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|
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 06: Face pose dlib/MTCNN"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import os\n",
"import os.path as osp\n",
"from os.path import join\n",
"from glob import glob\n",
"import random\n",
"\n",
"import cv2 as cv\n",
"import numpy as np\n",
"from PIL import Image, ImageDraw\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import math\n",
"import dlib\n",
"from mtcnn.mtcnn import MTCNN\n",
"\n",
"%reload_ext autoreload\n",
"%autoreload 2\n",
"\n",
"import sys\n",
"sys.path.append('/work/megapixels_dev/megapixels/')\n",
"from app.settings import app_cfg as cfg\n",
"from app.utils import im_utils\n",
"from app.models.bbox import BBox"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"def detect_faces_dlib(im,pyramids=0):\n",
" rects = detector_dlib(im, pyramids)\n",
" faces = [ (r.left(),r.top(),r.right(),r.bottom()) for r in rects] #x1,y1,x2,y2\n",
" return faces"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"def detect_faces_mtcnn(im):\n",
" dets = detector_mtcnn.detect_faces(im)\n",
" rois = []\n",
" dim = im.shape[:2][::-1]\n",
" for det in dets:\n",
" rect = det['box']\n",
" keypoints = det['keypoints'] # not using here. see 'face_landmarks.py'\n",
" bbox = BBox.from_xywh_dim(*rect, dim)\n",
" rois.append({'bbox':bbox, 'landmarks': keypoints})\n",
" return rois"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From /home/adam/anaconda3/envs/vframe/lib/python3.5/site-packages/mtcnn/layer_factory.py:211: calling reduce_max (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"keep_dims is deprecated, use keepdims instead\n",
"WARNING:tensorflow:From /home/adam/anaconda3/envs/vframe/lib/python3.5/site-packages/mtcnn/layer_factory.py:213: calling reduce_sum (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"keep_dims is deprecated, use keepdims instead\n"
]
}
],
"source": [
"# init mtcnn\n",
"detector_mtcnn = MTCNN()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"# init dlib\n",
"dlib_predictor_path = osp.join(cfg.DIR_MODELS_DLIB_68PT)\n",
"predictor = dlib.shape_predictor(dlib_predictor_path)\n",
"detector_dlib = dlib.get_frontal_face_detector()"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"# get image files\n",
"dir_im = '/data_store/datasets/people/lfw/images/'\n",
"fp_ims = glob(join(dir_im, '**/*.jpg'),recursive=True)"
]
},
{
"cell_type": "code",
"execution_count": 106,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/data_store/datasets/people/lfw/images/Calista_Flockhart/Calista_Flockhart_0005.jpg\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fp_im = np.random.choice(fp_ims)\n",
"im = cv.imread(fp_im)\n",
"plt.imshow(im)\n",
"print(fp_im)"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f43a87d1e80>"
]
},
"execution_count": 107,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"im_gray = cv2.cvtColor(im, cv2.COLOR_BGR2GRAY)\n",
"plt.imshow(im_gray, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 108,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 1 face(s)\n"
]
}
],
"source": [
"# Draw high-confidence faces\n",
"faces_dlib = detect_faces_dlib(im,pyramids=0)\n",
"print(\"Found {} face(s)\".format(len(faces)))"
]
},
{
"cell_type": "code",
"execution_count": 109,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Found 1 face(s)\n"
]
}
],
"source": [
"dets_mtcnn = detect_faces_mtcnn(im)\n",
"print(\"Found {} face(s)\".format(len(dets_mtcc)))"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f43a878ae10>"
]
},
"execution_count": 110,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Draw faces dlib\n",
"dst = im.copy()\n",
"for face in faces_dlib:\n",
" x1,y1,x2,y2 = face\n",
" cv2.rectangle(dst,(x1,y1),(x2,y2),(0,255,0),6)\n",
"\n",
"title='dlib detect: {} detections'.format(len(faces))\n",
"plt.imshow(dst)"
]
},
{
"cell_type": "code",
"execution_count": 111,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f43a87442e8>"
]
},
"execution_count": 111,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Draw faces mtcnn\n",
"dst = im.copy()\n",
"dim = im.shape[:2][::-1]\n",
"for det in dets_mtcnn:\n",
" bbox = det['bbox'].to_dim(dim)\n",
" cv2.rectangle(dst,bbox.pt_tl, bbox.pt_br, (0,255,0),3)\n",
"plt.imshow(dst)"
]
},
{
"cell_type": "code",
"execution_count": 112,
"metadata": {},
"outputs": [],
"source": [
"# Copied from https://www.learnopencv.com/head-pose-estimation-using-opencv-and-dlib/\n",
"def get_pose_dlib(img, pose_points):\n",
" size = img.shape\n",
" # Camera internals\n",
" focal_length = size[1]\n",
" center = (size[1]/2, size[0]/2)\n",
" camera_matrix = np.array(\n",
" [[focal_length, 0, center[0]],\n",
" [0, focal_length, center[1]],\n",
" [0, 1, 1]], dtype = \"double\"\n",
" )\n",
"\n",
" dist_coeffs = np.zeros((4,1)) # Assuming no lens distortion\n",
" (success, rot_vec, tran_vec) = cv2.solvePnP(\n",
" model_points, pose_points, \n",
" camera_matrix, dist_coeffs, \n",
" flags=cv2.SOLVEPNP_ITERATIVE)\n",
"\n",
" # Project a 3D point (0, 0, 1000.0) onto the image plane.\n",
" # We use this to draw a line sticking out of the nose\n",
" return (success, rot_vec, tran_vec,camera_matrix)"
]
},
{
"cell_type": "code",
"execution_count": 113,
"metadata": {},
"outputs": [],
"source": [
"regions = {\n",
" \"outside_mouth\": {\n",
" \"points\": list(range(49, 60+1)),\n",
" \"closed\": True\n",
" },\n",
" \"inside_mouth\": {\n",
" \"points\": list(range(61, 68)),\n",
" \"closed\": True\n",
" },\n",
" \"brow_left\": {\n",
" \"points\": list(range(18, 22+1)),\n",
" \"closed\": False\n",
" },\n",
" \"brow_right\": {\n",
" \"points\": list(range(23, 27+1)),\n",
" \"closed\": False\n",
" },\n",
" \"eye_right\": {\n",
" \"points\": list(range(37, 42+1)),\n",
" \"closed\": True\n",
" },\n",
" \"eye_left\": {\n",
" \"points\": list(range(43, 48+1)),\n",
" \"closed\": True\n",
" },\n",
" \"nose_bottom\": {\n",
" \"points\": list(range(31,36+1)),\n",
" \"closed\": True\n",
" },\n",
" \"nose_bridge\": {\n",
" \"points\": list(range(28,31+1)),\n",
" \"closed\": False\n",
" },\n",
" \"jaw\": {\n",
" \"points\": list(range(1, 17+1)),\n",
" \"closed\": False\n",
" }\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 114,
"metadata": {},
"outputs": [],
"source": [
"roi = faces[0] #biggest face\n",
"# Convert back to dlib.rectangle for predictor\n",
"roi_dlib = dlib.rectangle(face[0],face[1],face[2],face[3])\n",
"landmarks = [[p.x, p.y] for p in predictor(im_gray, roi_dlib).parts()]"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f43a86fb748>"
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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RcOgyrryo2d7DESzQhYZDD3USDwiSkxEuuQJBmL+VgFpNG7ZBt+uvSeyqZkMvavxDVcFaCtZtw+my4vG04uF8wsPphMfHx71jkztMgRkJwAWAJMYGRYYCtYI5GVHMG1K1iZmpCwom8/JMsl8IbaESUMIfQgyZxCS+bFvrz3F8oYrkcLnWinK+2CIWU1NGocogpMQgTsjuvyEuOIR6GzTUQiIkGLpovhlX5CmAwXNzv6hYgcAuH+Mk2J7pBZRwXV4iKdURhOhezTCuLD/5/fh9qLPtGQZV6VOVVyMsQjeNbg5dkx1xhCAXMauExQqwufymjJkyOE/mdr0sOBxvcby9weHmFtNyQMoziCeAGMV3PdQVUkxYZCa3oACqAp66SxLUfAfCzFlFoeQTz/VkpWKTIFmXCqGbUNVIQCLb7UYUwSQNHjNs0sckljA9VkCqtp20wiD/6XTG6XLG4+MjHh4fcP9gr8vlhPPlsvPaND0uWx0bg9UQQLhMK6u7D5uwSMwGzdkmcGaGDgtNvWGqis29C8OBqrrwDRUtxi+uExcGXKotzFJQ1xUAkL3X2clEqeatCW8TgbDkyerw+0f/FdMHmoUlNhpShVZp6AyB8tR9M6p8UMcfHeVCLQnV40ML+Ll3YK+GXCORGrEwGubiTmryIISaYJGOloC+fkYU9KnKqxEW44Opds85TqlDsuF7BZCyMfVLnoA8Y5omzE5mLocZ8zy75cIYhh37rUbJlXU1mJcZEyd39CIkJGTV5uwV7tmBPEXZkIEWCLo5EcmhdWutuWEbajGUIaTtPaB8rRWkdTcx265Yqe2ksTgqBJfLhst5Mzfp06UhitP5jHVdUUR29VQmMBmrTioGeat2d/MQlOTxB2ou4OYxb4tu3IXJuZPLWho5qWpCLbl6Mue822nVF66oQos9r5QC2Urz9CTnByAClGK2E1WI75wmNHp97MiM2VTFhEBj/twiIO+L5IuIiZDYfDdQpTt5UZfx41z7wXu0k9OhmjxH3u/uEYhV98KCh++v0QZJBOBVhAt8FRP2qgB/YprzVQgLQnf3Bgz6BaJKHL/wDmKDpKAESgnLYcbx5gBNZt2YlhlpSuDMoEQQCC5lhTKQfNHFDl1KQVnPNijJFsg0mQBKQf45vAiYLdXVB4EReKoADQFIyQLY2q6qsfsYiZqQICTIlKGsjbsAbEFutTpp2E1sZiAIa4EhoU0qHh4f8Xg+49HVj4eHB6zbxYKvfNEKTKhSShBXk1QExMEhOJlaq7lLJ1t8qwsHbKaCTSDIujUzZux6IoLVLRghLBygIBGh1s3J0a7WQN2JyzkViCA5P1XLauirFEgpRngS+e5P7rTUFzxc/SAiCHcSs8L6stbq/V1MeCqbTdtRS0VFi8iivbOXkrnQA+hRu/47EyDyBCUApsZsYkim6lO1I2FfPKTFCFTsf1/8mq1WMx8P9QiMXCZHXoZ0ySxyAmjEGjXJ+uIS/KjyKoQFcOWees0MX0llZlM/8mToYZ5nj3dISBMjTwxlRYVFfp7PZ3OpJkZRaXp8vRYWKWEubLEPNSwFw8CJO0Upoah47IItbLDtoIm3wRchrv2wO2+Lkhy8F3Ugy2S3GKtPIsH9w4MJi8sZp9MJmwuKrVaPsHRmPLGbOd1c4FGmZUBsldQIltoCDkxYVCcDRYFaQAoUor1a4eNHO0TiMHgrptIokEHIYIBdMKaEpIpNBJsTm5kZmhJQzDISFgFCdx2REF7cLWPxro5oBMCcxDxJS8WFyMar7GE/qUKZO8dE3QryQZ0/6iBEDOTVhPYKKSwvL1cVhYieqHoxj3aqxpX6I8DQCLuvKD8RSj+1vBphcQ3VxhKLqzqrD/dZCIvGNE3AZBGQ5pJtC29dV2itWC+npo4YjJcWQr6eLxbSntmjKe2dMjf321jQ8aqqqGrSXtQ4CHCETScA/GQwXzKRAdhB+LjOJo7tHmJkSWPxVRVrXXH/8IDzuuK0nnHeVlwuF1yKmSwtDqJ7YlJKLtS4twkjoWwTmtrk3r/MrFmbuXQU7imlThaSOQSx+sIWU0my+mfULQc8zciczKWdtsGyodBaQQCym7ZTSpjYA/tqtev9+dSFRiUXhO68paqYRKC5gi7J0AXMlLzVurPwRJ/DOSVcwf6ryfriPA5HMbxAMO42ivbZUHW7Rc+Foj5HIkjyWq3bVzLMsw8Jux9RXoWwIBipBzVvv1FH45xtR/EJQAAmzzOR5wR4OLL44Muq5uknJ9txVM2jEftFudWKUjdsl0tzmEopmdDIGcuyGNfh0ZTBWRjCEGiYTtkdgcK/wkPFx2J8Rh/kxn8Mr82tBuPuUQbEAQlXcCfz6oqLh3EXrR0xqTlG0ZRNt3cBIW5SDG5FB7gdJs3tsrXPMmyzYjWSmWGesgyBVCMmW16FsJKICTb1xQgRcDWu5dH5jlj4zIzjYibcm+mAA5mH6+VyQVk3uzczMltCoqQEeD6RKWczJcbzRTBhciEh3dM0K0FSwnTIva9LwVoKigouVXCWCoKZ52N5Nb+fq5gQN1a5WXPgz6ibhonMmlRpEP7o3z0nLHabxPUiVzWVLH78LEqNOq8+Z4bZhX56eRXCYixjZ12TfTvI6fA3dFOzjkgTKi1xiHMTpg9L8wEwYqiglII8CAsL9spNh29oJK7zdhFbqDUlH1hWsAfykCOLMKUC5iQTzxHCoZRiRGQp5go+CLO4j3WENMtDwNStGoFpnpouVOK6HB6proZ0ROwoaJiw4o5FTpiBtE18hiECApAUmNQmIxMPagGBqnQBuG3GN1QLJLtc1qZCkWoTFikl0K3lEkmeQuA4zcggrMSNeLbwcQW50Cbppt0xSQ3UiFMdfC+aRQFAJkv2UwIBJfPhmKpAziezpLgU2MWPXC/caxV5mKMxf0fVCb3ajhaukMFoWWHm1v7x2XB13Y4ruRIW6gjrU4anA69EWISrcHRADGQaBEQzd+XUOmOtBXXzQCkPmBpRyVYrxBciaQ/zNqtGDFxE7PlgSjIScyNQ6e7loX6klJCyBZ6ZsLAu5DybGsR5WJzcdMkKTxBTBZsUXDx3w/lyRikFl8ulLbg22cE9N4E7j4WVqMpmdar2XTBQhJB578V32gVFgiOJ2MkcNSkqEtRRhIeVqKsPAJISZoV5czpBaQ5ECiliJuhSgFKArYDCArF59KkY8gEsy1dlBoNR1oKJPX3APOM4HzCnCY9VTYAWQaIEYmq7phZx920P8ELndpoZVTtCC8FpVi4Aykjh2k7muRrz0IS9cxkqvZ8wCALr0rbQx/LE0T8W+DPcA18LHhcw1+qq9h8MG8CAMABQhOd/coNpL69DWGiPkQiPOzN/uTQNrzyPn9bEKADKtpmJzuF/CInii67t2KXsoJkOvuWhz1Psdj5IwY+MZFjy9i2Hg6WJm8zLUFWR50MTFkFuhbCwyFDjUGKiRPuijYEsAiqXAWHE4o0FCg/+Wp3sFJst3ncKienVtjZtHontuRHC0RYyiVmk2F3f3JLaEMbMCbOoqyUuY50g3LYCKvZiRxTJidKZEwBCHVRM+EJeT2dgK6jMUGf7j54u4BFA3UrbYcObVAG7Xza0oGzWnW7a1sZ7MMxzNsa9eUy6L4nNK8ZM5qQGBVaYs5jA0h1cL70POVw9JygauhlUjc4T9fpG1aTN0+dQDVHj0VqcFBNIW4TLvo2fkLd4FcICQHOxjRRq5IOp6CYlhU3gIg43iQ3ubttOWJiHZHVvSYXQGCVJbprlHoadjH8g9ryGZA5AMbl6AFlCmiYsy4SUZ+R5RppmGzhXYzjPjbOwxa6YSXG5mLUiuHpmoNYNqhW1bv6qTaBEfEno3uKIIkx4AouzAPrOYzkuAHXnqzGeJuph+yEUvugVAFk4fNlWUKlGUrrJL4Ewp4RUzJqU1TgBiEBLbbwAI7ngZggSNLI5ZaBuGzbdLHLWuZeiFUmAUn0slLByRoarhJQwp8mJVUVdi7n8A84jmfcr6uCHIK4WEZscUHfYEpNwPdUiQZmaw98hZbCGqhcbirmQq3YV2LwiIyRgIOSHBfkcKdqIytZO6SoGgKZCULeGhDAI3sq4MO1qJdOTQLeI+zeOy5DXtdr0U8rrEBYEW+xETafG0JkKGEsdkBMWNCYqoFqHYC6v7loquzRObKG8I8OePSekCQxqPvgTG9LIg9BIHtx0OB6RpgnTfGjoIpL7cp79kZwY1YqqBYqCy5qwbYY2zARbm8u58Sf2t1RzhBIQ1F2nWS0Klt1WF9YOcU6Eqcc0vFTMOiHIGILhHDkwEWZK5o/inAXB1JDZ0cQEWKzOZogoJrbG53oloELXZjYhwsHpOFKjLlSDx9ncrTkWy7gbh/9E5AmNsuMn4qXmUQoxB7AIqgqkwepOdATMKYEGtEnVUjVWX6wxk0aSMqwUY9l5etLzguO5Mv6uqTsYeDq76cvXA91UC89KptGW3zpk0VUNoZ7MZpScCjcFEmFzzcziMAThYqfcw8dVDWISuKWAC4Qwp8ksH9OEeTZkEFmzw0Px4EghyLdg21OeMR8XpGnCvCxmtiULyso5g90pS7V7XW5yQakJJwaYFJAClQKtG6RukLKirGfUqpCy2rVwjsWZbBGCakVETZjqkQ2COhyNBTa6WUdpENkXMKnB+LBqEIDDNEO4mvBQQGsFq4JFwVVs4yoF9bKilmKkKJHFuYkhOnbN0RyxCKieB4LYhKoLwQpFHtQ+FUF1layVxA2+N/VCxJ53WMTNGWpQNwJFBMm9830J9YWsjVMKDsAc5woDK5F5fsKsS6FyhQALpAvsl6NctelJGYVftGlAFiN5P6qOyrw3nwC7KNh2bw0Pzo+Javlh5XUICyKQJ4KhxI2oCwY8UIYy7YxApv+7HT9n5JSQ3D8i5/5oqnXQWzNyMt+MZVlwc1h6Rij47kiEOXELpuq5KpKZbKfFTbcz0jxZndliU9hzTay1oK4CRcGGglpXrOsJ5/N7nE73OJ08huN8cpPhY7fgWKf0v6VPLICa1cM8t9lcuN3MC2+v9odv/cAKsFTMakTfBPda9czXJAraSr+nR6xqFWiteNyKTUbpi0dgOS+eH9bgCRLSlIzXuRq/nf9KUZxPK7a1th3V1rqTjMRIKQM5XPj7M5r6yU0oEZlVipRAJC3fKWppKgU70pRVkZiQEmHhDE3d6e67erbwfxGQuhAEoTzDKYxpFkbr19hGDP/uZ7n0vhrn9054jHXjysJC3a9ix4EMRPanKK9CWBCRnSkRUp/I9FKXrCEoBEZ6hiONoNv6w/SZ8mCaa53dU+0RkWXGyrnlvDBkYVGlJiyAQzKuIg/IoqpzE5k93+aEPM2gbGnx2R2fFOZaXlTNPbtaturLesL58ojT+QHnyyMu6xlbuaBUyxA12trDgqFkf9h3DFUnIEMfdfNuM/OyCYyIuFTt8RwUXIQqMsgJTCM1ExHOpxPKxQK6LPiqQoq5n0MEEsICXV0TEVR+OaAq+ndMNwh01WO8rp/JAkN8Aw/VCL3kTnOD6zPrPpp0/Ps5QjLcokcVh9hQKOdsCBaMzMADM4oOaM1RhSGkD5cXBUX/gasze7XjugRBGt9dx4+M1xpAirwXwVl8GoHxOoQFEyZXB4y4w1735h67b2c9dIka/ghC6lmzBrWByHmhiKykdghRHNISkzAlW4DswV05G6qYEnvgEmMTuCoSLzush5IhIk4MqWoOVHVF2c7Ytgsu6yNOj/d4fHiP0+M9To/3OJ9OuHhkqPkk2CIxtr4TkoDY7ggYfwEg0qiFJceykHv6OxcWI5Emzv6bkLFJNPpRMMwkq8X8JIDOb6hzEaOnY+jEQN/lrnXqmMS7nKSDKtGsQ8OEDzd8VUXKuceSDHU261UIC2+jElnejoEgpGF+xP0hZJGaFAcW+YMkRo68qp6hiBSYIh8GSUvEMwqjscSnYWl6tgwCpAuLp+XaSuI+i/s68FQMtFylTH1D8et/qsx4HcKCbMdW36E6vOpCw5aNEZu1kZwROVlRq02sLTgPmBuyM0bG/hMByqiublQ1e7xZBYzsihiHcTdkFxaLm1iJzXqS2ZyDbAe0W4lazMnlcsb5fMJpPePx8ojHx/46nU44e2QoEbUMUQDcLOam43DV5m9bAAAgAElEQVS3UnEeA5ZOkQRABtieSRJajsoW/aoR0KWNg2CK+AwXjEDL5yju7MTjmIDa7g4RpMgT6hxAtJevJvboJ7CD0leeq2sIpimbkxWTeWlC7e8In4/F6eiJovWuakSG81rMcBxjNqoqzSGq7cqu8nmgGqvCFTBwymAGRAkzZSABAjZPWX92ekkYXJeP+d3AX+zUK+8/Gdf7SHo+U7fygMwVXVh8AnDxKoSFEkE8lDlCeqWaC7OikzXVWAVsNruduDLeAiXOhbDOykTultxRRrV0ShAhbARoJaRaYao/YVLPk8EMgVtAOJvHIhGIExSMnCckTn6wjxOCk5nbalmhtaDWDaWs2NYTynbBdr5gPVnAlwV9DbEQIj0Tkqp5RLYxVucobLQrwRPhFkwJIFYsiSGetp8TQ0mQ2JBCLLTgXyZiLDRZm6st/LARkgCH6dB3fw5rgvuG+Hi0owpCKOTnA+WICFIqynAEYRxzaOPej11UtpwfnAkoBXkyfwtm7uoKEYoSslob2KLKoKioSliLBdrFRpFSmCMNDUQIeKA5ETuuMY5vkApsWoDNzkdJPGHJCVNOqIlw2c5A3QAhbGRh/uJzZ8QHKgNiARq/M6olPri7RfycVacOP2hIaSckFBA/tsLnvnmjasvV8anK6xAWQDtdSh1uFYo5rK3DilsXLMmKe3gqQCogqagVABMKFJNKS7Ibu21mhqqdZJWCGEoJkySUagz4TIyJCZPzFwAwaUJKE8jT+l0vCKBDUykF63bGdjnh8fEeD6dH3J8e8P79ezw+Pj45mi923dCD428Kx6AR3btOCjbBZSeDWSj+6KjTJiYR4EgigTDDnmsm+w2YzfHI+zylZKbbAQHE8QSkdigSkaMp6t6wlLL5Ylw5tqkq7k8nU2+eERaULFI4iFJTFT2xsU98M6W7yTVM3H7uazvUqHR3fBsyafdv/Xt1slioQoQeoKhKdtQDmxGUIOY/AgZDUSgjs6G9pIoNnQcKy93Hmkt3ZZhL4/Vtwwj0d11/WAuT+ZWA3aUuRXySqyGfiON8HcJC1T3oTKdUNRt5ePyF2WyrFQJz7EGku4ssUgJQtlOxkCyRjbqaEMRYJnZoW0zX32zRTuFPQYqF7W9dKkqeUARYsuW0mSbT+pPryMkXJmCWg6qKy+WCx/MZD6cTHh4e8O7+Pb67f4fffPcd3j3c43K57OJAeqp5NL3U0vYZo25IsrssxzkpFFnJg4NJ5NHn5kyUfNciInPbJjIVhCwXFSks8MsGwFSL0mNWxAVavBIRtFRT7SZu6lMpBZP/205ls4UezxcColYLFQ9hYSjSc1yo7gQnAKzrilTrzhSckgVdpxRowQ4EjldTd6r3HWtD4ddJZEJgxEIKTmsnbAGwpHagsuUmTa4Oih8W3VW22NSqds/PDwoPV5HHxVxUwGSqXVPHr97bddZwVwVhFkSYJdE+oN++QDJR4N3a7eshLEa2unokY7O1owLaIdY1sTnqrdcS27gM+36epk5k+qAvc8LXd2+xTBPmPOEw2xmds4fFH+pN89HIOUO2bgYMBPHd+3f4i9/8Gt+9N2Hx7uEep9MJq6fxu+a8iYa4AOdkmFKzrROZKVliIkx7YWHCxBLXzBqHHhO4WkaorH540FZRywVSKmSrO5Tz+PjYdv2wMjGRRdcCyEtu/bpj44uiomCrwJbKbueWagu6lH6v0M1n9FQCYxAdAHy3MyN3chOccXv7tuVTbeNPhJwmFC0e1m+8RJsPwSeartpelmKxtvqF1M6wTXD1aIMWW3RTYiBc6tUtS4MCEjEqGEjb0efhieAIXgdPrTY6/MYQt6noo1oC30CILapZBwFBKU5vwychN4FXIiwUikspjVyruo8cHMmxltMBhi7gYcDXmZJHgQFgJ3hGYbE6qogcnBmEdZ6RiTG7gDjNM+ZsZ4wsy4JKhLlWVILlSyCYbi7V1I6He9zf3+Ph4aGpHiOaCI7ipV3HJncPErJj//ZCcDwfwx/MUIgqEjFmtZRuxGSRmoBxIduGerHco2XryEHEfCkU2EWGjtaMMMG2QKihzxsKwX73brEuV6rXCLtH4dIfp9cRxXI6KO7v7y3X6jS1NnJOT1WMYfybNcnre2luRF/G9YlyF+yOhrj2dsfuL0RDTI4hQKAToaNKtCMmhzEUAmyrwG4zCV4EvpkFGow5ATL1GESIhEdg+u08kUzUUsZzG6suLOhqAoRfvoSp0aMx9cpEd80pRFEii0L1yVKZsQ56eIIdJZhcAEVE5DJNmOZkwkIFh8MBq1Qs02Rqkgd/fff+Pd6/f493797h3f093j884PFyxvmyYXO4bO3znS7e3RoZJBb5xIllahuGm0X9FROFjLhpEaMZPVoU7lAUZKeuFdt5hWxD3kznOJmyJ6+xXJ1M4YLUrSTA3u5vKkdpAqGNE3VEOKoe4+FOE0/t95tWgPpiTr4rkgcJNoTIhFoYUPaUd7GBoPEYFuZhCCHmQljS1AIrOpQngiUX8jXGFHF69rV0zixpMuctspiZ4FrCSS7qpFAjtKOOHbptfJL9HflFRkTSVFP0fmbmpuKoN1DbbX0ugJoQ+ZDr/48pr0JYqJNn8XdPpiLxAzQzV+iaiJOv3ZRHXWcdnVXG91BL4hAdJkaNjvXfrJ685R06FD94+r48MZbjEZqSZVtSxebCAj7pRxNpmEfXdX2Sr2KE0PHc48Qai02E/gwSeqrvjMmNiRMZP8GezQpqHI6WCpRiByVXhWx9l/c7WN7Loa8aeTnA6et+DDJz27p/RHuH7hAHgOZiv/iJ9STUOY0rPiHQYs4ZyYVLJF5eC4YjHSLNYGnp8kek0HgM7aTniC6ekIojjySCslkmU8oJktJOSNoFFtLeBEAakO0wtsNA9/crZDgu/kAP4/xtJHA81/AMDWEoAA+SI/wWCgsoWgSjqnanFtVmIeBhQVpQUMA5abkbrK49H9CcfojajmwTXyGwTNbBNLMCxMB6PkNKaQvikiyb1uEwYy4bhIDL5YJjLZaWnuzabdvwnXMWj+czHs9nnNYLLttmxOzgsdgWapV+xkPsIN4eIyfJndII7YQL30GyusogfqAO3MpTBRCPzFwtGxg2E67Vc0Sohrg1PgQwlDYK7TFrFwCLgwFwczg0d3o7B3XCWgRVC4p0pEQElE1AZKrCMi+4ubnBwa8nNUL4dDohuylcVVE9k9UYwEdqp5RNywEHdBL1crmYhUnNPBtjFn2sHkrPV4kyr4XS+FkI0pSSnWDvYfAoxdQQoJ3epugJl61TjVgN4f4E5YbfSvz+aux9Zj9R07I7h73Ef/Q60dbCj7LMfKC8DmGBnl8ydMBIc67ocBpiCVViqdMzu0X8e+xowPVrUYC6QxGw38XtnE+LTIxJFBMQzFjrisVP2FoPKy5ls2TBXk8pZedwFfD7ejcb7z3CzvbuEDZgLrtQIBhcDe4gkZFeGWxxHg6NScxPRUttWbJ1q+YCXuvOAmA7oFs3hjMrRrIxkEQIiFiksZAf/Xk396e45gXCtf7m5ga3t7c4HA6G8JzYjOtCAEQEakQFx3fG1az46puvAKAJtlIKahmR0lMeYnz/ELq4Rqal2ARM6t6xAk/Sq01VqurRwX4NX7XhSfnE6sGT6jXu/VuILEzF2Mw85RNVSm2nZTd8LtJQB0HRMho3AYKmsjSpHpNg1ONG3fBq4ILgW8NvYvwyWcDa+4eHBqfDVBjQ9XQ6Ybtc2uIpToCGGZOxX+zkgmGTHkUZwkraok7gMIzEziGMSQgTjFeZYIcCsZovyun+3vI2FlOrtIinqEtmXgbch8OyoMc4SBBsKbdkP8zceAYiwsO793i8nN10aGePQvZZvmIR/upXv8LN4YDj8dhISRsyQTmvgACJEqY8N55kysUyjqkCVbGtpVkxki+Em5sbs6gsGZyA0wPhdDo1C9EohBX7hMhP+ICUmtt48dyhHQE6sThlJBVMmowvgiEdctKVlGy81KJ04XTnjk9wM/CY0a3BsFgHPj+fQw4E7HK7tOcTscC1sICIuLX0t1BYENBgonkUVqhWiPZdcEza0nYFBlRrFwhAQyex0pqUd71eNKxJYbba7/TmyyKIjg5zmADQre+4kd0qFlDsuuu6Yt02bKVYwA/1upseq5FLYmiruADzBkp4SxrLBlLPrM3JFg3g5lB7TZpMHasEqgaZUaoZUtRIN0rwsHf3ZJS9H8t4DsY16lFXGez8Ebj9HoZgyOJiElsbghhmZrw53uJ4PBpP4R6Z0Yc7K0mLkTHBPwYCwse+OgI5nR8wLxlLXlowYFk3rNvFOtePooTCI0Zj8QnCIhIJlM2PjyEk1s/siy+8VsWJ1WpHQHK4LDBaOr6KzhFFf2GYk7u5/szm5F906wZiju43qx0XM/4bQLgRtPCI0XHnE2kjr0JYqKshFqPRT2UiGaSouyRL6yDLHG1fDSoIujxtKIQ6M820P0372mIS/EV3cd6rNyNcDgg9xiGEI5JIP8M0rqXhmeK5OmTsE8n8Eyp81SBR5Lz069n8CxMzMiXMyPZdoIhtg/qRfE0wmurtxzZapjHyvBnRN6FWjP0SgiJQUla1g6enCaqKyVUGDY9PVc+Sbkjk1pPyhpo2vk6nU1PXRqsJYPxI9GWogoun3KvDvUJQj2fYBkl5LexCAIQ1J8rIzZAjgPE6wDYxKgWFPa9FZiQ2Ujihk8O2R+3HfXwfy3Nzr+XLGDcXoOcLwVMXq3jm5ALSMieJeXN+Qt7iVQgLKFBrachA1CX7kEo9AseA3vFyZTd/qVx7B47RgTJKc0cWkYHKbC69syP4KtoQE1ZVsdVODBoSGfT+GklYXHPSQTDYnZGQPLo0LAgKSsUHqPsQ2KbuPiApY/JUdHAnq/V8wbpd2tkehqbE3JiBXcwCvC5rATAv046AG4UXyNzlU0o4Ho/IObeF/O79e6zuNBcJcUJ1WZYFiRnruuL8sD+0uR2grPpEhZnnGeu6Nv4irCGLJxyKRdXuc5jx/h5PuJZxrIiGRdhNFf1545rGPxraUnUOSBVCRqgnSmhnxVBPuBP1XXNVowBofTv+7SUF8vK2jBveCBF2JCkwWAnJdyI/4vG1CAsi+gcA3sOEXVHVf42IvgbwXwP4ZwH8AwB/U1V//eGazE+hopOZjewEmil1R0yJWTNeQghtUBwSiqekE49UNEFET5zbArUF6zyqfU8gpHaLQQiVkSBsEya2AhHLYXl1T6BneYo64OeBxoRU8ezivpNNKeGQJkwpmZMQKk5bQVlX1M0c3BJxu1NfiBwPYx4U7uCVAGxFQCy7nTaeJRZErXWHFMbDl2sE1TEjLzOOx6PxAarYSsHj5YyHx4cWmt8SFPl9igsMZra4n2TJhuCJeNdSQNuKvG04nU4objGx0+WkPSeu2q9qHsF5F9fjt0bfTMTHQdjyWUSbbEoqLC+KmU+FgTTnlixJBM06oupBdzFfQ2DQkDR4UDvGedUE3DiHR/Tx3OJ3VZLVOQ9H4W3+Xk/yH1k+BbL4t1T1z4Z//x6A/1lV/xYR/Z7/+z/9vkpa1OX4oEDLBakwYrBxFhqnqXfCs5FJAAIKhrBgUjAYKfx+YSY9JbTEt42SIoBUkNBNmEFKSag0w04ROz5gOjI0Aty84eEc5IcMA2goiWmwuJChCtFqLse+s0RYNCcG5xnTZCnzb/JkzmDrhnIp0GJnqRYpyMlP+hI1noKC5GUkXpqKZGe4Gs0JoHn92aQMQWyZtyx0m7EVO7axZyYvFo+SJyRiPyphRp4XUMp2pqko1ipYq6BYZZaFKyY60FDNZdvAi7lzT4fFHLE8ClkuF8yXgsQV5rZYLbHQtlp93uqybVjX1QQXWyyNJUQ2BBjErTlEpabKVsDzWlhNROa+zhCIwmNcgIkI4ikG4NYREgUToGQn1nWJtFc1Yr4E7zAKjDLkNQENuTikdD7iKRHiQWT+Jbl7+6ciK7z8HGrI3wDwb/rf/wWA/wUfISy0LbDutjwKinFPDz+El+oB3CffrwWJJwIxmNYccyneySee169AnJkZbYjg7BjsqJ/a4OhOvSm+AMaMVQZR7TcxUWJAnyAn6tmoTNB0RyjzfkxG+JYKbOaqHUTvnLPxHLQXaEpA4oxNLUNWkQrAAq9ELFvY2IZoB7AnHEdy8ol3Zso4Ho9Ganpi41otUrOIpaqLYw6yp+InX4hCZo0RsqMhA1lkwE5TrxXlYmfX2kelwf9w/AJ6nE4IdQY/SYLTI18ducXzoi9oO1+lb8vNI9PvR9WOpfBkZi3BUKU+vs/Nz1ElHtHkh1Tp7y19jwQQBPrw+SdAFz9VWCiA/5FMDP9tVf19AL9S1T/27/8EwK+eu5CIfhfA7wIATQkkPfejSV1bSBTmA+1btcB0x1i85njlA+a9s/MIhO76LFpOcH98vc4RYBGNQ2MBOMwkzzLlaCOxp7obdVNV8DBZ1dsfp39x9JyqC7I+gYNAtVBsfz4RzDnjMC+4PR5xnBcwEc4PjyjbBt1cgLlr+kS8d71GuDxHghh439qOxLBT1dWFdXuOQR+PuJjgCkbfhwjqCo7izZs3ePv2Ld68eYN5nvFeFfJwbwFOU25CMHsm9HFRNXVEC0oBpplxPN6BWFG27pMRvizNDTyQ0aAu1TjyT3pioBSqj/MLEAFPeffcCXDCsqNV0WTjDIFsfjodKfI8gVPCnHKLTi1ugqXhmfyPpnKNzzuqG9T3LJtzjdsyoSRkmc3aPB3mc7tHm/vj5/jJ5acKi39DVf+IiH4J4H8iov99/FJV1QXJk+KC5fcBIN3MGsTbOGi73zuxG89v6oEtRDHM5d6Ng7QGoBQ5DjpJNKoqhKuAroZs+kfBRcX+00yeQ3vbZy4sxpcJgz06snr7vSOwLCwYibpvfwiPQBRBwgVn0NLABZzVns+yysirmBDcHGXEQckpWf7Tul3c61HaIrkm5UbT5/hZBJ6FP0ZqhzBxQ2lNFUrhmdmJylE4TQSczyeIKEQZ4ISUk6UxXHrqv6bCUE/Aq2qmz1AxmgCOfvRzUrsgfb7sn51A5HXiGbd0nyDs6prZk7qr/PX8wtXnO4EhYQUJd+39rGHfN8fsWTFJr4XQ0xn308pPEhaq+kf+/qdE9HcA/HUA/x8R/VVV/WMi+qsA/vT76iG8LCQ+og0vfha7+gj9riHg9WfRnidqoZouGm2NoQj9s/EWMfGHd0J3prnaOPb3eIbwEgDLEHwVDHk7dlCoKbFVbIJW97Bcy2bh4RKnm/liZ/L0gLkfjuToQYvt6mrnJiLBDp+eeMKUF3ACalEUKoAyiIJ7sbpymq1ONkGx1YqznzG7ikcUu9Un5wQenLQAjx/xgCmtteeUTNnIXGas51OPlh36LRBFjP3OmgO0tIE0CBYSsezlz60rpnaeCBM3a0NT1cQi8KLOOCSLyUjogv08Gybok1u1T4Y5uWsK9qo3DwLjaWXa2vkpy48WFkR0C4BV9b3//e8C+M8A/HcA/iMAf8vf/9uPqY9jUT/7rQNnRxLqf8deHypE2+2JnI/QhkYQAzAOxPjZeLdnBEj8Ho4yOlQIYmWAmmr8iyWvsbYyoZktyQkoe+5eIsbTtBaFqu3KOc2YpwMO08G8BolQq1sizJfIHZtcVSqC0+mMtRTbnf2ZBJZk2DKR26lqaTLEEmRqLdIOOopIVmUgp8lPXwOqFCiSozbL1pWmGdNywLQckOcDOE+gNOFyecS6VWyeoEjAfviQ8QXTsgCAp+p3/4WUcJNuUbcNaym2gNz6ME0TMhPO6wpsm7n/U88qESpSQ0hipngmQRXFtpkfCKP7k8QZrMp7FEVA87kAwvzu/xIBVSOQpbpHcRqRAlvWcZUGh3fT6XpuESwGSPab2FhaCof4d9TZztONeRlz9/Ugi18B+Dv+QBnAf6mq/z0R/QGA/4aI/mMAfwjgb35MZSMaAPCko35o+alS9SW98vrfL92nPYfuszRFaerP1cSIiWKp5u14gpSSkZaRu4EI27qhbm4OlYiPcOtHqbhsBVvsshR+nrC8l6kLi1icliEKoNR8XQ3Ck1PCyhBl/1tQKkHFdPmcZuTpgGW6QZ4OSPkAzjOIJmybolTFVgkVDEE2b0kAmhjsR0CIWzw4sXEA84wLm2dlLYpEAkqWIoBSbh6kER8SPjehdmjtSZCBji6KC+I41cxCyT0Jr/hGMIw1kdvE1A4gsgC92vJ6jhnPWLRdGlm0npkYu/qfqCUvzPtnN6+rEuiDPySUfkL50cJCVf8+gH/1mc//HMC//QMra1wBsBcUDUqSn23pJBKS7VDXUExp7xL+XGfJ1WIPdAFgp0MHvATQ0uqHKtEyWvs9mnDwf7eIxOH5Rqkf/9WwwrgHa7Qh2tZOVeOMOU1gEMpWsG1mtqxFUKu6sIh8H3aqPNJk2bYSQz3NfV5mO3YhpZYDU0Eo1VBYXcvOczLas2JD1WFsOAFs3EaeF0zLoaGLw+EGy2KWkNNWcNqKWTk42St2PLa0/jlnVNj5p3b6OeP2OIMSULFhK2espeKgBUSKPM/IpYekj96cMXalFNR188OnzMNSRLB5kuI0wYQmJbMo7RawqzWD3hhcyCiQhNRS8bnVRkTb2aTGZWAwd16pIS+oJW0NwPLFNh/OoXnBb41qSQgs+NxisvyqLwmfH1NehwfnUK4RhYZA0P7v8bvnrvmYcs1b4GqyfeiaH/Kb78uA2OoZ4S/ZLCU1x6plnnFYFuSUcLlccH44YX08YVsLSokozchC5YflBNGYF3C2w5Aso1QefEZMcNaA7ltF2eJEckuKnNkOLSYiVE1gzyA2TUeoKnJ2U+lywHxYcDgccPAwdM4Zb+5OKJqgPKPyBOWTowHBfHuD6XiLeWLwlMH8aH4bbl6dlwmc7jDPs6spgvvTA+6WNwB6Ri9VU3FCYEwpQXPuxyu4oEA1xzZxM/OkBvuCTO4newXfFcVG0TKKM1QSiPaBaWE6b//mPfM1ku5tvMc5FCz6M/PjGnV+X4k2pO+Zez+0vB5hQez+DPvFbxLdnFxECc/1VXAU7ffDwjcLSSzIqHRfv/+xG4iXYguurQPP6ZY7lYrU2+a8C0JPDuIsfmsN7CQnY0qeyi/PoMq4PKx4eH+Ph/fvcX6ws1EBtr4BwGmGUkJKC+abWxBP4Gy5QufDjUV2poS1Foj4NCKBlILLWpGXhMl15kj8M01+1ONkIebTNOHNzY3VOc84eiKbSJAcAolSsiQsh7f46nzG/ckSAt0/POB0OqGWDYdF7AjJ5YCUGdt6wcP793h4fI+1FjDPOHhYe63F4kjWgvv7+904x1iN7uIpJajzO8yEJH70pZhnbBG1GJmsdnQm+24+EswuAMxpzBMHpwyGfb6WC1Asz6glijZ/myoCpQzAPGPVeS2z3A3zg/ebX4x7WGDsK5/X8HNfY47BvguZE+kKWm1upn8VasinLIoesKVXEvdDO7jtv/I8j3MtKF4o15eO92tOPPHS7nmHZ97H62XYmZrQ0OvB7jC1IUYKdsHiBKZpMa/Mi3kkbucVZau4XDaUrYJTLMyMCkIcCF1hk5WVLBcDEpQTeD7igO5ElbJls15LQaIFUM9d4bt2JCa+ORxw40LiuPT8l/M8t1PXN/FDkZwoFACH2wrkC3h+g+VwwfHmjPePD1gvD6D66M+ekJGQkiJNM1JeIJugFIHqiil79vCUwDPjdOrnwkZ/h8AwD8uyc9KK7yMa1RBf3wikVlM93M07UuwbcWrm0iqmqijo2Y3E5oHndiVXKanPmet4pOdQcVhUQD0LFpDMHGus+tUGNSTXwc9fXoWwAIKtf2ndP/UsjPJ90Oy5nf/Htu+51l3X/ZI59mPqGuswnTljTjMymfrxeDrh4gcUlVJQNpuUCcmsQyKoZATkwnZQ87wsON7e4fb2DnlyFDBNyFOyvKKTiaYiANME0tSiaJnZf2MC4+7mtv3NbBnHcs6Y3Ky41mJnuvgzFhVMeXVBNSFPB/B0gJCRteu9Pcd5dX8RWGYr5oQCz6ep9lzEsN1Stake17ty9O2Yq9U+679hP/UuUg/WWg1VJkbSnrquvbyCOBfEYkYSwO5HEfeNhLphPRkiXJ+ovPE39gKDBmRwbULv8+bpXAHC05iezrvfNs7CkEUM9n4BRlSmohM6tjP0nAVjMTL7ZS+5+M33tukZdHPNR7ykhrT7DBPC0AW6ChRqk0eUpkEFUSaLsUgJOc/tdPHT/QmX89m4CTDA5rSkopZfkwjCCiIBmDEfDri9vcMXX32DuzdvkaeluWLniTHnCdPsKeqqgmmB6pARmwhTyi0E/MYzXE1+4j3DkgFRtQxmmRJYpJ1ALgLk+QBNE2jyXJw5VKUEbGcQjMPYqkBrwXqpKJtCKwMcafYARW0E4zRNgPpJaUOQ4bjImRnVD3XWiKR1U7fltPBxHAjnxknEmCq183DbvHR1OWkCKIH8BR3QhvtnjNOChnk4/h39HK9IjnPNYTw5cApo6Mjq+OkWxO8rr0JYAM8Qjl7YO7Bbu/vfrE9kxdM6n+m/D0nsFzvcU6ddXzcKjI9BOdcN6jtk6MkM8hS85lNguT1Pj2ecHs/m3u0RtIyI1twghSz3YwJujgtu3tzh7s1bvP3ya3z9zS/w9u5L5Hlp6e3sHBSzRFjCF4Lq1Oz84STXjgQgalmuMncfhZyyHWwEBaeMIgKuFaACpYJFgYks1qOUAk4TmCbMOSPLBefHGafzI9bzIy5bwboWbOsGZks8kwh2FoglGYGIYDoyPPTMrCcinunbna1SasRyEUMrnkfXLTGEGmOphsYSWf89t0nEswYyMc6pZxx/zgvUfj8IhSu0aYJnXzeYdxGz+7moeGljsmTL+7neLHy/bcgCCssEFX+PDzhwk+ETb4jQB8BYov7zNhhBeMY3NkleXNB0xZyrLdhowygoxp0srhnv/fwzjmzHcNu4Xti8JkVwp2AAACAASURBVNnS8Oc02SKGYL1UXC4rzmc7HGjKjJSM1C1SgUJQsoR9aZ6xTDO++eorfPHl1/j6F7/El199jfnmDfK0YMpzU0XCI7IJYk2m0gxqX5zoxmRWBqALECKySEtfZIkVVCuYKpQSKE1I88FMsa4arKXgOG9YtwU3mbBeLnh//w6/+Ys/Q9kEF6woxfp7nhI426iXukErwJzNhV0J61axrhuk+rmxFZjnBYUTTg+PKGSRulV93TBAGjxEjFfsOAJQbYufUkLlBNXYnMyMGUjR+oDM3YMEogUMT8IjZBzHlTWkbS7SI46Np/D+bw5m3S8kSmLnWRS9Xq8vMttXV+XZ53C64v9+ankdwuKqXEv00akpDFIRQ/HpuuLpvftnhOdzFH1spd9zbcwWDeHTIe1aCi6XFWspqNIhLADbUT0RL09H5OWImzdv8c033+KXv/wl7t5+iTd3X2A53Jrfw3LAlBdDCimBOQNk1iYRRU52OtvYD9fCYuQzVM0BjGJiX+18qorjsqCoINeKKsCUBTlvWLaMYwK2dTWSFF39KaXg4f5s5tzZXNw92R6KCB4eLyjrinXdsK2XxndYAt2MnIE8T6gSsTMezCeWv2NUVbV6JDLtc3cEgdiPXHiq7qSr/hj7DXi6iVyj0Ovfxdhez8CnG5zufg90dQq4isj+bRMWBG2w90nR3jHXVofnENZ1xz7HX3xMUR3PmuiD/oP1Qt2z2P1zn1zhNehPyOwekfMM4oTz4wW//vVvsBY7b5RSAlRxPtnxBDxl3E5H3H35C3z57a/wzS9/B9/+8nfwz/zz/xKm+YA8LUCekKcj5uUIzsncwpn9eESFeSiaRUA903d4OEZS4URs+jons0ow+1koCllLn+BESMlIT05qDmCONpKPx0JHkAq03NhJbnXFt99+i+/e/QZ//qf/CH/x53+K//sP/y883L/H42nDlMjzrVo3iWclM6cuRi0btssKlYLjvGCenFeBtihVSD/4j4ha9KkmtOhUVd1F61KyIySDoymlmLUqJeTJ3N2JyM/PfWodiXs1wXRluYjPRPq8ek6lUQAFdVArAlG4kGFYjMsnFAzPlVchLDok7OVDi/L7eYGP5CG+r12tjr268eMq6+pS7AbXBOn1jlOLYC1mMjVB4kfpiYA5WcRozliON7i9e4svv/wSX331Fb7+5hvM0wLOMzhP4DRZbEea7DoXBHYaOaBk9RnJakKMY7f15