diff --git "a/scripts/dronescapes_viewer.ipynb" "b/scripts/dronescapes_viewer.ipynb" --- "a/scripts/dronescapes_viewer.ipynb" +++ "b/scripts/dronescapes_viewer.ipynb" @@ -2,28 +2,34 @@ "cells": [ { "cell_type": "code", - "execution_count": 6, + "execution_count": null, "metadata": {}, "outputs": [ { - "name": "stdout", - "output_type": "stream", - "text": [ - "The autoreload extension is already loaded. To reload it, use:\n", - " %reload_ext autoreload\n" + "ename": "ImportError", + "evalue": "cannot import name 'DepthRepresentation' from 'dronescapes_reader' (/scratch/sdc/datasets/dronescapes/dronescapes_reader/__init__.py)", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mImportError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn [4], line 7\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mrandom\u001b[39;00m\n\u001b[1;32m 6\u001b[0m sys\u001b[38;5;241m.\u001b[39mpath\u001b[38;5;241m.\u001b[39mappend(Path\u001b[38;5;241m.\u001b[39mcwd()\u001b[38;5;241m.\u001b[39mparent\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__str__\u001b[39m())\n\u001b[0;32m----> 7\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mdronescapes_reader\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m MultiTaskDataset, DepthRepresentation, OpticalFlowRepresentation, SemanticRepresentation\n\u001b[1;32m 8\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mtorch\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutils\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mdata\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m DataLoader\n\u001b[1;32m 9\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01mnumpy\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01mnp\u001b[39;00m\n", + "\u001b[0;31mImportError\u001b[0m: cannot import name 'DepthRepresentation' from 'dronescapes_reader' (/scratch/sdc/datasets/dronescapes/dronescapes_reader/__init__.py)" ] } ], "source": [ "import sys\n", "from pathlib import Path\n", - "sys.path.append(Path.cwd().parent.__str__())\n", - "from dronescapes_reader import MultiTaskDataset\n", + "from functools import partial\n", "from pprint import pprint\n", - "from torch.utils.data import DataLoader\n", "import random\n", + "sys.path.append(Path.cwd().parent.__str__())\n", + "from dronescapes_reader import MultiTaskDataset, DepthRepresentation, OpticalFlowRepresentation, SemanticRepresentation\n", + "from torch.utils.data import DataLoader\n", "import numpy as np\n", + "import torch as tr\n", "from media_processing_lib.collage_maker import collage_fn\n", + "from media_processing_lib.image import image_add_title\n", "import matplotlib.pyplot as plt\n", "\n", "%load_ext autoreload\n", @@ -32,18 +38,17 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "\u001b[32m[24-05-13 11:46:45 DEBUG]\u001b[0m Building dataset from: '/scratch/sdc/datasets/dronescapes/scripts/../data/test_set_annotated_only' (multitask_dataset.py:180)\n", - "\u001b[32m[24-05-13 11:46:45 INFO]\u001b[0m Found 116 data points as union of all nodes' data (8 nodes). (multitask_dataset.py:168)\n", - "\u001b[32m[24-05-13 11:46:45 DEBUG]\u001b[0m No explicit task types. Defaulting all of them to NpzRepresentation. (multitask_dataset.py:81)\n", - "\u001b[32m[24-05-13 11:46:45 DEBUG]\u001b[0m No explicit tasks provided. Using all of them as read from the paths (8). (multitask_dataset.py:86)\n", - "\u001b[32m[24-05-13 11:46:45 INFO]\u001b[0m Tasks used in this dataset: ['depth_dpt', 'depth_sfm_manual202204', 'edges_dexined', 'normals_sfm_manual202204', 'opticalflow_rife', 'rgb', 'semantic_mask2former_swin_mapillary_converted', 'semantic_segprop8'] (multitask_dataset.py:93)\n" + "\u001b[32m[24-05-13 14:30:43 DEBUG]\u001b[0m Building dataset from: '/scratch/sdc/datasets/dronescapes/scripts/../data/train_set' (multitask_dataset.py:186)\n", + "\u001b[32m[24-05-13 14:30:44 INFO]\u001b[0m Found 11664 data points as union of all nodes' data (8 nodes). (multitask_dataset.py:174)\n", + "\u001b[32m[24-05-13 14:30:44 DEBUG]\u001b[0m No explicit tasks provided. Using all of them as read from the paths (8). (multitask_dataset.py:86)\n", + "\u001b[32m[24-05-13 14:30:44 INFO]\u001b[0m Tasks used in this dataset: ['depth_dpt', 'depth_sfm_manual202204', 'edges_dexined', 'normals_sfm_manual202204', 'opticalflow_rife', 'rgb', 'semantic_mask2former_swin_mapillary_converted', 'semantic_segprop8'] (multitask_dataset.py:93)\n" ] }, { @@ -51,10 +56,10 @@ "output_type": "stream", "text": [ "[MultiTaskDataset]\n", - " - Path: '/scratch/sdc/datasets/dronescapes/scripts/../data/test_set_annotated_only'\n", + " - Path: '/scratch/sdc/datasets/dronescapes/scripts/../data/train_set'\n", " - Only full data: False\n", - " - Representations (8): [NpzRepresentation(depth_dpt), NpzRepresentation(depth_sfm_manual202204), NpzRepresentation(edges_dexined), NpzRepresentation(normals_sfm_manual202204), NpzRepresentation(opticalflow_rife), NpzRepresentation(rgb), NpzRepresentation(semantic_mask2former_swin_mapillary_converted), NpzRepresentation(semantic_segprop8)]\n", - " - Length: 116\n", + " - Representations (8): [DepthRepresentation(depth_dpt), DepthRepresentation(depth_sfm_manual202204), NpzRepresentation(edges_dexined), NpzRepresentation(normals_sfm_manual202204), OpticalFlowRepresentation(opticalflow_rife), NpzRepresentation(rgb), SemanticRepresentation(semantic_mask2former_swin_mapillary_converted), SemanticRepresentation(semantic_segprop8)]\n", + " - Length: 11664\n", "== Shapes ==\n", "{'depth_dpt': torch.Size([540, 960]),\n", " 'depth_sfm_manual202204': torch.Size([540, 960]),\n", @@ -68,7 +73,16 @@ } ], "source": [ - "reader = MultiTaskDataset(\"../data/test_set_annotated_only\", handle_missing_data=\"fill_none\")\n", + "sema_repr = partial(SemanticRepresentation, classes=8, color_map=[[0, 255, 0], [0, 127, 0], [255, 255, 0],\n", + " [255, 255, 255], [255, 0, 0], [0, 0, 255],\n", + " [0, 255, 255], [127, 127, 63]])\n", + "reader = MultiTaskDataset(\"../data/train_set\", handle_missing_data=\"fill_none\",\n", + " task_types={\"depth_dpt\": DepthRepresentation(\"depth_dpt\", min_depth=0, max_depth=0.999),\n", + " \"depth_sfm_manual202204\": DepthRepresentation(\"depth_sfm_manual202204\",\n", + " min_depth=0, max_depth=300),\n", + " \"opticalflow_rife\": OpticalFlowRepresentation,\n", + " \"semantic_segprop8\": sema_repr,\n", + " \"semantic_mask2former_swin_mapillary_converted\": sema_repr})\n", "print(reader)\n", "print(\"== Shapes ==\")\n", "pprint(reader.data_shape)" @@ -76,43 +90,26 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": null, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "== Random loaded item ==\n", - "{'depth_dpt': (540, 960, 3),\n", - " 'depth_sfm_manual202204': (540, 960, 3),\n", - " 'edges_dexined': (540, 960, 3),\n", - " 'normals_sfm_manual202204': (540, 960, 3),\n", - " 'opticalflow_rife': (540, 960, 3),\n", - " 'rgb': (540, 960, 3),\n", - " 'semantic_mask2former_swin_mapillary_converted': (540, 960, 3),\n", - " 'semantic_segprop8': (540, 960, 3)}\n" + "== Random loaded item ==\n" ] }, { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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Zoru7W+zatUu43W7xs5/9TKhUKjF37lwRDAbFAw88IDQajdi9e7cYGRkR69atExdffLHw+/3i5z//uaiqqhIdHR3iH//4h5g5c6a4/fbbRTQaFZdffrn46U9/KgKBgLjkkktEW1ubOHHixDsSwExbF9I999yDW2+9FStXrsQFF1yAH//4xwiHw/jEJz5xrrs2LczhcECj0eD111+Hx+PBtm3bkMlkAIxpVzQaDW655Ra8//3vh16vRyKRgE6nAwCMjo5i586dGB0dRWdnJ+rr6yGEQDwehxACPp8PoVCINUi7du2C0+lEe3s70uk0uy6kJpPJ0NTUBLfbjd27d2N0dBTHjx9njQUwJs5+88030dPTgz179uDmm2+GTqdDLBbj4waDwbNw9c4vM5vNsNlseOaZZzA0NIQdO3YgEokAAKqrq2G327F+/Xo89dRTUKvVCAaDrCdKJpN8zXfv3o0lS5bAaDQiHA4DAILBIPx+P/R6PQCgo6MD7e3tqK6uRjgchlarzdunJ598Etdffz2+8Y1v4GMf+xgefPBB/OUvf0E0GoUQAn6/H9FoFMDYeHvzzTeRSCTg9/tx+PBhHD16FHV1dRBCFHV7JBIJvPTSS+jq6sLQ0BCSySR27dqFmpoaxGIxaDQaqFQqfO5zn8NNN92EUCgEh8MBuVwOlUrF7bzyyivo6+vDgQMHACBrDBNNLdX+6HQ63Hfffbjqqqvg9/vR2toKpVKZV9OjVqvx1a9+FR/84Adxzz33YOvWraxFoT6o1WpkMhmkUikAwNq1a/Hzn/8cr7/+Or72ta+xm66pqQmPPvoo4vE4PvvZz8Lv9yORSEChUEChUPB5JZNJ3HzzzVi/fj1eeOEFrFixAjKZDOvWrcOOHTvg9XoLXtPz3dRqNVpbW1FRUYHHHnsMMpkMyWQSJpMJTU1N7FJyu93YuXMnLr30UgDAoUOHYDAY8PGPfxyLFi2C1+vF4OAgVq1aBY1Gg5tuugnXXXcddDod4vE4UqkUHnnkEdx///147rnn8NRTT+Hee++F0+nM6o/NZoPZbMZbb72FkZERbN++nQNKamtrYTKZcMUVV2DFihXQaDQIh8MwmUzYvn07fvnLX+KBBx6Ax+PBD3/4QySTybzn3NHRgd27d8NsNiMYDEKr1aKiogJVVVWwWCx48sknoVKpEAgEYLVa0dTUBKfTib179yIYDKK9vR0VFRVn9sacA5uWIl4A+PCHP4wf/OAH+PrXv46lS5di3759eO65504R9r5bLRQKIZPJoL6+HjKZDNXV1fwiHh0dRSqVwg9/+ENcccUVWL9+PS655BL09/cDAPR6PWw2G3Q6HWw2G0KhENLpNIQQkMlkUCgUWb7HRCIxbn9o0jIYDLDZbFCr1bDb7VnbKJVK1NTU8O9YLMbgJd9xyzZmdJ0cDgeUSiXsdjtP+qFQCLFYDE899RQ2bdqEiy++GKtWrcLrr78OAFAoFHA4HPw7Ho8jFotx27nXPJlMQowxs0X71NPTg+uuuw4f+9jHoNVq8Z3vfAcWiyXvtul0miduIcQpL+li91y6vRAC6XQamUwmq48tLS24//77cfjwYVx33XX485//fEo7NKFIz4vaMJvNkMlkmDFjBvdl2bJluOuuu/CPf/wD1113HbZs2ZK3f2q1Gv/8z/+M2267DXfffTcef/xxyOVyDAwMIBKJYM6cOVCpVJg9ezZGR0fh8XhwwQUX4NFHH8XOnTtx++23IxAIQCaToaGhAY899hiUSiU+9rGPoaOjA3K5HCdOnIDRaERDQwOqq6tRUVGB7u5uLFq0CAqFAg899BA+/elPQ6FQ4I477kBbW1vB6/lOsFQqBb/fj76+Przvfe/DZZddhhUrVuA73/kO/H4/j3WZTJY1X7z22mtwOp24/PLLkUwmccstt+DkyZPw+XxIp9N45JFHcMUVV+DCCy/Ehg0b0N3djZ/+9Ke46KKL8Nvf/hY33ngjbrzxxlP6E41GkUgkOOS3srKStYjBYBDJZBKPP/44Nm3ahA0bNmD16tXYs2cPKisrce2112J4eBharRbXX399wWchmUzyApXGcDgcRjQaxUsvvYQrr7wSl1xyCVauXIlnn30WgUAAJpMJVqsVGo3mlHfxO8WmLQMDAHfccQfuuOOOc92NaWlHjx7FyZMn8cUvfhGzZ8/GihUr+Ltt27bh6NGj+NznPge9Xg+dTgelUomvfe1rAMaU3b/4xS/g8/kwZ84c/Ou//ivi8TiGh4dhNpvxyCOPYPfu3fjDH/4woT49//zz+MhHPoJf/epXGBwcxMKFC9Hd3c3fKxQKPPzww/jYxz6Gq666Ci+++CJcLheGh4dhMBjw4x//GHv27MGDDz7IE17ZwAzbVVddhUcffRQNDQ28su/p6cGLL76I6667DsPDwwiFQmhtbcW9994LYOyaf+tb38KHP/xhXH311diyZQtGRkbgcrmQyWTw1a9+Fddeey2+/e1vT6hPN998M1atWoXOzk7EYjGkUqm8Yt+zYYlEAslkEnPmzMEdd9yB6667blwABgAulwterxef+MQn0NLSgjVr1vAkEY/HkU6nsWzZMnz5y1/G+vXr87Zxww034Ctf+QpCoRA+/elP47bbboPb7cbnPvc5bNmyBZ/85CcxZ84cbNq0Cb/73e8AAD//+c/R2tqKQCCAP/3pTwCAf/u3f8NNN92Eiy66CCdOnMB//ud/AgD+/ve/45lnnsGXvvQl/PSnP0U0GoVer8cTTzyBXbt24Tvf+Q4A4Nprr8WPf/xj3HXXXcwyvVMtmUziD3/4A37wgx/gX/7lX7Bv3z7MmzcP//M//4M333wTgUAA3//+93HDDTcw+wKMsSHV1dXw+/1obm7Gpz/9aUSjUezYsQMHDx7EZz7zGajVaqjVauh0Onz/+9/H97//fXR0dCCTySCdTiMUCp3Sn8HBQezevRsf+MAHoFarMXPmTAYwx48fx+uvv44Pf/jD8Pv9SKVSqK2txVe+8hXce++9mDt3Lj760Y/ihhtuwL333otXX321ZBZ6eHgYzzzzDK6//nrceeed8Hq9mDVrFjNGN9xwAx599FE4nU7MmTMHJ06cmJobMI1sWgOYshU2t9uN22+/Hffccw8MBgPuv/9+bN68GYODg3A6nbjxxhtx5513YtOmTQiHw/jzn//ML3Wn04mXXnoJ69atwyOPPIIf//jHAIDf/OY3mDVrFlpaWhCPx+H3+3mlCABDQ0P45S9/iePHj+ft0//93//hgQcewGWXXYZjx47h2WefRVNTE09ssVgMf/nLX7Bq1Sr8+c9/xre+9S1+Gc2fPx8zZsxAIpEoafJ5N1kymcR9992HUCiEyspK/Md//AfeeOMNHDhwAIlEgoH+mjVrIITA66+/zixLPB7Hn//8Z6xatQpPPPEEvvWtbyGRSGDr1q34wQ9+gLVr10Iul/O98fv9EEIgEongd7/7Hfbv35+3T729vbj++uuxYMEC7N+/Hz/5yU8QDAaxa9cuPProo/D7/QDGXDeDg4PMtP3xj39EV1cXhBAYGBjAL37xi4Iv1oMHD+JXv/oVPB4PMpkMnnnmGej1eqRSKQSDQfzmN7/B9u3b0dfXh6985Sv4yEc+gjlz5uCee+7BlVdeCa/Xi3A4jF/+8pc4evQogDEq/pe//CX6+vowNDSEL37xi/jkJz8JvV6Pe+65BxdffDG6u7tx4MABfP3rX8fVV18Nh8OBz33uc7jssssQiUTQ1dWFX/7yl+jt7YXD4cBvfvObrH6Pjo4iEongC1/4Ar7yla9g9uzZ+NnPfobvf//7SKVSeOmll04pixIIBLBv3z6+bmQjIyM4cuQIPvGJT/AE+/nPfx4vvvgiUqkU3G43AOCtt97CL37xC+zZsycrH9Y71X75y18iFovh/e9/P6677jp0dHRgeHgYfX19uOOOO/Dxj38ciUQCd955JzZu3IhYLIbNmzdjYGAABw8ehEKhwOWXX46amhpcccUVuOmmm3DnnXfi8ssvRzQaxV//+ldEo1GOgEulUvjmN7/JgFNqsVgMd911F/7lX/4FVqsV3/ve97Bu3TocO3YMkUgEt912G+68805cdNFFSCaTeOmllziK7Rvf+AaeffZZHDp0CKFQCIsXL8azzz6LRx99FHv27EE6ncYTTzyBRCKBTCaDaDSKP/zhDzh+/DiSySS+/OUvo7OzExdddBFkMhneeusthMNh/O///i8aGxtx6aWX4uDBg3juuedQW1vLAP2dYtM2E+/pWiAQKEhpv5OM/Pb5BqZMJoNcLocQgr//7W9/iw0bNmDFihXwer1Mx+fuM95q+uKLL0Z9fT3/73a78eKLLyKTyUChUJyy/913343vfOc7uPDCC7Fv375JH/fdbBQGWeglRPoMuoZf+MIX8L3vfQ8bNmzA7t27T7nmtE++z6W2cOFCLF68mP+Px+N45plnEI/HuT+n8xqRy+W44oorsnz0/f39eO211ybUTinnUuj4QP5naLJtkk3luJbL5ZDJZOVnRGJ0TXLvUe59q6mpwe7du/Hf//3f+MEPfgCj0Yhf/epX0Ol02Lx5M7vJFQpF1vuSPgPGniur1Yorr7wySwu1bds2dHV1FR1Hue1MtRVqO9+7+Hwyv99fND9YmYE5z60YoibNgNRSqRRSqVTe7wrtk89SqVSWloHaBPI/oJlMhtmV0znuu9nG06bkXr90Ol30mufbp9A20ntNOpmpXM3lG08TtcmOn2LncbpjcirH9Ttt9TwVVuia5F7z0dFRPPHEE/jkJz+J97znPdBqtQiFQvinf/qnLI1fvnsl/UwIgUQiwS4i6XMw3v05k++303m+z2crMzDvMmtra4PZbMbBgwfPqs7E4XCgsbERR44c4QiYsp1Zq6mpQVNTU/mal61sGIsIa25uhs1mQzgcRm9vb15NS9mmj43HwJQBTNnKVrayla1sZZt29q53IdXX159WbZeynTlLJBKIRCJIJBKcX8ZisZxW/RzKYTOd7R26ZijbeWxWq5VroAElpHAv23lp5IZOJBIIBoNIpVIwGo3Q6XSnlBogDVHu59RGOp1m93Imk4FGo4FarebSIQCy9iV3m/Qz+j93js5kMgXrHkrtHQ9g3njjjXKRwGloJ0+exDe/+U2cOHEC4XAYiUQCFosFX/ziF/GhD30oKwnZeEaRIXv27MEvfvELrolyNq0YKJF+l0qlsvKwlK1s08G+8Y1v4MYbb8xaPOSCGOmkdC7tbB0/95meyuuR732Rr52JLnYIcOSzVCqFrq4uvPHGG9i9ezdCoRAWLVqEzZs3o7m5GUqlkoM+kskkRkdHkclkYDKZoFarOVoxFArB5XKhvb0dbrcb8XgcM2fOxJIlS2Cz2SCEQCqVgkKhgEajYWG0y+VCPB7nOm4EUmw2G6xWK+skVSoVgsFgVuBAIXvHAxi73V4GMNPEhBDwer14/vnn8etf/xp79+7N0uF4PB78v//3/7B371585jOfwcqVK/OyMfSADA4OYufOnfj973+PHTt2IBwOF32Az5QVO+a56E/ZyjZRMxqNqKiomHbVw9/Nz85kmNrcyE5gLJne/v378cILL+Dw4cOYN28ePvrRj2LhwoWorKxk1kQagRUKhSCTyZgRj0QiGBkZQX9/P+LxOBd9tdlsMBgM0Ov1DHLS6TQXzwTA4d+JRIK3ValUSKfTUCqVMJvNMJvNSCaTSKVSWQzOePaOBzBlO7dGD4TT6cTWrVvx85//HHv37s3Krio1n8+HJ554Alu3bsW//du/YdOmTTygCcUfOHAAv/vd7/Dmm29yjpBzYWVXUNneSUYT3niZkaXbTBdW5t1uucAlk8mgv78fr776KrZu3QqtVouVK1fiAx/4AJeOyVe9nBaHbrcbMpkMe/fuhcvlQiqVQlNTExYuXIiKigp2+yiVSmQymawM3lIWJxQKIRwOMxtjMBhOcUnR8QKBACf7y1fxO5+VAUzZzoiRj7SjowN/+MMf8NRTT6Gvr68gcMnd1+l04te//jWWLVsGmUyG9vZ2vPLKK/jLX/6S1c65slLASxnglG06G62Qqc5SbpkF4FRgUgYq585y2Vy6R1KdSiwWw8mTJ/HCCy/g+PHjWLlyJe6++240NjayiygXqErbjcViOHDgADo7O9HU1ISGhgYsXrwYRqORc+vI5XIkk0leWErrjlE6BGJSIpEI1Go1TCYTlEolZDIZ4vE45HI5otEo3G43RkdHIZPJUFdXx/0sNRtxGcCUbVwj0RcJbqPRKIxGI4xGIzQaTdaDQDWRduzYgSeeeAKvvPIKXC5X1sNW6jFffPFFbN68GclkEiMjI9Mmw2gZmJRtOplSqeS8JFVVVZg9eza7g5qamhCNRvHGG29ALpejsbERDQ0NAMYKgY6MjKChoQEXXHDBuMfJ554oA5qptWLvllzWiz4TQmBkZAQvv/wytm/fDp1Oh+XLl+O9730v6urqoFKpmFkBkAViyKLRKE6cOIGOjg5UV1fjyiuvhMVi4XFFxyV2J3f/dDqNQCCATCYDg8EAnU6HRCLBwIXAciqV4izvAwMDCAQCaGxshNVqhcVigUqlmlBZkjKAKVtRSyQS+Otf/4q//OUv6O7uRjweZx/ozJkzceWVV2LhwoXQaDSIRqN488038fTTT+PEiRMsVp3shJ9MJtHZ2TmVp1O2sp33ptFosHDhQmi1WhiNRnz0ox9FdXU1YrEYKisrkU6n4fV64XQ6MTIyAr/fjw0bNkAmk8FkMsFoNEKv18NkMqGqqgoGg4FXx2RSty39L7Wy62jqrdT3pDSCp7+/H3//+9+xZ88eLF68GJ/61KfQ0tICtVrNhVrj8TgymQzfY9KoAGP6mM7OTjidTlRUVGDjxo2wWCxIJBKnsD3kKiJ9C0UhJRIJBAIBqFQqWK1WBjl03L6+PqTTaVRUVHAVeIvFgurqanY3SY+lUqmygFMxKwOYshW1wcFBfPe730VfX98pD1hvby+2bdsGvV4PYAzshMPhrMrD7zSbCINUtrJNxuRyOa9yly1bBqfTCY/Hg9WrV+Po0aP4whe+gBtvvJEnCqr23dPTg/vvvx/9/f0IBoNQKBRYvnw51qxZg5kzZ3KoLPA2W2oymU4pT5FPeD6ZcV8GN6VbKVGMdD0TiQQ6Ojrw1FNPob29HRdffDG+/vWvo7KyMit6M5PJIBaLZTEhFPbs8/nQ29uLWCyGuro6zJ07Fzqdjo8nZVkymQyHVKdSKSiVSqRSKYTDYQY0NpsNWq2WQU0wGORK3CaTCZWVlczW01iTioZzxeOljp0ygClbUauursaNN96Iv/3tb3C73fyylMlksFqtsNvtcLlccLlcWYUY30kT+DvpXMo2Pcxms2Hjxo14+eWXsX79eg5FnTdvHmpraxEOh6HRaNDS0oKvfe1rOHbsGC6++GLcddddmDdvHvr6+nDgwAHs3LkTJ06cgM1mAwAsWrQIN998MwBAp9PBZDIBeHtSIuAifU4JME3GyoBlcjYRDZ1MJkMqlUJ/fz/eeOMN7Nq1C+l0GuvXr8fNN9+MqqoqZlSIOSNXjVwuh9lsZoAQjUbR2dkJIQRmzJgBu90OYMwFJB0T5PZJp9OIxWIcDq1UKhEOhxEIBFiYa7PZIJPJkEwmoVAokEwm0d3djZkzZ8JkMjFQIWEvHUN6DdLpdBaQKUchlW1KTKfT4d5778WnP/1peL3eLABjNpthNBrR19eHn/70p3jqqafeUSnrJwtcyoCnbOOZ3+9HS0sL3njjDTQ1NUGhUDCQoJ9kMonDhw9jzpw5mDVrFpYsWYKBgQFs2bIFJ0+eRDAYRENDA6699lrMnz8fKpUqy/WTW6cnd1zmfjeRcZtPj0Gf5y5iysBmckCPRLD79+/Hs88+C4/Hg8WLF+Omm25Cc3MzrFYr61ukRhoSqRspmUzC6XQiGo2isbGRQUcumCUgQ4Jdet8TmIlEIshkMrDb7cyokDbSbDZDrVYzOLJYLHyupGkhdk86PpVKJesb6btSNTDv+FIC46UiLtvpmxAC4XAYL7zwAn73u9/hjTfeQDwePy8n8qnoc7E2kslkOZFd2QAAy5cvx/e+9z0cPXoUJ06cQDqdRnNzM2688UZotVqkUilEIhF2AwQCAV480IqVJgEpzZ8LRqSf5Ys0AsYqjs+ZM+e0spYXyt9RCOzkfn8+23gAZSIuokwmA5fLhVdffRVbtmyBQqHAe97zHlxwwQUchkwgIx8oJaaDQpspKZ1SqUR9fT3rUHJZNwLNKpUKcrkcqVQK0WgU4XCYtS0EQJRKJaLRKEKhEGfyVSgUiMfjiEQiMBqN7M6iIBA6RyEE4vE4C3a1Wm1W1fZMJoNIJILq6upyLaQygDk7RsMoEong97//Pb7//e9nRR9Nd5uqfo7XThnAvDuNhI/SxI1yuZwpd6vViptuugmf+MQnUFlZiXg8jkQigVQqhUQigWQyyf/TS14KWHJZlHwAJvdz6f8LFy7E3LlzOUJlKp/bdxuAAbLPqdB5S7VGQgiEQiF0dHTghRdewJ49ezBnzhxs3rwZs2fPZlcgTfS594hAgdPpxODgIAwGAyoqKqDT6ThxnFQfI4RALBaDTCZj1oRYDxLWxmIxxGIx6HQ6aDQaBiFSAKRQKE4pCkxh+VIdDZUboGMNDg6yDIE+I7ZICIFgMIiqqqpyLaSynR2jgarX6/GhD30I27dvx1//+tdz3KvxbSpf1OO1db6AubKdvhkMhix3KgEOMqVSCZPJhLq6OmzYsAHve9/70NrailQqxTVqEokE/xBwIYq/2A+Agr/Jcie/8fK9FHMHlTqu3wlApVQrVePidrtx5MgR7Ny5EydPnoRMJsOSJUtw3333obW1FQaDIS9gkdYpikajaG9vR09PD7RaLWbNmoW6ujpOUietNURgl8aVVLgrjR4iMKPVatlVpNVqGdyQESMojWIj1kc6Zmg/+iFNDbEvNK7pGSknsivbWTUSjr366qv44Q9/iN27d0/LCftc9Wk6XouyTb3J5XJ89rOfxQc+8AH8f//f/4fu7m7+Tq1Wo7a2FldccQUuvPBCzJgxA1arFXq9nsNRKc8S/S19sRcDL0A2WBnPZTTRz4DCAGQ8hkWqeyhm+ViLUkDPZPQlk2mn0PeTebZHR0fx17/+Fc899xxMJhNWrlyJW2+9FRUVFaisrMxywUiPR0A4nU4jHA7j0KFD6OnpQVNTEzZs2JClOyHtilRbRWNKqVTCaDRmhUNTVJFWq2U3EpUHIGAhdQcplcos3ZVUu0V9pn2JbaRtjUYjJ99LJpOIx+PsKgVQTmRXtrNnQgh0dXXh3/7t3/CXv/zlrFSDnm6AoBQfd9ne2SaXy7F582b88z//M4xGI9asWQOFQoGWlhYsWbIEF110EVpaWqDX67PcPtFolMNbE4kE4vE4ksnkKYxLoSiiYn+P51LKZDJIpVIlRSHlujzIiiW1K8QAFWq/0DEnAmgKtTmRfUvdb6LPdjAYxAsvvIAnn3wSDocDH/zgB9Hc3Iw5c+ZAr9dzFA6Bgdzw4ng8jkAggN7eXhw+fBgGgwGbN29GRUVFFsgA3k5YR+CYAIVKpeL7DoyBKYVCwbmB6JxpnNB2dB0oQkkqDCdQRaBEClykuipyldE4J5ClVquzCj8eP368pOtZBjBlm5TR4PZ4PHjyySfxk5/8BF1dXVPW9vlkZfDy7ja5XI6FCxfiU5/6FK699lqo1WpEo1Hcd999UCqV0Ol0WatgAiWkZaFIDxJe0uepVCprgijGvIzHxpBJwRBl16ZjT9aKTfbjsTMTbb8UYFGMCTrd40+2rVAohG3btuHPf/4zzGYzPv7xj0Oj0cDtdqO+vp7FucRAUOHD3OixUCiEQCAAu92O66+/nsOUpW6adDrNUW3A2xFABC7ICNgoFArYbLasUGwae7kh9lJwQoCFGB1qn0CIlAmKxWK8D4l8ZTIZVCoV9Ho9EokEhoaG0NHRAY/Hg+Hh4ZKuaxnAlG1CRi/A7u5uPPbYY3j66afR2dl5WgUVz8dJfrIryrK9c0yhUGDBggX45Cc/ic2bN7MrKBwOI5PJwGQyZbl/gGwAkZsgTCrQlTIv0v1KATD5QAxNVnK5nEXBJKwsNk4nmtAu9/vTEQRLJ8F830lzl9BKfyqeufHYnmL9klo6nYbL5cIbb7yBV155BSaTCVdeeSXkcjl27twJq9WKCy64ABqNBoFAgDUrGo2Gk4MGg0EolUoWxVLVcCnbkcuMEQBJJBLQaDSn1D8Kh8PMflBINLmSgLeZG6lriK4vRRkFg0HE43FEo1HodDq0trZySDUdk5hEAuUULk1u03g8jtHRUQwNDcHv98NkMmH58uUwGo2IRCK47777xr3GZQBzlk36gCUSCfh8Pna5ZDIZnDx5ErFYDAaDAYsWLUJlZWXetMpTLYiTvuzi8ThkMhmrzYGxh3F0dBT79u3DP/7xDzz77LPo7+8/7eOdT1Zqn8uMzDvTKGJi/vz5WLx4MRYsWICLL76YV8q0as0FEmRSN5D0NwEKaSE8KfuSz32UC1IIDNF+8XgcAwMDGBoawvDwMLRaLerr69HQ0MBizWJ9lfa5VMsHViYK9KVaj2g0itHRUUQiEfh8PgwPDyMQCHCmV5/Ph3A4zBP1rFmz0NbWhpqaGmi1Wma/DAZD1ruslPPI7ZsUIFBIu9vtRm9vL5LJJBc+VCqVcLlcOHDgAPbs2QOv14vZs2fj+uuvx/DwMLZv3w6NRoPZs2ejsrISPp8PCoWCa1eRqJUARjQa5UR0xHyQy1EulzO7R2CUWBRK40/XMhKJQC6XIxwOIxQKobq6mq8PAScCP3SuUtdPLBbD4cOH8fzzz2NoaAipVAomkwn9/f2oq6vDV77yFdjtdnYvKRQKvvaBQIB/VCoVRx0BY2DNbDajvr4earWawU40Gi3pXpUBzBk2GvBDQ0MIBoPYv38/9u3bh2QyiePHj6OnpweBQIBfKtFolH2fNTU1WLRoEerr67k9jUaDBQsWYNGiRZg9ezaryPPZeBRrMplEMBjE4OAg9u3bh4MHDyIUCuHw4cPQaDSYP38+6urqEI/Hcfz4cRw4cABDQ0OTppvPx8l7on2eavq6bOfeFAoFVq1ahQceeAAGgwFVVVU8QUpXwIWAgZR1IV0LgRSKMCL2hf6mEFap8JEEk+FwGG63G06nEyqVCiaTCZFIhOuU0TuHEk+azWbY7XYkk0n09vZy5lY6Hu13ujbZMU5uCI/Hg2PHjuHYsWMYHR1FOByGzWaD3W6HSqVCTU0NZsyYwceKxWI4ePAg5HI5TCYTjhw5gp6eHjgcDgBjKR0oj87s2bOxevVq1NTUZOUbkcvlUCqV0Gg0fH2pfRKXhsNhdm90d3dzlFhFRQUsFgsCgQD+9Kc/MZCyWCyYP38+rr/+ejgcDrS3t+Oll16CTCbDhg0bMGPGDPT19eG1117DkiVLMGvWLBgMBkQiEb7Xg4ODsFgsqKioQCQSgUKhYNdkMpmEXq9nVoQyoEuLJtI1JWGu2+1GTU0N0uk0LBYL1Go1L1KJuZJGCkndT1Qo8rXXXoPJZML73/9+Drl//PHH8eKLL+LgwYNYunQpC4OpD8lkkov/RqNRqNVqjlyi54WAmc/nQzQahVarLX3siHfom/Vc5oGhh+vkyZN4/vnn8eqrr+LQoUOIRCKIRqN5adZClu87mUwGg8GABQsWYOXKlZg3bx56enrQ19cHAGhtbUVDQwOam5vR1NQEu93OfsXOzk6k02kcPXoUR48eRVdXF1wuFwOnQsfPN0ymUtw2nWwqfeW5n9OEUbbpbQqFAlarFevWrcM111yDNWvWwGAw8L2kFXE+N47UNSTVs0gZFvpM6jKKRCLw+/1cTyx39a9QKBAOh3HgwAGMjo7CYrGgsrIy6/hSy/cZTSrt7e0IBoMIBAJIJpP40Y9+hBtuuCFvcb2psnxsRjAYxJ49e7Br1y7E43EWtNbW1kIulyMYDMLv90OpVKKqqgp6vR4DAwPYuXMngsEgGhsb0dbWBq1WC6fTiaNHj8JkMmHWrFmora2FWq2G3+/H7t27cfLkSa4LRBqMVCrFolKr1YrKykoIIRAIBBAOh6FUKlncSvV+iNmiPCfEllitVsycOROLFy+GyWSC0+nE7t270dfXh1mzZmH+/PmIxWLYvXs3BgYGsH79eixevDhr0lepVKxLMplMzJ5Qzap4PM4ZdsktSC4mAgSxWIxBcDAYhE6nQyAQgNlsZuBAgI1EwtJQaGmxxmAwiIMHD+L3v/89ZsyYgbVr10Kj0eDEiRM4duwYwuEwLr74Yqxfvx46nY6jl3IZwlQqlcXAEJCneZoEvATck8kkWltby4nszhaAoReX2+3GSy+9hD/+8Y/YsWMHQqHQuBPieC+LyX5P1UEtFgt8Ph+/rN6ht3xSdrrXYqKagDKAmb4ml8uxZMkSXH755Vi6dClmzJiBqqqqrIgMWp3SREAsBrEeGo2GAQoBGCnbIhXy0u9AIACv11t0ESF1FXk8HnYjFHIr5S48pOAhmUzC4/Ewe6tUKvGZz3wGF154YZbboFj0Dx1jPLAj3V8IwXluBgYGsHfvXhw9ehSzZ8/GhRdeiNraWl59k8vC6XTCaDRCrVZDrVajq6sL3d3dmDNnDhYtWgSj0QghxiJb+vr60N3djVgsBqvVCiEEfD4fp783Go2Ix+NcXJDuGYlelUolMpkMbDYbampqYLFYoFQqEYvFMDQ0hBMnTqCvrw9KpRKzZs1CS0sL7HY71Go1R/bIZDKu8Ozz+WAymdDU1IRwOIyOjg50dHSgpaUFa9euhcPhYAYoHo+zzsXv93O0EIl06VpKtT6Ur4W+TyaT8Pv9fP7E7knzyMhkY4nraOxptVoGRAQiaOzGYjF4PB5s3boVf/vb31i7YrFYsGTJEixYsADV1dXQarV87lKBrxCCk9rRvafoIyHGcsFotVp2mwFjri+/349IJIK2trYygPH5fCUBmMmE2EWjURw7doxdQQcOHMCBAwfQ29t7Si2HMwVSTnfbd6NNpdBvot+XAcz0MIVCAbvdjtraWtTX16OpqQlr165lpkWaf0Xq/qF9M5kMQqEQwuEwT7A0WUhdRYV+otEoPB4PtyMtDSA1AiYUZh0IBJjFzfcznkkBDfUFAG699VasX7+e83hQ1WHK4EorfCA7bDo3siWfRaNRHD16FNu3b+cFnU6nQ319PebOnYva2lqePEn0GQqFeCKmVPjhcBhyuRz19fWwWq1ZfSXGwOl04vjx4xgZGUFHRwd0Oh2WLVuG+fPnQ6fTZU36JpOJs9TmRu1QTpJoNAq/34+enh6o1WrMmzcP1dXVWeHNBBSSySQikQh6e3thNBrhcDgQCoXQ29uLrq4u6PV6NDU1oaWlhfePRCIYHR1FKBRi1s9sNsNms2WxGVIdJLld6LrIZDLWwkQiESiVSmi1WigUCnajSYG0XC5nIKLT6ThMOpPJQKVS8bgg98/x48dx4sQJrFixAjNmzIBGo8mKOqL9yS1FzwuNC2onFArxtabSA9IEeMQaEdhxOBxlAPPQQw+xSAl4OwyMfihPg8FgyPpeGs+uVCohhGAKMxAI4OWXX8ZTTz2FHTt2cIjYeHY2Qcxktn+n2lQN8VLbKbZdGcCcW9PpdNiwYQM+/vGPY/ny5bBYLJwwjF7a9AInIOL1evHWW2/h5ZdfhsViQVNTEzMgjY2NWLFiBU+oueCFXEU0GR4+fJi1Gj6fDytWrEA6nWY3gkw2ViSV9qNaNLQil4Ipad4P6ZjLzdwqdW3l+1sIgYqKCtTV1bG2R7qyVygUXLeG2lapVLDZbJxmnrK1EjDSaDSw2+3o7OzEG2+8AZ1Oh0svvZSL/FFq+mAwCLlcDqPRyGnppcn8iCGQTprUh9zwb5rQu7u7kUqlGJxaLJZT8qkUMroexBS53W5mb2w2G58nnStF4hCrRZ+Rq2toaAh6vR5VVVWora2FSqXiKKBMJgODwQCtVsuaFpPJlKVLIbEujU9pLSy/349QKISamhp2LZFYmdyTueNDrVbzfCa1WCwGuVzO8yD1j35T5mipYJgYHdLgSKOfqP+hUIhDvysrK9Hc3AydTsfusGQyyfMzASG6RqWUEnjHAxhChVLL/V+6uqDvpT90M/R6PdRqNeLxOHw+34S0LFPxfanbTOV+54OdySE8kbaLbUvfpdPpMoCZpMlkY7VT5s+fDwDo7+9n/VYp92n58uV4+OGHsXTp0qxFjRRwkPsnGo3i73//O/bv3w+v14srr7wS1dXVMBgMMBqNAMA6FHpxk5shGo1Cr9cjFArBZrMBAGfWDQQCvKImBiEej7OQNBdckB5Cr9dnubLyhVlL3Ub5tDnSa5TrWnr/+9+PK6+8koEE6SmkfaFrRPljotFo1k84HEYwGITH4+HVts1mw/LlyzFjxgw+Fp1LKpWCSqXi9yn1x+v1QiaToaKigsWtarWa3SkEYKSMlEwmg16vz2JU8rm9pH9L2QJiCXKTs6VSKSgUCi5YKHV1UL/S6TQHY3i9XlgsFi6K6HA4uCYR3U+KNiIgQKARyGYx6B4TSCB9iNls5rpaiUSCXUIEPEmMLM3hkutSjEQiEEIwU5NKpZgFIz0WAbncJHPSEG4C1VLGkoDPwYMHcfjwYaxduxZz5szJun60Lf0dDodZ66PX6+H3+1FZWVmuhZTPcv2645Xupu3GK8JXij/4dL4vdZtC+0ntfAM0ZxtnTzVwKVtxUyqVvDLM1WlptVq0tbVh5cqVWLBgAQsaCRDs2rULTz/9dNHoOJPJhAceeADxeBwulws1NTVZbEQu63LgwAE8/fTTWLduHd773vfCYrFgdHQU+/fvx+HDh1mISWyCzWaDxWJBXV0dDAYDkskkZDIZPB4PALCOIhgMIhqNwmQyobGxEeFwmF0IAFBfX8+TnVRDIM15kg+gkBX6Lvfv3N9ms5m1DPQ5MS/SiT6dTkOtVnOqe5qsqO4TpZ5XKpVIpVLQ6XRQKpU8WUujJmnSVigU2LlzJ5xOJxYtWoSWlhao1WqMjo5ieHgYBoMBTU1NHH5LkzeBBKPRyKxFMRNCcMg6vUdpogfeLlJI1x0YA57hcJgBE/A2sCGwFA6H2R1SWVkJlUqF6upqOBwOBiQ0WWu1WgbKKpUqCzSQEQtI1ygWiyESiSAQCCAUCkGtVvMYkQIMCqumPnZ3d2P//v1Z2qpkMonGxkYWOcvlcmaQ6N6S65CAIt1jacI8YiulQIeAOYmFnU4nj3ONRoNwOMzXmCKu6DjBYBAul4uBaKnz07sSwJCVCgYmCxom09aZBDG5bZBNFzBzrif7iR5/vO3zfX+uz3G6mVqtxoIFC3DJJZfAZrNxOCVdp0QigerqatYdSPUXarUaFRUVuOyyyxCLxfDcc88VvL6XX345Fi1ahJGRERiNxiwaPJVKwe1248SJE9i9ezc6OzvR2dmJ4eFhHD16FI8//jiqqqrYfWA2m7F48WKsWrUKSqUyawLJBUXkaurr68Pw8DDa2trgcDh4glcqlTAYDOyKUSgUnI01F5yQ5RPo5gqNpfvntpFvm4GBAbjdbuj1er4uuQLMaDTKtD8l64tGo/B6vQDAq38qEtjQ0ICZM2fyRC+NTpG6uEKhEJ5++mmsXLmSC1oODw9DoVCgtbUVJpOJ3XxSMTBlcaVJNhqNsptLpVJlhRUDY641qbtLev7klqH/iZGhKB/aRnoe9KNUKpktUigU8Pl8WeHaNNkT2yGTyVhHRfIDYuBozBC4i0ajCAaDCIVC8Pv9nNhOCjaJlaJrlEwm0dPTg//6r/9Cb28vmpqasGzZMmi1WhZBp9Np1tmMjo5CLpezmFaa5p9cWPF4HCqVil1eFMlE5yZleyi3ESXdo+ii0dFRBsShUCir3hNd48HBQdbxlGLvagAzEZtKsDNVIAaYGvBxrtiZ6TCZT6YPkwEuZcs2KXCRihoBoLKysiShaCaTQUdHB3bu3IlMJoONGzdi586deSvZUioDq9WK/fv38z1yOp147bXXcODAAcTjcZjNZsyePRsLFizA+vXrYTab2SVBrgZpdlESfJJbkBgCotJjsRg0Gg3q6+tRW1vL/ZGGSUtX/lItXT7WpJBJgVO+fcZjaV577TV0dXVh9uzZHMETDAaZMYrFYgiHw+wCJZeRUqlETU0NzGYzh/3GYjFUVFRg27ZtUKvVuOiii7BkyZIswSgAhMNh+P1+dHV18Sp87969AMaYqLq6OmbbiJEgoEKuGAJ8kUiENTMEBnOZBAJj0nEljZYhwEGuHrfbzVlqaX/ptZTeL2IQiRGRtkvnLGUqpOcjZXsIdJG7CBgDXpREsaKigt185DKiyZ+ARzweR1dXF4aGhiCXy3H06FH09PTAbDZDqVSykFqr1aKhoYGTyUkF6HRN1Wo168SoVhOJgU0mE7RaLYQQDLRkMllWsjyVSsWh3KShUSgU7BaiZ4rGEYV+S128xWzKNTAPP/ww/vrXv+LYsWPQ6XRYt24d/vVf/xVz5szhbS655BJs2bIla7/PfOYz+NnPfsb/9/b24vbbb8crr7wCo9GIW2+9FQ8//HDJyKyYBibXzkSEz1ToWaZL5FG+tscbNtIV1nSzMwFaSt2O/NbvVlMoFJg5cyY2b96cBVykY4yuoXT1nJt6n16ku3fvxs6dO1FZWYmlS5fCYDDg2WefRXt7O4sv6+vrEQgEWMNiMBhgNpthNpvZ/UATR662hFaTNHnTj1RImi96iPpP55Xbf6nlO/d84COXcZGalBHIB1aKgSEhBNavX49YLIbu7m44HA5OyEbgKpPJQK/Xo76+HkqlkrNyz5kzB1deeSUsFgsikQh27dqFffv24YYbboDRaMSuXbuwe/duZg2oqKBCoYDX60UgEEB9fT2am5tZcFtZWQmLxXJKSK5cLuecLeQ+IpcJua78fj/nGiHBazgcZrcLnQuBHGJTiBkhNsfr9SIej3OYNukf6dpLI6DomSaRMbE/9D+JXKWRTlJhrpS9IDASj8fR19eHVCoFg8EAq9XKbitpxBswxmBRcj36GRoawtGjRzmay+fzIZ1Ow2q1so6rra0NS5cu5TGQSqU4B5Hb7UYwGITZbEZ1dTXrjIhhI3ZMp9MxuxKLxTjcXaPRIJPJsGuRIpyMRiML1mkcEmDy+/18jtFoFLNmzTr7GpgtW7bg85//PFatWoVUKoV//ud/xqZNm3DkyBFWOAPApz71KXzzm9/k/6n2A53QNddcA4fDga1bt2JoaAi33HILVCoVvvOd70x1lyfkkjnbTAxwdkvKj9f2mdznTNjp9mMqgMt0uRZnw9RqNfR6PYsypVZdXY2rrroKCxYsyEpfnvs7N1qGWA4p/U62cOFCzJ49myM7lEolrr/+eoRCIY