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Created October 21, 2022 12:32
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Radar figure in BEiT-3
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "FE89sYdYyLnT"
},
"source": [
"# Extended solution\n",
"The notebook contains several examples of how you can use the extended solution."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Fy0cuv4lyJoW"
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"from sklearn.datasets import load_wine\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.pipeline import make_pipeline\n",
"from sklearn.cluster import KMeans\n",
"import matplotlib.pyplot as plt\n",
"import textwrap\n",
"import math"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "Ktooo9c8yoYN"
},
"outputs": [],
"source": [
"class ComplexRadar():\n",
" \"\"\"\n",
" Create a complex radar chart with different scales for each variable\n",
"\n",
" Parameters\n",
" ----------\n",
" fig : figure object\n",
" A matplotlib figure object to add the axes on\n",
" variables : list\n",
" A list of variables\n",
" ranges : list\n",
" A list of tuples (min, max) for each variable\n",
" n_ring_levels: int, defaults to 5\n",
" Number of ordinate or ring levels to draw\n",
" show_scales: bool, defaults to True\n",
" Indicates if we the ranges for each variable are plotted\n",
" format_cfg: dict, defaults to None\n",
" A dictionary with formatting configurations\n",
"\n",
" \"\"\"\n",
" def __init__(self, fig, variables, ranges, n_ring_levels=5, show_scales=True, format_cfg=None):\n",
" \n",
" # Default formatting\n",
" self.format_cfg = {\n",
" # Axes\n",
" # https://matplotlib.org/stable/api/figure_api.html\n",
" 'axes_args': {},\n",
" # Tick labels on the scales\n",
" # https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.rgrids.html\n",
" 'rgrid_tick_lbls_args': {'fontsize':8},\n",
" # Radial (circle) lines\n",
" # https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.grid.html\n",
" 'rad_ln_args': {},\n",
" # Angle lines\n",
" # https://matplotlib.org/3.2.2/api/_as_gen/matplotlib.lines.Line2D.html#matplotlib.lines.Line2D\n",
" 'angle_ln_args': {},\n",
" # Include last value (endpoint) on scale\n",
" 'incl_endpoint':False,\n",
" # Variable labels (ThetaTickLabel)\n",
" 'theta_tick_lbls':{'va':'top', 'ha':'center'},\n",
" 'theta_tick_lbls_txt_wrap':15,\n",
" 'theta_tick_lbls_brk_lng_wrds':False,\n",
" 'theta_tick_lbls_pad':25,\n",
" # Outer ring\n",
" # https://matplotlib.org/stable/api/spines_api.html\n",
" 'outer_ring':{'visible':True, 'color':'#d6d6d6'}\n",
" }\n",
" \n",
" if format_cfg is not None:\n",
" self.format_cfg = { k:(format_cfg[k]) if k in format_cfg.keys() else (self.format_cfg[k]) \n",
" for k in self.format_cfg.keys()} \n",
" \n",
" \n",
" # Calculate angles and create for each variable an axes\n",
" # Consider here the trick with having the first axes element twice (len+1)\n",
" angles = np.arange(0, 360, 360./len(variables))\n",
" axes = [fig.add_axes([0.1,0.1,0.9,0.9], \n",
" polar=True,\n",
" label = \"axes{}\".format(i),\n",
" **self.format_cfg['axes_args']) for i in range(len(variables)+1)]\n",
" \n",
" # Ensure clockwise rotation (first variable at the top N)\n",
" for ax in axes:\n",
" ax.set_theta_zero_location('N')\n",
" ax.set_theta_direction(-1)\n",
" ax.set_axisbelow(True)\n",
" \n",
" # Writing the ranges on each axes\n",
" for i, ax in enumerate(axes):\n",
"\n",
" # Here we do the trick by repeating the first iteration\n",
" j = 0 if (i==0 or i==1) else i-1\n",
" ax.set_ylim(*ranges[j])\n",
" # Set endpoint to True if you like to have values right before the last circle\n",
" grid = np.linspace(*ranges[j], num=n_ring_levels, \n",
" endpoint=self.format_cfg['incl_endpoint'])\n",
" gridlabel = [\"{}\".format(round(x,2)) for x in grid]\n",
" gridlabel[0] = \"\" # remove values from the center\n",
" lines, labels = ax.set_rgrids(grid, \n",
" labels=gridlabel, \n",
" angle=angles[j],\n",
" **self.format_cfg['rgrid_tick_lbls_args']\n",
" )\n",
" \n",
" ax.set_ylim(*ranges[j])\n",
" ax.spines[\"polar\"].set_visible(False)\n",
" ax.grid(visible=False)\n",
" \n",
" if show_scales == False:\n",
" ax.set_yticklabels([])\n",
"\n",
" # Set all axes except the first one unvisible\n",
" for ax in axes[1:]:\n",
" ax.patch.set_visible(False)\n",
" ax.xaxis.set_visible(False)\n",
" \n",
" # Setting the attributes\n",
" self.angle = np.deg2rad(np.r_[angles, angles[0]])\n",
" self.ranges = ranges\n",
" self.ax = axes[0]\n",
" self.ax1 = axes[1]\n",
" self.plot_counter = 0\n",
" \n",
" \n",
" # Draw (inner) circles and lines\n",
" self.ax.yaxis.grid(**self.format_cfg['rad_ln_args'])\n",
" # Draw outer circle\n",
" self.ax.spines['polar'].set(**self.format_cfg['outer_ring'])\n",
" # Draw angle lines\n",
" self.ax.xaxis.grid(**self.format_cfg['angle_ln_args'])\n",
"\n",
" # ax1 is the duplicate of axes[0] (self.ax)\n",
" # Remove everything from ax1 except the plot itself\n",
" self.ax1.axis('off')\n",
" self.ax1.set_zorder(9)\n",
" \n",
" # Create the outer labels for each variable\n",
" l, text = self.ax.set_thetagrids(angles, labels=variables)\n",
" \n",
" # Beautify them\n",
" labels = [t.get_text() for t in self.ax.get_xticklabels()]\n",
" labels = ['\\n'.join(textwrap.wrap(l, self.format_cfg['theta_tick_lbls_txt_wrap'], \n",
" break_long_words=self.format_cfg['theta_tick_lbls_brk_lng_wrds'])) for l in labels]\n",
" self.ax.set_xticklabels(labels, **self.format_cfg['theta_tick_lbls'])\n",
" \n",
" for t,a in zip(self.ax.get_xticklabels(),angles):\n",
" # if a == 0:\n",
" # t.set_ha('center')\n",
" # elif a > 0 and a < 180:\n",
" # t.set_ha('left')\n",
" # elif a == 180:\n",
" # t.set_ha('center')\n",
" # else:\n",
" # t.set_ha('right')\n",
" t.set_ha('center')\n",
"\n",
" self.ax.tick_params(axis='both', pad=self.format_cfg['theta_tick_lbls_pad'])\n",
"\n",
"\n",
" def _scale_data(self, data, ranges):\n",
" \"\"\"Scales data[1:] to ranges[0]\"\"\"\n",
" for d, (y1, y2) in zip(data[1:], ranges[1:]):\n",
" assert (y1 <= d <= y2) or (y2 <= d <= y1)\n",
" x1, x2 = ranges[0]\n",
" d = data[0]\n",
" sdata = [d]\n",
" for d, (y1, y2) in zip(data[1:], ranges[1:]):\n",
" sdata.append((d-y1) / (y2-y1) * (x2 - x1) + x1)\n",
" return sdata\n",
" \n",
" def plot(self, data, *args, **kwargs):\n",
" \"\"\"Plots a line\"\"\"\n",
" sdata = self._scale_data(data, self.ranges)\n",
" self.ax1.plot(self.angle, np.r_[sdata, sdata[0]], *args, **kwargs)\n",
" self.plot_counter = self.plot_counter+1\n",
" \n",
" def fill(self, data, *args, **kwargs):\n",
" \"\"\"Plots an area\"\"\"\n",
" sdata = self._scale_data(data, self.ranges)\n",
" self.ax1.fill(self.angle, np.r_[sdata, sdata[0]], *args, **kwargs)\n",
" \n",
" def use_legend(self, *args, **kwargs):\n",
" \"\"\"Shows a legend\"\"\"\n",
" self.ax1.legend(*args, **kwargs)\n",
" \n",
" def set_title(self, title, pad=25, **kwargs):\n",
" \"\"\"Set a title\"\"\"\n",
" self.ax.set_title(title,pad=pad, **kwargs)\n",
" \n",
" def set_text(self, *args, **kwargs):\n",
" self.ax.set_text(*args, **kwargs)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "l_m20UKvy0la"
},
"source": [
"# Examples\n",
"The following section shows several examples of how to use the solution above"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "w8GR5U4wYWr2",
"outputId": "db5c4293-ebbd-448d-8bc1-a1f039b6fd52"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'Semantic Segmentation (ADE20k)': [62.8, 58, 58, 58, 61.4], 'ImageNet Classification (w/ Public Resource)': [89.6, 88, 88, 88, 89.0], 'Object Detection (COCO)': [63.7, 62, 62, 62.4, 63.3], 'Finetuned I2T (COCO)': [84.8, 78, 78, 81.8, 81.8], 'Finetuned T2I (COCO)': [67.2, 60, 60, 63.2, 63.2], 'Finetuned I2T (Flickr30k)': [98.0, 94.5, 94.5, 97.2, 97.2], 'Finetuned T2I (Flickr30k)': [90.3, 83, 83, 87.9, 87.9], 'Zero-shot I2T (Flickr30k)': [94.9, 92.5, 89.3, 90.9, 92.5], 'Zero-shot T2I (Flickr30k)': [81.5, 80.4, 79.5, 76.7, 80.4], 'Visual Question Answering (VQAv2)': [84.03, 82.3, 82.1, 80.36, 82.3], 'Image Captioning (COCO)': [147.6, 143.6, 138.1, 135, 145.3], 'Visual Reasoning (NLVR2)': [92.58, 87.0, 78, 78, 87.0]}\n"
]
}
],
"source": [
"# TR I2T\n",
"# IR T2I\n",
"\n",
"methods = [\"BEiT-3 (This Work)\", \"CoCa\", 'Flamingo', 'Florence v1', 'Previous SOTA']\n",
"data = {\n",
" \"Semantic Segmentation (ADE20k)\": [62.8, 'N/A', 'N/A', 'N/A', 61.4],\n",
" \"ImageNet Classification (w/ Public Resource)\": [89.6, 'N/A', 'N/A', 'N/A', 89.0],\n",
" \"Object Detection (COCO)\": [63.7, 'N/A', 'N/A', 62.4, 63.3],\n",
" \"Finetuned I2T (COCO)\": [84.8, 'N/A', 'N/A', 81.8, 81.8],\n",
" \"Finetuned T2I (COCO)\": [67.2, 'N/A', 'N/A', 63.2, 63.2],\n",
" \"Finetuned I2T (Flickr30k)\": [98.0, 'N/A', 'N/A', 97.2, 97.2],\n",
" \"Finetuned T2I (Flickr30k)\": [90.3, 'N/A', 'N/A', 87.9, 87.9],\n",
" \"Zero-shot I2T (Flickr30k)\": [94.9, 92.5, 89.3, 90.9, 92.5],\n",
" \"Zero-shot T2I (Flickr30k)\": [81.5, 80.4, 79.5, 76.7, 80.4],\n",
" \"Visual Question Answering (VQAv2)\": [84.03, 82.3, 82.1, 80.36, 82.3],\n",
" \"Image Captioning (COCO)\": [147.6, 143.6, 138.1, 'N/A', 145.3],\n",
" \"Visual Reasoning (NLVR2)\": [92.58, 87.0, 'N/A', 'N/A', 87.0],\n",
"}\n",
"data_min_max = {\n",
" \"Semantic Segmentation (ADE20k)\": [58, 64],\n",
" \"ImageNet Classification (w/ Public Resource)\": [88, 90],\n",
" \"Object Detection (COCO)\": [62, 64],\n",
" \"Finetuned I2T (COCO)\": [78, 86],\n",
" \"Finetuned T2I (COCO)\": [60, 68],\n",
" \"Finetuned I2T (Flickr30k)\": [94.5, 98.5],\n",
" \"Finetuned T2I (Flickr30k)\": [83, 91],\n",
" \"Zero-shot I2T (Flickr30k)\": [88, 96],\n",
" \"Zero-shot T2I (Flickr30k)\": [74, 82],\n",
" \"Visual Question Answering (VQAv2)\": [78, 85],\n",
" \"Image Captioning (COCO)\": [135, 150],\n",
" \"Visual Reasoning (NLVR2)\": [78, 94],\n",
"}\n",
"\n",
"new_data = {}\n",
"for k, v in data.items():\n",
" v_min = data_min_max[k][0]\n",
" new_v = []\n",
" for vv in v:\n",
" if vv == 'N/A':\n",
" new_v.append(v_min)\n",
" else:\n",
" new_v.append(vv)\n",
" new_data[k] = new_v\n",
"\n",
"print(new_data)\n",
"data = new_data\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 536
},
"id": "Khh9tMNmUPtC",
"outputId": "39970639-398d-446a-878e-c9d614fa7c4b"
},
"outputs": [
{
"data": {
"image/png": 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cyXogJ3acpFTC7f6Y3wGLCJOOCoCL2L7Mleu+u4CTJWVHgezHgN+Y2fq4xxvAP9h+lPltSXWEigbfAH5gZj9PaPumhDrMb0Tbv0EoE3Zp/P64834PPELIk50PPEZCnWiAKMXnU8CtkqZHm88glDnba0i6VNI9vdj+1lKQUdm32yVVSnpN0ock9fhos6Qx0c9Fak+37ZxzXXnfqljO9bK7CGXJDibkG7+PpFgwvUlhdS+ADmAJkCXpk8BThIA4vhZwPlAD1EmaQihptqlXrmKQM7PNku4CzjWz37CD/yvM7OS477uziMi0Lvb9grCAxY72G/Cj6JG4bwVxH46ikmQjAKKJiR8ljEgPOpJOB34ITCFMbHyLUJGmV5nZ1LinHwROAMrMrD7att+evoakFcA3zOzp6DVXEa1C6JxzfclHmF2figKbl4BcQo3WzpwELIhGF28gTCRqNLNqwiS+24A1hBHn+MldFxAmodUSFj14oDeuYW9hZhdFwfKAZmYbzWx/M2tKdl96mqQfAr8hpB+NAMYANxNyx/vSWELKS/1Oj3TOuQHI6zA759wAJKmQ8MHxa2b2l072XwpMNLOvRM//QijrmE2Y/PitaPERJJ1MKAs3mnCX5nozu0bSUEKe+AcJd3kWAB82s47Y6C8hWP4toQZ2I2FBmWcJ9bbLovZHEz78fogwUHOfmX0nmstwK2ECpwFPAt82sypJdxNSaZoJFXB+SaiYsxxIN7O2KJf9lqh/FYR8+Vvjrv8AoIkwaXUVcFZ098E553aJjzA759zAdAxhOem/dfP4Jwil34YDbxKVCIz8kZB+kw8cSJh8CSGNpZwwV2AEIQ1qu1EWM/sjcB7wcrTU+XZLoUf5xo8CKwnLnpcSVgeEkEZzJTAK2J8QsF8atftVQpA7I2r36k6u6f6of6OAzwFXSPpo3P5PR8cUEe5o3dTF++OcczvkAbNzzg1MQ4DNZtbWnYPN7E9mVmtmzYSg9JBolBpCKccDJBWYWaWZvRm3fSQw1sxazez53aizfCQhoL3QzOrNrCmqmIOZLTWzf5pZs5ltAq6jm6Ugo1Hr44D/jtp8i5CuFV/r/QUzezxaevtuti9L6Jxz3eYBs3PODUxbgKFRjekuSUqVdJWk96KSiyuiXbGyi58FTgZWSpoj6Zho+/8QKp48JWmZpB/vRj9HAys7C+wljZB0v6Q1Ub/uofulIEcBFWYWvyLlSsIIdsz6uO8bCJOGfbK7c26XecDsnHMD08uE/N5Tu3Hs6YSJgB8HCgmpERBVFjGz183sFEK6xsNEq2tGI9Lnm9l4QnrDDyV9bBf7uRoYs4NA9QpCisdBUSnIr7B9KciuRrPXAiWS8uO2jSHkdTvnXI/ygNkNalHN1vHJ7odzPS2qGvNzwiItp0rKkZQuabqkxHzffEJwvYVQy/yK2A5JGZLOkFRoZq2ESX8d0b5PSZooSUA1YfJdxy529TVgHXCVpFxJWZKOi+tXHVAd1fu+MOHcDYTa3J1d/2pCxZ0rozYPJix61Gu1p51zey8PmN0uk7RCUmMUjK6XdIekflkbNZostCzZ/XCuN5jZtYQazBcTao6vBr5DGCWOdxchXWEN8A6QuNz8V4EVUVrEeYTqFBAmCT5NCGpfBm42s2d3sY/twAzC0uSrCJP0vhjt/gXwH4Rg/DHgfxNOv5Kw1HmVpAs6af7LhNHytYTJj5fEajY751xP8rJybpfFLyYgaR9CKahHzeynye2Zc84551zP8xFmt0fMbD0hYD4UQNLRkl6KRoTeji2dG+37mqSFkmqjCUTnxu0bKunR6LwKSc9LSon27S9pdrRvgaRPx513h6TfSnosavfVqLZrbL9JmtjNY0+UtFhStaSbo8lP3+jFt88555xzA4AHzG6PSCoDpgNLoxzEx4BfASWElff+KmlYdPhG4FNAAfA14HpJ/xHt67Teq6R04BHCUtjDge8C90qKX3b3S4Rbu8WEGf1dLQvc6bHRAg0PAT8hlOtaDBy76++Ic8455wYbD5jd7npYUi0hZ3IjcAlhhvvjUd3TDjP7JzCXUK4KM3vMzN6zYA4hCP5Q1N6O6r0eDeQBV5lZi5k9Q1gE4ctxffmbmb0Wla26l2i0ewd2dOzJwAIz+99o341sX5LKOeecc3spD5jd7jo1WhVsGjCFUDt1LPD5KHWiSlIVYcnakQDR7P1XopSLKkKQGqu5uqN6r6OA1WYWPzN/Z7VWu5qAuKNjRxGCfwCiYL28qzfAOeecc3sHL+Du9oiZzZF0B3AN8Cpwt5l9M/E4SZnAXwmrcP3dzFolPcy2OrC1hLSM8yUdCDwj6XXC7PfRklLiguYxwJIevpR1QFlcfxX/3DnnnHN7Lx9hdj3hN8AJhJqoMyR9IlpZLEvStCjPOQPIJJS+apM0HTgx1kAX9V5fJYwE/yiqMTuNUKLq/h6+hseAg6J6tmnAt4F9evg1nEsqSVdK+n6y+xETPym3k30zJb0Q99xrqjvnksYDZrfHzGwToc7rfxFWE7uIbTVhLwRSohHk/yKsIFZJWHlsVlwzndZ7NbMWQoA8HdgM3AycaWaLevgaNgOfB64mLO5wACH/urknX8e5ZIkm354J/H43z/+9pHM62X6ppNYooK2KquQc01kbe8JrqjvnksnrMDvXiaikXTlwxq4u1OBcfyTpQmByZylT3Tx/FXCsmZUnbL8UmGhmX4mq2lxOWAhllO3kD4wkAyaZ2dJO9s0k1Hv/4O701znnepKPMDsXiVJJiqJ864sI+dWJK6I5N1BNB+bEnkR1xj8bfX9clB7xyej5xyS9FXfswUBVYrCcKFpa+05COtOQqH761lrmiWkWkZOjib6bJf1PrP56ooSa6tmSrpW0Mqqb/oKk7F15M5xzbld4wOzcNscA7xFSP2YQKoE0JrdLzvWYgwj1xWPmEKrcAHwYWAYcH/d8TtyxJxPy/LsUfdicSahss7mb/foM8AHCEtmnAF/vxjnXAIcTaqWXAD8izHlwzrle4QGzcxEzu9TMhphZvpkdZWavJrtPzvWgIqA27vkcQmAMIVC+Mu55YsD8SeDxLtr+QlQqcjUhkP3MLvTr12ZWYWarCBOIv9zVwdEI9NeB75nZGjNrN7OXzMznGzjneo2XlXPO9ZQsIJ9Q2zr+a/z32UAq4cN67AFhdDD2aAeaCMFdXfQ1/vvYVx/93zWVhH+DmJeByZJGEBbw+TTwi2jVyyOB5wAkFRFqrb/URdsPmtlXdrNfq+O+X0moid6VoYSftfd28/Wcc26XecDseoWkK4ENZvabZPdlR6Lbx28DH4oqfbjODSUsFDMy7jEq4ft9CGUDd9nLL7/MMcfsVlGFFsJCNOviHms7+X4j4LObYR4wGXgdwMwaJL0BfA+Yb2Ytkl4Cfgi8F5dS8QngGTNr343XrAdy4p53VqpxNLAg+n4M4d+tK5sJH6gmEH5/nXOu13nA7HpcXPmq2ASdacCzwO/M7D/jjnsBuM3M7kicES8pixAMnRYthx3f/vXAaDP7nKQVwAjCqGQd8A/gO2ZWFx17IXAWYRXCzYRydf8DYGbNkv4E/JiwaMrerJAQTCU+JrH9qGSPa27e7TvpGYQAa8xOjqsnrCK5JOGxmDDqurd4nJBqcW/ctjnAdwgrbQLMJqRm3B13TLfyl3fgLeA0SbcRPlidDWxIOOZCSa8S7kJ8D7iuqwbNrCP6vb1O0lej9o4E3vS0DOdcb/GA2fWGmcDjCRPm6oGvSrrazFbsrAEza5L0ACHw3howS0ol5DjGl8aaYWZPS9oHeBL4CfDT2ClRG/MII1JPSVptZrGFT/4MvCXpor3kj20GYfLX4YRJVlMJgfHwZHaql+UCh0SPRFsIwfM7wJvAG4RRy6Y+613fuYvws54d97s5h/D78lzc83y2pWOIMMJ84W6+5vXAEYSgdh4hWP94wjF/J7zvhcAdwB+70e4FhMD+dUKg/XbUT+ec6xVeh9n1OEnPAH8ys3ui59OAe4C/AXlm9rVo+w5HmKP9xxIC4BFm1hBtO5nwR3WUmbVFI8zfMLOno/1XA1PN7JM76NuNhJ/778ZtezdqY05n5wxgmcDBbAuODwcOJATN/cbs2bOZNm1asrsRr40QQL8R93ibQZAzLekKYGN3U6UkHQncZGZH9m7PnHOuf/MRZtcbEstXxVwOLJF0lZl1tn87ZvaSpHXAaYSAG8KCCH82s7bE46MluKcTNyKdsF/Ah3j/SmcLCaOPAz1gLibccp9GuM6DgPRkdmiASiN80DgY+Fq0rZ2QZ/s8IW1hNiHFZ0Axs4t247RLerwjzjk3wHjA7HpDYvkqAMxsvaRbgF8CX+xmW3cRUirukVRAqNN6XMIxD0crhuURguUd/YG/lFCV4faE7bVRnweaYkI5sGnR42C8VGRvSWVbEP1twiTCd9gWPM9mAAbQO2NmryW7D8451x94wOx6Q2L5qni/Bt6T1Fk+aWfuBi6RNAo4iTB7/18Jx5wa5TB/mJCTPBSoij9A0ncIgfeHOslVzk88vp9KJwTG04GP4AFyMomQ/z2VbQH0AsLk1ieB/2Nw5kE759xeyf/Yut4QK1/1Pma2hbA4wWXdacjMVhJug3+FkI5xZxfHziHkN18Tv13S1wmVMD62g6V996f/lqcqIVz7g4QRzKeAHxDq5vrvb/8hQn74d4FHCf9WfyMssDGYJ1QmlaTXJE1Ndj+cc4OfjzC73tBZ+ap41xGW4VXCdkXl5LYysyZCkHwZoYbr6Tt57d8AKyQdYmZvSzoDuAL4iJktSzxYUikhKH1lJ+32pcmERSRmENJPUpPbHbcbcoFTo0cH8BowC3gEmN/XndlZ+cUB7BpCitdnk90R59zg5iNUrjfcBZwsKbuznWZWA1xNCFTjHUuoRLD1ISkN+Gt07P+Z2bquXjhagOQu4OfRpl8BQ4DXJdVFj1viTjkduLMflJTbj/ChYBFhwuT/EPKTPVge+FKAowkf3P5NWKHu14RJmX1phpnlEe5OHEYoJ5d00e/47poFfCQqKemcc73GA2bX46IVwu4Czo2ezzazsoRjrjYzmdkd0fM7oueJjzYzqzOzPDOb3slrjYuVlIvb9i0z+2z0/b5mlh6dH3ucB1tX+jsbuKoX3obuGAF8H5hLCJQvJgTObnAbD/yIkLo0L/q+rMszepCZrSfkWR8KIOloSS9JqpL0dlQGkmjfTEnLJNVKWh7dsUFSiqSLJa2UtFHSXZIKo33TJG2X+iRphaSPR99fKukhSfdIqgFmSiqRdLuktZIqJT0cd+6nJL0V9e8lSQfHXUsToeyf12B2zvUqT8lwvWI3y1f1qWhUeUofv2we8BlCXvLH8BHkvd1BhNHmKwmLhdwL/AWo7q0XjC+/GKUkPUaYH/APws/kXyVNARqAG4EjzGyxpJFsuys0M3p8hLD0+F3ATVE73XEK8HnCRNxM4CFCqsjU6OuxUV8PA/5ESE+aS/i9mSVpv7i7QrGykM4512t8hNm53idCIHIvYcWzu4AT8WDZbZNCqIByK+Fn5CHgk/Ts/9EPS6oFVhOC3EsIAejjZva4mXWY2T8JgenJ0TkdwIHR6oDrzGxBtP0M4DozWxblQf8E+NIupFe8bGYPm1kHoaTjdOA8M6s0s9a4RYTOAX5vZq+aWbuZ3Qk0E1JcYgZqWUjn3ADiAbNzvWcoYUnhJcDThHzpnKT2yA0EmYRJbI8SJsdeDIzsgXZPNbN8QmA+hfDzORb4fJTuUCWpCvggMNLM6gn10s8D1kl6LBp5BhgFrIxreyXhjuWIbvZlddz3o4EKM6vs5LixwPkJ/RsdvX7MQCkL6ZwbwDxgdq7nHU1YmbCcMLlxYnK74wawsYTJoKsIo87T9rTBhPKLq4G7zawo7pFrZldFxz5pZicQAvZFhBFwgLVR32LGEJYU3wDUE/fBUFIqMCyxG3HfrwZKJHU2SrwauDyhfzlmdl/cMf25LKRzbpDwgNm5npEJnAW8DrxMuGWdmdQeucEkjTDq/CxhouC57Nndit8AJwAvATMkfUJSqqSsaNJemaQRkk6RlEtIg6gjpGgA3Af8QNK+kvIIFUAeiJasXwJkSfqkpHTCCPkOfxeiyjdPADdLKpaULun4aI9aW7QAACAASURBVPetwHmSjlKQG7WbDxCVoTwc+OcevBfOObdTHjA7t2eKgZ8RRsLuAD6Q1N64vcFBwC3AGkKgmjh6u1Nx5Rf/izAB7yJgE+Hn+ELC34YU4IeE0eQKQm31b0VN/ImwCudzwHLCqobfjdquBv4TuC3qYz3hbktXvgq0EkaxNxKqx2Bmc4FvEiYUVgJLCZMNY2YAs81s7a6+B845tytkZjs/yjmXaCQhmDiXHS8D7rph9uzZTJs2LdndGMgagT8SUixW7uTYQUXSq8DZZtbni8E45/YuPsLs3K4ZTxjdWw5cgAfLLvmyge8QRl/vJOT07hXM7CgPlp1zfcEDZue652Dgz4T8zHPx/GTX/6QR6hovAP4GHJnc7jjn3ODhAbNzXTsQ+DthFv6X8drJrv8TcCrwKvAUnlfvnHN7zANm5zo3lnB7+23g00nui3O76wTgNcLqgZOT3BfnnBuwPGB2bntDgeuBxYTb2/474gY6AZ8jpGr8nu0X/XDOOdcNHgw4F+QSysO9Ryhp5TnKbrBJIyw1/S5wJb6ctHPOdZsHzG5vlwZ8mxAo/xIoSG53nOt1OcCPCT/zF+IfDp1zbqc8YHZ7rfLy8s9t2rRpMWFRhBHJ7o9zfawEuLqysnLJypUrv5HszjjnXH/mAbPbG40E7i0pKfnLO++8M76jo2OnJzg3GJkZCxYsGFNcXHwroRTd2GT3yTnn+iMPmN3eJI2wOt9i4PScnBxGjBjBihUrktsr55KkvLycgoICCgoKIJSiWwhcjKdpOOfcdjxgdnuLDwP/Aq4lbnW+iRMnsnLlSpqbm5PWMeeSoa2tjaVLlzJlypT4zdnAZcB8YHpSOuacc/2QB8xusBsO3APMJixCsp20tDQmT57MokWL+rpfziXVu+++y7hx48jIyOhs90TgceBhYHSfdsw55/ohD5jdYPZFQu3ZM7o6aNSoUdTV1VFTU9M3vXIuyRoaGti4cSNjx+40ZfkUwmjz2b3fK+ec6788YHaD0XDgIeB+wkIkXZLE1KlTmT9/PmbW651zLtkWLFjAAQccQEpKt/4EFAC3AU8AZb3aMeec66c8YHaDzRcIo8qf3ZWTioqKyM7OZv369b3TK+f6ic2bN9PR0cGwYcN29dSTCKPNX+/5XjnnXP/mAbMbLIYBfwEeoBujyp3Zf//9Wbx4Me3t7T3aMef6CzPjnXfe4cAD35fO312FwB8J+c2lPdYx55zr5zxgdoPB5wijyp/bk0aysrIoKyvjvffe65leOdfPrFy5kqFDh5Kbm7unTU0n/M59bc975Zxz/Z8HzG4gywFuJ4ws7/L95c6MHz+etWvX0tTU1BPNOddvtLa2snz5ciZNmtRTTRYCfyLMFyjsqUadc64/8oDZDVQHAnOBmT3ZaEpKClOmTOGdd97pyWadS7rFixczYcIE0tPTe7rpzxJqnB/Z0w0751x/kZbsDji3G74J3EBYZKHHjRgxguXLl1NZWUlxcXFvvMSgYmbQAdZhWLuFrx3RtrjnW/e3bzuuYXUDxVuK6WjrICXNP7/3ltraWiorK5k6dWpvvcS+wAvAT4DrAC8345wbVORltNwAkg/8Hvhyb79QTU0N8+bN47jjjkNSb79cp7odiMYFoNt9bU84rx062js6PX/r6+zgNbbuj+sTtu3rHhNkDskke2Q2OaNzyBySiVKS874PRq+88gqTJ0+mpKSkL17uMeAsYEtfvJhzzvUFD5jdQPEfhAoYE/vqBf89798UqIChRUN3HIhGwWZPBqJbg9De+tVUeEgKX1O03fOt36d0ckx3vkbnKUVbt5PC1ufxbZsZq5asYlj+MJorm7HmcNENzQ2kFqfy2tLXuP3vt1PRUMGECRO4/fbbKSoqet8ljRs3jvz8fFJTU0lLS2Pu3Lm99OYNPBs2bKC8vJzDDz+8L1+2HDgdeL4vX9Q553qLB8xuIPg24TZvp2v49pZNczdRu6C2+yd0JxBN2NZV4BkLLLsKRJUad3x82yk7+Brb34+8s/AdDtj/AH53y++Yut9Ujtj/CJq2NNFa0wpt4ZjU7FQWrVvEyrqVnH3B2aRmpm7Xxrhx45g7dy5Dh+5WRcFBq6Ojg+eee46jjjqK7OxeyWDqSjvwc+BKPEXDOTfAeQ6z688ygJtJwrK8jesbQ7CcC21FbQwbPuz9wWxcgNsfA9GBpKGxgYULF3LeeechRPY+2ZgZ7Y3tNG9ppqWyhQlFE5hUNImV968kvTA9pG+U5ZC9T58HggPG8uXLGTlyZDKCZYBU4HLgMEKKRkMyOuGccz3BR5hdfzUc+F/guL5+4fbmdlY/vBoMig4r4t2l7zJ+wngyMzL7uit7hXcWvkNOTg633XYbpaWlrFq1in333ZczzzyTrMysrcddc+01TDtyGlNKp9BS3UJbXTT8nAL/Xv5vFqxdwNzlcznpsydxzjnnJOlq+o/m5mZeeukljj/+eFJTU3d+Qu96CzgFWJXsjjjn3O7waemuPzqMUDKuz4NlM2PDnA10NHdQMKWAtPQ0SstKKS8v7+uu7FU6OjpYvnw5J5xwAldecSWZmZnMmjVr6/6HH36YFKVw+IcOJ298HiWHlTD0mKEU7F9A1rAsDpp4EF865ktcc/o1HG1Hs+DBBVQvqqatvi2JV5VcixYtYvLkyf0hWAY4FHidJPxOO+dcT/CA2fU3nyeUpxqdjBevXlBN07omcsfkklEQUqYL8gswM2prdyGf2e2SkpIShpQMYeKEMKfzqKOOYsXyFQDMeW4Ob/7rTb79nW8jtqW9pKSlkDU0i4LJBQw/ejhDjhxC/sR8mmgirT6NLa9uYdVDq1j10Co2vrCRuhV1dLR0JOPy+lx1dTV1dXWMGjUq2V2JNxx4hiSkWDnn3J7ygNn1FwIuAx4krODX55o2N1HxZgXphenkjN6+C2VlZZSvKcd87lKvKCosYsiQIaxdtxaA+fPnU1pWyttvv80jjzzCBRdcsMOUmKbmJhqbGknNTEUl4oEXHmBz4WaKDysmd2wuShV1y+vYOGcjK+5bQfmscra8voXG9Y2hIskgY2bMnz+fAw88sD/m1WcAtwE3EnKcnXNuQPAcZtcf5AD3AJ9JVgc6WjtY/fBqOlo7GHL4EFLS3/9ZsnxNOZmZmQwb2iOrcLtIrErGipUruPUPt9LW3sbw4cM579zz+OnFP6WtrY28vDwAJk2cxNlnn01lZSV/uPUP/PeP/puNGzdy7XXXAiG147hjj+PUU0/d7jWsw2ipaaFlSwst1S2017cDocpI5tBMckpzyBmdQ3phen8MMnfJ2rVr2bhxI4ceemiyu7IzTxPuKFUluyPOObczHjC7ZBsCPAocncxOrH92PQ2rGig8sJDM4s5HMtva21i8eDH77bcfaaleYGZnjFBTur2jnfb28DCLalATak83Nzezbt06xo0bF0rmsa1Wc2pqKikpKVu/xqdj7KmO1g5aqlpormimtbqVjuaQqpGSmULWiCxyynLIKc0hLWdg/Tu3t7fz3HPPceyxx5KZOSAmqf4bOAlYm+yOOOdcVzxgdsk0BngSmJLMTtQsrmHzK5vJKcshb9+8Lo/dvGUzjY2NjC5LSop1v2AYra2ttLS00NzcTEtLC62trbS1tdHa2kp7e/vWY1NSUkhNSSUlNfqakgKCFIWvTU1N1NbWMmzYMDDosI7wtaOD9o52Otqjrx3bco9TU1JJS08jPS2dtPQ0MjMyycjMIDMzk/T09N0KrNub2mmuaKalooXWmtaw6AyQlpdG9j7Z5IwJ5es6u/PQnyxevJjU1FQmTuyz9X16wkrgE8DiZHfEOed2xANmlyxTCcFyaTI70VzVzJpH1pCWk0bxocU7vR1vGIsXL2bs2LFkZw3u+r9t7W00NTWFR2MTTc1NtLS0AJCenk5GRsbWYDU9PZ20tDTS09NJTU3dpaA1lpLRHYbR3t6+NTiPBe4tzS20tLZs17+srCyysrLIzs4mKzOLtLTujRabGa11rbRUtNBSGZWvM0CQUZxB9qiwfHfW0Kx+tXx3Y2Mjr776Kscff3z4YDKwbAY+CbyW7I4451xnPGB2yXAc8AhQnMxOdLR3UP73ctob2yk+rJi0rO4FVHX1daxbt45JEyf1cg/7TmtbKw0NDVsfTU1NpKambgs4o+AzIyOjR1MjYNcC5u6IjYA3NjbS3NRMY1MjTY1NtLW3kZmZSU5ODrk5uWTnZJORvvPFI6095D83b2mmtaqV9sYo/zlNZA4L+c+5o3NJy09Lav7zG2+8QVlZGSNGjEhaH/ZQPfA54B/J7ohzziUaWAl6bjCYATwAJH14dvPLm2mrbaNg/4JuB8sAebl5pKamUl1dTWFhYS/2sHcYRlNTE3V1ddTX1dPQ2EBqaurWILKoqIisrKweD4z7ihAZ6RkhGC7Ytt0IOdMNDQ3U1tWyYeMGWltbyc7OJj8/n7zcPLKy33/dShWZxZlbc9s7WjtormwOEwi3tNC0romKuRWkZqWStc+2/OfUrL4rAlFRUUFLS8tADpYBcoFZhLJzdye5L845tx0PmF1fOhv4Pf2gnFTtslrq3qsja58ssoZm7fyEBGVlZSxdupT8gvyQj9vPtbS2UF1dTW1tLY0NjWRmZZKfn8+wYcPIzskeENewp4TIyswiKzOLkuISIORMNzY2Ul9Xz7r162hsbCQrK4uCggLy8/O3W2kwJiU9hezh2WQPj5bvbtq2fHfD6gbqV9QDkF6QTtbILHLLcsnaJ4uUtN55j82MBQsWDISqGN2RDtxJqNl8bZL74pxzW3lKhusr3weuT3YnAFpqW1gzaw0pGSmUHFay23moa9etJTU1lRHD+9+oXod1UFdXR1VVFXV1daSnpZNfkE9BQQHZ2dn9avS4p1My9oRhNDU2UVNbQ01NDS0tLeTl5VFUWER+fv5Oc4PNjNbauPzn+m35z5lDMskuzSanLIfMIZk9lr6xatUqqqurOeigg3qkvX7kV8DPkt0J55wDD5hd37gQuDrZnYBQj3fNo2toqW6h5LCSPSob1tHRwaLFi5g0aRLpaek92Mvd09beRnV1NdXV1TQ2NpKfl09hUSH5eTsP9JKpPwXMiWIfPKqrq6mpqSEzM5PiomIKCwu7NYnQ2o3mqqj6RlUr7U1R/nO6yBqeta3+c97u/fy0tbXx/PPPc9xxx5GRsfN87AHoKuAnye6Ec855wOx620XA5cnuRMzm1zZTs7CG/Mn5ZI/Y8zTqisoKamtrGTtmbA/0bte1d7RTXV1NRUUFrS2tFBYWUlRc1O9GkbvSnwPmeLHR56rqKqqqqkhLS6OkuITCosJu1+Vub2kPo88VLbTUtGCt4f/f1JzUUL6uLIfsUdmkZnYva+mdd94hJyeHcePG7e5lDQTXED50O+dc0ngOs+tNFxOWu+4XGsobqFlYQ+awzB4JlgGKi4vZtGkTDY0N5GT3zYrehlFTXcOWii00NTVRWFhI6ahSsrOTPo9yUBMiOzub7OxsRu4zkqbmJioqKliyZAkZGRkMGTKEwsLCLvPBUzNCYJy9T5T/3Lgt/7luRR11y+oASC9KJ3tkFECPyEap7//wU19fz6ZNmzj++ON77Zr7iQsI8x5+mOyO9CZJlwITzewrO9i/APi2mc3uy3455wIPmBNIWgF8w8yeTnZfBrif0I+C5bbGNjY+v5GUrBQKJhXs/IRuEmL06NGsXr2ayZMn9+qoblNzE1u2bKGqqor8vHxGDB9BTm7OgBlJHmyyMrMYNXIUI0eOpLGxkS1btrB2zVoKCwsZMnTITut0SyItJ420nDRyR+diHSH/OVa+rmZhDTULayCFsHz3qJC+kVGcgSQWLFjAAQccMOCX8u6mHwDtDPCRZkkzgfOBCUAN8DfgJ2a20+XBzWxqD7z+HUC5mV28p205t7fxgNn1hguBK5LdiRgzY8OzG+ho7QiLk3QyWrcncrJzyMzMpKqyiuLizktLP/GPJ3j2mWcxjI9+5KNMnz6duvo6brzxRjZt2sSwYcP43n99j9zc3O3O67AOnvzHkzz2+GMAnHzyyZz0iZP6dU7y3kaInOwccspy6CjtoLqqmvLycjraOxg6dCjFxcXd+vdSisgozCCjMOQid7R10FIZJg+2VLVQubGSyrcqqW2sZf7q+cxZNocbb7+RZ555hgsuuICWlhYOP/xw/vjHP3aaX52amrp1YuCYMWOYNWtWz74Rve8CoI0BmtMs6XzgR8BZwP8RFm26GfinpOOS2Tfn3M75X90dkDRT0ouSrpdUJWmZpGOj7aslbZR0Vtzxn5T0L0k10f5LE9o7U9JKSVsk/UzSCkkfj/alSPqxpPei/Q9KKunjS+4p36efTPCLqXyrkuZNzeTtm7fbk6t2prS0lHXr1223hHPM6vLVPPvMs1z2q8u46qqrePNfb7J+w3pm/X0WU6dO5frrrmfq1Kn8fdbft57T2tbK2nVrefPNN3ns8cf4xaW/4NdX/Zonn3ySxsbGXrkGt+dSlEJxcTGTJk5i3/H70tTcxMJFC1mzdg0trS271lZaClnDsiiYXMDQI4eSul8qj73xGMUjizlqv6O48MQLmX3fbM466yzuv/9+5s+fz9ixY7nzzjs7bS87O5u33nqLt956ayAGyzE/Bn6Z7E7sKkkFwC+A75rZP8ys1cxWAF8AxgGxNIwsSQ9IqpX0pqRD4tro9t8MSR+U9FL0t2t19HfrHOAM4EeS6iQ90jdX79zg4AFz144C5gFDgD8D9wNHABMJ/8HdJCkvOrYeOBMoIizx+i1JpwJIOoAwknAGMBIoZPslob8LnAp8GBgFVAK/7c0L6yUz6Sel42Ia1zdSNa9q65LGvSU9LZ2SkhI2bNzwvn1r1qxhwsQJZGZkkpqSyv7778/rr7/O3Dfmbs0/Pf7445k7dy6NjY0sX7Gcpe8uJT09nabGJg499FCGDBlCbm4uBx10EG+//XavXYfrORnpGZSOKmX/KfuTlZnFsmXLeG/Ze9Q31O9We0oXb7z3BjX5NbSUtbC5bjOTUybz08//lEkTwqqTJ5xwAn/961978jL6o58x8PKZjwWygP+N32hmdcDjwAnRplOAvwAlhL85D0vq7FP+Dv9mSBoLPAH8P2AYcCjwlpn9AbgXuNrM8sxsRk9eoHODnQfMXVtuZrebWTthdbrRwC/NrNnMngJaCMEzZjbbzP5tZh1mNg+4j/CfGYTlXh8xsxfMrAX4OaE6a8x5wE/NrNzMmoFLgc9JGkgpM58Cbk12J+K1N7ezYc4GUjJSKJhS0Ou5nsOHD6eysvJ9I4mjR49m8aLF1NbV0tzSzFtvvcWWLVuorq6muCikcKSlplFZWUl5eTlDhgxhyv5TGDZ0GFXVVQwZMmRrWyUlJVRUVvTqdbielZKSEv5N95vCiBEjWLduHUveXUJ1TTVG96sUlRSXMP2k6VxyySVcfuXlPLfiObJGZnHiISfy7l/epa2hjYceeojVq1d3en5TUxMf+MAHOProo3n44Yd76vKS5RrCAMRAMRTYbGZtnexbF+0HeMPMHjKzVuA6QpB9dCfndPU343TgaTO7LxrJ3mJmb/X0BTm3txlIAVkyxA8XNgKYWeK2PABJRxFqhh4IZACZhJECCCMAW/+KmVmDpC1x7YwF/iYp/n5+OzACWNMjV9K7jgEepB/9PJkZG+ZsoKOpg6JDinptlbV4KUqhdFQp5eXljN93/NbtpaNKmfHpGVx55ZVkZmYyduzYrTmt1TXVrF+3nvSMdFJSUpg0aVKv99MlT15uHhMnTKSxsZH1G9azdu1a9hmxD0XFRTudvFlfX8/Lr7zML375C8rKyrjhhhuYt34epYWlZFZksuDuBUwcNpE5qXM6PX/lypWUlpaybNkyPvrRj3LQQQcxYcKE3rjMviDgdmAz8GSS+9Idm4GhktI6CZpHRvth+78THZLKCX8/EnX1N2M08F6P9dw5B/gIc0/6MzALGG1mhcAtsPUv4DqgLHagpGxCmkfMamC6mRXFPbLMbCAEy/sDjwL9qqZZ9TvVNK1rImdsDhkFfbegQ2FhIe3t7dTV1223/SPTPsIVl1/BJT+/hNycXIqKQq3klStXMnbcWIqLw2IYiUqKS9iyZdtnq4qKiq3LOruBKzs7m33H7cuECROoqa1h0aJFVFVXdTni/Mabb1CQX8DYsWNJS03jiCOOYMm7S9j34H0Z9oFhFBYWcvLok5l54kw6q69fWhqywMaPH8+0adP417/+1WvX10fSgYcIaXL93ctAM3Ba/MYopW86YRIghGA3ti+F8HdjbSftdfU3YzWhCkdnfOEF53aTB8w9Jx+oMLMmSUcSbovFPATMiCYNZhBun8UPJ90CXB7lniFpmKRT+qjfe6KMMLrTryK4ps1NVLxRQXphOrmjc3d+Qg8rKyujvLx8u+CnuqYagJWrVvLiSy8yceJEjjjiCJYvX05WZhbPPfccHzj8A+9r6+BDDmbevHnU19dTX1/PvHnzOPiQg/vsWlzvykjPYOyYsYwfP56qqioWL17caaqGYbS3tbNh4wZaWlowjAULFlA6qpTqmmrS89LJPzifdVXr+PTUT7Px+Y1Y+7Y2KisraW5uBmDz5s28+OKLHHBA/18sphvygMeAycnuSFfMrJow6e//STpJUrqkcYQ7c+XA3dGhh0s6LUqt+D4hyH6lkya7+ptxL/BxSV+QlCZpiKRDo30bgPGdtOec24l+cwt9EPhP4FpJNwFzCP8RFgGY2QJJ3yVMGswFfgNsJPxnCHADIYB+StKoaN8DwN/pv4oJwfLonR3YlzpaO9g4eyNKFYVTCpNSozY7K5ucnBwqtlRszT++7trrqKyqJDU1lZkzZ3LA/gcwevRobrzhRmbPns3QoUP53ve+B8Cy5ct4+umnOeeb55CXm8dpp53GTy/+KQCnnXYaebl5O3xtNzBlZmQybuw4mpqbWLt2LRs2bKCsrGzrYjjV1dWM23ccxxx9DBdddBGpKamMHTeWj37sozz44IP8681/0WEdnPDxE5hQOoH65fW8u/Zdfvfc77j+5utZuHAh5557LikpKXR0dPDjH/94sATMECa2PUmYWLcuyX3ZITO7OkrFu4ZtdZgfBs4ws+bo/6q/A18E7gSWAqdF+cyJdvg3w8xWSTo5ep3bgGrCIlJvAX8E/iKpCphtZqf22gU7N8j40thJEN2GqwImmdnyZPdnN2QDTxP+QPUrG2ZvoH5lPYVTC8ksyUxaP9ra2li8ZDETJkxgw4YNNDU2Map0FPl5+UnrU381UJbG7kv1DfWsWbOG9PR0Ro4cybJly5g4cSIZ6d1LL2ra2ETNuzWkpKUwYtoIskf2q4yp3jIPOJ4QIA46klYBXzGz55LdF+f2Rp6S0UckzZCUIymX8Mn/38CK5PZqt91BPwyWa5bUUL+ynuzS7KQGywApqSlkZmayeNFi8vPzmbzfZA+WXbfl5uQyadIkiouLWbx4MampqaSldv+GYNbwLIoPLQbBun+uo2p+Vad5zYPMwYQ7e6nJ7khPkzSMMJK+IsldcW6v5QFz3zmFMHljLTAJ+JINzL9gFxOK7fcrLdUtbHl1C2l5aeTtm9yUhdgkrpycHNIz0snJ8eWr3a4TIicnh7TUNAoLClm0OEwM7K703HRK/qOE9MJ0Kt6oYOOcjXS0v39hnUHmROB/kt2JniTpCOBd4P+Z2apk98e5vZWnZLhdcSqh8H6/iv6s3Vg9azXt9e0U/0cxaVnJSc1vaW0JSyJ3dDB69GgyMzKpra1lw8YNTJwwMSl9Ggg8JWPHVqxcQWFBIcXFxdv9fJWVlZGVmdWtNsyM+hX1NJQ3kF6Yzj4f24f0/N5Z8bIf+Tqh7JxzzvUIH2F23XUQYSZ3vwqWATa9som2mjbyJ+cnJVg2jE2bN7F06VKGlAxh4oSJZGaElJD8/JCGUVNb0+f9cgNbfUM9LS0tFBUXAaGixvh9xzNi+AiWLVvG+g3ru7XwiSTy9s2jYEoBrbWtlD9STsOaht7ufrLdQj9MG3PODVweMPcQSbdI+lkPtHOGpKd6ok89aCihxnS/K89Qt6KOuqV1ZO2TRdbQ7o249aSm5iaWLFlCY2Mj++23X6e1lMvKylhTvoYOG/S3w10PMYzy8nLKysrel86Tn5/PlP2m0N7ezuLFi2lsbOxWm1nDQl6zUsX6p9dT9e9BndecQbgb1q+q+PQlSQskTUt2P5wbLAZ9wCzpdElzJdVJWifpCUkf3MM2Z0p6IX6bmZ1nZpftWW/BzO41sxP3tJ0eFFscYFyS+/E+rbWtbHpxE6k5qeRP6NsJdYaxfsN6li9bTmlpKWNGjyE1pfO5RlmZWRQUFrB58+ZO9zuXqLKykqysrK1l5RKlpIRVJceMGcOKlStYu3Zttz6QpeemU3JYCelF6VS8WcGG2RvoaBu0H+RGEMq29VqJEEkrJDVKqpVUJeklSedFi47s7Nxp0Up+PdGPOyT9Kn6bmU01s9k90b5zbpAHzP+fvfMOj+sq8//n3OlV09RlFUu2ZTtOnDhxEtqSRgjsQoAs7IZQQgllIbuEHxASCFmWhBZ2WdoSYGFpDzWEJKRuGiF94xTHVZZsyeptRjOaPnPv+f1xR8JFtkfSSBrJ95PHzxPN3HvOuSPNPe895/t+XyHENeiexzej3zwbge+hJ+AZFMe3gL9Z6kEcidQkw48MIzVJxfoKhLJ4SpFMNkNHRwf5fJ5169YV5YtcU1PD6Ogo+fyRVXENDA5H1VQGBwepq5upIvLhOB1O1q1bh1CEvtORPvFqs2JW8J3iw7nKSfJgkv67+slOZksx9HLkDBZey/x3UkoPernqrwCfQfc7NjAwWEGs2IBZCFEBfBH4JynlH6SUCSllTkp5l5TyU0KIrUKIpwqrAoNCiO8UqvBNnS+FEFcLIfYLIcaEEF8XQihCiPXo+rhzC6vWE4XjD3vC+iVdpAAAIABJREFUF0J8UAjRKYQICyHuLJjLH9r2h4UQ+wr9f1cUXOuPXL0+wbEmIcQ3CuM7IIT4WOH4Ugl5PwB8uERtlZTxbeNkI1k8rR7MzsXRLUsk4+PjdHV1UVdXR0N9A4pS3FfIpJioqa5hYHCmKrcGBn9leHiYUCiExVxcYp4iFGpralm1ahUHDhxgZHTkhNpmIQTuZjfe9V7yiTz9d/WT7FuxuuZ3AJ9e6E6klFEp5Z2F/t4jhDhFCGETQtwihDgohBguSPccBXvRe4G6wjwSF0LUFeaYa4UQXUKIcSHEb4UQ05VUhRCvKqxiTwghegvzxVXAO4FPF9q5q3BstxDiwsL/24QQ3xRCDBT+fVMIYSu891ohRJ8Q4pNCiJHCfHjlQn9eBgbLjRUbMAPnAnbg9mO8rwKfQNfnngtcgF6t71DeApyJvkrxZuB9Usrd6EHkU1JKt5TSd2TDQojzgS+j26/VAj3oVf4O5W+Bs9C9Q98OXHycaznWsR8ELgE2F8ZYyqpNp6CvLpcdyb4ksV0xbCEbjprFKciQV/Ps37+f2GSMtWvn5qkcCAZIJpNFrQIanJxkc1kmJiaorKyc9bkup4v2de2kU2k6OzvJ5WcqEHc49tAhuuaHhoi8FFmpuuab0O/zC46U8ln0ctevRl9xXot+j24D6oEbpJQJ9Hv3QGEecUspB4CPo9/H/waoAyLAdwGEXgb7XuDb6J7Mm4EXpZQ/QC+H/bVCO383w7CuB84pnHMasBXdInSKGqCiML73A98VQvhL84kYGKwMVnLAHATGpJQz7oFLKbdJKZ+WUuallN3ArRwtPfiqlDJc8L78JvCPRfb9TuDHUsrnpZQZ4LPoK9LNhxzzFSnlRKHtR9BvZMfiWMe+HfhPKWWflDKCfnMuBU70AgBlVx4sn8oz8pcRFLuCd613UfpMJBJ0dHTg9/tpaW6ZVQGJQxEIGhoa6OvtK8rdwODko6+vj/q6epQTS2BnRFEUGhsbqaqsoqOjg8nJyROeY3aaCZwRwOq3EnkxwvDDw2i5FadrNqMvWixWEDgABICrgE8U5pFJdHngPxznvA8D1xfu6RngRuCywq7h5cCDUspfFXZLx6WULxY5nncCX5RSjkgpR4F/Bd51yPu5wvs5KeU9QBxYV/zlGhisfJbGsHZxGAdCQgjzTEGzEGIt8O/oK8hO9M9i2xGH9R7y/z3oT/zFUAc8P/WDlDIuhBhHf3rvLrw8dMjxSY7vQHGsY+uOGOOh/z8fvgusL1FbJUNKqScp5bTpVbEF7Q/J6Mgo4+FxVq9eXbTv7fFwu9yYLWai0Si+iqM2JwxOYibjk6iqOqPTymypqKjA4XRw4MABvAkvNTU1xy2eo5gUKjZWkOhJkOxN0ndXHzUX1mD1FleKe5nQiK5nLuVO3LGoR59TnMC2gooOdFvO41UibAJuF0Ic+sSioufgrAK65jieOvQ5bIoj57PxI+bJE81JBgYnHSt5hfkpIMOxb47/BewB1kgpvcB1HO0xfKglUSP6qgFwwuXBAfQbHwAFvVoQ6C9q5MUzCDQc8nMpLJSuAN5bgnZKTuSlCJmRDK4WFxb3whZemJJgpNIp1q1dV5JgeYr6+vqiXQ0MTg6mbORWrSqdC5rVYmXNmjWoeZXOfZ0nTDid0jVXbKhATar039VPojdRsvGUCW8Grl7IDgqV+erRHTpSwEYppa/wr0JKORWIzjSP9AKXHHK8T0ppl1L2F95rPUa3s5qTOHw+MzAwKIIVGzBLKaPADeharEuFEE4hhEUIcYkQ4muAB4gBcSFEO/CRGZr5lBDCL4RYBfwz8JvC68NAw6FJgkfwK+BKIcTmQmLFzcAzBelHKfkt8M9CiHohhA89O3s+rEV/kCg7UsMpJrZPYPVbcdbNbLVVKtKZNPs69uHz+WhqbCo6sa9YrBYrfr+fkZGRkrZrsHwZGxvD7XaX9MEM9ITAhoYGKqsq6djXQTJ14sQ+W9CG/3Q/ikVh+OFhwi+GV5qu+evAllI3KoTwCiH+Fl368Qsp5UvAD4H/EEJUFY6pF0JM5aAMA8FCgvoU3wduKuiVEUJUCiGmXJ1+CVwohHi7EMIshAgKITYf0tbq4wzvV8DnCu2F0OfGX8z/qg0MTh5WbMAMIKX8BnANenLDKPoT+sfQn/z/H7ombBL9pvabGZq4A12m8SJwN3+1CnoY2AkMCSGOMteVUj4IfB64DX0VuJXj69bmyg+BB4DtwAvAPUAefQtvttjRA/Cy24ZTsyrDjw6jWBS87V4O2d4sOdFYlP3799PY1EgwEFywfqqrqgmHw0UlZhmsbPJqnpGREWpraxesD1+Fj5aWFrq7u4lEIic83uwwEzg9gDVgZeKlCYYeGlpJumYr+v2+VEkQdwkhJtHnl+vRpX5TLhOfATqBp4UQMeBBCtpgKeUe9EB2f8H1og74T/QiUQ8U2nwaOLtw/EHgDcAngTD6vHRaoZ//BjYU2vnjDGP8EvAc+lzxMrpk8EszHGdgYHAMxApbOSgZQgiJLtfoXOqxFIsQ4hLg+1LKphMefDTf5WiXkCVHSsnQg0OkBlL4TvMtmKZSIhkeHiYajbJ69eqiLb3mQyQSIRqL0tzUvOB9lTO7du9iw/oNSz2MJaOvrw+b3UZlaPbOGLMlr+bp7u7G4XBQV1d3XF0z6N+/RG+CZE8Ss9us65orVoyu+dcUn8htYGBwkrOiV5hXOgU/zzcUtufqgS9wbBu94/EGyjBYBojujpIaSOFsdC5YsKxJjZ7uHjKZDGvWrFmUYBnA5/eRzWZJJFecTrR4cnFM2slrs5fOpJmMTxIKhRalP7PJTGtrK1JK9u/fj6Ydf9VYCIG70U3FxgrUlEr/n/pJHFwxf6//gO4eYWBgYHBCjBXmY7AcVpiFEE7gz0A7enLJ3cA/Syljs2jGB+xAT1IpKzLhDP1/6sfiseA71bcgUoy8mufA/gN4vB6qq6tPuOJWapKpJL29vaxdu3bR+14y8klkZDdEdqCMPweA1vYeRGgLLKDcphzp7Oqkuqoaj2dxS7sDjI6NEh4Ps7q1uB2VfCpPdGcUNaXi2+TDf7p/QeVRi0QY2MjhTkQGBgYGR2EEzAY/oQxdMbScRt8dfagZleCWIIq19Jsh2VyWrs4uampq8PuXzqO/52APHo+HgD9w4oOXI1JDJvog/DJiYhckehFIpLCCzCPQVzmlow7ZfCnCV3aOhgtCNBZlbGyM1tXHMj5YnDH09/cXbZsoVUl0b5TseBZ7rZ2a19YsyHdzkbkT3T3DwMDA4JgYAfPJzRuBPy31IGZi+M/DJLoTVGyswBawlbz9VCrF/gP7aWpqwu1a2jzHXD5HR0cH69vXl9yRY8nIxZGRXRDZgYh1IPL6Nr60htBczUh3KzhqQZjoPdjDKm8M09iTCDWO9LQim9+CcM9Fir880KTG3j17Wd26Gpu19H/fsyGZSnLgwAGam5pxuVwnPF5KSbIvSaI7gdllpvrCamy+pb2GEvAuDNcIAwOD42AEzIAQ4svAsJTym0s9liMRQtwG/EhKeW+Jm/ahO30UW4xl0YjtizH25BiOegee1aXfqk4kEnT3dLN69Woc9vIoZjg8MoyqqtTVlt2vozikhox3I8I7YGI3JPsQgFRsSEcjmns1uFvAfHRA1tvbq/sPa3lE5HmU8P8htDSafxM0XYpwVC3+9SwwIyMj5PN56urK4/edyWbo6uqioaEBr6c484hMJENsTwwkVL6qEndz2RnszIYIujRjsJSNnqRzi4HBimSFLGfNHSFEJfBu9NLYU695hRDfFEIcFELEhRBdhZ9DhxzzXiHEy0KIpBBiSAjxXwUv5EPbXiuE+J0QYkwIERVCbBdCXCOEMBXetwkhvlzoJyWE2CeE+JQ4XBj4VRbG/ueblGGwnI1mGX9mHLPbjLul9BNwbDJGz8Ee2trayiZYBqisrGRiYoJsLrvUQymebAw5/BRyzw/h/z6DsuM/YOB/kWoWLXA2+VWXo7Z9FK3hTeA7ZcZg+VAyOZU7nhjif56081K/HSK7EC9+ied+/Qk++sF3sv/A/mOe+9JLL3HNJ6/hXz7xL9xx5x2lvtKSks/nGR0bpbqmeqmHMo3NaqOtrY3+/n4iEye2nQOw+W34N/tRbAojfx5h/Lnx5ezX7OeQOaAUnMRzi4HBimQll8YulvcC90gpUwCFYiQPARPA69GrAYaADwFbgXuEEJ8EPg28p3BsPfA94H+FEK+UUmaFEK3AM+ga4U1SykEhxDp0JwtPof3fATXoLhV70Mt0/xy9Yt/VAFLKZws32TOllM+V6Jr/tjD2skKqkuFHhgHwri+933JkIsLQ0BBtbW1YLeVljaUIhfr6evr6+ljdcrz6A0uIVJGT+xHjO2BiFyI9VFhFdiCdTahTq8imuT2IPPzwwzS3tHDqm96EqqmkU1EYfYIzm/ax+T1B4rHHIF8L5sPb1zSNn/zkJ1x33XUEAgGu/9z1bNmyhYb6hmP0tLQMDAxQU1ODSTleheTFZ6oyYFdnF5qqEQye2Ifc7DAT2Bwg1hEjujNKZjxDzXnLVtf8d+jSjJ+XqL33cvLNLQYGK5aTXpIhhHgY+LGU8heFnz8A3AS0SinjMxzvRS8p+j4p5W8Ped0NHAA+I6X8sRDiF4BfSvnGY/R7AbqrxRopZe8hr58NPAmsm3LoEEL8EOiTUv5rCS65bKUYo0+OMrlvEm+7F3tlaSueRSYiDA8P09bWhtlUvs+J+zr3UVtbu+S66mkyEWRkByKyE2KdCC2DRCBt1UhXC5q7FWGvmpe7RW9vL9XVVfzPT3/GBz/wwaOakpkJBl/8FY2+JNJkR9ZdhKg7DxTd2WHfvn38/rbf89lrPwswvcL85jeVXx5XKpXi4MGDrF1Xvq4oqqbS1dVFIBAgFCzO7k5KSbI/SeJAApPLRM0FNdj8y1LXHAFOoQRlo0/CucXAYEVTvpHD4rEJ2HvIzxcC9810QyvwCvSqeH849EUpZVwIcQ9wEfDjQjufPU6/F6GXy+499EUp5TNCiD7gAvQKUQC7gVcVdzkn5GbKMFiOd8eZ3DeJvdp+0gbLAKtWraK7u5t169YtTUCl5ZCxLl2LHN2NSI/oq8gmF9LVqq8iu5rApP+OSjXCaDSK0+HgvvvuZXR0lOrqas4//3wsFgvC5uMv3X4uetXfEFJ3oPTehRx8FLnqDYjqcwlHwoethgYCATo7y88NUiLp6+ujoaGhbINlAJNiorW1la6uLoCigmYhBK4GF2aXmdieGAN3DxB6ZQhPy+Lb5c0TP/AfwDtK0NbJNrcYGKxoyjt6WBx86OWxpwiil8M+FiFgTEqZn+G9QWDLIe0cL4EkdJz3BwvvTzFZGOd8OQN9+6+syMVzjD4xislhwtNW2gl2OQXLAHabHZfLxfj4eNGre/MmPY6MvFxYRe5CkTkkCtJeixZ6FZqrFWELLqhHsqZpDA+PcMEFF1BbW8vDDz/Ms88+wytf+de5PGcOoNW/HS3RgzL6GMqB3yAHHiKgbQDKf6dsYmICi8VSlBPFUjOXoBkKuubT/UR3RRl9bJTsWJbAlgBCKd8HhBl4O/ADdEnEfDiZ5hYDgxVP+UcQC08EXfc1xThQe5zjx4CQEMI8w42ttvB+se2sOcZ7h7YDf9WlzQeBXv66rMSFUtN1y1KTeDd4SzqxTkQnllWwPEVtbS179+7F5/MtzLjVLDK2DxF+GaJ7EJlxfRXZ7EHzrENOrSIrus57MUIdt9uDx+umtlb/yqxbu5Znnn125oNdTWjOK9AmOzCNPc5a+RjeJisy2oGoWEs4HCYQKC9Pa03TGBwcpK2tbamHUjSHBs0CUZSmGcBsP0TXvEvXNVefV43JVl6a7RPwbeA0IDePNk6WucXA4KSgrIKnJWI7sPaQnx8ELhZCHGsZ6CkgA7z10BcLOrNL+OuqxIPA247T74PA2UKIVUe0czZ6YsbDh7y8Hnjp+JdxQt4HnDPPNkpOeFuYbDiLp9WDxVm6ktSTk5MMDgzS1rq8gmXQyxdXVVUxNFii4mNSQmoE2f8Q7Pi27mix5/sw+jRScaKGXkO+5UrU1R9E1l4MnjXTwfJi4XK58Hg8hCNhAHoOHjx+gCYEeNehtlxJrvJ8vLY8yq5vo+34Fgd2PM6WM7Yc+9wlYGRkhIA/UHbJpidiKmgeGxsr2j0DQCiCivYK3KvdpEfS9N3ZRyacWcCRlpz1wL/Ms42TZW4xMDgpMJL+hLgGaJdSXlX42QY8jv4U/y9AB7qu7UPAi1LKe4QQnwY+ydGZzDXAuVLKTCGT+f+A/wa+IaUcEkK0ATcCH5NSTggh7gYqgSvRM5nPQs9kfkBK+U+HjLEDuEJKeYwltxPiL1zHIu3xF0eyP8nQg0PYQjYq1leUrN1EIjFtHbfcApQpJJI9e/bQ0tJSVAW2o1AzyOgeCO9ATOxF5PRgR5or0FxNeuEQ56rpxLmlZMqHeXR0hPvvvx81r1Hhq+D1r7+Evt6DPPjwQ6SSKWw2G1VVVVx22WXE43Huv/9+3vY2PW7o7uok0vUAp9WnsZgkMng6NL0JYV/6P/lsLktnZyft69qXbWGafD7Pvn37aGhomHUZ7+xElujuKGgQekUIT+uy0TXHgXagfy4nnyRzi4HBSYMRMOv+ly+iZxRP2f9UAP+K/hTvB4aBO4CbpJTjhWPeD3wCaAViwB+Ba6WUkUPaXofuc3k+uvylG90K6NtSSlUIYS/0czl6MNsP/Aj4mpRSK7RxFnCrlPKMeVzmd4GPzuP8kqOmVHr/2AsCAlsCKKbSBBKpdIr9+/fT1ta25BXU5stkfFKXlLQWsY0vJaSGkOHtiMguSPQgpIoUZqS9Hulu0YNka/nJFacLl5QCNY0Yexol+qL+mVSdC41vBMvSBWnd3d1U+Crw+5au/HopmAr8mxqbZq3DVrMq0R1R8ok83vVegmcGl4uu+TfAP8zlxJNkbjEwOGk46QNmACHEzcBIGVdj+m8p5T1zOb+3t/d1Fovl3pqamrJZ2pJSMnj/IOmRNP7T/Fg8pVnlnJrQW5pbcDjKpyjJfOja30UoFKLCO8MKfD6FjO6G8E5EdA8iFwNAWvxozmakpxUc9aAsriRFSkleVVHzeVRVRVXzqKqGpv31n5RSj/FTCTRN4nK5EUJ3W1AUBUVREIrApJgwmUyYzSZMJjNms7k4f+7cJGLsCZTYLv36a14LDa+bdvdYLBKJBP0D/axZs6asnTGKJZPN0NnZSWtr66x3PqQmie2LkRnJYKuyUXN+TdnrmkdHR0kkEu9ubm6ekzfzSp5bDAxONoyAeWUjUqnUs7t27Tozm81yyimnzHo7dSEIvxRm4sUJXC0uXA2lcQxQNZWOjg59y9i99NdYKjLZDPu79rOufR0KApnsg/GXERO7INGLQEMKK9LRgOZuAfdqsBRX2ng+SAmqmiebzZDNZsnlcmSzOTRNAwRmswmz2YzJbMJsMqEopulAWFEUPegVAqRkYHBQLxEtJVLKwwJrTVMLwbdKPq+Sz+cBiSIEFqsVi8WC1WrFarNhNpln8HAOYxp9DCXRhTQ5kfWvQ9S+ZlGkKBJJx94OGhsbV8wDHEAylaS7u5s1a9ZgMc/+c0z2J4kfiGOym6g+vxp7aHEfYoohkUiwc+dOADZu3LjP5XJtZH4JgAYGBsscI2Be2VwO/BIgHA6zc+dOfD4f69atw2pdGm1veiTNwH0DWH1WKjZWlKSanya16UILwUBxmfzLiUjPHfjF72G4FpFPASCtQX0V2d0GzloQC7tSp2ka6XSKdCpNOpNBVfOYTGZsNhsWi1UPWq2WOWl05yLJ0DStEKRnyWWzZLJZ8vnc9Jjsdjt2h/2v1fRSgygjf0ZJ9yMtPt3DuepsEAu38TIeHicRT9DY2LhgfSwV0WiUoaEh1qxZM6ffeTaWJborilQloXNDeNsW/iGvGPL5PB0dHYyOjrJhwwYqKyun3roa3TnDwMDgJMUImFcuFvRkj+k6y1JKent76erqorm5mebm5pKXnz4eWlaj94+9SFUSOCOAYpl/sCKRHDx4EKvVSm3N8ZyWlhlSQ46/hGn0l9hX/QzFmiI1+Cay6j/o5afNC1sJcCpATiZTpFJpFAF2h0MPRG02TObSyTxKqWFWVZV0Oj39T9M07HY7TqcTh92OkjqIafQxRHYMaa9CNr4ZEdhUco9pVVPZs2cP69auw1zCz6qcGB0bJRaLsXr16jnJTbSsxsTOCfLxPN51XoJbl07XfOS9samp6cgHgRF0TfGxio4YGBiscIyAeeXyMY6xInKcVZQFQ0rJ0ENDpPpT+E71Ya0ozQr3yMgIyWSSpuamFaERRcshR55C9D+MybwH+5oHkVhRtSCKaZx46j7g6NW4bdu2sX37doSAUKiSS17/ehSTmcefeJyOvXsRQrB582bOOOPo/J6dO3fy1FNPA5LTTjuN+vp6VFXD6XTgKATJC+nuUNKkvyOQUiOdypBMJUmlUnpFOqcDrxzAEnkKkY8hXU3I5rcgvK3z6uuee+/hkUceQSAIhUK884p3MhGZ4Be//AVqXqVldQtXXXXVX1e9D+GxvzzG7bffDsBb3vIWXvPq18xrLItFX18fiqLokpo5IDXJZOck6eE0tsqCrtm+uLrmWey+3YieSGdgYHASsjKXPgzcwOeP9abZbGbDhg3TOr0DBw6wcePGBa1AFtsTI9WfwrnKWbJgOTYZIxKJrIyEqlwCOfgoYvgvKPkEwp/A3vwgmvSRSH4FQRy3+2ospm+RUz932KnxeJxtzz/P+668ErPZzF133cXuvXtAwuRkjPe9730IIUgmk0d1G4/Hefzxx7noogtRFBP3338/69evx+1e2BXsxUIIBYfTgcOpa4jVfJ5EMsFwIkDecjEh+0Hcye0oO7+JrFiPbL4U4Zx98BeOhLnvvvu45ZZbkFLyta99jY69Hdz2h9u4/vrrqa2p5Xe//x2PPfYY5732vMPOjSfi3Hbbbdx0000IBNddfx1bztiyLCoC1jfU09nZSSQSwe+fvQuIUATetV7MHjPxrji9d/RSc34N9sqF1zWnUil27dpFNptl8+bNxeR3fBLd4m10wQdnYGBQdpSNc4JBSbkGqDrRQS6Xi61bt9LS0sJzzz3Hrl27CklVpSUTzjD+3DhmrxlXU2mCgHQmTW9vLy2rW5atty0AmTB0/Qa2fR6l/z6kJQittThabkeTNSSS/46UtWhyDenMBTjsv0eI/Uc1IzWNfD4/re11u9y8+OKLvOLcc6dlN06nE9DlFrHYJP39/Wzfvp36hgaaChKdlpbV9PX1LupHsJiYzGa83gpqa+uob2gg5zmNPuffMmHZCLFOxEtfQXb8DzIzPuu2NU0jm81y8OBBTCYTdocds8k8LRXatGkTz85QvXD7S9vZtGkTbpcbl8vFpk2beOml5VFLQiBoaWlhcGiQVCo153actU58p/qQqmTgvgFiHbESjvJwVFVPEH7mmWeor6/nnHPOKTYZ2gNcv2ADMzAwKGtMN95441KPwaC0VKJ7hxZtQuxyuWhsbCSRSLB9+3bMZjNer7c0CXl5jcH7BnXd8qkBFPP8g1tVU+nq6qKpsQmHfXm6D8jEQdj/O8SB30CiD+luI1/7RixVvTjdN6GqrSSTX0XyV99kTduA1fInYC+q9ubp161WK4qi8Ic//IHnn3+eUCjE1q1b+ctfHsNqtfHoo4+wb18nwWCIVCpBJBLGbDETDAQZGRnFYbNPJ6aNjIyQz6vU189ti30uxGIxKipKV7imWIQQ2Gw2PN4KTJ5mJpRm8tk09sQuxOBjkIuBuxlMJ94RcTgcCEVwy9dv4cmnnqSpqYm3vvWt3HPPPbS3t+P3+7n7nrvp6enhoosuOuzcl7a/hM1mY337egC6e7rJ5rKsXbt2pq7KDkVRcHvcHOg+gN/vn/MDrMlmwlHlIBvNEu+Kk0/mcdY7S5ZnIaVkcHCQ559/Hp/PN72qPMv2zwB+gVFO2sDgpMOQZKw8rkdfCZkViqLQ0tJCfX09e/fupbu7m40bNxIIBOY1mNEnR8nH81RsrECxlibJr6enh1AotCy2rA9DSuTEbkT/AyiTXUhhQavYjAyeCRYvNvNPcdhvIZc/jWTyXwH7Eaf7SKf/Eafzx+TVR1A1fWs/nc6wr7OTqz54FTa7jTvvvLOwW6BiMpm59NK3sHPnDu6//14uu+zvCYWqSp3jtuwxmc34grXIwJtIxkcQo3/BMfwX5MgzUHs+ouFCMB37GTSRSLBt2zY+9vGP0b6une/f+n2eePwJrv741fz8Zz8nl89x6qZTl/duyHFw2B3U1tZyoPsAbW1tc5ZIKVYF/2l+Jjsnmdw3SSacofaCWkyO+emao9EoO3bswOVy8YpXvAKbbc5FjazAF4F3z2tABgYGyw4jYF5ZNAMfmU8DVquVTZs2EYvF2LlzJ1arlQ0bNszJRzbWGSNxIIGjzoEtUJqqe2NjYyhCoTK08ImKJUOqyNHnEP0PoqSHkCYnavCVSP/mQiENic3yLey2H5LLnUsy9Vn0eflocvm3kMvdg83yVZKZVwEWDh7sxuetmNbprl2zhoGBflwuJx6Pi3Q6zRlnbOHZZ5+dlmVM4fG4OHiwb/rnyck4jY0NC/RBlD9CgM1TBZ63kUkOIYb+jG3gPtShP0PD61Fq/wZmSNp7ecfLeD1eqquqcblcnHXWWXTs6+BVr3oVX/jCFwDY/vJ2BocGjzo34A+wa/eu6Z/D4TAb1m9YuItcIPw+P/F4nOGhYWpqaubcjhAC7xovFo+Fyc5JXdd8wdx0zZlMhj179hCPx9m4cSM+X0kqXb4T+DrwcikaMzAwWB6szOWOk5cvcKxIa5Z4vV7OOecc6uvreeaZZ+jo6EBV1aLPz8ayjD89jtllxt1SmgSyZCrJ2OgYqxoXxlGh5KgZZP+DsO3GCfcjAAAgAElEQVQLKF2/ADVDvuoi1NUfRIbOKQTLGnbrTdhtPySbvZBk6nMc/1doIZP9EBZLP2bTzwDweLwMDA6QK2iY93V2ogiFxsYmstksoVCIoaEh/P6jdwuam1vo7ukmnc6QTmfo7ummubllQT6O5YbZWYNp9TvINvw9muLGdPB21OduQB1+GvTqwtP4/X46OzsJBANIJDt37qS+rp5oLApALp/jrjvv4sILLjyqn1NPO5Xt27eTSCSmZVGnnnbqolxjqamvrycajTIZn5x3W44aB77TfCBh4N4BonujRZ+rabo3+5NPPkkoFOIVr3hFqYJl0OfNm0rVmIGBwfLAsJVbOTQBnSzAroGmaezfv5++vj7Wrl1LbW3tcXV/UpX03dVHPp7Hf7ofs2P+Q8qruhVeS0tL+euWszEYeBiGn0BoaTRbDVpwK7jbjvD7zeGwXY/Vci+ZzKWkMx+CorayJXbbtZgt+0ik7kHKIE888QS7d+9Ck1AVquSNf/tGNE3j7rvvJhaLYbFaed1FF1FZWcnw8BAvvvgSF198MQA7drzM008/A8A555zDKaecUvKP5HgspK1cyZASGe9EDD+GWZ0gZ6lEtLwFU+AUEIK+vj4eevghtm/fjkkx0dTcxFVXXcVvf/tbXnj+BTSpcdGFF3HJJZcAsP/Afh588EGu+uBVADz650f54x//CMCll17Ka//mtUt1pfNmqnz22rVr51QJ8Ei0XMGveTKPu81N5TmVCNOxvyfDw8Ps3r2b2tpa2traMJkWxKZOAqdhrDIbGJw0GAHzyuE7wD8tZAeZTIbdu3eTSCQ45ZRTjpmoNfrUKJMdk3jbvSWzhzrQfQCPx0MoGCpJewuBTA1D3wOI8W26DMPZghY8G5z1Mxydxmn/BBbz46TT7yKTvZzigmUdIXrwuD9COv1GwtHriEQiuNwufBW+ZaeTXRYB8xRSg+guxOjjmLQEWdsqtMY3s39Mo729ffnbG5aIiegEY2NjtLa2luQzkVIS74qTGkxhDVipubDmqAfxeDzOjh07sFgsc5aRzZJfoVdTNTAwOAkwAuaVQRXQDSzK0uvExAQ7d+7E7XbT3t5+WAJNvCfOyKMj2KptVKwtjfNBJBIhHAnPuaLYQiNjXYi+ByC6CzChedvRAlsRtmMlTMZx2T+KyfQi6fRHyObeNKd+zab/xOm8j96B7+N2bS1p9b3FZFkFzFNoeQg/jxJ+FkVmyFlrMNWcjag8C6yL7/hRjvQc7MHpdJY03yA1nGKycxLFolB9XjWOage5XI69e/cSDofZuHEjwWCwZP2dABVYB3QtVocGBgZLhxEwrwxuBj67mB1KKRkYGKCjo4PGxkZaWlpQUyp9d/ShmBUCZwRKUuY2m8uyb9++8isxLDVk+GVE/wOIxEGkYkOrOBUZ2ALmY7t3CMI4HVdhUjpJpa4hl79g1l1rmko0GkPTojQ1/j/y+dWkc79gNivU5cSyDJgLJOMTaKP/hzPXg1VGkQDuFmTlmYjgFrAsMyeXEqJqKnv37mX16tXYbaUrRJKL54jujKLlNFgDPekeVq9eTWNjY8ks6GbBrcCHF7tTAwODxccImJc/XuAgsCTLWvl8nq6uLgYHBmmaaELGJf7Nfiyu+WsXJZLOfZ1UVVdR4S2TVTsthxx5GjHwMCIzhjS70fxbkL5TQTl+vqUQQ7js70dRhkimriOfP2dWXUskqWSKyckYHo8Xh9OBxXwnLud/EU9+DVW7ZD5XtmQs14BZSklfXx+1tbWYTGbSE72o4e14ZD8mdRKJAt42ZOVZiOCUI8rJRSKRoK+vjzVr16CI0kmFYpEY8T1xTKqJVW9fhdVemuqhcyADtABH258YGBisKIyAeflzLfDlpR5E5ECEyGMRUp4U1eur57yidOutt/L8C89T4a3gU5/+FKlUisZVelGNu+++m1/+8pfceuut05W5du3exc9+9jNUVcXj8XDD5284qs3vfPc77N+/H7PJTGtrK+//wPsxm8zs2r2Lb9zyDSqr9C3jrWdt5a1vfevMA8snkYN/Rgz9GZFPIK1B1MBW8LZDEYGAQg8u5/sRIkYi+UVUddOsPhdVVZmYiCAUBV9FBcq0tZmK0/FhhEiTSN/Dkd7Ny4HlGjBPRCfQVO0wr3JN0wiPjyNTw4Qsw5gTnQg1jhRmqGjXg2f/KUUVQ1kpDAwMIBQxXfHwSBLJBD/8wQ/p7etFIPjQhz7ECy++wLZt23SLOa+Xj3z4I/j9fjLZDH19fUgpqXJUke5K8/nffp6d/TtpbGzkzjvvXOSrA3SLuU8vRccGBgaLhxEwL2/s6Nrl6iUeByNPjBDvimPfZKd/sB+3201tbS1m0+xkFLv37MZut/O9732PK6+8knXr1mFSTIyPj/ODH/6AgYEBbr7pZjweD4lkgi984Qtce+21hIIhorHojCvRL7z4Aps3bwbgO9/5Du3t7Vx04UXs2r2LP/3pT3z6U8eZ6zIR6P9fGH0GoWXR7A16Ip+riWKrfyhiNy7HVYBGInkTmrZmVp9JMplkcjJGRYUPu/3ogNikvIDb/VkSqQ+RVz82q7bLgeUYMKuqysBAP/X1DTMmWabTaUZHR6nwevBaEojoTpR4J0JLIRUr0rcRKs9C+DbM6Ou8ktCkxt49e2luaZ7R4ea/vv9ftK9r57zzziOfz5PJZlCEMp20d9/999Hb28sb3vAGYtEYdfV1VHgr0PIaI0+M4D/FT/CsRdMtz8QkuktRZCkHYWBgsLAsr3R6gyN5H2UQLEspSfYlsXgteCu8tLe3Y7fb2bt3L6Njo0iKfyhb374el8tFLpujoaEBUyGY+PnPf87ll19+WNLfk088ydaztk47ZxxLtnH65tMRhf9aW1sJh8MnvqZEL3Lvj+H5G2H4caSzmVzju9Ca3qGXSy4yWDYpz+F2XgmYSSS/MatgWUp9tTKdSlFVVTVjsAygaqeTTm/FYfsfhBguun2DuRMOh/H7A8d0JLHb7dTX15PJ5hiMKuSrLkBt+zD5hsuQrjbExE6UvT+A565F7vs5cmLvUd7OKwXdE7yRgz0Hj7oXJFNJdu/ezWvPey0AZrMZl9M1HSxLJJFIhOhEFIvZwrr2ddPfc8WsMBQZIjmQXNTrmQEPC+xQZGBgsPSUURaVwSxRgGuWehAAmbEMWlrD1aAnOAkElaFK/H4/Q4ND7Nmzh4b6hmkZxYmITkRBgNfjBeC5bc/hD/hpamw67LjBoUHUvMq//du/kUqneP3rX89rXv2aY7abV/P85S9/4T3vec/0a/v27eMz134Gv9/PFZe/k3pPAtH3AMrkPqQw64l8wbPA4p11Sp1ZeQyn4xo0LUgi+RWkrCr63Gw2SyQSwePxHFWdb8bjcx/FavsAFtNXyeb/fZYjNZgN2Wy2UBDm+O4PiqJQWVlJMplgYKCfUKgSh6sJzdUEUoX4AZTYLsT484ixZ5FmNwROQ1ZtRbhbin4oWw64XC5cLhejI6NUVf31ezAyMoLX6+X73/8+Bw8epKWlhXe/+93YbXZ+8ctf8Pjjj2O327nhhhsIzFB4Z2/fXmoCNZz/mvO5+pqrufTSSxfzsg7l4+jSjMxSDcDAwGBhMQLm5cslQOtSDwIgvj8OgC10ePlrs8lMQ0MD6Uyavr4+RkZHaGhowGY9dpnsfD7P6OgoFoueNJjJZrjjj3fw2euONgFRVZX9B/Zz/fXXk8vmuOELN7BmzZpjaiV/8uOfsH79etrXtQPQ0tzCt7/9bexWC93bbse88xaUCg2pOFCD5yL9p4Npbk59FtM9OOzXoWmNJJJfRsriqoxJJIl4nFQyRSgYLNoqTsoa0uk343TcRj7xApo8fU7jNjg+Uurl2UOhUNHxrNPpwmq1MTw8jMPpwO8LIIQJPG1onjbQchDvQonuQow+jTLyBNLig+DpevDsrF8RwXNdXR179u7B5/dhtegabk3TOHDgAO9973tpa23jpz/7KX+8/Y+cfc7ZbN26lbe99W088L8P8PBDD3PZZZcd1eYFb74ArVvjR1//Eee/43w2bdpEa+uS3BargLcDP1+Kzg0MDBYeQ5KxfCkLsaqUkkRvArPHjGI5xva0zU5baxuhUIj9XfvpH+hH1WYus90/0E9lVeW09GJ4eJiR0RGu/cy1XH311YyHx/nsdZ9lIjpBIBDgtFNPw26z4/F4aG9vp6enZ8Z2b/vDbcQmY1xxxRXTrzmsCrbxJ2HbjbTk/ozLCmnfa1Bbr0KGXjHnYNlq/jUO+7Wo6jriiVuKD5alJDweJpfLE6qqnLWvci53Barqw2b5ErAyt/eXmkQijtlsPsx7vBjMZjN1dXVITTI0NIimHfL7USzgbUdb9VbU1o+Qr34d0uyBoUdRtn8VXvgisucuvTDOMkZRFOrr6+nt7Z1+LRAIEAwEaWttQ9M02tra2LlrJz6fjzVr1uBwOHjlK1/Js88+O2ObwfogKODOuXnta1/LCy+8sFiXMxNlcU82MDBYGIyAeXmyBrh4qQcBkJ3IoibUo1aXZ6LCW8G69nVYzBb27NnDeHj8ME1jIpEgk8kcVkGwcVUjt37/Vr71rW/xrW99i2AgyJdv/jK+Ch9nnnkme/fuRdVUMtkMXZ1d1NcfXVXvkUceYftL2/n4xz+uW1vlJqHnDuRzn0PpuR2p2BhzvJqfP+PAVHUWKHPfeLFZfoDDfhP5/BYSyS8DxfnwqqrK6OgIdpsdv98/xwItDtLpK7FaOzCb/jiH8w2Oh5QakUiEYOBYBWmOjxCCYDCIx+Ohv7+fbDZ79EEmG/g2oTW+HbX1w6iV5yOFFTHwAMqLX4IXb0b23geZE+vwy5Ep/XE0FgXAV+EjGAyyZ+8e9uzdo3uur1tHJp2Z/g5se24bdXV1R7WVSCTIa3ksHguJ/gRPPPEEGzZsWLyLOZqthX8GBgYrENONN9641GMwmD2fB85d6kEAxHbHSI+k8a71ophP/PwlhMDlchHwBwiPhxkeGsbhcGCxWth/YD/33nMvv7/t94yPj/PQww/hdDppaW6ZPv/ee+/lggsuwGaz4fV4icai/OhHP+LRRx7lvPPOY8uWLQB89WtfZeOGjTgcDj73+c9hMpnY9cKfsQ/eS038IZR4F7F8Bf+7y8wT+xS6+ia4+OLX4/UWp7M+Gond8g3sth+Qzb2GVOp6oDjrsGw2Szg8jt8fmHc5X02uRhFPYzE/Qi7/9qLHsJTEYrFjllkvJyYmJrDZrDid8ytGYrVacTjsDA+PYLVYp+VHR6FYwFGL9G1CVmxCmpyQGUWJvIgYfBQiO5FqBmEL6oH2MsHtdtPT00MwGCSdTmOxWvj1r3/NSy+9hKIovOuKd/HTn/2U2/9wOw8+9CCT8UmuvPJKHA4H+w/s53e//x1btmyhu6ebW265hVwqR6OvkdZXtHLBxbMvBFRi7MDtSz0IAwOD0mPYyi0/HEA/4F/qgQD03t6LVCWBM+a26pZKpejt60VVVZxO51GJfaVATh7QS1dP7AAUpKcdNbhVDzRKgorD+gWs1jvIZN9AOv0xit28SaWSxGKThEIhTKbS2Ispyi487mtIpt5NTv1USdpcSJaDrVw+n2dwcJCGhoaSVZNT83mGhobweCtm96CWnUBEd6FM7kXkwkhEobrgWYjQGWA+cZLoUtM/0E8sFkMRCg0NDbhcc38IySfyhJ8PEzw7SEX7kj94pYF6YHluARgYGBwTI2BefrwX+MlSDwL0ErW9t/XibHTibnLPuZ18Ps+u3bswmUwEA0GqqqqOaddVNFJDRnYg+h5AJHqQwormmypdPfexHk0Oh+1TWC0Pkc68g0zmvRRbojoej5NKpQiFgogSVkEDsFlvxmZ7ksnEnUjKOxhdDgHz8PAIbrdrXoHdTGiaxvDwMDa7rZAMOLvzZXoMJVYInvOxQnXBtYXqgqeV3cqzJjXGRscYHR1F1VTa29unEwDnipSSsWfGcFQ7qLmgpkQjnRefBAyrGgODFYYRMC8/ngJmV1N5gYhsjxB5IULgzABmx9x1v339fdhsNoKBICMjI4QjYWpra/H5fLPX8mp55OiziP4HEZlRpMmN5j8d6d98wtLVsyeJ0/7PWMxPk0q/n2z274s6SyKZjE2Sy+UIBANz1CsfHyHGcLveTza7lUz+eyVvv5SUe8CcTmcIh8epra1bELMKKWF0dARFUQgGi3ffOKqR9LC+8hzvQKgJpDAjK9brBVICp+gSjyUkGosy0D9ARUUF1TXVxKIxYpOxkuwqTeyaIBfL0fyPzSXbAZgHe4H2pR6EgYFBaTFs5ZYXp1ImwTJAoieByWGaV7CczWWZjE1S116HIhRqamoIBAMM9A8wOjrKqoZVxel68ynk0GOIwUdR8nGkNUi+5vWF0tULUUktisv+EUymnSRT/0wud0lRZ0kk0YkomtQWLFgGkDJEOn0ZTucvySefQtXKQvK+7JASxsdGqayqWjBnNyGgsrKKcHic0dERKivn0JcQ4KhBOmpQ5XmQ7EfEdqHE9iEmXkYqNqR/I1RuRVS0L2p1wSlbSUVRWN26etpW0uf3MTIyQiqVmrd23+a3kR3PkglnsAeXvDz8OuA84JGlHoiBgUHpMALm5cWVSz2AKfKpPNlwFkf9/Ca6/v5+6ur0YHkKq8VKc3MziUSCgwcP4nA4qKurwzyTzVpmAvofhNGnULQsmr0etfoicC1c4QchxnDZP4Ci9JBMXUs+f+xiKYcikUQjEyDEPJwwiieXfwf5/P1YLTeTytyO8XWfPfH4JDa7Hat1YZMnhYBAIEhkIszIyDBVVdVz//MVAlwNSFcDqrwQEj0osd2IyA7E+PNIkwMZOE1fefa2QYnlQFPk1TxDg0NMxidpaGjA4z5cpy0Q1DfU09ffx5q22ZWLPxJrQP/9JHuT5RAwgy6dMwJmA4MVhDGDLh9MwD8s9SCmSHQnALBXzX1ySqaS5HI5vBXeGd93uVysXbeWcDjM3o69VIYqCVWGUISCTPZD3wOI8RcBiXS1kQ+ejXAsbKVwQT8u+/tRlDGSyRvJq2cWdd6hwXKFr2LBg2UdK5nMB3G5vkwu9xvy2jsXoc+Vg6ZpTExEqJvBqnAhEALdPSZSgqB5ulEF3C1o7hbQ8pA4oBdIGXsOMfq07vcc3IysOgvhai7JQ6ZEMjY2xsjICFVVVdQ31B/z793tcqMoCpOTk0VXAp0Jk82EYldIDaRg85ybKSVvAT4CLHndbgMDg9JgaJiXDxcD9y31IKbov7efXDRH8KzgnDWDnV2d1NTU4HadOAlP1VSGh4aJR4ZYnX8MS7JLL13t3YAW2IqwLnx2vCK6cDk+AKRJpr6Iqhbn+TolwwAWMVj+a+922ycxm3tJpO5FsuQuAkdRrhrm8Pg4JrN5SSzvwuEw+Xx+bvKMYtByMNmpl+ZOHkSgIa3+w6sLzoHJ+CR9fX143B5qamswm068JpNKpzh48CBr166d13cj1hEjPZqm+fJmFFNZlBi4HPjVUg/CwMCgNBgrzMuHslke1LIamdEM9hr7nIPlRDKBlLKoYBnApJioq6sjJ3qwdHcxaW3HXPtqLHbvooSfJvEyTseHABOJ5NfQtNVFnzs5OYkmtUWRYRyNIJP9J6zWj2E2/Sc59YZF7n95ksvnSSRTNDQszurykfj9AcbHxxgfH5t7IuDxUCxQsR6tYj2oaYh16LKNwUdQBh9G2quQwTMQlVvBUXnC5jLZDP39/WiaRktLC3Zb8TtPDrsDi8Wi+3F75/5wYg1YSQ+nSQ+lcdaXhbXeOzECZgODFYMRMC8PnOhbfGVBvCcOEuyVc5djDAwMzFi960SYRQ4ApXIrw2MxHI4cfr9//jZ0x8GkPI3LcTVSeognvoKUxY87Ho+Ty2YJBINLECzrSNlKOn0RDvtt5JOXI2XbkoxjOTE+NkYoOPfdk/kiBASDIUZHR4hMhAn45+ZzXhQmO/hPRfOfCvkkIrYbEduD0n8f9N+HdNQhQ2ciKs8E2+H271M7PxPRCerr6+cc8NbV1dHT3YPX653z98TqL+iY+5LlEjBfDISAsaUeiIGBwfwpi30rgxPyZqCU5sHzItGdQFgEFu/cbKriibhe8W8uFdNyuiTQ5qygvr4Bi8VCf38fsViMhVAXmU0P4nJ8FE2rJJ74j1kFy+lUmlQqtaTB8hS5/PuQ0o7V/CXAkGEdj1QqhZTgcM4voXW+6O4ZlWTSGSYnJxenU7MTGdiC1vxO8qs/iBp6NVLNofTeCc/fANtvQQ4+iszFCEfC7NmzB5PZRHt7+7xWh+02OzabjVg0Nuc2FJOC2W0mNZiacxslxgy8Y6kHYWBgUBqMgHl5cMVSD2AKLa+RGkph9VvnvPo2NDREbW3tnM4ValqvbCYsCAFer5f6+gZyuRz9/X2k06WbLC2m23HaP4mqNpNIfAMpi68MmM1micaiBBfQOm42SOkjlfpH7LZtmBQjef9YSAnj4+OEQqWqAjk/hBBUV1cTi0ZJJRc5ELR4kcGtaC3vJt/yPrTAOZCNoXTfBs/dQDLSz9q1a6muqj7M5Wau1NTWMDQ0NK82rD4ruWgONa3Oezwlomzu3QYGBvPDCJjLn0rgdUs9iCmSfUnQ5u6OkUql0DRtbqvLgFRTuv7ykGBdL/gQpLq6mkgkwvDwEPl8fk7tT2E1/wyn4wby6iYSya8hKT6DX1VVIpEwoWAQZRH9bk9EXn0LuVwtNstXgNxSD6csmZyM4nDomtpyQVF0f/Kx8VFyuSX6vVn95P1nM+h6I3FzKwJJQ2MbFnPpPie7zY7FamEyPvfV9Cl7udRA2awynwO0LvUgDAwM5o8RMJc/76CMtObxA3GESWCtmJsv7dDwEDU18yhfm0+BmLlvi8VCbW0dHo+XwcFBwuEwmqbNsgOJzfIdHPavk8udQzL5b0DxW/MSSXh8HL/fj2km3+glxUwm+2EslkHMpv9Z6sGUHZqmEY1G8fv9Jz54kTGZzVRXVzM0NDyHv+n5IaVGJBJhYHAQp8uFU4mBqwHMpZesVFdXMzw8POfzLV4LwiRI9CZKOKp5UzYJ2wYGBnPHCJjLn8uWegBTSE2SGkhh9VkRyuxlBtlclkwmMy+/VaGmT1ji2ul00tDQgGJS6O/vIx6PF6lv1rBbb8Zuu5Vs9gKSqc8DxT8YSCSRcASH04m1UM2s3FDVs8lkTsdh+yFCGLlIhxIOh6moWNgE0vlgtdrw+30MDw8viF7/SKSERCJBX18/AA0N9bgdJkR2FFmxMJWfXU6Xfp9JzW2FWAiB2WMmPZwu8cjmRdncww0MDOZOec4MBlP4gVcu9SCmSA2mkHmJrXJuweDw8DBVVVXz0/SqaeQJAmbQJ05fhY+6unpSqRQDA/1kMpnjnJHHYbsOm/XXZDJvJpX+JHqtmOJJxhMgwOWem9xkschkP4oQGSymbyz1UMqGbDZLJp2e18PcYuB2u7FarUxMRBa0n2w2y+DgAPF4gtraWt0SUSiQ6NG/vYHiPMjnQnVNNUPDc9cyW/1W1JRKLlY2sqNNQNNSD8LAwGB+GAFzefMGykmOsT8OCtgCsw+YVU0lFovh8/nmN4giVpgPxWQyUVlZSWVlJePj44yMjKAepW/O4LRdjdVyN+n0FaQzH2a2X41cLks8kcDvWwqv5dkh5SrS6Tdit92NInYu9XDKgvHxMYKhBfA7XgACgQDJZLKkCa5TqJrK2NgYo6OjBAJBqqurDitJr8QPIBUbwt1c8r6n8Hg8pFNpcvm5BbxT96dkX1kV2XvTUg/AwMBgfpRNMGYwI2Vzk5VSkuxLYqn4/+y9eXxc9Xnv//6ebfYZabRbXiQvGNvYGLM4YLMHsCGQAEnJAiRp2iRNctvevrr8btrb2940aW9f6ZI0zU1IE8ISIAECBBJwEjazGLxhFmODN9narH2b/Szf3x9nJEu2ZGlGGmmcO+/Xyy/LM/M95znj0ZznPOfzfB5XI5grvb29RKPR6XfT22nQc3fYMwyDurp5xOMx2trbCYWCRCJlCJEg4P0ymraLZPKLZMyPTGl727a9SktrK16Phw996EZ6e/uIVkQRQvDuvnfZvWsXH/vY7+HxeDjSdIS9b+8FJJqhs/6i9ePqZF999VU6OjrQDbeRasMll1BeIP/djPlpDOMFDP1rpDIPQhEk+Xf94C4M3UBRBIqicPvtd9DV1cWvf/MbzEyGSCTCDTfcgGGcesE03tqpkkjEURQVrzd/X/HZZNg5o729jXnz6lHV8e+EpNNptmzZQne3K73ZtGkTR44c5uCBQwgFfL4AmzdvIhgMIqVkcHCQwcEBysrKOd5xnKefdgeLXnzxB1i1ahVIiUgeg9ASEIVrZhUIKqsq6e7upq42dzcd1acidEGiNUFkZdFMtrwJ+I+5DqJEiRL5U0qYixcd2DTXQQyT6krhZBwCi3KXG0gk3V3dLF02AwMz7BTSm1/DoRDuLe1AwE9//wBtrQdYuuSrqOoBEok/x7Q+OOVtLVmyhOXLz+aVV16mv7+PYCCIrukkEnHa29rGuIAEA0Guve5aDMOgtbWV117bxubN14+73fPPX8fChbNx9zZIKn0nAf9/Ylq/wnZumIV9Ts5tt92Gz3eimWzLli1cfvkVLFgwn3feeZsdO7azYcPGKa2dClJKenp687Y5nCs0TSMaraCzs4va2tpxK+PPPfccDY2N3HTTTdiOjWVaVFZWjrx/u3fvZtu2bWzcsJHunh4Cfh/19fPJZDJse3Ubd9xxByC47757WbJkKV4lgbBiOOUrCn55FY1G2b9/PzU1uVvWCeE2Jac6U0hH5tVvUQAuB8JA/kbTJUqUmFNKkoziZfgLtiiIHYqBAE9l7nKM2FAMr887MxZUThqU6TXUCaFQXl7OooWvYOjvcfz4V0gkL89pG9XVNXgMA8eROI6DP+hOFtu5cyfr1p0/xvauqqpqpCpaVVVFYrb9dCfAsq7HNBfiNeBDK8oAACAASURBVL4JFEdMJ9PX18v8+fMBWLSogfffPzCj2x8YHCAQDIyRHZwpBAIBNE0Zd6hJJpOmuaWF1eesBtzR8h6PZ0x1PpVKkUgkGRgcoLaulmhFBYqi0NR0hEWLGvB6vXi9HhYtaqCp6TAidhgAUbaq4MemKirhcJiB/oG81htRA2lJ0j2n61uYVYqqAFKiRIncOfPOEv/vcONcBzCMlJJEcwI9pKNouV9jdXZ1UlszDSu5YRwTIe1pJ8wuEq/nESzrLDT9g/T39aEbBuFwaMreybbj4DgOZeWubrm5pRmfz39aW7KDBw8yr37iaYFvvLGHt958m9q6Ws5bdx5qQX2cVVLpLxMK/hWa+gMs+48LuK+pIHj44UcQAs49dw1r1pxLRUUlhw4dZOnSpbz/3nsMDk7k0Xvq2smwbZuhwcGRhPxMpKKiktbWVnx+H/qopH9gYAC/z8czzzxNV1cXNTU1XHXVVei6ztatW9m7dy+apnHrrbcSjY6V/QwNxQmPan4MhYIMDcURgWNIvQy8lbNybFVVVRw7diwvmz9PuYchhkg0J/BWFY3U5kbgZ3MdRIkSJfKjlDAXL0WTMGf6MthJG9+83H1XLcsik87gD/inH4idtYpSp58wq8rrqOoxEsk/wzAMKqurSCYSdHV1EQgECQQDkzbvDQ4OoigKqqJi2zbvvP02H/zgxLKOjo7jHDx4gE2bxi80rTvvPDw+L47j8Pprr7F3717WrF4zreOcDMc5l1TqA/g89xBL/h5SzsCFTZ588hOfIBgMkkgkePjhh4lGK9i0aRPPPvsc27ZtY8mSJWgTXLCNt3ayRLi3t5fy8qjr/nCGoigKlZWVdHV2Ulc3b+TGhuM4dHR0cvXVV1NXV8dzzz3H66+/zpo159LY2MDateeyb98+9u3fx4ZLpmLEIxHJVmTF2rwnfOaK1+NFSkk6k8aTo02jYiioPpVEe4IohekDyIPrca13imYMYYkSJabOmXum+N3mHKBxroMYJnY4BoC3MvdKTW9vr9sMNxOqR8tNmOUMVJg9+oM4ThDTvAJwG438/gDV1TU4tk1nRyfp1MRerqlkColEyeojh4aGiMXjPPXUL3nssceIx+P88pe/JJV0t9Hf18e2bdu44sorJ/Ro9vp8CASqorJkyVK6u2bHJzljfhGQ6Oo/zcr+JiIYdJs5/X4/y5Yto739ONFolI997KPccccdrFixgkhkfJeV8daejkwmTSaTIRDIvYG02BieTDhamhEMhgiFgyPa7IaGBo4eO0Ymk6a+fj7hcIQVK1Zx4P33T9leKBRgcNS2hoZiVAdNhMxAWeHs5MajsqKSnu6evNbqZTqZngyONbuDXk5DlCKyCS1RokRulBLm4uS6uQ5gNPFjcbSghmLk/nHp6e2hIloxM4HYWZ3tNCvMQnShaS9imh/k5MEkQgjCkQiVlZXE4nF6erpPsaGTUjIw2E8kfKIDv6ysjI999GPcfPPN3HzzzQQCAW644Qa8Pi/xeJwXX3yRDRs2Eg5NLEtPZYc1SCTNed6Kzgcpa0mnb8bnfRZF2Tkr+zwZ0zTJZDIjPzc1NVFZVUEikcjGKNn22jbWrj1VajHR2omQErq6uqmqOjNs5KZCRUUFAwN92LZbvAwEAoRCIbq6uujo6ODAgQPU1daiqurIYJZDhw4QHed3s6GhkaajTaRSaVKpNE1Hm5hflkECoqwwA0smoqy8jL7+PiS5T2rxRD0gIXm8qPT5JR1ziRJnKCVJRnFy5VwHMIw5aGINWQQacnfHiCfiGIYxYw1V0k66dWpleppEQ3sYIWwy5sSqF1VVqaioIJ1O09Pbg8fjIRwOI4TC4OAA7767j56eHtLpFI8++ijnnnsuS5eO7wLy1ttvkUqneX376wAoQuH6612XjOeee46LL/4APp+fl15+mXTKrVxHo1HWn7d2WseZCxnzk+j6b/Bo3yCZeYSTr6V37drFW2+9hRBQWVnF5k2beGbLFjo6jqMoCrW1dVx77bXjTsnbu3cv27a9BoyyKDuJeCLBE48/DrhyghUrVtDY0Mju3bt54403AFi2bBmrVrlNbLFYjC1btnDrrbdOuPZkho9BSkkkEuYjH/4IR48d48UXXgQcdN1g8+ZNlJWNvVAZHBzgRz+6m2jUfbyubh7XXHNNDu9u4VEUhfLyKL29PVRVVSOlw4UXXMiTT/5ipMn18suvYMuWLfT19SBQCEfCI8fR0XGcPXve5LrrrsPr9XLJxR/g/vvvA+CSiy9GT+8BXz3oszuUR1VUgsEgg4ODYy5Qp4IRMUBAojlBYH7RDBO6Yq4DKFGiRH4IORszVkvkggr0UiQOGb17eul/s5+KCytQvbk1oDW3NBMKhSib4DZ6rsieN1De/xHWotvBW5PnVixC/muxnXoSialJECSSRCxOLB7D5/eTSiapmu7EwiJEU39DIPAvxJP/C8s+Mc03FovxwIMP8vuf/SyapvHkk0/SuLiRgC9AQ6ObmP7yl08xf8F81p47NslPpVLcd999YyzK7rjjTjweAykltuPQ3tbG/PnzEUIUTB87fAyf/cxnOH68nTfe2MPiJYt5/bXXufkjHyFaUcGePXtob29n8+bNY9YODg7w85//nM985rMFiW2mkBLa29vw+XzEYkOEwmEi4cj031M7jXrwP6HuSmi4eWaCzYFYPEZXV9e4F0GT0bunF4CFtyyc6bDyxQLKgPhcB1KiRIncKFWYi491FEmyDBA/Gkf1qzknyxJ3EEJ9ff3MBWNlb61OQ8OsqS+gKF0kU1+Y8hqBIBAM4g/4OX68A0URmBlz3AEaZzKW/UEymV/gMb6FldwEnND3SsfBsiwURcE0TYKBIA0NDSPP19XVMTQUO/F6CZZlsn//fmpr6xgY6B/xAd61awcLFzagKIJUKoWUkvb2dhxHQvbWuyIEqqZh6DpG1g5N1/VpJX/Sceju7iYQDGJZFsFAECEgnZVzpNPpES30mYhpprFth/6BfhbOX4A6U1Z5iWMIJE75qjm5RAwEAhw9ehTHcca9g3E6jDKDRHMCK2mh+YridKcBG4Etcx1IiRIlcqMovkFKjOGKuQ5gGCthYfab+Bfk7nARG4oRCASmP9lvTEDDCXP+iaqhP4jjVGBZF+e8Np3OYBgG4UiYgf5+FKEQKSubcNLamYcgnfkyoeCfoqvfwbT/P8BtqLvwwgv5/ve/j6ZpNDQ0jEmWHcdh7953ufTSjfT395FMprAsE103GBwcIBIJU14eRdM0amtr0TSdBQtOOFg0NzefcmHlOA62bZPJZMhkMsTjMTKZDKqq4fP58Pn8eDyeKWuQg8Eg69adz09/+lN0XR85huuuvY6f//xRVE3DY3j41Kc+Ne76gYEB7r33XgzD4NKNG6kvIis627bp7e0hkzGpqaliYGCQZCo1Y8m/iB1BCh0RWjwj28t5/wgi4QgDAwM56/qNqJswJ1oShJcVTR3iCkoJc4kSZxylhLn4uGKuAxgmdsStGHqqcq/o9vb1nuLvOm2m2fSniGPo2nZSqU/iKl+mjlsxH6CiohJVVamsrCKVStHd3Y3P5yMUDv1OSDQc52xSqSvweR/Cjn8Ch0WkUmkOHDzI5//w83i8Hn7xi1/w7rvvsmLFStLpFL/+9a+JRCL4/T4URaWyshJN0xECmptbsC0r52q8oigoioKu6wQCJ/SnlmWRTCYZGBggk0nh9foIBoN4vb7TJs+pVJr33tvPHXfcQXl5+cgxHDhwgFtuuZW6ujp27NjB888/z3XXje25DQSCfOELX8Dr9dHR0cHjjz/OZz/72Tm/w+A2nw4wNDhEeXk5lZVuxTwajdLW1kYg4J8RyzwlcQxCi0GZu9NFtCJKe3t7zgmzHtIRqiDZmiy2hLlEiRJnGCWXjOJCxb1dVxTEm+IoHgXNn9uJ0pEOsaEYoVHDD2YCYaWQQgWRX0XX0B9CSoWMmfsY6GQigWF4xlSTvV4v1TXVKIqgs6ODZDKRVzd/sZEx/xApNXT9GwAcO9ZEWTiCz+9DURSWLl3CkSNHaGlpZuvWlzDNDDfe+CFqamoJh8NZ6YS7rfEsykKh/BuwNE0jFApRU1PN/PkLCAQCDA0N0dLSTF/fCZeIkzl48ACBQICK7DS7s5Yto62tla6uzhHrteXLz6atre2Utaqq4vW6HuQ1NTWUlUXo6+vN+xhmgkQiTktLC47jMH9+PcFgcOQ9V1W3UW5gcAamMJuDCGsAOcvuGCfj8/lIp9PYTm4WxkIItLBGsiNJEfXrXAAUTRdiiRIlpkYpYS4uika/bKdt0t1pPBWenHWj8VicYCg44xVXaSenIcdIoWuPY1nrkTI3mzuJdBO98KkXAAJBMBiisqqKVCpNd1c3ppnJM8biQMoKUqnb8HpeRVVeJhQK09beRiqVpKuri/3736OsvIze3l66u7v48Ic/MqG2dDyLsoY8mrfGQwiB3++nurqa+vp6FEWhra2drq5OTNMcdTyubKGvrw/TspASjh47lnVBydDX1wfA0aNN49qsJRNJpHS9fPsHBujr65/QD7rQZDIZ2tvbGBqKUVdXR3SCwSuRSIShwUEcZ5oexLEjAIjywo/DPh0CQTgcZnAg94sAT7kHJ+VgDpqTv3h2GNYxlyhR4gyiJMkoLorGTi5+1G3izkeO0T/QP2POGGOYRsKsq8+gKEMkkrkPUEzEE3i9ntOOqVYVlfLyckwzQ3//AJqmEo5ECjzaunCY1kexrKfx6N+gqurn1NfP595770XTdGpra/nA+g/w7//+LSKREA888BMAli07i4svvnhSizKvd+ZHFSuKQiQSIRyOkEzG6ezoQNMNotFykskU9fX1xOIx7rv3XhRFUF1dw5o15xIKhnjiiScQQuD1erhuk+uQcejQIY4fP86GDRtobmnhlVdeRlUVQOGaa64pyDGcDsdx6O3tJZ1KUVFZOen+FUUhFAoxODhwik1eLijxI0gtCL65mwA5TFlZGV1dXTnLMjwVHmKHYySaE67VXHFwJSUdc4kSZxQlW7ni4hcUyUjsti1tpHvSVK6vzKnCLJGuvvXsFTl3tE/K3v9ApvpwGu/MeWnA+3GE6CMW/yHkUPmWSDo7OqmqqkSZYvIrkaSSSQYHhwgE/ASCM19tnw1UdSvBwDdoO/55EL+P3x8oyKCP5uZmFixYMKPblBKSyQQ9PT1YlsWCBQtmzA98NpEShoYGGBgYIBIpJxQKTfn/wHEcWlpaWLBgfn5aZumgHvwusvwcxFmfyX39DDP83bJy5cqcf5+6X+/GiBrMu25egaLLmVcpTf0rUeKMoiTJKC4umOsAABzTIdWZwhPNXY6RSqbweDwznyyD65KRR4VZEfvRtL1Z7XJux5NMJLPHM/VKsUDg8/mprqnGcdyEO3WaMdvFSCqVoq1tGcnkCmqqfkIwYJ5RU/GEcMdkD/9pb28jFotNvrCISCaTtLS0YJpWdpz11JNlcKvMwVCQwcGhyV88HqlOhJOGshX5rZ9hBIJAIJDX/6Me0Ul3pZFO0RSI1pJr53GJEiXmlFLCXDzUZf/MOYnmBDjTkGOUFUjfaafySpgN/QGkNMhkrs1pnUS6AyDybF4c1l1WVlaSiMfp7u7CtIpGRzkuUjr09fUSj8eorKzGtP4YRUmga/8216HljGmaJJNJqqtrmFdfTzwep6PjeM6NY7ONaVkcP36c/v4BamtrRhoV8yESiTA4OEg+NxJF7LD7d/nKvPZdCMrKyhjoH8h5nSfqQdqSVFfRXLj6gbntpCxRokROlBLm4uH8uQ5gmNiRGEITGGW5J6eDg4OEwwXqW3TSeQwtiWHoT2OalwK5Jb6ZVBpN06fts6yqKtGKCsLhCP29ffT39480kRUTmUyGzs4uDMNDtKICVVWRspFU6jq8nscQ4v25DjEnurt7qKioQAhXY15TU0MgEKSttZVkMjnX4Z2C4zj09vRwvP04kXCEurpadF2f1jZVRcXn8xGP516VFYmjSG8N6DPrdjMdQqEQQ0O5V8yNcve7LNGcmOmQpkPRfOeXKFFickoJc/FQFF+e0pYk25MYZUbOcgzbsXFsB0MvUGONnUbm6MFsaE8gRIpMJndpeCwem9HJb4ZhUFldha7rdHZ2Eo/FisaGLh6L09/fR2VFBYFAYIxG1LR+H8fx4dH+AYok3slIJpII4dqRjSYYDFJXN4/e3l76+/vyqrzONK5OeYjW1hZUTWP+/Hp8ft/kC6dIJOIO/cgJx0SkjkOkuIqgqqKiqAqZHJ1oFF1B9ask24vqQqkovvNLlCgxNUoJc/Gwbq4DAEi0JZC2zEuOERuKEQwVaLSwdPKoMEsM/SEsewm2k9uJ37ZtHFvO+HCKYR1mdXU1lm3R2dFJOp2e0X3kgkTS19dHOpOmqqp63HHKUoZJpW/H43kDVfntHESZG1JKunt6qKisHPd5TdOYN28epmnR2Xl8Tqv9qVSattYW0uk08+rriUQi0xr/PR66rqMoCplMDp+zRDMCB1lEcoxh8q4ylxlk+jI4ZtHc3SmK7/wSJUpMjVLCXDwURbUhdjgGiqv5y5XBoUHCoQLJMey0W/PMocKsKjtR1SYymQ/lvLtYbIhAsHCzBYRQiETKqKyoIBYboqenZ8KhG4VCIunt6UHVVMqj5adN1CzrJkxzHh7jn4Hi9pkeHBwk4Pehn8YVQwhBVVUVXq+P9vbj0/crzhHLsujo6KS3t4eq6moqKysLakHoVpmn7mEsYoeRQkWElxYspnwJh8MM5dHIaEQNkBRTlfk8SufgEiXOGEq/rMVBDVA/10FIR5JsTWJEDISSe5WroBVm223WkTlUmA39QaQMYJq52VtLJKlUakZvi0+EqmlUVFQSDATo7u5mcGBgViaSSenQ3dmN1+sjHApPwaZLI535Erp2HE39UcHjyxfbsV3v4Sl69brezWHa2tqwLavA0Q03VfbR3t5OMBigrm7erIzY9vn8pFLJKV8YKIljEGgAtWh8i0cIBALEE/Gc1xkRAwTEm3NfWyACwPK5DqJEiRJTo5QwFwdFUV1OdiRxTAdPde7VZcu2EIooXJUsmzBP9QQuRDe69jyZzFVAbkMm0qk0HsMzq97JnuEx26pKZ2cHiUS8YPpmKR26u3oIhgIEAlOvotv2BaTS5+Pz/BAhugoS23Tp6+2jrKw8J1eJYDBIRbSCtvbCOWhICbFYjJaWVoSA+fPnu1rxWfqICQGBQJB4fArJohVDmH1zPg57IgQCwzBI5yIxAYQi0EM6qfaiccqAIvnuL1GixOSceU7+v5sUhZYtfjgOIj85Rjwezyn5yhk7extVmVrV19AeRQiLjJl7s188Hic8zhjsQuOO2Q7i9/sYHBwiHusmUhaZVgVy27ZXaWltxevxcOONNyGlZNu21+ju7kJRVbweLxs2XILP58c0M7z88ivE43GkdFi5chVLliwZs71E4g8xIl+ireUr/ObZ6xkairFyxUquvOpK3tn7Di++8CKh7F2GteetY83q1dN6T3Ihk8m4k/Aqxtcunw6f30cF5bS3tTNv3rzTJtzpdJotW7bQ3d0NwKZNmzhw4ACHDh1CVVTKyiNs2rQZj8eTjStNd3cPuq7x9NO/wjA8KIpAURRuv/2O/A42D0LhMF2dnZPbJMab3L+jczsO+3QEg0FisVjO31V6mU7iWAIrbqEFiuL0dz5w/1wHUaJEickpim+MEsx5Z42UkkRLAj2so2i533iIxWIEAwWSYwDSSmQ1zFNJHm0M/WEs6xwcZ2Fu+5EOlmWhF8rpYwooikpZWRmmadLf34+qqkQikbzs7ZYsWcLy5Wfzyisvu5rl3h5Wrlo5Mrp8//79vPXW26xfv5733nuPskiEK6+8knQqxeO/eILGxoYxQ1tUtYFU+kbOXv4E9fP/mnvufZNlZy0bef7ss8/m6quvnu5bkDNSQnd3NxWVVXlXbf3+AFJCe7ubNE+k6X7uuedoaGzkpptuwnZsLNMik8lw6aWXoigKW7du5fXXX2fDhg309vaSyWSorKx0E2ghuO22205x75gNdE1DSoltWeM2dw6jxI4gVT/CP+cqsQkJBoL09fVREa3IaZ0n6iFxLEGiNUH4rAL1W+RGcUyFKVGixKSUJBnFwVlzHUC6J42dsvFW5iZfGCYWixW0SQ5ruMI8eUVJU7aiKB2k87CSSyaTc5LMjIeu61RWVeL3+V1989BgzjKN6uoaPNkK9cDAALpujCTL4EppRhCCjGkikZiWhdfwIMaptJrmndh2GFX5exKJOPX18/M7wBkkkYijqhpeb+53R0YTCAQIBAN0dXWNazmXyaRpbmlh9Tlu5VxVVDweDw0NDSNV6draOnp7emlra8Xn8zFvXv1ItXmuCQaDDJ3Ok1lKRLIZGV4K+YzTniUCgcDU5CUnoQU1hCZItBSNH/Ocf/eXKFFiapQqzMXBsslfUlhih92TaD52chKJZVmF81+GUZKMyfdhGA/hOGVY1oacd5NIJAo3qTAPBAKvz4vH5yE2NERnRyfhcAivz5eTxtpxJLZlE6mIALBnzx4OHz6Erutce407AXH58uW88PzzPPrIo5iWyWWXXjbBPgKk05/B7/82V1+1fkxF9/3336eluYXyaDlXXnll3lMSc0FKSW9vL/PqZmZQZiRcRnd3FwMDrh56NAMDA/h9Pp555mm6urqoqanhqquuGhkwkkgk2LlzB8uWLaO+fv440g7Bww8/ghBw7rlrWLPm3BmJeaoEg0GOt7ePuWgajUx3I+xkUdrJjUZRFIQisGwLTZ36aUwIgR7WSXWkkFLOuIVfHiwCDIrdeqZEiRKlCnMRUAvM+b3BxLEEWkhD0XP/SKSSqcJXZc1swjyJrZwQLWjqNjLmdeR6PSilg207aNr0pqsVAoEgFHLHbKdSKbq7ujHNqY3ZNi0Lx3GIRqMjCfDatWu55ZZbaVy8mP3v7Qegva2N8vIot370Vj50ww1s3759wn2Y1iZ6eytZveopwK3WLV2yhM9//vN8+jOfZtGiRfzq6aenf+BTYGCgn2AweFqZQS4IAZWVlcTjCVKpsQ1ijuPQ0dHJ2rVrufPOO9F1ne3bX8c0Tdrb23j11Vfx+XxccMGF4+qgP/mJT3DnnXdw66238sYbe2hpaZmRmKeKqqogxISOIEr8CACirLgTZgC/z5/XxEZPuQcn45DpK4ocVQGKz7uvRIkSp1BKmOeeOb8ll+5LY8UtPBX53TZOJBL4ff4Zjmoswk4iESBOn8wa2k8BkZf3ciqVwufNT5IyW6iqSnl5lEgkQn9fP319fad1dpBI+vv70TR13GpaY0Mjx44dA+DgwUMsWrhwJDkPBoMMDo4/Ia6vb4Dt2zdgGH3o6l0AeL2+EZ31mjWr6ew4Pt3DnRTbshgailFWFpnR7QohqK6poaura4wVWzAYIhQOUpetZi9btpTm5hY6Ojo4fryDjs5OPnTjjRPqqIcnR/r9fpYtW0Z7e+Hfo5MJBCe2ZRPxJqSnEjxTs+WbS3x+H4lE7tIKoyI7JrskyyhRokQOlBLmuWfO5RjxI+7J01udX7KYSCYK7lks7SQoOqfv6Mpg6I9jWRcgZVXO+0gmkniLRL88Ge6YbbeRrLuri1hsaFx980BfPwH/WG354NCJARbNzc1EIm6yGQgEaD/eDrgXD4ODgwSD40sqmpqa8AcuJpW6BK/nXoRoG6MpPXTwENEcG7Lyobevl/LyckQB9La6plFeXk5XV+fIY4FAgFAoRG9vL4ODg7zzzl6i0QpM02TPnj3c8pGbJxyYYpommUxm5OempiYqqwr/Hp1MwD+B/texEKk2ZOTMsAb2+/15JcyqR0XxKCRaiyZhnvNzQIkSJSanpGGee+a8uhA/Fkf1q6ie/DyUE4kEdbUzox+dECsF4vT6ZV39NYrSTzJ5U86bl0gypoluFJ8cYyIEAr/fj8/nYyirb45EInizVfJMJsPOXbvo7+8nnU7x6KOPcu6559La2srg4AAChUAwwPr16wG3KvzKK6/y1JNPIpGsW3feSLPaU798ig/dcKJq39TUxNVXX03G/CKGsQND/Sd27/4oBw8eQlEUvD4vmzdvLujxp9NpTNOisrJw7izD9mWJRBx/9sJj44aNPP7440gpiUajbN58Pffffx+2bfPwIz8DoK5uHtdccw2xWIwtW7Zw6623Ek8keOLxxwFX2rFixQoaGxoLFvtE6LqOZdlI6Yy90Ei2IqRd9PrlYXw+H6lkfp7KRsQg1Z1C2hKhzrmOec7PASVKlJgcMRtTxUqclseAj8zVzq2YxbFHj+Ff4CfYkHviIZG8++67rFpZYM/Wd78LiQ7sxZ+d8CUB76cQopNY/EfkevPENDMMDQ4RrZj9it9MYds2/f39gCQcjtDb20tFRbTgmmxd+zF+/0MMJX6I41yU8/rm5mYWLFiQ0xopoa2tlaqqqoJPyrMti7b2Nmpqaunr68VxJJWVlSONfmciXV1dBAPBMXeGRMfzKP174KJ/zmkE/Vyyb98+li9fntOgGoBUV4rB/YPUXluLv66wcrIpsBW4fK6DKFGixOkpSTLmnjmtLsSOuO4Y+coxTNMsrDvGMHYaeRqHDEW8j6a9RcbcTD4f62QqhafI9cuToaoqFRUVhEIhuru7UYTIy7s5V0zr41hWFI/+daAwk/JOJh6PYRjGrIyVFoqCqmq0trUSCoWpq6s7o5NlyMoZkmMlCe447AVnTLIM4PF6SKdzm/gHYJRndczNRSHLKFWYS5Q4AyglzHNPw1zuPHY0huJV0Pz5qXNSqRRe3ywkmnbytJZyhv4gUuqY5qa8Np9OpUekDGc6uq6jKAKf309nZyfxWOHGbLt4Sac/h6EfRlMeKeB+XBzHoa+vl2g0WtD9SAmxoSFaW1vwB/xoqjbiaX2m4/P5xjpMWAlEprtox2FPhNfrJZnK3SlD0RS0gEayPfe1zeyR5AAAIABJREFUBaAW+N348ilR4neYUsI8t0SAObsfaCdtMj2ZvN0xwLWUm5VE006fZmhJAkP/Faa5ASlzd0uQSBzHnpVq7GwwODhIMBAiGAxSXV2NaZt0dXaSyeReiZsqln0VmcxZeD3fBoYKth+A/oF+QuFwQf+/Uqk0bW2tJFMp5tXXUxYpo7y8nN6+voLtczZRFAUpOeEAEj/q/l1evOOwx8Pn9Z1i/TdV9DIds9/ETs/OXZFJKHATSIkSJaZLKWGeW+b0SzLWlJVjVOWf8KZSs5Uwp5ATjMU2tF8gRIKMmXuzH4BlWuhF6L2cD7Zjk0ql8Qfd6zAhFMoiZUSjUYaGhujp6cG2C5EgCNLpL6MoQ+jqfxRg+y6WZRGPxYmEZ9ZGbhjbsujs7KS3t4eqqiqqqqpQs6PBA4EgmXR6yv7XxY53lJxBiR9BKh5EcNEcR5UbXq8374TZE3UvwJNtRVFlLiXMJUoUOSWXjLllbhPmozEUQ0EL5v8xSKVnKWF2JqowSwz9IWy7Adtekdem0+k0RpGMLp4u8VicYCB4yoQ+qXmIVy7jqB2hRZThCJ2LZBNL6cphXuDpceRyUumr8Hl/hhX/OJLFM7TlE/T0dFNRUTHjE9oOZ7pRYxZK3CQajeL3B05xMBQCImVlDAwMUFlZOaP7nwt82WTT5/UiEs1Q5OOwx8Pj9ZBO5XfnRA/roLh+zMHGwjmtTJF5cx1AiRIlTs+0E2YhxF7gy1LKF6YfzoT7kMAyKeXBQu1jJhBCXAr8l5Ryqkamc5YwOxmHdGcab413WsmHZVloMzRhbUIcEyHtcRNmVexBVQ+RTH4F8kz9TDNDIDDnJ8xpI5Ekkwmqa2qwUDguwrSICtpEGV0ihCMUhCopd+JYCH6rreZNs5fLOUAV4w+yyBXT/AM8xisY+jdIm/81I9scJpVK4jgSv3/mVEzHzD7+b9+rvO10IICVvhoupZGNTiNl6qme3IFAMOuU4eTszFBseLxehrp7INOLsGM4ZStm7OJptlCEkrc+XygCPaSTPF6qMJcoUWJyTpvpCCGeAbZLKf/2pMc/DHwfmC+lnHPRmxDiQ8DfAquAFPA08FdSytYC73dMIi+lfAnIxfV/zqoKsWMxkPm7YwAjJ6qTq5kzjp295TpO975hPICUPjLm1Xlv3jzD/JfHw0ZwNOmhNbqOV9VaOkUYRyggJeUywTL7OLXOAFVyCB0HBzhoV/GWtpBHxEWcZbVyCUfwMT25gZTlpFK34fffg2W/iO3MjFuWlNDT3UN1Tc2MbC/mpLlnYCdbUu+jo/BhzyrSwma32cL3hl7j+0OvsUKvYaO3kUu9DZSrwxIXCIXDDA4NUhYpm5FY5gpN07GsDCLujucWZ5h+eRhVUbFsC03N/cLdKDeIN8UxYyZ6cE6/A0oJc4kSRc5k3zD3AF8XQvwvOdaw+Q7gJ1JKq3ChTQ0hxEeBHwFfxPU0jgDfAF4SQqyTUvbPZXyTMGdfkvGmOEIT7m3JPDFNc3bstSw3YZYnVZgFfejas2TMa4D8JvRJJFLOQtI/w9gIukSIFhGlVZTTIcLYYRWkpEwmWWp3UuP0Uy2HMMaxelOAs2QXDWYvb4p6DujzOCxrON86wrmiFXUarhqmdSuW9Qwe/Z9IpC8Bpv8ZGRoaxOvzTfvzZkuHX8X2cX98N3FpcrG+kI8G1xJW3AvHW+RqWuwBdqSPsdts4a6h1/jB0GucrVVzqa+Rjd5GIqEQba3tZ3zCLAQoigqxI0ijHLxnpsxEN3TMjInmyz1h9kQ9xJviJJoTRFYURhc/RUoJc4kSRc5k9xQfByqAS4cfEEKUAx8C7s3+u0kI8cHszxcJIXYKIQaFEB1CiH/NPn6FEKJl9IbHWbdNCNEvhGgXQnxHiEnGurnrBPAvwD9IKR+QUiallMeBPwASwJ9kX/d3Qoj7R61rEEJIIYSW/XdECPHD7L5bhRD/IIRQs88tFUK8KIQYEEJ0CyF+mn18a3ZzbwohYkKI204+TiHECiHEC9nj2iuEuGnUcz++5ZZbbrzhhhsIhUKsX7+eQ4cOTXbIM4JjOaSOpzDKjWnJMTKZzKz44E5UYda1RxHCJJPJr9kPhhv+il/K7wAdIsRuZRFPqmv5kXYZj2kXsENdTAwPDVYna3t3c0tmJ5vNtzjfbmK+7B83WR6Ngc2F8hjXp98iasd43TiLB5QLaWI6lm0GqfQX0PUWNOX+yV8+CY7jMDDQT3l5+bS280a6lS91/pzvx1+nWgT5m9AH+f3wB0aSZQAhBAu0Mm4JrOEfyq7n78LXsdmzgj4nyV1Dr/Pprof4q95f8YLWzPHUme+YYegaSqoNGT5zrYA9Hg/pPB1gVL+K0EUxjMkuaZhLlChyTpspSCmTQoifAXfiTiMC+D1gv5TyzXGWfAv4lpTyPiFEEDhninHYwH8HdgLzcSUVXwL+fZJ1y4GFwMMnxe0IIR4FrgX+fgr7/zHQCSwFAsBTQDOu7ORrwK+BKwEDuCC7j8uykoxzhyUZQogrhjcohNCBJ3Gr39cCG4EnhBAXSCnfA3j22Wcbf/Ob37Bu3To+/elP89d//dc89NBDUwh3eiRaEkhbTkuOAW6znMcofLOctBNu/VcZHa+DYTyMZa3EcRry3rZlmWhFOIRCAj0EaVbKaRVRjosIpnt9R8hJssjuocYZoEYO4MUiEU+gCAVPnnauYZHiauc9WtNl7NIW8rS+ljqzi8vkQaIid42nbV9MOr0ar/d7xBMfRk4jAe/r6yMSKctbM3zcGuJ7fa+y026lDC9/6F/PhZ6FU7pYrNci3Kyt5mZW02YP8Hr6GLszLfxU7ONn/fs4S6tio6+RS72NVKqBvOKbS/yiDyEtZPTMGIc9HoZhkEln8lorhMAIG6Q6U0gpZ7yZNAdKFeYSJYqcqZTW7gGeEkJ8RUqZwk2e75ngtSawVAhRKaXsBl6bShBSyl2j/tkkhPg+7qjQyRLm4XuI7eM81w5UTbZvIUQNcD1QJqVMAnEhxL8Bn8dNmE1gETBPStkCvDzZNrN8AAgC/ySldIDnhBBPAZ8A/g7ghhtuiF100UVlAJ/61Kf4sz/7syluenrEmmIIVWCUTa86bFnWLEkystWfUbZymvIKqtJGIvWpaW3aNC10fe4rzBLoJUBLNkFuFxEywn1vA06K+XYvtc4gNXJgXJ1xOp2mrGz6t5Tr6afWGuA9q4a9+nx+JtazwmrmAxzFQy4KLEE682UM40to6r9h2l/LKx7TNEkmk0SjuY8sTzomDwzu5snkPgRwg2cF1wdWYIj8/r/nqRFu9q/mZv9q2sx+nu97j/eUPn44tJ0fDm3nLK2Sjd5GLvMtPmOSZ6/ZhkQgImfWwJLR6LpOPJ5/06oRNUj3pEn3pPFWztn8kNq52nGJEiWmxqRnDinly0KIbuAjQogdwEXALRO8/HPA/wb2CyGOAH8vpXxqsn0IIc4C/hW3euvPxrXrtItcurN/1wFHTnqubtTzp2MRrsiyfVR1QcGtMAP8JW6VebsQog/4Fynlj6aw3XlAczZZHuYoUD/8j/r6+pH33+/3E4vFprDZ6SEdSbI1iR7REcr0qimmac6OpVxWwzzaJcPQH8RxwpjWpRMsmuKmTROfLz/983SQQD9+N0EmSptSRjqbIPudNPPsfmqcQWrlAH5OXz1zh08IxAy5NqhIVnKcxWY3b4j5vKsv5KCs40L7MOfQNmXzdikbSKWuw+d9AitxO1M3jzlBd3c3lZUVp1i8nQ5HSp5NvM/dQzsZJM06rZ7bQucRVWbOXWOeXsZ1yhJuC0boFkm2p4+xK9PCj2I7+FFsB8tGkudGqtTidWDR062k1Uo82pzNT5o2uqZPyxvbiGbHZLck5jJhnlMBdYkSJSZnqqWWe3Ery8uBLVLKjvFeJKU8AHxCCKHgJtWPCCEqgDijJtpl9cGjq7//F3gD+ISUckgI8afAR6cQ13tAC/Ax4J9HbV8BbgV+kX1ozP4ZezXfDKSByvGaGLOa6D/Mbncj8FshxNYpWNy1AQuEEMqopHkh8P7wCzRNm/U5u8n2JNKavhwDsvrf2awwZ0djC9GOpr1COnMzrkomf2zbRtMKP+FPAoP4aBbZCrJSRjIr0/c5GWrtAarlALXOIEFy02Oa6QyeArh8eLG4WDaxPN3JDnURr+hn8441j8vkQeYztV5a0/x9DGMrHu0fSJn3kov1XyKRQFEEXu/UL2j2ZTr5bt8rHJF9zBdhvhi4hGXGpDea8sLr9ZJMpqkNhbnJfw43+c/huD3EjmzyfHdsB3fHdrBEq+DSbOW5upiSZzuFyHQxZKzlTHYh13QNy8q//1w1VBSvQrI1CWtnMLDcMHALN+Nm/kKIGLBGSnl4VqOaYc4Ui9gSJcYjl4T5b4A1uFrjcRFC3I6bUHcJIYbPqA5ukugVQtyAqwf+Koz5jg4Bg0BMCHE28EdA12RBSSmlEOLPgR9km+1+DpThumRUAsMjx/YAfyWEWAgMAP9j1DbahRC/Bv5FCPE/gRjQiGuZ96IQ4mPAtqwcow839xlOgDuAxcB4v/yv4zYe/qUQ4l+ADcCNwIXDL1DVCUbXFZDYkRiIE1OupoNpmYX3YAawsxrabNOfof0UkGQyN057046UiAINaxjES0s2QW5TykgIN36vNKmyXXlFrTNAkPS0PDoypomvgJX+qEhwrbOPY+kob2gLeVJbx0LzOJdymDCnn7ImCZFK30HA/z1M+9fYznVT2uddP7iLdCrDH3zucyOPvfX22+x7dy+33fZxANra2njhhRf45Cc/SY+d4Af923jZPIonA3eWXcAGTyNKATWpXq+H/v4BQqETSXCtGuJG/ypu9K+i0x4a0Tz/OLaTH8d2skSrcCvP3kZqtFDBYpsS8aMIJDF9IRWuMGNu48mT6VaYAYyIq2N2LAdFmzN/7ZAQYjdQA2O6dc+SUs7IlZYQ4sdAi5Tyb2ZiezOJEOIF4H4p5X8JIT6Ae2f3fNz34gXgj7Pn66c5YUTgwT0nD9+Gu19K+cVZDbzE/zNMKduRUjYJIV4FzuVE1XY8NgH/KoTw48oPPp7VBSeFEF8C/gtQcavBo10z/hy4C1f+8AbwU+CqKcb2UyFECjeh/y9cf7G3gcullO3Z1/wm627xFq5M4/8Ao60V7gT+CXgXN3k/nH0NuAnuvwshIrgJ8p+Musr/O+AeIYQPV/PcOSqujBDiRuC7uAl6K3CnlHI/gGEYsy6clVKSaEm4cgx1+idHy5yFoSWAsFJIoYJQARNDfwzLWoeU05P95TvwYCJiGLSIKC2inHalnJhwk1hDmlQ5Q6xw2qmV/YRkakZTE9M0CYUKm3wJYBG91Ft9vGvPY58+jwep4hzrGBdxDP00bhyWdSOm+RRe45+Jp66AKdQzXZmJ5K2332T9+g+M+5rDhw+zcHEDPxnYxaOJd7BwWNgkWXTAYuUHwyjewiaAmnr6ymb1mOQ5NlJ5vie2k3tiO1msRbPJ82Jq5yB5FvEmpGKQ8da7/Qhn6Hh4RVEY63qaO0bUINWRItWRwl8/Z/KU4Q/BjVLK385VEEVCOW5OsAWwgO8AdwObpJSbh19UzBcAJX73mHK2I6W8YoLHG0b9fPtp1v8Y141imG+Oem4rcHLXyd+Oev60Zz4p5RPAEwBCiGuBBzjJmFdK+WXgy6Me+sGo5wZwq9p/NM62/xI3kR9vv98DvnfSw/NHPb8Xt3nxFNLp9F8AIx1rV1xxBS0tLeO9dMZIdaVw0g6BhTPTkCSRKLMwSlfaSURWjqGpv0VRekmm/mTa23VsB1XNP/4ERraCXE6bKGdQcT9yurSocoZY5nRQK/uJyGThaneO66c7W8VBDcka2crSTBe7lAW8pTfyvl3Hxc4hltMxQRgq6fSXCAa/iq7+ENP+0mn3YTs20pFcdNGF7Nixk7Vrz8Nz0uhyKSVbYwd5d41OfzLNOWoNyw8IgmmBXWtz6PAhKgo9vloIVFXFtizUSS4cq9UgN/hXcoN/JV12jB3pZnZmmrk3tot7Y7toHEmeG6nTwoWNO4uSOAbBxWi6J2uveGYmzDOBUW6AgERzYi4T5gmryKOlDNkkMQ40AJfhFno+KaU8lH3t2bh3V8/HvVP7P6WUPxNCfB73nCOzssfnpZQ3niyTGJ2EZp2f7gf+Dfgr3GrvV6WUd2df6wG+juue5cGdhfDfs4UyhBB/AfwZbhV4ykmtlPLpk47/O8CLU11fokQhmHt7gBlGSvlrIcRncV0q9sx1PKdh1sWMscNuU6GnYmYVi796+lc8//zzCAQLFi7gC1/4AnfffTeHD7uF+LraOr74R1/E6xkrG3j77bd58KEHR8Zrf+qTn2LVKnfa2Ne+9jX6+vswDIM7L0qzInsS8+gP4ThVWNYF047bcWwUVWXfvn0cPHgAgLKyci655BIOHjzA/n37GYoN8bGP/R4ej4ckOq2inJZsgjyQbSITVhpPfxuVg+2cXx+kXCZm7ea2aZmYpsnLL50wb0kkEpx11llUVFTwzjvvYFsWXp+P8847D/UkvXYiFmf3G2+csrahsYGD7x/g2LFmDI97sXL2WWdTWeMmoX4yXOocoivdwQ51Ec/rq3jLqucyeYBahk6J03bWkU5fiNfzI6zkR5GyesJj6u3pRVEUauvqWLBgATt27GDjxo0jzx/O9PAfPS9xYK1DDRp/GriI5WoVjxx6mDUbL8OyLV57/XUuuOACdzBHATEMg4yZwadp7Nu3jwMHDiCA8rJyLr7kEpKpJC+9tJV0Ok00WsHGjRuoUoNc71/B9f4VdNtxdqSP8fLgAe6zdnFfbBfznCBXhs7ict9i5hUqec70I6xBnLKrMKSBaZn48I37u3zXXXdx+PBhNFVjyZIlfO4PPjfuVL2tL23lscceA+Dmm2/msksvK0zsp2G8+A3d/fzec889vPDCC9x9992nrFNUhZgZ49grx/jCp7/At7/9ba67bmryoRkkl9sMHwc2A7vJDhgDPi6ECAC/wS04bQZWA78RQrwjpbxLCHEJuVdka3GbEuuBa3B7kx6XUvbh3pldgqv+NnGLVX8L/A8hxCbcu8dX4zbl/2CcbU+Vy4C901hfosS0+Z1LmAGklE/OdQxTYFbvwUopSTQn0MIaij5zVeHevl6eeeYZvvnNb2LoBt/69rfYtm0bd95x54j7xH3338eWLVv48E0fHrM2FArxF3/+F5SXl9Pc0sw//uM/8t3//O7I81/5yldY3LgY9v4HMtWHIg6jabtJpe7EVfZMD9t2MDMZ9u/fz0033YSqqmzdupWjTU1UVVdTNb+RLe+08Kqxig61gj7Frcyr0qbSibHIPEbTti1sXr8aJQgEFZCzOwDBtmxCoRAbL80mlBKeffZZamtq2b17N2evOJtoRZSWlhYOHzrMsuXLxqz3BwPjrh2mcXEjjYsbJ9x/FTE223s57FTypraAx5QLWWy2sZHDBE5y98hkvohhfAFd/Wcy1jfH3V4mkyGTyYw4uGzYsIEHH3yA89edT1yYbFuW4f6eJzCkwvqOCJ9dcQ2qUDh8+DCKolI7rw7pSBznVVpbWlmwcGGub2lOaJory0gkEuzft5+bbroRVdPYuvVFmpqO0NrWyooVK2hoaOT1117j4IFDnLX8xJCQSjXAJWYd9o5DXLRpE9viR3hp6H1+ouzmJ/HdLFTL2Oht5HLfYuq1mTNSEHHXVEhEV6ENuLKeiX6XN2zYwJe/7N6c+853vsPzzz/PNR+8Zsz2YvEYjz76KF//+tcRCL7611/l/HXnEwjMjr2eEILunu5x47/8sss5fOQwsfjELkQtrS3sPbKX9cvW8/STT3PN5mt4//33UdXCNwSPYriI8rgQYljr84KU8iPjvPYxKeV2ACHET3BdpsAdKtY0XAEG3sjOJPgYU5tJMB4m8L+zTfG/yjYgLhdCvI4rRVwjpezNxvIN3KT5f+BWne+WUr6Tfe7vcG1Vc0IIsQY3Cf/wZK8tUaKQ/E4mzGcIs5owZ/oy2AmbQOPMyTGGm4QcxyGTyaCqKul0mvLy8pFkWSLdBGic5quGhoaRn+fPn4+ZMTEt89Rbw1YSFANDfwApNTLm9TNyDI7joAgFKR1s28ZUdPrLl5KcdyH9wXp6RQA2CoakTYUTZ7XZTK0zQJQ4Slb/3NLfhsLqGYknH2zbHuNU0t3dTcDvx+v3Ek/EiEbdgSFVFZVsP7z9lIR5NKPX5oIAlshuFpq9vC3qeV+v46is5jy7ifNoQcv2yDqynlTqJny+n2PFb8eRYy0JpBy2kTshpaisrGTR4sV85/0tvFbVT0Zx2Kg3UvtmjLMXLkbNSoIOHzpMQ8Mid7iJAgsXLuLQocMFT5h1TSOeSKOq2sjnSCgKlmXj8/s5fryDjRvd/qTFS5bw1ltvjkmYAZqbW2hobKBaD/PhsnMJ7upi4ZrlHA7E2Wm28ED8DR6Iv8FCtYwN3gYu9y1h/jSTZxFvQmph8NagxruxLRtN18b9XV6zes3IuiVLltDb23vK9t568y1Wr15NMODmfKtXr+bNN9/kkksumVacU0VVVRzbGTd+x3H4yU9+wle+8hV27tg57vpdu3YRrHFjr9KqWLp0Kdu3b+fiiy+elfizDJ8TPjIFDfPxUT8nOJFsLwLWj2q6B/c8f9804uo5yUFqeH9VuO5Tu0Z9vwtOVDPmMdYe9miuOxZCLMUdZPYnUsqXcl1fosRMUkqYRyGE+BTwaSnltbOwu1mVZMSOuNWVmbCTAzdRU1SFaHmUG264gf/2lf+GYRisXrN65AT7ve9/jz179lBfX8/tt08obwdg+/btNDQ2jEmWv/e976EoCn9zvSQQKcfQn8K0LkbKshk5howj6A0vwrhqBT9OlWP758M6BUU6VDgxVtmttO96nstXNeKdoEfTsR1effkVhBAsXrKEmtqaGYltqliOhVc78X/a3tZG3Tx3ym4wGKKjo4Oa2hra29tJJE/vaDF67TBNTU20trQSiYRZsXIl2mmGvOg4rJPNLMt0slNZyE59Ke/a89jgHGQJ3QggY96OYTyLR/86ycxPYZSrcyIRR9O0MXrlHaljPHZejC4lwbykj3MOady68XweaX+E2vVuZTwRT3D8eDvdPV0cO3rMfV9sC9tySKXSeL2FM01TNQ3Lsikv97Ny5Uoe/fnPUVWVefPqiEYrMAx9ZEKh3+8nET/1DkQiEaey8oT1nd8XwJNwuK7qbK7jbHrtBDszrub5wfgeHozvYb4aGak8L9By/H2QDiLZiixfjcjqsNNWmury6gl/l8F9T1966SU+/elPn7LJ3r5eKipODJeJRqP09p2aWBcKRVEIR8Ljxv/0M09z/vnnU1428Wj13t5eKpZUIFRBojnB/PnzaW1tnbX4s8zEOaEZeFFKec0Ez4/XHZngVNvVqTTUdANJYJWUcrw3qx1YMOrfOV29CiEWAb8FvialnE7CX6LEjDBrCXPWMuZcoFZKmZvR7CwhpfwJ/z977x0lyVne+3/eCp3j5J3NOe8qoFVEEqyEhIQACWODMCAMF4MxMr6+Piba914HMLYxYPtgwc/YJAsQkgBZAsMqrRZJSFpJG7Q5zs7OTp7pnKrq/f1RPbMTemZnpqu7Z7n9OWfObldXvfVWh+qnnnqe7xe+V6XdVVUhP9WRQvNrqC5nbjGOZGdTqRS7d+/mK1/9Cj6fj6985Svs2rWL6667jo/8/kewLIv/+NZ/8Nxzz3HjDTeWHKuzs5P7//N+PvXpUbU/PvaHH6Mh2kAmm8H69acw3C8jRIp8/q0lx5gJBRS6RZhO0cBZEaU/EkAKBfwWDVaSVuMcicMvscwvWdxulyUMDHWismzKMd/4xjfi9rjJpDM8//zzhEJBvL7qNQ1ZpkQtBmTSsujp7WXtOrt/dsuWLbx24DWOHTtGa0sr6jRGNRO3BViydCmrVtsZ6SNHjnDwwAE2b90y1RCjBMnxBuso53I9vKQt5Zf6FvYUBrmBozQBudw9+HxfoWD+BMO8096/tBgcHKR9ge0QnPTDV8VuDg8P06h42d7ZhDjURzgSpbe3l2gkgquoPX3i5AmCoRBvetP469yf//znnD51ctwxOY2qKJimRT6X48yZM9x55524XC52Pr2Tri5nAq4G1cebvGt5k3ctQ1aaF3Nn2J3v5AepV/l+MXi+1rOM6z0rWKpPHRSOkulBWDlkdL19DKqKaZrTfpcB/v2b/8769etZt3b+uQIqikIymZw0/53P7OTXv/41n/vc5y48iAAtqJHtnv7CsoI44aD0X8AXhBDvBb5fXHYJkJRSHuS8FOpYXgXuFkK8hl2jfANQOhU/BimlJYT4BvCPRSfgXiHEQmCTlPK/gR8C/y6E+DZwCviLmR5EcZwngH8uNtfXqVNzqiI4KYRYhq2bKBkv5zZvEGKOfrlzp2rFcYVEASNu4Gp0VvZZKIJ9+/fR3NxMKBhCUzWuuOIKjhwd9WZBURSuvvpqXnjhhZJjDAwO8KUvfYmP/sFHaW05n51tiNqlBF6PF48O3ubdmOZiTHPTjOdnoNApIvxaWcFD6uV8U7ue/9IuZY+yBBOFFdkzbDy7kw0vf4tbzANcYp1hpdcgPjgw4324i9lLr89LY2Mj8Vh8xts6gZQjMhnQ19dHKBwabdLzB/xs27aNa6+7lvaF7fi8U5fjTNwWsP9fVOBYsngxw7HYrOa2gDi3G/u4LH+SITXIA9o2nmA1ceMt5PPLcetfxk5uwfBwjEAgQFax+NrQszx5o8YJNc7b3Rv5y+ht3LHySsyCfVf4bOdZFi4cFaPh+PHjrFu7Fq/XO+5vzZrVHD9+fFZznjXF1/5cdzeBQBCPx4OiKCxZspi+vj7y+UJRIs9uqPT5J19M+Xx+0unzmed0JjXlRVdUsYPnT4W388XIHfy29xLcaPwwtYePDTzMh/t+xLfjuzlVGJpSak2k7GZcEbEDZkXMkGesAAAgAElEQVRRsExr2u/ygw89SDwRn/JOUUO0gYGB89+bwcHB0e9wNRBCcODAgUnz/9GPfkRPdw9//Ik/5t577yWXz/GJP/7E5Pk3NDAwOIAr6sLMmuSGcyxcuLDEnipK2b/HUsoE8CbspsAu7NKNv+W8luO/ARuEEMNCiB8Xl/0RtkfAMLaKxo+ZOX+G7UPwvBAijp0RXlucy8+AL2MHvseK/86UD2EH9