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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 94-775/95-865 Dimensionality Reduction, Clustering, Cluster Interpretation, and Automatically Choosing k\n",
"\n",
"Author: George H. Chen (georgechen [at symbol] cmu.edu)\n",
"\n",
"This demo uses the UCI drug consumption dataset:\n",
"https://archive.ics.uci.edu/ml/datasets/Drug+consumption+%28quantified%29#"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We begin with some boilerplate code."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"plt.style.use('seaborn')\n",
"%config InlineBackend.figure_format = 'retina' # if you use a Mac with Retina display"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Loading and preprocessing data\n",
"\n",
"Next, we load in the UCI drug consumption data (which we assume resides in the same directory as this notebook). Each data point is represented as a 12-dimensional feature vector. Even though some of these features are not numerical (e.g., gender), they have been turned into numerical values (see the documentation on the UCI drug consumption data for what the numerical values mean for features that were originally not numerical)."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import csv\n",
"import numpy as np\n",
"np.set_printoptions(suppress=True) # somewhat prettier printing\n",
"\n",
"drug_data = []\n",
"with open('./drug_consumption.data', 'r') as csvfile:\n",
" csv_reader = csv.reader(csvfile, delimiter=',')\n",
" for row in csv_reader:\n",
" # row[0] is an ID, which we ignore\n",
" # row[1], row[2], ..., row[12] correspond to the 12 feature vectors we care about\n",
" drug_data.append([float(x) for x in row[1:13]])\n",
"drug_data = np.array(drug_data) # convert the data to be a numpy array"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(1885, 12)"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"drug_data.shape"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We next standardize the data. Note that each row of `drug_data` corresponds to a different person, and each column corresponds to a different feature. Here, the standardization done subtracts off the mean of each column and divides by the standard deviation of the column (so that each column has mean 0 and unit variance):"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"scaler = StandardScaler()\n",
"drug_data_normalized = scaler.fit_transform(drug_data)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dimensionality reduction with PCA\n",
"\n",
"Next we use PCA to bring the dimensionality of the data from 12 down to 2."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import PCA\n",
"pca = PCA(n_components=2)\n",
"drug_data_normalized_pca2d = pca.fit_transform(drug_data_normalized)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We check how much variance is explained."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.24249161, 0.15598527])"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pca.explained_variance_ratio_"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can plot the 2D PCA representation (in the second line here, I ask for the two axes to use the same scaling, i.e., you'll notice that the grid lines form squares):"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-4.782217706634697, 5.2448574334564535, -4.964051279891321, 5.089895139660205)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 329,
"width": 479
}
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(drug_data_normalized_pca2d[:, 0], drug_data_normalized_pca2d[:, 1])\n",
"plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This PCA plot doesn't look great."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dimensionality reduction with t-SNE\n",
"\n",
"Next, I apply t-SNE. Note that the code is nearly identical to using PCA: we import the nonlinear dimensionality reduction method we want to use (`TSNE`), create an instance of it (which we name `tsne`), and for that particular instance, we do `fit_transform` on the data. **Warning:** t-SNE takes way longer to run than PCA."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.manifold import TSNE\n",
"\n",
"tsne = TSNE(n_components=2, random_state=0) # note: in practice you should actually play with the perplexity, learning rate, and number of iterations\n",
"drug_data_normalized_tsne2d = tsne.fit_transform(drug_data_normalized)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting is done just like before, except now we use our newly defined variable `drug_data_normalized_tsne2d`:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-56.61162137814321,\n",
" 48.259448526580705,\n",
" -61.537774881639415,\n",
" 64.23827536992066)"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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a6uD2iRBzKEAGBmclP/6fOzG2wXhrhwd7jrqGv3ejQa/NAomISHMMkomIiFT05g4Hur2BpF4jSYNZ3nQHyQDQ7Q2gx+vCk7/YA69fRC4OTIo3gavbG0C314W1W/ZhzfKFkwbKbr+I37zbgv3Hu4avTaFRj0vmlOOmq2uZlSYiylIMkomIiFTU0pFcFlkJRUY9Ck169HjFhJ4vATh5xpfeRWWwNqcHjU1HcN/NC2J+XQyG8cJvP8Lhth4Ew5ExX4vg3QNO7PjoDC44fwruufECZqWJiLIMg2QiIiIFuP0i3tjhmLTONRwvjTkJS7ERep0u6Sw0APSLYRQaC2Ay6HKqvjidWp0euP3iuGywGAzjBy/thaPTO+Hrg+EI9h/vwlMv7cVDK+oTykon8v4hIqL0Y5BMRESUAjEYxoamw3A4veMC2Fh1rnqdvMESJoMe08qK0eN1ydoC3eNLPrjOZz3eAN76wIGvXjtv1OONTUcmDZBHOtHpnTQrncz7h4iI0o8joIiIiGQSg2Gs3bIX+5q74mZ4u70B7G124d5n3sHGN46gqtws61y11TasaqiDvdKSypIpCS3to7fGu/0iWjrcSR/neLsbbv/4re6Jvn/2NQ/WSYvBzOuITkSUixgkExERydTYdAQOpzehzG4kAmw/1IntB51Jn0evExAQQ+gXw1izvB7FhdwIpoZQZPSVfXOHA72+xOq6R3L7Rbz1gWPc44m+fyQAjqE6aSIiSj/+liUiIpIhOspJje7P4YiEdw44sf1QJ0xGPXSCoMJZqUA3+t85laZrsbLSybx/JMSvkyYiImUxk0xERCSDnFFOqQpHJPQNhODrD6p63nxVW20b9d9ym64BsbPSyb5/onXSRESUXgySiYiIZNBilJMWCvL0LwWTQYeli2ePekxu0zVAuaz02Iw0EREpL09/9REREaUmlaxiNgnlx7c5zvxZZbCO2dZcW2WVfbyzvf34/ubdeHlbM9x+Ufb7Z2xGmoiIlMeaZCIiIhlSySpSZis2FeDemy4c9/jSJXbs+uSsrOZd3r4gvH3B4bFOAzI7VY/NSBMRkfL4G56IiEiGVLKKuSoX+okVmwrwg9WLY84ktpmNqKmyxXhVcrq9AfQNhGS9dmydNBERKY9BMhERkQxLl9gxxWLSehkZRcrincAmox4X1U7F0/d/DiXF8btH33rtHFiKDSqu7FNlFtO4OmkiIlIet1sTERHJYDMbYa+0osfrUmUMFCnPWKBDdUUJ5s604obF9glHK4nBMDY0HYbD6YW3T/3u4gKAmkrruDppIiJSHoNkIiIimVY11GHtlr1oc3q1XkrW0gmAFr2oik16PH3/VTG3VY/k9ov43ftt+MshJwJBbbqYCQDslVbc3VCnyfmJiPINg2QiIiKZjAY91iyvR2PTERxsOYdgOE9bQadAq2bNlVPNEwbIIzPH6Z6HbS4sgNGgR0+M85RZTKgZCpAnC+iJiEgZDJKJiIhSYDTocd/NC+By9+P7P9+tyVZcSt5EDbDEYBhrt+yFw+lVZSt9eWkR/uctF+M377bgwPEu9IthCAAKh+qkl32+hgEyEZGKGCQTEREpoMJWhH//+pVY/7vD+KitG8F8HTCcBeI1wHL7Rbyxw4EdH3XCL7P7tBw6AXjxD5/A4fTC7f/0JksgGME7+ztwqOUc7JVWrGI2mYhIFQySiYiIFGI06PGNL10Et1/Er//cgvcPOdnUK8PEaoCl5tbqWFzu/gmz1t3eAHq8Lqzdsg9rli9koExElGYcAUVERKQwm9mI/kCIAXIGGtsAK7q1el9zlyYBMgD4+iZ/r0gAHE4PGpuOqLEkIqK8xiCZiIhIYW6/iDanR5Fj6XWCIschYFpp4bhMbGPTEdVqj1MlAWh1euD2i1ovhYgopzFIJiIiUtibOxyKZSWvuqgSf3PZTNRWWWE0pP/XtpDDMbml2DgqQI7ezMiGADmqxxvAWx84tF4GEVFOY00yERGRgsRgGO9/1KnIscosJtz0+Zrh+tl/3bQTJzp9ihw7ngXnT4XjjAcef+516Q6NmTel5M0MNbW0K7NLgYiIYmMmmYiISCHR+tY+BTojx2owpdel99e2sUCHe2+6EFd8dnpaz6OVgjFb11s6sjPYFDmPm4gorRgkExERKSRa35oqAeMbTAFAbZU15WNPTMKv32nB5y+uwhSLKc3nUt/Y2cjhSHYGm93uAa2XQESU07jdmoiISAFK1beWlhhRW2XD3TFm4i5dYseeo660bREWQxL+uPs09hx1ISJJEICsqtedSKzZyOnOzKdLfyCErt5+lJcWab0UIqKcxCCZiIhIAUrUty767DTcdt082EZssR7JZjbivOmWtNfRRo9vNOggBrMz2zqSAKBAL+C5Xx9EOBKBXqdDbZUVs6aVoDULt1xHJOD7L+7GD++5kjOTiYjSgEEyERGRApSob7UUG+IGyMBgzXO3V72ttmIwkhOBsk4nwNU7AFfvp/92rR0elJqNMOh1CMqo8RUATLEVIiCG4OtPvQY9WR5/EI1NR3DfzQtUPzcRUa5jkExERKQAJepbtx904pa/nhM3O9jYdAQnz6S3u/VY4XD2brjW6wSEIxLCkdjfQ28K84YlAOc0rg2Ozkwee2PF7Rfxxg4HWjs8ozLnS5fYJ7wJQ0REgxgkExERKUCJ+tZAMBIzO+j2i/jNuy3Yd8yV8jmSFS/AzGQmgx7WYgNcOd7gKjoz+avXzgMwuNNgQ9NhOJzecVvyWzs82HPUBXulFati1LsTEdGnGCQTEREpoLbKqkh968js4ERBD8UnBsPo9WVfcC9HdGZydPyYw+mN22yt2xtAj9eFtVv2Yc3yhQyUiYjiyM62jkRERBlm6RK7ImOTotnBaNCzr7mLAXKSJEBWnXE2Cg1l+qPjxya7NSABcDg9aGw6kva1ERFlKwbJRERECrCZjaieVqLIsVraPQkHPZTfCnRC0uPHJHy6Y4GIiMZjkExERJQiMRjGuq0HcdKpzDghMRRRZOYy5b7aapus8WPRHQtERDQeg2QiIqIUjNwW7e4LKnJMj1/kFmuaVJnFhKWLZ8sePxatZyYiotHYuIuIiCgF6dgWLTGHnBdsZiNMBh3MRUZEJAmu3n70DSQ2c1kAUFNphdVslD1+LJSFncuJiNTAIJmIiEimZGtBE1FmMcFcqIfHr0xWmjKPubAAn1swAzcsHj23OJEO1cBggGyvtOLuhjoA8sePFegEWa8jIsp13G5NREQkk5xa0MnUVFphNPAedi4zGvTjAuTo42uW16N+XgXK4nRKL7OYUD+vYtQIp9oqq6x11FbbZL2OiCjX8bcwERGRTHJrQeMxGXS4u6EOv36nRZGZy5SZerwBPLbxQ5RZTNDrdKitsmLpksGg2WjQ476bF8DtF/HmDgdaOzwIRSQU6ATUVltjBtdLl9ix56grqRs20XpmIiIaj0EyERGRTHJrQeO56qJKGA16WUEPZRePPzi8pb61w4NdH59FTbUNqxrqYDToYTMbcdt18xI6ls1shL3Sih6vK6Gt/yPrmYmIaDxutyYiIpJJbi1oLGUWExquPB9uv4g3djgwICbWwIlyQ69fxN5mF556aS/EYDjp169qqIO90oLJqozH1jMTEdF4zCQTERHJVFtlVWRbtADAPt2CzX/4BA6nlxnkPHai04sH1r2PirLCcVuxJxKtZ25sOoJWpwc9Md5DZRYTaoYC5Gg9MxERjccgmYiIaEg0i9va4UE4Epk0SFFiW7QA4LwZFvT4AjjRqewoKcpOfYEQTnT6AAxuxf7T3nYYDTpMtZqg1+sBSDHfm/1iGGVWEyxuA0LhCMRgBEaDDlOshZg/yxaznjkZyX4+iIiyFYNkIiLKe2IwjA1Nh2NmcVs7PNhz1AV7pXW4XjQq2VrQsaKZvYgkYf+xLgbIFFM4IqE/EMZpV9+ox6MBtKFAgCAIiESAwJit2oFgGAa9Dl3uAIqM8rLHcj8fRETZijXJRESU16Kzafc1d8XNCHd7A9jX7MLaLfvG1YsmWgsKACaDHudNL0FtlRVfvHwmHr3jcqz82/nMIJNs4YiEATGC/kB4XIAcNdH7dzKpfj6IiLIRM8lERJTXGpuOwOGcPEiVADicHjQ2HcF9Ny8YfjzVWtCXtzWzBpnSLt77dzKpfj64RZuIshGDZCIiyltuv4g2pyfhLK4EoNXpgdsvjvoDP9nZtiMDh9Mun5LfElFc8d6/8aTy+Sgy6rlFm4iyFoNkIiLKW2/ucCSdxe3xBvDWBw589drxM2wnm207UW0nkRomev+OJffz8fu/tKG1wzNhBrrbG0C314V7n3kHJYUGWM0GGA0FzDITUUZgkExERHmrReb4ppb25F8Xre1MZOtqNhEAzKwwo9cvwtsX1Ho5lIBE379yPx8fHD6DvoFQQu/zSATw9AXhGXrvMMtMRJmAQTIREeWtcCQi63WhyOCf/8nUWyZa25lNptpMCIclePqCDJCzSPT9Oxm5nw//QEjW66K6vQH0eAcbga1ZvpCBMhGpjkEyERHlLb1O3pAHnSDgmVcPoPlU77iOwtFMWPW0EpTbCnGi0wsxFIazqy9nAmSdAFx7+SwcP+1Gm8xsI2mnQJdIL3b5nw8lyG00RkSkBAbJRESUt2qrrGiVEeSdOuOdMBs3WG+ZuzXHEQk41HIOnef6Jn+yBgQAs6aV4LzpJTjY0gVvfwhSrtyhUIDL3Y+XtzVPWvsr9/OhlGQbjRERKYVzkomIKG8tXWLHFIsp6dclul01l53J1ABZAKxmI0pLjDjc1g1PHwPksTz+IP64+zS+t2kX1m09FHe2sdzPh5KijcaIiNTEIJmIiPKWzWyEvdKKxDaf0kiZGndK0mCt+MHWbvT4RK2Xk9G6vQHsax6s/Y0VKGfK50NOozwiolQwSCYiory2qqEO9krLpIGAgMEsJVEuGVn7G0uin4904s4NIlKb5kHy2rVrMX/+fHz44Yfjvvb6669j2bJluOSSS3D11Vfjqaeegt/v12CVRESUq4wGPdYsr0f9vAqUxdlaWmYxoaK0kNt2KSeNrP0dK5HPR7ol2miMiEgpmjbuOnjwIH7+85/H/Nr69evx9NNPY/78+Vi5ciWam5uxadMmHDhwAJs3b4bRyAYORESkDKNBj/tuXgC3X8SbOwZHOoUiEgp0AmqrrbhhsR0/+vVBnO0d0HqpRGkRrf39hn3quK/F+3x0nvMjEJQ3JioZtdW2tJ+DiGgkzYJkURTxyCOPIBweXwPT0dGB5557DgsXLsSLL74Ig8EAAHj22Wfx/PPP49VXX8XKlSvVXjIREWWh0y4fGpsO42xPPyLS4Pii6WXFuKuhDjMrSkY912Y24rbr5sU8jtyZsblGAKDXCwiFmVbPNZPV/o79fHx/8+60d78us5iwdPHstJ6DiGgszbZbv/DCC2hra8OVV1457muvvPIKQqEQVq9ePRwgA8A999yDkpISvPbaa2oulYiIspCvT8QD67bjsY07cersYMYrGIogEIzg5FkfHtu4Ew+s2w5f3+TNncRgGC5mkQEARoMOJqNe62VQGiRb+1tbZU3TSgYJAGoqrbBy/BMRqUyTIPmTTz7Bhg0bsHr1asyZM2fc13ft2gUAuPzyy0c9bjKZcMkll+CTTz6B1+tVZa1ERJR9fH0i/vknf0GvT4xbRyxJQK9v8HkTBcpiMIy1W/aibyCUptVmh2jTskAwAn9/fv9b5Kpka3/TOSJKAGCvtOLuhrq0HJ+IaCKqB8nhcBgPP/wwZs+ejdWrV8d8zsmTJ1FeXo6SkpJxX6uurgYAtLW1pXWdRESUvR7duBNigrWSYjCCRzfujPv1xqYjcDjz88assUAHY8Fg4MSmZbkv2drfdI2IKi0xon5eBdYsXwijgbsWiEh9qtck/+xnP8PHH3+MLVu2xG2+1dvbi5kzZ8b8msViAQD4fL6U1lFRYUnp9aQdXrvcxWubu9S8tg6nG54YXXon4vGL8IcisFeODhJ6vAM4ccabsTOB00UnAPWfmQa9Toedhzu1Xg6poLy0EP/j7y4Y/u9EP7MP33kFHn5+O46d6lXsRsoVF87A/bcsVOZgNA5/1+YuXlvlqJpJbmtrw7p167B8+XIsXA/Ri0cAACAASURBVBj/h18oFIobQEcfDwQCaVkjERFlt6e37EWyY1UjEvDMy3vHPf6rt4+hy51/tcgRCSgrMWHf0bN5d4MgkwkCUJqG7c2CAMybVSbr2CaDHk/eexWWXFiJQoVq1fN15wYRZQ7VMsmSJOGRRx7B1KlT8cADD0z43MLCQgSDwZhfE8XB7EBRUVFK63G5+AM420TvjvHa5R5e29ylxbXtcMnbadR+1j9unR+1dCmxpKz09p5TYEPvzGItNuLBWy/Gv/9yP3p9ye2WiEcAYJ9hxe1fnAeXyyv7M3vX330W/+ry4URn6p/1gUCIvw/SgL9rcxevbXxys+uqBckvvfQS9uzZgw0bNsBsNk/4XKvVGrcxV/Tx6LZrIiKikZLNIkdJMfaK5vPYpzz+1jOW2y/ip298AkOBMhsByywm1Aw1x1Km9leZfQfJNhAjIlKaakHyH/7wBwDAqlWrYn799ttvBwC8/fbbsNvt2LVrFwYGBlBYWDjqee3t7dDpdJg9mzPziIhoPLl/XwvC+BfqdZpNSiSKqc3pQZFJXkBrMugxY2oxCnQCaqutuGGxHTYFxysp9XlJtoEYEZHSVAuSb7rpJixatGjc4++99x4OHDiAm266CdXV1bBarbj00kvx4YcfYvfu3bjqqquGnxsIBLB//37MmTMnZudrIiKi6WXFOHk2+S3XM6aML+OprbKitcOjxLKIFJNo5/axjAYd9DoBoUgEx9s9eHOHA0uXKBcoK/F5KbOYsHQxEyFEpC3VguSbb7455uMej2c4SL7iiisAAA0NDVi/fj3WrVuHRYsWDTfreuGFF+Dz+XDrrbeqtWwiIsoydzXU4bGNO5PqtCsIwF1/P34e69Ilduw56kK3N/OaRRoNOpgLC+D2ibK3mFN2Csu84N6+ILx9n/Z8ae3wYM9RF+yVVqxSYMt1qp8XAUBNpRVWBbPbRERyqD4CKhE1NTW488470djYiGXLluGaa67B8ePH8ec//xn19fX4yle+ovUSiYgoQ82sKIHNbEyqsZHNbER1xfgdStE5sD1eV8Z0eTYZdLAWGxEMRdDjVaZ5E+Wvbm8APV4X1m7ZhzXLUxu7lMrnRQBgH6qPJiLSWsYWW33729/Go48+CkEQsHnzZhw7dgx33HEHNmzYEHc8FBEREQA8ceciGA2J/YozGnR44s7x5UBRqxrqYK+0QOtWQoIAXFgzBTOmFqPLPYDeJGdBE8UjAXA4PWhsOpLyseR8XsosJtTPq8Ca5QsVaiBGRJQaQYrVzjMPsEV69mF7+9zFa5u7tLy2vj4Rj27cCbdfjLn1WhAGM19P3LkIJcUT33wVg2E0Nh1Bq9ODHoW2XgsCktoSflHNVBgKdNjbnHyWrsxign2GBZAAxxmvYt8D5ZYyiwnPfvuvUWYpTOkzO9nnRa8TYDLoMH1KMebOtCneQIxi4+/a3MVrG5/cEVAMkilr8AdA7uK1zV2ZcG1Pu3z4adMRnOnphyRJEAQBM6YU4Z/+vg4zY2yxnojbL+LNHQ68c6BDdvOkKKvZAADw+oOTBr3FpgI8fHs9nv7lgaTrPa+8cDpuuWbucBDi9ov4zbst2H7QyVpmGufGq2tw140LFPnMRj8vrR0ehCJS2rpqU2Iy4ecxpQevbXwZPyeZiIhICzMrSvD4BNupk2EzG3HbdfPQ0uFJuYuvxx+c/ElD+gIh/HDLvqReE/XBkbP46hfmDv+3zWxEgV6XVwGyoUBAMJRH33AKPjnRo9ixop8XIqJsk7E1yURERJmqtsqq+jnlBMgAEIlIeHTjzlGPfXDkjBJLyhrFJoPWS1CVXiegQC+vij4cTm2HBBFRLmCQTERElKSlS+yYYjFpvYyEuf0iTrt8w/8/IIY1XpE8xgJ5f7ZEJAl6ndat19QTjkgIheVlzvV6/mlIRMSfhEREREmKjrrJlrBLkoCf/X6wc/GbOxyy5+xqTQzJy3J6+4JZ8T0X6AXN31OftU/ReAVERNpjTTIREdEk3H4Rb+wYbEAUjkSg1+lgn2HBrGlmnDrrz5gZyhPp7O4HALSkWEtN6aPXCbIzwEoos5jwpWvmTv5EIqIcxyCZiIgoDjEYxoamw3A4veO6Srd2eFBmMcFWMtilt9eX2XOLo8MswhHWnGaqQIod01NVU2lFaRaVERARpQuDZCIiohjEYBhrt+yFw+mNmynu8QYgAJg1vQT18ypwotM7POrmTE8/fP3ymm2lgyAMbuTV61hpRePpdQJu/cIcrZdBRJQR+JuSiIgohsamIxMGyFESgFNnfHD7RDxy+2V4aEU9bCVG9AdCaiwzYTOmFAEAZk1LbjY05YdwRMK2Pae0XgYRUUZgJpmIiGgMt19Em9OTcK2xBKDV6UFXbz9+8tuPEgqu1fa16z+DdVsP4vhpt9ZLoQzV0s56dSIigEEyERHROG/ucIyrQZ5MjzeA//jlPrh6BzIuQBYAPPPaAXj7Mmf7N2WeUBZ0ACciUgO3WxMREY0htwP0OU8grQGy3FG/EsAAmSZVkEezpImIJsIgmYiIaAy5HaDTPYu33FaY1uNTfquttmm9BCKijMDt1kSkKbdfxOvvH8LRkz0YCASh1+kwa1oJIpKEdpd/eCZtbZUVS5fYYTMbtV4y5YFM6wAtALCYDTAU6CAAGbedm7JfmcWEpYtny359rFni/LlNRNmKQTIRaWKy+bNjtXZ4sOeoC/ZKK1Y11MFo0Ku1VMpDtVXWmO/DdDAZBNTZp8LR6UVPnDpoCYDHH4THzy3TpDwBgzOSrTKC2cl+lvPnNhFlo8y6VU5EeUEMhvHkL/Zgb3NXUs2Rur0B7G124VvPvYdf/L+jcPvFNK6S8tnSJXZMsZhUOVcgKKHXJ+KhFfX4Qn01ikx6sDL0U8ah7DmlhwDAXmnF3Q11Sb82Okt83wQ/y7u9AexrdmHtln0Qg+EUV0tEpA4GyUSkKjEYxnfW78DJMz7ZxwgEI/jT3nZ8b9MurNt6iH94keJsZiPslVbVgjOH04OX/l8zPjjcif5AOOXt1PocasBUWV6M+nkVMDELqbgyiwn18yqwZvlCWVneZGaJO5weNDYdkbVOIiK1cbs1EanC7RfR9H4bth/sgBhSpqKy2xtAj3cwQyH3jzzKHanWRI59vSAIsJgN8PqDaa8BlgAcbD2nyHlMRj2mWE1wdvUpcDTt9QfCuO/mBXj8P3emdHONBpkMOsysKEFttRU3LJZfLyx3lrjbL7JGmYgyHoNkIkqrierVlDAyQ3HfzQsUPz5lvlRrIid7jxr0OgTD8rpdJ0OpQDwghuHvz53aZTEYhtsvQsid5LimZkw145HbL0v5OHJnib/1gQNfvXZeyucnIkonBslElDbRerVEtuOlghmK/JXIe2yiHQeJvF6NAFlpfQOhlI9RObUYZ3v60z7WajK9PhFvfeDIuI7j2SrZWcjxdmg0n3bLOn9LuzoN8YiIUsEgmYjSwu0X8dSLu3G2d0CV8zFDkZ/k1ESO3HGQ6OuzTSic2ne0cE45vvHli7Bu6yHsa3Zp/u/T0u5RteN4LrNXWhJ6XrITCBIV0vimCxFRInhblogUJQbDWLf1IP71P3eqFiBHMUORX1KpiZTz+nwxe4YFq2+8AACwqqEORSbt76eHIpLiHcfzdff2Jyd6Jm12GEiga7VcyWayiYi0wCCZiBQzchxIr0/98UxiKPu2xZJ8cmsin3llPz452YPv/vSDtNTJZyuDXkBxYQEiUgQ/fHkfXt7WjLO9/TAZMuBPBWnwVoZezwArVe1dfZN2mX76pT1p22Hh7RM5kYCIMp72t4eJKGdovXXVw7nJeaVF5pbPk2d9+OGWfQqvJvsFwxKC4dBwPXNrhwfvHuhAIKj9zaezPf343qZdit7UEHQCpDzd+jtRD4ce7wCaT/ak7ef42d4BTiQgooyXAbeHiSgXZMbW1fz8gzdfhSPaB2+5LhMCZADoF8OKZ/1nTCmS/VqdkN3btaM9HGL51dvH0OVOb6kMZyYTUaZjkExEipCz9VVplmJ2ts4nudTtWM86TdWVmk2yA92IlP235OL1cDh6sift5x7bH4CIKNPkzl8YRKQpuVtflWQo4I+0fFJbZdV6CSkrs5hw6bwKLKiZklJmsrTEiOJCVlAlw9ndl93p4BTF6zIdVmnk2UTZbCIirfE3KhEpIhO2vvoVmA1L2WPpEjv2HHVpvoMhUTqdgFnTzAAEFOgE1FZbccNiOwDgd++3wWjQJby92Vigg8moxxSLCfPPK8UNi+14c4cDf9x9Om3rzzU9WfK+SZd4Xab1evVuNnIiARFlKgbJRKSITNj6KgbDcZvRUO6xmY04b7ola4JkKSKh3Fo0PKd5ojm0sZiMesyfVYp7l10Ys+FRtt00oEHmwgKIoQiCKnfnr622xXx8/uwyHD2R/i3XAGcmE1HmYpBMRIqorbKiVeMt170+EW994MBXr52n6TpIPUIWbZeVAOw/3oVNb32Mv7vSjhde/yjhbvAlhQUotZjg9gfww5f3obbKiqVL7KNuCNnMRtgrrejxurK+XjafXPaZaThwrAu9IfXqc8ssJixdPBvAYNPFN3Y40NrhQTgSQUGBHoVGPQZEFcY0SXynElFmYpBMRIrIlCwWt+/lD7dfxIlOr9bLSEo4IuHdA07s+OgMgknUfvoGQvCNKCdo7fDgT3vbYTLqsbhuOho+dz5sZiNWNdRh7Za9aHNm179LviotMQKShF4VG1gJAGoqrSg06rFu68GEdzKkQ2d3P9ZtPYRVDXUcB0VEGUX7/ZFElBOiWSytcfte/siEjupyJRMgxxOOSOgbCOFPe9vxxKZdWLf1EADg6zdeCIOKdaWUmlMuv2rnEgDYK6342vXzsXbLXuxr7tL0MxQIhrGv2YW1W/ZBDKqQuSYiShB/ixKRYlY11MFk0PbHSrxmNJR7MqGjeqbo8QaGg43/2nlSkSCc0k8QADGoTsPBMosJ9fMqsGb5Qvz8v44mvNU/3SRwbjIRZR5utyYixRgNekybUoRTZ9TLjIwVrxkN5Z5M6KieSaLBxpmePq2XQgnq8YoIp2n3i4DBsXhFpgJcMrccyz5fA5vZCLdfRJvTkxEBctTIuclsvEhEmYCZZCJSlEGvXV2ZzWwcbkZDuS8TOqpnGglAP0ehZRUhTcOaJQBiKAK3X8ShlnN48Q9HIQbDGVumwLnJRJRJ+BcGESmqtkq7umSTQQcrsxB5Q8v3WibLpAwhTc5qNmKKxZTWc3SP2I5/vN2d1nOlgo0XiShTMEgmIkUtXWJP+x988ZiLGCDnk+sunwW9hjXorH4nJeh0AvT69L+botvxO7szdzs+Gy8SUaZgTTIRKcpmNqJyqlmT7XysUc19I2e6dp7zp62eMxH8c56U0HnOj0BQnZ9dEoD+QOZ2kWbjRSLKFAySiUhRYjCMk2e1mdF6prsfYjDMeZs5SAyGsaHpsKYzXYnSQa0AORuw8SIRZQputyYiRTU2HYG3L6jJuQPBMMeI5CAxGM6Ima5ElD5lFhMbLxJRxmCQTESKiY4W0VJ0jAjljsamIxkz05WIlCcAqKm0svEiEWUMBslEpJhMGC3CMSK5JRNnuhKRcgQA9kor7m6o03opRETDWJNMRIpp6ciM8R0cI5I7MuHGC5FSTAYddDoho5tnqanMYkLNUIDMXhJElEkYJBORYjKlu3R7l48NvHJEptx4UZNOADgJJ3fodQJmTivB/Fk23LDYjv/72n6c6PRpvSxN2MxGlFpMKNAJqK224obFdti4xZqIMhCDZCJSjF6XGRUcA2IEa7fsw5rlCxkoZ7lMufGipgK9ADHEKDlXWIoNeGhF/fDPokz5OamFclshHrn9Mq2XQUQ0qfz9SU1Eiqutsmq9hGFtTg87XeeAfAwoJHBWbC7p9YlYu2UfxODgFutM+jmpNjGcfze9iCg75d9fH0SUNkuX2DHFYtJ6GcPY6Tr75WNAIQjIqM8Rpc4x4qZdpv2cVFO3e0DrJRARJYRBMhEpxmY2wl5pzZg8GDtdZ798DCgKDfqM+hxR6iR8etMu1Z+Tel32vjOC4QhvXBJRVmCQTESKWtVQB3ulJWP+wGen6+yWaTde1FBmLcQd189HkYltQ3JJjzeA199rwZZtzejxDsBQIO9PMCGLPwxiMMIbl0SUFRgkE5GijAY91iyvR/28CpTFyQCWWUwoLTGqEviE2CY462XajZdEFRrlNY2bU23FM68dQF8gpPCKSGvbD3Zi2+7TaHN6IYbk1eeGwtn9M+3oyV6tl0BENCnepiYixRkNetx38wK4/SLe3OFAa4cHoYg0auxHkVGPtVv2wuH0Ip1/8hVk8dZEGhS98dLYdAStTg96smBuss1shCRJGBCTm4drMxvh6hmAw+lN08ryj9Ggg6XYiGAwDG9fMK0/byYTzoGbdoYCHYIyA3wAnHtORFmBQTIRpY3NbMRt182L+/Vo4HPirBddvelp6FJbbUvLcUldsW68nDrrk52NSycBgMmgw1kZ72lDgQ6nXT7NAjmTQY8ZU4oAQUC7y5f1WUtgsIZXikjw9AW1XkpCCo166ASgL5DcDRY1CAAuPH8Ken0BtMm8kSMGM+8zS0Q0FoNkItJMNPApKDTgV386hsPHuxCKSHD19qNvIPWtpmUWE5Yunq3ASilTjLzx8v3Nu9HakVk15wIAe6UVEiRARpAsBsOaBnOBYBjzzyvFV6+dh67efjy04YOsz372B8Loz8CAM55kdx+oyVCgQ48vgJpKK06e8cl6b5gMrPQjoszHIJmINFdmKcTdNy6AyzWYmRCD4ZS3YgsAaiqtsJqNiq2TMkttlTWjgmSb2TgUAEhod/llHWMgqH2AFG12V15ahAU1U7D/+DmNV0SZQgxF4HB64XB6ZfcIKLMWKromIqJ04O08Iso4iTT/mkg0m3d3Q53yi6OMoeV4KEuxAbVVVsyeYcH5lRZMKy2EIABnewfQ5vTKrtnMhK2oI5vd3XPjhTg/C5umUfrJvYE5f1apousgIkoHZpKJKCPFa/4VDIVxprs/7ja/MosJNUMBstEgr7swZYfoeKger0v1Gt5ppUV45PbLhnc9uHoHNG0IpaSRze6ysWkaZa4yi5ElMESUFRgkE1FGi9f8a6LO2TZusc4bqxrqsHbLXtlNhOSKNoRrbDqS9g7tahvb7G7kDaum99vw/iEnAhmQ8absMlgCY2MJDBFlBQbJRJSVJuucTfkhmun89o/fh1+BZm+JMBl0WLp4Ntx+EW1OT04FyIIAOM/1QQyG0S+G8caOwRtR4UgEep0OtVVWPHHXFXj17eNp7Uofj7FAgCAIDNKzDEtgiCjbMEgmIqKsZjToUV5aCH+nT5XzFeh1sJqNeHlbc87NfJUk4FDrOTyw7n2YjPpx26tbOzzYc9QFe6UVP7jv83jwuXdV3YJdWV6Ch1ZMvP27zGKCGAyrdtOEJsYSGCLKRgySiYgo6+l16vWhnGob7M7bokBn7dISI8RQRJGRZ0rqC4TQF4i9pm5vAD1eF3744i5ceXEV3tjeptq6CnTCqO3fv3m3BQeOd6FfDEPA4Izhi2qnQpIkvHvAqdq6aJDNbEC5rYglMESU9RgkExFR1lNzHJRBPxiQhyOpb/m9eM5UODq9OKFSFlwpEoBjp3phLTZiisWkWkY9Wi8tBsN48Q+fwOH0wu3/dK50IBjBO/s7UFpihEGvQzDMbdlqKrUU4pHbL9N6GUREKeMIKCIiynpqjoOyV1oAKJO9Pn3Wr2oWXEmSBLQ53QiF1anKLrOYsHTx7OGO4vuau+IG570+kQGyBkZ2RiciymbZ+ZuZiIhohOg4KDX+RHf1DDarqq2ypnysUERS5DhaOecOwNMnpv08g52RrbCajVndUbzcWpjW4xsKtP2zbmxndCKibMUgmYiIcsKqhjrYKy1pD5RPuXxw+0VFstcFOkHVLHg2GtkZOZs7ipdZTPiXFQsxe0ZJwq+ZPb0Es2eUTPqeFgCcX2nFv911Bf7mspk4v9IKo8oBczTTT0SUCxgkExFRToiOg6qfV4GyNAadPd4A3vrAoUj2urbapmoWPNuUWUyon1eBNcsXwmjQ480djqzsKB7NhJfbinDvTQtQbpv4/Wko0GHh3HI8tPJSPLTiUtTPq4jb/MpmNg7/G5WXFuG26+bhu1+7DM996/O4dF4FSkvUaZoVzfQTEeUCNu4iIqKcMbLz8Zs7HHj3QEdaZuq2tA82CVvVUId/eeEv8IxoHpWo6Lzl6HHWbtmbtduIlWYzG3BF3fRxnZGV6Ciutmgm/GvXz8e6rQfhcHrjBvoFegFLLpiBm/+qdvj7FoNhSJAgxLmLIggYfs+4/eKo2daCIECvE2As0EEMJfc5KCnUwx8IQ0rgDXk+ZyATUY5hkExERDnHZjbituvmoaXDk5au16HIYORgNOgxxVooK0gWQxE89+uDqK2yYukSO9Ysn3j+bz755pcvwvmV4+tblegorqbojOCvXT8fz7x2YNKbIKGwhNMuP4qMg/OEo03KJnpdr0/E3mYX/te67Sg06NHjS61GPLpN2zcQnvS5nIFMRLmKQTIREeWsdI2GinbxFYNhnOnuk3UMSQJah4L4PUddsFdasaqhDv1iGI9v/HDUaKN88+yvDuKH91w5LvDK9E7gep0Ao0GHGVOKMXembTgT/uOthxLeJdDm9GD9bw/jG1++KKkmZf2BMPoDkwe28RSZ9DAU6OD1BxM6X4WtEA/eNrjFm4go12T2bxsiIqIUpKspVm21bTjLl0pgEtXtDWBfswtrt+xDkVGPRZ+drsAqs5fHH0Rj05Fxj2d6J/BwREJ/IIxzngFce9ks2MxGWc3GDraeQ5vTg5Z2t2rb70MhCZ4EA2QAcLkH8JPfHoYYTP39T0SUaRgkExFRzkpHU6xoF99olk8pEgCH04PGpiPseA2g1emB2z9663C2/Lt4/EH87w0fYt3WQ2h6vy3pZmPhiIR/27wbvf70j9eKkjNXum3o/UpElGsYJBMRUU5TcjRUtEuxBKRlFJGEweAQQN53vO7xBvD6ey2jHsumTuDBcAR7m114/5BT1usjWdLBLdbNDCKibMcgmYiIcloio6H0usnDrpHzetM5iqjHG8DjGz9EaYkRs6aZsyIgTJftBzuxbuuhUVt61ZqHrZR0dFfPJNGRaEREuUT/+OOPP671IrTQ18e7ntnGbB7845bXLvfw2uauTLm2er0Oiz47HYsvmIFIJAIBgNVsRLm1EJd/pgKrGi5AtyeAATGMAXF8jWWZxYQ6+xTcccNn0LTDgfcOdCCcxlRfIBhBm9MLnU4Hk1EPk0GXUrBVWmLEtLIieLIs4ydJQOe5Phx29GDJBdOh1+ug1+uw5IIZcJ7rQ99ACAHWxGaEqy+u0noJNIlM+XlMyuO1jS/6b5MsdrcmIqK8ER0NFcvI+cqtHR6EIhIKdAJqq6249rJZeOXtY/jBS3vTlkGOpccbgABg1vQSGAp06HInf24BQG2VDXc31Kk+YqrMYoIkSehNYSzRyFrtlX87f9Qc4EgiQ3wp7ULZsjeciChBDJKJiIiGxAqiE5lVm04SgFNnfLhkbjksxcak1jFyi7jRoI95I6Crtx/+gZDi69bpgG/fejHKbUX4lxf+ImuWdJQE4GDLOfzrf+5MKeCm9ChIoFyBiCibsCaZiIhoAsnMqk0XCYCj04uv33jhhLXVI5VZTKifV4E1yxeOmjccvRHwyO2X4bE7Lsf/ue9zOL/SoviaIxHgP365H0aDHo/cfhkM+tT+5AiGIwyQM1RttU3rJRARKYqZZCIiojjkzLhNlx5vANv2nBqXDRZDkaFaYwmWYiNMBj1qq624YbEdNrNx0uNGG5s9/5uPcKjtHJTcwez2izjt8mFmRQkW1E7F3maXcgcnRRXoBIQjUtLv9ehINCKiXMIgmYiIKI50drGWo6V9cDzURLXVchgNevzPr1yMZ147gEMt5xQ7riQBP/v9ETz2j4uwqqFO023rWqsoLYSrd0DrZcS1oGYqev0BtCUx+zs6Es2awM0YIqJswu3WREREcbR0eFI+hgDAaFDm1226GyTdt+xCnK/weKXO7n4Ao0dxJTJyK5eUWUx48LaFsJoNWi9lHAHA+ZVWrL7xAqxZXo8rLpyBAn1yI9GIiHKNJplkl8uFH/3oR3jnnXdw7tw52Gw2LFmyBN/61rcwa9asUc99/fXXsWnTJjgcDlitVtxwww345je/CbPZrMXSiYgoj4Qjqc24LS0xoLaqFF+7fj5+/l9HU+4sne4GSdFAVsku2JFIBFu2NQ93pNbrdJgxpQjtXX0KrDg71FRaUW4rwhRrYUoNzJRWZjGhZkRjNwD43/94Bc509+HhH7+Hc55AzFFnsV5HRJRLVA+SXS4XbrnlFjidTnzuc5/D0qVL0dbWht///vd477338Morr8ButwMA1q9fj6effhrz58/HypUr0dzcjE2bNuHAgQPYvHkzjEZu7yEiovTR61LLAEciAu67eQGA0SOmdn58Bm4ZwZIaDZLidcE+2Slvm3QwLGHb7tPjHhcEKFr/nKlMBt1wtlXKkG/YZjbgirrpcevWp08pxg/uuTLuSLRE692JiLKV6kHyj370IzidTnznO9/BP/7jPw4//rvf/Q4PPvggfvCDH+CFF15AR0cHnnvuOSxcuBAvvvgiDIbBLUrPPvssnn/+ebz66qtYuXKl2ssnIqI8UltlRWsKW669/Z82rgI+rSVeusSO723alVS9czINktx+cdQ8Yb1Oh9oqK5YuSTy4GVv3/PjGnTh51pfweiejZryoH2pKpYWptsLhbGuqN12UUm4rwlevnbymXenadyKibKH6T+tt27ZhypQp+NrXvjbq8X/4h3/Aeeedh+3btyMSieCVV15BKBTC6tWrhwNkALjnnntQUlKC1157Te2lExFRnlm6xJ5S/Wy0cdVYNrMR9kprgFilzAAAIABJREFUwrW/iTZIEoNhrNt6EN/btAvbdp9Ga4cHJzp9aO3w4I+7T+N7m3Zh3dZDEIPhpL+XuxrqIGRJKbHNbMDsGRbUVlnxxctn4nMLZmi2Fn//pzsGaqusmq1jpHTXthMRZTtVM8nhcBirV69GQUEBdDHuphqNRgSDQQSDQezatQsAcPnll496jslkwiWXXILt27fD6/XCYlF+tiMREREwGMwaDTr0B5IPKqNOu/z4/ubd4zK6iXZ7TrRBkhgMT3q8bm8A3V4XnvzFHjy88tKk6klnVpTAZjZm/KziMosJj91x+agbCm6/iI9auzXqVP7pnYWlS+zYfdSlSK13KtJd205ElO1UDZL1ev24DHJUS0sLWltbcd5558FkMuHkyZMoLy9HSUnJuOdWV1cDANra2nDRRReldc1ERJRZlNhKnIzpU4rhSGIszljhiDRqy3Zrhwd7jrpgr7Tif91y8YQNvZJpkNTYdCTh8Uonz/jwnfU78IPVS5IKlJ+4cxH++Sd/gRhMraFZOgWCYbyxwzHq/RDN3Pd4XaqPnxoZrBcZ9QiIIZVXMJ4ate1ERNksI+YkRyIRfO9730MkEsFXvvIVAEBvby9mzpwZ8/nR7LHPJ782qqKCGehsxWuXu3htc5cS1zYQDOOpTTtxuPUcBsTRmd3WDg/2HevC3PPK8O0Vl8KkYMfdi+ZWpBQkx9LtDaDH54JvIIgn770KfQNB/OpPx3D0RA/C4Qj0eh0+M7sMX/rCXJRZCic9Xo93ACfOJNdYq9cn4lvPvYfrrpiNW6+bl9B5KgD856N/i2/8+5/Q6w0gE3ft9g2E8Mfdp8e9Hx6+8wo8/Px2HDvVq2o9dHGRYfj9/9SmnehLYVeCEspLC/E//u4ClFpMEz6PP49zF69t7uK1VY7mQbIkSXj00UexY8cOXHjhhcOZ5lAoFLd7dfTxQEDb7UpERKQOT5+I1U/+Eb7++Fm4LvcAug458fDz2/HkvVcpFih/+Qtz8f6BDpxzDyhyvChJAo6d6sXTL+3BQ3cswt03LpB9rF+9fQxdMtYXCEbwxvY2fHjImfANBmuxET9/7Ho4nG488/JenHB6NWuKNZEu9wDOfTT6/fDkvVfh6Zf2oPlUD7p6x/976XVAWOEk+WftUwAM3sj45ES3sgdPkiAA82aVTRogExHlO02D5FAohO9+97vYunUrZs2aheeff344AC4sLEQwGHs8higO1kMVFRXJPrfLpWxWgNIveneM1y738NrmLiWurRgM44F176MvkNg21eaTvXhq44fDo5dSJQbD6B9Iz2xbSQI+dnTjuONcSlvFP2rpSmkdXe4BnDvkxIPPvos1yxcmtAXbXmnDsw9cg2/9n/9OqQN4OkkScGzM++Guv/ts3NFGgWAE7+zvUOz8ep2Av76oEu0dvfjuzz5Et0e7m/sCAPsMK27/4rwJP4/8eZy7eG1zF69tfHKz65rNIujv78e9996LrVu3wm63Y/PmzZg+ffrw161WK7ze2Bc6+jibdhER5b7nX/8o4QA5qtXpgduvTIOpxqYjad0i2+MN4K0PHCkdIxxJPf0pAXA4PWhsGt+NO93nTicJ498P0dFG93/pIsydaYME4OipXrQ5PYpu1S806lFo1GPtlr1wxchcK8Vo0OGzs8tQFidDXGYxoX5eRcI3QIiI8p0mmWS32427774bBw4cQF1dHX76059i6tSpo55jt9uxa9cuDAwMoLBwdJ1Ue3s7dDodZs9ObF4kERFlJ7dfxNGTvUm/Lhp4JjILdrLztznTnyVtaU/tHErN3x0ZUCaa2Vbi3AV6AaFw+rZs93gDeOxnH6K8tAi1VVb8zWWz8Ms/HYPD6U1rx+vFF0wfbqiWTmIwgjPdfZg5rQQL55bjRKd3VIb8hsXpaWpHRJSrVA+SA4EAVq9ejQMHDmDRokX4yU9+ErOD9aWXXooPP/wQu3fvxlVXXTXq9fv378ecOXNivo6IiHLHmzscCMiY6QukHnhGz6/G2KBE5taO7eoNCIhEJAgCFB0plOwNhtoqa0rbrQUAC2qmots7gBOdkzfkNBYIEEPJB9SeviA8fUG0dnjwp73taa+jLi0x4q8uqcb/ffWAKh21B8d7BXDe9JKkx3sREdFoqgfJTz/9NPbt24eFCxeisbFxXJY4qqGhAevXr8e6deuwaNGi4VrlF154AT6fD7feequayyYiIg20pBB8JRJ4pvP8yZhobq0YDOPHv/kIzad6Zd8wSFYyNxiWLrFjz1GXrJsJ0RnQq//hAgCDW9uPt7tjbpW3mY2YU23DWXcfTp3xJ32ukdIdIAsAaqtseO9Ah+qzmceO91J7ZBoRUS5QNUh2uVx46aWXAAA1NTVobGyM+bxVq1ahpqYGd955JxobG7Fs2TJcc801OH78OP785z+jvr5+eFQUERHlrlTqXScKPNU4fzLiza319Yn4zvoPkq7JTlUyNxjkziCONQP6vpsXxG2qFd0y/P3Nu5P7ZlJkMugwY6oZEUnC2e4+BCaZER0N/O9uqMMPX/7/7N17fBx1vT/+1+xmZ5PsJUnbtEmaQtr0Ir1RejstgnrEC/ZBvyJeQPFID2JRWz0KKKjfb0HkHMDDAeXbH1iqFdHWgyKCOaLna9VDKW1t06TpJZi0ubRNc9skm71md3Zn5/dHOukm2d3MzM7szGzez780zWYnu5tl35/3rTE3FznBcJDDv75Uj5klhbjQF5wUqCfv6t4qYQc3IYRMNzkNkpuamsYmVv/mN79J+3133XUX7HY77r//flRWVmLfvn146aWXUF5eji1btmD79u1p10MRQggxty5PELvrzqDfOwJuioAkk3SBpxxq9fpmUuayY9OGyTM2uBiPh3Yd1mWvrtwDhq2bl+LJfQ3o7Jl6V7PdZsENKytxy/XzU2YyxaFa6WRb3i1XNJbAknkluOOmxeBiPHbXNaOt24fh4ORsd6mTRW1VyVjgr+dQs4ueEC560mfchwJReAMePLmvkQZ6EULIBDkNkj/wgQ+gpaVF8vczDIM777wTd955p4ZXRQghxAiCYQ479hyFL8RByLIa1m6zpAw85cpFQGazMnj2NycnlcL+9Pfv6BIgA/IPGFibFQ9+ZjV21zWjvcefskc6VeZYiWzKu5VKLj8XICDtScCEf8rFIUs2kieaq7UyjRBC8oGue5IJIYQQYDRAfuD5Q1lljpMtmVcGtwr9lkoCsjIXC1eRDRf7Q1NmVa0WBv3DEfQnrQdq7/bjb+/0IxhWZ4WVXHbWquiAgbVZJZVLy5Gqn7amwqXpJOxU4gkBXIyfMls+HOLQ2HolO6vGIYvVwmjaQ61kojkhhOQ7CpIJIYTobseeo6oFyMX2Anz5Y8tV+Vly+20ZAAsqR8ttM2VVxcAnXfDjV2nHsxJL5pVOecDgC3F47e1TaLngRSQamzQMKlO5tBRcjMcLdWdSrmjKZam1qMDCjK1ymup1kJyd/eyHl8g+ZLEwQMXMYoRGRtvTwlFe80Fjciaa0yAwQsh0QEEyIYQQXXV5gimnGStRbC/AE/duULW/Umq/bfLApkxZVX+Ygycpc2wkxfYCfPnW9AcMUwWvagyDkpKxzbXq2U6cahuUfD1idhaA7KFmbgeL8EgcvlBMyaUqNtVE81w894QQYhQUJBNCCNHVj+uas+9BZq1YMq8UX751ueof0LPpt52YVfWFOHzzuUOqXp9apjpgkBK8ZjsMyhfi8PjP68eVn+utzGUHBEF2D7SYnZUz1MxWwKQcCJYL3YMhcGlWjOXiuSeEECOhIJkQQoiu+rxhRbdjACyocivud5VDrX7b3x5oR4zXb+JxKgyAZTUzsP3jKzIGNkrKjaUOgxKzlO3dft2CxHTmlTszTonOpO2SX/IhSyKRyHn2ONlIlMeT+xrx7//yHtgnvA60fO4JIcSIKEgmhBCiK6XtlrYCC77zubXqXswUsu23bTrnUfFq1GNnrRkDZF+IQ0ePX3a5sZRhUB7fCP71pXr4dQwQM7noCSLCKdtTLe6bnuqQ5YaVVfjei7nd/5xKZ48fT+89jm9tWT/2NS2fe0IIMSoKkgkhhOhK5kreMQyj8IY6GuH0WemUiZSg5o3DnYrLjScOgxIHP7Vd8qF3KIwRndZcSZUq8yvVxH3T6Q5ZXvzDO4aoMBAAtF70whu4Uu6u5nNPCCFmYewFfoQQQvLenLJiRbermFGk8pVMX2JQk06bwonSycOguBiPna+exPdePIb99V3o6AkYPkDOltR90yfODmh8JdINDEfwm7+cHfv/ajz3hBBiNhQkE0II0dU9m5dCblKYYYB7blmqzQVpqJA17jCjTEENn1CW5RTLjcXBT42tA7KzkmZV5rJL3jcdSTMwSy9/P+8d+9/ZPveEEGJGVG5NCCFEV9XlTpQ4WFkDm0ocLOaWOzW8Km2sWjgLB5p6ZN+OLWDAxbUNOjIFNVaLsjN1sdxY6uCnfMLFeDzz6xOm3CMci18J2rN97gkhxIwok0wIIUR3j969HqxN2n+SWJsFj969fupvNKAPrJ2n6HZf+9QqfHBtNWqr3Li6woXaKjfcxTZVry1TUFNb5Vb0M2vnlsge/JQvQpE4zvcG0d7tx5/qu/C9F49h56unUq5ZKjJYhUG358o6qGyee0IIMSsKkgkhhOjOWcziqS9dj1Inm7b0mmGAUufo9zmLzZGRm+itpm5Ftztx1oNPf2AxvvO5tXh4yzp853NrMatU3Z7sTEHNpo01mOGyy/p5YrmxksFPRlZst47uTpZpKBBFY+voHuGJgfKqReVqXZ4qIhyP3XXNALJ77gkhxKwoSCaEEGIIzmIWT2+/Ad+9ez2umu2E3WYFW2CB3WbF1XOc+O7d6/H09htMGyAD6g5BUprhS2WqoKbEwaKm0g2pBbQMgAWVbrgdrOLf2agqZzqwY8u6cZl9R6G07rXkPcLJbr1xgeHKk5Mnnit97gkhxKyoJ5kQQoihVJc78YhJy6mnouYQpE0ba3C8xZN1llZqULN181I8ua9hyt5iBkBNpRtf2Dw6WE3p72xUtXNLxq1y8oU4PPyTv0m+faqVW0WsFazNgriBpn0nr3FS+twTQohZUZBMCCGE5IiaQ5DEDJ834Mmq31dqUMParHjwM6uxu64Z7T3+lPuDy1x2LLj881jbaJ+t0t/ZiEqd7LiMezDM4cHnD4GLyzsImLhHeHddsyHXYYkVDEqfe72JO7nbu/3gEwlTDlEjhOiDgmRCCCEkR2qr3GhXUH6crl9YaoYvHZvVghKH9AFgrM2KbbetgC/E4a9N3Wg570UkGkeBhUHtXDc+smFy8KH0dzYi1mYZy7gHwxweUBAgi8QA1MiDzZIrGJKf+zcOjwae8YSQ8bnXCxfj8ULdGXT2BCZVWrR3+3G8xYOaSje2GiigJ4QYCwXJhBBCSI4oKZHO1C88PsPngzcgfY0WAMT4BJrODeLJfY148DPXTRkwJGfmLBYGVqsFi6tLMmbm1CoLN4LCpMdnx56j4GLKS8nFANTIg83SVTCIpebp6JnBFXdyZzo4GgpE4Q14JL/uCSHTDwXJhBBCSI7ILZGW0i88McPX2uXDkD+C0EgMGVYfj0keJrXtthUpvydTZq7lvDdjZk6tsnAjuDQQxs5XT2HTxqvgC8k7kJhIDEC1HmzGACgvLUT/cET2beWucRJfJ+3d/kl7z9u7/Tj2934sqCrRNIMrdSe3lNc9IWT6yp9GIUIIIcQEtm5eippK15TTguUOQRIzfA9vWYdHP/8PKHVKX9uTPExqIjEz19g6kDbjmWm9ESD9dzY6PiGM/p57GyFkGfGLAajSwWY269SPpvgaeuCO6zRf48TFeDyxtwENrQOTAmTRcJBDQ6sHT+xtSPk6yZbc0vVMr3tCyPRGQTIhhBCSQ2KJ9OrF5Wn37Za57Fi9uFxxKaiSEl5xmNRESjJzE0n5na0GW4GUjgAgprAPWZQcgCodbBbjMz8jJQ7b2GtoVmmRvDVOjPw1Trt+dwadvQFJ39vZG8Cu352R/LOlUvN1TwiZ3qjcmhBCCMkxrYcgqbWPOZvM3MTrz/Q7V8924lzXMC4NhBVdt5lMLKHXarDZSJTHXTcvGTtkkbzGiQEWzSuVtcbJF+Jwun1I1vWd7hhK+TrJhpp7yAkh0xsFyYQQQohOpAxBUkKtfczZZObE9UYTJf/OA8Mj+Pf/bMTBkz3gpTRQ54GJJfRaDTbj4gns2HMUT2+/AYD0NU7X1MzAfXeugX9Y+oHFbw+0I8bLe83F4gm89lY77rr5XbJul4nS173cayeE5D8KkgkhhJA8o9Y+Zq0yc1yMx49eP41T7UPTJjgGgCLWOqmEXsvBZr4Qhy5PENXlTgDSKhgW1syUfT9N5zyKru/E2QHcdbOim6ak9HU/6JM/1IwQkt8oSCaEEELyzLzZTkUlvNWzneP+v1oZ6WTiILCOHmn9q/mCYYBv/9OalD3m2e67TkcQgJ/8VzMe/uf1476udgXDCKdsCFeEi6t2DYDy0vU4n1C99JsQYm40uIsQQgjJM4Li0cvjb6dWRjqZOAhsuilxsJhb7kz5b1IGmynVOzSi6s9Tk9qZ800ba2BXMOguGkvQ8C5CyDiUSSaEEELyTJcnpOx2/eNvpzQzl26/rtxBYPmCtVnw6N3rp/iezKXQf2m4hPgUE61TUX5gIl0hawUXk191UMQq25XsC3H4/eHRx4hPJGC1WFBb5camjTWwWhkgJv9n0vAuQkgyCpIJIYSQPKNWmbSSoVKZ9usqGQSmNQZAQYFF8Von5nLSPFUsyjCjGeRH714PZ7G0Ut50pdBvnuhWFCQzjPartVYtnIUDTT2yb7e0Zgb27W9NGexOLH32hTjUvd2BI819iHL8pF729m4/jrd4kNCgRYAQMv1QkEwIIYTkGbXKpOUOlZq43mgipYPAtFReVghHoU1xj7SFYXD/Havwn/vPos87AkEQwDAMKmYU4fO3LB0bmpWtOWXFuNAflH27ihlFqty/KFUWt7rcgQIrIyuIZwC80+nFcIgb93Ux2K2pdGPr5SngL9SdQUdPIOVE7mTZHMBkahEghEw/FCQTQggheUbNMmnJ+3Uxeb3RREoz3FpyFbFYUOVWHCTzCQEnznrwyBTl1Nm6Z/NSPLznaMqMdToMA9xzi/R9x5lwMR4v1J1BZ09gUjDa3u2XHWQKwKQAWTQUiMIb8ODxvQ1gAJzvVXegWSoTh9YRQqY3GtxFCCGE5JlNG2swQ+YAqHRl0lKGSpW57Fi9uHzSeqOJlGa4tRRPCKO9rFlkEnPRz1pd7pQ9fTnTsDA5xInkja0DabO1apcrCxgNjjtzECATQshElEkmhBBC8ozaZdKphkoxFgZWqwVXz3bgIxsm95CmojTDraUCC4MSB4uZbjv6h5Xty81VP+ujd6/HA88fkjQkS8qwMKnEieRSf8t0pdfuYhtGojxivPEqCg6d7kVHjx8Mg4y90YSQ6YGCZEIIISQPqVkmLUoeKlVe7gIAeDzSy5SVDALTmlhifv+nr8ODzx9W9DNy1c/qLGbx1Jeux449R+ELcbKHhWWaCp0uGFQykbzIXoDVi8vR1R8cN6E7wvGKBnzlQiyewIW+Kz3fE3ujM1VIEELyDwXJhBBCSB4Sy6R31zWjvcefcuhRmcuOBZcD5FwEAXIz3KJiewHsrAXewOQe1jKXHfPKnXA7WBw+0ztp6nEmySXm5SVFmFVix4BPfgCfbuWVFpzFLJ7efgO6PEH8uK5Z0rCwqfqJJw7KSqZkInkgHMPfzvRi7btmo3swjHgigXOX/BjwGXdncypib/ST+xqnbCUghOQXRsjFAj0DknPyTYxBSdaCmAM9t/mLnltjSLd7V2qZdCpKn1uxv1VK+a7VwmDlgpm496PLMMLxU/4OO189hcZW6SXmqxeXY9ttK8a+NjA8gm+9cER2oP3wlnVpS9VzIVOGuIi1yqoo+Pd/eQ/sNuvY8/rYS/WGK5HPtVSvFTOi9+P8Rc9teuJjIxdlkgkhhJA8l273rh6kZLitFgYzS+y4/47rUF5SNHa7qX6HbEvMZ5UWYcWCGThxblDS7zJVL7fWpGSIE4IAX5Cb8uBAANDZ48fTe4/jW1uu9DIbcSJ5rgkA2nv88IU46lEmZJqgIJkQQgghOZVqEJgaGW41Ssy/+NHlqvdya0FKRl5umbQAoOWCF97AlQFmRpxIrgdvIIo/HOnEHTcZ47CJEKItCpIJIYQQogstMtzZBuBG7OVORe7EaakGfRH8an8rbrthPgBjTiTXSy5WfRFCjIGCZEIIIYTkHTEAT+7Xbbk4jHOXTk450VmrTLdalEycluN/jneNBclGnEiul1yt+iKE6I+CZEIIIYTkHTkTndNlg43Uy51MycRpOUa4+Fj/rTiRfCjg0ez+zCJXq74IIfqjIJkQQgiZhpTszDULqf26Zl3v06Zx+TPPC2P9t1yMRzzOa3p/ZpHLVV+EEH1RkEwIISStfA6kpis1MqxGJ7VfV5zovLuu2VTrfXIxcbrtkn/ssKGjh9bKJO/UJoTkPwqSCSGETKJWIOUNRPDKn8/idNsABdkGkO8ZVkB+v64Z1/vkYuJ0NMZjd10zBcjQf9UXIST3KEgmhEx7lC0dT41ASgyyL/QFMeCLjPu3fMlWmlG+Z1gBZf263kAUz/zqBL7+qVWm+JvPxcTpLk8IvUNhTe/DDPRe9UUI0QcFyYSQaWuqbOmxv/fDamEQiycQiY325BWxVqxaVI5bb1yQ8cO0mQPvbAOp6ZCtNKPpkGEFlPfrXugL4nsvHjPF4c0H1s3D/zR2I8ZrW3Yd56f3NGe7zYLl82fquuqLEKIPCpIJIdOKGLy2XfLhkicELp7+Q+ZwkJv0NS6WwJsnuvHmiW4U263YsKwCm989fyyIMHu/pxqB1HTIVpqR0gyrOMDJLLLp1zXD4Q0X4/Gj105rHiAToGKmg96bCJmmtG9qIYQQA+BiPHa+ehLfe/EY9td3oaMnkDFAliIc5fGXhkt49KdHsfPVUwiGOTy5rwGNrQNpg5GhQBSNraMfwrmY8SbG1r3doTiQAkaD7LZun6Igm2jr3CWfotu1XdK2rFdt2fbrJh/eGJF4CEUIIUQ7FCQTQvKeWP6bKXjNhjfIobHVg4d2HUGHzAyqkXAxHm+f6lF0W3ES7r/9vD5lBj6T5CCbaIOL8bjkCSm6bTxhrpLb2ip31j/DqIc3cis99MYWWFBgZWArYGDGFcO0F5mQ6YvKrQkheU9q+W82BADhaFzW92fT76lFz/PuumZEY8qy6xyfwJP7GuAZjkz9zSmYLVtpNrvrmhVXTpgtUNi0sQbHWzxZH4gZsdRcScm8nrKt1tEb7UUmZPqiIJkQkteMnHnxBqLY8ZO/oby0SHKAq1XPs1gmrVTPQCirIT9m/zBtFKkOT+bNduJs17Din1k926neBeZAiYNFTaUb3oAn6797ox3eKB1KNh2VOllAAIYVVgPQXmRCpjcKkgkhec3omZdAOIZAOCYpwNVqarTSMulk2U7BvdgfxIt/eAcfe0+t6pOUuzxB7K47g37vCBICYGGAOWXFuGfzUlSXmysATGeqw5PsGPGIKbOtm5dO+bcihdFKzbMZSjbdXDXbhYICCxpb5R+W0F5kQgj1JBNC8pqZMi9TDfVSMjV6KmLgrbRMWk0HmnrwzecO4dlXTqoy1CwY5nDfzoN4eM9RXOwPIRpLIBZPIBpL4EJ/EA/vOYr7dh5EMGysvlO5xOewQaOe+65+Zb3MemJtVjz4mdVYvbgcZS674p9jtFLzbIeSTScXPUEkEglcVeGEnGeR9iITQgDKJBNC8pzZMi/p1iJptePWaJNyY3wCJ84N4PG9DfjWnasVr+AJhjk88PwhcBl6rAVhdM3XA88fwlNfuh7OYnNmjXbXNaNDw+cwOZvqC3H47YE2nDg3gCg3+tjaWQtWLZylSRVANlibFdtuWwFfiMMzL5/Ahf6g7J9htJ7U2iq3CpUB04M3EMVwIIqrK1xYtXAWOvsC8E5xiFTmsmPB5QDZiOu/CCG5Q0eShJC8ZsbMS6rJutnsuE3HyP3a53sDWU3/3rHnaMYAORkXS2DHnqOK70tP4nOopQILAy7G49lXmvDN5w7hQFMP/KEYojEe0RgPfyimehWAmkocLL5++yrMkJlRNmJP6qaNNbJ/D7WUOFi8d1UVaqvcsBWY431VwOh7icXCYMeWdfjg2mrUVrlRXe5AicOGEgeLebOdqK1y40PrqrFjyzpsu20FBciEEMokE0Lym1kzLxMn6yotG880eMjo/drnLvkUTf/u8gRlr+7xhTh0eYKm61HOxXNYU+nCE3sb0NmbOVutVhWAFsRhXkMBj6TvN2pPqppDyeRiGODTNy0Ca7PisZfqTfO+OnroODqU8NMfMM6kckKIsZnjKJAQQhTatLEGVoP1FUqVHOAqLRvPNHjo3CXl06xzwRfiFO1P/nFdMwSZEYQgAD/5L2PtrZZC6577UicLz3BkygA5WbZVAFrgYjwSiYSk9wKj96Ru3bwUNZUuWX22ahgOcmPzEtTYRZ1L3oCy9xJCyPRFQTIhJK+VOFjY2dxktBiMZlvUEuOvBMZKy8YzDR7qGwor+pm5dLZLfiDf51X2e/UOjSi6nZ607rm/arYLF/rk9zuLVQBGIA42azo3CH6KadVWC4NVC2dJngyvBylDyUocLGxW9T/iifMS9Cz7VqrlorEPBQkhxkJBMiEk721YOkfR7ZRMRH3vtVWK7iuVgaSJ00ozN+kGD3l8IwhHjdU7mkqvgkBe6dYeQW762QC07LmvqXBhVmmhotVgSqsAtCAONpPy7CYSAiwWxrABskgcSpbcZ3t1hWust/bahbPGHbKpRZyXAIy+35mpRsfr13+CPyHEPChIJoTkvfddNxd2m7y3uxIHi+9+fj3ec20l3MW2jBniMpcdqxcIgpXDAAAgAElEQVSX48HPXIeP3rhAtQxLhIuPZeOUZG7SDR7iYjz+9aV6Va5RayNRHgPD8jK8SqvrGTXLAHJEq7LXYrsV933qWlll1hNl6ofPFY9vBCfbBiV/f6qheUZW4mDx6Q8sxnc+txYPb1mH73xuLe64aTG6PPIneUslzkvQq+xbqajEQX6EEALQ4C5CSJ7q8gSx63en0TMQVpRZDI3E8NpbHdi6eSm2fOSasdU3TecGEOF4CACKWCtWLZqFW2+8svqGtVlVG6yTEIBf/aUVjiIW7d1+jHBxybfNNHhod10z/KFYlleXO0/9ZyOe+OL1kr9/TlmxonU/FTOKZN9Gb5s21uBAU7fqAcBIlMfP/tiSVTl3pn74XBAPg+RmVCcOzVOLL8Th94c70d7tB59IwGqxoLbKjU0ba1RfnaV1GX7bJf9Y2ffuuma09/jgDRj7YIGVeVBKCJneKEgmhOSVYJjDjj1HFZWIJosnBDS0evD43gaUOVlc6AtOmiLMxRI41TaEQDiOrUl7NbduXoon9zWgU2KJZyZHzvTL/hmZBg/lYmWQ2gb9UVlTru/ZvBQP7zkqa3gXwwD33GLMQU2ZlDhYLJ5XhlPt0rOlUogZ1WymO2fqh8+FbA6D1MyCczEeL9SdQWdPYNJ7SHu3H8dbPKipdI97D8mW1qvvxAMQ1mbFFzYvxb/9vN7wQbLZeqgJIfqiIJkQYkqpsjJXzXbi7dM9iMXVy2Cd7w3gfIZ/HwpE4Q148OS+xrFhP+MzLH54s1jRI/c3KXPZseBygJzqA7fR1z6lwicEWZm96nInShysrIOSEgeLuSZb/yTa9rHluG/nQdV7zL2BKIIjyisO0vXD50K2h0FqZcHFoWGZDsxSvYdka95sp6YrmpIPQHbXNeNif0iz+1LLkqvK9L4EQoiJUJBMCDGVqbIyehBwZerrtttWALgyWMcX4vDG4U7sr+/SbK9psd2KypkO1M514yMbMpduZrsyaHZZEbyBKGLx3Pb3yc3sPXr3ejzw/CFwEsqQWZsFj969Xuml6Y61WfHEvRvx0K4jCEell+RLofR5LnGwKfvhcyXbwyC1suC765olVZSkeg9RQnx/bNe4H1w8ABEPI4w+8q7Uqe/rkRBiPhQkE0JMQ0pWRi8CgBPnBrDjJ0fA2grG9Rp++gOLcfSdPvg06gO2swXY/vGVksqRs+1V9PojiPG5f/TlZvacxSye+tL12LHnKHwhLmXpNcOMBnOP3r0ezmJ1e0JzzVnM4unt78Zzr51Gy4VhRGP6Ti5fOLckq1LtbGV7GKRGFlxuAJk8NExJj3Ku3h+TBwIqPYywWACN26bHqa1K/XrMZZ84IcRcKEgmhJiG1KyMXviEgC7P6Mqiib2GqxaV480T3Zrcr5xBQ9n2KuoRIAPKMnujgeMN6PIE8eO6ZvR5RyAIAhiGQcWMInz+lqWoNmmJdSqszYqvffLaseqF9m4/4gkBBRYGHt9Izoa1XV3hStkPn0vZHAalmwovl5IAUu7QsOQgr3cwpPlat4kDAZUeRuRq21ryfIbkxyrOJzDgi4DnE5OG3mnVJ04IMRcKkgkhpmCWsr5kQ4EohgIefOP5Q6iaWazpfUktR66tcutWlp6NbDJ71eVOPGLicmq5xOqFZL/c34o/1Xdper82qwXL58/AvR9dpntgkc1hULqp8HIpDSCl/C1najuRq8TBotTF4kJvMOP7a6qBgEoPI3IRJIvzGe66eYnsx0qLPnFCiLlQkEwIMQUzDpwSBcIxtIR9mt6H1HLkTRtrcLzFY6rHUq3M3nSm9vNuszJICEBCEMAwQHFhAVYvKsfH3lNriIBC6WGQ22FTLQuuNICc6m9Z7bJqi4XBtltX4OW/nEs7aNBqYTDTbceXJhyAaD1FW6qr5jhhs1rGKifE+QxFrFXxY6VWnzghxJwoSCaEmEK2PYb5Tmo5comDRU2lG0MBj8ZXpI5M+56JdOLzrsb+bgCI88LYzxEEIBiO40BTD063DxmiTFXJoYCtwIL//bm1uq9hSvW3rGVZtTcQxf7jF7HtthXw+EbwzK+aMDA8gnhSawWfENA/HMETexvGPb9GqEwpc7G471OrUr5H/N/fnERHT0Dxz862T5wQYl7GOAIkhJApZDtwKt/JKUe+/aaFsOq8w1aKTPueiXxbNy9FTaULajzzmdYZNbaOlqlyOg4PEw8FpP6uDICVC2ZiVkmRatdQW+VWdrukv2UuxmPnqyfxvRePYX99F9q7/Zr0Hbdd8oOL8fjRa6fRNxQeFyAnm/j8btpYo/t7yYLK1EO5BoZHcLIt+/3hYp84IWR6oSCZEGIKRinrMyo55cj7j10Er9IeWK2UuexYvbic+gFVJO7vXr24HGUuu2b3k1ymqiephwJaHcZs2liDGTIf5+TWArGsurF1QPP2iHhCuDIYcYq3huTnt8TBgrXp995stTC4/f0LU/7bU//ZqNr7nNwVdIQQ86NPnYQQU1CalZku5HwUNHLputXC4L2rKrFjyzpsu20FBcgqE/d379iyDh9cWw2rRp8CkstU9SLlUEDLwxgl2ezk1oJcTvPvHgjhxLkBWeuqTrUP4uE9f0OE069igE8I2H/84qSv+0IcBv3qHSzIXUFHCDE/CpIJIaagJCuTLQZAsb1AlfJUrckpBzRy6TqfEGC3Wan/T2PiBOwbVlZpdh9GKFOdeChQW+XG1RUu1Fa58aF11ZofxijNZud6mn8snpCddeXiCVzsD+VsnVM6qbK8bxzuVLVaRskKOkKIudHgLkKIKag9eEgKAUA4GoeFASwMwBs3tpz0QTF50A+fSMBqsaC2yn25h9DY56MtF7WdBE6uuGlNNd5q6oZWiTKjlKmmWouVC2I2e3ddc8bJ0XabBYCA37zZhk0ba0w9zT/XJmZ5uRiPt0/3qnof2aygI4SYEwXJhBDT2Lp5qaqrT6RKCJBXz6wD8YNipv2p7d1+HG/xoMBq7KyI1x/R+xLyXvLrRMtKUipTvZLN9oU4vHG4E+cu+dA7FAYXG83e8gkB4SiPjp4AOnoCON7iQUTHoWdmk5zlFfu4w5G4aj+fVtARMj1RkEwIMQ0pWZnpqsDCSNqfOhSIgsFo9sqow7uiMQOn7POA2nt2M6Ey1StKHCw+/t5aPLmvAZEon/FvlEjn8Y3guy8ehdViQTDMwTOs3iHbVCvoMlXsUMsIIeZGQTIhxFQmZmXau/246AmCm+aBVfVsp+RBPwJg2AAZgC7TcqfTh10lA6FYm0XR3xiVqY6Xy2Fc04U/FIM/FFP95zIA5s1xwu1k8dhL9ePeFz6wbh5e/vPZjBU7RtgXTghRjoJkQogpJfcY/nJ/K/5U36XzFemLi/GyB/0YNZucywFtU5WnH2jqxuJ5Zdj2seV58WFXyUAou82Cf/nktfhxXbOsLCeVqY6X62FcYpA3b7YTR870GfJv3ajsNiviPI+u/iAu9AXH/Vt7tx9/abiU8fEcCkThDYzuk6Y1doSYEwXJhBDT27SxBsdbPNO6TLG5Ywi+sLxsCp8QMLu0EDFeMFTp+pKrynKS2RXLjjt6Amm/JxpL4FT7IO7b+TaeuHcDnMXmziorGQgVjSVw4qxH1uC8qcpUp6NcDuMqc9mx4PK07N+82UYBskQFVgYWhkF0ip5wKY9n8j7pbbetUOkKCSG5QkEyIcT09Jh8bTQjCneVuopZbP/4yrHS9XhCAAQBggAwl/tJCywMqmc7UP93D0IqDsRJxcIADS39OPpOH4aD43fsql3GuLuuOWOAnCwcjeOhXUfw9PZ3mzorpHRHdtslP77x6esk9TJPXGdERmm9n7zYbkXlTAdq57rxkQ01AIBX3mzDW03dmt5vPonz6k5pTN4Xnm9tG4TkOwqSCSF5Qc7ka4aB7rs91cbFlfVkxxNCxvU4YjnyqbYhzQNkYHSS+IA/fbZNrTJGsfRVjnA0judeO42vffJaRfdpBFxM2XMYjfGSBuclZzDNfJigBS6uzcRq8VBC/HvI1EJAck/cF37HTblfQUYIUc7wQXI8HscvfvEL/OpXv0JXVxfKy8tx2223YevWrbDZbHpfHiHEIKR+gJ9X7kSh3Ypj7/RP26xzskzTh3M5BVkONcoYlZa+tlwcNnVWSOmAo0B4NKufPDjvr03daDnvRSQaR4GFGctgmvWx0YoYtPYMhBXd3lFYANZmzXgocfv7F+KVN9vQdsmHS56Q4kMzog2j7AsnhEhn+CD50Ucfxcsvv4w1a9bg/e9/PxoaGvDss8+ipaUFzz77rN6XRwgxkFSTr+MJAQUWBjWVLvR7I+jyBCm7kiTT9GEjT+LNtoxRaelrlOPx2lttuOvmaxTdXm+M4o1M429Y4mDxhY+OHlB4PNJK1qcjNQ6a3r2iEh/ZcPWk97TauW7ctHZ0yvITexvofc3AaF84IeZj6CC5oaEBL7/8Mj784Q/jhz/8IRiGgSAIeOihh/Daa6/hr3/9K/7xH/9R78skhBhMcvmwL8Thd2934ODJHtq/O0Gm6cMDwyM42TZoyABZlE0ZI59Q/lo4eLIXgXDclOtdXA4WPgXZZBrApUy2B03i36g7RUuE1pUebIGFMtIqoX3hhJiPoYPkvXv3AgC2b98O5vLxN8MwuO+++/D666/j17/+NQXJhJCUqC9vaummD3MxHo+9VI8Yb/wPyFOVMaabkp1NTzqfENDYas71LmyBsmtlC3K/u9rs1Fj5FOXiePY3J1NOdtey0mOG245HtqzDz/7YkrZ9JZUSB4twJG6K945con3hhJiPoYPk+vp6lJWVYfHi8aenc+bMQU1NDY4dO6bTlRFCjMyovbRGMrojOQHu8kCmZLvrmuGXuU5KL+nKGKfaf2zPMrAVAHT0+E03yKu2yo12BaXm9CFfPjVWPoWjPNq7/ZMmu49w8veiS7Vgrhvf/8p74B8Op21fqZ7thCAIuOQJjSv//siGGvz8v1vQ2Dp9Nw1MRPvCCTEnwwbJHMeht7cX116b+sPH3Llz0dHRgaGhIcyYMSPHV0cIMTIj99IaBZ8Q0HRucFI2VMnUZz2lKmOUckgy1R5UqU61D+KZXzVh28eWmyKjrGSnOH3IV0btlU/Jk93nV7pUr5Cx26xYclUpdnxh47hDpEzT71ORs2lgOhAEAYWs8d8bCCHjGTZIHh4eBgC4XK6U/y5+PRAIKAqSy8tT/1xifPTc5S/xufUGInjlz2fRcsELnk/AarVgydVl+MT7F6HMVZjxZ3gDEZzvow9nUggAOnv9eOn/teJbW9YDAF57+5SpytNXLCqf9J7w+ItH0dmbm9eAIIwGyg+9cAT/5+71eLPhkqLXba6UlwNLambgyOkeSSXnDANcUzMDtTUzM/xMek9OJr5/XfKEVP/Z4t+sZ3hE9Z8djfHoHgjhP/Yex/13rsnqef33f3kvnt57HPXv9One11xbXYJlC2bircZLksvG1TQc5PDQC0fw1FdvxJwZjpzffyr0N5u/6LlVj2GD5Hh8dJcjy6YeFiJ+PRo1z4c5Qkhm0RiP//jFcbScH5oUqLWc9+Jg4yUsqZmB++9ck7Zc9pU/n8WAL5KLy80LggC0XvTCG4igzFWIlgtevS9Jslmlhfj4Py4a9zVvIILWC96c78EeDkRx/w/fmvT1lvNeHGrqxqKryjK+bnPp/jvX4NvPHcTZi8MZHyeGARbNK8V9d67J3cWZmPj+dfaiV9P3IEEARjhtdpYP+CIYPN2Dbz93EP/25RsUv17tNiu+tWU9+obCeODZNzEc4FS+UulW1M7C5//Xcnzi/Ytw3zNv6vLfh+FAFF9+8i9Yc80cw7wPEEIyM2yQXFg4euoei6Xui+O40TfcoqIiRT+fVlaYj3g6Rs9d/ikvdyEa43H/D/4H53uDab9vKBDF4VM9uP8Hb+Jbd65OWd56um1Ay0vNSwPDEfzi92dwx02LEYmaoxeZAXD1bBdiEQ6eyJUP4L/c32q4Q5IBXwSDp3rwjR8eMMygr/s+ee2UO8UXVLrxhc1L4R9Ovd+X3pOvyPUcBJ7X7l4EATh7cRiP7/nbuD3k6YbgTRwolswC4ImtGzO+1rRkt1nwvpWVY6/Rq+a4MOiL6FJpxMUTOKzz+wD9zeYvem7TU5pdN2yQ7HQ6YbFYEAym/sAcCIy+CNKVYxNCzOXff16fMUBOdr43gF2vn8FXPrFy0r9ls9pnOhOnRFstxp9izACouRzAAeM/vHd5pL2Gck0A0Nnjx+665nGBh14y7RQXBzAp2T89XeXbHARBuLKHvIi1ZhyCd6CpG4vnlaXty09+rT3+83r0D+fuEGvJvLJxE/yN0C/d0ePH9h8cwNxyJxZXl2Q8ZCCE6MewQTLLsqiqqkJXV1fKf+/q6kJZWRlKS0tzfGWEELV5AxE0tvTLus3pjiH4QtykDxdmCPKMSJwSrXT6ca4kZzgBYOerJ02z5kvAlcDDKB+K5Q5lIpOpserJiLyBKP7rUAfau/3o6EmfnYrGEjjVPoj7dr6NJ+7dAGdx+td2XMMM+ETF9gJ8+WPLx32NtVnx4GdW65bZFsV5Aed7AzjfG0B9iwfzL08tN0KVCSFklKE/Ta5ZswYejwcdHR3jvt7X14fz589j1apVOl0ZIURNv/jDO7KHu8T4BF57q23c13whDvG4OlOLpxtxSvSmjTWY4bLLui0DwF1s0+CqAAsDXF3hQm2VGx9aV40dW9aNZWKf3NeAxtYBUwTIIm8gij8c6dT7MoiK1Fj1ZFRHzvRlDJCThaNxPLTrCLg0k+Nz+TgV2wvwxL0bMma2d2xZhw+urUZtlXvsPabEoc37WCbeQHRs73q6x44QknuGzSQDwK233orXX38dzzzzDH7wgx/AYrFAEAQ8/fTTEAQBt99+u96XSAhRwdHmPkW3e6upBxf7Q6ipcMEzHMElTzBvP6xqTdyDW+JgUVPphjcgfc/p6sXl+OyHl+CZl0/gQr+65c7z5rjw8JZ1k75u5vJWsbSd5J6SvtqpqL3qyUginLygLRyNp90dnsvHacm80nEZbanP+yM/PQpfKPdzGYzWjkEIMXiQfP3112PTpk144403cPvtt+Mf/uEf0NjYiPr6enz4wx/G+973Pr0vkRCigpGIskmtCWG0J87I5cFmMHEPrpy+vfmXS59ZmxVfv30VHvrRYdV2EAOjH3YnMnt5q1jaTnKHi/EZ+2r/0nAJdtaKDUvnYPO758sKmPN5DgKv4LXacnE4ZUtBLh+nzr6ApH7qY+/0w2azwFlkA58QcLFPv5kGRmzHIGQ6M3S5NQB8//vfx1e/+lV4vV787Gc/w8DAAL761a/iqaeeAsMwel8eIWQaKrAwuGFFBVxFhj5nlIQBsKDSPW64jdi3t2rhLNismf8z0TsUwhP7GvDL/a0AAKtVvfflMhc7LngXmb28VSxtJ7khTp7OVJrPJwSEI3H8peESHv3pUex89ZTk0leagzBelOPx2lvtk76ey8dJ7Kee6nkfDnHwDEfQ0RPAhb6g7gdv1I5BiHEY/hOezWbDtm3bsG3bNr0vhRCikeLCAlWzj1pjGAbhKJ8XB3XJU6InGg5FEeczZ39Gojw6ewLo7AngeIsHgkoLikeD95JxwbvI7OWtYmk7yQ25pfneIIfhyz2iUlb1GH3YHTDa22+1WhCTOftBqYMnexAIx8YNo8r143T4dC/CUfP8d0VE7RiEGAMdfxJCdLd+WYXelyBLjE+gsdWDQNgcO4XTmem2pw0ClPT8DgWiGFHhQ+nEFU8Tmbm8dWJpO9GW0tJ8AaOrenb97syU36tk2F2uza90o8yZuxJePiFMGkaV68fJjAEyQO0YhBiF4TPJhJD8d+fN78Jf6y/KnnCtp3z4GOMNRPFCXTNuv2kh/nTs4thQG0EA+obCuvyOySue0mXwzFremqq0nWgr29L8k22DGBgewazSorTfo2TYXa7Vzi1Ba9cwkMMdxROHUZnhcTICascgxBjM+UmDEJJXylyFuG7JbL0vY9pJCEBDqwff3nUE++u70N7tx/neIC70BRGN5e7AwmphcHWFa9yKp0wlrrVV7pxdm1qmyo4TbWRbms8nBDz1n41Tft/WzUtRU+lCNuGNVaPgSKxeUKsVQo7kYVTAlceJpEftGIQYAwXJhBBD+MY/rUVNBX140oOSCbZqYQCsWjgLD29ZhztuWixpqqsZyluTlbnsWL24XFJ/K1HXVD31Ugz6o2NBXjrisLvVi8sVB7ta/B0mVy/oVYGRPIxKfJwchVTImAq1YxBiHBQkE0IMwW6z4qE7V2PN4nKU5rB3juhHaXZVLNs0WlHiNVeX4YNrq1Fb5cbVFS7UVrklZ8eJNgZ92ZcX8wlB0sRh1mbFtttWoHq2M+v7VEvy35eeFRhvn+od600e4XhYqKR4EmrHIMRY6CiPEGII3kAEr7zZBm8wCmexbaw0kOcFBBXuUSbGZbNasHz+DNz70WWKgsc73r8Q57qG4TfI8LRiewG+9NFlcBbTB1yj8IU4VTLJgLyJw4urS3C+N6DK/WbDVmDBl5L+vjZtrEH93/vhDWbOimshFInjX39+HDPddlzoC5p+6KHaqB2DEOOhIJkQoisuxuPffnoUZy96MZAi61PqYGGzWhBT6cMuMYY4n8DwFCWsqXAxHi/UnUFnT8AwATIAhKNxPPPrk1RSbSBvHO5UrbdezsThTRtrcLzFI2tgmNXCqF5uHYsn8Psj52ErsKC9248Yz09ZNq6li/1BXOwP6nb/RlXmYrGgsiTjsEJCSO5RkEwIyRlfiMPvD3eOTVFmGAZD/ggCoVjaaadKAim9aPFBN18lr9j5ysdXSroNF+Px5L4G2aupciV5ki/R37lLPtV+lpyJw3KnODMYXcfWr8Hk6YMne+g9ySAsDGBhGFitFthtFpS5C7FkXgk+sqFG0iwGQkhuUZBMCNFccvYvm3UsRscnBMx0F2I4GKUPphJJWbEjUrK7OZeSJ/nSh159cTEelzwh1X6e3InDWzcvlXSgI5bZfumjy/DE3gbV3x/pfUh/bIEFN15biVuun0/vC4SYCA3uIoRoSsz+NbYOZP0B0Ga1gDH4vJfgCEcfTGWQumLHF+LQ0eM3bIAsSp7kS/Szu65Ztb3rSiYOJ0+7LksziT156vms0iLUVJpvtRmZ2o3XVuLODy6hAJkQk6FMMiFEU2pm/2J8wnATjSdS2gNptTBYPK8UbZeGwcWNHgqqS1yxk+lD5BuHO01ThSBnyBNRn3igooZsJg6L0659IQ5vHB5tM4knBBRYGNTOdU8qsxWzzx09+g/9IurppOeTEFOiIJkQohktsn/5Gj5WzixGdbkD75z36n0pOSeu2LnjpsVpv6et2zyBp5whT0R9ah2oqDVxuMTB4tMfSP/aFonZ512vn8HJ9kGqSMkT9H5AiDlRkEwI0YyZsn96s9uspgoE1TZV9pVPmGe6uZwhT0R9avwdlTpZ1FblfuIwa7PiK59YCY9vBP/xy0YM+CKgGMvc6P2AEHOiIJkQopnpHPTJNeCLIBxVdx80wwCCST5gT5VtsVrMM0JD7pAnoi4upvzvqNhuxcblFboPWSovKcITX7wevhCHurc78LfmPoxE4xQwm1BNpUvvSyCEKEBBMiFEM2bK/ulNi/2lKxbMxJyyIrR2+XCxL2DoD9hTJVtqq9xoN8Ghi5IhT0Rd/pCy/dnO4gI8+9X3qHw12SlxsPjsh5bgsx9aMi5gjnB8ynJsWkNnPB6v+qu9CCHaoyCZEKIZM2X/8o3dZsWXb10+Vir63ReP4nxvUOerSu9ifxC/3N+KTRtT7wzdtLEGx1s8mpbvWyxAEVuQVcZO6ZAnoh6lE/CtjLHfryYGzKmGgUU4HgeaevS+VJLkoidIa+EIMSEKkgkhmjFL9i8fzZlRNK6X0ugHFnFewJ/qu3C8xYOaSje2TugFLXGwqKl0wxvwaDa8LZEAQhHlpbp2myXrIU9q8IU4/P7waADFJxKwWiyorXKnPYDINy4HC5+CbLKZDjfSDQPzhTicbh+iWRAGIq6FyzSYkBBiPBQkE0I0k4vsH0mNmZBOM8uBxVAgCm/Agyf3NeLBz1w3LlAWV+SotVJMbbNnFOd0yNNEXIzHC3Vn0NkTmPQ3197tT3sAkW/YAmW/G1tg7IMkKXJxmETko7VwhJiP+f+LQAgxLPEDG8321MGEiV2bNtZghsuu08XIIwDo7PFjd13zuK+LK3JWLy5HmQF/F9aq339SuRiPJ/c1oLF1IO2h1FAgisbW0QMILsbn+Apzp7bKrex2eTJwbevmpTQsymBoDRQh5mN95JFHHtH7IvQQDqs/JIdoy+EY/VBMz525rFo4C2c6hzAcpOctl0aicRxv7cfBkz245Ali0bxSXOgLoncwrPelSRbheGxYVoFCNqls3GrB+mvmYMOyCiQSCTAYLZOd5S7EytqZ8AWiiOgUAK5712wsXzBTl/v+0etn8M55r6TsoS8YRc9gGOuvmaPovnwhDq8eaMMrfz2HPxzqwJsnunHJE8RVc1zjniu9XDXHhWPv9GGEk/46KHPZ8YVblsJugOvPltVqwcZlFTj6Tl9W7QNGwBZYUFPhgtvBIhKNm3YoWanTjvetmqv3ZdDnqDxGz2164mMjF5VbE0I0JWb/7tt5EOFo/mavjIaLJ8YGdYmlttXlDhTarRgxyfOQqZcvXU/mzvApNLbmvtTUbrPoNtXaF+LQ0eOX/DsLANp7/LKHCZmlnFtuyTGD/Bu4xtqs+NY/rcV3f3rU1AeU1y+vwOdufhcA4Jf7W/Gn+i6dr0ghs+ziI4SMoXJrQojmWJsVFTMdel/GtDYUiOJk+5BpAmSR3F6+rZuX4uqK3JeaLplXpluQ9cbhTtl9/+IBhFRmK+cWS46navVgANRUug0xcE1tJQ4WC6pKTNvuYiuw4NYbF4z9fz1aRmoqXLhu4SxDtncQQrRFQTIhJCeU9twWnakAACAASURBVAmS6U1uLx9rs6LMmdsPtMX2Anz5Y8tzep/J2hQOZJNzALG7rlnSwLR0/eS5JqV/vcxlx+rF5ZMGxOUTqYcFRrR8/oxxB0+5nnFhK7Dgy7cux1c+sRJf/9S1uGq2Q/l9K91LRgjRDZVbE0JygiZdEyUKLPI+XIqlx7nCMMAT925QJchSurqJTyQU3Z/UA4hclXOrjbVZse22FWl3Cn9kQ/6vxBIPC3bXNaO9xw+vSd5/r5rjxL3/a9mkr+dywn0snsB/H7sAbyCK9kt+DIeUl63LfR8jhOiPgmRCSE7QahKihNyJw28c7szqw6xcNRVuOIuzC7T06vWV+sE9m3JuI+yGTde/Pl0kHxY88/IJXOgP6n1JU7KkybxKCfrdDhbBMAc1Zny91dQNLp79D8qXyemETCdUbk0IyRkzl/6R3Ctz2WUPw1JaeqzUoursPvyq0evbM6BsYrnUD+65KOcm2itxsCgwyS7o872BtCX7YtC/Y8s6fHBtNa6ucMFVbANbYIGtwIIIF4dFpcytGgGykvcxQoj+zPFuSQjJC0bfc0uMQ+nEYaWlx0qo8eE3217fLk8Qsbj839ldbJN87VqXc5PcyeXfRzaSS/bTKWKtGPRH4A9GEQjHwMUTiMUT4GIJxHnjvPbybXI6IdMFlVsTQnIqVZ9grzeM0Ii593kS9TAA5s1xwu1k8dhL9bL6c62W3Jz9qrE2SI1e3x/XNStqX4jxCcnXrnh7Da29MZxc/X2oIVPJvliB0dET0OHKpGNtFtx18xK9L4MQogAFyYQQXST3CbpLi/Ht5w6i9cKwzldF9FbmYiEIgC8QxV8bLo37t/ZuP469048Fc0vS9ufWVrnRrnHJtVprg9To9e3zKiu1TsjJ8lKsa0i+EIdXD7Sh6dwAItxoGX4Ra8WqReW49cYFKQ+TcvH3oaY3T3RDEDDpcEyswDC6WCyBn/2xBdtuW6H3pRBCZDLPkSIhJG/ZbVb825dvwBoqw56WilgraqvcuGnNXDgKCzAc5OALx1J+73CIQ0OrB4/vbUjZn7tpYw1KFWZ3XcU23LCyAitrZ+ZkbZAavb5KK5rlJHkZpf2dtPZGE1yMx7OvNOGbzx3CW0098Idi4GKjZca+UAxvnujGN587hGdfaZr0N6LHruFsRGMJ/Km+C9978Rh2vnoKXIyXXYGhJyll44QQY6JMMiHEEOxp1rVAECAIgMAAfYNhcAr6L4lxFdsL8PT2d4O1WfF/XzmJLo+0zOj53gB2vX4GX/nEynFfL3GwWDC3BA2tHlnXsWZx+bhsTy7WBqnR66s8fpVzQzOEI9MDF+Px+N7jON+beUJ1jE/gxLlBPLG3AQ/duXrsQMesWwaGAlF4A6PD6+ZXuky1StBIk94JIdJRkEwIMZRM61q4GI8dP/kb+ocjOb4qMpViuxWVMx2oqXTh7MVhXOwPTfkhvNheMLZj2BficLpjSNZ9nu4YSrmLd+vmpZICCVFNhWtS6XQu1gYp7Q9NXt00p6xY0UqfihlFkr9Xjesk6thd1yz5dQ0AnZenRCcfAOVi17C72IaZJUVICKMHTDE+gQt92a2eEofXKW0x0BNNeifEfKjcmhBiGqzNmvVO2unMagGK7Ort2U3G2qyoKnegoycAgQGKCgtgT1OObGetWFk7E09vf/fY8/nbA22I8fIyqzE+gdfeakt5Ld+6cw2uWzgLNmv6/8zZCiy4btGscZm2XKqtciu7XdLqpns2L5Vd1cwwwD23SO+nVuM6SfZ8IQ5tl3yyb9fW7RtX7qvlloEylx1rFpfj+1+6Hv/nrrV4eMs6fOdza/H1T61SpcxbABCOZDfk0arD4Q1NeifEfCiTTAgxFbOsMDGiq+a4sHBuCf5U36X6zx4OcnirqWfS1wtZKwqsFsxw22GzWtKWLJ84O6Dofk+cHcBdN0/+Omuz4iufWAlfiMNvLw83GuF4MAAK2QKsWjQr7XCjXNm0sQbHWzyySkcnrp2qLneixMFiOCi957HEwWJuuTOn10my98bhTgwr6G0dDnKTyn1TbRkQA7m+ofDYIDAprBYG1bOdWDKvJG07gpHKvKtnO7G4umTsdx4ORDXvGaaqCkLMh4JkQoipmGmFidEkBGUBTzYiHA+G4VFeWoRvfDr9sKtIiiFcUvjDMXR5gjjQ1I32bn/KdVFbPnJNNr+CZuQGDunWTj1693o88PwhcLGpD5BYmwWP3r1e0XUOBaT3edNu2NEd1rvrzqDfO4KEMNo/PqesGPdsXopqiYcUvhCH3x8eDWK7PMrLldOV+6ZqK9j9+3dw5HSPpOFuDIBVC2dJmt6cizJvKZbMK8UdNy0a+/+PvVSveZBMVRWEmA992iSEmIrS0k8yms0oYq1I5Hh/rSCM9hLurmvW5Gfv+MlR7K/vQnu3H+d7g2jv9k+aiGtUWzcvRU2lC1PlmTKtnXIWs3jqS9ej1Jk5KC11jn6fkpaFLTcvAWuT9pFhuu+GDYY53LfzIB7ecxQX+0OIxhKIxROIxhK40B/Ew3uO4r6dBxEMpw/MuBiPna+exPdePDb22pZyCJKOnHLf++9cg0XzSrN6TaaiZZm3VKkqHLSuTqKqCkLMiYJkQoipmG2FiZHUVLrw5L4GWaW5aplqFUoRq35P8FAgisbW0Ym4Rg2UpQQOUtZOsTYrFlSlz966HSwWVJUo7r3+2R9bEJMYpIm7YaejYJjDA88fwnCQS5uJFYTREugHnj+UMlDmYjye3NeAxtYB1So+5JT7iiv5sn1N+kIc9u1vxWMv1eO7Lx7FYy/V4zdvtuGzH16CHVvW4YNrq2GXePCihnSVGFpWJ6W7T0KI8VG5NSHEVIzU22YmZS47PMMRdPQEdLuGTKtQVi0qx5snulW/T3Ei7sQJv0aSrj9U6topMajKVMbqD3FjBwZydzzL3UubfCCiZ8+3HnbsOSo548vFEtix5yie3n7DuK/vrmtWvSS5erYT+/a3pm1JmCjdSj4pr0kuxuOFujPo7AlMCvLbu/040NQNq9WCWSWFsLNWRLPIkEuVKetdW+VGu8Kd5UrvkxBifBQkE0JMxyi9bWYyr9yJLgWrgtSWrjfy1hsX4NCpXtkTrqUwS9CmdO2U1KBK6YHBG4c7ZWc0p+Nu2C5PUHZvqy/EocsTHOtRlnsgIUWBlUHTuYFJFSTt3X4cb/GgptKNrZuXpjw4kfualHJgE40lgFgCFyLqvB/ZrECmQpEyF4sFlSX4QprfUYs5DWUuOxZcDpD1mJxPCMkeBcmEENMRS1R31zWjvccPr8QPNwxG+yVzkbkwkmJ7AWa47TjZPqj3paTtjSxxsFg2vwwnzmlzjfkatOUiy9umMMtmhN2wyYOvpGRQs/HjumZJw66SCQLwk/9qxsP/PDpMTcmBxFTivJC2xWIoEIU3oKzCIBUtsuBTYRgL3r+6Em2XfBgKRMHFErDbLChzF2acuC1SszrJbrPghpWVuOX6+YY+kCOETI2CZEKIKU0sUW254EX3QDhtECae7Pf7wrjYF8rtxeosHI3j8JlevS8DQObeyC9+dDme2NuAzl5tSsKNELSpLRdZXqWDjfTcDTt1yW8PFl9Vim23Llct09fnDSu6Xe/QyNj/VnogkQ0BQEePH19++k04imyYPaMYyxbMxD9eWyUr0OvyBHG6YzDn1T1cPAFfkBs7aFAi2+okyhwTkn8oSCaEmFoRa8WgP4LgSDzlh3KrhcFMtx33f/o6lJcU4bGX6nW4Sv0ZJXueaRUKa7PioTtHKwROnBsAr3KQpWfQlq10GdHWLp+inyfnwEDpYCO9dsNKK/nlcaptEPftfBtP3LtB0cTviZS+vISk9LNak5YLrAwYMLLaFxICEAjHEAj70Nblw1uNlzB/Qil2qtdhTYULnuEIWi8O6/Y+k207hZTqpDKXHfPKnZhVWojzvQFZcwMIIeZDQTIhxLSkfBjmEwI8wxH86LUzePAz12k2pIVMrcTBTrkKRawQ+O6Lx3Be5YyyXkFbOlJKgafKiCol58BA6d+MlrthxcfubJcPQ/4IuBgP1mZFmcuOSDQOz3BEUkYwHI3joV1H8PT2d2edAVT68mKYKzdUeiAhtpIUsgVYtWgWBAE40JTdIDxvIIrhy6XYX//kSrz4x7+r/jpUizcQxSN7/oZSl11xSX22A/QIIfmFgmRCiGkpGVj02Q8vwbG/9+uyBmm6C0fieOm/W9IOCUq2uLpE9SBZy6BNjqkCX3GY0pabl+CZXzdp0uMp58BAyWAjKbthuzxB7K47g37vCBLCaJA5p6wY92xeOjbIaiLxsevoCUzK9kVjCQTCMcnXKApH43jut6fxtU9dK/u2yeaUFeOCguF4FTOKxv630gOJD66bhztuWjT2/9WqmBFLsR/adQQj0bihByX6QjH4QqPPv5ShZOkoHaBHCMkvtCeZEGJKvhCHtm6fzIFFPuz5fTNCI3EtL42kEeMTkvcWb9pYg1KnelkbKUFbLkjZgSvud35o1xF0aDQEqXp26iA0FXGwkdSweqrdsMEwh/t2HsTDe47iYn8I0VgCsXgC0VgCF/qDeHjPUdy38+CkHcLJj53UYX1StVz0yp5MPdE9m5eCkZlNZhjgnluurAhSsgc+1WtbrbJtUdjgAXIqZtiTTggxLsokE0IMLV0PXNO5QdnZYG+AgzcwpM2FEknEzNT2HxyA5XI2s4i1YtWictx644KxcsYSB4sFVSVoaPVkfZ9TBW25JKf6IRzV7jCn8ewAmjsPwVFkgyAIU5aoSh1sNNVu2GCYwwPPH8q4S1gQgOHg6Pc99aXrx/qFtZycHI0lsp5+Xl3uRImDlfW+VOJgMTcpa65k0rIgCChkx2dKlZZt5xsz7EknhBiT9ZFHHnlE74vQQzhMpZZm43CMnq7Tc5d/Uj23XIzH86+fxu8OduBMpxfeQBS+IAdvIIqOngBGNAwgiPYSwmi/OJ8QEI0lcL43gL8c70JHjw/XLSqH1WrBqoWzcLpjKKvSeDFo++onVsJq1Tdw8IU4vH6wAyOc/lmtaIxHOBLHcJAb+7tq7/Zjf/1F/PfRCzje6kH3QAhXzXGhkLXCarVg47IK9AyGEeF4RFL8DmUuO5bWzMBXP7EybXnrQ7sOIxSR9rfLJwQcPtOLD6+/KmeP3Xuurcrq9u9eXoE/N3RJGjrH2ix4fOuGSY/VqoWzcKZzCD6Jr/sIx+NMpxcbl80Ze41f8gQN0StsFBGOx4ZlFZMOE6Yb+hyVv+i5TU98bOSiIJmYBr0B5K+Jz61YVvn388OGCCjyibOoAHxCkL3PNRcSgoDeoRGc7hjCxmUVYG1WbFxWgUsDIQz6I0jIHB8sJWjLpd8eaMOZTq/el5GRIFzZq9ve7cexd/rQ2uXDqoWzwNqsWH/NHGxYVoFEIgHb5UFZZU471r2rHPfcsgw3XluV9jCiyxPEH49ekHU90RiPNUvK8ef6i5o/dm4Hi/etmpvVz2BtVrxvVRUOn+lFNE2JL8MApU4Wj29NPVVbPJA4eKon5WFEKr5gFD2DYay/Zg4A4Ko5Luyvv2jIv3M9RDgegpDA8gUz9b4UXdHnqPxFz216SoNkKrcmhBiOlmWV012Z0w6bNQavgQeXdfYGxsojWZsVX/n4SvhCHF57qx0nzg4gwo32R46Wac/CTWvm4a2mbrR3+0d3poY4AAIchVZ4g1H85s02yZNupUycVkqPHbjZGgpEMRTw4JvPH8L//txazCotGhtsVF7uAgB4PNIGrP24rll20CYIwE/+qzknVQBqTT93FrN4evsN6PIE8eO6ZvR5RyAIAhiGQcWMInz+lvSDyUQjHA+LjAbn0ZkLV9YglThYzHTb0T8cyfK3yR/5uCedEKIdCpIJIYbiC3Ho6PFTgKwRxsIYOkAWtXX7xu09LXGwuOvmd+Gum1N//8ffWzs2Mdp/eQCTX8akW3FqcvslP4YnDHAazaj2Y8HcEtmTcpOpPUwpl/zhGL6z+whW1M5S/Bj0ecOK7rt3aAQVM4um/sYsqT39vLrciUfuXq/otm8c7pQ1TRwYXYOU3Fd9/6evw7d3HVF937hZmXlPOiEk92iyAyHEUJR8OCTSWC2M5AnFE5U4bJhf6UaR3QprDvYNDwc5/OFIp6TvlTMxOtWkWy7G4/G9x9HQOjApQB67nhCHhlYPHt/boHhSrtmHKcV4AQ2tHjyh8DFQGqOIg8W0ZJTp5yKlVQfJ2dLykiKsmOblxcmMtiedEGJslEkmhBiKGUtSzWKm2w6lUbLTwQIQEInyOcvySy2PVLIvO3nS7a7Xz+B8r7T9tud7A9j1+hl85RMrJX1/MqU7cI2mszeAXb87g0e/+G5Zt1MaozAMo/ljZ5Tp5yKlVQcTs6Vf/OgyPLmvAR096u4czyUGQHlpIVzFLOIJAcOByNg+ZDlSVQqkaq+YN9uJCBfHO+e9GInGEYuPPqYWBiiwMqiY4ci4y5sQkh8oSCaEGIqZS1KNzGphcO9Hl+OHrzQpun3vQAiJBHJaBi+lPFJuef7E3k1fiMPpDnlrwU53DI0rBZdq08YaHG/x5EWlxOmOIXgDEZS5CiXfZk5ZMS70SzuMSFYxo0jTx25+hpVVemHkLly+bGK2lLVZ8eBnVmN3XTPae/yq75fOhZpKNx78zHVjJf6+EIfvvXhM1mthYqWA2F7R2ROY9HPSHcYkBICLC7jQH8SOnxxFqZPFo3evTzl8jRBifuau/SKE5B0tyipnlRQqzmLlC2eRDf/fq6fG+nTl4nMcIEuVTe8mMDpxOsbLO5iJ8Qm89labrNsAV3bg5sNLMRZP4CtP/RVff+Z/8NhL9fjl/tbLA9PSu2fzUsiN/RgGuOeWpZo8dmUuO9YsLh8XgBlFcIrHMp3q2ZOzm6zNim23rcCOLevwwbXVmF/pQrHdaorXoc1qwRdvXTbu+ZH7Wpi4J11Ke4YU4i7vIE0TJiQvUSaZEGIoapdVljhY/O/PrcW//rweHgWTXtkCCxIJwbRDXxgANptlygDGiHoHQ9j56inc8f6F+H/1F1NOnM62d/PE2QFFtz9xdiDtELFMtty8BKc7BsHFzF8x4bu8YxlIPxxtYjmrhQF4GX9KJQ4Wcy+XtW7dvBRP7mvIavJ9sd2KypkO1M514yMbsp9YrgVfiIN/RNlhVibiVPKxIXXd/qx2kOdCjE/gz/UXx4aRiaS+FsQ96cmVAmpuT+BiCezYcxRPb79BhZ9GCDESCpIJIYaidlnlwrklcDtYfOOO6/CtF+RNenUX21DqsuNCn/wSUaMQANMGZNFYAg2tHjSdG5j0vIlB2QgXV/SzxUOPiMIhXEr3d//sjy2mfT6mMhSIwhsYHY729U+uxIt//HvKclapWJsFjyZNhx5fOuyDNyA9wBODJSNmjSd643Cn4tdI1xTl7GIW1Uwr9lLNJpBSRl7msmPB5QA5+dBG7e0JvhCHLk+QepQJyTMUJBNCDEUspfMGPFl/kLEVWDAUiOC7Lx6F1WJBmcuOAZ+0bDIDwGJhTB0g54t0BxvZHKRkO+lWya3FD+j5TADQ0ePHQ7uOYCQaV/Q3zDCj7wOp+j3F0mFfiMMbhzvR2uXDoG8E4UgcgpC6JSBVsGRk2QwvnKrixYw76C/0B/HYS/WT9pVPfC20d/sRTwgosDConevGDSurcKCpG9//ZeNYBUo8nlC9r13c5f3wPytb90UIMSYKkgkhhqNGWSUw2jepZKorA2DebCcCGpQ8EmMQJ90WsVZFWbtCVv5/PqfTerNwVHqG38IAVutoW4PFwmBWiR1FdhvqDnWOC4qSiaXDydIFS0Ytq04nm+GFvYNh/HJ/a8rHzaw76GPxBNq7/Wn3lU98LYjl5D/4VVPO/t56h0Zycj+EkNyhIJkQYjh6TmQVs04lThZ/abiUs/sluVPisI1Nul21qBxvnuiW/TOuWzRL9m3UXm/G2izYuKwCB5q6IUiIfBgAV81xYiQaRzSWMEyfutVqgcNegOEQBz4hoGdwBMBI2j7ndFIFzmaUzfDCaIzHn+q7cKCpG4vnlWHbx5aPPW75cEiTvK/8W3eunvSa0KucXJDyB0gIMRWabk0IMaRUE1nZAm3estgCC+ZXuvGhddXYsWUdtt22Ap295t0rSjILjsRQyI5+uL71xgWwWeW9rmwFFtx64wLZ96v2erPKGcUIhmOyxo7PKinCE1+8Ho/cvf7y35UbRay+JcixeALDaQL2oUAUja2jfc6cwv5xs6mtcmf9M6KxBE61D+K+nW+PTV/Opx304r7yifQqJ1e6sosQYlyUSSaEGFpydoiL8RmzywwDSRm1iWLxBGa47OMmqNK+5ivEj3/5kivhE8Bzvz2Nr33qWpQ4WCybX4YT5wYl3375/Blj62TkUHu9WXlpEc51+RTviE7Ouv7HyydwRua+6FwRAHT2+LG7rhnbblsx9vWJk7OTp56bqbx6IjWHF4ajcTy06wie3v7uvHtPm7ivXM9y8ooZRTrcKyFES9ZHHnnkEb0vQg9h2mtnOg6HHQA9d/lI6nNrtVqw/po52LCsAolEAgwAt4PFLHchXEW2rMpHIxyPDcsqxjKMB0/25LTM28jcDhuieTaReTgYxY3XVqGQteK6ReVoOjcAf3jqHvSaChe+9slrYZWZfQaAS56gquvNugfDsqdzRzgegpDA8gUzx3197ZJynOoYHFvpZETi36iFAZ5//TR+d7ADZzq98Aai8AU5eAPRy32rfWjt8mHVwlmKnie9FbJWtHb50DMYVuXnxfgELvQHEeeFvHpPSwgCIlwMq/5/9u48vo36zh//ayRrZFuX7dhJbOdw4hytQ0ISroTruwuULmldju2RJZRSSsIRdlvotgH6I/QufJeGLqVc2VJKId129wftegvdNqVdCgnkJCQxxCSOEye2Y8eHTlujY75/GAUfkjwzGo1G8uv5ePAH0fWxRpbnPZ/3Ma8KwPDM84Nt/YavQxCAr35uqaYLZ0bjeVTh4rFNLfHeqMUgmfIGvwAKl9pjWyxasXjuFFx6dg3+ZmktLj27Bq/vzyyoHRs86B3Q5KupZcVwO+2mn6eqViwuQ5bjWDCzDE83HUT3wBCG0ox18jhsOGvOFHz500s0d0gud9nxl7dzX+fe2uHDK28dw9bd7ejqC2FOjQeOYhsuXDQdnb0hhIaiCJswtXlIiiEai+G/t7XhvWMDKcdwDUoxdPWGcLCtHysXTcvLQHnpvEocbOvT7fduICihYXY5jhVYt/4Bfxh/d8Fwf4Hfvn40JxcBypwiPvO38wx/XS14HlW4eGxT0xok599fDiKiJPRIJRw5j3PVyjpUuLR9sRaKMqeI+z5/bsE2pXn/hBcPbdmDvS2nJzy59jjtGY8Q+qvCBlvZlpid7QtG8Nq+Tnz98W149D/fgS8oodxtR5nLDlepDXabBa5SG2ZUlsJuktFJbx48pajmdGSKdj5KNC88Z0EVynX4HgpLMQiCYLrvtCKrAGsG49hGXijJRTr52FneRFQ4WJNMRAVBj3rPkTNG9ZzXnI8EAPU1Hrgdou61tGZxqi+EwXBM0fFtPxUYVxOrllkbJ0Vicbx9+DT2t/aOm0kdjsRhs1pQYreaYnd5SFJ2vIDxNdj5Jtkc4PbuAKSotmDwRHcgK99ppfYi1TOxPQ4bIlFZ8yzthJHhtdHfU2XO5LO8iagwMEgmooJQX+POOD26aMyOhl7zmvONAGDmNCfcThHffW4XegYKcwZoOBJXGXB5Mwq4zN44aWyAnNDnD0PA8K6ZlpnSekq1xlT6/WG88mYbrlpRl7dNvkY2Wfvuc7s0f89F47Ku32kCgLpqN+76zBL87JX38M6R8RdZknGX2jBzmgsHW/syXsPIeeVa/wbMmuqErchyZrb2jKlOhKUo3j3Wj1A4imhUhozhed5FVguqp5TiS59swIwqZ4arJyIzY5BMRAVh1co6vLrnpOqT6JHqaz2j/j+X85qzxV1qQywuY0iKJX2vyl0iZBnwByX8ucDnRKsPuCS88mbbqC7oauTzjrwMIBKJo8wpQhCEvPpdeH1/F3a9N75btNo5zGaQ6cVAJd9plWXFqK8tgyRF0dblT3qfxDz5RAmCRRAU/z75QhEcOjagy4XHkfPKtXQFL3fZcXeeNN0iImMxSCaiguBxiKhw29EzMKTp8eUuO1atmD3u30emPD7wzFvwBSfugGxm5e5iPHDTeaNSOBM7KHXVLrzfPoD27qAuJ7B2mxW2IgumVpTgZHfAVB2yrRblJ/UjHWr3an5NPbIdcknG8DzYuz57Nv60+wTe2N+JaMz8ORahoShCQ9Gkt/X5w+j3D89h3nD9MtMHyqtW1uG1fR2afpc6e4N47MX9WNfYMC6NO/EdUF/rxg2fWIRyVzF6evwp73PVig934E/0BHBA5fiwSCzz74Kx88rVlsgIAOZWuxkgE1FSDJKJqGB8bfUy3Pv0m5qCn4lOljwOEeUue94HyYmU8rFzcgHgJy/u1y1ABoBwJAYpGkOR1YGaSgeOdvp1eubMCRp7BfX7tF2EAfSdf5sr/f4wXn+nA2KRJS8CZCVSzWE2I49DxIKZ5djfqnyud4IUiWNPSw++/sQ2lDnt6A+EIUViEG1WlLvsmDHVhUEphu/9bAdisTjicTltSvrpgUH8y7/vxemBoZyUoySbV640nTyRKr62sSGraySi/MUgmYgKRmVZCRbPrcDbh9WdQM5ReLKUz+myCWNTyhO8QQlHO326n+zKMvB++wCqPMU6P7N2c6rd6Dgd0BTkZbIbXijN4I6c1P9zkmv51ORr/bVn4e7HXkcorK2Rmi8UGTUTPByJwx+K4HiS8VCtHT68uuckRJsF0ytKMa/Wg4+dOxNbtrZgf2tfRuUtmaib7sKtn1o07t+VpJOPTRUnIkqGQTIRFZTbrj5LcWMaq0XAkrlTcOvVixSdLOV7umy5y45LllRjy9aWcQ2MoEv7kwAAIABJREFUwpFY1nY4ZXn4RLzMKeZ03vLIk+OvPbFNU8Ar2jK7UJLY6TLTrrpaw13gCy1M/rDJl9aac6OINisevHUl7nnqTYTCydPI9RSLyxgMx3C004+jnf6Mez9koswpor7GkzbATdYVPFWqOBFRKgySiaigKNlJsFoETPHY8dXVy1DlKVH83PmeLivLMh759b6kDYwymVWqhDcoYWpZMQQYF17ZbVZMqyiBzWoZd3Jc7rLDH1KfOp/pnNnE53PjT99Ct8b6+VwrsgiQkd3PS66MnJVuZs5SEZvuvAiP/+YADh7thQ4lvorlKkCePc2Jr3x2qeIAN1lJCRGRUgySiajgZGsnIZ/TZUWbBd6AlHLdRpz4OkpscJTYsr6LKtosWDxnStrdpoUzy5Kml05k4azyTJcH0WbFvZ8/Fxt/+pamQD0Zi0VA3KDgpb7WA1mW8zqrIpVojgJALUSbFV/5zNn48qOvwR/K/o5yLpW77Ljrs+xCTUTGYZBMRAUrGzsJ+ZYuW+6yQ5bltAGyUeIysP6as/CNzW/p0t02leIPLpKks2plHXa9141+FenfZU4xaQd0taRIDD9/5V3dAmQAhgXI5S47Ll5SjT/uaocgDKfSF5Kxs9K9Qcn085XN1DU+G9iFmohygUEyEZEKiXTZr/7kDQRTjJXJJUdxESrLSs7sml+8pAY/+vW+nAfIwHAA8sdd7VkNkIHhrtoT8ThEzKnxoL+lR/Hz1td4Mj5RlyKxvLrIMpKA4ZT9HyVJ2S8UM6Y6AQwfp6ebDqKt018Q85XzFbtQE1GuMEgmIlJJtFlx4VnT8cddJ3K9lFFEmwU/WLcCztIPA7lfbm0xTUBTX+vB4ZPa5wwrpfSCQDbGxUy087i5qRlteRog22yWnDZeM8K+90/j0cA7GAiEcawr9efCTPOVi0UrpALcTWYXaiLKJQbJREQamLGJlxSJ4+e/PzQq1fiISepGy112rFoxG4/8x9tZf60SUdkJtZ7jYpTsPNZWOXGiJ2CKXX01yl12xOMyvMHCDpABYCAo4e3DpxXd1yzzlZfOq8Rr+zpz9vp68zhEXNAwlV2oiSinGCQTEWlg1iZeY2e9SlFts1T1JssyikWrIbOml86vUnxfPZq8JVKo0+1I9/nDprqgMhGxyILaKifmz3Dj/IZp+MEv9uR6SaZkhvnK115aj+0HTmW9jMEI5S47HrjpPNYfE1HOMUgmItJIabqukRKzXq+7tB5PNx1ER08w10sCAAwEJDy0ZS/mVLuy2hXZZrXg2kvmqn5cJk3eEinUZvkM6CESjaPCZcfqyxfgnie35WzsTz7I9Xxlj0PEojkVinfAzYoNuojITAwPkrdt24bNmzdj//79CIfDmDlzJq655hrcfPPNKCoavZyBgQE8+uij+Mtf/oLe3l7U19fjlltuwapVq4xeNhFNEmq62SpJ182F90948YMXduNYl/oRR9nU1umDq8SGCpc9a7uqZ82pyMpJdqrPxSVn1+Bop6+gAmTgwx3SEz0B9PrM8bk2s7eau3OaHnzb1YtM+TuvFBt0EZHZCLJs3ACH3/72t9iwYQMcDgeuvPJKOJ1OvPHGGzhy5Aguu+wyPP744xCE4fELoVAIN9xwA5qbm3HVVVehuroaf/jDH9De3o77778fN9xwQ0Zr6enJv8Ypk11VlQsAj10hMsOxTVdTCgAVLnvabrZj03UBoKs3mJPxLCWiBYOSOVMvy112zJjqxP4jvbo/9+zpLty7ZrmuTX4m+lzYbVZF3bTz1aypThzvzs/Ay2gTfUdkmxSJYXNTMw6f9OZV/XiZU0R9jYcNugxghr+1lB08tqkl3hu1DAuSh4aGcOmllyIej+Oll17CzJkzAQCRSAR33HEHXnvtNfz4xz/GlVdeCQB48skn8cgjj2Djxo1Ys2YNACAQCGD16tU4ceIE/vSnP2HKlCma18MPUf7hF0DhyvWxVVJTCny426G0m+1jL+7H3hZz1SybweXn1OK1fZ2IRPUJ5D0OEfNq9T/JVvq5KGR2myVnc3gFADOnOeEPSqrmWeeS2u+IbEhWX19X7ULPwBDau/3o95vjvSy1W7HyrOn45IVz2KDLILn+W0vZw2ObmtYg2frNb37zm/ouJbk33ngD//mf/4kbbrhhVLq01WpFTU0NXnzxRTidTlx22WUAgLvvvhslJSX44Q9/CMsHjV5EUYTb7cbvfvc7TJ06FUuXLtW8nlDIHH8kSDmHww6Ax64Q5frYPvnbg3j3WL+iQMgbCKOzN4TzPzptwvsunVeJ/Ud74c2TE3yjnOofRCQSyyjwFG0W1E134byPVGFt4yJccnYNrFZ9m4Kp+VwUKotFQDwH9chlThGL6irwlc+cjdZOP7p6Q4avQSs13xHZUCxasXjuFFx6dg3+ZmktLj27BkvqK7Fi0XSsWDQd8XgcsbiMeFyGAAGlxUWorijF0vmViEZj8Iciql/TXWrDjConli+ohKtEhBSNY0gan2FhtQioKivGxi+eh8/8zTwsqa9EscJu9JS5XP+tpezhsU0t8d6oZVhNcm1tLe6++26cd955424TxeEriKHQ8B/B48eP49SpU/j4xz8Oq3X0l+cFF1wAANi5cyduuumm7C6aiAqeNyipqilV081WtFlR4So2tE5QgPI5wWMf53GKCAxGEI1lNygKDUUzfo7qKQ5848ZzdVhNcmo/F4XKIhj/mlPLinHv58898/uVaJB3NE/mSyv5jlDT+0BPEzWo8wYlfO+5XTjtHVL8nMk6UmfSLZ6IyAwMC5LnzZuHefPmJb1t69atZ+4DDAfJADBr1qxx962qqoLdbkdbW1t2FkpEk8rL29tUN5FS2s3WG5RwrMvgE3uNUbIMIDiU/QBZL0VZjt6a3jiaVyObsmVaeamhNclikQXf/tIFo1KVEw3yNv70LXQPKA/ecinVd4SSedq5rGv2OETMn1WO3gOdUFKMl6ojdSbd4omIzCDnI6COHDmC5557DqIo4tprrwUw3NUaANxud9LHOJ1O+P2ZnXhqzU+n3OOxK1y5OLbHNY5IOtYdnHC9v3ljv+GBlkUQENPYaiISzY8AGQAWz6/K2uclHIlh24GurDw3AEzx2DGnpgxtnV6cNnHQJxZZ8PUbz8PGp7ehz6AO13U1btTWlCW97eGv/B98ZdNfDFtLpsZ+R4QjMdz3+Ot4v30gZQDa5w+jP9CDTf+xD9+/42LYcxAof3XNOROuEwAEAZg/swz33nxBTtZJ2vE8qnDx2Oon4yD5sssuw8mTJ9PeZ82aNdi4ceO4f+/q6sLatWsxODiIe++9F9XV1QCAaHQ4FS+Rhj2WKIoYHBzMcOVEREAspq0pkZLHHTrer+m5Kb3KsmL8/d/Oz9rzb3phd9J6Sr0MSTH4QxKWf2QqBAho6/ShrcNnyi7ZbqdoaADUMCd1Q85yVzEWzq7Amwp3OXNt7HfEphd2Txh4AoAsA++3D2DTC7tx703nZ3GFydltVnz/joux6YXdaGnvT3ohp7KsGAtmluPuNecwQCaigpRxkHzFFVegr68v7X2WLFky7t+OHTuGL37xizh58iQ+97nPjaovttuHC6wlKXnxuSRJKC0t1b5osPtbPmLnvsKVy2OrtSmRHJcnXO9QWH0DnEyV2IsQGDT+dY0iAJg91YXIkISeIf0blHiDEt5rS/83LVPBwSgOHevHoWP9Z8YGXbR4Ol7dk/6Cs9GkaBzP/+4g7AY1VrJaBOw91I1Hf7k7ZW3uF65cgK7TgbzoOD7yOyLxuVIa3Msy8G5bHw639Rpew1tV5YLdZsUtn/johLXFvoH8aahGPI8qZDy2qWndXc84SL7vvvtUP+add97Brbfeir6+PqxevRpjG2x7PB4AwyOfkgkEAhmNfyIiSqivcaO1w6f+cbWeCe9jtejbbVmJKW57wQbJifE6axsbsvYaWmrUM9HnD6Pf34OZU50od9nRb7I66Nf3d2GKR1tnULVicRnHuvw41uXHq3tOQLRZUVlWDJvVOqqp1Ybrl2NzUzNaO32a3y+LAGS7affI74hs9j7IJtYWE9FkZXhN8htvvIE777wToVAIt912G+66665x96mrqwMAnDhxYtxt3d3dCIfDmDNnTraXSkSTwKqVddh9qEfVCWy5y45VK2ZP2KFWawCeiYWzytEzMIhQ2Hypu5kod4mYW63/LOSxjuh4vIptFgwpmDEsAzjeHUCZU9TcnTxbQkNRzSUJmYjFgcFwDO2nhnsGjG1qtf66xfAGJWx4YhskDfO2i6wWTY9TKvEdkaD1c3XkpLHfH0RENMzQIPntt9/G+vXrMTQ0hPvuuw9f+MIXkt6vpqYGNTU12L17N+Lx+Jk5yQCwY8cOAMCyZcsMWTMRFTaPQ0RdtRv9/h5FwYkAoG6aC8/9z3sTdqhdfdk81QH4SFaLgJiK7a7EiXk0Fjdd6m6mXCVi1gNkAIjF9QucJJWdwgOhCGZMdeJEdyDtZ1HAcFp9KJz5KC0lwgoCfSMkdt0f2rIXG65fBo9DxNSKEpzoVt98r7KsGEPhWFayBpJ1fNb6uYrmYEY1EREBhuUCBoNB3HXXXRgcHMQ999yTMkBO+NSnPoWuri48//zzZ/4tEAjgySefRHFxMa6++upsL5mIJol1jQ2oq3ZhoqFCAoBZ013oD4Sxt+V0yhPsPn8Ye1t68MRvD2LWNKfmdU1x2ydc08i1JU7MGy+ag3Kn8bNIi6wCVi6ahrIs1FC2dwewuak57X28QQlbtrbgu8/twree3YHvPrcLv9zaAm9Qee2yninyauvdo3EZJ3sCqCwrTlmHWu6yY/mCKjx46wrMqZ58XUxlAEc7fdj407fgDUoQi7RdNCkRi1BX7Vb8+6VGspIArZ+rbI86IyKi5AzbSf71r3+Njo4OlJWVwe/348c//vG4+8ydOxef+MQnAABr167F73//e3zve9/Dzp07MXPmTPzhD39Ae3s77r//flRUVBi1dCIqcIk5rOnqHMtddsytdiMuy3j7/dMT7jrLANo6fVg6rxKzpjlx/JS6WbPlLjv++R+W4YnfHJiwSdHYWl2PQ8ScGg8GWpTtjuslGpOxp6UnKzuPMoDWTh+8QWlcAClFYvjJS/vR0j4w7rXVzp7NRYr8SHEZ6BkYgtUioES0orK8BBZBGNcwCUDezQ7WU/fAEL71zA6INm3BZ32tB9ddOhcPbdmjaxOwMqeIDdcvG/c5y2bvAyIi0p/1m2O7ZmXJ5s2bcfToUQwNDWHHjh1J/4tGo2eCZFEUcdVVV8Hr9WLbtm3Yu3cvpk+fjnvvvRef/vSnM15PKKR/V1TKLodjuHkMj13hMcOxtVotOP+j07Bi0XTE43EIANwOEZXuYpz3kSrc8slFWDKvEv/1+lEMqhgPFI7EcPfnlmLXe92KxwoJABrqKvA3y2qxctF0dPaGMCTFkj6+3GVHQ10F/unTS0admC+dV4mDbX3wBox9T9Wkh6s1JMUgy3GcNffDxo2BkISvPbENJ0+HUr72oBRDZ28IB9v6sXLRNFitqQOrWdNc2PnuKVXHOBtkefiiQ3AwgtnTXPjyp5fg7HlVKB7RadpqteC8j07DWwe7MGTC8VHZNhSJITQUhdUiqBoJVeYUsbZxEUqLbSN+v6K6jP0qsRfhosXVo44ToO1zVe6yY+0nGwzrLp5ghu9jyg4e28LFY5ta4r1RS5DlfJg2qD+2SM8/bG9fuPLl2P5yawv+uGt8Q8GJXHneDFx3aT2+/4tdOD5B/WRiV3jsbtREo1iSkSKxjLsAm019jRvfuPFcAMM/392PvaGqNvecBVVYf93itPd57MX92GvwLvxE5iT5TCQ89uJ+7GnpycGq8lOZU8SmOy8e9W8/+vU+vNPaq8vzX3nejKQdqdV8rgQAyxV8VrMhX76PST0e28LFY5tazkZAERFNFpl0qBVtVtz3+XPTBq1Wi4Apbjtuu2bRuGBIyygW0WY90wV4ZIDd0x/K2+7XIxsZPf6bA6qbV6VK2R5pXWOD7mm4mTra6cPmpuakQdNNf7cQB1p7s9qtuZAIAkZ9BrxBCe096soh0knVkVrp58qIUWdERJQeg2QiIoUy7VCbCFpPDwziX/59L/p84VEpwrG4jO6BITz0/B7FNbQTjaECRgfYUiSGH7ywG8e69AsKjJRoZOQNSjh0fED145XMnlVSoz4Rd6mIIquga/fkVAH+z39/CBEGyIr1+6VRn4GXt7fpmmmRqiO1mt4HRnRyJyKi1BgkExEppEeHWikSwxO/PYDTA0Mpd5PGjrpJdrIsRWJ4uunghGOoxgbam5uacTxPA2QAmDHViS1bW7Cj+RTCGutwlcyeHbsL33LCi+NdynaWRZsF373lfDz7+0Po8+uXBp0swPcGJRzt9Jlmx1sQoKo+OFdGfgZaTnh1fe50HalTZXcoKZ8gIiLjGDYCiogo39XXuLU9bkSH2s1NzYrSeBPdsZONPZIiMTy0ZY+iMVQPbdkL6YNg0mwBlVpFVgu2H+jC1l0n4AtFND+PmtmziV34B246D//6TxejzClCSBEDCcJwvevDt18IZ6mIdY0NKLLqO8JnbID/8va2rMz61UqWobnjtJFGfgb6fPp2B5+oI/WJngA2/WovXtvXgePdAXT1BhGJxnHxkhoGyEREJsGdZCIihVatrMPuQz2qgpJylx2rVswGoD5ITTX2SE2gfbTTh6/+5A1UlhWj3xfOKLjMtWhMn5RirbNnnaXDDZ9O9ATwb03NONU/CFmWIQgCpleU4EufbMCMqg/nYg9KMTiKbarmNE9kbICvtU4+m6RIHB6HDYHBaFa7nWdqy9YWtHb4ENDxd0IQgEuWVCe9LRCSsPGZHfAGpXG77ce7A3jgmR3wOER8++bz4SxlsExElEsMkomIFPI4RNRVu9HvV96hdm61G+4PAlwtu35jU2y17AYHh6II5nGKtd4ynT07o8qJb958/oT3e3l7m64BMjA+wNdaJ599As5ZWIU9LT2IxswXKHf1BnGsS/8usLIM/OXtk1jzsYWj/j0QkvDPT2yDlGaGuCwDA4Hh+yWyEYiIKDfMnxNFRGQi6xobUFftwkR7kck61GbSHTvBbOm1+UYAEJaiugevyWRjl3dsgK+1Tj7bvEEJO97tNmWADADhNMFqpl5/p+tMiUPCxmd2pA2QR5IicWx8Zkc2lkZERAqZ868rEZFJJTrULl9QhXJX8gH15S47li+oGtd0K9Pu2IA502vziQzgf/d14jvP7sRjL+4fF8zoSe9d3pGp+wla6+Qpe8KRGDb+9K0zF2JO9ARUX5TxBiWc0HEsFRERqcN0ayIilbR2qNWjO7Z502vzi5IO4mokG8U1oPOO/8jU/QQtdfKUfd0DQ/jWz3Zgbo0H3f0h1R2/ZRn46X8344EvTpzWT0RE+mOQTESk0cj5w0rU17jRqmEneGSKrdHptfky0keLkR3E11+3WNNzpBvFpSe7zToqdT9BbZ08GWcgIGFPi/YRYF19gzquhoiI1GC6NRGRQVatrENFihTtVMam2BqZXisAcJXYDHu9XBjZQVwtJaO49HLxkukpd7uV1slTfpEL9eoUEVEeYJBMRGSQxK6f0mBmbHdsQFugrZUgAMGh/B0ZpVSig7haSkdxZarcZUfjhXNS3j6yTr7MyY7IhUJINZCbiIiyjkEyEZGBMumODXwYaBshLgM6jSY2vZEdxJXQMopLq+kVpeNqkcdK1Mk/8MXzUVVWbMCqJgdBGP4vF6ZXlOTmhYmIiEEyEZGRMumOnbCusQFuR2GnQSfYbcb8mRrZQVwJI0dxvXusH3c/9joCoYlTwj0OEd/50gWYMdVhwMoKn7tUxN8uqzX8dQUBuOWT42vQKXPeoIQtW1vw3ed24VvP7sB3n9uFX25tMWQsHBHlDzbuIiIymNbu2CMf//Xrl+H+zTsKulmT1SJgXm0ZDrb1KX6MRRjeAVdrZAdxJQ61D6h/EQAehw2VnhJIsTj6vEOIxOKK5ucOBCT88xPb8PDtF8JZmvqzIUViePK3B9B5OqRpfTSa2yGi8aI5ePv97Nedj+RxiKitchr2epNBuiZ7rR0+7D7Ug7pqN9Y1NmTc7Z6I8h+DZCKiHFHbHTtBisTw0/9+t6ADZACIxWWINgvmVLtwtNM/4f1L7UU476NT8b9vd6h+rZEdxNNJnGif7Amqfg0AKHMV4xs3nnvm/7/y6F8VBcnDrx3Hxmd2YNOdF6dc20Nb9ih6r0iZIqtgeAdx0WbBt2/m6Cc9JX430vUQ0HssHBHlN6ZbExHlmUTDqMmgrcuP268+C+ekSU+32yxYMncKNt15Ea65ZG7GHcRTGdnNOqZluxqjd6xP9ATgH1TXGM0blHCiJ5D0ts1NzQyQkxAAzeUJwaEoAGM6iAsCUOYUJ8wWIPWUNtkbORaOiCY37iQTEeURIxtGmUG/P4ytu9sVp6eLNquqXb9kHcRT0aObdSQWhzcoweMQ8W9NzapnUMsy8NP/bsYDXxy905j4XNBoggAsnjsFa65cgB88txsDKutOw1L0zPHacP1ybG5qxuGT3ozqV2dUOWARBJzqH4QsyxAEAdMrSvClTzZgBlOsdXeiJ4ADR/sU/96OHAuXruyFiAobg2QiojxiZMMos0h0nlaanr6usWHC1EogdQfxZPS6OHH8VADfeXYn6qrdONWvrW64q29w3L9Nxs+FErI83CW6ylMCm4YmcN5gBK+82YbVly8Y1UvgB7/Yhe6BIU1raqirwOrL52t6LCmXKI04eLQPYYUlDQmJsXCrL1dfDkNEhYHp1kREeeRIx+TbLVTbeVqPDuJj6RmE9vnD2NvSo7gWeSw5yfbzZPxcKJW4yFIiaqsxPXR8dJM2j0PEt790AWZp6CCuNLWfMjOyNEJtgJygdiwcERUW7iQTEeWRWHySDC4eQW3naSDzDuJj6R2EZrIjLSQZ3DsZPxdKtfcE8MutLZovciR7nGiz4r7Pn4t7ntqOgYCy1Gs1qf2UGT1KI9RenCOiwsIgmYgoj1gtky8BSGnn6WS0dhAfy0xB6PSKknH/Nhk/F0pJkTj+uOuE5seHpRi2bG1Ba4cPsXgcVosF9TVurFpZh2/ffD7++fFtkKITfz5sNgu+8HcLNa+DlNGrNELLxTkiKhwMkomI8kh9jRutkyi11izpqWYJQgUBuOWT42uoJ9vnwkiRaBxbxwTZibm6cVlWFCADw8H6z39/COuvW5yNZdIH9CqNyOTiHBHlPwbJRER5ZNXKOuw+1DMpmjSZKT3VLEGoxyGiNkkH5FUr6/Davg7N9ZeUWrq5umodONqLbz27E4A8akeaXZT1o0dphFkuzhFR7jBIJiLKIx6HqGrEUb5S03naCGa4OCHaLPj2zecnvc3jEGG1WgAGyaYWjsRxrOvDWdaJHem6ajfWNTYoaiJH6WVaGmGmi3NElDvmyB8jIiLF1jU2oK7aletlIEn/KF2o7TxthMTFiVxUKQoCUOYU8fDtF8JZmvrEvdJTbOCqSC99/jD2tPTgn/71r/jOz3fil1tbMprDPNkla2ynhpkuzhFR7nAnmYgoz0iRGPp8E+9oljltCA5GEYllZ89ZloFZU52wFVnOdI6eMdWJvS098IUiip/HahFQU+mAWGTR1HnaKErnL+tFtFlQXVGKL32yATOSpFiPVWTlde98JkXjONrpx9FOP3eXMxAaVP7dM5bNasFt1yzie05EDJKJiPJJICThn5/YpmjG7kBA+8miUrYiC75x47kAhoP3+3/6lqoAGQBicRkfnV2G1Zdn3oU6mxLzlzc3NePtw6cRy/KImCKLBffecI7iE3az1E1T5vr8YfT7e/DQlr2myqgwijco4Xfb25J2FPc4xFG3S9EYfB/svDuKi3DaO6T5dSOxOP60q93030VElH0MkomI8sjGZ3YoCpCNkpglKkVieGjLHvQMaDtBPXIyP4K7xPzlZ195F6/t68zqa4XCUTz+0gF85bNnK7q/GeqmST8ygLZOHzY3NU+ajthSJIanmw6irdM/7nPc2uHDrkM9kGUZAoD+JPOpfcHMLwzmy3cREWUXg2QiojxxoidgulrFxCzRzU3NaOv0T3Dv1KJZ3pXV27WX1uOt5m6EI7Gsvs6h9n54g1La9PORu2qDUjSr6yFjyQBaO30TfgYKQeJCW7pyhn4DLgDl23cREWUHC5iIiPLEvzU1QzbZ+Vt9rQfeoISjnb6M6nQTwXa+8DhELJhVlvXXCUfieOXNtqS3SZEYHnvxHXzn2Z3YuuvEcJAczm7QTsbr94dTfgYKyVP/dRBHDar3TyffvouIKDu4k0xElCdO9YdyvYRRErNE/+uNoxmn+NbXenRaVfaM3LGNxuI4PTBoyOsmS/9UsutGhSPfU4AnqjE+PTCId4705nqZAPLju4iIso9BMhFRnjBbFqDNKiAcjeGN/ZnV5iaC7WQmOrk2Qro6SSMkS/9MpLeb7CNBWSLFzNOHQI2JaowTXbzbT/mz3ghPiXTfRUQ0uTBIJiLKE2bLAuweGMKGJ7Zn9BwCgLnVbrjHBLwTnVy/uuck7KIVKxqmofGiOVkLmPXYsbVZLSh3iejW2NRsbPqnHuntlF+6+0KQIrG86nKt5Hcn0cXbDJ/lVN9FRDQ5MUgmIsoT08pLcbw7kOtl6MpRWoT3Twzgth/+BQBQIlqxeG4ljp/yob07mPLkORaXERqK4tU9J/HnPScBYTgYLbFbsXR+Fa65ZK4ugbMeO7aOkiLc+fdL8L3ndmtq9DU2/fPl7W3sYD3JhCPxvOtyrfR3xywBcl21G2sbG3K9FCIyCTbuIiLKE7c0NkAw2W5ypgKhKHyhCKRIHFIkDm8wgtf3d+J4mgB5LBmALANSdPjx//t2B77++DY8+p/7IGXQfVqvHduBgITX3+nQ1OjLVmTBFefOGPVvRzgLeVJKdLnOB/mU7VDmFLF8QdWznf9oAAAgAElEQVSknEdNRKkxSCYiyhMzqpwFPwZGL5FYHG8f7sWDL+zRHCjruWN75KQP6685C6V2dQlckWgcT/zm4KifIRbPz/pUykw+dbnOl2yHy8+pxQNfPB/rr1vMAJmIRmGQTESUR7598/kQbfzqVqqty4/NTc2aHqvnjm00LkO0WfHgrStQald3Mt7W6Rv1M1gtPP6TVb50uc6HbIcZVQ6s+dhCXngkoqT4l5aIKI84S0U8fPuFKHOKBZd6nS1HOrya0lSlSFS3NSSabzlLRTxw8/mqZrHKGJ1qW1/j1m1dlF8iJu9yfaIngAeeeQtH8yBIFszWCZGITIVBMhFRnnGWith058X41s3nY0aVw3Rdr81mICCpSlPt8Q5iw5PbcKJHv7nUI5tvbd3ZnnSsUzojU21XraxDhcuu29oof5zqG8yozj5bAiEJdz/2Oh54Zkfahntm0qux2zwRTQ7sbk1ElKdmVDnx7S9dAGC4Uc7L24fnCUfjMoosAmZMdUKWZbR3B3GqL4hwJG6KWaS5oCRNVYrE8ORvD2B/a5+u79PY2ataU1ETP4PHIaKu2p310TkCAKtVQDQ2OT8zZhSOxEzX5ToQkvDPT2yDFDFul7tIh8/lYDiK0wODqCwr0WlVRFRIGCQTERUAj0PEP1yxIO19vEEJP/jFLs3zevPZRDu3iZmuRzv9ur5ustmrWhtvjfwZVl82D4dPDMAXimS6xKQEACX2IoTC+qWckz4SqfdmqaXd+MwOQwPkOdVu3H71IvxxVztaO3wYlKLoOK0+60MG8PC/78WDt12o/yKJKO8xSCYimiQ8DhHf/tIFeGjLnoxn/+abiWqANzc1ZyVATjZ7VWvjrSKLACkSw9NNB9HW6c9agFzusmPmVCeOd/kQMn+D4kknkXq/+vL0F8WMcKInYNhYKqtFgN1mASDjj7vasWpl3ZkLBXf+6DWEhtRf0On1hXGiJ4DX9nWgtcOHWDwOq8WC+hr3qOcnosmHQTIR0SQi2qzYcP1ybG5qRmunD/1JxrSUu+yQZRkDgfyYyarEyJrgsRIzXfVU7rJj7gcB8tjRMvU1brRqSLmuq3YpvsAhABPex+MQYbdZ4CgREZeHU/Tra924akUdmt44ineO9KpeIxnDLF2u/62pGXIWr7YJAmARBMTiMmJxGaFwDEc7/Tja6cfuQz2oq3ZjXWMDKj3FOD4UUP38sbiM7z23G+Exdd6tHb5Rz8/xUESTD4NkIqJJRrRZsf66xUnrmOtr3bh4SQ1+9Ot9uV6mbsqc4qia4LEynekqACgtLkKFpxii1XIm0Ey1C7VqZR12H+pR9ZrlLjs6ekKKd7tlAFPLiuEqFSFF4/AFJQAyXKUi7DbrhGt8s/mU4rWR8dQ2fsuWU/36NbdLRpaBWIoovM8fRr+/Bw9t2QtrBt0LxwbIyZ5/w/XLGCgTTTIMkomIJqlUdcy/3NqSUdBoNvU1nlE1wWNlOtN1xlQnvnXz+Yrvr6XxViwm4732flXrisRk3Pn3S1SnjHqDEsKS+Too04fUjBDLplzH6jKG54hXlRVn9fnN1iyNiLKPQTIREY2SadCop5lTnZhb48au97oxJMVUd52um+4aVxM8ltZGWgliUfoaY29Qwu+2t42qeayb7sLMaU60nwpMGCiLNgt8IfWp71prV1/e3jZpu6Dni0T5QLLPlpH1tGaI1WUA4UgcVouQlc/tyDnlrFEmmjwYJBMR0SiZBo16sBVZcNacCtz6qUUQbVZ84e8+ciY9/PBJL7p6gxiUUq9z7OPT0dpIKyFVvfPIJltjd+ZbO3wod4rwOEUIAtDvHx8EJ2rDvRnUhmupXc3VRRK7zYKpFaUQrRac9g7CG8xOY7J853GICA1FcOePXkM4yYUjI+tpp5WX4ni3+lpgvXmDEkrsVgyGs5MBYaZmaURkDAbJREQ0SqZBYyYsAlBd6cCtn1qEGVXOUbeNTQ/3BiW89NoR7Dt8GoNSDAKAYrEIS+dX4ppL5ire9dHaSAsYPwM5ITFSKl2Trf4Pgt/aylIsm1+FY13+pLXhmeyNJatdnWj30eiLJHbRirPqKrC2sQGDUgy/296G9p7cB15m5Q9JeH1/V9r7GFVPe0tjAx54ZkdWm3cpVVlWgvZT2fvcmKVZGhEZg0EyERGNkknQmKm4DJzsCeJHv9434U6YxyHipqs+mvFrammkBSSfgZywualZ8Zitk6dDCA5F8eCtK0f9rHrUho+sXZUiMfzkpQNoaR9I281XEIzNoZ1eXoK1jQ0pd91pNKUZxUbU086ocsLjEE3RCd8iCFndTTZLszQiMkbutguIiMiUVq2sQ4XLntM19PnD2NsyvBMmpeg+q5dEIy21oWGyGcjAhyOl1JxSDwQkfP/53aN+Vj3SnhOp4IGQhLsfewP7W3vTdvPd29KDPt9Qxq+rRhzAQ1v2YG/LaQbIOhtZT5st3775fIi23J9OFlkErFw0PavPT0STR+6/1YiIyFS0Bo16G7kTlm3rGhtQV+1S9DNbLQKWza9MmcaqdaTU8VOBUT9rpmnPiVRwKRLDPU9tRygcnfAxMgB/MGJoQ6Y+75DiXffJxmoRJmwMN5FEPW22OEtFPHz7hSj7oL4+V+prPWi8aA7KndlprpVu1joRFR4GyURENI6aoDGbZACHT3qzuhMGDM+O3nD9cixfUIXyFLvoVouAqWXF+MG6FfjHv1+SMg08kx3gtw+fxsZn3sJ3n9uF/gxnNydSwR9/6QBCKlJQZRg72icak3UPkK0WAVYLIBbl+hOcmVhchhTNvEY82/W0zlIRm+68GP/f589BsZibecJXnDsDHoeIOTUe3b+3UvUeIKLCxSCZiIjGGRk05nrsiTco4bvP7cx62rVos2L9dYux8abz8LFzZ6C+xo3Z012or3HjyvNm4OH1F+HB2y5EZVlJ2ufJZAc4FpdxojuI1g4ffBl0d06kgnuDEg6pnK9sJLvNkjL9OxOxuIxYHJg+xYH/s7QGdhOkA+eSEfW0UiSG5//YkrMZ27/602EA2bnAl6r3ABEVLjbuIiKilGTIOU2hTOj1hnH3Y2/gwVtXwFma3ZPVsV201cpld3ABwOK5U3DHtWdBtFnx///vEYQjuR/plYwAoMhqyer6jp8KwBsIQzLpe2AUvepp03VGf/5/DuU0bX7kLOMN1y/H5qZmvHOkF5FYZsfeVWqbcNY6ERUeBslERDSOkhFGRguFo7jnqTex6c6Lsjr7NVO57A5utQooGlHDmquZx0q4Sm0YynJ2AADOW0bm9bQTzfze+V43goPRnH5XjJxlLNqsuOHjC/Gtn+3IqPO2AOD+L5xr6u8bIsqOyZ1/REREST3+mwM4aqIAOSEUjuLxlw7kehlp5bI7eDQmj+oKbvTMYyVsVgtsVgt8ocik3+E1Qqb1tIkLZum6jw8EpIx3bPXw+judZ8oyXt7elvFoqqXzK1HpSV9eQUSFiUEyERGdIUVieOTXb2N/a2+ul5LSofb+rDfyykSiO3iujOwKnsvU72RsRRZEY3FTBFSTQbpZ3kqpmfmda6FwDD94YQ+kSCzjLIq66S7c+qlFOq2MiPKNuf56EhFRziR2jPa39kE28RlxOBLP6kgbPaxrbMCsqY6cvb4M4EiHF96AueYOR6LxvAi2CoGA1LO8ldIy8zvXjnX5sbmpWXMWhdUi4JwFVbhnzXKmWRNNYgySiYgIwIc7Rvkg2yNtMiXarLjv8+eiLEszW5UYCEjo9ZkrSCZjlDlFLF9QlXKWt1JaZ37n2uGTXs0X+mZMdWL9dYsZIBNNcmzcRUREebdj1N4TwLee3TGqu65Ro6rSdfgduQbRZsWDt67E95/fjeOnAoasjSY3iwBcurQGV188V5ffBzM3fkvHG5QQCkc1PXbhzDKdV0NE+YhBMhER5d2OkRSJ41jXcODZ2uHD7kM9qKt2Y11jAwalmKIgVv1rpu/wO3INI3ehKlx2dJ4OsQ6Xska0WfCRmeVnRn/pxYyN35SKRNWvPdMmZ0RUOBgkExFR3u4YJfT5w+j39+Dux96A3WZB/5iutumCWCWUjMRKrOGhLXux4fplAGC6MVpUmD4yqxxf+czZuj+v2Rq/ZVO6JmfvHe/H4y/tPzPmSgDgLLHh9mvPwkdmlRu9VCIyAINkIiLK6x2jBBnDI6JCKTbExwaxagJlpR1+R3aWBsAAmQzR3h2ANyjpXnKQy5nfRkrV5KzPN4h7nnoT0djo32IZgH8wgv+7ZS+KrAIevHUFKtwcFUVUSCbPJUIiIkppsuwYjQ1ilVBbr53oLH3kpJcBMhmi3x/OSsd3LTO/bUUWWPPo66TcZU/a5KzPN4ivPbF9XIA8VjQm42tPbEefbzDbSyUiA+XR1xgREWVLfY3+c33LXSKcJeZLWJIBtHb6FM9a1lKvPRCQMGDiWc5UeLLR8T0x81tQeH8BwJK5U/D9W1eaNlD2OETMnu5CfY0bV543AxtvOi9pN+t7nnpTcYdsWR6+PxEVDvOdvRARkeFWrazD7kM9qoJBQQAWz52CGz62AH/c1Y7WDh+icRlFFgH1tW5ctaIOM2vLsOmF3Xi3rQ/9SZ673GXHzKlOHO/yYSAY0fNHSiux87b68gUT3jff67WNZhGAOLfQDRfN0pu+rrFBUW392JTlGVVOHDNhV/dKTzG+ceO5ae/z3vH+CXeQx4rGZLx3vJ81ykQFgkEyERGd2THq9/coThFePGfKmWZB/3BF8mDTbrPi3pvOx+G2Xry8vS1pIP3y9ja8c6RXl59DDaU7b4VQr20kW5EF4QjfM6MVWZTu96oj2qzYcP1ybG5qRmunL+XFrrkfBMiizYqfvLjftGPPlFxMeOKlA5qe+4nfHMC//tMlmh5LRObCIJmIiACo3zG649qzFD+3xyGmDKRztVOrdOdtstRr68VuszJIzoH6Wk/Wnlu0WbH+usXwBqWUF7sSTcPMPnNdycWEwKC2rJZAyLhsGCLKLgbJREQEQNuOkR5ytVOrdOdtsnT41UO5yw63Q4SPwYKhjJrvm+5iV4LZZ64ruZhg1gCfiIzDIJmIiM5Qs2Okl1zt1CrdedNSr13mFAEZk655VzgSQ59vKNfLmFTSzffNBTPX8Cu9mCCAgTLRZMcgmYiIxlGyY6SXXOzUqtl5U1uvLQCor/FABrC3RXmNt81qQSSW32nKoaForpcwqaSa75tLZq3hV3MxwVlig19DyrWz1KZhZURkRiy0IiKinNIyizUTWnbe1jU2oK7aNeEonJFBi5rHzKl2Y9GccsWjdoisFgFL51WOm++ba2at4S+xF+ELf7dQ0X1vV9FvYaQ7rtH2OCIyH3N+kxER0aShdhZrMuUuEaX2iQMFrTtviXrt5QuqUJ4ioC932bF8QdWZoEXtY267+ixFQTURAMTjMiwWwVQBMpCdmet6GAxH8ch/vAMpEpvwvh+ZVY4iq7rfxCKrgIUc/0RUMARZVjoqvbD09PhzvQRSqarKBYDHrhDx2BYupcdWisQUddYGAHepDVM8JYjLo2ulS0SrIU3HtNRrp3rMxUtq8Nq+DrR2+BCLx2ERBAQHIwhH4vAmqWe2WgTEOISYPlDusmPjTefp2icg0+9jb1DCd57dacrmXQKA5QuqsP66xRPet883iK89sR1KzpIFAfiX21eiwl2S+SKziH9rCxePbWqJ90YtBsmUN/gFULh4bAuXmmMrRWK6BLlGNh3TSorE8HTTQbR1+pMGE2VOEWKRBY4SG+IyzvwMzW39ONETzMGK9eEutUEQhKQXAEibK8+bgdWX69c/QI/v48de3K+qHt9Iai4s9PkGcc9TbyIaS/2TFFkFPHjrCtMHyAD/1hYyHtvUtAbJbNxFRESmoFdnbSObjmmhZNd8ICBBAOAoEXHvmmUAgKebDqJnYNCwdWZDVVkJZIBBso6OnDRfN2mlM9dzod8fxitvtim6sFDhLsHTX/tbvHe8H0+8dGDU/GRnqQ23X3MWPsIUa6KCxCCZiIhMxexBbqY2NzUrCh5kAG2dPjz124MYCIZNGXCoFY3L0Dpcx2oR4CqxTbqxWhOJmjD9XsnMdSVK7VbYxaKkj7daBMRlWVE69FhqLyx8ZFY5/vXLl6h/ISLKWwySiYiIDOINSmjt9CkOE2UAB472IRqLGxYgZ7PuufN0EFqD5GLRirm1Huxp6dF3UXmuyGLOVm8jM0Me+dXbON4dUP0cFy+pwVUrZqfMLPnhv+/BiZ6Q6ucNK2jeRUSTW06D5GAwiMbGRgDAq6++Ou72gYEBPProo/jLX/6C3t5e1NfX45ZbbsGqVauMXioREVHGmt44qnpXzcjZyaLNgukVpTh+Sn1Ao4QU1f6zBIei2HeYAfJY9bWeXC8hLY9DxF2fW6q6mVdilrk7TWaJL6h+ljEA+EPMRiCi9HI6AmrTpk04efJk0ttCoRBuvvlmbNmyBWeffTbWrFkDn8+Hu+66C88//7zBKyUiIsrcW82ncr2EtEpEKxbOLMv1MlIy8HpBSm6HLddLOCMRSJqd2jFvSmeZC5o30c25+05E5pGzIHn37t144YUXUt7+3HPP4eDBg7j//vvxyCOP4Otf/zp+85vfYP78+Xj44YfR29tr4GqJiIgy4w1KGJLMnebpKhWxamUd7LacXkM3tXJXMUrtua9WUxpImsW6xgZFc8DVzDJ3afzZ8+U9I6LcyclfwXA4jG984xtYvnw5nE5n0vts2bIFlZWVWL169Zl/czqduO222zA4OIimpiajlktERJSxl7e3mX7Gsd1mhcchwmplkJxKT38Ig+Go4vtn461UE0iaRaKZ1/IFVSh32ZPep9xlx/IFVdhw/TJFs8zFIm3zzsUifr6JKL2cXAp99NFHcfLkSfzkJz/B5z73uXG3Hz9+HKdOncLHP/5xWK2jvwAvuOACAMDOnTtx0003GbFcIiKijB3pMN+onrES9a1T3HaEhpQHgpNJKKwuG6DIakUsrl8GgdJ54Wak15i3hPoaN1o1/F6ZvY6biHLP8CD5wIED+NnPfoY777wT9fX1Se9z/PhxAMCsWbPG3VZVVQW73Y62trZsLpOIiEhXsbhxBbXOEhtCQxGo2bguc4pYtWI2pEgM3f35PY/ZTMKRGOw2C8IRbcffbrNi+pRSzYGkGek15m3VyjrsPtSjqSEYEVE6hgbJkUgE9913H+rr67F27dqU9xsYGAAAuN3upLc7nU74/f6M1lJV5cro8ZQ7PHaFi8e2cPHYAsV2Yxo+FYtWPLHhcnx505/R51MePFgsAurrpuAHz+7QHNBRcrYiq+b3dOY0Jx6562/0XZAC+fA7W1UFLKyrwJsHOhXNSxYE4KN1Faivm5L9xZlYPhxb0obHVj8ZB8mXXXZZyg7VCWvWrMHGjRvx1FNP4f3338evfvUr2GypTxai0eEUL1FMfqVUFEUMDvIqNxER5Y+Fs8tx6Fh/1l+nqMgCGTIEla1/ZRlo6/Ti0PHsr3GymVZRimhPQFPjNtaHp/fVNefgvsdfx/vtA2kDZUEA5s8sw91rzjFucUSUtzIOkq+44gr09fWlvc+SJUvw/vvv48knn8SNN96IJUuWpL2/3T7c0EGSks+xkyQJpaWl2hb8gZ6ezHaiyXiJq2M8doWHx7Zw8dh+6G/PrsHvXj+a9eZdHqeIX/z3QfR6h1Q9rt8fxtcf/SsGTd6BOy/JMi48azpe3ZN+UyGZ2VOdhv7+5OPv7N2fORubm5rR2ulLOod8ZB23byCUgxWaQz4eW1KGxzY1rbvrGQfJ991334T3icViWL16NaZOnYovf/nLE97f4xluqBAIBJLeHggEMGXK5E6VISKi/OJxiBBtFgyqbPykVk//IF5XGSAnMEDOjvpaD65aMRtvv3+a9bNZoHdDMCIiQ2qSOzs78c477wAAli1bNu52v9+PhQsX4vzzz8cvfvEL1NXVAQBOnDgx7r7d3d0Ih8OYM2dOVtdMRESkt+kVpTjamd0r/RLriU0lEei6HSLqqt3o9/dASS5Bvs1BNgO9GoIRERkSJLvdbtx5551Jb3v66adht9vxhS98AbW1tQCAmpoa1NTUYPfu3YjH47BYPqzH2bFjB4DkwTYREZGZzav1ZD1IJvMYG+iua2zAQ1v2oK3TnzZQzsc5yEREhcSwIPkf//Efk97285//POntn/rUp/Dkk0/i+eefx4033ghgOM36ySefRHFxMa6++uqsr5uIiEhPWkbWUH5KFuiKNis2XL9ccf1svs1BJiIqFIbPSVZq7dq1+P3vf4/vfe972LlzJ2bOnIk//OEPaG9vx/3334+KiopcL5GIiEgVj0NE7VQng+QCly7QZf0sEZH5mTZIdjqdeOGFF7Bp0yb8+c9/xl//+lfMnTsXmzZtwic+8YlcL4+IiEgRb1DC77a34fBJL071hRBmcyxdTHHbUVvpxLvH+xGJ5rYO22oRUFPpgFhkURzosn6WiMi8ch4k79q1K+VtlZWV+P73v2/gaoiIiPQhRWJ4uukg2jr93DnOgl5fGP2BMOI57lMmAFg6rxLrr1uc24UQEZFuch4kExERFRopElPUoIkyY4YAmQ22iIgKD4NkIiIinW1uamaAnOfKnCJmTXWhvSfABltERJMMg2QiIiIdeYMSjnb6GCDnMQFAfY2HDbaIiCYpBslEREQ6enl7G2uQ81yJvehMCjUbbBERTT6WXC+AiIioEHiDErZsbcFr+zpy8vplThHL5ldi9nQnhJysoHAMSVF4Q1Kul0FERDnCnWQiIqIMmKGL9dSyYtz7+XPhcYiQIjFsbmpGa6cvaS0tTSwuAz/897148NYLc70UIiLKAQbJREREGuW6i3Wiu/KG65edaR4l2qxnaml/89dW7H3/NIakKACgWLRClmX4Q9EcrDa/9HrD8AYl1h0TEU1CDJKJiIg0ymUX63TdlaVIDL/4n/fQ1umHLyiN+Pccz0zKI7G4jFfebMPqyz+sR/YGJbz42hHsO3waQ1IMAFAiWrF0fhWuuWQuA2oiogLBIJmIiEiDXHSxtliAOdPdabsr53p3u5AcOekDMPyePvnbAzh4tB+R2OgLDVIkjv99uwPb9ndh0Zxy3Hb1WRwJRUSU5xgkExERaZCLLtauEhHfuPHctPfhjGb9ROMypEgMP3hhN451BdLeNxKL4+3DvXjwhT24Z81yBspERHmM3a2JiIg0ONLhM/w13ROk82Zjd7vUXjRp04iLLAI2NzVPGCCP1Nblx+am5iyuioiIso1BMhERkQaxuPH1vWJR+j/beu5ul7vsOGdBFTbdeRE+Ortcl+fMNzOmOnHkpFf14450eOENcoQUEVG+Yro1ERGRBlaL8deZ62s94/7NG5Twu+1taO3wob3br+l5PQ4bKj0liMZlFFmEcTXP7x7ry2TZeancZQdkGQMagt2BgDSu6RcREeUPBslEREQa1Ne40WpgynW5y45VK2af+X895zOXuYrT1joPftDJeTKpm+5Ce09Q8+MTTb+IiCj/MN2aiIhIg1Ur61Dhshv2enOr3WdqkhMdrPe2nNYlvbrIImT8HAVHziylPhpn6zQionzFnWQiIiINPA4Rs6a5DOtwHYvHIUViEG1W3TtY11Q6sGVrC1o7fIjF47BaLKivcWPVyuGU62LROulmLLed8sNVatP8eF54ICLKXwySiYiINBIMjIPePtyLrz+5DV/+9Nm6d7B+Y38nxm58tnb4sPtQD+qq3Vgydwpe39+l4yuaX78/nFGQnKx+nIiI8gODZCIiIg28QQnHurQ1ytLKF4zge8/tGhfQZirV8/X5w+jz96DEPjln/gqCgDKHqLp5V5lTHFU/TkRE+YU1yURERBroOW5JjVyUug6GJ1/jroS5GnaE62s8E860JiIi82KQTEREpMERAztbU24UWQSsa2zA7OlOxY+pm+7C2saGLK6KiIiyjUEyERGRBpl0Pqb8UF/rgWiz4t4152DZvErYrKlPm2xFFiybX4l71iyHaJuc6elERIWCNclEREQaWC28zlzIRs6lFm1W/OOnl8AblPDSa0ew7/BpDEoxCACKxSIsnV+Jay6ZCw9TrImICgKDZCIiIg3qa9xoZcp1QRIwei51gsch4qarPpqbRRERkWF4GZyIiEiDVSvrUOGy53oZpDMBQF21m3XFRESTGHeSiYiINPA4RNRVu9Hv79F1ZjHljt1mwdxqD6orS/F/f7kXsXgcVosF9TVurFpZx3RqIqJJgkEyERGRRusaG/DQlj1o6/QzUC4A4Ugc77X3493j/aP+vbXDh92HelBX7ca6xgY25iIiKnBMtyYiItJItFmx4frlWL6gCuVMvS4IcoqrHX3+MPa29OChLXshRSbv3GgiosmAQTIREVEGRJsV669bjI03nYePnTsDnlJbrpdEWSIDaOv0YXNTc66XQkREWcQgmYiISAceh4h/uGIBppSV5HoplEUygNZOH7xBKddLISKiLGGQTEREpKNYPJ7rJVCW9fvDeOXNtlwvg4iIsoRBMhERkY6sFv5pnQyOnOSMbCKiQsW/5ERERDqqr3HneglkgGic/cyJiAoVg2QiIiIdrVpZx07Xk0CRRcj1EoiIKEsYJBMREenI4xAhp5ojRAWjvtaT6yUQEVGWMEgmIiLSkTcogXuMha3cZceqFbNzvQwiIsoSBslEREQ6enl7G/oDHA9UqAQAc6vdcDvEXC+FiIiyhEEyERGRjo50sOtxoRIA1FW7sbaxIddLISKiLCrK9QKIiIgKCeck5zdBAJKVlJe77Jj7QYAs2qzGL4yIiAzDIJmIiEhHk21OstUiIJbH45A8DhFlLjuKLALqa924eEkN/rqvA60dPkTj8pl/v2pFHTxMsSYimhQYJBMREemovsaN1kmUcp3PAXK5y44HbjpvXH3xP1yxIEcrIiIiM5hcl7uJiIiybNXKOlRwTrLpsQEXERGlwiCZiIhIRx6HiJR40wIAABxCSURBVLpqN8dAmRgbcBERUToMkomIiHS2rrEBddUuBsomVO6yY/mCKmy4fhkbcBERUVKsSSYiItKZaLNiw/XLsbmpGa2dPvT7w7leEgGYPc2Jr3x2KRtwERFRWgySiYiIskC0WbH+usXwBiW8vL3tTLdkyDK6+gYRjsRyvcRJpdxlx12fXcoaZCIimhCDZCIioizyOMRx3ZIfe3E/9rb0IH/7QucXNukiIiI1WJNMRERkMNYsG0u0WeBxivAGpVwvhYiI8gCDZCIiIoMlapaXL6hCeYpxUXabBSUi/0wnCBgOdrUIR+J4dc9JfOfZnXjsxf2QmOpORERp8K8vERFRDog2K9Y2NmBGlRP2JF2Ww5E4BqV4DlZmPomO1A/ffiHOSXNhYSJ9/jD2tvTgoS17GSgTEVFKrEkmIiLKASkSw0Nb9qCt08/a5DEcxUWoLCtBkUVAfa0bV62oO9OROlkzNIsAtHcHEI1N/E7KANo6fdjc1Iz11y3O7g9CRER5iUEyERFRDmxuap5UAbJYZEEkGk/78woA6qrdE84wHtsM7Ue/3qcoQE6QAbR2+uANShwHRURE4zDdmoiIyGDeoISjnT7DAmS7xlresSwZdBqrrXKmrcFOpFRPFCCP5Q1KONTer3o9/f4wXnmzTfXjiIio8HEnmYiIyGAvb29Dnz9syGuVu+yYUeXEgdbejIJyq0XAfZ9fjp+/cgjHuwOqHz9/hgerL58/LlU6WUq1Gi9vb0M4oq12+8hJn6bHERFRYWOQTEREZLAjHcYEZ4n5wGsbGzKuf14ydwrmVHtw1+eW4jvP7lQV5Je77Fi1YjaA5HOjM5HJexmNT5ZkdyIiUoPp1kRERAaLxbPftTpR37u2sUHRyKl05lS7cevViwAMB7l11W4IClOvE4G6O0u1v5m8l0WZ5I8TEVHBYpBMRERkMKslu39+k9X3ijYr1l+3GHd99mzMmuqA3WaBrcgCiwBYUgSL5S47zklSJ7yusQHzZ5ZNGCiPDNSzJZP3sr7Wo+NKiIioUDDdmoiIyGD1NW606pxyLQCYNc2JhbPKktb3SpEYnm46iNYOHwYC0ugHyzLsNguKrBZUeIohWi1p64RFmxXfv+NibHphN95t60N/ktTrcpf9TKq3mkZcaml9L+2i9UwKOBER0UgMkomIiAy2amUddh/q0bV51+K5U/CVz56d9DYpEsODL+xBW5c/5ePDkTjCkTiisRAuWlyNi5fU4HfbhxtsxeJxWC0W1Ne4sWrlcOBst1lx703n43Bbr66NuNTS+l4unFmWtRRwIiLKbwySiYiIDJao6+339+gyBqrUXoQ7rj0r5e1P/dfBtAHySOFIHK/uOYk/7z0JecziWjt82H2oB3XVbtx38wWw26y6N+JSK/Fe9vl7FD+m1F6EO65J/X4REdHkxppkIiKiHFjX2IC6ahcybR1Vai/Cg7euSJnS7A1KONDap/p5xwbICX3+MPa29OC+x19HOBJL+xzeoIQtW1vw3ed24VvP7sB3n9uFX25tgTcopX2cWusaGzCn2qXovhO9X0RERNxJJiIiyoFEx+nNTc1o7fQlreu1FVkAGYjExndwtotWLJxZhjuuOSttwPfSa61JH58JGcD77QPY9MJu3PKJj467PVH/3NbpH5cGPXI3ep1O9cpK3ku7zYKFM8txx7Xp3y8iIiIGyURERDmS6DjtDUop63oBZFTzu++w8jRkNWQZaGnvhzcojVqHFIlNOJO5zx9Gv78HD23ZO65ztlZK3ksjaqSJiCj/MUgmIiLKsYnqejOp+R2U0qdEZ+L0wBBeebMNqy//cH2bm5rTBsgJMoC2Th82NzVj/XWLdVtTrmukiYgo/7EmmYiIiDQ7cvLD8UveoISjnT7FzchkAK2dPt1rlImIiDLBIJn+X3t3HlXVdfZx/AcoECXgAEmFhaKYayUWB4K+aVpb5yiVGI2K4BQVYalRyUpqpdXauuywltGIxpqYwYFgNa1R08RqjICpiQHFoRqDcSAIRkQIInplyD3vH8Kt5IKiwmXw+/mLu/e+xwe3z/U895y9DwCgCXN1rtv1t2WW/5XEH32ecdePYvruarF2Hsio3aAAALgPFMkAADRhPTp71unxmzn+b3/uMxcKbzOyerdejQYAoL5RJAMA0IQ929dfzZ3q7r97fx8P68/fW+5tF+1br0YDAFDfKJIBAGjCPFo66/GOberk2J6tXDXs/zpYXzs53ttpxa1XowEAqG8UyQAANHHRzzyuDj9yq9VjOjhIJt/Wcr/lsUr+3u73dKxbr0YDAFDfKJIBAGjinJs7aX5EkIJMXrXyrGAHSY/5ttKLEUGV2oc96ac2D7vc1bFaP+xS6Wo0AAD1jeckAwDwAHBu7qSZI3+iK9dK9NHnGTqdfUU5+ddVXGrR91WsCXZwkIwqlgq3fthFndq5a/6UPnJpXnnnbI+WzvJr567vrubW6DFQDpI6tXOvdDUaAID6RpEMAMADxKOls8YNNFlfVxTNZy8UqsxiqJmjg/x93PWzQG99evSCTfvQ//OTR0tnmwK5wvThAfprQpoyvr1620LZQZJfO3dFDg+o1d8PAID7RZEMAMAD7IdF862qa78d5+ZOmhfeS2s/+FJnvy3Ud1U8N7nianTk8AA5V1NsAwBQXyiSAQBArfrhrd3VXY0GAKAhokgGAAB14nZXqQEAaKjY3RoAAAAAgHIUyQAAAAAAlKNIBgAAAACgHEUyAAAAAADlKJIBAAAAAChn992tCwsLtXr1au3atUt5eXny9vbW8OHDNW3aNLm4uFQaW1BQoLi4OCUlJSkvL0/+/v6aNm2ahg0bZu+wAQAAAAAPALsWyYWFhQoPD9fp06f1i1/8Qp06ddIXX3yhuLg4nTx5UqtWrbKOvX79uqZMmaIvv/xSQ4cOVbt27bR7927FxMQoPz9f48ePt2foAAAAAIAHgF2L5FdffVVff/21Fi5cqIiICEmSxWLRjBkz9PHHHys1NVXBwcGSpA0bNujEiROVxs6YMUNhYWFaunSphg4dqrZt29ozfAAAAABAE2e3NcnXr1/X1q1b1atXL2vRK0mOjo6aMWOGRo4cqbKyMmt7QkKCPD09FRYWZm1zc3NTdHS0zGazPvjgA3uFDgAAAAB4QNjtSnJqaqrMZrOGDBli0xcYGKjAwEDr68zMTOXk5GjIkCFycnKqNLZPnz7W402ePLlOYwYAAAAAPFjsViSfOnVKktS5c2dt27ZN69at09mzZ+Xp6alRo0YpKipKzZrdDCczM1OS1L59e5vjeHl5ycXFRRkZGfcVj5fXw/f1ftQf5q7pYm6bLua26WJumybmtelibpsu5rb22O1260uXLkmS4uPjFRsbqw4dOmjMmDFq3ry54uLi9PLLL1vHFhQUSJLc3d2rPJabm5uuXr1a90EDAAAAAB4o930luX///srOzr7tmIiICJWUlEiSkpKS9Oabb+pnP/uZJMlsNmvq1Kn66KOPFBISooEDB1rXJjs7O1d5PGdnZ5nN5vuKOzeXIruxqfh2jLlrepjbpou5bbqY26aJeW26mNumi7mt3r1eXb/vInngwIHKz8+/7ZjAwEClpaVJkgYMGGAtkCXpoYce0ty5czVhwgTt3LlTAwcOtD4vuaKw/qGSkhK1aNHifkMHAAAAAKCS+y6SY2NjazSuYk3y448/btPXtWtXSdL58+clSR4eHpKkoqKiKo9VVFTE458AAAAAALXObmuS/fz8JEmlpaU2fRVtrq6ulcZmZWXZjL106ZKKi4vVsWPHugkUAAAAAPDAsluRHBQUJEk6cOCATd/x48clSV26dJEkeXt7y9vbW4cOHZLFYqk0NiUlRZLUs2fPugwXAAAAAPAAsluR7O/vryeeeEJpaWnasWOHtf3atWtasWKFHB0dNXLkSGt7aGioLl68qPj4eGtbUVGR1qxZI1dXVz3zzDP2Ch0AAAAA8ICw23OSJWnx4sWKiIjQvHnztGvXLvn4+Cg5OVkZGRmKjIy0rk2WpMjISP373//WkiVLlJqaKl9fX+3evVvnz5/XggUL1KZNG3uGDgAAAAB4ADgYhmHY8w+8cOGCVq5cqeTkZBUVFaljx46aMGGCnnvuOZuxly9f1rJly5SYmCiz2axOnTpp6tSpCgkJsWfIAAAAAIAHhN2LZAAAAAAAGiq7rUkGAAAAAKCho0gGAAAAAKAcRTIAAAAAAOUokgEAAAAAKEeRDAAAAABAOYpkAAAAAADKUSQDAAAAAFCOIhkAAAAAgHIUyQAAAAAAlKNIBgAAAACgHEUyAAAAAADlKJIBAAAAACjXrL4DAKqydetWzZ8//7ZjfHx8tHfvXuvrcePGKS0trcqxixYt0rhx42o1Rtyfvn37Kicnp8q+tWvXqm/fvtbXBQUFiouLU1JSkvLy8uTv769p06Zp2LBh9goXd+Gzzz7T2rVr9d///lfFxcXy9fXViBEjNGXKFDVrVvm/HfK28SkrK1N8fLy2bNmirKwseXl5aeTIkZo+fbqaN29e3+GhBnJzc7Vy5UolJycrLy9PHh4eevLJJzVnzhz5+vpax7333nv63e9+V+Uxunfvri1bttgrZNTQ8uXLtWbNmir7hg0bpuXLl1tfb9u2TevWrVNGRobc3d01dOhQzZ49Wy1btrRXuKiBLl263HHMhg0b1KdPH0nkbW2hSEaD1LVrV82aNavKvv379+vw4cMKDg6u1P7111+rY8eOCgkJsXlPt27d6iRO3JsrV64oJydH3bt3189//nOb/g4dOlh/vn79uqZMmaIvv/xSQ4cOVbt27bR7927FxMQoPz9f48ePt2fouIPt27dr3rx5atmypQYPHiw3Nzft379fr7zyig4fPqzVq1fLwcHBOp68bXz++Mc/avPmzQoKClL//v2VlpamuLg4paenKy4urr7Dwx3k5uZq9OjR+vbbb/XUU09p2LBhOnfunP71r3/p008/1ebNm+Xn5ydJSk9PlyRFRkbKxcWl0nF+9KMf2Tt01EB6erqcnZ01ffp0m77HHnvM+vPrr7+uZcuWqUuXLho/frxOnTqldevW6ejRo9qwYYOcnZ3tGTZuo7rz4by8PG3atElt27ZVp06drO3kbS0xgEYkMzPT6NmzpzFo0CDj2rVr1vbz588bJpPJ+NOf/lSP0aGmDhw4YJhMJmP9+vV3HPu3v/3NMJlMRnx8vLXt6tWrRkhIiNG9e3fj8uXLdRkq7oLZbDaCg4ONoKAgIzMz09peUlJiTJs2zTCZTMauXbus7eRt43Po0CHDZDIZL7zwgmGxWAzDMAyLxWL8+te/Nkwmk7F37956jhB3smDBAsNkMhlvv/12pfbt27cbJpPJiIqKsraNHz/e6N27t71DxH3o16+fMWLEiNuOyc7ONgICAoyxY8caJSUl1vZXX33VMJlMxsaNG+s6TNSCqKgow2QyGfv27avUTt7WDtYko1GJjY3VtWvXtHjxYrVo0cLaXvGtWU1uSUH9u5v5SkhIkKenp8LCwqxtbm5uio6Oltls1gcffFBnceLufPHFF7py5YpGjx5d6ZbN5s2bKyoqSpK0b98+azt52/i8++67km5e2ai4I8DBwUEvvviiHBwc9N5779VneKiBPXv2qE2bNpo0aVKl9tDQULVv317/+c9/ZLFYJEmnTp2SyWSqjzBxD4qKipSdnX3Hz9TNmzerrKxMUVFRlZZIREdHy83NjTxuBLZu3arExESNHDnS5o488rZ2UCSj0dizZ49SUlI0dOhQ67qLCpxsNy41na/MzEzl5OQoKChITk5Olfoq/g2kpqbWTZC4az4+PnrxxRc1aNAgm76KW/euX79ubSNvG5+DBw+qdevWNidgjz76qPz8/MjHBu77779XVFSUZs2aJUdH21NAZ2dnlZaWqrS0VBcvXlRBQQH52Yh89dVXku78mVqRpz9ctubi4qIePXroq6++0tWrV+smSNw3s9ms5cuXq0WLFnrppZcq9ZG3tYciGY2CxWLR0qVL5ejoqLlz59r0p6eny8HBQWlpaXr22WfVo0cP9e3bV0uWLOGDvgFKT09Xq1at9I9//EMhISEKDAzUgAEDFBcXp5KSEuu4zMxMSVL79u1tjuHl5SUXFxdlZGTYK2zcQefOnRUVFaVevXrZ9O3Zs8c6pgJ527iUlJTo4sWLVeajdPNLksLCQuXn59s5MtSUk5OTJk2apIiICJu+M2fO6OzZs2rfvr1cXFysX2KVlpZq5syZevLJJ9WzZ09NnTpVx44ds3foqIGKOfvuu+/0/PPPKzg4WMHBwZo9e7bOnj1rHZeZmSlPT0+5ubnZHMPHx0eSdO7cOfsEjbu2fv16Xbp0SZMnT1bbtm0r9ZG3tYciGY1CYmKizp07p4EDB1o3FLlVenq6DMPQihUrFBAQoNGjR6tNmzbasGGDwsPDVVRUZP+gUSWLxaLTp0+roKBA69atU+/evfXcc8+pWbNmeu211zR9+nSVlZVJurmrtSS5u7tXeSw3NzeKqUbgzJkz1o1gnn32WWs7edu4VOTjww8/XGV/RTs52fhYLBYtXrxYFotFY8aMkfS/k+2///3vunHjhkaOHKmnnnpKn3/+ucLDw/Xpp5/WZ8ioQsWcvfXWW3Jzc9Po0aMVGBioXbt2acyYMTp58qSkm7l8pzzm87dhKikpUXx8vFxcXDRhwgSbfvK29rC7Neyqf//+ys7Ovu2YiIgILVy4sFLbxo0bJUlTpkyxGW+xWOTu7q6uXbvq9ddf16OPPmptX7RokTZv3qyVK1fe8ZFSuD81ndsZM2aoQ4cOcnd312uvvWYtgIuLizVnzhwlJiYqISFBEydOtBbL1e2y6ezsLLPZXLu/CGzca95KN2/9ioyMlNls1vz589WuXTtJ5G1jVJN8lG7mMhoPwzC0cOFCff755+rWrZt1rbLFYpGPj4/mzp2r0NBQ6/iUlBRNnjxZ8+fP1yeffGKzey7qj5OTk3x8fPTnP/+50rK0HTt26OWXX1ZsbKzef/99lZWVkceN1M6dO5Wbm6uxY8eqTZs2Nv3kbe2hSIZdDRw48I634gUGBlZ6nZOTowMHDuixxx5Tz549bcY7OjpW+cw3R0dHzZs3Tzt27NCHH37IyXYdq+ncenp6avv27TZ9Li4u+u1vf6vExER9+OGHmjhxovVD/NZbsG9VUlJSaQM31I17yVtJ+uabb/T8888rOztbY8eO1eTJk6195G3j4+rqKunmbXxVqcjThx56yG4x4f6UlZVpwYIF2rp1q3x9fbV69WprkRQdHa3o6Gib9/Tu3VvDhw/Xtm3blJKSUuVj/FA/fv/731fZHhoaqi1btig1NVVnz56Vq6sredxIVZw/jR49usp+8rb2UCTDrmJjY+/6PXv37pVhGBoyZMhdv7dly5by8/PTyZMndePGDetJHmrfvcztD/n6+srDw0NZWVmSJA8PD0nV3/ZVVFRksx4Hte9e5vbYsWOKiopSfn6+wsLCtGjRohq/l7xtmNzc3OTo6FhtPlbcZl3dbZxoWMxms+bMmaPk5GT5+fnpnXfesd7RcScBAQHatm2b9bMaDV9AQIBSU1OVlZUld3f3apdFkMcNV1FRkVJSUuTj46Of/OQnd/1+8vbusCYZDV5ycrIkafDgwVX2FxYWKi0trdpNJm7cuCFHR8dKjzlA/cnLy9PBgwf17bff2vQZhqHi4mLrFeSK9edVfaBfunRJxcXF6tixY53Gi7u3f/9+TZo0Sfn5+YqOjtYf/vAH6+OCKpC3jY+zs7O8vb2rPcHKyspS69at1apVKztHhrt15coVTZo0ScnJyQoICFBCQoK8vb0rjTlx4kS1u5VX3IrLLZsNR1lZmY4dO6ajR49W2X/jxg1JN+fMz89PeXl51rZbZWdny9HRUR06dKjTeHH39u/fr9LS0mrPhyXytjZRJKPBO3r0qDw8PKrdzv7EiRMaN26c/vrXv9r0Xbp0SVlZWeratavNI4RQPxITExUREaG33nrLpu/48eO6ceOGunXrJkny9vaWt7e3Dh06ZH1uZ4WUlBRJqvIWfNSfI0eOaObMmTKbzYqNjVVMTEyV48jbxikoKEi5ubk2X27k5OTom2++UY8ePeopMtRUcXGxoqKidPToUfXu3VsbN26s8o6cmTNnauLEiVUutTh06JAkWT+rUf8sFovCw8MVGRmp77//vlKfYRg6fPiwmjVrpq5duyooKEgWi0UHDx6sNK64uFhHjhxR586dq9z5GvXryJEjkqQnnnii2jHkbe2hSEaDdvHiReXn5982oYOCguTl5aV9+/ZZCyfp5rqaxYsXq7S0tMrHXaB+9OvXT66urvrnP/9Z6ZEURUVFWrJkiSQpPDzc2h4aGqqLFy8qPj6+0tg1a9bI1dVVzzzzjP2Cx21du3ZNMTExMpvN+s1vfmPdAKgq5G3jNGLECEnS8uXLrV9cGYahZcuWyTAMjR07tj7DQw0sW7ZMhw8fVs+ePbV27dpqi6Gnn35aFotFy5cvl2EY1vadO3cqKSlJwcHBNs/LRv1xdnZWv379dOXKFb3xxhuV+t5++22dOnVKv/rVr+Tu7q7hw4fLyclJq1atqrTnx5o1a1RUVEQeN1AVu5Pf7lZr8rb2OBi3/g0CDUxKSoomTJigcePG3XZNY2JiombNmiUHBwc9/fTTatWqlT777DOdOXNGISEheuWVV2xu90T92bRpkxYtWqQWLVpo2LBhcnZ2VlJSki5cuKDIyEi99NJL1rFFRUUaNWqUMjIyNHjwYPn6+mr37t06f/68FixYoPHjx9fjb4JbvfPOO/rLX/6iVq1aVTsvnTp1UkhIiCTytrGKiYnRRx99pMDAQPXp00eHDx/WwYMHNWTIEK1YsYI5a8Byc3PVr18/lZaWatSoUdbd5n9o+vTpKi4uVlhYmM6cOaPu3bsrKChI586dU1JSkjw9PbVp0yb5+vra+TfA7WRlZSksLEy5ubn66U9/qh//+Mc6fvy4UlJS5O/vr3fffVetW7eWJC1dulRr166Vv7+/+vXrp9OnTyspKUm9evXS+vXrq939GvWnf//+ysvLq/aWeunmUibytnZQJKNB2717t1544QXFxMRUuVvfrY4cOaLVq1crLS3NulZ1zJgxCg8Pl6MjN000NMnJyXrzzTd1/PhxGYYhk8mkCRMmaPjw4TZjL1++rGXLlikxMVFms1mdOnXS1KlTrcUWGoYZM2bok08+ue2YAQMGaPXq1dbX5G3jU1paqjfeeEPvv/++cnJy5O3trdDQUEVGRnJi3cDt2bNHM2fOvOO41NRUubu7q7CwUKtWrdLHH3+s3NxctWrVSr/85S81e/ZsPfLII3aIGHcrJydHK1as0L59+1RQUKBHHnlEQ4YM0YwZMyptxmUYhhISEpSQkKDMzEx5eXlp0KBBmjVrFpt2NVC9evWSl5eXdu3addtx5G3toEgGAAAAAKAcX9MDAAAAAFCOIhkAAAAAgHIUyQAAAAAAlKNIBgAAAACgHEUyAAAAAADlKJIBAAAAAChHkQwAAAAAQDmKZAAAAAAAylEkAwAAAABQjiIZAAAAAIByFMkAAAAAAJSjSAYAAAAAoBxFMgAAAAAA5SiSAQAAAAAoR5EMAAAAAEA5imQAAAAAAMpRJAMAAAAAUO7/AXOyV1fBQFPRAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 329,
"width": 484
}
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(drug_data_normalized_tsne2d[:, 0], drug_data_normalized_tsne2d[:, 1])\n",
"plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Unlike in PCA, in general for nonlinear dimensionality reduction methods, the axes aren't as easy to interpret. Each axis here is no longer just a simple weighted combination of the original features. In terms of interpretation, the main thing here is that points close to each other are more similar, and points far away from each other are more dissimilar.\n",
"\n",
"\n",
"However, with t-SNE, we are able to get some distinct blobs that appear. Could these blobs be semantically interesting? Possibly! (And possibly not!) Let's try to figure out what these clusters are..."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Clustering using k-means"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the visualization above, it looks like there are maybe something like 6 clusters (small ones in the top left and bottom right, and then four bigger clusters in the middle). Let's try k-means with k=6...\n",
"\n",
"**WARNING:** In practice, you should usually try clustering in the original high-dimensional space first. Remember that reducing dimensionality typically results in some sort of information loss. Here, we intentionally cluster on the low-dimensional t-SNE representation as it's easier to visualize and explain the material."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n",
" n_clusters=6, n_init=1000, n_jobs=None, precompute_distances='auto',\n",
" random_state=0, tol=0.0001, verbose=0)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.cluster import KMeans\n",
"\n",
"kmeans = KMeans(n_clusters=6, n_init=1000, random_state=0)\n",
"kmeans.fit(drug_data_normalized_tsne2d)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can look at the cluster centers and the cluster assignments."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[-38.052116 , 2.1478674],\n",
" [ 5.3778276, -35.44288 ],\n",
" [ 13.238311 , 26.327505 ],\n",
" [ 29.453737 , -5.4264817],\n",
" [ -2.3535683, 40.86891 ],\n",
" [-20.91582 , -17.874037 ]], dtype=float32)"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kmeans.cluster_centers_ # cluster centers"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([2, 5, 0, ..., 3, 3, 1], dtype=int32)"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"kmeans.labels_ # cluster assignments"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# kmeans_cluster_assignments = kmeans.labels_\n",
"\n",
"# alternatively, we can do:\n",
"kmeans_cluster_assignments = kmeans.predict(drug_data_normalized_tsne2d)"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-56.61162137814321,\n",
" 48.259448526580705,\n",
" -61.537774881639415,\n",
" 64.23827536992066)"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 329,
"width": 484
}
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(drug_data_normalized_tsne2d[:, 0],\n",
" drug_data_normalized_tsne2d[:, 1],\n",
" c=kmeans_cluster_assignments, cmap='Spectral')\n",
"# - `c` specifies how the different points should be colored (here, I set it to the\n",
"# cluster assignments so different clusters get different colors)\n",
"plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"These clusters don't look very good (which shouldn't be surprising--think about when k-means is expected to work well). In particular, the middle four blobs get cut up and assigned to different clusters."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Clustering using a Gaussian mixture model (GMM)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's instead cluster using a GMM. A GMM is going to be in some sense more general than what a k-means \"model\" can capture. The fitting code is almost the same as in k-means."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"GaussianMixture(covariance_type='full', init_params='kmeans', max_iter=100,\n",
" means_init=None, n_components=6, n_init=1000,\n",
" precisions_init=None, random_state=0, reg_covar=1e-06,\n",
" tol=0.001, verbose=0, verbose_interval=10, warm_start=False,\n",
" weights_init=None)"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.mixture import GaussianMixture\n",
"\n",
"gmm = GaussianMixture(n_components=6, n_init=1000, random_state=0)\n",
"gmm.fit(drug_data_normalized_tsne2d)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can examine the cluster probabilities (the pi's in the lecture slides) and the cluster centers (the mu's in the lecture slides). Note that these are not ordered in any particular way."
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.23087375, 0.35336741, 0.22672633, 0.04387784, 0.01748503,\n",
" 0.12766965])"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gmm.weights_ # cluster probabilities"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 1.57662311, -32.57944607],\n",
" [ 4.72825165, 33.90384962],\n",
" [-30.48247212, -10.34984579],\n",
" [ 26.46021606, -33.29293874],\n",
" [-49.23866102, 31.13444752],\n",
" [ 29.56640234, -2.48163878]])"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gmm.means_ # cluster centers"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Some times it's helpful to quickly check the cluster sizes by printing out the cluster probabilities in decreasing order. For instance, we can quickly see if there are tiny clusters (which would appear with small probabilities)."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([0.35336741, 0.23087375, 0.22672633, 0.12766965, 0.04387784,\n",
" 0.01748503])"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.sort(gmm.weights_)[::-1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we plot the GMM clusters:"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"(-56.61162137814321,\n",
" 48.259448526580705,\n",
" -61.537774881639415,\n",
" 64.23827536992066)"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 329,
"width": 484
}
},
"output_type": "display_data"
}
],
"source": [
"gmm_cluster_assignments = gmm.predict(drug_data_normalized_tsne2d)\n",
"plt.scatter(drug_data_normalized_tsne2d[:, 0],\n",
" drug_data_normalized_tsne2d[:, 1],\n",
" c=gmm_cluster_assignments, cmap='Spectral')\n",
"plt.axis('equal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## A sketch of how to do interpretation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above clustering looks better than the k-means clustering. Note, however, that we have not actually carefully checked yet whether these clusters found are actually semantically meaningful in any way. To do so, we should look at what sorts of feature vectors land in each of these clusters, and interpret these clusters in terms of the original features (recall that these include psychological measures, level of education, age, gender, country of residence, and ethnicity--although not in this particular order). For example, if we wanted to carefully look at what the original feature vectors are for all the individuals in cluster 2, we would use the following code snippet:"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0.37734091, -0.48246 , -0.0012233 , 0.92777797, -0.31852019,\n",
" -0.2386706 , 0.06113545, -0.13854691, -0.1259439 , -0.05417739,\n",
" 0.03940844, -0.0263555 ])"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"drug_data[gmm_cluster_assignments == 2].mean(axis=0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For example, we can plot out all the cluster centers:"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Feature value')"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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X1oZCtJXBW1KlWneNVfv8/Srt6rLqcH+fzGRyoUcBAAAAAFgXJkavWsfemjK5ShwF7AbAYjbF38x4PK4nn3xSP/7xjzU8PKy6ujp9/OMf15/+6Z/K6XQu+txrr72mT37yk8u+fm9vr3X8hS98QU8//fSC933qU5/SF77whdV/AQAAYFV+cfGX1rF3LqGy6YBVl6+DVYHXdXnbNRWaliRdvDqkko77NfebX0uSkuGwoiPDKmnZXsgWAQAAAABYkGmamhxLrQxkRCiwfm2KMPCxxx7Tj370I+3fv1+HDx/W8ePH9e1vf1u9vb369re/vehzzc3N+uxnP7vgtVOnTunFF1/UgQMHMs739vaqtrZWDz/88E3P7N+//9a+EAAAsKz+Kxd1wd9v1fddqZE0bdXrYUTodV1V7frN6DFJUiwZ1+wNPziFfD7CQAAAAADAuuSfCSkaSVg1YSCwfhV9GHj8+HH96Ec/0pEjR/Stb31LhmHINE19+ctf1s9+9jMdPXpU999//4LPbtu2TY8++uhN569evaoHH3xQXq9X3/jGN6zzsVhMAwMDOnTo0ILPAQCA3EvfK1CSui7HdX3Ypr2iUqXtHflvahFd3sxe+kqD6nC7lQyFJF3bN9B7/+FCtAYAAAAAwJLSR4RKUn1jZYE6AbCcot8z8KmnnpIkffazn5VhXNsvyDAM/eVf/qUMw9C//du/rfo1//7v/15jY2P68pe/rPr6eut8X1+fYrGYdu7cmZ3mAQDAqlyau6w3p89ZdXd5l5L9F626fG+3DNv6+fan1r1FVa7Ub076rg6qtKPTqsN9vkK0BQAAAADAsiZHUyNCbTZDNfXlBewGwFLWz7+G5cixY8dUXV2t2267LeP81q1b1dbWptdff31Vr3fmzBn97Gc/0969e/Wxj30s49r1vQMJAwEAKIxnBzNXBR4ONkjJpFWvpxGh0rVfUEpfHdh/5WJGGBibmlTc7y9EawAAAAAALGkiLQysqS+Xw2EvYDcAllLUYWA0GtXY2Ji2b194r53m5mZdvXpVMzMzK37Nr33tazJNU5///OetlYbXXQ8DL168qIcfflj79u3Tu971Lv3VX/2VxsfH1/6FAACAZY0HJye7BngAACAASURBVNQzcdqqb6vukrt3yKoNl0tlt99RiNaW1Oltt45D8bACzTUZ10N9F/LdEgAAAAAAS0okkpoaT4WBdYwIBda1ot4z0P/2b9JXVCy8cen183Nzc9qyZcuyr9fb26tXXnlFu3fv1rve9a4Fr0vSd7/7XX3wgx9Ud3e3Tp48qX//93/XK6+8oh//+MdqaGhY65ejujo2YF0t/swAZBOfKevbv/X/fzJlWvX/dccRBf/f/8eqq/ft1dZttYVobUl3O+/Uj8//zKqnmh2qtNmsFY3GyKDqfod9A4sRnykAsoXPEwDZxGcKgJUYHfYrkUj9DN51W92Cnx98pgDrQ1GHgfF4XJLkcrkWvH79fCQSWdHrPfHEE5KkRx55ZMHrpaWlamtr0+OPP64dO3ZY57/3ve/pm9/8pv72b/9Wjz/++Ir7BwAAKzMZnNZLg69Z9Y4tbdo2HtXZcNg6t+XudxaitWVtq2pUuatMwei8JOns3JAOt7YqODAgSbp6rreQ7QEAAAAAcJPLlzK3tGhq8RaoEwArUdRhYGlpqSQpFosteD0ajUqS3G73sq8VjUb1zDPPqKqqSkeOHFnwnu9+97sLnv+zP/sz/eQnP9HRo0cVDAZVXr62jVQnJ+eWvwmSUr9xwp8ZgGzgM2X9+1HvM0qYqb0B37/tkC7/4tepGwxDyfZd6/b/hh2VrTo9dVaS9NbEeT3Q2i69HQYG+vo1PjIt2yK/3ISNh88UANnC5wmAbOIzBcBq9J2ftI4dTptMW+bnB58pQG6sdbVtUe8Z6PF4ZLPZFAgEFrw+N3ftg2ixMaLpfvOb32h+fl6HDx+W0+lcVR82m027du1SPB7X2NjYqp4FAABLuxKZ06ujv7XqpvIG3bFlp4InT1jnSjs65ahcv/sXdHk7rOO5aEDR7WljxRMJhS8OFKArAAAAAAAWNjGaFvw1VMhmMwrYDYDlFHUY6HK51NTUpOHh4QWvDw8Pq7q6Wl7v8kuYX3jhBUnSAw88sOD1UCiknp4enTt3bsHr4bfHlJWUlKykdQAAsEJHL72keDJu1UfaDis2dEnx2VnrnKf7HYVobcU6q9oz6pGazG/Rwr4L+WwHAAAAAIBFxaIJzU4Frbq+kX0BgfWuqMNASdq/f78mJyc1MJD5G/Xj4+MaHBxUd3f3il6np6dHhmHowIEDC16fmprSQw89pC9+8Ys3XQuFQjpz5oy2bNmi5ubm1X8RAABgQcHYvF4cedWq69w1ekf9HgV6jmfc51nh/78vlO0VzXLZUpMHzmtK9rRfVgr1+QrRFgAAAAAAN5kcn5Nppur6xvU7iQfANUUfBn7sYx+TJH3jG99QMnltLyHTNPX1r39dpmnqoYceWvY14vG4Lly4oNbWVlUuMmKspaVFu3fv1vnz5/Uf//Ef1nnTNPUP//APmpmZ0R/8wR/IMFguDQBAtjw//IoiiahVP9B6v2yGLWNEqHNrg1yNTYVob8XsNrvaq1qt2ndlQO7OLqsO9flkpv+kBQAAAABAgUyOZu4DyMpAYP1zFLqBXDt48KA+/OEP65lnntFDDz2ke+65RydOnNCxY8d05MgRHTp0yLr3O9/5jiTp0UcfzXiN8fFxRSIRbd++fcn3euyxx/SJT3xCX/rSl/Tcc8+publZx44d05tvvql3vvOd+vSnP531rw8AgM0qHA/r+UsvW7W3pEp3N7xDsalJRS5dss6v91WB13V529U7e20F4HR4Vmbb7dIbxyRJyUBAsfExuRoaC9kiAAAAAAAZ+wWWuh2qqCotYDcAVqLoVwZK0le/+lV97nOf0+zsrP71X/9VU1NT+tznPqevfe1rGSv1Hn/8cT3++OM3Pe/3+yVJDQ0NS77PnXfeqZ/85Cc6cuSIXn/9dT311FMKBAL63Oc+p3/5l3+Ry+XK7hcGAMAm9vLl1zQfD1n1B7a/Tw6bQ4GTPRn3rff9Aq/r8mbuGzhel7nPcIh9AwEAAAAA68DE6FXruL6xkml4wAZQ9CsDJcnpdOozn/mMPvOZzyx5X29v74Lnd+/evei1G3V2dupb3/rWqnsEAAArF0vE9MuhF63a4yzXu5vuliQFe1IjQu2eCpWmjdtcz9oqt8tu2JUwE5Kk3rKgDrhcMqPXxqCGfD5Vvee9hWwRAAAAALDJhUMxXfWHrbqOEaHAhrApVgYCAIDi8uvRY7oaTY0leX/Le+Wyu5SYD2r+fOoXeMr37JVh2xjf7rjsLm2v2GbVvrlBlbalVguGWRkIAAAAACiwCfYLBDakjfGvYwAAAG9LJBP6r6HnrdrtKNV92+6VJAVPn5YSCetaefe+fLd3S9JHhY4Fx2Vvb7Xq6NioEoFAIdoCAAAAAEBS5ohQ6dqYUADrH2EgAADYUI6N92gmPGvV79v2brkdbklS8GRqRKjhcKh895157+9W3Lhv4PTW8ow61OfLZzsAAAAAAGRIXxnoqSxRWbmrgN0AWCnCQAAAsGEkzaSeHTxq1S6bU/dve48kyYzHFTx9yrpWdsdu2UpK8t7jreioapOh1Mbrfd5YxvUwYSAAAAAAoEBM08xYGciIUGDjIAwEAAAbRs/kmxqfn7Dq9zTfK4/r2uq5+fO9SoZC1rWNNiJUksqcbjV5Gqy6N3JZroZGqw6xbyAAAAAAoECCcxGFgqlfWmVEKLBxEAYCAIANwTRNPXfxV1btMOx6//b3WnWw53jG/Z493XnrLZu6vB3W8XDgspydqTo80C8zHi9EWwAAAACATS59RKjEykBgIyEMBAAAG8KZmV5dCly26nsaD8hbUiXpWlAY6OmxrpW2d8jh9ea9x2xI3zcwaSY115j6OsxYTOGhoUK0BQAAAADY5NJHhEpSXQNhILBREAYCAIB1zzRN/SJtVaDNsOmB1kNWHbk0pPjMtFVvxBGh16WHgZJ0sSbzeriPUaEAAAAAgPxLXxlYXVMmV4mjgN0AWA3CQAAAsO75/APqv3LRqvfXd6vWnUrJgid7Mu73bOAwsNJVofqyWqs+a5uUzeOxavYNBAAAAADkm2mamhxLhYF1jAgFNhTCQAAAsO49O/irjDp9VaAkBXpOWMfOujq5mprz0VbOdFWlVgdenBtWaUenVYf6fDJNsxBtAQAAAAA2Kf/MvKKRhFWzXyCwsRAGAgCAdW3w6iWdnTlv1Xvr7lSTp8GqYzMzigxetOryvftkGEY+W8y6Lm+HdRxPxhXallopmPD7FZ+eKkRbAAAAAIBNKn1EqCTVN1YWqBMAa0EYCAAA1rVnB49m1Eda78+oi2lE6HWdN+wbOFKbuQ9DqM+Xz3YAAAAAAJvcZFoYaLMZqq33LHE3gPWGMBAAAKxblwNjOjn5plXfvuU2tVa2ZNwT6DluHdvKyuXecVve+suVmtJqeUuqrPps2Zxkt1s1+wYCAAAAAPJpfPSqdVxTXy67g2gB2Ej4GwsAANat5wafz6iPtB7OqBOhkObPnbXq8j17ZKSFZhuVYRjqSlsd6AteUsn2VqsO+1gZCAAAAADIj0QiqenxgFUzIhTYeAgDAQDAujQVmtYbE6kRoJ1VbdpR3ZFxz/xbp6VEagPzYhgRel16GBhORBTfntonMTJ8SclwqBBtAQAAAAA2mZnJoBIJ06rrGysK2A2AtSAMBAAA69Jzg88raSat+kjb4ZvuCfScsI4Nh0Pld96Vl97yobMqc9/AifrSVGGaCvX357kjAAAAAMBmNJE2IlSS6ggDgQ2HMBAAAKw7/sgVvTZ6zKpbPE26Y8vOjHvMeFzBU6es2r1zl2yl7rz1mGsN5fUqd5ZZ9fmqSMb1MPsGAgAAAADyYGJ0zjp2OG2qrikvYDcA1oIwEAAArDu/HHpRcTM1/vOBtsMyDCPjnpDvgpLzQav2dL8jb/3lg82wZawOPBO7LEdtnVWH+tg3EAAAAACQe+lhYF1DhWw2Y4m7AaxHhIEAAGBdCUSDennkN1a9taxe3XV33nxf2ohQSSrf253z3vItfd/AQCwoo3WbVYf7fDKTyYUeAwAAAAAgK2LRhGanUr+Iy36BwMZEGAgAANaVo8MvK5qMWfWR1vtlMzK/ZTFNU8G0MLCktU3OLVvy1mO+pIeBkjTT4LGOk+GwoiMj+W4JAAAAALCJTI7PyTRTdX1jZeGaAbBmhIEAAGDdCMVDemH4FauuKa3Wga03r/iLXh5RbGrSqj3d+/LSX75t8zTJZXdZdV91IuN6iH0DAQAAAAA5NJk2IlRiZSCwUREGAgCAdeOl4d8oFA9b9Qe2H5LdZr/pvhtHhBZrGGi32dVZ1WbVp+2TspWWWnWojzAQAAAAAJA7E6NXreNSt0MVVaVL3A1gvSIMBAAA60I0EdUvL71o1ZWuCr2r8cCC96aPCHXU1Mi1rSXn/RVKZ1VqVOhM7IrsbdutOuzzFaIlAAAAAMAmMZG2MrC+sVKGYRSwGwBrRRgIAADWhVcu/1aBWGpT8vdvf6+cdudN98X9foUH+q3as3dfUf8wcuO+gVebqq3j2NSk4n5/vlsCAAAAAGwC4VBMV/2p6T11jAgFNizCQAAAUHDxZFz/PfSCVZc53HpP070L3hs42ZNRlxfpiNDr2ipb5DBSo1IvbckMPhkVCgAAAADIhfQRoZK0tbGyQJ0AuFWEgQAAoOB+O3Zc/sgVqz7U8h6VOkoWvDd4MjUi1OZ2q+y2nTnvr5CcdqdaK1NjUE+VXZHSVkIyKhQAAAAAkAvpI0IlVgYCGxlhIAAAKKhEMqHnBo9adYndpUPb3r3gvclwWPNn3rLq8rv2yHA4ct5joXWmjQodiU/L0dxk1awMBAAAAADkQnoY6KksUVm5q4DdALgVhIEAAKCgTkye1mRo2qrf23xQ5c6yBe8NnnlLZjxu1cU+IvS6Lm9HRh1qrrWOw4ODSkaj+W4JAAAAAFDETNPMGBNaz4hQYEMjDAQAAAWTNJN69uKvrNphc+j+lvsWvT/YczxV2O0qv/OuXLa3bnRUtcpQajToaJ0zdTGRUPjiQAG6AgAAAAAUq+BcRKFgzKrrGREKbGiEgQAAoGDemj6ny8Exqz7YeLeqShb+AcNMJhU4ddKqy27bJXtZec57XA/cjlJtq0iNBj1TOZ9xPdzHvoEAAAAAgOwZv5y5XyBhILCxEQYCAICCME1Tv0hbFWgzbPrA9vcten/Id0HJQMCqy7u7c9rfetNVldo38Lw5JVtVlVWHfOwbCAAAAADInsmxqxl1XQNhILCREQYCAICC6J316eLVIau+e+s7VOOuXvT+4MkTGbVnk+wXeF2XNxUGmoYU395o1aE+n0zTLERbAAAAAIAiNDGaWhlYXVMmV4mjgN0AuFWEgQAAoCCeHTxqHRsy9EDroUXvNU1TgZ5UGFjS0iJnTW0u21t3OtPCQEmarC+1jpOBgGLjYzc+AgAAAADAqpmmqcmxVBhYx4hQYMMjDAQAAHk3cGVQ52dT+9ztq79LW8vrF70/Njaq2Pi4VZd3vyOn/a1HFS6Ptpal/owuVEUzrod87BsIAAAAALh1/pl5RSMJq97aWFnAbgBkA2EgAADIu/S9AiXpgdbDS96fvipQkjx7N9eI0Ou6vG3W8WnXjAyn06rZNxAAAAAAkA3pI0IlVgYCxYAwEAAA5NXw3GW9OX3Wqu+s2aWWiqYln0kPAx3V1Sppbc1Zf+tZl7fDOo7akjJbUvsGhvtYGQgAAAAAuHUTl1NhoM1mqLbeU8BuAGQDYSAAAMir59L2CpSkI21LrwqMX7micH+fVZfv3SfDMHLS23rXdcO+gbMNqd/OjI5eViIQyHdLAAAAAIAiMzF21TquqffI7iBGADY6/hYDAIC8GZ+f1PGJU1a9w9uhjqq2JZ8Jnj4pmaZVe7o354hQSdpSWq3qEq9VD1SbGddD/awOBAAAAACsXSKR1PR46hdN6xkRChQFwkAAAJA3/zX4vEylAqzfaXv/ss+kjwi1lZbKvXNXTnrbKNJHhZ4sn824FvYRBgIAAAAA1m5mMqhEIvVzO2EgUBwIAwEAQF7MhGf12tgbVt1a0aKd1V1LPpOMRDR/5i2rLrvzLtmczpz1uBF0edus46uOhIz6WqsO+S4UoCMAAAAAQLGYGL2aUdc3VhaoEwDZRBgIAADy4r+HXlTSTFr1kbbDy+79N3/2jMxo1Ko9ezfviNDr0lcGStJcU7V1HB7olxmP57slAAAAAECRmBids44dTpu8NWUF7AZAthAGAgCAnLsandOrl1+z6qbyBt1Ve/uyz6WPCJXNpvK79uSivQ1la1mdPM5yqx6usVvHZiym8NBQIdoCAAAAABSB9DCwrqFCNtvSv8QLYGMgDAQAADn3q6GXFEumVqw90Hq/bMbS34aYyaSCJ3us2r3jNtk9npz1uFEYhqEub7tVn67IHOES7mNUKAAAAABg9WLRhGanglbNiFCgeBAGAgCAnJqPzeulkV9bda27Ru+oX36FX3igX4m5VNDFiNCUzrQw8LI7JpWlxrawbyAAAAAAYC0mx+dkmqm6vrGicM0AyCrCQAAAkFMvDL+qcCJi1Q+0HpLdZl/iiWsCJ45n1OXdhIHXpa8MlGEosq3WKkN9PpnpP70BAAAAALACE5fnMmrCQKB4OArdAAAAKF7heERHL71s1d6SKt3dsH9Fz6aPCHU1NctVX5/1/jaqbZ4mldpLrJB1tK5EbeevXUv4/YpPT8lZW1fADgHcitnpeV0amFEsEpezxKGW9i2qrilb/kEAAADgFkyOpabzlLqdqqgqLWA3ALKJMBAAAOTMK5dfUzA+b9Uf2P4+OW3Lf/sRHR9TdPSyVXtYFZjBZtjUUdWmMzO9kqRzlSG1pV0P9fkIA4ENaPjirI7/elAjg/6brjW3erX/YKuaW6sL0BkAAAA2g4nR1MrA+sYKGYZRwG4AZBNjQgEAQE7EEjH9cugFq/Y4y3Ww6e4VPRvoOZFRMyL0Zun7BvoqIpIt9W0d+wYCG8+5U6P6zx+dXDAIlKSRQb+e/l8nde7UaJ47AwAAwGYQmo/qqj9s1XWMCAWKCmEgAADIid+MvaEr0dRvFd7fcp9K7K4VPZs+ItReVaXStvYl7t6c0vcNTDgMxZtSKwHDPl8hWgKwRiODs3r+571abrtP05Se/3mvRgZn89MYAAAANo3Jscz9Arc2VhaoEwC5QBgIAACyLpFM6L8Gn7fqUnup3rftXSt7dm5OoQvnrdqzt1uGjW9ZbtRa2SJH2sjVqa2p/cQiw5eUDIcK0RaANXjj1cFlg8DrTPPa/QAAAEA2pY8IlVgZCBQb/mUNAABk3bHxHk2HZ6z6fdsOyu1wr+jZ4OlTSv9XcUaELsxpc6itssWqfd5Y6qJpKtTfX4CuAKzW7HRw0dGgixkZ9Gt2en75GwEAAIAVmricCgMrKktUVr6yyT4ANgbCQAAAkFVJM6nnBo9atcvm1P0t71nx84Ge49ax4XKpbNcdWe2vmHRVpUaFnqvIXAkYZt9AYEO4NLC2kZ/DAzPL3wQAAACsgGmamhi7atV1jAgFig5hIAAAyKpTk29pbH7Cqt/dfI8qXJ4VPZuMRRV8602rLt99l2wufhtxMV3eDus4WGZXsjr1A1uoj30DgY0gFomv6bloNJHlTgAAALBZBa5GFAqmps3UMyIUKDqEgQAAIGtM09QvBn9l1XbDrve3vHfFz8+fPSszErHq8u7urPZXbNqrtstmpL6d8zdWWcfhPp/MZLIQbQFYBWeJY/mbFuBy2bPcCQAAADarG/cLJAwEig9hIAAAyJqzM+d1aW7Equ9t3K/qUu+Knw+ePJEqDEPle/Zms72iU+oo1TZPk1UPVqf2WkyGw4qOjCz0GIB1pKV9y9qe61jbcwAAAMCNJtNGhEpSXQNhIFBsCAMBAEDW/OJialWgIUMf3H7/ip81k0kFenqs2t21Q44K9ilYTpc3tW/g2cr5jGsh9g0E1r3qmjI1t678lyYkqbnVK++Wshx1BAAAgM1m/HJqZWB1TZlca5xeAWD9IgwEAABZ4fMPqO/KgFXv37pXdWU1K34+MnhRiSt+qy7v3pfV/opVehg4VWWXWZLaYzHURxgIbAT7D7bKMFZ2r2Fcux8AAADIBtM0NTWeCgMZEQoUJ8JAAACQFc+mrQqUpCOth1f1fKDnREbt2UsYuBKdVakw0LQZCjZWW3XY5ytESwBWqbm1WrVbPcveZxjSoQ/tVHNr9bL3AgAAACvhn5lXNJKw6vpGJvQAxYj1vgAA4JYNXR3WmZleq95Tu1tNnoZVvUZ6GOhqaJSrYXXPF1IsPKXw1T4lkxHZbCUqreyUs7Q2L+/tcZWroXyrxoLjkqSRWrt2Xny7r6lJxf1+ObyrG0EIIL+mJwOaHAsseY/DadOH/8+7CAIBAACQVRNpI0IlqY6VgUBRIgwEAAC37NnBoxn177StblVgbHJS0ZFhq94oI0LDcwO6MvaSIoGLmRdGpBJPm6oa7lNpRfuCz2ZTl7fdCgPPVYa1M+1aqO+CKva/M+c9AFi7468OZtSH/8dORSMJ+c5Namz4iiQpHkvKXe5a6HEAAABgzSZGU2GgzWaotn75iRUANh7GhAIAgFsyFhzXyck3rXpX9Q61Vras6jUCJ28YEboBwsDAdI8mfE/eHAS+LRK4qAnfkwpM9+S8l660UaGXa2xK33yMUaHA+jYzFZTv7KRVN7ZUaeddjbrrwDa95wNdGff6zk7kuz0AAAAUuYmxq9ZxTb1HdgeRAVCM+JsNAABuybODR2XKtOojq1wVKGWOCLVXVKi0ozMrveVKeG5AM0NPS2lf98JMzQw9rfDcQE776fKmwsCo06ZIXWosaKjvQk7fG8CtuXFV4IF3t1nHtVs9qqp2W3Xf2QmZ5nKfOwAAAMDKJBJJTY2nxtXXMyIUKFqEgQAAYM2mQjM6Np5a+dZR1aod3o5VvUYiGFTofGq/wfK93TJs6/tblCtjL2n5IPA6U1fGXs5lO6ou9aqmNLWP2Hh9apRgeHBQyWg0p+8PYG1mp+czVvs1NFequTUV5huGoa7b663aPxPS9MTSewsCAAAAKzUzGVQykfrZljAQKF7r+1/aAADAuvZfQ88raSat+kjrYRlpIypXInj6pJRMvYZn7/oeERoLTy06GnQxkcCAYuGp3DT0tq60EPZ8VVr4l0gofDG3KxP/f/buOzyu87oT//fe6Q0YADOoRAfFToJFIkWqUKJkypKdyJJl/xz/kni12WzWNWvHcfw4Thzbya4dN9lKceInLoniqDhSEstWlyiJlNirSIAEiN77YBqm3Lt/QLgFvUwD5vt5njzBmZl77wuKHM/c855ziGh5zrzVBm2h3+4DVTPeQ2s3eXWxtqUoEREREdFK9Pf4dHFhSU6aVkJEycZkIBERES3L6MQY3u4+qcTrnKXYUrBxyefxn1MrCwWTCfbNWxKyvmQJ+5qXd9z49QSvRK/WXaX83FGg/4gXbubcQKJMMzYSxLV3+pS4sNSF8uq8Ga8r8DqR57ErcRNbhRIRERFRgvR3jys/G00i3AX2eV5NRKsZk4FERES0LK+0v4GYHFfiw1VLrwqUolEEL11QYvvmLRAtloStMRkkaWJ5x8WXd9xiaSsDfQ4RMac6ZyzUxLmBRJnmzLF2XVXgnlmqAqdoW4WOj4XR3zM+6+uIiIiIiJaiv1f9XFlY7IIoLu07PRGtHkwGEhER0ZL5owG80f22EhfZvaj3bl3yeUJXGyGFw0rsrM/sFqEAIIrLS1aKhuQmOQttHrhMzslAEDBc5FCeCzU3sZKIKIP4RkNovNSrxN5iJypq8ud8vTYZCEA3Z5CIiIiIaDmikRhGBgNK7GWLUKI1jclAIiIiWrLXOo4iElfn0t1deQdEYekfK/znzqiBIMCxvT4Ry0sqa07t8o5zLe+4xRIEAXXuaiVuzlOrNiW/H9G+3tkOI6I0OPNW+4KzArXc+XZ4ipxK3NzAVqFEREREtDIDvX7dZ9LCElf6FkNEScdkIBERES1JKBbGa51HlTjP4sZNRUuv6JNlGQHNvEBrTS2MubkJWWMymawemB3lSzrG4qyGyVqQpBWptK1C26YVGYWaODeQKBOMj4XReFFNznsKnaiqW/j9QVsdGBiPoKdzLCnrIyIiIqLsML31PJOBRGsbk4FERES0JG90vYVQLKTEd1cehEE0LPk8E+1tiI0MK7FzR+ZXBQKALMUgaX7/hQnILb4laevRqtVUBg7kGSEb1f8unBtIlBnOvN0OSVK3YO8+ULmoeau1G726uJmtQomIiIhoBQZ6fcrPVpsJrlxrGldDRMnGZCAREREtWiQexSvtbyixy+zEzSU3Lutc/nNndbGjfteK1pYqI13PIzYxuMhXC8iveD+sruqFX5oAZc5i2IyTX+AkgwBfkbqzM9zMykCidPP7wmg436PE+V4Hqm/wLOrYHLcNRaXqHJfmhgFIkpTwNRIRERFRdujrVisDC0tci9qgRkSrF5OBREREtGjHek5gPOpX4kPlt8FsMC3rXAFNMtBUWARzScmK15ds/qFz8A+eVh8QTDDb1836WoujEoV1/z+cBamreBQFETW5VUqsbRUa6elG3O+feRARpczZtzt0VYF7FlkVOKV2k1odGApG0d3OVqFEREREtHShYATjY2ElZotQorWPyUAiIiJalJgUw0ttR5TYbrTh1rJ9yzpXdGgIEx3tSuys35nxuxAjwR4Mdzyre8xT/QCKNzyMkk0fhyNfn/Rzl96ZsopArTpNq9DWPFn3XOg6qwOJ0iUwPoEr57uVOM9jR80G7zxHzFS7sVAXN7FVKBEREREtw8x5gTlzvJKI1gomA4mIiGhRTvaexcjEqBIfXHcAVuPyZgr4z09vEbpzRWtLtngsiIGWJwA5rjyWU3Qr7LkbAAAmqwc5Rft1x0TDAyld4xRtMrDHo6/aDDcxGUiULmePtyMe18wK3L+0qkAAcLosKCnPVeLrjQOIx9kq+qKNegAAIABJREFUlIiIiIiWZmBaMtDLykCiNY/JQCIiIlqQJEt4oe1VJTYbzDhYfsuyz6dtESo6nbDV1q1ofckkyxKGWv8d8Yjajs/qqkVuye261xkteYCgfrRKVzKwwrUOJtEIAAhbRYTyHMpzoaZraVkTUbYL+idw+Zw6K9Cdb5tR5bdYdZvU4ybCMXS2jqx4fURERESUXbSVga4cC+wOcxpXQ0SpwGQgERERLehs/wX0hwaV+NayfXCY7Ms6VzwYRLCxQYmd23ZAMBhWvMZkGet5DeHx60psMLtRUPUABEH/MUoQDDBZPEqcrmSgUTSiKqdCibu9RuXncGsL5FgsHcsiymrnTnQgHlMr+Hbvr4QoLq81cs0GL7QFhWwVSkRERERLIcsy+nt8Suxli1CirMBkIBEREc1LlmU8r6kKNIpGHCq/bdnnC166CMTVdpuZ3CI0ONoIX9+bSiwIRnirH4LBaJv19SarOv8rXclAAKhz1yg/t+SpCQg5EtHNaiSi5AsGInjnjDorMDfPhrrNy6sKBAC7w4yyyjwlbrk6iFgsPs8RREREREQqv28CoWBUiQtL2SKUKBswGUhERETzujR0BV1+tb3d/pIbkWtZ/s5Bv6ZFqGA0wrFl64rWlyzR8BCG2p7RPZZXfh/M9pI5jzHZ1GRgPDoOKRZO2vrmo50b2D1tbiBbhRKl1vkTHYhpqgJ37a+EKK7sa5i2VWg0EkfH9eEVnY+IiIiIskf/tHmBhcVMBhJlAyYDiYiIaE6yLOP51leUWBRE3FVx+zxHLHC+WAyBi+eV2L5pM0SrdUVrTAYpHsFgyxOQpQnlMadnD5wFO+Y9TlsZCKSvOrA6txLiu21MR3IMiFnVhGCouSktayLKRqFgBJfOdClxjtuK9SuoCpxSfYNH12aUrUKJiIiIaLG0LUIBwMtkIFFWYDKQiIiI5nRttBktPrWt5I1FO1Fgy1/2+ULXrkIKhZQ4E1uEyrKM4fb/1CXyzI51yCs7vOCxmZIMtBjMKHeVTQaCgP5CNeEaaroGWZbTsi6ibHPhZCdiUU1V4M2VMBhW/hXMajOhvFptFdraNIRohK1CiYiIiGhh2srAPI8dZotxnlcT0VrBZCARERHN6TlNVaAAAe+pvGNF59O2CAUA5476FZ0vGcYH3kZw9LISi0YHPFUfhCAaFjzWaMkHBPV16Z0bqLYKbc1Tk3/x0VHEhofSsSSirBIORXHxtFoV6Mqx4IatRQk7f62mVWgsKqGtmf+uiYiIiGh+sixjoFdNBrJFKFH2YDKQiIiIZtUy1o7GEbWlZL13K4ody29vJ8sy/OfOKLGlqhpGd948R6ReeLwVo10vaR4R4Kl6EEbz4mYkCoIIk6VAidOaDMxVk4FdXv1OT84NJEq+Cyc7ddV6u/YnpipwSvV6DwwGtgolIiIiosUbHQrqPqMWlizuuy4RrX5MBhIREdGsnm97RRcfrrpzReeLdHYiNqRWrjgzrEVoLOLDYOsvAKhVdO6yu2F1VS3pPNpWoelMBtZqKgP78k2QNfPFQk2cG0iUTBPhKC6e7lRiZ44FG7YVJ/QaZosRFbXq5oP25iFEJmIJvQYRERERrS3aFqEAUFjKykCibMFkIBEREc3Q5e/BxUG1Vebmgg3qDLpl8p+f1iI0g5KBshTDYMuTkGIB5TG7ewtc3r1LPpfJpiYD49FxSLFwQta4VA6THaWOyeRD3Chg1GNXnguzMpAoqS6e6kJkQt1xvXNfRUKrAqfUaVqFxuMyWq4NJvwaRERERLR2aJOBoiigwOtM42qIKJWYDCQiIqIZXmh7VRffU3loxefUzgs0ejwwl61b8TkTZaTrBUSC6mwvk9WL/Ir3QxCEeY6anbYyEACi4fS17tPNDcxXKx4nOjsghUPpWBLRmjcRjuH8SbUq0OEyY9P2kqRcq7K2AEaT+pWOrUKJiIiIaD79PT7l54JCJwxGpgeIsgX/tRMREZFOf3AQp/vOK/F6dw1q3VUrOmd0ZAQTrS1K7KzfuaxEWzL4h87DP3hKiQXRAk/1hyAazMs638xkYPoqdbTJwG6PZm6gLCN0/XoaVkS09l0606Vr17lzb0XSbrKYzAZU1XmUuLNlBOFQNCnXIiIiIqLVLR6XMNjvV2K2CCXKLkwGEhERkc6Lba9B1szNO1y5slmBABCY3iJ0R2a0CI0EezDS8azusYKq+2GyFsxxxMKMlnxAMChxpswN7PGYdM+Fmzk3kCjRIhMxnD/RocR2hxmbdiSnKnBK3SZ1A4Ikybh+NX3vOURERESUuYYHApDi6nf9wmImA4myCZOBREREpBgJj+J472klrnCtw8b89Ss+r//cOeVn0W6Hbf0NKz7nSsVjQQy0PAlZVit4copugT13w4rOKwgiTBY1mZjONqFuSy48tsm1BOwGBF0W5bkQ5wYSJdylM12YCKvvKfX7ymE0GeY5YuXKa/JhtqjXaL7CZCARERERzdTX7dPFhSU5aVoJEaUDk4FERESkeKn9COJyXInvqbpzxe08pXAIoYbLSuzYth2C0TjPEcknyxKGWp9GPDKqPGZ11SK35GBCzq9tFRoNpffGfF2uWh3YWaB+9Atfb4YsSelYEtGaFI3EcP6EOivQZjdhc31p0q9rNBpQtV5tFdrVNoJgIJL06xIRERHR6jLQM678bDIb4C6wp3E1RJRqTAYSERERAGA84sfR7hNKXOIowjbP5hWfN/DOJcgxtVLGWb9rxedcqbGeIwiPNyuxwexGQdUDEITEfDQy2dRkYDzmhxQLJeS8y6GdG9jlUauHpFAIka6udCyJaE1652y3bl5f/d5ymJJcFTilblOh8rMsA9cbWR1IRERERHr9vWoy0FvkhCiubOMvEa0uTAYSERERAOCVjjcQldQb2e+pvANiApJj/nOaeYEGA+xbt634nCsRHG2Er+8NJRYEI7zVD8FgtCXsGiZroS7OlLmB3V793MBQM1uFEiVCNBrHuePqrECrzYQtO8tSdv11VXmwWNWK66Yr6WtPTERERESZJxqJYWQwoMRetgglyjpMBhIRERGC0RBe73xLiT3WfOwu3LHi88rxOAIXziuxfeMmGGyJS7otVTQ8hKG2Z3SP5ZXfB7O9JKHXMVk9ujidyUCvrQC55snB8EO5RsQ0lUqcG0iUGJfPdiMUnFYVaE5NVSAAGAwiajaoFck9HWPwj0+k7PpERERElNkGev2QZTUuKnWlbzFElBZMBhIRERFe7zqGcDysxHdXHoRBXPmN7FDTNUgBdfehc0f9is+5XFI8gsGWJyBL6g1yp2cPnAUrT3pOZ7TkA4L65xdJYzJQEASlOlAWBfR61OrAcHNTupZFtGbEplUFWqxGbNmZ/FmB02lbhQJAcwOrA4mIiIhoUr9mXiAAeIuZDCTKNkwGEhERZbmJeASvdKhtM3PNOdhbsich5w5oW4QCcNTvTMh5l0qWZQy3/5euQs9sL0Ne2eGkXE8QRJgsanVgLI3JQACoc9coP3cWqB//ogMDiI2NpmNJRGvGlfM9CAYiSrzjpnKYLcZ5jkiO0go3bA412c9WoUREREQ0pb/Hp/xstZngyrWmcTVElA5MBhIREWW5o11vIxANKvFdFbfBJK78RrYsy7p5gZaKSpjyC1Z83uUYHziO4Og7SiwaHfBUPwQhAdWPczHZ1JZ90VC6k4Hq3MAer1n3XKiJ1YFEyxWLxXH27XYlNluM2LordbMCtURRQK2mVWh/9zh8o6G0rIWIMstAKIJjfaN4pXsYx/pGMRCKLHwQERGtKdrKwMJSFwRBSONqiCgdUr9llYiIiDJGVIrhpfbXldhpcuBA2b6EnDvS043ogFqZ4kxTVWB4vBWjXS9qHhHgqXoQRnNyB6Zr5wbGY35IsRBEY3rmJZY4imAz2hCKhdDrMUIWAOHdeRHhpmtw7U5MJShRtmm40IuAX1MVeOM6WKzp+4pVt6kQl850K3FzwwB27qtI23qIKL2afUG82j2M6+MzNwbUuGy4ozQftTn2NKyMiIhSKRSMYHxMHQtSyBahRFmJlYFERERZ7HjPKYxF1HYhd5TfAovBPM8Ri5cJLUJjER8GW38BQJ2U7i67C1ZXVdKvbbLq53elc26gKIioza2aXIdJxLBb/W8c4txAomWJxySceUtbFWjAtj3pqQqcUrwuFw6X+u+brUKJstfpgTH8uLFr1kQgAFwfD+HHjV04Peib9XkiIlo7ps8LLCxJ7sZYIspMTAYSERFlqbgUx4ttrymx1WDFbWX7E3Z+bYtQY34+LOWprU6RpTgGW56EFAsoj9ndW+DyJqbycSEmq1cXR9M+N1BtFdrlUdujhttaIUXYLoxoqRov9SIwPqHE23avg8VqmueI5BMEAXUb1Y0Ig31+jA4H5zmCiNaiZl8QT7f2Q1rgdRKAp1v60Ozj+wQR0Vo2MC0Z6C1hZSBRNmIykIiIKEud7j+PwfCwEt+27mbYTYlpYxkbG0W45boSO3bsTPlMgpGu5xEJdimxyepFfsX7U7YOoyUPENSkW/qTgTXKz90eTcIiHsdEW2vqF0S0isXjEs4ca1Nik9mA7TeuS+OKVLWb9FXJrA4kyj6vdg8vmAicIgF4rWd4wdcREdHq1d+jVoG7ciywOxLTDYiIVhcmA4mIiLKQJEt4vu1VJTaJJtxZfmvCzh84fx6Q1dacqZ4X6B86D//gKSUWRAs81R+CmKAWqIshCCJMFnVuYDSU3mRghasMZnEyCdjj1VcvhZqupWNJRKvW1Ut9GPdpqwLLYLWltypwSmGJC65cqxIzGUiUXfpDkTlbg87lui+EgRC7BBARrUWyLOvahHrZIpQoazEZSERElIUuDl5Gb6BPiQ+U3gSX2Zmw8/vPnVF+Fm022DdsTNi5FxIJ9mCk41ndYwVV98NkLUjZGqaYbGqr0HRXBhpEA6pzKwEAPoeIoM2oPMe5gUSLF49LOK2pCjSaxIypCgTebRWqqQ4cGQxiaMCfxhURUSo1LaPlpwzgGluFEhGtSX7fBELBqBIXlrJFKFG2YjKQiIgoy8iyjOdaX1Fig2DAXRW3J+z80sQEglcuK7Fj6zYIRuM8RyROPBbEQMuTkOWY8lhO0S2w525IyfWn084NlGJ+xGNL26mfaLVTcwMFQT83sKkJsqaSk4jmdu1yP8bHwkq8dVcZbPbMarVUx1ahRFkrHF9sg1C9iWUeR0REmU3bIhQACouZDCTKVkwGEhERZZmG4WtoH+9U4r3Fu5BndSfs/MHLlyBH1Z2HjhS1CJVlCUOtTyMeGVUes7pqkVtyMCXXn402GQikvzpw/VQyEPpWoXH/OKJ9fbMdQkQakqSfFWg0idhxU3kaVzS7gkIH3PnqDNjmKwNM+BNlCathebd5LMs8joiIMpu2RSgAeJkMJMpa/LRHRESUZZ5vU6sCBQi4u/KOhJ7ff+6cGhgMcGzdntDzz2Ws5wjC483qpc1uFFR9AIKQvo87mZYMrMqpgEGYrAjs9nBuINFSNV3ux9iIWuG7ZWcp7I7MqgoEZrYKHRsJYbCPrUKJssH6HPuSjxEA3JC79OOIiCjzaZOBeR47zJbUdO0hoszDZCAREVEWaR5txbXR60q8u2gHCu2ehJ1fliQELqjJQNv6G2BwOBJ2/rkExxrh63tDiQXBCG/1QzAY03tjy2jJAwS1HWe6k4FmgxkVrsnZZgN5RsQMgvJcqJnJQKL5SJKsmxVoMIqoz8CqwClsFUqUnbw2M2pctoVfqFGTY4PHmnkbG4iIaGVkWcZAr5oMZItQouyWFcnAWCyGn/zkJ7j33nuxfft2HDp0CH/zN3+DqKaF2Xw+8pGPYMOGDbP+389//nPda0OhEL73ve/h7rvvxvbt23HvvffiscceY1seIiLKCM+1vayL35PgqsBwczPi4+qXDWf9roSefzbR8BCGWp/RPZZXfi/M9pKkX3shgiDCZFWTrdFQ+m/G173bKlQyCOjLV3eFhpua0rUkolWhuaEfo8NqVeDm+hLYnZY0rmh+eR4HCrzqZoymK/38TkKUJe4ozYew8MsATN4UOliSn8zlEBFRmowOBRGNxJW4sDQnjashonTLirrgr371q3j88cexe/du3HnnnThz5gy+//3vo7GxEd///vcXPP7atWuorq7GfffdN+O5rVu3Kj/H43F85jOfwZEjR3D77bfj8OHDeP311/HVr34VnZ2d+MIXvpDQ34uIiGgpOsa7cHmoUYm3eTajzJnYhJn/3Bld7KyvT+j5p5PiEQy2PAlZmlCv6dkNZ0Fyr7sUJqsX0dDkPL5oeDDNq5lMBr7Y/hoAoNtrQtnA5OaoSE834n4/DE5nGldHlJlkeVpVoEHAzr0VaVzR4tRuKsTQQAsAwO+bQF+3D8VluWleFRElW5XLBqtBRCguLfjaD1QVonYZrUWJiCjzTZ8XWFjCykCibLbmk4FnzpzB448/jsOHD+ORRx6BIAiQZRl/8id/gmeeeQavvvoq7rhj7qqIzs5OjI+P48EHH8SnPvWpea/1q1/9CkeOHMHDDz+sJP4+85nP4Pd+7/fw4x//GPfffz82bNiQ0N+PiIhosZ5vfUUXH668M+HX8J8/q/xsXlcOk8c7z6tXRpZlDLf/F6JhtdrObC9DXtnhpF1zObRzA6WYH/FYCAbj0tp3JVJNbhUECJAho2f63MDrTXBuz5xEKlGmuN44gJHBoBJv2lEKhytzqwKn1G0qxInXW5S46XI/k4FEWeDKiH9RiUAAcJgMC7+IiIhWpf4en/KzKAoo8HLjJ1E2W/NtQh977DEAwCc/+UkIwmSjDEEQ8NnPfhaCIODJJ5+c9/jGxskKisUk8R577DEYjUb8wR/8gfKYyWTCH/7hH0KWZTz11FPL/TWIiIhWpDfQj3MDl5R4Q14dqnMTW9US6e1BtLdXiZNdFTg+cBzB0XeUWDQ64Kl+CIKYWXudtMlAALrkZTrYTTaUOosBYEYykK1CiWaSZRmnjqpVgaJBwM59mTsrUCs3zwavZjZMc+MAJImtQonWuqN9o8rPBkHA728sw/sqvLi7rAC3F+fpXvvrjiHE2UKYiGhN0lYGeoqcMBjXfCqAiOax5t8BTp06hby8PNxwww26x4uKilBVVYWTJ0/Oe/xik4GRSAQXL17Exo0bkZur3227fft22Gy2Ba9FRESULC+0vQoZ6o2ee6qSUBV47qwuTua8wLC/DaNdL2oeEeCpehBGc+bNQJiZDBxI00pUU3MDw1YRIzlqRUCo6Vq6lkSUsVquDmJ4IKDEG7eXwJljTeOKlqZuk/oeFPRH0NMxOs+riWi16wqE0eYPK/GOfCeqXHbsL3LjjtJ8HC734Eav+nlpIBzBqQHfbKciIqJVLB6XMNjvV2IvW4QSZb01nQyMRCLo7e1FRcXslQ9lZWXw+XwYHh6e8xyNjY0QBAFnzpzBBz7wAdTX1+O2227DX/7lX2J8XN1d0dXVhVgsNuu1DAYDiouL0drauuLfiYiIaKmGQsM42acm6qpzKrDeXZvw62iTgQa3G5aKyoRfAwBi0XEMtjwFaJKb7rK7YHVVJeV6K2W05AGCmnDLjLmBNcrP3ZrqwHBrC+RYLB1LIspIsizjtLYqUBSwa1/mzwrUqt1YqIubGtK/IYGIkudYnz7hv7/IPeM1h0oLYBYFJX6pawgTi2wrSkREq8NQvx9SXP3OXFjMZCBRtlvTycDR0ckPwS7X7G92U49rk3rTNTY2QpZlPPLII9i8eTMeeugh5Ofn42c/+xl+67d+C36/f9HXCoVCiPEGGxERpdhL7UcgyeoNnsNVdyqtsxMlNu5DuFltMencsROCmPiPGbIUx2DLk5BiapWO3b0FLu++hF8rUQRBhMnqUeJoKL1tQgGgNrda+bnHqyYD5UgEEx3t6VgSUUZqbRrS7ajesK0YrtzVUxUIAK5cK4rL1Cqg6w0DkCTe9Cdai3yRGC4Mq/c3ql02lDpmvmflmI24VdMuNBCL4/WekZSskYiIUkPbIhQACkszr4sOEaVWZg3VSbCpxJvZbJ71+anHJyYmZn1ekiTk5ORg06ZN+OEPf4iioiLl8a985St4/PHH8YMf/ABf/OIXl3Qto3F5f+xeL3dwLBX/zIgokVbje8pIaAxv9ahtqitzy3DHxpsSngzsO38S0MybKbt9P/KS8OfVfuXfEQl0KrHVUYQbdn0EBqMl4ddKJH9PKYZDfQCAeGQw7X+XvHChxFmIHn+/rjIQAAx9HfDetCNNK8su6f57QPOTZRnP/Ita8SyIAu66bzPyCuxpXNXy1N9Ygee6JufGhkNR+EcnULuhcIGjaDXh+wkBwLGr3dAUgeC960vm/LvxgTw7Tg2NY2wiCgA42jeCezaWIt82+z0Nyi58TyFa/cZH1JbRZosB6zcUQRQTex9gsfieQpQZ1nRloNU6uQMuGo3O+nwkEgEA2Gy2WZ8XRRFPPPEEnnnmGSUROPX4F77wBdhsNjz77LMAAIvFsuC1BEGY81pERETJ8MvGlxCV1Kr0D2y+J+GJQAAYPqEmHEWrFbnbtyX8GkPdpzDQ8ZZ6HaMVtfW/m/GJQACwOtXPEbGIH7FIYJ5Xp8Ymbx0AYCTHgLBZ/Tvhu9KQriURZZSmhn70dI4p8Y7d61ZlIhAANu0oATRv/e+c7U7fYogoKaJxCa+1q63IPTYzdhTlzvl6i9GA+28oUeKIJOM/rvK9gYhorejSzIkuWedOWyKQiDLHmq4MdDqdEEVRaeU53VR70Llae87H4XCgqqoKV65cQTgcRm7u5Ifs+a5lt9shrqBl2sDA3O1MSW9qxwn/zGguA6EIrvmCCMclWA0i1ufY4eUuWJrDan1PCUSDeL7pdSUutHtQa12f8N9DikQwcvacEtu3bMXQaBhAeO6DligS7EHf1V/oHssv/02MB60YD2b+f5dIXH8zrqerBVZncmYqLlaZdd3kD4KAbo8JNd2Tm6RG37mC/n5fUpLGNGm1vqdkE1mW8fKzV5RYEIDNu0pX9X+z0nI3utsnbwpdvtCDm26vhsG4pveGZgW+n9CUUwNj8EfUDWB7PTkYGpz9/sSU9RYzim1m9IYmPwO81TWMXW4nSu2Zv9GKkoPvKURrQzQSw2Cf+u84z2NPy79rvqcQJcdyq23XdDLQbDajtLQUnZ2dsz7f2dmJvLw8uN0zB2oDgM/nQ1NTE/Ly8lBdXT3j+XA4DFEUYTKZUFZWBpPJNOu14vE4ent7UVtbu7JfiIhWrNkXxKvdw7g+HprxXI3LhjtK81Gbszp3/RNN91rHm4jEI0r8noo7IAqJv/EbvHIZckS9jrN+Z0LPH4+FMNDyJGRZvcGVU3QL7O4NCb1OMmlnBgJANDyQ9mRgnbtG+bnHqyYD46OjiA0PwVTgmetQojWvo2VEN2dl/ZYi5Oat7g4fdZsKlWRgZCKGjpZhVK3nv3OitUCWZRzrUytALKKI3d6FZ0OJgoD3lnvw43crAmUAv+4YwMM3lHFTEBHRKjbQ69dO8UBhCdt0EtEabxMKALt378bAwABaWlp0j/f19aGtrQ319fVzHvvOO+/gIx/5CL7xjW/MeK6/vx+dnZ3YtGkTDAYDjEYjduzYgcuXL8+oDrxw4QJCoRB27kzszVEiWprTA2P4cWPXrIlAALg+HsKPG7twetCX4pURJV44FsZrnUeVOM/ixo3FyfnfIf+5M2ogCHBsS9y8OVmWMNT674hH1BtcVlcNcksOJuwaqWC05EEQ1D1Y0dBAGlczqcCaB7dlsmKx26ufGxhqakrHkogygizLOHW0VYkFAdh1c3qT94lQs8ED7b39pob+9C2GiBLq+nhIqe4DgN3eHFgNhkUduz7XgfWazZDNvhCujgUTvkYiIkqd/h79fS1vMZOBRJQFycD7778fAPDd734XkiQBmPyC/53vfAeyLOPDH/7wnMfu3r0bXq8Xr7/+Ok6cOKE8HolE8LWvfQ3RaBQf/ehHddeKRCL4wQ9+oDwWjUbxyCOPAAAeeuihhP5uRLR4zb4gnm7th7TA6yQAT7f0odnHL8C0ur3R9TaCMTXxfVfl7TCKiW8IIEsSAufVFqG29TfA4HQm7PxjvUcQHm9WYoM5FwVVD0BIQoVjMgmCCKOmOjAaTn8yUBAE1LknOx/055sQ1yQJQk3X0rQqovTrahtFX5d6A6VuU+GqnRWoZbObsa4qT4lbrw0hFo2ncUVElChHNVWBAoCbC+eeFTib95Z7tGNF8euOQcS1JSVERLSqaDtcWO0muHKtaVwNEWWKNd0mFAD279+Pe++9F7/61a/w4Q9/GHv37sXZs2dx6tQpHD58GAcPHlReO5XE+9SnPgVgss3o1772NXzyk5/Eww8/jHvuuQdutxvHjh1Dc3Mz7rvvPjzwwAPK8Q888AB+8Ytf4Cc/+QmuXr2KLVu24I033kBDQwMefvhhbNiwetqZEa01r3YPL5gInCIBeK1nmO1CadWKxKN4uUOdFegyObG/5KakXCvc2oK4T71pnsgWocGxRvh631AfEAzwVn8IBuPq/LdpsnoRDfUCyIxkIADU5lbjVN85xIwCBvKNKB6abMUabmZlIGUnWZZx6s1W3WO796/+qsApdZsK0dEyAgCIRuJoax5G7UZvmldFRCsxFI6gcTSgxBvdDhRYlzYLvdhuwS5PjtIhpT8cwZlBH270Li2pSEREmUGbDCwscbH1MxEByILKQAD45je/iU9/+tMYGRnBT3/6UwwODuLTn/40vvWtb+neDB999FE8+uijumPvuOMOPPbYY9i/fz9ee+01PP744zAajfjyl78843iDwYAf/ehH+NjHPobm5mb87Gc/Qzwex5/92Z/h85//fMp+XyLS6w9F5mwNOpfrvhAGNK12iFaTt3tOYjyitqy+s+JWmA2meY5YvsC5s7rYsSMxycDoxDCG2p7RPZZffh/M9pKEnD8dtHMDpVgA8Vj5VVv8AAAgAElEQVT6K5CnKgMBoMej/h2Z6GiHFF7a+ybRWtDdPoqezjElrtvkRZ7HkcYVJVb1DR6IBvX7SzNbhRKtesf6xqCt4dtf5F7Wee4qK4BJVN8fXuwcwkR8sdspiYgoU4SCEYyPhZW4kC1Ciehda74yEABMJhM+8YlP4BOf+MS8r2tsbJz18fr6evzDP/zDoq7ldDrxxS9+EV/84heXvE4iSo6mZbT8lAFc8wXhtS1tVy1RusWlOF5sP6LENqMNt5bdnLTr+TXJQHNpKcxFRSs+pxSPYPD6E5DjE8pjTs9uOAvmnvO7Gpishbo4Gh6AwZneiqNiRyEcRjsCsSC6vSbsbHw3ASjLCLe0wL5pc1rXR5Rqp4626eJda6gqEAAsVhMqqvPR2jQEAGhrGkI0EoPJnBVfC4nWnHAsjtOD6gaGYpsZNS7bss6Vazbi1uI8vNI9DADwx+J4o3cEd5UVJGStRESUGtqqQAAoLM1J00qIKNNkRWUgEWW38DJ3tHInLK1GJ/rOYjg8osQH1+2HzZic+QCR/n5EuruUOBFVgbIsY7jjl4iG1WoVs70MeWWHV3zudDPZ9K34oqH0twoVBRG171YHaisDAc4NpOzT3TGK7nZ17lbNBg8KvImbgZopajepGxNiMUlJDBLR6nNq0IeIpNYFHihyr6gV3K3FeXAaDUr8Ru8IfJHYitZIRESpNSMZWMLKQCKaxGQgEa15VsPy3uosyzyOKF0kWcKLba8qsdlgxsHyW5J2vektQhMxL3B84ASCI5eUWDQ64Kl+CIK4+qtWjGY3BEH9PTJmbqC7CgAQsBsw5lDf95gMpGxzelpV4O79VelZSJJVry+A0aj+W2+6zFahRKuRJMt4q0/dwOAwGrC9YGU3fC0GEXevUysBo5KMl7q4YYCIaDUZ6PEpP7tyLLDZ2fGKiCbxTjcRrXl5pqXPvZJlGfnLOI4onc4NXEJfUE0w3Vq6D05T8mZd+c+dUX425OTAWl2zovOF/W0Y7XpB84gAT9WDMJrXRlsTQRBh1MwNzJRk4Hq3+t9NWx0Yvt4MWWKFNGWH3s4xdLaqVdXV6z3wFK29qkAAMJmNqKhVb/a3twxjIhxN44qIaDmujAYwoqna21uYC5O48ls8uzw5KNSMSjg96ENPcGKeI4iIKFPIsqyrDGSLUCLSYjKQiNa83kAzYrGuhV+oEY93ozdwPUkrIko8WZbxXOvLSmwUDLiz4takXS/u9+sqxxw76iGs4AZULDqOwZanMDmxc5K79C5YXVUrWGXmMVnVVqGZkgxc5yyF2TB506/HqyYDpVBI1waWaC07dWxaVeCBtTUrcLo6TatQKS6j5epgGldDRMtxVFMVaBAmk4GJYBAEvHedunlJBvBcB98jiIhWA79vAqGgusnLyxahRKTBZCARrXnh2ATCkbOQ5cVVuMiyhHDkLMLxcJJXRpQ47ww1oMvfo8T7Sm+E25KYm0KzCVw8D2iqxpwrmBcoS3EMtjwJKRZQHrO7N8NVuG9Fa8xE2mSgFAsgHgumcTWTDKIBNTmTiY9uL+cGUvbp6/ah4/qwElfWFcBbvLZvnFTW5sNkVueCNTVkxuYEIlqcrkAYreNqF5Pt+S64TIlrqX5Drh11OTYlvuYL4upYYJ4jiIgoE/RrWoQCQOEa/0xLREvDZCARrXlWowXxeA9C4Tcgy/KCrw9HTiMe74HVYE3B6ohWTpZlPN/2ihKLgoi7Kw4m9Zp+zbxAwWyGffOWZZ9rpOsFRAKdSmyyepFf8RsQBGFFa8xEJptXF2dKdWCduxoAMJRrRMSo/rmHmpvStSSilDl9tFUX71njVYEAYDQZULVebRXa2TKMUDCSxhUR0VIc01QFAsD+IndCzy8IAu4p90L7Sey5jkFIi/guRURE6aNtEQpgzW9wI6KlYTKQiNa0Ln8PTvWdAwBEY1chyQvvaDWKBe/+f8MCryTKDE2j13F9TG1xt6eoHh5bftKuJ0WjCFy6pMT2zVsgmpc3lDwwfAH+wZNKLIhmeKofgmhYm0POtZWBABANZVYyUBYF9HrUyoIwKwNpjRvoHUdbs1oVWFGTj8KS7JitUrdRbRUqy2CrUKJVYjwaw4VhvxJXOa0ocyR+E2Op3YKdHvUmcm8ogjODvnmOICKidNMmA/M8dpgtiasaJ6LVj8lAIlqTAtEgHm98Bv/nxPfQ6msHABgMRTCITuU10WgHwhMnEQofQyzWpzxuMtVAFPPx88Z/x0/e+Tf4I2yJQ5ntuVa1KlCAgMOVdyT1eqHGK5An1Da6zvpdyzpPJNiL4fZf6h4rqLwfJqtnjiNWP6PZDUFQv5BlSmVgZU4FDMLkBohuj9oqNDowgNjY6FyHEa16p6ZVBa71WYFa5dX5uhtE1y73p3E1RLRYx/vHENdU6O0vykvate4uK4BJVOsDX+waQiS+uNELRESUWrIsY6BXTQZmywY3Ilo8JgOJaE2JS3G83nkMf/HWN/F61zHIUL8om4036F4bnjiGicg5RKLvIBw5oXvOap6cf3ay7wy+dvxbON13blEtRolSrc3XgYYRtXprh3crih1FSb2m/6zaIhSCAMf2HUs+RzwWwkDLE5DlmPJYTtEB2N0bE7HEjCUIIoyaZGc0nBk3380GEypzygEAPTPmBrJVKK1Ng33jaL02pMTl1XkoLkverNVMYzCKqLlBfT/qbh9FwD+RxhUR0UKikoTj/WNKnGc2YnOeI2nXyzWbcIsm2TgejeON3pGkXY+IiJZvdCiIaCSuxIUlbBFKRHpMBhLRmnF1pBnfOPV9PH71GQRiQd1zN7g3wGZRk4GxWC8kWW1zE4/3IhbrVuKp6kAA8EcD+Kd3/hU/vPhTjE6oX76JMsHzmqpAAEmvCpRlGf7zajLQWlsHY87SdhzKsoyhtqcRj6gVZ1ZXDXJLkrv2TKFtFRoNZ05bvqlWob0eE7RbH8KcG0hr1Kmjbbp494Gq9Cwkjeo2F+ri6w2ZUa1MRLO7MOxHIKbe6L25yA0xyTOWbyvJg8Oojk94o3cEvkhsniOIiCgd+qbNC2QykIimYzKQiFa9odAIfnTxn/HI2R+iy9+je67Amo/f3/Y7uLXig4jL6lteJNqoe50AAYWWXt1jObZ9uvji4GV87e1v42jXcVYJUkbo9vfi/OA7Srw5fwMqctYl9ZoTba2Ij6pJPOeOnUs+x1jvEYR9aoLJYM5FQdUDEITs+FiiTQZKsQDi0zYvpMtUMjBiEjHoVlsHhjg3kNagoX6/bkZeWaUbJeuypypwSlmlG1abWg3c1JAZ1cpENJMsyzimqcoziwL2eJLfAs5iEHFXWYESRyQZL3cPzXMEERGlw0CPuuFdNAgo8DrneTURZSNOESWiVSsSj+CFttfwUvtriEr63alm0YTDVYdwqPxWmAwm/KihU3nOJAr4XP370TzWhHA8DKvBik3561HkKMSPGjpxfTwEAJDFMuwvfQ/e6n5RaTcajofxr42/wKm+c/jIxgdRaF+7s80o8z3fNq0qsOrOpF/Tf+6sLnbuXFoyMDR2Fb7e19UHBAO81R+CwWhPxPJWBZPNq4ujoX4YXFXpWYxGTW4lBAiQIaPHa4J3dPJ9NdzWCikagWgyp3mFRIlz+pi+KnBPFlYFAoAoiqjZ6MXls5PdEXo7ffD7wnDmWNO8MiKarmU8hJ5QRIl3e3Jg1VTsJdMebw6O9Y1iIDx5/VMDPtxc6Eax3ZKS6xMR0cL6NZWBnkInDMbs2GxLRIvHdwUiWnVkWcbpvnP46tvfwq9bX5qRCLyxaCf+/OY/xj1Vd8JkMGFkIqok+ABga54T5TlFOFh+APdUHcLB8gMocky2yTqk2fUKALJhMz6/55Moc5boHr862oy/OvFdvNR+BHEpDqJUGwgO4XTfeSWuza1WKruSSZsMNBUVw1xcMs+r9aITwxhse1r3WH75fTDbF3+OtUBbGQgA0XBmtOWzGW1Y9+57XbdHMzcwHsdEa2t6FkWUBMODATRr2mGWlueitMKdxhWlV91G/XtS05XMeE8iIr2jfWpnBgGTLUJTxSAIeG+5+j1JBvBcZ+a0OiciynbxuITBfr8Se9kilIhmwWQgEa0qHePd+N7Zv8c/vfOvGJkY1T1X4SrD53Z/HB/b8hG4LWqrrzODPt3rds/TTqfaZUNtjk2JL48GYDIW4gt7Po331xyGUVB330alKJ5uehbfPv23M9qTEiXbi+2vKhWrAHBPCqoCo4MDiHR2KLGzfvFVgVI8gsHrT0COT6jHF+yGs6A+oWtcDYzmPAiC2pwhU5KBAFDnrgEA9HhNusdDTZwbSGvH9KrAbJwVqFVS7obdqVb+Nl1hq1CiTDMUjqBhNKDEG3Id8FhTW7G/IdeBGpf6PenqWBDXxgLzHEFERKky1O+HFFfvDxSWJL+NNBGtPkwGEtGq4I8E8POGX+AbJx9B02iL7jmXyYmPbvwgPr/nU6jJrdI9J8kyzgypycA8sxFVmi+xszlUqq8OfKVrCAbRgHuqDuGLN/0hanIrdc+3jXfg/558BL+8/vyMKkWiZBidGMPbPaeVuMJVhk35NyT9uv5z53TxYpOBsixjuOOXiIbVG8xmexny1h1O6PpWC0EQYNRUB2ZSMrD23epSn0NEwKp+TAw1c24grQ0jQwE0XVbfi4rX5aCsMnurAgFAFAXUblDfkwZ6xzE2EprnCCJKtbf7x6CdWL6/OPXvW4Ig4L3l+hEJz3UMQuIsdSKitNO2CAWAQlYGEtEsmAwkoowWl+J4teNNfOXtb+LN7uO6SihREHFn+a3485s/j/2lN0EUZr6ltY6HMDKhJuh2eXIgCsK816xy2VA3rTqwOxAGABQ7ivC/d/0vPLT+N2E2qLtxJVnCr1tfxv898T1cH2ubcU6iRHqp/Qjistqe9nDlnRAW+HudCIHzaotQg9MFa23doo4bHziB4MglJRaNdniqH4IgZu/oYpNVvZmWSclApdWsIKBbUx0YbmqCzJt9tAacOdaui/ccqErJ+2emq9tcqItZHUiUOcLxOE4NqJsbi2xm1C6wuTFZyhxW7CxQbzD3hCI4NzQ+zxFERJQK2mSgyWyAO9+extUQUaZiMpCIMlbD8DX81cnv4alr/4lQTL9DfXP+Bnzpps/iwfXvh80495fh09NahO6ap0Wo1vTqwJe7h5WfRUHEwfID+NObPjujGqs32I/vnP5bPHX1PxGOTYAo0cYjfrzZdVyJi+2F2O7dkvTrxoMBBK82KrFj+w4I4sIfI8L+Nox2vah5RICn6kEYzdndtkQ7N1CKBRGPZkabLZfZiSL75Np6NHMD4/5xRPv60rUsooQYHQ7i2mX173FRaQ7WVeWlcUWZo6g0B84cixI3MxlIlDFOD/gwIUlKfKDIndZNDHeXFcCouf4LnUOIxKV5jiAiomTr71HvfXmLXRBFbnYjopmYDCSijDMYGsIPL/wUPzj3j+gN6G8+e20F+IPtH8PHdzyMYkfhHGeYNBGXcGlEHaBc47Ihz2Ka5whVpcuGuhx1J9WV0QC63q0OnFJgy8cndvx3/PamD8GuSUjKkPFq55v4qxPfwZXhq4u6HtFivdbxJqJSVInfU3nHrFWxiRa4eBGIq9WIzp0LtwiNRccx2PIUAPUGkbv0EKyu6mQscVUx2by6OBOrA7unzw1kq1Ba5c681Q5tgevuA5WsCnyXIAio3ah+rhoaCGBkMDM2KRBlM0mW8Vb/mBLbjQbsKEhv6ze3xYQDmjalvmgMR/tG5zmCiIiSKTIRw8hgUInZIpSI5sJkIBFljHBsAv/R/Gt87e1v4cLgO7rnLAYz7q+9F1/a+zls82xe1M27i8PjiErqXb/di6wKnHKoNF8Xv6KpDpwiCAL2lezBn+79I+z0btM9NxQewaPnfoR/ufIkgtHgjGOJlioUC+FI1zElLrDmY09RfUquHTh3RvlZMJlg37x13tfLUhyDLU9Ciqk3k+3uzXAV3py0Na4mZqt+M0MmJQNrcyeTgQN5RsQM6uOhJiYDafXyjYZw9VKvEnuLXaioyZ/niOyznq1CiTJOw2gAwxPqJrC93lyYFtGZIdluL8mDw6h+SDjSM4zxKGenExGlw2CfXxczGUhEc0n/p0giynqyLONE7xl89e2/xgttryKmmYUGAPuK9+DP930Bd1cehGkJM8bOaFqEWkQRW/KcS1pXpcuG9QtUB07Jtbjwe9t+G/9j2+8gx6z/4PVWz0l87fi3ca7/4pKuTzTdkc63EIqpfwfvrjwIg2iY54jEkGMxBC6pf3/tmzZDtFjmOQIY6XoBkUCnEhutHuRXvJ9VOO8ymN0QBPX9LJOSgXXuGgCAZBDQl6+ZG9jclK4lEa3Y9KrAPawKnMFT5ESO26rETVf6OSuUKM20FXcGAdhbmJvG1aisBgMOlakbKiKSjJe7Zm6cJCKi5NO2CAWAwpLsHslBRHNjMpCI0qrN14Fvn/5b/PTyv2Esov8AU5VTgc/v+SR+e/OHkGtZ2s6moXAErX41abIt3wmzYelvedovuYB+duBs6r1b8eW9n8P+kht1j/si4/jHS/+Mf7z4zxibGJ/jaKK5ReIRvNrxhhLnml3YV7w7JdcONjZACqlzOx3187cIDQxfgH/wpBILohne6g9BNMyfQMwmgiDAqJkbmEnJwAJbHvIsk+2/ejStQiPd3Yj7/XMdRpSxfKMhNF5UqwI9RU5U1hXMc0R2EgQBdZrqwNHhEIb62SqUKF26gxNoGVc/f23LdyHHvPiNkcl2oycXHqv6OeHUwBj6QpyZTkSUav096j0mq92kmwNNRKTFZCARpYUvMo5/ufIk/vrUo2jxtemeyzG78DubPozP7f44qnIqlnX+M4P6hNtSW4ROqXDqqwMbRgPonKM6cIrdZMdHNz2ET9X/DxRY9cnEcwMX8fXj38JbPae4256W5Gj3Cfij6k3ZQxW3w2RY3AzMlQqcP6uLnTvmbk0aCfZiuP2XuscKKu+HyepJytpWM1OGJgMBzdxAz7S5gdeb07EcohU5+3Y7JE3bcFYFzq1uI1uFEmWKY30juvhAkXuOV6aHQRTw3nXq5zsJwPMdQ+lbEBFRltImAwtLXPycS0RzYjKQiFIqJsXwUvsR/MVbf423ek5ChnpzzigYcHfFQfz5vs9jb8luiMLy3qIkWcaZIbXKsMBiQoXTOs8R85teHfjKIlvgbMxfjy/t/SzuKL8FAtQPY8FYCP9y5Qk8eu5HGAqxnQ4tLPruv5spDqMdB0r3puTasizDf05NBlpramDMnf1mlBQLYbDlSciyOjMmp+gA7O6NSV/namS2qclAKRZEPJo5FTi17yYDe6YlA8OcG0irjN8XRsMFtSqwwOtA1XpuTphLvteBPI+6CYqtQonSYzwaw/khtRq/0mlFmWP532eSZaPbgWqXTYkbxgJo9nFWOhFRqoSCEYyPqRvW2SKUiObDZCARpcw7Qw34qxPfxdNNzyIc11fXbfNswpf2fg73190Lq3FlX3SbfUGMRdRkxG5Pzop2RlU4bbghV1MdOLZwdeAUi8GMD67/DXxu98dR7CjSPdcwcg1fP/EdvNrxJiRZWvb6aO070XsaoxNjSnxH+S2wGlPT+mOiox2xYTVp7azfNevrZFnGYNvTiEXUXexWVw1yS+5I+hpXK+O0aslMqg5c/24yMGwVMZyjzqUMMRlIq8z0qsDdB6q4W3oegiDoqgPHx8K63eZElBon+scQ1yTi92dYVeAUQRDw3nL955lfdwxC4iYCIqKUmP45rbBkaSN2iCi7MBlIREnXHxzA353/J/zt+X9CX1B/s7vIXohP7Pjv+IPt/w2F9sTs1Ne2CBUA1Bes/MPQoVL9bKGXu5bWAqc6txJ/cuNn8N6qu3QVj5F4BE9d+0985/TfoTfQt+J10toTl+J4oe01JbYaLLh93f6UXT9wTt8i1LFj9nmBY71HEPY1KbHBlIuCqgcgLLPCNxuYrfp2fJmUDCyyF8JpcgDQVweGW1sgx2JzHUaUUfzjE7h8vkeJ8zx21GxgVeBCajfp35ua2SqUKKVikoTj/eomMLfZiM15zjSuaH7rHFbU56vft7qDEzg/xE0ERESpwGQgES0F79ARUdKEYmE83fQsvn78O7g01KB7zmqw4sG69+FLN/1vbC7YkMBrxvHOiNpSpy7HDrdl5XPVyp1WXXVg41gQnf7FVQdOMYlGvK/mPfiTGz+DSle57rkWXxv+z4nv4dctLyMuxVe8Xlo7zvZfwGBITT7fWnYz7Cb7PEcklrZFqMlbCHNp6YzXhMauwtf7uvqAYIC35iEYjKlb52pkMLshiOr7UyYlAwVBUFuFetU1ypEIJjra07UsoiU593Y7pLh2ViCrAhcjr8AOT6GaeGhqYKtQolS6MOyHP6Z+H7i50A1Dhr933b2uAEbNGl/oHEJUYucTIqJkG+hRR+S4cq2w2c1pXA0RZTomA4ko4SRZwls9p/AXb38TL7UfQVxWv8wKELC/5CZ85eY/xp0Vt8EgGuY509JdHPYjprlhtcuTuH7pM6oDu5dWHTilzFmCP9rzCTxQ9z6YNImAmBzHL1uexzdOfR9tvo4VrZXWBkmW8Hzbq0psEo24s+LWlF0/OjyEifY2JXbU75xxIz06MYzBtqd1j+WX3wuzfWbSkPQEQYDJolYpZVIyEADq3k0Gdk+bGxhqbprt5UQZJeDXVwW6C+yo2eCd5wjSqtusVgcGxiPo7Ryb59VElCiyLONY36gSm0UBe7yZP/8pz2LStTIdi8ZwtHd0niOIiGilZFlGn6YykFWBRLQQJgOJKKFaxtrxrdN/g3+58gTGI37dczW5lfjjPZ/CRzd9EC5zclrdnB5Ud0VZDSI25zkSdu7ZqgM7llgdOEUURByquA1fuumzuMFdq3uuy9+Dvz71KJ5uehaReGRFa6bV7eLgFXQHepV4f+le5JhT9wE/cP6cLnbW61uESvEIBq8/ATk+ob6mYBecBbO3EqWZjFY1OZFxycDcyWTgSI4BIbOaBObcQFoNzh/vQDymVqXs3l8JUczsyppMUrtRnzhtYqtQopRo9YfRHVQ/V+3y5MBmTOzmyWS5vSQPdqN6i+lIzwj8UbYWJyJKFr9vAuFgVIm9TAYS0QKYDCSihBidGMNPL/8bvnX60RlVbW5LLj62+SP47K6PoyJnXdLW0B+KoCOgJue257tgEhP7Npeo6sApXnsBPr3z9/FbGx+E1WBVHpch46X2I/irE9/F1ZHmFV2DVidZlvF82ytKLAoi7qq4LaVr0LYIFR0O2OrW69Y33PFLRMPqDWKzvRR56+5J6RpXO7NNveEuxYKIRwNpXI1embMEVoMFEAT0aqoDQ03X2DKQMlowEME7Z7uVODffhrppc/BofjluGwpL1RtKzY0DkCT+uydKtqO9I7pYW22X6WxGA+7UfFeakCS83D2cxhUREa1t/ZoWoQBQVJL5leRElF5MBhLRikSlGF5ofRVfffuvcaL3jO45o2jEPZV34st7/wg3Fs9sL5hoZwb1H4R2J7BF6JRypxUbNNWBV1dQHThFEAQcKN2LL+/7HLZ5NuueGwgN4ZGzP8TPG36BUCy0ouvQ6tI40qRLrO8t3o18a17Krh8PhRBsuKLEju07IBjUnen+gRMIjlxSYtFoh6f6IQiiMWVrXAtMVn31jTa5mm4G0YDq3EoAQLdmbmB8dBSx4ZVthCBKpvMnOhDTVgXezKrA5ajbqCZQQ4EoutvZ8o8omYbDUVwZVTcFbci1w2NdXbOfbvLmokAzr/1k/xj6Q+x0QkSUDP2aFqEA4ClKTgcuIlo7mAwkomWRZRkXBt7B149/G/9x/deYmNbOcod3K76893N4f+09sBotSV9PXJZxdkhNBnqtZqxzJOe6ia4OnOK25OJ/bvtdPLzlo3Ca9O1N3+w+jq8f/w4uDl5OyLUo8z3X+rLyswAB76k8mNLrBy9dBOLqvE/nDrX1Z9jfjpGuFzWvFuCpehBGc24KV7g2zEwGDqZpJbOrc9cAAHqmzw1s4txAykyhYASXznQpcY7bivVbWBW4HLXTqinZKpQoud7qH4W2/nY1VQVOMYoC7ilX5yFLAJ7vzKzPNkREa4U2GZjnscNs4cZcIpof3yWIaMl6A3146tp/4crw1RnPlTiK8MH1v4GN+etnOTJ5msaCGI+qiYvdnpykVSKue7c6sHEsCGCyOrDdH0KF07bicwuCgN1FO7Ahvw6/uPZfumrL0Ykx/P2Fn2BPUT0+uP43kjZ3kdLv+lgrro1eV+JdhdtRaPfOc0TiaVuECkYjHFu3AgDi0XEMtjyFyds7k9ylh2B1Vad0fWuFweyGIJogS5OzHjJubqB78r9rX4EJcQEwvHuXMtR0DTl796VxZUSzO3+yE7Ho9FmB3P+4HE6XBSXrctHTOQYAuN44gFvfsx4GA/88iRJtIi7hlKbLSaHVjLoc+zxHZK7NbgcqnVa0vds95cpoANd9QdSs0t+HiCgTSZKMgV41GVjIFqG0SvUMBXCpZRjhiRisFiO2VuejpMCx8IG0LEwGEtGiBaMh/Kr1RRzpPAZJlnTP2Yw2vK/6Pbi1bB8MYuqH3J/WfHkWAdQXJHdw8qGyAiUZCAAvdw3jv20oS9j5nSYHfnfz/4c9RfX4ecO/Y2RCbc11qu8crgxfxUPrfxN7iuqT3n6VUu/51ld08eGqO1N6fTkWQ+DieSW2bdwE0WqDLMUx2PIUpJhfec7u3gxX4c0pXd9aIggCTBYPIqEeAJnVJhQAKl3rYBSNiBljGMgzong4BgAIN7MykDJPOBTFpdNqVaAr14r1W4rSuKLVr25zoZIMnAjH0Nk6gsraggWOIqKlOj3ow0Rc/X51oNi9aj/jC4KAe8u9+Lsrarv7X3cM4n9tLoe4Sn8nIqJMMzocRDSibogvLEnuPTCiRLvSOoxfvtWGK20jM57bVJmH94KWh9MAACAASURBVO2vwqbK1I3KyRbc1klEC5JkCUe7juMv3v4mXu14U5cIFCDglrJ9+Mq+P8bB8gNpSQQGY3HdfI31uXbkmJO712Gdw4qNuepOlWu+yerARNtSsBF/uvezuK1sv+7xQDSIn1z+Of7+wo8xEuYMn7WkY7wbl4YalHhrwSaUOUtSuoZQ0zVIQTXZPdUidKT7RUwE1Bs7RqsH+RXvX7U3qzKFyaZWfUZDA5BleZ5Xp5bJYEKlqxwA0KOZGzjR0Q4pzDmmlFkunOzU3RTZdXMFq9hWqGaDF9q3+Ga2CiVKOEmWcaxP/TxvN4oJ39jYMxTAi6c68F9HW/DiqQ70DAUWPmgFyp1WbM9Xu5h0BSdwYXh8niOIiGgpps8LZDKQVpM3LnTj24+fnzURCABX2kbw7X87hzcv9KR4ZWsfKwOJaF5Noy146up/oMPfPeO5Onc1Hlr/m1jnKk3DylTnh8YR19w83+VJTXuEQ2X5aBhTv0gnujpwitVoxYc33I/dRTvwWMOT6A+qczcuDTXg68e/jfvr7sWB0r0QBd70XO1eaNNXBd6T4qpAQN8iFAAcO+oRGL4A//9j7z0D5LiuM+23Ok3n3D05Z8RBHgAECYAEQDCLQZZFSbYsOa6DLIe1V+v1riTbu5ZlOa392ZZky5a5tkgaDCBBgEQgMjDAAIM0OfTk6Tidc9X3ozFV3ZjBJHTu+/yaW9W3+kyqrnvf855jucoeo3giGGo/Cx4/9T1B8534voF01A864gNfmD1lMRrVtRh0DmPSIMSm3vsCIMMgMDwMaeuazAZHINwnGAjj9vVxdixXFqF5fUkGI8oPpDIRyqs1GB+JLdSH+62IRKIQCNKf/EUg5Cu9Ti/swTA73m5QQZik8saZzLo/WKHHXYeXXaedGLdhrUaetO+NQCAQChnLVFx1LD4FnZG0kSHkBt0mB350rBf0EknQNMPgn4/1QKcSE4dgEiFPYQQCYUEcgVn809038L3Ov5snBGqK1Pi5ta/ja5t+KeNCIAB0xpUIlfB5aFWnZxO9XCZGizrRHWhyp84p06CuxX/b9ps4WL0vQfQLRIP4994j+Msbf48ZX3b1GyOsjBmvGTfMt9lxk6YBtarqtMbAMAy8cWJgUXUNGHEI9tGjCa/TVb8EoVif1tjylXgxEMi+UqH19/sGTumFCcf9A/2ZCIdAWJBb1yYQChJXYCqob+XuUaFgFGNDC2fwEgiE1XFhmnMF8ihgh1GdlOtmOuteWyTErmIVO54NRXBphlQ0IRAIhGQQ7wzUG+XkuZeQMxy9OLKkEDgHzTA4enEktQEVGOROQSAQEghFwzg2fBLfvPwdXJu5mXBOyBPgmdoD+B/tv40txRuzojTgtC+ICV+QHbfpFBCkMdv0yTJtwvjkpD2l7yfkC/Fi/WH87tZfQ6U8UYgdmB3Gn1z9Hj42nUGUjj7kCoRs5sToGTDgHooOVe9LewyhyQmErZyoLNu0HtbhN8EwEfaYsng3pOqWtMeWr8wXA7NL1K9TVYMCBa+UD5eMu78SMZCQLQQDEdzq4FyBMoUILevTW145n6lrMoDH4575BkipUAIhaUz5ghiKSyZcr1FAlYR2ByvNun+YYPio7C3VQhK3QX16ygFvmKxTCAQC4VGIRmlYzR52TEqEEnKFKZt3xc8cPSZHysubFxJEDCQQCABibqCb5tv49pU/w9Hh4wjR4YTzm40b8D/afwfP1h6AiC/KUJTziXcFAukrETpHuUyc4EQcSLE7cI5KRTl+Z+uv4cW6wxDwuA2DMB3BO4Mf4jvX/wZj7vmlXQnZi83vwNXpTnZco6xCs6Yh7XF4bnQmjCM1TkRC3MOaWFELVWn6Rcp8hi9Sg+JxrrtsEwPFAjEq77vAJ+PcgYGhQTA0/bBpBELauHN9HKEgl7Cwqb0KfAFZ5iQLsUSIilquNM/IgDWhNyOBQFg9Fx9wyu0qTo4rMFuy7iUCPvbHJU8GozROTdpS8l4EAoFQKNjMHtBR7h5vKE3vPhiBsFruDK/cQMEAuLuKeYSFIatkAoGACc8U/urmP+If7/wrbIHEDI1yeSm+tukX8ZV1X4BWnF01mqM0gxs2rjRCiUSEMmn6+5fNdwemZ4HL5/FxsGYf/tu2r6FeVZNwbsw9gT+99ld4b/AjhKPhhS9AyCo+Gf0UNMMJK0/X7M+I+9bbxTmCRU+UIRTm3DZ8oQq6mldAkd6USYWiqAR3YLaJgQDQoK4DAEwZODGQ9vsRmpzIVEgEAgAgFIygK84VKJWL0LqRuAKTTUOrkf06EqZhGiSb+QTCo+IJR9AVt5apkotRKRc/8nWzLet+h1ENbRH3/HDF4oQ1EErJexEIBEIhEF8iFCDOQELuEIhL4FwJfpKImDTIbh6BUMB4wz78R+87+JOrf4E+x0DCOZlQis81fwa/t+030Kipz1CEi9Pn9MIbiesPpFdmRDwpm+cO9GMkDe7AOYplRnxt8y/hp5peQlGca5NmaBw3ncKfdPwFBmdH0hYPYeU4g25cnLrKjstkJVirS38ZzsisA4HhIQAAr1oC3rq4DSmKD33da+ALpGmPqxCI778Y9lvALDObP1003O8bOGkgfQMJ2cWdzgkEA3GuwB1VEAj4GYwoP6lt1IPPJ6VCCYRkctXiRCTu8z5ZrsBsy7oX8Cg8XaFjxzQDfDRmTcl7EQgEQiEQLwYKRXyotWSNTsgNAqsU9SQisr5LFkQMJBAKkCgdxdnxi/hfl/4UZycuJvQo41E8PFGxG3/Y/rvYU74TvCx2AF2PKxHKo2L9AjNFptyBc/AoHh6v2IX/vuO3sEbXnHBuxmfB9zr/Dj/pexeBSPAhVyBkktNj5xChuc3sQzX7M/K/5+nqAgBQSgGETxkTzmkrn0GRtGyhaYQkEO8MpKN+0JHsqolfr4qJgTaVACEBJwj4BwceNoVASDnhUARdV8fYsUQmRGsbcQWmAlGRAFX13Gb+6KAtoTQrgUBYGRGawRWzkx2rRAKs1ciTcu1szLpfq5GjKs71eG/Wi+E0Jk8SCARCPmGe4vbCDCWKhN7OBEI2EonSeO/CMI5fHV3xXArAujrdkq8jLI/s3eUnEAgpoc8xiP9z7a/wH33vwBvxJZxr1jTg97d9DZ9tehEyYXZnFnnCEfQ4uc3yZpUMcqFgkRmppUwmxpo4d+Cgy5+RBa5WrMGvbPg5/MyazyX8Dhkw+HT8Ar595bu4Z+tNe1yEh+MN+3B24iI7Nkh02GzckJlYbnYCAgrCw8WgxFzmlVy3GXLdpozEVCjEi4FA9pUKlYtkKJEVg+FRmNZz99oAcQYSMsidG5MI+LlN77btVRAKSdZoqogvFRqNMhjpJ84eAmG13La74Q5z4ttOowr8JFU4ERetbk2Uyqx7iqLwTKU+4dixMcuy+xoSCAQCIUYoGIHDyu3lkRKhhGxnzOzBt//lGt45Nwx6FR/7LdUalBD3a9IgYiCBUCDY/A58//a/4i9v/D0mPFMJ53RiLX5+/Zfwa20/jzJ5SYYiXBldNnfCh8gWfeYbJu8vT8xUOTmRmX46FEVhe8lm/MGO38YW48aEc47gLP5v1w/wL/f+A55wdjmPCpVPxy8gGOX6phys3pcRVyAdCMDXfQ/CvXrw9FzvTZG0DJqKp9MeT6EhFCc6MbNNDASAhvu9Saf0XKnQsMWCiHM2QxERCplwOIqbVzhXoFgqxNpNxL2cSqrrdRAIuc8nUiqUQFgdDMPgwgz32SnkUdhqUCXt+utqtUu/6AHSkXVfJZdgXZz7cdwbxG27J6XvSSAQCPmGdSbxvknEQEK2EonSeO/8ML75zx0YnVnd5z2PovDcrprkBlbgEDGQQMhzQtEQjg6dwLeufAc3LLcTzol4Qjxfdwh/sOO30GZYl5F+e6ulM65EqEzAR7NKtsir00OZtCjBHTjkzow7cA6FSI6fW/c6fnH9z0AlShRLr0xfx7cvfxed5ltZ15uskAhEgjgzdoEdq4tU2F6yOSOxeO/eAa9VCn4zt5jgCaTQ174Gipc5122hwBepQPHiRLZsFAPVdQAW6htISoUS0s+9G5MI+MLsuG17JYSkl0RKEYr4qGngxIKxYQcC/vAiMwgEwkKYPAFM+rjS/Zt1SkiT2Ou0VCdDa7VmRXPSlXV/qEKHuPajODFuRYSmU/6+BAKBkC/MxJUIBQBjaeYT4wmEBxmdcePbP7qGd84PIxrn5JAU8fGzh1vw5cMt4C2xB82jKPzs4ZYVP9MQFofs7hHyjtD0FCYvn0XU74c/yoNs3TqISgqvfwzDMOg0d+HIwIdwBOe7NrYWt+Gl+megESenUX06mfQGMOXnnFRtOgX4WVIj/clyHe7Nco67kxM2fLWlIoMRARsMa9GoqcORgQ9wYfIqe9wd9uAHd36Mjfq1+GzzS1AXJS8jmbA8zk9eTijX+1TVExBkSHhzD1yBYHd8RjgFfc0rEIjI30U6oCgKQrEBId8kACDsz0YxMNY3cFonBIOYiwAAAoMDUGzZmrG4CIVHJBzFjStcvwmxRIB1m4krMB00tBox0B27P9E0g+E+K1o3Ft5zNoHwKMS7AgFgZ3Hy12PP7apBt8mxrNemM+teJxah3ahmfwaOUASXzE7sKSEbfQQCgbAcLFNu9muxVAi5smiRVxMI6SUSpfHhJRPevziSIAICwLo6LX726RZolbEewnq1BEcvjsx7XqEQS1J6blcNEQJTABEDCXmDr/sebB+8D39Pd8JxCwBJSyt0z70AaUtrZoJLM2PuSbzV/y4GZofnnatUlOO1xhdRr65Jf2BJ4ro1MRNqcxaUCJ2jVFqEtRoZ7jpiguCQ248hlw91yszWt5YIJPh8y6vYYmzDGz1vwRqws+e6rHfRNzuIlxuew87SbTnlEM1lwtEwTo6eZcdyoQy7y7ZnJJZIYBbhCjMoPpeVri57EmJFbUbiKVQSxMCABQzDZNX/o0ashk6sgQ0OWNUCGGZjvdr8pG8gIc3c65qC38s50jZsq4RQRJY16aCyTgtRER+hYKzX2UC3mYiBBMIKcATDuOfgSmU1qaQwSkRJfx+ZeHn3xExk3e8r0+K61YVANOYIPD1pxxZ9ct2RBAKBkK+Y48TA4lJFVq0XCYXN6IwbP/ygG6PmxJKgkiI+Pre/EY9tKE34e22t1qC1WoMpmxd3h+3wh6KQiPhYW6tFqS7z1d/yFbJqJuQFzvPnMPMv/wQ8pMSIv6cb4329KP6ZL0O1e0+ao0sfnpAX7w99hAuTV8EgMQNDLpThxfrDaC/dmpF+ZMkiQtO4aeMefsqkRSiVZlcm1P4yHSsGAsDJSXvGxcA5mrUN+MaOr+Po0AmcGjvH/p34IwH8W89b6Ji5iddbXoFektqeIQTg0tQ1uELc3/KTlY9DxE/+ZtBSMHQU5t43QEm5DRhBSAeFcWfaYyl0hGID+zUd9YOOeMEXyheZkX7q1bWwTTswpReyYmDANAI6HAJPmP6/X0LhEYlEcfMy5wosEguwfkt5BiMqLAQCPmoa9ei7MwMAmDA54POGIJWR/38CYTlcmplNWKXtToErEADeOTc/KXQhXn6iDo9tSK+gLxXwsb9Miw/HrACAQJTG6Uk7nq0yLDGTQCAQChu/LwS3M8CODaREKCELiERpfHDJhKPLcAMuRKlORsS/NJK7igCBcB9fT/eiQiALTWPmR/8E3wPOwXwgSkdxeuw8/uflP8X5ySsJQiCP4mF/5R78z52/i11l23NaCASAnlkv/FHud70li1yBc8TcgdwG/vB9d2C2IOKL8HLjc/idrb+KMllJwrk+xwD+6Mqf49ToWdAM6d+RKqJ0FJ+MnmHHEoEYeyraMxKLY/JjRGgrO6btIejqPkMyDDOAUKxPGGdn38CYWzShb2A0iuDISGYCIhQcPV3T8Hq4UuEbtlVAVETyG9NJQ6uR/ZphgKHe7LtXEQjZSDBK41pchRODWISGFCQMDk+5cHOAe7ZbU6PBH/38Dnz+qUYc2l6Z8NrllhJNNu1GFTRx9+7L5lnYAqFFZhAIBAIh3hUIAMZSRYYiIRBijM648a0fXcO7C/QG/PIzLfjN1zYuKgQS0k9uqwIEAgDb0feWFgLnoGnYP3g/tQGlmR57P/644y/wVv978Ef8CefWaJvxje1fxyuNz0MikGQowuTSaeUefvgUhY267Hz4ebJMmzA+OWl/yCszR7WyEv9126/judqD4FOcKyxEh/H2wFF89/rfYtIzncEI85drMzdhC3CbL09U7M7I/6jXfgseC9dHkgnRoG7yUGQgvbcygVBsTBhnpRioiomBU/FiIAD/wEAmwiEUGNEIjc44V6CoiE9cgRmgokaDorgShAPd5gxGQyDkDp1xpTEBYFexOiXJV0fODSWMP7OnDqU6GZ7aWomf2t+IrS3c88bdYTvGLZ4HL5FyBDweDlVwSVBRBjg+bkt7HAQCgZBLEDGQkC1EojTeOTeEb/3oGsYeKAu6vk6Hb31lB/ZsKCNJ5lkIEQMJOU1oanJej8Cl8PV0IzQ9laKI0ofVb8Pf3/oR/vrmP2LaO5NwziDR4Zc2/Cx+ZePPoURmfMgVcg93OII+J1d+s1Uty9reEiXSIqzLYnfgHAKeAIdrn8LvbfsN1CqrEs6NuEbxvzv+Eh8Mf4wIHclQhPkHzdA4bjrNjkU8IfZVPJb2OEK+adhHjyYcC580Q9awKe2xEGLwRSpQPE5kC/uzTww0Sg1QCOVwyXjwirnHSP8g6RtISD09t6fhdQfZ8fqtFSgSCxeZQUgFfD4Pdc1cOb+pMSc8cb8XAoEwH5phcHFmlh1L+DxsSkFSY//4LO4McUmIG+p1qC9XJbzm4LZEd+DHHWNJj2M5rNfIUSnj3AJ3HB6Y3P5FZhAIBEJhY57i3OUKlRgSKSnTTkg/c27A9y6MPOAGFODLz7Tga69tIG7ALIaIgYScxnv37sonMQy8d+8kP5g0EYgE8e7gMXzr8p/hljXx+y/ii/BS/TP4xo7fwnr9mrzLwLhhdSPeA5qNJULj2f+AO/CTSTsYhnnIqzNLmbwEX9/yK3i18QWI4sSIKBPFh8Mf4/90/BVGXKOLXIGwXLosdzHj41wUj5W3Qy5Kb310OuKHdfhNMAwn8kauz4Ie8kHeRsTATEFRVELfwGx0BlIUhXp1LUBRCe7AwMBA1t7fCPlBNEqj85KJHQtFfGzcVpHBiAqbhtbE3l6DPcQdSCAsRp/TB1swzI63G1QQ8ZO/HXPkbKIr8KU9tfNe01CuQn0Zt466dHcGLm/6S3RSFIVnKhNLpH84ZiXPEwQCgbAADMMkOAOJK5CQbhZzA26o1+FbX9lO3IA5ABEDCTkNHVhd5iDtz72MQ4ZhcHW6E9+8/B2cMJ1GhIkmnN9RsgV/2P67OFC9F0Je/vXOYRgGnXE9NhRCPhpUye+xkUwedAeOuP0YyuJsVx7Fw77Kx/CNHb+FFk1jwrlJ7zT+7Nr/xdv97yMYJf08VgvDMDg+cpIdCyg+nqx6PO0xWE1HEAlxZUqjYz5Ertgh0GhRVFWd1ngIiTwoBmbjhhjbN1AflzjgcSM8M/OwKQTCI9N7ZxoeV7wrsJy4AjNIWZUaEin38x/szr7kBQIhm7g4wz138QC0F6se/uJV0m1yoGeUcx9uatSjpmTh5MkDce7ASJTGmRsTSY9nOVQrJAm91se8AdxxpL9sKYFAWD4zXjNOj53HseGTOD12HjNekhCUDjyuIAI+LqmEiIGEdGKaduOb/7ywG/DnnmnFb7xK3IC5Qv4pBoSCgideXY8tniS3+ueZXGN4s+89DLtM885VKyvxWuOLqFVVLTAzfxj3BmGOayq/SacEPweyTfaXaXHX4cHcR+XJCRvqFJKszpTRS7T41bav4vLUNbw9cJTtRcmAwamxc7hluYvPt7yKZm1DhiPNPe7ZezHmmWTH7aVboS5K/mbQYrimzyLg4vq7Me4IwifMAAPI2tqy+m+zEIgXA+moH3TEC75QvsiM9DMnBs7rGzjYD1FJSSZCIuQ50SiNzoucO10g5GHjA2XuCOmFx+OhrsWAu52xz7SZSRdcs34o1bn1jE0gpINpXxADLi4hcJ1WDpUouckMDMPM6xX40p66h75+S7MBOmURbPeTLE51juNwexWEGWjB8HSFDt2zHsztLR4ft6FVLYOAR3LXCYRsotc+gI9Mp9DnmN8rvEnTgMM1+9GkIXsEqSK+RCgAGEuzu1IWIT+IRGkcvTiCDy6ZEkRAIOYG/JmnW6BRFGUoOsJqIE9XhJxGtm7dyidRFGRr1yc/mBTgCrnx4+438Z1rfzNPCFSKFPhi62fx21v+S94LgQASXIEAsDnLS4TOMc8d6AlktTtwDoqisLNsG/5gx29hoyHx/8wasOOvbv4D/q37LfjC2f+9ZBPHR06xX/MoHg5U703r+/ud/XBOf8odYCiEjk0DgVgBXvlGUiI008SLgQAQDmRfpm25vBRivhhmjQCRuCdJ/wDpG0hIDf13Z+B2Btjx+i3lEEuIKzDTNLQm9qUe7CHuQAJhIeJ7BQLA7mJN0t/j7rAdA+NOdrytxYhK48OTifg8Hp7cwiVVuHxhXL6XGYe/TixCu1HNju3BMC6bnYvMIBAI6ebSZAf+puv7CwqBANDnGMBf3/w+Lk1dS3NkhUN8iVAA0BdnV8IoIf9YzA34lWdjbkAiBOYeRAwk5DSiklJIWlpXNEfa0pr1zoUIHcEno5/if136Di5NdYABd9PlU3wcqNqLP2z/HbSXbgWPyv9/4zBNo8vOPfhUysQwSnKnUfL+ci3ivVafTNiysvTfQqiKlPiF9V/CV9d9EQpR4sPmxamr+PaVP0OXZRW9OwuQfscQBp0j7HiLsQ16iS5t7x8O2mE1HUk4Rg2IwVhijlueWAxJc0va4iEsjFDygBjoz77NdR7FQ726BjSfwowurm/g4MKbAwTCo0DTNDovPeAK3E5cgdlAaYUKMgX3PDbQnX3JCwRCpvGEI7hpS1zHVMqTW0brQVcgRQEvPja/V+CDPL6xDEUizgn4ccdYxtYo+8u0EMf1UDw9aYcvEl1kBoFASBd9jgG80fs2aIZe9HU0Q+ONnrceKhgSHo14MVCjl0JURIr9EVJDJErjyNlYb8Bxy/zegN/+6g7sXl9KqkrlKPmvIhDyHt1zLwDLLSHC40H77POpDegRuWvrwR9f/R6ODHyAQDSQcG6drhX/fcfX8VLDMxALCqcW8z2HF4Eo9+CZK67AOYolRVin5YQ0kyeAwRxwB8azybgef7Djt9FesjXhuDPkxj/c/hF+cOfHcIXcD5lNAIDjplMJ44NpdAXSdBjW4TfBxN1TZOqNCJzhnFzSdevBExKnTabhC1WgeNzmejhgzWA0D6dBNb9UaGhyElEP6fNDSC7998xwOrjPzLWbyiGR5k5CUD5DURTqWzh3oHXGg1m7L4MREQjZR4fFhUicwLa7WL3Iq1dH14ANw3GbxO1rSlCmly05TyoWYM/6UnY8bvHinsmxyIzUIRXwsa9Uy479URpnJu0ZiYVAICRybOTUkkLgHDRD46ORU0u/kLAiaJqBZZq7z5MSoYRUEXMDduD9iyOgGeIGzEeIGEjIeaQtrSj+0peXFgR5PBT/zJchXaGTMF2YfRb8XdcP8bddP8SML9EJUiw14Fc2fgW/vPHLMEoND7lC/hJfIlRAUdigzb1yCPvLEt2BJ3PIHTiHTCjFF9d8Fr+68avQihPLG3Wab+Hbl7+LK1PXc+77Sgcm1xi67X3seKNhHcrk6XEoMwwD++hRhP1c6SeRtAyi2XIwIa4Pp7yNlAjNBiiKglCsZ8fZWCYUABo0MTFwUv9A38ChwUyEQ8hTaJrB9YtcmXS+gIe2HcQVmE08WCqUuAMJBI4IzeCymSsRqhQKsFaT3HUMzTB4J84VyKMovPBYzbLnP7W1ImGN8nHHWPKCWyHtxSqoRZzT5ZJ5FvZAOGPxEAgEYNprXrHTr88xiBkveR5IJrN2H8Ihzi1tLFVkMBpCPhKJ0vhP1g3oTThH3ID5BREDCXmB6rE9qPj670Dauuahryn9xV+GaveeNEa1PPyRAI4MfIBvX/lz3LH1JJwT88V4peE5fGP717FW15yhCDOLMxTGgIvLMl+jkUGSgcb2j0qxpAjrH3QHunLLHThHq64J39j+deyt2A0qbvvAG/HhX7r/A3/b9UPY/JnJKs5WjptOJ4wPVe9L23t7rB3wOW6zY55ACn3ta/B2dXEv4vEgW7chbTERFie+b2A4YMlKgb1KUQEhT4CpB8TAAOkbSEgigz1mOO1xrsC2MkhlxBWYTRhLFVCouGoVRAwkEDjuONxwh7nN253FKvB5yd1E6+y1YNTMufJ3ry9BsUa67PlGjRSbmrjnjluDNkzZvIvMSB1CHg+HKriEqCgDHB/PzgoJBEIh4Al7cWrs7IrnMWDQbSdrgmTyYL9AIgYSksnItAvf/OcOHH3ADSglbsC8hBQYJuQN0pZWSFtaEZqeAmUagGdgEJbTZ9jzUZfr4ZMzAM3QuDLdiXcHP4Q7lFhWjQKFnaXb8EL90/P6tBUaN6xuxG+Db8mxEqHx7C/T4bbdw34/JydtqFdKcjKzRiwowmtNL2JL8Ub8uPstzPi4zb979l780dXv4sX6Z7CnvL0g+louxpR3Bl2WO+y4VduEamV6nC1Bzygc4yfijlDQ17wCvkABb9dN9qikqRl8eWHfa7KJeDGQjgZARzzgC7NrwSfgCVCjrEI/PQSHgg+NO7bZ6Sd9AwlJgmEYXL8Q5wrkU2hrJ67AbIOiKDS0GnDjcsxN5LD6YLN4oDOQzxRCYcMwDC5Mc65AIY/CNoMqqe9B0wzePT/Mjvk8Cs/vrlnxdQ5uq0RnH1eZ5uNr4/jSocwkoq7XynFhpgjj3iAA4LbDg90eP6rkkozEQyAUCgzDwOyzYNBpwrBzBINOU8Iaf6U8T3B3uwAAIABJREFU2PKG8GiYp7j9TB6fgs5InrMIj044QuP9iyP48JIpQQQEgI31Onzp6RYiAuYhRAwk5B2iklIY1jeBjkRgu9IB2hfLbHRf64B635MZji7GsHMUb/a/C5NrfhmWOlU1Xmt8EVXKigxEll0wDIPrcSVCVUIB6pXLz3TNNowSEdZr5bhlj4m/Jk8AAy4fGlVL9/TIVupUNfj97V/DRyMnccJ0mu0lEIyG8JO+d3Bt5iZeb3kVJTLjElfKX46PPOgK3J+W942G3bAMvwWA6++gLtsPsaIW/oF+RN1cdqF8Y1taYiIsj3gxEIi5A7NNDASABnUt+meHMGkQsmJgYHgITCQCSkAeMQmPxmCPBQ5bXGWAtjLI5GQxmo00tBpZMRAABrstRAwkFDyjngAmfEF2vEmngDTJ1U2uds9gwsq5+B7fWAa9auWiWWOFCtUlCpju96O6eHsKLz9eB7kk/b2keRSFw5UG/GPPOHvs2JgVv9BSkZMJlARCthKKhjHqHsfQ7AiGXCMYcprgDSev76+YL176RYRlY4lzBuqNcvD5hZ1wTXh0RqZd+MEH3Zh4oCSotEiAzx9oxM61JeRzN08hOzWEvIUnEEC+aTNcF84BAPx9vYg4nRCokpuRuRJmg068O3gMV6c7551TF6nwUv0z2FrcRm649xn1BGALcn0iNukV4OX4z2a+O9COBqU0p3/nQp4Az9cdwibDevxbz5sYdU+w54acI/iTq9/D4doDOFD1BPi83Cvx+ihY/TZcN3MOvHpVDRo1dSl/X4aJwjr8FugI5zqWqFuhMO4CAHhu3kh4vYz0C8wqhJIHxEC/BWJF6v9uVkqDug7ASUzphVg7FMv+ZUIhBMfHIK6pzWxwhJyGYRJ7BfL4FOkVmMXojHKotBK2pOtAtxnb9tTk9LMNgfCoXJiZTRjvLFYn9fpRmk5wBQr4PDy3q2ZV16IoCoe2VeIf3r8HAAhFaJy5MbHq6z0qtQoJ1qhluDcb26A0eQK46/BiXQ72jScQsgVn0IUhpwlDzpjwN+aeQJSJLj1xFVCg0KprSsm1C5FohIY1rhw0KRFKeBRibsBhfHhplLgBCxQiBhLyGsXWbawYCIaB58Z1qPemx5UTT5iO4PToOXxkOolgNJRwTsAT4KnKx3Ggeh/EAnLDjSfeFQgAm3O4ROgcRokIG7QKdNljmV2jeeAOnKNCUYbf3vKrODV2Dh8Mn0CYjgAAIkwU7w99hBvmW3i99VVUKQrH9fqx6QzrlgSAQzXpuf84Jj5G0Mu5NARFeuiqXmA3Zr1xYqCovAIiQ+E6N7MRvlAFiicCQ8c+L8IByxIzMkONsgo8iodJQ6JzwD/QT8RAwiMx3GeFPS5LtXVDKeRKkmGercRKhRrZsq5Ohx/WGQ8MJWSzilCYOIJh3HVwG7eNSimKJcld5126M4MZB9dTde+mskfavNvaYsSbZwbhcMfcjCc7x/H0jioIMuQ+ebpSjx6nF/T9fcrj41a0qGUQJLnnIoGQj9AMjSnvDAZnR1gB0BawL3u+kCdEjbISdaoa1Kmq8bHpDAacw0tPvE+Tph7FUsPSLyQsC5vFAzrKiTaG0tzfFyNkhuEpF374IXEDFjpEDCTkNdLWNeBJpaB9sXIH7msdaRUDGYbBbes9vD1wFFa/bd75jYZ1eLnhWeglurTFlCuEojRu27lFdLVcDL1YlMGIkse+Mi1u2bleiCcnct8dOAefx8eB6r3YaFiLN3reRv/sEHtu3DOJ71z7GzxV9QQO1zwFET/9pYfSyWzQictT19hxpbwMa7Sp77/itd+Gx3KVHVM8EQx1nwWPH9sgCk1PIzQ9xZ6XE1dg1kFRFIRiPUK+SQDZKwaKBUWoVJTDRI8iIKIgDsXuav6BAWieOpjh6Ai5CsMwuHZhhB3zeBQ2tVdlLiDCsogXA4GYO5CIgYRC5bLZmdDzfHdJcl2BkSiN9y5wG/MiAQ/Ptlc/0jUFfB72by7H25/Gnt2dnhCuds9g17rSR7ruatGLRdhuUOGy2QkAsAXDuGpxYleSHZYEQj4QiAQw4hrDoHMEw04Thp2jK+rZpxIpUaeOCX/1qhpUyMsSKvqI+EL89c3vJyS5PgwexcPTaUqALRTMcSVCAaCYOAMJKyQciT03HLs83w3Y1qDHl55uhpq0YygYiBhIyGsogQDyts1wXTwPAPD39iDickGgTH0mzbR3Bm/1v49ue9+8c6WyYrza+AJatI0pjyNXuevwIEhzD5tb8sAVOIdRIsJGrQI359yB3gD6XT405YE7cA6j1IBf3/QLuDB5Fe8MfIBANJZlTDM0TphO46blNl5veQ0N6vx1D50cPYtIXOmVgzX7Uy74hvwzsI++n3BMV/0ihGI9O/Z0PVAidCMRA7MRodiYIAYyDJOVCQMNqlqYXGOY0gtROxlzMgYG+7M2XkL2M9Jvg83MZau2bCiBQkVcgdmOVi+D1iBjHZ2D3Wa0760j9wFCwRGM0uiwONmxQSxEQ5J7np+/PQWrk9vo37+lAqokbOI90VaO9y+OIBSOrcFOdIxl1CWwv0yLGzY3gtFYPCcnbNikU0CS5N6LBEIuwTAM7IHZ++U+Y86/Cc8UGDBLT0ashGe5vJR1/dWpaqAVqxf9P2/SNODzza/gjd63FxUEKVD4fMuraNI0rPj7IjyceDFQKOJDrUvuZwohvxmecuGHH3Qn9BgGAJlYgM8/1YT2tcXkeb3AIGIgIe+Rb93GioFsqdAn9qXs/XxhPz4c+Rifjl+c96AkEUjwXO1B7ClvL7jeaSslvkSokEdhvTa/sp/2lWnR9YA7sDFP3IFz8Cge9pS3Y52uBf/eewR3bN3sObPPiu91/h32lO/Ei/WHIRHk10avJ+TF+YnL7LhYakSbYV1K35OOBGAd+gkYJsIeUxp3QapuTXhdfIlQvkoNcU1NSuMirI54AZeOBkBHPOALs+8+2KCuxcmxs5gycGJgxOFAxG6HUEdc74SVQVyBuU1DqxFXLTG3ktsVxMykCyXlmevVTSBkghs2FwJRbg24q1id1J7n4QiNoxdH2HGRiI/DO5Jzn5RLhNi9vhSnO2P9v0dnPOgbm0VzlSYp119xPEIB9pZqcHw8VmHHH6VxZsqBw5X6JWYSCPlDlI5i3DOJwfvC39DsCJwh19IT7yPmF6FWVY3a+66/GmUlxKtYe+8s2wadRIOPRk6h1zGw4GsUIgV2lGxe8bUJi2Oe4n7fhhJFXu0ZEVIHcQMSHgYRAwl5j2zNWvAkEtD+WE8Fz7WOlIiBNEPj0mQH3hv6CJ5wYsYFBQq7y3fg+dpDkIvyx/2VKhzBMIbcXA+MdRo5ijLUryJVGCQibNQpcNMWy/Iay0N34BwasRq/tOFncd3chTf73k34/zg3cQm3rffw080vY52+dZGr5Banx88jRIfZ8aHqfeBRqfsbZhgGVtMRREIO9liRvBaqssQSLVG3G/6BfnYs39gGipdf/1v5glCc2Gcj7LdkpRhYp64BAEzq5/cNJGIgYaWMDtphneFKhDetK4ZSLclgRJnD4g+h3+VDIEpDzOehUSmFQZLd5dIbWg24epYrXTjQbSZiIKGgoBkGF2dm2bGYz8MmXXKrm5ztmoTdFWTHB7ZWQiFN3r3hwNZKVgwEYu7ATImBQExMvWJ2YjYUS3a7ODOLdqMKmqL8bjdAKFy8YR+GnSa25OeIawzhuHXlUujEWtb1V6+uQamsOGnr0CZNA5o0DZjxmtFt70cgGsCAYwjdjtj60hVyodvej7W61LfGKBRCwQgcVh87NpISoYRlsKgb8EAT2tcQN2AhQ8RAQt7Dlgq9dAEA4OvtQcTtgkCRvIXZwOww3up7F2OeyXnnGtS1eK3xRVQoypL2fvlOpzUx021zHpUIjWd/mRZdtvx2B85BURS2FrehRdOIN/vfxbWZm+y52aATf3frn7CteBNebXwh5wVzfySAT8cvsGOdWIOtxW0pfU/X9FkEXJzIxxcqoa95GdQDCz/PrS4gLitMRvoFZi1CiTFhHApYIFbWZSiahyMXylAmK8GMbgpRCuDf//MKDPZDuaM9s8ERcooHXYEUBWze+Wg9sHKRQZcPpyftCUlRc9QpJNhXpkV9kksOJguVRgpDiRyW6ZigO9hjwa79DeDx8u+5hkBYiH6nD9YAt2m/3aCCKIkJjaFwFEcvjbBjSZEAh7ZXJu36AFCilWJjvQ5dgzE33s1+K2YcPhRrMnPfEfJ4OFihw0+GZgAAUYbB8XErPlefmV6GBEIyYRgGZr8VQ7P3XX/OEUz7zMuez6f4qFSUs+U+61TVUBWlfu+kWGZEsSy2VnGUbMEfXPwTtkzpuYmLRAxMIpbpxH6BRAwkLMZibsBNjXp86VBzUsqKE3IbIgYSCgL51m2sGAiahudGJ9SP733k6zoCs3hn8MMEYWMOTZEan2l4FpuNG/JS3EkVNMOg08aJgRqRALWK/HQF6MUitOkUuBHnDuxz+tCszm0xbDHkIhm+vPbz2Frchn/vPYLZINdTpWPmBrrtfXit6UVsMW7M2f+bc+OX4I9wfVyeqtqb0rLAfmc/nNOfcgcoPvS1r4EvnP93FF8ilCoqgrQ1f9yY+QZfqATFE4Gh75feDFgyHNHDqVfXYtI7DYtGgBJ7LHPfP7Bw+SAC4WGMDdsTeqI0rS2GSpOfn/8P47rFiSMjZjysG8+Q24+R3gl8prY4a3spN7QaWTHQ5wlhetyJsip1hqMiENJDvCuQB6DdmFxn7OkbE3B6Quz40PZKyMTJd8gd3F7FioEMgE86xvH6waakv89y2aBV4ML0LCZ8MUfkLbsHu4sDqJTnV5sBQv4TjoZhco+zvf6GnaZ5VaUWQyaUxoQ/ZQ3q1DWoUlRAxM+sS1YjVmODfg26rHcBAHesPbD57dBJtBmNK18wzxMDs/P5j5B5hqdc+MEH3ZhcwA34+oEm7CBuQMJ9iBhIKAikC5UKfQQxMBQN4+ToWZwwnUooBQgAQp4AB6r34UDVExDxs7ucUzYy4vbDEeR6nm3WK5PaZyPb2Femxc14d+CkDU2q/HQHxrNevwYN6jq8M/hhQm89T9iLf7r7Bq7N3MDnml+Guii3youFoiGcHDvLjpUiBXaWbk3Z+0WCDlhNRxKOaSsOo0hWPu+1dDgE793b7Fi2dh14QnKPylYoioJQrEfIF3Och7NYDGxQ1+LcxCVMGYSsGBgcGwUdCIAnJht1hKVhGAbXzpvYMUUBm3cVlitw0OVbVAicgwZwZHgGapEgKx2C9S1GXDo9xI4Hus1EDCQUBDP+IPpdXCm3tRo51EksZRkIRfDhZe4+KRMLcGDr8l2BDpsPY8N2hIMRCIsEqKzVQqNb+B7SUqVGpVGOMXNM2D9/ewovPV6bEuFxOfAoCocr9fh+L1e+9NiYBT/fUpH3ayZCbuMMujHsHGFLfo66JxBlosueXyw1ol5VjVpVDepV1TBKDVn5N/94xS5WDGTA4NzEZbzU8EyGo8oPLHGJchKpEHIlcXUREglHaLx7fhjHrpjwgBmQuAEJC0LEQEJBwBMKIWvbBPeliwAAX083om43+IqVWewZhkGX5Q7+c+AobAHHvPObjRvwmYZnoRVnrq9CrvNgidBNWZr5niwedAeOe4N57w6cQyIQ46ebX8ZW40a80fM2zH4re+62tRv9ju/iMw3PYFfZ9pT220smFyc7ErI7n6x6HMIUZWvSdBiW4Z+AiXIuRJluE+T6hZu2+7rvgQlx2eSyjaREaLYjFBtZMTAUsIBhmKzcAGhQ1wIAJg1CbOq9X9qQYRAYHoK0dU0GIyPkChMmB2Ymuc//xjXFUGuzT+hKJacn7UsKgXPQAM5M2bNSDFSoxCgpV2J6Ivb7HOy14LEDDeCR/rSEPCfeFQgAu0uSK4KfvD4Ot49LQj3cXg1J0dLbOeMjDnReMmHCNDvvXHm1Glt2VaO8OnHtSlEUDm6rxA8+6AYABMNRnL05icPtmUvSqFNK0aqWoXs29pw94gmge9aLNRp5xmIiEOKhGRpT3hkMOUcwOGvCsHME1oB92fOFPAGqlZVsuc9aVTXkC1R6yUaaNQ0olhow44slL16a6sCztQdStg4uJMxxz8fGUkVWrgUJmWNo0oUffvgQN+DBJuxoJW5AwnyIGEgoGBRbtrFi4FypUNXjTyx7/oRnCm/1v48+x/zSZ+XyUrzW+AIaNfXJCrcgCUZp3HF42HGdQgJtATSH33e/d+DcJmChuAPnaNTU4/e3/yY+HP4YJ8fOgmZiP4lANID/1/ufuDZzE59veRVGqT7DkS5OhI7g49Ez7FgmkOKxstT0TGMYBvbRowj7Z9hjImkZtBWHHzrHezOunDFFQb5hY0piIyQPodjAfs1EA4hGPBAIs69PhLpIBb1Yiyl9onvRP9BPxEDCkjAMg444VyAAbN5VlaFoMoPZH1qwR+BiDLn8sPhDMEiyz+Fd32pkxcCAL4wJ0ywqa0m5MEL+4otEccPKuTcqZEWolCXPGe8LRPDRlVF2rJQK8eTmiiXn9dyawpljvfOcAnNMmGYxOTqLvYeb0bIhsQff9tZivHlmEC5vLJHsk+vjOLCtEoIk9kBcKYcq9Oid9bJrpmNjVjSrZOCTvqSEDBCIBDDiGosr+TmKQFyS5lKoRApW+KtT16BCXgYBLze3aCmKwp7ynXir/z0AsWo/neZb2FG6JcOR5TZ+XwhuV5AdG0iJUMJ9wpEo3j0/QtyAhFWRm580BMIqkK5dC55YDDoQe0BzX+9YlhjoDftwdOgEzk1cYpsizyETSvF83SHsLtuRM86lbOaO3Y0Qzf2MN+e5K3COOXdgZ5w7sNfpQ0sBuAPnEPGFeKnhGWw2bsCPe97EhGeKPdc/O4Q/vvrneK7uEPZVPJbS/nuPwtXpzoQeiHsrd0MsSM0DmMfaAZ+DK/nJE0ihr30N1EMWkAxNw9PFiYGShsYVO6MJ6UcoMSSMI35LVoqBANCgrsPlgB0uGQ9Kb2ybzj/Qn+GoCLnA5Ogspse5e2dDqxEaXeF8/gHAQFxpweXCAOh3+bJTDGwx4MInXPLcQLeZiIGEvOaq2YlI3G7c7mJNUpP6Pr42Bm+Aa6PwTHs1ikSLPw9PmByLCoFzMAxw5lgvFCpxgkNQKODhyc3lOHJuGADgcAdxvdeCHWuKV/+NPCJGiQjbDCpcscQ+M2zBMK5anNhZTEoRE1ILwzCwB2bvl/yMuf7GPVPz9oceBgUKZfIS1KtqUKuqRr2qBlpxcu8TmWZHyRa8N3iMbaNzduISEQMfkfhe2kDMGUggEDcg4VEhYiChYOAJRZBt3AT3lUsA7pcK9XjAly9cWiRKR3Fh8gqODp2AN5K4ScOjeNhTvhPP1h6ATJh9JZpyletxJUJFPArrCqjsy1zvQNYdOGFDcwG5A+eoUlbgv279dXw8+imODX+MyP2eCmE6giMDH+D6TBe+0PoayuWlS1wpvdAMjROm0+y4iC/CExW7U/JeQc8oHOMn4o5Q0Ne8DIHo4f0VAyMjiDq58lCyNlIiNBeIdwYCsVKhYmVdhqJZnHp1LS5PX8OUXgilN5bBGhgaBEPToEh5QMIiXLuQ6ArcUmC9AgEgEF1ugdBEgqucl2pk8iKUVakxORr73BnqteLxQzT4GXQUEQipIkozuGzmnrGUQn5S1zAefxgnOjhXoFouwt5N83tDP8j1i/PdAg+DYWKvf7Bc6N5N5Th6yYRwJHavOdExiu2txoyuT54sj62ZgnQsppOTNmzSKSAWZGeyICE3idJRjHsmMeQ0sc6/+KTPpRDzi1CjrGJdfzXKKkgE+d1HWyqUYFvJZlyYvAIAGHGNYtQ1jirl0i5mwsLElwgFiBhY6IQjUbxzfhgfXRmd9/m+ucmALx5qhkqWfUmChOyDiIGEgkKxdRsrBiIahedmJ1SPPT7vdX2OQbzV/16CO2mOZk0DXm18AWXyklSHW1DYAiGMeLiyGuu1CogKaNNIJxahTa9A5/0SQxO+IHqdXrSoC0cQnYPP4+Ppmv1oM6zDv/W8iSEnt1E86h7H/+74Sxyq3odDNU9CmCWlVDrNt2Dx29jx4+W7UpIoEA17YB1+C4jrLKUu2w+xYnGByNt1I2EsJ2JgTsAXKkHxRGDoWImucMCyxIzMEd83sNkUEwNpvx+hyQkUVVRmMjRCFjM5OssKRkDMUaY1FJYrEADEq3zeKcri56SGViP7uw0FIxgbtqOmIbvLfRMIq+GOwwNXOMqO243qpJatPH51FP4gd/1nd9ZAJFxc+HLYvAv2CFyMCdMsHDYfNDru+VUhFWHn2hKc7Yr1Lx6ecmNgwonGisw58eRCAZ4o1eDEROy52xeh8emUA4cqyf2FsHp8Yd994S8m/plcY6zDbTnoxBqu5KeqBmXykoKsHPV4+U5WDARi7sAvKF/LYES5jXmacwYqVGJIpEToKVQGJ5344QfdmLIlGlXkEiFeP9CU8UQdQm6RHbuoBEKakK5bB6pIDCZ4v1TotY4EMdDmd+DIwFHcsNyeN1cn1uLlxuewUb+W3GRTQKc1sQTClgIpERrPvlItblrj3YF2NKtkBfv3ViIz4jc3/zLOTlzCu4PHEIrGBBGaoXFs5CRumG/j9dbXUKfKrIuEYRgcHznFjgU8AfZV7knB+0RhHX4L0QjXV1OiboXCuGvJuZ6bnBgoKimFqJgkM+QCFEVBKDYg5JsAAIQD5gxH9HAMEh2UIgUmDYkbJ/7BASIGEh7KtQsjCeNCdAUCQKNy5ckjFIAmVfZWp6hr1uPciT42c3mw20LEQEJecnGGE90EFIXtxodXalgpLl8In1wbZ8c6ZREe31i25LyxYceq3m982J4gBgLAgW2VrBgIACc6xjIqBgLArmI1rpidcIZjpVMvzMxih1EFdQH0mic8OgzDwOy3xoS/2REMuUyY9s4sPfE+PIqHSkU5K/zVqaqhLkre/30uU6EoQ52qBkPOEQDAtZkb+EzDs6Sa1ipgGCahTChxBRYm4UgU75wbxkdXiRuQkDyIGEgoKHhCEeQb2+C+ehkA4Ou+h6jHg6hEhBOmM/hk9AzCdCRhjognxKGa/Xiy8nEI+WSBkQpohkGnjSuBoCsSolqe32U0FkInFmGTXsmWS53wBdHj9KK1AN2Bc/AoHvZW7MZ63Rr8v9630W3vY89N+8z48+t/i70Vu/Fc3aGU9edbiju2bkx6p9nxrtLtUBUl/2F9duITBL1cmShBkR66qheWFItDFjNCE9xGEikRmlskioFWMAyTlQkCFEWhQV2LGwEXQgIKokhsteIf6If6iX0Zjo6QjUyNOxOcK7VNeuiMhfl5Z5CIUKeQYMjtX/acOqUEenH2Lv4lUhEqajSsKDHcb0UkHIVgCUcTgZBLjHr8GPNylU026RWQJrFc5UeXRxGMcx0+v7sWQsHSbqNwMLLkaxYiFIrOO1aul2FdnRZ3huwAgM4+CyyzfhjUklW9RzIQ8Xk4UKHDW8MxASfCMDgxYcNn60iyG2E+4WgYo+4JttznkHMEnrB36Yn3kQmkqFVVs+JftbICIn72fv5mmifKd7JiYJiO4NJUB56qeiKzQeUgbmcAAR+XZEnEwMJjMTfgFw42YVsLcQMSVgcRAwkFh3zrNlYMRDSKO+fexZtKExzB+aVUtha34aX6Z6ARk6bkqWTI5YczxC1aN+uVBfuhtrdUgxtWV4I7sKWA3YFz6CQa/JeNX8HV6U681f8efJHYhikDBqfHz+OW9S5+uuUVtGqb0hoXwzD4KM4VyKN4KVnseO134LZwJVcongiGus+Cx19aAPXeJCVCc5n4voFMNIBoxAOBMDsXg/XqWnSab2FaL0DVdGzxGhgYyHBUhGzlOnEFJrCvTIvh3gksp8UXBWBvqTbVIT0yDa1GVgwMh6IYHbKjrtmwxCwCIXe4MJO4ftxVnLw1o9MTxKlOLpnLoBZj17rliV3CotVt84hECwuZB7dVsmIgwwAnr4/jc082ruo9kkWbToELM7OY8sVKk9+0ubG7WI1yWeEllBIScYXcnOvPacKYe5ztQ78ciqWGhJKfRqm+IEt+rpY243ooBt6HOxSrZnNu4jL2V+4hP8MVYplOrJxlLC28ylmFymJuwC1NBnyBuAEJjwgRAwkFh2zd+oRSodOXPoVjb+LCrVJRjtcaX0S9uiYDERYec044ILbBtUmXnRvd6eBBd+CkL4ieWS9aNYXploiHoijsKN2CVl0TftL3Lm6Yb7HnbAEH/ubm99FeuhWvNDwHaZpKkfQ5BjHi4tx624s3QyfRJPU9Qv4Z2MfeTzimq34RQvHyyq15um6yX/MVSojr6pMaHyG1CCWJG+dhvzlrxcBGdax35ZReyIqBYYsZEacTAhUpn0TgmJl0JZSxq2nQwVCSnX/X6aJeKUWlTIzROJfRw2hUSlG/itKi6aa2SY9PP+oDTcd2Mga6zUQMJOQNs8Ew7tq50u0NSimKJcmrUvHBJRNCEa5H9Au7ayFYZp/QytrVJQtU1i08b22NFuV6GSasMTfV2a5JvPhYLSSrFB2TAY+i8EylHj/onWCPfThmxVebyws+ibKQoBka014zBp0jrPPPGtfHfSmEPAGqFJWoU1WjXl2DWmU15KLC612cTAQ8AXaX7cBHIycBAFa/Dd32fqzVNWc4stwivkQoRQGGErIfVAgMTjjxww+JG5CQWogYSMg7ZrxmdDg64A8HEA1SWKNtQrHMyJ73IQxbrRbanljvg6rpEEQhGiERD3KhDC/WH0Z76VaSuZQmApEo7jq4hXS9Ulrw/R72lWpxw+bC/b0znJy0o0VN3IFzKEUKfHXdF3DTcgf/0XsErhD3oHx56hru2XrxU00voc24PuWxfGTiXIEUKBys3pvU69ORAKxDPwET18BeYdwFqbp1WfOjHg/8fb3sWLZxIygeubflEvHOQAAIByyQKLNT0C2VFUOnruVBAAAgAElEQVQikGDSEEw47h8cgGLzlgxFRchG5vUK3F3YrkAAcIcjmPAtLQQCwIDbh2lfECXSzJTHXi5FYiEq67QwDcQ2Zk0DNoRDEQhFZAlKyH0um52g48a7k+gKtLsCOHOTE7lKtFLsXLv8EpganRTl1eqEUsxLUV6thlq7cJIBRVE4sK0S/3ysBwAQCEVxrmsSB7dXLfv6qaBeKUWzSopeZ2zTdNjtL/gWC/lOIBKEyTXGCn/DLhP8keV9dgKxdWS8669SUQYBj3wmJZvHynbg+MgpMPfrHZwdv0jEwBVinuQS5tU6KXl2ynPCkSiOnBvG8YXcgM0GfPFgM5TEDUhIEuRuQsgbeu0D+Mh0Cn2O+SXJmjQNOFi1F9M+Mz4Y/hhlBg+ei61lwKeBhokwSh5/Cs/UPgWJIHP9DwqRW3YPInGfdlv0pPyBVizEZp0S1+Lcgd2zXqwh7sAE2gzr0KSuw5GBD3BxqoM97gq58Y93/hVthvX4bNNLKenfBwDDTlPC/WaTcX1C4sGjwjAMrKYjiIQ490yRvAbqsv3Lvob3zi2A5raq5G2bkxYfIT3whUpQPBEYOgQg1jcwW+FRPNSratDnuwsGMac3AAQG+okYSGAxT7kwOmhnx1X1WlL6CMAVsxPRuMX/c5UGgAKCURpFfB6iNINj47H/f5oB3jWZ8fMtFeBleaJQQ6uRFQMjERojAzY0rinOcFQEwqMRitLosDjZsV4sRKMqeW7doxdHEIm7Ibz4WC14vJX9r29qr1q2GEhRS5dq3rm2GG9/Ogj3/R5Wn1wfx5NbK8DPcJLZ05V69DlH2RLLx8asaFLKwF/hz4uQndgDDrbP35DThAnPFGiGXnoiYomaZfIS1KqqUa+qQZ2qBjqxhiTYpgGNWI0NhrXostwBANy19cDqt0Mvyf4S59kATTOwzHAJ8+Q5Ob8hbkBCuiFiICEvuDTZgTd6337og2GfYyBh036ktAghAQVRJLZsOOwsRV3j82mJlZBIZ1yJUDGfhzUaUpYDAPaWadH5gDuwlbgD5yEVSvF662vYUtyGN3rehi3AbTDftNxGr2MArzQ+j/aSLUn/2R2PcwUCwMHq5Yt0y8E1cw4BVz875guV0Ne8AmoFrmVPXL9ASiSCtHVNUmMkpB6KoiAUGxDyxRwC4YA5wxEtToO6Fnds3bCqBTDMxnrB+gdJ30ACx/ULpoTx1t01mQkki4jQNK6YOWFBIxKgvViVIPQxDIN+lxcDrljPXJMngBtWF7YYsrsEb02DDnwBD9H75Q4Hus1EDCTkPDdsLvij3LpzV7E6acK8ZdaPc7em2HG5QYZtrStPNvN6Qst6HUUBew83o7x68TL3QgEf+zaV4737zm6rM4AbfVZsbUleItxqKJYUYZtBiauW2JrSGgijw+pEuzF5Tk1CeojSUUx4phJKfs4GnUtPvE8RX4RaZTUr/tWoKkmidwZ5vHwnKwYyYHB+4jJeangmw1HlBrN2H8Ihrs+lsbSwS+nnK6FwrDfg8Q7iBiSkFyIGEnKePsfAokLgQkQFFKYq5agejpUXjPT2I+rzgS/N/v4r+YTZH0rojbNBK4eQlDAEAGiLEt2BU8QduCgt2kZ8Y8fXcXToOE6PnWdLkvgjfvy4+ye4Nn0DP93yStKyESc8U7ht7WbH63QtqFSUJeXaAOB39sM5dYY7QPGhr30NfOHyxXI6HIbvzm12LF2zFryi7C4pR1iYRDHQAoZhsjYxoEFdCyDWN3BODAyaRkCHQ+AJyWKm0LFMuzEywPXyqazVoLiMZDvfsnvgjXCbPu0LCAsUReGFaiP+8s4oovd3DI6NW9GqkUMq4Kc13pUgKhKgul6Lod6Yq3F0yI5gIIwicWGXhCfkLjTD4OIM57gT83nYpEvefez9CyOI0tyu4EuP1a5YaIxGaFw7N8wdoAAw81+nVEuw93DTkkLgHPs2V+DDyybWtXiiYyzjYiAAPFmuw02bG6H7P7eTE3a06RQQ87P33kgAfGEfhl2jGJqNCX8jrlGE4lojLIVWrGHLfdapalAmKwafR37n2UKzpgHFUgNmfBYAwMWpq3i29gCEfPL5vxTxJUIBIgbmIwMTTvzwg25M2+e7Ab94qBnbsuCzlZC/EDGQkPMcGzm1IiGQAoUX6w9jm0IM89//f7GD0Si8XTeg3Lk7RVESFiLeFQgAW/TZnd2ebvYRd+CKKOKL8Erj89hs3IAf97yFae8Me67H0Y8/uvJdvFB/GE9U7HrknqDHRxJdgYdqnnyk68UTCTpgNR1JOKatOIwiWfmKruPv7QEd4MR2+ca2pMRHSD9CCdc3kIkGEQ27IRBlp4BSqSiHkCfEpEGIDQMxBxMTiSA4YoKksTHD0REyzfWLxBX4IAzD4EKcsCDiUdj6kJLperEIT5RqcGoy5oL3RWh8NGbFy7XZ7bRraDWyYiAdZTDcb0PL+uX3PyMQsokBlw+WACdYbDMoUcRPTjLjjN2Hi3em2XFVsRybmwyLzFiYuzcn4XZx/XvbtleiZUMpxobtuHp2mHWciKWCZQuBAKCSidC+pgTnb8eciwMTTgxNulCX4aQOhVCAx0u1+GQilmzijURxdsqBgxX6jMZF4GAYBha/7b7jLyb+TcWt1ZaCR/FQKS+PiX/qWM8/dRHZO8hmKIrCnvKdeKv/PQCAN+xDp/kWdpSS1gFLYZ52s1/z+BR0RpIQni8s5gbc2mzAF4gbkJAGiBhIyGmmveYFewQuDoMN+jVQlqhgEYnAhGIlVNzXOogYmEZohsFNGycGGsRCVMiIaykeTZEQW/RKdFg4d+C9WS/WEnfgotSqqvF7234DJ0ZO4bjpNKJMbMMjRIfxVv97uD7ThddbX0WpbHWbp2afBZ3mW+y4UV2HOtXifVaWC02HYRn+CZgoJ+LJdJsg16+815+niysRCoqCbAMRA3MVoThxIzAcsGStGCjgCVCrqsaUoTfhuH+gn4iBBY7N7MFwH9fzsrxajZIKspE34glgysdt2m/WKyFZxOn3RKkGXTY3bMGYGHHN6sIWvRLViuwthVZVr4NAyEMkzJUKJWIgIVeJdwVSQFLLUb57YRh03O7gS3vqVpwEGApGEhIvREV8bGqvglgihEYnxazdh7udkwAA86QbHncQcsXy12AHt1WyYiAAnOgYxS+9uG5FMaaCx4rVuGqehSsce+4/Pz2L7QYV1EXEhbQSZrxmdDg64A8HEA1SWKNtWlVP9HA0jDHPBAZnRzDsNGHIaYI77Fl64n2kAgnqVNWoVdWgXlWNamUlRHyyQZ5rtJduwXtDHyEUje25fTpxkYiBy8AyxYmBeqMc/CQlnBAyC3EDErIFIgYScppue9+K5zAAuu39KK7cDdmGjfBc6wAA+O7eIaVC00i/08cu1gBgi15JHG8LsLdUi+tWzh14asKGVrUsaX1J8hUhT4Bn6w6izbge//b/s/fm0W1d973v9xzMM0AC4DxTlCiJoiiKombJsmVZca8dp07spNdp09huXqaV5rq9Xiurubdp7uq9bdq8OE1u3+tt+5IVZ7BdD7ETD5ItWbJGzhIlzvOMicREzOe8PyDhHHAGARAAuT9reQkbwAY2aeLgnP39fb+/rtcw4hyLPDbkGMH/vPl/45HSh3C65ASEdGxfhR+MXIzEkALAIwlyBbIsC9vo7xDwcFWyYnk+sgrPruu13O3tkbG0vAJCDdl0z1SWEgNl6ooUrWZ1KjWl6LX1wS2lofCGN/89A32rzCJsdogrcGmuTM9GjQ/nrCwsiGgaj5UY8O+9k5H73hwx4es7iyGg0/PcQCQSoGybHn13wz1PJ4Zn4Zn3QyYnG7uEzMLk8aPXzm3i7dIpoUuQ2DRhcePGHe4csDxfjdqK7Jhf51bzOLzznHPxvhAYed0qQ0QMBIDhXgt21689faLQqER1iQ5dI+FjV3O3GdaTXmRrpDGvNZGIBTROF+rxH0Ph32GQZXFuworPlpPCg7XQY+vHeyMfLVloXaWrxNnSU6jSVS473+l3YdA+jAF7WPwbdYwjyIaWff5CjHI9ytWlKNeG+/0Z5Ya4k1wIqUcmlOFATh0+mbwBABhxjGHEMYYSdVGKV5a+hIIMLDOccE4iQjMffyCENy4P4oObY4sSu/fvMOI/P1wFNTknJmwgRAwkZDTeoG/1Jy01757rRrW/ISIGssEg3B3tUB86nLD1EZaHHxFKAdibwF4bm4lF7kCPH3dn3didRdyBa6FAmYcX9n8NF8Y+wduD7yNwrw9FkA3hnaH30Wa+hT/a8eSaL0hs3lncmG6JjEtURdi+woVxLLgszZif5RyHtFAOfdlnQcUoVgKAb3QEwVlbZKzcW5eQNRJSg0CkBkVLwDLh77yA15ziFa1MpbYcoChMGUSoHAuv2TvQn9a9DgnJxWZ2Y6Cb+7vNL9YivzhxbppMxeYLoGvOHRlv18ihl66+GbBNo8CeLCVu2cKbRTMeP67MzOF43trj/jaaimpjRAxkGBZDvRbs3Ju4XrsEwkbAdwUCwJFVxPtYeOuToahNwifW4Qr0zPvRfoMrgJMpRKipL4x6Tl6RBhKpED5vuK/vYK85JjEQAM4cKIqIgQzL4sPWcXzugcScD8dDXbYKV6dnMeUJu5DarU4cztGiQJFaoTLduTbZhF/2/MeyrVd6Z/vRPzeIL+x4Eofy9oNhGUy7TZG4z0H7MMwe65Jzl0JIC1GiKrzX668EZZoSqMTk2nazcrzwcEQMBIBLE9fwDBEDl8VqdoHh9Y015pF9skymf9yOf/19F2YWuAFVchH+88PEDUhIDUQMJGQ0UuH6YiWlgvAFgaKmFhQ/KrSliYiBG8B8MIS7vM2vKo0cajE5HC3HybwstFocCN13B05asVNH3IFrhaZoPFh8HHv0u/DLnv+IqnidcE3h75v/CaeKj+EPyh5eNX7m/OilqAvlM6WnEiJu+FxjmB1/n3cPBX3pZyAUr8/N52pvixoraokYmMlQFAWRVA///ASA9BcDyzTFoCkak3pODAw5nQiYZiDOIRX6W5HFrsDERCtnOtdn5qI2/1dzBfL5VJEBPfZ5+ELh76QPJ62oyUqcSynRFJdlQSwRwO8LO0X6u0xEDCRkFPPBENp4LQ4K5BIUKxMjMo3OONHcbYqMqwo12Fkau7jfdn000g8QCDuwReLo2GGBgEZpZTZ6OsMOusnROXg9gSj34GrsLs9GbpY8EnX2cfskHjtSCmmKr+doisIjRfqIc5oF8O6YBV/eXkCKkZahd7Z/RSHwPgzL4OWuV3F54hpM8xZ4gp41v4dKrESFphRlmrDrr1BVANE6ih0JmUmBMg8VmlIM2IcBAC0z7Xii8lEoRYrULixNMfEiQgHiDMxU/IEQXr80iHNNi92ADTuM+CPiBiSkEOK7J2Q0O7OqYp5DgUJ1dngeLZFAUbMn8th8522EPGs/sSWsj1s2J0K8fhj79KTaaSXuuwPvM+3x4+7s2nsuEMIY5Nn45t7n8Ec7noRMyG3esGDx4egl/I+bP0Tv7MCieTNuE37f+xFe7ngDlyeuRe7PV+SiRl8d97pCARcsQ68C4C7CtfmnIFWVr/s13TwxUJSTA3FeXjxLJKQBIhlXNRjwmsEu7DieRogFYpSoCjFliN5Y9PSTqNCtyKzVjf4ubpM7t1BDXIEAfCEGTbyUBKNUjEr12qPq1WIhHi7gIgQDDIt3RtO3UEAgpFFWxUUeT47OYd61voQPAiEVNJntCPDcGkdytQkTmN76ZChq/MTx2F2BLocXnS0TkbFKI0V17dLnf/zPIssCw/1rd3UBYdHtdAPn7PH4gvjk1tQKMzaObRoFqjTcsXTQ6YmKdiVE8+7wR6sKgfdhwWLEMbaiEEiBQr4iF0fzG/HF6qfw3w/+V/ztkb/CczVfxEPFJ1CmKSFC4BbkeCFXcB9ggrg+1ZzC1aQ3pknu3FAkFkCbTdoYZRp943P4b//ehA8WCIEquQhf/fRu/F+f3k2EQEJKId/ChIwmR2FEla5yyWz75ajSVSBHzl0Aqeob4GoJn4ywwSDct9qhbjyU8LUSOFrM3AmOTECjWkuqwlbjfu9Azh1ow06dkrgDY4SiKBzOP4Cd2dvxm543cctyJ/KYxWPFj9r+HxzJb8QTlZ/CqGNi2d4ZAFCj3xl3LwuWDcEy9BpCQU7clWl2QGVcv0M5YLXANzYaGStr60g19CZAJNVHbrMhH0IBJ4Ti9C2kqNSW40PdCII0ILy3x+Qd6IfmyLHULoyw4bReHY0aNxwtIcckhOPS77v6gLArMNbfS6NRg1aLAxPzYVGta86Nu7Mu7NSlZ9xaZbURPbenAYQFiIEe86IIQwIhHQkxLK7P2CNjlUiA3brEuDWGphxo67NExtUlOmwvjt0V2HxlBKEQt+144HgZBIKlz1OLynQQimgEA+Fj0FCvGTtqYnPuH96di9c/HoD7Xtzo+eZxnNpXCDoNepc+UqhHn300sgn77pgFlRo5BOS7J4pptymmfZSlEAvEKFMXo1xTgnJNKUrVxZCLZAlaIWGzsNewGyqxEk5/+Jr38vg1nCo6RvpCLoFpmnMGGnJV5Jw5g/AFQnhjGTfggWojvnCauAEJ6QERAwkZz9nSU+ifG1xTRRtN0Xik9FTUfYo9taBEIrCBcC8xZ3MTEQOTyPS8L7JpBQC12SoIaXISuBpaiQj1eg1umsMbEffdgbuzSGzEetBKNHi+5otoNd3CK71vwhXgYmuvTN5A60wHvCEf2EWncRznRi7CINfjUN7+da9jbuI8fG5uo1wo0SO75PG4TvpdHe1RYwXpF7gpEEkNUeOA15zWYmCFthTnBBRmskUoMIe/X4kzcOsxZ5tH392ZyDinQI2CkvTta7dRMCwb1XtMJqCxNzv273OaovB4qRH/+y636fDOqBmVajnEy4gAqaSgRAupTAivJywe9HeZiBhIyAjuzLpgDwQj44NGLYQJEr3euDwYNX7ieOzJELNWN7p5zrxsgwLbdi7fh0goEqC4PAuDPWERcmxoFgF/aFGk6EpIRAKcrCvA766FY6BNcx509FtQV2VYZWbyyZVLUK9Xo/me+9rk9aPF7MAB4/ri9zcrXbbedc0rUubjYH4DKjSlyFfkQkCv/e+GsDkIeC3wOgbAMD7QtARSdUVU4eJChLQQR/Ib8d7whwAAi9eGLlsvdmXv2KglZwR+XxCzFs7JTCJCM4e+8Tn82++6MDMb7ZxWyUV45uHt2E96AxLSiPS7SiQQYqRKV4kvbP/DVauKaIrGF3Y8iSpddHNzWiqNjgq9fQuMl0SFJotWXiQWgKj4S8LKnMzTQcDbd/hw0gYmjaMC0x2KolCfU4u/OvgCDuTui3rME/KuKAQCAAMGv+x+bd0VtW5bJ5xmrpk6RYthKP8saMH6eqFGXreNiwillUrIKipXeDYhUxBJoy8g0r1vYIWmFBSoqKhQ/+QkQm73CrMIm43WqyPgf03tP0JcgQDQa3fD6gtExgcMmnWLd4UKKRp5G9xz/iA+mrTFvcZkIBDQKN/OCQXT4w64HN4UrohAWBtXeOK9kKLQYEjM9Uv/uB2dg9zntaY8G5UFsQtWNy8NRx1rD5woW/VYy48KDQUZjA7Gftw4ta8QAp4o+kHTWMyvkSweKsiGiLe28xPWKDc2AfAG1xfVvNdYg5OFR1CkKiBC4BbD6xzCTN/PMdX1U8xOvA/71EXMTryPqa6fYqbv5/A6h5adezS/MWrP7tL41Y1YckZhnib9AjMNXyCEX3/Yh//5i9ZFQuCBaiO+/2wjEQIJaQcRAwmbgkP5DfjG3mexXbd405sChe26Snxj77PLOniU9Q2R22wwCFdHR9LWupUJMSzarNwJTq5MjHx5fMLHVkIrEWG/ntsgmPH4cYf0DowbpUiBP975NL5a+2XoJLH1sWJYBu8NfxTze/o9M7CNvR11X3bxY4vcX7ESmp/HfG93ZKzcUwtKQC7SNwMCkQoUzR0v010MlIvkyFfmYlK/oG/gQHxxVITMwT7rQe8dzhVozFOhqCwrhStKH/iuQBrAwZz43CoPF2RDJeKO9Z/MzGJ6Pj378VVWR2+IDHSn97GMQBhzeTHm5kTrvdkqKEWJCVha6Ar89LGymF/DNOXAYA/3OcotVKOkInuFGWFKKrKjIj2HemP/LOpUEhzgfaZ7xuYwsmAzO1WoxUIcz+Wc6K5gCJemZ1O4ovRDKlzfdbhUIF39SYRNh8vaDlP/L+BzDS/5uM81DFP/L+Cyti/5uE6qxR79zsj4jrUHFk96Fi+lCtMiMZAUzqczvWNz+O//dnNRb0C1XISvPbEbX3l8N1QkFpSQhhAxkLBpqNJV4pt1z+O7jS/gS3Wfw9M1j+Gz2x7HXzX+F3yz7vlFjkA+ytpaUELuos7V0rQRS95y9DrccAdDkfE+vZo4BGLkxAJ34EfEHZgwdmVvx3M1z8Q8r3d2ADNu05qfzwS9sAy+ApbhXCEq4yHIdTtXmLU23J23gBD3GVPUkojQzQJFURDJOLE43cVAAKjUlmFqgRjoJWLglqH12kJXYCn5zkc4Lr3fwVUO785SQiMWrTBjdaRCAT5VxB0fGBZ4a8SUlucHeUVayBXcxkh/19q/PwmEVHBlJlpAOpwTW+HYcnSPzKJrhHvtum16lK1j4/fGx9FOnMYT5Ws61kqkQhSUcD/LyIAVoXU45x5uKI4af9A0uswzN55jubroQonpWdj9wRVmbC12ZlXFPIcChers2OcRMhuvcwi20beBVZJzABa20beXdQgeLzjMeyaLTyauJ26RmwDTJCcGyuQiKNWkcD4d8QVC+NX5Pvyvl5d2A/7Ns42o307cgIT0hYiBhE1HjsKIs1UP4DM7z+Jk0RHkKFY/CNNSGeS8qFD37VtgvCS2KNG0mLmIUJrCuvrjbHWIOzC5DNpHYp7DgkWXbW290FiWhWXkDQT93OaPRFkKbf6DMb/vUrjbuUpMSiiEYtfuhLwuIT3gO0cDHjPYNNzo51OhKYNXSmNWxW3Ekb6BWwPHnAe9nZwrUJ+jRHEFcQUCwDXTXNQ4UcLCniwlKtXyyHjE5V0UzZ4O0DSFih3cscw05YRjjsTzE9ITuz+ATt55doVahtwEpJqwLLuEKzD2XoHjw7MYH+bOKYsrspBftPZjCj+21+8LYWJkboVnL01Jrgrbee95s8uEWWd6OJPFAhqnCziXZIBhcX7CmsIVpRc5CuOKBdNLUaWrQI489X0hCRuLffoyVhcC78PCPv3Jko+E/364/bmrUzcRCAWWfO5WxDzFnbcZ81SkiC4N6R2bw3/7t5s410zcgITMhYiBBMI9VPt5UaGBANy3SFRoInEFgui2c72itmsUCYvY2WqE3YHciSHpHZg41ts7wxtaW/GAY+YyvA5ODBGI1NCX/iGoVXqergU2GIT7NnfcklfvBC0lMT6bCb4YyDI+hALpEcW1HJXacNzZJK9voHdoEGyQVOVvdtquj4JhuO8l4goM4w6E0GbhPrdFCimKlbKEvDZFUXisxAAh7/f87pgF7kBohVmpYWFUKHEHEtKV6yY7eIcyHEmQeH9n2Ia+cXtk3LDDiCKjMqbXYFkWNz6OFhQbj8cmKJZu00eN1xMVCgAPNxRFbocYFh+1jq/rdZLBPr0aOTJuY7bV4sBUmsYop4KzpadAY23fzzRF45HSU0leESHdCHgty0aDLofPNYSA17LofoqicLzgUGTsDsyjxUT23QBg3u2H08Edm0hEaHrBdwOaFrgBG3fmEDcgIaMgYiCBcA/Fnr1RUaFOEhWaUDqszqiL6Xo9OblZL1qJCPsN3O/P5PFHVS0T1k8ye2d47H2wT13k7qAE0Jd9FgKRYl3vuej1+3rBeLgTU8XefQl5XUL6sLCnZMCb3hvoGokaBll2VFQo6/fDNz6WwlURko3T7kX3renIONuoQOm21ftXbQWazHYEecU7iXIF3kcvFeNEHtcjyxNi8N744s24VJNToI6KviJiICEd8YcY3DRxgl22RIQqTfznbCzL4o1LXIQeRQGPH429V+BQrwWmKa64oHKnEfqc2ARFuUKM3EIucWSozxJVyLFWaiv1MGq5woaLbRPwpUkhAk1ROFvEiZ4sgHfH0j9dYaOo0lVij2H1JBGaovGFHU/G7CQkZD5ex8D65jkHl7y/MW8fxAJOoL80cW1dr7/ZME9FF3ka8kiKVrqwshuwBn/22C7iBiRkFEQMJBDuIZDJIN9dExm7b98C4yNVg4mCH1WlEAqwPQEX01uZkwvcgR9NEHdgIkhW74ygbxbWkTei7ssqPAuJoiDm91sOV1tr1FhZW5uw1yakB4vFwPTb5F9IpbY8yhkIAJ5+0jdwM9N2g7gClyLEsLjOiwhViwTYrYtt434tHM/TIVvCfeZaLA4MOdMrhpOiKFTs4KqnrSY3Zq3uFWYQCBtPu9UJD6+H3uEcLegEHMs6BqwY4kXBHdyZg3x9bNdFDMPiJk9QpGkKB46Vrms95VWcUOZxBzAzYV/h2UtD0xRO89yBbm8QVzunV5ixsVRpFNjGi1Hud3jQ55hP4YrSB4ZlMOZc3slJgcJ2XSW+sfdZHMrbv4ErI6QLDLO+PTEmtPQ8mVCGAzlcX/sRxxhGHKRQ0DQVHe1uJGJgyvH5Q/jl+d4l3YAHd+bg+88dRP12EpucCMweP67OzOGjSRuuzszB7PGnekmbGiIGEgg8VPW8qFC/Pypyj7B+Jud9mOIdzPdmqyCgycZgPGjEIjTw3YFePzptxB0YL8noncEwAZiHXgXDixJVZNdBqU+cc49lWbg62iJjaVk5hFrdCjMImYhApAJFc26agHd9cV4bSYW2DLNqAbxi7phP+gZuXlwOL7o6piLjLIMCZVX6FWZsHTpnXXDwnDIHjdqknAuJaBqPl0THFL01YkJoHW6fZFJZHf292d+V/sczwtaBZVlcmeHEe6mAxr4EpIQpg1gAACAASURBVJqwLIs3eb0CaYrCY+twBfZ2TmPWyolZO2rzoNHJV5ixPAuP0UO96ys0OlKTC7mES9k51zSWVoWKjxTpo8Iwfz9mQSiN1pcq7li7YfVyfSePFxzGl+o+h6drHsNntz2Ov2r8L/hm3fPEEbhFCfrtmJ/rWddcWrB84s7xwsNR40vjxB1omuacgSqNFDLiNEsp992A55vHo92ACjG+/pkaPP/YLihlomXnE9bGgGMe/6d7HD/sHME7o2acn7DinVEzftg5gv/TPY4BUriTFIgYSCDwUNQuiAptJlGhiaDFHF3llIiLaQJwIi+L9A5MAmdLT4FeYw+/1XpnsCyL2bHfIeDhqqPF8nxkFZ6Ne518/ONjCFqtkbGidm9CX5+QHlAUBZGM20APeNI/Wm+btgygqKioUO8AcQZuVtpvjIEJcd9D9YdLiCvwHld5woKQonDAqFnh2fFRqZFjTxbnOjR5/LgyM7vCjI3HkKuCWstFbPd3mUhsHyFt6HfMw+zlChn369WQCOLfOmntNWN0hiveO1yTi5wYRbxQkEHTJ8ORsVBIY//hknWvSa2VQc/rVzjYa1nXZ1EqFuL43vzIeNo2j9sD1hVmbCx5cknUNajJ449Krtmq8CMaaYrGmdIHcLbqAXxm51mcLDqCHAXpgbUVYUJezE2cx+Tdf0LAM7X6hCWQqiqWfaxAmYcKDVcI0WJqhyuwdRMCWJaFaZITA4krMHX4/CH88tw9N+DcEm7AZxuxr4q4ARNBi9mOf++ZwOAyCSaDTg/+vWcCLeS7OuEQMZBA4CGQyyHfxWXmu291kKjQOAkyLDps3ME7Xy5Bnnx9fdkI0WjEwih3oNnrx23iDoybKl0lvrD9D1cVBNfSO8NlaYbbdoubI5BBX/YkKFq47Jz14Gpvixor60i/wM0KPyo04F3fht1Gki3NgkasxhQvKjQ4a0PAmj4bhITE4Hb5cLd9MjLWZctRTqJzAACjLg/G3Jw7vE6vglwoSOp7PlpsgJQnXnw4acOsL5DU94wFiqJQWc1tMs9Z52Ezb92NQEJ6wXcFUgAOJaC/J8OwePMyF+0poCk8drg05te50zYJl4O7Pq3ZXwiFKr5rK7470Gn3wmpa3/XEQ/WFUVGqHzSlV/TfQwXZEPEc2ecnrPDxomC3GuZ5K7qsvZFxrWE3tJLkFaoQ0h+WCcFpuoHJOz+Gw3QVYNfX+1OiLINIunK/6BOFhyK3A0wQ16ea1/VemwGn3QuvhztHI2JgaugZnQ27AVuIGzDZDDjm8cawCat9AzMA3hiaIQ7BBEPEQAJhAar9C6NCb63wbMJqdM+5MR/kDvH1xBWYUE7kZUHI7x04aSXuwARwKL8B39j7LLYvIfSttXeGzz2G2Yn3o2bqS/8QQnH8G0oL4YuBIr0B4vzE9SIkpBd8MZBlfAgFnCs8O/VQFIVKbRkm9Qv6Bg6QqNDNRvuNMYT4rsAjJaBJJDiAaFcgABwyJv57YCEqkRCnC7iNuADD4p3R9Iri5IuBANDXlf5uZ8Lmx+zxo9fObTrt1Cmgk8S/+XezewYTFk7wPlabD71WFtNr+H1BtFwdiYzFEiHqDhatMGNtlG2PjgodXGdUaJZaiv07uPOUrpFZjK1TWEwGGrEQR3O5GH1nIITL0+nlmt5ILk9cA8vb8j5RcGiFZxM2MyzLYn72Lqa6/zdmJ94HE4p26gjEOgBrPaejoMk9uuqzag27oRJzruTL49fAsFtTnDdPR1/PGfPIntlG4vOH8PK5XvyvX7YtdgPuIm7AZHBh0raqEHgfBsDFKVsyl7PlSKw1gUDYBChq9wICARAKV0E5m5uiBEJCbPDjVwQUhdpsUuWUSO67A6+Z7AAAszeA2zYX+T0ngCpdJap0lZhxmzDmH4Un6EXIS6E6a9uqkTmhgAuWodcA3gWNJu8BSNXlCV9nwGaDb2Q4MlbsrSOxfJsYvhgIAAGvCUJxel8wVmrL0ZHdjhAFCO7tOXn7+6A+cDC1CyMkjHm3H3fbOFegJkuGih0kWgwA7P5AVE/fSrUMuRuUkNBo1KDV4sDEfNhF1DXnxt1ZF3bqlKvM3BiyDArosuWR3mcDXSY0Hi8j32GElHLVFC3eH86JvwdziGHwFj/aU0DjDw7FHu15q2k8yj1Sd7AIEmn8QmWWXgGNTgb7bHgTdKjXggPHYu9lCAAPNxTjJk/Y/6BpFF9+dGfca0wUx3N1aDLZ4QqGr/UvT8/igEEDtXhrbY35QwFcm+JaouQpclCpTfx1CiH98bnGMDt5Dn73+KLHBCI1NHkPQJG1B25bB2yjbwNYufBYm/8QpKrVjx9CWoij+Y14d/hDAIDFa8Ndaw9266vX9XNkMjO8iFCKAgy56XGethXoGZ3Fv/2+C+Y5b9T9aoUYf3xmO+qICJhwTPO+ZaNBl2PQ4YHZ44dBRnppJoKtdcZDIKwBgVwBxa7dcN/qAAC4b4ejQmkJibaMFWcgiF47VwFbrVUkPRZrK3IiLwtNZgeC9xyBH01aUZOljIrpIayfHIURu0vDPQ/M5tVdWCwbgmX4tSjHlkyzA+qcI0lZn7ujPWqs3FuXlPchpAeLxUAzZOrlo2rTgUptGYJCCmadELm2IADA00/6Bm4m2m+MIchPAThMXIH3uT5jj6p8PZyAuMG1QlMUPl1qxE/vjkW27t4eNaNCLU9I/7N4uR8Ver//mWPOC/O0k1TEE1KGJxiKKmTMl0tQqpSuMGNtXL8zgxkb5zY8uTcfWerYXtcz70f7TS52U64Uo2Z/YdxrA8KfxbIqPdpvhF/fZnZjzjYPbVZs/QwBoDxfjcoCDfonwoWKN+7O4MkTFdAo0+NaWiKg8VBBNt4cCQuWAYbF+QkrPlOWk+KVbSwtM+2YD3KbsccLDpFCjC1GwGvF3OSH8Ni7Fz1G0RKoc45AZWwETYcLDpTZeyEUa2Cf/gQ+19CiOfcJBuxrXsPRgoN4f+RCxBF4eeLalhQDzVPc9442Ww7RFitOSAU+fwivfTyAD1sWi+CHduXg8w9VkUjQBbAsiyDLwhti4Asx8N77z7doHIp6zsLHveuI52YB9DnmiRiYIMgRhkBYAmV9Q0QMZH0+uDtvQ1W/fBwgYWnaLc6oDbB9JCI0KajFQjQYNLh2r5LZ7A3gls2Jvdnk950K5ibOw+cajYyFkmxklzyetAtsVwcXEUrLFZBVbkvK+xDSA4FIBUogARsKO30CnvSK/VuKXIURCqEcUwZnRAz0jY+B8XpBS+PfZCWkFs+8H3faJiJjjU6GbTuJKxAA/CEGN83cpli2RIQqjWJD11CgkOKgURNJELD7g/ho0oazRfpVZm4MFTwxEAD6u0xEDCSkjCazAwGGc70cydHGff4WDDH47RVu41wspPHoOlyBbddGEfBz/bvqD5dAJEpckSVfDATC7sC6g8Xreq2HG4oiYmAwxOJC2wQ+fSx9XGf1BjWuzszB5PUDAFosDhzO0W6YazsduDRxLXJbIhCjIZf0G98qhAJu2KcvwWVpARYF9dFQGvZDk3MMAtHi8xWpqgxSVRkCXgu8zkEwIR8oWgyn+QZC/vBehNvSCk3OEQhEqycVaSUa7NHvQrv5NgDgjrUHFo8NellWvD9mxsAwLMwzXIJEDjkHSjrLuQE1CjG++Mh21G3bfG7AIMPCGwpFCXMLBb1Fwh3DwBcMhf+9dx+Two5EW7nHb6IhYiCBsATKujrM/JyLCnW1NBExMEZYlkULr7JWJRJgmyb26lLC2jiRp0OT2c5zB9qwJ0tF3IEbjNvWCaf5RmRM0SIYyj4HWpCczQXG64GnuysyVtTsASUkX+2bGYqiIJIaIlE+AW/6i4E0RaNcW4pJgw11Pfeq0BkG3qFByKvTJzqMsD46bo4jGOAuzvYdKgZNp951lg60W53w8C5cD+doU/K9fLogG52zLjgD4fPaK9OzqMtWpcXGty5bDr1RCcu9vmL9XWYceqCCOFQIG06IZSOFdUD42qUmK/6otiu3p6I2HE/VF8bsknPavehs5You1Fopqmvz4l4bn5x8NRRKMdyusEAWjxi4r8oAvUYKiz38c19om8CnDpZAnEDxMh4EFIWzRXr8rC8cb80CeG/cgj+p2ho9t4cdoxh1cm6Yxtx6yISkOGuzwzABOE034Ji5ApbxLXpcpq2GNu8URNLsJWZHI5LqIZJyRUUCoQLWkdcBACwbhGPmKnSFZ9a0ruMFhyJiIAsWlyeu4YnKR9c0dzMwZ52PKvQw5G2udi9mjx+3hk3wBEMIeYPYppanzN3l9QfxHxcH8WFr5rgBQyy7hPOOWSTsLRT0Fv57f58wk0mHVJPNAtkxJBCWQCBXQLFzF9y3bwEAXB3tYPx+0GJiSV4rE25fpNoSAPZmqyEgGztJQy0W4oBRg6sz4U0MC3EHbjh+zwxsY29H3Zdd/DhEsuRVlrk7O8EGg5Gxso5EhG4FosVAC1iWTfuN80ptGT7Q3466z9PfR8TADMfrCURtUKs0UmzbtbWi1paDZdnIdzIQvoBNVUKCVCjAo0UG/HpwGkDYB/DmiAnP7yhMi6KhimpDRAx0O32YnnAgr1CT4lURthp3Z12w+7lzqkajBsI4CxsCQQZvXx2OjCViAc42xi6wNV8ZRijEbeQ1HCuDIMGbYhRFobRKjzutYYFsZtIBl9MHpSr2ogGapvBQfSF+/VE4Etw5H8D1uzM4Xpuf0DXHQ5VGjgq1DAOOcJFSr30efXY3tm2wezsVXBq/FjU+VnAoRSshbAQsy8JtuwX71AWEAo5Fj4sVhdDln4ZEWbTu95DrdsI+/TGCPisAwGVpgTrnCASi1QsqqnQVyJUbMT0fju69NtmER8sehliQXqJMsjBNRf8/MW4SMXDAMY8Lk7Yle8OVq2R4ID8LFeqNMwt0j4TdgPeLVO6TLDcgw7Lw3xfjGAbe4IJ/1yjsBVJpxVsnQoqCREBDKqCX/JdhWdw0Lz4WrQSF8Pc2ITFsCTEwGAziF7/4BV555RWMj4/DYDDgM5/5DJ5//nmIRKt/wXR2duKnP/0pWlpa4Ha7kZubi0ceeQRf/epXIZdH/zG+8MILePvtt5d8neeeew4vvPBCQn4mQvJR1jdExMBIVOi++hSvKnPguwIBoJ5EhCad47k63DRFuwNrslREhN0AmKAXlqFXwTKByH0q4yHIdckVOlztrdxAIIB8V01S34+QHvD7BrKMD6GAA0Jxem+cV2rL8IZcAIeChtoddkp5BkjfwEyno2ksqpp53+HihG9QZyr9jvmooqgGvTqlFa01WUq0WOToc4T7lo26vGi1OLDfkPpjR2W1ETc+5mIU+++aiBhI2HCu8MR7IUXhQAI+G5c6JmFzcA6c0/sLoZLHVlw6a3Wj5/Z0ZJxtUCQtirmcJwYCwHCfBbv3rc8td6w2H29+MgTvve+Ic01jOLYnL22KlyiKwtkiA35yZzTSU/XdMQsq1PK0KJJIFi6/Gy2mjsh4m7Yc+crcFK6IkEy8jkHMTp5HwDO96DGhJAva/Ach0+yI+3NJUTQ0ucdgHXkTwD13oOkadAWn1zCXwrHCQ3i19y0AgDs4j1ZTBw7mbY1kLtO0M3KbFlDINsbvSE81LWY73hg2LQqhvc+g04Phngk8UZaT9H1Crz+I1y4O4CNe8eJ9Du3Kxecf2hblBmRZFn6GXeCuCy2K0FzNkedjMi/SkqbAE+4E4X9pTsRbKOwtFvsEkAioNRVSWbyBJYXi5ShXy6CXEnNOotgSYuD3vvc9/OY3v0F9fT1OnTqF1tZWvPTSS+jp6cFLL7204tzr16/j2WefBQCcOXMGRqMRTU1N+Jd/+Rdcv34dL7/8MiQSrlqup6cHer0eTz/99KLXqq8nQlImodxbhxnBgqhQIgauiQDDoMPGndQUKaQwkkavSUctFqLRqIlsZli8AdyyOlFHhNikwrIsrCNvIuizRe6TKEuhzX8wue8bCsF961ZkLN9RDYFMltT3JKQHfDEQCEeFprsYWKQsgFggxpReBLU7vDHqHegHyzCgSKRkRuLzBnC7mecKVEuwfTfZULwP3xVIATiYo03dYhDebHusxIAfdY5GiobeHbNgh1YBpSi1l4RqrQzGPBVMU+Fzx4EeE448VAma3rwb8oT0YtzlxaiLcwvUZqvi/lz4AyG8c204MpZJhDhzIHZX4M1LQ+CnezWeLE+aoJZXpIVEKoTPG3ZIDvWuXwyUSYQ4XpuPD5rCfQgnLG7cGbZhd9nqEYQbRb5cgrpsFVqt4WPPtMePNosD9WlQJJEsrk01IchwDtjjhYdTuBpCsvB7ZjA3cR5e58Cix2iBDJrc41Dq94OiExfdK9fthn36UuSa2GVphtp4eMnegwtpzN2HtwbehT8ULqK6NH5t64iBk9y+md6ozPiiugHH/IpC4H0YAG8MzUArFibEIciyLIIsGyXK9U3a8V7zGJy+IOSFSlBCGpSQglQqRFmhBmK5CC8PTy8S9jLNi0cBiwS6xSLd0o/zBT0hRW1Ywc4D+VkY7plY9e8EAGgAJ/O2Th/RjWDTi4Gtra34zW9+gzNnzuBHP/oRKIoCy7J48cUX8eabb+LChQt44IEHlp3/13/912BZFr/61a+wZ88eAOGDzHe/+1288sor+OUvf4kvfelLAIBAIIChoSGcPHkS3/jGNzbk5yMkD4FSCXn1Tsx3hmPN3B3tYAJ+0CIiaq1G16wbXl6PnH36zRF1kAkcz9PhxgJ34J5s4g5MJo6Zy/A4eiNjgUgNfekfgqKSeyLv6e8DM++OjJV7SUToVkEki3YEBLxmyNSVKVrN2hDQApSrSzBpmMP2kbAYyHg88E9NQlJQmOLVEdbDrabxKFdg3aGSjN/ASBQWrx899vnIuFqrQJYk9XFX2VIxTuTp8OFkeKPOE2Lw3rgFT5alXsStrDZGxECPO4DJ0TkUlupSvCrCVoEv3gPh/p7xcrFtAnYX5w4+01AEhTS244BpyoHBHktknFuoQXF58jbEBAIaJZXZ6O2cAQBMjMzC6wlAus4eSg/VF+Jc81hEzPzg5lhaiYEAcLowG7dsrsi107kJK2qyVBBvwu8zhmVweeJ6ZKwRq1Cr35XCFRESTdDvgH3qIty2DmChpEEJoDY0Qp17FLQg8T0iKYqGOucobKO/BQCwTABO8/U1FcjKhDIcyN2HT+79fY44xzDiGEOJev3RpZlAKMjAei8mHQCMeZlfxH1h0rYmgQcIC4IXp2woUcqi4jKXct4tup9ZHLEZWkLFE1RqsNQ3+lggANgDSzyysUjopaM0lxf2osU9iYCGmN44ES9RVKjleKLUuKpwTAN4oixnQyNltwKbXgx8+eWXAQBf//rXIx8OiqLw7W9/G2+99RZeffXVZcXA/v5+DA4O4syZMxEh8P78r33ta3jllVdw6dKliBg4MDCAQCCA7du3J/mnImwUqv0NETGQ8Xox39kJZd2+FK8q/Wm1chGhQorCniwiBm4UKlG0O9DqI+7AZOJx9MM+dZG7gxJAX/bZNVVAxourvS1qrKjdm/T3JKQHAqESlEACNhQW1QIec4pXtDYqtWW4ob8bdZ+nv4+IgRmIzxvArebxyFihkmBHTeoFpXRhobBwJDd9RK0TeTp02JyweMMbIK0WJ+r1GpSpUussr9hhwNWPOAfDQLeJiIGEDcHhD+LWLOfMKFfJkCePvU8eH68/iN9dH4mMFVIhTjfEvqnNj88FgIMnypK+4VdeZYiIgSwLjPRbsX2dx3e9VoZ9VQa09ITPUzqHbJiwuFGgT5++fBqxCEdztbg4NQsAcARC+GRmFqfy00u0TAR3rT2werkkkyP5jRAk0BlGSB1MyAfHzFU4TdfAssFFj8t1e6DNfyDpSSKKrBrYpy8h5A+fBznNTVAZD0EgXH0j/0TB4YgYCITdgc/s3NxioNXsAsPrCZfp/QJNHn9M0Y8AMODw4Lstmdc6QkRTKwh3C5x4NA2pkI4S/qQCGmIBvaljqVej3qCBViLCxSlbpH/vfSiEo0FP5m1sb8mtwqYXA5ubm6HT6VBVVRV1f05ODkpLS9HU1LTsXKVSiRdeeGHRXAAQi8PusPl5ruq3p6cHAIgYuIlQ7t2HGcHPIlGhzuYmIgaugt0fRB+vGn6nTgGZkFxkbCTH83S4abZHmg0Td2ByCPpmYR1+Peq+rMJHIFGsL04pFliWhZsnBkqKSyDK2nybFoSloSgKIqkBfndYjAl4M0MMrNCW4XdaIfxCCuJg+Pjk7e8HTiyf0EBIT263TMDv4/UKPFgMgXDzuSjWgycYQiuvb3KeXIJSZeIr8NeLkKbxWIkR/9bDRby+NWzC13cVQ5jCWE6lWorcQg2mx+0AgIFuM46e3kbcpoSkc900B95eLI4kwBX4Ycs4nPOc4+CRxmLIJLFtvYwPz2J8eDYyLqnIQl5R8uOGi8p0EIpoBAPhWv3BXvO6xUAAONNQHBEDgXDvwD85uyPudSaSE3lZaDI74A6Gv9cuTc2iwaCBKsURyonm0sS1yG2aonGkoDGFqyEkApZl4LK2wj71MZige9HjEmUZdAUPQSzP25D1UJQAmpyjsI29E14f44fTdB3a/FOrzs1X5qJSW4b+uXARRIupHU9sexTKDSiyTRX8iFAg88XAfsf86k9KMUKKWtaJtyZh795/ZG8tMVSo5ahQy2H2+NHnmIcvxEAioLFNLYeBtJpKGpvr7GYBfr8f09PTqK2tXfLxgoICDA0NwWazIStrcdxGbm4unnvuuSXnnjt3DgBQWcnFct0XA4eHh/H000+jp6cHUqkUJ0+exLe+9S3k5OTE+yMRNhiBUgn5jmrM3+kEALg72khU6Cq0WRxRgRTJbghMWIxKJESjQYNPeO7ADqsT+8j/i4TBMAGYh14FE+L6yyiy9kKRvTHFAv7JSQTMpsiYRIRuPURSY5QYyLJs2seDlKqLQQuEmM4WongmvEnq6e9L8aoIseL3BXGriecKVIqxo5a4Au/TbHHAz1MWjuRo0+6zWamWozZLFenvbPL6cWVmFidS3I9jW7UxIgb6vEFMjMyiuJwUuhCSR4BhcNNsj4yzJCJs18a38ezxBfHejdHIWCUX4cH62BzwLMvixseDUfc1niiPa11rRSgSoLg8KxJPOjY0i4A/BJF4fcWdFQVqlOWpMTQVLpK4dmcanzlRDrU8fa6nJQIaDxVk4a2RsGjpZ1icn7DiidLNs39j8Vhx19oTGdfqd0Er2by9ETc7LMvC4+jF3MSHCPosix4XSY3Q5j8Iqbpyw89BFFm1sM9cRsgfPrY6zTehNh4CLVw9geB4waGIGBhggrg22YTTJSeTudyUYpriisdEYgG02ZntgOK3Cko0NAVOsKNpSIQCSOmwQDfvCaB70Aa32w82xIIJMmCDDBQiAR5tLMGe0iyuLx7pVZ+WGGRiIv5tIJtaDJybC2+Eq1RLV1fcv9/pdC4pBi6HxWLBSy+9BAB46qmnIvffFwN/8pOf4PTp09i7dy86Ojrw+uuv48qVK3jllVeQm7v+zRKDIbOrRFJBIn5noZPHMHBPDGS8XojGB5F1oCHu192MsCyLjrvcxa9OKsLBipwtbX1PFU+opbhptkc2JC/NzOGh7fkQpLDqfzNgMKjAsixG7vwGAc905H65uhBVdZ8DLdiYnlDjH0dHLRY+cBRK8h2xpWDmC+G2tgIIV91q1QzE0uQ7BuKlMqsEUwZ7RAwMmE3QiEIQa9N/7ckgE8/tLp/vg8/LRVAdfWgb8vK25v+/hYQYFjc7uWhAlViIU1V5EKWhu+0ZtRS9H9+F554T5sKkDScrc6GPMx4xHhqOlOGT832R/mLjg7OobyxN2XoyjUw8nqSay2MWzAe5zcuHK3KQY4yveO5XH/TAzTtGfu6hKhQVxBZ523VrKtJDEwBq9hVgx66NcfYAQG19UUQMDAUZ2K3zqN6Tv+7Xe/LBbfj7X7QAAAJBBk29Fjx9Or3SlM5mK3HD4sC0OxzB3mx24NEdBShIcYRyoni/4xxYXsnuf9r14KrHDHJMSU/c9jGM974D1+zgosdEEjXyK84gu2B/0vvXrwTlfxCjXeEEHZbxI+RuR07lw6vOeyjrEF4feAdz3rBIdnX6Bp7e9yjoTSrgWM2cm7OgWAtjnN8/qUbv9gATqz9vITUGNXYZ1JAKBZAJBZAJaciEgvBYFL5PtERfPI8viH9/5w4uXR1e9Jqn9hfhucd3Q5lGhScEQrqwOY+o9wgGwyfh9yM9F3L/fp/Pt+bXdDqdeP7552GxWPDMM89E9RKUSqUoLS3Fa6+9hh/84Ad48cUX8atf/Qrf+ta3MDMzg+9///tx/DSEVJF98ADAO/mwXLm2wrO3NgNzbsy4uc/ToYIsIgSmCLVEhJMlhsjYNO/DjUnbCjMIy+F1m2Aa+QRTg+fD/w58AOtkS+RxgUiO8tovbpgQCADWGzcjtyUGPRRlpRv23oT0QKaMrlb3uKaXeWZ6UW3chkl99GfF2dWzzLMJ6YbPG8T1j7m+bgqVBPsOlqRwRelFh2kOVo8/Mj5ZrE9LIRAANBIRntjObe77GRa/ujsGlmVXmJVclCoJSiv1kXF35zSCwdAKMwiE9cOyLM4PcSkLMiGNI4XxOVFd83689THX+yhLLcHZw2UxvQYTYnDh3e7ImKYpnDizscLZtp05oAXcNVz37fjOMQ7vyYdey4lqv7syhECafbYFNIUnd3AOThbAf3SvY1c7DfEH/fho8GpkXKjOwy7j4lY4hPTGN2/D4K2X0X3jpUVCIC0QI7/iYew68l+hLzyQUiEQALILGiDiOU9No5cRDKzeS04oEOKhiqPcPLcV7dN3V5iRufi8QVhMrsg4fwNioJPNrnUkUVEAPlddiAdLjThSmI19uVpU69Uo1SqQq5RCIxFBLKAXCYEdfWZ8/QcX8O4CITBLLcV3v9yIP//8PiIEEgjLsKmduXfOGQAAIABJREFUgVJpuD9HIBBY8nG/P3yxLpOtrdrLZrPh2WefxZ07d/DAAw/gxRdfjHr8Jz/5yZLz/uzP/gyvvfYaLly4ALfbDYVifdEjZrNz9ScRAHBVbIn5nVHhqNC7dwCEN+FnJm2gRRu38Z8pfDQ8EzXeIZeSv9sUsl+jwAWaivQOfKtnEuViEck3XyNe5xDs05fhcw2v8CwKWcVPwOESAq6N+VsP2ufg6uWiFWU1tbBYXCvMIGxGggFl1NgyPQo/m/x+lfGSJ8rHtF4EFuGLPwCYabsFpnJnKpe14ST2PGXjaLs+Cg+vD1ZtQyHm5tK/P8hG8W7vVOS2gAJ2K2Vp/f94p0yCQoUE4/cKuW6ZHLjUN42dOuUqM5NHcUUWhvrCjiSfN4jWG6Moq9KvMmtrk6nHk1TTb5/HpIuLe9+XrYZzdh7x/BZfvzQQ5Qo821gCR4zHyO5bU1EbxNV78xBimQ3//1tQrMXYULhnYc+daUxP2+Pq4flAXT5evRAuJplz+vC7SwM4UrNxbse1kEdRKFfJMOgMixa3zQ5cG5hBpTqzo/uuTzXD5eccSIdzG1e8diDHlPSCCXpgn7kMp7kJYBeK6BSU2fugyTsBgUgJ26wPwNrNDslEaTiM2fF3AQChoBfD3R9Bk3t81Xl12jq8Tr0Hhg27tt+++yGKRJuv8GxiZBb8/jpKTebvnQmAqGPoWihXyyDwBGD2LL1vvxCPL4jXLg7gQtviYo0jNbl4+sFtUEhFGf+7JBDWwnod/OlZqpoglEolaJqGy7X0iY7TGT44LBcjymd0dBRPPfUU7ty5g1OnTuGll16CULg2LZWmaezYsQPBYBDT05lRuU+IRrmfiwVlPJ6IMEjg8IcY3LJyn7USpRR6KanESSVKkRAHjVxFns0XQLuVnBStBZe1Hab+X6wiBAIyzQ7I1BUbs6h7uDrao8aKWtIvcCsiECpBCaSRccBrTuFq1k6FthQBsQBWLdd7yNPfv8IMQroQ8IfQfnMsMpbJRdhZt/7YuM3GhNuLYZ6wsCdLBZUovesuaYrC4yVG8EuE3h4xw5fEni+rUb7dAJoXad7fbVrh2QTC+rkyMxu5TQE4lBOfK8M578e5Zq6fapZaguO1sR0jg8EQmj4ZjoyFQhr1h1OzCV5WxSWM+H0hTIzMxfV6J2rzIRFx3/3v30ytE3kpKIrC2aLo4oN3xyxg0mydsXJpnEs2kgjEOJC7MT3OCfHBMkE4TNcweffHcJquLxICZeoq5FV/BVnFj0IgSl0Rz3Ios+sgEHF7rU7TdTCh1YVKrUSDPfpdkfFdaw8sHmtS1phK+FHQAGDM2xyxvA/krT0WmwZwMoZ+1V3DNnz3X28uEgK1SjG+9dk9+PKjO6GQEtMGgbAam1oMFIvFyM/Px/j4+JKPj4+PQ6fTQbtKn5quri48/fTTGB0dxRNPPIEf//jHi6JHPR4P2tvb0d3dveRreL3hzQGJJHV9OAjrR1m3Lyoq1NXclMLVpCd3Zl3wMdzmUf06IgIIiedYrg4i3qbahUkbQkxmX9AmG69zCLbRtxFVqrcMHns3vM6h5C+Kh7u9LXKblskg375jQ9+fkB5QFAWxlNuoyxQxUCaUoVCZh0k9dx7lGxkGE/CvMIuQDtxpm4SX7wpsLIKIt7G71bk6E71RfjhOYWGjKFBIcdDIrdUeCOLDidRtukllIhSWchtJw30WBALpFSdIyHwsXj967Jxjr1qrQJYkvg3Ed2+Mwufn/lb/0+FSiISxbbfcaZuEy8Ftltc0FEKhTM3+Qdm26MjUod74zjPkUhGO8pyA42YXukdmV5iRGgoUUuzN5jblp+Z9GV1MOeIYw4iTK+Q5kFsPmVC6wgxCqmFZFu7ZTkx2/RRzE+fAhLxRj4vl+TBWfhGGiqch4l0LpBsULYTaeDgyZkJeOM03V5jBcaLwUOQ2CxaXJjZfqx6+GCiTi6BUb4694rWesdEAnijLQcUanNceXxA/f78Hf//rdlgd0Z+HIzW5+P6zjdhTQVIkCIS1sqnFQACor6+H2WzG0FD0Zu3MzAxGRkawd+/eFeePjIzgT//0T2G1WvGlL30Jf/u3f7ukI9BiseCpp57CX/zFXyx6zOPx4O7du8jKykJBQfpHeBEWI1SpozbcXe2tYIPBFWZsPVqtjshtEU2hJmtzVDZlOmF3ILfJF3YHOlaYQbBPX8ZahMAwLOzTnyRzOVEwPh/mu7i+CYrdNaDW6FInbD6EC8TAdKuwX44KbRmmDNzfLRsMwjc8ksIVEVYjEAih/eZoZCyVCbGbuAIjOANB3LJx6QilSikKFJmz2Xq6MAsqnrB7dWYOU/OpixmrrDZGbgcDDEYHNp8jgJBaEi3e210+fNTCFSAbtNKYIzD9viBar3LHWYlUiLrGorjWFQ9ypQS5hVxx51CfBUycBYUPNRRGOZE/aBpb9rmp5OGCbAh5bRXOjVvhT6FjOh74rkAAOF5waJlnEtIBr2sEM73/Cuvw6wj5o49TArEW2SWfQU7VlyFVlaZmgTGi0O8DLeRci2t1B27TViBXzp0LXJ9shj+0thjJTME8xe3JGPPUi3riZSIMy+K9McuKz6EAVKhl+NL2gjUZCO7ecwNeXOAG1KkkETegnLgBCYSY2PRi4Kc//WkAwA9/+EMw91xLLMviH//xH8GyLJ566qll5zIMg29/+9uw2Wz44he/iBdffHHZA3RRURF27dqF3t5e/Pa3v43cz7Is/uEf/gE2mw2f//znN8UBfquyMCrUTaJCI8z6Ahh0cLngu3VKSOLoKUFILMdytVHuwI+miDtwOQJey6rRoAvxuYYQ8K580pso5u92guX1wVXsJTE/Wxl+NTDL+BEKZIbQX6ktx6RhQcLCQN8yzyakA13tU/C4ea7AA0UQiUkhwn1umOwI8cT4wzlrj0hKB6QCAf6gmDueMADeGjalLBqvdJsetIA7b+m7S6JCCYnDEwyh1cJ9X+bJJShTyeJ6zd9dH4E/yIlFjx0pgzDGa6GOm2Pw8nom1R0shiTFG5zlvKhQjzuAmcn4zjNydHLs3ca5NzoGrJi2pV/fWa1EhCM50Y7phQJyJuAKuNFi4toLVGrLkK/MTeGKCMsR8FpgHvw1TH0/g39+MuoxSiCFNv808qu/CkXW7ozaU6RpEdQ5fHegBy5L86rzKIrCMZ470B2cR4upIylrTAXzbj+cPBf4ZokI7bA6Me3h0l7q9Wr8+e4SPL2zEJ+uysMfFBvwrd0l+PL2wlUdgR5fED9/rxs/WMINeLQmD3/z5QPEDUggrJNNfxV/+PBhfOpTn8Lvf/97PPXUU2hsbERbWxuam5tx5swZnDx5MvLcH//4xwCAb3zjGwCA8+fPo7OzE2KxGHK5PPI4H71ej89//vMAgO9973t45pln8Jd/+Zf44IMPUFBQgObmZnR2dqKhoQFf+cpXkv8DE5KGsq4epl/8HLi3MeJqboJyT22KV5UetFkdUT6qfSQiNK1QioQ4ZNTi0nQ4imfWF0Sb1YH9Bs0qM7ceXsfA+uY5ByGSJv9k1NXGRYRCIICipibp70lIX8QLooECHhOE4vT/XFdoS+FQ0HBLaSi84c1TTz8RA9OVYDCEthvRbpXd+0jSxX2CDIMbJntkrBULsVOnSOGK1sdunRLb1HL0OcIb86NuL1osDjSk4FxBIhWipDwbQ33hQpvRQRv8viDEkk1/6UrYAJotDvh5RXFHcrRxba7bHN4ox0JOlhwHd+XE9BqeeT86mjhnoVwpxu761B9ny6r0uPoRd2481GNGXmF8x4SHG4rQ1scV0Z1rGsMzZ7bH9ZrJ4ESeDk0WB+aD4dC7i1M21BvUad8Lls/1qWYEGC7NiLgC049QwAX79MdwWVqxKJmGEkClb4A69xgEwvgKFlKJUl8Px8wVMEE3AMBhugalvgG0QLzivMbcevx24F34QmFx6dL4VRzK25/09W4E5gX9Ag2bQAwMMAzO8WLmhRSFB/OzoJWIsNMQ/vnM5rVFLt8ZtuH/+30XrI5oF6lOJcEfP7IDeyqyl5lJIBDWQuacycTB3/3d36GyshJvvPEGfvaznyE/Px/f/OY38dxzz0Wd+P/TP/0TAE4MbGoK94Xz+/3453/+5yVfe8eOHRExcPfu3Xjttdfw0ksv4fr167h48SIKCgoi77WwzyAhsxCq1ZBt3wFPdxcALip0q0f0MSyLVgv3pa4TC+OuriUknqO5Wlw3zUU2Py5M2VCXrYaAzpzKwo2AYdYXi7aWuJN4YRkG7ltcRaS8ajsE8szbcCYkDpFsgRjotUCm2Zai1awdtViFHIURUwYHKsfCnx3vQD9Yls2oauetQlfHFOZdXJVvbUMhEWV43LK54A5yHVIO5WhBZ+DfMUVReKzEgB91jiJ4r/DtvTELqrUKKFOw+V1RbYiIgaEgg+E+C6p2E0cLIT5CLItrPIeXQijAnizlCjNW551rIwiGuE38x4+WQkDH5gpsvTqKAK/f4P4jJWnRk1WtlUFvVMJiCscgD/ZacOhURVzf1VVFWpTkqDAyE75+vNI5hSeOl0MpS6+YN6lQgAfzs/D2aLhXop9h8dGEDY+XGleZmR4wLIPLvIhQtViFWsPuFK6IwIdhAnCarsExcxUss7hvtly7C9r8UxBKMitpYCloWgS18RDmJs8DAJjgPFyWFqhzVhanZUIpDuTW4/K9foGjznGMOMZQok5dfHKiME1Fu6w3gzPwhsmOOT9XfHA4RwttjL14Pb4gXr3Qj4vtk4seO7onD0+fqiSRoARCAtgSV/IikQhf+9rX8LWvfW3F5/X09ESNv/Od7+A73/lOTO9VUVGBH/3oRzGvkZAZqPY3RMRAZn4e8113oajZk+JVpZZhpwc2Hy/SRq/OyE2wzc793oHEHbgyNL2+xt20IPkNv70D/Qi5OOFdUVuX9PckpDe0UAlKIAUbCkenBLzmFK9o7VRoyjCpH4mIgSGnEwHTDMQ5ZLM/nQgFGbRd51yBYokAu+sLU7ii9IJlWVzhCQtimsL+DE5HyJaKcTJfh/MTNgCAJ8TgvTELnizf+M9laaUeQhGNYCDsHu7vMhMxkBA3XbOuqM3Kg0YNhDEKd3wscx5c7uA2LQv0Chyojs0V6LR70clzFqq1UuzYE1u/wWRSVqWPiIFOuxdWkxv6nPULqBRF4eGGIvzLO+Ee2P4Ag4/bJ/DoodJELDehHDBocM00B4s3fK3bZLbjUI4WRln6F3l32Xph8doi4yP5jRDSW2L7L61hWQZuWwfsUxcRCix2SUkUxdAWnIZEkXpncCJR6vfDYboKJhhOH3CYrkJp2A+aXlnYOV5wKCIGAsDH41fxxZ3Lt3rKFEw8Z6BKI4VMnv7HlJXwBEO4MMkdb2QCGifyYhOyV3ID/snZHagpJ25AAiFRkKZeBEIMKOvqAZ7Q5WxpSuFq0oNWa3RVE4kITV+O5eog5jkBL0yS3oF8WJZFcImLsrUgVVUkeDWLcbW3RY2Ve/cm/T0J6Q1FUVFRoQFv5vTVqtSWYcoQvQHg6e9P0WoIy9F9ewpuJ1exvmd/ISRSspl4n2GXF1Pz3KbFPr0aMmHq3TzxcDxXBz2v6rrV6sSgY+N7eonEApTwYqDGhmzweQMrzCAQVocv3gsoCgeM8RXF/fbqcNS59ONHy2Iuimz+ZBgMz1l44HgZBGnUe72sKjoGf7A3/sKjhmojNEpu8/vDlnEEQ8wKM1KDgKbwSCH38zMA3hvfmD7h8XJp/GrkNk3ROFrQmMLVEFiWhcfRj+nu/xe20bcXCYFCSTb0ZU/BuO2PN50QCAC0QAyV4WBkzATdcFlaVp2Xr8xFpbYsMm4xdcDldydljRsFy7JRYuBmcAVempqFh3cMP5mXtebzYY8viJ+9141/+HX7IiHw6J48/M2XG4kQSCAkmPQ5yyQQMgChRgNZFdfTwNUWjgrdqvhCDDptrsi4TCVDVoxRAISNQyES4JBRGxnP+oOLxNytChPywTL8Gpymq6s/eQESZRlE0uSfoPLFQHFhEUR6wwrPJmwVRFFioAUsmxkCf6W2DGadEEHemah3gPQNTCdCIQat16JdgXsaiCuQz5V7bvv7HM7RLvPMzEFI03i8JDoG760RM4IpKB6qrObWwTAsBnsyYxOekJ6Mu70YcXkj49psZVz932Zm53H19nRkXGxUYt/22M7NbBY3ejq519AblVF/9+lAlkEBjY5rATHUG//nUCig8eA+7vtkzuVHU3d6FjRVaxUo5bXA6J5zYyAFBRKxYPHYcMfKpV7t0e+CVkLSYFKFf34a5oFfwDzwy0WFe7RQDl3hp5BX/RXItds3dVy+ytAAWsB9lhwzV8Ewqxf5HC84HLkdZIK4NpXZBflOuxdeD/dzG/Myu5je7g9GFdpoxEIczOGON1NWN357eQC/OdeDc81jmLJyYu6dIRu++6838PGCWFCdSoI//1wt/vRT1ZCTIkQCIeGQTxWBECOq/Q3w9HQDABi3G/PdXVDsrknxqlJD56wr0oMOAOqJKzDtOZqrwzVe78CLk+HegcIt3Dsw4DHDPPQKgj7r6k9eBAVN7tGEr2kh/ukpBGa4zSLlXhIRSgjDFwNZxo9QwAGhOP03fLKkOqjlOsxkz6HAHL4gJs7A9KLn9jRcvArdmvpCSEifjgg2XwBdc9yGxnaNHHppZsc83adCLcfeLBXabeHKdbPXj0+mZ3EyP2tD11FckQWRWBDppTbQbUJ1bfrEJxIyi6u8zUoAOJwTXy+u334yBIZXgPPp4+UxuwJvXhoCv4bnwImytBMDKIpCWZUe7TfGAAA2sxv22Xlo/n/23iu+ke069/yqkHMgMnPqwM4598lJ0vHRude2JEuyLdmSrxVeZn7zOC93Zp7G83B/CteWZEu2ZVlyuNLRkXRy6u7Tudm52QzNTIAACJDIuWoeqINdBZJoAgSIwP1/4gZqFzcDqnattb5vmdQbOu+TB1rxm4uTSGeX1SRvX5vB8QF7Xf78n2qz4PtDM/nX3phZwDcG2uu2NcaFucvgQf6xzrYW781GqQ7ZdAghzweIBe+seI9hpNDZjkNvP7Up7SbqAVaigM52HCHPBwAALhtFLHATOuvRovP2W3fDINchlF7ek5yfu4xnOs6CZRpT2yJUBQKNrwx8by6Q7zUNAM+2tkDGshiaDOI3l6YwNLW4Ys62diOUcgnuPFoZfzmz14nPPd1Pk4AUShVpzKsnhVJDtAcLrEKvN3Zl0ka4sUBUZXKWwW5T+f0jKJuDRibBCbtYHXhzC6sDY4v3MD/yo4JEIAuVcTeAxz3gMzB3vAylrvsxx22c6M1Ci1CaDKQsI0wGAkAmUZ+V9YUwDINeYxc8FpJcSrvnkIs1tvVPs1CoCpTJqSqwkMveJQi1cs2gChTyUocFSoFV4QeeoKhH9GYglUrQ3U8s+mYnF5GIp4vMoFBWJ5zO4m6QBGC7dSq41OUH4N0LMVy+782Pe1x67OstzSXC6w6LVHbOdgM6ejY34b5eVlqFblwdqFXJcHIPSe5PzUcwOhva8HmrQZtWiX1mErB3x1O4HSivtUC1yeQyuOi5mh/b1TZsM1W/nQGFwOWSWHK/B8+D762aCNSY98M58C0YXU9vmUTgJ+isR8BIlPlx2PsxeK6405aEleCUi9jcBpJBPBAoXxsNYTKQYQCro3FjaN5EShQTtKvkONCiw/k7bvx/v7i9aiIQAEZmllYkAk06Bf63P96Hr1A1IIVSdWgykEIpEanBCFX/tvw4evPGlrQKDSTTmIwk8uM9Zh3kddTfgrI2q/UOrIX9Vy3huRyCs28iMPm/wAvsSSRSLWz9fwpr93+Bre9LUGhXT/QptN2w9X0J2pbN6dsXvU2SgRKjEYrOrk35vpT6R6YqSAYmN97LZ7PoM/bAXdg38BFVB9YDo/e9iISInd7uQ61Qqqgq8BNSOQ7XBcEPm1KOPv3GVDL1hk4mxQttJLmR4Xi8PuXbdCtioWUizwPjw41zjaPUD1f8IQja8uHUBpP3r12YEBUDfPZM6Yq+Kx+Ni8bHn+ipO1XcJ9hdeqgFPf4mKmTZ+9xhcZHJW1en1ziy9jzf1gKp4O/z9lwAGa7++hwO+u4gliE2pmdbT9Tt/1WzwfM5RPxX4X7w3eUkFy+OESl1vXDs+Cu0dP4BpPKt6ajESpTQW0liL5eJIBq49dh5p1qPiZSAH82V3tqjXvB7yP7RZNFAJm/cxNfbswHRvfCFNguGp5fwj28Mi5Tzj+PsvuXegLtpb0AKZVOgkXsKpQy0h4/kv+ZiMcR/bxu6lRgsqIakFqGNg1oqESkYltJZDC5sHXVgNh2Gd+wfEfVfFb2u0HbCsePrUGo7AABKXTfs/V+Gc+c30L7jFbj6XoSp7UU4d34D9v4vb4oiEACy4TCSggSJdt8B+lBPycNKtWAFFbaNlQzsxrxFnGBK0mRgzeE4DjcuTuXHUhmLfVQVKGJwIYxkjgSBT9qNTXldPmI1oE1DVAvDoTjuL26ueret2wSFoEJ87EFjqJ8p9UOG43DFRxRnJoUUO4yass8344uK+tv1txmwq6s0Rd/sZBBzU8S2tLOvBY62+rX4/sQq9BO87jBikVSRGevD2aLBXoGi8tboAnyL9dmPz6SQiZ6fQunsCuvZekCYJJFL5DjmPFjD1WwNeJ5HfGkInqH/icXZN8Flxf/DMpUd1t4vwtb3RchV9hqtsn7QWY+BYcneIuy9AJ7LFZ1jVBiwz7IrPx4KjMAfL6fFR23hOB6+eRJHszka1yJ0KpIQ2eV36VTYblDjNxcnS0oEdti0+POXqBqQQtlMaDKQQikD3cHDIqvQ6I2tZRXK8TxuCpJHLQoZOrXKIjMo9cZphwkKltwCPvRsDXVgMjKB+eEfIh2bFb2us52Are/LkMhW2nTIlBbYOk7D2fMMdNajkCktK46pJrE7tyFsKKM9QC1CKQSGYURWoY2UDHSobZDodFjUSfKvJcZGa7giCgCM3vchvCRQBR5shUrdHL3wKgHH86IAsErCYn9L4wZzisEyDD7baROZZv922o9UbvPUMBIJK0pCuGdCFUlCULYOtwMRxLMk0HzSZtxQr7dfnRcr+l49U5qij+d5XP5wQvTasbObU2C2EXoKrEInRiujDnz+SHv+ax7Au9dn1z64xjzhNEEtFTw/uRcRzdSPQ9BUeAZTYdLb8Kj9AFRSVQ1X1PykYjPwjv4YCxP/jmwqKHpPItPD3PEKHNu/BpWeWrV+AitVQmcjfQJzmTBiwcerA8+2ncx/zYPHefelqqyvmiwF4shmyB7K2qD9Anmexxuz4nvAS20WzAfja1qDrsWMLwpPgLaJoFA2E5oMpFDKQGo0QtXXnx9HBwfB54pXMzUT45EEltLkweegRd+UFfHNjFoqwQk7qUBeSmdFfu/NBs/zCHs/hm/sp+CyZLPJsHJYuv8IptbnwNRpE/LorcH814xCCdX2nTVcDaUeKUwGbraNX7kwDINeQxc8AqvQ5MT4lrTerhc4jherAqUs9h1tLzJj6zESiiMg6J131Gpoapt0l0Yp6jUcymTx3tzmVuP3D9hE40cPG6fogVJb+ILkvYJlcchavpvJhCeMm4Ik2M5OE3Z0mko6x/jwAvwCZci2XXa02Oq/Z5Sz3ShS6U5UoG8gsPw7bLOSn//8XQ/iyc3tT7peVFIJnnYRJWOK4/C+O1hkxuZybk6cHBEmTyiVJZMKwj/x7/CO/HhFkSnDymFwPg3nwDehbdlXt8+YtURnPQ6GJYVmIe8F8HzxeFq/sQcODVFWXnZfRzpXn9eKtfB5xPEWu6sx3bWGlmKYjpLCwV0mLdq1StybKP16yAO4X8Y8CoVSPvSuRKGUidAqNBeNbCmr0EE/2cQwAA40aUV8s7NV1IFcLomFiX/Hkvs9QOBqL1Na4dj+l1Ab6ze5xqXTiD+4nx9rdu8GK6N9uyhihMlAnssglwkVObq+6DN2wy2wCuXTaaRmZ4rMoFSTsSEfQoukH/CuAy6oNVQVKOSil1Q8swCO2+vX2q9SPNtqhl5GFLwXvUvwxDdPnefqMEKpJteJsYfUKpSyPsYjCcwn0vnxIaseSomkyIzi/Oq8WNH36pmekuZzHIer54iykGUZHDnTVfZ6NhOJhEVnH0mEuaeXkExsPBDPMAyeE1hRp9I5nLvt2fB5q8VRqwEtCnI9uuoPwS/4H6sVsUwcN7xEXdVr6Ear1lnDFTUnuWwcwdk34Rn6PhJLQwXvstBajsA18G0YHKfBsvSZbS0kUhV0VoE6MB1CLHin6ByGYXC29UR+HMuK/+cbAZ+HFIKwEgZma/mW1bUix/N4a5YUhbEAnm9dvjckU+UVdCbSW0dYQaHUAzQZSKGUie7QYdE4en1rWIUmszncX4rmx716NYwKutFtRAp7B4bSWdxYaJwkwnpIJ3yYH/4REiFxsl5t2g37tr/YdMvPUok/uA8+TQIM2v3UIpSyEpnKKhpnEo2jmukz9oiUgQCQGKN9A2sBx/EYFKgCJVIW+45RVaAQbyKFsbAgWWrWwiBv/j2QUiLBpzvIdYYD8KtJX0k9YTYCy7Lo3UG+v3cujEgoWWQGhbLMxwJVIAPghK385P3YXAh3x0kAdHePGX0l9vkbvuvFUpBcQwb2O6E3No6No9AqlON4TI1VRiV8fMABvaDw5L0bM8hxm2dHXApSlsELbYLfAw+8NVsZleRGuOS5hgxHAvFn204UOZpSKhyXQdj7MdwPvrPcd54X/3+qDDvg3PnXMLe/BIms8RI8tUBnOw5GkDANz18Azxf/3B91HIRCQq4VhWrYekeYDLTYtJA0oLPE4EIY/iSJTxy2GmBVLf9NlIry+v6p5OUX6VAolNJpvCsPhVInSI0mKIVWoTdvbAmr0LuLUWQE6rFDlsa0NqAsc8phhEIiVAcuIlunD9+lEgvehXfk78X9GxgWprY5noWFAAAgAElEQVQX0dL5KlhJ/atdordvkgHLQrNnX+0WQ6lbZEqxhV4j9Q1s1ToRM6mQlBOrado3sDaMD/uxGIjnxwP7nNBoFTVcUf0htBsEgFOCgppmZ7dJi20GdX48E0viun/z7MX7doivc1QdSHkcC8k0hpeINfwOowYtyvL3fr88t7JXYClkszlcuzCZH0tlLA6d7Cx7PbWgrdsMqYw8N1TKKlQmZfH0gdb8OBBO4cZw/e5ldpk06NQq8+MHSzFMRBJFZlQXjudwfu5yfqyTa7Hfurtm62kmeJ5HLHgHngffw5L7PfA5sSperm6Frf/PYe35Y8iULWuchbIaEqkaWgtx28qmFxEL3i06RyVV4pjjUH48HZnFZHi6amusJLksh4CPFNXbnI0XR0vnOJFVvIxl8LTLnB/v7javNq0oDIDdPfSzQ6FsJjQZSKFsAJ3QKjQSQWJkuIar2RxuCAI/SgmLAROtfGtkVlMHXm/w3oE8l0Nw5g0Epn4JniP2RRKZDvb+P4POerQhelzyHIfYbWJ9ourrh0Rb/z1lKJsPK9WAlZCgVCMlAyWsBD3GbngEVqHJR1QZuNnwPI/rH0/mx6yEwf7jHbVbUB0Sy+Rwc4FUdLdpFOjQNo6iZ6MwDIOXO6yQCu6fb80uIJrZnB6fznYDNFqSyBl7QJOBlOJc8i5BqF3dSPJ+eHoRQ1PEInh/nwXdJQZy7w+6EYuQRMLew21QN1jBhUwmQbsg2Ds9EUSmQvZuTx5ohVRQoPj2tfq1DGcYBp9qF7syvDHj3zS1dCFDwVEsJEiA/pTrGKRseQodCiEZmcD88I8QmPoVchnx87FUboKl6w9h3/ZVKLV0v1QuetsJsTrQe/6x6sAzrWLV67nZxlAHLvii4ARF9TZn47XaueRbQjhDrvmn7Sbo5eRa42zRYGeJfXR3dJrgMKsffyCFQqkYNBlIoWwA7UGxVWikya1C/Yk0pmPElmmvWQsZSy8jjc5pu1gd+JG7cdWB2XQI3tGfILog/iwqtF1wbP86FJrGsbxLTowjFyYPntr9B2u4Gko9wzCMqG9gIyUDgeW+gUKr0OxiEJlAZazHKOtjfHgBiwtiVaBW11hB6mpzzR9CVhDoPWUvLdjRDLQo5XhKUAGeyHF4Y2Zz7PEYhkGvQB244I1iKRgvMoOylUlmc7ghKG5zqOTo1pWXvOd5foUq8LNnuks6RzqVxeAlYsOsUEqxv0FtmHu2k/1GLsthZiJY5Oj1o9fIcXK3PT8ed4cxNle/7QvatUrsMZMivdlYCneD0SIzqse52Yv5r1mGxWnXsZqso1lIJ3zwPfoZfGP/jExC3L+SlahgbH0Bzp3fgNo00BAFpvWMRKaB1kKUftlUEPHF+0XnuLQO9BuJMvuG7zai6ViRGfWBX2ARCgA2V2MlA+PZHD7ykKIYtVSCM86VRTYHtllXvLYWLMPgMye7KrE8CoVSAjSKT6FsAJnZDGVvX34cHbwBvkGTKOthsEAxdpBahDYFKqlEVC0dyjSmOjAZGcf88A+Rjs+JXtfbT8HW96WG698QvXVTNNbQfoGUIgitQjNJP/gaVaeXQ5+xB25LQd/AR9QqdLPgeR43hKpAlsEBqgoUkeN4XPaRoLReJsFu09ZUap9xGGFRks/rzUAE4+HNScr1DYitQh8NUXUgZXWuL4SR5oTJe2PZQfsHk4sYmSWf/8M7bOiwlxbEvXV1BskEUdEeONEBhbIx+4129prBsuR3OT5SuQKk5w6LE6T1rA4EgBfaLJAUqKUzmxwLCCSCuB8gvdH3WAZgUm4dC+tKkstEEJh+HfMP/w7JcIFLBSOBznYSroFvQ287BoalPc4qhd52EgxD1GWh+XOPVQeebTuZ/zrLZXHJU/9F+V4Pia/IFRIYG0wN96E7iGSO/F2edpmhlIg/BxzP4+O7nsKpq8IyDP78pR0lKwkpFMrGoclACmWDiK1Cw01rFcrxPG4GyAbGqpShXaMsMoPSSJyyG6EU9g5sIHUgz/MIzV+Ab+xfwGVJQJJhFbB0fw5G1zNgmMa73cUE/QLlrlbIbbYiR1O2OjIVqcLkuQxy6fqtpi+kU9eGgEUJThCnTdK+gZvG5OgCAn5BX629Dmj19P4u5N5iFGGBHeZxmxESdmuqAaQsi1c6xfej16Z8yHLVL0CwOXXQGcj/5tjDxlJBUzYHjudxSdDfUyOVYG9LeQoMnufxy/NEFcgAeOV0aarAeCyN21dJUkujlWPPwdYiM+obhVKG1k6SbJoaCyCXq8wzQ6tVi10CG9Ibwz4sLNWuF9/jMCtkOGEz5MdL6SwueTd3/3V+7jJ4gSHu2QILRcrj4XJpLHk+hPvBdxEL3AQgvp+pTXvgGvgmTK3PgpXS/VGlkci0BerAAOJLD4rO2WfZBYOcXNfPz10C95gEYq0RKgMtdl1DqUoXUxlcEhTFmRRSHLUaVhx34Y4HU/Pk59SpVxa9MAB2dprwv39+P07vdVZlvRQKpTiNFx2lUOoM7aECq9Ab9V+VVA5j4bjIH/ygRd9QGxhKcVQFvQPDmSyu+etfHchlk1iY+AVCnvchfHCTKe1w7Pga1MbttVvcBkh7vUi73fmxlqoCKY9BaBMKNJZVqEwiQ6u5E34TqQpOjNG+gZvBcq9AYl1HVYGrc1GQWJAyDI6sEgDZSvTq1TggSK74kxlcmF8sMqMyMAyDvp3kWhf0xxD01781GGVzGVqKYTFNkvfHbIay2xrceRTAuJvsh4/tsqPVUprTxOClKWQzJEh9+HQXpLLGVhV1C2zg0qkc3NNLRY4ujeePEHUgzwPv3pit2LmrwVMuM1TCgkpPELFMZfooPo5MLiNSRNnVVmw39RWZQRHC8xwiCzfgfvAdhOfPiXrNA5+0mfhLWLpehVRO1ZbVRGc/CTDkuhieP1/U5UTCSnBKYIcbSC6KFLL1RjqVxWKAFC3bG8wi9N25AHKCv8fzrRZIC4ri4skM/vOjR/mxTMri//yzw/h/vnYMX//sHnzppR34k2f78X9/7Rj+jy8coIpACqWG0GQghbJBZOYWKHt68+PojetNaRV6Q5AYYgAcaKEWoc1GoTrwI8/iplvdlEI6Po/54R8iERoRva427YV9+1chU5jXmFn/CFWBALUIpTyeRk4GAst9A92CvoGp2RlwyWSRGZRKMPUogAUv6XG0fY8DemN5fbWaleloAjOCfsn7W3TQNHggvxK81G4R7RnedwcRTGaKzKgMwr6BADBGrUIpBXwsSN5LmOVkYDkUqgJZhsErp0pTBUZCSdy/SYq7DCYVtu9xlLWeeqK7v0U0Hh+u3J5jd7cZLkHC9fwdNxKpbJEZtUUlleBpQS/VZI7D++7K9FF8HIO+O4hmSEHEmdYTtFh3HfA8j0RoBJ6Hf4vFmd+Cy4qLSmRKK6w9n4et78uQq101WuXWQirTQdtyMD/OJP1ILA0VnXOq9RhYgfvPudlLVVvfRvHPi/sFWh2NE0vzxFO4FSDrd6kVon6pn/DahUlE4mQf+KnjnbAYVHC2aPDymR587tntePZwO5wtjdW6hUJpRmgykEKpACKr0HAYidGRIkc3HolsDg+WyCZ5m0ENvVxaZAalESnsHRjOZHG9TtWB0cBteEf+Adm0QInAsDC1fQotna+AZRuzD8snCPsFSgwGKLtKCz5Rth6sVANWQpI4jZgM9Aj7BnIckhPja0+gbBie53H9AlEFMgxw8ARVBRYiVAUCEKnotzJamRQvtFny4yzP49fTvqr3K7XYtTCYybVubKj635PSOMzFkpiMEFvJvWYddLLynlkGR/yYFhRLnNztgL3EHk/XLkyCy5H/z6NnuyGRNH4IRq1VwNFGgtkTowvgKmQVzDAMnjvclh8nUjlcuLO+HlS14pjNCLOC7GGu+JewkExX/fuenyPJDzkrw3HnoSJHUwAgFXfDN/ZP8I//HNnkgug9VqqFuf0zcOz4K6gM22hidZPR20+J1IHLvQPXvq4YFQbss+7Ojx8Eh+GPB6q6xnLxecTJQJuzcZSBb80uiIxzX2yzgC34bMwtxPCeQMXdolfipWP0mYJCqVcafydKodQB2kNHROPI9eayCr0djIhsAQ5aGqeSiVIaJ1eoA4N1pQ7kuSyCM79FcPo18DypEpbI9LD3fwU66+GGf3DLRaOiggLtvv1gyrS3omwdGIYRqQMbLRnYbejEvFUuei1B+wZWlenxoKhSedtuqgosJJTO4F6QJAN69So41Ioarqi+OGLVi/pHj4TiuL8YLTJj4zAMgz6BOjC0mBCpWylbm0ol7zmex68uTOTHEpbBy6e6SjpH0B/DyL35/Nhi16J3h7XIjMaiu5/8LIlYBl535QoIT+xyQKsiybV3rs9ULNlYDaQsgxfaiFqS45cD6NVkOjKLifB0fnzEcRAqKb2Hr0U2tYSFyf8F7/CPkIpOid5jWBkMjifgGvgWtJaDDdlrvhmQyvXQthA3nEzSh0RouOicwh6ZwgR5PSFMBqo0Mmj1jbGXfBSOYyRE7E379Gr0GcRFMTzP42fvjIATxAs/93Qf5NRFg0KpW+hdjkKpALKWFih7evLj6GBzWYUOLpCHO5WExU4jlfY3KyvVgbm66R2YTYfgHf0Jogs3RK8rdT1w7Pg6FJrWGq2sssTu3F5ukvJ7NPuoRShlfchU4mRgI6llVFIlTPZ2hNVka5p4RPsGVovlXoGT+TFVBa7OZV8Iwt3cKaoKFMEyDF7pskFYgvOb6QWkctXdA/ftpFahlJVEMlncCZKAa5dOhVZBsroUrg35MCfoR3lmrxPWEoslrp6bEG7ncOyJ7oYvWBPSs90iGk+MVK4ISS6T4KkDZF+/EEri5mh9FzntNmnRIfh/u78YE6lUK835AkvEwqQIZRkum8Di3DtwD30P8cV7Be8y0LYchGvgWzA4nwArka96DsrmsawOJM8Cj1MH9ht74NTY8+NLnmtI56qvyi0Vn4fEU2wOfUPcC3iex5sz4qIGYdHDJwyO+DE0RdyadnaacGh78xS+UCjNCE0GUigVQqgOzIVCTaNo8CZSmI2l8uN9LTpIqUqpqVnZO7D26sBE+BHmH/4A6bhb9LrefgbW3j+BRFqabVM9ExX0C2Tkcqh3DtRwNZRGQqgM5LkMculQDVdTOr3GbngEfQMTj8aaqrCmnpidXITPTYLm/QN2GEu0v2t20jkOV33kM9SikGGbgRZDFeJSK0Tqq3Ami3fnqmvTZbZqYLaSv8UjahVKAXDFF4LAkbPs5H2O4/CaQBUolTD4zMmuks7hdYcxMUqCqK52A9q7G7eX9WrojSq02MjncHx4oaKfw6cPtkIqIQHzt6/NVOzc1YBhGHyqQ5wg/d1MdQqz4pk4rnlv5cc9hi606WhvOyE8l0XYdxnuB99BxHcJ4HOi95X6fjh2/BXMHZ+BRNY4lo3NjlRugNa8Pz/OJOaRCK/dgodhGFEiPJ5N4Ib3dlXXWCrxWBrRMImnNYpF6N3FKObigjigWbeiwCadyeHn75HiTZZh8CfP9jdEspNC2crQiD6FUiF0hw6LxtEmsQq9UaAKO0QtQpsepVSC0w4SQInUUB3I8zxC8+fgf/Qv4HKkupaRKGHt+TyMrqeaysqFy6QRu3c3P1bv2g1WTqtUKetDmAwElu11Gok+Yw/cgr6BfCKBtMddZAalHApVgQBw8GRnbRZTx9wORpAQKNxO2I0reqRQlnm2tQV6QV+2i94luAUBpGrQJ7BbjIRTFbUopDQeGY7DFUHy3iSXlu1kcvm+F/NBYov2xP5WmPXrVxjyPI/LH4p73h57sqcpg6M92wSfw1ASAV+syNGlYdAqcGwnUfyMzoYw4anvz3mHVoXdJm1+PBtL4W6w8jbGlzzXkeEy+fETVBWYh+d5xBbvwz30fSzNvQ0ulxS9L1M5Yev7Mmy9X4BcZVvjLJRaorefhjBUHfYUVwcedRyEQqDqPDd3sa4KhPyF/QJd9Z8MzHE83p4lhV0SBniudaUq8M0r0wiEyWfs6UOtaLVqVxxHoVDqi+aJoFIoNUZmsULR1Z0fR5rAKjTH8bgVIJsXh0oOF+2VsyU4aau9OpDLJuAf/zlCng9Fr8tUDji3fw0qw7ZNXc9mkHj4EHyKBFC1+6lFKGX9rEwG1relViG9hi6RMhCgfQOrwdzUEuZnSUC1b8AGUwtVBQrheR4fz5PeYwoJS4uhiqCQsPiMQBHDA3ht0ifqH1NpegusQh8NNdb1jlJZ7gSjiGWJ8qfc5H02x+HXHxNVoFzK4tMnSiuWmJ1chHuaXD+6+lrgaDWUvJZGoHtb9axCAeC5I+2icb2rA4FlGz2BoBFvzS0gW8FnKI7nRH3RdDIt9tn2VOz8jUwyOgXvyN8jMPmfyKXF/UMlMgNaOl+FY/tfQqnrXuMMlHpAqjBCY96bH6cTHiTDaz8PKKVKHHMcyo+nI3OYDNfPtcJbUMRgddR/MvDaQgjBFCk4OGo1wqwUP6MthBL47WXSf1OrkuGzp+lni0JpBGgykEKpILrDAqvQpSUkG7zf0Ug4hqjgwfqgpTH8zSkbZ1kdaMqPI5mcyC6t2qTjHniGf7hi468x74d921cgVZjWmNnYRG8Ri1AwDDR799VuMZSGg5VqwEpIT6NMcqHI0fWHTq6F1OVCWkruM8mxxr6P1iM3ClSBh6gqcAVj4Th8SdJz5rBFD4WEPjYVY5dJi+0GklSeiSWr6ipgNKthsZPq80cPqVXoVoXneVycJ/2K5CyDw2Um7y/em4d/SaByONgGo3b9hZA8z+PKR2JV4NEnmjc4arZqoDcS1eT4SGX3HR12HXZ2kj3/9Yc+BMPJIjNqT4tSjuM24rCymMricgWfoR4GR+FPEMXOKddRyFhpkRnNTya5AP/4L+Ab/ccVLSUYiQJG17NwDXwTGvMeGstoEPSO04CgI/HjegeeKVDHnpu7WK2llYxQGagzKKFS17frTyrH4b25YH6sYFk85VoZe/m3Dx4hkyWFDn/4ZC/UBQlDCoVSn9CnWkrTkUkuwDd1AZ7xdxHxXdnUYKhO0DcQACINbhU6uECCOCwD7G+p/yomSuU4aTdAJQh+nptf3BR1YDRwE/Mj/yCu6GQkMLd/BuaOl8GyzbnJ5DlO1C9Q2dsHqY4qUSjrh2EYkTqw0ZSBANBj7sF8CwlqxcfW7hNCKR339BLcMyQo2bvDCrOF9sEr5KKX3H8YLKuMKMVhGAYvd9ggFQRa35pdQCSTrdr37Bsg6sBYNA3PTGP1SaVUholIAp4ESd4fsuihlEpKPk8my+F1gSpQIZPgxeMdJZ1jfNgP/zyxhdy2y46WJrZMYxgGPdvJviPojyG0GC8yo3SE6sAcx+O9wdmKnr8aPOUyixxW3ncHEc/misxYP+cEqkAGDE63Hq/IeRuRXCaG4Mzv4Bn6n0iEhsVvMix01mNwDXwbevtJMFs8YdpoyBRmsTow7kYy8mjN411aB/qNPfnxoPc2ounK2RaXC8/z8AmSgfYGsAi9ML8oUtqfcZqglYk/P0NTi7j+kLSj6HTocHqPc9PWSKFQNgZNBlKahmRkAt7Rf4Jn6PuYGX4N7rG3sDj3FjxD34d39J+QjEw8/iQbRGa1QtHZlR9HblxrWKvQWCaHh0tkA7XdoFmxCaA0N0rJ5qoDeS6LwPTrCE6/LmryLpEbYN/2FWgtB5u6mjM1PYXcEglAU4tQSjnIVOJkYKMpZfqM3SKr0Kzfj2yIBvgrRWGvQKoKXMlCMo3hEAlm7zRqYFY0ZxFKpTErZXjaZc6PkzkOb85Uryivb4fYKnRsqLH6pFIqw8cVSt6fv+NGIEys2p893AZ9CQoOjuNw5Rx53mRZBkfOdJW1lkai0Cq00urAvb0tsJuJ6vijm24k09UrMqgEaqkETxVcCz9wB4vMWB+BxCLuLQzlx3stAzApt16xCsdlEJo/D/eD7yC6cB3L5tQEtXEAzp3fgKntBUik1Aa9UVnuHbh+deDZtpP5r7N8Dhc9V6u5vHURCSWRTBC7Taujvgt9I5kszguU9jqZBKcL7qk5jsPP3hUXa37x2W1g2eaN01AozQZNBlKagmjgFnxjP0UqOrnq+6noJHxjP0U0cKvqa1lhFTq+dgVTPXMrEEZOsNeivXK2Jic2SR2YTS1hfuTHiAVuil5X6nrh2P41KNSuin/PeiN6a1A0pslASjkIlYE8l1nRM6Xe6Tf2wG0p6BvY4Jbb9YJnZglzU+T/oXubBS225lWslItQFQgAJ6kqsCROO0ywCmyibgYieBSurFLoE3QGJeytZH/6aNgPrkGL8CjlEUimxcWLRg0sytIt2NKZHF6/OJkfqxQSvHC0NFXgw7vzCAUT+fGuAy7ojaoiM5oDu0sPtZb8zicqnAxkGQbPH27Lj+OpLD6+O1/R71ENTtgMMMlJIe1l3xICAvvpcrjgvgxekPgSJj+2AjzPIRq4Bc+D7yLk+QA8J/59KjTtsG/7KizdfwiZwrzGWSiNgkzZArVpd36cjs0iVaTAf59lFwxysic4P3cZHF/bPYFQFQgANmd9KwM/cAeR5sg15mlXC+QFNvkf3nRjzk/uuyd2OdDX1px9cSmUZoUmAykNTzIysawkwuPUDzyC069XXSGoPdwcVqGDAbJx0Ugl2G6gNmJbEaVEgjMF6sArFVYHJkKjmB/+ATIJj+h1veMsrL1f2DIVndFbpFhB5nBA7qBWG5TSESYDgcazCjUpjUi1WUV39OSj0TWPp6yfGxenROPDp6gqsJBENieySHeqFejWNX8wv5JIWQavdIoVe69N+ZCtUpJOqA5MxjOihDel+bnkC4nuF6fKTN5/eHMOoShJLDx/pANa1foVwdlMDtcvkGusVMbi4BZRXjMMg+5+og70zoURi6SKzCidk7ud0ChJYu3d6zPg6tz5QMqyeKGN/F5yPPDWbKDIjOJkuCwuuonSyaa2YJupd0NrbCQS4UeYf/hDBKd/jVxGnGCRKsywdP8xbP1/DoWmbY0zUBoRg+OMaBya/2hNdaCEleBU67H8OJhcxP3Aw6qu73EIk4EMA1gd9VuEF0imcdVP4jwWpWxF/91wPI1fniN9cRVyCf7oqa1zHaJQmgWaDKQ0PKH583h8IvATeITmL1RzOZBbbVB0kIe/6I3rDWcV6o6n4ImTh7j9LTpIqOx/y3K8UB3oWUQ6t/H/aZ7nseT5EP7xfwWXS+ZfZyVKWHu+AKPzSTDM1rhNZfx+pGdn8mPtPqoKpJRHoycDAaDT1oeAkfR7io/SZOBGmZ8LYWaC2P509bfAYq/v6uRacGMhLKqIPmk3NrU9dbXo0atxQNBneiGZwfn56iTpeneIr3nUKnTrkMzlcMNPkvcOlRw9ZSTvU+kcfneZJPI0SimeO9xeZMZK7g26RQmwfUfaodaUrlBsVHq2i61CJ0Yrqw5UyCV4Yn9rfuxdTODOWPmJtc1ij1mLdo0yP763GMV0NFFkxtrc9N1BNEPUOGdbT4LdAs9J6fg8fGM/hf/RvyCT9IreY6VqmNpegnPnX0Nt3EHv102ITGmB2rgrP07FZpCKTq15/CnXUdHn4tzspTWP3Qx8HnKPMlk0kMnrt+3O27MBCLbAeL7VsiIG+Mtz44iniE3zH5zqglGr2KwlUiiUCtH8uwdKU5NJLqxpDboWqegEMsnq9S8BxFah2cUgkhPjRY6uP4RV8QBwkFqEbmkK1YHRbE5UNVYOuWwc/kc/Q3j+nOh1mcoJx/avQ2Xo39D5G43obbGFsXb/wRqthNLosFINWAkJhjZiMrDP0A2PwCo0NTUJLrMxa62tzo2PC1WBXbVZSB2T43mRRahGKsFec/1WcNc7L7VbRIVEH7iDCCYzRWaUh0angKud2FNNjCwgV4GCJUr9c8MfRkpQcFlu8v69wVmE4+R/88VjHVAr1x+wTSWzGLxErrEKpRT7jpaWTGx0nO1GKAS/s0pbhQLAM4faRIHpt69NV/x7VBqGYfBSuzhR+rvphbL6OQuTGnJWhmOOQxteXz2TTYcRmHoN88M/QDIijqUwjBR6+2m4Br4NnfUIGEayxlkozYB+FXXgWhgVBuyzEmvRB8Fh+OLVjf2tBcfx8M8TZaDNUb9FeLPRJO4uRvPjdo0Su0xiZ7Cp+QjO3XLnx3azuuTCGQqFUh/QZCCloUmGy+vHV7ihrDTaQ41rFZrleNwSWIS61Ao41bTaZ6tzwm6EWkpuGR9tQB2YirsxP/xDJCPiz6+m5QAc274CqWLr9WcS9guU6HRQ9lK7DUp5MAwDmYooZTKJBkwGGrvhtgrs2XI5pCbXrgKmFMfnCWN6PJgfd/aaYa3jgEStGFqMYSlNqp2P2QyQsfRRqVy0MqnIIi/L8/j1tK+sIPjj6BsgVqGpZBazAhUspTnheB6XBLb1aqkE+1pKv64lUlm8IVAF6tQyPHOoNJvB21dnkEqSa8fBEx2ixNhWQCJh0dnbkh+7p5eQqnDy36RT4MhO8ll/OL2EaW+kyIz6oEunEgXVp2NJ3BME3dfDTGQOE2Hyf3rEcQBqWXNaWHO5FJbc78Pz4LuIBW+veF9j3gfnwLdgdD0NVkJjFFsBucoGtXEgP05Fp5Asog58ovWEaHx+rjbqwKVAHNkMiZfYXPW59+Z5Hm/OihOmL7ZbRMU1PM/jX94ZEfmxfeGZfkgldJ9MoTQi9JNLaWg4rrx+BFyusn0MCpHb7VC0k6bz0RvXqhL8qAbDoRji2Vx+TFWBFABQSFiROjBWhjqQ53lEFwbhHfkxcmnBXEYCc8fLaOl4GQy7tYInAJCLxZAYGc6PNXv3g6EBaMoGkClJsCyTKq8CvZbY1FaEHeKigATtG1g21wtUgYeoKnBVLvqIKlDCLCcDKRvjsFUvssgbCcVLDoKvh57tVggFYdQqtPl5uBRDMEWSTces5SXv37k+g5ggkfep451QlmDjFo+lcfsasXnX6OTYfb3xr00AACAASURBVLC1yIzmRWgVynE8Jqtg4/n8EbEK5W3B776eeaHNAqHb3luzAWS59e/NCq0Oz7SerNTS6gaezyHivwb3g+8g7L0Ans+K3lfqeuDY/nW0dL4CqZzGJ7YaherAQnchIX3GHjg19vz4suc60rnNdxgRWoQCgM1Zn/+3o+E4xiPEvniHQbOiX/blB16MzZH4zb7eFuwVFIBQKJTGgkYbKQ0Ny5ZXDZZNLVU9OKoVWoUGG8cq9IbAIlTCLPcLpFAA4LitfHUgx2UQnH4dwZnfADxJNkvkRji2fRXalq3bIy927w4gsLnS7t9fw9VQmgGZkgTkeC6DXLo6vbqqBcMwsLX3I6Yk15vEGE0GloN/PoIpQUC2vccMu6s+gxG1xB1LYlIQCNlr1kEn23rFKZWGZRh8tssmeuD87bQfyVxuzTnloFLL0dZFCpYmRheQzVb2e1Dqi4+9G0/ex5IZvHWVJJMMWjmeOlBaIm/w4pRI+XH4VBeksq1pWdjWbYZU8JwwMVx5a74uhx7b2sjf+soDL5ai1S3yrQQWpRzHrKTIKZjK4IpvfXuzeCaOa96b+XGPoRPtOlfF11greJ5HfOkhPEN/i8XZN8Bl46L3ZUo7rL1fhK3vS5CrHTVaJaXWyFV2qAw78uNkZAKp6OrFAAzD4KwgYR7PJnDdu1JlWm18HqJcZiUMzFZNkaNrA8fzeHOGXKsZAM+3iZN8iVQW//bBWH4slTD4/LNbq6ULhdJs0GQgpaFR6suz0osFb8I7+mMko9XrNSDsGwgA0QawCo1kshhZIo3Jdxi1UEu35gMtZSWrqQOvrEMdmE0twjvyY8SC4r54Sn0/nNu/BrnaWfG1NhKxW+QBn5HJoB7YXeRoCuXxyJRW0bgh+waaekR9A+NjIw2ncKwHVvYK7KzRSuobYa9AYLn3GKUyONUK0e8znMnhvblgkRnl0btDoIhO5zD9qPLfg1IfuOMpTAiS93vMOuhLUPN9wltXZ5BIEfXRZ050QV5CIi+8lMD9m6R/ksGswo69WzdZIZNJ0N5jzo9nJoLIpCuflH/uCHHfyXE83h+crfj3qAZPu8xQCiz13ncHkVhH0cLl+RvIcEQFe7aJVIGp2Cx8oz/BwsS/IZsSK0klMh3MHX8Ax46vQVVmzIfSXBgcZ0XjUBF14FHHASgFNrLn5i5u+nOEUBlosWshqUNLzduBCOYTRDV5wKKDo6BF0G8vTSEUJcc8f6QDdpN609ZIoVAqT/1djSiUEpApLVBou8qam/795tP/6OdIJypvJyS3O6BoJ1YmkQawCr0ViECo8zpELUIpBSyrA0mg5Nxj1IGJ0Ag8wz9EJjEvet3gfBLWns+DlTZnv4v1wmeziN27mx+rdw6AVdD+F5SNIbQJBRo0GVjQN5CPxpDxeWu4osZjwRvFxCip9m3rMsHRSq0vC4lksrgdJNaVXVolWgXWlpSN80xrCwwCpeVF7xLcsWRFv0fPdgtYgQ8ftQptXi56xT0hT5WRvI/E03jnOlGVmPUKnN1Xmtrq2oVJcAKrx6NnusFucZv3nm2CPqFZDjMTlU/KH+i3wGok1+gPb7qRztS/Elgjk+BJJ0mWJnIcPnAX//1wPIfzAotQrUyD/bY9VVvjZpFJBbEw8R/wjvwDUjGxuoth5TA4n4Jz4FvQtuwHw2ztzxSFIFc7oDJsy4+TkUdIxVYvBlBKlTjqOJQfz0TmMBmunhCgkFyWQ8BHiuxtjvqLq2U4Du/MkSS8lGHwrEusCvQG43j7Gvm9GbVyfOYkLSykUBodemelNDwGxxksC9rLIxEewfzDv0Ng6tfIpkvrgfY4tIcEVqGBAJITExU9fyXheV5kEaqTSdBvoBU/FDEKCYuzgl5esWwOV3wrPzc8z2HJ/T784z8HnyMBP1aigrX3izA4zoqaUm9V4sMPwSVIdbt2/8EarobSLEhkGrBScv1uxGRgq9aJoF1sp5MYG1vjaMpq3LhIVYHr4YovhJygWIuqAiuPQsLi0x1EscwD+NWUD1wFi+QUShnau0mgfepRoCqqJEptiWSyuB0gyfvOMpP3b16ZRkrw//GZk12QSdcfGgn4oxi5RwpULHYtendYi8zYGnT2tYiS8hMjlbcKZVkGzx4mBbfRRAYX788XmVE/nLAbYBSoWC/5QqLel4UML47BlyC/w1OuY5A1cH/1XDaOxdm34Bn6PuJLDwreZaC1HIZr4NswOM6AZWWrnoOytSlFHXi27YRofG7u0hpHVp4FX1RULGJz1V/rnSu+EJbSRB1/wm6EUSH+3P3re6PI5sjP8UdP9ZXUV5dCodQnNBlIaXiUum6YO17G4xOCDMwdfwDnzm9CbRwoeI9HLHgL7gffxeLcO8hlE6ueoVRWWIXeqF+r0Ll4Cj6BRcD+Fj0kNFlDWYVjherAebE6MJeNw//oZwh7L4jmydUuavVSQFRgEQqGgWbfvtothtJUCPsGZhKNlwxkGRbanj5kBTtV2jdw/QT8UYwPk7+7q8MIZztNchWS5ThRQYtRLsVOk7aGK2pedpk02C4oMpuNpXBtHVbjpdA3QFTR2QyHybHKJyIoteVqQfK+HFVgKJrCezeImsRiUOL0ntIs66+eExd4Hn+yhxa5YTkp39pJ/iaTYwHk1tlfvBRO73FCpSDPIu9cm6locUG1kLEsXmgj+7Mcz+Pt2bWvU+cEqkAGDE63Hqvq+qoFz2UR9l6E+8F3EPFfAXjx/4TKsB3OnX8Nc/unIJHVX181Sv0gV7ug1JN+dcnwGFJx96rHOjV29Bt78uNB721E0tFVj600QotQALA56ysZmMzmRMpkpYTFE06T6JjbYwu484goB/vaDDg+YN+0NVIolOpBk4GUpkDbsh+2vi9Boe1e9X2Fthu2vi9B27IfMmULLN1/CPu2v4BCW1Alz+cQ8V2C+8F3EPZ+DI5bu1JvPcgdTshb2/LjerYKFaoCAeCgpb42LJT6YVkdKO4dePn3wdRUbA7zD3+AZGRcNEdrOQR7/59DKqfB6E/geR6x2yQZqOzugdRAfz+UyiC0Cs2kFur23lOMXnMvfC2kQjU2NlzD1TQWg1QVuC7uBKOICXo2nbAbaSFUlWAYBi932iATqIbemg0gkskWmVUaXX0tkAjUXY+GGq8QgrI2WY7L7zeB8pP3v708hXSWJCP+4FQ3pCX0cpqfC2FylARIXR1GtHWZiszYWnQLrELTqSzc00tFji4PlUKKJ/a15seeQBz3xhujT+gesxatgp5cd4JRzERX2iYHk4u4u0DUc3ssAzArG+v/jOd5xIJ34R76Hpbc74LPpUTvy9Uu2Pr/DNaez4mK2CiUYiw7gxHCRdWBpMdmls/hkntzivN9nkj+a7lCAqO5vhy3PppfREJQqPGk0ywq9s5kOfz8PVKEyQD44rPbaNELhdIk0GQgpWlQ6rph7/8ynDu/gfYdr8DV9yJMbS/CufMbsPd/GUqdOFGo0LTC1vensPb+CWRKcYULn0tiyf0ePA++h2jgJni+/IpGoTowu7CA1NRk2eeqFhmOw+0A2bC0aRSwq2jfMsraHLcZCtSBQQS81+Ed/TFyGZJYZhgpzB2vwNz+aTANbGtTDVIz08gGSeBCu/9ADVdDaTZkSoElH5dBLl35YFy16TP2wG0hycCcZx65WKzIDAoALC7EMCZIgjjbDHB10EKDQniex0Uv+VzIWQaHaa/kqmJWyPCUoGdWMsfhjZnKqffkCik6ewVWoeMBpJKVSzZSasuK5L2t9OR9MJzEhzeJisRuVuPE7vUrHXiex5UPxQVvx57opgFSAV394qTOeBWsQgHgmUNtYAW/93eubV4/sI3AMgxeahf/jn43419RtHVh7gp4kNfOtootD+udZGQC3uEfITD1S+QKWrFI5Ea0dP1X2Lf9BZSFxdkUymNQaNqg1BGnoURoBOm4Z9Vj91l2wSAne7vz7svgNhDbWy9+QTLQ6tDV1T0ilM6K9r8GmRQn7OKe4u9en4F3kbilPbHfhU4HFQtQKM0CTQZSmg6Z0gJbx2k4e56Bznq0aJUZwzBQ6fvg2PF1tHR+FhK5+CaYy4QRnH4d8w//DvHQcFnKikKr0Mj1+rMKHVqKISmoDDpEg2GUxyAvUAfGsxwuzE6IbF+kchPs274KbQu1vlyNmNAiFICGJgMpFUSYDAQas29gh74NPpu4MCU5/qhGq2kcblwqUAWe7qqrIES9MBlNwh0nKoWDFj1UgiIXSnU47TDBqpTnx7cCETwKxyt2/r6dRBXN5XhMjlKr0GZg1eS9tfTnld9emkJW8MzzyqkuSNj1h0RmJhbhniGJja7+FjhaDUVmbD00WgUcreRvMzlSHXeCFoMSh7aTvc79yUXM+jbHAnCj9OjV2GkkdphT0SQeLJFipwyXxcfuK/mxTWXBdnPfpq6xXDIJP3yP/hW+sX9GOiFO0LASJYytz8O18xvQmHbRvQmlbAzOwt6B51c9TsJKRPa6weQi7gceVnVt6VQWiwGyr6k3i9D33QFkBP0Mn201Qya4Dy5GUvj1xcn8WK2Q4tWzPaBQKM0DTQZSKFhOCmrMe+Ha+U0YW58HK1GJ3s8k/VgY/wV8oz9BKlpa1aHc6RJZhUav159V6KDAIlTKMNhrrq8NC6U+OW4zQCMhD3G3uR3I8MvqP5V+Gxzbvwa52lGr5dU9wn6BMqsNcqerhquhNBvNkAyUsVLIe8QPn7RvYHGWgnGMPfDlx45Wvah/E4Vw0bsoGp+w0d/TZiBlGbzSKb4+vTblQ5arTKV+R28LpDLyiDs25CtydOPjjfnwu5H38Z/3f4cPZi7AG2vOn7cSyfuFUALnbhNVoMuiwdGdJaoCPypQBdIA6ap0byOf8XgsDe9cuMjR5fP8kXbR+O3rM1X5PtXgxTaLKBj35swCsr8P0N/y3UU0Q5KDZ9pOgGXqO3SXy0QQnP4NPA//FslwwV6NkUBnOwHXwLehtx2nbjGUDaPQtIucvxKhh0gnvKsee8p1TPT5+Wj2YlXX5p+PiMZWR/0U2vsSaVz3k+uxTSXHgQIhwH98+AipNFHhv3q2Bzq1HBQKpXmo7x0FhbLJMKwUettxuHZ9G3r7aTCMeKOais3AO/oT+Md/gUxi/YFV3aHD+a8zC36kpqeKHL25hNJZjIZI5dKASUMr4ynrIhsZxV7cyY+TUOIe3w+D82lYej4HVqqs4erqm0wwILoOaPcfoNWxlIoikWnASkl/inQJ96x6osO5DYs6ck+KjFa3mrfRuXFxCsJ6o0OnqCpwNYKpDB4skkDrdoMaVhUNdGwWPXo1DraQwrOFZAbn5itjZSyTSUQ2hbOTi0gmNtYDvB4ZDo7hf9z8Af77lb/BT27+O35x73X8x+iv8d+v/A3+x80fYGRxrNZLrCgfz4uT9yftpSfvX/94EjmBGuKzp7vBsuu/Pj566MeClyjPtu+2w2zVFJmxdenZXmgVWp09SG+rAb0CFeLl+16EY+mqfK9KY1XJcdRGVKWBVAZX/cuq03NzJFkhY2U47ji06etbL1wujZDnI7gffBfRwCAAcdGz2rQbrp3fhKn1ObBS1eonoVDKQO8oVAeu3jvQoNBjv3V3fjwUHIEvXr3nImG/QACwu+qn0P7t2QXRJ/TFthaR3fLYbAiX7s/nx61WDZ48QAuWKZRmgyYDKZRVYCVKGF1Pw7nr29C2HMJyy1xCIjQMz8O/RWD6dWTTj6901NaxVeitQFi0IaAWoZTHwfMcltzvYWHiFxjAEFQgTe/vMPuhtJ6kwefHQC1CKZuBUB3YiMpAAOg1dsNjJX0D0xMT4LO0B9hqhBbjGL1PqqJtTh3au01FZmxdLnuXRHufchILlI3xYrsFKgl5FP3QHUQgWZkgvsgqlOMxPtyY17+1uOS+hu/e/tGaCb+RxTF859aPcMlzfZNXVh2CyQyGlsTJe4uytOS9dzGOj++SAGeHTYuD261FZojJ5ThcPTeRH7Msg8Onu0paw1ZCb1ShxUYSpRNVsgoFgOePdOS/zuY4fHBzrirfpxo87TJDIbDne98dwNjSHMZDpGDwiP0A1DL1atNrCs9ziC4Mwv3guwjNfwSeExddKLSdsG//S1i6/gukCnqPpVQepbYTCkHPycTSENKJ1dXxZ1tPisbn5y5XbV0+D4kPqjQyaHSKIkdvHlORhMiOuEurxHYDuU5zHI9/eXdENOdPnt1WkpU2hUJpDOinmkIpglSmg7nj03Du/GuoDDsK3uURC9yE58F3sTT3LrhsYtVzAIDC1Qq5i1TU1ItVKM/zuCGwCDXIpOjV19/DBqV+yGVi8I39FGHvxwAAGZPDfnYo/34iB1z2Vaa6v5mJ3r6V/5rVaKDq66/haijNijAZmE366+K+Uyrd+k7MW0nQl8lkkZqdreGK6pfBS9MiVSDtFbg6qRyH64K9j1UpRx/d+2w6WpkUL7YT9VCW5/Hrqcpcpzq6zZAriKK4maxCRxbH8LPh/wTHF7dV5XgOP3v4H02hELzkEyfvT9lLL3L49YVJcIL/rc+e6RGpIR7H8N15hBbJs96uAy7ojVTlVAyhVWh4KYmgP1bk6PI5uM2CFj1xI3l/cBaZbK7IjPpBK5PiSZe4B/uvpyZFx5xtO7Gpa8okF+CbugDP+LuI+K4gkxT3XeV5HonQCOYf/h2CM78BlxX3aZQqLbD2fB62vj+FQk0VRZTqYnA8IRqH1+gd2GfshktD2pdc8lxHOlcdFbFQGWhz6OtiL87zPN6cFX+WX2y3iNZ2/o4bUwKL08M7bNjZSYsKKZRmhCYDKZR1IFNaYO35Y9i3fRUKbYfoPZ7PIuy7CPeD7yDsvQieW12xoD1E1IEZvw+pmdJ6D1aDmVgSC0lSxXfAoivpwZiytUjFZjA//AOkopOi149a9dAIrGXPeRaRylWm908zkovHEX9IEqiavfvASKg1L6XyCJOBPJ9FLt14iXqlVAG+s030Gu0buJLwUgIj94gq0OrQoqPHXMMV1S+DC2EkBfeoU3ZjXQRqtiKHLHp0aEgQfzQcx73FaJEZ60MiZUWJCPf0EuINYh34ON6YfP+xicBP4HgOb06+X+UVVZdkLreiv1GvvrQknCcQw+UHRBXY7dRjX1/LuudnMzlcvzCZH0tlLA6e7Fx7AgUA0LOtwCq0SgpdCcvi2cNknxCJZ3D5/uq9w+qRk3YjDHLSmsSfagHDaAEsF0S161o3ZR3JyAS8o/8Ez9D3MTP8Gtxjb2Fx7i14hr4P7+g/IRmZQDrugW/sn+Ef//kKxwlWqoGp/dNw7vhvUBm20fsqZVNQaDuh0JD4XHzp/qpuKAzD4EwrSawnsglc995acdxGicfSiIZJf1tbnViEPlyKYSpK3Jx2mTTo0JJ7aSyZwX8KeuLKpSw+91Tfpq6RQqFsHjQZSKGUgELTBlvfn8Ha8wXIlDbRe1wuiSX3u7/3y78FvuBBXXf4qGgcrQOrUKEqEAAOUotQyirwPI+I/yq8o/+IXIZUizGMFC2dr8Le8SKecJKqsUSOwyVv4yUdNov4/XtAjlQsa6lFKKVKCJOBAJBONqY6xt61E0kZCSpFad/AFQxemgYn6IVFewWuDsfzuCi4P6kkLPa31EegZivCMgxe6bKJHkh/M+1HMrdxVU/fTmExBDD+sPGtQudjvpKVfiOLj+CNNea1HwAGFyJIcRtL3r92YUKkmn71THdJ57g3OIdYlCST9x1ph1pDe4w+DrNVA72RJPsnRhaKHL0xzux1QSEnhXXvXJ9pGDcEGcvi+VaSnGYYCZSK5SLizVIFRgO34Bv76YqCz09IRSfhG/tnzA//cMUxDCuD3nEWroFvQWc5BIahIUbK5sEwDAwregdeWPXYo44DUEqIZee52YsVv04ILUKBZcv+WpPjebw5G8iPWQDPt4qLNV47P4GooL/yp050osWgBIVCaU7onZpCKRGGYaAy9MOx4+swd7wCicwgej+XCSM4/WvMP/w7JEIj+Q2G3OWC3OHMHxepsVVoOsfhTpBUX3dqlSX336A0P1wujcDUL7E4+yYgSHBLFWbYt/8FNOY9AICjVgO0AnXg+fnFigTzmpHorcH814xUCs2u3UWOplDKpzAZmEk0ZjC819Qj6hsYHxspcvTWIxJKYljQC8ti06KrBNXLVmIkFEcgRYIdR60GyCX0caiWONUKUc/GSCaHd2aDGz5va6cJShVR24w2gVXoULD0ax8PHkPBxlRTFybv1dLSk/czviiuCv72fW0G7Opev2o6lcxg8BJxc1GqpNh3tL2kNWxVGIYRKXQD/pjIarWSqJVSnNlLnrNn/TE8mFqsyveqBvtadHCpyXO4XNYHrbwdB2x7q/69k5EJBKdfB1BqXIKBpuUAnAPfgtH5JFhJffRFo2w9FLpuyDVEHRxfvIdMMrDiOKVUiWPOQ/nxTNSNyXBl3bqEFqEAYHXUPhl4cyEMv6An82GrHlYVud7M+qN4f5D0WrUYlHjxqNgNjUKhNBf06ZdCKROGYaFt2QfXwDdhbH0OrERsWZNJ+uEf/zl8o/+IVGwGDMNAe1hgFerzIj07s9nLzvNgKSqycqSqQEohmWQA3pG/R3zxnuh1lWEHHNv/EnKVPf+aXMLibIE68LI3tGlrbRT4bBaxu3fyY9WOAbBK2nOGUh0kMg1YKemFtpptTiPQa+yCx0KSgUwogkxw5UP+VuXm5UJVYCdVBa6BMLHAAjhmM6x9MGXTeKa1BQYZSdxd9i1hLpYsMuPxSCQseraTRMT8bAjR8MbOWWuS2dTjD1ptXq4xf+7hUAzBguS9jC0tfPGr8+Oi8atnekq6Pt66OoNUkrSAOHC8EwqltMgMipCe7WL1ycRI9fYhzx5uh/Av+/bV2j1nlwrLMNhtFFsZGzVPQMpUv41AaP48Sk0EKvV9cOz4K7R0vAyprPbJDsrWZqU6kEfYu7o6UGgVCgAfzV6q6Fr8gmSg3qiESl3bYvt0jsO7c6TASsYyeNpFCgZ5nse/vjsq6qn7uaf7IZfRFiYUSjNDk4EUygZhWCn0thNwDXwbevspMIz4ATEVm4Z35Mfwj/8bVPv7Re9FamgVKrQIlbEM9pi1NVsLpf6ILw1hfviHBckDBkbXM7B0/xFYyUrbiGM2A3Qyqg4sRmJ0BFw8nh9r9++v4WooWwGhOjCTrJ5FVzXRyjRItYutuWnfwGWi4SSG7njyY7NVg+6CPk2UZbyJFMbC5Pq7y6yFUSErMoOyWSgkLD7TKbD1BPDalE8UnCqHvp3i68ajBrcKVUrLU94oV9mzNQIfzwuS9wxwzGYscvRKJufDuDlK7ns7OozY2WkqMkNMPJbGnWuz+bFGp8Dug66S1rDVsbv0UGtJMHy8ilahNqMKBwVKxLvjAbgXYlX7fpVmJHARmexUfhzJqjC0VN31Z5ILa1qDFsPU+jzkKtvjD6RQNgmlrhdyNbk+x4J3kEmtdBlwauzYZuzNj2/6biOS3nivYmA5sSa0Ca0Hi9BLviWEM6Sg5bTdBL2gR+mNYT+GBCrqgS4TDtLnCAql6aHJQAqlQrBSJYyuZ+Ac+BY0LQcBiKtOE6GHCCz+CvJPdQDq5YRJraxCF1MZjIeJTctukxZKCa3+oQA8z2Fx7h0sTPw7eI5UqLJSDWx9X/59wnv1imoZy+Kso7B3IFUHConevikaa/bRfoGU6iJMBmaT/obpoVOIqW8AnODSExulVqEAcPPyDLgc+ZsepqrANblY0Mv2lL20xAKlugwYNdhh0OTHs7EUrvo3todwthtFvd3GGtgqNJSK4GEZNqEMGOxs2VaFFVUXTzyF8Qh5Vtlj0sEgL02R96vzE6Lxq2d7Spp/4+MpZDPEReXw6U5IqVqiJBiGQXc/CSx758KIRctTuK6H546ILVzfvd4Y6sDF5BLuLDxAMnUVvKAtw5uzC8hx1du3JcOPypsXGX/8QRTKJrKsDnxC8AqP8Bq9A8+2ncx/neVzuOSuTIF+JJREMkESb1ZHbZ234tkcPvKQRJ9ayuKMk+x9U5kcfvE+Ka5kGQZfeHYbfY6gULYANBlIoVQYqVyPlo7PwLnzv0Fl2FHwLg+2WwrFl9ohPW5CZtGH9OzsquepJjcDYZEZCLUIpQBALhOFb+yfEfGJ7TLkmjY4tn8NSl3XY89xtEAdeGF+EcksVQcCy9WC0VskGajo6obMtP4KdQqlHITJQJ7PIptunB46QnqsffCbSCA4MvKghqupD2KRFIZuu/Njk0UtskWkEOLZHG4uEOumNo0C7ZrGVEs1KwzD4OVOK2QsCUK9PRtARFDRXiosy4g+Ez5PBOGl6vQsqxYcz+Hc7CX8X1f+X9wLPCx5/jZTL+zqxrsuFCbvT5aYvB+bC+HOI2InvbvbjP629Z8jvJTAg1vk+mowq7Bjj6OkNVCWKVSrT45WTx3Y32ZAl6BH18f35hGJp4vMqA8uzF0GDx4ct4R0hnzOF5IZXFuoXmElx5WXmOVy1UvoUijlotT3Qa4ivUNjwTvIplY+9+y1DMAgJ/Gv8+7L4ARJ+HIp7Bdoc9VWGfihO4ikoC3QU06zSADw5pVpBMLks/zMoTa0WjSgUCjND00GUihVQqa0wtrzx7Bv+woUGnGVIiNjIT1kguLL7QiOvAGeKz/QUSo8z2NQEBAzyqXo1tGeZVudVHQa8w9/gFR0SvS61noU9r4/g1S+voTxaurAiz6qDgSA9NwssgskAKLdT1WBlOojTAYCjdw3sBtuQd9A3u0Fl2zMPliV4taVGeQEqsBDJ6kqcC2u+kLIClSxp+wm+ruqQ0wKGZ52mfPjZI7D76Y3ljjoGxBb2TWSOnAm4sbf3PgefjHySySypV/vWIbFi11PV2Fl1SWayeJ2gDyrdGiVaNeWlrxf0SuwRFXgtfOTol6sx852gy2xXyFlGVeHEXIFKeYZH65eMvD/Z+/NwyO5ynv/b1X1vkvd6ta+L7OPSfmTPQAAIABJREFURiPNPmMbe+wxxDYQICSYJAZDCAm53Au5z8PvQu59ktwk3BiSsAbMHsCEsBjvnrHBnn3T7DMabaNdarXUavW+V/3+kN2nSkurpelVOp+/dKrPqT4jTVefc973+30ZhsGDu8i+Oxrj8YYoqJuPxPgYTo2fT7R17ACUoqSI18ZmMpZYybKrsx5mudWNo1AyCcMwMJSJawfycE+eWtCPYzkcqNidaM+EXLgx3XXX7y+2CGUYoMSWu2CgKxzFGdEZTJFSJqmTPT0bxEtnybmPXiPHYwdqszlFCoWSQ+iKlkLJMEptFaxNf4qS+g8uOJRlVByixXaM3/o6fM6rEluQTDHoC2EmHE202ywGsPRAbN0iCAI8jrOY7P0R4jHil8+wcphr34viyiNg2JVZIlF14OKIVYEAoKMWoZQssCAYGCzMYGCRygRvOUk0YAQBoYH1a1MV8IVxU3TAaSpWo2EDrd+zGHFewFnRgYhBzmFLEa2TnK/stxXBqiLWnldnvJJajyultMIArZ4cXBdCMDAUC+GXvc/jixf+DUMeqc1hqdaGB2vuA8ssv41/T8M70VzUmKlpZozzU/OD9ytTBXYPu3BrkKhBWhstqCtL3QXF6fCh5+Zkol1SqqOq67uA41jUNpoT7fHhWYRD0SQj7o72FiuKRJ/5314aRSye+T32arniuA5vlOzBDlW04VAZSYoIxOJ4054ZVweVoWH5TouN069uHIWSadSGZsjVRMXtn7mCWGR2Qb/95bsl36PHx84s6LNSxMrAIosWckXubKVfG3MiLvoePVxhhkyU0PKfv+tDNEaei++7pwEaFa2jTaGsF2gwkELJAgzDQG1sRumGP0Nx9aNgYtKaF/GoGzPDv4H99rcRdPdmtKbTpWmPpE0tQtcvfDwC5+CvMDt2FABZDMqUZtiaPwpt0ZZV3VfOsrinTJrZf9qxcBG+3hAHA2UWCxSVlTmcDWW9wMm1YGWaRLtQlYEAoGuS1r0K9K3fuoFXzo8gLtrE79xXA5aliT2LccPlg0dkNbnHagJHf1d5i4xl8FitNLD9m0EHovzqDvMZhkHjRhLIcTr8cDn9dzXHTCEIAq5M3cDfnfsSfjtyAoLI1F/OyvFY/cP4XMd/w2MND+NTrU+iZZlA34R/Munr+UiM53FOFLw3KmTYtILgvSAI+PW8WoHvPli3ojmcPy4dv/ueeqokvkvEVqE8L2Cwz5mk990h41jcv5Ossd2+CM535e9nQRyEkLNy7C1rx36bCQY5OS84ZZ/FbDj9AVS5ygKlrnZFY5S6OshV5uU7Uig5YK52oEgdKPDwTJ5e0M+oNGBHydZEu2umB47A6vdIPC9gyk6Cgday3KkCJwJhXBGp68s1SmwrJvO5NTiDzm7yb60t1WP/tjJQKJT1Aw0GUihZhGFY6MytsFj/ANFTTgghqVoqGnJg6s4zcPT9CGF/+msJhuM8rs+QhUGdXo1iJc0AWo9EQ9Ow93wHgdmbkutq00aUtjwJhfruFCYdJYZ56sBZBNexOjA260J4kBwu6bbvoAdLlKwhVgcWcjCwumoTPBqydHV138jhbHJHwB/BzcuiWlZF6gVWiBSCuPaYjGHQUWJM0puSD9Tp1WizkIMrZziK4xOrV8Y0bpxvFZp/z0Fn0IVvXf8Bnr7+I8yGpfbqm80b8Pndn8GDtfdBxs4FCJqLGvFXOz6Ov9n9WTyx4wP44NZH8b6mR1CiJof0ZyYuYtxnz+q/4265PuODN0rWi3utJnArWC/dGnKhZ4R85ttbSlC9Aqs2+6hbEqiqqDGhspbWd75bquqLIZOR7++BnsxZhQLAPa3lUMjJ+x09P5LRZNvVMuabQL97MNFut7VCI9dAwbF4sJJ8lmOCgGNjmQmgGksPAkj1M8bAWHogI/OgUNKF2tgCuYp87/uclxGLeBb0O1S5T9I+MXZ21e/pcvoRi5KkpVwGA18dnYb4afdQpTnhBBaL83jmtV5J/w8dbqZOYRTKOoMGAymUHKCqrgc7rkL4xyOIdc5CiEs3J2HfECZ7voepgf9CNJS+zdINlw8RUf2LnVQVuC4JuG7B3v0dxCT/txiYKg7DUvu+tNSBWFQdOLl+1YG+q1ckbVovkJJNxBviWGg6K5bUmaDRVIeJEpLAEh8YgrBKtVAhc+3CiOTAoW1fDa1ltQTDviBG/KTWWqtZD608d7ZNlNQ5UmmBmiP/r9+ccMEZiqzqXiWlehhMpOZcX5cjbwIDcT6OY0Nv4O/PPYXr82oWGRUGPLnlw/jzbU/Aoi5edLxNa8XDzffhvZsexn1VB/G+pkcTrwkQ8Jv+lzI6/3QiCAJOidaKcpZBR0nqexVBEPDscWIfzQB47EDqqkBBEHD2Tan9NFUFpge5nENVPfk/PHJnBtFo5pIEtSo5DmwlSpdhhw/dw/m3D3lzVKpYOlS5N/Fzq1mPMg3Zk112ejHmT3+tZJW+DjJVKja4DIqrH4FKvzKlLYWSbRaqA+PwLFI7sMFYi3ItsRQ9M3ERkfjq1hlTIotQALCuwJo6nfR7AuhxE2v1RoMaTUZtov27y2MYmybuCPu3lKKhgibJUSjrDXpyQKHkAIZhoNvZDoR5xM7OIPwfw1CpmjE/Ky8424WJrm9iZvhFxKPexW+2AsQWoQqWoTVz1hmCEIdr9FVMD/4CAk8WuqxMB2vTH8Ng3ZvWA4+OEgMMokPXU5PrVx3ou0wsQlmNBup5docUSiYRKwMFIbZo7YxCoERtgauUZNqy4SgiE+NJRqw9goEIrneOJdoGkwpNVBW4JPOTUPatsPYYJXfo5DIcqSLWgjFBwHNDU6sK4jEMgwaROnDWGcDMVO6tQu+4B/FPF/4Nz/a/hAhPLAAZMLiv8gC+sOez2GHduqK12WbzBjSbSD2vG87b6HH1pXXemWLIF8J4IJxot5kNUMtSD95f63eif5zsdXZvsqGiJPW9zsjADCZGiCqzrtkCWzlNnEwX9SKr0FiMx8idmYy+3+H2KsnO+uiFkSX75oJgLIgL9kuJdp2hGtV6Ym/KMgweFj0DAeClkem0JzJEgpOIhZLXUlXq6mBtfBw6c2ta35tCyRRq00bJ/sfnvITYvPM0hmEkAfhgLIiLk9IE3lSZFAUDOY5BcYk2Se/MIAgCXh2VCgkeqiTPEE8ggmdFNtoqBYffv5fW/6RQ1iM0GEih5Ah9ewdp+OPgelUo2/AJqI0t83oK8Dk7MX7ra5gd/y34+OoyAmdCUQx4g4n21mI9FBx9BKwX4lEvHL0/gnfqnOS6UluFsg0fg0pXk/b3pOrAOfhQCMHbtxJt7dZtYGSyJCMolPQiV0kPkwrVKpRhGCga6iXX1lvdwGsXRqWqwL014Oh3+aK4I1HccPkS7QaDGqWau1e+U7LHTosB1Tqi6Ov1BHBd9DddCU0LrEKTH35nEn80gJ/e/iW+1PkNjPulNp7V+kr8z/ZP4X3Nj0ItUy1xh6VhGAbvaXyX5Nqv+14CXwCK8FPz1oh7VxC8FwRBcsjJMMCjK1QFnntDOn7XIaqASic1jWZJbdtMW4XaijXY3kjWP1f7pjE5E0gyIrucneiUJAEcrNi7oE+jQYMWI6n7POANotud3kSG+Yopc817UbXhMZQ3HkFR5RGUbfwkbE0fpopASkHBMAwMpQfJBSEO7yK1AztsbVCJXJGOj55eVcB9aoIkophtupyszW+4fBj1k4SabcU6VGjJOuJXb95BMExqaD+6vw4mHV0XUyjrEXp6QKHkCGV1DeQlJFvJe/EC5OoSlNT/AWxNfwqFtlLSX+Cj8EyexPjNr8LjOAuBj82/ZVIuOaU+6W3UInTdEPINYeL20wj7pRmx+pI9sDb9MTh55jzt20sMMMhJ4Gs9qgP9N29AiJHPq247tQilZBf5vBqg0WBhBgMBoLRhKyIycpjoun09h7PJLqFgVKIK1BuUaN5iy+GM8puzDjdEzujYT1WBBQfLMHh3jVWyYX1xeAqhVawjiku0MJnJoXourEIFQcC5iU787dl/xqlxaXKWilPi/c2P4a/b/xLVhsol7pAa1YZKtNuIgmfYO4pLjmt3dc9M4wpHcUsU6G02amBVK1Ief6lnGkOTRJmxb0spSos1SUZI6b89hWmH6P23lKLYkn1lx1pGqZKjooY8hwf7nIjHMxukfrCjKvGzAODYxfxQBwqCgBNjZxJtnVyLNuu2RfseqbJIFI4vj0wjnqZnVzQ8g4CL1I9X6mqgLd4Ca/UBlNXfD33JrgUJZRRKoaAxbYJMSf7/+qY7EY9KE4pUMiV2l+1MtEd84xjwDK/ofWKxOJwOEqS3lmb/nC3OCzg6SuqKcgzwYAX5tw/aPThxlbip2Io1eKD97tYaFAqlcKHBQAolR8xZhRJ1YGR8DOHxuS9opa4atqYnYKn/A8jmLcD5eBCzY0cx3vV1+GeupXSQwQuCxCK0WClHrW7l2caUwkIQBHgmz8DR+yPwMbLwZVgFLLXvQ1Hlg2CYzNZOmlMHFiXaoTi/IPN7reO/QixCwXHQbNmau8lQ1iWcTANWRg41C1UZCACNxQ2YNJMEg1B/fw5nk12uXRxFNEKCIG37qCpwKSJxHhemiN2fWSlHs5Ee7BcipRol9peSAII3GsexMWeSEYvDMAwaRepAz2wIU/a7t+BPlUm/A1+58jR+1PWf8EWlyp426zZ8Yc9ncW/lfrBMej7Tj9QfgUy0xnuu/2VEV5hImE3OTM5CvKNZSfCeFwQ8e5LU+uNYBo/uT13FFI/zOH+cqAJZjkHHgdqUx1NSp05kFRoJxzCe4Tp+LdUmVFuJVezJ6xPwh6JJRmSHblcfJgNkLba3rANyTr5oX5taiXZR7cypUBQXRd9vd8OcUop88gy2/Wm5L4WSDzAMC6NIHSgIMXgcC9WBh+apco+PLuyTDKfDD16UfWYtz1yi9VJcmHbDGSbPtl0lJhSr5p4pvCDgJ8d6JN+xf/RAE2R0D0GhrFvop59CySH69l2Stq/zQuJnhmGgMbagbMMnUFz9yAL1VjzihnPoWdi7v42gpy9pUPCON4jZCDkAaLMY0lobjpJ/8PEwpgd/gdnxYxBv8mQqC0pbnoSmaFPW5tKxjtWBQjwO3/WribamZQM4TeqZ6hRKuhDXzSjkYGC5rhQOG/kMyWY8iLnTcyiWz4RDUVy/OJpo6wxKtGwpzeGM8purM14EYkRxstdmAkvXPQXLO8rNMCrIOuKsw40x/8pt8xs3lkjafV2ZfxZG41G8cOco/uH8vyyo3WdRFeOT2z+Kj255HCalMa3va1EX41DlvkTbGXLhxAoPOLNFOM7joihpsUSlQKMh9bXSxdsOjIlqQB7YVoYSkzrl8d3X7XC7SCmFzTvKoTfSpMlMUNskTXK9k2GrUIZhcFikDoxEeRy/kvtaw2JVIAMGByv2JO3/QIUZCpHF6mtjMwjF724vFYt64ZshexS5uhQqPa0fRllbaIo2Q6YkZUt8UxcRn5eQU6q1obmoMdG+7LgGbyR1S3LHhNSBy1qW3WBgOM7j9TFSg1XJsrivnCRjn71pR/8YmWNrowVb681ZnSOFQskvaDCQQskhypoayCxkU+S9eGFBH4ZhoTPvQNmmv4Sp/H4wnHRzGg1OYqr/p3D0/QfC/rEF4wFIVIEMgDZz9rOVKNkjEnTA3v0dBGe7JNc1ps0obX4y63YvMpbFvaIFaXgdqQOD/X3gfWQzoW2lFqGU3CAOBsZC0xAKoH7UYrAMC7a2SnIt2N+3RO+1w/WLY4iEycHfjj3V4GR0Gb8YgiBIvmOUHIud1Bq9oFFyLB6pJs8wAcCzgw7wK7TKKzJrYbYShWj/7cxahd6e6cX/Pf9lvDz4GmIC+fxyDIcjNe/A/9r9GWw2z68Vnj6O1N4PtYwExV4efB2BaP7UTHubS9MehER2kfttppSTFnlewG9OElWfjGPwyL7alN87Go3j4snBRFuu4NC2N/11tClzaHVKlFaQ5/Fgz3TG7Xp3b7LBqCWWs691jiKWYXvSZLhCs7g2TWqJbzZvgFldnGQEoJfLcEjktOKPxXF8wnVX8/A6zgCi55LRdoAmC1PWHAzDwmCbrw48s6DfPSJ1YEyI4/T4+ZTfwzFBXAYUSg6mFVhUp4OTdhf8okTrg2Um6N5KxA6GY/iv3xEXFRnH4IP3Ny64B4VCWV/QUwQKJYcwDAO92Cp0bBQR+8SifVlWDoNtP8o3fQp6615gnr1j2DeIyZ7vYnrgF4iGiH1SKBbHTVENjgaDGibl4jYklMLH77qByZ7vIhYWW2ixMFU8BHPte8FyqddfSSftFgOM61AdKLEIBa0XSMkd4mCgIMQQixRuQN7cslVidTNzO79rYd0tkXAMVy8QVaBWr8DGbWU5nFF+0+8JwhGMJNrtFgOU1Aqp4NlUpMMGEwnkjQXCOOdYuSpYbBXq84QxOeZJ0nt1uMNefP/mT/HVK09jKii1NG001eFzuz6NRxqOQLGELWC60Mo1eKjmvkQ7EAvi6NAbGX3PlcILAk6LgvdqjkXrCpIWz96yY8JJApz3tFag2JC6qu9G5xj8PvK82NZRCY02N2vl9YLYKjTgj2TkMyhGxrF4x05SG8vlDeNityOj75mMk+PnwIsSssQK3mQcsBXBICf7/5P2Wbgjq7M8jceC8E13JtoypRlq04ZV3YtCyXe0xVshU5Bgum/6AuIxaWLMVssmiUL/xNhZyec0GeJgYEmpPqtBdV80hhN2khigk3E4YCP/1hdOD8LtJ99xD+2qhrWIuhRRKOsdujOmUHKMvr1D0l5MHSiGk6lRVHEY5Zv+EtriVgDSxUZg9hYmur6JmZGXEI/6cN3lQ1TkYd5Gs+PXJAIfx8zoK3AO/goCTzaGnFwPW9Mfw2DdndNsTxnL4p556sCTa1wdKAgCfKJgoLKqGnIzteSg5Aa5WmqPFw0WrlVofekGOI3kQMzX253D2WSe651jiISJ1feO3VQVmIxTk+RQhMGcRShlbfBIdQnkIqu8o2NOeKMrq4MnDgYCQF9X+oICvMDjxNgZ/N25f8bFySuS17RyDR7f+AF8escnUKa1pe09l+Peyv0oUpLPwO9GT2ImdHeKonTS4w5I6xxZjVCkGLyPxXk8J1b1yVi8awWqvnAoistnhxNtlVqG1l1VSUZQ0kFds3Q9kmmrUAC4t7UcctH35tHzIxlXJC5GjI/h1Pi5RNuiNmNjcVNKYxUci8MVZB8REwQcG115/VQA8E2dl+wXDbb9YNJUr5RCyTcYhoWh9ECiLfDROWWsCI7lcKB8d6LtCs/i+rTUZWkxIuEYZkUJKdm2CP3t+AwiorO++yuKE9+h9pkAjl4YSbxWpFeu6DuSQqGsXeg3PoWSY5S1dctahS6GTGGEueZRlG74M6gNzfNe5eGbvojxW1/F+XGyAFByLDYX6UBZW8QiHkz2/RC+KamdhVJXg9KWj0Gpq87RzKS0WwySmj+nJ2cRWMPqwMjEBKKOyUSbWoRScolYGQgUdt3Aan0FJq3KRJsbd4CPRpKMKFwi4Riuniff4xqtAhu3U1XgUkyHIuh2k0OZjSYtiqkbwpqhSCnHO8qJnV44zuPF4ZU9ywwmteSwrv/2FHj+7oMCo95xfKnzG/hZ968RjEnrGe4t68Df7P5r7C1rz3pilpyT49GGI4l2jI/hhTtHszqHZJwWBe9ZAHusqddOPH3DDscsqfX3jrYKmHTKJCOkXDk3gnBIVFN9bw0USlmSEZR0YCxSw1xCVL4DPVMZD8zpNQrsE9XZHbR70Tua/XrDV6ZuSGqRHazYA3YFQbgdFgNK1US5etnpxXggvKI58PEIvKI9Iyc3QFu0dUX3oFAKDW3xNnAKkhjjnbqAeCwo6bOvfLfk8yiu7bkUU3avpG0ty17ivTMUwfkp8hyzqORot5Dv0J+93ou4aH3z/vsaoFLQ7zgKhUKDgRRKzpmzCm1PtCOjI4jY7SmPV6itKGn4IKxNfwKFtlLymiuuwliEbIq3FWkhZ+nHfi0R8g7A3v00Iv5RyXW9dS+sjR8GJ8+f4K+MZXFv2bzagfa1qw70X7kkaetoMJCSQziZBqyMHL4VcjBQxsoQqypPtNk4j/DQUA5nlDluXh6XHFa37q6CTM4lGbG+OT1Pcb6PqgLXHAdsRbCKDsOvzfjQ6/av6B5idWDAH8HEyOrXIqFYGL/sfR5fvPgVDHqGJa+Vam349I5P4PGN74dOoV3iDpmn3daKSh15Zp63X8KIdzxn83kbeyCMPg85jN1SrINRkVrwPhrj8fwpUitQKefw8J7UFQ8BXxjXLpK1s86gxOa28iQjKOmkroUkKHlmQ5iZWtlneDUcbpeqPo+JFDPZ4vgoCS7IWRn2lnUk6b0QlmHwcBVJIhYAvDyysmCqz3kJfJx87vTWvWBYuq6grG0YhoPRJlYHRuCdOivpY1TqsaOEBMa7ZnowGUi+XxJbhALZVQYeHXNCnMv0YIUZ3FvuCVf7pnGtnyiHmyqN2L0xe64EFAolv6FRAQolD9DtnGcV2pmaOlCMSlcDW9MTsNR9ADLl3Cahm6+T9Kn2HoV/5npObFEo6UUQBHgmT8HR92PwMbKBZlgFLHXvR1HF4by0e9lpMa4bdaDvKrEIkxUVQ1lNbTkouUWsDizkYCAAGFs2Stozt6/naCaZIxqJ48o5clip1sixaQc9rF6KYCyOS9Ok9lSZWoE6vTqHM6JkAo5l8FiN1OrzuaEpRPnUavsAQMMGqVJ6tVahV6du4O/OPYXfjpyQ1BaSszI8Wn8En+v4b2gqql/VvdMJy7B4T+O7Em0BAp7tezGHM5pjfvB+v6jO0XKcuDYOp4cooh5or4RBk3qtv87TQ4hFyd+sfX8tZDIaEMkW9aK6gUB2rELLLVpsrSc2m5d6pzA1G0wyIr2M+SbQ7yYB7J22VmjlK6/d1WTUotlIxvV7guhxB5KMIAh8TGKPyMo00JlpsiJlfaAt3g5OTpR7Xsd58POU/PNreC6nDnRMkHWnWiuHVp+6Ov1uGPWHcH2GqIwrtcqEA1g0xuOZ13sTrzEM8KHDzTktGUOhUPKL/DspplDWIaq6esiKyebEl6JV6HwYhoHGtAFlGz8BU+XvoUcgBxAmeGCJDcI59GvYu59G0NNPg4IFCh8PYXrg55gdfx1zOaFzyFVWlLZ8DBrTxqUH5xgZy+DeMpHFF8/jpD1/ateki5jbjdCd/kRb29pKF+CUnCMOBsZC0xCE1A/P843q2q3wq8gydrb7Zg5nkxluXh5DKEhq+rTuroKcqgKXpHPaI6mbsq+0iD531yh1ejV2impgO8NRHJ9IfS2hM6hQWkmstO50TyEeT/156Ay68O/XfoBvX/8RZsNSq8FN5hZ8fvdn8FDtOyBj88eOa0NxEzYWk7ICt1296HL25Gw+vmgMV5xEUVGlVaFKp0ppbCQaxwunBxNttZLDQ7tSt8T3zAZx68pEom0ya9CylSomsklxiRYGE/l7D3RnJ0HpwQ6iDhQE4LWLo0l6p5fj84IK91TsW6Ln8hyptED87fbyyDTiKezr/TPXEI+Sz52+ZBdYLvUgOoVSyDAsB4NEHRiGd+qcpE+DsRblWmIpfHbiIsLxpUsRiJWB1jJDVtadgiDglRFpAsWRSkvivY9eGIbDRRId7mmtQLUtu7UMKRRKfkODgRRKHjDfKjQ8MozI5GSSEcvdj4Vd0QI/SEZ8C3sHb69NokE7pvp/AkffjxEO5N4miJI6keAk7N3fQdDdLbmuKdoCW/NHIFeZlxiZP+y0GGASqQPPTLrXnDrQf+3K3CnDW+ha23I4GwplDrmaBAMFIYZYpHBteutMtbCXiOzkhkbWVIJLNCpVBarUcmzeUZHDGeU3vCDgjEhlpJVx2FacPzbZlPRzpNICNUe2sm9OuDAdSr12aONG8jwMBWMYG1r+eRjn43ht+E38/bmncH36luQ1o8KAj255HJ/c9hFY1Pm5Fnt3wzvBiEIIv+5/UaJozCYXpjyIiZ7Z+1dg6fvGlXHM+sjf+nB7FXTq1GuDXjgxKKkTuetgHVhaRiGrMAyDumbyGXRO+eF2ZV6lt6m2CBWieoXHr40jILLizhTBWBDn7aR8QI2hCtWGyiQjklOqUUoSIhyhiEQZvxiCwMPjOJ1oM6wCesvKbEoplEJHZ24FJyeBMc/UOfBxog5kGEaiDgzGQrg4eXnRewX8EfhECvVsWYT2egK44yXPyxajBvWGObWwyxvGC6dJ6QStSob3Hsq9QwGFQskv6KqXQskTdO3SxbhvFVahYjpFGwIGQFtJMcBIFQVh3wAmu7+D6YFfIhqeuav3o2Qe/8w1THZ/FzHx34phUVT5MMw17ymYzM71oA70XSGbBlalgrq5JYezoVDmECsDASAaLFyrUCWnQLCS/HvkgQiijtVZ/eUjt66MIxiYpwpUUFXgUnTN+uGKkAPd3VYjrZG8xtHKOUntrJgg4Lmh1GtnNbSUQJzAv5xV6B33EL548Sv4dd+LiPDks8mAwT2V+/GFPZ9Fm3VbXqtRK/Xl2FVKkpPGfBO4YF/8kDOTxHgBZx0k+GqUyxL2ZssRjsTx0pnBRFurkuHBjtRVgU6HDz03ScJlSake9S2WJCMomWK+VehAT+bXJAzD4EFR7cBwJI4T1zKfGHvOfgkRkbroblSBb/NAhRlyljxvjo06EU6icA7Mdkn2kDpLO1gZtdKmrC8YVgaDbX+iLcRD8E5Jz906bDug4ohy+fjomUXXFmKLUCA7wUBeEPCqSBXIAHiokjxL/+uNPoSjJMn6PYfqV5QsQ6FQ1gd0l0yh5Amq+gbIikmAxLtKq1Bgrm5Ol4vUkWsyalBVfT/KN/0FtMXbF/QPzN7ExK1vYGbkZcSjvgWvU3KLwMcwM/ISnEPPQhDIYScn18PW9CfQl3Tk9eHTYrTNUweupdqBfDiMwC1iWajZsg2snC7CKbkbQbPbAAAgAElEQVRnQTAwVNjBM01js6S9VqxCY9E4rpwlqkClSobNtFZgUk6JVIEcMxcMpKx92iwG1IisJfs8AVybSW0dq9EpUV5N1GgDPVOIxxYepAeiAfz09i/xpc6vY8w3IXmtWl+Bv27/S3yg+TGoZalZXOaaR+ofglxkX/r8nVcRiUeTjEg/N1xeeEWHlXtsRnBsauvY314ahUeUKPHQrmpoVKnbsZ57c0DS3nNvXcGtodcKtgoDNFqSyDiQhbqBALBnsw0GDVmXv3ZxFPEV1BxdKYIg4MQosQjVyjVos2676/saFDIcLCV1Nn2xOE4skVw5V2v+JLnAcDBY99z1HCiUQkRnbgMnIwkoXsdZ8HGi8FPJlNhdtjPRHvWNY8AzhPmILUKBOZvQTHNtxouJIEks2GHWo1QzV6ewd3QWZ0XJLpUlOtzTSvcPFAplITQYSKHkCQzDQNcmsgodHkJklSqHqzNeifXO2zYiMoUJ5prHULrhz6AyNM0bxcM3fQHjt76K2Yk3JAsiSu6IRdyY7P0hfNMXJdeVulqUtnwcSm3VEiPzGxnL4L5yEvyO8MKSG9hCI3DrJoQoOajStbbmcDYUCoGTacDKiD1WNFS4ykAAqGhpRUy0knXevpq7yaSRrqsTCPjJRn/7rioolPlTeyzfGPeHMCiyS9pWrIdeTn9f6wGWYfBYjRXiONJLI1MIpZhc1LjRmvg5Eo5jeICoZgRBwHn7Jfzt2adwalxaU0jFKfH+psfw1+2fQo2hsNZhRSoT7qs6mGi7wrN4c/RU1t5fEAScspPgvZxl0FGSWvA+GI7h5XPDibZOLccD7albLU6MujHU70y0K2pMqKwtTjKCkkkYhkGtSB1oH/PA78v8/lMu43CvyHbb6QnhUgYDkT2uftgDZE+/r2wX5Fx6kgQPlhZBL6olfMLugjuy0PY05OlDNEiCBDrzDnByaqVNWZ8wrAx6kTqQjwcXqAMPVeyVtI+PSmt+AtJgoMGkgirDCrwYz+PYKPkOkzEMHqiYsyXneQE/OSatA/yhw03gqEsGhUJZBPpkoFDyCH2arELFNQPUHIsNJq3kdYXaBmvDH8La+MdQaKQ1iAQ+Co/9OMZvfRXeqfMQ+LWh1ipEQt47sHc/jUhgTHLdYNsPa+Pj4OTaJUYWBjvM82sHzsIfLfz/b76rIsstloV260I1LoWSK8TqwGgoO1n4maLB3AiHmWy8o3cGkvQuDGKxOC6fJYfdCqUMW9porcBknJ6U1nrbt4LaY5TCp1SjxH4bUcd4o3EcHXMmGUGobykBK4ok9r9lFToZmMJXrjyNH976GbzzHDN2WLfhC3s+i3ur9oNlCnMr/WDNvdDKNYn2q0O/hS/qTzIifQz7QhgLkIDPDrMBGllqFsivXRyBL0iSrd65pwYqRWqBf0EQcO6NO5Jru++hdZRyzXyr0MHe7KxL7murhExUc/ToheEkve+O42MkiMCAwYGK9CnylBybCAYAQJQX8Noizz+JKhAMDNa9C/pQKOsJnaVNkiDpnToLXmTlW6q1oqWoMdG+7LgGb4SsBwRBwJTIJjQbFqHnHG6JJf5emxEm5dw+6Pi1cQxPkvnt2mhFS3XRgntQKBQKQIOBFEpeoapvgKxIdKCxCqvQyWAYo36yyd5u1i9ZN0elr4Wt+SOw1L0fMqVZ8hofC8A1+gomur4Bv+tGyjVYKHePIAhw20/A0fcT8LFA4jrDKmGp+wOYyu8HU6AHUGIWUwcWeu1Agefhv3ol0VY3t4DTFnbQlrK2EAcDY6FpCELmrLEyjUaugbecBH5U0x7EA9k50M4Ut6/Z4feJVIEdlVCuwAJvveGNxnBVZAtZo1OhQlsYdo2U9HF/ebEkueicw41Rf2jZcSq1HJW1ZN090DuN53uO4h/OfRk9rj5JX7OqGJ/c/hE8ueVxmJSFbUOrlqnxcO0DiXYwFsIrg69n5b1PrTJ4HwhF8ep5Yp9s1Cpw3woSJYbvzGBi1J1o1zVbYCvPvKUbJTnl1SaJ8j1bVqFGrQJ7NtsS7f4xD/rH3UlGrA5XaBbXpomF+WZzCyzq9KpRd1oMsKmJ3eqlaQ8mRAH3kG8IYT/57GiKtkCmpEECyvqGZeUwWEntTj4WWODEJFYHxoQ4To2fT7S97hBCQRKYy7RFaCgWx+8miHuBimNxT9ncs8QfiuJXb5JkF4WMxQfua1xwDwqFQnmbwj9NplDWEAzLQrdTZBU6NIjI1MqsQsWqQIBYhC75ngwDjWkjyjb+OYqr3iXxTweAWMQF5+CvYO/+DkKeO0vchZIu+FgI03f+E+6J3wEgAVi5yobSDR+DxtSSu8llgDazAUVidaCjsNWBoTv9iHuJZYiudUcOZ0OhLESuJsFAQYghFi7sALy8Tqrs8PTcztFM7p54nJ+nCuSwtZ2qApNx3uFGXJSstJ+qAtclCo7FI9WiZxuA3ww6wKeQyNYgsgqNRXmcvnYDMYGsQ1iGxYM19+Hzu/8HNps3pHXeueRgxR5YVCQocXz0DKaDqSkqV4srHMVNFwneNxk0sIqCGMl49fwIAmFy8PquvTVQylNTFAqCgHOig1KGAXYfqktx1pRMwnEsahtJQurY0CzCoezUsHywXWrxe+zCyBI9V8+p8fPgRUlXhyr3Jem9OliGwcNVRGEpAHhlhARVPZNSG2CDyB6RQlnP6Cw7wcqISt7jOA2eJ8+frZZNkuSfk2NnEX/LNWt+vcCSDCsDj9tdCIjqGt9bVpRQ1T97YkCimn/X3hoUG2hiHIVCWRoaDKRQ8gz9zl2Stu/ixSV6LiQuCLg8TRYmNrUC5W8VFF4OhmGhs+xE2aa/hLHsPjCsdFw0OAFH/4/h6PsxIoGJlOdESZ1IwA5799MIeqR+75qibbC1fARy5dqra8KtsdqBviuXJW3ddhoMpOQXYmUgUPh1A62bpDU5HV2XcjSTu6f7uh0+D8nm37qzEkpVZuuPFDIxnsdZB1FymBQybCyiNZDWKxuLdNgossUfC4RxzrG80sdSqwJYEjQ0OssSPzcY6/C5jk/jsYaHoeBSC1oVCjJWhkcbjiTacSGO5/pfyeh7nnW4IQ7P7i9NLXjvDURw7CIJ1BTplbintTzl9+3rcsDpIKrxli2lKLJQ14Z8oU5kFcrzAob6MhuUfptKqw6bRMrgi7en4HQvryhOlRgfk9QbtaiKsbG4OW33F9Nk0KDRQIIavZ4Aetx+RAJ2hDxE5aw2NkOhti52Cwpl3cFyColl7pw6sDPR5lgOB8qJra8rPIsbzrmkQ4fIIpRhgBJb5oKBnkhMoqo3ymXY+1by26jDh99dIiVlLEYVjuyuzthcKBTK2oAGAymUPEPV0ADORDbH3hXUDex1++GLkWzmnRYDGIZJMmIhLKeAsfQgyjd/CvqS3QAjzbp9u47d9OCvCl5Rkk/4nFcx2fM9xCKi3ynDoajqnTDXPAaWXbsHwjvMBhSJLILOOmbhi8aSjMhf/KJgoKKiEvKSkiS9KZTss9aCgQ0Vm+HSk++pYF9fkt75SzzO49LpoURbruCwraMyhzPKf67N+OAXrXn2Wk3gVrjmoawtfq+6BHJRDcCjY054IouvJ3iBx4mxs/iny/8Cj2EycV0/a4WO0ePxDe/Hf2/7BMp1pRmf990QsU9g/PkXMfLzX8D12jFE7Kkn7LVZt6NGT9RRnY6rGPKkXx0FAOE4jwtTJDhbopJLghfJeOXcMEIR8ll/ZF8t5CnWGYzHeZw/TurJshyD9gO1qU2akhWq6oshk5FjqTtZsgoFgAc7yKE5Lwh4vXM0bfe+OnUTnghJ0j1YuTdjdUaZt9SB4m/Al0emMWufrwo8kJH3p1AKFZ2lAyynTrQ9k1J14L7yXeBE52HHR08DkCoDiyxayBWpfSethtfHnYjyJJXmgYpiyFkWgiDgp6/1SFwQPnh/U8rfjxQKZf1Cg4EUSp7BsCz0bSKr0MEBRKdTO6ztFFmEspirF7haOJkGRZUPoXzjX0BTtG3B6wHXDYx3fR0zo68gHi3sGk25ROBjmBl+ETPDv4EgkAMrTm6ArelPobe0rzigW2hwLIP7yubXDpxNMiI/idjtkkM4ahFKyUc4mQasjCgiCj0YaFQaMFNK1GCKsSkI8cKzGu65MQmvRBVYAZV67SaB3C2CIOC0KEtawTJoL6H1v9Y7RUo57i8nloPhOI+XRhY+40a94/hy5zfws+5fIRgLwm0m392swOFDxX+CveUdeb3+CnTdwshTX8Tg5z+Hge98D8M/eQZTP/sJBj//OYw89UUEbnctew+GYfCexndKrv2678WM1Am/7PQgFCcWZ/tsJrAp/H7d/ghev0QCNBajCge2lSUZIeX2tQl4Zonaa0tbBfRGap+WT8jlHKrqyT5g5M4MolkqGbClvhhlZhKUfvPqOILh9CQkHh87nfhZzsqwp6w9Se+7p0yjRJuoPMhkMILLLvJ/X6mrhVJLk4woFDEsp4Beog70wT9NXEaMSj1aS7Yk2rddvbD7HJiyk2CgNYMWoY5gBBenyBmfVa3Ajrc+5xe7p3B7mKyFN9cVY0eTZcE9KBQKZT40GEih5CG69g5J29u5vFWoPxrH7VmRBY5JC71clmREasiUJlhq343Slo9DZZhXiFjg4Zs6j/FbX4V74k3w8chdv996IhaZxWTvD+Bzdkquq/T1KN3wcSi166dW1A6zAcVKcvB9pgDVgb6r8yxCaTCQkqeI1YGFHgwEAKaWKFtkMR6B4YGlO+chPM/j0hmiCpTJWaoKXIZBXwjjARI83WExQE0zoSmYqxtpE9WhuzbjQ697bn0cioXxq94X8MWLX8GAh9Tn9JocEFgSfBjtXd5eNJe4T57A6L88heASAb/g7S6Mfvmf4T51Ytl7NRU1YKtlY6LdO3sHN5zLBxJXAj8veK/mWOwwpxa8f+nMECJREkR8ZH8tZFxqRxjRaBwXT0kV1217qX1aPiK2Co3FeIzcmcnK+7IMg8Oi2oHBcAwnr999OYxxnx19s2QtstPaCp0889a0D1SYJeroC/wWRIW570ZaK5BCWRx9SQdYjiSJeBynIfDkHGJ+rc83bp9HTPS9lMlg4NHRaYm99kOVZrAMg3A0jv/8bW/iOscy+MP7m/I6iYlCoeQPNBhIoeQh6sYmcEZiFeq7uLxV6NUZL+KilYI4MzAdKDSlsDb8EayNH4ZCI63TIfARuO1vYvzWV+GdugBBKDxVRrYJevpgv/00IoFxyXWD7SBKGv4InCw166S1wpw6kNTtiPICThSYOlBsEcoZTVDW1OZuMhRKEuSiejHR0DQEgU/SO/8p3iBVr0/c7FyiZ37Sc9OxQLmi1qyt+mTp5vSk1KZ8nzW12mOUtQ/HMnisRloT67mhKVyavIm/P/clvD5yHLzomSdnZXhX02E0NNkS10buzCAciiIfCdzuwuSPvg/wyzy3eR6TP/x+SgrBxxreCUZkMPhs/8uI8+lby/e6A5gW/T47SoxQpBDQc3nD+N1lUgvJVqTGvi2p27be6BxDwEcSFbfvqqLP1jylttEMVhTEGsiiVejeLaXQiZT4r10cAc/fnTr2+NgZSftQ5d4leqYXo0KGA6VkPxWABleFDVBoyqHS12dlDhRKocFySuitpDZgPOqFz0n29Q3GWlToiCK9e0Bqp20ty4wzxZA3iFuiZP9anQobjHNJBS+fHcKMyFHk/p2VKKe1cCkUSorQYCCFkocwLAv9zp2JdmjgDqLO5JuiSyKLUI2MQ4sxM4sBlb4OtuaPwlL7PsiUxZLX+JgfrtGXMdH1TfhdNzNiM1ToCIIAt/04pvp/Cj4eTFxnOBVK6j8IU/l9YDJUTyLfaZ2nDiyk2oExrwfBPpKdp2ttBcOuz78jJf+R1A0U4gVf/7W2YQdCcnKI6O1Jr6olk/C8tFagTM5i+66qJCMornAUt1zkcKTZqEGJmh7wUwi1ejXaRUlxznAUP+69DldYmmS0qbgFn9/9GRypfQeaNpFgIM8LWQ1GrATnC88tHwh8G57HzIvPL9utTGvDvnLiSmL3T+KsfXlXklQRqwJZAHusxpTGvXBmEDGRteijB+rApbi2CoeiuHSGqD9Vajm2U8V13qJUyVFeTZI6BvuciMezk6iklHO4dwdJdJ2aDeFK3+o//8FYCOftJCmpRl+FGkP2vtcPlRZBw5L90xV+IxjzfqoYolCSoLfsAsMpE23P5KmEOpBhGBysIAF9zkuStjmOQXFJ+s/dBEHAK6PS59CRKgsYhsHUbBAvnSXfbwaNHI/ur0v7HCgUytqFnlRSKHmKrn2XpO1Nog6cCISldllmPWRs5hb8DMNAU7QJZRv/HEVV75TUnwKAWHgGzsFfYrLnuwh5C8uuLZPEY0FM3XkG7ok3JNfl6lKUtXwMamNzbiaWJ3Asg/vKSYB5Th1YGEEK/7WrgCj4rd1OLUIp+YtcJa0nUehWoSVaC6Zs6kSbG757i69s0dc1BbeLJIZs3lEOjZYGtpJxZnJWYpm030ZVgZSFHK4ogpwh6jalohUsMxeEMir0+OiWx/HJ7R+BRT1XY7C6vhhyBbGa7etyZHfCKRCZGF/SGnQpAre7JPWMl+KddYehYElC1ot3jiKcBvv/yWAYvZ5Aor25WAeTcvl6qNPuII5fIe4Z5RYtdm+0JRkh5fK5EUREtd/a9lVDobz78gmUzFHfQtYmkXAM48PZcwh5R1slONHe+eiFkSS9k3Pefkny2cmWKvBtZEIIHczVRDsGOU55i5OMoFAorEwFfcnuRDse9cA3Qz5HHbYdUL1lJarxkXWn2aYDl6J19Uq47fZjyEdcQzaZtKjWze11fv7bPkmizO/f2wCNin6/USiU1KHBQAolT1E3NoEzkKxmX5K6gZ0iVSCQfovQpWAYDnpLO8o3fQrGsnvBsNIDzEhgHI6+/4Cj7yeIBOxZmVO+EglMwN79NEKePsl1bXErbM1PQKYsWmLk+qLVrJ+nDnQXhDrQf+VK4mdGqYRm48YkvSmU3CJXSS30Cj0YyDAM4tXEvkflCyO8jJo+H+B5AZ0iVSAnY9FKVYFJCcd5XBSteUpUCjQa1petNmV5BtxD+OqVr8MdOJm4xjAc1Kr9OFSxH1/Y81m0WbdJlDIyOYe6JhKMGB10IRjIr1rY/ps3Vz5IEOC/eWPZbialEfdXH0q03REvfju8fM3B5RCrAoHUg/cvnB5EXGTV+O4DdRIbyWT4fWFcvzCaaOsMSmzeUZ5kBCUfqG2SJiplU51r0imxSxRs7hmZxaDdk2TE4giCgOOjpxNtrUyDNuv2tMwxVbxT59GCXhSB1D7tnPbALkocplAoCzGU7JacZ3nsJyG8ZZmtkimxp2wnGJ6FKkhqBNoyYBEaFwS8OuJMtFkAD1XOPR9vDs6gs4fs2+rK9Ni/tWz+LSgUCiUpNBhIoeQpDMtCt7M90Q7d6Ud0xrmgX4wXcMXpTbTLNUqUaZQL+mUSllPAWHoI5Zs+NZdRNc/mMuTth73725ge/HXB29GtBp/zMuw930M8IjoQYTgUV/0eiqsfAcsunyG9XuAYBu+Ypw48PpHf/2f4SAT+m9cTbe3mLWDlVNlDyV84mRqsTJdoF3owEAAMTdIA/PjN9FncpRuXM4BzJ+7gVz/uxKyTKGY2tZZBo8vu93ehcWnag5AoG3qfzUStzygJAtEAnrn9S3yp8xsY800gGutBLEaS0WSyCmywvANqmXrR8Q0biYWyIAB3uvPr2ciHgguuMSY5uG0GcDtN4LYZwJgWrin54MJxi/FA9T3Qy8l3w7Hh38Eb8a16voFYHJenyR6lUqtElVa17DiHK4CT18jfrcqqQ1tLSZIRUjpPDyEWI8+JjgO1kMm4JCMo+YBWp4StghysD/ROZ7XkxIMd0mSc1agDe2fvwB4gquK95R1QcNnb5/HxMHxT58EyAvawJFFRABZYDlIoFCmsTA19CXHnikfd8IvUgYcq9kIV0IMRyFlXSZke6ebytAeOEElG2lliQIlagVicx0+P9Uj6/tHhZrB0HUyhUFYIDQZSKHmMfmeHpO27uPBws9vtRyBGbJCypQpcDE6uRVHlQyjf+BfQFG1d8HrAdR3jXV+Ha/RVxKP+Re6wthD4GJzDz2Nm+HlAIH8jTmGErfkJ6Cxt9BBzEbab9TCL1IHnptzw5rE6MHD7FoQIWbDrWttyOBsKJTXEdQOjwfw68F4NlZs6wIsep67b15funCNGB1147pkr+NnT5/Hqszdx66rUuq+sIrU6WusVXhAkKiM1x2KHOf2HMJTCQxAEnLdfwt+efQonx89BEBnJ8tHzYETtF4enEBStm8VU1RVLrCT7uvLr2ciqSBCTrVBB/lgZlB+qgvygBfI9xZAftMy1HysDW0GCbqx68eDnfFQyFd5ZdzjRDscjeGngtVXP97zDjZgomLPfVpTSuve5U4PgRePefbAu5cNOtyuIrivk2Vpk1qB5S+r2opTcUt9M1IEBXwST4ytX562WmlI9NojqFl7ocsDlXZmaTqwKZMDgYMWetM0vFXzTl8DH56wFq5lx1Kiiidd63AH0utf+/ptCuRv01j0SdaB78iSEt85xbForavkmSX+NJb2JJlGex2tjM4m2nGVwf/mcnflvL41hQpREuH9rKRrK6d6BQqGsHBoMpFDyGHVzi8Qq1Nu5sG7gJZFdFscA24tzfzAmUxbBUvselLZ8DCp9g/RFgYd36hzGb30Vbvtx8GmoR5KPxMIu2Hu+D7/zsuS6St+A0paPQamhdkVLwTGL1A7MY3Wg/4rob8ww0G7dlrvJUCgpIleLgoHhaQgCn6R3/lNeXAVnMdm8C4PDOZzNQm5fm8AL/3kVY0NL10A69twt3L5WOPUOs02POwBnmBxsdpQYochAnRZKYeEITOFrV76DH976GbxRqYptR8lWfH73kzhYStYUvlgcx8YWOm0AAMexkrpl48Oz8K8wGJBJtFu2AAC4DTrIHy0DV7l4kI+rVM+9vuEtlV889ef7/vJdsGrI7+Dk+FlMBlYeFI3zAs46yPPOIOewpUiXZMQcE04/ztwkqsC6Mj1aGy1JRki5cGIAvMhedNehOrAsfU4UCnXNUgXone7sqtkOi9SBcV7A652jSXpLmQ27cXWaWPluMrckapJmA4GPwes4k2hzcg3eVVcNcRj95ZFpSaCdQqFI4WQa6EtIQn48Mgv/DEkwtMVEzwguihvBa2l9/9OTs/CIkqD320wwKGTw+CP4zck7ietqJYf33duY1vemUCjrB7oyplDyGIZloWsTWYX290msQr3RGLpnSYbfBpMOWnn+2OAoNGWwNn4I1sbHoVBLvcwFPgL3xBsYv/U1eKcvJjKu1gJBdy/s3U8jGpQe6hpKD6Gk4Y/AyWh9o+UoFHWgwPPwXSU2POqmZnD63AfkKZTlECsDIcQL3sKZZViEKsm/STvlRTxFa7xMMzbkwhsvd2O58zdBAN54uRtjQ4X9t8gUYlUgC2CPlWZDr2eifAwvDhzD/z3/L7jt6pW8ZlYV4c+3PYEnt34YJqUR7ygvhklBFH/nHG6M+kKL3rdxo7Sman8eWYVyBiPYOgNk95WAWaZ+HsMykN1XArZChamfP4OJp7+FeGB5VRDHcnis4Z2JNi/weK7/5RXP9YbLB0+UrO33WE3gUqj595uTA5Jn5bsP1qfsojE96UPvLWLRaC3To6459UAiJfcYi9Qwl2gT7YGeqaxahW5vtMBaRILsb14ZQziS2h711Ng58KLEqkMVe9M+v2T4Z64iHiMJEfqS3ajU6dAqUtDbgxFcFpUXoVAoC9GX7AEjKuPisZ9IJE3GZsgRelDrxqnxc4jz6TnHCsTieFOUAK2RsThUWgQA+OWb/QiGyfs8ur8ORm1hlCWJ2Ccw/vyLGPn5L+B67Rgidpr4SKHkGhoMpFDyHL2obiAA+C51Jn6+4vRCnOu705KfQQiVvh62lidhrv19yBRFktf4mA+ukZcw0fVNBFy3srrhSzeCwGN24g1M3XkmYdECACynQkn9H8JUdi+1BU2RQqkdGBocQNztTrS121tzOBsKJXUkwUCsjbqB6kZi3cMKgL37SpLe2aPz9NCygcC3EYS5/hQpk8Ew+jzEGmlzsQ4mJa23u17pnunDP5z/Ml4aOIYYTxKFWIbFgzX34fO7P4MtFlJHVMGxeKRGVA8QwLNDjkUVMhU1Jqg05P9WX5djQZ9cwIfDGP/qv4Lbpl02EPg2DMuA2zlne+g9dwZD/+cLCNzuWnbcdstm1BtrEu0rUzdwxz2Y8lwFQcCpSbJmkzEMdqUQvB91+HBe9PturDBiS11xkhFSzh+/I2nvvif1QCIlfxAHcD2zIcxMZc/akmUYHG4nyh9/KIbTN5Y/uI7zcZwaP5dom1XF2GRuycgcF0MQeHgmRRalrBJ6y5y66XCFGTLR5+DY6DQiK1ALUyjrDU6uhc5CzuBiERcCrhsIh2KYnSGJhkGtG67wLG44l/9eTYU3xmckdbHvKyuGSsZhYMKDkyLnkDKzBvfvrEzLe2aSQNctjDz1RQx+/nMY+M73MPyTZzD1s59g8POfw8hTX0xpPUKhUDIDDQZSKHmOurlFojTyXpyzChUEQWIRqpNxaDJqF4zPFxiGgbZoM8o2fRJFlQ+DlUnnGgvPYHrwF5js+S5C3sHcTPIuiMcCmOp/Bh77ccl1hboMpS0fh9rYtMRIylJsm68OdOSfOlBiEQpA17ojRzOhUFbGwmBgfhx43w1lm3dK2o5bl5fomT1cTn9Sa9DFGBuahUtUE4QiVQUCc7ZJlPWHJ+LFD27+DF+58m04AlL7wAZjLT7X8Wk81vAwFNzCbPmNJh02mcjaczwQxlmHe0E/lmXR0EKej5NjHnjdi6sIswUfjWL8619BaGpgSWvQpWAr1WBMc2up2MwMRr/0/zD1i5+Dj0aXHMMwDN7T+C7JtV/3vZhywqHX774AACAASURBVN6IP4RRP7FX3WHRQyNb3rnk2ZMDkvZ7DtalHMybGJnFUD+ps1RZW4TK2qIkIyj5Sn3LPKvQnuxahe7fWgqNqHbo0Yujy1prXp2+CXeEKO4OVuwBy2TvqC3guoVYhATg9SXtYGVzdUNNSjkOlJLvTE80jpOTK1uXUCjrDYN1LxiGPAfc9hNwTEjXDEHt3Ofo+OgZ3C2ucBRnRGuSIoUMu61G8IKAnx7rgfgJ9IcPNEGW5zb57pMnMPovTyG4RMAveLsLo1/+Z7hPncjyzCgUCkCDgRRK3sNwHHRt5IAz1NeLqMuFsUAYk0FSb2+HRQ+uALJfGYaDvqQD5Zs+BWPpPZICzQAQCYzD0fcjOPp/ikjAvsRd8otwYBz2208j5O2XXNea22BrfgIyJT20XA3z1YExIf/UgT5RMFBRVg6FrTSHs6FQUoeTqcHKSP2maCi7h22ZoLpyE7xacuAcuTOQpHd2GBlY3TNrdGBm+U7rhEAsjsvT5JC1UqtElVaVwxlRsg0v8Dg5dhZ/e/YpXJi8JHlNK9PgQxvej0+3fQLluuTfwb9XXQI5K1bIOOGJLEwymm8V2nc7d8kSQiyGiW9/E4FbN8FWrywQCMwF9mSiOogQBLheeQkj//C3CI+NLTmu3liL1pKtifYd95CkHloyTs0LNOxLIXg/ZPfiUg9RqG+oNmFjbWqqQEEQcPbN+arAupTGUvKP4hItDCbyjB/oya5zgUohwz2tpLb75EwA1/oXrzP6NsdHiSpPxsqwt6wjSe/0IggCPJMnE22GkUFfslvS51BZEbSigPzxiZm8S7CkUPIJTq6DzkLO4GJhJzxT1yV9gtq54N1tVy8m/Xe3Tnh9zIm4KOngcKUZMpbFmRt29I8TAcCOJgu21GWvFulqCNzuwuSPvg/wyyiQeR6TP/w+VQhSKDkgI8FAQRDgcrkwO0szjiiUdKBv3yVp+zovSlSBANBmMWRzSncNyylgLLsH5Zs+BV3JLmBe9mTI0wd797cxPfgsYuH8fJYIggDfdCcme76PeJRkcjGMDMXVj8Jc/XtgWFmSO1CWY5tZD4tKqg5c7OAuF0QcDkTGyUGalqoCKQWGWB0YDRa+TSjHcvCVEyWIZtwJYbmNaIaJhlf3vIqkWKNoPXBhyo2Y6IBkn81Erf/WEWO+CXy585t4pvtXCMakdUD3lLbjb/b8NfaVd6SkwjEp5XignByihXkeL44sfPaVVhqh1ZFktf4cWYUKPA/7978D/+W3AqDy1W3di44chn7vPsm18MgIhv/uf8P12tEln5OPNhyR/F5/0//SsrWRZsNR3JwhdcsaDRrY1Mpl5/jrE9Jg3rsP1i875m2G+2dgHyX7ovoWC6xlhbUvohAYhkFdM1mfOB1+eGazWwP4/p2VkhqXxy6MLNl33GdH7yz5/7vTuh06RfbcekKeXom7g9a8A5xcJ+mj4jjcX0GC6xFewOtjyQOcFMp6x2DbJ1EHKoTLwFsaPYWGQ1RBXANOjJ1d9ftMBMKSWp5lGiW2FesRDMfwizdIsrmMY/EH9+e/25TzheeWDwS+Dc9j5sXnMzshCoWygLQGA0+fPo0nn3wSbW1t2LdvH/7xH/8RAPBXf/VX+OIXv4hQKLcWKxRKoaJubgGnI1ahs5c7cdUpzZJPZaOdj3ByLYorj6Bs4yehKdqy4PWA6xrGu74O1+iriMfyxzaN56OYGX4OMyMvAgI5GOEUJtian4DOTGvHpYNF1YH2/FAHUotQSqEjV4uCgeFpCELh15CR1dUmflZGeEwPdedsLgAgV64uIUShWN5Sbz0Q5wWcmSTJNgY5hy1F+VkfmZJewvEIftX3Av7pwr9hwCOto2nTWPHpHX+GD2/6wIoP3ffZTLCpSaDv+owPPW5pTTKWZVC/gTwfp+w+uF3ZXYMKggDHj38I7zlywMisMkeAU+lQ9tGPo+zjfw5WoyHvEYth6mc/xdi/fglR18K1lU1TggPlexJtR2BaUhdtMc463JJ65qlY+vaPuSXKqy11xWiuSs1VQxAEnBOpAhkG2HWIqgILnXpR3UAAuNOdXfeCYoMK7RuIQrhryIXhSe+ifU+MSS0CD1XuzejcxAiCALdIFQgwMFgXf/8OixElogTLC1MeTAbDi/alUCgAJ9dDa2lLtJUKL8psc8+isnITKvRlidfO2i8iHI8suEcqHB2dltiAHqk0g2UYPH9qEG4/ueeR3VWwmlbuEJBNIhPjS1qDLkXgdhci9uVrs1IolPSRtmDgv/7rv+KjH/0oTp48iWg0CkEQEnUFurq68IMf/ABPPPEEwmG64KBQVsqcVShZiPRGGQRFxYULTRW4GHJlMSy170Vpy8eg0s/LBhbi8E6dw/jNr8JtPwF+lQutdBENz2Cy53vwz1yVXFcZmlDW8jEoNGVLjKSshm3FUnXg+TxRB/qukmAgpzdAVZd6FjuFkg8oxHUDhThi4cK3pizZKE3EGLtxIUczmaOqLjWbuwXj6lc3bq1xw+WDR2RltttqgoylqsC1zrWpm/i7s0/h9eHj4EVJCnJWhkfqH8L/t+vTaCpqWNW9OZbBu2ukNqDPDU0hOi+LfYFVaFf21NOCIGD65z+D+/ib5CLHwbz/91d1P5V+7nel37UbNf/n76HZuEnyeuDWTQz978/De/H8grHvrHsASlENxhcHjiEUWzzBNxLncWGKBO8tKjmajJpF+4p59i5Ugb23HHBOkWBuy9ZSFJnzt4Y6JTVsFQZotOT/XbatQgHgwY4qSXsxdWAoFsI5e2eiXa2vRK2hOuNze5uwfxgR/2iirS3eumR5Co5lcKSKBFkFAK+MFL5FPIWSSQzWfQBDEvSaGoYACLCW6XGoggTeg7EQLtgvLXKH5NzxBNDtJslGDQY1Gg0aTDj9OHaRPHOK9Eq8a0/tqv4N2cR/MzU7cQmCAP/NG+mfDIVCWZK0BAOPHTuGf//3f0dVVRW+9a1vobOzU/L61772NWzcuBFXrlzBM888k463pFDWHbqdpPZAb8u2xM8yhsH24rWTJa/QlMHa+DisDY9DrpYG1QQ+DPfE7zBx62vwTXfmRMUSdPfA3v00osFJyXVj2b0oqf8gWFl+Z2sVIuwi6sA3c1w7MO7zIdjbk2hrt7eCYWkZXkphIRMHA7E26gbWtLQjIiPBokBfbw5nAxSZNaioWVnd2IoaE0zFyx+grwdOi2qPyRgGHSWFn/xEWRpXaBbfvvZDfOv6D+GaZxG/sbgZ/2vXZ3Ck9n7I7tKCvUavRrsokW4mHF2wrrCVG6A3ENeNvixahTqfexauY6+SCwyD0o9+DMYdByFTrqxWkFJXB7mKjJEXF6Piv38WJR/4QzAy8nvkA35M/Ps3YP/u04gHyMGkXqHD4er7Em1f1I/XhkVBShGXnR5JsuI+mwnsMpa+PSOzuDlIfvetjRbUl6f2OY/HeVw4QWrDchyDjgO1KY2l5DcMw6BWpA60j3kQ8GU3qbyuzICmSmOifa5rEu55czhvvyRRA4mDA9nAYz8paRus+5P232DUok5P9qrd7gD6PfnjvEOh5BsyhQE6M0nK1+sDKLVNw1pmQEdpG9QyUt/0+NiZhCAmFQRBwCuj0r3Xkf+fvfeObuM+870/gw4QAAGSYKfEJhZ1iepWs1zkEtfEsePETuKb7OYm2U3ZbG7y3jdlk7vn7Ltp6yS7m9xkY8drJ3Zsx92O7bioF5LqIimRYu8ECRK9z/sHKAwhkRRJkZRIzuccn+MZ/H4zAwoY/Ob5Ps/3yY3d9/7413oiUelYH7+xGO117BoihsN4Tp/CeXD/lQePguPdd7C//Gc8Z04nrEFkZGRmhmmJXD711FPodDqefPJJduzYgVabaFdYWlrKf/3Xf2EwGHj11Ven45QyMgsOQ1k5CqMRj8FEZ66UMVtuTUKvun4XBlNFZy4ks/RzpObfj0pjTXgtEnYz0PYGXbX/iXewdlKLrqkiilEGO9+nr/FZxIj0IKhQ6rEVfZLkzO1yD6MZZGWK6RJrm2tbHeg5fSrBC1+2CJWZi2guEwOvTV+s6USr0TGUIfXK0bb1jDN6dlizceJVAoIAFVsWz+DVzB3a3H7aPFIF0upUE0a13Id3PhKJRnivdS8/OPJjTtoTs8rNGhOPLfskX1r1P7AZJieEjcdteWkYRqyf93Q56PNJQX1BECgaUR040OdhwJ5oJzoTDLz9FgOvvZKwL+PRz2DesAm/s5FwYDJ9vgSSM7devlehwHrrbhZ95/tochOrn5yHDtDyT9/Be16yWN61aBvJGinx8L3WvQwGhhLmRUUxQbzXKRWsSR1f1BNFkZf2XloVOHGLz9qTXTgHpXvE8rU5GM26cWbIzCUutQptqp/9HncjqwPDEZH3j0m9wkVRZO8Ii1CDSk9Fxuy1iQh6u/C7pH5i+uTSBPv30RAEgTvyEv+ub7XZic7Cs7SMzFzFnLEFUZRC50uKWrFlGtEqNWzKXBff3+HuonGoZbRDjMoZh5t2jxRXWpliJCdJx8mGfs40SW4tJXkWNlziVnA9EA2FcJ88Qfd//YYLX/s7Oh7/KYHWib//kYTtfQy8/iod//YTLnzlSzR//zv0PP0UzsMHCdn7ZiXeJyOzkJgWMbCmpob169eTnZ095hir1cq6detoaxu7+bKMjMzYCEolxjVraVyyHHFEBVLFPLAIHQtBEEiyLier/ItYc29DoUqslAgH+rE3PU/P+d/hd09t4TERIiEPfReewdmTmOmkMWSTWfY36M1Ts6qSmTix6kApCHitqwNHWoQKGs1lllsyMnMBhUqPUiUJZyHf7NtwzQiLpeCdyRlkqL/7Gl4MOAYmluEqCLDz9lJyFluvPHgBcKAn8R6/ZQK9x2TmHk1Drfx/VT/nzw2vExxRYSMgsCN3C9/d9A0qMlZNe8KVQaXk9hFB8Ygo8kpLb0LA6XKr0JlNmBj88H3szz+XsM/20MMkb9tByG+nr/mFSR1PbylDZxpbXNPm5LLof38X6+7bYjegYcL9/bT/6F/oe/F5xHAYrVLDnYW3xl8PRkO82fRuwrEanF76/KH49npbMlrl+KGG2hYH59okAbGi1MaijIm5nYSCEaoPSGt/tUbJms2zZ88oM/NkL7KgGdF391pYha5ZYiMtWRKYPzjeQTAUa97ZMNhIl0dKONqctR6NUn3ZMWaKoUueS80Zlwv/o5GTpGN1qvQ96/QGONk/ej9EGRkZUGmSGXBKvy9mkwcxGEtk2ZazKWHs3o6DEzpmJCryTruU4KAU4JacVELhCH98T3IfEgR4+OYl103SeTQYxH28mq7f/JrGr/0dnb/4N5yHDhD1+abvJKJIsL2NoQ/fp/u3/5emb/0jjf/4NTp/9R84/vou/uZmxMgUmyjLyMgAMC3ptdFodEI3p3A4TDh87fs8ycjMVYwVG6jvlBbrxmiYYvP8txITFEpMtg0kpazC2XsIV+8hxKgUcAh6O+it/z068xIs2bvQ6DOm7dwBTzv2pheIhJwJ+41pFVhzdiNcpVWVzMRZkWLk/U4Nff5YsLCyb4jtWVaSNbP7bxANhfCcPh3fNixdhuKSingZmbmCWm8j4nIDEPLPDzHQUroMDtbEt1tPH2LFzvuuybWEghGOHZIC1oIAoyW35iy2ULFlsSwEDjMUDHHG4Y5vF5n1ZBoW1n22q9/DmaYB/IEwOq2K5QUpZM2jXmjekI9XGt/iQMcRRBK/FHnGbD5R9lEWm/PGmD09rE01UW130uyKBbEaXT5ODrhYPVzRlpZhJNmqZ8gRe72htpf1W/NnJCjnPHSQ3mf+O2Ff6r33Y735ViJh37AzhVQFpzXmAwIBdxNj4Xc2Egl7UarGflZQqNXYHniIpBWr6P7dbwgPDFcjiCKOt97Ae/YMmZ/7WzZlruODtv1x8eNgZyU35m0jKym25j7QLYl6CmBzevKlp0rg0qpAAbh368SrAk9Xt+P1SOLx6g156A2acWbIzDWUSgX5xamcPxv7zHW0DBLwh9DqZk9wUygEbl6Xx7PvxSzH3b4Qh852s2N1DntGVAUKCGybRYvQkN+Ob7A2vq01FqBNypnw/FtzUjkz4CY8vCB5p72f5SlG1HLLAxmZyxBFkbq6LDavb0GhiH1nhrr3ok8uJSMpnTLrEuocsXvE8d7TfHSJC7Nm/MSWSvsQ/QEpnrXBlkyqTsMbh5rpG1HxvnNNzoSTZGaKaCCA5/Qp3NWVuE+dRAyMY9ksCCj0eqKTsPpUJiej0OoI9Y7t5hIZHMRddRT3cG9jQatFV1CIvngJ+uIl6IqKUerldj0yMhNlWiKohYWFnDx5EqfTidk8epXS4OAgp06dorBw4g3BZWRkEunPy8fp64pvL2lrQLGx/Bpe0eyiUGqxZO3ElLaOoe59uO3VgGTV6HfW0+2sJyllFclZO1Fpxg9EjIcoirjtVTg63oYRvQkFQYU1706Mqauu5q3ITIGLvQOfa4xV+YRFkb1dA9y1eHZtM3zn6hAD0iJdtgiVmcuodDZwxYLJoUA/ohhFEOZ2MGjx8k108DwXw/XO87VwjcTAM8c68HlGVMtsK6Cw1MZgn5dAIEQoFCG3IAVr6vxP7JkMh3uHGNEqZUFVBdY2D/D6oRZqWy6vfi9fbOUjW/Ipn8OisSiKVPec4IWG13AF3QmvaZUa7iq8je05m1EqZt4CXxAE7lls4xdnW+Oftzda7ZQmxyz4BUGguDyd6oMxQX9owEd/r5u0aQ7MuY5V0/3EbxMyBay33UHKnXchihHsTc8TDkiWYRpDDulFDyMoVIT8dlRiB5FwAJ8fwkEXrt4DQKzXtrN7H9bc3Ve8BkNZOYu//0N6n/lvXEcOx/cHWlto/eH3SHvgQe5dcTv/efrJ2LEReeXCm3xh5Wfp9QWpH9F3bKnViEU7vmBzurGfC51Sot2GpRnk2IzjzJAI+EMcPyy5DekMalauz53QXJm5RUFJWlwMjEZFWhr6KVmeOavXsG1lFq/sb8QXiFWivFvVzsoyIyf7zsTHlKeWTKuN8ZVw9iRWH41mBzweFq2aLRkW9nbHfmeGQmEOdA+yc0SPdhkZmRiuIT+Dg2raOzNYlBuLQ4R83fid9eiTS9ieuzkuBkbECAc7j3Jb/k1jHi8QifJ+x4jfdIXAjdkpDDj9vHawOb4/Safivm3XJn4e9fvxnDqJq7oSz+lTiMHg2IMVCgyl5RjXrce4Zi3Bzg7af/qjhJYq483N+vwXMJSVEx4awnehAX9DPb6G8/hbWmCMCkAxEMBXV4uvbjgpQhDQ5uaiGxYH9cVLUKWkXjcVlTIy1xvTIgbef//9/PCHP+TrX/86//qv/0pKSuIiwuFw8M1vfhO3283dd989HaeUkVmQHHMk9irJP/wh4Vu2o0qeuug1F1GqjaTk3Y4pfSNDnR/gHUzsL+MZOInHcQaTbT3mjK2jZkSH/Hb8zgtEowEUCi06cxFqXcwuKhoNMdD6Ol7H6YQ5Ko2VtIIH0Bhm9yFURuLy6kAn27NSZrU60H1CsghFEEhaIQvDMnOXhL6BYoRwYCB+L5yrGJNTcVp1JDtior2ipeMKM2aGgD/M8cOt8W2dQc3KdTmoNSpKymLVNH19sjXXpQQjUSr7pH5kKVo1pcnzpyJuPPad6uT3b50bs39TbYuDc62DfOb2MrauzJrlq7t6er19PHfu5XjQbCSrbSt4oORuLNrZXdNm6LVsy7CyZzgo7glHeKejn3uGE41GioEQqw6cTjHQc+Y0Xb/+j4SgWfKNN5H20QcAGGh7i4C7Of6aUp2MrfDBuDOFWpeGzRarqOvrcyFGI/gGawgHY+/HZa/EaFuPWnvlIL/SkETW579A0srV9D79+7jtlxgK0feHp7EsX8HyilzOhNoBOG2vpd5xgbNDiX+PG64g3ouiyEv7pIpGQYC7b8i/4vVd5PjhNoIByW2oYvPiBDtJmflDXmEKKpWCcDj2/Wg8b591MVCvVbFtZTbvVMYE6E67h5drPiQ6Ill0+yxWBYaDQ3gGTsW3NYbs4UrhybEzy0qVfQjv8N92T5eDdTaz3JtXRuYSertia/WGxjxys7u5WEA71L0XnXkJy1PLsWotOAKxCvl9HYe5ZdHOMZOaDvQ4cIclkWtbphWjWsX/fescwZB0X7l/eyFG/exVQke8XjynTuCqrsJ75jRiKDT2YKUSQ/lSTBXrMK5ei9IkrQNUZjMZj36WnqeeGF8QVCjI+PRnMZTFihtUycmY1lZgWlsBxCxJ/c1Nw+JgPb6GBqLeMXo3iyKBtjYCbW0MffB+7HhWK7oiSRzU5uUhKGc+0UxGZi4wLb/0Dz30EB988AH79+9n165dFBXF+mcdP36cxx57jNOnT+NyuaioqODhhx+ejlPKyCw4gpEopwakDOr07jaSB/txH6vGcuOua3hl1w61NoW0go8S8G5msOOvCcESxAiu3sO4+49jTr8BU/pGFAo1flcTQ937EscCdMQsl5JSVuHqPUTIn9gXRp9cQuqie1GodMhcOxSCwE3ZKTw7ojpwT9cAd89SdaAoinhG9AvUFRYtODFeZn6hHikGErMKnetiIEBoUSY4mgGw9Hnw+Vzo9bNrs3Oyso2AXwpYr920CPUs2xrPRU4OuOLBSYhVBSoWQGZvbYtjXCHwIlFR5Mm36khN1s2ZCsFQNMy7LR/wdssHhKOJLSNSdVY+XnIvy9OundPFjdkpnBpw4QjGru1o7xBrU83kGXWk2JKwphlw2GOVbw21fWzcUTgt2ebe8+fo/I9fJGS+m7fcQPonPokgCDh7D+PpPxZ/TVCosRU9hFI9dgWdoFCSnL2L/uYXYzvEKEOd75NW8LEJX5d54yb0xUvo/t1v8J2rk673zGluajLgW6viQl5sPfxCwzv4FbfEx+QYtCwyjr9WPl5vp6VbSoTYsixzwha4HleA01Xt8W2jWcuyNdkTmisz91CrleQVpNBUbwegrXGAUCiCWj27Ad2bK3J5t6otVrwrRDnefwyGLyFVZ2VZatmsXYur9zAjnXHMGVundD/SqZTclJ3Ka60xi/hANMp7nQPxRAgZGZkYvV2xKnafT09nVwa5ObFq5aC3E7+zAX3yErbmbOS1xrcBGAwMcbq/ltW25Zcdyx0Ks7dLcn4wqpRszbRyvm2QwzWSTWZeupEdqydu/TtVIh4P7hPHcVdX4q05izhOWy9BpcKwdBnGivUYV69BmTT273by1m2o09IYeOM1vLU1iS8KAoayclLuvCsuBI6GQqPBUFKKoaQUADEaJdjdha+hflggbBjXWjTscFxmLaovLIpXD+oKi2RrUZkFy7REJJRKJb/61a/45S9/yTPPPMPZs7Eqnba2Ntra2tDpdHzqU5/iG9/4Bmr17GU2yMjMJ2oG3QQi0sK/+FwsI9BVXblgxcCLaA3ZpBc/gt/VyGDne4R83fHXxEiAoa73cdsr0RkL8ThOAaMH2gLu5stFQgSSs27EnHGDbDNwnbA8xUh6p4beEdWBO7KsJGtm/vcl0NJC2DFiAS9bhMrMcdS6xKBPrG/g3LefNi4pg5PNACij0FxTSXnF7P1W+rxBTlVKAesko0YOWE8AURQ50CP1HtMqFVSkjd6CYL7x+sHmKwqBF4mKIq8fbJ4TYuC5gQaePf9ner32hP0KQcFNedu5o+BmNMpr2+tNo1Rw12IbT9XHrPhF4JWWXv7n0jyUgsCS8nSO7msGYnZhvV0uMrKv7nPpb2qk8+c/S7DeMlasI+PTjyEoFPiG6hnseDdhTmr+/RPqi22wLMVlOETQ2wmAd7CGgKcdbdLErTTVqank/sM3cbz7Nv0vvSgFCD1ePrIPagqD7Kkw0hswo9dKn9sbMi3jrpejosjL+6RegUqFwF2T6BVYdbAlXiUGMetlpWpuW1vLjE9BaVpcDAyHo7Q3DVBQYrvCrOklzaKnojSdqrpeFJZeIkpf/LWtOZtQzJK9eiTkwT0iQUCts6FPLp3y8TbYkjnYMxjvXVbZO0RpchKnPD584QgRf5glZgM2vdyPU2bh0tspJa/0DZaSm9PLxXhSrDqwmC3ZG3iz6a9ExFhyz772Q6OKgR90DhAc4YO/KycFtSDwzLvnE8Y9fPMSFIqZiT1F3G7cJ47hqqrCW3t2TCtOGBYAV6zEVLGOpJWrURom3tbAUFaOoaycYHcXQksDEa8XX1RB0rLlaDIn724hKBRos3PQZufA9p0AMWvRi+LghforWot6a2skcVK2FpVZwExberJKpeKrX/0qX/ziF6mpqaGrq4toNIrNZmPFihXoZcVdRuaqOGaX+mqoohHyL8R+xHzn6gg7najG6Ne5UBAEAb25CJ2pEK/jDINdHxAJSgHFSMiFx3FyUsdUqAyk5d+PziT3Or2eUAgCu3JSePZCTPSNiCJ7uhyzUh3oHlEVCLIYKDP3Uah0KNUmIqHYg27I13eNr2h6yF2xAfsLf4lv9587BbMoBh4/3EYoKD2MVtywGNUsVzLMRS44ffT6JHFkXZoZrXL+B/q7+j2j9ggcj7oWB139nglXVM02rqCbF+tfp7Ln2GWvFSbn84nS+8k2Xj+262UWI0stSdQMxiyoOr0BjvQOsSXDQtEIMRBiVqFXIwYG2tto/9lPiPql/sNJK1aS9fkvICiVBH292JtfZGTymiX7ZgwTDPoLgoAl5xZ6638f3zfY8VfSl3x6UkEuQaEgZfftJC1dTtdvf02wQ0pwWNroJ6s3zKsPlsev0qRWstw6fgV2VV0v7X2SzdfWlVmkWyYWJxhyeKk7KfVOt6YZKFl2ZXFUZm6TX5yKQiEQHQ6gN563z7oYCHDr+jyq6npRZUj23yqFii1ZG2btGlx9RxGjknXf1SarKhUCt+el8XRD7HsVBZ6q77xsXKFJz43ZKRSZ5f7GMguLaDRKX48kBppTMjFYV+B1xBLzg94O/K5GzOYi1qSvoKrnBAB1jnp6IEeyuwAAIABJREFUPL1kJEnxiX5/kKMjbPBTtWrWpyWz52Qnbb2SA9iG8nRKF01vslfY6cR9/FisArCudlz7TkGjIWnFSowV6zCuXIVCd3WxfE1mFrYVJcD0t0dQJSdjqliHqWIdMJq1aD1Rr3f0yWNYi+qLl8QFQm2ubC0qMz+Zdq8ijUbD6tWrWb169XQfWkZmwTIYCHHBKWUglqlENKHhYJko4j5ejWXHjdfo6q4vBEEgKWUFBstS3P3VDHXvJRoeYwEw3nEUWjJL/waVZmGLrNcry61G0vWaeNC4ss/J9kwrFu3MVgd6TozIxs3IQD2FrDYZmesNtS5NEgP980MMtGYX0K5TovPHBLloU8sVZkwfHneAM8ekPoWmZB1lc7C/27Xg4IiqQAHYnD5+77H5wpmmgUnPEYGzTQPXnRgYFaMc6qzk5Qtv4g37El5LUhm4t/gONmWtm7VKmsnwkUU2GpzeeNb+u+39LLMasaQYSMswYu+JBesu1PWyZVfRlILwwe5u2n/6o4S+N/rSMrL+55cRVCoiIQ99jX9EjEqieFLKakzpk+tJpjMuRp9cgm8oVm0Q8LTic56fsKA4Em1eHov+3+/S/+cXcbz7dnz/YMYSRJUk/m1Kt6Aap5IhGhV5Zb/UK1ClFLhrS/6Er+Povua4IASwcXvBjFVOyFw/aHVqshdZaG+OJUw01/cTiURRznKiSHFOMnmLROxm6X69ImU5Rs3s3IOjkQAue2V8W6mxYLAuu+rjlluSSNWq6A+MbQ/Y6PLRfK6D+woyFky1vowMgMPuJTyij196lpnkzK14HaeRqgP3oDMVsj1nS1wMBNjbcYgHSu6Jb7/b0U9khAHErbmp+AJh/rznQnyfRq3g4zcWT8u1h4cGcR+rxlVdFbP8Hsd9QtBqMa5chbFiPUkrVqLQaqflGmabUa1Fu0Zai9YT6usdc37Y4cBVeRRX5UVrUR36wkLZWlRm3jEtYmBlZeWVB41g/fr103FaGZkFw7F+V4Kx5YbCXDAY4lku7qpKWQy8BEGhxGTbQFLKKhyd7+GxV01qvhgNJARiZK4vLvYO/OPI6sBux4z2ufD39hJoa4tvG1evkW0kZOYFal06flcsQBsK9COKUYTrMFA/GQRBwJdrQ9cQu0eYu4YIRkJolDNvJ3zsYAuRkTZ2W/NnPWg5F7H7g9QNSQJJuSWJFN3CaC/gHycIOx6+4NjWTteCDncXf6z7M03Oy8X3jZkV3Fd8JybN2P3urjUWrZqbclJ5qy1mSRiIRnmjtY+Hi7MoLk+Pi4EeV5Cu9iGy8yYnVof67bT/9F+JOCW3D11hITl/9xUUGg1iNExf03NEglLlgNa4iJS8O6e03rBk34RvqJ6LAcvBjvfQm5dM6f6uUGuwPfgJklauovt3vyHscFCzQqqIUkRClIUGgZQxj3GkpoeufilBb8eqHFLME+vFbe9x0VAjBfDSs03kL5n7/W1lJkZBSVpcDAwGwnS1DZKbP/ZnbaZIK+zBPiLHVDM4e+4xbnsVYkSqJjanb0YQrr5ipdHlY2ACv0FR4KWmHiwalVwhKLNg6O1KrGRLzzKh1pkwWJfhdZwBIOhpJ+BupjA5nxxjFh3uWKXt4a5q7iq8DZ1KS4fHz6kBqfovN0nLcquRZ949j2dEf/GPbM6f8O/iaIQcDtzHqnBXV+GrPz+uAKjQ6UhatRrTuvUYlq1AoZl/dsCCQoE2JwdtTg7s2AnERFJfQ8MErUX9Y1iLlsStRdWpqbP0bmRkpo9pEQMfeeSRST2g1NbWTsdpZWQWBKIoJliEWjQqCi1GelevwXnwAADeulrCLicqk5ypdykKpRaNNhXPlYdeht/ViFonBxquV5ZZjWToNfQMVwdW9TnZMYPVgQNHEwXlpFWyRajM/ECtG2G3JUYIBwbmxb1PW1QEw2KgwR+lpekUS4orZvSczkEfNSckGztLqoElso3dhBhZFQiwJWNhVAUC6LRTeyTTa64P66JAJMibTe/yfts+omKi9VSGwcZDpfdTYi26Rlc3ObakWzhud9I9vLY443BzfshDUZmNwx9Kve4aansnJQaGBwdp/8mPCA9IVUWa3DxyvvIPKHR6RFGkv/V1gh7JilOlsZJW8HEExdT+ndU6G8bUtbj7q2PXELDj7j+OKW3q90FD+VIWf++HnHzpFfoypB6ERefPMPTk2+gf/CTJO2+8LDYQjkR55YBUFahWKbhzy+IJn/fI3qaE7U07CuWErAVEQUka+96pj283nrPPuhjoD/tpCkhxrKjHTHVziE9siaKe4b6VYjSMs/dIfFuhSiIpdXqcuD7oHGBi3WpjguCHXQOyGCizYOjtlsRApVIgxRarBE7O2BYXAyFWHZixpIAdOVv4w7kXAfBH/FT1HOeG7I38pT2xb/JtuWm093n44LjkJGKz6Ni9IW/S1xjq78ddXYWruhL/hYZxxyr0eoyr12KsWIdh2TIU6vknAF4JVbIl0Vo0EMDf3DSi92DDBK1F34sdz5qCvrhYthaVmVNMixi4adOmURfjkUgEl8tFQ0MDoVCIXbt2UVQ0+w+C4XCYp59+mj/96U+0t7djs9m4//77+Zu/+RvU6isHjQcHB/n5z3/Ohx9+SH9/P0VFRXzuc5/jjjvuuGysz+fj17/+NW+88QY9PT3k5ubyyU9+kocfflh+YJGZEs1uPwMBqTfA2jQzCkHAuG59XAxEFHEfO4ZlONtFJpFoNDC1eZGpzZOZHRSCwK5LqwO7HNyTPzPVgQNHpSp4hdGIvnjJjJxHRma2SRADiVmFzgcxMHNZBc63D8S3e2uOzbgYWH2gJcHGbsO2fNnGbgL4wpGExKcsvYYC08Kx4VleMLWgdlVdHyuL0ybcc20mOG2v4blzL+MIJIq5KoWK2xbfxM2Ld6BWTHtnihlDqRC4Z3E6v66TRLlXW/r4yvJFZGSb6emMfU4b6/rYenMxCsWVRYCI2037T39EqLcnvk+dmUnu176BMikWWHT2HIj3IAIQlFpsRQ+hVF1d0D05awcex6l4n7Ghrg9Jsi5HoZy6BZjSaOT8ll0wosph6elKFOEIvc88hefUCTI+8xiqZEksPXimm16HZBt745ocLMaJXUNn2yCtFyQRNa/ASs7i6e2nJHN9k2TUkpFjpqcj9v1rqrez7dYlsxpfOdp9nMCIZ8NwzyICnhBHanrYOsNW4O6BE0TD0vfNnL4JheLqkx97fUEaXb4rDxxBo9NHny+ITb/wRASZhUdvp7Q2TcswxZ0+1HobBstSvIOxirGAuxW/q5l1mWt46cIb+MKxKt69HYdIT1qR0PKnNNlAgUnPv752PKFw76GblqBWTUxECvX14aquxF1dhb+pcdyxiqQkjGvWYqpYj6F8KYJq7qzJZgOFVouhtAxDaRkwFWvRgVGsRYvQFRfHqgeLiq6676KMzHQzLXeBJ598ctzX3W433/ve99i3bx/f+ta3puOUk+IHP/gBzz33HBUVFezatYtjx47x85//nHPnzvHzn/983Ller5fHHnuMmpoabr/9drKysnjnnXf42te+xsDAAJ/61KfiYyORCF/5ylfYs2cPO3bsYPfu3ezdu5cf/OAHtLe387/+1/+a6bcqMw8ZGRwDWJsaq/4zlC9DodcT9cUWFjGr0J2zfXlzAoViagGPqwmUyMwOl1UH2ofYkTW91YHB7i7a9/yVoVOn4/uMK1chTCAAKCMzFxhNDITya3Mx04iteDkOpYByuEFH4MKFK8y4Ohz9Xs6d6Y5vp6UbKSy1jTND5iLVdme8TxvAlkzrgkqiS0vWo9cq8QUmZ/t5vn2Q7/z2CHffkM/uDYtQzaIdrcM/yPP1r3Ky78xlr5WnlPDxkntJN8zNpILFJj3rbWYq+2Jr8IFAiA+7HBSXp8fFQJ83RGfrla0KI14v7T/7McFOKftflZZG7te/iSo5GQDvYC1DXe+PmCWQlv+xy+7NU0GpNmJO38JQ9x4AomEPzt5DWLJ2TvmYQ8EQZxySMJHS24zVIfWb9Zw+Rcv3vkPGpz+DcU0F4UiU1w40x1/XqpXcsWliVYGiKHJkT2Kgc+OO2bNmlLl+KChJi4uBXneQnk4nmTnJs3JuURTZ13FI2g6riQzEBMB3Ktu4YUXmjP1miWIUZ8/B+Lag1GJMWzctx25wjlH9Mt71APVOrywGysx7wuEIA32Sv1R6linhdXPm9rgYCDDUvZeMJY+yKXMdH7TvB2L26a+2dsbHCMCtuWlU1vVyrk1KolpekMLq4vHXTMGeHtzVlbiqqwi0NI87Vmk0YVy7FmPFegylZbIAOAnGthatj9uL+luvZC16Fm/t2eEDCmhz8+KVg7K1qMz1wKzcEYxGI//yL//Crl27+MlPfsLjjz8+G6cF4NixYzz33HPs3r2bxx9/HEEQEEWRb33rW7z88st88MEH3Hjj2L3WnnrqKc6ePct3v/tdPvnJTwLwxS9+kYceeogf//jH3H777aQOf5HffPNN9uzZw2OPPRYX/r7yla/wuc99jieeeIJ7772X0tLJN22XWbgEIlFOD0jWBAUmfbx/jkKtJmn1GlyHYg8H3nO1RFwulCbTqMdayOjMRdBx5XGXzTPNDUurhczl1YHwYZeDe6ehOtBbW0P/G6/hq7vc2trf0oK3rhZD2dwXTGRkFCodSrWJSCj2exPy9V1hxtxAqdHgyUjG3Bl72NZ39BMVoyhmqB9i1f7mhAzfDdsLFpSgNVWiosihERahSSolK1Ou375y040oijzxZu2khcCLhMJRXtzTyKGzPTy6u5SSSfaxmyyRaIQ97Qd4vekdApHE3spmjYmPLbmLtemr5vxnf3duGmcdHrzh2L/L3q4BPleQWP3TUNs3rhgYDQTo/MW/JQTtlMkWcr/+TdQpsXlBbxf9LS8nzLPm7kZvnr41qCl9My57dbyyyNV7CFNaBUr11J4ZDvcOMUK7x5vaw/7VSWw+5UE57BIbcbvo/PdfYN66nbryHfQ7pV5nN1XkYk6amJDQcqGf7nYpMbKozIYtU37WWYgUlqRx+ANJGG46b581MbBhsIlOj5Tsk60opTEaq+Bp73NT2+Jg6QzZlnodZ4kEpd9IU9r6aUtY9UeiVx40CoEpzpORmUv093oS3D5sl4iBGn06eks5vsFYrCDgbsbvbmVb7ua4GKhWFTEwwmxqTaqJFJWKH78v2XkqFQKfuHn0SudgVyeu6irc1ZUE2trGvV6l2Yxxbcz+Ul9SKltVTiMxa9H1mCrWA1OxFm0l0NZ6ubXokljvQW1OrvzvJTOrzFr6qFqtZs2aNRw+fHi2TgnAM888A8CXv/zl+M1VEAS+/vWvIwgCzz///Ljz//CHP5CWlsZDDz0U32c0GvnCF76Az+fjtddeSziXSqXiC1/4QnyfWq3mq1/9KqIo8sILL0znW5NZAJx1uBMy5SvSEnsCXvwxAiAaxX382Gxd2pxCrUtDa8yf1BytsQC1Ts7YmQsssxrJHJGdWm0fwjHCWncqDO3fR/vPfjyqEAgQ7Gin/ac/YujAvqs6j4zM9cLICpRYZeD8QFkgVZ+kDIZo65uZ6sD+XjcNtZKFTEaOmUVFs9vPaK5SO+jBEQzHtzemJ6NeQJXXr+xv4nBNz5UHDqMQBO7ZWkBBVuKasNPu4V+eOcbv3qjF5Q2OMfvqaHa28q9Vv+DFhtcThEABge05m/nOxm9QkbF6zguBAAaVkjvypCz9iAjv2gfJypPEh8ZzfUTGCIpHQyE6//3n+OrPx/cpjSZy/+Ef0aTHEpbCIRd9jc/GLTwBjGnrMNk2TOt7USg1WLJ2xLfFaIihrj1TOlYwEuVo71B8O1Wr5mNLNlC9NInnbrXSn5wYzHLu30vS7x8nezjJRKdRctvGRRM6V6wqUOoVKAiwflvBlK5bZu6TbDXE+3VB7PsnihPtdnd1jKwKBPjY8hsZeZd7p3L8IP1UEUURZ8/++LYgqDDZNk7b8XVTrCbXzmIVuozMtWKkRShA+iXrLoj1DhyJs3svGQYbZdYlgAKdVorXqQSBm3NSeeNwCw6XpBDevC6XrNTYvU0URQIdHfS/+jLN3/3fNH/n/6H/5T+PKQQqLRYsu24m95vfpvDH/0bGpx6NWYHKwtKMctFaNPXOu8j5ytcp+rdfsvif/g/pj3wa0+YtqG3jOztctBbt+8PTtP7gezT8/Zdo/8mPsL/yEp6zZ4j6J2ffLCMzWWa1Vrijo4NgcGYeTseiqqoKq9VKSUlJwv6MjAzy8/OprKwcYya0trbS09PD7t27UV5yM924MbYIq6ys5DOf+QzBYJDTp09TVlZGcnJihtrKlSvR6/XjnktGZjSqR1iEahQCy6yJmfKGZcsTrEJd1ZUkb9+BzOUkZ26jt6EFJtQiXSA5c+tMX5LMNHGxOvAPI6oD93QNcG9+xpSO562rpeepJyB6hazXaJSe3z+BOjVNrhCUmfOodTb8rljGfShgRxSjCDNUQTebpJavwn/gJBCz5uk4U8niXdPf7/Po3qaE7Y1yVeCEOTCiKlApxMTAhcLBM128OsI+USEIfHRHIWeaBqhtcSSMFYCyxVY+siWf8sVW7tqSz54THbywpxFfQBJT95/u4kSDnQduLGLriqxp+Rx6Qz5ebfwL+zsOI16yjso1ZvOJsvvJN09M4JlLrEk1UW130jTcU6vR5SOjNAXaYmJYwB+mvdnB4qLE5DExHKbr//4n3pqz8X0KvZ6cr/0D2uwcAKLREPbG5+IV2QA6UwHW3Ntm5L0kpa7B2XeEsN8OgLv/OCbbRtT6yVmRnuh34RshgG7JsLA01UJ5Sgm1nOePu1O44aSbNeekQFZy0MmnOv7CQesKUj5yF0b9xKzc62t6EyzaylZmYU29uh6KMnObwpK0+GfCOehnoM9DavrMVpIPBZwc75NaBZSnlFCWmcfqJQ6O18e+T6cu9NPV74kH9KcLn/N8QoJWUtpalOrpO8cS8+S/TwJQkix/D2XmP71d0u+zRqvEknJ53zeNIRN9cim+oXMA+F2NBDxtbM/dTKNbg0IhVRNuSk8m6AvzlyOt8X3mJA13bckn0NYa6wFYVUWwu2vc61JZUzBWrMO0bj26wiK5dcl1QMxaNBdtTi6WHTHnwfDgIL4L02AtumTYWjRFLlSQmT5mRQzs7++P222uXbt2Nk4JQDAYpLu7m1WrVo36ek5ODk1NTQwMDJCScnn2dmtr7Ca9aNHlD7c2mw2tVktzczMQEzrD4fCoY5VKJZmZmfGxMjITYcAfigcfAFakmC7LwlOo1SStWo3rcCxb0VtbQ8TtRmlcOPZaE0VnKiBl0V0MtL7G+IKgQMqiu9CZ5MzjucTS4erA7uHegdV2JzuyUrBOoXdg/+uvXlkIvEg0ysAbr8lioMycJ6E3lRglHBhArZub/b5GklVeQRNPxbc9Dedh1/Seo6fTSXNDf3w7Z7GFnMXW6T3JPKXT46d5xFpnZYoJk3ph9DU51+rgiTfrEvY9sruEHatzuH3TYrr6PZxtGsAXjKDXKFlWkJIQaFYoBG5cm8vaEhvPvd+QUF3o9oV44s06Dpzu5pHdpeSkTS14LIoi1T0neKHhNVxBd8JrWqWGjxTuZkfOFpSK+ZmBLggCdy+28YuzrXFbzFOKMFa1gBCK7Wio6U0QA8VolO4nfotnhFuHoNGQ85Wvo1ucHxsjigy0vELQK/URUmlTSct/YMaSMARBgSX7JuyNz128UgY738NW9NC480YiimKCeK9TKlg77FpyT9Ed1A3UE1HB3goT7qJsdh7oJzIUG69AZKvjFOq9ToKlX0CTmTnuuSKRaEKShVIpsO6GifUZlJm/FJTYqDrQEt9uOm+fcTHwYOdRoqL0XLAjdwsAt67Pi4uBAO9WtfPo7ulrCSOKIs7u/SP2KDCnb5624wPY9BoKTXoaXROvQikw6UnTyf0CZeY/vd2SGGjLNI2ZXJWcuT0uBgIMde+jeNED6Ee6+YpBtmUm8+RrdYQjURBFMgIDPGhx0/OD1wj1ju8QoUpLw1SxDmPFenT5BbIAOAdQWUaxFm1qlHoPXqiPF3VcxmjWoikp6IuXxHsPanPz5M+BzJSZlqft5cuXj/la5BLl+/Of//x0nHJCDA7GHj5MY/RQu7jf5XKNKgZenG82X14ODjG7UJfLNeFzNTU1EQ6HUU2xeavNJvdHmCxz+W928Hxnwvau4kxso/TQUezaQd2wGEg0itBwFtstN8/GJc45bLZtpKVn0dX4Hq6BhkteFTClFJFVeBOmlOJrcn0yV8d90Rz+81gscBQR4YjDzSMrJlep4G1vH9MadMw5dbUkBZwYcnMmNU9G5npCr17MwAgHGr3GhdU2D5IibCZqrAb0jlgfB01rN2lpxmmt2vvLi2cStnffs3zC64+5vE6ZDl7r7E/YvrMsB9sCqDjo6HPz7y+dITLCCv6jNxbzsVvK4ts2m4mVZeMLJhfH/e//kcbxc738559P0WWXKqnOtw3yT08c5b6dxXz85hJ0mok/g3S7evlt9bOc6rn8N3FD7mo+u+bjpBrmv+htw8RuX4C3LsQCdZ5IFPPaDFRHYm4EzQ39WC0GVGoloihy4T9+heuI1BZDUKtZ+v9+G8uqlfF9nQ1v4x2siW8r1QZK138OneHqEjCudD8R0yrwOypxO2JV4D7neXTKXkwpE+tPeLbPSZ9fcvnZviiN3Mzk4XOXsq1vA3ubjwBwzOJCf++tGF84QplHEm9CLc20/vB7FDz2GTJ23zLmvbjyQDOuIanP4PqtBRQUTa6KUWb+kZZmxJpqwNEf+01vbRzg9vtWzNj5ItEIBw8djW/bDCnsLF2PQqEgLc1I8d5GGtpjlcIHz3Tz+ftWTrgf5pVwDTQQ9EpN71Oz15KVkzstxx7JfYpcfna0PqEP6Hgk6dSkphlRyO4HMvMYvy/EYL/UAy6/KG2c31gTvv5yhuyx9ZLf2cBZew8IkhroC57gSJuf7tMX2OluoczdgiXshnYYq7mJLjOT1Bs2k7ZlM0lFhfPCcWRhP/eYIDcNtsWs4MVoFG9bO67aOpy1dbjq6vB3jy0KhwcGcB09gutobJ2l0OkwlZZgXlqOuawUY0kJKsPl1asyMqMxLWJgOBwe8zVBEDAYDJSUlPDZz36WG2+8cTpOOanr0mhGX5Bd3B8IBEZ9fSLzfcNK/mTONVUxUGbhEBVFDnUMxLdtBi1LrKNndVvXrEKp1xMZ/izaDx4mQxYDx8SUUowppRi/pxdn/3ki4QBKlRZzagm6pPRrfXkyV8HqDAu5Jj3tw9mtB9rt3F6UQZpBe4WZEoPHT07+xKLI4ImTshgoM6fRJSXa6vrcPVin5rR73aEozIPqWMZuWp+fjsFOcq3T831tbrDTNKIyYMnSDHLlqsAJ4QyEqOySrDCLrUksXgBC4JA7wD/99jBunxT+2bIyi0fvWHpVx11Tms4vv3Ejz79Xzwvv18cyz4FwROT59+rZe7yD//nRlVSUjf/FDkVCvFL3Li/VvEUomviMZzOk8FjFQ1Rkz1zw/XrkzuIsjnY66B92H+gyKkk3q9E6QwQDYRrqeildnknzE7+n552/xucJSiVl3/yHBCFwoOs4