yd256cqSGDPKO2kP/Xduj0LOwmNOLTXJjkzI1PwPwJhQcbUo2rJQuHfv3+HlJJFn9baguQyqy38bGe4AoCdoWQZwNda3AxtgjdlmNpC7o1K7nFJ7v6OivoMh6XGgD5Z/GNpz3vFV7VrXuCxnoz78F24bO83FkU7rHW44CWr28iHfMryKoQFsIdq47/Hz3Z63zCQ1531HLH5QxZ6sN/PfT6+fkx5zkqjuq8z3K21CC7nODynH5JsXJ8CSsg843hzhy+/+grf/uJX+Pbbv4I3b+6MMwAbY58mjw9hiw1xM5v1nenxoIR120DqmaRw9awetm4novEuSS5F6jn09lm0rSVY7qniRgg+ZGVQQuIJh+UI+sLu8Tu/89csF8a7X+P+/t6FhmX1mnNqxySwJw6GFtxfVohs2ADMuZt9mRmPDwWcCIkNKUx+1EAZ2vfcWJmArN3aQGhm2VFYXF9zTWZfqzA7Xw0nQsekPdTGOHpJm4WkteWFeRXt/NTy4tUIi+Y79ZyQiL+HSY6nhgW//GVb9E9qH43edU/v+cPvEQLQXbCUECa4WgRSN2xrxXldYaZiQmLAhszOBk3ImOYb3L39Cl9/8yt89c0v8OXX3wC8GB/BCTktIEweawDj8ZAQLs2Ac0BkgWHqkFiYwcRIkTMSg27OGeBsodiizcTJXl8Ri/gVhx5E7hRl+fv85INqmo8S1POQcZowLYIbvMEvvv0r4DRjWQ7I06/x7v1vsJ7PUDX1oFwsojaxxbsAsFPgq5q/iXpyIvcmzatZcsCWH4OyqXMsGemKTOycUIWIOXqlxO3YB8DJSI6T3fnZDea5eaGqjQdpiXtoyJGqA9LeCQs0Z7cQFhEXZfPjGQvLD5uQ31tejbB4rlx39rXpKSINn0MWP1Y+NGn/zGfX75+iGDu+R1RVLL+kOV/1jFS2A7LtxGkyJ6ubWxxvv8Dx9g3m5QYpTwAvSPmANE3gNFvQVwg6tTM+ADQzHbMJhYnTLjt3SqmFxAfSUNVdohkhYOIM0dqykxGRnaUR3o68R4Rx7ANS9p7OqGIJbXKcN3J7Z74fzJZIZ55weTyj1AseT/8Im/iJa8myjlO2rOPruqIWO/i6qiL53JimGSKWBGd0C88522FMQ9kdSLRFFvLU8olcHx0Q6kZHa0+RRYzt9XxmTw401heHNz3ZOGkvLHpV9OS3TVh8wrn6KoRF2BqefE5NdHaC81ravnjdDyc1x9+qOpLZ6aLPE6ixcF6u9Dnme0QU7q4cXosCiJigsAUznolRUYpANGG5eYsvvvoWb7/4Bsc3X4LyjLWaI9V8OEKR7FrOoMRuKZhaGwJ+s6crHE2iERsSu19Oxml0Um4I/yYAkb9BBEgM9q/NvTl8c22hJSGIEEpFc7Vb8tFS6VUgY8LN3RvwlJEPJiiW4xGXxwseTu9Q/+we67Zh1YvFbriw5ZwxAyjs0cGOKlQV02K8hhTjNC5rQSKz8CzLsgs3t/Nb/d8+rk01ZO8nTs719Ixcor1PUXuE6od4j7GMZKghbRqmzp6LGwVPqDHMDFELLEzakxB/qvIqhMVL5cfB+5+jDf3vH1tC0j9hyoMbgJ00ptojPsPdufeAE4tKKFUwH9/g9u03uPvqFzjcvEXKB8tUDcs9oWSh6okJoLxb/Ox6nHsVuNWjC784mmAnDOkZoUeRNt+lw/9P3rvH25ZddZ3f+Vhrv84591GpqlTlCURoYgtqR6WDr49BEcTmFQUaSMCQIIHwaGmtRHkZNCASCE2HEEhERALyFtMEJR9AOoQWbfTjg/6gjSEGKqmq+zyPvfdac87Rf4w551prn3PuvVW5hvuxZ312nXv22Xvttdeac8wxfuM3fsNZTJG1E8E6GIsh6yrQOg2HG8BIstcjFmMcs5n2JtES84bFYsF6uaY9adisH1fehYz6eURBjCNKr0a9kKekcEByw+RSXi6ihsSY6s1Umni+TzGqhF/JWIQQauGO80MoETknA8IUw7jVfN71OM4a52b5zsMw/v9mLM56boi1b4VWf3AXSnSz3Ql9hnMY35zbGZGCS5jRMchaBbZ0MNeOzJnzkIghse0jYJg5LfZSNW3ogwUalpce5tLTP4zLT382zXxOACQ4pPUkk8FHqxJ3xmWVKWM1bM8djwpl2BijXAaDKpJlV85YgSKObIeye5HyjVAgVQwQ8ZgCTVDaIXpQI4hgksXYhEmWJBEriv8ntLdrFOUM+FlLY2a0iyXtcsFqe8Dm5JjjkwWLReDKlStcvXqVk6NDNhtltpaGRFF6rPVaRpDBVz/ztdvaputIIVSh4dI60ufCuHF3Obfdsuk7+r7T1pSxU/brrGGxmquhq+GIH0K1TEcv2hdxFN7tGpCJUTF55tqC0ZU5lqD2qB2ql8cGXcHnUXOru2ww7hljsRuG1B21IMjl3zBUqZqd14/i/qfqkOymS0uaM3/8mZ93J6M2NtpJpA+sPY3xd0chBKWUVLMhaWWjmS1Z7l9kvjygme8NWQHvM9nKgxl0GjxZldyhvVNMFvFR+qwCmE5BUd3p82QsqH1xLHRm71xfqfdJRvdLRuEXRvEDY7ThEyRE4sTQTuRc1KLpdy0tAdqWJs1YhH2W260u+pTKGiJ0Lov6qMegWtzZi8qelgKznhInpZQIWSVcrIPGYJoBs9klXKWikWGhjXrNbaOGSIoaWQ4JzmqOJSKVwbkbRuy+djyfh4s0mo/lUskIPxm9726Pe8NYnGP8dvPI5d/1dxn6opbXj9/7QZ2SSD2vD/bamzMQmXrOpbO5SZCm4FoBFkmlu1mexLalma84OLjMbL6HbWeqgE1O41lXd9HxhC9FUdbldSha3u8MalTsoOdQM1DlO4wmYgmnhufIhq7cq3JPHCmnYjXEUsNUHhOl8JwG0FJylbErJeVVTHg+Y05P7FpWqxVd9hCUpZnoO62ILaUD5TvY0bk752gXc2Kvd6VgEQBiM1YhvoKZZy3cGCMmaBPspmkwPocxMsxVlSmclgiQP09G1zWlpNqbI3zj1PwxO5mW8otokZwxA2V/9z79Nwdw7o5dS3yWhZUdz+Juf/744HcDOxlu+M4OIsVFV8MRY3Zbo6peAVV8VjkTjsbP2b9wkdX+BVzTIuIQyTG5tRinE1gXh8c5rwIwGcD0JocgRjttFQn7jqLZoF04DAaX45FaCUnBa42ueTMQufS76d/0/qSsWZmNgzFILPiIEK1eZSmiwsaAAyOlj0xJE4hyJCS3Gpi1LOOeqnrlRkcSA11upiw5ZBPRRkX5BmiK2HsWziFNS+g6Qr/VECwNPUliClVNfZwZopxrNjClyZFnmLPl860t+MtpLCGN7n/JhpW/jRtxFw/v1JBhF9udlaeMxV0c96SxuCtDRjsUjHarswi11NdVQyF558FW8VyRoUag8iOq2qZFyrHFIiYiosIppWVV5YjUz9Td10qmIJT4NkaSQuv1nEJCKx6dxzaeg4MD5ssl5N3ZWtWzrABm/VkeFmMFb8E5vQ5G7JCftwab7GTXGwOwu8MYyQzQMjlTrdkpbQ9KcKnNhYfz1PDj1kCfc05Vs40GEgawRpmXjW+hFRbzQDffsJ6t6TdbvM/dz7yn9Dwdh1Q2exaN9YiLEIXQ96ooRk8feyRESqAEYGct3qhBN8YQQ1EOhxQEaaSGG6TcGS6Hb/rl8/fB1paRJZqb9JQ1kLmb5ULoI/9qi1c9vlay87MYlxx6OqA/8yo/tXFvGAszUqUaWc3ye02bltfUf5i80KbWuB5ndLHLv815ac4KLA+pTZMNR4kJVYXKEKPGnbb1kJWUJFG5+lYMqTAUM6qpVbA2VyFr8ZYRLWQyxiBRpepLk98UwTYqypKMStYFtBp1udpnvljQtE6LpVKPJCFEmDfzTIAKOO8Vo/AG79SoOW8zdiZorUcGyHCZ5VmMw5SGbs2Q4dBcpS4p70xVMC/MTUYxuDWKXQj1YpCMywZslILNDFFEQd+Ycuf3BN64XIYnmGZBf9KCNyzmsGk2zJol22abgUXlXSRrVU8jc0VS1FRp6xraZk7qI70JONPSzDxdZyBGUoz0MRFN1BoXEaz3zJ2t7QoktxogJUxE2xFkIeBUvA2/JBrtWhZkaK0g1lTgFys57VosAlOvYcTyNBT+zQi4LCFjygYjpRpyCdBYx6Zc32KhPohxbxiLW4xbpZp2sQzYBYPM5N8ToK68dmeHs7W7l07ysiuVXbPuiGZ0/Nxbo+zCmifXnQSjN1JLh1N9z+CPTMMeXZheJflLFWZUr8h4x2y+ZHWwz2yxyjsYNaYvcfYYIR+un4YBcTBjACTRZtGJArZm7oWdHmOCYdSiLg07XN7aiuq0A62QHRnucShnz5i1p6o2c5ZE9T2oC8SmhLMtYGl8YjabM58t6WYb5s2MPjNdVck7l66PxHy0oj9gxbKYL2mc5+T4MM8FrQ4uRq+PkdT3U3Ka00I/ISIhaW+TraPN17IQ1vrcx0UNmM1cEweSakc2zTKNZPZEGLZNkz204qGoePJuGtYaU0vRJYuDFdWsId19dzIi94Sx0Os0BZKGv53GC2p6qrAIzwCGppmR0+8/67PL68trJjurPV2wM75pu6+vmIRRNzVbn+HzTf6ZdkDbPCEjQm1mmMvJZ7MFy/099i9cYO/CnsbFTovBfDYYKncndZG7DGCWHUd7c+RUW95u0igEG7pNlmrTkha02YdiUJ6q12l0vYtBKI1vwsigGzSkkFSv0XB9B3ympDvHzxcpPbAsF3vE1GOtJXSdMl37DTe8V5amtJilIThPkqBp5xQJUcAoGtNmZqixYDuLSQ6FbDIBzhhd8JuEeI+dgXOe5czRukbVvYLqoYa4JoaZtijwSq0vhgIyQ7aGEYLN+Edhttb7n4qLkCdmJlmdhT+U613wE5vp7TZ7v9rwZcCZ7sa4J4wF3H5R745bG4DTYcn032db2t0d8E5H8QzOCm+GHUNO3fDTnz16vcImOnlt9kGsphBd9iJwpoJwIuox7D5KCFfTkqLKD8MoodoU1K3nlKFOO5IoK4ZxMCQjDGLH8IoZvXHn8hTvCjNkLOqZFG/O2iG8sVa7qjUNNmpY0PgZbTOjbeYgVgHiEDDWMJ/PAejDls1mo+djjYLC1hC6nhg6rULN4O+oSKk27Ikx0ncGmixy3Oq59kkZthKEYHNJuy2VrWpcxxtaSZGXa3jqguRN5LxRQzumczXGTK7PobKxlpQK3WB0UT/Icc8Yi7MW6JNNf07y/MacazRu9f7zAL3bjXNDIrPzGhlwmPH7pq8RLdtwtnbmNk4l9mezGYu9Fc1slsu6LTbrPZSfu8cthmh8HRR/Oce4MRjv4XcoJLWxsVA5ejvhj+ymf3dXwNRjO40h7V7/yga1FtB+rJIL4or+R+NbnG9B1sSQsM7QNF7B3HzMGFSmPzWJhJLEEkWfwhKDy2DskLEIOfTZ9YKMd5hev5uIihXTZ2q8MTWdWsOrkWeROOOe68EZTYzJ38/LbQyM02LurUY7cdTg6i6Ne8ZY1Ln2JHb2cVppPAF3n2PndWmHGbVrWJ7M2F1Ut3pdvaO7z+tZDOeSn0mgGEI2FM18xmyxYJmb+Ewwhbw7SwoY77EWDSnK44zJFmV6rcwZk7jyA0ytZqmfO3gDaXCp9QXDcfP/S1ow5e8lRnuuIrEycfWVetyUq1VL9apBsy9ihH5Edip4TdO0eN+CcVr4lVs7Nq3HO4dv5iTpiX1gvdkSrOBdzrqQsOLxbQMha2PkPrEmG5QYFayMJA33chq7FN6RPZCu7xVrEl1aNYzKcySmNMHMhhR63lhKuDoKo50x+jl5kxm/b/A28n3K3qQkc7suGE963DPGYjzOwy9uN84LRe70vbcKQZ6qManv3fEwTqVRd99jhsXnm4a2aWvDH+89zaw9hXXAUNswPHfagJ7lcWnm4vT1K59ReAa7Q1PII4CW0/fhvEcxOuN6jF3cZ+zJqEGzWOMJJmWlLy2Os67NqVxVAutDT+wCIjOaxYL5fAEYTrY9XbcmecEstOmSJWpYl0rTHtEQI2esxnhP8TpanwWMjSGGoK00RTClviQNndl3Q5HBWNxmXiWpKdPCnD11TVNShXNTjEU2UIXW+t+cZ2Gmk3Y8bmU4xovlPLxh97jj10zChXKM0e666/qZDBhNjlXev/O5ww3NYiY7xqKky4wpLEb9ty4Sm0UfcroyCcZ5fDOnmbW08zmz2QyKAI0VTE5Deu+VaJVRcRgo5WVhDmIvNn+unlwofA1M1aYoWQ0rQjK2iswak1WtRarK+PgeGKOAZFfSjWeEGmJ2pO/z5E+i+MRkoudrbY3BpoClARvqdZnPFzTtDOcajPVstsdIjNjGM4tC086JCazr6Tc9krb4JjNDBYxzuKbRXEi0+rAoGGuVtBX6gMHSWoPPng7WYWyitBdA9Dr60ffUuZSNBla70ItUiQVAvZHMxxEYdZ0a7uGZBK2MfYgIjXWEXPBmxQ1e3l0yGPeGsTjDwp61K+6O3V1o/PyZk/M2F624k+eepuwU/ciIJ2Ds6deOPIphFxh2ChFRkmNS0pLJRtNYS2MguQZjh85gs9mM1WrF/v4+8+WShBZCedvgjM8UbtGqU4O2E9zZ5afXIbMXJGcprBaEJSmkJKlkLpMcxjoSufVflrlz9fA5fjflu+pz1jgNMxBCKRjLaUGt03ADxpGp0KWsvOyq1oqS3GLE2EBr59B1RBEWxpBmSne//4GHNRXsPM7NODy8wdHRlu028cDTnsZi2WLwRIFuvWHTR6zvcV4zFI234HO7wpQQk3CZAi5RM1MisO0FsYmF94hTMSAPmSoe6BIgaYJ/7aaRy9wpG42CublGaIRd1M1odP/Gx8u/IMKk+rWGhGUO/rcEcD7V0GM8zsMozvNWznrNrUKR4lmMf68prNu8T0b/1p/Tc5m42lYnZtm9lTo8AtfO+Z4fDPai56IYATv2r6psobFwEoEiVmsthlG4UE9o+H6T2PyMc4bBxZ+ez05xmlHC1rbvCMVbajwNDWDZ27/IZrOpr+37nsPDGxwfrwkXA/P5nNVqxXa7JXZ9Zcs6X7BFUz0eDR3QBscSMU4FdJDSW9bTJyjImTEGsVGxApcp3Nm1U2/tFtdi5JnWezsCOsevHV+LMpI1Z4rHm7voVcA9ZCzu1EhMLtwdvP9OF89ZmMVkJx5hCJPwpRx/9P7dm1sX4fj1O+c9Pi7lcxCMJLw1iu7nOLlmI3KF6LBQXcVCxrtXMTLAJAw565olsRhTZp5BihdAnvtG43hyUZt6Mqb+p+8aGVVLDi1q3XoFeseanZIND6NroOcjNVwp2qN9iqokZQzgwWqXssVqj/3tJU2tWsum69hut6zXN9h0gXZumc1mzBcd6/WaUNoIGFXsiiJV/6LOBW02olRz3yhhLgkxJIJo2rpxRb8iIcQcXuj3NTvz5kyDcQZWVI1LqQsawV6uXGujnkiwkFK55oULY1Sn9C6CnPeGsTB3FibczkO4k/eOQ4NTp3GLMKTe4JFRKD0p9L3u3O+QkjrfpFRVs8so4FcIqoIFGromQ87V5w7ZaKvAordgTNaXtNPeFWMPY1J7IEPmYGxghu+tk02Njcu9NtKkj0atQTGDX5vE0rjhOMN3y8ZpdP2qd5CPkUbexNigja/3eUpThX9BiMRkSAir5R4iUjuuDYbScXx8rByJ5Yq2bZnP55ykWNOY5bNioXLnEcWQxKG5IK3wNK7UYDRKivNWKeUSSaKiwQXAqPOO08ZiNPGGa1zaT2TMSouGpCCXp8IQxZNQgpkxBInZiGvNUbBmADs/yHFPGIsxgr4bDuzu0pNxC2Ox6yGc9XP49LPfN3kPU8yi/m1nJzgLqC1gVqmbGH9OMRbGpOlxszGyNtckmCEUKWi7gpvZWJhBEs+6RjUtqiiNxsC713Yo5dZaFiPaeb3YTBGby95FsYgEYoSUF6BA7g5XC6Qp4VMNzzqV6FexH1ul+AGC6bLBKJdxuHYp6bWOeb9OJsfkqBdSBGdUVSyp2DDQzmb4xtHFjovhMn6mBLYPPPq+agQK9hNjIIZtVtHOYjWi3xVrkJh1PvyglG7djFk7p23n+RoP7n4fOmKC1BuSCTXVXObNWYavhLbn4W9qKEbENqYhq0jWOnX5XAQ9XqoMOu6We3FPGIsyzstS7I7yfJKRqvEZf9/FIurPW0Q852EcwnBjx7vkeeFP2vmsEs/XnbXW94x2CKuxrrEWsYY+BFJySmdOol3KY6TrOmZ5Vx5rNVirnIymaQYdi/p3qjcETHZPrapNNRVYELEhvFHZPHWLDdZPv3cXgvYSsZlPYJSwlaA27amfVRWdwDFI4jHa4SVLCqY0qE0Nhjh7SRkEjVlFTEV+tNAO71ksVhgR9lb7NLZhc3LCrG1oZnOctyQJnGzX9GFLMmhRcg4Zi/JXwtA67b2CdRjxNLMF+/sXODg4oJ2tCCHQdT2bzQbWh/R9xI6yzLub3thYlCK+OrdG11xkRN0yg6JanUuj+24w1YsqPxXhFi36u0vjtsbCGPNW4FOAx0Tkv8/PXQZ+GHgu8B7gL4rINaPf4A3AJwMnwBeIyP99+9MwSLWcQ5rx9C5dYsny91QXci34KvG1vnFiUwdM4HxrEYl5rdiRUSniczKQcMgpyfK52UUvRmKYFMMZWGvrrxVDCDkutxoK6LFHgJhJrPvIzDdstqHG91oyLeoTZGGbKOCx9XwwpmZT6vkarcZUiCCHLblreznuqeshGfwrnkgqqTzJPVYHg4oxGG8psvXa2mxoJwCabUgx0W17BRtDqtc0ZDGbRz7z9/M33/YvFCMZsVIln0NfS8GV9q7SnrmsXRLz2QpnvaYRjefk8JiYApvtCfNmBnuGvdRzvDnObRUbfPKItQRriSkStj2zxtC2LXt7l8E0tLM5Fy7ex3J/j/lin74LbE56/PExxrTEZEnbQywOu+MtllCwMa6GOxVMjRHbaG+YBBg36uYOpJCqiLJYbQNQvVOxo1T8sGacUOz+XRl34ll8H/CdwPePnnsEeKeIfJMx5pH8+18DPgn4PfnxR4Dvyj9vO6zJC4wxyFguQP5NdthvJv8xTb2HOwVLn+oomg35QwcQaxSWwOBdOKi7vK2q3vqj1FeISFapHn1OWehJXfWQIn2nzYDX6zWuWaPdCWf1td6rLL/gtKTZNGjDXwcmKYPQKl+CbCissxisVrcWs1g3ssxApAjzJCTpRC/Fa957jPd476pHUzypZj6j7wJ939Ntt2y3W7bbnr/yP300AF/1Xe9Q0ZkwuOjf/dWfDsDXfs4fBuAL/vbbgIw1GmH/wj7WOr7tFZ/MX33rO/P1dDg/wxpPCh2NtTjjOQ6HeNfy0DOexcn6kBs3boAX5ouW+2aWGHtuXr+C4PHWkKzR0MoEXON56JkfxkNPf5hnPev30LZL+pDoY+LmyRHHxz3GzJgv9mn9AU2zxPk59sizPbmJMf0EMIWzcbGx92GKMrkxit3muR1GBrUcZ7w57s75ISt196zFmTyP8RCRfw5c3Xn6U4G/n//994FPGz3//aLjV4CLxpiH7uREznLrz/r9vL/9bo6zQp26k4y8mDEAeeYxzOmJpSr96l52Xcdms2FzfMLJ8THf+8hLOb55yOZ4k/tlFCl7g/elClWPn3KT4Bg1ZViUnsaPCQCXpt8jBqnvK4u/eAGg4GwRzNUMxJpP/b0rjo+POTzUoFtvegAAIABJREFURXrt2jWuXLtaDQXAt33Jn+Xo6IjDw0OOjo44OTnhJa/9wfr3z/36f8B6veb4+JjjoxOOj9f0fc+3veKTAfg7f+lF9TwKDqigpGYDtpuezbpjuVwym82wjR++rzEsFgtiUGCzj5Eoep/aRmtwnnbf/Tzr2R/Oc5/7PB544GH2Dy4zX+xjzIyT4y03D084Odqy7bQ9Q9suaWerqmU6nhdlTObAjjGZAMGcP8d3sY9bfsZdGrc1FueMB0Xk0fzv9wMP5n8/A/gvo9e9Lz/3pMZ5RuNMFP8eGaa4gaObNmhVZJ2MvF0XdqWV6YJU7n9STSUpZU5AjIRtx+Z4w3FeeFevXAPg+7/uZVy9epXD6zdYHx/Tb7f89Rf/EZCIzS68UbYWpVhA03uBEDv6sKXrNxoOxEiIOUxISXGDjB30Sf/Wx0hIkZiEELMB6TdsticcHd/kxs1rXL32BJ/9gqcB8DuPPlof73/sAzz2xBN8ybf9k3qNXvbN/wigekWz2axWi37x3/0JFosFs3auhWKZxPXGV33G5Nq//hWfSB9iDs+n/U7E6PdpZjP8rK09QrbbLX3f1zaMapCl9m0xaIHabL7H/v4l9vYu4vycRINvl2owbMt2C0dHHUdHHf1GaNyCxWKf0k8EOLUBlDTwuXNJpHrLdYwN+S0e5TPqOrmLa+SDBjhFRIx58iUrxphXAK8AMP58olH+jDP/JvXnXQrKnsIYx5UmSaYID1WLlpFFloEaXfkQpJwNmLqT5X1CgqgScNvtln/z9h/iYz/l8/i//tGb6zn80Dd+EZ/21d/J3t6aH/iylwLayq9ttZ7EuIzmo1qWE/kZgaQCoFkBK0Eil8UPI0lCUuaMRIgpkIiEaOi2eVfOnsVr/sLH1fe95jP+B7749T+hHkluvGNwfME3/wgz77DtgGfUPiHe88hbfwlzGULq6beBLmyRCInIF3/Hj/PdXz4YjC/9398+6JSCZmrEkIg0viW0EeNVjm+xWHB07Og2W2LsscYyny+QEAldR4pKcY8iEA3bbeT4pOPweM3xSU+IBt8uWO0Z9g82hP4G674jhoA1iXbeMDcrTXOeoVUyQddFs14FWzOpcCT0vpSwtvys4CUD5gVDlqWMAZi+u+OpehYfKOFF/vlYfv63gWeNXvfM/NypISJvFpEXiMgLrLcqHpsfbmc33P13+f1e8CwMDDeUkSfB4Fnc6mFS8Shizjik6lHUpjchQkr07/n3APybf/ID/IFPfVk9h49/yV/n+tWr/MDXv7Q+97Wf/ce4dvU6N67f5OTwmK/65N9Ht+7oNz2hj6SQkJj99pzKL654SEk7k0etc+iz1F+MKrTS9z3bTc/x8Zqv+nPP58oT13ji8as89oEneOwDT/CqN/xUPY/Pe+0/5MbhEUcna/pO2zIar/T1+WLBYrliudpj/8IBewf77O1fYLnaZ7m3z2q1z3J1wP7+BfYPLnFwcJH9g0vMZ0u+/E3vAOBVb3yHZmtwGnpkfcwY9Lx927JYrXJGKSlhyzckUYaniOBdi8Flo2mwRslXiOFos+Xxqzd44soNtl2vHembGcvFiv0DFU1e7h2wmK9omzm+meOaFmt8BSInj90JtLMRKrV86I5W50CeL0kG8lj5m8hUAKpm3O6yZ/FUjcU/BsrMfCnwU6PnX2J0fBxwYxSu3NE4zwDcaQz2ocQyzvJ47C2cnN3YdHgunopBFb8YSF9ce//kWL/2U28B4E++9NU4A6Hb8Mc+/6/Xv3/+1/09rl+5zo2rN/gbn/VCAB558Qs4Ojxhc7Rls+7VI+gSoVdMQkY74e5jULQecImv/ZwXAHD1yjWuXLnK1avXuHbtOtev3+B//nqFtPq+zzyBQf5v0c6YzYbHPBfGzWazWlVbUH+bmxh732B9i/e+vv6vvOWd027uxoBxGbeAkATrW9r5ks2mows9KhKjDnVIVA5ISsITv/6vVKDZN/hmrmlYsaw3G07WG7Cedj7Hz1pc2zBfLliuVhwcHHBw6SJ7e3ssFtpJLRNQTt33c+fnzlw6FV6MHrcLQ+oU+lBjFsaYtwHvBj7KGPM+Y8zLgG8C/rQx5j8Cn5B/B/g/gN8E/hPwPcArn8zJpNGjPpetaZIhNVdSgmOGYhlnXbSzFuktvu8t/16BS8jiLyN3sfAB0s5DDCaLCxdWXtEnqB6GLRqdATJYmPqszewcPPCsyXl8xpd/A5/2Fa/j4oUL7C3nOAuSAh/32X8VgPXRCTev3eANX/Gpk/f9zZf+UTbrLf2649Uv/lg2R1u6k57YaZgz3qkUtwBJwzWJMbLddLz284dQ4zu+6lO5cf0mhzePOD464eR4zfpkw2c+8ha8bWhcy7yZs5jNWMxmzNuW1nsaX8RpCuIfWG+3bPtesyd9YttFNttAHwRBi8TmbVtDrLGhiKKl9MapBmYfY51PfYpZaQvaxRzrPJJgfbIlBuHRf/0uAK7/xr8EMSwWKw4OLmq/1dzgaLZYsLe3x2qlLFDvPcvVnP39FRcu7PPAg0/DeZNDvalUwDh7MVZjLzu/sXZgBBfmZvEWSq57mITnMlvPy47cjWFut3g+FMPNvSyeuw+MUpJ5iAjprO8tVnUHRXKEsmNV8+9j3kM53niMY7/xBY5BBixByg0dXrf7SEz/tvtZmtmQCoSWlGmprOy3aYJpJbFsuwjWM5/t45qWdrbioYefxXOe+xFcvu9+XNNibIMzhuOTjS6wrqf1C042XeUvWO94x/e8mk98+bdgjeNn3vy/