{"cells":[{"metadata":{},"cell_type":"markdown","source":"# CAM - Class Activation Map Explained\n\nI'm using this notebook to learn more about [CAM](https://arxiv.org/pdf/1512.04150.pdf). I will use a dataset of 512x512 trainset images converted into jpg format to quickly train a simple classifier (resnet18), and then use it to analyse class activation maps.\n\n![CAM.png](attachment:CAM.png)\n\nThe basic idea is as follows:\n- After a series of convolutions, we end up with a small grid and a large number of channels. In our case, starting with 448 image and resnet18, after all the convolutions we end up with a 14x14 grid and 512 channels.\n- We can think of the grid as downsampled image and the channels as different features discovered in that image.\n- We then average the channels across that grid and multiply them with a set of weights to come up with the final prediction for each class (global average pooling followed by linear layer).\n- To understand which region of the image contributed to the final prediction the most, we can apply the weights to each element of the 14x14 grid (before averaging).\n- The regions with highest value contributed the most. \n- We can then overlay the activation map with the original image to visualize this. \n\nThis notebook is largely based on chapter 18 in [Deep Learning for Coders with Fastai and PyTorch](https://www.amazon.com/Deep-Learning-Coders-fastai-PyTorch/dp/1492045527).","attachments":{"CAM.png":{"image/png":"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"}}},{"metadata":{},"cell_type":"markdown","source":"# Model Training"},{"metadata":{"_kg_hide-input":true,"trusted":true,"_kg_hide-output":true},"cell_type":"code","source":"!pip install iterative_stratification -q\n\nfrom fastai.vision.all import *\nimport numpy as np\nimport pandas as pd\nimport torch\nfrom iterstrat.ml_stratifiers import MultilabelStratifiedKFold\nimport warnings\nwarnings.filterwarnings('ignore')\ntorch.set_printoptions(precision=3, sci_mode=False)\n\nsample_size = 1\nseed = 42\nstats = ([0.07237246, 0.04476176, 0.07661699], [0.17179589, 0.10284516, 0.14199627])\nitem_tfms = RandomResizedCrop(448, min_scale=0.75, ratio=(1.,1.))\nbatch_tfms = [*aug_transforms(flip_vert=True, max_warp=0), Normalize.from_stats(*stats)]\nbs = 32\nlr = 3e-2\nepochs = 2\ncbs = None\n\ndf = pd.read_csv('../input/hpa-single-cell-image-classification/train.csv')\npath = Path('../input/hpa-512x512-jpg-images-dataset/512x512jpgs')\n\nlabels = [str(i) for i in range(19)]\nfor x in labels: df[x] = df['Label'].apply(lambda r: int(x in r.split('|')))\n\ndfs = df.sample(frac=sample_size, random_state=seed).reset_index(drop=True)\ny = dfs[labels].values\nX = dfs['ID'].values\ndfs['fold'] = np.nan\n\nmskf = MultilabelStratifiedKFold(n_splits=5)\nfor i, (_, test_index) in enumerate(mskf.split(X, y)):\n    dfs.iloc[test_index, -1] = i\n   \ndfs['fold'] = dfs['fold'].astype('int')\ndfs['is_valid'] = False\ndfs['is_valid'][dfs.fold == 0] = True\n\ndef get_x(r): return path/f'{r[\"ID\"]}.jpg'\ndef get_y(r): return list(set(r['Label'].split('|')))\n\ndblock = DataBlock(blocks=(ImageBlock, MultiCategoryBlock(vocab=labels)),\n                    splitter=ColSplitter(col='is_valid'),\n                    get_x=get_x,\n                    get_y=get_y,\n                    item_tfms=item_tfms,\n                    batch_tfms=batch_tfms\n                    )\ndls = dblock.dataloaders(dfs, bs=bs)\n\nlearn = cnn_learner(dls, resnet18, metrics=[accuracy_multi, APScoreMulti()]).to_fp16()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"learn.fine_tune(epochs, base_lr=lr, cbs=cbs)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Pytorch Hook: get access to layer activations!\n\nTo implement CAM, we need to get access to the activations of the last convolutional layer - we will use Pytorch Hook for this. We use Hook as context manager to avoid leaking memory - for that reason we define `__enter__` and `__exit__` methods. "},{"metadata":{"trusted":true},"cell_type":"code","source":"class Hook():\n    def __init__(self,m):\n        self.hook = m.register_forward_hook(self.hook_func)\n    def hook_func(self,m,i,o):\n        self.stored = o.detach().clone()\n    def __enter__(self, *args): return self\n    def __exit__(self, *args):\n        self.hook.remove()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"For visualization, we will focus on a single image for now. Let's grab one from our validation set and show the image along with the labels. Note that we trained a model with random cropping, and we will apply the same transform here. We will select one with class 12:\n\n### excerpt from hosts' notebook describing cell classes:\n\n![centrosome.png](attachment:centrosome.png)","attachments":{"centrosome.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAlgAAADdCAYAAABnhAyeAAAMYmlDQ1BJQ0MgUHJvZmlsZQAASImVVwdYU1cbPndkkrACEZAR9hJlE0BGCCuCgExBVEISSBgxJgQVN1KqYN0iiqOiVRGLVisgdSBinUVxW0dxoFKpxSouVP6TAVr7j+f/nufc8+Y73845954PAL0uvkxWgOoDUCgtkidGhbEmpmewSN0AAQygAwKAE1+gkHESEmIBpKH57/TqGpSGdNlNZeuf6/+VDIUihQAAJBPibKFCUAhxKwB4qUAmLwKAGA75tjOKZCoshthIDgOEeI4K52rwChXO1uDtapnkRC7EzQCQaXy+PBcA3XbIZxULcqEd3YcQu0uFEikAekYQBwvEfCHEyRCPKiycpsILIHaC8jKId0HMzv7MZu7f7GcP2+fzc4exJi81kcMlClkBf9b/WZr/TYUFyiEfDnDQxPLoRFX+sIY38qfFqDAN4l5pdly8qtYQv5EINXUHAKWKldEpGnnUXKDgwvoBJsTuQn54DMTmEEdKC+JitfzsHEkkD2K4W9CZkiJeslZ3sUgRkaS1uVE+LTF+COfIuRytbgNfrvarkm9X5qdwtPZviEW8IfsvS8TJaRBTAcCoxZLUOIh1ITZS5CfFaGQwmxIxN25IRq5MVMVvBzFbJI0K09jHMnPkkYlaeVmhYihfrFws4cVpcXWRODlaUx9st4Cvjt8E4kaRlJMyZEekmBg7lItQFB6hyR3rEElTtPlid2VFYYla3T5ZQYJWHieLCqJUfBuIzRTFSVpdfGwR3Jwa+3isrCghWRMnnpXHH5egiQcvBrGAC8IBCyjhyAbTQB6QdPQ29cJfmpVIwAdykAtEwE3LGdJIU69I4TMJlIA/IBIBxbBemHpVBIoh/8MwV/N0Aznq1WK1Rj54BHEhiAEF8LdSrSUd9pYKHkKO5B/eBTDWAjhUa//kcSAnVstRDtll6Q1JEiOI4cRoYiTRGTfDg/FAPBY+Q+HwxNm4/1C0n+QJjwidhPuEq4Quws2pklL5F7GMB13QfqQ24+zPM8YdoE0fPAwPgtahZZyJmwE33Bv64eAh0LMP5HK1catyZ/2bPIcz+KzmWjmKOwWljKCEUpy+1NR10fUZtqKq6Of10cSaPVxV7vDKl/65n9VZCOeYLyWxxdgB7BR2HDuDHcaaAAs7hjVj57EjKjy8hx6q99CQt0R1PPnQjuQf/vhan6pKKtzr3Xvc32vXQJFoZpHqgHGnyWbJJbniIhYHfgVELJ5UMHoUy9Pd0wMA1TdF85p6wVR/KxDm2U+8RX4ABJUNDg4e/sSL+Q6AA+nwmF/5xHN8C9/FtgCc3ixQyos1PFz1IMC3gR48UabAEtgCJ5iRJ/AFgSAURIBxIB4kg3QwBdZZDPezHMwAc8BCUA4qwQqwFmwAW8A2sAt8D/aDJnAYHAc/g3PgIrgKbsH90w2egj7wCgwgCEJC6AgDMUWsEHvEFfFE2EgwEoHEIolIOpKF5CJSRInMQRYhlcgqZAOyFalDfkAOIceRM0gnchO5h/QgfyHvUAyloUaoBeqAjkHZKAeNQZPRyWguOh0tQcvQZWg1WovuQRvR4+g59CrahT5F+zGA6WBMzBpzw9gYF4vHMrAcTI7NwyqwKqwWa8Ba4D99GevCerG3OBFn4CzcDe7haDwFF+DT8Xn4UnwDvgtvxNvxy/g9vA//SKATzAmuhAACjzCRkEuYQSgnVBF2EA4STsLT1E14RSQSmURHoh88jenEPOJs4lLiJuJeYiuxk/iA2E8ikUxJrqQgUjyJTyoilZPWk/aQjpEukbpJb8g6ZCuyJzmSnEGWkkvJVeTd5KPkS+TH5AGKPsWeEkCJpwgpsyjLKdspLZQLlG7KANWA6kgNoiZT86gLqdXUBupJ6m3qCx0dHRsdf50JOhKdBTrVOvt0Tuvc03lLM6S50Li0TJqStoy2k9ZKu0l7QafTHeih9Ax6EX0ZvY5+gn6X/kaXoTtal6cr1J2vW6PbqHtJ95keRc9ej6M3Ra9Er0rvgN4FvV59ir6DPlefrz9Pv0b/kP51/X4DhoGHQbxBocFSg90GZwyeGJIMHQwjDIWGZYbbDE8YPmBgDFsGlyFgLGJsZ5xkdBsRjRyNeEZ5RpVG3xt1GPUZGxp7G6cazzSuMT5i3MXEmA5MHrOAuZy5n3mN+W6ExQjOCNGIJSMaRlwa8dpkpEmoicikwmSvyVWTd6Ys0wjTfNOVpk2md8xwMxezCWYzzDabnTTrHWk0MnCkYGTFyP0jfzVHzV3ME81nm28zP2/eb2FpEWUhs1hvccKi15JpGWqZZ7nG8qhljxXDKthKYrXG6pjV7yxjFodVwKpmtbP6rM2to62V1lutO6wHbBxtUmxKbfba3LGl2rJtc2zX2LbZ9tlZ2Y23m2NXb/erPcWebS+2X2d/yv61g6NDmsPXDk0OTxxNHHmOJY71jred6E4hTtOdap2uOBOd2c75zpucL7qgLj4uYpcalwuuqKuvq8R1k2vnKMIo/1HSUbWjrrvR3DhuxW71bvdGM0fHji4d3TT62Ri7MRljVo45Neaju497gft291sehh7jPEo9Wjz+8nTxFHjWeF7xontFes33avZ67u3qLfLe7H3Dh+Ez3udrnzafD75+vnLfBt8ePzu/LL+NftfZRuwE9lL2aX+Cf5j/fP/D/m8DfAOKAvYH/BnoFpgfuDvwyVjHsaKx28c+CLIJ4gdtDeoKZgVnBX8b3BViHcIPqQ25H2obKgzdEfqY48zJ4+zhPAtzD5OHHQx7zQ3gzuW2hmPhUeEV4R0RhhEpERsi7kbaROZG1kf2RflEzY5qjSZEx0SvjL7Os+AJeHW8vnF+4+aOa4+hxSTFbIi5H+sSK49tGY+OHzd+9fjbcfZx0rimeBDPi18dfyfBMWF6wk8TiBMSJtRMeJTokTgn8VQSI2lq0u6kV8lhycuTb6U4pShT2lL1UjNT61Jfp4WnrUrrmjhm4tyJ59LN0iXpzRmkjNSMHRn9kyImrZ3UnemTWZ55bbLj5JmTz0wxm1Iw5chUvan8qQeyCFlpWbuz3vPj+bX8/mxe9sbsPgFXsE7wVBgqXCPsEQWJVoke5wTlrMp5khuUuzq3RxwirhL3SriSDZLnedF5W/Je58fn78wfLEgr2FtILswqPCQ1lOZL26dZTps5rVPmKiuXdU0PmL52ep88Rr5DgSgmK5qLjODl/bzSSfmV8l5xcHFN8ZsZqTMOzDSYKZ15fpbLrCWzHpdElnw3G58tmN02x3rOwjn35nLmbp2HzMue1zbfdn7Z/O4FUQt2LaQuzF/4S6l76arSl4vSFrWUWZQtKHvwVdRX9eW65fLy618Hfr1lMb5YsrhjideS9Us+Vggrzla6V1ZVvl8qWHr2G49vqr8ZXJazrGO57/LNK4grpCuurQxZuWuVwaqSVQ9Wj1/duIa1pmLNy7VT156p8q7aso66Trmuqzq2unm93foV699vEG+4WhNWs3ej+cYlG19vEm66tDl0c8MWiy2VW959K/n2xtaorY21DrVV24jbirc92p66/dR37O/qdpjtqNzxYad0Z9euxF3tdX51dbvNdy+vR+uV9T17Mvdc/D78++YGt4ate5l7K/eBfcp9v/+Q9cO1/TH72w6wDzT8aP/jxoOMgxWNSOOsxr4mcVNXc3pz56Fxh9paAlsO/jT6p52HrQ/XHDE+svwo9WjZ0cFjJcf6W2Wtvcdzjz9om9p268TEE1faJ7R3nIw5efrnyJ9PnOKcOnY66PThMwFnDp1ln20653uu8bzP+YO/+PxysMO3o/GC34Xmi/4XWzrHdh69FHLp+OXwyz9f4V05dzXuaue1lGs3rmde77ohvPHkZsHN578W/zpwa8Ftwu2KO/p3qu6a3639zfm3vV2+XUfuhd87fz/p/q0HggdPHyoevu8ue0R/VPXY6nHdE88nh3siey7+Pun37qeypwO95X8Y/LHxmdOzH/8M/fN838S+7ufy54N/LX1h+mLnS++Xbf0J/XdfFb4aeF3xxvTNrrfst6fepb17PDDjPel99QfnDy0fYz7eHiwcHJTx5Xz1VQCDA83JAeCvnQDQ4d2BcRHeHyZpej41IZo+VY3Af8KavlBNvgA0wEl1Xee2ArAPDocF6pYEqK7qyaEA9fIaHlpS5Hh5amzRYMdDeDM4+MICAFILAB/kg4MDmwYHP8AeFbsJQOt0Ta+pIiLsDb5V9brg5moBC3xBmj70sxy/nIEqAm/w5fwvkYuI1xsbWCYAAACWZVhJZk1NACoAAAAIAAUBEgADAAAAAQABAAABGgAFAAAAAQAAAEoBGwAFAAAAAQAAAFIBKAADAAAAAQACAACHaQAEAAAAAQAAAFoAAAAAAAAAkAAAAAEAAACQAAAAAQADkoYABwAAABIAAACEoAIABAAAAAEAAAJYoAMABAAAAAEAAADdAAAAAEFTQ0lJAAAAU2NyZWVuc2hvdG9U+McAAAAJcEhZcwAAFiUAABYlAUlSJPAAAAJ0aVRYdFhNTDpjb20uYWRvYmUueG1wAAAAAAA8eDp4bXBtZXRhIHhtbG5zOng9ImFkb2JlOm5zOm1ldGEvIiB4OnhtcHRrPSJYTVAgQ29yZSA1LjQuMCI+CiAgIDxyZGY6UkRGIHhtbG5zOnJkZj0iaHR0cDovL3d3dy53My5vcmcvMTk5OS8wMi8yMi1yZGYtc3ludGF4LW5zIyI+CiAgICAgIDxyZGY6RGVzY3JpcHRpb24gcmRmOmFib3V0PSIiCiAgICAgICAgICAgIHhtbG5zOmV4aWY9Imh0dHA6Ly9ucy5hZG9iZS5jb20vZXhpZi8xLjAvIgogICAgICAgICAgICB4bWxuczp0aWZmPSJodHRwOi8vbnMuYWRvYmUuY29tL3RpZmYvMS4wLyI+CiAgICAgICAgIDxleGlmOlVzZXJDb21tZW50PlNjcmVlbnNob3Q8L2V4aWY6VXNlckNvbW1lbnQ+CiAgICAgICAgIDxleGlmOlBpeGVsWERpbWVuc2lvbj4xOTMyPC9leGlmOlBpeGVsWERpbWVuc2lvbj4KICAgICAgICAgPGV4aWY6UGl4ZWxZRGltZW5zaW9uPjcxMjwvZXhpZjpQaXhlbFlEaW1lbnNpb24+CiAgICAgICAgIDx0aWZmOk9yaWVudGF0aW9uPjE8L3RpZmY6T3JpZW50YXRpb24+CiAgICAgICAgIDx0aWZmOlJlc29sdXRpb25Vbml0PjI8L3RpZmY6UmVzb2x1dGlvblVuaXQ+CiAgICAgIDwvcmRmOkRlc2NyaXB0aW9uPgogICA8L3JkZjpSREY+CjwveDp4bXBtZXRhPgqRc2sTAABAAElEQVR4AeydB4BlRZX+q3NPDgxZYJCsICpGUBkx5yysEbO76qJ/s645uwZ0XRMquOqac1oDQcwiIiAyQxpyGpg8nbvv//ud19+b6svrMDiNylTNvL73Vp06deqrU6dO1b23blulkEooCBQECgIFgYJAQaAgUBDYbgi0bzdOhVFBoCBQECgIFAQKAgWBgkAgUBysoggFgYJAQaAgUBAoCBQEtjMCna34cdfQdw7b2yf6YE5ra2tTVuhS4rxx3Yrb1HFjY2NB4Pzw/1v4TV1aSS0IFAQKAgWBgkBBoCAw+wi0yaGZ8AwWDk/dqbIYdn58nR+nSsvpfC7XDP9sUsdsKjnM49YeXWU7dbeWT8lXECgIFAQKAgWBgkBBoBUCt3CwILr55pvTGWeckQYGBtKjHvWotHjx4mSHp7+/P/3qV79KK1eujFWugw8+ON3vqPulufPmxvVMnJbcGbvqqqvSH/7wh3TdddeFY7f//vune93rXlFmTtdK+BJXECgIFAQKAgWBgkBB4B8RgVvcIvztb3+bjjzyyKasq1evDmeHVa2NGzeml770pekLX/hCM52TJz7xiekzn/lMWrJkyYycLDth3/72tyPvBGa62HXXXdPPfvazdNhhhzUdO2jy24l2vsxrsvSczuc//vGP009/+tP0yle+Mt3hDncIvvAh3YHrqXhDV1/pq8vXioYyLIfLy8uqp1sG4imPMupxlpljPX8rGXL6cl4QKAgUBAoCBYGCwPZHIB6w8kD/la98JZyrY489Nj3jGc+I0jo7t/pg3/jGN8K5+vSnP502bNiQ1q9fn076zEnpW9/6ViJtJsFOyGmnnRbO1fLly8OZuvHGGxOrWZ/73OfSDTfckO5yl7ukNWvWNJ0KeONg8MPB8NGyT5ae09kxueSSS9KJJ56YhoaGQmTizTMvg0Q7LHm8z/OyOXd8zss8fHSaj+Th3Lwcnx997jK4dhx8HUh3vI/wJ5i/acuxIFAQKAgUBAoCBYHZQ2Cr96QyLrzwwvTRj340vfjFL07vf//7J5SKY0Q64alPfWpauHBhnD/xCU9ML3j+C9JZZ52Vnve854WT4YE+CLI/dhC2bNmS3vSmN0XK9773vVipMtlznvOcOH3uc5+bvvOd76QXvOAF4TQQef7558ftRByw/fbbL93//vdPe+yxR9APDw+Ho8ftzLvd7W7htHHbce+9907HHHNMWrZsWRocHEw/+MEP0u9///vIg1O45557hqPH7dAvf/nL6aijjoo6fPGLX0xHH310euQjHxm0f/3rX5u3MuF5n/vcJ2Qg0fW94oor4vYpq36Ud8QRR6R73vOeIT/44ezgSP76179OF110UWB497vfPWjsCFG3b37zm1E2cT/84Q9Td3d3euADHxg4nXPOOekXv/hF6ujoSPe+973jdioy5Py5hQt/VhS53QoeOFyWE/oSCgIFgYJAQaAgUBCYRQQ06DaDnr1qnr/xjW/kflmlVaWIGx0drbRqVWnVKq7l0MTx8ssvD7p3vOMdzbyTncCD8Oc//znyvPOd74xr4vmNjIzE9dq1a6uvfvWr1R//+Me45o+cn8iDTLqF2Tw/77zzgmbTpk3NuEWLFzXPoZdzUm3evLnSilX1uMc9LtJ22223Sk5inG/ctLG67LLL4vyAAw5o5v3gBz8YvL/+9a834+SANc+1Chfp/PnLX/7SjH/Ywx7WPD/llJObNKtWrWrGH3744c3z9773vdXQ8FDQnXvuuREv56mZTh34IY/PfZSz1eQvp6qZnuf/7Gc/26QpJwWBgkBBoCBQECgIzD4CrGpMCFoJies3v/nNMVjbwXI8ifn5W97ylqDTqkzksxMVF7U/TsMxwUHQatIt8uS8nV2rR0GvlbXqpptuimitZkXcQx7ykApnTw/fV09+0pMj7uMf/3g4VFotql73utdFXO4MfeQjH4m4Cy64wEVUum0Yccj1k5/8JMrRqlYzHqdJK1NBjzy777570GuVLOLe/va3xzUOEgFH9EUvelH19Kc/verr6wvn8fGPf3zQnH766YEhjuQb3vCGiNMzYZEvd9S0Khh1w9m0Q6XVt+B16qmnRpyeI4t8Wp1rOo/kI6xbt6567WtfG3TwJbgN4qL8KQgUBAoCBYGCQEFgVhCYsMmVStA43jqQxk8OUPOW3cknn5ze9ra3pfe85z3NB+N9q6s1l0asVqriZO7cubcg41YWZQyPDCdu+xF+85vfxPElL3lJ2mmnnZIclnTooYemj5z4kbgVePXVV8dttKuvuTro5NSkefPmpZ133jk94QlPiLhrr702jvzp6uqK866urXdIKZeglbj00Ic+NMrp6emJW5/Ev/71r0/L9bwYsh1yyCHpE5/4BNFJq3FxdL0pR6tladGiRemTn/xk4lbjnDlzErcNueUJXitWrAgMuYX3whe+MPL/6Ec/iiO3/ghgeo973CPxDNyDHvSgiJOzFLf8fHuQSG5dEq644vL03e9+N33sYx+LfGDE7dKnPe1pkS7HL47lT0GgIFAQKAgUBAoCs4/ABAcLJ8OORr1ox9uR0KpK4jkp3ip8+ctfHuS5g5af13nZweFB+XogH2V0dXY1HSHdvguypzzlKSEfzhPynPDyEyKeh+3Jo9uETQfEfHGSCHbWOLdsWqzjMoLrt++++8a1ncArr7wyrg/Y/4A4jo6NxtF0Trcj94hHPCItWLAgnmPjLUlkI/BsFYFnsghaSYojz2qx1QVvb+K8dXQ2HCw/4waRZcvjRkZHwuHj2THCunWNcnB6oTdGuhUZ6bqVG8fypyBQECgIFAQKAgWB2Udg6xLONGXZ8YGMh8OPO+64+L3rXe9Kvb29CYckf+OQQZ48dg5y9rvssktc/u53v0u6bRbOEQ4H9PC4/vrrk557ilUqHu62U/ea17wmHgy3s8QKDQ4GD6pTfqsVMZfbSg47WqbhiJNDML1XlOxYVeNOmensLN7pTneKNyt5wJzVIt36S5/61KfSYx7zmFi5sqNnx81lc2T7C7amiDLHfT7zD2HG/9gpC/lSWziNltMYsfqm5+figX7oWD0DU/hHPrVLCQWBgkBBoCBQECgIzC4CM3awLAa3oVhJOuGEE5Iezg7nirTcueKaDUkZ3PNgZ4DNRJ/0pCel973vfbGRKW8D2pGBnttqr371q9Mpp5wS2e94xzvGkbfmcGQc9DxWOCXcNqQ8nBjeFJxp4O28yYIdIK9U6WH6tNdee8WtSPLomabI6nRWsnCAeOuQH/JzO1AP8ie2hSAvQc9fhdNlvNiagtuKxx9/fNQld6IiQ/bH+EWU/CSu7VgtXbI0onFevZpGBA4dDqse6m9kKw5W4FD+FAQKAgWBgkBBYDYRmHCLMC8od3iIZyBnc05WnBis2fqA54rYnuHss89OOCBenWEj0j123yPpIfJg6dUYHALOcWxY4SE84AEPSJ///Odj1QdeOCU4Jw9/+MObjgI0BJ4nYnWIW4tsV8AzVtxi08PccTsRp4VbY3mwU2JHhDSvJp155plRB+LqdL7GqSM8+tGPTnqrMZ6vYpuEZz7zmRHPFggEHCQcQZ4XYxsKnKZLL7000ljhYwWJ7S8+/OEPJ/Ybow6k88wXgZUugh27Ov6k5XG6mRvbMHDbkP289r3jvrGlxSte8YrY5kEP0IcMelkhnLszzjgDFs0VurgofwoCBYGCQEGgIFAQmB0ENKBPCHKA4lrPVsXbZ9rbKa7Z4kB7P0WcJGl59Bt+chYiXfs5RV6tyrQsQ85Itc8++9yCl57t2ro9xEgj789//vNb0CGHtylgGwbLxZYNDmz1QLweSndU881A0/O2HfXkWrf1gg6ZjYVu+zV5Ow9HbxFBBm89kadz/rWvfa1ZLm8cPvaxj70FL7agcPBbhGzd4ACu8PIbg8Sv37A+4nibkTcoCddcc00lR/AW/D/wgQ/EFhXQuE6cl1AQKAgUBAoCBYGCwOwg0PJbhBrM08UXXxyrLHe+853jVp+Kj80reUPOKymsChFPYMXnwAMPjFuGPFC9ctXKdPQDjm7m9YpQEOsP+YhjJYdbaLwJyArUcr2pd9BBB8W5aZyHjUO5Nce3ErkVhmx+tmh0ZDRd8NfGihm3EX0LjtUt7T8Vz2lxm44VNOTmthnfU+QZrhUrVoQ8rI7xPBd0LtvHG2+4MZ173rlRNit47DS/dOnSCfVn53nkY/WKtwiRb9/xh+ZdLrcyWe0DI1bbchrqyfNYbOhKvcCCwAoVeXjmjNurBJ5DY4WQelJfsOQHfzZkhT8rZ9rXK956JI/rwnkJBYGCQEGgIFAQKAjMHgKTOlh5kdsyMNdp69c5XzsdeZzP62mT8ZksHj71NF/76LLqx3p6/dr0uYyT0RBPwPnJ6c2D42R5c5qZnE/FZ6q0mfAuNAWBgkBBoCBQECgIzByBSR0snAFC/uyS4yZjb1oGcw/oOBZTBdPmNF6NyeM4r9PW6Syf5cjzTEYLDfTmXacjneD0xlXDYYI2D3Ua0nJZuJ6Oxul1OVrVrVWc81OWQ10Gx5djQaAgUBAoCBQECgKzg8CkDtbsFFe4FgQKAgWBgkBBoCBQELj9IzDpW4S3/6qXGhYECgIFgYJAQaAgUBCYHQSKgzU7uBauBYGCQEGgIFAQKAjswAgUB2sHbvxS9YJAQaAgUBAoCBQEZgeB4mDNDq6Fa0GgIFAQKAgUBAoCOzACxcHagRu/VL0gUBAoCBQECgIFgdlBoDhYs4Nr4VoQKAgUBAoCBYGCwA6MQHGwduDGL1UvCBQECgIFgYJAQWB2ECgO1uzgWrgWBAoCBYGCQEGgILADI1AcrB248UvVCwIFgYJAQaAgUBCYHQSKgzU7uBauBYGCQEGgIFAQKAjswAgUB2sHbvxS9YJAQaAgUBAoCBQEZgeB4mDNDq6Fa0GgIFAQKAgUBAoCOzACxcHagRu/VL0gUBAoCBQECgIFgdlBoDhYs4Nr4VoQKAgUBAoCBYGCwA6MQHGwduDGL1UvCBQECgIFgYJAQWB2ECgO1uzgWrgWBAoCBYGCQEGgILADI1AcrB248UvVCwIFgYJAQaAgUBCYHQSKgzU7uBauBYGCQEGgIFAQKAjswAgUB2sHbvxS9YJAQaAgUBAoCBQEZgeB4mDNDq6Fa0GgIFAQKAgUBAoCOzACxcHagRu/VL0gUBAoCBQECgIFgdlBoDhYs4Nr4VoQKAgUBAoCBYGCwA6MwAQHa2xsLOW/qqqSfzlGxEG3raEVr23lYXrKh99Mw0zl3Z4yzlS22yvdrdWTbcVjunJm2vbbWu509NZR65SP0+WbSbrrTBn+mT/Hf4Rgef4RZLm9yjAbup2320z4Qz8Tuu3dBtOVu71lcnkcb8vgevh4W5Y907K2t2zGerLyKe/WtoN5T5V/e9WnTYUQUltb22R1iXjT+DglcYvEPF9+3oJ0m6Jmi9f25LtNFbqdEN9W+N1W5Wxrs0wl11RpMylnJvlnQjOTsm4tTV5+fn5r+ZV8ExGYLUy3lW9On59PlPaf/6pet/r1bVlD/LtphuvbTJwJOOB3Tu1GzEiuCTynybEttLCq09evpylum5PbXUBfX1/67W9/m84+++x0/vnnp1/96lfpsssuS5s2bUpXX311OGCjo6NxvPHGG9Pvfve7KMyeHnz45cFx0ODArV+/Pl177bVNXtCahnPz8tFpPkLj8Otf/zr4wdf0PppeEjXTLr/88jQ0NBTZSSfkR/LCa82aNemGG26I8zo/8jiOo/MTT3Cay8/jcvqqauRtRUeePN7nPubpeVyrsp3O0eU7ri5bzjdP45xgHpy7rPycdIIxB8vNmzenK664IuL9pxWfVjJNRwc/5KCcm266KaEPjjM/H1evXp3QXV/7CH1+HgzG/7iOPprOx3rePN5yXXnllWlgYCBdf/31acuWLekvf/lLumz1ZRN0Cz5by9iqU47zcVyskJc69/f3Rx/84x//2Oyvl1xySWDu/kpe5JpYxtZ+6jQfXQZH18fHqXiYxnw4IiN9fe3atc36Ot11cr5bU24rHubnYyu+reoxU/pW/MhrnDkn5PxyOX0Ojc+dlzgH5/eR+Po5+KJb2LU8PadzGY7zEXqnRWb9IY04+G7cuDHabnBwMJ155pmT9h3To+d/+tOfJrRzXtZ09i6Xwfk4Eiijfl6NNdKwL7/85S+bNM5LvuHh4ZAdjAjmw5FgWo6Oi4TxP/V0cIHnV77ylSiTa2jEqZnfeSbj06CXLJn9D7mwmuP1NY/8iP0aGRkJW0p9VHQEaCy76UkInuP8nN4qLs/T4Lg1b56Wn5sut/PYotBDyZXT+txH5/VxMtnAdsOGDU2b7vw+kh97j92H1nxIrwfn4Qgd9GB48sknpz//+c9x7XzmA9Zg7msfJ/BSG84kNG8RojwY5