a1609QgSquB2z9SAqrCBUO0HICkiLdRtiFghE02328ic5z6Z62nrvOEGrqFrPIlr481Ru\noTOPQEQoEAbs5LJ/neT7xbrvIeauebFo25xs+yIml62IuRBeTNLTqNwusLghsg57MFCa+/dkt3xi\nvywyNk+JGEos/CeZxyglTMWM1ysdUpYgJS5lCRZDgtGQWBSKLwmxpO0v4ubS139EuIqKPyIBcSMS\nSZHTfdaD8cXC5pJhZcF2KFr15VaOiVyhyBGG34aiW22/b9vvrZ75tz8McAGgCMqJ7+2mL/EdzbH/\nXRndFcjc95E7rwl3VyUcus+QmK+AgwznVBRFURRFUa5ejqQwJNm7Ad7DsDTcJ5F8wFT7IkmY+Lkh\n5VovjI16xs3D/fQCdcMR3HgaDxqxX4yt8aip2vpuXLRoPVSKSqyqFXi+1FOgdPUrX9jxhI1gTtwx\ns9JXK2K4lb/M+KxAs9VOtBOH6pJQVNx4AzkFoFjYzLMw3iJGIAo8hoKQsum2LxBNtmpU7r2dOxlO\nVlbtkvflNlDZOZuIULiOkRkQGo1ctO24Y86QLLft/Msom9LP/9S0a4+56xXrf7IFbN3TqoYscgTR\nwlaoARZJqp0x7tnxEwbNnaHITRkvLwujY6R2rMCU4TgYPpWI15FNFOyvWOb2J4z3o0CfkZxrQCfz\nD+UIQmOOybCmmPBmlbyOqBK9LyLjHRKJFuR7AFmxIhoSFQgxHQEozM0k24yUj46f/PJkV9mSIbXh\nZzJcga8JxyX/WDh+sp6h8gcAtt9T1Rqj3KVOcmeems9MVJgNPankebniJbfnVwJUt23FPmdJllFK\nRZVn//hb8Ylv03AyRVEURVGU486RE4b+2qvOAOGy7lIMcoKJeHiVgky13j7Q711ni1bA9m2tZSpD\ns9aeLFpvGvHgTwsAl/1fzL2QA8AXrPaEQSG9TBZtlY7wI0OP7JVwy94DRrBwxpMLs5LCTpMoWuxz\nyHNx4wMZ4ah0IV/2vKbbvvFS7nJzLhMnHtn8QcWuCyez2/PaDztCKzjVMxN34QSixoNoq8Jiw7wv\nd2qzpL1NSO1EmMqKS5MdxmLdilM21G2xYTyJioUQ2CpzPlmJgC21XYGtU9Z5Ydn5dCsUmYORhOCw\nYp9I/u2u8/SRGea37oErMl4KztieVM39QwUbcag2ISSe8BNzLCqFOBQ9WTThQZ6mI4zenPwjg14z\n8njfeMLhZXrjrIoD7UO2PXBeOWJRmHcoVieauJrguXn1et1ExivbavIDwfeqYXTDMuVy9Z28QkMe\nQ2X/dhj62Qkndfd24c+HTAANwAtNdf1QJb6nrZBUC09EWU56f9YTYH69iPuCzSckQ1tl+FZw3o3Y\nVqMJZfNPSpxv0b7nksX1GRZqvfMtgMmWKV+tD38Y9uN1pyiKoiiKolydHDlhCGi9RwDfc0YKOl7o\nlHiQdZ4kMt/Q9rPaB+laJJVee8I0WMxFOBXEKl8bgQEh+pFJkIuF73XixuqFelmhptyFJwgB1qAQ\n3kDuHLxV2GqzvxReR867phNGJsSEMMyt3OPmPJwg5DyGnIADAOXcN2oaQahZWSsIMauCkyJCuWMG\nUq2VIOZ2e1Zgsu17E5U7DKoZ1cyKR4t2FZ/ZpTb0rJgDszm3iay3xapjIuFsx1nGHrt02vQ7e8r0\nM7/Oz60kjaJ64t8XjmIP2L1R1BHCIQsvomrNDKJ4aorK5hLiipqwK5ZjFF4AXLYrkDXeAcIA909M\nGIApgy4azkUdA9a8l6pEpJ5NRtztoy0s8w1R500wjHgTS7PvNhKeOrG5iHrnRMqk8gcl6wqPkuRK\n9DkhZs0AkeU15CWVFl41rhFakPcd7L5nOudXBIJRszqXv9147A0IRB0PpODWZZvjR5ZjIfS4OlyK\nMZfdPHZSSJLiENfdMs5DqNgjr+9mVbA6yA3ncgnZsZrC8IQ0fzDi/T7vaZlonyryPMFyOP0Tb8Un\n/7F6DSmKoiiKohxnjpwwFOblkaxd8MUKAFistU/Qc+GxsXOL9IjotrXxaPvULo1/mWw6Fhq22PT7\nmWwL8WRPJJ2et4bHZLs1uFw70nAiK95QzU1eHS9HjvMm2kNjRNQz49HSSW7txjtnz0B3XkJA69Fj\nOkUj0rTn2h7vhJDtOYHIikm7gUtLLWObjKdRuWMGWa+VQG0EqCaEbMuKRXa73Kubtpu5cquf7THm\nVhCaXWTsnXCCFmwbaOrJvCiLyIpl9QSYXbDtC08vCozoxabvVeRyXLnQNuex1BheMgzt5laVI09x\ncsoQfG+dmHAwEcvUexl4u2W95bPtEtndQiOMQtmdTFAcLoHeUy+a9DhWJ3CCWJWXTyJPc6dv2ScH\n4+8VdBAcD8OnEBf0BpNNh+GtoSDk5isWYkZtwcarJhSH7HZKTOyMv27vgSZhfyjgBG15bTC8nDtU\noeMJlBuC5s69ngnPyNoX6Kl1sGm3qRX6q8Drz7XjLSnP3e/X3Zv9i1nPTEL4UGypJ7bD8DMYekGF\n95b7bhChZEArEPd5C3XuU+l95LrrE4XEPaZeQ4qiKIqiKNcWR0oY+pxvPQOIX3mnl4RA4SVTbvdL\nYcgZDlu3CSNW6BbTCwTnvy89abyVx+y2NObKnVZcoAUwO2fez68TdUQogbdC2cIXi9r97Nd14tKc\n/XCeQgpHaHLuTILwLxars1HtjELuCG3lnFujx3kFkTjmxrfnt+8EoWZ7XjXjM9uhG5Qdgx07T0qU\n2xWqNTPRk8tmkqp1sz29WDXeQ401YwUh2HFVU8LsImOxacrNLhsvo72TVmSyHlZ7VrhzMzLZAi48\nr70RZk+ZPsudwGvAiXd7RnhyuDmvNnzjVuavqu9o3bv4SeMyROen4Bvm7XLgMjdIYxQ7DwPy90fw\nQsiE506f+BGKAmTD1WTfXnlheA4JKnJ1o8YbIqjnaUgjxJ7c3MpyLE3Z8FZMeNkgMaaY0NMejPTB\nieNh3b4x5q5KFvTjXVtp0GcpYgkRIBCQXKLlNqyszWWEmqKrXHnhtxAiEgtvHFsvFOTC70vPEyj4\nimi8BW0IamFXAJTCj1fPUu5ZD0zx/0AVWSVy73ruiEONSOq8UCdumflgvhu3JsRxn/mCPY9BYgAL\niubtcp/fXLGz2RzpJaQoiqIoiqJcWxwpYQjwxZPoL+0lAPugPt+kRmDZPUWtB04kL8v6E+0DticK\niTrhKmdctt4oky3zMD61S5pfvNP8rWZ+6Fvj0TO1Roo1iFyZemLOsfWKaUMPYrk4wn3lXmuU1RMx\n/rr74C9Xz5JClDvmvIDKUPQRolBKEGqP+9suATUAP6RorwJPCpTb1nvIhYxt2e1piXK3Nl5T9hgq\n8R5GuKqmhOllm8Tarmo2u1Rj94ZuEiG3+hAAnPykuRDOS8gZjsUC0USwe9dRc82IW2Gw3GtD+Gbn\nW3Fw+tENzJ+3jfrczPza79rcmgDrZo6oYPCi21nUyCu4XZloKKcQAgEh4mDUX2n4sDdGYQCzE5Ei\nn7kOEe0r1zEh9OLxmg22vVXiROL3RosbGmufDR0eS2xHUzjFQoYSS7d7HkLc3d94MlnhL7YqWDSH\nUMRrqBcSfUlRxmkjTeiUFUls+KTzcmu258arhgFgApQ7BJn02ST7b98DIldQhXaZeNdvIMIvTpgV\nBqU3JwCgsH0ymTxkk/ZHhnLPv1fcDwT1GqNeQ3O9qg1GuU0mP0+fABs9AN9zJxY6lkomnesZJPta\nEWEfmoRaURRFURTleHO0hKGcX+cBVNZLyO3fvqV9gJYhZLJeuOS8DOUC4iFsoQG52DQC0e6pVmDw\nEhELEaeYt0bPZKd97/ZTFYRsVVLEkYPwx0IVt6t+yVVyhA1RLLgJvyK2264dcf5tHiErUjWJpbs5\nhMKQMRKCULG3aPqT89Dsmdhl152X0aRo2qunhVlJbrdCPS1se3UjCDlhynkTyXMrd7gVhy6Ycjs3\nFSjnZqn55lzEPC02jGeRE30W6+14ZU4nGXq39XRr5ApvNrca3fSSEIc+toHdm9t54ZmzcKlj/CWN\nu9CIDOBSeJSVaMSj2BLxciWjPpJeKuG43HG5OxQsOg1St45oaCgqrUPkdJgCMSjiHdEIWAlPH0/I\nCVfNCvtNDDa5YnxizACSIWPJ/gb2e94xtRFfPG8WeW+lQocifYReKlz45RYnzYkUdvW8et1sO4HI\nW+GspuZ7s5ibcKy2YfKT+BO85NFhYmkpJi1OoP38RLx3TO4g6qxoWK0zyh1CtdHWqe2S8sWe8xbk\nVoCLfUCSFx/+fHpzKz8A7XsvYjQlzobsVxQKTinT4UxRFEVRFEU5JmQJQ0T0SgDfDPP4+RcAvgHA\nrQDeCeAmAH8K4OuYeS/ZyAAv+fYzgBBZZCiPGYT544wGF94DAFu3MjYfEd4pNTwPCyZg52bzfvMx\nW4ZbAaYJkQhCIrhoxQBnnCw2W5GnySvjwkacsOOWsGeTB6gRhTxPpXblL7f6FbHvcePlBBYhaWEY\nWT3p2qpUscjR0xWRpFjkBCq38li5UzfiS7FX+WPdahU02lsARdH0h7putk0/toOFU15s2UUNtu+L\neQ0ui2ZOzHjJ7ifUTTlzrJ6R8Sqy45tsM/aua/ucXWDs3kjNnC7WrHcQtcJPtda+lzmimutPwPxk\nzPhr39azVkycXmwFycnlAovrrFG8V4Bn9fCKXR2vE6GWSM8MKy55rcXEI2kUJ4zM5nCm8Zc0FCPC\nkJ9PqKtyxXSvTuhYYnU5KWh4BvTE3TtB8TAHlxROpJgSEWRqIUgkxxWcNxfpvF9etYQYl1qVrDfE\njMQ5iOuUEhWi4Wl9Hi8D+3iCJqlxtdFOUDGnrshWmPuTbKiUC99qxicFEuFNxC7Bc+CpJMUUCm4s\nJ+oARnziAuBZm7OrnnEr/Ky778Dgu3XG3tz2EpvXVDn3/4VMhuQ6CkW84Bx7QyNXQOx7QnMOKYqi\nKIqiHG8GhSEiug3APwHwImbeJqJ3AXgZgC8DcIaZ30lEPw3gmwD81LID2bsOmIkkvzs3dZ9E5Sov\nl++sceMHCpx7vnk63rrVPuQ741kKPLbexmPts3ZRo5MHQ9aR+WNkmEZsqXL5q38jCsEP5XI5MBpv\nIpe8ea8r0Li67QDatgsrHNUTakSksmrba+sLzyK35HxBfm6jyrcsmpxDJaHYq5uVxrgglLsVaFED\nREYQcktq1TVQcZsPqK4bNxJi16+dQCsQ8bQ0dQBTjwOLjluRqljUzUplEici1RMTWlZPCXObjHp6\niTE/SY23kDM+FxvtdZifaFcj41IY0wWaJap3T7X9eSsc2fumKtvrO7lk3uzevWPsvrkp1CSODukz\n6jzrD53Qk7oU92op8pCECYdtP335RVhYu7FFysYYhI0IIPe5NnNCzYK2on0L0csJN54xT/6c8wQA\nA5VYLcocaKtMtn1RGRBLkqMVGLwV/sTY3EqELvl5PfGPA/1J9dvBwhcNgCaUrBVE/P0dwSJU3aS4\nUHBXFJKCFMQ1jN0yKbHONVmgTXpe2xXMSjZeROIjzASwXdWr8QoS42iSXNfUnqOdkyZ0TYop9v6f\n2DBfI+IT5tfZEDDnCeTamLZiTLN8u7g/wnxEg5+BcPW34BqaMmGdSHnvxEQ5IR6ZuTAKUfM+bF72\nnSNSuaKNyMt+XxZdnUxRFEVRFOX4khtKNgGwQURzAJsAHgHwhQD+kT3+DgCvwz6EIcCIQ442uWm7\n7/LpCic/XuLynWbn2RfX3q/CXo4h8XDvlijeebrf3+ajtgsr9rhn4GrWCjPO2AMCIYlMf9IjoTF+\nufUCAgKxSHgTFYvWE6cIEla3bQoDtWqNljJIDu2EFqoYtRVVJnb5ebctcwl5XhBh/iG38lhpQr4a\ngWhSoNh27k3UegKJ/lGgVQOcN1HdegiZMVZGHIIrS8ZDibn1HlowuCDwpBWzqrUC0qDlwuSVcqGF\n08uM3evt6mbbbV6gyY7xHAJEwlkyIWAuhxSTLwaacZq/l2933kDtveaS15p5QQcWIV5L/bIfW0K+\n5DZ0LFG2k4smxcBqaNk4I7Lo79Bf1czuG7K4bUEpxjphwLVX7HZFQ56wb8xHTrDcaus50c8JhQAw\nO2ca2Dvli07NioVWDKpFwuJShCKybdOJkvU0+MwFQlln9TApznmJn8V+svutl1G4xHxH4GNqBaXG\n4yYQRcPQtqYBf6xNmyHuOruEysRNqFi5U/jeWnKJeZGQuiMCRVb98rxmmnvLXrMbGLPz1hNoQ4gc\nsk449pq8OcmPbUQj1Hh1xXl4pAQheRvXwfGYeBTc0jGPKa/PsWQmoFcURVEURVGOB4PCEDN/moje\nAuABANsAfhvAewGcY2YnYTwE4LZYfSJ6BYBXAMCdd94Z7eP0/W8GTos6e+1T8vRCgel5IwoBwKXn\nVCgvS9XH/tkNnn7rwDAqusbVpTuEQS0Mro1HCPWkNe6AiBHk7J+FTWgqvAmcKMRlsBKZfF+xLxYB\njUePXKGsKb9ggMgmpJYnhg7Fghuxh6eEUixH33nQZ9GHEHeMx5BtoyxQ7C6aHEFgboUgAMTcho3V\naL2HhEDUtCXCyQCgnk2Mcbpg4yXEbZ/u/JywJc/Ji8CohDi0ZfbOTxAm262wN9kNxCEXaiaEP2eE\nVWvohCQBwN7TKsyeKJs2HNUGo77R3AC85+IG7ehSqwgFxn8Sgl262vcKMmKBf1N28sQsYxDG2gr2\nRR1UYp4HiSG0x7sT4AkfLjxMeASFHlj1Wu0WGgzEtEgXoq5LilzsEeqpb1FLj5HpxVYgqqxwuP54\n287kUrfrxSY6IWcLK1BML3f76IxTvncfpTJYaUusBhf25YRr2Y+3ehyCe6fx0PHrdLyPBu5ZYgA2\npAzuBZh5JzRhZsVe0bkxnGeXHLsbgycKNfmTAJ6ZxNLuu3/3lhprj5sCezcw6lmNYi7dPU3bMr+c\nzMnkwuHcXHSuUR+xD7k7j2AVs3Y+7f8B4YdN9usJQpF+hcdUdEXBfYhCiU1FURRFURTlGJITSnYj\ngC8H8GwA5wD8nwC+NFI0ajIw8/0A7geAe++9N1qmOOnHWVQ7ExRbJaYXzBPy/AZgdrZrqS82u83F\nQlbkg20d8+4QD+JrT5HnBWAKtH89zx477GLReiXJpNMubCkcly/4uL+cOB5/j9rf73LuuDKNl9B2\nYDW68QhBiOY1IJe7bwQhAi3qZuUxJ/4QYMSfipt2mrAxIj9MDADqGly6+Csn7rhQKxdeZsQj53lC\nzG1+IREWZ+qY1cqIzRL2gAmXW2x2LZhyJyEOTX2hrpLeQtZAvfxckU/JGph7T6uAzfYmKM7Omr/1\n9QsQARxbTU+KJdJoyzXgCquETdBJOM2yHa9TWyy16lEugcHrhbA03iYcNaRJfHYiTdm64n3JUS8g\nACYUynqfNHWkJ1LsNOftTleXGCacaEGorOg0Pd/9fglXrDLjc/1aMdg271aqc7m8uGg90OanWjF7\nfoJRWiGjbxXFtmNTrp6a7xi30l5MEIoJSl5ILXW3zYkGIlHYDvttOw3E83ICzMpjUyt22JAyFgKR\nE/zrWQ0UAFlvTy65EXC4dNviHq9bkZ4qP1m1STptBacFYft2O5n2T71Wo9gtjGhSWEGMfR1HikAp\ncYiCOuH7zk43dvk+4unTegWF4hHDE5L6hOXONfPDzOAf8sc8QFhOw8kURVEURVGOJzmhZC8F8Alm\nfhwAiOhXAfxNAKeIaGK9hm4H8PCyg1j7qw3svsDEYVQ7Zkj1ZoU9YfTNzhmLbH6d8H6xBnKxR93w\niTp4Tmfzq3S71Dv7XhV2/+6N5s3sPHm/KgMAJbx/nDEoDT15XIowRST0LEsUcvsL8kK/nPdQURkv\nIZc0erIjrM0+z5QmVxD7q5mJMLF6VoKqug2bo3bSmMgXmaT3UGWMMRQFqG7D0cy5i3AyAFTVqNcm\nxh5qVlSzIlfZ5lNyq5VRZcbaXM9pG163WCOUu9x4EZW7rZEuPYUqqQUwsHeD2JwyJufNvVjeZZKX\nLPZ88aC+NI3m76ECwhGra1Enc4PA/9XfzEGn+VYQmnAjEq1sxaL9aEizriLW6F47+e4X9VoNCC+h\nJufMVNxnsZC6SKidEyOkIFJfb2/kGYCt9prOT7arawHtZVh7sh278xZyS5vLckCbl2pxwoy13DEH\nKyteTC4VJulx6OGYEvdq+KGKMU8uF2om25BJrEmKF+2+TqiZvS/DVcw8jSKSz4qs1yS779SKmntB\nrozHM/Ol7K4dz7gRh+qp8fxqt4045Ly5uLCdTdtxcMnmGjCAIljdbMKNh1i9VoPm1IadRe6dRgQi\nf8wyGbin+bBft/1/xApLFZkxhKJqEfmsSmEn7CRXwZFeSIFI5MbVjKGvyd4l9BRFURRFUZTjSo4w\n9ACALyCiTZhQsi8C8B4Avw/gq2BWJvt6AL++zAA+67vOAOtGHAKAQnjZOM+dnVtqTxACrIHiDGSX\nb2TRXQXH80Zw5YUxL0NXnPAxveRc84VHz15b38sfJFcaC4SeMNmzzBHUtDvvCR1Ddz/N43mCikVt\nRJqKm5xARkSKl5dQJVYGs/Ubz52aW5Wj8QBynaKTwPr/Z+/dYm7Lsvuu/5hzrb2/7zvnVFV32912\nHDvltp0QpEggRfDAC1Ke4CVPIBDkJkR4IIkSNyFOFMgDkeIk7jZJkCIsRSgGRIK4CCR4QUg88ECk\nEJAiZAXfOmDcbru7q+pcvstea87BwxhjzjHnWnuf75S7q7rKc6i+2muvy1xz3fbZ87f/4z+ACnTY\nG1Kb35AaWPMU2nQyPTaeA/oBMjGKIopWRrra8ZUJ5Ey8W1CUjpJWttxsjz1d13vAFBn0xVeIE1PV\nLQAAIABJREFU0QECgziBkdd233zMLRAx83M/KPeDPv8rP/TtRg3wmp/1zb/FrSsKErvB9zdr97E/\nuzegbdb123Dd72OCjwoG947JAeAyILdnNDp7bBvQh6pCQQplveZVWgO/pYDiW6Lsyp87tWDgJgGn\ngOVz8kAawKJExSA5HUUNM7+qz2+eqz+VfU4tCoPS5xeEbwrBOH1vJcHxRZS0U/PToV6tsj01FpS0\n+qAHUs4TyPsQ7W6/UbfYAreSA+WNyoxYvYncvFyvhZm3kwM5OAUgMnjegYVR28skKi6qEIcPFS6l\no4Mz1nlNv2qAbFHddDuyezMLtGJAlEj9ObBm9McEWP/skK1tf852tq3Tary9EmAKKtTTd1E9uKfi\n2otHPePbD9JzSqK27QGCRowYMWLEiBEjfqvFYzyG/h4R/VeQkvQrgP8Dkhr2PwD4O0T0F3Xe3/qw\nnbABFlDTN+6/bzugaAYr+p13U44a+iXdLGqMTcxcVQZFceG22aka1FcSIj7vGWSqIQ96vEG0T1sw\n6OOroRWYRBegUGNErW2sdeARLC2LgLD0IM3LA1ybawbPpgiqJtEFQEUSyuEBkMvZ4a4CWRMOIJVq\nZQ4QmWIoqHdRPk5NOpkM6Kgc73rdlrVfnrZUIh3d4FgHWVIFTtRDk95np6ey3vpUDycBD7+jEr4Z\nQE4B02QXiHE6yc0Spoz0oPvdUcg0v/47oOROWJ08Nzh367Wqt+39/+h43VjwQuWyXTBk23n/n+lC\n2So7np37pJwfbz2jBx0dWEhph0LZyTHlz9GVSz9qCuQ3u9zQ2Ckx7HNFwbIN8sNCxWMIqEbSliKa\nruo8Mzm2z5H8uQW4D7Utp0yyKl1e5VNUJxs1SYVH5mfmw/pbtrc27K8DDudEKH1aWHtPXrjvmECr\nghdL1UL9DKQl1JQyt692AqKuYWqVM3bPhG79PQjUv+/7TBATa+VCe5C8bJKopr/158Wdg7MqvUxS\n9XJi4BTAx3yWtdjzbYqt3TZ39n0x9j5PdiDRpiP+9cxqI0aMGDFixIgRIz6d8aiqZMz8FwD8hW72\nLwH4Z36zHbj9gdd888xUv+de+EIu8v923uZ95MbY0wYr8/t1ZlXy1PX2Sk3H03a5QRwBPa5vnqmU\n6mFuewd3ogdBCogaaOSX5zpQolTLxAdffaxRDLXzDQJZpTGeo6zvPIHMcJpDkx9VQU8EkLgBRLxn\n9lLMqZ3f0JqBSM6QOgkc0uPyKiCOhLAwTm9t4cByXdPZOKLZv80Prmz9/Ao4vSMD/NvfWS9kUBCU\nloD5akXWna9aet7UQhQZnML+QB5wIIXb5dTOo2402zCTvRH8XhrMXh/2x3iOTu70+VwYbPDbu0bI\nA6UeLu09p7v70GfC1E95P+0svD837/O1u5/Vk4b1AZ8+e9+ouzgy+Nlaz9+Dyz3tzrWvdLU+kXnp\nJuPwTU1nVaBoBtY+0uedL5WmsbEBRALiHSn87Q6fsC0Hr9e2/xzzqqFyfL3q6LHXuINGwGsEIway\nCqxEMfa3fpn/EYMAA3tdKlNzK+26s2P7DJyr/mXve5Pn3C2Hu7Z5qy5tjlE9kvpu7II1W9f/8GCK\nwMDic+XT3LoT7dNHyyE2qkBs740+LkHmPl5zrs/CIJ3/w3/jy/jlPz58hkaMGDFixIgRIz5N8dhy\n9d+x2BvkANh6p2zHpO2XZRtUkhskWbWWxq8Em3llvLyjPvKpYjaY24NCzTbeoNpX71qhlco83LGO\nOSXRnuE0teXme/Np1jLxzbaLo08eEJlh9JqBlACDQA8VEIWTHARPAoQodXkqIQgcYoVtZfznRiZ+\nQMsscIhIyteHUFLTaBV/odInAOmqvTV5IqSZyrl7eLsdLacDbQd4LIPTotpY28pOAHD98wc8/O67\ndrNvHvFwqCvGdx6Qf/1Kz42e35uqJro4Ct/99V6n90aZDvS0g+eddnsOE3baswgOil7yEbnEac8N\n4K1ZG0jvrJPXR+acAaCQC3AyWEZfuyqnctLKXvle2jx9fgHPQHjV7iOogmm1tuwzxcyt/eoJ5dis\nfD0iI76sK50+l4oiyQzG48sJ+W33IfDSVHChgGdrI5xoc93OpXduFTAOuOxAoUY15LbZa2vjLeTW\nu5hqdnF7Kp+pxUMoMLBIStkeZGkP4hHA09aLvO2XV+X5/CyG3PdJQBBDz+Fc++pVYk0Y8FHfJe+r\ntHlePMSxvVuaoFYQ3KjyOj+hjUm8h0Pnovz76MmV7wO1nwvnnl+my583I0aMGDFixIgRIz7V8bGC\noR/5ylcA4KI3xqVqS425qi0zQDEBXKUZMi9yKXdtXibHb24HrB782JflsAeNGlWRDgKX+h3cp4TZ\nMcYHD4V4s32TLrZUM+jwUE/SrgIpo8CiUumLqJaYB0DrClPulHUigTwEAsp7xNhs39Ykr6BHIteX\nXvDhtyNqzKn5qFAqbYFQOqriQiuP5ZlKdTLzeVqeOCVCqIPnsjsbnOk5iydJAZpfAqdnMu/4c9dY\nntVt0nUGnajeK7fX1Qz52spToaOW5wZwXpKB7f18AQ5xcIPFSxWK+vZsvXPBVQ1Rx4t+tO/W8236\ndsuD8bgRJJln0w5woK7PtNNm/oLkbx1+8ersPvKTVODQ+qD30V0s147WAPbpbgngK3t+7J40mCDz\n09NU5xEAg0qqhElP12pwbQohgyCJSmqZ97axz5IGRpy5hQrIDu06fTl1JlSvH2t3r73ukl4qhnUu\nPEhp1DQrlepffR/J+UO9UXpSL9fxCiDC/r1ps6IDK86YvPVm4gKHdsN52e32qwNr1qbtp5AzPW4+\nk1bqo6keZ/sx+H7h3Mm/Adv+UqbqZxXP77d24PLiESNGjBgxYsSIEZ+++NgVQz7OSvt31mngA7EO\nSup8UxUsb7WN8cSaOhZLiXkARS0UemPpsJ9W1sxb22/S4kXkoZBMN/vrAVDoQFLxIeLWO6jMdwbR\nClU4hDZ1rIdCgKh/1pp2Rg86f4plmg9RBiHZaBaVbWWjDhD5edHNb9RD9YIRs0AoNcvOcwT0WMLK\nWG+mMp0nQp4I6UDlXJ2etqO4bPuk+r4MXIFuQquUKRxa1ZD68EEtax8fAtabei3SW3Ie6D6Anquy\n6XsEVKQ7fW/wIWTw5lf+nVF/M6Dkuk0PZVDX2VX1nBvE+V32MGdvdQ9qLjS+6ZZrM1zwKaJHjDYp\nqFH0zu0V54S0tBB3fmkricRn+Z4VfNUBqH4fa6iKlqdJjvVhSwUoUU0NMngSUL1nbJmZjXvwo+2V\nkuvlYBxgNq7A5/vaQCE/j7EFGQ6KeBDagB53z/ntvWrxLFD0BKljNRuY1ChWICllBlZ3wOCm/a6v\nrURJXwsgIretbucBkVfdKBwqIj9GLWJw7va89Oz0cMjft5PuN3J3Pugsl2my5oK/x8707VLqVzev\ngMCdimxnFVPdtj6++Ne/jF/6EyOdbMSIESNGjBgx4tMSHysYyr78tP/y2VTE6QZG3sQ010EBT9yU\nVF6ftt9mD+8Zddr2o6ksZkDBBnDuV1qvBrKIS91v7LyGgApyzlUqMwDk08SoST8TiENLdmMUUzkI\n5CmqopOTNVmKFxQQGQgyWMQMrHU+FiNjocIiAJgiYH33gGjPR6h0muSPuQFCAIoqyaaLeigz8pWm\n3CjcWp7W2zOeGOuVKIbMh2m5afuwGVhlgUQFyLkBdXwQz6F4J5XJADFBT1eSSmQKFQDA3YTwdAGe\nbg81Xq8bqEOBa/WtflDlB6GXfrn3qSU9CHqdauhceDXBY2Ub1oW+q6Y4WkMxed4DOxZ73uRlF/bc\n2rN85rzEOeHhh+RhffKPaqrf/EpeT1/QZ+02go+dDHEWAhO/pfcUA1BVUbIS9X7QfK6/ZkycaQs5\nuMIgU5sBcNUKd9q7ACSoA0CblFsDH0C5QF5Z5BU7hZ9QC3VsmwYOeLDi92EbEcpntJkm7x6CrRO4\nwo0Cjt2K5RjctL9X985R4x9EtV9NB9ACG4Zcu5W2aq1N57v3r/NBso8xX4XNjmUHmO76OZ0zeXKp\nunttbPr/hp8Nl6DQiBEjRowYMWLEiN8a8bGBoR/9Kz+NqN/skzOR9aagZVBqX7C7gQKHOhgo4AcC\neh6+h3H8hoxafPUx1naa9DX7/n5CU6IecAohS//gCn6aea78fNl23X5DDw/eDJo32/j0MlMChZPr\nrIdGKQnISVw8hKg3iLZ1fUpYcud7NVWQmkubl5AHRpOme60s3kAA6knzEK+b9tXLPBCa6wiXmJHn\nIOqnzEjX9WKFhUvlMfMGYkJJJ/OeQc0906kiONfBj/doiSdgVThkFcrCImBo+pUrrD8oZczopt4Q\nXg1UPHWCKn72gE2ZtyPH2PMQsfUvlo7q1i+d225S5vd9s0fKdasvTHQBW+1G6J/Trpt5R62wFx4Q\n2S1UhGk68H75o/JgHr8+b7YHAHo+F0NqQMvUowIbD5jjy86v6u0kp+zey2r09HcKEABlP+G0Pb7X\nwqA9+NFfYkZJE/MeanJNDYq4BrpqXg1vcPdcU+2L1YPHpS+yr8zVKYw4Spl6O2afIkUJQHDcTFOc\niooG2KYgXgKo/Xp2fhIcaJLzsMl+9O1koEnNvARQdh7Xssjtw4y3s/Osw3Sp4R3+s1cxjKmkubXL\n8Phz9SFjVCL7eIKIfhDAzwL4PggK/Blm/mtE9FkAfxfAuwC+CuBfZub3iIgA/DUA/yKAWwB/mJn/\nwcfR9xEjRowYMWLEJz++K1LJ4l0oxqVeRWTRS939IOWgFcVK6Xd9PX6Dml/L2wZre6YW8r4ftVy1\n2xfbvB3Y85p5RTW0A4CsrDwTFRDkt6HVpYP5kvEKfUrVMKLWILorSV/Cq4QaQOTLJHlTnlDhUQgg\nTS9jhUVI3Kaa9QohB454syy41EBCnkI5xvXG0nEy8ixpZ0kZQFgY67UqMyxzKMCpYba/gotBd7tN\nOlTPoekWxWcoPgDrDSP+6hHpt4lyiDM1UMjKqPOZX9uJnGqoh0N+IKcDdRNYSaNVjVHTfN4A0+yt\n2t+ie+qhzuuH/XaWtmJAxXn1XEoh8/G69TaKIRtAe+bxQm6CeCKkJ60qiLoBeRmARyC8d8D0ikra\n4XQn+1i1zDzv8KUCjy6cz+CUQeXyrtsNLvqoYQtx/LxGKbSjJNqEhy65mh77ildeXWk7rmlqXNU4\nGciTrYtSdcz82vKBgcggA0Su2Bv6Y7HUKu1X6avrw6bMfJl26/j17bxG1AqWPXRyqs/Gm+kSZPHd\ncMbZfr1S/OyQpU/+/ttp502jqU5mqqEGfO8YVn+bYrdy3IjvdKwAvsTM/4CIngH434nofwLwhwH8\nz8z8k0T0EwB+AsCfAfAvAPgx/ftnAfxNfR0xYsSIESNGjHjj+NjAkP8lfX1Sv4Fufpn2Phv6BX1+\n3yr/1PX67b1KqP/yb9vFB7c/V7nKB2WvGqoDqqIQaqqA7czbg0LmObTkMnAI3hvI1D9pOw9AUQ2V\n8vNE1UPItQ+gjqodYGqmPdmwdTkBwcBPFjgECIwy9ZBVFnP9gVYwAxwEyjofog5iM58OpjSo02HN\nWJ+ov1AClutu9EtAnpxa6IizwUGub7N55rZqGmQgawNfSyvLEVi/T4lhJlBggRZdd9hVgSJyqqGy\nwvn+XfyVf1dJpINmP+D8dv+yb8eya5DbAqHQgKHcbPebHUIWQKQQISc1de6ON76KSGoenT63wFKf\n+Kl6ZX2wpT0h6Tp2e36f3CTTMSH96g34cw9VxGPw0zyI9gbKm7wsdxx70LAXyhB2VUNn/YX66OQd\nm+441U/TRr+8mDF329sp3KuGNjF4YoSFwAeWtM0OEG2AjFfyABVQMur9vakuSLvTpeIW0KqH+vLx\naAFe46m0F1rFi8P+uS3v/fKiluvg0IUoHGwvTW1PHWjnr0sts3vo25US5m/tjXrIvf/if/gV/NKf\n/PFvz05HgJm/BuBrOv2CiH4OwA8A+P0A/nld7W8D+F8gYOj3A/hZZmYA/xsRvUNE36/tjBgxYsSI\nESNGvFF8bGAoHes3zHywilbdoN3BoHASScj8fOfbNrn194LaX+ybaQd+gPp9vIKfrineTw+JRXnk\nPYd00LVUs2cDQKWsPHcAyKDPHhTq08hKupd6vLjUMSxrVe+sqcIdrxLKF2QMtizEuo1XD02x7K+k\nieUMRAVHXCuqmbrJp5A11yozeA7IUbyU1hvzGpLjXZ64NMGVkQ7UVB/L/V3Msszmz7d+8MvFyDqe\ngPUamO6AxVLJTkC+Bg7/+IjlbXeuPvcAIhYxVbcvC2/ELGlQvOOX04+M/fZb+PFGcWkgemHZZsCr\nMEy203OnIIic6seAUHm1dX+TuSg57z/IRMD8uXukpS7P1vnUSW7cZ0nWSnJZPYUMGDbXF0D8bbdI\nq7ST79VU/GUspc0r5FD1lAMPppjpU39YP3vOWdT012XXs4dbKCPqOG636Tfx8whbANVVO/PG/cgo\nCs7S8djxmZlLCl02w+8llOlwCuh9f4ghZeN9Ol4POBvvn/2btmEv3sfIPs4IBTg16q1zvl+lsTM7\nubievoYzyx8bdp7dq1d4bUCxwiGOO8u+0zHEQ9/xIKJ3AfzTAP4egC8Y7GHmrxHR53W1HwDw/7rN\nfkXnDTA0YsSIESNGjHjj+FjA0Lt/86eAmwsrNL/Eygst3ToXRA1F+eC4R4E/us5eSfpSUt7vS9UZ\n1UTatVnUQG3XBB710gBG2FHySIqTblfSx3I97gKSvGIoFYpQoVG3HBAgkxJAQZZnVQKte8YntU9y\nEgz2dOohQFRDSWFXlPQvJpKUMoNAMdZBnimGrAJZv9vZDfQPoZy7VRVD8cQ4PdVBqPoLNV4rbqBr\n+xQvqLoPcoPGeDLgRAirVCiL9w4OLVKtLN4G8Lu3sgurZOVOs4dENr9PgypwqBkAU305O/Dj4rd1\n1mT2TVRD/hz1Je2d2mUDvh4Zgbh4DIUzg+r0iAGsATXfPcQW4Bi0Or2oBtQbNVcipKdrPdVLwPq2\n3AThG7F6Tn3rgPj9dwCA9eTAZa7nghYqACKryX0DJ4pSsN6bpX1LcT3PA11D3THspJLVzzrpxF7F\nsV0A5PpcVEHObJqj8xayCnuMjWrGL+eZm6pbfKWA+hSK507o2DMHLp+ppY8bOOSAm+NTpc/9tkCr\nHnLPCwctR0/dNTgHpkyt9hiQ6k2vy3EY2MH5a+32bUoqUsWUKYg2z3yvGLS+A6pwgsLyM/Brry+X\n2Ndj4NmI70gQ0VMA/zWAP8nMz+l8oYdHXVUi+qMA/igA/NAP/dC3q5sjRowYMWLEiE9ZfFd4DJXy\n0fbFvgyIzn9z9Z5AQDUhlvZ0HVdaPs8dKPDVxwJqFTLfrx1D6Q0oOhUCsKlABkDUQkADhco8VRJR\nRlUI2XoZ4h8UqTWO7ryFQFQrigEtIDJasVjuXKjTwHl5ClGrEvLqIUBUQ/NU9tf4DRkEyrlREpla\nqKia1OyF9ZdvAz6UGOlo/kJc1ELxpNeY5VpKW9iktwB1MJpnIN6zLxqEHFG8hgAxnwYD+eCUJM+A\nbIboX78CfUFMqNNtTU2KN3Iee4+hklIGnKmudXlk9SjV0JsAoQu7bCr8+UEmUEaGphAK5dUp2V4D\ngvqIO5DBwpQ/e2ojM1S389lnzITDVvlm4+Prn9d8QwbufntdjwOQn6lf1oPeiymApox8r+8zEPSz\nKd/otqpWMiVKD4UB99nSecK8SfSpZOdARQNO+nV6VVC3TgE8xhICN35ufdpZs42HR/3n9MSy0Sk0\nbTRpU+fADFuj1MK3nR8CNtlXeZv+ZabaAmBaY+2i7nrMNbJz1KuK9gBQpvPL9pr2Kan9udjstFu2\nEyW1bGeds4DsTDslo414mFJ/BEFEMwQK/efM/N/o7K9bihgRfT+AX9f5vwLgB93mvx3Ar/ZtMvPP\nAPgZAPi9v/f3jqs4YsSIESNGjNiNjwUMBVfth19TwQUA4ssInoD5hfsl2ViINtX7DfWgJywOJrny\n5QAEwrBbRp0nELfbxYdtny9CoYWd8slBIQBgLlCIOp8hJgL5EvSWZram4suDkxuZmhJoTTWNLNc0\ntpIGdo48+FQ0ZmCamtSxAoimqaqWLKWMSECQtR1aJZEdWz7oLafpY2X85DxO4kMu1ciKuueGmgF3\nSR/zigM3SC5w6EAgrV5mht/puAVK+dC+n14ErF8UJYmBnnC1FjhR1CThfLWtJpWsnHLeDvRsMGz7\n2o5tz6eUXArqXq3EfKFk1KnzuKaMuYprABAvAKHJPIbeIJWsh2ax98rxy2lfbTQpnDNoZYqfvO7L\nnq5/JRbvsfvfUSWDvIZy3LyGqpp6kNSo8LDTXg8lUn+d3bI3HIr1KbF9Wljf6KWKfJt7wLY55z3k\nlgGqQCH9nLZ1XYGAsm5/jEulCgVI7ZKK/n0LhIrxc6aSpkYPAXzMIoi6Dw0oKuBnR31l1dRsv0Ul\nVVQ/3bZnzlmrMEL7GdQf5x4c8p9Xj32cHwmLOfDmODae3g74bHbvQSO22/Xxw3/jy/jlP/6lRx7E\niEuhVcb+FoCfY+avuEX/PYA/BOAn9fW/c/P/GBH9HYjp9AfDX2jEiBEjRowY8WHj41EM7Y2z7Et3\nU4FH5mWtPmS+H1ZJTMog6/TeL7pwqqEdY84CGjrw4yFDWLEBRWWZmUjvlKWnlQEihJMpZLy/kBtk\nL5I25lVBxWdoz1DalDyZa8qYTw0zkJOzQBqiFvjknRPRRzGsXgUCWbtFGZTq/JTdfK4VynKWdDKd\nXxRDay6pY7RKxTFKdV1KjHQVEB8yOBLWK2kvnqQSWUiMFCUFzMOhfszZV7IDgHSsleooSboYIO3Q\nKsbTgGy3PGXg166QPys3EHn4QQKD6JwCxv8Sz35mF32fS7UlNMqJi7G3r41yxEMEvbcuVdzq+jSp\nIsdAUNCHyRRA9v58xsNOty/QkrwDgWJgZBu0KoSx1LUChCwVTOc/+b+qO3kxmzYAaLvQNrOqhkr1\ntUTNuQ13sZy7WqL9wvHl9vWx0QzEnW1So/Y5B4Xc67lbp1H3kKzDvlJYD+gCy2eyQgyec214z6Sc\nGFjbc/eY27jZp+uGqYDMJwpMwE2S5pPAIlJw16phur6ZGipVVZFNb1QxO0qa5rxNDtAyaqU1v759\n/vjj3mt7Dw41yx+hFnoNNOKd67QHfM4d+4iPLP45AH8AwD8kov9T5/05CBD6L4no3wDw/wD4l3TZ\n/wgpVf8LkHL1f+Sj7e6IESNGjBgx4tMUHw8YesxP6Cr7l/SG7frpat8EepMSZpxCj9RAT+NRA/Uc\nsi/ICeBIFcYwyqjXAFEDg9wACEBRBck8gzyaNuaWhdMKDgH04KCQgRsPj8o8pwSy9DEPhdI2pea1\nfkKZW2NqUyLZfNveq4fmSeZTECi0VvUQEgv4C6EqiSKBUqpwyKWflfMYMtJBU8hOjKT+QtM9Y9HS\n9fEBWK+opgau28G5H4yVFBpXnMpXIQNqZTOOFQymKyB/jzOhgihJbABYoAZvlS9N2k3jCbIzAmyg\nDu2mkW1SS/a8Rl4XiWrfbRDbnzeFO1ZtLFxI++oj54B5cvfwhec7nTGW9hECg7v0MWZCIMaaAohY\n2jkDG6avyUUtVevskdHqh1aqHqiQqQChruumbpxeVjKTru0zQNa5pBZ6k2i80tR3Zgt+dqDQxUal\nLVPIbLbdq6zFqIDeeIwVCOB6DzHXY2eCmlGTgnWd76GJr6YVuVYNa+5lub+ZtD9OUUqWoqZl7yky\n+BSAuZpfNyliUftvbWSI2smOaZY+MFC8fsojNjNopS0QslM0542fz0bpNbm+uMPbxLn75pxZ9uvu\ns9f9++ryD89644/4yIOZ/1ecR/W/b2d9BvBvf0c7NWLEiBEjRoz4LRMfORj64f/oy+03nzOy/QJb\n1gCeMsJtxPokg1YqA754r4O5XP1heAKKEWcCUmyNptcrXU+/xE+SLdTAAgME053MD0lepzunsrAf\nzQ0UFWCUkVU1Ex+sQk+SCl3MBfKYaig8uFQwW5ZqWXXyCiB7NSiznEkjM9BjlMF7Bu1FU6mMt/PP\nAqJwvhIZs0tnwzadTPfDU73wdg7TkRDvMtYn0u50L2ohH/Ek1cUodzCIUNIBLYpaxMHBtTM/33gV\nvZraQdJ1kkEoy0CyegzVHVHg2o/dlC+FQ5egTqcWOFvN6lL4X/5tEH+mlLwpoQwIRV+GvksNs9de\nKXTJO6jplsKdR4Xjk0C9/Q1Y2a3pDaNx29Zaz1p9LndV6x9+SD4QWFVBZfDuU+usDau49dLUSEB8\nILPI2r02H1YtVKIHDHsKy9dUwSoD/h2/Nn6dWsxVJOODABivRjMh4l5VtgZg7aldPByaWNRF/XyX\nMln8nc3TKOYCrTgF0JwBS/Wbs4CeArGoAq6gwDoTMDsoddBtImTexIXjlvQ5B6ealLo9xRRacGag\n6lHP8d75+rD30LnYM256XbW2ESNGjBgxYsSIEZ/6+FgUQ7uGqju/iJdFawAf9Mu2DtSYgPQMOH5d\nDiEdtwOxqNAnKQwyg2qOwPRKpldLHzLWofNDcv405mNkZtQnRo6E6d55CLkIiUsKWakqlriohUiV\nPU2lMQeF5DRwHf16JdBpEVBz8rRLOsanBRSlYhhzBsUI9tvmM9/8vUrIGTMTOcBkeUI+jWxdgcNc\n/YaaCmWo/kZE59PJEiPPQRVKqspaGfkYMN1nLFaZ7L7tezqI15OZVoPl+hOqUqgch52CWCFBOFU4\nZBDx/gud4soBwKIsIcb0RM63Tyfb8wZq2jnrHozHK4EIMrBt4FH36td1r8U354zKJK8B85UcVyyp\nYQaE0Mzvq4/1CqFw7gAeAYVyRyvCmfmlbwaKThF4uoqa6JmskwDM//iqbMM/ICbiKGljex2gOhg3\nuOdVI/ZIviUT00t7RrRfHsq9QWyqi5mq0b0vPlQ7UKj4xvhlvacUOgVPH96sWspkKRTDULhpAAAg\nAElEQVRSNZtPjVocCPKpY4yiUOrL1bODjhR0O6vylki2I4U2gSvU1Oap87mikJCXKHAHELPrmZ1f\nWWuYzARRGrEqftRIvKh/tPR777/UnzcKKFXravW67rxSPW+Y5Jj20ltrx/p52Ad3HwbePEIVNNLI\nRowYMWLEiBEjfmvHhyxO/eGD/YAncE0XsPevbQDNl9d8YOSD+EfkqX7Hpgzko/wl/VveZixvy8br\nE/GUSdfiO5KuBfzYuunQVjoLKyPNKCqcuIg6hqN84ecAgUEZ1VfI9beHQk10UAjAeShkr8zyt8g0\n6zJOCazQiE+LtGN/to39lbL2DkK5aWYBTPoGjffQum6nUy5KJw+TiOXXekpJFFMBYrit0CisjLAy\nKFfFUThlcACmh4zpoZ7PeC8Dv0nH+GFhUFL4wwBla8spiRzgIZb7JE8Chwwi5Rk4fCvi8K0IPEkI\nD0H+7kMZ0NJ9BGnFqvXVBM5U/uSQqfxtguzGdWqNbrUmjUxNeHdZys62ZyPpQNf+UP/ClEDEiHNC\nnHfuS40pJkwxIQQpSR9DRgwZRAwiRkD7V7pJb/53DirZvvpTEKeMOGUcrhccrhdMx/Y4Tp9NWJ8l\nrN93Ql6iGFNH3j9/3P1pHL4ZBdRM8nf6oQpl1ycZ65NcPgN8W2/iq1MG5ra5u1/9zF2YbotfA4UA\np/JhUgjmAE+3Lw/r7WOAVioV2ZCoKn6yfqhP7v72ShtN9yJNAQN0ealylt26FQrRlEGHBJBsFyb5\nA+R5I7ddAUTOHBtzBkeuYCe46aPbp52v2c3T7QooCuxM2VGOp0Tk+m8aUFROfr3Xpv/5+++cWuhN\nnn/frn9t2uPNPf8m8cN/48sfbsMRI0aMGDFixIgR3zXx0SuGPPx5zC+UxLU08rr9Nrx+r1Ymei6H\nMj0Paqgqy+013Ugb+e0Fp7eB+dcOZVl03jKApKXlGZhua5n7rClP8cTIc/3l16pmxVPe+rasImGx\naljkKoSZ51BJuVorVDFfol0otGM4zX6ZgZnljLdQH55G+GmvHmqms/Q3Rp2O8pdy9RUCwMFVKCMq\n6WSAADCeQqnGlot6KNfdzAHxPiNdqcfLQ0aay0gVlBnzHbAeZbpXUVBicKDiOZUPogJLExCXmlJo\nYVCwngvg8L7s7+6pznuygl5MyL9xBG4ktYwOrbpGTiM18/bL1mMzEC8eQ/pcNHCgf07sff8MkVvu\n04dWkoGq60rUQbCVoK/m0ty8f1081nQ6EJey9BfXcwdUuIV5fFmKl/XV1nPtTseE5ZVKw0palHXW\n9Xti4N4+IHSmz/mxamf22XGTMb+npezfWks6UvxW9zFqEGXv9O30Yy/M86ZZ13lb9cqiBirtKF58\n1lDxBepAVvVYc946i8klGWTV3sxg2vrGKAoZAOBDBp1CmS4s1KVheY8hmjN4JcCg3hoqtGEBMhW+\nKkBUIJROETRl8QALkOcxEXClGrMs+5X7vyMtTMDstGiqGKIpl/01aXSA3HAJnR9Td6GDO9neS8mC\nsF9d8Byc+ZDAZrM9Y0MKz4Jnf49davoj/2lpxIgRI0aMGDFixHciPh7zaR/Nl8/uZ/Luu7MZweaj\nqkROBCCU1cNdQJ5FRWRhPkRZB/DT10UGZAbGpNWtwirvzasIqJ40BoGmO0aeCNO9KFumO4UgkcBK\nNMJDqmkdU0A4WY17ElgCgBb1HMqooMjKptnYxXv0nE4CZtYdKLSs0obNYwabAin2xjldBPet3oDP\nTjBnkC8Xx1z35/2LYhBIZMcR3fqaToapViRjnQ5LrnBI59u8eJ+RDwaHGGkmTLcZSauVzbeM9Yqa\ngXSp5uQVSIukDVISJVhYBARSRilhbqmH8RcPOH2GcXqHcfwm4earM+5+RFVYz1bQnDdSuz1PoQ0Q\n8vf6zi/4vDMwrFWWsB047gEhYOMrUyuQtY1bCfrXVRnrU8bOpoo9Ii7BpmypNxoiNGMkDo3x9Jp2\n7tPCKdygHO4cdKtbamDpjgdCWsXK0qLyTUa4lX0uv03vAwUj0/ty8/DECIumC51TZ7zm2vk0I2uH\nqYVEvS1Mmce6DqGY9pdlzjvJW/808Mn3K2g61hIKWLPKX4iosEiVJnyw9C0WtQ4rHDKvIKpQyOAM\n5wBSlRqnCliRSBRCBldNradqHYOWxpzjIQkcUsgpvkNJ2g8C6zkH2X+Gz01UEKTvVTloIKhRAvXn\nKOZ6vzgo50GwKIsYnEKBQxQdUOsvxuvCwxrfr0vAGDvLd6JPQzT1Wg8cm37bhiNGjBgxYsSIESM+\nFfGRgqF/+Btfx/f7Gee+xG5GcfKSLUWgUw7Z99P02yW/KPyaSD+iVR8KwOG9iOmlrqe+QmFxMMFx\nDwNEPFVQFE8MjuproyDJpz3liRBP6p2T3fdxq0pmKoJTqqXZs3oNMYsCx0rWM1cD6YdFYIsZTXuA\ns6aNj1CBQr1iB5B9+HmlMlluX21b8zuaprZ6mbVl28x6Gy1L7VtAA7eKMbX2n813qIAiLr5DFuEk\ncCg85OIlZL5C0y0jHWX9+ZaRjlRUHzl6qOd8iKBpZComMe8hMyy3+y4+ANdfq9vwDNz8wgGv3hUY\nRnMG3juAPis3R94DFX1s4CdkUFqqbrnFToGxMa11xrwXd+dTdkr6S/vaRw+IehDUK4MebSStcala\nmeynjeSUVz1ks3mkKiQixv17IgOLLybxGX5br5fBiDXIAD2RXIVNxSg/aG8X5c/o82ePzylUk2MC\naJFrFc5n5J2PS5CI3WeTuxkaiBTbbTiiqCvLgN+njPXg3YMsQjlHrCCjlHVX/6VaPY3AVwJxOOh5\n9uld2at03DQDYUoFpoY5Iacg92VgcOrXZWQ7ns5EPScSOLTE4jvEiZr2KaoCKOo5BOvNpooe7tYj\nVDjon7VGsbXz4wXJfUmo9yY3Jxa1apqCx6aK2h7o9TDo3MeMN+7eBTm+rRZGlRQ6z/33GmnkZzvz\nRowYMWLEiBEjRnyi46NVDNmv1z7M3wCov4BqtSBZLr+AgxhQvwe6j8CzpWxm5anppQwMTTFkgzRq\nK4+XAZSlDgUd88UH+YIc79tf0jluf1mnLOllxSw6A9kUMGY8zQ586Dw+CJyhJYPnKOsAoNMqapqc\npYT9qr5AUwTu1FDHq4iSVB8raWTTVNLMyCt/PBTy7236gueRbcMpgeap0osQmmpkWBNwUEOmZQWO\nM0iPY5NONnm4RHL8pKqCYsataSiBEJYMnkiqkM12fk39UEvcT7dZ4JC2G5fqERUWVRUlAAr7lmd2\nDvTU6nWv5wabQdZbPzfhxe85gZcgY8dvHUGfe0CYsnjXXAwvhWmXFCjUzd8oT/YUSDvve4PhHghZ\n6pgphsxU+lycqzr2OtDTx+tAUhXLbQem3mPIbuFs6UX6Gm9WpNv6kWYpXuvb+lyUHVQFDYAtIOr8\nZiignnuuyy1dirz5MlCgXwP1dg69Px1M3Xr+Ue3VPS7PkNwjzBGgpbbP0QGjoqSriqLSlgEDRvHm\nIpcuVuAF7bQ3Z7CpiLxBdJOSZWmLem4zEIrKh0paY06EMGcHjeREmjE60KYkhsgChwwuqTqJcwuU\nwpS1Cp2kpZH6bcl0bs57Ufso5OIk6qOqBEJZv5kHFBhL4AKoxNdK09385XPPKzEAD/AMCPUqIXTv\nPTTaqzJmbTgAVooQ9PdauX8H8BkxYsSIESNGjPitFh+5Q4CZAhdzYB9ZBiCUqJqc2p8LvkoI3zwg\nfPOAw68cEVJtK56A+SXh6huEeA/EWyA8oHjNrE+q+XAxwg7tn0V8kPe0AjlS8Roi1jQ0hULpGJCu\nQvHDyYeAfAhIx/ozrM2ztCieA3gOyAfx6uEplFQzOVEkUGhNwGyltHS5eRUlqTwmlch08BujLItR\n/kIQRU8g0PFQ1i9pZj7dzBtTA9KmtltS1rwvkq0bQjWhDiRwaFmrmbZXJzXtszOrRmm/wjZ9XeU1\nLhlxyY0pc3zIZf34YMbUCkAWgInAREUBJtXm5NqayXgZ4DoTa+vTdAfML2ua2dUvH3D1ywfkm4R8\nk5DuxIR6o8Jh/+fu30TV9LcoYtAO0piwgUDAvkqhLNPXYINM9WUJkHQWoPSTmRACY1kipigG1CGw\nFparaqHeTPp1EYh3/3qz6seG3W79e2t3L+LNivRM/uwzpNwv/pxa9bFzTIwFoFCm5pYFALycgEQI\nd0EH+BUON1XELh3bOVDUA0kHYqRf3b1hJtK2+kJNGfnmGBmb4y23VKbO6LrvnNu9fUwdci0jP+fG\na8cASZhy8QMKbnmYclWklXSxXEzQvSF6nCr5KpXx9L7y7cYpI8QMCnWf8VDbCXMWA+u5bhedKXbT\nl8huuvXioiBqPArczAvOwyiE2rbMp3KuuFPyeUjJc5aLUpbp8sDbe6PM5+0NZctcdTfpqGvXXl9z\nrzZxZt13/+ZPvUEjI0aMGDFixIgRI77b4qNXDHURekPpbkBsxtMGh8h+ge6/B5vlzblUDvsirNuV\nsuW6XUkZu5MuRK1YFZyHs6UnmZ9QfzzTPRc4BEDMkx0ckv0kZJ0XHpL44BykYbpfwdOkaVcA3Z0E\n6jQl513al/aDl7UFPC7I0rxmLSs/KSwypZGdlh3lEBmQYpZ0MvMSmmKrGPLpbacFODr1EM1yoqag\n6ii7fpJaVpRFQGNyTcmWm4k0g9UAPKwZeQoIJ0kTiws35uDpQIgPohKKJ8Z63d5TtEqpelMI3b+7\nIH5zwqophk9+lcrgN0/Aqx+UC/30q4TDc5n/8CqC3z5j8N1Dnn4eOtDQLNi5v3twZPP2Nt+kjeXm\nfR+PSRvLTGdL03+YONeGt38BsA/HdsKUQ0Ucd7Miv5ixfmatJsYnyxk1INSe582u1GumUem49Kyt\nSohrB3T+uWu4qxSydWyePxlF6eOWubaY5Hg2BtMKCb2JeXOcCqIKeOohlOuHeKZxUZ4wALgKXkVF\n1ZR1dyDIwIuCFOHJQk5zpgJ/ciZMc0LOpNvIdYhOiRRjLtc8hoyUA0JU9Q8J4LQ2cyatppeQNF2N\nMwmsUaVUmJyKiEVpxIxahczSPbMqjzyIC6oO0uO5aDhPDJpZzLWj7sPOYeTiewUoPCrQTlVFK7Wp\naLaejyw3mqjFat8FOnJVDwHyrz+7+1iVbrvxJvBoxIgRI0aMGDFixCcuPnLzafs1e6MW6gdL2rOw\nUvkpnQlAqoMVM5Y2GEQrWp8PG0jN234Y8An92N7G8T6VTD1oUiRMd7Wjqxogm0LF3tu8HhIBKKAo\nPqRiuCzLV/AxChABQA8L+KjA6DYJbHk4ScrYfXXIZhZARBRqylfphE4fZoE0MQpoOi3AYQZhBmua\nGsUIdqbWIAIvC0hTxJq2c5a2fWqZ90ValpJaRssqx2EgyVREE5VBb1PJzFdAqwcpx5i4pOsZOAqL\nAKOwtnBovRZgtB4FEi1PJZXMqpHlY7uL9PkT8MJuFNrenwCe/xMVntGJxItlTjJ23QCgDnDu+QJd\n8gp6LH85A1k4EWh25bUNDuj6fqDdNNd16RIQ6lU7Z4HPI2FSm0gIsG6XdgbZyyrP0arpOb3PU3i2\nIL9wD74vq46zp60OnquRjkAX+9w6dZBRU7zEh8d9nnDhDpvYzO9v9w5ig/UzTtU6/b1p5tN+25Ke\nZO3zTrtuujGw7tpCVK8cD8Hs/DgfnialSj10CihiKlAIcOoh1mkFMVHBTTRfKKZyr076mlXx5uFQ\nZgE7porz7ZRUQ5vWbYMCpmDeRtalHBAntwwGiqQ/IWb3vJOkmen9ty4R83EFgZFTwHRMSGtAjCvS\nycH7KVcTbz2PxazbvJ0MXkVIauIkiqcCdPz1K/9uGZhy15gckLd5Z+//1ywfMWLEiBEjRowY8amM\njwEMofX6sMneF2WF+xZbf4k3BVE6ujL2iwKa21qenCNKVayq9JF9l/QJUxnl+t4P2ixlzAZI0x1K\nNSyLeM8bIARsoZFBogYQ6bf36S4hHydQYlBaJbVsVlXRnUCcpiLZpN4/akhNpLDElDpAVe3YiOH6\nqlYSu7kGbiU3iq7Vl+mD5250waISirFuc5gFDlmqWkoVPJWqY05RtCzAlXo/rVlUUaXWNAooMsBT\n1ptC9cAITp2lwCisuQFqAgsZiAKH0qG9PmGVaxHvgdNbcq3TFTC9Au6/V/djA9YnK3AX8fzHEt76\neTnHz3+XnncbcFnzT3XgukT9Bb7/5d5NWyn6nfseOAMp9lRCtvIZJY1VpQJQ0lZKWzap0zbI/rCV\nxjzs6YFQD4Ie3bb2bQ8EpSzXPHUAqAIvefUD4vBsQX7vgHaDCirOhhu/e48gaipK6ewO1BSFTek4\nmm1KlbFOJVTee3izJzrp/H1s29LPIOb4pIW9DLDb5x5HPRZVnfht86QG06Sfx5lKVTIwwGr+TxnA\nITepUHvG5l491EIhAStBq3oZ6LHDjlFAj6WKMVO5X4HqMWTb5ExFORRj3YaCAK0QqidRbXsLjgxQ\nISQBUp06qFE4mWpJT950SFgd+FkX/QEgcGknXK1Ii/gN5RQwPz0Vb7KcgoKqKMoiLwDVa2GV3Zr5\nK9XzbCmtqgJiRgWdFz43RowYMWLEiBEjRoz4SMHQ7/nCF/D3v/Tj5f2P/pWfLtPUG8AC5Ut3M+Bd\nCRTa5fmoX4xvCTwB2fyZdUzoS9BLg/v9M2URnVogFNW82lKNbPPpHk2a0nS3hUTrVX9c9pM+I97L\nr/rpKoIyI94l5LkSrXC3IKuRM5nXkKV3vXhZgJB00hk9K5AphtC6vwJyAODJTZ3+4DnCkxvkl6/a\n85ESQCQpZSmDDjW1DCEIHAqhppHZ6DypouhB09WOs5hr63T59Vq3J+c15MvY08rlDuVAqmiQtLI8\nUwVN1t8AhJWxHgNoRTGjzge7HqoYYqlMN7+Q5Q+fQzUgvk7AKeDFDys4ORH4mIuKhCCDZk5US2wD\nWhLcOgJNy6ByunycVas8ls3sGtTUftCUSznunIKkv+ipsoF7KVW/kzoGPF7lA6BUYApnINOekmg3\n1catvyZ5BpYczq5jr01bXiUDAM8E9gEAPYRt6g08lOkG3jao9p9NCnaEGlMFO5ri04CiToFTmJTz\ndymV8WKF3mGhpkpUSY91sKgIRiZNMQoyzRNEXRJRgAICy3JCBT/mReVgFYBaaS3pfQ9VQ83qJ2TV\nvZy3jkUxlmafMiYQxZQ2Fi30SZ0NWQVBzFuIaVCpGFCr2ieaQXTnZZVzwBRTuaemmJCzpHNl7V/T\nFlAqi9ky6s6/Ha/vU76fAGI8PETE67UCJ2IkSFtpERURkJAT4XC1Yl1DMbAPs0CpmlomO20+a7j8\nT2GR/ePoYTCDsP38KSCwNF1BUnN858D0XnzkToUjRowYMWLEiBEjvt3xkSuGfPzCv/unLi7/0b/6\nlfqG936Fp1KBbP4ggANw+rwAiOOvyaFJWfnaTFEHaeUdDjooiwKQcgTydd0mGkxwFiXTK9nWQNGk\nxsQGiYhbJRFxNUZOBwEc8cTIR6uoJQeUrmM1Wr5bSmoZThk8T6UsPD1/KfDHUsqCjqoMGq1Jlvvy\n837k5U2sAeCtZ+Bf/wZommqVM6CkhllKGS+rKIYMQvUeQ0URREB2iqJlFdUTIIBI1VA8BdCS5JW5\neA31cIjnUMcvLOlk3hfFvIfEGFeUQ4DAvXSQ0vYP78g6VonOfIZK3Ebgug6+8pNUU2TKvXJBFbT3\n3lV62vUOOguIdgZ6l8IzFqoPyp6vUFoi4pxwe3/AzdUJGYTo9vO69LA3LVF/tst7qWkMrF35P4NM\nllaWd7br2+IC5LbwyeAN9+esnHO463JBYeEbKOohLh5oDSAiVFgD+YwBJOWVI5D0M8wOIx0rIAKq\n4hGBERZCnuv9TUmBUHQAKSioyhU2VaURF5hk7VCSz1GecwH0BoWQCTimqkQJXMq6B5fuVYyXTWnD\n2PUIYkCNyMuJbAoXGgjy11TM0uvDRcTIOZR70RRAWaGQQCJZljJhnhJSJhzntaQg2jwRL4YKi+wU\nqqEzq3KJFZ5kJkxTBUkA8PDKAfjbCD4w1hcHxCdLMV0PISPngMPVKm3EhOzAfggsHx96/1FQ+By5\nKg3hQGgPbux9QFVcviZqlbqOpj4aUKN5RN79j38KX/23/p1HbjxixIgRI0aMGDHiuyk+VjD0uviF\nP/3jZ5f9yFcEGll6x3qjgOgb9ZDCiq0ZtX6ZLelllmqRBBoUU2pTCT3R9Syd7Fbn6Rfi6ZUCIv0y\nPSskspQz8ySyFCd779OhaiobI65iSJ2PE+Lton0Mpcx7eHEvaWGvbgW25FwBj6aW4aB+RICklPmf\njOvoq3oCPX8JevYU+ZvvtecqZSCGWvXMQJAphgwI9YohG2iol1GZNrB1WgUGnTSd7LSCY1QFEWR6\nzeA+ZUzBk08noyz+GTbYFtDnVEQRyDNhUqPpdHRwSE/b/CtHLG8nHL42l0H6+tlVjGHvtWEShcX0\nnpZA/4KeX0s18XCCaVuCnnhfFXcpveOcSc25OLeuzdbB8hS12tOFMvWPNZm+tF5JU3tEW+mMMugx\nkVIAiEtaTkn/KcBGV9xRC20gXH857Nnc80Yz4NNdJoNCHg7Z5wrPDFrERDhF9/mz6jqWkmUAyLpn\nkGhuIZBAbS5wR+YJoGrAj04jcqMGKtMTK7xiUaEkq6LFFXg6gCZl5GV2qQDmVEJNBbLADdjpI6pp\ncwEe/hQ79Y9PF7T1iRjRAZxyDXTZFLkokJgJh3nFqumIBo9iEEgkyqZ2e9uPpY7ZvqaYWvB4H2va\nHYD5rYemL1PMiCEJxII+ezFjWSPmWYyxp0NnkG0V06zCIORymEk2SO91kwCVVDjUmzJX76WiwC3/\nwxaIFjmRW6dcSLso3x44PGLEiBEjRowYMeK7J76rwdCl+MUf30KjH/tLkppm1abMhJpJB1DFmFVe\n8yzwKM8MzHXwRklTyUoaE2N6GUQl9KTub3rVqk6mV8ByXcc20616DbUKf21UXubbjHQQY+W4VmA0\n3a7qOyQOzXRaBZZcH0Cv7qtn0MMJ8HlAzMDpVNPIvBdQKdvk0s4A4NkT8K9+HXSYwaelVCizkvac\nUjWh5gyCViUrIMgphvowQDUpXFJVE6Ws8xQSpVR8lShnnZeRD7EqkewQtVqZGVFbmPk0JcbytC7L\nsaaTxZPBoppiyAE4vK+eICcSjxYb2F4lsPOWWT63gE5BFEZXPr2jHdESoVQZalVCF0DQXjwGDrHe\n22rAK+k+7SA5RMakZbtnrQAV3wDcvG6dQOzS0tp2N55DPs1Hz0fJltIBeR9+nqk+Ug4NSNikldlg\nOjBoCcXEtxnw9qoqNy4GYzs43nTMrRMAhkAZD4cMyvCsaV8KdzhUWJiPXNLcwlohDyDKoZIuG1Tt\no+9zlP3kQ037sn3JCmjSw/wyyqIMKiAoQEyRM9VqWaypiagKtAoaql9QLIqhmkZm17lXbhkIKqe8\npHFdApXttLDpvAE49rq3zOYZJPJ9mCIj5VCWASywKDBWPW/zlLCmULZ7uJsLjJTjAOI7p/L+5vqE\nZY04zCuy+h/lNWLWamnnIgTZtwGhOGWsp1hUROU8hGq23ZpN+2lu1q+d1XshK2jMBDaza61qVtJj\nX/cMDO+iESNGjBgxYsSIT3x8YsHQXvz8n92mpv3uf09gEaUKhHxqWZ7a94B6Fn1Gv+B/S4jCambD\nAZhfBIA7KHQLJHvv09UASaW4l+/o65VAjfggapf1ijC/0rYnAk+EeJtK9bLptqaD8SGAbk/g40E8\nh9a19Q06aZ+JRD0U1a9oXWuamamE/Ejr7h702XeA2zvwaSlAyGKjGMpc27H5vmT9HiBaVvUlUhpz\nmIGTDjgxKwhil0KWkQ9TSa3jY4UA2RRBzMgHB4eIiq9UWBinp6HCvgwkV6QqPrSm5PGugsCwAPn9\nGdlUFXNGfBWR31FF1qkFUhYblRDQVIx64wFU4xmCywM0quCg9CfRbjrZ1A3cP2wJ+n47SUvLmELb\nfh/eH2YvPEggB2kMCNGFfhNVvyrkCuc2/imXoruO5NQaxafHrwfH7wLK858nB4RU8cMTN9XBOFYg\nZFHUPaTKIVMCBUZYqaaaGfg2iJRk2tqjRBUKAUBkLa+u5+WgVa7U06akiClAzEk8b3zJdjK4Yuu4\nCmJAVQf5axhjrulYaIGOARuf6WpxzvfKjKdNOeT37ecFd+9biplfZwuHUjPPq438/Xr36ljaBIB4\nTMAxYX0loCgeq5ro+iifGaYWujmckDggRMaaAuYpYVkjpikJmAoJOQU8efJQAaiqiexZTqaMS4Tp\nakVOQTyRLI0xa6W0AnZ6GRZUWeR8iLoPFyYAs4LLRk00YsSIESNGjBgx4tMYnyowtBc/9x+0sOjH\nflJA0fpEoYSNqZ6qSsa+Q2u6AX3m1GyPDw5YnuUyKIuvtFqS+Q29lFfK4k1k/kPFANlSySYAIMyv\nGOkQEJKklgAA6Rf/eLciHSPCksGHiHC7gA+TpFytUDNq7dftnUCi04IyYo2xpnO5KmEbhdHVEfjW\n+7Lo+gp8e1u3Pxcpi5eQr1Cm1czKPNvF4mCTAar7B1E9AQKNoiqJ1ox8pSlnOSMfbVogEJOUks9z\nVQelYwU18QScnpJOSyl7g0NxEThkwC6cAGiJ8TwJEEqujP3xN6Jep4j0JCO8P4M/ewKeLeBXswCi\nQzXJbaL3oOlhwpswIuqmz6kDAPBKTUWyoNNRTW3nKeH+NOPqsGDJAYeYPpRv0IeFSaVfbpC/126t\nlgb1gmlTiprqY6G2lRWGcQpi7sxw1eAe2TkP8vaO03sSAbD0VAaq589kz7nCnCttx1VS5IlrettK\nssyaVZVaMYBWGFmUQ6oqKh5CiSogsjimAoEosp5MfW4OqUkxKsofVQpxBuKcS0l3ENd0KqcOsule\nHSRKHVnNUrzMZ0emK6DpK8tZe/7e8PeoLbP7oFcT+fD3Wb8fg0XWjjenBtB4DteqQLAAACAASURB\nVN2+dB8MAHgJoIP7jHMKoCc3Dw2UmoKkqBnPjvoBFKeMUxJFUQzt85BSwOeevcL9Kp9/96dZ0s6m\nhLQGTHNCch5F5I3T/fkI4lEknwnuMyi4ey2wM1LXRvbArRqZn10+YsSIESNGjBgx4hMbn3ow1MfP\n/0QLir74178sE+zSh3wp6CxaetIv0vTOCZwIGUB474B0U7+Qzy8I6bqCh+mVgIby/k4qZVFCOfMG\nmMIrHQivjHwgxDtJowqLvJoZdbgVUMXHCUgMOi0CaY5H4NUrIJCkflFwcGaW1DKv9PEj6zUBbz2T\ndt7/AHRzAzCDTydQ8CdDBhfMpvSJxYeolLU3dZFtor5HfP8g6WgPJ+CJUrRlkX7bupFKlbJ0bXIe\n1kpt+tZK2DOQ1beJcoVDeRIgtDxxgybzb4GakXM1AIYaS9u405RE83Mq66cDkG70It5PoEOWtAvs\n8B0Te+yoh944+sZ7CNR5fvjy4GBCPCZMB7kuphLq08jeuEtn0sIsjSwQn08hcycjv4aM1cG/l/r4\nfjgBEEkJcQoZxKamcOsGVACT3IbnM5dqsBtMo+NEe2NnSxub2JlHsyv7XoGPmZmT+vyUcb6mmwGo\nqWOWtqhpcXxl6Z4MXkOBQCWsrQzQzKogkUpcpdoaBBwENTj2BtJhyjpf1DlB1USTruOrefkKY+fU\nQQaCgjOe3gNBTbWxM/eoB0Y9CALQ7N+377f3cAmoUAgAXjy/xtWNfM7eGRAigF05ehBjOibQlTxf\ny8OEt7/3ZbPPOSQkZ6YeQ01Ps1ck4BDb9Z4eH5r+H2ICz2Ke/bBMuLpaBDQdMtYUEaLAIlN/GQzy\n0aabuXOjvkQ0c30emMC9IbWteyEFbsSIESNGjBgxYsQnN37LgaE+fulPfKl5/+7f/svbwTy1vwhb\n8Pc8NO9XlZsUo1odnDaV0CBpZ4BAoHSAqoZIIQRhuk3Ic62uFZYMniLC3an68NwriJmi/L26E8iy\nLEBK4hOUkpSYZwYeHoAbBTIeCqXcjK7oraeyygcvQKYC8mEgKDM4S5UyXldZFxBAZMbUmUEUwJri\nxqcT6OZa4NBTNWvK4ptUzmkkcBQ4lA/mOcSNWTcI6jNUTb3rMipwaL0iVXBoephLJWuq1amqxN5T\n0nlWme4B4OcR+QtyvTlZPo5sR1b0zQ+sbPCr7TdloR8TNnjfW78/5D6zbWcbA0Kzkshz8Gazqwvp\nYAB2fYX2YJGPS2lkADaD+tqXdt/ZBveBKwexZ85gBYIMeGc9/xPXVMA98NaYS9cqY2f7qpXIPPzh\nKKljWavclVQxlv+RgzYAJKULqIoee0+iAPPLeSXgSpVAa1X/6AkRcBRYgTZAk6SLSVphBgXWFDFT\nBqm6blY1kAJE88DxxsfTlIpXTtR1fFn5eUobrx+gKrq8KsaDIIu9e3LjG4V9yNNHdC7hiasvELv1\nlzU2htWvnl8VfyQAuH1+Vc+ri/lpVZE+vVaIc3XCmgJC4KbNQ7QbUt8bmA3ikXU9r0WhZDFRBkjg\n6ZPDCUuKOE7VNHuKSfvOWJOcD4OMWa8zEPRaUzGrJpIfNzhRAwdbyRVk3YCahkmMTUn6M58L7/7M\nX8VX/+if3l02YsSIESNGjBgx4rs3fsuDoT6++of+TJl+92f/sk75L871C7EZfwIAP5+RbjJoJcQ7\nARLrNTC/0s206tl0K69hEagx3zLSUaFQBOZXGfkgYASrfJE3Hx1KcrnC3SIl31MChwC6X6T62EvZ\nGVEAq50vryvwcgV95h1J2ZqnOhAwKGTwZ4rASZUIN9fgl6/aQUPufoa29gFwFmUQzRN0tFKAEIBi\nYM0PJ4FPVkHt5lrSx550qRpTaAymKXFJHyvrRCqKq3VGqUZm3kFhlW1CEoWQwSFKorah5EqBQwAS\nrfW9QaUS3zqA3/Yr6Hb+x3WDQMBroUK5lx6ZltGsZtv6eTYA1/S2Xi0EAEuOOMS0AT5vmhrWAyHz\nFZpC3gAhn87zOii0F70qhIiLCTAxtV7SBjYQ5PmMuQxqeVHS53x3moJ9S2iVRWeCCc3nQL7RZy2q\nyTUgvkINENJ0HmvWqn6Fbn92rSwly0ygU/c+E+iQ6/GuATSLyievCoGiKH1yEjWJmRdHBUlWcj7G\n1jfIK4NIoYApfg6z3FMphwIb+xS/6snDjwZA5Ro4EOTTCr33jwdFe23Y/Wcl7CfKSCzpiCDGw1of\n6ufvOaM4AvLLGTwxXt1PYrqtz/DxrQc8fHCFcJTjf+ep0P0M6VfKoQAwSXvcHlc/7YGQnaeJ2s/Y\n/nl5cjxhzQHxsGJZI45aZc08itAo5TICrFIfyrmjmJtzWUDRptM1VdHN2gaNzLIRI0aMGDFixIhP\negwwdCG++gf/TPP+3Z/9yUbFQU7VQW8txaja0j6m5wHrlahTMAHzywom0lGgUToQwmLKIFMOsa4T\nJG0KWqXsEBFvF1ENrRmYJoQHLQN/eydwaE3AmoqSB4lBxwPw4iXw9lvVGwiQ11RGDDIwMOXPNAF3\nUt7NAx4KoUkVayJG8EmBj4NIfFrkJ/JAoONRAJWpl5YV/OQKtNjgWj2FEiNPBEq1bH1IjDSHOtBO\nXBRDYWGkSAUApWM/yNFDVqWQjW/CKtciK5cqIKgrM15Kf38wgZ+2x99bNpVpM+0tP7y7X+kfG3p/\nNQOvsB14+og6wN+kj4W8SSG7BIQ+jPfQm0Y/8A3ERUhjIoXklqW8rVpGqOcnBEkrCzEDEUhLTf+h\n2aU4GnxgSCoWAJ6zqP3W7uT6a+qvtXn6HLI0tAZpIzrgw2rva5BD/Y+sL6bg8ZW/8hoEaPnlcy4Q\nOq9qCh1rlap4THLsKSBMkjqWVWESYpZKVykUDyHzCrIUsVJqHrXsfAUYuQFB5lXl077svq8l4F16\n2U5q117smYoHcIEv/XrW/p6RtFeXZbYy88AHt9e4Oshn1CtTBAHAnVVu5KK84lVUN88+e4vTGnF8\n+x7L/dRAIeuD31fp+07aZXNs3fIeCtmxx5BLxbTkfI/24O50WKU/MRX1kPSP9L/tNjSJ4TWcyXhZ\n3hWb5EnOz0fw0TBixIgRI0aMGDHiI4wBht4gvvoHf6JMv/uf/mRdYKDic5JqZF4dadFfox/ky7YZ\nG1sqWa2gJabIBoGK0sVSyVZREcVXK/IcQasMSSglUdbcL+IhtCYASQDRskj5+bt78O0d6J23BfQc\nD0Bw1cW8Ysg7ud4/gJ7cIH/jW805YEsl24ucG08iPp1qnpMfXRxmYF3BBQ4lsBlOLwkgEjXQylU9\nBSDPYtKdowxMctR0PGc+TaxG0isjzSSVqSKaqnRyTqvPULwXIHT3hTowu/56kGpl93poMyF91qmF\neJvCxQ4a2jq+XzLRnTOnMKr5Z35DN1ZrBsR6qQxA2IB8zkhLRJwl3eTm6lQG6QaFYsj7SovXjPa8\nR9C5kvQBXNRDl+KcckhUHTKdLsCEMvBXQ+MyKCeIasaAiZpu9wNezlzACU1ZzOaXbn9ZUwLd+ack\npeihKiE6pAKWaKrwpoCn2AIdAKXqV1HwmAqI5L2lefXLDfZEZ3pMkSvUYQFilkJkCiCDZZOrNjbN\nFexMUzVb7ivWmUdQhUJoqnQV8BL4DKBpYc8eyPHTdo9lUFX+UPXHIUJR/3hgFCk32wA1zcz6+P7L\nG1BgPP/Wk/rc3EdHFeu2N5+5awykn1ydZF/XbfqwRf8c2GfBOU+uZt4ZWtyDJ3udQsaqCqWc5dqs\nKTT3OBGXIpHJ0sk0mrToza65eAlROPP8BbasyP3PrBEjRowYMWLEiBGfuBhg6EPGV/9AhUQ//J/9\nJRnAc00tS79+DRwZ83MdDC5SmWx6JSqUsNb3phJKAZjvJLWslLAnIM1BFUMBYXFKnBhFMTRFhUIQ\nQGSGz6ellJLnD56DPv89ss6aZJtAAod8mIJonsHvvQ+6OiK/rKaqNM2t6qgLVjURLwpRWFPMzPza\n9nE8gE5L8ReiJYEP9XaklJHnIGlm5qukoMjK+1h1MoFDBMoMDlq1bBKFEQBkopI6BkJZHpcK5wCB\nQcmJCDi2MIleRvCztXpvdFF8hnZSvtjJWpoxlK3LaAamTbuMTUnzEplAh1RgpFWJsoE8IGk/vvqY\nL1P/JjCo9OdCWlDYabOHCH7ebpu8NadOCg9IiZDBrpSrf4wfGIfmfLWDYq+kySkA6xnQ6Ss36TUv\nVcKc+siAUAFAS0BwkIiIG6Bj7wEBO6b0ASpU3ih8zF9G95uSeP2Qu2dIU7dSDtUk2jyELOVMQZBB\nBfO8SZk2qWGiUKk+Qpll2lRAFpG4qlsU0ABV8eJjTxXUQyEiIEJgkKWDmWGz7U+qfLWg1G9vcbdM\njVrp9Pwo1/XV1Dxv9nxNz6o68snxVOAkcwed0EIYU/LYvR9d2/ERoLSPcg6JBYQRY9F9MO+DVVMW\nEbH8cFD6oM+K3jOp5FYKSG2Mqsm9qnrKzmeTdkmocOjM59aIESNGjBgxYsSIT06cGRGNeJP45X/9\nz+KX/7U/W76Ir9+4AgdGuCekg6ldKhziIECCNI3JrkJYgTQTwknULkxSeUuUM9GlgAF8jEUxxOrD\ng8lTDAIdD+DTSVLKYgR/8z3g/ef6s3uuMMkrhgLJ37KAnj5poBAA8GqpYtz+qdk1L2uBQrwu4i00\nzRUKWYrZwwkIAfSwSn+ISjpZeV1FFhNW9YkJop5C4losSsUg4VShECDwh4nAOqqhJOMcygBYrgUg\n5e05APEOdb1UU8jWG8Z6w8h6HbmUdZYBFWeAE4HZDZwYF1PGrM+NkMX/iB9481cua2ABEVMG7A+i\nRpnmhHlq/2LIm4EpuZSWS8qdc0oGM/Bt/nT9c0qkN01Ls30nVQP59i0lxxsJ+/34v73jB4n/TwG5\n/cDWqphF57EyZzGXPmZM76gycM4IU8Z0SIjq1QMA07F9DwjQiTEXcGfvDfTESd57oDXNqXgIxTlh\nmnJRscxzKkofQKCAQZ5Z2wLEMNpDwsOUik/QYV4RQgWJIUifQ+CyjZknR8rFuHwKGbN6SQVwVaK5\nV5suflPufro0z0MdgysetuyBF7+dTyGzdU/LhBcfXGN90M/Hl5Y2Js++QaGn3ysebZ9961XT9qXn\nAMAGCtX+t/feRHlzzD1ssr8yb+f5tPQyAI2qSQ+ptR0LuYDA5pi00lyIkvoYD6kx3pYPS302gkzr\nx3SbxurSWjfLRowYMWLEiBEjRnxi4rWKISL6XQD+rpv1RQD/PoB3APybAH5D5/85Zv4fv+09/ATF\nL/2rf65Mf/Gvfxl8kOpE6ciYbqmYTrNXDhmbCSQVym4z0pEQT6KGsQpllk4lVbtUQaP+KeFOVUOm\n0iECDgfw7S3o+gr88hX4VvLX6Nkz4L0PZP2nT7Z+QQZw5hn8/DnC228hfes92XYSWsJJPIzkjVMw\n6bYFHgHqdbQgPHtW9yH5KMDpBFwdQae1VlvTaTqt4OMMWtSMe8mlSllYxYeGZ0JcGKumkoUTI11R\nKeMe1KeoH9cR64BQ14snYL3RH9D1FOYZSFdczag//yDeL3YIp+h8ZLAPgphaeVDgdj1TI5wZTFHA\nboqGmUvbMj/oW1PA9XHZpI95lZCPvoLYbj8ekQ7zmw3f5sKXefXGl6ikb3kViq6bq/KCAQVCqtZx\nFbc4kcPkMhgm8xpSlZAZDwPQgXQ9t6lT9JDu278PwcqLV7hlZd/hlpvaJ8aMNQXMCnJiYCxrxDwL\n8FtTUPjAJaXOoM+aooIf6dsUc1kHEBBkp2ueUi2f7s7vFLI8qsUvCJhDLlCuUfE4ZY+1YVmqdg96\nVY+/33oodOn+IoVOvXeR7Tsz4WGNm+2YCbh1/9yFCoO8ObpBobdv7htvov4Z6KGQxbQDg/binPro\n3DGnHIoiyLZn6zeqqgvqQ5RSKNCPNKXtcFilnSmX+55ChXiZxIw8nWLrCUUMkVp2EKqAcBpAaMSI\nESNGjBgx4hMerwVDzPyPAPxTAEBEEcD/B+C/BfBHAPw0M//Ud7SHn9D4pT/xpTL9I1/+SuMnBFS/\noWBVynR8kdXnJJ70y7pWJIt3CekQMK06iFwy+DAh3EoJe7pV7wtWD6BlBV1dgV/dgq6vRc1zOiG/\neIHwmXdk3ReqBrrW/KnoVEmnBXRzg/S1XxO4k1IBPuFw6PIPJCgQ8rLCm+9wZoTrq2JgTUc9Eczi\ndfSwAMe5mk+HAEqrHNvdgnw9I96vSFcTwikVI2qAQAsjH4PAoevWN6OUns8MnqjM92OwsAKrSx0D\neh8iQrpygyEd/JdUMlu0k8q0PTn1tdg6kQNFfhzW/SLvI0wZnOUUxyk36WC++pgNJKvCojUUBtoB\neO/Pcskk18/fSyW7FGsHffrS437aK5uwSUlCHfgyyUDWebqUAXQ5f1wgEQc3bSXeTakTGKyVxXC0\nMvHtMYlypw66k1aFsv0FEoATFNjYOoBUovLQKhCXEudrCjgq2DFIdCygR7Y/qnEya1qXgR/bxmCN\nVwnFmItxt803cDOHhMShKINs2hse2/mctB27NgaH6rTzOqLzoKiHCH5eDzC52ZdPaUvlHq8ApyrI\nbu+OTTsAwLNWGYsMysCNKoSeHE+Nibaly9l7i9Tdu/5+NTUVsPXw8pXWvh1hsMrA3YrqN2T776GZ\n7wuAcr+XflE7bSXum4/5HmyXG7n9/Hv3P/kr37ZjHTFixIgRI0aMGPHRxJt6DP0+AL/IzP+Yxk+E\nj45f/NKPAwB+51/8aaSDqIQ4mr8QSmWs6RWwHgmHV1rCXlPK5jupzBVvE/IcEZaEPIdSoSzcnqQy\n2bJKNTFN08KygK6OALMYUB8O4GVFfv95AUDh5gZ4eStwqKtYxu99gHBzg/TihcyjAApU08O6KEoi\nN5qgwwFgBil84mUBWeUzlspqWFMZZJCaW9O9giRm5KsJ8XZFvoqgh4R8jIhLRpqlpL2l3603zoQ6\noVQsA0OqjTVqHU0hexC1EDnhFAeU6mT5s0ry1gDELNDgTRQzTAUs+Eem+H90A1DyvjZ+cKnlxqOr\nXmUxaflpG8RHqtCibL8Dbi6phMo6Z1LD7PVcaXofpxQvAiGLS6Xsq/okw6Q9prSQY6uABGhLgddB\nfqjTObSAIuYC/si8gCyVaWKkJWA6JFwdl7LPRZUpMcpAnIixJpk3T6mBVP06gViUQwqApM8t6LHq\nWcsacXVYy3U9pYgpZkTKWHIsKqFIjDVXyOO9fjz8ES8gxhzEQ6hAIZ026HKYXGl6B4sKdHBKGwM0\ndm72fIhk2235elBto6/sZe1OMZU2o+5z1n7We0T2a+dzD0K99fmX5bqsKeDZ1UPZz14QAavbx949\nKj5AAcdpbfojZev3n7HXqYR823Zu/Ln321/NKxITYpBrlTMpKNIVmBpwRHA8mriFQqifFQyqgKg/\nDNeIVx+NGDFixIgRI0aM+GTGm4KhfwXAf+He/zEi+oMA/j6ALzHze9+2nn0K4//+838KAPBP/vmf\nBiB+Q6TcwfyH5lcssEhLrs+vMpJLKQsLI88Rk4NCPMeiuEFS2LIs8soMrKuklN3dg+b2kvPDg1QJ\nu70FXV2JT+kqA0K6vkL65rdEMZTtl2aXQmbKIDWxNmURKDT7ocMBSLmqhZYFwCzpZFblzI88zBxb\nI9yvyIcJ4T4hX08Ip4z1OooaSCU4YuitA/GZqgm1M5fOk09/cKlk98Dy1KuMZMyzfHYF7kMtX36d\nt0XWml/QGRer9PQDJ67zmtUZ4iG0M3YkVaSYYsV7rZCCGhsMFx+STpXjgU7T9iOB157R9B7osQH1\npRLel2CQX5+pGhlHGPhq03lKSla3j5TRqCfEKFrXjRAwsbgS8rE1kgaAJ29JeTqDcGsKOFjVrwKA\nqCiC+nl2nfp1Uv7/2Xv3mOuyuzzs+a219t7nnPfy3ebisc24iAANtJFTprSKcuESYpxWSekfVSL1\nIqWqqdQ2akOLMY0wBtIYgo0qIpEYNSpN2lSJlCoXMTZgMKg0KDFgVSGUALaxYYaZ8cx8l/d9zzl7\nr0v/WOu39m+vs8953+/7xpf5Zj3S0dlnX9Zae519vpn1vM/z/Cirgkqip1Eeg1dYNDZ/l9YpdGa0\nki0SecN2I0nyaAq5j3J/k8kf3h+3mYhp9KgskgRMoxxsUFmpJskKGQjO7UibljxvWup+SiLJsu4h\n9e8DZVVOtJNFBY9WHj4RbZKUsX2szNdftDu/RaN9no9Dz7xjJRr2P6el4qo1dmIfO6QU4vnZIcou\ngbTTMakGJKJX+UwQqfzMJSslRYLOezUhhxjaeDgRxD6S1wAh9jepaCb+vVPnGssXamRhRUVFRUVF\nRcXrFVcmhoioBfBnALwn7foxAN+P+P+X3w/gAwD+wsx17wLwLgB4+umnH3K4jwb+5Q/8d3n7a9+d\nSKImKYhSbg4Q7WS+IZh1zNlRvU+5Q3aiGMqkENGY3aPVGC6tdSaHWPbP1i4AyXbWRcJG/Indn52D\nug5huwUpGkkhblNCEeBcLHHMGUjtyMqQMXGF0ialkfeRmSFMSaFcY9kjSHLJuUiEbS3cqoHu0yJ0\nMVZ964/HsYe04CcPOCFukrwN+WlVMjWModOqB8xtA7dK9pg9Ybeg8q/pUyXEeF6YEEGTRmhcgE2s\nbnpapls3YrEubErAVPHAdpjSlrNv8Xm/hNBribJSWa7+lO7LBcrWJV52etBkzku1hyx5HibkQwBX\naCITrVx8pWpihS9eTLO6YnEUfyeLdsiKHCDNLwdkh6vvY+uVHJMmYQFTkURihQgTPzxHrbCCmWwR\nS6SNHkkeeWyO/CkVQa2xuYoYExseJIgPO1Y8o0iOuaAyUSRtXiVRBEjFkMwoGpVHTI7IZ9FQJEd5\nHLKsfWzTZ3IoBMLgFV69fZSP2ztdzIcKQHcs/r1L2PfcO69yNbJDyDZNmuYKlbZMqdzK+wrC6RA5\nJFVDIf0e5D0ojCRj7keQdI1xEzWdfP4yUtcqhU17P5JA2WbpozqIKCCkfDtYmvDXfjfeqaKioqKi\noqKi4nWA+1EMvRPAr4QQXgAAfgcAIvpxAP9k7qIQwocAfAgAnnnmmao1L/BrPxhJorf/Nz8C30ZC\nAohcQSSBPLyhrIbRvUcwCno9hjRnGA30SSnUD5Fk4XJZRnzV/RBtZXYMqw6DjSqfWAsZIXjQokM4\nX0fbmFaRXGpbBM92JpEl5NykDyaFJmSS0ZEQapgcCoCRTMi0uhqFGBgcUnl6Dp8m6zEcN/DJKmYX\naUFkgWFFmVTwXHwoTLODAsXPlNZPtotWsqDTuxkzoPiP/4EIuNDAqgjrLjGXn6LDzv741/jpAo1L\nlUtCiSjeAFvItPJj+fAUNixVQqU6SOadHKqutK90/aEy9HMLXbl9mRroEDK5kxa+u+XtY0nzfZgS\nRwFEHOgcj237RNy0brJA1trDOYUmkXDHi+00Z6dQYfkQiRRJwlkXz5OqIQCTfUNqS+byaBVgtINh\n5ZAgbuT3yJk6majRo3KJP8+1IckfVt/wNpNFvJ+3WakjyQkeQ6Pc9JoQSSMmipi4yedrB4WQj0+z\nikYVURnYzBa6WRUSefig87huXD/Hyy+cjs+BJZAJWLQD+sHEMG/jcL5tcbzY7mTxyGdBbu9T9hCN\n4yoJytIudpl9LCt/LiFgZc7TzljSb0JjLHMPAA5jQDiHaROTppiqg4AUGK4jQcrzQCpWL3Mbk3PW\n9Fn8h3XxEmVSvaKioqKioqKi4vWH+yGG/jyEjYyIngohPJ8+fhuAf/FaDuyNhk/8aCSI/q1v/xG4\nJspQmvMwIYUAxADqpBhSvchRaTRoPWYLQSeSxTqRbO3jy2jAOpAxkRwKAdAqZgQlrxSRQrBJSUSE\n0Peg1SqSQ4suqn/yoFyym0UyiZGzhNjSBoxKI0lUNWZUMrGFrBmZnNDoGEptA+xxXH0oG+CWCq6N\n8zMcpUWVmwZRS3LIq5Gf4b9sU4iZT64brWVBp9ynNoB6QjCRQPLXk+/v3IyE0fEYJgzM55qkI5Dh\nyMC4GKOC4JjkD/HCzip03ZBJCg4sBtLinvxecgfYJYWuohKaDZcu2ikXy5daw2aUFHPhuKUFR1Gq\nRFf0J+9jmjeTFsnFffYpf6ZrB3ivct9aeaw3kczU2uNkucGSM344N0jkFkmVzphZE89rzfQ8GQrO\n9yUDngFkMoezmBrlsiqH1ToAMHidiRreBsZQ71bb3M9cG3PkDxMNbNni+/KBMhHG34FKqikzYzlT\n5Hba1OTHMOr0fbMKyZCP+4RqbE4ZxH2X7zwWbq9RHuvB4NpjZ7jzuWMghU2f3kgVGSnmO52tO3TC\nnsfjLzEJrhbPnaZdpV45vrln+6ooya9yTOVvg/K4wkRRpNLz75L1L95IDCC3bt72lc/L95d+j56m\nqiMdgI3C8veZtE8W3KoYqqioqKioqKh4XeJKxBARrQB8C4BvF7t/iIjejvg3xk8XxyoeEL/yNyNB\n9O/+xx/MihhlU9n1ZKYJSe2AfqpeYesVceqotSNB5HxaLetYol6SQ87FjCAmaGJIRSR2jEbY9lBH\nq6gqWi0jYZSInWBtbnPHOgaMBNBEOZT2CatYWIx/bg4m3acgh3ynAQKU9RhOTJ4Xu6CYvWSRySHy\nqdoYr+tU2ky2MhrFOvmv3JnoMchB1Kw0Ina93Uv3rIBwzSL7kASBMzFWUFIKSavYzHqM5D6hPFGC\nBMpTNxMwnXN40jguqyh2lYpjD4oyPDjvv0LQdQkPyoRQbAM7RA9wWGlRVilr9VimHSn7594mkpnL\nRY9FY3HUxkBiVrtIQojbMtpNyDIbRmsW7xu8nqh5BqdzxSget1YeJlmR2KbF6hnrFTo9tZJ1ieCR\nxwan8/58riBOZBtaeRjlI6GiRwLHCDWO3Dc3z612mRzi/ZJcKskjsI2MRlUQq41YVcT3LYOs8/UF\n5PfM97LuG2g1BoKvrq9zBTYZSH3r5HxyfQyOpgmhMmcjmyNS9wVWz2HfmcUKqAAAIABJREFU72KO\nBAOunr21b35KsrUxnBMl7H3aZ0WQbCWIdvJ4FKLsCIiV3co+B76fg8OuqKioqKioqKj4EsWViKEQ\nwgWAW8W+/+TzMqIKAMAv/Z1YyeyP/EcfmKiGVO9H1VCroQeHYBTIesAo0GaIJMxgU7IuAJ+qfhFF\nxVBJDsky9UZnBVGuFLZaxgpny0UkgJom5xdl1VHb5ADq8c/peiqh0WpkQSQplAig0Ip9ZmRLXBeP\n24UGdAyVHkQFMm8ArwlkATtGjMB3yOsgtokBIpA6jMdyvyp+DilXw3Vp3gcCOUJ4bBtjkbyKTIXH\nlKwoF3lqJHryKTPVe5gEkgsr7wlta/Nf7VWqIhWtUek6CrML1MvsY/vOn1xL8yHVnw9IcgFIxBh3\nTdixzpQ2n3jerioqB1MnsoXbMORx3scH4WSxRWtsJlCM8thYk61UDFeockarmJqUK3dC9ZPHEUaC\nRubzyHln0oaJlVaocaQNTZI2PhA6M5JFTOyUbfB4eY6Z3JH3oShk1VKrpmSYDZHoKY8zecdEUNl+\nJpyKe2ESqSSujCCFeEzy2ZDzAGBCUI3zGLDeNOh7g64bybqjrh+fBZFDJRECst0uzxuk2ol/g1Ml\nlXy/CvYRQveLObUeUQACjcrFMJ6rdLQ6SlUj2+n2BWVze6Zx6C+EX8wTzp/2OPqMqMS2fehbqqio\nqKioqKio+CLgfquSVXyB8f/8ve8AAPzR//CHo4KlUTDndswZag1oiMHMtB0QWg3a2kz6AEhKIRrL\nwocwJYeASBix5awR//PPKwhWA/HnIImOdH6jRuKJbWusFGLlUkgZQyEgdCa3xaQQ5wgBIzlEAbAp\nZNp2keAiPw2b9s1I/tjlOPxJVbJ2VAYBiRDyu+e5ZVo0dungkY2n3TPA3Qbqeo/A6+a5P7WTeA8E\nZdyejKG0TdOQaWCssCW3pZVFXlvmm1x1gVouKnnRLRfN5cJZEkVzC+KHUTqUx3NodthdwJe2Odne\nJDNIEAmaYjWq8yF+2Udtj87YCQmycfE5bCcWqYDejbYtSbzExfZ4vRUkEfdrkzKG57dPCh8gklC9\n05l0AeK9mkRelCQNEzF8TJIikiwCgDYFQ5dzzhaukvzJpE6xn/fJ4/nexRjZzsbtlyokSRTxe0l+\nzb3PKZhyULbyePniaPxnqolBy49fP8PWmvy9y+dBziUwtSDK/SVBpJlU1FMiKivBMOZBleD8ImkF\nk+/3QxLtI0jLY3LcrIKS1skQCPJyVhDt+wUT4r9bAQAGghLKSuzeckVFRUVFRUVFxesIlRh6neD/\n/gf/Pb7hW38QQJEzNPhICm0sgjFQ2yGSPYMVZeD1aCtjSxmTQ0AiiMyUyCmDcvgaotgWf+ZjmQDS\nY9g1H8+5QcIu1phY5YZVQi4gLOJ5vhFqIA6c9oBNKiEOmKaQthNkYLRvxwpk0i7mFpgsYljARD7l\nDJmQlUUgAEsLBEC3HrgZFQchq4RoUoRssqKiMFUGBYzVfQS09juLu6YZVUJEsUKQUmFHGXEoLBqY\nVwvNLRzngqV3zpkhhK6K8vySFJojeEo7TBlIPNcHExNMGvGYtfJYJCLGBoWjpker3ERNw9lDfB4T\nAn2Sk7XJIsVtMilTjr0VFjMmT+Q+HwgrM0zGzH2W91qSNDLo2nqh2hFzZpMtSwY579vP115mH5NK\noFLRw23JsfI+7pPn8xDxU7bfKpcrpGVLYRg/A/GZfHl9BEWjHbAxLiuDBqtjrhAUThajlCUTn4Hg\nvJooy8pzmAwqg87tpMpXfF/3DVrjdnK35O9b9iPVUA+Kye9ZkGgyv2pyrlAVEQUohZS1NT2vJKvk\nL1Z1Fn6oSdMVFRUVFRUVFY8SKjH0OsLHPvxuAMA3f9NfzfYx30TlEIwC9aJSmdEjCWRdtJV5F8kh\nL+xdTAZJogjAjoSFP0u1kSSE5LlcDc2IYzlzSMcKX0Acs/eZHCLr4Zcpx6dR+Ty3TJYXF9Cvkq1s\nOf612y4AKOyUnycfbWbkgM0TcYHa3hkTqGlG9RMU4G8MwEbvHkvlmkPO2Ajp+Pzf2IOnXAadoQql\nUH4X1jAgVrJqm5FQiCG+yFWQJF6LnKDSeravgtKc5aw8figX5n7CeMcg3/1jAMbF9k41K+Un5A8A\nHDd9Pk+Rhw8qKl6EcoUX65J8mVPdZAJIKGXkPlb9GOXRe53Lr3PbAGbJHf5cKoD2qYPktmxvYh1T\nY/YP3ysreDin535JIb5G2sgmqiCakkdMFEnCZ0IcCSVTSTjFrKJdcuzW8hyfeuUmAODmcQyZtk7j\ntNvgLJFFTAo1hRKKsRN0Dv5dYvKdAFxhbjyfCUVAozMOg4uV4EpShj9L0qVUuT2stUxWWJPjdkUm\nkFJThaJSHiqNIYTpuMdrPHxxT5/8i9+xdyz0w3/pAe6goqKioqKioqLii4VKDL0O8dGffQ8A4E/+\n8b8CsgG+0VDbIZJFfbSZkZNETlIKMTmkCPlPxEpNbWQlyjRRzini80OYXivzhIAx50geU8iKo6A1\nYD3Cwuyc5w3lTKH+eOzDJpVQtJjFfV4jqoj8aBfzTQxFdQuge1mhv+lzNTIASMKN1Cdg1kDfAupO\nIqqe3MRb9DQupNRuVaBxjphxCuO5nqD0WMWIoWSlKh+VR11rp2QRxgpIcwoEJoiy5WqPWmjfglOq\nFfKC/pKS2lfB/VjLrnJtSQSV5NM+okxetzAWrUr2rfSASEKH+1MUskpoX55Nua8tsoLKfZKYmcv+\nkSRO+bk8Ju9xjpCR188RPmUOENulZGYQtyEzhWaJHEEUXUYeSQsaEz6SyFOYKpmk1WzOVsb4zO0b\n0Crg2moNIP42+Hk4Xmxxvm0nhNBcVS+J+YqC0+e4dxqtdpkU8l5B62gJXDbD7HWsStLF75jo4VVD\nJebIWf6eR7L18t9lCIRf/7b3vmbjqqioqKioqKio+NJFJYZex/iZX/gfAQB/6uu/D0FrqN6O+T4I\n05L1khwKPmYOhTBVD10FLFuRf3KWAdMh7JJCeoZ0SoQS+WSFGxzcSljNUhi2awhBx6pj22sErwnw\ngF2JpsRTnNb+IB+37WK0kgHA8PiA7rm4wxtA96IdDag+KgJ8ExCeW8IfpQDh1Wj32Vlc5k1BzGg/\nqTZGcyHU4lwG55eQsC2FsBtYzQu8QyXqy/7mrpeQi8nLLGkPkmO08zmM5MxVCKFyfPvGIM9jwqNV\ndkedYwSLmK1jzswGLwNj7pBC7Lv3erJv7jypHOJ+JFEjSYGSCNp7TOTrMGQmEW/PET4yPFqRh/U6\nE2Y2qZrkcR8UWmXzsTz/mNrTeLvMPSpDqEviSM7DvnPmsoZ8IHzm9o34nVmNl+4e43i5xcJY9FYD\nLXZAghQ5RFjuVNYSpw6JWT7ftjuKIiagpFqIyR/e1zudngXKdlF5Lo/ztVAQjSQz/9s8T4wRAZ/4\n977/ofqqeHgQ0d8C8O8DeDGE8G+kfd8L4L8A8FI67btDCD+Zjr0HwH+OWC/uL4YQPvIFH3RFRUVF\nRUXFI4NKDD0C+Kl/9j14x9e9F0FTVgqFVIWMrBtVQTljSKWgnARJ9JQ4lDW0k5gsmBAmhVQ6T1Qh\ng0dUDSXlEQ0OftlA9VNyyKXAaS5DH0vSR7sXMCV8ohciBk83Z0hzEEkjsx6tZACwfXMkh5gUku6J\nbC/jXCJBCGULGb+VC7c9qiAmdbTyO9doFXbCpYEx20TRWElrX3nsUn0xh4MEzRVx6JpDeUeS4DiU\nL1SiPFdWqpojq7ICSAQ5t8phoacqDjNjKeo9h07bSb+ROJGVvSKZwm3LffLz3LU+0GTcZZA0gB1r\n1eS+yMMoNyFpykwmeU5J+LTKovcmz4cPhIUeBKEVCaCFHkSotE1Wu7EtJowiKTRuywygkghjQmfO\nsibHXyqEyoyh37lzA19+/RV86tVoH9tsGyjt82/zuN3iFbvC5y6OcNptsDBDVhGVz1NIz6UTpBP/\nkyZzjEa7WHomxGejnfjnb0royHBpJ/rm+fGBADE2+Vso/524jDj1BakkUeYN/cqf/gFUfEnifwXw\n1wH8b8X+Hwkh/LDcQURfA+DPAfhaAG8G8DNE9FUhhHm/ZEVFRUVFRUXFJajE0COCj/zy+wAA3/r2\n74k7NMUS9lqN1ci8n9rIgPhZVi+T76r4DCQyiHaVRkwKzWUOEUVCSmYOMTmU7GS0dfCrBmrrMJw0\n8K2CsgH9qc5qIWAkh/JweL0TgPWTAd0rNM0FIqC/5VPeUABtFBAI/Q2P5q7K5JA30zZVTwhNAL3Y\nwT0mZEUFKSSVPCEQlOb9MRNIGy8vQwiExrjJQs05hUUz7HBwjZ5aYBhXIXXm7GXy+ge1rhwigK4y\ntp3j4uNOBbQ9i2NW7PA+mdfD+43ymRhhNMplwoLJmy0TQsrC88NEQM/kD5emn4ROzwVRu12SJyuU\nRlUUk0jyepmbw5/5HkcbmlQHcV6Q3tmW57TKoU9Ez1IPWLsGK7MdxyQye4xymTRqlMPWxW1Jbkmi\nyKS55G3uvyStSivaTsUzQcCAMJs/xOqnVzex3OCvv/Ak2sZiO6RKhi4GSK+3DbCKqh7Ol2LCRCqO\nuD0mUbTyGAryh+HSdyfDpksOfWFszqYqyVsmm8oKZ4w522P+Doug7Uy4ZUfu7r658PZ/+qfeP3tv\nFV9aCCH8AhH9a1c8/c8C+D9DCFsAnyKi3wLw9QD+6edpeBUVFRUVFRWPOCox9Ijhw5/4Pnzr10aL\nWWDFEKt7WDnE4GBqyUiU6h/ph1J59ZFIneIv/7pYXMnAaqJYKU2pWMXdaJALCIYQmlR5bPBwRw30\n1sN3Cq5V0NuAzXUF1QP9qWhackwG2N5Mf6VXQH+ShpP4HLUl2JUgL9La1B1F9ZQaRHB1ukV7kk5a\neMApgCuKBYD0VPmTK5txJSPDRJucmjhXvHBkpUFZZn7OPrLPLjanmpkcv0+V0MPmnOy7/qrB0yNp\ns2cRjbEy26RimVQSpb4kKWSUQ5c+83GNgCEodBNCKC7Eh0LpI/srCZzY127lMAYTJ5PjSlYuGwkd\nSfAY8ui9QavtlIAS1q1WWXTaTggfxqnZ4Pawwo32Ap2yOLcdrjcxh2dI97t2LTptYchh6w2OdJ8J\noiOzxdYbLJO6aOtNtpRNbWhur7LIKLejJmKFkfxOy7mT70xw8FwvmwGbbYPNtomZYmy7SgTt83dP\nodRIukkbGleJczPtauVhnZo8dy6dz6SQJHOl0g+IJG4ZJh3f072JduVzLlH+zolCroYWEqHFlcVi\nGD3N/hvwi9/ygzv7Kl7X+K+J6D8F8HEA3xFCeBXAWwD8kjjnd9O+HRDRuwC8CwCefvrpz/NQKyoq\nKioqKl6vqMTQI4gP/9pfAQC88w++J5I5Li1g5J+6SY1Vyvh4JoOYHGI7mJpey/lE0KP6KPhYqSyv\nhGZIAm6/aUB8nlJQvYVbxVAQtXWwx00er10pmG3A9hpB99EqlpHES8oC7R3CcBwwnASYdRy/NWPJ\nenNBsI85oFfwOqB7PFYw8v/qJKuFYpn7AN8FkCOE06niBBhL0Et1UJxOzgbi2xJEVFIPtc1IEIQg\nsmiKQFqj97sBLiODDllQrpwLhPk2DhFNV2m7zM2R1+3YzS5pzhSEmqw0lm1hiXDplEVTVCIDgIY8\nHAiKuEpXfN7L6lVDocbRFHb2xXGrHXvPOK4xhycfB2XlzT7FDo9/7RocmR5tInmOEuvpQVjqAUs1\n4My1ODWbrA56anEHQCR1rjfxeV+7Nh8/NRsY5fI2AAxB40hHUqhTNpNVS91nokiRj8e1TSSa3ass\nylazwo43hyhmVCOhlN4VBSBEUmjrTKqQpfPvn5/5o67H1pr8/UnFDT9fWxefjVIhVOYCAYD3BA/a\nyfvhbCAO+J7D/YRc7/yuEHYVguK3oYv5+9g3T1xGFY8WfgzA9yM+7d8P4AMA/gJ2jMsA9vyrGUL4\nEIAPAcAzzzzzcOx/RUVFRUVFxSOLSgw9wnj21/8q3vnV37WbIaRoLDcvw6KB3cDoXFpekkBhak2z\niUAZ0rsrrGlALFdvHdA0o3XNaFBv4VdtIociIaQ3Ft40QBMzk+ySYNYB/QlBDakEvZ2qhvQWCJqw\nfesAB0C/Eh9tvSbYJ8eMGeoJ5AnDZ4+htoRgdv8/OZzy+ZQXn/z/3Nk6xiIsPV2klZ8b42ZtYKSi\nckFTmKiGDlnADmEfITSX7/NQ1q+Z/Ze2IdcrtD/kem7s5X5JUknlBduYAGCVSJNO2awUksclMcFP\n/hC0sH6JjKGgJxY0IJIxkjxyeV6TKqwgjvgzq5h0IigM+TGwONCE7GElz9pFwpTVPg6EI7PNKqAj\nvU3EUYvH2zN0ymIIOhM9PhBWqo+kiDc4NWtc+EggNeTyNs9BR9EWxaRQJINGUoiVVks9oE/k0RAU\nuqQUGpKVbGIjE/MqycG5KmNKEHj8LhVGGQQgxO++bUYC96jrYZ3CE0dnk+9ybUV2mR8VQGX+Dl8T\n/4kLuUR7KAlN8Zvl7DAtyKBRiRTgPKVjYx8hxO/cFEpCxpwyLs5HnK+f+6YP7M5JxSOHEMILvE1E\nPw7gn6SPvwvgy8SpbwXw3BdwaBUVFRUVFRWPGCox9Ijj2d+I+RLv/Kp3xx2c98MB1BMbGecEcVUx\nVVQZo11yaJv8WkMkU8JW5PEAoNVyPH+5GMcAAP0AtA3URQ9/1EGvR3KoObcIpoHrYkUyuySYTVQM\nKZeyhdJaynVpeD1gXmxgTx3cyoNOBoRXWqjbBnJ9RWkdGXSAvW5Bm2RlCwBu9HHNOYx5M1mZoOPC\nTxlRaj4QlEp/4aexXDYTNc4T2mZa4lyTz6oDLlddWsqA/eqgQ9WKHkQhlM8/INOZUw0dsrcdKoe9\njwy6LJh6Qgxh117H6hsmKYyorMWfGRzuPXhWD7l8nqaQ7VaGpravsW8OhtZjUHjaX5JJTCQZcmjI\nY+2bkdxxXSaMmOxZqgGdtjizLW6252iIK4uNY9p6k49JRRDfS0MOgxjHEDRWusfgNa6ZNRQi6XOs\nOXOIMlEkSaGVHjB4lS1l1utMPi1V3Kc4hyf1N8zlDRXZQbJ0eqmyKkkjfi44BFqrEB2wQpXXmTiH\np90m7+OsJyaFJAFknYr/fFmzExbN2K3eNfbXapfzh0qw3WufasgFNVH9+EBgjlsnq+BcCfuPfuMH\nZ/ureHRBRE+FEJ5PH78NwL9I2/8IwP9BRB9EDJ/+SgD/7IswxIqKioqKiopHBJUYeoPg2X/1g3jn\nV35nkrlwePTMwkaSQvIzg//sPQwjScSk0CblnCTFEJ0cx3DpW9fGy7u4SFN30kJ2vQGWC6jzbSSH\nLgbYo0QO3R3gmxZ9Q1BDgF0QVA94LkUdUon5AbAikJpOR4VQICBcj5/1iy1XJwe5lA/zUgP6A2f5\n/GFrEKwahfp5XUfZLhanp8gHYaIHbAeL5JCaKVMPJMKoUBMB86TJVctWX5UUkiXRJ/sxzSyZa6NU\nIE36xJ5tef6eEN7LxlwSQjnzR9iGRguRyzaxeO2o5DnUp7SUNYVdxyXbl0RUxUzzgYAx30gn8qUV\nyiXr9Zj14xWO9BaN8pnsud5cRLInNPk8Jn86ijazjW9wzSQFUVC40Zyn8XDItcfgDRaJuHFBYaGG\nqAgS2UusrNr4Bp2ymSjS5LHxDVaqxzY0E6Io2sfUSFYFhYY8hqBgyMEGnVVEPF9WqIiyyksEJ0/y\ndwqyiO/p9nYxyftRFBAArBZ9JnlWTbSSnbTx36HejpLCkhSK4xqVQ/tUanOl4xvDSjA/CYjn84Go\nAOJqZEZHVZIUbkpyqNN29jfuA1Uy6A0EIvq7AL4BwGNE9LsA3gvgG4jo7Yh/nvg0gG8HgBDCrxHR\n3wPwLwFYAP9VrUhWUVFRUVFR8TCgsK9M+ecBzzzzTPj4xz/+BeuvYh7v/AP/w/wBVggpoRACplY0\n56MVzLu4ncKswzr9pT7ZyujkGPAe/i2Px93H7dhNnwKYn3s5tk0K4SjKfkIbuUp7bZHPv3iyxXBE\nGFbjos03STVEY9l61wHbL0sk0Csj5+nb8RknS9CbscKZWyRlzzKdc6OfqoWY2OFckaQWUmrMG5L2\nr3FhGPICkgSpYYrS9HMl6HnxfMgetnPNHlLoKmSL7HPf9VcJst6nOCrH7UF772FfQDUfk+HPisay\n9Ea5SY5QI/bPEkLwWYHDcHv6ZsKH2wai7UqL+2USSifVEB9n9RK33SQFkg0aCj4TLA6SbEnnCrXP\nqBoidGokPgFgQRabYCZ9M7zI+eGxjxlLUVXERJIW9wZEW9h4f6MqqJwvnp8h5QHJ+WLllc/vu/ax\nfURhVAspnA0tLmyD9dDC+RgOvtk2aBsLo322Xa2aHstmmMzhWR//XdlYg1Y79E5nMioINVL5jI65\n+YWKTUXrpxbEamvKLDK2o03zjZxXWfXUagfnI2nEzwj/3h8FmxgR/XII4Zkv9jgqpqj/D1ZRUVFR\nUfFo42H+H6wqht6AePa3/lpUD0mUWUJlqXp+Z2uZtYnUIWAYQI0BmgZhswGdngLbLcLN6yDrYa8t\nkNwVAADfKph7W/hbp1DPfQ5YLkGbAWHRgHqL0BqYOxtsH1/l4XlN0FvAJWeacoCn2CZZIJiYM7T8\nVAObLvPNNNsGAEITYE2AOVfwDaA3BN8A5owwvGULsFpIkiOcG0RA8ATTuNxeSezoZCtTat4OYp1C\n10wrZM0RKofK088RRLHa1a4dbR/2kULcFiuK9hJOl6VDXzKOq+6fyyMa82cub0NeXxJECmxzGi1k\nvA8YCZKyqhiATNQwEcKED6t72KLF6p9OWWj4rPhZqj716TF4jYUaMgnUKZtJGhcUVnpacYyJoJXq\noeExBINF8kc60ETNo8mlgG0PjTDZ5vE5UFYXxf4HbJOKiPcpRBKJFVJsoXOpypq0mEmlEKuJRnJq\nV6VWQn5nfSKZNskOxv8MjUqhKcHaO51/B2vbQCuPzRCvZaWQDKTm75DBpBVnA5Xk7O7vPT2LQvmU\ny8cnMkhi1fZwXiXLaWx760wtKV9RUVFRUVFRUfFFRSWG3qB49jd/aCSHSvJHR+VQSMohkmohpYC+\nT+RQCrA+Ej6um6fA2Qbh5ingAb9soHqHoFXKcE6kxqKB+WSKTlivgeMj0NYiNAa0sfBHHdpXtli/\neQnfEJp1QH8crWScKZTWqDGEWlb5GYDhOKluntpkBRC/q3OhqGgAvYltdJ/usH06ZSQFAmmfc4OU\nDtlK5j1Bm+mS1sjS1WYkEkJSDnTGzitx7rPk/KFjJTl06LrL1D0Psn+OCJMqlXxMnFLa10qioJyn\nUsE0F17sAwEU1Tux3zHgGYgEEJNBCj6TQeW9MMHCiOqakAkkaa8CooWNg5sbcjlvZ6n6SaYMkzCs\n2OmURaNstn9JJU9UP7msQFqpLYZgcE2vxZyPc8yEDxNAch/3OX4fPlnBpC0sEkWsShq8GfOK0nlM\nENm0j8kgOWe8b44cugw+KPhAeO78FE+szvDKZpXGonJYO2d7zWFrTValMTEjw5/DDCEEjLYxbp8t\nYJELH9WAjcgQK4mi0ioHxFL2HHQt+wJQCaGKioqKioqKioovCVRi6A2MZ3/zhwCkYOqCHAomLeA8\nEIhAXIFssLGMfT/Ec9v413h//Wi8btVCnW8BBaiLHqE1IOtzm+o8KiDC4zcQPvnZuE9rYLUEWYdg\nNNT5FvbWCt0rPVy3wHBEMJuAYZUqk43OtEgMeQAKOUOofduYG+TuLYGBYv5PG6B6gm8C9HokFLZv\nS6qMQBO1EFHIUUxKhUl5bC3IIB8IjXHYUdVQSHnfCrokhy5RCuXz9uSPHDp+P8HT+xRJczlE8+fx\nPChxrFgwC1LgoGXsAGG1TymUq16Bkr8wfmKFkLQ2AYAnj+YSAk1RgMbUWiXzeXj8rARStKv22bkm\nkWDT46MtrFF2ouSRpNBK9VjQkLbjs+qgEsk3EklxbCqrg6b3NFUN8T55HECeQwfKhJUkfDIZRAUZ\nlCKUY5hyyLlMkhxisiwHLBdZQzyvF0kh9FsvP4bjxRZ31wss2gFnmxbLbsBgNbSOBA4o5KyfrAIS\nxAxXHqMUJC9DoXUKws7EET9bNF5vUj+xjPz4fHBwPGdbSQKO22+Ui+2L6meVDKqoqKioqKioqPhS\nQyWGKmIw9Vd/Vw6aDlrKbwByIZJA1o2KIZVsZM7B3zwBQoA7imyN6h18ygzSL94FLVqERoN6xGuU\nAj6T1EIpk8h/7mWoNz0BdB3Ie4Sugbm7xeZNR2jvWLiuieHTDnBNtI95E9ewyu4SReH/O8n5QThx\nIB/viTYEt/Qw93RUCyWB0OKTHTZvGwAdUAZNy20E5CpkISCHTDNKxY5Wflpx7IpkEDC1jF3FTjZb\nOewKlq+5MOqdz5jv/2FxWdj1eGxemQGM6heXlEJ8bJixLsVrRTUyNVrKAGQyiMfDxEepJtKUyCNh\n+WIlkCQ7gEg+OKHMkffDBArnA/G9SJJhpcZKfw253F6b7GN9MKmqGiWyaF6Zw9YyqSqag1QaMTkE\n7KqHsoIKfmefD5glh7hCmySHTCak4pxuOMQ7KbFevncEZxU2mwZdN+D23RVWyx6D1dmWCYy/I0n8\nNNphcHp8Vx6DVzDKZwVRo3y2j00nDFDKRTJIKI64H0Pjb3/XIhfvX2YU/eK3/ODsfFdUVFRUVFRU\nVFR8sVGJoQoAsaz9t/6hv7x7IAQETSDrI3E0WMCYSOiEgHC0Am0s3PUlyAX4RsEtDJpXUtWx7RbY\nbuMSlNVImw2gCO7VOwAAfRStIuGV26DHbgFdA79IIdSruEhszjxcqyJpxQqelH3tm2gr47WwOYtE\nkeoJ6y8bQL1C0GFiYeK1qDcAGmB4MlVWGwjUeARPUI0HqWQvMWPocUjqIEbOFUJcPLbGzRM2Bbly\nlWpjc4TQIbXQZaTQVQid+7GTzSpOZs4vLU/7+5i2cch6tK+NqDxMdZFzAAAgAElEQVRJIcPiFFYW\nsS0rhi4rdKUdaMbyJwmgpqhOBmDHdlYqg3Sh0JFE0BxhxGohAGjJog8xHJpJJxlGzWSWhxbbu/M2\n5iJdbukqySG+Bya4JoHYiTwbCmuZ9XqHHMrjV1N7Hz8TNii02sIGhQvboDEO28FAaw9nNYa0ve0N\nVssePhBOUon6Mti6UbGkPFu5WmNhEznE54zuWZ9tZBwczUqhjD25YnO2Rt4mCviFb/rhg3NdUVFR\nUVFRUVFR8cVGJYYqMj78//4AvvXt3zPuCKwU8ghKgayLNrLBAkoDRoMGC3f9CDR4+KUBBYAGD3e8\ngHn5DDg+As4vIhkExJwiAP78AqQ1gnNw5xcwTzw2dqsU1L0thieP0d0ecP7mbjxGiNlFDe/AxEbG\n612VFEXLzzbw/+YZFm0kfu68cILFzTXwJmD43Wh/0xcKY/UxgHQigDxBaZ+zTJTyk6wRmSvUFmWr\neaFJpSoi4TJS6CoWrjmCKKt/rhgOXfa1r9rY9Jz9Nqy9xNREnHL4+jIzSLZ72X3JymIuWYT4Gmkp\n8+ShEsHioWKVshAr5CkI0q+4VyZn4l3QledZEi2HyDSNgIYsHFQMq6ZoRTpi+5ggklxQ6buZEjWb\n0CQF1dRexsok7teFqcUuz40gjUpVUal+GhVCIzlUhlJLcggYvwe2cMV2HbbOQCGg9watcjhtt7iz\nWaIxDsOgoRuH4Ala+5j/4xSeOLkn5nJ8djyrsAQRZYOaWLqoEExJwkdnFdFIFPHxkOxjOXh6jzXy\nUaguVlFRUVFRUVFR8cZAJYYqJvjwJ74PAPCOP/xegAjkHKAJcAEhEUEwYoF9tAANDn7VxBwhTQiG\noM97+OMOaj0Ap8cgpYD1BjAKwVqooxVC34MaA+o6hG0POj3OZJM/XcLc3WL9liO09xwuHhd9JtuY\nSxXtaRgrnnEwte6Fvew3jjH8wbtY3+tArcP2rEN71MO85QLOKvjfW0K/3MB1AXQ92nZI2ErktlQK\nAdE6ppJ1xcyQQ8BIZjyIQujQ/slCeMZudpXry89XURT5oCaVumb7K61nsmpToSS6dFz3QXLNYSfQ\numhv8AqNQq64tQ9z93Q/KFVFAKaKHAR0aoAPIxFUXtck+5iHmqiYJoomQRQxIVTa07g/YEr+zJFC\nstQ9gNm+cmYQ28gEORQb0blNDqpWor8hPVO9N/HdRXJI5nk5rya5Xm1jcXuzxM3lRRpn7H/rTP5N\nEoVs6TLkc16UfMbmKo3JEGp5TvkbLu2bH/3GD6KioqKioqKioqLi9YbLS8RUvCHxkV99X6xGliqT\nIeUOhcZES5lWsby8cwidBjmfs4nIBvguhVIvk7TneAUsF4BWoK6N78sF1GoF0hq0WsYMo2GIx6yH\nPW7R3BnQn2iYDWCXBLeIyqDhKK41h2PAd7FcfTBRKbT98i18A6gBcF2A6zgchF8B29sd+rMWbmOg\nnz6HW/gYPJtOzWohHReVrXFoG5crf/ELmMkREgSLTjkk+0Kly9dcG5cRPlcjc2iWhNnXjkpqizm1\nUK789RpgZw5Sn4Z8fu2bn6vA7RknV76K76o4Nlqncn/3SQLts44xyaMRMjGjEbCgIZM+PA+cJ5Sr\npsn8I1FNTaqYdO7PZ1uZ7EuCxzZnZStxyHo23itn7zgYcrEyW2rbFAHNZXB5k97blGfUaotXtktc\nX6zH31JB4IRAePr09oQg3br5v3VMcsC0y79J3tZq/J2q9Hmck7D3N8z46W/4Efz0N/zI3uMVFRUV\nFRUVFRUVX8qoxFDFXnz4E9+HQISgk1on5fsEoxCaZAdZtLFymdExt4cIoVFJPaSj7atrooVsuQAW\nUdJDXQfSOoZYGw24tDgdbLabQRH66w2aM4f+KJWqbwC7ApQD+uuR9Fm/2cEtooLIroDm9zoMJwGu\nA9RAcCuP9b0uViRSYVQAJaKov2ihb22hb21zrpDSAcGPVbQGG1URnI3SaJdfQFy0SvKiUW6SRXOI\nBJo7LveVuMo+D9pRylwVZSA0k0FqhqSZEEgFmbSP9Dn4yuePfc7NU9yeP6dESQ55oYThMuqDV7CB\nVS0P989iSQpxhbF8/ADJpOEnaqE5UmgfMjkEvzNHcjyTa8QYZQaRHGc5xy4ouIIo0uShE/E1thNy\n20Akh5gci5a5OM5MGlGIarREPD6xPMPdTZQFMinDM2dd7J8JISMsYoeUcBxo3WkLrTwa5bLNk0nI\nyX2pabh8+Zv0gSohVFFRUVFRUVFR8bpHtZJVHMRHfvV9eMcffi+C1lFBJBB0tJr5rgF8QGhSdof1\nCI2C2lpAE2hwUV207oG2jeEe/QCslvF9uQC2XB6sA0LI4dNBE/pjBbMJWN+Ki0DXRpuY3hLwFefQ\nANwNAn5vCSCGTsdrA+ybUrtpARkcQbcOwSrAAtQTgglw5xp0MuR8IVVYVhgyV2jHgiIWz6wsOoSr\nql4uI4LuR71zlQpk036mi+X7CbQuQ44fNHA6hgg/GMnFlqYSMh+I+3MhQEEGGKudjKH9/fhs6boq\nCQQgWbzi+Qs17Ch/DkEGTHP/cjuScdNS9vtINA0PB2kN2y1dD2CHENpppwioLvOHRsvZNNw6ftZR\nxQXCxjW423doTaxg5rzOti5+htfbJt3TqBgyqfJZCbZ8Wq/QaQvnpyHimsaS9HFuKbcl87uyXQ6E\nj1XbWEVFRUVFRUVFxSOCSgxVXIqP/Or78I6vey8CaMwNTuvDoHUkgloNciFlDCnoi6EIrrYInQFt\nLdA0Y2Wz46OoFlotc3/+uIu5RSaqi4ajtOjbAJuYFw23TIu1z0VFgb65hW/SviZkcgibMZtIHQ1Q\nJt2AA5RNmTcXCuHNqbLRoKAaD2cVTBsDZgersVr0kWTwCotGLODV1FbFIdRSyXC/tqurEkaHzr+M\nwJHEVRlWfah/XjBP2z0UJn01YkViorQqrEdyHC5bvubHe9lxIIUyU8jl3plTcFBAiKnmmgmCPSRP\ntm/NBElLckxP5nh6bkMukTluJJhmVEI5KBtqJ1sIGLOcWrJR2YMxKJqfQ1ZEaZTj9ZPzmSBiAsdj\nSkDNQR67H3LIT3KO4vZCW2xsJH8a47DtVb7W+Rgk/clXbuGt129HEieVpC8hCVpThEoD82XuJVFU\nZmP9wjf/tb33X1FRUVFRUVFRUfF6RCWGKq6Ej/zy+/COZ74XmCtkpCmXtQdiVTIAgE2Brd4DSoF6\nG/OJnI+k0aKLSqNVVAmFdnwc3VFMjh6OFNqzgIvHE9FyAfTXAbUl+C5A9QoIgNtq4NqQiSDXAWqj\noNYKeGy05tjbKZ3aBKhzEbS7FeHWg4JuPdygodqAtrEYrMZisc1Vxhq9axMD5pVC8pj8zPuubBfD\nLjly6PjedmbyhKbHirykK5JGD4qSuFHCwlRCqon2XcfzMnd8Z844L4kQy5gnQkjeJxMwl1UhK5VC\ncxk+89fNt8mKICaC5H4mYIagdwKnmRDinCEmgphUKQmhuWOlesiLSmRyXg6B23MYCR1WcJXkkKKY\n78Xvhjx6aBy3WzivsB4MFt2AbW9gdCRr8+9JfCdEARDKn5IUsl5Nfo9SbcRh1bItWa6+EkIVFRUV\nFRUVFRWPKioxVHFlfOTj34t3/Nvvi2XsgVzvOZR1n1UiiEKI5/q0OPPiuhAA52OYNYDAYdWJHHLJ\nStbedbh4wqC9B6xTRfugAft4LD+vX0mP8LmBubUBFhZ2Y4B7DfyJgzmKVjLXa5AOUCcDwssd1IYQ\nKOZN2zf1wJlBaBORpQMoLSitVThajgviTgtbmeJS4PF+W+Uy8cA2lLmS8tOp2k+6XBZ4LI/vEh7z\n1ZN4+zLr2FXIoJ1S6wdIIxdocnynwtds/s2UUJPnzVESXqhm7hc+KLgQYs4NxpL1Y98jOST7uIrl\nS5aJl/cAIOXtzCuO8tjE3UoyRn7nm9BAw2MTGtHv1bKSypBzSehIq1c8pkalD1vWZgi3Up0kMUcO\nuaB31GELY3E2tFg2PYgC1kOD1aLHpm/QGAfr1NTmmYgfTWMw/ELbPBYbpqQQq4ckOTSHSghVVFRU\nVFRUVFQ86qjh0xX3hY/88/eOH2TmUCaJ0iGTHq1ECpH1kTBisogIIAJZl5VCTAr5TkMNHr5TsEuF\n9p6HXQDNWaw8pjdA+3wD/aoBKMagqI2Cvd3hsWvneNOTd3D01nsAAG08jPHoVgPc2sCdN/ALD78I\nYJ5Cv9CmMSoQ29GsAhHQthbrbYNGebRpkdlqlxeehjxa5dAm+xOHKDPmwqTnPs+FOZdtHAyvniFy\n5s6dUwvNnTdXWn4aQs1kRsivQ9Dl/aU2jHIplHgcQ0O7iivez4HF8/fmZ1/lPJXz29BI8LH9zAeC\ng8ovYAxdluSM/DxnGds7H6Jq2BxKNc6knxQsvnMOuNLa+Cox9wzOncNjbMhOqpqVWUU5aLsgymQb\nwP4crPG8+M42Qg6kPm76fO6yiWTwoh3fH1udwwaFVrud32ab25qOqdwuLWUSH/vmH54dd0VFRUVF\nRUVFRcWjhEoMVdw3PvLx783b5D0oBJAbF7necPhzWgx6ICg1VhuTKiIA6t4GoYnh1qFRIB/gWwXV\neygL2AVBbwFvAHMWFUMAQJZADlAWORvmxZdP8OLLJ1ift8A62W0GjWHgiwJAAX7pEFTK1iVAX6Sf\ngiPAphBtFWCdhtEeF32Dweu8AF1oO5JBB0ibfRk5V7GKHVL27Ou3XPBfRibtEivzZeolDpFBl1cd\nm1Y3K0upZ4KAfD6mU+l2vlZWvrpsHsb72iWLZLD2TgB2Ilny54JsYXJGKmWmFrzLA6jlGPephS6z\na13FzrUPV3m2og1sWqWsJIkuI4euCiaDuGT9SkdS6OZijVUiiBYmHWt7XFtusLYNrrcxH2xlhtSO\nn/w25buZfOf7ybGf+6YP4Oe+6QP3Nf6KioqKioqKioqK1yuqlazigZBtZYhqIM/h04pJIRWXzEoB\n3secIa1iOXog2sqcBxqDsGxBvYVftiAX4DoNsgFupWE2Hq7TuRIZAOh1rEwGRLIoDgJQaw1vCeSI\nd6FfR2sNUQCZuAAMA4G2Cm7poQaxsPYANgr6RrKfDRptN6AxqUS9KG0N7BI35SI8k0JF9o3ctw/7\n7VuHbS9z115mUTNF2PPu9VPSorSFzbV7WT5QCZnJc2js8t73ES5uRu1UXr+PxJk7nwmS2KdPBJFO\nKqY4dzn8ubBc7d7PVCkkt+X8SaJon31MBk/LLB8Nn0OeR0vY9P2qKHOGcgh1YTHL4LHm/dGWN3A4\nWYh5SWW1OLaTGXJwwWChB1ivsdI9LtKP/bjd4mJocdKOmWHXug02zmBlemxcg4W26L2eJUINefH9\nh2wns36cj0oGVVRUVFRUVFRUvBFRFUMVD4yP/PP3xipkmkDOx3cfbWK+UbGMPVLWEFEkg7Qes4YA\nYLCxjD0Ate4RFEDOwzcEGjxcmxZyNsBcxFBp10U7me8CoBCtYa1HUAFqq6KSKAChCSmMFgiecHrj\nHKvTNY5uXQArF6/t4nUAgIWPOUWIoiYuWW+dQsOZQ1wGfI9Na24775uxMU2OH7B+XaYeOjQGn8J4\npRJofM0HZc9ZsS5TCl0+tl2l0FTJE9AoP3mV/cmxRwvazDiF0ki+yutZlST3S3C2jySjZJBzPGeX\npHPYT17lHCS2UCUF1GUVz/L9z5yXq6IJe9oku2jP+1XB5JcM047t71rM9o1tbCNART1W/l75t8Xn\ndEkxxITlSvc4TWTQabdBZyw6Y3HSbrN6DwAWOlnMRA4Y4zIVn6JQSaGKioqKioqKioo3LCoxVPFQ\n+Klf+h4EraJCiBVDKXvIdxq+a0ZLmVbxmNGxFDi/+h7qXiRk9HkkiUKjEBoF3YdINiEqhprz+O5b\nIKgA3/hYxYgJnSZEqZAntI+tAQDtasDyeAvrkupDBZzcTOQQEHOK9LhI5OBprX2uStQaK1QhV7N8\nXZXIKS1gVyGCzoZ2VjnECpfLyCvO98mfEXbK0EsiSEuL2cyL2yxJmnIcu4SQOJZIA0MOpqiAVY6F\nX42SfR3OF5q0t0PYzOTxzJRzvwqpMvj9QsyGbG6rpZHAkCXv96mFxnGJOU/bfJ187cP9KIbGcbuJ\nnY/3xXu5mmWMyarYToARlsCRHIrvTA5x2LuigMcW52iVw3HTRyundmj19DlZmfjvR1tUDZTbse/R\n7vbRb/wgPvqNH7yP2aioqKioqKioqKh4tFCJoYqHxk//4l9GMArBqKjU0SpbytxRg7BoIzkUQiSH\nAKBppo0MQyaHglbQFw6uofhqCa6jrBgyF4BPl5MnYOVgLxqEa1Ex4FcOfuXQv7KAMj41bzAMqeKZ\nJzhPWJ2uU/5RiKHZFGAvGninYBoH7wltExeg6745mLvD2Eca7SN/5j5fhkOKIrbITLKCsNs+Hzfk\nc+6KJFRmVUF7wp2nuT3zRFCZEyTJoDIziMEEUflixcmhOZiby1I9NIcxJNtPVC4afqddSb7ogoga\ngsbWN5PPQwrHkta0ffaxq4AJIdnOZcqtByGFJObUQ4DIHyrGszNmVkphfF7MHnJomRRAJ80GN9oL\nAMD1NpK9mQBSI7nGbfMxIOYNRXWZz9t8niGPZ//4/3zfc1BRUVFRUVFRUVHxqKESQxWvCX7m5787\n28r4JREWbQygTlYzAEDbRmuZ1oAxQAigjUVzdwvfEMyFg+sIehsriLlFjC5hK5nqk5rnuI+v1QBc\n70FbBXUyQJ0M8E6hv2hgt3FR7r2C9wohEC5eOgKAnEmEPlmHthqWw6oRVRtGjwtemUlyv3hQMkhe\nryjgtN1mEmhfHx5SPTQSODJTiMuFN8rNqoMkIXNoPDukyR6r2KH7Ndmi5A++ct+JIMrWJtq1uV2m\nHNq5H3h0NExsTaxwkfesye/YAs/sIs4pqAjH9uhUJDnu+QUuOCzrCthHFklV0D4yZu+1V1Q+7R1T\nJnWm5FAmifaEUc9VLOMXP1+sEGLF0JHe5nYfa88BAI93seIgk0USkvRZaDsSn4V97B//sR/FP/5j\nP/rAc1BRUVFRUVFRUVHxKKESQxWvGT76s++B5zL1BPg2WsfsUQOEgLBsgKQkyuRQY2IA9aKJr2UD\n32o09wa4hYJZ+1iVbDMueoNJZeu3BASgf3kJ5xScUwjnDYIO8K+2cGsDolhdrF0NOTMIAEIgrB4/\nz2Pldb9eWuhlsq+ogD6pjLTyIAq4sM2VVENzJMhlZNAh5YvclgG6e9VDhTVs7tjO9TPVww6N635J\nLQZnBzWJcGrES1FAo1x+8efJ9cX5u0qe3TmT5JCbyQXiMZVzzhlAsd3dimiafFYCAZEc4uMr1cOB\n8nEHEpW9PM59N45pTzC33C8JFlUQZJIokmMsx7ov+Poy5Gps6f0ycqhJxA4TMjukUTHXc+TQSg/o\nlEWnLG428bf6ZHcXAPBly1fz2FYm5g8ZQdYt9ACjXH7n44Y8/uEf/etXvu+KioqKioqKioqKNwIq\nMVTxmuLnfurdUTGkImnjWx3VPkctaHAIrckZREwShUYDRAiLNr4bBbcyoADYlYLZBgxHyZq2ANQA\n2GWAXQaQJaBzcGsDex6tO6HzQBNAjuD6uCi3w6gCIoqh1CEQEAiB0jULB7fVCJ5ABAy9QWMcNHls\nBwOXgqcvbHNpZTDG/ZBBD4tMGKEkkKaVr1hBxOQLK4T2jWtfmPOhV6kSkmQQK31Ki5YMYi7HI8ki\nJoxUao9JCraZAdhRDu1DHmNSCk36E6HQvC3JF0kK3bHLCUE0BI1NMPBBYUFDUsbw9zL+s3vPL/Kr\nxGWkkLS7je92Z99CDVgkxRK/87GWbB6fzDyaQ/nMs9qHny9WRXV7+pIKIklkyWefyaGlHuL3KZ7D\nUxNtZI+3ZwCAp7o7eMvyDgDgie4ejswWJ80GR4koOjGb1KZHqy1abfH3/8iPHbzHioqKioqKioqK\nijciarn6itccH3v2O/En/vQPIRiC3np4o6A3Fu64g3khLuTQD8CiA4yO5e6XDeA93FG02fhkRRtW\n8d1sAjZLguqB7c0A8kD3FXdxcXeBazfPcff2KmZOA0AArj11d2dc3qscQA1ERdDp03dw97lTwBNU\n47OqyA0apnXYbBto7bEwXClpv8pCKnpKdc/ceVdBqdS4rO/ddyY+SpvRNJOmDIzebf8+829YCZJI\nF7lf5suwJWu2DQSoQmkyBoC7CREjy7UjpHMxZvrMlblXNJJIY1aOz2PS5GMp+ERy+ULVc+FaNMrl\n77uhuN2pYTI2RWFiH2PiZOubrF5aqR7nvsORGkuxy/5LSOKrJQeHSEAp8hiCwYIGbEKDhRrQkMUQ\nTC49f6IjYdIEC00BGx/PG4LO15Xl7Q89zzxn8t4kObhN7W98g4YcXFBolMU2fR6CRqdszmHqaMh9\nyzn0gbDSPVxQONbbPMdvXdzO43JQuD0s8WR3F3ftAkvdY+1a/O//zo/vjLuioqKioqKioqKiIqIq\nhio+L/j5n/xOkA+x7LwP8K2GeeU8WsfunQHbLeA90A+xzH1vERoN1Tu4Li74AgHtvQC7JNglwS0B\nuwT0mnD0VbdhtMdTb7odz7UKwSqQCnjyLbfRGYcQCCFQrlCklM9ZQcAoXLr2lju49pZIWCkdoFKF\nsqaxaJpURUpFsmBrzcFFMrAbDs3v+6xhc9c9COT1E7sZpuPZLVFfVAebUf/s60+Wlpefx6wioRpi\nC1hS/cyhrKzVKItG2UwyNMrunMsKotIaNZc3JLcb5bMyBYgqIc4Uysqg1DejIZdJDiCSQ0PQeb4f\na84mAdfHiYSR8EHhFXeEjW9yBbOtb3DmdlVDkhRShQ2MXw1ZLKjPCp0jtcVCDThR60w0LSgGMq/U\nFgvqk0LI5fPjsT5/judFpVFLNquJZCD3HOSYYr9DbneV8oJWetpf/qy3E2XTRCVGLucOSSXUreYe\nFmrAsdlgpXtcMxd4cxd/y6dJMfQTX/+/zI61oqKioqKioqKioiLiUmKIiL6aiD4hXneJ6L8loptE\n9NNE9Jvp/cYXYsAVrx987MPvhnIhKofOB7iTJcJLLyM4B392Dv/8C4C1oHsXABHURQ/fGeitQ2ji\nozmsCM1ZgF0Aeg2AgOGax1HX46iLC8s7rxzH8vM6ADpg3Te4fb7Epm9wsoiLztsvnuDu7RXO7i5w\nbZUUE8ZBqQCiWML+1vUzXFutcbLa4MaNcyxai0Ubq5INTsODoJVH7/REFXQZ5nKAys8PSgpNyKai\nAhkTGmUIdakWAiKRNB8YvWv3kX26K1rq5jCGRs8QQOTQqWGSJ8TIhJCwnelEbpVj3Z0vj07bSGRh\ntIUxgdZMqlxF+9eCbP48BI17icApK3yxskiqhcqg6TmSbesbXPgWnRpw261y9pCsvibtYaNFy+Zt\n/k4