{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from ultralytics import YOLO\n", "import torch\n", "from PIL import Image, ImageDraw, ImageFont\n", "import numpy as np\n", "import utils" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from importlib import reload\n", "reload(utils)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n", "model_pose = YOLO('yolov8l-pose.pt')\n", "model_pose.to(device)\n", "\n", "model_det = YOLO('yolov8m.pt')\n", "model_det.to(device);" ] }, { "cell_type": "code", "execution_count": 150, "metadata": {}, "outputs": [], "source": [ "img = Image.open('sitting_woman.png')\n", "x = 1560\n", "img = img.resize((x, x))\n", "img.save(f'sitting_woman_{x}.png')" ] }, { "cell_type": "code", "execution_count": 85, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "image 1/1 /root/yolov8-pose/sitting_woman.png: 640x640 3 persons, 8.2ms\n", "Speed: 2.2ms preprocess, 8.2ms inference, 1.0ms postprocess per image at shape (1, 3, 640, 640)\n", "\n", "image 1/1 /root/yolov8-pose/sitting_woman.png: 640x640 3 persons, 2 chairs, 2 laptops, 4.5ms\n", "Speed: 2.6ms preprocess, 4.5ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640)\n" ] } ], "source": [ "url = \"sitting_woman.png\"\n", "results = model_pose(url)\n", "results_det = model_det(url)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "def draw_output(image_pil: Image.Image, keypoints: dict): \n", " draw = ImageDraw.Draw(image_pil)\n", " line_width = 10\n", " font = ImageFont.truetype(\"DejaVuSerif-Bold.ttf\", 70)\n", " \n", " ear, eye = None, None\n", " if keypoints[\"left_ear\"] and keypoints[\"left_eye\"]:\n", " ear = keypoints[\"left_ear\"]\n", " eye = keypoints[\"left_eye\"]\n", " elif keypoints[\"right_ear\"] and keypoints[\"right_eye\"]:\n", " ear = keypoints[\"right_ear\"]\n", " eye = keypoints[\"right_eye\"]\n", " \n", " # draw extended left and right eye lines\n", " if ear and eye:\n", " left_new_point = utils.extend_line(ear, eye, 3)\n", " l1 = [ear, left_new_point]\n", " draw.line(l1, fill='red', width=line_width)\n", " # draw a horizontal line from ear forwards\n", " ear = np.array(ear)\n", " l1 = np.array(l1)\n", " l1_vector = l1[1] - l1[0]\n", " x_s = np.sign(l1_vector)[0]\n", " length_l1 = np.linalg.norm(l1_vector)\n", " p2 = ear + np.array([length_l1*x_s, 0])\n", " ear = tuple(ear.tolist())\n", " l = [ear, tuple(p2.tolist())]\n", " draw.line(l, fill='gray', width=line_width//2)\n", " # draw angle\n", " angle = utils.calculate_angle_to_horizontal(l1_vector)\n", " draw.text(ear, f'{angle:.2f}', fill='red', font=font)\n", " print(utils.get_eye_angles(keypoints))\n", "\n", "\n", " # draw elbow angles\n", " left_elbow_angle, right_elbow_angle = utils.get_elbow_angles(keypoints)\n", " if left_elbow_angle:\n", " draw.text(keypoints['left_elbow'], f'{left_elbow_angle:.2f}', fill='red', font=font)\n", " # draw polyline for left arm\n", " draw.line([keypoints['left_shoulder'], keypoints['left_elbow'], keypoints['left_wrist']], fill='blue', width=line_width)\n", " if right_elbow_angle:\n", " draw.text(keypoints['right_elbow'], f'{right_elbow_angle:.2f}', fill='red', font=font)\n", " # draw polyline for right arm\n", " draw.line([keypoints['right_shoulder'], keypoints['right_elbow'], keypoints['right_wrist']], fill='blue', width=line_width)\n", "\n", " return image_pil" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "skeleton = np.array([\n", " [16, 14],\n", " [14, 12],\n", " [17, 15],\n", " [15, 13],\n", " [12, 13],\n", " [6, 12],\n", " [7, 13],\n", " [6, 7],\n", " [6, 8],\n", " [7, 9],\n", " [8, 10],\n", " [9, 11],\n", " [2, 3],\n", " [1, 2],\n", " [1, 3],\n", " [2, 4],\n", " [3, 5],\n", " [4, 6],\n", " [5, 7],\n", "]) - 1" ] }, { "cell_type": "code", "execution_count": 86, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(None, -1.4361128004182906)\n" ] } ], "source": [ "keypoints = utils.get_keypoints(results[0])\n", "img = Image.open(url)\n", "img = draw_output(img, keypoints)\n", "# img.resize((800, 800))" ] }, { "cell_type": "code", "execution_count": 154, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "image 1/1 /root/yolov8-pose/sitting_woman_x256.png: 640x640 3 persons, 7.2ms\n", "Speed: 1.0ms preprocess, 7.2ms inference, 0.6ms postprocess per image at shape (1, 3, 640, 640)\n" ] } ], "source": [ "url = \"sitting_woman_x256.png\"\n", "# url = \"sitting_woman.png\"\n", "results = model_pose(url)" ] }, { "cell_type": "code", "execution_count": 155, "metadata": {}, "outputs": [ { "data": { "image/png": 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LJkx+MOQEBi3NFe3oQ1gC0Nwn4gUbHehwrXoFmX5guB/F3oqRGQxHIXz/4SiGsetHevH7X10C8cogaYPQ4GFx7G6Sq4L4JZKIKIPQPwym7N0gvjA4jlhQI6+g8gMoRFjWg9MoHO/IR+yWZSwTm7ba5oFey0Bs4gj9Sa4nIDBxCIsci+AtLI6ysgEBiCfwUUCfEDo5SdThf6s8i0agRQDOO9m+HoIYmOJAiYWJEzYxPmkPnpnBxRevP1x1e/DLTyUwC2Zzll1eBSFr1ovLbXtHFPY86YhZIpa/raONVZ9AHxA3CsJi3jdohOHBb0kUi50E9wgRFeVXKqIYLObxCJRnocQEVm5kf4UEq1RZxQuw/xkCjv6/k1n7ha3dNklX99DTm1crdvaSLbZ1qM96tPJzSwMLgqM8IoXeRdSlQRt13IcbEJYqjkPR7hJXaETYT5EuQEdfLicgLkKj91QRkvP1Y01Bqw43y/nqhdcu9H2+dlR3Y//P1+4j79tY/0LPuph2LnTvkzl/vudubK9FADaOxiOO5T8PKtrk+BG7497jNrlQs51j/dbVi589jjjzmOSGN42gqOvBs2/WEU729Tgsfwp2fM8l27DlN7Dp44VXrFo9WcQSELc+FHjbh9ttC6a9XClqdx0+YePLICiOQd09uPvyzJKUgRAa+f/X4CKK+B0gLUBoqrYIev1FT9r+56kl28nJshKJXLrVpl55vXWlWO3r5A4gY3ADs2NDBAvOISaU5H4FADXgUKrlLH3D9IiHoAC6if+B0UMQ/SSKCIoIAEyNt+sExtt00rL2LD0ieHYgggRZFoKHS1wRGQl+ecV1xNxIXaggkqPsyv5Q3RaW8OaN9XVN5/1c4PsQVqczfkm+EyHiRDU2VGDogvuooWtOUKXY1WkNHsf65U37gb81Z4JnBEQjqBEeh2Ou5+pmv7fZt+Cpaj0oujMswdioYrAw6Kh5m/dB9fwZwWX9vGBpEYDzDs36cCtA5tSpkzY+fsYu23oJbHoDZ6Alcvb1K7u3dRO8cwYFofL05XAH7iQJ6Bbcc5XqewWPwUWiA9/zqbPnfcqjT1643v5tiACAYTc+/ZcQ9dcJ4bkHF+KDKBUTmBmlyJOuISKsg2/BU9gBMwJiaNVHsICQ8C1AS8qvMQCZGFAYAjuBIY/u0hM9Q3tluRwzHgmsI/UGEYdSajq0yysS9sfRSWPM89Qf/ulXgEIcqOiEfwV9Eq6Fffb7dLGJgJ5PMfwtoA9fQ20Qk1FDkRqF+3HEoR/hZX0HI0M1pVzjWh3WidFDTFOi9YAg4M5lFdryc94vuCj+6Z1UQ6MZi4BKDDrBnU5k0+RokPJXz8VBhLPqverrd9AHb4orDY0XnJ74NRcBmzW5pKvBV/PIx8jb05M0lupnMFyigUyyz3eNhuLqU/gQLp2vtAjA+UbFzzUnCTZ8GS++vbt32AuvugLNP/H/aPcXOLdEIo/58RPWQ4LODgJv2vDOy2Bvn50nkQfKtRrAn4x309qFEfuCj3/EBSkLh/A92AaLf+nmUbts+6h1Kj8YTke3/tJfPaL2E/8p3wOHzSd+69odWnUEg1FlHmpItMBaUcnb3PEpy+ITkSQ1WhLzIxlTuS40458wkAc7nDqsB20It/WzTluqIuKUkP5D2ZeFqFxsb+vgk8GTMucEWFaSCpYUIVhA1EAoET6Qukp7InYqVbgoz56ERSWPb0W6VLeBzbss3UNcBQ1LR6rnB7XVH0SvBpYfdnBaIvOT/DrU40iUd9B7gIsy4Sa6yP+Aw1ej3sEnan0JuKt6DjiQGzk6oTpZm5PL9J82eYCHceOolUIEzBajtlpWstc4aK1ksQR26RneDyxO3BPwFDrBGFBHiV3CXmo8ygzmMKHmnViH9Kwu6+XtRXQvXFoE4AJjo8GWHD5Nau+HHrjH2rra7J5jB2xxdcU6YO87MNGNbd1kMdx940xNBUCokPhzdnaBFVBJQdrd0+/UqWNrT3jzd9xsP/Oaq60+v2z3HV2y7tERm8AiMD8/Z5vQ3P/Lpx6yT9xz1OqdAnTyCcDCTy9r9TBMg8QaQGSG8Avo60FvIO0E1D4AgrVHfNkHTdz4su/Xjc4ag6gxB0yhb80+c9sH7PSBw0QsbqYCYgnjFcEkKsRR3kRhecDSNoFZX0I9neTL2WvOiMNJMAYKpNIFOTUdvPd+dlg6YfXVeevFt2EQq8YVO4YRt3LcJ9AmUxLPJOWqgV+0ARHhkQlCsqN1oiYh3LGhYVvBfGqYRl/02u+2dn4LuQNmiPWaPspx8+6jd9rhQw+R5l1OUyhPayIuIL7PA1mZ2iv2mfs+bG1EWV526fPszMn7rK101LrjRGBSq1IesiJRotXoFO+QAC0hChD1KhGl08sFNn25grwSO+EEpEOCANC23lPkR8TPCYEIB2edEIj488v/8l7aO6KElSp336o999rr7IrRa6koQkMrGrILlBYBOO/ABIMupd39d37AqqtTdvrUpGVRmi2jqGtrZ5ee/i7rydRsxxDEoBP2v5a2k6eWPfnnILv4lMgUdOC+CVxxNWVBuXrrFkyGCTu5VMRhCEqditlx/AgaEAxEfrtydx/7BSbtbI6Vg2sRgGHa2EmIsgfuQkFCA70ZS7MSCsmCFWJ9dj/6K9/jMQjADUALC644BHkpAgXzmAyPnSaGoRa3a6+90q6/7gaW6qj13/hqb1/Iq5YC+dRPfVl/1EZdrtAEMJ06csDGjx2313zf97DXIQQApPFVT8gNIutZa8ApotF0kQ6IWgDgEmEExRpFvZPTFnpaQ/n6V//wAXvfRz9rr33ObnIgzljv5Ttt7/VX2NLkSSpr8xXen7FVmHWehVBu1zGCqka27Mar86h1oYe58lWvsmhnt33yX/7FDt99pz3n1a9zl+yA7xAcwCWUVuzYqS/adfuus53brwWhmZsGxIPOtIHCsWjBvnDXh+y237/Nvu8H3miv+08vs6nOdhv//AHrMDgSPEQj8S70PQ1EwlU4hrqLSDLF5jnuS/Tb8697qW3eegXzoxdlbFBE1NcHR6PKeYiRT64Ig8iPSsBJKMmsYlWOjx+zww8ctmt5N4mvIhKqc6HSIgDnHRmGWfBXyeHoc9TaovjjE4vfO4hv/ZllFHkNG+qK2J5tAwxyAq/Aaaj4rMcA9JKPb34xa6dOTNBAA11BN98L/pQxUnlVVsXgpax9IIOir2iD2PRrcA0dJBPdimLvxdfttfvxJJzFR6Di0BAQgIGeJKwdG4cACG0QlQSA7TAQLJ/evpKO6Jy6rqLvAvWmEEka5BncvnufHT911t7/H59CIdltV12+z+vpz4VBZK3KRR2IkERxOhJxqaAY3ZZOWu/QNtyS8XKEFSc3Eg9jfCEAAZsegCio5r0QaEfkKKV3h9Vt4Fqt+jTgq5mMline6UPv/hd7z6c/b/t2jdj3f/urberovbZpV7/leyB2OfSpJE1Js3lKro22IJi6We7cMVKnP3hy3j5y7zHr25+00XwSxNuMPwcp2hpwDoyakF5sejAmpG0n3Vo1XbKu/lFrixCWzRUhoIhEXO/SyNoXPvZh2zsybN/4otdaqjFkQ5FRvD4JDkMkkOm2s5MszhCzeJYwbea9AYdX4LuKkvZ5t7zado9dy/U2YI0R0kSiN1E5d16Ycz+h5zcLB04j0evoUrm3ZqdPT9I79p+QkmoDfIS3bPxuEYBwHAEQlRAoBXQl7O0oyZHROqwThM+S7YfwPNu9a7dtH0xblrDaU7Nk/WWcK5wv4s8vBx+l9ZaEO9DfbceO447bLHEQOFcu4NvfZocOnbST4/MAJuHEKBa79uzybMD7dg9YW2ePHTs7S4pwrtuy390PcehuS6HlT1kHCCYgFF5snGCtkOAOq2Rg89f+hFpVh3Ah7kRp2T8yghIzZZ+842P23g++14YgVmHRGkuL4c8v+1ujWAeIJXP3EJ9QjqALwO05Gge12O0owmpMp/jQt+bz9Gv9yVr5WK1BrhgcWB33ZpZPgBwTKQShzEsnycNw9PjD9n0/9h327bfeaJHP3m9tM1nbtL8fXcMRy6NjKM3krFf1O4mCLGStg/v0xGw5ZkXk8atf8y126a23sLvSDngsxhO2O6Fx49mqF5DPACZQI1opDfeB/qINxIqCvA0WBXoGAhMARp6G3WNbbXzHcduyeze0JmoHl2fsCwRvbS8P2GBizPILJUtmVjwGY5bcDQeOnLGukZ0WaR+2+NAu3lm7PYlwCnICYqX5cJ2u96f5x7sU9Cs8rT7rHvl5KO9kJIFIg/4lEkHnsD6wYfVzvlsE4Jzh2PADKJg4ewZWnuQc+P8nlph04vj3bx6y7f0Ny7RDEFZrNohSbvqhk3b67JQlYfsG8AxEHLOeoR6bOjuHPwCGf2NJUmEPAbGPFZRO0xOLgB0RfquLdtX+y3xFaPPsQRHbQhuy//egWDIb91tHukgLhgzcq+AgxAMOmWBWIc1+s7jyjWcrDZkSf8hkWCTuIMgYnIcFJmx5aZ7EohHiCKbwZpwKbwXU1ttZO/llHjRYaUFf7nZy4IRKxCpYjPScx3kWFavJkiNXRI5VtYTwgj0WCJKKVW2yPW+3/sKbrD8GQhIqne+/wlY6Enb7obtsd7WbfA0kZlmK21J+1bpGGcuYlGpy0SYJyr33WKFjl/2nX/9+679kj9WJuyjgyRnEQQiNmsjl7wA+8lMJXWIsEElYqqiok0iEn9c1OJNom5VzNdvUiyMXxHkRH4tjbOkeveE/22IpAsEesZXZRZs7C8eSWrRId689/7vYxen6b2DLhm3oilAaMpdkgID74SHOymlGHmecNsyP6nrvnXVlsJiBiyktAvAYo1Ss5uzM5HEb7iR9N3K+/l2+ucMuvWKHHZlYQiE4yfUpvPlI6jk4yP58GUxxuP6SqHMZOV9cXG/P+iQihlua5J/LeBZ24vu/mK3azh1b7GW/+k775K9+K5wArrko/joxIUaQ9Tsx64VlAA16Gi+iDB+ZlvRRfEBU1KZZlAdQi77umiMfYAnEKbHiRrBcKI1YDqVTLj9ju+EIujqGSGCSCW91sFdP1zigtStf3kETjVzmF7Mc4tXFtCaDWTvKtywWAOMd2uW5CBs+gJNUrL5sXay4S2WSqUTbbYrVeGDP1Xb9nlF779t+yR68714b7e0hZwIbrs7lbCi3YmMjOEYxpiKIPcRV7L7qcuseGITokpQVT0mlYA/fW/3Wqin00beUjSJc7krN6hrgpLgU9oOEKEgql46ljmJv376r4VjidhKnrPrW51ohewnPJDozl7ZkL6+CxeLkl/7ZthCBecU3fCdcxWbL19jkhbaiEg8c+SGdiJU+i87inTtiF9LRiEhpkJV3sv4otuHcNjb+ahGAjaOx4Vhr2MDgZhsY2Ycj0BmLtbPhh8SBoU32bx+81x46ftomV/N2xeX7ASbMfbCICgVWQk9piVeX5/gNCxZiAm1PsPpevWerteETnErCJiuBKPZnAVqk8e4NT3/04Xe+7bZHn3zEmRe8+R2POLP+87ff+K22j6CgEn4Jm7Ai7N650/pxGQ5L6EgTIkJ4/sv61js3Ecfv5/iJFFcO0kZaA4M8XgULK3gvlv79PVb84MftELz36K3/2ZIveZlNgitZgL/ay6r6Ld9hn/u9YzZQ78JdOwtr37ADR6fYXyFruy/fbVkQrNQ7ale/+tvIidhlpQgOWqy2Tma5FqR9Zx0V9guhNvRbP/Vafk794i6hv1ZdWRrGdl1qs8RsFGHNqm0gezUNgQ4Un6VuCC/m0IE919rymYch8FsAkR64D/hBnotfmOscar7yi6AjkpwH+fX4xyrOATT79Fj1Nl5bX2I2nn0WHgvwHwn8A4Njds1zb7EFvPtkfurC1ffAsQnP+LtpbMiuwvU2Wp6HPUSzWy9C7XGtZdVW4g7tDxhjZuXcERYl9SxCERSbv4VVuLe33Y6jJVdxWBe8PwWfL/3BT9kX//hn7QO/85Pho+0tf/pu+/BnDpAZvB8TZprkIEM2zX4BX5GisaThR47nRT/Lx4BYhQqJUuBaVkCSYgQF3YG7LPeXf29dd37RNu3djKzLbstYG1YY8yXqDO+7ynbuYhVeATFJrloHGfv3XmuVgR12/9SKnczHbfPzX2btWy5BR4EoxspfkxMVvQ0IoHoNv6KvDUVv4+KWkF5UgD+qIgYlrJtkD4beS6/E3BgnK5TZIM49A0reCpeXQV9QT9dsurPPUld8o01F+kkfv4KVZtnakivWDnWJylcAMaBKn6VDuTgGPuikxllclndbHfRONq8FXxf82+IALjg0aGORo7eyUuaLWbS/0Hu072L1BkaHfWNP5ezPY1rq6u5jv79VEnd2eybe08cPs4CgBUcWbCdBZ1i60mj+WfG18g6jMBwYHrItsKKRTx/0Kqf+6petwPUceQJVbxnl1SsRD1Tu/J0f4a/YQya76VkXItg1P/1HXufut/+EXfOmP7Rrf+r3/bf+NN6ydsjBhzb8+KQfN74nPLVOqMIza98bAGrt3Ff0QEgoUSdGqDPKthgs9Yc+aCc+9xlLfN8LrXtwr83sTiPiVBEH2HsBmI9WsMgnBixz6WV2As/MeQjAc1/2DXbDa34EK1wSfccpTG4kRNm136I4ysB3gTRitYU8vLu/Y6BdX8N/X/K9CoRZ4xOOkRh/7mcuYpzP5+ZtqK/f2nY8F0UxadcQA3th6du4VoR7KWCey6GYy8fStpLZzn4Sk/apz9xu3/DCK9EvDZLjgT0g0CO40pZ2Nc/rz+LwIov67SLCOfO19jbnbaVFAM47LAxk83wOwV2y9RIbehbI058rVtj9By+0jg7P0zc6OmRzZAbqQlFYQ7k3uTJnSyTq6CN/n0xwcs0MizTwSgFe7Wu3vqFeW5xftGuuvNQv//Y3vdBq3ya5Um60TAsRgm1o/MMSC81CNKlJlj1dJSQCYb173/6TACaRAHiXXfbG3wlPf9nfzu2Gy9xFtCJwC0meet+ve37qd/XXi/ZCfDzg1oiV0YXEagXfIKX44f+wQ7/4p3bFT/yQxb7jJTaZZXWvd+IJqZYwC8KCxyEAmNktfunltnzkkN1803fYvptutmj7CIrXqI1i5mPNhoizujJ2eqUEiCnZWZ5/OsGRI/b5UKaKhj5g0anra624AjHrOIvNnHbHrTRjXo0WLQ9HWEX8M5zFYnguQp0w73EXppESloRozyZMlTl76NCC3ficPSA+rSC3o070f3r++foQQGUw7+pFUOi3YIGPz1V4+iK/WwTgcQYqQcquPrT7E3Mn2GSj1yZZSfqHt7p2X5tuLJEMVCOvlN3TBAjNsTNPFwq8KIlDFHe/vDK59gThsGL+swWy95I1uDpH+rDv+VW//qpbrrQaSTujiA3RKGnFUe6t+bhTQ4juWYUEIpJXm63K9LOxOPBQVzsLh+XEP7zVdnznz4Y/7RO/8gO27aYX2JZveD1rIK65FIHextJkKB2wNp5/vGO1IidgravZuz5sZz/3Ebvsh39NLnOMEZpxuKrHKwwT5rag9PGlzw79/L7P8sGRR8fNcmClwNPYFxGOa6lWtKXOAbv627/XLtmDZQX0rLEDU6Cog2igIY+LRaeT0upDbrmmf4gBDFwEYiAyoNEISjC2+lWHqAbkQXVEdvQBaSEis1NnyAYtHw0sEvVFu/PgJ+n0c8jpcLVFZIkheUyCxLANOMii7PU9Yyg4Kzaf7LGZQsyGyCgt7X9c3pH0I4re45EzEvQo7F/Qu+BvQABEBHwORZX04dfFlBYBuMAohQjQOzBk2zaN2vZuzEx3HyVLT4dv413HgUOa2yROQX0DY/YA7q5atePkB9AuPjm281qFzd+ozBFwxWELF3D86WUzDokMYWFbD8vAwkYBgigrhmz6cvVdL4+eUF/9kRfDInZUk+/nAeawdGKVuP/Pf8uu/MH/7qeqRLasnB238uICZoqw1lf+u45fvNXFFwhoQyKmfvKbfsdYIfXOC2QtWsFpaOD0tN3/X3/UMijwLv+l/4m5LmNzcjDgnTcjIiW72+0yXLQfrwidzkd2NHJCcSHBZXwOvu+P+BuOp77D43WkFIIGsEGfRYiZrzwxIe14hooWf2nybnv7F99uz73p++yVQyRhjWacC4oURPzxEcHZKI8792fn05aJDNhADp1QxklYgLIQMh+PDU8XcVqfTa5u/EG9YOnXyfDCxmNVuHBpEYALjI2mXsPYgefYc66/0T7x4feTRTdrPRAEXdFGIA0CNvoH0vbAAw+acvVvxcSnnXkWOWZhImpw0XZs7qP+Mh9YY+UPRPOrHP5np6bZJKTHz/s1cvuV2bXH7dGOyEz0hpl2f3BVdOqub817IIPqtIoi8IQca0QgOI0yTLkF1e+gvOy3/tzufOvP2PKpE2sEQCvII8WJsP5T+S0i6GCq1ZZnigxoNa3Sd61vEcSmFXwAEP1t8o/fiRydsEt++qesLLt6ocZ8IC/nl+zz97zPCu9+BxwFuyH399vItu0W6+olIKaNNGgkTMUclmDFda86EVMN2MbinRAHgIWB8U75uIrg+sAyuJANndO48E+uV7j9eG+DQB76C0ch70IF86SSXbaAy/C7HvwPOzN40nom7rDv3fFK21lO2ac/+AGbOHaH9RWBj668ddzwapzE9tuJyawNETOyrR19UCcKT3qj56tPa+O0sc9rx3TeYYP+QZH0KiKoge6A8fRjVQ6IrDiWC5UWAbjQyHBeLLhCWTtIpDkzM4sVoMc5gIXFebTpDCviwZ1fOsY3zjts+gFoYn8nVRgy6gppwzvJwTeGrA8o+1Ou/4m3X/Bpl//Yha8FN4EmQhIAUkV/BSYbkVZ6Aq0W8v7TtbBIDE1ggTjyzt+1Pd/9M376eT/7u3b/P+0yu7pZa716eNtT8B30dWNDQqcqiCWlWoJ3Uby9Qm2llJPRHdO+9WGbr3z8o/bA7R+063/7f1iufwDCULFezt/3xU/ZP/71221LfcZueM51BGmxFfqZe+3eoxEbGLucWIAXw953wJrLu4+nSVW/YSzW+qLT3r3gxR/+u7c3a/HbT+lP86OuMbBREMs5APVfK7W++dc9NEaYdj+OWm32gstutBkCyF655bW2uTpst7/rH+3g3R+0G65N2OZ42Sbnsnb49n+xwX3LFknvxGzcY8cXce2GkxxMi8CoX2pXY6QfKvod9CbscnDGLzbfQ8fcxXiu3bbhqFnzUV8tAvCoIQlOMI6s8KzW+QUCdPAIxGYfwdxUKSzYsPz4kVIPHB7HrbeDwKCEm3pOnF4icQfefgBCA6+/GMAXcaXXBR7yBE6HiC+g0wRLA+1iwgYRYN+P/t/ztjj6rT9y3vNXfsePr53HzxEgD4DMT65D0Vqdiz9wMKUxfTePmzcLYUoMbk2rJ5fUfQW9yLW5iq1f9v5uJIUTf/lvtvMFV1rh+TcSTtNuIyjJPvm+2+wP//hX7A2vv95edun1uDVjXoOlVv6BZTw1T0w+ZDNHh237tUT0Ke0SjQuJLvwqXGlWCJBNfdVKGvZZdwbnPFqfuF+MdZwTgQ0+cggagPiTEN6VeMlcxkYqg/aqnc+z/B0HrU406A+9/ibChb9g+fHT1hEbs63xTntw+n5bTqxaZGzMFssZiEAZMUJioB4p4oJeoNmNtYjIYObpEe6+YT9UifFTNzW20nM0b6Ohxy8tAvAYY6TtugsE+UwwibPw9HliSjexFXg80W5HCarp62MXn0KOrblKNk9c+QSrfw8yKaoBnHwqrnCqIyP+n++/xa6+ZDfcwADKvYSnCCthXZBM+KJf+hv74v99o+8KrOw/VWmmWWY8ao57VUSIUDg4wouZ06rvyj+HXwHpky96krTQAXl5su1duE+CVxY7B1odC2gVVSfikwX5s+yrGL/jTsufOWWjb/4Fm8LsWslBeCGm7/no++3WG/bba19+C0zVWbIozzAmWYujPO1ktR9lw9U2PP6i5GgkDQmrP0jkxOXJvE/wLkI4qQFFANR9FfkGSHzp7hokoQh+C0QIttfbrQskjK/OWHH2fnsVKdlTHTPEecA9kIGpXl+yFNvEX9Oz1Wan43b62BEb3H+NldgXsgcitr2/HddlzYMIJH/XhjKYmfDZjvHUCQiWxBMVXeXD8/nT/KzfwYlHlRYBeNSQNE8wfpqE3DKa/clJWyDELNbGLrzRXnYEXrEenFDOLCxagW2+5GnWhYtpDFuP/PEV25vGDFTIE2CCDboDK0I7AUApzHqKDGtD3hdxueG//Zk/zDPLgOziOjSnDrQArpv6NI9gvZT6gSkQkAPw/NjnOGIH3/FzEAlQiQbk865v5Q+85qfe5u0f/cvftb7tO2xi4qQdv/9L9KFur/6dv7c7fvuniDAkrPn6F1jkRsENZECmCq0oT6o0ge58sEfbODq7Ft6DfRBrxAWIsKVZ+RrsYDzx/n+36E3PseV911skh/vzTNXOYortuuZ5dmlmgVyKccxpoHitBwsbrrSlJUxsJNbAAycaYxyFDzxbaKB1+qLKWl99ULll431wEs4iqFKzIpcDlJT7NfwLuh/t4xCHU6lFCza1dNgu3x6zDI5ijSpEqoaIEOmGkE1aqT5r6eqM7ekZsPecxj9h7ErbPNJuJ2fZZwLitXkI86G3L7KskdEnKGE3wzNrBJtxDf6F/Qrqb3yLsI2N32E7G8+1jplkyVixOGxdImPLeHOVUEAlyNJbR7YfJyvMsdllYrfJ64/CT1uBL+L919He7bbiAjEEafYKiCHTyllIloNeMgCHMnyCYB3tGBQWhcl6cgxOhLgn9l5FxEArTUx+/tQTkKkdneMguEGUg5n29FP0O4+CUvsLhkVcyMzEWfvsxz9py3ApEUJtP/Lz3+2RjUpmUjx4kJDkOTjPAFz0zCdXwvv1HR43W+SngFuZivWyWuFIE+DfpNmwFKbU44futY5XvsyW2CdRysAO4hmW8eLZe8PNtueKW6ych4tiU9ZSvBeCB7tPiG6dsagy7pFalpUaxFG7tLcBZR/zlaje7KmOVNYRXVdq9KHmWh7IVzDc1NHcwGXwRM1hCeKbIg5hCQtFvkHkH/qMGgkIanAilUY/eg6SlURTFk2JS4zYKN6B6cIMeRNO2PR8CTNmp51arNrsKntBIsIAgRt74sfqV/BWYX+bp4Pe0BfBzfrbPLrWen0dqXarPGoEmkAAVe8fvdTGdl9OpF+n5YmiOzY3SdondudhbvKwnqsguAJ4VpfzmP4qnhIq4dF6FYgAQIkOoAz7pxRRwAcrBeACMqdTobsMCMFvrdxeHOF5Pkjt6hyxmQC36kQAMiiAI77L/01EFacgC0CdVX+JnYLdrXXDO1XxTrv3C5+zLOHFHXAmfRn2B2zPEFhE4BLRihH2N5h+6C5PO9XsxYa7v5zDAETdwYa3eFRpntJ1wvZRAooQ8A6sfuOfvsNiA22WvGI/yEwcABGA81j6Cqzs0VTG5mGxS9VOqyawmsC/1pEdtOLL7yGKFQUTC/eVeOTjoP853eIHgT6ySawhPkegvc+D+t/AM5GcRH5Wi0NQL6gvF15PXcbcJlPd9I8+gvAlVvxapIfvTqsnOuk/nIJvDEMWaAhAA85lVxvWpBOfs2RuwV2T5yoxO71QMFIJEPqsMGgG6Zy+qjfnFkFrEP8TIn4Tfs+tdt5ftN4q5xsBsVMa906CR171LW+wH37jD1t/b6cN9+HE0xbHFwC3Tnb9kbtvDZdUEd1COQc7W0fREyVsN4UVAPMSwFkmJFersDICC4lFBCQahMVlVWe9uabrfGKsGvqw7PObRiBGfuy/OQboAkWUaILajJGvbsU5AxGLNaUhD8nls4gy88iWhDBjhpwkUnEJe3oWIJvD3bhA+nD4aGRnrZwXDzxh/x/5HbQgVniDTmGtWQ78GSj8gD72TSJoB1ELsaRB8ozsp79kYzdcSbBOjyXo4Epx0WY6Fg29GZ6XCbwAUa4S557BfdYieTzuliAeKxwXYJ9LVppn38WVPO9C42IvHEchEiKoGz4isGHRkQiQmBL+8i0lW/AJzkCgYiknAEK0wGFIugBlCtA/RC7dg8//QApfjhLRiMtk5GkMQowJ9eVfJLmKiJL1OaijH2ooDRmK4u34APTMH7b88UM4lWVttRS3+RU2oGEX6bL6q4VB/yUeNWEy7Hfw7b3nUPDKR+/A52ILkNQqFx4B1gRWyLE9V9g3Dg7bsUOHSTd1CGTOsgnIJAgNj0fCC9/CmxVIJqeOzqSlWZX6SETRjjWARD8sRmiPgcckrsA19AMCxJDF17Md6ZuTp4kE0/26p8Pil6ZYZ31eHR4CGV+AqCAl6QOyYvsRRTrISixuQumhwqJtysfIOTiLGW1ycta+dO8BVqqkDbGN+ZVXX4K/fc7GuBZktg0fFN79xL/FIktzLbVZsKeBoxX9R80IdDJSAetJf90FlrrKrFRG39JYOGCjN73ZFmpdeNHhFwFSRUiwEmEbNmO/hZVahi3NKtZfZ3UlB14SKtIQuwxLVsOBaiV7mqQgJ1HQ9oHVjDPtBmVtBDe8EB1VZ+kPWRz5FlGmj7jzyuSnxJrSyKu/4ihisgJAyKWccxdi5lwJOOKclwK1wneKJLD9vZvtGKLI4a5tto156SoQJRgnN4SNoQPoY76IE4hlLVOcxL5RsgOIiAdOHSdF2Q6CybptBsVngk1eBjvhFDWOIgSu2BMREHSohEeQKtE6/eSKxlyKyYstLQLwGCMlWViyWhR2M4vGPkcsQIbc/QsLJwAsgAJnEyFgQnH51NOx5PN2ElR24g3YRyAQe3ySIESrOMouUQG4gCoEoYFPusqBP/85/jJ73Cs40zzLLKaFS0E/Wpng7f0jrkS6AmCQovv5wCXoZ5YceRn2BPSiZ8IRhCUB29nH3gXqR2/PoF06usNWiQRcQeNeIhNt7xY2FLn8Kj0wvOXL/lavBH6+8AKMcmvVYlsm9h4h2EWhKJYQpepUakzQnHOE5WJiXUFJmSfZh43uRbkKyvHucRC+k5j6FcJr67jPlnmH6SI7MeNWnCLvYkJjiYdgFcVbDVdghCAyNT9E2vTt2NmHeKBiD0IisOG1HPHpmBdGUIQi0iE0Z25Bee6Tc6+G2FdWg6uA41CqMKhWcBvXdOQfTseAB5J62djwJjICHbM9nfutY2HA2tjBOQLxUjZiwzMwps1Za6d5r5NwQHnbufn5dsepqE1MnUI03GZ5OJz0SpV1A60IeSFVApIZ9MThRV0HTkSIRFT577V0TUTK6+iUYEsvcYHSIgAXGJjwtLLER4jlPnXoAWCJFNewZvNLMK6MqVZ0+FKGF/mT3x0d7WQKilonFH64lzRiAHo7qafbtOsvBAAKAZBAsUHo7a//JX9EMHGaS00SKzdfYi4da/jy5A4gvVYkn2itOmCXWP5gu6+IRyLWuJ4koUiF8NkEhKZAOrOwtEMYKgTLRLieVGKQjprte+nLrHtsMxsbtNnI7u0EN42AiAC++uF9Ce9+4t96k6DAyXgKMHEAZE5mc5TVHKZVZPV6bhnEaWer8k3W0Q1ycMPEvQ9ZbYS9FtFPpEFypQWswsoLnj1BJv2S8nMOF+thci90wx3I/VrSkXLzuWs27eRI2z7+4P227doXMk7M0WMUESenukygZHn95ETz4z/8j/MwG8bGd3qivubKV181REc76euWwd1238l/IHch2Yvi/cT+r9rm5TEuj6MHgIjEyFqkUGeUgTXu2UZU06Z5sggdnSQ58QBBTug7IOxJlvYEXIXgwsmM90/P0aepJNR0+T+t++QfJiw94URvve+PddQiAI81On6tYWXSTE+eOsSCn7Oz+PFXWYWqsK8FbPlt5PkbZh9AbbvdTbivVqkaW4l3sKINkoAjDavdBVsuxFLqZuXxd5/95nNl0hNy+MoOJEFumF+tnyrMLueEmELwNdZOwA49icK2V5Hfs7lVEJhnA0wZFHxLS3ly5s0ETfB33/f+97Xjxzx48gyAN69F0hkavhXkonVLiCtxQCtsnu3SCygr6zV0JgQHJTpGCdUtWPbQCYvv2I7CjPGCfqEFAYHF3sM9wT1Iv1Knfg6iMEuqrbYkiVg03vzT+EWYkwRJPmIoPecIyR4Y3Wm9my91fHnUe4vyCqEpdJMZ0GjTRz/BHOjZwS+qieIyN1ptqVlQtiGIkLXBw0BUO+gp5JUVgWSvHI+0b4dgz2MKPGPlzD6ySidstDjFDs2n0XussqqnrUhOhkixx2LoZzorE3Yt/iXHD2GtwRTYDpzESUDjzl70yUVG9VXj6SQnIIiBg5AIl2iCRpnRpavyqwjgRfV1k7+V3uxRpUUAHjUk6yc0qDWUY9mlBcsvzoHwJfL+I8+twFSi+e9oT1iqrYbM124vfcGL7PjDh2xycZoVP0OW34T1s8NvG6tZnxRa0uILjoS8AHRYZLqr0FYFrsBXX+ZLDkE+Z/yRa6cUQUo/JW23E5LmnFZgf/Mo8Sps8BlPdLmIkUY5+eC9d6F4ZCl6GosAVR8VF49kNoFg8YP3gQ6iPK2zecgSbtWdtVHSZi1YikjKtpffDDdAbL9WfZx7BNyshw7Yccahjma8jB/FBEiFYZUU6XgQNscoQv0GmZw74HCWFybt9L134qa7g8nCjLABD4QO/PQ/mmPp99vg2tSOZiaQo4VkdFdzpnfhmNb5B7nBxHr/A8fsDKHf0vL2E8s/mOmyS5+zi9RxKduBaXKU7dcPLBy2qy79Jqst9dqZ2GYiGvEFqS7BrTDXcnAip2GCzEXx4rzta5uzS8gVOL4wbbkewQ2WA+BEGYtCT0B1GZLvMBGEJutNgnfR+2jxqJAJuUxkaplLSjUW2C282nn/tAjAeYdFQMBks6KWCqt29vQxW8JOvriwik8A52BlR/vJ85YAVHHu2YIveFdXh+26dLst3LPoSkDl8B/s64YtxzOMa5LJtZILnGh6rYiTkJLHPxxrDZJJS1Mra4ErgLjuv/0+0fSA9dS5rPIV4JQkIqEUZCvkLdDehKOw9Yf+/n/bMskol/FgfODTd9oozkAv+flfsr6t26gvcFELwXPWjv3Mk/+jrvoiq2dwoNWMRZVvvmBvZbLUrkElzHqzrKiplXlLwRXEyJRbUSWoJa8N4WMu+AgRlSKsDFIUuL/CRh7ZVfInCsJBJikYpaFPamzgJqLZBRu/e9YGcBke232lv6+erzYZ2IDYcqgt3VZzM3b6wbttx3W3MO+ae57PR+iuIo7G40L8XRQBiuMv7HsJTiRP8pYCyVZnqnOWHOmwvXs7bBjN//b2MfvwwjEbra+A9hINR6w3R9JYFMgRuMA0uQCr6C7qiAlt0WUbrJ+wq9nYZIXdopUqvJu0bQmW8zKwUEc/4c5f9AWtCMOpnumN1cvmOzE2VREMOKSazMqcd86gWYev85YWAWgOi1YCFV+FfeIZYiaqQALPL9z5CVjqE7DWLP0krB4cIlPQaA8eXvhvI7N9w0tfi9xK0pDFGbiBHuSwsvXC9nezKiTSUH2UcL6CAMlCtOaj/HkCRkGYnuscB4hZZYVxEAQ4xSHoXv0BFBwYhR+siSAHxIhNQzPEI2jGlQgkm1/25BcDRMSNswPR3he/2Brsavy8kTEb3LWPFRHHmWY/gg7444NnhCee5LdGUgDYHFEnTiJQUoJGwWRFTNJ1EgcUUNnhKLNStJ2IMSWUaEbarCVs/pVksDtOBcBWOIW4nXoVmzmaxCpBWBXSaq3Ook3H90KelnHshIRggZh4YCIHd7MF0OGD99tDn/2QDQ6PWJJdmpWMRBum1pSoBQ4kXyBTL8lc/unv3mln/u6v7Ref90LvsxS/jAovwEf/9ZMrgccmcjl6BT0zvYJpEAVlhnGPQMSmz87Yth2bSEfOnhED19i/HbgN096D7Clxg02wm3Tv8giKUFkKotaFfqhKZqJS24C1IzImMRVvj8/YHJGNye4CnoLLrN6dPHyd2Is7cQjy/glm+PAqMC8QSZShiINJgEOOVjonIebxSosAXGCEtJo0MDfNHn3ADt9zhx07SR534s/3kQ5c7mmbBvqw5Wfsplteblde81xYNgKApNzCW7CwNGNdhHl2s003kIm5EFlRWCs5HuAIV5Zjf/craLUlw4IuWuY0m4461FO/1AfnCZoTGSxfDpDSAUgWlUZQykBxATUtl5R2gLMMO12vpG15Imej5B7oe95LLEPaam24oda8H+dQIr/1KfnT7K2/g4BWvyWjK4Nx4M3Iss2zizjCLKd6WQ3ZxGNu2uIZPOOSAzaNHK89vKT0rKHsKsMtlCC8oCztlPmNtyOSd44VtIC5LYGTTgyOINbW40lZk4xHH2HDO0dJ2X7Pf9iJHvz1R0dtgviCMtacMmncinBKleIsKy5EY3zZXr5/F6HHIlsUzRH6ipArUsSikrvIauH6G3I+dLG9WHqBLERYN+Do3RQ7xzZvRRzDouzhuHPT82zs8Odg0Q6QCfoa9BbdNjf6Qqsd/YTtqE4R9JMVxbZ8ZgDihgNRZcWGMRVe2jhl3ZaxUx98l/VcvRcT9KWIhywgZBJKIfok0R0wiOqkJjEAFx9wxgygjYvDkD+KxpsZELQFM6AXe3RpEYBHjwlnGFGAoUpKqmkCgZZnZ62XhA+jANTCrJRrRIABUK985essDhVPoP3X5o1KGjoyOGQLlSVyAZJ5Rs4++BHE8bjTPbLNi56PvvbN/lTJk1r1RbFZ3zgnWVMKPk2detFc/fVDyMo1/9ZVYEB7wSk1eB3Kr/tKEB/dFUcZlSazUASCVCNNdiz1XIvuZRMriIUTImqp6J6N3/7jKfojxBcRVdFKpX/ylosrWIc8/e0g2BIKsNX0svXD4ibJrBQjW067ZGO6FWVFE8rJWlpjU4AoRJc0niALBBYBdxbHprOnJyCy5ODrBkHICxBFD0KWE6YOl232D9i1a8hGETPK45+2mXGerfGE0IJC1k1aoAwbsqQGOy3y3D1W+NwhK+VXtOZqCIOiKdEx7EocAiCLhhSSdJ0wZBBSep50D/EKBZ6PboL5LeLMU+rrtWqun/j/CKnkjlv7DvpeStvsCDoCkrCUzhAP0I5fAP4C8bZueBosA1lghryB21ES1uc+Y0NJ9ja47347cwQTdI25S/SB/B2knEfIwf+kFif/EO8iXVSc8Y1iWlzEA/Lj93zBLr36GnxQeFuHmea7XOCrRQAuMDCS1yvsNtuoFGzrcK9FMr1o27M+AW2d/XbzS1+N4wbKKyaggZlPO9MmkPX7+gatsnjaNf9CTgG8fACE6GLRyrCeYQkptPBEDIJnDwIpJeO5FtfvCWpLBnQWmp8Ok4gnWv3bQPYU7KQ2nJTizFOJgWhVkKaGkrJAcE0W1rQLcSA53OGEJQTwkACE/XmqvoW0WnsSAKjCU52z4Zx8GmSijOMBp+SqC1kUVuygW4ONXgDri3Ax6QzAXIZIgGwSc9RH6Q/zeDAuYUI8MzFjh04qQGsOhesCGyr22vU57OUoQlOyBxJ0lWXOxOe0d6VsgHiOCojhsROcqyEYy3+fEXdvwTb2W6izZVs1edy5FDQ13vdgLOg/yC6dRD5OCnfepUbwlwh1ZyfOXuSEWJnDCrOC+Q8P0U5Et1ie2aQvHbD527r22yem7rGFy49CWPaiZGy3hdHLrDh+Hzlipm1zbMna2LGpgL5oJc0WpohzPaklBo851YKOI1kBji2dEtczw36IU765SZlcByXeQdY+WQmls6hgmcqjMxjEt8NTntHLx1v99Y4tAqBROF8BsaOwnl3sA7Bl63Y7wzZgOTL/1pmQy/bus737SD5JiLBY/TiYVyYleDvxAhHkzcJ0tyuJ5PobBOggvYMMiluv4t22VkAK5QyQtiaO8kapoSXXiz2XJcB1AlR2qwHApzUslAklzybRLYh4xCRi4G8g0hLRysn9siNLYVQAeCvTxyxzarelRjbzDKHmV66oP+JMhYAxEQD+qZPKzIOUiowKEQByixCtaVbIOLstxVmls+onnzLQ2x5BxhfyowtIwMpqe2055RTxZagSctudwcqyJWVj1+2yUgxX4blj6F7yluqDR5DLLnJ2BOLLA0FqsfMiAvLXQByLZ+gF9UBW5SVYRUGam1llJyE2EWFnJj1JhFr9TsCZiJhpzAsJFgPmICoCgHiSglt54I7b7V//38ct2tZn17zqGkugfzk9uMm+/9JvZ/wrVkpuserCfTazdNR6apdbYhVnH5yTtu98mU18cdw6cnNsDMreEcBNgzYj9WkeVmYc2C4c8VJanwYiZBIOsp2xEelxK4QsFoxnspKBUBCwhnkoAsezzJZoCAm2wJBXgSM5Lel9Hqu0CMCFRgcAUn66JCakPNtHLeNnv7SMAxCZX6560WuALVhvALsIQsuvu6sbLzJY8s7RMVs91ePBPkJKcRLS6st01IBQCLjWC6DIxAoghexa6by+Jo22lRtALKucYOQV6Cs2CCSzmt8FZ6E+uOuvOAIQRQRHnIRHDbKKViuwkgQt1dyXXUDEDV/hIlJFbxz0gEE/EgHQeZnNlPgjiiyLaz8rHFuAibjxIrKopPmUNR6k9QaT0Z9oUWdFRP/SwX3bhzOM5VbEHFRkHRDKQ3fZwoFx3wQkjXIQ10BQgLFEux6jDbk3V+R+zVhK1s6Sl3CZzMzLeHUuLC76Xo7TWHWuKsZsK16eKjUISAw5X2MsMYZR5RvxSePOK4g4pDD9SeS6HxFraOsldvifSRqLMqAfkfA5N19mY/uvJhgMBTAcoDJDKygshmOP/ASyfQO2su05lp+8x67JkckIE2gUx4c8EY5VXJs1Uu7zwDMVuh0X4YFz0qIg60mDKFOZhCVysOBTn99sSFNq0AZbr8fIT6B+XkxpEYDzjJLLq7DQFfYDqGKaWprHDwB5dWGxaA89dNCef/dD9o2veAmpvQfFp+GMQiDOIjHeaPzjOP60IQo0QE4hsJZDZ/9B8Dqyqdxe14rL7qw6zJZMNhxABGTOAoDdwVuwI2AAcUUovD3qqS6AqUnmLMgOoAIkKTf/ICNqdYD7qOMTUIQjSA2NkoLqUkf+i4SLtS4+uQPeXxTAHyrOAyUabHod9rjIClWi76vZZZuePmudeO8lIbKffPe/2tRKB7syz+J/sUwadjb5xD5+2eVXsGlqu8cwtJPebJGov4fPTthQfhHE7fK9DlOY0bRJQBGCF0XUktIuS+TmHO2uFtnanXzus6sVOzLJpusQnG4UuWObttqlV261zeR7kG9PLy8srsFFAcbUrTROukS+1kdPRGH7jm3I8Mj+iBjaFKbaxkqOTP9Hf/HX9nO/scu2sh18T6HPZuaxDvSgX0Djv0r7eVLL2SXX2UoKy8H4wzZAMpkYgUK5jhisfdramPNKBa5EiwvDJ2WolL46hh0SywcRVYr5IgRgFU6V3uKkdmJp0r7As25+PboFqmrouXVDrzn5iNIiAOcMSDDBQqrKCnHph++yhw990RZgDxfISnP/yRVSg1Xt+IF7bXL/Htu5Zx8Ii9IK1r4NIKwAVDUANoEpSslrw3RgMoFp5VfO/2qTABz56zchgInND2ZWCC4Qk4KXs6w2iA8giSINNe80APWHKwAotcKLtfMreg5IXtfuthCPOqJLgZUpg5KySjbgTTuvst6rbwDAOpwld5lalOMrWtRjfUQAhES8G9ArYNSK2tPRZdX8JKJThXx5d9hH3vdJexWec7dGl+xv/+zPrdAYY+VDNYaIpQ1SyqRZ+8C//TPcFiSDsdSKyjBBeNP2cz/9Jnve977Rbv/T/2V55qcD1+bVPPYCtPzV5YKNQ0hOsSXbKvOmVG11kHTrFTfbDbLeXP9cxArCjWdPWP1Tn3blIs1qSfWiefDZkOMOh87N6BRFlpvL2dR1y46tvgfjLKnj5Jsg8v6JT37K0n/wZ/aaN/0o4dfyEiRjEZzJKgrkRXQSi0XMl2QQykLoeheZK5SPFRyEJtsH0Ed0W2PplM1PTvBAuAEwX9wf0+8EQBYfJXmtowiMssW7UtUP9A+j+6mwg7XG7bgtkVixSPahdsZd3X2s2W4RAM3mxuITXLW5E4fsjo+/18ZPHiEktWGHyPenlXas02zvrh0O3/JUS7LKJtpg/9G4K3FkAVYsKUcVgDsK8tZYHWogpwMube/9vj/yp7lbKbMakcwvGZfJkuOP5DwxgVqBFN+u7sg1mEXBOQQday11llDX+Agw64gXikyTGNApVhbRpYYlQOxpiv416EuoCOOWr3ARyOmjt+G9GJfgzYK+tsGWF9D6n3r4gN392dsxZ3ZZfbTdeodStpUsOdnqALkWpkibjmY/hswO5cuyn0KhKL2GiClJTIpl3GZX7LaP327f/wNvsK3Pe4X965/9MRzFKkNAVCZiQw8Znbv2Pt/2EW8gbm3Tlh02sGmz9eETEUXGljAmi0AMbf7nT/+zbdpzpfc6zvyh+gvmjNcIV2GPxfAfIgCYgrdstUE2hV0kviIFwikaMwvhacC93f7pL9q2F+M+Hi3Z+Pgx+48vvN8qC1E7g9PRKrqA6DzPnT1i26qYlxO4l+fKbF2+ZIn2M/bc52y27Ze9nDeViId+SdYeFpoECl9xQd1yMiPYqXtgE5mm+m0Z/dSxow/ZDa/ca/vgIj78wF3oA6KWgdMKSACvc4HSIgAbBsbNJgCPZnwWm/HEsTNs9rGMHNfFVJRs12bSZ2FfvuH5L7TRTducVfQsOgiqbcifUvDX49jfEcyqEAcpB6sgfw1iIDldG0OERUoyYa+7+gqoKEJtP4IYCME9ZBjsVvAQgkF4FQUPYoEqUk9Ixi/kQe6FYGiDEiGbVo40OogKyIJk7Ejh1R3EOfFVK6JclCYvqm4rJZrEmnu+dL+tLpE9uTtNf6FZjH01j1IQwG0nVVkNbX4ZjbrEIOVSjJKQpYzOoMjuTJKpZWV58P67yMz8BXvpS15pL0SpOD+3iDPONhsm/LmTWIxMH45P0g00i56vHsnNSKKZFC+ynhbZ6DV0uRUxFovPxeZdQqOQkDHOnJZrdgY37527ttjn7n7AhkdR/opjKa7ayjJRin05u+39/2qdl0/BseXtwIMPEeDEQpHOEQWIGLQsYInYBFzDEbYxr5ATMA63U4EwXvOyF9irf+IX5P3k8r7yS0pXrK3HfaC8X7ApUgTwCh1xws4RpUpwnhXGB8pFZS0s6vWG12i+zcavFgHYOBrhMaz6yuosA8g6HO8BuXD97cK5pC9hOy67xjbvvgxqjHIQ+TJJlpoYlJlgcIJ9QDxyAdTQxjKXzr5L7pedXgRgHaACBZ/Q3Vd+obauy8bMjLmrp4BQRIBvAaxYaBELEQmJBbIYyPYsQG1IMQRCiBXQxpImV1i87CRve7sOBgIFB4fwLb9i33pToU/4vOCdHFbpPew7bHEPKdJ8hQMJtEV3jjEvQQUiHcjxOPaUWVVrAH4FYFZcA0NBfeqi7FQOvg6ISAehsqu4EP/y//gZ2/ZXf2M3f/O3+FP1B56Jf1L80RvGS2MrPsSR3Hl5TjW/dSUOV6KxVL+lhBM35aHMukftaV741nxo3mooKNtjSXvRLTfabR/7MG7g17IB6RdxwCJFHAlBk7Pt1pO8GocfTLG8yyBbyaXEmkPMIywKyQ6CyeBCFkk5Vx0YsXhuyRrz01ZdKds0sdBFKQOZX4mFDeBLMCTvPklU6onc1H1cxS1mUrZ7/17q4IOAT4IWnoiIgE/3Y895iwBoPCma2GDAGFwmv4YWuB/7/xLA14V8X8MpqBPvrxfe+jIPA9ZWUcmM5DBl7tG9YtoxZeEPEGXVUiBGTT4CTHiwHx5VhJwbipxKHCj5G64+IZA5uAHo0jGEnInUBbImSDkkJIhKGwwgQB1ogRUfpyMZA2vsU9BYpgXgvndD6rENj/6KHgZvKWIEYVojaoLcJheDy283SVQVTVflWD5+MtKJqGnsle9PZjxXl0DE5GZdg72Ksqop+Ym2YK+UCwB8CUVfxQ7f96D9wVt/z37vbX8IVxCw4jLZabyciApTfHaYAxFSzbUPtP6giqHNJNySrCtemiuo0wcaETFghzHnorToMrqIeRGbQ3n50D0P4yi2ZPff+VmQNgchhpigiJT2PkNOw0RjESLGu6GdT+DR1xbvw6SIUhnzZRmfhSIpw5ZnFiwOF9CDL0AlkrXjbNhSJKIxDYHxhKN0SpymRlDz7EeMmxYDzbxslSlMmFl0Vbd/6jZLsVmNMlH5O/qf5nv5y537p0UAzh0PfoGSuJiObWPnlu677DK0rdO4eFYxO43s2GeXX3sTdSSjs1qwAjlSA1ARVjE0cEQNThALsIKLKgBcYwVmZROSCmhkRgpLhVUgKu29PvonJxZNrlZ5h8sAOAXAsgXrOeCSVYu4xWKW1IoQRYlIZ2FHaZdPDmSQq2oaL5I4bHPX2E5LD/RTV9XWnx324Sv5rafpDdy60XyQ90BIDoINQlx7FckDy9pAT3I00m4fxnW5HpMFhR2BtYrx3g0InpKdSAySXVsZlbT3QrUIy84YalCiOBV96EMfsf92+rTt2LWHh8IlsHqGLLCI7COLzjjCcxDo/CHcsVxQDV+DBkpYXVG9BMlI2sodfq2Ksk0K2lgjY7MLp+2f3vP3WItWMOkVCeGNkQZukFh/4gR6CPaJz+IazjwRHFRhIemGm6zjBJVDTCizYChVW6Oety0K/En32/z0vFs+OtgcICXY4n21kjvX4dSIHjlYAAjMp8SoJlXwnooYHDtz2obTo8Cnev74pUUAmmPk8iDHPth4Wu1AITRzyX6UVfN24MRRWyRP2+xcHsrMltSsyg48rByOWMwHYOFs4fLsWQAUt1wmKlrOMkHoALR6MFm+TRXPuOsdP4w1AMCFp9OGkNzanFhRdO+E15f2V3JfHU215lrPQvzFhRbigdeYVFgwGTw3WAl0XSm2EmSbHdq13a659lbaRjzRinaRAKHHPxVFqBPktdez9X4CWPUT9holWRfBOVvZFEP9UvDUGWIAPtY2RM58IfQSKzl7BKDFl4NViug7JV71bMdwP1J4imyKRU7CHisGYmZmzj716c/Yjt17HDG0+aeIqRx55IHo/dEgUlx/4uMR/FZyjyoBRNFo3q97/j3nRjTmcAgo+NJljSPIrHeQ2ILItxkHsW//ztfZn7/jL1BkVtEJtMPuowfI4wXJEhxJEyGIJSa7InSEgEDcSqVpJ0xxLBK93WwiC3exTAj57NQke1BAEMgCJIlFCket9ryCz/t6CLn6rJPiBDj2dxLUoD9BF2DEQ1SwNPj76m2CV9TReUuLAJxvWBi0FDmd0/hez0xMQLEjpNAq24Ev3mXHHrzHege3kQgk44MvkHYHDZC5OHfGVidPWh0ELULhhdkJkkRW5aYLIr/ih37Pn1Zif4Eq7GucYJgYwB/B880zzgJcYuu8MLEKnkliFxZx0qpZBuiWl0lGQeBMFaToG93qG4x2EHSUwIEmQThwEs13R9+obb7kMmvD/i/dgXMeDgiPAw3Bk5+yvwLC5tsEAMkPwas4kgzefPux7Udh2eVA1SBARw5VEVhZIbYIphBKps0SK34FxFdIdRzZ3y0eiAR5/OdX8RUoIxIUsfNPe5wGCI4uQc91rT1jqqI33/j2ftqRh3ogk4KpwgoBQ8V98PteRQuuz4Hk8KBvSTi+KLqKX/3VX4MgNOydf/NOG8DS8NDsMTgTCBYwkyZtufpcgVh3sn9gBeqtlPAxFhARsAIOSUsLcAmIjUJoJZotMwazmC4LyPJdXV3+fLXvnODaS+iATq39ZUz5rQVAytSgWlg5eH+vfJ4/LQJwzqAI0XQC329ssyeOH7SH2PgTccwqq0Xbtq0b9fGq5eAK4n2wgWxEoVXdE1LCGZw5dQZnjt3WGLye1G/9tIMCiMmuMbl1zYz9nhq33JZXuHKLJQ6R4ZR1Fg4DGAAXXIGCigLarhUTZMChR/2R66pCYpUDMNOzxa7+5u+2fc99EX1Ag+5thxMeKI7EGrC4AIACcL2Urn/1ig9jgIY8mmcHJ7wXUuhpA5Utm7e4RUAu0jVWdXm5SeZVqvIqq21BSkDOy6NOfhIlHF8Uj7GCY08VopFCT