lNPPTW98IUvTDbWF198cfrpT38avDo6OuKIACg3ob29wQLB+VlYjo4zDQPMD3/4w8hnXqbJeZneaT6aN7Q4fsgxZT650+b1wQ9+MK1bty7o4UfIj6a74IILAgPSHefy8zjSiLdMHOv0eZzp4dHW1sib8/385z+fcHIb6Q0s83PTWkl8zZG4VmXnNC7fcfB2Hh9bpUFHPUgznY85D9IJkrxJh0P92c9+NuLhMRmfermT0dGJv/vd7wY//lgOnCccGMeZH0f0+sMf/nA4JHk85y6H83owbx/reaE//fTT03nnnRdZnc6F85x00knhsP/85z9Pqy5aFeUxOIDLF77whciHDKa3XuQ8nBbE2R/311/84hfpuc99brr4koujT1566aXpRz/6UVCSF7la6QcEpBkDrjn30fXxkXjLksf53Ed4mM+3v/3tmKQ5LzSk1fmYnqP5+NhK9lZxlOE8Prbia1lalTUdPXkdXAZH48x5zhda0hznejveR/I5mDbnn8dBxzXh5ptvTieeeGKTfz2Py8vjXZbTgpH+EO84JtBf/vKXU2dnZ+gqDkGdBzT/8z//E9mZuE7W/2gr67V5MCB/7nOfc9FxzOtoOhL+93//t2m3kS/S2ht40e9xBgnOw5FAuaRxJDgvx3pZrncQ6s9k6SwqMKG5y13uYlIdt+JmGdw+EDnOR+LaM/sfcmE1a7pjeuT/6Ec/Gvh++tOfjjaHRwPXW5Yd/MdxQg7XLcoZx8ZxLsPymt7xHAnf+MY3mhNlMCesX7fVtrMgYV1wXsvna44uJxjoj+VoJRvlMMaTJ+fBOQH/Y3SkIYv5OC0I9Kee13Q/+vGPYtJ7wAEHBCn5GHs/85nPxDX6+V//9V8T5KvXhzas18fl5seOtyoQ0dvbm+585zunffbZJzFzednLXpZ23XXXaFAGiKuuuiocrXvc4x4xaOGsQPub3/wmfeITnwgPlvx0SoShMqtWrQoDcM4554RSovB4pijoN7/5zXTKKaek6667Lh18yMGpo70jff/7308MSpR/0EEHRaN+6lOfSqeddloCjIULFzYVC2dw9913j/LPOuusMAg4bcuXLw/Hi475xS9+MTmOznH/+98/ZjXz5s1L8+fPj8F6yZIlqaenJ5T497//fZRJvSiPVbyPfOQjMZu7053uFHVjQKO+KBVx8Hd9WfljML/ooovSHe94xzR37tyQncZiZYx6ewDEA2d2eM973jM67WMe85h0hzvcIeoNNj/+8Y9DRvB8//vfH7OmfffdNy1evDgxY6Sz/exnP4tyiMMbx9j+9a9/TYcddli08Ze+9KXgTVm0L147siEH7QPen/zkJwPvgw8+OFb46EzQQQ+WVlKUHSfwa1/7WuALPqx2IsP//d//pWuuuSYdeuihUS48oKNtweBe97pXxKPI8PvqV78aHRLDvf9++zeNx7e+9a200047Rbuedvpp0bbEofDgCe4vetGL0pOe9KToYLQx9d5zzz2jgyDvhRdeGDgQT/vQ1sxyjznmmMCe9kRnwRIdQE70iwGCOHean/zfT9InP/XJKOeQQw5JTDQ+9rGPpdPPOD3ts9c+qae3J7385S9PZ5xxRjrqqKPSggULQnepG3pKW2KMDz/88OjM9KXu7u4wFujQM5/5zHT3u989gTvynXjiR6QjNzZ1iokIbUzdoXGwEUFnqR8yI/sJJ5yQdttttxiMaBPa4yc/+Um0yZw5c8IR/NCHPhT43O1ud4sy6cP0oZUrV8ZqGH0Ow4ZukB99YlWbuqBjTLTon+gQOkZ+6gvWP/jhD9Jhhx4W7e3+wCwQHYEHEzbsA/2FfgVv+hDY5jYD3T7pJHT7503dxn7Qr+ABFujmX87/S/rQhz+UmBAhCzYDfWASh/7BlzaxLDgE2JIf/OAHCTz23nvvKB9dx2mnz6N7pmfl9eMf/3jo9y677JL4GRt0gf4JzvRrVuk+8IEPRHnwwc7RdjiYO++8c7QLbQ49eKATOMHwZ5J44IEHRvO6bFY80VP00n0eubnGfrh/0+44+Og2dxuYRMJ///33D90GG/oMekjfpF3Rd+wuGCCr+zdH0r7zne+EDQQL7MTlmtSgF+ede1762H9/LPAlHttx/PHHh+4vXbo02pV2ZIWH9qJ+tDf9D7xoP1a5aBdkpA/Tpy0Xek0b4XjR5ykTHXzwgx8cPI488shYqQUX+FDHRYsWBQ0YgzX2F5tP2rJly0J2bAP26dxzzw2bQzw6TxvBi7ED/UdXqIfbmLJxbFhwQGbiX/GKV6Surq6w2YwbyMxEB3uNbUQPkNtjAun0FWwsfZx+Bw0YYTeoL30I3cEW0R6MmdiZM39xZtrzDntGPeg/973vfQN7dAdZ4Y1j+/Wvfz3Khg9Yoh84x5SHfaEt4I8tpj3IR/9AB3DQkZd2Y+LXJscVfaJ8bCR9jVUi7Bv1vPe97x1yoqzUmYkdth2M0U34UTb67HGKdkf+/fbbb8L4DQ90mj6JHoMxPgY6iOzYsuGh4bRcNh0dfNe73hVtjXzwAkfakfoxvqEztCn1IbgvYTOQgbEdvYXm2c9+dtprr72iH2KrCdjKpz3taSG7x34ww75hK9Ab2ouxHH+IOPTF/SeYtPojgghSoDhK2ar/+I//qCRgXEtpqyc84QmVHKNKBqGSMaqkNJUarVIlK1WyUuNWMiCVAGow018ZnuopT3lKJUWtJFClDlAJjEoNUGmJrpIxrDRoV+973/sqAVRRzrHHHlsJ7EqDSxxV4cijDloJoOBtOd/whjdEecgKL8p70IMeFDzV+JWUutJKQfWWt7ylktGu3v3ud4eclCfQg9frXve6SFPnqNSxo44Pe9jDKilLxGslL/ip01bqFJUAr6SklRqpUserZAib9ZXDVx137HGVGqGS4kQdVl64slKnrOQdV2qYSgNUJQVp8iAOWWVkqxe84AVRpjzzat7cedWfz/1zyPOMZzyj0qBRyXGojjvuuEoDSSUFqeQwRj1kbCoNVNXjHve4wECGrXrPe94TZaq9K3XYkOeRj3xk4CGnIPj94Q9/qN75zndGW7z5zW+uZPQqrchUr33taytkoA6U5XDRqosqGaqQ6alPfWrUU0a2ev3rXx8Y0VarV19WwVfOefBAR9761rcGC+pIAEf0CH2iba695tpKg0AlBa/UQavHP/7xIaeMX2BGGz72sY8NrNEf8hCgBw9klVMZ5aCH0KJzcl6rV7/61ZUMQ/XGN74x9Ik8MkCVjGr1mte8ppLzUslJCf3rH+ivrFtgoQEgeIMnZaATtIEGrUoDS8ig1blKHTvO//u//zt0nHohF7pCPdE96oyMHOknq1evrv7t3/6tkoEMvUdH0HsNyqE3lEM9iKN8eBLcJzm3rPQN2sDX5H30ox8dGGpGFn0DDNEj8JVjEOXQ38hH0MAcbR8X+oO+omPwkvNU0RbEydgEX+Sk7XULMO6R0PdI04AULNzWMuKh/+D39re/PfRHjkDUnTjNeitoCJb/X/7lX0KH6KO0N30MWbA16CQ4c059KBfbgp5pIAhZsEH0sze/6c0T+KKXGjSCH30BG4TtQCfQF3SfYDm4pq8iBzJB7yAHsXrIQx4S9uT5z39+hf2AB7rb199XaTCIumILaAtwxx6BAdjQBsgMT/oHuupAn0O/5BBUtC19DT2lT2E70QnLSJn0YfRDg13YQ+pJH4aPBpvQNTlYoYf037e97W3RX7Gx6J91CpmwqbQLfUwDX5T17//+78F/n332iTpihzXgBS7/+q//GvWhDZANebA5tIUmdxX6h95gm+gH1JM2B48Xv/jFYUOo99hoY6z5f//v/1VyQoMP/WR4ZDj6MH2OgK1E5+iLmnQGLuRx2zN22f5Aj+zoCG1A2fR9ZKENGA/kTDbzYhMcaBfsGeXSBxiXwJM60dbgb9zo58gFbtgZdIxAOuXIKYl2dHtij+U0NnWHcYexQxPs0B3GFWiw+WBEWdhn+vC73/XuwMZyUjb2h7Jf+cpXho0598/nBi/GVni89KUvbY5hWjWPc/oqedBHcCZYpxjfNbmI8RY9IqAzcnri3G2FbmLD4EMfxY7S92gb5EW3nve854WeIAdjKXgYN9oZvNAP+gBywPPAgw4MvQATxmf0Hfyxn7QH+oWdR0eRExuL/aIPQHfpJZeGnPzBTjzxiU8MOvQCeamnJpphV/N2RHbwRl+QCV8CfaLvaFIfsoMx9hD7/fSnPz3oKMd14rwemrcI7Xwxy+GHp0uQYiUZjvA+V6xYER43HjozaLx4gRMeMp49M10VFvnwHDVIpD322CNJ2OAhxY2ZAHmZEeJ14uELnPAc8XzxnvFaWfmQ8YrVFGYmnrUFc/1hhoWM8Dn66KPDw3z4wx8eHrc6RZJRjBkO8uGtsgID/YKFC8Jjhw8esMCMFSrXkZUA6iAQY3YpAxyeK94rZaoRor54vqxKqJFCJGZBxx53bMxYH/WoRyUZ8fSrX/8q0pjNMcOQMsaKhBQnZiHMDJALPKkHMzE1UDrh5Sekw+9yeMywmZUw82A2AQYybkmGI2lg0kzwj+mud71rzDo04DQxkFIGDjK+gSuzAxmZwOOBKx4Yy/5S5pCHWQT1ZeWA2RHnLJWyOsKKi9uT2RTtJ2MSs3bqjdzwZfZFfdesuSlmq8xsmLnKMQ8egIBOEZiByAEJfaJtFi5aGCsjrBiwQsLMRR2jIesDH9g4HvPAaCdmEfwIzKhcDjMwZlHqyKFn6ByrlcTzHBDy0fbMbmRoY/aozh48NQlI97nPfVJvT2/w5Q8zGFZqmcGi09SFWRMrAeiD64I+UC5BhiXKYrZMPHUwnfsSOs3qCzNv2ps+g65SF/KRh5VZymRmyAybmZJnWeYTBY7/oQz/iKK/gjtlgAFtJqcmjsjIDJcVEupDPsrTABWzU/PVQBm6hs6hE+gbKx7L1S9Z4WDWCF/KYkZHm9zvfveLmah5cKRe9EPwY8WOPkIboTesAFEuM8o8yAgmr7xSNnaEtkL2Sy69JGRmxYx+crpu0cKTdqZv/ed//mdgx0w7NcxX045RXxnR9L3vfS9m/vQ7ZKM+rCawupAHbBGrHugk9WAl0YE+ge4xS6csfugcOnPD9TcE/4c+9KHRn6k3qxLMdrEx1B17hrzue6zkOaCv6B+zbVZiWLmgzyMPdhQdou4EjmCLrcI+MZNHZuSjf37gPz8QOqRBozljx96xSoRNQf/cvzV4pec85znBD1tCQD9YLUH/NDGNlQDaS85W0GE/qQ92gj4GTthv9B99IL/HAWww+gge9AH6OfaOwPM8BMqlfWhX6t/Z0Rm83Ofpv6wC0l60OXXcZZeGDdagHv0bncGmIAvygRF9iTsFrJjRRmAM/tw1QFZWKaB3oL/c9fC7hg2kD2ALaSP6Ov2Wehk3ZAMfVoVoB/gSSAcb5JITEKuCtCf9hnqiO2CEvPDFRvdt6YuyuNuCPWCcRPfhE2FcpxsXKfoduFM29jzafWw0Ha+VReLRM+KwWciPzhNPncmDXroe1inqC/7YSWQlUEe3FXcdCIz98EH/sAPPetazou+xauaVRcpkhRC7if1Ad2zDWCGjDxEPHqxKUt6rXvmqKAudwg7SVvQv8KEd3vve90ZbIRO40B+0KBJtwGrnps2bQj7+0I6MS9hQ2h9ZGRvpq+hf3o60B/WBL3rFmIC+0T7IwfiIrWT8YoWNOmqi0CxrspPOeoKBdjyAsBRJAEg3NnQIgjNBJ2T5FOGpJIE4jB8BB4ofvBCMJWKWNlk6BUj4EjCu8GWAwMjiUNA5WP5liRCHwYGyoeVn+TCCKCWGA2OKEWEAo1PQqQmbN21ulvfr3/w6ykKJUQaUBplxWpALo4ZRxMAR6IQsbcNLK05Js6fE0jWBToYyEQAeWWgwjCX1QRaMLI1OeQQUynjigIEPP+OB8tBxHMhL2cipGXAYI261YHjplATKRpGh02w64ijHnUUrNYFPV3dXGDFkQ3nhSdmatURb4TjRyagDgWep6Aw4vXRM6gC9+SIzRg+ZMTRgSBu4LrQT9OBKPOXBB33AEGJslmsABy8MDvi5XYcGh5q4mB8yedCDN20DvtY5dBFHAoOCXOjfS17ykjB20LNsjDwjwyNRB+TmmoDRofMTGBAYuHG2NIMJPDTTjzTKsDwLFsyPwRAjgCGlLgzO5kkGyrWsmpEGDzCFXjPr0A10FxpwJhBPX8BBAA/wqwfoHSjPuCEb+oUugCkDCoMtuka5GBEwwThyTZ+y0bLewQvjAi+MG4MR/Qk9oyy3P3TWZcvCEccZ4wYP2oIfAx16R7+y7DZ24KYV2HDk0e0HysnGQCI7xpYykR8ZXB/Kpo2tD8gKvzxoxSIMMXhqNhu0TJBwHLiFAQ7cXiIfMuFUMjhSNun14AE511POwRH5cJbpO+gjfR9sjRVt6DY/+OBDNNguarJHD3GCkYG6MgF98pOfHPrt/E1inaCrDBzgwWCCA4WzRT3udve7pWMedEw4wcTB51WvelXIZ5vBgEJwv0Uu+i/yOoAn/RObgB3mGt1Blxw8UJNGoE2IYxzABhNwPnDe0UXwcWgff6aK9qDtuYVMe6D39FvwwqbRdtg5bDW3KMFndLRhSy1v6IC6QyOtMUYgB/IwNpCODsIXnVwufYMnOumALeeZSQfaAIzBH3tBsN5yu0irLyE36ZRDAH9sJI7iigeuSJ/65KfiVh7jBXaDAFYDgw0nBv0FHybfb33rW8MugsVU4Uc//FH6w1l/iHERfCibctEBAjJTL8Ywxg7qzUQF7Ohb1MHtRd+lTbRaHAsf1OVDH/xQ8MExc/u63ug/8QSwzsc0aGkz7DGLHqSF4ytcrdfYf/QM+WgH9CT6cF9jIgMdMhDP7T33H5w/nhGnfMtizKGn/g65DwIN4w46AJ37r2m1Whr9gmt4UJ71hiM2lLz4N/QVFj7sdJpHq2Nnq0grK2lUwhXhmsLwYmkQFEVLkElLcwEmzwsQoMeo0Hnf/773p5WrVqbjn3N8WrhgYTQ+sxny4zhpqS+eE6DyOGnPePoz4pkC8uL5oxQoDKs95s3RMvpIHA0JONxL1e2PMAI4czx7AoAEDDbP8dBZz/rDWaEIT3jCE8NZ0nJ8GFnAw2vmORg6OY6TlgRD6WlcBl06JvUgUF88dzrbBz/0wXheQcujYfC0DBr3pUnDeWEAtTKS1w2NojH7Y7CjMcEZQ3SMnq+gw6F8K1asCIOvJduYAZGXGQedGCzJzzNYx2sGg3LhTBLoAG5DzulUj3j4I5IdBVbYMJx46KxIPOIRj4g2BXsHHCZmVQywDEq0VY49dBgvDDf4Y3wxXDgceQA7HGVmknQWnl0Aq1O0IoejB9as3FD/PNBBwOOkz5wUAyVKjpEk0OashlAWMxOcJ+pCm9HJkQX6Bz/4QfFMBboWhlh5R2Sg3SnBCHwYyN/0pjcl9IF6e0WJ5yLWb1gfK4CUSxorYMwQX/va18VzN+jBGZph45DBjx91Mf50bgbDa6+7NpwIsAYnnh9iYNFtl6BnFfNZz3xWDGw4oKwq0r/At45Nfu0ykY8+hiMErtSBB1FxeFitYfLCIImTAt4E64lXAHEwwIl6MpGCBysMrIBgiCk3L9t6DR8CBp5nLDD+zJjpz7QhfYH60tZgzKCO3LQDvJlNghM2hLLBl5cCWA3BDjDQozuuD4MWTpz7EuVblhBEf1gJYpaMXoAlgxd1YcCnPNqBgBzkZ1ZMe1A/JgLWEdPk9fZqGQMO/Q79x64xAyZQDwZhJmwEHB10lDqCBYMqgf6EbjAokR87QL3AnXakPfOAnOg9+OEA0YfAGnraHLsBXvQTnC9WD5nUokPHj9sI80MPsOXox7e+/a301Kc8NepOGfQ97Bj5wAenE+eRfoXtwCGx3hkX98nl43YSvMFet1YDFzBnkMeRNbbYMOQHQzAggCF5wQidwwbhIKNHBMqjbLc3vHxu++QjdWHMwgnW4wNhx8AJJxj7SoDWdhc7C+YMqtgR8jLI5oH6oZ/cjaFNscEOyMVEmL5G+62Q/YY/8QSOmlLHObqAXIxP2A+cnY0bGis+1EeW5Bb2dr/994tnQikbHFmFhI/xZOxgtZkxDMywvUxg6SfkwY6jD5YFe08/RydxKj1BP+KII2LsQr/AgcD4DB7wYRHE7Q5e6CQ2hDZkYg7uOFz0ZdcdnwGdQt/oG9gg9MMrZOQBA5xu7hrxvCuyu51cHkdjCG/zJ57+hs3kGWYmtJSJHPgT8Cf4uGTxkqgTNopxwy8igCUTJpwpVrypDxgQh9M4bZBAE4IG37jf60g1WDxzxDXnMiJxf5V7wgR13orngARGXKtizXuSnGv2EveYSZSxbvLivi3PgUjQuI9LOnHc41TDcRnPz0CjRohr/oh7nFO+FCXKlwFoxiE/QY0c/H2NfFLUSFNDxjMy1IU6ETSoxrNllK2ZRMSRhjwakOOaP8hLfV3/vL7w5z7xdddf16RXY8azJPAncC0jEuc5HsipWUbIs2H9hiaGEGo1IX6RSX8oh/vamgE4qhlH3QjQICsB3rQTgbq5fsTxvJEMZaTxh7ry7IkxpX4OyKfBJuoO9mBFfQhg6XYDG+SjnsQ7mJeMTbSNsSed5zfA2vzg4XTk9Dmyoidg53ogq+tKGdyvt85wbd0cHBqMMsiPXNSBfJYLOXyuGX+0W14GuCAn9ZKhhDx0G10j8EwEuuE88KYMyqINiDdG1Gn1ePtRF543grfDjTfeEHGmpw7maxqO1N26yDU4Wb8o02noA32JNnS49LJL4zkV15n4/By9s4ykIQPPktB+yEXZ1qu6HNAjL7KgC8aIeGSkra2rxLlccK3rNhgiey6L6XiuhgBNXlefR+L4Hw2kwYM06AnYJ+rpkMtBmchIHcDPAR21Xue6SXubjnzUw9eUaR2GD/noe8bF5boMOZPR13xtXeLatNSBeAfqQv90OnoFzrY90Gm1ILCkvQjQmh5e2C9ko+3A2H2HOqOjWj2KfPwBF/oZadBPpg/wR7arrt5qR5GNtjM+ZlpvD9JN5/ogA/gjn9vSOBDHOWU6jSPxBNfncj1HBlboMc9jydmPdNNxgV7I0Yh4/lBH90eujRv40taU63Sn0QfpM9b1vH+CH3UiIBd5aNO6nUF+cHB9oDd/bAZtRtmUBT/rJnTE1ccw7JTltb01vxxj5HNYLVtF/QmmpRzav9733BbQgjFtmuPq/PBHp6gXAVlsT8wTWvKjt9gdnofCNm/pa9gfeLhf5X3RZcCX/MjvkONOnGmp+2Wyjy7badYnrtFFsIPG6XEyyZ/YaHRaL0wEyt/09kxfj8uv83Po8+v8fCa86vmdJz/mPAVY04uv583pnH8mcdAQ7PFynufLz53GcSb09bzkmyy0oq3H1a/NK49vhRF0k8lrHq2OU/Gt0+e0pHFNmKzcnD4/j0z6k8fl56TXr51numM9X/3a+fP4VnjmdXIejnm+/NxpHPO8OU1+Dt1kIafLz00vgx+zXlYumcXn8reibxVnXlOlmYYjdIRtqVsr3vW4+nUUchv8mazcevz2vq5Xrc6f9Hoc14RtwT4y6M9MeJmWY06fnzuNYy4H161CPW8rmlsbx+okqy+stHBXgVUSVqcmK3Nb45Grnie/zs9vbR2m41FP55owGfZ1+lZymcbHnCaPy89Nk8fl56RPZX+4dc/qNXm4Q8Ddp3rI+fncR9NyTWhV/zqt8+THOk39Oqf1eUsHq54xv/Z5fvR5K8EBjninmZajzxGG9DzO9PX8Ftx5fSS+fu5r8zZP4h0mxhG/dekQupwHeVrFmVertHoc14SQiYc79d/yNeNFY7mIy/P4mjhoTMcScjVWi8v4mD7nxbnjm3xaxFEmIfKOQwR9nRc0jjdfx3F0IM3pk5Vb553TmQ/HPN7ndZ1xWXm5zuu0nCfnOW2dr/Oaztf1PObN0cG8HMd1PZ/5Or9pXI55+Wi6Vtd5GrgQfBuFa5bMcxrz4Ki1jbhkuZwAXU5rufI6+dz0PhLvtJyP46BzuEX7tdBtaG9BJ/nML5ezzpdr09V5mJaj0zg3PefwJhCXl1M/97XpnIcjaXk6cXmgbIJv95g2p+E8j2+Vx+mWn+t6nHnmacRZbh/r+bjOg+nysnxuLH3tvL42n1bxLpejz6Enr699JN7n9aPTOJJXKx/xuATPgTotlwf9l9YGrdM55jSOd1n1dOKdZnlNQzzDDWWYhjRjldM571RlOy3nxbmv83THuQyOBFE3xxGu8zw+J54ADwLxOb/8vK6TkWH8D3SmNQ/z4+g0zrVaFuX4sRWn+Vin59rBeFp+8hh303CMeB0tS06fn0eZem6Qf9OFlg5Wq0x54a3Sp4sLodQQkwVAsDGZjIb4v1WOVrzhyW8m5bfKX4/bFhmhdePNFIN6ebfmenvX2TLkdagrtq+hdZ2d7+9xzNsplxtZ8rSZyGZ607aqn2nyNOL4oXt1GcxrW4/wo4xW5dV5mdbxM8lj2tk61mWarXL+0fn+I+GQ68Vsy3Vr+0EuY962ubzmncdBW7/O88/k3GWbNu/jjtuWI3LCI+fzt8o4Wfnm6zrkZU6WZ1vj4c3v1oyxlo8yfc6RUJfV6aS5rTn/e4XG1PQWpTeEd7SFpjKumI+m4SgIm5f19DoQTcLxEwNfz5fTkQafaeUYBz/PWz9vloMzK54u33TNdEfoWI+rX0NKXF1Gx3PMg2kdZxkm42u6Vscc+1bpeZzLpTyXFcetzZeTTzg3/YTI7CKvA+d5W/k6j8uyNmXJ4zifqm5TydMqzXEc3U6UkWPBtdNyeuJbhZxXPZ/pc5qcJ/TGzMc83fm35QjPVuXlPEg3jeN97fyOn+pInqlCPb1+7bx5G1M+IY/L8+Xnzfwt5GhFZ/pWx1b0reJuTd6p+EyWVm+Hyegsz3TppuOYYxvX4/qQ0/gcvsjidvHR6dMdW8k1VZz7AXxb0bk80lwPzi1jPU8ub523aaHxufnnx1ZpjuPosn102kx51OmQM5fJZUCX887Pcx6tziejdTnbKnteRivejuMIb+qUx+X5OXdaPd7ymY+Pjs/p8zi3dSu+1ps872ycT+Jgbf2+D4UitB6Ui/0fOLd3TVouvJfMDECergfkuJw08CaVHjKLsuCf83UmyuZNCT3Y16QjjgC98xCXXzu/j7n8rPLpobfmFgukEVxPzut8HZeXncfpwcJ48ybn0Uom4vRQZJM/GHBtWvPkmMdxXQ9gbznraVy7XpzDSw9VxnYZnDfxEBY5HbR5gD/0hLwsn7Pkzh4heiAz6HiDhTd0yEPb8iaLHiJsxuV8JuMNTau6WU54u3xoHVrxc5yPvE3IvX2Wn8/+09khp3nx1pv1DJ6tyjEtaXqQMnZLpn686ZTTG1/6EFtfkKaHPuOoBzNjPzM9NBlv1ulBz4ivl+myXL/JjmBvHnoANeSiPIJ5cCQul9FxelA5bps4z2TlmJd5+Nr0efv43GVA4zjT08aOow9wTpwD5TjdZZLmcieLcx7z4ZjHOX8u21RxOR+fx62kcYyJc/5cJs7rwXKQ5nPToB9uR/i1ks+09fJ87XSO9bgcb8pGhlyOnJ54vbgTu2zDK7dZudz5eV4m+fNrzutxloG+iJ0wfZ0uEvTH9NTDfQm83vGOd8RWBM7P0WMPdWLLDfoafLn2Ebr8nGsH03HNuX+m54gt0UPxsUWGHoKewMu4mN58OeZx8HUc+y3pYfRId/24Zmsg+DuQ3/wdVz/mfH1uGuyFxxy2S+AtdHgSTMuxHuf8Pubp0DuPj3pQvGlj3XYzLcP0lGEsGL94s5RtKnI+tDV0jEW0tcs3RlwT0BufR8Qs/Wk6WBSGEFQABwHvDyFpAAL3qb3vA2lWWipjGhTcFaKjEEhncOVVW/ZiIaDgBGidl9f/aehB7XkEf/M1MBh+Apvp6Y2AOIcO54gAPT94+n6tr4Ng/A/p5IMfchEY5Niin0Ca781z7vpQN/LAk8CRcpzO0YFPb/z0Zz+NS/OYTCZe66VjEngVHQzq5YCB80PnsojnHDxpM9fXmJLGOUfkgMZ1pi3YZJFAWr/2H6Fcy5vzcHvBn3a3klsOj4M8z8OnVNzOdAC/BozjcYZeP2bQx/Ei1OuZ86YMy5/XjXyuD0fa321CmoNlhcbpHN1m0OkNl9iYkbjvfqfxjUPoCcuXL4/XpjkHM3SC/E43X+pAWLnywtjYj9eX2SqCdNO6fPZ+cR/idWZwpexvfvNb8aDtvvvuG6+FO68HWPjDA3rkIIBPHlzWueed2/ymFsaSjScJU2Ht8qDzPjnOw5GQ60POy3pZxwY9Yo8f2xLKgIY6UQ/Srb/wpl7WPba4wGElUE9+fX1bmnlsREmHJ/nrcfU+TFn8aEvKoQ7IQX7zsW7kcbl9McaWm7ohG8+o0W8dnN/YEG894Zz8xsB9MurOesy4/qGbbJlC3eDHL5fPdMaVo8uD1u2V22TrDLK4XZDFeBgb8wRD2ws24kU/oeeTPPRjAnmhMb+6XNDkGFou8rgc8wETbDGbGROoR24Tct6US5nI6O0r2LwW+bylD/lpF5wubBJpfMqlLq/xgpbzerAclolrfq4X8bQXdk1vFMYkkzjLa1ndn4lHFn55HDypEwHnAKctD2xLwrYdbM1DoO70MfjnPKkfvIkzf67ZA5EyCFwT9KZs2GzO6XNMAgl5HydPq3aAzjpFOgFa/9BHB7ap+N53vxeXyItcU/U/Y0cG6KkTMrmtmQCjj3e7692CJ2XixNHW4EJb8nC8dcQYQQcf+HE+26H5LUIqxJ4dzLCZgQMA+8SgkOwDguJQgX20iy/7auAMnK69aNgjAyPOXhM4Cuz5wSai7JnBBmHsP4Oh995Ry5cvjzQUhcrr0xex5xT7VaFUbIKGYsH3+z/4fgz87ANEeeydQkMyULFXCXtW0GgX/PWCeLsAUPkGmPe3Yb+fHESUCqBRJN6eYldg9rRg0GNl7AEPeEDMnsCBNPak4S0TZlTs10THR37i9dmTwAa52X+JfZYoS6+chjPJXiLsTcMbKuynQucHP/asAmtomYmwcSkP7rHvFqs9YMnbLewxwz4bKCYGDX7swXTnO925qVAYjbdovxy9Ohr7LrHPCHKwp4j3v8HhYb8jOg4bRVIv8MRhpr2gY1ddsKQ92Y+Lt2lw/LwpHt8zox2Rgf2L2IGadvb+N9TF2NKp6ARgCj17u7AfCm3Lfj3sa3Kyvv+Ggf78/3w+2pl9b2gzDAhv94ARhth1Y6BhDxQclxjQ1IbIrk89xC7BzGa835axRQcpB33mLTlk5Zo2pM2oG9jS2dg3CAzByflxNNhHBV1kLyf26MF5gtYy6FXvmEWhT7/85a9inyCcTPJcvvrydNHFF0Wd6QeUST2RlX2E0DEccW3rEPWiP4AXb8nQZvpkRvQjjAV1w0HFYaXe5EP/0UMbStqAunz2M58NOvbnQhcwMsgJtvQpZCA/16yYYqyJIz9l4dww2UAvoGOvN/aQO/7Zx8eeX/QTHGX2J8KYoQvMrNE9+pb1gPqyBx46BfbUmXxgyRFs2eeJOlE39hBi/znsDl+AQAfBgokXfZq6sPcSezthn7AD7C9F2aQzWcBo0tb0VzaHRdfpv+g79aJN6YfkJQ2cwR35qDO6TV7koDyu6YtM6sDOeyBpa4XYhNSr+vR56sXeQeiQbQDYQIs+095sFgvW0GLD6Cvveue70i9/9cuwbd7bibagbDYFxS6AFdenfP6U9Nvf/Db4sceYscZWMIFlTyr0i/LQOewG9oS+QHuCLXvx4QywFxhtQpkMsuyJxMa4yIeNZwWFPcnAZblsHv0YPUfH+BID9uNofUEDDGg7+hk4078tF/adumLTsW3UBTsA7ugH8dgV+gz2BjnZ9RvbQf9EHuwstsH2xn2PcpEZXaBPYkPZ+xAdRi/oGwR0nE2hkQ0dpX2xu4xhBPSYlRv0BV0l0E7YAQJtwWDO/kesztuWxNgjuegP1IHNT8EGG+E2MA7wxSYjC2MYsjD+IAftALbYRtqF/oAeURZ2EyzoV6y0v/E/3hh7y6Gz2Cv2E/z5z34e/OAJhrQXMmMnGDPReWTDzmD/qS92FBrkpY0pk73Z5s+fpzxfDDwY7+h/9A3aiWvajvzEUTfrKX0Pe8W+duyJhf2nT9J2xKF76AIy0a7se8XEmzoul24xBtPP+NHmjNv0P5fBmMCeabQ15aMDbPpMf6St6UsEdJB9BLFp9Bl4YftoO3DHIUMP2ReTNqEPYd9s84PJ9v4j5hEkdHxDjT09pDSVgIp4ARHfahMY8f0eCRjfPSKROPaxUANUarygl+Gq3vmud8a5Onx8J4gLvhklwxZ7p/B9JMqTgan4Nh5BO/c2v3fEN67Yy0gGvvmtJPhLAeO7T+wTIiPdLEfGK2RTQ8T3hjQ4x94fatTgrYZq7nUhJyy+M8VeSOoIlTpP7JEhIxGyacO92FOE/Wn4Hp1mKfEtRvZJYQ8m9jNhryPqQDkyCvE9RQqSRx7lEce3vgjarLFSY8Y53z4DMwJ5CTISsbcG58frG2R8+4jAN8jkkMV3k2SoY48ZbWAYeAeB/mggj28mUa4MVnyXDEzBstIrhewXw/emqIM2SavW3rw29pBSh4jvLPFdN8rQxo1RN/b90Q7mkY/vLhFI14ZwwUO6F2VS7lVXNva0oR0JPiK/BoOQU509vjWHzmiAi32ekJNvQhHk7MSPPU74jpQGyPiOnAbR2B9IA0XsjSLDHt+0I4/LUWcNfaCdtElk7EFFOoH20eAU53wbjLbjyLf30AV1/vguILoLFhqkKxnYoDd/8oMfedRRQ1fpFwR4ENBdeBP47iZ1Ry4ZzeDZaIcqvrVFvAxAfIdOg1/EkY/y+W4e+uBvXvFtQnQcPOBLG9B/iKNsbRrZ/Dan9chya0CNbzjCWx+mrvTpJ05Dz2XAYt8adGGgfyC+++Z2Nh/qSrsRTj755NBX9IK2xzbIYYvvvclBi/4JHTqszRY5jcC+NnyPEbnBlnLpNzLi0edoH75NRtutWLEidIt9n6g/gW+uef8hvvl1zp/OiXgwADsCOgSmX/zSF6OP0NdpH/oo/RYZOKdM9J/vjGFTkIO6UF85zWG7sCvaOb8aGh4KWTUYNumwWegve/A4sPcQ3zgjaCLZ1B2+vXbNtdfE99GwfQT0h/rSh7GTtBN01F2fpom+j0z6jEzIGZn0hzLlwMYluuvvwmHjtAluxLvNsTHoFkEbTgYOXNu2UrYG39g/SANP7NVEn3vmM54ZGD1b33qkTthGvoGJXcS+yeEPHFdrDyE5wc1yKZ++Aa7YDtqYttBEvNKKSsjBH769qclRXJPnjF+cEd+qs/zYXOpGP3R/lQMc34jU4B/tFLYGe6OfA/sd0cZgyDn9QY5VJUcscIbO2BDPN0mpE0GfZamoD7KjG9hL0uV4RZw2+pxQFn2a75YSkBX7xRjn8Y49tNB9OXzRx+gr6ATBMvzx7D8GXvRN9Ayc9SmlaB7QaAAAQABJREFUkIM+Qn+kr6Ojcroin3Zfj/3K4OO+yTf36BfkB3fyUi/qAQ60mZw4skSfZPw0jvRd7ChjEME8sSnoOwGdgQeBPsvYiJ4wFiHfqaed2tQp1422lLMaeZDvVH1LkW8Ly4GMOHiAB+Uz3mhRIL4Hiez0C+pMP6VP3nTzTdEf0C0HxmnqR/noqLZoCBsoh69ZV8sCBrQldeMcjNERyuZbv5pgVOg6OFCGJkOBIWXZprvc7XVs3iJUAc1VAmYnfMqCEDNYLd3ileJp42WrwpHGCg2zAmaEeKYE0tklnEC6wAtPFG+RmQqBWRJeOdfMPARQeOHeGZXdnZlV4KEyyyVAh8fsWTKeKbe1mIkjGx4vMuD9cp9aStgsj3wCLPhIIWOGykwLz5cVJOeXoYvVOrxdZst48GqIWKrHG2fmhewyNiEzs0opQMw+YI5sPlJfAuWxazmB/TuYiRAsDzvTembMLIQVJAIzASlhPAdEeaxEMIs2HtBIkWJXa3jQTmDApxxoP829ov7U4+prro6Z9ZKlS2KG6X1EKFfKB6uY/TKjYFbKTNezAstGvWVsYqUydm9e1PgKuesMxgRmfzy7pI4Wn+qgTdkRH56sJqArlEFAZlb4Lr/i8qgXM1j0hzaEnpkyOscszjsIuxzajBUCVpaQjdmYAyum7PZNYHYJ/sx4ycusDhkomzzwIbgecaE/zNJoI3asZ8bFrAcdJMBHHT7ysFpAYPdu+FEflr6ZJYK9DFjEM0MlnvqAOas0BOSbv2B+lEUd6YfkRT7aGtk1uETZrKxQNjsKw4tg+eNi/Npthi7w/TeCsWblkH739W98PWbK1s0cV2QkIBszfmbprGSDA23LaiJ8WPElsOs5OupA30V/6UfUBVtC33KbMZOXYxUYMkun/dB9+iShu6e72SeQmz5BW2An6JMEOTixMn7sU4+NfsDKDPVmRQve9AFWE6gf8jDz3XOPPWPWqglDyMIqBzJhSzh+5ctfibZhRYSVHfScHb+pPzK6z9JGYENAp33LhlWWm9bcFDaPlSwC9oVVpCPve2TMnlkF4I4A5YElfY5yqA865UC62xFs3WepP32D9kdnyaNBJGwDeVm5lLMTbJwHOyyHIm6/oc/YCXC9173vFX0ajKgH8ey0TttqkhMrqqxOYcuQxzaNc2ixjWDBaiArJdTVn5JBAOTAhrH6QX/iSx6sZCAPgVUGMKV+5CVg49BP+tEEe6P8DqzcY+vpX/A9RjuWM86gt+QjuK3AiDiwJG65VkzQNdqTsqgDY4UG+1gtxW7ktkTOWHztAJ60OfgjF7hTL2RFz7lVBy4E9yXLMDoyGuPUGVq5RV5W2eCFjqGn2BDkx86xIoPM4GE5zMe4s/JOnSkXOw0W6D39EjtDoK24pu6shIIVtLkNgw6e1jPKc5/O7QV2KGzzylXRr8nnOoKj7TlfQ0AObDhfDiCQhv1CZ5EJ2ZEJ241twX8AAzmv6U3/8aZYLQYjB+wGOokM6ChjAzoFr3pbuy4csRVH3P2IqDc47avVK+wA7caKNKvzjC/o42yGhkcwXgJL1nRcfjgGBJSBTsSPBkBQDAKBZV6WjVFsBi0Cy8sYDQJKC3goDIMKnRygGABZRqcDYnwABEUmnsCSJMpH2YBCYJkYPshA49oZ4dMyfF4AI0xDYuy5JceyJAaMAB/yEgCbJXHqhzwsI+KoUHd4MoigDFwzOCI/BozlVZSf21XupNz2pDyMN8EdAaxQNAKKgIEmcAuIZXmCFVSedhM7ynWnQj6MGIMOgxUfYmWJ3UvfwUR/yE+gzTAUvXN6Y+BEfgwXS8kMLCgwcfDFGCIjykanBhOcWowzt6PojDxPAL1m0jE4IhuBWy2cf/1rX49rY0x9qD+8UG4+w7PP3vuEvrCca4cNhaZcAufUd7ddd4vBEDwxcBgGdAIdIVA3lx8R+sMSO4aFbwaSbuxJx8jg4BFwrGhv2oj2RV8Y4NBTMKDtCcY9LvQHnugNxpwBmTx8K9MBnUd+8CFwKwuZ4Uk7EPi0CA4m7Uag3pQH5gxKhLP+eFa0CfrpPpTrAeXjKFAW/Y00nET6EcFlxYX+wJ88BDBxOvn5oU+UzwdW+SxGXXdpO4w9AWcZZ4hy+Z4Zt2TgTxtT1z+d86egYwkfp8QBQ4jxRFb6Dm1BmegARg1nAqcEw47BJcDXsoKD2544PztCfWwj0GHKRP80K41JFZ/CQP9pc8pGf7FBtDtycKuTcjgngAftjBPIz/2ZPkD5DDI8woDtwaa5zyIHtoOAjlhu6sIARj2xHQTkpHwmN+TDocTppW8zkKDvfJoDJ8eTiMioP9gzAjYD20Gg/kyoGFzghx4yyBkXbqNgn9AnyibgEEBHedwip944FrQR+glGyA4+2AnaCvvFp5IYyLkVT1nkIzDAgS12Al2gPbEfOJiUAy2B9qGdaR8GWvoc+Lv/00boG/XzmAJutL/7I/YG+lP0yIkD5SI7MpCmlZeQBX7wJ7itOEef4UkcR9qcsG7tusAOG009sbHcfrOjDw11OPXUBvbYRGw5+sE4SL0YezhnD0LqktsU+ggfcD7uX44L3kw0wN19HVnd38CRfmvnmImjPwuDHAQwoQ3QE+pMfakPt+F8a9K4cUQ3CdSfsqi3sXcbUb7tBbTWZcqBB1jAm77Ryl5QBjaCgAOJ7oAH8hGQjb6FvaK90EHbAWwKek+Z6A23XbHVOF8O5GVMRk76LX0brKg3cfWAPUBu2nrjpo3RHtAx7qE3jOc4f9QHZ9njUp3P9rqe8AwWzhKDAeAiKOd4kBgNAAAIBjXouC+NYQV0jBEGg45C56ZDAxKDDx/tRIFpUO7L4uVSUWZIAA49PDEmKDD5MNCAj+HAocF4dHV2RSfAoUAeHCiMCUYEJ4kOgtwM7PBiRYFOzb12lABjiZLR0MjJPV2MFgYAGagT9CiUn0c6/vjj4547yo5DcfPam2PlgYaBHkcQGbjGiFJHOg+NRv2Ix6BipDHQKB+rf+78HOmE3DunbDqfn/+gznj3eOzcr0aJiYPOMw6UjBU0ZmLUEWcKLJlV8UwcHWuP3feIWQnynfhh1VnGAr4oLqtp8ANP7lODJcpLOp2bARW8MYzogm4ZxWBJJ2WAZubPPX+vklB/6kQ78KwC8eDNNe2D04y80DGwY9TRHWa01J1ZEoYWo0+nxulmJYC6MavG0XQZOJrcs8cgo5fMctAX0jGKOJesOrJigBGkLZi5oCusqK1Y0fguGEYHbNB3sCZQBwwp1/Cn/cAS5wzdocPSzjggPPuCnMhIPagvhoA60JkxmM97/vNi9k7dMcBgTj3BGwzRQQYn+gv1JY8HKwwO9WZmyWqty0L/KRP8SYcvMtHXcMDAGmNGW8EfrGlLZEQOsAYLBgvq5HrT/vQ59GO5+gVl0P7UB5yRj3jaj1VVjCr6Rn+zg4kM9COeO8E4slKBISUwUFIuPPmhg/CkHXj2hJk97cjzXdQZ/UCX4Ims9AWMNzLgnNAnmPzQfqzY3P9+949604dPO/209LznPi/Kx0lk8KRtwRD8aCfqRDmUzayWdkFW9O/tb3t7PCeDfmCUsYEEBjbKgx+OCH0Fp572Q1bag2eP6PPgifNB24APPLABnFMHnm+kPshFP3ag7dBdyuE7gdgb9J0BRrd9o45uc8rUbenAmnaHnjpSH/oNz52xwkdAX3CQTv7cyfFNVuwNbY2On37a6eEsofe0ESs01I8VU3QZu0qdCeCLYwU2nKMHyIzeEqgPE6Uf/uCHkYaTrVs20Z44hwzCTLrBgTb/xZm/CFuK3OgW/RWbRD50AwzBkr7HWEO52E09fhGDJTpGn0d30CvsAME6Sd9B9xnPsG/oLH0be4le4ciB941rbkxHHXlU5NMrB2mvO+wVOsoKLs4ntgQM0BPqzHcImUhh4xjY0RvGNdqE9mE1FlkZKxjfwBpbiqzoCbqDHCtkj1gkwKmlzeh3xOFMURf0B/uObYMH/QvdwYbg6NHHcZTBDXzoV/RrxhxsGfqOfOgT+k378KNfcScGnrQxuo3sOCToCZhh+9Ab6ko54Gvdwz6hk2CDjcFGUg98A8ZGbNnLXvayaENkok4EdItJ5t577Z32P2D/uEOA00z/YOxnTKIMZEJGfAfamkkuGNBf8RO84EBdaFMvIGCv0FdsC3zAmEkyeod9Qz7woC2MRQi2vf+o8ZpBDkicS6DmPVopdNyfJI5zB4HZvCYf6fLim0GN0uRBEkGK18wj56DJl7xR5uhI3DNtUDf+CoS4/8oV5ftnGnnfzXKIGxwYnMCDe/sCOshdDheUjzyEKHu87lxrIJrwPARxari49825A3VUR4hLeBB8VIeLe77EUQcZc04jmMbXm7dsjue3jDXxeT1lYOLetemdn2OrNoOuji9x8ugnfE/KeUnTQBb15tzBPJDFgToPDja+Y0Z8zsM09WOeP69XLj950Cm+MUXI0/LzSBz/g8zISHAZ0DrAry4f8tMeBMtCHud33jwf5VhXnO5y5MA0dQUedV6mc3k5X3SKAA0/p+mWQlyT5jg52PFMhlZO4lklrezG81w8w0Vw2ZyjL3IcJsgScomvA9jImMalZfQRfPqydnC88/oa2cDTwfG+RlbkyIOMdhMv6F0/IdA8h558yOF6mTf9Ku9LpjWWLqvehykHHnk5XOftDl/a04F07IvLzo+Wm/zmkZ/TBlNhY17ob112p3HM9Q75rLs5DfISn+PC841ykiLebcDzOzyvimzgQzAfykHP85DrPXSuMzTI7Wt41fOaL7RgaIzI4/McL+jQSfI5nbiGvdn6LC1xDuiX60FcnZ/pOFpeaCwbsvicds/xc7x5tLIl+djjek2Qf6spCt552xk7+Ody0FZu8xwH6HLZuab+/BxyPjmty5ogmzK5jqRTbp7OufPBn/pbj7h2Xp7xveyyywLfury0nXmQNqLx3QE74Ho6LsfT/J2GftnWE5fXzzQ+wpf0XB7kME/qQX0cHO/r7Xmc8U7uduxUeJzi9RG49vlU1zldfh5MWvypl1MnqfNoRS+A08pVK9PBBx0cMxLzyPMK3JgdtEoznY/QuBzOXe883TROm4p/nZbrepiKd53W1/U8xOdxU8lkOh+bPDWb05zHlxP4NSNv5QllEYxZvexWbKeiacUv58/5VPnz8nK6/HxbeOT8bm0+ZqGsGjMjZ4WBlWNmhKwGs2Jq2Xysl+lr0gmTYZ3nz8+d38d62lTX1recJj83Tx8nS8vjOXeo16VO53TT14/mZbr6NfQ5z3r++nWdtn5t+jw+Pyc9v+ackMvnc+JzWmPNagCrI6xoOJ2VS94u9LNZpnV6ziuPMx3phMnS8vg6Xatr4gj1fK3i6jT5dX4eDGt/pkvP6wctwfhOdw3tdPynS4cHYaZ0ddptyRcFZX+my0s6IceDc+fTBC9WiVgBM21Oz7lpOSfk185j/vX0+nWel7RtDXn+/Hxb+cyUfpsdLDOeTrhW6Xlcfm6eHCeLz2ny8zo914S8wXJ6n09F1yptpnHmnx9b5a2nz0Te6Wim4zmVHK3SiKuX2SouL/dvOW8lw1T8pqNvJWsjDq5bncWpyiBtqnKmSpsJ3zq+rfK0qkdON116TuvzqeTeFn5T0bYqo1WcZcqPk/Hltg3/c9xa8WwVl/Nvdd4qz2RytMpfj5tJ3lZl5nxyHvl5TuPzVumTxZHnb8Ew58t5nV9EjP/JafP4+nkrulZxzjdduabjOBUfp3PMMeHaoVX+VnGmrx9nKutM6eC/LbR1ebb1erqySK9j1yrO5bbit6305lU/TsUH2lZl13lsr+tb5WD9I1WgFRC5EWYVi1l/CQWBf2YEcqPgGXce989ctyL7bYfAdLb7tpOklHR7QKDo09StOMHBssEmC96or+ueKek5sBh8aJzH9DmN8xDHA3v1QHyexrnzmLfzOM3XeXk5D6f76Hymd3w5FgQKAgWBgkBBoCBQENieCEzwdOzIcMQZ8TUF8oYFbwUQeDo/d1JwmLi2o8W9fj1IGXG86aGH3SIfNHau7OyQ4LKcRpzLNm/ieGuJZ1Gc5iP5cx5s7XC63jjgzQ6eWyE4nTycl1AQKAgUBAoCBYGCQEFgthBoOlg4HXojI15d5lVOHBEcKTtHvPLJK728Ts/WC7wy6sC53gAI54nXS3l1nS0Q4Mlrrbw2SoCX3jiIczs6dnz0VH+8emnnB1n05kCUg+NG4PXY3ffYPV5h1RsF8Yq73hhoOlyc8+ovMvJ6qN4ciNdYyUt5vBLPa7qcl1AQKAgUBAoCBYGCQEFgthDoNGMcG/ZKYb8ovfoZ+2+wFwWb7LEHCKtCODW8scSeHuyDxD5A7J+i14xjfw32qGDfDfZswqli7w1WkthIj7092HuKPTTYr4LNJ3F0+LF/DPvysIcJ+wjpcwKxgzJ7irDnEw4Wm4eydwX7aPz+ot/HXj/s0UEce86wWqVt/ptlsukgwRuJUQ/2kuGZLPa+YO8SO3fGoBwLAgWBgkBBoCBQECgIbA8Emg6WmfGZGVaa+EQEu1PjMLGZGI4Pm5CxoSPOERu/sQs7q1xs9Meqkb6DFXnYXRtHiI3ntLdIbObHBoM4SWy6xgZ8rHR5ZYuPXmqPkPgoJ84dDhVHNg1dvnx5fMQTGXjtmFUp8rIZGTJwzQoa2/OzyRkbAu69z97xyQrqhJPILUtuVbJxHU4iedl4kLTiZLnly7EgUBAoCBQECgIFge2FQPMWIU4Nu8Oyyy6rSt7Vml1UvdLkt/F8G4/bcezCS2BHVX7cpnM68Tgx2tgrjuyVQfCnIkzHJwRYjdKHI2MXeOJZScO5I3BrkFuQrGYhC44Wu7kSvJMrZbDLLOGQgw9p7MQrPjiGpLEaxk63OGp82d7Pe8HPckTm8qcgUBAoCBQECgIFgYLA34hA08GCD6tQOFrcRvO39Fi1YnWJh9b57AaBDQ6h5bMIfIKA1SYegsdp4TYfdGxlT2A1jE8ccFuQT0JwrS+Qx0oSzg2B23w4VPpqeXryU54cThqrTvCEN9vke/t+ZIM/chF4Vou45Vrp4rM4yMo2/JaVeuCoIRefRcCRo9ze3jlxK9PPcBUnK+AsfwoCBYGCQEGgIFAQ2A4ITPgWIc8x8V0mHBacEJwaVn/4HhIOCk4SK0dc8xA739nDsTnppJNihemEfz8hvhvEShXfgePbWqw67avv//DdJT40yrfJ+C4d347CmaMcjifrO3d8q4kH5KHne4bIw06xfJiR70dxu5FnuHDkeLaK1SscLeRhlYtbjXzfCGeNL5TzrSJuCbKbMd/F4jtmOG2szvHQPrdAWfVilY1gh2874FpYFAQKAgWBgkBBoCCwAyMwYR+sOg6s6tSdjjzO5z6SH2fJt9/q/Fpd53l9zjNWPM/FQ/F+TstpOY9WcXm6z6ejmy7dfMqxIFAQKAgUBAoCBYGCwEwQmHCLEEfDwU4Hx/yHw2U6rz45jnicK9PDy7R5HE6Yg/Ny7XOeseItRTtqXumq8zI9eev8c9qcDlqXbxrSSygIFAQKAgWBgkBBoCCwvRCYcgVrpoXgqMyWkzKbvGdav0JXECgIFAQKAgWBgkBBYFsQmLCCtS0Zc9rZcK68yjQbvHPZy3lBoCBQECgIFAQKAgWB7Y3AdlnB2t5CFX4FgYJAQaAgUBAoCBQE/pkR2C4rWP/MABTZCwIFgYJAQaAgUBAoCGxvBIqDtb0RLfwKAgWBgkBBoCBQENjhESgO1g6vAgWAgkBBoCBQECgIFAS2NwLFwdreiBZ+BYGCQEGgIFAQKAjs8AgUB2uHV4ECQEGgIFAQKAgUBAoC2xuB4mBtb0QLv4JAQaAgUBAoCBQEdngEioO1w6tAAaAgUBAoCBQECgIFge2NQOf2Zlj4FQRurwh489vba/1KvSYiwCbH0210fGt1go9zbf0w2cRyy9X0CPy98JuJTkwvfaHYURAoG43uKC1d6lkQKAhsMwLlU13bDNntPkPRidt9E2+3CpYVrO0GZWF0e0dg1apVqb+/v/kR8tt7ff8R6ufPsLda7XGaVzOgcRyyc+7PyvMsBOnmQ5ppTaOoCMSPjIyk/fbfPy1cuDA+JN9qJYvVq1UrV6ah4eHUrtWuDuWjnGH9XI5Om8HPY/Qopku/zfqN6mc5dPp3C8jAYIA8+rKs/uY/EDK67eN1cw05Gl2O1Gwwozcf6ExLHDydD+SIIwzphxRbgzkQQy5KWKDITWIHtXPqdFbD6OhoOvDAA9O8efMm1YlZFaAw/6dDoKxg/dM1WRH474EAs9bHPe5x6fvf//7fo/hS5t8BgfPPPy8deuhhCUeqvd3ukdyE8Y/bDw0NpSMPPiidvfrykO7u+nuOfrgRU4UPKvEq/U6ciujvkHagyryoWe5eOuM3ot9l+t2k3yL97qAfWOAU4UriJl6h35H6kb6Tfhfoh5PVp9/l+u2i3wL9evWbrx8uJk7U7vrh1pFnQL9N+p2v34X6tQ5wulG/1+q3Vr+T9Lstw2WXXZb23XffW+jEbSlDKeufB4GygvXP01ZF0r8zAvvsvXdIcNid75y29DF4bJ09e5Ydz2gQrxUNBmL9aa4FsMoxpuGXWfgoSWYwPiJzGD9t5oFvh/4EK/LrpE5nNtASGPo6WFEhn85HxxplehUm6JQ+Kl78CDnPiLgVf1y++ZmF42N9o609dbW3pR5FdqjQUTkvQ5KBYZwhF9ou/Ql8RFdJziHRqArCVD8dkXVJV0eaI4Z9w6MxjFM3jFmHeHWLYLfOztStsm4eHUl91FMM4DVMuSplrtJon83i3SembXKgRsBJ6YsXLEjn/vnc1NnR2jwiRwSdHHTPe6X1crDmHHxw2nVkNB2h1r1ZPDs6RaSGXiZZqFunaHdV1L16u9KCjvZ06sb+tLPSFiuNehPMVtUOF6ahI3oOTDWuFNerM3RnWNc9Ou9RHYRM5BwGIGWM9lS9IlbXYE7SkPLAHx3s0jXn8IFnty4O6uxII8q301hXGmnfNQ1WO8tFmqd8Pam9OlxMRlJn51ydXyfnQlK376T2WJOGtaozVvWnto4l4ibnq61b8XKcFFeNDYj7GsUJRxpO6SpC6ZKu0q9tnvjM1+keSlubuuadk9r6D0ttg/PUDjeo/K60u+qAO7ZmdCwt1vn9ervTlcNqU7XXfXV+9eb+tFasNkedG32DulMaRwLnrcJk8XVanOve3t50wQUXpI4OelcJBYGZIdDagswsb6EqCOxQCAzrthFh3dq16brrr9NgxfDVMOAMWJjeLhnjboY1GfyhqjF0dsrEt2uo6WjvTKPtOBSjaWC0MVjaXJOfAaFRgsYd89ORsZrB1ulwzQcHlx1x+tOlzB2iwIHp1GCO48AA3NPVpYGQ67E0qNtaY5LJg1HOT+ynDZSp5W8NhJw1QsTFKXwbHPnLTaVODbLhsICJnJ6Fwmlpd3da0NmV5ug65JFs/RrI++SoaMlIY3VP2jI0kjaNSFaVAw6M08jcvWhhGhwbTddv0QDbLqdK6YuUba4G4vlyrm6e26t8Q2nT8FCU39PekTqUcVhAdvT0pM0jY2nD0KAG8ba0QRx3FvPdujvTss7utEeXjiqDW1GtQsNJkCxKHBKPS3U8cM2a1N83kG4cHkhXiWBOd3s6tLM9DQ6OpnNGqnT03J50+Py5aelIVzpzQ186f+2mtEwe8MWqT0OLGm3KOfoyR/XBiRpQhVkLou7EjUr+IeXpxXniWulqzuCBIzWm63nyxraIh9t2Lk6KHKhROTWb5EF2iGahiOdJf9eJd6+uN/R2pnXDHemmseE03D5PfJemzaNDaaAH3ZVsA72ps2s0tXcMyDG7Uf6TnNTOTWlLNScNte+exjqWynFaJLXXLfTOPrXTSKqGBtSMw3Ju16XO7v0lzwaB1qk0OXNDW3Qu9KubFCXnTOW2VYNy1hakxYNyHMeuSoPt3WmXbjnTPb3pGrXjRuH1G/RW+XvkXO232+L0OLXxi69ck3ZRXTbSMKo3fYq605doI845OkBFIH4mAadq2TI0QtyjjJnkKjQFAfpyCQWBgsA2IcAtI+zsmAYsDDcGG2MdPyUwQ8cQD+vH4BQ0+jMiR2JMAxuDYDCAx3h+jYERSCJw8E9+Q6xyBK0GVeJZyXKIrPpDOok4cwy2Q/rT1YhVdJUGNDiN6q6Ohr6GTOIB7xmHcRkpQ8OkVprawlnjRlEMwjo2EEEM5OOntBjg5WbJ+RkSBjHQC7uqX46VBsZuOVMhkPh1yRHoDSewLW3qH0hbhDU3j8BriJFTpL0aaLeMDKS+zYNpveJ75Th2xbrUaOqWc9Sm1a1rB7ak1XJutEaS9uzqTcMaJG8e6ZejKQkH+uJm1U5aAls2tyst7ZHj09Uth6EjbdmyJS2Sw7ab8rGSRnC1G1cTr7Vek+6ohF1UxxtHB9LNciArOQAHjranXeVgfV8IP3J+V7rLnB452FW6ZmA4fXHtxjRfdb1JeBAafxt8OZ8jPAaUVrXJKRTdgHjMV8X7hNky1X8nOZDXa+WoTXVhtW5IeHSKt/xNMdEqndqd1al5SmtT2qjS2pW3Q+lLRbRIcQvkhW+W49chh23Pnu40IIfz2sEh5RtO8zrXp8U9+6arq66QY7hNrooc1MExrQpWi+W4r9Hq2Xq1/aI02H1oqtReHb1jaXRwvdp6jRyrfvnQyLdZdVgqIXZKw0MLUnvXGsXdIMmWygmT59S1KbWNLNBq37VpeHBQeQ5IS0ZvkHO7Jq0WEIf1Sjc6q7Sqb3PaoOsbhLUuNYForGb1qq7L1GYvW7Ig/dfNG7RCKIdR9VR0dC+wbWhg4+hz4gnGvXE1+V9WsIpjNTk+JWVyBIqDNTk2JaUg0BKB3LmJVQQN8hhrjX3h2GgeHvls0EfxnnSBQ8ZKFANA0I5zx2/gthW3eLiVhDHHiWNVpqejKxwSRs+4Pag08x3PHtfwdWCcRS4omcXj4DD4cguIgHQZecTN6I8yIbv+xwpZtwZdZOzXYE/58KxL16CVDKr7oFaioMHpwZkBgw3KOyxnYkAJo1oh3ElLNQt1a65dTsSCzp40T05Apfh2OS6dWpLrlAfaofMROV84FzzZM1eOY0+nnCsB2S1e80e4dValw+U89cixGq3kcsqpaGvXmpBw7Zk3V7cVtYooXvPkWPXKuUibN8vhGEldPXO00tedrhffYYRV4EA96oF46nuYjjeK1zVDklFO1W4qff95vWnllqF0uPB5mFbb+lXuiByAk69jzaixuhIn43/gj8PAUa5H2lWre9z+6xew3FFTI6ab1ZoP6O0JB3lEq1RyYeT0yJkSzbCuub25rF2rlCIHM1a3lgnlIaVfLsd2gWhw3kZ0TV2HIJRurBenMWGgqqddRnWLsLpEK2Vz5cgelDrlRI1oVWq0TXWTo7TzWK9WGOen/o79Ut+cPeVczUltwxvTWP+Vqav7GumHaLnxya20Hq2j6nZi1S+nt+P6VA2vV40Wqj7qIbp9iE7w7NXIgG47DnWmOb2L0+5jN6WRLau1itglyYXpluG0n26r7iNsLugfTMuEy0I50IIyXSRn9S7CGYdylZz1P/RvidudupQMjXbTIUJg4gsdx5s2iymnBYHtj0BxsLY/poXj7RyBxsCqsYl6yvB7dstwgenGwBM0loXjwaoVo16nRgVu3eHokNc/jf3hBPGMEM/QVKJvpDVWq7QmEqth8jU0QE0/OHAbqdLgGmJQNIOv8jHINEKk+GLmRzEQW9VhnIsGyA7Vab6cCnyUPlZdlBQlU5guqEeXyuf2Ks8/4Vwt1G1Bhs8heX266aQhVs6HCJHxBlVyjRwmDZtpqVY55rV1pbly5OYrzwI5X4s12M4NzOVkSZgB4YXj2qVzHLOd5JAulPPGs108gdSuFa3NWrbDWenSLdou3ZplXF+vMjbI6Rjql5B6jmtIDt0oTl9Hd6wyfUmyvF6/qQJVpE3O1HGZRvRFWnHaSbIuklW9WfXdpN9zdlmaLu4b1O3QjnT2pk1ydLSqpoxbACoLXKIXONprJCBvMe4imdbr1tlRc+emuXIud+uam9YL6L/I0WD1cKmcGOq1TnH48FuUf65+G3SblcYGGxzSnSXTMv2ul4OLi0tZ83EsRbROtwGv1W1YVgrnyUPrkYO2uGu+eKxO1eAeWv1alHrG+rRKtlhO8RatRP0l9XXcPfV1ao0Px3XkUh2H5GDdIEmuE+eb0tjAXlqG2104z0lz5+sG7Jx5qX+NnqTqVh51irHBs7TKeCfl69Gtw3XKq34hR27x4BVp7fDZur0pZ1O6dLnk7RH9xuGxtJuctf26u9LPVffUn9KDdAv49E0D6bV7LE2HyMk6Zsmc9NO+LekAYXKT9IpmJVhXOae9CCSNJ8d1+VMQmC0EioM1W8gWvrdbBDDOTWOtwZBzfjbcTmcW3QyKZBDs1CDMbTuN8/E8FM7UmAbdEQ0oOBj8CAygrFAM6dkTVqGIN3/SpwsdchY65HBw64UHkZEQGQnw2dZAXhxEcvPsVSeVwYMkRl5Gj5ysXg3afXIM+jXg41NCwgoXT2jzPNh83arqFQ+ctAHJ1K+VqD7xo35BIwlxQCmD546u0vM1be1D8bD+fN2HXCaGe2iFZYmcLZwuVuZGxH6jHKgu4TdPT2tXchC2qHyeO7tpuE/PRcmRkww3DPenEXmyc0S3QA7VTrot1qvfHJXVM6dbDkWV1irtOjkLPLtFEOtpA8+7sSY1X/mvUn32kVPEqtmFcgQesXieHsZvT6u00nLh+v70a5bpFPri0DiPiPE/3GrFAcIpWCuHZ63eUjyqp1POVZsct045YGNatRnQ7cWUDpVTgXN6ox74Xi95teaX2pXnSsnfK9pu0XL79FLdquvQ6tNSYcDLBLRbj27p8WD/TWqrAanGIslLWw3KMV+ve3DzdUuwf3AgdXSvSgvbdpbDI+eqd1jpcvi67qE2WSjMLtczclvSwDqtRHXRghvT6Gbd4lWde5atS/3rpbFjc1M1X+/9iX9b9/zQwDHdOu1aeJhWrbSSNbpOt6y1xYUc6blqyK5Kq4haO+wTAjvjMKudz9Oq4LVq3ydpNfKJSxele+o5t6/KkVra054e0N2bLtLLJvv0dKUHq9x/E+Yf17NtC1TXZaoPD74jGe1ID2hor05KKAjcRggUB+s2AroUc/tCoOEGqE46wYA3XI1GHT10aryLwDWnwxr0WD/oGHdMhuUINNYTgg2smg4Wgy0PoxPG2UR6REzzBz68FdepGf+gBmluLTbWwqbJOEUy9eMNPST1X56n6tJgzYP9Y3JaeuRkLNX5kBwpbl2xugM9z1z16DhPoxy3sbboAWi9YxZOFANfI8AXp7KBBXH4Zgz8hM3ixa2uzbrttkDvtmkRI37cTsMd4lbhNW06a9+oW3+xKJXW60iaHtkJWlYKl2kVbIk8mHVaGZsjbHrlgMyVzJvl8LXp4XdWdeZpYCeE+HE2+R9VNcI1oj5aD17z8M+f9GbbkYt4A28sXSrnanCsPV2tBh2QA4bBDYeyBUuqioy90iae6brnvDlaFZSDrVWsS4X16QMj6QjJzm3kq3R+tZ6ZWiUdGZHMC4UcDiireBtVJ2qwSHSgulkO7tWSa7GOa1jdFC8CD87vpgK75czItwwd7tHJmOguqzrTQzpXpy2je6Uzqz3SEpDs2EXtofuIoxvTsJzF9uoKOUmbdLtvp9Q+R6ukm7XuuKVXJfZplWqu3gpcIkdLD753zEvt3co/tCl1dOl9Rt1G7O3qk94sknOsLRrkoA3JWersvzbtK8GvH+lIl0nGxdKbJy/sSnecq5UwtVGllamj9bzVcbst0XN7cggl85DkXaLJBG9mPmnXxemei+am7964MX1HLz8sUf1YEeSBf9qJfkRz+QcGJRQEZhOB4mDNJrqF9+0WgdxIMzCGg8WJEjDqlVZqWHFggDMtBp7bQNzS8nkOEHQO+XNejtuW46BWNnDozCfnvS18oKVarKrwi1uiRIz/BjXAdWqFYo6cuR4N7KxTtGuQ54H0jSK7VnHUlluJW3QckEw4PVsdqwYr5GugYuaslClNhDhZHXIEuB7Q4K8bYnLOxvS2m26dymPT5gFpVGVeXw2nTazWiXZYDcKzS/MlmxY74jZZr1aXaCCtZaUrcW7lFHb0D6fFuq3IbcRuDepz9cYaThcBSaYLvNFHOEK8l+n5qPM3bU5H6PbVFVppqeRwjco5+u2WATkSjeF9KucK6Xjua285E/dbOC+tGxtKa+RUbFCk7pClB6giVw6MpYsVN0fAsCK1CLwlKGKw6ter811Vf+S6XljznNoS/frlgMwV7b56tqlft95YHb1O9V0nga7W1X20CtSp26mXDwym87SytY9kWKDbpdcOrUyLx3aRI9OjW6g3CzOtMcr5SnoAfmxsYXgt7br92dmzs5650p5YY2vS0Fo9xN49L40Mbkxtc/dOCxb/f/be7Fmu7DrzW+fkPOfNO19cjFWoAYWiiixSEhmkpabsUCs63KFwOKLDjnaEI+QH+8UPDv8B/gc6/OAXP/itw8OLw5I6WrbVrZZFimxOJbJYI4HCdAHcOed5OJn+fTvvAW4VUcAFCmAVC2dXJXI4095rn5vry2+t/S3ytshxm810RxywjwAX54MZe5G5GcNircVuWz9+xd7i5vjPCnF7PV9w7F+F/u7QpxbAUCsgv9fo2CI5WE36yBlZ+Ti1Fcb2rWIeYDaxdRjD/2Zz0d5s9+3/PmjC4PEjgPFrRnm69+Bl1CILPHMLRADrmZs4usCX1QLhF7YcsXPG+oCmlV/SZVIat+CVAJWa+xegAbnjPjva3W176v/oIjj1GM4nAEw8adO41M8pXlxOKsl54zhfsTM8AXDEyODI2biUyeIsWfPGQVkc43oqZy9jmbuNqn0ogME5FAJU15zBAEsCbQ6EOgPqzTz/TG8FVN3HfCbj6V2cTwXW8O6OIVOu2ZDXQ5ieEXaW7WVugTExYl3AUsBnykvrEW7SCso+GwcwMEq0LxLWLGaBhaxKrJN83RqOrXTEHNKFhzb1bVHohvYiIOPH1TbhvJT1GKD0tZJc66fdIVpcJPK7vR7+j+6ZVzDIHy/kGUfMftBo2xmSuuPkVOUBP7ehbJYgyTbIfapDDwqsKhy5KW0t9r8LEKmx7zJyEzcYRx87FDmnWEPlASrpXflrmst9wOVZFhHcBpSeZh4yzNcHVCnosvMS+71AaHI5UbAftPftdGrfPgjOKd4LkCJ5HtCi5HVzixYAS4kWIb+OZUpsI7ToI68QA2QGaGrNYkXrtrZs1r1iPiDWYmuEcVOEZqe2ODog6X5ip/wGQPGXlszX7M9yqyS1x+mHsUigb39x0LL/hxy2oxvmUw34L9jvP8QOSvZ/MZskjyzp2FWIPnff6B6bz9T8fv7UE0UbIgs8RQtEAOspGjM61fNlAeEEtfB5/g5cg+Obr5CafxJu1xe8gwy8mOEIfv3I8Ayf/VlnV2gMfAWuIVcJkBL243HOHvZSuU5ITrpQn3KwPHKuMgCUAeG+MYyJcqwUyvKLaVa+4RBHY1iWqctxKi4VbAkW5wqyClLhlkSBwniOzeE4uvmxFvZT2leCqJKdmIc42aJxCHDR9K/AmlYDun00Tj4VeyOGZt4AYEf7z9/zOdtdfwEZI/YcAc7UJj1QovK4OI+azv+wpr0UhvtnPF8jXLcD8PsqDMr3Bn3yg5J2qz+yD7jGHCb++tnCHgpkyhZfBdS8AlWVI3b3V9UGYGlmCzCROU0i4UUl7it5e8Xt45MQHlgLNmufUGefa2uckpbI8/pFQm4NABfKU1YAUF1OpGwA+PoBIGoOVjRU3ack/HPemtgf9utxvAB0neve7XcAiWhWBd+zTS9v251l0qqYEQCejOMnmoRVNwBXyCkkGzZqFsFc5y1W0Fjr5o8IuMa2+Xu4YR4yDhOS3umkFQGzlVmS1ZUdFj/cta/l73L9sd0irPgrZDL+cn9kfzOYzwknAhTqbwpgz+sU9pYevECj2D6N2W3Hyv8WNHWOrv1d/f6xcGzcX+oPo+aYj90K7tPon8gCz84CEcB6draNzvwcW+CToEGmkKNVwEyJ7c+66QpuRSLMjcRG5wDo8a8bjiNGn5XXIyATCBHgyAoklJcIg91Gc2pMongf0DUlNCYtqpkfsCKwR5iJpH5WqV3KL9jr2bj9sHlob4vl4BRScxdwUygvzGVyoRw5QnaYhxbZTrfVD5mtrTd4yhQeVonlWmEpywqvSndMTNG8z/r8fmPzUZsDTV1HYMWBPJx6kRDTGGAj1fjcCb2wrrNHHz7k2acDbwKQrrKo4HfJ4RIwfBsANG/3wa3GLfPpWG3VIgCF+v4E2yzBPPUY+C9YHdekb8tsk2iqAOMAwFMByF6BkevDvnmAoQQ2aMIMVkkcT2JvB4IZaJsTn4cFyoGw/xqQt0morw4Q3gEAK8cshB+3AMHz5pErNrRl7hOFd0mBoo+ALMBbDsA4QEBrOvgA5ivL/AK5YmhaTdtECbXQAMaSfoynCEJwvSTXiedI+6cf0+4C+yO7MD1vifyQBQZXrBCQTxXPwVjdRYX/KizbXfvbeg6ZhSHhwbA/hDUBiWIAlT+l/Ds18VhaKena0ZNea7vmV/l4t5iPMm/yMHqyq3L99J+2y47HDuOTqEUWeLYWiADWs7VvdPbIAvcsoC/3kH259+EzfKHryZFrRR3+6jM1h2s4m8t/UiiOE/s4xFwyY6uEfHI4eYUjDwBTyv2qADjOJoouJ2hnUKe8yaGdz5fsP16t2GWEPr+HMORtwJ+aZAvkAMWMOGeIY0TWyoEfSTsIPOn6PtuVvj1JZAAAKLQHWoM4Z5wUHpR7np9RZ1W7/+7+q/mWcKtAyQH2oXyvLVXKVm2xGu5olwcdc//o+Sv14G1e/imgksVt9gq5aBqLgJaAjMyuOdBnCl+6HDxeq5V5r/DlRYDKIjlQv4Lhg/cBGJH3DXBaALAJee70JvYhYGeTSVwEZJUIge0QNtun38sAMyEHMXcSPZUQZ4dj3+727HeLBXuTi19Dbb7OoFCsmoNa7Cu7CehprGIHVVFQx9kRm7cGSGRRIICPdY1BEqbuhr1JGPTA+47tUQ6nq3I4cErZ6S9Jlge2scoPrXULmhkbV7Eniu8Kyy6RGJ9mW4E5/2r2gq0Umvbz5i/sZv+q/S+SXHAW0tWV3K8csjkL2WQ+ZbeTNo0otLfAaQvGrwQIlYit8gQ5LaaE6eRZt53OrfnVvOj5Ye1R2x92bLTt+bZABLCe7/mPRv8btICcwG+66YoKkcSEUj5D03lI2yZ8BbOAZw5gZyQ+OUUiIKacHBgDn8dCCTcOo5HFfffHpKKzbxpWJLGYhH3qWBlByFUULf9khXI1ONgtltn/PSGueUNCAU+oUkP4QhqgiWeBLPnhOE5X+lg5HKZAXA9vqf80Pq1YdIfMT3Tif3UdHdcj36ekVYT09XHiSAI15zn+PZLR+tjkDMBki1yju3hwsX3O9mwX4ySg+wIOfxVApQUQPezkgRzXMOi13hgGSknoyF1oPGKdGOc2uVR77Mv6PRL2sQj7HAKulHOleUgCaqfMwxADqORPERDWjSvkN7UfdrouAdwDmC5wHYG5OgydSu4I7HXoj5r+lYn1CEGNNLPU1mEgl9kw8dP2euYW8zVGbuMbAMI1xlwnlwvwxPx77a6diudtOdemZDPAkZWTXaRRvRk5V6O7AOZrtstcd2PXbG/Ys2u6R+iDYJRKAinUN+B60u