v9bCJEc+ZvF9nXqOE61gsT3Ac9jm3m8H3gARuVrSsrjCLso6kvYX2APdv3Tu4vrvwI0jLnCfZsstt0LIb4D7JZSjmgnfwm4Ddts5N+Bv5BSmkKIe7Ad/F4ozu9rQohjwIeklNcVx5LYUnN/gl2v9T3gD4uGKSN60u8HEsA/YEv56KUcA0tQNXX8EXUMb4tzFtAjP8ZNTU0cO3aMXD6Hy+XitddeY8XyFXT3dNPW2oZEsnv3bton3OoHSKVTfPGLX+Rd734Xa9ect002LZN0Kk0wGMQw8rj83XgCvWQyH2E6/TQTQY8IjWaQ+0QIUyggJRGZZrXZQ6sVo0Um0DFJpZJkrCwHh/qxTAtFUegfGCAcnll9qFEwUFQFRVEo5AsMDQ2xcsXE5E0VKL4kXV3nxr3OhVwe3e0CCceOHWPJsqnviE7cFiCfzeEqXhB0d/fMSetZAdbKHpYV+tkjFnFEX8gJ2cYV+a9zrf/N6OrXkPKdxJMJ9kYSfK/3ZZKywJX6Yn47eCkhxb4Ro/v93P0eW4Xxpz/9KTfccF6B4W1vK90LtHHjJjZunPkFVjn4/X76+vtsxRdVpbu7m8bGRnJtrXR0nGbZsuWcOH6cRYsmvweLFi1i1zO7WL9+PZlMhng8QdOY8oapiChebvau4WbvGoatDC8VM88PpPfww/Qe2tUQ17qX8XrPCpbr0dE+ApE+jfS0gW6/n4pQkMgpv8tPPvkke/fs5TOf/cyUMpJbtm7h+z/4PqlUCoC9e/fyrne9a64v56wRCKLR6KT5337b7ePULj7wgQ/w5X/88qTtL7/scv7pn/+JW95gr9vmamPbtm1Vm38RZaxM61jGSqtKKe+Z8NxTjJczPQzcPsU4R5ngZyilfAnYOMX648YuLls25v9ZbCOyT0+x/RewlTRG+Gap9Yrr3jjm//+HGTQpTnwt6tSpJNUMmL+EHTA/L4RoHWOvXVIeB/sq+XpgDbY73zpguOj0EwcuxW4ouB7bIXB98ZbTDZzvGP4PbDORVYAf+3bVGeC+4vNXYt+2asW2Jf2dEnN/C7Z5Sai4v0eAn2MH22/GPvmkKF4EzIKqZZhTp1OoXhXV69wupZQIIVi5YiVXbruST3/606iKytJlS3nj9jfyV3/1V2QyGZCwZOkSPvh7tmPb7pd3c+LECd75W+/kF7/4BT09PTz00EM89NBDAHzqU5/C7Xbz+S983m5oU0z+7g8PIy0X+cL4sjwLQa8IjgbIPSKEKexjDFtpVpi9tFkxWmQcVwljDQmEw2Ha2tp45pldKIogHAqzeMliTp88zYkTx8nmcjyzcyfNLS1s3rKZWCxGx+kONm/ZTDKZZP++fdgRq2TlypX4g7WxPrYMi/7+PjZvPh8gdnWd49TpUwC0tbWxqJiVzWVz7Nu7j9dte92U2wIcOnSYeDwGCLw+D5s3zb250Y3JNnm6aLO9hGf1GziQOch21yc4phzhB9oQZ1MJlooI9wZex3JX6eykZZmsWLGCcNiZOnanaGpsZOnSJTz66KMoQhBtaGDV6tW0L1zErmd28uqrr9LQ0MCqVSsB6Ow8w0D/AFsvuYRIJMLSZUt55JGfIoTCldu2IZTZXU9HFC83eddwk3cNMSvDS7lOdufP8KP0Xh5I76VNDXKdexnXu5ewKtsDbWMk3wRIS7Jq5aqS3+V77rmH5qZm/vzPbWn8bVds46677uLEyRPs2LGDD/+PDxPwB7jrrrv4zGc/A8Bdd9012gBYDYQiWLF8Rcn5T8XYc9GiRYu4+qqr+eTnPsm9t9/L++94f7UVMqCKvwl16tSZPaJch6QL7kCI64AngQVSyn4hxCHgPinlPxYzzIaU8kPFdW8DviSlXCeEeCO2Kcj7gBeklNaYMb+DnWX+T2wx859gu/P9d3F5A3ZGuAOIjBFRfzfwYSnlG4oZ5v8rpVwyZtx7mJxhfr2Uclfx8Q+Bl6WUXxBCPAH8QEp5X/G5m7D1L2eaYf5dyutcnhFmxuT0D0/jW+gjsMK5H7BMNsO5c+ds2bdKkjuNX24ln9pGVp4vgTsiWnlaXYtRrKQJWRlarDitVoxWGcfNhd+CRCKBx+1Bd1XfsCFmZfli7FkysjxLX7NM85VaIAETlbzQSZp2Y1gYN7/l28qV7qUlFVXmMz09PbS2tIyWZ8wn4lZ2NPN81OxDAitNgy8tuhtX1L5AymQynOuuwne5gnR0dBBtiBIMlC8+FDsYIz+cZ9ndy6r9WfwE8JVq7rBOnTozpxoZ5vcDv5BS9hcf/2dx2T8WH5eUx5FSPlF09/kXYKkQ4iHgf0kp49hB8luxO3l3YvvMvxfIAs8USzWWYmeNz4056SnYGeYRxv5/KqaS72mfw1jjeO6558jlKtv/qBoqC1lI71AvHQc7HBvXsiwKhQIHDh5wbMxStOj/RWCJyfDgFmL5ntHlxyJLkT7YMvQKDfkB3NZ5zd9U8e9CWKZFIZuHaZrhKsWgzHKaGE3SSwtzbxKUUiLM+ReoXRAJaCYjn56PpbfgzbnpEb3TbTUvMYwC3T09VM1ucZZsIMQGNhCTSf7J9RIZVI6esxDd9qtfre9yJcnn88TiMUeywoFEAJfp4umnnq7qW9ra2rpp/fr11dthnTp1ZkVFA2YhhBdbvFwVQowEnm4gIoTYeqHtpZRfBb4qhGjB7rj9U+Bz2AHz32EHzE8Du7Cz0VnO22eeAXJA0zQZ33LS6+cYX9u1eKoVp8CqhsanNCUnv3uS5mgzwRXOST9nc1nOnj3LyhUrHRuzFPqAXW/oDV+HRzkvveVS/Lgw2ejPwRxv/SYTSdwul13nW2UagOZBH43Cx4f8c3ctjMfihMLVsVJ2BGlnNAtGns4Fi9nAUjaffgqfP0q+WHsaCocq7tDnJN3dPbS1zs8M81ieH3iJnBDc23ITG1vPq52k0in6evvG6aJfbJzuOE1TY5MjRimDrw4ivIIb33Bj+RObHXuqvcM6derMnErfy307tvf8Buxa30uA9cAz2KUWUyKEuEIIcaUQQsdOGGaxG/dGGhcy2GUNTxezzj3AOygGzFLKc8AvgH8QQoSEEIoQYqUQ4gaHju2HwB8JIRYKISLY3cKzwbrwKuUjVIHiUrByzu5OCDFlF76TKOI1rHwAOSZYBjBRUMu63hmpPK4dG/VmTppDmLIqH4Wak8/licdjqKqC0pznHJezxXwGxfKRzWVpbGpCd7no7e0jmUzaTiYXC/M8WD6TOsbPSHKrCLG1dYJltWTUWfFiRVrSsWywmTXRQ9Uv06ICvwlCiM8LISbLgswDhBAPCiHeXOt51KkzUyodML8f2xqzQ0rZPfIH/DO2+sV0Ge4Qtvf8ELZCxgB2VnmEp7EdiM6MeSywmwdHeB/gwlbfGAJ+BCwo+6hsvoEdkO/Frpt+DDCgRHdZaaoWJakeFSt/cQbMqn4aMzv5LTOFglLuSyhETYOyzXoLOUw6jNnJtV1smIZBIh7HMAxCoRCaW+GA6xoaOURb3pbuCgVDxOMx/H4/LS0tmKZJT28v2WzNNHF/YzCsAt9O7yYq4UMrPjjpeUtaF13d+EQkckoFj9lgGRayIHGFq3/XCYd/E4QQzdi/gfeNWRYSQnxZCNFRlGo7XnzcNGade4QQ+4QQaSFEtxDia8Wk0Nix1wghHhBC9AshYkKIvUKI/1lUj0II4S4G6x1CiIwQ4qgQ4k/F+A/a3wJ/5eQx16lTSSoaMEspb5VS/kmJ5T+UUrZJKX9XSvnZMcufklIuKv7/cSnlFillQErZJKV8j5QyOWbdd0spl495/L+klEEppTlmWUxK+VEp5SIpZVhKeamU8vvF5/5jpLlvzPrjlkkphZTy2JjH94zMV0ppSCn/WErZWJzHIaBLzjyKnGlgXTaqV8UqOB8wVzw9W+hBcccwjeWTnjJRRu2p50q1gv6p2OhqQQCHzP4LrjsVosZB/3RYlkUqmSKTyeD3+20NYiHo96VIsIgthSOIojCAz+elkDfI5wsoikI4HKaxsYFkMkl/fz+GUV5zZMWYp6/9WJ4cfopTquCj0avwuycbm1imVQtFCEeR0pkMs5mxT8uuhpoEzE7/JtwDPDam6d0FPI4tIXcrdlLqauxk1LbiOn+CHcj+KRAGrsK22/5lcXuEECuxFa/OAJullGHgncDrOG/v/QCwHVvSNYjdY/RhxjQ1SilfAEJCiLnXpNWpU0Uurvb6eYQQwiuEuE0IoRVdif4CeHgWQ0z2yK0Qmk+rSIZ5xJChUihZW+felBsmPWciUMsMVhShYNUw4AkoLpaoYY4YMzdKmYiiKJhW1a69Zkw2kyGZSOJyuwgEgyjFgMxUExxUb2EFTxM2xhhDCEEkGiYWGx4NQjVNp6mpiUAgyMDAILHYcMU/c7PFNM15rVLSm+nkYTnItXi4dmFJaV5My0S9iGrGS2FZ1qgFeTkYSbvdxRWtScDs9G/Cmznf0wN2tnkJcKeU8oCU0pJS9kop/1JK+ZgQIoStffxxKeXPpZQFKeUp7D6kZdglkBTXeVZK+T+LpY9IKQ9LKe+WUg4LIbZjy8K+Q0q5v5hcer64/ceEEKvGzOkpptCMrlNnvjF/z/TzH4F94hjCLsk4CPz5LLZPVGJSpVD9KtKUdp2fU2OqasUDNSW/CwBTuWTSc3aGubzgSSi1zTADbNRbOGPFyM5IiXAyqqpgzqMgMl/I226HQhAKh9D18bWgHV4/EoV1ucnH63K5UVWVTDYzbrnH46a1pQVN1ejt7bXNMeZJZrdgmOhatU1CZ4ZlWXwv+Rxu4A+WfWDK9UzTRJnHQf9MME1ngn4jbYAAPViTGmanfxM2A4fHPL4J+PnYO7UTuAbbJOyhsQuL6z+GbZs9Ms6PptnvzcCvx5RLjozza+xG/e1jFh8ELigAUKfOfODiPkvWECllWkp5RbEMpEVK+YFi8+FMqVrArPntH3QnG/9EFfSWVPZj5f1ItW3Sc040/Smi9tnZLa4WLCTHjcE5ba8oKpZR+4DZNA0S8QRGvkAwaFtETySvD3BCbGej9UtcVmnjkXAoTCyWQE68CBACfyBAS0sLhXyB3t5e8hWWZJwJplFA1WoSXF2Q52O/4oAq+T3/Bhp8U7duGIaBPk+PYaZYpuVI0G+kDTSfVqsmSKetnyOM/51pxFZ3moomoH8KValzxednOs5Uz48dh+L85pcLUZ06U1APmGuH0yfHKdECdsBslMjqzWdU/RRWbnKwDGA5kGFWVGVyYFZl1uiN6CgcNuZWx6yqCqZZu6BfWpJ0Kk06lcHn9+Lz+0sGGxKLQ561+DnH0lxpFz8AVVPx+7y2SkYJFEUhEo0QbWggFo8zMDCAadTuc10oGOj6/Mswx/MD/MDqYqulcuuSUgam5ykUCmjzNEs+U5xq+jOzJlqwZq+F00mUIc7XFINdqzxd03s/0CSEKPUCLCg+P9Nxpnp+7DgU5zc8zVh16swb6gFz7ahahln329kjp6XlKooxiHAPYhrLSj5toqCUeVteKALLwTKVueASKqu0Bo6ac6tjVjWtZgFzNpslkUiguTSCoSCqOnWgkfAO0sdmthrPozI5+zyWQCBAKp3BNKY+Ll3XaW5uxu/z0dc/QCIer8nFTz6fx1UDp8jpkJbF/bGnMIGPL7n7gjbbhmGgzcOgv9pIKbFyFq5ITeqXwfkkyl5gzZjHO4BbhBBTiVU/h+1dcNfYhUKIAHY99ONjxnnHNPvdAVwphBjnTSCEuBLbr+CJMYvXU9efrnORUPOAeT7rRE5ECHGHEOIHDg1X1RpmsLMnTqIoSsWasJTMEwgBhlXa+coUArXcDLOo3Pxnw2a9hR4rRdyaW4mBEFS1prdQKNh1ylISCodw6dMHGJbI8Zp2A63sobmwaNp1AYSiEA4HicUvLLfn8XpHTUN6evvIZNLVey2kxJJy3pms7E28xEuqyXs8y1gYWn3B9Qv5wqRa84sJ6ZBcj5k1QYIeqdlr4fRvwmPAWN+B72ArWzwohFhX9CZoFEJ8Wghxm5Qyht2X809CiFuFELoQYhm250BncXuwG9yvEUL8nRCiDUAIsUoI8V0hRERKuQM7uH5QCLFRCKEKIa4Cvgt8reijMMINwM8cPu46dSpCTQPmsTqRRQMQoyhZM3G9h4UQf1/8vyjqOR4t6jt2CCH+ZkTyZsJ2/1sIIYtXtjOZT4sQ4n4hRFdRW/JXY7eVUj4CbBRCbJlmmJmSoUrScoqugOJ8hlnTNAoVkvs63/BXuh/ErmEuV4e5+G+N+8c2u1oBODLnsgwNowplCZZpkkwkyOfyBIIBPF7vjLbr9eVJ08LmfCdihqccr8eLaZozq1MWgmAwSHNzE9lslr6+PvL5/IW3K5N8IT/vyjHShTjfLZxklSW4a/m03lCjmJaJNs3dgfmOZVnONPzVViEDnA+Yvw3cVnTcRUqZw27YOwT8EogDL2DXFP+6uM4XgU8Df198fkQ+bntxe6SUx7Hl6JYBrwkhYsCDwEtjjuEdwJPAz7Ez598F/g34+MjkhBBXAMmivFydOvOeWmeY76GoEymlPIt9VfresSsIIRqwtRy/VVz0VWw9x/dh1z+9Gfsk8P0J24niOoNcwFVwDAHgReBybPfibwGPFm9JjXB/cf9OUJU6ZiFERcxLNE3DKFQmUFPZi1XwIpWFJZ+3HNBhBhBCQdbYaW+pFsYndA7PUV5Od+nkK/Q+ACDtOuVUKoXX68Uf8M9YwstQ4xxSbmG13EHALF2PXhIhCIcjDA/HZpwxVlWVaLSBcCRCbHiYoaHBipar5LK5ks2NteTh2BPEBdzb/jZU5cKZUktaVWngrSSFQgFVc0ghA35jSjKklP3YQfPvj1kWk1J+Qkq5uOhxsLIoDzcwZp1/k1JuklJ6pZStUsrfl1IOTRj7sJTynUUfgrCUcquU8ssjPghSyqyU8s+K+/FKKVdJKb8gx59sPwl8ljp1LhJqHTBP1In8FhMCZuBdwAEp5T4hxGrgD4D3SCmfK+o7voZ9NXv7BNvr12M3GNwLvGuM6PrPhBB/OHYHQog9Qoi7pJQnpJRfklKek1KaUsqvYzsFrh2z+lM4pxtZvbIMr/MBs67rlcsw66ewcq0wRSOPSfklGQCaqmCatQ2YFSFYrzVz1ByYk8ydrukYhcq8D/lcjng8jqZpBEMh1Fk2h53yRVEosCY3+4DG5dLRXRrpdObCK4/bzkVzczMej4e+vj4SiURFyjSy2Swe9/wJmI8m9vGUkucdWgurGy6b0Tb5fB59ntVgzxbDMBwpKTHTJopLQXXVpMSmInccpZSfllJ+2elxnUBK+Q4p5WO1nkedOjOl1gHzRJ3Ih7G7dMc68L2X89nl7UDnxFs4Rb3H57HF0kd4P/AIdv0VwB3Ff+8H3j2ykhBiA7aT0aMTJyeEuAQ7YD42ZvFBYFlR5L1chi68ijNoPs1xtz9d0ylUIlAz4yjufszC0pJPS5xRyYBi01wNVRZG2Ky3EJc5+qzU7DcWIw2Mzr2/RsG2szZNi1AohMs9+6xb1tXHaa5ns/U4upzb1yUcDhNPxGd/bELg9fpobWlBWhbdPb1kM7MLvKfDsiwsKR3JbDpB3szwrdwBFlrwuys/NOPt5mOWfLYUCgVHZPGMjFFLhYy6UkSdOvOcWheujdOJlFJmhBAPYJdQ7CpmlC8H3lZc5UL6js0AQggftlXn+6SUBSHEj4pjPogdlH9NCLFUSnkaeA/w0Eh91gjFgPg7wP8pNkOMMDLfCHaNVzl0Y180VBzVZ9tjSyltO2UH0HV9ksmEE4jM0wiXxLDWQYl4xEIghShbJQNAUzUKhQLuskcqjy3uFkjDocIALWrgwhtMwO1ykc/nJwU/2UyGw4cPjT7OZHMsXbKEBe3tdHd109XdhUAQbYiybNkyLMsik8ogkfj9AeLxGAcPHQRL0trWxsJFpUtkJmJhcdB9CSFOsyjXMuvjGUFRVPz+AIlEgnA4POvthaIQCofx+/0Mx2IkkkkikUhZGcl8PseuZ3YRi8dRFIVrrrmGjo4OOjs7URWFQDDINddcjcs1+VPV1XWWF198CSktVq1azaZNm+Y8j7E8NvwEPYrgC4034dJmVlsOkMlmfjMC5jKz5FJKrKyFt2Xmr53DTKdrXKdOnXlArQPmiTqRYGeTfyqEuBc7u/zfUsre4nMX0nc8Ufz/nYCB3SUM8D1ghxCiWUrZJ4R4FLvU42+xs83/Y+xAxSaJR4DnpZSfn7Cfkfk6kRGo2klS82sgQRYkwuVMwOxyuWakZDBb1PxOcJV2+AM7uwygOVGSoWkVCfpnS4vqp1HxcsTs53pKZ9anw+VyEY8nJgU/Hq+XrZdcOvr4xRdeoLGxiXgsxsDgAJdecilCEeQLebLpDPlCAZ/PNyozdvz4CTZu2oTH7eLVV1+loaEBr+/CQUXMO8gg23m98WMUFl9w/ekIBvz09Pbi9/vnrBesahqNjY3kczmGBgdxudyEwqE52Sm/9OJLRKJRrr/hBhRFYBgGCxa0c+mll6IoCi/vfpn9+17jssvHl0VIy+KFF15g+/ab8fu9PPboz1i8eBHhcHm+DR2po/yMJLeKMFtbr5/Vttlsluam5rL2X2vyuTzB0MSfkdkhCxJpSvRozcpT6gFznTrznFqXZEzUiQTYhd2o9zZs7/lvjXnuCWCxEGLb2A2Keo9XYdcXg12OEQA6hBDdwAOADtxdfP5+4N1CiKuxrUCfHDOWG/gxtozOaLPEGNYDp2bp6jcVVTtJ6gH7h8DMO1cm53K7KqJGoMg9SMONVEoHjmaxScmJpj+lxsYfY9mot3DCHMKcSxOiECiKgmlOXV4yPDyMx+PB5XZx7lw3ixYtsoPlnB0sC1UhFA6NBsuJRAKv14PH4wYhaG5uZnDwwo2JlshwQNvOQl6kYQYycjM5tnA4TCxW/jWqy+2mpaUF3aXbNtvJ5Kzqm/P5PD09PSxauAhN01AUFZfLTXv7gtHgu7m5iXRmcmlN/8AAwWCQYDCAoqgsW76MM2c6yzoewyrwnfTLRCV8aMUHZ719JpPB4724M8z5Qh6Xq7xGvULaLi2roUJGV612XKdOnZlR64B5ok4k0u56+jZ29jeCnekdee4I8K/A94QQVxX1HTdil1o8i51FXohd6/wW4JLi39bieCNqGY9h1y3/X+AHI527Qggd+BF2A8b7ZWn5BCd1I6t2khxx+zNzzgWHmlYZOTNVO4GZna7hz17uRA0zwlbKoMYGJmDXMWcx6DTndi3m9rjJZae+gOnv66O52S6PyGbTDA0P8crLL3Pw4EGEouB2jy8hyOfy48oKXC43udyFL5DO+SQ5wmzM9TumwODxeJASck7YYQuB3++npaUFwzTo6e0lm53ZuKlUEl3XOXT4II/+13/x3HPPYUxofD167Djt7ZNLVzLpND7fec8In89HOj2HmvUxPDn8FKdUwUejV+F3R2e1rSXtEi0nJNlqSS6Xw12i/GU2GCn7POaO1Kw4q55hrlNnnlPrgHmcTuSE5Uuwg9mJv2R/CPx/2LqOaWA/cBp4ezHAfS/wqpTyF1LK7pE/bDm6LUKITcUxH8KWo/vPMWNfgx1ovwkYFkIki3+vH7POu4H7yj90oJolGb5iwOygeclIMOSUcQAAZhrF3YdZWDL1KsWPrRMqGQCarlKYB41/m1z2rfFDc9Rj1nXdvoAplTGVksGBIRqbGpGWhWlY5LI5tmzdwsqVKzl8+PDkbeZAQR3msHILa+Uv8Vlzr10uRSQSZnh42DHFC0VRCIcjNDY2kEwmGOjvv+AFoGGYDA8Ps379Bm5/y1vQNY3X9r82+vy+fftQFMGK5csdmeN09GY6eVgOci0erl04e+Ge34SGP7Drj+dSWjMWM2WCct7kqQbUA+Y6deY5NQ2YS+lEFpeflFIqUsqPltjGklL+bVHX0Y2dJV5L0YaiqPV4eYntuqSUupRyf/HxB6WUQkr54ph1ni4u8xU1Kkf+ngHb6Q84KKV0ysqzaidJ1Wv/EDhtXqLrziplKNlnEIqFaa2dcp3RgNkh/WRXpdQ+ZklQcbNYDXFkjnrMAB6Pu2S2dHBwEH/Aj2mYJBJJ3G43bW1tqKpGIBhAICZpatslN+fHyudzuKdRy5BITvgW4CLJqpxvzscwFZqm43a7SaXKy8qWGrepqQl/IMDAwACxWGxKVQ4hBF6fj+Zm++JmyZIlDAwOAnD82DE6Ozu57rrrivaL4/FOyCinJ2ScZ4NlWXwv+Sxu4A+WfWBOYyRTSfz+ue1/vmBaZtnBMoCZMdEDumMN0XOgHjDXqTPPqXWGuWydSCnlXwBfx65hrihSykeklL/t4JBVO0kKRaC4FMcDZq/HS8ZBuS4lb8tym6K0wx84n2HWdde8CJjBrmPusIbJybllvF1utx3kTsjC9vb2Egj4QUAoHKKpuYlYzG7YzGayWFKO1i6PEAwEyWSydhmElPT19RFtaJxy3xl3P51cxRbzSTRZmUAsFAqRSCYrYmnu8XhobWlBVVW7vjmVGv86SolhmAT8fuLF1+5cdzfhcJiurrO8duAAb3jDG6ZsTGxsbCQeT5BMJrEsk1MnT7Fo0dxqvJ+P/YoDKnzQv5EG31R90NOTTCYJ+GevyDKfcEoL28ya6KGa6lHXa5jr1Jnn1FolwxGklP9c6znMkapmFSphXmLXzebACVVqQLFeRZo6ljrJIX0UU4wEzA7dmh9p/JNQa9OzLXoLP88e44QxxHp9buoFbjwqLMUAACAASURBVI/HDiS8tr10MpEkFouxctWqUTm11tZWjh49yisvv4KiCNasXg3YDVTHjxxj/cYNIGDlihW8tv81pJS0trbim0IhQ1LggOsKohxlQX5m0nNzQVEUgoEA8XicSKQ8dYmSCEEgEMDn8xKPxelNpohEwrjcbhLJFD6vh21XbmPXrl1YlkUgYEvIPfazx7BMix07dgDQ3NTElVddRSaT5rlnn+ON27ejKApXXrGNx3fsQCJZuXLVnI4hnuvnB1YXW6XGLUvmfv2eyWRmpHgyn8lmsmWXlUhTYuUt9EhNA+Z6hrlOnXnOb0TAfBGTBmLA7AVm54DqVckPO6tq4fV6GRiYewnBRFT1eLHhb+paQkeb/gCEbatsmmbNjSjWuhpRERw2+uceMLvdxIZjmKZVDOr8XHnVhBswQrB6zUSBGnDpLjtYLhJpiHJZw4WbyQZ9CWIs58bCT1BwQBljGvx+P729vRhGAc0Bw4pSKIpKJBolny8Qiw2jKIJCvkBLayuKonDb7eNrht/+9jtLjuP1+njj9u2jj9sXLeRtM9SyLoW0LO6PP42pwMeX3I2YYzlCvpBHVVWUKRprLxayuWzZZSVGpmiJXTuFDAvoqdXO69SpMzMu7rPlbwYnLryKM2g+DVlwVg3C47azmY5g5VA8PZj56XV7jWIa2KkMM4wYfzigwFDuPITGKq2Bo+bcL0Ky2SwSiWVZBEPBWdtZzxZTTXFAvZml/IqIUdlgGQAhiEQiDA1V3hzN5dJpbmpCSrCkJJVMIitQDjJT9iZe4iXV5D2eZSwMrZ7zOIl4glDIodtCNSSTKd94ZVQhI1ozhYwzwPyoCatTp86U1APm2nOkWjvS/BrStAX6HRuzKC3nhFKGkn0WoZiYcnLmcyyOZ5ixJdPyM5BMqwab9BbOWUmS1uzmYxQKxGNxkJJIOIwQVET2byJnvS4MPKzPOtuMNx0utxtFURy1u56KfKGAZVq0tbWBgJ7ePjKZtGNqHTMlXYjz3cJJVlmCu5a/78IbTEM8EScUvPgD5nw+P0kOcbaMBMxaqGY3XKv2G1CnTp25Uw+Ya0/VTpYjkklOmpeA7TLnRNOcyD0FgCm2TLueWfTLdqrpD0DRFEzLwkmFvLmyRbfl2I7MUF7OMi2SiSS5XJ5AMIDH6wUh8Pn8pFPpis1TAnE9x1FxExvkL/HIqRsCK0EkHGa4eIFQMaRkeGiISDRi108HQzQ3NZHJZOnr7yefr15i8OHYE8QF/FH7najK3EtRJNJW6PA7r2RSTUYUMsrV+jbTJqpXRVFr9nNYD5jr1LkIqNcw156qnSxH3f5yJprXubfe5/ORSqVwRcqrAVStl5GmhqXMNMPsbKCk6zqFfB59Gum0arBcj+JF47AxwGWu9qlXlJJ0JotpFPD6fJPUGRRVweV2kU45GxzlhIsufQFd+gKyipcQp1meq0oZ/jhUTcPn9ZBIJgkGy7NGnopEIoHb4xnnJKdqKg0NDeTzOWLDQ2i6RjgcRqmgAcjRxD6eUvK8U21hVUNpy/iZkk6n8Xq9jpnK1IqR4yiXeaCQUQ+Y69S5CKhnmGtPVUsyAKysszWYPq+PTLr8W+Oqegwr2wxi+h+v0Rpmh3SYR/C43WSdcJIrE0UI1ulNHDUHkFNkT/O5PPF4HE1VCYZCU0qZeTweLMss+w6ABPrVBvZ4NvMr/9WccK8gSDdv0e/hLcY3UWVt1BYCwSCpVKoi9ub5XI5MJkt4ilpfl8tNc3MzbreH3t4+EonZ2WzPeB5mhm/lDrDQgt9d+aGyx4sNxyqjMFJlMukMPl95F4JSSjtgDtcD5jp16kxPPWCuPdULmH3O22MD+Pw+0pkyb/1bBRR3N0Zh+oY/OC8r53iGeaS0ZB6UZWzWWxiWWQbk+AsRwzBIxOMYpkkoFMI1g2y43x8gk07PSbs4K9wcdy3nV/6r2ePbSkwNsbxwmpvSO3iv+ypWWM+RLszeZc4pFEUhFAoRj8ccHdeyTAaHhmlobChpQjKKEPh8PlpaWrAss2iz7VATbJHHhp+gRxF8vPkmXFr5FyaxeOw3ouEvlU6VHTBbObsMq9y7Y2VSD5jr1LkIqJdk1J5hoA+Ym4bYLFBcCkIVjpuXuFwucrkcEjnn27wi9yJCNTDN1Re8jKtEDbM9CdA0FcMwJpl4VJvN7hZIw6FCP9e5l2BZFpl0Biklfn9gVvWWQhH4/H5SySTBYOiCWtMWggGtiU5tAYOaHTA2GQNszh+k3exBQdLg+Q4ubYhzw38F1FaKz+f1kkomyefz40on5oyUDAwMEg5PnbmfiG2zHcbv9xOLDZNMJolEwmXL3nWkjvIzktwqwmxtvb6sscCWYdM0DU29+E/9mUwGr6e8CwgjXXNJuTxwqlY7r1Onzsy5+M+avxkcoQoBM4DiURxv+hMI3G43uVxuzq5bSvZJ8F+44Q8qo5IxgsftJZPNENQrUxM7U9qUAFHh4bDRz+usZvL5Aj6fF02fWwCmaRput4dUMoU/WFq3NiM8dOoL6dbbyCsu3FaOVYUTLDfO4B+T6daUPpp8P2Eocz0Z67I5zcdRhCAcCRMbHrYtq8uxN5aSoeEhPB73nOpjNU2jsbGJXC7HwMAgbrebUCg0J/tmwyrwnfTLRAV8aMUHZ719KQYHB2mINjgyVi0xDANVUcu2xTaSxYC5dhnm41CBE1mdOnUcpx4wzw+OANdWY0eaVxsV6neSgD9AKpmac8CsmruRloqlrr/guuetsZ2vnXC5XSRTyZq7/gkEa5VGXja6ibsKtITLv4XucrswTXNcE6CFoE9rplNvZ1iLgpQ0m/0sz5+hzewtWfbS5Pk3AAZyf1z2nJzC5XKj6RqZbAavd+636ePxOGDbgpeD2+2mtaWFVCpFb28vwUDANtiYRTD/5PBTnFIFnw1fid99YfOYmRAbjrF6zdz1m+cLqVSqbMMSsDPMQheonprdJamXY9Spc5FQD5jnB69Va0eqT6UQd14Kyx/wMzg4SGPj3KTFFPUIVrYJxIUzPSYKQsrKxLOi9moZRsEgkUjyJmUxL4tuvm8e4GNyG6oDrmxen5d0Ks1ATqE/tIJurQ1D0fFYGdbmj7HMOINXTq7BPXXqJB0dZ2hrPMO6G56jN/k+0pkoO3fuIJlKEvAHuP761+MqoYl74vhx9u7bB8CWzZtZsXJq2/NyCAXD9PX343F7SjrgHTp4kKNHjyKB1atXs379evbs2cPRo8fweNyYpsnaNWtYt27dpMD24YceQtM1hFBQhJjk9FcSIfAHAnh9PuLxOD29vUQikRnpBvdmOnlYDnKt8HLtQmdqxFPpFC636zeiHCORTOAPlB8wmxlzVD2oRlTt3F+nTp3yuPjPnL8Z7K7WjjSfhpW3kFIiyrl1PQG/z0/nmc65bWyZqJ4uCoktM2pDNVGcr18eg9frJZ1OVT1gtkyLVDKJaVmEQkGiWoTfy17CvyZ382j2CG/1ritrfBOFHq2Fs03txLUwQlq0GH0sz3fQavZPeQGSSCTo6DjDtdddxfLIAyTTQc4MvoPDh/fTtqCNTZs2sX//fvbvf43LLh9fopHP5dizdy+333YbAI8+9hiLFi0qGViXi6qp+P1ekskkwQlNbcNDwxw9epQ333YbiqLwxOOPs6hoUb1h/XoWL1lMLpejqbFxyizwzTffgscz+3krikIkEsEwCgwPx0gmE4TDkSnroy3L4nvJZ3Er8AfLPjDr/U3FQP8ATY1Njo1XS1LJFK2trWWPY2ZN3E01c/iDKp7769SpUx51lYz5wctUSZthVFqu4GzAqSgKiqJQMGafvRb5VxBqAcNcNaP1TYTjChljsd0LzepZIEtIp9IMDw/jdruJRCKomn2L+DrPEm50L+Opwin2FXrmNHxC8XPIvYZdgWs46F2Poeiszx3m2r5H2DTwFG1m37TZ+lQqSTQSIep5Ap+rg30n38mp072c6exk5coVAKxcuYIznWcmbdvV1cWCBQtwud243G4WLFhAV1fXnI5jJgQDQVLpDOYEh8NYPEZTUzOapqEoCq2trXR0dACSTDZDPpejseECihhlomk6TU1N+P0BBgYGiMViJZVLno/t4oAKH/RvpMG3wJF9W5ZFIpkg5EBpT62xLAvTMtHLbKi0ChbSkOiRmmaY6wFznToXCfUM8/wgDhwDKl5cOBow5yxUl7N1e8FQkEQiMeumIiUz0vC3eUbrmygVafgbRYDX6yGbzeItU7ZqWqSdgU2mUng8HhoaGkrWTb8vsIUTxhD3Z/bRrgRpVC88JwOVHr2Vs/oCEmoIIS0WGD0sNzposgbt3fh1UqkCsViccDjEVEXbwUCQE8f20uz7LonsOp5/dSFNjWmymfP1wl6Pt6RNdTqdwT/mNfT7fKQd0OyeEiEIh0MMx+I0Np7/HEYiEV595RVyuRyqqtJ59iyNjQ1YlqSz8yznurpoaGzkdZdfPkX2W/D4478EYM2aNaxePb25znR4PB48bjeJpF3fHAqG8Plsd8Z4rp/vW+fYKjVuWfLbc97HRIaGhohEIhe9WQnY5RiBQKDscUYUMtzRmmWYB4DTtdp5nTp1Zkc9YJ4/7KYaAXOgqMWcNdGDzmZWQqEQ/f39sw6YVesFpKVgKZtmtL6JglpJO2TsAHBwaMgOCCsQY5iGSSKRQC3erp9OJs4lVD4RvJLPDD/Bv2de4Y/8V6GLyRc7EkgoQTr1dnr1Fkyh4TeTbMgdZKlxFjcTs/8Cv99PJpNhcHCIcCSMWsKtzh8I8IarD6JrCR58/PU0NDROLucRgpp2SY7B6/GQTCbJ53KjwW84HGbjpk3s2PFLNE0nGo2QzWZZv34D27ZtQxGCV159lZd27+aaa66ZNOYtt96Cz+cjm82y45c7CIXC5ZUECEEwGMDv9xKLxUgmk4TDQe5PPI2lwMeX3F2yDnuu9PX3sWLFCsfGqyWJeMIRHWkjVXOFjHp2uU6di4h6Scb8oSonz0qZl8B5i2w5y3IJRTmClWsEZWYKG1alM8wAihht/nMSaVkk4gnicTtLFgyHZqSp3KL5+f3g5XRZCR7OHBz3nIHKGX0Rv/ZdwYv+19Gjt7LA6OH1mee4KfsMa4xTJYLl83i9XoLBIMNDw+Tzk50OdeUsS1t2Mph+E5dc8Xu4XC6CoTAer5dM0bAmk0nj8U5+/3w+L6n0eVObVDptZ1MriRBEIhGGh4fHOe+tWrWK229/CzfeeCOGYdDY0Ehzc7MtTSYEa1avZqC/v+SQIwYZHo+HxUsWM9A/4MhUFUUlGm0gEo1yYHgPL6kmd7uWsjDk3LVzKpVC13Vcem0t350ikXAwwyzOJxFqQD1grlPnIqKeYZ4/VOXkqXrtDKLT5iUAilBmr8dsWajuLgrJdTO+fDOEUhFJuYn4fD4SiQSREs1/6WSKl1955fzjdJo1a9bQ2NjI/n37MC0LRQg2btpEOBIGaRstZDIZ/D4/8Xgfe/fuAexAbmGxAW06Xudu57bCKh7LHmNZPsoa7wY69Xb6tGYsoRI042zOvcZiowsXs5MO1HWdaDRKLBYnl8sRCARHs8jN3m9gWRoDuXtJpVJ0dHTw5jffSjKZ4PjxE2zatInjx0+weNGiSeO2t7fzyiuvki9ajp/rOsdll15acg4HiyoWAohGolx9zTX8+tfP09PTi+6y74Zce+01REvcwSilxOFyuUil06PyY5lMmnw+T2w4xsDAINu2bSOTSY+WlXScOVPSMtowCkhpv0aGUeBcVxdbtl5YL3w2uFw6ObftMrk0v4ru7m5aWlrK0hlOpVN84+vf4MSJE2iaxkc/+lFWr7YD8UcffZTvfe973HfffQSDkyX0dj6zk4cffhiAO++8k+tfX75pihMUjAKKojii9GGmTTS/hlBqdmekHjDXqXMRUQ+Y5w8jjX8VPXsLRaC4Fax8ZTK0oVCIWCyGp2VmAbMovIbQspjmyhkHzFXJMGOrLgjANAzUCYoGvoCf615/nf1AwuOPP05baxt79+9l9eo1NLU00d/Tz6FDB7ns0stJJBO43W4aog0YRoGjR49x3bXXghDs2rWL1tbWGbkLvt2/lb1Gigdyh7g2dBMRrYlFRhfLjQ4iVrysD4+iKESjYTKZLIODgwRDQaLe/YS8r/CrV7fzq1d/hSIUrty2DZfLzaZNm9i5cyfHjh0j4Pdz/fV2UDUw0M+RI0e5+uqrcbndbN6ymcd+9hgAm7dsLlkjnE6nOXTwEG996x2omsbOnU9z6tRJAC6//DKWLF065bynUuIIhUP09vbh9XoxjAKP73gcwzTQVH30GHbt2sXQ0CACWwLuqquuBOzg+rlnn+ON27eTyeR4+qmnALCkxfLly2lvv/AFzmwxpP2ZXrVsNYUEHDp8iPb2dsLh8Jxqj7/97W+zceNGbn3zraxcuZJ88W7JwMAAe/ftpbGptARkMpXkwQcf5K//+q8RCD79mU9z+WWXO6J7XC7xWJxgyBlTITNr4m6sK2TUqVNnZtQD5vlDDNv1aWZSEWWgetSKlGSA3Vx18uRJWltmVt+pZB4HH5jMrOEPiioZFa5hHsHn95NKpQiFw1Ou09/fj9/nw+PzIGBUKSRbyKIoCulMelydcl9/H01NTWjFrGlTUxN9fb0saG8vOb4EekWIo0orZ9Uoa5vW0d/7Zfb3/xufC15KwFFlB4HX67UNXOJDrGq4j2yhlaYlf85bl4zPtLvdbm6++eZJIzQ2NnH11efly1atWsWqVRf+WEtpYZomQlEwDBOvb2YB2lglDmBUiWPZ8uX4fT56e3tRFYVbbr0VfYJT4nXXXVdyTK/Xxxu3bwcgGAzwljveMqO5lIOJ/Z10aV4a2xpoaGyg62wXfb19LFq0aFbOg+lMmoMHD3LbbbcRCoXQNX1UVeI73/kOd999N//w9/9Qctu9e/ayefNmAn677GHz5s3s2bOnZG13tRmODdO+oPT3ZDZIS2LlLPRwzRQyBqlbYtepc1FRD5jnFy9SjYDZp5IfcrY2dwSX7sKyrGIm78IfL9V4ASkFpjqbgLk6GWawb8MnkxLLsFC00inwc11do8HuhvUbeeHFFzhw4ABSSq7cto3gBCmvbDaH13M++PF6PGSzk2uHM+icUFo4rjaTUjy