7yoAghslzNizSpHOkTpL+JbZH2UcokkOXeZ2kUSKGIISm7kAs08jFP1JY0EoaOlfs+yQUvxRYVDocDra2tOHDgALRaLS/+ALBmxGq1orq6Gnq9HlqtFjt37kRtbS0Llnt6erBjxw52L9jtdlxxxRVYu3Ytenp6GFzIZDJotVoGjuSKoPtBZQIIrBAgoXB1qXuIACblFqFrQSUGhBAcEk1sjs/nY1aDtC0EaEkDotfrodFo2J0jDaMn4EqghdxSdBwS1TqdToyOjiIej8Nms8FqtfICnAAN6YjonhI4SyQSqKmpYYaGgAGBFgI6xKSQCJfOx+FwYNasWRgaGoLb7UYgEGB9SjweZ3bt+PHj7BIKBoNQKBSwWCyYM2cOTCZTljZNmiGaotK8Xi+USiUsFgvq6+t5EUD3g9qW6n6kz6/0eZeOuVKjxs54FJLL5UJ1dTW2bNmCDRs2ABhjYJYuXYof//jHefd59tlnce2112JwcBA1NTUAgJ/97Ge477774HK5SqKXJsLAAOeOhSl1u3L00cRsOgCXfN/TauOdavSClQIGrVaLCy64AJdeeinMZnNeYE4vstzwXmm+FWpfq9XmjTSRhjFLTaoPkeZ1oW1zM+Lm5n7Jx1jQ73z3X/pZvvQKxdw5tE+xxU0hlib3uo7HvEht/fr1aGlpYTGxVqtlbY5MJoPFYsGMGTM4rX84HMbTTz8Nl8sFi8WCUCgEmUyGlpYWLFy4EHa7nUODaQKjiZk0E3K5nCdmYjVoOwKVQghmPqT3RhoJQ/dSWqCSgA21R64dqoRMLpNYLAalUgmbzcb6HwA83oC3xcZ0LuQqIhaIxnw0GoXL5YLD4UBHRwe2bt2KcDiMVatWYcmSJcyeKJVKhMNhFnNL6zRRv4kdorQLUpAj1cAQyzQyMsIuHBLjDg8Pw+PxoK6uDjNnzoTVauVz9ng8GBwc5P62tbUxYMl12+aOJ5/Ph8HBQRiNRlRXV3M5A5qXY7EYMza5ieqAbGAv1U3RuRADU1FRce6jkPx+PwDAbrdnff673/0Ov/3tb+FwOHDdddfha1/7GrMw27Ztw6JFixi8AMCVV16J22+/HYcPH8ayZctOOU5uPY98fvBidq5YmFK3mwgbk2+/XDsfgc3ZYDLOFHB5t5h0wpbJZGhtbcWmTZvQ2tqaVfE2F6TQhJAPYNBKWgpo8mlj8rEbuUYvTSlokU7wxATkAye5wET63OayG4X+lv6fDwgV+jv3mtH/+c4xd8IppU8ul4vDeykbajgcZrfAzJkz4XA4UFlZyUngNm/ejL6+Puh0OlgsFmZVclkyulbSPC5U/430HHQu0uRmBHSEEOzCI00R7UMZZAEwI0Oh6dFolAEGnRPdcwpdJhcRXRNKpkduEJlMxmUFhBDMzEjBJo2Z0dFRPsaJEyeQSCRwySWXYPHixQDADAQxRJlMhrU8xEIBYPcoXRO9Xs9h+CQuJkEvufqIpYnH43C73UilUjAajbjiiis41F9673U6HZqbmyGTjeVjIYFzMpnE8PAwR6WRzggY0+iMjIzA6/VCr9dz8Ua6bsSCknbHZDJxvhrKK0TJ9ihJocFg4AWddPGTD/jnszMKYDKZDO666y6sX78eCxcu5M9vuukmNDc3o66uDgcOHMB9992H48eP469//SsAYHh4OAu8AOD/h4eH8x7r4YcfxoMPPnha/Z3uIIa2A04fgExVO1Np52rSn8hxTxe4tLW1IZFIoKOjo+Rjno9mMpmwYcMGrFq1ioV+0lwRBCKIdiejfBf0wgbenlhIF0EmZWvIcif/3JchUeFSFqDYtkD+qJ9cMCG1YgxLvn3zuYkKnU/udvn6mNvfYu2SzZkzB5s3b2bhJdWu+dvf/obt27dDCIGTJ08iGo1mlUugMNxgMAi9Xp8VWUICU8oVIpONRY5Jc48UEmvTtnS/iP0gBqG6uppdLlK3C91Tv9+PZDLJwCAYDGJ4eJgTkcpkMnaH0TgkjQeBZplMxnopchlSWHjuWKZzra+vRzQahc1mw5w5c9DU1JSV6l8aqUMRbNJzTyaTvD1FfpEbhxiOUCgEvV6PxsZGFtZSqHNue/nGJgEWg8EAm80Gt9vN+WuAMfZpYGAARqORsyQTQWAwGLgMAz1/xHCl02nodDoWPtN1JMApk8kQiUTg8Xg4WWFbWxsTF1JX03ipTcjOKID5/Oc/j0OHDuGNN97I+vzTn/40/71o0SLU1tbisssuQ0dHB9ra2iZ1rPvvvx/33HMP/x8IBNDY2DghUHKmbKpBDG0LTB2QmYq2SjnGdLDJ9KeUfYptQ9+tWLECDz74IO666y78/e9/L3mlcT4Y5b+YM2cOFi9ezNFE0oy0RPNTVAsVbqOJh16GAHgSoYlLuhoE3mZMKOeKVOAvhEBPTw/rKMjlQKvxZDIJu92O+vr6UyjuUkBqMTAhXZ0XY0FK+axUsJP7O9ekDFEhYON2u9Hb24vBwUEEAgH4fD60t7cjlUphYGAAoVAIg4ODHFIOgMWxBoOBgYoQgrUSJpOJa+1QCnvp5EqJ4qT9o79pIiONCxUgJN0ITaIEdggAUNp6erbi8Tj6+/vR3d2NlStXoqGhgUOTyaUjLZBIxx4ZGUFNTQ2DLcoKTGNRJnu7MnhfXx+SySRqamoQCASY8YnFYpwXiJhEytei1+s5iZ/NZsvqv8FgYHASCoUwOjoKnU7HYcnkRpWOB3o+CgFYMq1WywDDarVyjhav1wuTyYQZM2ZkCdAjkQiCwSAXs6TnjnRICoWC3VwUek5Aj/RL1Bbl9CEdDYEaYsUIjJaa7POMAZg77rgDTz/9NF577TU0NDQU3Xb16tUAgJMnT3KehB07dmRt43Q6AYBLpecaCany2ZlgVs7UthMFJlMJQKYb0JgqO53zmirgIrXm5mY89thjeP7557F161bs2LEDhw4dQjgcZpaBkks5HA4WxVG1V3KP2u12HvO0qqFKu+l0Gi6XK4t+z6fnOF0j0DJ79mzMmjULVVVVPMGQcFBaiZlWckSRU3+of8DbmoNc7QGtzoDsqB6aqGgVTVZVVYXKyspTjkUvXnomqc18LqlcywcC8oGIUoCL9LtS2i3FCvVBGvWRb/sdO3ZgYGAAer0elZWVaGhowAUXXICPfvSjWeGyAE7JeQOAw6dDoRBnzNXpdFzAkjQR0qgb0qVIXT/kfqAKyxS9QhFENKnTPrQ/gQkqgEiuqUwmg7feegt+vx/XXHMNmpqamGGi+03ARbryTyQSsNlsDG6kkUXEYMjlcrjdbpw8eRJqtToLDHs8HuzZswdutxs1NTXQ6/UcAUeAj9xDJAAmppHyyVDkl06ng1arxdDQEGSysQzFMpmMxzsBl/G0oXSvpCCQhLsmk4mBIoU7CzEWmu1yuThpXTAYBADOjEwiY3LFUW4jGnMERun5pszSlMSPPpOWqxBClBxGPeUARgiBO++8E0888QReffVVtLa2jrvPvn37AIDzJKxduxbf/va3MTIygurqagDACy+8ALPZzGnEJ9Ov6QBigNKjik5H73KuWadzZVM1QZfazkTBSzgcRnd3N7q7u2G327Ft2za0t7cjEonAYrHg3//93zE8PMxpyJcvXw6DwcCsQV9fH9544w34fD7MmzcPDocDHo8HR44cgd1ux+rVq7F48WKcOHEChw4dwujoKPbu3cvJwTo7OxEOh9l/XVFRAZPJhPr6evZHd3d3IxqNor29HR6PJ4vOJV+5zWbDzJkz0dbWxroIEiBGIhFemVJOEanmhCxXP1KMIcindcllOKSfSY32JfcTvVAncj9LYWVytyuFRcn9Tvp/7vOc6ybKt9LOty+AU0Bcrq1cuRJXXHEFKisrYTabT8l5AoDZMXLV0D2Nx+MYHR1lUarBYIBareb8OJRFtrKyklk1cgVFIhFOwhaPx2GxWLj8AjAGzA0GA4PO3FB3qbuFwnuJ5QgGg3jzzTeRSqVw1VVXMZilyKZcAEsAJRKJMDORKyyn6Bqa+M1mM5qamqBUKrnQYSqVQlVVFaqrq9Hc3IyKioqsej9CCAZoxGBQm8QoAm9nq9Xr9RztFAqFIJfL2U1D2xgMhqzxXWiMRiIRBg907HQ6zfqXjo4OaLVa1NXVsZjW5/MxgCUASfoguj7hcDgrNJ3cv9L7IZPJeBFGTBExU6OjoxwKnquhKmZTHoX0uc99Dr///e/x5JNPZuV+ocqXHR0d+P3vf4+rr74aFRUVOHDgAO6++240NDRwbph0Oo2lS5eirq4O3/ve9zA8PIybb74Zt912W8lh1BSFJKXZJjqpT2T7M9n2ZLafqn2ni50tduhMARcyq9WKdevWwW63409/+hMzLWREo1Jl2iVLluB973sfent7sWvXLkQiEVRWVmLhwoUYHBxEV1cXAKCxsRH9/f2Ix+Oorq7G9u3b4Xa7+cVbUVGBpqYmNDQ0cAp7Sgg2PDyMQCDAOjMhBPx+Pzo6OqBQKKDX6zlnisFg4JdyPv0IuQ7IJ08vaykTkDse8+VIkYasFmJGcid96d/FJutiRgCLjjkekMj3O18/84GYfAAkF4Dl2348t+N4/chnt912G6655hqORMndN5lMwu1281iVhpETKBBCsJtDqVTC5/NBrVbD5XLBaDTCbrdnuROolhFNiBSSGw6HodVqUVlZyWUJiMmLRqNcyZiEofR3NBpFIBBALBbD8ePHcfToUaxduxaLFi2CTCbjSToSibDLRqrHogg3ev4UCgWi0SjrLu12O4Mm6lcgEEB7ezuGhoZQX1+PGTNmQKlUorOzE3v37kVTUxNqa2s53xC5MonVImZH6lIjdwy5tej+S11E0rFDgDwX4NKzRuM4Go1y1l1yRRFAoXP2+/3MgFRVVSGdTvN9qaqqYqBE90IaWUbZsmkhQ2PEYDBk1fmi/tD1p6KZxPyQyHnu3Llnv5hjocnyV7/6FT7+8Y+jr68PH/vYx5gyb2xsxPve9z589atfzepoT08Pbr/9drz66qswGAy49dZb8d3vfnfCiexy/YTTDWhMBlycLiCZLoDmbIGS8WwyFP1kv29oaEBbWxtOnjxZUMir0+nQ0tICi8WClStXoqmpCZFIBAcOHGBKes2aNbjggguQSqUQCoWQTCYxMDCAgYGBrMJ4wNv3m5JTpVIpbN++nUNFiZaWJhDT6/VcbZh83OTTzq08TH5veiHRS1VacyY3jby0f1IAlBsZRCYV70rHb65bbCJu2kL/n87+0nPKx7QU6iddg2LHK8S4FGN0cie6Qse/++67cdVVV0GtVrPbhzQnMtmYWLanpyersCSJM+mdTFqm3PpNTqeTQ6qBt11QSqUSbrebw2VpjMViMdTU1PA4kwq6M5kMF9Ok6+VyudDZ2Ym+vj54vV6YzWa0tbWhubmZNSzk6vD7/YhGoxz+S4VAhRBcu4mYSGIPhoeHceTIESiVStjtdshkMhYFDw8Pc9kEqYShr68P27Zt42gdYGwMm0wmzJ49G0uXLuUSCVJNTe5cJdWOkfuNnkkyYkCInaFn3Gq1cth7MpmEz+fjfDHE6JDWh1zUpM0BwO8WOgbpnOhcpIsNKjJJwmsSeEsZptxFCn1O95ZcjPF4HKFQCG1tbWc/jHq8l0FjY+MpWXjzWXNzM5555pmp6hZb7gN/JrYHJqZhmayraLJApNQX9mTO+3ywyfS1lH1KYWUo4oGK/OWzZDKJ/v5+dHV14cSJE1zYjtJxe71e7N27F48++iiAMV1AS0sLZsyYgZaWFnbpAG+v3ORyObxeL377299maWiqq6tRV1eHxsZGprnzAQzpwiGZTCIUCiEQCLBAVppwiyYn6aRJ+hep+0PKxhSbwIFsZqLQpDzetc/9u9A2uf/nHq/Y81cMQOT+Lia2LAZWcrcvlCSv0Hnla0M6TlQqFWKxGPx+P2tPAoEAAoEACz6tVitHrVBEEiVUI3cPuROTySSv7Om+U7RPNBqF1Wplkajf74fBYIAQY+4OYkdcLhe0Wi3sdju7pfbs2cMuj9bWVixdupTzipAOhtxdNPFSxWPKoyJlEfV6PYtLiSmQy+WoqqrCvHnz0N3djX379iEQCHAY8gUXXMBgi9iDVCqFYDCI1tZWHD58GMPDw4hEIgxwqHgnXTNypQDIKphI2huZTMYsjc/ng8fjgUaj4erb9ByRmN1ms8FoNGbpiMLhMAKBQFYmXAKHxLiQi1AmG4vG8nq9iMVizFZ5PB7W5ZnNZo6qIraYGCNpZBZplaTPgxTISN2JdJ7ShH3jWbkWUgk2WZAxUW0MMDnQcKYYlfMJlBSz0zmP0wUuud+PjIwglUrBbDZzGKTUqqurYbFY4HA4sH//fhw7dgwmkwkNDQ3QarVYt24dKisrAYBfxOSXpmPRapLGBbl1/vSnP6GjowPNzc24+uqrs3JwANlJ9qgNmnycTie/ZEjnkDtuSYgpk8k40oH6k7v6AsArtFKuYykgpNB3403sE2FkCrWfe6xCP2TSEG7aL9fVnQt6xutToe1zAUu+9rxeL9xuNzMwFM5O9YvINUNuFql2RAiRtTInMEQZe4UQHOJL4IBW2gROaIxKQ3lVKhUsFgvnNgmFQti/fz86Ozvh9/vR0tKCyy67DLW1tUilUhw6TeOMMuUSUJG6UihcWZokjxglAtuUXfjw4cOw2Wy48MILOQeZRqPhMS41alOn06GyshLr1q3LCjkXQnAeI2KqSMBKkz+NDSkjGYvFGBzRMzk6OspMqUwmg9VqzXIB0vkSE0oh4XRN6L6Rqw4YC9EmpiYQCCASicDr9TIgoSrupGcB3i6HkBv+TayMVC8jLcdBbjJyQxkMBhb1Uv648exdCWDONCCR7gOceVAyWQD0TrEzAbRKbXOik92SJUvw2c9+NmvFS9vSD714FixYACEEv9By/drSiY5WcLnROXv37oXX64VarYbD4UBtbS3nWaEJiCKWyJdP/aYICEqt3tzczCCFVqiFTJqELN8ELl2J0f/S38Wuaz73S6Hv803qxSZ86WelPle57eSKlQvtk5tzJpeVKRVYFWOi8p1jPpd6V1cX3njjDZjNZtjtduh0Oq4KLq0TpVQqOSU+VX8m/QW5nGhiokmZADcAZnYIuFPiM9K56PV6zttCImCv14utW7fC7XajoaEBGzdu5LpWBDoymQzX5aHJn9wzNBYp4+7o6CgGBwcBgIs/kq5DKjqNxWJ4/vnnoVAocPnll6OhoaEkCQNdaxK8S11LxCyFw2EW59IzBrydGE8K7iORSJb7J51Oc6QS5Wjxer3sApK+CwhkUfQTXSty10jZl2QyyYyO1+uF1WrFnDlz2GUnxFhEI4mNAXAkEjFYBGJyAZe0DAglSyTXN7mgR0dHAWRnQR7P3pUABjh7IOZ0jkU2Fa6cdwKwORuM0FQAl2LfS1fd9KIhtoMiFHLzOeRO9FLBXyQSQU9PD1wuF9xuN9LpNGw2G5e9pwq9oVCIRZgajQYGgwGDg4PweDwQQqC/vx9Go5HTFND+FFlAwkKpuDbfORP4kjJAUssVGk6E/Sh1G2nbhdrP91v6kwtAcgGjdKEhPUY+/U6uFTvvfGCqEKjL3afQPck1KX1P+ykUCnZt9vT0sMtIqVSyOyaTyaChoYEnZqp7RTWGaJxQRApNktQPKtjndDqh0Wg4X0hVVRVnZyU3AolqSbsxZ84cfPCDH0RVVRWH6AcCAQwODqKhoQEWiyWrSjgBgnA4zM8ZaUFISBwIBDAyMsKZbSlrrMvlQjQaRTQahVwux2233YbW1taS36H5AKL0XpDAvaqqCsAYiKPnPRaLsauOwMbQ0BBcLhcqKioQDAa5GCMxW/F4HJWVlXzNpfdUGrlFYFOqW6Kx7vP5EA6HWaRbXV3NTEk8HmcwSkkIiYWThls7nU5EIhFUV1eziNvn87Hw2m63M3gilxtlVqbzpVBuYvTGs3ctgAHOrv5ksuDndI6Zr41S7WwBnrMBSqb6+JMFL8DbtU6At1fquZOltM4L8PaEl0gkMDg4iL6+PrhcLhZahsNhmEwmrnWiUCg4ZwONO7fbjY6ODvalkyDXYrHAbrejubn5FDcUUevEuEgFs4VYkFLBRS7AKAbYSx3/+Sb4eDzOL1qpfx7IjjjKB1iKtS/9u1C9pGIT2XjXMfezYvuMt28hk57z4OAgvF4vkskkuxi0Wi0cDgdisRiGhoaQSCTgdrvR3NzMAm9iToi5oLFCK2sCvrFYDF6vl1PcUyI5h8PBTAIdV6lUoq6ujie42tpaTvtPEzKlFqC09iaTie93LBaD3W5HJBJBe3s7Ayxyr0QiEbhcLvT19cHpdGJkZAQ+nw9z587FokWLsGrVKgZODocDTU1NWeO1mD5jvHsjk8n4/GOxGJcJILBIVZ3J7UN6JHJN+f1+yGQyLoys0Wg4JT+xJ8TSSllSYlspfJxy9gwMDLCwuaGhAdXV1Rw+Tkn+yCVEoELK5ABgjZHRaEQoFGIhdW1tLeeRofFEbB6xYpWVldwnYEwfZLVasyIzi9m7GsAA5werkrv/2QAX5xpYnEmb7LlNBTsgVfaTSJFWSC6XCx6PJyuKiMIP3W430+N2ux0VFRWcrZJWQ5QELN+kKJfLMXv27CxanVa5tOLJdT9JI4NyJ1GyfOzAeG6gXPallEm8lGubCzDoBUvnUUqK8nwr5ty+5mNcCoGHUq9Fvv7n+zsfezOelcJyHTp0CBqNhicnIQQqKysRDAYRCARgs9nQ3NyMrq4uBr7SXDDS2kRSXYNGo2F2xWKxwGKx8CRsNBrR1tbGxSGB7CSG0ugUv9/PhQ8pM67P52N9Ba3kqTAg5aZxuVxQKpU4fvw4urq6MDg4CLfbDa1Wi3nz5mHRokWcsI5CgUknQowogXgpcyG9H9JrmnvfchlHYAwA2Gw2fl6loneVSoVoNIpwOJwlbiVRrdFo5AzXpPEhTY+0yCOBRhqfkUiEgabf78e+fftw4sQJWK1WrF69GgsXLuQCl1K3NoFLug7E7Ejz1cTjcY7aamho4LFA7yWqVk45YChUnMAv6amItaV7XIq96wEMcHqsymT2m6p9J7v/u8mmAohNlVsDADMBr776Kl599VUkk0l2+SQSCabf6UXZ3NzM2VGJxqWVbr7JON8EDCArkyolxcuNDsjN0ZLPnVLKZFqKS+N07kvuJJELIKTHkP6d694pBVzknk9u2/n2LXQPClmuS6eYFWsvl6Up1I98bVRWVnKelFAoxGBDCIG5c+di5syZGB0dRW9vL0frqNVqBAIB1nJI2URiQ+LxODweDzKZDOrq6qDVajn5GrElxCTGYjH4fD4G6SQEpqR4pFuxWq2Ix+Nc04j6Lc3YSzlW+vv7sXPnTiiVSjQ0NOCyyy5DU1MT10GSumnD4TB8Ph96e3shk8lgt9thNBoRiUTQ39+PTCYDu92OyspKnpxzGUXpNaZJXoi3M8tKQ8nJlUVuGnquSTxN4IUifoLBYBbTarFYWPRLkz+N80gkglAoxIuPeDyOvr4+9Pb2QgiBqqoqvPe970VFRUWWyJZADgB2odF3tNgCkMWQ0D4y2VhZAMq6XFVVlRXCHg6HOZMxjR9pJBbdbxIQl2JlACOx02FjgHPDqpTygnwng5wzxRRNpN3xJhWp9fX14Te/+Q06OzuRTo+VvafKtES7OhwOWCwWKJVK9scD4Jch2XgTsHQ72obo/dwJOJ+gFnjbPSIV5NIx8wGefMcc75qUwurkmpT5KGVSHy/HivT/QvoZ6fYTYaPyAaF8bRRqrxTLB+omAmJcLhdPpjNnzsSiRYvQ2dmJ+fPn45JLLoFSqcSuXbugUqkwMjICtVrNkTs6nQ7pdJqjawAwKAHAbhIS5xoMBs4rQhMzJXsLhUIckURhufF4HGazmZOukVCV8hVRAUliFHU6HdRqNSorK7FkyRKYzWbU19dj4cKFWQyB9PrL5XKYzWaYzea87lKqceTxeDi0mkKcc68r7R8Oh5FKpbKy5Ep1QRqNBtFoFB6PByMjI1wChAAEuXAoczAtYkZHRxmgEeihWlFkJNI3Go3o6urCnj17UF9fj02bNqGmpob1QBQ1SGCKgFdu1mMCSgA45wyFcZOehc5JiLFEmD09PXwcSnZIEVkqlQp2u51BjVqt5ozLpdZBAsoA5hSbLIihfYHpx6qUMsGdD3amwMpk2y+VdZGaTCZDW1sbVq9ezRQtvexIcEsrExIYFmpPOtnm2ybfi5Um/nxi09yJVhpNkw8AkI99PL1IPhsPxIy3bz4AkY/dyQUv403oxYBXIZBX7Bzy9VH6U+zZK+VdJN2m0LGKnTP9T6t8u92OtWvXorm5GX6/H7Nnz+Zw+9mzZ7Pbk/QoxH4Eg0GuVE3uGBrHlJxOrVazW0Y6/sxmM0/sJpMpK6ssTbAU+USAnsKsqR4YuXwosy0AGI1GzJ49G+FwGL29vQiFQli9ejVqamqystyS0TGlk7d00UC1nYaGhhCJRFBVVcVsKV1LAiRCCNjt9qyyDDS2SDOSSCTg8XiYWaIII6rUrNVq+TrT2KPnjSKnKI+LNL0/sV7d3d2837XXXst6o1AohI6ODgZ5er0+a1xLcztJw+MBMEi0WCzsypNGU5JrkCKXCGRRlmQKrx4eHs5KWEhjhYDpwMBA0XFPVgYweWyqWJGpYFXOd73LZFeRZ8smc8xS9im0DeV4EeLtPCvAGOVN4jnK80BZQvO1mW/iymVLpBoCKasgnbgK6U+kk4yUKs/dNt9Kv1TLBRyFAMV4++X2Byicbr/QeeT7u9Bx821XqjalGIOTr518/S0GWov1udg5xGIxXH311chkMjhy5AgXKDSbzQiHwzAajVi4cCHkcjm7JigZndfrhc/n40md3ERUEJHGOSWVo0y/xMJQLhbSepA7k7Qd5KKion9UUJAi5KS6Likzl8lkYDKZMGvWLMTjcezatQtvvfUWZs+ejU2bNrFwvdDYpWRyADjEW6vVcgSUx+NhFoJYHXKf0KQsZS4JpFECP7/fz/ltzGYza4MqKipgt9tZqEuMjRTIkDtZrVZzdKFKpeK8Lb29vWhubsbMmTMZhCSTSTidTvT19aG6uhrV1dWsDZOWM6BrQjoaAqbJZBIej4fBKGlaqK80FqLRKCorK1k8DYyxSdLEh/SeInccVeUmN+XevXsLjmmplQFMETsdNob2B6Y2euh8YUvIzgUoKWan05/TAS5kFIUkBQjSv+k3bZOvzdxJmtogwEIrwmLaimIguRDDMdlzHm+fYgCmUL6Z3D7m6nlyz7uYLqVUMJLvmhQTceazQqBtIu1M9HqPl5MGAK/EdTod1q9fj1Qqhb/+9a/o7+/H3Llz4fV6UVVVhaamJvT29mJoaIiFvCT0JSaFQAlNdtIJngA7AQ5yf8RiMXYz0P6UTI/6R/lkpCHBlFmXriGxN5QFWCaTobKyEgsWLEBnZyfa29vR09NzCrOZb4zROKAJXqfTwWg0wmKxYHR0FF6vl9kWYoFoIUKgIxqNMgii8GkCZqFQCEqlkl0nlNfGarVCq9XyPvRsk15EWoGbvotGo8hkMpyvqbW1lUOehRDwer0YGBiAzWbD8uXLszIhB4NB1hrRNaX3Bwn8KfUCAS2PxwO3281aFb1ez+yXXC6Hx+PB3LlzYTQasxZPBE7lcjlGR0dRWVnJQOno0aPYs2cPWlpacO211+LBBx8cd9yWAcw4NpUgZCrAR6FVW9ny21QAqKmYyKUsCQn26H96SdFqjV7s+drMXcHnTuT0wpVaPhAg3T5XhEgvr0LnMBmXUaHti52ftP/52i/0ee65FetfMfBSSt+KWbFjFgIuxbY/Xdd0MQuFQti3bx+uvfZazJkzB3v27EFjYyOamppQVVXFGVpJL0GaESoVQKHMwWCQXSeUV4W0KjQhxuNxWK3WLA0JhV2ThoKifkjgSYBAq9XySp/CjakGDwlZCQgRWzE0NISXX34ZR48exZo1a7Bp0yY0Njby81aMPaMMv0ajkQXC0ppIg4ODEOLtqthSjZm0fhGdN/XP5/PxhE/Xj9IfkNuI3MskkAayWRhyc2m1WnapkaaOqnxnMhlOEEfh7+RmkmbfJXcQVRWnexsMBlFRUcF9pdxQlC+KzpdCrYlFOXr0KDo7O9HW1oa5c+dyNFo8Hkc6ncbIyAh6enoghIDZbEZPTw+OHDmCtWvXYv78+Qxcx7N3PICZKvBwumyMtC9T0Z9C7U7E3knAZ6qZnom0V+qqm/4mgEGUN/D26pFWnbmTc77JNB9zk+94BGDyZf0lm4gWo9izMBGWqhj4mMx2uZaPiSkGKsZzzYzXj8lsmw9sFbKpHuPSNmnlb7fbMTQ0hCNHjmDjxo1YvHgxtFotkskkRkdHEQwG0djYyO4AtVoNk8kEn8/HCRhJUEogPJlMstBXJpNx1B3pW2jVTvtRmQoSBUvvi1wu50iXWCwGg8EAmUzGiedSqRS8Xi+Gh4fhcrnQ0dGBkZERNDc34wtf+AIWLlzI7IZU3yIVjtJigs6FoqiIYaJ+WK1WhMNhDA8Pc4i3TCaD0+nEoUOHMGvWLFRXVzNgIHBG+hepO6y6upoBSDKZ5Jw5lI9Fr9dz7hsKuwbefm4JCDmdTk4QKJfL0dnZCSEEli1bBqvVyucaDochhGB3EAErAFxRXHrfo9EolxChMGch3g6tpvtWXV2NeDyO2tpaTmxHkWqknZHL5VixYgVqa2sxODiI/v5+6HQ6BpaRSARDQ0Mljd93PIAhmyoAMlWT/lSyMqfbh3w2ncHNmXiRT7bdiYAX+l9aC0T6vRS8FNqXfkt/ijEUuW6qXOFioQk037FLAQKFvisFcBTbbiJAoZTv8m0znqtlIszLmRhLZ9JUKhXMZjMSiQQ6Ojq4mjPw9kRPExhVH06lUtBqtezyIXEquZWogCGVrshkMuy6IYaGzpuAvZSFIR0NMRYAsooOhsNhPi6Fdnd0dODJJ59ELBZDc3Mz5s2bh1tuuQWtra1ZUToAsmr3kO6MgAMl8aM8K5QniVxfpNdpbGxEZWUl95vcMJQvhxYmVP2aQJ20nhltQwCChLAqlQoqlQqhUIijdcLhMOdrIbEt5duh8gKUd2VoaAgKhQIzZszIOg4AzppM+VjI3UaMikKhYC2OtFyEEILztwghslxx1HetVovm5mY0Nzfze8fn86G7uxvpdJrrIzkcDsyaNYvdYfRe1Ol0JT8L7xoAA0w/EEPtSW26AIfxBtDZ6ueZfqmfqYmm0Db0gpBOlvQZZS3Nt790UswHXgpN9tLVayGGYTz2QermKIV5KYXFmCjwy9eulF3KZ6W4Z3Lbk+433r4TYWRyv5tI386GGY1GtLS08KQ4e/bsrGyrdO+l9W1Iu6FWq1nrQCwMRSrRdaWcIsPDw5xLhiZa2l6It7UkoVAIHo8H6XSac4OMjIxkpdEn986xY8cwMDCA/fv3w+VywWQy4bLLLkNjYyNmzpzJbpNcI0ZSrVbDarVCoVCgvb0dPp8Pra2t8Pv9qK6uhslk4rpMcrkcfr+fk/mRm4uiZwi8JZNJuFwuBjc1NTXsGgoGgww4wuEw3G43577R6/WIRCIYHR3lHC0mk4nPn/Q+QrztaqaIL7VazaHZgUAAarWaQ5WpyjZVwSZdi81m43pJmcxYPalQKMQZjClKiIyOR+JeArbS4pPEqAFvlzQwm82oqKhAb28v3G43EokEampq0NTUBKPRyCyQQqGATqeD2Wwuady+qwAMMDXMx1SDmNy289l0ATZkpbx4S+3z2XyJn86xJrICL2T0kEv/plVmoZW7FLDQfrmfFTp2LgWfrz36rNCkWuy7fMedKIDJZT7GixIqxDiNp/MpZoWA1UTGSyngrFTGK982U2H57iOt+O12O7RaLaxWKzKZsXpD4XCYWRYhBIPsYDCYxboQm2E2mznTaiQS4WgVKvqXTCaxdetW7NixAwsXLuRzpNBoAgKjo6M8MZNJ0+RT0rrh4WH8/e9/h9FoxObNm1FZWYnXX38dfX198Pv9qKioYLdFsWtJ5QnC4TD6+vowb948BINBdsWQdsPr9QIAgwFyjWg0GgwNDcFms3EG3XA4DJvNliVmViqV7F6jRYvBYOBaTkKM5VChfaWT+ujoKEZGRuD3+9HQ0MAFMYmxIOAXCATYHSWE4ER3UpcZMTg+nw9Wq5X1PVSeIRqNwu12QwjBeiEaK36/H+3t7Qxaqqqq4HA42A1lNBrZTUemUqnQ0NDA5QWkdZa8Xi8zdJSRN5ctK2TvOgBDdrovh6kAQpM5Htl0AzT5bLqsLk+3H5OZxAoZRWwQJZ0LXPIBDeDUlPXF3BT5AIR04ip2vHyCxmIsTqFzLtbPXPAi1QFJdSsEVqQFJMfT6kzmu3x9Pp39pf8XE4hOFAwWssmwObnbRiIROJ1OtLW1cbp5g8EAq9XKkzTw9sRNtbTonkirKdNklEwmUV9fn5UHhVibffv24cknn4RarUZTUxOampo4c65Op+NEjsFgkKPr6urqIJPJmL1Jp9Po7u5GdXU1brrpJtTU1GDLli149dVXMXPmTA4xbmxsLCk1fSQSQWdnJxeYJJ0NlfdIJBKcr4RYpWQyCZPJBIVCwZM+CZaTySRqa2vh9/vR1dWF1tZWdn9R8jeNRsMCXnLpEGAiICG9DiaTCYFAAPF4nDMJJxIJdjMRIPL5fBwZZjabOasvMVd0DL/fj9HRUej1eq6pVFtbi0gkwiyTdHzJ5XLYbDbMmTMni50jF5SUTcunmyP3k9ToPUg1qUgMXIq9awEMMHUuJbKzCSrOF6bmXNhUAKeJtlHqBEerL6m/O9+EJQUaNJEXO16hNibzfbFzy91OGkFV6BwKtUdRGtJtpJW4aZUGZCcBIyvFtVXo3Ao9t5MBKuMdZ7LjsRTmazJtSvtE15WYh4aGBtTU1MBut8NqtSIajXL+lXg8jlQqxSntpRlYyWhcB4NBXoXTqpqy5La1taGxsREulwtDQ0MYGhrCgQMHYLVaOe8M7Uf5ZgwGA1QqFXw+HwYGBtDd3Y2uri5otVp88IMfRH19PZxOJ/70pz/B4/GgpqaGc7a43W7Y7XZmjOg6ULRSOp1Gb28vtm3bhv7+flxxxRVZSfekBSvJBUS5VcLhMAMQvV6PEydOoLm5GVVVVVyrqLGxEf/4xz/Q19cHo9GIaDSKxsZGKJVKdkORq4xEu3Q8j8cDmUwGh8PBjEx1dTW77KgifSAQYPABAP39/Thx4gQWLFiA5uZmfpaEGIuYUqlUDJLS6TScTieEEJg5cyYaGxtRUVHBzyG9fwisajQaziFDRqUdhBB83uRKomsthGCNlNSktaAIwJWjkEq0qaRpzxWYKdSHfPZOBThT+YKf6u3HYyhyP88FLqUwAsXaK7ZdvpUSUFpiNil7Umi/YpN6virO9KItNE6lL9KJ9HUy7MxE2jwdkDKR76canNP9JyHo4sWLOXKGVvYAWFNBGaNJSEptUWqAoaEhuN1u1NTUoKamhrUjVF+J9BYajQYNDQ0cdbJjxw50dnZyOG91dTXS6TTcbjcXOHS73XA6nTAYDJgxYwYuvvhiOBwO6PV6RKNRvPjii+jo6MCaNWs44kahUOCZZ55BQ0MD1qxZw0JXKZt38OBBHD16FKlUCosWLYLD4UA8HodOp4NMJuPswKFQiCdfCu+mCZl+CAwCY0Jdr9fLVb737NkDh8PBUT4EqMi9Ja0iTyHSBCSkodXUbxI9KxQKOBwOZreSySRqamrg9Xpx5MgRtLa2QgiRlYCOMve2trZy1FJlZSVrUWhs0PiQXi9i2QKBAFKpFCc8tFqt8Pv9iEQiHF5P0W2U18fr9XIkkxRMkhvT6XRCpVKhq6urpLH8rgcwwJlxB+V70UwH8FDsBTgd+leqTRVgmWxbpe5TCKAU2lYKXEpJQJa7XykunnwgZrx+534mBVfSY0702MXOqZhgWPpiHW/bUo5XihVqIzdhYL6+THa8THabiR5Lp9Nh7dq1XIAvFothZGQEkUgEWq0WZrMZWq2W3Ri0DeUOIcGt2WzG3LlzuaZQPB7Pqu0jPS5dJ71ej3Xr1qGpqQknTpzA4OAgAoEA/H4/10nS6/Ww2+2YO3cu7HY71wyi7NU7d+7Ec889h+XLl2PlypVwOp0YHR2FzWbjZGl0bOnxCVxRRWoSzlJYNTEWBMbC4TCn5KfrQQxTJBJBJpNBKBRCMpnEoUOH0NfXB5lMxuCvs7MTer0ex44d4zYoFF2n03GyOkqG5/P5mI0hfRAwFr3k9/tZ50MlDeiZIJHukSNHcOWVV3LbwWCQRcjkIpSKaDOZsUKQwNtlAKQZiaXvGqrdRIwynae0/EAkEkEqlWKdjdFoRCKR4D6mUinEYjE+RltbGyKRCGtyxrMygJHYmQAy+dovZucSRExX0EU2laBlsu1NxURUCBwUE+cW21+6fSFWoFS2oBRgIQVYVOsm33alMCOFbKLjLpf9nAw7Mhm2I/fa07GLvUuIfcpd2U6kj+OxT6WKlsnMZjMMBgNGR0cRi8VYc6FSqWAymThiCABHCnV0dGDXrl1IJpNYv349Zs6cyZFLNBEmEgkkk0lUVFSwZoPcSVLARyJPi8XCLqJYLIba2lo0NTVxoryqqipmGUhQ7PP58Pjjj8PhcOBDH/oQqqqqcOTIEezcuRM+nw+rVq3iAoTSWkky2ViNpRUrVqCzs5N1F1TGo7a2llkRKWshrdBMifqEEHC5XBBiLH/NjBkz2M1CYA4AhoaG4HQ6MTAwwJFZVDuI7gGBEXKlNDY2st6IhLpUVPPkyZMswG5qauJ6TdLyDQQ4qW/kmqLsyslkkhP1keuWwr2lLh9pMj0q0kgaHuDtkgd+vx/xeByJRIIjrCoqKtDY2MhJB6PRKLN2NBbJxSiXy9HY2FjS81AGMHnsTAOZUo4ttXcjqJlqsHI67U50n/EAQu6kJ/27WEROvkm52KRbKhsykXMg+lgq1JPJZFkvOYp2kL78cp+pfO6jQlaKvmW861TKuZVyfaRMS7G2pSyRtH8EXqTbFhKYSgHReOeXe40myuQEg0EMDg4ikUjAbrdzptmenh64XC5mJaLRKDo6OnD48GEAwOWXX45FixZl1cKhsGdKby91TRCjIQUw1A+lUgmbzQaz2YwZM2Zg7969cLlcvEqvqKjgHCxCCF6lt7e3w+Vy4cYbb0RTUxO0Wi1mz57N5QSqqqqg0WjQ19cHIQSzLXTdLBYLFi5ciJGRkawCjuTOCoVCSKVSqKys5Cgjeg56enogl8sRDodx7NgxVFZWwmKxMEsUCAQgk8lYJE3C5vr6euh0OgSDQfT19WFwcBADAwMQYqwIZHV1NWKxGPr7+3Hy5ElUVVWhpaWFE8XRT1tbG5RKJUZGRrB7926Mjo7CZDJBpVLB6XRCoVDA6XSyKJpcf8QeZTIZ9PX1Qa1Ww2azoaamhsckZQ6WJsKUjjPSO1EhTbp2wWCQo9AAsBCatD1UtoDALYFeev9RgchSrAxgiti5BDL5+kE23foz3W2y/Z1K4CLdptDkPd5npTIqk2FeCm2bu9KnqCDp90QJA9kh0dLPpTaR8VvqthM5t/G+m8h9GK+9QoBGalKhsnRbaTuklch3/NNhuqg9qoVUVVWF+vp6XiVTcjbKF5JOp9HZ2YmdO3fiAx/4AJYuXcpiXQIVQggW/hqNRgYL0pU2JYWjz6XCTnKXWCwWrthMCdX8fj90Oh2HCCsUCni9XgghYLVaWSfS0NCAuXPnor29HZdddhmMRiOHOpMug45Nrg+tVguv15tV04eyzlL4MxVQVKlU6OzsxJEjR1BTUwOPx4OWlhZccMEFfE9HR0dhMBg4ad2hQ4dw+PBhVFRUYNmyZaisrGRX3ODgIDo7O9HR0QGPx4OBgQHWpkQiERw8eBDbt29n0EbJ+yorKzlVv9lsRl1dHUwmE4M3hUKBRCKBcDjMCQcJWOp0OmZaotEonE4n5/RJpVIIBAIMzogloncAsWYENOhztVqN1tZWAGCGivaXZvCla0taq0wmw4U56d6XYmUAU4JNFyBDNt0AzXS0032hn8ntSZEP5A8NLgXcFGJgin1f6sQ7mX1L1evktlXK2C00QZfCRIx3/FI+H6+dUqKYcsFIsVpTueAFyNbZFBsvpbqOcrez2Wyoq6tDQ0MDAPBE3tramuXqCoVC6OrqwqxZs/DMM88gFArhfe97H+c4SSQSnN2VsuaSroMiTQoBObJkMolIJAKz2cwrehK5+v1+ZDIZLiEgXb1TMUq1Wg2FQoHm5mbs2LEDwWAQNpsNdrsdbrebXWC0+gfGnklK1U8gjLLMptNpThRHjMS+ffvw1FNPwWKxIJ1Ow2KxYM6cOVytW6lUcmQRMReUS6evr4/LK+h0OsyYMQP19fVoaWnBxo0bmcmgkgmUJbi/vx/d3d1wuVzQarWoqKhAKpXCrl27uKCjUqlETU0NTCYTzGYz2traEIvFkE6ns8CoEGORQW63GxUVFUin0+jp6cHhw4cxd+5cDA4Oore3F21tbejv7+dsxCaTCQsWLIDFYmFXoLQuUzweh8ViYXBJWh5i3UgfI4SAVqtlnQ2FgctkMsRisTIDcyZsugKH6dqvs21TwQxNpI3JbJub96TQC30yAGUy3xfbpxBoOt0V/0StFPZE+nsympKJHDP3+8kyZxM16VgpFfgWa4tMJpNxwjfg7dpFlPWVUvnTJBoIBFjI+vTTT2PZsmVYvnw55HI5Z2elKsUajYb1I9JkaLn9F0KwoJYAD7lwyD1F7KXH44HBYOAMsMTYUHI7KtPhcDjgcrnQ3t6OFStWZFVclrqKgLdZMMoCK+0PVWSWyWTweDzYunUrjh8/jrq6OsydOxfxeBx1dXXMUNF1i0ajGB0dZVaBCmDGYjEcO3YMiUQCVqsVNpsNzc3NrFXJd6/ItRIKhdDX14f29nZ4PB4olUo0NDQwaAsGgxgaGuJMuSMjI6xrsdlsmDdvHh+Lwp0p0kqr1aK3txcGgwG9vb0YHh6G3++HQqFAdXU1wuEwXn75ZYRCISxZsgRWqzWLiaECm1arlceptEAt1VOiJHUEfMjlFQgEWHdVTmR3FqzQC+NcA4jp2q+ptqmcRM80cMm1YpPP6YKTibQx3j708pR+NxG2ZTI22YmZXpoTYUYmcoypaKPU7YqBxHyfS91PExHw0nFUKhWH/5JOwufzcXQNpcW3Wq3YtGkTJ0bbuHEj6urqeJIaGBjAwMAAJ1Fbvnw5hwBLjyftpxBjIb5DQ0OQyWSoq6tjjQQlkwuHwxgZGeGU+OFwGBqNJsutJHXF0cSYSCTQ29uLuXPnsjiWzovcM+TaAMCTKUXOpNNpzrA7MjKCPXv2IJFIoKKigpPUkRiYGCBiEQgAaTQaDA8Po6enB/F4HAsWLEB9fT3sdjuLm4tlCiamiRgNu92OBQsW8DXp7++H0+mE3+/nTLg6nQ4Gg4Fzy/j9fvT09ODYsWMQQjBomjFjBioqKhAIBPi6jIyMQKfTYf78+bDZbKioqIDNZmOGJxaLZelmCARRlW4ChyTYBsCVrHMtmUxCqVSye8vn8/H9LsXKAOYMWKkvsrMNKM5XpuZMrfbPpKvodCa7Yiv2UlfzpWw3Hkswkey/+YStpbpzShHpjtdGvvak/Z1qMDOZvk2F5Z5Hvus+kf4LIbLyuQSDQU6RT8xJRUUFqquroVQq4Xa7YTAYOGIkHo/D6XSyzuHw4cOoqalBS0sLtm7ditbWVlRWVvIEnXs/KNQ6Go3CbDbzCl2axJCKNlIGW4rUoQRw9Jnb7UYoFIIQgusCKRQKDA8Po6+vD7W1tVxYkhKmUQgwAQ8SlgoxpuOJxWLw+XzYt28fZ4mVyWQwm82w2+0IBALo6+uDy+ViN5NKpWIwEYlEYLVaoVKpUFVVhYqKiizGob+/HyaTCXV1dbDZbOxiKWbkirFarbBarZg5cybi8TiCwSDrZ3p7e1ncTO41EhUDY6yay+XCK6+8wvoflUoFh8PB51ZfX4/KykoO51apVJgzZw4GBgbgdDpRV1fHoIpchlS8MxAIQKvVIhQKQavVwmKxsH6HFkHpdBoulwvpdJqF3mq1Gp2dnSwSH8/e8QAm3wtsulixldS5Or7UzlZfzqY7YrLHm8pJbbztphrATLQtmthoAsn9vJhJx0yxaJ3cdgtNzPk+m4jLpthnpXw3kW1K3bZUF9x42p9CbFOx7Qt9T3qQyspKyGQyBINBBINBWCwWRKNRpFIpmM1mjkwBwO4FAjY+n4+j0A4dOoTq6mp2NUnPifqdTqcRiUSQTqc5065Uy0HCWUpTL62LRPuqVCrOTHvkyBHU1dXBbDZzUUS1Wo3Kykp2iZCLgnKiZDIZzqQbiUQY2FDJDyqESKbX62GxWGCxWOD3+2EymbBy5UpkMhkOTT5+/Dii0Siqq6tRXV2NlpYWmM1mhEIhjI6OsjZGo9GgoqICWq2WJ3cKr8/NVlvsflKtJJ1Oh+rqasydOxfJZBKjo6MMBpxOJ2QyGWbMmMECZqPRyO45l8uFkydP4vjx49i/fz8Xkayrq0NTUxMnDJTmqHE6nYjH43y9pcJqlUqF7u5umM1mKJVK+P1+Bmj0HonH4xgdHUUoFMLAwAC0Wi3a2tqY7SnF3vEAhmw6AxmpTSeWpNhL9nRXzWfbJtunMwFcTsdFdCZAS75tJnu98oX9TsYKnctEmJSJbnem2z3d/Qq1UyogKjbeenp6cPLkSSxcuBBVVVXQarXo6elBZ2cn1Go1GhsbeaKlasskJHU4HIjFYmhvb+cEeKtXr8asWbOyQAcdi34oEkbKAMViMSiVSs5nIpfLYbFY4HK50NLSglQqhXA4DLvdDmCMjZg1axYWLVqEQ4cOweVyoa6ujkFIKpWCxWJBX18fotEo57oht0dVVRXq6uqQTCbR398PpVIJr9cLp9PJ4AYAOjs7s/LX0IRNbhfS61Ak1/r169Hc3Jyl1QkEAhxmTZO5VAskhOCEcLnPD/0vvdeF2E4CezU1Naiursby5csRCoWQSCQYYJCLRwqUli5diu7ubmahotEo+vr6sH37ds7pQ/fGbDbD6/WitbUVNTU1sFgs0Ov1MBgMAMbArdvtRnV1NZdPicfjiMViXA07FotxLhmFQoFDhw5Bq9Wivr4es2fPHnc8A+8iAEM2UYr7XNt07e90BClSO93+nYlJrBhgKPR/Ke6f8fpRaNvxGJiptPEm2fFcU7nbTcZlUuoxJ7vdVO870WOczvuhsbERS5YsQU1NDYOO+fPnIxKJcMguMKYRIX0HAJ6QotEo6urqMGvWLNYzAKfWypKG4xOIoHMgYECRRy6XCwBgsVgwMjLCoImiXahPBoMBq1atwsjICA4dOoRIJAKPx4OOjg5EIhE89dRTGBkZgcVi4XBxpVKJvr4+RCIRZki6u7ths9lgNBqZPSItCdn8+fMxY8YMLnIYDoc5KooirYiVikajGB4ehtvt5vNUqVRZkThSUT+JYXMzXBM7lstklbLAlMnGahdpNJpTnhly45Abrbq6GlqtFrFYjLPmEsihpHRutxujo6MYGhrCoUOH8Oabb6KiogKtra1oamrCrFmzoFAo4PP5kEwm2R0pk8n4vlLoeDKZ5ER64XCYyzjodDrMnTu3pHH7rgMwUjvXLpyJ2nRiZ6abTfWq9kxvVww8TOQY47E5+b4rlXmZaLSR9KWZ+3mp5zURAe/puoWmat8zeaypuh7F2gTGwqhJq0FGrgmqzUNZVy0WCxd0FGKs/lEymcSiRYtOEWoSu0LuSGnYrbQftB2FN1MpgOrqahgMBmQyGXR0dKCtrQ12u53DvMkVQaG3b775Jvbv3w+HwwGr1Yr3vOc9nMa+ra0NJpMJarUaBoMBJ0+exGOPPQaj0YjGxkYEg0HMnTsXs2fPRkVFBddNOnz4MHbu3AmLxYK2tjbU1NRw3aF8DAqFDSsUCtjtdiSTSbjdbgBjFa+Hhoa4JhSFHxNTRK4guj4U5UOAIxfETOTe57I0VESRKmwTWxSPxzlqigTEQgiYTCbU19ez28nn86Gnpwevv/46XnvtNWi1WqxcuRJNTU0IhUKsnyFARPmAAoEAAoEAqqqq4HA4IITgshQqlYqvXyn2rgYw+WyiA+Fc2rsJ0JzJlexkWJTJbkcvokLblgJIiu03mW1LYYZKYUgm0ofT2WYq9z0T936q9it133yMWS6YpG3yvSPyuSykxyZtAyUwMxgMHP1D0T4kTKX9pO2l02nOI0IJ4qRJ7KR9TyaTcLlcGBwchMFgQDKZxPDwMItFqSBkbW0totEo+vv7odPpoNFoMGvWLOzZswdXXHEFVq5ciVgshlAohOHhYYyMjMBut3N4LtXeEUKgv78fXq+XI2X0ej2LXjs6OrB3717EYjFccMEFqKqqgtlszjvBUiQOTdRUtDCdTnOGW2ndJNITEUAhF52UmaK+Su+H9O/c+0bsTaFw7Hz7SKOcVCoVRy5R6DaVJqDrQvexpqYGDocDCxYswKZNm3D48GH09PRgy5YtnISQtFMUdRWJRNDR0QGNRsNVsikUnsAc1ZQqxcoAZhJWKt19tm269qsUO9suqTO1yi5lEj9d9qVUt9J435XijhmvT8W2nyiDU8jONDA518c8E2Nfem/z3cPcVP4ej4dzllCGVLJEIsHaFGIlKMOux+MBMHavCeAAYxM1TYLhcJhX2RTdlHvOtC/leYlGo2hoaODkaxRaTS4WihgSQnAtIKVSiYULF2L37t3o6upCMBiEw+GA0WjE0NAQF0aMRqMcbZVMJmG1WpFKpVBTU4NgMIhDhw5xGHdXVxdCoRDmzp2LRYsWsVulkNF3lOFWmoWY3EsKhYLdKnR/CHQUE+/mE23nA67FwrFLNQKZBOrMZjN/J+0zaZSWLl2KRYsWIR6PY3h4mEsHUDLCaDTKomvS04yOjnIEmLS+EoVel2JTDmAeeOABPPjgg1mfzZkzB8eOHQMw5jP90pe+hMcffxzxeBxXXnklfvrTnzJCBYDe3l7cfvvteOWVV2A0GnHrrbfi4Ycfzls0bjrZdAUQk3lBngkR5nSwM+kemAzIGY9xmQgjM14/8n0uzfGSu22+z4tFspTaj4luMxGbKqB5pto4W8edCBsmk8nwzDPP4OTJk7jkkktw9dVXw2w288pcmiOGJmKqruzxeDgfSyKR4NBmYl2kSfHIlSSNMpJOhKSTCIVCmDlzJmpra7MmahK9UsVnj8eDZDIJn88Hu90OrVaLSy+9lAsuDg0N8fgeGBhAV1cXZxdeunQpqqurYbFY4Ha70dnZieXLl0OtVmN0dBR+vx9arRatra0wm80wGo18HSjJHjElpCWha0luE6PRyO4XcrkplUpmqqSAj+qL5abnTyQSCAQCiMfjMJlMWTl1pHY64nkCmtLjFnIH02f5Pqdza21tRX19PYuoqRq4QqHgQpczZszgbMpSRo7qKp3TPDALFizAiy++mHViZHfffTf+/ve/43//939hsVhwxx134P3vfz/efPNNAGN04zXXXAOHw4GtW7diaGgIt9xyC1QqFb7zne+cie6ecZvIRDBdbLoCkIna2VgVT3TbibAuhYDERKxYu/naH4/JKabLyLcinArX0mTsXIGUs73fePcvn+sgdxufz4c33ngDVqsVV199ddYERq4Q6b3MZDIYHR2Fy+WCzWaD3++HEILdOVRlORwOIx6PI5VKoa6uDul0mucDqbuDNDBOp5Nzh1A/CRTQRJtMJjE0NITR0VFoNBp4PB74fD74fD4MDAxgeHiY6/pkMhk0NDSgoqICzc3N0Ov1sFqt7E6ShkWbzWbodDpYrVb4fD52mZD4NBqNQqvVcri43W5npoYAiFqtZh0LGU3QVOCQIm8ICAHgYpkulwt6vZ7rDvn9fpw8eZJFyAsWLEBVVVXRMZBv0ZMLOvJ9J3228z3HhUy6Ld0jtVoNi8WCUCjE2ZX1ej0CgQAMBgMDQmBszqd6TbQtMVjj2RkBMEqlEg6H45TP/X4/fvGLX+D3v/89Nm7cCAD41a9+hXnz5mH79u1Ys2YN/vGPf+DIkSN48cUXUVNTg6VLl+Khhx7CfffdhwceeOCUsLzz1c5HUHM+2NlyHZwOk1PqhFMKsChV5JmvrYmCl2LblHLcUvs2mefgXLA9k213KvtRCgDO/Ts38kcIwcLWDRs2cCp86aRGuVPC4TBPNH6/HxaLhXUTQgjOFEsJ5aqqqjgDbVNTE4CxZHnENmi1Wq5STExFJBJBJBJhPYhKpUI0Gs0CCh6PBy6Xi5l7Sq4WDAZx9OhRhEIhBiYymQw2m437r1arGVAAQCgU4jw09ExQHad4PI5AIMDur0QiwdeTImxUKhWMRmNWhXap0fUj8JarcxHi7agspVKJwcFBTihntVo5tw25r2KxGLRabd5nn3QrVG9NGvUk3S53Xymrkw/sFGN36LgEQqXiYwKFoVAIADhCjbQvdN8J+MTjcSgUiqzIr2J2RgBMe3s714ZYu3YtHn74YTQ1NWH37t1IJpO4/PLLedu5c+eiqakJ27Ztw5o1a7Bt2zYsWrQoy6V05ZVX4vbbb8fhw4exbNmyvMek8uJklHHwfLLp6oKajna+uB5KneyLAYnxJqF8bY0HFkoBFqXaZABNbv+nA7gYb9vJanrOFgsove/jrZhzr386nUZ1dTVmzZqVpY+R6jRIFCuEQEVFBex2O4aGhhAMBqHX67OSj1GmV6qG7HA4kMlkuEJ5IpGA3+/nRHbkimlvb4dSqWQmhtifaDTK2W1jsRg6OjqY2YhEIhgcHERXVxc0Gg3WrVuHlpYWVFVVcWVln88Ht9uN/v5+dnMNDg7CZDIhnU4zqKqsrORQYrlcDqvVyhobyldCYeOk7aGcNMQURSIRzmxL1zYWi/GkTNodaaQRXWdpcjsCATU1NaiqqmJGicKOCfhJAQe1Q7lp8lkht1ChMSUV2uaOn9zt6TdlM6YaVWazmaOLpOdBQDKZTLIQnIBqKTblAGb16tX49a9/jTlz5mBoaAgPPvggLrroIhw6dAjDw8NQq9WcCZCspqYGw8PDAIDh4eEs8ELf03eF7OGHHz5Fe/NOsfORrTlTE9JU21ROcKVsXwq4KLZv7t/5aOF8upaJhlzmbjfe/sXaLPVcSjmudDWYLzpjPDudcXmmjjMVAFJ6z0vRQ+SOn0wmgwsvvBD19fUF+6RWq1FVVcWh0PF4HAaDAYFAgKN6KN1+IBDglbTNZuMJWVomQKPRMJChjKzEQlBFa0qFHwgE4Pf70djYCJvNhqqqKgwNDWFgYAAmkwnLli3D1VdfDZvNBpvNBplMBqfTiUOHDqG/vx9qtRpGoxELFixAW1sbDAYDF6ikqJcDBw7AYDCgtrYWmUwGBw8exNKlS7Fx40buP4EUmUyGQCCQdY0pmV0sFkMkEmH2KJFIwOfzIR6Pc3I+ClmXyWQMRAAwUCCQpVAo2J1G95VqNVEFZ4vFwtoYioSizMJUQZvuaTEWJR+jQ0ntpNFbNF6oT1LwJBVxU2FPAn70QyJdGmOksyK3GmU1LsWmHMBcddVV/PfixYuxevVqNDc3409/+lOWX3Cq7f7778c999zD/wcCATQ2Np6x451rmwrafarsfAErZGea8p8smzNRYCD9Xvp7sqzPRPpaShuncz75/s89t8n0KbetUp6b8diuM+XyKnW/fNel2AqZTAp0Vq1ahRtvvDEvdU8remJPFAoFA0hy6VMossFgQF1dHSwWCzMliUSC09I7HA6ObKE8MwaDgQskEuNhs9m43pJcLucaRsRsLFu2jMsBUPp/qhqtVCqZ7bFYLKitrUV9fX1W9ltgLPcNhTMvWrQIfr8fR48exYkTJ9DX18cL5nnz5sFms3EEFrWt0Wi4mCHw9qSu1WpZzyKE4DBzyh0jBSvk8pG6lEgQTJM53bdkMsnfERhQKpUIBoMcrUX3RQjBBS4JcAHIEgnnjoVi44UYEZVKlZWUkNqSJt+jbMLkKpOer/Q7Gn9SXCDEWF6fgYGBU/qTz854WI/VasXs2bNx8uRJXHHFFYxGpSyM0+lkzYzD4cCOHTuy2nA6nfxdIaNsg7l2PrIXk7FiL8TTOd/zDZwUs+kAXKSTzVQCmNz/x3MlTLTdUo97JtvMnaTJ716s/Vw2p1CbpYoU8907enGX2kah70vpS77tSwFWhc6Btlm+fDkqKytPaSeTyXAtIun1o+MbjUaYTCacOHECwFimWrvdzpoU0r4kEgns3r0ba9asgVarZdeC9J1dX1+P+vp6aLVaTggnxFiIdzqd5kgjAPB4POjp6YFMJmONCLknaEzMnDkTLS0tEOJtoXAuY0KFIYGxLMMNDQ3YsGEDDhw4gD179mDu3Lkwm80IBALsFqH2yC0idduQhoMS5lH0EelXCAhKhb0UZky5VoiZSqfTCIVC8Hq9yGQyMBqNqKqq4lw6RqMxKypJWnw1nwuQtsnNikyWC9SJbQoGg6xzklaaloZ9071SKpXsciKwQ1Fa9F2uhoe2B8ailKPRaN65PJ+dcQATCoXQ0dGBm2++GStWrIBKpcJLL72EG264AQBw/Phx9Pb2Yu3atQCAtWvX4tvf/jZGRkZQXV0NAHjhhRdgNpsxf/78KenTRCem8x3wnGsQUuj4Z+O6TubczxbQmQgImCyDUoganmgbU/3deNtOFAxO5Dtp+3R98r3Ix+vjRPs7mX3Hu+/Frps0TLfY9jKZjDWEtDKWTnzUhsfj4crCtPIeHBzE8ePHkUwmUVFRAZVKhVAoxJlnm5uboVKpMDo6itbWVnavkPX19cHr9aKhoQF6vR6pVArBYDDr/lC1ZMpeSxqQhoYGZmpo8swNMRZC8OSaLx0/AQlyyVA+HI/Hg5aWFixcuBAmk4kFwBqNBm63G+l0GlVVVTwxU7g0MUQymYyrMVNRQ/osN0U/lU04ePAg0uk0Lr/8clRWVnJW4nA4zDKKkZER2Gy2rOKPdA7EXkSjUc6ZQ/WL9Hp9VlZk6i/9T66nXGBMPwTMSNcTiUQwMjLCGY+FGBNgA2BBNwAWf9MY0ul0WW4tAjd0LSgKq6Ki4pRxn8+mHMB8+ctfxnXXXYfm5mYMDg7iG9/4BhQKBT7ykY/AYrHgk5/8JO655x7Y7XaYzWbceeedWLt2LdasWQMA2LRpE+bPn4+bb74Z3/ve9zA8PIyvfvWr+PznP18yKptqG+/ldL4DnDNlpa64p/L6namJZKr3mcyEnW/biTIIEznmRPc7m9ePrBQWRvpdLosg/fx0+pTb/kTHdiGGRPp5sSRnuW3k7j/e+CBXRu45kBuHVs2UwC4ej+PgwYPYtWsXGhoaMG/ePHatEMNAeT8cDgeWLVsGs9nMEzaJbkOhEC699FLU19czOCH9C010xAQkk0n+cTgc/D2F3ObT/pDbhYBZoWuhVCphNptZSNzf34+WlhZmR4j58Xq9XB/K4/FACAGz2QyXywWdTof6+nqueE0RRzabDQCwY8cOyOVyXHrppZzvhK6HXq/H7Nmz0dnZiWQyyboYYoioCjSxLCQ6JmaGwB1V8JaefyAQQCQSYRcYaZFIZ0PgRCooputkMBggl8sRjUazRMc6nQ7JZBKvvfYa1q1bB4vFwoJqs9kMIQRCoRB7RqQuMqnbSeqGJIBZaiVq4AwAmP7+fnzkIx+Bx+NBVVUVLrzwQmzfvp1j13/0ox9BLpfjhhtuyEpkR6ZQKPD000/j9ttvx9q1a2EwGHDrrbfim9/85lR3dcqs2Avv3QZupmoSG++6TSWrdLYmXtqv1DTZxY5zOgAod/vTYWGmkq2STrb53D2F9inGUuRO4IUYiNzPxxt/hfqX25+pGqfFdDilHGe88yMxLaWzz83Uq1AosgoYvvrqq9i9eze7aKi2TVVVFQKBAOrr62GxWODz+ViwKy3sqNFoUFlZidbWVnaLAOCwajo2ARoAHM5MBSdlMllWNAuNG5qMaX9iIvr7+5FOpzFr1qxTQovpPNVqNVauXInly5czk5BOp7nSMmUSpoisRCIBnU4Hp9PJLjiqWq1QKDAyMsKMQmNjI15//XUsWbKEJ/lkMgmbzYZUKgWn04mmpiZUVFQwm2QymVBTU8OJ4KQsUjwe55wrdP4ajYYz2kajUXbHhMNhBINBKJVKTsZXU1OTlbeHGJrckGgKY49EIlmCXLvdju3bt6O3txcLFy7k7MuUtZmAJ0VESV1ddO/IrUbXnzL3+ny+ouOZbMoBzOOPP170e61Wi5/85Cf4yU9+UnCb5uZmPPPMM1PdtXNihV4s7yRgM5Vg4ky2ORXHmIp+nS5LlEvtk5Ui3JzI91PhMpkMOCr2zBQCDeMxKPm2KcTASNs4l8+p9NiFzr1UoFfM6PwpPDgWi7FLQZo5NhAIIBgM4q233sLevXvR0NCA4eFhDAwMYOPGjVyJWC6XsybFbrdzJAu5aRKJBGw2GxwOB6/OSdwpFYNSAjxyK42OjmLGjBkMLOiHJmy32w2dTsdp76PRKOLxOGcKHhoaQkdHB2pqajhSic6fJloqakhuINJskJuDJn7ShQDgXDE1NTWQyWQMrvx+P2KxGCfwa29v53wuQgjWvCiVSnR1dSEQCGDNmjUsviVxMoWCA2DdTDwe5yKbOp2ONUMECChKTC6XIxgMMrgjgOjxeNDV1YXW1lbO+0NG50rgkEAniZPpPo6OjmLOnDloaGjg86Uq4SqVCgaDAdFolN1lUgaGxqzf70cwGOQaVMAYRjineWDKNr6V+tKZrkDnbACMM2Wnw56c7n6TcS8UOv547EKp7ZTy/WRdXFO57UTbKHS9CrE2ZFPhTpoqK/XeFgN3+drLNaqETO3EYjF4PB60t7cjk8mguroafr8fAwMDcLlciMfj2LdvH+bNm4err74ara2tnLXWbDZDpVLxBEpi1EgkgmAwCKPRyPlWSANB7pREIsEMZSqVYgZGrVZj7ty5XGgwkUhksTCk9cgNJ6fKycFgEO3t7aivr2f9CJ0rJVGTRj0RYCAQR/8nk0mu5ROPx+F2uzlzcCqVQkdHB6xWK2QyGbuaXC4Xjh8/Dp/Ph3Xr1nEiN9KDUFXn2bNnQ6PRIBAIcH4acg0RkKO6VAQmqJaT0WjMYrlkMhksFkuWLkgK+kwmE2KxGF9nApBSdmdkZIQT+EWjUf6OQsUpnN1qtSIajWJgYAA2mw16vZ6jtaT6ILovUlcjXT9qBxjT15RaD6kMYKa5nWv31Ll+gU+lnW3gUmjffG6LiYCQYozFeKLNUr8bb5vJgqeJbjvZ/Yr1Ox+AoXuST0dxpvo4VW2WCl7os3xjj7QHwWAQOp2OgUV1dTXnU0mlUujv74fL5UImk8H8+fMxa9Ys1lhQtlkCFgSEKIsuMTyU74N0JUC2W0EIwStwYhDMZjNrJYgNkGo1iDEg/Q2xDVQG4NChQxBCYPHixVn3VzoWKGqGGBkS6BIwIBaJ3EgUFUSFGYPBIHbt2sViZ61WC5PJBLfbzdWu/X4/nE5nVuVnr9cLi8WC1tZWJJNJdqdJi1eS9ofOzefzYXR0FMePH8frr7+OxsZGXHDBBXA4HJxRWDqWpaLZTCaT5Tqi+lNUf4g0PVQRnCKKEokEl2KgHDgkoqbw7OHhYbS2tmZFfdH1jMVi3B/Kk0Oh+eFwmEFke3v7ucsDU7azZ+8kcHGmbKrBx+nuO1UahsludzqgJd/3U93eZNuayARerO3JAJepfg7P1PUo9J0Qb4cZ00qeVvnhcJhX0R6PB6lUCmazGSaTCTqdDj09PTyJ0yRYVVXFOhS32w21Wg2TyYRoNIr6+nrU1tay0FQ6wUpZBQJBiUSCXSK5k7H0XChEl1wzxFakUimMjo4iFoth6dKl7C6hfCo0oUuNdB+5GYlJ20JiWJqYpayF2+2GXC5HRUUFbDYbGhoasHXrVhw9ehRz586F3W5n9woxTHq9HrW1tQDeBi3kwqM+kqaluroaSqUSgUAAAwMDiEajcLlcePHFF/Haa6/hqquuwrx585gFisfjSKfTMBgMzHiRTgUAM2QUqTQ4OIjR0VEGKBSZRH2jKCshBLdN13/mzJk4cuQIM0hUKiKZTHKtI6kWRgjBuWJIUByJRHD06NFzF4VUtrKda5sKTcDZ3n+i+5TiGjhd9uV0ti91n/HcYpPpg9RVNNF+FWPHJtufidhU3LOJAiCZTMYsSjKZ5DpDVNBQq9WitrYWDocDbrcbfr8fJpMJNpsNbW1tmDNnDrRaLQKBAJxOJ5RKJSoqKjiaSJoTJJVKcWFI4FSdD02QBEBIxyI9r1wAQ5oNmsxJaEoTo16vR11dHYMGIQRHCklFqVLGQsrE0CSfSqXYpZPvOstkMoyOjkKlUsHhcKC+vh4qlQo9PT2IRCKYO3cuF5SkY6RSKfj9fgQCAWavpHoWAnLxeBxerxdarRaJRAKDg4M4cuQIHA4HTCYTzGYzmpqa8Prrr2PLli2YN28eFi9ezKHcCoUCGo2GI5r8fj/fFzqmx+NBLBbjwpZU1oASCQJgQFNZWYlQKMQuJplMxiUXfD4fjEYjfD4fu9bIVUeiZ2LQCIxZLBYAgNvthlarRUNDQ0njtwxgynZGbSIv09NxiU3VZHK2wMtUA4LTZUKm4vqdDnMwHpDJBSXjgYqpBBdnmumcKEM13rWZ6HGFEDh+/DgcDgcqKyuhUChYd0KRMM3NzaiqqkIikUAkEoHFYoHdbmeWQDqpud1uBgnxeBwOhwNGoxFer5eBALEqBDToXKhODq3YI5EI55fJx77EYjF2faRSKVgsFphMJiiVSsRiMcRiMbhcLuzfvx9CCDQ3N6O1tZX7nkql+DxzmUWKniEQQxM9aXukoAcYK1LZ09OD+fPno62tDWazmYtfUpVrEi0Db7vNpOdM4cnRaJQFvkKMhSQfOHAAR48eBTDGIM2YMQMajQbHjx/H/PnzsW7dOrjdbiQSCZw4cQJvvfUW6urqsGzZMtbJGI1GduUJIVi/QmLbqqoqBqdS9gUA644I9AQCgazsx4lEgksk0PZ0TGLWpHoYpVIJk8kEr9fLYC4cDmPJkiVcX2o8KwOYsk25nQ2Nw1TbuWZtSm1jKtwLU2lT1Z+J6Djo80J6n7MBOEoB24X6MZEQ8Xyf5WOHTtdNR0nT2tvbodVqOSuuwWCATCZjoEAh0BSaTFoRCtGl1bjBYGDdCgENytdCmhjSRMRisawss7Qyp/BfinyhCZ3cSVRvBwAXfZQWHFSpVGhvb8fvfvc7xGIxzJgxA7t370ZfXx9Wr17NyeV0Oh0qKyuz8uxIC0WSGJcExcTCVFRU8L2Uy+Xo6OjAyMgIrrvuOtTV1bHg1+FwYGBggLU00sRu5L6xWq0cfURiZwJh8Xgc/f392L9/P0ZGRmA0Ghn0AEA4HMbMmTNZeJtK/f/svXmYJEd55/+JiDzq6Lt7pueekUb3hQ5uLATmkMVlbGN2sVdgWBsWsC0O64fBGFhjYM1ir59lsbEXDF4EC8Ygg1cYJIEkJAGS0C2NNKO5z+6evurMyiMifn9kZXZ2TfUwgDAI5tUzqqqsyLgyu95vft8r4ZnPfCZaa+6++24++9nP4vs+L3zhC3n2s5/N6OgocRyzf/9+Op0Onufl9aqAPNMukDvTZiAjc4DOwEdWmDKO45w9y0BuFtEGLPN5Kjrouq6bmxzjOGbjxo2MjY3loPQHyUkAc1IeF3mi+uP8ezMPP86YP6r/zE+q3b9nXysp85+EI/tK/a4EHnrbnEj/P8r3veP/OH31yqFDh9i3bx9Pf/rTOeOMM9BaEwRBXqE5S5zmui71ej2vZZQp0nq9TrPZZO3atTm7UnzSz+r9SClpNpu5X0SSJNxzzz3U63V+9Vd/NWcpsr4HBwdJkiSvs5QxCJkfSpE5KdYJysw5n/rUp6jX64yNjTE/P8/4+Dinn346q1evzvO5ZMqzmH8mEyFEXgl7bm6OwcHBvDJ1MX/J4uIi1113HaeccgpnnHEGrVaLZrNJEAR59NP4+Die5y2rRh2GIdamJRmycHBrLTMzMxw5ciRnTrJEcZs2beKyyy7Lo8K2b9/O7bffziOPPIIxhpmZGZrNJtu2beOlL30pr3rVq3j5y1/OXXfdxa233srXvvY1XvjCF/KsZz2L8fHxPBz6lFNOyTMEZ3PKfIqyaKIMnGb7kvkKZQAzY6na7XZeKDMDxlEU5Q7BQM5CAXn0URayn7FeJyInAcxJ+ZHliQpa4GfH5PSj9Pt4Ka0fVX4QcHg8zWMnutYTBTInMs6Pw5D8uPKj+K88HvPQWueMied5uSLNQqKzJHbFukhZcrMs50ivuaHRaOSRQ5nZKcv7UQyRjqKIiy66iNHR0TwDbTZGkf0pOhJn2WOz5Hannnpq3mfmX3H48GHCMORpT3taHqFTrKeUAaEMBBXv62xfs0rMO3fu5N5772X9+vVMTk7mCfuyWkXf+ta30Frzn/7Tf8pNTSMjI8zMzLB9+3Ze8YpXAEuZcbPilI7j5NmNs3IFYRhy4MABTj/9dDZt2pRfnwsuuIC5uTlWr17NKaeckjsnP/DAA7lPzWmnnYZSinvvvZfbbruNkZERtmzZwote9CIuvfRSbr75Zm644Qa+9a1vcc455/CUpzyFVatWLSshkV3nrPyAlDLPm1Pcn8wcVAzVNsZQqVSoVCoMDg7m+XIyf6Oi03QxLDtj3TJn6ZNh1F359/LB+EWRJzJogZ8N4PJ4MTD/nmavx3vsE+nj8TaXnQh4KSqy44Wk/7DA6YeZzw/Tth8rk83rh+m/Wq3SbDZzxVmsvpwp8oxFcV2XxcXFvAryxMTEsj0rpr1fWFjInWiz6JusLMDi4iLWWi6++OLcnJPNPXvNIl+q1WpuStm+fTunnHIKGzdu5OjRo9x5550cPHgwT7s/MjJCs9nknnvu4dJLL+WKK65gZGRkmYkoS8NfBEvZfhZDwNvtdm5iygonTk5OMjQ0RLPZ5LbbbuP73/8+p512Gr/1W7+VrzNJEh588EG+/OUvMzg4yPj4OFNTU7lvz+HDhymVSoyOjuZh4pnJrNlsUqvVGB4ezmsJjY+Pc8EFF/Dtb3879+c5cuQId9xxB9ZaVq1ahbWW4eFhRkZGUEpx33338ZnPfIbVq1dz6qmn4jgOR44c4YwzzqBUKrFv3z4eeOABnvnMZ/K85z2PdevWHXNfZXtTjMjKwp2z0gWZP1Dm7Jyd43lenmQvA6ZFZqWYe6aYwgB+cNmMTH7uAcwPIz8p5fxEBkZPdMCSyc+iWeSH7b+fAl1Jfpwonp+0/KzM43hyIv44/x57vNI1f7xZuFNPPZWXvexlbNy4MQcZRX+SIAiYn59n06ZNDA8P02w2cV03N31k5qXMXFRUSIODg8uiTrKop7m5OaSUbNiwoW8RRlgyB2UKcGBggAcffJDdu3ejlGJ2dpZGo8GuXbsol8s5AKhUKhw8eJCXvOQlyypUZ4r5RP7GPM9jaGgIx3G4+OKLecpTnpL79CwuLjI9PU2tVqPZbHLFFVdw+umnE8cx9957L1/72teYm5vjkksu4WlPexqrV6/O90drzfT0dA4Yslw52X5nBRtLpVI+V9d1mZyc5MlPfjLbtm3jlltu4eGHH+bUU0/l4osvpl6vMzIyku99FvGURRd985vfZHZ2lhe96EV5IcznPe953H///ezdu5frrruO3/zN38wLVyqlSJIkd9DN9iW7vsWyBtmaigBHCLHMSTvrI8svVAxTL4axW5uGZ5+ozjwJYP4d5PH6UftxgdATQXE83vKTVCg/6vlFqvqHYQVORE7UqfN483u85cf1vflBfic/ylgn0v5n0Yz0kwDiQgjOOOMMtmzZkmeJLTIumcNm5nCaKahMIWelBzLn1iyKKfP1EELkJilI2Y+sKOKRI0dwHIctW7YwNDS0DMj0M1mcccYZ/P7v/z5HjhzJ/SoyU9LBgwf59re/zaZNm5iYmGBmZoZqtZqzKECuLDMGoZiFtwhysmR5WXRNsUaTMQbXdTly5Ajbtm3jnHPO4YILLkApxY4dO/jHf/xHJicn+YM/+APWrFlzTEj08PAwp556ag5YgiCg1WoRRRFr1qzhggsuyBmZLDonA3+bN2/G933uvfdezjzzTC655BI2bNjAwsICSimOHj2aZ0/OajCNj49TKpU4++yzWbduHY8++mgOiC655BLGxsbYtm0b9913HxdffDGDg4P5NSuCqGI4dBHgLi4u5oUn2+12HsGWOVtne5jdD77v5wxYBkyzfqMoyn2kTkROApgnkPwiApAfVX7a/gk/bF/FJ8Mfdpx+ib1+XJ+QH0Z+UqaslViQH4X5+EmZwH7aJqTHY0xrbZ4HJlNcnU4ndyrNHFYzHw3P86hWq8sqgRerIGdgJQM0mWmhWGPJdV02btzI6Ogojz76KA888ACXXnopa9euXZZ+HpaDcsdx2LRpU+4bUlxTp9Nh06ZN3HHHHRw5coSXvOQl/NIv/RJADmayNPcZO1Ssnp0BhqJkGXPDMMz3JHOW/da3vsXi4iLPe97zKJfLHDx4kE9+8pO4rstv//ZvMzk5ydTUFI7jsGbNmrzWj+d5eX6VLJrr0KFDzM/Pc9pppzEwMEAQBDlQLJpmKpVKHrElhGBycpKBgQGq1SrWWsbHxxkZGWH79u3LHJ+ttTz22GP4vo/neczMzLB///4cpDz1qU9lbm6Or33tazztaU9jYmIiB6jF36Ri1fLMHJSFy+/YsYMHH3wwB4mnnnoqW7ZsoVQq0el0cr+WrGBjtVpleHh4WemIgwcPsri4mNez+kFyEsCclB9afh6A1E9rDcU//OI8ijVcVpKV2JV+SvTfE8A8Hv2cKADJ7O7ZU2Dxux+WMflR5twvSqVoOvlRGKCir8HjbRo60fMfe+wx7rzzzjzRWrGAYeZYWavV8ighIUQeRp2xEkKInKXJFK8xhmazSRiG1Gq1PLLIGMPc3FxeO+mb3/wmhw4d4pd+6ZdyR9tian9r7TLgkT2xZ6AmW9vatWu5/PLLAXJn5KNHj+Zp8LMMsZAyH1nCPKUUg4ODOXAq+n1EUZQzRtamEUI33ngjDz74IBdeeCFDQ0Pcfffd/NM//RMPP/wwr371q4miiFtuuYX77ruPrVu3ct555+VmtOy+LZYKaLfbtFotdu7cmRdvzABhlm4/K/CYlXzodDrMzs7mztCzs7N5KYGBgQFmZ2e5//77WVhY4NChQ3mW5cwh++DBg3Q6HarVKmNjY4yNjbF3716+/vWvc/HFF+fMTQbqskR72W9Ydn2DIMjLEQghGB8f58EHH+Rb3/oWQ0NDnHfeeWzYsCEPdc9Mh1kVbyB3HH7wwQfzCtwnIsL+PGijPlLM7vezLkIIfv3Xf52xsTH+8R//kSiKfqz+tmzZwhvf+EbWrl3LDTfcwDXXXPNzATqKcvnll3P66afz6U9/mmazycDAAOvWrcMYw4EDB/LsnY7jsGHDBjzP48CBA3neCKUUa9euZWhoiOnp6bz2RpbMaWJigsXFRaampvInhIGBATZs2ECr1eLQoUPHpCCvVqt5cbbj7feJOqj9PMhzn/tcXvGKV/D+97+fqampH+rcSqXC+9//fvbs2cPHPvYxqtUq733ve/mlX/olpqen+cpXvsKznvUs/vzP/5y9e/f+0HP7Yf8mpJT85//8n9m4cSMf/OAHSZKE17/+9bzqVa/CGMMf//Ef873vfe8nNv5PUrLCghlIgP6sVfHeXQk4ZiCj97UI1IBlfz/Zb17RN6IX1PVjGovHV5pPb9ve8YuApbfP7Pti2ywKKptvZi4JgmAZkyOl5HWvex1zc3P8y7/8yzGMXb/1FNv0Atpim2xOxVDyIiOWAfzMVJMxXxlA62eqy4BJBhZ7Sykcj/0szqmYuTgDOtnYxf76rS+r9ySlzEOxj8vG2J9TqdVqFnhC/BNC2K985St2x44ddmho6Mfu6x//8R9tEAT229/+tv393//9n/r6fhL//u7v/s5OTU3ZdevW2ec973n2jjvusAsLC3Z+ft5+6UtfshMTE9bzPPvhD3/YzszM2IWFBfsv//IvdtWqVXZsbMz+/d//vT1y5Iit1Wp2+/bt9iUveYn1fd/+yZ/8id2zZ4+t1Wr24MGD9q1vfauVUtpTTjnF3nzzzXZxcdEePnzYvu1tb7NSynw+Y2Nj9hvf+Ia9++677cTExE99f35a/572tKfZF7/4xfnnK6+80t5+++1269atP3RfIyMjds+ePfaf/umfrBDCvvSlL7VRFNnrr7/efvCDH7Tvec97bLvdthdffPG/y9qklPbDH/6w/fKXv2yr1ardsmWLnZmZsQ8++KD96Ec/ards2fJT3/+T/352/g0NDdmdO3faa6+9dtlvxcl/J/6vVqsdV8//wpqQ1q5dmxcsO+200zhy5Ai7du3KEeGaNWs47bTT8uJSGbpev3498/PzTExMsGrVKu6//37WrFnDwsICa9asYc2aNezYsYNarca5556L4zg89NBDtNttAFatWsWpp56K67rs3r2bw4cPA8vRuFKK0047Le93586d+flF8TyPM888k9HRUWZmZti9ezee53HOOeewZ88e3vzmN7N37142btzI4uIiq1atYv369Tz22GPMz89z7rnn4nkeDz/8MM1ms+8+rVmzhiiK8H2f0047jYMHD+ahlmNjYzz66KM5ezE4OMhpp53G4OAghw8fZvfu3RhjGBkZoVKp0Gg0OOecc4iiiG3bthGGIUNDQ4yNjXHkyBHCMGR8fJyBgQEOHjyI1jqvt5IVjjtw4MAxT1jZ+X/xF3/Bk5/8ZK6++mq+9rWvsWPHDt785jfz2c9+lm3btvGBD3yA1772tXz6059mcnKSj3zkI+zZs4e/+qu/4p3vfCe33norGzZs4J//+Z+56aabeOc738n/9//9f/zzP/8zV111FRdeeCFXX301L3jBC/iTP/kTvv71r7Nt2zaUUvzRH/0Rl112GXNzc7lz2xNZlFJccsklXHDBBSwsLHDzzTczNzeH7/s89alPZc+ePZx11lls3LiRm2++mT179jA2NsYHP/hBgDw/xW233cbRo0dzqnhsbIzLLruMVatWsXv3bm699VYALrnkEs4++2yiKOK73/0uO3fuXDYf13W58MILEULw9a9/nX/7t3/jxS9+8bI2AwMDPPvZz2bDhg089thjfOc73wHgqU99ap6PY/PmzWzdupUdO3Zw8OBBzjnnHEZGRrjzzjuPyT2RpYOfmZnhl3/5l7n11lv5/Oc/n2cgPeeccxgaGuKrX/0q11xzDfv372d4eJjnPOc5TE5O8vDDD3PHHXeccE6Lk/KzL47j5Pf/qaeeyrp167j22mtZt24dl156KUopDh8+jNY6v4eFEDzrWc/ijDPOyAs7npTHSf5d6JCfghyPgVFK2euuu85+85vftA8++KBtNpt2enravuxlL7OAvfzyy+3OnTtto9Gw9XrdXnvttXZiYsKOjY3Zbdu22Wuuucbu3r3b3nLLLXbNmjX24Ycftl/5ylfs/v37bRAE9t5777Wf+cxn7Pz8vG232/Yf/uEfrOu6dmhoyN5000320KFDdmpqyu7atcteeumlVghhv/rVr9odO3bY4eFhe9VVV9mZmRm7f/9+OzU1Zd/0pjf1XcNf//Vf29nZWbt//357+PBhe8UVV9gPfOADNggCG4ahPXDggH3+859v77vvPvvVr37V7t271wZBYB988EH76U9/2s7Nzdl2u22vueYa63neMWNIKe21115rb775ZvvAAw/YVqtlDx48aP/mb/7GHjlyxAZBYG+77TY7Pj5upZT2b//2b+3hw4ftwYMH7fT0tH3DG95gAfv2t7/dPvLII/b666+3i4uLttls2r/4i7+wUkr7pje9yc7MzNiLLrrIAvYjH/mI3b17t12/fr31fd9++ctftocOHcr7/dVf/VULSwzM2rVrrZQyn//znvc8G4ahff3rX2+vvvpq22637SWXXGIHBgbsww8/bL/+9a9bpZQtlUoWsKVSyX7ve9+z3/ve92ypVLKe51kppRVC2L/7u7+z09PT9vTTT7d33nmnvf32263nefb5z3++DcPQ/s7v/I4F7POf/3y7fft2+81vftMeOnTITk5O/tSfXH6cf0II+4d/+Id2cXHRTk9P23q9bm+99Va7du1au379ejs1NWXvuusuu3fvXttqtex9991n169fbz/ykY/YMAxts9m0u3fvtldccYV9xzveYev1uj3//PPtqlWr7E033WSbzaY9fPiw3bFjh123bp0966yz7Pbt2+33v/99u3//frt792571llnLWNgnvWsZ9n9+/dbY4w9fPiw/fCHP2z/6I/+KGdgqtWq/cIXvmCbzaY9cuSIbTQa9q/+6q/syMiIveeee+x1111nXde1H//4x22n07Ef+chHrO/79qabbrI333yz9X3/mH344Ac/aPft25fP67LLLrPXXnutffTRR+3pp59u77jjDqu1tnNzc/bf/u3f7OrVq+2//uu/2unpaXvPPffYubk5+9a3vtUKIX7q1/Tkv8fn39jYmN2zZ4+95ZZb7MGDB+11111nTzvtNPvQQw/Zu+++29544402DEN7++2324suusju3LnTHjx40O7evTv/uzjzzDN/6ut4ovz7QQzMLySAcRzH3nzzzbbZbNrXve519jd+4zdsrVazn/3sZ221WrXf+9737I4dO+xzn/tce9VVV9lOp2Pf+ta32vHxcXvgwAE7PT1tX/WqV9mtW7fa8fFxu3//fnvgwAF7+eWX24985CPWGGOvu+46+8xnPtPefvvt9siRI3bt2rVWCGGf/OQn29NPP91eeumldn5+3n7sYx+zUsocwIyNjdkbbrjBHjx40F522WX2kksusWvXrj1mDUNDQ3bHjh327rvvthdddJF9+tOfboeHh+3WrVvt/fffb++//377pCc9ya5du9bu3LnTHjlyxL7oRS+yH/jAB6zW2t5www32mc98pr3pppvs7Oys3bhx4zFjKKXsN77xDdtqtezrXvc6+7u/+7s2DEP7yCOP2Oc85zn2k5/8pI2iyD772c+2gD3zzDPteeedZ88880z7wAMP2O9+97vW9337rne9y2qt7Uc/+lH7zGc+095777129+7ddmxszL7lLW+xnU7HPvnJT7aA/V//63/Zo0eP5vN50pOeZM866yx70UUX2QMHDtgvfelLVkq5DMAU9+SrX/2q3bVrl92yZYv9yEc+YhcWFuypp55qXde1t912m7377rtz8CKEsL/9279t6/W6/cM//MNla3/KU55iDx8+bD/5yU/a8fFxu2PHDvvVr37VSinthRdeaNvttn3Xu95lJycn7Z133mmvuuoq+4lPfOLnAsBMTEzYXbt22VtuucVu3rzZXnnllbbT6di3vOUtdsOGDfbo0aP29ttvt1u2bLFvectbbBzH9sorr7QbN27Mr9H4+Lh1Xdf+8R//sW21WvaCCy6wr3vd62wURfYtb3mLXbNmjT377LOtlNIqpezpp59uN23aZF/72tfaOI7ta17zmmUAxvd9+7a3vc2GYWhf9KIX2Wq1ugzAvPCFL7SdTse+//3vt+vWrbOf+MQnbK1Ws0960pPsRz/6UXvo0CF7+umn52Dmtttus2effbY9evSofd/73td3Hz70oQ/ZJEnsu9/9bjs5OWk9z8tNvaOjo/ayyy6z7Xbbvuc977FDQ0P25S9/uQ3D0L797W+3p556qv3KV75it23b9mObhU/++9n5l/3e79mzJ//NfdnLXmbDMLSXX365PfXUU+3c3Jx997vfnZuQHn30UXvmmWfaV7/61TYMQ/vOd77zp76OJ8q/HwRgfnG8CfvI/v37+eIXv8iNN96YF8kaHx9n69at3Hbbbdx000184QtfYH5+nqc+9am5mee2227jC1/4wjKT0913380NN9zAN7/5TbTWfPnLX+Y73/kO99xzT17Bc+3atbzqVa/ib//2b/nzP/9zyuUyAwMDy+akteaf//mfqVQqfP7zn+e1r31t37m3Wi2+/OUvc+aZZ/KlL32JX/mVX8Fay4EDB/JCWo888kheFOu+++7jG9/4BjfeeCNaa77yla/wne98h7vuuitP87ySHDp0iC996UvccMMNNJtNbr31Vm6++WZuuummPLSvWq3yspe9jL/8y7/kb/7mb1i/fn0esgipk95nPvMZvvOd73D//ffnUQa9UjSljY2N8YpXvIKPfvSj/NVf/RUjIyN5cbleqVar/OVf/iVPfvKTc9NZMStk1rctmJ9e9KIX8ZGPfITPfe5zfOITn8iPn3vuuXzqU5/ikUce4U/+5E+IomiZg1yxv3e96124rsudd96ZV7jdunXrE9pRd3x8nFWrVnHnnXeyb98+vv3tb9NsNjnnnHPyNg888AB79+7l29/+NnEcs3nzZlqtVp5Wfn5+/phcDmeccQZhGHLDDTcwNTWV12+54oor+PSnP80Xv/hF3vSmN+WOkEXJMphC6qDfW+wt2/NvfetbHD58mJtvvplqtcqWLVu44YYbGB0d5cUvfjFjY2N8+tOfZuPGjbzoRS+iUqlw4403rrgXrVaLL37xi0xPTy9bT1bAENI0+fV6na1bt+I4Dr//+7/Pv/7rv3LhhRdijDnu39ZJeWLKnXfeyR133EGtVmPv3r3UajVe+cpX8upXvxrP89ixY0fedseOHTz22GPccsstNJtNtmzZ8tOb+M+ZPHF/ZR8HyWLTbSHOvbfwlO/7eR6ATLICZUXJQuyy0L6sCmfmvS6E4KqrruINb3gD//t//2+uuuoq6vX6MXOy1vKJT3yC5z//+Vx33XX87u/+Lu9617uOaae15j3veQ8vfelLefDBB3nXu97FlVdeueJaszln88uicXojafpJVnQt26fetUEKBv78z/+c22+/nd/7vd9j+/btx8y335i269meee6vXr06/+41r3kNV199NV/60pd44xvfuGIUS6VS4cMf/jAveMELeO1rX8s3vvENAPbt24fv+3muhFWrVjE1NUWSJFx++eV8/OMf54tf/CJvf/vbcx+js88+O/dnuPLKK5mamqLT6TA9Pc3k5CS+77NhwwYcx2FhYYHLL7+cs846i+uvv56XvOQlTExM8Hd/93fHANMnkrRaLYIgYO3atSilWLVqFaVSifn5+bzN5OQkjuPkr7VaLf+bKEYbFCWri5KFSGYp4t/97nczOjrKK1/5St73vved0D3ZK3NzcwghWL9+PUII1q1bh9aaWq3G97//febn5/m1X/s1pqenuf3222m1Wrz85S/n4MGDPPTQQyv2a3vC3o8n8/PzaK153/vexwte8AKe8YxncPnll+c+Yifl50eKfk07d+7k+9//Pk960pM499xzectb3sJXvvKV/PuJiYn8d8j3/b6/+yflR5NfWCfeTHqByNzcHLfccgu/8iu/wp/92Z9x+umnMzAwwNe//vUfO+yxWq0CMDw8zK//+q8zODh4TBulFH/wB3+QJ0r61V/91Zx1KI5frVa56qqr2L59OzfccAMveMEL8v5/GlIul/PslS94wQvYunXrCYXNHjlyBCklV199NQ8//DCXXXZZ/l1W/XRgYICXvvSlTE5OsmvXrmXnSyl517vexetf/3ruu+8+fu3Xfo2Xv/zl3HffffkTz3vf+1727NnDpk2b+J//839y7rnn8slPfpJqtcrQ0BAf+chHCMOQT3ziE/zDP/wDZ599Nrt27eJP//RPc0B53XXX8d73vpcPfvCDedKnb37zm3z/+9/Ps3xeffXVPO1pT+Pqq68+4XLwP4syNTXFddddxyte8Qo+97nPcfrppxOG4bIf5V/+5V/mc5/7HOeddx6NRoNbb701Z14uu+wyPvWpT3HNNdcs6/db3/oWV199NR/72Mf43ve+x+TkJG984xsJgoAtW7Zw5ZVXctlll/1IAObWW29lx44dvP/97+fyyy/n+c9/Pvfeey/3338/9Xqde+65h8svv5xPf/rTTE9Ps2PHDq644go++9nPUqvVfuw9A7jpppvYt28fb3vb25icnGR4eJh2u507Np+Un0+pVqts3boVay2rV6/m13/910mShK9+9atAyuj+3//7f9m0aRNCCL75zW/+lGf88yO/kADGWsuDDz5IpVLJ4+Xvvvtu9u7dSxzHvOMd7yCOY/7Df/gPBEHAe97zHq699lp83+fOO+9k+/btOZhIkoS77rorP7awsMDtt9/OzMwMALt37+Z73/senU6HT37yk1x44YW8/e1v5/rrr+djH/sYi4uLAGzbto1ms0mSJGzYsIH/8l/+C0op7rzzTv7H//gffXMbnH/++bz2ta/FGMO1116b53t54IEH8jbZ2nbu3Im1llqtxu23355Hhezdu5fvfve7OTvSO8bDDz/M9PR0nkTpe9/7Xg4ijh49yu23387CwgL33nsvX/3qV3nlK1/JAw88wH//7/+dc889F601Bw8e5Lvf/W6u1B977DHGxsaI45jrr7+ea665hksvvZShoSE+9KEP8dznPpcwDPn85z/Pc57zHN7whjdw++2385d/+ZcMDQ1hrWXnzp3ccccdxHFMuVzO82+ce+65QPo0/Oijj/K2t72Nt73tbZxyyil8/OMf5//8n//DhRdeyK5du5BSsnXrViBlqEZGRpifn+euu+5icnKSyclJrE0r8v793/89mzdv5iUveQn1ep23vvWt7NixY9l1efrTn04cx9xxxx0n/NT+syhJknD11Vdz4MABnvWsZ7Fr1y7+5E/+hDvuuCOv33LjjTfSaDTYt28ff/Znf8YDDzyAMYY//dM/5U1vehMTExM0m03uv/9+Pv3pTzM/P89DDz3E6173Oq688ko2b97MnXfeyezsLO9+97tz8Pfxj3+c22+/nUcffZQoivjCF77A3r17sdby6KOP8g//8A85MH7ggQf49Kc/zezsLEeOHOFVr3oVV111FaeccgrXXnstf/3Xf83CwgIAf//3f8/U1BRf+MIX0Frzmc98hpmZGT772c+u+GBy1113Ua1Wlz0xX3/99Tz00EPEcczs7Cyf+tSn8r+3vXv38spXvpI3v/nNXHHFFdTr9Z/LHEy/yNLpdPj85z+/7G//Oc95DgD33HMPQRBw8cUX8+EPf5g77riDL3zhC2zbto2nPOUpVCoVPvGJT5wEMI+j/MImsst8MzJFkyX4KZb6zoqaFZ+me9v1HstqdmQJgbJkQNk4WU2NYthy5l+RtcvGzrITGmPykOdMpqenOXLkSJ5CutVqLVvLSmvrN78s0dA555yzzHdj3759udngRPpyXZdKpUK73SZJkjyhUTZGRrv27olSioGBgbzEfHYegO/7lEolms3msiRJvfvVa7Iolm2vVCo4jpP3kc27V4r1PXqPZ3uVZcnsF9beu66fB+m93zds2MC9997LF77wBf7wD/+w73r7/Y0Upd8+FRNw/ThSzAB7oj9tjuPwK7/yK8sSZmUPHj/OHI63Byfl50OUUvzrv/4rUkr+43/8jxhjuOqqq3jzm9/MU5/6VPbv3w8s3RM/T78N/x7ygxLZ/UIyMMAxN1K/z/1slf1uwN7U8EX7aO8PWKfTyX1IilJs1zt2qVTi0ksvXQbI7rrrLg4cONCX/j7e2vrNzxjD0NAQv/zLv7wMJH3961/n6NGjJ9xXHMfL5pO1LYKJ3rVm7fqdBxCG4TL/o2KfK623V3rBRu+8i3K8nB3GmOPar38elVXv3tputswsw+eJnNMr/c57vPbuh/FZKZ4Tx/EyJ90fJ3fLjzKHk/LEFK01X/ziF3nPe97DzTffjLUWz/N473vfy8GDB/N2J++Jn4z8wjIwJ+WknJQfXjzP47zzzmN+fv5HSt9/Uk7Kz5tkTuNr1qwhSRIOHTrE3NzcSdPh4yA/iIE5CWBOykk5KSflpJyUk/IzJ7/wJqTB0cEfq+T9STkpj6c40sF3l/KCHO/5obfw20/iPs7C2PuN2dsu+/7xfObpHf9nSYrpFbL3/T4Xi+Ydb29W+q54fKU2xdxDx2tbnGPvuSuNLYTALQ0g8/vSAv3OOd7aVvyqTy9Z/3Z5tz/GbWB/2En8xKXPtem+iuL7QjPbr6p88fsV9l/k3x9fltoJBBZrEmzcwRiN6J5tsd3LL9L9zF/JzgIrQNh0HRaMtQgBsufezLoRrHDPCpHPJtuUfHwsYfiDTW4/9wDmtX/8O/jlk4mkTsrPhmxZvYVLz3k2QgjCMMyj4DIfkMz5U2udV3CVUlKpVPA8L3eA7VWo/aQIOvody3yBlFK4rps7GvaCpcyJudhH77/ecVZqm0mxGq2UMneeLh7PAEGmZHurDher5RbbFdf3w+xJJpnPVpIkRFFEFEWEYUgQBERRlFfaDcOQZrPJ9PQ009PTLC4u5vmgsv4z5+TiHhade7O+svugmG8pa+c4Dr7vH1MhuFghObtnwjDM+8uuZ+aknznS9wItKSVnvfD3mNh6CWBTrWnBWoHJtFRXeQks1hb2TBhAYGzaLAMSoqv0MgWXKjTR7dcUtGmWdDVV4Jb0eylkQZmRt9ekSq0IWGym+FZU8TYdk15oJpftXz5OPiUDtrvennvbWtvtZ0lRW1tsY3L9XzynMKXC+rsDZ/dyoRdROJCuYal91nUGcqzI5tLv7zC9glKHBPUFwvkDdI7uIqkdRpgWQmgECUYbtBEYbfPrIITAigSwhHEMwqHkKpIkQmuLtIpyxcFxLcZq4tCgtUEpgXIFUoCxAmsEnSDCWoHrOChHYoRFKVDCkMQ2v9eMhdtu2XHMOnrl5x7AlKvlkwDmpPzMyNDwEKtXr87BgzGGTqeTR1ZBqpjiOM4Bi1KKwcHBHGRkbYoKMXvtx9T0KvmiGGNyxZiNlSn/rK9eAFMEFj/oib9XGfeCj0y5FsfsPa8oRQDSC2r6AZjs2PHYil5Ql801c+yN4ziPBuxdQzFqrQgAi58zkFbcv36gUCmVR/VlY2X7U7xGRXDUe+17ndyL1zW7tkXAnEbkOZQHBqkOj5Bp77RbgbWmCxaWnt+tTcFMOrLuwprsqTvXtlnzVHlZi8UUwEH6vcmOk42X7eUxlysds6ukbf6/AoCxAitMziWQQ4wlxW9zlJU++x87RnHuZum9kMUG3X3PgFcX9xT3iOX3XpF1AdsFHZblt6VYWlNhbiLfr6Ux0xHFMoYmm0txpLQKl8aETcLFIyweepTG4R3osIEkxHVA+WC1RSDpUi0YrSlXfLCQxAYrFKBxHIHrOSgsvu+lAAaFselvGSLdqpLnIpXAcbq/H7EljGKElHiOh+s6ICxBHCGtRFuIY4PvuQgJunNiDs8/9wDmpJyUnyXJQriLCsfzvBxIAMtKF2RlKDIF2AtaMulVhsczOWUKNVOw2bGici5+t1KEUD8QkynVlcxSvcq8KMV0AseTfuasXkX+g8wyKzE8vYBGKZWDiWazSaPRoNPpEAQBQRBQr9eZnp6mVqsRhuGyEP9ecLPS/hXBWPavHxOTvWZ73Ht+EZSstIe9pTXSeaSKWgq6VAJd3S8wdpnBo9s+fZ9iCJlzH9m+GUjBBKlSlDk7I1NGo/tNim4yxZ9dv+J4x163zOhANtfuhGyX8cmAhimyMVbmn9KpLwGfHMwU7DB5gR0rc0AhuoxHZv6yssC/2Hy7yFobawHT3TGJFcU9tHk/orBG0QUlSyu3+RkZA7bEH4n8RViRn2WEzVuTRMT1OepHHqU1uwNaCyTtRYROUEbjegIhLUmiETYd33TX6zjgOBad6C67ZHA9heMBJOjIYAxYY4l1ykqWfL9rWrIIDEIKtLYYA4mx4HhUyiUEoHWMlpZOoNGJoOx7uK7G9Vw6nYBYn1gU4EkAc1JOyo8rvUz30oNUfjT/4cVFKoXteULO3gshKJfLy/LVZG1OhPE4EcmUWC8rUFSUvU/3xyy5ByAUQU6x316QUQQpRYYn+z5jIlaa90rg7HhmrJXm3g9kZTlkYCmfTQZiZmdnmZmZodVq0Wg0CIKATqdzjNmmONd+x4qsUS+LVGTYivuSmfp6v8/mV7w/VtqH4p4X2xuTKh25TG2m7+SyfmxXwYtclQqb3Sc2V9cgMWKJkbFYRAE0mNz8IdLjdkmlkx23XdNN4XotgYmiIs8YkFRtZtxQATou/VF225oMuYilP9QMwKSApMuMFEBSTmwIujuV/iftUpvCLqX7bJbGT+doumuVhembnE2yefMus7Js6y3WLp239HW6lzJFIOn1jEOi2hSzu++mM7MDG9UwSQdrBdIKhKNzgGESgzUWpSRCSgQGrWNcTyJEgucKlMjmponjGCkVXXyWsixSoBUgdb526Sg81yXWGkcpkAbPghAJYRKhSg6ddkQUakZHhhkacNE2NdW6niIxJwHMSTkpj59kP6baQQiL0SVMcxQTV9GJixNU8DoOas0McaVNklSJOyNIa1A2RMkqRq/ClDfmT4yZkikyMpnyz5TVSmzFsU/R/X1M8un3YUV62ZZeViJTvr2sRq/iLZ5fHLuXCellGbK+ivPvZXB659xbULPYRz924ZjL2GcfiqAt2/uiCSdjwrTWzM/PU6/X86SLcRznYGKlsVdinfqZ+lYymxXBXxFsFr/v3Y/idfpBzJYS6T+LKOp1rOhhSHKwQH5MZucttUKKFFBY251PZnYSpIxM1lhkTM4S+5D+sZncsGRtdh9lbZabXpa9z2BM4dgSP5FijQIkycHHMqAkigCje6gAKMwyUiqlXZbPIZ2UUKK77u46u0AtB4XZmrobLgSFdXbnmDvLZqzV0r7nOyZAmISkMcvc/m20ju5Gt48SN+fQUQeDTR1tAUdJjE4ASaQNGINEgARrNJBQKkmETPN6GZuCZaFkCnSFxOj0x1AphVS26zdjSUyCX07ZYs/3kEJS9ipgBe1WEyMMSIHjKZIkRlrN2KhLddAQRQ06UUQcW8IgQScnlhfqcQcwW7ZsYd++fcccf9Ob3sTHPvYxnvOc53DLLbcs++4Nb3gDH//4x/PP+/fv541vfCM33XQTAwMDvOY1r+FDH/oQjnMSb52Un7ws2awFndYw7qIkrJaYndlEOLOBcsmhHFQQdpq4ugPHm6FSacOwD9EZEG+kpEv4AcxHJVzKbGwLOnWXUtnrYWdWVuwrKenia+/7Yn+95/X22U/6+a/0gpfeuRRNTb3sSlEpZ46kveawYh/9gM1KwKTfXq1kvjoem5SBmCwTc3EuSZIwOzvL9u3b2bFjB3NzcyRJQpIkOXgpJmosrq/f9evdv16AV5ReE1Gxn4ydWclctNI6+0kKcARSAVikzUAFOZuY+3dY0wUm6RN/arKwOUjI/p8CHQtC5ve7waTaP/NjgeXv0+G7fi6ia3rq9t1FPLZgZslPMEufjc32qbC+nC/JBshARgGHpBvRs4lLK8rmKSDlXyQsOb/0XufMn4QCrySga27LH4YyGiOfwRJIy1gmkbFKVi1jxrLzhImJ60dZ2H03jUOPErVmESZI79HYpKyNBNcFR4LjCIKOII41YJDSolwJ0uI4EiEgSWLiIM2kroRCCqcLKBQ2ScGjkjI1PZkExxW4SuKXSrglh04YEOuQkldFG00QdLAywQqD0RpMypCVHUEUd5ieaWMNaAPSOgghSU4w6d/jjgjuuuuuZRkHH3roIV7wghfwm7/5m/mx3/u93+PP/uzP8s+VSiV/r7XmxS9+MWvWrOE73/kOR44c4dWvfjWu654sinZSfnhZ9kNe+KHpfs5+NnTcxoYNVHWCpFGn4jpMtS+ktet5iJak7gqSyBCbmLgZMHLKvZQ2PYhnBIkvqbfXcOjoWjY/somjapTJSpVh16ElBOUoYYNpUgssi0GMte4yxZQ9oa9kFslnv4IS71WIvQzG8UxAvd8XmZRiuyILkEXG9CrPYiRRPyDRzxzWu7Z+88s+92vTj2layYzSC2Jyn41uxFGWfbfdbrOwsMDCwgIHDx7kwIEDHDp0KPdvyRiQfiCxCGCK8+nd516zW+/c+62j33i9wLcf83U8Sc9Ln/5VlwmQXRNRbk4RYrnyt0vRSIYMW9guW0MKbAqwRAjRNeuI4p9gASTZHLhAGoGSMRYmB05LzER39DTSCdv1R+muw8ouA1NU98sgUmGPyYEY9tjvc1Bhl8xTSyOlb4oYx3ZZlCWIteSeTGo4yqFJFrW1BPDS9S2NvLRukRqfcjAjjMGYmGhxmrndd1E/9CBxex4Tx6kZzwBWIaRAWo3nK4RMo4qS2BBH6awcV+CXlhxt0wzbqZO2QOE4bgpYsGBTE5O1Ca7vECcav+SiXIUhxAqBkTFBGGK0IIwiksTguKnJynVckii9B+IkIYwM0lFYLTFGIIQCa4jjFFT91ADMqlWrln3+b//tv7F169ZjqgyvWbOm7/nXX38927Zt48Ybb2RycpILL7yQ97///bzjHe/gfe9737JU9yflpJyIDM0dpl0ehdow4y3NfGeE+do6IjYw4bq0gwaH2/dw/uqA5kVgwojpqXOoT12G5xrs+CHWDs7gDR5FGwHWIQ5GcO55ORsil31DZY52fCaOtmjWQswkmFpCo9HAC2rsqpQYkAnjq8pUSu4x8+sHSI73tHw8xXY8hqUfI3C883rbFKNXjudw22sKKfZfZCd6GZp+Sr533sdbWy8wWYkBycKjM0fZjIFZXFxk27ZtPProoxw9epRWq5WDGiFEzgAXWZd+vkq9c8j27kTXUtyf3veZFJmu7H02l+OBmH5Mn7WpA6/qat4lvxQwQnSBQvqdNTY3/2TKOo9CytqQRdmIpaiY7MtM6XcBT/p5ObBRQqRhyzYDM2S9L83LUojAETlTlIGAFJd0ASoU2JIlvigDDjmQygag974Ry1gbWWi/BI6WQs5VPmWBFkscjITUtwfoes0usT42A32FNZEHeqesTxIRLh4lWDjE/P6HaM3sQXfm0Um8xBAJEEJhTIxS4LkSY5N8KCstpTI4jkwjtqwm6CTo2OI4fjpHZbvh0xbpdh37hcBxBV5JYYVFxFAqKWITI7reU8J2AYqxKKmpVBzQGmMFnSAkji1REGKNxBiJSwpekjDG2iQFPNJJ/87Uif2d/ERtMlEUcc011/C2t71t2R/gZz/7Wa655hrWrFnDS1/6Uv70T/80Z2G++