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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 06: Face pose dlib/MTCNN"
]
},
{
"cell_type": "code",
"execution_count": 1,
"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": 2,
"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": 3,
"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": 13,
"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": 163,
"metadata": {},
"outputs": [],
"source": [
"def compute_pose(img, landmarks):\n",
" # computes pose using 6 / 68 points from dlib face landmarks\n",
" # based on learnopencv.com and \n",
" # https://github.com/jerryhouuu/Face-Yaw-Roll-Pitch-from-Pose-Estimation-using-OpenCV/\n",
" # NB: not as accurate as MTCNN, see @jerryhouuu for ideas\n",
" \n",
" pose_points_idx = (30, 8, 36, 45, 48, 54)\n",
" axis = np.float32([[500,0,0], [0,500,0], [0,0,500]])\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",
" \n",
" # Assuming no lens distortion\n",
" dist_coeffs = np.zeros((4,1))\n",
" rot_vec = None\n",
" size = im.shape[:2]\n",
"\n",
" # find 6 pose points\n",
" pose_points = []\n",
" for j, idx in enumerate(pose_points_idx):\n",
" pt = landmarks[idx]\n",
" pose_points.append((pt[0], pt[1]))\n",
" pose_points = np.array(pose_points, dtype='double') # convert to double\n",
" \n",
" # create camera matrix\n",
" size = img.shape\n",
" focal_length = size[1]\n",
" center = (size[1]/2, size[0]/2)\n",
" cam_mat = np.array(\n",
" [[focal_length, 0, center[0]],\n",
" [0, focal_length, center[1]],\n",
" [0, 1, 1]], dtype = \"double\"\n",
" )\n",
" \n",
" # solve PnP for rotation and translation\n",
" (success, rot_vec, tran_vec) = cv.solvePnP(model_points, pose_points, \n",
" cam_mat, dist_coeffs, \n",
" flags=cv.SOLVEPNP_ITERATIVE) \n",
" # project points\n",
" pts_im, jac = cv.projectPoints(axis, rot_vec, tran_vec, cam_mat, dist_coeffs)\n",
" pts_model, jac2 = cv.projectPoints(model_points, rot_vec, tran_vec, cam_mat, dist_coeffs)\n",
" rvec_matrix = cv.Rodrigues(rot_vec)[0]\n",
" \n",
" # convert to degrees\n",
" proj_matrix = np.hstack((rvec_matrix, tran_vec))\n",
" eulerAngles = cv.decomposeProjectionMatrix(proj_matrix)[6] \n",
" pitch, yaw, roll = [math.radians(x) for x in eulerAngles]\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",
" degrees = {'pitch': pitch, 'roll': roll, 'yaw': yaw}\n",
" \n",
" # add nose point\n",
" pt_nose = tuple(landmarks[pose_points_idx[0]])\n",
" \n",
" return pts_im, pts_model, degrees, pt_nose\n",
"\n",
"\n",
"def draw_pose(im, pts_im, pts_model, pt_nose):\n",
" cv.line(im, pt_nose, tuple(pts_im[1].ravel()), (0,255,0), 3) #GREEN\n",
" cv.line(im, pt_nose, tuple(pts_im[0].ravel()), (255,0,), 3) #BLUE\n",
" cv.line(im, pt_nose, tuple(pts_im[2].ravel()), (0,0,255), 3) #RED\n",
" return im\n",
"\n",
"\n",
"def draw_degrees(im, degrees, color=(0,255,0)):\n",
" for i, item in enumerate(degrees.items()):\n",
" k, v = item\n",
" t = '{}: {:.2f}'.format(k, v)\n",
" origin = (10, 30 + (25 * i))\n",
" cv.putText(im, t, origin, cv.FONT_HERSHEY_SIMPLEX, 0.5, color, thickness=2, lineType=2)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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": 177,
"metadata": {},
"outputs": [],
"source": [
"fp_im = join(dir_im, 'AJ_Lamas/AJ_Lamas_0001.jpg')"
]
},
{
"cell_type": "code",
"execution_count": 178,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/data_store/datasets/people/lfw/images/AJ_Lamas/AJ_Lamas_0001.jpg\n"
]
},
{
"data": {
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85zt891e/QxLh8uYNf/wP/gHnH7/B65X5MAXqqY5VbxyHUKVFKCQRPIFSPDQRNs+sAkUSenrFq2/9Ct/4q3+V/MUX/D+PT7wtlafrytPzGa+O1IqawWoo1gY99Bh9Sg1+7gxE61FUg4wL94Mx3t22wbeB64aw0Ma1pO09+8klcnuMGJXFLSahhgHoxsKbjC2gdTsmjuQWYag71+ADLs/NGOkGUnhvEgYqAabb18Z73FklEGqH/gwUmFoP1AjJ7VDYcC1bpOnlzyDN7Wbl9p9gLLrB/SpXKcjWtOve/bPa7mczGu8bi33bBwx+Ee3jMBY5YV983h563GAdHR3ASjwQgOVg+msTHMUJmn8sThalSo8xAdVYASePiIt5g+4qeEpUFUxSGAxT5JS4//Z3+Py73+Wbv/arUCqKkA9HNAdnoiKI15iLGkbJMLSFL+OJB5bNKrhD1iA4C12TkUiHI/P9K9bFuMrK02r82Ag4WkAr1GVFGkgRQNxQszAWqRN4PtydFJ78mFijn0UiVNwPvCS9JA0OZE8UvlRKvhyAEf4FXkwOGjraw+eb1627ATbcpT6Zk8jwv/uxzsN8CFJ3Y7M3FPvvLWwrbb/rPkG7a9BVddI/v1ude1/0433Sxwds42WEEb3aG4H952/0HzuklFLC1huY0s5pNzqS3vpc6dalh6Gr+1hsU0p/sdwQnWYO3/t1xByqD185iK8Gn9vdxqokaPPbe5OGBbMqmmT47J2x70NMSSGYadELSxqkoygVAZmY5yNffPEtXn/zm8yvXmPXBZ0OpGkiTRM+r2Rz1lJjqTcPgU5zP/ri7drITResNt++GQ61UO7JaiTJTNORREZmYCqYVgqhXPVaERUm2fxvNW+IAobYo8X0YxDpjVuiTceRRD44cBxYzDdXrYcz2YzFJoLaPheTp7mML4xF8nBV1HfwfHtgFKEztm1i7yhFp3EY7Sp2vnzdnWt/3j4eOip5uaqP93WjsZvMneAM3kbG1dT2u+7P0a6lh5N7l/TQeP8OaWrXl8aiG979JJaGotPexHW5vRgqO57DOxehN8YxuspvHUwpNwTt12kfhbFIh5kvfvOvRMfa9uCG2WUHTxtbb8CyLJuPbsGvT/11M9baEsvSRg6GfLn9rQIp2HUasigGx+nAfT6QTkcsTaxcWfFBTuY1I2UFM7wYQpCtAK4h8DHp8MUAQUol1UA8hjDVmGTH4x33r15znybMhXJ+Zp1mVofrslKLU88XUkMmWTSMRUM23gXe+0XHdEDdQB2AKFmIa4H3XAwDDirUl0Z4N9hfRjWGBqIyCNwxeInJkKqFUWyuwt6dWJOForTxGaKhXDTxWDgQ3OM9FWuvbbfpL89pfUF4fxXeR3a8ve77iebbIhXnSDfv7fc0XAjr8vZGuA5kseNkOidywxXdjufeOipw68+nx9Yi1B/XtHPbdnzPPqKEK9IR2gjz6jjf12kfhbGoLrztA7xZ7dQScbbWQpphEzBxXCdGQk5zDZBYlcwFTzkGjveVKgZbTRkTI4tuYqcmxiInnhzqcuVyPbMuzxykaRqS4Opcy4qWli+RteVv5HBvLB6QSYiOUmfjp1CHZlGqBfM/a2rRDWCeEJRTVu5FuayFtMYY19cWOhS4CQG6W/jhKXgLp61eLgOyA8M337sqHfIPmM/Goo/PfcAPvtFA9GvpKI7NuAwhVTVyc5+UINs6Slk18kVuVKgWPED45bEGq2s71q7T7PY62iLwVZEbiO+3/WeCcr19v+t2jsbRdKwwJuPu/S+vIfqw9WdzmwfHYZth2hvj3nrffYh7eDnRY57sDcfu9x7l2bPv1d93OX+O9lEYi9Uqf/zwRFe/ddETEANaaM7grSbeJIA/GKlBwn0YMVrL2kPaoIOKRr4TwpT3MC4xTRNuK/b4yMkrfPNzvvn6FdOcw20RGZMqYL22GPp2PybeIGi7hxSajpRSiLLagChNG7DaStF2n5I53h2QciBb8DNqMVEi73UbVDpH/krP1rQ2tLMktEWVettD9/fIuPa71zpg88at3QqdbqIifcV1v3UN+vEmYtPGWyhAN3oQKtcXxmKEHZ0bMnL8JAzmy+jJ3ljsr2Hcc5ug4zrF3p+YDdZrz78g4VJu7v9D5375erxpuh2vbG51V3COY/vzpa8mJP3Fs7glcj/8OXdn0vSV5/zTtI/CWBRzvnw8A2B0P0ybFY7IxVgRCTFPxMNrQxZbjN7oUto03ps9ZFJ7/1Ga/z83yXToLsLNsVLh/MhFnfvjgbvjMcB7atcWy+ZYRU3CjXVtKxJbPQHvak1VNEW0YW1y79WNpRRYV2pO4Q6lTJozhzmTXakugSraStGZcHcnHzMGlBpp6yaAKlYdzc1YaAvV7Vb/DwHSQC1zCN935GA3FmJ+Yyy6GycizWVofbjjA17C773LIO4twiO8dIma6OMDxxrB2ZDEfvLsDdaIGtgOqrccj/zeKh1uYntYgzAc94jdGJb3Jvc4z63hLSW16NFLFKIDHb40PiLhBn5VS6rvHeuffUlm92bWxSJfv30UxgJJ2OkbAJGQIzuE4Jvarw/0CO0F6QNNZryDWdV9g8gIK0rWyInIIqQSYdQscJgzSaCUwrIsLOvK0+OZxx//iM9y4v504vXr10xTIs0zephjQkoNMrOrHZokXERJHtmZSYmEMI1/l2XBJ0c0cj+SVfzyxPruS06vXoHDIWUsKZVCIVPoWaNxN10iDVAuZzBjTspRIemEiFIolLrSc4q6kQAG3+Oy+e1h+5xDTlANmis1DAbhi0vjRoaroYpq4xh2k3VLORdq6gn27dmMMC0he34Rvt3FKm5+2j46YZGF2Vn/MdmatmMopwchKzsNTLqB5D2i0BJDx/uHwdFQOkgPBe90K+4+jJh0vUUTdeVZBje2byN68aJJQ6ybm7mXV3VXSMYxGYIyCyHaDcrYnfdDbs3P2T4KYyGamF991og2vzEOPf3WYUvaak3xyAh1DQn08E83HQUouakfe9KOrAVp7HKaM1mBZWE1x2toBmqxEFHZTq2nCUR2EYNOQvVCLvEwAxX6qAvREsVxDG08Q64FLmfWt2+3azIn5UTKcxMXJpJsrH33a8eErS36o9pI3JY0l1ITDAWs95a1OD7PrV4h/jl+vaB1S+aK3mvPyHxMDhfd5PJCcBZ2iyy6gbDUHEXt7ltfyb0V9vkwsuiTynaTsE+yUnrUY7sHfMuR6YZLbHMZSdvUE9n8+R4Gtebq3rpTiT0Oe4kEPsgvtGbR2bccQvvs5h52BHpLtPaI1o0uBN7TegzXraEd2ytTuwCuofNfBLz4SIyFkk939HBfn+ROV73143sY1iS+4i1y2GPdbSVrq0WsylFBITVXxKeFkQOaEqawrpXVhctSWC0k01NKLULjA2p31OOdaYYRsjIJ8VWE3za2PkkT0rS/WSs8X7C3Dzx//4+xL99yuTtxtorkmTTNI4/EhIiwtAG9GUFQzSO0BwzIr+Kg2vQfQWK67Y3cZoBc5Ua8szHv7dnsuIt+QIh0a5VYpa0ZC9gTfYCGXsYkkEHwRTZUlKlFPKCnx29/ty/7oLHA9/U1NgTiHXnUW80B0nJV5P3iN92t2xu50T6AAPrnflJz90h7lxh1e76F3fN7KXgb99PQE3prLKzzOWxkddd4qIaRKB3dEO61qjLJLZr6edtHYSxQgeMxqi9J2uLQRJERl7C0/uIhafcle2gujkKD131y5abSSxKlQWqdSVKRapFnYo6nK0WirNpaSuReVPAShV7yC7IwScS/A8L2cnBdnBuyYPU2/L2vomF01Ct2fqY+PHABljxxyZlLWfGUSdMUUL6pMy3FPVlb1Y1miKTlgJSYsAklXHNjnufBsfRckpBeb0lYIsHDbMZiCz0PWNt4hiTbir/3sfv5hwJzN9tchNJRnvT6ktuE/BAp2ttN5OLFCm71dsL37x0hUNsI0HGtjcgu7XPp5ff1n8P3DwPW1cF9pU9NUZw6Jya30Zr+s7oHwfvCWMTilW5RFNtr+/bSVt1oKkRuNDOu2uI727WHrUqUv0jIwlWpd8f4vfmQY70YkO/9XAGTqLqUpIWodsej87bCLSO82uoJiFRSqagXpBZsveKqrFSWunKXE1YWal1JOJQtNbnWSqKToWV8RzwoCaMgLUW9EYZmRqk1Km6lhEpl+fIty/WKa6Jqxj0S5kwkIiga2bGaUxQHEqM0xGVmI7yXJTOn1KIgGrkLXim9LKH3wsQAoSLtkyJI0DDEKsL5cg3Do7FadYGSijA3Cf2YvM0YLU3PEmfv8qq00x4YLs0AyJYSbzuC8oPjwm9rcvYoWa27fBC7HSfAcIluV2u/MUAjG/fld44xFChnuH8tXK8uuIZK1j2Ecf1Y14ioN1Vo048MHclwmT4c5dGGBvu978fzuP92zZ3fGAjRfTzfcIVT1AtRfc+d+nnbR2EsUKW2RDKNqbmF8IZyb/97/1gbyM4mBe5uQietUJLqKArrKjC1sNi0YqXV4LzMcDoghxmZJ9ZzZTLDS8VLpGoGK5HCLfIQdhs0fUfUt8C5eaDqznVdB1ryFrmJWgeGPZ1D6JUy0mTTKpnkgkqkOdcSERVrqkcnJsS6xjqZdCKnNDJTzQrPlyfWdWVpKMl9twq1qIygpBwFijuaOB4O5F3ae48aJRFEL+141x/ENc0eyVAB65uxHzrmHrloUSphE0CpBoOtLVTbf9K0FLv37ptVBsH4XvjXfbgpN8eT3/IDthmgYdQar9J9/Xj3dq79OW+0DbsV/+Wxl5/ZG9F924zaLUfyMgFsMwovmt5O5T0J/dPcpp+1fRTGwlWw0yH+2PmgwK6YLgNtdE191/QXi2Su+FgaBJ4RfAhN0RnhQSelqakFE1Ir1ILfHZHlitwdkcuMo2iKSts5Z6Ypo7LVeugPXmgVu1MKNt4aOdhqUViblH3wVRwkNBZqxnVZUMvkPEflJUC1oqbMU6uZIELxWKF7KblSK6mFNbxUijm1OsULl7ry9umRdV0HsrDqWyQiJUSVlCZyjp8pJbI50+dfkOcY0NWcrCGHlxQVukV6CDrOKV67JjSeXRBFaC+k46AttKsablKf1MU2IzqK0L6YSC/1FIMoZFPlvmc09ijDw1jZUqKGiLfJahsxGJceYrAeDo6xs33fS4Pxvs7hfQPxwUm6r3v64jwReanvf4ZAYb0Cef0Kl+KnGbCv2z4KY4EIzFHHofuxtanpim/agtHNunVuf7BDe+faJty2koo6qaUFJ1GmaYraF1ZirxER5uMRXt1h9yfS/R0/fvuG2RIXzZzd+VxnDvOJZ09QYdJMTtLgKaFE1Fh1Y8BH/KP7qGYGqkzzRMp5u+6cQ5p+PQ9IuZaF5eqciQGb5hyydJzVK8WM87pAOrCuK4/PZx4eH7lcriylsGLMp2NzSW4JSBMQnVqV6doMoZMlyNzlyy85TJnjdGDOaQigkirznHH3FmK+UtaQmyfZiiDHfetwYY45o0QlbKWCbS6Lo6hkXmZ6isRktgrmhZ4hKo0TCgSqEQ7dleJDdzxFK3JU3Tm0cLGtK25EAaQ2drw4pS6b+9GL7+rGN90MVdoE5wMTcYdSumvaXYVOtvaQ9HBt2rjubuCHqnR3I9ojJT3Uq0igMZEb/nKPlhS2AtBfs30UxkKgFVBpf7dJPV5kg8QjFLZ7r4qg1gjNRm4FxG1g2cJfT+yEVOaUYlFd+zDBYSLJPQdz1nVFjwdsLVRNrAjWtipQ6clcPdYdbYOHuxh9U3dOmjAnsl/75G3+uPiWwNQHm8kmPMLCNnqF6oWrVVYrnJeVS3nm8Xzm6XzhfF3iHKocj0dOd3dBPq6VpZYtb8IEGZMlNKFm4d4sVpkMXDNpClI1ytoX5pwxEUopnM9nLtdn1qXSKz3RSL3IlEmBVFS5Pxw5psykMMXYZmoIrbq02pEhmY/oURSNyRpOXhCEgV20EY5WreVj2E0IW1o+xHgeThRIguBlrLs3TSNCokrdhSQ7x+Rbrg/b+LuZ2GyalT0h31+z2nI9+nGa4fFdope34S2xwDigdZd4pjKMS9QP3cR+QanI9sXjeCPSd3OL+vX5CvhYjIXDwTZG2EVGAZNhvQf83LkjPc+/grhstR7DO3FQAAAgAElEQVSJFSNi6G2yeUBg9Zh4jjXYHnkIqoqlTMmZdDoxvf6M6XrF88xzNZ7XJVh/kdgEqBXl8d3Dj9azO334+5MokgWvhbqsrKwRxgSmnEctR9uTcikxT8dAE3WhlJj0l2VhrQuPl4WndeG8FpZqWE4bYshKXYOQLatRdsZCiH1DqN6iKxVTxVkjN+aYUKOdF6hBktrzBSV2f7tcLizrNSaEeLwnOGAqEaXJOZNS4jGfOeYcwrGUOU6JU57IWcg5gShmpRUwC3IwKqNHCv9w94YiK4jKmCytkH7jNtZaNmSRgpdYrUaN0/u7Jje3cBlTJkl8f8pThHSJ6IYJvdDA1prr24MYXenaeZaXchFb6wddgRt3Zhdh68/9Jkv1xq3xUUISbmMbHpaoIZ7bql2IUMqHXZs/bfsojIUKvBpIKUrUJW0CrWEVhfdCp83yxspTkMZXbATjFm/GIpSlSTBZcBHmDNkzcyvGYuocX99DTszf/S7H5yc+yxPHfIjwlgXknlLCfYFio+pRlReYp6WJC5FJG+4Jg0PYG0KR2HrAaqsIjSBpogJLqTycn7ksC5flwvV65VwWijMyYed5RnICCfcmK5Sljg2aYvA0tJOUJHlLz4ZRCLaUyuywrLGhkzfUo9KqUNVKtZXSSNPBURCb7FQsxEjqFI9n9rwuXK9XZhWu00SZD5SDMVtldmGTmdqA1UkS6+CgGvvhSu2V0YrFPBNpS3QgiiyJKtYS/HLjhVYKGtEmcfDMmpSqykKi1wHtcj+RWJW1XdfgRUblIcYeLGOZ1y16h4dR0WmbWjfuynDB2FxYaZEqifwkRMaxGLphCKb8fnmBUPTabnsEboxFVqWWwi+ifRTGIuHc+xVoMB1nVG1+0fZW1/o+HQNRpJsJuOGMkF0DGIWlCboSzp0IWmsoIbMwS2yq8yvf+zX48h2f4XymiXx5xssKFslWxYy6ruQUE0XTGPZtF6kIr6kDKbHW2iIzE+CQIvQqKQqUXJfC4hY7kuUZSYlilauvfPnuHU+XM5dliVVeCRXlYWZOKSa+h+5ERSlr4bJcmzuWg3CU2I+FtupXAnUE4qhRG0ET67qyrusgaLULmapRyhWatDhPOvq7FkOThDp1hDJBvOlQFK5WqZfKZb0wXyL68vn9PYdpZpomphykqwBWK9Dcs2B+YsVsv+XON0irq8rmfk5T5MusS4miRppBE344YMClGKaCzjNoYi2FOSWOokwOWEXdR9jxZdLXkLK7b+hi14YorSU+3qDj/evsSN0dwXm72DF0Kf3nWDq7sW/nr9hwaztSpnE3UpZfiOz7ozAWlIK+/fEWPmrNdwxwb5uxgGtbibsUOeCjtJ9pl/ewcR0OqFpzSYTJNy4jiXA4nZgcXr06oe585sLRKl4XrCx4LYCF/qDlDRRilfW2Kkk41LFtAJEuHhC9u1ZKyhFBQZrHnZQ8JTRFXY3qxrundzyen3nTIhvFLBKiVJnmGZ22zFJrxms147IsIGGEct4qhM3zTDWQnNBdPQZoNTKrU5tOoywr5jVUrCmBFailrdpyUwU8p4nqQrIwFjcMv0ioaysUW1lL5bwuTdkq1JNzxKmemfMU3zdlbC1DGVul7cwFTXvStRybgZZm0DBBtY0bFUozes9LQXKgCsuZfDpSU47arhYFk7IkMjCPamE2uLShsdlFXl4Ku/r7gJYC0IjfXR5HIOFE1JqI2hPWZdtNNnBzvm44/MPVrmI8hTvdv3+f5XutBcnzT9Sz/KztozAW9Xrh7e///fdCTx9qe2OiTZnZDUKv2Tnqa+5QRlc9OpF5qBrJZV6bTFwSq8QmxofDgVene2aziAq4cy0LVlZqKVv8O4UhcBUktXiMbynZnWyqrZKVSqs70eBzlD2LR+Ap3KqlFB7Pz5yvlzAWz888nc8RXZhC3SkpxcRvQyvUpnWESt2deW4r9nSgC8lKKVEQ1uy9fy6CG+R5wmpwE9VKRBuowUss1xZhie+foOWlhAF0l1C9dnKWQN19NR4rZHsO5+uV2qIr0zRxdzzi8yE2WdJe2r71IT1fJPZjHQpNurxeIrLUuBNTQJRJE9PdgW/8pV9HT6eIuk2hqbE8tx3qEgknV0OqMXXE0Kqh78OzXzU2e4Skt6VnG+/IjEHENgNiRHGfToF2xehXtQ99f3cng7DdIiAR7Kv4eg2k+AtoH4Wx8MdHyv/6vwBbOBQYnfCyDV+72Air9h2Z1u6v9RV3j1QsJvCkwpSCe1iLU4hoQE3KZcpoSti3v8GvffNbnL7367yaD5ylMNk6Mjq9k4ZJSejYyyJ7QP7J22ZGxCqTcwYVVq/hZ2Zp+gWluPHjt295eDrz9umR58uFq1WWdaW6c7y/53A4BCHWcgGelis5521iSoR/OxKT0Y8Soc5liX5J02DZ3bZCLCNsu4SCs++xuqwryxouRVmW4EA9NDE+TZF7MElsmkxshmwlPh9aCgb3YUTOBC257OKV6/m5VS+D4zRzPB45TBPfeP0Zp0MYDvVwTUopmFtEolSH9kZsiypNqswS5RLX9kxf33/G9/7KP8PpW9/m+MXnLDlzUXgolXfXhQWiNqrkCB+bx470L6qG7VtCvlLvoA6WbgVVN4tcQ7/64niM0fcjfmPM7967nyMiwqHXwWiorhu8LDB8w//4P/rg9f6s7aMwFmrG6flpCLBc/UaDv6+S5Oo3Qq04eFthKKy83ohq+nEFJhWyCqoBxxMwiVKzsJyFqo4lZwHOdzPpcM/18R12vVCuC3ivaN3qMbRV0NkmBmxhXclpKEqTJphyREdaVuvlcuX//eEPeHh85nlZkJxIOVCEqrRckSBHzQvmztpW45TSWHF69qmZjfwW0Kjj+cKli5VTRsnB6FANdGKBUGyX8yFu5KxjM5tlWcaKNc/zpnlxuU0sa2HSELcKpZ0Xs9gKRyJsmBCWWqiXM5fLJVCfOxyPzDnjSRFryYXtcz302HnOcG3ad5m3neQi6xjNaMqQMnI4oklhDbfox89XqhvVtsK9XuNn+G0fFmB9UF3aX9PI9h2JeJ1jELkZH3sDEOj3fX6jR9V+ksCq50l1ZWpqpPms8her+E0CXtWtQEslkqKsZZT2+ouhsvP22oeJzdFeFEzpzaRtGtRKnQVaVXIK8RAEWSTnZ67A2yzU0z31fOb57TuulydCuhwSZrOuzWcYC4gHnHvOSJvQmgWdMqbKYpXLeeH5+ZmH5yfePTxFIZyk5GlCDzM5RXSnlEJZFmojDDVn5sMpQoASxYDNHStluCGlbmx+/xmT2YemYa8mjNfC9diqTgW9OCB/QyRrMz7S7rda2bmQ/fs6wslI3tVAxYNaMIgnHcezRs6HlgLNqPd7sdOJKaUwuhZ9XfGW5BauXbbQZqgEUsOs6VwSYvDjP/mSJ1dODvkLIX/zG9zdveaaDvy4vOHp/My75zPXdcVdSDUKDtdabib6zVgartZuoWp8x9RlQi/0QyK7wkJfwXl8qNbpPpFx8EG7z7hyQ3D2PqQap+P83vf8PO2jMBZuRn16vjlmN77YRpoFdIuH1Hel6F6xecTiX8a8YYuNu8BqRvESsLUJiMQMqrY4omMKT88X8rpS7u/xWnl+esd6XUJn0ZCCuUPfN2Ofr9BWF2msdG3hNJkmHOdyOfP28YEf/OhHnM9nFjPy6chpnmHKwWK3iMjT+ZnL5RJqxMOB4zRxur9HfAuPllKwNrlqrUzz3KTq4SqUEuTkupQtVf1F4sFq60AavWeHXNpsZKDC5iJ2tLJNmNt0a2kq0ro7j+3k4asZ3o7n9qypxsPTE13TkqaNpKWJ7bBwHzP9WQtWbSNdVRtZ6zw/PfHl97/P4XzhvhQ+nye+/Z1f5e7zL8inV/zgWniShKKkalHSoDosK2phdF/mWMQqvqlHR/Z8H7duY9wC7xmIl6rLfs6eO7Tv087H5b4vr2yEfF9cS23bUphTW2W0tVZqWXh6u/xEVPKzto/DWPiW29EHobT/atkn1mx7akZmad6qIje2OEnkJolHmTx12b0mVG2fJcgyIOL21oyQSpT1vy6QM49fvuXy9iGqaS1rnKMGu53TTPXY4yO2VzTmfEAsYTUelrqTspLniUWF63Ll8XrhyzfvePvwjjcPjyzLwt3nn3G8O1K1pZQDdS0spXBdSsDbFEWFq3ugELOGOi4h2Gl9N01T8A/ryvl8vdkBay22+dq+GbcYqBXvEY+eA7OLtnTtw9SiLBB7si5l+0wS0JSYpiBBDcVFWZtB05SwJs6vlzPmzjxNuDuXdcXW0vJREm+fn7gsC2/evePV3R339/ecTifujifEhHq9cl1XZlGyJvJhgl68h3j2sWmPYJfC2y/fclHl8M0vOE4TCtwfjvzKd75DOl+Qh2cezhfWJbZfSHqg1y3Zj83WISM3ybpSWEInoqpMtaLCrciqnWePEnr0order/1l6/xGGKLNDYJw47MKxcu4/0wgs6uk2ErCP8y9/GnaR2EsaGRR88winu491CT0CtTuIK0gSEQ6AlGUHQws3reIi78rvgmnANCxgxgWij1BGvfgUfBAerJWwVIZxXhTzxhsRvpl9wf8CxY9CksEgckUPvfz9cKbp0fePD7w7uGJ58slNvWdMnmacBHWFtVYLLbIKxarpWu+CYWu64o3VNERRXeD9jkhPVICMcBq3RFv3WY0Q9G3guyIQbXn2Wzq2pQSc+NKAtFwY4z6Nc7zzDzPuMTO9Foros1F8LZnbE6kKru8iCA/qzlLLVHqUEPUdVkWrrVyXytpmsiSxwbZhdhMzPqz2U2+ID6BWmEt1OuCLytqhYMIx/nA53f3rDpxlYzNM5drxZaV1HQoFduyalWDoGzPZR/piUESfTWJD2PRW0fHe9fkJeeh8j65OcZWv6fuhjTE5j3vyevYgjF5GBHRiXK94v71VZwfhbFwdxaLVSlEOYJ4baywt0rmbUKIkFrRGSo3BFL7jYYbxrnjQUPS3GThZSMFPZh1V0NUmaRt1lsYm+OGRMhQ07gOAW8MhxOyr9OcxwqTc0z+lCZQ5XE98/DuLd//4Y94+/jM0+UcuSrzxN03PifnzLquPLx7CKRgsfrP8wlNmfv78Dk7T+PuLJfLGHzdgPR7LiWiGDEQ9SaipLoJeXoNkDAWGuFRKxvJ536jY1BJHOYDp9OJlBLLssSWC9VJrRrZCNOu65b3kKahvqz92aiS53nkxSSEPM/UdWW5XilrIacwWudaePf2S758eMd0PPB0Wfn89WfcHY8cDkccuFbDGyqJdP0uiIoxdHJjJibvvSivEY4qTKo8He9gOlBOd/i6MF0XylKZ1q0ocHfDRl/QQuCtL4ceoj2nhbZx9QsCE9rOdOxySvyn7xi2F2u9JzEwQyz2wO1ksYoHxC6F0vOGvmb7KIwFfWV3AlVIuCCxhV0nbGgxdYaLst9leye4ba1TdJEUpG1znoxAS1Pu/nNsFaDtv2DS8VZFS4kSaS5tT5O4hv0gUI9ENnEl5RRS3ym3Vc84LwtfPj7wozdvWGrb5FkySuRzOMp1ubCuawxKVaacmaap3UOgKOkhPXdKKzqsbWL0ierttY4mblwKkRuJscr2+L2FPUvd1XdwH8lXZo7mhpbaVgM5wzTVKA7sjXgsHtErlsHdGCVC09VZaarQlG6gddbgjrwhmpVLoJSUoDR3rKxcn5w3h3eRVZoT+dhC3VIpa/BQQW00FNBXYYuCQJNE6PyYlGNSDlPmQCVry3ORHBwLStLNaHrjSdqAG/9SSoEmGpoTiRWfFJE7081Y+0AhveZnPAvd8/D+IVzRp8nG9cjumfdK6T2EbJ37AFhLiB7/ohgLYVPo9b+7AMc9iMn95ARCnPOC6b99vQ/6ZlqctlfoVjVKVEfoczvHtjNUyGZaBYlmuLyx95I6SRVwaBCwTThFUi7rGj730yMPj4+c14U0zeQ8kzSIx+u6RoHZWgeMl6aaFJqAqVgIhHifYHxJuu1XkD0Z1gfsLbLYdmaPLvahjxgraruvHnqdpmkkiYVBCrdOpOkf+vW0EgNrrRSrFGm8ZLAADcbfRgREZKTv90XC2/GcM4VAek/nC5ofB6K6PxzJIq0C2Ps6hcjnyWGQGlzXaiScWWHKitbYgrG6U6ZwlwTQ2jJdW//01vU7JpBycEl7+XnJFkWG2jXBhix+kkMwNqX+QOvoYv+vGwtv2yd0NXPUpnX0OJPsdlz8vO2jMBYAeVejUBr5GOE8e98Q0CdnD53uknvG6wwDM+Bb8+v7quADqkb+QdRNlBZAjf9F9mODl7sKzVEmTcm9WErLZpymCU/KWgpvnh559/jIu4cHHp6fBvTWw4xKqw1xvgTxB1tkYTcQ3CzY7S5zbvdynOddf8UwTM0Iekq7e09bJCFOvu33sTMWgej2HdgJ4Ba3TxOHw4G7uzuOd3cAkc9SCqFN2wxu1hC8JZ1iP1C1LfSKU1vECdMxcVbbDGYnVnukR9xDc5IztUTlMZ6eEYm0c3/l3B9mpimDObV2fYiHnoZIwqpJmqvr0FSp3qIdUYXMqClS52tsL4eKNTQW1cE6D9SNUdKJyaNcIyoj0mM5NtxunRmTVbdJvm83+SFfIfTa3uO9vtB4NjeRqNQzdwOZZ9875V+vfS1jISL/EHggjGVx939BRL4J/JfAbwD/EPib7v7lz3i+G9/bWxWmqEaV8L7/YxsINP09cpuN1x9kP1baCRPNCLiPqtap+Y89p4HW8VOfTCg+mOS+atLcGg3lolgLbUW2YxVCtv38zJdv3vBwOTeNfsJSQOPaiMfixlILWZScNolz6Ah8u6YuRGvFYmiIZ48COqzv5GQP2u3dENy3TMv9fplkaFsJxHcaNMUrdB7mwOF4x/3dq4j0yLkVwImIh6JkooZHl9P38G+k4QvZLFZt842Y9Ygmwc5t2rlTqUd4AMNYLwWuVx6GcVLmnJDpgHvkC3nfODoeFqsVoJLaDu1JmpCJcPvE4zyTwNwXITdkLbj4RiY2QnkxI+WMU8MANQMX64iQ5pY+b2EcvY8efd8cjAUMbuqE7lsXhUtb4PbvKr6vWh5FgaaGxnsNkF9Ace9fCLL4V939R7u/fwf4n9z9b4nI77S//4OfdpKqsbJFRWSG5Dh0CkEwWrtja8u+rRVJqQlh2grYEIW1CeeqLI0tnkSotZCmXieykZ+EKtAU1rb/ROxoLeBK4TYHRT3ESp3lEIlKTkmntpnQhS/fveHtw1selzPvLmc8TcynAw6x2dCOX0Aij6ASu5YBWDVy3hSWA3EZm1JUm0bFdvUqRJjT3NjZSMvPSYaAS3FK7XA2+n6tkQOhnshpAq2RVyBbn7po1ICYZg7HV7AsoJmUjyznt6AZXKjdMKyFqko+zdwdTrERcmn1JVoYtVxtCMRWK0MR2g1NT4VPKVHFQ7F6yLBUllKQ65WntnpmgS++eYhnLq3EQdvcqQh4CjoxK5iVKAfoxrKu6PFEssKEc2xPNgj1oCm8VLQ4LBVbK+sa5QLkbuaUjuGWzakZD2V156ApqrMhVAk3z2VDzLBTe/Y1yMOd27dOgo4mgrXaL/34oVXE75GfpC2ZzGFWJcMYV1+n/TLckL8B/Cvt9/8M+J/5acaiPUyHSCtuWxZ6G9B9soQIK6pUYD4MRc/a7B2Ee2wWbEaRiIYmmjlRpzZoqr3QbLsIA1ylRT9a8WCJsF5gmXBjUltBVBTVtrO7OOTE+XLh3fMTD+dnztdraAeSRr0JDb3Bvs6Eam7GRunbF2SJFbm7Vp1oDG6kRRWskHKL81eCxO1Emjuaeph3G2oiEqrQdrJAGo0E1NgRftaQlidiIluD2OZNIJVmNGVydqb5wHw4cnl+DsTj4QJ4dSyFUc+nOWp9pkTKztwqka2ysjjUaphVpG3S1EO/Ufdj08OMZxubYaCZkYT2jHDME8/H59h5TiVcsaQUlcHTjG3duhEUwRL0KlkJIXkYx+zNiK4rvqz4WqjPZ+oSupbrcuWY7pA5cRTnToW5L0yloAXmEUnZRTB044/aU4is03gVeYE79vuaBEKId4xtIts5tC1+ClHsuTkfh3afLyvj/zzt6xoLB/5HCfLgP3H33wV+1d3/qL3+x8CvfuiDIvLbwG9DJBDV1Jh/bVWl+iY+u+36uiClkzqdFK0N9goxDrIo6spSSxTIkUALsyZgCs0+TnYhI63MfhSk9ebHJ1KrxsRQYarGOdHh9UJO6DxzOB0obvzRH/5jfvzuLU/LmWKCzidOjbkXCZbP2kONL6yoRGXt8HYccoQMvTHxy7IM9yJpRpOQXLEWAo7Y/9w2TBNEQhAlEtmwnQg0aALV/aZAINRGJtfgGHYuriYQTSRJ3J1ecX9/z93dHdfrlSRKWVa8GJYMyUpOU4P4TtJMrcL5Eiik8yTU4GsOh02GvLlT8ff5fI60/FKoxVkXo6wOLJwOUV/US+VyvbJcn7heVl7NB779xed89uo1IsK1RHUz9cj/CbTaXcumikzz0JVki/1detYm7tTLE3K54ucr9emZ6/Mzy+MTy+WJL9Yv+KZ9wa+p81pXTnbCqnMtlaUEx/FyW4IY432m3yIM4GYbTrg1Fp1jugnVhm8SC5obIk0Y5+FqnY5HsmxK26/Tvq6x+Jfc/fsi8ivA3xWR/2v/oru7yIe9pWZYfhfg89Od46Wllfc8gnA/bGccuj9II2/MS5tEbUW16KwpJWp5ERWIX4bfF50Zkw4RqsrQT8TJdtdKPNcooBOsuTYBEVPCc2JppffePD3z7nxhtQraIhuquDnLGsVr8BcriMc2g9uAqlEXc40Z3TmH4CEMN2/JYmFEpinCrLm5V42zG59R1ahkVSsibTNFbSG8xh104u75+hTf6TWMiiiaJkRnLpcLpVRymkmniVevXvH8/MzTw8NIWotwJZhXanGShUAuKpcrkptBJo/IQY9a0YxJTK6JacqkZPjUt5HsSlNvoV4hZ8dZKW784Ec/jJokhwOHw2E8d+2RioCD4ZrssklVlSzNjHjfRS4MeCqVer1Sz88sD+8oT8/Y+YlpvfJZveP+/EySQn2jnFG8Vq7VObtRpI4U9z2puSeb+3MCbor1fshpcGNE7rrBGXvCyBa9yyk0MVNS9NUrpru7UP9+zfa1jIW7f7/9/IGI/G3grwP/RES+6+5/JCLfBX7w008EUksLQ0pzSUKUhevIUlSRmHyhuAjyTWLS1xY2EvHYfar5xtYGnzVir7P2ib6hcoiwUnMB3PcRmVuD02squBDqw2mK7xLh8Xrh4fzM4+XMuayxWqiTNaMahW4/VFdgr47crz59cqS0oYQueKq1Uuoy8j1yQy2DHGRTVUZNiwnzuIbqMrY5NI/NjnBBapTCX68tD4TGGbWJaVZ4PkdGaK2VaZo4Ho8cj0cg6pnWKmhuq7ZvCVFJcwxWiXAxLtRUsLat4j4NPLxIY56Ou/HRNmlqhOdalgjXYi0KkahWeXh64nR4x939ic9S9AvddWzRCUlRYGjfXvZ9/z01JWQphfJ85vrwiD0/oevCq+S89srh+oQ9v+Xp+RlfCnUtVIt6FiMH5wVpKR8wBeP7xx6sH45gxHv6bmhxrG/N2MdAaqH3khL59WumV6//fJGFiNwD6u4P7fd/A/gPgf8G+HeBv9V+/tc/9VzAbLGK9dCat1WhReVxLKpCtypVPVvUASy08J3F74z1qGqsu82A3cnmm1iHpr+wJqjpKIT+YAQJXD0K9sYHg1dwIoT48HTmzcMj5+s6doJPbCHMocNo530ZwRh1UhovAZBycCLSVWm0/A0ixJh32Zy1VrRokDN9J7MkpCTkrKCZac5E5nVziTzS2Ze5UMvKsjh1mQNl1JXYWzMhmsmtGPBe60HXVXgNvsW0yey3yXE8HpmPp9ZXeRgL84q34jLWEOHeUK5L3W2FGIaucxrW3oMZ6rG9ZETFlKfrhS/fvkVz5v7V3TAMPfS9F6mht/BcadqdPc/jjqyGXVe4Lsiykty5mxLfOBy4E8OWC8vjO9bnMywrXo3ny7lxTXKDLDqxHmP1hYut7xuR/ZGxV0oP9zeDbO5tzxNIKQ9SfBXFTyeW492fuxvyq8Dfbp2Qgf/c3f97Efk94L8SkX8P+EfA3/xpJ1KBgwa9E5vndpWbN/8+YsuzKKmpKaGlcnhwAFmjAI2YY2UrBw+0uhExyLKECQrhyq313vQGkaXisjMYzUeWhmIS8azXWnm+XHg+n3n39BgaAN02FXKRweoPd4gd4bXzZ3uUYxNecZPbwYvXu8Lzpi9V+8JD138Ujw2NIt29Uq02c1tiw+RaKbWiaSJPB6yurO64RaSGFK7IfDxxPNyRWm7ICKfk1FSIkdLdw3+SY3U1r7EfK7Uhn7aJUZfdt1J4OU+jX3KWm+TCfi9mFdUQhNVSwKM6+SxASpyvV968fRtZt3NmPh7jmZlT1bYKap2nyHkY5/2ERhqRvBTquvbS5YhJlN5DuEvKwULavp7PUcTpcqWuK1Pt9SV479wjG/VFiYBeK+Tmed4M0E2I181Zz12pauOeuobHzChPzzzrmz9fY+HufwD8tQ8c/xPgX/vTnEuBO41sytUjDl6cJoKJ94gqk8pIznGPwWXX6yZ/KDGQUrO+OWeW1BKUepw8SegHJEriCa1ICjQSsIuUYj8JbyItM2POEc473p0AKGXh+bry5uEdf/LmDe+ew99PKY3aD8uy4KXQV9s9olDZiq3Qd5vaRUrSbvIMoyGbonJqrw9tRQ4tyjRNTTrurEtB1is92mMVqmnjLTrC0BbGXaM+JyDV8Ta+qgn5MHO8e0WaZk73r2Krw7t77u5fM80T0lKk61ojjJxShLutUKviksLIekZaoRaXZpxV2+TcaRvFb8J9YpAaWetr68fWN2ut5BTjp9TC4/VC/eEPuP/sNTo7bjXk2nnisi6NTxLSPLWSipvRTinhvbJ562crjahsaNWp2AqHPJU3vG0AACAASURBVHFw4XI5s56fuD68jaiNGfocBaj3mw3182Xp2b7t5vZbKb7wPjrj17eF7O/bVxdwiM0ltBudzTD45UxxjejQ12wfiYLTuyqqaSqEmNFA2yRGPOFqrdhM9GDFqEKU7p8PEf5qGqacU2yK0/IQhiWmsdEvaNc9ARUTqIcsbYhpVGSkZheLGP3j4zOPT0+cWzXtNE3olHEzVqtBRrZ05T2a2KMIEYl9TmFUqHJ3qNveE6NyVZs//x937xIjy5alaX1rP8zcPR7n3HNvVmZRVd3ZUK1GomgJiRZTJEYgpJ61xAgQUk9g3i0xYNoMkZCQeoCgJzxmMGCG1DBiVIyRuqSuyud9nVdEuLuZ7b0Xg7W2mcW5Jysr87bgKO0qbsRx9/Awt8faa/3rX//fU82eVnebRRH1QbLJv9vv9cnZqoJoT1V7WeC4SVDnFghVot3IvfALyQhZL+65e/GSFIRpWbhczqQhUye7+a38AqVRNRgIG4DQVciNZGefve9/D4jFdTk20HMNlhVq2wa4VxPhlmjF7BWWVtFSrL0MpomRM4c4rplbn8btxzN0wNTv3D2noapamutfrSrB3H4ASCGRio2zt3lBy2ITqVVNKbw2ureM+GeJISBa+qXtz60X3ne4lv3f+2ABliH3fVUB2gLBFlVTSd8CbYyZ75oI/ObbpxEsQqTe3gAgoY8r2+hxqWUtA2rXUBBBJXI8nLgfD3z26hVDjLz+5Zcs7x5YLleb+CzeTorRLOu0k1Vcv1E2PkdH8cXvxloqUmcTiEk2ONVI5GHgcboy1cI3b9/y7ZvXPE2TBa0YiGOmlMZ1uVJKA5q7j9u29sR3F33fOiUY563ugc0QNw5CDxLDMKxsTYCyVGornKezdy7KWuP3ercphKTE5vMDRB9qsvF47GOgGmiaMLPnyKUoMhw53X3GzctXHIaBNJworTH+83su9Z0TzMKKu7RSePP22xWtx8fsY+dTpEwOJkCcvHQLbuC8LAu4CZQ0H6uvDua1arYNwwFpynS9orUyjAMzdg5rU37x9VcsAl/kLzimgZAzKpF5aUyulj7EACgaLJ1vjpchxsHowTzHyCElSInYlEPO3B4OlIcL5enK/HSlnScKls3VS1md2sN+PqRntR8An91Uq63/dsbuem3sSlaeB44WlCgbabFbQ3RsI42bFOX32T6JYNGCcD0cnFcRXL/Q+A+llI105SIpRAepcuL02Qs++2t/SFZ4PJ+5XC6UycEfwWi/uqV5ditu7dA+H9KQrb3mr+l4BT2Kixn7XCcTsHly85+KIsmMe+YyUxabxFT1/U5200ltdIZeNw7udaqqE9CQjRPRMRe2mlrEyqaUumerdxecFTnPM9frbBJ1YpOvAbxFin0W15dcgA1FDCvC2jrYuDHZUBJTbVyWwnVeyDkzno4cjickDCDmh2Llm3E2AOZrWTkzvaaOXvqElCmS1mCxDxrrlKf2L0vJDYRUK0mCDabFZEGwONszinXQzpeJh6cz4/HM6XMbUgsunNxbp+tq37MAESu/WljblMZ1cC3LGAlU4y6oHdfQlITNCmUFtKytyh4s1gzJO3geUe38+iIR3Ebx41yDQGgbvrVvnwb1yWrdsuIg3phWpS4z+hHw9DfdPolgQYjU043f4NZ9EDENzrosrgsQYXBfhRAYYqbmkfjynvGLVwxNib84oTlRhF7IGGBazRioj6nvt7XHD89AxuiUYxWjDTcPJEspPFxNhfvxfGZWmy4MMdJUmZZ5DXAhOiArFqI68y5+ZD8qWzrcSTodFO0zILbtgLLOoShto1CXYua/6WCS+RLt8bpAKZCz6VJ6Azo4WYpg7lwhRvKQyDEhMZgALwGNCSSylMbTeSLnzM3xQB6PpDQS4uggZqNqcTBO3ZApPOsw9P2nNjTa3EUXB577c2Dv4eck4P9Ts1QQkRXb6VhDt/czOUMzEHq6XBgeH/kCJXkZuXYSmrd397MznsVqKCvQKWsHyjpmSbyLhpG4ksIxCpoHclNiqVyb9638vKznzE2ydR8o6Pyh54HCk6kVEO3BYGPqbtewXSs7QFRY53rC75LXaciZw+/9cEvDo6XNNShpmVloaIi0wUGybIY0n9/cc3N/T7y7oTxdqEOyaT+/ISN2QmspdK8OwgYu7bGDDnJ1hD/sgkV1iKOpcl1mni4X3j08cL5e0WTIeqWxYFJ6BAs2IViAsou6U8uN1oz/XQl74JPVShA6Q6C/vKtRhVXRG/CLsW5sRydepZiRAKWq33QRHayDESQRQiSFTHZHMAkJ4gBRGIbEYTBXNBW3+EsDx9MtEiNLLTZIlhJpGDgebpnPE9dSaMtCMN1CCz4pbDJysilqCUJoYW1b90/bb9ggcV0lDQP27oQ292YNPpHK6u/ayrIem+Tu9PM88/79e0opjLB2qopPuRrHY5v2DcFd5EIXqNmk89S7YFHEtVEAUbJg7ngSiFIZEGaUoptaGf7ZWtAde/YD/kXPPpw6HHRb9AKeOSAETRYw/deLFp9WNZTJMDD/G1QPRL8jmUUcR37wx3+Lpj6i3FPRIJyXq4FSMSA5mvFusov55emGJIE6HpgfHg2HEmNjRuM+k1qzNiBdEdquvoqt9WrRwm7cfm96x6ELlwT/vdrM7WsuC9frlaks5DwiIbBoW1Pb57J0gTItgN8YIVjw8WCVRb6j5mz74GI7ortS4TkQa5J6yjJXprkxz41SLCCVILTFgTwgxQMxpzX9TymR00AeRw6HEzENpPFoWZsbLUmKoO4CKoE4HhiHwW7kYENlaRgZhyMhZpBMaxebddBgdobVSicbehNvqxp5LjR1LYyttu+AZxw2Fa9OyCqlsGiBlKCZQ3x0xm6OkatnZeoj5FWEWgrl6YmlVp+2dZ5Hxb8UF211MaEdmGiekJ6JtGct1hQsN2tqYGP18xmbEqobN6HPShDDjHSXGTwPFmtZwS7b9YCxZQwCEmhhj1vEdWp3lSnAbQHUJmT/f2dw/ovamgTOo2kkrDhBdCzheOt6En7Rd+EV4EkzOs88Tu95KebHMRwGSk6E1qAVhqZUCSxGCqa2yIgpWzUfBAOIPi9hZY5SYrTBiOj1fqtcpivX6cLT+RGikIJ5htIaSy1rsEhiDt2Gl3gXwzkjrdogGh5MSjUexDRNtgqnRA5xk6BTIQ/m2t767EaF4XgAydRWKEWZZ5inAPFAiplxOJnCF66JmUeTsRPhcLol+LxIZ2LmYSSOB6rE1VqxH+uuqp3SQAgw5kyKmfdvn4gycPfihbWIBSqVMk+IZqD4/EozTcgQgGoTqcXG9aJYFtBHrM3VTGmhOdhrGFVywLqWRmmFtjQoFvSfWqGkgRQTxRW+F22E5EbZMfL16zccX37OXJWmVobV2SwnRC1wUa1luhRvtcL6+yFFplZhWUxVy7tj0UHZGIJ1nKp1v3IeqM4itg/mpWirq4lx39YSyCUKLJOwrc+GKN5hD5HWLSIcjxMfVNw7kmmptFZNAS5tvJ/vs30awQLhSbfU2tiA6gAkFLEMIIRAVkGKErTy5vqA1IW7IXN/c9hIKSH4uJCsoJiqI+pBoXqK2UsT36Rpn3GnCTRXp0Ktlz9NE9frlbkU519EC2Td3bsZMQa2tuieyryuBDuQqvr9sM8YPkYRtgxjex8hWv2ragGnBGAgxUxOA7c3r0jjQAw2N3IYj8TBBGwOx1uX1zdi1ziOxCGjYUBd91J24sAhbi3jXjunHKiLBdi723vmaTEdhxi4TmdaLbS6oG1GtLp2iKfZqdhN745ytrAHB3kt01hK88E4IG6Aa9TgbiOYvklrtKIUEbIPplWrW1bwuLdRL9crt3WjYKtFNwMrg64etetwqvRpZ2snC33GBDYbCgfJMXFmrZYZp5SI3gLuAaN3szrY0IF2PPMVByg6q/jDre+LYMOTDh3bUKWoGUH5fgXHccaU6Xor33f7JILFtBT+/OdmjFyjcyFgvWFtalQ5JDcCKoWyXDg/viVL4wf3d/z+j/+InDN1GFmGgVyBYgQaaZZidkamzaiZ3UAnwTS/ACrqaZ5YaTHNXC4Xnq4Xns4TT9OVGRuPF4Hmatz4BbIfLe96GdairLubHC9tmk0IBjEPzh2Nt28iYiQexEBeCUjIpHBA4g1NL8al0JHj6cTdi894+dk9n7/6gQWBkCAGchqJKXE4HDmcTlvWkBLDaPMjNuuSnWa++XT0QGYprg2ISVDKXHk6nKi1cv/qc66XJ56eHm1+pJjHZorKOAyM48gQNxxhWRbevn3L+eHM0/mByadMtdpcylSulmAmIQ2WAaq4Pof2LlYkaPaORjKVKIxsV1UpxZ3gAzy8e8cvfvFT7u7ubAI5JZZlYl6u5PwZURdibQxi5L9jhCqVmeiueK5SHhMqjSUIZzwrFjWMgkaMwpwCl/PZOlESV1GjFYhc55NWFgXg2Ub7SJTw61ODtUnBsAi7QCoVyMFYtLF3jIIFi5zyCgJ/3+2TCBYQqOlgpsHBVoKqnlnYrLBjCCC1UZfKMi2UpaEUpuu8+ovYRR4JRanqY9+qa8q4tkRXMo48W/GVjisElrYwLTOP1wuPT0+cpytTrb6PVguWVmmiZLcoTIHVfEa1gdoaJNqcmAPrEJxhj64v4RoHrVGdn2bTgzZy3rDiNYZsX+mASAIyISh5EA7HO043L7i9e8nxdM8wWKYRUiSngehZxOF0Wq0P45DXnyVG0mCWiXs+x3MyWduMnrVSD5XT7T3qY/HDeDT0X90nJAjDShgz6vt0tWBRGEAeaJIROcN0ps4L2grLtIAUikJ113lTpLJWYBfFicEYiyJd1zOazIEHi+ql5eVy4fXX3/D+h+/WAbyufdpX8ohpXyQVamhECX7zbphKp4or1kZvYn6qi7glhSjFh8jM97bLEeAr/jbVvBH1LADsNUk+3Iq4upuIMV+lixcFki+mKzWg6Vr21NqM9fq7EiwkRsbPXlmQwNh4YjOJPkhlEXOYC61NaJsNnFoqqsYtqLV6GulRunSNxbbqE/QUrvcjejfEdmLXPvU+/LwsPE1XHq8XnuaJ8zRZAIuRudk8RZNtBHol2/SSxFeTKLAzJ3CGoZ3Q4gw/HNDswQKga0CwKot3mnZCQkKJSMwMh4TExO3dS+7uX3B7+5JhPPgMRwczR0JOhJQJaYCUkWT+n/Z+kRjielOLX4whRGdYitOxA0RXDs+B1g6MhyOokPLAMNpkrQQ2vxI1INPA1oWYR5pMxFwYT8bhiPFATCNTOFPLlVKMaKWtmqmTGFFPgmM3Pv+TJNJaQVVIUUwLJERUhVKLtZ0JzPPMt99+a9nM4wM0K41yjFz2LVhYeSB7g6B+bRjByq7RSoMUDXAdAuRgJL6cGAYFL3mKdokFp2K3XVdINq7lhwLMfWviDFDtk6Z9Xsr2t8ebHuxEDOQOErw1/BF7z99i+ySChYbAcrR5CyP0NqrrVVlHoZGaUucHyrQwna9Ml4tlE61Rls04GVUoVh5ordCag2c9mwBqW0EkUStLtHnLypmS8zLzeD0b0cudr0wkx27w4vqZwVWt+iZ+w69BypHzzpUQP9nqnZjekpNoGh69hbqu5g2fXPQ2YtqCUlNbXdNtZhxvuHvxGfcvXnJzd0dOAyElch4tc/Ax8WEcGQ5H9zWJm3FRdHxHjX9huIo689P2IcY+ur3zG1HlcLwlp5HBqc8r/6Pa+PvSKrU0M0+aZ0JeGEohpRPlbuY6XZguZy5PD5wf3jNPZ2DhclG0TgbWqdKiGCTUjBlrtHGXv6vWkkwSHffwFnMXu6mN6/mRt69f8+WXX/Lu3TtuXr4gpWhm0N6GXRcNtSGwLWiGZwOCxXU1UxKG40AdRxgGYm12U2mgleq8l4asHZadgjl4gNqxeD9Cy7bMxFvlfg2KNBNAEqx81f5e0SarHb9rKqhsDNLvs30SwYIQqMeDg5D2ZcNWDQke7WthcZGVUgpl6f6bXaZdVqtC3Tl1S1Ni9BRwbZP6n92hmz3LaE4tnhZzwjpfr1znmaUWxMV41TsVfZipp45xbbE5gOUXWidl7TfVbcL1Y/128dUNDd1+1VcQJ1q1StUKMTCMA6e7Izf3N5zubhgOB2JIBmgOx7UcwcHL5PhEjNGCRIgmJBPMIFp2+M7aDYmsCuPqE5XGexi4ubm1ATvPqDpHYqnVMz3L1MrSHCSeqPPCcTSvlNNy5Xp+IseRSOKSMuent2bf2IplF951ClGeZW3rLE3rN3QhhrK2vZOYbF0rE0wTb9++5ctf/pI3337LD374Q9MLrdb9UAHV8GxAxFr5umaOiAXp7qop0XRN0jig44CUShKotXeQDLhf84e2lRpbZrEvPXT1Enl+TVhZHqWzids27xTE9V52PjAhQMw0hIL+7pQhGoTlMNBrNwl9RYbjkImlEpYJ3mYWsegrwcVWGqSY0WbknFVRyf1L+4RqbJ42ijyrG+2i95teAqVZ4jrPM+frlWmarF0ZNx2B1nkPYaec3Tsfuxu/T5d20pfdePacTZc6zhL7Su4qSNWwFG248HBbn1c1D9OYMssykccj+Zi4ub/h5vbA8e5g/Ik0MjiwGFJCiDZpGSOSrMMRU6DnsfuVzpiG/UJ2KFicu4LjSs3OweEQiDmvXJHWmsngLQu0yjI119kEEGI8kGKgpUBqNtHKUghx5Hi6J0nieDwynd8hrRIDTNdHaptRaZRaDFfp+qPebeqBQ7p9gKfu1uJMoOYN+/7dA0+PZ/7sz/6Mv/bjHzNfrxBH62YJTs23BUliRIaAjMnayTlSZ3MUG8dxHUi7ubmhPT5AHqltRoIyhQo+Kg5bKzQSVovNng3sj3/xoLXqy30gNNcJeyJxdTZT3MagD+b5EOW5Km0YKP65vu/2iQSLAKejBQFfcUMwNtqkjRyEMSXE3cVVDO3uE6RNuyBuMo1KnzOIsRkg2grQbEgpqInd+tyESDR9RixCa21UF5WdPaMARVJEUqJ1f1FY0+0+Odjp4uuNhzHu+tYzjQ8ziX6CVQWI3od3yT82GnJvDUsyclVKkeGQOZ1O3NweGW9GcjYEfBgyQ7ZSxEbmU/9j62rZ3BgIaTQHgLf93L4+tm3PCTn3SRcrV0ooEKL5m9JclyKsal0xLeRloV0vhDgR/LylaINlOWfu7l+toF1rFWYlSPMWpllENC3PjqEx7+xGT1JN9zQEnxtRCJlSCl9++SUvXrzg6y+/5P7lS+Ltj2w2Zc8S9WsrjZmSEjUFS5KCEbGaVpbOYxhGDrf3xBZQv27KOBtI3zsg/Zx3gWR2Q2JtRxqM8VkOGnZpTusT0N5eRvrcTyPFtOmvhEDroibjyOn23u6P77l9EsFCYkDujiRkFSxNYrqIWiuDQCqN+nQmlgKlUlRZJlMyXnKmDAM1Z2aJLBIQn+cwF/DNY6MhkKJlKK5HGYzLydIa5MQ8XXn3ZA7epTVSthZj8/QfDYx+EwKU2lbwK6YI3TBHXcmoFCtHogWEvd8HYuY7wfdTRMjR5jfa0lZ6uLiBkUSzOwT4wQ9+wN3LV3z2+Re8ePk5OQ/ENBDDwPHmzoVQnEnq9oClNULuZYZCaGgU1800HlrwDhROCutF1F6ER0RMDFhsVL0+45OYH4sQaamggVXOz/xfjI6+ECEMxHRgHG8py5VlPlOWmaaF4+0d47s70psTl/N7ltlasiFN5oWrgtQK0vzYj8bHwfCVcRyJaWDxAKL3n1Fr5etffoWWxu//3o9IKfE3//BH3ObM27agrbLQmKVRgqA5wWGE04H6mCmqzPPCvFz56Vdv+Ox44NXxnhd/+DljsLZ5U3i3zNbubNvisGaaTUAaaPhOYDZ9DXtu/33NUPfHf/c7VdVnYgIEW1TJCT2dCIcRTRH+y//8e92nn0awwBW5/V9Whpjik6WHRpLKd/ecVFkW5doqS5kopTKHQA2JGoP5Q6TIrDZuHAW3BTBVSQ2CepuzWAfQAEgxUZZSi0v4z+sKs9TqQz3mTjXEbIg7PuxlDC+6klHz1mJtLoSrVmtXz0C0Wx6GTRN0dboKwQAvo1Rgux+R6ArdagIvMUbubl9ye/OCw3BDTiMpDOQ4oEQLtsG4ARbI7CuGsP7NVSyF3k7GuwfsGJVOjLfYYY+JzXZIS1v93VfRtWTxIFhtn4M6WYpGdCA5pLwyO5dgYF3AAOl0OJHLzGFZOHlJcD0/cr1Cna/OpwiINg/AYt0TCTuyVvFBOLE0vCptntCcuZ7P/OTP/5wf/f4P+ZeXv4MMZvYsWqzkrLYIaBAYR8bTDeV0gctEaY2lznz99ollNke2+1PidDDryhAT7eSdi/1oeMeyep3hJJ9+aNcMsj+3+17Wt1A6/rXHIbSPKIg49Is5442jWyj+jsyGAOuwUecfWCsRax8GQALDzS0hBJ4uC3F6oj5EaoNrq1yapYWzsNrGxbUeDJ7i2wFucVN7Dk2IKRoIhnK+zJzniVIrVQSiULWuMwQS4ipnJ7BOiAJryvmMgSkB40MYNmJlyMb/6zebBZaucyArj6AzKEPyVliBUprLvN9wHE7kMJAYCWQCGeKuhJD9zIVxC2QXLAxz8bbhrj5eQVrk2b9hjRkryPixrbchg/TBKHWOQAdNhVrtNTW4fD0Vadl4MXkg5CNpnDmcCorTm+fJfVKcFel07RW/CNb1qrVCmY3OLZGUBqalQq1oSixz5duvv+brL7/kej7TjhspLgRBo1JKBQmknMmHA/V0Qq6FhcB0fWJqwsPcCOeFEhfOJGINtAQtJ7+Mu96mZYhbR2xfnnpAl82RrmuMAB7woGvUWifMMSIva4NnhSLu1+rv3UqjaPhw6Pe32j6JYOG8RvrADtiNabMgzihsSiCRQuD4WWEqM6fLI9MTkBNTLSylMLdqzl4pot4iVZfna2q4RFFjxATXsbDpwGrKT/O0lh8tdqHX/b6y0nSNQ2E3ZMct+th0507EEKwlGkDxLo0460K2ITLYCFArX8PLlM0PxI5PLVY6pGglR2AgkOxnScQcnKgUVvCsO6fRyTueUQSstWa7Ix6YdY0I/hbGdl0nGfsu27CU7IJGN7fpylz9uNjW/HhAbZbl4eIzooarSMzGQByPpGUh1ZncCkUbeank4UK9DE622zCLfarfA0foPJcYIGVOBN5dZ9dxVZ6ennjzzbc8Pj4id0faYItAiJGgQqiCDJlYIBVhPN4Q7kxOT1JkvjxR50rTiUsT0lC9xLUy99nmN37dBdetlAg+fLhN6K6dDn+fRWBxRmpv2/bnVc0ZPjufomEK+WkYkKOSxvjcefy33D6JYGEXsPMhfHCri6fE0FWtGiRlzAdu2i3IK5blPdfcOKz9bysFGjDEAYl99mCHD3j7FKBz7WdtzHNhmqb1q9bqKgbNncS31Nxu+OdgYM8oPtRY2PP5+6SaXdimKNVlJ0MM7nD28VPyIeDYmqsfaXACTjJ8QiLRxYHWkesPJh8/fC/xfelCyMDaju6/A6y6oh+DPD8GhO6zjuBkSBvQchJasM9BFGgBSYHYzF4hDiPD8WCDctV4EOkwc5hu0OuBZW5oh1AUaxCqM0xbIwQLzBGTIkwpMQ4HLpcLrdo4//l85vXr11wuF8Z5ISRb/UPovrUQhgNxAVmUNB7IN1BTtvZ6CrRamEJAYyYQWSosGGFNPgCN+zFZz6GD9KiF2KCClC0A7gNGJbgUAjSHPTuB0A6BDUz27CVopEkix4GzZx7fd/skgoWIkqIJnKoDPMHTrexKT0abNj3Bm5tMDrcM+nucD4lcK0OIBjQ2Vs+FlJL5PlwmUm9Tqb1Xq/Z3JSSWWrkuV87XM+8f33GdJif+OGVbBIKgUomYX+pK/yU8CxLVabZBTKQ2xLga7XYPlGc+GdrHmP2mDmlrA4qRjAhGl25FqLWLydoNGJNPpfoFGAdLf4366sWOiEPvO1m2/p9AZ5x0kHXtwMDaeVqDgci63GmxEmPPXkV7INpW+C1LokdND7443V1pSYhiK3urMOTRhHbV5moA7zJcmNNg4sI+DWxYj6LS7PiJBXltC1GtrBFVxsPA8TBweZqQIDw9PfL1u9d8+/prfu+Hn6FLJIXIMUUeS0Ewxfg8jugCw+mWIR9ZLk/UoCxZHReBZTBNkEKgxYGUggsubfaBAaA5kczV4Iy1HNwgu5LleTfEB5kMk1GzuwzRAoeVJpBcpLr/nR5EJEYkZIZxoPD9t08iWASUW9yAx7qHayTMOhuHoVSyCAc1E6FwGiB8wSUlZF64nWfmpuhS7MsZnEYSaqZfoV2Ad6sdF7FBsGmZuc4Tl8vFyhAqGl3BqqfsIrRQYE9+UX321W+0Zyt3/zcBEb+w9201cZYhu7ZaCMZmFVv5ccLZM4eruGUM+l0Wz3f2AVgFdbcPYGBr8O/7z2WcEv9bHUtaT9J3N7ux5dm/91+rQ7jgWh37Y+PfgxpbdMgMOoIWWjky1sp4nKjzmWu0Eutji6UGyx77bI4FZzNCppkx8uBcinkpPDw98e7dW+4uF+LhRHLMQ3z/iQm0EXMjqZCzBfcSA/WQvC0POQ1oGGgSqRIYh+SCvcWUqppbZgYzbOq2g4avebDG+EBdiVN3AGlWf53YhKtRBjbcKwbTS0m7mR5NEQ4jNVp38Ptun0SwaI+PPP0f/5TeeTbAzQyFLmruZJFIVHiQxphGDocDx3Hk1TDyxf0L5DqxLIVWK0+1kBXHOTZ9zKo2ytwBPRGTZjtfLzw8PPD4+GgtNpp3NdxbpE9g+o3TjWtETCuy1bqJj4RgHINd6t/l8ZLTq/eZyH7rJ9l+jkhrZLExc23WolwWG++OLmDTcY9uxRRqNWr3zrSndzPspu+lRKQv9dJcfzT8asDyA2rQ+jqbWer2CfacsNHYFfMp6cFiX/pECeaR6jeJYp2vLh4kORM4rTeB1obUwuVwy3y9skhcrxkT+LEhsiABJTojtxOsCtP5Ylocx8ihuwAAIABJREFUwWZF5lp48+YNf/qn/zfTeORf+tePxJefEauRp2iFYTgwRCXWSAqFIQhyOhHLLaleqX2aOGZUI9emTE2pokhvcotppKsqpVs54HgDPu2sdv50bYzj4tIWfscWVpxpXThku2b2i0JEfMpaKNHa+e37x4pPI1jo9cryZ/8M6LMRNrAkapyGEA2DaCKUMlNCZhoH9P4lx8+/4DSMZIX3Dc4KGWGQsF7ETXuabXZ3hqv5/MI8mcjtMjHXZbWBs8pQ3IjZ24keBFLcVupCt0fcVJQ8S1xbW6tC1Er1FatTm/r3Pjm5Xfwi6lqZdiGUnVpUq4ZRSDC16tozFGwKVtpmViOY2lVH49e/7R048SExpHd2+tem17D+e4+o97IDn9JQp9GLZ27SmaeGFXki3aEeL+/sty3N3l4rwdmumggotIGmlWE8kscDMY8gyXUk7O9HfBYiWJZiU7GyOouLGtFuSIkQthW5qvL1L77m5z//OTd/9EeMpxvCcbDZCnzuR4QweMYixsoJKWzjAiG4JHokVtPlRNQGu+IuY1I1Vzu/Nkx2QFxuUaHaDAxesihsIsVqokrsBKjZYUxdhMPEvWTNUDV8mBX+9tsnESxiq9w9PLAPFsacNu3KGIWcR5PQa4vZAl4T03kyx+rBnKK5XgmlMCBEd5/qLLp9B6ADTwpc54kn9/DsbuXNTXB6C3e/re/To3mv16nP/s7aMwf6StxJTfvx786tMLwibK3UYjfd6uDVTEeiVJ8pSVv2YliJIlqJLT5jNj6fU3GGKTuB2v6cFxA9MPTH97/LeqNvx6LxvAOB6Mpq3R+z/ff+Hts+bGQv45kIGjLqQVlVGVWZx4XxcCINAyGajqhKXHk4EoI7xW3Cy60Vmiaf5lUOwwAteXC1bPHbb77h5z/5GS9//CWvbu8hH8h5XIlQnbdQHGdJEmkBSour4z2+LzTzR5Vk59GCJiDNMkCB1twPJmwAeB8+3G+WWVjZmNQCRqusLetO+Cra1uMUsNLZxta34x5+Rcb4m2yfRLAItXF8OtN6pPyAlCIBZDJQMQc32m2VeapcUN5KpB6OTI/vkTIbX6BuYql9+EYcPBLRFfybpgvnyyOX6xNzKSuHQrHhpBZ6FuAEnVZR3cqQzoXY6vJdQJFt2GwfLPpN0wPDmnbvyhQN2Gf3cqFVfMbC5mU3BzJZ22faTAc0+qi+dFYXW7raJeAsQMQdXqB0r9X9zW0jHfZEPz3PhpL0ectyX6IANnzWF7f949iDQdTmHbpOJxECVHc0s+rPwe6xeLAYiXlElgsaknVS2AKLqmUBVc0vVUulhWIdpHgydq9/jhCE92/f8tXPfs4XP/s5w+c/4HT3kpRGYlMupZjYsUv+B2kQhQk1dmcKkEwiQNkU2grmz2sAppUMzcsQ1bjOGbHud4BqQkd2fHQV7A09OasNidZRamqsWFVlXnr25BiTn5agW0nzL6AK+TSCBa0hj5dVDOTZV4xo2aYLTaxFLYUvM4+XK19fZy6nE+9ev2G+XNB54TSMAFsmgR0w9dWhOmjXZ0DmUqitkjTZKuKtUzXBCgBSxmrqXbYSXTOgZwn9ov2wldhX3l7L9wDTs4