76LC3sv87S51wpx+DOddEwrWsCWmrKFZQJjh/jNvCPdpU9hMxkq6hFFngSC0QA60msFh0TWeC3yAJyD0qg9nGyRz71sXsvJyQHKBV11brT6rQxccc+DyW8Z0kqVm7WGFbLJzdLoqMJaVXpGFgdqTupMHMHZ1+t1yyXRiOKlWQlVou9xv51wow3D6v2E5eQDxsDEEmyLwVm3DUV7lTN4JjCUCN6w6BGgAuFW6VMrqZxSsJAkEHA7CQt3K1N3zK1JnlFrIh7DIeqL9AbPL5Gv/TfNXTL9gAxGrfAlXKi1Jck/T8Hy/U6Kw2X8PQ1QFiVpPu7jOUKoEW1EOX3d4YTO03YtUko8D3AVQ4glQE0idVSAjcynjB3hFcFrjDDIqsKxdgIhC6znwDKALB1CY2vKmHFVwp5ZAyG9n8iHbGMhQRgtdJQzFvI1MlOnMI99FpNVlTbI0Ff8hICdv9fPYkMxy3Od8sqQc2+5oJyObvNPGRAK0BChGAPCA1O0NjqInraheW8Apt0094j/0vZX/Om+0L5ZPOfHALuz6LptpCumERbnZwIo9LUaj50RYWX9azi41ptq/31XosrBEL7AFu9fxzArd2jFlkgtEAEsEJLRM+RBb6kFhCo0q92t8LuyKmdZKihk5WTcY6GDwaAhyUSpsFMMDC4KIBFLk9iO0nsBbSf2Ey+ENpNhK1y1ADMlks2hVHZrTVIoCG0SEbyAJAhB5+gNmDQrdsSpWvOsers1XOn7OuEtn7VaNnPkE9Qgrau7Ipn4/RmOHGFAiXRAH4DXCERwR5Sh08LzME+DcUMaXUbfdVDY2fIj2zi0BqAiQraUwlYm4c1nS60TZOTv8Z7hZ56eOjG3FIOYGk/8UAvkke16Jgms58M+9bEDhcQA11EzCnHtepcV4n1AiBy/lfRzjpgbFrtpxyiuAaQFgtjdhpKMMFxW7B++7zPcB4VHZcqvsrL9BEa7XB1hSKXSbT/iJJCWrm5AVDb4ToCWG2O03kf1o5vrbO/NLb6HgWZY8xVLmn7g39HmFBJ/gt2BpA9pl87rCT8OeyagB/6roBj3XcCc8o9RC6D5yRsmwRmXe7bwzrwFLbJ9gqdurFwI2hW9U66YfpcrKfmMbxHwlnXXKLWNQeg2PE4EH0K3YpO8RxZIAJYz9FkR0N9OhbQl7IeanrWF7j7EtcHX9RGB+MwRQFMwhP19WjQcvJymgX0omYApA614tIpHCwZxvWgT/LzDCeuenZjO8S5T0iQXgA8ZfBeE3Sc2oCAMWAjPkSNm5VuAwoj/0O9YVRhsd9JZ+xioWhfObdu34XduUXY7jqAaw8mR4rjAg0tGC66gAREgpAZ5W3oi3J9+rAUYiEEjlLEzrqAPDFrEFPOkT5qzDpnT8eTr5QWSjxBC8/5HvsuwjiF4Up9qYYA4vcIh66SvH4LW81ATyvsVQEMUr3P7ZQF+OSU0MbJlD+lFZFtxii1djErSsTPcj7lEQ2x4RTGq8E5ZMMc/VRYsADTl4bxawAupzz7IIe30Jb6dg5dK2QiiMZZkXMJKInhCgOyJxiiu1c09YdHNrlL2Zw2+lmr8TIJ9gPK+rSYWx/Gagwrp3Qw36h843LmXJCRscYBVHoAz9h+BHhOcvGnsI+bIwagcG1H9uGcKqukZzVt132l+8b9COG1bBRu1z4af9QiCzyJBSKA9SRWi455ri2gcJsrG8O3s9yF/tMXsvsy/4JaRn2Uo/BxwCokfZL2sfHojRuvAA2q7V4KIcgUzEXfrVBbKJB1BQhQ4js+1SbIHSj00yX8VSQ0tlFetHqrTTivZ1nK3UxhdVqgn7V82V6nVMoEp62F+O/Wara2mLcz6QKMTJGSMBkkA4bOCeYJKU64dof3+yTVb4O6xGhNyXsatZqAMKADrI3ChlpRpnyqCUsUB/RLCgzHRx06zXCM2ib2SIWT8a8PbeGxeg6/QJXaLlZunrlk9ipj2kCXqcv53iI8JzYKk9gpcqsGhAdRjHKAqMpcKBcq4KHVb5okAbUlgUTGqs8lzwkx5eryUTxIqeQuTEi+u2OnupxN96NkHFQ4W32BNLRDpA5ezebsF4DUMuc7x2cfcE5d5hFDZI/7LdxX/ZJt3ge8vn9UTsjRhBJDA2RhePpDCFeMGq9do08CeKdJ2K9pBaQ+5hxMx2P1YX6yJ/yX66kaZTgOgfLwdXhGlZOSXdQ+uW3+afRvZIHHt0D4/fD4R0ZHRBZ4Ti2glYDSulKuxjyRWU5REOaL2+RUxjg4rfRThtBJQZZGJMeD+3Tjk3+UlMEMhyQJhgmPJpRWEjmALOgiBSulEF0yhW44TMGk37UMLNWEa4/Jb2pxrOri1ZFqADtYfIDYJ8lVuQxJ7zjuvaFnH91tIhTZpNgzq+tgf1bJ00pw3BB2KYbqejpGWZXRwIaEpMaK55CQNGOlWg8U5SFFMAUpZQB1EktIZNLWQpdKZVZUAzCco/CZ4dxrdMuJsoZJ0KHDvbfD0QsdG24LAZWAh4DQCmO5SAhvnUSnW6Ou/RRgVGab8qa6AM8BQDKJzoUA0VAhVk60pAuDlsSctAW02E9sWouPfckkwOZNsaU6n4TxKsMG6a0aKVvkRCWZ04lhOhrSDexYwS4HLJHciI8J6SLDAAuogs+S2nhScBPe4XIaur5YOtY8zOeA+bmYz1gHgF2TpAR9UXkbFZFuw2qplI17rRuRbWLrVKpHYTq1J+3T/OhH/6vzh+0I+oVv7z0fdeXe++hFZIHPaoEIYH1WC0bHP3cWcH7MjVouR0u/9due/3CK+pL+tC/wz9tQ0omKw3AogVxhItdPDeaeZ/nYGzbwHk/KYW6XcNwDxisw4OPofRxnbhjYCmHAbIbi0oAkhSIzSuZmOX8fRsmnVkmTYsuHyA0oSDNFo2kZ5iqOIGkBjz8jL2k2TcM6je0cJWKqhBZv82gBOoBq1lIeEX3uAOJq/QbgiT1BJiPCjSPCazNYtAS5YPLSKvAbw+vPCBmWARRT+qgEbSme9wF5AjQCB8cBYzgvc4ZG471nkHDTpz6HewoofIsxryaHSFV49ueddQAIYcwpBbDdNcX+jGG5akhckF1GnxYAQQoDSvVdOlrKDVrmvavlKGOD3vqAsHgeVg62T0nxGwKNPBT+FIOlXCG1Bk8DcqFWALPrfK5ctDgDVfkY5WhtYieVm5FQp8u/Cjvujn68f8Lwp2w4BhBucM4VgK8A8z7XXQQEniYc3KcfYEUrgPzOopN2OZ22X7Y6hDoBfIzFnYdjdYNJqkM5WmFuVHgN9Uwg9jN0V6eIWmSBz8UCEcD6XMweXfS32QL6sj/+kHqTEsjxb+6X+BcVYMnmWo2nVWQeIGgAC/Vxx/Xxd+zlnF/45N5zjibHdUmynpB7lScXqkKgLM/5PNXH8wnncdaAhHTlRLUAUSPiWz4ilYVcnqR4yqCQEF8i32qV0joJjKY6edK4KsbTDnDEAQnZRJ6+wvIAim6N+iiGJ2BEYk6rqUV5lTGhthr0zSRGqRXK06xkirBcPfsIgAcpZskJKxBhkjxCkUnAy1jq8jSFdx1i5HU4WgEFzZn6OwPg6HHSFu65zjW7lNp5Z3jBPppscqEkbFMcLSkAjtZfzih37QEUZ6cBfIh0UhpGq9QUyuPJhScVQswRSutgwQyfSRR0ANUjsAgGszQd7gkw0uEJIEX9ljyDJB+WAKADvs0TgMwU400DcsYArAb5XJT2s00S0xPAnVuonb+DRpe++I+DmJOO95P7LVEWZ50QbYo5aaOBdpY+p2Edd2GxbjF3uneEar1GD4CVsA3Gd4oVpL8H2NyFkTygf1ssiGgyQImKPqgVOIdqXKrph4HYPT1rb3f6o9cPPpqNUYss8DlZIAJYn5Pho8v+9lpAX+R6KOwgJ6c3Yj08nJx+xofhQn35ixXRDuEx2v3zbOqHHGsCQBTHqTkRUoEOHo6Jw1kr70dNmWXzV26I7hONBl/vAGUaVqgAO1Ig1tMdtF1YzgMspQnPKUy3Ne5S/mRI+I+Vbp2WVVYWbQKIOqAgch7myu9wfkBUbzawMrlWYpZGAKMZCvF5hcE41z7bBMYUUpPYQy6bsT160MCB98X80KEZuVhTHLz2z3I+FW/2SCpXMrMYG4G6GBRJv91jFaRAlJqqtZ0AAEAASURBVICmGw7/zJ20xqXGNDomxr12nzz8n/C4NkzbrfE3McwmSuZAzMmvbDRQSrt6fej64MUXuC7lYtAxj0+GMFfvOzAkJgv4RaI6K/wArmPuoz79TDIXaxyfAqzeApDEAZiM1HUyAcpS2NAj/NcB8Er/qtcPrE6HqEZjv59NsacPU9QnaR4x1fbQVphz1fgTA6YctbabyYeP72FbZcIG/UoCrBKwhsuEM6Xuv8f7l9AUezGnMCdhSoDddfLmbvK5wsYCmmcAWi/D+F3kHP8JS1J1L3UAZB2S83dgt26gl9bT/YkFf0VYVZD0UU1smUKgYvZkA93n4fw8+uhHnT3aHlng8S0QAazHt1l0RGQBZwF9aQtg6YvdNbyzc3pH3+bKz1JhYhV7nkOsOTj5vL/sRzhkQSatBpRDUlMhYJXUSZO4HiAAKiAiIKW+HuEt7faxliP3p93ruCX5SdgJ1bAr4WBdzhXJ5fUp4Gg570DTqNe2rXbNaqN18qi+ZqXgHA6waONhi1VpH9ksd4hoZttSAI9kLG8NwoEtkqc9zrsOKItT6LgJWEvxGl9sASHBwOV29Vwnd0c9O6BOXgmWbIMljUqY78SG1iZPa4S3nTI25SV1GVCHrQrpae40PvLleQHA1BuYH67Ki09v4VbtrkPVmrPLzHUFIDWANbsLK/U+Nwb68LNT2PUM1yE3bFLmzHXOPyE0usjYlVM1V1eX9pZy5CS5n4LViQNYSgIeZIhLxiENamjTQeVyqX/uPmM8AmUz9rnDscrBynJ8FturDI6+3E+T3K5i2GLHFjDcKiCow2IAJX0z5W78bgBP8I/Gn+CeH3ATeTCRQ8Zwi1JJAoinxegBlgYAwRsUiO6l+TtgXD0e7/b6dpb6hefp2wJg/A5MpPL5zjLX58jjehNA7KoBYIMlFjY0YfB2yCHbYv53qPn4Tmdg70JhdbkeFndslhgtJdbrzp4PyuPumud5UVnI2VlyFVrFKM0wlc0J51HPso+eNSbdG8fDkvosapEFnsQCEcB6EqtFxzyXFrj3hRy+wApysAIp+mIXjAqdlnbh+9899K3t3vOZmr6ww4f74Df8jwNMrk/qxVEfGYhbyccA8ji7oktIhy/BuUmfyYEtdsefO5ZHIdG1SsXuUJj3gPygIonn24CoTeqdLDK6GKG6cg42gxVzMS9D8vaatfsv2zh10ab5M7YLiGpz7jFFgtujstVaA9uj5E7FtmFafmGL2VUS6dv2c0RJVcLlVBK1K1iPHjITTbxjgBNOZQB1I/SkUjkLCCHWRg1WDU5Iah9TqxAAAWNTJAF+QuiyjnNWmpYgjp5R5XJj0vgFrjQhGqMbpybuBG0+p3Mb+rGMTUnMnwGCpq0FTvQtooTwRNBlM9NYBAGwJw7e8whjwu5pdV2K7TXGVMD+SQAFKVeu5l46Q8gPW/Y7EwAW9hSwYn+V9qlwJjE+TeKLKikkIVAFe7V6UCFggYM7THLAuM4yogXCpF2ATZPzrHCNGMdJvkKAkqfP1JTfVQeRSNdLOWIHzoDUZ5QyPur9UwDWqBPYTncEUwkg5GquFjTgWOV7JFarfv7rJkBZiWR4pNMc81KexQ3k2KlQtRY6rAPEXs+l7TUA2DcXitwDXAtQGQDmbnY65L3Nxy0V/DgM5m2A2HsAPM2rblqxYffafMruvdULgapPNv1tKzyp4LJYsahFFnhcC0QA63EtFu3/3FtAX7z6vtWzHmKw9FDYSZ8rNDH3M+Kt5uxV+P39RfmejuOgFXIa4oSk8O7jQeTAA5xWEseWRAl8QI7MDOcnBfUeHggc4MAVw8NBT2xA6RMfT52eEQKckHDOdvEzyI3aBsyDT/hqBZmGJnIJneJFkOg3MNAGq8rKsA+UvcmyNysOY6kyMgopHHTaFtPrhJVKnP8qJVn69rUybBZ92oLpclWhsTS+E3akZyMULZ0cA1afifVBQbxKqLKFR1wtkcNFAWPwhGUZyznCjB6MWK3bgc1ipR2vNXeaFzDJUZvnM4lxPGmbH3qW8xww6XTMew0ABXJQnhXFrn2Sy6ewYgoh+zFy0WZL3CfYfHbd1kDm0mBqQ6mskrifqqTs7kHHMgCibcX12oyjGLeM+gogmYK+itjNJyTbADA4IhLwqXtPDJjYGR8wobBaAoCV47nJvA2ZqzLgFNwBMKM0D/25BrRSmR9JadwbPucJ78/jn32aLbSv1P1XseQMmwrM/qcAILFYUoA/bBAq5R6bEM5dgkFsJsizYimnwnd9gPcdzJyBaTvNeF9gopSDNeOPiIAqIeYpkhIj20ZnzV4AUh6wMKDFaxi4N7hWnvFiEoA35Y049hXCjer8IuNfA9h+iODpP+Y+FDi7xvV9aMoi+zexYQM2bI+bWYCvTk5aSowbIVVXiYC/B5UZuk5YViteVRNRBjo8iUE+zVDR58+tBSKA9dxOfTTwJ7WAWCqxVnIwYg1SJPkqC3nMl7actggQB7LYTzkn+oLmf/fg6QvRVDokBesw0q98msKDUmUv4SB92IEulYt9QjgCH3GcFnhsPo45cnSK7l3ASomyLqkZ4ydcOEZzqcOKPq1WO5PPAtwm5OUUbK8+ska2YkGsAINDHhGxsSAFwMohvUBeVCyAd+CR5Zh2etn22lnb7+XtIkWE11PXrRJr2lK2SLgvsJvtJonSSVskZ6sGBaO8qqEDNnEXEsNfu75K8iFJnwY+8pb0I41A50Imjyhq0tKsZMvgvG8xZyz4Y1z3QYbgsFimhzVt1WEyyMTBG1KwZ21KArEybnTIvbDPQ6INaRgpAsVJ2JlY0b32Y3TQK4PMXwBcJWHnAA5+DaHOgWWqCLMChLrtmZ36dtmK0IG1v+B8AKoOIEHlcorcYZI4GHFfETVl9R0AWAyNgBbPrmc8KeypcWh2dQvWAakdgMlpwG78aIwJjlX47Ogo9py/1rObZr14RJNcSR4Evg1Qvkx4eYOFCweEd9PcSwKBWWFN5qmqvw1AC+sOyPsDHHFRdVdCqh8wNnVCavdiRks8JpQAEit3EebKR7ZjDFDMAII09mW2NwCx24zJhwVF8IPzAZT4XGNNJbuEWT37egmJVi5SAsBlWNmhckUHADatKs1i02X+bjdhORVqXgCIjWECE3x+AVbuLCBLNvt6AeAPAN6F0f1/sYVsFbXIAie1QASwTmqpaL/IAkcWiPM1qzIgalqVJkeQIkSVRsG8j6SAvoTxZY6dUOK4UJeWs6vN/3UvP7d/9Ec/xXnMWErPj3fn7DwcZalYRA6AhGJ+/QtcyTnpV30cIKbMpAmsgsamMSihXAcLVHbJm+qTTN0l0byHY61y6D4MxYqEPjnf2E6ROE++lVgZVhkmEyR6Q6e024CQyRJnKwG+8sgycO1Bz4rjHKHEN+zDSdHuDjzbTFy1l2AqFkVHpWHMfHKIYGKagMMs/VB4UKhqmXOM0d1KoZs1IE+n0em5mn1TmJUGzrMzQFuLa28ABE8VyharHroEajcn4cDozeM0FblWoG06LcD+KX18n9eAormVeNqByTrFuKmqmKjCunTMY0VjP0ja1uwMdiRkCdvTAZSt+bsWFJrWhLn6xj/dtFwlaX/1fxxaZhV2ilNKn0shvRIdlpiqWKs28wa2csBeyyu0olBAC0thI8zCcwKzl9jWB6C2mHdE8932EEhq6Hrovta9LHAVNn2u9qD7Vp/pmCqops69sUMe3L9p9gHunIf5WQGsLHGlDvvFAFtDqKsucziXmCBcCGhRDteYfulcA/bNAcYkiqpYqARUF5ZyAPCZbdd73FcAZey1ho5YhWM7ALYx4UQxX+/DlDoKWclUMKrGj4S/2oPK5PxvUnVgPzG22+ikrRGSfYGyQ6rbWOTHQR9gpny/W52RY7dWYG91O33Q78OKkctHx/ZgALWA5X+gjwpxqoV2mb+L/o0s8GALRADrwXaJPo0s8KkW0Io2hVckR6DEWiXu5nDgC+j8SEoAv+IcnQu/8AWtPzI5RjkRPdSOvxZIexztpfkZnuxfOV71R+EmKBdLIdA5hgWIKZSD8x0OcHPoVCkxekQsbgknIzHPsRQtaR5jh25yyuRTjukh+FmVzlVvBMBRfT3kAMSGMcAioIiFbexega2qoGeVIDwEQ0a+kofT8keSDkgiyUBIUACoXyPBHWVzwFIfdmcldspKsW9bdbZiP2+9RxJ0x5aoe3in3bc9WLAE4qQz0EW130ZMMwdAgZ0imfouoC8JE6Q+lOhvDCAmuYMG41SC98JUtQFRi88VnGDpVYRIxaTIaco+j9PQTGf3InbZAJyiMMV1vMQ5Bk3mGqr14rg8v4CtAZNKpPIUuPuIJHYdoz4SUPVYeRisUY5mw8aHI0Bhx376PzUIvW5Zfo0QYgOgAuujUFgXYOXkDKCAisAn1fXrAHAEpASGpRemu0v5VXroRtvjhWQcVgCDNwApWSKZYoI63HfaR7vp3xLzqXwwtU/a4kGMVggyOtxLKueTYt4H/D1IZ8sD/Oxy8g5JTK3m1DJ8luM+WuPMI8ZRp5sefQcHubwyNgG8EIPl8tLScj3g+L02MIu/r3wZtX+xStB2N8mnQ1CMQQikTVy48Bw/Fsbosfnk5U24dwP6IhV//dB5f8YKyhEsFW/agLUfERZ0K2U7nAegJvZZRshCEb5HWNznZhBrq6oE/5pwrjp4hr+N61zyz3hELbLASS2gb4eoRRaILHACC8wdkXZUQjEJyfpWVkyCL3GFaDKwV0hDsQUHx178EJ5rHPEsB3j/eF7j3OTK9NlvClzpV7j+4KWKDjdlPSV+43TmfYBh4Fe7ZBtG5FXh9xAOFVgEbCmkh2PycdBTntU67DPg+CKsVx32ahdHdAHQIAbpJixUYbNkk2LCGt1DtyJMYboZyd0zVgEqEdsbIWxA8eAkelHKSRJQS2UqhGjYb0xJnUENKQakC3Ily41eoN4d1kxt41CrFk/DwcBcZBNZbDex20hADCcdBC8TVs5mYRFhwmAlxshDpEqAN4FGwM0pwleDwxo5ZYSY2N+D6chgEyVQ7zN/YbjMDfCE/8xBhkKMACqvxmQOOb+S21nDhvaXrqU2HZMET1+F+jyAVADInPl5PmsDwBrkrzX5nHCit8IqtyWb3u2yanAdkHYAgLiJw0digfI0ScJa0i+TxpWw1EiJc8yZIIleJrmeT8J3jGesA9NKSJDrHhDCW+Ycp5nTDGAkRzXm98hF0jFK8Ja6Plyguyd1j8xnWT2fN93Pusbxz/VaPzJItSNfDlYJYBwHZLdR0+8rVssZ87CfCwCpAMDSI7m+JbqNA8ErYJt5yFArEMWWClflUuSPMe8Vcq1UvmbYJWzHa9Q73H1ZQ2dikePWigi4sphhD6B1iC0OdTD9WIDJ6vCskkeqz6ixrQC6erBkHeKTCZAli00NnOlyCheYj3x2Xo1gnzDyBiFDJdZXAeUtANsaAF22V27X9ifGz9uoRRZ4qAUigPVQ80QbIwv8ugVcaIUvXiWHK2gzk7PjS59Sx66MjEro8B2Pa+OZL2zSx90SfIEWfc6u8ybmCrATOi45rGfdlHezgOPJwjQ1WYLWIvF4So6JP+IzwEkepzUtkptDzopU3+uEZmaEVBJyVjg+AQStwpPD7ZMHM2PJvYoY59kUpMbk3aBjxOs2jNbdWsuqbVXPQ5MKJ58gR0cK4+hAcBqP1ykYDOiUybYW23GdZcgE2AfK6PiTJOAO0ENuUp6CyVM7x0q0FMWQJZdJHlZ6CCOmpHLfzpAno5Vs+xyb6Ddh4KiTSL5VBpasABCcIB3RELDB+WYILyUAVF3GXkPwlDx53gscAFwYR59+htNzkrlQaFWp/T5j8whteVPCn4AZrSacwcLFATrTGWsWJ4vsR4AJFfcZCVJTHx5qikYWMg5u/R+MF4IHvJfEA4AJe/sJcrWQfhhOFwFTHWwL+waPosT5CWCsDWgVXmFXJ+sgQdUelJDmWLl/WgCgHKkF2JwS4Oc9ViEk2wI6CsfNSPr2bYcTaATriTRhSqGOscsrDBXi2XSvac617yfvU90W+7BYBzwqgKIYttYPiEBzckCYFsZK5F0OcOdjlyG0Zll/BPS3y3utnvQJ7U0IISpPSwXDPY7NMU8Zzj1jDMEBY8e+RdjSdXKq1vi7Qt3WbifI92K/MdRXi/1i/CAoYvMhN+lbuvdAf1IPE5cYI8E+kwXUMcOStljhvj5DSDCgD9cB9j4gjMvbHe7rJv1b5vx5ULd+CJ2hj+4H05E1ZIPHuU+ODouenjMLRADrOZvwaLhPywJa2cWXNg8BJyEO3CoOSHBKBXcFwORE5JL4lJf4DfeljO/TV7w8h3svx6UvbHcenp9VE5jTqq8JnVkgvOYTXmlSLy+HoyurZh+0wlwPCKdCOG2EQwbnwGShPUVe1gxnFQBA+DHvxuJEOwFBApyn8fJJGCp8H6rbMCkTxEZxaGmOycFUNRAXHUEbxAAKBBixnVYAAuLI21KS0IQVd3EcbFzMBaG2AmIEJRxnMKk7Pa1OkgT54QYhJvSSiEelJzes5e9Ym+TkVUKdCZixXTS56uoPqweL1ODLszJv2u1S+4/xYWTV9ZvAqExgeHwctHKApCs1xMGOSIr3YSqkvq65OmlT1pKCW1PyrwSufADgLE7a9ZRQoNToKQMk7QXPw35i/4IdJhvWKoBf8mC4ADmOBY2fAlTssu0HvGWWAhiufpm7CHHS1CYLCsnXiqdI7n7VCpPvsUKwiV3EeAG2OK3CZ2WAZA5gsMscST8LLOkWI8Sw2Tqh3hUAyr8lyfs1mEitXjwAXEkotsXrFkBXJXsEyibcoLpH1Y6e5m8e9u/RjlXG+rGDGJ5kNtxnyDVsAPTy9DELYNH81LD7PvddD/ZIcg36scKTVTlGADulPxruE+Wq5QjtqczTbZi324DrFcRMJXBaBLDmybOSXIVWnCJLa6vM6RIM6m3ev9/GntiiADvW4x4bck6Jot7mPvwl98cy4eQBTJl+JHW4IaRNdp68vTHhc+VULnLPCJD+5HHs8TBbRdueGwtEAOu5mepooE/LAsrB0h+Ocl6U7C4XoF/dKrmrd/LPctIOah0xBHx3u1/AcsfaXw/t/Ztuuv4uV18m3DTFqa7TkZU8JWxw3vV63bo4nmFn7MQb3eJAvN0YB0VFQY6EeeEXvwDDlHEFOHExdCnoCYWCkuTH5AEYawh8FnDoBRiC1gy4NZPmE8wGdksRQuujLJTjM5W2SWTJA1Ny+pDnNAWLCS8KlC5JDR1GpUn/xvlFmI40SdrYHTZnEbZoCSRXIH36wKvinCmxQ52YeBunnMk4ANcD2CRxwCP6UoJRKnliuRBQ5fWUY4V7i0o8Z5Ym9P8OIUoP55pimwPGJ5gYzTRWYM8GIJMcK/KpJlq+x1zH4k1AFm4ZUIX7B9xRWoj3YvOoGwO2Bl4KyLCCUJ1hiQEJ8MsAvpcBGHuckzvLhRDJ3wIw6X7x0fvykLNoB28AP3+EphfaUthUoET3W4OFBSXmgewumwIaiiCvS4CEA+x4nfDvJsKlEgA9IM9IyfB5kLIkCmLcu6sAH4H+hNPlYkycUKFrje54010wv8uPfzp/rT6GwEyf6L12pmvzxottGC7XBLoA8AqpiyGan5M37iDGyvUhIJ0wrPsQOyo5P869p10EBD3CkAon7sHkHfJ5gWMELMfca6fQEbvMKsJvosHWY2XsDUJ+V9Dm2uEPUesSqJxob3JPdLDJjwh1v4zdVD9xGSZP5ZkEWLfrSIywfQYQ/yGfRS2ywONaIAJYj2uxaP/n3gJaBTXk17KUy/mu5ksfJyqnChvhCVDhmFRkWC4rRU6Kwkhij/QVLUcSPuQo5LBCB6TnI//Cq2fXVJ6mi+x3DHZpncT8OGzVNnX00hmcGqGWJA6lT64KGp6QS4RVAFkTnsc4sTisA74HbSWxHjBhsEcVXGQX8LDDGGewJIsFnRM+D1sMYYSSJA/7DVgd8q3iOLUSjhHuBv2nrh02G7YJUJixWkw5RjmMtJACVOA090dNawF44knpZBHoSeeRAMD5kT/0lfSmbZYIAc6ukCtDQngSMFBOU66GVGnCXBOWgo0FyDjfpAi4IklfCuNAMVa7Da2Xk3hlyvKsbCwwXwpx1nHWcfLBcMEnNr6CxNKGryC02gri5BWhszUDXA3qgE9KM8OsTccSEqCyIIBOid0gGgeuzG8DIoasNVDoTHdFjv3PE2G8yL6snkvDThG61cpEC94jvUtJ/ajDc64gfpqxfcRYYQ6Vsc6NpHmREKvYIammK0TXAzQKvn3EfKVZ0bnKfgcOWAHUsFURmyj0tkpY7cO2SmvDDgLaVEYntIJ6pvtcI9VnCpWF97I+O94++V7b7n129CI8L2Z3Ip7Hjw9fhysc9V7761A9lNmlJlAWiodSe8CF3ev6O2Qvgacx1KtHeG+cItwHOFJOlradAkiytAEwyj3H/suM+78q5mE8VeJnYPtUMdB9/h62gnDj75e/V+arjBFY3Bm1yAKPZYEIYD2WuaKdIwvw5Y5nYP2R+8IWM+WcD9/+ngAIH4jZEXCSpo9AmAdACY4AlhxT6CzkOEJnw8sHttC5PHDjE3wo8KD/lAOVgkXJ4PSlqdQisVwOaZ0VfV1yfWqsgFOsRiG0BKsKkzjhMc6njwMXYNRKLTEKTcDKYjFLbhOERJf6erASs3zMqsMuocUsyeo4uf4tq8RfsSGG8mB44qyoyw/RHTjTtD/+szfIfYnZX/+LGknq5E0JcAAMCKo5MCZP3q53eSJcBPUwhokYkyx9e0wQMXjFzlCOpuv/Ai/YpkxO1sowFtcbu+SB4WZxmCg+WHchZ41azRbHACwS0LMDEuABamPkHvaQjVicxsjpgakQS4EjFjN5knZ//ggJT7OAM3J4AqQuWDXox8swWAfcE2T/zFB2V10cwNDU3+QZiQhAkAfLlBQwHPYAYeQPJZZhwABiTisrDdDiLgpaHI9gaRLmjTCkwJXHGCfAWpXG8QrAHcZD8h/6TzBXJPb3yTWLcQ/eZRwfsm2d/V5hfC3Yo01Cqi8BoJGZcgnwS/RD2lQHAIom+5/lR0KG+zYJOGaG3L3KVGAT5RTOwRU9FyR24eaT2OmT+xy3rmx4/P0n99X7h23X8fpb1E76m9O+fe7bf2AFrB73G+wWYcOvk1tY4P7puaQ/WXOeoH+j07e3YT2r/Gh4M5O0b7Ja9X1WMH6EXbMk4S9xT9++f7LoVWSBE1kgAlgnMlO0U2SB+2BIv/IVGlR4I0lytGq/KWTmABWMSxegJUClI6QKLiYrSX6Pvv2VsKvVh9oqZ6CHnISaHAQu/pk2MS4KhUnDOwdgmSFZMKC/MVZnAWlw+loJxugAUxJSAkpZU8ngOOYUIZQExwwIBcqni5fZJ+RXgjNQeZwK+lNZWJftBgwOCc3jLOejREp6SC5VvAa7QwI6QCS7ABNzvWcXvpuzr/6TF6z5QQvJBMJUAKRWc98OkE1Ix7IAFOQc8OzpZBZJBoQ6YVycRAZgo0ZR5A+GZYDeGFBwnryeq9QqnK9GPEd+2SK5Nl3ynlgzaLvVKorhCF9i2RwM3Ea2QC1EhUgDywE8tJqStCyXgD3BOc9n5dOnIZwv7SFw7Zp3SN/Q7/IJ0PlrzCM5XQBV8zowVACrEWpQhDP95CqWIp8MgVEfMDmjJmEwQQsdVonUbJ7LAL0G474BAwZbBSMWh92azZYBXnMWTCs5+/SfCCwFtmG/GCsHkEsG88R9p0V5CzzysDOrAK0yrM0K89piMcMGgOoCBbMPAVR7Q4pKkwOn7QOYywr71zh4EWZnDeZV4TglfYvT8zmvgItykZDl0uicRInupEfZ68hCD3yim5+pHT9ef1NhU69UVlthQ/1N1QCPApU/IpdwAxApNuplngeIjN4A4Crv6jr7bDJGCgIwurF9o5C1i9zov+QiI/f3zEFRiyzwGBaIANZjGCva9fm2gL601bT82wMwiZ3SEm4tgZNcgMKAM8JfYrgGPATEpKejMGECJ6YVclpNpfN80i0JXEkPS6GR407j+Gt2eSqNy8CWoNtF8noSdkqSBqVcyvYBGnfbdSuVUraKE0ark1AgTA9XjcO05KkF1653gFMkixNeHBJSa+KM75Bc7pG7Jdi4VKy4cNew07YeCcTFTMG6OO0GbMDYb8KW4fYAoUOU2UuduF353pZt//0NQN0a1+Jz2IMt2LMiwA2jkWSMcCjXnhIiVI05ra5TIeCYxCOROqj1xRgt2+uZGuVgSIiH4UrCRK2Si3UHhqrPvmvYPk5IsNps2V1K7pwtL7jQZwpbnyJseUge2T5J+DPwUEZ0ziOa5iS8F8KQVWOyhxMu2hKhzXjQRSrAJz8KEdU4YIqVfV6c15TPMXgQT2E+nP2UotTBaA2ULp2sHuHAKttZkejBeJG7phCrF4MJg8GajT7i/oA99ABwU/S+DLAGEKjVYBphZoTOy0zs6+gZqDRQC2kKlStS2es+40S5AlFSNKBgGX/RV3kkhDoBWQXCtxlg4h1WW8YBF8vYYsrK0pswfHkGqVV8WoEn6QMBEkkkjAB4komYoQ+lHnNax24JyBwHObz9nNr8bwjLwFRptubzpTnDDNxf817+SM8wrkTGnXr8MnZoASrvYDu1N8m/ugTofxmIJjZQLbw7dK6oRRZ4lAUigPUoC0XbIwscWSD8UtXXs3R5JI7p4cxd+ATnppIlSgyO4aRifHm7sCAARCyLkol1PLhEQR64Cj6ff2e7L22xX1ra7rzVM7S4HESWAShEKDAHt2IJVlfFBGba6F3xMz9JMnCMUJqYowFxwDjinXkShbvdHmyLRg+7QW5VAOMxIb/IJ8QWIzmYeKADN+voU8njlnDaIxxWMxiw5q1kAwQc26lDijsDHooFO/iXHfvwX96x19aQIcgnrNpiJRt2WV1AjpKk4yH1BpEm5VpoblHehjRmcmsITRLaTCl2SQ7TBLYt55+ipMqE5O5fWS4J+6V8LQEx+sW6PldvUSHNjUyO0jmEF4MOkgAjwmVZHDDZUSTuv5Av2ypMkFbTqZTKSdvRFNI37DA7YIVaAfmKOLX3MqxMxH79c4AiwngSHhVU9XHemFB6VypN5LhQOW9y4LSfH4MXHANYuZe00tEjcd4jL2wKsPIBqAE2ldhrF4vqy/uNdMLOAkq3qQtZYBUh2AcNJ3TA2LbLs8QfmthMqwUVUlQ9ZQnKwpPB+pFDyId1VndqyBdht1Q66CrhSp/XcGN2i1y6cwDU75CrlwdEDwh1XixlSJQP7FqTkkMArjE0l+ogfpFb2DvNrP4GZHn9RepngURmBUJD/lg5ZuJz3wJ8vUUeYIIfBBvpgq3wuY6PWmSBk1ogAlgntVS033NvgfDLVSrnVeXr0BQi0he22KqEABbPE7ycWCwxUo7X4UOtfdLxSSVtsY1TuF/TfOSO17bfhOCorpPFESvUB/ajX7BuMExtpBFUUDhTAMSgBzQewhah0xRHYkGlXSaE2OSFY6z6g5OzCZRISoFSxtLmF38KsHWaWoJGOLFGWHANgc9lAEQW1qnZTtkhzjxPiDEL+zJAIysmyYYVhR0rtgULtdROEobsAT6pjwgsqvVqhK/oE8e0KR6cImQ4RNB0pNyZBIKmsFMqs5IiLPcRKxB3YV3yqablptctnl9idSEhwToADN2kEuARegxDE6plGAn1iRfbjK1LqLFAKLRMzcQMOUwxYoVKhn9Ykw3DtngExrQqjyNh9ARtAFmwWDGkKZUvNROTBQulXT3KBs3Ie4OGgp3i6zfYhwmaYGvuFcq5OJZr2oChE2CHDSTsqXspQC8rQPpiJd7BRlvoMmm+YKhAAwXOmgbU7TCWq9yXCncRnEUCQQsryBfk+BqvNCo9iBTCwmIHXh+wVG+JMOkmILNFft1PmftXWCCQZDxXYGPfAFy8CNPZ5sfELcLGaRjbHPbUvf2NbNr+FkaswDVeIPQ6hsU95IdFi/tKjkV/IfO/El58QZr+PsM+yTZ6Hc6ntqnNWUl+KM3fshe3DzZkqcG9Y/VZeNzRbtFTZIFfs0AEsH7NJNEHkQUebIHwCzeJo8b/8aU7/8JVwWfnk3mvL105W315K3oop8pbx0gIVWnlkhgvPeTseHLH6Ne0XPSzbjP6TmTKFQ5eXC4BZJrWhjlKUcKm0CZslFm2DuEs6WHlceKpZIkwXdX6LFlPFsnZSlJLkOQzj7BdpwoQ4BukjZfaIxy4Rs5VElHQOo6+3apaUMqzakuePGUF8rMgUcA4ME3kJpG5RsL8qtXbKpSMIGSK8wLItOovjfbQEjvvs4xLBaKzKKL3SaYfT0j4hg1DkdSSyA/4AKXJOG3lWdl+0YVhSFAwOf5jy8KwpAAXd7M1wKNPuJD8LeJAN/aqVqIO4T6ApsVcLNGnEUWt+wCG3V6dlYoq9psgXPTwWQjnTHuFISjN3/xzpAPENMEQOlHV2dsAoZfYE9V2wpHE3zCCVvkBVFkpOFMifHATmYwzoBLCgeRjzUhyH7My0t0hyFmIh3sRwywSE2zOOmhDbQOOUZ+HoWoBCH+IPRXGqwCazwCe78CYhv1SH5Xdpd6pfw5c8GJK/6SoLxmMO7BR3KIOnF0AUGlRoopI/7NyCfYLSQ3s83YTdpM5+RYh5S0A8suAq0uEjAWw1mG7LuaTaFCRo4XOVocbnmira7rHde4vcpNdHtRC8BX+3T9on+izyAIPs0AEsB5mnWhbZIFjFlAYT02Jv/r1T1IQyuI8E4LJ4NzShFCmsAD8lCdgxH44sRQoK6msY8JcjjHiW1u//sUDKd1dK6B0vjh5NB47hF/28yvNARi7PLUmMc0mbFTASqoy4aUU+UB1WKdObNEGqcuId75oXmYFrSjygFjVl52SE4T4Za//lzaCwcgTZssC0sRoKNE/DiCpMd4txv0GjIrChT4eWgWHt1ss9meZ/JQQ3qq/YNsotE88AAWszjAAHLGP6vIGAJsu4GoCGOq06jh3qXsTBgzQ0PIodQMYSyJQ6sfqABJYG3K14mhI9KXgHQNcDNp2ndWP1dmSncu+Zo3WFnpaM3upUET9nDIqMGBidS4tLZFrxMpChEhPE47rkk+mXCKV6lFh5BH7HIrpIqx50qbAn5q+SEMgoVy8cOZUtRKdc+aVsB8gS/13gqQkrM8QURXQniG5kMd2eVZYIlQBQIG1YvXhuSS5cQJjqL8TQLUubNdV8rTERZEFxxhYiJlWKjf5U/x7EykKonm2DiSLA56KxKM7sKlXeSgk7Pp09NRlrG3l1wlk0V+JsF4kTy0zUUmeiV3IZZDJGNoOIcI4rJhA6Qonz7HYQcWppal1ibCxbu23CSlnYOR+DKu5BxO3wjy+CKN1yDFXePw2gCyM88AW/j0+cGP0YWSBR1ggAliPMFC0ObJAaAE5Q7U+DqvDa+QqEWuUttEIwCCFcwGqeRgwyT5SOpdeVgYgkNCvek7ASn3n7MQpaHVh6Ij1So+w3d8SfvJ0nsWgKalXqu3dWh0F9wrXBYjYS9ZKvsygLhEGPE3R3FVK0aTYr2YFwmyFLGpX4/ds2PoZYb+J5dJoNqWAF2hN5QGPYkL2WV14nuXtOZxsNomeNuBgBnDoDcl9QmJAKtw++6K0BWPF2kPsNRgh0Akz0uwgPIpjnrk8JMAnTj9PorqYl/aAxHqS8gMpu3O+FDb3fQRFOX6WQQUeZfRD4l77nZ6dAhikxH6RP6Pzpwh35YiH7W9XLVVkeT7AMoOoagymp0PYbgywXWQlpYCGwnYEQznfyW0dztlx9nEuCzo/B2pcwJ8qZyUdHPYKPXJWmyIqKqDNNSUwuuSVbRl7jRlz3W9R/25iLyi7fFojJ6xhW4PrgMc5fFPQOcVRmBKVfXKxyBmTMKa0rzRPB4QUJQqlMBfTZK8yHxcI223xuTLumoAj9VWiuAKH+qFQYP8KD8TMnUq6SkDdQvB1D+SPpQkTE8IESRWwz/cbFMbmXpfMwauEDrtc+20YrTqAVyllX2Fp40us4owBtPfJdRO64rCoRRZ4Li0QAaznctqjQT+JBULHqfwVaQRJmiHLL3wlHfdxWGPAywJO3ScfqYBT0a97aQvlcJxF5T3haiVAKqFSlauJieHC2Qm4SbdIuTZhe2Y+ievrj75POKcDI0X2DuVm3rBe8hUcKaJRiQXYE0kiaC8CPTBeQeYywGaNmoOnwEIVVpFdhSHCAuQZxQlHKfesQg7QX7e69l+U0naKXCwBnHguDxOVtWYzTs5Tjv24LpSfSrHEkgRRyYGasuqPZCQuRQgKQcdUiuvDiCVibZKnWxB/5BQpnDUiH4zSMxNy6cV+JWBIVCbGQ7pBobcKTJoyj9KEEyUqiQKB7UrQlPyxzXLBli6s2wfVQwolO6rKDsne7wK2fNhHrbqbJjKs/OT6YsruT0M4HZ/6fB9g3d+FSzPDc/CiULFWrs2bQM5c9V3AUdlTAi8BYcA7A/oAYwjxBvvZwga7qJ4DPo+agJXy+QSPxHpu8q4HIFphOKdIQP8HNL8OuYfOAVJ17hLGDrgfbyBLsEzdyTLzqB8AlNcDTqvOH6Kv3JcFmKg2LFOTeYgD+SfctEr4ziEgS6YbDBb3C4P8/XTWyY+8R63KTcDY37Do4F1AcYZ7//cJDyaJFZeZSvAsgLBHKZuZVZlnATjZIrTJ0XCip8gCz4UFIoD1XExzNMinYQGxAmpFHP4iz22cIevRcEw4NZyXNJtmUAtisbSS0DlqHNSIB/FDK2rlHSvjlOAkUKUiy3Kc/MM5pNcjdy3H++yaQF8JLxjnMfJ7rCxbB0B9DXboJVg2WBbGQRFCcoGaeEWgAav0erMiLBTgY/aildLkCXmb1hv/PaGiAyshQCoGRWE/4l+2ddiwb6yv2JgVhx3O1cfJt4ZZrkVITLZitaHqBmoFZgD7wgUwhAym0CLsEYWgyYQi34qEdj6Pw4SkUX8Xb5OILyIHMSQxHauRAzSF/aLsHzXmKmQpkUyOwYPkGjpdlPohiT2GkZWcfEBoskBuWAqQ4MNeHSLVkAQYXEihyUVefodwXBe9ozQgcFEfiB46YXvQnsy2AxSMzIGLT87qfbZLqu9tqwMIdRNIZ17BZcpAOxFXfSKWc845Ka/P3SruDhlzD27C9t2QgCnf4r8Hm9Qg9PtTcqYSbCtz3KVCznbIZ9sG7EqbTQWvl5BlkL0PAdda+ZcCWAUAZA+2qoGSvlZxXkimXQ5VnRWLJQBbCQDchrVSQe0SNlYoVarpLxHGZRb5LEaCPcr75IS9BKC+ym2T4rgC1yyT09UFJCtUK6B5H2zyJmqRBb7kFogA1pd8gqPhPT0LhNCnBBjIw87Mwyi4S4CFgItU3OVRlSA8IBQmhirLvgrLNNCYyqDdVFFpGliVAc5ficmSZlBIRmDsvrP+pEt+SmPgtEnkD3KADbFxdbzdZLIAsNggvFQGjLRYDQhjRJL1aIjzF9dGTo5JewkZhID8pFl8HWddwskSgkM8NB0/hG2C+UA7Kw7h8nfUvNsgp+sVwMx1GKQEWkx9ANKQcJZHQWflD5UySwA2hUpBRyipT3DuEj+d4qS9+NCyhRShQxgT7JdGE4pqhwCtpKs5OGWlmgDQBIefAmBM5LjJa2oAGqpITHgreVtboPgOwOXn17dZ/agCvii3kzS+UJCmVMA5zSokwksjqgKDE8SKtkXyeJP8rCTAQEybmmbhYW0Oi+Z7hHOnL1Q9JMQJP+fmVCBJ9g7Pdz/TLnwloK1woYJ22mvOVumTTwKS8Jp7jAPqy04BYCQ9scX9dZrai0vkcW2z6efkYzUI0a0AfrRgoYz9T2HPGKBerNItOtwFMDGtiijCZPE5DFiaY2vYdsI9m2de+0x/F6B1k880jk0+o4w3pXXICpMMBPbv05c6+6t4dJ/FDnnYrB3yyLicrUvXjMlOwDaqXqewpMYQtcgCz4MFIoD1PMxyNManYgE5JjXlUhVgqE5n80TJOq4mmvtDwoEocT2O01PRXbe8/ogNUZmSBjIDZ1i5VgIM3IXhUYL1lIdyuZSvxMK3I+9z3Bm7Sz6df/BsI5ygByOR90aEy/DRkyVERGG0Bg3rMMAA5shnHzEQw0HL9U9Z+NJlyiCjEPdZdResEtX7OppZe2hM/StyzJRPRYgPdkR5VD/eq9v5s2tuuf82DMsEgDPlWUyM6vANx00ewAhQqQ+rB6oi3AqDlFdYC/A5Qq4hu+qYv+4A9gvHvwxTpuT6PiHBBPv2EcIckSGvZHhpeHUAaDH6Phm1bbd7SF8AC9QuvLHftDQ1ChFsshRhtBlg4Gwh78CvWLBGr+3y6FKECSesUIyBNqbM40maoJCmTE3Per/IPIq1+RUsoD7BxDRlP91fJar9Pn6F+0BrvkX30ac3HSt2bI950j32clZyGeRPsRrwny+VCNGN7Iryoth+ncci99gy+WsFwn4CqOrTEsAqy0mUT6j7r0OotMO4UwB+gcFVNMK6yi2EnVTiegbbC0QOOd+lXJLFBGn7ECCtfLU9gLQS6Vd5HWf+tRq0wnkkB3HAPk0GkyTO2Oa8ce4lBUqjFlngebBA+MPreRhrNMbIAp/JAkqaVlP5m24HtgdHscEqrgrhJrkM/JDLF5rghPLkuJTJfZEweA5wUBACY3sPWYBlavSdJRFYK70KOB4lnWtFnmrAyXE+q6beA3UALmNbQmciFfsGzo9SLbASJd7PyL2Ke9TDgy3qwwbFKFWjGnrSa5IbVgU68/YJ39VtNMigvvAVmLg3yeVqOXFP+CRSuGe2w5jfqdZsqVQEzAA4lDUkoU0YK62y7JGjMwNIac1coJqHHJcAAAiYsoMRJeSySVg9QoPYJJh0rdG8RR8bJLGbLaOIXkFCYoZOVp88pRHgsE8pmlNlOBaKTlfru9Y+JNzVIS8O8DFl5VsOJi0BuFsCjKmPsWBs9WrdtlkBd6Xeslu1LsAZIU1mQCtA1R4FA45vvwRIXWfcI+6NMoZ+HV0pXec1rv0KYxOQPsP4NmCUdJy+eAW6Pt6On/HjWz75TiBJ56gCin6I5P5t5rQBGOpz7+lzzZZYVa1h3OE++xsA179CTX8bNuoa4cEugAq0SbSQEC/6Z0L3Z7BNCtpJjxVWIJKi5kKpYrh0TtXYVBWDHY79WbPHqsUxwqoB6u++XWKnvaPrttiusGeJRHjlJ4oLzXMuVL3cogItXYhaZIHnwQLuh/fzMNBojJEFPqsFQp4hj1NKkasjpXaP5OwCxY59HNwATaA4jrSHs8qqxht5MRNCNR4gSjkuKRytAJRyjzbyecJa5MaIq8Bb8sMfQIFTnL/9rF194PFya3LhulaRVWuj2UV0jlZBBQr3AQYRxFSulZdCHoGQkY/DTpL4Lv0jOWPVyQuU4+ORu0XOUyyxCgB62Vq9n9pmCk0pcqJ2kEBQiOg9llm+DpC6nCvYS6mWvUtSfJzBjcnB8hxwIh9t0naMkRLShthp5hwyulgeOUAUeBajVUZ8M07iObqlgK67MCEky8OAQZ+RR1YEKCArQBXpQqxEX0fkUh0A2yrsG9hho2VtYq85AMVKsUSIsGRrLDa4RrJ7CwBEpr0lKai8R6mgBlTMGNYpBQsn1fOTtnBPt2KR+esBCCVCqzDyOobO8l55TdpPyfoqkqzG2tN7r90HT/APt4qDKrqnxD71CMP9X0hPrMKuviUGTRPOTkpSL8BAiTk6AGCl0Q+7wf2qnMIsoV4l1r+ZRrmf5wMWHqwCBLcI9V6HdS3R/yLhwDaA9NX0/EfBbYDVFuddAMG9S9mdPy0kWT2Ytn5ryI8PQs+APIkziLFS8FMFldUVgeWvkgN3k75JPT28H9kUtcgCX0oLhN8PX8rBRYOKLPA0LSBWgBRopAsATTiPdUQrxWbdphafnMhZQFcMxkJ18hqEojrkWhWQDSjh8Io4uBS/7LOArB6hLAWM1qj3t8J7x6rgcBR21HnCxkdPtblSPJyxwDW75OzU+yVW21UABKxIQ5cpnwMwIX8grSblXU18QmnJZfKw4L1YLdgPyMWyDXKYcI3IByiSViifRv09bR3ApQ+Lw3BhNUiY9pP272/dJvQ3s1dX2JGk+RiJ7pKYmpLPo/EnADjoLMCIcc0ZoUBEKoc47BmAq1CE2cNNJ5EqSMVIfOfAartv+802wBBIIaYGoJoHwAU4/kUBUxLgtzrvAP5gq0jiz0MbrudTsF4CXzGrs+rNCbqjj3WDOdhlJWGWUO5pmLYVwoYZQJGvmNcjDC9goKZngRu1a5TekX3Fan4EMLlG8jja7fZTPv+AXCVgIzXwxgBBsxcALFrVJ4D0WZu6qjytrlYE8txGg+wAW11i/BLgUKhOpZlUXUA5VnvsdwuAIzBVBvBpxeUr9Ec/HiS58EomDqBiYQIAaYVyPwlGiCCGfYvCxzlCf28RZt3i3s6RqzcW9QqIvInirvLNLjP5Ci9KLw6oxd8AQIvrLcr2AK8cLFeGe1yv5XgeYWb2iFpkgd9uC0QM1m/3/EW9/w1aQM70VR5yID9p9+y7JIu/sbRm7f1tOyBZOwlgyMEENXFaEtHs4JBSgKxl8llGbDtoEUrDsRJRscYYhoYk7RjvE6rzB4si6YEC4K0NEHvazkdgQE5UISMUrFjiH7cW+ksTVv+N6VsT4DOTSjg7xMiJagMap6zqCwAyMwCRKigOkUNIonM0BfQoUyeX1kJ+EqGRFxiz3+ig7ZLoe3TeR4Tpb4m1fXO/auuLi/a7ePSfAEjz5E11R7BnrHjzYMkEMlSDL8WKvgBHnyAxqI9t8oA2aS2MuxSNJvm8R/3CJBIOY5x1hn6NYMFiAoBTrj1GO8pHQdyrU5S3BiuzgNgmeUAwaVNsP8Hg73Sr1uTcHzZ2bZEFCiXyswYk3VeloQVSTKM2XyFs2yafyBMKfEjT3IQgS5lWajFYL90XAshnBBC5ZovzrvIZihgulKf98so3Y/s2YGs+J/r0szf14xBjJrCrVvklsa36ya1IPhVzDeBr8InChmKupPulwPYaIb8i92OT+07J/SrkPYJtVTC5CqjWStnfofZjD/D1/YFy90ikp+cCYF3AYwywtQ+ISnRj9jugxx3m7AYMrtTwNbdi8MTubQFcLwNgtdJUA0eyS4HjqEUW+FJbIAJYX+rpjQb3NC0gfSABlLMk+MbKlCShHMxXl8/Y7y5v2DtNFfodkzCNBhZhqB5+JA5D0CEM2Bk2bTNXsZcWl63WbFg7BgPAiq887qxKSGZMOHEhFUNDC3VxHP0h7IqcoBzUZ2v3Xfj8VcKAKLbItfd8woFxVtKlSBQXkyFNqckWDAzL9mGVfDSnEgh+Tci3ImFJyw1xjiPAAg/ZAS0qUKS1Kfibm1RsED9w/V3IAZT6bZw57BaMxf+2s2//LSD0D9YX7Cc75OLAhAyRfoBzAaiR6I8AaQxdCw/vLpEC6DIAFw4c2yZhwVRmp0sMywO4TmE/xtg3hrP3Z8QMYdmGoy6gdGgb2R0S1t+yAyjGbIeaebApXSQxJDOgnDgPYJMCwB6iOeUfEEYrYQnCVQNWuy0wPAHEHuBkAJgMFzM8ju3bgCZJIajMzCp91CKHIgB7h5Bclm1/VMw5sU8tbNAw+8TtYuh9PdXG6XRKJZd/NNAqy3nCukD7KXLQOuTTKTSnHwpscvdYkv4I8A24B5oAQi1EUE3CWpAC8L4B6Azs7iRv70mzC2Z2xpwNMpQtYv7jrFicAmi96Y69M71pf8T8bMKc/YyQs4RntYJRmmdaJft12E0JlGrFqMb/cAj7VK0SnSyywOdmATG1UYssEFngERYQQNHyfi2kV47ROWQIwBl2t7FPQrE0okhgx0ElcTICIkXyr/KsFszC2NRJGL9WP4Rt8exMZdkyfD6TDhEOeSVbQhsLdXPCXauwHq9yXkoDywfdCz/x8sRN/Tze3Hv9owfsQUHSBuSV10cvUXNw1WqEdyZ45AABzgwAJC3QBRiJA7imABcn20DCM0qfMG+ALPKv4ryXMv2w2yCHSYnt5DzFyM0qpixbzlqxUkKSAuV2vP1NRvHWzvuU5TH7Q3KpaoQAY4SXXPYZYUM/qLHCcBcbkLSOZsAMZicbqEAy5XRAmFKCX86XAIUkTQNG83QlDkAbuVWagFkm4XKuD3v4ESHC65bKL1sXDawpLMpGadEpkLcYhwza3OtYnLEWM7BhzEvAvFQb0o2CmUlQjofzZgB0T9L0RZqgT3q+S5/6rNaraPEAQOocCyE2CGOWAF5S0t+TqCe0lqbkWTQpxAtcidVS2FJysvuAG63GVP90b0mWdUNglU6obJOifW3Az5Dw5ti7gJr/ty2duQTztWmHysMD/gaArkGSvDeKaQ/8RfA1QUlqVR4kX4Dd/K79u8Y5t1LxPy/n7b9fLdsfF9MuF20bRpbbifuEhHo36jm79izGHp0zssAXyQIRwPoizUbUly+0BS7wi/wiPewP+07I8cWFAk5mRE5W08qLWVvBscQAX16GMAtgIQnTVYQJKuDO2hTlvdlsOiHSFxcW7EKpDOOCLhT12ypaEg8ro1DYKiG48xnlxMxXgunfOTo6mWl03P12/J3cOUnLSEtQvpek7ss40vNAQ3SmyLvyYYsC8rEIaLIX4BHAM6bG37BPyAn1bo8VZgkxEnjtGN5ybYm8MpaG5bJFwoGsPAT8eMR9qoQWD9voSaEErxVna4T0/tdDatR1a/YHawM7xRq9PAAIQsPVuEMhCwmIluVh8DzK77gl/CRgjwhLDSesXoR9SQPISln0swg7+gM08wGCE5BWigLRl3Oszsvs4bpvIJmRAERVKdMTY6Uh+WAAhp3bh+TCoUpF4nYaAKuFBj2YxmoX0S6+/RSxut3q2SGhSK2uVLmax2EOQwtL2iEOiBGwUc5RAyz6DrlOBUCWJBLeZu5dzT+2bwDCC1xF13kWIEt9UlWBmIAWd1Kca0qRXayRrqfrFumXwoFgH1ce5y79FZgespBh4K/YBMX9FgsJPO7HuM/aShhKi12Dsdq2McXBfe7nGPHG6RCmC833FPpoP5l+xXaHp5Aj6dl1tK/ElCmnS7lhd2DFlJfFFNDC5SJ6HbXIAl9eC0Qhwi/v3EYje4oWkNO6gFO6zHMVL1GYkURNDTuWnjkdpgwhpjI18qSGnYfJqSIXsAvYWAC89HFucVirfRKEM0gaLONgFgArq/kiJVv6MEI4O8J2DTgHHzblVDZpZ2B6driWJCfnGVlyi4+vj+XWcdF5yAuXaF2gNt3EPweAOc8jbymoi0n/kHIxJOc79gY9KSXnI4PQxUmPgizyCWirExqcMQ73PgYFFqd4Mav9Zv4GuVSUTMmcIYmZfKZ6g1WF5D8BKqRs7yvZhjDgD2+/Y39yPmt/iGzDX9awEWOexAB72IyKjoRRSWQPCiwoxO3HuzBaZMvDZjWnJNMDqHIoumewWaKo8CvyDlAvZwCxK5M9BErftyUKIvsMcpwukKSdsjq2H8KuFWHUfFbNic3JA4CbyGTUm13U9smXgmUsAiDaMIh3CWu14dVShCo3HuNnZwiQioBJhUUFEJVwLuZqgWvcwmbvDtt2nntHCyKqoJwUAFWrCCXYcBz0cPhTa7pbxFJxCXKkJO+qNk8u1zWLXFkLLK4NPdtlnyVsmfBOEbjdsCb5hO5A7m+V9J6KbfMpjUSY0WMegh55W2coSM2KgQD2Uurzw3GJBRFj+9v+i1ZB+X8/+NB+J9mCGWMRB/YvAKglQ3ID5paZVbfcnKifUYss8GW1QASwvqwzG43rqVpAjlTFbs/w3MI91GGbKpQFeam4BINFeRPYjyngyC1PZxn7Ik5lwucKh63lxcwo54ZyIwCJAX91MeQGiuhkpaFyrtaqhGRI9CYPJiAnaJ3PLqNmXm9LnJPVe1xzDq0UWiGY+v6HAABAAElEQVTccoKRaR89nAODUVF14U1W1QXTNE7+JRunEBjNzgiXkXszQdM8tkAIaQFG4i65Q20cMoKj5GLNixPDZOB6kwCwJOwWYgTkRdVYBVgmBAUDlqJwdH+R8F2dEBuALI09pCQKw5GmSHMZoPEzEt4Xtt+3725m7Z8QbvrLHmE6ksqHqJ2yi1tdKI3xQLk+gJwErOAM5kS5UcNgnmSd8Pq2QN27MQzZMgC24m9bbHQFtuyWLSPBIB2uhs4FQ3QIe6RcpBhgeAgIVm5VDjasSEJ/BtZrSDL7FIBQYOXnFPV4lcpRQjiYcu79T2Bj7aJ8LUQt6AsLB7gexM4cvCE5IVayRbI5A4EN0syx8pH9KP3NPAIyOU77Swnsabf53DNOnRhgIzZLQ1Mh7MtIVJwDWHYATnCUtoJUw9B70ar+a6CgtCUnhyj5E+4MiOv2qVmYZ/JYyDDpkpdXgHGEkhqSVxgwPi9B0agpQhQA2hn3fDqxxgyychNgvEP+nnLfytwHkilxtSO5e5SnqHzGAY+wqb9q9z+Zv4/+jSzw22yBCGD9Ns9e1PffqAUkIHmBKxbRvfo5TNQhOk/KKZFs0lROnKTmGyiay6H6KFhvsMpwgcTgdqdj6+UlpyV0u1MlhFhkhSFJ7eQyTZBLWC2S14KEwAqMlhLKezBdlwAM+VnP/pxjFWoRizWHVgJZR27onlea59bcX3uoDfddlfxYGsYojbPvThZtL7ZqbUI2MZgNukn+FCsJAYwZGKg49Qj7JNnHcZw5VtolYZSkUzUYJ5CYAPgAcibU9vOVfxPPw2jBk8zIrvGpaTi+higpISnYkEwesER+l5TWSW0mEd237xFyXGresYuVqf0Bx/xFB5AHw5dJAYbQ0Up7NUJWWcAQwgDjLc7bszy2mk3IncJ599G8asM+vQ6D9kqiTn7bTfKtdlFsz9gWNttjMH3CsirzkmFFYhNm6hDH3xV9RWpVEVZwFSYuBcDoALZmJMB76HZJfDXHfEjOYMxkSo/spE0AtsNDYTjB0RaHOvgEWyWwJvB0lm/Z86zABFc4sHN1wKpIDhSTwwdYRzIHmuOn18I7YIV+SaKiyVy3uRFWuVfPEI7twfYd8AMgC/Aep74D6M/TP1govecXQAw7zrwbDIC7L6DQd3CGnqpO4z7PDRse9i272uBeYHVpE0HY+E+5B7Qq9ZQdcA9XOP8q9877sKFSb88wfzXdiPRHixjGis3Swn7OGbbjd+3HbcGRx+7oj2+L3kUW+KJaILyvv6j9i/oVWeALYQF9waut4yxPwZBcBBRlYaBuD3ussuoR7oKZADDVCGtNyWeaFguULOmyIosVbeShNJEJqPbqJF0jRNnuWBUhxxyJ4D7bl3E+FxZXkGdABwpHP0QfS2rnr5As/k/LRTKm5MDlm+YOynXk2D+/njLsPPkxh0QQjhCVyuQ0J2vWS2/gPCmm3KtxHQowZ7QiDxajfxfA0wRwEJYkH2sKBIjBuLhEaZLGPeVAJWAqKBKdImm7z7hn0z45WWgsoXE1YBxdpB5U5y/HKr4AoDlg2VqGUGISdJGATfrfD67aL/d+aOfzh/bPiwM7P4pDkhQBN20GSdI8rFqAHeKZMqsYyXGjvNCMRQNxANop+LNLsSbA9Ros23u82yEcSekeFOJ3SGT/PgnrVfKvYoA76W9BcrGCL+WKb8+wewBAnGCHIfMnLaYG334qrDxmbBMeYxKSJB4rHPCwJuuGLfwCFZOV4R5QiFBMmKQJCoDaFOfd5fHvKbr8Ax7vMu+SR1D4UGBDsEG/csPzhOf9rM86s1aHLnANhSQlt6D2BsBphVBf0euyMnPDWrn/0trZl5B2IBToSRJ1F1aK8G8WYASbBR1JCJaw4JCFB/FzsIfrNqhiNXLsYj66b9Si5NcEK0KR7GhJfX/APd9Bc0vlopZhIAGgPHrcew0eSfojUs8xhfTnk6ZWvx/0kH30Q0PP2q4W7jd/N/83/Czc5/i246+1XeeS7fXQ0gatENY1wnPwMmqRBT6TBXRvRS2yQGSBE1jgH3DAL5AMXAQEic06Q+hPrMDhuGNZEFAKtuoVSKieMpxZQXUIoNiCgdrAUY0BX8plIZoGeAGI9fp2pzazTeQCOiS6HwLGDvm1L6erunhbOzWcF6HChQqgBQ0imBttmyuBywXgmuSd9NK1467qHsfFIVrxJ2JMZU02kIjY5HzkOnFcDHHRGVpSkxEuX/2inE1AcrjA1ZByOU5GAZCUBCiojE0X5ipFHboS4FJFkceAngH6XTlYO2pbkyuVIBcLzS8YpP0ddLwJM8Vh9TLoT2UIxXWpEyjW7s+xz380fNe+daFsq+Sb/fjOyP4exfUkKyzTKLonSa6Wy/NhWDwkLyxWIWcobWdhTyqzq9Zov81HrCiMwwT2SIAvErjMsT+5QLdYOJDPEJIFXIxI0I8XciS3E5Ki72AnQAL1DsVQ8b80RcU8ebwfwqh0mUtZUSsVT9pC8VYlcSsMt8C5FEKWzlSG168COuuwZQeAUMm0YibuGYXJ4oQ+yWM6diE5/KfFYgkoqFRPlwGVAJf/iJAgaekwV4RkAbC7UGa/Sn4DYLVGve0qEgyURmIOBh1AU5q7jDmcjFiekYfhoyZlLFWF8SM1H52r9AIGYhVmawubJ9A+K1FvcnAa+y7zA4H7AyDeRsKhPW7Aiqkn5J4RTtQCgCU0uVTBQFKzx7jYY1a4/1JzoakIn3UmNdnITRH/CKi513wm+4X2vG/L+VW0j1YBK/dNjKHOIcmKcP/wmY8/1nRc+PjYhuhNZIETWCACWCcwUrRLZAF9yX4fJ4EqlP0JTvMcoOluDX0rQMUpBDD56W51nFce0JXGcXYBUOcBT31W4+2R2Cs2geiZCyPF0X3qxiSMqTwYmBQVRMb1rlE+54OgjRPD/ZQz9j618l5WzgxsmIoc/10PiQPeK1QoVx06Yzmg4019VZPgubYlcHY+K+eCxGmbpE7BPpATAxj0E2hBoaJOQhIhHgAB4GlCovlkusRwOJLE8VFAphAsVjmHeATn6DKW0gK65NKTImTkkyjtJ/q2llu32zBIbRK6Y+Q5pUiaH/VxbknVx1OgDMcsZ0tflAD+bzhP+8737duLm/aPN1+0DZKjf9kaWw1Gb0K4TyvyEJAgTwtoxZgrfh1V919Zc/CBdTCk72XtsNkiPIccBKE/rQBcp/xPA9tttxqWBQh0qK84SchKFN4WPuXlBCQZkH8lpCNGEKs4gBUIcfJ/Qkr8gMeHNdk0tLE0wdSUY9fl/AuwmmIDJdzaBtGtsc0HUC9r3gBxpOTZJVaJttn3Q6QxSoxlFzATggedbX5GnfXxmvqkY8tc67TALgWw90jy2gAcLzEfd1gNWollkV5o2PeDP6J4NyHaSQ29Kx0FYAZoJUr0f9qycTNvxQ3Aln+LfCstFECWAc0xwbYJLGiMEK2fQeU/qLB68zb9P4D5wrbjZURJAWWAd89fYM626BTMIbauMf4ifyOr3E83sbvkIeY/GDjtQ5pmI3yAFZnx+QIBvRYwUh6bpk+ASSsWxfZK7FYwXZBZTk776TM4V16FzbNN+qKQ7iJzrrmsMWdwqeQjKnVfQriCpVxfF4haZIHHtEAEsB7TYNHuz68FBGz+O4a/SaL6G4SaLlJ/bQCQkm6UB9t0vdqwrQximIQEWyi9r7ByMAkYKxMKdKKSOJkpK+DyhGgWBAbQYfJnAl/kPykHiMfFoGR7sCz7hF0agDJr1e0/WFqyswh4rlO7b4d8IpXsmYOsI6aK3Y78/L3J8TmXz0/2GQBOOTBEx2CnUD0HVMUBAVNYIt+DmUBeQYn10r1SiZoBzFWMKr8pa9pg0CT3SXILKgKd4bi4HXQP7c5uEyV0ktlR7JrBUMUS5E/BhCksRN1hSy0QVsKlxeKo05O2o+TmJB7OQzC0C8Aa4GQriJj+qNm3D5pX7Q8Xh/Zdat18B4B3BbXwrQmrMEl+R+yB63YItbUBRVtIKdwFkHatCJ4NcOAd9ptSTbsDUIkBrMSOdGG9DsluTwPQlEg9bo5x8gqXYSPsVMX+A8aphHSFA2XLOE52gkONwdTNAENKrH/cxukAEYQZGZsctf7DNAijImehjYAY8ujtCvPwp7Btp7h3LpGI9T/X0EfTZvahWxxFv3g8SdOxOpcAwy5geAlg83VCtWnug7cbMHuEARNZ7tHx78OwnuPeIPet13ZCodMMoViAmYMUAMRUaWKtfXoyAoRVOONs/iMix7wNRzBVJJuJXcyUWVnar1h6GWmSHpNMLUTlsY0A3xkMoDqHAieq0alxqcA5I+Xx6HFqLz0ErtQ0K2KsFGLVWZQ3p+cA0Eww0y4TtgYu2x55jVpYUWI+BWqZEjtD6PgsdhdOqgKwC/y9FgkV6xwZ9v2KVtdyP2yx8OEKLOgebPUOPzy6hHfr3B8ah9q85/PX0b+RBR5lgQhgPcpC0fbIAlhA369yP1qV9eMW7BTrzhcBU2mYkt1u18qwT0skhcd7TaDFxLI4ogG/5PuoZRYkQEl4sLBccmrhOyTpxMeE50Y5coEWAWg5SuyQqE4ohnRzW+2iNM5Kvo8K1LVrIkdAnlQZZ/AdQmHvUvPvPUKKwCB6gzN3P+05lqLFwCbXU5WTwW/w2dhJF/COfDEAAAnpMcBDJsfqsSYJ+sG+FQroHjGqER4kTqJzPoFSNyvEWGJImAuAw2qwJKAmhtTChHycUp5rw15lcWJSKI8RHs2k6lY7hP3IlXHmVcRExQHMrIyNyoh39tlPoaqAcY8AOBk5WcDnYhogSiL8X1S3cORVe6Hyoq0Q3jsPGDkkX2mLEN8Omkr13i4jI7ke75gAUPVJ7PnosAG7ovI2CJKOCHsx4DYMy5BreKIq2DcDsCw5Q8Bk4TzFSgwFuuidWA85a+VMyY4JmDjV5Quw2YIDAez0iMbh95y/zi1mZZ9woLKsVLNSCul92Cldc5Nk/4TYEoDf/1ht2X9diSENMbSL3Bt9AELjhNd8WJccEAEBcMvYa1zrEitTVb6n2hu562fj2HL8gr3tfd0SMI2jwQ23etVPEvoDHE8HBBUBwB4rQ2eEi4VMYoiyTunn1DvNjwheB7tsg2FNsg/3dwDbNfMWrXtAbJwk+VmCvL30He7tBuFGcUjzkKvqV6p0UJL7fJfVtGqyX9hCSCsAcxzEhPsInOn1fLbmQFL1KbV+QWdT+LGDbYfs0VWok5OkuN4qP3AK+nXBZ3usbP0qivrnKWydABzuEjbWSk8Vpf5+g/xEQGkNUNXUZ9w7mMJW+DteYY42YR216tPZmOfjfeRt1CILPNACEcB6oFmiDyML/LoFjvgi+0FrYN/KxeyFDDILKJvzEx3mRsKKvi0jltlmxV0zwNkT+lPu0YhfzDNWVo1IiG8S6usMFmENLrGq7zyOKwsoSVuW7UGnjsZQYC/nZ5Tj2bY3Knet171qH/Za9rWFspWnCXu5hKwA5/4Ap6dVbxK4nELNSEPcIxHK1cTj13mc0FMC5y5V7wxsj0Q2u+TNTAFZHfCPl1hmgEnrE16bwaJp9Z/HuYKg7lidQKVoUG5PpoqMi7wsgFR/fEBYCeYAOmrW2UdkFGYpRpiOUN2wT/3Alf+fvTv7kS29ssP+xZzzeOeh7q0qFqcm2Wz2oJZbUmuA7YYESDAM2IZhwDD8ZhjwP+Anwy8G/GTAb4Zf/GQYliXBkgAL3dDUYoM9sMkmWaxizXe+OWdEZsYc/q2TlcVLdhXr3p4ogXGq8kZkxIlzvvOdE7nXWXvttbEWzUtltPugEjfPBEB4hQUAMXnc4aWpWmHURKkF+csB0DN13Gm4/A8xfoW26leM6ktK3dYXt/RwxI451jWfHdD/9OTXnmAXHneBFttc4tdUE6ybANZiLB+ch7AVLXE9Vg9pAzTFRAQ4RRMVoJOg6aUPoej5OU7QzjozbEc0ay+yXKzdtO/ose7Y5z4AWGE8200LHZstXem59CW8DCU8wfB8izZvyWeum4wz568lqD+14jmQONcNXYCL5xlPmKt8Fgwq143h86uL5mJafgejdMX1cIn1x2L9rHx9+HknHzgfYC/TjSCu9z6jfAMjhXkcsccAgutSyLV2H/SwzvQll8rdCuGcSSkG0tQAljpmdnhCHo71rNX4YfFVy+cmgw3zntsRqWWb3gReX6a9W3Gj8JL3d/WazJKjvJi/H3+sVvDPxRykiCDHd/GK7G/VPSFbyjppzXNi3l+SDr2FdU2bpmjihsBrGMpl5/3EOf6ne+dFHIfSp7lF2Qak1szXYcCk33dcS0ldPpXmvyrNGm1hGLK68/M79vPf+cmSfV6MuXph/s98Bj5mBuYA62MmZf7SfAY+bgYu/th/XYT+FluFV5a2OK8zCIUi0rpl5A/8EADoz2hWkoaTepNX84dYjVx/r9JBDWavCU6fLwvrr5bHevileu2yICt7A9zQtxAJ/5GAfHi6XH5pu1N+/aVx+cbp++U+YJZ0X+L/K6vAhtTXgyAFS1JRCc0yZSr2giAiuMYcqEZsS2UuMgutaWp8BuiNObnXalJ7CRGA11gasNB9lclRZWfQJnbe3qDNYtswAOKGs6uq7q6CWJgKTZVHg0PbYjQZb6/hftnaljoME4eZGAGeI6zYkkbSrfhVYadOjWUQ1CO4Rc8yE6wmAl7DuMY96UnDTVuZRRFzEQv3DeX933gyK59vHJYvMgZdrlgqWjW+VjWfOcZIJQG5JGgnrTkU+GRajUWaE4hoxUk/xwbAnQBfA+8nMIflyCNM59MXYdqTaknqNu8Kmi8AsBJgL64JB8brylkIiPO6hBtgGM8rAnt7XPX82DurQNWvAn9hu9LUOzqtuL2vGfe7qiXTcqmapwzmORdTKP2HIbLvv7WxrsqS3g2geZttxd/cWMbI4P+A6PQpfAcAXlWJ2TPWegPjBFDVzHnNtdpYoqvD+DQA6czXDFwrsy0/UPXwB+afxUgDZzRVUTh92/UDxGNxSzNMVfzJpOyGj/lnYbZqR+Vu823XY0s/xhGj2Cadk0pWx3v44aTlPFyAlBxDlo/m8/xXoOd8nTBgKUgIE5l18rlc63f9TLwS/WPL3B5kPoHaTTcTm8BWbhwClMJUJQX+kgISdb5FM6BzDzps9AcKNVKYEIbqwMkLeFsBQgPqVn0f96CsN8zh3of79TBf5jPwXDMwB1jPNU3