XY3SGAQFRasevWohcCIIgkBuyZ3UHflFfF/7+Tco2/jlCVUk/rVZ6osqADcuThTnHlp+N4daq+OfmwOeI/iybmC5M5db7UfRDPdGjAYCXPjPXzNQVUXxl7+IxmJJOE4wEGbvu1KvRa1Oxdabpt/eWWbuIQgCpcszObwnJmj3dDpx9HuwTrM950WqOk8x4JOqYW8p3o5iuBJDEATu2V7ET/4QqwIOhiK8fbiZB24qGfVYk6Wr6f0RWwKZBTMTRytLNfHo8sU8daZlQoLg6T4n/326lUdWLJIFQZl5S1f7UMJ2dp5ljJExsopuiYuBHlHHB+0eYPheEXaz/shhrM0f8mnfWNJfDF12Nmk3bCZ1y2aSCvLnhQAoMzqCQkHS4kUkLV5E5m23AhAccOAcIQ56GpsQx7AWjfr9DJ08xdDJU7EdCgVJ+Ysxl5dhKivDXF6G1jb3XX5kZoZpUaXq6uquPOgaoNPpAAiFRr/hXuxfqNePrp5rtdqEcaPNNxgMCWPHO5cgCGOeayL09bmuPEgGkDJO5urf7ILTGw84AKyyGrHb3WOON6xcFc9CHjx5iu6mLtkq9IroEfSr4jdBlxdc3rn5eZGR2JFh4ZlhMTAiwp/PtnHfJHoHOu2DVx402rw+B+o5er+RkbmIUm2K968a6u9AbZ4fn+mkwjLCw2KgOgLHD+1Bu/6uqz6uKIq889rZhH2rN+ZOaO0x19cp08F7Hf2ER0QeN6SY5v3fIxSO8uNnjydU7xVkmXnklhL6+8de502GWytyWJFv4b/fPkddq/Sb1jPg5fu/Ocy6snQ+cdMSrKbLE2XOOxp49txL9Hj7EvYrBAU35W3n9oKb0So18/7faTTuzE3jqXrJtcNRZiWjshdBhGNHWhCPvMvAa69JEwSBjP/xeSIFZfG/V8DTTk/9cwnHTcm7E38kHf9V/E0ndz+xYrAswzsYu3d5nW201B8lybps3Fm9viBn+qRe5kutRkRPkD7PyOdkNTtzt/Ju64exTY0PVWYbZyhi5Y0bKKl+HX9DfXy0o7KaY1/+Khmffgzj6jXx/dUHW/C4pGTdletz8XgDeLyjJ/DKLCwy8xL7ylYdamH1xrwZOddrNZIgpxKUrDSvTPieleaYsRg1DLpj34NX915g67IMVMqrs24LeDtx9UvfFb2lDJdXP2PPqiU6DZ8tyeHDrgEuOBNt6wTAptPQO6IqeH97P35/iHvz02VBUGZeUl+XWKGlS1Jd4TfWgs5cjN/ZQFV0BWGke8CW/R+y5NzYczXZOfEegJrsHARBwAf4xon/zTXk556JooKS5ZhKlmO6Z5LWotEonsYmPI1NdL3xVuxow9aiF+3EliOyAAAgAElEQVRFZWvR+cdUq23ndYma0WhEoVDgdo9+E71o8TmWtWdycmyhOdZ8t9tNamrqhMa6XC4MBkM8k0xGZjyO2aWHbQFYmzr+F9y0br1kSRSJ4D5xnOSt22bwCmVkrk+WWpLIMmjpGg4YXewdmDLB3oEK3dQSNhRXkeghI3O9oNbZ4mJgyN93hdFzh6xlFbQ9/0p8e/BcDUyDGNjaOEB3u/R7XVRmIy1jIdvfTJxwNMqRXinr2qJRUW6d30lMoijyxJu11I/INk816/j7j61Eq57enntZqUn84yfWcPhsD8++X4/LKyUrVtX1cqaxn/u3F7JrbS4KhYAr6Oalhjc40l192bEKkxfzUOn95BizpvUa5xplliSWWZM464gJuSGTGnduEqY2D03nesmtf4OR/4oZj34G84ZN8e1wcIi+xudAlDK8TbZNGFPXMNtYsnfhHaqF4T5og53vYUguRVCMHRo41JuYLHVDxuhVErcuvpEDnUfwhmPBKlX2BQzeArbtXI7mphU4/vIm9ldeguFM94jLRecvHyd5+05sD36CYFTBiSOt8ePpDGpWrZ9+a0SZuUtmjhlDkgbvsBDdVN83I2Jgt6eH8w6prcSa9FWYNIm/UyqlgpsqcnlxuFJx0B2ksraXzcuvbPE8Hom9AiE544arOt5EKDIbKDIb6PMF6YpG8IcjhP1hlpgN2PQaTvQ7eb6xh4spPFV2JyJwnywIysxDejql9b0hSUPSKAlUIxEjEbT+RXSJPdSJhfH9loE+is6fumy8KjuX5A0bMK5dhzY7e/ouXGZeodBqMZSVYygrB2LWosHOjmFxsB5/QwMh+9jP7KNZi+oKi6Teg4WFU45/ycxtpiQG9vSM39z0SmRkzI7vlEajITs7m/b29lFfb29vx2q1YrGM/jCTn58fH3cpvb29BAIBCgpi/XRycnJQq9Wjjo1EInR3d1NUNLF+DDILG38kwhmHJCoXmfVYriBkGJatQNDqEAOx3hquqkpZDJRZkAiCwE3ZKTzd0AVAVIQPOwe4v2BivztJy5czaQlEEEhatrAs02TmJ2qdDb8rFtAKBeyIYgRBmF6R4lqgy84lpFWiDsSCz0LL6OvCySCKIkf3NsW3BQHWb8u/6uMuFE4NuHGHJVFkc7oF5TwPJr6yv4nDNdIzlF6r5KsPrCR5mvpLXYogCGxensmKolRe+PACe09KVW3+YIQ//LWe/We6WLPRy/6+D+LizUUMKj33Ft/B5qz1KCZgIbkQ+MgiG/VDXoLDFa1DhWb0vT4IRLEn5ZLhbgbA9tDDJG/bEZ8XjQTpa3yWaFiqCNWZl2DJuTa2/iqtFVPaelx9seBQJDiIy16FOX3TqON94UhComKOQctio27UsQa1ntzoGs5zEABBFWbRyu644J1yx0cwLF1O929/TbC7Kz5vaO+HeM/V0r7u4wQD0r1h3ZbFqCfR61Jm/iMIAvlLUqk5Efv8dLc78boDGIwTbwswEfZ2HE7Y3pG7edRxO1bn8NrBZoKhmLj+TmUbm5ZlTNneL+TvwzckOW/pTIVoDLMnFtj0GpaOUsWzOtUMkCAIVg/fF2RBUGa+0dctffZtWaZRv89iOIz3XB3u6ircx6uJuFwcefRhRL20Zqqo24dCjH1jeqwqGnL15JZ9ilt2b5z5NyEz7xAUCrS5eWhz87Ds3AVAeHAwLg76GuoJtLXGE64uJer34605i7dm2NlGENDmLUJfXBwTB4tLUKekzNbbkbmGTGllvWPHjikvbgRBoKam5soDp4mKigpeeeUVmpqa4sIdxATNlpYWdu7cOebc7OxssrOzqa6uJhqNJlT1HT0aayS9Zk0sm1OlUrFq1SpOnTqF2+3GOMKi8dSpU/h8vvhYGZnxOD3gJjTCNmttmvmKcxQaDcZVq3EdjT20eGvPEvF4UCbNTP8EGZnrmfJLqgOP9TvZmT2x6kBNZhb6snJ8dbUTPp+hrBxN5tVlAMvIXA+odSP6P4lRwoGBxH1zFEGhIJibgfpCTAxJ6/HQ73OQqp96b7/Gc3bsPVLiTsmyjBnrWTTfEEWRgz1SlZFaIbDOduW1zlzmwOkuXj3QHN9WCAJfvHcFObaZr4Y06tV85vYytq7I4qm362jviwlSgt5Ft/Uw73Rdbo+9MbOC+4rvvKwKZqGTrFFzc04qb7bF+oSKKgWDSyyknRmgx1hAhruZ1Hvvx3rzrfE5ohilv+XPhHySEKzWpZOWf/+E+vTNFObMbbgHTiBGYmslZ/c+jCmrUaguF/kq+5wJzyZbMixjxgLcvhDnjpsRS/UodDGBuTl0GrtvgDR9LMCky89n0Xe+j/3FPzH4/nvxuS67i5paBwxXKJrMWpaulismZC6nsNQWFwMBmur7WbZm+j4r/nCAI11SpXSeMZt886JRxxr1am5YnsUHxzsAaOlxcb5tkNJFU1tjOHsOJmybM7ZO6TgzwViCoIjI/fkZsiAoMy/wugO4nZItdUaW5PohhsN4a2twVVfiPn6MqEdK8unNyKFZL8WcM+mloMjPX4eKaFo9iNMYS4opXBKdhXchs1BQWSyY1q3HtG49cKm1aD3+Cw1jW4uKIoHWFgKtLTC8HlOlpA5bixbL1qLzmCn9i2ZnZ5OVlTWl/zJnOWB67733AvCzn/2MaDR20xVFkZ/+9KeIosiDDz447vy7776b7u5unn766fg+t9vNr371K3Q6Hffcc0/CuYLBIL/4hdSUPRQK8fjjjwPwwAMPTNv7kpm/jMy81SoVLLVMLBBjHL75A3GrUBmZhcjF6sCLXKwOnCjW3bdP/GQKBSl3Xr3doIzM9YBanyj8hfz2a3Ql00/SktL4/5u8URpbLrfsmSjRqEjlPqkqUKEQWLc1/2oub0HR7PbTOaL319o0M3rV3K9AHYtzrQ6efCuxv/oju0tYVjC7mbfFucl89zPruW/nIrSLz6NddhClKVEINKtS+PvVf8OjSx+UhcAx2JxhIUsvVXP6MvT4UrX0G3Ix3nLnZWuCwc738Q2dj28rVEnYih5CoZzeKqbJolQZSB4hMkQjPoZ69l82LiKKCRahJrWSFSljfzbeOtKCPwDh9pIRx4jwWuNfEsYptFrSH36EnK9+HeVwu43mlFVER1iVrlmVglIlB6BkLid7kQWNVvrdaDo/vdbmlT3H8Uf88e3tuVvGTYa/eV2ile07lW1TOm84OIRn4HR8W2PIQWtcPKVjzRSrU818vDCTkX+NY3YXf27qISqKY86TkZkr9HYl9rVLSzfgPnmC7t/9hgtf/3s6Hv8pzv37EoRAEajeuCth3iblSVQ5Ao1pKxjSSb/5+zsPIcrfFZkZ4qK1aOpH7ib3q/9A0eP/zuLv/5D0Tz2KadNm1GnjJ/qGB/pxHT1M7x+epvUH3+PC33+R9p/+iP5XX8ZbW0PU7x93vszcYEqVge+///6VB10nbNmyhTvuuIM333yTBx98kI0bN3L8+HGqqqrYvXt3QmXgRRHv7/7u7+L7Pv/5z/OXv/yFf/7nf6ayspK8vDzeeecd2tra+M53vkPKiBLa+++/nxdffJEnn3yS8+fPs2zZMvbt20ddXR2PPfYYpaVSIEpGZjTs/iAtbunmujLFiGaCDciTlq9A0GoRA7EAm7u6kuQbrp9MQhmZ2aTckkS2QRsPOB+zO9mZlUKK7srVgf7GCxM7iUJBxqc/G/dwl5GZ66i1l4iBvl6wzI/Pd+bStXT/5YP4tr3uJJTtGGfG2NTX9ODo98a3y1dlYbbI/RYmysEeR8L2lvTR7frnA139Hn7559NERlRV3b5xETtW51yT66l11HE0+gqKjMR/AzGqINxZSE9XIW92e7De6iNd/kyPilIQ2B118aSoifkDA45SC1pHAOfSrWSPEAzc/Sdw9Y6o8hGU2Ao+jkpzfXzmjbYNuPoqiYRiiYiuviOYbOsSrq/G4WYoGI5vb0xPRjVGhviQJ8h71TEb5shAJgpfC1F9TEis6jnBrrxtLDYn9nZLWr6S/O//Hy48+Qc63Uuk/QEH6j88y1DkE5i3bZ+yK5HM/ESpVJBfnMb5s7GK246WQQL+ENoJrPOvhCiK7G2Xvrd6lZ51GavHnZOVmsSqolROXugH4ES9nR6HlwyrYVLndvYeAqSqIXPm1uvys78qNVYp9afG7niF4LF+FyLw0QK5QlBmbnOpGOj55T8T8AyNMRoQBHo3bqcnS6oeLhDayBRiSZXb8zt5xZ6DKrMFgE5PNxeGmim2FIx6OBmZ6WR0a1EHvoYGfA3n8TU0xCoDo6NXrF5mLTp8vFj1YKz34HRYiwa7u/CcOUPU70Oh05O0fDmazIXdr3wmUX7/+9///rW+iJnmpptuQqVScfz4cQ4cOIBSqeTRRx/l29/+NiqVpIc++uijHD16NEEM1Gg03H777QwNDXHw4EGOHz9OZmYm3/72t/nYxz6WcB6FQsFtt91GMBjk6NGjHDlyBLPZzJe//GX+9m//9qoXcl5v8KrmLySSkmKZN3Ptb7a/20HzCDHw7sU2kjUTe6gRlEqC7W0EO2MWJSG7HctNN6NQz0wvGhmZ6xlBEDCplZwaiNn4iUAgGmWpdfxKh1BfH92/+ZW0GFIq4dLMPUHAUL6UjE9/FtPaihm4ehmZa4OgUOHuP4YYjf12KlVJGKxLr/FVTQ9qswX7W6/HM9ntqgAlm3dP+jiRSJR3Xj5LwB8LjitVCnbftwyNdnL5dXN1nXK1OAIhXmmRKjhKkg3ckDl1u9brGZc3yI/+eIJBt/RvXFFq49HbymY9uOvwD/J07Z94vekdfOHEjF6F24a/bi3RwUxAoNfhY8+JThQCFGabUSjkoO5IvOfP4frlv+HV6um3xYIUolqBAKj7/ZQsi/Uo9rtbsDe/AEhriNTF96JPXjLKUa+Oqd5PBEGJUmUY0Z9MJBL2YbCUxce81NwbFwNVgsDHCzPHTFR8eV8j59suBkwFbllZSnNAsl3v9drZmFlx2edfodVyrFvPgF2ysSrvO0iSbwDPyRME2loxlC9Fob221ZQy1x8X6mK/J6IIKTYjqelXX9F8YaiZd1s/jG9vz9nMirQrr4WSkzQcPNOdsG9lUeqEzxsJeRhoeZmLYqBal441Z/c1EQMnck/JNGix6TScdUiW6d2+II5AiHJL0nUpYsrIjEc0EMB98jjHDzThicZiaPqgk8X2E5cPFgT0ZeWk7L4d2yOf4VVzNp7hXtgCcEfSBbSRWHKAzeilpjWfgFXq3RyKhFiTvnLG39P1wkJ97rleUej0aLNzSFq+Esv2nVhvvQ3D0mWo0zMQVCoiLhdiODz6ZFEkMjSEv6kRd3UVg+++zdD+ffibmogMDSKoVChNo/fZHA1vbQ3dv/8d9j89i/fMaXx1tXjPnGbw/ffwnj+HOiX1itWMC5mL363JMq3duHt7e+nq6iIUCiWUPUejUQKBAHa7nQ8++CDBRnM2UKvVfOlLX+JLX/rSuOPOnfv/2TvvwDiqc+0/M9u7yq5677JluUguuIHpDsYFQzCEGsK9KRA6hBB6Qr6bBENC4N4EMCXBFAOhGdPdu+QiyVax1ctqtVqtpO1t5vtjrZ0d9bKy2vnxj8/ZMzNn0eyU87zv81b226/VavHcc88N61hKpRKPPvooHn300RHPkzCzYVgWx9q5KCStVIRERd+6HYOhLFwIy1F/PUv4fLCdOAH10mWhnCaBMGXI6ZUdeLy9GxfFhiNSOrBA3vbBu2A9nkA7+qZbIMvMAlV/Fj67HQ6GhmI2iVIiTF9EUh18Hv+9yOMMre3WREJLJHBFh0PW6s+I0rR2w+K2jtgKsbK0Fd2dnJiStyAOChVZoB4uBw2dCA6vWBY9OTKkQo3H68NLH5eirZMTN1Jj1bhzzazzmjHhY3zY3XwAX9R8DZePvwCjEitxbeZazA6bjU/31eG7oqaAxZvHy+Cj3TU4eMqAW67IRlbi9Pw7jRRnbQ1a/vYCWLcbBUd2oiE1G06Zv1Zod7IKtUeNcDo8ENAWtNd8ALBBGT7Ry6GImDNRUx8QefgcdLcdgsfhFzHs5hK4oxZDLI9Fo9WJhqAgxbmRKihF/S8fmC2uQM00AIgKl2HDgoUwlp5CmckvNp7prMEpUwXytPyMc2OrBWfLuftNGNsNrY2zWbSdOI76mmpE33YHlPlzx/6lCdOCxNQICIU0vF7/76ym0hgQ48dCcFYgAKyIXzKs7XKSw5GgU6LJ6BfH9pXosWFFKuTDzFa0GA+DZbnFV3X0skkvqOUHZQj2XO2Om/zPkCRDkDAVYJxO2EpOwlJ8FLbSEjBuNzpSNwHnXIjVrqCSCTQNeXYulIULoZy/AEK1v4ZmsbELbU7uGatQp0ZDQxxmq/zryxQF/Djfgb2iTFSYzwAAThjL0OWyQCPh6hESCBNFj7Voj+MVyzBwtzTDccZfd9BRfQbe9oHLh/itRf32ogBAy2SQpqVz2YOpaaClfde2u/btheHtNwbMSnRUlKOpqhLRt94OzbIVIfimhB5CIga63W48+OCD+Pbbb0OxOwJhRnK2245uD/cCUKBVj/gFQJGXD0osBuv2P4xYio4QMZAwY6EoCpfER+BfZ/QA/HG2u/RmbEztf6HAVlYK2/FjgbYkJRXqZStA0TR0c/y1b4xGS7/bEgjTBZFUB6elBgDgcZnAsj5Q1PSo5yZOTwdaiwAAOrMX1YZKzEscfnav1+tD0f76QFskFmD+kqRBtiAE4/IxKAqqi6yTipGhHpmF2lSAZVm88WUFzjZxllKRail+fW0+xKLz91uq627AexUfo9HawuunQGFF/BJcnXYl5CK/FeimSzKxNC8Gb31ViVo99zdqabfh/71zDMvnxOK6VelQyWeu24SrqRFNLzwfqJUicTmxrKkK32fO9w+gKZiyNKiuaEK4dAcYHycEy8JyoYldNRHTHhKKohAedynaqv8d6DM3f4eojJtwwMCvKbl0EPF++8E6eLzcYs665akQ0DTWpf8Ip0yVYM+FAXxS/SVmRWaDprjswiN7ann7WrFpGWSnANPnnwI+f6aFr7sbLX97AZqLLobuuutJliABIrEAiakRqD3jX6BsrO2Ax+ODaAzX2S6XBSeMZYF2bkQWouTDy0igKAqXL0zEli/92bAujw+7T7Zg9eKha/4xPicsxqOBtkAcBnn47BHOfmLIj1QBFPBBNREECVMDn90OW8kJWIqLYC8r5QUCO4VKeAWcaKF2d0CeNweqgkIo5y2AQMUX7zwMg++aOwJtEU0hTybDnw55oCpUIync/0wVIarDRdGXBcRAH+vDgZbDWJ166Xh+VQJhVPCsRVcFW4ueEweHshZ1OGA/VQb7qXP3036sRT1thkGFQG5nDAxvvQFRpJaU5wkhIREDt2zZgm+++QZCoRA5OTkwm81oaWnB4sWL0d3djaqqKni9XqSlpeH+++8PxSEJhGnHsaAFMgrA/Ej1iPdBSyRQ5M+DtcifHWg/fQo+ux0C+fRbbCMQhkOORoF4uQTNQ2QHsl4v2t59h9cXdePNoAaoi0MgTFdE0qBFL5aB19XB75vCROXOg2m/XwykWUBfeWJEYuCp4y2wWVyBdn5hAmQzWBwZKcfau+H0cS98S6PDJn3Ww2j4dF8tDp02BNoyiQD3/nguNIrzc644vA58Vv0V9jYfCggwPSQo47Ap+xqkavqK2EnRKjx2cwF2n2jGh7tr4HBxAWr7SvU4cbYdP16VgWVzYqbl320w3K2taNr8ZzB2W6BPlp2DizauQ3VNW8Di3xUuQY3jJOaCi54WyWIRmbRuUv8/k6rTIFWlw2nx10x2WWvR1nEWpUGlJdNUMsTK+xfgTF1O7DnJic5xWgUW5/oDr+KUMbggdiEO6P3vJnqbAYf0xVgatxAA0NLQiYYabiE1MTUcCamRQOpaKGbnQf/aP+ExcNaLXbt+gL38NGLv/G9IU0i9pZlOapY2IAZ6PQyaajuQmjX6Z5YDLUfgY32B9sr4C0a0/eJZ0fhwdzW6bf7A3O+Lm3D5wkQIhnifsBiLwDLc84U6eikoauq8g+RHqEABeL+XIMgCuJYIgoRJgM9mg/XEcViLj8J++tSAFojdUi2vnftfNyE+M2bA/R40dKIrKKB/aVQYPttVAx8D7KpOxC2FpwKfxbpbES4Jg9nlD7TZ13IYlyevgoCeHkGXhOmNMCwcqsJFUBUuAuC31XXWVAcEQmdNNRiHo/+NGQauhnq4GurR+cN3AABKKBxaCAzavmP750QMDCEhecLYsWMHaJrG1q1b8eGHH+K+++4DAPzmN7/Bxx9/jJ07d2L+/PloaGhAVFRUKA5JIEwrHF4fTpu5BYZMjRxq8ei0elVhYeDfrNcL28l+PM4JhBlCT3ZgDwyAnfqOPuPM333DW2xSL18JWVra+ZgigTCpEMn4i2gex/SxClVn8Wv+OKvPDntbj9uLYwcbAm2xRIi5ixJCNrfpDsOyvCwjmYDG/MjpZ420v1SPz/bXBdoCmsIvN8xBvFYx7sdmWRZFhhN45tBfsKf5IE8IFAvE2JixBg8X3t2vENgDTVNYtSABz925GEtm8bPorQ4PtnxZjv/ZehzN7bYB9jD98Jja0bT5T/B1c0F70rQ0xN99DwQSCdanRIMKKo9xXJQOF+u3BRSIVNClXQ9aMPmDBsLi+dkJ+xtrwQRpyctiBs4K/PxAHbw+bvC65am8WpNXpV0GEc1ZJfbY1rIsi0O7a3j7Wnwh9+wlTU1D8hNPQ3PRxbwxHkMrGv74e5i++AyszwfCzCU5I5J3rtVUDWxjNhQ+xod9LYcC7XBJWB9L26EQCWlcvCA+0O7odqG4cvDnKIbxwGI8HGjTQiWUEfNGdNzJwJwIFa5Pj+EtMJ4wWfBhjSFgQU0gnE98Viu69u1B04ubUX3/r2F44zXYSk72KwRSQiEU8+bDW8jdbygKiEoeOLjA7vVhl56LmpELaYTbGZyq9a811JjC0G7n7p12cxkujuGsrjtdXShtPz2m70ggTBS0RAJ57ixEXr0OCfc9iPS/vozkJ59F1E9ugWrxBRBqtYNuP2BNwgGwV5TD3aofy5QJQYREDGxoaMDcuXORn+8vgJqfnw+WZXHsmN9uTafT4cUXXwRFUXj99ddDcUgCYVpR0mGBN+gheYF25FmBPSjmzAUl5hYdLMVHBxlNIEx/ss9lB/Zwot0CU5Cvv7fTDNPnnwXatEwG7TXXntc5EgiThd5ZgNOpbqAoIgJulSzQVjSZ4PA6B9mCo7S4GU47ZyM0f0kiJMOsA0QAznTZYXJx//8W6jQQC6ZO1sNwqGww480dFby+m6/IxuyUiAG2CB1t9na8fPJ1vHFqK7rdfDvrubo8PLH4QVyctHLY0ecapQT/tXY2Hrh+HqLCZbzPqho78dSWI/hodzVcnuktxHg7O9H0/J/h7eCCiMQJiYi/5wHQUv//lyiZGPNk3P8jJ6Q4zMwFRQmhTbseQvHon+nPJ2JZNBQR/kVKLytAmScu8FmERIRsTf+CdpvZjv2l3OJMgk6Jgmz+fSRMosElSSsD7S53N3Y27kX9WRMMzZzImp6jgy6GHyRASySIvukWxP36XghUQf8vfT6YPvkYjX/6I9zGtpF/YcK0QCoTIS6JW2yvP2uCzzfMTINelJrK0eni7J1XxC/h2dkOl4vmx0MYdH/7+kgj2EHEMJvpBBgvF2ChjloCig6Jgdd5p19BsMOCbTUG+IggSDgPeLu70bl7F5o2/9kvAL65BfaykoDldDCUWAxlQSFi/uvnSH/xJcTfdQ+6wN2DwrUKiMQDPzft1nfwHC9WRofjwx+4QEOKoqBNDLYIZzGLdkIYVH5hd/PBUX5TAmFyQdE0JIl+W9HYO/8baf/vL0j98wuI/e9fIuySyyBJTgHG4rrFsrCdKht6HGFYhOQpw+v1Ijqaix5NSEiAUChEVVVVoC86OhoLFixARUVFf7sgEGY0xUEWoTIBjdyw0UeQ0xIJFHPyYS32W6HZy0rhczggkMmG2JJAmJ74swMj8fYZv4UVA2BnSweuTfNbfhi3fQDWxQkCkeuvCRQEJxBmGrRACoFIDZ/Hf1+aTmIgANCpSUBJJQAgpt2DGnMdZutyBt3G5fTg+KHGQFsmF2FOAckKHAn7g7ICaQBLojQTN5lxQG+y4e8fl8IXlEq1ekkSVs6NG2SrseNhvPiufje+qv8eXoYfYRsuCcP12esxRztrgK2HZnZqBJ69YxG2H6zHl4fqA9lfPobF9oP1OHzagJuvyMactMgxfY/JiM9iQdPmP8PTxlm+imJikHDfgxAo+M/pl8U7cbbaCguUAIDTbCYWRadCIh/fv3+o0cSugt18CmeYJDjBBVEtjQ4b0Obvs/11vPN+w4rUfsdemnQh9jUfgtXjFz2+rdsF8xll4HOKAhatHNj2U5k/D9Jnfg/DW2/AduJ4oN9ZfRb1Tz2BqBtu9Nd5JnaEM47ULC2a6vzZOS6nF/rGTiSMIghjT9OBwL+FlABL4xaNaj5quRhL82IC1rm1+m5UN3cjI6HvfY9lfehu445LCaRQaodvXz4ZmXPOMvS9mtZAdvHJDgtYsLguLQYC8hslhBhvVyesx47BUnwUjsoKYBDhmZJIoMyfC2XBQijm5PPqzzIMA6OBC6iKih3YwaLT5cFBAxc8ECYWwlzXhfYubk1h1fx4JCZmweA4DLfdfz1wd57GBbpc7G3zixpV5rNotRkQo+C7MRAI0wFReDhECxdBtfCctajTCWdtDUzbP4ejonzE+xvQhpQwYkISkqvT6WAymbid0jTi4+N5YiAAaDQatLWRyD0CIRiDw4UmW1ANokgVRGOsU9bj4wz0WIUeH2Q0gTD9ydbIkaDgHvaPmyxod7phr6qE5TAXkSeOT0BYLzsqAmGmIQqqlzHdxMCI7DmBf0s9LBqqh7bSPnmkCe6g+mkLLkgeNFKYwMfgcOFstz3Qnh2uRKedxwQAACAASURBVJhk+mRVWuxu/HVbCWxO7hwpzNZh44XpY9qvwdaGnY37sKP2e+xs3AeDjf8OVWWuxh+PvIgvar/mCYE0RePSpAvx+JIHxyQE9iASCrB+RRqe/uki5CTxrSLbu5x44YOT+N9PymAOqqc51fHZ7Wh68Xm4W5oDfUKtFgn3Pwyhhr+g73G2w9L0Hyyni3j9XxplUy4TRihWQ6lbjBImO9AnphgUDOBYojfZcPAUZ7GeEqPCvMz+baFkQil+lHpZoC1pi0SniVvUycmPRVjE4DXOhSo14n71a0TfcjuooAVc1uWE4c0t0L/yd/gslkH2QJiOpPY650ZjFdpqa0OlmcvomR+VD5VYOcgWg3PZwkRe+5ujDf2Os5tPwefmBAWVbiFoQf+1OacSeREqbEqLRZCDK0o6rNhW0zrlrouEyYnHbIb5+2/R+Kc/oubB+9D2ztt+caGf84uWSqFavARxv7ob6S+8hNj//iVUhQt5QiAAmNvt8Hq4TL+o2IGDg79rMfGcvZZGqLHjYH2grZSJsH5FGiiKgiZmZdCWLJb0chbZ03wIBMJMgJZKIc+dBeW8BaPbniS4hIyQZAbOnz8fX331FcrKypCXlwcAyM7Oxq5du9DR0YGIiAgwDIPy8nKoVNOvPgiBMBaOtfNfWgd64R4Jijn5oMRisG6/FaKluAjqJUvHvF8CYapCURQuiYvEW+eyA1kAO5tNWLj137xxUTfeBEpAFvkJMxuRVAenxV/HyeMygWV9oKjp8bsIy8lDNz4MtG1nKoAlA4932N0oKWoKtBUqCWbNjx3PKU47gmsFAoPXHptqeLw+vPRxKdo6OVEjLU6Nn62ZNWAm1VBUdpzFV/U/oMrct6ZlVngGLoy/ACXtp3G4tbjP56nqZNyQcw3ilaE/R2MjFXjohvk4dMqA9344A0uQbe7RijaU1phwzco0XLwggVfDa6rBuFxoeelFuOrrAn0CTRgS7n8Yogh+tpHPa4ex5j2wPieSaT3S2AbUsP6ajG0uDw4aOrE8Jvx8Tn/MGOUFMIMLAsmhqiFkEgBBX9eST/fV8tZdexY+B2J53GLsatwHo82E6KasQL9ASKNwWfKw5kdRFDQrL4QsOwetr/8Dzhqu5qD1eDEcNWcRc/sdUOTlD2t/hKmPQiVBdLw6YDlbW9WOFZdljihLdG8vq76VCReMaU7xWgXyUiNQdq52WHGVEe2dDmjDuIVMlmXRZdgXaFO0CCrd4jEddzKRF6HEJsTivRp9IEOwpMMKoJVkCBJGhcdkgrW4CJbio0PW/aZlMijnLYCyoBDy2bNBi4au3dum56/LDZQZ2Gp34XjQGl6sTIzSY3q4g4TEa1amQSnzi35SdSZEslh4HH5LbdpSjWxlDCqt/mCaw/pirE27ElLh1A8EIBCGgyIvDyMON6YoKGbPGXocYViEJDPw1ltvBcuy+MlPfoKXXnoJALB+/Xq43W78/Oc/xwcffIC77roLTU1NmDdv6hVDJhDGCx/L4oSJswiNlol5tc1GCy2VQpHHXSjtpSVgnCSlmjCzyeqVHXjCZEF7tzXQVi1aAnn24HaBBMJMQCSL4hosA6+zY+DBUwxJQiJ8Ik7YFDUa4PF5Bhx//GADPG6uzkjhsmQIhdNDGD0f2L0+3oJJgkKCRIV0AmcUOliWxZYvK3C2icvq0GqkuHtjPsSi0Z0jB1uO4u8nX+tXCAT8dlKvlv2rjxAoF8pwY/ZG3F/wi3ERAnugKAoX5MXgD3cu6WOB6nT7sPW7M3j27SLUtXYPsIfJDePxoOXlv8FxhnO3EShVSHjgIYijonhjWcaH9tpt8Lq46+Mc+xlQXm4x8LtmE7rcA19fJiMHjVztMgoM8qhydBn29hnXZLTiaDmXrZoer8actMGtGQW0AOvSVyPcmASxm8sCnFMQD6V6ZNcFcXQ0Eh95DJFr1/Nq0Pi6utD84ma0bf0XGNf0yVYlDE5qFpcdaLe6YWgZ/jXI5XPjkJ67piYo45CqHp44PRiXB2UHsizwXXET73NHVyW8Ti6LURm5AALh4NmxU428CCVuSCcZgoTR4zEa0fH1DjQ89wxqH3kAxg/eHVAIpBUKqJevQPw99yP9hZcQc8edUM6bPywhEADa9Nx1QyCgEKHrv3TP103tCD57Z0ukvPthUpSS94zUNzuQwaVqLjDO6XPiqOHYsOZIIEwHxDGxkOXkjmgbeU4uxDEx4zSjmUdIxMD8/Hz86U9/glQqRWOjv6bKxRdfjIsuugglJSV48skn8cMPP0CtVuPee+8NxSEJhGnBmS47LB5ukXGBVh2yWhfKwoWBf7NeL6wnT4ZkvwTCVKUnO7AHlqJwsmC5/zOJBNrrrp+oqREIkwqRVMdrTyerUEogAJPIiSWxbW7UdTf2O9ZqcaHsGGcTqA6TInsOeQkZCUeNXXwbpeiwaVPT65O9tTh8mqsnJ5MIcc91c6FRDG/RqTdV5rPYWvkRGJYZenAQi2IW4IklD2FZ/GLQVEhe7YZEKRPhttU5+O1NBUjotVhW32rBs28VYeu3VXC4vAPsYfLBer3Q/+MV2E+fCvTRMhni73sAkrh4/liWRUfTDrisnCWYQKSB17UUmhpuMdHNsPiiYeSWhRNFu9ONyi7O0jeFaoaassFqLILHaeKN/XRvLW8xdMMQWYE9zNLkIkbPZQX6BB6EzxrdNYESCBC5dj0Sf/MYRFH8ekudP3yPhmefgjMow5MwfUnL4luF1o7AKvRo6zE4fVydr5XxF4TkPjU7NQJxWu76uOdkS+CayLIsuoOyAkHRUEWNLRtxsjI7vH9B8AMiCBIGwG0woOPLL1D/7FOoffQhtG97n5cFHoxAqYJm5YWIv+9BpD//V8TcdoffJUs4chO84MxAbbQKAkHfZ6qabjvvPpmmkmHnnnremBsvy+rjkCDTZEEk4+5TSmcLdCIuU3hP00Gw5PdAmEFErlnLC+YaFJpGxFVXj++EZhghe2Ncs2YN9u7dyxP7XnnlFfzxj3/Epk2bcP/99+Ozzz5DWlpaqA5JIEx5itu5BQMawLzI0NnoKvPngRJxfuTWoqMh2zeBMFXJ0sh5WSk1GXno0kQgcs1aiMKnlpUXgTBeBNcMBKaXGAgA6iwuEjHM6kNt8+l+xx07UA+fj3sxX7g8pd+FAUL/+BgWBw1BtZBEAuSFT49yAftL9fj8QF2gLaAp/HJDHuK1/UeRD4cddT+MSAgU0SL8et5/4dZZm8ZU22osZCRo8MRtC3HdqnSIRdxvoycL5rFXD6Goom3SL3CxDIPWN16D7QRXY5uSSBB/z/2QJqf0GW8xHobNxEXxU7QYuvRNSMtJgrLJBpHFHfjslNmKyk5bn31MRnpb+s6hK8/9i0Gn/odAf32rBcVV3H0hOzEMucnDe4YqLW4G7ebeT9pja7C96asxnSOytHQkP/E0NCsv4vW7W/VoeO5ZdHz5BVhmZCI7YWqhCZfzsnhqq9qHdU6xLIs9QRahMqEUhTHzQzIniqJ42YFOtw97S/w2gS5rLdz2lsBnivB8CMVjLxUyWZkdrsSNvQTB0g4rPqgmgiDBj1vfAtMXn6H+6cdR99gjaP/4Q55ddzACtRqaiy5GwgMPI+35FxF9y+1QzM4blQDYg9frQ0dQZnx/FqEsy+LrJn5gjNbGoNnIOQ0tmRWNrMS+dvh9sgNZBleFc+Jgi60V1V11o54/gTDVkOfkIvqW24cWBGka0bfeDvkIMwkJgxOSmoEVFRXIycmBWCxGXByXDk3TNDZs2IANGzaE4jAEwrTC5vGhopN7cMgKU0AlCslPEkCPVWg+rMf9tie2shIwTido6fSw5yIQRgNFUVghdGPruTZL0yhddikKLr1sQudFIEwmaIEUApEaPo8/YGW6iYEROXPQ/NW3gba56hSQt4Y3prvTgfKT+kA7XCtHxix+5glhcE6Zrej2cJlhS6LCIJzCteR6qGww480dFby+m6/IxuyUwS0SB6PV1jagNehAeBkvwiQTv3gsFNBYvTgZC3OisPXbMzhxlsvI6bS68conZZiTFombLs+CLqhe1mSBZVm0/fstWA4fCvRRQiHi77oHsozMPuMdXVXobP6G1xeZsgFiWTRiElgolRK4KzrRVqgDzmUXfdbQhntUyRBP4mACh9eHY0FBirFyCZIFYnjOVRlwdJbDZWuERJGIT/byMzQ2rBxeVqDT4cGJww2Btlfogim6DsYuH0raT2GuLm/U86elUkTfchsU+XNheGsLfJZzGR4+H9o//hC20hLE/PROiHS6wXdEmLKkZmkDi/ldZgc62m2I1A0eKFHTVY9mK3evXxJbCIlgdNnd/bFkVjQ+3FUNq8NvF/xdUSMuLUhAV+t+3jh19LKQHXOyMuucIPhutR49cValZivY6lZcnxYDwTR4PiAMH5Zl4W5pgbX4KCxFR+FuaR50vCAsDKoFhVAWLoQsIxPUcDOKhkm7wQqG4YTp/sTAU2YrGm1cFnGuRo7vv6wOtCUiAa5blTHgMWSaHIikUfA4/Zai0d4OKCkK1nOC+J6mA8gISx3zdyEQpgqa5Ssg0mrRsf1z2Mt7BedSFOQ5uYi46moiBI4DIVEe1q9fj8zMTKxbtw5r1qxBDPFxJRCG5GSHBUEJByjQhn5BR1m4MCAGsh4PrCUnoF60JOTHIRCmCizDQPXhO9Dlr4AxOgEAUJ2YAZOXhU40xMYEwgxCJNVNWzFQmpYOFkDPshNV1wgf44OA5uq8Fe2r4y0KLFqR2sfyhzA4+4OyjIQUhYW6iReuxoreZMPfPy6FL+jcWL0kqU/9vJFS3lE19KBesGBR3nEG0YqooQefB7QaGe7eOAfHz7TjnW+rYLZw9dpKa0x4/LXDuHpZCq5YlAThJBHFWJZF+wfvoWvPbq5TIEDsz38Fee6sPuPdjja0133M6wuLuxRyTTYAf8BRRo4OJ482QdFshy3Bn6lkdnmxS9+ByxO0ffY5WShq74Y76LxeFh2GcOllaDvzZqCvs/k7WBUbcLKay4yYnRrRbxZEfxw/1AC3iyuPYIyvBiPwtz+p/hJ5kbm86/BoUM6bD2nq72F4awtsJVyJBMeZKtQ//Th0N9wE9dJl08aumMCRlqVD8X7Orq+2sn1IMXBP8wFee0V8aK06xSIBLl4Qj8/21wEA2rucKKkoQ4SrNjBGHjYLImnkAHuYXvQIgluDBMEysxWoIYLgVMPdqoetrAyM0wFaKoMiLw/imMFrFrMsC3dTIyzFR2EtKoK7VT/oeGF4BJQFhVAVLIQ0PT3kAmAwxiCLUADQxfKfWX0MPyuQpgB3vRU2Jxf0tmZpMsJVkgGPQVEU1DErYKr7yN/BMlgdFoVtZr/l/HFjKbpc3dBMgkAvAuF8Ic/JhTwn139NOVUGxuEALZNBMXvoawph9IREDJw1axZOnz6N559/Hps3b8bChQuxbt06XH755VAqJ8a2hkCY7ARH38qFAmRrRm8tNRDKuXNBCYVgvf6HFGtxEREDCTOa7oP74aqpwTw38O1VNwAAWFDY2dKBH6eTQBYCoQeRVAenxR/t6nGawDI+UGNcpJ0sCOQK+KIiIGzrAABEtbnQZG1Bstpv52Vut6HqFFcLThutRGrW5F3En4w0Wp286Ol5kSooQ+h+MBFY7G78dVsJb+GnMFuHjRemj3nfTq9r6EH9bRdU52oyQFEUFmTpkJscjk/31eK7oiYw5yLe3V4GH+2uwcFTBtxyRfawBaTxxPTZJzB/+zXXQVGIueNOKOf1tQn0eWww1rwLluEsQBUR8/rU+cqYFYWTR5sQVt0FR5QUjNh/3dzbasa8SDWiZKHLOgoVPpbFwSDxXikUID9CCSGthkyTDUeX3y7UZWvEkTMHAXCLnRtWDK8EiNXiQmkxl/mh0kgRNi8W+/R1AIA2ezsO6I+ERIwRajSIu/tedO3ZBeP774J1+/9mjNMJwxuvwVZyAtE33wYBWaeYVkRGKaDSSGHp8l8Xa6vaUbg8ZcDx3W4LjreVBto54ZmIloc+c3TVggR8eage3nPql9V4ABFBa/0zISswmNxwJW7MiMXWs3xBkK1pxSYiCE567OWnYdr+ORwV5bx+IwBZTi4i16zlZfGwLAtXfb1fACwugqfNgMEQarVQFRRCWbAQ0pTUcRUAgwmuFyiWCBAWwXcyKGrvgsnlCbRnKeT4/vvKQDsqTMazBR4IeVguuqRaeJ1+F4VUOKCgKNhYFgzL4EDLEaxOvXSsX4dAmHKIY2KJ+HceCcmV9eOPP8bXX3+Nu+66C6mpqTh8+DAee+wxLF++HPfddx927doFn8839I4IhBmC3u5Ci51b+JkXqRoX6yxaKoM8b06gbSstAeMa3YITgTDV8dntaP9wGwAgrqkGOgO3KHWyw4I2h3ugTQmEGYdIFrwgxsDr6piwuYwHwfZ/UR0enG3nLBqP7qtDcAmbRStTSRbJCNlvMPPaS6MnXvgZCx6vDy99XIq2TkegLy1OjZ+tmQU6BOeGVDhwJPmg2wkmp/W7TCLEpksy8cRthUjtFV3f0m7D/3vnGLZ8WQ6LfeLuux1f70DH55/y+qJvvb3foDmW8cJY+z58bq4GpkSZjIjEq/pcG3QxKqjDpKC9LMLOcON9LPBp/eSsn1hutqLTzYnci6M0EJ5bgA2LuwRcHjWQrSkDTfnr781Nj0Ra3PAyGIr318Hn5er2LVyRgqvSL+VZMm6v+RZOb2gEboqiEHbhKiQ/8QwkKXzbNWtxEeqe/B1sp8pCcizC5ICiKKRlc4E77W1WdAdds3tzoOUIfCy3RrUyIbRZgT1oFGIsPmczrlPYkaTmxBCpKh1i+cxb/MwN8wuCgqDL5ymzFe/VtPIy7wmTi659e9H0wl/6CIE9OCrK0bT5z+jatxeOmhoYt72PukcfRsPvn4J5x/YBhUCRLgrhq69C0u+eQuof/wzddZsgSxvfTMDetOm5QH1djIp3b3f5GHzfzL0HiWkKdScMvHeFTZdkQiQcOmiSomhooldwbTBYqeACU/a1HIaPIWvnBAJhfAnZ1TU5ORm/+tWvsH37dnz66af42c9+hsjISOzYsQO/+MUvsHz5cjz77LM4ceJEqA5JIExZgrMCgfGxCO1BVbgw8G/W7eZZ5hAIMwnTZ5/AZ/H/9igAKwTcIiQLYGfL9BI7CISxIJLyo+Onm1VoRDYXKCNkAOMZf3ZAu8GC6gruu8YkqJGUNvpacDORLrfXb/t1jjSVDDHy0YldkwGWZbHlywqcbeKEHa1Girs35kMsCk22bE5E39p0Q0GBQm5kVkiOP14kRavw2M0FuPnyLMgk/MzQfSV6PPbqYewr0Z93gaxz1w9o3/Y+r0+36SfQLF/ZZyzLsjA1fA63rSnQJxSHQ5t6Xb/Z0hRFIT3Xb90qb3VA0sEF4dVaHDhusvTZZqIJtvQVUBQWRWkCbZFUC6W2INDWKhwoSPAv6K4fZlZgZ4edV4M1QqdA5qxoqMUqXJZ0UaDf4rHi+4Y9o/0a/SKOiUHSbx5DxNXrAjUcAcDX1YnmF/6CtnffAeMmwWDThdQs/rNLbVV7v+N8jA/7mg8H2uGSMORFjl9NossK/RlDy1Mbef3qmOXjdszJTm6YEj8hguCUwV5RDsPbbwAMM/hAhoHhzdfR+NwzMH+9A572/t8fRNExiLjqaiQ98TRSnvsf6DZeB2lKyoQE37mcXnR2cIEDUb2CmPYbzLB6OYEuTSDG2XruvjknLRJzM4Zv9SsPnw2hhBufJ6IgP/e9O11dKGk/PdCmBAKBEBLGJdQiOzsbDzzwAL7//nt88MEHuOOOOyASibB161bceOON43FIAmHK4GVY3kJArFyC2HFcJFPMnQ9KyC3AWIqOjNuxCITJiqu5CZ0/fBdoCyMiMX/VSiQpuayKEpIdSCAE6C0Gus8Vu58uBGcGAoCnphYMy+DInjpe/+KVaSQrcIQcbutE8DrespipnRX4yd5aHD7NRbPLJELcc91caBShsXv0Ml7sqP1u6IG9yApPHxdLu1BD0xRWLUjAc3cuDmTH9GB1eLDly3L8z9bjaGm3nZf5dB88gLZ3/sXri1x/DcIvvaz/8Yb9sJs5K0FKIIEufRMEQvmAx8jI8YuBFIDwyk5QQb+HHY3tsHsnT9R/k82JeiuXjTc3UglVL0tfTcxKsOAKK1+U3oBF2WFIjlEN6xhH9tT2ybbuqcF6cdJKqMXcfr5r2I0uV3fvXYwJSiiEdt0GJP7mMYh0/Bqbnd9/i4bfPwVnQ33/GxOmFDHxasgU3LlaU9W/EFFmKofZxS3mL49fPOZ6lYORFK1CQYYEc2K5+dDSeEgUSeN2zKlATkAQ5J6z/IKgngiCkwzTF58NLQQOgTguHhFXr0Py079Hyu//CO2GjZAmJU/4c7axlR+kExXL3ZOsHi/26Dm3C4VQgJMHueAgAU1h0yUZI/oOFEVDE8NlB9JgsETKPVPuaT44ovkTCATCSBnXvOu6ujocOHAAR48ehdFoBMuyCAub2gsCBMJYqeqy8RYBxjMrEAAEMmIVSpjZsCyLtnff4b3A6K7fBIFUikviuIwfFsAPLaZ+9kAgzDxogQQCEXd/mm6ZgaKoKPgUXDBApMGG8poG1Fdz14CElHDEJZHn1pHgYRgcMXIZdBES0bjURD5f7C/V4/MDdYG2gKbwyw15iNeG5js5vU7878k3UNw2MtcGmqJxZcrFIZnD+UKjlOC/187GA9fPQ1Q4vxZPVWMnntxyBB/trobbM35CmeVYMVrfeA3BylT4lT9CxFVX9zve3lmOLv0PQT0UtCnX9gmW6E1klAJhkX6xUGT3IrLVHvjM5vXh66b+s5UmggNBWYEAsDQ6vM8YWqjASUNKoK2QePCjOcO7Jxhb+dnW0fFqpARlUEgEYqxJvTzQdjMebK/9drjTHxGy9AwkP/kM1Cv4GaDulhY0/OEZdOzYDnaMi92EiYWiKKRmclahrU3dsNv6BvrtaeIW2wWUAEvjFo373C7LMSDY9bC8fWQCwnSlf0HQhner9fASQXBS4Na3DGgNOhTihERErr8Gyc88h5Rn/gDtug2QxCdMqnM/2CIU4IuBO1vMcAedh5F2BuYuLoDmsoWJiI0c+TOhPDwPQgm3DrFAKobs3P+SKvNZtNoGr61IIBAIYyHkYmBjYyP++c9/Yv369Vi9ejVefPFFVFZWYvXq1fjHP/6BvXv3hvqQBMKUojjIIlRAAXMjhhdVOxZUBYWBf7NuN2ylJeN+TAJhsmAtOsp7gZHnzoZygf83kaGWIzkoO7C0w0qyAwmEcwQvePcUup8uUBQFURpXRyqu3YPivfzMkEUrU3tvRhiCEyYL7EF1wZZGh4Wkpt5EUFFvxps7Knh9N1+RjdkpobGNtbit+Ovxf6LCfCbQR537bzBoisaNOdciKzwjJPM438xOjcCzdyzC2mUpEAb5w/kYFtsP1uPx1w+jtCb0gTm2slLo//EKLzBIs+oSaDde1++ipNuuh6n+E15feMKVkKnThzwWRVHIyOGun5IKMzQCLuvoqLEbDdaBa5mdL7rdXpR2cBkRqSoZ4vpxKymt6cD2Ui0sTi5zgbIWw+sZ2vL08O4aXnvJhX2zrZfEFiJGzmXsHWg5Mm4LobRUiphbf4q4X90NgTLoHcznQ/tH29D0l/+BxzS97nczjd5WoXVn+H9Pg93Iu+7Oj5rDy04dD3weK6Re7n7SapHjkyLAGVSrcyaTE6bATb0EwdOdNrxHBMEJhWVZuJqbYfzk41FtH3HV1Uh56llErlkLSVxciGcXOtr03L1MrhBDofLfBzucHhwxcgEzYSIBjh3krH41CjGuXpoyqmNSFA11NGcTLACLhRKSHUggEM4PIRED9Xo9tmzZgmuvvRaXX345Nm/ejKqqKixatAjPPfcc9u/fj82bN+PCCy+EQDB+9gsEwmTH4vGispOzQcoJU0ARonozg9HXKvTouB+TQJgMMC4XjB+8x3UIBNDd8JPAQhRFUbgkjotQJ9mBBAJHsBjocZrATrOC9uFBdQOdVDRsrdyCU0pGJKLjxjdzf7rBsiyv9phEQI+7+8F4oTfZ8PJ/Snk2ZauXJGHl3NAsZrU7OrC5+BU0WDirKbFAjF/O/Sl+Pf9OZPcj9FGgkB2egbvn/QwXxBb2+XwqIRIKsH5FGp7+6SLk9Mq+NXY68cIHJ/G/n5TBbAmNk4W9qhItr7wE+LhrmHrpMkQFPQ8E4/VYYKx5DyzjCfQptYVQ6Rb2GTsQGbmcuEUzQLaFn3H2SV0bfOe5VmJvDrd1wRds6RvdNxOaZVl8srcGHp8AO88mBfV70aXfNej+m+vNaKzl7NUS0yL6zbYW0AKsz/gRt2+w+KR6xwi+ychRzi9A8tPPQp6Xz+t3VFWi/qnH0X3wwHmvZUkIDfHJYRBLuPfrmkp+FuveJv4i+8r4peM+J4vxMMBywt++mkQ4XD7sL20d92NPFbIHEARJhuD5g2VZuFpa0Lnze7T838uouf/XqH/yMdiKi0a1P0okGnrQJCDYJjQqVhV4LvimuZ13j0SLHV4v13HtRel96iGPBEXEHAjE3D2xUCqG9Nzpf1hfDKfXOcCWBAKBMDZGf+UKYtWqVaAoCizLIjMzE2vXrsXatWsRHR099MYEwgzipMmC4KWA87VIJpDLIZ81G7YSvw2VreQEGJcLtGT8ahUSCJOBju2fw2vuCLTDL7msT2RiulqGZKU0UDOntMOKVXEuRMvI74MwsxHJgqPrGXhcJohlUQOOn2rIMzJhgj8IoDpyAe8zkhU4cqq7HbzM6kKtGhLBuFYkGBcsdjf+uq0ENie3cFuYrcPGC4fOCBsOzVY9Xj7xGrrc3OKTQiTHL+f+FClqv9iSFZ4Bg60N5R1n4PQ5IRVIkRuRiWjF9Pn9AUBspAIP3TAfB0+14v0fzsJi58S3oxVtKKs14ZqV6Vg1Pz5QY26kOGtrrLqdGQAAIABJREFU0PK3F8C6uXNTWVCI6Ft/Corue34yjAftNe/DF5T1JlWlITzhyhEdN1yrQKROAZPRHwRoOWVE3uXJKDP7260ONw4aOrE8pq8t5/nAwzA43MvSNyesr9XZiTPtqDu3UHqiJRoXZ7dBKfK7nNhMJ6DSLe73vsCyLA7vruX1LR7kupoXmYvMsDSc6fRnEpa2n8YZcw0yw9NG/uWGiVAThvh77kPXrh9g3PZ+4BxhHA60vv5P2EpOIOqmWyFQTF2r45mIQEAjOSMSZ075ax0313fC5fRAIhXB5XPjUCsnbMQrY5GmSR7X+TBeJyxGLhDX7JDitMFvZfptUSNWLYifshn0oaZHEHznrB7ec2J8+TlB8Ib0WAhHeR8g9A/LsvAYWmGvKIejsgL2ygr4ukNXs5WWyYYeNMHYrS5Yu7nAox6L0GabEyUd1kB/hECA0yVc/fT0ODUuyIsZ07EpSgBN9HJ0NH4BABBRwEKJGHudbjh9Lhw1HMeK+AvGdAwCgUDoj5C8oWu1Wtx22234z3/+g88//xx33nknEQIJhF6wLMuzCFUKBcg8j3V0VIVcLQTW7YatjFiFEqY3boMB5m++CrQFGg0irl7XZxxFUbgkvnd2YEefcQTCTKN3XazpVjdQkpwCVkDDJE9At5RbzM7IjUJklHICZzY1Ca49RgG4IGrq1Vv0eH146eNStHVyFo5pcWr8bM2skCzWnjHX4IVj/8sTAsMlYXhgwS8DQmAP0YooXJS4DFemXIKLEpdNOyGwB4qisDQvFn+4c0mfzEuHy4d3vq3C798uQn3r0JaUvXE1NaLphefBOLnoesWcfMTe+XNQ/bjVsCyLjvpP4ba3BPqEEi20KdeCokb+2pwelB1o7XZhkUgKcdBi9nfNJnS6PP1tOu6cNFl4NcwviNL0OccZlsV/9nKCHkXRCI+/JGgEi86W7/vdf90ZEwwt3HtPRq4OupiBrRgpiuJlBwLAf6q3j3t2HkVRCFt1CZIffwqS5BTeZ5ajR1D/1O9gLz89rnMghJ60IKtQhmFRX+1/ri9qPQ5HULbNyvgLxr12maX9KFiGC0boxFwwrP+YbWYHTp4ltrTBZIcpcFNmLIRBf5dykiEYEliWhdvQis7du6D/5/+h5sH7UPe7R9H277dhOXokpEIgKAqK2XOGHjfBBFuEAoAu1h+s37u2b0cFtzZAAbjxsqyQPBcqIuZCINYE2oVSESTndrun6SDJUCcQCONCSMTAPXv24JFHHkFubm4odkcgTEta7C4YgiLm52tVPBuM8UYxbx4QtPBhJVahhGmO8f2tYL1cZofu2h9DMECEYrpKxqsdWNZhhcERGnsyAmGqMt3FQFokAhLjUR05n+ukgIUrUiZsTlOVdqcbFV18G/QI6dSwh+qBZVls+bICZ5u4bCmtRoq7N+ZDHAJL95PGMvz95Gu8heg4RQweLPzVtBX6RoJSJsJtq3Pw25sKEK/jB8vVtVrwzFtHsfXbKjhcw6ux5W5tRdPmP4Oxc+elLDsHsb+4i2edH0xX6y7YOznhhxbIoEvfBFoo7Xf8UARbhQJAa5UJlwUFH7kZFtsbz/91lWVZnngvoWkU6Pq6lRRXGtFk5DIjls2JRUxcHiTKlECfs/sMnBZ+BiDDsDi8h6sVSFHAwhVDZ1unqJNQEDU30K7vbsSxtvMTvCiOjUPSo79DxFVX+yd8Dq/ZjKbn/4S2998F4yE1pacKiakREAi5pa7aKiNYluXV4ZIKpFgYs6C/zUMGw3j8FqHnEIhUmJO3HIKgoIBvjjT2t+mMJkvTvyC4lQiCI4JlWbjb2tC1Zzf0r/4DtQ/fj7rHfoO2f70Jy5FD8HV1DrgtLZNBMXcedD++AUlPPA1ZzsjWeuU5uRDHjC1z7nzQWwyMilXhTJcNZ7u5oLBwlkZrAyeULs+PRWpsaBy+KFrAqx0opqhA7cAWWyvOdtYOtCmBQCCMmpCIgXQ/FisEAoFPcFYgACw4z3V0BHIFFLNmB9rWkpNg3OSlljA9sZ48EbDFBQBpegZUSwauCUJRFC7tnR3YTLIDCTMbWiCBQMTdq6abGAgA1rgFsEq43744zoawCPkEzmhqctDAX1Dqr/bYZOeTvbU4fNoQaMskQtxz3VxoFOIx73t/y2G8WvoveBlOyErTpOC+BT9HmEQzyJYzj4wEDZ68bSGuW5UOsYh7x2RZ4LviJjz26iEUVbQNGi3vMbWjafOfeFkO0rQ0xN99D2hx/39PW0cpulv3BvXQ0KZeB5EkYtTfRRMu42XDVVcYsUinQaycsyE/ZbahotPa3+bjRo3FgdagAMUCnRrSXpmSDOOvFdiDUEDh6qUp/ky6+Et5Yzubv+P9Pc6cMsDcbg+0c+fGDvu6enXalRBQ3Fw+q97B+92MJ5RQCO2GjUh8+LcQafnBMJ3ffo2G3z8DVyMRbqYCIrEASancb7ehpgNnO2rRZOWyfpfEFkAiGPv1fTBspuNgvNxvQaVbggi1AouCAgUqGztHlfk83elPEKwICILMIFvObDxGI7r27YH+9X+i9pEHUPfbh2F4+w1YDh+E12wecDtaKoUify60112PpN89hfS/voz4u+9F+OVXQJqUjMg1a4HhrvvStD+wYgrQpueeE9RhUoilQnzdZOKNqT/G1faUSYQhs43vQRkxl/e+VSAJyg5sPhDSYxEIBAIQIjGQQCAMjpdhcNLEPeQnKCQTUo9MWbgw8G/W5YKtrPS8z4FAGG8YjxvG97ZyHRSFqJ/cPKQNUJpKhpTg7ECzFa12kh1ImNkEZwdONzGQYVhU2DghkGJ98ApODrIFoT+cXh8v4ClWJkaqavLXiQlmf6kenx+oC7QFNIVfbshDvHZsdu4sy+Kruh+wteIjsODEkjnaXNw972eQi4jw3B9CAY3Vi5Px+58txrwMLe+zTqsbr3xShr9+WAJjkJ1rD97OTjQ9/2d4O7iAHkliIuLveQC0tP/z0mVrgqnhM15fRNJVkKpSxvxdgrMD7TY32pq6sD45CsFPJJ/XG+H2nb/F7f19LH37CtKHyw3QmzgRY+XcOERq/M9IEnkc5OF5gc/cDj3s5jIAgM/L4Oi+usBnAiGNgmUpw56bTh6JlUE1ktqdHdjbfGjY24cCWWYmkp58BuplK3j97uYmNPzhaXR8vQMsESMmPalZ3LXD62Gw58QJ3ucrx7kWF8v40G3gFvJpgRRKbQEA4PKFfFvob44Skbk/BhQEz7YSQfAcHlM7uvbvQ+uWV1HzyAOoffQhGN7cAsvBA7z7YG8oiRTyvHxor/0xkh57wi/+/fo+RFyxGtKUlD41deU5uYi+5fahBUGaRvStt0M+wkzCiYBlWV5mYFSsGiUdFrQEvf8rHQzsnVx7/fJUqEMQJBYMRQuhjl4WaEtpCgUSv7vGCWMZulwhtG8lEAgEEDGQQDgvlHfa4Ah6yT/fWYE9KOctIFahhGmP+euv4DFyBb41Ky+CNCl5yO1I7UACoS8iGScGep0dYBnfIKOnFlWnDOi2cffm+K4qyA1N6HKRCP2RUNTeDXeQbdfS6LBxr8EUSirqzXhzRwWv7+YrsjE7ZfQZYQDAsAy2nfkMn9d8xetfEluIO/NugXicM1KmA1qNDHdvnIO7rpmDcBU/iK6k2oTHXzuM7Qfr4D33jO2zWNC0+c/wtHEZnqKYGMTf9xAEiv6FXa+7C8aa9wGWu7apopZAGWwfPAYycvkZZmfL25ColGKRjhPgzG4vdurPz/NGu9ONyk6+pW+klH8u+hgGn+7jrMlEQhpXXZDCGxMWuwoIyuDr1P8AlvHi9IkWWLo4K9w5BfFQqkYWAHllyiWQCrjgrB1138Hh7Sv8jicCmQwxt9+B2F/cBTro3GG9XrRve99/nnWYBtkDYaJJzogMdnyFsZY7h7LDM8bdntlmLoXPwy3iK3WLQJ+77ifHqJCVyGXQHyk3wGwhAYj9kaVR4ObegmCXDe+cnZkZgp4OE7oP7kfrG6+j9jcPofaRB2F44zV0H9gPr2ngaxIlkUA+Ow/ajdch8bePI+NvLyPh3vsRceWPIE1N67eObm80y1cg4f6HIM+d1c8BKMhzZyHh/oeg6RVIMVmxdDnhcnKZ55GxSnwblBVIA6gJygqM0yqwakH8uMxFGTkfAhHnJFAoEUMM/7Pk/pbDA29IIBAIo6D/ggkEAiGkHAuKmBdSFOZGqAYZPX4IFArIc2fDXuavv2E9eQKM2z2gZRKBMNXwmEzo+PKLQJtWKKDdsHHY26epZEhRyVBn8S8Y9GQH6jAxv1kCYaIRSYMXyxh4XCaIZVO/vpnPx6AoKHuFZrxIMZegTeBFdVctFkTlT9zkphAMy/IsQhVCAfIjp871Um+y4eX/lMIXJGb+aEkyVs6NG9N+vYwXb59+H8Vt/EzTy5NXYW3alVNKLJ1oKIrCgiwdcpPD8em+WnxX1ATmnCWl28vgo901OHTKgJsvTILkvX/A3dIc2Fao1SLh/ochVPcfhMf4XDBWvwfGy4ljUnUmwuIu7Xf8aFCqpYhJUKO1yf8uUFPZjuWXZeLyhEiUma2wef0i5N5WM+ZFqsbdOeSgoRPBBqv9WfoeKG1Fm5kTTlbNj+8jxgol4VBpF8Ji9Gft+dxd6Gw9jKIgRzOxRID5S/gZUMNBKVbgipRV+LR6BwDA5rHjm/pdWJe+esT7GiuqgkLI0tPR+sbrsJ8qC/Q7KspR/+TvEHXTrVAvXnLe50UYGqlMhPjkcDTV+a0RFWYdwFAAzWJlwsClA0IBy7K8rECKFkGlW8Qbc8XCRFQ1+u+fPobFD8eaQm4/OF3IPCcI/uuMHt5z1//KLjveOavHTzJiIZzGZYs8ZjMcleWwV1TAUVnBC3gdDEoshiwjE/KcXMiycyBNThmwXu5IkOfkQp6TC3erHrZTZWAcDn99wdl5EMfEjnn/5xNDCz/jrk0t5InytMkJxskFCt1waSaEgvE51yhaCHXUUpibvwYAyGgKC6QiHHJ6sK/5MK5IvhgCeuz1qwkEAgEgYiCBMO50u72o6gqqmxGugEw4cTdyVeHCgBjIupywnyqFcn7BhM2HQAglxm3vgQ2qhandsBECpXLY21MUhUvjIvBaJbeYuKOxHW0sA4fXB5/Ti0y1HDoZEdAJMwORlG/R53Eap4UYWFGi52WvJHSVQ+JzINpE4XRHNREDh0l5pw1mNxdVvShKA9EUWZTrtrvx4raTsAVFhRfmROGaC9PGtF+n14lXS/+FCvMZXv/GzKtxceLUiJafjMgkQmy6JBNL82Lw1leVqA2q89PW1onGv36ERCe3SCrQhCHh/ochiug/w5NlGZjq/wOPMyiLUBoFbco1oKjQnsMZOVEBMdDp8KC5vhNJaRG4KkmLD2r8x2dY4NN6I+7Mjh83sdgxDEtfr4/BZ/vrAm2xiMaPlvTvrqCOWQFrxwmwPv+1tKt1L3yeAgB+e7N5i5MglYlGNdeLEpZjd9MBdLq6AAA7G/diZfwFCJee/3qkwrBwxN/7ADp3fo/2be+D9XgAAIzDgdZX/w+2kycQddPNEMjHZitMCD2pWdqAGCj0iaGwREAU5cWcyPG1MHR0VcDrag+0lZEFEAj5ttBzM7SICpOh7Zzd8a7jzVizNAUSEVnw749MjQK3ZMbh7TMtfQTBGzNip8yzx1B4Ozthr6zwC4CVFfAYDENvBIASiSDLyIQsOwfy7FxIU1NDIv4NhDgmdsqJf70xBlmEskIKRXYuCEYIoLmMyxIsyNKN2TFiKBTaBegy7Afj9dcRXiQR45jTgy53N0raT2N+1JxxPT6BQJg5TI87JoEwiTlu6uZF4BZMkEVoD8p583lWoZaiogmcDYEQOuzlp3nWt5KkZGhWXjTi/aSp5bzFsTPddrx3ugmfVunxRYMRL5TV47WKJlR32wfZC4EwPQiuGQhMj7qBXo8PxfvrA22hAEg5V+9K7GVhqimfqKlNOQ4EZQUKKGCxrm/tscmIx+vD3z8qhbGTE4TT4tT42VW5oMcgxFjcVvz1+D95QiBN0bh11iYiBIaIpGgVHru5ADdfngWZRAgB68M1+l08IZCRKhB//4MQRw0cuNDZ8j0cXVWBNi1UQJe+CbQg9Jl56Tk6nl1hdbl/rnMjVEgLet6oszhw3DR+NsXFvS19Y8L7CI97S/QwdXO/i0sKEgasjyQQyqCJXh5o05QbGan+2mcyhQj5hQmjnqtYIMLVaVcE2h7Giy9qvxn1/sYKRVEIv/hSJD3+FCSJ/GxHy5FDqH/qcdgryL1jspGayQ9oUptjsDxuybhm2LAsi+7WfVwHRUMV1Td7lKYpXBr0G7E5vThY1tpnHIEjQyPHLZlxPMvQHkHQM0UtQ71dnbAcOQzDv95E7e9+g5oH70Xrq/+Hrj27BxUCKaEQspxcRK7bgISHH0X6315BwgMPI3LNWsgyM8dVCJwuGILEQE9OBOxBZX3s9RawXn9bJKRx/cUZ4z4fmhZBHc1lLctoCvPO1Q7c03RgoM0IBAJhxIRcDDx58iReffVVPPvss9i2bRsAYOfOnegYpHgtgTBdYVmWZxGqFgmRoZYPssX4I1AqeQWdbSePg/G4B9mCQJj8sF4v2t79N68v6sab+hQ/Hy6JisEXA2ssDrxR2cyLsCcQpiO0QAKBiBN4poMYeOp4C2xW7r6XNzsCIoazBRLU62H3nN/6VFORFrsLtRbu/9OcCBXU4sm/+MSwLF7fXo6zzV2BPq1Gil9vzId4DBkZJkcHNhe/ggZLU6BPLBDjF/m3Y1HMgjHNmcCHpimsWpCAP/y0ELfZDiPVoQ985qRFeEt7EV7c1YaWdlu/21tNJ2BpO8h1UALo0n4MoXh8ss7kSglig+qD1VQZ4fMyoCgK65KjIAha2P6ysR12b+hrs/Zr6RvBd07weH344kBdoC0VC7B68eA1l1W6RRCIuXtEcnIzZFInCpemQCQem+CyKGYB4pVc5slhfTGarfpBthh/JHHxSHrsCYSvvgrBCq+3owNNz/8Jxm3vgTmXOUiYeBQqCVgNJ26rzdG4IHbhuB7TaamBO+iapIiYB6G4/2Dg5fmxkEm4++Y3RxsDNsiE/snQyHFLVhxENPf7q5pCgqC3uxuWoiMw/Ptt1D3+W9Q8cC/0//xfdO3eBU/rwGIwJRRClpWNiKvXIeGh3yD9pVeQ+OAjiLx6HeRZ2aBFo8vCnqkwDIN2g18M9IlpGKO4d38RA3TUcM+IqxcnQRsm67OP8UCpLQAt5LLMF0lFEAGo6qyG3ja8LFECgUAYipCJgU1NTbjhhhuwadMmbN68GVu3bsXRo/4MjZdffhmrVq3CN99MXDQfgTARNNqcMDq5F8L5WtWYIs5DhaqQewlinE7YT52awNkQCGOnc+f3cLe0BNrqC5ZBlpE5qn1Vd9uxr7VzyHEMgP/UGkiGIGHaI5Jx2YFTXQx0u7w4drAh0JZIhZi/KgeslFsEiG13o6arbgJmN7U4YDDz2v3VHpuMfLK3FkfKuSwymUSIe66bO2D203BoturxfPHLaHNwtnAKkRz3zP8vzIrMHtN8Cf3DMgwcH7wNXevZQJ+bEmJb7CUwSCNR1diJJ7ccwcd7quH2cOKa01qPjsYvePuKTFoLiSJxXOebOYvLUnS7fGis9QfK6mRirIwND3xm9/rwdVN7n+3HSm9L38X9WPruOtHCq5d0WWEilEPYfFK0ENIwLjtQQLPIm92A3Hljt4+jKRrr038UaLNg8cnZL8e837FCCYXQbbwOCQ/9BsLISO4DloX566/Q8Idn4GpqnLgJEgIY7EYY1LWBtsgjhdM0vmJbtyEoKxAUL9OnN1KxEBfO42rUtnbYUVZjGnA8wU+GWo6bM6eGIOizWGApPgrDO/9C3ROPoeb+X0P/f6+ga9cPcOtbBt5QIIAsMwsRa9Yi4cFHkP63V5D48KPQrtsAeXYOaBEpWTEWzO12eD3+c6UrVQ0maI2uo6rD792N/8/eeYfHUZ5r/57Z3rXaot67LVfJ3ZhmY8AUAwFMD4EUeuAk55zvnORA2kkISQih5CQUh97BdAPGGPfebRWrd23Ranuf+f5YeWfXVllJK2lXfn/X5evadzTvzCt5d3bmuZ/nfoBUpQiXDWGVPRHQtABK/ZLwWEbTEdWBu4aaRiAQCKMiLmJgX18fbrvtNhw6dAiVlZX48Y9/DDYio6mkpAQ+nw8PP/wwTp48GY9TEghJwcEzqoam2iL0NPJ5VUBEAMC+f+8UroZAGB8BqxXmjzeEx7RYDO33rh/z8b7t6kOsj5EMgC3dpPKdML2J7BsY8PSBZeJftTJZHNvfAY87IklncS7EEiHERUXhbZlGPxr6mwebThjA7g/giNkRHufJxciSiadwRbGx41h3VOUTj6Zw3zWVyNKOvddXQ38znjz4d1h9nN2UWpSCR+bfi3xl7jAzCWOFZVkYXnsZ9j27w9soPh/dq9ahV54W3hZkWHy6sxW/fHEPjjWZ4ff2wdT0DsBy3/LKtOWQpU58H56CUm2UVWhDhCB9QYYaqSJOdNtntKHVHt/q5B1nWvrqoy19vf4gPtvF2SdLRXysXhibQHrsqAxWK1dlqNf2IOiNj91hRWopytVcctfJvjrU9p0aZsbkIS0tQ96jv4FyybKo7b6OdrT99lewfPUl2AQTJs41tnfuhk0dXU3TXB9/sf00XmcHvI6Iz1HKDAhEw/cZW1mVHZUs/NU+IiTHQrEyZBmaaIJg0OGA/eABGN54DS2P/gKNDz+A7r8/C+u338DX1Tn0RB4P4uISpK65Etn/9u8o/ttzyPmP/4J27bWQlleAFhLxL54YBixC/VI+nJmccxftY+Ds4lwFbryoZNL7eMq11aAjeowuFAvAB7C35wA8Ac/QEwkEAiFG4iIGPvfcc+ju7sbDDz+Md999Fz/96U+jfv773/8ev/vd7xAMBvHPf/4zHqckEBIeP8PgaB8XKMuVi6EVJ8ZNHE8uh7RiRnjsPHKYWNoQkhbT+++CcXNBM81Va8FXja1CxeD2oWmUAbgmmxtGN7HaJUxfBOLIvlsM/N7kzFr3evw4vJcLsklkAlTOzwIAyEvKw9sVLgadnbWTvr5kYq/BimBE4t/SJKgKrG214F9fRP+/3ra6DDPyhw/UDscR4wk8ffh5uCOCMxmyNPys+j6ky4buV0cYOyzLwvTOW7Bu/Y7byOMh4yf3YdUNK/GrHyxEeW70+9HY78FzHxxA/eGXwQS573hJSgVUGRdOyrolUiGyC7j3WkuDGYGBikUBTeOqvOj+rB+1GhBk4lPB1On0oCXi3mZ2qgIKQbSl77cHO2FzcvcyqxflQioe2XbOYnah9mgPauoLord3bopKDh4rFEVhbfHloMAF/Dc0fAaGTQyRjSeVIv2uHyLjJ/eClnJJBWwgAOM7b6LzyT/BT9qlTAm+oA+7uvfDJ3bBI+GSNZrrTXF5bw5GdFUgoExbNsSeHKlKMarLuc//yRYLOgyOYWYQTlM0hCD42qnJEwSDTicchw7C8NbraP3VL0Pi33NPo3/zJvg6O4aeyONBXFSM1MuvQNbDP0Px355D7n/+N7TXXAdpxQzQovj3ryVwGLpDSfvWIiUQ8f4x15iBgctDeW4Kqst0g02fUGieEAod12dUPlAd6Al6sbfn0KSvh0AgTD/iIgZu3rwZhYWF+PGPfzzkPtdeey3Kyspw9OjReJySQEh4Tlgc8EQ0IU6UqsDTyKuqw68Ztxuuk8QqlJB8uBsbYNvJPXgLMzKRctHKMR+vYQyWnyyAU8QqlDCNEYijH4ST1Sr08J52+LxcVWPVkrxwT6szbYWDTW3wBUmSzGAEGAZ7DFwvlRQhHzPU8mFmTD3dZiee+eBYlLhy+eI8rJiTOcys4dnRtQfPH3sFAYazXixU5eOR+fcgRaQaZiZhPJg/3gDL119yGygK6Xf9EPK58wAAGRoZfn7TPNx9RQUU0pCYRVMsrp9TC4WQEwQEkgxo8taCmkT7/uKIgL/fF0RrIycSlapkmBXxOepx+7DTMLJleSzs7I0+zpnivdsbwOe7uWomuUSAlVXZMR1737ZmsCxg7lPDYOTETq+jBR5bwzAzYydHkYUF6fPC43ZHF/b3Ho7LseOFonoh8n71W0grZkZtd9WcROtjv4B9H3FhmWz29x6GOxASwW1qrlLVanGjb4h+ouPB5zbAba0Pj8XKYgil6THNvWRBdBU5qQ6MncEEwVO2iRMEgy4nHIcPwfD2m2j99aNo/On96Hr2b+jf9DW87e3AUEIzTUNcWAj1pZcj66f/huKnnkXu//sFtNd+D7KZlUT8m2QM3XZ4lQK49VwvQNbuh9cUSu6iKQo3ryyd1HuESBS6BaB53NoWDVQHbu3cOWHJDAQC4dwhLmKg0WhEScnIvZny8vJgMk2cLQOBkEgcNEUEHGgKs1ITK1CmOMMq1LF/3xSuhkAYPSzDwPDGa1HbdDfdAorPH2LGyEQK+KPBO8Z5BEIyEGkTCiSnGOhy+nB0P5ehLVeKMCOiT4+4oBBsRCApzehFi60NhLM52ueAI8CJqov1KeAlQD/kobC5fPjru0fg8nKiXXW5HteeXzim47Esi40tm/FG7ftgwQVkKjUVeGDu3ZAKpMPMJoyHvi+/QN8nH0VtS7vjTigXLo7aRlEUllZm4Hc/XIwVczKxuqwJxVpOELN5hHh9fznaDZNrt1VQqgXN4z4rkVahALAmVwdRxL35N51m9HvHl5Rg9wdwtI97JslXSM6y9P3mQAccEfbJly3OhUQ08r2UsceOxlru+8DYXwlEVPD1d20CG6cKvisKVoNPc2v6pOlL+BMsYUOgViPr4X+Dbt3NUfeijMuF7n88h+4X/oGgiySPTQYsy2Jrx87w2KON7nE7EVahtt4dUWNV2vIh9jybwkwlirO4JJLdJ3tgdRLXkVgpUkpxxyCC4KtxEASDLhccRw/Xh43SAAAgAElEQVTD+M5baP3NY2h86H50PfMU+r/+Et621qHFP4qCKL8A6tWXIeuhR1D01LPI/a//ge57N0BWOQu0OPGt1acrgUAQZqMT1uLoxK2+Oi5B58L5WcjWT138juaJoNBHVwfOFgnQ7exFQ3/TlK2LQCBMD+IiBqakpKCtbeSASXNzM1QqkilLmP70e/1ojKgUmqmWQ8ybXK/xkeApFJCWVYTHjsMHiVUoIamwbtsKb2tLeCyvqoZsxsyhJ8SAmDe2r0XRGOcRCMkAzROBJ+Du35JRDDy0qw0Bf0S1/rI88Pjc55YWiSDI4iphMk1+8rA9CCzLRlUZCWgKC3SJ5XwQiT8QxDPvH4OxnxN9ijKVuHtNRVSPplhhWAbvnfoYnzRtjNq+OKMaP5p1O4S8xLCDn470b9kM07tvR23TrbsFquUrhpwjlwhwXbUDi/K6w9v8QRpvHpqBkx1+/PrlfXjj63q4I4TiiUQkFiA3wiq0rdEMX8S5lUI+VmVrwmMfw+LTtvFdb/cYrAhGxKqXnVEV6PL4sXEP9xyvlAlx0fzYqgL3fBd9jZyzZC5kmrnhsd9jhLPvyBhWfTYaiRoXZHOWi30eC77r3DnMjKmBommoV16C3F8+BlFOdM9F++5daH3sl3DV103R6s4dmm1taHd0hcdzi8qgUHHiS3NdfMXAgNcCl+V4eCyS5UIkH13P2EsWcO+XQJDFtweHsZgknEXhIIJgwxgEQcbjhvPYURjffRutv/0VGh+6D11/+yssX20MPXcOJ/7l5UN9yaXIfPCnKHrqWeT94lHorr8RslmzwZNIBp9HmHRMvQ641CJ41Vw1ps/kht8aEuDlEgHWnlcw1PRJQ6FbAIrHXbcWiwXgAdjauWvqFkUgEKYFcYleLl68GLW1tfjmm2+G3GfTpk04deoUFi1aFI9TEggJzSGzHZG3ifMTzCL0NPLqBeHXjNsNVw2xCiUkB0GHA6YP3wuPKaEQuhvWjfu4JcrRV3RQAEpVpBKEML0RSCLs7dzJJQY6bB6cONQZHqvUEpRVnm3dJS8pC7/WWQJoNsbH4m460eLwoMvlDY/na5WQ8BMr2ek0DMvixc9q0NDJWZpqVWI8cN1sCAWjX3OACeBfJ97Elo7o6o9VuRfg1vLrwaMT8+8wHbDt2gnD669GbdOsvRbqlauGnee2NcLS8UXUtk9OlqHbFsr2Z1lg04EO/Pfzu7G/1jAp1lvFM7hekoEAg5aG6B6si/QqZEq5AOXJfidq+sfWP8x/hqWvWshHRYosap+v9rVHVc2uWZwHUQyfj85WC9qbuWqr3KJUZOakQJV+PiiKq4qzdm8BE4xPhdPqvAsh5XMB9Y0tm+H0J2alnSgrGzn/9T9Qr74MiEg8CPSZ0fHEH2B87x2ShDmBbO2IDpafn70EhaWcy4HJ4ICtf3Q9wofDZtgJRDz9x9Ir8EzmlWqhUXKB/28PdcIfUYVPGJmhBcEu+IZwcWE8HjiPH4PxvXfQ9r+/RsOD96Hzqb/A8uUX8LY0Dy/+5eYhZdVqZN7/EIqeegZ5v3wMuhvWQT57LnhS8myYqPR22dBfHBGfY1lYT3GJbteeXwhZDD1zJxqaJ4ZSx8XPFTSNWUI+DhuPw+q1TeHKCARCshMXMfCee+6BWCzGQw89hMcffxxbtmwBALhcLhw8eBBPPvkkHnnkEQgEAtx9993xOCWBkLCwLIuDJu7LOUXIR6EiMTPB5PPnE6tQQlJi+ugDMA4uOJZ62RoINNphZsSGTiIc9ee1UCmBVkyqQQjTm8i+gQGvGSwzOZU08eDAzlYEI0pjqpfngzdINW9k30CaBVxNjQgyJBAXyVm9x/QpQ+w59WzY1oy9ETaMEhEfP71+DpSy0V+vPQEP/n5kPQ4Yoqucriu+AmuLL5+ynjLnAvaDB9Cz/oWogKz60suRuubKYef5PSaYWt5DZIBelXEhbr36Cswp0kTt2+/w4bkNx/HUe0dhjKNAMBj5xRrwI6qSG8+wCuVRFNbm6RH5jvqk1ThkIHs4jvY54IwQE5akpURVxDrc/qjeZGqFCBfMG7mPJsuy2H1GVeCiFaEqCr5QCYV+SXh70G+H3bh71GsfDKlAikvzLw6P3QE3vmzZHJdjTwS0QADd9Tci+2f/AX5qxHuOZWHZ+Dna//c38HZ2Dn0Awpiw+xw4FHGtLlUXI12mR0FZdP/jeFmFBv12OMxcD0uBJB1iZfGoj8Ojaayq5qpy7S4/dp3ojcsazyUKlVJ8vzQLwihB0I3XGkKCIOP1wnniOEwfvIe23/8WDQ/dh86//hmWjZ/D09QEDFNFKMrJQcrKVci870EUPfk08v7nV9DfeBPkc+eBJ5UNOY+QWBy1OhGQc2Kfq8uJoCv0XJObJseK2WPvJx1vFLpFoGguQWiJRAiwDLZ37ZnCVREIhGQnLmJgYWEhnn76aUilUqxfvx733HMPKIrCN998g1tuuQX/+Mc/wOPx8MQTT6C8vDwepyQQEpZWhwfmiP4e87TKMVlRTQZ8hRLSMu4z6Th8CGwgeQK8hHMTT1srrFu+DY8FOh3Ul14Wt+NfmJka85cjBeCCjNQR9yMQkp1IMRBg4ff2DblvImHrd6P2aE94nKqToSSiMicScXF08E5ncKPNTgK1p7F4/Thp4ZIwSlVS6CSJmQix/Wg3Pt3ZEh7zaAr3XVOJTO3og3V2nwNPHfonai2nwttoisYdM9bhotyhLSoJ48d5/Bi6//FcVHBWdeHF0F53/bACbDDggrHpLbBBropVqp4FZdpyaFUSPPi92bjvmllQK0RR8442mvHLF/bgs10tCExQL2CBkI+8Yk4Yamvqg9cTXSGWLRdjoZ6zZu73BfBt1+iuuSzLYmcPV7knpClUn+FUsnFPGzw+Tiy8YkkeBDFU+racMsHQxfUhLJ6hhzZNER4r05aC5nNVMbbenQj6naNa/1CsyF4KjVgdHn/XsQNmd2J/H0nLypH32K+hWLQkaru3vQ1tv3kUlk1fgx1nXzMCx66ufQiw3Pv6/KzQ3z09SwmJjBMAmuIkBtoMu4GI8ynTlo05QeS8OZkQC7nP4Nf72ielYnm6UaCQ4I5BBMHnN+1E7cMPovPJP6Hv80/haWwAgkMnfQmzspFy0Upk3PsAiv76DPIe/Q30626BfN588ORT10+OMHb8DIOGyLzfIAtHM5fIf8uqUtB04sTuaL4YCv3C8Fg5UB24o3MPSVgkEAhjJm5NjpYvX46NGzfikUcewdKlS1FYWIi8vDxUV1fj3nvvxcaNG3HppZfG63QEQsJywBRdsl+lSUyL0NPIq6rDrxmXC66ak1O4GgJheFiWhfHN16MqBHQ33gxaEL+AdJFSimvy9TF9QbIAEudxgUCYOKLFwOTpG7hvWwsYhrteLDwvf8ggnSBVA0rNVbplGv1otDZP+BqThV29/VEW6EvTErMqsKbVgpc31kZtu311GWbkjz5xw+zuw18OPoc2O9e7SUgL8JPZd2Jh+vxxr5UwNK76OnQ993RUoFa5dDn0N90ybKCdZYIwNb+LQETCglCWDU3uleF5FEWhqkyH3969CJcsyIl0cYQvwOD975rwq/X7UN/ef+bh40JROZeQwDDsoBVKl2RpII8Q5rb1WtDr9p6131A0293odnP2nFVaFcQRx7M5fdh0gKsK1CjFOG/OyNUQDMNiz1buukjTFBaelx+1D80TQZV+fnjMMj5Ye76Lee3DIaD5uKqQiykE2CA+afoyLseeSHhSGTJ++GOk/+gnoCPsA9lAAMa3XkfnX/+MQL9lmCMQYoFhGWzr4ipRU0QqzNLOABD63BeUcC4iPR1WuJzjs7BlAm44TAfCY74oFdKUijEfTyLi47yIqqROkxMnW8j7YjQwPh9ctTVQfPMFLtu3GXw/93/cmZqGby65DgE+f9C5wswsqC68GBn33IfCJ/+G/F/9Fvqbb4VifhUR/6YJ2zr74I8Q3Kl2Oxhv6D5j8cw0lGQn3r2tQrcYFM3FOpaIhbD7bDhiIi1+CATC2IiLGLhhwwbU1tYiNTUVP/rRj/Diiy/is88+w8aNG/Hqq6/iwQcfRFpaWjxORSAkNL4gg2N9XKZsgUKC1ATwGx8O+fzqqF4WdmIVSkhg7Ht2wX2qPjyWVs6GbM7cuJ+nSqfCnWVZKFKObBn6TlMvXKSnB2Gac7YYaBhiz8Shz+REfYTFli5dgfyS4e2EZcWl4dfpJj8aLI0Ttr5kwhtksD8i2UknFo6px+pE02124tkPjiEYIQCvWZIXk8hxJp2Obvz5wLMwuDihRiaQ4sF5P8ZMTdkwMwnjxdPchK6/PQnWxwVx5VXVSLvjTlD00I+vLMuir+NzeB2t4W08gQq6ghtA0WcHfyUiPtZdXIL/uWMBCjKik/c6TU784fWDWP95DRzu+PZ2yytKhSAiGNlQc/b1VMLn4fJc7nrFsMBHLbH3NdwRYelLAViapor6+ee7W+Hzc9VoVy7LB38Q++QzqT/RC4uJ69NXPicDKvXZ1wK5dj74Ik6Ad5gOwO+JTyXW/LQ5yFVkhcf7eg9FCfaJjHLhYuQ99htIyqMFI9fJE2h59BfkOWycnDDXos/DiWfLMxdF9XMtKI2+l2k5Nb73pN20DyzDXadCVYHjC7GtrM6OSlD4cl/buI433WH8PrjqamH66EO0//H3aHzwXnT86XH0ffox1Pt3YtXnb0UJgt1ZBfjm0hsQ4PMhzMiE6oKLkPGTe1H4l78h/9e/Q9ott0FRtQB8RWIndBNGjzsQxLaI70baz8DdErq3FQl4uP6C0dv7TgY8vgQKHVcdqOLRmCnkY2vHzilcFYFASGbiIgY+8cQTeOCBB+JxKAIhqTluccAXEYCar038m0i+UglJpFXooYPEKpSQkDAeN4zvvsNt4PGgX3fzhPVqKlJKcVdZNh6uzMO6GdlYW5qBK3J1+GllLuamcnZYNn8A7zX3EhsfwrSG5gnBE3LBZL878SsD922LrupbuKJgxOtFZN9AsZ9FX+spMCyxbztossETYZu4NE2VcH3ybC4f/vruEbi83D1Mdbke16woHPWxGvqb8eTBv8Pq4xK81KIUPDL/XhSocuOyXsLgeDva0fHkn8F4POFtslmzkfHDn4DiDW9haTfugdN8KDymaCF0RevAEwxf0ZGXrsB/31aF2y4phUQULRpuO9qN//rnbmw/2h2373m+gIf8Es4qtKPFArfr7AqlOamKqKSkFocHB832s/Y7E7PHh9p+zpazLEUGTURvY4vdi28PcRbIerUESyvTRzxuMMBEXVf5fBrVS/MG3ZeieEjJvDhiC4v+rvj096MpGtcUr4na9mHD50lzHyZI1SD7kZ9Dd8M6UBEVSozTie7/exY9Lz2PoHtie1dOV76LCI7TFI2lmQujfp6VlwKhiLuOjMcqlAn6YDdwfbt4AgVk6tljPt5pdCkSzI8QLY839aHLFB+b3ekA4/fDVV8H8ycfof1Pj6PxwfvQ8cQf0PfJR3DX150Vx0jraceqz98E38dVVndnFWDH/b9A5mO/Rdqtt0NRvRB8ZeLHbQjjY0u3Bd6I7wllsw3OgZ7iVy7LP8s6PJFQ6BeDorkigyViIRr7m9Dl6BlmFoFAIAxOXMRAh8OBioqx2yEQCNOFSItQIU2hUp0cdhKKqgXh14zLCVctsQolJB7mTz5G0Mpl86kvuRTC9JGDV+NFJxHi4nw91hRnYGlaCvQSEa7O1yNVxN2Q1/Y7sctgnfC1EAhTSWR1YKLbhBp77Giq44J8Gdkq5BSoh5kRQlJUEjVO6XGg29k7xN7nBgzLYpeBu/ZKeDTmJZgFuj8QxDPvH4OxnxOQijKVuHtNxaj7Nh8xnsAzh5+HO8AdK0OWhn+ruhfpssH7TRLig6+nBx1/eQKMiwt8S8rKkXHP/VGiyWC4rfXo7/wqapsm/xoIJbG509A0hQvnZ+N/f7gIi2ZEz3G4/Xjp8xr88Y1DcQvKF1dw7yWWRdT16jQUReHqPD14Ee/hL9qNI7oR7DJYoyx9l51h6fv5rlb4A5y4f/WygpiqAk8c7oLDxgXUZ1VnQTZM8FSiKodQlh0eu6218DriU+VUqi7GTA2XzFhvacDJvrq4HHsyoGga6ksuRe5/PwphVnbUz2w7d6D1V7+Eqz55fp9EwOAyoaaPcw+Zp5sFlSj6u4rHo6N6dna2WOD1jC0J1mE+BCbIibYK/RJQ9Mg9N2PhkgU5UeOv97cPsef0hw0E4D51CuZPP0bHn/+IxofuQ8cffw/zRx/CXVsD1j905bYgLQ2qFedjzpVX4I5CfVQPwWa3Hy+f6oJvgvrDEhKLfq8fuyKqAnnuAIQdDvgRSohZVZ0z9OQEgMeXQq7lYnZqHo0ZQj62de4eZhaBQCAMTlzEwCVLlmDv3r3o7T23gyWEc5s+rx/Ndu6BoDJVDlEMD9aJgHx+1RlWofuncDUEwtn4urtg2cQF+fhqNTRrrpyy9Yh4NNYVpYMXEWP+ot2ELlfs/XwIhGQjUgwMePvAMolbRb73zKrA80euCgQAUU4OIOSE/kyjH43953bfwFNWF0weLti2QKeCMIHubxiWxYuf1aChk0vI0KrEeOC62RAKRheY3dm1F88fewX+iPd2oSoPD8+/B2px4vWRmU74zSZ0/OWPCNq4xDpxYSGyHngItHD4vsA+dy9MLR9EbUvJXAWpavR2riq5CD++aiYeuXEO9CnRVuF17f149KW9+GBrI3z+8dmD5xSkQhhRhTiYVSgAaMVCnJ/BJTK4Agw2tg9dzeQJBnHAyP0N0yVCFCq438Ns9eC7I1xVYIZGepb4ORg+bwAHdnL2q0IRH/MWD18lS1EU1JmrorZZujbFrYJvbdHloCI6N29o+DzpKrlFOTnI/cX/QL1qddT2gMmEjif+ANMH7xHHlhjZ1rkrarwie+mg+xWUcPcyDMOitdE86nOxTBB2A3c+mieBXBO/PrLFWSoUZHAuJDuP98A+SPXwdIQNBOBubID5s0/Q8Zcn0PDgvWh//Hcwb/gArpqTUfbRZyLQ6aFcvgLpd/8IBX/8Cwp+9zjSbr8TykWLUZShx52lWdGCoN1NBMFzhE1dZgQivntUTTa4BoY3XVwCAT9x7muHQqlfclZ14L6eA/BEJK8RCARCLPAee+yxx8Z7kPT0dOzcuRMvvfQSmpub0dnZiZaWFpw6dQr19fVn/SsrI302xoLrHLkBjAcyWShLdTL/Zjt6+6PEwCty9VCLErtf4GlosRiu2hoEzKGHIb/ZBPWq1cP2ZSEQJguWZdHz/D/gN3AJJ/rbvw9xXv6krWGwa4pSyIeAptFgC/XOYQE02V2o0irBoxPLPo9AiAdBvx1uK1epIFXPGNF+byro6bBiz3ecgJdToEbV0vyY5lI0DdfJkwiYQ8F2fpBF3Qw15unHb/0VyVTcp4yVT1qN6POGxEAawA2F6RDz41P9EA8+3NaEbw91hccSER//ftM8aFNG7vl6GpZl8VXrt3jv1MdR2ys1FfjJ7O9DwhfHbb2Eswn096PjT48jYOJELlFODrIf+XfwpMP3pgz6nTA0vAImwPWxk2nmISXzonFZ2erVUqyYkwmKotDYacXpGCLLAvXtVuyp6UV6qhRpg/TLiwWapmC1uGDqdQAA7FYPZszNgFB4dgVkjlyMo30OuAcC1l0uL4qVUqQMPGdEXk/2GKyosXLVi5dka5Al496/725pQHM3ZzV66yWlyNaPfB0/tLsNbY194XH18jzkFKQOMyMEX6iCz2NAYKBfYNBvg1CSdlYf2rGgEMrR5+lHhyP0+bf7HdCI1ciJ6CeYDFA8HmSVsyApKYWrtgaMh3uedJ+qh/PoEUhKysBXKIY5yrmNL+jDyyffRmAgkSNTlo6riy4b9BqgUIpxZF8H2IHWHhQVXakbC86+I3BZjoXHyrRlkCiLxvEbRENRFMRCPg7UhVwYGIaFRMhDWe7IDgfxYDLvUdhgEJ6WZth37YT5049heONVWLd8C3dtDfxGIxAcOvFCoNVBPq8K6ktWQ3fTLdBceTXkc+dBlJ0DnuTse4AUkQAFCgmO9zkQHLio9/sCaHV4MEstJ89v05QelxcftXKOJgK7D+o6K8xgUVikwdrzRm8nPxXQPCGYoBs+Z6hHroSmYAj4EeArkKdM7MrGZHruIRCSidOfrdEyvN9KjNx6662gKAosy+KDDz4Y8cHryiunrpqDQJgIGJbFwQiL0FSRAPny5AocKaoXwD1gR8M4nXDV1UI2s3KKV0UghPpYuk6eCI8lpWVQLFg0hSviWJaWgkabC/XWUBDS5PHjkzYjriuIzZaMQEgmzgze+j3GmC34JguWZbFn69m9AkeDpKQE7rpaAIDaHkRH9ymwM9mE65E3GfS6vThl40SWmWp5WIBIBLYf7canEdVKPJrCfddUIlMri/kYDMvg/VOfYEvHjqjti9OrcXP5deDFyfaNMDhBux0df3kiKuFHkJ6OrId/Dp5s+P9HlgnA2Pw2gj6uKlQkz0Nq9uVx+bwKBTxcs6IQi2em4dUv61DbxlmMGfs9ePKdI1hQrse6i0vG1GuouEKP2qNcv5+mWiNmVWeftZ+ApnF1ng7r6znRe0OrAffPyI0KXjMsi50Rlr5SPg9zNJyAZOh3Y/vR7vA4WydHdfnIIojb5cPhvZxNoVQmxKyqs9c5FCkZF8HdXwcgJGb2d30DibI0LpaKVxRegv29h+FnQgkLnzZ/haq0ORDyhq8mTUSkFTOQ99hvYHj9Fdj3cr3ovG2taPvNo9BdfyNUF158Tn4XjcT+3iNwBzgRdUX2kiH/TgIhDzkFarScCiXBtjX1IeAPgh9jJTnLMrD1cr0JKVoIuW7hMDPGRlWZDmqFCBZ7yHVk88FOXLooLykqmIaDDQbhbWuFq7YWrrpauE/Vg/XGVtnET9VAWl4OSVkFpOXlEGi0oz5/nkKCO8sysb6uC14mdE06XSF4R0lmQjkfEOLDVx3mKOtsVYMNFAA3RWHdxSVDTUtIlPqlsBv3A2wo8WGpWIjPO3fivKyhr3kEAoFwJnERA9euXUsuPIRzmma7G/0+zsJlvlaRdJ8JeVU1DG++jtOpz/b9e4kYSJhyGJ8Pxrff4DbQNPQ335owny+aovC9gjQ8faIN9gHLsAMmG4qV0qgAHIEwHThLDHQbgclJUo+ZzlYLuiIC9gUlWugzRtff7sy+gbJuC0zuPuikmiFmTF92RvRXAYClaYljlVnTasHLG2ujtt2+ugwz8keuVjpNgAng1Zp3sL/3cNT2VbkXDFlVQogfQZcLHX/9M3xdnG0lX6tF9iP/Dr5y+M8ty7Iwt30SzpAHAL5QDW3B9XHr23WaDI0MP79pHnad6MHbmxtgd3G2uftqDTjebMa1K4pw4bws0KOoLMnKS4FYIoDHHTpeQ41hUDEQAEpUMsxKleNYX6iSsNftw87efpwXYSFa2++Excs9jyzSqyCIcPn4ZHszggwXEl17XkFMPTUP7WqD38dV51Qty4NAGPvfWCDWQK6tgsO0D0DIZtphPgBFHASUFJEKF+ech42tmwEA/V4rvm3fjtX5F4372FMBTyZDxo/ugWzOXBheewWMOyRwsX4/DG+8BsfRI0j//l3gpyTOtXiqYVkWWzs5cU7ME2FB2rxh5xSW6sJiYMDPoL3ZgoLS2IQld38tAl7OWlSurQKPH3sleqzweTRWVmXj3S2NAACr04e9Nb1YNisj7ueaSFiGgbetDa66GrgHxL/T7+uR4KtTISkvh7SsAtKycgh0468oBoBc+eCC4L8GBMFkafVCGJlmuxu1EdXyoj4PxH0hgX3R/Cykp46tun+q4AnkUGirYDeGEkY0PBoqdx8a+ptQoo5fdTKBQJjexEUM/MMf/hCPwxAISUtkVSAFYL5mdIHHRICvSoGkpDRcHeg4dBDsLbeD4sflMkEgjIm+Lz4L29cCQMqFF0OUnVg2GHIBH9cXpGN9fWc463BDiwHZMhE04uTLTCcQhoLmCcETqsJVOH6PcYQZkwvLslH2oACwYEX+qI8jLop+mM4w+tFgbT7nxEBXIIjDZs5OMFsmQm6CuB50m5149oNjUcLGmiV5OG9OZszH8AS8eOH4q6jpq4/afl3xFbgod0Xc1koYHMbrRdfTf4W3tSW8jadKQfYj/w5B6siCrq13e5RNH8UTQVd0E3j8iQnsURSFpZUZmF2kxXtbGrH1CFel5/YG8frX9dhxrBt3XFqOvPTYkoFomkZhuQ4nB2xuezptsFs9UKgG/5ytydGhvt8VDl5v6jIjUyrCUacb7kAQ2yJ6CfIoYJFOFR53m53YeYKrQsxLV2Beycjih8PmwfGDnFirTBGjYs7oxQhV+go4+46AZUIWYdaerZClzgHNG5u9USQr8y7A9q49cPhDAd+vWr/F0syFUAgTz8Y6VpSLlkBSXIqeF/8ZfjYDANfxY2h57BdIu/1OKOZXTeEKE4cWWzva7dx7dFFGFcQjWDvnFWtAUeEcWDTXG2MSA1mWhbV3O7eB4kGpXzymdcfCirmZ+HhHC7wDCYdf7WvH0sr0CU1U8fV0o2v3VgTdbriDNGSVlRCmx/6ZZxkG3o52uGtrQpV/9XUxi3+8lJSQ8DdQ/SfQ6Sbsdx1MEGyxu/FyfSfuKM0iguA0gGXZs3rsnq4K9FHAVSuSwx70TBRpS2E37QfY0HVhqUSA7zp2EjGQQCDETFx6BhImB+KvHDuT6UntCQbxQYsBp+NRRUoJlqYlWKlEjDBeL1zHjgIAWJ8PktIyCHWj66FAIMQLv9GInuf/Dxh4QOMpFMi8937QgskX2Ea6pqSKBQgwLFodIZubIMui3enBPI0ypqx7AiFZ8NibEPCe7hvFxqWyI160NphxZC9XJVQyQ4/K+aPvHUULhLDt3wvGPiCEUUBLWSrm6GbGa6lJ0TtjZ29/2AIZAC7N0SJDOvVioLCuWDUAACAASURBVM3lwxNvHoLVyf3tqsv1uG11WcxBQ7vPgWcPv4gGKyce0xSN22fciOVZExfYJYRg/H50PfNU2I4XAHhyBbJ//h8QxRB0dvXXwNL+WcQWCrrCGyGSxW5dOVaEAh7mlmgxI1+N5m5bVJVgv8OHrUe64HT7UZytisnOTyjkoe4YJ9LJFEKkZ6sG3VfEoyHk0eHPJcMCh8x2HDfaUGfmegoCoeeRxRGVvG9sOoUOI1cdcedl5UhPHdlOd8c3DTD2OMLj5atKoEsbvfMBzRMCYOF1tAAAWMYPgIJYMTob58EQ0HwIeAKcNIdEswAbhJ8JYKamfNzHnkp4UimUS5aBFongqqsNK1eszwfHvr3wm82QVlSA4ieOdfNU8HHTF+h0cPa3t1XcMKIQzBfw0NXeD7s1dN/usHkxe0H2iJW9Hnsj7IZd4bFcMx+y1Ilz0hHyebA6fGjuDiUe25w+lOWqoRtFT9xYcdWcRM/LL8H0zlvoP3gI1mPH4Tp+DP2bv4Grvg6CVA0E2rMr81iGga+jHfa9u9H3xWcwvP4a+jd9BdeJ4/D39oANBAY5WwieSgX5nHlIuXgldDesg/aa66CoqoY4Lx88mWzCq/NVQgEKlRIcs5zRQ9DuRmWqAnzSQzCpOWFxYkeEw4W41wVlR+h7UJOpxLyq5OovexqaJ0LQ74TPFUokktI0jtt7UZZWPWIixFSRDM89BEIyMqU9Azds2DCq/deuXRuP0xIICcHxPgf8EZnpVdrkqwo8jWJ+FYwRVqGO/fsgmxG/4CeBMBoM77wJ1s8F2bTXXQ+eNPY+UJPNyiwNmuxutDtDgYUOpxdfd5pxWc7o+1kQCImKQKyDx9YAIGT1xjIBUPTUV5CzLIu9Eb0CKQpYcF7+mI8nLS6FtSv0kK03+7HV3DjeJSYVQYbF7l6uD5tCwEOleuqtj/2BIJ55/xiM/Vx/oaJMJe5eUxFz4oXZ3YdnjrwAg4vLFhfSAtw963bM1JTFfc2EaNhAAN3/eC6qFzAtkSDrkZ9BlDlyYM7n6oa5NfrZU519KSTKyc2IL8lOwaPfX4Cv97Xjo+3N8AVCQhzLApsOdGB/nQE3ryxFVdnwlS3p2SpI5UK4HKEAWUONEXMX5Q65/2K9Ctt7LFHtCQaj0ebGAZMNVVolOowO7D3J9WQsylRiVuHIlc4WszNKqNToZCiZMfYkQYV+MRym/Qj6Q4kWdsNuyLXV4AvH/+y0PHMRtrRvh9EdcpPY1rkLF2Qvg16a3PdgFE0j9dLLIZ0xEz0v/DPKUte2Yxvc9bVIv+tHkBQnV9+reOHwOXGw90h4XJpShAxZbL2MC8t06GwNCQVeTwDd7VZk5w+f0GuLrAoEBUXaklGvebSsXJCNzQc7wu4jX+9rR0VefBOPrdu3ofeV9eEEzDNx19ago74OaXfcCeWSZfB1dcJVWwt3XS1c9bVgnM5B550JT6mEtKwckvIB28+0ia1yjIVcuQQ/KM3CS/Wd8A4kVLQ4PPhXfSe+TyoEk5Ygw+KrTu4+j2VYpDRybl4V5fGxnJ0qlGnLYDcdADXQi3eJiI8dnXuwpvCSKV4ZgUBIBuISvfnP//zPmL7EWZYFRVFEDCRMKw5EWISKeDRmpCSvJQ0/RQ1JcQncp0KWWY6DB6C/5TZQvPj2XiEQRsJ5/Bichw6Gx+KCQiiXLp/CFY0Mj6ZwY1E6nj7RFn6Y3NZjQZFSglJV4oqYBMJoEIgjA8Es/F4zhJLYAm8TSWOtEeaIqpfy2RlQqcduFyguKoZ16xYAAJ8BqE4DrF4bVKLkTfgZDScsDlj9nNiwWJ8y5RnyDMvixc9q0NDJiZRalRgPXDcbQkFs9ymdjm48e/hFWH3cvZtMIMU9s3+AAtXQAgwhPrAMg571L8B5+FB4GyUSIeuhRyDOzRtxfsBvh7HprYGqshBy7QIodAsmZL0jwefRuGxxHhaU6/H61/U40sjZmvc7fHhuw3HMLtLgllWlQ1by0DSFonIdju0PiTzGHjusFteQ169muxvWEYRAAGABfNjcixQhHxu3N4ON+NnaFYUxPbvv3doStlEEgEXnxzZvKGhaAFXGhehr+zi0RjYAa/cWaPKuGvMxT8On+biq6DK8ePw1AADDMvi4aSPurrx13MdOBMS5ecj95aMwvf8e+jd9Fd7uNxrR/vj/InXNFdBccfU5195hZ/deBFiun+WK7KUxz80v0WLbV6fC4+Z647BioNfRBq+jLTyWqmdCIIq9R+1YSVNLMadYi8MNIWHjcIMJPX2uuPU6c9XWDCsEhmEY9K5/EcY33wDjidH2U6GApCzU809SVg5hRsaUi3+DkSMXnyUIthJBMKnZb7LB5OHuFZhOBwRu7lqRljH1CW7jgS9UQq6ZB6f5AABAz+fhYO9uBPMvBi/OfZMJBML0Iy53i9ddd92gX+rBYBB2ux3Hjh1Db28vLr/8cixcmDh2UgTCeDF5fGFbQACYnSqHMMlvFuVVC8JiYNBhh7u+DtKKGVO8KsK5BBsIwPDm69wGioL+5ltB0Yn/2UoVCXBNvh5vNXKZ9O829eLBylwoBOdWgIYwPRGIo6ss/B7jlIuBDMNg77YIu0cehaqlIwsLw3FmlUWmyY+G/mZUpc0Z13GThUhbJT5FYYFu6kXQDduasLfGEB5LRHz89Po5UMpis45u6G/G/x39F9wBLoipFqXg/rl3I11GLNEnGpZlYXjtZdj37A5vo/h8ZN3/UExVTQzjh6nxrXBVGQCIFYVQZ6+ekPWOBm2KBA9+bzYO1pvwxqZ6WOze8M+ONppR27oHVy7Lx+qFueAP8pxQXKEPi4FAqDpwqGvYt119UcLecDAANrYYcaCO6+9alpOCGTFUFRm6bWiKmJeerUJu0fiFD1nqbNgNu+H3hD7Lzr7DUOgXxeV7ZJ5uFgqUuWi2hQSbQ4ajaLa2TRuhnxYIoV93M2Sz56DnpecR7B+4TrMs+j79BM7jx5Fx949G1d8tmWFYBts7ueuJSqjEbG3sz6xyhQhpmUr0doWSQ5rrTVi+qmRIscrauyNqrExbNoZVj43VC3PCYiAAfL2/HbddEp9KdvOnH48sBEYwnBBIy+WQlpWHqv/KKiDMzExI8W8wTguC6+s74SGCYFLjCzLY3MUl5zABBqIW7t6BogDtGOyuEw1V+nI4zAdBDdwVzOMHccR4HPPPkWcVAoEwduISmfzd73437M8ZhsGf//xnvPLKK/jBD34Qj1MSCAnBwYiqQCC5LUJPI6+qhvEtToix799LxEDCpGL5+iv4ezkxTbnsPIgLkqfB9+xUBRqsLuwfuD44A0G829SL75dmkv6BhKRHII621fG7jcAUt8mtP94Lax8XnJo5NxMK1fh6Zgj0etAKRbhvYIbx3BED2x2esN0xAMzVKCCf4mSG7Ue78enO1vCYR1O4/5pKZGpjq7o+ajyBl068Dj/DVVSly9Jw/5y7oBanDDOTEA9YloXpnbdg3fodt5HHQ8ZP7ovpHpNlWZhbN8Dn5vqC8UVaaPO/B4pKjAAtRVGoKtNhRr4aH21vxtf728NVdb4Ag/e/a8LuE724bXUZSnOi33NpmUrIlSI4bCERsaHGMKgYaHD70GSPrSLnNJ0eL3hSPoKu0Hv/mhirAvd81xw1Xnx+QVyC+hRFIyVrJYyNb4S39Xdugr74ljgcm8La4jV48uDfw9s+bPgMD8//SdIIErEgmzET+Y/9Fr2vvQzH/n3h7d6WZrT++lHorl8H1QUXTqvfeTBOmGth9ljC4+VZi0ZdEVNQqg2LgU6HD4ZuO9Iyz36e97l74bFxVYRiZcmkJkKV5qQgVy9DV48VAjaAYwfqYSkSQUwFwXq9YAb+hV57Qq99PjAeDxifN2ofbj8vgh43WJdr5AUMAS2TQVpaDkl5SAAUZmYlRfLmUERWCEYKguvrO3EnEQSThu29/bD7uSpAZ5sdqT4GQOiamKqVQSBM/uo5vlAFsboSXssxAEAan4ddnVuIGEggEEZkUp7saZrGz372M3z55Zd46qmn8Pzzz0/GaQmECYVhWRwycRlGWrEAObLEbNg7GgRqNcTFJfA0hB54Qlahtyf1jT0hefBbLKEM1QFoqRTa6743hSsaG1fk6tDq8MDoGegBZHNhe48FKzIm3k6IQJhIaJ4QPGEKgr5QRYLfYxxhxsQSDDDYv70lPObzacxfMv4qEIqiICkuCdsVZ5p8+MxybvQN3NFriRovTZtasaym1YKXN9ZGbbt9dRkq8mO7nu7s2oc3at8DG1FPVajKw09m3wmZID42a4ThMX+8AZavv+Q2UBQy7voR5HPnxTTf2rMF7v6a8JjmSaArWgean3j33RIRH+suLsGSmel45cs6NHdziYOdJif+8PpBnDc7A9dfWAy5RAAgdL0prtDj8J52AECf0Yk+kxOpZ4jdDbYxBO0pCqJUMVwuB2bmq88SIgejo8WCjhbuOpBXlIqMGObFilhRBJG8AF5HSHD02BvhsTVBrBx/4ldxSgHmaGfiiCnUk7LR2oxjppOYrZtePdB5cjkyfnwv7HN2wvD6q2A8oQQO1ueD4fVX4Dx2BGl3/AB8lSo8x9fTDefx42A8btBiCWSVlUldRbi1Y1f4NU3RWJa5aNTHKCjVYveWpvC4qc44qBhoO6MqUJU+dOsCNhDgRDefF4zHGyHIeaLEuDNfMz4v2IH9Qz/zDPzMh5u83nAFEAAYf//+qH/feCGfXwXNlVdDmJU97WIE2YMIgm0DguD3SzMhJu1TEhqHP4Bt3dz3V9AXhKvNjsi7PV2SW4RGosm4EB2WYzj9KcwP9qHT3o0sRfJe2wkEwsQzaWm+FEVhxowZ2Llz52SdkkCYUBptrqh+OlVa5bTJwFRUVYfFwKB9wCq0vGKKV0U4FzC99zZYL1eRorn6GvAVyVdxK+TRuKkoHc+dbEdgoDTgq04zChRS5MgTL3hJIIwGgViXMGJgzdFu2G2cJd+s6ixI5aK4HFtSVBwWA6UeFq7eLjj9rmktIFl9ARy3OMLjQoUE6dL4/D3HQrfZiWc/OIYgwwVA1yzJw3lzMkecy7Isvmr9Fh83bYzaXqmpwF2Vt0DIi81elDA++r78An2ffBS1Le2OO6FYGFvg3tl3DLaebdwGioa24PpJ6dU1HvLSFfjv26rw3eFOvPddE9xe7plh29FuHDplwg0XFmPZrPSzxEAgVB248LyCqGOeDkyPFoofej5Zu2JksY1lWez5rilq26Lz4+vOQFEU1Fkr0VPHJQhbujYhXfHDuDxLXVV0GY6Za8Cwob/XhsYvMFNTPu36KFEUBeWSZZCUlKLnxefDbR4AwHn0CFof/QXS7rgTtFgM82efwF1bEzXfCEBSXgHNFVcl3XOe0WXGyb668HiurnJUPX1ZhgHr80HO80GtFsFiCd1HNB7vRKXKAtbrCwt4gYAN7vTa00VFgI0P4/PvDgh9pyvvfGGhD8Hg0CceB4kUZRDl5kGUMz3sdwdjKEHwX3Vd+H4ZEQQTmS3dFngjbG+dzTaIgyx44ETrwQT/ZIUvSgGlKAHsodhdBp+H4+1fIWvGHVO8MgKBkMhMqudPY2MjWDbWLgcEQmJzIMIilAIwVzN9birkVQtgfPvN8Ni+f1/SPSQSkg9XfV1ULyFhVjZSLrhoClc0PtKlIlyeq8XHrSGxhGGBtxq78cDMXIj55CGSkLwIxNqwXVbA2weWCYCiJ99G0u8P4kCEdaRQxMPcRfELTp3Zxyzd6EOTtQWzRtGTKNnYY+hHhO6GZelTVxVoc/nw5DtH4IoQURaU63FNDIIGwzL44NSn+LZje9T2xenVuLn8umknCiQq/Vs2w/Tu21HbdOtugWr5ipjme53tMLd9HLUtNWcNxIr8eC1xQqFpChfOz8b8Uh3e2tyAPSd7wz9zuP146fMa7DjWjdtWlyEjTQ6VWgKrJWQD2lhjwILl+VHimHiMFnVsgMXsIg2KMlUj7ttcb4Khm3M+KZmhh0YvH9N5h0MozYBUPQuuAXszv7sHLssxyFJnj/vY6TI9lmYuDPeT63UZsLN7H87LWjzuYyciAq0O2T//T1g2fg7TRx+Gxaigw46uZ/827Fx3bQ066uuQdsedUC07bzKWGzMsy4IN+AeEtlBV3ekqusPN21DS44EgwEIQYHGeJQjTqfcjKu98EXaZZ1bnhSw0T6NKnQtL6lwAgN3J4NQLr0Hui+ibe4EW/AzuOd+3pR1M++jseqcEHg+0UAhaLAYlFIEWhf5RIu61z2iA59SpkY91BrREMgELTiyy5WL8oCwLL9VFCIJOIggmMn0eP/YYuM9uwOWHq9MB7Rn76dKnT2UgAGRmX4LOk6dAD9wuqF3NcPndkAqm/+eUQCCMjbhEbnp7e4f8WTAYhMlkwquvvoqmpiYsXbo0HqckEKYUdyCIkxZneFyikkIlnNp+OvFEkJoKcVExPI0NAADHwf3Q33zrtLMBISQObDAIwxuvRW3T33wrqCR/0FqkU6HB6sLJ/tD1wuIL4MNWA9YVpk+bSmLCuYdArI8YsfB7zZPaO+c0Jw52wuXgAnpzFuRAPGC7Fw9EeXkAnw8EQmJUpinUN3C6ioF+hsFeozU8ThUJUKaKrSdf3NcSCOLp94/CZOUqxYsylbhrTcWIvVcDTACv1ryD/b2Ho7avyr0AVxddRq69k4RtV8i+MBLN2muhXrkqpvkBXz+MTe8ALFdlo9AvhlwTm7VoIqGSi/Djq2Zi2ax0vPZlPQz9nJBQ196PR1/ai8sW5yK/VIsjA9WB/X1umA0OaNO4oGWJcvRVySzLwmv24JobR07qYxgWe7dyvQJpmsKCM6oT40lK5oVw9Z8M/x/3d30LacqMuCSXXJ6/Cnt7DsIXDH1HfNb8FRakzYOYP3WVzhMJRdNIvfwKSGdWoueFf8LX3RX7ZIZB78vrIdBox5T8yQaDnOh2lvWlJ0rMG0qcC88Z+NnpY4EZvBo2b+Afx7foG/XKQ+gdbWgZEAMBwCjL5cRAKQ+8cu4zyBi8cRcCKZEItPBsoS76tRi0SAg/JcBHezvhZnnwU3yoNQrcfHkleGIxN0coCgmA/JE/R76ebrT84v+NcsEUZDNnjfG3TS6yZWLcVZaFF88QBNfXdeHO0kyS3JlgfN1pRjAioc3RaAVYIF8lAayh6l8en0aqbmrubScKgVgDtyQLMk8nACCdR+N4+yYsLLxyildGIBASlbioF+eff/6ID9Ysy4LP5+P++++PxykJhCnlaJ89bP0HAPO106cq8DSKqgVhMTBosxGrUMKEYv3uW/g6OHssxcLFkJaVT+GK4gNFUbi2IA2dJ9pg9YUEhWN9DpQobajWjZyhTyAkIgKJLmrsdxsnXQz0eQM4tLstPBZL+Ji9IDuu56AFQojz8sPfhRlGP3b0N48wK3k5bLbDFeACr0vTUkYU3iYChmXx4mc1aOzkHBi0KjEeuG42hILhA2+egBcvHH8VNX31UduvLb4CF+fGVo1GGD/2gwfQs/4FIOJeWX3p5UhdE1tgigl6YWx8G0yAS7wTK0uQkrky7mudTCoLNPj1XQvx2a5WfL67NWx/G2RYfLqzFZkKIbIi9m+oMUaJgTqJEIUKCZrssYsRPosXc3LUyIuhEqL+eA8sZq4vYcWcDKjUE1dZwBemQKFbCLsh1Pst6LfCbtwLZdr4k4dVIgVW5p6Pz5u/BgDYfQ58074VawpiE6OTFXFePnJ/+RhM772D/s2bYp/IMOh97RWknH/BsOLc2UKfF2wgMPLxExi5rw9ivx0eQegzYpTlocByFADAn6sCxeO+B9n6AITpGaDE4lDVXVioE4EWCbnXQhEosSj8OlSdJ4wQ+QbEO4Fg1Mm2UlEt9h4eEHt9wPmyjJh6gQ6GMD0DkvKKsyxkhz1/eQWE6eljOl8ykjUgCL5U1wn3gCDY7vRgfT0RBBOJTqcHR/q4qnaf1QuPwQ0Bn4ZawMPpekFtmhy8MVbZJzJ5eWtgqP1H+L6dthwBw6wBTZL5CQTCIMRFDMzMHLpvB03TkEqlKC0txe23347Zs8dv/UEgTDUHTdyNhphHoyJlemUXAYC8qhrGdyKsQg/sJ2IgYUII2G0wbfggPKZEImivv3EKVxRfpHwebixMx/O1HTgdFv2kzYhcuQR6CelZRUg+BKJowx2/xzDpazi6rwMeNxeAnLs4F0JR/Cv0JcVclbzGGkSPuQ3eoA+iadZvjmVZ7OjlrJVENI352qmxUdqwrQl7a7j3lETEx0+vnwOlbPi/ud3nwN+PrEernUssoSkat1XcgIXp8ydsvYRonMePovsfz0VV9KguvBja666PqSqTZRmYWz6E38M5zwjEemjzrwVFJX9QSyjg4ZoVhVg8Mw2vflmH2jbuc9dl9yEVFCQD3cEaagxYdH5B1N/twsxUtNR1IpbugSzDwtliw9pr5oy4byAQxL7tLeExn0+jalne0BPihCptOZzmQ2CCoSpga+82yDRzweOPvzfrxTkrsL1zN2y+0HPbprbvsDxzMVSi6WURdya0UIiUCy8anRgIwN/THdUmIumgqDPENmHIHlMsDolzIiEnwkVW3QlFKGgFatpC9xR2sQaa//g15GoBDB3/Asv6AQB8kQY59/9iyq9DqxbkYMthrvLzq33tYxYDAUBzxVXoqK8bsgozCpqOOaljOpEl4yxDiSCYmHzZYY4aOxpDTheXLcxF727uvlA/zSxCTyOVpsMiSIUmYAEA6GkGTT07UZy5fIpXRiAQEpG4RE02b94cj8MQCEmBwe1Du5OzrZqjUUAwDTNuBBoNxIWF8DQ1ARiwCr3pFmIVSog75g/fB+PiMtE1V1wFgVo9hSuKP/kKCS7OSsWmzpCJkZ9h8VZjN+6ZkTMtrx+E6Q3NE4InTEFwwEbL7zFN6vk9bj+O7OMe7KUyISrnZw0zY+xIiktg+XIjgFB/4DSjF83WVpSnlgw/MclotLthcHOWq9U65ZT0w9l2tAufRvSB5NEU7r+mEpna4ZOuzG4LnjnyPAwu7r0opAW4e9ZtmKlJ/irzZMFVX4euZ58O9ywDAOXS5aH7xxirTPu7voHbxlV20nwZdEXrQPOml71jhkaGn980D7tO9ODtzQ2wu0KCgxkssgfEQLvVg94uG9KzOCeBIqUU1+Tr8WGLYVhBkGVY2Gr7MDddhewYev6dONQFh80bHs9akA2ZfOL/5jRfAmX6CvR3fgUAYINe2Hq2QZ29etzHFvNFWFOwCm/WhRLOfEEfPm/5GjeVXTvuYyc6zhMnpnoJQ0IJhSOKc7R4oLouUtgTiWAK2vB2y+fw8yj4+RTmZVfj6oorQZ2ushtjNXtZbj9qXuespTssFPLl9WEhEACUacumXAgEQteO2UUaHG0MiR+H6o0w9LuhTxlbFa+0vAJpt9+J3lfWDy8I0jTS7rjznE0OHkoQfKm+Ez8ozSKC4BRyyupEg42LJXhNbvgsXmiUYlTnqfHJTs5JRJ8xPcVAAMjMvgye5tfD10Fn7w6wGcuIPT6BQDiLuIiB+/btg0ajQWFh4bD7HTp0CKdOncINN9wQj9MSCFPCQZMtalylmX4WoaeRVy0Ii4FBqxXuhlOQlpZN8aoI0wlPSzOs27aGx4K0NKSsvGQKVzRxXJCRikabG80D9l49bh++aDfhqjz9CDMJhMRDINZFiIHGST334T3t8Hk5saFqaR4EI9hHjhVxUbTol2Hyo7G/edqJgTt7uOokCsAS/dirDMZKTUsfXtlYF7Xt9kvLUJGfOuy8Tkc3nj38Iqw+7v5Mxpfinjk/QIEqd0LWSjgbT3MTuv72JFg/FzyXV1Uj7Y47Y04kc5gPhy0jAQAUD7rCG8AXTv77cTKgKApLKzMwu0iL97Y0YuuRLvQBiDQ8fv39Y/jeDXOibD6rdCqkiATY0t2HRtsZlqEsC6/FC2eLDf5+L66+YuTeXj5vAAcjgqVCER/zFuWM87eLHYW2Gnbj3vB3it20DwrdQvBF408MW5KxAJvbt6PXFao23tm1FxdmL0e6bHrfezGecfa14/FCNphicUicG7SP3dkWmLRIHLVPlLg38Ho8iaUbTr6NjjSuSnzxjIvAk48/uJ+WpYJEJoDbGbp+tTT0QCPeG/45T6CETJ04ffJWLcgJi4EsgE3723HzytIxH0+1/DwItFr0ffYJXDUno39IUZCWVyB1zZXnrBB4mqyIHoKnBcEOpxcv1XfiztIsSIggOOkwLBtVFciyLOwDVYE3XlSMPqMzan995vSN3aWpi7GrRYoshK7/anhhtpyANrVyildGIBASjbiIgbfddhuuvvpqPP7448Put379emzfvp2IgYSkJciyOGTmgk16iRBZsumVqRyJonoBTO++HR479u8lYiAhbrAMA8Mbr0b1FNLfdAtogWAKVzVx0BSFGwrT8fSJ1nBfrt0GK4qVUsxQj5y1TyAkEgKxDh7bKQBAwNsHlgmAouNv03kmLocXxw50hMcKpQgVczIm7Hx8pRICfRr8hpBlYabRj+PTrG+gyeNDnZULlpSnyJAqntzrcLfZiWc/PB7uoQYAa5bk4bzZQ7ciAICG/mb839F/wR3gAt9qUQrun3sX0mWT28fyXMbb0Y6OJ/8MxsM5Z8hmzUbGD38CKsYKU4+9BX3tn0Zt0+ReBdH/Z+/No+OozjTup6r3brW6pV60W6ttybstL3gFgiGAIWBWE0KYDEtCQiBxJpn8950zyXwzk8yQfCEwA4FhAoRADAECDgazGBuvsrxvsrUvraW7pd73rvr+kN23SpbbWqrV3dL9ncM5utd1b92D1NW37vO+z6ubOlEqXeRoFPiHW2qxdmEhXv24CX57ALqL2YHyQBT/8n8NuGF5KTavr4Lmoh1yda4W1blanOl145jdg2A0Do8nhDMnBxAPDNsdrllQiCLT1UsZHG/oRihIRNxlq2dBNYXPAIaVw1j8NTjbL1rGFy9ToQAAIABJREFU8xxcts9hrrx70nPLWBnurL4FL5z8IwCA4zm83/IRvrvo4UnPncmw6olliZnvugd5N90MRp767/Px4ov40ThwPNGebaxCcY40tetYlkHlbDPOHOsFAKiYJnBx8r2Sa10Nhs0coWdeeR5KLTp0XxQ69pzoxZ3rqqBVT/z3pq2tg7a2DpG+XjAdzYgHAghyLHTzF0BZmLp9VrZRfAVB8BUqCKaFk4M+2AIkqz3UF0DMF0VdeR7q51rw+YfnEv+mVMlSWgc3EzAUrgff+3EiG3Cg+1MqBlIolMuY0G7hgw8+QFxg/wIAnZ2deO+99644xuv14uDBg7SAKSWrueAOwBsVZCOYc6d12r3CZIa6sgqhtuHsQG9jIyxbqFUoRRo8+/YmMk8BQLdkKXQLpnddWYNSjrsrC/Dahd5E3ztt/SjWqmBUTU8RlDI9UagtghaPaMgBpVaaQ7lkHNnfiViU2FjVr62ATJ7a7yRNTU1CDCxwxvChqwMxLgb5FIifU8H+fhd4QXttwdRmYXkCEfzmL8cRCJMakCvrrNi8IbnjyAn7afzv6T8hypFxhboCPLn4EeSpp2cmWSYS6etD9zO/BhcggrJmbi2KnnhyzIJCNDwIR9s2gCef7dyC9dDlZ04mzlQwu9SI/+cfVuDtd05iqHW47o8SDHTg8enhbhw+N4BvbpyD+rkWnOsYwof7O3C2Y2jUuRgA31hbcdV7BgMRHD8ksF3OUWJBfWpsl5OhNc6HV3sAkcBwLbSA6zTC/mug0k1+LQvN81BtqESLeziQ44TjNJpdbagxVk567kxFt2ABxp2zzzDIWbY8I4VAANjf24CY4Hm/oXSNpPNXzhkWA1mGQ1UFCTpi5VrozJlVd5ZhGNy4ogyv/H1Y6AhH4th93IabV00+G15ZWATLwuEsQ7vdO+n5piPFOjUeqS3Fy+e6qSCYRmIcj096iD08z/HwtbrBMgwe2DgbDMNgoJcE8lsK9dP67A4AagtXYnf3TlTJh3f2OXEPAp42aHOn7/cdhUIZPxPa6Z04cQKvvfZa4kHKMAyOHTuGY8eOJR3H8zzuuOOOidySQskIhBahLIAlpunrOX6JnOUrEmJg3O1CqKUZmtkTtyGhUAAgHvDD8c62RJuRy2G5/4E0rmjqqDPmYLXViP0Dw3ZYwTiHv7T24ZHaUsim+QsKZfqg0FhE7akQA73uEE4fsyXahnwN5i5MffaXuno2PPv2AgCUMR6GwSA6vT2oMpSn/N6pJhSLo1GwtynUKFGpn7qo6WgsjmffOQGHm2SUVZfk4h9vrQOb5Hm4z9aAPze9A04gHlUZyvG9Rd+BTqFN6ZophKjTge5nfoW4h/wNqauqUPLDp8EqlUlGErh4CPaWN0VZOBpjHQxF10m93KxALmNx601z8Kf/OZjoywcDH3i4fBE8/94plFp0sDn84Pgrz8MDON/lhjUv+efhyP5ORCMk0HH52tTZLieDYRgYizdioPnVRJ/L9imsNd+e9OEtwzDYXLMJ/9n4+0Tfu83b8U/1P5i2B8PKwiJoausQPHd2zGO0tXVQFqY+qGcicDyHPT0HEm2DUo/F5vmS3qOkPA9KlQwF5l6o1aSGrt6yCiybeQF718wrwDu7WuC5WG/0s8Yu3LiiFDIatDslFGtVowqC/9vUg3+cSwXBqeCQ3Y0hQSBZoMuHeCiOjfWlKLXkIByKwjVI9hbT2SL0EizDgs1fCniOJPpsXTtQM/+JNK6KQqFkGhMSA59++mmEQiHwF63d3n77bZSXl2PFihWjXs8wDFQqFcrLy6lFKCVrCcTiOOsiUc9zjDroFZkZOSkl+mXLRVah3sMNVAykTBrn395D3EsOD/NuvhVKy/Su3yLkljIT2n1B9F60NWn3hfCFbRAbS0xpXhmFMjYUKrOoHQ0NpPyejfs6wMXJ6feKdRVT4jihqRlRN9A+XDdwOoiBhx0eRASKwtoC45QdjnM8j5e3n0VLD/kuMBvU+OHdi6C8ghjB8zx2duzC+60fifoXmGrxyIJvQSkbmwBFmTwxlwvd//krxAYHE32qsjKUPP2TMVsU8jwHR9vbiIVJZL9SUwRT+Z3TVqQZC7lGDazFegzYhrNyTAyDToGleveIGkhX4v8+OgeTQY268tFr73ndIZw60iO4rxq1i9JnB6jWV0CdOzthQR32dSDkuQCNYfLvHZWGWVhmXYQjAycAAO2eThy1n8Qy6/R1pDDd9g10n28COO7qF7Ms8jfdnvpFTZAzziY4Q+RZs7Z4FWQS23bKZCzKq/NRkk/qljKsEnrz6Gdc6UYhl+H6ZaV4/6vhjFenJ4zGJjtW1lGL7KmiWKvCo7WleLmpO1ECoidABcGpIBSP43MbeSZwMQ6+dg9yNArcsX44C87e5xONsRZO/0B+AFhWdj0OHmvA7It7aWXEjrCvC6qc6W+7TqFQxsaElIycnBz84he/SLTffvttLF68GL/85S8lWxiFkmkcd3oRF7yILzNN/8giAFBYLFBVVCLcPvyi4W1sgOX+B6hVKGXChHu64fr8s0Rbnm9C/i2b0riiqUfOsthSVYjnznQmDuK/sA2iSq9BVS7NaqFkPqxMCZnSiHhkOMM1Ghq3Idm4cA8FcO4Esdc1WXSoqZuaAAJlURFYrRZcIAAAKHZE0exqxY3l103J/VMFx/PY3+9KtHVyGRZNoePBu7tbcegsEZG1Kjl+dO9i5GpHF/Q4nsNfmz/EF11fifpXFdbjwdp7JD8YplyZuNeL7md+jaid/P4UhYUo+fFPIdNdvUbdJYa6P0bIS+zCZQo9zFX3Z2QWzlRTU2dNiIFyHrh+rgW7ztuFZZavCsfz+HBf+xXFwMN720UBFis3VEImS+/+Pq94I3o9zcBF8+Ih26dQ59aAYSa/rm9U3YLj9tOI88OZkH9r+QiLzPOmjeXzSLS1dSj49nfQ/+oryQVBlkXBw9+BtrZu6hY3Tnb3EIGOZVisLVmVkvtUVXkgj5JM9SjqwMrVKbmXFFy/tATb93cgdjEzbWdDFxUDp5girQqPzKWC4FSzp8+FQIxktfvbPeBjHO65cQ50F2veCi1CAcBaNDPEwBylDm5tFRDtSPQN9OxE2dx/TOOqKBRKJiHJbv/cuXP41a9+JcVUFErGIrTR0splqDWO/bAj29HXk4jIuMuFUEtLGldDyWZ4nsfAG6+LDiUs928Bq1KlcVXpwaJR4vZyImbwAP7S2i96saFQMhlh3cBUi4ENX7WLDsFXbKicsswhhmWhrqpJtIvsUbS420UWldnIOZcfQxFBnT6rAYopCvTZc8KG7fvJIYWMZfCDzQtQbB59bxXjYvjjmTcvEwJvnHUdHqq7jwqBU0g8EED3b/8LERvJKJObzSjd+jPIc8ceKOe1N8DnaEi0GUYOS9X9kCtnRrDd1aiuFQc7lKmV+P4dC8Y9z7mOIfQ6L88kHHL40XSyL9E2WacuwCIZCo0FOtPSRDsWcsDvTF6KZKxYtCasL7km0bYHnfjKdjDJiOzHsG49Srf+FNq6eZf/I8NAWzcPpVt/CsPa9VO/uDHiCDpxxtmUaC82z4dRZZD8PjzPQy07nmjH4wxaO0olv4+U5OqUWD2fiH8tNg9aetxpXNHM5JIgqBUIfz2BMF5u6qHvdSnAE4nhqz5SLzceisHf5UN5oR7rFpLs9oFeUvNSm6OETj9zzhuWzboeFwR7fD7QjbC/O8kICoUyk5D0jT8ej8PhcKC3txc2my3xX3d3N1paWnDw4EH8+7//u5S3pFCmhN5AGLaLdn7AcK1AOTtz7Iv0y8X2KN7GQ2laCSXb8R1uQLDpXKKtrZuPnGXL07ii9LLMpMfifBKl6InG8E5bf8KGm0LJZJQCMTAWHgLPxZJcPXGcdh8unCYZSNYiPSpqptZSV1NDxMDcAAeZxw+bry/JiMxnryArUMYAqyzSH66Oxtn2Qby6o0nU9+2b56KuIn/U60OxMP7nxP/hcL9YELir5jbcWXPrjLaTnGq4cBi2Z3+LcEd7ok9mNKJ068+gyB/99zcaQU8Lhrp3iPpM5XdCqS2WaqlZT45ehaIy8plsbbLD6QklGTE6PIDTbYOX9R/c3SYKsFh1bVXGfJaMRdeCEWSHunp3gYtHkowYOzdX3AC1jGR6fdT2KYKxYJIR2Y+2tg6lP/kZKn75b7A88CBMd94FywMPouIX/y9Kf/KzjM4IBIA9PQfAg/yxbihdk5L7hDzNiAksz7t7CtF2wY9YNLPFnBtXiK3/PmnoStNKZjZFWhUenVsiEgRtFzMEqSAoLZ/bBhEVWNz72jwAx+PBjXPACs7ohGKgtVCfMd9xU0FF7iy0sEZR31DvrvQshkKhZBySeGLwPI9f/epXePPNNxEKXf0l5ec//7kUt6VQpowjDrHFwDLzzIpaVlgsUJVXJA5/fI2HYbmPWoVSxgcXDsP+lzdJh0wGywMPzqiN+UgYhsEdFRZ0+UMYDEcBAGddfhwYcGN1gfEqoymU9CIXiIEAj2jIAaW2UPL7NOxpF7VXTmFW4CVGqxvY7GpDqT47xQtbIIw2LzkAX5ivR64y9VZ5Nocfz717CnHBIc6m1eVYv2j0/4/eiA//ffwVdHjJ4SbLsHio7j6sLFyW8vVSCFw0Cttzv0PwwvlEnyxHj9KtP4PSOvaMsmjIAUf724DgcN9QdD20eaNkLs1wauqs6O0azvIJh2Jw9fuuMmJ0ghHxQfRArwdt50mdxqJSA2ZVjV3MTTUyhR5662p4+nYDALiYD96B/TAUXTvpufXKHNxUfh3+1josRvuifuzs+BLfqL550nNnOsrCIigL01cTciJE4lHst5EM4kJdAWYbq1JyL08/yTznOKClvRSxKIeu9iFUzjYnGZleSi05mF+Rh9Ptw5lSh5sG4HAHYTaMrXYrRToKLwqCLwkEQJvAMlRLLUMnjSMUwWE7yX6N+aMI9vqxen4hakpJAI3fF4bfS4L5rcUz6/wOABaWbkBz599Qc3F/H/G2IhywQUUDryiUGY8kJ/lvvPEGXnnlFQSDQRiNRuj1w1kOpaWlyM3NBc/z4HkepaWl+Od//mcpbkmhTBlxjscxJ4kqKtKqUKydORYDl9DXk+yt2NAQQm2tSa6mUC5ncPsHiA2R6PS8G26EqphuRtUyGbZUF0Im0Db+3uUQZSNTKJmIUmMRtVNhFTry0Lq4zIDSitHrX6USdWUVIAiAKbJH0exum/J1SMW+/iFRe+0UBB94/BH8dttxBMICa9I6KzZvGP1g1xkcwjNHnhcJgUpWge8t+gcqBE4xfCyG3heeR+DM6UQfq9GgZOs/jet7PB4LwN7yZ/Bx8v2mzVuI3IJ1kq53ulA11wJh3ENkMDCheTRK8QH0gV3iPfyq6zInK/ASudbVYOXENtgzsA/x6MTE0JFcX7ZOZDP5edduDIVcSUZQ0kXjwHH4Y+TvfkPJ6pT8rYZ8HQj7yXdNb58VweCwmCbcg2QqN62clfiZ54HPGqkdYLoopBmCKeXjbieEJv3eZhdUChnuua5adJ0wKxCYOfUChdRbF+NoVHzk7+7dnabVUCiUTEISMfC9994DwzD4/e9/j/379ycEv5deegkHDx7E22+/jcrKStjtdqxfn7l+9BTKaDS5/fALNm7LTDNvIwEAOctXitreww1XuJJCuZxIfz+GPiGWYDKDAfm335