+MekugGxAl86Ut328MHH7Z9uGqHRaN+4RJwJ5q/OAgajBEw4Fi/TrzgsZyL0Hn/gJB15kLVEtx3/XOfa3/zznc6oRIq6kIUd15iHPHC5Dcuj5q7KOx/A2ASMZMngwiXiF0EQhOFMGiQ2hEtxs+csQP3P2AveOELgzlXz/QizTF0AqWR5LcTB5/fJtSoU2uVdQO/H6O0CMA5g6P1XIOGpxp5AGIE0pQhBN3s3z7Y127X3vA8TEz7XPaUDK9IkXIJL0BMV/NsFrLcsd2Sl++yJWzU2iykin1JEXgOZs3J0+NW2CJb6bzqKBWXU5vJ199jw8W72XYiC7HA7s0MS+OriRbll68B7mYuSvTu7LRrX/I669v9XLS9ILmQX3XVPvXFQYj9hXoEU48yLFQf6b0eDyDUvydf1Bl9hAz6Prd4ii16tYlt1wcGBuwUsrtkfNWVaFVm/IToWtUruOWuoBmvsDJK16oIyy5yHSjVWAzxqShdAP868L687bYP2KlTJ+27v/u77YorryAiE/dhtO9yL1ampBQfRdOFH3FoKlp5ZWMPMimLAAS9X+u1FIr0TSOpt9HIOkseyBK2dfs2H9apaUx+dLKGfiaJC3AZUaBQxoRJ0hNZL+LsiSYvQ6WEryGbiGi144OwvBgQuyLejav4EXQQHxCHY9QcNuD6xNG4qBmsTt4HCTVipZw79D7R7yYQBDMfjjv1HqO0CMAjBkfDJYCSTX2APHsDyGklZLO+kU57xbd9j2265CoUOGjimcg55L0c9VbZ+KPAal/GDbiA/3ketlUbWtRYgiWtsmCwooUTYraAXK7sNmkUf4iFcAf72RYKP/LSQesiT57LrmI/kTVdiy0igExZBpjGcCHt3/Uc33vQV49z+i/uwWHRgWT90mMDwXq9p+pIz9NHxOmRzw6vkfyXuIlNmzaBtKdY3dkrkRTaCQXHMFarBF7J2hGRKMXQtcMFiKCUyL6j9GqKu19eWYILIDUYEXXymZBj1pEjR+zXfu3XXMQQ0svnIEkdWQ/ESeh3D9F/O8k9ODaGizQRnb09fWzskrVREE2illZk7344HP4OQv6QN9MFyKr0NzgEbd40ZmOjm+we4gLUXylsu3H3jVfxvmTFT0IHY9omCI5GfZA+owRhUybiKkpQiQVRQsq1rVgV278Czj5w2202ODJsu3fvDnsREAF+iWxpFGUZEJenARLS++YojIOIhYhVQPB1/cKlRQDOGRuhD8MJ+5lCRt20Y4cdJBNQlc0mbnz+i0mdfZ3vE6C1YHkVxK9icsJUUwU2K3ADOUJW0U+D/JoVov8wVcmcJTa+IS+hZikTy40KiyqwfiS0iCfxFdh8lZ0+2267i/cT4bXI3XH3LIxDBBqsKlJkxQGi7XuuZmpRfqEkcy2w2mSuxfkFYNH8rZ9e9E4iPl4hOPU0/HUFpfrQXKWETD3kShwcGASviQtA2Scvvjh6DKXb6sN6If8GcQHaZzEPRzCPn7uAP8p46m06u8kgzGqqDEpl6klm7iMWX6KEBkRIL6TIQzSUtkt9EHGR6/Znbr8dIkOINFxCAo/JV7NT743f+81N1l5owROCQT3/aImzAQGlgB3oH7I9KB+/dM89QeJX5qsdJ6GuRC8IigUDIiB37SoJZrQhbA7iVUYfIGJThbPR7BQQaZbm5pDhgQn6/Z73vMcOHj5kL3nJS5xgiVMagSAoAlQcTAaOpxuX6pREF5BeRfoSRaBqJ2stYj7cfAccgVd51J8WAXjUkPi4sSqnSNOQtGMTy3ZmPGvPuRYzFCmpCoSTTi3nQfKM1ZkIsffulCF4YGWKyADLRPtuQUyWCAC0HrfcAAH/8Evj8LHI9Gj2FaijuPdio5vQ07J1j+y2ySmzrY0HWF1WsCKg8pe1IIlpTFxAzxhKXrL6gDAC7osvwbMvvv5TVXPjcwXm+qhwHkRUKjNxAFq9PQIP2bWdzEoZ+V2A1AXSZLWjCKwgSuVhj7shGA7qsNgZVlIhfRaiofbaQORuRCrhrEyIQiQhvIiDx2pQ31dGCII2adXmrBINmFWciQjEwXdDbH0Mj0P5bzjuBzgU9Jdn6NnC++A1hGKafcgxOov9+/db4t/f6yHfMZAyhYNPnV1+qtWEibWvkHlIpkv5M8gKUoHgyX1cFgi1JKTfyv4Meqd2Fp8MosvJ0yftnX/7Tohg0UWlHYgaeXJAqn4PMQPbtm1n/4ku9p3stj17MH/iKVnEAayPOAFxAOI8A2enjfNAlzeUFgHYMBhiMVVcBic1dR03zRMTmG1w7Ei2sZ0WwJZlx5oy2VwbsKqqLRPUCweR0S+y/AR+3ucr//ClYyA8wDB8hZ2dL9jY6iFPGV1qI2VVFb0AyqJ0Rx9cIxSfmRUciinV3/DrfO0+fefUt2A8z9cHXdVqNYoLbVLBUyCmVusKGv+y3H4hCpKD5W1ZAin6+vqdXVZos9j4GTYR1cqWxOdfvgEJZG55DYprkEJRuQcF9s55iPjCgEmkCNnkKve4row/HnHJFk7Sn6jo7/qRWpFYwJngpA+5XIErECKJYSo7d+9yWR23UUSLEd4NOz+5Dmry70Dnk4SL6WPVLqAvWl1iacHjUW67Ll3Q72HCyZemJ1wXMsxKf/zECdu6jVRuvb3+PtpM1r1BGRsFR83Ok6SWXap5VSIKz+I0RFjx7kE2e8nZN+98HcQK8YJ+iVfSG1yotAjA+UYGoEi09VsH+dq29uFPTprmwZHtVk6SiBIKHmPPP2nptBoIwJ6KUsBLLEVb8UzMFhrPsQyrUo89DGucgC0mJRVyrFKMa5WSl1vwVP6GQPlUdOIpa0Odao6LL5mPblj6M9Xow4TZAcufJb9hmZ2XtXtONQVCg/zSlquI/c1lcbZh9RMiHjtx3JV62v5raXGJ1R7rCeeVv8HzLghZOdZY6RluNuS32H/3FEQEkGu2oio9VyGrr1h5pdjSgAZzyp3NVwi/w5+qRSVfvaXixRAMsm61K66+EvNdzoaHIfJgdpLkJgr6Uj/KhIey6PN+5BNEVFlBx5GlbhsrfXsHOwqTer6Kb8CeK/eSep5sxpt2AHMjEC3MxSgKIxDLImJMHK6pIZER06F0EAXiDAaAzSru5zN4JObIMFzDn4Gn0UfFhajXYc/V8XNLiwCcOx7+SxMchWIPDI3YC2+6yaZmpnCvHUV7300wB0Mqt1EobpQVK7rB1e2D09qko0T0IL74/JNCSJK/QOSH9vV423/xwCLAobPoCBAVfvTaMT8vU5SkwSTmoj52ypns3gP7OGHtOVhHXEy1vZfYU/XtwtPpTX0N/AmBju9zlIBwLkJO/otuijZ0sZFJhjwKORSqUWnKGQeZAvPIykLfDhSx88jGChDSajs7Q+Zl8i52IBoIiYTAKbixUIsfRyxTpmQhvQwkIiJKNiJ9CdPF8+VFqRnR78BCIz8OmRhESMLR1VF4LMef9V9+6Nc0x3odTUgP+SCvvvoqO3bkGApF5iuD3wILRQItXYX5VgsK1S7DecjioeQnYyhB83A3M6ScV+j3zh2XEMpcsAVMzlu3DxEdqGAypR5XqncWAohinfeR7qCGeTHCYrSayllPBe6BnIm1LO+UgRiiklaweNDrsL/n/24RgPOMi7S4DRx0FCYaxQS4dCprS2zvvAkkZKZcHpf5TdIbs7vWgiZXChgVpHegLWBrN0YB/sAVvbryqPID120699zV5/7UrxP33+onxdEKkXyluphZfnRTX6Uz650LECX4LQFG7KxKhtVQnE2NnHdaKR05uSRzXxUEWMHRJw2bnwXZV2B5B4aGkI/xuEM0yIMsrnVnBVdrWsVlghOh1Aqfg2NIQFDkHh08GQRBZAuIkggAPeGCu3Nzf8jNhb0UkXJnInU0OOnjrh/6KaIiZSakA2UkEXnoL/RMeQWKuNE8hAVSwvM9xBjk1R4R0nm0sV9EiYVifHzCzZCdbN+m+gtwND2w/R2s9MsoKSViKvuRRCIlgZUSUG1r52DSzbppVASuysao6oeLr9pHoNmvQEzUC5y/tAjAOeMSzLLcVmX3XV0kW8042WMig9a57XImGaRjPsWCy57rx9qLqVkE1LL/Sp6Vz478+6usRto1+KkogGyzmaC9NSLwVDT+1WhDY+ZYxcN4BR0L8Lt7SBACNySZWAlAYLKEec5lKaX6Cogg4Jf5rpMt2Aol7OWsisq4lGEXJm2HJtnagR7qWIR7kONNSmHAEGENm4iOniecdOJDX3x/AvVJx+pSOLwc6471Qof8J3+Efc1LTsP4rX9pNoLV5qwlFHvSNSgjk/IvKAmMuBRxF9J15F1BzMpeXXXkbwfRMxlZPlKYNdnaHDZ/eHjIiZ2UjPIVEMGQG7S2oqvjKqzOBl1Qr/WDN6eOFicRUF3VGz0e8uv9WgRAo7BWAsQScGr4sis55LEpu/Q1/8V6tm9nkJHRuQYn52y9R7uRzDEscu7RxMiDj7UMIoCph0mJQpHD8o6HV5gfWFDJobCpb7x2xC/91b1TvjopUaUyB6cgLGL4SzOn7MdefYvXWZ08RUYRFEeyG9MPB8Cw4a+pb42CPoyNEKZZdKT9AUUDdF5AKxa/t6/Hz0lbLw875U9Is4pr30NptbVqd8rdGa5gaXnJcwGIDZYysJMNWIQ0yg2gJVTHkpvTiAja9UcadK2sosEiAGK/pSRMIE7EmMya7O7SpGFWVZsqAcfvvfXf638C5NJvR3t3EHL9Ii7MrPJwACXeIYvGX5yIZHRp/WWJaIdLEWFawZxZhkgoP2QH8RDqh95DwzVBirPtwJneW3kPRPxEGCXSCPZSEAP1SpyHxlB5AqoETmGyoj4ww/vqHieyAmKNv3/r+PxFJKRVNo6AsEpsIvvR96DLueFVV9ro/heSkz1OmCoDiXyaYGUX8HoQjmakWeQFJm+zGAjqNFgTAiC/ke2iwhLIn6SzklcaVD8siuNXIE8bbq1pNsZYxiKgPd5i/TvCKrZ6+pSdPfylDRO8dulr7EAA1/ywul6oiIOROXMrmXXksSdEkW5FY6RjXZfNuxeWOCalIEihVa0MQkhuV0IOIbO26pJ8LOTXb8UZSBkY7JvASswzhNTiCrSaao70raQtPp/Mkadk97m8QH9FyJyYrU+45ljvqb/qXxvh4QnaXl7BxRv2Xiu4NoTV6i/fhArIXGxyMt14MyqGQ96KArkjR45b/8AQ7L6sA4oZCBYNvYPGQ85C/hzakqgUjq/0InEP+BJhZT2HwAoug6Lv8Lh56hFfLQKwYUCkmisrzSrZVaM4aBxFobPl6jdYpHMQCs9AI2MJYKWQCtZ64EdmnmaR6aeKIkubfcawDbuNV7O7ocitU3KcSLhsv2FRDkF96gJQTD4d1Fki8CfOhg9h0aajJ+/8oJ284yO+0mjvAF/eHvGMsP7X1LeglwJf1ESk4HcSs+bg4DBI3u8rXQkHGa1gguEgNoBcABpC3Q+RFCus1bcLdluKMXec4dLC7LwTDCF34H4NejK+Hk3JOHkCTRBHYyukEDEQ0sozT88L0qVx6TxFKB6guaat+SK0tb7SBiy42hvFI7AKsudY6dVfqRlFnFwZyXOHR4ZAZtJ8Q7zkgiyd0WlcoeXk04ufg3wehOzST4hbUX+1AUmZxKFJvnVO4dA+HE1fBwAt8HbkOxyq87zGeU+1CMCGYRHb7j7fTPIMOQGzbP3UMXaFpbDZ4rtDTnvy/HkiBqn4ZGaSxnp9CIXP0ADYVxSEvqIjMjjArT/kh/Z2AdDYqdnAUwASFuUR9LZoMwJR6eWBgyi7TpyZDatYaWAY7qJmZ+/+D5t44DMBcRfya9a/Jkv4fiDjI/qo1V0fyfQy8914442+0glxikQGShSQQkvyulbEKr8lW0vR1t/f52OlFV+IpXwB4hLkDOT6fcbVWWHmRtF1wpZ2OAwpbgsgjxhjOdvo/DKKRbHt4giCuQw7GvY9GNhgtd8wyE6hArokrkRKvgz5/UcIcd5EkJPSxSuKUZRMq7TckdtBeG0UI89EsfbT09Pu5yBPQhF3BQeJKIi1lwek5PhApEdUkaXCuSnOAp+yCok7EhFSMJUyUiswTYRK0YYqEmODHvrP8/5ZX77Oe/nZdVLDFUdmkyfYiSNftK27ryK2WrIku7kCVE0xk6VaSKfaTO46/jNJrNjUSyIqgOMAMewq8twjyw/s6XrkqWBlYlKlzCoCtHI00Y4/XSSBDMts56XWe2YaEWWKjSU+an1bdpL9ZSuZsAOPwrCevtdWqo0nv4rHQkTFQzQQaQKbCAOlVTM0qQG4Ym21Il6+/3JnW1dA5NvvvMNDfpOY+gJXWQgBLegjbXiQYUkKPjzskO/zAL9kaBwmHUmEFCIsEiGENFp9FTEnT0Iho4iEkEv3CpHkpq2NVcrsFyDO4VyECdZ9xQZoO25tTb5GHrg3QDBNNFYLVvTdl17CBqHTds1119mhYyctt7Rqyc6ME7F25lKcYRF/B/dFwMKhCESZPdUnvWuJjU6XF7FcEGUqhafYf4k0ehdxBdpSXWKmOEu5EveyhXgnyV+VlUqKRuyCDBQmR8a42fNHvA8/H1FaBGDjgDCIcVis0uJZVzbtfd4+m+ZcAswXdyD2Xuyo7MLuAeb5/gTgQXGLD0BehZeXaUYrA+Ht9ndTBfvPIyh6KH95PO+sv1xRv38Xq1CzfOeuTvuLA7Cx3A9v6qsEagfr6VwXE06XB6zvypdY4Qvvthi7yhy886O295ZvJjUZOgbu+VopLvtq9cEN1ip674BYKgRWCTWCaMDgvRSwc+MNNwLouLfi2DNMYM3d7Im3gsZbmnHtq6gVUaMZB1nLZFphGmiSxCdwV8G+i2j+WVHFNWg11zooVlkihGLuoQfMX7CGL2JmcxGM+RS+97CbcxTuYAy7uXbYDUoTzfWl+UYn04it6pBj9V8fcYPqBrMseOD4OaSJX2YbtjT5Hdr6B9lNas66RMhh3XPcDQT5vb4/BL/AaUydcAq4hWsFj7DQqM04FgV/HxEZCJqImLgTcUJBqLLMnvhEyHciWSUSsp17WWz4lCAsMZKOSkiVPsCHvvlW5/v62oGa8/Xuq3pOJhSoJ4M2c+JBAKvTol29sHI5VnRxAcj3QIxTViZDlFkrAEO8VkSdFcabZYWRv7dyuGtitB1WWGQekowoGe+PDizaj1/WG16yH7is3/78oQUAmNVMzxPkKqVNs5whYm2fvMyueamVP/d+qx952I4ke+0aMuJqQ02Fxwar0sZehXd/tb71rnJ8QT4vA9Skx1J6LTmmCAWFQL5k0lMBtV6xDYC/+eab7Oix47bv8sttbmnJDp8+YQ+Qi+Hw4cNWQGtegT1WjkCt8Bq/VdKEx3GyEWJLTFA74BRPoIA4nfgXaBXt0jbtHEvp1gmipzHFDQ0PusuxxmpgeMzTt49+/r2w46vcTENCarWkNvUnCisfW6FdEQjNjhAZFp3Vm91XeL4bEWwQH/xveMGL0E88aJvJSTCLGfkMkY6TUxO4DUvMYHGBIHl+Qwi9EFu7HslqsZSdo2l5D7LhB3EJgg/XA/Cueucaik+JQHJbjsNNyO9AnpEVcgkus6VYyRYst1wFbkUdNQ7+Bn78WH9aBGBtdARIsGHkaTt78rD1b70KgR6HDVx0g2AfASyUF2ofOOJCwcEzh5FmG/otZyABhIA7yoGIQGKDnPBdW5L2/45LiUM4MBP7yCK/dh7iGX5qAIbALSyHYS93DnXaljECT66B2Bx4jxXO3GuzE5dZ/7Z9TjAk/QH/T1thFPmnIGiQnjEIVkuNkoiSOiYs5eMYCwFlyVsml8LExFnbTUCLVvCtsL5XXrnfXvfqbwR5Jt31V1tvr2AnV5iwcgPIxAdz4HswJOEEJDuLkChTk6wDyhmgwCKJZCl0MqGST2MjK4LCiIWUGAQ9lgDXwuaYIbY4AdDP9dnVSu99l6wBAQjeReeYSX81dBWwJtqz4BpcgmfRLWSzectdustOnoSYwdVMz83QIn2hvrwCpfDVPXpnDxznd40I0gTPinBenIy2Oo/hSyBOJ82CJN2F3lN9lDKxrRMzcg0iltjFd5vNrR5jzWALu8AVjf49dmkRgA3jI9a0nJ+1EmGnI9cO4VdBYk1Y6yzAqilPMHO+DwBwERd71Sjhey0gCArWeVtklaqwMohYEPNHkAYEYAMgqaY4DaXxbkuvE4C/Opaz70Uk+JGrh+zP7iUAiWd6ZBpUPyxD3WS9OX3GRkcut8aOy+gELqIP3m7TD91jQyN7sFwynb7Chnc8Xd9CnPCjPvg67SHNIp8hYoV6Cim/zk5O2raduz2ir7Peic2cfe7Q+O/BRLhv505aE2IGnJNke+kPJE6IWHLBv9z2DlfgqArxFQFGHoNQIz5IF6CucFXI08ZKq+3bxGkJCacfVpo2tSXSrH9qW9VpmwZ1Zr0I4zX/wTkRFScCPOPEwZPWNdhv29mZSZaGLDEdu7dsshuuucrGcWOe8f0IyWokpx/eUYFO4D3WCBR6QnZ+9CPbS+msPoqTUUSk9BzpNFGGcDB6F/VH9zXii2Ss6gUWlthbIGanph9gZyWCioA97/56p8979KwmAEIyFUCLeWZdh63Pz09ZmUQTYr+TAIe2V6qy6lf4rSw0Dgi6j48cfIrKDNQs0g0W+CM2jdl06q3o4Ljqbyg/sDtjf3M06zJqeFpWg7BEMSVUAAwJux7v3bywe7jLPvH5w3Z6107b3ckUD15n6X3oC45/yebHD5El6HJqnguqYZtfze/gTYTo6/qRAJs00vAHIGbMCRVjCuaIEPQT7XfkyGGbmmaVZLyec+01bupT1J7Sdmt4hJQaSiG/2H5tPS7ESzBPHvjDsZBIox2wwLSNbiG4xkQIU5lnORqtskLPLSyyR4GSc/ZYPYdSMLiReymaQyF58DI6c24B+aUziJJLQFUVnJPN4bpMRp9ZnJUeeuiAmyivufpq2kcEwUKwiXBfKXfX9onQ8xgLdUvvJwInUbMNBBe5CmAteKy7pzN24lJ1mzs2gOSFMu+IQ5HCxasl+L/4mB04eRr4ReTS+PgLXOglqB403/qrUa0VslaZn0BTu+IrCkPLwEjTjwaYWXafa1+JAlgqA5gz7O7qW+9Q8yY2aLB1vd5jDur37O4457oi2cIiDllmI61oTkyaF3p6B21keMoePDZum67dQfgwmXO3XGY9OIKcfuAz1smWUfGOYXosoGfqBVlPWxGY6kMffAl1sAWlpDeJou1ewe99Hhn/qD340EO4A6NvcY+3qEfWKTvQAJt3ut0epJE/v2O/N8sfvRoyMyjhTI9+6n2FNl6Fv/qugdUBTxA8V0rWqpCXDV0yvYgHmN+yC0t26HNfsufu265W1rq7kZlSWxuLP4t+LSws2JnTZ+3Bg/fY1GwW0aPHOTspMPvZ/KSCtSGFctN5PXXbiRTw5D11EsMTH42mwVvwl2cEL8sd3Kx/gkVxKzn0IOMT47Zl024rwVVOTS7bAluUx0g/HomE8CW42ihIbnyLZzkBCBFEwCN2sszGnsZ22lpZXMvvQ8+M6bq+mlCg+vIgwxudxJUbVzld+PKKwmDXip6DiCHb8sbtxBVnsG3ziB07vsSOt3XrbisjhURtZXgfaavnbRJRYNuNrwi6uRF6vWHv9dojvnoHPJe+BP8YNt7t8MEDdvDgCXzhx22SDCiym1+C/C8dgHwCZON29NXSSn3vuf6IoOlb46NjkCMg0uHbBIjkv/w+EJ16WgdVgrUzOCezXRq5Xy0U2coLSut1/I8/Ru3rlz+s2Ym1X5zFVHzyuN3zxYMgPJt8guwjWy51Inb5np3oaTaDiBIC9Vx1lSfRVAxu0lOLq11/jp7x6OKP9mfrWrMPfAkMRcpE/HrwocjsvoTFguCoatwOLc9hfjxtgzu0CgVwu9ZxNXOe0uIAmoPim3eA+PLTVkCKZ/ThmhOJYDa8ZsCpY2Zi8hay7N4Cu34vKZ/a0HQfWsG5A4lA7rxdJJiQ4qibEd6En/gukPeR5U8fJMwVyqK8/6VG2f78vjn7wasG7AeuHLA/v3fWWeUUu/qGRb7lA/jNLy+weekUlH6YWHo2o9AeeqVNN1pj7rj1olDrIlWWADRYRXQ3nX1ai0vwwHHUDrIh6B2f+jQr/rC9+EW3kmR1h50+ddq60Ngrt14Fll9JPXxZF8Az4NKGC4FCgu3I7+8Tvpe4nfUXXD9EUcrpEBUCRGqKH7KX0x8xJ7qO0YZR0p3rd6tFjaKfaz4guMrqS3KYo0cPu4x+zZXkaRztYcvyhh3Ge7QHpySt9MpMBL77MwRC3pYIM20Fz9ITHqvoaevA54jv1UXSICgsQkqXpmNFT0pBqI1glVDVTY66NejwBR/SIgAaIwZKICotfh0CgLaPc8HAa3AFRAIUQUogJ7JjK8qlPLsGd2Ksx5ADpQcosP/LCi0FTmAy5AZcPdtQ3pyvvHH/wPlO+7kfvHrwUdfUz3Y03t1duAmTVaad0NIGnoFtEJgoLGC5fzPbmJcASs27SIBKCAEbEOhRLT+FJzRQQL+eqk9U44jcqh/FXNV93sWU33rLzSTkHAHhGXmYKN/LTjIwg+wuwGjuXTBWOyF2By8UdJb2fE6aT3rEpaAOf2Nq3NdgvtQhjYuIiW7QJfl40D0R10B7wA+XjAMij/M3v+mLCxJN/QILxezcBDsDTdmLb3kt+QnIVkSbs4gDbr8Hfmr4Cfiz9HdtTDQr4kgo6svGTuucF530jj7qd1g9hEXnVPUcdp6RXmV5dYnns4VdWryOnk/xZweH5/vbIgA+KkIWgJZJjKG5lfbVnUl0DaDEou1zpQmI8VsAqdTfAvM+JlthGlm8xLTxYxSETwIgck3Lot0e7WHld6rhD3pSf6QgkrMLhmQAljz5pRVLldgymvxzK7KVYx8+u1SG4KzaSC/Eofm0EH+e1MMv9mYepjyHktmXGJvZrqTtwdwWhWWaZiPPf/qP2+y/fOd/sl5yAWZRclYacpJJwzFl2EyFV2OsZESUyBXs6CN0EAKqnCtuadbCdwyub/hLW9oQxU2RtBCilJAvcKaB8LjjDaG8VbTy9Dlb7dJV4IAxhvNQ63L4EXuQKI3yzXZfxIpkF7P2rr/7qF1z/TU2MrQZYl+EucF+j7yfxrvH7fbeswBuHAnhNvzZatO7Sc8fq/NhHf8O/qi6PoI/muP9IEhEAgrd64x3PVa2DApH3KLgooBgl1s3NHCewxYB2DAocrmM8UkBcHWQNwCvAHg0afoQbElasIidyTesFw+sVJTkkmieZ2H/5gGAEbLAdKXxQQdoUgTyRAluR5VnJ5Hxj+Pj/mJyv20s718AqIEMrQs17SdAG9++u9+r/PPhFVsi03AFF9AMz6hA3ZOsWAP9A4gBMziuFGD9CJZpAxoaKVxJyaEPN3BqdoUosyTcCZyHVruND/xKHwOhEYCSdTVInS6ZV2G3+br93198i7WjDX/+TS9iROQIo8g1BeVUiKXXqHMzilUFXDmg09dz++68mL9BOB/nXg9eTvf6/U3KF9bVVR0LEfXtG4JQU45aSzj05LT9F/2Vp16CXX/WR45UZTnUjZFV6ELF7vjCnfbBD33MvusN38tv+ks2niTfncxREkLQgXUI7t8fIlFAfQn+6KBJjDh5cYR5/Q3D9xIBk/JTil4ZmSsQK9VarUyjGzprw+w1ob0LmXqIgO5ab0M92Fie1QQg0LAyHIyP/KvdXASwysQk18xgBQiHS6sBAy1kxx11FUDZLhufqDBBQpM4fWid6mTHW7VXhEi0teHFJTMPbbdRtTsds/eyq803QaXD8pq+mP3en7yDHWLPWgwElqeg/XpwdZ7Q38zQTjhS4sxBlg58xxsQCcXQy5RURASpVTtwPoJLwXQk/UVOVB93xGMLK7Yr2mudIhB0yHUXggjKGksdPOYp/StQk5W6AZcyOjpsxxZz9uB73o9LbtGOf+ij9ro3fI/Nffo/LF5ZdlZcupb61Jytjo9YnnfQ4PkGHYqyZNwuVC4M0o++YyMKBOKeUFs8HxwICHtq6rR1jAza4K4dTh20rbqK0KrO/LaTvaetu2affvA2mxk5Y3eP3242tGzHV++x0ychGjFi9qvLNjO3woocscVTBzH3wSkKMYOBf3SnRIbO9xLBFJ2nvk7Bc8JdSqxKoPRzN2TOMoIQ24qdmPuCHR8/aZftJeIQHxEtCud/iNoKSvCm4a9n8zcDr4QTcrLw6C0CNERfpRsQEdVc6Vta5eNsFNqNwqBL+d6os8JqPwX/2gn7J9FVNv0MxKENd9E0AJHGVgw37DEFbRCBR5b4oX+3MXaN6QB14tqUolmy7/99W+wYs+T2a6zvmudbrWfQOvACy5ay1tlLxCKKwLFNI8h+bFzS24lfOEkntLZiPZhhs5Lo5JztHR2EJWVFFTt8PoALH/YUftc9YhLFKLn9b/6Ob7Gjt3+GLa/K9qdv/x1k5YRlDz+A0pTsNhBHmVj7WT1ruP5WQRqFSLsCFkLLSD41vWq+t381FYqaWRGAIqx/tLPHvvGHf9Q277rEA24U+u3IBbUQPpLl367b92I7cfaITcB5XXntlfbSF77UllYWrYDnVxJFbC5CQs6BJRaImK3YrCsAtUI35Bxy3iI+5IkW3gAgTJGroqOYgQgwXvTQ3wSisHv3Jrv5hutt58guCDBk/yKGr0UANAfMkSRP/U2wIvQRax7DS8+nDoARZyB5X/vT59FQs1DbtnbCOskb2Mn5uTwbWLIhZF8nwJRi4LneDSveRk6AOKuxPAjVdnJuwT7/l39h9hY91Oxdb/4u+7b/87f2k297v33mT9/kcrOeFZbr9pHmmeQSJ4+8x04c+rxtfdl/sdSle0miKX/2fpuaWnLKn8WJpRuf9wRESauXwokldiwTnXiGhJo7RoecKIXtfiW/NWbugwYiCJk7t2+xa7d/J5QTWdoDluCQQDo2TKAm76obXOAXQvDDeWYfeX5/hShW2KzYAZlzlFUHJWBDSlwRJXUFM5v/E87VErY1fZlt230FPaQeyEZWCBYDOdwGjs/SEyUhsi6Xc12vJIIbkBDa86ITfMLj5tET+RLvUgPAtOoL8bVIqZ/6G45XnZwC2rxUdcOnXegZLQKgYWOmHBagAXGQK60QXA0gE6miQfSMMQzzMlrrAiGdXf0pXC6pg0w+Pl90+a8bWVwRXaxhID1uwFDhDE460jIvwLL/29vfYQtfum2NAGxqyvp6xtCAkkJSkUc+/E+/YPu+43/Zrf/1z+xLf/0WG9w0ZHPTk3bvh/4Mrfn3kTr6WrPeITsYP40PuJRArGXqK+8h5SBqDPpM7DscyST70zfml2zHYA/SYlgeDyzCel/GN00j3fOHLLb6hkgSOoOCSmG66hdI4sjPkTBEH86Fy5WfQ68CU8tQCBOffPEnBFMpEZ/if7xh6SciKGwjcCZiOALtA2gbdNb7rIopYkKimm/VkFMYXF4D7iVJPXdRpo58+6sQBeG4ezgyEj6hasCLLujcl1+kqNb+iWgZeBeNbFAg/Yw2vxiyiNhQ+hKSiLDO+Z7aIgAaFYBDslsUtj+OfN6V7WXqApoaTpgGkWnH+wrvO+K2FefeU4/bCsq9STB8ezfpoNAeK7xTq3gCIOmGlXQ5E8C64/3/bksP32FXP2eHfeiPr7NX/Ngf2PN+5O128n2/Ztu/8Zftkm/7dY5/VR1xgAonq70dLoINQxNdfdbWNW933/G3dpRNS7ffcBMBQ7I1oxyE0OSRsaVrSOEUIhSUBriIy2sdncJpvO66sE2OsnOO4FrXv1JF4yRAFC3TSi/vNSmtBLiO6zqtYwGrlyZmhr+4ppVN6tansqw9Ze0gfCD9WesLvWKuwireR/ojSHDPSr+F/tF15SVQWnh/J27Qzk8K6FGRf4EGWnoGFdX34udCohaebF67yC+NpaIrxWkEYdXBjSIK3qI/UguCfnNm7eT5n9ciAIyfr54gTwNTVKNziPjtSZ9cgaKPIGMXoIwIAKGabAAqM1cbk362SDw2Wv9uPvL5r8ERKNosgaspO8F7IpG7H7jP7vm3d9qVe3ts7/Zh68NuHJaENo1sFsUWBCxmAEg6rajCJNgkV9K2kT67hb3vHjx+m52ul2x4YDsLLL1kswkF1KRA8jSih0McTXi6MgFCMmPHZpY8/76Ugr5MfIWIgIBO66T/c5hDS+5AKQKgE8G1YEQDBOHkuYXT0tA3offca1/Gr0c+Rb8fhQ5iAb3oDYJj1VnnUnQxuDN4R375NHEOOGCafGXWe4lTCJ5AC/wPW9bx2mMe3QM94PELMOZmTB8fTH1h4zpAJxU8jeMmQdA7PFZpEQCNDhOoiYPRs1jnKKa7o76Puyi8rw7MroDapT0QXCKAWDB5qa1U2OQS7GQneFYF9rAjljvNTjdS+tXZJPTs3LJ95i/fYZdtbrfLr9xhw/jzK/FjWJT2OSxBfDxPDCeVC4oOc2caTmrb745kxJ5/aa+dnPu85WpFW81czp5zsMzoJpRUQyu/ouUUS5TWdlfARA3ZuxjrtofH5+3qbf1kHGba5avg76x3fzwwCXv4+N9h1wPtd1A/eJ/wGaBPyApc4LmqCfyuI87jP/YJ1VD7670Jbw3ObPyrK+t9DeuF3xAoFg0v3OT3BTfrJk6HP5o/w9s2fqtKOGA6H97yyHPhb78u8rPhtvAePxteCeoEDermtUp6yjlFUP+sLZpcfcTiyfFHclQ03cXuP72YcfDpa17TiqBEFjU02T3kB1xanidtF/sAg5CrKFwGwee4kj3gxppWbDrKuAwc7CKr9Ef+8f/Z9uRZu+G6q9DYb0W/kCECLWHzd/6pj/vgi37SZj7+u368+VVvUQ+8J6ff+xt+bvfrfjmgT8II/gvk6pEUMn2n7U+uEMA0Z6XcAg6HECAUWspDV6WfNUKVlXtQ0WdSdEUbSSvgHHICywFbnsD1SJmlD8CkP09REajpE7xFMLbhOD+hbx+F9bnR/DyVn7B/j9enc4cleLOAcNICxNY/TTgKIhtBKX77IISDsbGR8Jy+VR75+3znwjpc00xd6BOOvCoEeRjCxvT96KJ5f1YTgEcOiYYj2YayrHOTJXHYKYP0dcxR8rJSkQ5grCNmW4babX6BHWWRvdma0rbA41bJ2qpNAzpY3TtoJ01ixoc+hr17/B573s03WN+mft/hRvnnZLNXVpewyKd7rYjoCIA2lBBIdR7ltEOAEHskjRhQOkMsADnuyJ+fgzPJKaEm19SEJljHchOtKTlmLG1ncViaYOupqhxdnFXd8KCn6FD9fbJFLYSfJ9vWM+3+jeQ6JAYX+44b62ueWgSgOXJuJ+dYPgBdIzs8JZgWXUlVYpalaYc8WIYfz9s9BnEg9h/ZfJCtu8UhpFAijhGIIQWYNP9nD52wlc990l5+y3NI3jlsmTgtIKPJvM3CATsv8A6K/ObmPvZ2/zEGFyBlnqebCivQplYssdKaNHEm+nSQrmxLomgJ9qCvogQsw+8rfLiMsxC0CQSnN3ALFW6swPIrQWmEffTGZxZslaSSImiukKOtVnkyI6Dx++qMoZ4ipH3k55yn+3yqxqNLyO3JaWxq+qy38+haz9IzMvHI6y7ZOQCSks/O0S6YWiGgdPpi+3d3Z2ygexAkjhGSi+ZfTkFkbGEnelID4KCzvGAHPvIv9rJr+m14rJe71DKtMTHhBG4c4nCFD8+JI1Dd0//+W35q5zf/UnBJKztHCieV2kJOP0PkgOuLgPzaFIMkkUV22M1h+suiF8jhDJRDLClAFJQMuwTBKpB+qoz1YhyvNW1r2ML9cNSfHd+Cn8MPP2T/9k9/b//893/TIgAbpz1gXZGP2abZHVVgnbW6a9BU9K0AlXiU/f7qS7i3kquNcyVWViWozKCEq/A59blP2bV7yHKzewRzoQKLxOJrU0dao02xYSqrn/tz/+655cd9JZ776Nv898grf9ZXeikZw6J+OAsAEgeRc7SDPNARL1hfGgKATqJCEo0KSSc91RRZcsu42coiUdVqD7tf4fnaQrKISDOfw30Z8yD76KInwFcA4rLxEz639f31OwKCM7Q8/lnCoezzn/+8/d1f/5V97IMfIO4kb2N4arasABvmV+gm1looL5UTGBHgHBc0mLIJ6B9itLavBdmQ9VGuZUAsBV1EUO6dePhe21Y5aVu39rlSTtYCkQ61p5aleAuXXTWzsWxcjV0+20AAZFiXA4qHlnKT6qq/jXrWtuCKepTw4GolQ9AKW5fhkBRv55nIAe7XjnhSd483zvFQpYqSh+r4wjKBOuQrwD9ADKOeGbKIG/vVOv76GoFwDjWf02fP2t133UXOxQmoQZUsyWmU0f2eCFXwc35B4evrfZ/y3gpdXRHncjrIwxOExvoW2ikAuII/dhmbelE+/Cj0cAOyJTLXRh++2y4Z7kWXQBJHPN7QC9IWAkQTu3W3Bv6RJbw+8+Hf9Uujr/o5vjfW9F753UJiD12GQMUhPGMwLENSVKIIrCAKlLEBFlbZTZZPCcVgQDTwc0BkqWAi1EaSNecG0ja9ULRlcgjoUTAnrfIMGQHB0wzZlj743veyy/WcjfX32iZSxrXhOSqIFpFYWABenyHv+6RfQwMWIqEa8zTSQgg+WvkV3VUD84SSCbR4nbjhVUgI+vDKLOY+7WcX85Rcl/Sx6yt++UmsAA0IgByDfdlVo1AQ1wOoXbUlTG6W8Nnhd3h+/N9/0w93fMuvsJoHugHvK2c1lbIKdGJVGGPrckMpWMX0WILSa2sq5c/XR3sYFLAO5MlCW8CLUUlLKlgBiri35mtx4gVWbYXzQT/X+xT2ofX99TcCVRzD7oLl78dxrIvEMQpQU5h1EQXx4YPH7Y7Pft7uvvv+lghwwakFsZqLtvAW2V/stkviWADww4aCsvhDFNJ2chWkI0NgpDRpXdsHQDCpDJXBlZt8WVVj/GcShPNum6dNTtnqHX9mnTf9sPXd+pM2/x9v48x60SrvFKh5Sk8XxRZBEimSb4K+EySkGMjkrLKEazA+7VGUfNI3KG+82/vRUSh3vjYm1RbmVTiBkvu/qz1SmfOYk3gKXjrShSehvBHVs1b5eh0BLRBnzpyxJVKQDwx0W4ENT+ZnZ22CHIwzszNrUZhKXNLiAM47y1qdWa1BWCGZEwAQCv2eK83yIBTkFNNewnqjGZshGvDM8TO2nWQXkUY3hEL29yBQQxp7X7Elz+sjVl3cBm3Jf1vqwfUi3/K6zX34//ip0de8hT6ICATFOQY1wUf6ABUd1yAAfWnkO7kW4I9QxxmogpKnhFJQlF90RFthi/1XcpESlgLl3qvQRgFlofbXW8Sh6SxKQRJdg/402ipftyMg9v7w0SMefn7fPffapz71Kbvv/vttkR2XtJV6kPAW/xbgtEUALmKaHR34Iy4AtMXNl91eQWTtG6BU4XFs61mZDZNdVMIhiHrRulx8Nbx+k248p+isMwgbzsqrTEVIHRaJDBPv+zX/ufV1v8K1gCCoinaPiWgzU0SRzhjZiDK4BCuhKchfxypQknMQqaOL7DCkvenr1BVnIN987bcnyiDiICKBHcNOr9TtxDzmRJ2UshJeoFW+fkZAiK/PEolhV9H6Hzp0wM6SNjzIcREotbVuoOFiYeGD2NoiAI+YX1+tQTqtgwL/EAU0sEJGIY+2bvLc7MjWQVgo+rfBLbba2U8dDSksuDPSeABgfkN94NQj2BlXbWvdV73gGSu3/wnHZn0vfpNzHTqe/fD/1peNvOYXHWn9B3/WaIMTAoQBVnV9YngDjilykH5KLxCDMGkjEycCZImVTKjisQVwL3qfGkQgEGsShBATxEREwwS7086xm42MRyICbrXwO1t/vtZHQHMqkXP85ClXBs/PTnuGqbq8woBdTyUG3AT7MwaQ3SIAF5hVV9aBSEI458IZL7fhixBAPbV6K3NEAooQg92PE+8+Exm2QrSPC8Fgi8H31NOq7DfoJj5MRuBHDjFALleasbBIY+8TqckMy4ZDD6vlmvDfyYfqiciw8g+Rm24wBbXR5pKs/I08u92g8UcrAEcAd8BHO+3o2dpJRskvlOBktVwnuQmJPPTh+aeXyjZLhiNZDkOOI+xK6/trdwQEl4KtiTPst8BH4qTmT/DkMCW4cxBsuojDEa5D3tfuez1tPZOW3QeO9VDJOqoMJi4zyNOBElBEIkkS0DTKNq3ui/Ehm6m1Y27F4QZlnEtYIKdkap8EzgTtgWlMjv5xibOPLrpn9oO/7RfGXvtL6xVY1UFfJwBNmcQnWrb9zsiyjaZxUiJHQY1sQHVEA3ErCe9DECWooCHtUS/5T8pEOQuVeJ8SwFCWOAHRWqnE0AcU3Ffg/L1b707r6GtjBAL4MvISTqP8m0fpN40OAC8UCLwATAuGFjAHOeBB5wTTLQLwGPMnBHf+XYPHR15V2hw0LvmfT1wUlfPaFjyOwb+MS/DJZA+edphdNNJaefkSsvkWXzq1VgJiIGtCQBSCC4HCkGnhv4hAWCbeHRCBLd/+687ySyPpE0odEYS6+H4SbG/t0e5kID4dqyP3l+AECnxKiAjaXlphw9pnvobSrw6hiEqzqZhh+iHCVhSXwKkC15ZJNcbbhV1ofX+NjwDTZsdQ/hXZ4TqbzTrsCUYEGfp40hCJqFR0HQAcQ4sAPMakCrmVzkvfGsAKubZ80wp+KTbf5W1dQVaOkhlW+eQnbNAmYlgDMAaKhVZqrIinwELuFqo6wuuhIh4BARGiL93+xzppfS95E5MD7yHiw/+Z9wfxAJu+9df9uv74PoJQFvWL/3zUDvwE5/rTBdvUgQ8ANv8aOxdVWO2VpagkByFZB0QE5AiEAtF1E/ShBu+vhCJ5uIMSBKIE0JRYJZbwDaBaq3wdjIDgJZ/L2fTUFBzAHPAI1wk8BPAmKAEUMQE7SLKIaUHS4tMiABeY3JCl0sBqILWFl9yEPbyWeyS3J1CmicxSw9mpOMcJIgFPxDbbYrUX4gGFRTcQeALCDTAP4gZ8xRdhUTucC6L71qfCtbNoaJ0Ana9/9EMZiVxPoTb4l9BKztIdq+RtSzdyPubAMlYAsB8FH0QADiA0HapJ9ckVgrQlKqLsQXQflpEf+Ako1Rgb+bhocL4utM597Y3A9PQUHF+ePRdPO1cKpK0RABdhCQmvwhVWEfuc8wRu1qHua+99viZ6JMRXjnspAt2bitU5MAcGRCEJEZDuRVl+4uwolKTXhWiXnYj3sZriaA+Vlc8AfylQYJe/HPUdcf1ICC1i0izKpitbraf0EsvWLBP//It+tPUNcAWc1hVlC5LGPw53EmclF9s/zNZQw2QDSpGWKCKFIEu9iI7y7VdY6fVMEQNtSNoA4eUpqI+eK3+BInUqEIEs0YTiCiBbAdHyp7f+fK2NgFZzze/Z0+O2ND/vSWG0cIkj1Nxrwt06JUBl9XcAcMBrcQCPM5cw1yjXtIONPPsUOSXPujIIJ196UIqVmHx9sFswVWSFDTiBKo5CZ2NDdjbSI0HAnxEgNKu2JkGLrAiDUwVmAqIQBvmoskttEJoGXIaIzeR7A/Z/0+t/w9vSHy3cUiSCyfyX8o7n4KGYQO7IcG4LLsklfPyLcALabaiKzA92w/qB3HADvvkGLEaNe+PajIRuKdKxwvtV9Y5wDiWsA0vEFSAg+LMCIrbWhdbB0zwCTtSBI7moa5vymbPjHvwTR+zULleB/M8qTxq7KHMcJxmNjt0jlXucHjzN7/B18HjtFQC7DFIpsEeYJ5TIipWCEAgR2yEQ7aQEi3Mlxr4A0AbLR7ohAkRdgZAiFaLIgWlR6B3I77oSmAeDYVi9/c/8oOuWH2uOi9R7otrr3EHzAjQDdORS4B0IIaBmAx0Exj0OS7ZtoGi9aa36tMGe8QiIVlnJkUIMKwCyYpnMwkJ+sYNlWEMPHZZ+AMCpcD4H51BEH5Bj+/FqRf0UwWqRgHD8v1a+BX+CrRPHjlkhm3P3X20MI7iSuVfEXdfF4bn1Sh3nvM7pXkCoVR5rBCQlSd7W6i8nIAXkCA3Afc8D73Z7kCjFoLYRHahMX3HpBxjdpcSwnYptYuCVgw8yILkdpIf4riMT9fwnRCG4EPRG8riKa2u5b/r966u/X9DEOwHgfhEiGhGb11CcAkSgm1V8+4DMlaze8gGQPgAgiECQpPmvkTK8ipkwwkuJhZRnoByKBCjONfBOBZiKLElPV+Ug0OylP7v152tiBITEosmy6sxMT9vK8pITdcGTiuuemvCmxUb/hPBhjEm15Qfg4/Q4f4KBiyM7abslyVUSq9zGCn8upVkdVbn7VaPtB/Vdnpe+oBhpt6O23ZbIHKg01zVYCBZkkezgmWIVfFo0KeFR85IoDEXxCPqEtwRXzba+/jcldODfj5DBqi3CAqkK0NSpf9129zdIXU6oL1ASY/cb7R7bwD+gAffi5kBk/TKigeR+iSGiauqRCIqnFeP9pAicVx2ZA72/YQ9a318LIyCuUoE+ReI+xifO+Iov0UAiZ4yIVEFVwLgJhgQlKiFBB778d+vPY46ABi3Byp8gb38FE5oop8ZQK724cyF7gKBs/9VM+Jkj3DbLyrvMTrnHIjvYhJJVVvI1hECTEiAT92l29NGc0Ozqp/7U+9L7kp9oTphTDM5FbeYDj+ACOJcguENRf0wzdfShbXQDChAaTJRtW7dMlmWLK2SZc7VaITAJSrYH0Usgd4njGu+kFcX7QV/qrPryGixDXAroArAr0HqgVfYOtv48rSMgJBehVpkg8m9xYdYWlubZ3xI5XyKrYJNv0WwlhXXokFLQubymcpB7WwTAh/DRfwIZSYgdfOREkYKCSsvuWnXkZCGvtuuOsbInYP+TJFuQf4A2t4yQBJQ4XauAnCfiAzZd7mOPeRAV85ryBIQuvWInpJEXZ8EfZ8PD3rjOgEl0MQBK4zkKwot8S6DQ1EoUcOMCegFoEeJK1XcmQi1h+/rIWCQVIRJAeVXIT7SgZH8p+ZRCHPkfH0GegY4QZJfnmN41zvNqEACZEeVCXEI/oH60ytfOCEh/U2BX6snTEzZNgs+urgwwwoKETkrrgIeCcwAYOHwJ+QPLgIiHFi5BUKtc5AiQ+RcE6wbJ21Ow+tLQN5FWCFPBpFbm46IAWJhkFVaMgBKFVOACHortsOVEJ8+SjyBcgFNmUeRAhHD5G0rtbW7okSZUiCfkF4M+9d51LmDbd/wGhER+CNQRodJ9qg+nIa5CTj0jiTz7xbOdmfeP83zXQGYhdxli4MfO0UgrzDNEwPgtL0FxO/xEzJDoE6w2ziVs6F/r8GkaAeY7Brd56tRJTwi7urLCRjBpX+l90gQKTYItZBe34HsYapHhd7CYBDqBp+kNvt4eKwRjFyAGvYOua6UVtgn5RUkTmFhkZolgEhQ3oFVdinrWUc4lbS7WY6cjg5wPYgQUhSeZ2wmAJsjxCwSVaa9ZaBpuAWIhOUOTyaQHzFxYQz3gEn/9mz/ql0d9sfxHGzmLVldt73CC3YBgAeAN4mSEaShRKB8RASmQ9JGbsDgAFbGMyhUQmJn0TVcf9WSv2vrzNI2AE2oI89zMLAaevOtsAkhAD+SAI9gKlLqO8ZpEPq4pwt9DzmYOv09T/79KjxUyBS/+pB+opZhPEo+5NMMos1kBZC1xugaCami1Omq3WYbe0cW5BAbdcRuFzKnEmC00UmCTJqmNT8CABU3TEG0IeZc/+Ufe3Z5bfyLov6YNDsBTgm1wGFKluJyGwHqFAngL+iMeg+fGRep5+mAX7sHtHJEXIIfmX9yKQoVFpERvRKhk/lO+AFkBtFJIz6FVnypUCN7P5U4BUqs87SMgWMthzl1eWrQzcAHpVJo+BQuBQEBiquZSHn/BQqOJ1GLFLsLyTgWOoQ/PPBEgBFIBL8wswBzEwWsQHlnCuhu/wzrnO6dBl9tuG8hYRhdQgn0vspKXGGStnXpmFYuAdooVIsv5wrX/ejRseametqPxzbjXplyrrmti3X0fAO4JWP1zV3knKiB5BF2DsFxs3dT71sUAXXdWj/vl4BHDnCBiwIsjHmiCcU9mV4DdIwmI1hIru3pKkA8AInAp4iQkRyFxA4oZEBHQWKkd9dnTiIkDaSE+4/b0lUfCo6b45MnjZPmZscXlOd9tKkB0wTyEm48iROVzElB5vjSPfETUReBFIJ6xOgCtYrOzy7ayoj3yWO38TRkUAfKTBOYOEG0IRKzDTpfLeM3JMoBizeV3ZqYMSx0EW8hMJ8rr467dsu1kZpONJ3tJygnnAKsmRY0mLqDFmlY++tksjuBCcj5eR6KAPs2yCXOgXxMhoYquxLlf20frOCIkZsXfnMnb5gGlg6LfmA7F8st8qLFQvx1o+FagkDgD/Y4KgLw7zt84sQr6ET699f10jIDAV8jrOf6w/6fQ/Idm3dAysA5COtJ8sjAJD5qwry+f46fjBb7yzwRggdyV1bIdOTVjB46etomZRcuDCJ7jD2cZYZmAOwBoIYEoJ+ebA6Tz4WdjfyVeCbM2s6tvNz9y4Lc4Ac++SxuKqmO9xg9fpjm4hbY0+gEhpyhxw3KRjJ2IDttCjazCTAjOAZqf5nN1B/9od+Gjb/fHdr/ox/1bHIU6HPZp6r2/5uf1R5eE/PynHR0E8p3eRVxQBETvrOVtX087iswAeIrIjTXGQ/oLvbJShjkRoL42FVWjEi3Ub3E40m1ozEIA0qNa5as/AiLW8v48e3bCN4BZXFyCpcfuIxGOhcT/aUI198CXOAEpouUXEMA64OYEHqDjGtD3zCxynkmmyd2fLdviYslOnj1NpF7EerrT1tfXhddeyjLtaTfdBf7+Mn3BsjMcjkgXGBYhqNiJuNqKV+zYKsjSBsozmFUGVuyWnhNn0OtVMeCaBA02xyBVBuVcqWPU5iuL1p5d5ikJdAo50QZ/sJBfBdTz7+CPzkk0EELyzbvpOCx+FFThOTobmAcDcNBvjrDr70hW7DT+CKeJGlQ17R+gEFH5MyhZaARnIW1rDrg4p5CEOCAp+rsmpNvgHb2TarJVnpYREFxrsTp58oTlVlfJ/Ze1DuA4hAFNEeu8z69PlxYXrRCyFQvx+SnCEHykFn4Gl3QbrBFvHEmQpQdVQC5XsGlipRsnpvCGA1EB6jiyNZY9a29PkdkHTT7IqzBfefppq+8hNlMY7Otm1LQqCik1mBruBrH3UUtNF2yVTULaIShywXUdHfXkXecslh9jEYC4iDOAJHF7FUTstY7GEFzEEiutUJYVV9OjGaJ9Uez1oucFH48NcCKh30EZRQw484//3X84h8B1taem6IR/S9Toiszb1rZ+O15AoSiuhAdLDFAiUekYtDL4B2IQw6SUJMFJEldhZRtO0sfgrYNntv4+HSMQwFQuu0rU3xzKvxPAr8K4NcehKCflXxAIFMCrKAAFYFDEqXwHxBXCBwIail95RpYAOVJpEBoVdwQAB+MZD61mQcircKjEqlhG+SWF2DJbZusupfGW228gapPuixDLay7fY1vGhvx6OFyiru1U2tUVtfvz/Eii0JO7LSt9jQSbJXQDUZCnjtJNuJwCg/iFiEAGXvzrG4l+O9ZRtueQwqkOBa8roQgaek2UbLSi9OeWgP0PvLq4Rp3Jf/91G33tL3k1xRqIhITvoPdzeq8DEQGApFrDO7C3Yek8m4LgANSIE7wMEXAgoI7Im8ZHRMTfX8SQfmQgkGrZiake0CpP0wjIV8Nsim2+VlcW4WxnLZNptwqbwYrVF7epSNQ1Tk2wxA2CDMFrcB7kRzEu5WAD71DN+TOy6GVTKfzyZeOC2jnTrFHgxYXw4rlDH/vgG6D3lV1DI9YdyorHXhHPvYePn7WVHMhJK2ERkojqDvUEfgGKCVDzwbbeqhcgXjLJqs/H2ME3jmdgjb0Es0V87bEeTMZ77XRqiHMiPt5D6oVWfQJxPvX/+eO6bnkjDAjt81E9mQQ9a5C0us2y7Tt/k/fSdAa8BNXcvKfXl3jiwg197o8t245OsYDqr96UCmIJwW4plrx9/eW6WtOGQ73kOYiLkLTK0z4CsvGfOH7SltjWS3Ok+BTn4kIltObS51ZdBRYQRYNPgOoSHwITYTDnz2gCoI0xo7C6oorCTqGY/ocfDZRTTrFQPmi6KBnLcQLNqm6LkxSjzl7qCxrRteL1QagMq2gG1l/BGBUl06OIoMiVVsE5MhumkDESsNgNrpeyBOOUtUkHyTmILTjWd6nNVtlrEOVhTco7kFtlzT3Yf+l3EzlVR1RdbIWONxRn/3ker+DI60yECJ2fkoAiV98V28puwhnx9Kz2qP94x4D117hImSRUF7soBWE7/W7D81Hv2ypP4who/IGN6ZkZ8v6v2CzfbekUoq3CvwPLjQMusOusmlj85sJHBZ0UEEE0mF0denOC0WdoEbprLezqaIP11SDpRQXaYYEccC5AfH3rd3BONVRdCBVUIiJufsEVZaovOVlFrHoSBBtIwtrjVy9xolJhdceUJlZdq6lk+ZT0A2j7l5eUaAORAE/BFIQjjUPGsnXZ2eR+Wy3iMwhr5tQcOU2EKeizP8onlUc1Cy3TN7F3k//+2+FJvvV+emrIJYgQ0QfqeXAILL2SR/STPbgnBSHCH0Dbmctk6Q/j9tAXQZmQRMQ6OzOIMBDIDU9pHX71R0DwIC7t9KlxkJ58DatZX1xEsJ0467pgxkvwLfANV3zBrPI/+G/mXHoDTeozlgAIOYUOPR0ESPBPhE/ac62ecoYI5ezAEQeE4bzfQxUhVyAOMFAKt0U2XyHJ5jwaVzXqRIC2nUlmEEc60iTgXGE7rjIJNNDyyxnIlYaiuEFUXQEuokC68Jo4AbiSOtYC5eSXP8Bsx5jNRPt940Y54vhGDj6ZXHxUWT/nqA5Sh2XLG36NdvkFksspyJFfTAW6CDEWymuQgGvoxOqwM51HIclFET2+0yQMuem9f2s//MZvsms+9C52Ni5ZOl6DALDjkbQEbCsV+Z3fscjOnWZ/GkQshs9d+37gAcMh3exv/3btlB/ceafZ9u1muvcLXzj3WuvXRY2AzMBlPDkX2dtv+uwkiIsuCx2Wb+ziHKyWdZriE8C2tDZMOvBQZ0GpwQV7MJAIPnAXuglT45lZhAeSfztxkWzTxpi8qTKlKluKe86JPIpHEKHgOPz4iHFFYylqqcQZGkDlzZ9bWgGxGWjdSlEdGVI6MTcmibNfYpNQvsjRh7ulHkgNmQZXyMyrjzLtKO2WkL+GL4ImVXRigdDh8a59tlxut2UQVN6FytpbR2RY+ugf+1P6Xv5T/u295s9GwuUXmn/8tfRH//URDOjDM2XSU+RfhIHZmlq0njYsE+0Zj1245OA9dvSa51m2D2UnNyoLUnd7wjpQpCpJaPRjH7fGK15htmnTxsetH5d48f/1v8y2bVs/Fx695S1m73632bveZabjVnnCI6AFSmz/Cqm/JsfPoFfCm1SLhfAeQAwXf4dn6YYcEJqPYe6dAxBnyQ1rnILg6An35OvlBh8VtO+Y9mTOk1wUA7mEOPoXrPDnfxlf4cUyOasU+MXLb39lNUczKM68Dca4eXsCU8xgVzuKwoLlkfFLBNpIOZPA/78IEs8vF8myo/Ywr6kPej6ESPsJSEeQJqHoUtuAzSd3WSQrSwFihGLwJUpACMKyPnGaOd5CREbYvaFs/U+/Rvuc85Xd3zTor7gCdABRcgM0ImXyBubs0uRZTJ+cx4Lx8E0vs4Xdl0EoQX7J/R2dlqoXPJ7A05d/27db9JqrNzzpEYe/8Rtmv/Ir+ES0PeICPzUX0jfoI4htlSc0Aj7vjOGRQ4csy75/kvvF+mslD7ZuY56BIxEJ/wgwgVO39QvhgX3BbGD7ZwHQsf7p/BPqyddBZb2cil5QrLAGryPTFiAdbJM06EGKb638zZoC0EeUNWTjTl3WYOcRA4Tcuk+36qNruvuSsQEbicMBoO3XCi/zWZ2VPMueW8rLp4QictjQBiKKGozjZyANvBKOKiefEoWc6b/cFtlUpIooIYWinHfEqoXFqTf3MNWO+IF3IGah9//vsIp/89rNOiBc8539Hu7DEAG3UuSFojZWHbct0QU2FoVzZ0XRDkcCFDxLnQNYOnyPrUycoC2AKGjZ/2pszvl85CPW2L/fGpdc8qjrfuI3sVB84zeavfa1AZfgJ5/+P+e8Q/Odwl5pXlVCOPDfzXPBlSf2d+Ozntid1GZOFgn6WUEM02af7r8hc59gwUFB3wEBCGFaC56yWUt5rAVHKB+gvd5JxCHQZT3jCEA4uAGVY6FkYHo7QTyAXDZueb25hpsTzgX4iDklCG91Cqn7dckHjcHS6p2HjV9G+aKzKkI0VZKCZqgrba/cu8kGG6ukB49ZCva6CKWWUrAdW20yjVYdxIqjUHP/QCZGbsnS1dbpo3L1LbOhyPGhywwmgBx+UHk4AfJx2NR73u7PG3zlTzvVlhaX29bLud23se/8VbqlaZccyEXqhnsPKCAkkBHL1kGGoEtqh2x3dd7ScDhxiIAAKobOQDkFyjMn7PjdH4boLRD1yEg4Fqw/1o9IQ2133WX2+tc/4sKGny94gbFhvaJXzJ73vA0XvtYONagidhBe/EaEPK4Y5qxgwfVIG7q8PgU6ElFkYiTT6cPMqi2df7JF0zs1cdYzOYkQJLAqSSz19ln1w0XPwTKEBX3Taf0T16rFwz1SJQ7oHZtziXbnmVfWBsRfDQ6gXd5+oB0vDa4B4ELr4FtILEQMBiQYTBENTZwAIaCW4gDw7mPMFxdWbPPQsF/35qml+kK14Z5O2ztUss/NrzJZKXy1AQJY/TQ6At8klLoxfAvy7NJTwDlJOQSkqJCXIFw4e/iRvDez0xa6Ziy5fNjbJINnYMMPHuaEyA/ponoYzPOj6fjaO2iiVQluRNyPEpOKEvFk3i1iA9WCZaoP4M28bLmOq6kj8x/Xi3I0YaOJ2UU70D9ke2/6Jquy6UngT8BzfeBo4zdJSvK2t5v94i82e8jjvud7zPg02KTivCLBWs2n7iAE6HPn/uLaFyxoNP0vSM/i6WOjzV/qJbbZmp2weRy2FPbdy1gMDI8FJlvGUTZ2zYLIhsAmKmQLW2N89U85I1SeSN/C99G3lMITZ07bJP7/UuYJDv15bqrl2egCvOgV+ARP1V/q8VtWHg9O44wHoIlO6QLlGUkA/M3W/pAYEx1ABmeWMho694xiQAS/rvnXJFNXK3xYgukKfjWHEQoq7TzbZS2z1TYDLrNaADTUdiTz4XZ9Q41c/NliBcRHQdhJEg73EGSiWOXliqmankdQU8UPmQa1MWeEVT+RbLOJnssttjRJRB/UXuIESriwuB03mDsAjpsBAoHfzG1vtaFX/WxYzUZf/8s29S+/zm8JGnpDPUtPFiGgPQZAbr6CgyicwJbsg2wscsrShTlLTt1vseNd1hHjneFAZu76hEVX87bt+hdjtAwe7iRUK8zvvc1Mn7BcfbXZz/6sNb7ru5o19cRwpIJ+BGfCG8733XzBtUtqQUXng2MRP5VgfvjmtM6s1wiOw79BvY1X/XavrxgNIbFG2TknqkUw6c6ffshOPXSn5RCDaqTeqtUSNpnMWHdXH4OWtHpbu6VHhqxv8yZLpdsQm7CrwEWVcEGXn0YqkXI9kDonePuyCjfK829uZspmpyex/eMzQuCWuFjl+BdxqAF/GhXBqPxHNCqBSRsOk3P+oZ4TFe+HagsunrGuwBuHGpmWycigB1jMK69dsHoJYDTtG+fFw1/9Vs46O6e6GkyQnd/iBhRPkOXT090eDKgPffg8TDVQe7H1QwMgUAerKS6+IhgRNP3FEu0xQSIeMfwAGnV2EgDQfDXFNKiEjqgILJ/qtdXRK63nzGcgFEwg25CHRSY7X/m134DTBdqkvQutLqJNgYdg8KbOrUgWEXKLECKSaNfjurWjGwGwiFXorMxbLXfSGl08q7OPttkm7My9dnj2qO1fnLbs4bts6VOD3CcnK9qnvWS63TKdnTYK8auuzpPddN6iOKokGHuLkgSFceJpLo+G76Jv9S+IW+fbx1Kz4le8ro4D5KGPOtB/PylCKnWn3h3/C7nD8iwlZAH9uEsEWkQXwk7/XUb2m/U8tc/4CQh0BMteL2Zx5ipYEXNubnHCFk8ft+zpUxBHBUjVLN2OGAcHBBWwRnGW45jlF/N28kDOjmLLbe8CMTv7LTl2pTV6sKRgDm1nbDN8Bkd6gYdhiANJYOSSAuH1LvrTOWz2o/nTv4JzwBwU+vCRQ8AdXCUbusinw028iAFCaIl2moIQucXl6l59uBsCH7D+mmGNhYsCKLd1kzhfvAl9ODc++xl2LGip26mpVXvoCE4UGhQoqDLeKgmGBkSrv77FCwQgoXv0CYqGSHOkpJ/iJi67dJdt3zaiUaeCAC2YRA3++w+O291nyjbSP2idvUkotl92Nr/CZEoGl8NPscBzq3F3LvLJpn1pdIXr6ksSK8C28c/Y1qW7cSSC2qOg2/RtP+eNzd72+/QHltMRv2G9L/up4CFP4u/Mm7/FBt/6r2st1AmOOvWON0E7glHJfOmQjb713WvXa20pu+8Pftw5CIVAp49M2LVvW79/aedmu+uXfxAFbA9Kz26LtHdZpqfX2jId1t7ZY238ToIk2k5NY6jx1Xt7WKtMr4rdEBFWYVzFqcTJgByPpxhLiCdKVCGyaOA8GXH/5i//HsbjTar9pMpn//DnLcX8iJGPQMDSEC8Fdqfop6a7ApemeA8R4RxEY2WliGmOvBP0xy67xXp3vhhPz7RlY1lLY0XJH7nXcrN32s4tO2zftS+2zZftBwZpW0hKT0NkPX+nyeUIQfr4Rz9sBx64z2bY+FPBPxorn3v6o73+tLmr+qbxE8KLYHtfuVbBh0WesO4LgFXJB5KHSU0heH0WiAAaWkJ3cWiJws/W5R4scwkIpBz9oJavMO5AA7xpUhgaH2Q/5A9j60CoI8lSsyhitmyFogdXfBJVRQN65sy0LcyhcwA6G0T8sXZ4TEKEB3Crs2/a1Ud9EJDJ5KbtuuSjoAhC5QgQaOTo54nBy6xj9bgN4L4r8+F6CXop/FA471NRCtdfamf++RcccNSeshWpH3qSuJLy9XvtxD9gw2fcXNmFr0M3kCgUjaJkrXbvtoPvfHOg/1LKM+4Zsqw1VlfIOBSkFl8Qi+qAhwdlnHGBACRArDgchFjWCtaQojYwEYpgrgzyLSqsmrHBKpKEzW5v67AErHesb8ASmW70KCm79767bedIhvuefOlrB8EI43apizlipYBrk+zsfJfPg7IkKw+fMih1ME6xrhHLMhlnp0/a8PZJiESCGBEIRn7B7j72RRTDmIYrk3b/ib9HpHqdjT3nuSw67OXoRCCYy0f23NO1oVSYwOZfgTOZBfnTxLaIm9Qejpoo+Zi4F6fmQSIqfdC4a3602ivjsyxSIjLS/6B+ctOyCIXDNHWfBQQgGGD5s2fQzC/DhguIdVYytBJdMDQMZIDcnPLi36qnA1FXjRiHAoTFlWUrFAvW6Tbv5g1cFnu2o7vNDk+gMGJTkKKcY0gFXpOGXWGb1NFzNEtJFG0xPO1KrJ56hHpRASgqoUhA3H49M2jHRq6z+qlP2gDPDUtVSUcgHHLoiTakzgvKysf/2Lpe/GPhT/+evu23QTqAwzVHYB9ExhWE9EEgPfrtv+b1GrQXjEr4PuoRY0TPNAYiWpKS1Q2xk/4yHDN8XA/chh2wYHkjvGMwbArHhg0GcHmqKsLSMtYAsQC8hjmyxm7GcofUeQUeJQF6vZe7LqsR3SfiiawRwTuxARts5XmrLJ9i3wWO6dX2WAe6Uo1uUN73P7/NepDT49FOZ+vVX/VRId4+bvRPYeCuA/JnNezKH3mr3xxhrJTRKYHI5nDB3PncM3RJiJUIkbw8Pc4EPIzqXbsztkncQhEu8wPvsLmFom26ZLvVcws2CgJuHtyK2zfm38qy3X/b+61zdNQ6R3CoYmzEzj+yaKaFyLo+fhrl3+kzPAclsfoPBymOVBmo9C0CoLFzONWiovOccyuGJok6DBHjL8Ktb807JzS5nHgWEAANL4MP1VTwxGJ+lcES8jC9DIAr1QSbjJXY6oDd1xRsKACiT5PGko9YLukBOlmJwqI7ECrspiu22kn21Jopx22VOhVNCmJAug2EYrVmfgB8notcKX+EtIAK1kyJOrXKK05AE1OTGYq6y917bbnjmHXmjoSP8kw+rllWe4KMZtEEh2XuQ2+zgVe8yYZf9Rb8BH7L35eZZ+L5w8s4gq7f6oAVvKUAZL0ICVQcF53h1moDQtGOVhVd8LZ4eLAKiXXnHj7yNxdgSk71h2q8QYQ6/VZfpVsJ+hw8w8/xdF/99FBHDurwL0JQlubLO0d1+VawCTK9072MVXVOd3jZuXkXREZ1MMeKdVcGKOr6+NIXmTgT4pxoz1fNDUioHZPbUnAYiFweek1d7QFZZVXVSkxLYGIMYpDBlZo2OBHTPbDZncR29GAhyI21Wby3y/JTNRscaIfQ0A+4mAKA0Mgt26f+9i/sxf/lJ6xzaMDpqMOhj1HQf//L74W5WVvEzDo7M20ZYlqcWDDm4SYugtVQm6+h0fvot479mn5rrOQwxHn9COZM06ZjPhse+Yw6XBsADQIfzXF3d1cATA42Au2AzdWKmGSVkn3V4UlQJkxvFoGYDxSD6EDOKpFdWRVYenthPa1y7RCZLjgDUWU5AomthafkWDEF8t7SJIlCw+6zElZYmZ0LATGSmAXFvokwJATwqk/j08PXsr1Yhx36f7/uj9r8enQBtBPuKRA+v0mm/Ke0xGtFBI8PD+IjhNIb8dFXs6CWZIxkAuSIjxNIvjVw7nGISOKEkzrKnBSsgBKn1HbggRZEEKKCk5gFxyMttZ9DVxG4YdMu76lz8pJMsqLpow0sY0QnxtF1KKW6zKYSD9Kw98p3l8JTMgUHl2COYvyOMU4SnZQXn6ZhpbVBy/rLKNCxHaVqZ5qUbPhfpLV7kvoDwMfpq7LiSovPA/lCD8FzwtLVRbYoiSZyimo+Q5mlkihzkug9JLKo/5rDVbLyruIdWuaTX1qGiJcsoyQqiC8L87NWxQlscWbBzp44Y6fPsHX37JJbfFbGT9md73sPhDzYpEUsRgiv6ge/HA4OHXjQCmT9ycmcKlgDNvwq7yHiqnTugkfd74u9OAGIqo4Fe5pn16PQVw8nF+GmqmJC9E9E4FnCAWhYDRGAiQWgZXJjmABkgIbBKjCRxXIBhGKTT4AsCcAJ/UX118EqoKosC05RFxaWrLYdFkpIQlF9hhkg0wf3XrIFJfCjTxNNJ6IgZFcKLiGHmxCZBE1eBTlSACVE0oSKLGmyg8QOdcXr2UJ7ryX7r7beqbv0KC/iGsQiiOiERUCx9B9/bD0v/TEUgz/J8R9y/BM28uqfJ5Pw/2IBCFr3l/a+rt8LdNE3AEZ16H+QHzHoi95N53RNq0gIiOFzw2+/lyouWqm+AE83UwJiuU5z1saV675KqQbth/oZ74/fSYPeHxHfZmXeWU462t0IiuojpmeGRVyVJ0iRVYA2nVBCMCvaD4HVWl2KQWBlMRDR28iGiyBX2RlZ4lgEIiUiI/IfrJX8FSchBJOjFi7eeQLE+MkeimSJVro35iWPA9ex6QnbBKtPFkZiRLJ2ZvysDQ+PWH9vj/Vl4jZ/8C478Nkhu+LWV3I/8x92nm9Gzr1OF4lA1aafInyS5TUmEoXklapks0GOCPricr7mRo04+fCxEqem380vX5S89eZYiYg9awiAgLazq43VAwKAjb5EWqXTJ47bhHZWyS2ChG0o4KKWgdpvGhuzHZfuZqtvTDuSBwEkyfCy4QvaxDZmsQvLNbiLaMOwMNQc4m8fraJ07LBMd7flQfwZcgnoilaPNtmIIQJCYIXbqkElFHXPriaLpmNFLpI4CCKEkxD1Zkf22+zysfBRHnLsdHwd7n0hEPCERUgbFsGGw4fwSf/8R3g1uCZkDRx8uA6LLcQM2lA76235XUJKPmtik9rz+v6A4FkQNodbXaJuQBj8h0sinOSHAHZDUT39VNu64gSHLw4DWss9fo63lzgBEKuZkLTp1igrvo8N3EUC052QXGHWFfZKVC59cTSSp0Vs3B9jI7MkjgCsiOnlue7cjDgaERIIEK2gg4DoQHgyiAopLD1QCULC0cXoEA5G4tmNpT3UB5GXyUeZXrB7jx607Fntx0iUZaQHHUPE7vn4R21075XWP7Z9bXTFCWispianCfnN4fo7Adx2kkAGfQewBEB4UJnySWglF4GSFcv1AFAmz/gMMVofVDguYEm0U4RO76D2NW8dHR3PIgLAiGh1z2NPnRifs4fuuctOnzwCS4g8iLwdT49atK3TVtHcTuP1NT51yvZdttdGRzcBB8hji/PsvT4Le5i0Ec6Vwc5lxICNBMABV0k+092sNkk7fXYRhdCyu3D2D/RZJ5rvIlyAVhmxvqLgYLqzxfLm0gqoPdzdKcknCTkXIJQuoEhewwc33WSf+5M/sBt/9Cdtx/e8xU789f8GF2ijWRQ45PvCNX8LaZY/9ofWzUajo9/4Czb5vt8BUAAELQkAqSNYs64H/Dhi6XxQXJYXOnJCQCPglNLJ9Q9eKURer+BABaYw0vqndnRvcOSt+js16+qak0VvvvnE5nMZB+cm9AyeKQtBUGgLpAqoF0pVsisFMq/GsVmFr0hE8jKiSgKCH5MdlqfLFBYrgdwgDex9CuLu/gf0dyP3kEr1eb/dSsOj9M663xWnHFUScAgFcWqIFvg9iABJG++iASKkr7rcUsP5K89ejDFMisPpDnvtzTfaWcSCkxNTOJPN2Vhfn5XZzmsa9+gBCEDwHPU9eNdTJ46ywCzawGA/fW2zXDmLJAnHiC+LdBsN/DjEiUh/4JwRt2lhCkzasgCwWFH0Hmpb+1VoPnUczGXddu7a8cwlAOFAahD8pZlEyX+93T32pbmDdvzoUSLuVqGiJVJlS/4VcEM5o2W21K7ZwsKMHT0IS0ec/MJC3r70hXuRK9llF3/dq657vl153bVE/8H++YA6iAEUcZsjW8vBM+zWUsCGC3uohCDDAwPYvQm71YokJR/QqklLIIOybS83YwmgXkN2SU2J6w2kLecap6JkDkrgxVhv22pHBvfqlbxEKgUAYd0KIOWQ3iMsjqwBPPmp0W/8+fDSo743fcsvP+rc1+uJsW//bxfs+vg/vYOxFtEVh9McX+fEgluSEA0RKxFWMQZMr8OPaJA8BqXITXYwb4SZu5ORiC5Em4lmVrmjOR8R5ky0p465MAosdEfbbGjfJbZ956idODppZyfP4h+VtrlJxfYLIoIiWF0g4efZ8ZO2hdDrseFRLsB9iM3nmvZt0LZtIjpyOxZnU0YprYJgwHEJuEbUgXP1TWrom4iBzIfKH+BJQbkXVPDF7VkjAmil1coxMjTINLGbD2a8IjKhkobWQcJag98FWPce2H1WhzwmndOY8xoARz6La+/yqrX3t7ER46p98fZP48+/Qlrxl9klO7Yz92oR1OVPBdPfCQJfkqObbSu+At0QnPZ2ViIUSlqtlNQhcCVG5keGlbiQbgewYPVL5AoMsrYymRILaM93c2Fq5SNQQJlY6N/mk60/OL9ZurTOv9bEmsIuzL0fC8Br3mT9L/9Jm/3g29bqtw4YAcZUSAYFDuzpQj3BRrNEIdKOkfwWUrqGnvpV3aMCJZAjmcy3QizdqTmXXkeiBdPm+gOZi4WcGDqtxmYMyVgXsBa3fuVY2I4zVCJtJ0hVP3nylDfrTXOPuJHDBw8iimaAAZmnhdzSLvFoHasffAI+i990IN1GrImfSXh2a29Q1Zrsvv+mBV+sJNbwL9APaMl6thSQX3qA3p4uGx7scVZZ8lkbspvYu2w5D4tITD+KnVoxYn09GXvo/gft4SOH7cW33mR7929Bb5CzzWNb7dTxEzZx/IidOrrdrrr8cuvt7WN4GWDGcqC3w67cvdWK3aT8luwGBa7g2VbAJFgFQWXnl5a5AdGRm28PUYR1ZNmZOVxRCR6SRtw18E12Wb4E8vpi6TFIBxxL59qMzRfi1ofCKSxScEn2dWhpnhQXMf3+39WUQ+SoCyusnYidUeD36Lf9otecfPdvrt2mlY4b+M9bNfuh3yohN+UcFuPGUgpL6VecWIl1F6DJ/9zr8iCBnPdSQElVXXcw1P1rBbD09iCGkGiNp74dsAF8dV1tO7Ky4Iax8K6Q1PPQm2x7/Zu9tdP/+IeOfAqyEgGV7dw199SrwuWpDxE8fVzMEPGG+wpLnfHnJu+jZlSIomeIIGtspZ8poQCUklCuuVW2VVtZQmxEwx9r77R8pYgQKLENS1EeDhDC34kbcVsCDhAzYBoTRQTfjV48IaNDo3bm0FHLounvQJzQWGeLeZuaOmudGeACAiLk14KhsfR+gNRSHut3gbpzs3OInGlc03t8/IIhFYIzSH5PcJ9GXu+jZ4grFTe6hOVi/c3DEXiGfmvSBaldhOYO4KefQJbPkcgzgatnO+6l4syLrJ7SHheZbNDOOnr77f4v3uVZhV7+gpstjxkoy5ba7Qz2WVi3O26/w7pwa33d674Z1g9lHkMcY2A70TVkQeZlkm6s4tkW2JNRAgJcaWISNJHdmYYN97XDSUTsyOl53EpJ0tGOQwt9lIwdATDXiiYSXIki++G0br/92TP2ludvsZt++n/YfW//pfVqYkW1mvnLNk/rFOyj/1M7AHQgpwIO/A4L1QJk8xMAkNoS0JyLow54QkohiRMH1OJODITotCfixes5i6rniLhKLNE5AaT6VofrEjGKEFzlzfNHbUXpu/eJedB53+YcgKfz/krqrRMVRKWAAOiMrvHPH+A/3flH/ReCy7qieV+X84Nnx2SG5DzUAbGMMWsWhWarm0F3IZogkj6yIATp2rAO8F5lxL8CXOEUO07Nww1sufYFtvP660jXddLe+iu/YVNs3JHGKUqE57JdO220r98G8F6UP0q7FgDeMJ3qZAHotsMPP2Cjm7e4T8fy3BxxGCvAkuCkaerTeNBXvbM4xHD+9E49vd0+p+ImVV8mXB8sfx/mmHtUgjnS+Gn+9U5mKyxozxoCIIDSoKeQ4YZQyHXgk467HgOk2dYHWQqAiWn7bjStUyjvBvHW6uk/gQlnzu6556Rdc/0u9zvPItcl0DQfO3LCDh86bIdg2fbCCdCgRhiKXQHxGdxoGjkQgiD7NoCWgjhgBCBPIQlB8bVfXKnYoeNTtsgWZl1oZBW0xN3CLVdSlVm9BTBqU11MY06so7RsSCPcLCWesVZk6oLLQD+0VgKFIjcLyWhExMiVRt4m55tFgAWaOLIIkAQkgXIJ5OJejV/wR19yX5alQudAYl13ZGuyqjSrNlQ/AECNvFoI/uox1OA/CMrN6oWQWEos70NYTw8QpNJnAbCHMuuazqt9FRA8Iq/KYOnzUzXMeOubYwQg7qw0LyLuR4lRU2j7oQ7OcW0khEXkZ90rOVpjIPZeCV89PwLncoiD4qoKrPxZyd89A9a+ZZsV+7vtgWMPsvrX7coX3Gifuf8+5H7mTlxf7aTdW32YsPR2GxsZ4zMK/OFsBHeQ6WvYHZ/4CJp+uFLgJMm5aq5kq7ibq196SynygjFmdJrw4Oc5Gce/F+neiYBG0fVGAhYV516CsfXp4L2dEEBAV7BiXXL51c8eAhCMCIPJwdDgAJPRQdAGAJsmNy7AI9DVCub2VeqIdW+PF2H9L7MH73vYThEX389nKzsFDfUOumPH3ffcb1sObrH3vZc2UdZ09PfwAFF90oXjc9CDBreOY0gbA9+WIMEmW4h14tBCXhF76FjWDp0YZ3bqcCQD+B4gv6UwLWWiOLC0Ww732OISdm76JNSRN51MP6JXIlxhGe/dHx46/aGGI8z43/8f2/yGN9umb32znf6X3w7qaPXnfvd+E0To0yxCEO2hoIVUWvfQYcmRnDq+cjT7Is861dFK7v+4R2y2AFZsvHubqWk+IobiCoIVOOi3gzWHOi9TllZYud960lKx4OFDmS2XwWkqQHpvkj880GeS5/FCUfUHbiIsJZSjeq6CdqBApGUrw7llWbVLTgCETTKt9aNTiZVWeByI2iyTkyfQzVR8260CZt58Xj4BNVsh8CeCSTFL8M8M5rmubbusd2zUQ35jEOSZk0c9bPck+p8Tp05bHFk/l6tad7rLltDtiIhO4zsymSvasqaoWCMHA+Ti9ITtvvYK9DmKd0CJB7Hp7uh2HUMFcSKLE1A2i7KXsdUegEpxJ8IMiXM3ZDmvyXlJdCFF+Pnw8BBtyEGIOVGCFxenBN2yGnAPiiNloyKo3RetZw0HEE6w4HJocND6ensBKocP2CoUeMqCw8B60k9YbfkFLOYrNjjYZZv37MRcM2v3Hz7FLrtXQj0XbM8ll1pnd7/dc//d3tYHP/BB+47v/k5X3MmJx517mPUkSKKQ0A4Au1aL2UOnlu3w6VkSjOJKzCqwaawL+S1pHcggvUxgEgXk7HwZc9EyQCNLAeZlAEVcAVDQRODwbUi0079z/Qfv4xGOIEOKrERhcZlfZERQ2ERwX/VEDZpFh2JxJSLwGEdmvYx7NIJwfp66AqVgxdSKzLHOwDFpZfKgHj0C05dWbrUuwqFVxwkA3zrp3AFE0uVyzvlKB2WLoEUFRiniFAJCwh1ehPLqv/4FLCwWeXQeYvVFQKSUC8vR4xNOyEtcFwJP44gzh9+HfPg7MhnGu9uGeO4SopocilZXFIAUlHsOjdOfwJoiHxDUtNY1SBKQgb2WVAQjc/EcJgVrnOeIXCXYaWF5hndhgxhCp3fv7rDRLTvtRS/5Botrb0iIfYJ5zXTi8QiRF+chz8YaYyZ2vbO/19LdHd4vQIXM0tzAS0fp24GHj1gGbnNQE8J/OaiJS1TYeDuLzd7de1BE1uzAgYddptfsCE5uvfkFnj780KEjwEHcnnfTDcDxgB2HU/2T//tW+rtgr/72b2PRGn72cQACy86OdtuyZYyJIQCHyW7HLbQTVj2fB6iY4DKUXq4kpeKSlafLZADawiqOgwimuAIUWUq7CXQAe/bstVOnTpGpZdIOdhywe++9266+9hrPCaBoOoV98wgQIGbHJogdPztny1gRMniCXX054kUnCSXgQHo74BgiiARLNbv74JRNzhNKiuWgl918M2h4BeQKQ/Uc8GBqA7+FX/nEKfvVW7fZf33lFSHs2vYf/O9rxxsPtv2n85/fWEerihDRZWstHxRf5Tl2RxMQxhdU6kiU4KIDqtdTdZCzTOgpZ52IBogbaLEDPYDkcbGywZWoiAt1Zd6STOtx7WLPIQCqIb99XZe5To5Sui3Ge8c4FmJmYa2LRBnK1DpNjoKTKOHsp7mB8m1v/Sv//nL+vPonfsYR0/0FeLYIm/rsXqPCLgZB/4TwcncWGy+Oyj8QE7kpq88aj5gUjYgnF1/8jb16Dcpx770H7Di7ACXQUanEFYOA6NmB89kOPApH4EAKELj77/sXYEN8VcR27d6FVaAHoniW8/eD5D324pfc4jEnmZ4eEsKbdcDFvuDWFzohfdZxAMwMK1XU9u3dY22EsUqeV+aWblx2l4jfLgLM0oLLzro0NWk1lH71lSXbsX2nDXXgJw7lPXvioH32s3fYG97QjUKw0+6HC5hdIpMO0YZ79+0DGFin2pgQMnDOLmAWZIvyHKvrpsFOu3LPMAQIAsNmIin81KvKFsys3H9yxo6dmcfGG7VBgkQ68FqMIz54XjoQTiuo6wOArSJYIlB5KotsxgIhtxSAbJLd5b6s877iw9r7vgrCTp4vltxRmHd1jGX1EVHwNXqNOATpxYVAalcRbAGnANKA6CJocuzRP93iyi3aiaJYbGAhEfsqnYxWuTrmU6ggsneJ90/gkNNuVT4zVTbKbOBglep6SobjT/7yj5wAeK94ZxX1X0f6KzFFP3ROyK9zmhtxM14X2NK7cNKJhWIm/D64BhFA/Y6zwPj8cZ8IDaNDu5rjJoHkvIjswCAK66FrOa97aZJH6Lk+Vmz3/ulPfshNi9deeynXcYwSIaXiZz59G/Xq9sJbrkLU6bDJyaM4scm3YNq2YLb+hle82EZHRtBzVJ5dHIAmUQOv751sVLFt0xY7iBLPZXbkqE5gTNuJl5mMKn4CivKSpjiLB+B0ppN7ceFl0Ab62N6b/Oz//G/vtltufZF1w8YdPX7cZcCrrrvZ4l27kI/NTk/DHs7nrJvtyHeJ1W+D5YOpzID8DQBieiFnp08v2vTkAj2qWL92Ih6CqCAaFJAbi8iJBSwVZTTQgIevOiJMRZRUMSY4LD/7/getH6emF0zcbn01rA4girTZUvhd++bf8mpf+J3/RhsgKHymnFkifDQaaq/BcSEhFlpaZ6RLuCIp3CT7FnCblrwtt1sV6Um0WieV0UgwLmgU8LIKCpRFB1xup06gCxBXwYe+uO4BYC83rwVch1qlLo1Vea7qpUGQcoEAG+TVPH1AiwAxxISGoqx96wCcUT85ATqtyrsMYWKNo1ldnD1rN/759XAL6E5YeUucl5kuzxwWsLAUkee1m47GUs/giSAJLDrv70o08d/04VRtAj1BwAm5+y/PF8aJM5JooHcVMRNRlNVCRDBQlkIXIZhyJtM40zi3BUTVCRttO0elcxpzBkpPdhGJX9JlQO400t5eBDc/ERX5gojQKPhJnJQHKdF2DEcj+YbMEmxUhDhKDOpEsbz/ssvt6quuZeUfsR6sDvJAbcctvbOj183V+6/eh6gC8aS+dDDPKg6AuQsKyDOK/LOXLC3jB4+hdc356tYHW7WanQ0GncnOz42zwuPC2zWKlh4fgZV5Iorw8e8Zs1tf9mq787O32wSx2re88Gb7zO2ftgfZGecdt33crnnFVquTyYUMFrZnC/d2seLjQupieRzdAqzr9MFpPAZnrZqq2s49A7aJ3HJKzd0AcLMyMaF/WFrKkTyUICWAtgqrJwRK4SAiII6zMr/pbz9rb/uu59tbX7PffvD3/9pibEzyAvA6JtkVxVgF7iIsi+gcHAEZhCT6hiC9logBywqrloOjPCEBRhEAz2jMMwRYbXisKX5eW6frOpADsgrTAyDXOW8PdJBsywX/p5VcBEdnhHICfAGtEEJ0QyAP3LuLq6IliyjBSJRkiY5BXGsBXLIqbSUuo3d0ENEMooP8nmeuqijFJJaobxkI98j2LShrLyeqa4XouTJzqJx5JDkj30K2yNyKUulp9FtI7X2h70Ku4JKIl14nQL7/v733gLP0qgv+z9xpd3rb2Z5NWdILTUFeu39FFPy/gshLLwIJAmpQVKTYUPH9f5QS6QESSggGQsA/IlhQX/T/ikhCBNKzu8km22Zmp8/cuVPu//v9nftM2eymjq/BnbN759773Oc5z3nO+fV29Ax5jXs3hOckENm5dNA+Bxd6jrPGb8pjgdIczjDmfGqr4HR+DwLB1boknbYo7Ik6E/Mka7dFv14ggcj3nzNojLXwTv5zspQ2/N2xWlR2Ds+EdghvZsGQXohkGSOyxLtCFOvwEbaFx5MxR0xCM/YlW7XShppAmjJ9nFQEwIcPUGAuNcD1bupLBxGNNpE2WoWrbtq8A90epAQYzQvoHNiKZR79nKCgiSn206MaTZUF+daBw+nsbaenM3cPERS0L515xmmpH4PgTrK/bv72Dem0H3922t69M3VvwrXXBgKFp64hTWCdHt4/ke658wBRiI3plDNOxWpLEUmiDvfesh/4xeZALT051QyqB9DAArmdN1yLIiQLrUQSIjlUCCpaQhSu4u5KL/SpsDBf/9U02oIoSV26c3sIIiF2fFF3Q70dGaOoJQijgTKqCMFNDDBSlxW23AFpAR3eUGXBWTeYv6mG6DaL/IEQQYVDODPcObi/XFDA9w8ILcArMcRXO9ZCT39yUK3rGbm4Jbrxoi9EpU4s5WWkqJ27T0vbTjsr9WzdyZy1R5gzI+Sc+XTP0OG6KsBzAdwaAsOLgB5ewoJuPcCWjoG0dbAnbVkiiYv4iyoFORJEexEvgFKJUrnpsZkzxzAZKg8F8sU/fhfRMoHyfJ+HI2IyeCpy+3gSBz5yWR6H0kCoST4/1zgPnuAxRXE+xfdsA7EjiBAvC4w0E+evLcG4D2cwyBOTZxTgLB4B18V5M0ckJIkgnvYrf2H+IPYzwIvjd16aYSLdPX1Ij2xGw0vXYn9vJ78tpHHC2yeAsa6ubqSofhiB5c5OgpaBs3jQTEEF9FMfczpuwJY0CaWdIDFj99kXMXldbL08meYRizftviiN3fXNNDpMmW4MK10lJhIPwRxlxu8i+uv0i85Lc1+bSLffcBupoNV0BN/t7lMfi0W/D4tvB/o8IccUkZgmP2B6bDLdsXcvseHziGOdqZ9NQib2XZ8O3zCaJkfHAC5yyclLWGCB2qgn0MRCV1n4LnboqSK+CsQwNAAHd6BcjcepTI4XD4UGgasI0+VX996b7upqSDspUd6CFPGOl7wove6jH08vet+V6fee/0wIHcAUbAqOCNCZby9nFPANZ3WzU91EDRwX+I09b2Ys6qlyaSXlRdQgU3FjuzE4s4gonEfNAUGKc5xzo/AaIFgN5u+Xu3CNtYOgW1I3kZMtg/0QyC0EsuBHJ7CqjIrVYI5+vYmkGv80+BlyC6owdsFc5stYvIdEzBoODkrE4JwFkLMJ9UQVpZU+2+hfTjiH8XYRt5pm+SbCrgvVJXRqO42efaev+puf4ifmIQ7xxU9BQJxD5i2ag+EchAKjOOKQCBqSR/3aTDn4yXlh3ksRuwAHBglLzE8YSu08GrONBANfAnF5PobtWumhWjL+QgmAkWinUeIq9H/nW8lsBviI1GfWGj0p6go6PwtIjpyQ5mAgUw2TEFlcgsUtT673vEjnYrAb2DSIS24kjRxB9Gdit52yMx0ZvTn07NTWk3p3nk3Sz3gqUX+uAqAJcOaJHz58T9p38/70+LPPTfO4kbZv5fe2hYj7b50ZgkMeAfnZMHRmgrryw4HEgEhqMTEDRFsEGUa5Z02ka0efXphG1AYRqYs1dvRQLp5J5GGlMpHGiQzTJ01JTJKKOvkLACmekrhStHZEOivXVODYe6slPA6TUSZrubAmJ/5/R0xOygarGsisKtACVfEcvQ4ixUVnXphe8JKXRbdBOEGyADQSlCJZCiiXII2zP/0cqsr83ExE3on8jRhTm4hyk3Pqsmpv60Bv7woEb8eA2gK3s7BnzGEx8HiXS0KCQOxMrEUsELnOFQVe6+dVRTIQbwnEU2WRcBnRF1w6LynXyW1FTlCEVwlC3MGr3ElxFQjAPNLWPJJRgxIE6+FlnObd+XTiFsSwQGZPs/+sOECM/GwuCGOyJ77EmDguTCl9xCXx1xOBIcbO6PI7fQXBLH6P93zMforovtyNUgYEmS9+t4+wtfAMzkmMi/lyzcJFyrmLCxpdUZk4xupDVIl0hRg4hpOKADiZq9vOXTtwpexMe+65O40Pu+nivem0M89Oe2/bB9Wtoo+S5NGxCbV/gKnFqARVtrJMDSmgQkDHvTd9K1Xg7jvPeEyqjSym09hYc3hxNN35zS9bZJtJhwKDMCJsm7o2fm40XYKQutHdiBS0ACVAPjE+mgYH+sOFdGD4IMjYi6mQqEViEaqz4yEOd4NA87NEpyEFtIFEs0YjwnlfdMlr0sc/8J705x+6PD33la/CVoHEANccnSZGHN1jDv2vaPMQnRLGNI1GIqs8swJB6jSzjRp4jfTbjRq0actOQYkRrLTVn1eOPvhPxczLvUTo5Sb2RfMdRIoTi7OFZ+YBojKAH3vx8FCaH8m6M2yP/wCwKox98Fl8DAISEg7dRTcgoT1DKKy/YGHRpS4DbjCcQRBqeCIUs1UPPL+4s2p+HGJARXf+GogqwgZyO4Oa7eKXOF+pyKNZj4dg8axeH3EQPh+d+rJ3bQLGBvgccYRBeK7EqOR1nBeSgQZb1p3D/J7vKQHwk65mJY8YA+9wAY5yMgivmCS8zCPFqUJYgl6bhR4cvTsWxjmpCEDMMn8CSHgfRBQ9d/fZ6X//0z+y5ddQ2rv31nQGVtRtGOQqd9xFZV6MbyRuLMGlLWGF2svCIh5zbXvXIMEaxPITYDJMhGANy3UHFup2knsq6OsNIFoHXFkx1Sg5S4N1kBDigroRSI7dztFcAxiy3LZ7gthy9w1sJeRXqj+HDlgGOW0a4eYgSgyE4hBQdQqb1FjEGcTbotX4bX4GoEYQ7QDZ5fBlAkF+8tk/l778mWvTV/7i8+kZz3ke4MEZWMe16XUiZVjyCuk6kGA/+el78GicfvrpRbf5XWist2MJaXH8wbz7/Bm1mMtlgrzS97F9FMghMdu2fWsQzgP37o95tLSX+nNgyrEX1r+v3M3biiYgHutZJtmm5jYnckZVG77lUdSRtOgPhOGnjLhxNT3w3XOL8Su5ZEMfR/lR3X/lNy8WM2n5BvXvwEVIMDAGCQo/e40vxXxD04WdqAa0aBCZx0FtdPlMRPP5i9h9mhYg4HFtJjb2V+a7SF9IH35uph6FI/EezqtGxJOSALgWNpHqe9Dj/5zJGB8bSkeO3JsO8Nq+c3s6hKFvEuoJzWTG9FezULCFWarYWiu/BHJ1b95OkQ+oa3Ui3YpF/+hIdzrvKU9MfVhbjUzF5IWODZdn2jFVhXHRYhTQAwBKpw9BHYjJ6rnTcPQW6wniiRhnB1gGF/kGM7gBtXy3hyURANBSDveKWAXcXJ2I2EVr4L4mhlquOvRy7lsDswWeoi3A/VswbDZiMbZ01hzGxGn6W+AZ2/Ew3E0FmmuuuSZdeumlkWVWXLf6vSCgq489nM8Ptp8CMXSHPebMMyMQZh/JNor4mXVnzFKkXXnSPKL73iOf63nxCWLQhD6+TN9EpHxKdCCy24Jz07s/xTE4fSBi/FpINK40F3BCMQ7HzolxHBReRkjNFjbfQlrwvX7fsG0YjQqMxOWOiRMlAL7HGHjWTByzhOPBKA7D7xG4xYmZ3K0QF