4pME66xwbrU7eEFrP54Zf4jupA3zEv8FRTW0AVVFZ0vorfO5u9nV8krSZIRhUUUo0BTqBz+djw4YNPPjQQ6iqSnv7AtrbF3Dq5AleefVV9u7dS9uCBVx66aWo6vg5lFLiSKVSJOJxUuk0UkqiDVG0MmXIKo1R/Ezrij1Pl+5i2bJlo2UwXq+X9vb2KfWbx2K7Cwa5//77icViLF++nPe9733s37+faEOUpUumztgPDo03IGpoaGBwaLDMoysfy7LIZrMla+Vni5kpXpxEa1bX/VKtdlynTp25UW/6m188U42daD4NWahchjYcDhOLxWa0rqIcwspGQZn57V7buKQ6GWYEBPw+2y67BNKy6OntZcGCBSDh+InjLF60mGuvuYaNGzdy8NChWe3OArpEmJ3aWn7iuoy9+mIC5HiDcYD3G7u4wTpMEykucTXyHv8qXjb6eCJ31oEDHY8q4jT7vk88ewm6/w40VaW3t59YbBjTdP7uRD6X48yZM9x555381m/9FkbB5MSJE1x62aW87a1v5c233UY+l+O1/dMbo1mWRS6XI5lMghC0trTYtdnDM/s81pKRkgxNGV8m4Pf7WbN2Df6An8NHDtPb14slp79gtCyLU6dPcfPNN/P5v/k8brebBx98kJ/8+Ce8853vrNgxVJJEMkEwGHREGm9UUq6hZiUZO2u14zp16syNesA8v3iyGjvRfBrSlEizMkFnJBKZecDsPouVn9wsNh3VzDAD6C4XpmlhGpMDxb6+PkLhEIoQDA0Nca67m5WrVuDxeVmwYIGt1DABj8dNJnteiziTzYI/wj5lEY/ol/K0az39SoBNVie/U3ieu8zdrJPdaBOO+bd9K7hMb+KB7HGOG84GhA2eb6MqWfozfwJCwR8I0Nbagqbp9Pf3MzAwQC6XG6dCUQ7nursJBIJ4PB4URWHJksX09fUVZf0EqqqyYuUq+gcmq1h4vV4SiQSDg4P09vaRzWZpaWm1gytFwePxIKFkFn8+YRbfX1VMziALBI0Njaxbt45CocDhQ4eJJ+JTjhUIBAgFQ1x2me28eOWVV3Lq5Cl6+3r55J99knvvvZeBwQE+9elPMRwb/xltiDYwMHBeBWRwcHDWUpGVYHh4uGRT5lwYkZTTQzW761CVc32dOnWcox4wzy8OAd2V3smoFnOF6pi9Xi/ZbLaki9lYRP4wip7GNGanD2sKUXEd5nEICAT8JbPMZ892EY1E7TrnUAivx8PQkB2ADPYPlmyUam5qpq+vj3zB4LQZ5sjSN/L84lvZry8iQpqbjP2839jFddZRGkhP2n4ERQj+NLyZqOLmvtQBktbsXRZL4VZO0uDbwUD6DvJyTIWQsHWbW1taCAYCJJNJunt6icVi5POFsoJnv99PX38fhmGAlHR3dxMJh0dl65CSzjMd4wKmQqFAIh5Hd+l0nTuHrmk0RCP09fWzcOH4OtdIJEwsNuxYgF8JTCw0KafVX1YVlYXtC1mxcgV9fX0cO36MbC47ab1MJkNTUxPnzp0DYP/+/Sxbvoz7/vU+vvrVr/LVr36VxoZGPv83nycSHh+Ebtm6hb1795JKpUilUuzdu9dxVZDZIpEkk0lH5OTADpgVj4Ki1+QnMIVdflenTp2LiHoN8/zjaeB3KrmDsQHziC6zkwjEqFpGNBqder203fBnsHFW41dLJWMsukuHlMTIF+xmPQmJeJz+/j7Wrl2Lz2/X0G7evIUDB15DWhJFVdi82TZjicVidJzuYPOWzWRdAbSr7uRhfRGWO4DLleESq4ON1llCTA5+piOouPhUeCt/NvQC30gf4I/8W1DKqmeWNPm+jmn5Gcx/tPQqQuByu2l0u+260kyWRDxGwTBxu3Xcbg9ut3tSrfF0NDU1sXTpEh599FEUIYg2NLBq9WqeePxxOyCUEI1G2bp1K8NDQ/T19dF59izbtm2jvX0Bl1xyCY8/8ThQWolD03Q8HjepVAq/Q0GX05hSos/wrXO73KxcsZJEIsHJkycJBoK0LWhDUzUyWVu+8IMf/CD/8s//gmEatLS08JHf/8iU4504eYIdO3bw4f/xYQL+AHfddRef+exnALjrrrtGGwBrxYj2siKcCXArYdw0C56FaYTR69SpMy8Rch5nXP4f5SPA1yq5g3wsT+ePOwmuDuJtq4yJRCaT4WzXWVatnLqHUR94P67AQ8RjPwRl5s5d39RezyJziG3mCSemOmNMwyQeT+DzekmlU3i9nhk7AZoIOkUDx9QWetUwQkoWWkNslGdZKvvLrsn+afo0X08e4q3uZdzhXTbncQL6sywK/y3nEvcSK7x7VttKyyKXL5DPZcnlcpiWRNNUdF1D03RUVUPTFBRFtYP6YmDf3d1DW1srSIklJZZlYhgWlmlSMAoUCgUMw0QRArfHjdvtxuVyzVqj2LIsent7y9Y3rhQ/6n+EZ0WaH278y1ltJ5H09/fT29tLa2srw8PDtLa2Egw4I782Hzh1+hSNDY0lNaNni5SSvmf7CKwI0HJtiwOzmzWfAf6mFjuuU6fO3KlnmOcfT1V6B6Nuf9nKlGSAXZZRyBemVctQxUFkLjKrYBlGmv6qm2EG+4fWNA0y2QyRaGRGQVdceDimtHJKbSIndHwyx2XmSTZaXQRwrqb2Du8SDhSGeCR3ilVaiPX67GtOBXmafd8kk19MrDD7xjC7XtiNx1PM7kqJYZrFgLdAIZ/HNE1M08Qac31gGAW6u3sAUAQoqoqmqqiqisul4/f77M9QmUogivL/s/fm8XVc5f3/+8zM3Xftmy1blmx5yx7iJBAStkAWcAoUyt5CKfwK39LSln6hFMpSlm+/9AstFAiUpYGyhj2QDbKThSRObMeyZcnarF26uvs2M+f3x5Vk2ZJtLXeTPe/XS6+XdGfmnDP3Xp3zzHOe5/Mo+Hw+opEowVBhYmELiS7lqiZkgaC2ppZQKERfXx+xWIyGhoaCj69cmNIkkUjQegYt7hW1lzXBLGtJ7PvK1bGFhcXqsQzmymMujrloK55iUxCqKFrxkjkCwQAzMzPUVNcseVyxD2KkNq64VIuJKGlIhmmaJOIJdN0g4A8Qi8dQzhD+ryMYFNUcVeuZVH0IKdkop9hpDLFBThclcUAIwV/5dtGbi/HV5CE+4ruMoLIyBYCg4yc4bBMMRP6NgkwNQqBp2qwM2ul3MuY9zCXA43YzHh8nl8st0mQuN4Yw1/SuK4pCNpulra2NkZERVFWlpaVl3ZfEjkajBVPHgBMKGfaqsrwvVvyyhcU6pfL2JS0gH8dcVIpZvGSO6urqk7LtFyKyx1DscQxjZQl/EjCFglIKWTkJyUSSmfAMdrudUCiIzWHD5XKRWCIBcAYXT6ib+an9Uh61t5NWNJ5n9PIW/WFuMJ6ltUjG8hwuReNDwYvISoMvJw5inEV6bCGaMkWN58dEUntIGnuKOMoyIwTBYHBJ9ZJys1oP8xzjY+MEg0EC/gAd7R1UV1Vz9OhRhkeGz5qAW8lMTU2dpAu9VuYUMuyBshjMVvyyhcU6xTKYK5PfFrsD1aUW3cPssDsQQiyZxS9S+QQtXe5aUZvG7FdWXYExuGIkZNNZpqfzxRqqqqpwOB3znnCXy0U2l8PQDXQUjip13Gnbxa8dF9Kr1tJiTnOT/jRv0n/PpWYfbopTJGYpWjUff+nbSY8R5cepY8u+rtr5TYQwmEz/TRFHVxnYHQ4URSGdSp395BKiI7Gt0ouayWaYDk/TUH9iYyoQCNDZ2YmqqhzqOsR0eBpZKv3yApHTc2QzWTzLrPq4HIyEgVAFqqs4RXjOgiUnZ2GxTrFCMiqTXxe7A9Wtko0U0KI7sgAAIABJREFU35Cb8zI3NzWf3L/+ewAMdWVyVcasQVGswiWGbhCLxVAU5aRy1ichQA808LCsZczeiC5UAmaSPcZROs0RXGV2IL3Y1cTBXJi70oN02PxcbKs94/lO9Qgh9wNMxF9HTm4o0SjLSzAQYGJyiganc82x0YVCR7IaE04iGegfYEPLhkVx9YpQqK+rp6qqiuHhYSYm8mW2C2mAFpPp6emCepcB9JSO5tMKXh1zmdxRjk4tLCzWjmUwVyaDwD7gomJ1oHny1f6klEVdOELBEIe6DtHU1HRSDKIqnsPM+EFZWXLanIe50DHM0jSJJxLoOR2f15uXjjuFLCp9Sg09aj0zDjeKNNiYHeFCdYxGGSlQhGVheJevk+5chG8kDtPs81Cnuk9zpqTW/WWyeoBw9s9LOsZyomoabpeTWDxeEOWFQqAj0VbxLZqamsLusJ/xPmyajdaNrSRTSQYHB3E4HDQ3N2Or4HLhEsn01DQdHR0FbddIG7gai6MOdBYGgGfK0bGFhcXasUIyKpdfFLNxzZN/VjJzxQ3LUBQFr9dLNHJyVTLFNoCRaTrNVadnPiSjUAazhFQyRTg8g12zEQqFTjKWJTCJl9+rW/ip/RKetG1GYHK1cYS36g9xycSD1OYmK8pYBrALlQ8GL0QI+M/Ec+Tk0vHqPtvv8Dh6mEi9G5P14XUsFD6fj0QiWZRS36vBWEVIRjaXZWxsjObm5rOfDLhdbrZu3UrAH6C7u5vRsdGzltkuF8lEEofTMZs0WhhM3UTmZLnil4s6p1tYWBQXy2CuXH5ezMbnipeYmeIvlnW1dYxPjJ94ITeM4ohi6JtX3Na8h7kAi3wuk2N6ehrTMKkKVeFwOefjlDOodCmN3GG7kLsduxhSq2g3x/gj/QleZzzOBeYQTgyqqkKEpyszNrRR9fA3/l0MmXG+mzy66LggRa3nWySyW4jlbi7DCMuLUBQCAR/RaGHLiq+WlXqYJZK+vj42bth4WunGpRAIQqEQnds6kVLS1dW17FL2pWRsfIza2jOHE60UI5V/OCqTQkZR53QLC4viYoVkVC5PAsPAyt2wy8DmyXtRS1HxyuVy5SvCZdI4HU6U1L3gBEPuWHFbJzzMqzdQTd0kFo8BEAwEUbR8mxIYF36OKvUMqSFMoVBjxniB3sVWOYadxZ5Im82O0+UiGokQCFSetu8eRz23uDbxk1Qf7dkAV9tPJIVVOX+AXZthZObTnK/Pzi6ni3gsTjabxW4vr/yaDrhWEB41NjaG2+VedUiJoig0NjRSXV3N8ePHGR8fp2VDCy5nWcIVTiKn58ikMwUrhT3HvEJGqOSfdQxLf9nCYl1jGcyViwR+CbyzGI2r7nx6UbGl5eaoq61jYmIin5iUezhvMKsrD9E2xJzBvIpxm5BIxMlks/h8vny5ayCNRo9SR69aR1xxYpM6neYIO8zj1LJYPu5UfD4fkxOTpNNpnE7nysdVZN7m7eBQbobvJo+wSfXSrHqxKWNUu39BOHktKfPCcg+xfAhBIBgkMjOT92aWMQEw72Fe3oNLIpEgHA6zbeu2Nfdrt9nZvGkz8USc/v5+3G43TY1NBQ2FWCkTExPU1NYUTHt5Dj2hg6AcZbHvhBLK5VhYWBSc89OttH4oWsyb6swbzKUIyYB8EZNoNIphGqgcwMx6kcrKt1tX5WGWkE6mmQ5Po6oqVVVVaHYbwyLAA9pWfmq/lGdtG/GQ4Tr9Od6qP8QLzcPLMpYhv8VdVVVFJDJTMfGwC1GFwgcDF+EUGl9KHCQtdapdX0MimMq+r9zDKzt2ux3NppFKl1dmzhCgLcNg13Wd/oF+Nm/eXNAS316Pl23btuFxezh85DDjE+NlCTUypUk4HKaqauXVKs+GntRR3SpCKfmDkRW/bGGxzrEM5srmHiBZjIaFIlAcSskMZkUoVFdVMzU5hWofwEg3rqqdlSb96dkc4XCYnJEjFApiuv3sV1v4ue1i7rdvZ1LxsdMc4nW5R/kj40k65Si2VSQUqqpKMBBkukLjmatUBx8IXMCEmeK/U48TcD7OZPIN6GZpKuxVOn5/gEgkhixjgQ8dzuphlkj6+vtobGjE6Sj8boZAUF1dTWdnJ7lcjq5DXURj0bNfWEDC4TABfwBVKbxOcilC0JbqFvhVqTu1sLAoLFZIRmWTBu4GXlWMxlWXipEtnUe0praGniOP0rYlTDZx2aq+fXM6zGer9GcaJvF4DGlKvH4/Y7YanlTrGVECIASNZpgr9aNskeMF03R2OJ04clki4RmCoVBB2iwkF9qreaOnjdsSvdw+cyW75FvLPaSKQVVVPB43sVgMfyBQljEsx2AeGR7B6XASKvL3S1VUmpuaqa6uZmhoKB/f3NJSFCN9IRLJ+Ng4W9q3FL5tKTEzZjkUMh4Bli55amFhsW6wDObK5wcUyWDWXBqZ6Uwxml66P1WjyXsAWF3CHyxDh1lCMpkknU4jfNX0u1o4ptaSFnacMsuF5iA7zeMEKM72u8/nY3pqmkQ8gcdbeTJtb/Af4pA5xlem9/DxgCRg7THN4/N6GR0bx+PxoJYhflcHbOL0H0g4HCaRTNDe3l6yMTkdTtq3tBONRTnWewyf30djY2NRvL8A0UgUl9uF3VZ4o9ZIGyDBFiq5h/kHpe7QwsKi8FjLZeXzU1hmMO0KUT1q0XWYTyXo3A+Arqwu0UyfrYW2KCRDQiadYXI6zHFbHfvqr+Y33udxSG2i2oxzvb6ft+gPc5V5tGjGMpyIZ04mE2QypXsYWR5x3M7/5r2BQXJS4fuJfeUeUGUhBMGAn5kySazpgHYagzmRTDAyOsLmzZsLngi3HPw+P53bO3E4HHR1dTE1NVWU0KPRsVEaGhrOfuIqKJNChg58v5QdWlhYFAfLw1z5JMkbzW8qdMOaWwMzL7M2J61WbDTlIGbWTTpXhXMVTqr5GGZ5YrE2dJ2RhMlx7yaONzaRETbcMsMlZj87zOP4KK3hKoSgqrqayclJqqqrKqaamt32LRQlTp34G/a6k/wouZ9rslvotNeVe2gVg9PlIhaPk81ksDscJe07J0Bbojh2Jpuhr6+PLVu2rEhvudAIBLU1tYSCIYZHhpmYzJfZ9nrWJv2WSCa49au30j/Qj2EYvPc976Wjo4M777yTu+6+C0VRuPiii3nDG96w6NpnnnmGb337W5imyXXXXcerXnn6zbh5gzlYUoP5LmCilB1aWFgUB8tgXh/cRjEM5rniJdnSGcyKrQ8j00AsGsXhdCzylh06dIijR7sBCAZDXHXVVaRSKR588AGymSxy9/XQuR0Fk5wpOZrz0u9oIVwXAmniHDlE1bGHeEGLl6am1SUWFoI5NY7pqWlqampQ1eJsYS8XIQZxOn9FOnMjptzJ630696V7+U7yST5iu/60ns3zkWAwSHh6mrq6upLKzC3lYdYNnd6eXlpbW4seP7xcNE1j44aNpNIphoaGUFWVlpaWVYdRfPvb3+bCCy/kxhtvpL6hHlVVOfjcQf7w5B/49Kc/jU2zEVmiuIxpmnzjG9/ggx/8IFVVVXzoHz/EpZdeSktzy5L9GEkDxa6g2kv6v3hbKTuzsLAoHtYquT64BxgrdKNzBnOptJjRp1Ec05i5TWg2jUzqZM9vMpmkq6uLG264kZtvfiVSSvr7+njqqafYvn0Hr9q7F8We9/o9RRM/dVzKPv9ucnYnuxPP0fTrf+Yt1cPcuKORxx9/tOxqFTabjWAgwNTUJLLM5Ycd9i8ipYOc8X4AnELjXf49jJox7kodLuvYKg2bzYbd7iCRLIpAzZJI05w1mE8Yc4Zp0HO0h4bGhjV7cYuBy+mio72D6qpqjh49ysjoCOYKVUaSqSSHDh3isssuQygCv8+Px+3hnnvu4ZWvfOX87kzAvzgRs6enh/qGeurq6tA0jauuuoonn3zytH0ZKQPNV1IfURz4WSk7tLCwKB6Wwbw+MIDvFbpRzT3rYU6XxpgTqfsQQqLL7fj9AaKxyCKjVkoTwzCQUqLrOi6Xi9HRUVpbW4F8ZT6AIXs9G+QMN+lP8yb99wS772FLUzWqouL1eueLiZQbh9OJ3+dncmIKKctjwKvqYzgc+0hn3omUNfOv73G2cqm9hV+ln2PaKJ1xuB7wB/zEYrEVG4CrxcRECjFvMJvSpLe3l+qaakLBylNcWUggEKCzsxMhBIe6DhEOh5f9sDo+Po7f7+dL//klbr31Vr5661dJZ9KMjIxwuOswH/7wh/nYxz9GT2/Pomunw9NUV1fP/11VVcX09PSS/UgpMdIGdn9JwzF+QpFkQS0sLEqPZTCvHwq+tTdnMJfKw6xmH8r3p1yIqqrYbHbSqRMJeG63mx07dvLj23/Mj370Q+x2G1XV1TjsdgxDZ3JygpZEL6E/fJe36g/zcvMAG2QYAaSSSTxu94K2PKRSlbFWOV0uPF43k5OTZfB66zjsXyaXayJnLJaRe5f/SgD+J/lUicdV2SiKgs/rJVYiDWJD5oC8h3nOWPb7/dRU15zlyspAEQoN9Q1s3bqVSDTCkSNHSC7j/880TY4dO8aePXv4zKc/g8Ph4Oc//3leFjIR52Mf/xhveMMb+PznP7+m/x2Zk0hDllohwwrHsLA4h7AM5vXDH4CC7p0rNgWhidIZzDyDmXMilXyMod/vJxqNzS+E2WyWwcFB/mjvLbzmNa9B1w2ODw1hmCbh6TB+f4CGgAvPwOO4yJVkzIXC7fbgdrmZnCit0aypP8FmGyGT+wCw2Fho1Hy8xnMB+3LD7M+OlGxc6wGPx0M6nUHXi/9dM2T+f1ATKr29vXi9Xurr1l9RGZtmY1PrJlpaWhgcHKR/oJ/cGd6/UCiE3+/nec97HgBXXHEFfcf6qKqu4vLLL0cgaN/SjiIUYrHYSddWhaqYmjohbzw9PX3a6oC5ZH4MJVTIGAXuLVVnFhYWxccymNcXBfdYqE4VM1uian/aMcx0A8wmNqmqisvpJBlPADAyOoLX68XhdIIQ1NXXMTA4QE7PUVNbg91uJ5FI4l7gSZ7D5XafFHOaTCZwuRafV0483gVGcwnCM4SYweX6LunMZRjmdac977XeC2hQfXw3+RQ5WXmlvcuGEAQCQWZmii8zZ8i8gkM2mcHr9dJQXxxptVLhcXvYunUrPp+PI0eOMDY+hrlUHL+cTbIMhwE4cOAAzS3NXHbZZTz33HNAfl7QDR2fz3fSpW1b2hgdHWV8Yhxd13nkkUe49JJLlxyPkch/rx3BkimffI98KJ2FhcU5gmUwry++RYEnYdVVIoPZiKE4JzFyrSe97PP7iCfiSCnxejxMTk6QSCQYHxtnfGychoYGGhsa6O8fAKC3t5cNGzYuar6lpYW+Y30YpkE8HicajVFTW3nb2R6vB48nbzSbZnHXU5v2dYTIkNX/Ec6g3WsTKu/2XcmkmeCO1KGijmm94XQ6EEA6nS5qPzkjC4DD5lj3xvIcAkFVqIrtndsxDIOuri4iCzSuTWkyMjrC29/+dr74H1/kA//wAfr7+9n7qr1c+8JrGR8f5+///u/5whe+wLvf9W4EgnA4zGc++xkgX43wbW97G5/+1Kf527/9W67ccyUtLUsrZOgJHZS89nyJ+HqpOrKwsCgNolyJSBar5ufAzYVqbOy+MZLDSWr31BaqySURiV/hsb2exNRfoNtuOelYPB7HNE08Hg9PPPE4IyOjaJpKVVU1e67cQyqZ4oEHHyCXyRKqCnH185+PqqgMDQ0yOTXFRRdeBMD+/fvp6TmKEAqXXXYZzc3NRb2ntZBOpYhEo0WTnBOiB5/3PaTSryVnfHhZ13wyfC9PZAb5qP966jXf2S8oEKOjYzQ0VG74ga7rTE1NUV8kmTnTNDg2doRPO/bz156dvKz1dQXvoxLI5rIMDQ1hGAYbNmwgEolgGAZNjU1F7zv8TN6DveGWDUXvC3gYeH4pOrKwsCgdlg7z+uMrFNBgVt1qPiFGSkQRNWfVzANgA0O5YNExtzuvhJFKJbn4oovZs+dkvVmv18sNr7hh0XUtLRtoaTmxAO7evZvdu3cXfvBFwOlyIRSlSMVNJA77f2CaXnLG/1r2VX/h38NTE8f5bvIp3ue7pqjfh/WEpmk4nU7iiQReb2Hl3eaMcYfHATpoSmUUuSkGdpudts1txBNxjvUeI5PNsGPHjpL0baQNnHUl07H+Sqk6srCwKB1WSMb649dAf6Ea0zwnipcUE0XuQ+oOpLJ5/jWJJJlMMDExgdvlRtNs+fjl8wSHwzFf3KSQZbQ19QEcjkOks38JLNavPR01qoc/8V7Mc/oYT2ePF2w85wI+n292J6RwYTTZTIbJyUlCwSCaLb/LoIlz34fh9Xhxe9wEg0G6u7uZmJwoaiKsNCRm1sQWLMnDyDTww1J0ZGFhUVosg3n9YQJfLVRjNm9+ESm2waxqvRjp+vmEv2w2y+T4JNlMltraWoKhECDJFDlWtNKw2WzU1NQQjURIxOMFaDGDw3Er2dwmdGPlW/t7PTtpUQN8L/k0mdlENItZmTmfj2ikMDJzyWSS8MwMNTU12B2OeZUM2znsYZ4jkUyQTqdpbW1l27ZtZDIZurq6FqlgFAo9lf8eO0IlSfj7JnB+TWIWFucJ574749zkVuCfgDWvAPPV/tIGNl+RFmsjjeIYJxu5EgNjPnYxGApis53oMxgMMTk5Sd0SJbPPZVRVpaaulvDUNNlcjmAouOL77+rqorv7CLt3/YELL5wknvwX7r//YXp6elAVlWAowMtf/gocjsVfmWN9x/jdb3+LaUp2776A91x0Nf8QvoOfJw/yWs+FhbrNdY/H7WY8niCbzWG3L/5f6Tp0iO7ubiTQ0dHB9u3bATjc1UXX4cMIIWhubqa9fQu5nE5tbS2Kkn+A/MNTT8AOwe/u+R2/PPwQn/zkJ0t5ayVDIhkcHKR1YysCgaZqtDS3kM6kGRoaYnxinJaWFhz2whm3eiJvMJdAUs4EvljsTiwsLMqDZTCvTyaAHwBvXmtDqju/FWyki6fYoKQfRNhMUpnNTMYmCfgDOFyLjWJVVXG5XcRiMfw+f9HGU4kIBKHqKuKxGJPj+bjm5SYDzszM0N19hBtvvIKA/+v09W9FqJ20tkZ4wQtegKIoPPDAAzz22GNcc801J10rpcm999zDa177x/h8Xm7779u4qX0L1zq3cG/6CFc7NtGkLT+s45xGCILBAJHIDLU1NSclAM6EZ+ju7uYVN9yAoij89t57aWlpJpFIMjg4yE033QTA6MgIIKiprj45gVCRgOCGl9/IRW95YWnvq4RMTk7i8XhwuVwnve50OGnf0k4kGqG3pxd/wE9DQwOqsvaE2DlJOc1f9OXu10BvsTuxsLAoD1ZIxvrl3wvRiOpUQRSv2p9Eko09CoC/6qdsrvs0AdvX0XIPg7k4BMHn85FKpjD08y8cQCDw+fz4A34mJyeWLWUWiUaoqanF5fw6Qhj0D76F7u5uNm3aNO/BbGpsXHLLe2RklGAwRDAQQFVUOjs7OXr0KO/wPQ+H0Lgt8WTZSnpXInaHA0VRSZ3y2cx9BpqmoSgK9fX1DAwMcOTIYXbt2oWu60xMTFBdXU0gEFiktiFnZ2KbKGnp5pKSzWUZHx+nsbHxtOcE/AG2dW7DZrPR1dXF1PTUmuOb9ZSO6lJR1KIvdwWZky0sLCoTy2BevzwBPLbWRoQQKA6lKDHMqVSK7u5uRlI3k4q+ETO7GdU1hLPqF3irP4E/8Fq8tjfhMj+ILfctFH0/QuqEQiGmw+EylJGuDBwOBzW1tcRiMWYiM2d9H0KBIKb5LE7nAySSr+fgcwli0ZON4/0HDrB58+ZF18bj8ZMKQswltwVVF2/2Xkq3Mclj2YHC3Ng5QjAQIBKJIs0T/zPBYJDx8TEymQy6rjN0/DjJRJJoNMbA4AB33nknzzyzj0QisWSbctaR+rPbf8a9vz03C8QNDg7S3NyMpp7Z06sIhbraOrZt3UYinuDI4SOnfd+Wg5EysPmLHht+BLir2J1YWFiUDyskY33zWeDHa21Ec2kFNZh1XWd4eJhUKkXLhhY8bg8GX56vuCKyRxDJO9H0R1DU57B5D2DXngL+B2loGOkGPGwgl+xEOPYglQ3zyYLnC6qiUlNbQyIeZ2J8nFCo6qR474X4Az6uecETJJNufvCjBurrahEL3q9HH30URRFs374yCa8b3J3cnTrCD5P7uMDWiFs5d72fK0HVVDxuF/FEHN9s6FAgEGDnrl3cc8/daJqNqqoqJJJcLkc2m+Pmm25ianqaBx54kFtu2bvIw7xpyyZggJtvfhW3feGnNDU1sb1ze+lvrkiEw2GEEAQDwWVfo2kaGzduJJVKMTQ0hGbTaG5uxm5b/vdQSomRNnC3FL3q5/+B8/QJ38LiPOH8skLOPX4CdK21kUJV+zOlyfj4OIePHMbr87J121Y8bs+i86R9K2bwvWRr/od06BkSzjESxl2kEn9HLnk1QjFwVT1GoOEb+EN/gc/9atziPTj0f0PN3QPm9JrHuh4QCLxeH6FQFeHwNNFYdElvs6bejdc7hBT/wKtf/VYcDiehqhAABw4eoKe3lxtuvGnJmhter/ekUI1YLDavNawKhb/0X01MZvhp8kBxbnKd4vV6SSRSGPqJUKb29nZuvPEmrn/Zy4C8p9Tr9dLe3o5QFGpqahAKpJeQEBRq/sPxu/1cfvnl9PT0lOZGSoCu6wyPDLNhw+qKhrhcLto72gmFQhw9epTR0VFMc3nzlZkxQRY94e848O1idmBhYVF+LIN5fSOBz6y1Ec2tYebWZjBHohEOdx1G13U6OzupClUtX+lB0ZCuKzFC/0S2+pekAkdI2I4zFfkaU6Ovx0jvQLVN4ay6E2/1vxIIvgGf/fW45d9h17+Cqj8G5rmr5GSz2aitqwMJE+Pj5HLZBUdTOJ3/RTrdgW68img0Rnd3N9u3b+dY3zGeePwJ/mjvLdi0pTeTGhoaCIfDeeUSM1++uL29ff74NnstL3Vt5b7sUQZy4SLf6fpBKAqBgI9I9ESp53Q6TS6XY2BggOHhYXZfcAGbNrYyNjoKQCwaxTRMnKcoleh6jqyRj9mXBux/dj8bWkpSka4kDAwO0NjYuKbiPIK8d7pzWycAXYe7CM+cPWxLT5ZEIeNzQPasZ1lYWKxrrNLY6x8b0AOseoWd3jfNzDMz1FxZg6Kt7BlqTg5KURSam5sLKgcFMDAwgMvtoramFnIjKMnfoOoPoor9KI5+FFsKAGkqmOlajGwrutGJIS7BVDtAFL7sdDnJ5XLMhGew2W0EAn7s9q/jdv2Yn/zsLfQP1KAoCtdedx2tGzfyta99DcMwcLnyxWAaG5t46UtfSjwe58477+TVr341AMd6j/Hb3/0WKU127drNnj17Tuozbmb484kfUa14+N/+F6MUuAJgpZfGPi1SMjE5SSDgR9Ns/PrXd5DNZNE0jcsvv5yGxkZM0+CRR35PeHoaRVW49NJLaWhoJJVK8vtHfs+LXvxiYrE4d/ffwa+b4LJfpLh029Xs3bu33HdXEKbD08zMzNC2ua2g7WZzWYaPD5PNZdnQsmGR6sYciYEEif4Era9rzSc4F55poBUohIi6hYVFBWMZzOcG/wv4/GovjnZHmXxkkqpLquYr/50N3dAZHRklFo/R0tKCz+s7+0WrwDANDh8+TFtbG07HKVUATRORO5Q3os1HUNUuFMcwQp311ul2jHQjRm4zurkLQ7kMqTYUZZylRCJJxpNkMkdpbf0Qmex1ZPXPFbXPu5KH+UL0Yd7supRrXFsK2va6NZjJF+CZnpoCIfB4vPi8nkXxycvh4fD9fFOO8Z1N76bKfXoVifVENpelu7ubbVu3oZ1mh2OtJJIJhgaHcLlcNDU1Leon0hUhO5Nl8xsWJ7wWiH8GPlqsxi0sLCoHK+nv3OBrwD8Ctau5eL54ScY4q8EskUxOTjI+Pk5dXR3NLc1FLTKiKiqtra309fWxdetWlIXJf4qCdOzEcOzE4P3518wcSvphRPoeVPkEqnYUu+d+HOK+/OGsFyPdjKG3o8sLMNSLQVlfms8CgcfroarqR4DC4NBbCARTOJ1Le9kKwUtcW7kzeYTb0/u5xNGCVylJ1bSKJpvJEInkQzJ8Xi+e2djv1XCuVfqTSPr7+tmwYUPRjGUAj9vD1m1bmZ6e5vCRw9TW1FJTWzM/TxgpY76aaRGIA18oVuMWFhaVhWUwnxskyXuYP7Gai22e2fLYmTPHMcfiMYaGhvB5fWzbtu2s8lCFwuP24Pf7GRkZobmp+cwnKzZM97XgvnZelQN9BiV1D0r2d6jsQ3X0YfMfBn6FlAIzXYWR2YBubMMQF2OqO0FUtuGiKk/jdD5BIvUuqqp3Mjk5BcxQXV2FvcBhMQCKEPyl/2reN/0zfpR8lrd5Ly94H+sFXc8RiUQwTUkgGETTVMbHJ3C53fO61yvFmI3F1dRz40FkfHwcp8tZkgJEAkF1VTXBYJCx0TEOdx2mqbmJgD+AkTZw1BTtPf0q+ZAMCwuL8wDLYD53+CLwAWDFsRFnq/aXyWY4fvw4pmmyefPmxaERJaCxsZHu7m4i0QgB/worz2lBTN9rMHkN8+VQsn0oqd+g6Q+hKAexeQ9h1/YB30eaKkaqHiO7CcPcjq5cilQ2VZC0nYHD8SV0vQ7deDs2m43GxgbS6TSTk1MoikJVVRV2e2ETndrsVdzo2s4vU8/xgtxmtthqCtp+pZM3lGMYuo4/4MfpPPF/4PF4iMVi+aIkq2mb/MOqdg5I98UTccLhMFs7tpa0X1VRaWpqorqmmuPHjzMxNoFf92MLFuXhN0s+2c/CwuI8wTKYzx1mgP8A/vdKL1Q0BaGJRdX+DNNgbHSMSCQy77EpFwLBpk2b6O7uxtXhWpEW65LYN2Ha30WWd+X/Nk1E9imU1F2oxmOo2mHsgccQyiPA1zFzTsx0E3quDUPuwlAvQyrlMRg17ZfSvA8XAAAgAElEQVTYbIPEk58FThhtTqeTpqYm0ukUk5OTCKEQCgVPMuzWypt9l/BgupfbEk/x4cBLTg6ROUfJZrPEYlEM3cwbyg7Hojhln9fL6Ng4Ho9nVSEIujRAgFbhOxtnQ9d1+vv72bJly6q97WvFYXewuXUzU/unMDEZS47hy/lOq2O+Sr5BXk7OwsLiPMFK+ju3CAK9QGilFw7cPoBQBKELQkgk09PTjI6OLooJLDexWIzhkWE6OjqKPyYjjUjfh5q5F1U+hWI7iuKYnreVzExgNh66A50LZ+OhixdHnCeG1/On6Hob6dxtcIb48XQ6QzgcxjQNAoEAHo8HUQCFi/tSPfxr5H5e57qIl7jW7kWcS/o7dOgQ3d3dCCAUDHHlVVdxz713k8vl9wXS6TQ11TVce921i9ro7enh2f37Abhg927atqwxMVFK0uk0sXhe/MDv9+Ow28+Y0JdOp0kk4lRXr/xB6pdTv+ZXRPnFzo+vesjlRiLp6emhurqaUHDFU1DBMHWTmf0z6HGd0MUhooEovb29tLW1sXHjxkL8D6SAdmB47aO1sLBYL1ge5nOLGeBT5CsArgjVpaLH9ZOyzouZ3b5afD4fvriP4ePDtLS0FLcz1Yn0vBzd8/IToRy5cZTU3ai5+1HFs6iufmz254Cf5eOhU7UY2Y35eGjlEkyls6DSdnbbN1GUBFn9HzmTsQzgdDpobGwgl8vH3IbD03i9Pvw+H+oaPtcXOtu4M3mYn6UO8DzHRvzK2j3YyWSSrkNdvPKVN6NqGg88cD99fce4/vqXz59z/333s2HD4s88m8nwzLPPcuMNNwDwqzvuoKWlBbtj5bGrpmmQSCRJJJI4HDYCgSB2+/I8k06nk3g8TiaTwbHCvnVpohUvd7YkjI2O4XA4ymos62mdyP4IRsag5uoa/O1+QoRoamriyJEjPPjgg+zcuZPq6uq1dPN5LGPZwuK8o7KsIYtC8O/kZeZWZE0Kh0Cf0BkeHGbjxo2n1TWtBBobG+np6WE6PE1VqKq0ndvqMG1vxOSN5GZfEpkulNSdqMYjKMohbL5nsKt/AL6DNGwYqYZZabuds9J2Z0lcPA1C9ON0/pp0+pWYcvllk202GzU1NZimSTweY3R0FEVV8fv9uN3uFXvchBD8f/6rec/U7XwvsY93+vac/aJlIKWJYRgIRUHXDVwLqkRmszlGR0e58qqrFl03PDxMY2PjvIHc2NjI8PAwmzYvU0pMStKZDIl4HN0wcLvd1NXVriqkIBgMMDU1TX1d3Yrk5QzMdT0ZR6IRItEIHR0dZRtDLpEjsj+CNCUNL2o4qRy2zWZj586dxONxDh48yLFjx9ixYwdu94pLZocpQLEoCwuL9cd6nqMtliZNXhf0a8s52TAMent7mUpPUUcdwXAQpU6ByrWXT8QzH+nG4XAsWX67lEhHJ4ajE4O/yr9g6oj0oyjpu2el7bqxux/CoTyQP5z1YKSbZqXtdmMol4J6tvhwicP+RUzpJGf8zarGqSgKfn8Avz9ANpslGo0yPT2F0+nE6/HhdLmWbeNtsAXY697Fj5P7uSbbRqe9blVjmsPtdrNjxw5+fPvtqKpKU1MjTU0n9IiHBgdoaGxY0tubTKbwLDB8PG43yWTqzB1KSSabJZlMkMlkcTjs+Py+fGz8GrbsNc2Gw+EgkUisSGZOl3LdTsbpTJrjx4+XJkzqNGRnskSeiyBUQeP1jThrl9718Hq9XHHFFYyPj/PEE09QX19Pe3v7SnbSPkV+J8/CwuI8Y73O0RZn5pvA+4HTuiGllIyNjdHV1UVzczOXX385uekcY/eNETkQwd3ixrOpMDGvxUBTNTa3baa3t5eOjo41ld0tOIqGdD8fw/38E9J2RgyRvBc191tUuQ/VcQybvxv4NVKCmQlhZjag61vRxUWY6gUgTiQ2quqjOBzPkki9D8navep2u52amhqkhHQ6RTweZ3JqArvdicfjxr0MibQ/8V3M/elevpN8ko/Yrkdbg7GUzWQYHBzklltuwW6388D9D8zHnQIc6+ujY0HJ7tUgTZN0JkM6nSKTyWKz2fF43PkQggJ+z/1+P+Pj4yuSmdOFSQV9g5eNbugc6z3Gpk2byvY/mJ5ME+2KorpUGq9vxO4/e0JwXV0dNTU19PX18eCDD9LR0UFzc/PZ5rsh8jt4FhYW5yGWwXxuYgAfAm5f6mA0GuXgwYM4HA727Nkzr6Kg1qps2LuB8YfGSQ4kyc5k8W/3ozkr82vidDhpbm7OG83tHWXLyl8Wqg/p24vO3gXSdkMoqblS3wdR3Uew2Z4FfoQ0Vcx0HXqmFcPsxO66g1yuGd14S0GHJQS4XC5cLhdSQiaTJpFIEA7PoCgCl9uF2+XG4XAsMiacQuMvfHv4ZORe7k4d5hXu5YeJnMrI6Cher2/+u7hx4wYmJiZoa2sjnc4wNTXJtS+8dslr3W4Xo2Nj838nkkka6utBSrK5LJl0hnQmg2GYOB0OXC5PwY3khSiKgs/rJRqNEgwGl3WNLuW6i2GWSPr6+qirr8PtWnFoQ0FIDieJ98SxBWw0Xd+E6lp+voCiKLS1tdHc3ExXVxd9fX3s2rXrTJ/ZR8nv4FlYWJyHVKYlZFEIfgI8CswHmGazWbq6uohGo+zcuZNQaHFyjmJTaLiugeiRKFOPTRF+Koyvw3faLc5yE/AHyKQz9PX3sXnz5qJWHSw49hZM+zsweUc+Hto0Edn9KOk7UfVHUbUu7P4/INRHAUj2vx4cx8HTWhRjT4h84prT6aS6GgxdJ5VKEY1GyWQyKIqCy+nE4XTicDhQVY0rXa1ckmrml+nnuMLZSpWyOsPJ4/EwMTmBrutoqsro6Oh8YtZgfz8tzS2o2tLGUFNTE08/vY9UKkkum+P48eNs3LiB0bExbDYbTqeTqlBoTYmOq7mfsfFxdD2HtgzPq4FEXUffXYlkcGAQt9tNddWaEuhW17+UJPoTJAeTOOocNL6kEcW2ugdmh8PBhRdeSDQa5cCBA7hcLrZv336qHGMX+Z07CwuL8xRLVu7c5hrgftM06e/vp6+vb7lbjwBkI1nGfjdGLpLDWe/E1+5DKJW5qA8ODaIoytkrAa43zAyTA7cTUnpQx+IIPYG0VWGELoPAdlBKZwQahkE6nSaTTpPJZtB1HVXVmNGyfMi8j+1KHe/2XpmvALkCg35OVu6ZZ/bR19ePIgShqiquvPJKVFXlrrvuYteunTQ1NYOU6IbB5MQER7q7uWD3bnK6zuDAAMf6+hDA9h072Nqx9bQGdqnIZDLEYjFqas4uM/fViR8zIQz+c9fHSjCytTM2PkYymWTTpk0lf0iVUhLtjpIZy+De6Kb+mnqEWpgxSCkZHR3l8OHDNDc309bWhqqqAK/mNDt2FhYW5weWwXyOMzU19ZsDBw5cX1dXR0dHx4pl4qQhmXx8ktiRGKpLxb/dP19Ku5KY04ANBALU1tSWezgFI5FIMDw8THtHO8LUkRNPIIbvRaTHkYoLM3ghMnQxaOXZEjcMg1wuy3fj+7hdP8TbjAtoN0NImbeZVVVFURRUVcknhAkFRRF5I0vkz5mZiRAMBpBm/nM0TQnSxJQmpmliGHn1jIVtaqqKZrOhaTZsmoaqKkULsVgLU1OTeDzesxaP+dLEj4gLyRd2/XOJRrZ6wuEwk5OTbGnfUvIkP2lKIs9FyIaz+Dv9VD+vuih5FoZh0NPTw/DwMNu3b/9DfX39+VsL3sLCArAM5nOesbGxDp/Pt8+9Cv2khSQGEow/NI40JN7NXlyNropLCDRNk+7ubuob6gkGlhc7WslIJEcOH1ks8yclMtKFOH4PInoEKVRMXydm1eUIR+m3xwFy0uDdE7ejY/KxwMuxCRVpzhq8poFpSqQ0MQ0TU0qYnXeklMQTcXze2YruQqAIgVAUFCFQFAVFVVEVBVHJMeqnQdd1JienaKg/s8zcFyZ+iC4En9v10dINbhXEYjGGhobo2NqR30koIacWJAldUHy953Q6nZuZmbm6oaHhiaJ3ZmFhUdGoH/3oR8s9Bosi4vV6p202mwG8ZC3t2AN2fFt8pMZSpI6n0OM69ip7RYVoCCEIBoP09/fjnI2zXc9MT08jpVy8pS8EwlkLdVcgqy8CPY0ysx915mlIDiM1D9gCJfW4qkKhWQ1wR6oLgaDTVoeYNXhVVUPTNGw2G3a7HYfDceLH6SSRSFFdXT3/mt1ux2azodlsqJqGoigV93C2XBRFmfXC6zgcp1dveCR5EE0ovLTu2tINboUkkgkGBgdob28vuSKGntaZeWYGI5UvSBLcXpoHYk3TPuf1er9Vks4sLCwqmvXnsrFYDZ8jn7SyJjS3RvMrmgnuDpKdzjL95DTZaLYAwyscmqaxpX0Lg0ODJJKJcg9n1RimwejoKE1NTWc8T7ibEB1vhks/jtn0MkR2Am3oR6h934KZAyCNM15fSC51trDH0cqd6S7G9VjJ+q10fD4fiUQc0zz9Z6EDWgU/FKTSKfr6+mhra8trVZeQXCLHzL4ZzJxJw4sa8Lf7S9X1cWB9BJVbWFgUHctgPj/IAe8tRENCEVRdUkXj9Y2gwMwzM8T741RSaI/dZqetrY2+vj5S6bMUsKhQRkdHqa2tXX7Muc2HaL0ZLvsE5ubXgVDQxu5E7fkqYvIRMErzPrzLvwcFhe8mn6qo70Q5URQFv89PJBI57Tk6oFWoSkYmm8lrYm9uw+korVpONpJl5pkZENB4feNJ1ftKwPuBeCk7tLCwqFwsg/n84R7gR4VqzNXgYsPeDbiaXCQHksw8O4OZNQvV/JpxOpy0bW6jt7eXdGZ9Sadmshmikeiy1BUWodgQDc+Hiz+M2fkX4G5Cnfp93nAeuROZmS78gBdQo3r4E+9FHNTHeDp7vKh9rSfcbhe5rE42m1vyuC4kWgVOx9lclp6eHlpbW0+Ooy8B6ck0M/tnUBwKTTc2lVra8l7g+6Xs0MLCorKpvBnaopj8NVCwOAXVodLwkgaqL68mF88x9eQUmelMoZpfMy6Xi7bNbfT09Kwro3loaIjmlua1KRAIgQjtgl1/hXnhPyCrLkKJHULr+wbK4I8hMTCfeFdo9np20aIG+F7yaTJSP/sF5wNCEAwFiERmlnzfdcBWprLSpyOby3L06FE2btyI17P8Mt+FIDmcJHoois1vo+WmlmVV7ysgBduRs7CwOHeorBnaotgMAR8vZINCCAI7AjTf2IzqVIkcjBA7GkOalbEdv96M5lgshpQSv69wcZrC3YzY+la45GPQ9BJEZgxt6Ieofd+GyMGCxzlrQuEv/VcRlil+njxY0LbXM3a7A1VVlwwTyodkVM50XC5jWUpJvC9OvCeOo86Rn1dWUL2vQPw/4FCpO7WwsKhsKmeGPkcQQrxNCPFQucdxBj4H7Ct0o44qBy2vasHb5iU1kmJ63zR6qjK8iwuN5kqOaZZIho4P0dLSUpwO7H5ofRVc+gnMza8FAdrob1B7bkVMPgpG4R4odjsaeaGzjXszRxjWTx+7e74R8AeIRGJI8+TwpXzSX2VMx5lspmzGcrQ7SnIwiXujm6aXNa26et8aOEq+BPYihBBxIURbaYdTeIQQUgjRXu5xWFisNypjhl4hQog3zk5ep/5IIcQ/lXt8q0UI8VEhxG1nOL7wXk0hRGrB328UQrxVCPGkECIqhBgSQnxWCKEtuL5PCPFC4G3ktx0LiqIp1L2gjtoX1GJmTKafmiY1VhkG6pzR3NvbW7HqGZOTk/h8vuInVql2RMM1+Tjnbe8EVz3q1MOoPV9BjNyFzIQL0s07fFfgEBrfSVgJgHOomorH7SIePzmXrFIM5lQ6xdGjR2nd2FpaY9mURA5GyIxl8G/zU39t4ar3rWQYwJ8JIZ47ZW6NCyGapJReKWXvWjsRQnxTCPGJAoy3oAghDi64X0MIkV7w9weFEDcKIR4SQswIIUaFEF8TQvgWXH+fEOId5bwHC4tiUv4ZehVIKb8zO3nN/wDvA8aAW1fa3kKjspI55X4HgJsXvPYdwE3+fagBrgBeDPztEk09AxRtwva1+Wh+ZTP2gJ3YkRiRrgjSKL/B5HK52LJlC/39/cRilSV7phs64+PjNDQ0lK5ToSCqdsPuv8a84O+RVRegRA+i9f0XyuDtkBxaU5xzSHXxJu+lHDEmeDw7UMCBr2+8Xi+JZApDPxEKowvQKG8p70QyMa+G4fF4StavqZuEnwmTDWcJXRyiZk9NuXS3vwA8OPv7zaesMcPlGFApkVLuXLC+PAi8Z8H9/wsQIL9uNAHbgWbg/5RvxBYWpWVdGsynIoS4mHzc2eullCOzrwWEEF8XQowIIY4LIT4hhFBnj71NCPGwEOLfhBBTwEdnz/+2EGJCCNEvhPhHIU7v8plto1cIERNCHBNCvPGU4/8qhAjPHnvFgtebhBA/F0JMCyGOCiH+fPb1lwMfBF43+0T/zErfBynlf0opH5RSZqWUx4HvAFef5vR/AZ5eaR/Lxe6z03xTM/4dfjITGaaemiIXL7hTe8U4HU7a29sZGhpiJjJT7uHMMzIyQn19fcmrp80hPBsQW/8ULv0YNL4YkRlBG/w+St9/Q+TQquOcb3R3slmr4gfJZ0jJ8n/+lYBQFAIBHzMLZObKnfQXi8Xo7+9ny5YtJVXD0NM64afD6AmdmqtrSlK97zQcJT//npaFoQyzXuIvCiF+NbsGPCaE2LLg3E4hxN2z8/xhIcQfz77+TuCNwN/PzvO/OLXtBe1/Yvb3a2d3DN8vhBifXdP+dMG5jtn1ZkAIMSaE+LIQwrXg+N/NXjMshPiz1b5BUsrvSil/I6VMSinD5J1Tp1tfLCzOOda9wSyECJKXS/u4lPK+BYe+SX4dagcuBl4GLNwuugLoBeqBTwL/Tv4Jug14IfAW4E9ZAiGEh7w34hVSSh9wFSfHBV8BHCbv6f0s8HVxwmXyPfLJd03Aa4B/EUK8SEr5G/JG7Pdnn+gvXOl7sQTXAKfLutIpUmjGHEIR1FxeQ8NLGsCE8L4wiaFE2bfn7TY7HR0djI2OMTE5UdaxQH4bPJFIUF1dnrLWJ2EPwKa9+TjnTa9GYKCN3oHa8zXE1GMrjnNWhcJ7/FcTk2l+ktxfpEGvP1xOF6ZpkM3kVWV08u9VOZgOTzN0fIj29vaS6iyXsSDJqZjk5/rkCq97PfDPQIi8wf1JmF8f7ga+C9TNnvclIcQOKeVXyTsyPjs7z9+8zL4ayK9PzcDbgS8KIeaeLj4NbAUuIr/eNQP/NDuWl5PfZXwp0MEaK76ewpnWFwuLc451bTDPGqHfBg6QN0znXq8HbgDeJ6VMSCnHgX8jP3HNMSyl/HcppQ5kZ4/9byllTErZB/xf4M1n6N4EdgkhXFLKESnlwomjX0p5q5TSAL4FNAL1QogN5J/IPyClTEsp9wFfI2+cF5RZT8JlwL+e4bRnKbBqxlK4m91suGUDzjoniWMJZg7kF8lyomkaHR0dRKNRho4PISmfET80lE/0E5VUuEJ1IBqvhUs+grntHeCqQZ18KK/nPHoPMrv8RL5t9lpe4tzK/ZkeBnKFiY9e9whBIBBkZiaCaeiYQqCJ0oZkSCSjo6NMTU7R0dFR0gp+ZS5IcipfAE5N1P7pbKzujBDip6e57idSysdn15DvkDdYAW4C+qSU35BS6lLKp4EfA69dwxhzwMeklDkp5R3kC6psm10D3wn8tZRyWkoZI+94mVvr/hj4hpTygJQywWkSGleKEOKlwFuZNcwtLM4H1rXBDHwA2Am8VZ7stmwFbMDI3KQHfIX80/4cgwt+r5k9v3/Ba/3kn9SZ3eKaT36YnXheB7xrto9fCSE6F1w7OveLlHLOa+El71Wem9QW9VMohBB7gU+R94BPnuX0TwFPFbL/pVCdKo3XNxK6OEQuMqvZHC6vZrOiKLS1tYGEY8eOYZqlN+IjkQiqqpZc53bZCAVRdSHsfj/m7r9FhnaiRPajHfs6ytBPIbm84iR/5r8ct7BzW/JJTCsBEAC73YbNrhFL5qcDrYSpFKY0GRgYIJ1Js6V9S0lDgcpckORUulk6FGOvlDI4+7P3NNeOLvg9SX6Oh/z6c8UCg3uGfBjGWhIUpmYN81P7qyWfu/Lkgr5+M/s65NechWvdwjVuVQgh9pD3nr9GSnlkre1ZWKwX1q3BLIS4FvgQ+X/aU4NRB4EMULNg0vNLKXcuOGfhqj1J/gm+dcFrG4HjAFLKd52S/ICU8k4p5UvJe4+7WF6y4TBQtTCzeGE/p4xpVcxuwd1KPmllOXvgc6EZ2bX2fTaEEIQuCNH0irxcVORAhPix8pbVFghaWlrwer10d3eTzRX9bZjHlCbHh48XT0auwAhvK2Lb2+GSf4aGaxGp42iD30Ppuw2iXSBP/8DhUxz8qe8yjhnTPJQ+VsJRVzaBQIBoPD992UrkYdYNnZ6jPdjtdlpbW9dWIGeFlLkgyanMhWIUWspnELh/wdoTnF073j17fKkJL0ne8J1jucb1JPnx71zQV2A2cQ9gBNiw4PyNK7iPRczmC/0c+DMp5b1racvCYr2xLg1mIUQj+Vjg981ud53EbOLfXcD/FUL4hRCKEGKLyEuqLWI2dOIHwCeFED4hRCvwN8CSEm9CiHohxKtmY9Uy5LfHzuqelFIOAo8AnxJCOIUQF5CPR5vrZwzYdKZkwzMhhHgR+a3BV0spH1/BpfvJe+tLgrPWyYa9G3BvdJMcShLeF0ZPl1ezua62jobGBrq7u0smOzcxMUEwGCzpVnhBcARh8x/BZZ/AbL0FIbNoI79C7b0VMfU4GEvvHLzUtZWtWg23p58lYVZORchyosssOUf+vShFSEYqneLIkSPU1NbQ2NBYsjCgCilIciqfBB4uQru/BLYKId4shLDN/lwuhNg+e3yMfK7MQvYBbxBCqLNOjyXXqlORUprkHST/JoSoAxBCNAshrp895QfA24QQO4QQbuAjq70pIcQu8t7r90opf7Hadiws1ivrQk5tCf6cfLLe54UQnz/l2G1SyneRjwv+NPAc4COf4PeZM7T5XvKJf71Amvwk9F+nOVchb1B/m7y3YB/w7tOceyp/AnyZvLc5DHxESnnP7LEfAm8CpoQQx6SUlyyzzTk+TD4x5I4TOYY8KKV8xekvmef/AdcCr1phn6tCsSk0XNdA9EiUqcemCD8VxtfhK+v2bMAfwLHFwbHeY9TV11FdVbwkvJyeY3Jyku2d289+cqWiOhBNL4LGazGnnkEM34s6+SBy6lFM/05k9eVgO5HIpQjBe/zP533TP+OHyWd5m/fyMg6+8EjTJCszJPQICSNOXI8TMxPEzBRxM0OMHDGpE8UkKiQRAZkF8mkuUdzv/kxkhuHhYTZv2lxSJYy5giSZsQzujW7qrymLxvKp3E8+Ya/gSCljQoiXkS8S9Tny68Uz5NcM/n/2zjw+rrL6/+8zmWSWZCb7nu57oWxlLYu4ICDgF7evCi641RX064YCKi4UUFBAvyIuX1AB/QkIKrJIhVp2ESildKV0S9skzTqZJLOf3x/PTTtJkzRpk8wkfd6v132lc+9zn+e505m5557nnM8BfgPc44RPrHBCPr6IyXf5PPCAsw2XyzGxxM+JSBlmxfJW4FFVfVhEbgIexzh1rsKEhxwMX8GEevxGRH7j7NvWb+XWYpm0SKYVCyxZRTHG+D+kZbuREuuI0fhEI/GOON5KL4HZAcSVuRtqMpVky5YteDweamtrx2TJetv2bQQCAUqKS0a970yi4S1QvxxpM9FAmj+LVMmJ4K/e2+YXHc/y9551XB54K7NyS2loaKSqqjJTUx4UYwD3EE6E6EqECSfDdKa6Cad66ExF6dQYIZJ0phnAsUH0g3NVKVQoxEWh5BCUPApdXgpz/BTmFhDQABXJ2cybPfoPUIqye/duusJdzJgxA7d7/PwkmlI61nYQa4sRnBek9KTSTGksp9MMHI1xWlgsFsuwsAazpT9LMN6XcV190KTS/HwznZs6yfHlEFwQJDc/dzyn0Hc+KI0NjXR0dDBj5oxRDZvo7ulmx44dzJ07N7uUMUaTaCvsfBz2PIekoqQ8VaRKjofAHLo1wdI991IgXr5V+DaaGveMi8GsqRQR7aY7ESKc6KQzGSac7CGsxgAOaZxOEnSiew3g+CDGnUeV4F4D2E2h5BHM8VCYk0+hu4CivCKK80op9JRS6C3DlxNAXEM/eL2++XUqKyoJBAJDthsJ8UScrVu24s/3U11dPa7xyqlEivZX20mEExQfW5xJjeV0FDgPeDjTE7FYLBMLazBbBuIbGPWMcadrWxdNTzehSaVgRgG+al9GPVKd4U62b99OXW0dhYWFh9yfomzcuJG6ujry/eNXTS1jJCNow1PI7n8h8XbUHSBVfByPewLc2Pk0H/AdyxEdwYMymDWVoifVRXcyZMIfkp2Ek910aoRwKkanxgnRGwIBIYHEIJ8lr+MBDjoGcFDyKMrxGgM4N0BhbhHFeSUUecoo9JbhzR09o7aXSDTCli1bmD9//qg8SHV2drJ9x+h9dkdCIpKgY00HyUiSslPKCM7JmMZyf34EfD3Tk7BYLBMPazBbBkIwHpizD9RwLIh3xWlc0UisOUZeSR7BeUFc7szlp/Z66Xw+HzW1NQflpXv4kYd54vEnSCQTLF68mIsv2hdG+Pe//5277rqL2267bUDv4sonV3L//fcD8K53vYszTj/j4C8mU2gKbXkZ2flPpHsHKcnj8kAJr0uSy2InMLtqCqlUikgyTFfS8QCnjAe4MxUhrL0eYBMC0eEYwMlBDGBfWghEUNwUuvIodPkodOdT6A5QlFdEUa8H2FOONzc7Hl7q6+vxeD2Ul5UPeLz3c6Qob3nzWzj33HO55ZZb2LXbRBd0d3Xjz/fzxS9+kVBHqM/qyGWXXYbX58XlcpHjyuGaa64Zk2uId8XpeLUDTSmVZ1ZmWmM5neeA0zHKQBaLxSvkLooAACAASURBVDIiJmrSn2VsUUzS5CqMbN64kpufS+25tbStaqP91XZaX2wluCCYMQmqXHcus+fMprGhkQ0bNjB9+nR83uEnTe2o38ETjz/Bd7/3XTZv3swDDzxAQ2MDVZVVtLS0sPrV1ZSWDZxgGO4Kc99993HNNdcgCFdceQWLj1tMfn52GHjDRlxI2WIoW0yq8w2oX86lobV8riDAbe5noNkYwKmBDGABP0ohUEgOleJhTpoBXJQbpDA9BMJTTp57/JLaRpOq6io2bNhAcXHxftrIvZ+j7//g+7jdbq677jqOPe5YLrvssr1tfvvb3xKJRkilUsyZO2e/h7tvXfWtUQ356E+sI0bHax1IjlB9dnWmNZbTaccU87DGssViOSgmvcEsItcCjap60wHaXQ3MVtUPichUjLpGoSM5N9g5Z2JUOcZcSFdEpgNbgNx+Ava9lQ1XAMeo6mjpdTUBF2FKvI7750RcQslxJfhqfDT+q5H2V9rxT/WTPzU/IyEaglBVVUWwMMjWLVspLS2lvKJ8WEvnO3fuZNbsWbS3t1NWVsbChQt54YUXuOD8C/j973/PRRddxI033DjguatfWc2iRYv2FjZZtGgRr7zyCkuWLBnV6xtPJDATFixlSqSFz26/h+cijZTk+gm6fBS58wnmBpzwhxIK80oJesomrAE8Utw5biorK9m9ezdT6qb0Odb7OfLkeQBYsGDB3s+RojQ3N/PMs8/w9a9/ndqaUa2FNCwizRFC60Pk+EyRogxrLKejGK35Qy7aMVKGe//JBCJyH/BrVbXx3BbLMJiQOszDRUTKMZ7S25zXZ4pIKq1qX1hE9tOTVNXtjtD8oMbyQc5noYj8R0TanG25iCxMOy4icr2ItDjb9TIM61BVG4EnMCVSR5MV7JNCygi+Kh9TLpyCr8ZH9/Zu2le3k4plrqy23+dn3rx5RKIRXt/0OtHYgZ9PpkyZwvr169m5cydFRUWsWrWKlpYW/vPifyguKWba1GmDntva1kpp6T7vc0lJCa1traNyLRnHW8o75n6GD+S+jy8t+Bofn/cF3j3rY7xt6ntZXPUWZhUfQ1n+lMPGWO6ltLSUrq4ueiJ962lMmTKFDes30BnuJBqL7v0cxeIxNm/ezJpX11BaWsqsmbMG7lhg2bXLuOLKK/jn46NbcyLLCpL057vAX8Z70P73H2dfUERuEpHtzv1ns/O6LK3NJSLyqoh0i0iDiNwqIkX9+p4rIveISLOIdIjIahH5sogR8xYRj4hc64zTIyKbRORr/e4n1wM/GNt3wWKZPExqgxnjVXhIVdPvPLvSqvYVqOoF4zEREXFjZIzeC5RgynH/FVOApZelwIUYyaOjgAuATw9ziLtG0HYk/JThVTEcM3I8OVS9rYrSE0qJh52y2q2ZK3zhcrmYOmUqVVVVbN68maY9TegQRRpra2pZsmQJ99xzD9dffz3Tpk0jHo/zlwf+wvve975xnLllItBbfbK+vr7P/tqaWi545wVce+21XHfddUybOo1oNMqmTZsoKyvjjS1vcOqSUwft9+qrr+baZddy+eWX849//IN169cd8lyztCBJOvcC38vQ2JeQdv8RkTzgn8ARwDlAEDgFaAFOdNp8BWPIfg2jqX8ypgLtY875iMgs4HlMRcFFqloIvA84HlNzAIym/1uBdzj7Poy5v+ytW+AUtwqKyPFjcvUWyyRjshvM52Ik0kaEiEwXEXWMXESkRERuF5Fdjmd4QFF5EblMRNaKSJ3jza4XkctFpAG4XVXbVXWrmkxLAZLA7LQuPgrcqKr1qroTuBHzozvQWO8Rka1O9SUwP6AznSqFo83ngSfHoN9hIyIULiw0N2RvDh2vddD5eieaylzSaiAQYN68ecSiMTZu3EgkGhmwXbgrzDFHH8N1113Hd779HfLz86mrq6NpTxPfuPwbXHbZZbS0tvDNK75Je0ffKu8lxSW0tLTsfd3a2jrptJst+1OQX0BOTg4dHR199r/5zDez7JplfOMb3yAWj1FYWMi8efMIBAK88MILnHzKyYP22fu5KQwWcsIJJ7B58+ZDmmNvQZLuHd34p/qpebspeZ9FrML8pmbqR6L//ecjGI37d6nqWlVNqWqTqn5fVR8SkSDGG36pqj6iqnFV3Qr8NzAdU9QKp80zqvplp6otqrpBVS9S1XYReSvwdkzF1zWqmlDV55zzPy8i6fecFRiZPYvFcgCy6tdtDFgEbBiFfn4P+DGegQrgJ/0biMi3Mcbtm1S11zVUhfEmTyMtXMKp8BTBeG+XpXVzBKYiVC+vOPv6j/UxjBfibaq6BsCJa34d450ebeLAe4DtY9D3iPCUeKj7rzoKZhbQs7uH1lWtJHoyl8eT48qhrq6Outo6tryxhV27d5FK7QsZUZT6+noKCwsRhOaWZl544QXOOOMMbvvFbdxyyy3ccsstlJaUcu2yaykq7LPyylFHH8Xq1avp6uqiq6uL1atXc9TRR433ZVoyQF1dHTt37SSl+z5P7R3tNDQ28NJLL7Fx40YuuOAC3Dlu1ry6hpqamkGrU0aikb0hHpFohFdXv7pfjPRI0JTS8VoH0cYowXlBKs/Miup96TRhqpZ2Z3AO/e8/bwMeUdXwIO2XAF7gz+k7nfYPAWel9XPvEOOeBTyvqjv69fM8UI/xPPeyjrG5Z1gsk47JnvRXBHT221fjGKy9LFXVPw3WgYhUYzwFpara5uz+V98m8mPMktqbVTXdJZTClL7uEz+gqkUiko/xfqQnohQA6ed3AAX94s6+BHwcODPNMO+lE3PNY8Ee4J3A00BGJRpcbhcVp1fgq/XR/GwzrS+1EpgdwFeZuVjX/Px85s2fR1NTE+s3rKe2ppbCwkJaW1rx+/3ceuutdIY7ycnJ4WMf+9iQGsxvbHmD5cuXs/RTSynIL+Dd7343V151JQDvfve79yYAWiY3ebl5FBUVsWfPHiorKuns7OTaa68lGo3i8Xj4xCc+sfdz9Myzz+yXCNrW1sYvf/VLLv/65YQ6Qtz4Y5NYmkqlOHXJqRx99MHZSVlakCSdGNnxgN///lMKvDhE+zKguX9St8NuYHFaP7sP0M9gx3c7x3sZy3uGxTKpmNQ6zCLSBJynqi84r89kEFWLfioZ03EUKYDjMHFoZQOccybwd8yS3/tV9e/9jt2lqoOmq4uIC2OILlDVJhHpAM5yYssQkcXAClUNpM2pCfieqv7vAP2tBq5S1b8O+cYcGu/GeDeywp0U64zR9EQTsbYYnnIPwTnBjHu6YvEY9fX1JJNJotEo8+fNH9dyxBONtevWsnDBwgM3PAxJpVKsXbcWr9fIs9XV1eH1ZE6qLYsLkqTzSeA3mZ7EAPefPwJRVf3oIO3PAR4EvAMoIf0WyFPVDzohft9U1dsH6ec64BRVfdMAx7YBy1S1NxH+y8Bpqvrug75Qi+UwYbKHZKwG5h5iHzuAkv5Zymm0AecDt4tI/4ybAz2NuDChHr1G9Wv0XR472tmXztuBq0TkPek7nXjr2fQN6RgL/oyJocsK8gJ51J5fS3BBkOieKC0vtRAPxzM7p9w8Zs6YSU5ODqlUioaGBhJJK/9qGRnJVJKGhgY0pWhKmT1rdkaN5XhXnPZVRqWm6i1V2Wos/5QsMJYd+t9/lgNnO6uLA/EsEMU4JfYiIgWYVc5eaZPlGA/6YCwHThKRPjE3InISMAV4PG33Asb+nmGxTAomu8H8ELDfU/ZIcJIqHgZ+LiLFIpIrImf0a7MCuBj4s4icOFhfInKWiBwrIjlOgsePMQZ3b7r674Avi0itiNQAXwHu6NfNa5gM6/8VkXem7T8R2Kqq46E1+t0B5pUxxCWUnVhG1VurIAVtq9roqu8ik6snkWiEaCTKkUceicfrYcOGDTQ2NfaJR7VYBkJR9jTvYf369bjdbo444ghSmqK7J3PhuLGOGO2vtINA9dnV2VS9L50HgP/J9CTS6H//+T3GAXOfiMwXEZeIlIrIFSLyDiec77vAT0XkHOdeMx34Eyb2+PdOP98BlojIj0SkCkBEZovInSJSpKrLMcb1fSJyhHO/ORm4E7hVVTelzelNmPubxWI5AJPdYP4d8A4ROdTg1g9jEt/WY0IivtS/gao+hokt/puIHDdIP0XAHzCxyZuBWcA5qtorr3Ab8DfgVWANJtzjtv6dqOorGK/2r0TkXGf3xcAvDubiDpJPYeaXNfjr/Ex51xS8FV66tnTRvqadVDwzBmp9fT21dbW4xEV5WTnz588nmUyyfv16WlpbhpShsxyeKEpbWxvr160nGo0yb948KioqcLlc1NXVsWPHjox8biLNEdpfbcflcVFzXk02Ve9L50nggxjloWyhz/3HyWV5G+Y+8hgQAv6NiSl+3mnzQ+AK4AbneK983Ft7c2FUdTNGjm468JoTyncf8B/2xUy/B6PN/wgQxhjLvwEu7Z2ciJwAhHtDAC0Wy9BM6hhmABFZBjRlY6Wl0UJEKjCJiMemGd/jgR+z/HfKOI55QFSV9lfbaVvVhriF4LwgnmLPuI0f6gzR1NTE7Fmz9zsWT8RpaGgg3BmmsqqS4uLiYVULnMwc7jHMitLR0cHu3bvx+/1UV1eTl7t/4Y+t27ZSGCykuHj8kuy6d3UT3hwmtzCXmrNrsk1juZdXgTMw5a+zimy+/4ip9PcbVX0o03OxWCYCk95gtow5JcBTmFi4rCKyJ0LjikaS3Un8dX7yp499WW1FWb9uPTNmzhgy3jQWj9HQ0EBXuIuqqiqKiosOW8P5cDWYFSXUEWJ3w268Xi/V1dV7y14PRDwRZ9OmTcyfNx+Xa2wXB1WVrm1ddO/oxlPuofqs6mzTWO5lG0aObVemJ2KxWCY31mC2jAZTgGeA/dRHMk0qnqLpqSa6t3fjLnATXBDE7R07xYo9zXuIRqPU1Q7vreg1nMPhMOXl5ZSWlI65MZRtHG4Gc0pTtLW20dTUhM/vo6qqatjJfA2NDagq1VXVYza/3oIk0cYo/ql+Ks/IOo3lXpqB0xgdrX2LZdwREQXep6pD6WpbsoTD685sGSt2AGdjEhizCleui6o3V1F2chnJ7iRtL7UR2TM2USuJRIKmpiaqq4dvzOTl5jF1ylTmzplLPBZn3fp1VlVjkpJMJWlqamLdunX09PQwa/Yspk+bPiLli4qKCtra2ojFY2Myxz4FSeZmZUGSXrowFeqssWw5JETkDqeyr4pIXETeEJEbhlAzGU2qMXlLGUNEykXk507l4KiINIrIP0XkrH7t5ovIH5zjURHZIiI3ikixc3x62vs42HZ1Wn+viEhCRA5VyWzcsB5my2iyBBPTnLkKIkMQ64jR+Hgj8VAcb6WXwOwA4ho9Y2D7ju3k+/MpLR242tpwSKaStDS30NzSTH5+PhXlFfh8Wfl2jhqT3cMciUZoamqis7OT0pJSysrLcOcc/CpHe0c7ra2tzJwxcxRn6RQkWdNOojNB8THFFB+ddQVJeoljiig9kumJWCY+InIHRtr1w5jaC6cDvwZ+q6qfHaC9G0jqJDGeRGQlJh/pcky14AqMekq9qv7RaXMiRnnlX8A1wE7gKOCHmJoMp2ASTsvTuv4sRgjhhLR9YVUNO/39BaPQskdVLx+zCxxFrIfZMpo8gylHO56Jh8MmrzCPunfWEZgTINIYofWlVuJdo6PZ3BPpobu7m5LSkkPqJ8eVQ0VFBQsWLKCoqIj6nfVs2LiBtrY2K0k3gUhpivaOdjZt2sT27dsJBAIsXLiQqqqqQzKWAQoLC0kmkoS7BquwPHISkQRtq9pIhBOULSnLZmM5AVyENZYto0tUVRtUdYeq3g3cBVwIpqiZiKwRkUtEZDNGKztfRApF5Jci0iQinSLyLxE53jknKCI9InJB+iAi8nbHi13hvFYReW/a8UUistw5t9XxfhemHb9DRB7s1+fVIrKmXx//FJGQiIQdT+6bB7pop77E6cA3VPWfqrpNVV9Q1RvSjGUB/g/YCLxTVZ9V1e2q+iBG9WUacI2qJp33sEFVGzAGdJ99aWXhPwHcDdwOfMR5CMl6JsQkLROKxzDC+/cD4ydNMUwkRyhfUo6v1seep/fQtqqNghkF+Kp9h5QQWF9fT11d3agl7glCYbCQwmAhkWiE5j3N7Nq9i2AwSFlp2aT3Ok9UItEIzc3NdHR0ECgIUDelDp93dP+vBKFuSh3btm1j3rx5h/yZi3fF6VjTgSaVqrdUZavGMhjJuA9hKo1aJgBdd33sJuCYcR52Vf7Ft+8n/TpCejDe5l5mYB7U3ocpvR7FyPZ1YCReW4GPAo+LyDxV3S0if8PIvaaHXFwMPKaqTf0HdEJAHsVIDZ6ISaj/FcZYHapQTX/uxhSjORHzgLmIwZ1YYWd7p4g8NYjK1jHAEcDFqn29Nqq6S0TuAj4oIl8Yjtfduc4PAGcCqzDv9fkYHfWsxhrMlrHgYeC9GG3Q/fWxsoCCaQV4yjw0rmgkvDlMrC1GcF4Ql3vkiy4dHR3k5ORQkF8wBjMFr8dLXV0dNVpDR0cHO3ftJJFIUFJSQnFxMbnu3AN3MgF46OGHeOKJJxCEKVOn8OlPf5pNGzdx5113kkwkmTFzBkuXLiXHtb+02conV3L//fcD8K53vYszTj9jvzZjRSKZoK2tjdbWVlziorSslJrqmjFN3vR5ffj9flpbWg8pBCjWEaPjtQ4kR6g+uzpbNZYBUhiD5P9leiKWyY0TLnAR+yorgrmPfVhVG502b8EYkuWq2uO0+ZbjUf4wJlThTuCPIhJQ1U5Hj/tdwGcGGfoiIN8Zp9MZZynwhIjMVtXXh3kJ04AbVHW983rQ81Q1ISKXYAzzpSLyMvA0cI+qPu80640xXjdAFwBrMeXoyzF1Kg7E+4AdqvoygIjc6ZxvDWbLYcuDwH9jqlRlpdGcm59L7bm1tK1qo/3VdlpfbCW4IEhecPjTTWmKnbt2Mnv2/prLo41LXBQXFVNcVEwsHqOtrY3NmzeT48qhuKSYoqKiQ17uzxStba088sgj3HDDDeTl5nHzLTfzzDPPcO+993LllVdSXVXNPffew8qVK3nzmX1XF8NdYe677z6uueYaBOGKK69g8XGLyc8fu5ydZCpJe3s7bW1txONxiouKmT59+pCycKNNTXUNGzZuoKi4aMCHiAMRaY4QWh8ix5dD9dnVI/rcjzMp4GOYZXLLBGIUPL3jxTkiEsbYRLmY+NpL047X9xrLDosxcb97+q1MejEFycA4jroxRvLvMHH3wuCG4QJgda+x7PAM5vO/kCEM3378GPi1iHwUp+JjmvG8H6p6n4j8HROacQqmkvBXRORKVV02zDFHwifZV7US599XiEiNqma1PKSNYbaMJX/BLCVFMz2RwRCXUHJcCdVnV4ML2l9pJ7w9POyy2k1NTRQXFw9YaGIsycvNo7Kikvnz5jNl6hTi8TibNm5i0+ub2NO8Z8xUFMaSVCpFLBYjmUoSjUbxeDy4c9x7JdQWLVrEv/+9f1Gy1a+sZtGiRRTkF5Cfn8+iRYt45ZVXRn1+8USc5pZmXt/8Ohs2bCAaiVJbW8uC+QuoqqoaV2MZwO12U15ezu7du0d8bveubkLrQuQGc6k9vzabjeUk8BGMwWGxjBUrMR7jeYBXVd/dL2yiq197F9DonJO+zQe+BaCqcYzD6GLnnIuB+1X1YGrc996QUrBfDFafJUZVvRpjYD+AScRfLSIfH7Jz1YiqPqaq31PVJZiqkFeLSB4mdhmnz4FYiFHI2nOgixCR+cCpwDJHISOB8VznYB6Ks5qJ6Y6yTCQexDxh/xnz9J2V+Kp8TLlwCk0rm+je1k28LU7hgkJceYM/U8YTcVpbW5k/b/44znR/vB4v1VXVVFdVE4lGaG9vZ8uWLagqhYWFBINB/H5/VhdGKSku4bzzzuPSL1xKXl4ei45axMknn8zdd9/NG1veYOaMmTz//PO0tLTsd25rW9+whJKSElrbWg95TooS6YnQEeqgo70DxbyftTW1eH3erHg/y8vLWb9uPZGyyLDk6SZQQRIw8ZcfwoZhWMae7hGEPAC8BFQCKVV9Y4h2dwIrRWQhxnN7/hBt1wEf7w3hcPYtwRjnveEQe9g/Jny/GHFV3QRsAm4RkVsxXt3/G/qS+rAWYx96MXHG6zBe5z+kxzGLSA3mQeD2YaqGfAJT7v2T/fa/B3Pty7JZfcQazJbx4GHMctQDmGWsrCTHk0PV26roWNdB64uttLzYYspqlwzsOdy5cyfVVdVZVWjE6/FSVVlFVWUViUSCjo4OGhsb6enuwef3EQgECAaD4+4NPRBdXV28+OKL3HzLzfj9fm6++WaefuppLrv0Mn7/u98TT8Q5atFRY/5ex+IxQqEQoVCInu4evD4vwWCQGTNnjPsqwnAQhNq6Wurr6wcsxZ6OqtK5qZNIYwT/FD+Vb8pajWUw0nEXYRP8LNnJckys719E5OvAeqAKYxQvV9UnAVT1GRHZhknEa6ZvXHR/7gK+C/xORL4NFAO3AX9OM+YfB77ueIxXYhLsTwXqAZw46RuAe4CtGKP+NIyRuh8iUuq0/T9gNUbZ4njg68A/VTXktPu4c81/ccq912Nk5X6EqbZ51YHeMBHJxawWXaOqa/odawG+DbzZucasxBrMlvHiMYwEzYOY7N+sREQoWliEr8pH4xONdLzWga/aR8HMgj6azd093USjUYqKizI426Fxu92UlpZSWlrax1u6fdt2YvEYPp+PgoICCgoK8Pl8GfWYvrrmVcrLywkGggCccMIJbNy0kdNOO43vfOc7AKx+dTW7G/YPPygpLmHturV7X7e2tg5L17n3PQl3hQmHw/T09OB2uwkGglRWVma9V76XYCBIU1MToc7Q3vevP5pSOtZ2mOTWuUFKTy4d8zLxh0AYYwg8lumJWCwDoaoqIu8AfoBJmKvAhGg8zf7hQ3dhwjR+oqrJIfrsFpGzgZswShkRTFjjF9PaPCoi38VoIfudvn+OcUiBCWEqBu7AFEVpwdxzvzrIsGHgOWeM2Rhlq50YA/8HaeM+5yRDftuZUxGmHP2fge+r6nCKll2ASQy8b4Br3y0iT2M8z1lrMNvCJZbxZgFGOmdKpidyIFKJFM3PNBPeEiYnP4fCBYW4fW4UZePGjUyZMgW/L2sd5kOiKD09PYTDfY1Fv9+P3+fH7/ePW9jB2nVrycvL47bbbuMHP/gBeXl5/OIXv2DmjJmcfMrJFAYLiSfi/PD6H3LhhRdyxBFH9Dk/3BXmiiuu4Npl1wLwzSu+ybJly/qolihKNBqlq6uLnu4eunu6icfjeL3ePg8NLsme1YKREIlG2PLGFubNn7ffNUyggiRglpzfAfwn0xOxWCyWdKzBbMkEdRijeUKUd+vc3Enzc81oSgnMDtCT10NnZyfTpk7L9NRGlUQiQVf3PoMyEokgCB6vB6/Xi8/rw+v14vF4RjU0orfS37333suzzz1LjiuHadOnsXTpUv70pz/x8ksvk9IUZ73tLM4991wA3tjyBsuXL2fpp5YCsOJfK3jgAZN8ft5553H88ccTiUT2bqqKx+PZ+0Dg8/uyMsTiUKjfWU9eXh4V5RV79yUiCTrWdJCMJCk7pYzgnIE90FnCFuBsTOylxWKxZBXWYLZkimLMUtGSTE9kOMQ6YzQ90USsLUY0N0rpvFJ8RYdW7GQikEqliEajRCIReiI9RCIRYrEYqVQKESEvLw9PnofcvFzcOW7cuW5yc3Nxu924c9zDMqyHUxo7pSmSySSJeIJ4Ik48HieRSBCPxYnFY0SjUVQVEcHj8eD1ePH6vHi9Xrweb1bFmY8VyVSS9evXM2/uPNxud5+CJBVvqiB/ytjJ7I0Cr2DiPxsyPRGLxWIZCGswWzKJDyO7M1TmcNagKeX1x17H1ehCVMjx5eCt9OKr8mWz0sCYkUql9hqrvYZs+t9EMrGfPJ+I9N0Qwl1h8vPzUdU+W//z9hrkbscgd4zzXqP9cDCKD0RLSwtd3V