nLqcX/vWf0H0hnbRTnbrcu2cc/QZFOw32xyKbHjDq/4Mn/c1//BUDUoRErZm0HAYF+aKaFsCyf1MrGsz4UzTjYvlCmt8ZSo72+CahsYbkBNNBReNUhRnKBkdFaHZsNmuIbv0281NUtwSQmDbbTi8eZXjwxuc3DykPznmvb/ys/Xcnvb8P659WfYOmF+4yEPPeCYf8RHP59Ll+9lbHeCalms3rvGe//xbXL92k83JlkU748EHL2Ft4PEn3svP//zbiKKZmzHWELrNEGZKIIYwwi7SoPBd5mLGNEYTbIJFVGMiaaARWIsXjxXoHr869AMQ/pWIvODUzb/DcU8xOHdHHFfP5FHttUkgTvPRd2jwdtNT47HrnZz1vlIYdCefce5xdz67GjKTgc78BbUISF/vvc+elKYuU+xVEUs8MWzzyzq8SSQHoV8TOo3HrfXEkPiEl/5Nek6IIfHpX/5GfuI7Bqfvb7z5XdhZLoTa2a3GmafaXTz/bNuWV73hHaznx9PUKym3NujpQ4/EgBBHxlYbFcese9nlmoxtr/wN4zwp9Er4EiVe+bZlJnNMclgT1Mt3ghGHGKWxFWo8UMv6o1W8h85CchkXU6and229Ps98wYt43798Jxc/8oW4maedzVisVuzt77NYLADYbrc4u6ZFSBK0uK91pNDgGqNtEdwIb5PTXgWMpPB2gfldTsQoo1HvyVnApRmIbym3C1DCoDl9zA9i3DPGonwdY4waidGTk7Ak/9yNn8Y3Y3LccwzJWQbjvNeXY9u8gK010y4DMlWZKgahKl3vnPtZnyll9xAZ6VnqLjF+TQiBzUa9CIA+KPgVU6LxlraxJGuqYrfBkIyAqNhtsIb1+gZ//pV/l59+41fzim/8IbqLx+AFsQ4b1V0vdSnj7IyUdG8G3BxGe1N4h0hQafwUSSGQQkeSyPrkJqHvVI0bDbfmM23SvL9cKYM1p2MlAtbgDYTtMQmjOIqxNHGGSQFpGhYzQ+HLa+uCqSCgWG0CZcXrPUiqqpWsxziDs0E9FaceVAgBby3P+NgX0TUhe1YNs3bO/v4+3nu6riPEm/RdZJkUt2m8pW090qd8m7S7qr1FclBZ2DtzrxqCTMbKnurES83R2jgLWIsYrdLxx4BmAUPv5rgnjIWuQb2AKRvCsmjH7dzSGe8ROO2W6T9OPzcat/IQ9PXDjirVoxhpCey8/8nEijJ2M0fnY0YTSbJh0msy8DBi6um6LevNCTHOKs5gLNC2iDGEXoHLZJQvUArNrHMcHCw4PNoQYuIzvuLb2e4fsz7xJBOhmWOboVpzjKprPcfUIyokra7f1tZ/JmgIELotKfRsN4dstxtCWBP7jiSBWatCPj/yD76TT/icV5JSUh5Eq6K7sW2Z713AJKuFWZmzbIEUOxZ+qUraRtmWWhdS6Or5mqVETIOhNdbjRBAx9FaV0p1tcNYTo+CM4HKP2CS26mt47wl94vjmEZiGbp7L40mjUC1ixIJk0luaqoOd5bWemUalGL+hdUN9rzWKf42er5J7KZ06ln4+k3XwwY57wliQaz7GhiLufMmJoSih2fi5HeNwqyV7uwVdrPcdnfktPBFTXzPwMMacCzjHQVTaZvUqivEYl1Br7Uskhi4Xa0X69YmmPiXRdwHrNItgnC4M45QKvu06Vs0K7yGkLUcn11nHDe3ygi5a73BYnAE/6pEau6FJcUqJINqzY9tp9WhKAWKg67ZsNyfEfsvm5AgJG97949/NR7/oM9h2G7yFxWwGwM+97Y189Md/Iu18yXy5pJnNaedz9kLA+TnG6S7vjccT8WjHsSrfb7XzeyotDq0lokbMpEytH+S88ryyVXBXsmFJ0WLtYGi6rlPvyji6bU/oDonJMpt3JCs0jZvwQihEr3DE+vg4F8FNjUUBN+tiZrSx7WxAtdapGIf8PQTVs6jP6QeMNrRhft1tOPIeMRY6punEHdzg1GvJMfYguvJkwVoz2olO7wJPDge51THLoQxZso2pNzWO9SlkrZTBu6S7jTWWkDMUxmoxXYyBrl/TbTZstxqaHG/W9CHxnnf9U5778X+Wpi1CtlpF+Rvv/DFe8Ol/mcVqhrOJEDb0/RrWa5bi2N+7cEr0dyxpX7CLUpzWxXCKFERKxK6n6zYc3rzOv32HplF//Z0/zjP/wMfTG8Nv/OL/WV/+6+/6We7/yD9AM2uZzZfMl3vsXTpmtXeBxWqP5d4BjV+wmKueh2+can00FmdVBzOiRIai5aAZB23HWHuTRkNKEJPNQkEKksYYiRicVc8jpoHK3riW0PVsQ6dtK0VojxtYtKyWcxazBpcW9Ns1IWw4Oj7k5OQoX8NpVbQxBqJyabTovKRDGUKQ0bwyJlPpRjiFhh/DtDKo8nrFRqzVz3gSWN6djqfKs7jro+gHntd2fjIqwKHy7NoFolxUp2pGZTKMum1p/n3HAxld6HFmZPyaMgqxJnKH51nfJyojn+dGLAA2xbgkjIzINQllNCaHwyGZ2+AbFXvFGawXuu6QFLfcuHmV9z/223zgyvu5eu1xbh7eAOA973oHJ8eH3Lh5ncOjm/zGO38MgMObV/nt972Hk5MbbNaHbNaHzBqDCVGVqoN28WoyBbsYBmPVQBcArxddUCmkXJcy7J6FvFUMRRnv+7V3sZo5PuaPvqg+99zf/3FYk4iho9+s+fVf/GmuPPZ+rl35gBZkxQ5nIt4KvjH4ZYOfO2xjcDNLM/fMZqpHakoxm2lUnyM5THQgWpFK8kg0WFpSMDRulruLbYlRKfCF8Jei0Pg5ly/fx2KxoG29tmqUQOg6WmNZzjyLmTCfQZQtMWw4vHEDj6HJs7Ck0Imp5m9K6t3U+g/FIKyo5+BHqaOKl+V/R/QRJNX2CmJzNigzWU3SFgK74e4HM+4Zz6IqURcwkWGBA6cqbcvvjqkwyFmYBWSrvgMsjd3DsSewmw0YgOizcYrx32rnqYJ8k1WdpBSW5c7ltmTFsuqWKUpNitY7axQjEKHbbokYZrMZH/i1X+YPvuwP0rYtN25Ert884gOPX+Gxf/3uei7P+5OfVCv/ZrMFx8fHNO18OPGUkK5nuz7Be89q/4AHn3Y/1496jg9v0Lae17x44FH8vV9+v6YfTxKh3yrYFwLewnI+U5e96zN2oe77P/+H38if+LxX85Xf/H1c3F/y9a/8i7ziNd/Ee9/zm1y/eJUUO/7Qn/7z/Oo/+2nuu+8+Ll64zDt//B/Uz/zNX34Hf/hTv4DlYo+DgwtcuqgL1jSexXKOdYo3WN+qkHCEQICgmRiX+4Jod9csYmOaHB56rEl4N8O7We44tiX2DX7W0piM24hw3333sVztcfmSFvEdnZzoCfYBiZHlvMWbhNCx2fZcv3qFxx9/PDdITjhrazNuiSo6XMR8cdp2spSpY0b9P0RLA0ofkJhOz2fDYJxtFiiyaOhijGqKhLtYo37PeBa7oyw2O32yPu42P+RWpK0nywodhzS7WZrq4XBrBp4Z3XBSQmLk8D/+OwB+5i3fyWq5x8WD+1jO9yeGAuA//cLPAPCil3wpFy9cYjFfEkPi+S96MQB7e3s859nP5b/7qI/mIz78efzwt746N9ZRUtDf/sI/PjneF77w6ap3MfL8jFE90NXegoODA1Z72vjIe8/PvvkRAH7xB15HiILYhq9704/w5r/9CK5dYvwMMQ2/+s9+GoB/9c63c/+DT+dzX/Xq+pl/6nNeydOf/kzuf/Dp3Hff07lw6TKrvQss53v4bCicazTEwlXBmkIgMwxSg9pOwVQvE8kpWbSs31l/yqst4G35notRcyfnXOaEbLO+aNC6mpQIsaPrt3c8P8cg8niOlc3SpGFenOfNnreIjTHKJL1LzsW9YyxkqJUY97woWYDz0qIFMCrMt/Jccc/Go2hZ7h5j999PJrMxfu+ukRjH+2fpZBYBWpW/PG2QzOgc5PH3Tf721r/1GvYPLnHh4n18zCd+9uRvn/QyJV0d7F3k0sXLXDi4yGy2oNzu+++7nwee9iCXLlzmDY9ojcm3f/XnEqOK7PyNt/zC5Hjf/+7H8Fmct9S8eGuZZy3Lg71VXUg/8fovnby3i4ajdcc3/OW/AMDbv+/baWb7tIuDyet+6Lu+hWa+x2d92dcA8MDTn8kDDz6Dy5cfZLV3kdlshW+X+FZp2KdDxsEwlzYEiIYSCv7Z7F24el8K9lJAzaLqVYDkvu9J2dMrup17yyWrTOnutltSiliEFHtOTo5ZHx8T+w5vNZywQg1BiLmfC1QG74StGWINI2T3+RjrtXd5EykPYAKc7kxM7ta4d4wFVK+h7l5JKvK7W71pRCo7r0i6jwtr9GVSd8Eyxgt5ONz5DM+z2JrTUz6tRzB+L2ge3FqLazy28YPk3Y6s/y77Uw1lnnSXH5587le+7k1cOLjM/fc/xIc993n8j5/+CgA+5s98Ljevq6v8E2/8W+zvXeSB+x/imQ8/h//wTi0Hf8ZDz6bxLV/3lz9tcszve+1fUgDRWF7/o/8agB9892MTavt4oTVNw7xta33HfD7nC7/xbZNjXr12nW/9qs+aPPfPf/RNPPzMj5g897JXvx7bLFnu3cfLv+aNPPjwc7jvgYdZ7V/GtQuiNAQcEY+zqjGqcn9qFBCbMapp5ij0idCnkafhNI1scpbFtXWD2b7v31Vgs2AuMUacU2NRDcbeHsvlUgvRMkV7c3LE1SuPceP6NUK/nQgAabZlJARcNrS+YD5ZX6Qf2hOEoOzOGEINX0ydE4PRLo9ikM7zVO/GuGeMxcTSisZp5VEsdLXK4/fl957HlX8y41ahyJN9/64BSWbQn8RZ2PEyJo98HVTxKu8oAhee9XwA/uKXvJq2mXPp8tN42v0P8dDTn83DDz2HP/U5X83e6hLv+rE31XP6yTe9lnm7xy/88Bvqc2953avY37vII9/6I5Pz/8pv/lFa72m9x1vLW3/uPZgkmqoUNRiNc8zblsWoCGyxnLHaW7B/oEVVr/zWnwTgC177g6wOLvOSr33r5HNe8uo3sndwiS/5Bi2z/9LXfi/tbB/frJgv92kX+yxXl1msLtIuDmhm+zTzfdrZPrO5qmSpNMxgHDTbMVD0U0QNRdCKWS2So/6EHeP86P8DwMlv/lrddIrBAKWblzDGe8+sbTAS2XZrjk+OuH7jGteuXmG7PsHZ7MVmT7bMUUlZhjHlcDolUvYaJIcxxQNhVHlaNk5iqiDo+GGSVKLcOEyX8vtdGveEsSipoIIaj72Iih5nKz2+SM7aWmMxTk+dFT7caUjxwVrjs3CIqre4E94kJQac6bVMjF8adpPnv/CTcqzt2d+/xHJ1gflS9SCXy0sc7F/iT3/ua+pxPvOLX8dyvs9nfem31Of+12/+EZxtafycr3mD4gavef0/ZjFfYkep0XIfmqxA6zDVo2izRzGbtSyWc5bLJavVitVqxd7eHl/xHW/XCsx2RtMuePk3qvrVK1/3w+xfuI/l/n3Mlxf5q9/+E6z272N+cInVhcvsXXyA1YWnYWd7+HYP3+7j2xXWz0mmJSSbvQhVIi84RYqoeE0uftOFJkN/0pQmVbVphAUc/7+/MrmHN/7ju+s9KLUd1VPJtPZyH7u1Zj9u3rjG5uQEYwXfKOej1v/k49bww5gaZo//Vn7WRzEGZc4UoyG3f1ThpbtoLO6pbIgxhhCjgk/WakVi1F6TkDMgOR1ULq5AJrSQX3NaZUtyu6ZdsPG8MbDrSkgwfv7sUOOs0EdEFOl2TvPf1mLJVZIo408kapMeZ7FJtM9OKnoWgRAs3moNjDMGh80uuBKR2vmCfTwxWXyzYHNyUhW8P+2L/45eEaOMyS965Hv53m/6ImIU2raBpOHEN77x5zArPT/X6q7pncVmfExSwKB08piykKwkLBbrPMlot/KYvGpOGsPMenw7xx6fICJYk/iyb/1J/GzAbtqZApXGGGquxnqwlma2wjctvplhXJPrRCzWBCR1ivUk5Y6kRG0JEIMQ+kjoIzGohxHjABAWT6FmEaxl9REfNzEYex/+h9nIhm3bc3Ky5ujmMasH91TgBsdmvcaIMGs9m/WaG9evcv3aFcUsTo5Y7s2IQTMTKRumqccQ8uQZUDXlTAi7gslAbcHQZEXzgs1VA5I98TorR9/tbo57wlgYY5hbvRDeG0JSVaYUer0gaXjdNFGaL7LYrFNgzswSTYhPOxjGWa89/7mzgc9TJKzR84KWRzuxeKe8D2OtptRwmEa0JL3viZJIMWiyTzTVFqTH02iJOyU+N2xDpIsJsR6/aNg3nuXqUo17X/W6Hyc+qzAZBz7Jl/+tH1OWZtPgW8csewnOOa0hcYb5rKFtHC950XP50V9+VBWykoole2voU0JUnA9rhHbmMd5ptWNT8CNdnN1iNam0HdPHbW54NJ3UNpeVO6xrSOJIAf28FLEknLGELPkXRVRILEY2m55upA+63WqVacqamyn1WukZgzY8NoJxqNH6yD+kHcoEutgRxHJ8fMyj/+VR5q0CuOVaemPBe/pe2KxPOLp5g+PDmxC3LFrLvDFsO4vJC7+C76PUqY4dw2AGVqdk4BuyV20tNpOtysaaX4hNCV9CllxflIJ+NyVhnDvdn9S4J4xFQddN0lZslqzaVLCLwsFgsKA1g0DOSZuBov1Ushm7Y/Aubu1ZlOfPMhhmdE51gUgGOx36TUT9TJeUYFYWdSwfPDre4ELnXdQaMB5jLC4JoIIxLl+/FDqa2IJJOUWonz1vWpoSTsyaKjiz6bf1PL/wEz8SgBe/8CF+9JcfzW3+8nfINTLOa0GY8VptqVTwlLEDzTDM2nSqLL+mlPO9Ln1GYjYwIYHF5l1ZeRJlhxZJ2uQ8SH1tiCVEKAI9oQKVMcbqqU2xpOJtgkhU59SYQZMk38s+a2uU+xpC0KI4I6QY6bs1od+QQoezAkZ7v1phqF8a37M40lbdMRba2iHPXTSs0gunmvCS14PyKkYcoZi0632SKrTsGQrN7ta4J4wFZL670b4XmipPlcYKp8FHkSFtrq32pBoOIBdRqZS6sYNgjfDkDe3tPIsyyiQb4yfWqC8/UKbV3cdqyYJkWnA6tcPWDweGvPu/+5W381Ev/xj6FLR3hrM4Y0nOYBuLd752OZPolbVocuvCvKs3ztPm2gbnPUYROaTT7/eKT/m9k1N48Qsf4gd/4bcmRnicFhY7pPCsEcRn4VuxakhkMBbj6xeJuqisMiWiGELQOxQl9yURsDkFqvJ/kZjJazGISv4lCCGOwo9UFbtLSlEbOes9FNSrsE5FibQGRL9rSrHyL7z3FeQsAGrfq3fSeMt2u+Ho6IjNZk3KBkckEvugO1zGFwr4qOnQoe/NrfgPZb4C2srQTjeN+ubstZTzL/PbZgj4bo57AuCE4boVMNM7R+s83tj6KHnlmi6S6W4xRo/HJJvdWofbnssOWHo78HT8t7GbXVKk414aY74FbpodmfAzoEqzleeeeN9/AODHvud1bLdbjtbHrLcndEFjeOs97WLGYm/J6mDF/sUDVhdWzFcL2lmDbQxNa2nnLrf1sxibEAIhdHVxvekf/9vJd/vhX1KOh5yRpu5jnJzjedehyaBpY53eTwuz3Ox55lQLwjuhyf+2WqCOIWEk6k80fAi9aDuCTr2Jvldd0bE3MT7Hc++XFp8OO70Z5o+zHmtd7jjWVdZqTZcmod9uObp5I3MrekAzWF3XTTIS47l4K8ysZPvG9SQwLNIaRmcgd8zRKMkBJ6hXwV3jYp06j9/dIUxyx6DiJW3T0Iwq+3YNBwwGY9dQnHeT7jQ0OUWQ2gFNz8pg7O64u8Sf8pqabTiHsLXzwVhrOb7+O5Onv+frv4Rt1+VeF5KFWHzNULSL6aOZN/iZPtp5Szv3+LnDeEOQQBf72lMkpcTff8dvAPCjv/TbNYwYL8Lda37WdSlKWc4ocOuM4JyqBDprcA6815/WgJWElYQ3EW8EJxErCZEA0kPS2oe+K/yJqTcxrsqdzofIVPhZi/HG98Hllozj9yoOot7DydER3Waj5Kh8X2OMHB0dcXR0pAYCMBJJUTMoBdAcEw3PIlWVx2SOjJ4zxtRjjLOFk/R89l4qcSvzWu/muEfCEMGlbN9FaIypfPlSKyIiWBFCzlUr2JeIFExDK1CtiRoDjwy4kdxlanTxxkDp+N/TxVqaBEn59ZwxOm7FjOEzAAAgAElEQVSOfSl9I4xFGf8GkdFCMg5D1KgkQcQS0YmUxBJJ5WAYY9i//EwOrw4szs9/5Ntwz3K1s7pDAUPvVVXa5P2y7vA+N85NUvUjDWlo0EPIdS1C6fP5gz//XvAmi9BofULIYGnK1b6mlEVl+rQxSoASW9K+g05qaWacA0sF4CTTyCUqYBm1J0nZNE0yKooWEybq833GKPrRwg47G0PpWm8kgtFivUTUDISRLCaTNTGszal5p50QJCIpElPH4fF1jo5WHB9fo2kaGuuYtS3zhQM7yPfF1EOuYtVCQMVZxkSqsrBtmXNiSSaNfup8GRTZtJtdEg2eJpqv41kqGqLZHMoXZFRTp+fN2Sc/7g1jIULcdsPvZUIZM4lzjXGYjKBLTpL0mZbb971Wg0YFvSo+6SziXI6hFT0X6/WmGAYBk50dvXE57MFotmV0wxXko4JJxdEVY0k5K2ByClCMRVyjn4eQYqAPHUHU6LXGQkp4aSi9PchCLEf00Cc6u8Uax6VnPI/7H3oOz33eRxEe7pBtTyAQXcS1Du9m2Kz+ZI3T44jFOtWAEFGCVWN1MaUQENlgUo/0sO0jjajuZUyaJt0GTT32vSCSu7M79Y4EQ99pQyTVntVMzXh397liTlElp1iB0Xvo4lDBG3pLjBaF5lBVrNIhPYApPAqEaAI96lEF0Q71fVScomQ/RHqsidr4WCKuMUhMhNhjvBoM7xybkzVdMBytT3BG8L7JoYamoNv2hBCe4OqV3+QZz3yIB+6/n9nM8PgTv8Ov/Oov8tjjH+Do5nXmixmLBJgG6wQXt3ib6LOH1MceQocJEUmaGTPGYDP3wxt3KlOna2CkgVK7aU/xO33O5k1P+6WKgDUWY+yZ6dinMu4NY7EzJjyF0QWcMB5zPN/AoJKdYn79FAxKKWnGsVh3EUCbBNusDbFbNaI7oVfDJabSyyFXhRrNoUejFl9ZmrmgKdchYE6rS+nPVLMcSVIFAIvis/MeSYIxQTeGpGBvaSFYiUYxsxaTyQvRZQ6GUcahSXjjcwhg1HgYgxC0B0iMbENfU41VG3IUxsVYHgM2wWiHK0ZhHEJNyGVRwJZKSPLk1Z1Si75y8VdOCUtS8C4KO2QrfcSkwsZKsCqd3TnF4p2kykWG7u4Ykh1g7oIBxBiryPBYMVxEJtcmhEC/3fDEE09w9epV1us1QC3j1/PJ703qTe4+RsgEAySp/z61sGs6bQSMZqHquw5K3GbcG5gF59df7Kadatwc4mSRtd4z840+Gk/rHd4pmFZCVYvusA5TSU5nXYDdz4+SU3em/N1mV1tdV8HlFGaWd5PcXEZ0UpQWgJaRS14yCSODOMYzChpfypvLMfT7D6GCZCgQydodYpFYwoJMizZF2yPLzYWBytz3PV0IdDFMDPPL/9zzJtegemU7j3L9x/jM+DHwAYYir9JeoPw+9FXVuSAy7q06eI59FyeMynF7xSl4ONqhB3owxWvTrvOSxZMSx//p3ahCKRMj4YxBCpaTelLoObxxnd959Ld5//vfT+w7jM1hnbUkGQz57rU7M3R4kmPMQC3X9EM57hHPYpqxOG+MJdU19h1Scs6rxmJyripKRRTjICVd2EZJXTHX/hsSNqtDG5NAbHWlEcUQdOJkY5PQGF0sYi0WW8Mh49QUOKveiBhTdJKwuw1nNBiHJFWdvIjKGFtSetnjscPuWBZIjJE+JFIwiFfjEKLiCcTEzLdY57NmhlMvzOTPzazCWLgLomnKmDKLxRi+/DM/FoCXfMKz+P6f+21dvKN7VJeknU5WPU9T8QtrTJYl0h01Zralzd9tqCwmhz4mcynIVG0tAuuLdxOStlF0gwEutO0UGeqL8rnYDJwbyvWU3P/VZOXcBKJsyvg7/x778PMVVJSk3qFRwlaKPevjI24e3mDbNFy9+gSPf+BR1uu1soMzs7LWcTAYiXFGZpeAdnZ2ZIyknTEqX6AUpX3oDMY94llMx1mZjF0LrTyC0oRFhUJKoVMphmqspuysmRai2ST1MU47qXJ1OYf8MxWgqBQu5TJnMnBpjOITxmNcg3WqCSmZL1J3QYkZcEu18W3l78MgmTfGTsaofmZ1mrI7p7zA8gNxKlArBQfP1ZVW41aK+5u9nmIA4s51fc1LXji5Fy/5hGdMMgtnVffqqaYzn6/3KvMUSuPhWvRVdCakllzpQ1SDory2ZDtCEnZTo+PsTJ07os2fpVh6k42FM9gs158k8vNv+Tv1PPvf+Q/1Ope5JJKIMbDenHDz8DpXrjzO4088xtVrV+j6jRolN9UtKff1rHTpUyYK7hoF+dAv3XvGWIwLaKZcChkKcMrOkXTBjav19G9DqFGMxtzpo7HKgtM8tKjClpSGnhGCHq/QcssuLimThZLSvpJon3MxihEYo+59CU3KQ4Rh98tlxmeld8ch1rALpUwcyljNaO2VmLi48zEkYp8zBBmU7EOO82PuqZxS7Vka0qD1kcjegYIaGOf4lrf96uS+/L2ffe/p866LffQd8oKuCzmi3tl4sWdjERJEMepJZAaF+mwa0iWxJFFGZ8xehoi2Ixz6mKb8u6nueRmlMrNkzby1KjxsUZ0Jo+QxUuDjP//L6vvmz3y+BnUKgmAsbLt1zniccOPaVR77wKM88dhjqj7WNDStn+AV43GWwbhV+DH925hIUF5gpkajGNkPkeG4Z4zFxGM4w4soP3cX13gRDjlsOzEaTcYuXHZHi6fhsmchMSIhksrPGhPn6s80LNLxJROo+ISM0r1jYpU2ijLVJSaptkFVYirVjxI0ZVcwDBGsQzGXsZKSGN719u9V4K2PdCHRhUTohgKqVBZRxnKH8mxdpKDna5zDeE252hGf5bt++tcB+L5/9t5T9+SsezUu5+5Hmgz1HqXieYCMJrvIcCyTBRKBukuXv9dFVwHP057EGPcZHqgnkcM7k5tuOwuFQBVjbkr08O9RjkTS5kgSFfQlRUK35fjwJtdvXOX69eucrI+Q1DNrh85tKQ38kzE4f55nfN78v5M18rs17hHMQseuu3Y7l00XY6psNrGKJRhjcFbz1booVJ+BnHorVOmYdIfKeQmMzTiDcYjridkIFNjZiOCtzx6FSuWLszS5otR7TzJZWTpFIhGTVCbfiE5CjCgjMWdEYo5hRcxoAUQUpAPXgBNLiIaTK7/Fe/ktAH7qu1/DZ/6176dxM9x6izGeFNekpdRd3zk9J+M01IrSAUIy2r8jZa5CL4mAMHMO4xqMa/i+f/pfqqx+yQwZowsriWYIDApiFkUpNd75Xo7COcOgTqVYk/5svVbPjhd+4VB0IdIHGRy/nBURQxY+nhouJTLprTJOvURnwRih8QbvFZ8IEnDOIDFw3B2zPbmJe9ZHgnSAVtuGXui2G5qm4eYNpW6fHBqlx2cg01jl4AhBv6vJnBOTZ6YRUgqTh0ikaVw2GmrUp6D+kKU5a4zB4jwhT6+f/4oQxr1hLGR608c/b2dNbX6vUoN1+xRA4QXla7jC0TBZbF/AWkMftVDJoJNKMjtLkhBMAmJWDNfJLQhRRmi303y5cw5MblCTjQVBCVBYq+ChkEuL83Ez/JlSUUBSr8UZg1gLIlgngK2kpObC0+lvDN3UC4ZQCqcsyioMxtAFS2M9BWYl4xMxBcRE9WJipE+REPUxa0dMUq9Ne7WyM98T3HD+ogVMYi1plNJNucCrXLNSDFUMTml4NLA8s5GUqbcQYlTgdfRIWej2rDlhrGaITAaeTCZdeauVst4aok3EoLUfiGpn9qEj9lsMCazDGhTriNo8KW208MsbS9N62qapRi+E7bDQjdQyR4Wk1FOMSX+WsMYYcnq4pEJlgGruJoPqv8K4N4zFLcatvAubRDPUI8NS3ED1NtC74wY3vlTtKiBqaZzG8JqKzC47WSiVTBEuTWftEJsmM5Rce+8R8k/jhvSZCOCQFLXALfehLJPZGKMGBN01bV1AujPZqDtp6iMiCUmRi8/+fVx/77/l4//CV5Oek/BplFI1mlp0FkSa/HyP5PCrgqm5cjKEwDZ2xNBr+OUHvsTYZbbWDkVZTA26FW2vUEKR2JeMQEkNj+4Lenytu9DrBTtd29O0pufUv7PRHs4vGwiMbuiZ4+A19kBQUlrJMmmHc1GR3RQhqedgoiBOs0JlpKQkrpSzadYZxPvs+eXqT5fxqkw/0WrTWI9xu/DjTjfF242z3n+rz30q454xFmWRP5kxvtBDsACIpgmrITFTMpFD2YdK7LK4lFOHeec3tnIpdb0LajhK6rWAYDkbInmHNBk8MwLilaZMysSsnIlJFUjIwjKUcCqqd2nK68A4hyf3M83fM4TAc1/wZzl+8IhLIeBSIKZADD1dGtKD7ayBoCnH2oLC6C656bZ0YaNFUnFbAeKyGKMIL3/RM/jen/0tEFsbIpf+p1aD/pFbrNc7hsC20wxEMQbOeVKQrDDV5xCxGdVlqGGNUvQYTM0eSX6EHD6UdZysUsPzb5iU6yisVK9RRZAsIh5DQCThrKHxrnoOStFWeYSUIiH2mkeyEBunRiiqkVMgUUHRhHJfCh7ifeaZQBYFyhGCSZQuH4XnkXKoMEz1ncX8FMHKcTZm/FzxiO/GuGeMxWThPwmjcRZrsBwHqPz8ZMfAl4KeYi0mGmJ2q12eBNkj1TQarhoJkellH4NvE2DT2qxPoROvGAn1doRExEUlcBU6exzv2iLEBL5piWIwps+NihJdt+H4+JjZek0q3cCqboMCeq6Dvm8JIVPojWSnSPkc682aLmzY9j1J+goOr2wWzvnzHwXAF33ic/ien3lvDU2Kd1FCgeqpSKpiM9utGoumaTDG0DQtkUGSDsDZlEvmFSAUEW2MLFIzG2OQdJJhMdoWsBiLcr3F5A3DCh6l2xuDGoRkAMUZjJXa4Z0U9Xo5C1GLtYpOysx7jHUE6evnlHttRIV/2lZbICqWkQ1Eyrqboz6rZ2VJxuSv8Vz+XcYwbznuGWOxO3YxjNu9bve58Y3Qhi22Gm1fyET5hvUZxAwmYXP00iVBjJAIaAdyxZWMcxlZN/nYqqfgk9Z4DEUjMZMhUhVULWnelAKlmExKWVXmWJjsWhdvyVrFXrRREfR9z3pzzLZbE0LAxQ4fG0L0OKIKwzhH13WK0eRdzGRdi5Qim76jLzTvuFWqswjH6ZivfPnzJ9fy5Z/0bN7ys++r3dtFpPYSLYI4OKtydiEQYqxdzJoS3+ettngnwYRqgLwvPTsyYJlpsn3f53TwiFMhSTfiUe/SSebDKjdDyW1U3VZBUaLCp0l9qBTuWtxmRhyJzEbFGgjTuVW5MJbBO/IZa4ppcAt3xnmb4amyhpHU3nnHOGuI7CQFzO3XzpMd96SxGF/QW+elT7/nzlJQsXoY1hgaClkr9xMVQ4gqcafTTUHQBFl3weAdyk4sjEMbSbmzswTt9UBUKXeNy3VBRgmQEtEItpfM+rQ1m2Myqq7gZiJlZS3rIjZZEqrfEPuOFLdI3xGMZnuiMZrBaS3bTka6GXryyt3I1yAVgFSPZ0LiOBzzNW/5JV77sj9Wr9Wbf+Y/I0bouq7K1G3Dlu12W42Fa5ua1TDWYh20bctiscivKWHgwAJNKXGy3eCjr7/bgvKLpQuh4hcp80QU7ReV8y8ZKgNa22ZVeEeAXKFpc4gYBbzJvJIibZc9BIvqgyZjMC4zUIuBhaxIlcVy9G5lY2SnhV6Su4KlmJnFubo1n7OCr3rMTBBVK2Zk+Dn+t5jh5x2M8+a+hiF3Z9wbxsJwOg10B18xMhIGqf8rh5zGakkEk/JtdE5jWlJmOepka4Eo2rrOR0NMA3U8pERIW0wXkK4luF6p5KBakUml6RrbYHNoYPqAjT1JElZ6nE04DApB6HsdCnI2zmS1cqVDS9LsTts42tUM5yPrbaSPju3JMdefeJQbj/0WP/eT/xuf8srXY8IS51tC3yCyYN9egMaRoiF0GXDNu5bzOVPiBJPABviBr/tcgP+PvXcPtm2rynt/rffxmI+11t777HNAQL0mN8mtax4VU6mkYm6iMVauiUnQ0sREI6JGFFAEAUUgclBARBEhAoriA5IYErgES/PwER/JFck1JGViokavsa5GOMB57L3WnHOM0Xtv94/W+xhjzrX245yzwSOVvmvuNd9zPPpovbWvfe1rPP/v/yte/KafpqoqFosFp811VJXT0zOuX3uA73rR5/CMb3kXbdvyhuf/tb3z8ZzX/4T11shq34vFgiFG2tDQ9i3dbmCz2bDZbNj2HZuza2MNjFNwWRgnRs2eVHb9ncM1ubGfJMSH8SIywNScDS9KW5VzGyxLk69bxaHBDHQ429H0Sjck3vvD7+Tk9/8BqJQUB8t8+Nq4GRppcuoYiWY4xAxFXXsWbYWvJEveWVFgQiApu9DTx1wVTBoBtURCs1EYvYqSvC/3y7SdZQm9q6YJfoEBGVmj43vy4zsY18jvNtEDoKmd3nN3/bA/90gZZcVlrTIyP3fXSppwIGsnZDd4iJEB6+KxWq1AvJWZ53CiqipjjfoGVxD9MKUmh9ARU0BQi5djLpOecQ+sec7E/hRX45sWV6/ohshmF9gNCY0evzom/o9fGrf7yc9+nbGNVGjrFZeuXKVZWK+LwNTp3HvPYtHm2N/CiTd+1V87d4ye+x3/0oR0KsuqbDYbvvU5nzG+/vw3/GvquuYVX2ZeyIu+/z04j+l5tg1t21DX9UiJHqJ5J9tNkaLb8dC1szGj5GDMksRgmEYqKesZMQ0UqZN5AEykNSsQVFxWIhcCcQiEYUscBpRTun5Dv9ty7fqDhN2Wf/EW669y+Q/8IWLop3aFzo9FfiEEkDSGTC7LEdZ1zWLZ4rwZ/JQ9R8sK9fRnp+w2G7bb7RSuwV6h2WHWyR4X7Mrt4xnMhJEuAEHHGiKKArjN8e3pNtcDAPDvVfVP3s41ctG45fUmIt8nIveJyH+ePXeviPy2iPzHfPsrs9e+XkR+TUR+RUT+z0e6YY92zA/0HIi8qIL1UIJNRGh8RV17msrk/eqmMBxzpWiy1JtGQ9YJA6HrCbuO0PWkrkcH0zCIsTd+QypNg/ScJ3WY/i1sjJQZoOMK7By4RAzd3uff9R3PIsWOrt9ad/TNKdvNhq7bMORtMoZlj+bVsnznV7zuXeeO36uf/Rlcu3aNa9eu8dIv//Ncv3597/VvfcansV4uecUP/Qde/rb/zGq1YrU8olkuRnBzPM5qSllNU9EuKhbLlsWyZb1uaNoqg8nGSQhxIOpASD0x9SQdUEzQQlzCVWqreQXeO3xlN+cFX4nR1ovwcZ7diml2WhGeFacVQwHw4K/96oXqZSJWRzI+l3U8pt+cwqvDc3mrVOmNxh557eB2w5ELH2Ga96MR+kh6FiLy54FT4C2q+kfyc/cCp6r6bQfv/UTgh4A/BTwR+AngD2lJTN9gXORZfDg8ntGlm2VQKjloSpt1MSXz/Y1DAIHILtl5cb4+AKZ8Dieg0onTIMkSZ71GgkZE4+g227aU+g+Xv9PnDbW1UbTCVw1VuyIk6EJk01kLgBAF3v//jvv2mc96GaoQguBSxfHJXXbRej8CpIixENcn61z+bp+Nmeb+nV/1V2/7WH7D9/wb1kcrXN2SfGNcBZFRnq4czi50o04EGMej2xn+sT07IwyJruvYbDbEOKWIbXsznXpe8u6sR4ldCJP0XOUcXkFjwKUAGglDz67bEPoOjWf0/Ybd9owHH3yA1O/4ybe9GYCP+cQ/YkZqMANcjEYxdqWsva4nSrxvato64xcl7ZzCmMnZnV6n227Z7XYTKJqP9fzxYbbk0CaMHsbMIFwYhriJ31Fqh5xzbK9v5gWsj8qzuCVmoao/KyKfcJvf92TgH6tqB/yGiPwaZjjeffOPnfvNh/P22x6jlZ49d1j2Xgg/HjJ7M4Pv4mgrA8wWixbns3HLACfRVi/tAqboZlbdO6hEcOJo6jpPxFkOvLigrkFnxgJxOGpUPOorK0+LNVSJKia6LnHyxz+FD/zHn+HTvvT5sApUrsbVDpInhZ6eiA55taxNyRtyAZrEsS1B5WvEVTzrdf+K1z3rxs7gl7/s7Xz3iz+XF7z+J6Gx5wxYBbB9NAaq1eSGlGjrfJzEiFq+tkZJbV1TOWcZnY2Mwrh28RhXAq9YEa+jqh3e+bFq1I5v1iXJdbYmmWctFYqM3pwUpTrTBUH5C5/3FH7qbW+haWtkSHhpxlBNHGiy31OdwpC6rvGV4CrzXDRzTCylPHkGlXMEX4R0DI8hszZTGtFNoNTA7BuQMh9tuByWQukAfzjMWGh5u5Xsj4SO332exVeKyFOAXwCeq6oPAE8C5r3gfis/d26IyNOAp0Ep7LHxcAzFrRUw9n4v4wuC00l0JhVRFCacNY20bPZc0kUuuLp0ckzVtOPqkyLEYaDvBnbs0DA1fDHkPFLVnuP1ckwrFpZmLEVqvkHVEdXiU1w1Fn5p9jRCBiOrmJDK4uv//TP+FukJtq1N01BXDao1SjWRm1BE6ildq9NkEuepfO49IpGvef1P8e3P/As86zX/gmXb8i3P+LTxGF6+col7v+/f4tZu1P5s2ppBizdgmR1xbjw7JRyx+ohcqh9Nf7KSCgTaqmXZDtY7pHAZRJDKG+Gpqqkbb5iOB1Ic5Sgsi5qJ1ml/RhReTNRMrS+U97y6V174zKf8XX65/kW8KDFfWCXdqwn6qJC5NlWdjZb3OJm5/Vmzc0rDClXlqapCAtMsc5hwTke+COpAclvF/dm6x8WgaLKWZe4CY2GYhYyeiM/3nXOkeFPH/rbHIzUWbwS+CbvKvgl4NfAlD+cLVPVNwJvAwpCbvO/G33GT75+v2nNZesRKmsvhPvyOyS2cYj+ASjyV89RVzaXVmsVigVTeLugY2W17Ot+hQQmuKCbZCllVSrtouHz5xFYm70cNhJgNQqIikeXkxOooLH0Lu1zPEFRwIeIDdPF0JDsV0KyqKup2QVMt6QeljwFCypobBuZaDJS1IsSBepwURqWgdeKFb3437gSWy5Zvf8cv8TWf84f5xu9/N+5YWCwW4zFt25amrqnSlLp2GVdJKZGyILBGJQ1p5DbE7L313WDdxaNdTHX+riHzUIqx8I0fGyE5J4TB6Pc5y5kvnhzClLBATHZHKd7GPqCo2YA452h8xUBA1KOkWSVpMravGqltjmsUr6IQ7ophKhe4qZhnXENdFkAqHoVJOppRkCz5eF4hTmSu9u6mRmZ7EzavtBKBGb6RKxTuJNfiERkLVX1/uS8i3wP8SH7428DHzd76sfm5W39n0aw7KJu72a7Oj8NFB2X+lGrpeansm6ZysNMEBqVkJ7og4n3PoIqeXme5XDIsF6wrz8nRmvXqCN/UdH3gbNfz67/5W+y6wYR11FaiZQ2XTlbcc889rI9WRkRKkHAMqiSFTYQQhUEZ+3jGaH1Q10Y4tu5bQ2QYlMXly9z3gVO6kHjwwVNcteT42FM3S6SqOTpe0tQt4hwxJvrBitlSEOKgOGe1MV49lTZU4tCUaHyNbzwv/II/ymve/qt44HXv+FU4SqZi3dmq/7y/88fGI/hdb/9lcmxFTANDSjzjbxgL9GVv+gW6rqfLvTe6YSAFSyd+7zd+9vgdX/ryd1kj5bZi5RzJJaTKlPHGjxe6aMK7Ik0QiZmOLjiGOFjxV+iN/BYGtv3WAN7hjKHfEFPg+PjYWhQQOD19KN8Xjk6OaNuW5bLl7OyMzW5L2Jhead8HM1i1H+dbt91CUrxTmpz+HYaB0PfEsAUNNLWQkuSqU6OOVyXaVGsDiTAuUPN0qnUoy9kNDbOVbY5dFK9B9zzjlBTvamIK3HBlfJjjERkLEXmCqv5OfvjZQMmU/DDwj0Tk2zGA8w8C/+42v/Xhb8jezu9//nYZoOVLEnO30qTYXLbUETXSDUbq2Z5tqFyh+Va0zoDD5dJzfHxMYsOuD0bhqSvaZcVqteLk5ITVakVd11kARgmaQ43BWKMSLTSJKMSIqJjyM9bi0IeIDIrWDautgnMMaRiFbYIGPJ7aKeKFtmnxvmIISt8PSHRsN7vMQYgkp0gt1NS8+Kl/hJf9wC/ywqf8UQCe87l/iO/4R7+SM0mR2BtW8KIv+xN7R/D0gesUSf8hRF74zD89vvbip/1J/vYz30pf2gpGI7j9yA98xd53vPlFT+ZrvvNnqBrzHpJLo4q4825c6ckszFEISdUMgxiVvWS9jB5umZgkWP1Mdsdd7Wh9ZRCHGF6iKeHUUrGjhqjsZyXK/FDVkbFpGFjWOMXIXjHvq/UQKTT2NP7dy5Yc/hWBsl8i42Pb13K0ig7APH4vd1ImnAF5nx5OuH6zcUtjISI/BHwqcLeI/BbwEuBTReSP503878CXA6jqL4nIPwH+C0aUfeatMiF3atwoXLmQDn7wKB1gQJpl2RNTZSmKdUMX4ezszCZ+inR9YHm0Zn10Gd+0LJZrzjaWAjRQrKFtaxaLBW3bslgs8HVtvUIUPI4+GYvQRStLT9G0EpJLGWg1tqBEq2+oXEKrmqMr5pKLcyQXGXTgB1/0JTz1W3/QAD61isqmqWmbilBHtpuObrdjc2bYSlVVrBYLvvfevw7Ai5/6x/aOzrM//3/ja1/+r3nViwy7+Opv+Bc8/QXv4o2vfPL4nl//pd/IXIpI3w987he9ibf/4NMA+JS/9ip+K/02MUv3iwg//6MvOndOXvDGd+OXPnech0H70ViIk9mKu58eZA5elgtSs+FgKg1PYI2fRWm8p64ro+KLeXAxDAxDznaEajQsXmRcu0tlrVp8CcxAc9WxRifGSOwDymGzowmPKdt/fn7On5uU6qfCuflbz9MDCmaRkhrAdQfH7WRD/vYFT7/5Ju9/OfDyR7NRtzseKSmrhCFJyMrY9ng89JIFVkqJOx7x5jaGpITtjr7vGWKgHyKL3ZYQhUuXrrBs27FKsyDXbbukahbjra5rfIKAMiRnbEh1QiMAACAASURBVM04Cd44l8OyZBxVV+Jjl3BVgjqhUTnxNadnnVG3XeKHX/V8AH7g+V/Es777nbmXRwTCCMpVLHgIIXZb3v6aL+Yznvpa/tEPfPUNj9Xnf+k/5FVvnkDO137jX+ZzPv97+auf83p+5B3PBOA3fsWaH4W8ovcx8Kf+j3v5d//2Xs5OdzjHWAj33h9/6bnfePkP/if0CNTagxseEM1bsIbOxmUQFaK63JrBZAZKgR8wXphzz6Kwb2Oy5sZ1VbFYNrSVI/bBgM18gQ/DYJ3whooUwt5FXl6n/F5V7V30IRuI0EdiFxl60wA9lNUrXB44MHq3GKW9wP6YrcNSNFozgJ0uMkSPbjw26N53cFwUfpw/aOdDE9171bDzlBLBGUPPJIEzfTYlQgqEU1PZrjdbHDVV1UC1NC0HdeN3zjMqxkiU7EF6izFRYooEFcMwZqXvmkk/ipJGMQ5HXQtSRdpcuv2eN79mb398BVVt+9H1O4JLVOIhCRIDb3/NFwPwL3/gq/ljn/JcfvFnXg3An/wzLwHgF95tF/Vv/Jf/xid/8kv5uZ+z5z/1U7+F94f3jxWkAPf99v3jfokrhLLEH/4TL2Rxd4tUzsRPPfzFz3sNP/m25wDwDd/57zi5coJf1aQU6XPVlooBi5LbHrosgaU5jTMwT4PbuZyEgsvFOHE2lMQQAt7BYtlwdHRE64VNsorbOARCDITgx+rY8neYSyDmUEhzWFBX3sDUGIn9QBgGW0T6nr4fznk7h3Px4RiLCRSdUq7T35INgSJVVijzd3Lc2W/7XRwXu3Q3CENmruvhLaKoy9L1Ua3xbkwEY7mMArcxQdcHTk/PuHbtGvfffz8PPPCA9cNMaepmlmSvYe8Qipy/dVPrhoFuGNj1duuGyDBEupgYksnp9VHo1VbIBCTLPSJe8a2nXdf8mWc/e28frbI1ommg323otmcM3Q7RyHff+zl77y2GAqC/tqW/th0fv/vd9xJ3yif/CTMeP/3TX8fSr/j5n3/J+J73/uLLuOvy47jr8uO4cukeLl+6ypXLd3Pl8l2sV0es12tOTk64cuUKV+++my/9+ncCcHR0RJ15GIdG/hxrUabQwipzHZRyMtVR5xNKyGGYUFTlnd/yPH7sja+kaRpWq5UZi7Yd8QoT7TFgcui6XGrfEbqQNT/CnsboqDWau7WHIVrafNux23bWRHmIpNlNQ9q7v39T1MCrvfvlMdFqePbk3Oe3sX0CYwiiIwXgRlfMwx8fNcbiovFw3LAxF1Ma0MpMV6GUVidT1ZLKI5Ufpf6HPvLgtetcu2Y1DxqjuclZh3GMY/PJHJIpVYdoefwhYMK7Q5qMU7LVOZD7ekQDQ0PGWPo0kKSnaROrlWfVOj79654HwOe97FVI6nBpAB0Q7ZDUU0kkDDte/B0/dsPj4JPnF3/pVXvPvee99/Jz752Mw4//zHPOfe5xdz2Be648jssnVzleX+ZoccRysaZZtrSrluXRkpPLJ9x19Qp33XUXL3nDexCnDMNA1+3owpCxgPPU93m8H8PFq/FE4Z/eF2PkHa+YQqx3fcfLWCwW1hs262jEGEfh3r7v2e129LsdXdeN4sPz8OaiUoFicEpnN9MkhRg0d43bv1+Eh6e/zJovTffL4yKwdjBTp786fW6Ol04ZxjszHjOFZHff1T6iz97KlbswHLlIjUjS3vsjQNHslCxoQhqJQ5MOo60sddOwXh9z9e7H2cUegoFlbc3xyRF3330Xj3/Ck1itjlFfozi6kOiTshkSH7h2Rhczi6tqrKy8ziXW0Y8xqPNKVSVUdyyqnkVT0VZLalfhXUMtDY2vWS2OqeuWRbNi0a4heXZdZOgUYku3DZw9tOGB+x/igx+4n594xwv5lE9+BUfOVvt/9lNPHw/NM//mj7BYHfHqH/hUAJ7+BT9BVKVdLvj7b/5zPP+ZP0fXD+x2O7b9ji70RNeTXOCdb/si/u7Xv5PFqqVZWDVqu1zTNA2D7sxjo/BRKlxlx7WLHaU9YZKMhfQ9MfRoGChhRiiFfn2k3/WjIndMA93ulM3uFKdwz5U1l07WrFYrlsuKB+7/IPf9zm/x6//1v/Ar/+m9hL6jIrFYLKjaxryTlJC2YUgTRdvlFduLsGwXZkD6ns1mQ7fZZkMRqZFzIYjNwfOU7ovn9XwO51DsoAZlL5rO36tprnsKMcy+Sz/MhWSP5XFbwNANYsUb3WCKf514vJ9XpTpb8XM371Qa9+RYdhg6zjandNuN6U2EwfgAw5S2A8a030iomt1iDKTQ5+I0k7VOOYxJKeJSxGliXTkutQ1XFguuLGquLJfcfbzinpM1l1YLKgZid52+u04cNoS4JQxbxCdcLVQLjyxru60q/uxnfiM/83MvpJcBbeDz//pbAXjmF/wo7XqZ+4PCV37xT6NekEagEb72a36B1EBPYBs7dqlDa1gcrTi+cgmA7/3mz+bk0jFHx2va1pivShyFeZwTLirkKueqgItl5Z6HdaOgTpgEbYph2W63dF1HSon1em08jqraz2rAnmfQ9/3oURQi36JuWLUL2qreW3wO9UrnoZSFBPb38DbvknPjPqh5rhTSpirn+4bMbh+B8XsS4Dw0ErcyGoeGQuQiz+IgnTWLnUFGeb6SvotRkVmVaknB7Xa7cZLV3mfJ/zDNFLWep1EE79QYlnEAnWJx61omeI0owpCp417Ms2hVWYpwV1OxrCvaytPUnrqxsnDUUqq7fkDDlt0mEanoe1guTtDKJPj8wuPXNU234Mff+rUAdGmHBIHK8Tee/P1ca85oxQrgnvElP0GQQPSKOhgk4hnY9Gd0acfgczZh1bA8WvLdr/708fC+4ll/jpd933/I5K1ESGK6Dkz1FHOcYi/TUDgaIZCCVe0Wr8NCtDiFjNEqgYvhMOp1ZWzTpskX936ZePmtYmj8jAtROeurIiJ7RmSvrmdmMCwLVuo99uelyPk6jT3OxfnpeG4eG/37Ai/jIzAes8biRtmMRxM23TxkmZ6TTIYpJJr8LKHULDhHSjbpwAqdRopw6Efas6B4UUqzQwMtIqgzoZtccOUEau9QUk7rZuEbb2Ss6EFE8QILpyydcixw2VesnaOpPG3tqRsZaxf6pHS9Z9P1vOhpz+RrX/NtqFRsOqAShuToHMjC86NveNa47z/7f7+IP//pr6TrAr7zVLsz2mZB5Wt83aIZFBxijzrTr3QLz7JtqY+NR7JYNyyWLV//6vfwzc81gtZLv+8XrD2DjBxtuznJN0ZRGJguXFMFi8QhEoJ1d2sqGfGDEoak3Naw73vz6tTSxXW74mR9NNLsbbg9r6CqKlLwJn6jRReC8eJ3sNdZvTxXANW9JtAZaXSuOudtlL/lc4ev7c/L+YKWRo9iLBbT/WvEfns2j9Xm7J10Ox6TYchhPvnwYF4UOtxq3G4YUqx3mUhznQsAxeNkqt4szZSL25xitGwISuXVahu8lVALuUxdlEqgcVCJUqHU+TkvEZ8VmpZeWHihrcxILHxkIcpCEkeVcFftuautuLupuLqsuKv1XGrhpBYut54r64oXPe25ALzqOc+jdpG+P2M7nNHFHZGBVCmffe/3jfv3F5/8KmiUno6zuOHH/tVX8uDuITZpy1Z3vOOffB6d9PQEdqnnR97+FH74H3wBLIT2uKG9vKA9aamPPNXKMh0v+f7/B81ciyJRp07PeRPzc3MRqDhvC3AILJZVv4QSMWuBrlYr1mvDSA51IkZPYhYCzdOdwPj9qiZCvFqt9m7r9Zrj42MuXbrE5UuXODo6YrFYnNu3i+bfreb9NGZCOLNQ5CONNz7mjMWdLHwp49yJyvLse7dbGB77nB97cyYyBwJgVsWquU2AE6sBaL2wqBy1Mx1I6zCSsqSf4n3CuUjtYVlB62HVOFa1Z+3ttvKwrGHpYOVh7eCSF6544ZKDk0o48cLaJ1YE6rTDhS1P/dyn7+3DK5/1XFI4IwxbQuwIBNQnpBE+6xvMYCyvrmivtLSXl7znp/4eAP/mx59LXwV+9O1PBeBfvuOLqY4rfupdTxu/+22v/xzaKy3NcUW1rvArjyyEe9/y3qJ5N7blTJI7xPvcQkFyqhMlSrTtOjAaqkbzBvZT0cNg2hgZnyjEqXJhF6yiGIu54Z9rSzg38w4LZuWmNgh934/ckvL80dERR0dHHB8fW1r46lWuXr3KycnJOdxlbvRutNCNIcb8No6Cb+wbDU2c/8yHyYY85sKQQ8BoHtNdZJ3P5eNv8Z3l8c3GeQRbrVkv1vesT1nY1fmRfpyShQopDPi2oakdy6bi5Kjl+HjJauFoK8URTHAH63GRXKJqXL4QBPHNKK/XZCmIdVSGlPCaaImsSKxioOkiTfT4sMGHFurKDFhU+q7nzd/5fLZD4Cuf8xpeeO8z2EbHaf8+hmXEr06oqjWuyitq7XjqK9+K+32OlJQQ/N4x+dhP/Pi9xx/z+x/Pl3/Tj+Nqz/LymuWiofn4iqoxTKKU+ZuOgwdkZM6OGIEUI6yIFWqMHkOfC8/Me5g8ByWSQk9KtuLv+o53vuIZfPpXfiuiQl3XLNuG45M1Vy4f0S5rGl/RNpBiv+eFxBhpmmYMRaCx348RidEMzdGR8WG6jmvXruFgrIAlKW1d43IvXcncDS9Ct+lGY1bwk7LvxYOZz+tpju4fo/PD8nLzuZ1n6YXvU413zHg85ozF4bhotf9dS/fqJAIsMNLBTWY+4UWpnOaGzBVt41m0VpdR10LlFSelz6kJBjeASqRxpmtgDZTBRaGpalQjSQeqFHEaaXIxu3ZK8JG+cmiqTOKvd5m0BbHr6UNi03X8vRd8Ptd2H6JLwi46wDISfiH4qsVLQ/LQ1DU0FUrFQj3P+PYf5Q1f85l81Wt+Cr3ieNar/w2ve+6f46u+7WdxV0oGQ1iuW5q2pmpyO0KsklbVBHEmzysfxvF43ngxuJHsoVCaMBv56Z2vNMr5T3zn8/msr32jVY22DUdHK8t+NC6roU1dxMqFWwRtCkZlFbr7vIoqa5iUbQpZoCcEy1b1VUXrCr1/AlkLPlIaM5X9uwjAvVHY/WjG7SyiD3c8po3F/EDeik9x53874xZ5xZ9esBMfNV/VasCjNRqyt4jI2DdjUTcsWs+i8kgKEJ3xaJK5xBoFiREfByPRRJDcBT6ELY6cLcnNdY2XkKhrzzWtaCtH1XmqOrvQecXa9AO7MHB9u+OhTcfZLrAJQp889EI7DCyOI83iiLoGV7cM2pGcWOcu3+J9zfO+62fRlaPyLS55vv5N78VfdkgWG1YH7aIycZo65/px1rs0mTRe6TIW9ID6zOxvMSQ5fTxPlWqIpNzlntyWYLfb8sPfOgGzAMfHxywWC5Ztw3LV0rY1uDQmDubhgIh5IROWAYUqXVKrxfOoqopF0+CAs2wQUohc3+7sPOf5UcRvUgjIDJ9hNOHZexwNpIVj8zltwkGPZI4XROHhd/a73fGYMxaHRuFGmZCPhNHY/738uLjOqmMKK2HVo2NdgihIslaGzowJydiTxAEJ5panJAwxo/pdoEwkj7Neqs6hKFXqcnl2QFIkaWI3wP27RJ07pdfejcVEMUa6MDAEZdsP7HYdu12gC8p2gNQpQ9ejQ8CfBJbHgq8FcS3JC76qqb2n8k1uhFThcHhMAMik+MrKZdhMXUFVedQZsUy1tm7rUUyePh+ai4lKM3wiNwCahyEa4ujKK2mkY3/a01/Bv37jC8fvKeDioqlp2grvmdoiyj7+4ZyztgWLhWEVKmiaMiTzGpHyvrINplkxsD07A3JDKlXLcHmrF5mne0u25kbp0DLst+/I1J15MNyx73zMGYsbjZsZj4dvSct33Phz0+pXRkldRfQmjV8uQutDMAHZmAYUE9Alg1UhqXXzGiylak2BStczq6t0sbd2iGqNfJMqp3FgSINhh85ROeNtOGat/1QNSo1q2hhBSX1gGAQJkUbhe/7+G3neS++laSpYtGhVUdU1VV1b13PxiJpeQ5UVteocowMmHFOrNV6qnClxidHiI0raWH3GPMsQNOx5jTGZ1N48xu+6HX0/nDMWxbMofIe/9NXfyo+99vl8wTe9hfXjjfTVVN4UwJ01iiq40ngmZ9yLAn7GoR9rOEVM5m4YBrbb7WhYipQgYMVnZZuG3N9VhNqbeHPBRUJuljRhEbfykm9HfUIO7s9JXAV0L5J8dy59+pg0FrfyJg4P8kVx36P9fT3nzuUTfpDbLgxEjWlvRRrZgN2OvhGGUZZ+6tYOVkqcojL0cdTOGMRncdZoadVkKdeYdSxDSuzCwFlWzvYi1C5RixkNJ7Peq67GO09bGadD1LMJSpV2vP2t/xSAb3vJvbzwm1+B+hZfH43cEON2OMRlY+Gq8WLwIiDGN2icp/JFLEuJuUr2UAZu9B5yODInQ6WQ9oq0ttstQ74gNUzSgaWrWQEZm0XL33n5D7LOxWF1XVMVObt8DufGopDs5p7Fcrlkp4mwm+lNZLB1u92iqqMHUhigJWsyDAPaG1PXO0fKx2fuxcDEVC3g5uFxuQjLeDTjwxGKPCaNRRkffnDzAI9gn1FnRmN6J6VMmunEltRfcaVjjndLUdJ2W1PVahc7CuqIyWTP0CL4q4Q+ZAYnxt1wSuWECqXVrLqUEkOK9DFylgI7FLxQi6PxyqKqWNSOunKsMjXZOUtRtr4mJc8RjrOu5i3v+Lm9/X7F17+Q53zbaxE1XEDJVUmSW/ipji0UlEhScAlwUKmtbV7JLR1jVrxWyIrlxVCYtkTcu0BCCPRDzlTszFjsdjtiv0/rtoOuuVuaVZAuVktrhtQsD6QAwIlD0vn+G6oTuLnI9Spx6Nnmc2i9Weyi3mw2Y0i0Wq1GD2MUXc77hk4kLZsiZjCLwLZzMs6X8TTr9NkJtJnm1sOe62P7R/LvfpQDnDcLNw4tsAn2Y2zL2XsNSjA6sWjOmwuIWq9QySKpRTbP7rvMIMxCsGXi5O/MKAO1WF2Dcx6Xc4EacwqXiqhwbRPYDj1D6thGz+XeLr4YshuerPApxgipdFe3WwghdytLeG8t9eqUEDGgznnTqhCB9aUVi7Zh0TjaRcuyaWlak6tfr9cja1HwWZxXcL6lHzwv/qonE5Pwza//ZzzvKz6b69pydvd9nCwvkzDlrapKOTviWCyPSNF0PBxGMqu8QzUxiMPH3Osk+SwhF3GqNCJo6kxTo+8Y4sw9HyZAcbPZEELgrS/+fAD+yle/bpa5MGKb9zWuEo7vujyGEAZotiZr2NRWNQyIlsrfhugFAgwhUNEwhIQflKWskNVlPvYJT+KXH3wAgKatUVXOzs4M/OwGttc2XA/3c/nyZS5dusTVq1dZUnHtA/cTdSBKhdTZm1AjnFlLhDRyQ4rhQNLYmNuMBZRFyKl5Q8V+lGvdlMxlDFDOhRoYKD56MZkda6C7y3VJjz4cecwZi0c7tJTsAmjODszul0OJkklV+f1CTo3eeNgk1NydW8fmvMp0GpJaX4gYhZAcffDsgkDC6MrZO4j9LOaNJpWvqtZQGStvr5KVuAfIIKLYRVM72sZzslqwWrS0i8bUn9qWqq2p6nbU+qycs34kuZ0Aydu+BkUDfN0zPysDkJGw2xB2GwRnHdBFTZpPPUPoSepNYyFP7pSzBzIM+ORx0eFzmBCyeNC26+hCx663rmyUbERSUg4v+r5nc3bG2172xeOx/uevfRZ/+VmvHVfx0rPDVZ52ubKQo21p6hZfNdT1xAuxjmuKpIz5qKmok1W2rBWEB61ofMNyYdWo27Pr7DqT9F8sauqqIcWEw8SNLbFh/Bgvzm4Oa2jtFAwxQsSRJIwLF2R1NimexiRiIwJOBRXrO+LLnFLTVSl4RHDJrMbemBZOy7qUuqZsNFyekHdofNQZi9+NcYiZzNH9kKI1Qk4ZzIyJbgjEPhJjYggdKeQWiExxtnfKoDaBGg84wdc1i2XDoq1YLhpOLh+xWra0rRmLxcIk+6oZyj/WKGTNz6FLuCA4l2nXGrNTo3Sbjs3pGSupqXxrKUuGTGsXnCzG0MxMpa1mhlFY06JATj1GU6HabE9HMeEiqCvJFMe22+1YHbrZbPhLz/x2fuz1XwMwGoq6rscUZ9M0uMrTLJfjc6WlYwk9Llo9D4u+5s87b0zPk+NLnF2/Tj90qCpNs8S7ii7srFeJmAqY6XomA6CdWtOj3NJDxt/I92fCVlkx0BpfUy5oyZ+zMw+la7s9TuXLAJfEamiYedojJpS9lnxmSnvKfQboozca/9NY3MFxOCHnOIZiF380R8Lua7ILKUaI0Zr0iAnFidhF6R00i4pF03K0XnK8XrJaNqwWC65cWtO2NctFw2JhVZXWLasa+QOqQohqFOsISQf6EOmHLLYTlThASIHNcAYPPYSIR7SiXjqqkEiuBqxxju2XraBF5y/g9wqzjAU5jADhUErJSdYkOmc8HnrwoZGiXWTrisGo69qwiFwtWsBLV3kkG4k5djAaCyN67I3D+F/EWRUxVgS2WK25dNcVHrr2INvtGX3fUzeWCdqpnqsdKSLA4sBXBUBlxHlEFCcWolGKCNWMjZOi7zVluwQ/gsVOczsktXKCwub24nGqY0iiqqOYrKoaP0NnhY95G0u6/04kRD6qjcVHiotxmJabF6KFlNgO1icjZGm1EE0ZPKZIXm+JgE+gzipOUcMm6taxOjnhZLXk5GTNpWPzJlZ1w8nJirrxmVdQT3oLfjJYIUGJX2OEfohsdwPdEBgGJURFk2OIcLp9kEFW5hUFaIdA1a6p6yXR1VSuHb0UJRFKqfQM7CuEprm2RMlw7DLrctd1hBA4u342Gokml9d77/ms538Xq6PV6E2U16qqQrxDmobGT+GJAZs5wBTrxCWabIXPYecU52dQUkw/wruKo6Mj7r56Dw/d/wAPPnQ//XaDJE9becQ5XJWVvH0WE871RM6rNWcWUwM3HfBcVJhCNlySA4nMoRELaRBrNmHtBhwixtQp3B3NUYdkgzGkzAZVJQoZIC9eLWYcZJo7IiBuYhzfifFRbSzm48NtOOZexTwlGENiO0RUEjFaJiBEW2FL/K4YAFvy/LURH2kXntV6yV1Xr3BytOLy8RGXjo9ZLVsWTcXx2mjbTeXNJXd5ZUeJcRibEvVDYOgjQ4BdP3C23dH1AyGI9SxJwi4p3TbR6/2oKkOX+KdveA5Pe+l30a4Sla+J3hSkQghZ6i17TqU8u+xz4ZikRB973vDcz+IL730r237Hbrej6/tM3ZYx1Dg6Ohr1Jrz3Uxr0wIPACS7fL89VzuU2himvsPbdFxkLEev2JgzjuWoXKy7fdTeXr36Q99/3Pj7Y34+mHhbOPIxsCC0cScQYiNHaLLhKyT0niblfqffgqDLIa7yTkuHyIjiMAevJfJr81wEe89aKZ2F7BS4pg2cEwyVmBvBsWpu3IyMBbL+r76MfH7XG4sNhHG7E57goHi6YxZAiPpVGN1mPMVkIojk8sdjZmijXHpZtTbtouHSy4mi95GOeeA/HqzUn6xXH6zWLxujHy9Zbwx2XO39jrf/6IdD3g/0dIrs+0HfR7neR65sd/WDsyqLO1CdFg9CdXieEwI++5bsAeNNLvoIvfMFr0BhZRCVpESBOI9mqRjIYN+134UV874v+FgBvvfcL+Yyv+g7jTYg1Cr50fDLS4ler1aiLeWgg5ilRXBZCLrE8U4q7pLElg5FWg3P+PBZDY/FDoPI1l04uc/Xux3Hpyvv4H+97P90wgBs4OVkYyBxCJm1bRihpxFeAeKTK6mnYNjbeZx6KN/BSJ2Vu75w1N3LG+rVtttccFm6krF9R8MyU/5NkYZBL0QSB01TrIqN2qSA5CyI4nDft1zsRivyeMRaHrv7hOB+X3vzx/DvLaxcV9Nzqd8v3zFeuMQQJgdT3dpLqipQiYegJub0eBBaVp/KOthZWbcWl4zWXLp+wXi24emXNydGaJz3xiSyblrauaaoKL6at4NVW+d1uRzcYq3Hbd2z7nmunG7Zdz67LxmNQhpDodoGznSn2oZ6k5gYnKkKAs9NTNv1+c5pf/sVf4OrjnsiVx38sTbukHyI/9M1T+fuTn/26c+0OSkXpfNx999178X+RuZsLy5RjOP++PW0IJ/hc/OVnr3sneHLasmQh0qwqWaxfaQiMostGCUmoNFy5coUnqgHS1zdbPvShD3H9oWvUzYKQOlN8d+CbiiENiCSW68YaGCWTVGyj7UftPbXLPVILvpM9CyeCS0Ya8xmrKJ6FqGVwkGSmQ1Kudjah5hhs8XHDgK8gDDaNYjQcxVfG1q0zqD3SiP4nZrE/HokncThBb/adN/IeDnkhF3kXKYRMaDIlrNp7XOWp8LStZ1F7Lh8vWC9rLp8cc+nyMetVyz1XL3G0WnDXyRF1rskoxChU2XYhZxN2I0i43e3Y9AMPnm7ohp5+F9hlUeEhCSkIu04JCTQLBFvT5URKjhQHhu2GK0/6X3ngt3+dx/2BT+KBuz9A27bcdffH4ET3DMXhcfDeg5+28wtf+hbe+pKn8GWvegfVcTViDDARo+bg6OgxzDyKOYiJEyQbl4vEcy46v/Obc47knRW5ASIJjTDERN22XLnn8Xzcx/8+FE8/JKIKVb2gqiz0SBTxXKFua3w2Fr4CzSB17WrzeFLJkExpXe/cqB5vXlHZNmfGwoFKLgrETRVHKuATGqyZU0oJ51MBJ8xYeI9k9m5R+76TvKyPGmNx0bgZC+4whXajzxwCmOW5i+4fDlVFYgKnJtybe196UZra0zjheL3kaNHyuLsvcbJuuXS85uT4iOWy4vJ6OYKZ4zZmJDwB213HbrfjdLPJ2g49m27HrgtcO92yG3pCr/TRUrZ9NGOx7RIhSib1WAl5yoStGHrC0LHbncHRFa4tP4TUFZdOLtPUwnrV8mUv+z6+58VfMu5n3VRTf9Cx27lHM/7w9Nf8M5p1g3cZjCwfnJeIs29waULNZgAAIABJREFU5yHI3Bsh920pn/HFENxk6RSRsYdICZ1s5VZQj7iKrh9wdcvJpSt83P/yCVw7PeNDDzxIPwwsm4bKNyalCoi3Nou+8VTOkIEqN7IWwZo5ZUzHHe6XTD10izSfZSwsi+PmOEMGOKU8yGK/VfIkjZa+ThkSUc2YijFX59yfOzU+KoxFWZHmVOwyDifi/ns5995iHG4WfhyuZhd5G3seR0wk1JSxEJrKs2yMeXnX8THH65bHXT7haNlwcrxmvVzQNp71YsGybmmcqeBYe0DDA7o+8NC1M7Z9x9lmx67vTTGq29H1gevbjn4wILJPlvGISRiGSD+U1QpLIWYuSF3nJsEac7rPUqB9v6HbndI0Fatlg6uUp7/yLbzxBU/h77zke0ltVrrO+ENd14ifPIgSaniXO5Dn41LX9WgQDs/H3LM4h1vMANVieIxmcPHlcfjdCeMzKB6csTxD2lHVnqZdctc9j+fqPffxwfvv58H730cdDUfxVYXzQtCESyaC47zgSLiYa4RySta2x4/s33G/Sjbkgu2C3BC7bGfJekru9jbzjgq+M845IlpaXEhCxGMV0hcekkc0PiqMBdw6DLnICNzsey4KK8rjQ0NxyKs4NDROTdimrSvq2rNc1uZRLBsun6y4tF5w98kJ60XFerWkXdRUXlj6ltrVSAaywjBY2rMfON1s+dBD1+mGwTyMvmfbdWy6Hf0wsO0GhmDIVsShUQ2ci0LIhCrJ3dmjBot7gX4whSdxSuWNBxCGjs3ZqYkRq/XM0Kriy1/5D0htVhEXcqWsZCFfyRL/NVXxDLJ7XS7wuZRdOX6H2E95fq40VUt1Pvw4ADMtZp/qUdRZ1ods1EQFL5qzDpEYPI2vwQknly/zxCd9HNtdz/Vr9xOSdY+rmxoRGIaISKRpDKD0GRMRmYv05vlzQU5CM5tKsZ4oKWdv0IkeDtg2Z9OjhsgYX8aZF+EyLBHjjef3/wxDHuW4iDw19yoOx42Az/LeeUHRoaGY3GShzepZR+2Ck+WK4/WCS6slJ+sFJ6sFy6ZmvWxYZD09SaAhMcSBPga2u56z7Y5d13F92/HgtQ19CJx1Pd3QZ+/CCrL6EIgKiLcqT5yVrEfL9DlxeRorMQkhF3dZ+fdgGQenaAqEviOmgRBzyTgV4oTKQSDrVObjoE7O4QzzFXEPd5l7C7PzcCPA+aL09M1CzXQDR9zljIQKVjeDrd54Z2Q0J1y5epUnbrf8xn//FfpuQx8ivvG0VUVIESfGe1AxGYB5GKRzchTZk9nbkel9MZXWAbnidbYvKZJ5I4bVxNn8GvGXXAE7P26FS2LPXXgIHtH4qDcW88lULuYbAWLz9x+GKzcCQG+UmZmPgtovqipXhnpWbcPRomG1bDlaLTlaLlhUnkVVW7GaKhotTOiChRbbvuPsbMem63nwdMND187oUmTTWb/UPkRCMNKX8TdMPEczYzGpM8ZmSAhhxvBMY5vGvu9yS78CzlncXXuParJaEedwrgIvJInUuYAOrEzdOYzM5P1ISR4N5+z4yAFAebO/c0DzVudw71zm+zEXE6qzloEuxwp2rg2/SdHAS3XC8mjNlatXecLHPIkP3X8fZ5tTa1jtjCeBGpfE+B2CCTXn1T1aI+b5KPqjlh6dtj3NvIkU4x7GUejeIrZ9sQDmaV/IB0mZOyITUWusMbnlYbrt8ZgzFqOoa6md0yIcMsWDjCtQ6Qp2vsYmjd83W41mr98IcxgfZ5VkycATyJ7xKGN0kceSZGPfzWPsoGYwcA5f1yyXS9arBavlguWioc6qUwNK6rtRvyEGa3J7bTuw7SPXNx0PnXVs+sBuiNx//YyoShcGuj7kqses/ZDTdOSiKpPWzhyJgHVbyzTuGKyWYxjMQwkpgfMEZ0j74IROE12InG062nVtLrwT6mqJC+amG6BnZeFVZjK6zLLcr+HI4KTfp4nPj62Tfa/EjEUGZdXhol3UbnTpy7xJIwlLmbQpnMtaoH52PFCcd8Tgqes1SYvRBN8sufL4J/CHP+mP88H73sd97/8dHrj/Q+w210EDTsiqYR7nXa6H6cesVB+H/Xk9u1+KxQp2M+57yn1j4r4YtammTWBoinNjAaJ1Vow3joWCeTYXtel8FOMxZywe1shU2tvRFoKbu6x3Yly06iUmQ6FidOGUDcyQO2ftBuV0l4MCTWgaRvWsISbOOmXbR876yKZLbAelj45tEKJCH4QhlraKWWncgUjMEyaiuWQ7xkQcwLlEciDirKt7IYqJxfWuqkzERWq8r1GRrKURqDI+oGJcB5P23ze4KSVcTEhdnbvoDz2GW3lnh59xGccuf2FaZMyu67lUQAkFx98sVZ9AUy8QbxdfPxjhzHljil66chdJp+5mDzygDNsNKXaEwcBLM8pCisLQR7ohEqVobubtm23LcPBYkrFuiQmvAskwLtvl7BU74/dOxmJaRCUD++VaKAusHjA8H+14zBmL4iEodlFlzyq7W/ZKscy3ayQe0Sgqr2XO3gBZHo3DKDySwS63vyKKFys6ckok0YUO10fcJjEERwxbRK3sO6XEEBIxwKDQD54+Cruo7JIw4BkAlRoVm2hBEwPJWH2akDDphJaVywExmLGwugrzgFIs5eYJ50GloqpqMyRS4ZsKqbzRt0OgDgreiqKSkJF6K5yyBdImc4yJqpkZAy15gnLBGtBqRZOGn0wHdrrAS4q3XOw3GqXoSrIrbo0ipxVa1NuFLWmM5VWtPsfPUroxRhBL6x4dHVkfGIXKm5jx9Qc+xOYscXp2SoyRNla5I3wghGjH2MU9e3W41W72ouSUrvW/NaNxuOjUbrbYRQNvy4QsnlTpvaIp15bc4bZAjzljUcatPIAk0/X8uzUO07HzsZdOdYJ50DYp+jiw6SGmnn7oqL3jtDbBveJqxgRRa4I6cAsinkiFVg51VnymdbKGyqL5uxNRLXwhWe1JCZPGbQ0pVy3WSFaxSkkNBM0chsrnmgg8STyursZUXczub4iK92J5/hlAWY5FWYnnbnahtl+EId0xj0/dnlUvuIXkeowR+xh/31iwkmtM6qo13RIHIh5xNXW74PjSFZxztHXDg8slH/pgxfXrDxGGhGZ5QwsdyUI1ZpTGzZrPDaY6oBGfyNiFS9m73MMd1La/7Fe8OLWfspGMaoZaPtKpUxH5OOAtwOOxfX6Tqr5WRO4C3gZ8AvDfgb+pqg+Ibflrgb8CbICnqup779wmZ0Mxu1/G/LjsuXll0ub3PFqAWLPi3LxB7YVZFFcmnaUVI5EhKvSJmAbaCqMpO6h80XkIeV8qgraoa6gWC8R5kqsIubYxaCKqY1BlSEIfYQimV6GaiJkLfKimrSFaAZMIPnlENAv2hLzwq1V2eovHvdS4ugZX+qhZ6FO4A8WrgKm9oEjulOWMfpzEvBB11lXczgeIpAsNzYXHfH58BbKVuslJmhlr8eYBzeWKZk2Zy/xIgG9qfDWdV1GHdzXLxYpl23JydMTJyQnLpuX0wYfY7s7othtiCiPAKZr3/QYr+9yrmIy5ZKEdxuwIqrm2RBmIlipVnUhYzAwFoFnkJwJRLRWbpizuox6341kE4Lmq+l4ROQb+vYj8OPBU4CdV9ZUi8gLgBcDXAX8Z+IP59qeBN+a/tz3mE+Pwfjk4McnYpwPu2PF42ONm2ZJxiF3Y3TBYmjIKvYetQGXyW5bAS5PqtbqamKsaF26FqxIqkaAeVWFImvP/Ot0C9CGig/XeSKV7e9nGEsdSBHbs9JdVNiUrTnJq4i619+AqfC4dn6c5ySGEc9UMcD7vNcwb9sCU5gP2Un/zY3nu8N3K8zjAKC403FnFanpTLjpzFVLlErEMVE+Vn4qIx1W2/17UjMZyicdx3/vex0MPfYjQWeGe5ToNB5rioYO/dhRGIDzmkvKUVyBLj06eoBvDSMFrMRJWel4icyHj8QpBsqeYP3snxy2Nhar+DvA7+f51EfmvwJOAJwOfmt/2g8BPY8biycBb1Pb250Xksog8IX/PDYaAGg/gnOt66LLOaC7FW7jwG2+QYrudlNv05oKT5G08GKrFT5n1e5D5a9N9TYkQhBASPhsIRzImoSbzF3Ks6r037MB7pHKkqsfHUliUUIQQDX9IQzQty6jjLYVkdR8zQ2GbJjnUTaQYSSkYeQrJ3ruaYleqTD7QDhgeoa1ramfVlFJWQ2f4UXQCUsqtbfsSVrBVqVW2aunLOcIWF5OIbsSv2HtOyhcxXYAzyCNJwbymnrSF1GQQyETwcgC+tjYNMdixAQtZVC1rJA24hBPwqlRLh1wVPvZJH0/bNOhg3uau2xLTgFemcKhk6wr4ls9EaV6VRl/HGd6Q35vUytnNtBd8wo1YnoxzLXvMybCxIiOpMrLDOYSDHul4WJiFiHwC8EnAe4DHzwzA+7AwBcyQ/H+zj/1Wfu6GxsIOELMVCCsYkln6NP9LahPUynbzCnmBARhjwRlppZCnDhvizg1UUms3JyURP27jLBWlLochhfziCLG339OIOKM4q5q8mZMml6ibu9kNWXszexLWmSyO29z4Blf1uMaMRtRTnOxAalshxREGa7YTs8oWw2BamDFRIQzqSOpMLzRvtiOh6rP7qkgccF5omwZX1QwBtpszm6RVQ4pQN0K9WnPl6Jgrx8d0AbrNlmoA1yrJN1TtwvQu9loNGtOxqmIGMhP4KYWJKM5VHJKy8jzbe36fZ6FTaDddMRZ6jceyYCRpPD/O5SpTSUCc4RKZ++Ec+IbSJDulmAFnRXxpyqyIB8eC9XHDJ37iJ0EK3Hff+/jN3/wN/tuv/jIf+MB9bDcb2tpZjYjfb5A8pCIxKLO57ihXtZG8bPuDatb8NGkAsy8ZMNf9UNuIdpC8ZbF8KWLTfb7Hoxm3bSxE5Ah4B/BsVb22B+CpqsjDgxtF5GnA02Di1N9qpIO/H/Eh00px7qUijZYrAGHyhmKMU5ZHoy04iZE0FXOWLXuxdGonxhFwFXS7XW74M9gKjjOvou/NQ4iKht5ksYJpLUhM1icEW4h9kWBjWmzKFAVbs2rvaKoKJ0IMPTGYgay6ftqPJDhXUc1qOswAHKY6J2brjY7XIU5xaBzmz03j9hH++WenC9YOgrUa1HFbciyWSWSWGranTJyIjLvkhi6oRlxVI+pp2yXr9TEnx5fYbreGFWmXMQcdgckyww3hmY3sDSQxr2LPX86tAyQJUabPusPLJQkpW9AimmO58ds+XLcct2UsRKTGDMU/VNX/Kz/9/hJeiMgTgPvy878NfNzs4x+bn9sbqvom4E0Ade3H6EsLYSWn2dI8S6QF3CwuaF5hZt97s6k0GpnSlv6WB3Julg6/ed/zcKbrNqZ78z5molQW45UiaFJaBxgV2zmXBU8K2AUaE5XmzuEhM/QkE72wRrxDIWIlNYwiJjQGW8VTGB1c8cLUkyRldfJJPNYqri28WzQNSYUYIkOIkBzNcjBmYTStNyeMJCtVnZiYKqZkNcMrCrlqPGoyCyPN32df0j7/Lcd7z3UntyG5+cKiUpibpe5E80U0MAFdAlmdSu1DmI5Evq/mvVo4UI2n2zuPEEiuQlxlNTzLJScnJ5ycnHB6dp1uu6GL3YgjGJibj7n6PLctpJ5TuCmhw6j+rdM8LVo9s8h4PjtVBFd6tMisUvUOjtvJhgjwZuC/quq3z176YeCLgFfmv++aPf+VIvKPMWDzoZvjFTZuByg8p4T+mBkZLJOKsUEP1kPCRQVnVOuR1VlNYGHMLnMMiSQ6uvGojCFG7AOSJ75QLr7sXcyyHSkaVyIF+1vCD1shp8A1amF3Mq1C2LFfLpcMIbHrwxgaiUwl41Im/iham4E4N4VkMLENRR1OJjbrnBy1dwRnYeLN5sDtplgPvRQzXNUIcpaL14mYMRey/oSBwOVKFCqTkkAQX/ZPEG8l4oijahY0zQJft3Z8g9WNSzCgWJ0ZVJXJoxsXv2xNzG56XG7gNF8JS9ZDVM97FOOBMeJfEh1p9R9xYwH8WeALgf8kIv8xP/dCzEj8ExH5UuA3gb+ZX/vnWNr017DU6Rff8hcKKDN7KuXnx8dzAGv2PsGO6Q0P4u0OmVnyc79StlNyvH3Bx2cXQkGURjc7Ful4wXmovMfllXmk7daChty9Ozcj6jPgmQbrlSpiTZPHVF+cLp6SajN8fX/bJ0Nsr0oGGGNOhlpqU6kr6/q+HQJ93NjKW/mstN1QNRUhWGq1fK9FUFlER6by6zHToQ4nk2bmaGjELrxiJPZK0A+2++FyMObg9oiHiMt4xXR2i1cqs2ZVkKfA6OF4RiFgJdeGCA7Dj1ATmokx0nUdm82G7XZL1UQTq8nnRc29GOX8LxrWemQqSxizRvm+lJr18vrss5qPMcEMoCv0VpldOI9y3E425N9yYxP1Fy94vwLPfDgbUUBMmE70771xEysuRV8Ra2BcOWsiLFa6XfLsuBKemHfhdNa6bzwkMzwkHdRUzC4G5+XgObWYNr81YlTlyMQebKqKdrEiyg5fB1yE5XLJcr1msV6ZuK7YxIxiGqKNTKSvi7AGh5Wmn0+9zgzszGCUfSuvH2IaItMxuNG4KMNid0p8WIRvxEIoEiaCk8bQSHPKUpyCWMiQyK87A5nF14B1rN9sNly7do3T01O2uw1rL6YB6gwgVVXz4nTfw/A581FWPcmmq4SsRrmfDMnetBr3z42aF+R6HptzctNp+XDHY4bBWSZFqbQrXkVJg6HTWn87+z8eyDuxcZIRyYsQkVmxjqpeuHECjJJGkjLIKYYdeCuRdlnUV8SMijkwbmR9lpJnnf8WjFki+x37ce9lis3FVn5bZ3IYkj8Xc0ouZA22RM44ZM2HdrFgfXzM5buusFitMhPVo1LlbJRpRbiUqOYp2mIostaDeRVFQ0POvW/vcF4Qjs4N0c2MxXl+zrhGj8+X+eTVjWGa5amz8fAen9XW7Xxa71dS8RQntfCmbgm9eRLXrl3j+vWHxjaMolXWWc2hhps8MhHZw8kLrmJIRREIKopaKYeMN5vJGesTk9WzkMXdAXd7fzxmjEU5diUNGrGTlZ1AQ4LHFWK22nDxMSlPHablxpSazH8VmygIExnnPOMrYpPH6ilAxbLjMCk9pXzhiVO8M/k1cbk5DFYVKgk0Zq8gxCm+LOkuMNVuEhVKdKCSxn4dgIU0LqfbUhGFFYuRVXFVSc0JLmtCWv2HpQG10Ioloc4aAO22HUrz/7d3JjGydNld/517IyKnmt/0fV8P7m5sPDQW7ZZlWcLyEnBvDDuzACMszMIIELDwsLHkFYhBIJClRrZkA8JCDKIXWGAjJCQk29hWu7/20O5u9/wNb6hXr8bMjLj3sDj3RkRGZdV7X7/y9+q165RSmRUZEXnjDuee8X8I6ijKCdPNDV557