+/ngzq6PK4sOcTxk+1PTAAPfcEFZ+I66UzzGOc01O27/Y7UM9hHXYCuVIZTNyNDtfgOkrZARWsY2+ZnsNbjdy7j0pvCvWYByoXFyTREJaEaYsIcVlnlhDLinUusJbYdN6IA4H117agjG8c9hvg/DRefh+ILRlmAzAEdpg674GXEVhdd/3srBKQdqcAiJtYakLL/PKK/7VPveEfUMuhADVC1aOYeGsR6sfgWTclAf7VGpakpLOoAlXq5213pPurEcCZgFfNTXPef9b4yDgCZSRCht1OR6YILLsQ9Cwe/D9ID4MzZA7VAIk8SqVRJvCau4z5gYvGqo1t8jyzN4/Ytqq2gm33HIBhIcOD6gBw/B/hNOECK41+QBi5FKg8EDiSG85uibDkydDY+YxyNz9h+YAwRbci7TGAJIqESokVBChKkiPWTGCrx2H9IfIzBQiKRT8Iz8x+GdBLVBHRN7tOYlJ346XdgC9h71540McyGmJRsMgf/lFO3pcMY6ebdvkvrKROsTm8hEJM2SlR0ncY4l9hnYA7ntZZzOS+KFluBEBeOga4JF5dcyo0ksMOENVtjlotQIgpQV1sb6cHj2BE0kLlmEoQeYg2UPEVQEaANTi1psDqsnF1f+hjXdFGPvplYg7auHCrq8ylNNAAcehosWGrMgK+i1VQxOnupjNTjgHiq4AfEw08hZaCycOJTn/rU8ER47/ty0KKn/zPva+/PBDFe9VhdWbshZmN4TeZZCxEwiIVs1NPiSY6Lrf643Nb2v3z4EX4Agekh7o6k4Kfl744vKIG3CHT1w31aMa7ck5doM4gHq/fGL/bjTeycP3bNksVna/5lSSV+5NrM9QuCmtdWwnESNSds9cvZGxjoTmeffQHTV06zBO+MHT6Q7qFKS//ObXDFTnCE0FMs3TMA2tzkaOz2Up08QnTZONQXGwF2gojigkKLTCIxs43FmpRRS3vxuYytwHJM7mLjKhnwYwlwAVlfb//AAGoBV3NtuHvQzy08YSFSswrbNOYhqsvVpdxur7UJ70ULdgb95brLlhufNQ5W8QFbhdiKx+6H8MrXvT5O+exHr0jtFC2pYgCbgIiMj00QLEIIMoRrClfo4MCmdM4552RkWu70P/+DsJ7XDqCtG/4sajGAHacbYiC3NMRWcHcdMmbc/7gLZAhEuv9T1/wa4/BOGbfW/BYHjY1AwYt+AyPzeEKqqMOgkosWfJvjKMaSOw0g4hc5+VqYDe9BXMtTeh1ERC4fkkTRT9wzuo6ZyNDB3bguPAb8VPSbR5DPPQn/Uo4L7nrB+U9A/O0GuSqI8Xen/RR1WEJ8PuWUXWw+gSWfQqLTQ0PE7CPaE3xTZdvsythhuP1U7CM3NXoUsRpxnX/GVwugaHvEFPRg0e8Ii6t+aQM5rEtYmkfsRjdvAlDU64z8UwwFZJb17pAOQPy4Bivw1m1bIASoESyuOp76cCuqgHUJJDJFK2OstCJNh2XIrD6D52GOoJgpAp6KNnLXPWni0FC4Po8eHSbi8GhEk+lv1wD4T1/9agbe4oJH4XuOORBBkHbYf3AMVWwf27KVmOeobMwKPFArkOC+5xUE5Hjvnu3x+2v+7v15Dza8+twCuTl2XAKy+tz1+ay94US3WoGc9bnXd0EvipCKxFj4iKcmniqdd96ZpAgPwJnbEOcr6e49d6Z/+so/UKnlpjTKvuwzQ4dwybHFEzEC4+zUYpSdRTkEQgt5zoP0IqrIrLqg+B5bONG7Fv8oscVnOZMIrI92bHScmAF81Iix1nqvYuFfJER4miotuuncblpVYwo1w51hfWkB7kC0d7ebLkpIKUW4r8As1zz3ktdyh5Q+9u53pgni6M1YnCMtd4LCJEeGjmDUPBS/+2cMd9pRgo/CNbRQSa3krneQYdZKZJla5Je+9MU0QvBTcLDlqx59HwKBBW245Bzz/L+/cWO64du3RA69nDI2GlVkqrfgmKu4Y3E8P2eBtCLufV9a+iMASIt/vDhnpeuiK8aStW5Mw8ADeQFr7lfcw/fjXbzSzcrva88N+BHWBLJjW71LVYGihcmBe3m+kaDHXncSegGyK+V2dmu5/vpvEcp7Z7rxxm9TIXUriAeiYXU/eBv7Bdy2F9cc08jEhWGmsUpAC9OF2A9GM6UtqW+Qa9DTq4jSHsMXGME4httq/InIKzi1ni85vBxbScFINm0Gfp/XAAgBaUaE7UScbyaM1ajEFs7X9bW40O4gYvFUCfTpzhnQgq6vj99to/ogBmUklqIt4QocpY9huLsBILYyoc9PfdbPpb/+7LXpa1/7l/SMn3tWGBcbqU1Yg7C0NhG5oNuJ8RpFNksE43dDK4iUUXA1CPrNt+xL36JQy4//2A9hLNwubTgGCR/oqcCi+3Btr+F4HcGW34/tKvT91cTDCwQiX35e3UHxmcPHtMxM1iJ48ZzHnLrmq3ch/SI3v9Rb8TjHu+NJSADUnZrStdf+bfr7f/hfAD1hwEdH8aeT5w/S6ocfwIo+S/KE23hbDVZ9fIo8/lHquWtVb+rMYazGU5NilW4d+xZrK1HIS2wor99M9awYz41o3Q7X1hgnV2+H67tBxdCRI0jv1Jfn/FYIgDq7WWwWeZQ4GEbchiQQEj6dGxEYG1ugYpjS7D127dqZiYoRH/U2Okw+AWJ/Ny5CCYMw0cI9JBpF6ydLLACGPryPfSl9TPKsj73osWkrZau+qxrrZEisNfTvuvPW9Imrrk4/+iM/kh73uMejJgHm/C4xOF5by6WPd8aDOxYShjZ37rUW2b396mMr3+NwvftiHNHP8g950H7NxCyfXJy7ZmRIO8Uj5j7gS0oKXBx3X+5z5aqTkgBYVOGsc05P/3z9N+G+o/j0MdFPN+BfZg/7bnLMh8Zh5gjDxGNoqLEuv5x0DL25lVDcJQx6BhGNkhJsZSFkvZhoRfMt5Fk3Wh+cyY44+hBFycxDcjAJxyAfqXk7mW1TlJbSmq3UoSiv7i6wtkAAPKcNPb5KWvIY9QmtB6j04D0sPBo72CIRVFFZTBk2aKhom3ZtT5shLEsgvHXoKtR/k9B0kh5aNOMJdAdOIymo+7uvXSv99fb2pbPOPjtcgz5XWDULqCoufhS+C9vaRXwZT1ElHv6z130ufYdqOc8mEMoNXDLSrDzMcZHoET1bFv8DC1fL4Rn96vdfucFx8JFzChbueY519XhXrvXTShzC2uPxjfkQ7YtnzARBMrC2nXw2gJj1pbR79ykgE1Z+J5xoOZNfgB5ca71E6cGJQShFMUV3X5YLM/zWHV1HxsbYWOTOer78DATAQCHO0QAHp9UAaClnDYJVPAENxGuauRf+9dBJjSwk9BaknKQkdCRucH1seokEYj2ACvEGdAyRmArLbcX4dYhCwflN/XR3G12WEwQOqUY87xUXx+pe/b73RQaZNoYmxtPe30sEYQkOj6pSb4cPHU73smHl8BGMgEhAc/RvTIAZan3sWpPbCvAV1z1q3+tD9RkkWrH5B3EWf/t3f5fe/a7L0h7iO5w/8VI0yAhRPE0c8egy0pwIYYorjv9e9LPya9GP7ydqq8/JCUQ+TPE60VXHP15/gvv8qDvR51/98qSTjgDEQoD0O7CqD1KSuQb3k2tYwMMiGrdSIETu6Hnwfv7pPnHiMOiBZO3sK9CGe9BYcpX7EdJUDdUOUQtZvQnRvYYtQE+AmXD49aIUeCd131op2CB8qru7PZjc3IAgVQYNNGMUrtSlN04osfn1cnbj142Fb4OTm63XRhZhCwRrGhXl8JFDcG9CjDEMWvOtCBt2YY0wdHxGEs6R5jsNR9Qm8INP/TF/Tn/7l18ijHkKe4PEA+kknpHxIx3poormQwuHj/rGpLKmUduAZ/ZZIkSYzxo2jxy4J737HX+S/vZvvhyGQR9H4u7j5cb1dX89i1enEPzCx3jVz3pYb/R3f8hvn/4ezMZ7R3Ngxat+6MG+nWjMdHcs8tvlSakCiO36+Lds7U/UA2FmcKvBIS3WOAPwmyDTgs9ezq/+nokG+UF8npqwhBgiOsX+RsjymwcRGzHqBSwBUYrmQpa51rEJCAhbw5ZAVyA5PnruYb/uEGQRTRe+gpgvIXCBJCRui+19tdKXud7+tCUYK2BYsKW5PD+EF96NEbAZ2100VQYNeVMg+CwehCkMldPkLawWMbURuNehsWQSD+9vzoJ1D7/bWuAOfwJteI4cWgcRp/KvatUc0ttHLr88jVFM5OlPe1pIT66rz8wE5/MfBMbLYZfbqo8ey9zX3vzBfh9m41I5djyDXoVlwvDQ+8vPR1cn6KNO6h96x9+tVxhnLUJpB9hJsE+JjDu38dZ3bJSeOnMriCmrXsCyv53yz48565zUjVjcgO49sh+uC8Lpqpsn2Mbm3AYFB2HV02dxw81i3XcvAHX0RnzV80TvWeTDajDWxdMWYJFH3UuqBqa+mpuwgBFQt14LyQRm/en6G6OK6zivXKtegDBVgP0GsP53EWsQEgz9WFH4VfWAn/f+8duisMgI8Qvj7AAjYekgHNnAmaJ5vu4/q8wiaEAEeGd6jA0Il9dqYC8uelS+QzgVrerN0u4WyVR+K2O0NfXZtZBAarex0s5qL4dIIh3wtRZvQWUmO2L1fXfiPQVYiVgDkRM1LQfbGnBL0xgcr/r50feK6B2nsBb25Zqs9MnN4zrPyI2nig95fA6OtjwG+mSx1rxW3ctT+TUkWN+PeTB/jnYSSgAxz7HY5521K/3Uj/1wuuueW1LT7iZ06an0eQxHEyAbzDY1sb3X2U9+CtNXTRNfm0yzRyZTMym580RWqNeD7TGJhuc6wS6olnbrtLtOOXQTxMct5/5tSh5WsqkszIZ1XpeenFwDnQMKjwBIaZaY0YVCVAlCMQVBUbzVQ6G4bpJIhPcyRqUHEbsDb4Gc23Dhok3C/RUTemI8SDn8oJvoac/46fSlL3wxffkvv5ye9vSf4N5ZBFU1sT+3pPbdwKPvliYiCehRu0DXJ3NnDX3XwE1DFnlwl6mMxNNFjTxtJlExB8K7QLVnpUDRxXWMfyJXfK/PQFAHET9/j/sVXzLqh4omcVcSkIHQAS/lASRJx0QzfTmnBjNET3Hu+eDnItknTlRktAELSo7CTY5DILeE9Rfxvca2TPy4n0PKRCX/6HeH4ZCK8/1atJOSAEhRnaSnfN/j0g98/xPhzNMgaEf69Of/Mv3NV74SBTmsxGo1nr6+zVT0BWHJlOtgG7EGavy7V7tGPmdUKu0CsgyuFdw4B6CoAmgnkNP7e7gCw/03STmmviwpUCxEt2IHqakinzq+4cKOTYOg8QDW6m/luoVpgATgsgaeZbU01lnzXUnD9NGx8TGutyJMBjQXWIBvx77QGTsTY3CEICxgjGxF8iiaSKBkYbpzB0RGSNHVqCRTB53i1Efxu0hkWq9rgqEUglpjnRbYN9F/bvgp4Yy6hYEN2AaYP+dZY29spMHnEpWIY5NP+WZgTh0JffJAoDoBCCwT2SASvphoQ2zvvmd/uulOksnae1JfS3uahbBUKNLaQhXorTu3knuxkO6+cy8BpBWiQIEYkRVm0sh6uN5lSs7pmanhwnUvhzAag+yD20+hclI3g8DYzN8xjNBKMD6z+0xq7D3+WmXC7m+ZeHCaZzLmIBI880lJAIpJCM7LQpgEYzvt1FMICNrGxp+3BtJqZTejj5AbfiW2S4DBQGjlHSPNXCARBSIeC2MOvxNrBFpnROx1hU4tUKnzGxykqO/WzTb19CqJLMYLRIlsiA5dBbeQQ7VBRDQIztVzCowNmMZw57ZmBuxIdJTZW/Ao6DXQY6AqUjTrAbQTXKQorEtQXd9f86aT+Sw9EKoC3tgApvw8BgSt2BOK/h6973JQXzybL5BI4qdoHmI2a6VCwKLFaxlx+W6m5Yqk4+z7shXvolzxKo77m8dsmRPb9RS7S9/I5jFbe7amU7oH0jih4sPUeKTOWtpETcYWiNONX7sh3c3W9BXUsqgujBqhCmfBk61sGzY7cTQdPXRPuvfeAxxHgmHNL/3NtwCbu1nb7AkqNVC9aXEsnq+D7E0lvEJaiVE7F4zMOVmGByfHsS4/V/79pCUALp2tmDAXcCfBL6ft3JluQP5X7xNZpdAlyLU12gjjyfEBUOeaEgDo5HkZPOA86OytZtTZGU2Dmrq64psxBmYTGqwyBYfVwGe2nh6ASYxzIpzBSKoEGiPdMKMClQ8XJEjejOjYw8YOivlysxq14irsDjsHB4+oQxDcgiJe/8wXvThd9/GPpes+cXV67i/8QsT5W/lmHm6nnm99g6KZXqztQUBZ0luARNEugYH4cACGKpcDeR7VLYv+it/+09Dqs4gAisqRBMNvvq8WwVc/kufmltduBcHrR4vDfA1XHe+xzhmA/MYLCa7cH1WNl5ACYrcgpJEKUtfIkPsLAlOtvamT/QRZXqRC4IpjGnebm0jhpgaAG6Y0wwisURBFSek1F4ixogRwyW16eyho27OJXx64Fc+VQTI/RH5USUGQxQfu5L/uGa4e08Cbr00U4zhr92NAwCweKo4Zy18jaUcff1DPODnPiAY6uX8wYhZHiq0bT2TSZejke47FPhTx5UAaAq1jp2XaUF91+awTkvYL8ahgYJwEkQ024oYRNdgiEQHBrTPQjbhniLEqhcfddnyCjL7JiclIRw5UFUrqTaKiiB8lsBiX0X5ubf2TT/3ROOMrf//PjJ9ymoigSjACyn5KnV937WeD2DiGR3+TAAjMSDiKzssEizVR5+a5fImwqkmrW0Gsfb+/18o1K+e5vvFPmKAZ11FuoboTu/42tiKWCzOoeC2oj9ZZaCcrtEz6tnPdTPCZW8FLsIUHGYWW2IglAf5UBZVQZULmfERjbYrx5gMP/Ld4pkyghHPhPRsfeZKTVwVYPXXFpFoh9wy2VuogGKhSOQJVxn2ktZ/tdqsiNussgsVGnWGU4TPnxJ56cNUmRG79/y6qxkC5dytIDkRybWHsWYoFdeqrVNYNxgHw6T5sRd9TN51APNQy30FA0GFi/TsxWon0I0QiSkjc2twAo0xczOMn8w81owPOrR48D5EpmhKKFnDoBddQ/QcOX14AKFchdhv2D69TrdB2oZ3gr7/0V7H19P/1E08tunqUv6NLM5msEqoMFZO0hfCMEoAGnkuaEPEBzEU8OutRrPt6PZh0IHb+ASbKeJZm57i3JeRQATo78TaR5j0xBKHl9ybKczEUJIB892bWvYyth4qrQQQaWX8lDVPAgzjEaVzg+Sv0/WENffVzn/QqQDGDxaRsxw7QvWkgjRw+HPNcReeepR5/BPYARbqULNEtcnuNXN/kHks2a6n3PLnuADn+SgEW/3ClpwjIaaUqiERFG4DGG5H9KKm46vtSfq8zPTnCheFYRbUeDY4a5tyVSB1+lvThKPhJcM8A1YvMhx8ZGYXzYKSU6KCKFC24H5xmhlyGnn6MU5w/T9WipgLyOLENQqMxUVVADmkWG92QUDRWdPMofweZwT7TXjOFVp3xxdyzRhJgsCnWMzws6/w0zrHNdYp8fdZbQUNXcyNzCWWnaAsEgIxP6xGawt0aNSLqEiTXN8I0LAozD+e3oIswYyk34cV1sRUwGl8e5p9j+8gjf5id/Ve8bJDtlbdu2ym8RLRehXj9yijpv2xG6d7rbgelKGBxSxdGT4Eip+erNxuqG5trcEAEt4nsinGqFoqJttgrD4BZoN8WxEJ3rTX2HyGAxB05vAU7RvkNIyTcvh1jlTHu28la3LJ5S+QguK14B9cJdJEmjMFPqaEd3/6LXvWLcZ/Pf+pqzu1PO3fsTIMQtm6kiS2bB+O6OME/XN/JcyhGq1roLWiBaDzxiU8MEXf5vEfxh9B14Zjhs3fUdYRXzI1CHJpAmfsCAaQV69vq92Quw+YAUmcRHvGeRY0CoNxf1U+40DPhK9QAjLBZFVBdYYzLUku2WRQG2fUf80kZCXj8ZQ+AgVu4PdgO9gwUmecx2o3gXhMpG0COWFh4sEC2GUKhhXkXewzecMMIR0nwQZSWwiuSKw0oAWiYcl+6ftSKCTYOkXhg4wmOHoDA75b+si+5V+QO8N4KILXhHpzGcGct/1bE/k1k8FkFWCOhIr8GPXMB5qgj0N3VG9LhKBJFu1JJPUbBp9XVd9WVVxz/wTn6qU9ec9zfPpA+tua4+u6jrzkmCBfzyn9RPwhiNs6g9wfBVmbms0hpota6PgdEh/uGP58BqGaYVq2vni+xdprvmti9yBM1Sja5frhwNR6pGja4vnJ6iQcEQJgJpGcNszEQgLD5qA5/HduGCrBmMmv4zMvp1FNPgyP2INJVKfo5DEKzYFYGZgW0Cehy0bDnNs3q6wZ5uHAa8XSjZUMLwMBCKtJbnmuapJ8QP4ELxXhde7Mcl1j0syfAPIjcAhB0yPG5xyJBQnoBBCJFWV2ASh32pzowxzE3eLQQBgJkumf/vSEtmCswiYowg7GvaEfHDxcf/4u+g/w8WS68AscH+QrPhUifxX6QC85qTYX1bmEI1qwPMkuYVaNEdMX4RoK/3B/R8cUOzByPRKUQ+zHuwVg8P+/uIzGQSGn8oxQ4HRdShGNWm1nvtv6zsd4j/D/aH5Z4xPXNmzezW48VeUBEEnTmFqyUkyl1AzkDbuU8SWadovno6CgSAQSARYxEHRBYNx+7g8ciitgRmAJw+E9bge7CJtx4TYh+zcQAGAugx0H/fBdFQpvMBQA23PhRhjXF5iBzxLTPsY+4NQTKqBMSh5JxChiOHEMXacoNEA0BUC6hMe/5v/Dy9MmPfDj91XVfXJ7F7/v+74OgYJuo2zG+ef134rcnPvGCICBRmwAis2PLtvT6N7wl6gMqRj+6m0ZWRsgwFfeb2eSkqh1DjIG7gkW4z/QCSBigwPE8XrAOrd6Nb1bZDbcj98zuY9RBak9IuJeQRNw3VeQW4UXw2Eae5ZIoWWo+hATgIbwCuAErDUqQfs8SACAUbT0JwQYBOAYG2hDPtm/fRr39njAELoKcswT/BPmVIi8H7WC51x+v6F4X46z5L4CZzAO4RbSev89h9NPnX4I4tIG8cnHzAFqMyANoDE2tYCBSUlAkVB9UlMTkEJ9ncPWN4gI0S7HJa/ldSUX9USu3cQZGlqFVBhBqlNIKXsFzcGwzW5Fe+YdRCkB8+jN+Iv3lF/4mfeMb3yZJ5kfxOOCuQioR5d00Y20TAv3lUdigAOr3EgAt8SH6uwrMhSK278rQhQ1mfZ/AeYG485KDhwTAPU0wCwLguAIiHJvI3xzBW6R7BXGKsbEW1qBQzdT112iBU2pIGP6d3cTegvusJ/bT5QYBWAUJzq/IM4BIbmGPw2wVZjUgXzYXx0QTPmSA4oJlcZ+FdWst9f7WHnd9zYadCq63RvYFbwHx7N8FrEA4rAOoEUjdfxpDo64hdfV5AEhr/jh+fUM8TToyGMf8AuMLho8Opc6+HpC0nGYoFLKIFKKP3+zFoxgNFyEqEpgYbwB9fFz+s2PHjrA2V/BKGBfY3oaoUW9dbIyqdCLhkICJ6kdHhlMaKM5Q3/UhfIxHFyEotuByWBI/hW4dfs0cMNCGLzx3Jqz5aWIx8sdH8hem4L3iXwagZQIgvERsRV0dcO4U9YWFqtZ+1jo2N3GMEqoYq9dAJEB8YUJblNKl7T9izk9qArB6QgvAFvB14W0nIvA7//ZvIDQ6P4sW7hi4LeHlICJLLudn6bN2ByUFcbowIJqh12k0INxZcdrtmFlPCoWwZzt+YFaakF2QGyAQxWbZYzBKdQEMVgIyNHcMu4L6/TDIp7vPOIAuiIHFQ5omzNenPNgRjH2EAC/CZTpwA1ZxIS5xT70Gnt+OhFCEHAf01P9oSDSmoKnWEjYOi5wU7dBhNjSFgGnkNGvw8g++L918880p/XU+49DBA3hItsXze2T1/BV9/Oe8g37Ml3q/rsCakY7o5JIoEbBInhHJVLlcN92GccIjHLDx/EBEwIHqnWujZBacG4IuEeA/L4mn57rqdYSnboTnh5QC8tuV5zvOsAsAb40EEvn5P6o5GxvtmBnQE6C7Tc4RQSVkisUe7mBybLvE+VLn3GJVUzdhutm1Q4IOC+/W3rEJJ4vXgsg3C0dXRG9SWUXf1zCVfdVYelloVYd5jqsjjk1OgJzUAgD5jSOoAtzjlg4Hgnbs2B4GwRZ+K1FgpJlMwPaBntSxuT9tP2MXiUa9pMDicuTVQ/jxL//WG9Y8nS6+gwfuSgcofX7XvjvTPpJTinb48CjxBOOMHckA9+J3vvOt9K0bv1n8nD519VVBvET8+0P+PCMiYv7k30wqJZd+Ks5Y7nrdPhR3ZIgxxrDG80W3q4hUqAAi3nq03A0EhX8RIsy6qtOLxIryIn/m7o6HO3JcCTLgB6Iv8qvjayeIeZVb2Ft9jlePOSjEOo27ePYCiovvJ/V7nlvF4jKJGVtSYxvGGYp5tJbImQdBQ2d3fWD+sRmHUgCA5cJq0LO8mBF1NbjMDNc1N+SNO7wgCAfnmXWnju93s/hm4bjNlB8W4TxmrH8f3NexuGmIiK6EgLGYsuH1xB3GoJAbdQu53h2IWjAyjQ6NpHnUCZv2guGRIdJg1yLbv/3LjQAbagVqjWnKBiHt2rGVPQEPwe1vTT+NTUAAniZDUk/FD/7wD6Wr0+eiz9uplnTF5R+KuAI5WgdFVbr7+2KLskFiElRZ9IxkghaXMDcQt/gIguRD8VfiIJAXWWoFwBfHV536oD4GsWFMEtWsomV9O7RcsDAj/grhCs77oHq+/5PQAALxfTaWPpDd1QEIxGOMe/ygClIne0uuB+vnfg3ICSFJZgnAE5EMZAwCFM9ii+jF+udi/vIv8fMj/rNBAI4zhSbI6AkYAKgPHrwnldXp0cXaap0A0kgsZQ2LuwY7VYbw5UK5OxD5BTTF9yU2/jA+vwXubuWdI1jv3TOgC0QXQQIgWEmj8GrIkbE3AL8bkDNXZf9BEFiQmMcAyA3CPuD7GPsSHDp4ECRFYsAmYJiokYktEB2NkjZjCQw4sdiIqsbqpohv1N848Q0i8DYSoG6kOGrRvohBsGivvvTi1EmQUtGqEKQ9d96WDhB/YDzCBM+nTitHl2haXKQNIuC79gTrK3b39MWmox0cVz0y9kFDo5mQqkhh8KSPokkIYm4krjyvvFXAz1z0eKDvsXw8kJA/6syG0GbdWUKjm01bhwRACu4d1q855BguxMdxhoTDsZACWCct/K4Fq+wI8t01KIPYkWcSYoLPGVcyTM6Ka3JCmkTB5pjzk8bXdfmzMvPr0t13dydK51Jc03B7e7rTNnb/vWf/gVQDmRa00KKjq2fOk3qbQdPl5B+rInAjyYGQcGM4fDMAbuiu24C595+L2AshUI+PcGC4fc3IO5A4otf4LlJXCO91lc3+U1c/SonvKRGNm1gDQCIiUsU+9wKR3AXocxfi0PtRHSK9l8OG+9YgJC97zavTFe95byzO9/23J0U+gHUFe6lvqO58Y/pm/PbM//7TbKqBfYC9A//qus+k977zg2sWdA63KDuhkRlJjQMKbJj7sBhJS+jgjH8K1WWUV3mCFORDiMDMg1uXVSk4WuxPKIKbH2FCjFKPKotRjFuJbnQOjcS00rLl0DWk6rtfbqxPIAmE1yaC5QZqOY/MQ0gSzIk447o4mcgCvMt2eYtrOLaO2CRMoGTEHLg/gTcqdPkSGX7ZQOj4fIDMOJRAYggMMrwUDEgCEc/Hp8jC5D0naMWD0O/6t1Wzu/6df/f16BJgLQbhe0DWs848K339X78BsOiWQa+D2wpOgp1c3+bfEsa43r6ByM4z/jsoNtzAXX/M0ZfrWXhilEIO5m5b368LAmMCkGL/HJGC03FecyDn0NGRAGhFcbcN66ccmS8BSAu3gK9a4HbeIkgnnHRqcgy7wXy64u1vj3Gd6M9VH73yRD+l6z6f4wVe+2u/mS5985uRPo5SCv1guurq6+Kaj3/i08vX/uIlL4bQYNVgk9MFpCHj1iMdWlcnMQkimpGRzRIo5kJPih4S49zHSX/2GUaIjFSakQAK4uYwKLH4W79FTomE3MS7XpnNEIhBNmLpwj2rgW1tE3FYi+U/fLZDRec4yJqheqm2uI4213G9mj3Zt3YfI/eiVkN0L6HJaB2EnvEt31WiYfCQI4EImCqcZZ3MWvyGZSAkvCwV5dEuX79Og98gAKsmUo7hkojgbqh5yqm7Il+/AQBuLbWkaVx6btoxRyHQaJwvfFnVx3h+t/eykq/Q185OO1HAE4t0FS7ZRPqnqcXm/gvw09NHoiaAXoYKSA4GRTCQWWACvRt3RpEIBwVwifhtHRCmrj4QrprGKeWNJYJil+QMDA+lYaoTrw7/zQN8eH9VQcpICFOUSIuEmno3L3npc4MjfeQjn0zv+8DHlju/5OUvTjWerw2i6Xz4KoPMIcIzdt1dVjVOJWsikiMBwQobiFIPz+t8yMFLEJQqpdYUoo+wl2FtZDF9+zvfJKpxgq7soydt2749PBE78dLsxKVpPkQvFZczgeZaCA2BtJGzEV4BCIpqUmMT3hzmsjACrkLF5ed4OB941OVGDCjEiwIfioIrqM58sH6oeXoJPJyNfpzjaXEez5+Xme/04TghEBKxiC2BINry3/i4bn82CMBxppJ5D0TvwcClHWCajTVa2yjGQZqt1nkBvFg46fWOU3bAlfS9ZwuwiGg5L/Vwy31ZCLRaj76rkomnocoKQAucpyjs/dqJANzGVlZjWOlNBrFKkRzfV6t9QwAwDqR7j9zNvoJj3BWAgutaeThUAMTlLQNbHVi05/zSa9P4wSNpbOhoOvOsM9MnLn9fHH/azz6Td0Keu9rTZz7+yXwyf7/nyd+b/u1rX4/vDewVuEAknWHOlXkIWtEATEOSf/FVv8DdibhDBXAcl334/cUZ8f7G3/4tpicnS5mCrDweYjDwb4y7gK3QjEgV3F4Ch6YcdhY5KR85zvXkP6iyyz11jS7NTKZ9e+9Mt9x6U9hRJMaqU4PslJyaybXv6k/tjMkIzkbm3DBKdWz7sC6gthcDsta7CQ7QMAyucG0fy3fuw8do2h1qRHLqiQB66secljyWkACwWWT2w3EmSP6PGSkkvJiT3NW6/90gAMdMabFo6qBm2p125u70L1/7RmqkvNMMnF+Ek7O4jsYDdOBzP+ucs+HKLLAVXnChVQE+OY3cfYHKNIqEunNcVnVEAVEA6WzpjCzAFg1F6OKLEAbF/ibsBu4FoCpxlCq2R9yZWAMfxMcCIFU4pxl/XV05y7BELED/QC9AmIHLR3Ljkh7OOf97zwuVpnjML33uuvTLb3xTuuyP/rA4lJ7w2MelHtyIRavBiSdxB04Yd0Aue9E6EOlD2lE3Z/y6O+Vml77utQGsS4zjPf/zsvRHv/+24pJ4f9Nb3ggSapjjuRHFlWaaUA1msQ2UqLNoX2KLSGTRUmhHENsWcul9JA2L1u2rEkehHcJSbTGXnKcqdJjU7VCPFm/L9Re466KuWwhMuQWjJOso1fG7RMu2WqzOCgQHvb83f4jNsUCjWB4lPRCfdQvkrvel8zPjPQTJj1LA/D/uFBw/SCIEP65xDPTKeISH1WN9iEN7wNM3CMAxU1QYh9pBQGP4VQO+/vXr0dHRsamvb2mtkhSahVJYffKTnhyINjoBMnC+ud5tIrxIHYBO8JBcEG5t3z2U8dbYZWFHOYXNa0wA0gg40Lk5TUJoZgjQUYoQsBWXyxAaXYT9se03iMF1wfnAmhFsBqNEBY6zQ1DRLjz/fO7Vle7ev5cy5pXicLz3LO/8k9ITf+iH07Zzt6SdGDz/Ln05fu8jEerwvagU3Lud4pZF6+4dkCWF7h8bm4DURZqzuQxm2v3OH/9OJDJxYvz7/bf8bvrDt/5R0UX6rTe/kT7r25wh5QTR4mGEewmjJc4ivBqk0cZQmaPACUju3DaqM4PYIQ3Ze2a3gXAxlfy2iKSl79+8imlUmUNTB8Q1PDHYDlDVvvAXn0u33nITW7+fSrTn5jA6RlYm/SnNSdRd2weDdCvncB2YrRqzbGMIRK4/Nr8JCxKzKPIhgWBQ3i8oQR3ZPRb2IwcMsEgYmiBaAZMcKs6u97oubxsE4ATTqCXfGd9BSHAPxGCUUuFLWujJDdCgZejt4x//uPT4c85Nd1FG2zXT6CeyN8F1tMS7oNXKPP2oGlDdtX8A5ND/TuEP+rS6j+fMYAQ0fNfEj9jJx30HRAT+CVB9WP31Jetq6+S7CUuW9jpMBmAF5GjA8+Bmpr29XctP0497cWIEojWxkAapb7C6vfX1v7b89Rv/6x+XPxcf/p/fQIQ/TpuXg6KyjBFrYN0DJZYuApEUw90u3UIjVt+pEi5ZAlkVat/8278T1vwZyoz/z7f+QXrbH6wQA2/x22/93VCJNBTOIy0pKSkJGDXpdmgWYa1iZBQx9LB0tfVknBFp+K4RVMSQeNTYWVn3pDEQMt1WjjVjbHXLd12fizWKdGIvue22WxgTMRrMp4RhO65QDb6nkdq9eXBLSHWxMA7wQTU5O0QAIq+UoURjFp8DdQ2dJwmLxDzEexadZV9uy8Sjzn18HlUrm3ATzEbqIbCsc9sgAKsm1AWyOeHGAhitZTnmc849J339G18nb38BZOxK24kROP+88zFADaYlAFV1U31tsjKBW2uQKsJYg/lXIkDHSD4r/LTAHQVEd+DRP21ZZ8VnEdxYflN45YYVS0LzHoAMQLW3a0dgQ1KAuoyI3aAMSV9dXR0RNtyl4YzfGjl+B9VmizZD/xPUGdiBsayMCL0erREipT6u286KSHo2tFm4J4EI6rPAnxH19WZgN4HwhUET5BsZPppe/6Y3BnKMYuAzW/E9b39X+v23/O6aob32V36JOe+jAEs1ciYss67VfwmkymtirQMkIubUoBoNjAZfWfJbEdwxqPMbUm3xVAnxwMCmCGpSpZFYuTeArjelriN4OQ7ce0+64Wv/ivu3nHoG+sLQuOv009LuM8/E4Lg9YjNCTWGkrk0gski8CiEdE/9pGhq1OcD1KTOu7QNsDgIQ28YrwTBeB9mgxEJ/6vuB2hoKSRnMRkOCx/iNCYtnXH2vNRP2CL9sEIATTKBioS49AfXxVMbpGRwgsGc09bW1IhFQ2UfAg/vKmWsAn3qk9B72B8KRmguCsPQY09gODMgwE1DgnMdGMAsgyv3V7yzuMYHv3Bh+JQOPGQLc0tIfQKMrTaIxNTVOfgF1CJAWJsgDKCFZzGCcnMIjMISBDC00tcKNi2bV4RYAvYktzLg8Xfyrr0v3kNz0xWuuKU5Jr3nTm0Mi0d9+aOhI+vT7szHvx3/sB4hkrKXzn/ADuN1wNeJtkCPDjwOBwXZsEjw7TZvGFM9iJV49IaopzZS2KhNjsMD4hnm2GQhFid9nQMpB1I+lpQGeeSpd+sbfgMhqcISYIFW8n0083/2uP1se3+vf/AYiEiGITKQGzxq7JdVwsyEQMIdEaJJkVa2Ses1zWqpNZFlEPVNCk/BqS5HzVhi7hji5vfOixR0sAxHhzrw73+14ecBXQqGH0yH2Efj6/wAARJNJREFUXJTgG5Y9CLE/Zeep6exzzkmn7toVXgcDmcwPsRU8eSl2ItLOIGL7C/3TJEwSS28ng1fRKH6Lq/lBSNFY6U+eY55CvHOmEpHnBdHxbsUNOboebYMAHDOLxfJoxBE51c8txbV5yxa+sxgVDIFw3CXy+V3VEPXgRHIcObiiqOK9Ybx6BowpUASsULVnmg0holoQQKKKEYlGQItcqtuwWqSLyYmpTATktuixcpOJieFY97Gx6XTPgQOI/RQEBek6sQd4j50AqEUnW6g999X681h9WNebwDd2dCwdOnAQ78Homqd9zx/+QXx/yWt+KVUIXS7aEoayM047MyL59GIcHT4ciK/g6rO0oEsr5VjgQjeVG5coxpqzwIyEZABvC7VGq39JtYGkKN1/SgJgD2Nl63MQs0QU4xyvdojXJZf+SjyzrsH3v/2d6U/+4I+LIcX7S1/16sirkBhYVWkENagZJNYioudFfuuEGSyllDWjkVJRHIrhPBi4lN2RVGeGkPaAyJ47i3rCskVFnmYkqkXsDgZiubYjw8NpCCPsjTfeEC7hbiI1t5AnsuvUU7EjnELS2A4ClzaFLcT5UW8PaQFACtGf+VJqElbE3fzyzIzJvkMiAsF5CyIQcRF16SIbAddMw7p+2SAAq6ezTl1dh0jFBLg1wsQGDQCDtQCk6Fr6XT+RcwnEWYxqQbj2AMIZJIBmkF/OKAGZx40m9RZo3YRijliBtnZzAdQTFZvhYtT/U+SX0/egs2r8WwAABYRxSnyZsTePXSA40sBgAJT2gi4KTYJDEBZUDgCmA0JStPBUMMzpyVnE3MNpmEy/7btOTRf/5huDe7sHokznsrf+Xvroe/6suCzeW9jUopldamanGcfcTHDPrNMSJOW4+GdQj6zO70dB6hzSrBELgAboeeJAKsdtgQsDeBR9IzJQ7szcNpArMTk5Hvc0R77UZKGS7CZ97W/8RhBaia3P8mGkgyvf/97lcV5y6a9SSDMnWalC5RJbEGIQW/erXhlFaUXqOfZPsB7jNDEaxmRIsCbxpixUIQqcO8O53qeT+XfOyxaD4RmUELR5WJjF59K2MIOq9p1vf4sycNfH+pkktmPbKelcVMJK6g3Co9vOOTLKMkco8k0pwBfA5W/+ixYw5/n1xgkaQb2fUoBG1mUbQHHOOr5vEIBVkxlUuU4EFPE1OoH2oTeqO0qNqyyVEXdu3CHHUfc2WEagy8YwdvcF2MB3ELWGYa6HnPqjABrRaxw02EVfeoVkG2MB1GUbGhBVsRJ7f+83jRTgNdaGN4RWq3Zv/2C4mCxJpnVfvbcRW8AC3KsnCpOCVEJMvenGtBqRYcTuJnTOueemdtKGdTO1o8MLYFN4NZ578SWhw28jqOYPfvPX4+ovXXNt0U28v/73fj+i99T19WA5hlbiFtyV2IxH9WnvMYgBzXyEObZSM/+hAoc2dqIGMZTY6INv4oOGva5mnkEDJgTQ/IQJzrUgis25lDO7f4E1D73n8y65mK3cnWcRci594Iq3x7nFn59/6Usj6rCMvWQOtcHzLKmlbt6IauIYWpl7XZEjoTJBHLlHmSlTrTIqT+SMKkysvZJaDdejtRm0b+jlkMguUiJewh47OwMLju+W229Je+66Kz3uR58VXCGQl98kXBJ/CUEEaUEAjAFRsoukpWLwjFM1MlMBCA8PLCFyNe8b9VhctD7vGwTgPvNYpwAARFRm0fIN4supc2058ZiFZJ2aOCdivVEqRSy5sudOovtqve2EEBj2q8/etoBbKi8qfc0jOgNcwUn5TfvAJHqxcGAfU1j1va6v3z0KKmGI0h02ABKLICMQiAm4u/orFjNUhwk474oY73bgU0QdAtZ4AbakFhA2YutBQsXbcdyQkxAAAXPT5k1RaiwGyZ8X/Mrr2YWoO5GHmN7+e29Nf/I7v138FO+vJsXYRCQR06Akk38soGLko3YMkchdi4Hh0MONkHNvAu+1gOFLSUrN14jGsIBDHLSlWN4sCpUwRo/LMfsgbs73LIi2ALRKeHy96FWvCklGCeTKyz+QPn3llWvG+IrXvgbpZS7G5DxLbNvh7KPMk54DS6r1k4egjcDdePC3oApg54AYdaKOSRzmJzHaog6Y3CVXt4pT05ySHUSbh3fNWijvXUK1MCWiKlwwJ3n3YNcU9UOtn+OJQCBrFNgkNEqQufnFFwIH79ok/Oa731fSzuOUdf+zQQBOMKVScQ1zEPFYyCAGumRCvGOx5MAY5dwvUDEPSA9u41q3NFG2SyCvA66ivjEFrnkr7rmoFQDwK7p6HxFbEVQXIXhAjH8Z19R2UoFbA1iUEpQ+1FsXUSlaKVIqZ+hmfO4MbPgxe1BCGFZUALmrnKuL6kEhKvOd3QVwjWF0nB0LBGjDwFfuwIAGUt67f//yTJhbYIVan+vSN/8WgCjCAqZwr3e/7W3pvW9bq5v/8pveFHq/BFCCpP49DqI1IvEYKGXgkiqOlY01fnpOFWIApoAfcNsy50A4DDRqXUKyYC58vk0gv+5Ouax9Wk7NOVIC6GannZkl4iWQQl7x2l+Jcwwusl7jh9/3/vShd79n+XlecPHFqVqaT6PMn/l4rfRl3oKBSBZPlcgq1UUSF8gd3gQIv94MVj/Wp8TYx1HF3MqtpE2Bcu4R0CWANFHTgZ2ARNYcryBF0++v3s8/n5OWUVvJAIJT/y1+qP9ZIQUrR2Uk/5FtgwCcYHZdOHfniawsgFQA9KVYp7juYga1910iwDEBR8OPImgD+vgUumeXwAXQyh1bsFyZnVeEAuuu0m7QCSLqtkPhw7DXHqK1gUQ6h6LuH/fUhbhEPxYr1UYgYBgH7zbeC3BckcOkoqJpte/t7Sdfvz+MjLodq7gYBUwLmjaDhGXCgXsGutOem2/CUDhSXBq+fY12Lbiy5ORTSDRapiUIr/6tNwZBWSBrUMPnhy7703TZH/7h8rV+eOXrfo17VUI1qTJmRfEODG4hkQDlZjMqsUyDgHLXJohmM0STW6CjYxiEkChh6P830WgBQjJNGPB2VAxtCguzzCFIp16hlGGMgfNvym8TnPnVr8aoyXmz+GevvvIj6aoPfnDN+P7vF7wgiJDZmpZ3t/pzIzUZ3FnZ+ggagCOwiQWqcsxNOxwXMl4QjbAxIFF0gPBzxH3oom0lBiEMjtxJRPZhgjHw0etkDK47R4P7SwA8ZpNQ25wnZIj4Fwf4U7gfg4jYsa9MT4pTHtH7BgE4wfS5aLq1bCK+4pxc3OizEM9YvUayBA0CMIxXg5MEwEVW5JRjm0sfWWD0oZuslbiAMumhDYiwM4iTlgYz3VNO0oNerr5spdhZgLcVAIkIOH7TMiBAd8ARj5JBJ8D2b+pDLMbACPCVudfIoVG49gq3aMVO0IhnwAQkCVQ34bBDGLCGcWV2U/HI8FgB7wicf9++PUgCPfGs/rGUWDscz+CZEVSJBgxpjfTRrvQCYkocLVsuML7qdb8eEknELTAPH7nsz9Ll7/jT5b788GsEANl096nOjBDerERlW4RQSSBjCzXP8d6tnRj18P3DZUUUt85uY961C/j8njvv1Mt8mVfTikU26yDMgLBHsXu0M/cl1uIlr7wEYoK1hmubuO4Tl38w/cVVV8W9iz/Pet4LQ/SPB/I5iZswC1Pxzz0ZxDkJskRQ9UybTxADDLqi619ee110dU36aNFlfh9Y+/X+vr37Ix/lPkpazu5KW6MCrP5h5ZRH9GmDANSnb0VMk8C65EgAkbjCUsORnHuFeK3hNYBRrlQCWJsaEBMBDI02iu8Grmi80gDYDiEwxXWqOokOT/AMwK7OP8Vmnrr+mi3gSdSgS27QilFkcR2IXsVeYJGQTg2BXKdRy3DSbvrhRBC0Fb/6DNyf8mOTRBZyH1WEon3q/e8pPj7k93n6FBmazPvn2TtBnCUMYhIMRWwRrQkfPHgVBMwiJkoyPsOvvum3Q5I5wp6GEsEr3/XO9KdvefOaMbz6DW8MYjeNRCLyqv44h3TNoyntzKY27mtItFKGwT4DSDJVCOQm7BnzzP8s9hIoYWy6Gduia+wjg1Fkt1y6JbZdN+d5BmlDV2Bj82L67y97cQRvdaFu6Ib9zMc+lj579SeWx/dzL3gJhJcYCn7XbiCBUdqaxWirKuUxm+5EOf4sUt56tAbgxSAvX8U/pUyZj03ZIUPhetxtpY8NArAyF/FJRPdl0/1Xl9Ji8kOPZ9FdDA1dBoMI5C6eyKyOG9cBeHJ8N/DowWBnmrDAWxbp4Wxlg07op+p23FjPlQBEAr0Dch3VCFWCLoBMQJuaIg4AvXFmFlEVvdRIvAr9qfvPkKOA0hxA24WBcD2aRUasUiQX7LRuAURrnvEszEAEeDYJoMDfBMLpjQhVh3vrdVCsHSLcNvRcnkNkN5sSA0Icu/Ldl6X3/vEfrRnmC1/9GoiG5BVAh5MrRZV94XXwORsghBKFcC+ScKXI391MVeQlCBGEUUlJF6pEuBsvgAa+WYihZc+1NbhGPkPkGRCzYb3EQOqZpfTCV1ycZhHjfdYvf+badO1VH10ztp99/svwPkjciQlActk8OBj9mmsQ4drcs2iXffbv0rlnPiadtXMwCOLBkYmQ5iQ0bs0+Mz3KcxAExjMJD4YOX/rKl8XlSjrWBAhmAnwJY6qfxc7A/pRVzhX4LO77SN43CEB99lwAWyEJ+FlDkdMtYGqsk0OL9FqO1RW16jbXDEPhWmZSl113Z91GACbItRXr9R4IpLVG9Fu4iXX+gfMATAN5tC6XKfAp56nMEG8HwFg4ZAofuWpF7AgM91HnVzd1KzEB2M/WwJ8hjsDPwuLFr3sD90GtACE0MlYgQjUy6JZKhDFv2owojxsQO8Jdd9+d7r3nnthYdIDSXf3sG2gtw6gkjGgdyUoQJsVdo+vM/KuRq99Pyq2I0IWbT1XIMukLxjpw8zlqDDquftKorWcg0ljy3HBpDZm6z177628IrhbXosp88E//JH3ivWullVf+6q/FOjgPhhL7bCKCJcjmmZ82EFrVSZVIwmnJdJOntCcsEJOhEbVSw1jK+vly7gs1oVcLP3Myh/1BXX8UacxNUnTqPv+VL4/ndX0XwbZrP3Zl+twnrxAUoj31Wc+O52RGgqDopcjae/49vEQa+IQHG298BX4U7OuQxFyG/h9n1c+rn+x5cVG8o2JCaM25sOVe16oH8cMj/LNBAO5nAjX2BOKzeur+In+UqGIR5VIzcIESxR8jig5Luht4unW4SKDoKZJPYmV223FDYY0tEGi6u3vD+myJL0XKyAuACBhZZ+SgNgXPVdc1CEg7wmAPCiUIZzKLFn5tEpYdI5YlEEGJIhfl7Ayfuu6xSXYUcl+CRdyEgyBSp9wRgB8iMGjoCP3Qr8Y53XS6v6hlEwZIcw+0YyhpyDnlyt3EMzQyRtOhu0A4iVLEEzAnSjGNnCfgG4I7xzPLdcNXLsALwHyvgKzgHMbQBsaIno5N4eLX/4bQnY4Spajv/WN/dlm6/O1rbQjPefkrebZ2EJX5pgPtB6oPpgnPgszl+tyKmK14YxZQV0yuUl83Q1Kvg9IDptzYp1G1wso9Bvb09PZxDoFMbRCRKQybPJ8qTVPjUvqZZz83CJz9KJV98bOfWgMtz3zBi8PVWByMbcgD4UXa4OH5J3UbX0EuCgLgiR7LLdAcwsPRIBDCncgvLOW2/shvvxsEoD69x3vTlRcUHKBTMpBjZCkA7gsyTmt9xrJvIQjr7xkfr2iov9uNRWfhVnJyEWgWgxaKOiDKAoPoBvloSLLYh8gybyw7UsM8CCvl913C0ESwj9l/5gKYEy/yy83Ux00cajYsV+mCfid1tcHdJTIHSXAxSKdnkL0K+tnIlHtqCDN09tAdeyBkDWkLyUy9cH9Lk+muYwDBUUVoVRhFXNUeiYjnt2KpV7RW7HY+/F1CoYHM0GftExIiQ2sNErJcGLMSkXVF2LOEQANf2yLEEkRWlZKY+ozG6b8cD4KSk25W4yKu/sD70jUfvnzN8rwAw54ES+OmBLSGhGDrgXBFliLHljC2GnDjPM0zb+GiQ2XR+6BKNseuO1ZfNgjIzM75MDgSFIR0pn9fda4FArXE3BjCbEDVzzznBdHPAmv7hT//ZLruqo+tGZfFP31+iRQaTyBzJn+eVkd2I6Lil+UjuQ9+VtryLMdskIWG5dgktH5FvYd8/jr93SAAx0xkMckunPou6xlEgFWpE3CmDKQ3uQQ8C/92E/poh24gkEJxNfRSFjNbjLFyA4jNdKRjb3T0KIjSzeIiQQBsAqnhv4YcW4pLAAzxnhBji3xKQMYQuUeJ5wfecRN2BYLPA2ECm3xGzsOXuJ+6rOHDUa9PewGAXAL5+7jnBDUDDrK5h+cOIPL3EFYsoLmluEVMTOSRz3AoiN0cY6lBCCRQJkXp2zfQxy3R9Zkrok9OkAgkUvPs7okoB5MomA+ht6KFAhkzM6gDPJ/RiYZRWy3ZvATrIkpoFIn1r6tWSSiWq/dAIJ7PNud6AQzBjnwL7CBXfewDx6xaSs9+0UvTPOcsSYwlUBmHosDoEaQmS5w3L7JGjLXclmMcysRZmIVpkpABW0oFbsThUrfiRZCoec8ON3qJJ+Mvz2mxlp961v9gXijxztxf+8mPxnhe8/QfWB7XHUcmGAMLtorLL/8YH/xt9ZFsYM6I7xJhcBVmkB4Bsyg5L/x4TR7L6msf/ucNAnDM3EkA8roYCcgiAIQiWn6XIBAZGLYBkA+uP0eNgOYWQn4H5OdSbA1OpLKiz3d3gOhQCTfz1NVVHZ9Om7v74dRkzCHqK5qKXAa3hO7NShudFpwV8baCNf7gwUPh57eEtgChrm1gjOKwIrT9qko4vnCF8Zv6siHIZslJYFCO0+ihoXQvCUHq5E1U6l2QmzPGflSAJdLgjFMIKUfJAkTUV28+wzSielAeAN8YeRN1FLM1QKrzmgfhPeRU2gn6cDFmlyXjR4JZtCISz7oJYmP2YqQuA9xbiRwcJ5VYbqe4LgJKCFSjRih9rlFP4Ffc1wswQlyCv3VAEJ/1wpcwvh5wJa/PR971p5Q3u3LNSv7ci14UuKdaJOFRFXCunSNtEc6xngsJlbEUrp7fJcY+h6pAjfC+PghuGWJfgSouQnSbm9sgGiI3nhhVELwDRXvvF/85XUAFqR86c2t6zObulDYXv6T0+X/+t/o8CmH3bdKKAvkzp0E6ZLzj+w+luXOm2QSmLYi9xWjqAHrfTh7GkQ0CUJ80gd+Wl8fP6mAgP0AWoj+Ir/gfW00ZIcb5Gp1E5g5cgXJ5487BzxD/OohU0+AnMrATJwDtnnu417hO/U7dOqLPICZyJcN0HYObhRjdN0Ra6gzAJUcUAQfIBZDyywm7ELXlXGYpipRy51FCcvVTq370Gf3HvQ0GkiANkeqr6G6BDcNtRR65ai+czwAYYwkkLu5MNG9WIMA9BwKIJL2IyebNixxhq5AoYPRTTXBujJbUVaX+b7Ujn1fJoDpKcBLI5eYjpiVrWLMugbEAhtJWOW+ASsoSSLkzQ89SA/PiHgISA6MRnSMlgn4IkpLFNNKDBK/KWJuJxJylcOklv/x63JXEFKh2QZiuvvzydO3HPx7rWfx5Nu499a8FRP0q7lPXqkTOhcjkvEpk/HR0bCSeyyrMU6xvnBfrg1TBNQZhqd6VCQGeY37V9Yum3UYA2j/hOEjCImbBEOafuOgsnkfxnh/rLQQDgWVV83efW0KgzUHidCdpyeP770hPv+QStn4D7vjdYDSvL2B2VRcP+eMGATjulLkwtUCKokBj9gKAvABDAxxkUQTjrMjvB8htxqyHxR6RUWmgBOeQk80QxdbciLiLrmmegAUpPNeXyGMkn6AUnJAotwOUytaYJmKbequYHIY3kMYYAw2Mfa39GPFqoW/bpzq3iN/RC/IAlK1weWsSjJKpp+geUgcA1QVgdwC8bSCRBT0Mhw093ew/MxWxL4BdaWx8kmegf4yQqiRKNZH6a/wBxwQ+OarSkdxfwmOYtECru01JQUmlJ2wMVDFmDCKYv09hq3CGZxHn9WjoldhE0Y6wPShWQxTltiKmCDjL87WgDi3R5zj1BSyYqkQ0TlJP2f31kHAMEjIGfxEEf8ZznhueAZGpByL3/nf8SfrMMe69pz3r50P0117hGPr7lbjYmAWJyHtKrCWurucwKpjeBp/T5y6Tyhy2B+4NG+BJcnO8geQicb05hi/8642oWOzdCHE3x8F58JVZTj7RKwqE9rNra5xZH5Wgb/3Hr6Rt1CN4yk/8JH1AxVa6zxc/gr8bBOCEk2cgjNF/WOVdUBN/IPBKAPqX9VG3oPvrww+/Mwa5DoxlItAi79VZfLggiJxYjlcUE5UgWCR0BhefHM0agx24AJeiCu8IoiocBgRsJ5JPINd67XnGCCju64PXOKYBTONUK8BobIBirgEksgY3HFGfn6avQ6gQSgrWEOhH7O5EhNYHXUOwCEMXz6MILAFR75Vjt0atPqoOcV/soEgiU/HcEkGRQ7ebBj+faQIxXv2dn2RcELQs0htAY8CQBkqNl9ZBFJmURDT6KVVJJIwz4OEpaz4U86WKY2egStxTG8cgvnd3PhbpelCRPMeiH5ZuN/TXCsamFSuBRIAO8y6SuGzDqBPPev6Lw87hdUoUn/roR9KXPvvpNSv/vJdfzP2R5BiXkpSETaOkzzF2+FD0LXGYRFVSXWskAUgEbkUlKJqwYTulB5Gvhw9b4uuD+vOLl7xszXm/9Ku/zjiMtyhhvymnG//+b9OF/+1J2IDseP3aBgE4wVwCO8GdY1H54tqC9yA8HACu3IEOLdJJCKq42xSRc+EH3U0awghQwQi2SK2wiOIDN0MqoBO5qeKzInafATREk02DZLrCROY+DHRNALf6qkjGBZwP8kH9+xHJx+M8NiEFwUq4qxSZBUpDd1tIFNJ9OIKbr3D1iVODgxTANHcATun3Xnz1RrEp9huHP4PHYqYyGe4+kaRD1UIRHHE+xgBhMRioCkI0dmXRXK5rmXSLknZC+CR4kQ4MgSkCdEREYwCmUVm0ncgB5fgVCI26tdKN0kmNa5V2tIQb6NMMx1fC8OVeCvJL/0kMFX91/2kT0H4iodEGUtxTtUJJbYxiHr0SDBZPtSGKpoK1z3npy5GuIFDMqyHMX7jmU+nqD6/NF/iZ576QOehE7F9KA7gKjTAU+UNyow9djxrqDPApWjB3qc46NCWJRozNrUhrZfY9GKOew/7bbk5nPf4pxHKsww3qXWwQgGPmUqpuk+srkoXbD0RYMQICtACywGZ56jY4c6UJ/RrOZouy3wKzYiyLKMAqJRgNF9tyA6hm8wVBAaiGQZ4akXz64lsxOFlYQ51ZQ5W7BSl+FwY+RWqt8DaBrxcpQYFSDiv3Lit2S0iGhvEcjHoW9oTucA1qj1A3j00y1OMR48OAhahttF0ZlcFdkUWUrA+nVMFguByTwLMikgSyWbhUxNSIKVGaryNgBB4ZYMOg9Cr00l8YHTnXpl6sSmAgzjzET+SCAoTqox3AmnnaBiS6GsWKsmP2O4AU4A7J/jaJZNMLt1cimoNYGGatMC5lkzhopVdaUFJxncINq0ESwuD1ob6wDo1ILqozL37Fq8PKPo3BUpvGpz/4gfT/fuoTMebij2qFVY8lHG7oygUk73B/xrbcGMJqwf4fv7OHcyucg8GROTN8WfXI57FSs8TwVy5+WVz+7g9+mKCylC655OW5O+AvIk+BQRlIC3Em99x0S3rM478vP+vyTR/Zhw0CcMz8sQaCUoiB+oNFyIYRuX9GRN1ZRgga0utLQ1cFMVxOqq9dbhn18uFyIpvANzFD4UxiywUVRWj15RBj+U0JYmZ+KjLnpPptlOAahcMvUvMvu/JysJCcsYU4An9zqywZTfjWAWg6IwqP+oDm/y/OIUngBmSMYexDonDn4m5Ebb0KGpfkmlxEjH8H3Hs4kNldfUWcFgjavn37gnPmrEcs4UgLShgibhBCEFodeYAqx5Poz6oqSh8SSz0Eg5sHUqWMoROAl/uLjAURkwgpLWnhn+HzHEjfXe6GVCHRGDXIbyU4HxPJ//mQsjRQmrlnjIVqj5KXRMs+JdTmQLhmcnMLjGj4jHvyLsI6WUVB0CJ2QGIkEe3EWKu9xSCn5ljbpvQ/fuGVIaFkya1GePAVISVwi+X2s897WRASYaRoWuiV7I5tSiShRrpoEKkIaYb2ud5FK7GG4QkoDvgb53uu99AjNcS6LBL12cImKNHf8rkP/8PK6B9+H/9lr3R5mkEKhXoNekUkoDsFq3tH8ApcsBp+dDgCCx0ABhDLrcsA2JKbhdDPOBZ9Aa6EX1yuTZepTG5+qRV3Dwhq3rtuPQFTRKSzAOQI8qFf7QxKE/qufVcSMDrROIFRyn+PoSMrojbDpTSS9eAGnEVEbyljhwCApuhfzq0HweAXqxZpG+ijAq8cUeu5IKklvYf0ZLAtnsHNULQtaLxTisgGP56I8Sn+2wyYqpAnsIDtQ0J3iESgGSrn8HSR5eicmChkZKEcUK6p0a8BhBWQDTKagxPrLmwGwa0H4GasPGBIEu40PIYbz3mXcOpStHinUkgb6pJRhYEvrJF9i1jOWxArnk0DpOK+CK29QgJhqHMzUpPERa6NIMM5JHfxm+vk8/p8poS/AAnBlGg9HF2oFJ+58n3pc1dfEc+++o/GV1W1ohXovWLcc2T+y8i/BoklDsUF/A6kRF92F8ZVxs6i40qe5JlXir8W93q47xsE4EQzx8w7+e1EyCkSl6jhFwAFkDaSuNIKIobu3TEffnOj8kzP7YGSR707gEpuL5IK/DYNeUbymUor2GllFgjMITDRw8QVuaKBJ1GaapEIQaPY4GoaI+WOgpecXxHeHILFJZAfji/BWcIeELsKwf118zXTt0Apd1aukbiohlidpxF2M2VdAM6VSw4MDITNQpefUYiqFNoChEulGGFT7qphTK6kMXN6CkKCuuKrWuGeIL1xAVYysr5AAwir2y+kHpAp5g+EExElYM6H82N57+xaaw6VQyPhEsjsPMauSZyjV6CJwYyPjpMPYCgvLlakAEVs+w3c4bx2iKnVkFSdVMuMiTCMWMSXODh/odohGTn38WxQZMeoXm/NBqw5nCVhM7ya/RVwPbqHgG4+Nzv9mee/FPVEj0FnnHfNFdl+8PKffHJ8L/78yPlnFB8f8N2xKIkUze8l5mURA6eqQiu7QDELaewABslND8G6WHR4gvcNAnCCicmFPwjDxbglUs0v6NqCa7ZaoEJffb2iLFyjFdG0DQNhABOLJUcReNyJRmBXLFQ6kHtiFwSyAEM4mWK9QClSyXX8LiJqpY/vXGOMgNxMaiSggxcE1ExmfRlvgVxKPdaqui1NRCRCPARy/e42xU+VcsNdSWKN8SySHKTaYByAqotjUE91U5Ow5DNeS5U7BnMI1IslTmG9pxfVDaWKXjjx+NTR2L6sCWnGZ9VzYt+bCTN2K/RiM1TvZZSibjk9DUoCi5QxMpgG0zvSVHeoUO4n0M0GJ7rMNDJWZnkOpIoaORci8YxhvKB7A79bi9CCqu3NnRGM5Pw4xtigBQR1/AZMedw5dt1KPLqEwbXUHmCRVtUwYgAZD5IWm62a2alUw8TF3Kuy5QhCjJmmBUNoLAOmmuE91qNpIF5Bf3tkvVn7KE3PXC+w/twWt+5QOnU9bljvY4MA1CdCimsrRDi/Wu5LnbiTzLcx9gYUoZta0ENBmsU2kn+6AEYRg+tycUv1ewVmEB7Rv70NvzEYFQZBAFBArAL06npyP5FTO4FcUjFZYBTZBSo5fhnAt3qPonoVTjdD1GEfuwNXCNFVLJSoaJWW2+fUUbg29xcJ1df1GFjsso0CJIewIksL2iAS2MTDPalK4KYlcnzv71iUJOaQZjq1fQB0Sge5nBe2CaLxdIF2g7QSsyFEfQOJFFiXmBNjDyQkSyQf9VqJiJc1A0VUpQ9DfRWlnetWkE6OKiGR2Lrnn/czz6EftWR4ZAjffC/vY5FZGBZ/3JtKZDl2oB1ERz1bIDKPgJ6IiGSscnKvt9SXmYASVeddtUIDp9WHnBuloAYCuDzf5w8OzNwr+ofnAeLlOiipSCAkHguIaUoeEvpZiFgJCcWQ7me+8BVp067T0/c/9afSmbtOSd9/xqCglP76xlsilPjpT7oovq/+884PXME8YQtSsgmSDd10KuuNKWJWUUGZH70RY0QfzjHHErT1bBsE4LizmePhowwUnGBw8yBi5QgIx4KAbJT2AePxKcOFDBCR67h6NTix33XveSiCZDjfhQa2A7kV/Q3+MXxWZFe9CF02gNd4fJJRADJfkiSTjqyWK6DYnwCpOFqlQwtoSgAURSVABgnJ/TSSaYmXs3MYroedAUSXS0sFDMfVeq81ehr1QAQxCMeqwd1Y6dV15UdbfO7wRNTFZcYs4VIs9lqLV9SIVtF9pxrj/Sz7bZ8zXKfiIEHVCyLSilwiedQ/QA1SMtL2URgJW5BiNEbqcjNq0ErBfRCR4eERbBcduRoSxKQbf7z2FxOkjKnwVcX7ME9wg88+4R6JTJ7Ea4z7ykllnyY+LU4Ti9BMLAInGP8QGZ9gmhKTcRESAt2FBmGFxMF8K4JnO0FWf5QcDBleYvyeH/sUgK6uz2ojoPEYqkvX/cPXIO7TEG4CtiCEl7zw51lZV1c+7z+/8T0fiuMSJmHGd+0TDIF5QhVAClrPtkEATjCbroVIIpfuhaMYGz8y75ZWhOwCLHI1liaA1XM1EDbAFRVtOzpQCXD1uWeAdFxOpwgqx+bKAEg3rVBNEIBsEgQX2/5FyCw+4ztH1NTiLsc1c1BOSwcB9C24zto4pjvNoBpLXMvVBSmRSmOherw6rJxVI5fcXM5SIeJQg5rcVw6ngU6iptfDiL8ldBWRVeOgYxK4TQLS5WY0XsQyMP7Ytox5yhKN+wUYG4D4HjqyiArRYTwSDccjoukpEfE0j2rUnJ2SGLABinH1EFxFbqUYvQvD+PK9h1WSmwj9dU2cN1ULx13heSTA6vqZKEzFuJ1VPSaGWA9hI5FIOtXWKowgJJ6nuYPITOwFPpOctUFixnzqPjQwaoxQXgm+62