XNOxc06b5O1LbTAY1FOdaEkbc3oKmVrCOhpjbQ4U1bEalJp8NaW+T32UcJ+cIbSd9xX09FAI6\nFfuV373MKhqfzek7ABzrLY71Fn/j6/72znxXVFRUVFRUVFRUVExxqZUshPAbAN4OAESkAfwegP8L\nwHcB+GgI4f1E9F3p87s/j2OteB3iZ3/6u/An/8T/BP3c5wAA/iwFPmsNaluEu2eg4yPQ7TP4W9ey\nWkhtPYYbBs1FwPmTCnoLDCepVL1RuHOxwPnLq9zPvdtLAMDiOC50ba/xlW9+EQDwG88/BQAIKYMI\njyOTQwDQu9jn4McFfRDF03Syjw1O52BcYGpRKrcB7HzeB0kylbanuWvn2p1ui4DfPRYyeW7Zhw9q\nUrmMr9mX25MzbwqOSAYL82dpHZOL+7KEPBMAMih6LInudgKkfSJjSkuZopj3I61tJuUSDUELFdP4\nvUaiKI5rQQOGYLKyx4t+G3LwKVx6peNzxyXqMzlEDhe+jaRbGndUGKmd9i58m1U0PFYXaKKQYSxU\nJIA8VBqH2gmklu+87aFyu20mXGyaa4WGbMxFUkO2pPVBZ6uZJo+Nb9CSRZ/saS6NQRJl5fM8fi8e\nyHbAkcDyQUEnMmhyTMXx8Hucl0R4BjVLtDXK4j1f85M7+ysqKioqKioqKioq5nG/VrJvBvDbIYTf\nAfBnAfxE2v8TAP6D13JgFY8Ofubnvxvh5in87TuxLL0xABGoS2qKPi6GQ6PR3N7Cdwq+UwgqKobM\nJlYhM+u8psTFc8egrYoVxUzAl7/1JejWY+gN7t2OhNGnX76JT798E93xFvpMQ20Jaq3w+799C7//\n27fw/GdvAgBa7bLdzHuC99GCppWHVh7WKWjlsTADrFcwysMonwmdffawqyiBZIYQvy5D2WeuxiT2\n5zLdQim0G0LNAdBTpZApbF45LLp4cRl7qRSZWtL8xDpWKoRYkVOqlCTmA639xK7F96Pz/Uyrb0nV\nkSnUJ1J9JM8FkBUym2By/g2fI21PpUJGViLb+mZCYEjSSdrEmBwBxkBoIBJAR0nN05LLr1EVZNP4\n7U5Z+NlnR4Rzl0HdWrQp31sxN0BUF8n54eukve0yzFWGi23s/l6kYmhOzVaikkIVFRUVFRUVFRUV\n94f7DZ/+cwD+btp+MoTwPACEEJ4noide05FVPFKgF14GHa3gzy8AAOrG9bj/9AS4ew9wDvql27Bv\nuYX21R6bx1qYtUdQCr4hZDFPKi3f3NWwxx50ofGv/6HPYGNNDo5WSw+dtjfPH4E8l7ZPQdbnGm4Z\n4LTH73/6FtRJj3Zh8zVaeSgV4LzCwlgQjSXTjfKwXgH64TOBrlrZTGJWQQRCq+zOOT4QTKo6lo+V\nCiKRITTX9pxKSC7ULxvrPoXQIUjyZIJEnEhSgUOhNStRyANQE5UQgFz9jFVCkgyauzcXxuDqazpW\nw7pw3aRK2TZVqVNIgcrkcvZQbENNVD4cxMz3xuQR26VWIngaGHOB4vaQVUGHQ6mn5JALu9y/bKNU\nEUmSJyt8AOTHJk19h3hfUvHEY3JhDK1+WGSVmFBcHUIlhSnMmdAAACAASURBVCoqKioqKioqKiru\nH1f+P3ciagH8GQB//346IKJ3EdHHiejjL7300v2Or+IRwbMv/BjCZgvSGuraKeA9wo0ThEUD/9Tj\nAIBwsoK+u4ZvFNo7I9HhG6C5AECA3gDt7ViyvntJoXnTBX77xcfwwt0TPHH9HtrWom0t+t89wub5\nIwCA6pP1aogvIHJE6kLh1tOvwnSxmtSq7WG0A1GAVh6tdjDaodMWIamDWC1kBOEBYGd7X6Utiavk\nC5UqHNk+v0wiR0r1ECt/XKB0npuogpqJJWe0WskXh0ezkuaqZFij3EHlynh/UwUQE1VSfTKnQJHX\n7VPgTF7K7eyX2TRsAeO+VqpHk2xgHAqtycODsu2sE2XgAWRVEZMlHoQXh9OsBmJF0IXrZkvRsyWL\nt4cw8valVUzeq5yf3QDuaZi3vDaXixfKoclLzP1o+ZuqjLqkGsqKrfQuzy0thXF7fzC4JINKlMHo\nEpUUqqioqKioqKioqHgw3I9i6J0AfiWE8EL6/AIRPZXUQk8BeHHuohDChwB8CACeeeaZh5NYVLyu\n8eE7fwvvfPy/jJXI3hzJIL9KdrK2Ad27wPD0YyAfYJcaepOIC0PoTwjmIlrKAED1MXPI/U4kfxyA\n37sVc4bozIAQq5dBAaAoJnGLAHfkoc8UyAE3vzbmHj1x7R5syhni9anzCou2RwgEUlNShkvX8+e5\nbfnZX6JyAOYziubaKq8plTWlekiLnCHODpLl2su+ZKYN98FqmziOafn4eM1+flkSBTJPaH57Wp48\njnmqDgIw+gmB+IWFkTLhEvc85wphYgHL1caS+oTLpfP8AILgERYwP6MImtyTmI9XhxW23mDtWjze\nneGF4RQLNeCaXsOB4EGTOWOSisvFl0omLmNfkkNyzkpySJZ7l8qdkqzLn9NjwH2UKqJ96p94/m6Y\neakcKrOz4jgDHCi/T57lA89U2cZ3fs2zVzq3oqKioqKioqKiomIe90MM/XmMNjIA+EcA/jMA70/v\n//A1HFfFI4pnX/obeOeX/yUMNxKJ41N1q7c9BnNni6AIw6mB6qeERXsvwK4IcIA3AFRSDb0cyZ/N\nrYDusy3sKl3HC90mbtz4ildxtu6gAVx72xqD1xPCZvAKzsfFaKMctAq5RD1QhDsX5d+BaYD0g1jE\nDvUxd7zcxyqh2L+KJdwFATS9ZkoIlXYxSUBIMmXv2GaUQWPmz64ShJU+4/Z+K9t4rehDTK8TpA+T\nCzHIGDuEEPfL+0/UBpvQQIGw9Q0acrjnF1Ep5Dos1AAfVCaKmMwZvJloLVk1xOHMigLObQdFAS9t\nj9F7ja8+fgGv2CP4QFm9NN6Dyha3TWjgvMJ1fQFFIyFz7jssqIcM+NaIz6cHTd4jLldrTeZXWMum\n+8PBynPqASxj06wr5OBpSRJdFZUUqqioqKioqKioqHh4XOn/6IloBeBbAPwDsfv9AL6FiH4zHXv/\naz+8ikcRz37qg1CDh+803NLAHjVwS4PtkzE02muCXapo9+oDlA3IFcB9VAs159FWpvv4vnqe7WIE\nNVBUCRmAHOH4bXcBAF9281XcOjmH0R6D1dj0DRrl0VsTrTMpbJrL0gNAo11WOxw3PVZmDBzeXxXs\naiXo5xRG0oY2ayMTwbsyJFoGTDeqDOuVgdD7q5RNwqUpzGbwMOEjX6W1TZJCpe1H2r8ashM10uwc\nzYRaT0rXp3weLnHPnwHkamOLolR6pwYo8tiEqfpnCBoXrsvWMSaEZPl53l/2z/0NXuPF7QkA4LmL\nUzx3cQoA+NTFY7g9xOdbVr/jIO6yrQvf4sJ32Phmkv3TcjA0BPE3o9h5EFzF+lfCz/wnRGZK5fP2\nkEvx+x9JyLhP5l7tH1MlhSoqKioqKioqKipeG1xJMfT/s/f2MZIk6Xnf80ZkZmVXTff0zOzs9+7t\n7d3ekQQ/j2eRoGxaFCVLJCzQNkATlk2fRMlHgKYh0xJsyn/YgP+gbVoEIcESYUqWTRu0IcEGIRqm\nJYufEk2QOpKiSOok8oTjcff242Z2Znumu6uzMjMi/EfEGxkRldU9e3e7Ox/vD2hUVVZmZGRk7ZD5\n3PM+r3NuDeBase0WfJcyQXjbnD3pH75j6VbtHxx1b6GMw8mTFQCNxbEFOcAs/PfNqX/odAoYVgS4\nUHXiAH3mxxtbgEaCbSxc43D8+j6efOEWAGA0ChaEthmwany4bzfUcC6IHsqP31ZDFCwq5cWLzlQ4\nqKeA4LTMaI5YGpaUlO0qN5vGnHMFlY6fPMMozQfKt2+3gi/DqKd5FC6i8PlexIK5fcr8n4uIosAF\n+/ehltDn9lCSk+MzfPhoHi+dB7tyYuhzUQ7H90uHFvfp/eISMh53sFXsrMZlZgBwqeoAADe6S1FQ\nXI8NVPjdDE5jEcQqnk9LY+wABiCUk41RdOGuYKsQTl3j3sK/Px/S0rJS9PFr6Nf/PBcRww4rXld2\nFqUOsal8chKC2EGEYluKiEKCIAiCIAiC8MXj7XYlE4QvCr/4f/4FfP2/+0MAfIYQwGKPRn8wfR6X\nCos7DnrjMO4RNpcJBy+P4TiN7grF3CHb+GN0D4yrIHLs+X1XzQaD1dhrhljOc9ov4nwoPOdaR1jW\nPYxVaOohbrtUTR2i5kqz/H7lg3Seq5I6gfLsnN1BvLv2sSBUyYNz5vwhmx3DJTqpKFSWDPF1pplC\nk+iSZ8d8IUxuIZO0Rz9fFEodOuyY8R2wpn1YhChbm2tMYgaLQibmDyFuZ6FmsP7PhM5mS9VjsDor\nZeP90/NM89B4aXUD+9UBfu/kGqwjWEfYrzrsaf8b4mMv6zPs6zMcmz20asCCBmxcnbSLN8k5R/Su\nii3i30l2ZUbZHd3GuAxtDr/eScZRIUDWZAA3iUa7RNZUHBJRSBAEQRAEQRC+uIgwJLxn/PKP/3l8\n7cd/GIDvPAYgOoD4c7UGhiXBNgAZoD51OH1Co71tsTiy2FzW0B0w+gxq2Dp0LR8JrrVAp/H482/h\neNNif9HhqPPZRkZvB+KqUE62V08P3xVZVNpidAqtnn8o3/Uwy2POhUpfWGZ2zwHUdsspFK9lxj3k\nx7lYeJo7ZxkizfD1l3lCc46lmkYocmhonFw9SacrdqKkbpVdJW1AniOEmf2so3jOsiQsdfosVY87\nZg+KHDa2goVCFYSkNDsq7e5VXic7gGptABzg6eUdHAQH0cZWWOoej1XHuGOWuKzXWKoeFoTHqrtx\nvKXqfekYOe8aCmtroFDDZxD51vU0KxTtCjr/YrSPTx1D936Mg3HTHNL5pPvA5fObyxlSZPEXvvTv\nvc1ZC4IgCIIgCIJwESIMCe8pv/aj34ev/L4fjkKQGgE4nyFkK8CEpmWmBZq7wOaA0B45bA4VrCbU\np8BwyQtI3WN+3/FSEAguGejG4NbRJTx57Q4AxI5ig8lFAsA/+O/XPUar0Ooxuj0aZbZcOLy/33Z+\nSdlO0aUokZl1Cp1Tasb7m+D0mXMKTSVVybxDuHRZOpaeY5d7Z97NNB8wzZ/LgOmWhpBNZGfL2vx1\nn+9MYhEh5vvAZN2+UpGB3TgA8LnxcswiKu9bTcYHMJODdcDodHRR1WSwUGPMA8qv0YsaLfnyw7Vt\n8MGlb9K4VD3eHHzm0GP1MawjfGn7KgwUjs0elqqHhkXvdFyLZsb1ZEL6EwB0ro73cO0WWJIvMTtP\nFEpfzxOISudPWTK2S2BKXUPpPGzS1SwPPN/tMtqFiEKCIAiCIAiC8M4gwpDwnhOem6EGwGgvAAEA\nnBeKNlf8x/7AB02vr/sHT3L+c38AgPzxZ8/4B3da+IfrZjFg2fYgcuhGrz6xKJS6eThs2otA4QE9\nBE+PTqFVM66VLcfRrpKyfHvm3pnJD5o7z/Y2m5SF5U6kMmA6zyDaFrh2BUBfVEKWdpIqr6fsOpaW\ni51XjtbMuH5S+uD6adWQuYt8Ry2Xpe9oWOxrL5qs1AandoHr1XF0DnW2DoKFxcbWsavY4PROYYqv\n2YDQmQU0WVzWeYj2oV77QGxYHNs9PNvcxkptcMtcwtXqFPuqw5Fdxswgvy7TGqat5vmVnUGpk4rf\nD9Bx395Vsdzu7ZIKNXOh0uc543aNxf+NTMHS8yWM5fhldzIRhYSHHSL6mwD+dQA3nHNfHrZdBfC3\nALwA4DMA/m3n3FtERAD+MoBvBbAG8Kecc7/+XsxbEARBEISHgy+stkAQvgj8s//q+zAugf6ydwid\nPQYfJj140UiNvkRsXAKbq36b2fOfu+t+jO6pEd1TI77ywy/jylN3cXj1FMt9X8azanpf0mJVJgrx\nqyIHF7KF0m0A0OohlpDtaiG/3ZHMZn/Td3ZLCErHKNvVpy3o58bMO5htl21tiU5lK3JMTp4peHlb\nuElLyMouY58vvoV8Lk7NiQbldTRk0IR8oiaM4Z1HXI7m3/sAZ5OJL49Xd/F09RYWNOQiSJFPxEJW\n2m0sRcP5vJ1wzrVdxBIrLpHjtd5XZ3EOLzVv4Lq+G68jd1rNvy/PH4W9pIMcX0vnGlgo9K5C55rZ\ntXy3iPcDNmYqRbErcQuxSMcC3RwiCgmPCP8zgD9ebPt+AD/jnHsJwM+EzwDwLQBeCn8fB/Aj79Ic\nBUEQBEF4SBFhSLgv+NT3fx9M69BfcXAVsH4KGPZ8p7Fh37eeN0sHs3ReJNrzpWaOgP7QQa01Vk+c\n4tO3r+F9l9/CpcUGV1ZneOLgGAoO/egf3GPbdmVB5OJfpQ1aPTktLtUbLEPgdCbAFC3l47Z7aU8/\n03o9Cj9Fu3fe379OGTzpnwUlYlEpUOXOIL//5OJIS7vm5p62pefx5rqMpc6gVDjidvQssPBYqeDi\nj58XhOYCvnnMVCArj1VwMM4HR7Mg8Xh1Fyu1QUtjdNcAU0lVmT2U3ZfwynNOXSzGeacSdyyzzuf+\nnNpFXPMmiktjLLE6tm10PqXz4PUor5/vG6+hnvnOO6amrCMAO8WhufU+r6wrz/7huWz/1nleqaDG\n29jFlM6dx0rHL8sSRRQSHhWcc/8AwO1i87cB+LHw/scA/BvJ9v/FeX4ZwCERPfXuzFQQBEEQhIcR\nKSUT7hs+/R//J3jf//iDoCDikCXYChj2bfgMkCGYQwN1pmCW08Pp1Q/6/3/6YOFdQosg8nRjHbOC\nGB8OnJeC7VUDeqvxWHsaxYCKbHZceUwpDmX77Mh7KbmoXf2262d3qdl5JWQlBip7cJ8b3wRXTCkK\nzTk7SqdS7GwW3DdTh7N772qWZvjk58qzcjQ5aEwunZpGrIM44907Dgeqww2zH4SVkKHkgE0QddI8\nprQMSiXFaTpkQg1hXdK16Vzly+qcw1JtsLa+zGxfddlc124x24ErLR9LBa/SVTWX78N5Q76kLrSG\ndxT29eJQS1NXvYtCqHeVkW13I/Oh0ekxXgBTU15T+F1YUPwNmLmxknvK9/3PfclPnztPQXgEeMI5\n9zoAOOdeJ6LHw/ZnALyS7PfZsO31d3l+giAIgiA8JIgwJNxXvPj+zwHvB37/t55Bf+gAB4AcXGv9\nWwLQK7gqODoe2+DJa3dwqdlEweZk8A/Dg9XQymIY/MO/VlMOjFYWxqooEo1W4bF2jdHq6BQCcteO\nTQQDYGrvXopHgBdYdolDb1cMmhN2LgqBnj9vcv2YHtIzB889tKNnESjNFyrLokpRSBVCx0VlY3PC\nCMPihw4lZHXYr6YRxikcmSWWagMdxJIBGkd2L7neETX5DmIb1FP7erJQ4LybvFudBcE6HdfLOOVD\nrdWAja2zNWTHjiaL0yAQLWmDu3YP1qnst1SuRU1jzEOqyUTRJ923FFXS8jKDvD187zQaMhdmD10U\nBq3C99wxbTrOd5Lza8KCqV93HtOLcCoLB0+vI3WvsdD0vV/yszvnIgjC7P9xmbWsEtHH4cvN8Pzz\nz7+TcxIEQRAE4QFGSsmE+4qf+8M/hLYa8eGv+X3Yxj8kXn3hCNeevAvdjlCLES99+FW4gxHqMZ/d\nwsHRg9EYjIaxCsYq9GOVlZC58OBKQczh1/16g8NFh0u1/0tzfOqsI5kt/vKcopKyPKwsE8tLlvL8\noLRkLB0rG5/L4kL5lg0dteL25HjeH0iEm6IsqVbjzDVObqG3ky20S/iZoywN07Bx7pyjk8LlaK0a\nsFIbrNQG++osfr9Sm1jClXbV0uQFC+tUDHNeqg2Wqo/OHsZAZZ20uGwM8O6Xpd7Ee7VQw1YOEQD0\nrsIQxKTBVVui0JyQx2LJvupC6d1UgsVzytYuye0p4fP0RanceXlOPKbPLqLsfFwyt9WpLHGmTb/X\nyb01Nz8etyzZU+REFBKEic9xiVh4vRG2fxbAc8l+zwJ4bW4A59yPOuc+6pz76PXr19/RyQqCIAiC\n8OAiwpBw3/H/fONfxt1Ni2c+eBPusQ3eur3Csunx9ONH+LoXP4PH2lN84LnP4YUn3sS1wxN0Q43e\naC/0gGBB2JgKRA7GTg4QFoKYimwsITuoO1inUNMkStSKO2m5LaEG2A6TnssOSvl8xaA0YLoUpXaF\nTaeiSiqupKIQn0OTzdqw87gavk17Kg6lf/xdJugkrqTULcR5O6UokTqEzhOE+HNNIxoa0dKAFfVY\nJiVSK+pj6HRNI5Yh9JkFnSf13aykaqU22NddJgqtzSJbh11uMA2HpeqzgGs+r1+X/P4bR1GgOa8r\nHQDctXs4tm0298FVs46eUtxLHVksQlmn0Lk6Zh/FfcsSvR1ONR6DM5v4esrrK49L71+Z45S7pCZR\n7Xs+/HNb1ygIjzA/CeBj4f3HAPydZPu/T56vB3CHS84EQRAEQRA+H6SUTLgvofBwuXdpg7oyeGJ5\ngm6s8OrpZQD+4XxjKjSVFzT6IAQBgAslXv0YOh6F8hcVgqaBqTzo6sI7TRaJMFKROb81NyXlTOSA\n2NmrbFN/sbtmrlSKr8+PkQtPc46dTCiacQgB+YO4bx/uYkaO/35+Hmm20O7yr+3ysFIU2gqJLkrP\nWAwCtjNudJK5o+AFpprG2AmMhZ3BVbAgtDREIYJFGwWHm+ZSPDe7X5hWDYAFNmrA2jTZ9WQlUcg7\nbqWBy1xaCExhyyaUUA2uyuasYWNuD5dV8TY+hxeD0t9ZviYsFNUwGKBjbpJGWgaXr3vnmkwcKylL\nyng+aZ5TFHmcjaVk/lqnMrN0O+DX/zxxSMPiuz/8CzvnJQgPO0T0vwP4QwAeI6LPAvgvAfw3AP42\nEf0ZAC8D+Paw+0/Bt6r/F/Dt6v/0uz5hQRAEQRAeKkQYEu5LfvGP/CD+5Z/+T3H10hr7jX+4v3F6\nKX7PLehdCJbmdvQA4iuRzw4CAK39gzvCvvtNh0Yb9Fbj+uIEwLaTg0t/gOkBmXODarLx/fQw7HNW\n5kSl2cDmxBnEWFDocna+IFSOZx2hVttlV36uuzOE5jKC0u0pHFi9dR1FORO7kNLv5wOrE1ElEYNq\nKt1LoZtZCILmfbkczITsGgUf9nxqF7iuj6HJonM1BqfjvepDSZcPap5CpGtYLPQARQ5r02xdZ+y0\npcZMLInXDgtNSYlUyJjy4hgHMCtY58fqYw6Ry7pz8XiDq2AKd1XW0SvJ6mFByMKXfpWiTPo7BiZx\n6KIQ6niu2PmMQpaTCWvqr4czhbj8rBSxuEvceTlGIgoJjzrOuX9nx1ffPLOvA/AfvrMzEgRBEATh\nUUKEIeG+5Rf/yA/im372z6MbK5wNNVZNj8H6B+qN8T9dl7gVKBGHeqOjQ0iH7ZxFtKz72IGsVgYW\nhEaNWZi0L/kyUweyKHpMIlGZ+eOFgMlBdB51IZTEB/ci4Hrr+2xbHgKcbssCfZGLNvy5bA0+d668\n7GuHq2hmbP85OIESh80uMSIVg7JzJg4hFhWmcjGLwSnUAAwpdNb/Jg6Cg+jUNdBwGIBYRjUJNyGz\nJymRYjHlUtVhsFXmcEnXa6l6LOIxXlxq1YDO1lnAc9nljBmcjgJe6ghKr9uw0BIDmk3mWgK8K4nP\n0ZBB57b/OY+CJoth8RzN1rqn1zq4KnNVpa6gFO4wtpUh5Ci6o3jM9DU9XkQhQRAEQRAEQXhvEWFI\nuK85XCT5L2ONBUbc3YT8lSACuahX+IdWFo+4bCwVhADvrnl87wS91VhVIcAaLvZ5SQWQNMtn6l5l\nMhEpOjISUcd3YNp2T6RstaIPYhSzq/18SpnnMolabush3O+ftkR35zp5dgpBbyNYeu5YdsZw+VhZ\nKsaUJWOtGtEE19CUY+TFofL7U5eXigGTI4cdR1zqxudoyOBQr9HSgM7VeL0/jHMy4R6n96ScM4s0\nZTe69D6kji6biFRzDK6KbivjCCoMa5zKBChdnL9zzXQ+yjug8W+1szVaNcQSt/K87GhiYWpurvOZ\nR9ti6XTt2536RBQSBEEQBEEQhPceEYaE+5qf+IN/FX/0578P1vlAae44BnhXAj+0A4hB01pNWUOL\nkEHUVgOsI1xtz6DgcLmeuljxg/VFHbfqJHvIlwBxpox/WK6UmYQizAdQA9u5QSlzJWNzzqCUKhOT\nkm5p51xPXQhQ5wlEW9tLQasoHUtb09c0boccR0FlEoViCDZMbPPOtDSgpXGrpG4IXdh8UHZw54Bi\ncHM6v5qMF/ccRSHEYHLp1DSis3XmcrlcrXFi/Fgczm1AqDGVt3F5lIJFrUx02VgQ8kQdRMFJJeLU\n1poEISfPhFKxo9pgdShFq+J4PPbgNHpXxbb1LMLNiUMAojjEr6UjKS0hK4mlbDPlYewWKkWh9NWC\n8Gc/9A+3xhUEQRAEQRAE4d1HhCHhvmcw0yM2B0sPQRxid5C1vpSMyLtmGu07Qy30GI+70p7BOsKV\nxRrWqRg4neYI7SrZKsvLFDkofmAmhCDhXChi5sbNg6HnA6Xj93MdznZkCe0q60rHzV0v2+HS91oy\nlm/b7miVdhqba3GuyaKlIXQ/G6PIAfjQ6DqIRnUyZ341WcDyNB8uJ+OyKgPuVDcJer3TWyVtna2x\ncXUMSdbwc4P2ncrm7iFfe6uGKMKw+8iG3KN0/TtXx9Kr9Hg/N+7+ZqNzzUaXUigpc37/tV1gqTbo\nXA0bztm5OuYNDTMlZXMYqChkaefdW+WxfN9Kp5MFRXExvQ7OHEpJf4ssIp0nWgqCIAiCIAiC8O4i\n7eqF+56f/+a/BAuCcwStLIwNTqEgDlk7iQTOAbUycA6xY9nlRYcr7RmuLU5xbXEKYOpCVqmpNKlS\nJmspX6vJfbNQYwzerRVn5+St56cW74lrJ8nYKdvV8/674H29M2q79bzP2clbwEd3TNHGnNvLsxCU\nnpsdKrEELQo6+V8Jl2LFzmPpXyjRSkWtVIyZy7ZZUY+V6rGiAfuqR0sj2jBnXq+UOrmOJssl8g4k\nBYfO1ehZJAot44/NHo5NG9esszVuh45lHFa9tgusg2spzRdqacRCDTGXiAOXmdIJlLIreLlcm9TF\n1CQZQul+LAoBiGIOXyffj/PonYZxFMU475bScY1Sh9FcmDSzLQJNbqjUHZRmDGmy+K4P/eK58xME\nQRAEQRAE4d1DHEPCA8E/+Ob/Dl//9/4irKPswdS5KUuo0VN51F7jH9wvh4yiw2YN4wh72jtUWBAC\ngFpNrhfursQPt+yKUOSgQrkSOzdA5YN+8pDsVHR+cNC0Ae0MeZ53pJyfMZR2CUu7X825nvj8LeUu\nqbkyr7lSsXxen3/GUMqK+hgkzYLaLqEsdwghDZaKNLBo1AZvmEtb353aRSxxYndN52ocmxav94d4\nvLmLI7PEJjhoOJQ6vS9bZX7J78Rguz37RaS/t61rIRO/5ywmRb41/dottvaP5ZSFoGNmprHllnJ1\nKEXL84a8e0ll1zVE8cnFeZfXMRe6PTgdt3/spV86Z1UEQRAEQRAEQXi3EWFIeGDgDCEKbeo55Nk5\noNK+ffxe7QWhKwufIXQ1OIQAYE8Hl0d0L+TBzen7MrcnbSUeBaFCIOKSKV9qNnlHtsOptzOG0tDp\neL2OMmGK51Iey6LQvXYaK906s2PPCBtzZWOleMVhyWm4NK9EQwYt9ViSDwFfqR41WTRB9CixLh3X\nZfsoyvdR5Pc5ddoLcKFsaXAaR2YV8274uganMx3vM91j8XquVP43s7aNd2CpbXeTSYS/ON6O9Zrb\nlooq0/X6MfXM75GPNU5hqTaxZIzXNxU002MaMuid3soZKumdRkPGjzkz77TEjEUePldDBiYGYPtS\nupYGdKhhnY4ldYPTkiskCIIgCIIgCPchUkomPDB84lt+IL6nKKg4VDqU+VSjzxJa+CwhFoX29IA9\nPcTSq4Xybb4VLCry5WN18hpdOKGkirfz+dLtipwfIwlcLkvROEBaJcJNVlIWyq+YtCSrPCfDXcem\nfBfKSsTSTlWTI8dsiVKlKLTLDbSzbIzLzuKa5KIQUwdRaF91OFAbHKgNWjJoyaKm+ZI6RflfnEsm\neCE7/thOHbkGaJzaRcz78d+3ODFtVipmoHA07OF2vwIAvDWucNfsYW38WL7UbvoN8HozxqlZx066\nPV3btNSrvPfTsVMuUnqsJhs7kpVOIxanynK2JpQbzuVWxW52ULETGQtIUxbSVBI2nYOyc7XUR8Gx\nDcKf/2/MxbUQUUgQBEEQBEEQ7k9EGBIeKD7xLT8QHzZ92PRURmYd4TCKQj5gml1C/FDP2UIsmPCf\nIodWDUHQmbbVairVqpWJr7UyMXQY4FIzbn9usgd/LlWrlc1yizLxpziuIhNFqzh+mWsUcnQ4Vyh1\nhKjCPcTdweY6jZWi0EVlUDxOTWM8T01jzMRh0S0VQloasK86rGhATRZLZXYKQvdCKoApADUBtzgT\nKGz3jqEKx2YPAPBafwWf6R7DnXEPd0a/bW0XaNUQfxdrU8dgcwDY2Mpn7wQhpOyyZpyKIkkqAvnA\n67