diff --git a/demos/5) Model Export.ipynb b/demos/5) Model Export.ipynb new file mode 100644 index 0000000..c5874f5 --- /dev/null +++ b/demos/5) Model Export.ipynb @@ -0,0 +1,214 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Here we will demonstrate how to export a trained model and load it outside of the datajoint pipeline." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Export trained model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First, let's load and save the model state dict we want to export." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Connecting zhuokun@at-database.ad.bcm.edu:3306\n" + ] + } + ], + "source": [ + "from foundation.fnn.model import ModelCheckpoint\n", + "import torch\n", + "key = dict(\n", + " data_id=\"e39f2b0628b9d8da2177fb7eb7a1073a\",\n", + " network_id=\"89e60439a60a69b534673310f5948108\",\n", + " instance_id=\"3b38faa5338da5d7cdccc283942b22c6\",\n", + ")\n", + "state_dict = (ModelCheckpoint & key).parameters(\"cuda\")\n", + "torch.save(state_dict, \"/tmp/model.pt\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Load trained model" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Second, we will import the corresponding model building function in the fnn package and load the exported `state_dict`. For the above `network_id`, the model building function has been implemented as `fnn.model_loader.cvtlstm_model`.\n", + "\n", + "For every `network_id`, `data_id` pair, a separate model building function and data preprocessing function will need to be extracted from the foundation pipeline and implemented in the fnn package for datajoint-free model loading." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "from fnn.model_loader import cvtlstm\n", + "state_dict = torch.load(\"/tmp/model.pt\")\n", + "model = cvtlstm.model(state_dict=state_dict, device=\"cuda\", freeze=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generate model responses" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's then generate some responses from the loaded model.\n", + "\n", + "We will load the stimulus from the foundation pipeline as example stimuli but they can be any gray scale video defined by frames and frame times." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "from foundation.stimulus import video as foundation_video\n", + "import numpy as np\n", + "\n", + "stim_key = {\n", + " 'data_id': 'e39f2b0628b9d8da2177fb7eb7a1073a',\n", + " 'network_id': '89e60439a60a69b534673310f5948108',\n", + " 'instance_id': '3b38faa5338da5d7cdccc283942b22c6',\n", + " 'trial_filterset_id': 'd00bbb175d63398818ca652391c18856',\n", + " 'videoset_id': 'acb04adeca72c460a2c5849c22630b14',\n", + " 'correlation_id': '9d7c0855cf673c141729b0af5844857b',\n", + " 'burnin': 10,\n", + " 'perspective': 0,\n", + " 'modulation': 0\n", + "}\n", + "\n", + "# load videos as gray-scale frames of shape (height, width, 1)\n", + "# videos\n", + "v = (foundation_video.Video & (foundation_video.VideoSet & stim_key).members).fetch(limit=1)\n", + "frames = [np.array(f) for f in (foundation_video.Video & v).link.compute.video.frames]\n", + "frames = np.stack(frames, axis=0) # (frame, height, width)\n", + "times = np.arange(frames.shape[0]) / 30 # (frame,)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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GN7rhcNi9/fbb3UcffXRgGx7OeXC+IJ/Pu9PT0+6xY8d2vNfDOw/OBb761a+6ANzf//3f77n+P/7H/3ABuHfeeefA5z288+BcodFouJlMxn35y19+Vs95OOfBucBrX/tad3R01K1UKj3XP/axj+1YO991Pbzz4PzAqVOn3FQq5b7vfe/b8V4P5y4svKidEK7rum94wxvc4eFh92Mf+5h72223uT/1Uz/lAnA/9alP9dz37ne/2/X7/e7s7Ky51mg03CuuuMLdt2+f++lPf9q95ZZb3Le97W1uIBBw77jjjoHv/dKXvuR+7/d+r/vXf/3X7i233OL++7//u/szP/MzLgD3Yx/7mLnvp3/6p91oNOr+6q/+qvulL33Jve2229xPf/rT7s/+7M/2HO75N3/zNy4A97u/+7vdz372s+5tt93mfuxjH3Pf+973nqeZ8uB8wc033+x+/vOfdz/xiU+4ANwf+ZEfcT//+c+7n//8591arWbu83DOg/MFf/Inf+ICcN/0pje599xzz7Y/CR7eeXC+4Kd+6qfcX/7lX3b/4R/+wb3jjjvcL3zhC+5//s//2QXg/uqv/mrPvR7eeXChoN/B1B7OeXC+4O1vf7v7/ve/3/385z/v3n777e7HPvYx9+jRo24gEHBvueWWnns9vPPgfMJb3/pWd2hoyP3d3/1d95ZbbnH/4A/+wA2Hw+5b3vKWnvs8vPPgfMLnPve5bWutwcM5D84X/PM//7PrOI77yle+0v2Hf/gH99Zbb3V///d/343H4+7ll1/ubmxsmHs9vPPgfMCjjz7q/vZv/7b75S9/2b3lllvcP/mTP3Gz2ax73XXXbXOGeTi39/Cid0JUKhX3F3/xF92JiQk3FAq5V199tfvZz352233vfOc7XQDuyZMne64vLS25P/7jP+5mMhk3HA67r3zlK7cpHDZ48skn3be//e3u4cOH3Ugk4qZSKfflL3+5+7d/+7fb7v3EJz7hvuIVr3BjsZgbiUTcw4cPuz/+4z/uPvDAAz333Xzzze5NN93kxmIxNxqNupdffrn7R3/0R2c3IR5ccDhw4IALwPon8cvDOQ/OF9x00019cU4ntHl458H5gk984hPuDTfc4GazWTcQCLjpdNq96aab3E9+8pPb7vXwzoMLBf2cEB7OeXC+4A/+4A/cY8eOualUyvX7/e7o6Kj7tre9zb3//vu33evhnQfnE9bX1933v//97r59+9xAIODu37/f/fVf/3W30Wj03OfhnQfnE97whje4sVjMLZfLfe/xcM6D8wm33Xab+z3f8z3uxMSEG4lE3EsuucT95V/+ZXdtba3nPg/vPDgf8NRTT7k33nijm8lk3FAo5B45csT94Ac/6Far1W33eji39+C47v9feNIDDzzwwAMPPPDAAw888MADDzzwwAMPPPDAAw888OA8wuATrzzwwAMPPPDAAw888MADDzzwwAMPPPDAAw888MADD84RPCeEBx544IEHHnjggQceeOCBBx544IEHHnjggQceeHBBwHNCeOCBBx544IEHHnjggQceeOCBBx544IEHHnjggQcXBDwnhAceeOCBBx544IEHHnjggQceeOCBBx544IEHHnhwQcBzQnjggQceeOCBBx544IEHHnjggQceeOCBBx544IEHFwQ8J4QHHnjggQceeOCBBx544IEHHnjggQceeOCBBx54cEHAc0J44IEHHnjggQceeOCBBx544IEHHnjggQceeOCBBxcEAru98Y1vfCMcx0EoFEI4HEYoFEIgsPm4z+fD0NAQhoaGEAwGEQgE4DiO+S0QCCAUCiEYDMLv98Pn8yEUCsFxHDSbTWxsbKDdbqPb7aJSqaBQKGBtbQ2NRgPhcBiJRALJZBLxeByRSATRaBSxWAzhcBh+vx/dbhftdhuNRgONRgOdTgedTgdra2tYXFxELpdDs9mEz+eD67poNBqoVqtot9sYGhpCIBBAJBIxbUejUcTjccTjccRiMTiOg0gkYt4fCoXg8/lQqVRQKpXg8/kQjUYRCATg9/sBAK7rIhAImHG1Wi24rouNjQ0zXsdx4Pf7zX2u65p5azabZv4cx4HjOGi1Wuh0OpsL9//Pseu6Pe06jtMzz9FoFOFwGN1u1/QDgOlXNBrF0NAQGo0G1tbWkE6n0Wg0sL6+jkajgXq9jnq9jkajYdpoNBq47bbbzhMKDoarrroKjUbD4MvGxgZarZaZz263C9d1e54hPnQ6HSSTSWSzWQSDQayvr2NhYQH1eh2hUAgjIyMYGhrC8PAw/H4/Tp48iVAohGPHjmFsbAz33nsvnnrqqb59c13XrLfuB9eF68k1DAaDOHLkCE6ePIlarQYACIfDOHz4MPbt29eDz8RjANjY2DD43W63e/BK7p9ut2veyX44jmPwKBAIIBwOY2pqCu12GysrK9i3bx9GRkbMu/n+drsNAGi1Wj040W63EQwGEYlEEIvFEIlEEA6HDR42Gg0UCgWUy2XznePQ85fNZnHDDTegVCrh/vvvN/uG8yfvBYDl5eXdI885wtLSUs97iWf6muyXvG/Q767rotPp9OCG67qo1+tmPxPPi8UiOp0OotEout0u1tfX4ff7MTw8jFAo1NMnguM4Zg1tY+g3r7rPtu/6fXrf7fT8oGfk/pF0TYPtmgbbvPQDzrfss37Hu971rl2393yA+032Tf4nDbHNpZ4z/b/T6fTMC79rnJTXiUcSd7rdLjqdDnw+n/ld3sd3si32S+KkfK/tM+8hzZDrIu/XuCNprpzL3eClvHcQjnJ/+Xy+bc9I2iv3C+dKt6fXUj7rui5+6Zd+CXsBl156aQ/P8Pv9Pd/7gY2OOI6DTqfTw6Mo53BNtWxIXOE1n8+HdrvdI7/oOeR9sr9+vx/BYBDBYNDIcZlMBvv27UM8HjeyDwBUKhUMDQ0hk8kglUohGAwilUoZOY59kLyM/LtYLKJarSKZTOLAgQNIp9MIBoPodDoIBoMIhUKGF3IcXGvKx3J+arUaut0uMpkM4vE4fD4fNjY2zP2UEf1+P6rVKqrVKmq1GtbX183c1+t1Mx/BYBDdbhehUMjwinq9jrW1NVSrVdPHdruNQqGASqWCQ4cOYXR0FCsrK3jzm998Tnh0NvCtb33L4Av/JMj9pUHTd957tnRf4uxO1/mb5NH9eNrzBds7dtqP8nfbfBKIi/o5Od/NZhNnzpzBo48+iieffBLtdht+vx8bGxuo1WqoVCoAgKuvvhrXXHMN9u/fj2w2i0Qi0aP7yfblHGk66bouDh48uOO8nA+oVqvW6/34Zj8ZpJ8MJX8fJGcRV2337dSXQXKRbt8md9va6Cf/DZLbbP2W98sxDnpvv+9aJhg0BzvNIUHTiLe85S240BCNRnv0QPbrh3/4h/GqV70KH/jAB+C6Li655BK8853vxNe+9jXcd999KJVKxk7gui58Ph+y2Szi8TiALbmCfM1xHOTz+W04zr2dSCTQaDTQbDbhOA6OHj2KSCSC48ePo9VqbdurgUAAmUwGruui2WwafsN9XigUzDukbEodJZlMwufzoV6vG709GAxiaGgIGxsbKBQKxq4g8cfn88Hv9xsbBuUE8vdAINBj/6CeLOUIOT+keRsbGwCAUChk7FeSt/JdWq5otVrGXsT3Dw0NGTmTPLnRaBgbTbfbhd/vx/T0NJrNJsrlsrFhzM7Onj/kGgBXXXWVGTtlMmmf4jxHIhGk02nE43EMDw8jEAhgbm4O+XwenU4HQ0NDaLfbRibhPPj9/p755vzznZwr/gbA2CCIa1w7tmfjRz6fD51Op8d2FgwGe/DfcRxEo1HTHteI7yR0Oh20Wi20222DB/IejmFjY8PYNTlP8h7iEvFAtk9cp22Rdkf5O3GZz66vr6NWq5n5otxI3AfQs0e73S6azSa63S5WV1dRLBbh9/sRi8WQSqUQDocRDod77IUPPPDAuSHSWcLNN99sPksZZpB81o/fyHkrl8toNBpYWVnBv/7rv6LZbKLZbG7Tm2OxGILBoLGXsR2pY7AvUv+Q88y+E0gj5DWpq0SjUSQSCbiui3A4bOzEgUDA2FB9Pp/ZY5lMBoFAACsrK0a/oK0nkUggFArB7/ebvlEXIZ2pVCo9NkHaQ+W88z/3SjAYNL+Hw2FkMhmMjY0hm80im83C7/cb+Y5rsbGxYex4gUAA8Xgc2WwWw8PDhg9xfVqtFprNJur1uuEXtVoNn/3sZ/uuO3AWTggyhaGhIYTDYbO5OEhN2Gn4lIoh7ychlMY4EkoOwnXdHmcAlcpYLGYMnyQQnPB2u20ITK1WQ7PZRKVSMUjFRXAcB41GA6urqwA2Ccn+/fvNpHOMQ0ND8Pv9SCQSiMfjhvlubGxgbW0N9Xod4XAY8XjczAOJD5GZRLtarRpED4VCiEQipr/SSUGHB5kjjR6O42BoaAiuu2mklQYdMlpeJ3FzXRfFYhGBQADBYBCxWMwIRNKYz3dedNFFxskQjUZRrVYNM+AzZK57BZVKpceoxPnUxjHOBa9REOAGJY7S4cJNEw6H0Wg0MDw8jGg0agSme++9F08//fR5HYvrbjrAnnvuOczMzOC5555Du91GvV7HqVOn8IpXvALj4+Om/2T87XYbzWYTjUYDGxsbxinEP67lxsYGms2mmSNt7OYeq1arOHHiBABgfHwcyWTSEDziDZ2DFPgikYjBI85po9HoIe6JRAKRSAS1Wq2nX6QFNuNBLpfDN77xDbzyla/Eq171Knzzm98066UN05KIXkjQ+M39pRmjNixynw5iqBT+9G/RaBStVgvFYhGVSgWJRAKTk5MolUpYWFhApVLB+vo6ut0uZmZmMDMzs00Aku1pYyiNgP0UZHnNZlCmciGvawVXG0+0ocb2bknfBinX/GwzamiQ6zeoXT1mKeC9EPB86aqmhQTbWkvDnZxXKmN6Png/BS/ilfyu/+R1fY90MJAukV5JfqaVS9u7bNcoXMrx25xoGj+Jj7JvnAu+h591G3L9NM7pNZCfNY72MxztFezGASHlD2BLaWTfNa1wnM0AFvInAn+jAsD2hoaGDI+hQV0qAfK9UlHx+XxGPozH4wiHw1hbW0On0zEG/lAoZBQGACiVSggEAobv+P1+o8Dx3eFw2DiKqWQMDQ0Z/OS81et1M37OAWU8KizcY1Qmzpw5g1arhWuuuQbRaNSMlfIi58bv9yMejxsnSy6XQ7FYNGPSSlmn0zEyXzweRyAQQD6fh9/vRzQaxfr6OkZHR9HpdDA8PIxms4l0On12yHKOoIMzbE4H7ezTBgrp4ATsvK8f/dfvsYGmH/2u6d+eL9j6rdu2OR103wbtY+n8kU4L6kDVatXgkq0fDEKhriH3pc15ovtvM1DvBUgjHPshZdNBc9YPH2wyju1++ZvkWYRBRnv9m35WglyPfg5wjfPaKWR7j6bn8ndNl+U1/X2QY0TPh+Qj+p5BjkCbrCnlnr3GO9kHx3Fw8OBBvOlNb8I//uM/Gh3+iSeewAc+8AEkEgmkUin88R//MZ599ln83d/9Hebn500gJrC1rvl8HoFAAIlEwugIEjhH0WjU2BsIDLCTNhRJD5LJJFzXRaFQwNDQEOLxOGZmZjAxMYEHH3zQ3C/f4zgOEokEYrGYGRdtJgAMTSEPpq2EdEbyOsn7OHdcN214lLYl/pf8ttPpYHV11fBU8nm/349QKGR4PXk7+TBtV/F43Oi0DCBg0G06nUYsFkO1WkU+n0ej0TD7+/Tp08hms5iZmcH8/HzPeC40UAaWtji5XpwzGegqHUC236QsrPV6ycelnY8w6DkbL+Jv8rOmbXKsXG9gS4/R9JzyvOu65h4Nso+cD+304jtlG5RFSGdkULLcH/yN76G9h/POz5SLpW1G95c2LmmH5b7hHO82qOh8gY3n22w/OkhLOyw41+vr6yiXy6jVakilUkbG1roH3y3twZx/TS+4N+jgYn813wLsuCT1Xtp02Zbf7zc0IBQKmUB2BvIST8LhsHlvp9NBo9EwNnZtI6KeEQwGjY1ajlEGD+q10DI2bfWpVAoTExPIZrMm0JXvqtVqZg+HQqEevkFnw8bGhrHT8V10tBKvd2NLOSuKSOSWREoyC17nb3JjSGIGbHlA6c2Twi8ngF49RuvTEREOh3u8O9Iz3u12Ua/X0Wq1zO+MMCMyEDGXlpZw8uRJVKtVrKys4GUvexlKpRKazSbi8TiSyaRZrFgsBp/Ph2KxiJWVFbiui1gsZgyBRAJpSKlUKsbYTcWY3iwamdlOMpk0TgRGC9J7xvalc0ELtPF43LRJxGA77EutVjN95rzRM7u+vm6U1Wg0api0ZNZUnKPR6NmgzfMCW3QwiYZEcl7XhlZuFgoVkUgE1WoV3W4XGxsbSCQSZh2SySTa7TaeeOIJrKys9GwgGxHXiqK+xyY8O46D9fV1VKtVHDx4ECdOnIDruqhUKlhaWsI111zTo6BIhwodbHSy1et1VCoVI3xWKpWebAkpNJHIS8U9FoshnU4bYkg8Y/uVSsXgLfGPDJTeTjoiSDzpQIvH46bPjLyxKQUAsLKygnvuuQevec1rcP311+P+++83BE5GcEvP64UEKTAA2CZkEGyClMYHaVDQ86+NDcTXpaUlnDp1CocPH8bMzAyi0ShOnjxpMlFOnjyJjY0NHDp0CLFYbFvfdF+04LKTQKIZoPyTz1I42mmf6N+0kCL7a8MTW9tnI1TZDDpaQbYZIl4oRdUGNuFo0HU5Btu8aTzV8yF/0wYTKXxJGmzbNxLX5fsl7mjckvigaaFsg7xN9pX3SRyWisEgXJU00ja/NoVGvlcbRGxrYFsv/V06UPYKdB/ldWD73gV6DXha2JQyoKR9zMokX9cKqQywcBynJziDv8v7JR2lMN5sNk3EEOWVRqOBmZkZkxkgFXSpBLTbbeOQoFLBYIBGo2EMMTLKjwoGnSa1Ws3wSmBzH7A99r/T6SAUCiGdTqPdbmNubs5k+clILsq+0lACbDppRkdHEQwGTcSszFAOBAI9mYjRaBTDw8PGucO1SCaTcBzHyEUMzLnQII0xg/aX3jc2HmvjJ1oBllGx/ei8/q75k+yHzeh5Loq+bq/fXPS7NugZaRCi0iyVUv089wENhpT7aciQxhk65oib8l22vuzU970C6XwHtviQdk4Q+vGLc11vDTZ5x9auNtTspi/ScCV5o2zP1p9BMpjucz9ZU8uFEmxyo+39eq3k3Oi9PogGaFqw1yBlEWDTEP+TP/mTePTRR3HHHXf0ZAcCm07xWq2Gz3zmM3jXu96F//N//g9uueUWfPGLX9zm/KdOxMxp21zRqc0MCS1n6fsBGH25UCgY/tZoNJBOp5HL5bY5Ozi+aDRqeArpCQ1lrrsVQMgAt2QyifHxcUSjURQKBayvrxubkNaRyONl/yVuAzAOA855tVo1WVwEmeUv18d1XWQyGYTDYSwuLsLn8+HgwYPGjsTgBBnx22q1EI1GjY6cSqXguluZ7Y7jmKoeBw4cwNra2llgzvMDm6FXAufPdo1zreVfGuX5X4IOVhqkr9kMpgB66IjNfgJs8SW2w/sJ2rkgaYOkW9JBYOub5JU2vqZtmqRp2vAvn2GgDP/4PvmM7J+0/0lc51xQZiWOSvmP67HXPFYHIMlr/eZG03qfbzODanl52QTXUBeQhnzNg0hj+gWEyXmXVWjYF6mP2Ggpn5VBU5xv13VNZo10QrCaj8yKaLfbSCaTPZkzDDZuNps9Ti/STAL1E+IE7b10FEgeyDHKPc1r2WwW09PTSCaTJiA9HA6bOWDQK7+zL7Qpcg1kuzoTjfMxCM46E0KnrskBygWTHkRJNAhkTlRIqQQyfSYcDpsoLpZ7ocAriYfjbKV9+f3+nuwDGlqDwSDGxsaM5z0YDMJ1XUxPTyMYDOK5557DiRMnEIlE8PrXv94wLFlqZn19Haurq6hWq6b0lFwc13XNRiFiRSIRTExMGA9YpVIxDDAUCvWUcCIStVotc40eMWCrfJKMaJapbpxvZktwDBwr0yqZIkOPPwkCU/M3NjaMYZoePrbLSHub9/hCgSQQmmk5Tm8EpXRIkDhR4CFB5rgYkcG14LzXajVTHkGCFrK5+WTfNEGUuKENMktLS7j44ouRSCRQKpUAAA888ABuvPFGE5UoHX1yXNz83DPr6+sGv1girFKpoFqtGgeFLF9F4iUjawj0rFOICoVCqFQqKJfLJlVM4j6JJlP1G40GIpEIEomEmX/XdVGr1XqYNOeN/3O5HL7+9a8bR8S9996LRqNh1lemV15o0EZXgmRQ8l4dCTJI0ZHtSnyQURyJRALNZhNPPPEE6vU6jhw5giuvvBKTk5OYnZ3F8vKyMVgdPHjQzLUWUOR3KtqScUjc7NfXQcot36EVYgA9c2JTsPsZc9jeTsri2RoBdjNeW4beCwlyfmxGHd1H29xyLmXEh7yf123v0rSOz9sESJsjQgvycv71uksBRiogfIdWOuQ49fd+fSBN7mdY0gqHNJRoHJZGN/mufuulwXafXr+9AvID9sGWtixlPEmz+u1T4pwtI0IGQHBNpEzBz8Fg0PBoOsFtxitZHox957VarYZsNosDBw4Y/iGNq7KflGelkiR5MDMrYrGYUTook8mySXw330G5Q8p5UimYmJhAJpMx8l8ulzPypN/vN5GWHD/lMb/fj5GREcTjcRPlyvdyjhkIA8DI0FyfeDxuZEz2ca9A4pvmIbwu+ZS8V/NmrfBKPJXfSUP6GZwJ/Zyqun/9eJl+/yCwGSr6fdagDf/9+sj17RcRKftNWZntc65kGz7fZpmKWCxm9APqgTuN9Vzm6EKA7KtNPpF9tRnv9Od+vEj/t7WjDWn9+JPss43uyneQrvJeyau5f/R66ffa9prN6d9vjHqONR/Y6f22z3qcZwNSJ9tLkPPNz3/9138Nx9kMSJO4JmW2//iP/8Cdd96Jl7zkJfj+7/9+jIyM4NJLL8Xx48extrZmjDztdhu5XK6ndBPB5/MZB7MEm9xDYJZCqVQysmGn08HU1BQajQaeffZZU/qGQWiu62JoaAjpdHqbI4q6Jw1rdIKzOkOr1UKpVDL8KxwO9zgJtLFYGro1UJ4lz4vFYnBdt6dcySBZmnLG6OgoyuWy6bMsqeTz+UxmCW0+zWbTBKz6fD6Uy2Uz5z6fD9VqFU8++eSelZ2T80EZxCazch9K+xzlB+l09vv9PbYY+Z+fbYZ/DZomso/62X57XDpj+V3TJ5tNUvdR3qN5kaTH/NP3yOuSDsq9bpNr2A/5HPeYnldek3KqBtpppL2VfWNADfu7V0CZn390kDYaDQSDQYyMjPTYcbU9gdU66Ox0HKfH0bKxsbFtzvis5EccM++VtiTp3NFBFrS1yjWkrK7lA21oj8VixjnJSjnMGmV5LlbnKRQK6Ha7xibL/SWPOnDd3qomxAU6HKizsE8y65r2W9Iw3hcMBjE9PW1KsHKutCze7XbNsQCcR9rzSPNkGTXOB4Pl6SzZCXbthLAJsVLA1ZuInZDeO7mRteJAY2qn0zEljnjugyyNJIGIyYG2Wi2sr6+bOrd0QshSSmybZwE4joNUKoWxsTE8+OCDSKVSuOmmm4xxttvtYmVlBadPn+5J06MxnkK7LPETDAaRSCTg9/tRKBRQLBYNk2YdfSK1JC5kzFIZIAISIahoS4MQF57/6azhhgXQU4eORmtuEpYpYsTA8vKyyR5hOiLPTdDergsNNoOn3izAVoovibpkdLKOIOdGplUGAgE0Gg0TgcLnBxmKJF5rJUYyGD0OucFPnTqFmZkZkxmzsrKCb37zm3jta1/b824yWk1kuZ5MpZLOgGq1imKxiEKhgHw+j1KpZHCKUSjpdHqbYZ8RHu1225SsYJ1RZimlUinjnCPOsPQZPfAsoybnhRko0rMr17dQKODOO+/ETTfdhFe/+tX4xje+gXq9bsa4G4J2PqGf8jPI+GYTPGxKj01A6nQ6KJVKOHHihDkPYnl5GeVyGZdeeinGxsaQTCZx6tQpnD59GouLi+h2uzh8+LCJ/gG2jOj6XZo524w8tudkxIFuj23oZ7XDw6Zo6f0l50QaL/Uz2ijVb471/Pfbl9rptJMjaa9gN2MadJ1j0lFHkkZpZyqfk8oL0BtNbJt/2TbbkIKJnmdJR2UkkC7TpO8l9IuilLRxkAPBZljSxkkt0wxSfmz7Q/dL/9aPx+w1SKVL9kc6p6RQrnFPz6c0pGgcIX+WjgBNV6U8FIvFjJwHoCdV3RblRyWi1WphdHTURP+zz1Q2aHDXcpQt25eyL8+m4P3MMnAcp6eMknwXsJUyTQWBJSHlOU4+nw/pdLonCMB1XZNZwZrU6XQamUwGQO+5YAwokQ6kmZkZrKysmLMgEomEWVPKQeTXVCqGh4efJzbtDqQsL+Ub2z0aj+R9NjlC37MbHmF7r75f7n8JZ7vvdws2Q8pO77bJyIPkZmD7OKXxSRuICDooTDtEbHO918bf3YBeH2k8kaBpnOZz/drWPEy+s993G+jnJS+2tS2vabpuo+G2Mdre209GPFewtSnb1npTPznQto62vmo7xF6A7O+VV16Jn/iJn8B//+//3ZQatgH72Wq1cM899+D+++/HzMwMfu7nfg5vfetb8YEPfMCsFbP+5JjYLo3lNlzRtIB7Pp1Om0x3ygE8/+j48eNG36MjstlsotPpmLOR2A/qevIzaUs0GsXExIQ5P6nT6Rg+LTP+9Hz0o7X9QMqXHJ+UTaQ8yqCFEydOwOfz4dJLLzV7h1n/wOa5hJFIBMPDwyazU9oYaGvy+Xymvjr7e/LkyV31+3yAlL/1vpdzIe+X17XjQj43yBEk7+9HU9gPyv391lXrZkCv7LBTsJumHZwPKdvZaAJ/s4HMZtDP0ZBse5b3yDMxXNfteYbjkY43GdTCvUQdXweeSJnJZpvdC5Br1m63sbq6as6P0cEvnBPKpRsbG+acBHnuBu2i+XwexWLRzI2UUaTdg/PUL/BCPiPLZkn5We4Hvo+/8Tvnnf0MhULm/DjK8swuoLOi2+2a4wJoN6tUKvD7/cY2yb5x/elEleceA71ZP3pPsT8skcTyrGNjY7j00ksxNTVlSsrKUueu65rKQ81m05xdy7ZldRNpE5a0QwZj7QTPKxOCiCE3Iz9LJU4r72QyZIysi8/yQyybI+v4y3MliCyynJA8C6JYLJrURB5qzTR0RsAzw2JmZgZ+vx/j4+Pw+/34j//4D+TzeVx//fUIh8PI5XKoVCqmHwAM8pDwtVotU0KK6XjLy8tmw7EuGJGBCCzr3rvuVr0vEkVp7OeGkJEFBDocXNc1JXpI2FhiSdYvDofDJpKhXC5jfX3dpA3xXAse5p1MJk15JmYM7FVEOmCvV6kRW+OYJjp0NnDOw+GwMZhLJZxRg9pQJkFHLdkEYMkwpMMI6GVyjUYD5XIZmUzGlPh6/PHHcc011xgDv3QwScalI1R9Pp/xtPJAzsnJSdRqNRQKBeRyOeTzeZMh4fP5TIkxjoUHPzUaDeMwW11dNTX4eGbBxsYGkslkT1YEjSXSK0xHohRCqtWq2bdaqXccB8ViEbfddhtuuOEGvOY1r8E999xjCDkPRNwLsCkzNuWH92kaZxP6CTZjLAXzdDptDofnHOXzeZw8edI4BkdGRrCxsYHZ2VmcPn0aGxsbuPjii41xSjut+glq7Kfuo22cMrrBNhZJn+S8aWfEuawB29PXNOykVPbrv3yfNiC+mMCmaNiEak0r5RqSTgK9+KFpsMYr2bYGCv78XT8rgfKBdlz0G59+j2xDKmHaKCHxUs6f/KyfJX7bDCME7aTRv+t+9jPW7aXBjmssHQA2uicdEdLRP8hwpUHTVYKcE6mIyQhrPe+y/7J9OuSLxaIRuplyrNOkqRCSZ/N9zLyjoV4aUIhfjI6k8zidTptDrmV2BoAeWk7ZNp/Pm/77fD6ThcrsBzpTXHczirRQKOD06dOmRJPrukbOZv/Y12538yyLiYkJhMNhk4nIsk4ykp1lm1x3syTlXoCUnzRf4nXb537t6D2jeauNF/fbl/3ea+vH+d6ntnfuxDelwqxptZ7nQe/Uc6b5t9yX0ulmk4U19NvvtjHvJfSTfeT/foq0baw7ySf9ZBrJW/rxUt03m4FuN2DjqzaHrm1MUjbsx8NtIHHD1meJawSbE1vPn5aj95Jv7hY4NgB45pln8IUvfKEnwnQQyLU6c+YM/tt/+2/m7EZgMxKaQY42WF9fN2Wted6h1pPlHCcSCfOcDAq4/PLLMT8/33PeAQMbmRkoyzTTriOd7HxHOBzGxMSEOZ+S/I34LzP3aBvqJ4/LtZfPS74LbBp+p6amDE7JA6Rp5ON3n8+HRCJh+sc+hMNhVKtVoyNXKhWMjIyYYD55jmI0GjW6NWWEvaZzkrdq3sDf+z0njbt8TpYJ5W/96JXkCxKP5D49Wx4gxyB1bP7Gz5Tp5J/mbTYHC4FylXyXBspd8jebs6tfu/Ka1i9sFTBsxnQa6SnPUlYNhULodrcyQuRY9wKkrYC2UfaVga2aF9Iwn8vlUCgUTMC1xJ1Op2POT+Nh6QwsZ2Udzpssv8Y50vhJ3JXnKwDbAzsoV/OznE/aE7vdrjlHl3udQVakL3QMpFIpkxHBTCo6a6VdmWWZ2Dfa2NgP2pM5DuownGceJwBs4hBtS/v27cPU1JT5TT5HZzH7yrPjGJwtS9lpvZA4L6/txo6yaycEDd06SszG0OR/aYCSHaRxlgojjW402EciERNtzXdLJVEalmk8bbfbWF9fN4cDyf5K7xAVPhLW6elpM84nn3wSx48fRyKRwP79+035Jdbv4gJIBwoRLBgMGqM+D0akUiqRRHrtOp0O6vU6CoUCFhYWsG/fPkxMTPQIe1T6iYxaUefcyrrBTIUpFosmrZBZJYw+cBwHmUzGMNRisdgzR8ViEaVSyXjogM10oyNHjuwWbc4LSMF7kJID2A1Vcv78fr9JjaIiT/xk6pd+rwTJWG1MVK4zNyCFEymIcP3y+Tz279+PQqGAVquFubk5zM/PG6eYdGhohwzxW+5D4gYdLDxQLJvNYn19HaVSyXiTKQiTmNHrydqW9Xod5XK5x2jpum5PHUJ5pkSj0TBt8n5mIvHZbrdravrJ9eRnn28zeuT222/HTTfdhBtuuAGPPPLItjqeFxL6GQf173J/yj05SEjqp9CRGcbjcWQyGePsYYozs6+oCCSTSVxzzTVYXl7G6uoqnnjiCWSzWUNzmG2l+2sbCzC4Vq72tPOz/hs0d/2cETZBzQYS7+X79F63gb5XGl21cjzIWPOdDv2MIrY10QqozQgs79UGEF6XQsZO6wBslV3SOMDrEtds/SAvJ03v9y7J821t2cYObHfQ8L/NQCev94vWtvEQ2/slX9iJ/pxvkMqOFPzlb+ynpMG72W87gaSTXC/ZjnaMsA9SKdBrSGg0GlhYWIDPt5n5MDIyYuRKvkemK9PhD/Sef8bfZfQZ+yrLVdKpQcc8DRvsu8/nQyqVMuUoXHfz0M92u41UKgVg06jU7XaRyWSQzWYNXw6FQojH48jlcuZsL/aVASjMwiVQweG5apSt5fg4h1S09kpZ1Ur6ToZeLZdpsOGApvu233fLi/rt451wfCdDSz/clb8P6qM0eOjPwHYne78+2ugj94M0JgKbuBOJRHpKKuw0Hk0Xd+rThYKdaJa8R+NcP96o+aK8ru+R79LXtcy4k0NAX+sXAKCfs+0H+bt0BmgHrzZoatnJtvb9+sD25bNyjnaSTWUfdvtePZa9gFQqhVKpBMfZNGjfc889Z/Vu3stgzPn5eYTDYTNfExMTJktd8htgc+7K5bIpfURDmTSYOs7mYdLU03K5nHl3p9PBlVdeifX1dVMCSgJ5XyQS6emvLLdNmkQj9ujoqOFDwNY6Uu5pt9soFot4+ctfbvobj8fx4IMPbjPG8j38T52YRllpmGV/2T+WP2R0MUsoNRoN41gBYIyELGvF93c6HeRyOdTrdZNxKfVUOiICgUBPuam9Bs1nNX/Q/IN9ZkCDTVbXjm/9Ln1dv1fyHBtP0PK2/I1tMbtUjkFmOGh5XNNa7UDQfdBzI++TdhfuNVnah79Rr9HjlbRN6lHyOT1/XA/SRn12k1wXaQCWhva9AKm/+P1+c6g7bZ1LS0tGBqcTtVAomOwrzgPlb+5vjveSSy5BsVhEvV5HPB5HJBIx9FWep8a5YnuccznXNgcZfwO25GTpsJI4QXmbGWEsjyXLFMmyRZSdZKa+LOnG8dMWzneyyg8AE6QvnUy0f/t8PoyNjWFmZsY4Z0j7aZPmHMkscI6LDixgc4/G43FTWkra/Xw+n9GD9Pxo29hOcNblmLQHUC6uTRgmaCMqnRD08LD+LRkazyxgBoR8p/Q2cnF4MGCxWESlUkEwGEQymTQ1CjudDhKJhFk8Koj0WpOgTU1NIZ1OY35+HrFYDJlMxgjiJDJcQH7nIbw05g8PD2N8fNxkihD5OG4yP6Yxrq2t4dvf/jZyuRyq1apJy49EIuYeSVT0/PL3UChkota1R5RjYGo/FWZGNcmDCVlyh5kZPFNgfX0dV111FdLp9G7R5nmD3BBaKZT/HccxayLvI5HhJuW8RCIRs3b79+83aabcYJIpcZ6kIuI4jhFytOcT2IridBzHtEtiI4G14biejUYDq6urhlBI4Yzj4R7jukoGzHvl3uP+YRT95OQkyuUy1tbWkM/njeGDOBmPx+H3+42jQo5Z4hyzSVgrG9hyREgmrx0Rruua6BZpqOF6O86mQ+j222/HjTfeiOuuuw4PPPDArqOHni9IZVArmZqoaiZnc0Twvn4EmW3LNdCGyaGhIUxMTBjnILN2xsfHkUgksLq6iqWlJbiuaxyFmUymRwiTRnc5Jqnw8X2D+qnHrwVOuTf1/TtlRuyGaWnl92yNtpJ3/b8Eu1kfCsm2tFMtOMi9rpULGTkp14C8Vq6v3APyv46+lP9tuMM+ShonlSS5jzRekDZrA5AcJ/si+2ZTkLRyw/Zd1+3hAXL8tvfZaMsLgZuD9o7sc78+nY3TQYJ0OknlVNNN6YgAeqN1pCDNe+U5Uc1m02QfMEOQZSZlVi+NMq1Wq+egXfInXpORTcCmoUGWD6XiQDmEyqPsZ7FYRC6XQ6lUMr8xAKTb7faUc6ACAcBEnVImpFGH93EdqKyy5CYzgZnNK3GcpRepbHHuLjTI9RxEv200Tf4m95beY/3omXxew9k6OHZ6ftC+0f3YyfjSbwyUtWxK9qD5022TN7AtyrA6+IM6E0u4Sl1kp3ft5Ah6IUEr1ba507rBbuUO3ZbGVRm5rfcGQTsEJPRzkthgkFOAv/P7bvghn7EFmOzEWzQvte3ffmth65OWOXaD/xcaisWi4Te1Ws1qG5Gf++3xZDJpdCtmxrFaAflapVLpOdOQbbfbbZRKJePMpg7GMxEzmQwCgQCWlpaMvNdsNrFv3z4kEgk8+uij28ZF3U+XAiR/lGsgHRC0yeg5aDab5iDppaUlnDp1ClNTU2g2m5iZmTH2DPJ1ji0cDpvxJxIJU9FBGoMlnvKPvJxtMuOB9iRmjjCglSURgS2e1e128dKXvhT1eh3PPfdcT+ak625mHjK7kY6IvQKpa/Gzxi1taOefDPiVPAbotb8B22kWQc55Pxqv8aAf2PrRj5dI/sdnJW2SPIvlPTXtlP3S+pF2TMj381l9Tc6JfE7Lr+w/xypLl/Ia+8155/7ifZQNeZ1VTPYKJJ6Ew2GMj4+bDCLu3bW1NbRaLVSrVWN/sq0nxw/A2GmlzkfaQ3mFsjIztjRvcJwtBwFtglJnkGvH+eu33gw8TyaThnawDb0e8lwHn28zKCqZTMJ1t8rF8wweZoFIuYt0n4HksVjMyPTc46FQCJOTkxgdHUUymezRIaSuAKDH5ibH6/f7e86Goz5CRy3pOisKaVmI66h1/EGwa42DA9IZEAT+pgViSQikIYDIRO8Pr0llSXqy+7VLRKVCVSqV0Gw2kUgkkEgkjJGYiyYnV2YllEol46G76KKLUCwWMTs7i4WFBVx22WUmTZ3OBm50llQiwhw+fBjpdLrHcUAPIKPh2W/X3SzBlM1mjWF8eXkZ+Xwe6XTaZGtIwYrIxMWVZxow4p7MT84dAOPYkY4fKt1DQ0PmQNzFxUXU63VkMpkeAZAZJ3vJSFmHkXMGDDZ2SMGWwgjXjOlNjFYMBAIYHh42h+AQaNgnTtIRRlxiH1jmShJPuTn5x4NpqGzIUiGOs2lwT6VSWFlZQbfbNRkoNHxwPPqz3HMkmDKqUzNRChYy4r5UKmFtbQ1ra2vI5XKmTAXLNmkjlDQksm51u902qV/8XXpuAZgoHCn0MXVV4jOBQvDdd9+Nm266CceOHcO999579gh0jsDx9jNyyPuALbyzOSKk4CtBGyBlChzLohEfkskkIpEIstksRkdHTfkuAKbe4sbGhjmI/OTJk3AcxzgiJAOSQrhWAKUy20+BsympcnzamCLnSs7Tbgw7Oxk3tCKqaYQ2fMvrsg/9BMoXG+h9alsf0jXbvrMZHbSCYcMbKURSRtBl6DQt0UYHPQ7KC9rhoddUwk7rKd9ru4cGb2384b2DjLRSydFjlr/L/ktD6QuFc7b1lYZ56WAi6PnTxlMbvZP3c01tQqzuh7xPf9cZNPIdVAZcdzN7j4oQnex08pPOy7WXQS/8z7Vn5iCVBz5Pvk+5lgqUnA/KJRsbGyY7IZfLYX5+Hq7r9mSq8uwIACbSVJ7jQEcM9zPHz2hM1p1l1iczNCgzUzZieSabwflCgW2/EyQu6b0xyGBna3M3Bg6Nu/L6IPq0E45ruUH3x9a2zfChxyLppzTO2MZg+67fz3ukjqWDzYgXxDPii+Yvmgb0e69tHvYStKxSLBaxuroKACZ4jfuc+5vPdbtdc0gtdQXSDhtv0TgrQepWy8vLaDQaiMfjGBsb68lIAAafVdVPRu0ns9rkItvns4FB8jFhUN/0Z9tvtvEPek6/ayd58kIBo+mlDCNlaH2NwGusxMAMJOpn1KPK5TJSqRSGh4eRSCRMRQbtGKLOz6hYZr2HQiGsrKyYM446nc1zIA4dOoTjx4/3HHpNWhGLxRCLxXqyoch75DqRR2cyGWQymW1R3q7rmiji06dP49ChQwiHw5ifnze8fWVlxfBbACZAdGRkBIlEoidgj0DeJuUKXpNAWZOZjQyypN2G1QNOnTq1zQgaDofx6le/Go7j4H/+z/+JfD6P8fFxE4UMwJRgAbCnJYU5NpsRdRDfkPxFtqP5jm6Ln2lb03RGy39ShpP3DNI5NV+Usg/b0v1hf/X75Dj4mTKVzanCfut5Yz8GyU6257SOJuVFzUvIl8lnWKZTO2fkuPlH+9VegZxf2l6TyaSxsXU6HSwtLfXYyGxyHcfDPSfPl6FtdGNjw8ixjuP0BGJrhwIAI3PLttgneR/HoXVB+V3iSaPR6Flj6h60x3GMlLtp7KfDlk5PlmMijeGzjuMYG20ikTD2bI49kUgY54PMAiM+8f1S15HzLcdOOxR/63Q6GB4eNgeMcy34JwO/pRNCBmsNgrM6E0IeqKIXRUZSSaeBJgYcmOw0jeuMVpMCriR6VMD4LI3uhPX1dVOnkEY7KljSACqzBIBNxvDss8+iXC6brIDp6WkcPHgQ3/rWt/Dwww/joosuwujoKICtVJl4PG7eHwgEzEFLTAtkCgs9fZIgMJqIY3722WfN4dz5fB7JZNJE0MuUaAAmE0MaC2hg52+ca0Y6ULEgMRoZGTEHTa2srJiUf3r1FhcXsba2Zuoi8sDjfD5vahnvNeykKEqIRCIYHR01RKlQKJg6l2QW1WoVzzzzjIl2IFEhDvIga84rU2C5D0hMuBYkiPLQa1mrmfMviR8FMHkex/z8vDFES0IsMx/YlsxOCgaDPelsUqGk4UIeYE4czGQyGBsbw9LSElZXV1GtVnuyGWyGNH7OZDK48cYbMTQ0hMceewyFQgGO4xivKQVhenF5RkS320UulzP4qTMiyIB9Ph8eeughXH755bjxxhvPIzYNBq1M25SYfoqNdkRog4VmAJL4p1Ip7Nu3D667WQOWUTk8vCgejyOZTCIWi6FarWJhYcHQM+JkOBxGvV7HiRMn0Ol0kM1mtxkLtIFFjkcaHKUSo++xKbPawCrnUv6uPw9ah0HPaAVOGzJlZLpkxDZeJMFm9HoxgDYmAL0CvG0u5XzYDM0UJnmvzchOeiOvSaFZ0jutKMq1s+0dORbdL+1Mse1bLeTKubDtXT0HOopskLFH4p5+B/9rPOyHgy8kSAcAwTYW2W/bM/2eH3SPbF8/Z3OaaYVXPi9lJpZh1EofnyPPd13XlLaQfJvnNOkDAFm2kH0lHvNZBtTw92AwiOHhYRN9OjU1hY2NDaytrWFychJTU1NGjuN5DalUyvSf75dng+k90W63jXOaB2pznoLBoDkjQvaPhqC9gEF4YsMRG77pPTMIt2y0bydc1IYYDbvds9rgaPtN0xa+v1+fpHynr2seoMcu29LGT90u+8R9RNmXWRD9ZMOdDEkvFNjezcx0v3/zLBZGZPOQdmkMaLVaRjfiXmYQGOswM4Nfro2NVxCazSbOnDmDfD5vgk4CgQBGR0f7rl2/tvrxFI3vmk+SZtme0fKg7d02eq3lS9sayIAXG9jkPVvAknyvlu20fKv7cKFB7zECjd4s4QH0Zk1yrLRfMGhrfX0dhUKhp00G2YXDYSQSCWQyGSSTSeOM0PNI/YwVAarVqgka472XXnopzpw5g1qt1rPXHccxTgx5EDX/S1sFxxCPxzE6OrrNGMoxMLAzHA6jWCxiZGQEa2trGB0dNcGPfv/m2Z3j4+MYHh5GJBIx+jwjwxnoKR0QlF9Jx6ScIvUi4o4MVAyHw0in05iensahQ4cwPz+PkydPYnV11RzQff/992P//v3mrMSRkREA6ClfRfljrzMhtC5ko/UaKENo/qKNsQSuvXQASKM5aedu+O1OfFnTVK0jaIeL7b/UYfT4+/FVvkvbNTl+GeUun5dGWc37pM6hZQRJi6X9hm3KChXynZTppN2IDrq9AjmnPJttfX3dOHgYqCv5qhyD3LsyaJv2XGZUOI6DarVqjO10LPB3Psc2aSfhvbK/Nv4g7d02R1632zUlimTJffnnOE7PWcCUm9gmMxukjiDPw6AdPBQKIZFIIJ1Om6xrZiy4rmu+S4cTx2yz4WndXM+BzWlFusYxM4FAjo/XNzY2zPnEO8FZZULo+vNSGJabW0bRaOWdk8GNRGTgYclMr5FKPTeWPN9Be2Lq9bo5HDqZTJoDoX0+n/HW09DJ6DAabc+cOYMTJ06g3W6bOrydTgeTk5OIxWKYm5vD6dOn0Wg04LouSqUSXvnKVyKRSBhkZ4YBjc61Ws1sPDIgIh7nQXreDx06hKWlJTSbTayurmL//v1ot9uYnZ3FxMQEUqmUYbQyTVoTPCKEZgIcr8/nM5ki4+PjxvGRy+Xg8/nMgYWTk5OYnZ1FrVYzfech16dPn94t2jxv0MRzkFAuCT2jQoiL+Xwe6+vrBoc6nY4xkEvBj3hLBwSJBCMUKZywL8RjEg4STh1RaxN++U4aGwKBgFGAKpXKtggBaQBhZgb/y6wXKTBIJwQZmUwV8/v9xumSTCYxNjaGlZUVU66LRhASeDn3oVAI11xzDb7v+74P4XAYjUYDd955p3kvlTb2gfjF8mU0lJDoaaZDRlCpVHDXXXfhFa94xfPGp92AVpL6KXT9BCbJ+HSbNmFM4kYwGOzJQJqbmzP1WB9//HEkEgkMDw/D59usL+7z+UwmDw+A2tjYMF52GpW0QMprfL8co1RMpfJhG49UPmy0Xj57NntZv8f23abk2owc2lhi66sEvd4vJtBzYsNP27z3WxtJS/SZDbpMk25LCjm2ddM0kWsneb/N+GFTEOT75PpJAwrblEKYdl5IuinbsOEVv8u0aLnvbQZH3f/vBDyzKaI6Wob3ybESpJFSG4F4zfbOQcYkfV23JfGCdMwmNwKbQSYyYmdqaspEDEm+PzQ0hE6ng2q1inK5bJQmym+S97Lec6vVMtmh5XLZGJRoOKJxn6WaOD/SaRyNRvGqV70KhUIBoVAIY2NjRhZgEMvQ0JAprcRUayoKtj3Jw/IYWU05m2NyHAe1Ws0oqN1uF4VCAbVaDTMzM/1Q5bxCP0eEjc/o77vZNxpHd0MLbbzAdp9sf6d9bKONBJsRZKdntDFE/ml5cxD0459SXpPRilTeZQaAfPdO0O+evTSQSNCyCyPMmaU0PDy8Dd8o0wIwe590pVKpYHFx0RgChoeHMTU11bPGNtmPjkzyKsdxjOGY66F5h22P2OikdHjLcfTbG/I+/azt/fJ+G4+XfbS1JY3IGudt75B96DcP+r18dieZ50JBOp02AVlyDkifY7EYWq0WEokEfL7NcqvMgo5EIjh8+DBGRkYwNDSEVquFRx991Oj+ciyuu5mdXq/XEYlEkEqlkM1m0Ww2TYa0nK9YLAafz4e1tTVEIhEkEgkTbHjxxRdjfX0dy8vL29aFBjFdolBnQXB9Q6EQJiYmeipR6LWIxWJYW1vD8PAwVlZWsH//fgwNDaFUKiEajWL//v2Ympoy5ZZoo2FVBzphdMCJlCHJA8nv+TvQW55E2prkGROjo6MYHR3FJZdcgtOnT+P48eNYXFzErbfeatZqcnISoVAIxWIR+XwePt9mGS0GMO5lWRwpj0p5yybrSt4BbJWglvSH90mZWtIcqR9oeVi+UxrTB/ErjXdyLP30G/leTdOkPdLGZwfJq3LcNrle2pH0/JK26TmRdgI9p47jmD2uHSbyYGBp35HrxOu6GspeAMfUbDZx8uTJbVlZ7CPtydx75K1cB2mn0ryC74lGowC2MhGKxaJVXmJbAMw7eJ3t8l62zXWQmR3yNwL7I+3jMkuCAe+hUAjT09NwXdcEMbBdriEznzle13V7SsjTBsuAKMoepIGkybLCiJTl5J6Re5Xzz/9y/ATSefIYOhyY5UfbZbFYNE5trePZYNdOCFuNPbkhOXB9foNmupx4yTy63a4x9BLp5DsCgYAxilLR4kQQqWu1GlqtVs85EFTGmEYv07a4QLlcDrOzsygWi5iZmTFOCEaiRaNRHDx4EFNTU8jlcvjWt76F48ePo9ls4vLLL8fw8DBCoZDxDsmIoW63i1gshlQqZeoJyk0mlcuJiQnEYjFTNoDOC9d1Taol6wcza4RMv9Vq4ZlnngGwGb2QSCR6yhTIOoVco0QiYdqs1WpYWFjoQe5oNIp0Oo2lpSUjILGPe5kJIdcM2B5Frg1aFDC0w4wETqdhaUapNx5xgWWKJIFnu8Qvzq+sh0kgHtP4rsfSbrcxOjqKU6dObXOMsB8cgyR0MrWL66zPiiAOEKflc5LQ05uaTqcxMjKCxcVFzM/PY21tDdVq1TjxuKeTySSOHDmCZDKJWq2Ger2OfD5vso8SiYTxXHMM7DczItrtNsrlsnFQyJJlNJzT+XfXXXedMx6dDdgUNs7/IOVqkKFMtjPIeUHGyJRgn8+Hubk5I3DPzs6a8yFYj5ze/XK5bJyJrusahyJ/l6WwZH+lw2CQAb6fQ0IKdnIOpGIpBUc95rNZC/m5n9Krjcf8LiOBNA04mz59p0M/HLU5KGxOAm2Al8qCbFM6tmxGDdue4O9yb9iMHeyHFIh0/VR+ljR+UF+08iEVLHmvHKOeL37XThH5m5wrm/In298rQ8ggsK2v/E2DVKo02NbehneDhFMt+GqhX7+PPE0aP6Ti3e1uZikuLCyYjIOJiQkkEgkTgRQOh438xoAWpnyHw2G0Wi3DK6kssGySVGBc1zV8knyQ0U9SKWQ7NEqEQiGkUinjsOCY6STgewqFAqrVKqampozcoWkyeenk5CTW1taQTqfhOI450JpRSkz9poy5urraU/7yQoJW7CTN0k5jgjY46n2+G0OGbS/2o1O2+3YCOZ6zub9fXzRdJkgdid/7OTf7zQ3nQtM2/V4ZVOM4jpElbfTLxpNt/PWFpnvy/YFAANVqFaVSyfDCWCxmlQPpXKhUKqaMsDS+yRIEbDOVSpnSNdTp5Hpo2YjBTzbnhTTE22ioje5KHidhp/XpJ1/Z3m/bTzZ5mfqZ67pG3yWNlXX+tYxgwxl5jwS5x/Ve0nOzF0BDOgMJ5ZkNoVAI3/3d340zZ86YSgrf/OY3sbS0hGAwiOnpabz0pS/FyMgIHnzwQVSrVVMb3RbYQ2AVhkgkgnQ6jdHRUTSbTeMoBzYDJxk1zNJ9oVAIBw4cQCKRwNNPP71NdgoEAsaoLo1g5E+yxjpp1Pj4+LaDq4FenGGmIUtOVatVjIyMYN++fZienkYymTR4TP5KG1K73e7JgAC2zmQCtuqpc69SdqEer2kfgQZPWVM9EAgglUrh8ssvx8zMDJ5++mkcP34clUoFU1NTiMViqNVqplwu15u8elA5zwsBlNOljMz9px3Z0l4gjb82HU7uTRvv0LquLncziB5pQ6m0zej1kvfYnOKaLvVrQ9MJG2+z0TLSOeKetpHKZ6TMLPVP3U9pV5X2UM4D6aFcQ7mW/C+dE3sJUrZjH+XYh4aGjO1HZijpcRD/ZBBtKBRCrVYDsLmXMpmMcbBKO6cEucbS/iZ1YJ1RL2mDXhv2jW2Ttki6x2dp84tGozhw4AAmJiZMqVQeHdBoNIz9muPSspk8s0IGj0odgMHC1Es0rRskc3GdtMNQZkQQlxn0zCCMZrOJ9fV1sw4s8Z9Op3vofj84q4Op5YDkYtD7Iq/3E3AIFNYYKU0k06lE0rEhkYmKFI3o1WoVQ0NDGBkZMQKkRAYumDTIVatVnD59GrlczjBqqShyk9Bw7fP5cPToURw5cgSrq6u48847MTw8jAMHDmBkZMSMgeNmmg0JlBakyLB5APDo6Cjq9Tqq1SpWVlaQyWSM15+ZDFQCeKhJo9EwyjUNj4zE2djYMAItDbxsa3h42KTv5PN5Ez0ty7nw3IByuYx8Pm8Emd14t84XaGYhN6dWvuW9dOb4fD6jXLB+mlwLKVxJHGY7xAfOjcRBSRi0QUA6I9hX7h8pkLAkw8zMDI4cOYI777xzWykyuZfI8Nge09rokCMOytQsOq/owOJ9MptCEk0eNpZKpTAyMoIzZ85gcXHReDhl7WtmGOVyOSwuLpr0uEgkYg7R1IdVM+MJ2DpDg6WyiKckhtw7xNu9BK2E2QQb2+/a6DZIYez3vN/vN3VEXdfFwsIC2u02crkc5ubmMDw8bBgEiT2VA0bikDY0Gg1MTU2ZOZcCje4r36fxVo4L6HWwaGFLKr/yWj+lcTfQz6gi+9bP4K2v8brNsK7b2ktl9UKDVAp8Pl+PkKIFYi2UaDywCSzaMWUzfkihTSo/OhKSbcjn2A+bUY20Wis7/ZQR9lm2p4XNQUq+VCZ0+3IOtcJmu/eFBqkEAL3GXpsznWPjb5SzZHs2JWyQ8fFsDJOSP/NZWU/XpmCST7JcYLfbRTKZRCqVMpl5zGigMhmJROC67rZ0dhpCGAUklWTyXcqPlDeYacGsQ5bBYLAJ5UTKaJzTeDxujFalUsnwx5WVFUxOTvY11HW7XYyOjpoSTq7rGh4cDAZNyRdmMC4sLFijyC4U2PaLnF/b935OcD4v95x+1kYHbDyd1+R//R4bz+w3vn7zqWmqfn8/+qUNLdqQZKNztjmx0We9b6VRkTgs9bPdjHE31/eSx2qewjFrZVvTM9K7Wq1mSrGQ7khZCeiNKMzn84bmpFIpTE9PmzIynMNgMGgOFWamvjwcUvOlfnzFdr++3m9/6O/6uo2WS/mpXx+oQ9PwRCNKt7tZAmh5edkEDpIGSiORlCUH4ckgumCbg73kwddccw2AzfI8KysriMfjAGDKNLdaLUxNTaFYLOLo0aPm3ATO8fLyMo4cOQK/32+qK3Df6/MN9DhZzjUWi5nAJZYPzOfzZt78fr8p6Tw9PY0TJ04YQ5PkbzzbTxrKaMvhWsu+0dlv0yEIXI9wOIx8Po94PI7JyUkcPnzYZIVzX0ieK3k2r8lqFKRZUl8GNnGJ98u+Sv1cBvTJoEHagvx+PxKJBK688kqMj4+bM/harRaWl5eNXctxHJN1yUoMewU23NfOf01beE0bLvvxJL0vNR+S+sZuQAfE6PfrMWkHhB6v5uXavmPjl/1w1fadPEDqHbJNm91PXrPpWXJMeh2k8V7OAWVaaX+UToh+dOJCAN8di8UwNTWFU6dOmYAXx3HMnpVynTz/lOOUzgdeY3AssFmZJZlMGrk1kUgAgCmNynX2+XxGjuE+p74g+anGU7mWei/I9gH0zDVtbPJzNBrFyMgIfD6fCQBfWloy8sH6+rrhk5Q15J+kb5Tjga3sC+oOMhsC2Mp8lngvbRtaHtB6PG1y8lnH2bQT8qwcOoVCoZApkxeJRHpkmEFw1k4IKYRSoZGGeymw2YgPNwu92Yzi1ged0fCra4/qPsh6vDJdhfXupdeI/W21WqjX61haWsLi4iISiQSmp6fN+8ikHMcxRtRcLmcEpkOHDuHiiy/GoUOHcOrUKcRiMayvr5sURWno7XY305LkYcdybiiIUGlcWFhAMBjEysqKycpglIIs60RkIwLWajWkUimkUimTXUHGDWzVPx4fHwcAI3S3Wi0Ui0UT2cCzFHg2BU+bZ3oNoyX2CqTiY6sTZzN8ATDjB7ZStYh3AEyEA9dcp3jqkkWyBpuM/gC20uNkaYNOp9PzXuItGUW320UqlcI73vEOFItFxONxZLNZ1Go1FAoFc4gk25OKDQmqVGT4O/GW+ME/HaEinTGu6/YQUJ9vM3Mik8mYTJ5MJoPTp09jcXER5XIZrVYLlUoF//Iv/4Knn34apVIJ3/72txEIBDA2NoaJiQn4/X6D3ySQVEK471OplFlT1v2kYYT4y7Jpe+2EAAYrLbbftKIGDC5jZLvOz8yI4L1UftfW1vDMM8/goosuQjqdNnPmuq6JtgoGg2g0GubAxW63i3379pn75PtsgpLEKTkOLdTpCAKp6Oqx7mS0kKANPbb56TeH/doadF0Kuf0U2hcDDJqbfo4n8iIZaaPnvd/cSqFFfpYCNbAVPW/DMz4raSrXQrdva0s+o/sg+6/xUF63tUXc7mew0/NrG5tcDymL2NbqhcI39lvzUj1GuQ42POm33wfNW7++6PdKxVF/B7Yiw/V/+U5peKARTB4YmkgkzD0yw9Dn85mIH4kXsgSF42wGhzDzgf2jbMzPUi7gnNGRT/mOfJp/tVrN/JEn0GAn512eccE1Gh4eNqVAqJwwq4PPnTlzBktLS8bpsRewGx4w6DmbUUPOKYBte1q/18ZT9D7u50jVn89mPPoZ2WcNUpGW95LWye+2fsjrNkdzv75J3Ka8S/plM47oPki6ahuTpvV7Bf1kNanwAzDRzDLaj7WOaUSRhifKULZ2OR/5fB6lUskYORkwwjP/JE214YiNNj4fZ4SND7JN2xpKHNL3a6c9n+P5BWNjYyZALhKJoNFoIJ/Po1gsYmlpCYFAAFdccYXJ1raNw8bzNe/WdGGn4J+9APKEoaEhY3BiWb2RkRFUq1WkUinUajXjiHJd1wTN5XI5nDx5sif6nzoUs8Q1aJ4r7TeJRMKsQaVS6eFHV111FRYXF43Dm3XYeX5EIpHoMaRLw5g8/xDYrCFOwxuhn3y6vr6OYrGISCSCiy++GPv27TNlTGQNcuqFwNZh35JGUXeV76QDDECPXEA9Xct33Otsi1U6qLvy7Ee2w7LP8/PzWFhYMAGBjuNgZGQEyWQSa2trqNfr2yo7XGiQBm2OWf6mndjyt37yN7Ala2tZ3CaPEzjPNoO4luM41/ys97bNcEz8ln3nddm/fnxX9t8mz/ajPdImJXmzbXxap5bjloZxWXZd9lE6IKSMYtNdaHOUGUJ7AdJgzVL40ubEvsm+2xyetJ0y8JmB2qVSyYxVOoCSySTW19d7cIZzIR3b5DG0k8iD5qVMLtdRr6feOxyjDGaWGc8sc8dx0UZdqVQMXWDVHtI00jrSKdI/ygz63Klut4v19XVjOySNIi7pwAo+x/+8JvVU4g1pseTxrMgTjUaNc5pjPxt8Oyu3LBdFGhKJUIz+snmSZKeITIwkoeJGwyyRFICJKpNITcZMJGEZGMdxTA3eUChkSpXwWSqVXOBSqYTTp09jY2MDBw8eNLXF/H6/ERSBTeP72toalpaWjINjZWUF4+PjpnwTszK4iHTGSIWYREYyzE6nY7zjNN4mEgnTP54LQCVYHuzCEjc8LJpK6WOPPYZUKmXmXXryp6enUSwWzVwODQ3hySefRLvdNgeqUWgYGRlBJBJBLpczkRRMn7UdWnKhgAdaRaNRlEolLC8vo1qtbjOkETivkqC5rmuyAer1usHfTCaDbDaL8fFxpNNpbGxsYHFx0RyYrD2xnU6nJ7uF60ncB2CEQtfdOiCHfzqTolgs4uTJk3BdF48++qghtvv27eshLtrpIh0y3CtSmOJ3ZiAEAgEjJHK/yf1Io4eskQ3AlO3igdLMkDh16pSpnTs7O4tnnnkG7XYb4XAYk5OTmJiYMM4y7jceqia9uCRcnMdCoWAMJJFIxJSMCIVChpm9kCCZvjbYyXv6KWj6d5tCp9ujYSibzZrydYzG43rQgSYZPsu1xWIxkyZ3+vRpjI6OmtRmrYzalFhtSJCCmGZc0piqhSI9rn5za5vPQc/Y7u1niJGgDQY25X6vldXzAbbxSIFd/ka85DPSkKCNEDahQt6vBXetvLAN2Qf5rOyDTciWjlw5Hv1+3ss/Hf2h50Ze032U123P9TOW8LPEe9mOFmg5nheSvtkMtsD2+ttyTeW6AttLxBA0vZPGS1sfbCDXkt85X7LcplQgZLv8z0gjyo2NRqMnpZjAM8XIE6kA6Agu+Q6plEvZU8p6UnmhkYNBDwyakU4M8mV+p7woo0s5p7ZMARmBxlIeNKL4/Zsl/JaXl7GxsWFKAO4V2Oj3IMP4oGeB7ftK8tdBIGmebR/YDBKE3fIJ+bzNgaJBG4akMizpszasDOpTv/ntdx9xXZaQlcq1vH+Q4cUmB+xGJrjQ4LqbZchKpRLK5bLhhd1u10St23QLSe+0TC7vlZ+lsYpOQWBr7iRt5TmFlUoF4XDYyHmaJ9sMzcDO50UA/TMLbHhk413aMMff5J7z+TYP3hwfH0epVILfv3nwd6lUQqfTwbPPPovl5WWsrq4afWz//v3GFiCzI/vJklJ+sf2+m712oYGZdq1WC5OTk/ipn/opuK6L//2//zeKxaIJEKvVajhx4gQqlQqKxaKxZxSLRTz88MNYWVlBpVIxznJgd3vadV1j5Kfxq1gsIplMYmJiAvV6HcViEQcPHsTGxgaWl5eNs5rRucRBmfFPvU2e7UkcoN6+k0zT7XZRLpdRLpcxMTGBSy+9FNls1jgfmOVAIxztINKoCGwFK5Kvyd+0kVbjMOdSnptE/V7WWudelM8CMGXEHGcz+G9oaMjYVEZHR409IRAImFJYewHSaax5BL/TviSvSVlaytw6+EPqjf10Lhs96Sf/yXZl+zb+1u9Zm4Nc6z79ZFT5X+szNr7vur3ZgnoM/fqpHRGkxVJu5bxLfYd7TpYa0/Mk5QSu/14HN9HhAMCU5Zbnr3KstK1Je5OsHuI4WyWdZVBPpVIx8uyZM2cQCoVMBrEsaSTLMpEuydJsjuP0lAqXIDNKpE4hZX/thHCcrYoq/J3XWeredTftgpFIBBMTE1heXjY2OspVruv2OJfp6KWdmUHTAHr6Q1pMp4Z0CEh9ScsElD9s8yBlCjoiuB4sL0n5UO4H8o/d4N455YZJQkKhlOVdOCApkMhNw9IrRBoaRXk/I8LYHg3emonQEMwDBBOJhFlo9ocIxLRz9qPRaGBubs7Uy5WHLLG2ICeR6Yzt9uah1dLg3Gq1kE6nzcErfB89az6fD5FIpCfapVKpmLqgjUbD9JVG/mw2axwFDz74oDEy5nI5lMtlkxXBzSaRhcLrmTNnDDLx4Gm2yxPO19fXUSqVsLq6atKD0+l0z1kB6XTanInR6XSQz+eRy+V2pXSdL5iamsJFF11kDq7ieJgWCdiVTCoExAMqU47jmDSxw4cPm/M+gsEgCoWCiSBnVL4kLtFo1HhRabiXWRDyN20gIEiFzXVd/PM//zMAGGIYjUaRzWbNIWXSuCAFLm52LeRp4VyWFJPRliw1IUtK9Yt4Y5oVI0KGhoZw5swZFAoFI1SFw2GMjIyYw9wBmBqk0pFFoMBIhyHHU61WTdkoRus0m03jfNsL0MqcTaCQ1zT+DVIKNLGX7WiDLxkE6+u1Wi2srKyYNc3n8wgGg5icnEQkEumJ3A0ENg8Vj8fjhq7l83lUKhVkMhkkk0lD92yKghQA5Di18ks8k9ekMcw2ZhvY5lz2Rc6HnON+yrQUlvuBVuZtCu8LaSQ5FzgbXAR6I6WIe5I+0bih50QGAjDSop/zCUDPveyXzXAl+2Lrp+wDn9c4o43V/E3vNfmMNiz3M47q+yXeSlySRnq9v3W7NqVoL0HjvaRBQK8BVEbDaCXHtu56rfTvtn4Mgn54I/uqFVb2j7IklUYK1aVSyRzC6bqbjopsNotUKmWCFuQBbAwoYO1VqfBRUWStcykrrq+v95z3wLmTihfpsZxz8sJud/OMMWYH2xQnKiK1Ws0oA+yn67qoVqtoNpvodDqIxWI4c+YMNjY2EI/HjYy6FyD3qjZ29lNcBvFg2SbBtpcJtuhO2cbZ4OigPtie1/Kg/K/b0gYVmxFnNwYaTXsG3S8j72TEf78+DRq3prsvJJ3TUKlUsLCwYEqrAb2OVoJ0Tsjf9LzIPQ1szS0djZoX2O4l/SgWiyYYLh6P4+jRoybCUb5TryvpkWxb99HGy/ldXpdt6nWzyYcS2C4zpldWVhCNRjE/P49CoYB2u40nnngCpVIJwKb+8NRTT5kDmAF7OU8Nco/LObTx3hcKVldX0Ww2MTc3h/e973145StfiQ9+8IPGoVytVvHMM8+g2+2aM/Uos9Nesry8bAIAKXtRf5NGINsaOo6DiYkJpNNp5HI5VCoVYyRnKbCXvvSlqNVqePjhh80zBGahS8MX9Uk68IGtteCZdYMqJtBgWCgU0Gg0cOjQIRw9etQEpdH4L89XorNDlkAjL6bdR0b8tlot49SXdimC/M69zX1KnVnSwnK5jEajYQIUaE+gYZFR25dccgmATfpQKpXQaDSQzWZNUN1egZajpVyvndo2eUreT9qh+ZWUVfQe0zSEz8lnZR/ORp+WuhvX0eaA0O3tRta20T8bHeFn8gEpB/Jav2BF3TcpD0kntwSJk2yPY9V6Dq/rUmR7AVyDZrOJQqEAv9+PZDJpDmoHtvabNO7T4dlPnmGQjJRRpUNydXXV0ETOh3RyEGRQhQ10kIXcG7piCOebdlxJ87g3wuGwcchybYLBIGZmZtBqtfDkk0+iXq+b0qm063FeaO8krSetkefUUScj7WTWIfeHLMtE0DZKjedSJuVz1E8kTaAtWp7Vw7Neq9Vq33k2c7rjHWohqHzyT56+LhcE6K1fxgGSuTCCXDohOBhGoOkUErZHJKDwGA6HMTw8bDwzMnJdepfq9boRiFZWVpBKpUzJIwpM3AitVsuUIKpWq8hms4jFYoZ5c05keiSvsT0qlaxVxnvlOImQRKrl5WUzh/RqsXyURAY6fLR3i0hDoGGSjgxuVHoFaQQmA5WGJyIy++7zbZYs2MuDqbPZrBFMZQkqmzAtxy8FbApNrusiEokgk8lgcnISMzMzmJmZwdjYGIBNfGG9S8lYyFy63a4RDKUTiMSg1WqZsgmyfJVcb8kkgsGgKRvF/jabTSwuLhqHEJ0DFEylR5N942et2GjDGCM/GVHCvcM0Ktd1e7zYbIP9DofDmJiYMIT11KlTyOVyphTY5OQk4vE4HGfTw1woFMxhlyRKOhqWOMzIffaTWRs+nw/r6+s9Uap7BVIgkGDDPdv+k0Sc9IVzTIYgBQoaqmzCDbAVUVUqlYxyR9ycnJw09zKzjH1rt9uIx+OGntAZMTExgYmJCfN+7TzgdangaGFMK8I2pdrWbj+hyHYv4WwiOnbrhOjXrh7HdxrshHPyWj/Qgq/NmCYVBtuckJZJ50E/gyL3vEx/tSnPO/VdC0y6v9KRAvTHm34GFNtvGle0giadOHLPyH2gDT42w84LAXIP2/rAtZWynVb+CDY8tCmVtms2PBjUZ70GVGR0n/V7yE9lsADHQ+Fflk6QEaBSCZGH82pcZz9I52VAjdwrlEtk9BdLJ0kckYYWOfdyXM1m02S98YA4Zlesr68jHo/D7/ebQBY6X4aHhxGNRl8wPqv3vJRlbHtcX7e1YftNgpy7fg4tG9hoiaSNkhbaYNCe17hP2UgbiWxBLeybbl/TIwn9aB/3CPUh3a4uEbFbw47t2iAafCGA/WAAmzTSSLyTOms/Wk7Q37XxTxuOJC/ZDd2TQXWD6KukI9RV+pUwlXKrjZ/a7tWfpUGTujkj1zc2NuDz+VAsFk3JiRMnTmBtbQ2rq6vGSRoIBIyeySh9Df34En/rNx9aNrWNay/gwQcfhOu6iEajaDQa+PjHP46TJ09a9QuOVQaeUf9ngKDrbmX2+/1+Ywzvt5dSqRQuuugiAJt8pFQqIZFIoFarGX0BAE6ePIlkMmmy/qiP0YbB/rJ0rrQZSH48Pj5uKkvIgD1ga01arRbW1tbQ7XZx2WWX4dChQyaimVG/DAaUJUk4R6SB1HWIQ1IfpkFQ8lIpJ8i5J5+WJRsJdOxzXkqlUk/GBQ1/7XYbR48eNXM9Pz+PXC6H6enpnmoYewlyXYAtHiHtRtp4b5NR5Rqfzb7R+rHsT7/MMQlappbX9Brq/tl0c/m5n36vab5tX0l5XspuO+lfum3pgJFypA4yob1OOuBsQBmddII0di+BfIE8a3R0FOPj44jFYtvsP8lkEn6/3+xz2pRDoZCR06vVKpaWlky2Mg3b5It8HwN/wuGwsVfSbijfqddTO8HkOQuhUMicy0ZZnTZrtsWAWmauOY6Dcrls1oIB8lxP2sIcZ9M53Gq1sLi4CMdxtpUjlGftSBlAluTjGDgPtO8x61vuF3mflrHl3Mg/uf+0U43fyaMajYY511hnCPWDs8ZOuTGlMY2/SQbKa9KAKiNrpAIrEYC1MhmRT4Qg86MXmgdTM4uAzgwtsNPw4bqbHmsi9PT0tNkEfAcXjtkNfMfo6CgAGIcBvW08iFd6wKQHXdYe43iIUJ1OpyfN9sknn8TS0pIpr8JnOMc2JqAJvFa+taIqhZhut4twOIxut2tSMpn9wA3E+zgfe30wNSM/NjY2jGdNZkFwXHou9Obh2LlWuswSSzUxEkXiKQU3ZiDw0G86RfiuYrGIlZUVEzlCoiTr2kmHhmQ0UiE4deoUDh061HOAnfSMSoYlDS8EChpkQlrZYUQJDyNvNpsmKl6WoCCeAFte+UAggGw2a/rDSBSZvbGxsWHOUOH+oWe8Wq1uE3x4WCcJrt/vN84Szi+9wXsBck1It/oJ+IMUaLk+zP4iDkpBkEDmQcFGCjecKzpruB+ZwRMKhTAyMmKilfz+zdqvpDnsZ71e7xHsJQO2GSu0wLOTgCYNIvqZfnOtBUWbwMcx2Z63PaMFTz0GyXClw2LQen6nwSDlHNjZMKev2xyZtnmUc6f5kTZqyM9aiJHvkDiilRTJy6QSRdzU75B9knRT7mMbz7RFjtrmxja3ej50nzRv4n/5vAQbrl8oIG/UyqfkKzajvlxPqeRqB6D8rd9e184qvUZaxtTtkF6y39IYIWkSjSbAlvGYkY6kl1QqqADJGtAywopynZQ5dcAAMxzJB2T6N2kwAwHi8biZU/I6icvS6CdxioJ/uVw2Bj/uEToa2F4sFkO9XjclUSg7M2qNkckXGvoZBmz8Q4KNzut9vxMN13vxbIwqNucC8VPSHBvsZByRv7MdfU3+l2PoJ5vYePpOwD0hZUdNC/utn7xnt3rC2cz/8wXOA2VNoFfG4VrKazvN406/SSAN0bS/3xwwCEgacdluPz0wl8vhueeew/Hjx/GKV7wChw8f3ua4GoT3g/aS7TmOZWVlBeVy2ciblPlXVlawsLDQE5AEbOn64XAYBw4cwOTkZI88Rlqo+YEcg40n6772G+te4R0d1ldeeSUeeughVCoVk4XH/mtZh5+5F9kGAKOXUYfUQXNaNt+/f78x8M3OzuLo0aNoNBp46qmnUC6XMT09jcceewxzc3OIx+NIpVKmvnqj0UA6ne4ply2N8nwPaV4mkzFBl8BmxYVKpYLR0VETmUv90HVdXHHFFTh06BACgYDhY9S/qWPL81LIh2kboROCNhJ5/pKWP3w+Xw/ucW7lXNkC/OjkaLfbxpFEfc51XWPkHB8f77GrHDx4ELFYDNVqFd3uZhbjXtI6mSXE90qDtJRV+V06MXlNy2Ka9/TjuXKsdMDYAkNscjnb7vdHPBykV+o+7DT3kp7Icck5scnAWoYfpHfJ9nUb8n1ynThW7j/5vJaRJd4y+HWvdVqJT5OTk2ZvjoyMGDlYrrd20JNG1Ot1cw5pq9VCKpUygQPc68zeJU0EtnCc+7mfLqFlOZucTRsc3ylpDp+RNh3SGNJlVlCRcyLpOqvpsEoO0Kuzsh+dTseURef5vaQ/PHpAOp/oJJYBIzrDwiazEP8kruk5onyk7bI8w4JtyiD2QbBrJ4RW+LhY/NOeOw5UMlcaPrmg0gjMe2mw1EZ3uUHb7TaKxSIajYY5IZ0pclx8Gi9lDTWmx5VKJcTjcbOgZGw0yEvFrVgsYnp62kSySWLEEkyMWifjJMN3Xddka1C5JZOKxWLGKDk0NIR8Po+TJ08aIyI3mc500IYCSYzo/dMEWxJF6TRi+3S+8DDqUCiEer2OQqGAiy++2ETTnTx50hx8slfAGpXr6+uYnZ3tiaa3Caa8Lv8DvZ5CKv/lchkLCwsoFArGOVUoFEw5A5bLYikhOmfC4TBarZY5oJmHztBpxQPCaeCnMEdPthQOaAihkMk+lkolDA8P9+A/CQqFTwCGkEnBXRJ3Gjs4F2SoMp2WB+1FIpGegymlIVw6HYDNQ4AmJyexsbGB+fl5M6etVgurq6tYWloyJdckvknnC+vzkdizLBOw6fip1WrG6Qhsnn+yl6CFFht9I2hlSM43/zgPkjnI58i05OFrEqfJvCVeVatVgzt+/2ZdXc4XU/lJS8PhsCnDVq/XkcvlEIlEjFNJGvLI/PRYbAxMftZOT60s2oRX2zxr2mVTvjX9s61VP+G2H0gBhGP+TgSNO/0UAf6mDSsEuW5ynqTBX/J7m1FK7nG22c9xRwVS0nDJs6TwY1tz2S/tILTxBdm+zbHCNvX1fviinRFa6bfhoTRQD8JTCXuJd1xjifPkN3JddL/4DNdBfybIcet5tY1TGp50/3QftQKjnQ+cf8fZShuWuMTIRxpyZLCMNDDIzFNZ4oHKj5QNGZkaCAQMrU0mk+h2u6a8JksqURnRSpKmjxq/aQRipizLdlBuYQ1vOhW45ygruK5rznxqt9uo1WqYm5vbs0wImwKo9znHaqNZg/iB3JO8ru/ldb3v5DM22mXjV/Idg97V773yuxy/rX9ybgaBnjcbPdPysvxdyi0SP6XBT+5HG3wn8lCpRw0av3Si9OOdtrZt92g5qR9fs+G6xgubjkMjRaPRwGOPPYbFxUU88MADqNVqOH36NF73utfhyiuvNKXg5Nht79L9GCSryb5Uq1WcPn0aruuarIZud7PE0Pz8PGq1Wo+u7fNt1pWenJzExRdfjGw220PHpY5rG7dN7pD/NS3R47GN5UJAKpUCAFOBQZ45IB1StrFJ3UHOBzPvqS/QnkKDvWzzqaeewvj4OJrNJpLJJMLhMI4fP452u43x8XEUCgWcPn0aPp/PZKHH43FjV5FGPWYDMKiOPJHjHB8fN9kZzLSvVCrI5/PIZrOmpCwAXHPNNeYMEBodGYglSx9yvLSf+HxbmYU0/vGzzQ7F7zRW8jtLZdNwyDlmHzj/pH/ShkMdjOWDAWBiYsIELQAwPFiee8IMkb0AKUfY5C9Jw6WuR9zk/dqBKWE3MjPlNK5NPxpikxu1/CntN7xHG3i1rqA/6zkC7GWTZFvaKaP7TfzoZ9i2gZxzTd/keyQv5n4gTmq5UcqP0pmxVwGcHBf7xLLfcowyy0vy2m63i0KhgKWlJczNzZm9JOdQViFhQLDGK7kmWuejTiPnRfeN99GZKM9yk/ZiYHtFGtd1TZ8ZzJRMJq2yhlyvZDIJ1908q046EyRf4AHQzBKhDUjqw5z7jY0NU+6P8yPtwza513XdnuxX2UfewzltNBqoVqsoFouGF7Af4XAYqVQKw8PDyGQyO+LLrp0QNJqR2dmImWSSkqjI1CBZmkaf7i0VD16Til2z2TSZCMVi0RjzJRORQrIshRMIbB7GNDc3B8dxkM1mDUIRgcLhsDmkDNgkcEylkePgWPhOIojruoaR0sDa7XZNKiUNrY6zaRiOx+Oo1+t4+umncfz4cRNxZ1MSSJC58S666CKsr69jYWEBkUgEqVQKp06dQjAYNAdtE6lqtRoqlYqpRyiN1nwn37u6uopWq4VwOIxqtYqVlRVce+21yGazOHr0KO699949Te+qVCrmkDiJ8Dspe5qRSEaYyWQwPDwMn28zXXhhYQHlctmkDler1Z6UokqlYgz0jBqk8FcoFFAul012AQWwYrFojByydJPc1BKn6BCjk02nnvYTHhgdIg+BkZk2XGvOmWRGxCsavSmAsh0aLly31wnB31k7O5/PY3Fx0UTGMBuEfeVahEIh46DZ2Ngwnl/uWR5AzTlIJpPGqLKXji8J/RRPzfQ0cM5paHIcxwjWeo9Lx5CMeNDGFeICM6VIR6jcke6l02mT0eXz+QzNGRoaMp79eDyOUqmEubk5BAIBjIyM9DBSG0gByxa9IJVVScu14dY2v1IY0wIKf5fvldf6fZfXpIInDddSULE9txuDzwsFuxl/v2f6Cb42Q4qmPUDv+mvFQvLyfgYo7RiQMgPpEM+Q0bihQfNL2Q/ZvqwVasMjbfi2vdc2N/o3m7OjnwFHzxfhhTDcaUcC+yYNIv1A9l/vfX5mewQK6hIPNK+Tn/vRRN0vvad136WjghHfFNrX19eRSCSQTqe3ZddyLqQRFtg630iOhb8z6tNxHCQSCWPAkGeFMWhGRjxzzjTONxoN45zXysfGxgYCgQCSyaQpoSGVD2Za0HFNGZFy5MmTJ7edNXahwMY7++3vfkYL256S+KHbk7zEho/9ZEnZVxs/6NcPW1tyP9ju0YYU2z22fmrDiFReB8kptmcpf0ljqVTS+WdbF9v8fCfyUCkHaFzR/ECvFb/3M+hrfiD/63Xtp7vI30lXNG2U+LixsYHbb78dX/va15BIJDA8PIx8Po9ms4kvf/nLOH78OF7/+tdjenp6R7lBvl/LdnI88v5cLmfKiebzeUQiEQSDQQwNDSGZTCKZTJoALEaGjoyMYGpqCocOHTLn7VGXkcYT2/vk+slxDOqnHu9u5KXzAayWUCgUemQMOc9azuXv8jNxQVZVkHNBJ/f09DQWFhZM1jnL9CUSCYyPj+P06dPmnMhMJoPjx4/3zBt1XvIS6oksJy2rIRA34/E4JiYmjIxVqVRw5swZZLNZjI6OYmVlxZwN6Lourrrqqh4HBAP1JO2RAWm0OTmOY/CE9iPtkADswRKssJFOp42uzf6urq726Nx8r6Sj0gZF/PT7/SYosVarGT2Wen8oFMLU1BR8Ph/W1tb2lBZqPqJ/szmSqYeS5tvkPlupIJsMxvb4XetgNtnaRmuko04a4bUsL436tmxEPZZ+dHsQ2Pg250TPpW2tJU3VAcZA7zlDHBvHKoMCbLKILM8jaaN0Ku0FaEO3Xl+NKyyNePr0aRPoLIPHua76zFXuQ9IUnbnN/3J+WaoJQE9QkrZDSwcObWikvaQZ1A1Y7YS2wXa7bbIARkdHTWC5bY70GRiU47V91u/3IxaLmWB76ZwhfQfQE9zEsq6yEgYDzgFsk+OkE5BzoO0wPFu0VCr1ZMKFw2Ekk0kMDw8jm80imUzu2k58Vk4I2XFdIogLyMFIJCKjoYdbMhJZW1c6LeQGJUPic5VKxRw6RIVOL66OMmg0Gjhz5gxWV1eRyWQQjUbNYa40eLiui3w+33Oo4NTUlPE8sX2OjX1YX19HJpMxqe0yrZALv76+jnA4bErW1Go1zM/P4+TJk8jn82Z80jhDhsBNMzw8jNHRUezfvx/Dw8N44IEHzCHWhw4dwsrKCnw+n0mBCoVCZgM0Gg0Ui0XzXkb4ATD1j3keQrVaRalUMs6du+66C0ePHsXhw4dx9dVX4/HHH98t2jxvqFQqqFQqKBaL5lyMfgYdm/ImCWAkEsGBAwdw6aWXYnx8HI7jYG1tDYuLiyYK0HVdkyEghSAKSMRPKSzR2BwOh5HJZEytzf3792N9fd0IeXREMWJF4joNEuwvIzRsDFYSBeKMjC7mZ/aLQgXfJRkZ9wqFqHq9bg7QlJlKMsWMxJcQCoXMGhHf5NxTAKTQ6/P5TF1YHpZNB2IoFEIkEkG1WoXrusaQspeOCG1M1NfPFjgXMrKHERyce867dkBoJZjrTdolz4yRyjMNUbyfjgtgM2Kp3W6bQ1fz+bxJ9ZOKt47+08yScyTxknRc/iaf1XMo96xkgjYjkXyv7Tcb2ARdOUaboc+m+L6YQSrncq307/qz/B3YHn2oBXrOre26BGlAkOvAgwqfeuopjI6Omtq6g8al+9bPkCS/ky5qwdxmELLhRr9xyX7IuZbGYvlOvR7y+16WY5LGLfbX5hSRe1OuNQV2m7FfG1J26oNtT0teJ9eR/eJ/KUNKPJCZgJI+yd8kP/f7/Uin0+a8LOks4HOUf+VBmTJQh30IBAKo1+tYWFjAxMSEcURIGVq2Lfm9Bjqcm81mz35j2QoqQkNDQ+h2u4jH46aMBJ+n858OPp4PdObMGTz33HN7Rvf0PrIZEzVwnarVqsnclEqcpgXy2qA+aJqxG/nSRhM03vV7Vn639VPzRNIrGvz0++X89PtN90XTRMm7taFH1pUm7tvGZ3Py7AR77Wxlv7j3pIyrDT2UlSW920kusvFOG0+ygebTPNBybGxsGz/Q9Pq+++7D3XffbQLOeJ0Gi6effhq5XA6vfvWr8dKXvnTbocE22U73S8t3/K1QKGB2dtaUtFtcXEStVsNLXvIS7N+/3wRIHThwAFdccQV8Ph/m5uaQSCQwNTWFZDJpHKg06tDwY+MJWtaQvN8my/STafbKINztdk1WANBbrk2PT8pDlBU4RmY207gUDAaRz+d75DnuV47t2LFjmJ6exvr6OorFIjqdDi677DJcffXVaDabePjhh83cS3mdJQLJI+WBqDIKm3tofHzc6Gfr6+tYW1vD6OioqXWeSqWwsLAAx3FwzTXXYGZmBo7jmCoCDBjVUbicLx0EwJIoMkOCfae+yjrt6XTaZCDyd5YRoR2EUdfc8wB6bCTSEUj5TI5fOk64Bt1u15Q5npycRLfbRS6XO294tRP0w285l9r5Jem/vM7nbM4yKe8AvfrzILoif5d0V8uZci9I3VTufYLWbQZBP9lAyuuS1shntByg7ZZSjtZ6gHR+y75IuirnUI5Xr418v1xPBqLyM7Nz9gL0+slxyv7zXJi5uTksLy8buU7K5LQ36bmjzYxlvCUOSh4tcYw0E0BPtQmgdy65DpFIpCcoh45O6RBl0LEO+pWlBnlNOknlnND+RccFK7M4ztb5HpzPoaEhxONxxONxlMtl+P1+c85wpVIxjmjHcUzZPMlHQqGQ0XE4z1Ku5Dt5D+eQ5V6lfdzv3yz5TUczdSYpNw2SvwlnXY5JZhpI4i83miQeREhGm9GDxGfZlmQ8OkuCyMUSS7VaDY7jmMyCeDxuoi6oGHJRqYCtra0hl8uZQ6yZlshF8Pl8phRPJBJBPp83C07iIg+AkoodUxSHh4eRSqWMw4EbipGdrOEejUYxOzuLZ555xnj9dPQ722dfpqen8dKXvtQYsdmnWq1mNkY4HEa5XO6JYHJd15QSAjYzNoaHh1Eul012ATcJhZuhoSHj3WN5qW9/+9uoVqu48sor9yxaDgCKxaIRFmyMUTNSfteCWTwex9GjR3HllVdi3759GBkZMRk1FJrojCHTcxwH0WgUV111lUkj5SaPRCJmvjKZjCmxMD09jccffxz1eh3hcBiNRsPUyOQayRQwOgyYOcDoRNaPlIYebVDrdrs9RJt7Sh52SQZEAYkGCxot5POaaTDyg6UpGDE/NTWFVCpl9gYPwSQRHB4eNsTRdTdr1o2NjWF4eBjAZs3afD5vxkThLxAIGMMCnSI8b4LrtFdgc0D0+5P32O7XAg3nivtcChiDlHLJYMmceV3WHue7KAADW44g/saIXzrXWKOV0bLyfbZ+aLAZCG3Kn00Z5HWtnNneIdvXz0uQhkbdRr8+6Hb2yiC3V6ANJzYhQdIWyZclXQW2G4ElzaXiyuf6KdkUEJvNJnK5HE6dOoXjx4+jWCzi9a9/vbm/nyAjZQwp9GijiexfP8MfxyLHY8Mh3YYGm9FJCnnSkCXXRI5lt8Lb+QIGgZDvyT7Y1lvvdU2zdjKyEeRz0rAplV0bSKeJ7Z0aJ/luvsOWNs9rHDdlSbk+5IMU1CXO12o14zjn7wBMHWkqJvKgOc415SnK1FrZJ75QJqQzq1qtmrKhrVbLZHBEo1Hk83kAm/IEy0syEIjOina7jRMnTqBSqeD06dNYWFjYs4g5Sbf7GRolcJ5XVlawtLSEbreLaDSK/fv3G6VL7zv5X/+mFXlNG/v1Qd+jaaLcu3qMtvHZeBqh0+lgfn4ec3NzuOKKKzA8PLztsOGdjC7auKHHocdJGsBIXkb28Rm5d+Qc9hvfdyoP5RlaPOeORgnuM/lZ8kKp0EvQ+CDXRWbQS/4k55J7n/ohs9t5To2eT0mfl5eX8c1vftOc88L1I40ivuRyOdxyyy2oVqt47Wtf21OvuV/ggE02os7Z6XRQKBSwsLCASqVixp7JZHDkyBFMTU1hbGwM3W7XnFfGaNGJiQkTlSlLMGtjn42/6N8l2GTyfvx0L3ks9xWDLmXwldTX5L16LJIHU2eU9hMGFp06dQqRSASvf/3rUavV8PWvf90EHPEd4XAYhw8fxtTUFGq1Wo/cFo1GkUqljJ2DeqPUFYmvADA5OWmc2s1mE/Pz86YaALPsMpkM8vm8OftDOs9pY2BWPtB76Kw08Eqng3TkA1tR5IFAwARsZjIZBAIBczaFrHSgqwcAW+VZpN4mZR7WoJeOIVkaS2aL0J7AgNvp6Wmj5+8FSDlJy/ty/0gjJ2UMSff4m3xW22BsuoWWoW37UpanprN9kJ7NZ2gz03qjNFZr0PJmv351u90e2sjfOR9Sl5d7WjvnbfSMfdBZC8D2Q9xlILXUTaSeoOVz3st300a0l04Im9wl+7qxsYGFhQUTFM5zX2S1F+lwqVQq5gwWBmzTRsl3MVCCzgDZD2BLbqH8KyuCSLmNc8a21tfXzTrJMw6i0aihqXw3x8D9zmoUPNuU86Dngw4V6YigLE5HCPvrOI6p4MO+O45jKvCwbVa8YEl5joHOZtJWzeslH2K5JzofWAEmlUphZGTElFviGRWu65ozRwGYOdgJdu2EkIvETScZAbC9hhuVMTJIiSh0NEgFmJuLk8M22G4wGDSKF0FuUvlu6STw+XwolUrGIMyIf3qGgE3BipECRNTh4WFDEIggjJYn4vJ+1vBPpVIGqYjsjrMZcU+C9fDDD+Opp54ydRBphCVwQUOhEF7ykpfg3nvvNQhGwsSDjx577DGzJqxBzHJK7NvQ0FBPCo7P58Po6ChGR0dRqVQwNzdnylvJ+l5M4+EBzE8//TQajQZe97rX7RZtnjcUi0WD1Dbjo8QX+SeNuvF4HFdeeSWOHTuGqakpjI6OIhQKYXV11SjwNKRL4i6ZCh05JDTsE+c9m80iGAyaw707nQ7m5uaMws+9wPQxWYNSRpE6jmMIki3qQApa3Bsk0hR8eDilJOba0aAZr03h5jVZlqlQKMDv9xsCxTTjVquFeDyOqakpZDIZVKtV5PN5BAIB4yWlsXt1dRWhUAhjY2Pw+XyoVqs9aa7MGOFcR6NR44jYa5ACiE0g0p/lH4UlKoXyO/ezpH16HbQRlLhNHKVjQRJ/13V7Dk5KJBKGYRG34vG4wR2ebVKv17G8vAzXdXsOULMJabJvBJvRtp/xx2agkPMoQQrINsPjIGeDbLufoKy/a2H9/yWQBhD5XxsgpLKrjQBa+ZD0FujdEzbckThM3Dtx4gSefvppzM/PG3qZSCS2rYMWuKm0sJ+ybAh/pyGNhmWpQOn+SaWN+0u2ZRu/xlf9m+6/7Gc/Y57NyH4hgZmT5IWUnxhhw/7KOZE4ofGFoOdHOgckaAeEbZ/r7zbeqGmNFLKpbDuOs+19fIb3M72ZRiKJX5QrWT5JP8t2qVzTcU+jk8xwZFsyyECvv+u6JoiAGW80mPIMCColLBcpyxpWKhXzvOM4JhCG0WXPPvssYrEYFhYWerI/9wpsdLsfnd7Y2DAyOtCbYayNK/3+295bKBTMeWyyZBajumRGIbCdNmia0u9dtj2t6QmB0Wdra2u45JJLMDIyYqLHtUIrQc+dbrcf/9V90wYQqTDLKOBB47a1q+UHjnOvwXEcU2rXdV3jdCG/YGS0dEboCEJt8OJ327v0/FAOSyaTPRGWlN00fZJtESj33XHHHVhcXNwmQwWDQRP0RD2j1WrhvvvuQ71ex0033YR0Ot2D2wTtJOc9a2truP/++5FKpUzWfKFQwMrKClzXxcte9jJcf/31poQx2+U8s11ZG1/TT+pevFeWk5B90vMt5Qt5n02e64evFwI4JvKCV7/61fjWt75lyvPQ8DYyMgKfbzNLXPMyAMZwTj5AIyzL4kajUZw6dQo+nw8vf/nLMT8/jxMnTvTwJMpntVoN3/rWtzA+Po6JiQnMz8+btlKplCl9Qr5DOYB9oo0im80inU4bnra8vGzeVSwWDQ9kFYZyuWzO+dPGQBkFr50PsvwSQTohSJNHRkZw4MABZDIZtNtt5HI55HI5U9aX75SVLYhH5PHS5iM/s48yaFQGv1B/5XpSv2JlAb/fj3379p1/BOsDWiYhyO/aqM4x6kAO2Y6WvWy4yuu2vUjdWOsf/fRp7ZxjH+XvNp1Fj13e02//a57aT3ckrtBhIfmiluelDMp3y3MFaMiW+6ufXiH7IP9LWiudObT9yKyeCw3SuSJpT6fTwezsLJ577jlje2P/+N9xNm0UrMbCAB0a52UJJdJU/hE/pGNNBuUCMCWEbM5tiYvklVLu4ZmmskwbA9O5532+rcxmBttLeUHrfHwv7V2U76rVqjkWgJmB1AUYKJ9KpXp0Bjp1aR+XZeGGhoZMtR/2RWaYyX3J4PNcLmf60O1uJg8kEgmMjo5ifHzcZMpRZ5T0ksHLNmeghl07IUiciVi2TAYOQjommEFA47b0aFP44qJzw3Ii6NWSSiAP+iOiSeTlfykUSmEegDloiSmI8XjclCriGNfW1hCPxxGNRg0CMauCgqj2TNZqNRQKBWQyGSSTSeOwaDabePrpp/Hwww/jqquuwmOPPYYzZ84YwsA5oZI6MzODiy66CMePH0e5XEY8HkcikUClUkG73TYbgVEQTMvx+TYP+Wq1WqhWqyb1kBkYVKgokPIvmUzi2LFjaDabePbZZ7G6umoMRHwfz+HgBmLUw16AVM61wYj/ORYSIwBGgQgEApiensbFF1+M6elpjI+Pm7M/crkc1tbWTD1IiTt8X6fTwcrKCqampnoiWmV2ALCZ3jUyMoJgMGgONu90OkZBpuCijdkkIEzdYpuaaOiILLlXKJSWy2UUCgUUi8We8l5aybAxSQk2IyIZLPcgALOn19bWkEwmcckll+DAgQPw+/1YW1szihXPgFhbWzM4TaGZxniZDkuCz3NJ1tfXkU6nMTo6eh4xqz9owinXS/7JWuJM9+XerFarqFQqKBQKPQeAyjb5Lo3bNsOt/o3X/H6/YQacQ0bk8l46IvgMHZJSkOEzc3NzGB0dRTKZ3DYvgwSjfsxGCkmkdXLc+j4NWjnmvXLv2N4vnYnyfv1ft6cV+e8k6Gc8GqRs257nvaRn/YRsXpM0R7cnFUBJl6SwpekJ8e348eN4+umnTSQlIz9oRJUKkByfVEzYP71urrsZgbK6uopKpQK/34/R0VFT3m0nfNPtyb7rNF4b/uj14n3aUM+50/fuJbzjHe8AAON4YFT/6uoqlpaWDG8sl8uoVCrb6kID9lR723X+JmVEOV4pHOvfNJDny7nnfOr7tNFYtk95lgoE26IRjyDXn5FHDCCQBhG5lrJEA4NOqHTqaE/5LA2fDHig82F9fR2O4xjjEMtmpFIpYwxi1BIAo8iRF7M+eTQaxfz8PObn53HllVea1O7vBOhH57Sh0nXdnjKZkp7rfWkD6gZ33XUX7r//fiN70UkTjUYxMzODSy65BLFYzGSXxGIxjI2NGV1iED0ZZADaaeyLi4vIZDKIx+M4fvw4SqUSrr766p57NZ9yHMfIH8FgsCegQNMo2zzzu8zKltHPGl+l8WMn0O+pVqv49re/jQcffBB/9Ed/tKs2LgQ4jmMCtUi30um0ke+oSzCCmoYM0kXub9melE+435jhwKxpGSxik/F2WicAeOSRR/DQQw8ZvRRATyQn9XHyHpY7ffTRR7G6uor9+/fjla98pTk8Uxpnga1M/3a7jZWVFczOzqJYLGJ5edkYOdbX1zE+Po50Oo1LLrkE8Xi8b39pZLLtA+KYNNj0k93kPBNsRiXb/pf8eC9ABnHV63WcPn3alB4hHQsEArj22mvh8/lw8803b6N9xDOfz9eTncSzf1760pei0+lgYWEBY2NjWFpawrPPPgugN4BKguM4WFpaMucR1mo1JBIJk4kunRBybomzw8PDJpCMBrmjR48il8vh4YcfBrB1+HMymcShQ4dQqVQwOzuLAwcOwHE2y+zK6HftjGc/gd4ob9Jp/h6JRDA+Po6DBw8iHA6bsx4LhYIJMCQQz/ge8nzKEjp4Qe9N7ZjUf67rmgN5mWXlOI6xKe0V6L7Lz1L2kjIH0OuE0LqAlu+lzN9vv8v/tv2q5TepE0tdm+/kPOuATLZFHJF95ruks0D3UTuV+s0ncUcGE2nZz6YvybFJWauf/iZ1HTkXen45ft134uJeB5fIvSP1gFarhVOnTiGXyxkaRvstnwNg9A8Gj0kbMYN/ybO5Z+ls4Lv4bl7nQfIaNySN0Y4JqeMws4B9ZXYD2+a76TAlj2fb/WRa9oHtxeNxbGxsIBwOm8BS4hdpSb1e7wmmpx2e/JuyCp0gruv2ZHHofhCvOLc8z4GZovV6HcViEfl8vicQOJFImMo8tC/r6iq7gV07IWh0lxuBzEATGvmZ0Yg6/YUTy/voXeJE0zNEBk7PVLVaNWmc4XDYMMRYLGbaICKQea6uriKXyyGRSJhDsmikJTQaDXPeBEvsUCglo6dTQdcu5NzQe8cUFUaa3XXXXXBdF7fddhs6nc0DqelB48K1221cd911OHbsGKrVKk6cOIFyuWyEhMXFRRQKBWPUpiAcj8dNvclEIoFOZ/OQl/HxcTNG3kvGaIvqzGazuOSSS/Dwww/jiSeeMGtMBZaE4NixYz3IfKGBAhGwPZKWBJj4xA3J8dFIMDw8bA5ri0ajqFQqWF5exunTp/Hoo49iZWXFvE8SDMdxEIvFTBo8MyWGhoYMgQS2GDrXPplMmhJMFNKZpcAoRk14dd9jsRimpqaM0EOCTc8mmbBMyZVGV+4tTfxsijq/a0ED2F6Pm4SOEZZkxBdddBEuvvhiY7xmxGelUkGtVsPa2hoajQYymQxGRkZ60rQSiQS63a4xbvn9fuOU4SHvJLx7CVIo4h/nvFQqmQiwXC6HQCCAI0eOoNvtolAooFarGQUwlUoZJqadXNrIKv/L61KplUZQYBP/aLQtl8vmQHVga/3oYWebnH+Oye/3o1QqodvtYn5+Ht1uF6lUqqc/u/FqSxhkgNRGQTnn8l27Me4McoBIvLYZiuW9et5lf74TwNYXm1BjAxtv1sZ8+bueq36RI7of2ikkcZaG2EqlggcffBDf+MY3DA2R9Hvfvn090SZa+N7J4cX7mYJPWlmtVk0JOTlO27prA4Zt7rUzYjf404/O6jnfS7w7cuRIT7Q9jd7T09Mol8vmwEW/349CoYClpSUsLS0hn8+b56TiKNfH5owgT9PKoF5X6fSX86QNn3qNJO7pPSFlT/mZRg3KCZOTkxgbG0MkEtlG+2m8piOBArjsi4yYJA/rdrvGqcFnbI4LWX+bNV357kKhAGDTSCqjwKgQMQMxl8vh0KFDpg/8nUobgwIWFhZw+PBhw8cpT19o0HvERpf1tWAwiEwmYyKCWa6RsjRlc+kckG1pXtDtdvHUU09hZWUFgUDA1OuWDrK5uTk89NBDRv6lg2JmZgaTk5N4yUte0hOU00+ektds+hKv07iVy+WM4Zq/j42N9fDwQfP29NNP45lnnsG1116LSy65pMfoMYg+SaMP/3NvS2ebnFPb/A4C7p+nn34at9xyC2q12o7PnC+wzZW8LvVROg9ITxjQtba2ZiKrbdHh0jDHevQMYqJcPAh2kj/4jnK5jPvuuw/VahVAb6ks6TAiUI/LZrOYm5szh0kPDQ3hmmuuwcbGBpaXlxGPxzE+Po5qtWpKp3Y6W+fRMNIzHo9jenoa09PTPYEuNnosdbd+Rhm5BlLv0MY5vYcHzZvNGLjXwD6yDOtDDz3U4+RhAOETTzxhssqB7fxLGhR54PFll12GyclJdDodLC4uotvtolQqmaBL8q5BcvT6+rrhQeVyGdFotCfokrxB6pXhcBgTExOmRDbP87rpppvQbDbx4IMPGgf5/v37cfDgQQSDQXMm5TPPPIPJyUnj6KNBkTgs9XqJD7qShutunhvI7AeWg1pZWTH4yj1KPi9plg6mlZnXGmd5nQY2ykv8LzM5yJMk75YHzu4F6EBNjlnzH5v+KXFG81HZnpwvm1yunQHSySjfx2ucQ3kf7yVv1LZI+V75jO6/tmUQZF9sxnr5DimzyoBrLcvK+ZLyKG2Zsg/SvsBsH20b4PMyA0SOS7Yl55z762x19+cDUhaQeiP3LOkK6Rz1QhmsI52GXBPabaWTgb9Le7I8J0yW0Afsmc/9dAS55gz+ZmC67IfjOOZ8YJbwp9ymbTUSOD8Mame2IDPFaBfjHLG8OeeOZxBLHcLv9/cELNFWKyuLcJ5l6Tk6QJjhSJxPp9OmGk2n00EulzOBaLRzt9ttoyfSSTI0NITx8fFdBQ7vWuOwRWtJ5iBBRlOQAEtGppVIOg1ktLf07HBz0ivj8/nMgYFkSNKYJuuCAZu1MB3H6amTRSWQggEXh04IeqdisRg6nc2SMNVq1eqM4RjK5TLOnDmDbDaLiYkJ5PN5fPWrXzUGW9bS5HgdxzEK/ite8QocO3bMEJByuYzV1VU89thj2L9/vxEuJiYmjDHadTc9gJVKBQ888AAajQbC4bCJhJNEi6k+skSURMJ6vY5ut4vrr78eMzMzuP/++3si3jkn999/v6ntvxdATxuw3ROtFWYKEyQIwFZEITd6qVTCysoKTp48iW9+85s4ffq01Wvn8/nMATA0OHQ6HaMEEg+ArdRACnHss6zFRk+wZMDaiUVDhYzGkwyPxKfZbJoSOoxKWlpaMoehk7gB2403/GwTRvqBVtC0gjMxMdFT0kMSUNd1Tar4xMQEMplMT/aU7Bfxmt+HhoYM8WQ2z16BVMYZjVqtVs3ZMsvLy+b8Fd7LDCrWI6VDhrRIC0v8I23kdX0PQRoouff5mRkRsv436RUZOg8tJTAqjjSB2Tu1Wg2nTp3C1NQU0ul0T7+ksZFgMwjaIog077CBFF70fGjQkTTyXTaDiBZ6bQqw7seLCWw4pEEb1qWSL+eH7cl00kGg8VRelwLx7OwsHnroITz99NNYXFw06xyPxzEyMoLLL78c09PTWF5eNsI9o7op5EnDrxbSCVKQp5Al5Zd+xkKpvMh5kXPDtgc5Zgbhl8Rx+d/23F7A3NycUQyALV7FzLRUKoVOp2PSfKPRKCYmJhCPx1GtVo0hg6UWpIxEHGK7/Qwicq6l0V+XQwDsZeokP5Y4LmUEyfdoIGGd8mQyac4XY6oz5UrKjuQ/pKmNRgM+n29bbXXKrJRbia+cV5kBK8dFI7oMdqESRWM7s3va7TampqaMU4Ols2TkqqxFy3cyOorvSafTJtCHddtfCLDtNZtyODw8jEajgZWVFSOvnz592iivAHDgwAGMjIyYZyQ+yDYXFhZwyy23mNrljGrT8mYmkzEyPNdjbW3NBPXshM+EQXKW7F+hUDAy04EDB4zSNz093UPX5LPyezAYxDXXXIPV1VV85StfQalUMocRDzJGcB9Jg4/U3ai3SLl2t6DlXZbWmpiY2PMoTd2vne6TtCQajSKZTBq+yAAv25oAm9keNDq57mY5U2Ys8T6J99I5q42f/O+6LvL5PO68806cPn3aBOjRGML7tG5OusegLBod/H4/zpw5g0AggLGxMWSzWQCbNGNiYsIEBVAOoDycTCb7yuRaN9ayr9Rr9Bi1rqLXQ9J5zTvlvVLXsvVtJ73nfIGWhZkpsrGxgZGREdTrdbiui4WFhZ7yh3JsQG/2fTqdRiKRwNjYGCYnJzE7O2twRxodNX2y0Q+gtzwag+nIy/ReCAQCmJmZMfSPz62treHTn/60kSUSiQQymQwuv/xyZDIZU30CAFZXVzE7O2uCHHnGII2w0iEg9X3+Jx+Lx+PYt28f0uk0crkcFhYWtp0fqAMOpH2Je5M0TZZGloGmBM6ndszyjBRm8MuyKNybGxsbexrAybFrQ6vcU1JfkzYzrivpHO/XNkB5v9538rt0umkbiMRV2R7/pHNCy4dyTFIuJE+RtfMpc2m6Kttk4LNsT4+PcyIdJtKmKZ3QckxsT1YlIOjKFf3mQs4T94KNjrEPlAn30vml5XL2eW1tDSsrKyaQnPLw+vq6yfD1+/1GVgW2ggG63c2zWAmUvWnrJV5x/8o5k7Y3Wx8JfKfW63QZONIs7meZkROPx01FE1umjm6bAbd0UnIe6Nzlc7K8G7MzafdhwLuWoXn2q9wn1EloZ2R5JXmuMt9Xr9eNXVjaJDc2NnD69GnMzs4anY9rTIf62NhYX9lYw1k5IWRdPk3UtOGBSCaVW7Yj00O5SDIKnEqXFK4AmAlhhApr4VJxIjNwXddEfVE5jkQipl4u05QpRFarVfh8PuRyOVNblwvmui5GRkaM4KUFGxIObnZGj/j9fnzlK18xB3ZVKhXjJWMN1I2NDXOAFKOo6XGamprC4uIipqenjaBIYzgAE/nw6KOP4rnnnsMDDzxg5mBoaAgPPfQQrrnmGlxxxRVIp9NG2eZBUEQ0ChkUkKPRKK677jpcddVV+Jd/+RecOnXKjM3v92N+fh5f/epXcdNNN+0WdZ4XRKPRbQTE59s6wMV13W2ZNtIIIk91P3PmDHw+HxYXF/Hggw/i5MmTPfXiuGnogBgeHjaePhpEpFFDMlCeZs8+SeMLI0BkCpr28NOBRPxutVrI5/PG0SadECTaJDIsk0HnixTiAbviZTN6SSXUxvR4Dwkpz27gGQMySorMgLShUqkgGo1ui9YCtg7sjsViqFQqpvQXiR7HzIivCw0URvjOfD6PxcVF4wXmOnIssVjMHNYzOjqKVCplDiWq1Wqo1WrbvPwy0pWlqWyGCznvNuWJ6yEdp6z/SJpF2kOQNFwanWjsHRoaQrVaxenTp00pG445HA6biCN5FkgmkzHtyugYG7O3KZ36+24Msf2MmoPwvV8f9Od+bb0YYND82cajje8SpKLvOE4Pv7C1qwUP4mez2cSTTz6Je++9FwsLC8jn8yb7MJFIYGZmBi972cswPT1tagfLaHLSSeJtJBIx2YqyFq98fywWMzIEnfI2PORnqfhr3LXRS+0ok4YkreRoHJRKixQcbTT3QsOtt95qDkElf6NsVK/XTYAIo11Y9k0aIJiJSoMp8UmWI5IKrJ4PaaSUvEsGEMjfbMZUKT9SQJd91Dw3kUj0HLLGCHrSL557ROM3ZUfSHblWdC5QDiE9dl3X8GqOWctdxDW2QWWD/4mb7H8gEDBKC6MrXdc1WT6MUuVYWGLLcRyTQdHtdrG+vo4DBw6g0+mYZ/bq4Ewb/ehnHOR38mX5PCNwiW/BYLAnZV8aA2S77XYbx48fx+rqqnFAdDqdHkWXOMu0eG04iUQiA41KWq60jU0rmrlcDvPz80in0xgeHka73UatVsPKygouvvjiXfEy0scbb7wR5XIZ//qv/4pqtYobb7zRyKeDgE42WfaFcyudv7vhjXL/ce6azSby+bw5J+87ncfqtWPmqSyvJukBv/NA+uXlZUM3eDhuJpNBp9MxZzIAMA4ELbtrOtlqtXDHHXfg7rvvNoZS8mZ+l0Y3GhmGh4dx2WWXIZPJYG5uDtFoFGtraxgbG0Or1TJBM4899hjS6TQuuuiiHhmL9LXdbvdkFAL2Ukhy32keCmxmji8vL+PQoUM90cE2g5l8Xs63pJ+SH0sDlG3PyH5caCBNZfDka17zGlOd4dChQ3jkkUewvLzcY9jWson8jfy4WCzi3//93+H3+3HFFVeY8hxaHpH2FRqkZHCong/aCLSRmp8nJyeNjYR4FwwGcfjwYZw+fRpLS0vGGHfppZdidHTU6MDUG9PpNFqtzcOr19bWUCgUkM1mMTo6asoQA1sBqtQrSHs4LtpxTp48iaWlJZTLZZNNT1sIjb4cgzyLlNekvsrxck6oszFIUDonJE6yPb4zFAoZW4/ruj262V6AHhPXS4LUxfvpZdoRYdujGue476TzANh+1pBtzxL0HpfGZmm30X2XeoLkP7L/cj54X79gK60PsD3isg6Q6dcG7TM6+EQ7NGzzyn0mjc3SlqpB2qX2Giivc05zuRyOHz+OZ5991hjZuU9c1zWll+T6M2uPgSaUjTl/8hwpKVvzvdL2JvsiQTsGNB8hSN2S+oDEF+kYpQOC6y3phOyDlP0ZPEwdle0Rj4eGhuDz+Uy2CJ0VDGD3+XyIRCLbnK1+v9+UoiNdXF9fN8FW2WwWk5OTxr4sq/zQ5kbdgeWYWGZd0lI6ZRKJBNLptKkGQ0fNTrBrJwQVGrmBuOjcyFwsMjepWMqNLNNHOOH0KHFgvIfGX5ZioiGMzJhOBwpcwFbEgM+3WR+31Wohm80aJwQPzXKcrTrqVMp0La9AIIBMJoPV1VXjKZeCORGZgkaz2cTi4iLuuusunDhxAsCm84TnBXAuarUastksvuu7vguTk5NGweIfhTwaAXw+H4rFosnimJ2dxf/9v/8Xq6urPUIyhfxcLoevf/3rWFpawlve8haDePV63aThUpghglcqFeTzeYyOjuLSSy/FyMgIPv3pT+PZZ581m4SOiL0CyWw4RhmRRaFA9k9GcHU6HaytreHkyZPGiP3MM8/gqaee6jFMEU/9fr+JhKQgxd84hwBM1IMskwTAZC+QUXa73Z6DozWztjFnOh5KpZIZqySkNI7z8BpGvssSY3rOtKGr3336uwTuSZkdwH3LOnZsU0Yr+/2bZ0SQcch2SUu4LzudjtnnPIAnEokYJrQXMDs7i7W1NSwvL2NlZcUwQWnU8Pk2D0Hbt28fstmsIbqkDyTiuVwOhUKhx2gknWo+nw/JZNJ6zooWfPT76bwZGhoyEWl0inQ6HaNMlMvlHkGLdV/ZDmvwk+lQwa5Wqz0pdu12G+l0Gmtra+bcEXr/6/U6Jicne/YLsJWuK8egP9uEtkGGiX7Ko22+pCArn90rBfTFAHrebL9rBUFHdMjvur16vY5vfetbuPvuu7G8vIxardbjNJ2ZmcFrX/tazMzMGL5eq9UMzlEYo2wBwGSDEX9pRGdfuPbMoNT1R3VJEanISKOLNhRLfLIZOHhdzps0FEnQhleboWYv4IknnkAkEkE2m0UmkzFO8FqthvX19Z6oKnlYtVxvKfwzcmloaMjQIWnclnKhDaRyyvuBrf0slVrdjnTsyPnWfJalM8lbGSxCfGLwAfFKy718BwX+Wq2G1dVVY5ymQ8d1XVNCk/hHPiYdIwTKMJQfmFnI8VAedhzHZL1xTMzioBOoXq+bOro0sLMvrG8PwETZMyJrL0Ar9MyApPxGeYpOlHK5jHK5bHiUzD6V0OlsHog6Ojpq5lHiAvdYq9XCysqKkcm4BjQGSN4k+Sfb8Pv9GBkZ6YkE70dDNV2x8cBOZ/PssVOnTplos/X1dSSTSTz44IO4/PLLjYyg3yPpE/vJkiidTgfXX389Hn/8ccTjcVx77bU9kfn95lCWAgNg5G2pm2nQNEvvUUm/+Z6lpaWBtOBCg5Z5BwHxptVqGQMflXBJA6nL0TjCQCi+h/Po8/mQyWSQyWSMAZnZ+pKHyfe7rotHH30UDz30kFkfOkJsOH7ttdcinU7jsssuw8jIiDH+Mis2k8kY2p7P59Fubx6QvH//fkMbJa8E7GcwSTlPGxKJK9y7PH/CcRw8+uijSKVSGB8f7wlasoHMbpeGIIKNZ9iCqvYa0um00f/i8bjJLmbdbh34IA2m/E+aw/LC09PTCAaDePbZZ1EoFHDy5ElT+isej/dkPTGwgDoIAztkpKteM52FyLkdHx83OMM+M9BqeHgYhw4dQjgcRrlcxqFDhzA9Pd1z0Cr3P+uOB4NBE0TH4JSxsTFzfhewVR5P2qC63c2MjWazieXlZXMoq7TNyOhdyibUpyUd0/SHfJVBfnTGUt+Ra0R5Tzr9JHCPMThDGk8vNAzaT9o5QbDxJn1NO2tsDkhtR5A4Lg248k/Oqe13Ave8jb8waEWOU4KkW1oG0bYm3mez1RCPpZwg+6xpJu1yLJ8jeTVlHRnQYOPPMghD0gNpdJZBspTV9RpeaOBcLC4u4sknn8Tp06exvr7eM7eU61itgfs1EAgYZwPlPMdxEI1GTZmhbrdrDOHksZSNgd7KLbQd62wA4oV0sPE7xwDYzxththm/Uw5gCSYZMMX1oswgaTz5Lmmt1Cs5H+wTg+5pr6YNkNVC6KxgOSXSSmkzpLzg8/mQSqWMraZSqSAQCKBWq5nyiwycBTb5dqlUwuLioglKjUajSCQSJiN+ZGQEyWTSBOZwHc+rE0IuoJwom9IsNw8XWyoNXFRuGhkFIb32NJAzMldvKK3kM8pHeksrlYqZJDJpvqdQKKBQKMBxHKPMEXFk6h8AY/zvdrtIJpPGqy098yROTzzxBJ5++mn4fD6sr68bD5l0zExMTOANb3gDYrEYyuWyqelOAYCMtlgswnU3DdNUXvP5PL70pS9hdXV129wTwfn8s88+i4ceegiHDx/GxsaGKWOlU3ocxzEHeGezWRw4cACTk5P40R/9UXzmM5/Bs88+27PR9wr0AZgcL4kwBSqWkuEc0iDvOJslkk6ePInV1VUTVUbckrjKyAkq8yz9QXwJh8OmNAXxlNH7PEA5k8kAQE80o65/Z2Os/BwMBjE9PW1qcmpBW+IZhRpG1UtvLrBdiCCeyv9SULEZyfQfxwD0Kh7SaUj6wIgQ4uLq6qoxNsg+UYjjHpEOBzoa5eE/Fxq+/OUvm/ILMrOEzIaZVAcOHMBFF11k8C+fz6Nerxsv9fr6utlnNM4NDQ1heHjYEGs6EEi7uP8lfujPUgAhfjKNNBKJmIOqG40GCoWC6Z80SBHH2Q4dbBS8g8FgT3kv4hzPwCCjId1IJBLbBFvur0ECkM1QuFvgPHDedFu7eW+/d75QCusLAZouSHzjvteKqry/X5s+32Z24X333Yf777/f0MhGo2GU72KxiMXFRXOQezQaNU5VSdMk3dSOBEZ4LC8vA+it6Unng+M4KBaLRkBlRo/O7CRO8TPHKudD/yZpo23P7jT3UpZ6IQxyS0tLCAQCWF1dNYen0rgqMxmkbKUdLcD28x9Ik3i2low0I68Aeo1bsh29h/V7CNq4q5UG+bzse7FY3KacMLgglUqZSOaJiQkTnUnlU/IiKh+FQsHgHp28MnKJNJMONJmpwHYZHOK6LiqVitl7ugwkZQvySQaSUJnhIXIjIyNwXdecGca5kVmTPD+MSvJeAA/M5tyQJlBZpzMGwDbHvd6LmvYz+5kOFxuwDKtUgInnEmTGityrdNxr0DgrDbb9DEKu65qznGKxmDmjIxKJ4IEHHsD4+DhmZmb6zqXrbpY6OH78ONLpNC699FKcOHECX/nKV/Da174W3/3d3419+/bh9OnTmJubw8GDB82zNrol8YtKNuWXQfKibfycT1mHuFwu49Zbb0WlUsGhQ4fMOSd7ATvx+0Fjcpytc0eYfU1jAA2VUoeT8rg0tNEowAAp6eAZGhoy5ytks1kkEgkTdNdqtVAqlXDfffeZQ9J5ALmNTmazWVx++eW47LLLEIlEjO5DmbNcLqNQKGBubg7lchmpVArXXnutCYoD7IZ9KSPYDI7yXikD1mo1PPTQQ7j++uuNHrq+vo5Tp04ZJwRBftZGUMkrpdHNZmC08ZRBeHAhgBUbgsEgbrjhBrOHKGsnk0lzhoOMXpdGcxrZY7EYjhw5YpzNjLytVqtwXdc4tNiWLMcHbJV9ke/STg/NNzmH6XQao6OjPWvDjOihoSFzngidaxdffDEikQg2NjZQKpXMGNivaDRq6oonk0mjOy0tLaFQKGBsbKwHLxzHMXogz3sk/wC2siZk1jewVf6G/+W5LNQfyNtLpRKKxaLJHJRn8JBfc+2kLib3MHV+KVeyRNNelp4DtstWUkaSe1fa6mwyrW0/kj/bHBGEfnKilOVl5LzWdXWghtQFbLya80sbmKbnNrmcNFkHPMn38TPvl2Xv+F/aOKUxW9oybefmyKoKmg/JzCX+ca2kM0O3KTOdtHPiQkO73cY3v/lNPPHEEyY4VpYGpc2A2V/MhmfgE8dAOsFxLC8v9xzGzNKkGh+BrfXnddILiUsSP2z8n/PIShIssb2ysmLkdNIa2nNsOgoDUl3XNfdru5LUrykHE2cYeJ9IJIxzgFmYPE9Hlh2TQSJSx2Jg39DQEEqlEk6cOGF4R6lUMkE+0skn6Vo6nTYBs6OjoxgZGTHODNI64ihl9t3Qu7Mqx6SVPKk8SwFLMjXpRacgK9NGZHSN/J0TKL0qVNQkIeLm4+bm+/1+v5nUWCxmjMpcJEaQEDnL5XJP+h6dAolEAktLS3jwwQcxPT2NZDJpSscwUlMydh4qLb2lNK4CMNHE1157LeLxuCmtA8CUZGEqEo00JGqMWjhz5kzPYcoStGDoui6efPJJLC4uotVqmUOneA6GNizX63UT/c3aXj/wAz+AT33qU1hcXDQbYK9AEiUyCKY5kbBKxqMZlOtu1kZbXl42tZSpeEpBmkIiowUpqJPhEFcYEc80JelVJVGgEEjnA4moZLQSfyXBYYQHDcEckyRW3NwyItCmHNoYFNAbBcw5ArYLKlr4kOsgQRr7ZFaEPM+D962srBjGKPvJd7FWN5kXoznD4XDPYUUXEs6cOdMTZUA6xTMUeGh2oVDAI488Ys6qkcInMzvS6bQ5W4TPymgaaUCRGT1UdLURjXMlnVvSQEh6yblkSbFSqWSYEI1XZKw0CKbTaaNUML2uXC6j1WoZgw7xX+5HRlHLFGfCTo4ArWD2cx7YFEx53Qa232yGcylES2FkLxXV8wE79bff3BIkP+DaSOGIa0uc7RcBJRWMe++9Fw8//LARtKlIRqNRzMzM4Otf/zqefPJJfOITn8Dhw4dx+PBhjI6OGp4qaSWwKdAtLi6aEmAy2kMauTleTWdpfKVQJ5VMjbtSjrEZQF3XNQrUoHmlbKMVKE2zXyico0BbKpWMokQ6JdOaSQs1D5Dj55z4/X6Tvcr7OUY6123GK8o6WiGVvMlm6LUpnDajsvyN9UylMYZyBQ3yxJmRkREjPzL6iO8LhULmXCamObNmdSQSQaVSwcrKCvx+Pw4fPox6vY5CoYBGo4GDBw+as3xoWGQWLOkyo6j9fj+KxaLhrRqvGKgTCARQLBZx8uRJNBoNk6Hm9/tNliGjyih/c8x7dSbEU089tY3mlsvlvgEnNmeS1keksUjua4LEUZZZpPNB8mObQkqe7vf7kU6nsX///p7oNd1nPq9piM0o0mg0UCwWjbzJoIAnn3wSGxsbuO6663qyF/Qc+Xw+jI6OIp/P4+tf/7rJNrvqqqtwzTXXIBQK4eqrr8YVV1zRY2SRsr+mTVL2o16kowI19DPwdrubWebPPvusOeSQGQSkB3sF/WSLftfpFKvX66hWq1hZWTER2JRRyTelwYzyvgwo4bzKwDXHcYzCXqvV4LoulpeXDR0cGhoycw9snm/43HPPmXI5ui3K4o7j4PTp0/j4xz9uDNWBQAATExPGYUkac8kll+DNb34zkslkD3+3zZeky/3Wm8/xHuJRPB5HsVg0To+5uTm4rovZ2Vlcd911VgOdlvXk3tJRqzZjOkHzdWnwu9DAOU0mkybggnr07OwsHMfB1NQUAPTISMyw63a7xije7XZN5Ya5uTkTCEleLet9y8wB13UNznBuHMcxpX4lTZXGZc4bz4GS1Rxc1zVOpKGhIUxMTJiI/2PHjmF4eBiO4xg7jNznMpI8kUiYQ2ep19JBxioWiUTCOJcdx8Hhw4cRj8d7siuYic5xkbfRnsIsO76Xckiz2USxWEQulzPlDVmWT16PRqOmogUjgjn33F+UJYBehxIrdhSLxQuJaj2g7XTyus2Wp5+z7X3JE7Su0I83yX1MWV3SDqm/ahuJtC1I+57cu8RXafS02S36yeiSXtsyuiR9oZ4hI9tdd6vqBQNGZBvk8TLgiX0hzktHstSfCLyPY5OGZmlPZV84FzqYei9gfn4ezz33nNmXdMzRXkV5B9jkCXQmkDeyvDcdjJxTv3+ztCADx/kbsD17mjKtnAtp05Fr2s+JJvngxsYGcrkcAGB4eBhLS0twXdcEyPO83263a+xeUsdjUF00GsXCwgKGh4cxMjJi9FgGFUtdiTRDZj+3Wi0sLS0Zhy55gdzHzPySzhaOmXNPG5MsnysDbWOxmLFfJRIJE5gmM8jYHgP4dfaS1qf7wa4xU24cyeylACQ3j7zGSWJGAJkFiTj/OAkkNgDMYlLgo9DHZzjxnBz+7vP5zOElRAr+zqgqprFSUWbdTLbLhbn33ntx1113IZ1O48CBAzh8+LBxSNRqNfh8WwdlnzhxwhxuTQeIdEAEg0Fcd911iMViJqKYDhFuEqbzR6NRk2oYjUaxurqKer2OZ555pq9yLQk4N1e1WsXc3Jwx4FPRlMqGZJjlchnLy8smim5kZARvfvOb8dnPftZE++0V6LQ3oLd0kTZka8ZIAcxWExzoTXWiECEjJRzHwfLyMkqlEmKxmDkfpFKpmBJd8kR5OrUo5BBvyUwlc5XEkEQFAB555BFUKhVceeWVxrvKNjudjkkVZSShZJ42wy6JgY0RS8OXNizxd5thgLhCg4asl0njBnGZqWrZbNZEf9mA+zgej5syQsyKkGXSLjQ4jmOMPFLRY+YJ6RszYWg0SKVSSKfTSKVS5qBTRsRqWqkNthIv5HrZHC8Sr5neS9pCoVvWqqRzk0Y3x3HMuRvdbteUZ6LjjTSc6yBxk0oLmSQjypkJoftp+8zvNqeX5ifyfj13BOKjxFN5j1Zk9W/6+b1STs836HEO+l2CnAs5N5ouSMGmnxFKGgpYGoXRazwId3h4GJlMBuPj43j88cexuLiI2dlZzM7O4uTJk7jxxhsxNjbWY7judDooFAp47rnnMD8/j+uvv34bDtgMJFJm4Z7ib9xDNkWs39yRzst3avzVCpm8n79JA4rcBzYedaGBxnYaw1imQWZbkbbwu5wHaVyjjEE5jBHVrrsVVQOg58Bb8hIpCOs5kEqG/m3Qusl9LRVAPiMjmDkeGvH8fj9KpRJcdzMrgbRVyomURdrtNpaXl01ZuvHxceN07na7OHXqFE6cOGGy4dbX1/HEE0+g0+ng4osvxv79+xEKhbC2tmbkRzoNWNYvmUyiXC6bCFIZWEM5r9FoYHh4GIVCwZzpk81mDf86deqUMUCy33Kd9orHysAd8j0Jcm/bHBAEKe8RX6empkzJk357qVQqGaeN3P8MApBGfwBGset0NstFLi8v48iRI315xaDrfF+lUsEjjzyCbDaL/fv395SBnZ2dxalTp3DDDTf01BlmP23GnqNHj6Jer+P222/H6Ogovv/7vx/Dw8PmWc6PjHST80P5TRp92LamTZrOStD8godQ33PPPdjY2MDRo0dx+PBh1Go1jI+P76mBZBBv535gZl2j0UClUjGR0Qz40KX9ZOY9aaEMjJJ4TpkZ2F5yQ/eNzgL2u91u47nnnjPOSuk8pYFCO+LJdxlct7S0ZORD0p2LLroIw8PD5plB/EfLruybTTbT+MEs3fvuuw/Dw8OYnJzES17yEtx9993mbDE9L7b10/YGzb+1fYLPyXndS+C719bWTLAjeZA8W4l7TzoObI50BtPJLDjK4rQn0CFBg6i0s8jSvTpTAoDJpJYBWJOTkz3n5bC/q6urPWVmh4eHMTo6in379mFoaMgYqeQBqXLdpDGVEbWpVAqZTKYn24g8kbXJU6mUKYcMwNiW6CRxnE1HBHUaHfXMfVwul5HL5VCv101GRrfbRT6fx9NPP22qTfB9cq04BupS5KmU7WQ2BNdnrwLpOAc64JCfbXvDpifp9nQbGiQ9ku1z7aWjm0CclXow75X0VMrv0lnBe6Whnrhu66PW/SjD0XnHezgWKavQhqj7I7MUaGuUdr9Op2MCmyWdpNNLOj90P+U7dAC3DJSUsrc+X2AvaR6rgdAm5PP5eqL3ef7Q0NAQ8vm82ds86F7aeaWuls1msba2ZuwepFly7vhZBnpKR620s8i11u1IGwvXvl6vY2FhwWTAshQcaV6xWEShUDBBRDTc89wy0sONjQ3Mz88bm9iRI0cQDod7HLXMDqFtst1um/N5AZjgZq63lIMBmCxu6YzmGDudjtEhuE+GhobMuCTOkKbRDscKIbT5yXPDSPuoK9LWvxOcVSYEQQqrepPLaGB2TKYFyUWWm0e2L43ysVjMTLg2isi+SacEnQwsQcLIZXqqqEgQEWnIi8fjJiqN0Gw2jQG/UCigXC5jdnYWMzMzuOSSSzA2NmbaLpfLOHXqFAAYQ6x2aLz0pS81yiSAnj7RcMhIetYAY1YCldHrr78eCwsLmJub65kHOT+SQMqo6nq9bg5g5Pxoor6xsYGFhQVMT08bwfDgwYO4/vrr8W//9m89HtoLDZIIaAOPjGDThjNpyNVlH2S7iUQCl156qcm44MEzBBqaWUuVwlYgEMDMzIwpk9Vut81ayggLEh3pKbc56eR+8fl8xoDAiMtUKmW85ZVKBcBWpgWJho4i4NzIyFJge01FmxKhDXxaEeX93W7XZPPQwM1rFAIoBCYSCbiua2oBysg6Aj25iUTCCLeyJNNeQLvdNqU69NxSCNDp8xMTEzh69KiJYLJFYhAkPkv8JsFn+5xrjd8yNZPrTOZCBVoKKwTSSFkLtlAoYGRkBDMzM6aMFGki15MMkiXpZDYbnUbsr82AyH5LwVT/vxBgU+xt19i/3Tz/YoadDGM2+ihxTxqXtMKgjVI0tpDuBQIBXHTRRRgbGzMptQDMPicte/LJJzExMWGMvK67GT22sLCA2dlZrK6umkOEga3sDW18kaCVLknjzkU457z0mzP52Was0bTVti9eCCCtpvJF4ZNKtszQpLDJdZSp8BRSyXtkFI80zg3CR6k82/AT6M3E5Xe2Lb9Lx4ZtfrURXArs4XAY8XjcZMCyHdZYLZfLKBaLqNfrJuOWZ49R/otGoxgdHcX8/DzuuOMOHD16FGtraybavVKp4MCBA6Zdlq6gc6jT6SCfzyOXyyGRSBhFoNvdPBA8FosZBSgajRpj5cmTJ42xipkWTz75JJrNpnEaj42NmTaoMO0FSBlS7g+uEXmhvEfzUHkvcXdkZASjo6PWvSk/6+hfScuY4UyDggwEoT5x9OhRU7NcGpo5NpaBlSViZdZUt9vF/Pw8qtUqOp0OLrroIhMJl8vl8K1vfQs33HCDOSxY8yKN67x2zTXXIBwO49Zbb8XXvvY1vOENbzBBCFpG5vNSMZcGGb2veL+8T+oO2jDEc+aWlpZMcNbIyAiOHDkCn8+HUqmEa6+99gU5PJPQbDZNNCD7zIxRlsFhuSU6ICuViiknRnmfcyP/A73lSCgfcQ6lY5X3SoOT5K2dTgdnzpzB3Nxcj6FT0i6Nz67r9kQuSn0hk8mgVquZbFibIbIfSN2KY5B7wGb4Bzbp6cUXX4x6vY63vOUtxii7sLDQcxYO29CG0H44rO/T+PpCA8ci9VVgy24haaEMlCQOyENbHccxQZOkR6RTNGJJe4fP5zNnkuTzeWOLkVHV5FPEjbGxMQwNDZnMnPHxcUPrgK25Z3kvylGUBQ4fPmyM+dxb0tkr11YGPckgg3g8bhzstVoNqVQKBw4cQKfTwSOPPGJwhkY6ef6gzfCq5dhqtYpcLodqtQq/349kMml0o2q1irW1NRP0SeOx3MtyPaXuI0HLiENDQxgbGztPWLUzkC/anAn9HAp6L/dzeGvQ+8+27zTf4Jpr2whtUtq5yzYkDWBfidPEa9d1jbym+6l1GxnFrZ0E+n2yAoUMnqHRnEZXKV/IMx+k3EL5mnirK5NwLKwuIW2EMhiIuMnxky9J2+pe0kGun3Ti0GaWyWQwMzODUqlkzmWlPkiax7n4/6h7s99IrzTN74ngzggygsF9yX2RlFKmVNKotulZUDO2MXAbMBrwpYG59p/gf8OXvvSF7QvDmIue6QXV1eWa7q5SVUmVKmUqlSszSSa3IBkM7ktE+IL4vXzi5MdUqrqSPXMAgmQs33e+c97zLs+7uS5KybqlpaUICACn9b1AH3RZ4kFT0JLzmhQfhKbgsc6fwVA9A3FlZSUyI3K5XDiW0B/StWGv0CtqtVrsa3d3d/T8KZVKoZfD86ED1gecplAovFIOKq06BI8ig4QSSzhv4bfu3PB+OK6TEMiAYxpZht1TKBSitO+30subElaWAeDKtSseWQfUmYiDZylDZIFJk/cFIaLa62+RcuTRJfQ82NraisPg0Qdcf39/v00p6OrqCu8OkdeHh4f68Y9/rOHhYT158iTqZ+3s7Ghubk6Tk5O6du2aLl26pC+++CKyK46Pj8OA4Lk++ugjvffee3r58mWkZ2F48KwAnrncSTOWjo4O3b9/P4jtN7/5TRgWr9srN3YkRZf0ZrMZ/Qa8oRl1yFBaFxcX9fjxY128eDG8YHfu3NHDhw/19ddfvynZ/FGGMwxn7Bx03nem5cw3CxDO5U5KMA0PD+vOnTt69uxZm7PLPbHct1KptDX0paYnTA9PIgyCA+yOBwe//P/0HADkc74QVjj4JLVlGsA88D6zlwh1987zbN5klHtiuEAHfD4F2DzSoNlsRrNZZ+R+7nAkDA4Oanx8PNYndUTwd6FQCOCE0kF+nt7m8BrFPIMrtZSTgc8QxeUKqY8UPMgypPyznF34mvNQT2lOwTX2yKOsHSBAIPmesnfLy8tR57rVakXDcyKL+vr6gr4804LottTh4SM1TrM+5+csCyx2ECZdN95Lla3XgdJZ76cG8H9t46w5f5sCehbw4Hzp2xzPWeA6PHpqaipKknnN3FarpdHR0ZCDOHlnZ2f16aefBoD18uVLraysRLQaipOflbP0kxTgT2VJaqg6DWXRw+tA8Sw+5mvj9Mz9ssCf84xa8uH8Bp7njnWCGXA+oKN5RJHrhchGsgxbrfbGtP5Zf2bnV6yzg65ZhqXzlpRe04i4FMB1g9d1V4AQ+D2BANJp5iJ9tNbW1pTL5XTx4sXQ23K5XDzvhQsXdHR0pFqtphcvXujo6Ciik4+OjnT//v0AXHK5XACd6KGdnSc9zFj7r7/+Wvl8Xjdu3NCFCxeiOejm5mZkyxLtXCwWtbe3p9nZWa2trYWxUC6Xde3aNXV2drY1fT6v4fzc95D95+/0jKRnGhqbnp7W8PBwW5YOw88wwCe6lAPv0qsOsmazGUFFNAFE3qc8oF6v63e/+53K5bI++OADSaeNTok253o0LL1w4YKKxaLm5ua0tLSkp0+f6oc//KFGR0fb1onvSq/yCF7P5XK6efOm+vv79Ytf/EKfffaZvv/977cFcKRy1PVQ11Wz9ss/5+uURjk3myflYjY2NrS+vq4nT57o8PBQa2tr2tra0rVr1/Tzn/9c//E//kf92Z/92Sv3elsjlVGNRiP6cTBwRPT390dgB8+I7uyNKV+3VqmN60Ej/f39kS3bap1EdxI1njaIX1tb0/LycvAn1yOl08yi14Hx/N/R0aF33nlHt27diixu6bs7wF3XzLKxUpnZarV05coVPX/+vC1z90c/+tErfS2y5pPqgOlPqjcyL+clrhuc58AW9Dm6M8plJ9kKDoDl8/kIruSzHuRINP/IyEiUKBofH49yIdAOGWLwesdvRkZGdO3aNfX09ITNXyqVgm/52h8cHOjZs2chr8g6mJiY0NTUlDo6OiI4DYzDdS+nHem0P6iktsDRjo6TEiwffPCB+vr6tL6+rk8//VQLCwv65ptvtL6+rr6+Pg0NDQVoB6iGveP2PGVVCOSj/8rh4WFkxqXOBelVJ4bb8N82XEc6r55LjNfpqam95cCtdKpLpXZVFm73JiC3y1lkTPo/PJnP+96BjbmuxvAKJ24jp7an6xhcA5A1pUmfgwPVYDE8MzTjwL87OKjk4IGFktp6sqbOSLdneTZ3sAH2Ou/20kPNZrPNQXGeeh3ly7DnfG06Ojr09OlTbW5uRmAq8g4Q3qvZOMZEGSF0Num094Pvh+vzOD+k9nLDri9JasN34BNZdoN/HwyLa5H9wJr7XsBPHMPh/KGHFotFTUxMqFwu6+DgQA8ePAinaK1WCz4KzWCPgUM6psj1mVMauHp8fKzFxUVtbm5GqfC0iob3/WS0Wq1XAqt5NgJ2aFdQLBbfKHD4D8qESCN9nXGR2oHx5IYNxODN92BCGI4OmrGRqSDjQLsnkb+ZF1HolGJig1JjFW8Ugi+Xy6lQKASB4KX63ve+p+9///t6+vSp7t27p5WVFe3s7Gh2dlYLCwsaHh4ORoYTwyMdJicn9ZOf/CSi3LzeO/ODSOr1uur1eninNjY2AlQ+Pj7Wf/gP/+GVLIis4QovyubKyoq2t7fDSC2VSgFENxonzfDw9v72t7/VvXv3wmgdHh7W7du3NTs7+6Zk80cZqaCHAQ0MDIQBt7W1pfn5+ag1lwVe+OGkkzxK1traWhiaOCJYE8AZGAVAhKRXGlh5eQOvGctzwAhdCWVODDcWeIY08tRBGi8lRUaGA9HQgGdEkOaK0SOdRgB2dnZGiR6YoHt0XXFl3tAMTIcUMqLnYWw9PT0aGRnRwcGBlpaW2vbKFeyOjo7Y1zSC6G0PsgE8Sojn7O3t1e3bt3XhwoW2aFfKN2WB4KkCxHv+468jJKhFnNb9y+VyUfvVoyU8EiidhyuclH3A+MYgpFRbs3mSjryzs6NKpaJWqxVlRHZ2dnR4eBjOh+Hh4W9NueO+zoOzgGN+Z72e9V7KF86ij/RzZ10/zRhyefFf43iT58ham9TYSiNBUhArvZfL79u3b7cFE6SK4LVr13Tnzh198803qlarOjo60vLysp4+faoHDx6o0WhEhB+OyVKp9MrzuPGQ8nr4Kcphf3//K+UFODMpDWU9Y8q70/v4a+k8s4zWLMD1PAfOApRJ33MvxYTBhuLrdd0xjOAvXV1dqtfrkTbt8gfZJbU3sZba+2cge6VTEO2sgALXJf260qt81/cty8Hbap1mMUqKdGqie9KoyYWFBR0cHGhsbCyydNwYRXctl8u6cuWKtra2AhRqNpsBNj969Ejb29tt893d3VUul4tGpJSFWltbC+BkbW0t+outra1pbW1NOzs7+uSTT3Tnzh0VCgXdu3dPs7Oz2tjYiGagk5OTIYsxHs4zYo7hxpODBGfJCQdNaCI+MTER2R1ZoK+frVqtpi+//DJ0M2jdoxFTgMnnVavVdPfuXX300UfRH0Q6oZMvvvhCGxsbunPnTtx/dXVVS0tLevfdd9VsNqOvwPr6umZmZjQ1NaVvvvlGP/vZz/TjH/9Y/+7f/bvIgjnLIXmWw4QxMzOj/+F/+B9CXiOjs/QNfnMG0lIIZ/EwbC56v3B+5ufnoxEjJVpKpZJarZOo6rW1NV28eFHT09P64osv9Nlnn+nWrVvZxPFHHq6vrqysaG1tLc4p72GQY/ij+/f09ISDgud33p3ycbe/yuWyWq1W6InYnURdO8BQqVQ0Ojoa0d706SO7jIAjt23Q4fzceJkrQCnODBHzxWIxE8j39XL9zdfwTdfarzMwMKBPPvmkDdDx4KKUNlPaToHT143X6TbnrdsRwINjwXXN9AySFfLBBx+oVqvp0aNHbddycI4a3zdv3tTg4KCeP38esgeAnj4sAEjQMbaedGLX7O3t6fHjx9rb21OpVNLk5OQrjaiZ78bGRpQqkhQA1oULF9Tb2xsZRlSZYE4OpALoojPgiHCcSJJu3LgR0dM0ju7q6tLMzIxqtZrq9boWFha0vr6uiYkJVSqVNkcdYGCtVtPi4qL29/ej3vnR0VH0mSC4BYe821LO83j9LFvL9WXO4T9FYIljDS4TnfZdlvJ/VhZq+pw+suyB9HVoO82EwGZOgzQ9W8cD5lIHhjuZiECHflK6dQyBOaSyzj/vewlmiXz0wBvsGkB0X2c+T5S5Y4IAx/BtX2PXQ9wJww9ZydwLzInPetYlvOe8xl/8xV9oc3NTjcZJxRkc/KwRWFCr1Qr8LN0H+AN8kuAzSVpfX2+jD/bC7Ys0WJJ99Aww5uAYT6vVagPfwbPBP7hfd3d39DRKdU3PPmAfoVv2RlKA+ez7y5cv9fXXXwf+CM5TqVSiGsvU1FS0AQAbox+F0xL3bLVaEfDg8wRTx4ahR2KlUlGxWIyG08zVA/fhgVybtUl/cAR/23hjJ4QrxKlR50yX6NiBgYFgGkR9OaDK4fVre40vZzCkELIYABrMxQkKogK4wyGCQwMPEkoboL/Xx8LBwWZ51NpHH32k27dv6969e7p//75WV1e1v7+vpaWlSE/BUcJ88/m8fvKTn2h0dDQUTmfGPAcKwtbWlqrVapt3tlKpBLj89ddfR6mUs0ALfx3PFAbUb37zm1Bol5aW4h4ADu5kgun19fVpeHhY3//+9zUxMfGmZPNHGW4gSKfCcXBwUDMzM5FaDGDF2pwlOBEWxWJRhUIh9rbRaKi3tzf2B8XNva54P1GgWCdv7iKdgvIwH09nckdbllGYOh9gepyb1Mig9lwaLeqeWNbNvZY9PT1R998b7eVyJ+Wf+vv7g04wKv36CE73IKO8MTeUA28a1tvbq5GRkSg1lrW37mCkIdl5CVIchK4oN5snDYdu3rypd955R+Pj468YZux11vOkBr0rXK5gUcqEUlQ8M3Nxj7bUXq85VeJcWGCo+jyYM0AhYG9Hx0kDVCJzqdWIcdFoNMJR4xEWThceHeDP7L+zjMAs4Mffc56X/p0VsZN13XRv/G9fl7O+9085Xsfzz/ps+pzSqw4KP9vfZlT4+qTX8nv09fXpxo0bWltb0+bmZlu0JspJuVzWT37yE926dUtLS0v65S9/qcPDQ33xxRd6+fJllBIhJf7q1au6ePHimevBtZmDO3D7+/tVKBRUKpXa0kh57vR5/H+e2WnKaSR1sGU5IJhflrPin3I4AAWPcB3AQVp4u0cBeQQdfL6rqyuiMik5k2bIup7HPFKDKx3pmU5p3OUH90r30w1RjMSsqB7pJCsOWUmjvO3tbRUKBe3s7LyimFNKzHuUAYB0dXVFc0/kKgDuyMiIrly5omfPnsU9WXuiYvv6+iLbgVIZKysr2t3d1Xvvvafl5eVwily8eFE//OEPdenSJa2srGhxcVErKytqNptR2pD5uQF8XvzOebWfm1QX8v12ZyJRdKz3WdHcWdekrrh0CnS53ErBZD8fAHnPnj3T7u6u/sW/+Be6fPmy8vm85ubm9OTJE127dk25XC4aGc7Ozurp06exVzs7O+rt7dWlS5d04cIFff311/q//+//Wz/60Y908+bNOBcuRxnOg1IAMx04zXgvzez17zlgktomaSAPeg7OSACVRqOhlZWVCGb69a9/rUKhoHfffTeik3d3d/X73/9eU1NTqlQq6u/v1y9/+Uv9+3//719LL3+sQR3nzz//XL/+9a9Vr9f1P/1P/1OU/6OMFjYCTkGcDykIxrq6jk1GKWC/25I4NtLvuNMXUB47o9FohD6Gk5jz0micli52O8V5qgOOfGdubk63b99uA1+yeCXf+cc4IHwe3d3dunTpUnwm1Rmy5Oy38aRUp0lfg9c4z/kuetQfY7jO49G9qZ7p6w0dpjoF39/a2gq76Ic//KFKpZIeP36sqakpTU9Pa2lpKaLDy+VyZG+j8yPrwDeQRTikacKc8uFG46SvnwOlZNZNTEwol8uFTcFZcf7sgQYOIELfZAbhwJyYmAi+jT5xdHSkcrmscrkcjWG3tra0srKiWq2mkZERDQ0NhW2/t7cXjbwrlUr0TZqbm1OhUNDY2JhGR0cjO21zc7NNz3Vg0ffBq1mwNh497Lpolu73NsdZtpTPTTrV787SV1+HMaWyKMv25f3U2eBnkbPgeAl2bJoZ4YAu90B2uXPT9yHV290mTsFhH8wRx4PPhzlxjazyT4DM4DOODxEwyjOktkg+nw/9kmuABYGnMrw/KOvp2NR58jqcHmCYni3AXLEReF7nbzRGBguVpPHxce3s7ER2VVbmDIN1Zp3Ai12fcUeuf48zms/no38hfX3p0VCpVNTZ2anf/e53un//flz38PAwnE1Oe96PFhonwFw6oSF4Lljt0NBQ9Kgpl8tt2Qm53AlWvLm5qWq1Gn3jnP6y8CXp1QA6qpMMDw9reHg47kcZePS8RqPRRnde/s6DoD1QOuUHZ43v1BGMDQeocsOSB+TBUKQdeEiVhbSGmYP9gICtViuaYLiBCcPJisjGC4+ggGkxT6J3iCbp7++PKCqEiKe7QJx49vv7+/XRRx/p5s2bevLkSTTX5FkGBgbaFn9qakoffvhhrB3zj01Iog/5HIdtYmIieg90dp7UVZubm2vz8GUNBxGq1apu3rypu3fvanFxMVKN6Ur/bUyq0WgEgY6Pj7850fwjx1lGKcTvvT5Q2rIGtJMCwggknEaFQkHr6+tt+yOdNkjf29sLGkx7PXBYe3p62g6vC8ksB4QLaoSRp+75PiKImL+nomU9H3TM/Jzh810chjwPdf57enrU398f6bwIVFeoHbTJ5U697hhZOCEAZfheX1+fRkZGgsa5LoYtQDzngKa25zGuX78u6bT+H0KcPe3r69PR0VHUM3VlNUsZ89f9PV8jnKtkSXGuKZOWpnxCF/7b+SORSWTHENEHrebz+ei3s7e3F5EL7DFC++DgIEphcU0UMlKbx8bG2hrc0bx+ZGQknp2RZfCeJazSc5FeI/07a7jwT7+T8pazvv9f0viuymSWge7XylqHlD+m38/6O+s7+Xw+ItycRtM5lMtlFYtFjY+Pq16va2NjI2oJt1otDQ0NaWBgQNevX9fVq1dDEXI6cl6JkkTpRiJZUJYYLiuyAAp/Ns6qnzM+6593I8jH6xwPnrX2TzFccZTUpl9xrpEPPB/8HrnmDuJmsxlrDfhBKjUDmYgCnq6By1+PGk35nV+P37zudMj/6T6kEY2tVisMApxWKP47Ozs6Pj4pY7m1tRU648jISBgnOzs7KhQKoZcim9Hdrl69quXl5YiwIlN3a2tLjUZDIyMj6urqCicDe+POAqKYoPNisRh9KRYXF9XX16dPP/1UV69eVW9vb0SArq+va3p6WrlcLrJU1tbWdHx8HMZeluPnbYwUXP82oIM9Zb+GhoZ0+fLlVwyvszIZoJ/9/f2ojU52p2feEIXMvVKQxXW9arWqb775Rtvb25qamtLnn38eEe5Pnz7VwsKCdnZ2tLGxERHtHjy1srKin/3sZ/qbv/kbTUxM6NatW5mO9JQXpev1On58luxMeZvrN14Cl3XgN2vEOuLQ3d3d1fz8vIrFoiYnJ4Oe+vr6IoAplzspMdtsNvWzn/1MS0tLUWLvvMb/9X/9X3r8+LFWVlb0/vvvK5/P62//9m/1b/7Nv1FfX18Ef+zt7YXe6fsutTdM5ZnQjbq7u8MpQ0Q1drLLW4AOtwVdByZLvaurS0+fPtXR0VGsnWcGo2tjQ3JtB3harVabPdFsNrW5uamHDx9qamoqQF/owWtavw40zZLlZ+ljWToXz5y+dpaekPL71+lmWfphluw+r+EYiDuAyRRIn/nw8FB/+7d/26a7umzc3t4OR0KzeVKqpK+vT5VKRfv7+1pYWGjDB6iGQIARDgnAS+5PRYjh4eGgi5SX7O7uhhNXOg1UHB8fDxoFs/FofGgqC6hiTfwMdXZ26vLlyyqVSlpfX9fq6mpkXHl/qq6uLg0NDUW5w2q1qrm5Oa2srGhkZEQzMzOB81D5oNFoRLZ3LpcLmwXHCSV5sVk9y5z94tnZk7PsEn47CH0eIz1vWUGZ33YWXmc/+D3gkV4NIP0OdOzBmKxTGrwHT0w/h77J/aB/d+qiuzqP5fmZl+M1qRMm1UHdUZH2zPKqJpTN5PvIATLr/B4ecO3nNOWfYIrugMCh704dsBKpPTOA73v1jrc9NjY2IkAHHCF9rlzuxFHpWRs0ap6amtLk5KSWlpYCC+3r69Py8nLo4H4dx8dardMAqu3t7ShF5GsFn/PzDObW398fDslyuRwZAZTT3NjY0Obmpp4+faoXL16EEwm5DB0A5K+urmptbS0AegJLC4WCLl68GE4SHKronvR+aLVaUa2kXq8H/bVaraA357mcF8d6cAKhu8Grent7VSqVNDw8HJVPoCXp1IGKY5j7eZWQLHuMfU55zVnjjS2OVAFwg5z3HdiUTusgptHSMC0errOzMxaQyfM+h5pSIb4IrVYrhLjXXEO4o0QBguZyuTYPIso0zBOnBMYqBMt1cLwcHByoXq+rUCjo2rVrOjg40OLiovL5fBvzZE1u3boVgtUbTvmm8eyk1gAQUsoCL6CXBvKNzlLkmD9Ac6VS0cWLF/Uf/sN/0OXLl+P7byIYMZrxBp/nSGlMOo26J5WIv93jmQVU8AMwi0GPA2NoaCiav3Et0vCouyy1CygXrNAUfTeYqxsirlSmdMDcoVdo3SN5UiMVRp46BnjPgWsAf35I/fJsEG9YA0hdrVZVq9XalFWv4+oGCwY+c6C+np93Ir4GBwe1trYWZwMm7cYw1+Ssv+1ByQtnsMzjN7/5jVZWVvTBBx9EdhJ7wv8o1Kli59EeacRHWssR55Hvn6eZMjcHeInMSZ2t0BQCD1qE7/EekRSSotRKR8dJfdr19fWIXPR6iUR2ImDn5ubU2dmpCxcuBL1xHTcCU7p3kCnLWM1SglOFnzXJEn5nGcdnvfZPBQi/bpz1DK8br3s+jyRKAXhfQ+ebPlJexGupsulRHB4J5MDE1taWvv7660jfpXHv+Pi4Jicndf36dY2NjbUp0wAu8CPOHhluabaDzyldm/R5/TdnNf0ctJpGKzq/zRr+2SyjNZ3b2x5eyo+9x+mO4wD5gkHGfvI99KLDw8OosUzNcwCPra0t7ezshOzhXpTsc+c6Mpq1dOOf/Zba+0WxblmGteuWPnwubqDA1wk84Xs4J3CIv/vuuwEQXrhwIUo8+DlqNk9K8kCXAwMDevToUWQblkol7e3tRTYtfQ2IcEavhD/zfJ2dnRoaGtLQ0FBkSLRaLb377ru6ffu2SqWSXr58qS+++EKPHj0KgAk5/uTJk9CHt7e3z+Sd5zFYe+flvo+cp66uLo2OjmpqairKp/L9FMzw83t0dKSlpSUtLS1pdnY2XvOysFK7E4az7eAJ56LVOsnQvn//vtbW1rSwsKC5uTkdHx9HdJxfF+cRZ2djYyOi2C5cuKCxsTFtbm5qdHS0LTo9DW7wuaXrl/W+65v+udRQTIMhsspUQNfoDgQy/exnPwvAr6+vT3t7e7p8+bIuX74cZY1omP6b3/xGS0tLcR76+vra+jG87fH555+rVqvp6Ogoevzt7+/rgw8+iHrtBH6wBpLabDY/f9Bgs3lSwhJAKrXL/Lupnj8xMaFLly7p+PhYm5ubUVLm4OBAf/7nf66lpaWwPR14c/7s5wZw1iOD0Q29NAzPxvf29/f18OFDPX/+XKOjo/roo4/agBofKY/NAprSkeUAeB24mX73rPFt13S9MLUJz2s4ZiGdlKBC7oFXeDWC1dXVOG9uu2HjwucqlYp2d3c1OzsbQJHbBi7XDg8PVSwWQ17giHY9EP0KR4PzD+xlqkMAHlLSaHFxUVevXg1nHjaTy2rHb6BLqlWkFQD6+/t18eLFKN1brVbDSUzEMWAafJwySxsbG6rX68FfOBcAwx0dHbp06ZJKpZI2Nja0tramxcXFmCtYiwcjFIvFtkwk5IOfD+af6pbYWectX193HlN54Twk/Yzrs1nnJwuH8vPuupC/Bu0hF9FBHVdx+9F5sl8H+9mxjVSfSf/2H0lttrTP3TE9sBbm4BkYaXYC73ljcxwOZDc4ZuNzYy0INvESTGmZG0ouOkbEOSZo9jwHTgh3IEmnJaY8OLLVaml6elo3btzQ7u6uRkdHdXh4GGXT8vnTqjKUMnQnVhoUBX4lndIXoLrzIcfXKKE6MjKi4+NjjYyM6OrVq6Hnw3fr9bp+9atfaWlpSd3d3RoYGNDW1lbMyUvWwttwqPAc0DPZWOgN1WpV1WpVnZ2dGh4eVqlUCh5HZhZzI+gpn89H9lq1WtXW1lY0sOY5HVfhuT1IHh7nvNeDcVL7CB6eOiF8H/xabzK+cyZE6j1iOEjPg+zs7LR5rsmggCD9EPp13VvjXh3/DAfcPeoO7pE54eAdUdpEu/T29mp9fT0OBM4KUlGIXuPgA+gB5LVaJ46S9fX1MFoBWRlDQ0MaHx+P+0l6JTVIUiiUAOGk16CYehQBh7mvry8ijpxI/Lnz+bxqtZr+4i/+Qjs7O1GHv1AoRLbImzApB6rPU5Cmgs+Vqmq1GuULtre3NT8//0rGjBuDLgBJr4aRlEolHR8fR7QI4Dw9SaTTffND584IhjNBqb0hU0qnbnzz2fQA+99O75QYyfLo8jfZEy6UYZguqDAqUejIgvAMGC/XhDKJ84/7Aiptb29HtgqOCBgUTKq3t1ejo6Pa2dnRyspKKNekICKkSBXGAfS2B2fPwQBoodFo6NmzZ+rp6dG/+Tf/Rvl8PprCAZKwJ5Rmk9S2514WKQUPWEcUMV5zZg8PgDex/uyvK2rQFvPAGMUoAYiB11IXHF6NAKIuOqmIlNgiIvTg4EDValWtVisaj8PTdnZ2VCqV2hzQCGlPzU7XI1VizxqcqSwQzc/XWUbwtwE6/6WMLOP6TdbFDQsH65wX+Xvfds10DVNwJf1+f3+/JEXzaU/Tp6/S3//932t5eVn1ej2M34mJCb377ru6cOGChoaGgoa5B/RZLBY1PDysQqHQBrKkjoAs4ynrWX1djo+P9eLFi5Dx0FF3d7cqlYoGBgbUaJyUxIAfUr4s5eO+XlkGnT/feQIlHl3GviD/mJc7qVzuIQfg7WSxeSYsxvvw8LB6e3vbQEd0LwAXZEs+n49oIHQ/V6jTTAkGfOUsB8RZhnS6J34u+BuQh0aYExMTAboA6uRyJxHufHZwcDCiM4eHhyWd9LICENnb29PAwIBarVZkYQ4ODkYQQ6FQiMZ9rVYrwB168kxPT0cE6M7OjiYnJ3Xr1q0ohfXll1/q7t272t/f19jYmBqNRjSvJpLdy7+kkX5vazggmIIe6R5xznlean6zT87bkZsAY2QirK+vR28rSuJwP347EON8DH7gdOZ8dXV1VcvLy/Ea+mL6HMzTz9LIyEjYTfQz83ll/Z3yLOffKZ93/devlcXzsZuw29DBCAihPCmfXV5e1ldffRXA5IcffqjR0dEw2gkwWV1d1ZMnT/T8+XNVq9XQNSnH6f3G3vb4kz/5E/31X/+1yuWy1tfX9YMf/EDXr1/X4OCgtra2Isgql8u1ZaRmrRcZAx0dHdrZ2Qn7wPV8X3sivTnXfX19unjxokZGRoJuK5VKOEF+97vf6csvvww+KrXrgl6qk3t5Rhm0nIK+zP/Zs2e6f/++bt++rY2NDX322WdaXl7WzZs3oxEwNgTAlvPgFHBMeepZesRZsi2Ve2fpgalO6Gf2rJEGWZznQJ4SVLi9va3Lly+3Rfxvbm5KUpsO7xiGYyOsExUnALg4l8geZDDBAe6M4ay7bcr6YOOgE3iAR6FQUKFQUKVSCUBtd3dXe3t7Wl5e1v379/Xuu+9GoBPyXFJbqWenTSLFHagHwOvv74+m7NhY3ovPM+wJnhgYGNDY2Fj0KKzX65qfn48gCElR95ySdTjxyQjHDqNcCTgOJdrQYThz6bmDzzvIft4jCwPxkQbeuBzNOqPpOcySlek1/XVozXERr+LAd1N9FN7nVU24JmubVpkAIGUezN/1er7H9bOwJunU+Z7axe6wp3KE80u3CfwcI1c9izPFGQCYwU3AFcnq5jtUagA75HrIMTDN82xMDU/DzuPZPEgS/OeDDz7Q+++/H2Ua5+fnIxigo6MjSrGtrKyEDud6oTsgXT6xBsgt+IWkNl4mnZR6eu+993T16lU9e/ZMQ0NDmpqa0u7ublSg2dzc1L1795TP56MUd2dnp3Z3d9XX1xclm/L5fGQ1wNsoLeW6YaVS0eDgoI6OjlQsFjU6Ohr93wgswp71cwy/cxy72WxGpQrwIXdoe28HdABstlR3dsdcFn6QOjXAxt3WTbGWbxvfqTG1P4BHVTABNwrwkDtzSL2UPBDv4+kDhPRmv+6NcQO4VCqFMCdanYPAwYXhQAgAqQAIeNZRngE2iPjlmTHQPMW+0ThJ6+N5YETMdXx8XPl8PrzyKJiAZgxnwvl8Pur8e1kE7n98fNLohrJIgMMQS0fHSSO0wcHBWBMaGH7zzTdtjqDvMgCzz1OJc+J3BabZPIlSfPr0aUSNuwGdBba5QAQgRaGgAReliKifjEBjDSuVimZmZjQ4OKhGoxH1zqVTBwFChnlkGSUIqnS+zmBTJd8ddpKCublDz4FzB3WgWfaPdaRepgtM7z/Bc1HahMgZFF/S8V24oJh6vUOukzLKgYEBDQ8PhyOJ5ti+XzzDeRmr7DvrjOLOujWbTX3zzTdqtVr68MMPo1Y46XS7u7saHBxsU+5Ryj1yIjXc+Bs68shX1ttTMXGYonB4fevUuPABiLe8vBz73Wic1HH2mqsucDhztVpN5XI59pBaypQw6+jo0MbGRkTbAlzQQ8LPQV9fn8bGxqI24utGlpGZClA/P1nOiBRo+rb7nLex+l3H6+aXZXTwehY4lfWe/8A3XMaftVbpfVFUkLduZP/85z/X3/zN3wQPPTw81MDAgAYGBvTP/tk/i5Iy0qu1tyUFmENKKvPIisJwmXvWfJEZzeZJyYpf/epX+vLLL0MvQIHt7e3VnTt3dOHCBT158iRq/k9PT+vmzZtRqsfnmgV8p3uTzu08hvf7cWXdU3ql0+w89CEAShzdrIsDlpJCn4Lfd3V1aWtrq600TX9/f+iTNJXL5XKRqcp14L/umEgjev2z6fC1dRnJd/gbXsb7OB+KxaIGBgZUKBTC4VQulzU8PKwnT57o6dOnWl5e1u7urj744AMNDg5qfn5eR0dHGhwcVF9fny5fvhzNo4+PT8tuoivu7u6GI7u3t7ctNZtAmkKhoMnJSfX392tlZUUrKysxz/7+/mjW+dvf/lb1ej0MjrW1NTWbJ5kZXoKJiKrzcvRLekX2pfvl+1Iul3XhwoUIEJJOs6ox2GnMXavVVKvVonEf/AYDv16vR4Qh14GO/Ax6Fmp6Jr0fGPTnAQcu3/0cOMDhwFlvb2/sf0qjZ/2f5XDg9dTpwN8pmO6vc2739/cj8zrl1zzfy5cvo4fU2NiY5ubmNDs7q+Pj4ygbsLy8rPX1dS0vL2tzczPugYMNp/R5Ns2cm5vT//w//8/q7u7W06dPNTo6qr29vShfA9/hzDldoBO7ke4lENxpiY7MeZROyvLCX3t6eqJsDk4y+tuVy2XVajXdu3fvTJ0XPRKbyB2sTg9pkB9022icZJIvLCyo0Wjo7t272tnZ0cWLF3Xnzp3QQZGDgCM+snTX14GYZ9Fkeq0sOZheM/1Mej7Tc+NnMwUZz2s4GLe2tqZ6vR4AkiRtb2+3AezO/+AVzlOwx/kcUc8HBwdRisTPGEGbOERSm9jtm0ajEUAduAUyFfBVUgCsg4ODOjw81LNnzyLD3Z1ezBs+784T7BgPXOjv79fU1FRERbNW8GXOULpWrDMlUeD3NHgdGRkJ+VCr1TQ9Pa3vf//7WllZ0ebmpnZ3d6PkinTao6VUKkWJFUmRdcj9XD9mOH2dN59jXszjrDPJSIMCfM9eZyu9yRwc70h/uIc7JDxQj79x1LsNgA4IpocchpbO0q+5N9eTTkvPpHojn0tLk2FDe1Yg9q102surWCxGwCdzJbgZR6EHnqITgy+2Wq04I54Jwbo4XXF2XXf2CP3zGpxhnAOOm0qKfnEfffRR9Abd3d3Vy5cv1dXVpampKXV3d+udd97R6Oiotre3tb6+rvX1dTWbzcC8cBJCN47XpMFfrO/ExIQ6Ok7Ked6+fVvLy8uRqSlJFy9e1NTUVASdP3jwQE+ePNHa2po2NjZC/l+6dEldXV0aGxuLIDmqqUAny8vLWlhYiAwPnB7SSSYc5apZGz9vHozKT1ohhOogOKqwOT1w3tfBg8VcP/V7+/spVu//Z2U7uCxO8c3Xje+UCeEgJ5vtk/GbAoqlSi/eMO+ezYNQB/P4+FgbGxtRPgRFDOW+r6+vrU4bhgZCmAgzDv3h4WEIE/cckjIEoJzP58OpgbfRmSeR456lsbKyEmViDg4OIgoSQqpUKvEezZRSZg+D4L7cCyUDo7y3t1c9PT0aGxvTu+++q93dXfX09Ghzc1O1Wq0tcryvr0+lUkmlUkkDAwN6/vy57t+/r62trZgfzM/37SxB5QT3psT1xxiFQiEOCrQjKQwlaiengK4bC+7NSw0vatteuXIlDvfQ0FDUo6N3AbTU29ury5cvR/REqVTS7u5u9CEBrPJ0dl9vGLQrfczLAWueBwHsZ4XfgLcODAFIc08XjFzTQR2uTQQrNXwxGP06XV1dYXjm8/lIV4NmnS+wHiizksKR4M/R2dkZqWmk27I/rEmr1QqhcB7DIzZcIWNdOWePHz/W6upqOB8WFhbC6CyXywH+IOCcBlC8OePwDXiap2mz/qmQgI/i8feIOBe8/AZUwTFJxC28G2cUDkscQqTmMe+enh4NDQ1FzcRWqxUN4b0JlK9VmqGEsIZPu/PMlVOnVdaQkRqaZ43XGagpAP1drvtf6vBzI2VnKji/kU6NUP9u1mez1iUFvVwX4H/kK5/N50+ant+7d089PT0aGBjQ0tKSRkZG9N577+nGjRuanp5+JQI3NYqo6UvmZaPRiIaEfl93KPO8r1u7ly9f6j/9p/+kFy9etAGzZGUdHBzo97//vZ48eRJ6TWdnpxYWFnRwcKDvfe970WvHgQJfMzcMUyP6POnP+TxAhRuwDtZKpwAszstmsxkNMim95MCwdLLexWIxyjORQYpu5j/SaTZaT09POL65Tup8SBVhHKium7p+4DqX67BZRmvqoKAc0NjYmBYXFyVJH330kSRpYmIinBKrq6vhnH327FnorNVqVdIJIPny5UtJCsdusVgMnZIsTTJ00R/hxYDWlKrY3NxUsViMtfvmm2/08OFDPXv2LNb44OBAm5ubGhoaitfY13q9Hn1YzmOkDgd32Dkfzufz0Uy+u7s7AkeQH6T+E0zifbpSHVA60Rs948Azajy4iXvzvw/kUxafhF6cv7iu43wZuTcwMKDbt29renr6FfnmI0supbw+vbeDIul1/AdQm0wR9GrW8vDwMHS/XC4XTWjp9bCxsaGVlRUtLy+rWq1qbW2tLZOAvSNzFr0CneG8xscff6x8/qTEAdkPRJGyTqyF2zyuU3v9bexE9LHu7m6Njo6qWCyq0WhEFhjPjm5VLpcja+Tzzz/Xzs6Onj59qosXL+qDDz7Qo0eP9PTp01f0n1zutO8a/zsI6oBMCjLA95CLR0dHevTokb7++uv4bl9fXzS+n56eVrPZ1C9/+Ut9/PHHGhoaapPByLaznIepPfa6ALbX2ZSprvZtsvFN7/E6UPZtDM47PR4BtXC0e6UBgDacYYDgz549C8C2o6MjMomOj49Vq9XabBWqUORyuaBTaMdlPvwD5wIYgutQgH78j00CbRMY2dHREaUGp6enw16H/7mu6NG4zos6O0/6SwwODkYEdDqvtHyj05z3sSN6Op/P69KlSyqXy9ra2tLa2pqWlpY0ODioq1evamVlJZz/hUJBo6OjqtfrWllZiWoUz58/j2AXyjShb7jdAs/jrPkcz5Pm/BxkOQddL/U9SL/r47s4MriO807HP5wXORYFbsjrrKcHdvp8/HMOlp6lU3NtH26Duq3vTZVT/MErCVByyb/XaDTasrPBRSjX7YGbjg0Q6U45Iujdv8PnkZ+eAU6vSkrSe+WV8xjOh5gn6wpYf3h4qM8++0wXLlyIjKVaraYbN25EUGuhUFCtVtPy8nLgEeCBlEPq7e2Na8JrwKa6u7u1t7cXJWB9Ph988IHK5bIGBgYiG7hQKGhnZ0cLCwt68OCBZmdnVa/XA3/GGVQoFDQ4OKgLFy5oZGRE+Xw+eHixWAzshtK0OFs7OjqiBCuZC34u+AFfSwOB0S8kRSZNsVgMPNvxRQ9KJUDb+S5OCqct1h3HTirH/Vx74JfzDX891UvPGt/JCeHAuTMRB4h8MjAbqR3kQCA5oOqpI3yf0iAQlnRywPDwc2A5aAgHrzFMeRTed6M0qzENIB2GLwyFTWNuCFAiICWFsMvlcioUCrp8+bKGh4fbFFsif13x9lRbiGBnZycIZGtrK7xorO/w8HCkBgKSuKeq0ThJu4dRXr58WfV6PbyNrK0baFnKI6PVOo28OE+vKofcDTlXsFIGmyVssoSjg/zLy8ttUZ8wNyLptre3NTY2FuUkEEyAMcfHJ40da7VaG+jk3kA36NxT7MLa5+/XkNrrabIOnCfoJr2OdOp9RhBkAS7Qtke2sq7MmbqdGGxEvRKx6QIa7z7NyQYHByOTZ29vL56FOXR3d2tsbExLS0sRfZcyMUCv8xiecVQsFjU2NqZSqRSp1DgVnj17prW1tUjjZ64OwgHqeSkX1oi04ZGRkTjru7u7mpubC+UCAciZpe44zU+pSejAL/Tlzh6MG+i21WpFfXKUefZ/f39fk5OTofivra1FOZqRkRGNjo5GwyaU/r6+vrZ+EwBmHk2Z0vLh4WE0uCOdPAs8R6i6IePvp3TNc8D//T2uD507CIMx5df+r224w8B5i/P51wFdWa+7YZK+ngVWZ93HAQjkLE7Kjo4O7e3t6datW/rxj3+sd955J2Q6GTbwL3+uzs6Txsc4L6G9Wq2mgYGBNgfpWdlHzBdayOVOmvb++Z//ub766itJp+nY3gOBdGNex3hutVohP3jurJGl2PF5ZMh5DY8mc53NAYOOjo7gv96MDz2OjDqMMs+WSJvJAUQODAxE2T6ujZ7B93DkoO+lDq0sRyXD+Y3/eEaWdOrYSIMscrnTRp3w5+HhYc3MzESm6ezsrJ4+fapLly611ealpxK8aXd3V3/3d38X6zY4OBiZQY1GQzMzMxHBSu1YqR00ajQa4cQhEmtlZUVLS0vBv7a2tnT//v2IsibqjmwHouNwKKMfbm1ttfGItz3StU5pPj2jOPQ7Ojo0NzcXuq3XHncwzXmQ61wEITlAxOdSgDXVjd22Qa5y3yx5AZ9z5z/PDqBQKpU0MzMTzVO/zQmR3i81Av1zZzkx/Do8HwDk2tqaqtVqlCfB2CWzlfUDIMG22d7e1urqapQlIgLT+yu4npH+nNfAriMTg3VxOkQXdmcWdiv8xmmtUChoYmIibLfBwcEAJnBCUH7q7t27UW9/b29PDx8+1Pb2dvTOWFpaUj6f12effdZW+99tAXhBGj3Js6T8zmnFwTl4LHTaaDT01VdfRVYIJTRrtVqAJtgZ6Fb8fBu46rraWeCo83KeJevv1GZ63T35HM94XvzNB7qBpAjkwrGwvr6uly9fqtFoRLRsPp/X/Px8WxZMLpfT6OiolpeXo4yyB0hSsxw+CqiEjeDnG3mSOmuZK+AWAU6pjoK+4LRAUCA8msjhd955J4K0PCjA5W3K9/v6+jQxMaHj4+PI2EOvQA6TAZ4GJ3FGCoWCWq0TJ/XBwYFGR0c1OTkZzonx8XFNT09reXlZP//5z/XgwQPt7e2pXC5raGhI/f39KhaLKhaLWl1dVb1e1+rqajgZyVgiYNadP9hePBvP7c98HsP37E10SucTqdPiTc8cn0m/51iM23kOwrqtB127Xu64EzSJXGXd3emV9Xw+Dx9p5oTbytIpnul8CvC3WCyGvo9MQF6Cj3Bttxn8dT9/rVYrAlsB07H/4SM4KXZ3d4PPg392d3eHI4DgkzSQ4m0OgpOQozQ+hnd1dnZGpZH19fXo0bS3t6eVlRXVarXAcSuViqrVqh4/fqzt7W19/PHHKpVKURYaPud0gj5BoHm5XA4csbPzpNl9q9WKUkldXV1aW1vTZ599pocPH2pubi6CtVn7crmsmZmZKPtLFRKCCg4ODgIjwu7BWeE06VgmPAE6w8bxDAbnwW4bwk+9Z4g7rdEbHD/jntg00Aq6qGfhoSek2L7zWdcdXX/yn7fmhEjBjfQ1DqKDOmeBIGk0BRMn2gugl+84IOUOhZSpwdBIicIjCbCGIYpgKxaLoQyiOPPM3De9h6ce490EgB0bG4uG1ICSzWYzIojX1tYCqIRI+CzEgDKwvb0dKYJHR0eamJgIANGjYiA+FEqAgMPDwzj0GKvUfHWBkY5U8SMt8zxruI6OjsZ6p+nx3oTFFVkOHwfcnwFFnEPc0dGhWq0W6ZfHx8cBim9vb6vZbAZzPDo6agNLvVEXDARmn9Iie5OCse49R7lzpxjXktTGIKTTs+MeVTeS/B5+HV8nB6nxmHrKNlG/zuxhXCiE0HHK9Dy6jmtxzzS9sb+/P6JPiMJjru7BPY/x3nvvaWxsTOPj4+rv79fm5qbm5+f1/PlzbW9v69q1a/of/8f/UV988YX++q//OrIfWMMUnGw0GuEohHZYg3w+H6mINEHFecH5RAGSFDULR0ZGNDAwEHuAMeiR2u60csHCGeDzKajX3d0djVc7OjoCMCMtGYcU9Ol7zeBa7BlOiXw+H3VYcV41GqeNuqT2Jpk4THDksIYulFutVswJByXRDwDC7rTjGu6Y3t/fD8cPRk5fX18ol/81DF+XLEWfz6SGvhsCKQ9NAa3UsPfIB3/9LHDMX9vZ2YneIv/9f//f6+OPPw5+D+gIbbvCgywmApoIXc6VRx5xxqB/ZCtGNnTgqb1ffvml7t2713b+HICR1CZLob98/iTz8cqVK2fyKlfs/DU/lykY+bYHPNbLWvq82HPWgSAQzijnn/OIDHElG+CFUgtELjlIifxD+QdcKZVKwSelU0dNamg6XbPGPJvLET8nbixnAeEdHR0BXJTLZVUqleDrg4ODUU/9xYsX6uvr0/r6uubn59VoNPThhx+qq6tLFy5c0ObmZltT5Hw+r2vXrml4eDgMos7OTq2trUWmCDy1r68v9MSxsTF1dnZqbGxMOzs7evbsWQCr29vbmp2d1fr6ujo6OtqAX9aSKDlJEdVJwI9HWr3twbqnwRO857oE67CyshJZIVJ7tjX8i7858zRRRYZQCkhSrJHraKltgx4NXfh3U1DTaYnPe9YO8hCZPDw8rEqlosnJyciE9LU46/e3vefzT19zueDGIqWsyGTY3t4Ohxq2DdGIrVZLW1tbWl1dDb03La3k6wVPlhS6jWeynyevYx8IBEPvdp7FnAEVJEX/PWywZrMZzdELhULQ2cjISICmDgbNzMyEXojNSB39jo6OqN09Njamhw8fanFxMRO49zJRqayAHp238d0spxvrD4/O5U4CSpjTxsZGXOfhw4d6+vSpenp62oJXenp6dOfOnYhQfZOR2jVv8r0sJ9/r3k//P08ayxpOa+iUBwcHEWSRz+ej/KqDagwyHbC9JIV+OzExEeXnyFYhm50f9FsfHkHudid6b6pHSacy1h0I2Be7u7vq6OhQpVJRs9nUwsKC7t27p08++ST4IA4rr4Yhqc22JyuQEizwIXd8MT+uCx8/ODiIqOalpSUtLS2pUChEiRV4UUdHRwRTbW1tqaenR48ePYrAQ4JXkbXFYjEc3/v7+wGosg4EhRKI6ACz3/O8nRDpmc86a1lnyz+bOiTS76Q2A9/nN3IafdmdDKkcSu0Wl8nwKO7pAC66pQOp6XCe5/fJ0tWZD31/0FGhV3C3ZrMZTYL9rO3v76tUKrU5aAnM5AwDHDOchgnWRC9MA3u8b6bvMcHFOEFSnnMeo1gsRvDC0NBQ2FXYa/V6Xd3d3apWq3r06FFbZiRlnPP5vD755JPAXWgwv7q6qk8//bQtiBp9DxyBwOJ8Pq+ZmRndunVL5XI5ggKQXQcHB1pcXNQ333yjR48eaXl5OQJU6NVw9epVXbhwQcPDw2EjMt/t7W1tbm6qt7c38Jj+/v7AUMhk9r2nBGqxWGyjaw/qcj3RsbvUMZbL5aIkrDvt0K24tjsJwH3A/FIHqdtEfJ/7c378fKbORb6T6p6vG2+M6rkxmhpvvpg+EVeEHdRPH9QfUjoFWz3SApAKhR7C8/uwmC7k+Iw3c3Hi9RJLEJA3keY7GHT+vCiSMDKMa5QDN4aYR39/vyYmJlStVoN5okimIBKK8LNnz6LpK4en0Wjo5cuXWl5eDsWfw+5lnWig1NnZGZHpzhS/bbjwefr0qXK5nH74wx++IdX840exWMxM64axko7kB9OjLgCFWSP3BkJne3t7mp+f18TEREQOkuJFIxzALj/MWQfNBZ2/ljIQHFasb2r8pszHlT0Gz4ERlTIBN05Sxd+ZN+CcdFrLkPeINsTgwOj0M89nELjOzFgLT3GXTgBIvPyAeJVKpc2wTcd5ASSffPKJjo+P9fLlS83NzUWmDPtEVAwp0tvb21GD9NatW6GQv3z5MvgDNbc9amNpaUlra2tRao1nBhQlygHAHwFJCbFUWGBcs1fwTugBGiJCo1gsRpaKGwHeX4XvHh4e6smTJzo6OtLAwECcDzJcNjY22upkezkDroHChMHk6ZOcZwxyd6ZCk0Ra0SwK8Jla7fBvIhegcRo+Od9zxdifE15N1Pt50dwfa7zO6ZD+7d9Jz5uDtlkGfSrboT+/f5bh79/d39/XjRs39L3vfU8XL14Mh6b3OIJHwsNR/D0LzpVwrutGf2o483eqz+BE/MUvfhEO7rN4PPfyjKPu7m5NTU21ATJ+D/53o84NxRT0P68BOMGzUDbG9Smem4hEr8Xq5QgcCGN9uJ6Xrdzd3Y3Sm5w7d86j67RareCv3O8sY9oHc0mfgedI9S1JbXNmDo3GSUYp4Mru7q5WV1fb+CuN6xi7u7uq1Wra2NiIa125ciWCGOr1uvr7+1UqlSLzAdASQImoc+k0M49SkPDG5eVlra6utjmOkCMDAwPxXW/E3N/fH6ALPcMkaXp6WqVSSaurq38oGX2n4XqxG0xSuy3A/uzt7QWgK53SrOs6XAdH0dLSkrq6ujQ5OamlpaXIyGHfXUdyXYmBDEsd+B5l5g58/ne55s/FM5PBNTIyosnJSU1OTr7y/P47/dv5LO99G5/yz7ihitG+s7MTNZdxxrOefMbBGhyCXN91XucBrq+yPq1We9bVdzFY/7FjcXExdLWRkREVCoUATAGAkSk4vmq1WhsQhX5KcBg6FdeRFBHtZNPmcrlo4NtsNsMB76DW0NCQjo+P9fjx4zb9CVr1CMeULztPzAI60cnT/UBHl04j3FPHRldXV2RKdXd3a21tLe5/6dKlP5q8SoHMLPAz1SmynA/+bOnnz7Lb3uZIwSZ39jOX7u7utpIuPkf0n2q1GvtPkGdfX5+Gh4d1//599ff3R41wSk3zfa4L7aRn0GUhgU3M221D6Aj9GJ3AnWNEMZM5T2lF7gH4JZ3QnPe1kxQl3ggmoqwJ9/RIYY8SJoCoVCpFJuDx8bEuXLgQ8jCl1b6+vujxtLe3F7L++PikV9Pw8LA++eQT3b17N+a+tbWl9fV1VatVDQ4OamxsLIBoHCS5XK6tlChNiM/bCeFYgpTtiMjS0/me60b+Ox1nOTEcuITe/DU+6593kDPrHqnTwx0LHniUzhma97OV4hXOM7zcUvo9nHpdXV2B+fFMyEv4Ps+GXUP0fbpPBG1zbQJD3PnGvPb29gKPgqfhmCOzgLJH6HrnNZ48eaLr168rn88HuC+dykRK7ZfL5Qj2XVhYUL1ej704Pj7WwsJC8Lr9/f3olUQZevbJA3zBW65fv647d+7oxYsX2t3d1fj4ePSlW11d1ezsrJ49e6bV1dXgq5zTRuOkP9sHH3ygy5cv6/j4OHrA0H+wo6MjMBQCch2vZt9WV1f1zTffRHlWmtzT28wDx7F53M7xs4Md4OfAKwphl/m5cf3YbWX4r58NvxcjteXT67H+WbhDFl/JGt8ptNhvkB5eHiI9rKmBwYOnTgz/P2XWLDJCwI1kvuMlT3yONBCUTgwywC4EJoeXCGLAaZ+vRwa6wD4+Po6axZKCMHFCOOjKWuTzJ81Rvvzyy1c2DfDv8PAwUqKpLSqdRih0dHTo5cuXWlpaihr7HEo37PiftUlrr6bKq+9x+rlcLqetrS09fPiwzQB524PD6Y4ImMHExETUfaxWq7FnrAf7TrMpaCYVOrlcTo8fP9alS5faDP5KpRKprA6muvfQ5+mRJS5gHfSUFKBvljEpnaY3uVeU53Ejmmd1psRIDVie2xVSF2Aogwg46gzioSYyhCZ1MEV6kaCAsZ6AStwL2qM2rjNO/i4Wi9FLgTPnz3FegrRcLqvRaKhcLuu9996LtD7OZ6vV0tzcnI6OjnTr1q02QxpHI1GzjcZJ4/qDg4No5sgZxUHmRjuv8ewo1wDmeNRRTHBKupBhrwENUm+38zCPSCLClwgMokYxEJ4/fx6RHIVCIRwR1Ce/ePGiOjo6VK/Xtba2JunU+EW5RKHY39+PGuS8ntbYJPMCpS2raZ9nNLnBzl4BrJLJ4wY2fVCgN77XaDSibngul9MHH3xwLnT3hw5XAFJgKlUg/D3+hl5cXrlRkKWIMDxi7yzDIUuJaTabunDhgi5evBi1dT3ylhrvm5ubUZfTZQA00mg0InXZ6Zp7pvNjuMHDaDabWlpa0osXL175vDvX0qwa3q9UKmFA+3ecL6fAylm/z3O4XGNN3AmeOnkIZPBoGoBLB/95FgdtqbvMfciqgOcQmcvadnR0ROYm9+d1/n8TA9mBIAbPBU2l9M57R0cnzS3hbQQ/lEqliEKq1Wra3t4OPSSfz+vXv/511Jy+evVqW3lCSoT+/ve/1+joaPCt0dFRDQwMBBBC3yCys5Cze3t7UTMeo8V1WfRBdPKjo6Pg6bu7u6pUKurv74/o7HK5rKmpqYh4PY/h0VeeScNeSCf6AhGo0qv1baVTfoYT5+DgIAAodIZcLhclNe/fv/+KwysL3GQ4XzmL3vzMo3dDB8hPl2s4HyYmJl6xN3imrL/dBnHnhtO4Pw8GNL2XMOBxnuVyOdVqNS0uLoYsRg54Zid2hAPjHlziOijy2R1MzMv7RqXlcM9jAPLQLPvjjz+OTOZqtRq6F+cPZ7avCbbU/Py8Wq2WdnZ2orwB+iE8jMCdr776Kkqikf3FmhHk09HRoc8++yz+B5TwyGHXc1J+5zSYvp+CbFl07LKTtUIn9ahMzmlnZ2dkCV+7du1bM5XPchhkPYN/Nus7PtdUpqafS6+XOgfPY0A7+Xw+opSxeYjep+nx7u5u27w9+p/3cRaur69rfHxclUolGjDD/+ExBCyurq4GTXs2kq8zdEwFhbNKyWGzEQyEc21ra0tzc3NRslY6KVM9OTnZxqfgE/5zeHgYZTSPj48jowgdxHUSqV33d72lu7tb8/PzkRlCCWznm67TUI7w+PhYk5OTKpVK8Sxkfi8uLmp9fT1KNUkKGb62tqbd3d3IwKDMJDordrE3qT+v8TqnB/xEyi63lCXnzgIW07PIZ915mgYL8L0sDNDvlz5Dqlum9iw/8CnHbrDz/B5phgpzxn5MMTzAbqqseJbQwcGBtra2ItvBv0uAKzil41mcy6Oj0z5qOCGw89GzkVdgf9LpuTw+Pg4dVTot4+xNkd/2KJfLunDhgi5fpB3XcAAAsodJREFUvqyDgwP91V/9VVR5QGeg1CPrMTIyogsXLmh1dbUteBIdhXXc39/X3/7t3+r73/++hoaGYj+6urq0urqqqakpffrpp9Gz7fLly+EMnZ2d1YsXL7SwsBC4FQEE0A+YA47FjY2NyP4m64CgUV7z6jXOp6CfW7duqdVqxWc4F54NCh+lr6HTgq+T98PhNa+0I7UH/Gc5DPwzLguzdE6+m+rbWbhleobP4hXpeGMnhD+MCxI/ZFkKKZNMv+/vp5/l874wqZOCv9l4GL0rgA4OSorP9Pb2RskXGAXfgyGRekV0LxsKA0Ng//jHP9bDhw/14MGDMDgAvVBYHZRuNptRz8wjCAFhABhhfjhRGo2TMjg0H1xcXGyL7ofpppEKrCnADp/3yIh0ZBEPwgDl+7wGUa0esSwpnD3s38bGRpuwo+QGDKPRaERWg4OxpNttbGzE2lM2plwua2lpqa1klqcy+dqRys0c3UjzyHK+7wAIjIGzwzmCyaDwuXff01DTDAkGhiN759GmXC9tgATj94g+IkwwllEkAJN7eno0MTERKW9eZ5Z7AuJ7tDvf5TW842tra0GrPrJeexvjzp07mcCtGzGsP3vMOpIx02qd9FwgOrrZbOr27dtheEMTGBReDsidnq1We/8CaNCN+PX19VBwnC/zXVI7PZoCI5t95LlIIyR9UlLcgyaOgHHVarWtvM3ExIRGR0cDJCKKifngvIBnu3LkghnFkedEqfOUVE+5TQ3Q1FDnPHHWOb/wWy/pwZ6n5/u/pJEF+vsaQCvfBso6bft7qTHhg72BV2V9N52jf9e/RxQq/IYU17W1NW1ubkazc3grvQJw1KeNdFOj46y1SufLem1sbOjJkycBujmvTZW5dH16eno0PDwc0TZnDd8X5+dZOtF5jXS/oQ34ic/LQSx3OKBrOKghqe2MSgq+QIklIkPhnYVCIUA4zq2kNr3SHZuvc0Agh1OwCb5wFq3wGWjSG+cBNqBHAuQTLUeW18DAgOr1uq5duxZR0jMzM9rY2ND4+LhmZma0srKiJ0+e6IMPPoh1GxgYiNIugNYDAwOqVCo6PDzUxsaGent7NTs7G/yX97a3tyOqE+eOg8jI2qGhIZVKJUkKULSzs1OFQuGVQJW3Nfr7+zU2NhbZTdvb23HO2Rt0BHRwnI2+R9Kp4394eFirq6tRoxvQu9ls6v3339f09LTu3r0b10Sn5hqvGymAyXdSxwmyjf3EaUem9ODgoGZmZjQ1NaXh4eG2TEU/T37PdH7cE/mNzkDkrWcfVavV6NVAf6vOzpMa7t988412d3dVrVZVKBQ0MjISgVpngTwEkHA2vLG087WUB/pasPap4Xse44c//KHu3bunP//zP1d/f78qlUoE4ExNTenw8FDLy8sRUQkfxI6T2g14wFf2wO3PVqsVIDM6Ng5EMrugxdHRUS0uLkbwBoN1ajQawWPd7j7LlkZX5LO+JymYy3dScM7tBpeVbgtvb2/r0aNHmpmZ+VYnRDrP1wGarxuvo5nXvfddgJE/5mAd0VvhS52dnRoZGYna745l4LzybNytra22nnnsw71799oCuejRls/nQ39Cx2Ue0KtH4uZyuSjxKp2WEYKmoVm3PY+Pj6MMkaSQh1SWoMTgzMxM2Hlc2wOCsGPL5bL6+vpUr9ej6bbjGW63MzcGNsX+/r5WV1fVbDY1PDwcWIHvh58fdMlisRj9njo6TiokrK2t6Xe/+13YupQ6lNTWJ/Do6EjVajXKMcLjenp6VCqVIhLbI+DPY2Sdt/R8pf+7rPm2s/ht+BF8wrPvWH9oCWeIO689Gjvld3wu1e3dAefX8rm4fupOXb+O4xsehCed9j8BHKbnD9eGTugRxNnnPaLoHdiFBsHpCNT0EpnQOkC1Oyodd6zVajo4OFClUom1Ou+ywgcHB3r06FGUdaREHGvI2nE+KMlLKcNKpRI91uBhlHBijZ4/f67d3V1NTk7qzp07ajZPyiN+8MEHmp2d1Z//+Z+r1TrJiCAreXNzM8pMdnR0aGhoKByuzWZTV69eDQekdIqfYXv29fWpVCrFOWZffDjt0z9mdHS0LWDDS5I5Xolc2N3d1ebmZvA/+kzhUOKsuKONADDmkGXrpni99Gr2LWfGdTl+pwFCjpuzXq9zep41vlMmBMA4N2ayAFo+QSbtqRq+6DwQEb0sEuCnR8+6EpxGgqcLw9/8T4QVQtoBDQxHnoPPcaCpCZ0yPTdQcQpIJwbd+vq6KpVK2+c9ag+Fg0iklGGTRslnGo1G1FgjXRelwQlSejUtKVV8IFTmlka+ftvwfTyv4cwWpoDwcEVbOqUFXx9ATwAt6TSFE8CT1KjZ2VldunRJ//AP/xBpdjQ+BaQndRTnAIwD+nfj073bUnuDTJgy9JwKfsAZj0DiGtwD54Dvv0c2pFHjHoHgDAMjEi8r4KwDjmRD+NkFAKQu6ejoaDTpYS58nn3kzJHKCAACUx0cHNTg4KDW1tZeAePPCyCZnZ2V9GozXU9dlk6zXIhw5TvwBxcMrtAfH582vke5xrPe2dkZEavwRTzqKLDwN9KgMTSIhPDSJSg/tVpN9Xpd29vb4WxLaZfXarXaK1HNABz+PAjVfD4fTe8B8IkUJvWwr68vor1arVaAzZ4NAZ2xtqSVe5r1wMBAlF6CdtLzmJ4nF5J8B4cMpal8nf8pAeHvMlKjmmdH9matRRbw4Mo313TjUGpvIJsCzWddP51XCvrjhMMRtL6+HlG73EdSGAHQikflpXNLDRjOVi6XCwMhK611Z2dHX3/9ter1ehsgw7XJNoJuHEQbGBjQ+++/r/Hx8dc6IDxKJkshdGPoPGmvt7c3jHp0L2QTUVtZ8/FMN9bcnZs8j+s/0CP1lHF4Eq2EQk52KZ/v6upqU8iLxaKazZPGdlmKL7TgYI3U7vhhcF5cF3JDlNHf399W55VG1Vzz448/VqPR0NzcXAAnkrSxsRFGVLFY1MbGhq5du6aOjg6NjY3pvffe0/7+vjY2NjQ0NKT19fVw5A8ODoZz5sWLF7FGs7OzIWPHx8ejBjZ8Np8/LXvH3JHfIyMj4QjHQdHV1aXx8fFzK8dEKUNkSj6fj/NNhpqXBCRCjMF38vm8xsbGlMvl9Pz58zadGsNxbGxMFy5cUL1e17NnzyS1O9OQ7bzuw/kAdOL2iaQ2Hc3PsMtVeoqQ/YWxS53jtbW1COYYHBx8xbhtNBqvGKi1Wq2t0baX5BwdHQ3AA0cWToSVlRWtr6/r97//vTo6OjQ1NaXJycm4lnRa1sv7W9EUnSASSRGw484j5polX1iXLEP5PAZ6Mc2hG42GPvrooyifS+bNF198oa+++ipsqpSvs//Hx8dRagZ7Ckd5LpdTtVqVdEpHACDIkOPjY42Pj2tgYEC/+tWvYo7IcWjU75/Fi91hzv88q2ddp/Y59+E1d1pg26dAJmeB+9y6deuVCG8HLf4xw+kqHa6Hn/Ve1vUcvDuvwbmYmJjQzMyMlpaW2uzY9Lz39fUFAM+csQegR9aGHwA6ZOXq6mrQuOu2gGCuv0snZx4+wfoQDOC8z50a6N7QGbq01F4+d2lpKcrvOrjnvesoowr2Ao9J8Sbm5tiOg2wbGxsRCEAZJuYOfuD2+ubmphqNRtR1B1dhXgQ6LiwsRPnnarWq27dvq6urS7///e+Vz+e1ubmpZ8+eqV6vq1wua3p6WpcuXQqezv78lzhc90n1oTdxZPCa2xCMlP78Pr6nKT3zmp9Tp3W3ESS19VR128Cd9uARnoXp+BG2O7ZJek7YQ7IQBgYG2nRgAiUpycr8yW5IdQd30HgVBDJaPbgYe9jPBnPnzNfr9bBxm81mBP69zi75Y4+VlRXt7e1pdXU1dBbOPgGpBwcHwSvgZ/l8XtPT04FjYLcRGDkyMqK+vj6Vy+VoEA1eRJm0//1//9/1u9/9Lvo0UO6aYJeOjpNeXKOjo7p8+bIqlYq2t7e1vr6ucrncJg/ZP8oueT8Iz2g4y1bLsqfZS3fKgeHgiMV5C++Cx0ILjt+i73oQy+vsceeTWWcvSwdI+YC/79h51nfeZHwnJ4RH9biXz0F+NsUn5IzHgRE3DD3aIlXA/PMohUSXOZPyMk3uKEh7JiDcPTXLUw+JFHAjyLMHeA3GRid1SW0RL0Qh9/f3t6XdoISm3l+AGYAN5jsyMiLptDHk3t5eGzjEnNyBwl5IpynIacSSM/A33f/zZGaSgon09/dH6pMbOtRfdiOSg+h0ySH27A8YHAzy5cuXKhQKWl5ejm73ly9fjlRNDj5772A8TM5LajnAC024E8HPAufElf7UKeaHO6X91DjwqHhXKjyyhXtgbLr33dfQIwGk0xJQME2YJOmpNN5zJuzzZk3IhMAZwbyJhvEI9fME5f7X//V/jXWDdlgrSW38iLVMI3ygNz7Ps/n3fN8dLHZlCuAch2elUlGxWGxzVOBsSw1HngHgH0WI++7t7WlnZ0fd3d0R0ciZAuyChwH+eumAcrms69evq1wuRz3V9fX1AJZrtZqeP38eijyOgzTrg3vBIx2odnC8VqupUCioWCxGlolHFnH22DOPiGFdOjs7o/EXRlRvb28Am/CZ1Oj5L2VkGd4poPM6B0Qqi6VTp3oWMMR7Z83Bf876jMvKnZ2dKHEHryAKiKb0kiIifGNjI4zm9B5u1Phc2XsahR0fHwewS2kJlHiyKzz7yg1z6VROIn+hWfQFsnWuXLkSn+Osw29TBc71HH/9LMDlbQ6iMT3AA10ERwRn3h0ORPsRHY0Bxfc5z+iLyA0GTehGRkZCXlG337/rSnihUAjnJrJpfX39lWfKApjS8+z/e8YGeg76Brz38PAwMvXy+ZPyW0NDQyoUCvr66681NTWlf/fv/p0WFxdVq9XCmQLAhIO5Xq/rxYsX2tjY0OjoaGRrcs+urq4AUlypZ00XFhYCOHEjjbrt6CGrq6vRc4LyTESczc/PB989ODhQuVxWd3d31O9922N+fl6lUin4bKFQiN5C6NMAujgq3JZApoyMjGhnZ0cvX74Mx1erdRKB/sknn8Rn3diV2p0QWToU9/HvuAHnNoYHKbkMg+91d3erXC4H2Ly9va35+fnoN4CDBRBuampKExMTsTfb29taWVmJAALWA77k8z4+Pg4nB/S0uLiohw8f6ujoSP/iX/wL7e3taW5uTvv7+/r000919erVyDzDYUH0PutHQA7lYb2MIkAA5TwpS0bUMBk4Ozs7wd99D85z/OVf/mXolfV6XX/1V3+lCxcuhH7u4G1/f39btqTLSxrakv22uroaGTvu5PZIX7ch4Ic4nn79619HTWzPwnRn7usAD4aDa+iv0DN0inxJeSH81O12aAwd13+87AnPy3X/UBnmNOHAaNZnzgI90+vw/H7d86Y7eAKNUVdWVgJASnW3zc1NbW5utpVKpaQQ/Umy6KDVOgnumZiYaHP0uQ3nejxOM65FEBS2H7IPOiACPJ/Ph0whOCOXy0VUMbaLdJrhsLi4qKmpKZXLZUntdAqNYdc0m82wQVqtVpvdzHfTChgEKLB+8CVsH18vx6a8Z0W5XA47lO9QiqW/v183btyIslIrKyshL6vVagCm1N8fHx/XzZs3NTo6GvomutQ/1XgTcNA/k2V3n/V99ic9s8gIx++gS/iI8ye/B3zFMTLsOC/JyHeRM+6E8DmA3fizpU4IdFQH+t0JgaNhf39fo6Ojkc2NA2F7eztKFLs+D42hCzoG4HgRAXc8BzwWnNF7QTg/bzQaUYVhZmYmeD/27Jtkqf2xBhmutVot7DHkILwHRwnlnYeGhkLn4Lu53EklmJ6eHt25cyd6uzgem8vl9ODBA92/fz9KJ126dKmtZBy4FjrMwMCAxsbGYu8ajYaGh4fb9H7WizUkQNeDGF/nxHZHgdMfOCH2LzYW+hv38fPi2Ij36so6nx6A53NJ/3bZnsUfWV/47Fk/flZdL+Y6b4KffKfG1Bwcj7h348BBUZ8YI11YPpNGcvMaBijv8R2MJxgGwiK9hhsKPgd+9/T0qF6vB2MEOHClKs2CcIXG18PnAaFKp/U+IazDw8PwkqLIuVczl8sFqFGtVvXgwYNoftbX1xdGiAMGEAvP7zXlmR+H35/BFes3GaVSKRNweptjZWUlGv8AvKJs0SC4Xq+HsgW94ckGOJFOGYMrZng5MRLu37+vVuukzmtHR4eq1aqmpqb09OlTtVqn2SRcj3Phip0zGunV2uC+LwhuV9yZH8IUJu5CE1pzYc81s4QrgFgKgPvwckn0n3DgCMAJocycMJQBXPr7+yPzBGYFQ6Y8D7SLoOWcNpvN6DeQll84L7ojspDhAjwFPXnfm0hBDyjJrhQ5b8kCHdkreiYgrByIQeEnipjv+RyhAVf2GO44ohQK94F/8jM2NqaRkZFoYA3fcD5+dHSkyclJXblypQ1AJM15b29Pe3t7EemKwkb0B1GDHq0CAOV8lnvX6/UQjqTfYqyhoBIFDPDsILZnKDnfxhChLu3AwID6+vr0L//lv/yj0dYfMlLZ46+ljgCXTen3s153XpZ1TZe76T2y5piCAmkQAUq8AzKUHXDHLhkwaf13z0Dg+rlcLpqTEwW+tram5eXlUGq5RrlcDmCO+zcaJ+XGMHodiOZ7njmWRhDu7+/r/v37Gh0d1bVr14Iv1Go1VatV9ff3a2pqKnSAVC/KMvTO0/kFH3awNs288rIQZLphRBC1hH7jz8Q5bjQaoRf58+FoKhQKcfadJ8C/BgcHIxvPByA0uo2PVBfN+jtLAUfvpHQRPLy7uzuMzIGBgagXXSgUdPPmTbVaLU1OTmpmZiZ4G/V7MS6YMxkHvb29mp+fj/scHx+HgxXA9+bNm3ry5Elca35+PowNp0V0R4It6APQ09MThtb4+Hg4lKTTEqWVSkXPnz/XgwcPvjP9/CHjwYMHmpqaitT2RqMRmXHsD7SVxdOo3bu0tBT6H7pKsVjURx99pI6ODm1tbQU4jm6cgqXOT84C99JoeGSRdNonxs814Bl6IY4pLynpuhV7RwThvXv32nik89CU91KnmAhEZOC//Jf/Ul9++aX+8i//Unt7e/rxj38sSVErfW9vL6LtKFPAuSa6n+vj+EP/o9TA9PS0rl69qvHxcTUaDS0uLur58+e6f/9+AHpEP8JfPcDsvMf/8//8P+rs7Ix+Qnt7e5qdnY1yMtDM1atX42zQJ6izs1PDw8MaHByMqFTst66uriiVgSMGGnE6w7albOX29raePn2qubm5iLJE9rjd4n8zUsAewCp1RLiu7zYAfNgDNVL6Qo/k2jiCsY+IHvd7+LVfN77tfX+2sxwJqUPhLAD1LIfGeQzWBh2Vhss4FAqFQswL2UOUtXQCzg8PD4d9mQV+cX1KBPG87C26lAcU+WCPubfrzK6Le0loInjhjchC7FUcqzhTv/zyy3gW1gS9gWtQJpVSJGR4u93kDjbPSu3u7o7AKvRB1j8NnoQ+NzY2dHx8rEql0tYYHP5EVp500jAbR8XAwIBWV1eVy+XCOYssnpqaCp2Uc9Lf36/R0VFVKpU/Flm90UjPIeddyj6nnCeXZek5zQI//XOpvYE96DTn2Jp0ihWyrzh0JbXxpxRjhCeAu3llCP+MBwf4PbmvyyJsEgKWXAfBdm02m6GzwdsJoBkYGGjTc7E/PFuf73A2AOCbzZMqKH19fW0l1ZEtzItnQPcGM6RaBzo9/RTPMwNnfX1dXV1dIRc8M7rVakWfrt3d3WgMXyqVtL6+HmsMX9nb21Nvb29bxQRk7fT0tPr7+yP749KlS8F3KGlF5sPQ0FDw387OziifJqmtRDUBnayb92BwmpHae91l2crYAGngsv94We00CBNMxgNOGKmtfpYDL5WbWbgAMgfe786+FLv0c5j+pJ990/Gd3GO+4L6QbFA6UZiHOy1gRhCmL5gzId90SW1RJnjXHEz3Q++ZAPv7+5Fix6ZyL/fEsvB7e3ttJZYckOD6MDJnsA5uSwqj2OvtuoLZ09MTXk9vvpLL5bS9va3nz59rZWVFq6urUc7ES6J4iR9ANWf6ruS7Msr/39UAgNHn86epZecxNjc3JSnKL6Bsd3R0ROq0M2X2BwWffUmNWSLp3FA6Pj4OxwU1q2u1moaHh1UqlaIsE5/1PUub7aX0ILUzAPYJOkydEZwFnCV+Htxpx75I7WBlKoj5vkcPAxq1Wq1XgAkHf/2sY4SS0dNqtSI9lVrUxWIxosc4h372OasIGWeC7Eu5XNbq6mqcL/b2PAbGp4NiqYKV7g/nPAskRXlP98SHg50uNFg/lCE+SyQ/tM4+otinSrsbwtKp4ySNYvO/m82mFhYWwhHW09OjYrGo8fFxXbp0SUNDQ8EXEbb89PX1aWhoSCMjIzFPj/aAF2MUUecSZwX1GzlP7kSFrpxvUwIKhyXKIr060mic1AiDh+7v70dpDI/o+qcYqcOBc+D0lQJ0qZKR9bnUaE+v5+fer5U6LrOcEcwzyxBhLxmUnMvlchHFjRLtGYYoZTwfYE6hUFB/f3/I1IODg6gV6nyLOXH+ACJR1mlU5mfM75nlQPRrAzavr69rZmZG3d3dmp2d1YMHD1Qul/Xhhx+28Up3Kv+XMHxtfU7oKcgTeKIbQMhhZAjnH17k2SKUisChQbTY8fFxrD97i24HkJHPn2QezM3NqVAoaHNzMwwtIrezRtYaux7kn8miZdKiqbFNpt6FCxfU398fc5ienm7jRRhgOEK5B3orNLO6uqqXL18qn8/rnXfeiRRzl/mdnZ1aWVmJ7Abol/kvLS1Jkur1epQQkBQgFnOnPu3x8XHU3P3mm28iWvPRo0eq1+tvTDf/mPH555/r5s2bbeA1PbuQZ65H+Z6Rfj87O9sWpIB+Mj4+ro2NDa2urqpWq4UNQJ8OB3mhMeg3BXa5rgdHoU/yGWjYy6VIp1FpjUZDu7u7EUGHzpc61LKA01Sn53O8Xy6X9aMf/Uj1ej10rrW1Nd24cUMdHR26f/++dnd3NTY2phs3bsS5mpyc1IULFzQ4OKi5ublo5OqyFeOWwBIyhovFoqanpzU9Pa3BwUFdvHhRR0dHWlpais/i7FpdXVW1Wo3ykx6Q4mt8XgOHIHzqyy+/VKVS0U9+8hMdHBzo5s2bmp6e1uPHjyO7pru7W3fu3NHU1FTIm2q12tYzq7+/X0tLSwGw/N3f/Z3W1tba7MVc7qS0w/e//33t7Ozo7t27Ghwc1OPHj9uy8Nlj7DTkscuMlE5wEEDD8CIHSuClkto+R5kKB1ikU/DPA1ZyuZPo1JmZGY2MjOjSpUvRI4d5Z403cUik3z3LoZDliEjfy7pu1j3Oa7COksKZTm+ezs7OsFVdJqXPRdSw61AuA6n7DmgOACgpgpq8JLPU3puBc0klCNdxiA5GxgMU9vf3a3Nz8xW7Ar2AuRaLRdXrdX3++ef6kz/5k1dKxrI+8H/K8oGRePaQB+Rhn0H/GxsbOjo6ijr4abS4ryul8LwagttfHt2O48H3hxKx165d05UrV9Td3a319XXVajV98cUX2tjY0MzMjC5cuKDJyUlVKpVzrc2fBnz4SAHENx2OgaWvZY1Uf0/tZ7+GlN2bCfr0+zjY6/Zplp0N1ug2n/NISW26xuHhYWQnoicQRIPDgL1HlyOjBkeczxVMyYMtXa/BJj48PGzL5vAgT29GzZo4JkQj9Onp6eDxZEG0Wq1zK7MpSQsLC234qoPb/HDm8vm8+vv7Q55iI3KevTn3+Pi4uru7tbGxEc6Lvr4+Xb9+PXQw7kP2aUdHRzgU4F1e9hVd3WUc5dfADDxrDAcHvDGlI6dpdyK40wH+CU16Fjp8KstOT2V+ioHwO8VyXG90h4F/N92fFJP3OaTP7HNL9YA3kbdv7IRIS7KkYAWHAlCUQ+epaHwexuHZC+mDpJGRqUICOARB9PX1BfOBoPb29toUeYjT65w66MvfNCWD6GBenhWBgZ4udGrQe2SwM0yPInSmubu7q6+//lrLy8s6OjqKGqxEL6QOnBQo8c331K+UqB2M/i6D0i3nNZg7zy2dRm2wF664u/Lu6eTsB79hjkTHcX2UK+m0RMPy8rImJib0/Pnz2EenBff2Mg/pVaXX5+AZC+484DtptAf347kBTElfdRrm3DkN43DgbOFwIdreBQV/O3jI2gOiOOh5cHCgWq0W5YI8jZjnlE6ZsgNTnEtP5ZVOIx0BGVJP8Nscfs5cufb98edHWWVvU8buNOIGoYN50qv1NjmjgPU+HPxrNpuxbjjCiNDzqCjmC/90cNXpEIca+8y+oZAvLS3pwYMHAQKXy+Wo01gul1UqldTd3R1GOpFArrBxjnCwkqbNc7oDaG9vLzJtiAghSor5Hh8fq1qtanl5Wc1mU+VyWZOTkxobG9P+/r5WVlbic+xB6ihyHt1qtdqabp7HOEt58P9dhjL3s76bfibLeXHWd/0+qfP0Tb/jf8MnWq1Wm3MHfoQBvL29HY5lL4nocr9UKoWi702snc/A3zlbRAt1d3cHIDc6Oqq/+7u/0/Pnz9t6usAvPSMoBc/ckECGfP7557FGjx490uDgoK5evRpAz+7urtbW1nTx4sU2fckBCldiz2ukRqLPB9nDczHgca6cAzKmyjL9bgDIMbQ82ldSW/aDy06ioQjmWFhY0MjISPS6mZmZiblzT+brPPssY9zf83t7Vhb7RbYU2ZPQhpd+g5bQET0SbGtrS/V6PdZ1d3dXCwsL0Ujz1q1bsUbQ79zcnJaXl4PHeSCOpCg/AY/u6OgIEJr1nZiYCBClo6NDExMTkk70zeHhYT1//lzPnj0Lx8XbHvPz8/r//r//L/g09Ib+lepNkqJ0Ta1W09LSUhswL51kOV25ciWMdhoy4whqNBpRNseHg39ZOrEbbenr/h36IGR9Br6CfoZcT/m8X49zxd+ux3NGZ2Zm2jIBKSl4+fJlra2taW1tTb29vbpz544ODw/14sUL7e7uRo1lysdOTU1pbW1NL1++jDON7sB5BahDxkun4GK9Xo+SUa1WS8PDw7p27ZoajYbm5+e1vLwcpUvcuZwFOr3Ngc7p+try8rJ+/etfa3V1Vbu7uyqXy6rVaqrValG2oV6va3h4uK08G2eFwAlsNZpr1mq1kCODg4N69913dfXqVf3qV7/SkydPNDg4GE2woS23H113zBoOCDjIlYJ7rnNSTgd+lganQaM4iZvNZpQJI8p9Y2NDa2trunnzZuht3+YMyHIO+O+zns/5cWpPZX0+617p+KdwRBDINjc3F4FcDjgSbIdOwEC+4IBAFrMXVAdgb6HPlZUVlcvlAC/BMbKAKPgfNo9nSgBkApACtOdyuTj7jUYjgjy5D/IIPAiesrCwoJ///Of6yU9+oqGhIeVyuZBZZMWTRc9ckWPM353ByELOIj2QHA9ieABLo3HSC+L4+DhKEToox7OAXQ0PD4czH5sE/GZ8fDz4xPj4uF68eKHnz59rY2NDxWJRY2NjcY/ztGOznAypfsZrKVD5Jtf+tu+8Tq6lNm5qT/j10TMBjvk8/JsgwLQ8r9t1qX6bynPHZnCA+fPxPmeJ3oTQFKXKhoeHA8TmGegD6/wcPAAch+Bi7zva0dEROA0APc/L+pFdfXBwECWHcBaio6IHnNdoNptRmtsxWGy/NBCJEujSKRaCfIKH4JDM509KoU1OToaNKEkXLlxowwPBWb0sFq+RecZnHYcGc/BsIQIgoSMH4dPz5LY2PJDgyzTrwYNLXMaf5RRI+XZ6tr1iR4pT8VrKE9J7pZ/1kQZB+Hx4jTVLdfPXje9Ujskf0pUmj+JAaYHgUm8NQiStE+YRpyyeA+wufGAWPhcHPVDISH0+PDxUvV6P5lkOQnOvrq6uAM2IkHQFj8Pg3mUHfH0DXXhyDYgOAB2hzWdxRni9Nxe+HAQvI8K9WAMHxhHQvi4pU/8uI5fLBaN7XUT3H3ukgoXhUR5ngfkOIMO83TMLg3FPuStqfBaBhLEuKQw/38MUfJFepQWnUf9sVmoi7zkt8lwILT+TpJO5xz11WhGJQV18mHhaTsABFubBWeHcIhRg3EQyktba3d0djg8GjJnnxElJnUBK/iBQ19bWXnHuvO3higJrnEYeuFOMJlUpqA/9pB7qFPRDwQE89b1zRTidI58nSojUUOk0s0c6BRKheQfNAMd8H/mR2iNGEKCdnZ3a2toKhV9S8Fz6KwwNDWlsbCyUtUajEbXQl5aWIhoMgxcjAJ7KXBg0ukauuBBOeePOzo6azWb00mGuGBFZ6+7Rq66ovolC/scaKfDmSkQK2jhPT3/S99Pr89sVpvS+Z33Wr5V1v5Suj4+Po4QgTiBAU1KL4R1E4mYpMJQcQZY7WMa9UhncarWixvro6KiWl5dVKBQ0OjqqcrmsL7/8Ug8ePIhIpVSe+G+nA8+KdEflzs6Ovvjii5h/b2+vHj58qM7OTlUqlQBOBwYG2s4qBrhHUJ0n3UkKR4kHlHR0dARAhrHDfKVTQ98jHvk+dOTrSF8FeCIGFu97wElqxK2uroZxR912sknhQx4lBm953VqmTopUafcMX9aEiHAvvwf/ImPDMxP9/56enugDUKlUYv3QU6lBT3kyQIuHDx+q1WppeXm5LUKP++GsAAQvlUoaHx8Pw7Ojo0OXLl1StVpVvV6PkmWSol7uwsKCurq6NDk5+ccgp28dm5ub+ulPf6qxsTH9N//Nf6OLFy9Gyj3D92NgYEDDw8PxDNgHjUYjsvOIfBscHAza5XrIQDIIkc9pRL7ryD7Qu9AznS+6IZYOruP6RKr/nQUy+5lI14P3yPoqlUoBFk9PT6tYLOr+/fva39+P3iVHR0cBlrGm0ols3dnZCfCir68vnBNEBnrWMKUMAFGkEwfQxYsXVSgU9PjxY42NjWl4eDjA+93dXVWrVT158kQPHz6MXj+uR53HcP2zs7NTY2Nj2tjY0F//9V9Lkt577z19+umnkfGws7Oj9fV1PXnyRP39/drZ2VGhUIiyV7y/urqqw8NDVavVNl27q6tLd+7c0fXr19XX16e/+qu/0pMnT1QqldRoNKK/TEp3KZ25Dc2A5tAzndb8GgzeJ/jKHfxpSQp6EhLZS6lD+Nbf/u3f6uuvv9b09HTolVzL5/gmDoH07KXfdVAy65ym93zd/V2unOcADKN/gDt50ghtbCaeg3NSLpc1NjYWIKV02nAZnQqeQLWCsbExra2thYPfQSzHP7iP23jcB30Gfkq/PgLPent7Q64AfKZBKI5ZrK+v6xe/+IX+2//2v20rH8YaAfixHpRDZD5gJb5+OPuRgd6TgnOCvEztVTCNVP+WTnQK+lC5bUZgXnd3t6ampoI3Sid60Y0bN3RwcKCJiQnt7e1paWkpcKBLly798QksY6TP5MPxBT9LzkOy9N40Cye1E3ykcu11GEmKT7HOfq3UKcAZQPfysjl8B/3cv4/s9WfFriVD1ctBATyDeeRyJ+Ur0c+wcSRFFivPwDlkXino7BkOTuM8v/ckwlZPsSJKho2NjUWwDrLn8PAw9MbzGoODg7p06ZIODg4iWzWXy2lgYEBXr16NCgycbZx54LPsF7ZCT0+Ptra2tLS0pLGxMV26dEljY2MRFAG+J53uLfiG61keTAY/AwNzvgju4sHN8FawujQbyx1L6EUE1HiVFKfDlBc7bsT6uK2Z8m+ukXWWfTg+6fiHz4HhNlFq/6bnN8UW/MfX5NvGGzshXLFJFfSUEXGIPIXPNy31uPihIloxVbB4OGcGDsoSdcZCYTR7yQAaC6JM5nK5yEjgnkTDI1TcmE4HBO5MDbCOqD0APwSgExprhlGSy+XCWQJoJymAyLROYwpq+uscGuaVgksOtr3pIFL1PBU46uNBSxz6NLvED5NH9Dtw7LQIbbBOXDMFQhgLCwu6ePGi5ufn2xxKLgyc4XEQHdBk/Z0R+PelUyaQXhMBhAJElkx3d3d4br0uPuvjACvniEhBIk44L66A+hxThRV68nMonZYlyeVyAdbgCWY9+Y50WvZIUpxP/ifFuKenpw0QP4/h4IR0elYwylkHX1d+s6ee1pcCXVnMGwElvVqezn/jtPFz7OWiSK337AoHBgG3XMlrtVptwtMb5kGDzqMZgGH83Wq1Ijr5xYsXAcBR37Kj46TObaFQ0NWrV9Xf3x9ghyuKTldE99br9Uj7BrwjHXN/fz/qOAI8M39oamRkJJ6DfQL08uhADEQHIM9rpOCWC3N/3wV91mtZ10pf89edT51lVLj8PeszqVKG3KIHhPcyajQa0RTdM9G4jisvOCz4wfng2Xz8JrqQ+uU456rVapQTy+fzWlhY0OzsrFZWVtoytjBQ3Tnnsh8ejDHsCh7PC+3gcOPMwUfr9XroBvwMDg7qww8/DOX5PGXs5uZmzCcFrdgfgCr2jsFzuRzwprXQggMBOKW4TqNxWiZEaud/TtvwCmRYLndSjmZzc1PFYrHNcGTAo3yffKB/SqdZtdKpHAYAQo/z/eG70BiyAT3S9VL0jlKppLt370Y5jlarFUAG5XG8F0q1WtXCwoK6u7uj7JI7xVutVpQJABQBJOKHgJeFhYUoF3Px4kW9fPkyeD86L5HNb3vU6/XosbG1tdVmI6R8q1KpqKenR7Ozs69kFheLRV24cEHj4+NaWVnRixcv1NPTE2AceyydOAmzos5T3et1PD81rDwyjuH6k+uTfJ77ZDk4faQ8N9Ub3EDFmB4dHdXIyIhyuVyU8CqVShF8MjIyEjYWNsXIyIiKxWIEGXlmGjQO0MO5rtVqOjw81OXLl9XR0aFyuRwN4q9evRo6ILySudZqtXCS0LfpPDOr4V/Q/MLCghYWFsLOePbsmR4/fqybN2+q2WxqfX1dvb29+sEPfhB7ub29rRcvXmh1dTUaDAMGT05OtmU4cKYKhYL+4i/+Iuizr69PT548iTm5cyoF+lIbWWqPevQAE74jndIq9Mg9vHQne8teT0xMRNbL0NBQ6FilUinoqKurSx9//LH+/u//XhsbGxHskeq3bvOkAEkKnLypnuXf87OVpYtkydCzXn+bo1gshh3DWXV+4dG/2GbOo6CHra2tOIPQigNlvEeWz+HhodbW1jQ8PNwGiAL+sYasiWe8c2bdeYFOVK1W23pDgPXwt4OCaQUD6UTOPnv2TJ9//rk+/fTTsKsIEvLgOHRxz+6HN6U2O7YCPNnfSx19rDNlYZy38Vn4BM5t1sn1VbIc0BVqtZp2d3dVKpWicTGZQ7VaTUdHR/pX/+pf/XEJ7IzBmUfOsC4pcJl19ny9Utn2XYICnR+AuzgOmDoXfE7ON9wpAl/jOlm1+6VT54JHnbOPjtl50BMOhWazGRii82V0LPQkdxTgkMPObrVaQWOOn7ithhNCUgSzgJ+Cp3hWhoPVrBkODG+ITSB1tVpVrVY7d8yOdXH5Mz4+rt7e3ujDUiwWIyO3UqmEozKfPym1i+zp6enRlStXoh/T8PBw2Cush/NJD95wbIx1d3zQnfEp6M5rYBepve16hAcwe/Cv8xT4WyoHU52T+XlwwbfppelzS68GBKS2LPf34Xipr0H6+fRsSu2Owjd1QEjfsSdEliPClWufHELF09yc8QA6OiFBgG60EpmDYHNwBmEkKVJhJUXqIAcZ4gDAYx6pAdFotKcV+nM648NgZj3SqDs+ByjsAp6/3WkAwbVaLc3Pz4fCgjHrYItngjiDd8KG4XntMubEvP+QRjV4Jc+zRAklX7yGpNOBMw0/vESawIwBMBwQdqaRrqfTJBFLFy9e1OjoqFZXV4P5u9CT9Mqhz1KwnUb8vSxF2ueaGs/sBYxeOhX0DkI4Q4ZpeqNjqZ2B+LxYT1f6WXeej9cR1IeHh3H2e3p6ogwH4DiCwQWzlxHiTBSLxeil4mVB3vbwCD1fWwdZU5DXgfP+/v4ofZEy6VSQpUqJ06XUzlt8/1yQOg056Oep3e48wjGbOhCohelKFM/PZ+Ch8EhvNpvyNK4BCM3cuL/XfIT/QT+tVksXLlyImsObm5tx7f7+/jZnSm9vb2T2sGbwCxrPe/SSK6Skn+/s7EQd8bR56XmNLIdDlqOB11nv19FTFqjH9f2+6f/pZ7LWAz7AvnFPf45cLhc1o4kwOjo60uLiYshBpx2nIefPKIrIe3ggNEQk8MjISDivcOQTCVgulzU4OBhNqynDRICAG8upM8CVx5QfQkc8B3ODFxMEAVh9dHSkzc3NMPTRJ2h0+jpg8m2MRuOkNAEKf6rwpnWM4QfwGV8/wBDfN/iFZ38AiHhGrOtiqW7jSq8bwhhtAC98PnWQSu0Zkn4u3MBIgWmazLqTkn1yA5h1S3UJPgOPHBkZ0bVr17S3t6f+/n5NT0+rXC5Hdg6fZZ1+//vfK5c7aaBJxoQ7SNF1dnZ2IntQOukTsbS0FJlpi4uLWlxcVL1e1/r6uq5fv6719XV1dHSoXq/r8PBQg4OD59YDx0voEVHt/bmkk72lCTDlqjhfuVxOU1NTmpmZUaFQUGdnp3Z3d6PZq5cvZM8pxeS87Czj3N/L0rMdJEkdbR6x6Pqmfw9ac0CG9xl+X97D2dXf3x8AGM2sKXn2s5/9TBMTE9Gni/Iv/f39IYt7enoi2n9oaEiHh4fh7IKOASDhhZLiDHiD6p6eHlWr1eAhGOHwMUoutFqtoHMckevr6+dqT/hzsW84oSXp/v37unz5st55552I6pZOeAQZSgCTm5ubWlpainJTbgMDiA4MDGhpaUk//elPtbm5qe7ublUqFe3u7rb1AYAnIYOcJ7L3rL8DooC+3Bd548AyPCJ1jLmchw77+vp06dIlVSoVjY6ORpQ4uhafv3jxon7zm9/o66+/1o9+9KM2XTMFJ7LOWNZ58rn4a1mvu+6RfiY9M1lzOE/5Wi6XI2PPZVyz2WyTrZw119WPjo5UKBS0vb0dcg6MAtp0vIGscuQT2TlDQ0PBF71yAzoO/6OfHR8fRxNleBh6O6VlpNNyMC7n0bGdlt12kU7244svvtDe3p4++eSTkOPQrtdhh8+4fsnf4DnYRwQn8D3WxfUKdNHDw0MVi8W2zEXXrXEGeQY1dnir1YrSnpSb2tnZ0fb2dlyX0jjYsL7O5zGyoqil7GygrEyQs8DPLEeE62j+ug94Feubnmd3mDh/43qpPS0p5KFn00tqs99dJ8/CXHgfHo8uyZpgD3vWX7FYjO9CqwRLMKD5YrHYJvd5roODg2hmDV7l8hebFjpOQeR8Ph+BpE5v2MY7OztaXV1tw47OY+B4IZPBHTobGxuq1+saGBjQ9evXNTk5qfn5eRUKBTUaJ1mtIyMjGhkZCf2kp6dHly9fVqlUClwX+mKvcDLg0PR9SINqfUCTzlukdlvB7WwPAnbacX6H/ud6v8+B+2adq6w58nneyzq/6TWzZGSWzEu/87rfqT7Ke66/pDzmTcZ3zoRwZZv/WXQXEIADbmTyWY+4Ralik/yg+eFMvV2+OJKi4aMzXCIoicaBKCRFCQEAfyLBSGECUMToRZA6M+N9VwJbrVZEKjsDZP789mhjiHlra0vT09NR8odUHjY4yxvHHqBwwni9j4CXjJAUqYipEve6gTBG0TmvQYQSdMR+ADxRH5498n4Evb29wZwcrM9SVH09U5AJYPTFixe6cuXKmTVtnR5fdwBTB5cfWBe8gFuelcPZoOZ/6sRDaHlNdWgDuqCcBILaSwal8+J8+jOxjlnR8Qidg4ODyGTAyPNnY93gBURjueHV09OjoaGhiHI4L8PBM2QYzjuyQF3PQgGEy1J4HCh2fsln2WNX7viMN6aCtzJfhLwLUadfdxqlzld/Do9o5v4YDq6suUMBGkwNCZcJ8Htok3IGlFJxwLmz86QZ7Pz8vDo7O6MJYrPZjBq08LCDgwPV6/WgHQDkiYkJ9ff3t0V/YaDBo/k+kX+Tk5MaHx/X1taWXr58qbW1tT/IWfuHDpSY1BGR8vnUmZUaZv7Z1Eg4C1hzuZre02nJaTU9j9ADMpf1lk7Lv+Hs8WAAvgPNeMSWg7q8j5NvfHw85o6M6Orq0jfffKNWq6VKpaJisajZ2Vm1Wq2IKkd+LC0ttRnybgh5lpbzOX9uV7yYB2vlZQw8yh/5lRoktVpN9+/f1yeffBLK93kNnhs+zHPyLP786DSAcawXPIC992fzKDIitZBfXIvhfMn5MHzFrw3QDCji+p/vB3N3ACE9K3wvzViVTmiX3kn0GKBHDQYie+yp+K6cO0B269atyFibmJh4RQfjvru7u5qbm1NXV1eUH5NOI595dmoT871araadnZ0AUVZXV7W8vBxRdUdHR3rx4oXu3bsXgOjW1pZGRkaiNvnbHgBl9Xpdy8vLun//vq5cuRJnAz2FEiBuDA4MDGh6elrDw8NtjpfBwcEod8VaAUyVSqW2Hgwp/4JWpFeBUXckpLyZkcUXs/Y+NSCR+el8UgCpt7dXExMTmpmZUaPR0PLysn7729/qzp07KhQKWltb0/3791Wr1dRoNFQul9XZ2amJiYkAlQnsIBtibW1NQ0NDUZO52WxqYGAgaK3VaoVe4wY1fBZd243so6MjLS8va2pqSrlcLspAHRwcqK+vT6OjoxHsBc2dd98l1zM8mKJYLEaDdEpcbG1tqVgsan9/Pxqdo28VCgWNjY1penpad+/e1crKSpQKbDabun37to6OjvT555+3Obj7+/t17969AHXZf5fB7sRneBCV6+YpgOh8j/fQ65BrqX6J3vP48WPt7u5qcHBQH3zwgYaGhtTf3x9nEp7W09OjDz/8UP/wD/+gq1evanJy8pXrpuueBSymoKWfq1QPhXendpafpfTsZt3jvOwIBrLB8QT0HA+syuVOAmygFcDscrn8SjaBpJDZ0qkzwAMu3Zm4vr6u0dFRdXV1hU4LzbEuBPw1m82QEzg8KEWYBdLxv4Oo6A2+Br29veF4Y97379/X0tKS+vr69Pvf/17//t//+8BZ3DGHfsZzIw+4D8/qAWvQg9soDjYzL64lqQ0foiG1B9IiZ4+Pj6NkGdHzjkUMDAzEc0K75XL5XBtTZznA+e1/p/Y930312xQ3yQIl/XWXl6y/243pfLJ4htuorjfzXXA98CGX056FwxzSwIBUD0R/9ewxx1fIggDTwFnV1dUVwVZc37MgUv4uqa38JBUDuA+2k9ufbpNgl2M3lUol9ff3h3xuNptaWVnR7u5um4P4PIZjSzSQHhkZCX1vcnJS165di8zfiYmJtqBUeI03i+eZGo1GW8aL62wLCwtqNpuRDcq6p9kSKZ27/QufcTzCHQ3cK3VsuU7OZ3gmt4/4PJ85y5b2zzEv59WcDf++n4sUdzprpPfPkp9Z80nxg6zPv6nj6ztlQrgS5Iyb91Kmj0cK5g/giYcM4Apj042/XC4XESt4q71GuDs7mI8zFe5NStPIyIgKhYKazWYcfg4sETxuoDr4mipsMCY3fiByBA81VgE8eM+9lxDv0tKSarWabt26pd7e3jA8aUaDJ989oh55mjLrlPn6MyDUPdr6TfeeeZ/nGBwcbIu2Zj3xnEqKJt4YSjAtysCgRKWpej6gXRgHvwHUG42TcgaXLl2KiDKn+bMUWxd2TltnMZ0UKOZ1dxS4Y8s9rHjkMbbdq49RXyqVVCwWtbe3F9G4GJo8d+qxZU7uIJBOS6XRNIhIMe7NNTFicIQ4sCidlgNyhQUwn9Q+6PY8hs8HUNudIB0dHZFh02q1ooQBc/b18oERyD3gifydKtnwEs69l2LiXg4SM1dXhPiegxr+vwN7PBf0w/w9GpA9dyWA97Pox8G81EB1QztVQABHDg8PtbKyEspKd3e3Zmdno75+R8dJDXDKMtGk+MGDBxF9TYkeah0TmcKzb2xsaGtrSwMDAxodHdXMzIzeffddbW1tRcOs8xiu5KRgl4Pk/hr/pwpKeg3/HMNfTwEE3yP/2w0BPst7nA8c6gC1GJW7u7uRau96ArQLX3DetrOzE1kEPT09EUnb2dmpUqmkWq0WekRvb69evnypZ8+eqbe3Nxq6EUHOeoyOjurp06fh1EtTnN0oSzON+CxzdicGv1kzB4dSw8xlALRPTVQHRM9roG9tb2+HQ8ef3UEt1+FSR0Qul2sLnGCQtbe/vx+BAQ4KeNQZuiP8bm9vL2g01XMkhdzhPmmksPSqMg345/9zbacF9tOdnjwH2ar5/EnEaalUCmCC73oEeS6Xi9T53t7eV+aXGiWUepHUBqy7k3tmZiau687l7e1tXbp0SVtbW1pZWWnTJzo7O/Wb3/xGm5ub6u3tjRISqdH7NofLlKdPnwbgNjo6GroCJZs8XX50dFTvvvuupNNsiqWlpSg5wmvOo3p7ezU2NhbrkHU2nV5TI5XXsvgu30/PifNCntPnlAJB/h40ha47PT2tq1evqqOjQ0+ePNHs7KwWFhYknTS85fMEy1y+fFlXrlzR4uKiRkdH9f7770dELvYWAFtXV5eePHmir7/+Wn19farVahEswFl0fQG+LZ3o5vV6PaKjBwYGdHh4qEqlEjRJI3Yy2slU6+7u1oULF3R8fHxuji/p1LHpgRT8vbS0pD/7sz/TT37ykygTlc/ntbOzE3tMdi520PLysra3t7W9vR3OUMpM7Ozs6Ouvv24LaCuXy5qfn28DglNemQ6XFZzvNAgoizYdGGHvPNuY70kngNjExIQWFhY0Pz+vfD6vubm5KJ9ZLpfV19enwcFBXblyRaVSSZcvX9bdu3f1u9/9LmqkM1Lb0gFrH2fZoFn6MzzMeaVf38+Wn6ezxnkBc9hl4BLQIA4C9CHptHF6LncS3XvhwgV1dHS0YQrQkkd6EzxJI1iez/GC9fV1jY2NqbOzM2jaPzM0NBRZSo43SO0BcMguD8qUFI479JgUrHO+DFhPwGehUNDc3Jy2trb0p3/6p5JOad2dX04T6E3Qc+qU8HVwcBFMiLlQPhs+4LyUhtJ+jtgzeJkH3jQaDZVKpSgZi+6A486Byrc9XMfJOg/p+eFzKS96k3NyFpDKSJ0QOLI9Yy7rPs43nBahDZwQzuvYU8++T3VUBja47yN4iWekovd2d3dHQ3V00KOjowi4ZP2gH3pE+DOgp3gzei9ZjHPB+0kwf/aRc9NoNKJ0ketUZIDz/+v25o890DUIEiEIAqdpX1+fxsbGNDIy0pZF7DoyQWyt1km/K8qIemkrbAj4DFgfgYpDQ0Pq6+t7peKJD95z/MmxVXdOpHqf20QpLuayiOHY31k/fI7fjjmlwWypDe73O+vMniUz/bXX8QK/dvpsWbbum4zv5IRwxeesRfMN7eho79OQGuJ8B2HM6zAW/i6XyxoaGtL6+np8BkFDZB1gMQvHwYbwHWjp7Dxp3OKpjdTvBMjDW54FoCFYUPSoT0ZkC80zHZwESCdtHGUBcGZ9fT3q9BcKhVASiBjDGHMA1w/F8PCwjo6OVKlUommcRw2mBPRdFTBXHDzV6W0PmJTTHHvU39+vwcHBqLWIUHJ6g5EA7GQ5IjxdDeHjIITXmZydndXly5d17969WBfp1eiarAPJvFLjIUsZwAHn0ffsKUqNG8iu0KKwEnlKvfxKpRKOOIwRAD6vn+6KEs/tAt6NZOaH159oGKJDUDZIM/ZoYf+bOTmQAiBNM8rzcoChEPgepAqwdAq646BwQZoCDFkGGPzLr+2edzdU2INSqaTt7e22rAQaTXLvLCcXc3JnFvfz/z11GBpOnRAO0vG30zFKYmoMumMvFVTwfHhdV1eXRkdHVSqVtLm5qdnZWXV3d0dkZ0dHhx4/fqzt7W2trKyEnOCn2Typt7m6uqpqtRpnmIHx4tFbAwMDqtVqoUBVKhVduXLlD6KhP8bIAraZOwqw0w7vpwpTlkMD/oERkDo3uDZ11CVFk8oUmHfQnDrfRHoDbHZ2doZhAB3iDMcQkE6UTJoA7u3taXl5OeZUqVQi+21oaEiLi4tRf3d1dVXj4+NtMpYSXtIpmEjNaxqmsS7QuJcGcxr38+MKcKofSKf82P9nzTnH8D8Hw+B/6BHnOXgujGzkjRvTzt88IxL6SvkKa4R8JfvBMy6c58NLU6cz6+l8BNoiMgqZmDpIfaQRf+50Sl9z+eoBJMhXyhliNLqzjXJxLgec/zuQyz2df/K8s7OzEZSC08MbtBeLRQ0NDWl7ezv0TuT75OSk3n//fX322WdtZxswand3N3QDdKfNzc1zM1Y9yrS7u1vr6+v6z//5P+vjjz/W5ORkOKigsc7OTg0NDWlkZESNRiPKXpDF8fnnn7dFFrrDFJAKnYg1dh0sjWKT1CbrUt7JNXwge7OG728qK1PDlH4hly5d0tDQkLq6ujQ3N9emAw0MDOjatWsaHByMLB03ssfHx0PeYtdsb2+rWq3q8PAwyohIpzrey5cvw+mLI8LnD89iDXAODg4ORnZDs9kMuwe+l8+f9LwZGhqKDEXkAlnF5zmIGN3d3W0755J079493bp1S9PT06ETb21tRUTpo0ePInOi1WpFKcejoyNdv35dPT09qlQqGhwc1NHRkUZHR/X8+fNoXL2/v6/19fU2R4A7tV8HDLjenQIfzjsYHvlJBDZyBt2Vsbm5Gc6H6elptVonmWYEFKyurgYI9/LlS/3oRz+KDNJf/epXunr1qq5fv942f7eNsmzQdL4+zgJYXkcrKR6Rdd7Om9akU33YQSQPBPTScWtrayEvG42GVlZWoqcIOpGfSwfKyCqXTs+01B7tu7KyEv3RNjY2gq9hW3i20/HxcUR5E8jX0dER2QbcH56Dc0NSfN9BPn68nAlYDM/wy1/+UouLi7pz546KxWLoA64jSq9mzCAz/X7oFP4+6+Vlm1x/4bpUqvBgM+To/v5+OIhd38Gmpu+YB1F44MF5DdbOaUR61cl+Fh/JypD4tjPoI72P29Guq6V7yeA11/38dfRx+BLzdduZ+bpsTnkkuh30iR4Kv3VsyHsP4miQFE4AaCltkC6164DIWUkRIEdQHMFR6MnOp6EpzlAul4uG8K1WK3RDAnOZ+3mV2ZSkS5cuaXR0VJOTkxoZGdHQ0FC8x3kkywEscWNjQzs7O1pbW1Nvb68uXryoSqUSzu/j42PVajU1m80ISmcPoOGZmZmgJ/peQXPe783pEJ2d85Hi1AzHVlLZBH35PmXhgfB1d15kfTaV7Y4d+mtu7/vr/vuskaUvZP2fNbKeP/2drt/rxhs7IdIIV7+pM7jj4+M4JG64OmPgfw4/jMQ90AiH4+PjSDmnwQoGLcougNPOzk4AJR0dHSoWi6rX6zEXlIG+vr4gVBRK3uMZYEYcdObJ4mKQYuT09fWFMdDR0dFWBsRTJHt6elSv1+May8vLqtVqsZ71el1bW1uam5uLMlQoqTs7OzEP1pHIuvHxcc3Pz+tHP/qRfv7zn2ttbS2MsLOyIt505HK5MHgx/M5ruIHOnvFcHnGJJ1o6VbRhyg74MFh/Zz7QeJpdA+00Gg3Nzc1pdHQ0osBSoDUFX1NwITU0UrCavz2CzkEpr9mZz+fbQBwiYQAYUDZJg8f4w1nHmfNocaJOWCOnX9bCQUiUUzz3APiSQmH29DnWgLPtQgLB63vFXlBD+DzG6OhoG0DKDwCUK1EonGmUhSu2rCV7msWg2X8ixR2cZR+gdeaDk9Rpx43UfD4fgD48w4FQPusGsDspUiUf4ZgKSc4Rc2TeqZD3113w+5wAuSVFc0cUv62tLT19+jRKoqRZP5ubmxG9d+nSJY2MjGh8fFzb29uanZ2NMkDwTs4Rz7O1tdW2bl779jyGK82ska+p01CWceE8x8Eid1yz3v4e5w4QD5CClNZGo6HHjx8HwETpiq6uLg0MDASg44YmkfJO5z09PbFnABxEeBCFl8/nw0m/vb0dfG1kZEStViuiSFdXV4MfEMldrVaDFjyAQDqR6cPDwxFN7FmVDvCwPryGMwWadEAhVTpTcJLPpIYeRj/BDr29vapUKhofH2/jt+c1cP65ES6dOgjIHEoBOy8Bh47htCWdylUCGLq7TxuRs47uJEO20BzQezlxPc4s69psNsNpDN1lndssnsvrnDvXB5BTGIs8C+vCurGfGJE0Ik1pRDqNkuJsO1+Hj+bzJ7W75+bm1N3drWq1Gp+ntjd67MDAgDo7O6OsEU6jS5cuRYBLqsOwhtKJwUjkqzuH3vYoFArRIwZwFlD6xo0bunnzZvDffP6klMXY2Jikk4CHhYWFaLwKL3EHRLPZbIuwg1+gI7ImqXHnsihL3rk+7p/nmq7vMdLABKdN/oa/DAwM6MaNG5qentb6+roWFha0s7Oj/f19ffrpp2o2m3r06FFkhBweHmp+fl71ej0AwHfeeUd9fX368ssvdfXqVS0tLWl3d1fz8/Pq7u4OgB3a7unp0aVLlyLrD/7t5wXacV2n0WhEzwnoB52Ps7u+vh7ZQTio6d9HSUTmfR7D7TjXQ5GRjx8/1v/2v/1veu+993Tjxo3gRQyyaaRTnt9qtVQoFMImhRZ7e3t17do1Xb9+XYuLi3rw4IG++uqrNqeDy2XXqZ3fOQCSBpGkACE/nG+30eGZrk94gAk6EDoXfKrVOolGvX37th49eqS7d+/q7t27ajROeuUNDg7ql7/8pSYmJqI6wLeN1zkFzpJ9Wc6N1H76p3AyfNvwptS+pm5XoXtLp3ykXq+rWCxqc3MzSiMBVqIXYYsjU12HdBp3bKNarQY/xTmGrHKHBr89+xN7FOwBoLXRaASu4n0YPRjS+0I4/4UOsQUXFhb05MkTXb58WT/84Q/V09MTZ4I5sn7uYOd5WWM+y2vcD5nD9dzm5WwQJOrOVOa+v78ffE9Smw5N5Qb2CD0Gu/g8weBisRh6OfNkpPpRij+k5+isc+oAaSoX/XrOszyDxSPZsxwNzDt9DxkEduj6OfvkdM8zs5+uE/EeMgCnBt8lwKOrqyt6zzHI7PXMVmjfe4m4jttsNqNsIt/F6YEDAl0G2oeeXF61Wq3o+eX2R61WU71eb9MtSqXSK/v3tsZ/99/9d9G/gcH8sfsJvMaW7+rqUqVSiZKTlOFGj87n85lOPN9HX4M0wIJzndKb04DPlWvzA/9O8R2fR6r7uV3h34F+HSt0PRM+6/piel2pvXqLr4W/l44s/fRNRtazpcOf5XWfS8cbOyHcs+xGe5bxDmCXeq75TArQcgABEBAOCBqErwsYGjYRBZfP56OmIV5NDLQ01QYwDIHa19cX0SwIKRwG3CuLyfJcgLcA4319fVpfX9c777wThjeMjQhCF/ZE6e7t7UX3+M3NzXgGwG4AQ7ydALZdXV3a3NwMA5z1dwA0i1jedLRarYgGQtE+z5EqbgBU1D7u6+vT0NBQ1EFmb1xJcabBuni0iNRe2w0agmEglFqtlh4/fqxr167p7t27mUzRFeMsIciczjqsPC8KoJ8XUl6hRQykVqsVCmmlUmlrRlgulyOzx0GJVAlOjWWewRVZpynWCiWVqDAaiaN0SqdZA94UME2Nd/DSAQIyjf4Q5vmHDPabsySdKqcoCJw7j3hNhVTqsGk2m2118llHBsqTK4v+Hr9RuNxJ4lHx7kRwB690qgy48oYQg+/6++4ETA2UVLFiLu4oY05uIDogJp3SGEpCT09PlArb29vT8PCwSqWSWq2WNjc3tbOzE2V23CEHLe7s7Ojhw4dRRoBMus7OTlWr1QC3Hax32SKdAF31ev0fR0jfceB89zV1hyp74Pwg68edVwAiXjsYg+jp06dBcwsLC8EP9/f3w/GPXJucnNSjR4+0srIiSQFcbW1tRTnDwcFBjY6ORmYajgGcDJRFGh0dDad6X19fnPnt7W0tLCyEU546u4eHh1pfX49a29BKGunz4sWL4LGcEzIwAG339vb0/Pnztn1Hfrue4LTgug+OGOZARCzGLu+77gNf8J4xlC+ZnJyMBrPoG65Mn8dwGSed9kACzIKnIxNdQU5rUbtTnGuh+7A3g4ODUVrC+Tz6kwN/rLvPlfu0Wq0IIOF8uHM76zldsffvpE5j3wNX+h3Mgz8ATJBF1d/fH789zd51CzdEUgdXq9XSy5cvA5jf3d1Vo3GS8fGDH/wgeptMTEwEwEt0N+vS29ur1dXVthrHLm8bjYbGx8c1OTmpubk5dXR0aHNzM1P2vI2B/oAOyzpShmlxcVEfffRRBHx0dJyULd3b29Pa2lpkAwLwuAPUZc3FixdVq9W0ubkZpddSns/eOojASIMLUkdClrMrvYZ/z/8nCrhYLGpwcFDVajUyFD7//HPlcjmNjY0pn8/r8uXLwSNxYJId2Gq1Irr+8uXL+vDDD7W0tKTl5WVdu3YtAP/x8fHI5M3n87GGBFbgAPbzkDrROBeHh4caGhoKXkiTc4KVOjpO6qJ/9dVXWltb09bWlqrVqvL5fAQMwTvg9+cxnLdx7tweazROIv9/85vf6KuvvtLQ0JBGR0fDdnN9Bj6Ijjo9PR1BUkRESyfyY2JiQr/61a9eAc7dpmS404Hffi/p7Axqqb2nHfw3zWbL0qcJ9EAuw0/y+ZNgudXVVb18+TKyabq7u/W//C//iwYHB/VXf/VXmpub082bN9vmkwITDoxnzZ3xOrsq63NZAOrrbFznEW97uC7nwSQ+B3ACxuDgYFtgQKPRiBLAXNPtMUkRvS8pgnk868AzGNbW1lQoFDQ5Oam1tbXAH5Dx2C4A9tC+dBqkiUxiPymDQn9OrgMWlAanArbRl42B8/jly5d6/vy5yuWyJLWdO/4noM7XhDlzDqA5zkEul4tnYu35HM9GZr/3UEHnPDg4iAAd1gN7kIh4ZOzOzk6b7KdU1XkMSvVRahE6zAJApddnPGRhRn6Oz+JlvAeex3XcNnVszp1MDHiz25mcDTLoHYPEpvE5pnok/NGf3ysfeNCkv0Zpaen0HJBBBJ1BD9B0ymsItsjlTjLUcFagR3Je0On8rDiums+flP6jZDUYzPr6ept86+3tbctGeNvj4OAg+Au9HHGu+NlvNpsqFAqamJiIIFmqniCncTy4fu56HpiD0x1njbPLuffPpeeA4TiO4xXoWfyktO6BBVn6H59hfJuDAJpPaTbFDP08+XxSPDG9z7fJ03QN0uul9/bXv6tsfWMnhHvj2ASfrANtTIiD78oUP34tFpDUtXw+H9EyGLR9fX2RikREkxvOKE1uJPT19am3tzeiqAF0YDYAjT09PVpZWVF3d7cGBgaUz+fbItxQxDwSwAWPpxXDQPGkk5qPEtvR0RGRW7lcTpVKJRqebW9vq6urK34TIbSzsxOA0ObmZkQPenoPDV63t7fbomDeRMF7k+GGf5aB/7YGB1s6FZJEPa+urkqSZmZmQsnmc3zHAVMXRK78sYYoXs4sYFxey5+I4ZmZGc3NzWWeBT8P7INnWJxlTHAdFCFALgfBYYqS2sDeQqEQtfMQjjisnHlLp2VTcMI5E0sVE9aW50IxRgFwpw1nOCtdl/JPrnR4VCvP54weQCWNqn6bAz5BQ0z2EMHIejL/7u7uKJsG78BBwRl1BZ49zLov5xpadCWN/fM5eQk6v44r6ijkXIN5SXqFD3uEiTuDuaeDE85rmXfqoEgHe5oFHHZ0nGSQAd41GicNOLe2tjQzMxORdigWKJtp5hJKB4rI8fGxBgcH1d3drcnJSa2urkZ0KPvK9523wePPa7jy7Wc+NbLc0eAD4wqa29jY0MrKSmQIzszMqFQqaWNjQw8ePNDi4mI471EG+/v79dVXX0Vzb8phPX78OIw0ZPWLFy9UqVSicfjOzo5evHgRDvR6vR5OU6K6JyYmInLn5cuXevToURjPgNCuxECL8Fyv/y+dlvjq7OwMRwvvu0yg4ePz58+jjwQDx3qzeZJRiRLM/bOcxuwHn/H5ILOgQ84R0XP0HSmXy23N13x/z3NwbllLzpPLjcPDwzCKUrCWtXenM+vCc5HxgbwgGMP5YS6Xa+uVxXqmijc6GHwaI8yNBqehlBc5XbhDwIfLw/T+yCnWpVaraXV1NYBVottKpZKGhoZUKpXCKUH5IdeD/Tnha19//bW6u7s1Pz8fTutLly7pe9/7nhYXF9XT0xNRlxMTE3r8+LG6urq0sbGhkZERraysaHFxMeaNg8vX4sMPP4wa/jg7skD1tzFcdrguRIPHzs5Ozc3NaXh4WNVqVSsrKwEwuQ6PgesOQ84fDr65uTlJ7U5ed0Ix3IDMooezQN/0tfSa6TPmcie9LS5cuBCO1mazqXK5rMHBQW1sbGhiYiIyP8h++eKLL7S0tBTlNsfGxnTt2rXgmz09Pfrn//yfR8mc69ev6+rVq7p79662trb0gx/8QFevXg2bg6w39Nvp6em2jLbUhvPnLJfLbcEB2CRzc3OhOxQKhZABRHLj1FxdXQ16P08Zix3joBXnH5CR/z07h9KQXq7SgQJkHCVPOzo6oodMo9HQvXv3tLS0FN+D3/mz81rqhIBHZIEl6eA155tO8+k+OuiAE4lsXHe2Pn/+PDLxAZmvXr2qJ0+eRE/E3/72t5HR6OAt657+zTO4PcRcUhuJPTnLbkp5dNbfKR2c1/Ds6fT+nBF3gjUajbYm0eihyAYCNZF/7DXOo4sXL+qjjz7S9773Pf393/+9Xrx4oXv37rXxtVarpY2NDe3v72t4eFj7+/uqVqtRxs3lbAoqkfnuz+b2Ec3cmXOz2dT29nZUpXCeQtN3z44gkKPRaGhpaUm3b98Ong7m4pHODsyCvdRqtdDBss6NYzX8cC6R6/A0dyDxvKlzIpfLReQ2a+X9LsCyCMQ5j4ETgkxJL0HFWvjws+X/n3W2HAvgzKYDHQc68M+jt7u9m/K6FFx1vc11f+ia85Pqfh4s6M/iwUPwPKcv5oKMowSXB/p6xjyywKs/pA7XjY2NwF36+/uDzsgcwn7zcl+uh/NsOEXQ1bu7u1Wv1yOoi++Wy+U3zlD7Y4x79+7p3XffjZ5P2GXoxThIPUBbOtkP+IpjH2AxruP5/rpjVzoNtPP9ZT+hNXRJP/9Z8jLVBR2vdrwsCxdNdU1ey+JHjhdm6YzOg7POrfM1htsvZzkL0rn6c2b9/br/0zOX3uOs8Z2cEIBb6eL4IjjghsFFxEvKAFwRhKm4V9M9ZgCRXk4jVfYhTogBRwQppvV6PUApykjg2QYYwYPJtQEY3fvo2SC5XE5ra2sRhY5AOjg40Pz8vO7cuRNCF+CYz+bz+VDiUdpzuRPHBfUavamb14JPCZuyTEQg8P4fC9jgOum6n8dIDxbgK7XBKXGVgoh8XmpvFgPjQknyiBNPd3Znk3skOzo69Pz5c926dUvVajW87n4PHwjc1PB93Z60WieZDdS3d/DZMw8kRbM8nmNjY0OVSkXFYrGtTBhZJPQbKRaLEU3uxlDKJH2e7ozjmaFvBAbOEyJNAL5RGjzigf2U2uuIO5Do5c7OY8CrPJLBwTL3vjuAxxmHftgrFxCeYeXKuyu/norpDgivYexCMEuApPvJ2vpn2QP/jtMw++r81MF9VwAx4Ek/PstZ4YYwNJnOjVrTAwMDUQO8Wq2qt7dXFy5cUKlU0suXL9Xb26uDgwPV63XVarVQ+hnwiMHBQU1PT8c8r1+/rmvXrqm7u1tPnjzR06dPozSIy7HzAuQYnm3lSolnjCCHUIKhRRwtAwMD8d7Ozk7UbV5dXdWvf/3rNqOJZpKjo6MBTH3++ec6ODjQ5OSktra2NDs7q6+++qqtfwLG8f7+vi5fvixJ+s//+T9rc3NTN27c0MjIiL755hutrKyEMVsqlbS1taUXL160ZWeMjo6q0Wjo5cuXcb4cFHIjnHPmABnnEoAEWnfFM58/iSTe2trS0tJSlJogOMB1FHfiOGjr/N8NXqKrpVPnB0YA9y4Wi5qamlKpVNL09HREr7sD0A0Vl+3nMTi7nG3OfW9vb6wHDlnvwQWvQP5x7t0RCy/t6elpMwzgr8genKkEf5yliLNegBge9UjACPufNVx3k7JL4/jwfUkzMpB3OEP39vZi3dDlyOJFL/PsD67jYGazeRJRSukcolTz+bw+/vhjXblyRb29vdra2oosr56enjB8KWX28uVLDQ0NaWlpKZ4Ng7/VamloaEjXrl3TkydP1N3drdXV1ThD5zEIVHA9taOjQyMjI/re974Xz0gj5mq1qpGRkeDbDJdfvpa9vb26fv267t6922YbMJy/8n8K0Phn/PWzjDf/Tuo84zVK2V25ckWNRkMDAwNtmXpHR0eRNfbll1/qxo0barVakTExNjamgYEB9ff3q7e3V7u7u1peXtb6+nrYEPCfH/7wh3rw4IFevnypW7duRQmszc1NVavVAAXIvsbx79HKHj0snThsh4eHo049GRx3795VpVJRZ2enarWa+vr62sqAIquePHnSFgCwvb3dVu7obQ94D7wDXg7w7no6dEMW+PT0dNSozufzqlQqIY8IkoFfAlR2dXVpfX1d9+/fD12Rc5jSpOsczNGd07z+pvZX6lSDP6c6nnRqiwwMDGhzc1P7+/vRC+Dp06daX1+PnjS9vb2amZkJnQEw+6uvvorgrEqlEo4bL9HKSIGfLGAjxQtSMI894ny+qZ17nrJVUhutOb9hTTY3NyPzl6xLHA3oCQRf+Dp0dnbqT//0T/U3f/M3UbLpX//rf61//a//tVZWVvTuu+/qF7/4hS5evKhnz56Fbt5oNPS9731PExMT+o//8T9qdXU1miy7bcb5ByNBNqMfYKe4LcfZ6e3tjefK5/OhX3PdRqMRjoq0VBU2ULPZDNuVPXMnituNbu9wxl23QqeTToHI1HnC+jp98IySYh24DiAmOogHKrpz3G2/NHDobY7h4eGwNyW1OSJ8OE95E3yC/U+dx+wrfzuto5+x7u6EcHnuenMKnnowELgNvVbR+7EVXAfMku1uo0Kz2OsEyqS8FmcSa3N8fFqlhetiEwwMDMTn/D5HR0fa2NgIbJJgauwhZC9l19zeR2Y4Nom8l04zLFxu9PX1vVJC6m0PyklKJ8HhZDKlgL47fyS1YW/SyTmlV4Rjey4n4VHSqf4Mvfn5d7nH+U/xa8cn/DUfDrC7bc5rjnWkuiUjS5anuCr7njVeF7SRJfOz5p7lMPgujoh0nOWA+KM6IdIJZinvfrBRWDhkDqS4V8oBKFJxAGNQ8Gga3dvbq52dnfhOSrBukPBeqVTSysqK9vb2on47SiTpicwH4B8gx5VwSiUBNLK429vbWlxcjMYwCLOuri7Nz8/rvffeC88ftRNJe+/s7AwAaHx8POq2kT2xvb0dBmPa0DGN6D8+Pg6h7oyKz7wJ8P2H0sLbHuyFMxwUBoBIj4BLD5/Pmx9XBjxdy50YzmRSZ9v+/r5evnypy5cv69GjRzEfzoEPAJMsp9DrFADPGnDhLSkaslJHne8Szdjf36+LFy9Kkra2tuKn0WhocHAwGnoTMeJMOYshpUyV36lTDsBqb28vlAwYP+fCIxId0E8BV0Apzv55ZeBkebQbjUaUmPKoX/fCOyCcFcHrkTeuCKdOJgdY/fvQdxqhn4LWbihI7fUY4anpeXLhi4OBNccQAjTy53JFAkUbQCl1ADpA6fdL5QANwMrlcih5yAYcXFNTU2o2T+rHDg0NRc+g3d3dAAL4IfKSc045iKGhIb333nt6//339fDhQy0uLraBfii75zXo4+NOOEYayQM9ESV9eHioFy9eqFaraWVlJcpjTE9Pq9FohENzfHxclUpFkiJraW1tTcvLy3r27Jn29/dVKpX0zTff6IsvvogoNXgK8mp5eVnValV/93d/F58ZGhrS0dGRnj17Fv01yBS6fv26VlZWtLGxoQsXLmhqaioU9b29PT19+lQ//elPw3BzEMiN7kKhEJkWnCVX2KAveElXV5fK5bJarZaWl5dD3rvj0KOgHCDy+7pjwA1awAHPWELh7e/v19TUlC5cuKD+/n6NjIy0RcFnKXluzJ/n8DIiDIwhnHtEavG88BR+WE93OMPTyBBoNE7KPtDc0Y09aDoF+/mNbOVsun5IWRjnc04TLrP4/W16jMvos+QiA16K0TUyMqJKpRK8iSABeKkbyH6/ZrOparWqra2t6J8hnZTn+OSTT1QoFCLamLreL1++VL1ej/IR29vbGhkZiXmjM3KmGo2G3nvvPUknPEc66b/jGXNve2CQ+x4BuhGkc3BwoGfPnml9fT2ylFMgw41MrtPV1aUf//jH6ujoULVaVbFYbMs+dH1HehWk8Nek9kAWqT0yO/28y1VoFf3l4sWLmpycjPJDvb29mpqaUldXl2ZnZ6Pc3PDwsLa3t3X16tXIhujs7NTMzIxmZ2dVLpcDvKvValpaWtLx8bH+7b/9t5qeno6I5kKhoL29PQ0MDOj69euqVquSTvbc5Sy8qlqttp1Jz4pi7O/va35+XktLSxoZGQln0sWLF2Mf+vv7tb6+ru3tbXV2dmplZSXWcHt7O0CYUqmkycnJKPF3HsPpxwEiaBGaQj5Ip8Exc3Nz2tvb04cffqjx8XFJJ1GmExMTsc/IDZza+/v7mp2dbdPlAS+lU7pJA5hcr05Hlg13ls6ePnsKxqXfz+Vy4TRiH+v1ekTuYnMg6z3g7fDwUM+fP9f29nbobJSDpeQGpbrOmmPWc6YOBpePWUBPeo5dhpy1fm9zoGfhpJbaZWutVgsdinJryFmpPfPAwaVms6lPPvlEf/3Xfx1njYjn/+P/+D/02WefaW5uro2vYyuPjo7qzp07+k//6T/p+PhYy8vLoW8zAEYB0glqwelO4CPP4wEk2A2rq6uvRBzzObKKUn2HPcvlchEkh26QAtPY7antzNpBn+h1jg+AqWBnpXY5thxzdAcj2UC5XC6cKw5GN5vNCKaCr1C+7rwGZZgd5Ed3PgsPSmUer/m68DvF9dxRlOVs8//RkVPHWlYJndTu4Zm8l4L0qnOJezhozTU8YIbzxTN5GS4G9g90Bc1R8p1nY21x/LgDTVJkBpIFQeAMvZT4fl9fX9u6uo3CmoNj4hijCorb9IODg+dePv3GjRsqFothJ6Q2gjtJwHjcgcTcCfLBjvOACPQUp2/HRNyGRp47QJ/iea67pa8xoF3nP+yv237MP8VoU/l0luxzPcQ/Bw9kpHgi80h1WceB/DNcO5WL/r4/e2qvps/zOvvodeONEZZUaU8BQ1fsEVBEYfb29mp9fT1ShvHOAr4dHR1FbwcXUg5sSqeRohCnAwUsHPVxIbz+/n6VSqVo2EsfCT4LgbPxAKj0icBwPD4+jnJKh4eHqlar+vrrryMCF/AVxwZ1zZeXl/X++++39YPACQFxTExMqKenRwsLC+EVxchvtVoRKcR8fb2Zd7PZDCU4NdxTAvpDhhP6eSpxrnDBfPygIwhx9HjkgtNGykw4kGnUPfdzcDxlTHx2dXVVlUpFly5d0vz8vKRXD2IKODlt++ezgA6AH0qFMPejoyOVSiUNDw+HsuQgN9F2x8fHmp+fD+O2XC5rdHRUuVwumh56aSF3RHAv32voLB2+JhgjRFIREepKowtShA/CCn7AHrlicF6A8Pz8/CvKLmvjDhNfGxee7An/sy+eNiqdOk49esMZO7zHgUuPiHAFxwVUCiRxTQf/fU1RxAAdvEePZ3akmRO+HpLCOVuv19syIjyNlbUisgFhzbV5Jp6RNaSUCU5kvntwcKCXL19GuR6u58aD02xHx0ntcwxtUlVv3ryp9957L0oPra+vt0U9ncegp4EDlK7MuAOH/WcNqtWqDg4O9Pz5c62srGhraysiYAYGBjQ4OBglC2mKtrGxEY5XHN6dnZ0hp6nRieyrVCoh+/b396N04dDQkA4PD3Xx4kUNDg5qampKrdZJJhellrgexmlPT084rur1uh4/fqyBgYEA4Jgj9fUBmpHXANmAi6nyNTg4qDt37uibb75RqVSKXi4jIyMBCEEvbui4Q5A1d+AqdR44qMBAdk9PT+v69ettZR49UoRz5XNgZPHZtzV4bs+mdNmJAZDOiTRpd2CQCcAzuZFIxgTr41F57J9HsLnMc8PFgS83VjBSUjAvNUC5z1lZk3wvBZ9TfQua6enpiZJmNNcbGxvT4OBg8C3m5gYFz8b/3O/ly5fq6emJLEtomaCCnZ2dWIOBgQE9ePBArVZL169f1/Pnz1Wv1zU2NhZgM4Oz093drRs3bujJkycRiAAwfF4yNtV/OHezs7M6ODjQ9PR0lO8YGxvTxMSEhoaGNDw8HOVVe3p6VC6Xtbe3F0B2V1eXPvroI926dUs//elPQ855mVJ3fDBSYMsdV4w0As0NVf/d2XnS96RUKmlqairuXS6XQz+9e/eufvjDH6q7u1uff/65vvzyS12/fl3vvvuuyuWyNjc3NTIyEhmAg4OD0RuOLO5nz57p8ePHOj4+1p/+6Z/qww8/VKPRiOy/ra2tyHZ78eKF6vW6bt++HeevUChEZjl2mWcv+Xly/RJHWQrutVotLSwshDyGT1OCxAOx0GMpW3ueI+XhDGxXbCl0WXcsVatV/fznP9eVK1f0/vvvq1gsqlqtxrN1dnaGzQtd3759W/l8XnNzc1FiN8smcXDEAZEUKMiKhExtDn/NeU4WAJICCj09PdFv7/DwUJcvX1ZfX19bXx8i5D1qnnIgONL29va0tbWllZUVzc7ORsnHiYkJVSqVAEn/kP1/nXxMnz8d5+2EIAgEGeoOKWy77u5uFYtF7ezsKJfLhQz1gEzWGgxCUpThA7hcWlrSF198oWq1qnq9Hmf8o48+0szMjP7f//f/lXTiDFxbWws53WicNBk/OjrSxMRE2HAeYEGAJfqi222cE9Y8DczwwBIHkjkPbnc7vbsTAlAZfoSDBNyF63iAhOsSqdwmuMKdgpwtdzp4wBlAM6/Bx7AHPXAM/Yb5pFH/b3tQutYB9VarFefaR5atn/KFFLdwzI/P8JrzMOwW1gdalk6DSVl3x2I8E8D5FVUW3H51u9zv7zgCw3Ut1+/5nGMNrgd6/xPmhSOA7+/u7rbxfmQj1yA4jDJM7IcHSXg1GOm0zwXvc02yIKC53d3dtmctFosqlUqZuszbHENDQ216vcsHP9ucQ+xE9hDnlPdSQ6ZyTQ+QQE/xs+d0mgWOp3ie/53KXl+/LH4ChpM6NtKRJXfO2puzHBce2HXWZ1MMDz6VYsZ8NtVF/Ew7Hp8+Q9ZrWXzj28Z3KsfkXhQ3UtMFwaDFgEXxBEzHScB3PTUVhuSeK5i5N6dGwYFInHBdKNK0GA8ki0J6YW9vr8rlctRCReihlEsKwGR9fT3q025tbYUA88afRDeQ2vz48WPdunUrmObOzk5ERJDSSJmI3t5e1et1bW9vt811f39fxWJR3d3dUW8Rg4Q9wKgm0iF1RKQE8YcqYudtMOBYcEPAPdhE7FBD8+DgIBoxuaDhtzN6mGMaMX58fNyWGgfNuaHAa7Ozs7p586ampqaiBrMrO640Safrzvd9jq6Aodxsb2+HIorAJSKJ6znI3dnZGc3Mnz17FkIVB8TOzo6ePn2qjY2NMJgcTE7nyo8LeElnnn+enUwIAEc+y74RyZd6Xd0BlM/nQ9FkDc5jPH/+PJi2dNo0zn/cQE9BM18PlNWBgYG2qAkUMgAVzjx7AE1jFPo9PCLHnSMeBQGgiJKU8gBPV3SQzWsB40goFAqSTh1GlC5gjVCyASLJTuLz+/v7ER1HGQeUT+f5+Xw+AL1yuayBgYGIIs7lTprVUtu/2TxpSPrOO++oUCjo0aNH2t7ejkw5V1yRMTxDR8dJveZm8yQa7d1339VHH32k8fFxdXV16eXLl3rw4IGeP3+uhw8fviUqe3U4AMiZcwXHgevUQQbYefPmTV25ciWUOvihpKhFSrQx5f0KhYJKpZKuX78e9EAkDsAxg0Zq7DfzAchCqYSGDw4ONDo6qo2NDfX39wfwtLi4GGf6+PhYV69ejUbXx8fHqtVq6u3t1fj4uFqtll68eBHPms+f1KkeHBzUysqKHj16FLTf39+va9eu6cqVK/riiy9CVwA0g590dHSETIY24Puu5/BsDl4zD377WrhcnZ2dDYCB18kwIqCBqPks59N5DTesHExwPc+dAOhyWWnNGAN8FtAVw92djP49l6/sj0dO+RzdkeP6DaBYqlifBVix71lAmH/HM6O4L/pbb29vlNQZGxvT+Pi4xsfHw+nnjl+ft8/fXzs+PtbS0pL6+/u1tbWlg4MD/eAHP9C//bf/Ns7P8+fPYx1WV1d1//59TU5Oanp6Ws+fP9fMzIwmJyfjzOAA3N7eDj2ps7NT33zzTVuk6nnSXZrRAA0cHh5qb29Ps7Oz0R/i0qVLIQcGBwej7j7yhGyOWq2m6elp3bx5U9vb23rx4kUAZ+g30LTvB8P5K/+/Tudw3ZE9JgNGUpRPnJ+fj8jHtbU17ezs6J133tHQ0FDw5B/96EdRfpBG8Lu7u9rd3dXg4KAODg5UqVQ0NTWl3t5ePXjwQKurqyqXy/qTP/kTDQ8Pa2VlJTIa5ufn9f7770cwSHd3tz7++OOI4M/n81pcXNTW1pY6OztDX/PSCA58EhiCHQS4TNNw6USnrtVqUboH/cOd3MgWeMHm5ua5O1zd2YSeLamtfAo2q+8t4IckPXz4UE+ePNH09LQ+/PBDXbp0KUrKbW5uBo/nu5VKJZ6bmvXYkKlzjLkx39Ruc8DWh/Nt/67Tc3pN11+dFxOENzY2FnaHX8+d5syHyGRsC/Yeutnb29Pm5qaePn2qgYEBzczM6Pr166HfOWCYBeT4/LPsV17PoqeUr6XAy9sc6NGuH6AX12q1AImw3Qli5HPMn9KP8LL9/X39n//n/xl8/fj4WC9evNDXX38dehUBBE+fPtWzZ89CT/r1r3+t3/72tzo4OGizBWq1mrq7u1WpVMLJ3dnZqbW1tZDnNMPFEUGgCZiN2wiuizu/r1Qq8V1kJM/vwDQ6Gw4RGtWyz+gRHgjBOXRdDduCM0wJQ7IhJIXuwjzBkaRTO5t1ddvVbTAyqtzuhx7PGzuhCbbbFQ7Uuv6WNT/XR10/Y7wOY/LfTl/pSJ0QfvZ5j7lAQ+jtad8FnsWfKXW2MtgT1/3I2KDiiev88EDoG/vTS5RBLwMDA6/w53z+pCRZvV6P7H5sbJxo8NhCodB2XtCLuMbx8XHIXXBA6JTn7ezsjN48buOfx0jpHWwWXJj3Wq1WnD+eEwyX8pO+NwRI8Dzu5Ep1aneG+Q/f9WBu3nO8x2kwlat8xp8zyz7x8/O68Tp81jESn6/bOdhUqTMglW+p7cocU0dIikM4zpDaX1nz9Wu/Cc78nTIhOIyuiHhHeRgyr0tqq9uGoEIBRZgCtLjixfWkU88fqeykN0LAECgH25mRdBIVSQkGshyoI838qBMNEIGw8k14/vx5CHKeobu7W9PT0yqVSpqdnQ0mQTTp4uKi5ufn9b3vfU/5fD6alblxOjAwED0rKPeSArM858DAgMbHx7W5uRkbzeajyLxu41/3XqqsZr3vwMQ/1WAeKCcpANrT06Otra3ofQCY4czJGRjXlNqFnQvsVAF2o/nJkye6du2ajo+PIyLPhVtq1KYC2o0i6RTYAkADyMrlcqHop0oRjIQIpVqtFo30OKMPHz7U0tKSms1mNKFdX18PIUjkt2cGsd/pD8/jyiDP4MolUQtcJ8u4YHAdru+9KjCkz2OUSqU2/uMAImmgMFivpe4DHogxDu/CUQSNdXV1Bc+QTpsuEVXBawgV6BUjRWrPUHGliXl7rVKUKNaVCGKnze3t7dgzQH3P4uD3zs5OGCCAFq5ANJvtdeMpXdfZ2RmlSlzJgD4AxYh+wJFFTWvKA0AruVxOY2Nj6urq0srKiqrValuKNUaHA/qNxkmTuIcPH+rFixf6xS9+oQsXLujy5csaHR1VoVDQpUuXzrWWZpbiwL6kdffd8PHz5zVFcQxwRvv6+nR4eBiKYLN5UnN3eXk5mnBiRJHFNDQ0FBkR6+vrWl1dDfDv6tWr6uvri9eazabGxsaiTv3Ozo4KhULMFVlHM7Xj45M+J6T5z87Oan19PaKGZ2ZmwqF18eLF+A5ZElyzv79f+/v7mp6e1kcffaSpqSn9xV/8harVqoaGhkJ+7u3tBU8pFouhF2xtbQUvd+PBFVdXsjiPbqik4ObR0ZHW1taiJjI0yN/IB7JwZmZm2mTGeRoN3AsZgNPV5R90iWOLMwpvY7B2fs7gEbzvjgtXgp1vuYzhnDuQDB/19eIz+Xw+5ufGSpayzz2yXvdndwOAvaT59PDwsCYmJjQ5OalKpRLl3nyfoRdvqOz3ZgBMwad7e3v1wx/+UNevX4/Xvv76a126dEkbGxuanZ3V5uam/vk//+eROXTjxo0wiEulkgYHB9VonJRhfO+997S7u6u5uTnVarVoWD87O6tisdgmV97mYD2zjK1arRY8jObHQ0NDwZdxotD3hhIwOFdnZ2e1sLAQfCmfz4eeyD5kRZOnOqG/nuq8nsWHzjk2NqahoSHVajVtb29Hxt3Q0JCuXr2qwcFBFQoFDQwMBCi9uLiod955JxwPGxsb4djq6OhQpVJRs9nU8vJyW4BBrVaLLFwienO5XDj8R0dHg58j12hUSobss2fPNDo6qlarFf0l/PnYJ2w1znKtVtPi4mKUgJEU9A74wVyazdOoeDfWASA82Os8hvNyB61dNwAESr8DL2J9ms2mnj17poWFBY2MjES5lStXrujq1attte5Zo66uLo2MjOjWrVtqNpuRxbO6uho121PHHHP1OfO3g+kpmOB/eySyj/Tz7A+6QmoDAWq7XExBDaLvXa+U2kGQg4MDbW1tRSnjXO7E8TM1NaXh4eG2PhIOwvic3Q6DTlP7gr+zbNbzsmNXVlZUKpWiEgLyLI32BlfAbvJ9xdYlCIf5U4IUXgouwpqR4ebPDA6S0pnr/96Dk3PMWlKKiHKB6P++pkQ3S+10JZ3gMeVyORywOAewPz04cHx8XP39/W0Beg5EQtOsAbKfICyezXES9FnpNEiM+7l968GlDGwZeCvR3chbHD/M1aO7/9Csnz90oPtzXplTR0eH1tbW2rJMnBdK3w6cvg5HcgCYdc2SoU5/HgjKHJ1/OG+DNllnB2I9APcsee5OCs944JrYvn4mKNHkz05DaugLzM/33vGler2ufD4fvA2cJLVVfY5ujzhO2t/fH/YMNMsatlqt6AfKWp6nHZueGTAp9sjtDc/OhQ7c7oc3Ov7As7pccRnNZ6TsEoT+P3SWZR+wH6lcdfmb0kkWnWfZHVnnK8sucTmbJWv9XPv7zsfSZ05Hes10zqlNyr183f0aPt834XdvrP1xIwcU/PWsGwPkYzhsbm4GGIDiDpgE+IGBR6QgA+C+UCjE4Sb1CZCKz6PseYpWsVjU5uamtra2Il3K64zRB6JUKrUZuwgdjLUnT55od3dXIyMjunz5si5fvhwpT++//77u37+vR48ehaA+Pj7WF198oXfffVeNxkkJDDI7uMfMzIyKxaL+4R/+4RVmyloeHx+rVCppbGxMBwcHbREMgDNkDTjxMvywsG/pe68TLOlBO++RNV+MMQABhB0NezCEHMz2tD8EAYaqX9+jHRhOEz6oXXz9+nV1dnaGI8LX1RnB6wyLdI/wlCMYPe3Mz4cbGK7UbmxsqF6va21tTQcHBxoeHtbIyEiUC3MBiuGAwpRliHE2/J78pOvnNVCJrHbj3dcVencmnoJJ5+mEgLE7YM/ciPJnnXlePsc6AVa2WiclZ3Z2dtTX1xd1W1GWiRqSTmucpoIcZcqFLwowtOH3Bpjl+g7aslfUd+U97s9+4BjY2NiIObizgewsms75cxSLRZXL5dhv+DoRvtVqVdvb29FYXjp1yuXz+TBSeW7mg8JydHQUvR6oLw+AgIxhP1gzjB1+MAYx3GiESkS99084j4GjgXm5DADg4X3fM3dIpAqCZxVxHZznQ0NDEfEGbTngBK8n86G/v1+XLl1SR0dHmxyfmJhQLpeLNG+i5BuNRpR6oekt5x5HCHMEnLl27VpkyqQ8+ejoSPV6PXpNVatVdXd365133lF3d7cuX76sq1ev6quvvlJnZ2dEUD99+jR0EeiLM8ZZoZxXqkA6wOHGEesuqY0vsW9u/EK/GDMetdRsNnX//n0dHBy0RZ2ep4x18AaHTaq4w8/IEHTDDP6HTuIZMvl8PhxJrAfPCA1wD9bDHfMeJeXr6foK90LfYj7sOfwlldupcXvWgC+hZxIMQhYL58h5GWvq55eR5chnvVdWViIi+/j4WGNjY3r33XcjG211dVUPHz5UsViMvizlclnT09P6y7/8Sw0ODmp4eFgvXrxQR0eHxsbGokzK1NSUhoaG2oAjIpHRqycnJ/9gOvouA32fvXTdCDAK3e2jjz7S4OBglLwcGBjQ7u5uZEF1dHRoYmJCa2tr2traUq1W04sXL2LNoVnvjeG/pVeNrhTAcIcJ/w8ODurq1avR72NjY0NPnz5VsVjU0tKSBgYG1Gq1dPv2bZXL5ZB3zWZTu7u7Qa9kIdRqtQB6q9VqZEMQlV+tVnXjxg3t7u6GUwagb3d3V319fdrf39ft27c1OTmpw8NDTUxMBGhDBhONktENCdhZXV3V/Px8OCNS/c+Dx1JwmmAGD2bhOVPnRldXV4CtqRPzbY+UB7CvHkyXglDYuPztjgicESsrK1paWlI+n9fy8rKGh4c1PDwcNkaq++OUQU6RSUEpwo2NjciEcrDOQTvnh5SucP1cOqVnzozbHimAAC/kOsiqtD66Dwc6uDaAkmcQIveJaGfdaWzd1dWlvr6+cJAWCoVoag6I6s4PdAbAtSzwx58/CwB6E4DkjzH+7M/+TBcvXox9mpub009/+tMAiR2o5bnYVwcYoT3sDvT3ra0tSafZFf6c3o/B98F5XMoHKUlN349cLhdyGHqWTktJpUGTZFMzV2TX5uamisWipqamVK/XI2OI67MOZEsNDAzon/2zfxb8wXEl1sB1VugKHuSNhB3UbbVabSUjma+XWHKdx/UZl1FeoQG70B0Tbj++iZ7xxx5OX9IpP2eNu7q6IvA1xX/c6cTIwmD42193fdJ1tRQDQZ8mSJR7omO7zu1nFswP2nGbxefhe+bDzxT3RXbhIEixG3csSaeR+a6XHhwchEPV+SLPsbm5GToz9ELmNdfifPG/pMBX6DECbkmwBvfCadPV1dUWSAnWel4DfNOxQuc/vIedTWaLOySQZ6x1ijenmHMKgvvfLi9djkinun1W0HCW7Mh6P3U2+bx8Dv4M6bXS4XiO68jptf37/hnHotzpxuddtjCYX/o8WXPz50l5a7o33za+kxPCQX02zaPP/PDxek9Pj/r6+tqEDdkIRGkjrIiiRYABKKOMo/gTYUypCRpO8/AsnKfuUWsaINCVGwxjQKxqtard3d2oG05vi4mJCX3yySfq7e3V6OioisViW9rd0NDQ/9/el/22mZ7XH4qURJHiToqbJGv1Jo+N8SQt0gEKZAokQNOb9LqXve6/0/+g6EWCFm0vBg2mSCZFmknjZDq1Z7xJXmTJWiiuErVR5O9Cv/PofO/Qk5kmVi/6HsCQTJEfv+9dnuU8y4s/+ZM/wdnZeRsmfnZzcxO//vWvUalUjFjjpFOB08HXrGgd+/39fezs7CAUCtmZErqouVhdI2TY78Pm9pvgm77/94G7kJlhrpuHB4pPTU0FziBgMIvrRYmUUOiclOR406DSrCgl+vT7CRVQh4eHePLkCebm5jA5OYnNzU1TGnyvfk5/H0aO8PnOzs4scMbsv7OzM3N8aSDR4AmHz1t87e3tWaYKlezVq1eNNKbhyuAAx5XR/GHjr+Oj90clyfeR7Ds8PESj0bC2BLFYzDJFNTKvQqvfv+jVrs4pMw4vA6rkqLS0TJdkuzqBb8q4oLHBZ2BFAK+tQRwlg4Evt07i2mUZKuWqZmjQGFO5qj814MvqAF2jqpS1lQrlpQZdgPO55vkjvD860+1229pKKQEcj8ctINDpdHB6ehoo3QfO1xX743JNcn1owIoZIcxmp3PG+1Z9oBUrKj90/VIX9Ho97O7uYnt7+w+8ut4M9vTkuHLe1ZimgQ9cGChq2GnADICRPHRIOX4HBwdoNBq2FuhAsU3T4eGhkaw8zI5JAJQBDHqrLUDSifc1GAys5RuJKmbpsBqFwU/gfA1OTk7awWZq/NOx3NzcRCwWw+zsrK35TqdjlRT9fh/Xr1/H0dERSqWSVWxoO4Pj42O0220z9pmRyjFiEKvb7dp6Vx1CmapOlvYP17XF+XQJAc7X8fExHjx4gPX1dWQyGSQSCZPLlwHXGKUe4Zzw2ahHKRM1M4brivKJjpYbXOZaIXnnHtKqGUxucEQDGypP9L64HpSwoGzldxC8/99FEIRCITvXI5VK2dklhUIBuVwO2WzW1imTYVQnq/M6zEFR/ff06VOMj4/bWrx58ybOzs6ws7ODeDyOtbU1dLtdvHjxAs+fP0ev18PKyoq1WXz//fexvb2N3d1dzM/PYzA4D4CPj4+jWq0iFAqhVCohnU7jyZMnWFpawujoKMrlMl69eoWbN2/+/gvqa0AdKo6DyrVQKGTnPdRqNTsj4sMPP8SdO3fQ7XaxubmJYrGIq1evWhvThYUFaxfEdabBcddhVaeMP93f1bkjYrEYZmZmrAKv0Wjg8ePHVh2zvLxsQfhQ6Dy7mO1LuJ7X19fRarWsyozr58GDB8jlcigWi4E2BvSXSHYwQYUHdxeLRUxPT1ulGfUYfS62StrY2MDTp09xdHSE+fl5jIxctHmg/UCSihWcukfD4fNWdszu5thyD/Iw7GFEFeUhe2KrnLksqPzlmPN1jrdmXgMXNqrKe8pJjgnXS61Ww7/927/h5s2bKBaLNg4acNnd3UU+nwdw7r8oMVgul1GpVHB8fIzd3V2bj16vh1arhW63G/C5Y7EY5ufnLcC4vb1tn6E9xHlhUOPw8DDQutIFbaudnR1L6lJ7V8eRcEkcjpsSHhwL6lSupatXr6JarWJsbAyvX7/G3t4eVldXcXR0hGKxiFKphFQqZfYgx5PXYZUR58Mletz7HOZ3vS3U63V8+OGH6Ha7SKVS+Pa3v42//uu/RrfbxUcffQTgolqZOpK/01fVxEX+jRUAJCVPT0+Nk+B8a0LByMiIVSi7VTquPKZc4j0w8UOrWUi40zbSfcBAdzKZBADTn9FoFK1WywhZksBcl2dnZ0gkEjg5OcHk5CRmZmYCATclIannWaHFFn3ARRW9Bp71c9rilXahG5DU8VdflPNxeHgYSKDimGiAnWPiBsAvA/SZOPeqyxgQi0Qi1gKV4+byT18Hw56L36MBDVcPuOOkvi9lsQbh2I2A9/4m0tO1T/U+NeiqgZlIJPIlf1oJfiZfkavU/UO9rryGrtv9/X1rHc69Sm5mWKUI7Vjaz5okOjk5aYl/rv0CnJ/JQP+BrbsvsxLCnU8+FzksJe4nJycD98b9pPpUO9K8af9wnIEgSc5506Q2DS7o3nCTLvSnO84aZFJ5TX3n2rZcSxq0VL3kBhMI93v1/Tomrm5VXpr3o4EJDbYSbhDfvSd3LPQnx9H1a4YlBrj4RmdCkERzDREqAyUMGLmj8tIgRCgUzFCnQGIpFEk0Dj4FOCOVJJaVEKCAIpnCLBWW95RKJbRaLTs0lYavK+hCoZC1R+LipdGXSCSwsLAQIKx1Q/H7bt++jY2NDTu8s9/v45NPPsHCwoIdKshnOzk5QavVwtHRkTkCVGRKhvb7fXM2YrEYwuFwoO86x0ezjnh/boDoqxzur4PLVKQcB83QZmkqg1wk1pldTUVCo55laXSw9PMcE1U4HHfd2Prsw4xcEnCrq6sol8tYXFzE+vq6ZZHzfS5cI1C/Q59XlRbXDfcFsz90L1K4J5NJDAYDy74nScfoOD/Dkn5mobjCVZ+XY6P3pkboMMOHBxQ2m00jGZnRQMVMR4vOOttDcP4vKwjBqLxmk5Oo1ux6/qRBRCXL/egKfnUcaWTxdVUYBBUnjWEAVr6pxi7nnK/zmv1+32QvAAuA8J40OEJSVQ+oZOk3ZTBLTV2FQzADiffb6XSsLQXBQDP3KO/74ODADExep9vtotVqBXQL965Wo7CVEMun9eC/WCxmhIfuPxpDSnwBF3uUhHuhUPj9FtM3gFYJUfdwLLvdbqD8lvfMdcf9z79zTVEX0hFiAIs91rkGqZcZXDg9PUWr1UK9XrdDVlnRyH3KjDkl15mZp2cbaVsHrYxKp9M4OTnB9vY2EokErl69anNM2ZXNZq3/KWU0y6A7nY5l8bKlVL9/3koimUza+UwvX760ti5jY2PI5/N48uSJjRuJ/ytXruDhw4fo98/bHMRiMWxubiKRSOD4+BixWMxa2xwdHdmBckxI4P5j2XUul0Oz2TSbpdVq2bpOp9PIZDImE6iP2Cv899XR3xS6l6kP1GF0s585Bq4jx/08rMLKLalmoILyiHJF5aTKRF6LDjTlLklU2myDwUXJtwYjFJSrwxwPN1BBYjmTySCTyWBqagq5XA7pdNoCwalUKhDwoHzm/lJ7Vp1m/d7j42Osrq6iUCjgyZMnmJiYsFZJg8EAhUIBz549Q7PZDPQZn5mZwYMHDxCLxXD16lWsra3ZuuaB9WzrUyqVcPXqVXz66ae2n+PxuLVE+58QEP8T0F6mfFPblKTPjRs30Gw28eMf/9j8hd3dXfzDP/yDHQIOwNYqZWGn08HS0pI54u12O+CU6VpXEoTzretN1004HLY2fXNzc0Y4DwYDbG9vW/VcuVxGNBq1M/C2trasPR3bN7L6hGPP8Wg2m8hkMlhZWbF9cHBwgHw+b63jut2utfw6PT0/uHtmZsZIWBKA9IUoq9nuZ2JiAnNzcxbYOj4+traxPCiWFT/u3guHw1blyHNQnj9/bjbC2dkZvvjiC0xMTCCXy2FjYyNA1pNApv7VM8MuA64tDyAQiBhGDLjkEF9TOdHr9QJVbOvr6+h0OpiZmUGhULCDnTnHXM+/+c1vAvaZS9pxvAuFAsLh8/Y07MnPSlTuIa6jmZkZpNNp840nJibw6NEjzMzMWKuvw8NDPH78GK9fv8ZgMLDOAbSrmCgyNjZm5xXyPl3CbNjYKoaRGUpS5HI5LC8vm9+xt7eHqakpa1PFlo2ZTAbpdDoQ5OaZClzLlMkaCOY9uMGWYcGXt4FPPvnE5ntrawv/9E//hJ/+9Kf4sz/7M7O5yIlwrwBBP1SrZAeDAa5fv47Z2VlEo1E7LL1cLuOdd95Bo9Ewm/k///M/A1XWx8fH1vVB7Uj3J23OeDxulcfct7w3+nlM7KCuzOfziEQiODg4QL1eD7RvZMJgKBRCPp+3pBWtDm2320in0/jggw+QSqVsXPT+NBmQPmMymbRAB3UxcOGf8xr0M2hrDksOoX/CM4V0rChjOadca+pD097hmOh5gJcF+nGcIyUy6WeQc9PgZLvdtmfl+4lhe9zlBhT8boJzQt1GvcfP0v7jmCv/NxgMAm3/lNPSe3H3+rD38Nk1EYV2OhNg1I7UgAbvWfUEA1KuvuT3t1otW3dAsNUXE6H4zHqGHPU47T3avNzjBL+XfhX9vWw2GwisXAa4tnhPrHjgXHI+mEjL53TXp44z59ol44HguXzKo3H9817UBuQ1+H7KQ/Uz1S4c9owun6o8qwY5hgXJ3AAAP6/X433o59QvGnYd12bVZ9TAxTD9rb6Z/t3Vk/r5Yfes4/F1dOz/SCqqElDi1gWFdCwWQ6FQwOvXry37ggJ7mNDQqCcXEQU/+4JTCZAIJbS3uArbkZERlEqlAFFFoUFSlhUXNPY7nY6VC/GeI5GICWndZPyOUCiEYrGI27dv4/nz5+YgdTod/P3f/71lZOpnOQ40hLPZbIBkI7nDZ+WG5rjQKVehrBGwNwlq1xl70zwCwazs6enpr7VO3ga4iWg4jIyMBA6rJUnJ1i8U2lR0HFMaH8wm0/WspJkrKFzi0t1woVAI29vb2N/ft4zDra2tQF9s/Zx7bf6d8zA6OopMJmP3RgXF9UAhrsKPBA0VJ88/GRkZsTJU7i2WwPGaSkBx7ZGQJ2FEg45ZedxTqmC4PjWjm9ntDEgkk0kr+eYc0ShikILf+XUF2h8CDFopOcL1pZm8nBMaF1T2KnM0GKpBBVYy8Jm73S6ePHkSMO4ZHKATwqxz9n1m31NtJ6YGMAO/XAd0lJnZrsSwZuIxo0gNQc4f3z9MiZLk5prh4XVsRcWMTB6GqWQxn1UzVjkO6nBwPBioAmCygOtXSfiDgwPri065qXCdfs5dOp22LOfLAmUys1x0P2qbIwaXmPHKipVUKoWJiQn0ej20223TcZQRdNa4t7n3WQLMajsS+slkEjMzM5ifn0cqlQqsRwY2h2VoEAwmkZDlve/v76PRaFglBI1rtuwhkasVW3xdM+gpp6ampuxMhXg8bvuXiQpTU1OBQO3x8TFKpZKN9eHhIfb29jA+Pm6Z4VxHs7OzqNfrSCQSeP36NcrlMvb29ozE49kb7KkejUaxv78PANjc3DRit1gsol6vWwZzKBTCq1evsLi4iMnJSbTbbTx8+DCgqy4bHHfKAg2+AhfVCS5xr/tUZYTriFFfaQBgbGzMbB3gIiOU+9cNzgMXtgplxTCSSzOZ31ReTPJRjXQdf8p+zeDq9/tot9s4OjqyylQl6NjyJBQ6P2Bwfn7eqof4XCqf9H7YNrFcLqPb7WJ+fh6hUAjPnj2zYOvr16/NxqVOLJVKWF9fx8rKCvL5vCW0cM9QPtbrdXzrW99CqVRCrVbDtWvXEI/HUSqVsL29jUqlYskKbxvM7KX+I8nGOe52u/iP//gP27N/+7d/G3jv6Oj5+T+DwcBk9fz8PCqVilVzkBT/+OOPvxRsVsJJEwPcdcu2dTz4NZVKYXp6Gs1mE0+ePEG9Xsfc3BzGxsawuLiIQqGAdDqNZrNpB/Bms1kjmEOh86oI6pV+v2+kQSQSQbVaxezsrJEaam+QONPqwnQ6bWuJyVKDwSDQa1qd/snJSZyenqJSqeD69euIRCJ4+PAhRkdHzaZIJpOmN7ivNSOz0+kYCZLP562y7eTkBDMzM5iensZvf/tbJJNJqyScnJxEJpOxcdeWYzxA9TKhssR17IEvt2JwE3GGkQBazQqc7+cvvvgCjUYDS0tLFqBNJpOYnJzE7u4uxsfHkUwmsbq6+iU7h/c3NjaGV69eYXt72w4in56etvFjUkGlUgEAO5Pk+fPnKJfL2N7etta1L1++xAcffGAdBW7cuIHT01OrMlhbW8PIyAgqlYoRgr/+9a/RarVw69YtHBwcYGdnJ9ACV8dHCQyXrHDJGI5VLpcL+G6aWEFbeXV1FaOjo7h+/Tru3r2LcDhsgVN+P5NsgIsgGuW/zi/1wpuCJm8D4+PjyGQyFixi5bwmMCopSb3b7/cDJD4AzM/P43vf+x4qlQpevHiBzz//HLdu3UKxWMTKygq++OIL/PznP8fe3l7g2amHyGsw4OgG1Dg2+/v7gb3JuWWSCtcz/TXKJ/UbGIw4ODgwYpSyjr4qCVbgfD9Vq1X8zd/8DRYWFswn0spzrjm+Hzg/n45dMTKZDBqNhvnxbuCESagTExMWmNUg4mBw3q4pmUxaxjDHhYkFtMXpg7l/ZxUG+a+JiYlL818JzoPya+pbqs9N25tjQY6LGLZfvmr/uJyeEsM6J/ypBKn6z1xTBNePm1SmvysvNozQpb/hViBoYpwGMIGLhGFe3302+mT6rHydcomVW1qZqZUBLrFO/498J+U8/R7a40QkEkGhULAxy+VySCaTxg9eFrjWyeFq1SMAkxnkCnTOybGoXlZuUvkM1b0aDASCgSbV5a4/obJPuWj1CfRvyoe4wXi9vssNKq+jGBZMcYMMhPLuvK4LXbu8X/cegQsOR/e1+hQa8FF9rpz6m4IZX3V/w/CNKiGoMCmY9Uv4QGrQ0wGKRqPIZrPI5XLWH5pZlJOTk4FBoIAgYar9THktlutxo7JUCbjo06mRThrPzKzc2dkJlNLxc8wMZ7YQD3WicuLZEMxm4e8cB5IetVoNW1tbdnI9ACuT1etxQ5GkaTabdlg2T7anoFHHlaRHMpm0sWFmJntja3CIStx1fHVRM+rPINEw9Pt9pFKpSyvZBy7aWADBtgmuwHDJRBIbbPXCzH8t09MsdlaocCzpUKhycAMQHBM6ibppmbFWKpUwNzdn60Ez412BxGupkGTWE40ZVYaa2aEOgGYUMEDAqgLdt9oqgwqALVno6AMXLahcgcgMO36HRrU1o5LkNK9PJ/ns7MxID2Y30fHWQ8Vc5fO2oX0dVZGQ7NfgAg9MnpiYsEwKGkokuSjDXLJDA0E/+clPbD+SpNfgACtUOFcs7+Q4M2ij/WTV2VJyEYAd2q4l25S9w97PvdTpdOw5uY40SMFgCR2okZGRQIYmjVy2Fuh0OrY2uYe1kkQdRw2A6V7jGtHqFX6OraG4z2OxWCCwq7JjbGwMqVQK2WwW2WwWqVQKqVTqUtYcAHPG9HmYWVUoFCxAxAxm6iTuwU6nY3qRa4VzwaAF1+Hx8TFarRa2trawu7trOnRychIrKyuoVCqBTBWuAco66lQGV7le3EohOnv8G1s18VDSmZkZW6fMvlNCWNtE0ZEl8RCNRlGtVq3dE20KBjcePnyI2dnZL1V9aOUQ7YNYLIZyuWznVDFDOJVKoVAoGPnW6XRwdnaGvb091Go1hMNh1Ot1xGIxtNttI4HL5TJqtRqmpqawsbFha52VFPF43AIwn332Gebm5ux8DR7sfVlQQkgN6Gg0aokk6rxqcEDlA/ee6kTVA9y71ENaEao2jnsoNmWT/s79S1ng2qN8Ll6XsladG0KdCcoNdZjYVrPT6Vh2O/v59vt90/EklqrVKsrlshHmWhHC5+ZYqA2zt7cHAFYZu7i4aOeo9ft9a2PBeeE+z2QyWFxcRLVaBQCr9qHtsLa2hqOjIywvL2Nubg6DwUUmLWUvD9hOJBJ/iCX1O6FZ13x+rhuuA44TdYvOM/9GmcDgYbfbxfj4uFUvbW9vo16vB4IOw2xHgsQYCfter4dms4n19XV0u13cvXsX+/v7qNfrFoTiPtDkBQYayuWyOcg882FmZibQdiCdTqNYLJrubbfbGAzO280cHByYHmUrV5JLXN8cC4LJNbwvrcZhy7ijoyPUajUjN+j7qN4GEBh/zpvuTR7KziqPjz76CBMTE3bgdbVatXNK1tfXA37aZR9KrVAbmxhGCCgZNYx0Y9aufk7/sZIgFAphYWHB/N1wOIx8Po+TkxM8e/YskPREAp1BzEqlgsePH9v5MGwtvLe3h42NDTtT4dvf/jbi8TiePn2Ker1uVeGUYffv37c2Ty9fvsT6+jry+bwdbj41NYWTkxNrI8YzLngOIQ9Pj8fjqFQqyOfzVqVIUoMJdlwz3OccP+pNjs3o6Gig2jQWi2FsbAzPnj2z4H86nUan00GhUMD09DRKpRK63S7+67/+C48ePcLh4aFVaFarVdy+fRvdbheNRsNa5bHNZDweN5vuqwiUPyROT0/NR6BM3t3dRa/XC1S0Aed++He/+100m03893//t+1/DdqGw2F89tln+Pjjj7G6uor19XUkk0lUq1WcnJzgnXfeQTKZxI9+9CNL4gCAqakpJJNJ3Lt3z3xfPcQaCBJHnHOe6QCc60P6ZqqTmfDE9zBxBjgPwDDxgu25SeCXSiUL8MbjcSwtLeGv/uqvcPfuXdRqNbOTgAsbQ/1xgglu8XgciUTCqgVp86ovxw4diUTCzgLjmaOcL8pznptIX5lyORwO23k9ygUon8K9rn7jZYLrBQgGW1Xn0aZjkIc+XrvdDoyZyjTCtRf5Gt/vErnABflJqF2k3AV5LRe041yZ69qd+j2aOMX7V/+aoJ/+pgAlP0udSnC9uJn2fD4G+8hl0e7R56AN7HZ7YMKm8lj0obgmtbo9kUhgbGwM6XQa2Wx2aMDmbUMr5rQCAoAlJ7oBMq4bN6HbnQ/dQ8N8Fk0Wcu27N607hXJdXC8a2HAJehf6uvKtauN+FdQ/JYbxhLoXNWiiY+XylcPWtNrEuhfccdbxcAMq7li4/Mrvwte2AClg3Yx79z1KsiuhpGQdSWU1oEmmaKkVFxUNKX4umUwaaUInTzMo3IgYs95HR0dRKpWsDzlbLKgS4jVImHDDM4OITg/7smnlBTOEtra20Ol0bIzouJKQoyB1o3DsAasBHY6jOh2DwcAO0KYCIemkBDPnhAYfF6I7d1xQPJSn0WgMfU8mk8F7772Hqampr7tsfm9o1JM9aplV5r6HY0PBHg6ftw1hSyQSxKxu4XPpuDFjV52CYUKAn6US12tw/nq9nhmI5XIZkUgE9Xr9jUEeV/CEw2E7YIjKREvbSexpVJN7TpUbDUT+UwHmGgEkpZkhrQLdPXBLq3OUUOJa1fFVY43Cqdfr2f7iwYpa2cPybJUFl4Hl5WW8fv3aZEs+n8fS0pI5LwyWaDYPHSrKEI6ZZmQpEaKBn5/97Gf49NNPraqERCef2TUkNWINnAc4Oceu3HXfq4Yag7xsEcOgElt4uSXbdCj39vaQSqWsb78GVDl/DEzxebmWtAULr8dsdJV1vFeuGZWLhBqc+ncGQ9iaiK2FwuGwBbmYXULnJ5PJWCsNOtrMYr0spNPpwGG9DIpy7zNQw0O02e5KCSfOFcdRiWPq262trUAgngYr26PRGWOVmGbjurJWszH53XrfJPU7nY4d3rm1tYVGo4FIJIJcLofx8XFMTU0hFArZ+qduzmaz9pPvoYwiwcDDyXlQWz6fx87ODsLhMP793//dnOQf/vCHpn/17JJIJGLtTZit3++ftz/kGmm325iamrKqE7ah2tvbQ7/ft3NemKm+vr6Os7MzPH78GN1uFy9fvkS/f94+IhqNWjZprVazfTQ9PW37/TIdVn4X9eVgcHE4MPezVoKpDKKMcGWbK+9UP9Fp06CF6guuHb6uxj/fw2vzvZrBrjYO9ReDXlrOTweR36lyUnU5s9BJnlAv8FmZIECy7L333gucEzGsdy/tZNobXDvj4+PY3d3F2NgYkskk9vb2zN4FLtpYcR1ms1m7x37/PNkkl8sZyZnP55FOp/Hs2TPcuXPHKg+Xl5ftIO1+/zy5JBaLXVoQgnICuKiaUUeJ64tzw7mgPU8yjPNAMpjzrG0+WCFAvaM+Cm2NaDSKdDptPdW3trbw+eefo91uI5fLYXJy0mRRs9lErVZDq9XCwsICEomEyQ/qlmQyievXrxsxW6/XMTMzg2KxGEgsYlCVthfbJUYiEQsq0y4IhUJIJpNGRnCMJiYmbF+xRRxwoTN5Nhd1RrPZNJKpWq2aDuZ+51hznoCLADRtC87d6uoqms0mUqmUtaFiULjdbuPFixe4cuUKtra2LIlrbGwM1WrV3qMtZC9j3f2u/6t/65IQwJeDFWqT6+tM/AqHw9jY2MDr168RiUSQyWRQqVSQzWYRiUSwsLCAZrOJbDaL2dlZpNPpgHylTUb9RJ2zsbGBtbU1AOc2a7/fx9bWFk5OTpDP51EqlUyX9ft9JBIJ9Ho9PHr0CGdnZ0ilUjaPrDosFAp49eoVxsfHMTs7a7J1ZmbG5BKz6Gkv0PemXKc+pT3PoFi/30ehULCMfNrHU1NTRoCSGGcAZHFxEbVaDbdu3UKlUsGNGzdwdHSE3/72t/jVr36FRqNhgehMJoNqtYp+v4+9vT10u11UKhWsrq5aSzu2C6KM+OM//uM/8Ar7MhjgY7U4z3fhawSDEpubm/jBD36A73znO/jZz36GX/7yl8ZPjIyMYHV1Fc+ePbNsfAYo//Ef/xGZTAazs7Nmj3ANjY2NoVarYW9vz/QH/X3qH0L16P7+fiCJpN+/OLOP+o/+h84zZWssFrM9wGpb4FyeLC0t4d133w34lYPBwFoGM2mUVc/cT7ofNSDB6nomOdAP4P+ZjMDP5vN5k4nsngDAZDET5LRNGknfZDJp7bGV9NbzStjBwCUJLyuZTpMtlGvieNFuYAIqdW2n07FqaNXLLvk4jEMYBjcQQT3jksv0JXhf1Ptq+zEx1yVd1d9xk0xcuQxcVDNwXbttAYfpP9ef0qAb97N+hvfEVsPARTtl5Y20I4xek34HdX8mkzE7nGOlyV6ZTAbhcBjJZBJTU1O27sk/XBZoY2syJqFnTKktrH6Ca4OrPa9/Uz6EckH1sOuPKNw1rPfo7hXaPpQpuh5VLmggTH2eYb7RMOiaepOdoutb/Sldlwr1/V3+xL2u+3/3fty9Rf+NvLw+t3v9r8I3Oph6GOkA4EsDy8XATDhOHIMQ2nKD2Tn8x8NXSCZzsnk4Fhc1S++YTaiCyO1lysg9ADN61tfXzQGMx+OBnoTskcfWSY1Gw0g+kqVjY2NoNpsAYI5Hu922wz65Cfv9vmUScFzo0BJ6wBY36bDxpzLX8wGY2eseyKTtPPR8CUIDGySLTk5OsLe3Z84PcOHEJxIJvPfeeyiXy18ruvWHgm4cGsQuSeMqQyVDlaxn4IltM9QQ5HjQ2BkmEHgvmt0bCoXMsNTeknw/g1NnZ2colUoYGRnB5uZmoGpAoQpMiW0qEiWa1YhVoaeONpU5nX5X0amjz0oYINjHj4KVQUgqSN27GrShA8Z1rSSJGg76vTwoj/OlbWT0uS8DrVYLtVoN0WgUt27dwrVr14yc4N7neHIO2I+cAQkAAeOXSlfJ+lAohE8//RQffvghNjc3AcBIEy3tHxaVHrb+1cjWVlJupiODspTjDEYwW2xnZwfFYtH2DKEZvSRhWIbNe2MQmGWjJFrUcOR1mUnPbGsNTgAXCpSKVp9ddYcG6fiP5Br/MVMKgGWLsDpqamoKpVLJzh9gtlYikbjUVhHHx8eB9mauUasGANcZz2vgc6tBp8YH9y+DaszOokxQA14JYBq96lhS5oVCISPAaKSztywdMpU5uVwOuVwO165dCzh2JDBOT08t+5cZemqos/8zHcR6vW7VhoPBADs7O2i329YDvlar2WeWlpawvb0d0HXUj8ViMZCdTjKQravY07lSqQQIUa59fpYVX9xj6phyHpVUbDablnm6tLRkTqsStJeBVCplB7urvKItpvKG60D3JuUCn1fX3zDCgPpDnYuvcm7dNe0a/NR3qkv5DNwTZ2dnFlRjUFwzsd3MOpW/oVAIjUbDDimnrIpGo5icnESr1cKDBw8wPj5uRDXljwbnud80OMtnPjk5wdbWFhKJBHZ3d621Gqt/2dKOz8t5YJsw6h/KclYDMLO4VCqhUqnYXmZAkwQESXg9gPNtQueYOsJ9nbJLdQf/xj2XSqXMNl9fXzf7mbYYqw9IftNOpg1OQl9J81evXlkGcSKRwNLSEgaDATqdjh0gfXx8jCtXruD69et2YDQD6YPBAKVSKeCoZjIZ8wc0YYCZp6zeolyknUmZotWUfD4lwKg72B4kHA6j3W5b0JdnmhwfH1vGOHBOPr969Qq1Wg0AAvuBdrMmByQSCbTbbUsgCYfDaDQa2N7exosXL1Cr1cxHop2cTCatQo1yfW9vL+Cf/G/gTQ44oWSE2luu/6M2N9crob6YBh5JBrMCqVQq4fbt20gkEtZK5sWLF+ab7u7uYnZ21qps6vU6njx5gsPDQxQKBVQqFauEv3HjBsLhsJ03Qvs0nU4jGo0ik8nY+YTRaBSbm5vY3t62au3Xr1/jxo0buHr1KmKxmCXfUF/Nz8+j2Wyi2Wzi888/t6rmfD6ParWKjY0NIzGvXLmCXq+H169f4+zsDNlsFoeHh9jZ2QEAvPvuuyYzx8bOD6Wu1+tYX1+3wOjs7CzK5TKy2SxOTk7w9OlT/PKXv0S9XrfKnkKhgDt37mBmZsYO9J6ZmcHa2hoePHhgLZB6vV4gQ/iycHZ2ho2NjUBQiPsLuFhrY2NjeP/9900+/eVf/iU++OAD/N3f/R3W1tZMtzBxYWtryzLy2YqIiQ4LCwvY3NwMnMNAW5x6KJFIYDAYmM8BfHk/sHKAvjd9FAY61Ofo9Xo2l8BFgiCTB9maJplMYn5+PpDAR/347NkzbG1toVqtolAoWECJfovaH7xfPhPP06JdwgAJfTYN7sXjcUxNTVkrJ02CI49CLoiBEto6k5OTaDabgbFnQI48Ds+BoL4HgP39faTT6ctZdP8fyoUQmmBCOwA4t82KxSJevnwZqJLRShDX/+RrapcpVIa6fgahiZnkwvT66ssS6i9yXl2iVH1vDWSo7UXOUMlrN3BCf0y5J9pivC+XM6K9Tz9bz4HQVovAOW/HBBBek62LT09PrSUkbQTqccoMBn0TiYRVFyl3cJlBCO43QgMHblWGyxvr+Cln6fqfbgBDx/9NSQNcB8rR6Xfxverj8e+q1ym71VfSa2riAqF+uN6Dex/uulO4AQ39R46EY6L+0DC+SD/n3ovuAx3HYXyEa7u7Vd9fhyv+RpUQStTS6daIDB+IN6BlwDR+UqlUoAegBh/oDKgQo/ALh8NWcskouWZj62fchyfRxnusVqtoNBpGBtAZ5fcMBgMz0MbHxy3zqVgsWoliNBrFxMQEtre3A4s7EolYyykKLpJeGoVndJQTyb/rfSsZoNUUHGM6kKHQRV9w4EKI6ft0XHThUxmTnAmFQpZNw3uIRqNm4HGcLgs6r7q2hlUTaHaZKjgKKio2jimNBSXcuBbdQBvHLRqNYnFxEd/5zneQSCQs++f+/fvW45MtFPSe2Uv15s2b+N73vod6vY6PP/7YMjHdMaVyofNMI46ZuhwbKiSdY0ZGVVnqPtI5VKefARoSg3yvEsTaVolOpCt81DjQ79O5ZFYLr0VCmhlKyWQSAALG4NcRaH8I3Lt3DyMjI/jzP/9zXL9+3cgHkjrdbtfKo2koTExMoFqtGlHFfv2uAuMYRiIRPHv2DD/60Y9w//59I+w51m6wwjUA3cAEjXTNKtI50Nc5d8xyV/I+Go1ib2/PstKYDeOSkQAse5JrZTAYmNFP2alZI2pkMIjFFjp0EpVA0gCWqyA1wKbZFnwfxxFAQLaxyqdcLlsFRDabtSzYeDxu51TQYbws0MHiXuZ+ZHs0rezguPDQykwmY/PQ7/fNqVQij3OtFQ1ur06uM96DS0qq0cJrU3+QeNcAGEk/rXjUf5w7Ero04Bhcd9cMHSMSsjyoc3x8HDdu3DCHYjAYoNVqWUuKcDiM3d1dJJPJwIGt+Xw+kMnBw6x5hs7x8THK5TKKxaLpajqpmvxAx5SBY9XlHK9wOGwBNwAm85igoWN8mdBzQShrVO4Mcwy0nFoDXupc6mfV7lBbUQ1zdU75Xu5vd//z+q4s5PX1/Xw2ykPajAyyUM+qXlXnloSrkpLAxaHV4+PjRvTMzc1hfHzcAtcqt9l6j60pVC6dnZ2h0WhYn2+2hWPFT7/ft5Y33EvMGv7FL36BGzduBOQW75MZmSTedAxVP2iP3ssA7QVdL3SK9B51fWnlBO2SWq2G+/fvG+k5Pz+PlZUVJJNJk23Ly8t2Bk0ikbDPcz92Oh2srq5auytmGLL9zcjIiAU8o9GoHQTNtqnsMc7AO2VKo9GwLPijoyNMT08jl8uZP8TxJ6nc7/exu7uLZrOJK1euWFstJoNwbihnVZ5TngLn9gCr5OLxOJaXly0A1el0jOzo98+TmLRNn9p96nRyH1B2RiIRFItF8+dCoZARzblcDtFoFI1Gw86ESiQSyOfzePHihQV5I5HzMy1ardalrDk+i66vN8kVJaj4dyUPXFtU1y7/r/4D55rfF4lEkEqlsLCwYHbM48ePLXhAGcvWazzXiiTvzs4OMpkMCoUC3n33XfT7fdM/TAIhEbW5uYlcLod8Po+zszNUKhX7rBKRvV4PuVwOc3NzKBaLlqR1eHhoPiED5TzHhC0Mx8fHsbW1hVarZXZVPB7HtWvXLCng6dOnWFtbsyDW8vIyyuWyEccA8OTJE4yNjWFhYcGCExMTEyiXywiHw3j8+DF+9atfoV6vIxQ6rwxaXFzEysoKYrEYMpkMXrx4YZUln332Gba2tmyvLCwsIJlMWqD3MkA5R/tTQXuBOqlUKmFqagofffQR0uk0/vRP/xRra2s4ODiwTO1ut2v279jYGGZmZixhst1um7yKxWKYmprC4eGh8RYAAnqePgPXINe5tsSmrudZQ9z/rNgZHx+319Q+V/uI48+kM9r4tGVpZ5LIf/DgAaamppBOp+2MHQZtlJxU3REKhSzBMJvNWvtjTYijX8/nyeVyqNVqlvhCn4U2NPcwZTYAqxJlIOLo6Chwdigr0UZGRkw+Uqd88skn+P73v/82l5thGNmp9pbyA3xOzlk+n7eg45uCC2oPvwkagOD3aiBCr+V+Ru1KzjP1Hl9XW1KDwC7PpfJa23LymbUN0jBymP6wS/4yGUDvV8eRVQz0t2m3Ue5y3ytnyedqNBrmo+fzeWsBykQvVrGw/VI8Hke1WkU6nR5Kgl8W2JZS7Xrav67eHJaEBFwEFjUgwHl1A2qqm3Uc3ffp96kt7+pt9R8Irn/lsoYlx+h7eT3+1ECEG0DQ79fxGGaPu+ta97Nymco7ueOq38Gxczl8TaJxx2kY9B7oQ30dfONKCD4IXwOCGbJ6Exygk5MT62WdyWSsty6zREg+krzQlgQqAPj66OgoEomETWy73TayksayLkQ61Vw0yWQSs7OzVtLI3tf6fCRE2Ebq4ODAem8CsHYeVKgccCpjGvbarkYzhgHY55XYCIfPy6lCoZARIWdnZ1Z1wWtq9i+z2vh8dNZcxeIKfn4vBVk8HsfMzAy++OILe38sFsONGzdQrVaNILzMSL5mBPf7/UAbLnezELoZgIvMOc1K5OskPklO6FxqNL7X6yEajWJubg7vv/8+/uIv/gJTU1MWwf7oo4/w05/+FIPBAJ9++qkdmqjo9/v4oz/6I/zwhz/E2toaHj16ZOXU7nOMjIwYMcBsYxo3XKvMAuezaXRYy/VcA4Lv437hdzOTToMKFJLMEOa4K2HuygWOIw0/3oMKVv2d90ryj+Q+A4ecq8sKQiSTSXPs/vmf/xn9ft+yzbXyZGtrC9vb21YCzeATHTQqKs6H9vHmwZtPnz61bAd9RipQN4LO8XWNKO57ykpXsfA6hLs3GBSlXKEzowERymQa9nSsR0ZGzPBRQ5Dj5JKZAAKynBkczD7nOlNDQfesGqa8L2aCqO7gAd7a7ikSiVg7n9nZWVSrVSQSCUxOTtoBm+5hzpcFjiedFhLWdAZJpqvspyPKzDQ6V1xr6rC5Wa6qE7lmqH9dUpgOpo4938PsLzXCBoOLCkR+P8vbuU71/vi8GtQEYOuDc6Zyj4kAXOsM/PH5uM/6/T4+/PBDPHnyBO+8806gzRtbgUSjUdRqNUQiEesHz+BnoVAIZNow+/df//Vf0ev1sLi4iLm5OQtg8QBWdZjU4NQKIY4XiW4SiZeZpcmgKvD1s1dU5n+VE6pyhj9dfe0Szvqa6nG+rkQe36NViJoZx3Wm9pEa3tRrTIKhLaUOM7+PcpdzyrmibRCNRnFwcIDNzU3EYjHMz88H7DVej0EElYHAeaLCxMQEDg4OsLi4aD3XG40Gpqensb29Hei1HQqFsLGxgYWFBTtIVhMtaE/S+eOapD2hh4SygkfbwV0G1F7nvVKWDMta43PTbj07Oz+fhSRVvV7H48ePAxWJSr4vLi6iVCoZabe7u2s94zkGkUgEt2/fxvXr17G7u4vNzU2rJpmdnbV2fdTPbPEGwM6iaDabGB0dNV3GIJC2Z2RgaXt7G6Ojozg4OLB2Jd1u187+YasTrj2uT84x7Se2V2GGMwljZvqSAGb7qFwuh9HRUVQqFdy7dw+pVMpa0HGc1c4jecKKdp53wDGjHg2Hw3Zm3snJCdrtNm7evImDgwM7+2JraysgXy8Lb5JtrmM/zEbVz3N9Eko60CbS6gcgGOTv9XrY3d1FPB7HrVu3sLy8bHrm7OzMzpTr9XpWBcDrjoyct+DS6mq9D6777e1ta7PEOadfyoz0breLWCxm55RoBenBwQEePnyI3/zmN+h0OqhUKnbG2czMjAXHms0m4vE4yuUygHOfrVgsWgCB+6BWq9kZEtlsFnfu3EEul7NA/ObmJp49e4ZEIoFyuYyNjQ2cnJzgu9/9LsLhMPb29vDJJ59gfX0d4XDY7O5vfetbdo2TkxPs7OxYS7rZ2Vlr03jjxg0sLS1Zos1ltZ4Dgq2CuQbC4TASiQRGR0fNB8jn81hbW8OPf/xjs1/u3buHRqNhZ0q0223U63VEIhGUSiWEQueVeq1WywLVDNAy2Kl+IkH/l+tUk5G4jrWdHSuEedgtbUImZCn5xe9SDoJ+tupfBlQ1qBCJnB9EPjMzY/uCckmzwPl9DORQVkUiEeTzeVub5F/4Pdy77XbbKsSYBEU9zrUEwPYEP0cOIpfLmb3O4Ie2tyVIyu7u7uLnP//5pQUhXKJW/ykoq9Sm45lm9Xrd7Bw38KN4k39OecW/u8Sk2mO0g1x55q4P4IK7cO3QNwUzeI+uDchruEF3hdoj/G7eE4PCfE0rm+jzDwaDQPBOqyno9/B8V+DcrmVgbDAYWHIJE5vp4wPnfksqlTLuLp/PB/wK1V2XBe5N5QA0IO9C9ay7ZvV3/b8GnfS9Lhelr7nXcgMRqveB4DnIfI/apcPgXkPvW4OoulaVq3HHxQ2G6TX5Gf2/3ivloQaCho2x7iN9NuUR3WfRexlmo9NO/V2BC+AbVkLQUSBpQYNJb0JLiLnweKM8sOzg4MBKKdWho3PGBUwyQQccuDjFnlnZaijz+9gvVrOtNapfKBQsA2kwGFgVBgmOeDxuSpitIHjCPQUAM+GY2aPPyXZLvH8AZpDR8VRiUjcBF2smk7GFUCqVLBLKElQ32sQMfn5Gr6lkgJL38Xg8UEZII7PdbiMWi2FlZcVaMJGMvczDWvW++XzM+ua8uoYMECRxNcLnbmr+IznE6+qGnpiYwJ07d3Dt2jWMj4/jypUryOVySKVS6Pf71ou0UqkAgGWz6YFsodB5lm2xWLSD/Ng7V8HvJfHI7BdWD+k6dY0DFWwM8CnZpYQkycqRkZEAWUiFq+QhjT3uDY6PrjEVcpqBrQqfc8TfdQ44l5QD/N0VepeBpaUlPHjwAA8fPsTh4aH1ot/f38fIyIj16FbiY3d315Styi3+zmAr54mHfymhxIosl1CjQHcVpJKbuqc59ny/jjehTjbnms4Ex5+kEMlUfq9mFQ8GA2tBRzKm3+8HDp9S447fp3KR+oTG1unpeW9rZsypUnTXN3UQsylTqZTJaMqqbrdrh3D2euc9lUkU1et1XL9+3e6NeoPr8DJJuUwmM3TPUS9qgIJ7lTpKZbwaV7q/+Ix05DjvDHiq0ahBefaBZhuRdruNzc1NOwgwFAoF+l9Tp3PtUN/xn2bFcW2TnFMilYRwJBJBMplEsVgMGNWaGcP36TNSnt+/fx+/+MUv8IMf/AAA0G63bZzoZI2OjtqaZ4Uk1x6rl0gQLy8v4+rVq9bjm2dWjI+P24GhSjSznYq2BQDO1yqDbwAsyESn6LLAwDOhskaNfY47x3gYSayyaNhP11AeFoBQA1eDOO7e4Fp6k6GrslEJPL13Nbo1KM9xoLyjnuQ64zOMjY2hUCigWq0ik8lYH2uSFRp00IAw1zizL9kyhfKM/eJ5RsT09PSXxmFk5LwCrlwuW5tTHQ/dj+rwMOtPx5z2gB5k+jahdoPr5FAGcM7U91Db1iWyeC3uO/UdqKfu3bsXaHPJHvEkJrPZLFZWVrC0tITNzU00m03EYjELLrIvP+VDv99HLpezcWUw+PDw0ALf1Osk/bWCkHPNbOLR0VEUi0VMT09b1QZ9AuoD+laaZclqaQ1OAwi0uJudnbWxoP7jnlhaWsKTJ0+wublp9gLHmUk/Kr/Hx8eteoN2KnUs74m20P7+Pu7du2f6+p133jFSVLON/7fgyoE3ERlchxoEehMh4fpdlB+8FtdtrVazVki9Xg9XrlzBlStX7IymUChkZD+rOEnA80Dfdrtt88+Azs7ODiqVCiKRCJ4+fWqZ3lz7rLKirTk2NoZGo2GVhcfHxxYEuHv3rtmuPLS61zs/a29jYwOtVgsrKysWhKJvvre3h9XVVQtOsHLr7t27yOfzVhVEG+b58+eo1+vY2NjAo0ePAkG36elp1Go1vHjxAsB5sK9YLOLKlSsIhc6TCba3t40QZgAvm81iYWEBrVbLzjI8PT3F5ORkoHvA24QGrzl23KfkHujf7e/vW+Xa/v4+/uVf/sUqW8LhsD3Tzs6OtdCLRCLWxoqVolx/9C9od7jkkfostPsYmOf4UA9lMpmAjKXcpSwCLmwHtmrSJBHKY8pu149UXd/r9XDv3j1rkcrKBtrlmmCnmfK8L8p2AMabMLigvEi73bYkKD0DjeuO8pYVDnouWyKRQKFQwNramp05l0wmrUKCFRPAuS7+yU9+Ym3ILgNqy7h22rAMaf17Pp9HoVDA6emptTTkNd+UdDKMjNTX9e/qf2pwir+rv6l+oxKbeg0lpHmfujZcrsIlsNWW1WcMhS6CbHp9AMbDuT45v5dJxkwKA75cec5raMU52/Wxw0U2m7VEIQ34sYoxFosZr6Tt3tx7uizQnuM9UOYNuwflbNUmImeifqsLDSjp+9SOV75BeVYgeNaL2ppAMICj60+7EPDzCtceUO5C/897079xPIZ9nu9Xvlc5NP7dHWM+m9oub4KbdAUEu+pwLNy95sK1o34XQoPLXJ0eHh4eHh4eHh4eHh4eHh4eHh4eHh4eHv9ncDknvXp4eHh4eHh4eHh4eHh4eHh4eHh4eHh4/J+DD0J4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eLwV+CCEh4eHh4eHh4eHh4eHh4eHh4eHh4eHh8dbgQ9CeHh4eHh4eHh4eHh4eHh4eHh4eHh4eHi8FfgghIeHh4eHh4eHh4eHh4eHh4eHh4eHh4fHW4EPQnh4eHh4eHh4eHh4eHh4eHh4eHh4eHh4vBX4IISHh4eHh4eHh4eHh4eHh4eHh4eHh4eHx1uBD0J4eHh4eHh4eHh4eHh4eHh4eHh4eHh4eLwV+CCEh4eHh4eHh4eHh4eHh4eHh4eHh4eHh8dbwf8DUZxPf2+TtAAAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# plot some example frames\n", + "import matplotlib.pyplot as plt\n", + "plt.figure(figsize=(20, 2))\n", + "for i, f in enumerate(range(0, 299, 30)):\n", + " plt.subplot(1, 10, i + 1)\n", + " plt.imshow(frames[f, :, :], cmap=\"gray\")\n", + " plt.title(f'{times[f]} sec')\n", + " plt.axis(\"off\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Let's generate responses." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Video Frames: 0%| | 0/300 [00:00=0.12.9,<0.13.0", +] + +[tool.setuptools.packages.find] +where = ["."] + +[tool.black] +preview = true +line-length = 110 + +[tool.ruff] +line-length = 110 \ No newline at end of file