JJcz0R3ttmeXFtO63YEmI7cp4npBkfpGggbaiFIrFGHuZBLH/Xhz6aYaO+9nE68xIDrF+rCmQykYR5EbUkVA1goIx65LOtV9sgAPWZFNhXGpyLxWoBcUtw3jYs/qedfkYgpRZrY9Qb0CUXamYBQiS41m2vG+EalrHScLNItRqptosooOLIQY8DsOFGivxyfnPxRfzMqbObUVHZxBwBUtHf87ULKBmYhioSwVjwr09GMo5ZhvMkrZhhp1oQdQt4FAFG+4DAK/KrmihVWFpreOgwujj5BJQSM/fde7rHgNZ076kXgZNjVxyRX4lAUdfPIp5jKEMoJI5GJXq9BEDJpIWX0XPe1+a9o2Q5wK4Y3Y2U4fniQiTkmDEI8kzBjduw9ruF2tjQWAQWhcFSiYumD14pq5e8fcNkJYgaAR2b7szWDoyeIGXmyPneGkuLuba4qfEKoU6BQtOsU2tzTyC789Zco44A8xVqmkSM8fvZeXN8YaTl+iqBXdotLFqqSriA5OEGKmVcwnnuV+AoiDtjVoqLZ2BNBLOibHjm+vwN3PcPAFNvSnyhTEKt3VmJlU3KLU3Mu0+XyVBx9sN/lxlstOPMgMvYDpB1AOxyq82bt6Tz2HJboBDARQaB3iIbipYGvRh11kcl3iqBPZGcQyeKj3JEObEFL1ztnGacIwFFfo1sqgMihECjG9B7ei8xRQCRu0Br4PCk4CIaK+qK0HJ1cwOUMgRUo9Gt6ScBkBvrDlTnlZDYkbpxLxxO0dz+TU8XKUL/BpH0wcdmHgC+YKttQFeY/SnB2I8Sifq84/J4zAlz1Qbh0N7hsxr55/0NSfa5lEycBw2BzokqgX34Obbmkngx+nFsBs0QU0VliaPeBgmLAT046FIrVtAyHgoJpJLEpoHNoY5YMXmYACjHaDOVV7XI8Zqh6DgkrMYtSKDl6I5PaUPiGlWPQXrHbVyBrtkQzhmf49DO0sg8GUrtPVwv58m6BK6FwVwoAHHv4o/2H9fTmRSZ/csi0G9u2oIMXIqJ5LgSWdHMdMzqEn1ygaqFcRYtGypAMUX/ke8ukctP5h0iahkgEGk7z9iVJsaG035KaTXBMdpcED0DLYSiYlxrQrcsgwQGCoVvGmB1IS3MYdHOXMILzgwAiTgikosut1Q/9t0NO7QR6J5T5JaLRZ48BkJ1wBApGV0reQjYwPmNvAMMaBIBgXkOwAQ62em2LYxo6uqG9bppiNKpXEqdVcJjYFCf7j84m4ZBOaAGtDGSbKxbYFaiqoqitZzdpmgsqsr95YISQTmhyBTFS3GROsbYUYfnEFmUGBS7nQfVC20AInSpIRPSWhnkAPaHQX4Jnfp+BVefq9BOYFTE34OEC0gszfMYDCnsEe45nnOCsSoNhIeCTrRZaIfp57lsqjyWQZOw6OZrh5g5ESKeBDTmnuN6HIy+tNirEpvrE+I+fQaRYzQdSIKGTVsIVlVhDBWDriPsWAOqrTAi+zl2+WWudGEyW3BuDHj0F9DF/ZUzUf6kskEekCW9LJrIb3KYGoflwo3IbC13xHN7lhLJekgBGypAfcKP96a41krgtVqsC+XSPf78czE4zcT2Ui6gXM3Fb8TAJuAYBdgO4rZjMTe7zAIYcn4BziAbgU7uok5t/LycSUu5CCS3MutPDmpfNrmcYracxJd9mZRiE4k5FH15rYgs4ATCRnw/RkIAR/FUAJdYGUtg3yF5gLxWEZpCp++EcElgSvjZg9ODoBoc7U87hDq9iCYh1FOg2KxkMdCvm1DiR5AO/0w6UoxX3DefwdLnluh2fCEp8NyqGCKs+q1GQKMU/b2Ve2puM80W8yjiORmKILkIbWx/O0htDIXc1BoLOeKPdWEsrRCNNs4/yOapzejy+umz3YSKSTx7VFOGGPkcSlwSsFkrLzM/FgTxOVVN2rC4S3AX0cEXIPyWPfP+SnxlJBOJuMR1fHws1qON0ut6TWpKSRA8pZiiZRkqI3UNq2yI9RB5DYMSySAE/hXQPC2fGpcriWmf4dGQZDgEnTD5KUK1+ar0sOpWcc3D+bNBAO531kIIXJ5n57wbTvi9T3x8+td//xY+cKLxFtDP4NZNLYj6LGobOq0pwtbedwvsYTgpMi0Aj04J0EoIFINd7Nhiij6NxpMTeTdFS0t0KU6LpBIYgU9jVIiTAKwFM1Q7bAKJCUQCr27DMpZAr1FEltNmA6KcDhhifG5CMg0n1Q/OAc41xBgCBashJCcgS6AzmUnDlVZ5YwIkZGjcIfbab4m+tK5H3D39WChlikAot8Aqy5FBNJFNq3UgLc9kncJ5rfU8i03iFZIDCNre35kGIBTmz9NZmhsn/ZZ5VcLx+XTHyt2d40WQaWECbgrntGiG9gkJjdKNNoZR0nd1Cyqaq8JY+8950N6hVKcXxISpJVx5Eh7nOeafxTGr0HLoenhKrJscPgqs0p+blDhFo0gdEtsuCI4xFYuuOWoFtJExxKPFn+DcfAoooiOGXkdyvQcOH5bCmC2e2sgzLUkI6s01VDpU+pDbu3bdSGTO/Xq29e1tPUf2qOnLRSkWhlWj9YJojzv3/PSNm24mMAQDmpwVBDFugJScQCpwIvXgh++Bax04fBBKjm4OpxAK5MpyERFaDm8BSl1OAqEcVo52lLJextGb6SYnE8j9LgdSR43EHhBJIBKuwpdO/oCIK8FQ/4ycADiThrK4DwA9Codv4d7GC7iFuNyng3tr3Oxge6vgtjym9wE6MbThnahqL2jGEk/xE5BIvT2i4kAedfsqOfiK7rohTWt2Qw6RUY5lPyX2EKhpn6DfBe45D2AzXaHi7DplZ0gacuQ5MhI1/OlRaUOCsQ6AGZUh3aAC+aDaB7YTnFTFej9XgyTBrQ3ckZBIHERm1QNVqhmQ3uNKQAuoDjlfwWAqiCbEpZVKTv6uehJzC9I3NkFUmIc51CPdkbr8NDpKCXhs1pHrAQczGrX+u0X7vAlJEBRxvxQ1/4SSlH7mSeflDw/jr4SqOTwiKA4QAwmAFEbbRQGND6Pb+1yyQQDuMyXHPyCy2hTdNMP3gwjfe+EF6d9vuQMdleAeAmII6JWsxzkkiwG8i+wLYB3/DhBvFM47hqhMJ4iK7Y3o/Py+BMcOTo3qUHB/o8zc5ELfvVzWEtY21p7kGXPrqe4LoFfZ3DMMhoiLusoEcPV9DWhHsSVoFxCwET8A3Byso/6u3u422t1sANrTRQ49BOPQoQMAGYAGEivGi9AG31QhKtbKkxttZmsuOaN+8j42FI2KxZyvhKqOakhwYwmjHRxcsXuRksXq/0beqR6UEacb6TNCoTlHUVwDnM8vUhq0ZPhrZzfht3B7n92NRDWIWn5NY6QIcPSu/cyjiIjIDbGZJ85Ctcp4gCmojOPQxx8NrFV1azeXn5wA6xQ2EVVYCqR2vXRFYt8Aq9vg/Fr9tYyq3llQZQF1BFNiGqCU2xEqK03PEWBEUpbnz80izuMwYWVi7wI9MuuFnhJQic/SEhKQFEe1EeCxDFuGxPx4j/TvBgF4iDMoNZ6cYMMPrOubMFA96YJz0nfuvDsNkYwjosgFoporn5rh6HLFhhJuKqSGicketto6nFrMp59BTEe8NctL8dF+FfP1w08T3hqAxLqLOBbtNMJOoA7joZyb45lAZOs8vDWut0yZBUM7TBWGwBjeC3MHkWciqKYKNy/0YEVpOe9RfO0SNTltiKQQKG0TC43oy4zJyjT67wU+iZ1ehPACMIbwaPCbG4AiyIa4qwqkjcN9BsbR81tB8GyoyyKtxsBOxFnHanWg2OVoAv0btUcaOsXzWSfAXAA3GZHben9fcnyLgIwjvksYjOibICehhJSjVBI5Aqg4hXtVRPI6DXoRVqtEBIE0jdhn1MsQhlbWyTLmUSEJIuDcShjm21AxeJ6jo4dB+CkXl7gLVDUISzOSzRyVfgbam9MAxmKmMwjtnpEKhuIDPDsl3Vi3uQoqFFmaugwlzhL68IAw9+J2iXuXkETcfm0coj5OEdWjC1Mxl86jz1TC0NpMbQClFWFCIsClj7htEICHOIW6fm6+9eZ03oUXUakFtxAWwgsfc1raN4wBCt3czT0a2PkHGI1l0gcMvLiBLAkdfamLohzjGAhH7j0YdgErArUY7ANA5lh8ORBZaGAtqI3FmcVGZw07EP246O2E9pq/bxiyefS6xUgXB0iJmGvpgtO63RgkhHtPQpjMECx1EXNvA+KCk4LYFbibHDg2L5FKgCyGIKvf1xChRVAr31g4xDTfqSkQF8JihqCx8m5mAnahTqAPE5Zraq8I6YaZJjW1wnVjHgBaretKF+rRctmRkXGIhFGBbs4xzb0xOo6ByBCL4H4kx9fIv2jUgIj1XYu4hNVsQ6UTt/+qyfl5Dpt9Rm4FhMA5nbOeouoGorzbkGtw1BNg4FAUNsVo6U5GIi1Tx32QLiR2/DNJqw3pSPtIK5hWwb7QhJtvk3YS1D23OEc24z4gLffYTEZnZzPSk3NIY9pp+bNvGhhVfzziS2ky7P4QkVAbmAcJrXYTU7BV65S4NHI2saHLkmNFyitpt/EK+nJe16NtEICHMIsupEBWZXH2EqwyPN6cTt3SC3KktHvH1rS5vysdODSSRthggpVDhINTsFoSgRbtRyxcO1yjHwTdSbLMKCGuw1TumaKsVoNirqI392gij2CO6C83s2ymj5kqnEobAaKpxTrbAFa5iLHobY2E5QL0bSDKIMk5VhZyJx+5nfq5JcnMXmwSgQTEwnzMOYri+spNeDIM1qg/t+HyGpFBb8Qc54sMNUJo3VB0EWRux1LezLtSh54OsyGmyVkIQ6BIC7GYXeJ5kDZaqYysLtsCQZG4qLLoyzYduUy0ZAtcV1HXYCv7tNCnsK2OLqJHiXCOx+0y9gSCOafqya6HB7TmW0BEpPWzUXrulmz2pQTOYp6mRB85ciQdwlNwxmmnp107T0m333JbuoN9EloYmzkOSjRy3DlyECQNGkfb0OdMPqqR49DaintuCU8Pob0tzE0HCNpehcDxW4kaCBJvRSYNfxrv3KVJqQ1lIcbpcaUu7SgIVNgMOB59q6owdq7RP+AssFyhRrIiEHuMtRhwOXtd2wYBeJDT6WLY5kjPrZUw/JTa0zdv2UPwyZH0lCecRzbZfOpDN+zetT0dGp1KR+A4VZBJcRUmE5ZrF7gGQLmgi3CwdrbnHtixOQJUJkYnIpDFmoCgFYAIsoE4gHKqtSIigiwo6eGrFljlzCaHiKzNbMAhwOtm6wLhFPH1HSnONsGdorYhCK0xS/zXBedzROM8jWcLIEs0ANK966wLaKWhKnruopyIfQ/mOWUJhrvIfdwx2JDZ5jLhwSCzufoDGD3l1GYktsFFc3QcyAyUyXX1kTuNIm4Wl+WA/FOvlToqeYBA1h3QpRZ2F46F0Mu4NIR6XnA/kd4XXgd+AJP4DXa9gEFVaYDsbcaNlLCABEMNBnGzi+8dqBZbKKiibeS8885Ml1z80rRv7950/Q3Xk9WIBMfcjbAHQ9gvZobSwtQInwloQu2rMB+t2Fp2bu1PDd3MCfPeTd9NEN9a90BSxhJBGWaMyc9yfocXvyjNHYPCMRdOBlLFEu/xbCI/F0kElFLmq6g+9NFOkJmz4TXr1TYIwIOcSRdO4DUSz8AXpE8QnPz9WVebRakvNGCbtm/qxUbQjg5I1N4kG08ihtYMZVWMqy+fVxnvbV/Gy2+i7Pepu3ejClApFzFVI5917yzxpa3AvfbmtYQjis4gTlem9dcjcmMY0thnXryIpM1BBFqcg8zAVUsQpQbuazkigZv9MINDN0tQuJ7HCBG+k9JhljczzkDJIApugrluP2YVXGP2FUnNBrTCUBgY4daGS8sxjW8wOUgkzmYqPsf3OsjLwiEA6uMRhciQatwfAYcZAaTpp+Y4nUcmU2krIza/0Wf8QM+eHSJ0nRgs0a+xDflWXAfR1OPi1u0LSjmqCRIfDKca6Wx6DRyveQAz6NwXXXRRvOJHyS9jbEAK++v3vTPd9q9fTaNUdV7gpeGwOkpg0eZO3LxkRCKluI26RWOgekQpkv8hEeNf9vPn9zjGAOX6SieQp3iG/LDMl4DFo0WsANcLS4YLe562gnnGUoPIdOFaVmJYP/SHMOeH3vj7QDPgGrlgEaMP0sI2Q7zs7hwAJDNwC55yKcXAdjYC7ejFiIS34KiBQ+bwI8aBLiyu3E1goA8CjYKz0bcc2nLj/dgWBHk5M4foTwu+LkOAB4AwB157wTxuKFUBx0VnID/cmn4VqRGsOc7ISEmW9rQiWyrOLiIJqGOLDLrK1D0XsDSrizcxLscWiBLImTl2GPq8S3AqCIguDjmUkyKiCrEqAnIwnifPlbOSY/MbGL/GLE+lE/5kAG9ATYBPg7z2xbkSCPvgqMgSkwAie62Es2gxbyBSJhT5fvF3SSICLolMsSSMQVsKUwHtCu+AUkOpwn0golZf3rtnb2xSEhgYN8BLQgfDR/ame/fczqOhizNPrcytLkO3EDN4adPmHogfqhYE2HiOJSQypRYJXCZQzlE8SMyVT1W8PBwtPjDyQOr8q1NppKZE0ufTfWv59E5sR12UYFPdMhdluY+ir4f5vkEA6hMX4uYxk1gH1ZWjHKgYzQcB0OcvIKqb22pY+rTkB/cGUHoHOrENENHHYm2mrHMXhoJpXGP61Y1yqwURoA/7gUv5EuGl73I8AUF846/YAmILQBIXowq7vWPArEYjlUmLkeortr/AR69UnPYakZnjYoIGLF1tdBiEIuLVl3IugISIkQF8jAOCoEfAeXEeJG6xHRqdlxC3PaL9gE64J1+L6+Kefpd4eGWdiDhGniO+xdAlVOgT9C+ue57dLEFAnAVdqM6DiMCVMddG0AWx9AJPro9NCWRJzFcsQz2Kvhhno+NkcAyR54EIYH9BjuGQxkjmChvHQfZgcNs1y41zKzuN99tu/CauUlyRehpAcj0kETMA0jfD9UOtUb2CqIYkx3mNEj/6CJ+91LEYo89d7zvW17WIlzSO54bglCBeEkqfTyrmnOpVMqZjAQmgf8vm1MG+Dwv0w218xHVpGwTgfqYx5hlAEgX8K5zqWlMUngOBagDeLEh/8559WPbdJQiLum4fEN2ItPPP3Jm29QNAcGNdWl3q7e2I71yLhB7UXUv7Uix8U3BvV7ZAYpETHMhAEeMUwUWPAHHG43eBRiICpwo0ZVzLACK68QXRNCAGKCQXEQCCCADIgYz8IoJFsomA6mcwRsOVr4BiutA4GaGpng3w+fI8kSvEdQ54fsCln4uTHAstf/VkvjikOObMxh2jD4E+zzNEJp+WEZ8HiuNMhhF+EtrlV7jUcLHBzSO3AqR2naRNzp9fahA8y6WpnvlIjT47EpEGxilq7H373/89PeUHvz/G5TPMY+A7cOutSEJEJlp/yAnlv67JBtSNHlJyy7j+7CdsEhroZASc5/V5tD5Xvo7hBJELVSA/pIcyUY75YJ11FTnw+u+Sbv8toa604sE59ZyzUL/0fMSlMX/50yP7u0EA7jN/LF8spCsjsiGWM+laxKewto+RpEIaDUiOVbx7MO0fwl+LKE68XpzXCHCC2VTgGU7DBw6n07a1pAvOPYuIwF76UzRHb1d3hCMuokOLuHKMBRbelwjvXRXlAxb43XNyc2xyQb/nz75nzipiAjIin3cKZMT/XUfG+I1jAq2/e00+h+eM/gxJraOjh+Icb+Mxz88vPtZ/jE9xXv50/L95rGvPtT+bIq7903N8d1w2j8d1vHuK43P8oTq1uSL+i8OB5F6tdCCHdk8BC5K4p+EkIcy6OfPJnMTcGkm42KSqlL0HTvIdt9+OW/f8qH6sGjJ0eH+aPXIoE0kkCqUrxXtoSoQ2WzshiCSDk+TFjseoUln8D4rjiPJ9/RRE23UUvx25yM9T++JzHMuLHd99urymwAUEp5NM1K3sOehKEKgYaxGd8Mfe8uwVRx7a+wYBqM9XcLEgwWpZiRJMs1SiBZCmcSMhghm8Yj26cUW1Zs5Ax4evE8BhgogVgCAE6Ob47+AgE5yP4Y9ad98cbkh77h1L5z/23HTKjk2pB2OaAR/q5dmVxs0QI1nyWEyBAVABKARQR+LyghoqtX4LJI2P+XsAREbcOI3TC4AIRPcsoWRVC5zju7qnZ/s9PtnX6nMdS9EZZ8bpnKk/PjgfUOznaGsuXD45/3bM3zzXnsN/AF+bhK24tXMhlDt+EbKG2gJJdKQc8S8qEVQ5SJPz4Qvjn3kBBlL1DVDGHEnNcF5zBIZw/Y3gcpXA6maMLEAs+koTqlYVAoJuv/229OQnPzme//Cde7CnYDUFO5SUomQ4hs8lrjFxSLHcginGQkhwJRCORaKlh0WJIwgY9/M9PnsGah8Py3ef4tjmefVjrjv9qr4ZBzKw+1SkgO74Pe5Xv9rT84wc29eD/35SE4DVE+iCuDPOPlJ9Dx2Ck+DbtYKWQSSxoSTAVJmbTPPTRzGoEcpLhaDO3gGKVwxx3USaJnKrqYSfmKi/UjOZaZ2bCNwgIAfg1v+9Z99+ItzG0hPOOxcDoQi9skjq+gHcLLaLHusLAEBlePm+Glz4XEe6AKRAPIGPs+p9emkBTB4qri4AEVDLx4oxcPKqj1xRNAAaFSVYp+hoR/UTM2B7Xj6Y+/b7qhbPsOp7/ePKeLCpIEm5x5+57rZcLIPtz7DQ33zzLWnz1i2RXVmmfn8zYcTN2F8iAlAXKfYY/fPBkUH+MAoyfzFrUNhyE3YYfPv9m7die6mkw2yTdu/dd6WxkaMResymyNouY6enO2+7PV104WMjHmFo7z4MfPjeRUKIc9QigKA4qT2EKUN+8gTzHR5NJ1Z/UvSXZK1w+Tyr9RVgzfzn/HlkWQKIyfBIyH0hDfgtpCPObIWgbT7jdG7ticXM8XGd2klJADKwsjwssHr0OKWf9tx2C8agcb5hdIH0GyY7R8TeHPH7mM6IhhvDAkyQC8p7ua2HaxHzRw+wzTbUn/3aesqbAExMTCB8CeNNmYQS01l7u1sjQMjQV0N9Bc7M2YsVBHkDc+tIGUCSF7s4ks+UMGRACYnAbpbpiMczYPkuP/Kbpws3glacEX/4xns+o94lXwqu7Plxmh3RMnPOem38UDfm5R7oK87PgG+fAeR+iDv4ft9WH03cqI1zJ7i8gt7tuFRLjHM4eO+BdMt3bopdjs6BaIpcQ6zPDBbxXNnHtOK2NG2OBUFIhu12YiTr6ulIm7p0w/YgrzMaBmi+gCnSu3efkXadcgp+/z2I/beFhKAlv5HIzTF2Gb7z9r3pnLPPYEuxI9k7gsdFA+B8CcMvVr9cYBVCY9YHNKAB/TyhToSUwuA15kWoLhxcSSBcfhAog5VCoFM6QMfzu9JXRj6ICKXjDBlzj0NFfnMQMiF0G7VOskUH8/qsXpj7TuvDOnJSEgBnSuakf/2OW69Pd99yE3vR9cQW3HPo+DXExDGQ/9DdtxKdN0fYaQdcvIX8/YGU3Ka7rSs1tHalDgx7S4sTEetuFd2+vvY0SDBMF5/bAUhj0zP3zBxaNMoIws0BzGVEiKVb+y3GuHrBHXB8X31wLbJGN8f5A+kIdJRg5N1r6OsEzV+MRiualmnvsoLYfrd5kkeL8eSLCkISp5zgj4heNKMHN+PiskJQRPFpcAFRnM+ffNqPp9PPOI20W0JsoESqyUoMM6zR0NA4dpYhRHQILe7WW2+6kXoAXVjnMXOSVaioPbhzWzrrMbvTJtKtDUzScwNGp9POPjtt3rUz3X7zTey3dxsp3WyGQkz3/jtvT/3E/i9iN5CQNxNBWavlugMGQ1kXIQx/IjLrsUCyE/QDSY+X88FcxTKtfkDIb255vorndrWdhgwTfsrkPqRBHtR+dc3mTWgov1ZcuM7vJx0BKIwwM+iGN37jn9P44T2pG46DGofYT+JK3yZ8wFPpppvuJcWzP3Xv6E21jr4QJZsau0B4Q3KRCKbGSABZSo+96PzU20GEGdwoi7EutFyWJQtAYIl5FzECSGIBOSf+e67N9wKxiu/1w36Ntvrc4nO+sjhj9XsgIqd5ZpYI8q8C6AO1NSOJ81dftPpzJg71nh+o2+XfVxMJ58Zip639xvqj6cs54ZDq8ZGlx1zKSSU06r+dqAFd5ANsYWehsyAOe+85mPbuuys97gnfk27fc0fo6PPN1Sii8u0bb0p3kK3ZgcV+91m70/kXXkgoMuvEI1hf4NyLLqRq0kC67cYb0zwZjlWMh7d/699ZK9cO4sbj+dIOoL7fTvBUcG/GIac3riO8CTHLdBpTA6EKtclrPY+RI+8raxbbf3l/nkpFIqSA/H1lFiUNRj6oJpi5KREo4ENCUKyht4tb5ksf1t//H6DuJ9cYHq5oAAAAAElFTkSuQmCC", "text/plain": [ "" ] }, "execution_count": 155, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img = Image.open(url)\n", "keypoints = utils.get_keypoints(results[0])\n", "keypoints = list(keypoints.values())\n", "\n", "draw = ImageDraw.Draw(img)\n", "\n", "\n", "font_size = max(round(sum(img.size) / 2 * 0.035), 12)\n", "font = ImageFont.truetype(\"DejaVuSerif.ttf\", font_size)\n", "\n", "color = (0, 255, 0)\n", "lw = max(round(sum(img.size) / 2 * 0.005), 2)\n", "lw_poly = int(round(0.75*lw))\n", "r = max(round(sum(img.size) / 2 * 0.0132), 8)\n", "r_arc = r*2\n", "text_margin = r\n", "\n", "# draw skeleton\n", "for i, sk in enumerate(skeleton):\n", " if keypoints[sk[0]] and keypoints[sk[1]]:\n", " draw.line([keypoints[sk[0]], keypoints[sk[1]]], fill=color, width=lw)\n", " # draw rectangle polygons around keypoints\n", " poly1 = [keypoints[sk[0]][0] - r, keypoints[sk[0]][1] - r, keypoints[sk[0]][0] + r, keypoints[sk[0]][1] + r]\n", " poly1 = [(poly1[0], poly1[1]), (poly1[0], poly1[3]), (poly1[2], poly1[3]), (poly1[2], poly1[1])]\n", " draw.polygon(poly1, outline=color, width=lw_poly)\n", " poly2 = [keypoints[sk[1]][0] - r, keypoints[sk[1]][1] - r, keypoints[sk[1]][0] + r, keypoints[sk[1]][1] + r]\n", " poly2 = [(poly2[0], poly2[1]), (poly2[0], poly2[3]), (poly2[2], poly2[3]), (poly2[2], poly2[1])]\n", " draw.polygon(poly2, outline=color, width=lw_poly)\n", "\n", "# draw angles\n", "keypoints = utils.get_keypoints(results[0])\n", "\n", "ear, eye = None, None\n", "is_left = None\n", "if keypoints[\"left_ear\"] and keypoints[\"left_eye\"]:\n", " ear = keypoints[\"left_ear\"]\n", " eye = keypoints[\"left_eye\"]\n", " is_left = True\n", "elif keypoints[\"right_ear\"] and keypoints[\"right_eye\"]:\n", " ear = keypoints[\"right_ear\"]\n", " eye = keypoints[\"right_eye\"]\n", " is_left = False\n", "\n", "# draw extended left and right eye lines\n", "if ear and eye:\n", " left_new_point = utils.extend_line(ear, eye, 3)\n", " l1 = [ear, left_new_point]\n", " draw.line(l1, fill='red', width=lw)\n", " # draw a horizontal line from ear forwards\n", " ear = np.array(ear)\n", " l1 = np.array(l1)\n", " l1_vector = l1[1] - l1[0]\n", " x_s = np.sign(l1_vector)[0]\n", " length_l1 = np.linalg.norm(l1_vector)\n", " p2 = ear + np.array([length_l1*x_s, 0])\n", " ear = tuple(ear.tolist())\n", " l = [ear, tuple(p2.tolist())]\n", " # draw.line(l, fill='gray', width=lw//2)\n", " # draw angle\n", " angle = utils.calculate_angle_to_horizontal(l1_vector)\n", " txt = f'{angle:.0f}°'\n", " txt_w, txt_h = font.getbbox(txt)[2:]\n", " if is_left:\n", " text_coords = (ear[0] - txt_w - text_margin, ear[1] - txt_h - text_margin)\n", " else:\n", " text_coords = (ear[0] + text_margin, ear[1] - txt_h - text_margin)\n", " draw.text(text_coords, txt, fill='red', font=font)\n", "\n", "# draw elbow angles\n", "left_elbow_angle, right_elbow_angle = utils.get_elbow_angles(keypoints)\n", "if left_elbow_angle and is_left is not False:\n", " txt = f'{left_elbow_angle:.0f}°'\n", " txt_w, txt_h = font.getbbox(txt)[2:]\n", " # adjust upwards and leftwards\n", " text_coords = (keypoints['left_elbow'][0] - txt_w - text_margin, keypoints['left_elbow'][1] - txt_h - text_margin)\n", " draw.text(text_coords, txt, fill='red', font=font)\n", " # draw polyline for left arm\n", " # draw.line([keypoints['left_shoulder'], keypoints['left_elbow'], keypoints['left_wrist']], fill='blue', width=lw)\n", "if right_elbow_angle and is_left is not True:\n", " txt = f'{right_elbow_angle:.0f}°'\n", " txt_w, txt_h = font.getbbox(txt)[2:]\n", " text_coords = (keypoints['right_elbow'][0] + text_margin, keypoints['right_elbow'][1] - txt_h - text_margin)\n", " draw.text(text_coords, txt, fill='red', font=font)\n", " # draw polyline for right arm\n", " # draw.line([keypoints['right_shoulder'], keypoints['right_elbow'], keypoints['right_wrist']], fill='blue', width=lw)\n", "\n", "img" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 2 }