oeLNb3EccTnuEOBnAaJbsrWTnRS6z9bOvYbmT+g+P5DIBllyX5FbkPFvvf7z/vW3/rz7uA0YPFx7KJZzfzR45RCIFuuWZIvkLdmId5LOTpQEqG40hItqITHU+KqGdVdrwVVGlafO5jE8vtgV4DXM4X3r95w8Obt1wfnzjOC+Gg62q87avlZebBC3Mra/uaVmwUnMDShBbVMKDgPAqJ1PX82HlTDY5l2HGIEUIFs5AWIo3UAkmadfOi++Z0IF2VRYWQigHUVdHafL8tUwxNKcvyu9M6xbql1m1ohg90LchalhUcCyGgS6O0hRoKpSohRp4e3jM9PdqosVpNOC+TS9qZyOvWPbCFMoRg0m7v3nA+P9kqlqJdCCt70ruEnQHpZVJADTXHL0RMA6UIiPunom1td5ViJco4WgBbA1/cRElKKcZ29ICyzMUQdlXO5zOPT2ZHGN25PedsJQx2MddWTBUr2mpZlmmnMB7R2nvwbQ1+SqGrXePvM/R5Fx+1710g64xsAWvfAlZk1cagZ1N+viI7bdWOcTS3oSzWnhZhFctp1W724EY/VdWwi+DclJgZDieGw5HL9ZGl65YEC/w272Kfr+uYWMuykmLi4eGBw+HAq1ev+OqbbzwLCbSl8NVPfsrf+JO/TTlfkOMNQxDePF0JMZFLo14uqARSjjyWK1Nq3Ay3/udstQ8ogwSWYOpWdnzMo6SFRtVK8HJFMCEfbYap5BAZJJLVdTW1MYTAIWXHKozM1jwYNG8qz02QamWoiJWoNKUuhUODHINN137P7ZMIFoqlVDRPx0SR0lN317dwtZoQlbkTe7CR3lbMXUvUxWRxTF7B5jW8XvfVNIZArY3L5cLD0xNTXUx6bkhuwWcmvL1l2vy9BRO76Tdhv9mNJRiJtTIvOz0LPOPwxbG/ds896Dd9WRa7OIbBfEtjNtSbyuPjI+fLTK2NEDOHw61nFg10WY+jxMCQzffjdOzWhw7Q6kyrRlU/+vRuFHeEd3BTtZpZtIjVx9pVo1hlCd3UbM1IwEC/iOMGaqPehl/wLAvpOEJvHVev3W2s3bRHSrRjkyQZ1wRoRNOrSAOSMiEficOBkAZiypSaUIrjP1iWEcQd4CKCklPHMQqtVRMhzmZMJGVhevOW1z/9Od/+xU853H/O7e0LUoOxFigLYam06xOXaWYpM4/zmeNnJ2Ko3NzeMqREjhmINBpXERYsmzFyn+FwBLsutNlCFjCPGwmBVBsvcuIQBpK46rijyk1gUZiCcG6BiypXdbm97MeYaForpZAwM6TpcqE8nZnPl+99n34SwQJsUs9aQmC3urj8vd2uKjY5qeKP+SSeCdr0FY4N1PFVcWUierAgbPhBd4oyFp0+WwE7GLhv+fW0HT6e3ndwdp9qQyMmQaoFmA9bpr3s0N3f7yVGq+qckOYpufXpxyEzJMuSrO7pkvpCclu/7SbtIkHNtBuDdZRCSN618PZnsH3FB/f2GYXhL+6T6vvd2IRYQl+9HRAO/tk7mWtflqybO5atxyL2QOpPtx0OoqxlmsREjIkQsw3XiTml4cpq/fzhhwaxTDNiPjDGhtzKwaaV0Bp1mrk8PPD4+g3T05nbUglVGQTKZUanhXY+M5/PlPmKtoXhLnGoM6e6cApCFoMXmwq59ZZ2v9ntp1VKRRXxgNGVskKpHKaJY0wc8uCWC8ZgvtTCLMKkgaA+oo9S1ajgVQRSQBcLTsG1Q8s8c3184vr4+GvuwV+/fSLBAm/vudZkv8B6x6cjb90boHMDWvlOt6J6YLAGF2tG0TxQdPS+uiq3qjrN2hhxzecdKn1QSdeacm0l9htwt7r24SzTXOiodvLXRESaAX3gDlwO/jmYEhr4JArdJd5uVC8PUqKWBUTJg2VB7gFEDD7TgaIUkAG0eIBrxIAZQweTKNRWthKif4bmYK1jy5GeifV4pD39gOZYkPaOndHYQ+iCPVu3zs7hDrfAa/9d18RwD+sKZT8/Zfd8A8OOnMYeoumIxpgheHtTg7dRMezGW9PrvI2zXXsAac08WMRd7ts0cX145O2333B5/w6WGS2NQRN1ntDLBNeJ9vhAuV4gVA7LiXw9k6S31TPSlFrqenz7cF50kNNKO78+mmcW/fgUI4pJzsTjgdP9PXe3txzywBQT16acpRGbGTghhlvMalialdpCW5yQptCWmeVyZr6c/+r34q/YPplgYffXboTba2NwkAgfWOqYgAcM+QC5EfuVtfQAb6X5jdpv42UxV7Fa69rXlxBWsdzndfZzsK61ZgzRHVDXlZue7Ut/rgeU3eOwAyn9Z+lpvRpYKSGA4q1QC0Sgpq8hW8AxyrfV0jkFv0Dt+SH1eZHoSmIeCLyuC7v9WMsK/8jSzIRZe1nRnJq9HyjT3c91A97wuttC7/rBn33+fmx69yfsP/8zUgfPzmUvAU0Fy7gpxlHZ/Y6sEzl2g5oS72Yk5e9p2aiXapcr7799zdPbd7TJzKVTBDxQxHlCLxfq5QmJyjDNhEdlfnqklEpqgVYr87TwtJRtIllsRqnrmESRNasAXHXeyo55nskhMt/ckD5/xe0Xv8f46iV39/e8nyczYI5OolMTAzprpcZI8VY7MUA1FS9qNdLgvJWrv+32yQQL2X3vp7lP6AV/IMTtRIOlyasmgIOZwevn/krpgUKE4n+klUKZZqbLxTKE3EfW+5Qqz/rS3bm8k7IsrV/8d3xg6INBsg91FvddA9hu0GecDd96+l0dZDTwM63BaRxHD26GrYw5EYdEiiZF2LTS6uxgqAljBFHQSl0KtW1zHFbuJGI2nCR4RsGacTTP6NRLRRPE2fM31v3edTu2L3uvXgpuZQkkqRQRl8B//l5dTm4frHsosOnUhE16uaZG3yc1PsKGUeE6rHa8qhpTVIKaALEKA4kShLlW3r99y/t3b5ivZ6oEQhP0eqZdJ/TqQWOZGXLmhBKuF6bzmeXxCVkKbalM08JlKbsFx8Vr3MOmA++RjllYGzsEc85TVa7DiL75lvjwRL7+kD84noBgui9ii0QrhiG918ok1v42o3dbRGtbEDWqu+y4LL/t9ukEC+lsu96aXK+XteXZ2WkmktL5C3VtJ1leElaB1b6+9oEdsItlXhauxcRi6ZRuaduKucMcRFwwJsbVvXslIMEaLLap02116zyLD6r13WfuF7V9WPXefP/gveNQ6uKsUXMCO44Dx9OBw5BQJwVFMQC21QVaYymVFpJZ3cXiNHdvqTZP64GkYRVIJinStlZuw5mUWEYhDdvDD4xwgh9j8XPQQ7VhRj3178zKfca3SeJ/uK28FdjO8YfXi5/X5n8wqJG8u2CwBjGxKbVgj6/G0ixYDymx9GsnCMwz8+MT1/cPlMuZFhJpTOg00a5Xwjwhy8Koyn3O3EXDGS7XJ8r7txZQ5opOE7HsiGq6qb1bndY9ZGQF90UEUkKjub/PAdrTe5hnhMLnP/oBh9O9LZoSTDQ4BKpUDmLuZPh9EnrmQXMjq56Nf7/t1wYLEflvgX8f+EpV/8QfewX8T8CPgX8O/D1VfSN21v8r4N8DzsB/pKp/+mv/BrgOghKDg5ye8vb+tq1MhiT3SyuE5mg/q0JTo1rv2SX6m89uaBBSGJiWCxXl8emJyzQhIqQQKVq90K4kb7F2Ukyf6OtpdCllt/r7gUy28vfgYUFGXVh4e706f1dFKW0hM1DKTBNvpQZDTIwKrDw8PNjnAPJh5Pb2lpubG27vbkg5ojGiVNOZnAuPjzNJk0v327Rq7O5jTkoboql9W5CD0ixzqS1xOBzwzq9hIdo9Wm1CN3tw2wOy+wG4Pe1d/CK189KwiYvemcLq6w4CipqamE+SglK0UnzKtvb+urdGu3iROg4g4BPKbk7swYEIggkjHQ9HYrlaZ6UJQxy4zoUaYK6FMAyc373h8uY189u3xPt7JCykVhFt1PlCbgvHIXKfhR+cBvS68Ga5ItOZcrnQrhO5KmUq7MugDmjGjsXpRphaHEOKhyNDGmgpcq4Lb95+w4WJKRX++r/6r3A4nTiFTPTFlGCj8W+KKbFFVSeLBZYaabO19C1o/H+TWfx3wH8N/JPdY/8Q+N9V9R+JyD/0f/8D4N8F/qZ//VvAf+Pf/9JNUZZmKdpa1/ZUsq8otSGh2aAQNvTUmYfiZBjwmlosgwjOaGxsv9Na4/Hpybwv54khj8ScqIvSykQeho2hqFZvryPluzS66rOqYkflxtH5jnj7Kq8bEr4nYtm/E7FBUHdab0Y5L1NlvkycTicrGcRau7/88ue8e3zgL372c+bWVmHhhg0ejfnAYTwSUiS6AO44HEzDE7g5mD3AOBjqfjwcGMYDIWae3G9kGAabw4gRVRPT6Z+rMz87C1HMYIOO0TZ01RAp1W5uG67bZmiqKkudbDLYO1Or83g0hSd6l6jZ+TcxXQum3VumuWq3tmrEtCBIMvxH2waQEsJqJ9ikGavTvUaWpTCOA6Uq8+s3fPmTn/Lmy694dXPDcj1bCVYKrRTGGElaadeJoyplngmPT/DwjvA00S5XWCrMnXLv/bmeKZWdWJAAYTfHUWZKGGDI5sCG8vTtlZ+cH/l/Pv+C8tf/mFdf/IDT3T1DHDiGzEngWhqvUYYsPAKP80QNkHK24xDURYa+3/Zrg4Wq/p8i8uMPHv67wL/tP//3wD/FgsXfBf6J2h3+f4nISxH5fVX9xV/+V/pFt7Xk+kituDT/ejH6giH01avX+2HFLcxL5LtMxY4pTNPEXItjIoIp5qn1qT+SEgOr9P1Wh+5adF6G9J/7O6ja4FDx9CO70fCHDEYRMx4WuvSdobFtrqtRT1mMK1GvE2/fPyJ8Q3SdglKKDQ2EADFzf3PP7a0J9nZR2OTOZNoap8PIccwcxszxeOT2dMPpdOJ0umccDxYs8mjkp2EgpIw2cxyzQnEHmO5Gn6VjSGrzK324rJWGkSx17WoZd8ZuwOZmUB0YBZ8yDYJGu7lbsxo/hU18uTNGbWUxVe5VyXVN8c3VzmaE/FrRwFLbeh4AU3WvDYqyTBPndw+8qor3ode/Z/iI4ThjGkCsTEvac2PH21b3dF2xN7UUeH2v4tgNrm0xlcbcJtJhRA4DKSe0NOR85emrb3g43XM7Hrg73VqpgaBR+GwcmGqhxcBSK0/+uUJO1CBo3MDz77P9tpjFD3cB4JfAD/3nPwB+snvdT/2xXxMsdM35RX1GoXcz6q5Xv6Mk7ze7AJ7/u4OR6hdnb43W1kyNutgvLK3CoutAl+qGb4SVO9H/3Tyl/m7nY79102N1rn73JTnGvLUDm0nkNx+HD2I3YcAyi+KtxCFm+3dxtiXmGBZCYLrOq1ISIRHdJ6SiXCYTE6rFGan0G6UhbSZEGHPidDxy/+KOm9MtYz5xc7o3zck8MBwO9vjxhtPxhuPp3rOVRHPXcdEt6GnAEXpdmYZL6dkdSNeYxGLG0s4sy/Is0G51fiCHSApGzqrzgtRCKwshCHmIDGNmzpk6B7cKrI5hREB9fqI5PrPnezgxToJZRzADFqBqziznCz/787/g5R/+Iccf3Rh42szjpLbOP4lohbYozJW2VKQ0QlEoarYAXnYmWI2iXMiC4E5q62Sy2mxPCj6MVqoRtVSpZeHyzWt+2oQkiSEfOL6ANNo19VIi02CGzddWGUWoKVFFWMaB4XRr+/k9t+8NcKqqSicG/AabiPx94O8DHPPoyLul/XsykLpeoqW9Yat3nQuR2CLmunKxteW8Mbmu/qU0SqmU1kAirS40NVZFSOGZRuK+xba+P8/i0seOx7OfFVxcNn7ndb3TkeJgUngIoZkoqzQY0sDhcKDMZkiU8sDxcCSPI/NSzFU+J0LI1hoMhk0Mw8AyF+apsLSJeVqMEq1KKwvoQgyNcxQeHgJv3w8MeeQw3nB7emGWAjEyjifu719wurnjeLzhsy9+xPFwYjwcORwOSI7Puz3VIdpa7e/XwjTPLqRr7c3iGYSEBnKlOtfl2UBeUZ/IjLQmtFKgzeQgnMYML19yPb/nMfn8iPew9mByJ1y1pu4dYqVjI1DV2KLipWCt1T7vMFIlMp8v/OIvfsLf+JP3vPiDZPyIjldpI7jqey2mIF6XilRrp/dWpfR9UdYMdr32m82xINWB4GDsZJSQs7WHi50v63AJ8+MTr6eFm5s7Trd3hDQwxoEogbEq9ylxbcJJhUuINAksItRhgOOBVL6/VtZvGyy+7OWFiPw+8JU//jPgj3av+0N/7Dubqv5j4B8DfHa6VbCpw1UB26nVTTfacBePtd+379VJU70b0UuaninAnj/gZKwdi7JhJUYV6CPLzTkGe+S+v5YtHgHPORN7dywriWx/7N+W0WTHKQxvcow6mP5izy16X2RejH5dykIMmePxxOn2lrv7FzQN3L64J+aMBFtJwXQvWms8nSeWPDPkiTlOTNcrS5lNIq4Yeau1hcu1cDm/txuzCIfx5EY3kTyM3N2+4ObunpcvPucP5saL+5fc3t3TWmMcLGOSuJkpN8dQnq5nK/dmX7VTIkSYvfZXKhKmlUXbPVfBVmGJmVaVpSrz7BOjRE5Z0CFxzJEcIzGYyG3rIruepDbPHpxiSlec2nNlOm6kjfV3UwjMpfD47h06zeQ8GJcjRWJOtDJTsZa57az5i5p1pgHGwaeU12tGZM1u9kuNYT9eDhGNtFeql1CNWISYDaiv5wt6hMd373n7+jXDzS355pbD4cBdFK6tcWqVGxEWVwLT0sjHA/M0E8vwsdvwN9p+22DxvwL/IfCP/Pv/snv8PxOR/xEDNt/9erzCtn39WFVNl6CjyI5X7NdmuzC3EmVfw4rICo6twcPfr7cjq3P27cT0CRA2sZBfs4/7bY89fPh69e+1Vbtx3BQ3OEi48kTWuQEzIo4hou1CTgNyGhiPJ168fMXdi3tevPycyzRzvLkBDabDmKzzQTBv1LkYDqClMk8TT09PzNcrZZ749ttfcL48siyNukzQChBIaeA6XbwNmojLjDZhLmZsfPfyC7phUQjBcBQRJA9kz25qrZzPZ94/PXC9Xnl6eGcM0sG6RfP1zPV6pdQJlWkNsHk3dSsEYhoMq2nKNFdKUwdrB5outFIYcuA0ZGpO5gHTxY/BoQz1RWdYsYrnZDs7Z6PLElCKYwqg0wxdsqCzRFOmSiRgJULHmDZCm/yVtC5tkFl8VMF9Tnx/ail2LvFMoxqhazo/orXw+tuvEPdVTTe3hCGTxwPHBW5UKCkiatO3rTXa4QCn5ZlB1G+7/VVap/8DBmZ+ISI/Bf4LLEj8zyLynwB/Dvw9f/n/hrVN/xnWOv2Pf5OdWWcwvE25otj+/L4ssJU7GRCom9mstbHtAlyWxUg7vc2mtrKVnciIrn3rjt5bZO+6Ah+WNh9u+7Lju4HLP5M656IVWgsGZsrqImrfY/b9qwzDwOV8MX2PELm/u+fm7o5Xn/+Au89ecby54bZY9rEXsgl+UYsEbrrbldr04TJNlPnKPF3IUXnz5jWP53fMSzb1seLaorp9rlJM8TykzDSZPqkRwmyVKodGSKZqPbdKTMFlCq8s08Tj+7c8vnuNaiHnBLpwfnrg4e07rtOZkO0C7gNjvcWrDdIwEqIpYoGt2Ja6RyRFynRhvk4s14laimUFMRCjmLGUbpT1yJZpzmUThhYRit9EKQQznFK4Xq4QMpd37xmi+5UGc6XrC5npBHTuiqxAcgfq14VlzWhwgSK7DvuAJCIocbVERKxUlBiJIRK9vFLvGL1//54p/hJOJ3QcyTcnjkPmgHCLW2cIXK8zM7AMiSlFxrvb3+RW/Oj2V+mG/Ae/4ql/5yOvVeA//T471FfiPnq9f/xXbZ1DANCwmrhUb5nVQhc4LX7Aa7MT14fMKh+0aeGjTtaG4n+IPtj2MQamAZ04TdumC3u6HWXwGh13vw4QE600ni4L16XSNHC6v+OP/7W/zf3dS0IebHgqJaToyveoLrenrQJGyuo30JAjhzxwfziS7m4IKJ+/fMHj+czl+sTT+czD43sul4s5vFVWUpPEzJBH0jCS4sC8LLx/eKRWc2mbl2Y39dJxGWilcrmemS5PPD6eefP2W85Pj1AnlvnM+3dvef/uNdfpwjgOJHedq2wBv1WlanSeyJE8HgkSKc3Oa20QQ6MsT9TpEWkzMVgHhtooPhcDPndhxIZnWcX+56CNtswuDJStjJkmHr7+Gi0LQZSy2DGWEF2Jm5Xst5ZgYiS0KtVwCnVNC6BpcPFnA/L7tSXYkFn14ByFVZyo758tOIqUyuXpkYdl5vXjA1++/ZaH65l/49/8O9zkW0YCRYQbbYwkvrU2DfnFvTnaf8/tk2Fw9u3DVH+9gT/yWH+teqvOXtYxhGfAwgdAw3fnDj6sPH6VWEhH03/Vc/vMQoEV5cIouJ2kJGF7vekyJpIEijSmUlkskpHykfsXn3Nze8vc1BzKC0hMzJeFaZoo80xdjPufzFWZLDZvQRU0FUQTfp2a2M88UwogmfFwi4aBWCaaWuYTHYeIwSY8cxoM+Mx5VfTqXyEF2mJt3qUslKVSGsZb8OGoZZmp88J1mrkuFV0Kc4yoRmo17VBYTMofiClTSbQGdSqmotWw91UbG2eZQM0yIaoY1tPZpdGxH9mJFenWml2vnxX8MmW0MEaywKSFy/sHdFkITtHWaqPtsXbnsOfyhB0EtaChqyXF/mprWHlkkLd3aFzbwjp+z6n/HYPSYrJ9MURU4fz4nsc33/LVz3/G48PfIr8Y7RwFQauwBEE18gZTdvtYVvybbp9EsOjQz/7fPcNYH/vgRLN7zTq4JN3Lw7shvaMSwopPrAftQyv7FUnXjzz//ECbeuNfoXW6I9k+e/0+g8FAWnx+oKmwFDWz6HQgH08cbm7Jh1ubyF0Wm/oMAcIMmLjPvFSr1YN5rUQ3yslRGQLEYLoVdbH6tRbTkECFGI+Mh0yow8olCO5X0n+WmAkpkfJIHo+k4UA+jAx5JORhVdEupbDUwlIqU2lcl8ZUoFahtMisCSWDHGgtMuPCxU0gmcfpMAzc3r0gxtEEXhajRFvGgdGrl+LjrQ31mSFtJqxl3SRn937k/OwDunVMGmg1vUtxtm5THh8eWC5XMu6TWyoBITsFvut7wA44Fd3NsOz+vg8Bmohw/536jNcTZTOysmtDqR4s2rwQRchxQFolloXr+/e8/vIXvPv2G47DiZuTMER7/2Zz+dxopEbZAJ3vsX0SweIv2z5sRcLzFXx9fNfvXyc4HatYWqPb0e/Vqfrv6l/S+e3mMB+TUt9nNh8rQ8D5QqoupNMvUtdSCL4aqWEbiHH9G4qkgcPphtPdPSkf0JhICTQk1H0oQjQtB5XgPICGREWWRjPQw3XAAAAgAElEQVS7G+YkzDmQUlzbk2Va1oG3ptGODRkJQi2FpSiBCsG7GBIotXA4bMcwpUTOmeE4koeD1drOYVltF5pSJUM+uMBuJp1gCJlWFg7ZCzqx1ul4NDr7eDzy4uXnxHSgqlDmxlJMPayUwpu3X3EeIpfHZvwBvbCgJKeMdfd6bb2c7HenmVdVgLaJENVW7AZrCs2katDA+fGBdrmSJaASuLRGEru+jP5vvJvYs8Yd72lPgdrg849cX+tP8mzquLgEgvRrrzUolZgaaGFA4Trx+Po1b775hsN4IiIMAgOBG4SKcBcjM0r5aPH8m22fSLDYugJr7q4eFDytVOhSFr7Qb+WA+Ezfd95VbGUvpWxaAk4XX2nKzxKITST1+RspHz7arY0/7NBEb6Y8Ywfa5Mp39q1/F8Ge76h7CAyHA3f399zdf0YNQquF5szDyzTRlsr7d4+cHx85v39gulzQUkmiHLNS5wvaCjE0QmjrhTwOBxrJVnsiMQ3EdCDmxLwsdryaY0YIVP5f7t7l17IsW+/6jTnneuy9zysyMrKq8t4q34sfXNkWcgvRQfIfgIRMCzo0QJgGiA4t6IBkucejg4RkBEI0ANFECAmJFh3AAiEhg4Vly/jeqluVj3ic195rrfkYNMaca+1zIjKrbmbahGqFQufEPif2Y625xhzjG9/4Ppyr6lY12zD6tltp4YfL/Sr3l0ohxshpXsjiSHiKH/BdT+hGDmFkPFzixCwbnBf6wWZShv3IOI6EENjtLxDpMJsBTy7CPC/EaaYfPY/7Hfdj4P5WWKaMVrq7zQ8ZJpVL+WAwb5YD2kRwUrY2uRoxqqQMAqfHR0qc2fkOCWGdOfHObCqaVYQTXYWYDJxvG0UtL6rOh4PaAl5XPahWOQXrhJ3bX1q55/D13nCl4FImS+Yw9Cy5EB+PfPXLX5i1Ytdx8IHed+xDTxbh4IRHVfJvVWbRFL1pN5ej6TkiWgMC9THqY+2m2yZMoQaFujZaerzNMdQhrxVAMqZlpjwheJ3vDB9MK7/leIKlnGEnpj7V5kwKIsH4HOrQegOK7yB09MOO/eULLq6uEelYYiKVzLQsnE4Tb9684etffc393Vse3r6D4xFD/oRAQuMJJeGk6jJqWXerIiOKhzCyu7jk8vIF/X6P7zvC0BFCvQmcKYSLCF3oN03Pdg69yfSNXY+OQkyZaYm40K1dLHUe33tC8ARv9otOhM47dj7Q9Z7DxZ7D4UA/WAsz52y4TTSJjK4bCaFDfELkEeVg/ISyEOMjKR0p5ayTY+0IO/8FSmeCM5aeb1wYKdtkqLoza8limgjN87bvRxZX9UDl6fX0Z2vq/FpvmJWVNA55j5ylVfHN2vsQRNYZGZyzgTE8OBPstSCWcFQ915KJKfHuyy+5fPGS6fqGtL/AD9aaD+K5cMLRuSqu9P2OjyJYKFpvHl/bmMkifDHLewMGqQ7fjWWzHbZrtmCyzYJIfbQPAfGeWKqlYUqUlCmurOWFa7tle09qAapeyvYg57jpShZr9WrZhDcagavNvRcxtL8BkKSMSsJ3vSHsCebFxEy64cD1ix/x6rPPefXZ5wzjAZ8S07LgQkcINhzmFC4uBh4v99zf3TGfHk0vcgG86VN4Vyg5EdOMr/YIWhJuN3J5c8Ph8gU+jCxaeP36NT/+8Y/pulDPt5U3dqMaM7QRmYZhYOzNjCeE3pD4XLg7nlhi4eE0c3+qgGnncJ23wOyEnAtLWnC7PRTPw2milMIYR7wIMWfmqCAdvh8o6lmiAbvqO3zXcXl5TU4Ty+mK29dfQsz4rkPzgmp1hgvBdvRG3MpxxQEsay2MXeBBCrFkfCmUFAjOU3xHwfH2zS3Xn/bEUvBDT0yRjmLrUhXUOhlRtXbZNvzcuiU1kBQDWjOGu6wxR50NDmpBBDoXUC+r/F+uAsa97+g6R5oXMy6KkV3fgQiPb77ml3/v77Jznq5kXv3kcy72O1QLu+J4iefG/9aUIW0OqtX6taxQ92Qns79hDc7txm6EK6ilhzzrmDQ0XM4p4OctL4vs5yzMH+yogsFt1yrBCEjB9SCB4AaWAikXA7j6nuuLa1588hkvX37KzfUL+t2BmDP7nCliZZVo5mIcbPeLC/N0ZJkmclzQeILlhJlJZ9JizvApR3IqTEmQYcfu4orhcAnSkZLdDKEfoILDFpAsMATn2A0D4zDY175n15uNZNdZ6ZSLcnVx4OHK2rKnx47ldG9zEstCiguqpgTlRbkYdlxd9Iy9WQoKFUvJhYf7e6akxKIk9Zb3hY4QPNcXHQEbdmssXbJ1MlqSb8Q86jqSWnI0p/Vs5DdVfMEG2ZwJ3DoPkpSYFzjNPN7f48edXbvV7Nk2EmfMLxt0O/M+aSRApxspr6zrsWW02xJJK6aS8Tb1YH8rxuUUEguBUAWUlTKZebfvPMfbWwOTl4m3b1/zs9OJH30+c3jxkqswMlaBgO97fDTBAp7W+U9r+qd/2+FWPKOK5ZzVp0+IStTWaQUadX2e36So+OE+mzHXTR/JBIjrmHedMtUCwfcc9qZZ0XWdpfo1/c91arWUUrOvF8RpJi4L0zgyPR6JyxHJA64crPwohRgX0mLEq1QKx2hDVGEY6Yahtiud3Yy+p2jCYyWGF2fj6rXkWNXHm79HMQp9zkbTH4aBy8Oe02HPw13Pu2KqXc5lJNuMR8yZHBfeLvfEuz3DaOK0XdcxhA4fPJcXPX1UjnPmtCTmlFDJqOtIWQk+bMxJkTqC/awuryKubUq11Gy1DW0BtLl6XQGxTUKQyk3QaivoRUhqxLr1+dtLPVubUtfbeu3X6PDdW5gNc1NMMq9EbA2VgqaFu3e3Nvx3dUk3jIS+p7/oLHP/AZb6RxUsnh/vZxUfBgmdSB3Okff+j3emSZkM9QKodnNn/AwxgLXRxwG7geuxTaF+t0MLG4CLBQxLf1z1Qa0sTjxd6DkcLhmG0WTuzujEvcgqspPywhgC8zwxnU64R4FcHeOjQ0qV3SsKrse5iM+ZDiAma8nV1mjX98al6HdQPLkkPBYkvKvBwnn2w8jYDwzBMgFKqYEik3JCtdB5x343cNiP7MYeKQspznRB6MV8Vh5Pjxwfbnl4PfM2dAy9lTjjOHKx39OPI6Hfgx8YnFB8vclzpkjG0T3pyHRdR0we1cWUrd/vsr+HKUCVHRAqvpEpWsWSGrYQ7LM7b7hD24xME7V7b2OjebrK9pr2Rrb/C88oAefPUbPiFrYCRvBaCYpV3lHVmLIlKRI8nQSmFDk93BLedOzGPc73DOPIjy6u2Imt9+97fDTBorH34JuzivOfARvAKfWDnIGYTQKP2rJsZCicw3d1VDzZomj+GedTiz/0YYBgtwG1QBt9Ro2m3PUDw7Bjt7+g74aqpGOLOtQdtA/mmOadInWXdy2jKhYIp9MDaRbTaCiFmATNNsGJCwRfUImW1bhgnineAEzvekp12uqHgHeOsevpQ2AYevrevt+Cat01cyGXDAqdM9bobujogsNlYQiOvjPB4DgfecyR2y//GKpDl3NGBjPGaM/nP/199pdX+GEP4vAOe6+dBZZhGBiGwQJZ15HnjbJ/vnu3DYSzTcQ5C9JIFS4uZQXT1xvZORgG9vsR10SKvq3sP1NkB2watmzrcVUiXDkWT99jW6sblqH1bbh11uX5UUrBZQsmZVlIKPPxgbdvvsb3HYfDgc9/96d03qaTv+/xUQSLb8oavimTOD/a7IY0YLP9aQg1bYDZAKeG4HvvIbrqxenJmp4oLj/tja9X8Lt9QLX3ZLT0UJ+vqnspKELoRvp+x27cs98d6MKAGSKLgbEILoDmgjjBEyyWhA6/O9C5wFAHwU7jjofbO5Y5kpbFEGAxFXARQb3SSWEMjtD3+Dqr4ukYh4MNX6kQgseJMPY9na+uY1VCb+1ii2ksFEzFysazhS4EduPIxcUFpe8YesfQO3JJ9QZNpOMdaZnX05RzZsoTLAt/+PM/ot8fCP3eOCb9yG5/wXi45OZmU/gOdZ7kvM3eaPxN0Pl8I1rXkZypUraSVCzTMCAdQg1M6m20fstan2cEZ+uiSf9hAUPabMjZa79XrlTClrTg1Z6HVWdrO0e1nMq15Uou6JIRV/DiICYe3t0SgrWj/8zxD+guHV5+iwDOc3PhDwWKDx3NPVoqN+ND6d26W0jb3W2BPb/wa5r4G7zud/18TqpmwzMNDnFC8MZZaAzJ8zbl+hmKbhmECKhlHL7urn3fM057drtIKQHnJmY3w5Jw3fYZvSh4E5AJwYM3GjnSMQwDbTbHujfUWRa3umM9JZ1ZZta5QKp+GaKKdybScnG4Ig8zoTO3NKoqunOOMk9M0wSa0CI2mxINjJvmzOPygPIIvqM7XPBSOrrxQEzliVnTN28s9tfUx85o+JUoZx2IgnhrNTZuT9sU1JnaVFo3Hv/k50+uL6DSjK0qnb9uEvAUqfimtd3KYlUDTdvvtTa/wSvlPRC+pEQIHvGClEw8PXL71tOPI/f3t+z3e0L+/0/P4h/K8fwkPjGh4WmtB2dlCOcamFWjIGXzfMQupM1f1Drce3zX4VPCi/WqXXAsy2Lpfnve1gJDvzV4ndejHzpah0dVq0+JA80UcYgEYkqEQQn9wOFwAFjxipwzfTAGiMPAtq7vrcdfpz8bl2QIA37XIy5yfSXs+riyHptilqoivuA78xlxTsglVtxB1telKmr7asCEbt2inArFb65ucanitJWSHZfEskSc67i6vrFsglSBuZnu4LnuB652B06nE9PxkWWJdqbVrtUXb95ynBZIGYoST5G3d49E8Xzy8pVd1xBsgriK2zhsxLurLd6cC955a4U2SrcIS0pIruczZVOoGjryvCBBTGskJ1wQijNBYxXBhQBOKFVCr/nlds6CSBPRKTGtBK3nwUJcWfErcW1d2dqwyd8tCK+bmIgJND3RbanP6kCXiAiMXUdOmYQyPdzx1S/hq6++oOt7Xv2oidl99+MjCRaKSrOTqxJrCKU8nfU4vx2tJXrmRB5WTSz7/xX0NOcp6u5dSUT7Hd19j+rRUnpv4jGaM65pG/Bhmq5SngQOcS0N/YZgUXdeh5GiPE14wdmkpSQyjjEEQvc0rT7PeJodY1ADLbuuo8nUWSjqAHMfG7uR7voKrkyerxkZp0o4UpINRDmjnqc0E3NkqcNgdmO1wSZfpee0URTXFN5kA8Uk5XyHk4CTzsDCPJOSxw/XaDHLBbzgNFGWiTwveLnisC+MLyKlTnXm2h5+8dMenCMVZYrGZejHHfv9js9+/CmDF1xQDpdX7A8XTI+3xJMpkDvncFWIpuRCZMG7SCGRCsSYcbnpXhhpLZe0nW9XoCjdfmS4uiTHQjqdSCmStLq6iSOmYudGrcc1eG9CMyipZQP15i6NbSybhmjzOlkziDriv65fsfmeFlCKKvjVv6wOpQkBKHPG6QLeMVYv23Ka+D//5v/K7Z9+zdvPP//1t+GvOT6SYPG8vfT08XY8r/W0dYRE6jSerqrgazcE4zmo2zol3hnD8LzdtgJhHzjM0q+VSNvj35TxPP233XBSU1OC6WeI87hqpIsPlul03arC3ILgk1ZxfVovRk32IhQn9BLIrg1GWYs1xupIVY2KUyl0K4jrEGdsUtOS8AiZ4M60SM9Uv1IpBC+bBaL3T9mcweO9kNV+5kJVAncekQ5XbQclGOGuqIfiSZOivuC7ka6HrpKlvPccbq5xIVDUNEhiyTjfsRt7Lg89rhopjcN+xaCSeES0DpwVIzzhQM0pTDEdTS0JylPh3xQjAU91bjHKfd/juh7VSHHOAMSSERob1j5XSgmt59HXTGBbB08z0g/NOrW19BzIf75hAJvdJNvMi6tbpDYgXEGrjeL96zfcXn3NLmyb4Hc9PppgAe93QVoavu6u56ASlSAp9t3aXtI2hWoUXlWt+gAbGl7OFmWs9NrgqnN5PZyKTYP+CY8PBbxSZeo1JZtLCQ6ndRGrjVGHzq9twBACEs66Q5WYA9SZDfvbMJaGYxRAinVMqJ6YkjPFm7juSl7T1iGqPIIQKNSyI9TST7s12BihSVBvatY2EestsHmbtIRSOQhbTS0VYBQJeGf+JYql05odOkrd2asRsyreO3OWb81k5xnHjrHNolSLRisTAhLMdS0XqsJXFdNRXf1RHN5qfVU0W8ZJ0bMNwMBRs4rI1mZ0jmG3Q51QxJERYiVLZbVSxLQs/Pocfdehi69Dgw27aFqcG538m0pa28jCihnJOjPV/FS0Gkg/zbS9iAXDZDiW04LmBd8F3HHh8cuveZP/5Gv5+fFRBAvVD+ARzwLDh1qnRSpQVcrKUWtmyrlkpC4QCZtGpKMy6mRr17aLHUKAbzRjqW5WfDP4+k0Zhl1kyCXiEzQ5tmbmi7e00XtvEu/nYhrFXM3V6Roo7OFC8B5RR8FKIWkG0pjtQFYbgV5yejK0RKluVWc1lncODY6cWrBosxX2NZcCHRsRqmYVBUhq53rJ0cbTSyS10e+at3gX6KRDXYcGwQ8Bj1uxBLtB7BqErto6tm5Hb+Px7fyUPFu5XkukdeetfJVsMAe+C3jX2efMpepybrt0yyudc2Ts/Ce1wMgwcLi6JIwj5IkkNtW7lIJXtc+5ZIKY9qZ3gc5Vk+KY1rW6YhXruvn2m/Z8nZ6vI1Wjijdns7YGHSYWBNYZwTnI5gzvnCPkQnx3x336rRkk01VpCVpE1Zqu18dqBtFEbqwl5te2aK5p+ZML1DKNYt4RrZtwjqKff/3mY5tq/TYg88knepZiKttFF6y9Zi9rN7gPYkptrStEXpHvIk+BLamixhLqWPP5xK46tOQ6gbm9jnPbTmTtuTYqv0UM55xNbzad0qoIvjIHazm3jaAXfM6IRrtJ1Ux/nnQp8NV/1hMkgAPfmcXBHIJ9rmq56Ly5wzln8ySh86vUnlQcx2YmEqVkXAh0Q9XUqDuyVB2PpkvhsPQ8104Dxa1ZWdEzbKaunTlGchE4XHD94oqbT15w5Jb7uwcSYtmUbl4gTftUncOV1qWpYHCFN8/PR7u+52tDKpFC1UpUPdNDaOHFrqcDsUDYaHwqsqqMlUIVHrZMpCuCnyOiEH97goUdz8sQeErWel7vOf80M2gYBYA/64S0G7VQpxDrc5iu44cDxnfj0p9zPbeBt1YmtMBnJkq2Qy8p4122BV5xgMbHaMGlNCGXQn3/lp5v1rq20GyXtt/Jq2p0dQLvAnhHXiJZQt3N15OJOGWpWpwm0be1Jx2FMOzWz+iwVmQD47oKejrncS4/YZ3a1GtNx53ifKDznownDJ3tmDGScyQ4txIN+8HYmdaxCcairNPBi5ohUBd6xnFPP+7ouo45N3yo1FLNr/YP+EraqrMi0AJhQWOyroIziULUCHC7w4Hx4oLuOFM6TwkeGazT4vqADD3eKa7vIXhKsoxVvV9ZpJ6z2Q++vXPWWvxPHmsrSsF594Q86F3DM7Z19vz5lmUhCKuK+vc5PopgIWItu3XXrwu+9kbXQJCqZ2iL0K1/7rAdyQyC646izkAo71mwenaJkWNcOC0zMSXmFFd2ZMpPzW6kjsJr7ZW7Ktu27URn7StYd3C7YObV2cBT5x2qpYrKmny9R8gl2dyHh/2uZz+MRqUWI0nl4lii4odALsJSwBUHCQZxxFgqdd0b30ELMWdiVqvnYRODyabb4KX6qaqgtTRKJRKXmXk6Mj0+AqCaK4HNAZ7Bw+ChPxPR6V1tQbseJwEJCYIndxA7K0OmZWGJJ5QOgi24vu8Z6si7rAGxWgKc4VXePRUrUlVzq3cZoaPvHadxz4ubl7zZXfFYBFdg6Hfm8dkyyUqRVgHNZn4oYgK/QeGQBBHHFKur29U1XF5y/epTwmHk4sef8pOLHeGrr3i4u+f+66/4w8d73o2Bhchd50idp8wn5OoCN/SkNw+W4ZUtq9hAyib6U9bOkoisuhi4TW2r4WYehWISNq441FkAyW0TjBBcsM6XWsC6O810hz2x+v5+3+OjCBaqNnVquEB9sO5W5mHR/mhNm23k19N0LLYSYbtFWR/LmMv0kpI5VFd0/UnPeq1dWnRvGUd9hfc2g3WYvX6Rp/8+PyqQ8hzhbsi5eV9sA2NgpUYbazcFb/vb4E0tZ3J8oaH+9fW1mMjKGSaTq1eovZdUy4zEvMxMpxPLMrPME+RiqXVvO/vQhS2NtvQF50zrs2lwmsychwDZbx4gPlk7soHUPge6s2DfnS1gVVuKXrYssckiwvudMgsmFnh2u53pO6xLx8h2W+m3Xd9KZt0CUH0vxVlij3PQdYz7PZcXF7Yjexj2IxfXlyTNHB97ltnzbjpBXijBw9DT55HyqGSW6mdzXu62LGBjeK6fpS45cfLe8vlQJvKcRgBN93M9m+RSbH2UTC/dDzFH9nEECzjTgqDFCVd3arAzuJ3w9rPzY2Xn1X/nFgwaXlBfI+W49vObvJ2VB/W5Wx783tl9/yLb8SE2xtPDaORuraFdcWtQ0rLVsg3YaqCtnnWBWmcBsJrWO3M2r6fGxvuhyQuW9hywkqdSSkbuSTOlZHKJLMvCPJ2q6O+yalUMo7E5+2DqTcuyEKt7mLAFChsqO1NX90pwvup/1ixEthH9c8xoDYxnpWALFpZhfhgwbvwEMPJamxE5H9Y7f95vAhWl1grtp41fQkr0IXCx25tB8SI2SLffVxZlYhkDySu+H3n5+Y/Zf/oCuX/k9R/9EWk+GWjqFc16FrS+HcT/1jV0ll21w6QYty6XrJsm62YLrNjT9z0+kmBh9W7zWEBqj9zVG8M1pNubByotlT7DMNrO8YETb5FYSS1NT8nGpG2730bWRc8ARj2L1I2nf/5ichY8zpQ1zsHG58FFWnfEaMb28g6HBZL15bKNoOMgt5uwerCaq52a4paagnUotfYutfMiUtNfXbOKVUw3LaQ4GVmtWOCMMZJiJMfIxX7P2PeMgw1recGEXUSYlsVq+mLllLAJy7hKEIvneIXb3OJX3OgsaJy3yENjitbrldK8LnanGDUbw2JaMFkDRjDLAlVdCWjnruEiYkY+YF0g4+Si2jCAUqd/MSBLM2PfcX15ya7reUwTSQv7sWcYOi7HjuV6z5hn9mPH1WHHCwf59TuOb95w9zoQug5jZpbKWdHVNsBp8xSpq0fauv2GoLbtmmsH6vlh8tBnS8/JKh+Zc/4BFDg/kmCxEqVoGcbm1mUIdm0Niqw/s9TckP2VUHUWKKQGAVs0Uo2Kq/ZCiY16Y6pDYlqQqraw107Arzs+GDTy05+Lrl4jTqntLetCFBF8Vz9/pfxSWZZZQbOAZDNQlkLOiivFxrR1y7xadqIVpS9ioFq7MVNKxJLWUfKWVdU3uQGpKa03dwu67VyklFYrwpJ19VQ1xmlEMde1EpsamX01WrrfMr7KEG1/n0sKrB2js8eaxJ+9b8G5ZjykoI7gbRrWOA+VBeoN4FwvRc0gRKlAp/Ff0MoeltZd84Rh5PLigqv9AR8TIWV2KNJ1toEEoXTC4eEtu75nF5SBQup7C4oi4Dzqynpzb9X1N2U/T/+9PVo3GJ5JJLTrU2NO7c6bkVH9/66eu4Kuim3f5/gogsUKaMJZKtk+ckurWJ3VrWfNk7bfymloC789plqNcauIK03abIvUtgNKBfVaNH7/bZanXfP1u/MNoQ2JaRVIdboFE7ux1ToRYA7bvrNCphTLKFImkUwCHzUFqpztRijZ3MuxLMK7gHMbq3T93CKkUuc24kyMkVhVopxYumpGzKCSDAAt5j6mOZNjJGHvB0otVSbiNNtrxLzSz1NKjEvCS2fmO1PmNM9Mp5nTbK8NrLT9FnxU1YRyPSDFlM7VeASqFowClrEgVC6NXYX1Wuc6FIYjhDbTYuWZlvPzruud1trFdvNVpqrqysdxXTAVsNAhceHuV79iUcX3Pa4L5GWBkhmk4OcZ1cw0z+R5Rm8fmGNCvM2s5GKUcxXLAG0pbIvlnDdja+l9BvG3dU+eH21NW/etroucCbU7832PjyJYKDZEc76bwHaivqmmK2Ub7W3MuFI2H5GMmenmZzTuDXhSwz/cxm943gf/5jft1nLpCbtpDXbPShPZGJaNLVIolM4WvfENNoGXjJAFXA51xkEtIymC0Y0z0rX3uqXkLVjEbDf/PJ8Mb6jBYugDfe9w3htJOEIuibzE+vtzpTC3DENXU6IYY81UNgXqnDMpFrzrjLQUldM8czrNHJeFouCCX69lm0qVD5zj8zLFMkXWddAOV0wXtGRYjXlEztrIGz7wtM5/agCFCFksGKYU65MbDV1UKTFyfHfL3fR3oBvYHQ5477l/uEO0cH0YkMc7TmPH8fGBeH+PTAu39w+clkjMNq6/zYS0tX2+/n5zzAI25K4d6/56XqLU81t5AUiqxlM/AMT5UQQLqOpV9TgPGMAHLrzt0A2MVG1dEmsVKtaCa6Iw0zxzSpHj6WQO6iJ1SAk0JSQLRRI+GNloRe+9WzkOQPVWFdJcGIYO1PxUnTP0X8mm88jGNRARSkpGktFAFzqc60A6EIeyYTWFOh1bEk4642KAjXFLtJu3XrIgnqHfbefL2W6S1KwC7u7vbQd3pksxdB1dH+gHCxaabMahD57eB2Y1vsMvfvGL6jdqGMc0nzgej8TJdCd2ux1jN3Bzc8OLFy8QEUI/4oNpdy5z5mGaWJZEVOXqxSfs+56oam7wIaweqkHcqrTVVfLVes1ToQQrtaQomswVPJeC4NnvDsTlSN+N6Ljn5voFKSd6bzfGsiymIVqzxoIB2SbjL7VbkRGn9LsRMOKSxoSPC11c+Dv/+//BePkJqOOx7c55QUq2TlU68bWaXKAFzUxKhXlJhIpHwdOum/A0OPym4KYxb1t42HCLrFvXC6idqQakgyuFQOY9ycHvcHwUwcI6leezH2Don31d22ebKH8tXRoTUXGu4Rz2G2sth7HsxPL2taZUsRMdzh3+6MYAACAASURBVCK+pbC2axXKhoHU9JYKwhZiU+gjK7bT1nS5AWetZRdEEB8oyVSdvZomqBeHiDcGZtW6gG13VVdW272cM03nYAWxHGicWA1vsmVnS048Ho8cZ/vZ0A0MY89YR/P74PEUElvg9SKmN9H3fP311/U82k08L5ONkT8ejeATzJdimqoi9zjS78FJIuXM8XHm9vGRlApZhG7cEUKg1MArpeCx7oL1zA28jCWhoQb5BkEW47NsVXgFPJ3DFcMuTCMkVBzDCFlgZe2aqWgFNFeQc8s+n2RmalofASHkQjke6f0BB/TOEwCNiU4T4gouN6DYShuXFbJW1qj1Mq0UMQ7F2satR7ELvgUM3ZRO9PlXfZpVtLWCyFP2strnawHDK4Ty/bMK+EiChQJIQc+6IU7CKk22pvvnvyfl7GJv2ceHACPxHl/OxGSKrBiJipF/nl8Iqa0nm4Pw6/h1TqZzubYPqwwdUCnrFXgshaIQq3Zjq5GzGo5hjgZiw07Bpk2LGBiVq9Sb1CnQnM30xrgH1mJuj+eSzPmrWFcj5sw0T4Dgg6OrfIkQAj5YHZ9ztvdaxWudt4B6OBx49+7dCiB77+05uo7ri0seHx/JORuluHE4nFhLtSSOpxNv3t5ze3/PXAlOGeH6+pow9OCFvorrqCpdCKskwbr7noOrTRrxvISo3c3t+zPsiepKL5nzK6oNxKzg5vqY0ZlYVb/V4Z2jE8HngsSEnyZ8ManAICAp4zQTxEb9s2Yb4qoErJwsAfDP2sQNQ/kgZ+LssfeCxPoZngYLrUB2Cxh61k1rAceJ0NfHf2swC6jTfq1DoQIVSd7spm0HsIxjyyi+CV8oK9hnJzQXa5suOZG0PFlk7avVfBWYXEesBcSMgvswMpcF7xXvO3PP8t0KDsYYURKIo5BWIK+5pEvXAcHEU6yXSCfGkGzI/fZ5th0nlbIRlHxlioqSSrIgMS8scTJwUu0W6Ic9XW8t5qLmHK+pFmklgWaaZlfnjC/hdo6Liwt79ZJWElcDX8dxNNwiZkIITNNkfhv9SEnwcDry+PhoZUs2cHaaLMPp4mBWh90mdFuyrpmAq9cs1aAfxJOocxZa8anWKSqZUgHcnIvhOU30uClMPVsWrR2+EvjO1k97P16shesVJCbyaULL0X7feTNZrrKAxRViPhn9vGRyMSc3UW8OYpXa0Ji/tnxdhdfbe5T1pgfw6p/iX99wPP+NtZslYm3YiuB4ZPWp+U1xkW87PpJg8TzCtp5zLQ94jgi/n02s4Fndjc53vqlsrb+l+nxmVdqwRlZsZPs8cNTyoL3aekEaJRzH0JvdXs6ZuCSEXEsLLL3G2nMZJQRH6EcEj7njCTgoxYxotGYydXK9fl9xF/IqBHQO/sVkQWKZZpY4r56q/TAw7vr1HOSciVpt8gBPHfY6AxBNNVw4HA61/p4rqcsCaz8GLi4uahfDLApbGzTNswlalYLvOvb7PVkto1NVpsl4CnhZz1dz3lrbpfDkGrc5mlJKnbNo2pOFlDNOy/r655tG06+Qs5vuPLNAtmtpf/P6O4iaaZJzZlUYEz5EXALxNXBW13Yt1irOFIoWGjnWFxNlajRtCwrn72crp87XPrDxMM5+o93j7X+tmYqzvnnz8G0ljTtfw61se+8Vv9vxUQQLEapw7hlmIWXdBezB7dttYVRRVmkkpFqvuYr2iwFZaVmYponH04nT6UQum35jW4SuLqIGson3dhOXKvqbsRHsmAm+o+9GduOB/X6/ytYtcSKXRCmJeZlMxt05VJ1Js/cjWty6QMV1NmbtNy0L18RnqeQtW0KIWHkSaJlSsp09