93vcv755zM5OZm3v/zyy3njG9/Iww8/zEUXXdR3rN6aOcerWXNSfrFE6BHWf6pG69Bqzlg9yI3RWew5fR3VVROMS5/V+mGCwSZ67FzazdUstraihGL4tH145Qa+2yLRZeaCLRyd2YhXrzDUcihpxSNlQTyvOWX/IiOO4G4TM7pnkbA6wBl6gXvlo9Tdc1k912bN4nZWr/WBpyzN7QewBCfCyvRjU/oBgWJ//fwsej/3sgG9QKOfieN4a+mdw4mawYpz6Ad8VuqjHzDTWjM9Pc2ePXuo1WoIIRgYGCCOYx577DH27NmTF0btBSjZ+yRJjglFzsBLEcAcDyT2AxkZK3M84NYLVjNfqSJALAKZ3vGKYCcDZ9ZalAC3y7yY4jnAkvkmNZ1kCt92WYWMpclYF2FFl41ZUt4ZS5OyEilTUTSe5HvQfZVdMJKSKykrkKKm7j3VBThFZgXRBTxddGVzEJDTHV2WZ4mBIWNr5FJXGSBbWnt3/cXxbDbvJQBis89FRlNk7El36t12KutJdDFMF1iZ7k5jTOovhIUoYHFqJ7P7HmDx8E5MWMNEASJ38gal0msqhURJi3QUQhosMY4j03lYizUWIRKMtRgNGIXEQzoWYw2e5yAdi000ylFok6TrFhLhCOIoRkqB5wsQbVxHkCSGTjumVPJTfyiRFkgNg6QLfiVWp74ySInABQM6gaijUcrFYvDLJZI4IU4SjP0p+cAU5V/+5V9YXFzkd37nd/Jjv/Vbv8XmzZtZt24dDzzwAO94xzvYvn07X/7ylwGYmppaBl6A/PPU1NSKY33oQx/iv/7X//r4L+KkPKHELv89AyGojZapDwV4k/u4e+NWGmN7GB86QmPubBajDSyuv4CWPIf7Yk14BFAa6yTIxUncOcVAKBlqx4BB+g6eFYxYgYwTjsZNnpxokAkH3EFGrUdAzFCQEFDC887jit3TzGrYu/EMnlXx2NxVXNlTe78MrisBk2PX248aXzn3Se/3/ViS7PNKIOgHST+g07u2fixAP6VbNFtlxzKn5+PNaSVgEMcx+/fv56GHHiKKIjqdDq1Wi2azSafT6TuPovkMjs3jspLprPh5JVNP73z7tV1JsjY/KFy72H/WNqsWvxRxJXGcLoAxGeOQOd2m4MR2gUQOSroaWNiUEZGkDsCYgg8NWUiz7Sp9i7YgkBQCsNP+gNzXpsu6pPAh9X2xXbamGJGcmZOySaUP7scCmyXGpBi4nC1ELJl6ul0tefXYvE3Gt5CHLRf7KO5JYegcNEHBnlQwFdHtN52XJLuvNXG7xtGDO5jZ8wCtozsQSQvd9bsSQuC4DlZrlJJEOkYikcJidJxuhEn9WhDp/apNCuwE3YAB0Y3YUik7JSQopVGOAEfSbgW0gxjP9/E8ie5GKzkSPA+SxBB2EpRUVHwPoy1aGKIoSoGSdDDGgjBYK3Cki3AEWqfnChSOgnLFJYpjtE7S+1ko5IkRMD9ZAPPJT36SK664gnXr1uXHXv/61+fvzz//fNauXcvznvc8du3axdatW3/ksd75znfytre9Lf9cr9fZuHHjj9zfSXkCy3IWGOsK+K0xQiWwtsFgbZRw8RKEWssh15IkIaHVxI7FVQoZgolgfSBokGA7lgvDh/ieWsV6tRkZg1aWWAk2Bz5jrmFqssxgDGNhzGEs1oFBE7GmBb43wg4kndk29aa/Yphwr/QqvOLrSr4eK7Ee/ZT9D2IJim162YETBQ+9ynylefeuu/i+3z70W2/v3mRzzuz7YRhSq9U4ePAg09PThGGYZ9rtl6yvaPbp7bPXDyY7p3feve/7fb/SvhUBxkqg9HjmouK8MralN2w/61sKcoWWOvOmj9JZr8oWlH9GOtiMicnOFSn7IpfYCAtIu6SghU2BSxqJtOQPAkvMTi8nI6Dr2JsZbDJ4IfIjGWZZ9ty+7GlmaYwl7iRjcwprKwIYsezA0pq6bE5hWERmKsrnnzE+3XEy2mVpWdnVSVeU9aUT2ouzzO59kOm99xDUDmN1GwXEscUmaeJBKVP2S9ONTqObpNAkSAWuL4mimDBMUI7EUeA4ikQbhJBYY9GJxfMESllUF+gk2hJFCSYxSKEolaBUcsAaTBLiuAopBWGosdZQKnlEYeq7EoUJSJtbxeI4wZo0pFonYI3uguL0frTY1P/GRKRZhp10b61eMq39APmJAZh9+/Zx44035szKSvK0pz0NgJ07d7J161bWrFnDnXfeuazN9PQ0wIp+MwC+7+P7JzPu/kKJBWkkVnZ/2rJ7vkvL5k9dsY9jStTbm2jWz2S+uZ453WZgbh7PVhmSCfNjDpW2Qs83mK5ErBJDlAOXciOgOr2PB9ZsRJkB1u05xM6ghvSHWetUWJSGRx1FadhQVQq/4rGuaZFBRMursGoEbCiwysEXZWTZyxVOsX7O8RRcP1NDpkgzRbeSGamfmab4fTHxWpEJ6R2nGCpcDLku9tsrJ+Lv0Qtmes1DRdNHv3N7zVyZecQYQxAENBoNjh49yp49e5iammJhYYFarZb7wGTApbjuYnr/XrNQP/NMr4nN2uXlEeBY5+h+6yiagTIn6WJ+md52P2jvi/PJ1lQsG1Fch5Ii9T1ZmhVF59ZUL3f7ZEnJ534l2UFSQJAFBtmuZs4ilzKLTAF6ILLIIZbGY9lMbN7/0t+5LfTQPU9kpqdsHpnZp9ifyM1Q2WTSnszSg4+wy/sXYE2hY7nUpe02z8xV6RoMErq5cLLr0Z2zTV1yRdfEJk2CiWNajXmOHtxFY/Ywjbm9xM1pdNxOjUrakHQ7V6rrpKwhNhorLCaxxHGC7ykcHxwpieIEaw2OFKk/Sza5DHtZi+c7eOX0AhqjEdaiowQpFY5yAIFSAscBo22aPddCEtuuc7UgTAxxpDGmG5Fmu5FTRmDj1EwlkV2wBViJ0TptIyWur4iiGM/1iGObZvZVDnGy5A5yPPmJAZhPfepTrF69mhe/+MXHbXffffcBsHbtWgCe8Yxn8IEPfICZmRlWr14NwA033MDQ0BDnnHPOT2q6J+WJJhYqUyOc/tjZ6PMf4qGRRuEnTxBFHnOz4zT3b6FyeIAnjw7SHFzHou8zZwPCxIJMiFULp+Ix0XFZHQjmbYfhqEx5MWSgFbFQkuyfWEdpPmJd0GDEBW9oENEW1Ft1EmmZLXuUkoRNVrLgOEwOuCSDPotWEFUVycQQg0i0sESrFMYs95/oNVv0O5Yvu4cBKD6l91OSK/VT7GMlM092fqYA4zjOwUQxqVoRAGXnrsQK9GOLin2sNO+VzFG9fWmtiaKIIAjYtm0be/bsYd++fTQajWNy3BTn0wvuekFCb92lfqaeYr8rmcX6ra3f8eL3RZCVtetXB2olEJu9ZoxS8frlAEZYlMi8NQrgPzfvdCFHMS9JNv8cEJCfm+e+zZkJm4dc5/ndCoDEFkezGUZI+y+ad3JH1wIjIooWowLgysxdaXCTKJxTfLVLp3VTBi+BkQJAysGcyMGAJQVJQkBa3qkLoLvnSrE0iszuX2G7/ruWTn2afY/cxfzhPbTqc+iojY07SBGiRKrkrQUhZNq3TEOhbXdToliTWEul4lAZcJFY4tgSRwmuIxCOQtgu+Bcai0FIg+85SJWC2CiJSOI0BaES3fxTXQ8dJcDxXUw3J08UhijlEsUJSqYXMIoMWInVBsf1iKLUYViR+v84JYW2abI+pZzug1BCpeIShYYwTBm4KIpASIzQuJ6TUn4nID8RAGOM4VOf+hSvec1rluVu2bVrF5/73Od40YtexPj4OA888ABvfetbefazn80FF1wAwAtf+ELOOeccrrzySj784Q8zNTXFu9/9bt785jefZFhOytIDWmcE+dBzSNoDVOen0YMCEw/Tbo0x9WiLdmcTidnEQE3Tru8jsg3a5TVIT+PHmoYfc6g9jd8WVOQwq0IX0RI02gpHRAwGkiCx6ESxtt7GzLVp+B6hX8GO+mwdFBxNDK2KYqAdM77QQfuKQAkORZpJL+FoqUxS9Rj3JJ2ypF2WNEYsxsS5YulXWK9Yjyhd83LF1Jt3JGtzIin/gbx6clHJ9tbZKZ6XjVcsceC6bq5Isyf6IqjqZYWK/RWBT9ZGKYXjOMsUbT8lXHxfnFcQBHlUUbPZZM+ePdx9993Mzs4uizYqSi+I6GfyEULktYiy61XcnyLY6GVneiO1iq+9zrr95pf5+mR9ZQxYL8BZ6ToXgeRKQCs7rqTAzUmugjnFLpl5iiREL+BYctdNDxib0RlLgCIDNcUoHpa9L/iLZF+IAuEhuqHYVuQmJbqj5F4pYmm8QnqYPJJqGXApRAhZu3SsuDqbgR6RgZcuYCmwKwhS00n3LCmWxqE7T5G1w9JpLrJ/+z0ceuR7NOeOEAed9DwlUAqEYwkjjZASqVL/IykF1hiixNDpxGnEjyOoVFwcqdGxJtbpxBxX4fkpa5IkBuVkTr4KtMBg6LQjrFUYbRHCUqm6KJF+juMEz3PBGrS2hGGMTgxSSaQ0pNmDJVEYI3BSwKIUOjEIkzIwrqeAGNMFLwjVLSuQ7nGp4tDptJHSxfedvIxFHCRYoemEP0UG5sYbb2T//v287nWvW3bc8zxuvPFG/vqv/5pWq8XGjRv5jd/4Dd797nfnbZRS/L//9/944xvfyDOe8Qyq1Sqvec1rluWNOSm/mGItJMkg7fnzkdMXEo0O0Bg2BIsvpn2whViIWT0yQNIMWWgkzDttNs4mHHAd/q3ts+/QdwhHFHpoAtsSmKRBUN9J1ZzPhn0Odr5Jq9qgM+hwzhGfA7JObcznfLGaR1cPIF2fWV/SaDaZMh7C81jVMEwkhsBzeLRsOSNsUQlrzFRq7K+ei1M1zFbhsJ1h9KhG7h/CWmeZojmeMuv1q+g1VWRKs1+hxHTP0mNFc0mm0Ht9cXpBUaY0s8rL2b8sD0y5XMbzvLxeUy/QyNaRRfAU51xkbTKTieM4fSsyZ30W0/JnICwMQ6anpzl8+HBuMjp06BDT09MEQXAMqOtlhvr5qhQLIGb71K9adq+JK3stjtkb2rx0Ly+tq58ZKBsjGzfbp+Ic+jEwxTllZqg4jo+5l4pgUymFpJsHJu2xq7RJKX8s0qauuCazwHRNM9qkT+dLBQdTU0Kexs0ugYwiyDFFR9vM3FRgbXJTR6HZkrNuD39SPCaWxltWGmHJLaUAWor3RuHaZJxPltCPbs4Zu8QmAWn22m7HogCcMtqnuxvda2IwccTs/p08+N2vszi9F6Nj4jBN5e8ohc5MhbGh0zGUK4ogiADwPQcwJCamMqBwhcSYBKsTrEjNf67nYI1BSI0gzZLrOwIpDUGQYI0iTgxCKOJYpgyLVFQrLmAJOynD6ripLw1aIGT3gcRXGN01F+mUGVLWxVEqZZuUwMTgyHTn40SjNVjSDL4GSxTFlEoepVKJJEkYGCphDIRagxZooxFS4Loevv9TjEJ64Qtf2Jfq3bhx4zFZePvJ5s2b+drXvvaTmNpJeSJJgZnWSZXmwnnEs2cxNOUwutikMbuLnU6Js2pzjB3Yy/edhOGJATaMnk9TlRk6vJPvr7XU4xDVdKmVO3QmqgwZDzeUCG8QxjdxypEqm8OIfRUHd0DilQcYGK0gB0dw223qUYKK5tkrEkr+EOsaCdPEVKtjjIcJU7JGZVWZ9drFlTUOnbmGoxvPIV6sU6l1MNUylaTMlthHlMD2OMMWn+B7lVHv03QmRUXeK8WU85CClyw5G5AzCtVqNQceGZORKbtOp5NXYE6ShHq9ngOgrP+BgQGq1SqlUgnHcZaBmWxu2fqytQRBQLvdBpYYmGq1ysDAQK5Qswy32f5Ym0YPFdmdLJdLo9Fg//797Nmzh5mZGWq1Wg6AimOsJMU9LfrZ9MsWXDynl93oZZZ6mbV+7E/vOcXj2Vqz9/2qXvdjd4ogplQqoZRaVqupeI8V1yewSGFy3bwUZ5M50WZ62SzleCF13jVkjAg525BXW85QA1k+lqz/boXoYhZbMj8K8iiUzEyTRR8VOJMlJCIKgLAYnJ2Dii57Uvg9scuHXhbZlM8n862zILphzcsB2dJ6bLFzyH1mLIYkqDNz4BF2b7uDw/t20akH6C7zkWiNIxUGjXIkYSeiXHLx/dRXxEQWr+RgrEYpgU26f/PGUiq7WKNxXIW1CVKlSeBcNwVD7XaWKVpjdXpFoyidl+tIXFcgVApKoyA1a/ueJEqS1EfFpqyPcl2iKEYKi3AUUoLWBsdz8kKQEtnNzpvg+YpEA1JgZILrKqxVqEDgOKkpzAoHYxLaQQTSYXDIo1wtp2Y8AZWwzInIydz8J+VnS6xFxAJrHWhKSgcGsO0Zau0J6iakKv+aw0ctzqHTqMkzGZu9iTKbsOOTbDaHsO0b+baeZVPrFMKJUeTaETa2fYKSQK61GN9DaQfhWgbrCXbaZdXhAwyvaXNvZQ3WkTx3YZ7D0hKOjnOGW0b7mnFZxdFHOORX8NeX8FyXsvTwbUJcheZkCzWyyOGyoq0jOkFIp13DusO4AjYmgyQTitYqjbHtniXbZe+LETG9eUh6zTC9Jg04VvlGUcT09DT33nsv9Xqdcjn9cZiYmGBoaIhGo0GSJCwuLhJFEa1Wi4WFBdrtdh5anAEbpRS+71OpVBgfH2dgYCBXqOPj42zcuJGJiQnK5TJxHBPHMe12mziOqdfrPPbYYzQaDYQQuK6L4zisWbOG1atX4/t+fl4GmjLmaGZmhjAMmZiYYHh4OP9+enqa6enpfIxs3b3A4nggJpPewotFUFAEiiuBgJWkH8NSHKMXnBbDtXvbF69xBhSB3Bk7M+cVTXJFE18RhBadwJUkD2smj7SxOcbIx13Gfojc1yMDLzbbj65jSvo+O5ccIKR5PrJ2Sz4nlm7JgXwzbMqUGEuz3SZoBzgq9SNbmJ9LTSlSoVyXVWvXIJ3UyVVlgJAs/Lpr+unOdGlUWPak1H0jIK8fVDwnd0A2gDUkSYSOY/xyJUVdAoSxxFGbVm2Wqf3bObTzQepzR2jVW3QCTRILwljj+wKjNeUBD6UgSTSe53THMsRJgluR+GWN0QZj0gIF0kpKJQcpwS0pEAajU1CmNQSdDrE2hJHGdxwECiEV2lhc32NosIzvSzpRQEKEsQrHS0GSERar06rQjhLECSANSI1B0Gi0CTuWMEqIwwTXKTM+UqFakRgRIz2BlglWWBxXIXxNEmtqswE6gsnJIcIoJNSGclVSEgIdgysECkGz1cEkIq23dAJyEsCclJ8JyXVAyyX6lypB/Sw2lFwurDY57G2gNnQpg26beHEriTIcqW4n0WOMnflC5sVqXEczMXoRjYGXsp6Y2BukNFhhrW8ouS4toxmMNeVY0EkS5mtTuI/ey2A8ilca5FBpLU9pu8yFO2i0Gux1DCJ6gIrjEA2ex9Hy+bScjXRKkp0tTbnexgbfpy02oRKPAVNlVbCKeTtCJ1KcMt9CbF7N4fEhJAIpLUZGqKHOMaaWTKkUWZNef4cioIHlT+pFtqJoBsryzIRhyOzsLIcOHWJqaoo4jgmCYJkZRwhxDHORzaNodiqaHaanpxFCLKuKPDExwamnnsratWvpdDrMz8/TaDRot9vUajXa7XZuesqU55EjR6hUKjnLkgGfIAiWrTsDEa7rLvOz6Q15zl6L+1J8zaSfn1F2vNdUVARCvSHXve+Px5xlx4pFK4sO0cVxev2IigxKZtbqLe6Y9dfL2PSOUbzGUqZRInlelgxcLNlaCllvu4dSFb8se2wa9cMyRsSIpRZi2dlm2aeU6TDoJKFWr9Nutui0Aw4fOEjUSc2WjWaTMOgySWi0Tig7CtdJGQfpl8BNTZu+5yIEeJ7PyMQYGzZtpFyupHUahcB2Zy7JzEQmd87JWVG66yFV6mEY0qzXmTt6lPr8HMLEtJs1gmab4bFxRsaGUcrQrB2mvnCQTnOOoNGg04wJWhBGglYzIdHgOgpVUgyNVJDKoE0HIRMqlUq3jhEMjXgoN00S5zouSjmIssaRopu7RSOVJWjHxBGEYYzoZtC1rgWV1hdKQktloESpIgmCNl4pTR0R6RijDNJ2EEaSGIN0BH7VxVWCsBOTaI1NYjqdhFZLMjsbEMeCdhBhtaBSivFci+sLtNWpuVGkdbWSxKCkoNWMsbhYESMEGG3wHBdtLO12jKtSE11QD0lCgdHHLzxalJMA5qT81CT73TeJQ7A4QuPgOuzdCbN72pzjTVMZvgfn9DKPbH8Z0aGv89SxM7hTjFKttRhZ/WRmnRK6UqI1XKblWSLTQVRcHCeiHUgGYsO4cjjSqdOuaZzFCKVK4FkmGwOM+0/l6UNTlBYjytuPMjbmsThxIVO+x5jfon3GepJRw1TkcM8ew+h0jdlKwLCuslmVWV+5mGj2KPuaj3HUm+CsMKY02eHi0QEqtom3p81taxsE/iLYOta08eQ64On5HvQLUc6kCEIyoJAp6mIIdmYeKB6DVNErpVhcXGTfvn0cPnw4ZzWW+T8UgEAxdX6/tPhFxV70Zcn6yBgRx3HytWVFHLNzM1NVxhIkSUIQBPlYGevSW7CwaGrLxl6J/egFiVk/vdILYnrNdCuds9KYvUBoJYfmXqanF6gW+8lASm/+meI16n1fnE8/82MWXJGBofTJPv2bFCxfx5J5ZskcJEjnoorhw5kBxxZ8Q7p9LXfyXWJZLGnV48XFBQ4fOsKhfYeozS12M8amkTGOSrO9NoKIWNuULVIGV6V+LEGQoBxB3G4ShBHzAkq+mzrTWrC7JdsffoiR0VGGhgcRCMIwwFqDVArX9ylXyoyNTVCplDEmNXXWFxcI2k2sMdTmZ2nXaoRBQBiH+L5EEqOTCIxmYeow84cDorCNkAnCaqIgptmM6LQtUSCJEkOs0wy3Y5M+g1VJFIcIYSmXVNcMkyDLmvKwQigwscB1FJ4jMVbjugJjY4xIWaZWM8bo1KSDkEglscIShpr5hQ6DlSpKSKQj6YQBuHBkvkbQjBFSMDjkojRgNMaBRrPFoCgTC0sSC6I4QUjB/HxIqylJQocwjKiWfapVl9HhCiMjVaSyxHEJ3QV9NgGbWLTRlP1y10FcEScxSQxxJ6E04FKtlvErCoGmrFxkYIgCQdRlU3+QnAQwJ+XfVbLfRds26H1z1BeexOKODdSOtBmMp0BNsH60hAofYstT51gIN3J22OT+RpmvOzOU7RRDYyPsLg1ifRh0HAJXELrQdFzqOmDqwE78qYTVlQ0kYz5SKcZ1EzG6n921Cu3ZiCfvS7iwrTlvw0FqpsSiGWN/NMK0rhKsG2K+soa5ZBPVGYfYMZxT1og1CY5pYg3EOLQdl/PGVzM33aZ5+Nt02rvYOwTnKYGIz+Gx5lOY+naTw46DdSWmfAkVMYyUMs8CmzmaFiNdik/RuYKRMo+00Vpz+PBh5ubmGBoaAshZi8ynJQxD2u02c3NzuZNro9FYFoGUjQXLa+us5PeRvRbbFr/LxBhDp9PJ++0XndPr97N0fyyPfOoHKPqxHP3mkfXX+13x/fH8VIoArgjaegFBr1mvuE9FlqS3fS9wKjIjRaDSm1Mm28NinyuN0TteBvx6q24LAYKYDKCozJREGv6cfcq9UKxFdQsEivRj7sxrsj1nCfjYwrkZmxNEHaaPHGH3zj3U5+s0myFxmKCNwXXSiBfpCTo6rZNjbIIUgmrZwfUgjA2dIMFVCqUsnkvKSISp/4cUBiXB9SSdRpODtaNEoaFUKqU5U5TB2gRtBcpxiRIQSDzfQScxOo6RSnTrRFmEjXFVCLoJUYhBI6whiiOa7TZSJFQ8iU1SYNFuJTRbMQIXg8EtaUYGKoyOu1g6CCTCxChXkRiD45BG4iQJjgAVg+sKpJ+CF2yCRXZZQAgaHbRWJFpgDMTGosMIz3doNCJcTzE4MkAcxLTbEUem5xHKwfcdSq5KWR3j4fsuxkZEhLi+T73epuKXCdoxnqPQVlKvxQwOjDAy6OK6irUbhpEqIu4YkqTLZymDQqITizUK4WlKJYExGsdXqV+Qtji+xPMVbtlgRbcitudiSJCOoVRyUQknJCcBzEn5iUkOVrSPjSuIYIC4NcRcfZz6QUl97x0Yb5BT2EB57TyrGWZbPEG16uMk49TN77JHjlI/LaRm9hMduR4/tHjlX2F0ZBV1BfOuJHE1ibGECx2S+gJKOHibVqPLA1SEYLDdRiwcZUdwlLmkQSWQLKpx5scn+PboL+EMVlkcKFMfKpP4DrELi0oTahcndhjS4I+mP8djZpC2TRjrGEQi2SUVp48NMnn+FmpJi7ObgunSUe5te9j6BCNjk8wbF7dUpzy6nlIldT6t1+s0Gg327NnD4uIiExMTjIyM5E/HruvmDMTQ0BClUonp6encR+Wzn/0sDz74IBdccAGrVq3C932stXQ6HY4ePZoDCGtt/rRdDJ3uVaKw3LSxdA2PNTf0PuFn52avveCmHyOwUjK8fv4lGdDp7adoZlkJlPTOoThW8XPvXhT3oziP3j56zyu2K9ZHKjJr/XyZ+pmwivvdC9J6Q81XWke/dWXMV9HMBgnGxiBk7iybelwY0iQnKchZut6pycd0Q2rz8J4uoEmxyxLLoq1mfr5Gs95mZmqa2blZmq0WOg6xkSHqxCTGpEpdCHRsiYlITGraRFkcXyARKEcTxwlBK0FIB6VSIJXESVpDKDGgNY4Hjkry/CYSkSZ6Uwk60kQ66a4JXL8EGLSBMEn9S5QQSCnAxERRiEMCIkbakCAI8gzOiY3wfIXnKqJOQqcVEwaWoGNQjo/jCFxX4pclQoVEcUiiY5TwEAKCdkirFTMyWqXkSTzlpiYmLGEYYaVFOgK0pBNprDFI4RAnmVMvJBaCOEIKyfjwAInVuI4gaC7iyjJhlFAdrOKXHDxHMjLk4UqIjSEI62gMnTBCSZkmlHMBYVGqhDCKU07dhCQBGyMcS6O5AFZgYoG1ErciETJ1/ldKESQBA1WfxBqazQCtoTpQAqEpj/ooD2KdUC6VUn8oC51OjI4tJHp5RsLjyEkAc1JWlsygzdLLCZ+GIA7GMQfPYnRnhdLeXRy1YxwYOZu5KjSP7qZiLqSJ5dHWQU4Ro/hBxOTGPQSbapiRgxxoLdAeXU3iSsatZGzTf0R21jBvIJKWRGoiNH5HICQMVUoMjK5jtbMe11lgRO1k0JnCLdeZnl3Hme01ONUNuEhUPMAhNoIpMygltmowpYBYJ9RFiZG4hNWKqXCRcj3mbH+QOanwgfVYRGRwdIdgYJAjqkTLL2PKhvagpalOQXvdBFuJYSg22GgN7VbAkYPz/Nu/3c7Ro0dpNpvs2LGDIAgYGxtjcHAwVy5hGNJqtXBdlzVr1lCpVKjVanno8OHDh9Fas3fvXmZmZhgYGMBxHKIoyouaZqxO0UcivT7Ln8b7AZGVmIsigOnNIlw8J1OQ2ed+fiHHS8DXb+yVQMhK3xXNJyuBluMBm37H+vmTFBmUYp+95qFieHo/8FZ8v9Kci8CmeP5KNbV6z82Yvd56UvUg5MDsApE2aa4Obbuh7WmVQ4FACAMCpJA4UlH2HNJCiykzklIxGXMmUTIFHwePzrFz1x6mDkzTajRI4qgbGWPwXIU0ab6RxJq0v+75hgQZK1S38qERBuU6BC1NHBviyKCchI5JqzUrRyIdcB1NpQQCTZIYksAQ2hjPdZGOJIo0YRClOV2wxFojghDXd3BdRaQ7BO0OEsHgoIsUETaOEDL1KwnjNp24Q6cd47gOXlnhKk27ERHHAmElFoPjCcoVhetYjI1wXInW0Gp1AEnJkwwPlrG+YXJCkSRthE0TziVRQmS7BR1dSRQZkrbBlS5CJBgliC1EUczIwBBaCFzrIhC0WyHGCJIYKiUPZdJ6RyVHoVyDSSKCqIN1HVqdGKEkjXpAtVQFkTAyMogEvJKHTRQiUWgTAzo17XWz7vq+Ah+0tnSiFn7Jw3ElYSdEuYpOJwYDcSyRjsApCVzfRSqNRJEEUGt3MMaSaINSAk+VsNpgopMmpJPyo0j3B82LLKumNIvzEG5YDUMx2g2wQh8fzFiL0g7uns0kj6xnY32MUxb38bBRPLb5HHS1glAaT22iumgZMAne6COMnvZdwrFBPHUxRBcQmTKHPR9qDka0cGOXISNoiTkiv44carGqbJDSA1HFMwMIO4g1FaQVJFYSi2ECcwE6chgZ1MjBCCsViagQI+l0DKVEkEiBkYYo1jQSn/HQwxOWad1hd/Morfo0c3qCza0hNnY0T/IXeXjmINcND+Bt2cSZ8Rj1EYcDTp1Oq865eh1+xWcysSwKQ1AWjBiF8coEQZM77rgjD0uOogghBPPz80xPT+c1e7J8K6VSiR07duShw0V/l8x8FEURtVptWf6SDLwUlWDmZwPLzTG9zq5Ll7K/P0f2XS8I6GdmKp5fVLC92WX7sTb9zDu93/VT9L3nrPS5uMZ+YdO9QAg4Zk/7sVX9xvxhTHBFdmkl9qoIWlYy//XOp3h/FE17xhgOz9ZZkPNEcYwFlEiBS3rNutFGXWdfAVgBylFEiUYYjZKkET9G02m1kUYjbMLRmSlazRpJJyaOYhxX4rmGTifCWoljZeow4aS+LGmRx27yNSHodAIiY3AcQamkiMIOVqYJ0Yy26DQKF9cBhEQbuvWtJI6jUEIglMSTErQlaIdYIfB8hepqv6SVgiYTRWl4Mxqfrq9Z2MGKGB1FCE8RtAOiOCEMEhxH4fgJVls6oUXHLsOVKpKEptvELSmMiUEYFBZhDXHHsHp0FCtCGq0OnVBTKkk6UQrapIA4SZCOJU4sKIWONCKWSOuhhEI4Dp04AeNQ8hW4SWruQmHjtOBixfNIogSEILJtjALH9zCRJm5AG4sdE6iSwnUFo6qKDiXCcZHWodNK1+/5klJFpKUDjEUnMX7JIU4s5QGFkIIwjHDKDtJNExiWhnyU9mnXE8rlMqbawrgJQuq0BEJssLEBLXGlIibBROm1F54mtYeddOI9Kb1iASuQ2sXKbsJrYcmyT0ptGVnQbN6dsGlvzOCi4b5GjRvMIdaf+kusPv1pLJ5xL2Fp/rgg5rwwwkQ38/XGOXiLZ7MwcDrzm8fxq1VMrPETSFwHd0zgeCFD5yY04kuYnj0FmgNUbUx1bBZ/aBZnaD9icAZwiUwZtM9gfRVOcytWTxImZdyOwygS7Qg6MsGWpjD6EKrcTsvIm4tRQoFcRKoGHiFutJaSWou20LEJLoqhYADb1pSSBONKMCFPT4ZpDo2y4MSsHhliPDI0pUt9zSRDYx6ljqDpubRqHVTSYvTAQR5Zp1ldH2FcDTA7ogg6mlasoWYpu01Eu50DlGKUTxiGxHGc1+nJlEyWxj/Lj9IbWp0572agpV9G3axNMX9IbxbflfxBVlLMRSVbBAK9ZqKi8u/nm2GMWeb/c7wxe+fWb77F81diYPqd188E0w9o9GN4YLlfSj/TTu95xf3pZ5LqB0Z6gVyRQetleIrnFa9PbxkBgNrCPKGsYK3EdsOQBakTpkGilERKlUbpkCZeS6xJo38sRJ2AMGjTCZoEzRY6jNBJB98TOMJg4wSny65omzIvGkuSxFhjSUiABKkkJc8hCmO0NpSqDkls8T1FEifEsUY6kjCMqPhe2o+NU5OWSBOqlcse2LTWDja9743WJHHav5Wk7KgQCCTlEqnTbdghDjWuI8GkocKdNgwOSpST0Gi1sFam1ZcraWShkJq4Y3HkQKpNXUutWUN5FqEkggQhJI70UpZoMCaI6ygpqA4qlLVoE5IYkDh5YjodQRSB6zvoToKjFc3FDuWqj+MrOqHAdx18X9BsNXGEQnTTA8ZJjOtLyh5UpYf0JFiBZz1qtk04kjBSdTEizdaLFjgokjhGSEBplG/RJsYiCDoWZIJfkRhliVRMuxMSLKRrMwaUIxGRRTlQLgmESdBRTHl4iLZNsDL1lXFchzCOSEJwcbEGPN9HKIkxArRBqbTsyonISQDziyBd4FJeXMXorgvwGpPIssWqBKMSrEyoenU21/cytucQTnMxTdxk4HR3gJvnd/HIff/E/scmWT/9JNRzHbQT91UKelGz/4GLSDb/FzglYmrjEK5fBmsptUOQMc5AHWfyMG71KM5gHVWuMSjATs5g4wGEroA7gBZlWlxIEpdJdAURV/CTAXzjYUrpeL61SM9SkwFt22BIRAyUH6TDOnRyHsKU0cahrTXO0YgJI5n3K7ixz4gNqR9pcrPez4Qd4+m6yuAqH6cTM9s2bFh9FKmqdPzVeDahHGgqFcPOZIgjVcUqLXEcgfFhtfI5p+WwcPb51AbLiI5kWiqMAyWtSSoKt1JCBi61I808mVuWvyPLQFss3pcpmiw6qBiF0utXAf2VdVEhFtv3OqT2c0TN2hX7Lh7r16a3bfF4BnaKIGwlcHE880nx+37z7gdejse+FPss7ktxz/r1Vcyjkn0ugtLecXrBTQY+igxKb8bilZiV7P7o9WUqvhZzvhT3vx/b1ZybohMZpHLR1qCkxHUcXNdBKok2ltQ9IcEaiyJ9nyQRJooxcYSxqa9I1OngOQ6umyY300mCUKmDrLYp+LFWI1xBHKf7Va2WEUIThh2MThAWqhUX4WgcaZHSAhLHTSNuSoNlPE+AMEgjUFJhEosrPLROiOIIXIWUFscx3Qy1BovGaNvNm2IQNg2XVtLiKUGroxHGYo2m5KUMirUJ7WZEFBuGhytok/q+oBUIRRy3UeU2QdRhZqFDueowXHHohBHCQBJDtSpJbAeUxC8JPCUIOiFhKIliQAjKFYmjHNqtDkqmppQEDbElijrEWhM321SFBxiU41IZKJEYh6STpfhP896YEIJajF8aZPPQagakAguxFzHnNTlYm6feStkoB8mq0XFKAw5WGZpBOzVflyS+qwmCACEcrJSUK2nEUbli8X0XEEQdC3iEQYIUCVGkcZGMjIygdYIVLnEYsrgQIqXGcRRR01D1wPdcdKDRkeToTJ3yoEdlQJ3MA3NSyIFLqT7O2O7zGTxyCsQe2ghEA1RJoRzLameRzV6A0lvQqzfBaBPT2U+r8RCyozl3sMK9FUnlrBEWJ3YS3R/ibR5hZCI1YRSVgxxWNLeUmKoJXL/BUDSPne8QmJihiQM4p0aoIUUncFlzxwG2bj6XfaPP4qi3Cq3LxNolUoJE2/QxyYJjBCIxhNuncZoBlWoZKy2jm0q0EsvqdhO7sJt/PvAwlWg91TMuwB8ZYhWSiahDbbjEmIk5ZzFi/xFB1FxgdSuiNDGEXDvERHmcsXCYI0bhL3Q4vwSHBhw2zFXQAxWiAYdRrSipmAPS8OiQJBQJlXrCSAfEoTobHIFbKVNeVWFA+dRGwUqB6xg8v4I2AhVD3AiZm5sjiqJc2fi+nyuvbD8zMxAsmVsy0FJkUopsSi/70qvUiuAhO5YlO+t3Tj8wsxJTUFSK/TLErmReWokZ6Xdu7/t+fjq95/WbU+/5/Zxci+evBIR6mZVeQNlrIus1t/VjYPoBxV5AVgSvRfBZ9GkqmgtX6rc455mpvfhBE79U7ka6pYDLUW5aAVnSjQyyOFKgk5AkiQgabRYXGpR9F607dKI2CINXUgwMjuBVRrBagZAYDZ5UqATSjCEWIQ3SiRgZLBPHEXEcIoVEiTTyiAQcR6KTGGNIM8MKSbWcAok0Z0rcTfLmYF2DjlNfDSUlSlhajSAFUNJiNWDS0OQk0QgkYRzheoI46uAogesZhDDUFpuMTQ6go4QoTFAeLC4uoGTq3xbHcVpXKE5YqM0RBhpX+VRGKiitKfsVrLEERLjKRRsBaJQwdNohUSehHWhcZwjPcxHaUCoJpPGIQoPjKbyyS1ztIBwH2dIIAUMDDp3FNONtbEOMSYhjsEJihaBSLlH1PM7etBETWpI45mijzuHpBRpBxMB4BXyPkaE0IaeHh4k1QkGr0WGh0cQIw9jIICNDLs5khdmZNu2mIdIuypcoH0oVRRwnlKQgCS1tG6V1kFTK4iVxTGOxjXYEwhUMVEokscVzXIZGPJLQYGJNEEZEkcZiicOYQGr8cokTkZMA5oks2e9Qrw7oHneDMcZ3nc/QwVNRUVoIU9u0yJlBUrcSbzDm9GoL3RY0KTHnlJgvbSQ45SwaznOQ0QxesIvzq4LWZJXFziO0Ht3H3jv2se7srWzaPIJVGmsdVLwGFERrawytvgttfYwexphRXDOE5ylNqgABAABJREFU4QJasUdtvyY+0qIaRsy0h9GVMtJ1qYuYIwf2saEzRKOxi62hZMP4KvZtXEdUDwi/v5M97QXOHwiZicY5Y88qLrhkEjHkssipnH9wmu9vrtIYcRgT4DkSRyecWm+zSmkqo4ojo6NUraCOZdERJFKylQoiBk+DqDjsrLgMSti3aBmykpIVDLuC2qjLDjch6CTEzRBvPqAkFa0zRtlbKdNyE+RCQPDwPFNOm01NxcjUYc6eHON7W9fRmGrhN+cJwzAHMEXw0Rsa288Mkb3vBSy9qeV7zyn2V3y6P94Yx9xuPU/7/b7rVeLF7/uNtxIjUJSiki4q/B803+Lx452zEpDp3dd+Y/QmFiye1y8MvBc89DMtrQSWfhCjVDQJ9u5VUXrnKYRAxzVqcwFjY+P4JR/pShJjscTdqCJNu9EkaLdIohCFJooSwrYmSSQdKdPkZSbGK6WudEEzIglquM4gQlVQ0sVzSlidOqrGOqJS9kh0wszsXlxPpQxLnJBojU4UrSAGYxDCoRNFlBwv9SUJOqnydV1kCMJYlNJImTBcTR3eTSvAK3l4SVqsMo7DlKEwlsTEaJHQiTVgcExaUNCIhFgboiDEwUW306zaTtcchVXoxBLFMeVqGeUYTKAZrA7jjrlYK9KcLlIjXIPRCTIxdIIQ3bEYo/HKDon28Eo+E4MSi0NiE2yiiXXKPniuZHxyNUNDE7Q7s0RxjUO11GkYY1PwJQxhbDHGwakarGvwXBffUfi+S0e0GRgZoNVsM7p2kiO7W9h2QujEJCah6nm4FUPSCQjChDDStDsBLR0wNFhNHZ51RNIhLaRZAqQmShKSKEKINIJICHBdB9dJva2tEZTKPtJRCGeIRtCiE1iklWmmYWPRXR+j9CHVUqn4OF5aHsHx0/wzJyInAcwTVSyUQ4+Oq7FKLzvuWp+xxfOoHXgGslpFn2LRDQ2hoR1Cy1HMVxSNksK6gscqo3huTBwKrAkYctoM+hNEvo8dOBfEcxHS4lrNSDlg4OKADXGU2lUbDlqlVUkrZpzESGYjiAGrLc3EUFKKEjJ1/MMyOGCxZ1SZc1In11i6RFozP11nevchNs4EDDFLUP4M2/Y9i9OmL2P12Dj1izzqtc1oNUA5LrFHSGp1H1UqE4wo/Ge8iCfVO4y1BQcCw4JpcJpJ2GITZspV7i27bAj2MuCt4gHTIYj2cuHgBZwx4BEPSCKlqIeS2UTTIOA77Xv5veZ6FtacwlwIzZKk1p7jydsOccpZW5g6Zw3z2iUymj3VNrVGi6eGLr4vmIvaDA2tZ83wCI8pQVAqM7apyv6mj35ALzMnxHG8zKm1HxDJ2mafj/eveE5+W/wApdZPjgcK+rEDsFSHqXeeP4yppzchW9ZvcfxeBmKlefY6uPYDKf3WAcudXnv7+EHAqbiuYlbj4pz7sVm9816JfVkJvBWZneK1KPbfm8tGCIHnCpIwYm7mIAMDJaQC5blpCLNJ6/BgDcKmtXokLmhBAlghUvNGFCGkpjrsI4VFJxHCarTu4HgVSoPDCDeBxOAKi+dIlArxXfAGfXRs0uyvRqd5UBxwBh2EFAhEGl0r0zT+gpDEhnTCJPVvA2Kj0C2D01GUfB8PB6kNFeXjCEUQWaRIr2VsE2JrkFYyOFAl6LSwNs33Eocaxzq4fkyzESCkwmiJ1aabME5g0EyuHsSVkvn5BnEcI4yhE8a4jkIKTdV1KUkHgyFKBDpO0geVKFXQ0ksrOEuZIIRBuRJrEwZHfFpBwMziQWZrU0gJJjKYEISUJJFEKJfIpr4uaIORMSOrfZxIEHZCas0OM52jYC1eWbK/maAqioEqWKshTGjHHaJA4isPvAS/JKiMlFjjVXFUmqPGWo2xCq8ikCYFYCY2VDwPE6b5aMolH0f7+EIiPYsnXaKFtBxAoruVrHG7+YIs0rW0W0HKmCVgbILnlqgMDBDbCKksHsvzHq0kJwHME1YsodfBCpl9RCCYCNexZeEpPHZkK0HkMp0IVm+QOJMunYZlvg51V2Idgeek9tJEW6yjqM3NMv7t73LBxCDReYapahVnzKPlVQmFRONicNEMpRVnI4ujDWVfYKQgccHtWEakYHaqySojqUyWadGmjYOxLiUlGZSCTgy6bYmAkAQniDnbltl85gXYdYYhfzOR/zQix2EvDo+2O2yIzubcLRWstZQTy9EIgmZIOB3QOjDNGX6JM12P6UoZRwkGIoPvVTgw4nKHZ5ifmuG0MCSqxASDkoXBtexPDJvDmFakiAYk41UoS+jEFYY2PY09oWDURqjEUBM+vi5R33w684FllRtR9xRTfoIXKs5oD3C/s8g6E/P8sY0cGq/QqJQYVIJ1iSUAnNjFGHuMQjleiYDjMQDZOb1mBVgOWlZiMPopwn7j9QNIx2Nkiuf19pHN7XjrKI5XNHllx4pmnn6gotguGzNzZC62KYZwF4tPZlJkuIr9ZGvoB6CK8yiaAvuFOmfXubevXuCRjV1MQNc7Xu+6sureWZviHvX6IFmjcRxJs9Gmo0gBTBSlDIdKM6UqVyKEIgpjEt0dwxNIKyj7HqrkMDzm4ilBYzGgExg838egCaMGrekGjnAZqFQpl31MYhBKQMekZSR0ms3fkWk4tJIxVqZFA+PIgFFEiUAo0sKT2uAJB2EMcZhgbJhWPRaQ6DbSyDxl/UhplJLyUMqjXm9R8j1klKbKpx0RBR20TU1anqNIbISOOySxRtuE2kLIYLXK0JCXmr1UibILizPzdFodvAEfaxLa821c5TEyUuGpZ16EaBru2rGNmoyIpU79UEKNFGl9qsqoxfcFYcNgdJoPpR42ccse1misTs1jjuNSGRL4XoV6s41WMUEYUvI8KsOSdjOhNQtDTpn6XAOnrFAlm0ZoeRbXSytOJzGARIrUf8cKcFyJX/EgKyGBAW27H2Wa68eYNOuwUFRcD2IXYRRDJQ/lCBYWGzRaHVQkqZRcbEcRBDHST8seuK4i1jEJCa51sEIQdDqUHD+tbaUTohBCG1ISDubYGrV95SSAeaKKEJjsh9ZCWQ9weuNJrGmdzgNzYyxEHlZCiGDvtMW4gkTItMR6bNM/JBdMWYISdGZaNO/dTmIUe/yNRI9ErO88zAWn1nhg/Hk0J0eoSUVTCqwQyNhS0hbfaKoSOkoRK0G7IgmsQJwyyEwzJrGaJAYZg5NopNUIXxKHGv9oQMmFgY5laz3gjLGQbaUx7pyPGAhC/PUe27w5nq6HeKZoc9QZ5GgtoSEdjJJUEotbKhFJy9D6tUgMjaqLGnRZlRgaMRyulFEDLq4wbBjdzINKEQnYkiRs6EA5gEOINH9BZNkTJnSqCbNzNTY2fbwgwa3X6KgK60ctk9ZhjgbEHQSrYdRimhFhEDAkhjjPmeDQ6ojvGJiYTRi2AWNKMz9YYnHQoDtpPZCly7icGcgUc7+n/H6sTPa+H7gpAqGi2Qj6+2v0jtXLpPS+71W+ve16fV16vy86wRZNYr3msH6+I8cDdL0AqB/j0W8ve7PZrrTmXtBSBEG94/UCsn5AImPdesFVv7X37mHWR/Ea9tufXlBcFGstjUaH+VqdsJOyBMoRSCEoV8qUSh6lssTxLFonOMJBxwaloDygQIJbVrhlB6UMUZgyskpZojAN5Y07aYZerUNMoqktakZXD6SJ57oPX6lDu4PjCjw/PRaEXROOKFFywSQRWmgc16U04BIEURpEacD1XDQa15UYLUg64AiBrEianXlEIvFcHylCaotprqQo6RBYgSw5mKCDSdK6R51OWiLAktZoHC2XcZCoxOI6ArShebSFSdJIKhPEDA1X0IEhFBZn1CdQCQ8deozp5jzGAtri+X7qsyMlzXqM1hJGvTQhnxUksUFagQhdSBR+GWRZYwCpLbEJcapp/pqRAQ+/nPr5lMsVsBZjAirdDXF9F9cjLdKou8BZCBwr8bwSjXaDxFpcR6ZZlKVBGGjVAvxSGalSPxYEGCzKERgj0bFEh2kxysQk1BebWClQZUtHh0StiKpbAd8SmRCtLSQCv+zi+Q7KuqwaHkSPhkRhACYto2CspqIqKAmhjvr+bffKzz2AESZ1BP1hErE9MSQFIco6rAu2srVxIeVkmIMNn8M1RewYdFkRliWJDzgCN0rwpKVT8dHKYkWIIwLKKqQ81mHw8klEMEnS9Bhutxgo7ef2uQ3sqEmqQxZbhXZikZ6gWhGEStIQiiTWdGoxUaPGlvEhHN9DL8ZUp5rEIwkDC0dxVm2iNlylAczW27QPHuEsqlh3kFETM+gE7AvKtAZ8tq7zCVsJuwk4PDvN6EKNiQ0l9ugKwXqF9iQY8KVM8xtYgRlzOSLAM4YktnRcKFcqtE2M3N/kqcowOaF5rD1GTSscIdFC0BKWhjZE7TYDvsuirwk6MacsKoYe2Y0IIpykwx2nD/H09hrOKbf5cnmU+YkyY26FsiPYpMqMSIXT1OyShmEEbWloSHCUZMZzmCvDojKUcZBSIURyjEKC/sClmOujKL0+Fv2YgN6omF7F3g8IFI+fSI6R3vb9wnRXAje9uWt6GQ9rbR5t0y9yaSWg16/NSsq7d469Cf/6rbuXuSqem0WV9e5fti/F67JSX8U59c6vCI6y77MotX7XuJfN6V2PEIKgHdOohxhjUaK7ZgHtQLN2wzBapKYAR0m0CdHCEIUWqVLg5WqFbYBXkjiOJAojpFDd6tAWf9BBKoc4SSiVPKIoApGWnPA9H20SvJKDtJZGs43bkYRhmpOmUhmkNDxG2J6jXq+z+ZQ11Bs1ktBikxBtFY5fAWFTgCINQTugtRjjuV7KHElFp9bAJtNp6HMsCEON6ynCOKJSreBJQAqCdoiOIlzlEWudlhKQmsEBD7esSJIIjKLZ6hB02iANOgZrBWc+aZKg06Q6Ljh0dBeNYJahYQ+rDXEoaNY7SAWeL6gMVXF9J61DJNJqz0ZCuewjgKSdEEQGV0mkq1HKgI2xaEpK4rgSBGn5hiQFiJ6fsjXpvWAxiSWOug8YEqy0CGlpBW0cX2JjTWMxYHxiEKXS75IytBoxylP4ldTx2BUK36liY0ESCTpBQJxoFG3aQUitHjEwVGF0ZCANg04MVghc43adfUEojbGGQW+QszaeycM7H6JDG68sMDrBJWXadGwRtr8vXa/83AOYzXevYubpDbRb4KRWeHL72ZfuExaWQQNjrfWM1S7CBhvZFfiMVgWBtTRKEI5IdFWm9uKmZqjRYPS7N3H2mk3Ezz2NKTlIraapxLBqKKQ5oHArLtGcxpUtWheezj3iHCIDjoV6K2FxqsZkR7HqLJ+m42Od9AZSTFGq7ofhOontYD2Bv8onWRfiqBZBx6PdKpHMTDLieVTLJWrDI7jNBD822MEK0+sHqTqGYU8hjKI97jKoPZ488iSm10luHfOYQ9A0Fhsb3NBSkRANKQ7bkPKiYeOBDkOOYsqVhI5lVRgykQQcnTKsKtVwoxKHKwOUBHgjZbQUuBXBorXU25JFoZmfmeL5osL6DQMcXXMBR4SDNhGrRJO1HZfEuqjBKrtsxHw7YnOi2OgqrGdojSlGB3ySxGKFJpRwwDgMKYUsWca0QikHKZeUSq8/A/R3Js1e+5ksYAnkFEFNb8TRSqCjd4zsdaVol2Jf/ZiaXmVd7Lff+P3Yl+I5vaCm3571G6PIXvQ6SPeyM71r6r0eRealOO8ig5LNtR+Q7N3vop9KL9AontdPetv3Xpvetr1MWG/Rz/Q1VV5KWUp+6ljplhV+2UGWOpSGXBxHpPlgRBekphiHONI4SqYZfEl/XkuOT8l1aHc6aWSKJ9N0/C4gEzxfogR4wicJNa1WB9dLgaq2lihK6/AIJYiTgNrCDHEUo41gYa6JtgnK93CFw3yjTXVIoURamVkA0so0x75sI32B9ASIBkNjltgGJHXwlY8QUPZ8PEekCdQsdDC4UuG5JRAdhNQEnZCqLCGkppWEDFSGMZ0OquxiZIjyBbWgTisO0oR+tQVaiy1qCzFCOJR9lWbRVZbEagYrPp5SdFoRyhd4FbA2IQ4NtcWIUkmllbO1IW6lD6t+yUF6BhMnKOWhEGm0mE0LP2AFUZiGrEsrsVYAIs3RIkE5BoTBmhjhCJIk9VEpl31MZEhijXJAKBgcTqNVrUhBYFAz6VhhTKQt7SjE89JEeL7xGXUqlL0Stak6fkUiPItyHByV5qCBhErFo90KabVqPLprG0EUEGtBo97Cd1wGKx5xO6LTiRDOSR8YAEauH2D4yAQzZ0zTGY0IVxt0OUHqMsJajEhSmlBbnJbGeA4KidVgZIxxEqSOkFEIrkRbFyMGEW4ZIV2ENUCMFQlGaaxI02HnoUA/NlbqghYLFSyj1qcar8PWLyGONjErJVP1KWqDEJdWk5QhHuv+oDU1pZZhom2oNCw75P0cfWCa52+psH79KYi2SyN02N6qspaQC0+f4tDABPtNhcUpyUwSE8eaw7U5goN1VNsQdSKmt8ecMTRJ+JR1uBUX31tL7KwhGdBEJsKahJK2yMgjbhnmO4pyU+AGlqHIIlXC4NgoURWi2KKsZXMSsVj2WfRd2jKNYhi3CjHoEYeGJmAVxNbgzrZYW/Y4OuSxrxXQmK/x5Mgn3lLlkTDiVBlzqidRTYeFZJzB1Q53+6s4UnWwiWTSwKyNKAWGZHWZUiLxHQ8TGdYPjrPfKzEjLBtCyzoRkVQtm/QQGM0h12NQldgiFGrQoS4sqhPQnO8wMRMw9ow11CsOVddPn44MaGsYQ+LGsDB4/GKJKz0l92vfT2H3y+2SfdfPJHLcO68P+Cgq89759AKM4wGEldifTHqBwEqgYiX2pXcN/ebZD7QV19drysqqePfub781FL/vvSZFEJOFscNyB+h+IKj3Wq60r73n99vrDMhk7TaeMsz6Myqps74DyjMIZVMlqkCQZrFFpOwBxCQdjRICvwIKh6iTRviUy4qEkLIviBNLbbGTJqgrK8J2TKBjXFeljqk2ZR2UcDCxQfpQKkkc18XoKPVHiSK0SU1RSiZY1cGgaXVaJO2EUlkgVRtH+nQaHUg0nvKRSUQYaqJYM7JqgKExRafTot1JU/QjYoR0cUspMySsASu6fiMlojBkYMTFGAlS0Wpp3Figcak1WkgnIRERQ6t8SoMCrMZY0WVjIigbyvhoY/FKHjrWDA56NFodGlEHLVKnYBFbgsWEoUqFQa+KIUIKiGKD66Z1vSUlWs2Q0oCk5KS1oqLQdDMii/SZXIKwAhNbtE2wViCVg3QESoGUCmPBCoNTEigjUImLSFK/HKfkYqzGdqtpWw02loQBNBc0jgrRcYw2FuVDHMYkscFTae4WdIjyE6STlpgQymC0INIJnitpNzokxtIOmkQ6BCVQQqZ5ZKRAdzrESUScxJRWiGbslZ97AHPo3DWUxkcJhi3R5G60lx6vzJ1H2QzSbkfoxSHEUUNluok7sQp/xMN6AVbcQ0fci4mP4LablKTiaGk9rcUJlH8eY+NPQvkaU9pPKFpot4XxGsRek6TcQqsEYV0QLuAjrIswVTAuSEka/xdg7QKGFkLELP3uCMBD2AG8ZDVOvJ5Yb2CPXU2iypiSwJZAt+p0bv8Cm856NosXrcEkljKWchwxKGFkXLJqU0J4wGF748XcP3893jfvZ/JUl+aZG9FlD19BnHjMJBM0hio0hE87soiGwXYMApeh0VEmB8E7PMP2uTmOqjIbvp1w7sZVyMkyQUWSeA7lSJI4EgGIkqA8YvGMgFWpKS/UkCQGV4OoQJJYqqGhLaHtS+oi/bE/RWmG2oYIQctXzFv5/7P3p7G2ZdldJ/qb3Wp2f/pz+ybiRpeZkX2ms8Fp48SJDQ8wlKpcoHoUpjBCtiXEByNEJ1tIiEaAzQcsoUKAnnlfqgr0EJQbbHBHds6MzIzI6CNu3Ljd6ZvdrG5278O6J7xz5z6RtlRPJfkxpauz91pzzTXn3Hvf8V//McZ/0IhIKhTqYpfjRGOM4EqTUwrNboRxUxJuv86Vria7coXQh8pW7K2OmGhFPS341FHNq1Ly8uSUW0pTTQ0XDgNv7T1kfbjB9w4qjHLs9C/xvHfcQpFaw0wYioHkoKNoIoSqYdJ4BncP+dzha/y6WedLF1Y5LndRh55LdcpToceFmeWtxiFWc2a9nMl+wyKq/U5g5TwXxryxWjTGi0/k7xZbsmjw598vum3OYz6+U7rxfN/5a85zcZyxJYsBzmdummXz+E5s1iLrtcw9M8+ozNdzWnQrzY9/Hvtxdt08M7boOjsDEWeChovjzu/NvMjd4h6dsV7nzWnx3mdg7GyMbl9B+kiJVYa2rpAQ+OiJtO6wfi+lLiO28mSZAikIXlCVEVd7fBPJkoS94wIhPYVxJIlgOq3oD3uMRgnBO3TMUVrhTaDxDqcduVHEJjBYTwnaMStqTKKYHswojhuUNuSdjI42NJOGICKJVpSTkmomEFrQTQP1rCEGTyPsOxWSOx1FU7SszeTUMStaMNTrGIyBuqmwdSAmHpU8qvWkIiIVyFTQTCB4cNbRVA5lJElXImQgTTRNYzFeoU1Ey0CWSkRI6JiE4CVCg8cSbEI5bZDNI+0n1canSK0wJsFL39ZDQuBjAATBtbFGQZTE1DOrA0mq0AqUklgX2rRr3WrtCNFm9bgYERqUDEgt25IKUWKrSBRtfako2lglKTJqFzjeLYgCOn2N1pEQA0YY8Jo8kzSqQPUjNBJfeaYnFUbnTO0MkymGw4Qka5m5ZurIVjVO+jYg3KhWD0h5skFbaBICBBiOEopTi7eazKQYKbHhv6VRA5D/oXvMVl6jFEUb4k77dD/d/ArT9h24BFGPmI1voFVB3nkOoSqqtIsWP4QQkaj3WveI7KNCJLgDDqpfATMh6F3eYVyihzBAqE1UWEMI1WopiEAQ+0Sx/6jufIqICnBEGiIJwY8IcUgMfYg5wV9GhJvULkXRyj7377zBaq/idX2Lykly3UF+7I+h3zxmWJ7Sm5zw0Ruvk3ZGvPL5LULSJ7kReftih6R5kpvDETpKZnkflCYLkbQjUSPNC+UQoQWNgu5Akg0TqtrQr3K8DfRCIHlyjceLm8xkIKJ4I0vQ0bERAnqa4SKkdWy1FiYQM4HuCGoiKdCTjsYEyrcPueoy8k3NS1mHw2gYFpHt6Mlk4OpKxVE/Zw9DrQQWMCGifVuNVqrWv943mk5HU4dIUhsOO8/wy/Ue1w+n/E/JlIuzPd5Mn+VF0SfuREbThtmqYnwjYWfX8/Gvvozo/yo72ZBT932oULHeyfmacvwXM+b4MCX3Q7qUXOlH3nBdLk49L6aKWbA8trHJq5dXqbXEKEtUJVUsmVYRYsF1VZEfzPgv4z7FlZp+VeGd+zahsUXGYd6AnRnlZZoj79YW+y1zvyzG1yxjL5bd791iahb7LJvXPOA5L2B33mgvjrnMQC++XgY2ljE1i+6ss3bm2jrbp0Vg8G4M17J7zM9vEYAuAx3L4p7O4mYW92N+vGVp0ovzOIsrEkIQYkDJNkBUIoixZZuEaF2hUkYQEjsLlNOIkIritEIKSafbuiaEkORJwviooqkh6SZoIzDKMRh02NxexftTYvSgLE20VE1bfbjTNQwGKbOjhmZcg46MdyuSJMGWAYWhmViaqQUpUErjvGM0FORZm+WUZBrbTCiqKcFpbOPo9jI6HcPkpAQkaa5Jk5SyCkjTrttbj1YCJcBKj8ok3SxDCsWkmjJ1NUk3J7oarRXjyZREZ9g6YJQgzByqkSAkw5UMY9qYn8lxSTnzdJIO1jm8DAg83rWAVesAOLKuQiowpmU8RATvAi5CYlIEGvAgPWnepoFHgBCRAowUKKGQvgXbzjlClAilEfLR5+sjIYJC4OpWUFDkomVApG5FAqMjTSNF6alnAtXRjEYZPkYMXYiG3aOKybgGrxkMU7KOYnbiMYlhOOygEkfTWGKUyFRzfFyhU8XqRoatHEonBB9IlMbWjkRp/KPU7MGgQ65zXONpGklqUn437fc9gCm7RxSyFSti7sd+JruM7yN9nxi28M0KzcMx6xf3Cf2UWg2xoQPFU+RSgHKEvCaGAl8d440nCoUkojW0JeYdItYoV5BVR9RqjyKdvsOsRNtH2cfohC5qVvLg+VMurH0v9YXrNIlBa4+WguANInYIVmFPPGnt6bkCU8+4dwRvN4esXFyFFPaPNfnOPp+b/RoxSRmfbrLr1rn3+AZNVDRIGiXJHkswYUhxVOOOLNcnMy6sOu69Gsgby3pWMexP+cLBCjcuaNTjQ8ZJwr0oOXjjDpenXS4d7PF0iKxch6P1bfRO4GBXMLye8EYvJVcCHyOnNmA7kk4dGTjL1MLEwmEi6CWKy5dXIQbuasM0Claj4KJuaJykNIaXfMKxtSSuQXQUwWhM1QbUxSSjsY5OI5AxsjWtOBnmSKkY55rE5Xwqr1ntSfbiFqOy4eZQs39lwHOmz8SXXGwmvGdS8LEPXOM/pH+ZSyHB7Ja8ktbEVDGVPXIf2NOKGycOdTgmM5ZrNw17qaDsKbKqYlY+5DDfZqOXcKXRDI5gz3ueLQs+enLKago717c4zbswqRFHJT74dwDM/FM2nO+iOTu32JYBiMWYjLN7vRuLsqwtAybzBvQ8V9IyMLE43nyw73lBpt+JjTpvDovzmTfy8+zL/L4vA1KLwO4MdC0DLsu0e5a5uBb3ZXF/z647b18X575sr5Z9J+bXddbnHcbGt9lFyAgobNNgraPXT+CR1IKwoIPByIYgPEoKtJCU40dP+0A9q8A9AnzOE5zh6LRGakNZzPDOURaeIpRMixrnAkki0VmHvb1Dmqmll/cI3mInlpAEKt+Ai2hpqF1AiEiSBabHNSdTgTaRxlUYa0iySNCBvJOwmg+wxaMK0Q6Cty17kkLelXSHKTgIFWAD0YFSAhUknobGeXQGiIAQBYkKNGXDqNulbiyNb6inDq00mZJUU0vwHpM9yrYqYXxouXcyaZVDVUQoyDqa0UqXNNFUlcVI3cad4FBK4oJDJQLZ6tK2wbkukOUpCo93DmU0qEciiDK2GUY+0pQ1MolUjSWIQKeX4mMbD6OCxqgMLzyVtRRNQ9pJ0LotCDnoKabFFGUquoPWfecbQdk4Cu+oy8DJaUEMiqwTUdLjQ2A4zNt6czQoJekNcyDSWM+K7uAfVTe3jaB2DdYGtBF00h4itq7ILG2rXk+rEi0VMhNk3f8GYAA4IiURERlmROGJ3yKQE0GWxKQGs4/Wr2EuTNk3E3B9cB4nx5C9QOMjkMJkBPVFaC6Q2hXSmDHII6Prns5WA4UgExPuT36NSTOlMQLn+rhqHXvvIqPpM1zbGtHZkFSJZDawjCuFeqDwTWCkAxuDgJtMuHhznzfrLfQbUzq7x4w6FaaueLIXuLA2pVlNeeuBpmNy7Iffw292+xTpJrvPvcSG6vDYk5HN5JS3v1Sxf1qQrR3SEZc43nlIclwgZJ/y/dfpb2nsgaTf1xyrIZ3a4aaajWPLNEiOdyzVcztsHU7YXtWUs0hewMozfWQ34SXR4aVjjatrtjZzQioY1x531HCho4lKMcwFgUBZR07GDdlGyiSV1MCwDqx3I1YknFjJjvUUkxL98g4f2tnnyuqA3csXOTlVeFszvdRj3FHccWMeqww9GdD9hpimeJuwLnrUieC3xDr3c0dPa3RdUxxN6YSU67nmquvwfrlHkF3SQjHUEC4M2DOSfmLpRsF1PaDsgs4Da9ub3OkmHHfhQDkePnibJ1+LPJZl1ElgTVWEWeCtSlFJzeWi5mD9ErdXV5hKzRUjMAPY1+vEw299ev9OgZ9n7xfZifk+7/bEvdjvPMO6eP2yFOBlrxfbd5rjfMDuMtZmnm1aPL64B/Pn5/ftbF8Xx1iWGj7/fhFAzLuOzuY+X8tJSokx5lsA41n/ZYUdzwNpy0Dl4rH578k8mJrPQDo7t2x9y1grpRRKScgF3gS8q8gyQ54YmtKjE00UDhMlmZEIr9k7rCgLx6DbobYR6y2rqx3IXSvVb6GuKyYuUDceEQKHB1Osa4F0krQy8lpJut2E2pVUU8fsqGKW1gwHGSppjb7RkWygKScBQUbQgd2DE5rCIpJAZzNjZdgjS1JsVaGFop44vHKUVUVtHThJ8AHvAkYIul1NCJYQPN1uj8lhRWMjUgiOihmj9bytih0CSQY+WpKeIMk09azByEAmNcakxCgQKjwCfx5XtTL6MUZ6g4Qk1QRHy4bI0GZpJR7rSpRWVJWjGVvSzGB0CyCFEkgt0Fq0GUYWrI1I12q1hOCQZw/MMhKiJQRL7T1+Fuj2U0wqiS62MZlB4MpAFB4EmKT9HIMPTKYFo/46k7FnVgnq6JF5jRAwGddMp46mLsi7hsFqzuqogxAB5x2NlS2zYiRGg8wiCItCkwhFVVSAJDRg64gUkiSVECXF2EEAlYBzLftktMKLitpZTg+O+d203/cAxkWJYgRyk9aHpACJEDlCDIlxQIwFiJeIqSTGbQwdVLKFMpfApUQM3qX4iUFNJWES0EA/Fxg8PRHp7VpGowl2rWH35C5vTALl9GmK8SV80Sed1ugdw+p2l0ZomqrhaOawWYV4e4fu6IT8sVUqecRutkvYityrewy+OOXJmSVEy7XJqzTHhxT3V/kTH3yRZKviC/pp/qP5DF7CoZPEJjKTmvzePlc33mD98gXUM106RynlPUGTSk5GPZ744JOUx4G3K80lAWK7w6t9AwL0aqCoHK/fOeZgEtnq5/Q/8AEmVc2buWQoHQdTTzJuWM0k40xyVDScTArUdMj6IGdFwLEQ3PPQERCJyI5k2IfCKQ4EBBvbL2CIuCBRGooQOZ6ccPONGZ8wJc37L3LnWHFkMurrhkZmnGjBafRQBcrS8vyFLsIJtn1NZTUTK1CN4Fq1w0eqA8ZXLvHV3Zz7k7e5up/yzEAwuLSCvLzOiUmRIaO0M4qHR/zhXPLV0Sq9xvLxTLM3SCm6gh0FMxOpbEQXgmFvjenNmh0G9KNiqkFvG3JpuOAydtdXcKmGyjIi0usoZIiUOcByRdyz92csx7yRXwQd57kdlj1xL3sCX/aUv3hsHjD8bsDSYlt2fN4ts9j3rP9ZUcuz/ov9zgNf88J/y+J95q8/jwGZ38v5NOfFvvPur7NYmcX9mwdSy4DLu+3beetcjKFZ/IwWAc98Vtoy19c7n4V/VJ3ei7Zmj4tUE0+nq6gbx2hjwMHhEVWliLUgVzlN4fERuvmAeuaIKqIllGXZaqEF6KYpUkaGeYILFiUTZuOKQdZFBBC+ZQS8jeRJhhEG10R0JumsSlTSYzJueLh/iGRAPkoZbKTkSYc80ZhEkgtDfWJpJgpRK8K0QicJhBlSS4qyQusEZOt+UUqjtcAJmNkakRpCqLEehDQUpWM2q5ESdAZJZjB5QImIyRQG1Qa4hpYBkboFEjEECBLxqCq2yCLdldad0gbaPkru8BERFAKJco4kSpqmIWhJjCCFwjUB6RRSiJZdKQJYQWraooyzmcNWDaPVHGRomaDEohLRxv5Y2WZVEXFNpJzU6LR1kVWuJDhQwXAynjGbBUSUlHWNFzVeJGRdjckFuZToCoKLKKHw1rVp4Fq14KwXiDEAEhdsq5hceURMaKpA0okE59FG4pwn1BIt2++0rSNl0VBaS6/XQatIWbV1kerm2yUPlrXf9wAmVv8zqBFngZPBt5+r9JEUjw+GKAJKfBfaQxIFmyuOhIjPJbWTFKeSWSOQOcQM5ErE4KFumArBLFPsmILyjRnTpktZfgDvP06UDUqXZIMUrft0+1D395n2f4O68xboAtNzcFVRmk0m+iHWr9LYZwlFl/XfuMuN+/8bctpjbQW2npDcObYcHhdcHmh23tI0usMQTxpK5DRnXVluTldZObnDpa++TPlgzFMbr5PV76V8/Fm6qw3XxTUmpWE/U6RRMBGAjSRFYBg9szIgckHv8VUmU0FdChot8SpjrARHGfTTiMJzpwLTEZhJQ3LisUc1RS047SvG0bJ2rHjTeFSErSjJ11N8VyDsq6jORWKygteSiRAYHxmmnptbGWKlw9fMZSotiEoQo8CFiFMKA3SC5FDMOL4fuFEILvQUXRPwpeXKi2/zbP0K198baNIUwwp2s8ddqXjfnZK1ULK1pTiNA77ZWaNUgn7MGPVXeE5A4wS19pSJopSSRoIVgZrAw+kJuct4/zTjg1VDURa83O/yRV1RBoffmfE9DxIeH1hezQY8nMGqlqgrfXYSEA7EnPukfQL+dt0U+B3jfR4bsRiXsci6zPefN77LlG0XX5/dd5FFOes333+Z0T739/hovPk1z483nxlzXsDxMkCw7B5CiHdUcN9N7XbZnBdZoEXQct76vxOYnA9KXpz74nrn1zEfoHvWdxmAmdeXOW+PzvrN70WoEg6PA7W1WFtilKIqLSsrEq0TXnvpkNmkJlEZWgtMIiCRBGtxbooykOQKfEAZh7MR7wXOBQIeLRRNU5MaT6okrvDI2I6TJQZDK8zpao91YKcNvbUex4czdvcKdEezdUnRXXXknQx7EmnGkaaINPs1KmqilXgfCQFmZYX1bfBo1svwrs34qZvIbOqYzjwmBZMIYtICKOscPgR8IwgBytKx2snIck2Utg1BeMRitFIICh8DQkekhEibDRRFRJs2O0hpQLWCeCHwKMZI0RRtDIvOFUkeSIUGHonYuTaGECEQQeIaB0HiZaRuGmwRKAvL9LSkm4wYT05YWe8Qo2A6mQGC0SAlhDbTx3mQiSTqwLQqKWcVtokYbVBKUxTVIybJMxp12ds9pjfq0h+k9DopMg8gQKk2RqcsGprGkuaarJMwPinIO2kLnlzAWiiLCbaOhJBgdEq04KuGNFdIHXHSYqUnhIi3kf29E4SOdLopxcxzuF9+229yWft9D2DSiSJt2nQ+7yK2KBGngcs4rnyoYceMOPIpEU0M4AXsJW1VT1wrJdAkAStqImOkug/ylDIKmmoFO1snO8yIsYvtr+ClJ+vsoJMCZAp+hAwTzPA+w7AD+V3GepUQbxA7ihhzoh8Qw4DYdKnuBpJqSPP2IZ9Sgt7GBtPxMUw8+6fvZf/CJQ4wfOleH3t5QHEy5uPbD3grjlgtSjpbivLpLpt5D1NdQ4gJu+oS/+8Hq3x23RNtyrFMKYXE+Ehee4SLeCNJlCfLPdU0MNsT2KhJlCA4KHxg0JVIF5keRZJeYHPNUfoEkwsGXjPIhrhUMU0EERjGFK8g0xGjJI2R7OiAFhNE3KQOHa6cFPSsQdWO7aRkXcw4upzxK6xybzxlWEo+JgQbwjFuDMeZ4W1vqV2JnpWI3oDeakJaOY4xXBg41p5awYzX+K8nG2xcbRCHr9DvrfOx9Wcw3y/5ptF8Xbdid/uTiqcenvJYF/ZXhuzlOU2EQkAlIk301IXntJ5iJiX/j54im5UkhWK8OmBvVTOVgqKu2LlzF17+Aps7Yy6tNvybSx1ev/xxOL7O1dmEW9c2eN2DnHuCXqwgDSxlKBaN0HkS8ctYlfPauxnbRdC0GNy6zOWyCDbOA1HzRnfR3RFjfIfRWDTmZ/ee369FfZf5dS2yJYv9vhMDtYwdW4ybWdRTWdzT+dfnub/m5zg/7vx+L/tOnAGYeXBzNsZ8kPiy+c0DHiEER4cFh4cFKysdsrwN5O2kHUQU+KZlWUY9mM0qhGizamTmWVmV1I0j4MmGEVsEROqQStOUFnzAeo9oJNFBHWo6WVvhWhlJ2pekqcEVnkltkQaqukKnmum4RkVDnin6mwmDzUieR3zhUNEgRVv0EddGjAQcXreFDvENUUaKssJF0EpQ2wbrAi46nHVEIVjf6iK1AO1JHv2/pbWk0zHUlaDb06RJJCLbivJStEBG0lrzRyreQoWWsUkkPBKLQ0ZibPeSKNp09CgRKFztCAGaac1gU2JSQRQR6SWzQ0vdeEwa0VLhnOXBWwW+UrjGsbY6opumiL5gMpm2WUpMCMJjEoGWGhEDWZowLkuENjjbMBmX1EWkmnmsa8FYr5shgNWVFYr6hBAtly6PyDJJU3tiLdFJgrUWiyDLEoyUZIMMqQPlrMY3rbo5dRtnmmSaTl/gkkAxq6lnrd6PUXkrelpVJJmgu5pBE1lbGzCblQQRUTrS1J5ON+OU6tu+84vt9z2AkQ9K9ChDDzVqINCpRuSB0MvZ1RCMJFNQ1xADKBmRjSeaQ6pmBxcPqU9n2Ne3uXzFMbpS8OrOM6wojQ+CydunfOib/5UsvYz4zEWm1wR37Es0NFQ+xbkEKs1olnPz+BJV9hTjjceJQbcAiYgV0IRINa5pfuN5UjWjc3CE+2CKeM9FjuttxserTHY2OL2wSfKehIcTz+XxjM2uZn04ZbWX8NK9Fd562xN8ZPLYVXxnm2qseaVWDNcbhFJMs4TCKrJg2UorHqQZk0ZRCEHaUdiOwK6AbyLaR/oCgoo0VSuWpAzgYTKF+yblVEuKPDD81S8h7QB51VB94honKkcdO9Y6UEXJdlVgh5rjScK1iSHvq7Z6bE+w5xQiD7g0o0gkeXTEyZTOpOZ7bUJvMmOy1ucVX3PxtWM+cMlwL+lw0r3KxdDwwck+Izdjp4xM792l6a3zJSuZXB/ycjpg68ITdKzncSGILnLXBfZVoF9Jrk8lF1TCUaLYUYq3Kclem/HfF6+hXcX++i2+lG9w1zk+/OYpHzCHFIMNfiu5jJ9pejKQIbne5FxPb1Hf3CRuT3l9BPl6g181/H+Gr7P95Vf4A1/LSS+eLDXc8+08FuPdAMf8sbPXizL/79YWAcky18TZ+fMYo/l5LgNO78YwzLtb5udxHvs0P5d5V8mytO954LFsXovM0uLxs9fL0r7PEwo8L7Zl2Wd43hwW73kewDo7vyyjbH6O82PMgxdoxejWRyOuXdkmzzO00pT1hP2DfSbjGaPRGolJaOoak4AjQNoq3lZNpDOQrfvJwfFphXeRTich7yYkURGdICNnmPbodRWNrTgpC9IuWOXws9ZgdwaKHl18bGPmBIJhr0OkoS4jKkq0EyQKZKaZVZYoZauL4i1CSZTUj+qNSYqiompsm0VVO5yzlGUbzyKl4OhogpCSlbWMlbUUnUDEE62grgxJGpHqLLNLIoRsz8cIUiKVeMS0tAJ/ITgk4lHhQvEIsDwK4gUgoBJBbSSzmSVJBaIR1IVv3UxRMjvyTEpLngo6HY1tJMVRoJxZdCLQCSgT6BlF0vGt3oqsydIMExJqa6lCwdFpg3egjWdS1pwcN4igcBbKmUdpScwkITYESkZrBqRHBCiLwGjQQ0ZFU0a0UsgUmspSVhUqSpSTOCcJAibTwGxSoBRsbPeJMqB0m55vS4doFBGFlJF+lqGVJNcZUXms9UjZlj5orENExcqq5uHtk2/7rS623/cAhos1amQRiUXIgNNAuEvjTyhCg/cN0QukkAilqGNF01jqQlBXazTFFbov7HFzfcSNCxOSsILsjahSRaod/Y0h+49tE3YCpxPFdMdSZh8B30U1CfKBheOKo1XF4aCDWDGUSmBlxPpIqCOyjPjDhnrvhKO3XqEbNNMn3sud918ju3WBx4t7vPr5jNszTbo7IbE5WyOJrjwnKuVi74TJqw2xtKxVllcfHHNwb5f+Dz7N9ETh85TvuR5IppH7R5KBrxmZmhA9u1NHlgiEFzCLhFwSEkmaCHQimAJ2KJBDmCmIEhzQOMkklTQyMp6UhAcPuLDzFk+8eYrsfJxfPBnwTLrKZ7P7qMkhoj7kwc0P8UJ2jdG6YFU4mlPJwRgq60l6kmMpKPMOXinWeqBil52e4Nj3OBKCYveY3kiRKMGDieXqwwd8/9UT0sKhVcDInOd6V0nDIV/M93Fvd/lh83Wy4Q0YreJWA2+jmQkQZcQ2ngdVwaU37/Iwb3jpqcd4373Ax8uHXEln3BPrVLOEgRI8O+1xNYWv9S5x2Fe8NBRcKwKDGEmNpJNIlDDkax3+c1JR68CqTPlDD0557uU38eOcazsv89v1y4jh+S6Hs2PvBmzODNZiRsz8eMsYmXdjCJa5mRbndPa0P6+WO3/tu7l15oHQMkZh0Q22eGx+rYu6J/CtGi9n9/tOoG1+3uft9yIIWgZyznPjfYuLZiEdfFnG03ybB0mLY54dn5/D/N+zfZkvTrns85yP8fnA+95Pnkmcr2mqhsnJhJ2DfSanE8qp5eDuPbTRpL3AYBSx1mErEErQ7xqsrTnasZRTR54qsmEG0jNYUVSNJ5ddujpH+sCsmJF2NVkeEZnFCEltQOYRnQpOjhuKwiKVoJw4ev0Ow36OwaO8bFOIFTRNjZSGyjrq+pHqNIFIWy06hEA5K0Er6roi0YpOPyfNFYNRiknaIFIfQCpBXTcE2npxJlHkWrYqtgLq0kOIrWFWtGJtjwTkhBRtscPY3lso0ZawcfKdwq1SC0Js40GcqDBakmqPrwPHx7b9TalIqhS+EmAVSneYHliaOqCEZvtin97IkCQRguDwcIwpFHmekCYKhMaHQFlbLI7JxNOUjk63BSwxCJrS4Wwg7xoubI+4sL1OWZ+AaNPKpRIoIxkMU8qiwmiNytssqLrxVLbBZBKjU8qyauscRQjBsbrRIUsVMQaUT5EqgLCkuaQODdJIhDn7TeQIAY21KK3QiaBqKk6OpiRpnzT93UGT3/cAZrjzFykvfQarDEQNskvsNhCBQuCLDE+OC+uE6SZJ3EClfYRKMFGQ6QazFhDdhMPmcfboUHQVVkvgkSretiFugGsABzlDAKr9Q+R/eIm3uh24tMlodkBvPePap1Y4ySVTEoIUKBsx0XOvaOhvPsHeZBe5+w1W39SYpzqIq5LqV2rsaUE6dvhxTtjuc7Qy4FpWUE263NHrTDsGuZZza6QZv/EWL/yL/51PP/U4lzYeQ3Z7POj2mSpFHzguUh7UgswFLvQcR0rTOMlUilYux0PVQCmgioGG1gW3YgJJT1OlEhcjk5OGw+d32c5voC47Xrgx5L5sU5pvhXs8mX6Dcv8ez721xb/LA5euB2al4PKmRUvNyumY36hSbL/Lew4aek1CZ2TYNgmTRPBlWzOLJRfo87TMKGcnDKj5Y7dvU7y+w7jcZvU9Q2Y+5TW3yquPDalHN7heRZ5ILHX1GBMEx0LibORgMuZKNsD3Eh4KR7bjKTYu8kr3mCt3HvLpgxLT13xZv5/ZZo9ZZrBC0RsYDi5nHOrITmIp3p6SPnBsPd5hvSN4a6p46EG7wEmsuLvzBo+NFTfSAR947AOc3N5jvP5xGvVfiDv/67s+lS8eW9YW2ZLzpPLnx5o3qMuyi5aNPd8WXTOL4GY+Zmb+fouGfx4AnefmWHQbLcbjzAc3L2Oj5sdb5jo6jyGZ73P2d9FtNT/+4pyX3WPZmPN9frd9l417HiMzX8ph3p00DwbPgI6Ukk998hM0tkCJyJuvvsbr37zNK288pJNqhv0cmwQqW9HPNSIJVEWrGWKSVhvFpIpEa4Y9jasd5XGFNoZKOMrCIdOG3lrCzBecliVpyHB4ZB1Atwq8eQblzOGdRGtDWdbUdcD7hrK29FZgbTVvjZuMCCmxPtKEgA2hVaANjsY6jNEEQltXKI+sdzO6vRRlWvE4LSOIiBARlSpMIgnBt4UZfSvRr02rN6VlQq+bo4XBR08daoKIbVCLEG25liiBiBDtdyW4FjwQ2/ILMYK3sTX4BFwJRmq8beNbmtIhlCAoCM5Qnla4aoJrPCenRZt6LNvSDlq3JQNGGzlaK1JjUAhSrZlVJY1zHJ9WFFOPERJnIAbFoJ+ih5BkmiQVdE2GqxtsGUEGTKoZ9FLKqiLQ4KMlNhHvBKfjaSvwZ9qsK+tqlGpVi1MhyfNW9LBpHNEpUv2IaSratdsYKCuHbASuCRTTCaOVHmliyLOI0JHMaNbVCjHKNgbod9F+3wOYk8c/3EagY4gkqGBJncA2Gxzfv0KtL2LVCHk/sjGNZFrgugHbcWQdyaXrCjm8yelJ5ME3Z2yNKvRWyqSRFIdTOpc6hK5GEsl0oFGSwkrKg5L6175JVA3V+jrvzyuKt09YqVPe/1ZJ8l2WN+I1Jj7hralgL5FcuzWk7geq12pKMeO1gz6jL03pfTpQf3qN7K2MalLDqENqIidWkA9XeMNlnAhFI2GoBMlWF935FFFc4EHQCDNi7zDDVhLdE6QDjdrUpMcRZoE7UWK7LTo2jwK1ph6sgMOiYXbU4ArH5smEy1cHONdhT4KIkRGa1ZvXiBcv8To1SXnCZ7KKJyc7PMbbZMNAVa3wyy8O+fLJy2w8P+ap1V1u6AmHs2d4rdzgFVOxeXvMRw7fZONj2+w92OYoGaGQPNQHiIMJnygFnzY7XL34GswChysJ//XCTXblOo+plL3VFZ6Tmm+WJ3xkJ2W9n2C1ZndV83blOXp5lz9UNFyYNpxcTtgbSW6lns5jIy7YU3qFYiZW2B0p9tMOYwFpENQeDkTBZlRkqcMUgeOdGeNqyv7xLuGow1PxEo8NulQuY88oLtkuKzzBaT7lS+6Y7SPJ+/QFdpRE2A2k/PZ4k8XYindjUs7aosrrohT9eQZ30eAvMg3v1hZBzOKxZYG/8wzGvPtpPhh3HmScd/3iOMv2ZXHNi3uybD8X173IjJyX0QR8CzO0bP/OA4bfCaAuXjsP+BZB3tmezF+3CIyWgcmz+SilePGFF7hz5zZHD/coDk/ZPymQUdPrJzSxIAqBTlpD42mDZKUyJB2FEQbvA1VZkUhDsIJQS4rCE5tIPXNUcszsZIbMBTYEGheJ0WO8QqWRlQuagMe7NljUhYAwkaQnkNEyGnZJk1YBViQSH0EnplWdDQEfI2VdIhFtYKgPeDw60yS9iEpaN4uSrXy9VJCmBqkC/lEwMVHhvERogSASo3pUSTnQTXIUunUbibp1B4WWDQIBsWW+bB0JDqRWpImiqiwgCU7gG0eappQzS6gVTYC6ijgL00mD1gkH01OCjUgtGa4nROEYbq+iVCtwt7d3ikklnUHCbNrQSXJCHel2Uk7HU46nM2SiUEIRrefopKScRja2e/SHEmNAG4VA4WtHiIE0pVXQNZKmrphNS7orCSbVNEWbCh+jIO1oEi2Yzhoa395TqXavhGyzlESi8U0khIbxNCCNREmBkQLhFU0T2/IxJqG2jsZ5aiuI0ZNnBqUyqsKhzX+rhQTAhQf/T4LbZOobBsUL6ASmZpMTf4G618cFSfXyHtt7gWGScC94jBoQrCMfB5z2bF6s0DuC+//xde73avInbuIKz+ndU555dkRyXTExGXdFlyOZUoUA92d0n32G8anlu285vuvC8/zvLx2RvbzL8ewKO9Pv4mgEzkSK/QlXy4I/9swXyf/AGt/80ib+S4HBi19j0xrU+1ZY+5419G7CW68FNIEj0cp679QCgaSrI/rUoatIk0gKH+lcus5ES6wTHAWPzWBLK2YWiBHbV1RD1cb+eEgCGAnOwswHjmrL5LBkI6ZMyprwsKYOnodrNa8mFU8ejfnglS6v9kfcyQXDL+/w1Cu/yPd98gR2uqQrCU015GH2UfafHiF7R6wdRa7238btrDFJEx5Egz3Y48Zrx6RbPcpjw3OrOXfuHvPJvubjueJkf8Sl8T0e2/gqE7/BndX38dqFNXafbZUiKwM2UzQxct2sUqWCez7y8uQtiipj2+a8N+nwhb1d1keXuDBM6U8L4v2GyXqfzrpm6LuU6yMOlOQESagda4cls1Lzqn7Ad9/1XM8q9ulwWySIcsqnJhNeuPdL/PrRAR8d/xHe+/4P8Iuhz61x5LV+Sj/LGJUjDi/sc7snaZRAPvwdVmGetVisXnzW5oHMogFcBACLboxlDMoyNuE8F8mycRYN5yIwOpvTYir4mevpLOvqrPL0Wbr04tjLjO08Y3Ce22e+LWN35te7COKWuWsWgdMZSJtP2Z6/fpmmz1lbTIlfxlYtW8M8QJlf09k8lrkT5+8jhHindMD8uPP7uTLqUcyGvPS15zk9rKkDdHoaoQPOBrLMYIxuxda8Y7Taw0cHKhCD5PSkItYwHPBOhWrXOGraz7yc1fhoEGUk7Rusc7hokUlKsJ7jXY9AMzt11E1A520walFYut0Ek0Smp5ZeRwOC3Z0JMiTUlcP5VjyzcRajNVGAC5Yo2gwXYRU6g7yjUabdE2MMSoVWnyXGNh4XkDKAFG06sA3ECA7H7PAEIQwhePKuQWvIEwORR30dOIFowHtJ0knw1IQmIjA4GwhRMpk0uBJiE9q6RU3EFpGmkOwcH5HkCZ2OJu8mYFqhuNmsZjpr6KQJw1Heiv+lgU7aQQuDCIKqspSVx3tDceqZnpasrnTY3uzR62VkqcTHRwDUxbb2kZZgHB6PqwU6GLo9w1Abjo9nLcgJAaHbwOYQHOUMlNR0ctryBEGhtMPHtvyEUZpGOOo6YlKJTttsrKRRVFVAykCiFMEKRFRI8ShLUHlsjGhhEcZi3X8DMAC8ZXPS375LXihmo2dQqwOOjebYB0gh7B0ye+4N4q0n2M01lBL38JTHUk929x7qiyekf7Ti4sYzHGeS+7sHTA7GrFwWdJ/8GK+MemQPj/jQ5RopBXsYopPItSEnk4btquEj9i7Dp7d48sOXifu/yc7JQ77wq69x4WLgZJgz27vNn33PPa7zDcRrF9hcfZU7swkvHl1ivPM42X/aRt4IrG+UJB/NiKeG/dtgkzb1MDoQmSRJEuoqoIXATCxlhDJTnAbLA+vQu5Fwaqmbhjw1dEPBfjXm2RuruIsjQpC4ILAKlBOoaYDCMexkdDf6hNWMB7ngDoGeTHCjDZ6bTvho9QrD4wEfOXnIhauRqnmc8frjzEaKSRzxjcE24QnL4F7FN9dHvHjxj3IYBzzQPeJA8F06RaU1v72SYTuSL02mbLx+wkm3x4X35Gxfgo2RYE9c4ovmg7wq+gSpWTPyHbZINpGZs3Ss5LKI7NaWo8py+WRALRpWh10uP3GdKoeNqiDLGn6hlhzmlqf0gFG/S64Cp4kEKdro/xsddlVkuLNOWKl5pZuy3+2wnki2i21mFx/jqvgu7ogHfCWWfK6RvGe9Q7EqGRDxM8/h0PFN9yZHn3+TzeMjbqUHvKjfXeRsMR5ivr2bMZ43aGdt0SAvvl7GdCyyIfPjwO8wP8tcGYvg4gywzKvunhnX+SDSMyO7OL+zOSwyHOcxKfPtPCbr3da+uJbFPV7WzmNnFuewOM/z2LVFVmUZQ7T4eSxri2B3Pqh7kZW6ffdNXnzlG6iepC8SMt8yJEmW4qUlSSVSxFbNNlPEUGObhrL2CJVQTBpMTEizDGSkqRqM0G1NtCgesRMeF31bSUUKur0c6cGGgLOR6BxRCTCexnuUiHQHirQbIbg2XTkxjKc1p6ceX5cYqYhRIKXApG1asHee4FpmxjWByntmRaSYePKOpDNQmKR1/7TxGwHn29pDUsu2mK8AnYpWLTYoggkI6SFAVVq0EOSDFN8EvAgQZSsIaCMqZNgJYAQqZLhSUkwbggroRKGEwIqIbQJVGTk5Knj88ZtIdZeVrT6jUULVlJjcYBJD3gh0r3Ufed8QgSzPkDJgK0ddRpoGXAw0tqIpI5sbQy5e7hGDJ9EaJTRlaXHeopSgv2aQSjAra7RKCM4hZSRCy6Q9Aqtl4YheknbbGJ1QC2zjqQqLEoYYLZ1eW8La1ZLgJFLnpKYm6JbhcY1HRtXGxyhaADWTVNOADxa0xMuAjBB0AyYyKb5zBhL8/wGAOcpy+llCsZrjexlpD07LiAiSrIpMj6eEumT26h1kDFwOjvrkiCevGGKn4d+d9vH/Z8bVT44In9xmtf9ejl/+FTabX+f0+sd4qCXrX/w5zEs5Fy79IN/1kZs0ncCLX7VM75esXxoxvn4DbRtufSLw4vEPcLtUzCZjDlYzEm/pT0EMNggXnkbdO8AOMibDa7z1dofBwzFPZXcZ7n+DGC8Skw8jP3WJerNH+hAqLzlBYYSg04FOqmhmgVorKhGYichYK7LSoiwoF3Ezhw2OE1swfvN5XvzNhMMPXeTDH9hi2F+nsa0Pc3tN0VsZMakcUkq8SDg53uXDz7/O2sWrzJ4Y0WsCvbcCT6/C5fdklG8/zW/NbrB/a5NbW4b9UvOSlQxEylP6OkdlxTSFYdqwcxwxHrobXarVnONUMo6e8f0TtoPgoRMc34ePPBmZDTd5gVvcD4rUQzP2aBHQEg4jj3zEgr4HQ2DqG/I7E8ZxxocuXeWZ8gEDVeJnitf1RW5nI5rUcWinXHlrzEZf8CBf5U4W2dKOFQ8h1VwQmmurA4qe5zgqdmRLma5kkoN+Sq3gZhjhVj2/1KkRjWX90PHhbsDmkV91mmdeWmfr7S+Th1d57krZKmSe4yJaZFHm23luirO2yKKc58Y5z2DOj3MeI7DotprvO8/AnL0/Ay/zQbZnIOk8RmJxjmeG9wwEnbf2d2vnAbnFlPDzmJhFNmhxf+fZj8Xrz5vjuwGjxf1f9lksY2/ebX/O/s3v4xn42dnfoSgrrHMMRl0SkzMrZ3im9FcSpqclWmga52lOC7KOIu8nnIzH5FlCzyRkMsfNXBugaxRFYxGhZXilfFTkr3Y0haPTSXGVI1qonCfvpETfVkLudBJQUM4qhJeoRIOyZF1IMrC2DRq1PtI0jk6W0jQNaZoQYqBxvg0WdQKTGILweBcQaNI0Iclaobk2VUigpHoka98G47rGE0NEG4VCEYIgTTQmiW26tpf4OlJXlum0obRtkO2glxEcNHWF8w6dwKQsSbIU5yKuCbhG4iqL9YHjo5Kq8Kyu9jC5Z3UjRxuPUDVJ3grwNZXFhBQ78zgbGK4kKB2ItAUppVIIAXVtEYnkwqURqdZ414rYKa0xedomqjSWbqLJexqjJd4p9g8nNNayOhpgtG7jBoLCO4ktA5nugQgI53G+QQmJSQwoiX/0/1jtHN55jErwlcf7is5Qo6QkxkdKwC4gpSBEj/etG7Jxlqp0+CjASFQa6Q8fxVINcuB46Xd5vv2+BzCXLhr8+hpMPaYXuTqqePlNRakSaulpJoG+TMn3H5KEU1ZcxY61vFG+F7/+BPv7b9GIhJM7NSvrhmlpuWY7fGzrWa76XfZe+E2a6UP+834fsbvDtdEdPnOjx/4rgremKdafcLG/yWw0giuK5Hsi6nagH1YYZSn14UPEa7tcXL+PjoJxfJIHb19k8qEh2/YUd+cuFx6POHORF/6DxMW3GB5LxIduMO52qeqIDK3cdKMg6YPWbWR97SWN96RKYbspqZSoKJAJeOfJO322rn+OaVkR797Ffv7/IPin2C7vk9pTnv7AH+Dzwy3+ty/9ItvqIzSjLo/t7HP55a9TfvW32Xrmu+ne2kKmltnJlN6Hao7FZd76ypiXT1/iD37wSSouUowjJldcSDXqpGEtnTHc0OzuK+5YQ1hJUUZyWnperI/JsoT43lV2Bwl9LTlUFTKR7NaGjJaSnHTbEiNWgAeOZKBRglWpqIRiGDSbT95CVSf8oHuIzjsc+BE7/XX2ZMZO0hZde+pIoeMpd+jwSoycvLDL55oj3PXr3K9yVPAUiWCnqxgWDWsStMgIEuoIoghI4fn6cMzBnYf8D2/CZ8RdZN5jb/sxnhTrVMOb8Lm/CLJm4/QXOXz91Xe+n+8GVM7OL2MPFg3reUzCeUDk7D7nAalFFmd+3MXKysvmeTaGlPIRXa/OjXdZDEBeBtSWAazvBA4W27J9mt/HRUC1eH5+z96NVTkPvJwHHM8DHfP3mM8YWgS7832XfR7w7Z/nWTsDM8eHJTpkKNlQz2p85umugMozmqYm72hs9Yg5ix5pNEE5Bispofb08gw3C9QzDzKilSDLDOWsbuv4eHA2kqkUQQtGbeNxIbYBuE1FJJDnBhsFZV2jhMHSFiEUWSv05ptWRyVNDMRIMW1QmUGlmnrmqRvb1m+S0Pi2jEGSCAb9lO0LGSaNRB0QEgQagUbJFsuEEPDKQYxEJdpU4ZAgrcSnNTE4BIIYPEKLVtTdRLRQ+DpwsD8m0wlGC5KOwNpWAydVIGQg1ILYRAiK8UmFs4LBsEtvVVGKE4KySKExqcIWFikhlSkxSoxJSFJFVVaYVNEzGQRPbR3SaIbDlCSTyCTSNIHZqW+DlY1gMAxAQ6+bcXpSMJlIssQQYquGG7wi1goVDXhBOZ4iU40UEldD1lF4H4hKEyUIImkqcCagtEFIcI1si1F2IrERHB5UqESS9yBJBMaY9jvsNcFbgvR4FZnWDb6BpGO4dLFLfy3STAXBLv1JfFv7PQOYX//1X+cf/IN/wFe+8hUePnzIv/23/5Y/8Sf+xDvnY4z87b/9t/nn//yfc3Jywqc+9Sn+2T/7Z9y6deudPkdHR/zET/wE//7f/3uklPypP/Wn+Jmf+Rl6vd47fb7xjW/wYz/2Y3z5y19mY2ODn/iJn+Anf/Inf6/Txex7ygdjrg41/S1D1UsJicIeH9O8PaFXCuJoE7m+zUpHY2Yn2KNTXpZdNBl6tElhZ/DKSxzvr9FsrZHvz1BFyeP1HTZ6W7w5+h9puscM1q6yod9Cjl+ESWTCM6y/9Ro7g8c4+c0PcuPjCvG45tIFQe++op5EHt4uuaIPSUQHN+lzcqcLvmJL1Fx63HG/OOL0zYb0fR+leu+IO43CDnrYHYVZC5BEBh1JOYXGwnElKTNFeRGij6QSDNCtA1kjaKpAWktqGzhuGjKj6SQdujdv8GLd40PjhmtXtnjxuUOak012dl/n5OB5aneP7huKtY2r5O9Z59XXtuncrnhW7LNxU5HcrPHac3JhSPjYZVaO19ifpuwlirEvyB7UPCkDFxw4p3hQ5exfyDhCcD2X9JVk/8jTn0Gzu8fbnRk/aLo8uJ/z2nrOtScF66njyCfURNCCOhGUzpJFUBFKYKzgUFiGe4d8ImlY2XEkPfiCWeO/Dmfo8RHPbPQxac41YZhe6LIXc6oIqY88Pdpkl1UaaXjOR8ZlyeVv7vPhdYnr9Ohrg+wmzJpIt7LkUvFisDyYnnDtNceVB2/QvGeb5/tPsNdfQeYathLuG08uBb17l+H1b/2OLhqdxSfvZaBkWVsGXM4AwrK05cW+541znjtjMd7mPObijIU5m8viHJa5w+bB0Xzl5N8NUFvGkCxjXebXNB+su8xlNb/G+X16t/W/m0vwvHiXs/05T3Rvcc+WAanFOSwGMs/vzVm/q5eus//wDpPTQ1wM6LzBa4cLgigCpgsqkdAIjEpwwTE+qjGparOUQiDoFjQkKKRRKC9ACKxvkEIitUKFiFKCxlZ4D9a3AbjOCoSELGt1GhJjUEKhpUSEgJYKpTTVzFPVHm+hqTxVGdjbHSOFpJyWCCVIepKkK0g6kTzXrK0ldPuKJA0EIAqBMQpXQfCSECMqKoQKbaW8GHHeE6IgiQkhCkJ0hNAG5EqpW+PvLUIJ6olFKUk+UBAdJlNEIrOJo6rbwP9y6picNPS6HdJU0ckSUg1Zquimmk4mGWQ9jJTtvVxkeloTOgJjNKUvOTn0RBEZDnN8WaKSSEwFVV0hgsDXktmBxdWRqvBYF9BpW1NptJoxmZVUtnWrjccOo3KiT1kfdcgyQ1WVOAf9lQ7R1DjX0JSW09rhCSSJopulrV0xGSr4VlAwCIJ0FLZND9dSoJWksR4J6ES32VCVQAqFNoJIJE0ko9UE79sg4qwjkPj2Wv5/VEpgNpvx/ve/nx/5kR/hT/7JP/lt5//+3//7/OzP/iz/6l/9K27cuMHf/Jt/k8997nO8+OKLZFkGwJ/5M3+Ghw8f8su//MtYa/lzf+7P8aM/+qP8m3/zbwAYj8d8//d/P5/97Gf5uZ/7OZ5//nl+5Ed+hNFoxI/+6I/+nuZ7vFNwK+0SLBSHgv1DxXh/wuStPbobm4jtjAzBSiJJleChv8TUeWoVmTQBoQObB+AHEw62R6yWnp2j27x8JHCFovvJhgldPvnwLb658zwXlUd+asTKx67w+Jcy3JHlN1/8Os/KG8iVTXrbY/IHD1gVGW8028yOLZcujnBeMRMDZiGlFwqKMqPo5sRnP81bh54wTdgfdRhPPEJJCuuJRzWrIWCvZNQjQ6nbL0bjQ5vhpyDTkl4i6IwkvoZZIen2BJQKWQZEA07CzAniaZeghux2Opy+5xp9benkt+hvfhfRBJ68+Aw7xYj6/gm3Pp5RvHbKzrHAnCT0kg6vi1vcHvYwRLaSnLt9RV1HNk4t64enWFfyXB9+sUz5YzrhKXGIPjJcsyUPrm2jOilXb62xu5Fy8W7Fmo7sXemye1wxerFErveZKUGZSYroKKsC/YXb/C9pwXTnhOMrkn87uMJnGs9HwgnrWeT1/mN8vbvF87nmYFqRvHCAsW/zmc9c4kvJZdJMMRGSLHhWpKQcpRylCeNEcTVEokgxNzNmSU0hDZXUNIlEDaEOEq8kq97wkeoKa9Fx/PhN7nZzpommFEDTBhkHHQmziJt+u2Ga/zcfFwLfGni7aJAXDe2igZVSvqMFsgiKlgGWZU/x57EU80BgmdtncdxFN9W8YV02/rJxzgMw3ynFefHaxfucd+zs77zRP2OLFoHDeW6/d2uLwHH+Pss+i/PWBHxbTNX83izOc9kYR4f7TGcnxNjgaAXPaDyOQIxtsb0QJNZZ7Ax8iOTdjLWNAaEIONEQlSPNNSKFsmqoC4/zUNtAf2RQWlAcWVSUCAlSS0LpiEjqyiEEGNMQiXgRSJMEnWmKWY0JijQ1lNOasmwQSlM3luAj3gVcUyOVxGSK3khz85luW2PNBbQGRBvfIWXrQnONp64gNRovPC44bOGxZUOmUrwPpLkhGEk5q3GNRXeBGIFICBERJTpo1gat5k3SkzhvyRLJ/k7F/n5JsJFmMqMuA6AgCJSUXNweorXG2YYoPa5os3iiEMhUMxoJeisGLwP1zCIrQVHWdPsZvVEG3tNYS7AOHyUrwy6Zgp7p4i3YCojQW00RxtHUJVUdMCqlbGqKiQcxIcsU1inctKaqHVXT0JWmLc74SN8q0H7eIgqss/gzFk5JXOPRGGL0EGnZKdFmrKkEICKsx4lA3YC3Fh6pFhud0BJpEaFahXLfKEIMxN9dDO/vHcD8wA/8AD/wAz+w9FyMkX/yT/4Jf+Nv/A3++B//4wD863/9r9na2uLf/bt/xw//8A/z0ksv8Qu/8At8+ctf5iMf+QgA//Sf/lN+8Ad/kH/4D/8hFy9e5Od//udpmoZ/8S/+BUmS8J73vIevfe1r/KN/9I9+zwDm8ed/m9PL7+Xo2hXsJHIyKbFFYO2Zm+RakkvVshQCijpw96jEDVMGuSCbeNyoQ73dw4qLXFea7fszTsst7pQHzI4fkumElaee5aj4GsXkPgfjMWvmJlcu/3XKNwIH1jJOJYev7HAhy3hm8y4PfvnznBzd5OFwwkqS0Vm5xL26T/+4or6yQYOk2IVyKmhQnKwaDoOiXMvwPU/pAjGANpKDzOCqSOodq1Egq8hB7ThxDSrXMErY3NBIJTjSUAwg3dCsKo1wEMuIHQf6pwqnNMep4rQnMT3JgyShND2uX/4k6QPBD20Eqr1TPr97zDMfXuPkw9fZfV2xYz2T45xTn9HtRLYTOE4U0kV6wPpaF7PV4bkkcvfkmB27T2Usa9Mpuyd9Xh8Z/mtxwnuOO3xudcxv7/WwSZ+XU03Z01zdSjmtBmgt0UhmznInnNB96wGf2XXIa4LVvObFkFG+vs/jxQPE04/zG5eeoe7l7CqNtoEn3Ar66R7HTeArY82u22W0NaQmo+8F5IFSC2wDofZkShATgTMJ97Rpha+C56EI3HcN2dTzmEnYkIKrWjC5knMaBa4BEdr/LAUQRCTzgo0S7jmPEBLwSw3yvKtl0XidF1S66Eo47+l8/ne67O/Z63l2Yv5+i1Wk5+d0dmxePG2RGVl0Ic2v72zd5wn0nQdiFuc7f7/5qtHnAbCzaxYZivl7nh1f1LlZtqeLrM3i3Oezl5axIfMuqmVgbf5ei/FOi0Br8XNcvP6dtQtBVU6ZTCakKcg0kvagChYtINUZp+Ma6wISTS4EOhd0hpoYG8rS46Mj7SkcHpFE6spjZcCpiMolIQWlAnW0UAvyXopEIJVGoAjCkiUJUkis90Q0rgnMfMnR4awNqjWK7QsDMgG185hU0FQeKVodl8GaYbiRMhzmJIB1vo0XkfIdnZYYwPuAEIq8I1E6oAOUtWszbWTCdOwpy4bRukJS09iG4AJCKoiCvJvSWEv0Auc8gkDUYALIqKhOAnYsiI1kdmrpZopOlhFjwDuLrwWyp4jO46ynqAv6vS4BcCLgw6NEjE5GWZ2Spho5EPR7a4xWu4TY4D0gJbYW9HTCwHRwTYVUkroqUELTSQekaOoSZKowWlJPAsN8SLdj0QkkSpFIAyLiKEiMomwcVSXIOwkqadPR24KVArQiOA9C4LzFyA6uDigtyExK5co2qFk9+o7bQHCBKFuXf1FZ6sohBfT6eVtxW7Xgsq4efWeVwAf3bd/bZe3/0hiY27dvs7Ozw2c/+9l3jg2HQz7+8Y/z+c9/nh/+4R/m85//PKPR6B3wAvDZz34WKSVf/OIX+aEf+iE+//nP893f/d0kSfJOn8997nP8vb/39zg+PmZlZeXb7l3XNXVdv/N+PB4D8JX3fRA73MLJgJ9aOiee7mEFezVxrYNeS8i2NJOo2G0crqPZaDxJCDzsaOJ6gtwred/1Do9tGvwAJvpDHB0+4NilnGarXKm3mMw+y93wKv3DL3DN3KLeXKe40RDyjAvWM7aWgzTjLlcxf3GLh7+mOH37mI3hiNPOGs+9csTHL40pyoyVSxlNJ+G4TtnrdCij5ChEohYIrdGiDYKyLlJbTyg9K4nBryWUPYGrwVhBnHriJHASA5MMZtZxo6PZ2IaYPApiE1Bq2MkMfs1TKkUpBXXQTHdOuHh3zJ/4QAdxXXLt5B6yeoNfi5LnTx/nwnrC7tUuB2Xg8KTm8lHD6hqMbipSLYnHkbHQuBSOm4AYR7q1oihOmB0lcEvx4OImr1tP+cYe/angoNtlcrlLiAohYVQFjG+/2KcBmo5AeMV4UjC6V3D/4iW+drXHhQ+8F+40PL5zxFdu3uR5NeXyS6d89GrD2sjQdx2ORgk+V2yKwL4wnEbNm27GtpI8ZgRdIzAYEjwETZCtL30GDB00TcSEyLAvmKCxJyVbb+5zbcWwOxwwWe8yHEb6qaBs2uywCRA1rFtF7AvizCw1cmdtmVtkMYV2Me7lrC0DL+eBmbO+3ymGZn4uZ/deNIrz4OYMxCyyC8vmsDju4rqXGfL59Z+NuTin+X2bv35ZCYRFIDQPRJYxL8sKYZ4X97K4h8vuMQ+czl4vZpLNA69lpRKW7fN8scZFRmcRICMEUj2SzFdtcdZpVTAZW7QSjIYZWZJidKApLd45pJD4RjKdVGQmJU0TbHAYqdCpoqk9eZ7gXENUkTSNOOvYvN7D15KjvSmpTglCoo1klHcIMWCrBq0SysJiOm3cRySijEEoSZIbbFlRFCUqU4wyTd5VDNcTOsM2LMVPIvVR68bqDRKC9Ni6jSFSQqKEwnkHxDb7KES0lMhUkOmEg1lNVQSqWSCGCl+3D4uuBFs7MtPFNZ7QRHSi8aKhrmv8qSE3hqYIlIWnLh3VrCHVhmSQobXBNQ3WO05PZ60QnIysb/YJzmHLBqU0s0mNtppYN5CANK1LJoqEB3dPGAwy1lZ6DFLwFgQG2wScE5Rl0ar8pinltGJWQRSRjoEkatIsa4OUReD4sKCXdtE9jdc1QVqii/iCttr42JEMaXVxvIAoEBGUUOzeLyjGjlE/0u9kYD0mVZhEE6QjyEAIHpkKVNKq82YJpJ0U7xKiCwQvaGpLsCCFhBhprAURMeb/BiXenZ0dALa2tr7l+NbW1jvndnZ22Nzc/NZJaM3q6uq39Llx48a3jXF2bhmA+bt/9+/yUz/1U992/MIVw5EO+KlkZZgj8Zw0kRhBOTg9sRwaSRE8OkCuJZ2uYLSiGUjJS1+ZEScV7xuk5JXl5Yee484K9dVruGnDxf0JF6qG2dYHSKcX2Tk8An2Ztx9U3P31X0OPnqS4vIGUHXYPavyvwzN/dMTGHzGs/FKOO5nRWwmsFhFXd1j7pGa/6PNa6PEgU5hUU/nArAloIzEI8gC+DlTWUtYOuoq9DqzkkSyVDBKDmUlcbMux3w0Np4XnqnVc8xatMupRRiMUtRUclwKCxzQTHht0ycsH/KcvFUxuH9C9V5G/rHj8f1jj8jN3KDYs09PHeG3iYZwhC8/Gad1G1JuU2zEhC4H0osFflwQp6NaReNhWjk1NymDcIwxgHHtooVhB0b9wgeMaTjyUpUSHQOoCzUAj04RpbIGEoa09cqW3Rf7pCzyQgfdNC3QQhMspIt9mMkx4PwnD+xH5yjHl2gpNx8JGZCuRnOqEICG17ZNZeO4FPtS33N18nMPhkC8z5mZ/DbTAesHQBYQRNEbSoFABNhxsrIzwHxjwmoZJophVAfdKxVoq6Q8lTaLZiR5dCbpGoZKIUd8KKhaF5xYN9nwGz1k7M3zLQFCMEefcUpC06MqRUr6jx7IMEJ2181w7MS7Xrzlbx3z20LvFbMy//k4MxnkAahmQWAQK5wUdnzef+TWe/VtkP87GPg/4LI65GFszDzLmx51PeZ5f47zbbnGflwGrZe6o+T7vvFeRaCwiETTW09SRYd4jTRShbvVKhIJEKnzaSs5LIVBC46On21PE5lG6tI1Yb1nbyDA6obQeJRVaJ0RgMq5ZIcF5T05CYy35UBGd5OieQ6sErSU+OISSdPsp6LYGUdVUBBHIe4YA9Aea4UgjzCNgGQ31LKKCAP2osIAMmEwhvES4CKGtsSSCoq5d+7QvBUZKCJrTcUExa7DOc+HyGtba1u3kLE0TKMY1MUJVeroqxbrArAwUBxMubIxQj1ikurIo0dZj6naTNpspM3hnCdIiHsWDhBhoGkdTgVIC20SijLjg0EGBaVOvDw5PmU4d/Twj1G3WTwyOxpccnEzJ0ozRqEtsPM5GpNIcn4xJM4Uu2lIn1cxClAyHI0SmSU2rLlwUFi8ieUexNuoQPRSla78XIeA9pEmCog3kTbYSmhWLVBERXbsXaU6nl1HUM2blDGNkW3YBQNJWq6bVGQte4q1HC4FUkhigLixl4ZlNG8wcefFu7fdNFtJf+2t/jb/yV/7KO+/H4zFXrlzhg7MKezFwYgyHB4LDOhA6hiTTjEVkGgNJ5chSjVeRtZ7gcl/QWMHOTsPk7T2eqEtu7R9Tyg7p3cD9oxM6gy69rQ3kep83C0/E0ZMjvPg0X/73G7w62+Oh6qHXM1a0YZAZVoua8RuHPP/1Czz9SckTa4Fv/NbrbL99xBM/vs2do8c5POpyX2ecdBVJAGsjpw7qYLllppTrAyY+R3oJlcRXEld5ulOP8go7kKCgoyVjFdkJNacP97lyp+Lm7gOe7NxD6wnmo1d5c/R+bnc32Z95NusH3KLHk9wl6+xwf3ULc7iKvtbhINccfFUw6NzGJ9cQcp3D6Yxr96e4To4eJWyjKaeWenfK/jggwwpZXxOJFPdP+O5egXhihecfpsyyEf2dKW/mHU73SrKuoRMFqnLcxdGZaTaE5DhGdqqa7aGhyCRRSw4ThxtX3FwxjAJsHAU2MsVztec/v/gCH+xt8d6Ycm1F8NrlIXuPbXFcBKZE1pRgBwhVoFcHukbwTOgxvPpevpJaTjod3pwU/Bf7BpPXHvKZJ65Rj3ocCkMaITrIiQQpWAsQEkEdFSGCcLApIF9POLaCe77ixeoOxZ7iqWJA0unwns4+s3pCjL9jcOafqBfjKOYN7zKXyqKxXHQdLIs7mR9jPnB1vn2neI5lrqDF6slnQGo+ePg8Izv/fp6JWVYaYdl858/Pvz+bC/BtQHAROMwfW2zzzMuy+S7e9zzgsIxNW4xROrveOfeugbzn6fAs24vzmK9v+QySQNIRCBFxZWCQdEgTTVFWzAqP0QatIohAWdekmSFK09YBIlA1lm4/5/S4xNlWil9Jxfh0BsJQ+4rBKMe6hk5H0BtkOO9QylDX0NjIwcEMoQxpxxBloKocXsBgI4UoKIqSsi4JImCdo9MzpLlEGI/RCqMMzTRyfFCQGEiRyDGkHQUhIGNEP/q9SuGxlaSpW4YAKylmEHykrtpCkASNd4rT01NM0qPXz1HRgRdo1aZ6FtMSYR59bk5yuFsy6md08i5Z6iitJQaYTmo2t3rUdUWaJWQd00rz61ZaX0SFjw5vHUILbPCcHpWtZku2TvAlV69tIoTAyAguMptUBAJBtYUXO2mKwCGEItSeqirJ0oy8Y2jKGq0EQkik0syKiiwxTCcFD/bHBB1YWcvRaaTwp4QQIWu1YKRQWBcIBJq6apWMtcQkbUwUASIR52E8rkCCQOId7XqkQKeSJG0V65vaEmNbf0rq2OrrKIEwkSgCaZ6g5f8NQnbb29sA7O7ucuHChXeO7+7u8oEPfOCdPnt7e99ynXOOo6Ojd67f3t5md3f3W/qcvT/rs9jSNCVN0287fttldEKOk0B0NKc1vmwoBymTpPUNCheJynGrE9kygtppZpOIvzejO7Vcd1PiUcaO73O02uParQ5mUlA7RX3kED7SbPTIVZ/u9jq3fUTZU0R/hHm4D6uBK5sZj48EX3rjAcnzd/ngRkr1/hH88g717ikPv/wYL24OmJmMOI10iExCZJfALNYkX/wK3zt8ju7/8gy/bj7B/qRP2IOBawPN4khwbCDvBlZ7Cu1h96GnPKrovvaAG69PeSa9R9ec0OlOUN+8w3fd+lVuqgt8NNlmu/4yvL3G6H2B2/9J8pH7I77v41u8OvwemgcatXfC+M11/FafzfGM8d2HHCce1+uzOkoohxkHl1LiaodUSpLdhtV7U+LMsnZUYAY1xluudA35xQvsjiK6o/BrEu0gejjNJF2nSR2MDUy7EhlbVqZpAvuyYXxwzPrXCwbDjE8+JRhXHYpEc1A1VBHs7d8ikU9x5/2Pc7DabSOZhwrtImMBQksyDbOORLtIR0hIBG+JBNVVrG2M+Ny9Z3hJvMn/8XCPj6iUYapY2y/JcsfOSp8VB1OlCALkox9vP0RMhOAFdUfxUnHKFybPEbsJ/YPHuVWvcXzg0Ln/lrThecAxb2Dnjdp5bouzfovMxeLfMxbh7Ng8ezDfb368xfiR+af9ZWBh3tieZR0lSfIt65oHPIts0/yaz2NR5u+3uA/zzMR8Oy9eZHF/lgHI81xGZ8zVPOD6TmDlbPx5YLlMzHB+HmfCfmeZXPNzXfy85sed77MM5Cz7a20bqJubHGM8ikhwFm/b+jbCCJJUMp1aTqeW9W6KDYG6saRZxmRcE6kZjyuSVHHl+gDvG6TWTI4tdWWRUqHT1j1W1w1JJnFuhtIK6SRZP6GRHpF6MpNQ1JaqtORdiTGSXj/BdATdvkaIiDIBmbSG0ASDsgmzSU05CZSyYrWbcXzSEA8cvTSjoxWWgEgETrV1k6SJ+EZQ70twiqAsWgoKbylLz8nRmKa2FIVrg3p9y5KE4FA6olJD6Uqa2mNLT2JSbCE4GU8f9W1dYD44ZkVFmkp63Yw0SYg+kChN0zQQPZ1uQlMHZq6mqSxbm0PyrkbKSLfTb9O8rcV6EEHjXVsVPNGKEAJN3bRPUk5hTIoSFY1zlKWnKmuMkiSJASxSRHwTUd3I9ZUhQnl0KjCJxAeBD4LQKIJ1NMETRCREARGEbGMw67otoplnhqwDTlQINJPjKZUNCBHodgwqkfi6LRfQyVM6OqEqmxbACkUUEVQg7SRktaDf7TM5/N3lUf9fCmBu3LjB9vY2v/Irv/IOYBmPx3zxi1/kL/2lvwTAJz7xCU5OTvjKV77Chz/8YQB+9Vd/lRACH//4x9/p89f/+l/HWosxBoBf/uVf5sknn1zqPnq3Npt5uqkj60psLTEdzbFw2J4gSTRaCDZPKp4+nfLs+i6HL3j2Jj0eDDfwRvPEzQv01Spftpr7SnF6cMAnr26SbeV85ZtQK8lUR4yW5L0ENcpIYsClkT+QOXa+8GvUz9eM8i4b10dcC5o7d+7Su71FrjVPfuojfOEFy3R6gWxk6MqIlYJpjOw2lpO6xL1wn+97MGGtC/7/LFi/OWOSdejVksQ6prXnsPZUxyd8uK5Zf88ar8cOzV7F9l6kcTN6+i6jtQaQpN0BnXVLXNuj98p9BuRsXLvKpHMPNVU04w+S25rRmxMef88OD565wdpUEw8i6+YF/kzngIefeIovTreoG8G4Kfim9kxcyXuPeiSy4T3rEtEYTkuoN3u8lA5ZVxnSRkKUhD68mUbWM8WKhswH7GnE1XCSClxXooEstOXjx96yu3ufqy/+B77nvT+IGHbpZFMezuAgZGytdLl88xleDwM2pzlHD2b0dA/XE6hEIqSgINIJASsl0rdFNKP1nCrLS8Upn7l7n/WtWxz2+oSrT/CfTl9A34Mf6l9g1BdcmIxJLbzR72HySOMF/lHwXvIoxo1cIDxcl+vcXXmGN6vneXN4m/+u6XFt4HnVahYf8pcZ3TPjsoyFWMbUnLXFQNV5NmA+w2nerXM2xjLmZVkcyDwomQcT8+DmrFzAMhCyyAAsc7sse704t8UxFoHS/BjnMUrLGJdlbp554HemazPf/zyGZtkY8/dYjNOZPzdf70mp1kjVdb2UUTn7PBfZn2UAbtl3p9PJCD4hVJboI15F6rJm1lhkLshGCUE0zMqKuomcnNbkDdjGY+sKlULwngsXhggcEotQGmjjLVbXOvR6miA8EUEiFSZIRIioVCMICKUJA430kmoa6XYzUpmQIcgSzbg4xdWagkC/mxOpUWlEEHE2Uk9hMnY4H7C15fjUIxNPKjVpJ0c4gQ0Wo0HEVh6/bhqCF/SGGYN8yMHJEXqq0FpRlQ4iSKUoC8d0dsjqqE8tatI0oowkRgsxoqWm31fIWhKtYH2tz8rQkWUpUQZSk1FNK9JU0+1nzGYVtgrUwhN8ANFm9jTW43zAaINvWhmHwUqXk6LENq3CcZ7nGCVw3mOdI3GRLNME5YkSrHeIKuBcoG4quqmm25coNNZ6msbSzQ1ZZkBHVBpBKEymsM5RVZ7ZzJGnGUYDSgIBKSTCtLaumxsaK2lsZDarEE7Q62fUVUSiSKVApRqlDUYqvPPMSksxLTHaEJyAmJA8ct1Z6ahdTZ5qpAgo45f+Xhfb7xnATKdTXn/9d4Qsbt++zde+9jVWV1e5evUqf/kv/2X+zt/5O9y6deudNOqLFy++oxXz9NNP84f/8B/mL/yFv8DP/dzPYa3lx3/8x/nhH/5hLl68CMCf/tN/mp/6qZ/iz//5P89f/at/lRdeeIGf+Zmf4R//43/8e50um+MZT5/ucF+s8HrIOb6UopxBlwHjPE/kDX/w6ttsPniObHbMnbtX+WZ5mXTasFYr3KDHC89usycC+6/e40LpEbXnJGqOnKOWbaVNZSReAQOFzDWdt1/h4q07TGdPcHBPcNjb4PXrI06OI3uval4qbmAmA56nw72nDZe3OmRaEgIUE8ekbDiIJWL3lI37U4Ziwsmtj/HKwZA7X9DUo4rQ04jsUd2JY8vKfYdHsfdyZE+XdJ3nqlG8aRIO/ZcoS7DyvWwPx+i+Q+WfZLiVUOw8ROUlYXWD4z1BEN/kpE4wh9cZ/9pXefJTL9KEqyS6YGxKdmcPqPZWqLYb+pcGFMUh+1GgX9gjf+2IxBWsvH/Azvs+xfS44vIK7A42mETJcV8xVp78dIenhx3Gs4w3ioprI8Fq11BcSjAqwVagSgh15MQ73qoOWPvNe1w4GPLpC1/hWD3DuL/Ovy8ecGl0gxWjeN+ow+77n+CekkxTEEJy8uCU0UnJ1c2cfdHBCUGZCTYSjXVt6l60mseqLl27wulYcpp6uiZlfWsNXXUoREZlFNmm56BOGEdYayLaCLSPSBeRKhIlVFLS0wKbpnyqepILb3tez7/Kviv50PSE9eIUpdrKt/NtmTvj7PiiMTwzmOeJzS1jKxZBzLvFfyz7u8w18m4umXmQc3Z8UYtmca7zfc9jXOb35IzReLc1L2uL55YBgsWxzu6jtX4nbgi+NdNpfm6LbX6ui/NYtr5lAHF+3Ysg5+zvIrt3Ntb857HMJRlswFmLdZa69vgAjQsk3ZRsIPDSUxUQpcYHx/jEMTu15B1Fr58yWJMkRqEjeCsxMqWoLbNxTW+QkqYQaUh0Qlk6BFA1NVK2v4UYBdK3QEVrSbcLoa8JhSQ6iC6SpSkmNUThmY1rVAo6F0QbqceO033HZNxQ1RakIMtTVjehn2YkXtNMPVpofG0RWuB8JEtS0szQU12OD8eUTY1OJXmeYK2nrBuUauNoUqMwucRaD1K1Lq7g2+xoH/HeIZDUvqGnDUmqUQoCMCumZJ2c8WxGJeo2iFgJbOWpiuYRAOpBBF9ZUHBwWqITRZ5H6iZSzCwiKrLE4AiUZcPx8Yxur0On48k7bbaprTzKtrGlSZR0uoam9njrCQ6qxlKWBYN+jk6AKtLrdWjKgIsgosFWnugs3a4iSTIErcBfJ08QMmCtYzapabxvlZZVii0dsRGYaEiEIJUJ5dTjpMCkCSGCD46ybvA2ksgEhUFGhTaK4CEKi5SRJDVLf7uL7fcMYH77t3+b7/3e733n/VncyZ/9s3+Wf/kv/yU/+ZM/yWw240d/9Ec5OTnh05/+NL/wC7/wjgYMwM///M/z4z/+43zf930fUrZCdj/7sz/7zvnhcMgv/dIv8WM/9mN8+MMfZn19nb/1t/7W7zmFGuDNxza4PVxlVoEl0Etog293vslHNwLPrEeGG8cUKxd5/qsf4OW1EXtestrNaTLDsQQ19symJZoOq5dzKpVydyKok0hNRBhNB8FsvySdSMxmgrx5nW9kTzO71WPtQkTiiYNI2VWY+EG+4VIOiy5v4xhEAS7iOgLlAkJ4HlDSuXfEZx8cUJZjZr1LvL51g3sXN5meRk6rhsHkkD999Rt8vb7GN6uLcHGFk65mlkrq44r1IKilQxQZ2+Eyb1f7RP8yT2Qj7EmHmDhMzzC6WuPlLoYZR02GKLfYH3coneTJa/dImgF75mPs3niGN1zGzlrB+sXI5rMp00PFXbvB6t4J+azPeHuVpJfyRjfnlbsNfa+4kXVIlOQVERnXJUcvvcn3v3TAH/nuhF9Rl3j9xYJxt+aOrPlAnXHz4kVur6VsDhKy1LD/6iHqt7/KjVdfZSN5C130sINneGM85Pbpc+S/9XWefGLA6NqTXLx8ka+fKjiu+UL5W2z952OeOY187NIxr37mD/H1/Ar61KEkFJnAdSBK0KsZd1cuMNSSQdBMypr85BAp4djM2MpzNmc7MNxk4hLqKDBVRBOotGSSCoYiIj1ID1mEC9Jw8cZ72VWOV6cJf9AOODSjdxiYZW6iM3fBouGE33H/LGMrzs4vcx2cd27RJXQe4zDflhnRsz6L8R2L9363uS0Cl0XDfh5AO49BOe/c4vyWuWTm17i4H8vib867blmf8+Jall23bL2LrqSzz2gxJfzMbbj43ZkHQ/PxN00R8LVkOnOcTkpiUEQkA5MgSk/VWGSUDPo5Rguil4xWU4Yjg4sOlCd4SVV4VgZDGmcRPrC5OkClkrqpCCFgm4oQIiZJUIkhhEgMCokg1Yo0lSQdQZSBMnhCGbA2YqQiSw0CgTKKRkXKxrJzvyFJBbHUNJXEOYm1rc5IaCIqaNray5LoAk3taX29gqpxqEQSsxJSh9UB05cE5XFO0JMJyaM4EGKk09NEWYGMTGtHU0s0Ch0VvvI4L3HWE4OlsBbrfKs9owQ+WNa3gLQhWUnpdwwQ0THDhFUUKbaxeAuzieb4ZIaSEpSn8TVFXVGUnqaMbeZXqpES6plvGa8oqKcVMUSIEolDSEvAMz6qUTIhBkFTerwX6CQhBElVBZxvldxNCiZXeOuJj7IuhYu4JJB12nIOIrQKyjFIFD1sMcOkEtsEjE4xiFZTpwrYacPJyYzEGFY3+20GGREfGqQE7x21g7Ju91QpgdcBLyOTabP0N7TYfs8A5nu+53vO/YGe/VB++qd/mp/+6Z8+t8/q6uo7onXntWeffZbf+I3f+L1O79tao0pME+g7Sa4l9cQz3rE8fP51rBqj/uAWe8klvlne4qXNnLe7Hp1Jqq6hnnrUzCFDJKSK1e6IbJTy1kBzZAJBKVzZsJloQqqxItLkklMf2O5u0XGSXuEIdSQONG8Kg+1E0qtrvKIDJRG9knIqPJdWZzxxs+LwoMf+qaNnFeu397ge7vPSBG5bydqrDeZmyduFw33lv/DZw19jw1zls5+uWD+1/MeHA25sdLiWTLj9+gFPPHuPw+IKT379lAHXSewq1n+D8ughQqeMXyxZ+dCQbP2Eslfym/csu89PWTsa4mXOlYvfoNFTJtn/yN33XcEqjRKCtJNTVxGlQF+LXNlOyd7KaVbXUFMHZc19mSKFJD+1vGki1WbkxJeMJ0dM3nyefLrKg9cFu9d79J9e442Ht4kvvMTpkeXFtSfYHXYYb3X5ny8Ksm9WpLuBZ7MCgWB2oIhvWFbVbeTd17i58xKDbI//l//vGWafIr52wLab8OrwixxKTWOepb9S8b2z51iVKV/sb/AgLXjlrefZ217l6foKfWG4cPeA961PeX3tMSpjec/+Zdanhm7ScMl5JlnOg2nGKPW4KiCDwCOoROCVgxlPNTXPrGjuqB5ZqqklHPcl69MeN778Or0bkvSRbPkimwHf+uQ9b5gWjdN8Beuz42fXLGuL4GSejZm/73zA8Px1i5kv8/NdNO7zxnS+33z9nbN5z5+fX8eyv/PzW2SEvhOwWWQ05vflbD+XXTe/r4trnHcZvRuDczbm/DyXAbV3G2N+f+YBzPwazts3rfW3xB7NM0e/M/9Almt2DgpmZaCuQYhIjBbrDIOkz8rI4G1NjIJuajg6rBkOM5R2uAZwCqUjWc8wKwqm04Yk0wgjmE5KEBEp26zKPFe44JFaQQxIJCaN1Lah8h7XGMqywYScJDW4yiGDQjpFCBYvI71+lyDGZMpgUsXuUc3hkcfW7p2A0t37pwz666QEGlfSNIHy0XklFTYEopfoKCldQ9VEZieB2aRBoOh0MxBtDJB+9P11IRD1/5e9P3uW7brzO7HPmvaU45nvuRMuLoALEARJgEORRZZUJRWrpZLckq2OfrBlux2OVvjF4T/H4Se/uf3ibrW6o2VLKqkGVbFYnIoDCGLGxZ3PfHLa05r8sM8Bk4k8YIUjHN2ma904kXkz91577bUzc3339/f9fX+BtC9Ic0N15glNRDhFvWg6A7wkwdWOICL9YWffnyQG5yO9forJJcnAE4RHyYASAddUXd2nFkYjSbZXEKNDa0WIEV0bTE8zPWlJlaKfJUggBkHZNLQVqCCYTmq0MuhEkGQGIaBxIKVFSUX0gdhEIoJgBC6IrkL2oiHtC/Igsa1DRYO1AQcE50kTQyIlvrqotp1oGtuVeyBGbOOY1w2pVJjEIJRHaig2hh0rk4iuHhQRqRWCDjwrI3Ah0rQeLSQyCGSQCPU/goj3f4rtW2/+X9j8L/7nBLWPGFje+miDyqc009/mcCj48zTh4XyLszzldDsg9wWpkigXCVoSE0nVOopxj94ooc0kTRPxSpCEgGwVs0RQ9To1e88LeotIL3jMhqTd7IRZMy1QuaQNkXMTKRuPqCLn0yn7jeNrcsKjDwe8bRMmSjPuQ3oT8oNTHhfXqCvP2Z+8w9FbPZ62p7zoEmY7/4ypPeRW/AXJgcV950PulEe8MDZsPoYkfQm/VyNmb5KJnN3ejMprymcD+i/fQIp3sfMHZP3biBu3eTb9L3n45n/Lx9MTviwTtnr7/MXZc/z4/Tv0erAYN9R+wfWZYO9zQ85dQnUYGZqIei5jdiun9REJCA9jF7F+yCJ0i3bRpmRxi3jjVepxwg/SHu/dn9Kbe+6dTplOI9O0xpz9nKrxpM+muINXkPvf4N7GFrvlLosnB1TNM/6Hn33Ez748Zq88oBwNCOMv8rZJyH/0Pf7F8Yf43/s2X731f+R++t8x/eG/4vHCU//gDfq7j+DRdynuHCP37vD05D2uH3/Ii89GfDWtuV2d8pPjhFufu018oUdoI+ci8mYhGPbGRClJS8ctP+WBGdEaSRIF90LB1lFN40v+KHzACzsvs20KNtqKvbdqivsTDkc3Cb2yE/UtpeSuW8xW77Av379cjFcde1cZitWF9SoNxKpuYhnYrBZPXF3sl9u64y9v671fK3hdt5h/Vr+/DqiszudlW66gvY5xWm3r5m713JaZnnVjW57fdWNdBTRXgZjVsSz3u3rMVRbtcp91Yb9fjktQtTXTRUtTRWIUpIVG6oiLjpPTKYO2ILZ07raN4OTAMp+c8cJrG5hUEYPFGCBamkWgDY62tihHZ6pW5LjG4qwiTRVpKmgbj4wCf/EP3YV0ojcUiSbRCU3tyVKFrVpi1AQFyEB7NgfdpeaWi5aqtAQvutRcqWhaB63oUppdQCtBOpQ4JVEpRCkIQqBVxDlBW0asvSi54SWzecVQ5KS9TmMToieIbh7TNCOEwOyswi0ERZHThgYhocgzTGJobUtUAZE4kn6XOeSdRSqDs13KtA0gjaMoIlZZYhCoTGJSRRa7sJSIF/WUMkW2kTDeS1BRkYkEGSKDRlPXBhk0rgGLQylJdpGuvbFdYK1ncd4gyNAa+ipFme67XVYLqnmDN3S/ufmI4MUnKec+Rmxw1Karc5VmkrTQNFXLfFKzmFuyIsFojXUeaSTy0gMmyk6gLSUuOpywKBMIPhK9JIpIa1q8hiZ45lULETKf0Lb/I4h4/6fYtt6p+eK7P6H57ZJKjEjvaOxil0Nu8U5f4RJB6z120rB7PSHrK6KFsIDZHMoYyYi82JP0lOO8FsysRCuJLTSVvLCrnljGKPK+QY0MbQw0XlBpqFKBFqAU1C7iYiRVito15POSL+8K/jzc4MkkRWWSdFsTNBxON/nOD1MmImFXCm5UD/j4wVM2zCk33/hfcH1YMnz5+4TqlFvJmD+8/QPS/GPeOhQcHG/TO7B87puCdm9Icz8j3zCoqcZVFbZ6l41bHne2TbtVohe3uHkQia/9b3hn6ym+L/lABj7eGvDu7JBvv/tzfr444kNxzD947nd5XjiebPdI+n2aU8HiNNBGSLRAtpFKgcoVaOiFyGnjyDONLgx5/xUOrUT0FTdtQJ63hMUOgXsUpzOy0yc4/5T5wQ7/drKHlzNe2QRxZx//4l3eygWHWnLePOXujX/Oe8MT3tyMBByfe/9d3rg74/u14o+fPqCsdnk6/Br8qOVVBC/6n/KHYcr8dIC/cYOPH/5XNA9bPpy9wLc2XubE7fC9k4/5wuCI304E7+mXOJYDNn5+H/XRzzjoZeRvvMrLm5FgRigJqYvEXBHvbfE4BiaHU37w3f/Iby8s//haj5fvfZEP7nyOH0s4OfkTvA+fYk/WLY6riyb8KuC4fO8y62c5VXgZxKx6lnwWGFgOKa1a/S8DjNVFc10IZXnxXn59XTHI1b6Wt1835lVgsDy2ZZ3P8rl8Fvi5Cvitzv+qvmR5u8uxrgKWX8ewrI7l17V1gGUd4FrWuizP5aobsJQaoQ0IiboQafY3Uqx3TCcViTJoYbvSh6Jzn23dHLtQPHt6xs27PUwS6PXyTtTbs0TVpdGaROOdQBpFYgLKCHxoCTUgI2iBiB48pKFjdoXxCOEReIwBrRUL72jazsVaYzibnCEzMFGQmowkCVjb4JzHmK66tIiCxbxFKEEQijwHmtCxx0YhtaCeO/CauvG0NlDNSryFGAKLecVwe4QQDhc8i7LFCE01rZmcLiiSgjRRLOqSylmiCGRJJMiWlhYBDPspg3HB+UkFKnB8PKXXJKhJpCwtmzspWdRIofBREKXAx656dvQdc2kyQQjgfYvuSfCeyrYQwJvYMU7BQ6oZZznBeYxSRAcNNU44zEBTTUokusskCgJfRZrGdqy6TijLOQqJTgyLymFbT1k1BA/nxyVtW3Pj1hZZr0ufF6SkiSLaCFLhXCDRstPMxG58rgZiwGJZNDUqkyQmQUmFkgErHSG2JEU3572s6Oon8f9nPjBXtWaScfbDHD00nA/HPF6MOX4smctA1gb8LHD04RHbraB3MGDrDpT9HoeLyKSx9Hxk13QVjycnLWYnJc0UoY7YWYtqLDoqUiewBpIYkUhao6gFBBc718FUMrWBNgSKKPARSi0odsZ8b5TipMC/+5gXcoO7t83TeUnzgwPO2z6WU17Kp1wf3edr4n2K5GPKo+8TBxb56Cb+4A7F+Ps8f71HUr9M+7jg+AxcVpJ+/nkeHN7hxuiUvLhPPRUM8h7FyEG5j6JADQvea77JW4N9nm5pBvfGTFRgVgf8AnZ+VJOfLdARavMAvzHnbvuY9F+DfO3rLHZyykwhp5C0MEkitYAkRHoIXBuxNpIAjYhcN5oZkdpF+plm46bioE5IYh9/a0wi7/BSE3AnJaPHp3zYLvhoY5fJ8wNmieZpERnNFvzuZI/0do9ZucO/yx6y9RCe3/k9HvQ0PzmOLD78C7w7A32LF3cz9mY/RceHvGf3mYQ/YNvc4uaNWzyI5+QHPXz9AT095RvTv2L/4VuU6jlGW/9rnl3/p1zbUfTcAX/x9EMO/vLf8/w3f5vrW0OehiE6lzgv8C3kSvL7/ReY7w3pfXSfs1PPo0ZgNjStlLjppxf4VSHqVSzHMquxuqCvhoBWF9fVEMxyW10E1zE0ywviZVtlA9bVcVo+x9XXL/v4LBZh3WufBUJW52/VD2edkHa5z3WMziqgvKpdzu9V1+//k7Z6vNUyDFe1dfOyrl2OuTdW5CNoao1JBERL9I4sAyEcJhH0U0NT1/RGipevbZMPTFfXRkiQgca2LGaOxczTWkdeaNIeNK1n3kwIwaNbRfSCNDVE6bHOImSkl/YIVUqRSMygq8SciYS5D7jak6Saum6QUaHQiKhpGksbIrOmol4EbOuQUhHj5XXv9DNaG6wLCOdpmgBO0XpL3kvx1iMjnQX/okJIRSSAljgPTz4+p+ilbOwULMouRfvkcEqWZEwWc7QR9LZ6yAtGI5rONj/VmiSVFH2Nd46ip2kqz8aoT3+r8z/Z0hlSRnzwCCkgdgwSQRA9IARcriE+EDuFLT50N8FRRLSW9HtpBxzbAKoLwVjXgugMW4OQFP0UbQp87WmaBtc6ykVLc5GVJKRi2O/h5pGmcUwWNY214MC5C6E6hsMnC3pFhi6gt5kgTSS6iJQRrbvxNY0jNQaNoGkcrWsRUtBL+h2r5zoRdWo6R14vJSqJJGNDoiSudZi/YTGk33gA8zP3Eg+zb5BMd6lKxWwuGEqPPncEKTmuLGkdMFlOKTXnE01bB+aVR/uIzxXzoeHW0LPTh5+9F4k6UvuuurBJEuY+IjOFcl3M0IuIa7s0O3zENp5SRGQiMYkCA3XZ4pWgFIKdp2dkI0NSLhDJDucfVHz06AG3ZlN2e0PU+U8ZZB+ysSXZGgwZzYe8m7V8+JNbXP/8ADn6Bf/h5wkPDr/C59R1UrmLTuac2Zonb77IS//0eUanU8T8OQr3Lol+jAg3iEhmsxHiyS2O9Ra/OFpA1bLRH1DvSva25mgx4tbffYljF7h21vDswZjF+zOe3hzx6PYuD96D+sySpDVfMpZ3hgNcq+hbSBxEFalUoCcEPnZCOpdIogrIAKKN1FFgE0l0kW2vmNcBmUgG1/uUt/rk1vF0VnH4/hl5lnAWa/7ZfEI5C/zAXONZXzF6vyJ/8Oe4MnJw+Bqmv8urZ1M+uPEevfjXbJgFMh1itu/x792QD1XJ848WvP74S0x2/6+k1/4j/3K2wX8hvsR/emvMce8f819v/Kdsj59j1wU2naV/57f5wq3/JZv37/Pkh4c89/ma0O+xaAWDzJPEyKIRKKPZfHEf98o1/hv9iL8+/AXf/Pg2n7uxhRUAv8pELC/8q0zMcuhjVbOybmESQqwNTy2Lg5dfv3xvdYH/daGbz2rLAGWZDVnN1lk973UMz+q4r2Kilt9bNyfr9DNXnddqf+vCRcvvXwWoVl9bN39XjfmzGJl157vuui4f96pzvHzUeWC0l+AqgxSO6CJDkeO8x+QCEQNKOFKd0FpHGxw0Hu+hPmrZ3isIWWS+8Bw8q/EWtrYNRV+CsphUEiN453AALtK2DqUEWZ7gvCPvWfqDBGkEwmlEK2gbR1t6lDBIbXE+4mtP3UQWru0EwWja0iMCWN9ijO4cgV0ktIFEJ7RVTQidE2zWS5jPLdOThsWkpl/0kIkmTTJsDB0AChA9DAYZtm05O6yYzyuClaQ6Z74o8dahtKCNEaRApR3TE2Kk30+Zzxua1lJkimBho99nUGSI2FCWC6omIpD0+pJsYIh4YgRnBTFIpAKJQMvOfM9FhxIaQui8U0xES/C0oAI6VQgNUqhOAuFi52fmJe2spJ47rHNs7/S4NtykXrRMyxbvu7BOolRXsbruMoWsc0gkeVZ0GVZCdD9dUZEkguEg4/y4QQRJakxnagcsypJkOIAocI0nCAESomxxMSLoakppJKqVaCkJpksB99FjXWfi9zdpv/kAZuMOewz5olcwVwStKDNBddtQNgERDP0bOcpIpgFEiIQmEEJkNqvZf3/B6zcSipczHp4nzFqJmLSkBxUxwqRQGKNQscu7VzYiS0FrQI8NjY5UUiBzgUk7P5ImRjAabcDNS6795N/yucwyzlJ+erLPh/3nKA8+JJwekSTXeSG/hXOC6Bu2rpfsbmteH73Gf/9f1bx1/CO2zksOTgo+GH+ROy9+nd7JhHF+yvTpAaffP+IFKUk+v8XxvZfZN2/y9E9r2ulNmude4llvj56ynDxrCUeB0Uwyah7xavod2HyHQ/5zst3PkV7L2OhnZKMNircesv/x+8Tdv8/bG5ofPzpl7/TP+YOXNzjNv0kl+yQGWglNgDwqggtoIpWN+BBogsf0JEYJpgFSLxAOvBC0qaAlIJVEpJJCaLIsRxSaxbxm/P4zws2cB7fu0NbQbz2vp8+Rbwaeju4ze2Yx5YRb6V2eLiI3qu/x4FSg6k1keJnjvX1c9YDs2V+yz+fxw/8939PvIra2+K36Hv8gb5ALxw8PPuS3RMu1u6/wzvVr7LdTtMjof+01rI+8XwXOU4VJJedG0OgF2cdnmOt7IAzHzvLXkxOaH3+Hnz/59/zuc29wcEd9aoG/KusohF+GmlZZldXF+/I17/2nRJurabSrC9u6ENNqW2ZR1oVYVtmddYUPr1pkl8ezLutqnW5j2WRuWVh7FfBaFSKvhnVWQ1+XbZVNWbfPavjpb9L3VXP8WSBnHXD6rDDYVaBzHYjshLwpXnei3ugkVelwXtIsAlnh0bkEEQmuq0wdAugkYEQgikBdB0JUhCjoDQ3ZQF74vtBpXOg8VZKLrJ686CpUF1lCphJ0YrDW4yoHPpL4lDzTyCC6Qn9aUk1LtEsZ5D1iFanbijxJUEFRmRZtErIsZT4vuyKIGkJwnbdNJSFKzicLmqZBYciShDxLQAacEsQkUvRSvIvMpzXOBRYLx+S8ROsEqQLWzokioFJFsIFy1jEMopJoE8j6mqLQ5D3PaDNFiUh0GjuLlDOL8oEgoMgUSa4ReELjLz7LChF++dlzEvDh4panC98pKdGCzvE2RrzvjOVC8J0ZlQjIFDCB3Aiiiyih6bUaISXBecqwIOaRotfNSWgj0YPOFKoR6EbQNpL5tKGsF8gLhiiGjjFSVUY5ddhG0NaBRTklSshzSVNVtI1FBoERGkdApoK0pyB6BJAlCd5G5vOWyraIXKB1J+YWpqsq/jdpv/EAJgz7vPTxAU7v8GZI2b7WfVHMWUBUjlbBaMvQ11DXUC4CovSIs4rB8Zxb3jO9HzipEh7HllwI3Ejj7hZURIxS5F4Q24huPNFGzqKnWVgGtaMUAYaawSCn8RE57+7U3dSifWAeA4/tI144+SNC1iMh5ezpPyeIY6YyIvtw3Z9i4jNCukBgyMwdmG7x0q7m+DG8+r/7iDG3Gfy14KvPf4fJsyNOZrsU159jogRnlWT745Ls8F0ebd7hFy/9DtP8Olsb2xyXml7asrHzl2z+6BGb+Yv81taf0Lv7Xf71+/c4TiuSIpAngkY7Xh5v8pUvzZAv3eThR0OOZo6R6XN98xv8h1PDcTRsGMdCgc0VxojO3C2RaA9CgTeSvI2cn1rSYbeN1YJoBI2AwktCHZlXgVEVyZWgTQzqusG4nGSvz/cC6MIQg2PDdSXo/XOb3OINeHDKYXVGGIz43OEu2dEGH1VnVNkWvWqAePKQfe1QZxv8ee+MYVkSxzOOb51ycn5I1tPcrOfcGwf+enqTQVuyaQreD/t4F+nPSlqd0RsJYhTUAdoq8GbzNn/33/1r7v3+P+HZ9S/ghOH365eY65qPd35BESJm5j6lS1i32AK/wrhcPq4u/qt+MKsL2qo+5qrQ0lUAanXxvIrtWF4sVxfIS4C2DCJW94FPm/CthnaWny//LbNU6/pZN/51Lrir57P8/lXAYB2ovAroLYOb1eOu/n9dKHB5/3XgZXWe1r22nGL9y+NG+mabOl2w4IzGBkyh0QSa0KCkoreZIomdjb5QJHlC2geVNgxVihRQlQLnG7b3EvK+IkhHZTsBrVLdnHjXHS81mjw1JIlBdnESqrYmWkPiM1QOuECKAS2xoqHIExKjaFpPalKUgtJKhI8EJegVOW3rsdbS6+U0Tc3GuEABKijqRcDFgLMBkyZsjDJEA4nSuBAYp31kEpmd15S1x7aeul6AhMF2hlARk0rSdICQFzcYtmNNkkKRJLrLwJGOwSiSpHlnNJdo8JJUJJ2pWxJxOkFngRAsMUiwASO7hG/bOEK8+F5rgY8RoQRRRKSRuOBQQhB9hBhQUuLF5We/K1gZfPc7Y5KIyCN13WJjdx3S3KCiR0uND+A9SE0XCooRZT39nRSd9qkXjumkJEkyjJDMpiXhIlPp4InFOwtRIJRCJYJFaDDKsCgdiU7IipToW8KFe3CR96jrirpp8DHiZWQ+d9QnlmKYMt4xSAPml64rn9l+4wHMRkx40tvg8EwSD0/JDgvCbp+ZgKmKDIxm11oWwVBGgRwpkrFCF5Lebo7OYX7uOLKRw0IQCs1wK8XkiqGkM/GJ4JtIDJqqCcTW0wuGWeuZzS2DGUx9xTA1iCAQRJp5g98z3CkVejakYZNnMWJufRHz1gwjW6yJvPDSj7i2/RY//+ET0tmY7P5dkkwQqicU85wvfa6lTb/Nj+e/y7D3l/xJHPOLYk7rfsRA3Obuy3eYb3ny3QXZHcGPylc43s3QHlQasWNBJSD/whvsv3QPVTl+xrcp1f+Kv9ooOJt6vmQSjt/7GHu/4u/sbvL5/Zx3w5f40Y1tvFZsWnBixMxF+ovIwkUmLuCnDp9JkkzSk13RMmPB156hlJSJZuoDAyEJtiu8poQgUYIoQCGo6O4ylADhBLkQ2NzgBGgtCF6xncJMJ1QW+oB54zrR7nDtyNJubaFuP8/8dM6sqdkNktut4tnxQ3zUWDflc9MjqvYpb48f05NzHn70Blt3vsBX9/b41/4HjE8N/9l2xulGQqs0zwFHDTypFUkqGMdAayObzXVu7XyN8VxxUHliork+Kijf+CpbT16kMZ7z8ocQf5VBWV0YVxfqqzQVlz4fly6sv65ez1Xhj3V/q+NZZS3WgYnl1y/bunTw1fc+C6gst2UgtwpAVrVBq+nny+NaFeAut1WAs+qEvNrf5ZysS8VeB/KWH/8mQOazQkyfFWa66rjrWJkYI6WdsGhPiNKijUDpwGAo6fUKBII080ghaaxAZIa67vQO2itQkRgdUsJgpHHOdVkkQqINnS4lOKQW6FRDFCRKooToDPSItKFCGYkSmigCrbUIrwilAK8wSmNMgtoQHB+f49qWYC0qdNdZSZCyM1szRpAkkn5vhK/BKs18UnF6VlI2La3tWIDTrGR71CdPJD4GFk1F4xqaGqrSkhYJiNgt+Cmk/YgyoAwYJTDakCQZSaZAR6rSgg8QBM5bqjPPbOoYjhXDgUaYiMcRVAAjiDoSPCBBK9XJDaztQJYLKBWRQpCqhBAABT50zr8RBURCiGgR0UIiLgrFuovzEyEgpCb4QESgNUgVcdQEIQhKk+YKYenCOh6iDp03jpYXdYkkO70+nkj0kfEwAyTCC4ST+CaAFfgQOZlMsdFTh65Q5WBcdEZ1SlDZBlcLTmczgogsbIXpaba3N9jc2cBFR92WtM7ivEeY9ZYQq+03HsAsPreN628gjUDdGXCQa+oQqGygUJJ8qHmWQkxAG0EiBaMsIiuJnkQmSnC0EzmZOcLUkk09TntUFMSs+9A4DUELrO1CID6RRCkwlWRkoT6rSGqPGytcAnKgsM/O+cOp5dXwkO/GCcfiFULyOv/+fY+u54hCcJc36SU/Z4fn0eV13j8K6HhIPilpy1eJgzs8S4YcPX2VR27M+fYfcj9a+q9/lcn1A/KjPlVTc5iNeCCGuPPr2MPAjj7DjHLODzSHQuIzxUnYQmdbND2o87v4DK4lnv6jFuEUz2pF3rkO8Y6+xXtNzqkQ9FvIpEAJyDNBVIKmjWSNYDF31BNHOhXUgMgEMpOkmcRpgZp7fBNIgiDELtwUieA6pkZoifYR6oB3gaBAmW7/svKIVDKIgsqD0QopoUwgFYJNoWA/7cDkToG8t0nrLLqUbDe3cOdfpDUNt6opo/OGnv9drh3/nHdPf0HjXmVj42v80TVDnXzEzx/+Mb97/z5f/fKLvLfxHJONASJTbPUEOkQGx44ZghfaIerFr/JRknIw9SQDSIWkCILpxoi3jMRKDeLXizCX27IGZh2QWK4IvQw81hUhXG7rwjfrQMYyo7FugV3HqKyCp+V+VkW2q/2s9r8KoFbZl0sQt3qc5bEsn9c6ALOO1bjcd3Ucl/9fnYPVa3rVvqv7r9vns9pV12H5HFfB0uXzq+ZEpR5tA8FLZIwkuqsObb3Etp2RHFIgXEKUoROe2oizgcbWjLYKQqyIQqBNZ8UfguuuhQpoo9F0TI0PAWIn9pRSgAqEGAkuEGSN0JH5uSVxGbvFkBAjfh6pm0BrF/RGKceHC6KAtul0MFprxhsZYqtgvqiYnrdE37IoG5q6pao6bxfn6QpQXoiDZWzZ3+njrcO3krbpnHOzQXJRq0dDCybVZAmYrGOQ8r5Cm26utIHWX+rZgNCFypTpCkmWTYMLjvGgs5mYnZUIKQgEbAwgAsOBpsg10ghSrVHOd7+FIVK7trPx58LaQMWL3xAuwJJHKRDIXzpDS4kxGhAIIRHBEbtpBwJRCNrQIqRG6c4NOcQABcieRnuHs5Eo1UXmkqANDn1RbkBogckFuhcRVoBVnFUwmbW41rM5HJEXKSE4ggOtDDJKjEwoXUNjI5v9DYIT1E0LAiKdqDryNwfnv/EAJu6lyCJB0H0wqxixHmQmEQPFbOrY+HjBy/c0tc3xNaR7kROlOOwr6hCp1YUt86YBCwKBiyAvPU+CQNpIrAN1aQkC8lQjgiAmGi8lovTM7Jw4kNi5IL71fW7rP+PWa7f5f137PB8/W1CcJ4TNAVGP6CvLt/xTzMd3ORi/yvC5hHB6RnkT/ijsc5h+C/vNu8StBJcrprXgeGqxBy0H5YKvX9/jC/k5zV/+a37yaJP21m+zeXfM64OSjfMTHu1vUDtDczzEuchIJsgFhACODkDsRcVWzBC155YZE1PP0TRw8JHl4DSQ9BLcSNIvTJfOqGEhBI0UJENJryeh9OjGU4YLtqqKOAlGQh4UTQxYD6jOvTbWgUaAUAJlBEoISCRKRWITqJzH2cBIS5oTC6miSSRCQ2oDYeppC4XOFR5BkkuCi0xqRyI1YSzxQlI+Z9g8j2wttok7EasEX29f4/HxCQ+OayYn0HzvlL3+DsP6Psn5v2HxFz/ne9e/Tf/mq+S9lPNeYFwY9NjQ5op0X/Knp4HBMfRlZJoKlFZoII4ExIibil9ZyFdDRr9Mbf20cdtlWwUxlyGBdf0tL/LrDObWAZB1oGZ13+Xtl/tbBi7r9BmrDM8qEFgd3+W+q2O+6n1Yz+ysY5ZWQcc6cLIcelkd11Ug6Krjrc7v6vlcFfZa92O+ygCta+vYltU5ujwvowXGdAkKznf1eKLLaGvwjaLyGm0EQjpk5ugZiQhgZMZA5CSZoI0eKRUShY+dHsN7h3UB2whGSYZUHpN21ZaDcjjvuxASHpMqsIpmAW6mSBKJi56yaRC5JM0jSkXm5ZxkU9FULcJ7NvoZWhlaJzg9mfP0yRxnI1JCLiUmN+RaUs8dQkSUlAQ6lsQGi5eOxjeoRJJrjY2ebJjRVg4ayd72kM19QyNmBHFBuUsHIuBjBOchdiyK110WagieLBMUfdMBPyFw1lJWnuAhlRqpJTJa0h6kOZhMkWiIwWF8V9HbWVC+E/MGJyBcpE1HhxadJkUqSZSS6MEFiLGrLyQk0OlnyTPTgZ0QISqk6opSCsA1F47BUhBVJMhAlA1oQbAO17QQFSYFHzqwIdAgA1E5rAyIVLBxNyO3CaGFoSno552nTlNZROhqwDkHtnR45wmuS02vKkfTWrZ3N+hlQw6PDlDqbwZNfuMBTIpE2kjrO9qutR4Wju1e4LaUHB4JBl7gzxVzFTjLFLqqyXo1VbaJ8oJ+KpEtCAv4iLAQbIeClYCegWruWcxarIhsak3CRa0SFy9Srmt6G5E2SM6njj0/4un4W/xo/GUe/MPnULLzo7k5j9h5yWtmwRfOHT/+wevMh6/Tf26Ttor8zGg+SA3VCF5YzHhjcp+q2OdNOUDWkeHDknff/wvS7IxX/sEQ/Y9e4k++f8rRz37KV947Z/zKDscvvsGDnyTsX7PIfiSZOhQajCRG0WUHxe57mmZQS8Ug6yP2Co58ZOE8lC3lacXwSSTs9ml3DPNEETOBrCPBR3SE2FOEgSb3Ed8GbN3dfTstUAhSwLoIEVIpiIXC2YALEdlErIC+6kCIEwKnBE5BqgRurLG6Y816gMsV8y2FCZB7gXWRxkdCCvk4oQngvEDawPVTh2gjTU+jleBMBprQY/vagJgIZBW4XpWch5u88uwbjIr3eas64SfNX/Fbb/8ZcpJxv+px024gtp6j3e9T397jTEq2HrZkR+c4MWf8xi2am3uoIPBKYIz8RJOyusDBp3Uuq3fVnxVuWhcaWLaTh19a0a9rqwzHZR+r2ovl7dcBgMvXL0Nb68a6DjSte38VOPw6sLJuDpb7vCrcdRXDtI79WR7nsqvw5dyuZjstn8slcF228V9mT5bn7aqilKufiauqWq8TQK8DUkIIpFAQZXeXFwQBQcSjUkmMiqb2+OhRaYOQnqJfkMic6ixQ1S1KJpg0x8iUtm5xruvOukhbB3Kd07SWvNC4GKjrLnVYJwlaCZzw5MawmEMqMryq6W0LzqtJZxqaS2xTEmOgtV0Vaes9RT+n1zM4F8BDPtTcuNtHCoOIka3tPtY6zk8bjuyUPE/RqejAmIasr1HakxpB1BdjqLpilBvjgkQaNrcyhG7IEon3sqt7J3WnRQkREQWSTqsSxaUuRWGUQMgOUMSgAE/RV+RpSlFIIoGyiSgtkRpQAVTsFhUJOpEIHTvnbh+ItehuikMHlpTq+oh0pncIgVDdWLof8K6fEAAZP2FmhBQIKfAhIMIF4BKBELgQ+cYLqqZjajCCGDxBRrQCFSXBOdq2xbou4SWKrg9VgC4UaRJANAgLwyzFVt3NvVKS7e0RYzkkL1JqBEqmbG+nCN2FDlOTEeL/l4o5/v9aCwas7GKNog6075+xd9Kyv9Ey+dw1wu2MMMx5v4HDyiNbz06EuhlTREnqu5Q6Qlc0DAeuDZRlIMskRdItlDMfqE4rRvOIzgxawDaRSYCoJYtC0POGm1/YYrAhqf+Ta/yV0qjjmpv3F8xPG/7Oq57m2phepbn7giOGV3l2JFg8mhKSIXEz4+nTp9w5+QGv37vGi/KU8+8s+Lj4AjLf57Wx5kgEFts3qZXgu+XzzLY/T/vFwN3hBNM/438oxyTJGHtPc5R0OpNkmOIDF8i6e+z4SmiFQGQCYyG0ktgGohfkA4VwGdbBw1SSJJLERjIgyzsqtfV0xcEUqChIU4XpKQgRAqR1xEuwqUAK0AicCwgjEHRfRGE7QyebCoIWNCGgL76AXLBeGMk8FzRJV1yx10IVAy4V6LSr7TF3ndYmFyASSXk9oaX7nkoJhYskC8+ZgFRKzFgx3Bix71PUQDD5/AucRcvd/+e/4ivHp/y3+ROeDp/Q+Fep8CRPLIuDB2wsjnipaRiJY7573qDSU9JX/h4Lm2IrT3XFXfpq3ZplJmNVA3NV/SL4VQHr5eK4vMgu73NVxhH8KnC5XCTXbXs5xqsWxuUxXfZ7yQxdlX11ORerTM06dmh1LMtztDrHV4WpVo+/HGK6CoxcVodevnbLFbiXQc6qs7H3/hPGbHU8UspP7P/XsU3rGLHLPlfB5GXRyXWgbfUxsUNGboc2Os6aM6JyBHWh0dCRpJeS5F2WDEKRJAZbWsqF7+oPLRShhFpZmralqTs2xnuNBFppwWhMktCUDiElMulMQ6XUGCTVxCMUWFeTDgSlKzkrW8qpJ8kEWSZRUrKYtYToqRaeYFv8oECqiFCapvYMRgm+ATyMRxlHxyfs7BTc3t8kyzReNEgFlauJKiKFwlYSmXaga0sOsY0DL0C2uMQjpSCXhiLLOK/ntD7QWEemLtgM6YmxS+VWSndus1Ligyd61ZnijTVKRYgt5QJq68jylHbhiSGSDCRee0KIIBWC7ndSxq6gpb7QhUTfaYpC6EJvsou/dPWEhOg0SaJjcPAdgLrQUHc38gGgAy5c/FdqgckU0gi8j10kwcXO2l8qoozUzmJip/uL0RF0wPoIumOX1SXrQ8D6GhEC0qZdhpe3CCFBBJSJ5IME5z06EwzzHCEi/iL0trsz7IgGTj71XV1tv/EARtBd+CxE6uOaMQlsKe43kmsftdy8JnkwkTyIgeLxOS/fLSh0n0UtqdtAeLJg91bgTI26VLUIoQ6MpxV+JimHhnSk0fPARiXQLpBMGgZKcLqZ8HRbM1Ee90jxdDOjFoLtJuKrhPOnZ9z4lz9mv2z5SEUye5P95yHLGnoHU+7rLYrf3qX9eYM9Lpk3geNBwbOnsCe22PtSypsf1XygdiiN4b2NHsc3R3izx7P+N6hGCiMEuwbEVsFfZPu4FIyCYREonIB5Bx5cpyEjNRA9BA/eXYR9VFdR3aeCRkIjBWmi6CGgDJwtHEkLqVRMbSAVEl0IRAJY0B7SCE0EJwAl6CdQFHBaKVwdyHwkKoFKFd5FhI3I2Ln51hJKGcmkIPcK0QRcjIRMdvWnJGgi+akjpAo/UAig8YHKB4pMMQigbPdlbUXH+maRLqVdgNcCsWUofERXEV9HgoJRq5ECPnKRd/wDatdwvvlVNsfwvc1nHN66RrR7uLOHvNjs8sWfvM24/SFKj9npWdpwTKi+xuY1Q1oLzs8+LTy9KiRyuTBdPv8sBuGyrYYxVrUzl5b+q2Dpcjyrx1n+u2rxWz728uNy/5/FbKyChNU+PvWdXjruuoV9ldVaxxKtC/esO79VD5pLtuQSwCxXo77cfnl+112vdWGsy32X2blfzRRaz7CsuzafNa/rQnsxRk4eNRwcz+jvgRMtIkaiBKUlSnlinJP3DYuZR0lN61pC0LS2Kyg4P5+gtCLqiI8tMqS0taUuWwb9gmIg8RrOzmZkWY6zlkwmaCmxle8YESUo64bTw5LRYECoPZOzFluB1glCaMqFJckyjo9KCBpbWRYyoFVEagtO4EqJloLzs5LDZIoFzidTDBX93DDcMKggyTODygMqKmo6vUqMAgJYDNaBCwHaiJSCve0d6qpmnAwZSji0p+Ac2kQ2NnLm85ZaQiAStEeISCoMYC6uUaSqHdELjOm0QhA6QaxQ+FbQLAK9ngYRiD4gY0LieqQxweSeRpdUrSXYLj4kZewKVUJXhZsurBSJiIt//oJNizFAlITQ/SZodVHTK0RU6ECM1JLgPVFElO6EvVoLogLlDcFG2tYjokBpQSq7cgHWeozuvH6iFeAFke570rYN3nl827FUWc9Q1y1l1VUjL+uSxBicjZydzsnynLpurvz+L7ffeAAjJ47N7U5E6nJNvCZp5y1iYWmF4s2557i2bJ86Nn78jN6bgem9bZ7lG+jMsH8y44WXWh6nOdO5QFUBPW2Zn5/zoM3pzyJiEckEuK0E0VdUiWA6lJzKwLy2xMPObbL94Cl3388I25L+KOHpn31APi1xSYqanvH+zw/4xlZCkTSUleFnH/Zwo8jNr6Z8+Cjjoxg5Cg2m//tU93L+u+OK+3cCeT9jdLfHwiuak5bJrOHFbMotGXiyuM1BDferGeKDhjtnkl6IfOUL8NzNj3ireJUPDvo40anUOzhOx8YoEA6InRPxjMAkjXgRGSwW3NjKab1gcRIxZaDOOqBRhoAMknwsGY/ANILadgDJxA5IWKA23TF7RiFtRPju+IpOAxMiBHGxn43otvtaRi2pBF3dpdAp8UceWgUn1rFxBsKIrpR9iMS5J5Vd7Q2RSHSgq/GhurBOAKQFbwOpFFRFR0GlAfqpQDeAi4g248OtM777/mOCukP+3Ai3FXj/2TNO1dtUXvK7X/4G9bPAx297gryDYY/mPGc+EmwljkL/8q572eH1s/QPv45BuNzucnH9LG3Hch+rouBlQLW6zboqyquMx7qF9LK/VdZoeaFfZW/WAbR1QOiqxXr5tcvtludlea5WQdjq/svlGdaBhUvG5KpzutxvtRljPpnXZdZseZxXHfdyPpcB2+XrV7Fqq5+vVXB6Nl3gTWDuFsiLsIUSmkAALFpLIBIDVLVnEVpCoxEqx4WW+aJFKUXaF5hE07YXZooSzqZTivEGaIEko24iadKnKRtkT1M3NdIFonY0TeT83DE5OyfNE9rKk2UJ07OW+bTGtgKTKMpFZ7bXVi1np+UnrIUy0Otrbj+/TZgG6tigchgOTOdJUgbOZzVt48kyQ2+gybJAQDCrG87OKoosR9hAtfB4usKDm6M+D58eU1YVRVqQphrhICsMo5Eith5fqa5atoLoAkYn1JVDEDqPE6M6QWvSMRHIrno9SuBjF16fnra4WWS0ZS6uV+zYDNU53gYvO2ZIdwkkvg341l4wyZLgA0J2gML7i2wkKboSLxoIESEFBoWQEoLCOQ8h0iwCtr2oVRREl/iSCuSFwZzQXWRKeNHpbqLHaBDELiNLG7z1KJ0ifMcahWA7I0Qioe2MDMvSIYyinDc0bYvUgtG4T2YyinyAc4HZ5G8BDADaQll2qXqJkd3FGWeIUcYT7zk+OeMrg4LdTDK9vsO7MnASc3JR8fnNAza2ruHTnI1hC/clxjZ8nGScbo0JNTRlxW6oGb3UJ80NzkhqLcFC+swTnrb0hGQxt2y99YjDjV10HHPrcMHewRmmOsU2Em9GHIge0Qcan/DxbIOpGpBNAgfK8NREZq4lKsFe6DHQjkfPImfvzWiaCe3RmOGrA164l3HwSDE7Llk4TbkXmUvP5EnJjRMF/YyjfuBoX1PcuY487uK2MUBwAgdEfeGHBCjdAYjGw3nridaTO0nRJmRDgU4F+VjTeGg1WAm18KSt5fp9wS6O+X6fRgjEhQ+MyATCR2wDaEiTLh5tHKgq0DSR0kYul0wl6bwkJDgfiRZEjBgfO1FagLnuvGT6XlyI3CJeQRq6O5LWRKLqtEsmFdiLeJkUXYhQ0jFFbYhYB/0IHoFWAm3AK8EtfRO59Y+4U33ITRZ8q7zOg0eH/DfOUPRfopxK3jlNuXv9H1Mkc07PSxatpvfdQ/pqi7PnhrRL2pfLu/dLqv+qxX+d9uMq9uCqtrwgrvaxCoxWQxurd/qrgONS07G6eF8CgKu0GetCT6vPV8ewCgpWx3PV3zoB8zrgtHyMy/EvV4C+/Fs10RNCfAJk1s398nEv+10+zjqQupr+vnydpZSfgKDVvpeB27rrtrz9J3OhJE3T0NMBqcTFItYtduqianRT2c7ETGtk1AiZUrWOqFrSIsE5T5pfhDwlyCxQFJBlBboHi6oiekU191SLEza2cg6PJ2itMZlEp4Ky9FSzSJYrbBtYlI6ystRzR3+Qk2aS1jaYRDFfNFjvQUNWaHau9RnvZGS9SIwtN0Z5d+PoIq11nJwtsAt47s6IUZpSHQdE2WUUzGYVDpidRORYkBhJ1tcE4dFao9JIGz1BS46mM4wwCBUZDBT13OEbg6+hahqigjQ1eCchSFwMRO9IjOjYj+gRsgtdtS5grcO5iFKBa3sFRZIRCFTO0niPdy29PHJ03tVpQkRMDnnvQs+mRGcuGB1pInHWAQEpNEJ0QCMKgQ90Bnymo9tj8PhIJzIOoGT3WxlcJESJI3ROyUlC03bnL6RARkWiNT52uhe8QKHRTqGj6go1WoEWGhc9EsiKlBAdRmW0tmZRlt1veZTEoMiSnPFoQK/vmUzmVPZvjewAcH2FzgQyCkIBfqSIAhyR8qOS2wc1vUXk+M4Gj17fZtJ68mnDtfl9Xqx+RP13/jltNFivaZ/XfHyccmw7MSg/fMbgwznm1oi9Gzn3Ekt13/LssOW8lNw8PubDmWMzGzM9PyX3FQfXe/zdLcNrPEHqjxE8Y9bkLMQW6XafiYp8PN/jiUtQriWOEh6VkVNqWul5UeS8QYV6tyYMN9l4pU8zrThftDQ/nJE7Q2UtH71b8mg44oVHR/y934rovU0igfttSXZ/wizd5mF/C9fXFC94aqPxNTQVZDFSnzZsftxyc1jz9uYOKoCrAsOTY5L9fXwqOD+Z87yc8nR7j7nXqDqg5oE4adg/akk3cu5v5ripw+QarwVOQKpBZoLQGXt2IaZO3E4cSJIexHnAzkMn8LURMQsk6iL766JEgwgR77tqsd6DKCMxQq0FQgt0ABC0CTjZaVvwEBcR4QNWQmIkSnU/6q3uQI3urByw6kIAd6HjyUzC4MvXcc8P+Nwff4/pD07p3clIxg8oaWgmfd73AzZsAfdG0KYMRB9rFJOZpH3mqatfLhrrijauFmW83HaVmbgqS2l1Ub7cf7Utb78KYNb9/1J0uswUrAKg1SKNV4GsZWbhKsZpdZzrAM3y888S866bk3XjWn1v+XH1+fJ1WB7buqKR6+b0ctzrwOAyAxNjxBjzSb+XYNcYQ5IkKKVomoa6rn8lpfyzjrsK/gAa33ZOuxd3LlorpFKE6JBKIIRGCkGuujt223ratiIKiY+exjqIgsXCYYxgsNFDyQuWQSoWZU2MkbatEapLUfYhcn7WYJsanUCSS5BQ9DXX9gukidSNZDgy1POWydSysZngoiQGQXtdIYREJoKiZ9AmkvclwbW0NYQgqBadF4syijxPGY7AqZKZj4ieJiYp3hish+mk5eygoTyRKB3Y2MjYuZ7QG3ap5ASBD4rMCPrFiLpZUJUNIUhEiGip0PQ4O5vRJAKVgjCRyXlFayNuO1DOHcOhZryZorWibiy2bTFakPcSjBIs5h374KQHEZFCE1owQiKTQIhdskVTCoIPZIXApAIpE/JE0VaOwSDn/LRj03zsUteV6vxq+MTs7oItCgF85zmDEJ37b4woJUi1wdURo7rrf6EAg1aioyKI7nOUiQwjNCFG2hCpmhopPMJAkqSAphgblBQ0lUOJgJQej0EIiTYKay2np+eECINBAZzy69pvPICJdJqHoEEnogtJ2IgJgv5mQbgx4P2siwvaOpC2gbFM2N99jnlxj+RQcNwzPIqGaSKYbAVEGwnfP6b/5hNOb13DvLTFYEtT7DakAtRjx+6ZpZ2dsZgLio1dNrNNHlzT/F614GvTD9ncb/CvbfFv72cc6hdodjb5rf885Sff0SRbKSKH44WgzBSViJw/nbP/1HM3bZnd7vGL3SG1FIieJtlP0W3E1Z6jaaT86Jy6rtmJBV+aHRD+qM9OlnEiBPKsRp1HDn5W8aCCsLNAf1iSfX0bNUjxi4Zf/PgJ859/wH/Wu8Po9T494YiVwE8rNu4/pHQpMhc8m9/ndz/8v6P/2b/g5/5l5kFAppC6YL7Xo9YS5xyP3rvP5+7tQT4kVOBkhLT78iQSxmmXHjkJElR3zVwmme1Eyujoz2uKeaQYFdipwJ5HMIIgBVJdxJh8RATwLnS5hHWnwncS2iZAGzAIlJTEFEg6kVsTAkoLtO5ArhARbwRzA4kQFB5ciHjgUE35SfmYxXSXH770HIPjv0D+omD4UkvrDzkZlrz7+Ccc7UgqGdh98wmvXXuB/Zd2OU36LIy8YHjcrwhr4VdBybJr7roMk2WtxOW+VwGH5cfV19aBh099f2L8VPholZFYbZ/FsqwTla4Ci9XX15nUrTveZVsGUstgad3j6tyshpmWj72Opfl153AJ/pa1TJcgY5X9WT6/1XEvz/3qvF6Kh9ely6+OefWcLj9vt14Y8/j84y6LRiiEBCk6MahznhAdzseuVIATGKkoUk3jHGFgUEA/Tbm2NyIknsq1nB3NmJzXLGYObRSDzRQhJW1jCTLSOIvUkVFPM9xMMJlAJZBmnU9LWTWMtkzn9qoCO9cKgpe4OlL0FMUwwcdIVXnm05oiT+hlkqaMRN+FV4ySjIYJSa5JUjBG0lqHd+CEZ163uFmDD5CNI7fGfYSTCKuItYQmY3pSdpW1tSS4LrxdNguSRKATTfAC1wisFSxmdRdmqxyhtvQ2NaMtTZZ3OpWil5DrFDtzqNx05QzMhUbF+Yv07kCeZ6RGIbRkcl5R27bzhbn4C0FQtzCbNmzuJmxtdVWo29pRVxHbVITQZUxpI6kWFVomHasmOiab2FUJFzHSSX+67CMhBVrK7rfQRqqJo0gThOzAs3OhY8G9QGqFSiXOB5y1XQgqCqQxBNmZ4jlACI+QnkXtaOsKJSExgSAkUmps2zKbTpEywbaWtr5aA7fcfuMBTK0iRkSkFrjk4kubiC4zaZzgjSAVglhFtJSYgaZQcNIfcJRDk8L5PCDKQGgiu0eO3XPHw/cbHt3YYjxO6StBZluKsqbOE3bfGKEftXznnZKTfs2Nr2xxdtYgfjrlxvOerJzx7Gyfn11/nQ93c07dnM99eMjm+wn7X9vhyXnGcYSJ9si5p/WOUW3YLFIejVMWJkFVESe6hRsRCRJ6qWYUwec5R2cnvFDP2L/R8N1fJDC/T5lKciSpj3ycCR6fnzP+s18g3Qi+9ybPmYLHMmNWnWBO3+OvdlJe2/sSSdHS205Jn3qEvE42Ezx5NOVBKHnYbrP1wKN1TZYYXEJn5AfUBB6Xp3w4+YC9P6341h9c52gw5smZwgKDTJBYED7ic0GMnYC4jJEP/SkffPdPkacZf+9hiphb6pfGvPT3r3F+d5+zY8n0uPtR1VrSGjCpJEl19yX0nXMkAZQTRBdQXlCayLv2kGKuuTEaYDcLvKKjfyQgBTZERA2pj4iTBU0BT0dzvn/+gMGjHkfPDvivhwV3vvFP+Xrl+cqg4rucM3FPeFYUHN08Zzf2efsrO7Rtwu+dacbDkrNR0aVVrlj0fxa9v7yoLm+/Lrxw+f5yW9f/ujDHurYaMrlqkV4FDMuL62pobHkhBT7F7KzOw2pG0PLCvwq8rgIWqyzTOkC0PKZl0LjMiCxrT37dNVvWpyx79KwKdS/nYDVTaTnNfvUcL8fhnPskfHe5zzrwszyHy9fxl+cOJDUehxYagcT7gHW+06IhGfQ0rvEIcjLTo543nRB2ICjSwFnrGGQZWgmenZ1zetZQnjvaOjCdOnyoQSj64wSURxlNVXmSTKF0dwOTFwqdRrKeYDELDIYpSgam887IMi0CSkcS0YVDnn68QEnJ9lafJE9QSbeAR6+JIZKaznm242gjIoJrHFJ2NzdedP4qUkiEijgcIgOTgHCRnskoUkdjJdU00FqYzx2owGC7M0N1aHLTuQ9HGxEykqWgtSHQaXJU0gFAbRKkVbRTQaL7uIVnsigRJtIfdKnDMXiynkLrjk12TWB61kDQJEk3V4Euk6ffUxRFjjCRqrKE1qOkoq668FTdtMxrRz5S5MOMYZazWJQgBG0M3W+e70KGTnRsNsQuLRNBpLMdUVLjm64cgggQg0eZhOg9IkJQgbYNhFbg2w4I9dIcqRXISFl2QDXtCxZti3eRXmpQymIbC1pgUsVg2Cd6RVNZbGv/Rr9Rv/EAxmYCORToTCIvcuJdHRBVZGQUvShwbWTadBcyKSRlAFcGXBU5P1pgnnm285yeFuypSK5bfpprxMkZw4dvcuPslC+enaPi5zgdvgTjbZ7lOQ/TAc9Xiq1HczaeHvF2nvDDu3fwd7a4/6eGH8acuW/xT46JJ+c8+nCTA684GcJCQGoklYgEJyn2+kx6CtVXpFGABWVjV0+ijRRtpLCBpCcZb2TsfijYLOc8unaD+qUBpfPEaYksG6YDw5OiZvvH77P5+GccJRnjdpeynVKPCl4vCg7HCz7sQVa2pG3Ovc2WF17b4HB/hEBimiH7j3u8uXmXSZuw8eOHuM0dPr9tObqteOBHTI5Knj18wmlxjth9CfVnz/j8l1vkccGHWtHrd8XaSi2RFhLTfaeOas9HhwecPfpjbh1a5FONtzfZPPH4n7YkX/1tbv6T3+Won3B84LBzT5w4mhgxvQSbgEwkspBIJUliRNQR7wIP8xkP3v2Ar/zomK3ncw7/zj/AIrEh4OcL9hYTTrb2sVpy88lj9H/8Y3769AFPXmmZvHaHzfOvYZKC86Th2AsmG9v8zgstRe85/vzJkPncc7Rzhmm36B2WnM1KHoearweH3hGcq0/fVa+yHFdVbV7ViCwvZlf5mHxWqGn5+KvjWV4wV2sNrd7lrwMVfxPgdLm4L29/2VbPcZXtWRemWT6X1XGs6+sqJuSz5mL5+qwDZuuA2+U2WmuMMZ/KbFqd29VzvCoEdAl8Lj87y5qdVZZrVbPzKeYsSFRMwAlscMTgMZkkSRVNY4lOYNwAJTNC09UTar0Fq1EhYXPUZzqbMT+ZsahbZmeWeh6Yzyp0qtjYLlBpwIUGbyPltKux5Ewg9jXWOwSa4CQnz2qq2rKxmWMbCF6QFxmNtXgfMMbQVg3jsSZLEzSKRKiupIvvHGwknb+KSQwhgm0dtgKixEWL1gJnHTFKTJKAkujQVX0+PqgASXEroVELWh+wWuHminoe8d6R9ySVa5nbyHlouppOwpPlGicC1bzF2kh96tCJZLSVELSANqBtwF2wcrGVVI3l8NkEFwI7exmjTcF4I4coqCswyvPk6RSlYGPbYJLOgsA3EEXn14VxgKRqA+UioCKYNOlSoGMkhkDbNheATVPZGq0FxoCWBh8svcwAgqZ2XcKD4JPweVPbTuDoOr2MSenSU7XD+RYhDDF2ImKZRCbTKS5218BZT29kiKWgbVukF7RNvAiFBbTUaNHdRZ6cnHN8dI61f8vAABB7gmwgkVIQ2oiJkS0V6WtBrKFygVnd5e8nqSL4iHARVXrmT+a09w9Jih7N8wlb+xkxVRwfCPqnz7jz4H2u12/TAx6rO9Rqj8OqR5UUHElFcB4+fEDv8Izz6xnn/TGnTjG9PaL9Zwl8V1I8hXxjn6ne4C93dnH9lGAgSoGVgFUkJV1Z+RPLbpuR9A0L69mIDjeL2OMGhCD0DMwjmZHcev42JzZwqg2LCE4pzJ5hYhyVCGx+NOfrVcEgv8W/jT9G8pRdN2buH/Cl8U3+qLfNiZLc3wz8w+B5zk6xxSbuxHBgA0WiUDc2KesFr5xPeNzvceBbvt17yN+9MeNPp1/jp3XG2d4ez+oHFHLBtS+mkGleud3yYs/xYFEgmkg787AQOCMImaAXJZvtiLn6JnuLP+Mgf0hMD7ine/TUnJ7sY8+/xXE95Qey5p4a8sKuYWIDZWtJWoFYBNoAPlEkPQMjwWHfcXJa8dWnG/yhfpv569/kGMXs6IDz+0/4wv3HfCN7k3/3j/4Fh6bHi3zMk92n5A/vc+Y2qZuPmW68ghlvkIxTGAyoYsF9NWAnBP5h/2WmQ8dP3I8RHx2hzzQxaMTxMbk6Y3M84Ad0d1affD4vFnEp5SePwKfqG60yDutAz1WL6DKAgU+7sF5VxXlVBwPrGZ7Lx8t9VsHSuv1Wwcuy8HT1PC+fX3Xs5fEt97HKlKyCpXXC3tXzvCpsdDlvy/O5ei6X+19mKq3LKrp8vgpi1oXu1p33KjD5rPDT6ufml+criFYRqi7NROqkS/PVDi0gSEU592RCUNkZrXU0zmOEZCMZkWWaZycnLPyCLDc01tMfGW49t8HDBwdI3RmyISMCRZYL8usZo2yMFyVm1KIUtLYlUwlVGcl7GVppqllDmioW8wapJWnWpV4n/W6+sjzDVQHfNhiVY6uuMnZSKKQSNE3LYtZ0NZYCGK3JVIr3Hk0CEiIeVCcx0EpTV5GmDbgmkCVdBepZOUMLTdIzuCbh2ZOGpA9nz2YkKmFjyzDcNNRtxXRao8iRWmCtY7Fomc8siVbsjHpoI/DOY60nxIjzkbZWCKlwTtHr9bpSDRjqpsU6S5Joir4kL7oSDeWiK9AoVWR7NyMRBkegdt3NRruINAtHAGIWyPZTPIGmDmgNWmmCdAglqUtHteiqigcXkAjS3BCFoKorMCDTrnRCbAXltKV1Ahc9vbGiV+RdGK1yCAUm0bhG0i5qdBLwocV7SXQKrRTtoqG1dcdISU3TOlofUdrgQ8TolNlkvvazv9p+4wHMYKDopQJRRnrPLDecQ+aa86CYtoGyCsTGdwKmNpJoiRHAImCPamZDg37FkN4CfTciFRQDxZ3zayQ7cLZ4kUk+QuxtMO0XMEqIRjKNgXxnRO/eXT62mrdST1JLph+cU19z3LhRUN/q8aQtmGSGhRgSjEZWnuAEIhFoROdYXQX83Hal25uWGCM7PrI9aZg5xamNzEXg2uxCkJcrZD/BGomWENpA3VjOsFhglBheyzKGgBrcZWOWMFM/4Gm/z+fjDX7+9DtUacbpzYJr7wa2X73FjQ/OcK9IpqNtTh86aiVxmaB0J5R/+n/j0ejLvDx+jtfa7zNuUp6v7vDjeAMzzLl+kLH70QE7f7DDYdzk7ZMB22XL0DcsvO7ozgDBAbOICZF9OyQxX+a5/g2enL3HPftzrD5hZ2+LW1/9Gj94vOD++X2e1jVfPt3n+sKyoSRpJlAy0sdSNpY3nSW/s0m5M6SIBV8/77GXHPLFm5q2OKJKLfPqlMEP/yX7acnRN36Ho2zEtDwkdVP++oUXqN9/h9+uf4GoAw9v36PdH2HTivR7B1zjOpu3Mx6nKYlWvHzs+fz5PWx7zs8+/n/wdjUhOX2ZYrPP3SPDraL85LO5Gh66XFyWNSbrsl3WtdUFfPW95ZDBMutw1TjWgYN1jM86xmXduFb7W+1z9RxW91kHsJZfXw1xrdvm8hjrFvt1bZWVWQYbq++vAsdV8Km1/qSPZeCzDqAuz9PqNVn+/7p5WZ2vVXC0LsyGoFOstwphIiIIfHuxuFpP03p0oqj9hCC7cIMWCdu9bXSUHB2fcTqZsn97E+c80/OW5+5solTEhR6TWU3TCKKjC8/msLWnCM2Upm5JlcZHT1IIegMJynSGaNJDErE20LbQTFpG4+53Maou1bteVEQnSUio5i0hClRqCK4r7EgUuPbihrD1xNSTpJ1PilaSKLhwz4VUm86PZAgoT38kyLShPC4ZDFK0kQghmc8cadTY1nf6uNaxESKplkSvMSqlaRxEsHWgmnlcAEFLEjRiAGmS0LrIZNZgBdgA164N2L+ZkRaK6XROlipC9AzHOdOzCtdKYtRonVxcS9VlNlmPjbHTngRIjUBniug0rW05O61453jBSy/sINCcnzdE41G9zoTQIEkShfeB4AVaKoKNLBZNV4BTQ+Ut0UekNyiZ0DqoG0daK8RA4L3tikZ6STVvqJpAOasxuaS/0ZVTCLbzF7Pe08vTLkRmXVeJQWq8b0mTlGs3+mS9lHdOnl753bxsv/EAZnMU2QiBwkeSvmC+SKiQOCFofeg8RqTEtAFVd+XHe2lXXbPpBfq7Gb//X3qGw2Pm74x5WvVQL8HgxoDT9zc4Pgwo3Zm7CQ29XDIrI/O5Z+PWCLk35PHRnPz9Z8jW40/f5/bkjOs3x+jebd6v9rFSYLzAyEgpOwFaimaAwDYeKwQyNxQx4E8rbFWxfXtImyVdnFILsjZCqihDRLkIc0dTKOqhwRcSNYtwsOA0nfPqbM7XXwv8eOMNJkKxO7uHf3KHoydv8RUKbPgDZolHESje/xh59hHTr3+J8b2am4OW46HisA14DQfDnHc3ezj7Pr83UmztVJxMrvFjt835KPLEz7gxPaDNrjGtGyb9gtAzPG0MRR/yQYV2Cf5ckwBJ5WnLwEbQ9Lev0S+2eflgl/TsFRZ5j5Prmsz0eDYe8XE5gcfHjB+XyI198oknP6kRKWSZ47Y45PS9NynfmvH43Tf4w43b7A02GOQTBnnNB395in6jZuPOPYbf/ju08ZjvX/82p9Ih2/eYv/VTXn3x6+x98R9TPP4Jzz1a8H++/oizdhfxzpTw3SOaU8/O3i0a9imbwO07kuGLY+aPW3ZufY3vxP/Auz/+IV+avc7NyTY3zDnwy/DFsnfI1XfIVwOUzwrbLPfpnOvSQVeEv5fPrwIRq9uuYzpWmZ3LtsooXLZlTcZqv6tgYR2jtDYEcsXYr2KZVlmSq0DA8vhXQ2jLwG/53FdLAKxjlS5B1+p2V7XVa3rVHFy13yVYWrtf7G4eFgsLIpBkBq0EidEIKUgzgTSBto4EC9HBZr6BCRkHh8dYGdi7MUYqRzWrGI40UbScnnbFAvtFgRYNxECSaVTmMaknJIGkrwmXImedMptahASjDaenc5zthKrzqWdzo6DoKbQBYxKc9eChSHOMSDhdzAkRlIjgA5HOSdjojPm8ZXJas7MzIE00TtSopDNri1Himq5GkRMBLSJCGGwpiCLgbFeMkBjxwZEVgunUslhEpJGdSVvwNLalqQO29jjrsSGymFjqmUMawWCYkBeGJDeUi5ZybpHSgHMo6cj7ILVlNmupa3CNxTmBINLv5UzPGvxA4WNgdt7SusBorInR41QHNn0QnSeNtQzHfUabPfJRYFZZpoua6D15nnB22kIV2NxV6FSRmAii0//VbYtBUjce0dDVodIZWhiCjzgZ0Ao2t3KyAqxrcK7TGjWt6+o2NVDkGTHxFHmGDx7nOo8ZkxqElsTW0jaeuobatl0FblPR66ekyd/WQgLghduHZKPA7EkPdyRpJwq9iPhZoK09iRSYpFNTyyaQXfyGHGp4fPyIF9+Hjd+6gfgHkXogSE9g0ESaDOJYoBtFVXdhpzx2Aqa28iRRXFjcg2lT5GjItG7J05c5/HrBUyX5wUFG6VpUiEQlqUQgukC0jr1ByrgJ/KJ2hK2UzVaSzy2nk5r00YyNec1R3mOOghgJiaRJTMckqS5c2TYBvXAkLqIFuFSw9fZj7pw+Zj7+LU43CqwUpKOMvTxnyxYcPviIWnhKPP1in92dLc6CoHy6wa0JhJsB7TLik5a6crRTR3nv2xSZ4kWOOR1/kX/D6/zcZEzaio1Fwm72NT7OhvzZg4YiF9jnJTulRfx8Qn8Yuf3Fmo8WPeZPBeMcTh3oMqARpD1D+uJ15vUeCxdoNlKOMfjnEnbLPu3RO/zM9hgNNa/IU8T5Q/zkhHyaMrxheH28yU9np8gn/5KPD+6xe/01ik2N27jFn+Vv8NQZerXC3fg278vAzARO8znTac1fvSvJw8f83u+9xJPhq+zOFHuTB7yVP+bOOykvHbaYxZzSzvHiQ07NXZrTgh3lyfZ6jE8joy9+nftPf8FPjxXjx32e+hHAJwBmeSFcFmRetUitu9Nf7g/41GL6WX0tL8DLry8/Xva5LD5dZTDWMSPrwMhySGaVWVoXslo3V8vtswDXqt5j3RivelwGZZfHWbbrX6dxWT3Xq463DIbWtXUsy+q5rQsPLT9fx9ysA1KXIKptPa6NJEpDKxGZpKka+mKTXk8xt8fMzlokhv2NHaSTJJnklS/e4qg8ZFafkySGns+6u2zb+TnVZU2RGvZ3R2RpRjSRkJQoE4gxoJXG2W7Bj8Ewn7c47ynLKU0VGQwzxuOUzU1BcpGtqJWiKlu6wpGREDxnkwlEg48OKTqdShe6S5hMSoiaXpHT72eAxTbdd83oLs07+MC0WZBnSdf/1OFTjUkaWmcpJxZQGCU7RsgGXGNJMxhsFfSGGmEi9WV1bGWwjSO0oI0iHxi2dotPfHKcsxS9hCACooXtjYJrN1KqpqGuxIVw1+O9IEsTykWLd47goS4t56cNSaEwqcFGT4wCYRSpkqhckkgDImLDgmKgMIPOVZlg0DIyHPc4n3VFFavgKFT6CeiyTYQYUNFQ147oA9o7eqYDO8KAt4IkB5UJbOzKKpS1w9aiS9EmEmPAIJmfNV2avexyqIyStK1DdWpKbGNZzFp87DQztvWk5m8BDAB///gnuOkLfPDoOY5snzRCG2BeBvRxg0gU9DU6k11evoKphGnwmMUR8ydHPHnzJvt3BqSDwCh9THQD4pMe+sTTzOhU1IVkESLCCAidT0kbI8HBMIPZa1uk5y1bFuaJ5oiUUnfphaIJiMohXSR4T39a8/zJGffThMPthDduFtw8sJw+ccwC7CjNk2lgGgNORepMIlJJelE8rI2QZYpcS0QTiAaq2tJLDC/cusN7wx3eK27gtzQDIcjPPWkvRX/uBfTt63DwhPPiGTd27/L8qId4fMrD45bdtwMv3P2AR+HzDJG0ZUAIiXxuxO+dFyQi5822zy/aEdO24cmD97k722KUXGN2cM7s0QmjJyWb2Q63btVsnf+Af/PHAQbf5GvPlbw9HTOfaXIl2WgdHJcEH6g2CqpRQmUkXgpOjiEVgUIl9MsDPA+5tvg36P0N/vJmyoP3/pKvPN1hY/IiqdjiBfMKxzPNaXjAEaeMmxuI+iZH8ZRj1SdvFU0haCVMRMusrVkcOh77c27/YsHx3btMnt/jPMt4rUw4/vgDXv3Fjxi0Da24xsP0Hh9eu8c07XFtV7KlE9RzCWIz4dux4XtfuMnknWN+GApOJ82vLK6Xj8u1b5azZC4fVxmD5cfLbVaBzSpQuCpUsdzWZQ1dvr76d9XCv7rILi+o6xbfzwrjrJ7f6nmvC4msphpfHmOd1mc1jLQc1rnsb3U+VzVEy3OwDGBWx748L6uMzmdts25+V/Uxq2Bxdf91DNPyGJz3zGcNo0GOiI7p2ZwoDW0mOY0VOtcM8h7aSzZ7Y9JEcbo45cHJISfnczZGBdMTi2uhbTxCSWKQSKkQJjCvF7z34TOynmLvuZzRdkKSCsxFsUNbJ8wmFikkRir2dvuEIEhSTV2V6ETgXIPWnQhaqg64KKPxItAbZrSNxzUB6y1RRNLM4D1IZWgbz2hcsDHu0diKyjUoIZBek8kEITwy8Xjv8LYz9mutJ6pAb2AoepoiM9gmMp+32OjZ3cuQQmGUIsgAwtMbJ4BjPrWUZYvWmt4wwWJxAk5Omw5kSImLXTglSs/NO0OSvKFpu/6aas7mVo5UCltHin7KzVubNLaksbB7Y0iWKHYHI+p6jpOBWtZEFS68WiLRRlzbgRt0xNqWGBWl67Q9rg1Uc0emNZN5Tb2w9MeG/iClWVgefjAjBMFgSxNdw96mYNBLSTPNeV2TGEPpGmyANgZkJqgnFkRncColVI1HINGJpG0iWiiEUti2JStyUAERa4yEat4ilGIwGqDNev3XavuNBzDpWwf0TErzHVhcfxF/q2CBwPcFrclACXIjiblgGqBuQyfibT216nOQTTi/XyF/PCLPHPvihLPXDAfTHodW0IiIptsvaIESYIwgeqhCoFnUfK1esPjyFkdPC2QdedrXLBAkQkAqiItAaAKiDZi5pT/u8WB3k3erOfrtD/hqsUvc3eZgKyWV4HTGQmpaH5lmglYKstIjgsMlnT9KANJc0eQSJwW1soQk4fj1G7QqorziDrCpAkkSOaugsYq4O2B+8wXEuWb7EVzbdohbI8z9OXuH73CzmfCev8kHdR8MxC3JS3ubmB3Fz0wfVVqOn5Wcl084e/oe57VEj3N+R9RMq3Nm7xzxfLKgejUweNnxo0c97Ic/5BuD6/QGY45JMETyJKPeTimbyDxGFn2J6Cl80aF7Zp74VLNh3ufv+iPufO5bPPz8/4nDp5bvtz1idcbn55G2OUBwjRfULQ5ij6lVnDYps3rIuy+2pJuKMwFORayBSnmy0rAXX6P55qscLwJ/bXNs6NHkGbeL27zw/jU+t5hwMHjKv9+6RW/nddT+LmGgeSfNSPqwN3Ic39xF5wlvvOp49w9KfrY4pf75+8j/8MswzmVbXbyWM5FWNQzLbMYqGFnHZKzeka9r6xa65QVvmQFZx4SsLrKr4OWzFubL/ZaBwjrmZN2YV7e59ERZDcutAo7VflePt9qEEJ94raxmdX1WeO9ynOuE08tamKvYpVXQuQ4AXvaxfLzlater730qfEfs7Py1poqWUFsIOdXU4fQpuZbEOrJxLWG80efo5JRnhyccnsyQKdy426dtHYtp5wOSpIa2banrgDGR3jihaQLb1zM2trLOjM15FpXF2y4l2jvI04Q0kzR16IrKRkFbR6Lvapv1ewOkkrRtDbKzvVBG46wl4jpTqQtfJ9sKTo4avO+kMMpI8r4iCEfrWoSKSJWQ6AQfAo1tUYnoXGN7KRA7Q7koSDPVFUMMYH2DMIFe0nnfRAdCdnocKRJcqKicxQdJVTtc2xVcfOWL+8znJbPacuulDUS0RCmYTC0uaM7OS7ZSTV1bZmcNAkOSasqqpqoC3nlisCSJIO9J2tIRK8nx+bwz0csEg90BLSWNb2lkS5YlmCphelajclCJJvhAiDCta+yF1cT5tMWWkXbhEE4zUIZQBvb3Nkh6EpUKmtKijaRIU5QQ5JlhMl0QE0fVBHr9HkoLqpmjLDvDziw3mKQLz+VJyuR0QqEzSHWXcm0E1naVmkyiSTOPcxFjAreeL/jo52ef+pyvtt94APPgF3tMv/UcP7l1Ax8UzCNNLmjTLmyUK0HjIk5BBsiZp3adOZIf7yIaaBrFQB3Q3xlykt7hIKQcbRh0JRidBmYTT6OAQjIsNFEKptFxdtawce5xW5v0jyW2iTypG4T3JNuC/KYmtwYmEI8j7bHH5Zq5hLkUJFVCP93n8FEGUdNsJYhxhrURUTrK4LG1pagCCEGtJcJD2nZVJ+tBQp1JSCRx4Tn4+Cn68YjtqNAvKsZbA2gkbSEZPg/HDxVzH3kSanqtYTPtYdo5vXJGohbsbjxGnxckWSQKx50nD7jRbvPXdsHZWeTV8TYDlbKxqNj7yUMemQ+JzTbPP56wn2vSImE+Pyc8mvPctYTqjTts7O4w/smPebg7ptxMSdOIt2ATiU0EYSAovWcuAk46Uqm4DdzNPVHt82D4v8X0W+p8i+k0YrYLxvU/Yevdh4jdKWdBcjTvoW73+Cjbwm8XSFnyJzeHnI5bXnYZ3ijqJNAkAWk0Q6fZujtifE1hLDwSEddXOBuJeLzcgTde5vF1zwOzoI9kQ3t6JZzNSp7anARFHSW1g/uq4V0WTGJL3l4wDleES9axFrA+rXj5vdV9V1maVRCwDoCssivrFs/Vej9XteX9V9maq5il5baOXVp3rstzdZnts+yhsgwUVse37vkyiFr33irY+JvoUC7bsvkg/KoHznLJhVVGbt1crwqAl+di2STxso/Vkg6XfUAHYIRWmB70RwkyFvjKMM49vUzhqy6MMJsuODufcjZdoHLN/ot9ktSjU48Skd7I8OzhjEhEZZ5iBCZRRBxJqpDaoLVCCUV53uKDRIrOMyrRBu88Td1CTPBecnZa0jSOrc0+iU5RSlFVJSEKtNQoKSjLzjiu19fEEJifNCgpWMwsIiqSNMEkkizVeFEzbSpssBRp0VVxlh7nAyZXKCGRSKJzaGOQGnQKVdUQnGJ6XtMr0u7aNd1nKk9TVCFoW4trA0p29ZDmi5K2tl0xXAlJEkA0DDc1lV2QaQ3Ro3RkPm/wIUGQQvBkWcb0bAFRQ1QoqVksKjY2C1Jp6BkY9lNYaJ4dTPAR7t4Y0BsoVNxkUZfMYon1FWULk2lLcxwRuqU3VIw3DdErTk8XKK2739vWsb+3RS/R6AijYYbWkjRVBAkxSztzuxjQqSY2lthKcCmjniFGj3ee/iDl7HRCVXq0kEQfGA56nB5PGQ96jAc5tulqyjTOkvczohEcnMwYbOUE7ylGEp39qtHnVe03HsD897d+F1Xt0N4B57r6OCgwCAxgm4ipA9uLziPmpAksakfZWlRUyM1tstNH/E59xrM3b/Oz+nnKvZRN4dkMkYeLyEJCFFA0ETf3NALamWNQRe71DSPhmZ3C8aTi5C//Fa/PYXDtLuF3Xma+N6QdJFSpYKol8+Ch9GgX4aRhZ9YQUTx2NbMRDHKNTiVnY42ykpGNON/SxK5s+yjVxKQTY4XS4koQmWJQecxZQ/H+E/QwwZ4dkD+/zdZXBkzON+lLwUnRo23hoZuwZwP72vLy8H0WH75HVrdoco6O7+FixuTxE4Y/O+YnXzRUtaJ/bDg5OeXWnQ1eUI5X032Oy5QbpzUnapMbGxukSUtPDXDylK3NGTLUvPH5LaZ7/5A3g8JYhR/K7q7JigsKNJJ5WJy3+PMSdTLnGoL+nT63ej2efukbfG+QcHgzZ2s7Yo7hS/Nt8lsJD0aaOk14IlPaYUJoGo6jp8nhvV4kzgTnvsFkXVmBygSyqSB74sjmgenYci+JnJ3nNFNJmmuebla4129z+sou+aKiV57QitAZOEnJZCh5NlIMokRPIT22lC5Qb8yJMqBd0mUMLDEs69pVd8/LxRU/Cxhcbn9V+GB10VvuYx1TshyCWhc+WreQrh7nsq1qd5bBxrrQx7r+V4+z7v3VPtcZ0K0DicvhptUw0fL5rwOMq/O72v9yhtnyfKybk1WR7+q8Lu+z7nyvYpLWpaxf29qkrgef3DEnwwRHhWsqWueQsbOOj9Ey2tLEFEwO1rZIb0gThepFNnZS5lPPcJCymNXMTluSnZQ0F7R1V7DQCajKgFaKKCLGSELraa3D2ojRjhgcWXHh5ZJCVbbU5xaERwhIdFfCQAVBVhRY17BY1Jjsgq0ZpkQPidbkWQ8dFMJ2hRUH6RAtNLWrEAqk9rgYaRYWESQhRqqqZWNngAuO6Xnd6TLSgrpsSJVCJgpkoPUeEzRRKhrnODsrOTlY0CzoDPI0DMYZ1lmQkeFGSnCBpgpYG6hbED5lcmq5cUsy2iyYTyJChq4St/WcHs+xtceWni3dJ9UDrI9dccydIV5bhpuSNlbMz0uSJmUrGaF7immvotAN59MaFyXS+K54rY7sbI3QUlA3jlB0laW1hDRRpD1JCCCiRrvOAzgIjyoiZaggAdkKZuctoq8QSnJ+VpKYnOgFEBmNc4wJbG4nDIZ9siRjmKccPJ5QW0dR9EkyiRMaqSQqi2xvZQzHAqH+NoQEQF2k6BCxAVyMJF4wCHQOtgHyEEhjxLWCGZ2BXNlYbG3RCMYh5YXdjEXc4r3jLR7NJD08bqx4oiSHGwGUJBUCHQWxjORnjvKwog8kd/vMCslsDsZLvNvgYfiAa++28LRh9sXPk76xg+5JjAItBbFQpBF69EgyzUMjOZYKZQNtEiltQPtALwhspmmSTkglhKQdGIQRaBtpWk+IgWELC2CUjjCm4rRpKZ+d8vTNf8lrb+8w/tb/jEf3XmGuFW/5GdWDhq13T3gu/Zi96yc83L+NPDrk9GGP43LIrG95Vk949soep4ln74OG6x+fsSgPmNy/yf43X2H369vsv/MqlX2bj6rbfCWmiCxloC2jnkIM+8zdBqaviWlO6yNtBCwYIlPA9QRiIEmCYj+X1DaiJ54TJZmRUyYpSeu5X56wPd3h81VkM9M8eWFMO8pxtuFUZ5QIjO9qyszaCfPtMVE2bCc5MhqsgoW0iPOWu6caXyacJQvO/H3+D2+d873rL/NRvc3TcM531ccklWSWDdkd9JhvCOZli5pLGimY64rBfY8oFINhClExdlA3NaWrUX5BcA7n3KdEsJePV2kjlheoXye6XX1tGZQsb7O6EK9mQF3FtHwWc7I85s8KNy23VfO+1T5X+183ntWw0fL5roa/1jEa68a4PEer57XKdnzWfFzV9/Ixls/hUtC9CuquastjXH5tdfzAr7BAnzBXCFTQnJ/MaF3LcNRelF4J6Ex9IvDUSUIbK9qmpbahq0GkDfOpI0kNSaEYKkX0MBz2UONAiJ751DM5a1E6JYTI+UmLUYpBP6etLPHCPkAgkDKACOR9gZs7prP/d3tnHmdFce79by9nnX0YBhhkV1FRUFGRuEciksQle9TkY+J2TUxyo/c10auJMSbRGxOvxtdozCuaXLcEr0sWNVEQcQEVBWQTZN9mBpjlzJytTy/P+8fhnJw5nIEZmOXMUN/Pp+FMd3V31dPVVb+ueqqqHdfS0Mz0CBwNwd0zXUI4EMZvBvFSGj6fg2466Wv4jfQ1zDCaXY6TMPABmp4iVOVHTBuf4ZCwU6TEBtKTggYCOn5NJ2VDMpkiZbu0t7npLhTTxk64hPx+SsoNMF0cy8VMmfgCBs0tUWLtHomoRyrp4TMNTJ9Bc1M7FUMMfKaGz9CJRR00DzAgXGrgD/pI2SmiEQszYGAlk+AZtO6KoRse5SVhgpUGYdPPzu1Roi0pPE8D0QiX+qkeHiAaTYFPI+l5pOIelW4Q09YZFqpAL9OIhOPsSkWwDQ3D5+EZWnq9q1R6bh0tkF5KRcdAXMGxHDwBz3UxDR+WkyJYYeLqLrGEhWOBlUqh+TUSdgosDSvpkbISBIImpk8nGkniD2iUhA00hPZoFNeyMX0mJaUmgXB6qQSf5lI1JECwXGPYyACaZuPaSsAAYFvpBcU0WyjdM9urBNMTpgUC6UmaYo5B0kqP2ZcI2J5LShxKfCEOCxqkhgR4y6lmW3WQ5nJorNWJh9MzVlaFBZ8OPlvDjGnYSYiFQKsJovkMrFITnx9wwa0OUXry6YR3Ho2/pY11rQk27q7n8OYg4yebpNYEabZ1dM+jtNQgVuWjzSxJFxxxDz3pgQua7RGwBUsXEiEdzdEItVqkPBsLKCvxo6NhpTyCcTs9L4KuM9QIEq7SSVka8ZYaUvZZtG6IsLthF/WnHcaH4x12EGOiUceIIysJGC00Vw5HjgwRGD6SpjaLxg0uO/ytNJU0U1oeoPajHZyweS1DI1tZh82KjcdQYpRQdcowUuE6lgZWcVbjJupXNGOMnkrsyJE01o1gWFUTbaEaxPWjJTRcLb0Sth+hzaezc/du2hdv4uhjR7MzUENpmU54SjnOhFLiEZd2S/B7UBYMoG9PwupFlI4aTUPNCMxqk8oqAysaIOVqhBIeYnmYtk2szSVa6iGtEbxWj+iIMsyKECVJCG5zMCIp7LDDyqq1fOLDLZSaKfRxh9F6+DBWVjcTW9qGGwvSuGor7cESnEoDPazj+fw4YY1qK0go7tIWszCTNlJSRnmJj9JABZ5pYns2nm3v1a2R/2Wc+b+QgMkcz58YLbeyziVXmOSTaW3IHM91YM0VSrmVfr4IyBdF+ZV9fjrzyZxfaMbh/DC5v3Mr5UICJp9Cccq9Rv4zyD+WKzIydsuPW6H4FopDZ/szXXS5wqjQs+tM5BUSXPkUymct0SiReIRgmU5JIEhrcxRpM6gdMoRgmY9UysVKpdILO+oe4XIXI2CCBk7SxnbBSSYprdIJ48eKaYjY2Cmdxu02HsLQEWEcN0Us5uGkAM1g2+52XNehYkiAQCg99b8/bBAK+xHdI2F5tLRYOJbH0BHltMfS3eM+fyg9R42t47QlQBMQH0G/H7AxNRPPEcJmDSUlQ2lyduEzwfVcXNNBNBfd0EnGXAxfIO2866SwNBc80DUT1xFCYR9OyiXgS5ebSS+FaQRwbAiVBLHbU4ir4zoatqUT2R3HttK29/lMSkoCGGGhvDKIKymSSYdYzMLQTTTTo7IsjOkHzdTZuSvKkCFl2FZ6KPbw2irGjR+enrpf12jaFad+az27W+MkUk56DE+rRmm7wWFjywmGfTTtSmC1JkmVCjVlYXyOh9YuaLrJsGANtmkTddqJpJI4jg0pHd3RKC3xpVujDA1JaDh2evJXscH1BBGNlC14rkfK0jF1k9JyP8mUhSdueu0iQ8cVCJRqDBtWSjImbNrQiutAMAT+oI+46+EzfARLTBzXxrE0PPEoqwigaS6RXXHKqnzE252C708+g17A+Hwa4RQYyfT8KrG4g9/RqTTSUxc7ZnpRPwNwDI1ECTieSUgLUm7olJQH2TQ8QAydhlIhEQTDAMMSDnfqmdS2Hjd8FFEqqW8x2BbXiNtC0NUo8+t4AknRSPrB8UFtZZjSEWF2ik5kewvNS9+n+d0kpx0bYtiUGsw3azDWxWis8GOM9KMNNwhZBm6ThugauiPohoYbNEilHMx2B1OEWNAgEPPQd0SR8hABU8e2XDxPsDyHgOtR5brU6zqaGWSIUU5FqdA4ZBTvBYezdXeCTdXtHFVbx5S6ANU+HyR19GADelInOWIodq1BNARtDRZuooUT1yzmrNIVxIdsYXPAw3LKqA8HafEOJ9EwhOHtpVRY5ZS3v89HXhXtu4fROHkYlUcMoamygol6iqC4eJ6JG9JwdUjoGhFT2NDawBHLmzh6fIi2mloSNvh1DaPKQK8ycCzBiArBdo0JlXXgVbLOM2hOQSTmMmykj7KRPkiAmQTLBSOVImFUg+ljXLCWbaUREsM9hjs+qlImwUo/etAjjkVlvY2Z8LPo2KNpH13FuqNbicV0DjvyKEoTfqqG+XGbHcyWdtrrd9NWoSP4qJBqakw/0mqR8iDkJDEbXbxJFuFACZglROl8xEouuV/KUHi0Sr64yfelKHRu7r5C182QKwoKDaPu7Fr76r7IFz6FFkssNDQ7/7r5LSuF5tMpdN/cFo7cY/lhoaNwyBcw+WTilt86lp/+3Lhnfufmg0JdafndR7m/C4msfd07X4hmzq+pqibaXoklCRw7ScgXoLSkgqARJBm3sFPpL3LbShEqMwkYIexUCteDRNQlEfcIlZi4ng26TqAkxK76OMm4juE3qazwEyzRaG1JYiVsdEMjEWsH3aS8LJRe7FBLz07vimBZHrabIug3GDmmjFTKxucXPHQQnfa2OO1tDjXVAcrL/eimRjTq4BMNv9+HuB6abmD6PJJOPYSixOwU/oBGuwW2kxbt4pFemFAMDNNEJP1xofshZTs4jkk45MNOpNixuZ2A34/nF8rKQ8STUSxbaG6Ko6HR1pLCtSAcCiG6RyjoxwiYlFemu5uclGDbDran09wap6I6QDTmEhKDQNDEjtlsWNcMnkl1TSljx1dhJduJR12amyK0tTm0tMdpTyTTo6t0E9cFX8pPW8RL++E4JlrAJSE2cdvB5+zRdjqQ0DFMnfF1h+GUuzS2R3ADbnp+F83F8dz0MHTTh4ZBOot52G5aTFhtLik8XBEcw8Wy4/iDBpVVfhLxFIGQD8fxCIVNyit8VFRpuFol0XaLqtoSfEGdeFt6fS1fwMSzXJy4i2XbhEL+9AR94sOKerhqMcc0VQIBR0jEPSzbQ2+3KfPpOK4fu9RE/OlJKB0T2kVIaEJIDDCEYKVJ+7AATeUWbZUWemkZZVGNMp9DFB8pr5aNWxyC2x185dDU7JJ0BUNLjzByTaE95eH5DRwDSsoMfGUmuwOQ8MChhMrl5Qzf+j4lTzdScdJMGmOVrAp7RLe3Mjnu54Tp9WxLjGZrqjK9WrMLjt/DAtD9eBqkXKE04RHWddpSKQKRJJrPBE8QHcTxKDM0EmVB4q6Lr7KMYeOrsRqjLKkM42katrsFoz7F6GgVU0bH0fGo822lNNJCZGct8XAAe2iAptoSfJVCqLGSEZbFaccdzTubprAm4cNythPwr+Xj7Tvw7f4yxsSTOdqchDOsnHUlQbYeVgXWLsa+65EYUoU3wmNIaZT1DdAyxE+8AnYHLJqCUbxACOPEySQDMHFEnM2tYew28NJrf2FoGmaFhl6i4QuGSPh9NPp09JDOTknhRjTGYeIL6rh+0DxoFhNNSvF5ECzxU+oJw7dqlER1dE3wlZrEh2jEgoJ2+EQ2uSE2hU0cwyW8zGZ6aDhHDw3gVenEq3T0CgcnIXzQ0MRaZwdmi4a2aQtBfRhlwyoIbNxKQ0UQ+4hamu3dlKXKMeNO+stGCjvRdiYmMmFg7zlIYO+KcH/dFvnn5R8rJGQKtbwUuh50XBAxXwjlCpJcP47cSfYKDefOFwCZcJn1hfIdcDNxz01D/jULkZ/Off2fG//M74zYy7VvJn654XLjkN9KlmkVyx1NlC9ycp9Bvs0KPcd9hXMtDzeu4wv5QVJ44pGMxRArPeeJ67p4brqFLO462CmdRNKgPZbEclOEwib+cqHMX4rnpRccrKoO06bbhEpMdDO9AnS4JMCQIWH0PfNlJZNeulVE0isxm0E/uiEkEhauJ1RUBtB0l0CpiWFq+Eyd5t02sXaPpkaLRNtuRowop6QsgJW08ERH030Ypomm6WgBCysWJ2UnSDmC4xmgaSSSKXymhmGk/RdBx2f6sV0bf9BERLDiQjCg4y/14Q96DB1eSll5gJDhw/UcEBPXsmhvtoi3pXAdME0zPbsvQsq1CPo1QiUm/iBYjosjLqEynbKKcvx+H9GoRazNoqLCR9AfIJqyaNptUTIuTHssQntrgli7QTSawgzoVA8Lk7BSxNttwCFcFgZd2LkzTl1deXqEFrC7NUYq4VLiC+A3ffj9OprhEPBBS2uMypJyar1qjLCB5drEnAQp3SVhpdB1HSflYhoGNilczUMXHc8FDQ3XFWzXRjd92HZ6+H0wZBAIaDi2RmmFn1TCwu8zEZL4Ajqa6eEPGiQSLinbw3AFWxyStkt7NIEvFCBg+kkmk8TaXXTdX/DdzGfQC5hwhYu9w8NnghNx8YIGu0oMvICGv1LD8aUnfUvi4QKBSj8eJroJyQAk/aD7AoTCfmo2u9TtTnHy2HrWTSijvqUWKR1HPAluXIhHbUiklyXwDI24CUELfLaHn/SLkvIBLunVUlMG5UcfhQSOY92otMBoLtXZuGQdY1f+A8eoJnzWMKrCI9hkCaChGel5bGwB3RVMFwICYV3HKPNRYZVgGA5Jd89Cj6T9aixdI2Jq2KaHYwrhUWHaRoVoa0phhzXWuzB8scXQyGaGJ3Qqgu2U+pqJOxUkEzptcQ9Pc2n2QUuJjh0uYaddwtbYsew4ZjxhLPzbt9GaWMbamla2SytjJM6QY46mXj+Sdi8GjdsIvL8GOw7tQ0bTfNqRBI8K4R+rY6U84pbHFn8TYVfj9KoRjGpsY/0OjamjowT8Opu0IDEbbEND84OrA36NkrAPs9IgHk0X6j7XQHa7tMQ1fDUaqZCGmKB7GqYDpg2xlIt/t0bI8uGU6FhBaCkHX7lGpDlK7V820xjQiA4rJRQsRbeEnUacs4eWUFthsi4eQA/AYSM0orsq2dHeAJFGrIifRUODVIws4QtHTaB510Le9G/A3thAjNGUbtnd4QsbOi6GCJ23CuQKmMx+6NwvJPdYIcfb/HAZcq+fL15yhwHvSwzlxylfAGW2QnOu5Ke3kHDJbPkrOxcScvktJ4VaQAq1RmVas/JFWy65IiZXoJim2UFoFJqIL9eemWvnOmnvz/8lt9UtX5x0lq6MuMoVhSKCFvAglEo36zs6Yuu4HqQ8GxEdDY1UysEX8CMp0HUDzTVwbIdAyKC0xKTEZ6LFdZKxFPj09Jd6ysNfYZByU9gpQEuv62ZoOvGYg+voaAaYhg5Gxv9FEE/wm35SVvrr39AEtPT93ZSLOFBZFqSswofud0lYcRzHobXVImIESCVcAgGT1Agb0wBbbEQDzTBBM9EMF90v6IYLpNLLmHgagYAPxCWV0tDRCJYYuDhohsuwkUEEFxOHRMQmEXewLBcr4WBbXlq4eYKpe1QODVBdEyIcNgiG06tVh0tMyisD+Hwmjdti7NyWxBcwsRIulhmgZXcSy0oRCukEQhrt0QSJpIPteATDBiXlJsGQS8ouZ5dEGVZbQbgiQKgUmhrjmEZ6OYLG7e3EYjZWwiXqd4nHLTQfHDGpjMrDgjjRFPWNreiiUVYRpmpIGa7j4thJfJi4loMhBiD4AgamoeOmXNw9gjplu2i+dH0mHiRTgkuKcNhHIBwiFk1goGPZguMImqYTiwqphIWdEhxb8JvpoeEVFSWUhIP4gzriWPhNg2QiheepUUgAaGOEpK7jsyBVohMxIRUEs1zHLRdcLb0EeomZXmEzFBB8ewqVaJtOrF0Dn1DmwIQjYhxT3UBJm8NEdmEcJSS3VtC6LkzM0zBCOmZK0DzBszx8tocvaOD5dfClu0jEA/EBhoYRMikbUoJuGDSIjoNBIiiUl9QSKTmCrU0tRP5h0jwljGulBYutgbjgsyXtmJoSgpZLWAM8l1SJiVXhx3Y8XNcDR9BcwfYEiSeJ6Smo1GgrNagKaEQjCdZ6cdyWJMOtMsrExoi04y+1ifqH0RQawu4Rleyy/OyqCNDgM4h6DuX2EOIlJ7F8Y4ChWxuoazfYUlFDOHQa7ohG2uxyYjt3In4f9tAwFfEgZdEyUnYJvngTaxPriayu5szSIRxnxalNmiTqApzphhm6OkpFcgcNyQa2rXbwxCA4+XgCeoB2XaPNJwT8Gr70au24gFGpY1ToJD0h5OqYNRpxG0wPtDiIAUG0tPM2EPKZ+GrC2AKuJsRNl2TQxg17BFu2E9j5Cg0jxuDo4wkk/YSSJuauNhJrmvAfUUlVaTWRhIZvOEw9robdy8ewzoKmOp3EEJPt8SZOrvKR+OQ5jAsmwLXxLXGxtEainodt29lKMlOx5Po9GIbR4Ys8X7R0yOOdtIJkjhUa9pvbVZE7w2zu/QoJqUL3yRci+WEyLQmdiYjOxFqhlqh9iZL8Sj+/hWNfAqtQXPbVFZUvbPJbx3Jtsz+fnPxwmTTkC918wZMRL4WWpMg8k9zzMuKlkAO4bTskEw64Oq5t4DrpvgfPcDA0DTQDDB3bTVfUYguxRBLXtTEdA8M1EUunrS2FK+AmbSxbsOIprJIAkXabeMIlFPZj6B5WzCHSlKK0LEBppYmQXocOd48/lqfhuh6uB7ougLHHqdSmotxPOJgeGRMMGYgGdsrFTBmYepAdmxMkY8KYMSU4KRdfqYmp63h4+H0aCOimgYhDIGQi4qQnWfP50HQNcTUklRZmhpHpf9HxXBvRXfSATiBokEjY4Bm4DmmbCIAQKjOoGREkGAYdF8/T0ss6+XVMn45lWZSU+KmuCGHogmN7uKIhEYfa0eWEStIrZeumD19II2W54LqkEhBpSZJIpqgeGmbEYaU0NbeDGIyoC1ISDhCNJRk+rIyqQBjb1oglLAy/ifggWBki5qZwLR3bcfFpQRJJh0AsieaCm0wv7phWJoLruXiOSyphY+p+BMF2XZKJFEHTj+PYGFra8bq0NIzp80glLdpbHTw7PYmr5+mEwjqx1hQloTBWKoXrObS0pvOCJjZiCMESk2QsLWp0Q8NKWnu9L4XotoBZsGABd999N++//z719fU899xzXHzxxXteAptbb72VF198kQ0bNlBRUcGMGTO46667qKury15j7NixbN68ucN177zzTm666abs3x9++CHXXXcd7733HkOHDuW73/0uP/jBD7obXRqTPsyRBomEEAl6WJZLpWsxSdtETTKAHiqhoWIIVtBEJ93VQBT0VqH94yRGyKHuJD9HVLcyPtRAsibEhg3DMVyPUn8chicwdwXwmgz8KRBb8BwPXMHUNRwPPFvAr+OaIH4NzdPQM0O5y31YppZ+R2IeiFAxfCj2tPMwIxYrgh5tzX5cP4jtYesa6KRnDtbSrS+6bZDQhbjfj42GkM6DuiWYKUFPeRhJF1tzaNeSYNi4nkcqbNA+xQ+bk5TvKqW2ppxhyTZ0rZ1YsoR2rZrmQAUtZaXUl/lo2dMdpTswSh9CXaVOqdVCcojL9nE1tFeUorlxxn/UDOYqZGcFG2o8RsrhjHP8tJRXkvIF0UtbaBzlYJp+Sra1UlECW3aXkPT7OGFolNrmFaxZt5VXp57KV0fsYHxoG+95U4hpGrZfIxF3SFkudSUGupHuB3actFgxbAimIAzoHiQR8AE6eLqL3xMsU8fTNTRTx9PS3WyeCC3xGNbmVqztjdQcP4rymjFUDRlNXVMYa90uqmOgt8XYJTremDBaIEhTi4GvxmDSSYeTaBvOFq8Vp9RDr/Dzkr+MMfU+JkRgnFWG1Q5bjSp2uC62be/1VZ6p5HMr29ylBTIVVX63DOw9oih3X/5Xea5gyW0hgL1H6+T7vhS6VyFhkCsECg39zvd1yW8tyK1kc7tccoVdvnjJj0f+Yor5YqDQlu97UkhgFGqtyX9O+b4wua0rhcRPbnwzNstfViJ/MsHcZ5cvvHKvm7FVfvddbj5JJcCKQnr0ajpMIODHSqUwgiaO64Gkfepc8cB1KSkLUmoG0ov4aekZwF1dEF3DSVkEQn58wQCu2KClW22SCZeKSj/tboIhw8rRDCEadSgNB3Gw8fk00NIz+NqOTSDgR8RF8PAZAVKWhee5aHp6WYFUysWTtPOp4QfHhZrhJYgL4QrBCGjYrofoOsGQic/USCUtdNLX8Jk6oZIAsZiD43p4rodu+Aj602s0ObaD7jMxzHQrhCY6iWgSbc8MvG2RKE7KQwQ0XaOk0s/wUWWEy0w8N4Xf78Mw0t0nwaCJ5tMQ8TAQcOIEzRC66SPpuKRK0iOpbFtoaXLx6elRQTp6+ksNcDyPcChArM0hHk9gGB6JhEtpTQmhkAY+0CpsEiUeDVsStMdSOJag+wx2bkrgr3AJGga6z4CUg5XSsG0f4ZIwSTdF3E4/K1dz8bT0+k6eo2OLjaYbiGuii4PYEI0kCQSClJQaaKLTujtJpNkl2mZTWRFi2IgwjpfCcyW9wreTBD29QKXfH6C0zIeuu2haWkR64hKN2rS3WVQPCdAVui1gYrEYU6ZM4YorruDzn/98h2PxeJwPPviAH/3oR0yZMoWWlhb+/d//nQsvvJDFixd3CPvTn/6Uq6++Ovt3WVlZ9ndbWxvnnXceM2bM4KGHHmL58uVcccUVVFZWcs0113QrvpEtOzH8cRIixEQINtTziRV/ZcL41XhMZal9EtuGHIlvnIY3HAyfR1AXoo7G9m1RJicjjCkxsSfrLLZNoqZglbUTdF3C22xSRhKrvJ2oL0QiAK7h4ERsPMfD1fesdqpruEEdx5/uww35TVKGgaM5YELA1TABxxYsT3A9wQiC6xM2AOLtJpyAiCvEgUBQx7TBRcP1pZ2PLU/wkqADjifomobmCo63xzHO59EaSBDXYhgx2BVPsqHcRA9CbS3Q5KfMS+IGLHalXLxonEjMpMV02ZGKstNnkDI1kqQrwBIP3CN13qisonFEgJgPpDXG6LebGN5cz/K2D9hYdxgJsxazPszQqEvTjk1UpFKsHl5ObEg1U+NxnPZd7E5q7GgLsTIapm68g++YBNuXrmJ5c4BRx41Fd6vZ2b6TRi2BbkAg6RHdkSSia/gr/WiBtPe7yB4BGXNIeA5BQ4hqfhxdiGLha7aYWOXy0cgaXNKi0dEEPeahtzmUNkXwrdpEW02SWEUtM+pLObp1K7HVzWyObCeilZByA6xoCRIwUkh5mEhViKDotJUHCPs9MJOkAnH0iBBa1ULVthSIR7w8hFMZxiCKZVnEYrH0NOMlJfj9/mwFnxk6a9s2qVSKVCoFgN/vJxgMEg6Hs5VkhkzLTaZSylR8mYott5Un00qR2+KTEQh+v59QKASAZVnZ65imid/vz1aAmd/5fhu5rR4+ny9bsQPZWWxt287GI7/1Av7VqpDrR5JJUyYegUAAx3GwLGuvVpdMHO09I70ytjJNs0NLUSZduS0YueReL1c0ZJ5HbreN67o4joPP5+swf0y+uMkVGpnVqfNbXnLFnuM4e4k6n8/XwRE5V/AUGgKfEVG5E/zlts5kwkejMaJt7YSDQTzxEHFJWik0TU935/jNdEWKnm5pcCEeTaCZoGk60WiCeImOz9AoryhF92kYPgPbSYsAQ9fS6+7EbUJhjSE1JSRiLju2t+EkhWjYYuToUgwTNEMnFkuiaYJlpX1L/IZOykvhuumWF1/aEQ7LcrHdPYLGZ+C6gi+QnrLeE4eUpeM6DoGAH0cDy0vsiY+BaeqYmh8DH22tEYT0JHuum8Rz0n52voAPN6kRj9nEozbRljjiCRUVZbQ2xUm22+nnq0Oo1GTYYaUEw4JtpdA9Ax8V+EIpxE2SiKWIxixsRwgYAQxPR7DxGwKaTlAPkWyLkXRtTN2HZSWwU1AS9BH0a3i4hEvCNG5tJRFPrwkl4tESsWiPJBk2pILhw8MYfsEKxtGrHQxH0OM65eESygJ+dMPGTrqIJfjFxAIsy96jXAVN12ltjmL4dNBcRAPXdhEMElYCK+Vg2x6JpGClQFyPVNIm2u7gOEJbk0M8ZuMkdOJxB1/AIxjW0QwtPcpM9wiID93QgBSGAVbSJtJs4bk6nphoSJdbYDTpzJOtKydrWocWmEK89957nHLKKWzevJnRo0cD6RaY73//+3z/+98veM6DDz7ILbfcQkNDA35/2pnnpptu4vnnn+ejjz7qUtza2tqoqKggVFoDmkYmkSJCMNWOoQmaGcByfaAbaWdXE7Q9Ytd1wLM8TF1DN0EyrSTpFkiqqyr50a23svi9xTz19FN4tpZW4Q4gMPKww5h0zCQEYcmSJezcvQuAU6edyq0/upWaoTXMmTOHe+65J13zapn4ZX+iZf7esyNb5Ghpz3K0PWHy0i7sOZ6300XwtPT1NEPLnq97gAOGJ5i6oItHerYFDY/0sgSukI1I5qem7fFD2WNXzRYqAkFuu+Vmlq5czqNPPwGaD1Mz8O8pkEU8bNNEM3QC6PjEBfGwRSe1Z1kH3fBwYjbJgA+fYaQXu/TAy/1i9QQytsrvCfD2GA7SadDS6iYcDPPT229l2Zo1PPH4E3zne99l9KhR3PajHzP6sNH84P/cyCP/7/e89tYCdE0n6IJJeipwz7NxNA0/JrYIum4iWvrF1LQ93YOkBZGHoAmYTrpcEF1LOwpqGiIprFTbXj4a+V/FGZt21mKQ2Ze1fc7vfPK7YPK7Vwq1ChTy9cj/XSjOhcJ3du9CYQCuuuoqRo0axZ133kkymeyQxkylXKhbJt8O+fco1PKwr/jm2mdf+zL7cx1690dJSQnHH3881dXVbNiwgY8++mi/c8p0Fs/ceHX3vAyWlR5Wm//8NU3Lvl7ZO+wpe3LvKYCua+i61uF9zLZmeekw4gnGnrJHvPQQ3T2vBoaho+0pX8m9dqbAkT03Zv9LY6Qjn3Y67Zh+QUiXHWkhmA7nurmCLqcM3lN3yJ4uIvHSAkrXNLw96creTtf2pE3Q2JPXJL0mkLZn8m1P9pRbmXco+286bemryx5bZyqFTPLTcch0VxmGlt7vpa9r6DqGmTagJ17WxiLsmSE4nXYROsZB23Md/nX9zHPIml323H8vI2daPNNhM7rYMHKc2410q5Ou6eRmpvTt99hVcp71nufquRCJRCgvL+/0Efe6D0wkEkHTNCorKzvsv+uuu7jjjjsYPXo0l156Kddff332q2ThwoWceeaZWfECMHPmTP7rv/6LlpYWqqqq9rqPZVlY1r9UW1tbGwCJ6O69w2Z/pA44XVWhAJ/7zKexY1Eebup4jy9/+cvcfffdVFZWYhgGa9eu5Utf+hKbNm3i+huuZurUicyZM4cVyxcRj+084DgUI6lwJWOPG8eu5G5cJ4aI4ADJ3EBOerPzT3YgZXX8e68wB0Eg6DDuiMPY3VpPMraLU6cew+TJk7n1pggVFQZf+NL5/PPV53Bfi+BS4N4CiczvTF2zj+kK9jeTQWe+EZ2FHYxomsZFF13Eli1b+OCDD9B1nZEjRzJ+/Pj0iIRYrL+j2OOEw2F+/etfc/7559PW1kZpaSm33HILDz/8cH9HjcKfQ13Dc7sW1vHyhOeezcsREZ3HK////bGvcF1xFC18vluoKvckJ237i2dX4r/vMK7T8bjjeTidFDrufkujgyc3Nq6TM6JuT75w2dfzPTB6VcAkk0l++MMfcskll3RQUd/73vc48cQTqa6u5u233+bmm2+mvr4+3RoBNDQ0MG7cuA7XGjZsWPZYIQFz5513cvvtt++1f+LEidmm3enTp7Nlyxbefvttpk2bxvjx43nvvff48MMPERHq6uqYNm0atbW1bNmyhQULFhCLxQgGg5xxxhmMGzeOpqYmFi5cuNd9hg4dyrHHHsvmzZvZvn07c+bM4fHHH+ekk07it7/9LRdccAF/+tOfmDBhAjt27GDOnDksWrSIYDDIJz7xCQ4//HC2bNnCG2+8QSwWo6KigsmTJ7Ny5UpOP/10IpEIS5cuZfLkyaxdu5YzzjiDUCjE3LlzCQaDnHXWWTQ1NTF37lxisRiapnHkkUcyffp0HMdhwYIFbNmyhZKSEk488URWrVrFySefDMDLL7+8V3qGDBnC2WefzZAhQ9i8eTOLFy/mqKOOoqWlhVWrVnHYYYdx5JFHsn79ejZv3szEiRMZOnQoS5Ys4de//jW7d+9GRDjuuOOys86eeuqp7Nixg9deey37ZZ1LJm5r167l1FNPpaqqivnz5+M4Dp/85CeJxWK8+uqrRCIRfD4fJ554Iscccwye5/HOO++wZs0aNE3j5JNPZvfu3dTU1HDsscfy7rvvsnz5cuLxeIe47YuRI0cybdo0hg4dyubNm1mwYAHxeJy6ujpGjRrFhg0bOPfcc9m1axciwtq1a9m2bRvBYJCTTz6Z1tZWli9fvs979AdVVVWcffbZDB06lK1bt/L2228TiUSora3l7LPPpry8nPfff59ly5bheV72+fl8Pk455RTWr1/Pu+++y2mnncaoUaNYtGgRK1euzOa3qVOnUlJSwsqVK3n33XdxHIejjjoKn89HMpnk9NNP75BPJ06cyH333cdf//pXysrKeO+993j66acpKyvL5pExY8Zw+umnEwwGWbZsGR988MFek7uZpsm0adM45phjiEajvPvuu6xfv55AIMAnPvEJjjjiCLZu3drhnT799NMZN24cDQ0NxGIxGhsbaWxs5JhjjmHNmjWceeaZ6LrOP/7xD1pbW6mrq2P06NGsX7+ec889l1WrVrF8+XImTpzIqaeeiuM4vPHGG2zevBlN0zjppJNobW2lvLycE044gcWLF7Ns2TLGjBnDBRdcwH333ccDDzzAX//6Vy655BJmz56N01kNpFAo9kYOAkCee+65gsdSqZRccMEFcsIJJ0gkEtnndR555BExTVOSyaSIiHzqU5+Sa665pkOYlStXCiCrVq0qeI1kMimRSCS7bd26VQB58MEHZePGjZUKme4AADPASURBVPLRRx9JU1OTJBIJ+cc//iFbt26VaDQq27dvl2OOOUYA+elPfyrr1q2TxYsXS1tbm/z2t78V0zTltttuk7a2Nlm8eLGsX79ebrjhBjnssMNk165d8sADD0htba289NJLsmLFiuy1NE0TQGbNmiXJZFKuvPJK+e///m9JJBKSSCRk7dq1cvLJJ8v9998v0WhU6uvrJRqNyhNPPCHhcFhOO+00aWtrk3nz5kl9fb3cfvvt2X3vvPOO7NixQyzLkiVLlsiyZctk586dYlmW3H777QLIOeecI1u3bpWPPvpI1q9fL6tXr5ajjjpKjjnmGGlpaZG5c+dKfX29PPDAA5kPoOwWDAblb3/7m+zatUveffdd2bhxo8yYMUPeeustmTdvnvj9fvn1r38tyWRSHnzwQfH5fPL3v/9d3nnnHRk1apRs2rRJ/vjHP4qu6/LMM8/Ixx9/LGvXrpVdu3ZJMpmUG2+8ca97Atm4vfPOO7J9+3ZJJpOyevVqWbx4sTQ2NkoqlZL7779fdF2X0aNHy4oVK+SDDz6QjRs3yrZt2+TEE0+UcDgsy5YtkxUrVsjHH38sbW1tsm3bNpkyZYoMGTKkQ9yeffZZWbdunVRWVsrZZ58tqVRKvvnNbwogv/jFL+Tjjz/O5oXf/OY3ouu6XH311bJr1y556623ZMeOHfKzn/1Mdu/eLQ899JBomiZnn322RKNRuemmm/ZKn2EYctpppxVMe19sfr9fnnnmGWlqapJ3331XNm3aJDNmzJCRI0fKokWLZNu2bfLhhx/Kzp075Ytf/KJomib/+7//m31+zc3NEovF5OWXX5Zt27ZJPB6XjRs3yvjx4yUQCMgLL7wgK1eulA8//FAikYhcffXVAshDDz0kmzZtklWrVkljY6NYliV33XWXlJeXy0svvSSu60pTU5OsWLFCxo8fL88995x89NFHUl5eLieeeKKsW7dOIpGINDQ0yEsvvSR+v3+vtH3jG9+QSCQiS5culTVr1shvfvMb8fl88stf/lKam5vl/fffl127dskjjzwiwWBQ7rjjDtm5c6c888wz0tDQIE1NTfLd735XPvvZz0osFpOFCxfK9u3bxbIs+Z//+R/x+/1y5ZVXyu7du+XNN9+UHTt2yKWXXiozZ86UHTt2yO7du6W5uVk+/vhjmTp1qgQCAXn33Xdl1apVsmbNGolEIlJfXy+nnHKKVFdXy9KlS2XBggVy9dVXS319vdx5553ZMkNtalNbetufdugVAZNKpeTiiy+WyZMny+7du/d7nRUrVgggH330kYiIfP3rX5eLLrqoQ5h58+YJIM3NzV2KWyQSEUB+97vfSSKRkC996Usyffp0aW5ulrVr18oxxxwj119/vTiOI5dccokAMmTIEJkwYYKMHz9e5s6dK+vWrZPq6mp59tlnZffu3fK5z31OxowZIxUVFVkB8/vf/17mzJkjGzdulGnTpnUw/ogRI+TNN9+UJUuWyLBhw6SmpkaWLFkiixYtktraWjnxxBOlra1NHnnkEamrq5Of/vSnkkwm5bzzzpPTTz9dUqmUvPzyyzJhwoSsqEmlUvLMM8/IqFGj5JlnnhHHceTb3/62HHPMMbJ582aZP3++BAIBee6552TLli1y0kknydlnny1NTU3yox/9SCZNmiTRaFQWLlwoRx99tJSWlu6Vaaqrq2Xjxo3y/vvvyymnnCJjx44Vv98vd955p+zcuVOOOuooWbhwofz973+XxYsXy5FHHik7duyQX/3qV1JTUyNbt26Vxx9/PCsSYrGYXHzxxXLsscfK1q1b5dVXXxXTNPe6byZuc+fOlTFjxsjvfvc7cV1Xbr31VpkwYYKsWLFCli1bJqFQSHRdl8MPP1xGjx4tX/rSl8SyLPn+978v4XBYli9fLhs3bpRjjz1WLr74YonH4/Lzn/9chgwZslfcOhMwNTU1MmHCBJkwYYK8/vrrsmbNGikvL5d/+7d/E8/z5IEHHpCRI0dKaWmpPPfcc7J+/Xqpra2Ve+65R5qbm7NCNncbP368/N//+3/7rTAoLy+XNWvWyPLly2X69OkyduxYCQQCcv3110sikZCvfvWrctRRR8l7770nr7zyivj9fnnuueckGo3KZz7zGTnnnHOkvb1dli1bJkcccYTceuut4jiOfPaznxVARo0aJWPHjpXjjz9etmzZIs8//7zoui4PP/ywWJYll19+uRx++OGyevVqef/99yUcDss555wjlmXJTTfdJFVVVWKaprzwwguydu1aqaiokIcfflgikYicd955MnLkSBk/fnzBtP3qV7+SeDwu11xzjYwZM0ZqamrkyCOPlKamJnnsscdk3Lhxcscdd0gkEpGpU6fKBx98IH/729/E5/PJ73//e9mwYYNUVVXJZz/7WXEcR+677z4ZOXKkPPXUU9La2ipHHXWUXHXVVeJ5njz44IPZZ/+Pf/xDNm/eLFOmTJHTTjtNdu3aJX/4wx8kFArJ4sWLZdu2bXL88cfLrFmzJBqNyn//93+Lpmly6aWXSiKREMdxZNGiRTJixIh+ryzUprZi2/YnYArPeX0Q2LbNl7/8ZT7++GNeffVVhgwZst9zli5diq7r1NbWAjB9+nQWLFiAbf/LC+GVV15h4sSJBbuP9kdraytvvvkma9asIRKJsHLlSlavXs3y5cvxPA+/309ZWRk/+tGPePbZZ5k9ezZHH310diTFQw89xO7du3n88cd59NFHO3RvXXjhhVx88cXMnTu3w0iroUOH8vvf/56amhquuuoqGhsbiUajOHsW8mtpaaGuro5QKMT8+fPZsWMH8+bNQ9d1jjjiiOx1/vKXv7B+/Xri8Xh23+uvv87WrVtZs2YNiUSC1157jfXr17Nz587saJXx48czZMgQ/vjHP/Lggw9i23aHkV7//Oc/Wb16NdFotKC97r//fg477DBefvllfvKTn1BRUcGrr75KaWkpn/70p6mrq+PRRx+ltraWT3/601RWVvLKK68U7JrZtWsXb7zxBuvWraOxsZFAILBPp8K3336bzZs3s3r1amzbZt68eWzatInt27djmia6rnP22WfzyCOP8Mwzz3DDDTdgGAaBwL+G3mUcIxctWkRraytjx47dryNjhvLycn784x/z7LPP8sgjj2S7ITMjVRzHYc6cOWzfvp1oNMpjjz3GiBEjmDVrFjNnzuTNN9/k448/3uu6I0aM2KdDWm/T3t7Ob37zG2pqanjppZf4+c9/TnV1NUceeSQ+n4877riD//3f/2XEiBGYppn1Sdu1axcLFy7M5pdly5bx8ccfs2LFiuzopbFjx3LPPffw3HPPce+991JVVdXhOUciEebNm8fGjRvZvn171r8tGo0iIsTjcVpaWjo4spqmyRFHHMH27dt5++232b59Oxs2bCiYtscff5xVq1Zx77338swzz3D88cdTV1dHWVkZM2fO5G9/+xuXXHIJ0WiUQCDAypUrOeaYY/jmN7/JKaecwoYNG0gk0h5OIpK931tvvUU4HM6WTbnPXtM0xo4dy9q1a1m5ciUffPABW7duZeLEiVnbbd68mVWrVvHuu+/S1NTE2LFjGT9+PLfddhuvvfYaN910E6NHj+a2227LnqNQKLpGtwVMNBpl6dKlLF26FICNGzeydOlStmzZgm3bfPGLX2Tx4sU88cQTuK5LQ0MDDQ0N2eGHCxcu5N5772XZsmVs2LCBJ554guuvv56vfe1rWXFy6aWX4vf7ufLKK1m5ciV/+tOfuO+++7jhhhsOKJGZYY6ZyjUjjHIr20984hN8+9vfZs6cOVx00UUdxMi8efM466yzuOWWW5g6dSo333xzdnhiQ0MD//M//8MXv/hFLrjgAiDtP/Lwww8zbtw4vva1r2UFWj6tra24rsvIkSPRNI26ujo0TaO1tTUbplCfeMaW8K/5InLTk56RspUtW7bwuc99jnPPPZepU6dy5513Zs/LFYf5eJ7H/fffzxlnnMFTTz3FpZdeype//GWWLVtGQ0MDF198MS0tLbz11ls0Nzfzuc99jp07d7JkyZKC13Mcp0sjLDJknLFlj5Nrvg18Ph8333wzo0eP5rLLLuOHP/zhXmGGDBlCKBSiurqacDhMJBLpsiPsGWecwbXXXstTTz3FRRddxAcffNDheH6c5s+fz7p16/jud7/L2LFjeeqppwraN5FIdMsOPY2I8PDDD3PGGWfw6KOP8qUvfYmvfe1rNDU1kUwmue666/jUpz7FKaecwiWXXJL1QXFdt0MeK/T+fP3rX+ezn/0sP/7xj7nkkktobGzscO/MO5h/Xob82YghnQ+j0Sjl5eVUVlaiaRrhcLhg2lasWMGnPvUprr32WkaOHMkdd9xBKpXCtm2efPJJzjvvPM4880xOPfVUFi9ezF/+8hf8fj8XXnghr732Gt/61rey6c19F+vq6nAcp4MzcSYdtm3T2tqazWtlZWVUVlbS2tqa9dGpqqoiHA5TVVVFSUkJbW1tTJ8+nVGjRnHHHXfw61//OpvPMiJJoVB0jW5L/sWLF3POOedk/86Iissvv5yf/OQn/OUvfwHg+OOP73Dea6+9xtlnn00gEODpp5/mJz/5CZZlMW7cOK6//voO4qSiooJ//vOfXHfddUydOpWamhp+/OMfd3sOmO6QTCZxXZdTTjmFH/7whxx//PHZ+TJ+9rOfISLEYjFs26a9vT1bCL/55pvceuutjB07ll/96lesWbOG6667jgsvvJBNmzZx9913A2nhdscdd3S454cffsi7777L97//fSZNmsRpp53Gxo0bWbBgAWPGjDngtNi2zdNPP83dd9/NLbfcwtKlSzn66KP5f//v/xVsccmnurqae+65h3Xr1mUrr1gsRnNzM++88w6f//znmTNnDjt37mTlypV88Ytf5Pnnn2f37t0H1ELWXTzPIx6PU15ezqWXXpp1Rs7lyCOP5Mknn6SmpoZAIMA///nPLl8/mUzieR6nnnpq1pk6VzTmE4lEeOqpp7jjjjvYvHkzc+fOLRhu3bp1/erYW15ezr333svGjRsRSc/nE41GmT9/Ptdccw233HILf/nLX6irq2P16tU88sgjXb52PB7HMAzOP/98PvvZzzJkyJCCrVD5tLa2Eo/Hueqqqzj22GM7iGzP83jxxRc577zzePLJJ9m0aROe53H11VfvJRD//d//nZEjR1JfX49lWUSjUVavXs2bb77JV7/6Vdrb23EchxEjRnDjjTcyceJESkpKqKysZPLkyVx//fX8/Oc/73C9k046iU996lOsWrWKdevWccIJJ3S4ZzKZ5Omnn+bnP/85Tz/9NIFAgOHDh/Ozn/0sK3LGjRvHk08+SVlZGaWlpbz88sts3boV27b5wQ9+wKJFi/jMZz7D+vXrsyMnFQpF1+i2gDn77LP3+SW7v6/cE088kUWLFu33PpMnT+aNN97obvT24o033iASiWQFytNPP82mTZsQEXbs2MHs2bP5+OOP+eCDD/jZz37GJz/5ScrKyrj22ms544wzSCaTbNq0iYsuugi/388TTzzBr3/9a6LRKI8//jjvvfceLS0tfO973+O6667jpJNOYu3atcyePbtDPOrr63FdlxdeeCE7yVZbWxvf+MY3uP7665k0aRILFizg/vvvZ+vWrQQCAWbPnt1h3pvGxkZmz57N6tWrgbSY/OMf/0gkEsleOyM4Zs+eTTKZ5HOf+xwXXHAB69ato6GhAdu2+cMf/tBpawmkC+adO3dyzjnnYNs2t99+O8888wye5zF79myi0SjPPvssruvy5JNPEo/HmTNnDp7nYVkWTz31FGvXrkVEePXVV/noo4+wLAvHcXj++eez6c+npaWlQ9xWrFjBo48+mh3p89JLL1FdXY1lWdx+++3853/+J9OmTePxxx/n7bffZtmyZdlrLVmyhHXr1hEMBrnpppt48cUX8fl8ncatvr6e2bNns3btWj744AN+8YtfcNZZZxEOh7n22muZPn06lmWxevVqZs+eTUNDQ4e4z507lx/96Ef8/e9/Z9euXQXt2tbWxkMPPbSfHNt7pFIpGhoaOOuss3Bdl5///Oc88cQTtLe385WvfIWrrrqKCy64gF27dvHXv/4VEeGVV15h1apVpFIpRIQnn3wyK8I2b97M7Nmz2bRpE2+++SYTJkxg4sSJzJ07l+9973tUV1cjIrz55pu0t7cTj8ezz7G8vBzHcdi4cSM/+clPuPDCCwmHwySTSf75z3+yYsUKUqkUjz32GH6/n1mzZjF8+PBsvstn48aNnH322ZxwwgnMmzePe++9l5aWFq688kq+973vccYZZ2DbNq+++iqVlZWceuqprFixgjVr1lBZWcnll19OY2MjH3zwASLCnDlzOOKII3j99df55S9/SSQSYc2aNXs9+wcffJBkMsmFF15IMpnkO9/5Do8//ni2JWnFihWsWrWKKVOmcOutt/Lcc89h2zZXXnkll1xyCeeddx6vvPIK999/f5c+LhQKxb84qInsipnMRHbdJTNVeb5ZMv4PvdEFkDtLak8/jkKzduYSDAaZNWtWdgZWSBe6H374Ya+medKkSUyZMiX7t2VZvPjii1k/hK6Qu7BghnA4zDvvvEN9fT2f/vSnsy0NB0JneSGXQCDA8ccfz7XXXssXvvAFZs6cycKFC6mtreWTn/xkh+nuX3/9dXbs2HFAcelJOnuuuZPEFRKY+yNz/oHYOzP9fmf3zY3zKaecwuGHH5491t7ezksvvdRhFtt9vb+zZs3iz3/+MxdffDFvv/02hx9+OH//+995+OGHWbp0Kc899xyXXHIJzz77LECXbJEf/0AgwFtvvUU8HmfGjBkduuEyZN7N/uxWVCiKmX6fyG6g0Vlh0puFzMFUsvtjf4Vvxqch14EwE5feTHNmWvkMtm13W7x1lraMo/TB2rUr5w4dOpQ///nPhMNhfvWrX/Hee+9l45aZNh84YFHQG3SWroO118Gcv7/zco87jtMh72S6a/Zl39zzly1bxuLFi/nd735HS0tLdv6Z2bNnc8IJJ2RbCLvzvArFf3/5sFjyg0IxUFEtMIpBha7rTJo0Cdu2u7zsxMHg8/myk6dt2rRJfU0PEEpLSxk7dizBYJDm5ma2bdtGKpWisrKSI488knXr1tHc3HzA19c0jUmTJuF5HqtXrx60MykrFL3J/lpglIBRKBQKhUJRdOxPwPT4PDAKhUKhUCgUvc2g94ExTbPLE5gpBi4D6RkP0kZPRQEyvjTqmSsUPc+gFzD5k2MpBi8D4TmLyICIp6L7ZERKxmE7V7QU8zNX4koxUBn0AkYx+CnmykExuMmt/AsJF4VC0XsoAaMYkCjRouhPMiIlI1iUaFEo+h4lYBQDCiVcFP1JRqyolhaFov9RAkYxIFDCRdGfZMSK67pKuCgURYISMIqiRYkWRX+S79+iJilUKIoLJWAURYcSLor+InckUe6mUCiKDyVgFEWBEi2K/iJXoCinXIVi4KAEjKJfUcJF0V/sa94WhUJR/CgBo+gXlHBR9Be5Q6DVitAKxcBFCRhFn6FEi6K/UK0tCsXgQwkYRa+iRIuiv8h3yFWtLQrF4EIJGEWPo0RLYdRXf9+gWlsUikMDJWAUPcqhJF7yR69ompbdl1lENH8obmb/oWSnvkRNOKdQHDooAaPoEQZihVyogsusFt1ZevLnB+nukFtN0zAM44DjrCiMmuJfoTj0UAJGcVAMZOGSqfDyfSMMw0DX9YLnuq57wL4UGXGk6BlUV5FCcWijBEyRkangirkwHsiVcOZLfV9dDJljuc/iYCY3K+ZnuT9yu8WKiYzwLMa4KRSKvkEJmD6kOxX//sL2dME9kEVJIXLn+siQSaPjOPs9/0BaWQZyZbqv59+VvNEbac8VT7kz5A5kOxcTyo6KgY4SML1MbwmDA61UBptQyZCf1v21svTmvQcCPZ0PejI/5k80p4Y/9xwDMa8qFJ2hBEwvUQxCoRji0NvkV3YDQbD013Pp7/ywr/vnr/yshEvPoASLYjCjBEwP0N8Vw6FKpqJzXbdHrzmYKOa8mT8MXfm09AzKhopDhUEvYLoy58aBvvDFXDkMVvKf1cF8pfdnQZ+bdw41f6b9jQJTdB0lVhSHMoNewHSFYi/wFWkG63DZQyn/5YqWwfYc+wJlM4XiXwx6AdPduTe6UkB09Xq5s6925777G0pdLBVeoTh397xCvwvNVtuZU253C/SBWgF0Nuke/Mv2vZUv9mXzrt47d4Zc1eLSfQZqvlUoepNDQsB0JmIKOQ4W2p9B0zR0Xc9OcravOTIOpDLJnY6+0JDRTKWee/+epLNKMtd+mf9zh7XmHivUZZeflv0Nhe1sttrORrF09rxy49vZ+X1Nrg1y474vsZvb8tRZGjL5sqeXKejKDLe578S+cBynKJ5Bb1Eo3+f+31n4wWwThaI3GfQCxnEcfD5fwWPdHWqbCe95HoZhFBQa+ZV4fgWbEUmZAj//azT370JfvrmioauVVX5B2Vllme+P0B27HGi4zirsrszV0pU4FFvlkElbRqAVapE4kIot8+x0Xc9eu6eFzP7u3Rm5onwws69Wsq6GVygUXWf/n015LFiwgAsuuIC6ujo0TeP555/vcPwb3/hGh8pV0zTOP//8DmGam5u57LLLKC8vp7KykiuvvJJoNNohzIcffsgZZ5xBMBhk1KhR/PKXv+x+6vbgOA62be+1HegXYaYSchwnWwHlfqm6rps9nn9P13VxXXevvzNbpiLIFyi54iVTYeTeJzc++dfLPS83bKG4FWr56a5tDvQa+ed2ZxtIZJ6DbdsFK/6DSZPnednr7u86XbFlJg+apolpmhiGkV1qoasCeiA+Izi4/DhQ06xQDCS63QITi8WYMmUKV1xxBZ///OcLhjn//PN59NFHs38HAoEOxy+77DLq6+t55ZVXsG2bb37zm1xzzTU8+eSTALS1tXHeeecxY8YMHnroIZYvX84VV1xBZWUl11xzTXej3Ovkd/McLF3xEehOi0NPDjPuLrldTJ0dV/Q8uS2FGQq1Bmbyxr66Jwv93ld340CrvAdSXBUKxb/otoCZNWsWs2bN2meYQCDA8OHDCx5bvXo1L7/8Mu+99x4nnXQSAPfffz+f/vSn+dWvfkVdXR1PPPEEqVSK2bNn4/f7mTRpEkuXLuWee+4pSgFTLE61xcpArCD6Yw2gg7nfvrri8lvyCt0rt5UuI2Q6EzGd3X9fAqmYGIj5UaFQ7E23u5C6wvz586mtrWXixIl861vfoqmpKXts4cKFVFZWZsULwIwZM9B1nXfeeScb5swzz8Tv92fDzJw5kzVr1tDS0lLwnpZl0dbW1mHbF6opeHByME6s3fEr6in6Io/ldjt25V4ZX6/87sbcLsrcY4UcujP3LCb6613u6zylUBwq9LiAOf/88/njH//I3Llz+a//+i9ef/11Zs2alf0Sa2hooLa2tsM5pmlSXV1NQ0NDNsywYcM6hMn8nQmTz5133klFRUV2GzVqVPaYEiTdZ6AKuQONY19XMAPFnrkUEkIZsZPrd5Px8ent9O0vbxZb3j2QPNYfolqhGCj0+Cikr371q9nfxx13HJMnT2bChAnMnz+fc889t6dvl+Xmm2/mhhtuyP7d1tbWQcQoeoZCFUF+V0N/VxaZloCuxKOziqG/0zAQybTO9Dbd8f/qb/Lz14Hky2JMl0JRDPRKF1Iu48ePp6amhnXr1gEwfPhwdu7c2SGM4zg0Nzdn/WaGDx9OY2NjhzCZvzvzrQkEApSXl3fYegL19bN/cgvYYipsu+K3kaHYvta7w6GQPwfqsylEV/PlYEmvQtFb9LqA2bZtG01NTYwYMQKA6dOn09rayvvvv58NM2/ePDzPY9q0adkwCxYswLbtbJhXXnmFiRMnUlVV1SvxzB/6PRiFS1cq6QMtNIu1sO3uLMjFSGd5czDm0QwDWVB2hUItM4WcrRUKRed0W8BEo1GWLl3K0qVLAdi4cSNLly5ly5YtRKNRbrzxRhYtWsSmTZuYO3cuF110EYcffjgzZ84E4Oijj+b888/n6quv5t133+Wtt97iO9/5Dl/96lepq6sD4NJLL8Xv93PllVeycuVK/vSnP3Hfffd16CLqSQZrJbA/BqKPSyG6OkKmO+cUCwMlnj3BQM+H3WVfM1crFIouIN3ktddeE2Cv7fLLL5d4PC7nnXeeDB06VHw+n4wZM0auvvpqaWho6HCNpqYmueSSS6S0tFTKy8vlm9/8prS3t3cIs2zZMjn99NMlEAjIyJEj5a677upWPCORSMF45m+aph0yW1fsMRC3wZr2YswrKl/23jPs77iqTW3FtkUikX3W85rI4JT7bW1tVFRUdNinHUJfs4UYjI+6K890IKa7v/Lq/mzVk/EaiM+lO3TVVoPdDgrFgRKJRPbpzzro10KCQ1u4FHvhmP9suhPfnhIvWj+MnBqIeXIgxrm75KbxYPLE/mxV7O+lQjEQOCQEzKFEfxaMXRUC+yrcC13jQCrOYq4gBqIQGMwtLz2ZNiVcFIq+QwmYQUCxFIqyj/lXOivYeyruB3Od/rJfIZsUy7PsSYo1TT2dJ5V4USj6FiVgBjDFWiD2Zd9/sdpgfwxm8VLs6VDCRaEYHAx6AaMN0rkVBnJaesLPpbvpL/Y8UKzxgu51sQzEdPSkcCnm9CsUg41BL2AUfUNvtLqoCqJvOVjbFtuz6S1fo4NxPFcoFD3HoBcwg7FwKaY09dYw5kOpkiiGtBVDHHqC7oqWAxXUg8VeCsVAZtALGEXP0ZuVQ29eoyev09MUa7wyDKS5THpzdJcSLwpF8aEEzACjmEbM9DaDuaIYzGnrD1R3kUJx6NHrizkqeg4lXhS9RaFnPFBaX/pKvCgUiuJCtcAMAPq7glD0LJn5coqN/ugiPFgO1o6DZYSVQnEoogRMEdMbBWZ3+/IPpoLoD7+B/lgW4FCjt+zb3aHuxSgCFQpF36EETBHS0xVEZwX9vir7nq4cekpYqEqr7+hLIZj7XLuSV1Q+UCgUSsAcBLmFbE8UqP3RcqAqgsFBb7em9TWdtcYMpDQoFIreRQmYHqIvCtqB3j1ysPHvqk0Hup26S1fT2p082l+tL9051tcUi70UCkUaNQqplxCRbhVqvdVkXkwVAPRdOoot3b3FwS5iWeh8VRl3n9wlSxQKRd+gWmAOkO5+9faUM2x+68JALDT7ypG4J9Y/KtbWnJ6MU+6oqL5eY2og5t99UexrbikUgwklYPZBT4iP3Gvtr6n8UBx90Rdp6Y5gKnbb9lbF2BPLPSj+xcHYRokfhaJrKAGTR2dN6n0hYgoxECqJgSS8BqpzaF8OQ+/K/bpir/2J8mK3eX+hli1QKLqGEjA5HKgzZE8xGLqH9kVfDdnuCt25Z7F2I/Um3U1zZ3m3s+sMtrzdW6gV2RWKzlECpgv0ZGHbla6kQ42B0K2jREzXwvfEdXqDwTQHkVqfSaFIowRMFyjWqd+Lgb4oPA+1L/jutGT0JAezHtKBXLuv6K0VzYslDyrHYcWhihIwXUQVDsVFf4ia3hYRKo/1LL1tz2IT1sp3RnGooQRMPzDQWnQ6G41VbIXkQJxMcH/X6mvn3cFCf+XNYvHzUq0yikOBQ0LADGbH2N6gs0JvoBWGvfWF3BMiZqDZslgZKHbsL2GjWmUUg5lDQsDkUixfSMXAoVig9dTzLwbH1EORwWbzvuyGUmJGMdg45ARMZxxqL/Shlt79cSDdT52FGWi2HQjifaDZ9GDoC1GjxIxiMKAEzCGIKrD2z8F0O6rKoedQ9kujWo4Vir1RAqYfUIXOwOJglpQodsfnYkPZp3sMtAEBCkVPogRMH9PXhY2qEHqOwVhZ9FV6VD5UKBQ9jRIwBRgoQxCLPX6KQxuVPxUKRW+iBMw+2F/zf09NtX4gqMrh0KOY82MGlS8VCkVfoXf3hAULFnDBBRdQV1eHpmk8//zzHY5rmlZwu/vuu7Nhxo4du9fxu+66q8N1PvzwQ8444wyCwSCjRo3il7/85YGlsAfJj3Puvq6c2xOIiKokFEDHPJWbH7t77sGQyY8qX/Y9XS17FIrBSrdbYGKxGFOmTOGKK67g85///F7H6+vrO/z90ksvceWVV/KFL3yhw/6f/vSnXH311dm/y8rKsr/b2to477zzmDFjBg899BDLly/niiuuoLKykmuuuaa7Ue4TenJekGKoCLrytV9o/2CmGCuLztYv6u4Mv11NW38/bzX/TnHmQ4WiP+i2gJk1axazZs3q9Pjw4cM7/P3CCy9wzjnnMH78+A77y8rK9gqb4YknniCVSjF79mz8fj+TJk1i6dKl3HPPPX0iYA7UWbOzSn0gDavd14rCne0v9jT1BIO90hgIzzC/lWkgxLknGex5UKHoLt3uQuoOjY2N/P3vf+fKK6/c69hdd93FkCFDOOGEE7j77rtxHCd7bOHChZx55pn4/f7svpkzZ7JmzRpaWloK3suyLNra2jpsxcJAaWI/0AIyv1utJ6+df4/+oFgqjmLPP31NsTyX3kZ1FSkUhelVJ94//OEPlJWV7dXV9L3vfY8TTzyR6upq3n77bW6++Wbq6+u55557AGhoaGDcuHEdzhk2bFj2WFVV1V73uvPOO7n99tt7LO6DcchsZ/RkOvf1dXygrTX5vh59WZEPpDwwGAROb8w4O5DtMpDyn0LR1/SqgJk9ezaXXXYZwWCww/4bbrgh+3vy5Mn4/X7+7d/+jTvvvJNAIHBA97r55ps7XLetrY1Ro0YdWMQPgoFcWPYkuRVHIWfTg7FTX1VKqvLoWw6023Z/s9TuT1R3dqw/UXlPodg/vSZg3njjDdasWcOf/vSn/YadNm0ajuOwadMmJk6cyPDhw2lsbOwQJvN3Z34zgUDggMVPdym2wu5g6a3Wpv11KR2siMlwsM9DVRYDm3wRciD+WsXUUqPyo0LRNXrNB+aRRx5h6tSpTJkyZb9hly5diq7r1NbWAjB9+nQWLFiAbdvZMK+88goTJ04s2H3UWxRLgdYX9Edae2rkS2cjcQpthY4r+p+eeA5deZ6d5YdioRjjpFAUK90WMNFolKVLl7J06VIANm7cyNKlS9myZUs2TFtbG3PmzOGqq67a6/yFCxdy7733smzZMjZs2MATTzzB9ddfz9e+9rWsOLn00kvx+/1ceeWVrFy5kj/96U/cd999HbqI+oOB4Ih7MBRz2vLnG8l3jO7O/CeqklAUoj/zhcqXCsUBIN3ktddeE2Cv7fLLL8+G+d3vfiehUEhaW1v3Ov/999+XadOmSUVFhQSDQTn66KPlF7/4hSSTyQ7hli1bJqeffroEAgEZOXKk3HXXXd2KZyQSycZN07SCce7KpmladjvQawykLTe9fbUN5Lj3ZVr70paDPc8Vk/0OxTSrTW1d2SKRyD7reU2kiD+7D4K2tjYqKiqAg3PU04qob7wv0PrpK7AnbNxfce8O3U2nlvNlLntanPaVzoGYV4vpufW1/Yoh7QMxzygODSKRCOXl5Z0ePyTWQjrQF7QYCpdDhZ4QitLN7qRippBw6ep5A6VCGgzP6UA5lNOuUPQUh4SAORgGSmUwGDiYlrLBgJbnB9GZcNlfK0yxU8xx7wsBWMzpVygGEkrA7INDtSLtb/Ir8cFKJp35FVp3Wlw6u26x2u1QrrwP5bQrFL3BIStgClUanYUr1sqgpynGAvZA7F/MLRT5rSywd94bbPmtWJ/FgXCgrYSDyQYKRbFwSAqYrhYmh5J4KWYG43PIpCc/XV0ROJl9xV4pFnv8OqOz/Jabnu7kyYFqB4Wi2DnkBExnhYkqZBR9wb66h/aVNweaiCnWeHWV3JaWgZ4WhWKw0qurURcThb5su3qeov/p7nMYaC02PZ3P+jPfDqZ3Zl9p6Uo6B5MtFIpi45AQMKoQURQzg6kiHCjxVCgUA59DQsAoukaxt1oMxlaY7qSp2MVBscevr1H2UCh6FyVgFAOaA+0aLAZUl+bARz0PhaL/UAJGkWUgFMb5I0EGGhnB1VNx31crU1/bZyC0ePUVAzFvKhQDjUE7Cim3MFUFa9cYaHbqSnwHWpoOhGJKYzHFpT9RdlAoDp79vUeDtgWmqampv6OgUCgUCoXiAGlvb9/n8UHbAlNdXQ3Ali1bsqtSKw6etrY2Ro0axdatW/e5Sqiieyi79g7Krr2DsmvvoOyaRkRob2+nrq5un+EGrYDR9XTjUkVFxSGdEXqL8vJyZddeQNm1d1B27R2UXXsHZVe61PAwaLuQFAqFQqFQDF6UgFEoFAqFQjHgGLQCJhAIcNtttxEIBPo7KoMKZdfeQdm1d1B27R2UXXsHZdfuoYka76dQKBQKhWKAMWhbYBQKhUKhUAxelIBRKBQKhUIx4FACRqFQKBQKxYBDCRiFQqFQKBQDDiVgFAqFQqFQDDgGpYB54IEHGDt2LMFgkGnTpvHuu+/2d5SKmp/85CcdVknWNI2jjjoqezyZTHLdddcxZMgQSktL+cIXvkBjY2OHa2zZsoXPfOYzhMNhamtrufHGG3Ecp6+T0q8sWLCACy64gLq6OjRN4/nnn+9wXET48Y9/zIgRIwiFQsyYMYOPP/64Q5jm5mYuu+wyysvLqays5MorryQajXYI8+GHH3LGGWcQDAYZNWoUv/zlL3s7af3K/uz6jW98Y6/8e/7553cIo+y6N3feeScnn3wyZWVl1NbWcvHFF7NmzZoOYXrq3Z8/fz4nnngigUCAww8/nMcee6y3k9dvdMWuZ5999l559tprr+0QRtm1C8gg4+mnnxa/3y+zZ8+WlStXytVXXy2VlZXS2NjY31ErWm677TaZNGmS1NfXZ7ddu3Zlj1977bUyatQomTt3rixevFhOPfVU+cQnPpE97jiOHHvssTJjxgxZsmSJvPjii1JTUyM333xzfySn33jxxRfllltukWeffVYAee655zocv+uuu6SiokKef/55WbZsmVx44YUybtw4SSQS2TDnn3++TJkyRRYtWiRvvPGGHH744XLJJZdkj0ciERk2bJhcdtllsmLFCnnqqackFArJ7373u75KZp+zP7tefvnlcv7553fIv83NzR3CKLvuzcyZM+XRRx+VFStWyNKlS+XTn/60jB49WqLRaDZMT7z7GzZskHA4LDfccIOsWrVK7r//fjEMQ15++eU+TW9f0RW7nnXWWXL11Vd3yLORSCR7XNm1aww6AXPKKafIddddl/3bdV2pq6uTO++8sx9jVdzcdtttMmXKlILHWltbxefzyZw5c7L7Vq9eLYAsXLhQRNIVjK7r0tDQkA3z4IMPSnl5uViW1atxL1byK1rP82T48OFy9913Z/e1trZKIBCQp556SkREVq1aJYC899572TAvvfSSaJom27dvFxGR3/72t1JVVdXBrj/84Q9l4sSJvZyi4qAzAXPRRRd1eo6ya9fYuXOnAPL666+LSM+9+z/4wQ9k0qRJHe71la98RWbOnNnbSSoK8u0qkhYw//7v/97pOcquXWNQdSGlUinef/99ZsyYkd2n6zozZsxg4cKF/Riz4ufjjz+mrq6O8ePHc9lll7FlyxYA3n//fWzb7mDTo446itGjR2dtunDhQo477jiGDRuWDTNz5kza2tpYuXJl3yakSNm4cSMNDQ0d7FhRUcG0adM62LGyspKTTjopG2bGjBnous4777yTDXPmmWfi9/uzYWbOnMmaNWtoaWnpo9QUH/Pnz6e2tpaJEyfyrW99i6ampuwxZdeuEYlEAKiurgZ67t1fuHBhh2tkwhwqZXK+XTM88cQT1NTUcOyxx3LzzTcTj8ezx5Rdu8agWo169+7duK7b4aEDDBs2jI8++qifYlX8TJs2jccee4yJEydSX1/P7bffzhlnnMGKFStoaGjA7/dTWVnZ4Zxhw4bR0NAAQENDQ0GbZ44p/mWHQnbKtWNtbW2H46ZpUl1d3SHMuHHj9rpG5lhVVVWvxL+YOf/88/n85z/PuHHjWL9+Pf/5n//JrFmzWLhwIYZhKLt2Ac/z+P73v89pp53GscceC9Bj735nYdra2kgkEoRCod5IUlFQyK4Al156KWPGjKGuro4PP/yQH/7wh6xZs4Znn30WUHbtKoNKwCgOjFmzZmV/T548mWnTpjFmzBj+/Oc/HxIvgWJg89WvfjX7+7jjjmPy5MlMmDCB+fPnc+655/ZjzAYO1113HStWrODNN9/s76gMKjqz6zXXXJP9fdxxxzFixAjOPfdc1q9fz4QJE/o6mgOWQdWFVFNTg2EYe3nJNzY2Mnz48H6K1cCjsrKSI488knXr1jF8+HBSqRStra0dwuTadPjw4QVtnjmm+Jcd9pU3hw8fzs6dOzscdxyH5uZmZetuMH78eGpqali3bh2g7Lo/vvOd7/C3v/2N1157jcMOOyy7v6fe/c7ClJeXD+oPpM7sWohp06YBdMizyq77Z1AJGL/fz9SpU5k7d252n+d5zJ07l+nTp/djzAYW0WiU9evXM2LECKZOnYrP5+tg0zVr1rBly5asTadPn87y5cs7VBKvvPIK5eXlHHPMMX0e/2Jk3LhxDB8+vIMd29raeOeddzrYsbW1lffffz8bZt68eXiely3gpk+fzoIFC7BtOxvmlVdeYeLEiYO+m6OrbNu2jaamJkaMGAEou3aGiPCd73yH5557jnnz5u3VhdZT7/706dM7XCMTZrCWyfuzayGWLl0K0CHPKrt2gf72Iu5pnn76aQkEAvLYY4/JqlWr5JprrpHKysoO3tyKjvzHf/yHzJ8/XzZu3ChvvfWWzJgxQ2pqamTnzp0ikh5KOXr0aJk3b54sXrxYpk+fLtOnT8+enxnyd95558nSpUvl5ZdflqFDhx5yw6jb29tlyZIlsmTJEgHknnvukSVLlsjmzZtFJD2MurKyUl544QX58MMP5aKLLio4jPqEE06Qd955R95880054ogjOgz3bW1tlWHDhsnXv/51WbFihTz99NMSDocH9XDffdm1vb1d/s//+T+ycOFC2bhxo7z66qty4oknyhFHHCHJZDJ7DWXXvfnWt74lFRUVMn/+/A7DeePxeDZMT7z7meG+N954o6xevVoeeOCBQT3cd392Xbdunfz0pz+VxYsXy8aNG+WFF16Q8ePHy5lnnpm9hrJr1xh0AkZE5P7775fRo0eL3++XU045RRYtWtTfUSpqvvKVr8iIESPE7/fLyJEj5Stf+YqsW7cuezyRSMi3v/1tqaqqknA4LJ/73Oekvr6+wzU2bdoks2bNklAoJDU1NfIf//EfYtt2XyelX3nttdcE2Gu7/PLLRSQ9lPpHP/qRDBs2TAKBgJx77rmyZs2aDtdoamqSSy65REpLS6W8vFy++c1vSnt7e4cwy5Ytk9NPP10CgYCMHDlS7rrrrr5KYr+wL7vG43E577zzZOjQoeLz+WTMmDFy9dVX7/XBouy6N4VsCsijjz6aDdNT7/5rr70mxx9/vPj9fhk/fnyHeww29mfXLVu2yJlnninV1dUSCATk8MMPlxtvvLHDPDAiyq5dQRMR6bv2HoVCoVAoFIqDZ1D5wCgUCoVCoTg0UAJGoVAoFArFgEMJGIVCoVAoFAMOJWAUCoVCoVAMOJSAUSgUCoVCMeBQAkahUCgUCsWAQwkYhUKhUCgUAw4lYBQKhUKhUAw4lIBRKBQKhUIx4FACRqFQKBQKxYBDCRiFQqFQKBQDjv8PNCyRX2X/sH4AAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "ename": "NameError", + "evalue": "name 'reader' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn [2], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m== Random loaded item ==\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m----> 2\u001b[0m rand_ix \u001b[38;5;241m=\u001b[39m random\u001b[38;5;241m.\u001b[39mrandint(\u001b[38;5;241m0\u001b[39m, \u001b[38;5;28mlen\u001b[39m(\u001b[43mreader\u001b[49m))\n\u001b[1;32m 3\u001b[0m data, name, repr_names \u001b[38;5;241m=\u001b[39m reader[rand_ix] \u001b[38;5;66;03m# get a random item\u001b[39;00m\n\u001b[1;32m 4\u001b[0m img_data \u001b[38;5;241m=\u001b[39m {}\n", + "\u001b[0;31mNameError\u001b[0m: name 'reader' is not defined" + ] } ], "source": [ @@ -122,8 +119,11 @@ "img_data = {}\n", "for k, v in data.items():\n", " img_data[k] = reader.name_to_task[k].plot_fn(v) if v is not None else np.zeros((*reader.data_shape[k][0:2], 3))\n", + "if \"rgb\" in img_data: # move rgb as 1st item in the collage\n", + " img_data = {\"rgb\": img_data[\"rgb\"], **{k: v for k, v in img_data.items() if k != \"rgb\"}}\n", "pprint({k: v.shape for k, v in img_data.items()})\n", "collage = collage_fn(list(img_data.values()), titles=img_data.keys(), size_px=55)\n", + "collage = image_add_title(collage, name, size_px=55, top_padding=110)\n", "plt.imshow(collage)" ] },