UO89p4PsLV5F6SkKkYEhKjJQNs0EGpiEMudSKpGxqLpSw3ZaNn3gvSDt3TAcNZ5R87Nm54k2r+f/W5XtbyMtAV+2nalvJTQ1hj0iVvbHLPMzcYqxjWB0WhEDA3NcknlPaNqzMnRY54cHPLVr77BwcEhi8WC2WxGoYu0N6QIVoeFcnuh0UDhzP9biUXAmjEVClwqJJQkESmIotQYM9NUySyKRXfGFAtkdVJTKQSxTGeH69SQK9BGrg2z6Iub77Yasjbib406tNq+jDPQCxwjEAmm02Y93Ju+7GSgQ+frzu2a3Xel8wSFJuVlqBsspsykXJpIJE9KMuitMkjIUYt5FwPaACtipKkj4htCKnoznc7Y3tphd2ePqhqZqiRi+BWSXL6D/mufUbrnyMygE5t73pKee/Uim8WqavP0udFXbzopx3V4E32VqYXqT3u5k9ZepqoQOhg+5z1OHI0GXOEIYUFTR+YnpxwcHHB2fIJHGJcjpF4kAdnUAYlJOhWxRacpWzU9s09PJqQU9qRWtO5UyZtV3lokqTPp+ZIdSJMiE2MK8eqB8DwvXRtmAevEyKtlHM/icblsF/P0MzjTLik5aapTCdTZYItLdSG8Z5iLkL0mba0LLGjKcCIwW6uYqDyig2vrXG2ZmXUFZWISlcVJhr1JTCu1O3aGztwf/YUbMQOr+oJqPGU622Jja5PRdEIxGrGMpLDnAo2hDRIa9l1mFpJsJJ1d5XxU7rDPh9LEOq/JujFd14aV60VQ53rSqX0XRC1GGsPHEOesdkfO16AG7dC/JIesY0bhenHG6fExTx4fcHp6mopXe+Jy1WQf82YYkudIE8NuzRXJrR4seE0kSdSJ0bv0f7R9YUUhtmjZJDxEQzDrOmjw/hx0rZhFposYRH+370siz3PP4X36O91Fxta++y8D6Hqfoj41R6LaeWVZ4suSHN58flGk3UHNLmWT0tQgVSU4QbVjFnl3tCI+5xda9lD4gXchhA4PIYvm/V3Wu8I8JUBZFGxubrKzs8NsNuuQuykNoTuVBwRdWZR9j0Znj+1B9rOaPzLsiz4jGd73Iiaxbg4MpZP+uTl7tlWJMOYsvV1+VSJJ56eiUCFBC3px1HXNwcEBB48fc3ZygqhS+iLhSGRGnp6316YYYy++Q9uNpfTe1O9UUSxoyvDVCN634UE5FT8/U45+NubsCAndW5Jr96rCGK8ds3iaJPEsDOMyj4pNlMvvf1Fb2tBx/ApTyefZInQ0jXkw2jJ8o1ErSbQTN0OpJU+HGSFjArq14j+qih+kehfpvWmUJqwyi37MRb94j3lUzF4Ro1KWXfRkH5X7bGHO1NF4yvbuHnu37zDb2KYox6uLvu0D7YLoBgs72wU0dnaLturnBUx+OK75uj5Tu+y6dcdXJBn78RXXqEOQvBWr2TBajQEz9oJHQir4XNegAYfj5OSYhw/e5tGD+yznp5TiKBDCsk7qZe9ZSBJEYvD5RzIjMYnQtUzEInMtIVBViWU6LzGMNj5GxFSnhC7ezlNS1us72FCfRteGWazsRu+Ahlz7qedyOTMZfj+8pj9hhxKJ944YmnbHL4qC8XhMMeoki1Z/jwoSicEWbgxmLe/veiGhgvsUHGUv2nv0o/9MzZD2u1yPIxcq7p6DlUWfpYZcflBcwWS6wfbWLhsbG4xGVk9VkVQZXAmYPu2Sfr/OGClZ9QFyPEWWLNZJEv0x6jOy/v9m41k/puvG5KJxHY5/Nma3GsrgnmXh2rwTR8QVBYWD+ekpT/Yfc3p8bK7n0hZ70yzNo7WGwWWmke0TRDWTq4JKSCb2VNoypORC1AzJziQGspqbmBBqXqdW44igAVpU4ivS5K8Fs8g62/AYnBc31w32ynVrJstFqsRQRB3+zspkTrG7Aj0vg+18eWG2O2AB5bhiPBsz3Zwx25iScYtULVmtZRxNVg9AwiqTigghZpWjf5y0k9hianopzSKGIbFcLq1i+bwmRCsCXFWV/a44qtGIqqpwzsTps9MFZ4vAB957m/d/4IO85/0fZHtnl2I0xZUToOBoHqgXS3whjEYjS3JNRY5bfMgkUeV+LKsSsstUV5kFrEpDqwt4vS2kP7yXqZDD8Q8pQUyitCHyxnwEn1SNvKhcNhwroBGPRUeKwmg8onSR+uyU33/9d/jSFz7L6dEhTiOV83gXaRZLpATUkfC9TM2UlG2a7TnJVmVzoqGZ161aYeMEpRiMYGiscru6HE+RXdzmIi2cbyUiyGqwX9sfXy9dC2YBq4vVdslVaLF1hrF1dBljeNp56463kzEZ80KgFS/DMBzaw7LRtkThuKqYVCMm1SjB6oeV3wmxhqwSxORubHdQA5sxFSKVs9MOHyL0Rs7jV/ovBCVEw+Tr19twzsoUFr5oF3Vd12iE5XKJSsn27h6bW7tMpjOq0ZSAp05IUr4oiMGklvwM3me0rV7GMJ19wKSJ1VDwIePPn9cx7qdJCv3z+h6goXqWrcZRcjxLFuMtyS4zjtSYZBwG58yYW/mCGBaggfGoYn685K033+D46Anz02OqwrWMzPXun5Pph2ysP8+y6tEMmWaS0ArnKJqY6sd212sC5zVQHJNZRB1lWRKyyntFUgVcI2YxpKepCn/cdI4xmaJ77py8m9p7tl2YClKmUn6+SMC2OblFUuXrWLTSRmhyxmNHTTwPEJMZRq5i7jIQcG/R1fU8VTrv8iCy+pL/75hyTtmHcjxmY3OH2eYW08kGrihpakvTdkJrt2hfOZqUTjVq3aHSGYLzb+bddV1fD+0Vz0oXqYUX0bo5dU56tSeyRRgMa0TEELZ9FEK94PT4iJPDfRanx8SwoCyEIjFHL62S0d1/oNqu5MHk31ddydWx4kXWh4VLsRhCC8+AA4lZ1dCUf6ZtDslVL59ryyyuA62qIZ1RKdeSjKorOJdZayy8Z1RVjMqKqkwVuVy02YbtAuqcYSYkO4BLyEn93bIMvUWYpBm0000b7TA5YowsloYWrk1geTanSSqCpElnbfeg5mZdzJfUy0AdzSC7tbHFzs4us41NfFkSVGlipI5K5ZPtQs0AK74wuJZkl+gjYuUFn1PXh5JFv38v6vevZ7O4iFmISMK2NM+TGQgTY1cLyzbGlqNk7U8QfOlBE/SvCoXAcjHn8OAxjx89ZDk/Aw2WjSogLuILl8oQdu3JdVXyc8WoKao1oX2o4Zq6Po6KWi6QilCmIkNRUhlLTRgbzmwdNgiJNfu4itt0RXQ9mMVTxM13m4Y6dBbnNIVHK8PdL58bETFPRFVVVvfTu3Yy5nvZ59UgLe9dC/gDaeL7DqzH9O7O+IkIBZ0RcLlcWlmB+TxVVj9LFbPcCrPoJmtkfpaYSeGpxlO2t3bY2NymLEaoOAP+VZvOVnPDXHOS8jyyFLHO7tDZGFzHLHoRnO0z9s59J1LFOoliqNas+63hPVyC3rcDuZBxYibOYA8NLduKCIV6yfHhIY8evs3x8RPQmtJbLAtikAHOS1sOcki57/v9FzDhYJ2dBnKQlh1rkts15ueLlgekUVtQaANV7eI5roquB7O4xtTf3czhhJKrAAAgAElEQVQQZSw7J/toxnRIg+udY1xVjMuKKhk+HbQMI+dxkCWCHAmacBtVlaC2E4okfTb/RjJOigghTTTnnLn0moaz+SnHRyfMT+bUdWO/7VOhoxQPIh4KZ9Wr6mAGtXFRMZpusHNrj42tTYqqoigKGiLeOTSFIIvISvEfFZ/24lX9KX/vnEsYC52Bc12f9vvvabaloRF0aJjun3MZw+hQLUzlyPt5Nra3vxJDSlm3ei718oyD/Ue8/dabLOdneG9h7iKRZlGDKEXpkiix6uFr24Mtdo2xC9YC8K5lAs5J66HSNOdQY2ZOu/bbr/QS8fK8ypIdvROfk64Nszi3s7xD3fWqaJ2Bs/VA9M5RusnXVgcXwXuTKsYTkywMjSp2lbPp1Jm8s1n6vVsxcDaqFBGiSOdqkw5m0HtvCN8hsFwuOT095fj4mMOjQ5anVg2rKAxs19SDhrpuKPD4ZFQNYd4+w6gas7O9x3iygS8rnK/wsQEKs8U4h6QEsmFlsXWG5z7DkFQQuV/DJOvtfXvMcAzWHV83JYbn9ZnORUbx/nzLfSr2hSVtYuHhEjDp0EFoHGd1zdHhYw72H7Ks52wWIwwhPbCsFzgPZTU+38gBDZnkCuPrPVPbF4rB7SUJp438z7VlnbnA8Q5feCLGqMUNgIqfg64Ns4DLDVTZYJPTdZ8FCKefJxoHx3Nfr3MuWfxCT3e00UOjSw5QIUMHeyeYZzzi1FyKs9mUrY0NNsYjfAnExtxfvUVi6FKOZW0DWSvGMNRa5MCSvFICRrZZhBCoQ2B+tjD3aFOzXC45Pj3l7OSE+XyORMHnBWo4OIg4vCsS4zP9t24ik+kGe7df4X0f/GbuvfY+xqMZMZi64VyFLyskJMBZVxgIr7kJ8CjROZpo1dDqJlI0DUVRJanG4wurP6KAqLRgL/lZ+ouir86sC3pbmQ9pDPO7lwRWK2L5LpDg7QwMJntwskG5fVdoYpcfI86ZIVPMrtPEGpzSzE85OtznwRtf5fOf+yxf+9qXQCLlyCFqleNiKk9g9Vcs2c6pENLc6DJZc6uTpKmAml2qdAmVC0dUc4Hmxb5iBCZvNiBRKb3BHxTe48u0rMVROljmOfyc0sW1YRbD5+jrZdB71my40e5435KzwhR6HaQJy7A/IUXA+8K4bzpmdS5sccWUfh6TJyBi4h3JOEkIeOds5yFSx8B2MWY2HTEdVZROQANOAqVXKwUQFMWDFKh6ogaaWglqgVsxGRBL53EOq16+XFrmaowsFwvOFgvmZ2aXWDQ1dV0zXywITaSQAjGbHNqE1iAmIhRVRd1AUE8dBbSAYoKbbHLr7vu4tfca3k0BZbEAV3irXlaUCOCLAk0GNwGK1G9zdbYosgvPeZBUZ0SduWoFCFYisTUKq9KEQJOKMoeegdSDidQiaXfMEyWjbpsdxksKEMMWz4qrMjGiIkk3GerfksoCBrlvoe6L+SkaArPJhNKVxLAkNsbkT09PcVrz5PCAN++/ydfe+gqHJ4dUk4rTep5iJRU/qhCBeV0DRYL3c2mjEWP+qG0KBISUkRxsnE19cIYuIAUiFt0bY21Fk7MHBfN+aGJypfg0z4xRFsHc4k6UkUQavZqA72vDLNbROh02TwKXd48LKEse6ySQLFmskyra69pzJRk3u8nfHoeu9Bzg1Ar8SDR06OTsanfRjK+JZr+WkjMdiY4QndVDUUFU8MEqS52dzgmxoa5rFouFBVGdnXE6nxsDaXogOal/JC00Y7AZ7r+gqhx1iCyDgh8x3thic2uP0WQTkRGKlQGQZG8w/AqhsKqe1ve9CE6JEZfUMJdBYURWVK1s74jOnismi7+sUTX7akrrZVrRv7WFMWjhKHrX9yUNTZmmrZtYFU3+aUllIiVabIIqSEybSRNpQkOoG2JcQogsmyVHR0ccHj3h7OyMeb0AZ6qB7y1GQUxnwKQzy2C1Moor1dIS4pqmHc0Quex8jWKgO5ql1lVVonOL+m6XjUnaUJuZLqGCu/gnyMA5tHSv6LNXaOnNdE7F6SF6m8ExIr2CzLZDNmmQksU8Nu3i9V5AfQoySyHPFGiw3dLiGGwvNJuHT65Jj4aGulGOTk9YLOYsFovW65E/Qy59aZNRXOe2zPEVub8Uyxo9PatpIlSTCXt7t7h9645hMKSITlVFvAEEW/J0gsNLvn6LDDSjnnOOyheAUPiC0nsK5/DpL6NBCdk4qm3/BrfqEbqISay4sFGkZ2S9zN7RZxIWmxLa6FlJ705dy3zy+bmkQdM0NsoSqeuaJ48PePjwIcfHx2gTUs2X/JsZKtAY4Tudmd1zpOvb54gdo+gB6IvQASIlZmfeFTEvlsSVvr4KurbM4pyBp2+QGkyIqybX8YeWcxt/9+Ryt5YCbmKiwXc2diRHWLbRnQ4pSkBxWqR7CarOsCqCOUSl8BS+QnwBartuHWqWTc3h8THz+Zx6YcFW/ZiG7J5MvZa8D7FlHiRLeYjJXhAgNIo4z9b2Lnfv3OPWnTtMxjPKsmxFeZ/sKtlbE+kksSzqtx4PZ8/Zh84bukX7rsL+Ir5owa97De+Zz73ILdq/X2YAISakde1C6L3XlHqfPQqJOYlB+Tvn0GBqyP7DhxyfHBFiTVF0zPhcu55hng2ff51Hp9O3LS9oxWuUo1GJhGDJZBqjgSVBK9V8w2adDmmdZNH3mFx8zbMM1yUGVZJcCmbsU6FBW5ARc2MJKpYqXogF9Si2I+VF7aRqK5C7ZODSkGuVgisLkIKymlJVI8QVLJdLFosF89oMl4dHRyyXS0LTEFJhIu99wrtwyYCo7eOI2O4iEnC+y1tZhkApJSqO0WjC3t4ed+7c4fatu1STseEwcBEDlqRra+f+TUZg53yPcazGUgzHpb8wNJprNiSVyfVsDv2X633vB4wi05Bp9I2BIQRDKg/BTIraPUNud1F4CkzyEo0UzlOUEVVHDELdLDk6fsLh4QHzsxPIJRyy0RYF9fRhFt8JtQwVVtqX57ExB5vXhrrWuVOT0kOMFouTvWkarbDVVdG1ZBbrBn3IKC7ala6asl/bINbNdeXEjHyWUwBOOv9KaJSmMftCHZSRegqpLEITUnkKRVykwEBfXVEwmkypyhER8y7UZ6ccnZxweHzM6XxpeSQpAzE/cQfI0qWc576JsQExtUQxw21TW+hy4UfJC3KHza1dNja3QMokO0GSpy1iEKWgt9v3pjGaJ/kqlkXXhvVQefmc2Pu/L4EMz+0zoj5m7Tq3aP9YXwXpn9Nvp5cObqDo2WGiF0TNZnO6OOHs1AogN7VVgatSdTUNFzPHi+giyUrE1LUV97IkO0t67+fXqGpKKo2ImKfLYAvUPEFACN/gzKJPl+qkFxx/GrXAI0AuKJNic9p8hxXN0wWLhyDizOIATs2tlVGUAaKwbAKnZzWjswXTWU0ZHOI2qBsFbwFOroJJVbZYF9VoBDiWyzlPnjzh/v2HvH3/Ld544yucnZ2yXCwpxDxupTdAHQ25XqnlI9vzZxHVyuOFqISlJRstm0jTBJpmwb33v5/3f+BDfNu3f4Q7915htrXL4dEZKBRSpPwDS8tGQcVB7Iy9MWqL8OVUqIqqXYAOD1GsbSJoUFJF37Zf+2M7ZAb5eL/sZP8c7wTV5hxzHFI/9DzfM7usLSs2L1aPhg6zU0iqSmzwHo4O9nnja1/hjz7/Ge6/+RXq+RleI16E0nnzjvVmTA7fv6hy3XC+DmMtWqFNFSul2D6RobKRQ8LN42WlDgWaSGhcAmKyDcRUqtLQvq6ArjWzGBqp8rF1ATb94yayXSyh9LMj1SWodQa6pupq9mCSCFwuYwfJiJSLBTUtZz+rG8bzhkUDjXrqWKApBFx8QVEUFGVpiWYjC946OTnm8ZMjvvSlr3Cw/5CDJ485PjmhbmozZrnOvqWao/9SynO28CexFEiAr3ZsGRqaKLiyQl3Fzt5t9m7fYTKzAKwmCOILqnKcELyNgTpxOF+gUSiLkib1jsel6mP27IUvVhLMvEvmTXWWvxC6ymSa268JOLgxzAaJ2qZih6ZJ5yZ7TnIjS8wQQV0+zlBi6FM2joLlxJiRNs+ZvHtLa5gMoaHwNq51Y8bj46MnPLj/Bl/4/GdZLuaQDI6+qMg1anMGb0YRW4aGIasYzs91Np2+0d4M512U7rKJKfBKOoxVMPdso8kDZBGgos6k1ekUOToFcr3T53MIXGtm8ayi3UXn9e0cT7vX8JzOLJIGL7nsMgAMDCH4rIhNoxCjo4mORh1LFUpXgpZIudFmo5ajEePxOKHQK6enZzzeP+DBgwcc7CcjWsoa9S55EciVq8TSxbOrL54XyaNYpXVJ2AbgcL4CKZlubLKxvctktoG4kohQlCNIE9PiKFwSuLKBs28TyCHqF6sN+TXc4bv+kpXPQ49I//MKQ+D8wrtsEbaLMWM7tB6FviSqlN6buzQEnFqAkxAIoebwYJ+HD+5zcnRk5SE10ixrSmHts/Urn/Xn1zoaboQmkYRVyUS6fKL2OidtlnJQYxQqjuggqjDyI3w1Ra8Q0+JaMouLjGND3VR73w2v1YuuGUyodnGRMw2TTuuw2qGp4jYY6K6XVA29neDSolaF6JDoqKOjUc8ieOpQgIyIrmI02TbpwjlLNEsIWsvFnEf7T3jw4IG55g4PqJslGdDXe9+pGuosqMtlr3wXvBZTPkKj0Ra7RhoNhChIUeCKEu9HbGxss7m1Q1lNaBQ0KN4VkOp3WtFgn4LfhCxK5QhQzSA2KcS47KkhpoqYO9KnnVJU2+hIyHY5O56DqhQsJkK7oCsLlae93sYpuRMHTGRoG8nv+VW6jPJlFOwEnJr6UZYloV5SL5cUztylIdScHB+y/8gkvdAszPPjIGpDCPY7OZPXQvallYrOzck1atPQ7iZJaszSsUlQmme09YGQ4jmsjEFQi98xPG9PDMrGeMbmzi3kjTdTLz6/7eJaMgs4zzDW7VR5wV7Gtfufh3aNdVb1FZtHiqBrP0dB/SrAiyo0gWS/cLhyQjGaUY43KMczfDVGyimlHzGZbeMry9UIQBOEEAOnJ3PefPs+9+8/4Ox0TkwZg7kOqi2sgSsw5QgMd99sDTcpJEUQomhynU7GY6abSf1QQBwatE04c86lBKaMB9n9bgd0k2wAhalUo2q04hLNlOH9+v0/fPWfaTW6toeoLV38g0GKx/aa/tzofx7arlpVNfVP35AIViUOiYax6ZUibQqPHrzNyfEhQrBC0mK7uEuesj6TXLdRXSYlnTP4xkiMOe0/R7nGlVwRq7Bq42qh7bk3kn1IIIpntrHF7Tv3+OL4c8xPjrgKurbMItNQCuhPKOSdpTVnctqzPKdjnfje6f6CGTBtNwPEdrwciBdCoIlK00RwHucrNrZ32N7eYefWLXb27rGxuctouoXzI9xogvMeDYHQ1JwtI4v5nKPDY9568z77jw6o6zqJzS65xVIpQzq9mxQa3SVmWXtadyAeTTumuIJYBzAbGL6smEw3cEVFUKFwhYmvCZlLJaNbyUq4fVSTNgC8t/4rXEHhihbHsz9GfeSsPF79/9tcjJ7kQe+YF6H0njLdG7LI38WXrJsj+X34Oncu6zcZJRgWhDcvw+P9R5zNT0yi1GB2hFTZIUcTZ69O6+7CQU+yGNZwye3o23mAFivV7BH2F0SRpBZproOa6h+KSAtbEEXM7e0KxpMpW7t73Lp7j+IZktqela41s7jIwzEc5K+HYeT7ZoPb8H4qAZGcLmaUB9U5ZyHBUQkpycpJQTUac+v2K+zevsXe3m12d28xmWxSjrZRVxLE4ygMmDdCqBecnM7Zf/yE/f19Tk9PzR0bI/iUlamx9T74JJrnxbJOoLK2p0jLnCLugBw0VRRWB6QsLSTbO6to1hnigdW8nPa+uoq63XdBrtvNAfrG5H4MRpYUcgBbfg0Nlr7HLIyBJdcgT/d89ZlFf9fvf5/bU9fmMSjLEk/Ee2XRBE7PTmiWC4gNTahxAlVREJuatjhRy4BcyzRi6KSDdTazYb9ddF5uX3+u1jEY3B/JHpoYBc4znky5feceO3u32drZu6JwLKNrxyyGndavWjUUO9t4/LUT9bz3pD8ow/NblOoIITY0Gm1XK7pBcgnmv0jBS3UTEV8wHk/Z2b3FbHuPb/3wR9i9dZvZxjbVeITzIxahwPmSZlkjWApxWNQcnZzx5S9/mS987g84fPgQcdH01BCoysKSi8SlkGnz2OTUZFGXgHpX+0VFyPU4VcUS3kQoRzOmO7vcvfsaW9u32NjcpUFYNoYivrGzQbNoCFkfXulKoShMcshW/7yInXOUxciyNMHwH9SAcTV7HEKgieZuDEmK6Ee61rUlw2XG4r2nSpga+Tfy83lxhB6Y0EUSxjo1pL+7u2TxMQNz4PjsGK+RyWSM05rQzHn06BFf+fIX2H94HyVSlQUaawvwijXqDBQopj5SF3EYvmldG7bFcM6ulFMYSMvtM0gCORJSyUlwfkRoFoRGE5xiA1Impl7iioqNrT3uvvpevvM7v4vN7V3u3N57pnT5Z6VrxSzWSRB5oqzYKjL3vWA3G96j/1lVLX04qRXpNlapKonzREueCkmcj9gCNtARz8m8wRUlrqxAHNPNHbb27nDrzqtMtnZx4y20mlJLiWjJvFFKVyJeKSpHs1xQFnB2esiTg30O9h8hYm7ZkfdIUbFcnFFWVtTOZ8du7O1EUQypOunOITNXe1AKP7IiNSrgSxTHZDpjtrnNdLoB4kmJs4zGU87myV3ZxDbIqiMD5ikTRkJmFKWz8HCXE9WSbcXnYnyKJWrZfyYlqeVlRLTFCc2SUlsA6IJFZQsrID4b/KDNWxHz4HSD3amagqAJlLfAm8cgxgxyCt4xP1mwuz3DEaj8iCf7Tzg+OWJ//xFRAz5F77ZBUL4gh+xrQhNzKSlMQ2wzXPO8XqeGDOelPYdtAE00IyvOIw6aJiBagjaUUhCioimNvRiVTCczpqMJt27dY/f2K+YWryZoTPktz+k2hWvGLC6yaPff+50uKxN6oE48q1bShnR3F7gE9IIz3AolgPPEJmFS+IKoFuAzmW2wd/sue7dfYXvvDtVkEylGWEljD+rBW6Ha0jmKsiSGBcdHJxw83uf48IDFfE5VlqA1IQQLvKo8XuxB2lqZ6b+0DtP/3vRs6aVnOwM9CTHZPsRTTcZMJxtMZjNcUVmglVoSWxO1WziuW5jOOZxaVuw6O0C7W+aw72Rsy9gNPht3RFpjbP89j2vfODoc76Hdo//dhUO6xnbRXyxOseA4l2wvRWlZvSGAUxYLAxM6PT60eh1qZSUtVDxYxq0aGncMxgwN8SpNpYylKqttGkoXQ7Us23EAyzrNNjWVlDrgES3S+PoEfRgIKozGM/Zu3eHO3dfY3L1NUVT4sjeneX5/yLVhFhdZtvvf5WPr1IiLPCLrf0wuZSYiBtySw/yzWB6i6dW+rCh8ga9GbG3vcfv2Xe7ce4XN7VtU4wmuqMD51sU5KkdEYFIVFAWcHjeWlPT4IYcHj5mfHjMuHU4KYjCXaek8bcV0pG1Lfsy1z5syZDVZPNtFL57ReMrG5jZbO7u4JGloElfyRO1PqH4/D41x3a5vCWRWbc0s8XlNZnyXvppkv7Xq8RhKFG3/9yTKFekQi7ocjlf7m+ksuzftK5+Xny8buVsQZufwhaMsYH604Mnjfe7fv0/dLHC5bakZXrAiSsHYs3kvNAEjmVH8MmbRn+NPs2mQpaqYs08F8SWIIzSRulFm0xGbW9vce/U93L57j9ls01DaHCto4c9L14ZZXGRPuMzlxOC8r+NXzx1xzrU7Q1tVKxWkUWdArKUvqUZjtnZ22b11m82tPTY2dpnOtsFVSXQsDZ7OFWlwI+Oxp1mccHxyxP37b/Ho0UOOjp+gobbdqjDkcKfGlJzP4rWca3O74xJWk48UM7wlv7wZ5x3T6ZSN7S22t3ZaY5kt/Ow9Oe/KbO/JqgTQPyfHPPSv6Y/TZePTZwr5/4s2CuktasmwAc9o6HwaqQbG44pCHLFZcHZyzFtvv8Gbb72Bhgbn1cLMQySmSuhdo2PPRQ2ZUXEJs7ioT/pzWtN9sqFZUvyEc5avEtTQyQiRzc1t9m7d4e4rr7K1vYcvLY2g9BngedU78/XStWEWsKrbDanPNJ5LqniGNsR2R+4haEUL7W5rgZQVm1u73L5zj83tHaazDYpyRE0BlIivcMXYgG81ibJFyenRgsPDJ9x/+00ePniLs9MTXGHgJnXT4F1MG7Qt9tSofgvtmSHlDmj6HFOqPK0tx4kFiZmVfMZsY5vpxpa52NrK4Cm2giQ1FRaQlqeYqThJknC2eytme2iwHbpIalArXbDKMFRDe2yFGfR2/CGtG1PnnDHQVuHKYlZfqsCYSdt/+ZV/ZxCoZ/hnTKZjmqZmcXZotopHD3lw/w3aThVtn9+RVA5J7VAxKVClBdn1rhef3+uLdQxjVX2OK9/l63zhU+GglBwmBeIqKBzj8QZb27e4dctc9c6XCSNF2oC6b0ikrMt2iXM716X3eAoDaatPDVKK1ZETlYahyjFFITpf4osR49kWW1t7zDZ3rcRfMaJurGUuxS/UWGyGuQUDZ/NTDo8f8/DRfZ4cHkCzZFQV+KahqWvUKa7w+CLVoegtruHzZ2yNVl1Ji4HE8MyIK2azGE0YTaZMpxumggDiHIUkr0Xs7qOq9BfyOiaepY6+9HERrfNMgIny54ZljZSyoutbWGM7hq33oL1Vvy+6e577H2mvCSFQlo6aQAwN9eKMo+MnHDx5jBMFbRIIajQcDPsFc422feFa3E8RAd8ZfYfPPbRVrDzrmr4TEUpfgRr2aggNvnQ4KalKgzcoR5MUCDhBXEUTIt6tYpk+Lz2VWYjI+4BfBO5hK/DjqvovROSngb8JPEin/qSq/vd0zU8AP4LJPn9HVf/H5b9