zeQca+kmuM4zjAZmrvgHRv9WS7OgDndxtrC89+Ss7HY7a7l6qYFxa3WGKm/teo9PnXVIcgaxFN1YneMaLHAOCSZMM+x37C8PXF1dsd+bYE0LvC2V3taDoLINqm3Bos5CqBGrtv3zaSdEzgLC04VWTEBXnyYepRjRTJ3Dedh1gaELdM4hMZlKehazmCyZ4gvZC4uaNIKVhIpTD1pwGfDB2s/nQWNdyGcteJEz8p9tjk9+4yxYrBlCS7Zbd+Xpp6RQ+RZiJL3zIPN9jo8iWMCmk/Ckfvs1H9BRxUydQ9s4tdsujmInbanBYj6dOE1HStgESxpA1XaCvjddS/EeiiOJ1jYdqBhY1ncju92ew+GCw/6CGCPjuGNZZo6nB07T0fgFVdpNXECqHHtJglSTGh+qTkPX0w09rpkI1RLFwLlqwCsZ702NXAVKTizxVDs3pm3Rh6q4FSy1aZwCs5ENPJuaAWTDheo1GIahznY0NqWuNG+yZQJdZ+coJbsd7h9nq9eLEALEki17Emv/dsPA4bDn4vKS/X6/2iAaNPOUzXkexM/r/TWz01ZKnLE/GxbVWC5nQHCb0nzeZrSjPiotk60zJ02ASKR6hlQdzOo6hhMjyWFO8drWr5pfi/NCBDPJfsaesLj4NFh46iUQXRk87TfW/pBsmUVjga5UkrONtJG3ipj+xlwsW/qtwSxEHG7oV5FTYzw+/do+rLpqcS9SVaTNnKcE03BwLphHpwhTXHg4Tfzyqy+4f3zk8XREc6SQESwtdwRwZjYLipRKzAoDWjyS7dIlVYKDsAtcf/KS3/3xT3n16hW7YbeCZdN85B/80d8jlWQq3QVwGfyICwP9/grvesZiwi1ahGG3Z7+7wLmR4O1GNUl9yx4yESmB0A9454hinIBYIotO+E4Y+p7dfkSz3XgxTRRRglSyEjZz4X2oE7kNwLWTWryziUWX6L2nl7Ke49aVaz18VTULxGkiAyVmxv5iJQSZkIxpXZRSiFoYagbWVX3TlE0sxzm36k42uvhymhkGsyVMMT/JPrzrjIEKpmqVlDRHckyUbKY8vbObJJds11eERdRk+ZyruqNGTrMWpJKTA2+m1PurG8b9nn7XI6Ik34h+BZwiARTDvTKmDO7xSJvkqpqnHotBDTtbwUgn1jWhxShdLQ9VBLKd8PfpWTVQYCWzYqWQx7RKirCOLZQajLIXZhT5RkGnP9nxUQQLnCC99bppqO6zr8+BSESIpRC9RU1fF1iTOTvNM8eSuZ2PvLm/4zhN5g0SvHUbpDaYKiBkaspNJdzjYk0nSv2ZKnE2yfrghd2+4/Jyz37Yk3NkXibmOfN4fGBZFsMB+h6Td+3wYWA37un7sb6uI2XoexuCkkq8Emo55jy5lHU2RpwJukrNvormmgWYEHFrseZKBOrFug3WgVZs0MRwCnEdTjYeCB6KJvpO0ZKsTDpbxM45pCinxRicTQVL1DEMAb/fWRZRg1xSYy8CqLduUivvrINjAaDvurX0XGngqSpke2unWinWbh27C/OSmZdIijOSo9k3xomMMlU8o+XvRSyQO+fq4FhN89v4epXVciKMneeyHzh0PXvnGRFMfo8NT0LJAklZXekt7Lh1etSB8Xnc2RBjw0jI63RAW9/QAFh7LJ9lP+2Tn/OMnmA77fVrJdfKlfa8q0nRD3D82mAhIv8Z8M8AX6rqX6yP/bvAvwJ8VX/t31bV/77+7N8C/mUs5/03VPV/+LXvwnnY72sLdQN7qE8iziRXGhcjA9lZDVnEbrKxisHkGGstH7mdT7x5uOfhdGIpi0Ve74zgU1+qVOy4oIYHFK2irUa6Lgi5uBXPkCB0VUIfKRQWCpk3777i3bu3vHn71saanafvB4p0pAS+Hxj3F3Shx25fTyi2W3oXNuaiWGYElUdAWdt9JisXjG8ywzj2VnK0Hb9EkxPE44qiOaJJcaGjrxhBjIXQdxgXxOZpLPiYWnbXeXu8ZkstWHhvStspJVMQH4TdKJa5dL2dw2wyADnXGRUMKC5UQK6ilttnrRliUYpaWZNjsmAxsM61OPGWpnsDnZeciNNCzguiiXlZeDwdydgMTPDQdab5YFaD4EMVeC422CVaVtFj7xzOeXrfM/qe0ZumiKOVLRtYKs44G+LFroVWz5WSoTh8AXBroCiwjqurGr+jBfzG7dBiGYfWrMzw7bo5nt0m5x288y5OCxgf6vA5+RCJ/Lsdv0lm8Z8D/xHwXzx7/D9U1X/v/AER+fPAPw/8BeBz4H8UkT+n+u15kHSB7sc/eq+9s7W2rFUpZxZzIpCqY9aA52rcoalw/+6W8u4dv/rqS+7u7nh7f8dDmuz/OcHnRg/eojnF5MwE41xAmxQ0w1xbZELMERHHmzdfIyXz7u1XVThn4eF45PH4wGl6xPmevusIYUSdR2srsx93BN8ZBlLl0xRBKtnLqTPHL4x16FyAnJnrAJf5koZ2rs0DJThKSqS8bAh/WYiLcIqZEgv73YEwWhkxzxEi9XPpihUhSsxHdrvenMTX81zratcxdiNJEoGMdtqy7sptsEDcu2BaG1q7QfW8q2P1v6AUI0jlYjM0apyJRjkHXYHjOUa8L2uaHVrQK3UYrhSmZebu9Ag4sneMQzDsRBebY0GIsRFrqgI8m16GqXL7quPRrUrrgiN4yI1kh2EmTXaidaew2EoWa2mrWFaq9fWsDW7/DgQLGGCWj2vusXElLLBuc1Cqarybs+yiYR0ATQNLKta1gh5SS5QfYIgMfoNgoar/k4j83m/4fP8s8F+r6gz8fRH5u8A/CfzP3/afpOsYf/L5k5MBVBS/rMpMzp/VzWpO2t57OucYVDje3/P4JvHlwz1f3d/z+HDP/elYlZLUEHZNa9quKmgJ1QTZFo21G4uVLKrG/KxCuM7bYNM0P/L1m4V3d69xaGU6GpUc39PvRvphT3A9paph9+POtCIlUMQyCqpWonedMRGrY5lzDhVfOzLbTtEmPUVMs9MHV/UfFUkdyzRDKSynCQlKXhIxZtI0cy/vSDHTuY5pWKzDUaCrhsRdHziejkCxFusaeKivvXA4XNR6vyM0bwpDcCkmBG5zt07QrJWdVKn8VQU8Y3YAXRY06epQroWVBp5z5vrFJ2ut3xZ8yhnptixM6zzNNJ24Pz5CsC5KMeSbPKd15qi2SKwd7ozpmK1tgGpGhgH6ARlG3P6APxxMN7RkQjFj5ljyOk6ACHGpQ3I480RxwVi3WUnz8qR9en4dn6z9UkFTteCVWilTs4JCKzGedYvOS5UaIJ6/xnmL+Ic4vg9m8a+LyL8I/G/Av6mqb4HfAf6Xs9/5eX3svUNE/irwVwEuX37K5e//Y09+3vr7OWcTs127JRuhqut600EohbtffclDTHz98MDr23fcn05M0cxinfcobSetz68bom67zFbDKyYN36TyvCq5UNu7kOPCnGcWsdH3pMaeLDiGw2iU6L6n60aKdBT1+H4A8Uh1yPI+WCaT2SjLmOKUr67XBVmH4Fbkv3OrQE1rebqwMVeXZeF4f+RUjqajmZT5dGKZIyBc7PZcXN2QsrUix3GkaGakR0shzbEi++1CVN6KBOKx2kV6m8ExZqhhK1aSWZpvmhKg6sil4CpW4Go3wTuzEljivE6ZNor5siybOJFTXLBsIkdTDHc5U6INvpkex7wSwXAOciGWgiti3Zoc6X1AwmDtXLahQa3MWMJAd3XD/tPP6D75FLm6QS+vSarslkRXks21xIiSwQuDFohpK1BE1gyrlLJZa8pTdmUpZe3YuIYH1axLaUAnZLWs1nGmpPUsYKyT01DB+veP83Ll+x7fNVj8x8Bfw/Knvwb8+8C/9Cd5AlX9G8DfAHj5s9/TPz6e1gVqLaFmtLtAE1hxTzsjgZnBeaQU7l7f8u7dHQ+PE8clssRETpVA5TBtBbHhMKNPq9GuW3CoqtUFV0E+SzsbYIWDXCzFzFooqe5I2K7jnDfiTxuhFsGHgT6MxGyt2Fyo6tXePErUrT6WTy+o0Nh9rX5tHYymN9H3PZpt1wxh223nKTIdj9y9u1tnFE6Vpn04HHgomWHsScXwhVROZGaWNBgBLGnN1ky12rs6+l0c07JY6k0kpQcrnbpQ022TxC9q7x1vHaniKtE9YJNNQfHegrNN2haMkrFZEOScmZsql1hrvAjElNAk5JQocSGVmRgn5vloBssVv8lZKcFuniCm2KWuM9BRzTIhK5iYiGO4ecnlZz/i8tWP2X/2I2S3J+12lFjYyYzPYgo1KF4DwVtbNDhHzJmUcg2+kVQgpy0bXoWVqLyZ6jnqtJKlnFtLtCRubfc7zMs31PKkCdmc3T9PMoxvCgg/VFYB3zFYqOoX7XsR+U+A/67+8xfAT89+9XfrY996TDHxt3/+Nb5+XhPwqHL2mtfesfeV1ajWmhq1DvwskfLuHafbO+7uTyzHyDJFSoxoTIydw4WOoib+0oaIiibMMcsCRgtORsq1NLc5clNxBDDgEEz0tfMeP5hgztyGuVIi5MLovClPO4/zPepskXrvQQLOuzriYh6h6mHNdpwjqQ2QOZGVfKWqDINNfR6PR7ouEMQj0nN9nZmnxOv5a371i1+Rc+ZiPzL2PUEKojN3d7fE8sD+6sDhcCCVhS/ffkVcMrIEXr4wT8wggZwzu3HPOI5cXFxa6eQr0q+gWjjNR4qa4HIIgZTrSHs2WrQbQMlkMkgh9BawnXNI2kyVOufpLy4JzjMtM19/9QWHy0u63UgukWmq5eQUcWmGPDNI5vH+HcvdW+aHW/pOkLCjpCNxWghYOq8xs8sZFzMZRyJB10EY8PsL/uCf+qf5vT/3B/z+n/mzXN5cE3xvWMhphts3cHogPh5hmvDzhJ4m9HTiQjy4QpFEJLLkhZQT4Eh9IOrGOlWtg3HuaeeiVHaIqq37VLU21kxCt3uiYRTnvJFSOzU8AzyBJ6I7P8TxnYKFiPxEVX9Z//lXgL9Vv/9vgf9SRP4DDOD8s8Df/PXP5+iH3ZpGeawDnutOU7BI7r3feBaqhGokFCQyuyPmmWE3X84ZyZY9dM6A0JQKuSjmsmVHtW6pJ9ZQcncmc9Pqdq0eHGBjzqjiW6uqfY6i5JhWEtPKJO2H6gVqPmCttrSeuL16cFhEdJZSipcVuSqaKMnS6va8wzCsdOkgNnZOhjhlTjcPfNH/glwSV1dXvLi5qu3ekVIy0juuP7nh5cuXLHnh9u6O40OkZ+QwvmCaJk4PR463DxUfcbx9+4bQDyuot4nRgLoOkcmuj1qwaJkBczVEJtdmSMEHm7Ld9wc0j2gdLgtVfHdJkdPjPd0wEMbBbjBn06mKkjXiJaNloSwnltMR0oL0SvDCkqjcDRvlNxq2ucF2PrA4T/IB1+8Yrl9wePkZ7uKKPOygP+C6EUph8DsOL69JpyP58YhbZvzpRLq9Z377lvz2LXmZoUDfeUY/2LWPkddxMcBTt5nZlQ5Qd/u8frVzaWZRvt1jKxBvi6Cs/IlzuPK8V9MCzLp25R9xsBCR/wr4y8CnIvJz4N8B/rKI/KX6Xv9f4F8FUNX/S0T+G+D/xpb6v/brOiEA4jzD/vIZcKNPU6yqdL1qHqjiYqRT0C7y8OXX3J1mbh+PnI4TVdEGj6/puKHum3JEC/GWRXhp8wnJApNltDW4GBPP19THqWki0MaToz5JNZ86XT85l60zXOc9qDv008+6BplicweNtp1SOmNRWlfFWpk2Wer2Dn0B890Dh6tLRAtXL264vLpkN3RcX18wjB2ndGJ/ecGPf/KKInDzeMP93RFi4PrwCdM0cf/ujsLC0A/sdmZ6fJoXYi7M88xxmhARht2IuK6qh2dEDHR1waZwHx7u6ue16zfPM21YKl1m+n5hHI1jszscuLy8hGKsURExQeBKhTf7x0LMZrSsObEsE/P0gBQTDmqWhCXnzUNWIS/WflfxJOmILpDDwLi/5MXv/ClKt+eXbx+4nQtXuws6H+idI3uQ0NNdOHw5MFxmhotLuosDS99zuntHun/A5+r9sgTiSdD5tM5tqMhabpodw7bFWDZhnaVSZDVTWteB8pQWX286rVoubXDQlMi0ydW+l2X8EMdv0g35Fz7w8H/6Lb//14G//id5EyqO0khZT59rQ7IB9aA1WGjOJBViLqCR1w8n3t4fuT2eiPOMV4d3AVBSWigl0qZ96pxXfY1cXZ2kMuNKjdbVy7JxO8+QZVcjibJdyBA8nq2OXLUvYzRwLyi+t9H6IoVFE1K1NFWV5Bxd8aia76gRDOsMhJiXZYxxHcDqu5HgIUXraqBC8D2H/SUvXr7k5sULtGR2u52NoHeew+UFLz99weP0gO87rq+vkeAZdzu6cEeQkc8++QxV5fHukcvr3VqGqAp/+POfM88zp/RA0hNd5+l3O/zgmabE9PiId4Fxf8HY9eTsmE0zh9MxEkvh7vZ+PT9lUfq+px9HnHPEEun7fg22JtbT4TpP6Hy1SRQyEUciLkfm0yPLdALN5CXWjLyWmQBiep2TQHIe148szlF8D+OecnWNXl5ztySmN7f4t3fs+4HeOXqETz69Ytz17PuO0XncbuTi+prDq8+4HQfyuwvy66+JD4/keSaniDoIg3VGzFFOVxPjvK47XW/0UrseRc66ns/AzPZ/6gNrKaIC53IVrXL54ULEdnwUDE5xDtnvt/QJ+7AKtTMAosbTd95EU2JaKOLJy8SSlXfTxO08rTZt5qlhdZ4NeiUCinhL8UPt20e2QZvS0l3aTepQX3tSKsbYU0Vd9T0rW/3pxINXXDYcok1WxrQYLVeF3pt7e5a0EvjXAOTyFlzADH/rjtQQ9mVZmOeZZVnou7EuIgMWUzLvUu89l5eXfPqjV8T5ZN0ft7VdVZVx3BOGwG63Z4rRWJcp8eLTkf1lV9/PQOaGT19+xuFw4PLiisPNwHGaeP36NdM0cXl9ycX1FV0/8vj4yO3tLaUUdrsdnQvEGPEd5AhffPElj7dHHm4f7Bqr1pmakYuLC3a7HSVa67R5kYydCfZo3qTiVE3DQynGmj0dicuCF1sTroQaJIRWUEoRTiLIbs9weWWmztLD5SV6dcPUDUTfI6GgxfxK59MMS+R4fGR36NkNA31wXOx3vLi65HI3IK9esrvY4y8OPLz+isevXhNTRErHIVyQ66RzTIk2FPm87dm6ccDaNdnIYFvm2VTfmkP7Gih4mkWcA6rPX+v7Hh9FsMAJZRzXk7S6UFOl7DyIOpsH8NURu7LdljTzWDITShTZCjW1iJvL1vVoASg4RxZBxbrmpdKDHQXvzOYua+114+v4eN0JquiMqwQYqfqapqVwRhpr/XOa+lNjLW6LRsTZTAGsfXzJyVh82QaamtJ28+6Ypol5nhn6iIGuVSYuWcty6D2+D7x69Yr727dM05GcFo7HI+/evWOJE+N+z81+T9+N3D4cubt74Pb2lpubS3zXsrmea3/J7/z0My4vLxHf8ZPTK47TxLC3oP3ZZ5/RjQNzScT5itPphmVZyKmQl0xcOvbj75EjaCr8/OGPWeYZiqNQmJcTFNPJGMeRYRjIOROqangb6jtvp4raWLij2Hh+nM1w2m1MVuccOfTgAkkMRMzjyO6zV7z4nd8hDyP3WZiHgf6zVzyIh87hO3OK64paZ0KFjkQ5zjycFlzveZgnbqcT46Hn5jCyv9wx7Ht2hx6333F6/Zb57hb39p1tVo2Kv5amT3kPWrtxLZswNu25etazYPDs1mkcDloGft6CrY9/SO/0uxwfRbBQJ+SxtwGheqKyusrasyEfp4B3dZQ6k8QRNbF0HZMP6P6AHPbofoTlCMvJdi9VRm88Bq+WEqrYDZwbigxUYrndxMVOsKtIs1R+hwdy3eWp3QCvNZDVVmsTaTlvc4auq7UoT7AX52xeQ8vWIW9lTSllrV+dNv5CfCKeG3xXOzSsXAd1nmG34+WrV5TK/5jnmWk6mjiLwM3NDT6MPF7PvP7iHb/8wqjqn738pPJDOpawkHJEJbOkicOuY3c5IJ1yXAYuLi749LNPyKr0eYGLEZEbYow8PDwwPy7mR8oOsuPt61u+/vK1vddsAjAxzoy1BNntdux2O7NedBX3qG5oS05r+eXQ2uJWokaiLlauVe3NIIq1ag33AWEWcJ99xvWf/n1++gd/AfYH3i6Jexzu6ob5YgcqSIYBoROPiQ96QjqRphNLjmhO6DTx5bu3+D7w0599zourPZ8c9gzjQH+4JFxeUH7Zcf/1G4IWsnhKUCjGxs35BGx8ivZ9+1rqFGtRY5oWbJiSygFqcv/nR8M4zv/9D+P4OIKF98Sb6ye4QEupYm2F+IYhtNRq16Oxg8PIxc0V3S5w/OJT7v/omsdf/Jz8x7+A+1v0uDClSCdaVaaVplbkitJJbT+pr9CylQweb4xEVygoRto2Ulcb+em6oSIaBublovgQ6EKbGTAVp9JV7MNVoyBNuOJWToK45htiIGGz/4tpIaknl8QwBkqOzPMDj3eBvhMOl5dkIqfZOg/eBTRHRunohpGblz9iv7/hdDpxqsSlPGfSvONXf3jP3//bf5Mvv/yS+/t7RODh9cTf/39+QdcF+tFzdX3J7etbbl5cc/XimtvbW97d3TFNJvW/G/eICPuLS47TZPMZJSHi6YaR5e4RKZF8Smhc6IIwDp7FKUUdP/vpz/j0s8/47Cc/5tWrV4TRuglzjLz6U58zjCPzPFMeE/N8Ws19pQscj7fMcqS/VG78BcvpkZBHOs2UvDDFmWUoJNfBixf8xX/ur/DTf+Iv8ep3f4b2O97GzNfTxBI6dBggF7pcCLmgi8K04KeIHm8ZciIUm1uZ5xnmI0vM/K2/9w/og+dy3/Pp1RW/+8kLXv70Z+xeveK2H7j/4kuOb94iKUNK1n71jTPkSFnRUvCV46OctT9pma0R4Kj/LrrJ6Ylz1iHxbh1Oew6W/yMFOP9RHJbRmyGNYnS1VlF0XWdMPrWbbe2G5MIiyth3hIsDTgvL0PFOM7cl8eZ0JGqipJnldE8SpccGwGwT+g4nUd2Kq8hZOQFnF+nsaXMFsTTbuHTQsP58vaD1gZItMCGyTkSiNUh6j2JqV60cmeeZcb8Hqo6wrjgwqVi3IHQe0UoPFwNAT/pIyTBPlrRIpwAAIABJREFU1o4d+wv81QBS6AS++OUboHC42FOSo/d7KB2aPe/uHrk/TuSkJtr7qNzf3/HiU880Tdw9PKz06rwkXn/9hqvdFcTC/e0jp+NMihnnAof9ns8//5xPPv2Um08+Mcyi0vJxpvu5tmGrZGHOxp5MROZo4GacJ3I84bPdzBoMo1pQ6AzE3P3oc3705/9xbv707xNuXvCYFI2F/eWBfTewlIzkgq/BokuK7Ad0SugOUjTOTpzm/4+7d/mRZcvSvH5rP8zMPTwizuvevDfzZnU1VEPTCPEQAgkmSIxg0hPUM0QjpJ7AAIkBLf6CHiH1CKkkBrSEBEgggQRCQkhN0wOqoIouWqrK6squysrMqvs+ceLh7ma2H4vB2mbuEfdRNzNvSkdlUiji+IlwNzffe9la3/rW95GcMYDydESSkqaJ/TwzFOUWR3dVuAwdH/zKr3ITTbfj/uaN4SzB0fW9qb2XYgNs3ttNpbXrZTFNXtbIsr7OSoxzToV1+nQtNx618s++vo3jrQgW1i6wGYxlwRtoiJngYMrMohZBvQjqlC540IKrjs1uoM/X5Jsrpu2WzeUOGfeMh3sI0SYQg8OtGMWXD9dYwPqaM13bV03zcAWiTn9Vl/ZdNW9VV2xATYM+yp6W97mi93XxPqm40mY01haaM6pzLta6PBy4uLw8DYIBxqK0KdVcmoamF/qhI3pPHytROvI4IziGiw277TPDYWoGl0nZ1LdEYB6V/f0E9cB4MI5H5y/YXm3ZXT7D1543n3/MT//4I968ecOnn9+c+Y5kbj57zb/yL/3LePUcDzM5FXzs2W4uePe9d3nvu9/l+vrapPido1brTC3dkbmVUPM8ryPsiDCmkfv7W+7v3jDe3yDzEUkZUiYXJVPJCIjDP3vOd37tn+Tqgw+QZ1ccYuSgieQ7UykLHeXQOjtR6BYNzlwpKaEHR50n8jiSggHezjtCDMTRkY57yjyzv33gkymR7va8ur7i1avnvHjvOxQ1CcK7NOH7juBKm8w1fY3ovVkclIqsM0ynbMLWk3FvylqmLAaMT3gcP8d6/lmOtydY1LwivXZYvWkaDLJyFGwm0/5LvOCqxzVx3JQmjvPElGb245E0T4Zy9p0BmVKZS6F/9NLfZID37HI/chhbVJtO5Jh1HgBTuSqlUHNGxZG7vJz9ytJbXn0dbJNTliJtXiWope0iNrWZ0szhuCeXRHTxBIxxMrVRMdUwqRZ1fTRqeXSRfT2Qc8ERiF20EoiKCwUfZXUxEwf5CMeSON4lumFgd7VhN7xk012S5sThNnP7+Z6PP7nhk08/Nz+QpjL1cDdz89meII40VTbDjvff81xdXfHed9/j5asX9H3fmK2Gp3RdpG9ZRh5TAzCt+7FoYI7TgYeHN9zfvabc3eHzRKgmMZBrQp1DorF9r99/n1/75/8FNu+8Q9n0zDhcd8k2RKZkcojbLhAVogixXXOtgtRIiqBzT+07pO8Jmwk3jtTDEV4rLlXyXEnHmdvDRLofqXPh/d2W3cWOZ995l/v9nnE8UsVR0oEqy0SzofBaF9sHObVC21aopx8tOCzlCqfMAj1JUp4fAied62/heCuChQCh6UKeajb7HuKJpNJ5b9JyC25R7S7gVbh9eOD289fs39yaunRKlps3gLE2r09qpTbrvspjNtzPdnxJzJbTSPc530Lal/Xcz+ZHYA02Z1y9U7Bor1I5UwprhKM0Tm2cu4HA7Wy0GkvViUN8s88rpQGpQvShsT9HUhMvHmJP7AI+eIY+rOpfcJK9q7Uy7wsHRvZh4nCfmaaZh5sjdXIMfsfLazMQKhW0VHzdMB0LxzRR1bO7vOb5q3e4urrk6rnZAyzyb4ggwRP7nn6z4TiNZm3QXNBOnYLCPO057O+ZDnuYjrhqSlsi1p3y3uGjJ28G3v3u+/ylv/LPUHY77sVTss