zleYz8MMZGAIIv60ly6/RRa0Sx266k38qSCXtlQbPE9qWNk3Hk32pBpYMq8uE2ttbVQqjO/yCWPTzegEKwi2O5bydnvAdGgJkYyBlgf4ltgGv84laHd4uf/3SSjmw6e8/fRe4wORIH76qzc4X13lncU1XiIhAE9QFV/9XAahhDLFkOEx9vCh2A9hZx5I1pT/CZtUXLmPRMBFD7WLYNVQCoDR4ljYRk4ouJ6rzeGFhNMbYo2MoaFvLnyXGogNCaH4LGArxFVM3PDsti9zZd4GraRf7gRFb21aZCFoc9Gi4pPQaQFEfmEKMlPVVuhfO7FNgdHkZSyKtcwx0nQUEKHdsQonLgvUOjdi3pVuF8rKhyjEWCHgebvHAnWexgJgIrqn+m5m3M8G3EQYOCBVjq0g99T7j8aqq0UxkKqrg/MMz+ad/dgEIVuyrgTXpApIRzMM3VQryJWDnzLWxJWA/sfd35CY/K917gwbveyen5XUA9PP5bAZtYxljFh9/rrGCPtZjFuvk/wIg8R5bi8vSdOl1uGwcl11Xj6VZb0iLPRpI40nvztoMYgeb52DJeYomb3zqxLseaioIx+NbBO2c8RuSnc17tr8rdchx33G0uPanSGBmf3XeXlN6t2jXpt6PGWnA+opqz/UWrd5pu7zHymMdk/UH0m9/mUZu1zVw6DwFOOWcXMxfjjc/P744tdW6mZehffp49bmsNzZbPGN9blYu+U7GRDVVvfd9f36APc6y7bWvLQJZqltXgcemC/cpvd7Id/W+m6H3gPAvGNfP0UW6HyhftkNdmco7GEeITPXjyPcP+Pfzqu1djPHisdrJ/J/5DHzCDMwB1idMzPzl+Qx80gxsAwzflqba8Yf8LvHstuDVVzn3mOZkFhYjLuaix4LXJ9isIRBwJpiOm5+nDXmZTuQKpmQfgJFmW75WzgCsPdqqFeXtk06/TGik1qRe/vHjjjYj6wJyjyj7QXnb3fcYO3Aix9diYvpZZqTf97zyFzLYoSgkvgs74bMCuJI+dKfPAmJjkbaIoVYq844SScJKzAAsJp7ybH4ET07tYwH/lP6pxOOINmcBGDj3uhJsa/3SPTkCrDjCYwhuSBUO+XsdQU4T21nBkqxe3cYGeB2AWjInSbtNDGxNsFrmTyWHWZXK78feQfp0FdCIIH4s/VeLYB266xl0RzBU4shlHQsBYJ0CYrJLqgKBR9VqaT80w1KFEQm2TTAc22eW1FgmV5jHaK1iCVAxdtW7fz7/nDrODhC1YXz3MTZhlLIsGVyqJ5MCfgVw3Hf2w7h9Xe/D1wmqbzm+sC4xHQVRjPXFlmF17LPya5jUzywtayR9VnZt/7tsPcLo3AJcU3PnjADjVwyIN1Uf0NDGpkz0F+SYP5omHWyezenoOMLw9Kc02bMD0/oIcwqEz65huZwS/mw113+jqhoAtuLiOnKNZBxDKfNLQBrbjs195qZSuJ91TZ05vgGGDPymAXOtWQKYnl1y5s5n7IePeT+sWz4R3iqf+Wgdr0sqqyI9T3CeO9Vb68MVooEL47VnvX926nr2c8fNwpcUUtSA9AXn66/qlvA3FG/4KrvJ4fSP7VpvLZTf7Z6Ut4HIS85bQNyam5O4z3+nGod/LDb70ViqF+b/zGfgY2ZgDrA+ZlLmL81n4CfNQByX7lvhnj/Cr1CPz4jOjwCDPTqisDKXlyblkXYuDazPACBa0pswKazB5GXBYrssrcQKgchc25opXVVEwx12BnWC2jQblluTZvOZ9lb5Osfsz9y4qRXMa+XByR+pSpNqIgI/wFRsAkC3l1UGdo8rzU/GjAMSEqTFsEI16yYq9qU4EqSWF06lpTift14VnNg8JEokrNt/LBlGqiNnPLLiO9VYvCS40F4FyEgNzuhxFjiAr64SNBPu36YFW528D4ztME0FYBh+rmL08GZsAJhNApkr2LmYsY6lvurAU1tgbknjnQm2CBbr8N0SEVeXV1U3Nmi8HDdAF5A3FllDwOX9QYBqoivgtwTAxKhy7NhidVClshzHuGKOrCMQBljKHhp9gnLA1UVYrg44B/1nt3y46QCBeEwlbbVubIcCeIL879D03GAV8SqW5BC7dw3AHAA9AcJbxnrmJGRUhuyqev7AndTjqn3fNDcR8t9xboax0QAyv8NvrC019yZd4CvtZXo8hRg0cu+NgGaWGmWifyOD2Bmz0XqYQezlNG2PsIKzeJABSFPsZJ13VpumsM+yYdb32TXpPxWl0yFANuPT1t5h8aCzZq7hmmrEAN5umEbniXR8CWh+F/hqul6voxI/0O8xrveZshzzjy8Xr1085v1nnz/7uTzPfCXVelFVmOfRHIb1SqPxS44tiKvunNxZkPr036nvRSoHt2n2tl1LPQzVyPW/D8AvS+f/ru/wN83hdenMfM9nzs8uUBij1Pkyn4EXnYE5wHrRGZuv/zM/A/nDnuVtabRfl8JL+mqWJrZhmNz11rVC6WBvksKaTjimS1slkI2laGZeP1PtVvcHvMGYcSjwNPXcW8AIRBsykJpYklapS2Ws6BN4rErx4WjN85fKrdmbkjVSTdJxcE/l9/SZja3yWWLlb0rVpRw+gTsh+5zFMVJi3lPbGs70EWzsllHvTUHpriDETiLRqxNxsvX6ElhAQWneFrV4G0WRYoVp/5Ew08e6iFrEzDPGlMtSjlO6mxXHsmj8949PaGwARMHomKbLSIA7ZAlxdbQsJ4LTwE/fsa1JmaU1TWPFnNG3DDBZLfMVp/URH4N2ZYiJZ5NDCrg6FABPpaHiAg93WX9aNq0b4HQKjOZcJNgm/FUhMEjl/P9z8PUjIdpKf8bLOUjNvo3ZL+ceXY49wNC+8EHmqFnuOfYeYfiyY/lA8cE2YfVVc3Oftixu+Sfm3imtlhxHjumTlkobZIVovLLm+8D7LvbwknN05AJIw+p9wO4OMPt4grkiOD+w0VnrFsaJS3tbD0ci+MkoVYPOc2uDkaj3aODQjbYJVGNzpgodhkcPVA+y6rh5UoaH0sqNG7Yj3dzmqTZ0Pc9uO3JMmBbmtdYN76cPQMc1f1IW6MpOMEN11YzHWMyAvyXX6GnO0XMun7TmxfnOvGeusl4qQjMjC37hNMJElb8VELut0vQSBnHg3VPsbYLetxWcpHjiseur7dq640ZgF2P6HXOZdO7Q+XtA6J7ZGGP3UpwwX+Yz8KIzMAdYLzpj8/XnM3AeyssjgCBap1Xalw3VWE0gq6cVykgwafrjXXO3vLSUYCOZ0Xi5CqQTRpoTJXDJIDVZH5R2KrakU47BDsGgQQsyWmRxiEloE5EvL22Wt/vMRhluthiF9s7eknJqlyvyZQdSML3+WSXWvQWR3BfAzu/mz6OBxE0V9CMk7wuyS+MnAtx7xvxERd+2dBUfqWiyBNJpg48VbdU4LAZ2o+kufxyh1RRrUXllbRDe6y8o+CwryeoJ4M3Octleu1munL0vzi/xWOJDVF8u+yfa52AMJsfE9oBkqriOU9G41FRh6fiBiZ4gu7LClwirccTyYZNuaMXne1KlwXITjFedzUM9aUJs2CwKfocVP6JTIvoJkNWIB5dAWMXri6CdQz8//IuHH77w53jlhrfJSR0BWflvGfgxu9grxwQIxk6jmk7jjvFnD2vSN9fr5jPpxQCGLAEIzxxC9dqz/+T9pBOjR3rgUyOs3itYv0WaolWMzKZ56wL0Jq6yB1kHDlIMYeoB0msANWC/JPXHhqGhgm48MMcroL0bgRnxer39lH9ZD9jCVPUvl/YVzE/3aendG0r/bUv92o9q0X5vEcBSzIFBq2mFNJ0AXlLfjaX9cvNMC6PRQ/PRwASV8gdHA5V95sN1kBZFOYaL43322F70uRn/aLGbCjhluwG20SSmavD7YZ4wehdLdGk3zUmMfV/h8r8EXIXBekif+Jb1r3rvyImKaWwqQ3NxtdCh4UHny3wGXnQG5gDrRWdsvv7P/AxccA1xDe/7uUy0vU2gPWI02qVJWfSHO81yuyfHUjECkMDWbL8kNYcJwPQMBNaxtEMq9eq8ieqpOqxfksLz/nb8nhZK45DmCaDpc+p8or/fFT37ngwXy9u9aXlJIJ0CFwOA6l3VhVs0UGvYojT23XcHniBTOU8LDgFyYbv67B8qy4jp22Xn9A0M09domjaxQxgGvQBby68iu6SOBruCJlPJCuWkCF6VGUAw0SR5ysSzU6e3km+cGMOQ0We7tVaudVbKWYM2zI4dYiUoftpl4QBkjsKeYRKypVRntbFeNYBKnBdoBd0O8TRAEP1UBPEdGxhhzmYAXrQydSAgaZoh+ipsEXwCnGCuBMO27QaUxqYi7Fli4HnvRMcM1GQe/rwXw6mWMClxv99KqtP4UlH4MiZpGag4dAKuAppJG94zrgX2F69hTL4JkJ9AG+3MtWPx8Qp8hMny9GOX7C/sZM5rgNwWIBevq6RyT8zZ1DwlTdnxPED21Ou7QP0vAdBv0Fux3Tf3o9I94G0mkVdfdF6TFgSwitTfrKmTgHd8VGUra457o/If/i+90iVm+p3/abs0N5iMnsSeYcN1A0DX33CNG60Uc6PFhZ+/1rrtveW8/z06wZUVqVGMq5pTwK8YSxRxf/olIO3Z7eRcJ12cx8wdDq56ErYv60XfFq+s+GQ9lA7MHP+fh4f+tVSTmZ6ZubZmbmAwXSYgYDnVi9UGz9ec/zufgReagVyn82U+A/MZeJEZ+PAv+wkWJ75TE0Gs4S/7ZfYJaREzBng63LNbEMWAoHg0kE4ZXakC6GxCzyQAxRNq5fZiWd86q/yJhvQ5DZWHbYzAUJ+V5vRKaS7fkU5MdR/XciGqUd+odCVhdw5HXZV256xXhS0Aq/SeWwlw8a1OAMlPFV2MsesOfXRIiF7u6U34dZ5cD6tx19sxPcA2ETqPsURNeqF4ZY37QhKhVK1+TWjU/gTQaWry3JjuAzZCGZH8Me3VFHN2eXm9SoUddg/K0W5Pg+NJ1a8RqQJcAYJ+2gTu0YSNFQJMiLtblN5dZqED6cEWsDTGcPUBjhrAlCY5M8C1htWrV0IsQ0kMd2zJYlFuVeDBZo01qaxAjXNwsiQttYYFjMD7L3Kp+uwB2vFNOjXYERA9MmePCMTjT/YUkL3vRHFAKz9w3TxxzVyXUq6sHYw+4CBLztkFSKheeOafHFH+YOcnbX5eMZ9fwxT+xvoqBrVZ/pVWSnm9BdjtKsAIQ/aBfV02b10s5Z6rqAbU95hqdlai+XMtYih5d9gxZAxEVzzQeMNzvzdOymt/Z1Ru//pW+ZX/9tVy/Rcd02PXyli1hPNV6Ahnzt+UkWlNS5wpa40NzWpOGM1GfL9GeP8dVbTvqKrdTVrUOKJFM6wfAUd2+qdczvmlczF85uf83Gcu81qujYDQWGBcc7OwbI7yHYkGLoxWSj59RaqU+RZGaxe4ymfuKLS46npKg2rwc77MZ+CFZyDf1fkyn4H5DLzIDGBMsiAhQBMpCb/H4yiGVGv0HjTd5WRPlaB8VmPykiKrr0idvaJibqt0ho8gBJVZPK9m4+tA11V3ynQwfvYfjsq9t5l0ajlywruqB1gN+Qw9loo56m9JAa3ZRrQsgJC8n/jM94lnD0ARTVd0NzMBrJkXhYj4/iRQ1AQMobTsaD9Tb6yVy+N3Oc5/q6wPdzVMlhKULpoqy58SJTdUD+KrfFxapbNRmosvl9VFAXfMBFW4GtWI4ImB+9OeIH5Udk8BKnTU4iYD1YV9dhWCGYBxowUQCnQBZkMgqAlcLEmlDoxpovlzhz/TYtJV/gKlMrAvAEerNsXwtOh/JgBCevjVjC+BslqCPPzkd5xLxYpVjuy2HfYnIKUrmB9LQwaQ/UUusec4xiamt96qgPx5VFtYxPhbfVnq86o03obT8si4boru1xzzK9i6O55XLu5ez+GdX1mfPPKss0jLtWHNCNyPzNc9jOBd18B/tbletpqd8od+v6S6Va8Aa4fhUlCAJT2L07rfY8cR/dW03qsaipdZfNGkDxU3zPQWnEKus9ODsnn7Ufm5/6JXnnxvR/q3Xz77G4G+DEqliOsqXovrZ8L1v6blUn1mb912uTZ0bfLZ+iql+QcKP/4lMB0w9tg1EFB57PEcIn7yMT7PO9lK5iKPScPkx9fB7+cAPcnyTcf9su9Feh+GRd1zreX8dF1Xi9ZLoUBYqy+5UhtYxM8BX6+5Rj/n/Rs+k/MVUHjbPH8GQzxf5jPwojOQ63K+zGdgPgMvMgP5q25ZJsgeAy8D1VPpOXeikq6lomoV8hkIrEf9G4iBr9KGv1Klss66j9lO0ValATLrgZPuBpDEzHOwQ4dFE8N3qCPVmHDROzvWamZZQFiwnWF5anvXVxbL7fZ6OdrRu9DzbQzCEqYhVWI977eiHYmo2O9tAWIsTVWxW4JIslBvyu0tYTAuaej76Oj3acBeU6UPMK1cKXXl6y3te4Zx2Z5hqgCkeFsvSh82G1fFRC2ACKlbXj+Fatabh4CSpsWjx2Xj7IAGaMfd/lLprA6rtOPAOJawdEOi7mO25ukN2IjIGwAcYljammUPjaeGqQperVfAsM25nm+SnnFtdMNRD1IV7MTB80j64bxn7j8CXZ5f3CXm7bw+ie7mL3gBT6t9xzbidgWmmlJRPJQAzFXANilABv3lFuATL680+d7FZMYrfd0x9p2ojPoCNHzc8CnWqqq52Dp8BoieeXzkc6c0auv0eK/SxF2SZv6qtcLMTCGrt7CJt/2V3xsuMIwFfiTLZnpfzsa7NFbXZQyv2g6mME2xpaZnKl9TaTidvlv6D35Q3vlN9iHXlsvO3cOy+04SvZJsmj9Pp4TxGNWkHOvjR/R11zxdKoPed83/U8fRUW16qhk6sTga6SXXZ5cmMaB5iyYsfvB/0iWXQ35y3pN2PoGuUzkYA9y/ZH6/oAgj8xkbj6OwZ9KmHSK4l1iCfKCReObmwDVy2ZhS9/pF5rvrel5+kSYwbNUdBr2/fdQt3yKA57tbVl2gt/6kg51/7md6BuYA62f69M8P/k80A/nrbpG8Aw7onhgWHtFWLRA0T09G/rgzU5R2Ifct3WWpvjV9/fyRH3Fub65dqj65yMOqn/QK4LEqNaj+S5VcBOXulIG0rWWBoMPOQCBricyHXNUPz1rl9tLLzLV5YjEZvZF2KKLMYVgbKULED0iUIJ2AE4UT0bXnIQ0CPvLz/vFRWVu9XLZX3hMAf79sFk7tw41KVF4z5kYdFxfBM5asEX1YbQczs1xqy1d5AUkxsVYYxcSSPUStyVah/VivwsflYOftSmTd0EvwwZljAaZe3twuD55IA8IX4qwqM6nCjErQn/AaGsULiyN8l51AlDlplpz0UUuqLTmcmrmEX88H7uGTlqySJaclTNZPY0lF4GMDiPFlfMl60renAnPDMd0DrtacmFcBzl/cWAN2xuU3D1hrOFOpVnv2j/DFsfz4MeS8JhGWJB6HqgpAfGXF+dIHcws4TVryMeYq9gJXMWNvcHGPyPySNFdSumli3cZOTqrrC8AKa+rczxq3XTMjadrHpbP8hJ/behkpUqgRho+c9+/8b2dl9XOj8vX/MTapr2rkTfzOpLQNvA17b0nF5szdqka2MnhfGu4NRqKl7ANtX7ZvXBl2SzUoFit86jok1AEw97FZf5Il5zjAKp+O9DxM5S8Bmy3bjFfVF4HzGwpAft8xpKlzKmOTHlz23llsLHzyrpuh/wCDumsM3+SP9VBKM83U3+idlnvGmerfVL6+Ri/4rrkJCH7s+ztf5jPwojPw7Hf7RT87X38+Az/TM7Ce4AgRxLcz7VDGovtEKmHk596uYH/JXf0yvcrygF+UknVapuXWtlRcq2xK57R7D0tPT784aQ8Al0Ha4WC2lnn09NkdNKZPaVvaWC66LCL3h4OwTFgg6Zmra2EQpMQEwhmGq2UsNXqcNpbgVHotLE4qCpM2iQ4l4SGBKczBB9KXt7Y2yk73txh8vlbWVIsdTAA+5qENPXsaGjSPz7BXUNFC54RH445SduwGkftovIc1AH5odo4EozOvNRa8viDcAUUzWq8lA0swqwv4VSg0iOkqewpgowk0bcbQlJdWz9uNdZocsCE+YWnXEnH24WEXuDMWQXGE7XieJYH3p7FcJI4ShLccf0TRD8x9rAhio4DAq4DRFrAx9d43MCMHjunQ+gGD4YQqQ9hPGfw5cJYGsz1JOSk47CnglJ6HTQi2BvAEwjw6AdhdB2GrHmIR7wJ1phHg7WJuTlTxJa2MLWtcdsVech5zZagaZLUQUXetDnQx32xfc80dYke3uNPv8NK68qhy6D9+zANrvGNPPW1y3CzUfxVLKTV+9rsy5P+y3Lf9Buao8l6zvfiRJj03Mxenfj/AtsWvKsfzvBAr5zbrfwihq2v5JXO97YL+9a1VhreKQcx50t1v0oP9v/s9jbT7dIBed/lcA+peXW6V983HV9t6fzppOdY0H4/FSc21+vvA1RvJN7sxSPVnvsvXna/rxp3ChLTfmS/zGXjRGZgDrBedsfn68xn4cAZuqJLqKOs+88f9ADiaAhZDvlMnUn2tlasAxJrAtgagaBnTFKQ4QiedmLvqvd0ntEtSHEQgrY4+caKNMCWlt8x6YVkQoquS1zuTPpyuaHGCjbivqnBzVf/CwbcI3JfLVtzUF1ek8JrlewJEHeCZVkzBuWjXBoWyH/4EqoTVekfK6gbrhxurwurpHxDGY9paX5UaWlUhJjHIM6u+FO3UQdnZP2AdgdEAsI6BowVu7g0Nrmv8k3Ls0VilTcu+LdcFJxIxDgFctKRPz+K5JPC3AbUmY9IRcdoAALjkWGuhHjx2d8EF0XMBC1OzrRkdWciNicAPMz7XEuAYlqJqF/Qjn8gG/vwC47NbTpoqbuIR14vJnqcSbUK7oyrS2MIw9QX6EaYzZrG3pZFPgFFxvgJZFyO9ePyRw/jwl6QI00WgYRuP/NzfP5MybgHHE8azUR2V8vM0gOvm/IkNk7qpiuPzhBFdm72LZd3WFJv2asLoYZKiC+DctZvrdjbYp/1Lyg8ct06ZHZYFnZpHJ9ru1KSDj/fLkGi9Rqc3ZjoKAUNq16QKdSVoH7p47yiyuOtz7wHXBuK4YvqZuWibC1s0Lr0kgZVU6j07d976xCXHlCWb1HZaSxxWFPYdD7SvYYa/igH9rf2jqt/hF3QGeGwe/hW3+b+3yuoUaP8d1bpJo69AutVcs2R4y3Wc9OBVTNdDLOprOpgfYFE3pK47Vgo4zo3Td2j5XsYGbj/vhViNdP7PfAZ+OANzgPXDuZg/m8/Ac82A+F+ldbYIi3OH3BXs4uLdkNqKNqonDXcylBzxfqTGK/Wz0qXPiui5SX81VVVWb2pErOXMeEyT5E56TPDe1CNuqspwhWnRAj1Tr9cra1zhF5KOEZT3F9awH53KpToB/ETacESzNJAiubywSFCfO/0YV9KFCehJHyaogCofgZXKVHTWKm/s75VfvHapXF9+lwbsO/y27lQMVgGy8DDA3aktCbzjbcBJCk8rnGZykIJPWhjHCXS1swp8XS0nTT5a9DtXgMvuVPk/oLVAx1IzgOFOF5AEvuKGPWDzgIIZCerrNy6Xy1i7fanOOLxPjb8vIJ4x5DRN1ZKxP8+S1RPM/6KX7DfsYJYkeWNqeWYcLecqhMctgT2WCW/EksP7f8379xFGMRdVCOqs1Cr9UMDDxZJt/viRfDgdORvVdrXWK28CsX9zuUmIzaVd+upJWBagoQvESipXDM11eqSRYohdwDVp4onWSLXxFVWAgFEsGpqUYzNGsgxfZ4xjtdRmzbBXFRr0dy8pcGCNcfrAKff+9NXSfUAITxtXXzylFTzvFjDsvw3wHdiGI0z1qWswbu1ZBuYiDGq84hhEaAu0GK4Se/eTrRqenYOwXTnoq47+JqB+HchLaq/lZ59G6l8AV3/kmrmG5f09aef0DPx5x32gajPGr3/NdbiMzXvk2vpDN0E3XWtXrXsZmGq5Tse+i0PX6TYgnO/xifR3VZXqvbTayXdz0Xu9Hz8pOcD5Mp+BT5mBOcD6lAmavz2fgR+fgfytJQ2v/vAf+KO8R8x8gkWo0VSNsBRDd8UT6QrdRgRc4u4JcKIEfjI6wF7oAcc8tLO4WhmNNqSOWGYJnYvlqKv3H6sH9U7Yr6hFztg2CM7a5qwInm1eRmfShKPl6wAOYTlA1+VF9JT4vH0mdVjvsFLQKkdqLqm1lsCSnoBVjijjFXDONSnjsoNFe+vwuHxla1Zu9l8vj4/vlEH7M5AjsMR5vCH91BHMpn7vuIM/7d8nRD/gayQ1qbdhDfsyk+pcXb7EImBFulDIBvQGwMWiu/4hbUtYG11Syo111WvE1y3VkVe36Xekag61bjnmz1RflMJSbTlkmAoXqiyU3jL2sQAa9iJg9ictWafSd3kMIMu5yc/58sNnF6/8WTxeAJ5s66M/oF58xYl8SxFDTcospEcbK3dXgH/vaFwZbG6pvnwXu0IdVemSwpQEXD27vWzz45asI/aXBwoZPqcg4d8HSG+b53+4u1/eNc9f8JxFawUWLmNmll0DSVfuAF5PjWcd2N+evVkenF4jZCdMX+R3NTnxA44tHbIEOSxn0toNhq+zeFU1pLJH2uc0abWwr4uLPeeE/QTbjLrPxak97Y8WFp0rjbzrzX0gBEAxzkbQnP+jF7tIB6Yf4wPnu++6awOaSdF90pJ3kgoNkMz53/LzNS2oPu/mJZ5i3+gdlpeBpBRu/Dat2ZJrrus7mFRr1/cwrv+5HnM/MAKqHqps1NGqfBbQTwumeKp9mxnwrnGkB9MDedbPq2hdMbYPAC6bASQ/TPfyj7vle5RqxAMv53qbL/MZeN4Z+Ojvw/N+YL7efAbmM5B0hQDiD/JTwUiiRSoQoIrruLvzmH72myeluzCkRVEpRojcAqCWY+Eg1VaXHopf0Rnt1KLKL312/J6U2ElZkq4Y9PWSS8sYzFW3zwFLpBhJLW4sLpUr7Vvcpx8ikKTbsD+9CMMFny4PqUPGprozV8zVguDXENQCsBIwKn2UAGir9CW6DEofvSUtclPAvLW4X+6evVHeam5Xaa0ppqmvh+IKvVgdYBtP1qqAO4Ya4qe1DlQuOLYzvERLxdkCI1TwUGoI6wZ8jYnSltfapS2qnTguaK8cHmkBfRaG4JhGSLoQ29BbYH6KUVgETALKuoTfE8zcBCszEkizJKAl3uXno0VcjCYnLFH+gLWTh7JGAmzW+zRQZpU/m8XONoAYsFT6q16eSH9KngZVRMojdRoGhN8VRuUB7dGJwM456keO5eL4ftKAbLFaJG4dWwAKkbvtfhcrswh4/3sARaDayP7WAIFXgNSH/M2yzzPrpU9hz2mI2qpZlwpsHqggpKMC3NOHcBI/M+/VgJ6J1kxEda6X7Mme05tS2nqCpZpMdun8APAk/FxLExWg3K0wr3pcjnbLFrBSHbePBbvIMlcaLLcerhWpUXOSczOqEEx1SD/yj9Wr87nmw/l+Je17xXcgZrLfxdZO0Uj7rucUBtw3l68DcjKWFYhfcdwtgDaWKU9cb+4SfCexaBi8fHeeAvGHbhyWjGGVad2KuUxDqBkgNXK9ptMAoq9i3K64nmK1MvLdegkYra5RY8ni4/NlPgPPPQP5fs+X+QzMZ+AFZiDBiNS3ulOuWAh3uHEd7/qjHzPMFXfXdQGs7o695Y/51RsYJ/YGY+LhmTY3aQ8zOt4tY4Do+PBpOdg9LvtPe/7kA120MP0h0XH0V2NVgtNNAvhTHleHdDZdAcUf/BHgg0HobGjCK5a0Ra58kbv2fWwM0dVIGFYl5gkOlRbGtpPyyJLxiycVevn28UiYOS1f6twrW/0HxPLk2pMj25MqOtXMd0j8TIuV4FywGgMtVGbGtLR4paxc1sD66r1yuPqWCjSBSipxcX1LZaAKQ2NYk1rZ9nwqEHeBq4jwT/RvnGD4ttbWWAsQUWuncxnzNpPqjF+Xaax0OxG4J0hnzHnM8Z2P3mN+9xNzz4UEVlEv1Ymxpsg6F+terJ+hP8/y7Gd/0voXQVYsr8B15vMM6ETwKPenNwIWo5c6wKo8lcZqOq5bxjkx6BA3sQnoAxk/HN8Pn33SfrOP6ris2gCC3jGH/0BjYsqvss3UdsVcdm07DNLvHB/T2aksNaYnrocGVrWZ9C0Esdh4E9P5kJVHmybQRcA8tuYmYDZ9yTXMoiFunBlZ7BfqTzFT9FWA+riPMeo9kCamtrOtCOFnjUvWx8dJITaaEcy/J1WqaAG4mTreS5DgXZYJGXjYrKCTbD34Ko8XS44rqcR8p66Zv/RxTIPm92znFTcVG66bH/jEP+qdAVajcsX85rtyDfubJs5hxb7lBiN9L+P6H3PVXRdsF8KqafM0dAOz4hg/46bkTmfIk8z31LVyqYaZk+pONWc6AVw3J1WNr4tw1f4XALOeL8pb5vC7VTHAj477Yvzzx/kMfNIMzBmsT5qZ+evzGfiEGQg2ST+4RX+kBxidfmwGBM8InUcCQAThHXqpJ9J5feBhUWuS5pqgRItVB8ZkOMoYsKjLn/kVwAFC6rQxDEXPgKVG/YY0Bg8sd+tpidPBUC2lwjCtVQTnYxWF8jSV1iqVUidAkqhXjowh/QSb7uzTfqUh6M6wJ2fj8/ElqE2CAgRle5b6G1Zpj4d6zf2VK1fKl7XJeTDgeYU1iAi9xqpBjDE+5pJJybCDcHDi7Rq2DMvROSr/2X/5i+XswZPy3f/+B6V9fZOuRT9C2qAngv8Iw1ZfkAoFtFqYAjlOzzMejNbOMeYjuqVWWTf8geA2FNz3CJAD5gIosoTvCfwQ70JK+K16sQrSYThS8j8GZIy4rIQZpHdKeuhiuYAuzwb0i/fymPfzXoK8Q60YlDz/ScvFNvOoBq285/EVj9G+JTt2KUyQc8E3FnBQwQZktgDLM29OMXQ5ulxDF/vO/i+26ekfW/J+1u8CEn0rxqw1E/BSUrIC/yEd3wFbiCM5xMvypd+jSYpDfPo2xkbkAUAf5mYdIJm5jsp0rxy3Lp+ngKesQoDoWJfWGY1mZHWVhzO6pBnwUQPAOptaPg3os4YYxliL4H7qNalDzv+TGXa2xsqB1UFY0WMDXTHGYwzkGoPVFIBkrCvGcZRzmYN5ZjmfDWyRGbjhXO4BNE+8/wtY4FddL6fGM5Xi/A3X9/bmUrnv+7YHOC4a44HuBzs2H6bs19ZYifjv1E3NHTc1WxAbck8PzttA+hUndsFNS1NakAps+qQ8Hr1Tvth0gwDM9ZylZdfQgKh9aJ9PAbSkMGPmihwsm8YcbZev7XyZz8ALzcAcYL3QdM1Xns/AeYojTEtTxE/l2BJvocc0HacAiTCqGokWavaEGP2RP9C3yuHTJHC4ZKu+G6Fb0lpnSU+b5mKCB/sCru21eD8JdrNUHHKO3ty6Jt2mGP4QOwXcDBq7pSFN8kjPjhMC+M3GRtkcEC0LREkN9aX1luVnYjI6EIiPAL0FwTZmownycapOqga3AExIhwh2KUUPcnlTQP7itCt18q1ydQg8te+UYXMrxAXNyiGty7I7/D3M1k5pKM0fdG6Ue+80y9/+b+4QyOyV03/2ftm+TNTvr8nw5LD0AcPGMrG/zU/C4AhWm/Y15Oy9xGk8IHQmcp2yathkl71LQB+vrMXMGwuKofX9D4CKnAJo0k5pGJ1fIkAO2Ap7NE3wptdKIFWFX5aV298xd3n5WJpoR4pnz/tBUDGQzPH6rUIzfq00X7HeDKyScIVRsSJSQpe9mb3Z5KcuEbVnm2Fg8pll2w3YDZBMKuvrQHE8o7YE7veBR7wglqc6rGp9T52V87ShYWaoHy3ZXpY85ifvgTUANrDtPK9hJ5e88aZ9vKqi9Uxad+DaCkDtmcBYd1wzjlMTElf9FgBI2o0FwjgyHp207hpq7CMuO9dBJIGY2Kg6djWMjTZJM6hpOkoDaEyVRt4zXlqVpD/UKQuPJX5Xl8axnnid91XRDzM2IngsYPwhFq0PaL4C6McnLuDzYsl85ZzkfAa8/KrrJenM72E6f9k+P68KcOwzZ3YT0Jem4etSgE8BxBPX1waguueauW5uf05afercf8P1tb2w7HugryawuCNlfV8D66FuBMfsRzjkOtVvO9usGhb+ejmq3fPSN/x2VPZ9h9NDctsg14wnrX4u+W4d2e6uOb76zNgvjmH+OJ+BT5uB/HWZL/MZmM/AC8xA7HJWMUWpLtpzR98HGIaYp7hHtwGtQXq0Ya0KgBVhe5m9JKV2DStFfK4lzTJrhukYM8DvasBqYRUomNKxTIGBXnfPnTSxbkfdFNNHyuLSE7nIiAU6PlfWPdBY91Sz3VrtoNzeWCwLNCQfSD1G0BubgwrE0OEcpsLQcYX9SAVjG/uU5ErUNRPgIwGvbv+P/f6t/XvlV7cG5cut75ff1pdwWXVgE+PWD4DprGPGFqQK/blwzGn+HNxya2O91A/owf7p18u1zduYkuNyiQHp9Pi0vGcsg1SvqdZK89yk7/K8hUXZEAS3BcbjE35XwONBa1yOj6SqBNSmeU2F2JkdfMReGWda6PgIywfgReppatst+poGLVCtieXzZh1KW/TeKsfu6z5zBaA4whz1Acieoc8E4kbOk/TamAV4xpT06iFg8iXB+yaAl/TdBh2bs4f5OL8oPnw4/8W/Ng2unC+Z3yy7zv0VP1dZcTw2/veJ3XewQGr1Rf4jsgAAQABJREFUyj/uDsrnjXtmPDmqpMsCmC6WbK8CfhcvfPiY17NeYE9+stP8Hk1S0r7vYF0C1j5j3BF3B7DEsiGmojHdPAREtgH3pOxObKzmvZeI48eYy3u1b5bpoTlb/wwQpTlSGEupxjJZJWTvYicDoAD4creMjlhDrKVwA7iSdqt3COCnq9jCs7LJaHbQ/b4ij1PzTf8FSD6UEgbLWCeUcs/4qA6rlOgN40uFZQBzxuR2omIgP+NaXXfe/vVR5P+l/Aoz1kduJv7+0Vn5Kv3Yurn7xwokfsN7Ea4HjMeC4ksYyw2i9JF5fuDn0vLnfF3ulB/UlrB6mp7TjjWnLE6Mq9NkkKvdT7vW1ficpnB5VfP0q3Rb/xELh4duHv4/nRA6QFuuM2lzU7Gda87YAwJTiTtf5jPwojMwB1gvOmPz9X/mZ6DpD+6l1TWpGmxC4Is/9AnGLXfZuTOfYQ2WpcmuLWILpALHGu1OGwJbMmxSK61YFaBdTlMRKAh1pPuGfRagBMe1MAT+sA+AgjI7EBi6dEYDlgj8to7tRJBeU9lVn7xWHnTvl7vu9jfbq+VtfQHD/KT6roElGxE4W1tAOwcDHczMBPirATthrxKgY/6I5wC6xuXr7v7/8tVO+YXte+XB/c2yt6yCDKDqYJxO+GKh2MjIPiO4xfS0XV66e1r+xf/62+Xkyh+Wr9x6tSyotrovFXVqmw1syJLneyoJUyXYx2Asb2+V9x/vBJkKpo2y92inbGhSXAcM76mY7ACOoV5y3FFSBUggFD4CHglyAT0ZdwtLEg3NJKAKMxeh86LHW9KRsSqohTUDMNqC9CXnoiG19ESxwD1sRB0tF73N6MQ8Mke9ww097FcCacBWAvdUgH3PviahySwJrefPql9/5HkATpZN4KEvkP8endArihmuAzaxpth3Li95LwzOE+PMsQU4ZpsX2/2k0H3xfsCXw6vSomkNM8xc2OZV24oFQYR48QALcLvkergKLN6Xtt63ThdgiM+VroFl2fyeYqZiBLvp3Pabf8AJXh/BxdfKIwqohnYxE0UJNQxpjZ4uovewe42lNTcHtG7RWwHdg0pbaL4A5En/LWnBD1yjHSm1ESZ3XN51zNUCSf3HK6sVE3jmeQcYvn8yqOZhxzm87lxtqG58nynob0v9xTPsN5yPd3VGcDjlLwG6C75YScd/GZv0CHDbxHz+lbRSAgo/YH0y5O21P7kN4G5i3q6V4/qqQo1j14jSk9q2eXIdM8OdAaNh4VJFuLqZVj4fKBSIue5nylnrl/Ue1Mdx/H9VRrwxrJgYa3RyVdPw6uQ/ewWcH9783/kMfNoMzAHWp83Q/P35DPzYDCRgtvw8wI7ETDKBOK1wIjCZMH4cMPJseR18AlAkdWZbLAuAlVgQHHBGFyTai/rRHZEkM4FsE+rWgZiZO+hGi16E8Cls1sqikv9WgogKPQ7vNll2z854Vumrtnxb6uMzWAryX6mQAwFqTZolupsugHEqUKaKakUgWseqHHUFRoglwCTwpYnNCARLWJY8q47wtx69V/6T27fKr22+W/7v4Q2pmzsCTLusSWd2sRUTBpWzkfYsKh9bWLr2AXXWo6dltIXxkIJZB5b2zEOcxuWYtACixwI+uYhWY1pnL3AkmMbd+5j+bMIHa8FYlwXPBrYlLVXGAYAVsPkhp5Nqtow0SwW6wrYw/Ro5hob1z+Mfk0j2BG1zO2VbEYZxC6txYL6aKj3vbG6Vl1U4PmSTUF/jVE4/tGRcTWBqGRjtq9rs+uyITucEO/ObWgDHc/zTlgjts2QUQ+fsbeDibVWjqS5M02cT43iAIv8YdbWeo6iOJkd0flTVJv7YP+dbPl/HpVWhvDArW0Hzxhpsvwsw3QZUAiTT3qUDWN7H0B3Y34ZzHQ3UosqLbaBqCrDsybmlWfQWoHmGvWS7WbbHZ6U3uukavYEZ1Pi5GVCyhy4EqDRyzp1Bjc9ZHM77elle0bB8abrrPH+n0iWdSDN+DpO0gp38XWnBz9nXrzEBXTEmZ4iZ56h8p6c1kqMPg3cdANxyja85hlPnJunfO17vGPM7APZT+7ttWw9dQ4fuYvIdS9HDhkvil9dW2C6csvmIPutuOa3f1WNT0ccS09YBTy92EUSA0d27BO/7SiblDsi3sMxuUGanKiAXVCTqo9jWrmqgIKDUr5ej1l0Z+v+8vFz7huvnrfJ9HnWHgOu6OUoj9dhGzJf5DLzoDMwB1ovO2Hz9n/kZ2PQHV76OOJbrM4AwHAE/7tyHUlV92pD8vhZt1dMddgoYAABKXxHircf+6lPh0L+sba9KHyoVF4jSIueEerlNdNukpRlPVRwy7ByMDyvg1tBseUzAHAVVc3lSHk51ORRkVx4tMQkFdG4uSE0JHu7Ok4IZASBppnx4TLCFhch/0bckRZc4zeu0Eq+n0i9ROu1c0qvtD/lTfUUbnS/f3C5/5/it8m+OlyvN2JTX1kn/HmsFGqnVX2bVwBmckHh7wQyM3y47vIgaWLZlaUQOWeUDguihvoMN4uQpofOpgD7FIqxieBakJkeAaZ0+7BRGSApvgb9RAErIGBKsSjf24+Aj4CSsVM22wtashPlD6/TMyWlOB6PLwxFvJ/+tYSteZUFwBXCb2mhYmyt+fllK89Goo2RfMOaNFJDylDh8RR+6Vqo7AYEZQfSo9hXz8kvARerasnxydD0O1WI5gPweAZeyvxUsy+uHYUC8FzbOlNvK+VH9+LF562MXI/xozzlTy4DnJkBpCmju+JiFnfL6TXPqTFf6rnccwx3H/AXz/gGwkibUEYqzq5JCHdNHZauxJRhXflzaegPbDwjgH5Sl/ueBcpWENFT4HvtRNcqmYYn2bqN5r+z13rGdU+PYs8UnLq10MWyUu3G4Na732UZ81pxGcB6H+W8DVa+7pmLRsIHF/IF9/rpzPQBCU+X4A7n2ZCW3AS55zXLg+Sow9WX+a6dGaSQ8tSY0cXVMLRApnbwgR7jS3GTeulz26ndopVbYgaTiUQ/FUJzle2Vp63I56znOqtJxo4xPn/LPtQ+NrGuLr5Tu0abJeOrmhVFunWh/8j6WVv1g867bDd8xjbBvt3z33PQcSae2odoPT3N2MF/mM/DcMzAHWM89VfMV5zNwPgPLUlNT6aexNMuJoNAHruIz1cKCpMlvA5PSss7A85rGydPaAPMizI0eiLSHWAZNn+mhplitI2VXC1JK42GCFuAhUAwwWXWC4olAt7r6udKTxpmN9gnjMUWsGiL+/T5G6kt/+7PlGjHw42/8VlkNcMAG9KNLCjMggIXtmIj4cffOHX0ifU2aMKArkVtNWXVAcFn2DGQ0yz/ZPy4vbe2XX1jt6Gv3bUH8y+XxHjNKPRHr0l5T5e4FOFlpqBCcEvF3HpTOyvVy2BXKMQ+LAumW0vozacoOwfIHzEwHLByi/hrQh8X8sg3QNHr90jNvp4DilCB9CXjaBIiinb5HxB1Qcj66DPH8WdirvN4BEmo+F13ZItDQNdf9iLE9TwpxRLfDjItmCKuTMXT75Xt0Yb92DWshUJ95nxsUiwxmrZsb9Fmd8tBx95Xzt5oE0ePP2ctL9how8seXjMb0VUsATpaL8YZpii4rf1izXt4PuLpY8vv50Vy88vGPF9vPutl2SKvquWN+aL6yncrs1mMsWdN+JyxZGL1ljFJsDhbM6S6wHZi4l7SoUV+D+Nqej10jq3o1jWnFwI/zgo3yffYf3wdiXpXW1JMQ6FmmuxoqQugOX68c23Ot7FUDcS24oVhzc9CQPo5+7pcwgjkn3+Rx9r+n0MEY/rI0eSpdV5yjlwGyAVB4CoguYdC0kzZyjJvzlj6OJ7Z31bpHYQKhpUte6xrrTZ5eNxeAVT5xIynBawvXqz6PDyjRZ7W7rnOFHmegosmfzr7k2uAb3/JdS0Us25HYf4x8z2rtS1Vv0AkRV2P0m+xCrN++YUKiGXPGhvdZQ7hu6n+jtPq/U2609soJzdplY66wm3m8OC+ezpf5DHzqDMwB1qdO0XyF+Qz86AwsCOJJQbUEg6QuJP0qgftCdecfsTvjUGaMix334cdajfASWlK7PoEehn5GZ73y+IFUGGuGfndYuoTtyxpCh4/pnR1xzSay1uuvrlJwVlvV1y/90TizY4XSiGQEmPR+bqn88n/9S+VLK++Vf77zz8tb3xeErwIegg4VUmkCM5tSNRRfZZmovE9UXxMwwZ1yQscVo4aux+CtpOYqzCVdtmsPb+08LO2Vw/JaR9OTAW0LFu64Lc05ozsDgLb1put3/6isr76uWlJq0zHVsBC72Kgr7TWMQ7s8dowRT99aXyn7XNoPjzABgu3YcQz0xwsQamK0+kmlGsMMuxbLhhitfkeKK6AiR/vskvRS01jD4KQiMLqmtENpAFId7X9mGJRYWzSkxFYZYg4T0KW0KHZUjalAQ/Ncc+R1TEoqOacA5cHhSXlCmyORCPhihIDegjE8hzPnqdNnx/BJzzPWaKCCPbI8C6ry2sXr1ZvP8c9FIM9jBd5sIOL13aBML8YhPcLrS87NFUBp5BxEX9TFZr2Jwfsydu+u1PDvOs6I37eBhOie+gBX0sTwlapUKTDAJwAk/OipG4YwUVdrb0uTvl2Zk3YhixwXMjJXtLHkZgITJiV4mEIE244D+oZxPJCmfs/5mDmvSaP3jeV7rsMDwPvnXQtOU/mBdOxLgHRYrWiu0gD7ofORGVqRtj3w+TGGK5q7NrB+S6pwtd0r755dLv96+AUHvkpMfwU4A+YAskFLStM5rUkNjvt7UscvlxPsVTojuHDp8Z5iuPqY3s/BWm5U0i4IoJ5NP+ua5VbW4hNfwyzbYh3wnhDAz2q3yheVgx6c/f3S4lI/JYiPMfB8mc/Ai87AHGC96IzN1/+ZnwHyKYGJwkrwEiO4QbfLKZH4WEokabj01OsLKJw6sTzvYm2eAElSGGikqUBUE3AazA4XpDZOpQRrQMNkgp1S8t4E0orWOjMsxchd/IieaFm7ldY0CROvx1drdZFfVKe88c9fB8zuK1akd9rcppPiVSQ1swfoTKCQNSkVDQsFlrh/Cx4CdAxRhSbjihA8bIt/mJeCPs7rOaR5gIK5vSpIYgIWm29J6R3TFr0C4N0EXna0BHJMnT/ATDwqV1tr0jju8KWmUs6+DPR0aJ9wdOV+t1e2Ll8R6trlOjZvQPT+xPv3adRiHzAStRO4u44zXlYGTGd2Hshs6o8tFdgADuLYPoAM7cZzwd9cNcxhUnABXDOO6mdAwIxwZijteusyjyTBvzsM8KW5AuJW7XeK9UJwlDMBdyC4j4HFWmMVIIl03Q9A+mnLRdiNO3mASJaL1y6eP/t7tcJz/vPs5zKSAI8wKfGUCreWIw44WjcnEYBPgYAtGrKg5bYUbgN4WrJuAFY8x6JrSnq0sutwuk9ch7AwwBrLh1Rf2qOU3PG4XR55bT03D+Z1wXURxd7YZJ06CRHcx6E+QP6Waz9eXPeiobOfK0DNsTEdmIXbthnf99uKGsjhy3tSgis5Tw7mqusxhQV7Phd27YrP5oZgquBj24V5BWDuuka3mgOaq1fKu7PXyqr2UqO6FktDjKrK1kEDYDr7ru8UQBwrkYUv2Ns2bV/AEs3Yiu4BPdcrD6xWg0VKgNfkCXClaKN524FofE1/Vq9LLZvYWb57sxivvl8OdTHoNf7Tst/7dqlj79bdXGR59pxUL8z/mc/AT5iBOcD6CZMzf2s+Ax83AxOB7pSmqC06pZ1zRwDpoCwGAFbfe2F8aoL3Iu3VJjPO3sk7ZX9vW9AjmJXrmRF3N4CvAIMJILahN+EAGJnEuqG9XE6U9UtkCZ479EkvY3noTHJH7s49gts6MFK/r5rvf+6Vd6hs9lY2y1kwgUq+vgAqV1IBrH3pn1XjWKLzOjiOV5GoKrA12TqcJ5nChKSq0Ef8JP0Tz6a00PkMF/mXBbAlTMad9gPswMPy/sES01P6qpPfU0VpRITALeL2JZqZmTL9gVL7D6ROb6pC26I526XLOt5VCWn0TRqytUuXBDRNpLFbmYuIwsP1xHNoiFk5mvSxfFg3wTYMVQDVswEta4/Mbxs4qwve0wBca2QO+85BzfHJhgJQjE4JoRcBpyWgLaRUNrSrgu2kI/Xkl/bSsjQqBqSYU2L+dueykWRe1s174MyGH/m051wyzouxPvv8OT/+savl+POTJdvM8VevmZ/81wJkds3HPyDUjklnHMnzfnyc0DBlz7n4inl5gqkKmOmZ77i9N81bB4gJ4G5CSzaTF11nYbG0mjGJcbuChemdzq0mIpo/Mwp2pBV71nJdnQDGe4DrkvMxwCblAjqHbywTrJf+g4Fm6dMZ9u2mbe4ZWtKdsQt5241IQFpmOvA+Y79iu7uE7bUwvTys3u78WjnkJdfHbtaB5YkbhoZWP+5Gzj3ajKuGNa3RV80Y5cYHrg5QjYn1B6HfRit80XRAcKMwm33BPm7YC2CW/HkFqMJoEcVPeHepkpwpvpj23ijvtV4ttZXPlzWjvurGR88Fn5sv8xl4sRmYA6wXm6/52vMZqDQ2uftfkOoY0wtNCHlXO8TqlNdDQSP2BqK2u2wl6oBHob1a3bjmD3+76hfYTAk8PclQgAqNNHW3Htf1AVAw9oe/VeeyTbc1ls4Y9B7DIOsqoa6X4z7Bbr+j+uqxoLFT1r/IYmDty+X1N9/FxLwvOAJYQEacuLekNUY0WTO/d/k89YmDG4LPRBCMyad3BFbGpAJZQI6RVOE56Tp1WNryTMurGIOzVA8OdsqdRSajgsxjcenq+hIXcQ7ttj+1Tx+v9Fnjbrd884Sg+tICUTmIyAATJUSXFUd7IvAzTYUF0E2WEWHNhqngM5bM5YrAH3uLqO9bWLsLMBFg8ewSEDQS+cPhBBgEHGaZeW2WdGO0ZoDrMgDXj87rjJAdK7Hs2FPx12Fpsbh5qbz/9KS8c3q91Fd/wThetlsu5vY7Vn251VBpJrS+KMDKmP+slxz/BTMWAJKlAp8AqEMCRCSjFQycmMeOaoXYIRyYvTCDG+a5iV0aYrUaXg9bhG+smK4A1YA0sJRthi1b/5BwPnMYo9VN5+ISMB6bhCkQA0LD7cCqz6UtUB8QT0FFEx3Vs48j11K/An5hp3QVsJ0jNwIbDmDVQJMS3nBzsGq9WDmkUGEV/RsdYBR6+wDTofXbw5bt6aEIsO21fxFwe8kRq+e0vclQHWN7CViTQncD0KSZa/LVGPqMw6g84Apt4KzNAHXLTYb2UqPjh0SSvpeTa7w8wHHfNZ3HMcXsKVigxBOs0R74oeNy3YTfnQFXMced9D5QaXkLKPy7jvMfGQebkfkyn4EXmIE5wHqByZqvOp+BzECCUswsA0sWBJybtC49P3v0JiKJVJjGvnEjVRY1U04uOUhwLRousmxY3ieu9Qe/0vvgBPR4Y4XpD7/tLl72550eiKniuLMBg0h3SFe1tSIZqmya9t3vAwCdNSkOTFWNBcHS8qZ2csrMh+/yNdJcGehpC5QcISpz0AGPqToAuCCA9Am/06onjNEg47Pk39mH+pKMIfqmVHD1AJ2pdGecwT8AGm/qMXiL5USLXxdJNZZEEE/QAyTj1j6hrVmYSsu0h8aqJ6F9bChxfxegW6chiynp0yePVPwlEpoLacWYRi5jDI6sE2ZkCHR1B5zPz9/2yjlrU0XPaqTG5zXR2cdBRL8YQgWoQAhjBwYwYRGZD7TdaTNyHR/z4iK+ToOXzexQZdkhQPCoK+3a/lo5XXiVjmfV/C9g/wA34yPNykb9XMC3/P7pSzW2D1f704CtbMcsfXjEP3xu9KBI3sQmmfeaa2oBaIISqtHG1DRzo6SiaoocCPUUaNh27vEy5TK2quskp0diwFF2kLZCAaPpSNDycxPrOjOPAyBqEF0XdNchIk/PzTPnOeBuXAGmKR8rNhDWHQFZv8hM7PsAdRJ/J5Bv1n8JQIudyQZQve9G5DHQsmzsAcmpCM3pOPX9ifg+3nIxfk1laVN6c2f6t91UMLiVOp8qsBi7lnK8nZZ2NkMGtyaiQZNYa7zt+6H9zan2PWFSG6wmRsd8znJtRHx/x0W0Vxavc+nStHx8yEREg/JZrl83DyncGEspJi2fSpDmoipftiezDg2k7/PIDcLj+t1yo/ZXTPzbmf35Mp+B556BOcB67qmarzifgfMZOBIMplIWKT13L65SEOtzKnUmcDUFu3g6DZmITv3Bjui8QVdyfCDtp4JwXfn8wvpdvlYC1pF1hcwhwLXQWrK+4CPo1NorBNpAlCi9uLwsLbdMrC2thqmYVQF1LHWjuS+t0cPpccVenBGRNDAVKcMPmBgKUiOM2AnAkmqyhYW019FGRkCNEHxZ8EtFV1q9yN5VjFu0TRXuMobH0pgDAvuIqFeBshNM2LLqq1ebaVjtqIGUhsAZIfuOlGIYhxxvzFYfMPW8TkC8pDpyZ7+rz9tpuba9WW74fU+gbUrd7arWmjqeqbE40soz6QxIOxNwE3zhw8oQ9HzGDeiZRcw+Rx15RHpV+DCMg+NZJaRfogua0Hxd2cJKqQQ7I3AP2zXtR/cFgEjlniXwrksjLWL4evedBSJ3FWN9aU8iLht+z4atUzWn8fAcy58GVH3a5nOoWTITaSS9ZZ6PHFRE5gEzI+m/9PpLc+z0R2wABukH2HGNfpc+EMbFRgGxGL5XtHS67726a+gqQHkKQIfdXDTvPa8f21ZAeBpXxwE+5yr9/gKMsv9UIZ462ENX/3XX0Yb34gP3BYD2CHV2YBuv2HbTGNOc+QTgz/rs1FQo8kTDqJ7aUHRZdfs8cb1eMbZWPMikNR8sfA3LdgcDSi1YfwxExVntZXumqXJ9lDqtIVZy5LprLV73veBTtaCXoGsxKcLx9KrP76rqdSMzloBctAffj1T+1hon1l0D0A+4NuiGAMAl7Tip/N1sMzq92ksulqjH3JDUHrAOOXSjc93+c9llBubLfAaebwZyszRf5jMwn4EXmIEdAeYp7UkDy9MRyEb6APaVicMLKqGwCgDXqM9UNHfeDYCC185G7ty7h6VLC7VAc7XCCb7WTGm5u2ml7hNpjDARfam5kaazUwChyQurTT/S5Zg91GJnyvRxRg8yHRABr18uCxsvlSN0zUmoABFwAfWzqaJsA2NzStNVs911zukxG6qr5FvEZqxJa16iP1r0ESQPZdc5k3ARNwLwslSgCfjZJBZeE7SOAbVD4+o77kvSNJrOSEMxsVQlmHRQY4kUWsqvy137g54giwFZEGThncoAcwhYpWVK+jeuCrxT759KkUaEfdXEpWx/ZJ1UGQZoRmOVZs4/cflwrDVBehqAJfZ2FA0sAEot7WOe7mhqDNguYCJqGL+AhWVgd2Vvl28YrVtYkFlPi5U2XdcRr699n92GYiCB8rrHcHnPt3w4lOdb+U+4VvaRGUlLpgChmpNlqipQHrZqJJ2X7HSakI9cb7zMgdQJmwPH4y99qi7XbGADAA0wOwOSJ16Lo3/MXfdtbCcA1PPs6dB+4llFoQR+crn3mr1WLNiKfdx0Hl8Gaq7Ky75t8ru2t5nXnfdAsR03HAPbXLJ9UFz7HmUa9pfvj9IL83uept62vwVrgPzOww3A767zyV4BuK/RSdV5UtVbUuUZVeOK1DsOOVQrg9HRwQbA/Cpm65Zc6iYm7MR+DsrGANzk1jCTRqzZ3uD4iwodmJq68RhiKsfSxxNu/qPBZd+1daajp1ULpjK5DZxvSS+6kciXYfJd+37f/sJFfKk6rmog83/mM/AcM5CrZr7MZ2A+Ay8wA+xzygOC6TvShFcFgTFTz6f+cNfd+S8IUAl0Zwl2Uhd1zFOE5NMm64P2ZawQZ+snDwEBehTo46RHCwKIRUOkHI9mSgiTNmtJOcq7ldMjVYIE2HXgZcSafaF1WarDXTrWYSBuDqXKVmyzLxgM3aWnYmxFleGZ3E4TMEqKbyoYLfOeWpTqOSCITnPoOuYiAQQmSeytAEoeE1rjVZXeeodAyZl82ZmAtCdwtQXtGHcuS3tuMpOM3On+oye2pdweeNtg1XDJ4wPH0sNGXV9aqirIjjBfE4L7jrFm+4thPQRmtFz1WKVPlQSeAkL8VqvUUSwZArCi3THdHy2GVW3Dy9ViFQfgWPKGpdvF2tGCrWIKxwIqz/mycCwgm863AN0vLKyU66v0bA9Py7HqyKvmM9ChoVptmRXFQuemgJotRZuWnyzZdnb0012qYzWUpN0C/Rx2pRUKa1UVK5iUJAMDms+c2ycAzjrB9zXXwTXp3jekirvYpAMgPbous1ul6NIrMilCpiCAhMo+oCo+WtVRVxOt1U/1OCvaQpdfWHa901GF5dp3fZ2x3QjD9chrj6QVM86Mp9Jo+f0MAL+M0dw3ngPbjtt82NIwcakcjF/WUzcKT+xwfQH7REtWl2puLd2v2MaZKsIo4+vO0ZQ5b1ERGJZxpgpwDX025TW3Li3YdB3unTLiWHXegKdFNxW1VZWkrrslvRRnaSc1eoVWy+2BO4zZRNqdIW194S5Q9T3fPWxZ7RI2b9exY70Gh6W9/g7GlU2D38Mdnn9bPMyX+Qw8xwzMAdZzTNJ8lfkMPDsDASL3pCfeOemVl/TY46Mp/dQDYFITBSQQDQ94Kw2GJ6WZFJgGctPJt/zR/lv+kPMS4iNVA5ZaNFY1uqzj2BXQLS0QTtVrqYhaA8bWS++QhwDA0pzeqxiZiHMndE7x32qdaJ+zpPJw9oS7dlfQ5aKOqThi8rhgfx0gKw7tfSxW0jfRZtUS3ACbaK7aUoY1rFQtzBlwMgtz5LgSRxNawT1eVv3ysqrGzdUVvQZZTng966QdTzQ1S0TD8oyMVYEYd/gxjby1RPxOoB92JBYC19JseMkxYM6WBcmnSWXav+YlwGJTBRpRM0B2ZsxdwM9HHO+HgEkgdgj2+sMlzzO2i9eqR//kMYE9KSSbZ+Da50OGFaEp6iVN5cBiz9Dz2qntThpAmKq0E2LpER3cMOJnovBBWL4KYEXJ9W/PkuMLUZkJyTnIiWqbp1xxoAb9Wa4h81odWwCWeQBaN1UtvC8FHXPcFFCchp0CeJKaW5Nai5YujFVSjJcZeh44/ri/r9vJsccwidvWjZN60uG3MYRrnj8IQ5R1bC69Ea8C8Me+E+mFmSrQ+HTVAP/0doxbe91+2oBUrB8C1kCfatwn9rvp+7MhRWjXtnWFFYP0HVuEaKjqbDMm8WID7CdS7NFJTaYvuQjyLdRoerSrUhYrNTxwRXVVLzr2gYIT4vWmdj6NCUYMHB25kWmvbVSAqgG8FUaqdW0DZvVN14tiDenj6eRzJrkD2DEbtUqjQbOl4nY2ZI+yEkjL7X2+zGfgBWZgDrBeYLLmq85n4GIGqko7IEIijngcc+SNBRV19Q6dS5otCyw9GimkQbm5Tce0dKB9x5H0BRsAVWpNWpCDA+7t2KsG/dWEx1D6vNXyB14aqx/ww+unvSxtNnpb+izBS7n5SgwlO+Wa1jBFJeKk8Vha5Vh6RdWcgNuQJmwLrPUzBfKYsFXC9wE7ggTDicCXREwH0Bll+5DKFCCJd1S4Gh+vAvgFtHh4clZOVhawTB1sHb8ojMCq9ONM0H0sFXhLeXy2NxLMT0XHHa15WsvAmAB6KKAeA3WLAufyql6IdFtL5kuNpSAPZAmYabwcTdklLXaeAphp9WM4onEQKzYFoEgYzUvPLsEZHy0BZdUvH6IP7Fjl3C3Qx7F7ky2DkKy4DCNGx3xC4PxA9FzEwK1jQXYDWNtSS/RmI9zPEKt2DusUJHh2vlw8fvjrX+DDh0f10UhMbSViT0VkwxxV59Tz+HA5rc6h6xGACst1w9zfleJ966xb1s1x3Qn/fqpc/Zdq0WCUesxWgeywSkk75r2AoCVpUmfa69LRgNhnMYKPgeo/OsH8OUk94wiT27PfpBu7Peluv8feIWC2FxCPRX0ZqM3FlwpGp/dDcKjAwVgjlm+58GIo2uFbln6WfdMeYfvkhE6KXUPTTUO9qRuCz+fa9gUAFG+56jCO7BpSYBGBeldPz5brcOnSwzLCljUe0CwC1zVawpH2P1Pg7oxHRW30jjEEfN51vXVLZ1NF7kxrqpNrvnsmpfGOFCQWufGytD0WbOOr5exABWLDj5bY82U+Ay8yA3OA9SKzNV93PgNmIBY61SKYv0VXtU5DtC1dONAXMFKNLYzOqeA+xlJFOBzGpsXdfWv2tsetcnQmpYYlWZC2GWN0Zs0IbwECAWgGlExz5y34zNyth3BoxeOHEWYNM1R4S60AYWu8e3qTh+7gj8oSEW4qx55gzGosGpYwDJOeysNoTZKmFJ6PAbKun2ZyQyiojvXq9FoDLFUFrnJA9v/MQ9kRcHcBu2i1WHVymJfUMZ5jACki900pvQ6g1LS/Y9qx1lKzMqVMpVjK9vc0dl4SXGNEmUqzNVYW1zSKfnzY402FaRDQNldWyzo7i/39QWUtYHMVmAjDkjRSpvrjQNb5SD8crfWqZ1ae2l9AY15pOT8nthcrgQXBewHT0WcjUTO2JWB1Ww++kzAxG1elzDSe4QCfyrQZ/U+O2Cez2Z/qkuO/WPI86cAcWwU6XWexyYiNQtKpqao8cWwBS684t7FPeAhQXQVSjsNiWicALBYEKWyYhSk0d5+37m8xpw37mgn/HA1VGLG2azDath3n+Xvm5D0gOlqvDa/HEb4BUd02t+4HyrvmfAEYi+Yq13HGum48v8eVHwSi+TsHYrnWcm3jbukVaQ6lr3cwSG2f33SOpvY1aX3FBtx4tD+ofma9y3pgKn7AdvaPfZf0IuywWFhyvgaz6xgrzJYWUkufWyi1yzt83jbYi0gfnuk9SDfYG75lbjDDs0Upboqy4XXfKxrKDhuH7pte+7I0YcCm/orlA3qtm9X7tcY6TWD0Xpmr82vsoy+J45gv8xn4tBn46f8F+bQRzt+fz8C/hTOQAJJ2K08qTqZVbq7xqpIOe8wWIeE5vusbqtdqUiCjPlNS662MXscacaCuXSNkF2jqjDsJhMc0MeQjNEgygu7UZ2NtP3Jn3txSJeXO3daGguEKR/cBFuK6tN0CPco7Dx9Ir7hDt7GImlftv4dlGKZjMn1XTUlgtDUNkbctkDXtayR1ckYrM/CzrHy/TTeV58+CmBybsEJLdV7+H+f6GTAUg9W245lgsUZNZfwiTxstkbGvrUq/MBBdqiI/T6OAOwF0gQ5rEzt1yMV9YkPL0nCLS8PSY1MR9uUEm3SqQGAVm3XJfnYd9hj7FeF6dMzw0TmY8Pipi2NNiqoav38Cs3osL8LbnWB11htsBmw0YvtbklTr6aU4fFvvO+qjhvSPOe4AWFMMyvleMyt/8UtCeY7h2eUivNcdY1BuQH48zyq05bUwVqMKBGi27fFXXAt9AGvHtbGP2dHWWLGC82Re45G154MLPk8+DojqvAj0HHq9D1jdco4euI5eB3Z+GXhOVSdcU2nzIpw/dl4VwKqKdY589gpAtgLoPTHHfNCNL95WeWQ46tqIoWwUTLlZyDLMOI1XVri67nC6gLE7DkxsZyw1OOXUrnKwrrF5bjhmblxqShBnaUHlo5NxbCPCeGrstAQ4Yclmqv9aMHFrYad0GLuvXl4qT/9Jt6xsLZZVyv8+hnisebUkJ40jWw5u7bMxRVnrjgsOqBs+UBHrWmn8nEHd9r1zE4CB6+8eKnyQ0q8G/8H5Acz/nc/Ac87AHGA950TNV5vPwMUMVHHCPwnWqVY7EYyi3YnIe6KVzcOe9IXIc0vJ1ky6brVKz/iDLXitNt9mCHpadtyVn7pLX2qf0iFJ62CcmCf44+7OnWFpW8qkFSZmcFxWV3g32f4hIHKzuVZeIoDvd7+jkfEb5fLyie2eCmxD+3fHDiwFcM2kdeoiZy3Bw2dbwMMIo5SUy0o8sQjAT1VSiXRVkAuUELs++onweGK8J4L0zZUVKU1pP02nL9GMHQF/YRp2gcnrBP5xf38snTgWyPsYr82V9cp5e+/ouBzVTznVL0lJDgmiBUXrpRfeQgBAH+NmrL1Zl36tzYBU9SMgmp56NQG4+jGwH7IHF2fgUx6dm3w2AE+2FjCUrlrpgFTDcgDYmSICaMLrzoH5/I5jvmy8C9KcAB2wEnDn7H44G5+yrz+Ht7P3nItg1TzPubkYkaegklSqgB9AlfdWHWs7hQ60bPmDTjHEST+Ve0lcA7v6Xb4OmfyKa+JXsYxfd963XQ/HAFHSqdcxpVdcux/Qav1KGFDn+swnv+b5FazRDiC25nqIJivu7KkG7Meg06D2jeEMCLptf6/Y+z0DT8HFxP7i4F419w7L6RpMKrplbpPKlL30HibM/oNdugSDGftpzEP9PmbGK8+IEWalYAxjraGUwgJFB2VJunIglTvFQi2ODqpjGPjw7A1s1U0s2PZu6b8LTW5u0tjxt9dmKu7uhTN8KkMjbq9pWu6qIHaP/xXYSH/WqO84wssqCt2wnL0LPLq5WWI94rvYrwV0/6E5NTjL+b/V0/k/8xn4xBmYA6xPnJr5G/MZ+PgZCKuSpSto3FqhQ3IH/5QmaTWiFCLq6Fo6/ji35dbiuzRN6s7dcdJpg/HbBMFSLcSznYUNwEXfQrqWqYDXxkydngAttzfK6vJWufeGQDCmr6rRCOHFVt2lf5mX1KXT9+idfr/cWPP+5KQ05GLiq7WACUsLk4c9lghLzED1nlsiSj4j5k6qB9IQlGOTsGibtFciWwTrCRYJ5p5WS54ncCeUP8a+fY1J6KaS/GFoE9tZj3iaYeeR9Esq0uINcIqliGt8zCLBSnEMmMOKxIdrXVzbWFySrtPvz+Qd7x+XRc8X7Lwh0g79FaoLxmOfXwyjJvBXRE01oPOmxhnTcy85VGNome+xQJ+S/hE2Iq1eWst5bVHzYCnN+mG5SsBfht8u3+0BJIs3BHcqIoDjp1kxlsPO/J+fgz9+1OfnC7gCVqpEphf6mT8fqPpNmqx/dXhYvkJntqFydFkbnF9CM8ai4Es81aKt+j+OzsoXnN8OlNQz3xGm/1Up4GvSjg8Zhq44d9cxngcA8FVs6GXna1UF3x5g/tANRRjTnmsh34WkHt8EuF9y7pIWTAoWVq2A6rHnAfipw4uNSbRilwNTXIdBWbFscAsA1KWa0BXHmmTCGHSSdPpauggAVrZPxYi5yt62CdqxWhisJsoq7ROnXNnbCksOBpdK693rpbz5sKzfOnKduQpaL5eBazK2C036yGZDSpD4rN5YKUvbPLmeAE45Dm7u06nOC6v6GMqjT46uk3vtGAdvNJL9K60utm++zGfgxWZgDrBebL7ma89noAp84otKLf3eBKDpiIeO6BGd0rog1BCM6picVGxFXLvgsTHEJ9BbpfXIePo+4HOKAeoIYBu0IJdpklQsCfpLANpkr1F2nkp/RBhMrDXZ3y236FS+wDhxS+XU2fQHANwH0ilcrY3hlDg+0Ss6nGhrFteAnKTCxLA1rFCq/A56DD/jfwQInWHCYujplr1K0yE+KpD17KmNNicLUkNpe7RlK9rkYJ0ODjFoi2UTKzURmPvYi112Dg3MW8u+prRYEdWn110sI5hDaJjbKxt8v7bNxTuVIStwgwVbUXl2RgPWJbKuCc4tbt1NgHRmXG0sSBo4DzEcCatHjsswKxR4LkLP04CMtBpyLOfDzRrVsQSc2H2lS4qoeaSpbxsQrgnS0zFQqtH2HgA6Onhcbm4BKFy9n9R+jo7oDoYD6PpEeJM9/PkuOZT8GP6PLHnNkQYPVAcXIJNzHnPYWCac+v0ylBLfss9L4ybV9z2M4RXA6Yrrw3SW96TbvramP5+5/n+Oe5oqhwEjZDf/r+tl+V2VgNeB9K8C8u9jHaPpagDCvw/If8310yY07wAzqxGA209SkLTolcFtF1u6jsnK+Qjfk+rBm9bpu5Zi2ZDxskirQPguQMhpqtwGgo8cgN1XZqRDqTve8072qgq+dWL3s7JwKXwaFmtP5atjSgeBJHqHSbHT0tWjmdPbc9a4jj2lXfR96i8+pT3DSmLjhmcKKfieJS2dpuKjtjrJpBkPpCWn21LR0ocnD0tDSnLSPyj9nTvYX75uk1vuHZbd2LxbNgG++0ZRXYMeq1Pgcb7MZ+AnzcAcYP2k2Zm/N5+Bj5mBBPikOuqiQs/deRXMsUOxWWhKGTaAB+2Y3aBLxQkkC1Iqi4Tpxwnswkc0IeMJrUjrG0TgNFmN3GXfKI0NGhHs0MEuTx/ePqsCybaS8mvLu5itnbLldr1Zf1Tun+0AFvRWxDRnTEeXBIOGwNjHhq0tUX8RoVeVjYLRibEc0m0dSPW1BJotoGYpwOaoV1X/BcyECUnwe3YJeImnUgqrZo4tFg0VqyTFmPReqgBnwGKDQBpNVxqQ2NXlxfKUJuyJ9Etf1WDlTO+IY+AwM9YwLPJ9WqAAoaoBYnCZvoloLr5d6aFovjB4AQsZU0NqqCkl1RYUF+w/BpsZZsWQfTjYCgj+6NCteR4AxwCqj58fXwYv65f+jzMC7QGd2mkejbu9x+piEbAAgPuH+6Wx+YotpBfhj234w33+1B7MS44/IKsqAPB7tE3VPHuedNwrQGPMRRuut6c8r44hgn1g/10uAzvm/hIAdkll6WuYvL+Bqcu1fBNYrgHK0TVdAYmvOy+HQPt7CjV+QQXogceHgG/D/EyWwl4C8jzbHpvfZfu9C3jt+B68bfsuWRNOIwbIR7sVsNcx4A/cIHyNg38Yyu8C1ZMAYwdz1XejJgX3A+dFMtD5fugE/7ztS+vleF090xEgpIhkpkBiOuEbxw1+CgS3VYE22KFMabGWajeMRVeE7kFpnBCvPzgsje1uuT29xoAXgNZhczDUh7LGi64nrbh0y3Ww5tp4ZKyugU1zYW5GZ+t8tMyHfPEYuNrCYG1zLD2dffBTO+3zHf+7OwNzgPXv7rmbj/wveAb8va+WKqiL3MfSJXWBZZmYfQLgrLp7j25J7PC8VQnddwWTgbLvFeBBLKkqoUIzhWFaXgZyGk/KkmbQEwHiaLKpBp/5okZqg1ZSjMCMz4cNO+m/XwbAU7uzVk4OBDlu7G0g5jFmqrVgwwLvoYqxMRPGhaQGF5dVK57oySbdsdxRNbiAjRp4rV9WjK2DpYhIPzqeMD11/0RAfQEpcqzBQy3BdpFmK9qkJhBUic9FvlMptxPbYypRtgTOoVL6JsF6m+gpYvoaYHnUlcYB5tYAwDM+Wj0TE81aDE7T767HR2xmzlYxLCdYrFFyRH6P7UPXOkNAMeaRNWOI9UMOEl9YsQgX47xg2qoT8+E/1Zr+yWMq3CrD0opByXEaA/uKwLSksZq8vHYF2M7ZHrpOGlYTxba02rkGKyWXWc7XP3/+0/s3rGnOSwBW9eh3kOY8teZ5qgcfOZY+dvJQyvoxkBM7h3igfcb53zTnf4SV6u0elb+lYfcakJtUYNe1m0rX+GIdn43LW87zVGHEOgC95KIdE/7/nDY28U/b4D9yFabedZ4GdFOLruM3zdt9g1q0r6T8wohlLH2P35HO2waUF1zz70gnr9l2qDQ8Io2WdYDnG67H10ikvucG4IHf6+Nvlc7Sq86V644576gXxo2+kKA9vTTL4BEmLdcq1Dj0Hu54gp086j8sW3WdBlBnN4z9rYPXNWFvOw7dQMc3sGXLZU8BSUc17diNwoimEG1smw8xr8T15Rqwtqhp9oLKV/qu053ySm2/7E7+jTRqWM35Mp+BF5uBOcB6sfmarz2fAfFBWqYKc0l/CNKCyoq73qSiBu7EEQRgB8BCiHtjdbXc10x2MO5XbWfS921KpF71ARzWywpDxZ7eeCeNNwpLrMorGl1TgbEF+qm69NvxvtLyqn9fu3zwZL/sdAVODEJNwLuyhh8STKaMQ+v9U3fqqVpM4OmrSkz5OxYBCxCBeRsQbAGGfeWKKbdH4FRiZBCrYkH8+tESlih+WNH0LKb6EFuBS+BrBTwBKzEmTT9ECM1YAL61NYan9m3bNaCzYzxndDnRcYXJG076LB/MDfA0FngjdId07EVaFOgK8/cYIETgAajmFfsyBLI6QJaEq/m0T/MccJGtXow1QOPiuacfLXnNaaqQSABbBRYzXtuI6D3QZOAx6dwWjVGqD6ec3dvlrWqfpfyBWfkfPtren+eTjzuGjPDiuD48DOM5fy2PWTIXWYI9c3wRjB/CL+sOvAfIJGWYnpPZzndp4Ta8fhuY2bbykA6pC/DsuC7uuYjT8Pk7KVAw97edl3XAaYYR+s2jE7YMpfzdzfVyhYbpLWAs234NQ7YuZf3PMD3pi7ht3wNp4Ri9pkqw0mB5zUcBZoyafT/x3hNnb8M+zs1IObhj26bMcJdd32mhhJoql2uPsMBXS7d2G9B2zUrnNl0YUy2pagHorqcAwCnOa9JWunB2xXmMYB+L6/M7/K7WtKDaxPKeaXUz1frmimKLxmQP2FThu/i58vSQLnKBwJ0+7f9v78ya47jOM9yYHYNZsIoAd4qM6K0SW3KWkiuVSqV0Yecm105FPyZ/JjepJFe5S+KqJJU4FcdxrJ2bRBIgiX0wmBWz5HlOYyiQIiVAIm1RPIds9HT36dPnfH26v7e/Nce8GKKqH5L7MMtHTG9QIJfiILmUWyeY8D8lH/MkrJCyPZZIgZNSIAKsk1Is1n/pKaBKpg3TzsOs9OZS+mIiZg1/tQOfw35lGwlCkWMXiWxuAubV7m4yj+1SFlXJJuBnwL4+GW/ncU8fAII2YRqYxvNBDXxA2qUXIkkIUfeg+snvG0EAiUQ7aSKtouWkxYE6fu4lcsv06csGKWKWZgnfAHMcKfUSRMC0tm2j1cWAGwYcDNEN+Agz5DL6yamHmQQaPXpjwUCBgwe7ffVs6H7KqgU5d9uwCqVicq46h8SDpNDQ4yxG7DnUkBpdc8XkA7wiMeEPASi7gEwTErdg2qoTaSJ4IeYJBJlDujJAqpJX1QigGlIvC7PPKmXit4b47lfioZpShj0pAg0XiyDiaHGb08N+bksAZQOA36ToqTi2P/TFMBUlwIR2QEkBxjuFNCsUW3n+5ZDUj4zh6JUd49Fte3R021GFbf7oYqBNlnkFlb/dAXCoOtSbMqS7AbAaKPb7SAvnuMn/CuLIMgeYNniZMncBSfsAIcKuoRLEU5SbdQWgsg74us/xMuo5TLBCjC2B9uvo3zRYf8AE3eY+YQmFQ4SgHjUj89J5u08bXCJIuLSearENDMeeEJUlazJsJu+YkJo6WEQxh7h+/xd8HCB14x4NByXaQGWrSnq0wT1CcUjA2D7zuowKs4YUqwpAXiTheD+7xdxfx7P3TpDs7XBfM8N1JK4b2GzVEBBfpr6+gh3Up3M8B3gkdlFOZmaC5HnY2U7+iPYXCv/LHP5lcosHushHRQrtpXwskQLHp0AEWMenVaz5klMgMDFo4NpFdaCSqIKGJ7j59+BQWTjVqWwZJkXEa/ZrUH4eY1uPq2ZbRFVzgNH3oAr4AWjB35MZEiUv0tYOKpeSkd1JMqiUZmePfH7YhhRRW40AIuZUy6OWnMYDsYZNyiJf3u1sN+nAhHKzRdSUnWCUPoOxUxWpk/CjXp/FPqZD/ClUPjAhDc/voiKx73I9YyJ5rScWOL/SHxMx51A7CrKGiL007GcH3oTYaXF8D4Dy0SYpS1C71EEpxKnHW62WfIgH5A4jFFgBEVHjoP4D2EwhDRtgdzMLwCrAAA9Qa6k00jZKyZlSDLWFGuybbsVdA8YeCvtCYd/kpwDF+zFZ0grp3wCyDisItDzHRXf7gK9AAF61aR0uauBO7kA42fZ+E4Vbknb+KRdzjlisZjfdPtq3o78djcAqSCUPa+m55zmeDwYKtmx/s91IfoD6bBH13SJA/QwfBXeRlhpEdJP7s8kJW0ggPee/uN//iedgWtrJBQDwLm2b5PtNgLHX32Y+zXCvyK8c5kCfe9lgvoHrmQ3pdfH9C+2l/RhjNM4HBhI2FOOhvQxSqSo3xeAhhgXJDn6O9PT7gKpXmVP0izszBega4/gxIDVVDfAzbmLTiDfo+eluskaw1KRPoFEChh7Q7jY3fIF2jBRvEuvNQYM+/g9AECkW4VRmBlfpASAOeVslu0oOxkbyWn41OZvZT97BuO0GhvAlPkOQsdGjWCIFTk6BCLBOTrN4xstOATiETEI2rI1SCVupMS90DXf7vMz3kSDNkTJmr9lI7mB0O7e4nJwmNtTN3U1CFpSTC8SVuk0KDw3FNe42fEMdW6AMHnYlmJ4ebdsy+tkcX/sAMAx68xgYZ1DPzORhhAe7xMEi7tS4zIICDSxVhlU0kQQZ6gfTp2Sbr/sqKp3TtXmAHT0VKNFHQ0qMEV/1QVYyRgVErkN5+IOtcFCpg2pLzkdiprt9EUZMAG1S5WCEjxSuDIPdISRDH8ncIoyvhQ3NZfIgriC5u0H+ty2uW4RBzwEyd1HhjAgPoT2aBMTEnX7Bdhm/4oM8AGeatfGrBjDo0DcDnFLZ7gCJglo0A+OkmdDHw1W4H94T632GHR6Oy/YEWcGAHnAp+LIEI3H6qARryOAGhwds7+tU7O5TwfBhRw+HdEixdKfnTM5zTJuMT2nRe6hslXS9RXiQ68TGEnQ2kO6sIZEqgGe1RFNNbMJtDdtlFnoHfsLcrAKWz+KgsAvwNTbWMvPe0B+vAJj1XlVytsA5ps1BuEsd7iu/BXv2xXvEXQ8BYFUfeudUXPeZq8bbEtQvENpkq3cT1foCz5eJqslKwP4+UqcicamySH1b/Tz5ELc55wYS2p2gFlUibKaAJVpVSneDfFUCtO/hnKEa1TZaqEZb4/8LYBRMiTQtSc7RoR73/0ZnJvmQ+QD0518qNRXYxhIpcFIKRIB1UorF+i89BVTD+MKdAhxViSs0xVfyLuBIALON4XkGgKQR+jQ2VP1RL7mBV9NFwhTUKqrRMAJGVbjFC970JX1e4G2AUwabmCLG3lkBCdxHaZeMoo3rvMq8cs1kuki8cLMvA0RyMJAuEoJtUpEMACEaKOeQCJnfbWcBJmIIAnIhrnWb9AHpGN5yTRiICXeHIA15mqpBVThPLHBqnOVRlRQJAyHrG2N/hS0VY8/CRDex6WkTtr2AR2AHdV6Oeg363YeZ3RrvJn1S/7y+sJDcwh5sn7hKBhudxtZnDLApIOXrwtA7MPgCQSNlvEauH0E/JUhj+ivmspOqDFVpypC12PK/sjnt4OwTOMxd9Cotk7X7LGE9qcA6gDYqTfYPAAJKdTzP1EYdCNJRvTo5N/x6vn9SuU56za96JVv5vJYmx6SbqjlDZ6xh2/TuoUfgHvQ2rIL0tc6Enu4TBFdZXWHukckyuUaU/Fkq1FHNvU4wXKPEbyLNzAG2BGVr0Nagp2kbqVchl0mfHfrpM8Sj87COKmBtqJybet8+4Ee+iEpw+I8M6gz3v0ZAWFIaoZqfMSgocyhP3LI9JE+3SBk1C4DKTyFdBUXnuf48z8I26vtdfi/yfLSBdvcZVI2LNulVj2fE1EO7PIdLfBwwPMA2zwr2gsJAuhaWCQ3YjCVS4EQUiADrROSKlSMFYPQwkgpv3RoiD97bAIUe6i8YM2/oDWySCkR/buChNI8n3wKeSx3A100MbF9bXCBuD8bjvNDnUOGZ2W00U012DFPAgo4xqRPqYA9bK0FWBmZfAGkMUDdu7nVROQqkZC4GyTzgax1VG2CrjFSrwtf8FABMGNLGhuQAxiGbEFxN48Wnie6+DI/r0wyG6dhqIT0SS8hAZCYWfwfGx7rCOMswrV3OM2lzFenVBmCrgt1Yk/19xrGHJ2AfEYXGx+aGm+N3G6P+LaJjX8GY/416PfnvHVi59AooCSkf4BJcRk+RanAdU/CY1oUwYKgsBYccQ8qgZOmoxMO+FWjIRVs3wzkIRG120n/X1ptsC4Zl8cn6HsYAAB75SURBVNqOWageQJshAmTkAXCF+gAKalrrwJ2/wXKI536DV0zpI3Q3hdI6CJPpC5VSZwfvv8DW4l+ZxDTHtET61kwJaVBKtx/mpnFM6BJXKpN8DNifQn09xwNxF7X4HpIo7bGC7x2NpHRN27Q9r+FWlmfGORqAPjuENQRJQC2IDRdbuD9g74WtVmaVObyK9IrU3cx91ekmlq4hNctwv/RQXSVX5zJysSwTaMx+ImQl95i7VYDWFnN1nXad01v0VWlzCWlrGzBmMut9nFD8mMjR73eY484A+zyZCWnP2RFLpMAJKOA8jyVSIFLgJBSAI/rlndemCCmMKqwONh6mzJGR61XYgCmsE8hxAaDw3Rrm3kgK9jE4D1IYnro8qroaEq4sTGmMFGoWZvCt6jxxigrYgyTJRSRjr9VRbKCr6YME9vCquwsauYVq0Px+M9PVANQEYLU8CkLttwBrM7RZwYmwdb+FdyJqRVQ+e4RT0PuvTnBJrFiCAbwSBtVlEwYyGb7bvhR0sxeNaPclQ9pGytYCPMoWTf5cB2yJzmRuWcBVg3pdooPnMZyaJy2JgUh3sDGrwchereMCD9OyzSJtGn17gdyN00jymhg3G1bggGMGFbWY5ibHuKSZ17BPxh3LwyhztBfspxyHdQ8XVqHQdGDch5thlSoYj+5J6yilCa3TiL9UPWYmusdHqz/XLSDvZ/r8XC9I44IrabfJjx3I7lxQSmVcLYvH07uR0oqU2EF6eQ+J0H3mqxLUomFEkGruIrXaYJ8hPK7z+0PayhF7TW9FQzcUuY8GjfV6QTB52LagythoqqE1wjdrpPe0Tz+0TpQqTYAR3xCoMrN4PRqAljndwXYQO0QTnNMT2gBQ8a/Kx0OW+XKPEAvOqVXOPYU0bZlWvc8hgTX7lWZpmD+gb1eRpp4jDMk9rs/0wk4rtfWzr+wKxfXk9+GuuIoUOBYFogTrWGSKlSIFUoYkHZSswOcBOHjkERdIj0CwC1KnA17WGA7z0ja8wYiXuJHbL5OOpYS0a5tkyI0hqjWONWEGhgZoIs05tUCIgybqMl7jt4kvBZZKrpDzzxxvQxLZ4geGMTA2IeRny2PLpLlxDw9EstwSHwqbJuodAAzWYQ5KyDrYqtRIDJ0BvCnF2oZZlekbVwxG+dqNDTBQ9uHHrljzrIdFxmJMLHgOQFGblAF2OdZHIuY2Y88SSFTT5hBFHebW29kPtGhgk9Om7gKeZYZo6EMHQZY2NgsYwK/RP1WUdQBZF2ldG/o4Vr3elJCwGSQZxq4aYtMleCuxXxWeQUm5ZCplYqyB/bJ9tLg5WdL9wqZHKzm+LJydppHgHR6lf4JJSJKCTn6/LMVZYYG6YZnQTzr52/2u3QbTJGtIGs1LOAK8b6KCLjK/CZJA1HRCa4DSSPGY/BinDSn/keprzukhJdMbVnsuJWWCNyWLJY4VuQdVVHVKSZ0PXkfgRcCOIG3EPYQ5o60WUk6fO7bLZYAdOMgPmQxtzxjbg2sXAGE6VQjQjcF1GTSnHdld9JLOXR475g8x6pizI87zHG3DVlFhnwHQt/hI+gDbq9AH6lk4LSzuiyVS4KQUiADrpBSL9V96CvB+JpQAqiQAQwX1nAE6t1GVGNX6lblqsgw62W01gz3KGvtXsDM6g2rFyOw9PpOH2LyoAmsCQLaQanVzreQcEqE2IGi1jXUI+q8KsbFqSMhWYF4fo4LM8eWeRTowRrVnmARkX3yBj7Dfwg4MdZ1BSbdJY6PBsUymh43UOYyXF4h+PY3HVZP2yNYTgCCe+jAmvuJFFBSZloxEJuJvmSOXC6q6MSDQeFT2bc8vf8QJp0pIz5CKmby6A2OsIK0ync4BNmBtrj8kCrgvlkXA4CLehDu7W0g8CLyK1K6rxI/AlevkXxwDyJQi6KmoIbRAStWf8a5CMFKO2S/VRkOuM2F27ArMMqzhmgYbFRN5nNWR8uiWBxyjsIpLfFrX8zkQJCquj7TwTf55lDpHaeuYJ8fcTwCNALqDXRNA5BxS0lPMTe4cHxCsqaQqdx0gc5YbL5DZBNxv0UiFLxFTKhVZC7LazJkaKGua+aeK2fnW4t4qtWJ6Btpry9jzfof7j9cq88OZ6jJL40t8YdyjpjkQc8xPvXWd9+u0vUKLr+Gp+zG2fzvcVKVc2mB16G0ZMBUkW8zBM6ja+4DF9/gYMdXPCnXaACz7kD4V/DhSqBJLpMCJKRAB1olJFk94WSkwYTqOP6O6yhd2j3QdMI95wiC8ApAawjQ6Sn94gTdQmV3n1V5H5/d72GIZasAccMslpVPkcIPLa9vU4yU/JGxDERCyDFjaQ6x0F0+/1zh2HvupzVaDiNawM85d3yIyPEikWCcEA4BHL8I2b/87JPetcK5SnyGAbJe2i0SEHwLKzJFr2pk8HE7GpXG7/fdLX1skJVZKtUQpqjCDGhNmqEqvQLyrXdrbR4J2F8/B08Y9Yiwz2VJyFw/JDODKyN0HBE4K+Q1hngIlZRHGTqoDspZm6kHFOAuNOlzGQJXEjyTWEjZWQZLAOfRDkBMkapxPyK4gKXSfqMg1VULbk/nnIcvR+5Luefpf6z6tPsMPx552/OmtfnOPSAslpt4mLfz6GJ8XAe8H6PYyOFcsciO3AVZGyJ/j/vZRDb6DPWGQdALGm4CeIjcux1zOVZGEEpjUmzjmWZD5GB+tCKAyiK0fKhqdW7/MM+Xc1BpKRxCBmNIoYZ0fHhUmyid6+jGPQ9ogrmOiaUFUmwCqm3Q4PCdMkiU+ZIr0UQW30tQuyz7Pn3NMSbNq6x361Ag+g1R6Qolz4glEibu+kAIRYH0hiWKFSIFHKeCLuY1ui7RsFFQZqDbqNaRFJNFFlJPsImEaYUs1jbfdkC/rW0iPTGq7hBRrdadFKpscsYeKpCghtQz7y0h2ZAwFRAHnsaN6HwlQE6Zyr9tKzlTryZtnzyT/sbOJBxX2Tdh59dCbCIJOEU07U80md/Ba3IP7VHialWzl4GEVgI7ecDcJB0E4H5gPKW9gSgUWDXsn4MQhKCFyDAJF21UioSFzHSP1Mf3cIsJ6l1hJ60QdXUbqtEnamzI2Xdq+ZGFwHeJ6FSGKdDH46jSR0e8Bvhok0Z1G1DdNHIm8bvxcSWsZ7XfKhKXYRfowhgkrSNOTUGBmXC74XwBadD8FV6w95iaHw9o/9l11rfuPW55WF5IEmmjvoxQjlk8pIM1VyVqYWsn7eHyqa7sIwF9F5T1iXrYANedJdD4HmMkzgVTFOYdUxWW49yNuch3xZJm5UcablOkeQpEY0qHPMUGcc9TUTUNuBrc1ODOoVvRYlevXmBgLPC/a+ykBnmF7CuRt/wRezr9rHFviBq7wTLU4x4jxRqlvM7FUQZo6SEeKLuep4jalk6XAGDpcNMy5sOfRP0+bN4/WiluRAo9SIAKsR+kRtyIFvpACvvy1LTGCeoGXdEYpFB5829hPlQ3PgJddn6CfSqcyU0iksEVpVIfkgyNJbXlIIl2MzgEqp6YJPkpaD7/qexiHj5Do1JD4HJAfTYC1SdT2O6gMvwvIKcAH1jabyQW88hKYQl+jYsIjYFVFqhHc5QkDcZeQDEuAHvtj5PM8dl9TSK1CfCGQwxQG7yKVAFY0vGIMAWixFqboop5KsfDOMnci+7cJC6F6R8ZX522h3dh9mGmRXImmRRkRsV713enKHLG59pJPkKQpUchhc6Wq8T71p/CKnIejVlAhjpBeqf4rclRVUIe+I1wIqEqgJ8Ci+ynIYrddkunxP3TW/oY+s+ZQWDw2Wfj5pYrnC9jgs7F8HgUg1Bx3QCA6ANHM88MI8UoslYqq4q2z7wygZpf50QBUD5mveucNsMubBSDpHdhiDuhF2geMmb5pnvPX0Us713y2drjxejh6TxaZzcav2uA69QCo9ATEK5BtgTGBG5D8GuBWT1DVgHjHMpF0PjEY6hb5FUmyw/WcJ+nHRR6gpaekc4hDIXq9cyCWSIFnSYEIsJ4lNWNbLwcFeCGryjIfGs57qCLSFDFtkMI9bK+mUZtkieTYy6IuJGHtLMbo9zCkHZHtYxlQJShaJUnzUq2aXJ17BXstzdjx9iNNxzIqt1fna4RtaIc4UVsYBm0j0XoFw/D5Sj85QA1jUEdz/d0c7OLF2E8WKvNBZddEkgRnQYoEcGmjchEhwUFUrWjnJGrJgl6mYIwh1hRoYgJSBF1BbMB4PM1gnF3AzzbSinkt3gGANQz4NTbfRWrRJa5WDcBUwd5FO60p0vIUsff6eL+RPICRrkCL8wQbNS7RFhBvACc0YrvJnqu0XQj9wVYHZiiDU+JhF2SoAVAFzpfuY1co+qEJgKwXCgzS4t+H+8KeL/GHdpXEuKiOjOWzFJAsSlr3uA8rqALnAUM6dKg2VDWtd54BSE3NM2RpAIL2uZnLSHP3mWBmDzATwB6/vV9KqjReryDlLNDGKUDZFmBdKZk3Wnu/sXOVWSoGV8VnMusFji1wbU3pG5y/yPOg1+ED5v40/RPwBZDPcUG+3o1KOrMcszU9gJUaG4fOEqRf7P/Kcyi0Fv9ECnxKgQiwPqVF/BUpcCwKCACUtPi61guOt3hSZl8GIKLNyS67lPRk+Xqu4hK3Dwp7n6CIb9T7GAgTJpMXfpav9h1UhyrNeoCVC/PzqEhgLjCJy0ijpvCMer+zk+wjCbqjLROpdk7DzH69s4MNSTZ5bWEuxKO6jv3WfqORrMzgNVWeSxq7TVLTaFMFA6OjI4EMxa91gQP25ahX2GF/Oa4ETmN1TglF6YGeW379a3zsWE3WDL8MIRt6SBzGWvjnkKL5G2aZR0p3Y2sDRobaENDZ5ew9LtZnKSHNKwNADRaq1KEAU60gpSswvjGSvNAP2p6izawoj3oam8sILdqHOYIwFsaQjuZTQGWttKa1T14c9sOF9rUD+koNnrwLX3iGKkv76NifNl7rTI5bV6B6tO5XoRFNhSKzELz8iAwBdWz69sEngpYD7q/Sqj2kU+sk+9b+7z73WS/NOj0Z8xycY0Kugpw26aV9M1G5UeQrjOwAydUSgGfMjd9nW9CEeVcAQjSLSp3nhdGoDlziGmir8UhVpa1n4ji5Q1iGPMccv7HizAgQ4pzRvuE9pIdqxhzbGuPP8vyoJtyibqAT+2KJFHgeFIgA63lQNbb5jaaAr2O/slHABVuSEczCtzuRBfBIQvKD6qtPGIJlPPuyGASPUY90+Ip/t7GfzMzXg02I0aSvof7b48u9i8dVZ4RqEQC1g/3WAoGBynCPPOAKcxVywpF/MNNNlrCJWoIxrKGOrA+IHE+gxxmlYbjL50oY29OjEYzM+FILtKv3n0EzBStBDXfIcukeEiqYHG0HOxRQlXUcV2DOMCUBlkzI7YlR/L7G+EitlBKMieGgzdYY0DSFm72ejkBFbMrIncj5+7xZ1kakDKJPBmZtMYYM9DgAmaoCrZBLUamEmMqXkAAuoDxoRfOy5cAklTxYx7oyUPv4rIqgRAYriAsghsZDXK9ndYETtmMfXKSHAFmSaOStIfjRYh1uawC/9l/DbRzg3BvO96f0mrSDojqo2Nz3ZYvXVN5zCfHmH9aw9GMSrXJj3iPWmwnBnRN3kFz6gXEaEHSBvtxgDhotXvWfRuvznNu1w9TvIhFVUuokPMWcKQCK9lA9K/2aQyLVBpS1AGoXAd4GCr2NbaPVH/DhYkDYJnPKMA16nAYasE18XZwmpBtyK2gm/QIwTy8JTVHBa4hPnQc8cyuAxD3AYY9tQ5IIviyeNynpnslWXEcKnIwCPoOxRApECpyQAr54w8uXP2hG8HzC9kkOxIteZlTCAL1n6IYSoAeGM8I45RZf97P5/eR7s7NJHvWbLECbq7kydbKksgE4FYgm/WBPyxXsqJAgGRNqerpGLCoAFnZRP5ibTfpb95N1bKvqgJtZwkSMy91kB/uvLtGoS3DaaZhcCHXgmJQ2sR2SO9PX0GeYCd2ESQqkwp7w119KtGROhnkQGIl29CIsYs/Vg6sjyyK6e5H0N6hjGLhG8z3UNggF6AM53biWcZJKeh+2OrRF7C4kHiPAleOdYgx7AjU8wGgUWnES/81zqFpJYDcUUVGUuvlTYOXyLEtgylzvt/kClJG7hPnCD+NMKWlxObwt4cdF7okBOw3EqiH2pnupa5JkQZNhCC4DeFRb7wJqpL9eoXvMn3XqmXD5q9JPmyXjUL1JnknB1XXm9iaAapMb9DtIbr1WD0BuGibVwee53xnmfANVIrMteRdAc5p5YEDRLiBbD9YrzB8BThOQNMI+8BTPyQOOOwdmkWg9AJRXGIfE0K7wAKmV4RxmoEeVc0L6Ho9COw3YHaN0UVIlYhd4CsKYhYGcLer5UXFAnzWeH+OE0uJapmeyj8bbMqcmVTwa/qYp08PP+CdS4MQU+G2+X07c2XhCpMDXiQJKffwKz8nZQBhdAI9SozwSnTYvbH+rbmti8K7Kb4Y0OB828cCDIWngXaJOBRstQY7GwR0AzT5f6NpylQFap6k/0N4KJrAGs+n3tpNzSMCuELn957RzH/urCwQiNVJ2Bl1lCU5jrr8m4GXIV7+pZAziaYRs1S9KopSIydCLgiUYkLIrpUUWqgdJUmBHMjYW2Y1SsREMVMBTRMqWBbSNaDhHSHdtWaYATIUUL1EHtShXmCVsaobAqEbPVpVopPYh0R4LAjUvRj2TOk8KXQt08HqqKT0iw7RPn9aa1D75OoztsC1ZtkAyLyjhn0b66dilH9d14xkWmbQ0VzWr3ZBqraaogLVjdEklUAkSm6nkEjQ9y32tQ+t5Qm+8i71ejnmyCcj+FZLRb3Nvr1ZmknXiqb3D9l8QVPY8tnD/sNdMTnGlPO12mZinGN9l5uVt5oO59xyXUiGvd9IymSPLAGQ9Pn9ORvFvA5BnoVeWPptMGZkU4B5pKhf6iECkczwH5rO8DwA34vs9gJVq6Vnmzz5gSTpkGaMosSE44yEQxBcAZaaK+g5zRcmWMHgDqeeIcVtPkOU9VIosFQVNzhF/W9wuMLc9zunh+VGFuEuNHR80fhvSoTfqJK9y+TPcHOA9HysEJSULwhrP6j7gq8NkCNkFaG/SdrhA/BMpcEwKRIB1TELFapECEwr4svUFbwm+cjCUPUCEO7VJ4d0OE0IOwfYBnDPvC5snbRVbEcMWXNtqJEtVfJ74gq/Qgl/+9/bbnIe0iFDYt4k3dZk4V4sw2T0kO9OGfMCj8AHparIYv89jUH6F9u9g+LUZGJphHmDjXGMHNUuLrszAXIswrr6SIsCNEpAQCoG+GYuqNipQXXsnUo+wz49+0+iY6keAY9LoYPDttipEKswAtARlbRg9mhY8AmGKiNgK1J3BqL8Lo+oQYb4KV9PrUNCEuIMo8qyxBcO/EKkGqU84YOR5BQeC0w4cUQWQ6srAKgFeniqdXbuctHiuRRxjq6bn8WUnAJXOqoQyXKeHJPCA61eoOMW2APTLXFCJzOOlzC7VyCZQDoWV3qEWHQ8EXStIbZah1+vVcnKVCOjzSGq60EpvuGtIEe9yz3dJBD5g7twCoFwEeM8zkNuA9gdI/iqcX2VObeAIMUt70n4OAK+05gqqYsNuFPF9uIeE6D4ED6pX6p2kODKlj69ihP4KgOgT+rTGMC4xf5wv/4wX7DLj/zYq7BXU2qtIPNvc4xyJzwWyJZYWdlZ70NyPheB8weAf4OBQZmzOFQGhY96lvUu0dZZ4a8a/MgVVlzmuRM4PGhNKzwAaJyltpKb9myxONSGZ9A2ZAjwCfUxSfRURM6aK4aND6VZn6iLevPNI/A6gXy75gEd2PF7DlnGLDyIC+zI/Z5joHx0UkYJ5t2KJFDgZBXznxBIpEClwEgrAMH2xuwhaxjAuX+y+gjMwvJ7pbmAXQb3A+72k8Tv7GjCiIXGrBqYGwdaqRgodQiXyuxViTS1UZwkWmktWyCFSQv1SQ82i/rENwy2jSpznKkbTLnP+2fos5+2SAw7pC4xDj6sRwUkPkMZYBgAzO2W/NPhN//GbTmuPZQbFkCeObaI9hLH4F6ynQIEo20q2ZKBsyKNY9CwUsBlqYZpxmstvCmZXq5SSBQJPbmztByBTmCbGF7GyWkjjSgAv0+OMAWliUJPw0lS4Xp8+KmWwjxYN8gVEk+J+L/9lyuQ8waPBK/OAJ192AkVbzXGhwNIZrIm7BSLwYcYpc07PPtKVL+yCaZEsJtUW0OnoYDYjr/UdwK7hDObowB/MVvCaI5YYNBRItelXEXCh1GYHO6NrrT5BZgfJDmK+n+EE8LsAFoHgdepqn9ShToPzuyMkLIAqdiXvYOu2yP0ws8Av6MYl7t0blWqyQQgNo6HXALkbAG/zT5ogGSENs/P4xXmsavI7WJeXIeh1E5Mzrhxg6CrBdevMwb5zjOt+xD3f47dSVT8cpIoq3yLjdw76l2Ad0EgnCuhNXVPsaNQ+zTIA0AxpZxfpbINjrzOO20jqJO8mc+iMgXgB6apRfd7YHeaTc1ZyC6QFZt5nlfWX+ACo8HygnWQeLKP2voj07ELyCU9nb4xf4mAm+VXJWcgoM1LmAh8WK9yPZnJzvJP8Vfnd5PzURvKzKSTGHI0lUuAkFIgA6yTUinVfagqoGrPM4fFXJDaVUguZcFh4sesZFRIU87vMbxmaQQ71ZDIth+BhSBt5VCumqVkDDHVR/WQBT4vzC0iSkObAXKdJDl1BklGkbgnG2qCedjS50XxQsWRgMguokZa71aQEE5K5GYYBPpbMeQ37JIPhgqbvkQlxKJR0DcPzGIx3GsaThymW2RaI6EWnICmMjN/8VwgFQwT0cUCJjDYuRRi647a9PvuzozIpgbAKAkxMAwA1iC8xRu24BDl6Weoer4RPRmufZK5oGR+CKtty8Zhlsp1uneyvfZsUf3vnXLwHjk6JiClgVBKal1EgkqPvrKB/Pfnwk9tWfHI50riBVS1LS0sA5mpyJ1wAIADN3gQsXwVcSzMiM4V8dwK5fQa2iWpP4Gl8J1PKSGclNNpT+VImokfyJ9Cn6QE6dZa1oEhVqzGdpOcs54JFQiR/vTBPcX4XsD/PnLvB/FvJzCU/whZuU9BDUFvtkQQmhjuQxqqm0xnMxucU6faA65dR2e2wTGUryfeYbEr+zMH5Kq31oOE+/TkA+M1CVVXTBgLVcNzxzNPvs+xrse18sLAZ7snSYS+8jip1bQBV570KKDtLvDgBV5+vgrO0Z6od5/Z5jlucS85EAVu6lQLcJS5SxTGkhIy4OV7BY5E4cdyTg/wZwFY9OcXzkgw3AFj3CV2C+nq0wrgEciWkmtobTieL45nk3zOVMJ5yEard+/vwzIcLxz+RAsegQARYxyBSrBIpIAU2NnghUz748MOwPs6fa49Veo/teyynWT5mMUjiJRYZi9/PsnUZzXdZTE2yzaJR8zyLDKnJcovF+mssH7HssXzZssiJtv9lyyuceI7l1ywy7xetLNPhp0kmDJD5xOKNgJ8LBG7evBmqXL9+Paz/mL8rLN53QcwHLH/L8kXlAhU+eaySc8P7fZzijFRFqOTM+TEpf8ePP2P5l8mOr7B2fnqfnS/vfIV2jnuqdJR+PhO/PO5Jh/VuPKzvE3SKZYfFVn7I4qw1zrwj+TeWFsukvM6PVZYHLHnmhk/j77OcYXkbaVwKqMMEYE8skQKfR4EIsD6POvFYpMCEAjDUt956K7ly5QpefdN86aaeUEcOh69pUZBSgTFf95xy+HWdSpVkuHxEB9Wh9jkqJuDRwV5EA2i3NXbWm8mUHh4UtFjHNCF++SvhUFJlHY3XO3zRp1d0O11YhWt7Xiqxcc9ni6xjImUg9TLn8I9zPPlwFUCEYQzY9bBMfruW3RhSIDWmT89DUPLwutbxOq7tqcW14CSIi8KeT/943YfFduyXtDhS3GeLj+x9vL3Q0GFrh7R8vB2lddVUXIdaS/Vk2qZeclvb20kFiZTl8fMm29qMvf3228mf/+QnhNQoYMc1Tr6F1MV7eA0iCJA1yP7rI/33hev4XXu/hHCp8sy5kV7fXivNUjJjPbet69oxu7ZI+wkEnBxTnddjmdBIyadz7ics9sf6Hptca3L+5Awbn4yPqqF4r7S9W+Litv2nLD+lnnZJhAllS6mkPVQe6Bj8p5zMJR2ra2tY7KPF+X602M/J2KS8c5xEB8kb/P4pi331+tabzCV+hiJdLK7tDZk3gU3EnMcODPkxe/0k+UsWrwBVwoPBp8nUj1mcY8jzRrYuVW2FKyDJChcaI13OzifN5hrPvneEGpMLhq34J1LgyRRA2srTE0ukQKRApECkQKRApECkQKTAM6NACsefWXOxoUiBby4F4rfIN/fePmlkj0tynlTn8TkxEWzEr9YnUetF3ued/aw09UUeUez786dAlGA9fxrHK0QKRApECkQKRApECrxkFFCdHUukQKRApMALQ4E01MKj3VWS9CIaOzwuAXt0VHErUiBS4EWmQJRgvch3L/Y9UiBSIJgtP1TNoZuLBshxUkQKRAp8HSgQJVhfh7sQ+xApEClwLAoopbqz2Ux6afbqILUSXN3faSUNAmAKrl4U+6c+8ake7B4NEXAsEsRKkQKRAi8IBf4fR368zHAVDXwAAAAASUVORK5CYII="}}},{"metadata":{"trusted":true},"cell_type":"code","source":"labelnum = 12\nlabel = str(labelnum)\nimage_id = '39c61ede-bbbc-11e8-b2ba-ac1f6b6435d0'\n\nsample = dfs[dfs.ID == image_id].reset_index(drop=True)\nprint(f'ID: {sample.ID.loc[0]}, Label: {sample.Label.loc[0]}')\nimg = PILImage.create(get_x(sample.loc[0]))\nimg.show(figsize=(10,10));","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"fastai models are conveniently splitted after the last convolutional layer. We will need to store the outputs of the first layer group `learn.model[0]` with the hook. Let's confirm that the shape is a 14x14 grid with 512 channels as expected (plus batch size 1 dimension). "},{"metadata":{"trusted":true},"cell_type":"code","source":"x, = first(dls.test_dl([img]))\nwith Hook(learn.model[0]) as hook:\n    with torch.no_grad():\n        output = learn.model.eval()(x.cuda())\n    act = hook.stored\nprint(act.shape)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Now let's double check the class predictions. It looks good!"},{"metadata":{"trusted":true},"cell_type":"code","source":"pred = F.sigmoid(output).cpu()\nprint(pred)\nprint(f'Class proba: {pred[0][labelnum]}')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Now we use einsum notation to calculate the dot product between our activation grid and the channel weights. The output should be a grid showing activation strength for each of classes that we predict. "},{"metadata":{"trusted":true},"cell_type":"code","source":"cam_map = torch.einsum('ck,kij->cij', learn.model[1][-1].weight, act[0])\ncam_map.shape","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"We can now visualize the grid! Let's look at the CAM map for our centrosome class. "},{"metadata":{"trusted":true},"cell_type":"code","source":"x_dec = TensorImage(dls.train.decode((x,))[0][0])\n_,ax = plt.subplots(figsize=(10,10))\nx_dec.show(ctx=ax)\nax.imshow(cam_map[labelnum].detach().cpu(), alpha=0.6, extent=(0,448,448,0), interpolation='bilinear', cmap='magma');","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Worked like charm :) How about the other label for this image (0 - nucleoplasm)? "},{"metadata":{"trusted":true},"cell_type":"code","source":"x_dec = TensorImage(dls.train.decode((x,))[0][0])\n_,ax = plt.subplots(figsize=(10,10))\nx_dec.show(ctx=ax)\nax.imshow(cam_map[0].detach().cpu(), alpha=0.7, extent=(0,448,448,0), interpolation='bilinear', cmap='magma');","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"We now see a stronger activation in the bottom left corner which I think makes sense. \n\n# End. "}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}