HGFWUWpTo1biolUcdxnsebLb2IxLO7JhlleiPODEyNGHhoZFZgmqzsWJUKqjJy2FbsiKLZ1ZqVlr7eaAzHneRQvTxHjRKdOsmIyROJxvHsX0/A4SYOItUluXhkUx3YUX6fNl8f/qvxOQwEyCGsTq7FU0sfx3xTbUrXShHDcxz6XnkJ/mNHE32MSoWSp7dCPat8HPPE4WjbhliECNFKXSlMs27POCEqU9DqlCgpJ8EPQUcQ4/0/xQBYUEVslbvbB9HTQYSv8moTikqnxiJ4PLAylSgTkOeicPd9KcncSpkSt1XelGhHuRi2t+2UZG6KtOzp3p/4WSVTpiwQxNO/V9T2hkimcvsFBzgus/fjCyrzUWTSJtq7j9sQDKfGup1ydS4JgroRgiCtITg5On1BnB4i+9eIK4ywI4RvrKlA3oh6gPYRYqClcOad4SllClQWLkdrlDwLQp7ziAR607gqCoWSCUgiBra2tmLevHnYuHEjAGDJkiXgeR6HDg3XFVuwYAGee+45RCIRvPTSS1LckkKZMhoFFqEyBlhimnkWAwCgtFqhEhz6+BobwGf4ixElc7C/9Qb4GNmIWu65DzINta8RsrbAiDkG8iLvCEXxQaf04gqFIhUsq4BcSQ6qpRYDe7tc6Gol2cSzqvLTemitqSZ1Ay1DMQQDXtiDmZ8xMJJDA27EBSLmmhRnBXI8j5e3n0VLD9lPWYxq/PDuRVCMYpnV7GrDM0f+G+4IuT5PZcTW+idQaRi7+ESZPDzPY+D1P8J78ECij5HLUfLk05dZ515tnsHuvyPs60j0yRQGWCrvA8Om3p42m6mpIxassWgc8y054xpfW56HwvzhvQXP8ziwS5zRvOrayskvMkXkmJZCriJCps9xBNGQNM/cVUX1KNYRW+sDvYfR46MHpJlEh6dLlBm+srAeGrn0gSuRQB9CnuZEW2OYi+IKkmUUDsVg63SPNjRjYBhGVDswGI7jq5P07zmdFGpVeGSEINhLBcEJw/M8dnQ7RX3eZhcK8jTYuLzssusHeske0pCngVqjuOyamcCGktXYF4yK+tx9e9K0GgqFkilIIgaGw2GUlpYm2uXl5ZDJZGhqakr0VVVVYcmSJThx4oQUt6RQpgRfNIYmtz/RrjXqoFPMXK93/fIViZ9jg4PUKpQyJnzHj8F/4niira6ugf6aNWlcUWbCMgzuqSyAXvCMaXR4cNzpTTKKQkkvcjXJaJVSDOR5Hgd3iw+tV25I76G1UPxgeaDAOVw3MJuIcRwODpBDTaNSjnl54xMXxsu7u1vRcG4g0daq5PjRvYuRq1Vedu1Jxxn8/tgfEIyReoaFugL8pP77KNQVpHSdFDE8z8Pxlzfh3i3IxpLJUPS9H0BbN776fl77AfidgsxCVglL9RbIFKn925sOVM4xg2VJPmC5RjlqNu1osAyD29ZUJNqtTQ7Y+8ieYvZ8K0zWzP0dMIwMxuKNgh4eLttnkszNMizurNkkmJnH+y0fSTI3RRp2C7ICgeFD7VQgrBUIALkFa1ExR1wjsO185gfnrZlfiByB4LGzoQscl33uBdOJQq0Kj9aOIgie64Y/SgXB8dDkDqBdUOs6ZA8g6o7ggY2zoZCLj7V5nhfZhFpmoEXoJcwaE4zG2WgXZAcG3ecQCfancVUUCiXdSCIG5uXlweslD1u5XI6ioiJcuHBBdJ3FYkFvL41QomQPx5xeCPfQy8wzMyvwEjmCuoEA4KNWoZSrwEUjsL/5BulgGFgffIhagl2BHIUc91YWimzA3msfgDMUSduaKJRkKAVWobHwEHhOGluq7vYh9HYR0apyjjntFj/qmhpRu9iefWLgyUEffIKI9GusRshS+Dzec8KG7fsF2WAsgx9sXoAik+6ya/fbGvDiyVcRFfwNVeaWY+uyJ5CnTn1NQ4oY59/ew9DOj0kHw6DokceRs2TpuOYJus/D1SO2YDRX3AWlhoq7Y0GtUaCskmRgD/Z68NCNs68qCLIMg3+4pRZ1F21GOY7DoT3kecWyDFauz9yswEtoDHOg0gkyntxNCAkyTCfDvPw5mJtHnuunnefQNNicZARlqvBF/WgcOJZo1xgrUZxTmGTExIiGnAi4zibaqpwKqHSlyNGrYC0me462C46MtwVXKmS4bmlJou1wh3D0Qva5F0w3CjSjCILBCF5uooLgWOF4Hh93k79lnufhbXFjcbUJi6rNl13vcYUQDpG9pHUGWoQK2VCyGntHnCW4+2jtQAplJiOJGLho0SIcPnwY3d2kUHFNTQ1OnjyJQIAUfG5tbYWG2sJRsgSe53FEYBGaI5dhTu7lh1czCWVBIVRl5IXc23g441+MKOll6OMdiNpJRohhw3XjqjE0E6kxaLGhkBz8hTkOb7X2IUajeykZiEJjFbR4SSzceJ7HwS9HZAVmwKG1It8EeX5+ol3kyC4xkOd57O0ntcIULIMVltQFOZ1tH8SrO5pEfd++eS7qKvJFfTzP45P2L/D6uW3geGI/vsBUi6eWPgadQgvK1DL48UcY/OB9UV/Bw9+BfuWqcc0TCfbD0f5XUZ+x+EZoDHMmvcaZRLXIKpRDiUaJn2xZkhD6hDAA6srz8JMtS7BuUVGiv+lkP1xO8l4+b0kRco2Z/17OMAyMJTeK+lw9OyV5/2AYBnfW3Crqe7dlu+g5REkPB3oPiwJDNpSkxlHEM7APAPlbMhSsS/xcNYcEO/m9EVGmUabytWUlkAkyiXc2dKZxNZRLXBIEcwSCYB8VBMfMUacX/UEiZgVtfjChOLZsHN2uXGgRCgDW4pkd0D/PNBdBuREdwuxA11lEggNJRlEolOmMJGLgAw88gEgkgvvuuw9vvDGcAXLrrbciEAhg69at2Lt3L375y1/iwoULqKurk+KWFErKsQXC6BNsOpaY9KLN9Uwlp15oFepEqC17DkIpU0vU6cTg3z9MtFmdDubNd6dxRdnDxhITynSkLkq3P4ydPc4kIyiU9KAQZAYC0liFtl8QW9nNmV+AfEtmBOMI6wYW2aNwBp0YCrmSjMgc2n0h2ALhRHuZKReaUWr2SYHN4cfv3z2FuCCIYdPqcqxfVCy6juM5vNP8Ad5vFdvzrSqsx+MLH4ZSdrmVKCW1uHZ9Dse2t0R9li0PwrBuw7jmiUf9sLe+CZ4je2mdaSn01mskWedMonK2GTIZeQdpPjuAuvI8/PSBpfjXx1bh8TsX4lu31OKbG2fjl4+twk8fWCoSCmOxOA7vbU+05QoW9WuyJzBLpSuF1kisaSMBGwKuM5LMPUtfihUFJNu1y9uDxv7jSUZQUg3Hc9gjsAjNVeqxxLJA8vvEIh74B8nvWqkthkpPAo8qs9Aq1Jijwqp5JOv6fLcbbSOEEUp6GBYES6kgOE6iHIdPBbUC+TgHX5sHN62YhYK80YPFhMI9wwDmgsy1w54KWIbF+pJrsDckrh3oobUDKZQZiyRi4Lp16/CTn/wEHo8HjY2NAIBNmzZh/vz52LVrFx599FG8/vrrUCgUeOqpp6S4JYWSchod4o1zfQqj57MJ/fKVorav8VCaVkLJdOzb3gQfIYeA5s13Q5YzszfjY0XGMri/uhAqGfma3tM3hPOCGqYUSiYgrBkITF4M5Hkeh/a0J9osy2D5uopJzSklakHdQHWUR74njpYsyQ7c1y8WLVcXpMZ60+OP4LfbjiMYJhHIK+us2LyhSnRdjIvhj2fexBdd4npNG2ddi4fq7oOMnbk1mtOFZ/8+DPzpNVGf6c67kLfxxiuMGB2ei8He9hbiEWL1q8opR37prdQmfAIoVXLMqjYl2p0tTkQufr6KTDrcvr4K92+ci43Ly0a14D19xAafhwQCLFpeCm2OKvULlxBD8dcAhuyJ3LbPwXPSHKDfXvV1yBnyvPlb6w5RVhplajk7eB6O0GCivbZ4VUq+D7wD+wFBFmhuwTrR88mYrxUFIrU2Zb5VKADctKJM1N7Z0JWmlVBGYtUorygI+qL0mTMaB/rdcAv+3/i7fMhVyHBbkoAWoRiYb9ZBoaD7ydXFK9DLMegSCM8B12lJ671TKJTsQRIxEAAee+wxfP7553j00UcBADKZDK+//jqefPJJrF+/Hvfddx+2bduGRYsWSXVLCiVlxDgOx51kE1GqU6FAk10vzalCWVgIZanAKvRwQ1a8GFGmlsDZM6KakqpZ5TBsuC59C8pC8lUKbK6wivq2tfbDS18WKRkEyyogV5IMlMm+VDafHcCgnYjetYsKYcjLHCs7TbXYkqjIHkWzuz09ixkHQ+Eozgz5Eu05Bi2sGumz7iLROJ595wQc7lCir7okF49sqhPVOAvFwvifE/+Hw/3HROM312zC5ppNVDBKA94jjeh75SVAsKfLu2UT8jfdPq55eJ6Hs/MDRPykfIRcmQdz5b1gqMA7YWoEVqHxOI+2MdYCi4RjOCKo26lSy7FkVVmSEZmJQpWPHDOpXR6LDMHnOCzJ3CZNPq4tW5toD4aGsLt7nyRzU8aP8P89y7BYVzI+e+KxEI8F4HMeSbTlajM0hrmXXVc5mwQ8uYeCGHIELrsm05hVoEftLBLs03BuAEPecJIRlKnkSoLg/zb1UEFwBMFYHLt6SWAAF43D3+HBvdfXQK2UjzqG4zg4BO4iM90i9BI5Ch3qrYtHqR341RVGUCiU6YxkYiAAWK1WkQ2oRqPBk08+iRdffBH/8i//gtraWilvR6GkjLMuP4JxEim4zEw3EUL0ywVWoU4nwu3ZkRVBmRr4WAwDf35d1Gf95rfAsJJ+5cwIFuXrsVzw/PHH4tjW2g+OCvCUDEJoFToZMZDjODQIsgJlMibjrOxUZWVglEREK3ZE0exqTeOKxsaBAReET401KcgK5HgeL28/ixYbcVawGNX44d2LoBAcevkifvzu2Is4O3g+0ccyLL5ddz82zrpW8nVRro7/1An0vvA8wJG9r/FrN8B81z3jFmY9/V8hMHQy0WZkKliqH4BMTms/TobyahPkCrKPajk7tlo/xw91IRQkB8xLr5kFlVoh+fqmAkPhBjAsCc509+0GFwslGTF2bi7/GrRyEniyo/0zBKKZL/xMNxzBQZx2klqzi8zzYVQZJL+P134IPEcs83Kta0d91mWjVSgA3LRiVuLnOMfjs8buJFdTpppLgqBeMTJDkAqCQr7sHRKdyfnaPKguyMU1AivckQw5AojFyBhrkT6la8wmri1dg45YHN0xQXbg0ClEQ7QUCYUy05D8ZPb48eP4wx/+gF/84hfYtm0bAOCLL77A4OBLWGRFAAAgAElEQVTgVUZSKJnDEYFFqIxhsDifbiKECMVAAPA2ShOZS5keuD7/DBGbLdHOXb0WmprRC3xTrs5tsyywqIn40OwJ4Ku+oTSuiEIRo9AQMTAWHgTHRZNcfWWaTvbDPRRMtOctLUZOrjrJiKmHkcmgrqpOtIvsUfT6++GLZq6FbzjOocEuEOjUCszOlV6YeXd3KxrOEYFCq5LjR/cuRq6WPL+cwSE8c+R5dHiIbZmSVeB7i/4Bq4rqJV8T5eoEzjfB9tyzQJwcDuWuWQfLlgfHLQQGXGfh7v1C0MPAXHEPFCPshCnjR6GUoaKG/H/sahtCKJj8WRsMRHC8gYgAuhwlFtSXpGyNqUYm1yK3gGTwcfEgPAN7JZlbq9Di6xVfS7QDsSA+7vgiyQhKKviq5wB4QejKtaWrJb8HFw/DZydlLmQKA3T5o9ckNBfkQG8g+5DW82PLyE03i2pMKBC4Knx5rAfhCK1Ll0lYNUo8MlcsCPYHI3iJCoIAAFc4KrK3jwdjCPb48OCNc5LuTYQWoQBgKaTneJcozy1Dub4M+4LC7EAenn5aO5BCmWlIJgZ2d3fjgQcewJYtW/DMM8/gjTfeQEPDsEXcc889h+uvvx6ffPKJVLejUFKGJxLDeTeJBJ1n1EEjp7ZGQpSFRVCWlCbaPmoVSrlIzO2C84P3Em1WrYb5nnvTuKLsRylj8UB1IeSCF59Pepzo8kkTDU+hTBZhZiAAxCYQYRqPcTi8tz3RlitYLFudWVmBl9DU1CR+zvPGoQlxaHG1p29BV+Go04OQILJ6TYFRchvOPcdt2C6wIpSxDH5w10JR/TKbrw/PHHke/QGSWaGTa/HU0scx30TdQ9JBqK0Vtt/9BnyUiEo59ctR8PB3xp3NHwnY4Gx/V9SXV3ozNLnVVxhBGS81deRZy3E82q4iTBzZ14moQACoX1uR9bWT9NZVkCmIY4J34CBigtqUk+HakjXIVxPb613de+EM0uCrqSIaj2JfLxHpCrVWzDZK//zwORrBxckeOrdgNRhm9M8FwzCi7EBHvw8eV3DUazMJlmFwo6B2oD8Uw95TvWlcEWU0rBolHh0hCA5QQRAA8JltEDHB+ZK31Y0Ni4pRfhVxb6BXENQvZ0V1PynA+tLVaIvFYRNkB/oHTyIapsk7FMpMQhIxcHBwEA899BCOHj2KBQsW4Lvf/a5IGJg9ezYikQh+/OMf48yZM1LckkJJGcecHpGVVr2FWoSOhjA7MOqwI9zRkeRqykzB8c42cEHykmz6xp2QG6S3o5tpFGpVuHUWOYzgeODN1l6EYjTKl5J+RoqBE7EKPXPcBp+H1LRZuLwUWp30Ne2k4LK6gY4oWlyZaZfN8bwoslojY7HUJO2+5kz7IF79uEnU9/DNtagrJ4fqza42PHPkv+EKk0P7PJURW+ufQKUhM0Xf6U64uwvdv/kvcCFyKK5buAhFj30PjGx8glEs6oW99S3wPDm8zDGvgN6yIskoyngpq8qHUkV+N81JrEK97hBOHe1JtA15GtQuKkzp+qYCllXAUHR9os3zMbh7d0kyt0KmwO1VX0+0Y1wMH7R+LMnclKtzZOAE/AJr1vWlqyUPXOG5GLwDBxJtVq6DzrQ06Ziqy6xCsyM7cO2CIujUpK7azoYuWmYgA7FcSRA81zNj68T3BcIip66oNwJ2KIK7NlRddawwM9BckAOZjJYpEVJvXQydXIu9I7MDae1ACmVGIcmT8fnnn0dvby9+/OMfY9u2bfjRj34k+vd/+7d/w7/+678iHo/jxRdflOKWFEpK4HkejQ6ygchVyFCTAiut6UBO/Qir0MOHrnAlZaYQbGmGZx+xa1IWFcP4tY1pXNH0YpXFgHlGEt04FI7hvY4BmpVLSTvyERaA0dDYalklro/GcWRfZ6KtVMmwdFVZkhHpRV0tzlQoskfRnKFi4AV3AI4QyfpaYTFAKeHBiM3hx3PvnkKcI8+h29aUY92iokT7pOMMfn/sDwjGSKBIodaKn9R/H4W6K9d9oaSOSF8fup/5NbgAsbfVzK1F0RNPgpHLk4y8HI6LwtHyJuJRsn9W66uQV/r1JKMoE0Eul6FiNnne9nQMIeCPjHptw1ft4OLkc7lyQ+W0ORTV5S+EQkOeHf7B44gE+iSZe3nBEpTpiZVqQ/8RdHl7koygSMWXPfsSPytlSqwqXCb5PfyDxxGP+RJtvWUVWDZ5Dc2CEgM0WnJNtoiBKqUMG5YUJ9r9Q0GcaKa1wTIRi0aJx2pLkSsUBEMRvDxDBcFPepyi4HxvixubN1RBr00eJBiLxjFoJ/saK7UIvQylTIHVxSvQGoujV5QdeAKxMM2Ep1BmCpK8EXz++eeoqqrCd7/73Stec9ddd2Hu3Lk4ceKEFLekUFJCtz8Me4i8VC815YKVOCJxuqAqLoaymLws+xqpVehMhuc4DPzpNVGf9ZvfGvehIuXKMAyDuyoLYFCS/6cnBn1oFEROUijpgGUVkCtJFth4MwNPNfaIDrSXrCyDSp38cC6dyLQ60fdfsSOKLl8PQrFwklHpQZgVyAK4xmqQbG6PP4LfbjuOYJgcVK2ss+LO9SRye7+tAS+efBVRjlxTmVuOrfXfR56aZo2ng6jTge5nfoW4h3x3qKuqUPLDp8Eqx5eNy/M8nB3vIRIk9nNylRnminvAMNNDeMo0auqsiZ95Hmhtuvx5O+jw4/wpIo6ZrTmorrVcdl22wjAsjMXiYDOX7VNJ5mYZFpurN4n63m3eTt9xUkyHp0tUS3Zl4TJo5JokI8YPz3Pw9BPBkWFV0FuWX3Ucy4qtQnu73VcU4TONG5aVQsYKygw0dCa5mpJOzGolHqWCINq8QZxzEUEvPBiCmZXhuqXFSUYN4xjwgRMEp1mLqcPXaKwvuQYMGOwLCZ9jHNz90tTgpVAomY8kb2l2ux2zZ8++6nXl5eVwOLIjkooyM2l0iGtOLDPTDUQyRFahdjvCXfQFY6bi3rMb4U5iFZtTvxzaunlpXNH0RCuX4b6qQghDFD7otGMgmB2HEpTpi9AqNBoa+14vHIrh6AHy3aHWKLBweWmSEZmBpobse63OKJhYHG2ezLLL7g+GccEjqIGclwOjShqRNRKN49l3TsDhJhaTNSUGPLKpDizDgOd5fNLxBV4/tw0cT+oVzjfV4qmlj0GnoK4L6SDmcqH7P3+F2CCpDaMqK0PJ0z8Bqx7/wbu7dxeCrrOJNivTwFK9BaxcLcl6KZdTWpEHlcD6bzSr0EO72yDUrlZdVym53WK60eRWQ60ngQchbyuCnhZJ5p6bX4N5prmJdtNQM84Onpdkbsro7O7ZL2pvKFkt+T0CQ2cQi5DMF71lOVjZ2J5VlSOsQtsvZMeZVn6uGitqSQDBuU4XOvu9SUZQ0smVBMGZYhnK8zx2dIkDXLzNbjy4cQ5kY6hjLLQIBQBrEc0MHA2zxoR5prlojsbRL8oOPIZYxJVkJIVCmS5IIgYajUZ0dl5dBGhra4PBIF1EMoUiJVGOw4lBYhsyS6eGRZOZ9YoyhZFWob7DDWlaCSWdxH0+ON59O9FmlEpY7nsgjSua3lTqNbihJD/RjnI83mzpRZTjkoyiUFKLQkPEwFh4EBwXTXI14URDF8IhcsCx9JpZUKoyP6NYXV2T+FnOAZbBWMZZhe7vF7/Qry2QJhOP43m8vP0sWmwks8xiVOPJuxdCIZeB4zn8tflDvN/ykWjcqsJ6fHfhw1DK6N4qHcS9XnQ/82tE7UQ8UhQWouTHP4VMp0sycnT8gyfh6d9DOhgW5sp7oVDlX3kQZdLIZCyq5pLnbW+XGx43seDtt3lENoZFZQaUVU7P38lo2YE8L81e6M7qW8EIQq/ea/m7KLCBIh3+aACN/ccS7WpDJUpyipKMGD88z8PTT2piMYwcess1Yx5fUp4nqteZLVahAHDjCrHt+s6GritcSckEiCBI9sL2UAQvneue9oLgGZcfXX7ishHsD2BJiVFUgzoZdoEYqFTJYMiTNrt4OnEp4GKvMDtwRPY0hUKZvkgiBl5zzTU4d+4cPvvssyte8+mnn+LChQtYtWqVFLekUCTnzJAfoTh5yau30KzAq6EqKYGyiFg2eA9Tq9CZiOP9v4LzESE9/9bboDCZ0rii6c91Rfmo1JMXnL5gBB91Zc/BBGX6IcwMBIDYGLIDQ8Eojjd0J9q6HCUWLLu6DVAmIMwMBIAiRxQtGSQGBmJxHHWSQ5FSnQqzcqTJ1np3dysazhFBSauS40f3LkauVokYF8OrZ97C5117RGM2zroWD9XdBxkrGzkdZQqIBwLo/u1/IWIjtc/kZjNKt/4M8tzx73fD/i44O/8m6ssv2wS1vmKyS6WMAaFVKACcOT5s08rzPA7sahX92zXXVk27rMBLKLWF0OUvSrSjwX74B09KMndJThFWFdUn2j2+XhzsOyLJ3BQx+3sbRFbS15ZKnxUY8lwQ1TPWmZZCphh7EIRMxqK8mrzbdLcPiQKZMpnKolzMKSUB+QfO9MPlyzxbcwrBrFbisdqSEYJgFC+d64Ynkh1/d+MlPiIrkOd4hDs8uO/66iSjxPT3kiA1a1HutP3uk4J5prkwq/NxIRrHgCA70Oc8iliEliChUKY7koiBTzzxBNRqNZ5++mn8x3/8B3bt2gUACAQCOHLkCH7zm99g69atUCgUePTRR6W4JYUiOUcEdbcULIOFeTlpXE32kCO0Ch3op1ahM4xQZwfcu75ItBUWC/K+fnMaVzQzYBkG91UVQisnX+MHBtw4M+RLMopCSR0jxcCx1A08eqAT0Qh5AV22phxyRXaIRQqrFTI9sR8qtkfR5ukUHWimkwa7G1FB3ZQ1BUZJDkX2HLdh+35ihypjGfzgroUoMukQioXxPyf+Dw39R0VjNtdswuaaTfRQJk1w4TBsz/4W4Y72RJ/MaETp1p9BkT/+jLFYxAV7618Annx29dbVyDEtlWK5lDFQPMsAjZZY/h7c3YrdO89jzycXYOskGcEVNSYUlk5vVx5D0fUAQ7433L1fjDkz/WrcVnkTFCw5jP+w9WNE4tLMTRmG4zns6TmQaOuVOVhsWSDpPXieh1uQFQiwyC0Yv+AotArlOB6drU4JVjc13LhiVuLnOMfj8yM9Sa6mZAKmi4KgYaQg2DQ9BcFGuwdOQQ3qgM2HmxeXwmwYW3ZfOBSFe5BkyVuoRWhSWIbF+ouBF6LagXwcHlo7kEKZ9kgiBlZVVeHZZ5+FVqvFK6+8gieeeAIMw+Czzz7Dgw8+iBdeeAEymQy//vWvUVtbK8UtKRRJcYWjaBbU1ZlvzIFanh0HkulGWDcQoFahMwme5zHwxusQFqax3P9NsApqATcVGJRy3F1ZIOp7p60frjA9qKJMPXK1uJ7O1cRAvy+MU43kMEpvUKNusbS2YKmEYRioBdmBRY4oYvEoOj3dSUZNDXGOx4F+UgNZr5BhQd7kD0XOtA/i1Y+bRH0P31yLuvI8+CJ+/O7Yi6K6WizD4tt192PjrGsnfW/KxOCiUdie+x2CF8jvRZajR+nWn0FptSYZeYX54mHYW94EF/Mn+tS5s2EsvkGS9VLGBsuyKCghGZ3uoSB27WjC6aM20XUrr62c6qVNOXKlAbkW4jwUj3rgHTgoydx5aiOuL1ufaLvCbuzq+irJCMp4OTt4AY4gEdXWFa+CnJXWKjzs60DEL3AhyF8AuXL8ttmzqvIhEwThtTZljyPH0tlmWIzEHWDX0R5EovEkIyiZgEmtxKMjBEHHNBQEI3EOn3STzxMX46C0h3HzqllJRomx94kDYq2FVAy8GtcULYeClaMpGocjLswOPIJYlNYWpVCmM5KIgQCwbt067NixA1u3bsWaNWtQVVWF8vJyLF++HN///vexY8cO3HwzzRahZCZHnV4IzS2XUYvQMaMsLoGykBzgehupVehMwXtgP0LNFxJt7YJF0C1eksYVzTzqjDlYbSUHGsE4h7+09iFOP4OUKYZlFZArSU2Pq4mBR/Z1IhYj1tzL11VAJpNsWzolaAR1A3UhDgZfHM2u1iQjpobTQz64BXVlVlmNkLOTy8qzOfx47t1TiAuyDW9bU451i4rgDA7hmSPPo8ND6hApWAW+u/Bhkc0eZWrhYzH0vvA8AmdOJ/pYjQYlW/8JquLx2/HyPAdn+7siqz2FugDmirvAMNn12c12zp3oRUfz1bOShPWTpjO5hevAykj2iKd/L+KxQJIRY+em8uuQI7CT/LjjC/gi/iQjKONhdzepT8UyLNYWS19SZmSWS27B2gnNo1DKUVZB9jmdrU7EskRQY1kGG+tJ7UBfMIp9p/vSuCLKWEkIgsrpKwh+1TeEgKBcT6DTiy3XVkM5DreQgV6xtaW1mJ7nXY0chQ711uGzm31BQTAxH4eX1g6kUKY1kr655efn4/HHH8fLL7+M7du3Y8eOHXjttdfw1FNPoaCg4OoTUChpgOd5kUWoUSlHlZ4WGx4rDMMgZ/nyRDva349Id/ozIyipJR4Mwv72W4k2I5fD+sA3qQ1cGrilzIQirSrRbveF8IVtMI0rosxUFBpiFRoNXlkM9LpDOHOMZLAY8zWYM3/8WUrpZrS6gc3u9NcN3NdPbALlDIOVkwxw8vgj+O224wgK7JtW1llx5/oq2Hx9eObI8+gPkN+3Vq7BU0sfxwJz3aTuS5k4PMeh75WX4D9GLFsZlQolT2+Felb5hOZ02T5D0CPI/JTrYKm+H6xMlWQURWp6Ooaw66MmjCXmZ9dHTejpGEr9otIMK1Mjt3BDos1zYXj69iQZMXY0cg1uqdiYaIfiIexo/0ySuWc6zuAgTjvPJdqLzPOQpx5/xl4yIgEbQt6WRFtjqL3M1nw8VM4lY2NRDl3t2fP5WreoCBoVEVd2NnTRAN4swaRW4rG5pdNSEPRH49gleG+NR+IogwzL5ozvczogCH7R5iiRo6d7k7Gw4aJV6LloDE6BIOtzNCIepeVHKJTpyoTEwPfeew+NjY1Sr4VCSQsdvhCcAlu9peZcsFTQGBf6+pWitrfxUJpWQpkqBj98H3E3saEz3vh1KAsK07iimYucZbGlqhBKQebPF7ZBtHqkiYqnUMaK8IAtFhm6Yt2mw3vbwQkyzFasrwTLZl9mkaq8HIycHMwU26NodXWA47kko1JLly+ETn8o0V5s0iNHMXHLtUg0jmffOQGHm8xZU2LAI5vq0ObuwDNH/huusOC7QGXA1vrvo8owMcGJMnl4nsfA63+E9yCpw8XI5Sh58unLBOyx4nMehXdgP+lgZLBU3Tchqz3K5Gjc1zEmIRAYdnFv3Ndx9QunAXrzclF2utfRgGhYmsCodSWrYNaYEu3dPfthD2RPvbhMZU/PAfACb54NJWskv4dboqzAS1TUmCA8Jmg7nz1WoRqVHBsWk6zwXmcAp9po8GC2kK9W4LG5pTBOM0Hw024HhKsPtHnwzRvmjDvAWCgGUovQsVOeW4ZyfRl4iGsH8nwMngGaHUihTFcmdPLy85//HG+99dao/9bQ0IDW1vRbJFEoY0WYFQgAy0x08zBelKWlUAiEIO9hahU6nYn02jD06c5EW56XB9Om29O4IopFo8Tt5SSzigfwl9Z+BGLZYV9EmR6MjLaPhS4/JHMNBtB0klhTmaw6VNdOPEo/nbAKJVTlFYl2kT2KUDyEHl9v2tYkzAoEgDUFExdrOJ7HS9vPosVG9kkWoxpP3r0Q51xNePbYiwjGgol/K9Ra8U/1P0CRjrqBpAue5+H4y5tw7/6SdMpkKPreD6CtmzehOUPedgx2bRf1mWZ9Aypd2RVGUFLFkNOPng7X1S8U0NPhwpBz+gcHMawMhuKvkQ6eg9v2uSRzy1k57qi+JdGO83F80LpDkrlnKtF4FPt7SZ35Aq0Vc/Kqpb1HyIGg62yirdZXQqUrmdScao0CxbPI92r7BQc4Ln0BQOPlhvpSkZj5SUPXlS+mZBz5agUeHUUQ/MO5brizUBAcDEdxyE72mLFAFNcU5qHErEsy6nL8vjD83nCiTS1Cx8el7MCzkRgGhdmB9sOIR6ktNoUyHZE8DPuhhx7CCy+8IPW0FEpKiMQ5nBgkUUQVeg1MamUaV5SdMAwD/fIViXa0rw+RHmoVOh3heR4Df/4TICgybb73frBqdZJRlKlgmUmPxfkkmMETjeGdtn4qzFOmjJFi4Gh1Axu+ahdltazcUJnV9sKaGlI30OSOQxnh0OxKj1WoOxLDySGyp6nSa0QWwuPl3d2tOHyO1IfTquT40b2Lcdp9Ai+efBVRjhw8VebOwo/rn5Dc4o0yPpx/ew9DOz8mHQyDokceR86SpROaLxoehKNtGyDIds0tWA9d/sLJLpUyAbraJmZJ2D1Dsn+0xnlQaknmU8B1BmG/NO8jSy0LUZ5LBPDGgeNo93RKMvdM5MjACfgEh8wbSlZLvhfwjKh5lVuwTpJ5qwT2heFQDLZOd5KrMwuzQYPlc0nw4Om2QXTbqRVgNpGvVuDRWrEg6AxH8VIWCoIftg2AF3zsY91+bF5XMe55BkbUx7UW0eD+8VBvXQydQgsewP7LsgP3X3kghULJWlLiyUQPHinZwqkhHyICq7J6M40imihCMRAAvI2H07QSSirxHT2CwJnTibZmzlzoV6xK44ool2AYBndUWJCvUiT6zrr8ODCQPYcUlOxGrjYDIG/1I8VA54APzWeIuFRQnIvyahOyGaHtIoOLdQPTJAYeHHBBsKXB2klkBe45bsP2/cReUMYy+MHmBTjpO4TXz/5FZIU631SLHy59HDmK8UVyU6Rl8OOPMPjB+6K+goe/A/3KiX1Hc7EQ7C1vgouT7E+NsQ6Gousms0zKJIiGJ3bQG4nMDJcAhmFgLLlR1Ofq+VSSswmGYbC5epOo793m7fTcY4Ls7iEHzEqZEquKlkk6fyzihn/wBLmHtgSqnApJ5q6YYxa1s8kqFABuWiHO6t5JswOzjnxVMkFwdIv+TMPmD+Gcl2StRz0R3DG/GFq1Ismo0RnoFTt9WahN6LhQyBRYUzRc9ud0JIYhUe3ABsRj099dgEKZaWRfgRYKRUKEFqFKlsGCvJw0ria7UZaWQWEl1mC+ww1JrqZkI1w4DPtbb5AOloX1m9/K6qye6YZaJsOWqkIIygfioy4HegPhKw+iUCSCZRWQq0jNpmhQLAYe2iMWybI9KxAA1FU1ovawGNg65QfEUY7DITsR/vNVCsw1TkycO9M+iFc/bhL1PXzzXJyJ7sX7LR+J+lcV1uO7Cx+GSkZdFdKJa9fncGwTl3CwbHkQhnUbJjQfz3NwtL+NWJgccis1RTCV35n1n9lsRqGaWP1PpVIm8UoyF3VOOTSGuYl22N+JoPu8JHPPzqvCQjOx2212teGU82ySEZTR6PR0i7IqVxYshUaukfQe3oEDAIQZzeske3bl6FWwFhOxoe2CPatE4eoSA6oFNor7T/fD448kGUHJRPJVCjw2iiD4h3M9WSEIvnOhT9TWDkawXlDTcjzYBZmBhjwN1JrxC4oznXUl14ABc3l2IBcV14ymUCjTAioGUmYsg+EoWr0k2nlBfg5UMvqRmCgjrUIjvTaEe3rSuCKK1Azu+DtiTmeibbz+BqhKac2gTKM0R42vl5Co5RjP488tvYjEs6emCSV7UajJ354wM7Df5kH7BfL8KJ5lRGlFHrIducEgCoQptkfhi/oxELjcIjWVHHN6EYiRz/hqqwHsBA4+exx+PPfuKcQFKYa3ri5Ds+xLfN61R3TtDbM24Ft190LGzhyhIRPx7N+HgT+9Juozbb4beRtvvMKIqzPU/TFCXlIDXqbQw1x1P1iWHrClk7LK/ImNq5rYuGzFWHwDhFnqLtun4Hlp9kB3Vt8KliHvi+81/x1xbmZkXkqFMCsQADaUrpF0/njUD5+jMdFWqC3QGOZIeg+hVajfG7nMpjDTuVGQHRiLc/jiKH1nz0byLgqCeQJBcPCiIOgKZ64g2DTkQ2+UrC/sDOKhNVUT2rfyPC/6/FmoReiEMGvyMd80HEhzOhKDS3Bu4LU3IC6oEU6hULIfqnxQZixHHWI7gWUmahE6WXJGWoUePpSmlVCkJmq3Y+ij7Ym2TK+H6Y4707giSjLWFhoxO1ebaDtCUXzQObXiBGVmIqwbGIsMgeOGX/YP7RZnBa66tnJK15VKNNUkO7DAGQPD8VNqFcrzPPb1uxJtFcui3jL+PY3bH8H/t+04ggIrwuV1eegzfImG/qOiazfXbMJdNbeJDsUpU4/3SCP6XnkJwkKcebdsgmnT7ROf094An4O4OzCMHJaq+yFX0n1yuskzaVFSPj7735JyI4z52qtfOI1QqM3IMRPbyVjYCZ/ziCRzF+qsWFNE3nf6AgM40EtLI4yVQDSAw4Lvk2pDBUpyiiS9h9d+CDxPvsdyC9ZKntFceZlVaHbtsevnWmDKJTWFvzjSjWiMitrZSN5Fy9CRguBLTZkpCHI8j3eaSVYgz/Ooghw1JYYJzedxBREOkc87rRc4cS4FZnAADoiyAyPw2g+kaVUUCiUV0Dd4yoyE43mRRWi+SoFKvbT2JDMRVdksKCykKLmvkVqFThcG/vJn8DGy0TbffS9kWlofKlNhGQb3VBUgR04ydhodHhx3ZlfkMiX7UKitonYs5ICt04Xu9qFEX3l1Pgon+NKfiagFdQOVMR5mVwzN7qkTA1u8QfQHyUt7vSUXatn4svUi0TiefecEHO5Qoq+yTA1v8R6cHSQWeyzD4tt192PjrGsnv3DKpPCfOoHeF54HOBK9bfzaDTDfdc+E5wx6WjDUvUPUZ6rYDKV2YtZdFOmpX1OOseoaDDN8/UzEUHgtGEEmq7v3S3BxaSzTb628CUqBNfKHbZ8gHKc2i2Nhf+9hRDnyPrGhZLWk83PxMLwOEowqUxqhzVsg6T0AwJivRZ6ZiOyt5x1ZZRUqY1ncUE+yAz2BKA6c6U/jiiiTISEIqjJfEDzU5z8KHSYAACAASURBVIIP5LMSHQjiwXXVE55vZFautYgGLk2Uuvw5MKuHnQRORmLwChLqvQOHwNHsQApl2kDFQMqMpM0bxFCEvIgsM+tpDRQJYBhGlB0YsdkQtlHbkWzHf+ok/EdJRLW6sgq5a9alcUWUsaBXyHFvVYGo7732AThD9MCKkjqEmYEAEAkO4ODuy2sFTic0NSPqBtqjU5oZKMwKZDBsEToeOJ7HS9vPotVGgqRMZg7xyq/Q6e1O9ClYBb678GGsKqqf9JopkyNwvgm2554F4iSTI3fNOli2PDjh/Ww05ICj/W1AcEhnKLoeWmPdZJdLkZCS8jxcd8vcqwqCDANcd8tclJRnvx3zRJApcpBrJfaTXMwPj0R1jwwqPTaWkXqcnogXn3V+Kcnc0xmO57BHYBGqV+ZgiXWhpPfwOQ6DF4i+udbVYFKUwS60CnUPBjHkDKTkPqliw+JiqAT1RHc2dGWVoEkRk6dS4LG5mS0IxjgeH3WQLFqe47HOYoQxR5VkVHKEYiDDAOaCnEmtcSbDMizWlw4HaHAA9gVJgCDPheG1U9cvCmW6MOGd0aeffoobbrjhsv8Yhrniv91www3YuHGjlOunUCaEMCuQAbCUWoRKhr5ebBXqa6TWOdkMH4th4M9/Ih0MA+s3vwWGpbEk2cBsgw4bCslBYJjj8FZrH2IcfdmnpAa52gRhrabB/i70dbsT7epaC8wF08vCR1lUDFZD3AWKHVEMhoYwGBpKMkoaHKEImlz+RLvWqINJrUwy4nL++mUrDp8bSLS1hiBkc/fDHnKQPrkGTy19HAvMVBhKN6G2Vth+9xvwgno7OfXLUfDwdyb83RyPBWBv+bPoEF2btxC5BTTwJxOpXVSE27csvqJlaEm5EbdvWYzaRdLaL2YbeutqsHJyMOwd2I94VBqHhBtmbYBeSebe2fklPBHqvpCMc4MXYA+S2sFri1dBzsqTjBgfPBeDZ4BY2bFyHXSmJZLNP5LLrEKbsssqVKuWY73gGdFt9+NMR+r3LZTUYbyCIPiHpu6MEAQ/aulHVCaIZHGEcNvysisPGAMDvQK3L4sOCgWtYz0ZVhetgOLic/lkJIYAT/aVHvtBcPHQlYZSKJQsYsK7r0AggEBg9OinZP9Gs68o6SYc53BqyJdoV+VqkKdSJBlBGQ+q8nIozBZEHcMvRN7DDTDdfkeaV0WZKEM7P0G0n/j6565dD3VlVRpXRBkvN5aY0OYNoss/vHnv9oexs8eJW8rMVxlJoYwfllVArspDLDwIABga6AZQC2A4YnfFuor0LS5FMCwLdXUNAqdOAhjODASAZlcbVhamNitnf78LQml/TcH46ontPm7D3w90JNpyvQvKumPwRsnLvlFlwJNLHkWRrmC0KSgpItLXC/+pU+BCQbBqDXQLFoCPxdD9m/8CFyK/H93CRSh67HtgxmkNewmei8PRtg2xCDkEVupKYZp1O31vy2BKyvNQUp6HIWcALnsA4XAU0WgcpZX5yDPNrBqBV4KVKWEsuhaDXcM1r3kuClfvlzDNum3Sc6vlamyqvBFvNr0LAIjEI/h726fYMnfzpOeeruwWZAUyYLCueJWk8/ucx8DFSHBMrvUasGzq3vHNBTnQ56rg9QwHUbSed6B+bUXK7pcKNi4vw2eHuxP7iJ0NXZhfkZ/WNVEmxyVB8KWmHgxeFACHwjH8oakbj84tTdu5VyAWx36HG5APi0tcjMM9c4sgl008wJjjODj6yLketQidPDqFFvUFS3Cg9zDiAPYGg7hRO5y5ycdD8NobYChcn95FUiiUSTMhMfDVV1+Veh0UypRxctCLqCArZhnNCpSUS1ahQzv+DgCI9HQj0muDsojWm8k2okNDcH74fqLNarUw3z3xWkSU9CBjGdxfXYhnT3ciHB82/9/TN4TqXA3mGGjdR4r0KNSWhBioVJCI3dnzC5Bnnp5/c5qa2QkxMDfAIScQvygGLkvZPUOxOBoFTgeFGiWqxlH/+Ez7IF77uCnRZo0DUM85gbCgnlOh1oonlzyKPPX4REbKxAmcPQPn9g8QPHdW1G8HAJlMZA2qqa1D0RNPgpFPLL6T53kMdv8dYR8RhGUKAyyV94ORMGOHkjryTFrMqR0W6u12mpk2Ep1pKTz2g4hdzHT2O48i17IKCo3lKiOvzpqilfii6yv0B4YDIPfaDuL60rUo0FmvMnLm4QwO4ZSDPNMWWeZL+r3C8xw8A/sSbUamQo55uWTzjwbDMKica8GJhmE7bUe/Dx5XELnGsX8PpxurUYOlcyw4cn74b/hEixO9Tj8slunl4DDTMKoUeHRuyWWC4Evnui/WFpx6QfCtk10JIRAAcr1xLF89uefwkCOAWIwUtrMW0b9bKdhQshoHeofdvY6Ho7hWq4MSw+8G3oED0FtWgpVN3NqVQqGknwm95a1cuVLqdVAoU4bw4EwlYzE/j/qKS41eIAYCNDswW3G8/Rb4MLEMM92xGXI9Fc+zkXyVApsrrHizhWR5bmvtx1MLZkGvoAe+FGlRqC0IuodFJq0mBJaNA5BPy6zAS2iqL68b2GJObd3Aww4PIoLgpjUFxjFncvU4/Hju3VOIXxwvM3dDVXUacUGeYWXuLHxv8XeQo5ieAm4m4v5qD/pffQXguNEvEAiB6qoqlDz5FFjl+GxhhXjtB+B3Hk20GVYJS/UWyOjvnDJNYBgWxuIb4Gh962IPjyHbp7BWPzDpuWWsDHdU34oXT/4RwHBNvPdbd+Dxhd+e9NzTja9sB8ALvl82lKyWdP7A0GnEI6R+rt68YkoOqyvnmBNiIAC0XXBg8YrJ2R5ONTetKEuIgcBwduCi2sI0rogiBaMKgpH0CIJ2XwjnwxEwFy1C4+E4vl0/a9Lz9gssQgEqBkpFeW4ZynPL0OHpQhzAvlAI16mHzwu4ePBidiC1kadQshla9Ikyo3CGIujwEWulRfk5UE7CmoAyOqryCsjNxILQS+sGZh2B803wHiR1N5QlpTBe97U0rogyWRbl67HcTMRcfyyOba394HhaP5AiLQo1ifRlGCBHF0Dt4qKsipYfL+rK/5+9Nw+O67rvfD+3972BbjR2EgsBEiTBnZQoUqS1ULYsWZIlR5YsO3bkyJOkJrZnJnE9V14leXmVmrEznuglHid24vF44kwsRbGlsSRL1i6KpChxFQkSBImd2LsbQO973/fHBbrRIoEGiCbW86lisc/te04fAN23zz3f3+/7q4cp9doq3AmGwiME4sEZet04aVnm/ZHsxqdJo2abc3abIL5QnL957iMisSQgoynvRFffkrNRu8m5ga/v+HdCCFxAwpdaZxYCP4bjvgdQGW78MxXxXWa8//WcYyW1j6AzCjtYwcrCaFuP3lKTaUf9V4gGugsy9taSTayz12baH7lb6BgvzNgrhUQ6ybGBDzPtMpOLDcUNM/SYG7Is4x8+kmlLkgarq7AWpNNRXmXHaMqKKl1tnhnOXpo0VtupLc+uH46eH+Rf37zMs6+38frJqwx6QzP0FixlivRavtZUhWOK8DcWT/KPl/oYW8Aagj87dzUjBALUoaHaOf+AfPdgNhterVGtWPeRxeATVfsyj09FoiSlbOBZwH2cdCq+GNMSCAQFQqggglXF1KxAEBahNwtJkrDuylqzxPuuEh8amqGHYCkhp1KM/Ms/5xwrfeJLN1yPSLB0+MxaFy5DdjHf7g9zZGhshh4CwdxR6Zw5bbstwq59NdOcvTJQGQzoq7PZAJUeZZOlw9d9U17v0niIsVjWzvPWUjtaVf5lfTyR4vu/OIfHFwVkNGva0K69nHPOLeU7+f0tv4NefeMZZ4K5433pV7MWAgHG33w9/0nTEI8M4+n+Zc6xoqp7MNrX3/CYAsFSRZIkiioP5RwbH3gDuQDBUJIk8XDD/TnHnm9/uSBjrxTOjJwjmMgKSgeqbitoPdKI/zKJaDazzVyyc8Gym1UqidrGbADsYJ+PcGh5bZJLksQnp2QzJlIyP/t1K//86iV+/sYV/u9//ID/+vMztPaI+4XliF2nCILOKYLg+AIKgq1DPtzq7PUwHUny5T2FuScYmSIGlpRZUIsg/4Kxs3QrZq1SfzgJnElM+RsmwwQ9IthfIFjOrPir5eDgIN/61rc4cOAAO3bs4IknnuDYsWP5O04gyzI///nPefjhh9m6dSs7duzg8ccf57XXXrvm3Hg8zubNm9mwYcN1/3V0dBTyRxPMkbQsc8YzZcFg0LLWYljEGa1sLLty7YQDJz+c5szFYcwb5tzJPk4d7ebcyT7GvOHFntKSYfzdt4n3Xc20rbfsxbShaRFnJCgUOrWKL6wrRzNlE+a1fi9Xp2RMCwTzpetKkqn7oLXrVFisK7+2hLGhMfPYNZZEk5RpH++8Ka91dDibFaiW4FaXPW+ftCzz45cu0jngBymNtv482orunHPuXnuQ3974edQqEfyxkMQHB66pEZiP8KVW4kODc36tVCKIu+MZ5HR2w9rs3IHVtXfOYwkEywW9uQpT0eZMOx4eIDx+oSBj19lr2OHakml3+Xs4624pyNgrgcN972ce61Rabi3fVbCxZVnGP3RkyhEVttLCWpDmo35DSU67u335ZQfGEqkZn2/tGeO/PXOWI+fm/p0jWHzsOi1PNVUviiD4r5cGkFTZ+85biyyYCmBRmkyk8I5k3TeERWhh0aq17KvI7ue9FxhDVmXv5fwjx0inFy67VCAQFJYVXSjI4/HwxBNP4Ha7eeCBB7Barbz88st89atf5Qc/+AF333133jH+9E//lOeee441a9bw6KOPEo/Hee211/j617/Ot7/9bZ588snMuVeuXCGZTHL77bezffv2a8YqLi4u6M8nmBsd/jC+RDaKfqfTVtCoREEuhro6NE4nSa8XgOCpEzg/8+Aizwr6usc4/X4P/T3j1zxXVVPErn01VNWs3s9qMuDH+0I2W0DS6yl59LFFnJGg0JSb9Ny3toRf9ShR1GkZnukc5Oub1mLQCAFAMD+SyRQnj/Wze5sRizkCgLMklqfXysDQ0ABvvQGASoYyb4KO4sLXDRwIx+gKRDLtLQ4rNl3+Jf0v3+3kZJsbVEl0DWdRF+VuWD7ccD+H1n6i4PMV5Cd04QZECVkmdKEFXXnF7Lukk7i7/pVUwpc5prfU4Ki+T6yJBSueosq7CPtaQVYycMcH3sJkb0JSzX9L5MF19/KR5wLpibH/T8ev2VqyadUHVlwN9NPl78m095TvxKQtnGV4LNhNPNyfaZsdW9Ho8gfHFJKqmmJ0ejXxmCKodbV52LStckHnMB9ae8b42W8u5z0vLcv89JVLOO0GNq7ie+Xlil2n4amman58qQ/vhAA4KQg+1VSdYyVaKN68NETMnL2+qiJJHtpVVZCxPSPBnMDD0grh+FVobq/ayxu97yIjkwAuY2IDyj2dkh14ClupCCQTCJYjK1oM/Ju/+RsGBgb44Q9/yJ133gnA7/7u7/K5z32Ov/iLv+DAgQPodNNbIJ09e5bnnnuO7du389Of/hSjUVm4fvOb3+SRRx7hr//6r7n//vspLS0FoK2tDYAnnnhiVkKjYGGZahEqATtKxILhZqJYhe5h7LVXAYhdvUp8eAhd2eIVJL90bpB3XmljOuee/p5xBnrHuePTG2jaOvvNtZWE55f/RjqczZJ0fuZBtCKQYcVxq8tOuy/MxXHFtmksluSFnhEeqy8XG8KCeXHxzCChQIxg0JQRA+XE6CLPamGYmhkIUOlOcLJsgEgyilFTOCeCY8O5Vl37yory9jn80QC/Pt4Dmjj69adQWbJikEpS8aWmR7m1onDZGoL8yLJMvL+P0IUWfO+8dUNjpCOR/CdNeT1v74vEQ32ZYxq9g5K6R5FWuWAhWB1o9MVYS/YQcH8AQCo+TsBzsiCbmaUmFweq9vJun+JA5I54OTLwAZ+o3pen58pmalYgwMGqwmbt+YeP5rRtZQv/+1arVaxd56T94ggAfT1jxKJJ9IblsdX20rHuWdcPT8syLx3rFmLgMmU6QfDHl/p4akM1DkPhBMF4IsUbA6NI1uyYD9SUopqFpf1smGoRCiIz8GZQYnSw2dlEi1dxrnhltJ8mpwM5pTgK+YePYSnZhUpVeCFZIBDcXFasTWgoFOKFF15g8+bNGSEQoKysjN/+7d9meHiYw4cPzzjGpBXo7//+72eEQICSkhIef/xx4vE4x48fzxyfFAM3bNhQyB9FUAAiyRQXx7K1ChrtJuyziKIXzA/L7j057eCpxfMW7+8Zm1EInESW4Z1X2uhfhXURol2d+I+8l2lry8ooOvTJRZyR4GYhSRKP1JXlXAfPjQavqasqEMyFRDzF6feVDIBg0JQ5noyPrQorGa3DiabYkWlXeBLIyHT5emboNTeCiSQfebO2SDUWA9XmmYXGC92j/Ow3bUi6CPqNH+QIgVqVlt/b8hUhBC4QqVCIwMkPGfrp/6DzW/+Rnv/nT/E89ywJtzt/5+ugMs4+w8Y/fITw2PlMW1LrcdU/jlpjmqGXQLCysJUfQFJPsTobOkw6OXtRfSY+XXsIw5Sxf931OpHk6rVhDyfCnBg+k2nX22upthYuYy4WHiAayFpxG4s2ojWUzNDj5lG/Pvu66ZRMb6d3UeYxVwa9oTnXAmztGeOds/30DAUYD8ZIzaHWrWDxmRQEr7EMbetjNFq4tfqzp3pyhEBLXObWGucMPebGyGD2nlWn12AvLlzGsSDLwSkBLTE5zYBmyrUuGSTkOb0Y0xIIBPNkxaoh586dIx6Pc+utt17z3OSxDz/8kEOHDl3z/CT79+/HaDSyZcuWa56bzCgMT8mgaWtrw2KxUF1dPd/pCwrMudEgySkq0E6nyApcCAx19WgcDpKjSlZI4OQJHPd9ZlHmcupYT14hcBJZVs5fTXahcjrNyL/8M1N/SaVf+CIqrYj0WqmYNGo+X1/Ojy/1MflXf7HXzVqLkVLj9FnzAsF0nD/VRySsbCQEQuac55JRNzrT8rHNulGMDQ0ETig1civcCZBl2se72OQsTKDYByM+UlOu0/myAvs9If7u+RbSej/6DSeRdFnLVpPGyB9s+yr19pqCzE1wLXI6TbS7m/CF84RazhPt7GDWi5F8SBLmzdfeo1yP8HgrvsG3p3ampPa3Fm3jXCBYLNQaE/ayA4wPKJbO6VQU3/ARiqvumffYVp2Fe2ru5MVOxRUlmAjxRu+7PFD/qXmPvRw5PnSKxJRAoIJnBebUCgR72f6Cjj8X1tY7UKslUinl+t512UPjprJFm89saem6MeeGf3q1LfNYAqwmLTazHrtFh92s/LOZpzy26LGbdZgNGuFAsgSw6zR8ramaH7f14ZkQAH0TguBTG6pwGuZ3H+j1RzkfiaKxKPsIsizzhY2FvQeYmhlYWmEV76ubxEZHIyVGJ56IEuDw0mgf/85myGYHjijZgYWw2xYIBAvHiv3E9vb2ArB27dprnquqUnyqu7u7Zxxj//797N9//UXlG28oNxANDQ2ZY5cvX6aiooKnn36aV155hcHBQdasWcNjjz3Gl7/8ZfEFtYicnpLtYlCr2FhsnuFsQaGQJAnLrj2Mv/4bAGK9PcRHRtBNWOsuFGPe0HVrBM5Ef884Y94wxc7VETHvP3aUaFc2uta8fQfm5q2LOCPBQlBnNXJXpYM3B5TNgERa5pmOQf5g0xq0BbJxEawOYtEEZz+4mmnHk7lBN/HI6hADDesaM2KgISHj8KdoHy9M3cBkOs2H7mxWn12nYVOxZdrzfaE4f/PcR8S0bvTrTyNpspuyRXo7f7j9KSrMS3+zcrmR9I0TamlRBMCLF0gHg3n7qO1FgEzK58t77iSmpo3oyvNbr8fDA3i7n885Vlx9L0bbulm/lkCwkrC6biHgPpGpnRlwf4jVtQeNLr/lcj7uWnM7h/uO4Ysr955v9h7mQNVeivQLW8dusUnLad6bYhFq1VrYXjq74IXZkIi6ifguZdoGa/2irjG0Og1r6hx0tysb5j0dXpKJFBrt0rZgjsaS8x5DBvzhBP5wgr48Se5qlTRFMNRnBcOcY1rsZj163dL+3S13bDoNT224VhD88aV+nmqanyD4vz7oQlOUDSiukjTUOaZfr86VWDSBbzSb0e0SFqE3DZWk4kDVXp5vfxmA0XiQgGkDloASEJBKBAh6z2B17ZlpGIFAsMRYsWLg+Liy8W+zXZsBZrUqXxaBQOCa52bD888/z5kzZ1i/fj07d+4EwO124/V68Xq9RKNR7rrrLiKRCO+88w7/+T//Z1pbW/nOd75zgz+NYD6MROJcDWUtWrY5rGKTewGx7s6KgQDBkx8ueHbg1a4bs/x848WLNG0pp7zKjrPUXDCP+6VGKhzC84t/zbQljQbXY19YxBkJFpI7Kx10BiJ0BZSbqqFInFeueniwZmFFe8Hy5qMP+4hFs5tK67dsAE7ARN5pMnpjNojLjY/XDaxwJ2gr6iWRSqBVzy/T+vxokEAilWnfVlqEeppAs3gixfd/cY5RetFtOIukztp4lZlK+fr2pyg2zH/jWwByMkmk/QqhlvOEL7QQu9qbv5NajbFxPebNWzA3b0FXXU2k7RJ9f/1fYTaWayoVjvsfyHtaMu7H3fksspz9bFpK9ohNG8GqRlJpKKq8E2/PC8oBOcX4wNuU1D4877F1ah2fqf8U//vScwAk0gle7nyNL258dN5jLyfaRtsZiXgy7X2Vt6AtYOaIf/hYTttWdnvBxr5R6taXZMTAZCJNX/cYtY1LO/vaoF/Y7cBUWmbUH2PUHwNm3ovT69SZzMKMUDgl81AREPVYTVo06pV5j36zua4gmJifINh6dYxhA2Sk3LTME9sK65zmHsp975QJMfCmclvFHl7q/A2JtLKWfNPn5rNaPXJKcRvxDx/F4twhsgMFgmXEsvu03nXXXfT39894zhe/+EUcDqVmy6Sd51Qmj8VisWuey8exY8f4sz/7M7RaLX/5l3+ZEQe8Xi+NjY3U19fzve99L/Mafr+fJ598kueff5577rmHu+++e86vOYnLJb7k5orLZeXdS7nvl7sby3EViczAhUJ2bmPY6STuVW6OIh+dxvWVhRWatJobiyz0DAU5MtSujKFTU7W2mDW1xVTXFlNdU4zRtDKsFDt//BypKcERVY98lqpNImPgeqzU6/DvWw38v0daCU0IDcdHfOysdrKjXIgFgvyEgjHOn+rLtK12A3d8cjOXPnASCyubgVJ6bMV+fqaSLt5In15PemKNWelJcKEhhU/tZaOr8ZrzZ/s7kWWZD9qyv2OdWsW9Gysxa69dyqfTMn/1s5P0xFvRrW9BkrK2lI2OWr598N9j1RcuQns1Eh0eZuz0GcbPnGX8o/Oko/nrghnKyyjasYPinduxb2lG/fF6f6W3YIj9Ae0/+PuZBUGVioY//APKDtwy4+ulU3HaTvwbqUT2+93mXE/D9s8hqUTGxUpkNVxjC0VJyW2ER08QCSj3ieGx85g33I3JVjXvsR9w3sHhgSNc9Q8C8P7QSR7Z+inWFs1/7OXC/2w7kXksSRIPbbmbEnNh3p+xyBi9U+qfmu01VNc1L7oLk3mvnndevYycVr5zB3t97NlXt6hzysfBXWv4+RtX5tRHAv74i7vQaFSMBWKMBaKMB2KM+ZXHY4EY44EoydT8LLFj8RQj8QgjY/lrelpNOopteoqteoqtBoom/v/4MatJh0ol3Lqm4gL+L6eF//bBZYZCytrVl0jykysD/PGtjZTmqUs9lVRa5pmXz6MuzfbZVWJnw5rC1QoEaDs3lNNuaq7AZhc1A28WLqzsr9nDO11KtvclXy+GzXcTGfgAgFTCjxS/hGtNfitosU4RCJYGy04MPHToEKOjM3ubb926FY9H2XxKJK4tghuPxwEwmeZm//f222/zzW9+k2QyyV/91V+xbdu2zHNNTU289NJL1/Sx2Wx861vf4itf+Qovv/zyvMRAwdxJpWWO92ffL5UWA7X21WH7uFSQVCqc+25j8EXl8xHq6CQ6NIRhFtZWhUJvmP+lLhFP0d3uobs9G+XqKrcq4mCNgzV1xThKzIt+IzpXQj29DL78Sqatd5VQ/VuPLOKMBIuBw6jjd7bW8INTWavYn57vocZuwiHqBwrycOztDuKxbMbawXsa0WjVGC1lGTEwEhperOktKCqNBuv6RnznW4CJuoFAq7v9umLgbGkfC9Hrz26I7atyXFcIBPinX1/kg5Gj6Orbco7vqNjMf9z3NQwa/Q3PY7WSisXwnW9h/MxZxk6fJTowkLePSq/HvqWZ4p3bKdq5A2NFRd4+ZYfuQl/qou+5X+A7dz73SUnCvqWZ6kc/R9HWme32ZDlNV8uzhP1ZAdlgLqVu65eEECgQAJKkonr9/Vw59Q+ZY32XX6Jx17+b91pepVLxxW2P8J33fgAowRz/cu4Fvn3w389r3OWCJzTKqYFzmfauyq2UmB0FG3+4+12QswET5XV3LYn7L5NZR029M3Ov2HZhiHQqjWoJZ61Vl1rZ2lDCuSn3t/nY2ljCwZ0zZ3rJskwwkmDMH50QDGOMT4iEY4FY5vh4IIYvFJt3Kd1AOE4gHKd3aOZsQ7VKmhAK9RRZDRP/TxUOs8eM+tVT37DIoOWP967ne8ezguBYNMF//eAK35qDIPjy+13EirVMvuNVaZkv76ot+HwHrmbLv1hseiEELgD3NnwiIwYCvB8KsVOtJz2RHTjU9RbOqj2oRHagQLAsWHaf1D/5kz+Z1XnPPadYc1zPCnTymMUy+6jo5557jj//8z9HkiS+853v8MAD+a15Jtm8eTMAfX19ec6cGbf7xmxNVyOTESfvdwzji2UF4W1FFjye/LVbBIVFs2kbvJgVy3teexfHp+9bsNcvdt1YJqhWqyKRmD463z0UwD0U4PRxxRLMYNRSVmWjotpOWZWN0nLrkq4VIcsyfT/4UU4GguO3HmfUHwfiizexJcjkE/idFQAAIABJREFUNWUlX4erVGpuK7Xz/ohSQyecSPH3J9r53abqaa0IBYJQIMaHR7I18WxFBqrqinG7A6Sl4szxeGSU4SEvKvXKF5fVa+tgQgwsDqQwRtN81H+JA66sjdlcrykvtw/mtLfbzNft++7Zfv5P+0to13bnHN9TtpPf3vAogbE4AXF9z4ssy8QHBwi3nCfUcp7I5TbkZP7aSrqqaszNzZibt2JoaESlVaxhg0Bwtt8fFbWUfeOPKB4aJHShhXQkgspoxLy5GV15BQnyv2/GB97GP5zdjFepjRTXfJ6x8ST5rNkEy4/VsEa5OZRjsK4jGugAIDDaztXOsxhtDfMeuVqzlvXFDVweUxxGTg+2cPTyGdYXz3/spc6vOt5EnqLu7HXtKdh7M5UI4en7INPWGkqJU71k3vvVdUUZMTASTnDuTB9VNcV5ei0un9qzhpYOL+lZKHIqSeKTu9fM+vdtVEsYiwxUFk0vJqXSaQLhBL5gHF8oji8Uwx+KZ9r+0OTxOJF51jhMpWW8viheXxSYuUavTqvK2JPazbqMRaltim3pZFurWbqC71x4srGSH1/qwz1hGToeTfDdY5d5qqmKkjyWocFIgl9c6ENXnd1jPVBWRGg8QqjA87zanQ32LymzLJnP/0rGioNa21q6/cq+19u9p9jX8AnC7uMAxKPj9LQdxVKy87r9xTpFILg53Gi27bITA2dLbW0tcH0BbvJYXd3sbBt++MMf8vTTT6PX63n66aevm903NDRET08PjY2NGYvSSaIT1kF6vYjEXmhOefyZxypge4lIS18MDOvWoSkuJjmm1O4LnDqxsGKg00RVTRH9PeP5T56gqqaIBx7fxqgnxHC/n6E+H0P9fnwzWJVEIwl62r30TNSLUKkkSsoslFfZKa+2UV5lx2xdOteB4IkPibRdyrRNGzdj2blrEWckWGzuXVNCdyDCYEQRC7qDUd4eGOVQVWHtXQQrh1Pv95BKZgMKdt9ei3oiCl5ryK07mYh50JsqF3R+i8E1dQM9CTrN3aTSKdQ3kJU1FktwcSwbyLTebqL0Ohm757rc/Pzyc2grcrPW7l5zkM823IdKWhmbVTeLVDhEuPWiUvuvpYXk2MxOJAAqkwnTps2YNzdj2rwFraNw2S+68gp05fmzCT9OaPQ8/uH3sgckFSX1n0erL9zcBIKVQlHVIYYudWTa4/1vYLDWI83zeilJEg+vu4/vnvzbzLHn23/Nt3b/4Yq+FifSSY4OZMW6UlMJGwoogAbcH+TUQLWV7V9S2Vt1jSUceb090+5s8yx5MXBjTTFf+fQG/tcrbTMKgipJ4nc+3cTGAv88apWKIoueIkv+e+R4IpUjDvpCcXzBWO6xCRExmZpF/d0ZXyuNezyKezy/DbjZoMmKhBZ9pq6hbaK2oc2kHLcatUvaptSq1fBUUzU/vtSPO6rcC/oTSX58qY+nmqpnFAT/7UgX2oqsA5dOhrvWFr5mZigQIxTIBrWVVtgK/hqC63Ow6raMGBhPJ7iQ0lKv0iGnlb+Hb/gIZuc2JGnpBsMLBAKFFSsGbt68GYPBwIkTJ6557sMPPwRgx44decf5p3/6J55++mksFgs/+tGP2L1793XPe/bZZ/m7v/s7vv3tb/Pkk0/mPHfq1CkAmpub5/pjCOZBMJ6kdTwbh7TebsY6jaWW4OYiqVRYdu5m/M3XAYh1d5Fwu9G6XAs2h5oG56zFQEmCXftqkCQJp8uC02Vh03ZlAzsSjjM0RRx0D/pJTVMTIZ2WGRkMMDIY4NxJ5ZjVpqes2k55lSIOOkvNmdqjC0k6GsX93LPZA2o1ri98cUndUAsWHq1KxePrKvjBxV7iEzVP3h4Ypd5qpN4mLJYFufjHI7SezWasFTtNNG4qy7S1htxNgETEvSrEQEN9bs3VCneCzuo4fcEBamxr5jze8ZFxpn7L7Cu7tpZn1/AoP/rop6hL3DnHP7vuPu6puWPOr7kakNNpYr09ivh3oYVIR/vMtfoAJAlDbR2mzc2Ym7dgqKtHUi+dTY9Y6Cre3l/lHHOsuR+DpWaRZiQQLG10xjLMju2ERs8CkIiOEBo9h8W5fd5jr7VVs7tsOyeHlbF7A32cHjnH7rL5j71UOTtynmAie/99oOq2gomf6VSUgDu7t6PRFWMq3lyQsQuFxWagtMLKyKCS/dJ1xc3t9zQs+furA1srKbEbeelYN609YznPSUBTTTGf2VdbcCFwrui0akqKjJQUzWwLKcsykVgqm2U4RST0hWJKxuFk5mE4Pm+b0lA0SSiaZNAbnvE8SUIRBqdkGk5mGNpzMg/1GPXqRXnfKIJg1ccEwdQ1guCgN0RL1yjRWJJYPMXZcAhTUTYr8P4aF9qbsMcx+dmapLRCBPsvFDtLt/LL9pcy1/h3B0+ydc1uAiPHAEjFxwmNni/I96dAILi5rFhlxGQycc899/Diiy/y5ptvZrL5hoeH+dnPfkZpaSl33HHHjGNcuHCB7373u+h0On7yk5/k1Aj8OJ/61Kf4+7//e37yk5/w4IMP4nQqWRQjIyM8/fTTaLVaPv/5zxfs5xNMjzsS51z3CBfcflJTVnY7S0TU0GJi3b0nIwbCRHbgvQuTHRiLJjh3YnY2vZIEd3x6w7RRnEaTjrrGEuoalU3uVCqNZzg4IQ76GOrzEw5Nb8EW8McIXByh/eIIABqtitKKrLVoeZUNvUE7x59w7oz++qWcrIfiu+9BX7nyN+kF+XEZdTxQU8ovupQabzLwr53DfKN5LSbN0tn0Fiw+J4/2kE5nv2f3HKjNiXhWxEAJJqSsRNTNakBtNqOrrCI+0A9ApUexW+oY75qzGBhLpTnhzrocuAxaGj4mzA+Oj/PXJ38EtikbeLLElzY+ym2V1w9iW60kfT7CF1sItbQQvtBCKpjfrkhts2HevAVT8xbMmzajti7NjadkfBx357+CnK3faS29DYszf/CjQLCasVfcQXisJZNx5ht8G1PxZlSq+a/HH6i/l7Mj50lOfC5/1fEK21zNaFdoXaXD/ccyj7UqLXvLC/cdFHCfRE7HMm1r2b55Z3DeDOo3uDKCRSgQZ2QwQFnl0t+H2FhTzMaaYga9IXrcYcKxBOlEis11DiqcN1ZyY7GQJAmTQYPJoMk793RaJhBJKBmGYUU09H8s83DSrjQUnZ9NqSyTGZeRmc/ValQTGYW6j2UaZjMPJ4/pClyWZFIQ/B+X+hmZIgj+46U+7rJYOXyij8vuAHqHAUmjQlKDuSb7HrerVOwqtRd0TpOMDPlz2q7ypbkmW4lo1Vpuq9jD673vADAcdjOsK8Os0iKnlXsd/9B7mB1bl+S1WSAQZFmZq9AJ/tN/+k8cPXqUb3zjG9x///0UFxfz8ssv4/V6+f73v49Ol01zb21t5Y033mDjxo0cOnQIgO9///skk0k2b97M4cOHOXz48DWvceDAAbZv305TUxNf+9rX+Id/+Ac+85nPcO+99xKPx3nrrbcYHR3lz//8z2dtSyq4MTr8Yd4eGKUzcK2No0oCnXppR+StdAzrGlAXFZEaV7LzgqdOLogYKMsyh39zmaA/e/NoNGuJhBLXnFtVU8SufTVzsnNRq1WUVdooq7SxjTXIskzAF2Wo389wv5I96B0JThtxmEykGegdZ6A3m7VYXGJSrEWrbJRX27EXGwsaGRgfHmLstVezP4PdjuOBhwo2vmD5s9Nppd0X5qNRZTPDn0jyi65hvtRQseSjmwULw5g3xOWWoUy7pMxC/YbcbG9JpUGjd5CMKdbJq0UMBDA2NGTEwFJvAnVKpn28i7vWHpzTOGe8fqJTrK72lRWhmvIZHA54+S8f/B1pY1bUktJqntryJbaXLa2MicVATiaJdHZkav/Fenvyd1KrMa5rwNysCID66jVIi5DBPxfSqRjujmdIJ7MZOUb7eooqry1tIBAIctHobFhL9+IfPgJAKhEgMHIce/mBeY9dYnRwsHofb11VrHu90THe6zs25++C5cDVwACdvuw1dk/ZDkzamTO4Zks6nSDgztqPqjQWLI7pA7UXk7r1JRx/pzPT7rrsWRZi4CQVTjNbm8qB1VHfS6WSMsJaPhLJ9BShMJZT09A/NfMwGCeenJ9NaSKZxuuP4vXntyk16jVZgTBjS5rNMpw8bjVpUc9yPWPVavjdjwmCgUSKXw57Sbm0uBqmtzFvVGlz1qqFxD0lM9BebMRgvPlB1IIsB6r28kbvu8gTgZ6Hh87waMluAiPvA5CMjxEea8Hs2LqY0xQIBHlY0WJgZWUlzz77LN/73vd4++23SaVSNDU18d3vfpf9+/fnnNva2sp//+//nYcffjgjBk7ae164cIELFy5c9zWsVivbtytp0H/0R39EQ0MDP/vZz/jFL36BRqOhubmZr33taxw4MP+bCcH0nHL7eL57hOmWXGkZ/unyAA/XlbFLZAguCpJKhXXnbsbfegOAaFcnCa8HrbPwXvJTaWsZpr01uwFttel59Kt7CIfi9HWNEo+n0OnUVNc5KHbO3wZRkiRsRUZsRUbWb1bs8uKxJCODASVzcEIkjMdS044x5gkz5gnT+pFiv2cwaiirylqLuiqsaOcRAeh+5l+Qk9nIRtdvfR61sTA364KVgSRJPFTr4mooymhMEc5bx0McH/Fx23UsCgWrj5NHunOCHG45WHddoVhrcK1KMdCwrhHf4XcB0KTBNZqk3dCFLMuzFtTTssyx4WygiEGtYoczu4bpDw7yVx/8iJR2ii1VSsvvb32S5rLC1WhabiS8HiXzr+U84UsXSUemr/U7iaakBPPmLZibt2Bs2risvhNlOY2n+5ckotk0A62hDGfNwyIyWyCYJbayfQS9p0knleupf/goFudO1Nr5Z0TdW3s37w+eJJJUrkWvdL/J3ordmLQry379vSlZgQAHq/cVbOyQ92xOsIOtdC/SEs2uLHKYKC4xMeZR3kudl93c+onrr5EEywutRoXTbsBpN8x4nizLROOp62YY5giIE/9S6fn5lEZiSSKxJEOjeWxKAatJi82sz8k4zNqT6rBNZB6aDZqsZWhbPyMT9eTVOjVq3fT7ELIs89a5QTY6rAW3lZVlOccmVFiELjxOo4PNziZavK0AnHNf4HN1h5DcJ7LZ9UPvYSpuFmtQgWAJszRXUAVk7dq1/O3f/m3e8x555BEeeeSRnGPXqzeYj4ceeoiHHhIZNgtJhz88oxA4SRp4vmuYIp2GdaL21aJg2b0nIwYCBE6ewPGpT9+01/ONhTny+pVMW5Lg7gc3oTdo0Bs0BRH/ZoNOr6G6tpjqWmVBLMsyY57whK2oIhD6xqbfrIxGkvS0e+lpVzbUVSqJkjKLkj1YbaOsyo7Fmr/oOkDwo7OEzp/LtA0NjVj3Fu5mXbByMKjVPF5fzg8vXWXyHvWVqx5qrUYqTLN7vwlWJp7hYE6QRXmVjbX1juueqzWUEPEpj1PxcdKpOCp1/ujr5Y6xIVeMq/AkGHKFGQqPUGEum6ZXLld8YTzRbBb7LS47OrVyY93p6+ZvTv0Pkqps1jtxA7+35Umay1aXE0U6HidyuU2p/ddynvjQYN4+klaLccNGzM1bMDc3oy0rX7YbteMDbxL1Z9c6Ko0Z17rHUKnFdVogmC0qtQF7+UHG+hTnDDkdxzd0GMea+d+nmLUm7q29i+fbXwYgnIzwWs87fLZhYcolLAThRIQTQ2cy7TpbDWushSk/IMsp/CNZoVGlNmAp2VWQsW8W9etdnPIoWZK+0Qhj3jCOkuVltSm4cSRJwqjXYNRrKHPMvN+QlmVCkURWKPxYbcOptqXByLXORnNBBvzhBP5wgr488XlqlZQRDC1WPWmXFpUh//axJElYm4p5/szVgouB/vEIsSlWrS4hBi4KB6v3ZcRAGZljw+e4vWRXJns7GfMSHruA2bFlMacpEAhmYMWLgYKVz9sDo3mFwEnSwDuDo0IMXCSMDY2o7XZSPmVnOHjq5omBqVSaN37VSiKezcDbua+Giuqb418/FyRJwuEy43CZ2bRduVGOhOOZrMHBPj/uQT+p1PWjBNNpJSpuZDDAuZPKMYtNnxEHy6vsOEvNqD5mA5JOxHE/87+nToTSJ760bDdABTefaouBT1WV8EqfB4CkLPPzjkH+cNPajCghWH18+F5XTnu6rEAAraE0p52IedCbVn59Um1pGWqrlVRAiWCudCc4sxHax7tmLQZOzQpUAXsn6q+0eFr5h3M/I0V2Q0SOmPlq01fYWlVbsJ9hqSLLMomhQUIT1p+Ry23IifwbZLrKykztP2PjelS65S9KB71nMtZMAEhqXPWPodGJDG6BYK5YnLsIuD8kGVNqagc9p7C6bkFrcM577E9U7eOdq0cZiynX9bf7jnCw+jYchsJuli8WHwydIp7OXocPVt9WsLFDoy2k4r5M2+Las+SDHerWl3DqWNYyteuyR4iBguuikiSsJh1Wk45q18znJlNpAuFExoo0V0DMZh76QnFi8eldiGZDKi0z6o8x6o/BYIBiiwv9LMRAAEkl4TVKDHpDBa03OTUrEKC0Qjh+LQYbHY24jE7cESVQ/ejAh3zylm8Q9JzKZgcOv4epeLPIDhQIlihCDBQsa0Yi8evWCJyJTn8EdySOy7j8N4GWG5JKhWXnbnxvvwlAtLOThNeL1jn/m+yPc/Jod86CsazSxu79NQV/nUJhNOmoayyhrlGxTU2l0niGg5nMwaF+H+FgfNr+QX+Mdv8I7a2KTZhGq6K0wpYRB8urbATfeJWEOxsGaP/EnRjWLt3fiWBpsL+8iHZ/mCt+xXrGE03wYq+bz9XNTtAQrCyG+n2ZLGVQaq3OVGdVa8zd2UhE3KtCDJQkCcO6BkJnlUyJCk8CZJn28U4OVO3N2384Est85gA2FVso0ms5PniSf259LlOrAyAdtPNozRfYva624D/HUiEViRBuvajU/rtwnqTXm7ePymjEtHETpuYtmDdvuSlrjcUkGuhmtPflnGPOtQ+iN1cv0owEguWNpFJTVHk3nq7nJo6kGR98C1fdo/MeW6vW8uC6e/lfF58BIJlO8lLna3x502PzHnuxSctpDk+xCLVozewoLUy9KFmW8Y8czbQllRar69aCjH0zKSmzYLXpCUzUrO9sc7Nrn7jnEswPjVpFsVVP8SwcgaLx5IQNaSInyzBrU5o9ls+mVG3SoC+e2Rr14+iK9XzY6eGhQoqBA1PqY0vK50yw8KgkFQeqbuOX7S8BEEgEOT/WRX3JToLuDwFIRj2Ex1sxF4v65QLBUkSIgYJlTbt/Zl/06yEDV/xhIQYuEtbdezJiICjZgcWfvLegrzHQO87pY72Ztlan5tCDG6/JlFvKqNUqyiptlFXa2IZyMxzwRTPZg0P9frwjwZyaXVNJJtIM9I4z0JvNLDHH09hd+7BHRyiWAtQ/9PDC/DCCZY1Kkvit+jK+39JLMKlEmZ7y+GmwmdjmFPYsq40PD+dmBd76ifoZz9fqnShVSpSL1dS6ZisdY0NjRgw0R9PYgynax5W6gfl4f0pWIMD+siJe73mHFzp+nXM8NV7CIedD3LVt5r/DckNOp4ld7SV8oUXJ/utoh1T+KHd9Te2E9ecWDHX1SJqVeauTiI1OCBZZbwxb+QFhySQQzBOjvQmduZp4qA+AyHgrsdBV9OY18x57d9l23uw9TF9wAIAPh05z55oDBbPTXCwuj3UwEvZk2vsqb0FboHp+EV8byWh2bItzJ2rN0nf4kSSJuvUuzp1U3kee4SABXxRrnlpzAkGhMOg0GHQaSvMkH8uyTCianMgwjOXUNJz8NyjNPctQkiSGU8n8J86BkSF/5rHDZUarnb52oeDmsrdiNy92vkoirfyN3+1/n+1bvkTQcwpk5f3iHzqMqWiTcKESCJYgK/MOWbBqiKZmaxCaS+wG+wnmj7FxPWqbjZRfWcwFTp0sqBgYiyZ486XWnGMHPtmIrchYsNdYDCRJwlZkxFZkZP1mJSMrEU8yPBBQag9OiITx2PSL9ZCuiJCuiAH7egBO/+QjyiayBsur7LgqrGJRLbguVq2GR+vL+J+XBzLHXugeYY3ZgMOgXcSZCRaS/p4x+nuyIlVNg5OyypkteiSVBo3eQTKmZHIlpmzqrXSM6xpz2hWeBJesPkajY5Qy/e8tnExxxpuNfq4y6Tk5+CZv9R3OOS/pqWSn4W4+d3B9YSe+SCQDfsIXL0zU/mshFfDn7aO2WjFtbsbcvAXTpmY0tpVvGZVORnF3PEM6lXXGMBZtxF5+x+JNSiBYIUiSRHHlIYav/DRzbKz/dcoan5z3hqZKUvFww/18/+w/AkqtpRfaX+brO742r3EXm8N92axACYnbK/Nnv88GWZbxDx/JHpBUWEsLZz96s6nbUJIRAwE6L7vZtmf+orJAUEgkScJi1GIxaqmaxsr2H0900cXchT1VAUtKpNNpPEPBTFtYhC4uZq2J3WU7eH/wBKDUMh+KBbE4dxL0KMcSUTcR3yVMRRsXc6oCgeA6CDFQsKwx3OACQy9qXS0aGavQd94CINrRTmLUi9Yxf/suWZZ599XLBCcsWQAaNpVmxLOVhlanobq2mOpaJeRPlmXGPOGMODjU58M3Nr2NbjSSpKfdm7H8U6kkSsosmdqDZVV2LLOwIRGsDhrtZg6WF3N4aAyAWDrNM52D/F7TGtQqEfG30pFl+ZqswFsO1M2qr9bgmiIGuvOcvXLQ19YgaTTISWUDpdKd4FKdkfbxLppmsGg+4faRmGLZlE5d4q3hXCEwMVhLjXwLX31k+UbcyqkU0c5OQhfOEWppIdbTzbTp7pOoVBjXNSjWn81b0K9Zi7SMsv7niyyn8XT/G8lYVlTXmSpx1nx22b4PBIKlht6yFqO9iYjvEgDxUB8RXxumoqZ5j93kaGSjYz2to5cBuDR2hVbvZTY6l2dQx1h0nHOei5l2c8lGnMbC1EGMBbuIh7NBaGbHNjS65SMAlFfZMZi0RMNKLcWuyx4hBgqWJWucJrq8+QO0rulXwDqZo+4wyWQ2oL+0QrjTLDYHq2/LiIEAh/vf5/P1hwh6T4Gs/K18g4cx2uf/3SkQCAqLEAMFy5pG29xtQiRgvX3p24usZKy792TEQIDgqZMU3/OpeY/b1jJMx6XsRrPVpufgJ9evmg0ySZJwuMw4XGY2bVcsh8L+COef/iHesAafwYVfX0J6GuuedFpmZDDAyGCAcyeVYxabPlNzsLzajrPUvKzsVgWF5Z4qJ12BCFdDUQD6QjFe7/dy75qSRZ6Z4GbT2znKUH92I6Bho2vWtTq0BldmUzUVHyediqNSr3yrbpVWh76mlmhHOzBRNxBoH+8C7rhun1Ra5viwLzsGMS553so5J9G7AUd0E9/48la0muWVzZ0Y9RJuaSF04TzhixdIR/LXfdY4nErmX/MWTE0bUZtWxxouEfUQ9XeQTsdQqfQYbOsIuE8QDXRmzlFrrZTUP4ZKJTK0BYJCUlR5NxFfG5MW1+MDb2C0NyJJ87/mPtxwP5c+vJKp/fp8x8tscDSgkpbf+vpI//GcGrafqNpXsLF9Q0dy2rbSwo29EKhUEnWNJbR+NAjA4FUf4VAck3nlr38EK4tdFcUcnqsYKMvsqigq2BymWoSCEAOXAmut1dTZ1tLlV8rznBg6zWfX3YfFsUMRBIFEdJiA+wRE9KRSUSIRMNjWoTWIvQOBYDERYqBgWeMy6qi3GukM5N9MmqTeZqTEIBbhi4lx/QbUVlvGAixw8sS8xUDfWJgjr1/JtCUJ7n5wE3rD6r7MxY4fpvjqR0zG6Fr27kd932MM9U1kD/b7CAfj0/YP+mO0+0dob1XqfGm0KkorbJRXK9aiZZU2DEaxCblaUKskHltXzvcv9Gbslg8PjVFvM7LeXrjoT8HS4uNZgZIEu2+fXVYggNboymknom705qqCzW8pY2xoyIiBzvEUuniaDl/XtOdfGA/iS2StmMKx80zWhZNliUTXZgzBWv7Dl7dhNS39tUw6ESdy+TLhlvOELrQQH+jP20fSaDBuaMK8WREAdRUVqyaoByAa6MI39B6xYHfuEx/71UmSBlf9Y2i0YkNMICg0WoMTS8kugh4lOi4ZGyXoOY3VtWfeY1dZKri1fBfHh5Sx+4ODnBg6w60Vu+Y99kKSSCc5OvBhpu0yOtngaCjI2LFQf8410FS0Ca1h/i4yC03d+qwYCNDd7mHTtuVdI1Kw+nAZdZRrtQwlErPuU67TFXTPzT2Ytc9Xa1QUFzDrUHDjHKi6LSMGxtMJPhg6xYGy/QS9Z5i8fxnvf5WcSuj9oLfUYi8/gME6+/tJgUBQOFb3LrlgRXBnpYPutn5mUwVQBdxR4bjZUxLkQbEK3YXv3beBSavQUbSOG/vbpFJp3vhVK4l4tl7ezn01VFTbCzLf5UrSN473V89n2iqDgdJHH0Vjt1FWaWMbyiZ/0B9jsM/H8IS9qHckOK1TWzKRZqB3nIHe7JKu2GmivFrJHiyrslPkMK6qjdvVhkOv5eGaUp7pHMoce65zmG80r8WqFcuKlUhnmxvPcLZOx/rmcoqds8/O0ho+LgZ6Vo0YaFjXCLwKKM4E5Z4EvTo341E/RYZr7c6ODWWvrbKcJJ5QauDKKRXxju1I/jL+8PEtlDuWZnacLMskhoeVun8XzhNuu4Qcnz7gZBJteTnmCetPY+MGVPrVaVEd9J5ltPdFII9dKuCsfRidSWwqCwQ3C3v5JwiNnkNOK9cw39C7mB1bUannf336TP0nOTVylkRaCf54sfM37Cjdik69fALsPho5TyCRXRscrLqtYNmNObUCAVvZ/oKMu9BU1xSj06szNd27LgsxULA8ub++lJ+09c9idaKsd++vLy3o648MZMVAV5kFtSj7syTYWbqVX7a/RDARAuBw/zHuqN6PzlxNPNQ7bb9YsJuR9h4cax/A4ty+UNMVCAQTiF07wbJnnc3Ew7WlPN89MqMgqAK3e7njAAAgAElEQVQeritj3Q1YiwoKj3X3nowYCBA8fYriQ/fc0Fgnj3YzMiVarKzKxu7909djWi14fvEc6Wg003Y++Fk09ly7DkmSsNoNWO2GTG3FRDzJ8EAgIw4O9fuJx6YvGj7mDTPmDWciXw1GDWWV9kz2oKvCila7vKzsBDOz1Wml3R/mpEfJ7g0lUzzXOczvrK9EJYTgFUU6LXPive5MW6WS5nx91eqdKFsDyhZCIjpSuAkucYzrcrMkKj0Jeiv1XHK3s3fNzpznrgaj9Iay1+xEogNZjiIntcQv7yQdLOZ3729iw9rC1GMqFOlohHBrK6ELLYRbzpPw5K8LqTIYMG7cpAiAm5vRlrjy9lnpRANdsxYCQUKlNtzsKQkEqxq11oytbB++wXcASCfD+IePUVR557zHLjYUceeaA7zWo9wLjcXGebfvKPfU3DHvsReKd/vfzzzWqrTsrdhdkHHjkZEJi1YFg3UdOlNFQcZeaNQaFWvXOWm/qKx7+rrHiMeS6PRiG06wvFhnM/FIbSm/7B6ZcZUiAY8UeM8tmUjhdWcDD1zCInTJoFVr2Vd5S+a7bCTs4crgUQyhq7PoLTPa+yIanV1kCAoEC4xYhQhWBLtcdor0Wt4ZHKXDn2sZKqFYg95R4RBC4BLCuH4DaouVVFAR8YKnTtyQGDjQO87pY9moI61OzaEHNq76unaR9iv4jx3NtHUVlRTddWhWfbU6DdW1xVTXKhvOsiwz5gkz1J+1FvWNTm/NG40k6enw0tPhBRTxoKTMQlmVLVN/0GITm5jLnc+sddETjOCOTtRB84c5MjTGQZF9vaK4cnGYMW840964vQJbkXFOY0gqDRq9g2RMuSYkovnFopWCxm5H6yol4VY2Aivcyuel9Tpi4Gt9uT6QsUQLclxPrG03csTKg/tr2b9l8TdEZVkm3neVUMt5Qi3nibRfgVQqbz/92ppM7T9j/TokjbgNmYpv6D1mJwQCyPiGjojNE4HgJmN17SXoPkkqqWxEB0bex1KyC43u2szuufLJmjs4OvABoYTyHfubnre4rXIPFu3St7/rCwzQ6evOtPeUbcekLcx9tn/4WE7bVn57QcZdLOrXl2TEwHRKpqfDS+OmskWelUAwd2bacwNYd5P23Dwfcy0qrZj/9VdQOG6vvJXXe97J1I8NDR/DINazAsGSRtyFC1YM62wm1tlMuCNxBtMposkUyWiSRpsJl3Hp19VZbUhqtWIVevgdQBGvkuNjaIpmn/EQiyZ486XWnGMHP9k4543qlYacTjPyL/+cc6z0iS/d8MarJEk4XGYcLjObtivWNpFwnKF+v5I92OdnZChAKnn93Nx0WmZkMMDIYIDzJ5XNbotNnxEGy6vtOEvNq17AXW7o1CoeX1fB31+8SnLiDu21fi91VhNrLELsXQmkUmlOHunOtNUaFbtuu7Gsa63BtSrFQABjQ2NGDCz3JpHSMh/0ncamt5CKSWxyrKcn4KXdr0KasFhLJgdIhmLE2/Yix43s3VTGQ3Oo01hoUsEgoYstmdp/KZ8vbx+VxYJ5c7MiAG5qRmNf3dbdM5GIeq6tEZiHWLCLRNSD1lBycyYlEAhQqXXYK++cyNpV7Jt9Q+/iXPvAvMc2aox8uvYQ/3blVwBEklFe7X6T32p8cN5j32wOT8kKBDhQfVtBxk3GxgiPnc+09eY1GCzL2+1lbb0DtVoilVLWyl2XPUIMFCxbpu65XfGHiaXS6NWqm7rnNtUiFKBUZAYuKZxGB80lTZz3tOJQSTiJ5u80BbGeFQgWHiEGClYcLqOOTS5lgeB2B/KcLVhMLLv3ZMRAZJnAqZMU3z277EBZlnn31csE/bHMscZNpaxvLr8JM11e+N57l1hvT6Zt2bUb08ZNBX0No0lHXWMJdY3Koi2VSuMZDirZg31K9mA4OH2dqKA/Rrt/hPZWZYNco1VRWmHLWIuWVdowGJdP3ZTVSoVJz31rS/hVjyLupGV4pnOQr29ai0EjrGGXO5fODeEfz97QNe+swmy9sVpJWoOLiO8SAKm4j3Qqjkq9OgJ1DA0N+N9XMrV1SZmS8SRulY9nW17MnKPX7cag35FpR/2dxFpvhaSOhmo7T97XtKC1WOV0mmhXp1L7r+U80e4upi0mO4kkYVjXkLH+1NfUIokgj1kR9XfcWL9Ap9g8EQhuMmbHNgIjxzOBLCHvWayuW9EZ518T60DVXt65egRPdBSAw33vc0f1fkqMznmPfbOIJCOcGDqdadfZ1rLWWl2Qsf0j7zM1Q9pWtryzAmHCcaXOQU+7EhDV0+ElmUyhEetkwTLGZdQtWMD9yJA/81in12AvXt2B30uRg1X7OO9ppU57YxKDWM8KBAuLEAMFAsGiYdrQlGsVevLErMXAtvNDdFzKZpdY7QYOfHL9TZnnciIVDOL55b9l2pJOh+vzX7jpr6tWqyirtFFWaWPbHkWsDfpjOeKg92MWH1NJJtIM9I4z0DueOVbsNGWtRavtFDmMC7oZLpgdt7rstPvCXBxXCoePxZK80DPCY/Xl4u+1jEkmU5w61p1pa3Vqduxdc8PjaY25NeESUTd6c9UNj7ecMDY05rQr3AncjqnBDmp02o2ZVioZJPhRFaQ1lBYZ+fojW9AuwKZhYmyM8IXzhFpaCF+8QDocyttHU+zANJn9t3ETavPSt7dbiqTTsfwnXa9f6sb6CQSC2SNJKooqD+Hu/PnEEZnxgTcoXffEvMfWqDQ8uO7T/OTC/wYgJaf4VcerfLX5i/Me+2ZxfPAU8XQi0z5Yva8g46YSQYLeM5m21liGwdYwQ4/lQ/36kowYmEyk6esao7ZRbHwLBLNhZDAb4F9aYRX3l0uQJkcjLqMTnezPf/J1EOtZgWBhEWKgQCBYNBSr0J34Dr8LTFqFjqMpKpqxn28szHuvX8mOI8HdD2xEbxCXNM8LvyQdym7gOu77DFrnwkcXS5KE1W7AajdkrHAS8STDAwHFWrTfz1C/n3gsOe0YY94wY94wl84NAaA3aCaEQUUgdFVY0WpFVO1iI0kSj9SV0X+hF19c+XueGw3SYPOz2yVsAZcrF04PEApks3u37q7GaLrxCGCtYfWKgT2GCDGthD6hRENUehKc25B9XqttQKXKWuuGB8YhrcFs0PAfPr8N6zx+7zORTiSItl/J1P6L9/fl7SNpNBgbN2BqbsbcvBVdZaXYlCkAKtWNZdyq1DfWTyAQzA2DrQG9pTZj5xv1txMNdBWkztHO0q282XuYnsBVAE6NfMTd/oPU2G48AOdmIcsy702xCLVozexwbSnI2IGR4yBn68/ayvavmO+X2sYSJKktExTZddkjxECBYBbEogl8o9n6hMIidGmiklQcqLqNnqu/ubH+Yj0rECwoYudcIBAsKpZdezJiILJM8PRJiu46NO35qVSaN37VSjKRrU+3a18NFdVCdIj29uB79+1MW+tyUfypexdxRrlodRqqa4uprlXqQsqyzJgnrGQP9ivZg1MX+x8nFk3S0+Glp0OJrFWpJErKLNnswSobFpuoVbcYmDRqPl9fzo8v9WXMnV7sdbPWYqRU1GxddiTiSU4f78209QYN226Z36akVu8EJCbtv1ZT3cBXet9mY4mW2kFFXK1wJ3Ke12ubM49lOU5CfRq1aid/+MgWyh2mgs4lPjw8kf13nvClVuT49HbOk2jLyjBv3oKpeQumDU2o9OKGvdAYbOug/wb6WdcVfjICgeAaJEmiuOoQQ20/zhwb63+D8g1PzVuwkiSJhxvu4/8786PMsefbX+abO35vyYlhbWPtDIez39/7Km9Bq56/rX86GSXgOZlpa/QOTEWFLXGwmBiMWirXFtHfozigdLd7SKfTol66QJAH95CoF7hcuK1iN0e6X7uhvmI9KxAsLEIMFAgEi4ppQxMqszmTzRY4eWJGMfDkke4cq4iyKhu79i/vwvKFQJZlRv7ln3NqOrkeewKVdukKMZIk4XCZcbjMbNpeCUAkHGd4Qhgc6vMzMhQglUxft386LTMyGGBkMMD5k8ouqsWmp3yKtajDZUatnt+N9pg3TOclN7FokkQyxZo6B8XOwm7QrwTqrEbuqnTw5oBS9yaRlnmmY5A/2LQGrdjsWFacO9lPNJwVrLbfumbemdeSSoNG7yAZU8T81SIGDoVGuDzWTtEUMdAWTmMJpwia1KjVlajVjsz58UQbKuswD91Tyoa1xfN+/XQ0SrjtUqb2X8I9krePpNdj2rhpQgBsRueaf10swcxoDSU5WUezQW+pQ2tYunXFBIKVhs5Uiam4mfBYCwCJyCDhsRbMjvlnxjUWr2NLyUbOe1oBuDLeSYu3lS0lS0sQOzwlK1BC4vbKWwsybsBzAjmdDU6xle5DklbW2rFufUlGDIxGkgxe9VFVM//veYFgJTN13wfAVWFbpJkI8mHSmmhwbaM7cJ7aOdYO9A8fpbj6UyJDUCBYIIQYKBAIFhVJo8GyYxf+I4cBiFy5TNI3jsZ+rVXoQO84p9/PZqtodWoOPbBRRFUCgePvE23PWqeamrdi3rZ9EWd0YxhNOmobSzLWOalUGs9wkKF+nyIS9vkIBafPZAn6Y7T73bS3KkKDRquitMKWEQjLqmwYjLOLYO7rHuP0+z2ZG/epVNUUsWtfjbiJ/xh3VjroDEToCigZnkOROK9c9fBgjRATlguxaIKzH1zNtI1mLVt2VRdkbK3BterEwNbRywAMuHKvOxXuBFdq1Oh1U7MCZeLxC0gSGEuuve7MBlmWiff3Zaw/I1cuQyqVt59+zRpMm7dgbt6CsaERSSNuERYae/kBRtp7gGmK6+YgYS+//WZPSSAQfIyiirsIj7dm7CzHB9/CVLQRSTX/a+ZD6+6jxXMJeeIa8ELHK2xybECtWhqW+GPRcc65L2TazSVNOI2OGXrMjnQ6QcD9Qaat1loxO7bOe9ylRl1jCUdeb8+0uy57xH2EQJCHkYGsGGj+/9l7s+CosjzN83d9X+Tucpdrce0SQiAklgBEIAIiiIBYM5aszKyMqszq6lq6e6rNqmae2sZsXuetbWYeunqsrGxyrCe7qnOPqtiJzAhiAQIIxA5CSKB9c0ku3/ftzoODuxwhkHAJ13J+ZmGhc5dzjwuX+73nO9/3L9FQYhJi0VrmSG0Xv7xymXqVEsUynO0h91WiwWHKGt5BVyIW+gsEq4140hcIBEXHtL8zKwZmokIvUfrisbxjYtEEX3zUm7ft+Ve2Yi7VP61hrllSkQizv/t1ti2pVFT86U/WXLTQk6BUKqisNlNZbYbOzER30B/LOgedEz7mZoLzDZF5JBNpJke9TI7mJtatZYZctGitmVKbYcHv6vb1Kb4+0bdovxMjmT6Pvr6N7bscK/Vy1z0KSeLHzZX8l5ujRFIZR+f5GR8tZgM7rCVFHp1gKVy9MJZXy3NvVwNqzcpMRKr15UR8twFIxX2kU3EUyrXrXl4JoskYANNlKtISKO59pjhcCQYaK1Ap67PHJpMjpOXMpEc0FV3yNVLBIOHeWxkBsOcGKe/jhUSF0YixvQNDewfG9g5UpWJCstjoTE3Y6t/CPfrhY46UsNW/tSK1ygQCwfJQaUsxlXdm6tuR+S4LzHZjruwquG+HsZJD1Z18O3kBAGdomvPOizy3Qu67Qjkz+V1WqAQ4UnNoRfoNzV0hnQxn26aKgysirq41Ssw6KhymrNNpsN/Fc8dbNsTzmkCwWsw4/dmfy0VE6Jqn3lSL0lDDZ+FJXjNolyUIpuJeZu78HFPFIUodRzfk94BAsFYQf10CgaDoGLa3oTAYSYfvRYVeupgnBsqyzDef9RMKxLLbtu6ooLWj6qmPdS3i/vgDUj5ftl368qtoKjfm70aSJEwWHSaLjq07KoFMfbPpyQDT2dqD/jwx40E8c2E8c2FuX3cCmXpoVTVmqmotVNVYSCRSjxQC7yPL8PWJPkwWnVjZOw+LRs2Pmir5p7tT2W3vDU1TY9Ri0RReV0aweoRDca53j2fbRpOWHXtWTuxW6/IdoonoLFpjzYr1vxbRqTIrmBNqBbOlKio9SXwWG7KxhXK5nei8h+RY4mbuPOXi9U/ldJro8BDhmzcI9dwkOjjAYz+wJAld85aMANixE11jE5Jw1a85HifwaUuasFQdFkKgQFBELJVHCM1dJX1v0YZv+jTGsj0oVYUvUPxe0yt0O68QT2eiuj8Z/AP7K59BW+SFM8l0km8nc+69cn0ZbbatBfcrp1P4p89m2wqlnpKyfQX3u1ZparVnxcBQIMasM0CFiD0UCB5KKBAjFMglAom/lfXB87WH+PmtX+FLy3Tp1A+NDL1/PyvLadyjH5JK5ByggZmzRP0DlDV+H42+8mkOXSDYNAgxUCAQFJ1MVOhe/N+eBiDSd5uk34/KnLnh67vhZOB2LlLOZNFx5JXWoox1rRGbnMTzxefZtspqpex7bxVxRE8ftUZFbaOV2saMICfLMp65cJ570OeOLHp+LJpkZMDNyIB72deWZbh0dkSIgQ/QZi2hq8LCuZmMSB1Jpfn1gJO/3l6LUqyAXrNcOT9KMpGr0bn/uQZUqpWLJ1Pr7HntzSAG7rDlvqvG6hu5+twBpmoWCjnKZBy7J8m0GZChrSz/Oy7p9RLquUm4JyMA3q+z+yiUllKMHZnoT0PbDpQlwp271rlfi+w+JfZOlOoSFEotOlPzgr8hgUDw9FGo9Jgrj+CdzNx/y6ko/unTWGteKbhvi9bMsfoXODH8BQC+eIAvR0/zetOxx5y5ulydvUkgHsy2j9R0oViBmn4hzw1SiZzzx1R+YEMnBjRvK+e7b4ay7cE+lxA4BIJFeLBeYIVwBq4LnqnYxXt3PmI0EWI0mKJJb+E1RyupVJRkSkV1+T4qrbnnHMf2v8E9fiLvHjgRncbZ9zNKHUcxVXRtuBqyAkGxEWKgQCBYE5j2d2bFwExU6EVKj76EzxPm9Oe5WniSBMfeakOrEx9fsiwz+8v/kVcPyv7H76LQLe4o2QxIkoTNbsRmN7JjdzUAkXA8U3PwXt3BGWeAVDL9mJ6WxsSIF89cGGuZYUX62yi8VmdnOBBhKpJZ0TkcjPLVpJvjNWVFHpngYQQDMXouT2Tb5lId23aurMNYrS0DJO7XRNsMdQPTUSMpn43mtJmeA8eQF3HjpVQa0o63aRg/yaAiQCqgITzaS+jmDcI9N4iNjT30vDyUSvRbW7MCoKamVsSPrTNCnlw9LqXahLX2VTEBIhCsQUzlnQRc3aTimVjmwGw3JnsnKm3hi8OO1z/PmYnzBBIZ8e3z0a84XPMsJk3xFnScGj+X/VmtUHHQsb/gPmU5jX/622xbUqgpKT9QcL9rmVKbAavdgMeViUUd6p/l4NHmIo9KIFibzI8IBSEGrhfUChWHqg/wh5GvABiK+PiHwe7cAeNXaLW28HrjS7RaW1Co9Ngbf0DI0op77FPk+6US5BTeyZNEfHcoa3hnRb5fBQJBBjGbLhAI1gSGth0oDAbS4czDUeBiN6YjR/niw948p8q+Qw04ai3FGuaaInj5EuHe3MShvnUbps61UVdkraE3aGjcaqdxa8ZVkUqlcU0HcU74MiLhuI9QMP6YXhZnfMgtxMAHUCsU/MkWB//11iiJdEb8+WrSTbNJT7NZ/K7WGpfOjpBK5aImO480oVSurAghKVSotGUkYy5g44uBaVnm1LVJKmca8e15ZlEh8D6yQoGv9hjHT36I/w//iWDi8Z9J6vIKDPfdf9u2b/rFIOuZRHSWRMSZbRtK24UQKBCsUSSFilLHi8yN/Gtmg5zCO/UV9sYfFNy3TqXjjaaX+XV/pu9YKs6nQ1/w7rbvF9z3kzARnGLAl3Oz7a98BqO68Pu4iK+PZGwu2y4p27ciUatrnebWci65RgDwuiN4XCGsdmORRyUQrD1mJnPOQItVj1Ynyk2sFwyqR39H9Hvuctc7yE+2/4iue4tLjNYOtMZ63KMfEg0MZo+NhUaZuv2PWGtfxWjbIxY6CgQrgBADBQLBmkBSqSjZsxf/2TNAJir0wsm+vHiIqhoz+55rKNYQ1xTpWIzZ3/wyt0GhoOInfyZujpaIUqmgstpMZbUZOjMuy6A/xtmvBhi8vXyBIh5PPf6gTUi5XsPb9eW8NzwDZPxgvxmc5n/uqMewgvGTgsLweyPcvpar8Wi1G2hpq3jEGU+OWl+eEwMjG08MdPuj3Bxyc2vYza1hD8FIgu07HHiXWJ9PViiYatvNrsGeh+6XNBoM29sy4l/7TjSVopbGRiH0QESowdZRpJEIBIKlYLB2EJg5TzyS+f4Me24SqziI1lBdcN/PVR/gq/HTzIQz35dnJs9ztO45Kg3lBfe9XE5NnMtrP1/TVXCfsizjd57JbZCUmCoOFtzveqCp1c6lsyPZ9mC/i31CDBQI8pBlmVlnbh5IuALXD/2eu3w4eOKxx6XlNL+4/TvKdKW0WlsAUGnMlG/5KUHXRbwTnyPLSQDkdBz36EdEfP3Y6t5EqRafmQJBIQgxUCAQrBlK9ndmxUCPtoKrl6ez+zRaJcfeakOxxAnVjY77s09JzuVW05a+eAxtbV0RR7S+kSQJk0WHo9byRGKgRiOErcXYazdzxx/mujsTd+VPJHlvaJo/a3EI8XqN0H1mmHQ65wo8cKQJhWJ1/m3UOjv3K3imEj7SqRgKpXZVrvU0iMaT3B71cmvITc+wm6m5cN5+mzqC17G8GrdTNY34LDYsvkwdU01NbTb6U9eyFYVarIzeaMiyTNidEwNVWhsavaOIIxIIBI9DkiRKa44zc/efstu8E59T0fLnBd/fKBVK3tnyBv/Pjf8OZCZNPxw4wb/f+ecF9btcIskIF5yXs+1Gcz315tqC+40GBrMiKoDRthuVZnPUzrNXlmAyawn4Y0AmKnTfIbHYVSCYj98bIRZNZtvlQgxcN5wY/pK0vLRyLGk5zWfDX2bFQLg3L1Peic7UxNzI+8TDk9l9EV8fU6ExbHVvYSjdtuJjFwg2C0IMFAgEawbjjnYUej2xWIqeyufz9h15pRVz6caPjlkK8dkZPCc+ybaVJhNl7xQnOmijUddke6LzKqo3xwTGkyBJEt9vrGA8FMMdSwDQ6w1xfsZHV2VpkUcn8LhC3OnJLbworyqhqdW+atdT6/Idh4moC62xZtWut9Kk0zIj0wF6htz0DLm5O+EjNU9IfZBycxrfci8iSUy176W1tR5D+07UVlEjY6MTD0+SjHuybYO1QyyWEAjWATpTEzpzC1H/XQBiwRGi/jvoLctbBPIwdtvbabY0MugbBuDq7E0GfcM0WxoL7nupfDd1mXgqF1m9Eq5AAP/0PFcgEubKQyvS73pAkiSaWsu5fnEcgFlnkIAviskiYr4FgvtMz4sIBah0iGft9YAzNEO/5+6yzun3DDAdmqHSmP+MqNbZqWz9S/zOM/icp7hfcz6dDOMa+jVG2x6sta+u60WlAkGxEBYbgUCwZpBUKoy793K7vIvYPOv/1vYKWttFFNp9Zn/9S+RkbqWc/Yd/jNIgohJWAmuZgZqG5QtUJ967wVD/xos8XCl0SiXvNlcx32x2YszFVDhWvEEJALhwehh5npZ14PmmVRUh1Lr8iLP1UDdwzhfl1LVJ/uH9m/wv/+U0//vPL/IvpwbpG/MuKgRqNUr2tNiprniyz2ZlUxOWw88LIXCTEH4gItRoFRGhAsF6obT6OJD73vROnkReoiviUUiSxB+1fC9v27/e/QRZXnwBykoiy3JeRGiJ2sjeil0F9xsLjREL5mIyDaU7UGufbDHeeuXBRVdD/a4ijUQgWJvMzisVI0lQVllSxNEIlkqvu3/Z58jI9LrvPHSfJCmxOF6gsvWvUGnL8vaF3FeZuv2PROd9nwgEgqUhnIECgWBNMe3YxYwrkm0btXDk5cJX124UQjevE7p6JdvWNTVjPnS4iCPaeOw71MDkqJflzLVEQgk++5cetu6o4PDLW9HpRYzfg9SV6Hilxs5n45kJj6Qs88uBKf52Rz0apVibVAxmnQEG+3JiXFWt5YndsUtFrS0jM2ma+QNLRGdW9XpPwv3oz557tf8ejP58GBLQ6DDT3mSlvdHGlhoLnniSf7q2/IdiyAjogs2BLKcJe3I1ItX6KtS61XPnCgSClUWjr8BYtofQXOb+PBGdJeS+RknZMwX33WxpYE/5Tq7O3gBg0DfCNVcPe8pXf8FAv2eA6XDuO7rL0YlaWfj9rd/5bV7bXPlcwX2uN6pqLegMaqLhTGLGYP8suzoLj18VCDYKM05/9mdbuRG1WtwXrweiySdb6BtIBB65X2usoWr7f8A78QVBV3d2eyruZebOzzFVHKLUcRRJISQOgWApiL8UgUCwZvC6w3Tfzt1ASHKaPak+tLqjxRvUGkJOJpn55S9yGySJip/8GZKoo7ii1DRYOfr6Nr4+0fdIQVCSQKdXE7n3IA9w59YM4yMeXnh126pGLa5XDleVMuAPc8efEVdc0QQfjc7ywybh/C0G3aeH8trPrrIrEEBSKFFpy0jGMqJwIlr81fD3oz9vDrm5tYToz/uUmbW0N9lobyqjrcFKyb1FAIFEkk/GXHTP+kg/SXSNLNPWVL/88wTrklhwhFQymG0LV6BAsP6wOI4Sdt9AljPJHb7JrzCUtqNQagru++0tr3Hd1ZOtwfTBwKfsLGtDqVjdyfH5rkAJicM1BwvuMx6ZIeLPLZLRmbeiMVQV3O96Q6GQaNpqp/dapm6ic9xHJBxHbyj8/SIQrHfS6TQuZ+6+qEJEhK4bdKoni+z8w8jXuKNeDjk6aSltfujzqEKhxlb3OnpLK+7RD0nNExADM2eJ+gcoa/w+Gr2YVxAIHocQAwUCwZoglUpz8qNekolcrE6j+xo63w1SwX+DskREQ3g+/wOJaWe2bT58BF1TcxFHtHHZvsuByaLj0tkRJka8C/bXNJSy71ADFdVmvvtmkBsXJ7L7Mi7Bm7S2V0KyUDQAACAASURBVPLc8RbhEpyHQpL4UXMlf39zlGAyBcAll58Ws4HdZaIw/NPEOeFjZMCdbdc1Wamufzo1HNX68pwYGClOTOicL0rPsDvr/gtFk489R6tR0lZvvScA2qi06vMeVuOpNGemPZya8hBfgpi4GLXeWaoPCEf8ZiH0QESowdpepJEIBIInRaU2Yarowj99GoBUMkhg9jyWqucfc+bjqTSUc7j6IKcmzgIwE3bx7eR3PF+7enX2PFEv1105x3J72Xbs+sKTA/zT+a5AyyZ0Bd6nqTUnBsoyDN+Zo223o8ijEgiKj3s2TDKZmxOqcIhnxPXCDtuTPb+k5TQXnJe54LyMXV9Gl6OTg459lGotC47Vm7fg2P43uMdP5MXsJ6LTOPt+RqnjKKaKLiRJLJgXCBZDiIECgWBN0H1mmJl52fCWyDSNnuuATPDKJSxHXije4NYACY+HuY8/yLYVBgP2H/yoiCPa+NQ0WKlpsOKZC+OdDROLJUgkUtQ22bCWGbLHHT6+lebWcr769DZ+bzS7vb9nmvFhDy+81krjVuESvI9JreKPmyv5b/2T2W3vD89QZ9Rh0wnh9Gnx3Tf5rsDOI01P7dpqXTkRegFIJXykU7FVL/4eiSXpG8tEf/YMuXG6lxP9aaOjyUZztRnVQyJt07LMJZefLybmCCRSC/bbFTJzSRl5CS5uKZ3maHXZY48TbAzkdJKwtzfb1pbUo9IsnPgQCARrH3PlIYJzl0gnM98v/umzlJTtRakufEHjG03H+c55kVgqDsAnQ59zoGovOpWu4L4fxreTF7JORIDna7sK7jMZ8+RN3GqN9WhLNq8LvrbBilqjJBHP3DcM9s8KMVAgID8iFIQYuJ6oNFbQam2h33P3iftwReb4aPAzPh78PTvKtnHI0UmHvQ3VvAhQhUqPvfEHhCytuMc+RU7dm4ORU3gnTxLx3aGs4R1UWlF7XSB4GEIMFAgERWdixMOVc6PZtkajZOfUBRT3akoFLnZvejHQ9btfI8dyEapl3/8BKpOIzHgaWMsMtG7PxE3Mzj48z766vpQf/1VnxiV4KecSDIfinHgv4xI8/HILWiF2AbDVYuT5KiunnB4AYuk0vxqc4n/aXodSsboxlQIYH/YwOZpzvDZuLaOy+ul9nqh15XntRHQWrXFla+XMj/7sGXIzsKzozzLam2x50Z8PQ5Zl+n1hToy7mInEF+y369S8VmunrdTImXOX+AzTIwVBKZ3m9XSAHR37l/YiBeueSGAgN4EBGEREqECwblEotViqXsAzfgIAOR3H5zyFre6Ngvs2aUp4uf5FPh76PQDBRIgvRr/hzeZXC+77QZLpJN9Ofpdt23U22p7Q7TEf/8xZ7tcLBjBXbe6a50qVgoaWMu7eytRlHB/2EI8l0WjFFJ1gczMzmXveVqkUWO3GIo5GsFxeb3yJu97BvAUli6FAwcsNRxnyjy4QEGVkeuZu0zN3mxK1kQNVezlUfQCHMRcDarR2oDXW4x79kGhgMLs9Fhpl6vY/Yq19FaNtz6qXwRAI1hviTkMgEBSVaCTByY9v52078morprOtBL7L1KoI3+4lFQxu2qjQcH8fge/OZ9uamlpKX3ixiCMSPAy1Rsnhl7fSvG0Rl+DIPZdgi3AJArxcU8ZQIMJYKPN7Gg/F+HxijtfqxO9nNZFlmQun8l2BB56iKxBWTwx0+SLcGvZwc8hN7wpFfy7GRCjKiTEXg4HIgn1GlZJjNTY67ZasuH3k0H7Kbt7m68kZxq0V+SfIMrXeWY5WlwkhcJMRds+PCFVgKN1RtLEIBILCKbHvJTB7gWRsDoCg6xKm8gOodYXf2xyrP8LpiXP44hnXzMnRUxyuOfjQGLVCuDZ7E388Nxl/pLYLRYFxa6lEgODc1Wxbra9CZ9pSUJ8bgeZWe1YMTKdkRgbm2LpD1LsSbG5m56VF2StLUD4klUOwdmm1tvCTbT/kF33vPVIQVEgKfrL9R3Q5Ms8+roib81PdnJu6iDfmyzs2mAjx5dhpvhw7TZO5ni5HJ3srd6NX6VBpzJRv+SlB10W8E59na/fK6Tju0Y+I+Pqx1b2JUi1EZYHgPkIMFAgERUOWZb75rJ9QIOd429peQWt7JcF4Z1YMJJUiePUylsOF191Yb8ipFDO/+Oe8bRU//TdISmWRRiR4HPddgue/HuTm5XkuwWCcE7+7SWtHJYePC5egUiHx7pYq/r5nlFgq86Bwyulhi1nPVou4WV8tRgbmmJ7Mxe+07KigrOLpLrRQa8sABZD5d09En6xuYCSWpG80E/15c9jN9FKiPyVorHp89OdieGIJ/jA+xzX3QpewWiFxuNLK8w4r2of0uaNjOzs6YHJsgoFJJ9FEEkVapq2pTtQI3ISkU3Eivr5sW2feglJleMQZAoFgrSNJSkqrj+Ea+s29LTLeyS8pb/5xwX1rlBrebH6F/3H7dwDE0wk+Hfqcn2xf2bIBpybOZX9WK1QcdBS+SMU/cx7kXIy2pfKwcGoA9c02lEqJVCrjmBzqdwkxULCpSSZSzM0Gs+1yERG6Lumq7qRMb+Wz4S/pe8DxJyHRat3Ca40v0WptyW6362282fwqbzS9TK/7Duemurk+20NKzi/BMOQfZcg/yu/ufMjeit10VXeyxdKIqbwTnamJuZH3iYdz5Ugivj6mQmPY6t7CULptdV+4QLBOEGKgQCAoGn03nAz25SaBTRYdR17OTIgaOjqQtDrkWMY1FLh4cVOKgd5vviI+PpZtmw4cxNAqbmLWOmqNkiOvbKV5m52vPu0j4JvnErw5zcSwhxde20ZDy+auDWbTqvmjhgp+NejMbvvt4DR/11GPSS1uUVaaB12BkgSdhxuf+jgkhRKVzkYy6gIgEVmaGJhOyww7A/QMzdEz7FlG9KcuK/5tf0z052JEkim+nnJzdtpHSs6/pgTss5s5XlOGWfP49211XQ27924HFo8eFmx8Ir6+7OplyEQdCQSC9Y/esg2tsY5YKHP/HvHdJhocRbcC9fGerdrHl2OnmQpNA3B2spsX647kxaYVwkRwirve3H3Cvoo9lBTopkgnIwRdl7JtlbYMfen2gvrcKKg1KmqbbIzczThJRwfdJJMpVCqx6FOwOXFNB5l/m13hEGVR1iut1hZarS1Mh2YYi48SSUZJRSXabFupNFYsep5CUtBeto32sm0E4yEuTF/m3GQ3kyFn3nHxdILzzoucd16kwmCny9HJs1X7qGz9S/zOM/icp7gfTZ1OhnEN/RqjbQ/W2ldXvVa9QLDWETNtAoGgKHjdYU5/fifbliQ4/lYbWl3mY0mh1lCyew+BC5l4zHBvD6lQCKVx8ziGkgE/c+//S7YtabXY//jdIo5IsFxqGqy8+9f777kEcyvUQsE4n/7uBtt2VvHcsS2b2iW4q8zEXX+Yi66MWy2YTPG7wWn+bWs1CrFqfEUZuD3L3Ewo2962s4pSW3GcSGpdeU4MfIQzsNDoz44mGxVLjP58GMl0mvMzPr6adBNJLYy62WYx8GqtnSqDeKgULI+QJxcRKkkq9Bax0Ecg2AhIkkRpzXGm+/9bdpt34nMqW/+qYDecUqHk+1ve4B+uZ/qWkflg4FP+ZtdfFtTvfU5PnM9rP1/bVXCfAVc3cjpXV9dceQipwNjRjURzqz0rBibiKcaHPaKkgGDTMjOVv0iuQjgD1z2Vxgo6GjOx0MtdBFmiMfJS3RFerD3MaGCcs1PdXHReJTqv3jbATNjFBwMn+Gjw97SXbaPLcYDWrX+BZ/TDbGw3QMh9lWhwmLKGd9CVNBT+4gSCdYoQAwUCwVMnlUpz8qNekoncxOq+5xqpqs2veVGyvzMrBmajQp878jSHWlRc//I70uFc7F3Zm2+jtlqLOCLBk6DWqDjySuu9WoL5LsG+G07Gh90Zl+CWzesSfLO+nJFghNloAoA7/jBnnB6ed9iKPLKNQzqdpvt0brW/QiGx/7nGoo1HrSsnQi8AqYSfdCqGQql94ujPJoeZ9sZM3b/lRn8+jLQsc8Md5A/jLjzxhQJktUHL63V2tphFrKNg+aSSYaL+gWxbb9mGQqkp4ogEAsFKojXWoS9tI+LNfM/FwxNEvL0YrIXXBW0v287W0mbueAcBuOHq5Y5ngK3WwmrwRZJRLjhzDr4Gcx0N5rqC+kyn4gRmvsu2lWozRuuugvrcaDS0lCFJZN1QQ/0uIQYKNi0zzlwpA41WhcWqL+JoBGsFSZKy30k/bHmTKzM3ODfVnf0evE9aTnPD1csNVy8mTQkHK59hv95B2ptbgJeKe5m583NMFYcodRxFUghZRLD5EO96gUDw1Ok+M5y36quq1sy+Qwujc4wdO/OiQoMXuzeNGBgdGsR/5nS2ra6sovT4K0UckaBQ7rsEz301SM+VeS7BQJxPf3uD7TurOLRJXYIapYI/2eLgH26Nkbw3G/KHiTmaTAbqSnRFHt3GoP/mNF53JNvesacak6V4v1u1rjyv/dWFa3QPKBmY9D+16M/FGPSHOTHmYiIcW7CvVKPildoydtlMwrkqeGLC3lvcr5kJYLCJiFCBYKNR6niJiLeP+3/r3qkv0Vu2ISkKi4CUJIk/avke//ni32e3/cvdT/hP+/8WRQGOuwvOy8RSOQff8zWFuwKDc1dIp3L3HqaKgwW//o2G3qDBUVfK5KgXgOE7LtLpNAqFcE8KNh8zk7k5ogqHSdQWFSxAo9TwrGMfzzr2MRN2cX7qIuenLuKL+/OOC8SDfD52ms+BgxYHz6niqNK5Z7vAzFmi/gHKGr+PRi9qtQo2F0IMFAgET5WJEQ9Xzo1m2xqtkmNvtj30gUeh0VCyezeBC5kVpaFbPaTCIZSGjR0VKqfTzPzin5kfmF/xpz9Bod58ItFGQ61R8fyrGZfg15/eJuDP3ZDevuFkbNjN0de3Ud+8+VyCjntOq49GM5GRaRl+NTjF3+2oRydqpxREKpXm4rcj2bZKpXjoAoynhcsXoX9Ypnbetlt379I/UbXoOSsZ/bkY05EYvx+b47YvtGCfTqngRYeNg5UW1GKCTlAg4fkRoUodelNhjh6BQLD2UOvKKCnfT3D2AgDJmJvg3CVM5QcK7rvBXMe+it1cmrkGwGhgnCsz19lXueeJ+pNlmVPjZ7Nto8rAvordBY1RTqcIzJzLthVKPSVlewvqc6PSvM2eFQOjkSRTYz5qGkQajGBzEYsm8HlyiwdERKjgcVQY7Ly95TW+1/Qyve5+zk11c911i7ScX9rhvG+KKxK8ZtSzXZ2bV0hEp3H2/YxSx1FMFV0iwlqwaRBioEAgeGpEIwlOfnw7b9uRV1oxly4e/1CyrzMrBpJKEbp6FfOh51ZzmEXHf/YM0aFc5IFxzzMYO0SkzkaittHKj/+6k3NfD3LrAZfgJ7+5wfZdVRx6qSVbQ3OzcLDCwoA/zC1vRozxxJK8PzLDu81VYmVoAfRem8qLp+3YV4Oh5OnVuIvEktwe9dAz5KZn2MO0O4xSSvO/HZdQKjKLHspL8uNAVyP6czH88SQnJ+e4OOvnQU+iUoKDFaW8WG3DIERpwQqQjPuIBXOLogylbSKiSCDYoFgqjxCau5qtmedznsJo24VCWbgz/+0tr3N19iYpOQXABwOfsau8A/UTfJ7c8Q7iDM9k213VnaiVhS1CDHmuk0rknBqmimdFHPIiNG21c+bzu9n2UL9LiIGCTcesU9QLFDwZSoWSDnsbHfY2AvEgF5yXOTvVjTM0nT0mJsMHwQh9ahWvGLToFffmFuQU3smTRHx3KGt4B5VWfPYKNj7iyVMgEDwVZFnmm8/6CQVyTqjW9kpa2x9tyTfu3IWk1SLHMucFLl7Y0GJgKhzC9d5vs21JpaL83T8t4ogEq4VGq+KFV1vZsq2crz69TXC+S/C6k7Ehzz2X4OapmydJEj9oqmTi5ii+RKZO23V3kBazn/3llsecLXgYyUSKy2dzrkC1RskzB1fXFZhOyww5/dwactMz5H5o9GdKVjAX1lNxTwSsKAlTZtbR0WyjvdFGW6MV4ypH5sZSaU47PZx2ekg8JJp0l62EV2rt2LTClS1YOcKenry20SoiQgWCjYpSbcRc+Ry+qa8ASCfD+Ke/pbT6WMF92/U2Xqg9xJdjmbICc1E3ZybO82Ld4WX3Nd8VKCFxpOZgQWOT5TT+6W9zfSo0mOydBfW5kSkx66hwmLJlNAb7XTx3vEUshBNsKqYnHxQDzUUaiWA9Y9KUcKz+eV6qO8Kwf5RzU91cmr5GNJWZa7mdSDLuT/GGUUuTOieJxEKjTN3+R6y1r2K07RGfv4INjRADBQLBU+H2dSeDfbPZtsmi48grWx97nkKjwbhzN8GLmYid8K0eUuEwSoNh1cZaTOY+eJ9UIHcjbH39e2jKK4o4IsHUXIhzt2eIRJOkkik6mmw4ylYuqra20cq7f93Jua8GuHV1Krs9FIjxyW+u07bbwaGXtqDRbo6vbINKyY+3VPGz2+NZl9ZHo7PUl+ip0IsV5cvl5uVJQsFcDaDdnbXoVrC+3n1c3gg9wxnxr3fEQyiafOw57rAhKwa2VKb4z8e7nsqDV0qWuTjr4+SEm2AytWB/k0nP67V2akW9SsEqEJoXEapUlaAtaSjiaAQCwWpjqjhI0HWRVCJzfx+Y+Y4SeycqTeET3a82vsS5qW4iyYz7/8TwFzxbtQ+DevHUlQfxxnxcc+UWKewo24ZdX1hcfcR7m2TMnW2X2PehUC19TJuRplZ7VgwMBWLMOgNCDBFsKmancnMgxhINRtPTSzERbDwkSaLJ0kCTpYEfbn2bKzPXOTvZzYBviKAs85tglGe0al7Ua1Dfe/6U03Hcox/hdd/A0fhDlOqNXZ5IsHnZHDOLAoGgqHjdYc58cSfbliQ4/nbbksUN0/7OrBgoJ5OErl3B3LXx3IGx8TG8X53MtlW2MmyvvVHEEW1ueofdfHxuhN4Rz4J9bQ1W3jzUSNsKRfhotCpeeG1bppbgib48l2DvtSnGhjK1BOuaNodLsMmk56VqGycnMxNJibTMrwam+I876kS9tmUQjyW5cj4XR6jVqdh9oG5F+s6L/hxyMz2vxsdiSBI0O8zsuBf9aVdIBGcyjgZSAeR0HEm5eg/+sixz2xvis3EXs9HEgv3lOg2v15WxzWIUq0EFq0Ii6iIRcWbbBmu7qE8iEGxwFAo1FseLuEc/BECWk/imvqas4e2C+y5RG3m14SXeH/gUgFAizB9GvuL7LUt/fvh24ru8+krP13QVNCZZlvFNn8ltkJSYKwpzGm4GmlrL+e6boWx7sN8lxEDBpmJmKhcrXC4iQgUriFap4aBjPwcd+5kOz3JuspvvnJe4EgswkkjyPaOO6nnlINLBYQZu/F+ErXtpq38ZrYi4FmwwhBgoEAhWlVQqzRcf9pJM5B4y9z/XSFXN0iP/jDt3IWk0yPGMuyVwsXvDiYGyLDPzi3+GdO73VP7un6LQihVxxeD09Ul+fqKPtLwwOhCgd8RD36iXv3h9O4d3OVbsunVNNt79607OfjlA77WcSzDoj/HxrzeXS/DFahsDgQjDgYzI5IzEOTHm4u0G4ZRdKjcujhON5ESvZw7WP/F75370533xb/Ah0Z8Pw27R0d708OjPsKeS4LxjE9FZtMbaJxrf4xgLRjkx7sq+n+ZjUis5XlPGXrsZpRABBavIfFcggEFEhAoEmwKjbReBmfMkopm6fCH3VUwVz6LRP7pcwlJ4ofY5vhk/iyfmBeCr8TM8X9uFTff4BWupdIpvJ7/Ltst0NnaUbStoPNHAQN6ihxLbHpRqMbH/OKxlBqx2Ax5XJjFhqN/FwReaizwqgeDpEArE8pJMhBAuWC0qDeV8v+UN3mp+lVvuPs5OdvPLuV6e1So5pNOguPcsqJNkdN5LfDnTjd/cxoHqLhrNdWLBqGBDsPFnEwUCQVHpPj2cVwy6qtbM3kPLq1el0Gox7tpN8GI3AOGem6QiEZT6jRM3E+y+QKS/L9s2tLVTsndfEUe0eekd8TxSCLxPWpb5/07cpsyiWzGHIGRcgkdf38aW7ZvbJaiQJN5truS/3BwlksqI5OdnfLSYDeywlhR5dGufWDTB1Qtj2bbBqKFjX82y+nB5I9y8H/057CEce3z0p06jpK3BmhEAm2xUlOoXfWhS68rz2qshBrqjCX4/4eKGO7hgn0YhcaTKyuEqK1qlcGcJVhdZlgnPEwNVGisaQ3URRyQQCJ4WkqSgtOY4swO/yG7zTnxBRctPC+5bo1TzVvOr/PfeXwOQTCf5ePAP/PmOdx977jVXD7547jntSM1BFAW6lf3zXYFImCsPFdTfZqKp1Y7HlUl08M6F8bhCWO0ipk6w8ZmZerBeoFhAIFhdlAolO+072GnfgS8W4ILzEp84v+OQMkLZvOfCdo0Cb6iXX127QkpbTpejkwNVezFpxHyEYP0ixECBQLBqTIx48iLqNFolx95sQ/EEMX+ZqNCMGJiNCj24MR4u09Eos7/9VW6DUkn5n/5UrDoqEh+fHX6sEHiftCzz8dnhFRUD71PXZOPHf5WpJfgwl+COPQ66XtzYLkGLRs2Pmir5p7u51//e0DQ1Ri0WzcrXvdtIXPlujHgsVw9v76F61GrlI864F/054snW/ltO9Gd7k40djTaaq82oliisqbQ2QAFkxN5EZPaRxy+HcDLFV5Nuzs94ST3w56wA9pebOVZThkm9cf9+BGuLeGQqr4aWwdYhvucFgk2EzrQFnamJaCATBRkNDBD1D6IzF+7+6qx6hpNjp5gIZu6XLjgv81LdEWpNj15wcGr8bPZnlUJFV3VnQeOIBUeJBXPPfgZrOyrtyt8jb1SaW8u5fDb3+xvsd7FPiIGCTcD8iFAQYqDg6WLRmni54SjH619gyDvAxNgJalK5UjGlSgU/KdHzXczDB3c/5oOBE+y076DLsZ8dZdsKXkQjEDxtxAyIQCBYFaKRBCc/7s3bduSVVsylT+bmM+7cvTAqdIOIge5PPybpyd1sWI+9jLZauAWKwdRc6KE1Ah9F74iHfz01SH1lCRajFnOJBotRg/YxwstS0OoyLsH7tQRDgZxL8NbVKUYH3bz4xjZqGzeuS7DNWkJXhYVzMz4AIqk0vx6c5t9tq8nGeAjyCYfi3Lg4nm2XmLXs2L3wMyWVTjM8FciKfwMT/iUJ4XaLjo57zr/tDfnRn8tBUihR68pIRDMi4P3/F0IinebctJevpzxEU+kF+9tKjbxaa6dCL2o/CJ4uYXd+RKhRRIQKBJsKSZIorT6Os+//yW7zTH5BlenfF7wwQCEp+KOW7/Ffr/4MABmZ9wc+5W/3/LtFz5kMOrnjHcy291XspkRdmPDkm/42r22u3FhlHVYbe2UJJrOWwL1UkKH+WfYdaijyqASC1We+M9Bi1aN9wmcLgaAQJEmi2dpCs/Xv8Htu4xr9AFU6lt13UKehWaXk43CMq7M3uDp7g1KthWer9tHl6KTcUFbkVyAQLA0hBgoEghVHlmW++ayPUCCX+97aXklr+5PXxVBotRh37iJ46SIA4Zs3NkRUaHzaifv3J7JtpcWC7a13ijiizc3NQffjD3oIH50dXrBNp1FiKdFiMWpy/5VoMBs1lM7bbjJoUCgePQlU33y/luBdbl/P1WEJ+mN89Kvr7Himmq6jzRvWJfhanZ3hQISpSOYzZTgQ4atJN8dqxA33w7h8bmRBnValKrNicdYbyYp/qxH9uVzUuvIVEQPTssy1uQCfT8zhjS98TbVGLa/V2mk2G574GgLBkyLLacLenmxbra9aEJMrEAg2PhqDA4N1F2HPdQASESdhzw2Mtl0F991ma6XN1kqvux+AXnc/ve5+2mytDz3+9MS5vPYLtYUtsoyHnUT9d7Jtvbl1RWoibiYkSaKx1c6NixMAzDqDBHxRTBZdkUcmEKwesizniYHCFShYC5it2ykxNeAeP5EX81+hUvLnJj2nI3G6Ywm8MR+/H/mS3498ydbSZrocnTxTsRONUiw8FaxdNuasoUAgKCq3rzsZ7HNl2yaLjiOvbC24X9O+zqwYKCeThK5fxfxsV8H9FgtZlpn55S8glYvyK//Rj9e9wLke8QZjnL3p5LPvRh9/8BKJxlNE3WGm3eFHHidJYDJoKDVqsq5Ci1GbFQ8z/8+077sEHxTbb12ZZGxgjqNvbKe2cePFMakVCv5ki4P/emuURDrjXPty0k2z2UCTSfy9zCfoj9JzZTLbNpfqiGiV/NMf+ugZcjOzzOjP9iYbTY6lR38ul/mCSCrhJ52KolAub9Lrrj/MZ2MuJsOxBfusWhWv1tjpsJUIJ6mgaMSCo6QSuYkuo7W9iKMRCATFpLT6aGZxgJy5//dOfomhdAeSovCpmXe2vMFt9x1kMvdK79/9lG2dLQsizKLJKN85L2Xb9aZaGsx1BV3b/6ArsEq4Ap+E5tbyrBgIMNTvYlfnytZTFgjWEj5PhPi8xYnlQgwUrBEUKj32xh8QsmzDM/YJ6VQUAJUk8aJBS4taxSfhKL578xN3vIPc8Q7ym/4P2F+1h0OOTupNtaIsgGDNIcRAgUCwonjdYc58kVsVKklw/O22FXEsGXftRlKrkRMJAIIXL65rMTB07Srhm9ezbV3LVkwbJPp0PZBMpbl2d44z1ye5Mehecp3AlUaWwR+K4w/FYebRx2pUCsxGDdYSDRZJQvLnxI+AP8ZHv7rGlvZKjhxvQa/fWPEq5XoNb9eX895w5pckA78ZcPJ3HfUYVIVHsm4Uur8dJj2vSN5Vb4ST7998xBkZVir6c7k86I5KRF1ojUub9HKGY3w27qLft1Bw1ysVvFRt49kKC6onqFMrEKwkIU/+36BBRIQKBJsWlaYUU/mzBGYy9fpSCT+B2e9WJFKzzlTNgaq9WaFvPDhJt/MKzzr25R13wXmZWCq3qOz5Al2BiZibsPdWtq0taUBrLExc3KxU1VrQGdREw5nn/P1rIwAAIABJREFU3aH+WSEGCjY0812BAJUOc5FGIhA8HKO1Ha2xDvfoh0QDuXjtOrWSvzYb+Twc5ca8ZJpoKsqZifOcmThPtbGKQ9UH6Kx6puAoboFgpRBioEAgWDFSqTRffNi7IJ6uqsayIv0rdLpMVOjlzANu6OZ10tEoCt36i05JJ+LM/voXuQ2SRMVP/kysGnoKjM8GOXN9inM9TgL3HrQLQQL+15/uRatW4gvF8AXj+ELxe/+PZX6+918snnpsf48inkzj8kVx+TKr0ixAIxIacu+bgZ5pbvU4cWqUqM3anLvQqMX8ELehUadaN++7vXYzd/xhrruDAPgSSd4bmubPWhzr5jWsBrPeCD1Dbnr6Z5GGvNl3QxiZOR4ucuu1SrbXW+losrFjhaM/l8NCMXD2sWKgL57ki4k5Lrv8C16dSpI4VFnKCw4reiESC9YAcjpFZP4kubEOlWZl7osEAsH6xFJ5mNDcFdKpjFvfN30GY9kzKFWFR1m/2fwKl2aukUxnJiY/Gvw9eyt2oVZmFvnIssw38yJCjSoD+yp2F3TNwPRZmPeNbK48XFB/mxmFQqJpq53ea1MATI37iITj6A0ick6wMZmdJwZKEpRVlhRxNALBw1FpzJRv+SlB10W8E58jy5nvWLUEbxh1HDCV8DvvHL5U/vzSZMjJ7+58yPt3P2FneTuHHJ1st21d4NgXCJ4mQgwUCAQrRvfpYWaduZu5qlozew/Vr+g1SvZ1ZsVAOZEgeP0q5gMHV/QaTwPP7z8jMZurj2V54UV09aJA/GoRjib4rneGM9cnGXpg9eF8Sks0KBUK5vzRJfe9vcFKa13pvdajY02i8WRWKPTfEwi9wYxg6J8nIPpDiSU5FX3ATWTqgPJ5gqAWiYZ4mmlXmNuuEOlFewClQsoTDHM/azDfa5caM7UONeriiiuSJPH9xgrGQzHcscyNdq83xPkZH12VpY85e+MQjia5PerJ1v67H/3ZhIR93vtgYt7EnCRBc7WZ9sbVj/5cDiqdDSQFyJl3aSKyuD02mkpxasrDt9PebFzsfJ4pM3G8pgyrdmO5YgXrm0jgbjZWCMBg3VnE0QgEgrWAQqXDXHUE78QfAJBTMfzO01hrXy24b5vOyou1h/l89GsAPDEvX49/y8sNRwG46x3EGZrOHn+wej8a5ZN/byYTAYLua9m2Ru9AZ2p+4v4E0NSaEwNlGYbvzNG221HkUQkEq8PMlD/7c1l5CeoiP28KBIshSRKm8k50pibmRt4nHs6V5rCng/xHq5WZkm186R5h2J9ffiYpp7gyc50rM9exaks56NjHQUcndr3tab8MgUCIgQKBYGWYGPFw5XzuC0+jVXLszTYUKxzPVrJ7N5JKhZzMrMQJXuxed2JgYm4O96cfZ9sKoxH7939QxBFtTNKyTN+Ih9M3prjUN0si+XBJTKmQeKa1nMM7HXQ02egb8/J//urqksQ4hSTx5qHGJY9Jp1Gh06iotD565XdalgmGE/cchbGseOjNioU592E4lmQYGQ/yApdgJRIWYBiZxSTQVFrG7Y/h9sdg0aMy6LWqrFCYEQ0fFA81lJZoKTGoV60+m06p5N3mKv7x9hj39aATYy4aTXocBu2qXLPYpNJphqcC9Ay5uTnsZnDCv+D9qQPK5rWDyKjMWo5usdPeaKWtwYrhKUV/LgdJUqLWlpGIZhZH3P//fFJpmQuzPr6cdBNKLnTXbjHreb3WTrVx/bnEBRufsKdnXkuBwbqjaGMRCARrB5N9P4HZC6TiXgACrm5M5QdQaQuv/fxKw4ucnbxAKJmJ0f79yJe0lDYx7B/j28nvssdJSBypLqzkQmDmXLb+IYC56vCmTmtYCWobrKg1ShL3EkWG+meFGCjYkKTTaVzTwWxb1AsUrAfUOjuVrX+J33kGn/MU953xcipMue8Kf1W+h+jWtzk/c40LzssEE6G88z0xLyeGT3Ji+CSt1hYOOTrZXd5R0MIcgWA5CDFQIBAUTDSS4OTHvXnbnn+1FXOpfsWvpdDpMezcRejKZQBCN9ZfVOjsb36JHM/V6bD/4EcoS0Qcxkrh8kX49oaTb29MZeM0H0ZteQlHdjs4uKMS07zonbYGK//29W38/ETfIwVBhSTxF69vp62h8Embh/Vtvieu1fHo90YimcpGk855Ity5PIF/Mifq6ZDYjsSsJDMqy490CT6OSCxJJJbE6V5Yo+3B8ZuM6oe6De/Hk97fptMs/1akrkTHKzV2Pht3AZCUZX45MMXf7qhHswbcbitBNvpzyM2tEQ+RWPKRx9cgIc0Tgl97Yzs7d62PiSO1rnyeGOjKbpdlmR5PiN+Pu5iLLYz0rdRreL3OzlazQUw8CtYk6VSciK8v29aZm1ckBlAgEKx/JIWK0upjzA2/l9kgp/FOfom96YcF921Q63mt6Rjv3fkIgEgyyv9x6f9ecJxepccT81BuKFuwbymkkmGCrkvZtkpbht6y/ckGLciiVClo2FLG3d5MWsLYsId4LIlGK6bvBBsL92yY5LwFuxVCDBSsEyRJicXxAjpzC3Mj75OMzWX3hdxXUQaH+V7DO7yz5XVuuno5O9XNrbk+5AeKXPR77tLvuYtepaezcg9d1Z3Um0SdWMHqIu4mBAJBQciyzDef9REK5MSt1vZKtu6oXLVrmvZ3ZsVAOZEgdOM6ps4Dq3a9lSTce4vgpYvZtra+AcuRF4o4oo1BPJHi8p1ZzlyfonfYs0iVNDBoVRxsr+TIrmrqK0sWFRCO7KrGbtHz8dlhekc8efskMtGgbx5qXBUhcLmoVUrspXrspXq21Fg40FHF8F0X33zWTziY+7sslyWazDp2HWlEY9Lm1TL0BefVNgzGCUYKq6WYluWMQBmMA8FHHqtVKzOuwnviYKlRm/15vgPRbFSjnOc0PlxVyoA/zB1/Rph0RRN8NDrLD5tW77PnUUzNhbg55CYaS6LTquhosuEoW3qR8Gz05z0BcMYbeew596M/W+0luK45s9sddRY6dlY90esoBvPrBqYSftKpKGNhmRPjLkaDCwV9s1rJ8Zoy9trNq+ZAFQhWgoivHzmd+zw1WjuKOBqBQLDWMJTuIGA4l40aC3t7iIUOojXWFNz3kZouPhv6klAytOgx4WSYv7/6M36y/Ud0OfYv+xrB2e68zzhz5XNicc4K0bzNnhUD0ymZ0UE3LW0VRR6VQLCyzI8IBahwmIs0EoHgydAaa6ja/h/wTp4kOHshuz0V9zJz5+eYKrrY7XiRPRU78cZ8nJ+6xLmpblyRubx+IskIpybOcWriHLUl1XRVd9JZ+QxGtVhEKFh5hBgoEAgK4vZ1J4N9OSeHuVTHkVe2ruo1jbv25EWFBi5eWBdioJxMMvOLf87bVvGTP0Na4SjVzYIsy4xMBzh9fYrveqYJL+KckoAdTTaO7HLwzFY7atXS6hC0NWSiFafmQozMhgnHEqQTKdqXKfIUg8YWO45/Z+HM53fp78nVhQn6Y5z9pI+OvTUcPNqMWvPw30UylSYQTjxQzzCWFQvnx5fGF4lfXSqxRIoZb+Sx4pcElBjUefUMjSY1agMk7s07XXL5qddr2F9Z+tQmo3qH3Xx8bmSBaAyZ99BionEqnWboXvRnzyLRnw/DbtHR0VxGe6ONtoZSDDo1n/zmet4xzz7ftK4m4+aLgV65hG/uTNAbWPi+0ioUPO+w8lxl6YZxgAo2NiHPjezPkqRCb9lWxNEIBIK1hiRJlFYfZ+buf89u805+QUXLnxf8PT7kGyacfHSSA0BaTvOL27+jTFdKq7Vlyf2nU3EC8yY+lWozRlETdcWob7ahVEqkUpl7w8G+WSEGCjYcM1O5NBuVSoGtXAgfgvWHQqHGVvsaevNW3KMfkkrk3teBmXNE/QOUNf4RpfpKXmt8iVcajjLgHeLsVDdXZm6QSOcvxB4PTvLb/g/417ufsNvezqHqA7Rat6CQxPOvYGUQYqBAIHhivO4wZ764k21LEhx7q23VI0yUej2Gjp2Erl4B7kWFxmIotGu7Xpj3y5PEp3JFhs1dz6FvWV3hdCPiD8c53zPNmeuTjM8uvtrZbtFxeJeD5zoclFmePEbWUWZk1/aMy2p29tE19dYSWp2aY2+1sWV7ecYlGMq5BG9enmB0cI4X39hOdX3pgnNVSgVWkxar6dF/U7IsE42nFrgL/fdEQ28ohv+eeOgPx1mC1rX4tYBAOEEgnMj7d9fYtNieyU2OvDc0w//725uYlMqHx5POcyFajFrUqie/qT59ffKRcbK9Ix76Rr38xevbObzLwcy96M9bS4z+BNBrlbQ12GhvtNLeZKPigXqTU+M+Rgfd2XZdsw1H3cJ/07WMWl9ORNZyKd3BLbmF9ANCoEKCA+UWXqq2UaIWt66C9UEqGSbqH8i29ZZWFMq1fZ8iEAiePjpTI3pzKxF/PwCx4AgRfz+GAhcPnBj+ckEc2WKk5TSfDX+5LDEwOHeJdCq3kMtc0YWkWNqCO8HjUWtU1DbaGBnIuEdGB90kkylUS1zUKBCsB2bniYH2yhIUYpG0YB2jN2/Bsf1vcI+fIOy5md2eiM7g7PsZpY6jmCq6UEgKtlq3sNW6hR+3vsPF6aucm7zISGAsr79kOsmlmWtcmrmGTWfloGM/B6v2U6YvfjqVYH0jZlQEAsETkUql+eLDWyQTuUnb/YcbqaqxPJXrm/Z1ZsVAOR4ndOMapv1r1x2Y9HmZ+/Bfs22FTof9R39cxBGtL1LpND1Dbk5fn+LqHRep9MMnN9QqBfu3lXN4VzXb6ktFhCDQuNVOVa2Fb7/Idwn6vVE++MVVdu6r4dkXFncJPgpJktBrVei1Kqpsj17JmU7LBCKJBxyGOeeh975oGIoRiaWWPIa4O0Zw2E9JYyZWRqFSUNJmZe7SDHP+xWtG3seoU2FepJ6hxajNioclenXe+6l3xPPYupKQiUz9b5/28i/fDOCdJ8guhkKSaK42s6PRSkdTGU3Vprx41PnIssyFbwbzth040vjYa6wl4qk037olvk69RYKFRdPbrUZerbVj12kecrZAsHaJeHthXpVWg4gIFQgEi1BafYyI/w7cE++8kyfRm7ciPaELwBmaod9zd1nn9HsGmA7NUGl8vPtMTicJzJzPthUqA0b73mWPU/BomrfZs2JgIp5ifNhDY4u9yKMSCFaGRCLF3GyunISICBVsBBQqPfbGHxCybMMz9gnp1L35CDmFd/IkEd8dyhreQaXNCHp6lZ4jNV0cqeliIjjFualuLjgvE0rkO/vdUQ+fDn3OiaEv2GZt4VB1J7vs7aiVC5+fBYLHIcRAgUDwRHSfHmLWmbt5q6q1sLer4ald37j7wajQ7jUtBrre+y3paE6YKHv7+6gs68u9Uwym3WHO3Jji2xtTeIOLCynN1WYO73JwYHslBp34ansQnT7jEmzeXs6pB1yCNy5NMDIwx4vf2071KjrKFAop68x7HLFEKusuvC8YZuNJH3AgptIywUEfGqsWjSXjutFYtJQ0WwgO+B57rVA0SSiaZGru0VFaSoWE2ajJCocj04ElxXpCZmrvUUJgRameHU22vOjPpTA+7GFyLPcam1rt6+ZBOi3LXJkL8Pn4HP5EEh4QAuuNOl6vs9Ng0hdngAJBgYTmrQiWlFr05qU7bgQCweZCrS+npOwZgnOZmujJqIvQ3BVK7PueqL9ed/+yz5GR6XXfWZIYGHJfz4tBM5U/i0IhJiRXmoaWMiSJbLLGUL9LiIGCDcPcdDAvNabcYSreYASCFcZobUdrrMM9+iHRQG7xbiw0ytTtf8Ra+ypG2568SPCaEgc/2vo272x5gxuuW5yb7KbX3Z/n8peRue25w23PHYwqA/urnuGQo5NaU/VTfX2C9Y2YMRUIBMtmYsTDlfM5C7tGq+T4W20oFE/PhaU0GDC0dxC6dhWA0PVrazYqNHL3Dv6z32bbGkc1pS8dL+KI1jbReJLu2zOcuT7FnfHFxRyTQc2hjioO73RQU17yFEe4fmnaasdRa+HMF3e40zOT3e73Rvngf1xl5/57LkF1cSOItGol5aV6yksfLQSlZZlwNIkvGGPMH+FTt5f7wZsljWaq1GrCrgi+YIxQ9PGRnI8ilZbxBGJ4ArGC+oF50Z9NmfjPB6M/l4Isy1w4NZS37cCRpoLH9jTo94X4bMyFM7JQIDUT4JCmjyNtf7Ku6h4KBPNJxv3EgiPZtsHShqQQj10CgWBxLI4XCHluIN+rHeSd+gbD/8/efX7HcZ/5gv9Wdc65G42cAwOYAEZQMiXKomxRcpYt+068Mzt3997X+3bOnv0Lds4eH6/vnRl55KBxGFmSh5IlKjCTYAQDiJzRjc45d9W+aLADQeRudAN8PufoCL/q6uofJKBQVc/veR7dXrCC9WfGx1Ibu1aJpVevqMDzHAKOK9kxw4qhMvZu6PPIymRyMax1WsxP+wAAkyNucBxHpRTJjpDfLxAAzBQMJDuMUKyGqeXHCLluwjf3KXg+8zyC5xLwTH+IqH8I+rqzEIgUBe8TsUIcNHfjoLkb3pgP12w3cdXWD3fMW7BfOBXBV7OX8dXsZdSranDM2oseywHIRbSYlqyM7koJIesSiyZx/qPBgm0vvNoO1SZ6sm2Uqqc3GwzkEwmEHwxAdaiybkZ5joPjV+8WbDO//RMwQjr95uN5HqNzflwcsKF/0IF48tllIlmGQXeLASe7rdjbYoBQQDfD6yWViXD67C60dJjw1SfDiIZzDavv35zD9JgHp77RsS36zrEMA6VMBKVMhBqTEnKtFL8Zt+d2aFDi//zmLqhEQiRTHIKRTEahbzG78Ek/w/yMQ18ogVSaW/5DN2Fvsx5nTzShybp86c+1mhx1F9xEt+02Q29SrPCO8puPxPHxjAujgaVZmDI2jUO4gy5mFAKOB5+OgxFu/d8VQooh4n1YMFboqUQoIWRlApEKKvMxBOwXAABcKoSg4yo01hfXfSypcGOLI6WC1f/uRnyDSMVzvYpVxh6w9Pe6ZJrbjdlgYCyahG3Gj5oG6hdFtj+HLZD9WiwRQqOjAAbZeRiGgcrUC6mqCe6p95GIzGdfi/qHYQv/FPq6s5Brn90nWCfV4rWm03i18SWMeMdxxXYDd50PkOIKFzpPB+cwHZzDH0Y/wn7TXhyz9qJN1wx2g+XGyc5GT6MJIWvG8zy+PDeEcDCXzdG+24K2XZayzEexbz8gEADpTOAodLO/4oKB/otfIT6dyw5QHuqBvGtXGWdUWbzBOK48sOHSfTsWPMuXabQa5OjrtuL47ipolJWX/bkdNbWbYK3T4uKnIxh9lMsS9HujeP+Xd9HdU4vDLzaVPUtwPboNKowGIrjpytxchlJp/G58AX/ZXg2RkIVeLYVevfIDK57nEY2nM+VJ84OF4Xg2eDi9EEIgsnr/v6e11mrRWoS+qjzPoz8vK5BhgN6+xk0ft1R88SQ+nXPjrjuIpwurChkGfVVa9EgdCM2MZLcn405IhHVbO1FCiiSSVyKUFSohUTaWbzKEkG1DbT6OkOsWuFQYABBwXIHSeAgC0foqYOzSt6/7sxkw6DKs/D6e5xFYuJT3JgFU5qPr/iyydk3tRlz6LNf/cWLYRcFAsiPkL2o0W1VUEYTsaCKpEZb2v0bAfgl++wU86RHMpSJwTbwHhX4/dLWvghU8+1kXy7Do0LeiQ9+KSDKCmwt3ccXWj5ngXMF+SS6F/oU76F+4A6NUj6PWXhy1HoJOWvkLvcnWoWAgIWTNBgdsmBh2ZcdqrRQnv95WtvkI5Aoodu9BeOAeACA0cA9cIgFWvP5yOqWQDoXg+sPvsmNGLIbpBz8q44wqQyrN4d6oCxcHbLg/7sZybdckYgGOdJnR112Nlmo13SCUgFQmwitvZLIEL3wyjGgklyU4cHM220vQWrv5ANZWeb3ehKlQFM5Y5nsZCURwye7DC9a1PThhGAZyqRByqRBWw7Mz7T69OYNffzbyzNdWIhMXJ7A6OuiA2xnOjju7rdBsoNRoqUVTaXxl8+LKgg+pp37RGQAHjCq8UmOARixCMsYjlPd6MuqEREHBQLL9JGNuJKK27Fih2w2GVuUSQtaAFYihsX4N3pk/AQB4Lgm/7Svo67+5ruNYFGa061ox7B1dfedF7boWWOSmFfeJBUaRjC5kx0rDgXUHKsn6KNVSmK2qbOBkYsSFE6db6b6IbGvxWBJ+bzQ7phKh5HnAMAJorC9Cqm6Fe+p9pOLu7Gthz13EQpMwNLwJqbJhxePIRXK8UHscL9Qex0xwHldt/ei330YkFS3YzxXz4KOJT/CniT+jS9+OY9W92GvcBRG1Lnju0U8AIWRNfJ4ILuetSmQY4OWzXRBLynsaUR7qzQYD+Xgc4fsDUB3qKeucnnC9/wdw4dwDe/03XofIYCjjjMpr1hHCpfs2XHlgRyiaXHa/jjot+rqt6OkwQ1Kk4AlZWXOHCdY6DS59OorRwaeyBN+9g329tTj8QhOE2yBLUCxg8cMWK376aCYbgPrznAtNKhnqlMUpY7WnSb/u9zAA9jRv/vef4zj0X5rMjlkBg0PHV75h2Gopjsd1hw9f2DyIpJaWXG1Ty3GmzgirPLfyUSjRAwwL8Jn9kzHnls2XkGLKzwoEALlud5lmQgjZjpSGAwg6riMVzyzADLlvQ2U+DJF05UDd015rfAmjvnFw/Oqlz1mGxZnGl1bdryArEAzU5uPrmhPZmKZ2YzYYGArE4bQHYbaqyzwrQjZuab9A+nkmzw+JogZVnX8P3/x5hJw3stvTCR8cI+9AZT4GrfXUmvqN16mqUad6E99u+QYGXA9xZb4fQ95R8Hn1eHjweOQZwiPPEBQiOQ5XHcRx62FUK6tK8v2RykfBQELIqtJpDp998AipZO5msqevEVVFKHe3WcoDB7Dwi7xSobf6KyIYGJuegv+rL7JjkckE3atnyjij8ojEkrj+aAEXB2yYtAeX3U+nkuDE3iqc2GuFpQIznJ4HMrkYr7y5Cy2dmV6CsbwswXv9s5gcc+Olb3SiahtkCVrlErxWZ8SH05mAEscD743b8d931UEq3HxA02pQoKtBh8Ep7+o7L+ps0KFKv/mf7aH7C/B7cqv+du+vLkvP1mfheR73vSH8edYNT3xpwN8ql+BMrQFtmqUZlwwjgEhiRDKWCUZTMJBsRzzPI5wXDBSKdRDLa8o4I0LIdsMwLLQ1L8M1/t7iFh6++fMwNf9wXcdp17Xi7Y7v4ldDv18xIMgyLN7u/B7ada0rHi8WmkI8PJMdy3V7IZRQ2bGt0NRuwvWvcuXhx4ddFDwh29rSYCBlBpLnC8uKoK89A5m6DZ7pD5BO5n4ngo6riAXGYGj8NsSytbVkEglEOGTZj0OW/XBHvbhmv4lrtpvwxAqfV4STEXwxcwlfzFxCg6oOx6p70WPZB5mQenY+TygYSAhZVf/FCTjtuQJuVbUaHDxWGZkoArkCil27Eb4/AAAI3St/qVCe5+H45b8hv/6l6a23wYoqo3xpqXE8j8dTXlwasOHWsBPJZ2QGAYBQwGB/mwknu63Y3agHy1K5m0qQyxIcwehgLiDj90TxH+/ewb7DtTh8svKzBI+aNRgLRPDIl8nO9cSTeH/Kgbeaq4pSWun1440YmvaBW67ObR6WYfD68cZNf2Y6xeHm5cnsWChicbBCsgInglGcm3FiNhxf8ppGLMQrNQbsN6jArvDfXiSlYCDZ3pJRe0HJH7luN5VyI4Ssm0zdDomiHvHwNAAg6h9GLDS1aumwpx2r7oVBpsPHk59j6KmSoQwYtOtacKbxpVUDgQAQWLhcMFZbKCtwq+gMcugMcnjdmf7qE8MuHH2xucyzImTjHLZA9muFUgyF6tl90gjZ6WTqFlg7/wGe2XMF1UWSMQfsQz+H1noKKvOxdbUcMMh0+GbTK3it8WUMeUdxdb4f95wPkOLTBftNBWcwNTSD3498iAPmvThu7UWrtpnuXZ4DFAwkhKxobsqLO9dyq0DFEgFOn+2qqMCN8lBvNhjIx2OIPLwP5YFDZZtP8NoVxMZyN9yKvd1Q7NtftvlsFZcvissP7Lg0YIM7EFt2vzqzEie7rTi6uwpKmWgLZ0jWKpMluBvNHQ5c+PNIYZbgjVlMjWZ6CVZCdvByGIbBd5osmHswDX8yBQAY8ITQqg6gx7T5eXc16PCXr3XgnXNDKwYEWYbBX73Wia6GtfUsXMngPRtCgVywbe+hWsgV5V1k4Igm8MmsC4O+8JLXJAIWX7PqcNyihYhd/QYmvwRaOhkEl4qBFVZG1iMhaxH23i8YK3R7yzQTQsh2xjAMtDWvYGH4f2W3+eY+haX9b9f9kK5d14p2XSsWwg4MekYQS8cgFUjRpW+DRWFe0zESERtigdy9jUzTAbFsbe8lxdHUYYT3SiY47HNH4HWFoTM+u7c1IZXOmZcZSFmu5HnHCmUwNn4HYU0HvDN/ApdefJbGc/DNn0fUPwJDw5sQStb3PIFlWHTp29Glb0c4GUG//Q6u2G5gLmQr2C/JJXHDfhs37Ldhkhlw1NqLo9ZD0Eoq91kP2RwKBhJClhWLJnH+o8GCbS+82l4xJemeUO4/gAVBrlRo8GZ/2YKB6WgUzt/9e3bMCIUw/fDtHbu6JpFM4/awExcHbCuWTFRIhTi6qwp93VY0VFEZkO2ipdOM6notLv55BGOPc5laPk+ml2B3bx0On2ys2CxBuVCAH7RU4X8+ns1Wzf9w2ol6pQxm2eaDaCe7q2HUyPDRlcklP/8MMqVBXz/eWJRAYDKZxq0rU9mxWCLA/iN1mz7uRgWTKZyf8+Cm04+nc38FDHDErMUpqx6KdfxsiJ56sJiMOSFRlu97JGQ9eJ5HxPswOxZJLRDJ1tfjixBCnpAoaiDX7kLE9wgAkIjMI+J7BMUG+5BaFOY1B/+etjQr8MSGjkM2rrndhNuLwUAgUyr0EAUDyTYUCsYRDiWyYxOVCCUEAKCn6fBnAAAgAElEQVTQ7YZEUQfP9AeIBcez2+Phadge/wy62leh0O/f0LNFhUiOr9WdwNfqTmA6OIur8/3oX7iDaKpwEb8z6saH4x/jo/FPsNvQgWPWXuwxdkG4hv6FZPug/5tkx7G5w7j62IFoLIV0Ko09TXpYDXShvF48z+PLc0MIB3MXau17LGjbtbaa1VtJoFRC3rULkQeZFfnhe3fBJRNlKcvp+fCPSPv92bHu62cgtuysxrw8z2PSHsSlARuuPVpANJ565n4MgF1NepzstuJAmxGiIvRqI1tPJhfj69/ajbHHDlz4ZASxaCZLkOeBezdmMDXmxqlvdFRslmCTSoaXqvU4P+8BACQ5Hr8Zs+G/7apbU7baaroadOhq0MHmDuPhhAfRRBoysQC7i/y358HtOUTCufPxvt46SMuQWZtIc7ho9+Ki3YsEtzQjcq9Oia/XGmCQrv/8m58ZCFAwkGwv8dBUQb8PhX5PGWdDCNkJNNUvIeJ/DCz2/PPPfw65pgPMFj6US8bc2YAkAEiUjZAoarfs80mG0aKEUi3JVoiYGHbhUIWUiidkPZx5JUIB6hdISD6hWA1Ty48Rct2Eb+5T8HzmWRvPJeCZ/hBR/xD0dWchEG38OUO9qhb1HbX4duvruOd8gCu2fgw/VUqcB48H7sd44H4MpUiBI1WHcKy6F1ZF5T0PJutHwUCyYwxOevDR1alnZid1FTE743kxOGDDxLArO1ZrpTj5SlsZZ7QyVU9vNhjIxWKIPHgA5YGDWzqH+Pw8vOc/zY6FOh3033h9S+dQSoFIAtce2HHxvg1zzqUlAZ8waaXo22vF8T1WGCosi5RsXEunGda6TJbg+FBelqA7gvffvYN9h+vQe7IRwgoM+p6q1mMsGMVkMAoAsEcTODfjwhsNxStxZTUoSrbwJBFP4c7V3GpwqUyI7t6tfRCX5nncdgXw2ZwbwWR6yesNSim+UWdCnXLjv/NCiQ5g2OxDT+obSLaT/KxAINMvkBBCNkMk0UNl7EXQeR0AkEp4EXTdgtp8ZMvmEHBcKRhrLH1b9tkkh2EYNLUbcf/mHADAaQ8i6I9VXMUeQlbjyCsRClAwkJCnMQwDlakXUlUT3FPvIxGZz74W9Q/DFv4p9HVnIdd2bOpzxAIReqsOoLfqAFxRD67Z+nHVdhO+uL9gv1AyjPMzF3B+5gKa1PU4Vt2LQ+Z9kFI7j21L8I//+I//WO5JkLWJRBKr7/Scujgwj5++/xBOX/SZr7v8MVx7uAC9Wop6C11srMbrjuCTPzwAt5j1wTDAN3/QDY1OVuaZLU+kN8D76SeZdCUAELBQHezZss/neR72n/8MScdCdpvlL/4a0obGLZtDKaQ5DvfH3Pj9l2P4xcdDuD/uQTCvf9wTYiGLw10WvH26DW+93IbOeh3k0p2z3kShyDQ1f97PwyKxAK1dZugMcsxPe5FK5QpE2ucCmBhywWRVQVlhTeAZhkGrWobbrgBSi+eI2XAcVrkEpiKUCy2129emMTPuyY57TzaiZosWt/A8jyF/BL8as+GWK7AkG9AoFeE7jRacqTVCI9lcpiLDsIh4H4FLZRYbsAIJFPruTR2zUtE5ZWfhuTQ80x9kV+9KFHVQm4+VeVbkeUHnk51NLK9GyHUL4DMLcRKReSgNh7YkOzCVCMAz/QGwWGxdLK+GpvqlHdv+oNIJhQIM3bdnxyqtFJbq4vdbo3MKKaU716YR8GVKE2p0Mhw4Wl/mGZFSo3PKxgiEcigM+8GAQTyUWxjMc0lEfA+RSvghVTUW5XpALpKhXdeKU3V9aNY0IMWn4Yy4wKPw3t8X9+O+axBfzlyCM+KGQiSHTqKl64IyefK7tV4750kteW4NTnnxzrkhcPzScmX5OJ7Hv557DINGShmCK0inOZz/8BFSydxD/t6+xpLcaBSTQKmEvLMLkYcPADwpFZoEK9qaMnqh27cQGcxlBcg6OqHsPbwln10Kdk8ElwZsuPzABn9o+Yu2lmo1+rqt6O207KjgH1lZa9eTXoLDGB/KZRB73RH8x7/dxv4jdejpq6wsQY1YhO82WfDuaK5h9u8nFlCjkEAj3vpym2sViyYx0D+THcuVYuw5WLMlnz0bjuHjGRfGg0sX2iiEApyu0aPHqIGALd7Fv0hqQjLmAECZgWT7iAXHwKVzvydyHZUIJYQUh0Aoh6aqD7758wAALh1FYOEStDWnS/7ZQcfVbLY+AKgtffTAr4yqajWQykWILS7MnBhyoruHSraS7YPn+YLMQMoKJGRlDMNCY30RUnUr3FPvIxV3Z18Le+4iFpqEoeFNSJXFKRvNMix2GTqwy9CBUCKM/oU7uDJ/A/Nhe8F+CS6Ja/abuGa/CbPciGPWXhyp6oFGQr/T2wE9uSXb3kdXJlcNBD7B8Tw+ujJJwcAV3LgwAac9lB1bazU4cGx79CNQHerNBgO5aBSRhw+g3H+g5J/LxeNwvvfr3AaWhflHP952N8vReAo3Hztw8b4No7P+ZfdTy0U4vseKE91W1FDj+ueWXJHpJTg66MClT0cQiy7Ws+eBO9dmMDnqxkvf7ITZWjkLCXbplDhq1uCaI/PzHU1zeG98Af+1owZshf6+3r0+jUQ8V5bz0PEGCEWlDbJ640l8MuvCgCe05DURy+BklQ4nq3SQCDbfc3HJ8WUmwJf5Op0MgkvFwFIJElLhwt4HeSMGcu2uss2FELLzKE2HEXT2I53M9NoKOK9DaeqFUFy6fs3pVAQh9+3sWCg1QqbZXEkysjksy6Cx1YDHA5mHsrZZP6KRBGTyyq9yQQgA+L1RJOKp7LiS7hMJqWQSRQ2qOv8evvnzCDlvZLenEz44Rt6BynwMWuupolYNUIoVOFXXh6/VnsB0cBZXbP24ab+LWDpWsJ8j4sIfx87hw/FPsNvQiWPWXuwxdELAVs7CcFKIgoFkW7O5w8/sEbiSx1Ne2NzhkvV22s5mJ724ez2XgSKWCPDy2S6wRcz6KCXlgYNYePcdgMusYA3e6t+SYKDn4/9EypNboaM99TIktXUl/9xi4HkeI7N+XBqwof+xA/Fn9AIDAJZh0N1iwMluK/a2GCAsQRCAbD8Mw6BtlwU1DTpc+GS4oM+o1xXBH35xG/uP1KO3rxECYWX8zLxWZ8RUMApbNJPxOhmM4ot5D16uMZR5ZktFQvFsbxgAUKkl6NpnLd3npdL4ct6Dqw4/0k8tsmEAHDKqcbrGALW4dJePIqmpYJyMOSBRUvkgUrm4dAJR/1B2LFU1QyCia0xCSPGwrAga6yl4pv+Y2cCn4bd9AUPDt0r2mUHnDfBcrjWA2nxi2y103ImaO0zZYCDPA5Mj7pJeGxJSTNQvkJCNY1kR9LVnIFO3wTP9AdLJ3O9T0HEVscAYDI3fhlhmKernMgyDBnUdGtR1+G7r67jjuI+rtn6M+MYL9uN4Dvddj3Df9QgqsRJHq3pw1NqDKoV51c9YCDvwyDOMWCoOqVCCXfp2WNbwPrIxFAwk29qDCc/qOz2FB/DJjWm8frwRBrWUbmoWxaJJfP7RYMG2F15t31ZNyQUqVaZU6KNMuc7w3TslLxWacDrgPfengjkY3izdjXmxeINxXHlgw6UBGxa8z+61CQBWgxwnu6txbLcFGmVl9YEjlUOuEOPVb2eyBC/+eQTxWH6W4DQmR10VkyUoYlm81WLF//toGsnF/nefz3vQrJajSVVZfVFvX50u6MvY09cIQQkC8SmOw1WHH1/OexBNc0te79DIcabOCIus9OeApcFAFwUDSUWLBoYLHphTiVBCSCko9HsRdF5DMprpTx72DEBlOgqxvKron8Wl4wjmZR4IxBoo9HRuqwS1DTqIxAIkE5kFnBPDTgoGkm3DYQtkv2YYwGBRlnE2hGxPMnULrJ3/AM/sOUTyqpMkYw7Yh34OrfUUVOZjYJjiPzcQC8Q4Yj2EI9ZDcERcuGa7iWu2m/AnAgX7BRMhfDr9JT6d/hLNmkYcs/bioLkbUmHh84Qhzyg+nvocw97RJZ/VrmvFa40voV3XWvTv43lHwUCyrcXySgysx4V7Nly4Z4NcIkStWYm6vH9qjAqIS1yCrdLwPI8vzw0hnNcbrn2PBW27iruiZCsoe3qzwUAuGkVk8CGU3ftL9nnO934NPpX7OTR+9/sQyCszIyCV5nB3xIVL9224P+7GctV1pWIBDndZcLLbiuZqNQXMyZpkswTrtbjwyQgmRpZmCR44Wo+eE+XPEjTLxDhbb8IfJjO96XgA/z5mx//YUw95hfQ5DPpjeHh3PjvW6mVo31PcczLH8xjwBPHprBvexNK/p9VyCV6rM6JFLS/q565EKNEDjADgMw+5qG8gqXQRT+4mnGGEkGs7yzgbQshOxTAstNWn4Rz7ZXabb/4zmFt/UvTPCrlugc8rA6Y2HwfDVMb10fNOIGTR0GLA6GDmGnZm0otEPAWxhB7tkcrnzMsMNJiUED1nz90IKRZWKIOx8TsIazrgnfkTuCd/s3kOvvnziPpHYGh4E0JJ6VpkmeVGvNFyBq83fx2P3EO4auvHgOsROL5wcfG4fxLj/kn8buSPOGTeh2PVvWhSN+Ca7SZ+NfT7Jfs/MewdxahvHG93fg/HrD0l+z6eR3TFQLY16SYveiPxFIZnfBie8WW3MQxQpZfnBQhVqDMroVWKd2xQZPCeraC8n1orxclX2so4o41THjgIx7u/yJYKDd3sL1kwMPxgAOG7d7JjaVMz1Mf7SvJZmzHrCOHigA1XH9oRiiaX3a+zXosTe63o6TBDIqYLc7IxcqUEr35nN0YeZXoJ5mcJ3r46ne0laKoqb1mYQ0Y1RgORbF88fzKF308s4Cet1oo419+6MgUunYvY955sAssWL4g6Fojg4xkX5iLxJa9pxUJ8vdaAbr1qy3spMgwLkcSAZCzzkOvJvwmpROlUFNFgbiWrVNMGVkBZ9ISQ0pCpWyBVNSMWzJTmigXHEQ2MQaZuKdpn8FwKQce17JgVKqAwlG5hJVm/pnZjNhjIpXlMj3vQ2kXl1EhlS6c5uBZy/chNVCKUkE1T6HZDoqiDZ/qD7LUBAMTD07A9/hl0ta9Cod9f0ucbLMNij7ELe4xdCCZCuGG/jSu2ftjDCwX7xdMJXLH144qtHzqJFr64HzyWyVBYxPEcfvX4dzBItZQhWEQUDCTb2p4mfdGPyfOAzR2BzR3BjcHcQ0ilTFSQQVhnVqLaqNj2vdO87ggun889yGIY4PQbu7bt6kKhSg15Rycig48AAKG7d8CnUmCExf1+uGQSjl/nVuaCYWB++ydgiviwfjPCsSSuP1rApQEbJu3BZffTqSQ4sdeKvr1VMOu2LvuH7GwMw6B9twW1DVp89ckwJkdyPTU9zjB+/84tHDhWj57j5csSZBgG32o0YzYchyeeCZIP+sK45vDjmEVbljk94fNE8HjAlh0bzAq0dJpWeMfaLUTj+HjGhSF/ZMlrUgGLU9V6HDVrICrjuUwkNeWCgVHKDCSVK+obBPJWsyp0e8s4G0LI80BbfRr2of8vO/bNfQapqqlo5cBCnntIp3IP7FWmI2DZ0rVcIOtX36yHQMAgvbhobGLYScFAUvG8rnBB+wNzNQUDCSkGoVgNU8uPEXLdhG/uU/D84mJsLgHP9IeI+oegrzu7JT3NVWIlXq5/AS/VncRkYAZXbTdwa+EeYunCBcjeuG+ZIyzF8Rw+nvycgoFFtD2f9hOyyGpQoKtBh8Ep75rf016nxZsnGjHjCGX+cYYw7wojlV55RUIomsTglLfgswQsA6tBXpBBWGdWQq0Qb/h72krpNIfzHz5CKpm7KOvta4Sluvx9vTZD2dObDQZykQjCjx5C2b2vqJ/h++zPSC7kVrqo+05C2tRc1M9YL47nMTjlxaUBG24NOZF6Ru8vABAKGBxoM+FktxW7GvVg2fJnQZGdSa6U4Mx39mDk4QIufTZamCV4ZRqTI+XNEpQKBHiruQo/ezyDxfaBODfjQqNKBqu8fNk9Ny9NFpTxPXyyadOr+QKJFD6bc+OWK7Bk/Z2AYXDMrMHXqvUVUSZVJDMBi/cH6VQIXCoKVlhZ/RwJAYBwXp8OhpVApqabVEJIaYnlVVDo9yHsuQcASMYWEPbch9Kw+XsdnucQXLiSHTOsBCoTleaqNGKJELWNekyNZRbbTY15kEqlIayAazhCluOwFS5QNldt72dOhFQShmGgMvVCqmqCe+p9JCK5diNR/zBs4Z9CX3cWcm3Hls2nSVOPJk09vtv2Bu44BnBlvh9j/okNHW/YO4aFsAMWBS18KQYKBpJt7/XjjRia9oFbrgFaHpZh8GZfE7oadOhqzGUVptIc7J5ILkC4+E8gnFjhaECa4zHrDGPWGcbVh7nAkEYhXpJFWGWQQ1AhWWNP3LgwAac9t/LTWqvBgWMNZZxRcSgPHMqUCl38mciUCi1eMDDp9cL90QfZMSuXw/id7xXt+Ovl8kVx6b4Nl+/b4A4sLfn3RL1FiZPd1TiyywKljFb4kq3BMAza91ShplGHrz4extTo0izBg8cacOhEAwRlyLSuU0rx9RojPp7NlEpO8Tx+M2bD/7GrHuIyzMftDGHkUS4r3WxVoaHVsOHjxdMcLtq9uGj3Iskt/Tu5T6/CK7UG6CWVc04QSQuzIJMxJyTK+jLNhpBnSyUCiIcms2O5tgsMS7dWhJDS01i/hoj3YXb1v9/2BeS6XZvO4It4HyKVyC18VZl6wAqkmzomKY2mdmM2GJhMpDE36dvU9SIhpZYfDBQKWehNVJWIkGITSY2wtP8NAvaL8NsvAIvLgLlUBK6J96DQ74eu9tUtbWsgEYhx1NqDo9YeLESceG/ofQx5R9Z1DB48Bj0jFAwsErpjJdteV4MOf/laB945N7RiQJBlGPzVa53oaljaQFUoYFFrUqLWpMSx3bnt/nACM45gQYDQ7o4g/YwHqvn84QT8Ex48mPAUfEaNUVEQIKw1K8sWlJmd9OLu9ZnsWCwR4OWzXTsiS0yoVkPW0Yno40EAQOju7aKWCnX99j3w8VzQzfCt70Co2tqVbYlkGreGnbg0YFsxM1YhFeLo7ir07bWiocw92sjzTaGU4LXv7sHwwwVc+nQUiXguS/DWlSlMjLjKliXYV6XFWCCCkUCmdKYzlsSH0058t8my5XPpvzBZMD7y4sayAtM8j5tOP87PeRBKpZe83qSS4bU6I2oVlfeQj4KBZDuI+B4VjOW63cvsSQghxSUUa6AyH0Fg4TIAIJ0MIOi4Dk3VxnuX8zyfPR4AMIwQKtPRTc+VlEZjmwHMx9m1rxgfdlIwkFQ0hy2Q/dpYpSxqL3RCSA7DsNBYX4RU0wb35H8gFc8txg577iIWmoSh4U1IlVufCGKRm9CmbV53MBAAYulYCWb0fKJgINkRTnZXw6iR4aMrk0sCIwyAzgYdXj/e+MxA4Eo0CjE0TQbsacpdWCdTHOZd4bwAYSZYGF4sf7ecVJrD1EIQUwuF5RF0KsmSLEKLTl7SoFwsmsTnHw0WbHvxTAdUmsp7KLxRqp7ebDCQi0QQefwIij3dmz5uZHgIwRvXsmNxTS20L57a9HHXgud5TNqDuDhgw/VHC4jGn/0zxwDY3aRHX7cVB9qMEFHJGFIhGIZBx54q1DYsZgmOFWYJ/uEXt3HgWD0OHd/aLEGWYfC9Zgv+6cF0NnB2yxVAq1qOfYatC046bAFMjLiy4+p6LWrW+XeL53kM+sL4eNYFVyy55HWzVIwzdUZ0aOQlbSS+GUKJHmAEAJ/5f5GIUd9AUnkieSVCWaECUlVTGWdDCHneqC0nEHLdBpeOAgACC5ehNBzYcE+gWGAk268XABSbOBYpPZlcDGudFvPTmbrqkyNucBxHARZSkZLJNDzOcHZMJUIJKT2JvBpVnX8P3/x5hJw3stvTCR8cI+9AZT4GrfXUllc2kQo3lpUopUoFRUPBQLJjdDXo0NWgg80dxpQzgkg8CS6Zxu4mPayG4t3IiIQsGqpUBVlWPM/DG4wvKTO64I1gteql3mAc3mAcA3kPxcUiFjVG5ZIgoUyy+V9Znufx5bkhhEO5Eqgdeyw7rum48sAhOH75b9nlksGb/ZsOBvLpdOaYecw//i9gBKUNtgXCCVx9aMelARvmXOFl9zNppejrrsaJPVXQq+kPJalcCpUEr31vD4YfZHoJPskS5Dgety5PYXIxS9Bo2bpAnEokxPebLfiX4Vx9/fcnHahTSKGXbk0G940LhTX0j7ywvqzAmVAM52acmAwtXTWnEglwusaAg0Y1BBUaBHyCYViIJIbsQ8kUBQNJhUnG3AW9OOS63WAYegBLCNk6rEAKTdUL8M59AgDguTj8Cxehrz2z7mPxPA//wqX8o0NtOVakmZJSaW43ZoOBsWgS9tkAquu1ZZ4VIUu5F0IFz8VMVqpYRMhWYFkR9LVnIFO3wTP9AdLJXHJK0HEVscAYDI3fhli2dRWRdunb1/0eBgy6DOt/H3k2CgaSHcdqUKC7swoA4HQGV9m7OBiGgV4thV4txb5WY3Z7PJnGnDNcUGp01hlCNL60ZFu+RJLDhC2AibxSCgBg1EjzgoMq1FmUMGqkYNfxYHfwng0Tw7nME7VWir5X2tb8/u1CqNFA1t6B6NBjAEDozm3wP/nLTZUK9X31BRJzs9mx6vBRyNtL04A3zXG4P+7BpQEb7o26li1NKxay6Ok042S3FW112nX9LBBSTgzDoGNvppfghY+HMDWWK6vsdoTx+3du4+CxehzcwizBNo0CL1TpcMGeyTCPcxx+M27D/9ZZB0GJSyjPz/gwM5HLbK9v0aOqVrOm97pjCfx51o373tCS18Qsg5NVOpys0pWlB+JGiaSmbDAwGaVgIKks+VmBAKDQ7SnTTAghzzOlsQdB541sn7+Q8yZUpsMQSfTrOk48NIVEOHePo9DvhVBMQaVK19RuxKXPRrPj8SEnBQNJRVp46rmWpZqCgYRsJZm6BdbOf4Bn9lzBfUwy5oB96OfQWk9BZT62JYsbLQoz2nWtGPaOrr7zonZdCyxy0+o7kjWhYCAhJSQRCdBcrUZzda4MAs/zcPtjS7IIHb7oqsdz+WNw+WO4k1dGTioWoPapDMJaoxIS8dJsNa87gsvncydchgFOv7EL4iJkHFYiVU9vNhjIhcOIPB6EYs/eDR0rFQzA/f4fsmNGIoHx+28VZZ75bO4wLt234cp9O/zhxLL7tdSocbK7Gr2d5qJkjBJSLkqVBK99by+G7ttx+fwoEouLJTiOx83LT3oJdsFoUW7JfF6pMWA8GMFsONMXdDYcx6dzbpypM67yzo3jeR43virMCjx8cvWSg+FkGl/YPLju8CH91HoBFkCPSYOXa/RQibbfOUIkMwGZxe5Ip0LgUlGwQll5J0UIMr+v4bybaIFYC7G8powzIoQ8rxhWAG31y3BN/m5xCwf//OcwNn1vXcfJ7xUIAGrL8SLNkJSSUi2F2aqCw5ZZAD0x4sKJ060VWwaePL+cttwifYlUCLWWrukJ2WqsUAZj43cQ1nTAO/MncE968PEcfPPnEfUPw9DwLQgl62tTshGvNb6EUd84OJ5bdV+WYXGm8aWSz+l5sv2eDhGyzTEMA6NWBqNWhgPtuZUN0XjqGVmEYcSTK2cRxhJpjM76MTrrz30GALNengsQmpSoNsjx1QePkErmTra9J5tgqd659dqVBw/B8at3c6VCb/VvOBjo+sPvwEUi2bHh9Tcg0hXnj2Q0nkL/YwcuDdgwOudfdj+1Qozje6rQt9eKaiP18CA7B8Mw6Oy2orZJj6/ODWF6/OkswVs4eLwBB4/VlzxLUMAy+GGzFf/0aBrxdOZ8ecHuRYtahjZNaX7vZia8sOWdw5s7jDBVLb9iNslxuLLgw1c2L2LppRfQXVoFXq01wiwTl2S+W0EkLSxdnYg5IVXWl2k2hOQko3ak4rnS7grdHnrwSggpG5m2C2J5DRKROQBAxPcI8fAsJIraNb0/EZlHLDiWO56mEyIprb7fLprajdlgYCgQh9MehNm6c+/vyfbkyAsGmqpUdN1ESBkpdLshUdTBM/0BYsHx7PZ4eAa2xz+DrvZVKPT7S/p72q5rxdsd38Wvhn6/YkCQZVi83fk9tOtaSzaX5xEFAwmpEDKJEK21GrTmlYXjeB5ObxQzjhCmHSHMOkKYcQThDsRXPBYPYMETwYIngpuPM2XWasHAitzJXK6TQd+oRTKVhkhY2p535SLUaCFra0d0eAjAYqnQH//FukuFRsfHEbh0MTsWWaqgPf31Tc2N53mMzPpxcWAe/Y8dSCSf/QeQZRjsazWgr9uKvc0GCLdRmT9C1kupkuAb318mS/DSZLaXoMFc2ixBvVSEbzWY8d64Pbvtt+ML+B976oueZcfz/JJegb3LZAVyPI+77iA+nXPDn0gteb1WIcFrdSY0qbb/aluRtDATMxVzAhQMJBUg/FSJUDmVCCWElBHDMNDWnIZj5J3sNt/cpzC3/dWaHuT5n84KrOor+hxJ6TS1G3E9r7rExLCLgoGkosRjSfi9uSpYZioRSkjZCcVqmFp+jJDrJnxzn4LnM88WeC4Bz/SHiPqHoK87C4GodEkIx6p7YZDp8PHk5xh6qmQoAwbtuhacaXyJAoElQMFAQioYyzCw6OWw6OXo6cxlSYRjScwuBgifZBHOOcNIPSNDBABUQEEgMAUeV71hfPWLW2AZBlUGeUGZ0TqzEhqFeEes2FL29GaDgVwohMjQYyh2r/3BHc9xcPzq35Df8dr8o7fBikQbmo83GMeVBzZcHLDB4V2+NKzVIMfJ7moc21MFjWL7ZvcQsl7ZLMFGHb78eBgzeVmCroUQfvevt3DoRAMOHC1tluA+gwqjgQhuuTI9LkKpNH43voC/bK8uam/OyREXnPbcatn23Rbon5H5O+qP4NysC7bI0sUgeokIX681YK9OuSPO2wAglOgBRgDwmYBwIkZ9A0n58T25aqIAACAASURBVDyPiPdhdiySmiGWmVd4ByGElJ5U2QCZpgNRf+aeJx6eQdQ/DLl25d7myZgLUd9g7jiqJkjk1SWdKykunUEBnUEOrztTwWZi2IUjLzaXeVaE5ORnBQKAuYqC1YRUAoZhoDL1QqpqgnvqfSQi89nXov5h2MI/hb7u7KrXEpvRrmtFu64VC2EHBj0jiKVjkAqk6NK3waKge6xSoWAgIduQQipCR70OHfW5MpVpjoPdE8WMI4hZR3gxSBhEMJRAMwofDk+Cx5NudBzPY94VxrwrjOuPFrL7qOSipwKEKlgN8m2XmaY62APnr3+ZDeaFbvWvKxgYuHIJ8cncakvF/gNQ7Ole1xySKQ73Rl24OGDDgwl3flyxgFQswJFdFvR1W9FsVe+Yh/qEbIRSLcU3v78XjwfsuPJ5YZZg/8VJTAyXPkvwbL0J06EonLEkAGAkEMEluw8vWItTIpjjeNy4OJkdsyyD3pONBfvYInF8POPCSCCCp8kELF6q1uOIWQshu7POFwzDQiQxIhnL/F1KRikYSMovHp5GOhnIjikrkBBSKbTVLyPqH0amRgzgm/8MMk0rGGb5CjCBhSsFY7WFsgK3o6Z2I7xXpwEAXncEXncYOgO1lCCVYUkw0EqZgYRUEpHUCEv73yBgvwi//QKeXEdwqQhcE+9Bod8PXe2rYAWSks3BojBT8G8LUTCQkB1CwLKoMSpQY1QAuzLbeJ7HR7+9j9m8zJqoVIBAgge4ZSJSi4KRJB5NevFo0pv3GQyqjYolWYQqeeVmrgm1Wsha2xAdGQYAhG7fhvnHfwFGsHpp1HQkDNfvf5sdM0IhTG/9aM2fPb0QxKX7Nlx7uIBQNLnsfp31WvR1W3GowwyJaGeWbCVkIxiGQdc+K+qadPjy3BBmJnLnoydZgj0nGrC/RFmCYgGLH7ZY8dNHM0gtRvH/POdCk0qGOqV008cfHXTA4wxnx53dVVBrMyU+/YkkPpvz4LYrgKfP1kKGwXGLFi9adZDt0DLPACCSmXLBQMoMJBUg8lSJUIVud5lmQgghhURSI5TGgwi5bgEAUnE3Qu47UBl7nrl/KuFH2DOQHYvlNZAoG7diqqTImjtMuL0YDAQy2YG6YxQMJJXBYcstolKoxFCoShdQIIRsDMOw0FhfhFTTBvfk+0jFXdnXwp67iIUmYWh4E1JlQxlnSYqFgoGE7GCD92wFgUC1Voq//esesEIWNncEM45gtszojCOEYGT5gBUApDk+u28+rVKMOrMKtWZFNouwSi+DgK2MLEJlT282GJgOBREdHoK8a9eq73P/8X2kg7mVbLrXvgmxaeXVKuFYEtceLuDSfRum7MFl99OrJTixx4oT3VaYtdu/vxchpaRUS/HNH3Q/M0vwxsVJjA+78NLrnTCYip8laJVL8FqdER9OZ4JRHA+8N27Hf99dB+kaFhUsJ53mcPPSZHYsEDA4dLwBsXQaF2xeXF7wIfnUog0GwH6DCq/UGKCVbKxU8XaS3zeQS4WQTkUhENL5kpQHz6cR8T7KjsWKWgglxckSJoSQYtBUvYiwZwA8l7mn89u+gkK395mr+QOOqwByLSbUVX1UlWSbMlqUUKolCAUypeTHh1w4eIwe2JLK4MzLDKQSoYRUNom8GlWdfwff/HmEnDey29MJHxwj70BlPgat9RQYlsJJ2xn93yNkh/K6w7j8Wa4JK8MAp9/YBbEk82v/JKvvCZ7n4Q8nCoKDM44Q7O4IuOXqWi7yhRLwhdy4P+7ObhMJ2YIswvrFf8ulW/8AW3VosVToouDNG6sGA+OzM/B9cT47FuoN0J/5xjP35Xgeg5NeXByYx+1h17K9G4UCBgfbTejrtmJXgx7sDivrR0gprZol+C+30NPXiANH68AWeSHCUbMGo4EIBn2ZLD5PPIn3Jx14q7lqww/Ohh7Y4c/rG9p1oBr3ozGcH5tHJJVesn+rWoYztUZUKzafkbhdiKSFiy+SMScEyvoyzYY872KBcXDp3O+sgkqEEkIqjECkhNp8HH77VwAALhVGwHEVWuvXCvZLJ8MIu25nxyKpCTJ1+1ZOlRQRwzBoajfi/s05AIDTHkTQH4NK8/xcM5LKFArGEQ4lsmMTlQglpOKxrAj62jOQqdvgmf4A6WQuoB90XEUsMAZD47chllnKOEuyGRQMJGQHSqc5fPbBIFKpXFCq92QTLNXLr8RiGAZapQRapQR7mw3Z7clUGnOuMGYWCoOEkXhqxTkkUxym7MEl2XEGtWQxizAXIDTpZGBLuBJVqNVB2tqG2OgIACB0+xbMb/+XZUuF8jwPx6/eBbjcfz/TWz8CKylcVev0RXH5vg2X79vgXlyJ+SwNFhX6uq04sssCpWznZ/MQUkpPsgQHB2y4cn4MyUReluCFiWwvQb2peOWRGIbBd5ss+KcH0/AnM+e+AU8IbeoADpk06z5eOsXh1uUpAJmK/AmrHNdNQniml5bCrJKJcabOiDa1/LlbsS+SmgrGyZgTUgoGkjIJF5QIZSDXrl5hgBBCtprKfAxB1y1wqUwll6DjKpTGQxCKcg/hg87r4PncvZzacuK5u8bYaZrbTdlgIABMjLjQ3VNbxhkRAjjzSoQCgKWagoGEbBcydQusnf8Az+y5glYJyZgD9qGfQ2s9BZX5GBimMirCkbWjYCAhO9CNCxNwLeRKeVrrNDhwdGMPUEVCARqr1GjMK+nA8zy8wTimn8oidHgiS3pbPc0diMMdiOPuaK4GtUQkQK0pvxehCjUmBWSS4p2iVD292WBgOrhyqdBg/3VEh4eyY3nXbigPHgIAxJNp3B5y4uLAPB5P+5b9PIVUiGO7q9DXbUW9hS56CSkmhmGwa1816hr1+PLcEGbzeps67UH89l9vorevEfuPFC9LUC4U4ActVfifj2ez57kPpp2oU8pglq2vb+qju/MIBeKIa8TwtaqR0EqAROECC7VIiFdq9DhgVJd0sUQlE0p0ACMA+EzAl/oGknLhuCSi/sfZsVTVBIGo+GWJCSFks1iBGFrr1+CZ+QgAwHNJ+G1fwVD/OgCAS8cRdPVn9xeItZBTpvO2V1WrgVQmQmyxT/3EMAUDSfk5bIULw01V9FyEkO2EFcpgbPwOwpoOeGf+BC4dy7zAc/DNn0fUPwxDw7eodcI2Q8FAQnaY2Ukv7l6fyY7FEiFefr2rqCUpGYaBXi2FXi3F/tZcT6d4Io1ZV2GAcNYRQiyxtORdvngyjbH5AMbmC1eOmbWyvAChErVmJYwa6YZWrioP9sD5m19lxwuXr2A0rEIsnoJUIsSeJj2sBgW4WAyu376Xe6NAANOP3saELYhLA/O4PriAaPzZ3w/DALub9DjZXY39rUaIhLRChpBSUmmkeP2tbgzes+HK53lZgmke17/KZAme+mYn9MbiZAk2qWR4qVqP8/OZXqxJjsdvxmz4b7vqIFpj0DGZSOPqnVm49uoRNS/tfydhWbxo1eG4RQux4Pk+hzAMC5HEiGRsAQCQjFIwkJRH1D+c7cEFAHLd3jLOhhBCVqYw7EfQeT27iCbsvgOZuh3phBfRwAj4dK6iidp8nFb17wAsy6CxzYDHA3YAgG3Gh2gkAZl8fQvWCCmm/GCgRieDpAwtYwghm6fQ7YZEUQfP9IeIBcey2+PhGdge/wy62leh0O+nKgPbBAUDCdlBYtEkPv9osGDbi2fat6xfgEQsQEu1Bi3VubJ5HM/D5Y8tlhkNZoOELn9s1eM5fFE4fFHcGs49AJZJBKg1KZdkEUpEzy75+YRIr4e0pRWxsUwfRV//TfzG2Qg+7+a3q0GHs9EHYL25LCP/7iP4v/9zFnOu8LLHNmtl6Ou24vieKujV1JuBkK3EMAx27a9GXdPSLEGHLYjf/ktxswRPVesxFoxiMpjpHWaPJnBuxoVjZi1GAhHE0hykAhZtajlMT2UMhpIpvHdnCpPdeuCpBRosAxw2afBStR5KEV2ePSGSmXLBQMoMJGWSXxoHjABybWf5JkMIIatgGBba6pfhHP/N4hYeronfPGNHFkKJdkvnRkqnud2UDQbyPDA54kbXPmuZZ0WeVzzPFwQDzVQilJBtTShWw9TyNkKum/DNfZotN85zCXimP0TUPwR93VkIRMVr10JKg542EbJD8DyPL/9zqKBBc8feKrR2mcs4K4BlGJi1Mpi1MhzqyPV/isZTBRmEM44Q5pwhJPL6HD5LNJ7GyKwfI7P+7DaGASw6eUEWYZ1ZCZ1KUrAyxVndAdViMFCRjqEu6sC0vCr7un1kCvz0F9lxSCDD/wrVIxFZGggUi1j0dpjR121Fe52WVsAQUmZPsgQf3bXh6helyxJkGQZvNVvw/zyYRjSdOV9dc/hxzeFfsm+zSoZT1XrUKaS4vODDVzYPEiwPoPB8sVunxKu1BhiltHr7afl9A7lUCOlUFALh0oxKQkqFS0URDYxkxzJNO1iBZIV3EEJI+UnVbRBKDEjF3cvvxHNwjv0a+vqzUBr2b93kSEnUNGohEguy18ATwy4KBpKy8XujSMRzbRDMeW1nCCHbE8MwUJl6IVU1wT31PhKR+exrUf8wbOGfQl93FnJtRxlnSVZDwUBCdojBezZMjOT68Km1UvSdbi3jjFYmkwjRXqdFe11uNSrH8VjwRgrLjDpD8ATiKxwps/LR7onA7omg/7Eju10hFWazB4UCBpdnpPjf897XEZ7KBQN5Hqdd/RAgF4z8wnAQCbbw4XxLjRonu6vR22kuak9DQsjmMQyD3QeqUdekw5fnhjA3levr6bAF8bt/uYnek03Yd7h2U1mCGrEI322y4N1R24r7jQejmBiag0TAIJZe2lHVwDP4/q4a1CspuLWc/GAgkGlYLlA2lGk25HkU8T8G+Ny1gYJ6axFCtoF4aBKpuGcNe/LwTH8IoVgDqaqp5PMipSMUCtDQosfoYKaSwsykB4l4CmK6ZyVl8HS/QLOVMgMJ2SlEUiMs7X+DgP0i/PYLADLPOrhUBK6J96DQ74eu9lVaQFmh6KqAkB3A6w7j8mej2THLMjj9xq5td+HPsgysBgWsBgUOd1my20PRJGafziJ0hZFKr5xFGI6l8Hjah8fTiwEBoQJzEiNq4pmgaUdoCp8Ze8EzLFojs2iJzGXfOyM14aGqGQCgVohxYk8V+rqtsBoo5Z2QSqfWynD2h/vw6O48rnw+hlQyc65Ip3lc+3Ic48NOvPTNTug28fssWWM/Px5YEggURlKwzIbx99/fD5F4e52nt9rSYKALUgoGki0U9tzPfs2wEkjVlbvQihBCnvDbL+LJw7nV8fDbL1EwcAdoajdlg4Fcmsf0uKfslYLI88lhC2S/ZhjAaFGWcTaEkGJjGBYa64uQatrgnnwfqXguOSXsuYtYaBKGhjfp3r0C0RMoQra5dIrDZx8MIpVXXrOnrxGW6p1ThkEpE6GzQYfOBl12WyrNYcETWVJq1B9OrHAk4LGyMRsMVKZjOOO4BpdYgx5frtciD+Az02F0NerwSk899jTrIVzjg39CSGXIZAnWZHsJFmQJzgfx23++id4XmrCvtw4su/4yv1/Mr2W1fSE2kYZ6IgjlXBgvfr2NAoFrIJToAEYA8JmSV9Q3kGyldDKIeGgyO5ZrO8GyovJNiBBC1iAZcxWcu9YiHppAMuaCSGoszaTIlqhv1kMgYJBeXIg2MeykYCApC2deZqDBpIRQJCjjbAghpSKRV6Oq8+/gmz+PkPNGdns64YNj5B2ozMegtZ4Cw9Kzj0pB/ycI2eauX5iAayGUHVfXaXDgaH0ZZ7Q1hAIWNSYlakxKHN2d2x4IJ/KCg8FsFiG/uDA2JJAWHGdfcBRPu6Nux4LEgJfbTNjfRjfEhGxnT7IEH96Zx9UvnsoS/GIcE0MunPpmx7qyBB3RBMaD0fVNhOdhvOOCJJSCSiNFZzf1cFkLhmEhkhqRjC4AAJJRxyrvIKR4wt6HBWM5lQglhGwDscDYxt4XHKdg4DYnlghR26jD1Fhm0drUmAepVBpCIQViyNZJpzk4855RmaupRCghOxnLiqCvPQO5uh3u6T8incwtBgg6riIWGIOh8dsQyywrHIVsFUp1IWQbm5304N6NmexYLBHi5bNdG8py2SnUCjF2N+lx5kg9/u7sbvxff3sEZ483AgD2BkZx1nF5xffzAFziTB/D6GLzdULI9sYwDPYcrMFbf9uL6nptwWsL8wH89p9v4u71aXDc2sppjQYiG5kEEtpMzfyevkYIKNt4zfJLhVJmINlKEe+D7NesUEEl9Agh2wLHrdxvfdn3pTf2PlJZmtrzrpsSacxN+lbYm5Di87rCSOdVrjJRv0BCngtSdTOsnf+wZAFlMuaAfejnCCxcBs+v3O6JlB49iSJkm4pGEjj/0eOCbV97rR1KtXSZdzy/FDIR6iN2vOa4CnaV3hkMgNOuftRH7JCJaQUlITuJWivDGz/ah5OvtEEoyl0CpdM8rn4xjvd/eQde9+qBvtgq/UqXwwsZaA1ytO+mFXHrkR8M5FJhpFMbCMYSsk7JuAeJyHx2LNfuAsPQrRMhpPKxrGRj7xNs7H2ksjS2GcDkrQ0eH6aFVGRrOfJKhAKAuWrntLAhhKyMFcpgbPwODI3fBZtfmY3n4Js/D8fIO0jFvQXvScZcCDquw2+/gKDjOpIxF0jpUJlQQrYhnufx5bkhREK5/ngde6vQ0kn9AJ5lT5MevHdg1UDgEyx4HPcOYE/zt0o8M0LIVmMYBnsO1aC+RY8v/vQY8zP+7GsLcwH89l9u4vDJJnT31i6bZS3dYFYfk+Jx+GTjc529vRH5wUAgkx0ooEbkpMTyswIBQEElQgkh24RU3QLMbeB9qpbiT4ZsOZlcDGudFvPTmYzAyRE3OI6n60+yZfKDgUIhC71JXsbZEELKQaHbDYmiDp7pDxEL5sqXx8MzsD3+GXS1r0Ig0iCwcGlpn+M5QKJshKbqJFVmKQFa3krINvTorg2TI+7sWK2Vou90axlnVNkMCT8ao/Z1vachaoc+4V99R0LItqTWyvDG2/vR90prYZZgisPVL8bwx1/egc/z7Ay0NvUGbmh5HlYI0NxhWn1fUuBZwUBCSonneYTzgoECsRZiRW0ZZ0QIIWsnkhohUTau6z0SZRNEUkNpJkS2XFN7rvdjLJqEfZbua8nWcdgC2a+NVUqwLD16JuR5JBSrYWp5G7ra18AwuXw0nkvAM/0hnGPvLg0ELoqHJuEYfRch990tmu3zg87IhGwzXlcYV86PZscsy+D0G7sgllCi73LCDx+u+z0MgPDDB6vuRwjZvhiGwd5DtfjB3/TCWqcpeM0+F8C///NN3Lsxs6SXoEkmRrNKtq7PknjjeOFoAxiGVmWvl1CiA5hc2ebk/8/encfHWdd7/39fs2Vmsk7apEvapumakFLKYrkFytIW2QoKKAoIgsiNt8cbz9Gbs8g5R7lvPcejHj0g+OMoqIgKiB60tqACbYVD2bdClxS6pHubtUlmyWzX74/Qa2aSNk3SJNcsr+fj4YP5zHVdmc+k7ZjMe76fb5gwEGMrFj6oeNp4muJAI/92AeSU8slL1PcbzVAYKp98zli2g3E2Ky0MlBgVivETiyXU3hK0akaEAoXNMAyVVn1Ik+tvk8c/dZhXmx+sLNwxJr0VKsJAIIck4kk9s3Kz4mmbMZ9xzkxNmsoPWINJRsIjuy48susA5JbygE8fvW6Rzl4+Ry5X5irB9Wu26fe/GrhK8IKplUP/ISppqrYnqRmzK0ev6QJiGA65vak3tVgZiLEW7Dci1M+IUAA5xltap8oZl+v4gaChyhmXM4Yrz5SUeVU1udSqd2xtlWkObcsM4ES0HuxR+l+16qmlxz4ZQMFweydo0rzPqnzyecO80tThA/89Jj0VqrwPA/fv36877rhDS5Ys0amnnqrrrrtO69evH/L1zc3Nmj9//jH/19vbm3H++++/ry984Qv68Ic/rNNPP1233HKLNo5gVRJwNC8/t0Oth3qseur0cp36P2bY2FFucHiHt4LHus43susA5B7DMLTwjGm65pYzNGVav1WCe7r0+E9e09uv7rbeSJld5teVM6uP/4NU0lTllk4tP30GK4tOQPqoUMJAjCXTNBXqSP3s7vZWyeObZGNHADAyJRMWqXrOp1VUcvSgr6ikTtVzPq2SCYvGuTOMh1nzUx+k6unqVevBnkHOBkZH+ohQSaqeQhgIoI9hOOQPNA77ut6eHYqlTW3BicnruYKtra267rrr1NLSossvv1ylpaVavXq1PvvZz+q+++7TsmXLjvs1mpqaJEmXXnqpZs2aNeC405kaW7Vt2zZde+21SiaTuvzyy2UYhlauXKlrr71Wv/jFL7Rw4cLRe3IoOHt2tuvtV3ZbtafIpWWXN7AR+BAUL1igYb91bBgqbjx5LNoBkMXKA3599PpFeue1vXr5L9utldjxeFLrn92m7U2tWnrZfJUH/Dq9qlwVRW6t29+ubV39VhKbpoo6elW2s1uzy/yaNjNgw7PJH+lhYDIeVCIektM1gr0bgePoDe5WIpbaW4lVgQBymbe0Tt7SOsUirYp0b1cy0SuHs0je0lkZq+6Rf+rmTdTLf0mNVtve1JKxWhAYCy37u63bRV6Xyir4gDWAlEjXtpFd172dn1tGSV6HgXfffbf27dun+++/XxdccIEk6ZZbbtHVV1+tu+66S0uWLJHH4xn0axwJA2+77TbV19cPeu43v/lNhUIh/eY3v1FDQ4Mk6dprr9U111yju+66S7/97W9H4VmhEIVDUT27akvGfedfMk8lZV6bOsotnslT5KtvUHjL5iFf469vkGfy5DHsCkC2MgxDCz80TTNmV2rtk006sCcVDBzYc1i/fvA1nXneLJ18Ro2K2ntV9Uargi09ilQWyXQZMuKmvO29cofikqTFK4b/6TdkcnurM+pYpEXOklqbukE+C/UbEVpMGAggD7i9E3kTrcAEJhSrYoJfnW19o+53bG3VmecN/IA7MJoOpYWB1VNKmYwCIEMy2Xv8k452XWJk12GgvB0TGgwG9bvf/U6NjY1WEChJkyZN0g033KCDBw/queeeO+7XaWpqktvt1uzZswc9b+fOnXrhhRe0bNkyKwiUpHnz5umKK67Qu+++q82bhx5EAEeYpql1TzUp1BO17qs/ebJm11cPchX6m7DiCskxxJc8h0OVl10+tg0ByHoVlX599LpFOmvZ7Iy9BOPxpF549n098qNXtOqxt7W3uVPuUFyle4Iq29mj0j1BKwiUZL0Jg5Hr/wZmLMyoUIw+00wo1LnJqj3+GrmKWNULAMhNs+alfn7qaAupoy1oYzfId5FwTIc7UtNSqhgRCqAfh6NoZNc5R3YdBsrbMHDDhg2KRqM688wzBxw7ct8rr7xy3K/T1NSkuro6ud3uQc979dVXM772SB8P6G/TW/u18702qy4P+HTOhXNs7Cg3+esbNOnGm48fCDocmvSZm+Wvbxj8PAAFweEwdMqHpusTnz1Dk6eVZRw73BHWB1sIDmrdU03a29wxRh0WBldRQIaRGmjBvoEYC5HuHUrGU+F9cSXjwgEAuatuXuaHqXZsZc8ljJ2WA90ZdfXksmOcCaBQecsGX2x1zOtKR3YdBsrbMHDXrl2SpBkzZgw4VlNTI6lvNd9gQqGQdu/ercrKSt11111aunSpFi5cqCuvvFIrV67MOHf37r693KZPnz7ixwP662gNav2z71u1w2Fo+RUNcnvyesLvmCk/Z4mmffkO+RtOGnjQMORvOEnTvnyHys9eMv7NAchqfasET9VZS2fL6Rrej0+mKb2+vnmMOisMhuGQK211IGEgxkKwPX1EqCF/xVF+XgAAIEdUTS5VSVlqNQVhIMZS+ohQSaqeyspAAJnc3okqKpk5rGuKSurk9k4Ym4YKUN4mCp2dnZKksrKBn0QpLe37P6Tu7u4Bx9Jt3bpVpmnqpZdeUkdHhy666CJ1dHRozZo1uuOOO7Rz507dfvvto/Z4x1NVxf+RDlcuf8/i8YSe+PkbiseT1n3nXzxfjQtrbOwqD1QtVu2SxQrt2avOt95WIhSS0+9XxaJT5J/G9xaDy+XXFIyOSZedpNpZE/TIA8Nb7b93V6cM09DE6pIx6iz/9RyYovbwAUlSItqaF/8e8+E55ItkIqo9G5qsunTCHE2eOsXGjoDh4fUEwNGcdMpUvfL8Dkl9YY3H5VJ5wHfc63hNwXAdTtsaobTcq5l17FOKFF5TcITXeZG2vv5jyUwe/2TDodr6j6i0kr8/oyXnwsClS5dq7969g55z/fXXq7KyUpLk8XgGHD9yX2/v4JtPdnd3q66uTmeffbbuvPNOOT4YL3jw4EFde+21+uEPf6iPfOQjqq+vVywWO+7jRaPRAceAY1nz5BYd2Ndl1bWzJ+isCxgPOlr802oI/wCMSHvrCPZbMaXtTS2EgSfAWzzJuh2P9igeDcrlKbaxI+STwy2bMzamr5x8qo3dAAAwOupPnmyFgZLU9O4BLV5SZ2NHyFd7d3dat6dOr7CxEwDZrLRyjmpP+riaN/1m8EDQcKj2pI+rtJL3wkdTzoWBy5cvV3t7+6DnLFy4UK2tfeMPjoR06Y6Ecn6/f9Cvs2TJEv3xj38ccP+kSZP0V3/1V/rqV7+q1atXq76+Xl6v97iP5/Md/9NXg2lpObGVhYXkyCdOcvV7tntHu176y3arLvK6dO5Fc9XW1mNjV0DhyvXXFIyujrYRhIGS2tuD/B06AdFEeUa9f+8OeUtqbermxPCakn1aml9NFYZTCedM/nyQE3g9ATAYX4lHXp9bkXDfe1Ub3tijuvpjr9jiNQUj0dPdq56u1IeqKib4+DsESbym4Bg89aqefb0OH/hv9fbsGHC4qKRO5ZPPkemp4+/OMYx0tW3OhYFf/epXh3Te448/LunoozmP3FdSMvJP5zc2NkqS9uzZIyk1HnSwxzsyLhQYTDgU1ZrV81LJQAAAIABJREFUWzLuO+/ieSop89rUEQAgnbtoZD8+eTzOUe6ksLh9VRl1LNySs2EgsksyHlG4K7VHs69srhxOfu4CAOQ+h8PQzLkTtGVD36j1/bs7FQ5F5fMPnGoFjFTL/q6MunoK738CGJy3tE7e0jrFIq2KdG9XMtErh7NI3tJZcnsZMzxWHHY3MFZmzpwpKRXWpTtyX13d4KMRdu3apRdffFHhcHjAsUgkIkkqKirK+Fon8niAaZpa92STQj2pkbL1J0/W7PpqG7sCAKSbXlc5sutmjew69HF5KmQYqSA2FmmxsRvkk9DhzZKZsOriwAIbuwEAYHTNmpf6QJVpSs3vt9nYDfLRwf2ZCyOqJhMGAhgat3eiSqsWq3zyEpVWLSYIHGN5GwY2NjbK6/Xq1VdfHXDslVdekSSdeurge4Hce++9uummm/T8888POPb6669LkhYs6Huz4PTTT5ekQR9v0aJFw3gGKESb3tqnnWk/mJcHfDrnQmYjA0A2CUzwq6Z2ePtg1NRWqKJy8PHkGJxhOORK+8UgFjlkYzfIJ6GOd63bhsMjb/lcG7sBAGB01cyskDttQsX2plYbu0E+akkLA8srfSryum3sBgBwLHkbBvr9fl144YV688039eyzz1r3Hzx4UA8//LCqq6t1/vnnD/o1Lr74YknSfffdp1AoZN2/fft2/ehHP1J5eblWrFghSZo+fbpOO+00/elPf9I777xjnbt161atXLlSCxYssEaLAkfT0RrU+me3WbXDYWj5FQ1ye3Jumi8A5L3Tz6qVYQztXMPoOx8nzu1NfbI9FuGNLJy4RKxHke6dVu2vqJfDwRtYAID84XI5VTs7NaFiz852RXvjNnaEfGKapg6lhYGMCAWA7JXXKcOXv/xlvfDCC7r99tt12WWXKRAIaPXq1Wpra9MPfvADeTypGembN2/WM888o4aGBi1fvlyStHTpUq1YsUKrVq3SihUrtHTpUnV1denpp59WNBrVD37wA1VUpFYG3Hnnnfr0pz+tG2+8UZdffrmcTqdWrlwp0zT1ta99bdyfP3JHIp7UMys3Kx5PWvd9aMlMVU8ps7ErAMCx1NQGdP4l87XuqSaZ5rHPMwzp/Evmq6Y2MH7N5bH0MDAZDyoRD8npYsUlRi7UsVFS6h+xnxGhAIA8VDevSu9v7huxnkiY2rW9XXMa2I4EJ+5wRzgjXK6ezPtYAJCt8nZloCRNnTpVjz32mJYtW6a1a9fq8ccf14wZM/TAAw9Ygd8Rmzdv1r333qtnnnkm4/7vfOc7uvPOO1VcXKxHH31Ua9eu1eLFi/XII49o6dKlGecuWLBAv/zlL3XaaafpD3/4g1avXq1FixbpF7/4hRYuXDjmzxe56+Xntqv1UI9VT51erkVnzrCxIwDA8dQvnKLLP3XKMUeG1tRW6PJPnaL6hVPGubP85fZVZdSxMKNCcWKCaSNCHS6/vKXs8Q0AyD8zZlXK4UyNtdixlQkLGB2H+u0XWD2VlYEAkK3yemWgJM2YMUP33HPPcc+76qqrdNVVVw243+Fw6MYbb9SNN944pMdrbGzUgw8+OOw+Ubh272jX26/sseoir0vLLm+QwzHE+XMAANvU1AZUUxtQR1tIe3a0KxpNyONxalpdpQITWLE22tJXBkpSLNIib+lMe5pBzov3diga2mvV/oqTZBjOQa4AACA3eYpcmj4zoOZt7ZKk5m1tSsSTcrryeo0AxsGh/V3WbYfD0MTqEhu7AQAMJu/DQCCbhUNRrVm9JeO+8y6ep5Iyr00dAQBGIjDBT/g3DlyeChmGS6bZN4qIfQNxItJXBUpSMSNCAQB5rG5elRUGxqIJ7WnuUO3sCTZ3hVyXvjKwcmKxXG4+WAUA2YqPAAE2MU1T655sUqgnat1Xv3CyZtcztx8AgKMxDIdc3olWHYswJhQjY5qmQmlhoNNdLk/xdBs7AgBgbM2cO0FG2gAiRoXiRCUSSbUeTG15w4hQAMhuhIGATTa9tU8732+z6vKAT+csn2NjRwAAZL/0UaGxSIuNnSCXxSKHMv7+FAcaZRiMaAcA5C+f36Mp08qtesd7rUomTRs7Qq7raA0qEU9addUUwkAAyGaEgYANOlqDWv/sNqt2OAwtv6JBbg+TewEAGEx6GJiMh5SIBW3sBrkq1G9EqL/yZJs6AQBg/NTNT/0cFQnFdGDPYRu7Qa5LHxEqSZOmlNnUCQBgKAgDgXGWiCf19MpNiqd9eupDS2aqmh+aAAA4LrevKqNmdSCGyzTNjP0C3d4qub2MaQcA5L+6uRMz6u1b+TkKI5ceBrpcDgUmsoc6AGQzwkBgnL38l+1qO5RaxTB1RoUWnTnDxo4AAMgd6SsDJcJADF80uEeJaGolhD+wgBGhAICCUFruVdXk1CjHHVtbZZqMCsXIHNrfZd2eOLlEDgdvMwNANuNVGhhHu3e06+1X91h1kdelZSvq5XDwBhQAAEPh8gRkGKmx2oSBGK5g/xGhgUabOgEAYPzVzUutDuzp6lXrwR4bu0GuisUSam9JfdCdaVcAkP0IA4FxEg5FtWbVloz7zrt4vkrKvDZ1BABA7jEMQ6601YGEgRgO00wq1LnRqj3+GrmLKm3sCACA8TVrPqNCceJaD/YofVFp9ZTSY58MAMgKhIHAODBNU2ufbFIoGLXuq184WbPrqwa5CgAAHI3bm3oTizAQwxHp3q5kPGTV/sACG7sBAGD8BSYUq2JCam+3HVtbbewGuSp9RKhEGAgAuYAwEBgHG9/cp+b326y6PODTOcvn2NgRAAC5K33fwGQ8pEQsOMjZQEooY0SooeLASbb1AgCAXdJHhXa0htTRFhrkbGCgQ/u7rdtFXpfKKnw2dgMAGArCQGCMtbcGtX7NNqt2OAwtv6JBbo9rkKsAAMCxuH2ZK+tZHYihSCZjCnWmRrYXlcyU082n2AEAhWfWvMxRoTsYFYphakkLA6unlMowDBu7AQAMBWEgMIYS8aSeWblJiXjSuu9DS2aysTIAACfA463OqAkDMRSRw+/JTKZGthdXMiIUAFCYqiaXqqSsyKoZFYrhiIRjOtwRtuoqRoQCQE4gDATG0Mt/2a62Q6nRZVNnVGjRmTNs7AgAgNzn9FTIMFIr7AkDMRTB9BGhhlP+8gb7mgEAwEaGYahubmp14KH93erpitjYEXJFR1tIrzy3I+M+PvAOALmBOYXAGNm9o11vv7rHqou8Li1bUS+Hg9EJAACcCMMw5PJWKRbeL4kwEMeXTEQU7nrPqn1lc+RweW3sCAAAe9XNm6h3Xt9r1Tu2tqpudtUgV6CQ7dnZoTdebNbe5s4Bx956eZc8HqdqagM2dAYAGCpWBgJjIByKas2qLRn3nXfxfJWU8aYTAACjwe1NvVlFGIjjCXVukcyEVfsDjAgFABS2KdPL5fW5rXo7o0JxDFs27Neqx94+ahAoSQf2dOkPj76tLRv2j3NnAIDhIAwERplpmlr7ZJNCwdSeNPULJ2t2PZ+wAwBgtHh8qf9fTcZDSsSCg5yNQhdKGxFqODzylc+zsRsAAOzncDg0c+4Eq96/u1Ohnl4bO0I22tvcoXVPNck0Bz/PNKV1TzVpb3PH+DQGABg2wkBglG18c5+a32+z6vKAT+csn2NjRwAA5B+Xd2JGzepAHEsi1qNId2pvG1/5fDkc7kGuAACgMNTNS/08ZZrS1k0HbewG2ej19c3HDQKPMM2+8wEA2Yk9A4FR1N4a1Po126za4TC0/IoGuT38UwMAYDR5vNUZdSzSIm/pTHuaQVYLdW6SlHoXq5gRoQAASJKmzQzI7XEqFu0bpf3iuu3qOhxRLJ7Q9LpKBSb4be4Qx2OappIJU/F4QvFYMu2/ScVj/e/rd6z/OfFk3+0PjvVGYgp2R4/fRJq9zZ3qaAvxdwcAshAJBTBKEvGknlm5SYl40rpv8bl1qp5SZmNXAADkJ6enQobDLTMZk8TKQBxbMG1EqMPpk7dslo3dAACQPVwupyZOKtH+3YclSS0Hu7Xuj03W8ZraCp1+Vq1qagN2tZizTNPsF7alQrZEPKFYLHUsEU8qFj9yu++/sVhCiSPh3AfnHzlmBXkffM2hrtwbL3t2tBMGAkAWIgwERslLf9mutkOp/YqmzqjQojOn29gRAAD5yzAMuYsmKhreL0mKRQ7Z3BGyUby3Q9HgHqv2BxplGE4bOwIAIHts2bBfB/YcPubxvc2d2rerU+dfMl/1C6eMY2djJ5lMDn3l3FCOHTPwSx6/mTwV/WClKQAguxAGAqNg9452bXg19UZTkdelZSvqZRiGjV0BAJDfXN6qtDCw1eZukI2CHRszan+g0aZOAADILnubO7TuqabjriozTWndU00qLfeO2QpB0zSVSHywQu6DlW99t1OhW/9j8VhCsXhSibSgLpZ2LH3lXHqYl0xm2TI6mxiG5HI75XI5+v7rdvTddn1w2+1Uz+GIWg72DPtrezx88AoAshFhIHCCwqGo1qzaknHf+ZfMV0mZ16aOAAAoDB5flUIdfbeT8ZASsaCc7mJ7m0JWCaWNCHW6y1RUPMPGbgAAyB6vr28e8nhJ05ReeW6Hzr/Ukzmm8mgr5/ofO+oqu4F71qGPw2nI5XLK7XbImRHU9f9vv2P9Q730oO8oxxwO47gfYO9oC+nRH78y7OcwfVblSJ8+AGAMEQYCJ8A0Ta1d3aRQMLWhcsMpUzRrfpWNXQEAUBjc3sz/v41FDsnprrOpG2SbaPhgxvhYf2ABUxsAAJDU0RbU3ubOYV1zYG+XHv3xq2PUUfYbNGRzOTKDOrdTTpdD7g+OOT845j7asQ++Rl/41xfSZYvABL9qaiuG9XelprZCFZXsFwgA2YgwEDgBG9/cp+ZtbVZdHvDp7GWzbewIAIDCMTAMbJG3lDAQfdJXBUpScWCBTZ0AAJBddu/osLuFUWGNuhyDlXPp/3W6HAX7gaLTz6rVvl2dQ1pFahh95wMAshNhIDBC7S1BrV+zzaodDkPLr2iQ28M/KwAAxoPTUyHD4ZaZjEnqCwMBqW96Q/p+gS7vRLl9k2zsCACA7BHrjY/p13c6DTnTVsL1Xx3nTFtB5047NqRQL+2/TqdjTJ8HpJragM6/ZP5x95c0jL4tc8ZqX0kAwIkjtQBGIB5P6JmVm5SIp+baLz63TtVTymzsCgCAwmIYhtxFExUN75dEGIiUaGiPEtHUSKtiRoQCAGBxF43s7cB5CyZp1ryJg66qy7ZRlzhx9QunqLTcq9fXNx91ZGhNbYVOP6uWIBAAshxhIDACL/9lh9paglY9dUaFFp053caOAAAoTG5fVSoMDLfINE1CH2SsCpT69gsEAAB9ptdVjui608+qZT+4AlVTG1BNbUAdbSHt2dGuaDQhj8epaXWVCkzg7wQA5ALCQGCYdu9o14ZX91h1kdelZSvqeeMRAAAbpO8bmEyElYwH5XSX2NgR7GaaSYXSwkCPf6rcRSN70xMAgHwUmOBXTW3FUVd5HUtNbQVBIBSY4Cf8A4AcxXBtYBjCoajWrNqScd/5l8xXSZnXpo4AAChs6WGgxKhQSJHuHUrGUxMcWBUIAMBAp59Vq6F+ptkw+s4HAAC5izAQGCLTNLV2dZNCwah1X8MpUzRrftUgVwEAgLFEGIj+Qh3vZtT+QKNNnQAAkL1qagM6/5L5xw0EDaPvQ9DsBwcAQG5jTCgwRBvf3KfmbW1WXV7p09nL5tjYEQAAcHoqZDjcMpMxSYSBhc5MxhXqTE1xKCqZKZe71MaOAADIXvULp6i03KvX1zcfdWRoTW2FTj+rliAQAIA8QBgIDEF7S1Dr12yzaofD0IVXnCS3x2ljVwAAwDAMub1Viob2SZJiYcLAQhbuek9msteqixkRCgDAoGpqA6qpDaijLaTOlpB6e2OKxRKaVlfJ3nAAAOQRwkDgOOLxhJ5ZuUmJeNK6b/G5daqazKfMAQDIBm7vxFQYGGmRaZoyhroJDvJKMH1EqOGQv6LBvmYAAMghgQl+zaufJElqaem2uRsAADDa2DMQOI6X1+1QW0vQqmtqK7TozOk2dgQAANKl7xuYTISVjAcHORv5KpnoVfjwVqv2lc2Rw+WzsSMAAAAAALIDYSAwiF3b27ThtT1WXeR1aemKBlYbAACQRdLDQIl9AwtVqHOLZCas2h842cZuAAAAAADIHoSBwDGEglGtWb0l477zL5mvktIimzoCAABH4/ZWZ9SEgYUplDYi1HC45SufZ2M3AAAAAABkD8JA4ChM09S6J5sUDsas+xpOmaJZ86sGuQoAANjB6SmX4XBbdSxMGFhoErGgIt3brdpXXi9H2t8JAAAAAAAKGWEgcBQb39in5m1tVl1e6dPZy+bY2BEAADgWwzAyRoWyMrDwhDo3STKtujjQaF8zAAAAAABkGcJAoJ/2lqDWr91m1Q6HoQuvOEluj9PGrgAAwGD6h4GmaQ5yNvJNsOMd67bD6ZO3bLaN3QAAAAAAkF0IA4E08XhCT6/cpEQ8ad23+Nw6VU0utbErAABwPOlhYDIRVjIetLEbjKd4b6eiwT1W7a84SYbBh7gAAAAAADiCMBBI8/K6HWpvSb15WFNboUVnTrexIwAAMBTpYaAkxSKHbOoE4y3Y8W5G7a9cYFMnAAAAAABkJ8JA4AO7trdpw2upT5UXeV1auqJBhmHY2BUAABiKgWFgq02dYLyFOjZat53uMhUVz7CxGwAAAAAAsg9hICApFIxqzeotGfedf8l8lZQW2dQRAAAYDqenXIbDbdWxcIuN3WC8RMOHFIsctGp/oJEPcgEAAAAA0A9hIAqeaZpa92STwsGYdV/DKVM0a37VIFcBAIBsYhhGxupAxoQWhlC/EaHFAUaEAgAAAADQH2EgCt7GN/apeVubVVdU+nT2sjk2dgQAAEYiMwxskWmaNnaDsWaaZsaIUFfRBLl9k23sCAAAAACA7EQYiILW3hLU+rXbrNrhMLT8ipPk9jht7AoAAIxEehiYTESUjAdt7AZjLRraq3i0w6qLAwsYEQoAAAAAwFEQBqJgxeMJPb1ykxLxpHXf4vPqVDW51MauAADASKWHgRKjQvNdsN+IUD8jQgEAAAAAOCrCQBSsl9ZtV3tLasVATW2FFi2ebmNHAADgRLh9/cLAcItNnWCsmWYyY0Soxz9Vbu8EGzsCAAAAACB7EQaiIO3a3qZ3Xttr1UVel5auaGC0FAAAOczpLpfh8Fh1LEIYmK96u3dmjIH1Bxpt7AYAAAAAgOxGGIiCEwpGtWb1loz7Lrh0vkpKi2zqCAAAjAbDMOT2TrRqwsD8NWBEaAVhIAAAAAAAx0IYiIJimqbWPrlF4WDMuu+kRVNUN69qkKsAAECuSN83MBZpkWmaNnaDsWAm4wod3mzVRSW1cnnKbOwIAAAAAIDsRhiIgvLuG3u1a1u7VVdU+nTW0jk2dgQAAEZTehiYTESUjPfY2A3GQrjrfZmJXqsuDpxsYzcAAAAAAGQ/wkAUjLaWHr24ZptVOxyGll9xktwep41dAQCA0ZQeBkpSLMyo0HwTSh8Rajjkq2iwrxkAAAAAAHIAYSAKQjye0DMrNyuRSI0KW3xenaoml9rYFQAAGG1uX78wkH0D80oy0avw4a1W7SudI6fLZ2NHAAAAAABkP8JAFISX1m1Xe0vQqmtqK7Ro8XQbOwIAAGPB6S6X4fBYNWFgfgkfbpJpxq3aH1hgYzcAAAAAAOQGl90NAKOtoy2k7Vta1BuJKxZPyOVy6J3X9lrHi7wuLV3RIMMwbOwSAACMBcMw5PZOVDS0TxJhYL4Jtr9j3TYcbvnK59nYDQAAAAAAuYEwEHljz84OvfFis/Y2dw563gWXzldJadE4dQUAAMab21tthYHRSItM0+RDQHkgEQsq0r3dqn3l8+Vwega5AgAAAAAASISByBNbNuzXuqeaZJqDnzd1ernq5lUNfhIAAMhpbu9E67aZiCgZ75HTzT7BuS7UuUlS6oe9YkaEAgAAAAAwJOwZiJy3t7ljSEGgJO3fc1h7mzvGvikAAGAbtzfzgz+xMKNC80Go413rtsPplbd0to3dAAAAAACQOwgDkfNeX988pCBQkkyz73wAAJC/3L7qjDrKvoE5Lx49rN7gbqv2V5wkw+G0sSMAAAAAAHIHYSByWkdb8Lh7BPa3t7lTHW2hMeoIAADYzekuk+FI7SUXIwzMeemrAiXJz4hQAAAAAACGjDAQOW33jpGN/Nyzo32UOwEAANnCMIyMfQPjhIE5L5gWBjrdpSoqqbWxGwAAAAAAcgthIHJarDc+ouui0cQodwIAALKJ25saFRqNtMgc6kxxZJ1YuEWx8EGr9gcaZRiGjR0BAAAAAJBbCAOR09xFrhFd5/GwxwwAAPnM7a2ybpuJiBLxHhu7wYkI9hsRWsyIUAAAAAAAhoUwEDltel3lyK6bNbLrAABAbnD7qjLqWPiQTZ3gRJimmbFfoKtogty+KTZ2BAAAAABA7iEMRE4LTPCrprZiWNfU1FaootI/Rh0BAIBskL4yUJJi7BuYk6KhfYpHU3tEMyIUAAAAAIDhIwxEzjv9rFoN9T0hw+g7HwAA5Denu0yGw2PVsUirjd1gpEKMCAUAAAAA4IQRBiLn1dQGdP4l848bCBqGdP4l81VTGxifxgAAgG0Mw8hYHRiLMCY015hmUsGOjVbt9k2R2zvRxo4AAAAAAMhNLrsbAEZD/cIpKi336vX1zdrb3DngeE1thU4/q5YgEACAAuL2Vika2iupb0yoaZqMmMwhvT07lYz3WDWrAgEAAAAAGBnCQOSNmtqAamoD6mgLqbMlpN7emGKxhKbVVSowgT0CAQAoNOkrA81ErxKxbrk8ZTZ2hOFIXxUo9e0XCAAAAAAAho8wEHknMMGvefWTJEktLd02dwMAAOzi9lVl1LFIC2FgjjCTcYU6N1l1UUktf3YAAAAAAIwQewYCAAAgL6WvDJT6wkDkhnDXNpmJXqv2MyIUAAAAAIARIwwEAABAXnK6y2Q4PFZNGJg7Qh3vpFUO+SsabOsFAAAAAIBcRxgIAACAvGQYRsbqQMLA3JBM9Cp8eKtVe8tmy+li/2cAAAAAAEaKMBAAAAB5q38YaJqmjd1gKMKHm2SacasuZkQoAAAAAAAnhDAQAAAAecvtS4WBZqJXiVi3jd1gKIId71q3DcMlX/l8G7sBAAAAACD3EQYCAAAgb6WvDJQYFZrtEvGQIl3brdpXPl8Op2eQKwAAAAAAwPEQBgIAACBvub3VGTVhYHYLdW6SlLRqfyUjQgEAAAAAOFGEgQAAAMhbTnepDEeRVRMGZrdQe2pEqMPpla90jo3dAAAAAACQHwgDAQAAkLcMw5DbO9GqCQOzVzx6WL3BXVbtqzhJhsNpY0cAAAAAAOQHwkAAAADkNbcvNSo0Fm6RaZo2doNjCXVszKiLA402dQIAAAAAQH4hDAQAAEBec3urrNtmsleJWLeN3eBYgh2pEaFOd6mKSmpt7AYAAAAAgPxBGAgAAIC8lj4mVGJUaDaKRVoVCx+wan/FSTIMflUBAAAAAGA08Bs2AAAA8prbW51REwZmn/RVgZLkrzzZpk4AAAAAAMg/hIEAAADIa053qQxHkVUTBmYX0zQVSgsDXUWV8vim2NgRAAAAAAD5hTAQAAAAec0wDLl9qX0DY+FDNnaD/qLh/Yr3tlu1P7BAhmHY2BEAAAAAAPmFMBAAAAB5z+1NCwMjrTJN08ZukC7U/k5GXRxYYFMnAAAAAADkJ8JAAAAA5L30MNBM9ioR67axGxxhmkmFOjZatds3WW7vRBs7AgAAAAAg/xAGAgAAIO+lh4GSFIswKjQb9PY0KxHvsWpWBQIAAAAAMPoIAwEAAJD3BoaBLTZ1gnTBjnczan+g0aZOAAAAAADIX4SBAAAAyHtOd6kMR5FVxyKtNnYDSTKTcYU7N1t1UfEMuTzlNnYEAAAAAEB+IgwEAABA3jMMQ25fanVgLMyYULuFu7cpmYhYtb+SEaEAAAAAAIwFwkAAAAAUhPRRobFIq0zTtLEbhNrTR4Q65K84ybZeAAAAAADIZ4SBAAAAKAjpYaCZ7FUi1mVjN4UtmYgqfLjJqr1ls+R0+W3sCAAAAACA/EUYCAAAgIKQHgZKUizSYlMnCB9ukmnGrbo4wIhQAAAAAADGCmEgAAAACgJhYPYIdqRGhBqGS77y+TZ2AwAAAABAfiMMBAAAQEFwuktlOIusOhYmDLRDIh5SpGubVfvK58mR9ucCAAAAAABGF2EgAAAACoJhGBmrA1kZaI9Q52ZJSav2B062rxkAAAAAAAoAYSAAAAAKRv8w0DRNG7spTKH0EaFOr3xls23sBgAAAACA/EcYCAAAgIKRHgaayagSsS4buyk88WiXenuardpf0SDD4bKxIwAAAAAA8h9hIAAAAApGehgoMSp0vIU6NmbUxYEFNnUCAAAAAEDhIAwEAABAwXD7qjPqWJgwcDwF00aEOl0lKiqptbEbAAAAAAAKA2EgAAAACobTVSLDWWTVrAwcP7FIq2Lh/VbtDzTKMPh1BAAAAACAscZv3wAAACgYhmFkjAolDBw/6asCJcnPiFAAAAAAAMYFYSAAAAAKitubGhUai7TINE0buykMpmlm7Bfo8gTk8U+1sSMAAAAAAAqHy+4Gxtr+/fv1ve99Ty+99JJ6enrU0NCgL37xizrrrLOOe+3f//3f64knnhj0nCuvvFLf+ta3JEnRaFSnnnqq4vH4Uc998sknNXv27OE/CQAAAIya9JWBZjKqRKxLLk+5jR3lv1h4v+K9bVbtDyyQYRg2dgQAAAAAQOHI6zCwtbVV1113nVpaWnT55ZertLRUq1ev1mc/+1ndd999WrZs2aDXL1++XDU1NUc99thjj6mlpUUf+tCHrPvee+89xeNxnXPOOVq0aNGAawKBwIk9IQAAAJwwt3diRh0LHyIMHGPB9swRocWVjAgFAABn69G9AAAgAElEQVQAAGC85HUYePfdd2vfvn26//77dcEFF0iSbrnlFl199dW66667tGTJEnk8nmNev3z5ci1fvnzA/X/84x/V0tKiFStW6Oqrr7bub2pqkiRdd911xw0aAQAAYA+3rzqjjkVa5Sufa1M3+c80kwp1pkaEun2TMlZnAgAAAACAsZW3ewYGg0H97ne/U2NjoxUEStKkSZN0ww036ODBg3ruueeG/XU7Ojr0ta99TRUVFfrHf/zHjGNHwsD58+efWPMAAAAYM05XiQyn16pjkRYbu8l/vT27lIh1W3VxgFWBAAAAAACMp7wNAzds2KBoNKozzzxzwLEj973yyivD/ro//OEP1dnZqS996UsDxn42NTWppKRE06ZNG1nTAAAAGHOGYciTtjItFjlkYzf5L9SROSLUTxgIAAAAAMC4ytswcNeuXZKkGTNmDDh2ZB/AnTt3Dutr7tmzR4888oimTZuma665ZsDxrVu3asqUKfr+97+vj3zkIzr55JN16aWX6qGHHpJpmsN/EgAAABgTrowwsJWf1caImUwo1LnJqouKp7M/IwAAAAAA4yxv9wzs7OyUJJWVlQ04VlpaKknq7u4ecGwwDz/8sGKxmG666Sa5XJnfupaWFrW1tamtrU2RSERLly5VOBzWunXr9C//8i/avHmzvvWtb43w2QAAAGA0pe9ZZyajSsS6CKnGQKR7m5KJiFWzKhAAAAAAgPGXc2Hg0qVLtXfv3kHPuf7661VZWSlJ8ng8A44fua+3t3fIjxsKhfRf//Vfqqio0NVXXz3geFtbm+bOnatZs2bpu9/9rvUYXV1duvnmm/XEE0/owgsv1LJly4b8mP1VVZWO+NpCxfcMwGjiNQXIH0WOGepM+5HS7+lRedX4jnovhNeU7fu3pArDoelzFsvtKbGvISBPFcLrCYDxw2sKgNHEawqQHXIuDFy+fLna29sHPWfhwoVqbW2VJMVisQHHo9GoJMnv9w/5cZ999ll1dXXp+uuvP+p19fX1WrVq1YD7y8rKdMcdd+gzn/mMVq9efUJhIAAAAEaHr2RyRh0OHlB5Vb1N3eSnRDyqw4c2WnVZ5VyCQAAAAAAAbJBzYeBXv/rVIZ33+OOPSzr6KNAj95WUDP3NiDVr1kiSLrrooiFfc0RjY6Okvj0HT0RLy/DGmhayI5844XsGYDTwmgLkH9OUDKdX5gcjLDtb98hZPD7/xgvlNSXY/q6SydQH89wlDXn/nIHxViivJwDGB68pAEYTrynA2BjpalvHKPeRNWbOnCnp6AHckfvq6uqG9LUSiYSef/55VVZW6owzzjjqOQcOHNDLL7981FWLkUjfm0xFRUVDejwAAACMLcMw5EnbNzAWabGxm/wU6njXum0YLvnK59vYDQAAAAAAhStvw8DGxkZ5vV69+uqrA4698sorkqRTTz11SF9r+/bt6u7u1mmnnSan03nUcx577DHdeOON+v3vfz/g2Ouvvy5JWrBgwVDbBwAAwBhzZ4SBrTJN08Zu8ksiHla4+32r9pXPk8PJB+MAAAAAALBD3oaBfr9fF154od588009++yz1v0HDx7Uww8/rOrqap1//vlD+lqbNm2SJJ188snHPOeiiy6SYRj6yU9+ora2Nuv+Q4cO6fvf/77cbreuueaakT0ZAAAAjLr0MNBMRpWIHbaxm/wS7twsmUmr9gf4UBwAAAAAAHbJuT0Dh+PLX/6yXnjhBd1+++267LLLFAgEtHr1arW1tekHP/iBPB6Pde7mzZv1zDPPqKGhQcuXL8/4Ort375YkzZgx45iPVV9fr1tvvVU/+tGPtGLFCl188cWKRqNas2aN2tvb9bWvfW3IY0kBAAAw9tLDQEmKhVvk8lTY1E1+CXa8Y902nEXylc2xsRsAAAAAAApbXoeBU6dO1WOPPabvfve7Wrt2rRKJhOrr6/Vv//ZvOvvsszPO3bx5s+69915deeWVA8LAzs5OSdLkyZMHfbyvfOUrmjNnjh5++GH99re/lcvl0oIFC3TrrbdqyZIlo/vkAAAAcELcvn5hYKRFvvK5NnWTP+LRLvX2NFu1v7xBhiOvf+0AAAAAACCrGSabo+SMlpZuu1vIGVVVpZL4ngEYHbymAPnJNE3tfec7SiYikqTiylM0ofajY/64+f6a0nXoRXXufdqqq2d/Wt6yWTZ2BOSvfH89ATC+eE0BMJp4TQHGxpF/W8OVt3sGAgAAAIMxDCNjVGgs0mJjN/kj1LHRuu1wFauodKZ9zQAAAAAAAMJAAAAAFC63t9q6HYu0iKEZJyYWaVM0tM+q/YFGGQa/cgAAAAAAYCd+MwcAAEDBcnsnWrfNZEyJ2GEbu8l9oY53M+riwAKbOgEAAAAAAEcQBgIAAKBguX1VGXUszKjQkTJNU8G0MNDlCcjjr7GxIwAAAAAAIBEGAgAAoICljwmV2DfwRMTCBxTvbbPqvhGhho0dAQAAAAAAiTAQAAAABczhKpbD6bNqwsCRC/YbEepnRCgAAAAAAFmBMBAAAAAFyzCMjH0DCQNHxjRNhTo2WrXbO0keX/UgVwAAAAAAgPFCGAgAAICClj4qNBZpkWmaNnaTm3qDu5SIdVm1P9BoYzcAAAAAACAdYSAAAAAKmttXZd02kzEloodt7CY3hdozR4QWMyIUAAAAAICsQRgIAACAgub2VmXUscghmzrJTWYyoVDnJqv2FE+Tq6jCxo4AAAAAAEA6wkAAAAAUtIFhYKtNneSmSPc2JRNhqy4OnGxjNwAAAAAAoD/CQAAAABQ0h6tYDqfPqmORFhu7yT3Bjo1plSF/xUm29QIAAAAAAAYiDAQAAEBBMwwjY3UgYeDQJZMxhQ9vsWpv6Sw53cU2dgQAAAAAAPojDAQAAEDBc/syw0DTNG3sJneED2+VmYxZtT+wwMZuAAAAAADA0RAGAgAAoOClrww0kzEloodt7CZ3hDresW4bhkv+inobuwEAAAAAAEdDGAgAAICClx4GSlIscsimTnJHMh5WuOt9q/aWz5XDWWRjRwAAAAAA4GgIAwEAAFDwBoaB7Bt4PKHOzZKZtOpiRoQCAAAAAJCVCAMBAABQ8ByuYjmcPqsmDDy+YMe71m3DUSRf2VwbuwEAAAAAAMdCGAgAAICCZxhGxurAWJgwcDDxWLd6e3Zatb+iXobDZV9DAAAAAADgmAgDAQAAAEluX1oY2Nsq0zRt7Ca7hTo2ZtR+RoQCAAAAAJC1CAMBAAAAZe4baCZjSkQ7bewmu4XSRoQ6XMXyltbZ2A0AAAAAABgMYSAAAACgzDBQYt/AY4n1tisa2mfV/kCjDINfKwAAAAAAyFb81g4AAACIMHCo0lcFSlJxoNGmTgAAAAAAwFAQBgIAAADqG3fpcPqsmjBwINM0FWxPhYFOT4U8/mk2dgQAAAAAAI6HMBAAAACQZBiG3L7U6sBYmDCwv1j4oOK9rVZdHGiUYRg2dgQAAAAAAI6HMBAAAAD4gNtbbd2O9bbKNE0bu8k+wY53Mmp/4GSbOgEAAAAAAENFGAgAAAB8wO2daN02kzElop02dpNdTNNUqGOjVbu91fL4qge5AgAAAAAAZAPCQAAAAOADbm9VRs2+gSm9wV1KxLqs2h9YYGM3AAAAAABgqAgDAQAAgA+kjwmVCAPTpa8KlPr2CwQAAAAAANmPMBAAAAD4gNNdLIfLb9XRMGGgJJlmIiMM9BRPk6soYGNHAAAAAABgqAgDAQAAgDTp+wayMrBPpGu7komwVRczIhQAAAAAgJxBGAgAAACkSR8VGo+0yDRNG7vJDsGOd9MqQ/6Kk2zrBQAAAAAADA9hIAAAAJDG7a2ybptmXIlop43d2C+ZjCl8uMmqvaV1crpLbOwIAAAAAAAMB2EgAAAAkCY9DJSkaOSQTZ1kh/DhrTKTUav2MyIUAAAAGLKmpi369re/qeuuu1rLlp2tj3zkPH3+85/Vb3/7a8Xj8Yxz33jjNZ1zzhm6++5/H/O+du1q1po1z4z546SLRCL68Y//P33ykx/T0qVn69Of/oR++9tfM43lAy+++N/6zGc+paVLz9Jlly3TG2+8NqaPt3nzRr3yyktj+hi5Kh+/N4SBAAAAQJr+YWAsXNj7BobSR4QaTvkr6u1rBgAAAPjA/ragnn5tt/7wwg49/dpu7W8L2t1ShmQyqQceuF+f+9wN+uMfV6u2tk5XXXWNli27UIcOHdT3v/9t/fVff0G9vZFx7+2997bqM5/5lN555+1xe8xEIqF/+qe/00MPPagZM2r1iU98Sk6nS9///rd13313j1sf2aqrq0v/9E9/r927d+nSSy/XZZddodramWP2eOvX/7duu+1m7dy5fcweI1fl6/fGZXcDAAAAQDZxuovlcPmVjIckSbFIq80d2ScZjyjc9b5V+8rmyuH02tgRAAAACt3mne1a9WKzNjd3DDjWUBvQirNmqqE2YENnmX7+85/oZz97QI2NJ+sb3/g3VVWl9iaPRqP61rf+n/7856f0zW/epf/7f/91XHvr7u5SLBYb18d89tmn9eKLL+jaa2/QX/3VlyRJt976v/SVr/xvPfbYL3XJJSs0e/acce0pm+zatVORSEQf+cgl+j//5x/G/PE6OzuUTCbH/HFyUb5+b1gZCAAAAPSTvjowFinclYGhw5slM2HVxZUn29gNAAAACt3zG/bp3x97+6hBoCRtbu7Qvz/6lv57w/5x7izTrl3N+tnPHlBFRUDf/e49GUGgJHk8Hn31q1/T5MlTtHbtM9q5c4dNnY6fJ574tZxOp2644WbrPpfLpVtv/V8yTVOrVv3exu7sF432bc1QXl5hcyfIV6wMBAAAAPpxe6vU29MsSYpHWmSapgzDsLmr8RdsT40INRweecsK95O6AAAAsNfm5g499FSTksfZXy5pmvrZU1s0odxr2wrBP/5xteLxuK6++hqVlpYe9RyXy6W/+Zu/1eHDnYMGQF/84v/UW2+9oaeeWpvxtfbv36dPfOIKLVlynv71X1N7DP7mN4/qqadWa9euZhmGoTlz5urjH/+Uli5dLkl68MH/1E9/+mNJ0uOPP6LHH39E99xzv0477QxJfXsc/uxnP9bbb7+lSCSiGTNq9bGPXaWPfvTqjN+JzjnnDF1yyQpNnz5Dv/rVzyVJN998qz75yesHPIdoNKpNmzZq7tz5KisryzjW0NAor9ert956fdDv6ZHn+7nPfV51dbP00EMPaufOnaqsrNTHP/5JfepTn9aGDW/p/vvv1datWxQIVOriiy/TZz5zi1yuVAximqZ+//vfauXKJ7Rz5055PB6dcsoi3XLLbZo3L3NLhFAopF//+ldat26N9u7do0QirurqSTr33PN1883/Uz6fL6O3m2++VfPn1+uhhx7Utm3b5Pf7tWTJebrtti+qouL4f8bpfyaXXLJCd975dUnSnj279ZOf/Eivvvqyenq6NXVqjS6++DJde+0NGc9NkjZseEuPPvpLbdy4QYcPH5bX61N9fYNuvPGz1p/xN7/5dT311CpJ0j33fE/33PM9Pf74Su3fv0+33/55feIT1+pLX/pKxtc9cs1Pf/pLzZ0733rON930OfX0dGvVqt+rqKhIX/nKP2jp0uXD+j7397d/+zdav/55/epXv9GMGTMzjj3zzJ/09a/fqS984XZdd92NkqS2tlb99KcP6IUXnlNnZ4cmTqzSBRcs10033SK/vzjj+s7OTv385w/q+ef/ora2NlVXT9IFFyzTDTfcLL/ff8zvzZQpUyVJzz77Z/3mN4/qvfe2yjAMzZ49Vx//+Ce1fPlF1mMc73tjF8JAAAAAoJ/0lYGmGVc82iF3UaWNHY2/RKxbvT07rdpf0SCHw21fQwAAAChoq9bvPG4QeETSNLVq/U7bwsCXXlovSVq8+MODnnf22UtG9XF/8Yuf6f7779W8efX66EevUjwe09q1z+if//nvFY3epYsvvkynnnq6DhzYr6eeWqWTTlqgM8/8sBV0vPjiC7rzzjvkcrl13nkXKBAI6OWXX9R3v/stNTU16e/+7s6Mx3v55Rf13HNrdckll6u9vU2NjUefJHLgwH4lEgnV1NQMOOZ0OlVdPUm7d+8a0nP8y1/W6KGHHtQFFyzXKaecpj//+Unde+9/6MCBA1q58r905pln6corP6E1a57WT3/6Y5WWlumaa661rv/GN76mP/3pSdXVzdLHPnaVwuGI1q59Wp///C36znf+Q6ef/iFJUjwe11//9Re0efNGLV78YS1e/D8UCoX0wgvP6Ve/elj79u3VN77x7YzeXnjheT300IM666xzdOqpZ+jVV1/SH/7wO+3bt0933/3DYz6nSy+9XFOmTM34M5k7d76kvnD2S1/6vHp7e3XuuRdo8uQp2rDhTf3nf96nt956U9/+9vfldDolSc8/v07/+I9/p4qKgJYsuUB+v187dmzTSy+t15tvvq4HHvi55s6dryVLzldPT7eef/4vWrz4w2psXKCSkqOH1sezcuUTkqSPfezj2rVrpxobFwzr+3w0F110idavf15r1jyjm276XMaxZ5/9swzDsMK3AwcO6AtfuEUtLYd09tlLVFtbp/fe26pf/erneu21l3XffQ9YoW1bW6tuu+1mHTiwX6eddobOO2+p3nuvSQ8//FNt2rRR//7v9wz6vbn33v/Qo4/+QhMmTNCFF14sSVq//nl9/et3auvWJn3hC7cP6XtjF8JAAAAAoJ/0MFDqGxVaaGFgsGOTpNSbLf5Ao33NAAAAIOd1h6J64vkd2t8aHPa1vbGEdh7oHtY1m5s79P9+9qo8buewrpsysVhXnTtLJb6RfxCupeWQJGn69Bkj/hoj8cgjD6umZpp+9KOfWSvGrrvuRn3qU1fqN795TBdffJm1Ouypp1apsfFk3XLLbZKkSCSib37z6/L7i/XjHz9kBYSf//z/1j//8z/oD394Queee54+/OFzrMdrb2/Tt771PZ1zzrmD9tXVdVjS/8/enYdFWbUPHP8OMAMMmKKAAoobKLlnpuICae5pmrv2qpiY5FL52tumrT99XzOt1NLSFHctl1xyV1BRFPcNEXBBFEUWARlhWOf3BzEyMmwGjtb9ua6ueJ7nnOfcz5mBS7jn3IciE042NrZotTfIzs4utNLtUZGREfz3v7Px8noZAE/P9vz73xPZsGEdkyd/wIABgwHo338Qgwa9xt69u/TJwICAfezevYOuXXswdeoX+rFGjPDB13ck06d/zm+/bUGpVHLgwH4uXbrIyJFv8tZb4/Xjjx8/iaFD+xMUdBCtVouV1cM91SMiLvPVVzP1q7+ys8czevRwTp06TkzMLVxcahp9pl69+lCjhlOh10Sn0zFjxudkZmaxcOFSPDye1/eZP/9bfv11DVu2bKJ//0EALFw4H1tbW/z9V1O1ajV929Wrl7Nw4XwCAvbh7t4QL6+HCa+2bT0ZPHh4sXNenKSkeyxduhp39wb6c2WZZ2M6dPDGxsaG/fv3GCQDNRoNISFHadGiJY6O1QGYM+d/xMfHMXPmtwbJ9fXr1zF37mz8/RcxfnzeHpULFswjNvYOkyZNNljBOmvWDLZu/Z0jRw7h7d3Z6NycO3eGdetW0aBBQ+bM+QE7O7s/nz+Jd9/1Y82aFbRr14EWLVoWOzemJHsGCiGEEEII8YhCycD0f96+gWlJD0uEmlmosapUz4TRCCGEEEKIZ93vQdc5cCaG8JvJZf6vrInAfNdjU8s81oEzMWw6dO0vPatGkxevWq3+S/cpq9xcHcnJSURH39Cfc3SszurVG/jxx8XF9j18+CDJyUkMHz5SnwgEMDMzw89vIgDbt28z6GNpaYmnZ/sS48rOzgZAqVQZva5S5Z3P3zevOE5OzvpEIEDTps0BsLa2pl+/AQbtqlatRmzsw/0j8/clfOedKQZJR2dnF/r1G0B8fBwnToQA0KCBBx99NI0hQwwTZWq1DQ0aNCQnJ0ef5Cx4n4JlIC0sLGjVqg1AqVc+FhQaepFr167Su/drBolAAF/ft1EqlezYkfea5ObmMm7cRKZN+9IgEQjwwgsvAnnJqfJWs2atQsmussyzMZaWlnh7d+b69Wtcu3ZVfz4o6ACZmZl069YTgISEBI4dC8bTs32hVbYDBgzG0bG6fn4yMzM5dCiQmjVdC5WyHTnyTUaMGE21avZFxpR/nwkT3tMnAgHs7Ozw85sEwPbtW0ucG1OSlYFCCCGEEEI8wlxpg5mFmtzsNCBvZeA/SVbGPTLTYvTH6iqNUSjkc4RCCCGEEEKUxnPPVSYxMYHU1FSDxEFF69u3P6tWLcPHZxgeHo1o27Yd7dp1wMOjUYl9w8Mv//n/MJYs+bnQdXNzc65ciTA45+hYXV+isjiWlpYAZGdnGb2emZmJQqEwWGVXlEdX1+WXgDQWi0ql0idmASIiwlCpLNm06bdC942OjgIgMjKcdu064OpaG1fX2mRkZBAaepGbN28QE3OL8PAwzpzJ298wNzfX4B61atUudF9bW1sAsrJKTnQ+Kjw8DICYmBijr4larebKlQh0Oh1mZmZ4e3cC8sqyXrt2lZiYW0RFXeP06ZNG4y0PBRPH+coyz0Xp1q0nO3ZsIyBgL/Xq1Qdg3749qFQqXn75lT/HuYxOpyMlJcXo/CiVSuLi7hIfH4dGoyE9PZ0mTQqXsq1Rw4lx4yYU+5yRkRGYmZnRrFmLQtfyzz36/WFsbkxJkoFCCCGEEEIYobRyIEOT94naf1oysOCqQAAbO9PubSCEEEIIIZ59r3esiwK4/RhlQpNSM4hLTi9zP8cq1thVsixTH2d7G173+mtVMZydXUhMTCAm5maxyUCNRoNWq8XevugVSWUxbtwEatasxZYtGwkLC+XSpYssXboIV9faTJnyUbH7tOUnzfbv31Nkm/v37xscW1qWnLwDqFTpuT/H0Bi9/uCBBmtrNWZmJX8AMT/596iiVh0WlJqaSk5ODv7+Ra+SzH/G3NxcVq70Z9261aSm5p2zs6tKkybNcHJyJirqOrpH9rBUqYouLVvK7S4N5L8mISHBhIQEF9kuPT0NtdqGq1ev8P333+iTlRYWFtSpUw8Pj0bcvBldKN7ykJ/oLags81yUli1b4eDgyP79e/D19SMlJZmTJ0Po0MGLSpXyys3mz09o6AVCQy8UO9aDB3nvPRsbmxKfyZi0tAeoVCqjpU1tbW2xsrJCq9UanDc2N6YkyUAhhBBCCCGMKJgMzNYmoNPl/iNWx+l0Oh4USAaaqyqjsjG+t4UQQgghhBClVUmtYkT3ho/V907iA6YuLrqsoDEK4L3BzalR9cmW6gRo08aTCxfOcfz4MZo0aVZku61bN7FgwTxGjRrD2LFvG22jUCgACiVyHk085Lft3bsvvXv3JSnpHidOHOfQoUAOHgzgww8ns2HDH1SpUsXoOPlJtrlzFxabNHwcNWo4oVQquXPndqFrOTk5xMXdpU6dit+WwNpajVqtZtOm7SW2XbduFYsXL+SFF17kjTdG4e7eQF9GcsqUd4iKul7R4WJtnffe/eijT+ndu2+xbdPSHjB58gQ0Gg0TJrzHSy+1oXbtOiiVSkJDL7J3764SxyvqvQbG32/FxV3aeS6KmZkZXbp0Z+3alURGRnDp0kVycnL0JULzxsl7z/r4+OLr61fs/SIj81btpaWlGb2enp5eZKIZ8lZharVaNBqNfrVnvoyMDDIyMqhc2fj31tPi7//XDCGEEEIIIR5DwX0DdbpssjOTTRjNk5OVfpdsbYL+2Mauif6XQiGEEEIIIUzBqZoNz9cuW7lNj9p2JkkEAnTt2gOlUsmmTb8VuRpOq9WydetmAF56qU2R98pfiZSebpjEiIm5ZXCckpLMkiU/s3PnH0DeKrZu3XowffrX9OrVB61WS0REXilQY/++r1/fHYDLly8Vunb/fgpz585h9+4dRcZZHAsLCxo1akJkZDhpaYYrQ8PCQtFqtUbLN5Y3Nzd34uPjSExMKHTtyJEgFi1aoE8a7d27C3Nzc2bOnEPbtu30iUCdTqcvdVkRK+0ejRfg8uWwQteys7OZP/87NmxYB8CpUye4dy+RAQMGM2zYv3Bzc9e/d27cuF4oXmPvgaLea1D4/VZS3KWd5+J0797rzz6HCAzch61tJTw9H5YWLe49C7Bkyc+sXLmMrKwsXF1ro1QqCQsLLdQuPj6Orl078vXXMwDjc+Pmlrf337lzZwpdO3/+LDqdjrp1Kz6h/VdIMlAIIYQQQggjCiYD4Z9TKvTREqFqKREqhBBCCCGeAr3b1cGslB9SM1Mo6N2uTsUGVAwXl5oMHjyc5ORkpkyZREKCYVJEo9Hw5ZfTuHUrmvbtO9KiRcsi7+XqWgeA4ODD+nMZGRmsXbvSoJ1abcP69etYtGgB9++nGFyLjY0FoEaNGkBecg4gK+vhHn5eXp2wsbFh9eoVREffMOi/YME81q9fy61bN0vz+Eb16PEqmZmZBnu7ZWdns3jxTwD06fP6Y9+7tHr27I1Op+O772YZPHtCQgJz5sxk1aplqNV5CWSVypKcnBySkw0/FLp8+RL9Csfs7OwKjbd58xdwcnJh+/YtXLx43uDaqlXL+PXX1fq9HlWqvJKU9+4lGrSLjY3Vl+ssGK+5eeH3gItLLczNzTl9+qTBSsDg4MP6RHJplGWei+Pm5k79+m7s27eHs2dP06nTK6hUD8vBOju70KJFS44dCyYwcJ9B3127tuPvv5iQkGCUSiWWlpZ4e3cmKuo627ZtNmi7YoU/AK1atQaMz02vXn0A+PnnH0hKStKfT0pKYsGCucDD5OXTSsqECiGEEEIIYYTS2tHgOCs9Hio/XlmjZ0VeidCHn5RUWjmgtHIspocQQgghhBBPxvO17RjVsyHLd4aTW8yKLDOFAp+eHmVeSVje3nprPElJ99ixYxuDB7+Gp2d7XFxqkZAQz/Hjx0hOTqJp0+ZMm/ZVsfd59dXX+O/1bUsAACAASURBVP339cydO5vQ0AtUrlyFw4cPYmNja1DWUKlU4us7ju+/n82IEUPw8uqElZUVZ8+eIizsEt2799InFh0c8v6NHxi4F7Xamh49elOvXn0+/PBTvvxyKm+++QZeXp2wt7fnzJm8/s8/34hhw0Y89nz06tWHHTu28uuva7h69QoNGz5PSMhRrlyJYNiwEdSv7/bY9y5LDIcPH+LAgQCuXh1CmzaeZGfnEBi4l5SUFPz8JuLikrdFQrduPQkNvcDbb4+hc+cuWFgoOX36JBERl7Gzq0pS0r1CSdfyZm5uzrRpX/L++5OYMGEsHTt64+xck/DwME6dOoGTkwvjxk0EoFmzFjg5ObN79w5SUpJxc2tAXNxdgoIOYmmpQqFQGMTr4JD34dfNmzdy//59Bg0air29Ax07enPgQABjx47E07MDt2/HcPjwQZo1a8H582dLFXdZ5rkkXbv24KefftB//agPPviE8ePH8umnH9G2bTvq1atPdPQNgoMP89xzlZky5SN924kT3+P8+bN8/fV0DhwIoF69+oSFhXL27Gk6dnyZV17pWuTctGjRkiFD3uDXX1fj4zOUdu28AAgODiIxMYE33hhVbFL/aSDJQCGEEEIIIYwwt1BjZqEmNzuvRMo/YWVg5oOb5GQ9/AVRLSVChRBCCCHEU6RjM2fsK1vzR3AUYTeSDK4pyCsN2rtdHZMnAiEvkfPJJ5/TpUt3Nm/eyJUrkRw9GoyFhQX167vh6+tHnz79MDc3L/Y+7u4N+OabuSxduoiAgH3Y2Njg5fUyfn6TGDSoj0HbgQOHYmdXlQ0b1hEQsIf0dC21arkyadJkBgwYom9Xo4YTY8e+zfr1a9m48Tdq165LvXr16dy5C46Ojqxc6c+xY8FotVqcnJzw8fFl2LB/lWo1V3HzMWfOfJYs+ZmAgH2cP38OFxcXJk/+gNdfH/jY9y0LhULB9Olfs2nTenbs2Mq2bZuxtLSibt16DBnyBl5eL+vb9u8/CNDx++8b2bZtM7a2lahVy5UvvpiBpaUlH3/8PkePHil2T8jy0Lx5CxYtWs7y5Us4deoEwcGHcXBwZODAoYwcOZqqVasBefvnfffdjyxcOI/z589x7twZqlevQffuPfHxGct//vMO586dIS0tDbVaTYsWLenffxC7d+9g06bfaNWqNfb2Dnz88WfY2zsQGLiPDRt+pV69+kyfPovbt2+VOhlYlnkuSbduPVm0aAH29g5Gk22urnVYsmQly5Yt4dixI5w6dYJq1ezp3r0XPj6+BklHe3sHFi9eztKlizhyJIiTJ0NwcHBk1KgxjBo1Rt+uqLmZNGkyDRt6sHHjb+zduxMLCwvc3Brw739/gLd351I/k6kodBVd2FaUm/j4VFOH8MxwcKgEyJwJIcqH/EwR4p/rbuRyMjR5JXKU1jVw8njrL9/zaf6Zcu/mDjQJJ/XHzo0mYWFp+j+kCCGMe5p/ngghnj3yM0U8a+4kPiD0+j3SM3OwVpnTuG5VnKrZmDos8Sf5mSJExcj/3iorWRkohBBCCCFEEZRWjvpkYLY2AZ0uF4Xi77nttk6XQ1ryw43XVWoXSQQKIYQQQoinllM1G0n+CSFEKf09/5IhhBBCCCFEOVBaOei/1umyyc5MLqb1s02bel1fEhXAxq6JCaMRQgghhBBCCCFEeZFkoBBCCCGEEEVQWtkbHP+d9w1MS7pY4EiB2q6xyWIRQgghhBBCCCFE+ZFkoBBCCCGEEEVQWjsaHGel/z2Tgbm5WaQlX9YfW1Wqg7nS1oQRCSGEEEIIIYQQorxIMlAIIYQQQogimFuoMbN4uA/J33VloDYlEl1upv5YbdfUhNEIIYQQQgghhBCiPEkyUAghhBBCiGIU3Dfw75oMfFCwRKjCHHVlD9MFI4QQQgghhBBCiHIlyUAhhBBCCCGKUTAZmK1NQKfLNWE05S83W0v6/Uj9sfVz7phZWJkwIiGEEEIIIYQQQpQnSQYKIYQQQghRjILJQJ0um+zMZBNGU/7SUi6DLkd/bGPXxITRCCGEEEIIIYQQorxJMlAIIYQQQohiKK0dDI6z0v9epULTCpQIVZipsKrsbsJohBBCCCGEEEIIUd4kGSiEEEIIIUQxCq4MBMjSxpkokvKXk6VBm3pdf2xd2QMzM6UJIxJCCCGEEEIIIUR5k2SgEEIIIYQQxTC3UGNmYaM/ztL+fVYGpiVfAnT6Y5uqUiJUCCGEEEIIIYT4u5FkoBBCCCGEECUouDowS5tgwkjK14N7F/Rfm1mosapU14TRCCGEEEIIIYQQoiJIMlAIIYQQQogSFEwGZmsT0OlyTRhN+cjOSCIzLUZ/rK7SCIXC3IQRCSGEEEIIIYQQoiJIMlAIIYQQQogSKK0fJgN1umyyM5JMGE35eJB00eBYbSclQoUQQgghhChv4eGXmTVrBsOHD+CVV9rTrZs3fn5vsnHjb2RnZxu0PX36JB06tGLu3DkVHld09A0CAvZV+DhFiYwMx9u7DYcOHTBZDE+bo0cPM2rUUDp3bserr77C6dMnK3S8sLBQjh8/VqFjPKv+jnMjyUAhhBBCCCFKUHBlIPw99g1MK5AMNFdWxtKmlgmjEUIIIYQQomzuPogj8OZhdl7fT+DNw9x9EGfqkAzk5ubyyy8/4es7gl27tlO7dl369x/MK690JS7uLt99N4v33htPRob2iccWGRnBqFFDuXDh3BMfGyAxMYFp0z4kJyfHJOM/je7fv8+nn37EzZvR9OrVh1dffY3atetU2HjBwYcZN240UVHXKmyMZ9XfdW4sTB2AEEIIIYQQTzvjyUAP0wRTDjLT7xokNNV2jVEoFCaMSAghhBBCiNIJv3eFXTcCiEi6UuhaAzs3etbpTAM7NxNEZmjFiqUsW/YLjRs3Zfr0r3FwcNRfy8zMZObM/2PPnp3MmPElX331vycaW2rqfbKysp7omPkiIyP45JP/cOdOTMmN/0Gio6PQarV069aT99//uMLHS05OIjf32d/+oiL8XedGVgYKIYQQQghRAnMLNWYWNvrjZ31lYNojJUJtpESoEEIIIYR4Bhy9fYIfzv1iNBEIEJF0hflnf+HonYotr1iS6OgbLFv2C1Wq2DF79jyDRCCASqXik08+p0YNJwID9xEVdd1EkT5ZCxbM4623RnHvXgLNmrUwdThPlczMTAAqV65i4kjE35WsDBRCCCGEEKIUlFYOZGgeAM92MlCn0xnsF2hhZY/SuroJIxJCCCGEEKJkEUlXWBO+kVxd8St2cnW5rLm8gWpWVUy2QnDXru1kZ2czYMBgKlWqZLSNhYUFkyd/QEpKcrEJoIkT3+Ls2dPs3BlocK87d24zaNBrdOzozf/+93CPwQ0b1rFz53aio2+gUChwc3Nn4MChdO7cBYAlS37G338xAOvXr2X9+rXMm/cTLVu2AvL2OFy2bDHnzp1Fq9Xi6lqbfv3607fvAINqIh06tKJnz97UquXKmjUrABg9eixDhrxR5LOsWbOCpk2b8+GH09i/fw/nz58taSoLPa+vrx9169Zj+fIlREVFUbVqVQYOHMLQof/i/Pmz/PTTD0REXMbOrio9erzKqFFjsLB4mAbR6XRs2bKRrVt/JyoqCpVKRfPmLRgzZhwNGhhWf0lLS+O339Zw4EAAMTG3yMnJxtGxOl5eLzN69FtYW1sbxDZ69FgaNvRg+fIlXL16FbVaTceO3owbN5EqVUp+jQu+Jj179mbq1C8AuHXrJkuXLuLEiRA0mlScnV3o0eNVhg0bYfBsAOfPn2XdutWEhp4nJSUFKytrPDyeZ+TIN/Wv8YwZX7Bz5x8AzJv3LfPmfcv69Vu5c+c277zjx6BBw3j33SkG983v4++/Gnf3hvpn9vHxRaNJ5Y8/tmBpacmUKR/TuXOXMs3zoz74YDLBwUGsWbMBV9c6Btf27dvNF19MZfz4dxg+fCSQV3bW3/8Xjhw5RHJyEvb2DnTq1AUfnzGo1TYG/ZOTk1mxYglBQQdJTEzE0bE6nTq9wogRo1Gr1UXOjZOTMwD79+9hw4Z1REZGoFAoqF/fnYEDh9ClS3f9GCXNjalIMlAIIYQQQohSyEsGRgGQpU1Ap8tFoXj2Cm1kPrhFTmaK/tjGromUCBVCCCGEEE+9nVEBJSYC8+XqctkVFWCyZOCxY8EAtG7tWWy79u07luu4q1Yt46effqBBAw/69u1PdnYWgYH7+Oyzj8jM/JIePV7lhRdeJDb2Djt3/kGjRk1o08ZTn+g4evQIU6f+BwsLJd7enbCzsyMk5CizZ88kPDycDz+cajBeSMhRDh0KpGfPPty7l0jjxk2Lje+bb77H07PDX3rGgwcDWL58CZ06daF585bs2bODH374ntjYWLZu3USbNu14/fVBBATsxd9/MZUqPcfgwcP0/adP/5zdu3dQt249+vXrT3q6lsDAvfj5jeGbb77nxRdfAiA7O5v33htPWFgorVt70rp1W9LS0jhy5BBr1qzk9u0Ypk+fZRDbkSNBLF++hHbtOvDCC604ceIY27Zt5vbt28ydu6DIZ+rVqw9OTs4Gr4m7e0MgLzn77rt+ZGRk4OXViRo1nDh//gw///wjZ8+eYdas7zA3NwcgKOgA06Z9SJUqdnTs2Am1Ws3161c5diyYM2dO8csvK3B3b0jHji+j0aQSFHSQ1q09ady4Cba2xpPWJdm69XcA+vUbSHR0FI0bNynTPBvTvXtPgoODCAjYh4+Pr8G1/fv3oFAo9Mm32NhYxo8fQ3x8HO3bd6R27bpERkawZs0KTp4M4ccff9EnbRMTExg3bjSxsXdo2bIV3t6diYwMZ+VKfy5dCmXOnHnFzs0PP3zPunWrqFatGl279gAgODiIL76YSkREOOPHv1OquTEVSQYKIYQQQghRCkrrAvsG6nLIzkhCaVXNdAE9pgePlAhVS4lQIYQQQgjxBGgyH7Dt+m7uPogrc9/MnExupN4qU5/wpCvMOjEPlbmqTP2q2zjSp153bJU2JTcuQnx83jPWquX62Pd4HGvXrsTFpSaLFi3TrxgbPnwkQ4e+zoYNv9Kjx6v61WE7d/5B48ZNGTNmHABarZYZM75ArbZh8eLl+gShn98kPvvsY7Zt+x0vL2+DZN69e4nMnPktHTp4lSq+v5oIhLw9B//739l4eb385z3b8+9/T2TDhnVMnvwBAwYMBqB//0EMGvQae/fu0icDAwL2sXv3Drp27cHUqV/o52jECB98fUcyffrn/PbbFpRKJQcO7OfSpYuMHPkmb701Xj/++PGTGDq0P0FBB9FqtVhZWemvRURc5quvZupXf2Vnj2f06OGcOnWcmJhbuLjUNPpMvXr1oUYNp0KviU6nY8aMz8nMzGLhwqV4eDyv7zN//rf8+usatmzZRP/+gwBYuHA+tra2+PuvpmrVh7+rrl69nIUL5xMQsA9394Z4eT1MeLVt68ngwcMf+/VISrrH0qWrcXdvoD9Xlnk2pkMHb2xsbNi/f49BMlCj0RAScpQWLVri6JhX3WbOnP8RHx/HzJnfGiTX169fx9y5s/H3X8T48e8CeWVqY2PvMGnSZIMVrLNmzWDr1t85cuQQ3t6djc7NuXNnWLduFQ0aNGTOnB+ws7P78/mTePddP9asWUG7dh1o0aJlsXNjSs/eR5mFEEIIIYQwAaWVg8Hxs1gqVKfLJS35kv5YpXZGaVnVhBEJIYQQQoh/im3Xd3M45hiRydfK/F9ZE4H5bqTeKvNYh2OOse3a7r/0rBpNKgBqtfov3aescnN1JCcnER19Q3/O0bE6q1dv4McfFxfb9/DhgyQnJzF8+Eh9IhDAzMwMP7+JAGzfvs2gj6WlJZ6e7cvxCUrm5OSsTwQCNG3aHABra2v69Rtg0K5q1WrExt7Rn/vjjy0AvPPOFIPyms7OLvTrN4D4+DhOnAgBoEEDDz76aBpDhhgmytRqGxo0aEhOTg7376cYXHN2djEoA2lhYUGrVm0AuHkzuszPGhp6kWvXrtK792sGiUAAX9+3USqV7NiR95rk5uYybtxEpk370iARCPDCCy8Cecmp8lazZq1Cya6yzLMxlpaWeHt35vr1a1y7dlV/PijoAJmZmXTr1hOAhIQEjh0LxtOzfaFVtgMGDMbRsbp+fjIzMzl0KJCaNV0LlbIdOfJNRowYTbVq9kXGlH+fCRPe0ycCAezs7PDzmwTA9u1bS5wbU5KVgUIIIYQQQpSC8WRg8XsdPG20qdfJzX6gP1bbFV/GRwghhBBCCFF2zz1XmcTEBFJTUw0SBxWtb9/+rFq1DB+fYXh4NKJt23a0a9cBD49GJfYND7/85//DWLLk50LXzc3NuXIlwuCco2N1fYnKJ+XR1XX5JSCNxaJSqfSJWYCIiDBUKks2bfqt0H2jo6MAiIwMp127Dri61sbVtTYZGRmEhl7k5s0bxMTcIjw8jDNnTgF5CbiCatWqXei+tra2AGRlZZbxSfNeC4CYmBijr4larebKlQh0Oh1mZmZ4e3cCIDb2DteuXSUm5hZRUdc4ffqk0XjLQ8HEcb6yzHNRunXryY4d2wgI2Eu9evUB2LdvDyqVipdffuXPcS6j0+lISUkxOj9KpZK4uLvEx8eh0WhIT0+nSZPCvwPXqOHEuHETin3OyMgIzMzMaNasRaFr+ece/f4wNjemJMlAIYQQQgghSsHcQo2ZhY0+mfYsrgxMMygRqsDGruQ/CgghhBBCCFEe+tTtjgIFsQ/ulrlvckYK8emJZe7nYF2NKpaVy9Snhk11etfrVuaxCnJ2diExMYGYmJvFJgM1Gg1arRZ7+6JXJJXFuHETqFmzFlu2bCQsLJRLly6ydOkiXF1rM2XKR8Xu05afNNu/f0+Rbe7fv29wbGlpVUTLipOf/HuUUllyOdjU1FRycnLw9y96lWT+M+bm5rJypT/r1q0mNTXvnJ1dVZo0aYaTkzNRUdfR6XQGfVUq42UvAR5pWir5r0lISDAhIcFFtktPT0OttuHq1St8//03+mSlhYUFderUw8OjETdvRheKtzxYWloWOleWeS5Ky5atcHBwZP/+Pfj6+pGSkszJkyF06OBFpUp5e/jlz09o6AVCQy8UO9aDBxoAbGwer/xvWtoDVCqV0dKmtra2WFlZodVqDc4bmxtTkmSgEEIIIYQQpaS0ciBD82wmA3Nzs0hLDtMfW9rWwVz5eJvECyGEEEIIUVa2KhuGNnz9sfrefRDHVyGzy9RHgYK3m79JdbVDyY3LWZs2nly4cI7jx4/RpEmzIttt3bqJBQvmMWrUGMaOfdtoG4VCAVAokfNo4iG/be/efenduy9JSfc4ceI4hw4FcvBgAB9+OJkNG/6gSpUqRsfJT7LNnbuw2KThs8zaWo1arWbTpu0ltl23bhWLFy/khRde5I03RuHu3kBfRnLKlHeIirpe0eFibZ1XZvajjz6ld+++xbZNS3vA5MkT0Gg0TJjwHi+91IbateugVCoJDb3I3r27ShyvqPcaGH+/FRd3aee5KGZmZnTp0p21a1cSGRnBpUsXycnJ0ZcIzRsn7z3r4+OLr69fsfeLjMxbtZeWlmb0enp6epGJZshbhanVatFoNPrVnvkyMjLIyMigcmXj31tPC9kzUAghhBBCiFJSWjvqv87SJqDTlX+ZlYqivX8FXe7D0jQ2VZuYMBohhBBCCCFKr7qNIw3s3MrUp4FdfZMkAgG6du2BUqlk06bf0Gg0RttotVq2bt0MwEsvtSnyXvkrkdLTDZMYMTGG+yimpCSzZMnP7Nz5B5C3iq1btx5Mn/41vXr1QavVEhGRVwo0P+lTUP367gBcvnyp0LX791OYO3cOu3fvKDLOZ4Gbmzvx8XEkJiYUunbkSBCLFi3QJ4327t2Fubk5M2fOoW3bdvpEoE6n05e6rIiVdo/GC3D5cliha9nZ2cyf/x0bNqwD4NSpE9y7l8iAAYMZNuxfuLm56987N25cLxSvsfdAUe81KPx+Kynu0s5zcbp37/Vnn0MEBu7D1rYSnp4PS4sW954FWLLkZ1auXEZWVhaurrVRKpWEhYUWahcfH0fXrh35+usZgPG5cXPL2/vv3Lkzha6dP38WnU5H3br1SnwmU5JkoBBCCCGEEKVksG+gLofsjCTTBVNGDwqWCFWYo678bO13KIQQQggh/tl61umMmaJ0f842U5jRo07nCo6oaC4uNRk8eDjJyclMmTKJhATDpIhGo+HLL6dx61Y07dt3pEWLlkXey9W1DgDBwYf15zIyMli7dqVBO7XahvXr17Fo0QLu308xuBYbGwtAjRo1gLzykQBZWVn6Nl5enbCxsWH16hVER98w6L9gwTzWr1/LrVs3S/P4T62ePXuj0+n47rtZBs+ekJDAnDkzWbVqGWp13mo8lcqSnJwckpOTDe6xfPkS7ty5DeQl5CpS8+Yv4OTkwvbtW7h48bzBtVWrlvHrr6v1ez2qVHklKe/dMyynGxsbqy/XWTBec/PC7wEXl1qYm5tz+vRJg5WAwcGH9Ynk0ijLPBfHzc2d+vXd2LdvD2fPnqZTp1dQqR6Wg3V2dqFFi5YcOxZMYOA+g767dm3H338xISHBKJVKLC0t8fbuTFTUdbZt22zQdsUKfwBatWoNGJ+bXr36APDzzz+QlPTw7wBJSUksWDAXeJi8fFpJmVAhhBBCCCFKSWlluJdHljYepVU1E0VTerk5WtJTHn7y0vo5N8wsii6BIoQQQgghxNOmgZ0bwxsOYE34RnKLqdBhpjBjuMfAMq8kLG9vvTWepKR77NixjcGDX8PTsz0uLrVISIjn+PFjJCcn0bRpc6ZN+6rY+7z66mv8/vt65