1UFVbRsaYDcQlVZ1Vlc0ESgBXAfwGhDM/DYrFYBsUazJZM4wZ+yQTQYOzp6eH555/n1JNPpeuNLjo3dhLviINAblEu/mo/eSV5k97rfLAo/QxiNZ7jTRs3MW/ePBD2M6YtIyOZSLJ99Xbyu/NNQZK3V5NXmNWhJ/dhZKmyVqvdYrFYwKpkWDJPAvg48AbwPfYXZc8a1q5dy4IFC8j15lK0sIiihUVEW6OE1ocIbw3TsbYDyRW85V58NT7cPvv1SkcwhnD//2FxCW63fa8OFk0p0ZYoPY09xNvj5Gs+8bw4U8+bituf1e/rjRj5qtSBGlosFkumyepfU8thxQ+ANZgymQUHaDvutLa2Eo/Hqays7LPfU+KhfEk5ZSeVEd4WJrQhRM+uHnp29eAucOOr8uGt8Gaz3q1lAqKqxNpjRBoixNpiaFJx5bkomFVAcG6Q17a9RnOomSp/VaanOhBRYCm2ep/FYplAWIPZkk30lvL8KzA9s1PZh6ry2muvceyxxw7aRnKEwMwAgZkBEl0JQhtCdL7eabY3OvGUevDV+MgN5NqQDctBoarEw3EiDRGiLVE0rkiO4KvzEZgdwF/j36sVvrBgIc8//zwVFRXZFtu9G1P5c8BCChaLxZKt2BhmSzZShqnw9aZMTwRg+/bthEIhjjzyyBGdp6r0NPQQWh+iu74bUuDyuvBV+kyi4BBltw8nhqOScTiT6EkQaYgQ2RMhFU2BgLfSS2BOgPyp+bjcA3+ONm7ciMvlYvbsoSsAjiP/AS7EFEawWCyWCYX1MFuykWbgLOAW4DOZnEg8Hmfz5s2cdtppIz5XRPBX+/FX+0nFUnRu7iS0MUTXti66tnWRW5SLr9qHp9Rjvc6WPqRiKXoae4jsiZDsMsXB8krzCBwdoGBmATmenAP2MWvWLFauXMmUKVPweDJeCv0PmFyFSKYnYrFYLAeD9TBbsp3PYgznjDzcrV27Fr/fGJkGpQAAIABJREFUz/Tp00etz2hrlNCGEF1bukjFU3sTBb3VXnL9uaM2zkTBepgNqUSK6J4oPU09JEIJANxBNwUzCgjOCeLOH/lXYNeuXTQ1NXHMMceM9nSHSwq4Crg2UxOwWCyW0cB6mC3Zzq2YZMA/ALXjOXBXVxfNzc2cfvrpo9qvp8RD+SnllJ1YRtf2Ljo2dNhEwcOUXoWLSGOEWHsMFHJ8OQQXBAnMCeApPjTPcHV1NVu2bKG9vZ2ioqJRmvWwaQY+Ajw83gNbLCNFRCqBKzB1Aeown9/VwE9V9aFh9pEHfBG4CJiHWVHZCNwO3KGqVj5xAmMNZstE4EngGOC3wDvGa9A1a9awcOHCMQuXkByhYEYBBTMKSHQPkChY4iQKBm2i4GRCVYl1OAoXrUbhQnKFgpkFBOYG8JZ7R+3/W0Q48sgjWbNmDUuWLBnPz9G/MPrKNl7ZkvWIyHTgaaAT+Cam8qQLeCvwC2DqMPrIAx4FjgW+jblvtQMnAF8GNmCK9FgmKNZgtkwUmjFP/l/GLO+OaezCnj17cLlclJWVjeUwe3H73ZQcW0LxMcVEGiJ0bOige0c30eYoLq8Lb6UXf5XfJgpOUFSVRDhBT2MP0eY0hYsaH4E5Afy1+xQuRpvCwkIKCgrYtWsXtbVjvkiTwkhEfg9IjvVgFsso8XPn7/GqGk7bv05E7gQQkanAzcDbnGOPAZepar3z+kuYRPUTVfU/aX1sEZF7ceRSReQc4ErgSECBF4Avqeq60b8sy2hiY5gtE5ETgf/HGEnPpVIpnnzySU444QT8fv9YDDG8ecRNomDnxk5ibTGASZkoOJljmJORJD0NJnkvFXEULiq8FMwuoGBawbiVVI9GozzzzDOcccYZ5OQcOGHwINkNfAh4fKwGsEww1stNmNXB8WQV8/VLw20sIiUYh8xVqrpskDYu4EWgB7jM2f0zjNPxBFVVEXkFaFTVtx9gvPc4/1wN+DAx/scBC1U1Ntx5W8Yf62G2TET+jVn2+jXwngO0HTHbtm2joqIio8YygCvXReH8QgrnFxJt25coGFoXQtxpiYL5h1+iYDaTiqXoaeoh2hQl0WWS9/JK8ihYVEBgZoAc75gZrIPi8XiYOnUqr7/+uilDPvr8A/gw0DQWnVssY8hsTP3RoTy8bwWOAmap6lYAEbkIeN05thyYwzBCLlT1vvTXIvIxIIRxBD014tlbxg1rMFsmKu3Ae4HPY0rsjopuViwWY+vWraOe6HeoeIo9lJ+8L1EwtCFEz+4eenb34M43iYKeSg+uHBuykQlSSaNwEWmMEA/FAXAXuCk6qojAnAC5BZl/qJkxYwYrV65k6tSp+Hy+0eo2gYnXvA6zvGyx7GMEnt4MMpylugXArl5jGUBV3xCRXcBCjME8rCU/EZkFfB84CSjHxEq7GEactCWzWIPZMtH5X8wS8B2YJ/RDYv369cyZMwe3Ozu/GuISCqYXUDDdSRTcGCL8etiEbmyxiYLjiaaUaGuawkUKcrw5BOc7ChclGdc+7oPL5WLBggWsXbuWxYsXj0aXrwKXAC+NRmcWS4bYhHnYWwDcfxDn9z4obnT6OBAPAvXApzFJsQlgLZB3EGNbxpHstAoslpGxDlNS+6vAdzlIb3MoFCIUCrFo0aLRnNuY4fa7KTmmhOKji4k0RghtCO1LFPSYREFftY+cvPEPAZisqCrxjjg9jT3EWhyFC7d5iAnMDuCtGj2Fi7GgsrKSLVu20NraSklJycF2k8B4lL8P2JhLy4RGVVtF5FHgCyJyS7+kP0SkCHOPqRGR6WkhGTOBGoyxC3A3cK2IHN8v6a83BroAk6w+H/icqj7hHDsOa4tNCGzSn2WysRDjbT5hJCepKs899xzz58+nuLh4TCY2HuxNFNzUSazVSRQsTEsUHCMlhkNhIiT9xcNxIg0Roi1RUrEUuMBf4ycwO4C/zj+hNLM7OztZtWoVp5122sEY92swXuUXR31iFkuGcIzfp4EO4FuYhDwB3oyRmZuGWUnpxugsA/wUYwD3Jv15MMoZi4DvACud/o7FOHOucPY1Ou2+jakt8COnzadU9Y4xvlTLIWCfaiyTjbXAKcDXgKsZpre5sbERj8czoY1l6Jco2B6lc0Mn4TfChNabREFPuQdftc8mCg6DXoWLaHOUZI9RSPNUeAjMDlAwffwULkabQCBAcXExO3bsYOrUYYdNJoDrMXJx1qtsmVQ48cjHYYza6zGGbAtGj3mpYxD/F6bq7BPOacuBS9XxOqpqVETOwsjLfcLpJ4LRX74deEZVUyLyfqefNZikwa8AfRIBLdmJ9TBbJjNHYLzNxw/VKJlM8uSTT3LyySfj9XrHZWLjiaaU7h3ddGzoINIQAQV3vhtvlRdvhReXO7OGXzZ5mFPxNIWLsKNwUZxniorMCpDjmxzhLfF4nKeeeorTTjuN3NwDPjy9BnwU61W2WCyHMdZgtkx2cjC6mVcDwYEabNq0CYA5c+aM26QyRaInQedGE7KR6EqAy5Tq9lZ7ySvMy0j8baYNZk0qkebIPoUL54GiYGaBUbgITE5v/NatW+nq6uKII44YrEkPsAz4IdarbLFYDnOswWw5XKgCbsCU691LJBLhueee4/TTTx/Lgg5Zh6oS2RMhtM4kCmpSTaJghZMo6Bm/9yITBrOqEmuNmeS9NqNw4fK4yJ+WT2CuUbjI5uS90UBVefLJJ1m8eDH5+fn9D98P/A+wbfxnZrFYLNmHNZgthxtnYCo0LQJ4+eWXqaqqorq6OrOzyiCpeIrwljChjSFiLeOfKDheBrOqEg85yXutUTRhFC78dX4CcwL4qn2T3kjuT3NzM5s3b+akk07q3bUJsyLzSOZmZbFYLNmHTfqzHG6sxJQh/UJ7e/v3e3p6CqqqqjI9p4ziynURnBskODdIrCNGaEOob6JgmZMomAXFNw6GeJdjJDfvU7jwVfsIzA6QPyV/QilcjDZlZWVs2bKFpqamSEVFxfcxRYCimZ6XxWKxZBvWw2w5bGloaJjh9/t/FAwGR7289kRHU0p3fffeioIo5OTn4Kv04a0c3UTBsfAwJ6OOwsWeNIWL8jSFi7yJqXAxFnR3dz/Y1tZ2eW1t7doDt7ZYLJbDE2swWyymROl1wJkZnkdWkowkCW0MmUTBcALESRSsGZ1EwdEymFPxFJE9JnmvV+EityiXwMwABbMLcPvsglo/nge+AazI8DwsFosl67EGs8Wyj3MwhvPRmZ5INqKqRJujhNaH6NrWNWqJgodiMGtSibZE6WnsId4R3+sJL5hRQHBOkNzgxAwjGWM2YPRm/5zpiVgsFstEwRrMFktfBPggpuzvzAzPJWtJJdISBZudRMGgkyhYNrJEwZEazKpKrC1m4pLbokbhIi9N4aJ08itcHCQ7MfKKtwPJzE7FYrFYJhbWYLZYBiYX+DSmTGpFhueS1cQ744TWhejc0kkqkjKJgqUefDXDSxQcjsGsqsQ795Wn1oQiOYJ/iilP7av2ZWXZ7yyhDbNy8lOMtrLFYrFYRog1mC2WoSnA6NF+CSjJ8FyyGk0p3bu6Ca0P0bPLSRT05+Ct9OKr8g2aKDiUwRzvTlO4iKZAwFflIzAngH+qH1eOTd4bgk7gfzGFR9oyPBeLZUIiIncAZap6/hiPcwnwM1UtGMtxLAePNZgtluFRACwFvgLUZHguWU8ykqRzUyehTSESnSZRMK84D1+Nj7yivomC/Q3mZCxJpCFCZE+EZLejcFHmoWBWAQUzC8jJO3wKzBwke4CbMcZye4bnYrFkPY5R/NEBDh2LcZaMh8HsAwKq2jSW41gOHps2brEMjzDwY0zRk48AlwOzMzqjLCbHm0PRoiIKjywk2rIvUTDWGsOV5yQK1uxLFEwlUkSbovQ09RgDG1M8JXhskMDsAG6//akaBtsx1Sx/jQ29sFhGynLgw/32NY/X4Krag/3eZjV2PdNiGRkxjEEyD/gAsCqz08luRARvmZeK0yqY9v5plJ1aRm4wl+76blr+3ULbK20EO4I0P9dM5+ZONKkULiyk9r9qmXLhFIqPKrbG8oFZB1yCeYCzccoWy8ERVdWGfluifyMROUdEnhSRNhFpFZFHRWRB2vHpIqIi8gER+ZeI9IjIyyJylIgcKSLPiEiXiDwlIjPSzrtERMJpr68WkTVOP5tFpFNEHhCRsrQ2bhH5iTOXNufft4rIirQ2HhG5SUQaRSQiIs+JyGlj8g5OcuydyGI5OFLA/3O2c4GvAW/O6IyyHJfbRXB2kODsIPFwnND6EOHNYXKSORTMKiAwJ4C33GsVLobPsxiP8v2Aja2zZB3XvRy/CThmnIdd9Y1jc780hv3nAzcBqwEfcBXwNxFZqKqxtHbfxeS/vAHcCvwBaAKudP7+FrgFuGCIsaYD7wfe5Yz7R+AaTEI6wFcxD8ufBNYAnwMuAl5O6+OHwH8DH3fm8mXgERGZo6q7R3rxhzPWw2yxHDoPA28BFgG3AV2ZnU72k1uQS+nxpUx7/zR2TtlJxakV+Cp81lg+MBHgDuB4YAlGS9kayxbLoXOOiITTtocHaqSq9znbJlVdDXwMmAGc2K/pj1X1IVVdjyk5vxD4qao+oaqvYcL7DuRkcQOXqOpqVX0W+CXw1rTjXwSud+azARNv3dB7UETygc8Cl6vq31V1HfAZoBH4/HDeFMs+rIfZYhk91mB+jL6Beer/DCZ0w2I5VLZgbpa/ZhzjKi2WQ2GMPb2jzUpMYncvA4Y2icgsjE7/SUA5xvHoAqb2a7o67d+Nzt9X++3LFxG/qnYPMqdtqtqR9noXjsypiBQCVcC/ew+qqorIv4Epzq5ZGInUp9PaJEXkWYwBbxkB1mC2WEafdsyS3U2YctufwSyp5WVwTpaJRxL4G2bV4lGsJ9liGUu6VfX1YbR7EKjHhEXsBBLAWvb/fY+n/VuH2DfUSn+832s9QPuRYH9PRogNybBYxpYVmOTAOowk3ctDtrZY4DVM6eppmAetR7A3N4sl44hIKTAfWKaqy50QhwAZcD46nucG4IS0+Un6a2AzJlH91LQ2OcApGCPfMgKsh9liGR/2YGTpfgwsAD6ESc6YnsE5WbKHnZikoLuwyisWS7bShgmJ+pSI7ABqgR9hvMyZ4Gbg6yKyEWMAfxqoBnYDqGqXiNwKXC8izZjQrv8BKoGfZ2bKExdrMFss4886TKb0VZgn/w8B78NWEjzcCAH3AXdiViJSGZ2NxWIZElVNicj7MeoWa4DXMSuH92VoSjdg4phvx6xC3Y5RzalMa3O58/d2oAizynmOVcgYObbSn8WSHeRh5OneB7wDKM7sdMaPFStWcOaZZ2Z6GuNFCBOPfC/wV4zqhcVisYwKIvIy8JSqXprpuUw2rIfZYskOYsBfnM0NnIbR53wntqLgRGcbJnnvrxhPcv9EHovFYhkxIjINOBv4F0YN41PAUc5fyyhjDWaLJftIYAyrFZjlvvkYw/kCTLJGTqYmZhkWCryAMZD/Rl95KYvFYhktUsBHMHHULkwc87mq+p+MzmqSYg1miyX7We9sPwTKgLdjBO/PxHqfs4Wt7HvIeZS04gEWi8UyFqjqDsxqpGUcsAazxTKxaAbudjYwWdpnpm3WgB4ftrHPQF6BMZgtFovFMkmxBrPFMrHZiZEiu8t5XYcxnM/AlE8+EhPbZjl4Ehhlk/9gqoGtwBrIFovFclhhDWbLhEBELgE+qap2+Wlo6jEyZXc6rz3AIuA4YLGzLcJWHRyMBKZwyItp22oGKZObjYhIGDhKVd/I9FwOBRFRYM4wq69ZLBbLmGIr/Vn2IiIXi0h4gE1F5NuZnt/BIiJXi8idB2izVUTe5vz7PBF5SkTaRaRBRH4tIgHn2Gtp70tSRCJpr68Yj+sZIVGMZ/SXGFH74zGVqRYDSzHlux/C6IlmSnw/E6QwIv6PAj8FPgechHlvjgE+gRH2f54sNZadz2xPv+9qjaoWjIaxLCJ3iMgPRmOuo42IrBCRTzr/PllEHhORVhHZIyL3iEi1c+zhtPcmLiKxtNe/yOxVWCyWiYT1MFv2oqrpS/sAODelHwC/Gml/IuJW1YlohBVirnklxkN7NyYL+TOqekRvIxFZAdypqr/OxCQPgRjwkrOlkwvMBOb222ZixPEnmlc6gUm+2wJs7LdtxjxMTHQuUNXlmZ5EhinGPBA+ivk//xmmSMM5qnpubyMRuQOoV9WrMjFJi8UysbEGs2VQRORYjAfy/N6qQCJSiCnv/A6Ml+524DuqmnTCJj4F/BsjdXOriPwI48E7F+jGGN7LVHXAqmZOH98GyjEJblc5hnzv8Rsw3r924HOq+rCzvwb4BSZjuBW4XlV/JSLnAFeYJnIhsFlVjx7qulX17rSX3SLyK+C7B37HJjxxYIOz9UeAUkzZ1f5bjfO3EOOhDQAFjL6BHQc6gbDztwNTAnagbRfm83PYVWZKD2VwjMQuTAn2MzCyUxep6man7XzM93Mxpnz7t1T1TyKyFLgYUBH5EvCEql7QP0wi3QgVkTMxoUA/wVQXSwJXqOrtTlsPcA3w35gH0fuB/1HVHuf414AvY/7Phm3U9v4GpF3/zzC6tBaLxTJqWIPZMiAiUoSpRvZ9VV2RdugOoAmjxpAPPAjsAG5zjp8E/BFTmjPX2V+I8VKWAv/AGDS/GWDMfEzJ0RNUdYOzrJpeLvok4LcYabWlwG9EpFZNuco/YkqV1mB0ix8Tkc2q+oiILANmq+qHDvLtOAMT13o4oxgDtBl4dZjn5LHPeO41pH0YHWlX71ZTUzMXI5uXStt6MEZx7xZmcniEM8EHMA+sL2G+P9cAH3C+b49hHlDPxcS2PyYia1T1lyKyhJF7ZKsw3/da4CzgXhF5QFXbgOuAWZiQlzhm5ebbwDedB9uvAm/FrAiMeEUrDft9tYwazkNhmaqen+m5WDKLNZgt+yEiAvwOY4D+MG1/JcazXOR4hbpE5CcY47XXYN6lqj912ivmZn2MqnYCnSJyI/BhBjCYHVLAkSKy3fFqp9e736aqv3L6/i0mxrRSRHKBU4HzVDUCrBKRX2O83I8f4ntxFvBRjLFuGRkxoMXZBmXu3Ll/H5/pTEoeEJHesKcVqnrhAG3uV9V/A4jIXZgVIoDzga29HmDgZRG5D1Oe/WBXVOLA95xQrIecBMR5IvI85nfiKFVtdeayDGM0fxPjdb5dVdc4x64GPjjSwUXkKIwR/l8HOX/LYYZjEH90gEPHquqqcZ5OViIiN2PusUcCDao6PbMzygzWYLYMxOXAEcBix3vbyzSM13i3sakB4yXckdYm/d9lTvttafu2YbxPOEk3vV7fZaq6TETej/E0/UZEnga+oqrrnTZ7i0GoarczhwKM57rVMcrTxzl+JBfdHxE5GXNDf6+qbjyUviyWMeLCYcQwpxdR6cZ8Z8B8n08Skfa0427g94cwn5Z+eQu945UDfuDFtN8OYV/VyhqMIkkv6b8Zw0JEZgMPA19U1SdHer7lsGY5xpGTTvNodS4iuaoaH63+MoALszq1CFM467DEqmRY+uDEIV6JMRLb+x3egVkWL1PVImcLpifC0TdmtBnjcZqWtm8qRjsYVf2Mk9FfoKrLnH2PqupZmJjY9QxvaXYXUNKrZNF/HA4ijtWJ3/4r8HFV/edIz7dYJgA7gH+lfZeLnO/iZ53jA31vujGGby9VwxyrGRNmc0TaWIWq2mu87wampLWfOoLrQESmYYye76vqoRj8lsOTqKo29NsGTFgXEY+I3CQijY5K0nMiclra8TMdZal3iMi/RSQGnC2Gr4vIZkfd5lUR+VDaedOd897jqL50i8haZ5Uzffz5IvJXEelw1F6eFZFFacc/5pwXEZGNIvI/IjKgrScic50xF/Xbv1REmp3VW1T1Umfl+LB2HFkPs2UvTszwH4EvqerL/Y+r6m4R+Qdwo4h8CxNXOgOoU9X9kmycRMA/AdeIyEcw8chfBm4YZPxK4GTMja/H6X/A5MB+4+wQkWeAa0Xkqxhlh09gkpYAGoGzRMQ1WLJhv3kcCTwCXKqqfztQe4tlgvIgcJ2IfBjzvQcTXxxW1XWY783MfuesAi4SkdcwMcpvwsgWDomqppzk2Z+IyBdUtUlEaoEjVfVR4E/A7SLyO0xRmO8M9yKcfh4HfqaqViouizj9wS/fhPlMjSernjz/x18aw/5/iAkh+jjwBuae9oiIzOlNjne4HvgKRrKzE6O89F7g85jE6lOAX4lIm6qmh6VdA3wNI3V5FfBHEZmmqmExye1PAU9jvn/twIk4KzUi8inge8ClmBWbIzFOpzhGPaYPqrpRRF7A3Cu/kXboYuBPE9wrPupYD7MlnU9hkvVulv21mHtvRB/BJHOtBdowiYHVQ/R5KSZL/w3MF/1u4P8GaevC/PjswihdvAn47CBt+/NBjBLALkz2/XfSlqrvcf62iEh/KbWB+ApmCfk3addvk4gskwonhOntmDyDXZjQjesxChZg8gwWitEjf8DZ90XgAsyN+mLgAYbP5Rjj4TkRCWEejOc5c3kYo8jzuNNmJLkHn8QY9len/2aN4HyL5Zx+97uHB2okJlH2s8Dlqvp358HyM5iHy8/3a361qv7D0UTvxtzbPqmqj6jqFkeN6VcDnPcTVf2bqm7CKDyVsO+h4/OY++n7VPXfqrpRVe9Mi7X+FvB1Vb3XGeNvmGTbzw1x7XcCH3RylxCRqcDp7Ct+ZXGQviGqFovFYrFYLIcHTtLfVExSai89qroz7XiZqp7vJJW+glFd2pzWx52AX1Xf7YQ1PgFMV9VtzvETMHKr3fQNdcrFJN7OE5HpGIWYJar6rHOeYFZZ36OqfxaRh4A2Vb2YfohIOUbBqoe+K7NujK3n6X+Oc14FJnzxraq6UkQuB5aq6qwB2n4V+IJN+rNYLBaLxWI5/OjWQy/B3t/72JX2797V/AuA7f3a9Q972PtaVdVx/A4nGqC3zWeAZ4bRvneMJhF5DLNitNL5e9fQZx2eWIPZYrFYLBaL5cBsxshlnur8GxHJwcQj3z3EeWsxCfPTVPVQpE5fBj4kInmqGks/oKqNIrILmKWqvxthv3cCPxORX2KUMN57CHOctFiD2WKxWCwWi+UAqGqXiNwKXC8izZgQiv/B5P78fIjzOsVUqb3BCbNYiZFbPBlIqeovhzmFn2M8yH8SkWsweUQnAOucOObvAD91pCIfwoR8HAfUquq1Q/T7AKaWwm+AF/rLqDqSjQUY+cc8EemNqV7b33CfzFiD2WKxWCwWi2V4XO78vR0ownh9z+mnkDEQ38IkB34VuBUIYVRnfjjUSemo6k4ROQP4ESZOWjGVV5c6x38tIl0YlY1rMfHMrzGAQka/frtF5H6MFvUXB2jya0wSfi+9KlozMKo2hwU26c9yUIjItUCjqt50gHZX45SldrJv1wKFqpoc4pwzgTtVtW4UpzzYWNMxXoLc/rqbjszdCkylQluW2TIhsd9Vi8ViOXSsrJxlxDjZuB/BKYctRqg91U+WZz/9YlXd7hRGGPQGfJDzWSgi/xGRNmdbLiIL046LiFwvIi3Odn2vhM5QqGoj5il+6YHaWizZiP2uWiwWy+hgDWbLwXAJ8JCq9qTt25VWta9AVS8Yj4mIiBujIftejF5lGaZC3x/Tmi0FLgSOBo7CZCp/ephD3DWCthZLtnEJ9rtqsVgsh4w1mC0Hw7nAfpX9DoTsK/3pdl6XiMjtIrLL8TYNWARBRC4TU+qzzvGQ1YvI5SLSANyuqu2qulVNfJEASWB2WhcfBW5U1XpHW/NGjCEx0FjvEZGtYqr9ATz//9u792Arq/OO49+fxFHwSAGjQdBoES+AhqANVg0REjBo0abVaFprFJKSzGij1Zp0YkqMY1RMYtILDhYtBC/pmIka8RoNF5M0UWMjKioWLVGLCMglENAIPv1jrS3vedmXc/bZgnh+n5l3OGfttdf7vkf32c9Z+1nPAgYpbb1rtrPxa9XMrAW86M+acQRpa8+uupG0/fWw/O+x5Q6SppBmnI6PiJV5tW5/0gzVART+6Msrg9ty25TCMMNIxeYrFua28rkmApcAYys1OSNis6QlpBmv3zZ9p2Y7hl+rZmYt4IDZmtEHWF9qG5DfBCsmR8SttQaQtC9p9muviFiTmxe076JrgJHAmIhYV3jsLdLW1+0W90REH6WtS8+m/RtmG1B8/jqgrZQbeQEwCRgdES+XLnc96Z7NdjZ+rZqZtYADZmvGGmDPUtuyTq6U3x9YXXgDLutDymc8o/QGDLAyIl6v9qRcJ3M6sFLSkIhYQZoR613o1hvYUNhFCVIZnsuqvAFDute1VdrN3u38WjUzawHnMFszngAO6eIYLwH9JNWaDVoDTABmSjqu9FijWoi7AL2Agfn7RaSPaSuG57aiE4CvSTq12JhzOAfT/mNis52FX6tmZi3ggNmacQ/ti5h3Wi7yfi9wraS+knZVKshe7DOftK/9bZJG1hpL0jhJIyT1kNQbuIb0Jv5M7jIbuFDSQEkDgIuAWaVhFgHjgWmSTim0jwSWRoRzIm1n5NeqmVkLOGC2ZswGTpLUs4vjnAW8CTwLrCDlJrYTEQ+Q8hXnSDqyxjh9gB+Q8h2fBw4i7bxU+Sj4OmAOaUekp4C7c1v5XAtJM2UzJJ2Ym88Epjdzc2bvAn6tmpm1gHf6s6ZIugJY0Wj3sJ2ZpH1Ii5tG1MrDNHu382vVzKzrHDCbmZmZdYHSNvHzgL0jYtV2Pndf0qc/x0bE8x18zizg/RExoSt93i0aXaukc0mfZjW9UZNTMszMzKxbkjQrb9JTOVZJukvSYaV+UeP4Yu7yX8C+wGtVxtzmqHIdu0i6U9KLkl6X9IqkmyQNLPet4qukHT2fl3Rpo3NLOrCDP57zgb/pYN/y/VyZ66IX2/bL57+r1D42tx/UzLk66HrgKEmjmh3AAbOZmZl1Zw+Sgt19SVVYegK3V+n3t4XCFxgsAAALsElEQVR+leP7ABHxh4hYnnexPL/UZyMp77/YVs1c4HTgUOBUYFCN63ibpF7A54EbctO3S+dZTNoxs9j2Ur0xKyJiXUQ0W6ZxHnCQpGIJyzH53KMk9Si1v9jR2fGi/IdGj0b9ci34W4AvdfYcFa7DbGZmZi33wvdf+B7w4e182scHnT1om0WpDbwREcvz18slfZe0eLVnRGwq9Ftb6NdOlZSMdYXHAlhX67kAEfEWUFxn8FtJVwE/lrR7ndz8k0jlG3+Rx9lAqmdeOfdmUi3zdueu1DWXdD7wZVJ5xzuAcyNiY35sFoU0h1wd52rgcNK29ouBSRHxVJXr+gVpofAY0k6h5K9nk7a7PxJ4tNA+N5+jb/45nALsnsc5PyIW5cfPAf6N9IfF1cBhVPl/TNJw4D7gPyLiktx8J/CApF6Ve+wMzzCbmZmZAZL2BM4AniwFy9v7OvqRKr883GAh6yjgsWhuQdooUvA7lnTPf0GaHa92Pe8Dfgz8nFQf/WhSYLulWv+I+D3wCCkYrhgDzCct0B2Tx20DPkL6YwNSGcmjgT8nlYrcCNxXqvSzO/BPwBeAobTfLZScdjEfuLoQLAP8mjRRfEy1a27EM8xm3ZSkDcCHIuKFHX0tXZFnbw6OiCUNO5vZdtPETO+OMj7/PgTYg5Q2cFKVfjfmWdeiYyLiyVZdiKSpwHmkGd9fkcon1nMAsKzJ0/0O+GJEbAGekfRD4BPAlVX69iaVhZxTSJ14tsH488g50DlvegAp13sQKTi/GvgoKRadK+lg0szy8RHxUH7eWcCLpD8ers/j9gDOi4jHKicqzJhPIKVenBcRs4sXExEbJa0DDmxw3VV5htnsPU7SUkmbJG0oHAMioq0VwXJe4HJ5K661lSQtKtzvlryQpvL9VyX9maSfS1orabmk6/PsUuX58yV9fkfeg5ltFw+RPtb/MGlW86fATyTtX+p3caFf5Vjc2ZNJml78fVx6+FvACFIu9RbgJmnrvvBV9ASaLaX4dA6WK5YB+1TrGBGrSbO/90u6W9KFkj7YYPy5wIE5WB4DPJpTIeYDH82z1mOAJXmr+yHAW8AvC+ddR6rLPrQw7mbg8SrnO4qU8/25crBcsIn0M+s0B8xm3cPJOUCuHM3OSOw0ImJY5X6Bn5FmHCr3fwXwR8DlpFmPIaTtmb+1467YzHaQjRGxJB+PkhbR9QYml/otL/SrHH9o4nxTaB90vy0iVkXEc3kjoM8AnyTNwtayCujbxDVAyjFud3rqxIURMZGULvEQaSZ4saRP1hn/l8AbwOh8zM/jPAesB/4kt8/twLUWU07eKAX6Ff8LPA1MlLRbjXH6ASs7cL5tOGA266ZyGZ/B+etZkqblmYP1kh4ulviRdJikByStlrRY0um5fTLpo7Iv59mSOeWxC+Nfnr8eLellSRdJWpHLJ00s9N1N0reVyiu9mmdjehYevzg/Z5mkSc3ef0TcEhH3RcTGiFgDzACOa3Y8M3vPCNJMZ693ZPCIFcWgu07XSoxWK/gD+A3tZ1/fURGxMCKmRsRoUgB8dp2+r5OC5jFszV+uWEDKUz6KrQHzM6R7fjvHWFJv4AhSINzIalJKyUDg9nLQnN/Tdgf+uwNjbcMBs5lVfAb4Bmm2YgnwTQBJewAPkPLC9sn9rpU0NCL+HbiZtLiirRNF4fuTZngHAp8DpuXV0QBXAYeQZl4G5z5T8rWMB/4BGAccTFqs0iofAxa1cDwz2znsJql/PoYA/wq0kbZpL+pT6Fc52lpxAZKOkXSupOGSDpD0cdI28ktJC+1quR8YImmvVlxHnev7Y0lXSTo2X98Y4EM0DmTnkfKVP0DKX65YAJxLykeeBxAR/0NaWHidpFGSjgBuIuVa39KR68wVSj4B7AfcVgqaRwEv5PN0mgNms+7hjpyru1bSHTX63B4Rj0TEZlIQXPmocAKwNCJmRsTmiPgN8CPg0124njeByyLizYi4h1QG6dCcqzcZ+PuIWB0R64ErSEE6pFJCMyPiqbwK+9IuXMPbJI0jzZRMacV4ZrZTGQu8ko+HSVUbPh0R80v9ZhT6VY5/bNE1bAJOI822LibVVX4CGFWvSkZecPgIW39HvlM2kiYyfgg8R6o/fTMwtcHz5gF7sjV/uWJ+bl8UESsK7RNJ93Nn/rcXaYe+DlcsyUHzx4H9gR8Vgua/Iv03bIqrZJh1D5+KiAcb9CnW6dxImmGBtAr7aEnFAvbvY2ttzWa8lgPz8vn2Jv2CfKywzkWkWQhI+caPFZ7XrpxQMyT9KWn24rScW2dm3UREnEOqC9yoX72Fd+TgumqfvI6i0fiP074EW2d8A/hnSdPLub0RcXiN851Tpe1SCpMQxT4R8Srwl529sIj4GVV+LhHxbI32NdRP85hFWnxYbj+n9P0q0gw4AJIOJ00Cnd7Ray9zwGxmjbwELIiIcTUer1b/cyPt8//6Ay934FyrSDMtwyLi/6o8/gpp1qCi0SrtuiSNIM1kTIqIn3ZlLDOzHSEi7pM0jZSG0OVJhPeoAcBnc9WNpjglw8wauQs4RNJZknbNx0dyrh/Aq6S6mkWPA38tqUfOOz6+IyfKu13NAL4raR8ASQMLK7FvBc6RNFRpS9ivN3tTecbhPuDvIqKcq2hmttOIiH+JCAfLNUTETyLi/q6M4YDZzOrKecQnkHLklpFSN6aydeX2DcDQUn70+cDJwFpSFY1aedPVfIW06PBXkn4HPAgcmq/lXtLuUnNzn46UI6rlIlIKyA2Fmqhe9GdmZttQc7spmpmZmZl1D55hNjMzMzOrwwGzmZmZmVkdDpjNzMzMzOpwwGxmZmZmVocDZjMDQNKVki7oQL9LJd2Uv/5gri7Ro8FzRkvqSB3mLpN0oKSQtE2deUkfkPRMabtUMzOzuhwwmxmS9gY+C1yXvx8t6a1CubUNkrapVRwRL0ZEW3l3qRZcz1BJv5a0Jh8PShpaeFySpkp6LR9TVdgasJa8W9U80vbbZmZmHeKA2cwgbQ17T0RsKrQty8Fw5Th5e1xInhleBpwG9APeT9qN7z8L3SYDnwKGk7Y/PRn4QgdPcXMn+pqZmTlgNjMATgQWdPZJ5fQHSf0kzZS0LM8MV92wRNKXJD0tab9Kuoakr0haDsyMiLURsTRSoXgBW4DBhSHOBr4TES/nLbS/Qwr6q53rVElL885+AA8DgyQd0Nn7NTOz7mmbHD8z65aOABa3YJwbgQ3AsPzvseUOkqaQZoePj4iVkgYD/UmzyQdQ+ENe0lqgLbdNKQwzDFhY+H5hbiufayJwCTA2IpYARMRmSUtIs9PeStbMzBpywGxmAH2A9aW2ATlgrZgcEbfWGkDSvqSZ6r0iYk1uXtC+i64BRgJjImJd4bG3gK9HxBvFMSOij6Q9SDPKxeC2DSg+fx3QVspjvgCYBIyOiPKCw/WkezYzM2vIAbOZAawB9iy1LYuI/Toxxv7A6kKwXNaHlHt8RilYBlgZEa9Xe1JE/F7SdGClpCERsYI0e9270K03sCEiohAzXwxcViVYhnSva6u0m5mZbcM5zGYG8ARwSBfHeAnoJ6nWzO0aYAIwU9Jxpceiwdi7AL2Agfn7RaSUiorhua3oBOBrkk4tNuZ868G0T+kwMzOryQGzmQHcAxzflQEi4hXgXuBaSX0l7SrpY6U+84Ezgdskjaw1lqRxkkZI6iGpN3ANKeB+JneZDVwoaaCkAcBFwKzSMIuA8cA0SacU2kcCSyPC+ctmZtYhDpjNDFIAepKknl0c5yzgTeBZYAUpj7idiHiAlFs8R9KRNcbpA/yAlJv8PHAQML6QtnEdMAd4EngKuDu3lc+1kDSrPUPSibn5TGB6MzdnZmbdk1LVJjPr7iRdAayIiO/t6Gt5p0jah7QQcUStnGkzM7MyB8xmZmZmZnU4JcPMzMzMrA4HzGZmZmZmdThgNjMzMzOrwwGzmZmZmVkdDpjNzMzMzOpwwGxmZmZmVocDZjMzMzOzOhwwm5mZmZnV8f+MLSFTFv3ivwAAAABJRU5ErkJggg==",
"text/plain": [
"<Figure size 432x432 with 13 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"ranges = list(data_min_max.values())\n",
"variables = data.keys()\n",
"\n",
"format_cfg = {\n",
" 'rad_ln_args': {'visible':True},\n",
" 'angle_ln_args':{'visible':True},\n",
" 'rgrid_tick_lbls_args': {'fontsize':10},\n",
" 'theta_tick_lbls_pad': 30,\n",
" 'outer_ring':{'visible':False, 'color':'#d6d6d6'},\n",
" 'theta_tick_lbls':{'va':'center', 'ha':'center', 'fontsize':12},\n",
"}\n",
"\n",
"\n",
"fig1 = plt.figure(figsize=(6, 6))\n",
"radar = ComplexRadar(fig1, variables, ranges, n_ring_levels=4, show_scales=True, format_cfg=format_cfg)\n",
"\n",
"# custom_colors = ['#DDA0DD', '#F5C6D1', '#FAF7B6', '#C2F2FF', '#3CB371']\n",
"custom_colors = ['#DDA0DD', '#FFD700', '#87CEFA', '#3CB371', '#F4A460']\n",
"custom_alphas = [0.35, 0.2, 0.2, 0.2, 0.3]\n",
"\n",
"for g in [4, 1, 2, 3, 0]:\n",
" radar.plot([i[g] for i in list(data.values())], label=f\"{methods[g]}\", color=custom_colors[g])\n",
" radar.fill([i[g] for i in list(data.values())], alpha=custom_alphas[g], color=custom_colors[g])\n",
"\n",
"# radar.set_title(\"Radar chart solution with different scales\", pad=25)\n",
"radar.use_legend(**{'loc':'lower right', 'bbox_to_anchor':(1.6, -0.12), 'ncol':radar.plot_counter, 'fontsize':14, 'ncol':1, 'frameon':False})\n",
"\n",
"plt.text(0.56, 0.56, 'N/A', transform=plt.gcf().transFigure, fontsize=12)\n",
"\n",
"# plt.show() \n",
"plt.savefig('./radar_compare.pdf', dpi=500, bbox_inches='tight')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"id": "r1RNvBrjsTws"
},
"outputs": [],
"source": []
}
],
"metadata": {
"colab": {
"collapsed_sections": [],
"provenance": []
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
},
"language_info": {
"name": "python"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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