i6MhDMRdo0aAsUCUirkuJjrp+Upl++XVIG2oRle1vL2qaUFt49qgA7zg5PeGV1/Z49T3fxHu/6ZvZ2X0FX83ATYkypigryumUcjyxXUZrIg3lCI5PD/iDP3ydP3j9U7zx1S/gHRSTEhcbIg2T6QjRiGqTAqpc0rNT5GrCjAyq4DKYa4coVTjLgagbqEOD8wW+GDGazNjau8OdO69SjKc0aqHaZYq81Ah1XTMpKuuGqDRaJ3tCcpOaGQ+bzl1SltlJGwSf6lcYf3oW1ST0gqvWLZzh+d2C6ud5aKuqOd+JGN091IyF0a/c0/ioQwggjibMQWueHDzkN37j//Lp1z/JYn7MWCDWdXKlWx9YG/P1pPDvaBuPs34xDMxV13aWB1sGkxltYnbOObyUQIfC1uQw97RxuaJMSWyOs8USX0349g9/hG/78J9l9+6raDmlwSTG0bRgsWzopKvnk8CfRbJogH+gqr8tIpvAb4nIr6Tv/rmq/pP+ySLyHcAPAR8GXgN+VUT+tKpeqjQNLdiqHfpzDtg5j5dwscqyet4gMEhl5Xt7pzXIxRQ2207c9B60ARHK0Yjbd19hPNmwEO+iRJwnRMFX5mmwzdmB9waiWngePnrM4eEBh0ePITaItxjSmMBWvffEJnbQdoPnMkTPkHMxcV5oGpCoeJ+fzWp3+uhpQmA0LpnNZsxmMwseK0pEPWVRUojDpQQ4X5Vtf6y4+aJFf1L4HlPOO3mSurxHBQLBPCr9Nsee0XXAGC4y8vUZxHAcRQTvzAa0asTsFoNJG3FlbCMK0fJpVn4XJcaayXjEwfEB+/v7PHjwAI01MdRtRqlECKHpPCJq8SwmRTrzXKU0Xx1ITEOpsD8f+89o6mA+ZmPs03zVkD1UBru4bCI4A07a2Nphc3vX7CauwPuC0nnb6K4wkeypMoqqvqmqv50+HwG/D7znkkt+EPglVV2o6heAzwHfcxWNfdHknC3+oiqpypHB0PkCnOFUiKS8ihyb0Z8gGpgvTpnPz1jWi9ZF1nKobEuX82I09AGE19AF+pjtoM6ySVuQF8PVXGdMfD7qt/Aq4wYvoFZ9XDOF5Z39foyRpmlYLhPGaW04pxoCTrqylKTQ63O99Q5/7x1TLrXYi2j13lOUFUU1YlSNbQ46SY5212JvXs3Y5ma8A3FdRD4A/B/gzwB/H/jrwCHwm5j08VhE/hXwa6r679I1Pwf8sqr+p8G9fhT40fTvtwKPgIfP8SzvJt3m5WkrvFztfZnaCi9Xe79VVTe/3ouf2cApIhvAfwb+nqoeisjPAj+DyX4/A/xT4G886/1U9ePAx3v3/01V/e5nvf5F0svUVni52vsytRVervaKyG8+z/XPZCoVkRJjFP9eVf8LgKq+rapBrRDDv6FTNb4GvK93+XvTsRu6oRt6iempzEJM6fk54PdV9Z/1jr/aO+0vA59Onz8B/JCIjETkg8C3AL9xdU2+oRu6oRdBz6KG/DngrwKvi8gn07GfBP6KiHwEU0O+CPwtAFX9XRH5j8DvYZ6UH3uaJyTRx59+yrWhl6mt8HK192VqK7xc7X2utr4jA+cN3dAN/cmlqwvvuqEbuqFvaHrhzEJE/qKIfEZEPiciP/6i27OOROSLIvK6iHwyW5RFZE9EfkVEPpved19Q235eRO6LyKd7x9a2TYz+ZerrT4nIR69Je39aRL6W+veTIvKx3nc/kdr7GRH5C+9yW98nIv9bRH5PRH5XRP5uOn7t+veStl5d3w7DbN/NFwYA9XngQ0AF/A7wHS+yTRe084vA7cGxfwz8ePr848A/ekFt+37go8Cnn9Y24GPAL2NxRd8L/Po1ae9PA/9wzbnfkebECPhgmiv+XWzrq8BH0+dN4A9Tm65d/17S1ivr2xctWXwP8DlV/SNVXQK/hEWAvgz0g8AvpM+/APylF9EIVf0/wP7g8EVt+0HgF9Xo14CdgVfrj50uaO9F9EKjgfXi6OVr17+XtPUiesd9+6KZxXuAr/T+/yqXP+CLIgX+p1co6aQAAAGwSURBVIj8Voo8Bbinqm+mz29hiXbXhS5q23Xu77+dRPef76l016a9KXr5u4Bf55r376CtcEV9+6KZxctC36eqHwV+APgxEfn+/pdqct21dCtd57b16GeBPwV8BHgTiwa+NjSMXu5/d936d01br6xvXzSzeCmiPVX1a+n9PvBfMXHt7Sxipvf7L66F5+iitl3L/tZrHA28LnqZa9q/f9yR1i+aWfw/4FtE5IMiUmGp7Z94wW1aIRGZiaXmIyIz4M9j0aqfAH44nfbDwH97MS1cSxe17RPAX0tW++8FnvTE6RdG1zUa+KLoZa5h/74rkdbvlrX2EivuxzDL7eeBn3rR7VnTvg9hVuPfAX43txG4Bfwv4LPArwJ7L6h9/wETL2tM7/yRi9qGWen/derr14Hvvibt/bepPZ9Kk/jV3vk/ldr7GeAH3uW2fh+mYnwK+GR6few69u8lbb2yvr2J4LyhG7qhZ6IXrYbc0A3d0EtCN8zihm7ohp6JbpjFDd3QDT0T3TCLG7qhG3omumEWN3RDN/RMdMMsbuiGbuiZ6IZZ3NAN3dAz0Q2zuKEbuqFnov8PzBn5PL3TmBcAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Draw landmarks as dots\n",
"dst = im.copy()\n",
"for lm in landmarks:\n",
" cv2.circle(dst,(lm[0],lm[1]), 2, (0,255,0), -1)\n",
"\n",
"#imx.pltimg(dst,mode='bgr',title='Facial Landmarks (dots)')\n",
"plt.imshow(dst)"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f43a87356d8>"
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Draw landmarks as lines in groups\n",
"dst = im.copy()\n",
"\n",
"rclosed = False\n",
"for region in regions:\n",
" x2 = None\n",
" y2 = None\n",
" rclosed = regions[region]['closed']\n",
" for pt in regions[region]['points']:\n",
" pos = landmarks[pt-1]\n",
" x1,y1 = (landmarks[pt-1][0],landmarks[pt-1][1])\n",
" if x2 is not None:\n",
" cv2.line(dst,(x1,y1),(x2,y2),(0,255,0), 4)\n",
" x2,y2 = (x1,y1)\n",
" \n",
" if rclosed:\n",
" pt = regions[region]['points'][0]\n",
" x2,y2 = (landmarks[pt-1][0],landmarks[pt-1][1])\n",
" cv2.line(dst,(x1,y1),(x2,y2),(0,255,0), 4)\n",
" \n",
"#imx.pltimg(dst,mode='bgr',title='Facial Landmarks (lines)')\n",
"plt.imshow(dst)"
]
},
{
"cell_type": "code",
"execution_count": 117,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"pitch: -10.7890555409979, roll: 22.905969823333773, yaw: 2.9906363814065204\n",
"[[[191.68020825 140.30162719]]]\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f43a86810b8>"
]
},
"execution_count": 117,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dst = im.copy()\n",
"\n",
"pose_points_idx = (30,8,36,45,48,54)\n",
"\n",
"# 3D model points.\n",
"model_points = np.array([\n",
" (0.0, 0.0, 0.0), # Nose tip\n",
" (0.0, -330.0, -65.0), # Chin\n",
" (-225.0, 170.0, -135.0), # Left eye left corner\n",
" (225.0, 170.0, -135.0), # Right eye right corne\n",
" (-150.0, -150.0, -125.0), # Left Mouth corner\n",
" (150.0, -150.0, -125.0) # Right mouth corner\n",
"])\n",
"dist_coeffs = np.zeros((4,1))\n",
"rot_vec = None\n",
"size = im_gray.shape\n",
"\n",
"pose_points = []\n",
"for j,pidx in enumerate(pose_points_idx):\n",
" landmarks = [[p.x, p.y] for p in predictor(im_gray, roi_dlib).parts()]\n",
" ff = landmarks[pidx]\n",
" pose_points.append((ff[0],ff[1]))\n",
"\n",
"pose_points = np.array(pose_points, dtype='double')\n",
"(success, rot_vec, tran_vec, cam_mat) = get_pose_dlib(im_gray, pose_points)\n",
"\n",
"# --------------------------------\n",
"axis = np.float32([[500,0,0], \n",
" [0,500,0], \n",
" [0,0,500]])\n",
"\n",
"imgpts, jac = cv.projectPoints(axis, rot_vec, tran_vec, cam_mat, dist_coeffs)\n",
"modelpts, jac2 = cv.projectPoints(model_points, rot_vec, tran_vec, cam_mat, dist_coeffs)\n",
"rvec_matrix = cv.Rodrigues(rot_vec)[0]\n",
"\n",
"proj_matrix = np.hstack((rvec_matrix, tran_vec))\n",
"eulerAngles = cv.decomposeProjectionMatrix(proj_matrix)[6] \n",
"\n",
"pitch, yaw, roll = [math.radians(_) for _ in eulerAngles]\n",
"\n",
"pitch = math.degrees(math.asin(math.sin(pitch)))\n",
"roll = -math.degrees(math.asin(math.sin(roll)))\n",
"yaw = math.degrees(math.asin(math.sin(yaw)))\n",
"\n",
"print('pitch: {}, roll: {}, yaw: {}'.format(pitch, yaw, roll))\n",
"\n",
"# --------------------------------\n",
" \n",
" \n",
"if success:\n",
" # X vector\n",
" (nose_end_point2D_x, jacobian) = cv.projectPoints(\n",
" np.array([(500.0, 0.0, 0)]),\n",
" rot_vec, \n",
" tran_vec, \n",
" cam_mat,\n",
" dist_coeffs)\n",
" # Y vector\n",
" (nose_end_point2D_y, jacobian) = cv.projectPoints(\n",
" np.array([(0.0, 500.0, 0)]),\n",
" rot_vec, \n",
" tran_vec, \n",
" cam_mat,\n",
" dist_coeffs)\n",
" # Z vector\n",
" (nose_end_point2D_z, jacobian) = cv.projectPoints(\n",
" np.array([(0.0, 0.0, 500.0)]),\n",
" rot_vec, \n",
" tran_vec, \n",
" cam_mat,\n",
" dist_coeffs)\n",
" \n",
" \n",
"for x,y in pose_points:\n",
" cv.circle(dst,(int(x),int(y)),3,(255,255,0))\n",
"\n",
"# X\n",
"print(nose_end_point2D_x)\n",
"p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n",
"p2 = ( int(nose_end_point2D_x[0][0][0]), int(nose_end_point2D_x[0][0][1]))\n",
"cv.line(dst,p1,p2,(0,0,255),2)\n",
"\n",
"# Y\n",
"p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n",
"p2 = ( int(nose_end_point2D_y[0][0][0]), int(nose_end_point2D_y[0][0][1]))\n",
"cv.line(dst,p1,p2,(0,255,0),2)\n",
"\n",
"# Z\n",
"p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n",
"p2 = ( int(nose_end_point2D_z[0][0][0]), int(nose_end_point2D_z[0][0][1]))\n",
"cv.line(dst,p1,p2,(255,0,0),2)\n",
"\n",
"#imx.pltimg(dst,mode='bgr',title='Head Pose')\n",
"cv.putText(dst, 'pitch: {:.2f}'.format(pitch), (10,30),cv2.FONT_HERSHEY_SIMPLEX, .5, (0, 255, 0), thickness=2, lineType=2)\n",
"cv.putText(dst, 'roll: {:.2f}'.format(roll), (10,50),cv2.FONT_HERSHEY_SIMPLEX, .5, (0, 255, 0), thickness=2, lineType=2)\n",
"cv.putText(dst, 'yaw: {:.2f}'.format(yaw), (10,70),cv2.FONT_HERSHEY_SIMPLEX, .5, (0, 255, 0), thickness=2, lineType=2)\n",
"plt.imshow(dst)"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [],
"source": [
"def face_orientation(frame, landmarks):\n",
" \n",
" size = frame.shape #(height, width, color_channel)\n",
" \n",
" image_points = np.array([\n",
" (landmarks[4], landmarks[5]), # Nose tip\n",
" (landmarks[10], landmarks[11]), # Chin\n",
" (landmarks[0], landmarks[1]), # Left eye left corner\n",
" (landmarks[2], landmarks[3]), # Right eye right corne\n",
" (landmarks[6], landmarks[7]), # Left Mouth corner\n",
" (landmarks[8], landmarks[9]) # Right mouth corner\n",
" ], dtype=\"double\")\n",
"\n",
" model_points = np.array([\n",
" (0.0, 0.0, 0.0), # Nose tip\n",
" (0.0, -330.0, -65.0), # Chin\n",
" (-165.0, 170.0, -135.0), # Left eye left corner\n",
" (165.0, 170.0, -135.0), # Right eye right corne\n",
" (-150.0, -150.0, -125.0), # Left Mouth corner\n",
" (150.0, -150.0, -125.0) # Right mouth corner \n",
" ])\n",
"\n",
" # Camera internals\n",
"\n",
" center = (size[1]/2, size[0]/2)\n",
" focal_length = center[0] / np.tan(60/2 * np.pi / 180)\n",
" camera_matrix = np.array(\n",
" [[focal_length, 0, center[0]],\n",
" [0, focal_length, center[1]],\n",
" [0, 0, 1]], dtype = \"double\"\n",
" )\n",
"\n",
" dist_coeffs = np.zeros((4,1)) # Assuming no lens distortion\n",
" (success, rotation_vector, translation_vector) = cv2.solvePnP(model_points, image_points, camera_matrix, dist_coeffs, flags=cv2.CV_ITERATIVE)\n",
"\n",
"\n",
" axis = np.float32([[500,0,0], \n",
" [0,500,0], \n",
" [0,0,500]])\n",
"\n",
" imgpts, jac = cv2.projectPoints(axis, rotation_vector, translation_vector, camera_matrix, dist_coeffs)\n",
" modelpts, jac2 = cv2.projectPoints(model_points, rotation_vector, translation_vector, camera_matrix, dist_coeffs)\n",
" rvec_matrix = cv2.Rodrigues(rotation_vector)[0]\n",
"\n",
" proj_matrix = np.hstack((rvec_matrix, translation_vector))\n",
" eulerAngles = cv2.decomposeProjectionMatrix(proj_matrix)[6] \n",
"\n",
"\n",
" pitch, yaw, roll = [math.radians(_) for _ in eulerAngles]\n",
"\n",
"\n",
" pitch = math.degrees(math.asin(math.sin(pitch)))\n",
" roll = -math.degrees(math.asin(math.sin(roll)))\n",
" yaw = math.degrees(math.asin(math.sin(yaw)))\n",
"\n",
" return imgpts, modelpts, (str(int(roll)), str(int(pitch)), str(int(yaw))), (landmarks[4], landmarks[5])\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"pointgs are in \n",
"```\n",
"[image_path, left_eyes_x, left_eyes_y, right_eyes_x, right_eyes_y, nose_x, nose_y, left_mouth_x, left_mouth_y, right_mouth_x, right_mouth_y, chin_x, chin_y]\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 120,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'left_eye': (101, 115),\n",
" 'mouth_left': (109, 157),\n",
" 'mouth_right': (144, 155),\n",
" 'nose': (119, 140),\n",
" 'right_eye': (144, 112)}"
]
},
"execution_count": 120,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dets_mtcnn[0]['landmarks']"
]
},
{
"cell_type": "code",
"execution_count": 121,
"metadata": {},
"outputs": [
{
"ename": "SyntaxError",
"evalue": "invalid syntax (<ipython-input-121-3791c0ea7689>, line 1)",
"output_type": "error",
"traceback": [
"\u001b[0;36m File \u001b[0;32m\"<ipython-input-121-3791c0ea7689>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m landmarks = dets_mtcnn[]\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n"
]
}
],
"source": [
"landmarks = dets_mtcnn[]"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print img_path\n",
" imgpts, modelpts, rotate_degree, nose = face_orientation(frame, landmarks)\n",
"\n",
" cv2.line(frame, nose, tuple(imgpts[1].ravel()), (0,255,0), 3) #GREEN\n",
" cv2.line(frame, nose, tuple(imgpts[0].ravel()), (255,0,), 3) #BLUE\n",
" cv2.line(frame, nose, tuple(imgpts[2].ravel()), (0,0,255), 3) #RED\n",
"\n",
" remapping = [2,3,0,4,5,1]\n",
" for index in range(len(landmarks)/2):\n",
" random_color = tuple(np.random.random_integers(0,255,size=3))\n",
"\n",
" cv2.circle(frame, (landmarks[index*2], landmarks[index*2+1]), 5, random_color, -1) \n",
" cv2.circle(frame, tuple(modelpts[remapping[index]].ravel().astype(int)), 2, random_color, -1) \n",
"\n",
"\n",
"# cv2.putText(frame, rotate_degree[0]+' '+rotate_degree[1]+' '+rotate_degree[2], (10, 30),\n",
"# cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0),\n",
"# thickness=2, lineType=2)\n",
"\n",
" for j in xrange(len(rotate_degree)):\n",
" cv2.putText(frame, ('{:05.2f}').format(float(rotate_degree[j])), (10, 30 + (50 * j)), cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), thickness=2, lineType=2)\n",
"\n",
" cv2.imwrite('test2/'+img_path.split('/')[1], frame)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"a = '/data_store/'\n",
"from pathlib import Path\n",
"b = Path(a)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"b.is_dir()\n",
"help(Path.mkdir)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"b.is_file()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
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"kernelspec": {
"display_name": "Python [conda env:vframe]",
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|