s6dTWjoBSpXrsLhwwexsbE1KGuoVCrx9R3H99/PZsSIIXh5dcLKyoqzZ08RFnaJ7t176ROLDg55FU8CA/eiVlvTo0dv6tWrz4cffsqXX07lzTffwMurE/b29pw5k9f/+ecbMWzYiAqbryehV68+HD58iAMHArh6dQht2niSnZ1DYOBeUlJS8PObiItLTQC6detJaOgF3n57DJ07d8HCQsnp0yeJiLiMnV1VkpLuFUq6ljdzc3OmTfuS99+fxIQJY+nY0Rtn55qEh4dx6tQJnJxcGDduIgDNmrXAycmZ3bt3kJKSjJtbA+Li7hIUdBBLSxUKhcIgXgeHvA+6bt68kfv37zNo0FDs7R3o2NGbAwcCGDt2JJ6eHbh9O4bDhw/SrFkLzp8/W6q4yzLPJenatQc//fSD/utHffDBJ4wfP5ZPP/2Itm3bUa9efaKjbxAcfJjnnqvMlCkf6dtOnPge58+f5euvp3PgQAD16tUnLCyUs2dP07Hjy7zyStci56ZFi5YMGfIGv/66Gh+fobRr5wVAcHAQiYkJvPHGqGKT+k8DSQYKIYQQQghRSkorR4PjvH0Dn/4VdmnJ4aDL0R+r7aREqBBCCCGEePZ4Or9ENWs7dkUFEJ50xeCaAgUN7OrTo05nkycCIS+R88knn9OlS3c2b97IlSuRHD0ajIWFBfXru+Hr60efPv0wNzcv9j7u7g345pu5LF26iICAfdjY2ODl9TJ+fpMYNKiPQduBA4diZ1eVDRvWERCwh/R0LbVquTJp0mQGDBiib1ejhhNjx77N+vVr2bjxN2rXrku9evXp3LkLjo6OrFzpz7FjwWi1WpycnPDx8WXYsH+VajXX00yhUDB9+tds2rSeHTu2sm3bZiwtrahbtx5DhryBl9fL+rb9+w8CdPz++0a2bduMrW0latVy5YsvZmBpacnHH7/P0aNHit0Tsjw0b96CRYuWs3z5Ek6dOkFw8GEcHBwZOHAoI0eOpmrVvA+nWltb8913P7Jw4TzOnz/HuXNnqF69Bt2798THZyz/+c87nDt3hrS0NNRqNS1atKR//0Hs3r2DTZt+o1Wr1tjbO/Dxx59hb+9AYOA+Nmz4lXr16jN9+ixu375V6mRgWea5JN269WTRogXY2zsYTba5utZhyZKVLFu2hGPHjnDq1AmqVbOne/de+Pj4GiQd7e0dWLx4OUuXLuLIkSBOngzBwcGRUaPGMGrUGH27ouZm0qTJNGzowcaNv7F3704sLCxwc2vAv//9Ad7epluJXFoKXUUXthXlJj4+1dQhPDMcHCoBMmdCiPIhP1OEEAXduvAtudl5+36o7ZpgX6d/mfqb4mdK3JVVaFOvAaAwU+HSdApmZsonNr4QomLIv1GEEOVJfqaIZ83dB3GE3YtEm6PFytyK56u6U93GseSO4omQnylCVIz8762ykpWBQgghhBBClIHSyoEMTV4yMCs93sTRlCwnS4M29br+2LpyQ0kECiGEEEKIZ151G0dJ/gkhRCmVbsdVIYQQQgghBABKawf911kZCeiK2a/kaZCWfAl4WAzERkqECiGEEEIIIYQQ/yiSDBRCCCGEEKIMlFYPk4HocsjOSDJdMKXwIOmi/mszc2usnqtnwmiEEEIIIYQQQgjxpEkyUAghhBBCiDIwSAYCWdqnt1RodkYSmQ9u6Y/Vdo1QKMxNGJEQQgghhBBCCCGeNEkGCiGEEEIIUQaFk4FxJoqkZA+SQg2O1VIiVAghhBBCCCGE+MeRZKAQQgghhBBlYG5hjZmFrf44K/3pXRmYVqBEqLnyOSxtXE0YjRBCCCGEEEIIIUxBkoFCCCGEEEKUUcHVgVnaBBNGUrTM9DiDVYtqu8YoFAoTRiSEEEIIIYQQQghTkGSgEEIIIYQQZaS0LpAMzEhAp8s1YTTGFVwVCGAjJUKFEEIIIYQQQoh/JEkGCiGEEEIIUUaqgvsG6nLIzrhnumCM0Ol0PCiQDLSwtEdpXcOEEQkhhBBCCCGEEMJUJBkohBBCCCFEGRUsEwqQpX269g3MTIshJzNZf2wjJUKFEEIIIYQQQoh/LEkGCiGEEEIIUUZPezLwwSMlQtVSIlQIIYQQQgghhPjHkmSgEEIIIYQQZWRmYY25ha3+OCv96UkGVo0ScgAAIABJREFU6nS5pCWF6o9VameUVtVMGJEQQgghhBBCCCFMSZKBQgghhBBCPAal9cPVgU/TykBt6nVysx/oj2VVoBBCCCGEEEII8c9mYeoAhBBCCCGEeBYprRzRpl4HICsjEZ0uF4XC9J+1K7gqEEBt19hEkQghhBBCCCHCwy+zZctGzp49zd27sZibW1CvXn26du1B3779sbB4+Cf606dP8s47fgwaNIx3351SoXFFR9/gypVIOnfuUqHjFHTzZjT+/os5efI49++nULVqNdq168CYMX7Y2dk9sTieVkePHuann37g5s1orK2t+b//+5qWLVtV2HhhYaGkpqbSunXbChvjWfV3nBvT/7VCCCGEEEKIZ5DSyv7hgS6H7Ix7pgsmP4zcbNKSw/THlrZ1sFBWMmFEQgghhBBCVIzM2Dsk7dtL4h9bSdq3l8zYO6YOyUBubi6//PITvr4j2LVrO7Vr16V//8G88kpX4uLu8t13s3jvvfFkZGifeGyRkRGMGjWUCxfOPbExr1+/xtixI9m3bzeNGzdl0KBh1KxZi82bN/LWWz4kJyc/sVieRvfv3+fTTz/i5s1oevXqw6uvvkbt2nUqbLzg4MOMGzeaqKhrFTbGs+rvOjeyMlAIIYQQQojHoLRyMDjO0sYbJghNIP3+FXS5GfpjGykRKoQQQggh/mbSwi6RuH0b6ZfDDM7HA9Yez1Ot92uoPZ43TXAFrFixlGXLfqFx46ZMn/41Dg6O+muZmZnMnPl/7NmzkxkzvuSrr/73RGNLTb1PVlbWEx1z/vzv0Gg0zJgxC2/vzvrzy5b9wi+//MSyZYt5773/PNGYnibR0VFotVq6devJ++9/XOHjJScnkZubW+HjPIv+rnMjKwOFEEIIIYR4DEorR4Pjp2HfwAdJFx4eKMxQVzH9H0GEEEIIIYQoLymHg7j13exCicB86ZfDuPXtN6QcCXrCkRmKjr7BsmW/UKWKHbNnzzNIBAKoVCo++eRzatRwIjBwH1FR100U6ZORlvaAU6eO07Dh8waJQIB//csHlcqSY8eCTRTd0yEzMxOAypWrmDgS8XclKwOFEEIIIYR4DGYWVpgrK5GTlQpAVrppk4G5ORloUyL1x9bPuWFmYW3CiIQQQgghhCg/aZfDuLvCH0pasZOby93l/iir2ZtsheCuXdvJzs5mwIDBVKpkvGy/hYUFkyd/QEpKcrEJoIkT3+Ls2dPs3BlocK87d24zaNBrdOzozf/+N0d/fsOGdezcuZ3o6BsoFArc3NwZOHCofm/AJUt+xt9/MQDr169l/fq1zJv3k35vuvDwyyxbtphz586i1Wpxda1Nv3796dt3AAqFQj9Ohw6t6NmzN7VqubJmzQoARo8ey5AhbxR6htxcHW+/PYmqVQtXUjE3N8fc3Jz09LQi56Dg8/r6+lG3bj2WL19CVFQUVatWZeDAIQwd+i/Onz/LTz/9QETEZezsqtKjx6uMGjXGYF9GnU7Hli0b2br1d6KiolCpVDRv3oIxY8bRoIGHwZhpaWn89tsaDhwIICbmFjk52Tg6VsfL62VGj34La2trg9hGjx5Lw4YeLF++hKtXr6JWq+nY0Ztx4yZSpUrJr3HB16Rnz95MnfoFALdu3WTp0kWcOBGCRpOKs7MLPXq8yrBhIwyeDeD8+bOsW7ea0NDzpKSkYGVljYfH84wc+ab+NZ4x4wt27vwDgHnzvmXevG9Zv34rd+7cLnLPyvw+/v6rcXdvqH9mHx9fNJpU/vhjC5aWlkyZ8jGdO3cp0zw/6oMPJhMcHMSaNRtwda1jcG3fvt188cVUxo9/h+HDRwKQmJiAv/8vHDlyiOTkJOztHejUqQs+PmNQq20M+icnJ7NixRKCgg6SmJiIo2N1OnV6hREjRqNWq4ucGycnZwD279/Dhg3riIyMQKFQUL++OwMHDqFLl+76MUqaG1ORZKAQQgghhBCPSWll/zAZaOKVgWnJl9HpsvXHaikRKoQQQggh/kYS/9haciIwX24u97ZvM1kyMH+VW+vWnsW2a9++Y7mOu2rVMn766QcaNPCgb9/+ZGdnERi4j88++4jMzC/p0eNVXnjhRWJj77Bz5x80atSENm089YmOo0ePMHXqf7CwUOLt3Qk7OztCQo4ye/ZMwsPD+fDDqQbjhYQc5dChQHr27MO9e4k0btzUaFy2trYMHfovo9dOnAghPT2NRo1K9/vLwYMBLF++hE6dutC8eUv27NnBDz98T2xsLFu3bqJNm3a8/vogAgL24u+/mEqVnmPw4GH6/tOnf87u3TuoW7ce/fr1Jz1dS2DgXvz8xvDNN9/z4osvAZCdnc17740nLCyU1q09ad26LWlpaRw5cog1a1Zy+3YM06fPMojtyJEgli9fQrt2HXjhhVacOHGMbds2c/v2bebOXVDkM/Xq1QcnJ2eD18TdvSGQl5x9910/MjIy8PLqRI0aTpw/f4aff/6Rs2fPMGvWd5ibmwMQFHSAadM+pEoVOzp27IRareb69ascOxbMmTOn+OWXFbi7N6Rjx5fRaFIJCjpI69aeNG7cBFvbx9trfuvW3wHo128g0dFRNG7cpEzzbEz37j0JDg4iIGAfPj6+Btf279+DQqHQJ99iY2MZP34M8fFxtG/fkdq16xIZGcGaNSs4eTKEH3/8RZ+0TUxMYNy40cTG3qFly1Z4e3cmMjKclSv9uXQplDlz5hU7Nz/88D3r1q2iWrVqdO3aA4Dg4CC++GIqERHhjB//TqnmxlQkGSiEEEIIIcRjUlo5ok3NK+mTlZGATpeLQmGaSvxpSRf1XyvMlFg/18AkcQghhBBCCGFMTmoqCZs3kXnndpn75mZmkBEVVaY+aWGXuDH9S8xUqjL1Uzk5Y//6AMxtbcvUr6D4+DgAatVyfex7PI61a1fi4lKTRYuW6VeMDR8+kqFDX2fDhl/p0eNV/eqwnTv/oHHjpowZMw4ArVbLjBlfoFbbsHjxcn2C0M9vEp999jHbtv2Ol5c3np4d9OPdu5fIzJnf0qGD12PFq9VqmT//WwBee+31UvWJjIzgv/+djZfXywB4erbn3/+eyIYN65g8+QMGDBgMQP/+gxg06DX27t2lTwYGBOxj9+4ddO3ag6lTv9DP0YgRPvj6jmT69M/57bctKJVKDhzYz6VLFxk58k3eemu8fvzx4ycxdGh/goIOotVqsbKy0l+LiLjMV1/N1K/+ys4ez+jRwzl16jgxMbdwcalp9Jl69epDjRpOhV4TnU7HjBmfk5mZxcKFS/EokNyeP/9bfv11DVu2bKJ//0EALFw4H1tbW/z9V1O1ajV929Wrl7Nw4XwCAvbh7t4QL6+HCa+2bT0ZPHh4qebemKSkeyxduhp394e/f5Zlno3p0MEbGxsb9u/fY5AM1Gg0hIQcpUWLljg6Vgdgzpz/ER8fx8yZ3xok19evX8fcubPx91/E+PHvArBgwTxiY+8wadJkgxWss2bNYOvW3zly5BDe3p2Nzs25c2dYt24VDRo0ZM6cH7Czs/vz+ZN4910/1qxZQbt2HWjRomWxc2NKsmegEEIIIYQQj0lp5fDwQJdLdsY9k8SRk/UAbeo1/bF15YaYmZftjx5CCCGEEEJUpITNm0g5GEh6RHiZ/ytrIjBfRtT1Mo+VcjCQhN83/qVn1Wjyqoeo1eq/dJ+yys3VkZycRHT0Df05R8fqrF69gR9/XFxs38OHD5KcnMTw4SP1iUAAMzMz/PwmArB9+zaDPpaWlnh6tn+sWLOysvj00w+5fv0aHTp48corXUvVz8nJWZ8IBGjatDkA1tbW9Os3wKBd1arViI29oz/3xx9bAHjnnSkG5TWdnV3o128A8fFxnDgRAkCDBh589NE0hgwxTJSp1TY0aNCQnJwc7t9PMbjm7OxiUAbSwsKCVq3aAHDzZnSpnq+g0NCLXLt2ld69XzNIBAL4+r6NUqlkx4681yQ3N5dx4yYybdqXBolAgBdeeBHIS06Vt5o1axVKdpVlno2xtLTE27sz169f49q1q/rzQUEHyMzMpFu3ngAkJCRw7Fgwnp7tC62yHTBgMI6O1fXzk5mZyaFDgdSs6VqolO3IkW8yYsRoqlUrXMY2X/59Jkx4T58IBLCzs8PPbxIA27dvLXFuTElWBgohhBBCCPGYDJKB5JUKVVoV/QtERUlLvgTo9Mc2UiJUCCGEEEIIk3nuucokJiaQmppqkDioaH379mfVqmX4+AzDw6MRbdu2o127Dnh4NCqxb3j45T//H8aSJT8Xum5ubs6VKxEG5xwdq+tLVJZFeno6U6d+wPHjR3n++UZ89tn/lbrvo6vr8ktAGotFpVLpE7MAERFhqFSWbNr0W6H7RkdHARAZGU67dh1wda2Nq2ttMjIyCA29yM2bN4iJuUV4eBhnzpwC8hJwBdWqVbvQfW3/XGGalZVZ6mfMFx4eBkBMTIzR10StVnPlSgQ6nQ4zMzO8vTsBEBt7h2vXrhITc4uoqGucPn3SaLzloWDiOF9Z5rko3br1ZMeObQQE7KVevfoA7Nu3B5VKxcsvv/LnOJfR6XSkpKQYnR+lUklc3F3i4+PQaDSkp6fTpEnhUrY1ajgxbtyEYp8zMjICMzMzmjVrUeha/rlHvz+MzY0pSTJQCCGEEEKIx1QoGZgeB1We/L4kBUuEmplbY1Wp/hOPQQghhBBCiOLY9+sPCgWZt2PK3Dc7KYmsP0tvloXSwRGLMibjVM4uebH+Bc7OLiQmJhATc7PYZKBGo0Gr1WJvXz4fKBw3bgI1a9Ziy5aNhIWFcunSRZYuXYSra22mTPmo2H3a8pNm+/fvKbLN/fv3DY4tLa2KaFm0pKQkPvjgXcLCLtG4cVNmz56HWm1T6v75yb9HKZUlV0ZJTU0lJycHf/+iV0nmP2Nubi4rV/qzbt1qUlPzztnZVaVJk2Y4OTkTFXUdnU5n0FelMl72EuCRpqWS/5qEhAQTEhJcZLv09DTUahuuXr3C999/o09WWlhYUKdOPTw8GnHzZnSheMuDpaVloXNlmeeitGzZCgcHR/bv34Ovrx8pKcmcPBlChw5eVKqUt4df/vyEhl4gNPRCsWM9eKABwMam9O+1gtLSHqBSqYyWNrW1tcXKygqtVmtw3tjcmJIkA4UQQgghhHhMZhZWmCsrkZOV90tIljbhiceQnZlMxoOb+mN1lUYozMr+6VwhhBBCCCEqknmlSlT/18jH6psZe4eoaR+XrZNCgcu7/0ZVo8ZjjflXtGnjyYUL5zh+/BhNmjQrst3WrZtYsGAeo0aNYezYt422USgUAIUSOY8mHvLb9u7dl969+5KUdI8TJ45z6FAgBw8G8OGHk9mw4Q+qVKlidJz8JNvcuQuLTRr+FbGxd3jvvQncuhVN69ZtmTHjmyKTexXB2lqNWq1m06btJbZdt24Vixcv5IUXXuSNN0bh7t5AX0ZyypR3iIq6XtHhYm2dV2b2o48+pXfvvsW2TUt7wOTJE9BoNEyY8B4vvdSG2rXroFQqCQ29yN69u0ocr6j3Ghh/vxUXd2nnuShmZmZ06dKdtWtXEhkZwaVLF8nJydGXCM0bJ++94+Pji6+vX7H3i4zMW7WXlpZm9Hp6enqx70W1Wo1Wq0Wj0ehXe+bLyMggIyODypWNf289LWTPQCGEEEIIIf6CgqsDs7TxT3z8tKRQg2O1XeMnHoMQQgghhBAVSVXDCWuPslXgUHs8b5JEIEDXrj1QKpVs2vQbGo3GaButVsvWrZsBeOmlNkXeK38lUnq6YRIjJuaWwXFKSjJLlvzMzp1/AHmr2Lp168H06V/Tq1cftFotERF5pUDzkz4F1a/vDsDly5cKXbt/P4W5c+ewe/eOIuMsSXJysj4R+MorXZk16/snmggEcHNzJz4+jsTEwh/iPHIkiEWLFuiTRnv37sLc3JyZM+fQtm07fSJQp9PpS11WxEq7R+MFuHw5rNC17Oxs5s//jg0b1gFw6tQJ7t1LZMCAwQwb9i/c3Nz1750bN64XitfYe6Co9xoUfr+VFHdp57k43bv3+rPPIQID92FrWwlPz4elRYt7zwIsWfIzK1cuIysrC1fX2iiVSsLCQgu1i4+Po2vXjnz99QzA+Ny4ueXt/Xfu3JlC186fP4tOp6Nu3XolPpMpSTJQCCGEEEKIv8AgGZiRgE6X80THf3DvYYlQc2UlLG0L71MhhBBCCCHEs65a79fArJR/zjYzo+qrfSo2oGK4uNRk8ODhJCcnM2XKJBISDJMiGo2GL7+cxq1b0bRv35EWLVoWeS9X1zoABAcf1p/LyMhg7dqVBu3UahvWr1/HokULuH8/xeBabGwsADX+TI5aWOQVDMzKytK38fLqhI2NDatXryA6+oZB/wUL5rF+/Vpu3brJ45o1awa3bkXj7d2Jzz+foY/hSerZszc6nY7vvptl8OwJCQnMmTOTVauWoVbnrcZTqSzJyckhOTnZ4B7Lly/hzp3bQF5CriI1b/4CTk4ubN++hYsXzxtcW7VqGb/+ulq/16NKlVeS8t69RIN2sbGx+nKdBeM1Ny/8HnBxqYW5uTmnT580WAkYHHxYn0gujbLMc3Hc3NypX9+Nffv2cPbsaTp1egWV6mE5WGdnF1q0aMmxY8EEBu4z6Ltr13b8/RcTEhKMUqnE0tISb+/OREVdZ9u2zQZtV6zwB6BVq9aA8bnp1Svv58nPP/9AUlKS/nxSUhILFswFHiYvn1ZSJlQIIYQQQoi/wGDfQF0u2Rn3Cu0lWFEy0+PI0t7VH6vtGhv9FKMQQgghhBDPOrXH81QfOZq7K/whN7fohmZmVB81GnUZVxKWt7feGk9S0j127NjG4MGv4enZHheXWiQkxHP8+DGSk5No2rQ506Z9Vex9Xn31NX7/fT1z584mNPQClStX4fDhg9jY2BqsrFMqlfj6juP772czYsQQvLw6YWVlxdmzpwgLu0T37r30iUUHB0cAAgP3olZb06NHb+rVq8+HH37Kl19O5c0338DLqxP29vacOZPX//nnGzFs2IjHmovw8MscOhSIQqGgRg0no3vJqVSWjBjh81j3L61evfpw+PAhDhwI4OrVIbRp40l2dg6BgXtJSUnBz28iLi41AejWrSehoRd4++0xdO7cBQsLJadPnyQi4jJ2dlVJSrpXKOla3szNzZk27Uvef38SEyaMpWNHb5ydaxIeHsapUydwcnJh3LiJADRr1gInJ2d2795BSkoybm4NiIu7S1DQQSwtVSgUCoN4HRzyfmfdvHkj9+/fZ9CgodjbO9CxozcHDgQwduxIPD07cPt2DIcPH6RZsxacP3+2VHGXZZ5L0rVrD3766Qf914/64INPGD9+LJ/+P3v3HVd19fhx/MW4jAsOEEgckDhLMzK/bnHPsvy6zXKkpplWZtv2V3/ftKz0a1aae5YjR2oqiaXinokDNREXCcgULvP+/iCvXtkG4ng/Hw8f8rmfcz7nfM693Afwvuec99+mUaMm+PlVJTz8LMHB2yhdugxjxrxtKTty5KscPnyQCRPGsWXLZvz8qnLsWAgHD+6nefOWtGnTLtex8fevR+/e/fjhh4UMHNiHJk0CAAgO3kp0dBT9+g3IM9S/EygMFBERERH5B24O/tJMUbctDEyKOWJ17OL2yG1pV0RERESkJJRp1hyDhwdX1q4h6dhNSwPa2GCs9RDuT3Qp8SAQsoKcd9/9kLZtO7By5XJOnTrJjh3B2NvbU7VqNYYMGU6XLl2xs8t7v+/q1Wvw2WeTmTVrOps3B+Li4kJAQEuGDx9Fz57Wsx979OiDm5s7y5YtYfPmjSQnm6hc2YdRo0bTvXtvS7ny5b0ZOvRFli5dzPLlP+LrWwU/v6q0bt0WLy8v5s+fzc6dwZhMJry9vRk4cAh9+z5boNlcOTl0aD+QtUzlDz8syrGMq6trsYeBNjY2jBs3gRUrlrJu3WrWrFmJo6MTVar40bt3PwICWlrKduvWEzDz00/LWbNmJa6upahc2YePPhqPo6Mj77zzOjt2bM9zT8ii8Oij/kyfPpe5c2eyb98egoO34enpRY8efejffxDu7uWArP3zvvzya775ZgqHDx/i0KEDPPBAeTp06MTAgUN5442XOXToAElJSRiNRvz969GtW082bFjHihU/Ur9+Azw8PHnnnQ/w8PAkKCiQZct+wM+vKuPGTeTixfMFDgMLM875ad++E9OnT8PDwzPHsM3H50FmzpzPnDkz2blzO/v27aFcOQ86dOjMwIFDrEJHDw9PZsyYy6xZ09m+fSt79+7C09OLAQMGM2DAYEu53MZm1KjR1KxZi+XLf2TTpvXY29tTrVoNXnvtTVq0aF3geyopNubiXtj2DrJgwQL+85//sGfPHkqXLl3gegcOHGDy5MmEhIRgY2NDo0aNeOONN6hcuXK2sqdOneKLL77gwIEDpKam4u/vz2uvvUbt2v9875bIyIR/fI37hadnKUBjJiJFQ+8pIpKXzHQT5/+YaDkuU74FZbxb5Fq+qN5TzGYzl45OJT01a4kSe8dyeD80QjMDRe4j+hlFRIqS3lPkbpMacYmrIUfITE7G1tkZl9p1cCjvXdLdkr/pPUWkeFz73iqs+2Zm4N69e/nss88KXW/Pnj0MGjSIMmXK8O9//5uEhAR+/vlndu3axfLly6lU6XqyfPr0afr27UtmZiZdunTBxsaG1atX07dvXxYsWEDdusX7KQERERERuf1s7Z2wM5QiIy3rl9w0U+RtaTc16YIlCARwcaujIFBERERE7hsO5b0V/omIFNB9EQauXbuWsWPHWm16WRBms5n3338fZ2dnli9fbtlg9amnnmLQoEFMnDiRKVOmWMqPHz+epKQkli1bxkMPZU1F79u3L7169eLjjz9m+fLlRXdTIiIiInLHMDh53vYwMCkmxOrY6FbntrQrIiIiIiIiIncX25LuQHG6cuUKI0eO5LXXXsPd3R1fX99C1Q8ODubMmTP06NHDEgQCNG7cmKZNmxIYGEhMTNanscPCwti+fTtt2rSxBIEANWrU4KmnnuLIkSMcO3asaG5MRERERO4oN+4RmJYSjdmcUaztmc2ZXL0hDHRw9sbgVK5Y2xQRERERERGRu9M9HQaePHmSwMBAunXrxsqVK3nggQcKVX/Pnj0ANGzYMNu5hg0bkpGRwb59+wpUFmD37t2Fal9ERERE7g43hoGYM0lPuVKs7aUkhpGZnmg5NrprVqCIiIiIiIiI5OyeXibUx8eHVatWUbNmzVuqf+7cOQAqV66c7VzFihWBrBmBhS0rIiIiIvcWg7On1XFacqR1QFjErl45YnVsLFu72NoSERERERERkbvbPR0Gent74+1965vIxsbGAlC6dOls51xdXQFISEjIt2ypUqWsyt4qT89S/6j+/UhjJiJFSe8pIpKb9LJV+Cv0+rHBLi7f94xbfU/JzEznwh/HLceublXx/vvDZyJyf9LPKCJSlPSeIiJFSe8pIneGuy4MbN26NRcuXMizTL9+/fjggw/+cVtpaWkAODg4ZDt37bHU1NRClxURERGRe4u9wRmDYxnSUuIAMCVeLra24qOOk5Fushy7e/sXW1siIiIiIiIicve768LAtm3bcuVK3nuw1K1bt0jacnJyAq4HfTe6Fuw5OzsXuuytioz8ZzML7yfXPnGiMRORoqD3FBEpCDuHcpYwMDHuYq7vGf/0PSUqbM/1AxtbMuyq6P1J5D6ln1FEpCjpPUVEipLeU0SKx63Otr3rwsB33333trV1bcnPhIQEPDw8rM4lJiYC15cAvbHsza49dq2siIiIiNx7DE6emBL+BCAtJRqzOQMbG7sibSMzI4XkuOvrkTqVqoqdvbFI2xARERERERGRe4ttSXfgTvbggw8CcP78+Wznrj1WpUoVq/8LUlZERERE7j0GJ8/rB+ZM0k15r2ZxK5LjTmA2p1uOXdweKfI2REREREREROTeojAwD48//jgAe/bsyXZu9+7d2NraWpYkza8sgL+/9nMRERERuVcZnD2tjtNMkUXextWYI5avbWwNOJepUeRtiIiIiIiIiMi9RWFgHho0aECFChX44YcfrGb87dixg+3bt9OuXTvc3d0BqFy5MvXq1WPDhg388ccflrKhoaGsXr2aOnXqULt27dt+DyIiIiJye1jNDKTow8CMtKuY4k9bjp3L1MTWzqFI2xARERERERGRe89dt2dgcTl27BiBgYE89NBDtG3bFgA7Ozs+/PBDRowYQffu3enSpQtJSUmsWbMGNzc33njjDatrjB07lmeffZb+/fvTpUsX7OzsWL16NWazmQ8//LAkbktEREREbhNbOyfsDKXJSIsHij4MTIo9Bpgtx0Y3fdBMRERERERERPKnmYF/O3bsGFOnTiUwMNDq8ZYtW/L9999TtWpVli1bxpYtW2jVqhWLFy+mcuXKVmXr1KnDwoULqVevHmvWrGHt2rX4+/uzYMECy3KiIiIiInLvMjh5WL4u8jAw5vrqE7Z2TjiXqlak1xcRERERkaJ34sRxJk4czzPPdKdNm6a0b9+C4cOfZ/nyH0lPT7cqu3//Xpo1q8/kyZOKvV/h4WfZvDkw/4JFKCIignHjPqRbtydo06Ypzz//LGvWrMRsNudf+T6wY8c2BgzoQ+vWTXjiiTbs37+3WNs7diyE3bt3Fmsbd6t7cWzuq5mB8+fPz/Vct27d6NatW47nmjRpQpMmTQrURu3atZk5c+Yt9U9ERERE7m4GJ09MCX8CkGaKxmzOwMbG7h9fNz01jpSr5yzHzmUfxsb2n19XRERERORuFROdxLkzV0hLScfgaE/lKu64lTOWdLcsMjMzmTVrOnPnzsRgMNCwYROaNg0gMTGBXbt28OWXEwkKCmTSpCk4Ojrd1r6dPBnKCy8MoGvXHrRu3fa2tHn58l+88MIA4uJiadmyDZ6eXuzevYMJE8YRGnqCMWPeui39uFPFx8fz/vtvk5mZSefmXiw4AAAgAElEQVTOXTAajfj6Plhs7QUHb+Ptt19j5MhXadCgUbG1cze6V8fmvgoDRURERESKk8HZ64ajTNJNVzA4e+ZavqCSYo5YHbu41fnH1xQRERERuRudD4th/46zXDgbm+1cRd+yPN7El4q+biXQM2vz5s1izpzvqV37EcaNm4Cn5/XfFVJTU/n00/+wceN6xo//mE8++e9t7VtCQjxpaWm3tc1p06Zw5Uo0n346iWbNWgCQnj6Sl18ezk8/LeXf/+6On9/9u/pJeHgYJpOJ9u078frr7xR7e7GxMWRmZhZ7O3eje3VstEyoiIiIiEgRMThZB39FtVTo1ZgQy9d2hlI4uvoUyXVFRERERO4mxw9f4ucfDuUYBAJcOBvLmiWHOH740m3umbXw8LPMmfM9Zcu68fnnU6yCQAAHBwfeffdDypf3JigokLCwMyXU09vDbDYTFRVJrVoPW4JAAHt7e1q1ypqZGBJyJLfq94XU1FQAypQpW8I9kXuVZgaKiIiIiBSRG/cMBEg1XcbIw//ommmmSNKSIyzHxrK1sbHRZ/pERERE5P5y4WwMW9afIL/t5cxm2LL+BKXKOJXYDMFffllLeno63bv3olSpUjmWsbe3Z/ToN4mLi80zABo58gUOHtzP+vVBVte6dOkiPXs+RfPmLfjvf6/vMbhs2RLWr19LePhZbGxsqFatOj169LEsBzpz5nfMnj0DgKVLF7N06WKmTPmWevXqA1l7HM6ZM4NDhw5iMpnw8fGla9duPP10d2xsbCztNGtWn06dnqRyZR8WLZoHwKBBQ+ndu1+2e7CxsWHq1Ok53t/Zs2EAuLm55zoGN97vkCHDqVLFj7lzZxIWFoa7uzs9evSmT59nOXz4IN9+O5XQ0OO4ubnTseMTDBgwGHv76zGI2Wxm1arlrF79E2FhYTg4OPDoo/4MHjyMGjVqWbWZlJTEjz8uYsuWzVy4cJ6MjHS8vB4gIKAlgwa9gLOzs1XfBg0aSs2atZg7dyanT5/GaDTSvHkLhg0bSdmy+T/HNz4nnTo9ydixHwFw/vw5Zs2azp49u0hMTKBChYp07PgEffs+Z3VvAIcPH2TJkoWEhBwmLi4OJydnatV6iP79n7c8x+PHf8T69T8DMGXKF0yZ8gVLl67m0qWLvPzycHr27Msrr4yxuu61OrNnL6R69ZqWex44cAiJiQn8/PMqHB0dGTPmHVq3bluocb7Zm2+OJjh4K4sWLcPH50Grc4GBG/joo7GMGPEyzzzTH4Do6Chmz/6e7dt/JzY2Bg8PT1q1asvAgYMxGl2s6sfGxjJv3ky2bv2N6OhovLweoFWrNjz33CCMRmOuY+PtXQGAX3/dyLJlSzh5MhQbGxuqVq1Ojx69adu2g6WN/MampCgMFBEREREpIrZ2TtgZSpORFg9AuinqH1/z6s1LhLpriVARERERuf/sCz6bbxB4jdmcVb6kwsCdO4MBaNCgcZ7lmjZtXqTtLlgwh2+/nUqNGrV4+ulupKenERQUyAcfvE1q6sd07PgEjz32OBERl1i//mcefrgODRs2tgQdO3ZsZ+zYN7C3N9CiRSvc3NzYtWsHn3/+KSdOnOCtt8Zatbdr1w5+/z2ITp26cOVKNLVrP1KgfmZmZhIVFcm6dWtYvXoFNWrUpFGjJgWq+9tvm5k7dyatWrXl0UfrsXHjOqZO/YqIiAhWr15Bw4ZN+Pe/e7J58yZmz55BqVKl6dWrr6X+uHEfsmHDOqpU8aNr124kJ5sICtrE8OGD+eyzr3j88X8BkJ6ezquvjuDYsRAaNGhMgwaNSEpKYvv231m0aD4XL15g3LiJVn3bvn0rc+fOpEmTZjz2WH327NnJmjUruXjxIpMnT8v1njp37oK3dwWr56R69ZpAVjj7yivDSUlJISCgFeXLe3P48AG+++5rDh48wMSJX2Jnl7Wf/NatW3jvvbcoW9aN5s1bYTQaOXPmNDt3BnPgwD6+/34e1avXpHnzliQmJrB16280aNCY2rXr4Oqac2idn9WrfwKga9cehIeHUbt2nUKNc046dOhEcPBWNm8OZODAIVbnfv11IzY2NpbwLSIighEjBhMZeZmmTZvj61uFkydDWbRoHnv37uLrr7+3hLbR0VEMGzaIiIhL1KtXnxYtWnPy5Anmz5/N0aMhTJo0Jc+xmTr1K5YsWUC5cuVo164jAMHBW/noo7GEhp5gxIiXCzQ2JUVhoIiIiIhIETI4eVrCwH+6TKjZbCbpyvUw0N7RHYOz9z+6poiIiIhISUhOSmX31jBio64Wum5aWgaREYmFqnPhbCzL5+zF3mBXqHplPVxoGFAFJ2dDoerdKDLyMgCVK9/e5f0XL55PxYqVmD59jmXG2DPP9KdPn3+zbNkPdOz4hGV22Pr1P1O79iMMHjwMAJPJxPjxH2E0ujBjxlxLQDh8+Cg++OAd1qz5iYCAFjRu3MzSXtYegF/QrFlAofo5fvyHbNiwHgAfH18+/3xKthluuTl5MpT/+7/PCQhoCUDjxk157bWRLFu2hNGj36R7914AdOvWk549n2LTpl8sYeDmzYFs2LCOdu06MnbsR5Y2n3tuIEOG9GfcuA/58cdVGAwGtmz5laNHj9C///O88MIIS/sjRoyiT59ubN36GyaTCScnJ8u50NDjfPLJp5bZX+npIxg06Bn27dvNhQvnqVixUo731LlzF8qX9872nJjNZsaP/5DU1DS++WYWtWo9ZKnzv/99wQ8/LGLVqhV069YTgG+++R+urq7Mnr0Qd/dylrILF87lm2/+x+bNgVSvXpOAgOuBV6NGjenV65kCjX1OYmKuMGvWQqpXr2F5rDDjnJNmzVrg4uLCr79utAoDExMT2bVrB/7+9fDyegCASZP+S2TkZT799AurcH3p0iVMnvw5s2dPZ8SIV4CsfSsjIi4xatRoqxmsEyeOZ/Xqn9i+/XdatGid49gcOnSAJUsWUKNGTSZNmoqbm9vf9x/DK68MZ9GieTRp0gx//3p5jk1J0vpCIiIiIiJF6MZ9A9NM0ZgzM275WqlJF0lPjbEcG93qWC3NIyIiIiJyt9i9NYyjBy5y8Vxcof8VNgi85nJEYqHbOnrgIrt+/2d7+CUmJgBgNBr/0XUKKzPTTGxsDOHhZy2PeXk9wMKFy/j66xl51t227TdiY2N45pn+liAQwNbWluHDRwKwdu0aqzqOjo40bty00P2sUqUqffs+R4MGjQgPP8uIEUO4dOligep6e1ewBIEAjzzyKADOzs507drdqpy7ezkiIq7vH/nzz6sAePnlMVbhY4UKFenatTuRkZfZs2cXADVq1OLtt9+jd2/roMxodKFGjZpkZGQQHx9nda5ChYpWy0Da29tTv35DAM6dCy/Q/d0oJOQIf/55mieffMoqCAQYMuRFDAYD69ZlPSeZmZkMGzaS99772CoIBHjssceBrHCqqFWqVDlb2FWYcc6Jo6MjLVq05syZP/nzz9OWx7du3UJqairt23cCICoqip07g2ncuGm2Wbbdu/fCy+sBy/ikpqby++9BVKrkk20p2/79n+e55wZRrpz1th83unadl1561RIEAri5uTF8+CgA1q5dne/YlCTNDBQRERERKUIGZ88bjjJJS4nGwdnrlq6VdPMSoW5aIlRERERE5E5XunQZoqOjSEhIsAoOitvTT3djwYI5DBzYl1q1HqZRoyY0adKMWrXy38f8xInjf/9/jJkzv8t23s7OjlOnQq0e8/J6wLJEZWE8++xAy9crVizliy8m8MUXE/jss8n51r15dt21JSBz6ouDg4MlmAUIDT2Gg4MjK1b8mO264eFhAJw8eYImTZrh4+OLj48vKSkphIQc4dy5s1y4cJ4TJ45x4MA+ICuAu1Hlyr7Zruvq6gpAWlpqvvd2sxMnjgFw4cKFHJ8To9HIqVOhmM1mbG1tadGiFQAREZf488/TXLhwnrCwP9m/f2+O/S0KNwbH1xRmnHPTvn0n1q1bw+bNm/DzqwpAYOBGHBwcaNmyzd/tHMdsNhMXF5fj+BgMBi5f/ovIyMskJiaSnJxMnTrZl7ItX96bYcNeyvM+T54MxdbWlrp1/bOdu/bYzd8fOY1NSVIYKCIiIiJShG6cGQhZ+wbeShhoNmeSFBNy/brO3hiccv+kooiIiIjInaxB8wexAWJuYZnQxIQU4mNNha5XuqwTrqUcC1XHzcOFBgFVCt3WjSpUqEh0dBQXLpzLMwxMTEzEZDLh4VE0P+cPG/YSlSpVZtWq5Rw7FsLRo0eYNWs6Pj6+jBnzdp77tF0LzX79dWOuZeLj462OHR2dcilZcN269eTHHxexa9cO0tLScl068ppr4d/NDAaHfNtKSEggIyOD2bNznyV57R4zMzOZP382S5YsJCEh6zE3N3fq1KmLt3cFwsLOYL5pE0sHh9z7XtD9Lm907TnZtSuYXbuCcy2XnJyE0ejC6dOn+Oqrzyxhpb29PQ8+6EetWg9z7lx4tv4WBUfH7N9fhRnn3NSrVx9PTy9+/XUjQ4YMJy4ulr17d9GsWQClSmXt4XdtfEJC/iAk5I8827p6NWt2sYuLS773lJOkpKs4ODjk+Pp0dXXFyckJk8n6PSqnsSlJCgNFRERERIrQzWFgqukyRvL/JO7NUhLPkpF+fTkkF7fa/7hvIiIiIiIlxdnoQECHW1syLyY6iSUzdhe63hO96lLW/fYu1QnQsGFj/vjjELt376ROnbq5llu9egXTpk1hwIDBDB36Yo5lrm0TcHOQc3PwcK3sk08+zZNPPk1MzBX27NnN778H8dtvm3nrrdEsW/YzZcuWzbGdayHb5Mnf5Bka3ork5GQOHtyPq6urZVnPGz3wgDfnz58jPj4uz6Ua/ylnZyNGo5EVK9bmW3bJkgXMmPENjz32OP36DaB69RqWvo0Z8zJhYf9sKdmCcHbOeu2+/fb7PPnk03mWTUq6yujRL5GYmMhLL73Kv/7VEF/fBzEYDISEHGHTpl/ybS+31xrk/HrLq98FHefc2Nra0rZtBxYvns/Jk6EcPXqEjIwMyxKhWe1kvWYHDhzCkCHD87zeyZNZs/aSkpJyPJ+cnJxr0AxZszBNJhOJiYmW2Z7XpKSkkJKSQpkyOX9v3Sm0Z6CIiIiISBGytXPEzlDacpxmiryl61y9aYlQo5YIFREREZH7lFs5IxV9C/eH9oq+ZUskCARo164jBoOBFSt+JDEx5/0OTSYTq1evBOBf/2qY67WuzURKTrYOMS5cOG91HBcXy8yZ37F+/c9A1iy29u07Mm7cBDp37oLJZCI0NGsp0Jz2Ia9atToAx48fzXYuPj6OyZMnsWHDulz7mZfExATeeOMVvvzys2zn0tPTCQv7ExcXl2IPU6pVq05k5GWio6Oyndu+fSvTp0+zhEabNv2CnZ0dn346iUaNmliCQLPZbFnqsjhm2t3cX4Djx49lO5eens7//vcly5YtAWDfvj1cuRJN9+696Nv3WapVq2557Zw9eyZbf3N6DeT2WoPsr7f8+l3Qcc5Lhw6d/67zO0FBgbi6lqJx4+tLi+b1mgWYOfM75s+fQ1paGj4+vhgMBo4dC8lWLjLyMu3aNWfChPFAzmNTrVrWBxkOHTqQ7dzhwwcxm81UqeKX7z2VJIWBIiIiIiJF7MbZgbcSBpoz00mKvf4Ln6OrD/YOpfOoISIiIiJyb3u8iS85/I0+RzY2WeVLSsWKlejV6xliY2MZM2YUUVHWoUhiYiIff/we58+H07Rpc/z96+V6LR+fBwEIDt5meSwlJYXFi+dblTMaXVi6dAnTp08jPj7O6lxERAQA5cuXB7KWjwRIS0uzlAkIaIWLiwsLF84jPPysVf1p06awdOlizp8/V5Dbz8bT04tHHqlLaOhxAgM3WB43m83MmPEN0dFRdOz4hKVfxaVTpycxm818+eVEq3uPiopi0qRPWbBgDkZjVoDs4OBIRkYGsbGxVteYO3cmly5dBLICueL06KOP4e1dkbVrV3HkyGGrcwsWzOGHHxZa9np0cMhakvLKlWirchEREZblOm/sr51d9tdAxYqVsbOzY//+vVYzAYODt1mC5IIozDjnpVq16lStWo3AwI0cPLifVq3a4OBwfTnYChUq4u9fj507gwkKCrSq+8sva5k9ewa7dgVjMBhwdHSkRYvWhIWdYc2alVZl582bDUD9+g2AnMemc+cuAHz33VRiYmIsj8fExDBtWtZel9fCyzuVlgkVERERESliBidPTAmnAUg3XcGcmYGNrV0+ta5LTjiNOeP6L19Gt+ybnIuIiIiI3E8q+rrRslNNtqw/kef+azY20LJTTSr65r5X3+3wwgsjiIm5wrp1a+jV6ykaN25KxYqViYqKZPfuncTGxvDII4/y3nuf5HmdJ554ip9+WsrkyZ8TEvIHZcqUZdu233BxcbVa1tBgMDBkyDC++upznnuuNwEBrXBycuLgwX0cO3aUDh06W4JFT8+sPc2DgjZhNDrTseOT+PlV5a233ufjj8fy/PP9CAhohYeHBwcOZNV/6KGH6dv3uVsej9dff5eXXhrCJ5+8T1BQIOXLV+CPPw5x9OgRatV6mGHDRt7ytQuqc+cubNv2O1u2bOb06d40bNiY9PQMgoI2ERcXx/DhI6lYsRIA7dt3IiTkD158cTCtW7fF3t7A/v17CQ09jpubOzExV7KFrkXNzs6O9977mNdfH8VLLw2lefMWVKhQiRMnjrFv3x68vStaxq1uXX+8vSuwYcM64uJiqVatBpcv/8XWrb/h6OiAjY2NVX89PbM+wLpy5XLi4+Pp2bMPHh6eNG/egi1bNjN0aH8aN27GxYsX2LbtN+rW9efw4YMF6ndhxjk/7dp15Ntvp1q+vtmbb77LiBFDef/9t2nUqAl+flUJDz9LcPA2Spcuw5gxb1vKjhz5KocPH2TChHFs2bIZP7+qHDsWwsGD+2nevCVt2rTLdWz8/evRu3c/fvhhIQMH9qFJkwAAgoO3Eh0dRb9+A/IM9e8ECgNFRERERIqYwfnGfQMzSUuJxsHZq8D1k67cuESoLcayDxVZ30RERERE7la16npTqowT+4LPcuFsbLbzFX3L8ngT3xIPAiEryHn33Q9p27YDK1cu59Spk+zYEYy9vT1Vq1ZjyJDhdOnSFTu7vD80WL16DT77bDKzZk1n8+ZAXFxcCAhoyfDho+jZs4tV2R49+uDm5s6yZUvYvHkjyckmKlf2YdSo0XTv3ttSrnx5b4YOfZGlSxezfPmP+PpWwc+vKq1bt8XLy4v582ezc2cwJpMJb29vBg4cQt++zxZoNlduqlatxowZ8/j++2/Zu3cXV69upXz5CgwaNJR+/Qbg5OR0y9cuKBsbG8aNm8CKFUtZt241a9asxNHRiSpV/Ojdux8BAS0tZbt16wmY+emn5axZsxJX11JUruzDRx+Nx9HRkXfeeZ0dO7bnuSdkUXj0UX+mT5/L3Lkz2bdvD8HB2/D09KJHjz707z8Id/dyQNb+eV9++TXffDOFw4cPcejQAR54oDwdOnRi4MChvPHGyxw6dICkpCSMRiP+/vXo1q0nGzasY8WKH6lfvwEeHp68884HeHh4EhQUyLJlP+DnV5Vx4yZy8eL5AoeBhRnn/LRv34np06fh4eGZY9jm4/MgM2fOZ86cmezcuZ19+/ZQrpwHHTp0ZuDAIVaho4eHJzNmzGXWrOls376VvXt34enpxYABgxkwYLClXG5jM2rUaGrWrMXy5T+yadN67O3tqVatBq+99iYtWrQu8D2VFBtzcS9sK0UmMjKhpLtw1/D0LAVozESkaOg9RUQKK+Xqef4KnWU5Lvdgd1zcagP5v6dkZqRy4Y/PMZuzlnBxKl0dr6p9i7nHInI30s8oIlKU9J4id5uY6CTOn7lCamoGDg52VKrijlu5ktkjULLTe4pI8bj2vVVYmhkoIiIiIlLEbtwzEAq3b2By3AlLEAjg4lanyPolIiIiInKvcCtnVPgnIlJAtiXdARERERGRe42tnSN2htKW48KEgVdj/rB8bWNjj3OZmkXaNxERERERERG5vygMFBEREREpBjfODixoGJiRnoQp/k/LsXOZmtjaORR530RERERERETk/qEwUERERESkGBicr4eB6aYrmDMz8q2TFHsUyLQcG921RKiIiIiIiIiI/DMKA0VEREREioHByeuGo0zSUqLzrZMUc8TytY2dE86lqhZDz0RERERERETkfqIwUERERESkGBicPKyO81sqND01jpTEcMuxsexD2NjaF0vfREREREREROT+oTBQRERERKQY3LhnIOQfBibFhFgdu7hpiVARERERERER+ecUBoqIiIiIFANbO0fsDGUsx/mFgVdvWCLUzt4VR1ffYuubiIiIiIiIiNw/FAaKiIiIiBQTg/P12YFpybmHgWmmKNKSIyzHRrfa2NjoR3URERERERER+ef0FwYRERERkWJy476B6SnRmDPTcyx346xAAKOWCBURERERERGRIqIwUERERESkmBicvG44MpOWciVbGbPZTNINYaC9ozsOxgq3oXciIiIiIiIicj9QGCgiIiIiUkwMTp5WxzntG5iafIn0G0LCrCVCbYq9byIiIiIiIiJyf1AYKCIiIiJSTG5cJhQgzXQ5W5mkK9ZLhLpoiVARERERERERKUIKA0VEREREiomtnSN2hjKW47Rk65mBZnMmSbEhlmODc/lsswlFREREROTudeLEcSZOHM8zz3SnTZumtG/fguHDn2f58h9JT7feU3z//r00a1afyZMnFXu/wsPPsnlzYLG3k5f33nuTZs3qc+nSxRLtx51ix45tDBjQh9atm/DEE23Yv39vsbZ37FgIu3fvLNY27lb34tgoDBQRERERKUYG5+vhXpopyupcSmI4GWkJlmPNChQRERERKZg0UxQJl3cRF/E7CZd3ZftZu6RlZmby/fffMmTIc/zyy1p8favQrVsv2rRpx+XLf/HllxN59dURpKSYbnvfTp4MZcCAPvzxx6Hb3vY1v/22mS1bNpdY+3ea+Ph43n//bc6dC6dz5y488cRT+Po+WGztBQdvY9iwQYSF/Vlsbdyt7tWxsS/pDoiIiIiI3MsMTp6Y4k8BkJ4STWZmOra2WT+GX42xXiLU6Fb7tvdPRERERORuYko4Q1zEVlISw6xPXABH1wcpU745TqWqlEjfbjRv3izmzPme2rUfYdy4CXh6elnOpaam8umn/2HjxvWMH/8xn3zy39vat4SEeNLS0m5rmzeKj49n0qQJJdb+nSg8PAyTyUT79p14/fV3ir292NgYMjMzi72du9G9OjaaGSgiIiIiUoysl/00k3I1a6lQc2YGybFHLWccXXywdyiDiIiIiIjkLDH6IJdPLcgeBP4tJTGMy6cWkBh98PZ27Cbh4WeZM+d7ypZ14/PPp1gFgQAODg68++6HlC/vTVBQIGFhZ0qopyVjypRJpKWlUbv2IyXdlTtGamoqAGXKlC3hnsi9SjMDRURERESK0c17ACYn/oVzKW+SE06RmXF9SSCjlggVEREREcmVKeEMV8LXAOZ8Spq5Er4Ge4cyJTZD8Jdf1pKenk737r0oVapUjmXs7e0ZPfpN4uJi8wyARo58gYMH97N+fZDVtS5dukjPnk/RvHkL/vvf63sMLlu2hPXr1xIefhYbGxuqVatOjx59aN26LQAzZ37H7NkzAFi6dDFLly5mypRvqVevPpC1x+GcOTM4dOggJpMJHx9funbtxtNPd8fGxsbSTrNm9enU6UkqV/Zh0aJ5AAwaNJTevfvlOTY7dwbzyy9reffdD9m6dUueZW907X6HDBlOlSp+zJ07k7CwMNzd3enRozd9+jzL4cMH+fbbqYSGHsfNzZ2OHZ9gwIDB2Ntfj0HMZjOrVi1n9eqfCAsLw8HBgUcf9Wfw4GHUqFHLqs2kpCR+/HERW7Zs5sKF82RkpOPl9QABAS0ZNOgFnJ2drfo2aNBQatasxdy5Mzl9+jRGo5HmzVswbNhIypbN/zm+8Tnp1OlJxo79CIDz588xa9Z09uzZRWJiAhUqVKRjxyfo2/c5q3sDOHz4IEuWLCQk5DBxcXE4OTlTq9ZD9O//vOU5Hj/+I9av/xmAKVO+YMqUL1i6dDWXLl3k5ZeH07NnX155ZYzVda/VmT17IdWr17Tc88CBQ0hMTODnn1fh6OjImDHv0Lp120KN883efHM0wcFbWbRoGT4+D1qdCwzcwEcfjWXEiJd55pn+AERHRzF79vds3/47sbExeHh40qpVWwYOHIzR6GJVPzY2lnnzZrJ1629ER0fj5fUArVq14bnnBmE0GnMdG2/vCgD8+utGli1bwsmTodjY2FC1anV69OhN27YdLG3kNzYlRWGgiIiIiEgxujkMNF39C4CkmJAbHrXF6PbwbeyViIiIiMjdJS5iK/kHgdeYiYvYVmJh4M6dwQA0aNA4z3JNmzYv0nYXLJjDt99OpUaNWjz9dDfS09MICgrkgw/eJjX1Yzp2fILHHnuciIhLrF//Mw8/XIeGDRtbgo4dO7Yzduwb2NsbaNGiFW5ubuzatYPPP/+UEydO8NZbY63a27VrB7//HkSnTl24ciU635l+SUlXmThxPPXrN6Bz5y6FCgOv+e23zcydO5NWrdry6KP12LhxHVOnfkVERASrV6+gYcMm/PvfPdm8eROzZ8+gVKnS9OrV11J/3LgP2bBhHVWq+NG1azeSk00EBW1i+PDBfPbZVzz++L8ASE9P59VXR3DsWAgNGjSmQYNGJCUlsX377yxaNJ+LFy8wbtxEq75t376VuXNn0qRJMx57rD579uxkzZqVXLx4kcmTp+V6T507d8Hbu4LVc1K9ek0gK5x95ZXhpKSkEBDQivLlvTl8+ADfffc1Bw8eYOLEL7GzswNg69YtvPfeW5Qt60bz5q0wGo2cOXOanTuDOXBgH99/P4/q1WvSvHlLEhMT2FcIPkoAACAASURBVLr1Nxo0aEzt2nVwdc05tM7P6tU/AdC1aw/Cw8OoXbtOocY5Jx06dCI4eCubNwcycOAQq3O//roRGxsbS/gWERHBiBGDiYy8TNOmzfH1rcLJk6EsWjSPvXt38fXX31tC2+joKIYNG0RExCXq1atPixatOXnyBPPnz+bo0RAmTZqS59hMnfoVS5YsoFy5crRr1xGA4OCtfPTRWEJDTzBixMsFGpuSojBQRERERKQY2do5YOdQhozUOACSEyPISE8hOe6EpYxTaT/s7I0l1UURERERkWKXkZ5E3KUg0kxRha6bmZlGWtLFQtVJSTzDpRPfY2trKFQ9g5MHZbxb/aOfzyMjLwNQubLPLV/jVixePJ+KFSsxffocy4yxZ57pT58+/2bZsh/o2PEJy+yw9et/pnbtRxg8eBgAJpOJ8eM/wmh0YcaMuZaAcPjwUXzwwTusWfMTAQEtaNy4maW9K1ei+fTTL2jWLKBA/Zs2bQrx8XG88ca7t3yPJ0+G8n//9zkBAS0BaNy4Ka+9NpJly5YwevSbdO/eC4Bu3XrSs+dTbNr0iyUM3Lw5kA0b1tGuXUfGjv3IMkbPPTeQIUP6M27ch/z44yoMBgNbtvzK0aNH6N//eV54YYSl/REjRtGnTze2bv0Nk8mEk5OT5Vxo6HE++eRTy+yv9PQRDBr0DPv27ebChfNUrFgpx3vq3LkL5ct7Z3tOzGYz48d/SGpqGt98M4tatR6y1Pnf/77ghx8WsWrVCrp16wnAN9/8D1dXV2bPXoi7ezlL2YUL5/LNN/9j8+ZAqlevSUDA9cCrUaPG9Or1zC0/HzExV5g1ayHVq9ewPFaYcc5Js2YtcHFx4ddfN1qFgYmJiezatQN//3p4eT0AwKRJ/yUy8jKffvqFVbi+dOkSJk/+nNmzpzNixCtA1usvIuISo0aNtprBOnHieFav/ont23+nRYvWOY7NoUMHWLJkATVq1GTSpKm4ubn9ff8xvPLKcBYtmkeTJs3w96+X59iUJO0ZKCIiIiJSzG6cHZic+BdxkUcxZ6ZZHnPREqEiIiIico+LuxREYtQ+UhLPFvpfYYPAa9KSLha6rcSofcRdCvpH95qYmACA0Xh7P/CXmWkmNjaG8PCzlse8vB5g4cJlfP31jDzrbtv2G7GxMTzzTH9LEAhga2vL8OEjAVi7do1VHUdHRxo3blqgvh04sI9Vq1YwePDwXEOxgvD2rmAJAgEeeeRRAJydnenatbtVOXf3ckREXLI89vPPqwB4+eUxVstrVqhQka5duxMZeZk9e3YBUKNGLd5++z1697YOyoxGF2rUqElGRgbx8XFW5ypUqGi1DKS9vT316zcE4Ny58ELfa0jIEf788zRPPvmUVRAIMGTIixgMBtaty3pOMjMzGTZsJO+997FVEAjw2GOPA1nhVFGrVKlytrCrMOOcE0dHR1q0aM2ZM3/y55+nLY9v3bqF1NRU2rfvBEBUVBQ7dwbTuHHTbLNsu3fvhZfXA5bxSU1N5fffg6hUySfbUrb9+z/Pc88Nolw5j1z7dO06L730qiUIBHBzc2P48FEArF27Ot+xKUmaGSgiIiIiUswMTp6Y4k8BkJIcTdTFPZZzNjb2OJepWVJdExERERGRIla6dBmio6NISEiwCg6K29NPd2PBgjkMHNiXWrUeplGjJjRp0oxatfLfkuDEieN//3+MmTO/y3bezs6OU6dCrR7z8nrAskRlXlJSTEyYMI6aNR+yWrLzVtwcJF5bAjKnvjg4OFiCWYDQ0GM4ODiyYsWP2a4bHh4GwMmTJ2jSpBk+Pr74+PiSkpJCSMgRzp07y4UL5zlx4hgHDuwDsgK4G1Wu7Jvtuq6urgCkpaUW8k6znguACxcu5PicGI1GTp0KxWw2Y2trS4sWrQCIiLjEn3+e5sKF84SF/cn+/Xtz7G9RuDE4vqYw45yb9u07sW7dGjZv3oSfX1UAAgM34uDgQMuWbf5u5zhms5m4uLgcx8dgMHD58l9ERl4mMTGR5ORk6tTJvpRt+fLeDBv2Up73efJkKLa2ttSt65/t3LXHbv7+yGlsSpLCQBERERGRYma1b6A5k4Tok5ZD5zI1sLVzLIFeiYiIiIjcPmW8WwE2pJkiC103PTWejNSYQtezd3DDzqF0oeoYnDwp492y0G3dqEKFikRHR3Hhwrk8w8DExERMJhMeHrnPSCqMYcNeolKlyqxatZxjx0I4evQIs2ZNx8fHlzFj3s5zn7Zrodmvv27MtUx8fLzVsaOjUy4lrc2Y8S2XLl1k5swFBQoP83It/LuZweCQb92EhAQyMjKYPTv3WZLX7jEzM5P582ezZMlCEhKyHnNzc6dOnbp4e1cgLOwMZrP1HpYODrkvSWsu6HaXN7j2nOzaFcyuXcG5lktOTsJodOH06VN89dVnlrDS3t6eBx/0o1athzl3Ljxbf4uCo2P232ULM865qVevPp6eXvz660aGDBlOXFwse/fuolmzAEqVytrD79r4hIT8QUjIH3m2dfVqIgAuLi753lNOkpKu4uDgkOPSpq6urjg5OWEymawez2lsSpLCQBERERGRYnbjkqA3SzNFYUo4g1OpKrexRyIiIiIit5edvRH3yp1vqW6aKYpLx6YVup5n1WcwOJXLv2ARa9iwMX/8cYjdu3dSp07dXMutXr2CadOmMGDAYIYOfTHHMjY2NgDZgpybg4drZZ988mmefPJpYmKusGfPbn7/PYjfftvMW2+NZtmynylbtmyO7VwL2SZP/ibP0PBWbNnyKxkZGQwcmPOswJ49nwJg27a9RdruzZydjRiNRlasWJtv2SVLFjBjxjc89tjj9Os3gOrVa1iWkRwz5mXCws4Ua18hq78Ab7/9Pk8++XSeZZOSrjJ69EskJiby0kuv8q9/NcTX90EMBgMhIUfYtOmXfNvL7bUGOb/e8up3Qcc5N7a2trRt24HFi+dz8mQoR48eISMjw7JEaFY7Wa/ZgQOHMGTI8Dyvd/Jk1qy9pKSkHM8nJyfnGjRD1ixMk8lEYmKiZbbnNSkpKaSkpFCmTM7fW3cK7RkoIiIiIlKMEqMPEnM+91+80kyXuXxqAYnRB29jr0RERERE7h4GJw8cXR8sVB1H1yolEgQCtGvXEYPBwIoVP5KYmJhjGZPJxOrVKwH4178a5nqtazORkpOtQ4wLF85bHcfFxTJz5nesX/8zkDWLrX37jowbN4HOnbtgMpkIDc1aCvRa6HOjqlWrA3D8+NFs5+Lj45g8eRIbNqzLtZ956dWrL4MGDc32z8cna1nNnj2zzhe3atWqExl5mejoqGzntm/fyvTp0yyh0aZNv2BnZ8enn06iUaMmliDQbDZblrosjpl2N/cX4PjxY9nOpaen87//fcmyZUsA2LdvD1euRNO9ey/69n2WatWqW147Z8+eydbfnF4Dub3WIPvrLb9+F3Sc89KhQ+e/6/xOUFAgrq6laNz4+tKieb1mAWbO/I758+eQlpaGj48vBoOBY8dCspWLjLxMu3bNmTBhPJDz2FSrlrX336FDB7KdO3z4IGazmSpV/PK9p5KkMFBEREREpJiYEs5wJXwNkN8viWauhK/BlFD8ny4VEREREbkblSnfHMj+R/qc2VCmfO77kRW3ihUr0avXM8TGxjJmzCiioqxDkcTERD7++D3Onw+nadPm+PvXy/VaPj4PAhAcvM3yWEpKCosXz7cqZzS6sHTpEqZPn0Z8fJzVuYiICADKly8PZC0fCZCWdn0Fk4CAVri4uLBw4TzCw89a1Z82bQpLly7m/PlzBbn9bHr1eobBg4dl++fr++Df5/syePCwW7p2YXTq9CRms5kvv5xode9RUVFMmvQpCxbMwWjMmo3n4OBIRkYGsbGxVteYO3cmly5dBLICueL06KOP4e1dkbVrV3HkyGGrcwsWzOGHHxZa9np0cMhakvLKlWirchEREZblOm/sr51d9tdAxYqVsbOzY//+vVYzAYODt1mC5IIozDjnpVq16lStWo3AwI0cPLifVq3a4OBwfTnYChUq4u9fj507gwkKCrSq+8sva5k9ewa7dgVjMBhwdHSkRYvWhIWdYc2alVZl582bDUD9+g2AnMemc+cuAHz33VRiYq4vWRwTE8O0aZOB6+HlnUrLhIqIiIiIFJO4iK3kHwReYyYuYpuWCxURERERyYFTqSq4+3QpwIftbHD36VLiP1e/8MIIYmKusG7dGnr1eorGjZtSsWJloqIi2b17J7GxMTzyyKO8994neV7niSee4qefljJ58ueEhPxBmTJl2bbtN1xcXK2WNTQYDAwZMoyvvvqc557rTUBAK5ycnDh4cB/Hjh2lQ4fOlmDR09MLgKCgTRiNznTs+CR+flV56633+fjjsTz/fD8CAlrh4eHBgQNZ9R966GH69n2u2MbrdujcuQvbtv3Oli2bOX26Nw0bNiY9PYOgoE3ExcUxfPhIKlasBED79p0ICfmDF18cTOvWbbG3N7B//15CQ4/j5uZOTMyVbKFrUbOzs+O99z7m9ddH8dJLQ2nevAUVKlTixIlj7Nu3B2/vigwbNhKAunX98fauwIYN64iLi6VatRpcvvwXW7f+hqOjAzY2Nlb99fTM2td+5crlxMfH07NnHzw8PGnevAVbtmxm6ND+NG7cjIsXL7Bt22/UrevP4cMFW82mMOOcn3btOvLtt1MtX9/szTffZcSIobz//ts0atQEP7+qhIefJTh4G6VLl2HMmLctZUeOfJXDhw8yYcI4tmzZjJ9fVY4dC+Hgwf00b96SNm3a5To2/v716N27Hz/8sJCBA/vQpEkAAMHBW4mOjqJfvwF5hvp3AoWBIiIiIiLFIM0URUpiWKHqpCSeIc0UhcHJo3g6JSIiIiJyF3Mt54+9QxniIraRkph9VQ1H1yqUKd+sxINAyApy3n33Q9q27cDKlcs5deokO3YEY29vT9Wq1RgyZDhdunTFzs4uz+tUr16Dzz6bzKxZ09m8ORAXFxcCAloyfPgoevbsYlW2R48+uLm5s2zZEjZv3khysonKlX0YNWo03bv3tpQrX96boUNfZOnSxSxf/iO+vlXw86tK69Zt8fLyYv782ezcGYzJZMLb25uBA4fQt++zBZrNdSezsbFh3LgJrFixlHXrVrNmzUocHZ2oUsWP3r37ERDQ0lK2W7eegJmfflrOmjUrcXUtReXKPnz00XgcHR15553X2bFje557QhaFRx/1Z/r0ucydO5N9+/YQHLwNT08vevToQ//+g3B3z1oK19nZmS+//JpvvpnC4cOHOHToAA88UJ4OHToxcOBQ3njjZQ4dOkBSUhJGoxF//3p069aTDRvWsWLFj9Sv3wAPD0/eeecDPDw8CQoKZNmyH/Dzq8q4cRO5ePF8gcPAwoxzftq378T06dPw8PDMMWzz8XmQmTPnM2fOTHbu3M6+fXsoV86DDh06M3DgEKvQ0cPDkxkz5jJr1nS2b9/K3r278PT0YsCAwQwYMNhSLrexGTVqNDVr1mL58h/ZtGk99vb2VKtWg9dee5MWLVoX+J5Kio25uBe2lSITGZlQ0l24a3h6lgI0ZiJSNPSeIiK3IuHyLmIubCh0PbdKHSnl2aAYeiQi9xr9jCIiRUnvKXK3STNFYUr4k8yMFGztHHEq5acP1d1B9J4iUjyufW8VlmYGioiIiIgUg8zMlFurl3Fr9URERERE7icGJw+FfyIiBWRb0h0QEREREbkX2do63lo9u1urJyIiIiIiIiKSE4WBIiIiIiLFwKl01VurV+rW6omIiIiIiIiI5ERhoIiIiIhIMTA4eeDo+mCh6ji6VsHgVK54OiQiIiIiIiIi9yWFgSIiIiIixaRM+eaATQFL21CmfLPi7I6IiIiIiIiI3IcUBoqIiIiIFBOnUlVw9+lC/oGgDe4+XXAqVeV2dEtERERERERE7iP2Jd0BEREREZF7mWs5f+wdyhAXsY2UxDPZzju6VqFM+WYKAkVERERERESkWCgMFBEREREpZk6lquBUqgpppijszRfISE8h2QROpfwwOHmUdPdERERERERE5B6mMFBERERE5DYxOHng6Zk1AzAyMqGEeyMiIiIiIiIi9wPtGSgiIiIiIiIiIiIiIiJyj1IYKCIiIiIiIiIiIiIiInKPUhgoIiIiIiIiIiIiIiIico9SGCgiIiIiIiIiIiIiIiJyj7Iv6Q6IiIiIiIiIiIiIiNyLTpw4zqpVyzl4cD9//RWBnZ09fn5VadeuI08/3Q17++t/ot+/fy8vvzycnj378sorY4q1X+HhZzl16iStW7ct1nZu9Mkn77Nx4/ocz/XrN4AXXxx12/pyJ9qxYxvffjuVc+fCcXZ25j//mUC9evWLrb1jx0JISEigQYNGxdbG3epeHBuFgSIiIiIiIiIiIiJyV4lMTuVkfBKmjEyc7GypXtqIp7NDSXfLIjMzk1mzpjN37kwMBgMNGzahadMAEhMT2LVrB19+OZGgoEAmTZqCo6PTbe3byZOhvPDCALp27XFbw8DTp0/i7l6Op5/ulu1c3br+t60fd6L4+Hjef/9tMjMz6dy5C0ajEV/fB4utveDgbbz99muMHPnqPRV4FYV7dWwUBoqIiIiIiIiIiIjIXeF0fBJBF6/wZ0JytnN+pZxpVcGdqqWNJdAza/PmzWLOnO+pXfsRxo2bgKenl+Vcamoqn376HzZuXM/48R/zySf/va19S0iIJy0t7ba2mZ6eztmzYTRp0pzBg4fd1rbvBuHhYZhMJtq378Trr79T7O3FxsaQmZlZ7O3cje7VsdGegSIiIiIiIiIiIiJyx9sXGcfsExdyDAIB/kxIZvaJC+yLir/NPbMWHn6WOXO+p2xZNz7/fIpVEAjg4ODAu+9+SPny3gQFBRIWdqaEenr7hIWdIT09napVq5V0V+5IqampAJQpU7aEeyL3Ks0MFBEREREREREREZE72un4JH4Ku0x+83UygZ/O/EVZB/sSmyH4yy9rSU9Pp3v3XpQqVSrHMvb29owe/SZxcbF5BkAjR77AwYP7Wb8+yOpaly5dpGfPp2jevAX//e8ky+PLli1h/fq1hIefxcbGhmrVqtOjRx/LcqAzZ37H7NkzAFi6dDFLly5mypRvLXvTnThxnDlzZnDo0EFMJhM+Pr507dqNp5/ujo2NjaWdZs3q06nTk1Su7MOiRfMAGDRoKL1798vxPk6fPglAtWrV8x2/nFy73yFDhlOlih9z584kLCwMd3d3evToTZ8+z3L48EG+/XYqoaHHcXNzp2PHJxgwYLDVvoxms5lVq5azevVPhIWF4eDgwKOP+jN48DD+v737ju/p/P8//sjWCBUhRuwVVStC1Iqawbdao2hprFJatJ9So7VHq3yUmjU+9ihCjKjaSqxYMWvGjhWJkZDI/P2R3/td72bXeEv6vN9ubq1zrnPO6zrv0eY8c11XmTJlTa755MkTVq5cxh9/7CA4+AZxcbE4O+fD0/NdunT5jDfeeMOkti5duuPqWpaFC+cSFBSEvb09derUpUeP3uTKlfZrDH+9Jk2bvsfgwSMAuHHjOvPmzebQoQAiIsIpWNCFJk3+j48/9jbpG8CJE8dYvnwpp0+f4OHDh2TL9gZly75Fx45dja/x99+P4PffNwAwZcpEpkyZiI/Pem7dupnimpWGY+bPX0rp0q7GPnfu3I2IiHA2bFiHnZ0d/fp9S/36DTN0n/9uwICv2bfPn2XLVlGkSDGTfdu2bWbEiMF88cWXtG/fEYDQ0HvMn/8/9u7dzYMH98mTJy/16jWkc+dPsbfPbnL8gwcPWLRoLv7+uwgNDcXZOR/16jXA27sL9vb2Kd6bAgUKArB9+xZWrVrOhQvnsbCwoGTJ0nz4YTsaNvQyXiOte2MuCgNFRERERERERERE5LW282ZYmkGgQTzwx60ws4WBBw7sA8DDo0aq7WrVqvNCr7tkyQJmzpxGmTJl+eCDVsTGxrBz5zaGDRtEdPRImjT5P9zc3Ll9+xa//76BcuXKU716DWPQsX//XgYP7o+1tQ1169bD0dGRgID9TJjwI+fOnWPgwMEm1wsI2M/u3Ttp2rQ5YWGhvP12hRRrM4SB165d4/PPu3Lx4kXs7OyoWbM2n332BXny5E1XH3ft2sHChXOpV68hlSpVYcuWjUyb9jO3b99m/XpfqlevScuWbdixYyvz588hR46ctG37sfH4MWOGs3nzRooXL0GLFq2IjIxi586t9Oz5Kf/978+4u1cDEqc1/c9/vuDMmdN4eNTAw+Mdnjx5wt69u1m2bDE3bwYzZsx4k9r27vVn4cK51KxZGze3qhw6dAA/v7XcvHmTyZNnpNinZs2aU6BAQZPXpHRpVyAxnP3qq548ffoUT8965M9fgBMnApk1azrHjgUyfvwkrKysAPD3/4MhQwaSK5cjderUw97ensuXgzhwYB+BgUf43/8WUbq0K3XqvEtERDj+/rvw8KjB22+Xx8Eh+dA6LevXrwGgRYsPuXbtCm+/XT5D9zk5Xl5N2bfPnx07ttG5czeTfdu3b8HCwsIYvt2+fZsvvviUkJC71KpVh6JFi3PhwnmWLVvE4cMBTJ/+P2NoGxp6jx49unD79i2qVKlK3br1uXDhHIsXz+fPP0/z009TUr0306b9zPLlS3BycqJRoyYA7Nvnz4gRgzl//hxffPFluu6NuSgMFBEREREREREREZGX6nFMHFuDQwmJis7wsdFx8QQ/eZqhY4IeRTL9z2vYWmZspay82WxpXMgJe2urDB33rJCQuwAULlzkH5/jn/j118W4uBRi9uwFxhFj7dt35KOPWrJq1QqaNPk/4+iw33/fwNtvVzCu3xcVFcX334/A3j47c+YsNAaEPXv2Ydiwb/HzW4OnZ11q1KhtvF5YWCg//jiR2rU906zt4sWLACxYMIe6detTrlwF/vzzFBs3+nHoUACzZs3H2Tlfmue5cOE8P/wwAU/PdwGoUaMWffv2ZtWq5Xz99QBat24LQKtWbWjT5n22bt1kDAN37NjG5s0badSoCYMHjzDeI2/vznTr1pExY4azcuU6bGxs+OOP7fz55yk6duzKZ599Ybz+F1/04aOPWuHvv4uoqCiyZctm3Hf+/FlGjfrROPorNvYLunRpz5EjBwkOvoGLS6Fk+9SsWXPy5y+Q5DVJSEjg+++HEx0dwy+/zKNs2beMx0ydOpEVK5axbp0vrVq1AeCXX6bi4ODA/PlLyZ3bydh26dKF/PLLVHbs2Ebp0q54ev4VeL3zTg3atm2f5n1Pyf37Ycybt5TSpcsYt2XkPiendu26ZM+ene3bt5iEgREREQQE7Kdy5SrG98pPP40lJOQuP/440SRc9/FZzuTJE5g/fzZffPEVADNmTOH27Vv06fO1yQjW8eO/Z/36Nezdu5u6desne2+OHw9k+fIllCnjyk8/TcPR0fH/9/8+X33Vk2XLFlGzZm0qV66S6r0xJ60ZKCIiIiIiIiIiIiIv1dbgUA6GPORyeGSG/2Q0CDQIfvw0w9c6GPKQLTdCn6uvERHhANjbv9qRifHxCTx4cJ9r164atzk752Pp0lVMnz4n1WP37NnFgwf3ad++ozEIBLC0tKRnz94A/Pabn8kxdnZ21KhRK1212dnZUahQEebMWcSwYaPp0+drfvllLt27f05IyF1+/nlCus5ToEBBYxAIUKFCJQDeeOMNWrRobdIud24nbt++Zdy2YcM6AL78sp/J9JoFC7rQokVrQkLucuhQAABlypRl0KAhtGtnGpTZ22enTBlX4uLiePToocm+ggVdTKaBtLa2pmrV6gBcv34tXf171unTp7h0KYj33nvfJAgE6Nbtc2xsbNi4MfE1iY+Pp0eP3gwZMtIkCARwc3MHEsOpF61QocJJwq6M3Ofk2NnZUbdufS5fvsSlS0HG7f7+fxAdHU3jxk0BuHfvHgcO7KNGjVpJRtm2bt0WZ+d8xvsTHR3N7t07KVSoSJKpbDt27Iq3dxecnPKkWJPhPL16/ccYBAI4OjrSs2cfAH77bX2a98acNDJQREREREREREREROQFyZnzTUJD7xEeHm4SHLxsH3zQiiVLFtC588eULVuOd96pSc2atSlbtlyax547d/b///MMc+fOSrLfysqKixfPm2xzds5nnKIyLWPHJh/2eXt3YcOG9ezdu5snT56kGaD+fXSdYQrI5GqxtbU1BrMA58+fwdbWDl/flUnOe+3aFQAuXDhHzZq1KVKkKEWKFOXp06ecPn2K69evEhx8g3PnzhAYeARIDOCeVbhw0STndXBwACAmJuMjYs+dOwNAcHBwsq+Jvb09Fy+eJyEhAUtLS+rWrQfA7du3uHQpiODgG1y5comjRw8nW++L8GxwbJCR+5ySxo2bsnGjHzt2bKVEiZIAbNu2BVtbW959t8H/v85ZEhISePjwYbL3x8bGhrt37xAScpeIiAgiIyMpXz7pVLb58xegR49eqfbzwoXzWFpaUrFi5ST7DNv+/vlI7t6Yk8JAEREREREREREREXmpGrk4YQHc/QfThD6MjiXsaUyGj8ttZ8Obthl7BO6czZZGhZzSbpiKggVdCA29R3Dw9VTDwIiICKKiosiTJ+URSRnRo0cvChUqzLp1qzlz5jR//nmKefNmU6RIUfr1G5TqOm2G0Gz79i0ptnn06JHJ3+3ssqXQMv0sLS0pVao0t24FExJyl6JFi6Xa3hD+/Z2NjW2a1woPDycuLo7581MeJWnoY3x8PIsXz2f58qWEhyduc3TMTfnyFSlQoCBXrlwmISHB5Fhb2+SnvQT4W9N0MbwmAQH7CAjYl2K7yMgn2NtnJyjoIj///F9jWGltbU2xYiUoW7Yc169fS1Lvi2BnZ5dkW0buc0qqVKlK3rzObN++hW7devLw4QMOHw6gdm1PcuRIXMPPcH9Onz7J6dMnU73W48cRAGTPnj3NPiXnyZPH2NraJju1qYODCPo/2QAAIABJREFUA9myZSMqKspke3L3xpwUBoqIiIiIiIiIiIjIS5XdxooPijn/o2NDIqOZdOpq2g2fYQF0LlOQPNnSDoletOrVa3Dy5HEOHjxA+fIVU2y3fr0vM2ZMoVOnT+ne/fNk21hYWAAkCXL+HjwY2r733ge8994H3L8fxqFDB9m9eye7du1g4MCvWbVqA7ly5Ur2OoaQbfLkX1INDf+JqKgoLl68gJ2dXbLTJj59mjgNrK3ty32t3njDHnt7e3x9f0uz7fLlS5gz5xfc3Nzp0KETpUuXMU4j2a/fl1y5cvml1gqJ9QIMGjSU9977INW2T5485uuvexEREUGvXv+hWrXqFC1aDBsbG06fPsXWrZvSvF5K7zVI/v2WWt3pvc8psbS0pGFDL379dTEXLpznzz9PERcXZ5wiNPE6ie/Zzp270a1bz1TPd+FC4qi9J0+eJLs/MjIyxaAZEkdhRkVFERERYRztafD06VOePn3Km28m/9l6XWjNQBERERERERERERF5beV9w5YSOVJ+UJ+cEjnfMEsQCNCoURNsbGzw9V1JREREsm2ioqJYv34tANWqVU/xXIaRSJGRpiFGcPANk78/fPiAuXNn8fvvG4DEUWyNGzdhzJhxNGvWnKioKM6fT5wK1BD6PKtkydIAnD37Z5J9jx49ZPLkn9i8eWOKdaYmNPQePXt2YcyYYUn2GerKlcuR/PkL/KPzp1epUqUJCblLaOi9JPv27vVn9uwZxtBo69ZNWFlZ8eOPP/HOOzWNQWBCQoJxqsuXMdLu7/UCnD17Jsm+2NhYpk6dxKpVywE4cuQQYWGhtG7dlo8//oRSpUob3ztXr15OUm9y74GU3muQ9P2WVt3pvc+p8fJq9v+P2c3OndtwcMhBjRp/TS2a2nsWYO7cWSxevICYmBiKFCmKjY0NZ86cTtIuJOQujRrVYdy474Hk702pUokh9vHjgUn2nThxjISEBIoXL5Fmn8xJYaCIiIiIiIiIiIiIvNbqFcyd7ofZlsC7BXK/zHJS5eJSiLZt2/PgwQP69evDvXumoUhERAQjRw7hxo1r1KpVh8qVq6R4riJFigGwb98e47anT5/y66+LTdrZ22fHx2c5s2fP4NGjhyb7bt++DUD+/PmBxOkjAWJi/pp61dOzHtmzZ2fp0kVcu2Y6CnPGjCn4+PzKjRvX09P9JFxcClGmTFmCgi6yZcvvxu0JCQnMnDmVBw/u07Llh8mGMC9S06bvkZCQwKRJ4036fu/ePX766UeWLFlgXLPQ1taOuLg4Hjx4YHKOhQvncuvWTSAxkHuZKlVyo0ABF377bR2nTp0w2bdkyQJWrFhqXOvR1jZxSsqwsFCTdrdv3zZO1/lsvVZWSd8DLi6FsbKy4ujRwyYjAfft22MMktMjI/c5NaVKlaZkyVJs27aFY8eOUq9eA5PRowULulC5chUOHNjHzp3bTI7dtOk35s+fQ0DAPmxsbLCzs6Nu3fpcuXIZP7+1Jm0XLZoPQNWqHkDy96ZZs+YAzJo1jfv37xu3379/nxkzJgN/hZevK00TKiIiIiIiIiIiIiKvtZI57WlZzJk1V+4Sn0o7S6Bl8XyUzJl22PAyffbZF9y/H8bGjX60bfs+NWrUwsWlMPfuhXDw4AEePLhPhQqVGDJkVKrn+b//e581a3yYPHkCp0+f5M03c7Fnzy6yZ3cwmdbQxsaGbt168PPPE/D2boenZz2yZcvGsWNHOHPmT7y8mhmDxbx5E6dr3blzK/b2b9CkyXuUKFGSgQOHMnLkYLp27YCnZz3y5MlDYGDi8W+9VY6PP/b+x/djwIDB9OnTg9Gjh/HHHzsoUKAAx48f4+zZP6lcuQre3l3+8bnTq1mz5uzZs5s//thBUFA7qlevQWxsHDt3buXhw4f07NkbF5dCADRu3JTTp0/y+eefUr9+Q6ytbTh69DDnz5/F0TE39++HJQldXzQrKyuGDBnJN9/0oVev7tSpU5eCBQtx7twZjhw5RIECLvTo0RuAihUrU6BAQTZv3sjDhw8oVaoMd+/ewd9/F3Z2tlhYWJjUmzdvXgDWrl3No0ePaNPmI/LkyUudOnX5448ddO/ekRo1anPzZjB79uyiYsXKnDhxLF11Z+Q+p6VRoybMnDnN+O9/N2DAd3zxRXeGDh3EO+/UpESJkly7dpV9+/aQM+eb9Os3yNi2d+//cOLEMcaNG8Mff+ygRImSnDlzmmPHjlKnzrs0aNAoxXtTuXIV2rXrwIoVS+nc+SNq1vQEYN8+f0JD79GhQ6dUQ/3XgcJAEREREREREREREXntued9k1x2NvxxK4ygR5Em+yxInBr03QK5zR4EQmKQ8913w2nY0Iu1a1dz8eIF9u/fh7W1NSVLlqJbt540b94CKyurVM9TunQZ/vvfycybN5sdO7aRPXt2PD3fpWfPPrRp09yk7YcffoSjY25WrVrOjh1biIyMonDhIvTp8zWtW7cztsufvwDdu3+Oj8+vrF69kqJFi1OiREnq12+Is7MzixfP58CBfURFRVGgQAE6d+7Gxx9/kq7RXCkpW/Yt/ve/RfzvfzM5evQQ+/c/IX/+AnTr1pP27Tu+9PUCIXH6xzFjxuHr68PGjevx81uLnV02ihcvQbt2HfD0fNfYtlWrNkACa9asxs9vLQ4OOShcuAgjRnyPnZ0d3377Dfv37011TcgXoVKlysyevZCFC+dy5Mgh9u3bQ968znz44Ud07NiF3LmdgMT18yZNms4vv0zhxInjHD8eSL58+fHyakrnzt3p3/9Ljh8P5MmTJ9jb21O5chVatWrD5s0b8fVdSdWqHuTJk5dvvx1Gnjx52blzG6tWraBEiZKMGTOemzdvpDsMzMh9Tkvjxk2ZPXsGefLkTTZsK1KkGHPnLmbBgrkcOLCXI0cO4eSUBy+vZnTu3M0kdMyTJy9z5ixk3rzZ7N3rz+HDAeTN60ynTp/SqdOnxnYp3Zs+fb7G1bUsq1evZOvW37G2tqZUqTL07TuAunXrp7tP5mKR8LIntpUXJiQk3NwlZBp58+YAdM9E5MXQd4qIvEj6ThGRF0XfJyLyIuk7RTKbkMhoLjx6wtO4eOysLCmd0568b5hnjUBJSt8pIi+H4bOVURoZKCIiIiIiIiIiIiKZSt43bBX+iYikU3rXXBURERERERERERERERGRTEZhoIiIiIiIiIiIiIiIiEgWpTBQREREREREREREREREJItSGCgiIiIiIiIiIiIiIiKSRSkMFBEREREREREREREREcmiFAaKiIiIiIiIiIiIiIiIZFEKA0VERERERERERERERESyKIWBIiIiIiIiIiIiIiIiIlmUwkARERERERERERERERGRLEphoIiIiIiIiIiIiIiIiEgWpTBQREREREREREREREREJItSGCgiIiIiIiIiIiIiIiKSRSkMFBEREREREREREREREcmiFAaKiIiIiIiIiIiIiIiIZFEKA0VERERERERERERERESyKIWBIiIiIiIiIiIiIiIiIlmUwkARERERERERERERERGRLEphoIiIiIiIiIiIiIiIiEgWpTBQREREREREREREREREJItSGCgiIiIiIiIiIiIiIiKSRVkkJCQkmLsIEREREREREREREREREXnxNDJQREREREREREREREREJItSGCgiIiIiIiIiIiIiIiKSRSkMFBEREREREREREREREcmiFAaKiIiIiIiIiIiIiIiIZFEKA0VERERERERERERERESyKIWBIiIiIiIiIiIiIiIiIlmUwkARERERERERERERERGRLEphoIiIiIiIiIiIiIiIiEgWpTBQREREREREREREREREJItSGCgiIiIiIiIiIiIiIiKSRSkMFBEREREREREREREREcmiFAaKiIiIiIiIiIiIiIiIZFEKA0VERERERERERERERESyKIWBkqXExsayYMECmjVrRsWKFWnQoAHTp08nJibG3KWJSCYUEhLCsGHDqFu3LuXLl6dWrVp88803XL9+3dyliUgmN27cOFxdXQkICDB3KSKSSa1fv54PP/yQSpUqUbt2bb788ksuX75s7rJEJBO6f/8+w4cPp06dOpQvX5769eszfvx4IiMjzV2aiGQSd+7cwd3dnQULFiS7f+3atbRo0YLKlSvj6enJ2LFjefz48astUuRfTmGgZCmjRo1i7Nix5MqVi44dO5IvXz6mTJlCv379zF2aiGQyISEhtGnThhUrVlCyZEm8vb2pUKECGzZs4MMPP+TKlSvmLlFEMqkTJ06wcOFCc5chIpnYpEmT6N+/P+Hh4bRv3x4PDw+2bdtGu3btuHHjhrnLE5FM5PHjx7Rv357ly5dTvHhxvL29cXZ2Zu7cuXTp0oXY2Fhzlygir7nHjx/Tp08fIiIikt0/a9YsBg4cSHx8PJ988glly5ZlwYIFfPrpp0RHR7/iakX+vazNXYDIi3L06FFWrFiBl5cXkydPxsLCgoSEBAYNGsTatWvZuXMn9erVM3eZIpJJTJ06lVu3bjFo0CC6dOli3L5+/Xr69+/Pjz/+yMyZM81YoYhkRtHR0QwePJi4uDhzlyIimdSJEyeYNWsWHh4ezJkzh2zZsgHQuHFjvvrqK6ZPn87YsWPNXKWIZBYrVqzg0qVLdOzYkcGDBwOQkJBA//798fPzw8/Pj5YtW5q5ShF5XQUHB9OnTx9Onz6d7P6bN28yZcoU3NzcWLx4MTY2NgBMnjyZGTNmsHLlSj755JNXWbLIv5ZGBkqWsXTpUgB69+6NhYUFABYWFvTt2xcLCwt8fHzMWZ6IZDLbtm0jd+7cdOrUyWT7+++/T5EiRdizZw/x8fFmqk5EMquZM2dy+fJlatasae5SRCSTMvzcM2rUKGMQCNCkSRPatWtHkSJFzFWaiGRCJ0+eBKB169bGbRYWFrRp0waAY8eOmaUuEXn9LViwgObNm3P27FneeeedZNusWLGC2NhYevToYQwCAXr27ImDg4Oe14q8QhoZKFnG4cOHcXR0pEyZMibb8+XLR7FixTh06JCZKhORzCYuLo4ePXpgbW2NpWXS35uxtbUlJiaGmJgY7OzszFChiGRGZ8+eZfbs2fTo0YNHjx6xb98+c5ckIpnQ7t27KVOmDMWLF0+yb9SoUWaoSEQys1y5cgGJo3fKli1r3H7nzh0AcufObZa6ROT1t2jRIlxcXBg5ciRXrlzhwIEDSdoYnsdWq1bNZLudnR2VK1dmz549hIeHkyNHjldSs8i/mUYGSpYQHR3N7du3U/wtWBcXFx49ekRYWNgrrkxEMiMrKys6depEhw4dkuwLCgri0qVLFClSREGgiKRbXFwc3333HUWLFqVHjx7mLkdEMqnQ0FDCwsIoXbo0QUFB9O7dm6pVq+Lu7s6XX37J9evXzV2iiGQyrVu3xsbGhrFjx3LkyBEiIyMJCAhgwoQJ5MiRw2TEoIjIs0aOHMnatWupUqVKim2uXbtGnjx5cHBwSLLPxcUFgMuXL7+0GkXkLwoDJUt48OABQIq/RWLYHh4e/spqEpGsJz4+ntGjRxMfH0/btm3NXY6IZCJz587lzJkzjBkzBltbW3OXIyKZ1N27d4HEETtt2rQhODiY1q1b4+7uzubNm2nXrh3BwcFmrlJEMpPy5cszf/58oqKiaN++PZUrV6Zjx45YWVnx66+/UqhQIXOXKCKvqTp16mBlZZVqmwcPHqT5vDYiIuKF1yYiSSkMlCwhNjYWIMWHa4btT58+fWU1iUjWkpCQwLBhw9i/fz/ly5dPspagiEhKLl++zLRp02jfvj1ubm7mLkdEMrEnT54AiVNuNWzYkFWrVvHtt98ye/ZshgwZQmhoKD/88IOZqxSRzCQ0NJSJEycSEhJCvXr16Nq1Kx4eHty8eZNhw4bx6NEjc5coIplYbGysnteKvCa0ZqBkCdmyZQMgJiYm2f3R0dEAvPHGG6+sJhHJOmJjYxk6dCi+vr4ULlyYGTNmaGSPiKRLQkICgwcPxsnJib59+5q7HBHJ5AxrGVtZWfHdd9+Z/DZ+hw4dWLhwIbt27SIyMlI/+4hIuvTr14+jR48yadIkmjVrZty+YMECxo4dy9ChQ5k8ebIZKxSRzCxbtmx6XivymtDIQMkSHBwcsLS0THFYuWF6UC1GKyIZFRkZyRdffIGvry/FihVj0aJF5MuXz9xliUgmsXTpUo4cOcKIESPInj27ucsRkUzO8POMi4sLuXLlMtlnaWmJq6srMTEx3Lx50xzliUgmc/v2bfbv30+1atVMgkCAzp07U6pUKbZs2aIp/ETkH8uZM2eKyzbpea3Iq6WRgZIl2NraUrBgQW7cuJHs/hs3buDo6JjkB2YRkdQ8fPiQ7t27c/z4ccqVK8f//vc/nJyczF2WiGQimzdvBuCzzz5Ldn/Hjh0B2L59u9bkEZE0FS5cGCsrqxR/w96wfIJ+w15E0uPWrVsAlChRItn9JUuW5OLFi9y5cwcHB4dXWZqIZBHFihXj0KFDREVFGWd2MwgODsbS0pKiRYuaqTqRfxeFgZJluLu7s27dOi5fvkzx4sWN2+/cucPVq1d59913zVeciGQ6T58+pUePHhw/fhwPDw9++eUX/QAsIhnWsmVLPDw8kmz39/fn+PHjtGzZEhcXF3LmzGmG6kQks7Gzs6N8+fIcP36cK1euUKxYMeO+2NhYzp49S65cuTSLgYikS548eQC4cuVKsvuvXr2KhYWFfiFSRP4xd3d3AgICOHz4MLVr1zZuf/r0KceOHaNUqVJ61iLyiigMlCyjRYsWrFu3jkmTJvHzzz9jaWlJQkICEydOJCEhgXbt2pm7RBHJRCZOnEhgYCBubm7MmTMnyW+wiYikR6tWrZLd/ujRI2MYWL169VdclYhkZm3btuX48eN8//33zJgxAxsbGwDmzZvH7du36dy5s8lagiIiKSlcuDBvv/02Bw8eZNu2bTRs2NC4z8fHh7Nnz1KnTh3NsiQi/1jz5s2ZNWsW06ZNw8PDA1tbWwBmzpxJRESEnteKvEIKAyXLqFmzJs2aNWPjxo20a9eO6tWrExgYyOHDh/Hy8tLIQBFJt5CQEJYuXQokTpkzZ86cZNt99tln2NnZvcrSRERE5F+udevW7Ny5k23bttGiRQs8PT0JCgpi165dFCtWjN69e5u7RBHJRH744Qe8vb3p06cP9erVo3jx4pw7dw5/f3/y5s3L8OHDzV2iiGRiJUqUoGvXrsyZM4cWLVpQr149Ll68yB9//EGVKlVo27atuUsU+ddQGChZyvjx4ylVqhRr1qxh4cKFFCxYkC+//JLu3btjYWFh7vJEJJM4fvy4cS2e1atXp9iuU6dOCgNFRETklbKwsGDy5MksWbIEHx8flixZQq5cufj444/56quvyJEjh7lLFJFMpGzZsqxevZrp06ezd+9edu3ahZOTE+3ataN37944Ozubu0QRyeT69etHgQIFWLZsGYsWLSJv3rx07tyZ3r17G0cKisjLZ5GQkJBg7iJERERERERERERERERE5MWzNHcBIiIiIiIiIiIiIiIiIvJyKAwUERERERERERERERERyaIUBoqIiIiIiIiIiIiIiIhkUQoDRURERERERERERERERLIohYEiIiIiIiIiIiIiIiIiWZTCQBEREREREREREREREZEsSmGgiIiIiIiIiIiIiIiISBalMFBEREREREREREREREQki1IYKCIiIiIiIiIiIiIiIpJFKQwUERERERERERERERERyaIUBoqIiIiI/MslJCSYuwQRyQB9ZkVEREREJCMUBoqIiIiIvGQBAQG4urqm64+vr+8rqys8PJwxY8awfv36V3bNfwtXV1fKlStn7jJSFBsbS9u2benbt+8ru6avry+urq4MHjw4U5w3LfXr18fV1ZXbt2+/0uv+9ttvfPPNNxk65vLly/Tt25e6detSqVIlmjdvzpIlS4iPj38pNQ4aNOiFv/+PHTtGr169qFmzJuXLl6d27dr069ePoKCgF3odc0tISKBjx440atQo3cdMmjQJV1dXQkJCkuzbunUrFStW5Pz58y+yTBERERHJZKzNXYCIiIiIyL+Fvb09DRo0SLVNkSJFXlE1MH78eFauXMnYsWNf2TXl9TBz5kzOnTvH5MmTzV2KZMDRo0fp27cvHh4e6T7m7NmzdOjQgYiICKpUqUKFChUICAhg9OjRHDt2jAkTJrzQGpcsWcKaNWuwsrJ6Yedcv349gwYNIi4ujnLlyuHm5sbFixfZsGED27dvZ86cOVSrVu2FXc+cxo8fT0BAQLr/W7Bp0ybmzJmT4v5GjRpRpUoVvvnmG3x9fbG21mMgERERkX8j/V+giIiIiMgr4ujo+MIfvD+PlzUqSF5v165dY9asWXTu3JkCBQqYuxzJgIx+ZhMSEhgwYAARERGMHz+eDz74AICwsDA6d+6Mn58fjRo1wsvL64XUNmXKFGbOnPnc53pWWFgYI0aMICEhgenTp9OwYUMgsW+zZ89m4sSJDBgwgC1btmBjY/NCr/0qPX36lFGjRrFq1ap0H7N48WLGjRtHXFxcqu0GDBhAy5YtWbBgAd26dXveUkVEREQkE9I0oSIiIiIiIv8ikydPJiEhgU6dOpm7FHnJ9u7dy7lz5/Dw8DAGgQC5c+dm+PDhQGKg9LyOHz9O+/bt+eWXX3BxcXnu8z1ry5YtPH78mPfff98YBAJYWFjQo0cPypUrx82bNwkMDHyh132Vdu/eTcuWLVm1ahWFCxdOs/3Fixfp1q0bY8aMIWfOnNjb26favly5ctSqVYvZs2cTHh7+osoWERERkUxEYaCIiIiIyGssKCiI/v37U7t2bcqXL0/9+vUZM2YMoaGhybbfs2cPvXr1MravUqUKH374YZL1wVxdXY0jUL799ltcXV0JCAgAUl8LbfDgwUnWNhw0aBCurq4cOnSInj17UrFiRWrWrGnSJqP9SE79+vWpXr06UVFRTJw4kfr16xvPNXHiRJ48eWLS3tvbG1dXVw4fPpzkXDNmzMDV1ZWpU6catxnWnvv1118JCAjA29sbNzc3qlevzjfffENYWBgAK1eu5L333qNixYp4eXkxc+ZMYmNjk6353r17DBw4kOrVq+Pm5oa3tze7du1Ktm1UVBQzZ86kefPmVKxYkWrVqtGtWzcOHjyYpK2hbxcuXKBDhw6UL18eT09P/P39U72HwcHBbNy4kXfffZc8efIk2R8ZGcmMGTOMNbi7u9OhQwc2bNiQpO3UqVNxdXVl586dbNu2jY8++gg3NzeqVatGr169OHfuXKq1bNq0CVdX1xRDybNnz+Lq6oq3t3eq50nNrl27+PTTT6lWrRoVKlTAy8uLCRMm8PDhw2TbX7hwweR9WqdOHQYMGJDudemePn1qfG169+6d4vviWbdv3+aHH36gWbNmuLm5UaFCBRo0aMDw4cO5c+eOsd2gQYPo0KEDAAcPHsTV1ZVBgwalem7D++HZEM3A3d0dJycnjhw5QkRERLr6l5Kvv/6awMBA3nvvvQyNbEuP+Ph4ypUrxzvvvJPs/qJFiwJw9+7dF3rdV6l79+5cvnwZb29vZs2alWb7oUOH4u/vT+3atVm9ejU5cuRI85gPP/yQhw8fsnLlyhdRsoiIiIhkMgoDRUREREReU3v27KF169asX78eJycn6tevj62tLYsXL6Z169Zcv37dpP2cOXP49NNP2bVrF6VKlaJ+/foUK1aMkydPMnr0aMaNG2ds27x5c+OaVG5ubjRv3jzZcCgjhgwZQmBgIJ6enrzxxhu89dZb/6gfqYmPj6d79+7Mnz8fFxcXatWqxb1795g1a1aawUh6bd++nc6dOxMWFkbNmjWxsrLCz8+PHj16MG7cOIYPH86bb75JjRo1CA4OZtKkSUycODHJeRISEujQoQObN2/Gzc2NihUrcuTIET777DOWLl1q0vbRo0e0b9+eSZMmGa/71ltvsX//fjp27Mjy5cuTrbV3795cv36dd999F0tLS95+++1U+7Z27Vri4+OTXbsyLCyMNm3aMHnyZEJCQqhTpw6VK1fmxIkT9OvXj2+//TbZc/r4+NCrVy/Cw8OpXbs2OXLkYNu2bbRv394kzPq7+vXr4+joyMGDB5MNntesWQNAq1atUu1TSiZMmMBnn33G/v37KVu2LPXq1SMyMpI5c+bQqlUrbty4YdJ+27ZttGrVyvg+bdCgAY6Ojqxbt47WrVunGOIaxMbG8tVXX3Hw4EHq1avHpEmT0lyfLSgoiA8++ICFCxdiZWVFnTp1cHd3JywsjOXLl/PRRx8Zgzo3Nzdq164NgJOTE82bN8fNzS3V81+8eBGAMmXKJLu/ePHixMfHpzvsTEmNGjVYunQpP/30E46Ojs91rr9r3749a9asoWXLlkn2xcfHc/r0aQDy58//Qq/7Knl5ebF27VqGDBmCnZ1dmu0rVarErFmzmDt3brqn+vX09MTa2tr4uRIRERGRfxetGSgiIiIi8hoKCwujb9++xMTEMG3aNBo1agQkBkwzZ87k559/pn///saQ6M6dO0yePBlHR0dWrlxpDPogcZq9Pn36sGLFCr755htsbGyYMGECgwcP5tq1a7Rt2/YfBy7PCg0Nxc/PjwIFChAfH4+lpWWG+5GWR48eERwczLp16yhRogQA58+f58MPP2Tr1q3cuHGDQoUKPVc//P39+eKLL/jqq6+AxBFHXl5enDhxgjNnzrB48WKqVq0KJE7D2LVrV1atWkX//v2xsLAwnic+Pp7o6Gj8/PyMU/8dPHiQbt268eOPP1K3bl1jraNHj+b06dN88MEHjBo1imzZsgHw559/0rVrV8aMGYO7uzulS5c2qTU2NpbffvuNHDlyGO95avbu3QtgrP9Zw4YN48KFCzRq1Ijx48cbpx68evUqn376Kb6+vlSsWJGPP/7Y5Ljt27czYsQI4/bo6Gi6d+/OgQMHWLXw11wDAAASDElEQVRqFb169Uq2FltbW5o3b86iRYtYv349n332mXFfXFwcGzZswN7e/h+tZ7d9+3bmzJmDk5MTc+fONQbT0dHRjBo1Ch8fH/r168eKFSuAxNf4m2++ITY21mRtPYBVq1YxZMgQ+vXrx6ZNm5INzePj4xk4cCA7d+7E09OTKVOmpGv9unHjxvHgwQO+++47kxGSoaGhfPTRR1y7do0dO3bw/vvv065dO0qWLMmePXsoWbJkutYfNYyWy5s3b7L7Ddvv3buX5rlS8/333z/X8f+Ur68v165dw9nZmcqVK5ulhhdhypQpGWr/T37xwcHBgbJly3Lq1Cnu3LlDvnz5MnwOEREREcm8NDJQREREROQVCQ4OxtXVNcU/hmk6ITGAePjwIZ988okxQIPEdbI+//xzKlSoQGBgoHGdrNDQUBo1akTv3r1NgkCAxo0b4+joSGRkJPfv339p/WvUqJFxlIohlMpoP9Lj888/NwaBkDjqqVq1aiajhJ5H3rx5TQIsZ2dnY3jWvHlzkyCtVq1aODg48PDhw2Tvbd++fU3WAPPw8KBDhw5ER0ezevVqIDHI/e2333B2djYJAiFxra8+ffoQExOT7NpuLVu2NE4RmFYQGB0dzYkTJ3BwcEgSmN64cYOtW7eSK1cuxo0bZ7IGWdGiRfnhhx8AmDt3bpLzVqlSxSQgtLW1pW3btgCcPHky1Zpat24NgJ+fn8l2f39/7t27R5MmTdJcDy05CxYsAOC7774zBoGG2kaMGEGxYsU4duyYcQrZlStXEhkZSZs2bUyCQEicXrFly5aEh4cbw8O/GzFiBBs2bKBWrVpMmzYNW1vbdNVZsGBBGjdunGQqVCcnJ+PUnrdu3UrXuZITGRkJYPKeepZh+9+n2M0MTp06ZQwh+/Xrl+YoTIGyZcsCJDv1sIiIiIhkbfq/ZRERERGRV8Te3j7Z6RkNnh1xZAgGq1evnmzbWrVqcfLkSQ4dOoSbmxvlypVj0qRJJm1iYmK4evUqx48fJy4uzrjtZXF1dU2yLaP9SI+KFSsm2WYY4WQIP55H+fLlkwQLuXPnBv56mP6snDlzEhERQXR0tMl2KysrmjZtmqR9vXr1mDdvnjGIOnToEHFxcVSuXDnZ0MYwNWRyD/CTqycld+/eJSYmhuLFi5uMYASMtXh6epI9e/Ykx3p4eJA3b16uX7/O7du3TaZkrFSpUpL2hvdyWiFT2bJlefvttzl9+jRnzpwxBndr164FSHZqyLTExsYSGBiItbW1SQBtYG1tTePGjZk9ezYHDx6katWqHDp0CCDZ1wugWbNm+Pr6Gts9a8KECfj5+ZEtWzYmT56crmkeDUaMGJFk2927dzlz5gxnz54Fnu8zawiI//56GyQkJJj8M7M4ceIE3bt358mTJ3z00Ue0aNHC3CVlCoZfAniegFlEREREMieFgSIiIiIir4ijo2O6pvaDvx7Wfv755+lqB4khyMaNG9m4cSMXLlzg1q1bxhDQEAa8zIf+uXLlSrG+jPQjLTlz5kyyzcrKCkicrvF5vfnmm0m2Ge5fcn1MKWjJly9fsqOVDEGaYQpHQ9+3bNmSbKBqkNy6esnVmpKwsDAA40jCZxlqcXFxSfH4QoUKERISQkhIiEkYmNz5DK9Het5vrVq14vTp06xbt4633nqL8PBwduzYQaFChahWrVqax//dgwcPiImJIX/+/CkGc4ZQxDA9Zlr9/3v7Z/n5+WFtbU1UVBQLFy6kd+/eGar3zJkzLFu2jBMnTnDt2jVjgPoiPrOGUZVRUVHJ7n/69KlJu8xg165d/Oc//+HJkye0atWK4cOHm7ukTMPwWTV8F4iIiIjIv4fCQBERERGR15AhxGvQoEGqD+oNI8OePHmCt7c3p06dwt7envLly/Puu+9SpkwZPDw86N69O9evX3/uulIL25ILxTLaj/RIKXzLiNT68aKmG0wpiDKEO4Y15Qy1lClTJtUwMLl+Z+RexMbGmlwvvdcwMLyWf58C83lfj+bNmzNu3Dg2bNjAgAED2LRpE0+fPqVly5b/6NyG+5uRvqR1jOGeJTf9Z4UKFRg2bBjt27dn1qxZNG3alJIlS6ar1tmzZ/PTTz8Bia9/o0aNKFWqFBUrViQgIIAZM2ak6zwpcXZ25syZM9y7dy/ZmkJCQoCU1xR83SxfvpxRo0YRFxdHly5dGDhw4Av5Pvi3MLzvDd8FIiIiIvLvoTBQREREROQ15OzszJUrV+jatavJGnUpmTdvHqdOncLT05NJkybh4OBgsj88PDzd1zY8XE/ugfGjR4/SfR7IeD9eJEM/DA/An5XRfvwThqDl727evAkkjhyEv4KYihUrGtdAexkMowiTW9vQ2dkZINXA+MaNG4DpdLYvqq4GDRrw+++/ExgYyObNm7GwsPjHUz/mypULGxsbQkJCePr0abKhrKGfTk5OQGL/L1++zPXr103WeEyp/bMmTpxIkSJF6N69OzNmzGDo0KEsXbo0zZDq+vXrTJo0iVy5cjFnzpwk09/+8ccf6epvakqXLs2uXbu4ePFikql6ExISuHTpElZWVukOL81p2rRpTJ06FUtLS7799ls6d+5s7pIyHcNnP7kRziIiIiKStaW+wryIiIiIiJiFITjbvXt3svu//fZbWrduzfbt2wE4fvw4AB07dkwSBJ46dYoHDx4AplMOphRWGEbw/X1KxLi4OE6ePPlS+/EipdQP+Ot+vUwRERHJXmfz5s3AX+soGu7RgQMHjNM2PmvXrl00adIk2fXlMqJw4cJYW1sTEhKSZOpJd3d3LCws8Pf35/Hjx0mOPXDgAGFhYZQsWTLZQOx5tW7dGoB169YREBBAtWrVjFNzZpSNjQ1ubm7ExsaydevWJPtjY2PZtm0b8NdrYJiOdNOmTcme8/fffwcS1078O8NowZ49e1KkSBGOHDnC8uXL06zz5MmTxMfHU6tWrSRBYHx8PPv37zf+u0FGR8HVqVMHINnP19GjRwkLC8Pd3T3Jd8brZvHixUydOhUbGxt++uknBYH/kGE63GLFipm3EBERERF55RQGioiIiIi8htq1a8cbb7zBvHnzkgQavr6+rFmzhvPnz1OpUiUAChQoAMDOnTtN2l66dIn+/fsb//5s2GQYMfX3UYNlypQBEh/AG0Kj+Ph4Jk6cyJ07d15qP14kw5Sbv/76KzExMcbtS5cu5dixYy/8eskZOnSoyfpc27dvZ+XKlTg4OBgDsCJFilCvXj1u3LjB8OHDiYyMNLa/ceMGI0eO5PLlyxQvXvy5arG1teXtt9/m8ePHXLhwwWRf4cKFadCgAQ8ePGDgwIHGdesgcQTbkCFDAOjQocNz1ZCSWrVqkT9/fnx8fIiOjqZVq1bPdb5OnToB8MMPP3DmzBnj9piYGEaOHMm1a9eoUKGCMYRr27Yt9vb2+Pj4sH79epNzrV69mnXr1pEjRw7ef//9FK9pZ2fH0KFDAfjpp5/S/KwYPrNHjx41hvWQ+BkdNWoUZ8+eNf792WtA+kf6enh4ULp0afbu3cvKlSuN28PCwhg5ciQAXbp0MTnm7t27BAUFGYOjlyEoKIigoCCT93pKzp07x7hx4wAYN24czZo1S/OYsLAwgoKCjKNw0xITE2Os6dnvitRqvXbtGkFBQUlei5s3bxIUFPRarstn+N5zc3MzcyUiIiIi8qppmlARERERkddQ/vz5GTt2LP3796d3796UKVOGYsWKcfXqVc6dO4elpSXjx483TtnYvn17fH19Wbp0KQcPHqREiRKEhIRw7NgxbGxsKFSoEDdu3CAkJIRSpUoBULRoUQCmT5/OkSNH6NSpE+7u7nTs2JHNmzezYcMGzpw5Q6lSpTh9+jR37tyhadOmxlFSL6MfL1KbNm1YsmQJhw4dwsvLi/Lly3Pp0iUuXrxI8+bN8fPze+HXfFbevHkJDw/Hy8sLDw8PHjx4wJEjR7C2tmbcuHEmI+zGjBmDt7c3a9asYdeuXVSoUIG4uDgOHjxIdHQ0jRo14pNPPnnumurVq8fx48c5dOiQMfQ1GDVqFFeuXGHr1q3Ur1+fqlWrEhkZaayhZcuWtG/f/rlrSI6lpSUtWrRg5syZ2Nvb4+Xl9Vzna9iwIV27dmXevHm0bt2aqlWrkitXLo4fP87t27cpVKgQEydONLbPly8f48aNo2/fvvTv35958+ZRtGhRrly5wtmzZ7G3t+e///2vcWrXlHh6euLl5cXmzZsZPXo006ZNS7FtxYoVcXNzIzAwEC8vL6pUqUJ8fDyBgYE8fPiQUqVKcfHiRZORrS4uLlhbW3PmzBm6du1KtWrV+Pzzz1O8hqWlJT/88AOdOnVi6NChrFq1CmdnZw4ePMjDhw9p27Yt9evXNzlm4sSJrFmzhpYtW/Ljjz+mdav/EUOgt2jRoiTTl/7dzJkziYmJIWfOnOzcuTPJLzwYfPTRR8ZRtkuXLmXatGl4eHiwePHiNOu5c+eOsabt27ebjEpNqdbOnTsTHBzM2LFjTcLrgQMHcvDgQXr37k2fPn3SvParEhYWxqVLlyhTpgwuLi7mLkdEREREXjGNDBQREREReU01bdoUHx8f3nvvPe7fv8/OnTuN4ZKPjw9NmzY1ti1btixLliyhdu3ahIaG4u/vz4MHD2jevDm+vr54e3sDpiMH27Zty/vvv09sbCz+/v7G0WKVKlVi4cKF1KpVi1u3brFnzx6KFSvGsmXL0nxw/7z9eJEKFSrE8uXLadSoEeHh4ezevZucOXMyZ86cVEd4vSgODg4sXbqUd955h/3793PmzBlq167NsmXLaNiwoUnbPHny4OPjQ+/evXFycuLAgQOcOnWKt956izFjxvDzzz9jZWX13DW1bNkSGxubZKfPdHJyYsWKFfTp0wcnJyd2797NqVOncHd3Z/Lkyfz4448ZnqYyI6pUqQJAkyZNjFO8Po+BAwcyffp0PDw8+PPPP9m1axcODg706tWLNWvWUKRIEZP2jRs3ZtWqVbz33nuEhISwfft2wsPDadOmDb6+vtSrVy9d1x08eDD29vZs3bqVLVu2pNjOysqKmTNn4u3tTY4cOdizZw/nzp2jbNmyTJgwgSVLlmBhYcHu3buN63c6OjoyevRoXFxcOHjwIPv27UuznooVK+Lj44OXlxdXr15l7969FCxYkJEjRz731LOvwsGDB4HEdT79/PxS/HPt2jUzV/p627p1KwkJCbRp08bcpYiIiIiIGVgk/H2xCBEREREREcmyhg4dio+PD5s2bXqt1g777rvvWL16NcuWLcPd3d3c5fyrjR49moSEBIYNG/bSruHm5saiRYuoUKHCSzn/vHnzCAgIYNasWS/l/Knp2bMn1apV49NPP33l105Jq1atuHv3Ltu2bSNbtmzmLkdEREREXjGNDBQREREREfkX6dmzJ9bW1ixdutTcpRAVFQWAv78/fn5+uLq6Kgg0s5iYGPbv389bb7310q5x+PBh4uPjn3sdzNT4+/u/1D6k5NGjRwQGBlKuXLlXfu2UBAYGcvr0abp166YgUERERORfSmGgiIiIiIjIv4iLiwu9evVi+fLlXL9+3ay1DB48mIoVK9KtWzeio6Pp16+fWeuRxDVEnZ2d+eCDD17K+WNjY/nuu+8YNGgQDg4OL+UaPj4+hIaG0rlz55dy/tSMHj2aunXr8s4777zya6fkv//9L2+//TYdOnQwdykiIiIiYiaaJlRERERERORfJi4ujg4dOuDs7MyUKVPMVseCBQuYOnUqb775Jr169aJ169Zmq0USRUZGki1btpe6PuTjx4/Jnj37Szt/dHQ0FhYW2NjYvLRrpORl9y2jNm3axIABA1izZg0lS5Y0dzkiIiIiYiYKA0VERERERERERERERESyKE0TKiIiIiIiIiIiIiIiIpJFKQwUERERERERERERERERyaIUBoqIiIiIiIiIiIiIiIhkUQoDRURERERERERERERERLIohYEiIiIiIiIiIiIiIiIiWZTCQBEREREREREREREREZEsSmGgiIiIiIiIiIiIiIiISBalMFBEREREREREREREREQki1IYKCIiIiIiIiIiIiIiIpJFKQwUERERERERERERERERyaIUBoqIiIiIiIiIiIiIiIhkUQoDRURERERERERERERERLIohYEiIiIiIiIiIiIiIiIiWdT/A1yHxE7cL3r0AAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 588,
"width": 897
}
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(15, 10))\n",
"for cluster in range(gmm_cluster_assignments.max() + 1):\n",
" plt.plot(drug_data[gmm_cluster_assignments == cluster].mean(axis=0), 'o-',\n",
" label=('Cluster ' + str(cluster) +' mean feature vector'))\n",
"plt.legend(loc='lower right')\n",
"plt.xlabel('Feature number (only look at 0, 1, 2, ..., 11)')\n",
"plt.ylabel('Feature value')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The plot above shows in which features the cluster centers differ in.\n",
"\n",
"Note that the above plot is unsatisfying in several ways:\n",
"\n",
"* A line doesn't actually make sense (e.g., what does it mean to be at feature 0.5?--this doesn't make any sense since the features are only at 0, 1, 2, ..., 11). However, if you don't draw the lines and only draw dots, the plot becomes really hard to read (you can try it by adding a parameter 'o' before the 'label' parameter to the `plt.plot` line).\n",
"* What do the feature values mean? Here, we have to go back to the [documentation](https://archive.ics.uci.edu/ml/datasets/Drug+consumption+%28quantified%29)! Feature 0 corresponds to age, feature 1 to gender, feature 3 to education, and so forth -- all features have been turned into numerical values."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's focus on age (feature 0) for a specific cluster, say cluster 2. So, we pull the 0th column using numpy fancy indexing:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([-0.07854, 0.49788, 0.49788, 1.82213, 1.82213, 1.09449,\n",
" 0.49788, 1.09449, 2.59171, 1.09449, 1.09449, 1.82213,\n",
" 1.09449, 0.49788, 1.09449, 1.09449, 0.49788, -0.95197,\n",
" 0.49788, 1.09449, 0.49788, 0.49788, 0.49788, 1.09449,\n",
" 1.09449, 0.49788, 1.09449, 1.09449, 1.82213, 1.09449,\n",
" 1.09449, 1.09449, -0.07854, 1.09449, 1.09449, 0.49788,\n",
" 1.09449, -0.07854, -0.07854, 1.09449, 1.09449, -0.07854,\n",
" 0.49788, 0.49788, 0.49788, 1.82213, 1.09449, 0.49788,\n",
" 1.82213, 0.49788, -0.07854, 1.09449, 1.09449, 1.09449,\n",
" 0.49788, 1.09449, -0.07854, 0.49788, 1.82213, 1.09449,\n",
" 1.82213, 1.09449, 0.49788, 0.49788, 1.82213, 1.09449,\n",
" 0.49788, 1.82213, -0.07854, -0.07854, 1.09449, -0.95197,\n",
" 1.09449, 0.49788, -0.07854, 1.82213, -0.07854, 0.49788,\n",
" 1.82213, -0.95197, 1.09449, 1.09449, 0.49788, 1.09449,\n",
" 1.09449, -0.07854, 0.49788, 2.59171, 2.59171, 1.82213,\n",
" 1.09449, 1.82213, 1.82213, 0.49788, 1.82213, -0.07854,\n",
" 1.09449, 1.82213, 1.09449, 0.49788, 1.09449, -0.07854,\n",
" 0.49788, 0.49788, 1.09449, 0.49788, 1.09449, 0.49788,\n",
" 1.09449, 1.09449, 0.49788, 2.59171, 0.49788, 1.09449,\n",
" 1.09449, 0.49788, 1.09449, -0.07854, 0.49788, -0.07854,\n",
" 1.09449, 0.49788, 0.49788, 1.09449, 1.09449, -0.07854,\n",
" 1.09449, 2.59171, 0.49788, -0.07854, 1.09449, 0.49788,\n",
" -0.07854, -0.07854, 0.49788, 1.09449, 1.09449, 1.09449,\n",
" -0.95197, -0.95197, 1.09449, 0.49788, -0.07854, 1.09449,\n",
" 0.49788, -0.95197, -0.07854, -0.07854, -0.95197, -0.07854,\n",
" 0.49788, 0.49788, 1.09449, -0.07854, -0.07854, 1.09449,\n",
" 0.49788, -0.07854, -0.95197, -0.07854, 1.09449, 0.49788,\n",
" -0.07854, 0.49788, 1.09449, 1.09449, 0.49788, -0.07854,\n",
" -0.95197, 0.49788, 0.49788, -0.07854, -0.95197, -0.95197,\n",
" -0.95197, -0.95197, -0.95197, -0.07854, 0.49788, 0.49788,\n",
" -0.07854, 0.49788, 0.49788, -0.95197, 0.49788, -0.07854,\n",
" -0.95197, 1.82213, -0.95197, 0.49788, 1.82213, 1.09449,\n",
" -0.07854, 1.09449, 0.49788, -0.95197, -0.95197, 0.49788,\n",
" 0.49788, 0.49788, -0.95197, -0.07854, -0.95197, -0.95197,\n",
" 0.49788, 0.49788, -0.95197, -0.95197, -0.95197, -0.07854,\n",
" -0.07854, -0.07854, 0.49788, 1.09449, 1.82213, -0.95197,\n",
" 0.49788, 0.49788, 0.49788, 0.49788, -0.07854, 1.09449,\n",
" 0.49788, -0.07854, 1.09449, -0.07854, 1.09449, -0.95197,\n",
" -0.95197, -0.95197, 0.49788, 1.09449, -0.07854, -0.95197,\n",
" 0.49788, -0.95197, 0.49788, -0.95197, -0.07854, 1.09449,\n",
" 0.49788, -0.07854, 0.49788, 1.82213, 0.49788, 0.49788,\n",
" 1.82213, 1.82213, 1.09449, 1.82213, -0.95197, -0.07854,\n",
" -0.95197, -0.95197, -0.95197, -0.95197, -0.95197, 1.82213,\n",
" 0.49788, 1.82213, -0.95197, -0.95197, 0.49788, -0.95197,\n",
" -0.07854, -0.07854, 0.49788, -0.07854, 1.09449, 0.49788,\n",
" -0.07854, -0.95197, -0.07854, -0.95197, 1.09449, 1.09449,\n",
" -0.95197, -0.95197, -0.07854, -0.07854, -0.95197, -0.95197,\n",
" -0.95197, -0.95197, -0.95197, -0.07854, -0.95197, 1.09449,\n",
" -0.95197, -0.95197, -0.95197, 0.49788, 0.49788, -0.95197,\n",
" -0.07854, 0.49788, 0.49788, -0.95197, -0.95197, -0.07854,\n",
" -0.95197, -0.07854, -0.07854, -0.95197, 0.49788, -0.95197,\n",
" -0.95197, -0.95197, -0.07854, 0.49788, -0.95197, -0.95197,\n",
" 0.49788, -0.95197, 1.09449, -0.95197, 0.49788, -0.07854,\n",
" -0.95197, -0.95197, -0.95197, 1.09449, -0.07854, -0.07854,\n",
" -0.07854, 1.09449, -0.95197, -0.95197, -0.95197, -0.07854,\n",
" 1.09449, -0.95197, -0.95197, 1.82213, -0.95197, -0.95197,\n",
" -0.07854, -0.07854, 0.49788, -0.95197, -0.95197, -0.07854,\n",
" -0.95197, 1.09449, -0.95197, -0.07854, -0.95197, 1.09449,\n",
" -0.07854, 1.82213, -0.07854, -0.07854, 2.59171, 1.82213,\n",
" -0.95197, -0.95197, -0.95197, -0.07854, -0.95197, -0.07854,\n",
" 0.49788, 0.49788, -0.07854, 1.09449, 0.49788, 0.49788,\n",
" 0.49788, -0.07854, 1.09449, -0.07854, 1.82213, -0.07854,\n",
" 1.09449, 1.09449, 0.49788, 0.49788, 1.09449, 0.49788,\n",
" 0.49788, 1.82213, 1.09449, 0.49788, 0.49788, 1.82213,\n",
" -0.95197, -0.95197, 0.49788, 1.09449, 1.82213, 1.09449,\n",
" 0.49788, 1.09449, 1.09449, 0.49788, 1.82213, 1.82213,\n",
" -0.95197, 1.09449, 1.09449, 1.09449, 1.09449, 1.82213,\n",
" 1.09449, 1.09449, -0.07854, 1.09449, 0.49788, 1.09449,\n",
" 0.49788, 1.09449, -0.07854, 0.49788, 0.49788, 1.82213,\n",
" 1.09449, -0.07854, 1.09449, 2.59171])"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"drug_data[gmm_cluster_assignments == 2][:, 0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The above values clearly aren't real ages (we have negative values!). Instead, if you look at the [documentation](https://archive.ics.uci.edu/ml/datasets/Drug+consumption+%28quantified%29), you'll see that they've actually discretized ages into 6 possible real values:\n",
"\n",
"* -0.95197 corresponds to ages 18-24\n",
"* -0.07854 corresponds to ages 25-34\n",
"* 0.49788 corresponds to ages 35-44\n",
"* 1.09449 corresponds to ages 45-54\n",
"* 1.82213 corresponds to ages 55-64\n",
"* 2.59171 corresponds to ages 65+\n",
"\n",
"So to plot out the distribution of ages, we would plot a histogram of the above values! At this point, you should hopefully be skilled at computing histograms (which we did at the start of class with basic text analysis)."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"from collections import Counter\n",
"def plot_histogram(feature_values, labels):\n",
" histogram = Counter()\n",
" for val in feature_values:\n",
" histogram[val] += 1\n",
" sorted_key_val_pairs = sorted(list(histogram.items()))\n",
" sorted_keys, sorted_vals = zip(*sorted_key_val_pairs)\n",
" plt.bar(range(len(sorted_keys)), sorted_vals)\n",
" plt.xticks(range(len(sorted_keys)), [labels[key] for key in sorted_keys])"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 329,
"width": 484
}
},
"output_type": "display_data"
}
],
"source": [
"plot_histogram(drug_data[gmm_cluster_assignments == 2][:, 0],\n",
" {-0.95197: '18-24',\n",
" -0.07854: '25-34',\n",
" 0.49788: '35-44',\n",
" 1.09449: '45-54',\n",
" 1.82213: '55-64',\n",
" 2.59171: '65+'})"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x396 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 329,
"width": 484
}
},
"output_type": "display_data"
}
],
"source": [
"plot_histogram(drug_data[gmm_cluster_assignments == 2][:, 1],\n",
" {0.48246: 'Female',\n",
" -0.48246: 'Male'})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"At this point you can examine the age distribution for the different clusters. This same idea can be used to examine distributions for other features and clusters."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Automatically choosing k (using a score function for each k)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The simplest way is to try a bunch of different values of k, and for each value of k, fit a model and compute a score for the model (so the score depends on k). Then we pick whichever k corresponds to the best score.\n",
"\n",
"There are many score functions you can use. For example, scikit-learn provides [these](http://scikit-learn.org/stable/modules/classes.html#clustering-metrics), one of which is the CH index we discussed in the lecture slides (documentation for computing the CH index in scikit-learn is [here](http://scikit-learn.org/stable/modules/generated/sklearn.metrics.calinski_harabaz_score.html))."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"k = 2 has CH index 1623.6494711813243\n",
"k = 3 has CH index 2248.61009439527\n",
"k = 4 has CH index 2500.9492242156366\n",
"k = 5 has CH index 2211.93598076424\n",
"k = 6 has CH index 2006.147297788571\n",
"k = 7 has CH index 1930.2601063343166\n",
"k = 8 has CH index 2059.303345734265\n",
"k = 9 has CH index 2090.4422181217465\n",
"k = 10 has CH index 2157.2600313745297\n",
"Best k within 2, 3, ..., 10 according to CH index: 4\n"
]
},
{
"data": {
"text/plain": [
"(-56.61162137814321,\n",
" 48.259448526580705,\n",
" -61.537774881639415,\n",
" 64.23827536992066)"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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