S0bIcoxGvPAk0STn1ea3idCDrGUSz34owgfn/uGs6IQ/F8Mb9IY22bXAjDJIKlYqN3hPF/b2Ps\nAFeTkbb0giAIgiAIgnAfI6VkwgMHEaBCxgy3pr/UDzpT2QAAIABJREFUbAAAhwvfjn5V+c+pyyMV\nhQBE0UeFzlXAJI6kx5VlXhYUj6mViSVJmvxDs3WEKnQvm8bAVOaTZBNlZWwhx8iGcrQ6EYbSuaXz\nyOc5tTxnwWWubC2lFIp2djO7INDYQMVcHJ05U3wL+pXa7Dx2movLsoR27ZPPy6/7HKnQ8Xub63j1\n7BCH9RkW1YhW+fbuna2jM4jXLWZOkYOBwgJ5KRmXFablY/yb4Pd+bmVYttkuS8QkNvF2Fl6445iG\njcHS2VqQBRxgoLeO7UNnNePo3PtWdozjkrIyj4nLFQ3ycGwv/uQlhTwml7HNBY0LgiAIgiAIgnD/\nII4h4YHjH/3xHwCRzxUictir++ASOsNoNVbVJgorgBeEuHzMdxUzURSKIlEoe8lKyYpOSvzHXb/Y\nrbNQYxRd0k5hpcuHc4u49Cy6SIqSrnQO6fmB3CWkgiuGXTtp6/lp21T2FsdLSr/K8Zm0Axo7mdJy\nsXRsHXJmLoLdQqm4c5EQlHKeu+gNs8AQSrcMCEd2Ga9tcBpHwx56O4krBoS1bXA3uIlUcG+xoFiR\nd4RdDXlDfO5JeKmK7lxu9j2X4JXuoFzEmxw3/Mpdz5hDtZ51e6VEQckp2OCWGlzlHUXFP/VzndT4\nevoiL2kIOUFA/t8Lz3XqiDcfov2dL/3yufMWBEEQBEEQBOG9RRxDwgNJrSfXj3OEw/YMo1O4vjgG\nMLmDdrmEpsyg/CGdKbexmyV1tXCgL5fUWOKH7SmcWpHLnEPsFqrJzLYo9+OWrpiLu4KlbehLSlFo\nbpzSKcTuJhY08lDr3eHdmvJytTqUF7U0ZqKQdVNuUNmtbRe79nvDLNDZCseuDaVdfl1P7QLHpsVS\nbbCnB7yFSYiySf7P0bDE4BQ+tPoc7oxLHOizKAACwL7uouvFwAdac8eui8SaFP698FrOOWlYdAQ4\nt8fPga+pPJ+F2hJ9yqDpVDBKmcrP0hI4f983rkbvquy3y+HX+7qLjiC/fcqT4tI2vr5/6wP/+OKF\nEQRBEARBEAThPUUcQ8IDyf/3R/9b1Mpgv9lgv9ngoD7DteY0uoNKlxAwiUILNYRcnCmUOX2d+wMm\n1wjvBxRiUpL3w84kziSKgdTpfILbQmPKLUozjVJxInUsxfMVOUL84H9eK/r4vpj31tgzpWPRIRTc\nNVMYtY2hyJN7JFwrDGqyqGfELHuBFmTdtA+/lg4jTb572E2zj9eGK3E75+7UZPCZzfUwBuF4aHFr\nWKELbekrMlhVm5hFdblaY6k3idtswEINuYMLNvucimoX5TTtynriteZgaQ07jRteuZubX4c8h4jv\n/a7OY2WgdNw+838ChqJsjd1LNRns67NsW+psKscSUUgQBEEQBEEQHgzEMSQ8sKxCCdljLXcf8w/O\npUsoflb80L3dxn1ycZid5U2lW4jbz0ONuUMjtOfm77nszGbjBueQ2hYYFJkss0Ync9wWf1z23r+e\n72KZcwrNtaBPnUJzY1qo2IEqHYvPUcOgVSMamExgm6Nc81Q0KgUkdg7dNC0A4NQ1uDkeQJPFK8M1\nWEdQ5DA4Hdfrs+sr3r0Fwpv9JRxUHVo1YJ86KLL49Nl1tDTCgHBiWixVH9fbwkJTyBxK5tLSEF00\nZa4SsB0YfRH1jChUw0TBxa+3nyN3PMtyjgpxKA2JTrOGylBqvoaaRlj4a+lCkPe+7jA4jUO9RquG\nkCs0oHN1FIX8CuXZRoIgCIIgCIIgPDiIY0h4YPm/v/Gv4HDhS8guFaIQ5/6UohB3UeLX85xBc9+l\nrqKprb3LS61YZFJj9r7MMYrlbMFpxMeykJSOxaQuoXKe/J2ByrKNyjyh9Jxz+UJbrecTl1DqFPpC\nQ4XVjP6WuoR2fcffn7oGL49X4/ev9Vfw26fP4DdPnsNvnjwbt++pHk/vHeFyfYaTwQsen14/hjeH\nS9E59EJ7CyZpx762TegQFsqtZv6pnILKx9l8He7Ixe/PwzucZtw7yMObY3c07M50MqG8LO1UNp2D\nZl1C5W+AnUsKFlf1SXzP+3KYeHrdsRsalLiFBEEQBEEQBOEBQhxDwgPNj3/dX8f3/Pq/h4X2D+cs\nBKXlL0Be8pWKPP6z3c5pAbI8mJSaxqSUh2Cd8mPSVNYz50Aq84z8ccg+l/vNzaEsYzOg2Ca8hDtK\nbW0nizmX0PaxaahyLi6lZWPpuL6FvA+kbpB3VttFKgaVWUJb5WNwGBLXy+90T+P2uAIALPWAgQw2\ntsI/PXkGlTJ4rr0N6whnofvYybDAsupxNOzhSrWO47AodGfcw2g1huoMV+pTf69d/huZBLZkjdy8\nU6Yhs/O3VK47dxeLXfKA0BlscquxgNTQiIZG3LV7qGn0QdNJm3mVdE5LHUH++2pLrBpcFdxCNTRZ\nHOp1FJWWRVc541SWK5QGVn/7B35tdh0EQRAEQRAEQbg/EWFIeOBZ6kkEso6wjO6hdPucwDJ9ZmEl\nLc1hPWKuNGZqLz4JQkgcJqmwUZausROlLFtLP7MQULqD8jmk4onKhK6UXXk3NhyztT9tZ+CkotAu\nQYjnxKKQd2XljqutOewQhEoxaE4c6lyNztaoacSzzW0c2xabvgIbId/ql1hWPZaqxwl82dnVxSk6\nU6MNv5kTs4AN94LvzSW9iV3NNraGJRVdZjWZ6KYpSVu/zwlt1imAtsO70zUs1z26iGZEJS5PPFBn\nOLUL7xZzk1OIhR4eY+Nq/xtLPiv4krtWDbAgDNaXiPE+7AziUGq/9pNIVrqPRBQSBEEQBEEQhAcP\nKSUTHnj+0lf9LSyCsDMnCvnXKfR3Lvz3jlnijlliHbJVAMzuV5ZopeVCqRuIRR3+Y+GBv58rV0sD\nscvv+Lj0Lz1HGSytKW97n4ZXc+lT6hhKxz2v6xjgRai0DI1dQqUoVLamL0vH5krGptItyrZZR1mH\nrB4qOFscLut15ora2Aq3Npdwqe7imn+gvYGv3f8M3rd3OzqYNDnc7C/hRr8f1ztds7vjHo5Ni+OQ\nZZTmSPmywIuzdC7K2+GSPAWblZJF5w8mx0/6CiDLrNpXHZ6vbuO6vosPNDcAeFHHd2mb9utsjWPb\nYm29e4qFUC6pYw71aZYftasEzTjaOlYQBEEQBEEQhAcLEYaEh4K0C9lCDaFF+hAf9FNBp4SFgM7W\nuKS72f3SbbGTWBg3FXPSblWb8MA8J/SwUJT+TefKS87Sz3w9acbR5Mzx8/JlQ2a+k1mSF+QFnHGr\nFT1/z/vH72heVEtpkvmVmU3nkQpC5ftUEBqcwuAU3hhZzMnL3SwUzkyD3mrc3qzwpas3sAkumJoM\nBuuFEOsUVnqDw9p32VqbBp2to1Cyp3349Om4CN8vsLZNHvY8m9XjZt1CQF7OCGwLbv6aLxaH/LmL\nsO7w+cnqGADwZYvXAADXqpP4fe+qbP5cMpayVBvsq7OtOczOy+nYwcw6JW4hQRAEQRAEQXhAEWFI\neCj4L778J6cW2jS5hc5z/QyuwuAqrEMZzlJv8Hp/uDV2KRId29aXMbk6PBxrKLKxC5Z1KopC/J0f\nJxeCUgGlLD1j4Wc+HNtmDijryLeKT1xCnAFT/gEIbdzHPFy6WKd0/8kVNJWQZV244LYcSNtrOL3y\nX8mubnD8XQ+/1nftAmu3yMWKsO4nY4Pbm2Xc/kp3FYosPjdcxu+FtvUr3eOwXsc8qqUeYJB3+GKx\nDQDuji1OzGLKdCq6gZVdvqZ1ycU+3jYnHqXr2Rft4kvXj43CWS7atKHE7TCUf73Y3AQAXA9iEc8n\n/e8D8HlcrRqwr7pZUYvHT7umlaLYd3zwE7NrIAiCIAiCIAjC/Y9kDAkPDQs1TA+/qghjzrJsVNz/\njtkD4B+S+WH/JJQOceAutz8HvAtIw2FtG1zWwW1iG7Q0wAY3Cwf4GlJxbACoE6EghlcnodOp2yjF\nhuDglNS9BCBzCQHz7efT/fn9LndLSpkpxKVjcS6YyslYzJrm52ZFIH8NUzkZi0LpWrNTKO0WZpCX\nNJlQUsYi3cb6f9JOhgbWEV7GFezpHk81dwD4e3W9OYaB8nlUqketptwdH9o8zZ8FnecXt3Bs2yRb\nyoZ9VWjhPmULcUe36b6OmYjFa8ZrubXeZFHDYICeSsigoGBmRSG+9z00VhhCGPkI6whPV0d+v9Cu\n/ua4D+MULus11nYRX+e6p/E50t9MHeZQ04jeTWWXgiAIgiAIgiA8uIhjSHho+HNf8tNT6Rjn8hRt\n2dNyqI2tYZ3C2ixwZ1zCOoVWDdHR07kpO8ULQhZr2+D2uMLaLPDWuEqcQVV41VibJoxfYWOrKDQx\nadkXiwiZo6T444f1uXK4NE8ojp9kBOmi/G0ukyib24xTiLEgNEnZHOfj+PPbTBSacpPOv2cXfe/L\nyXxYN3fnAnxrdBucO3yfOFdKkUOlbLZWvv28P9ndcS9bz7k28bx+CzXikvYC4bP1bSyVz93Jy7pU\nJlbx+vr8qcll0+wQ/ni8OZEozqUU54oSv1XRNYzX6SDkBD1XvwUAeF/9JvZ1h2vVCZ6svViWlo4B\nU7t7ALOipYLzZWjh9yRuIUEQBEEQBEF4sBHHkPDQkWbv8AM8d3BKWVufK2MdYaHGWCI0OI2n6qPo\nKmHR57ZZ4an6CL/bPQnrCBtbYdkEoQAUnRtr14TjdOhUpXBnXOJw8WbSZUpFoYK7qQF52VrqnmFK\nQYCvLf3M3cbK/eeCpVMuakevQ+B1WfamyMW29GmuEIs+aav18+A1mLvuVIi5YfaxtgsvCtk6c+M8\nvbiDmizuDHsY3bTGWbc5AGemRq1svPd8ffybadUQ12GwOpZbXVMneG24gn3VAQBOQ1h52rErv0cu\nunX485xbqBSFLAg1DOaWjX/LaXcwYCol43vQht/AoepxZBs8XR3hyOzhA/UNdK5GrdY4tq0XgqyK\nZZBl3hVTw8QuZ+ywk1whQRAEQRAEQXjwEceQ8FDx3R/+BQCJuJG4XlKB49i2PqRaDV7QIBvLkJaq\nxx3jc2oUOSzU4IOHbYXPjQe4XK0xOI3L1VmeS6NGDE7Hh2brCIP1TpB93WXZMWl4NZ9nLvCa900F\nh9LJk15v5vjZEW5cikJz+UBlnlCT5B2xU+g8B8xFzOUqpdiZ3J7OVbFFfWfrKFD4/YOzRRmsqg2e\n3vMlVNcXPnyZQ6cB37Xs7tji7uCdXHyvmKXeYKl6XNJd+NzjyCzjOV5sbuC5+pY/X1J6xeIRO7Wm\njnBTBtN5JWR+HXJhifOAFMp75p1wNQxW1IeMJS/atWTRksVSOdTkUMNF59Dj2q8HO5+W1OPULqL4\nma7lnAipE4F1V+mjIAiCIAiCIAgPFuIYEh46yi5cXOZjg6unczVqMthY/7qo8jyiztZYhvKhNEQa\nAO6MS5yOCxgQ3hwu4XJ1BuNUsn8VnUKMcQrHpoWBz7RpaXKjzDXs4gybXdfkr2ve8ZOWjgG542Mr\nhPuccxioKErk49ukXGx678efxB5F893Iym0aDiACnIMhNysIcRnWAINbZhVCw3UUJlZqg975kj1f\nTraHmgy+bP91DE5jdBobp7CgIa5PZ2rU1QYnZoGlHgDyjhiek88NqqM49Fx9G1f1SVay9XT1Fo7s\nErfNpZ3rymtWloqlWUXTvtuuNuP8fUiP5/fptpXqs+Nqml5NWPIVhfwheDGrVSOOTBtFoT78bssc\nKsCXStZk0IV9Gxrxx97/ya17JQiCIAiCIAjCg4cIQ8JDx8de+iX8r5/6+mybFzQ8LQZ0rsbV6gTG\nTXkq+6qL709MixPTYm0bKLjoOKnJoFIGxlYYrc8T4vEBX8aVlg0BXlTidun8OXU0AXmplL7AVVKW\njvlt2w/zc23ot/adCz9GLkDwMXMB06XzJy0fy8fcHXI9iUPJNbKwxtvIYIUeb7ipa9yxbdHSEDOG\nuAPc5eosOp0GMzmF1rbBmalxHFrQ3xn20Govfh1U3MnNBdFpxFL1sI4yZ4wXSEYMrsKp8/eeu9/5\n92Ncu3R9m8RZlJaClWJQ2fHNODUFUIf7MY1pYEDxftZkfce3uK4EA4cBU4h3SksWr4zXprVLfjdz\nImLn6ngdIgoJgiAIgiAIwsPDPQlDRHQI4G8A+HL4R7XvAvDHAPwHAG6G3f5z59xPvROTFIQvhNzB\noaBCQDUAgGwmSNwxexhsFR++azK4E8KKLRSU8yVn1pF3IAXHyYlpsaABFZmYX5Oeu7M1lqrHJjzk\nL1WfCQLnBQ/n15KLQmnQdNynLDNDvm9KFBsK5wqfg0vHUrzQ1WfuIH8eFp4myjOe950XiIr9g4tI\nw2GIx/ncp7VZYEM11qaBgcK+7rA2XvQxQCwN3Jjtf+Z6W6FRI2rFpWj+flqaun4pTL+TfT0FNA+u\niiLL4DT21VkUTKLQk1zHXElf6vgq19uEfKEBeuu4dK18SR8fozA4Bw2DITiwOgBD6JRXZ7lBDqsg\nKn3t4hX8o+75zG0WzxHykfyaKyhY9K7KRC5BEARBEARBEB587jVj6C8D+LvOuS8B8FUA/lnY/sPO\nua8OfyIKCfcN3/nSL2dduQB289jMdZF2LFvbBdrQZcs43wb92LQ4M40vEbMKG+tLasZQomQd4e7Q\nwjiKjpQUG8qF9nWHwenQZYviucu/dDtTfj/Xkh6YCT5GHjbNJXVZh7aZErWpe1selMydx9odwoDC\n9j8oc9t2we6j9C+lJZ/h1LsKnauwtk0U7QDg2LQ4MYv4BwBjkgHFgpl1CmMIWwaAhRqxUCOWuo/7\npWvHjqABGn24h3HO5DJRiHOX0uN33Vd/vM3WG5hK2mqYabyZe1WiaAr55j275Pp5TZvw7SpcBpfH\nlb+X9BpTxC0kCIIgCIIgCA8XFzqGiOgAwDcC+FMA4JzrAfREF3cZEoT7gSl3x2QOiCnnh1tyj+hc\nHbuTAV5YWOgRJ6MvG2IxQcFhYysY8l2tOBtnYyss1IjBKtTKhw1zp7OaDAZbxTyiOeacJP4a5vOB\n5rqLMZxhk3bCiuNd4GKZE4V04lDhrmPnlYjlY+/els5kVwczRQ63zTLem7VZ4MzUWKgRb41L3Oz2\n0Zkqtql/fnkbJ2YRQr2nMyzUiFYPOBkaQAN7asCVao2l3mATXF1pblJNBk+GDnW8FmnGD8Pldfwe\n8G4iFnlYcCtLzLbXZGprb0CwTsWSsXSNuLQvxYbuZ9YBmoBXxn0cqjN0rkJNPeokC8qP77AIw7Zq\niL/tuTkxf+LF35zdRxAEQRAEQRCEB5d7+R/zX4QvF/ufiOgfE9HfIKJV+O57ieg3iehvEtGVd26a\ngvD2+ZMf/JUtFw2TdonS5PNTfNmSb1V+ZhucWS8GrU0N61QsTToeFzg1DcbwIL2xFU7NAmemgXUq\nvg5Whdwbn1HEYtNS9Vtd0y76K+fsj827lgG526UsIdvlEOK/0rnCzIlCNXGHstwVpGn+bxfneWAm\nAYMwOIWXh6sYnI6B4ADCWhMaPaLRUxbQa2eHOBqWGG3qGHJYqBFPLO4CACplsKd7302MBlzSHZZq\nEwKs/XqlYdM1JvHn2O5FBxZ/59dqjKHdNZmtLCl+P+eImiP+RmdcVGUuVU02KXEjtDTg1fEQN8w+\n2qSrmB/XZxANILwQOqwpslFEYwGVr+FeSx0FQRAEQRAEQXjwuBdhqALwEQA/4pz7GgCnAL4fwI8A\n+ACArwbwOoAfmjuYiD5ORL9KRL968+bNuV0E4R1DxQdiG90zmlzsxHRs90K7bu2DpsmiszUqMqiC\nc+PM1DhLxKFGGfSm8n+2gnUKxpHPHgJlDhXryLetdxoKDq3yeUSMmXFplF2tZtvJz3Qfy8Kmw3Vu\n5cbMCGWpIDQJB9uChs+qcdF5Us78PAEoFYhs8gdshyKXjiQDFbuRMSzSsatmL4RIr8car50c4MbZ\nCr3dzuhhMefxvWM0aoTF5A5bqU1s497QCAUXs4XSsi7f3c7PeUmbWFrX0hCzfFIRqRSF/NpNgg9f\nM9M7X7JWHjt3HQw7mlZhjndDMDZf26eGK+EzJcck4ehFBzqeY4q4hQRBEARBEATh4eRehKHPAvis\nc+5Xwuf/A8BHnHOfc84Z55wF8NcB/IG5g51zP+qc+6hz7qPXr1//4sxaEO6Rb//Ar22FMRtHqGnE\nsfX5NPvqDC0NURSo1ehdJGrAxlS4pHv0tkJnai8cmToIQP7Burcava0wOoX9yrc3X1WbWEJmoVCT\nwcZWuKQ7XNLdVoepUgCaE4MYbiledh8rRZ/cXTTl3ZQuoXJ/dlE1ZFCTRQP/2ibduYCiBOweKkvN\nvVWdhWuayspuJu3gDRRujysfhkxFRzQ4nI01LjUbPH/pCIB3BdXK+j9iV4/Bs+0Rnl7cwUEQfnzY\ntB9rpTaoycQOYzop7wKA3lVRiPHnLcv0pnVNxbY5lxAfm2ZPsegzJxqWsFjWJEIUh4HfNAdhHy8O\nvTEu47n4fh0Hga2lAQ158WtqUb87/FoQBEEQBEEQhIeHCzOGnHNvENErRPRh59zvAPhmAJ8koqec\nc6+H3f5NAL/9Tk5UED5fNOzUJcpNIkYTWpIDwDKUDNlQgsMosjga/AN1q/MclmW1wWh9qdjdYXIB\nXa3XOB0XOB5aVKHr1aIacKnqcMfs4Ynq7s4A6Tjnc7KD0rll1zhznE5Eo7nt/rv8mIZMEF3szrb0\nfu5fGKlTyLogWOzILnptvILO1VjbJnZ0W5sGY+jcNViN9VhDweGg8ffymb07qAqhowrXVpOBVj7z\nJ80EWqpNXEMTfgssUGk49G4qCUxzfnjNAF+yBgeYcF4LFUvNfBh5EYgOtyUKRUeQ8+/nXFW8T+80\nWhqjIFTDYUUDXqhu4XeHx6Fho5B1wyzxZLXGsVVYBpfYUXAX1TRicD5cvXM1NHyJZYtB3EKCIAiC\nIAiC8BBzT+3qAfxHAH6ciBoAnwbwpwH8FSL6avhm358B8N3vyAwF4QukJuPbfzvty8DCg/2+6uLD\nMMg/OO/rDp2tcVWf4s1xH483x7ix2QfgXUB9CJfmVvPr4Li42y9ia/XbmyWWlReXrulT1GRwpT7F\n9eo4OoXKnCAuTcq6QSUP9Px5jl0ZSn5clXXNYkwINU6FqbJsKQ1hBoKQ4xxAlIkbpVtIY7tciUnL\nx6xLxo3ny8fqXIUuZAo1NMISQWvnu5KZBpUyqJTBwo7oGx3vy2G9RkUmZuQM1od/m6R0jB1bXI42\nk3ntXTthXTpXoQsiyoE6Q0sjDCg4q0wM+06DqgEEMdKLUHNC4FzY9rReRckYB18jvwdTpzvPkizu\nhHvcOw3jFNZosKQeN02LQ7XBbVtHwc8gOM6oR+8qtDRgbRdQZEUUEgRBEARBEISHnHsShpxzvwHg\no8Xm7/ziT0cQvvj8iRd/E//Xp78yOkMafg6PrcCHKBaxaNC5Gp2tcWtY4UqzjmOt9AYbW2EVMm32\nqw6fPnkMgHcbnQxeOGiUwbLq8XR7FM/rz7Vd1lZmAaVCT01j5lIqy+Ky9vQx+ycvHzOJYyUtcQKC\nmyWWTE2Ol1JsYiEiFYcQwqfz+VxcU8ai0HmCCO9zZPZCmZdFTQAUMBj/z9YlvQl5PwobqvBka3DU\n76Ei35msVYPvBOd0FPOUc7GDnHEKtRqz++MdPCaIJP53sKINjFOJ4DO1nW9piOJZg+3uYQaElerR\nuSq6ijqb/7ObOpLS60+/S8vK4nvOMyKLQzWgprxcbxncas9Ub2FwFXqnoxPoyAItjTgK5ZRcKufn\nOeKu3YMiu7NTmSAIgiAIgiAIDw/36hgShAeasqSKH/L5IZvFog4WS7XBelzgauXdPidmgaXusTZN\nbEdvHaFWFrf6JRQ5VGoSUiplcb09wWF9hhPT4qX2jViqljqE0tya9CG8FH9YuOF5N2Siwygdk7HI\nnSkaFhaUtVQvxaPUHZSWkM1RunrmKJ1CJnEHXSQKsRhywyzRuXpLnFBkoZ3DAO+C6pIsnCf37qIz\ntS/xK9rHwynkKUmpGGajm0jBAqSm34pT0YnE5WO6KOPbKrML7jEOo25pRE0W6+B+Ktvdl8enHdl2\nZQ2xeygN5QaAAYSWHOAcXqzfxLFtcFWv8ca4H8fu3NTZrXc6usdaGtG5Ciu1wald4Ds++InZcwuC\nIAiCIAiC8PAg/3Ow8Ejwre//bdQwUSTgoOaGRjQ0oqUeLfW4Vp2gIRO7Ue3rDlfq09jCHEDsgsVd\nyw6bNR5rT1Epi8faUxw2ZzgzNR6v7+LF9kY2D+MoCzNOu4nVNG53UUtKzjS5eNyurmNlaPXUsn4S\nGrL29Ul2kA1zO6+N+kUt1g3cligU1+3cI/PxrfNunTQA2buGTAyHTsWZM9NAk8MTi2M81pxiCGJK\nHcq84rqSRa38tlqNcZ90rdPyLU1eVEvLw+pEXjpvPVJhrSUD63xg+a5OY2kAdSmc2R1CGotGt+wC\nAHAcHW+hpE4ZPFedoSWLVRAn2R13ahfogqjErzWNscsa7y8IwnsLEX2GiH6LiH6DiH41bLtKRH+f\niD4VXq+81/MUBEEQBOHBRYQh4ZGhpSGKQzUZH9gLH0TMXbpq+KyYpeqDi4RCR7EaZ6bBWXANHQ17\n0LB4tj3CQdXh8cUxPnrlZQDA1xy8gpdWN7C2DfbVWXQLcdcnIBeEUlEi3ceLHy4rEdv1x98DyBwt\nZfexuRbqfj4uimYm6bjGx6Qt5Hnb5/uPx5z4wWMr+L+jIHSk+BKukNWTzJ/n/Xp3EMvEAITOcXmG\nkoLDQg1Yat9mfqk2oc186SUCDvVpmGcQheBFIRaHlqrPXFjTteTd4QBEoSq/Hrsl5KXr0seudpTl\nQ6VYEHqncWT28Mq4hyPTxpb0QyxHC59dFQUmFtx6V6FzNXpXRUGsphEr6vGt75d+AoJwH/FNzrmv\nds5xWf/3A/gZ59xLAH4mfBYEQRAEQfi8kFIy4ZHhX3nhX+BXfv/9aOADeTNxhGxsX79SG7w6XIlO\nEgPlW8zXCq9vLuN0bHClWUfx5JnFURSQntldJuq5AAAgAElEQVS7gxvDAf6l1aez4GhgvosY4IWN\n1KWiYKcOU8G9wc6QmBvktgOOAcSg6ZK0hCxrUZ+Uj6X7lcemgpAfJ3y+xzb1FnngdDoWj1/DQSc5\nOZ2rfb4QWTQ8FnRWBri2DWoyOKzX2NO+w9xh7TOhLuszKLLYJKJMrcasfIydRxe1ht8d/D1dkArZ\nQywC5WWLFoPTW787LvvjkrH0/u5yCU3HUlynlgYc2xZL6nFkFzhUG9SZY4nv21RGVpYcdq6Kv496\nx+9IEIT7hm8D8IfC+x8D8PMA/rP3ajKCIAiCIDzYiDAkPFKkQcHA1FLcwGfLcOh0SwMGp73wEbpK\n3bAVrtanGKzG6bjAc+3t6DR5ojoG4IWC9zU3/ZhJG3CmFISm95MA1NC41Y1Mk82cK+d9Tt0lUwA1\nRbcLz7Oc0y5RCPClXTXlolCJKQ7XRRjyXLbQ7DkJOHXN1D0MFiBsZQ3x9yzubGyFpe6jQ6oO61iT\nAZwGyGZiVFqOljqs/JjnCyO+DG+3WDS5olR8NYWQw4HQgMYAjZaGeGwpCk0ZRy5zEPWhBGztFmip\nj2HZR3aB67rD4ACQw+D8NfVJaZ5xBAMd3HMDLMgLlM6LqIIg3Dc4AP8vETkA/4Nz7kcBPOGcex0A\nnHOvE9Hj7+kMBUEQBEF4oBFhSHikiA/zoT19SyMG54OGT7FASwNWlS/9emM43Dr+7thGR8qdcYkP\ntp9DTQZX9QlsCC/mMOCYWeNUJjTs6lKmEzdPmmPDQgBHJ6efU8GgjFbWiRCiZsSf3eHSqXjito5L\nKcWg6dzbTqG5jl3pZ+a2qaKrpaUhC0q2oSX8HbuHM9tgQVP200KNXtRTA/aVdw/VZDAAqAGo0JY+\nLeHza+Myp05NBgfqLL9OqJ1C0Hmw44xL3CwUjFMYkn96B0wd8Uwylz4JlWYhiu83v67UBkdm6fdH\nBU02Ck+3jReH+B5pHttNOUqtGqJb6lCdoXO1iEKCcP/xB51zrwXx5+8T0T+/1wOJ6OMAPg4Azz//\n/Ds1P0EQBEEQHnAkY0h4pPjI8y+HvJzc8TG4Cgeqw4Hq4rYn6yMc6tPY9vzx5i4Oqg6KHK7Vp3iq\nOcJlvcZVfQLAZ8Jc1uvsfDWNURTibCMgzwGqQ3t0YMoESvdhZ8vcZ85HSvfPM4amDJuyhGwKuHbI\nHUQOzQUh1BexSzBKSUvUTJKHc8NcgobdCj/unY7CzVV9imeat+J11WSw1Bto2KwbWXmfVRDL+J6o\n8J7vS6sGPFkdFdei4rhNcNfUiejWQ6MP4o51tOUWSsdhx45JBB7jVPiuivv57/LXkum++1d2UA2h\nLf1d2+IN48sjXx1XAID9kKm0r87iNV/TJ3g8/IbbRGgTBOH+wDn3Wni9AeAnAPwBAJ8joqcAILze\n2HHsjzrnPuqc++j169ffrSkLgiAIgvCAIcKQ8MhhQEmgskVNNjzsj6Fl9xAfkFs1YKk2qGkMbhPf\nhvzWsMJVfYLO1sElpCdxJwRLcwt0TW5b3IGJf6XA01Be8jX3x+ggVuza38Ln1jQhJFmRyxxBU95O\n/p3f9vbXVtOUO3SeW4jH5/edU7hjK/zT/nJWRvVCfRsAsLYLHNu92KmMRY1LVRcFNw2HRew0Njm0\nyiBt/o7LzTjs+8nqCM9Ub8WAcgUXRZpS5ElhN9Dg1E5RKNsfFNxBk4uIYffQqV3E8Ok+uNDKMQdo\nXFPrcC25Escuq2Pb4vfHfQzQcdvj+iTmGaWiWUsjvu59v7dz3oIgvPsQ0YqI9vk9gH8NwG8D+EkA\nHwu7fQzA33lvZigIgiAIwsOAlJIJjxwfef5l/PrL85Z6LrUBANYntLI4UGe4Y5ZYNpv4gH2gJ3eR\ncex4SbtgbefVpCViDZnEKeOguWNZ4RFJw5H5vY8zVtn+6efserAdMp1SZ+Vs57Rfn9mWhk8bNzmF\nSlEovU4/n+m4Hgq3zTITj1oa8XR1ghoOx2YShKxTscvb1eoEChYWCsemnTKH1HY+kCILk+Tr1GRg\nnMKx28M1fYLr+i4aMj6XyCm0NODUbXdG24V1BBvyetLSMS5ZnNbLwibz8HMZs+DptHRucFUWWs6w\nSHTDXMIL1S28YfbRofHuoyAGHtvWl5rZJfbVGTpXYQlfYnegOtyyK5zaBfYTl5wgCPcdTwD4CSIC\n/P/P9r855/4uEX0CwN8moj8D4GUA3/4ezlEQBEEQhAccEYaER5bUgaHIRUFIs2ATslhMCPx9afEG\nTu0CrwzX8ELzZjYWi0DGUdZlLJaRFYIQU8OcK+ikx7Bwwu81csEo1XTSc2TzTBxC5fbSIVSKRBZA\nvcNFlApCwLYoZB2F8rXza8w0WaxowAtVh1tW4VPjIWoaM7Ekfe/L/DY4Nq0XZRRlGU4m5D6lwdUG\nyucKhdm2asjK1tK1ntZiPl+oh4YiF3KqXBSnGBaI+mK7CVlD+9TBQuGua6djCgnOOgXsuJ8rtcEb\nZh/A9PuxUBisRucaDKZCqwYcmSVWaoPBKbRqBBxwZFZoqcer4xU8U72Fb3jfp2fPIQjCe4dz7tMA\nvmpm+y0A3/zuz0gQBEEQhIcREYaER5KPPP8yPvHyC1GwiA6PBO/uSLpKhXybF5o3o1MFQHw/12Z+\nlyCUikDsGOFzTts5vJq2PtdkYR1NIha2xaC6+MyiTJ2UnaWkncf8HLcxbtslFI/nbYkoNCSCzC5R\naG3reA01DFoacWyBY+u7uqVlUr6tO+f0KGjny8Gert/ypWa2jo4dX64V7lFwDPHxPugbuF7dxZP6\nThyby+24Ex0c0IR72dIQXEUmZgz5Mi//20i7nvFY/N6vjwqh2y7+KtauQUtj7ETnSxOr6fpCeHVn\naxiiLCwaAN4YL2NwVXRR+XBrimMc2xa90yGkerXlDjoyK+zrM7w6Xpm9N4IgCIIgCIIgPPyIMCQ8\nssROUYUoZEIgML8HgsDDpWWxw1feUSx9TVvGzwlCuijfSgWevLTLRiEmCg1EUxt2wEtSUTwqxaH5\nMrF6R0eyaZ7hmM8jZ+he0XA4DRk6MfMmzPeua6K4wWxsjc7W2NgKtTJ4vL4LwAsoK7WJ7iCTZEEB\niJ3ISmFKk8UH6psAEHKLfOYOhzcPRenZ/DX4TmEGyMQhFu74OpF0A9NkY/e6zhGUcrG0rSRtd1/D\nZw+lAdGda6BhsbaLKEbyMTz/tV2Ec3nR7CsWr6KlEYf6FEdY4djs4bs+9IsX3C1BEARBEARBEB5W\nRBgSHnnK/BtgyvJJRRsu3fJCQHD4FEJQ5vjBdknZLteMoqQbWVG2lDqFeD/tXBKibWCItvZPaXaU\nQpXzudc0+rLr2K4SsjmxS5F3Jw1Q6FwFCxXLtwZXoU0ymXzHLl+K1tkaa9tgdBo1DO6YPWxsjbo2\nMG7YEpKy+bnJOWRDDk9KKfyoYr3eToc2HstiEpZ04hLScKjhs4gMNI5ti0O9jsJQTePWtXjBa4GG\nDCypzLHWO+2dRNzFjEXNRGji8rvPDZdxTR/jql5jnzocYYVWSScyQRAEQRAEQXiUka5kwiPL173v\n96DIZa3HgUkE0GRju/eyGxi3mI8dsULnL/6OS8i4Xf1cB7DyfdpavSYb/3hO6XueN48xt3/6Z0BQ\nhPiXXifg/yFQmLqKpd3FLuK8XKFyLgCwthqnrkIXSrpaGrJMn1PbYG0bdK6Kzpq1XWBjJ7FkbRqs\njQ+HPjJL3DaX/BzcdhkZz43PocjiUK/xDXt5pk56f9KcHwXnfwNkt3KSokBI031Lt6fn92NxDlDS\npY0cTq2/FhZp0uPZ+VN2HkuPt4XbiDON+uAUAoAbwwEA4J+cvS/em+eqW/iTH/yV2XEFQRAEQRAE\nQXg0EMeQIGAKY87KfwBfAgQAzrcH97kz7OyYhCAL5dvdh+9YJEpLmvK26XmJWOla4hyhaf/tsGg/\nv/nvedtFgdLZd2+jbOyFZ1+/953PIe0Od2oXsYU6CxqdrdG5GsdmCmdWsFjqHguVC0qcL5SKKjZp\nIQ/4dW/VgBfqPDx8jm1XUd7evSsCpdOSwQYGPeno8uKuda0aY+5S7yqs1MaXgwWHWukaYlGI863S\nDmWdreN+dcgoKgUiwAtLJ6b1a2lrPNUc4Q1zGdf13QvXQBAEQRAEQRCEhx8RhoRHGn7Q56Dfsr34\n1Lqe82cq1DREIYgf5Nn10qoxjjsFH+eCkH9N3DqhPKwUg4CZLCDnCqFjh2A0e627y8ZSUei5Z744\nos+98JHnX75wn7/2O98U32tY1GoquwO88MGOmzQvyjoVhZUyY+i6Pt15Ph5jcBWWtImh07tIhR8m\nvUdlhpWGwwDfMr4L5wAA0FT+5bOLLAboeA3RORR+pywGXdd3cWwn4ayP+UU1TkwLRRZvjStUZDA6\njbfGFV5o3sRNc4Bve/E3dl6XIAiCIAiCIAiPBiIMCY80H3n+ZfyTl58DwMJBkcXDQlEUiCbhB8id\nQWVGUIO5tudpALTNnEJcKlSKQWV3q9RhlHa/SkmdQrvEoi+W6+ed5ns+/HOz2//rT34rgCAAIc9m\n8iVoLKRwiVieB8Vrl64hB093rtrKGWIMKLvXJnQbO48hjMci0b7q4rkNFI7MHkwQslik5BIwZgou\n9+d6pjrCLbvCNX0auqWNvrtYEZp9e1zF9/u6w7PNbdwaL507X0EQBEEQBEEQHh1EGBIeebg9OTAn\nogRxoBCI1EzeS4Pt8rE0twbYLhFrMIlDdeYsysdPBaY0L4c/7xImePuLD4gI9Hb4i1/2U9nn//6f\n/+H4Pu0o5oUcTxm0nN77dE1Z+LEg3wIeFgpuyhRyhQuMfLaRdRTfM33MCJruuxd/DFoyOHW+q5q1\nFLqhVd4tFDqsAUnZYhAmW+oBAC9Ub6FzGvuqw6ltcKjWeM1emeYF4HK1BkbganWKLoRaa7L42Eu/\ndM7qCoIgCIIgCILwqCDCkPDI8xXPfRaffOWZLXcPgFjipdn9QyorBytFmTRUOt2H3+tkO5MKQnUh\n8LCUUI4zJFkyivznVHB66dnX3t4iPAR875f8bPaZHUUcfM3iygvNzVwESoS8kjyvyAtyqdNre3/K\nytwyAc8paDLxt9G5CooGXFe+lOx3bOvLFTF1EWP3EIdV+8wki1aN2Fc92jCXwamQfwUc6jVujvuo\nyWChBqxtg/cvbqJzNfbpLJbdCYIgCIIgCIIgACIMCUJEFw/0LMbUZKPwop3LhIQyE2jOuZO6gvh7\nFoMMaEsMSlHIi9vYLcRiEAAY5+f6Zc+9+rav+WGmdBT9td/5JtRk8Iw+3nJdAQjB1RRKtnzQeEuT\nw6hzHPasAMpL11J2iUxNEIUaGPTQaIP7pyFC76ZSxCOzxEptcGoXUcwCphIydj214bc3hBK0ssU9\nAFzTJ2jJC0HXq7u4Y5ZoaMSf/dA/nF80QRAEQRAEQRAeOUQYEgTsDnEuu5NFx08i7JTHzzmJ6hmn\nkG8Rf342De/ncbDgtvB+/K96/pV7uTwBeVbRJ195JnNhlVhQFH5qGmNgNHcAY1g0bGnEAAU4HYVD\n7+Tx/8RyPtAB9eicxqHqMTjCkiwUCAMIj+sTrN0CK7XB7ZABZEP3OhUFRR94vq+7bL5pSRw7glbB\nibRSG7RqQO80FpSX0gmCIAiCIAiCIIgwJAgAPvzca/jUZ5/ORJ3MNZS4fqzbLQgBIfjZJe+xLQhd\nBHcJM86/NzHbCPiKZz/7+V+oAACZu+q3Xnk2im0AMEBngh2XocXyLqdCWaD/vqUpZHwueyoNsT51\nFa6qAQ0RjhywcYSWgBUBawDX9V0cmSWWaoO1XcTxUjEqPeehIgADbtkFahrRO419dYa1bXBklgB8\nadmpXUDDoiGD7/jgJ76wxRMEQRAEQRAE4aFChCFBCMQyLxZ4ojiQ5wWlwg+w3QHMl5+5WfEI8KVh\nu8QhTfOfH5QOYg8iX/HcJLT90u+/GEQfE0OjGS4r4+0GKhMMgalLGbewV7AxdJpFno0jNOEQRdPv\nYV+NWMKgXXwWp7bBr5x9AIPTaNSIwVXQ4fw8XksOAKEmH3zug7L9wAsasHYLtGrAsW2xVP1WlzNB\nEARBEARBEARAhCFBiJRiDTt18u1cWra7Df1WGdo55yjPl/LcMyIGvdt8w/s+DQD4hc98yGcCpUHj\noURspXpoOPTQsWQsv/82hlYfqA1OE0GG9zuy253kWiKcOi8QndoGX9W+jE9unkHvKrQ0wDiCIQXj\nFI5tg5Y6LMPvcF+N6EyFmgx6V2GlNmiCy6kmE91DaTmdIAiCIAiCIAgCIMKQIEReePZ1vPLqU9m2\nVKxJRSIV8n7ulYvKx9LziCD03vOvvvC78f1vvfIsAKDFiA4VarKwjtDARGdQ7hpyMPD5Qy2ZKCAB\nU1h5SxbDTEh1G1xFj+s1btkWT1Z3cMtcSlxCeUZQHVxLSErYbPi1LdUGLQYcmWUmVgmCIAiCIAiC\nIKSIMCQI90ia+wPMiz2lWCSC0IMPl5r91ivPooEJpWYuuIbyO+zziHzb+KmU0MJCo4HBkiwGEBSA\nBXGYuP/Tibi0VA63LLCvz3BsWxinUCsDC4Ul+VDpN8weHlMjNBEG53CoNrg7tv6cQSi6Oe6js941\ntKuLmiAIgiAIgiAIjzbyPyELQsJzz7wODZr9Y8qSrxSVvF5UNsbjPPfM6yIKPQB8xXOfzbrApd3h\nSjhPqHMa+2rEVb3BVe0DpNkVxDINC40mZlz5H8b10HlsX3VhP7997Ra4ZVe4aQ7w+4ZL3fx3B6qD\ngkXvdMwUOrYtBqfx3R/+hS98EQRBEARBEARBeOgQx5Ag3CMaFB/eS/dQylxWEe8rDqEHH+5o9slX\nnpm6kCUOocGp+L4lE17///buPUbO6rzj+Pf3zo7X7GIwGBt8SwDVXBwKhAIiTRslIW2BRpA/UglU\ntahBokpTSqJWLRQpUv6o1JtKqZSmQiQpbRE0oRBQRFMIpamqivslQAzFEC6+gE0Tg43Z28zTP86Z\n9Xg8a++sd3c67/v7WKOZ97Le8+x5b/vsuaT9Rot0dLwX+watLggakcYYagLLijpj0WCZxDZNUK81\nKNRkqSYZizpL1GDn1FEsK95n29RRwLuMRZ1RTfJuc+l0OX8ydSRbJo5lpDbO7rb1ZmZmZmZm7dxi\nyKyLouO9pTbdPSi/q/urfVtrf7cQKpeN67fuN6NZg4K69iV8WuMJ1acHIz+wqVmtI9E4rHTEHV2k\nRM76od0ArKql99FinImoUVeD3c0jANjZGAVS66TRYnx6P4BmiL2NYa7feN98hGxmZmZmZiXkxJBZ\nhzVrtwEHdgtrvQ5IDnW8Q0dCKK93Qqic2ruYvdcxJXxdBzYpa0SwRJ0zme07horpGc2OYHVtKatq\ne4B9yaHWANTLivd5rzlMnQaTUeT/u2C0GGeZxtjbHAaYHvjazMzMzMysG3clM+uipu6/TDciKNg3\nPszBkkMtrUSTldt5H3gVgMdeP5GlSuMJtZKLjQAUFG15orpgsq174bKizmQ0GVadZv63JyZYWQuW\nag+FUne1sajTpKARmm4Z1Pp+6f8ZZ6w5xHFD7wLwpdPvX8iwzczMzMxswDkxZNZFkRM8zY6BhWvS\ndHKoU+ecT04IVVMrQfTSljXT65pADZgkpgeXhjSu0LCK6YTiEUotjgoKmjQZ0RDvxCQjRTAWYkUx\nxtZGnRGNM0bad0kex2hUU1Ck7mm1Ih2NreSQmZmZmZnZTNyVzKyLFWvS2DFFt3FhpK4tilpdzdas\n3eakkLFhXToGmqTWQZBmHGuyr0tiXa3xiNKluKb9L8mpBVFKHLXGKhrVBABrh3axsraHuhqMaoq6\ngmXFFBPUeHVyBSuG9vAbGx5e8DjNzMzMzGywOTFkdgjdkkMzOcEJIWtz4rrtnLwujStVn56FLJlO\nCuU1BZ1JodQSqNkxQPWyYoIVtff22/fNxpH7zYoGMNbcf7wjMzMzMzOzbtyVzGwWunUta3UrAyeE\n7OBag47v3LZ2et2IhpiMJnXV9tt3MvaNF1QgCkRdaXyrYQV7Iw1cXSjY1VjKruYIRxVjPPz+B1g1\n9C4vjK9hWTG2OIGZmZmZmdnAc4shsxm0upNBSgh1jjcEKSHkpJDN1so1WwEYJiWDhpVy8808QlUj\nmnk59ntvaR/HqtUyaImmeGnieABeGj8BgN3NpXzulP9agAjMzMzMzKxs3GLI7CDafzFvRLiVkB22\nVnLove0fpEmTgiIdU2oyGfsSQkXbTHdNghpikqBG0FBAwGgxwd7GEhpR8FbjaN6ZGmGkNt632MzM\nzMzMbPDMqsWQpOWS7pT0gqRNkj4i6VhJD0h6Kb8fs9CFNeuHRsR0MqgR4VZCNi9GV78GwHhM0SSY\njM557fZ1JSsQDfafDa+B2Nk4klcnVvL21DLenlwGwN7GMNdvvG8xQjAzMzMzsxKYbVeym4DvRcRp\nwFnAJuA64MGI2AA8mJfNSqXVuqOZX04I2XwaXf0ay9e8QYOgQTBJ84BxrODALmXtxiINMl2jyWTU\nmIzajPuamZmZmZl1OmRiSNJRwMeArwNExERE7AIuA27Nu90KfGahCmnWb56C3hZS+3hW7RrRfWwr\ngLEYosjbWjOQ1WhS48CWR2ZmZmZmZjOZTYuhk4GdwDclPSXpFkmjwPERsR0gv69awHKa9Y1bCdli\naCWHGh2JoAapK+NkwHjsPyX9ruYIexpLqavBcJFmM/uTM+9axFKbmZmZmdmgm01iaAg4B/haRHwY\neI8euo1JulrS45Ie37lz5xyLaWZWfivWbJlOEDUJxmkwHk0m25JFExTU1aSu1DJopJgAoF5MTSeH\nzMzMzMzMZms2iaEtwJaIeCQv30lKFL0laTVAft/R7Ysj4uaIODcizl25cuV8lNnMrNSWr3kDYHrQ\nc9h3sa5Ndx8bYnfjCIDpmci+fMa9i1dIMzMzMzMrhUMmhiLiTeANSafmVRcCPwLuBa7M664E7lmQ\nEpqZVVArOdSu0L7EEMBokRJCdTWoq7FoZTMzMzMzs/IYmuV+1wC3SVoCvAL8Fimp9C1JVwGvA7+2\nMEU0M6um1vhW27auoUFQI2giagS13JVsuJhkMmpODJmZmZmZ2ZzMKjEUEU8D53bZdOH8FsfMzDqt\nWbuNN7auZjJEgzQA9dapY9jVGEmzkAl+59SH+lxKMzMzMzMbRLMZY8jMzPps/drt0593N5fst81T\n1JtVj6SLJL0oabOkWU8KYmZmZtbJiSEzswGxYV3qWvbCxGqa4cu3WVVJqgFfBS4GNgJXSNrY31KZ\nmZnZoPJvFmZmA2Tj+q0AvDl19PS63z71B/0qjpn1x/nA5oh4JSImgDuAy/pcJjMzMxtQTgyZmQ2Y\nKzf8N9ee9n0aFDR8GTerorVA+9SFW/I6MzMzs57NdlayefHEE0+8Lem1xfyei+Q44O1+F2KROeZq\nqFrMAxnvF/KA1HM0kDEfJse8sD64SN+nyrqd9HHATtLVwNV5cVzScwtaqv+/qnjOtzj26qpy/I69\nmqocO6T45/wMtqiJoYhYuZjfb7FIejwius3aVlqOuRqqFnPV4gXHXBVVjLnktgDr25bXAds6d4qI\nm4GbodrHgGN37FVU5fgdu2Ovohz/iXP9evdBMDMzMxssjwEbJJ0kaQlwOXBvn8tkZmZmA2pRWwyZ\nmZmZ2eGJiClJvwv8G1ADvhERz/e5WGZmZjagnBiaHzf3uwB94JiroWoxVy1ecMxVUcWYSy0i7gPu\n6+FLqnwMOPZqqnLsUO34HXs1VTl2OMz4FXHAWIVmZmZmZmZmZlYBHmPIzMzMzMzMzKyinBg6TJKu\nkfSipOcl/Xnb+uslbc7bfqWfZVwIkv5AUkg6Li9L0t/kmH8o6Zx+l3E+SPoLSS/kmO6WtLxtW2nr\nWNJFOa7Nkq7rd3kWgqT1kh6StCmfv9fm9cdKekDSS/n9mH6XdT5Jqkl6StJ38/JJkh7J8f5zHsi2\nVCQtl3RnPpc3SfpImetZ0pfyMf2cpNslLa1CPVt3Fbmef0PSDknPta3reo6X6Xml1/tYmWIHyNe2\nRyU9k+P/Sl7f9XonaTgvb87bT+xn+efDbO/pZYtd0quSnpX0tKTH87qqHPezfqYpYeyn5jpvvd6V\n9MUKxT/r57u5nPNODB0GSZ8ALgPOjIgPAX+Z128kzRDyIeAi4G8l1fpW0HkmaT3wS8DrbasvBjbk\n19XA1/pQtIXwAHBGRJwJ/A9wPZS7jnMcXyXV6Ubgihxv2UwBvx8RpwMXAF/IcV4HPBgRG4AH83KZ\nXAtsalv+M+DGHO9Pgav6UqqFdRPwvYg4DTiLFH8p61nSWuD3gHMj4gzSwMSXU416tg4Vup7/Pele\n3G6mc7xMzyu93sfKFDvAOPDJiDgLOBu4SNIFzHy9uwr4aUT8DHBj3m/QzfaeXsbYPxERZ7dNT16V\n476XZ5pSxR4RL+Y6Pxv4OWAvcDcViH8Oz3c9n/NODB2ezwN/GhHjABGxI6+/DLgjIsYj4sfAZuD8\nPpVxIdwI/CHQPkDVZcA/RPIwsFzS6r6Ubh5FxP0RMZUXHwbW5c9lruPzgc0R8UpETAB3kOItlYjY\nHhFP5s+7STfWtaRYb8273Qp8pj8lnH+S1gG/CtySlwV8Ergz71KqeAEkHQV8DPg6QERMRMQuSlzP\npIkljpA0BIwA2yl5PduMqnI9/0/gJx2rZzrHS/O8Mof7WGliB8hx7MmL9fwKZr7etf9c7gQuzPfB\ngdTjPb1Usc+g9Mf9HJ5pShN7FxcCL0fEa1Qn/l6e73o+550YOjynAL+Ym2f9QNJ5ef1a4I22/bbk\ndQNP0qXA1oh4pmNTaWNu8zngX/PnMsdb5ti6ys0rPww8AhwfEdshPXQDq/pXsnn316SkbjMvrwB2\ntSU/y1jXJwM7gW/m5va3SBqlpPUcEVtJrVdfJz0wvAM8Qfnr2bqr3PW8zUzneCl/JrO8j5UudqWu\nVE8DO0itvF9m5uvddPx5+zuk++Cg6u08CakAAARaSURBVOWeXrbYA7hf0hOSrs7rqnDc9/pMU6bY\nO10O3J4/lz7+OTzf9XzOe7r6Q5D0feCELptuIP38jiE13z0P+Jakk4Fu2biBmf7tEDH/MfDL3b6s\ny7qBiPlg8UbEPXmfG0hNtm9rfVmX/Qci3lkoc2wHkHQk8C/AFyPi3fL9AS2R9GlgR0Q8IenjrdVd\ndi1bXQ8B5wDXRMQjkm6iJN3Gusn96i8DTgJ2Ad8mNaXuVLZ6tu6qcI73qnQ/kx7uY6WLPSIawNlK\nY0DeDZzebbf8Xpr453BPL03s2UcjYpukVcADkl44yL5lir3XZ5oyxT4tj6NzKXmIj4Pt2mXdQMY/\nh+e7nmN3YugQIuJTM22T9HngrogI4FFJTeA4UrZufduu64BtC1rQeTRTzJJ+lnQwPpMfOtYBT0o6\nnwGO+WB1DCDpSuDTwIW5rmGA452FMse2H0l10sP0bRFxV179lqTVEbE9NzfdMfP/MFA+Clwq6RJg\nKXAU6a+NyyUN5b8mlLGutwBbIuKRvHwn6SGqrPX8KeDHEbETQNJdwM9T/nq27ipzPe9ipnO8VD+T\nHu9jpYq9XUTskvQfpD/WznS9a8W/JXfFOJoDuyAOil7v6WWKnYjYlt93SLqb1G22Csd9r880ZYq9\n3cXAkxHxVl6uQvy9Pt/1fM67K9nh+Q6pXx+STgGWAG8D9wKX59HATyINePVo30o5TyLi2YhYFREn\nRsSJpAPunIh4kxTzbyq5AHin1aRvkEm6CPgj4NKI2Nu2qZR1nD0GbFAa5X4JqanmvX0u07zL/Wy/\nDmyKiL9q23QvcGX+fCVwz2KXbSFExPURsS6fu5cD/x4Rvw48BHw271aaeFvy9ekNSafmVRcCP6Kk\n9UxqYnyBpJF8jLfiLXU924wqcT2fwUzneGmeV+ZwHytN7ACSVuaWQkg6gvSL0yZmvt61/1w+S7oP\nDmTrgTnc00sTu6RRSctan0k9GZ6jAsf9HJ5pShN7hyvY140MqhF/r893vZ/zEeHXHF+kRNA/kS5G\nT5JmRmhtu4HUz/lF4OJ+l3WB4n8VOC5/Fmnmk5eBZ0kjpve9jPMQ42ZS/8yn8+vvqlDHwCWkWdhe\nJnWp63uZFiDGXyA1qfxhW/1eQup/+yDwUn4/tt9lXYDYPw58N38+mZTU3Exqljrc7/ItQLxnA4/n\nuv4OqQtwaesZ+ArwQr43/SMwXIV69mvG46EK1/PbSWMuTJL+aHXVTOd4mZ5Xer2PlSn2HM+ZwFM5\n/ueAL+f1Xa93pJY1387rHwVO7ncM8/RzOOQ9vUyx5xifya/nW9e1Ch33s36mKVvsOaYR4H+Bo9vW\nVSJ+eni+m8s5r/yFZmZmZmZmZmZWMe5KZmZmZmZmZmZWUU4MmZmZmZmZmZlVlBNDZmZmZmZmZmYV\n5cSQmZmZmZmZmVlFOTFkZmZmZmZmZlZRTgyZmZmZmZmZmVWUE0NmZmZmZmZmZhXlxJCZmZmZmZmZ\nWUX9H0+yFoi/CyaYAAAAAElFTkSuQmCC\n",
"text/plain": "<matplotlib.figure.Figure at 0x7f1bc60254e0>"
},
"metadata": {},
"output_type": "display_data"
}
]
},
{
"metadata": {
"trusted": true
},
"cell_type": "code",
"source": "regridded_cube.data",
"execution_count": 26,
"outputs": [
{
"data": {
"text/plain": "masked_array(data =\n [[-- -- -- ..., -- -- --]\n [-- -- -- ..., -- -- --]\n [-- -- -- ..., -- -- --]\n ..., \n [-- -- -- ..., -- -- --]\n [-- -- -- ..., -- -- --]\n [-- -- -- ..., 252.08701171875 252.17298126220703 251.93976338704428]],\n mask =\n [[ True True True ..., True True True]\n [ True True True ..., True True True]\n [ True True True ..., True True True]\n ..., \n [ True True True ..., True True True]\n [ True True True ..., True True True]\n [ True True True ..., False False False]],\n fill_value = 1e+20)"
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
]
}
],
"metadata": {
"kernelspec": {
"name": "conda-env-phd-py",
"display_name": "Python [conda env:phd]",
"language": "python"
},
"language_info": {
"name": "python",
"version": "3.6.1",
"mimetype": "text/x-python",
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"pygments_lexer": "ipython3",
"nbconvert_exporter": "python",
"file_extension": ".py"
},
"gist": {
"id": "",
"data": {
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