0FmdmQQi5cxg5fC6G0z0pYx8Rz3yHBE2LAbwb8nNHjSIr3MM6AkKqSFcph5CEd8eL56M0bvvvqBd3lNdfvvGI6Hjm8ecN4dw/OZmqkYv6y2j5/sXGA+mTfq9j4+8Kh+JJlt4r0OOSUmXzLhIu3Jlj0psOyzoewGB5TVq2JoBlpIq5aCpqVmmfyNHN4fUPe3xMErncXPPvg++TdBdPdG/Yf/pR5NlzZ5CqKZRRfdiH157zIi36ie+wgvkwHSmufFWeSc261OGjfXEsn3QkHWQfrzhihy8Y1Ze+pET1aZ6WNXlfaNKOaxUJOyTI0dThRYueptSMxWb2sxe5V6gni13mNpWWbcybNhTkV5kPijnuO02xaFsUhGrnoL7ncviAVNSA1JXq/oc62kbqup98O7K62bC8v6DbdKr2HCKHv8CEgwaZaD9OB+8M994d7SkotcCoOwwnycUTnZPJ8bd3UWnHRSoUqID7QxUAXHDVXpprtvIN9zjLOdKVyFTuCKm5hy7b2fRBBQ6Q6T3EejZHYK9p1BOeohxkJkYgnuUgqnnk+chgzn765oxsi7z57zsWL5zybLMs9fvKZlTAhUEbj/5jsoY0C0LokK2lwYQLo47JjVdDSk3p309BZv7cF86VZx89zvBXBws0Tw4//sHEhTiPZKxdhBf2EUis1WSvteBw5PuzZPzzwLPb8ym7H5fd3dN99n/nNDbcff8xHf/xH/OCP/5C8PyCihL65tT+5fk5P7aulL30OXhaDFRof43SsNO9iswtelrFxm9qMMZq4zfI7zmpYXFPJCm59nzYtBwsNPWuBbGPRqmq/20oGVWW/39sGadZ/zge82NLxLlBUGm+io+bcXMtmuj5wuelw2hkrdEqUfMRLNFvEEIhNsNc0Y+y1d5sLcrGpyk3sGPoN7737Ln/y0w+53x+Yc2aeMvNU8D7y4uUVJY9cDgHXCURwfaR0UIJQtNIPvQkVe9hst3jveTge+OijD3n92WccDgeC92w2NvpPKsyv35Ae7iFNOCz4iThTVM9Nqj+DHu/449/5f/m7VfjX/p2BFy/f5d2rK2YVUlboB5sdGg9sY2C3GQz8Fk/1jiQwF2GaZ8Y5UZyaGVTfM3U9+yLk+z3abfDDQAodcthzHCd++PGn7EvmIVf+4vvv8TL2dH3P3aefIMcD5ILLxQh7VWzOyHlybZTtZV6pKrXdCGgduWXTLoHC02QW9EREXNIPw7z+HAULnSbGH/7QUs16Nhgj1p5cwcJ0yirmnEnJ0vWtgwvnyG9ueL3fkx8eePPxn/Lm0495/dGHkDJd9FQ1LQTfdvuXlSCi+ijLW3EInmZ/Vk0uI/MWZCw9ck+yC+e8Eb1KMdVnbwrQIkIughNPCCcUvCzBQaP9vHR1mxKKqv07pWTqTitOUtqwVSA2ANda0AURJZNRTUw5U1wyoBiTtndOyXnicCyUOtN1bXNii62iTPNIKqWh92YgJPeOw3RgymYLUEqycqCZE7noiUOkGzo0AsGu71xmxPVWYjlrH6daOM4T9/d3HI9HKz+sKAfN1FIo00jeP1AOo7mwi1IboJmbfYRI6xAcDxw++5SP/uCH/PR3/iG7977L7t13kctLar+hBHOaU810XSTHzqjlIRC7jk0028XZOcbgmCtUEZJzuFipux1TG0NPtaLjSJ4mZpeQqXKz3zPcbrjaPXAVApvLazbbLeOcoGorRSrMzfukVut+idkONk0myxAXpq+unMOTkVADuM+p5L+M460IFswz7qc/aTlXS8dbRpExBlzW2ngPJh7rtFKmQm26CZ+Xj0njkfH2jnl/z3x3x/72hunhnove4XxPzsnusOfX8ml9+DUX+gQktpKpPb5kKed4hfcBH4yMFXBW0+bmT1FZWaW1QAhKlLgUnyspx7mALkpTAIuXRzuHeZ6N4ekCTkyZvDbzm66VEeIwOXsVsx0k2DVoKLEECMFkdyQZL2QqM2VWfDk5pc1TYk7W43firZ6vYnZ9ruKDXYeIw7fp1Bg9m80G3wkSBI323fXGyp2rMNdCrSYmyDga0/T2hpRnQvSAaWEGJ6aqlSaOd7ek8QEhmSWjh4xSRHDREYNHcybXSrq75+N//I/5B//n3+P6ve/x/HsfsHn1Cn95jfYd3bBhFx1lu4HNhqEph+12Owa3pRNPdsLkArNUJhGmCiF21J2CN9BxroV6OJDHGU2F4jz7MfPZzT3XFzt2r56bSfT1FcfbO3KF6Iylm/PcZoGkldzLGjytRamWNax45ZeUFl5Ohk3fjpDe4+OtCBY6z8w//jFou1M7ZzRv53A+mGiNNgcG30RSKrhSSSVzmCZuPn/DPB4o44TkhJSE5ISXpiid08qO/CqiyiI08zRglMb9MFzC1C4sq9CTrD4NmKygNJ9Qb4pYVT2iZfXJOAc/VxEYPbmdgQFsvvm6ivWLrXWMgZi0TCXnjM95pYWrniZf7To2bkp7S6EDTa3k0tN7jt7jh0Cey8rxyLp4eFbmpnvpfUSCx4kznYaiSDTrPy1qA1Rn7dzNridrbn0aIXhnzNQYqHMilUpOpoY+5Yn93T33Dw+IVEJwiARcqXinpJTJaWQ83KF1JDqI3tmG1YqGRlDyZmLs1FOrI9/t+clv/iY/ef6K7p132Dx7Qbi6RjYDu2cv+AsfvMfD7oLj5QW7fmCz2aDPn+OfP+f62UtwsA2OVIWjwqFZJM5DR0LxteDmDf5qR1z8Y6cNuUyM08zt7Z4XFzueby/YbHcmlyg2YeoRkiSURrpqKaw6weuy6W3FLeWvTfrraQT9LBv+ZWUV8JYEC6/KronSVrWA4J0x1MpsJJ+KeUnmajX/mBNjLkzFZP+Pb27J0wilGG1DC1EgeE8uhzY+LU0N+6vP5RH1dgW7GuYpYKnB079aOKGseIcTvyp3l9TmU2jGvdUyioLiDEKxiUrEXMbF49Qx5dnoy76uGU3VNrZe7XlyzriUTH1rNcbBKNDNrlDsFBtuu9DXtYFi7TsQg4nJmgJ2CzyiqDhiDNBZECkYnpJrMXc3sPkdZ2S1EKx0UbV2Nc5k+TTY55hSpuaCBivPNBvPY3984GH/wDhN9K421C6DVkqGNI/M44GU9kDGBZvmFSA1iYGCeYSwEJVwBmY7b8zLTz9jftgjw2vc0DNfv2Yz7jlsBw4XF2yGnu0wsH/xgvre+7z4y1tCFxlCjwJ9LgQ1ROEQzDiaEJAh0l1uEApSlfnuDaRMSnD3sOfN3QMvtluGzQXDxY5SlVCSOZ6JkNs5q7cF8XTYzME6TGaQlrVdawPQn2Yayp9TBidaiZOpU5tCsvljIIHgDQN3zlGL4nKmTCNlnpnGialUaz+lhBSTaRNq057Q5myOCVTIqU99DlIuEmfL8bUXWHTtX+naNVmyEduazoWVsh28tevUpuHs7basQFXXGZEl41hIWFWwGZOa1mJ0yUisLFNcgTRnEFMdBytZhtg9CnqmB7uUPUuXybNUvxaMnYF6aXFxX17T7ty4dv3UtDtr6+yICNqkLJcsJjRnNWm2CqtIrkCu1q3JAosoQKkGWI/jyOF4pNZkczxUZNlEtXDcP3B/95pcJkRKw/xKk9rHgmC1AF+ythuOqZLFoTdjalHIGTmOkApkpWw6Hm4dpXm4bPqe9PoN3WHi1XfeZXNxQX8pDP1AQEy6T5XXzVza6iRvfJ7U4/oJnGfpWxzHxP7hwP44st3tGIaBOc3o0VTgxDvLFlsb2diaj5eca/Sepve93q+eYmxni/i0vb6lbOMtCRYgJZvEmH3qNuTlCvNUsFuII9UGEuaZlDJOK67Y3AEl4bRQsY4EpVoardm8I9r4ObXQSWjkKlYG5vlx5uj35cdTzziahmTDVJxzBN+Z1JzviDHjRFcNyHOBnFxsEMqpZR1Ws4otShETma25aV8urTVBxKZfUUG8lSHm1g7ZJfoaEGnYj1uCgwmseBGc86uwyhKg8BHnC7V1nSz7sPdZiq6U4+IAZ8NWAJKbtqVrLdtFQkysPDGtBqVWaaZDdo1S0+hINZl3a2Nqeu9IJeFrpmsGwNM0cXt7y2effwqSmnymMWTViZHWXGzrx9zjVc2/FTydDwybDX034EIkuB4V6yD140ythRIm2PbUabTStsBPvvtHXL16yeCg854eR3WOpOBLNiPlEHDROmAuRqRz+BBIYje6ORfGKZHmwm7YEPsNOk9M45FcqwXjCh5PyYu8wimjgNYO5bTxPXJqj36L2cPXHW9HsKiVMjZvDGlQsHjwlQFpepjGA8gNtPNdIEpBykxF2XgzJSxiw0ZaTGINdaTq2t2N1v+ERQTn6VF0QSQa1wHWsqOypHWK6lJN2mFKRRiSHjpciPTdQNxskbmSSkXyTM0z81woTbi1jtlaot7jY7DTq4VSmiJXrUCkLoQvDC9wIVg3QgrUYhORfqZmz5iLlUHe04feNDiDw9mwdtMz9QQJjSlqYKo4E+g9dyeXaiWWlWXN1GkhmLU7LDHaZ1gKmgupdTG0fZZFBHG+KTgphUwpwkNKHMeDDYvlGS2ZGAJd8NQ6QknWMp+P3HzyER//+A/5/NMPGRREApLNHNmrAauoNyGlWUgZqno2/Zbt5poX25dcbM1GMYRggaLZPtRc7eZTK7s+El0hPdzx+fiA/pby4v332Bwm4q9UdlfPEOcIKlz4yOw8sziScy3EB3QszMMGmQvH8UBW5fX9gY9ev+a9D97l5bsv+TwfSAdP9SYp57xjnisqYeVTLGWg7Yva8kD7TIzt7FdcanWqO8O/FhHkr73x/QzH2xEs4As0apvhaBukWGsNMaEXZaEuO7yrRO+Zk9Ly4/Vvfbvgfrkjrwncz5aWrSxKWN3B1tNe/90+3OVvnGtgW6DrgFyawY57BIhWNXZlKQXW2QBZke3V1f1pWvnkPM5LFMXMnFGluiVDcCZ4DOsI/Tp34jgFi+aytc6vlCaBpzZ7C3bnOw8WiqCtHNRc7HcNOSV7s4is7byzFpvEhXXsvFazLHAtGFIrEaE6R50feLi7YX/3OfP4AGW2yd8lE3NGiw9YFqbFvgIOFzqiHxhixyCRTj2xOlzGhIpW9l0lOutg9Y3V6cuMU8f85g3HruPhxQ3Tq1dsd1cEH+iC4It5wq6SA94kAFPoEBdQbxmyx7C2OWfDb6K1zpfSbLUmYHEqk7XkO40T6Bc/+/V37LN+Ond0Wg/fzvFWBAtlUfRuFVkFdbaBBN+49GbvBrYxPIYYDyFQsulsSlvchboqeMtZAPpl4MTnwWIpTU7tU99MgASc8TxEy7pJVm/SpoLltUnI62lM//FrLLg4lnGUauUE2uz4GtbgF1aSQ6uZ+iChkXO8YcDmOv2YD9LKk6eTtKpKwOZTgDW7WBiYVaHmQhYz5Q3VBGiLgAtWhthAVT5lLQhzzquJUSkF1/xhUpqaWU9if3/HZ59+xOvPPmZ/eDC+Bazj2cZcdRQgz9Xo7eIJXU/fbYndQLcZCNLUWBu7zteK8y1jquZNEyr41PxVNeNrYD4e2d++4eHmNdPDHp5nXIin9bZ83s7hgocYDBuJAReCqXJl0+Q4tiG7EKysXg6R5UZ4WkProKF+MVismccaSFj9V84DxBo0/jyRsoB1cyxvNLc2YgG7kFXNF0J1BSS9GE228yYlX5yJoa4iVe0aLdXHMmT1816785Hh9d/rufOFyL7ccVRMlSuUANVYnStm0WT0pmnCNy0L3wKJkaJOuMJ5dmGb1KYsffa4hYqxtlAtFzpPTd0ZSFlKWdumCxlOxYL0OV9keX9OlbSqtZyuK0Atp4VqgcGAzaxQcSQa1b1W5lqabaE7tYp1yYrsOXPK5DpRppHbNzd8/tlH3N2+RsuEi3bT0NX3Vli02OdqHbMYPMP2gu320oyofLfS31leU4QlZxTMacwhlLLgJkIfArUqeZyYHvamIj4n6HpAGp2+rp2w6hzqHbXhF+K9CfDUanYGaV4D3fIZLtdtCT61rdWnGQWcZwyPW/znbdOn2cTiGPdtHG9FsNC2qFSlAVOK6tlwFAYHS1mcq+zmKRXwHuk68mZjgjHekdLi+2nTiiKL+O76ir/Q+Rp2IKeTf/ReTh8qNBKZ81CVWCNgqXte6v1imyalRFkyi1otI2nPVdo8zNNSxKz/KglAA3QVNLT6tm9XztqSpSaQ1pZ1rnFPKqiBpCqCa8FYazVd1CWQiKznsL7/s2BSwT4fb4QiJ4uak+EdpVZmreR1U1n7uZhvw+k5FQskpTDPE+PDLfd3Nxwe7tF0xAUYushiIK2qpAYGahVSNYxKQiQOWzYXO2snY05wOL+Wk+vrqXVcnHN4CioFp0r0jkEcUy4wJ9JxpIwTlIJXJTqHq6ebRZWWcTl3ChpOqN4h1cD5XAoJbYCsrj4hS6awXl/Vdfr4KWnw6VqDx8FiXSfn2aj+Yut9Od6KYPH0gizkIhEhtI1O26AqVuuVBc9wdldnt2PImWkMTPNouo1FKbWVN7JUp+fR+mc8TTm5VcvZY6cve2zZ5AsmID7QNUzG+9NE6oJZ5JzJqVBzA6ae1J0LU3MZTDu9RsUGaSulWIq/iMb0vRGdXAXJwiwTUTuzgvTWFakNjzAVr9b+PCNUubOyT6TJ+7WUewki1ms46T465xqOYen+scxMtZgPrIhR16szeCmX1tGxjFC0UrNZNhz3D9zdvObh/oacR3CVEEB8xeGQ4Mx5LFfDKrQtJHFUCXae3hO6rmWgXVs7LXi3z0uqaxJ2ZgBktpLVAiegNePorYNUrMw1noO1e5ZsyuT8rdtTvEPX8quJ7YoJPltgdWtp8Ch7azKLT70zVB/jbOt6Q578zulwZ2XOt9UteSuChXAC26AtOlm4Ae0xrDa19iEEMau8JYXz3pO7SucdwTdqcIacSxvOah9Oi9rfynmLfOVE3wk8dIQYDbRyEKNfS4XF59IUoI8GSNaKFOu/F4BaSSGgYWFGnoLTQtIpZSZnpZRArR2oshl668+rpf2L/F90Hu8CInZXW9qvzgVqKfQxsgzTnQ/hO2dj/doW/vnxCFRr9TdqtoQ5V6aUjL8ZBBFvGqcpk0uipLSWlSUlchqhJva3N7z+9BP293egieAVMKtA5zprMbtWj9fWbYmt9BJsqK0kNn6g7zpqG7CpQHatnHTGxbC2tPnHiHN48c1v1H4vxtg6SrZdlhamdc5aloiSxUyhawAX/Dp+79tVXLoSC86iZ4FCa+V8iNLxRdr2OoP05PqflyTL/9fHv/C16/ibHm9FsFgvyhkde1mcC8NQMKafcIrGnmAMQLAho3nmcDwwTkczysXS+lSTKQy1u4A5XjcxmbPXXEDJ8zqfs9dbB8r0rK5vtWRKybxMN/LoubquI3QdpWizMugYthv6zcA4joSHwOFwYJzmU9srF7TUVaJOVYm+eY+GU3YR1kzD0vmUJ9I4cXR7qJmLiwvqsKXrCkyZPM9QKkPYknMDjVWZcyV6M+iR5tKOa+3cJYA7xzwlEw5um27pZOSSKPlkcJxl6fTYndQFkwW0m4GNzac8o3kkH4+UNNF7TxBIh1v2D6/5kx//Afu7T4GJIVq5VOpM1UqRQq0Z8REv5rOigPMW6GLnwJt6+JRMAcs3a4XgnCmEN2YoInSdUernkpnmyrDZmGF0EOqwQbZb6jDYzxeX1H7LXDJjrsxKa9mLGWSX1PAgofOBJMI8zVwMHdfXZqSVmjQimGzkuJ9NAKdWalO+0aVlqieuzFeB3vA4k7Brf752/xwFiyUAfNlbOu82iLf0b5nAo2YbWacyamJseo3HRRSmpeprO5ET8vxVx9MP4TxQfOX5P/mdx6VJ42tYv2/tznhvuhExRrquO6mW58zqGuNO2Vb2xgr1wZ2AU3/iCpzerwW6cRxbS84CooYO7ws+eaJ07b7lqFWpxYC/4E8YxALe2ZXn5Ix21gYtZ+Syc4DzERKvp0VPtU06TyNpmtE8gRpbU3MhlYnj/pbD3Q152kNJeFcMrFVd77ZLSelF2vSuJ2Usm1Hr6gTviS2wlppxFLzzeDHymIhZKHixk3Pe7ABwDrqOyVsrtcSIbja43SV1GBidIwETjiTmO7PMcwA25FhMks9hRK6E4SO+BWctzT2tZRSqeqa7ujT3l83O+vjPe/z5wiw4n5grbYO1SNnqam2tPQQorHfzXI2peSgTY5oZm6lLXQKELq7mZynck1TuUWvyLKU+3/xPQaTlOM8iqF8MFEtmIOLwzpM124Jv9XS3GaiCOXHlQq5ppYKLGPI/lcq8ZCqtHOk6U3A6dT90vX7mpn4wjxIDB6CrxNjhZKYLrfTQxQeF1tJscwZqf6dgszbQgEpZFcqXoHT+paqWXi/XEV2HnpwzjkuaZtJxJM1HyInoKuoLdR457u94uP2M+7vPmKY9aEKktcGxtvBqzVcN3/DeyHqqkEtFghCc0AUb+/eNMRoN5qRz3pj/zm4kluuY9ichgPfUEMhtTbrtFv/8JfHFK/J2x7FxIva1cqiFWSFjimSuVFwuSE4wJ7xCZwMzBG1rvBTT9swWMNahv7OAoAuGIiYN8PRGdV4e/lnH+dr9RY+3JlisbbSnZJTlAtZKWC9ak3kriTkXpjxzNx9IzQEs1dI48y1Kr/jH4wDxZQHjfPLz/P8X0PXp79NKphAClBOouUydgpGPQnAmCVhP6WQIgc1mg4iYunUD/J4ujiV45JypbcIUQDS2tqotH1tvFcR4G6q6lgeL1qiIMM8j4PAaqEUpxboLc+tcSNv4y+uuvArcWqI8DRaPMonz65pNg9R5C0B1nsnjgTzPRM04NV+Sw8MN928+4+H2NdPhFqcmEBQcOCq5GKXOi6mwZlU0ZzSbfocq1LlA7Sl9Wb1SxQd8m5VxyxpoFHJVm7HBReteiMOFiMZIdQLdwPDyHTbvfofu1Svq7oI7EUrO7EvlqGpdHm1t0FLQZIFCcmmbS8wiAjPU1lzI07yaXEu1wKCquKotqTwrNc4yi6/Lbs/X5aPOigjf4M++0fGWBAsrKeBfV0MqAAAgAElEQVQMeZeKIJTFEEGWBBeQUzqca2WaZx72e5u9aLK1wbk14Djv1xJnkbiDL17Ypxf5/Pv57zzuSNjj3vvT6zmTsl/dxHLBezUMQE4j6nZuJu4zDINJ2beMaXn+ZTNSK1qroe612Sg2LkaQ0MqbVpI40+isyRiVDjXTXjF1aM8RcJivuIAK3ttsgumGlEclzfI9t4G+JfCuGcRZJmbeFtZtQZU0z+RpQr2dcx4n8jhR0kTApAMODze8ef0RdzefMt3fU/KB4JtgsZjvvF1zUx0LvkcopLm5lHkh+ojrI6EzZzPnPKlJ+4vzxM0FMQixkc7MsMjeW3JCEsMeCJHQX+CGHn91ycX3vsfmO+8RXjxn7gdmIJXKvhRmlFlN8UsttTH2Z7bMweWCFLMZCOLYhNjawjO1LDe0Lx42+Gc/L0jEL5IdfJMg802OtyNYfMWVsLt025hyujMuaX/fOzM0zvPas1atza8UKzeWdH4pB77uBb/s1Ja/VwOelnNYOhcVW3hGk65roFhwiPNzNlKUX3EIu3PY8/R9b8Cm6jqFulolLnRgPfEuplLMRd0bOHlqeVbE23VYMgPLfGz02eUeS8oD3mW8iyxCQ8aePJkvP3pNVYoud+b2Wm0RVj0h+dCykGz6F9bhSNTZ9ETSdLQ0PE3kOnE87Lm7+ZS7m095uH0N8xHI+K4pQImixdvNQ8RwBxcQHEWgkgniGLqObnOJDx1dv4EQwQn9cEHXb/F9Z900cSAVrYHaRKKTQHImckM/IJdXhKtLhhcvuPrg+3QvXlI2W0rrxk0ooyozjiIG4opFSHyxQEHO1GmmzonOOXbDwMVmg5bCNI6roLRj0SFqoL2YaO+6zpYy5OfY73IW1L+N4+0IFtIAwAUBdrK2U32ARY/gET5g8kn03pOkEseeMptUvmpdOQB2vU+ipVVO+Ah8febwhdN8UsqcBwsaVrDgCX3fr8Sqc1xh7cIsr9U6Nn3f2yi2Kl5Mp2JK6fT3S+rf8JraShIthdqGxpZWrKtqylVn5QGIyfDFjCPiJBKDUkRxzreuSP7Cez3PgpZgoWvgO7umbUaiNBr3OGfmZHaLNWfmNJLnmXnak6eZUmeODzfsH95we/Oah/s7mEfDKVwjj3mHQxqb11mZVU2m374giCeEuF5z2rXoNpuVmDVsL9EYjAchxncxuYuABo/f9Ph+gK6ndhG329E/u2bz6h36V69gM3AASjGCW1aYijI7oTTWKK0MYc0obFaGWulCZLe9YDdsmMdbxnE0EeJcHuu9yolftC6zXzArWALOt3G8FcFCBKK3FlFFl+lxqmv5mMeIWDU3zUaHc5HeB2YKpTjqxcaeZJ4gNwJuG5UwfcdMFOicdQDaE1kWUuvK1ViYik5sYK3KSduQapslilHHozMQsBS7G4xz4XrYcvn8mYGXwVO84F1v7cRaTJEqmAxeKQUtzeF8Y8K1oYsc9j3HcW9EnmL+HaE5Va0bdy4cDyM527yJXUfbCCJKNyyifwuO8gbvDSMpLxN9v8FLbGPtC7BpUvxhEQAOgei90Zadw/vTclmzjipUjTjRlXI+zzOH/chhHDkW60xNxwP3d6+ZxgNaElKP3Hz6+9zfvqGkCecqEgpicCHiDRDNVYxcV1zrwBSSmBZoxUHsmKVD/Yawe8FYMi5uePnqXf7CX/5nzWzKRXwX126NBVUb9HNdh7+8wG0GZDtQg6fEQHexZXt5yf7qmoeUOaZEweF8RMW0KuZqFPg0Z+rhQHg44B4OuMOBTbYAl1R49eyKd54/4/n1FR99+CMOr2+JGsgtcG4aexlR65y0Mnstd7GisbZ/LBqttGaAN1LSaQ1wJvlYTyzZX/R4S4KFELr29rTddWUB05ZU3tzBzy3n52lGMVHYi90OP8/o1KFppmQjF9fW+7YWW2um1GJ3yQp9FwnoyvEI0lL+0rr33p11TxrPgmobVE5puY1gV8QFutjT9z3SOBs4MdYhoI1IRruDuFaqxBjXVL4r9v6iNzbqNE02BHV2eBN/XEHPpWSxmZBKTufU+UWzwjKVu3hHjBPeBTNXlmCBWh0+JWvP+riqk3vvEe+IPrSSqAWtUskVlM6wBWfXLeWZ4zgxzebeXkphSgfmcaSkiZIT5ANpPFLGA2jCRYe4au1PKjkn4JRBaAP+TBPZEUKHBo/6HvUB+oHdO+/gpkT1ge76Odt33uX65St83+FCd2qdtzJKAkjoyZ2gMZCCR4MQYocMHTkE7nJmFEg+ULDJ5cW0eEqmw6EpUecZ5pkwz8g0G1aiBR88VxcbLjc9Tir3r2/IKRFKhaqWgaipjSwWUdqEn89B9PI1GW9RXYPDcqx/+y0FCnhLggUiSOzXDWnz+Za655Z24x2x34CTdWOE6ugJXNCjm535Yh4O5PHAeDC36rHM5Ck181mLtD70trFqxReLB15Mt/Ec6ZfWYaiqbZHW1lWs63yBa+SlUkERQheNYhw6QCi5ErvGRD2zNfSy0HWN2OWdte0Ejw7SamltbdCZvACprTwLnUn25ZyZRnNWN8m9FhBzXV/vnEBcMlBv8D4SfCSGjhj6FhACOo0mivUkWCgmu+ece4RPGLHLN4JTXedcpikz5cTdw62J2qSZkmecFHKeyC0IthOCBp62C94AXQDjQwTnreQDZtU1Oze8ROk2A8/feYXe77kfE4eqHIBt3xupKsRHruWFJsjjBN/1hltgNycXO4jmF3LMhdnbuHnVZgJUqtGyq5WBZTYmap0myjQRckbKRKdK30WuL7ZcDD2+FMb9A3Wa0daxy6WsN54VF5O6Fg7adFfLI9jCwHu3dFvFfQHTWHp68jVB5mc93pJg4ajD0Orhdid3DlzA64lM5YcN5j5tcmgaTKl749sHPmeO9/cc7ztKdeuIOyGvyk9GwQV8h+sdpWS0GE7ivJDSbCbCbcZhUe+queK852Rg+5h0lZO1H7t+u97FSpXTpGsreSxYNAxFTtOk3kUktOwmBOM9hA7vT50RwzgWsNSvbNP192uFshB5ZFlJLNOnAKkmjkx4V/AuE0Ii+GSt3i5S2pCiyon8ZdmEwztHiA7v4lqqCI5pTiwwmmKBfJrNDf3+8GBepXXGocQI6izjs5JPThulwklxpNp7wNzVnFhGI7RWeG2jgSWhatc/dhtiX3DFkRAeciHMM855qj8xTO08i5Ve3syr1DlqDAgdMRRiCZbhmCQXikPFoWUhUVViFUqxLpVlFyNlGiHP9KIMvedqO3C97YlSmA976jyiNSN6ak9XVaJrospfsrGL2tzJ+f88+lkXstqJb7OsmW8rUMA3CBYi8n3g7wDfwd7Or6vq3xaRF8B/C/wq8CPgr6nqjdjZ/W3g3wYOwF9X1d/+2hfxHrm+asitOw3byInajAgaI1ls8TtVYqpoGxQbhgv6XEEitQZev37gOM1MuQID5NF62DECBbZb+m1PvbunzCO1tDDQ1i+uWmq3AFBAUfPfkDObQhVPrTDnQuwHtrtLfIhmFiM2F7JyL4JbOxTaCCDOm/JVjLJyJkqpeJ+JMVLKQOyac1irPxWYU2kBDVQ84qOJAgdTzap1SWkb72HpBtUla6pIzeb1IcVKqdm3eYi6alcs8/yCa34agT72jwbbxnE8A28t8xqnmSkljvPUsptqGYs4fBBqaAHMmxao8UgK3qnJcZS6qpkjy0h+C/Sxa8pnziJHqUzHI/dv7phVCV0P3YZZPHc5k48jcz2u4PgaAJ0xOF1WfC9ICHZDaBOiXjzaBRS/ZhSqiq+gGeo44UrGz5maMswJHSfm48jz4Hh2ueHV82dc7wZ0nkwT47DHFSsVqeYG55bStF2/U76JedYKLBQ3EVn6AKwhQy3ELpjM2d79Aij/ixzfJLPIwH+iqr8tIpfAb4nI/wb8deB/V9W/JSJ/E/ibwH8K/FvAX2pf/yrwX7TvX3lIjHTvvf+onnQSTrL/7tTaW1SkjBsQmLJyyJlDUubjRB0TOc7UfsOcbWSbIFiB6gnbAbnsCZuejRdu74+UZOIxvioX2y3UypzGtkDbJ+NaBD+78CoerU1ktQrOR7phAxJMZ0Ir3nenDxmHNPOfpTtjbUsIQdZAEoINhKlCLIW+G8jORG3rmeTdQiBbSGFLi7X4RJ7mReAaZUlxCyKGdSzENyvHGoPRs/JXlqOiTelb6fuernSUlFeuwkJRF1kmgI13kFNlzNY5CNG3mRaQYMrmi1yceJtZNZtKEzVyvqXf4hC18qOoaZpUWu6ttQV265S5Avd3D9Rhi3aBorBPhZwq1cOUrXQJ2BCikbvMl6ZzHgk9MQwUb2VWrU0oWr3hTI3nItX8V3ypzMeEasKnbNOopTLngquVGGB7MXB9taXrAg93n3N/85p03LNpN4RFWtGYuoahLYdTKz3sM+BEKW/dsmVZBoUllLQnO+2rpWv1LR1/ZrBQ1Q+BD9vP9yLye8D3gL8K/Bvt1/4r4O9iweKvAn9HbXX+XyLyTETeb8/zpYfrOoYPvs/CaqSlv2ubVE4TnOraqLQTtDgGhC5Xyps99fYBXxwuCzyM+LghT6bjQLfB+Y5uN/Dsg3eNdn08EIcNvipuPlJKtrqdfGo5rdqXZ90GVap48y9VodQW5EKH9709h3i7O6sa83RhUPJ4ctS3D9eJ4sSbgY/K+rOIMM0FlzPMs7Xcqpn3Um0DODHC16qbWTyoKWQtXA7NxURtl8AlRp4qDSNYSr28UJ/t3bfnbGJE0gDj7NcUupSCXzLAhrGUagEmqRJ6I0mF6HBOcVKYy2QzMFQDnpGG4VgQdUs25JztkgVQBbuO2tD/ajWXd56gDk2VsAm4fkC7ARc73LAl7naQsjl4nWUWIoIEj4SIuGiaKg3EFISsIFO1oAGm66pKUHCposko22VKlOMMUyFWZRM6dlvHdtfjvHI43nPz+nPubm+gFIoWKAZMiwjBh5al6jnYYBkVJ0B/aatrpY3IPz4ea7Z8+8fPhFmIyK8C/yLwG8B3zgLAR1iZAhZIfnL2Zz9tj31lsMjOc7O9OqXK8nhk3YkpIy3K1+aH4dFgaXj2gfHFhrG/xO1ecP192P1zlbvDns/vrK+9HXq2IXK1iXRBGZwy3rzmR7d3ZIGkiVxnHg4PoK31KnCuMuSckLVSq9gErI+I66hUXOzZXDxje/kcFze2AIO1HdUJ6lvduQCHzj/SjjgnQQ2bukrtTTnRdRcNNJwYR+MrLOQp3zKWc5FdVSV3PYsnqlBX1mcpZR1aMvpCpXorSYqTZZqjLV5rO5daEfEkVWpK0KjUyxHbtGepiXk2UZ/Q9VwMF1xcX+GDEL0jBBiP99zf3hq4WRvlWSpIQaRa5qQZJ6ZSZeByZ7MpOAgBt7syxqaLpCnR9RvuxsTdhx/zst+wffGK6+99j/jOO7hXL/HPrtnN4FomdgoW7QbQOWifUxFFvbOsscCmWOknDXgnK2me8CnRV2UeJ6b9nnI4UI4jHrh+/oK/8k9/h7R/w5vPPuP2ww+5/fAj8t0trtqYvc42aBa7rhlTQcM5bT1wihsrN1dkFe/5iv35hce+ik/08xzfOFiIyA7474H/WFXvzl9cVVXkVEl9w+f7G8DfAIiXV/zkk8+sxDjLKNaaaylD/NmAFo5csR68ixTfkWfF+YgLnu7ZgB56/KZDpiPSd4gPXD274leeX9Lnmdd/+if89v/6P8Nnn4BTE23dRLvj5sdkGaBpTqoBXQheIiJmHxj8gA9Da6Oe9ArO68alkyAiJubLaSS+XccTKOUd0QmSjfvhU1qvybxwH9qYs+lRuEfBYn1eWaYZTzYEywCT1qaAVSu5BsRVai2WEsvZOD5ymoo8fX6tHDQLPossnq4PVIEQB/phw9BvjCfiFS/WAagpU+ZkAISr0KjgVqWXVqtb5pNpG8V5cMEk7YYNxJ7Yb5BcKRXi9ooUB+YY6bcDZTswdZEaHPSR4F3DClrps6TnAtXr+nktScuiy6GqOG3+Jq3d6Vu5Nx6OpPFAmsbGwo1stz3bzcbkAY8jdzefc/Ppp+zfvCbOmSEEci7Go1iyButFn/7Nie7dThH48iBRG8bxy84q4BsGCxGJWKD4r1X1f2gPf7yUFyLyPvBJe/xPgO+f/fkH7bFHh6r+OvDrAJv3vqfqNoBN8AmW2lsrDQPMEVw9pdD2JK4paPe4YUu38ebX0XXE7YaaZkhHLsrMto/sfOC715c8TzMf/+B3+cH/9ztwd4fbbth4ZT7skdCjpZCM8oNrQ1qo2NAVEMQQci8RF3qCOrpuQ4itBHFPhpak9QrEWqhuWaxi+pEKTTlJ2qIxl7aFPDTUakQuZyQxS50XH5C6dhIWJ3hLUx/rLS3DSqpKORPOdSFAm3qsUlY1JxFZxVqWse8FU2lrorVxG64k3qa7QwfOdDy6bmCz2ZqQsBSoMxTIKVGmCcNQrBHoaILDYnyY6oxjAY6MoC4gccBvd+jVMyRG4uU1lMrxfs/L77zP6wLTxcCw7Sm7DWMXmIKwCY6ND6eA1yaYTze8Ck7OgkWLGA2XUSCptYQ9QkSRmhjHezTNiFS228h1v+Oq69ho5c0nn3D/ycfcfPQJhze3MM24igXKJm7kxLWJVSsFO+dOeNFTvdMFkmgYhZPT570ci0n3L+v4Jt0QAf5L4PdU9T8/+6//Cfj3gL/Vvv+PZ4//RyLy32DA5u3X4RUAznn63RWwaDeekNzF+1TW78ud2lkp4gOu35C73oaXnI0Yj96TQ08cPLutZxsCz/sOfXjg9ccf8aMf/IA//N3fhXRku7ngous45MnqbqlUOUnfG1NRqWrlj/N96w4MuDggVQhhQww9toVcMxButF15/J7WTgqnu0rVerZ4WbOZZdbkfJ5kATS1TamuvJB27WpRkBNN57yd5kWY3Yx7UrZ4NcUnam0amW69ky2ZnPeG3q8G1i2zSNkc2UNYBHqMmBZjJIYearZJ+WqCPjonyDPeCcEp3oGJ2bXZHbHMLGtjzyrgHKHb0O2u8O+8S+wHLq+u2B9H7lLh1T/xF+nE82aeyZse2W1xFwM5BqY2vUo1ungRNQNnsaxhwQZdey2BBt6q0UDUkavJBxiMVXF5xNVCHx3DZsNuiFxvtmyckm/v+fCPfsT8+jPGmxs4TvQVenEmoTA3YDO0INzWgAWppuS2nNPS/eb02Pp4Oxb9z7chs/jXgX8X+Ici8g/aY/8ZFiT+OxH5D4A/Bv5a+7//BWub/hBrnf77f9YLqDhKHNZU/fxrpb0+ChRts1XBhwixQ30k5dwAsErwji5GvI+8en5Bp5mdc3z0+z/m9W/9Fh/9o9+j3L4GEfLxwJxtWElLMsajX9iabYS42oZBIn23RcQT4gYfO3J1EDqcD2uHQLwZKFcJLQDWJrzS/D+XrajVhpCWG4mI8S+gDV1YBiPVn2TZGi09pfQIq1i0P87H7IFH5YNv1/LR39Hq43luYOdCiGp/37xKpVYcNsDGGmhoZVhkGAzM9F1ciV7eLxYINs+S5pFaZqiV6B0i5tYGp2lgpKJqgOzKJ/MOuoFud8mz732PfrNls7uivH4NN7ds3n3F5vo5x08+wV1e0F9fMby8JnU9yQvFCThwrTVu2pjtemasvFgzqdOkL7kZUFNMraoqKc10JfPysmcbAhvv6J2y1YIcj0w3n3P4+FP04Q45jMSU8ckGHClKnrJlxA7z85XmGcNyAzn/8NzXZAtf/I91jfwSMoxv0g35+3x10Po3v+T3FfgPf5aTEOcJu0ur553DecG70PrgZ4NLC+C5toMsPS3Bo9XhumYT4BxzmYkidE6IaSI/3PLhp5/yB7/1f/Phb/4G/OlHcDzwbNNR5pEyJ/MqEWn2A+2ODM3iUJqMW7S5ijAQuh5xHT4rRRxO/DotKutGbD4mXyDktk1sFU6zFFy6CqyKU+7s0ocQkM4yi5wzXdc9yiw4k+RfCDqPrrOcamIp5VHGUcWCtlexjVpPWd5yzdcyplkn1mzu6C5EfN8zXGwZhqFR15vOaHsfBn5ORvmeE9SC8+ZNa76Pi6JZQapQnC7ohX0YPjBcbNldP+fd9z7ADz39ZsOhVNhuYNhw+c47XGtFLnYMlxfsrq6Yg+M+J2jDiSraAqG21qy1zKVWk7BbcJ2cLfvSpVyzgOkooDMbJ3zn6oqNVphn8v6e8XAkPzyw//QT8u0tYZ4YcsUZQw+XCiSLwotuyNKOFx5f7/PjtNofh4f6Jb/7yzzeDgand/jdjkWSXh1U8SdzlAY+LdmFgU/NHUscSQAXCOLpnTfPh5LoohCDEMY37D/6mN//jd/g49/9PfjTDyElhj7SSWEuGaQQYuSY88lyb53jkNbyNP5H32/o+i2x26AExpTN18QFSvNj9RrgHPOVpT3ZuA9tUbr2PhZFJxYw9OyOv2x+5xw1eJxAFJuncU03Ysloalv0K95Q5VHGpmoAbWkbYQ0YKjirxilUcw1rGcryOaxBSQoqGRB8Kdb63m7tqzFxl+lYrdkmNaeZaRyZxyM5zxjVVM2iYBl2o1EozrJJs2cPMGzYXl7x7MVLXr16x9qym4GLy4n+2QskdlxcXvJe9MjFlmHbE7y1RqeazdldDfsSNbl/r5Wo5lkqTftDqrVEJZudIV4J3jooHsFLJUTHDseOip9Hjjc37D/7mPnmlrx/oD7c4+8PhJrxCj4rmlowL5UuBCatFKUppluZbUr0th6WzOA8UKyf6xkdHAzfWVrz62NtnX17LIu3JFhoCMwvXlqkb6PqwqmbALZgzzskgJGfcia0hSYidLEzgtN0oK+ZZ9Hzo//j/+EHf//v8fr3fgD3t/h5ZkCRDAc/I71QxTNJpgaz6vP4hhu0iUACVMecE7koV8PA1fNXqDoexonjXOi2W4qal4VzDokdru/IqS0MZ/6iYpQ8PA6vFiSCP2UeuVQUtZrfOWpqfAZX8c6o3UVmdrtd4zXkU0lS9MRFaMc5bRtgs5FHweXc7GfO+eRtim34XM35bJ6MGKZuoupMqdbSfvHqFdvNBT64tQ3oAutrRO9IoricyPt7fM6UNOOClSKQ8c60R1LjVEy5gh9g2ILfELY7+t0Vw+6Sl89ecfXsmjFnEM9YC7/2T/0aw3vv8k4MZISkJrcovmPYXXBowUu8UH1BJ8v3JAvu4QCHPfWwJx8O1DThHQxdoDzfsbm85OpiY87uk4Hm9eGejz/5kPrwQLp9g94/4I8H5HikH2e2c0VTbtKPJ7A5dn7lbVQBamnrq03IrNnF42R+aWW7tiaBE0a19lj10f4QTtnl0yzz5zneimCBCNL3p6lAeBQolq5CfYpb4Om7yBA75nGkajYNxi7Qux43VdLDHR//wQ+5+/FP4e6OOGf6Ze5GKtWZH5W2n+1hB7ow+U6nWWqmVkcuqW3OzDDsiMWk1VYVqYa15FqhlJVcdQ5gLgNhqvbRazWsYr0kT+4J59dibcM+wXCsvQxazEZweZ3Hv+u/8HxLdqMixOAJC7iMSfr5RrQS17oVLJlewKkibU7FiUPbpGtVa+i5RWS5JPI8UprjvQhr29YC2dKmVBsdr361QmDxWqk2/j4eDlztdviauegHvv/d97jcbbm4vEBdIKuxR4v3tmYQZi2NGr+cn6Jq7eY8z+g0UY4H8v6ePB9Mx/Niy87v2GhhGCfquIeHW+b9HeWwJ332MfW4p9zf48YRd5zxcyKkCVecDYu1ftfa8TrLGHQxKTrbBz/P0bDbX/rxVgQLJ0LXxS+4PS8LdmU7tsyCdaEvnAWobZNYCp3YxADHwt0nn/DTf/T75I8+gnGkC7615qwWXtpl0ghf7ZVZzWll4RqUBnAqcxo5HPZsLo9cP3tuilACRWzSUxqsXkpBUiK0FPbpezNuRHug1pU56VYZ+CcUYOdMs1EcuWULAKhDnU1+mpeKW5mhC6/jlJVZ1iGN81GlgmctT5y9EM4bSp9zJteCK2oZUtMItee0dm+MRjSTpdW4liuyEBFN4+K4Z5yOTbXbSrrahusahYGqYu7xLOBmAa+mqyFKGSfuPv+Uy6Ej18wQIi++912GLvLq2TX1/2/v3WJ1y7L7rt+Yc6313fbt7HOr6qrqrnK7uzrdOLgdK7JECE9c4hfDW3iAICLCQxAg4MFJXizlCURAIFAkgyMlgIgQF+EHIpIgJEuYxG5bbbvddnV1d/Wlbueyr991rTXnHDyMuda39j6XOt11us4ussfR0f72t7/LXHPNOeYY//EfY6j1DFm1DS2O1js0JdYkvNrWdYhZT2quWIgN2tY06yXNakG7WVI5YVTA3dBSLRe4EGnnpzSnp7SrOWm9oj25T9psYFPj2ha6Yr0hEpOnTYb9GC0OW1NdHgf0lG3JltwF1+JSBKT/tYtCDX7XgeIfrq/nLVdCWRixYFvBqqu8pE5yf6CuCG5HpDEfTcSqP61CABRXWASibVpSA+sH97n3nbepH9yDZs24cFSFlW/vrHTN7FCT1A9ny9zMuzVHMpx42nrDys+ZrXdxLlGWnkIzYSuvAAeQrDt4h21qDpF2PUdhYEllfsXjbnw/Tdlq6UhXHQaB5gxRvMXyhS2gqvKYRbQNy3ZAqA5aPHrvjcLShfGimEk/+JzuvcPixMNr6cRYpJGmXrNeLXI1LM08DGjamhQa2jYRNVhjJF/YDOYKZDhLjy8RCC2n9+4xUqWNDTs3D3nlsy/TNjWH4xFRhbppqBA2KVKLnbsboBW7zkY6dq4luCUSbWzZtDVNu0GbBueVNoyYtQHWC5r5gnh2TJrP8ZsN1Ev82TmubUhti0uKS1YpS1OijhYpijnBS0VyYScr4Nst/OHm71zpx8nwdY9zKeQj1s3zkCuhLIy3l3oqN5215rZWBbL93cTAQYl2KpWlp3RClcCHxPLoAQ++/Tbf/8bvwfwM8TAWgRTAKUE6xZBxCdS6VpHVQ0dwyi6KqNG9IdG0a3RjnP8mbBDvqSpHip1SBqAAACAASURBVCmTi7bXtg1rKqlNFt3wkk1rNzxezAzP7hVKzwGw5KWuGBDmm6oxCRkoC7UJykBeR9oazHNHzOqIYGQrTUByCjoMGJySZ0YVcdHcpIH15MQUReFdTz4jeQs9i+EDTQw4bWibFU1rPBbxQjkuqUYjkIJNSrTNxpo0ibP7kIlKXWjZayS1NWG94vT999DFnJbI7diSlp8j1o4dIAiMC0+VlFWEdbIrXYlQZ+KbeIcUggYliRI00kSj1qOpL5TkNLKjkbhc0B4foafHVPUGF1ra5QKWKzRZzc1uVVq+DLmXaaeYjY2KWBm+fm3lv0vK69o7ey2PApM5gPOIVZEh2wuv/UlZGFdCWYAaup5dDBn8vOhvsw0JqpXH804oK1uwI1GqVig9PDw+4uE73+HkW29Bs2bkLLMxpIbU+ej911/MJjWrZfury0xFyXyANgSIwmo95/TsiOnOAUU5Ylx4qwXB1lTvSsV0hKTuGpKk/vpUrfLSsL37MPR5kd+f5yc9imEgvp+bITo+DJEaBfzSIlKXQ6dYstngtcNS/8PPgW22a897ufR3AE0toW1o64xXePDeCFz7B/u0zZT5mWftzqnrteE8IVldyyh2+rctzXLF0p9a6BXH5vQYP6qYjCoevPt9qr190mJBUY2Y+oJRUVBqokwRQVj6Ai/GEFa1ojdBktXldMbMFRFjymqikkTpPJUmQtviNmuKeoNvW4rQ4kNA28YSyfKpbxm7htu0F6vV5M2+ZVh1G73f8HmtfBT2cNkNeZo8b1fkSigLL3CYGxxf/u+cbVBTGpcXbYaOkmOcYOKEnRgYNxvO3/sB7VvfhHe+g08NySWWJKTyRI2GU6hAyt0d0nbBO82ZoU5RsUa8KkKRm+U2bQ0qnM8f8O3vNrzyymc5uHkXV46JsSW2DX48oyxKwFGIJwa1RVfm/hFO+wK/W8B2+69zalWtVJ1zzqybzF9QIi4ZAY0OVO02eRTDMLD500TfF1acldADUwz94hMs05XcqkC2fJHOm97yNKJZW9L1X3V91KTu0uxJeCKbzRlpc85i/oBQn4E2aFBC49k/vMPezozVesH87JTlcs5qvmCz2SBNi1QlUlb4coRvW8L5GVQ148kMnwIH0xFyfsq3f/tr3Hnjczz81ivcuHmL/Vu32B9N2S0KFikxw7FRWDhHrYZXbfJJnlxCy8pIdWUJbUOKShMaUjViMp2i6QCNgYVG6pMTq0rWtrgIKRkuE8VZa4CkBHX4QQIigzVrxC9zQ10yVyXzxXKuzcW9MVQe/b26zJ+B3l3vn/sJWBdXQ1loYlavev+388m996SwPYG7RdmnQXd9LjQyRtgtCnZjZNSsma1XcHYCKVKUjrqtkdKhErEt7C8QngSBnHsSUmMNgcTMeLNeBcFqN5RlYT03Y8NmveD46CHVeMpkx1NNvfWtdHZCl0VpXAe9BHZnv7kreeectxFdurFJt+XipUfxHz3lYeC35sJBYLpEnfaMTFNOHXu0yzC1mRhadIiR02IHMmflJQwIWlzCJ3K9zK3loqCB9WqOpAZSg3PWl6SrF+K9Z3d3l9lkwsnJCE3gywq/rimrMaPJFMSaCDlfUo4qRuMx0/GYncmURCI2G+r5OUcfvs/IF7SjERNfMCk8Upb45CjblspZcZ+OuCc5NT+puSbOj8DVhJAIm0BTRVYhMptNGIU9NAXOT08MSysKcD43OSKn8ws4Z9nFIj3BywFIBtbTtttYb1UO7l+38TuC1iOWml5U3Nsom174/Wn4xo8rV0JZSNviPvwQsDRcxSjNqUP7xaIWXbTaFqpSa47pO0cbAksFmpb1YsHx99/BrdaUzkA2vEe9YQ6kLYXWdxOb/Uffbw61sKN4e78qHutVobEFLFQYW0P5j44ecOgqpgfWW0JjNJMpdUuJR2opPBL+vOR7DhXC5QVgVbUE1Gc0XXvQV7zLaXDdIk4XFFWvkHT7PU661glbZTF8bRdR6f532ahJt2zRNlkimhMlOqzqNIEYcrvCFPDeoQ7aUHNy9BAvMBqNGFWenZ1dUkisVism40RVjhhPZpSFVcZyziqO+2JEVRRUzhPE2LNpU3N6/wG74wm7ZcXYF4x2ZpTOMXEwdp5GlFZzLopzBJezc8uSVFSoLywpsahI0tC2gaP5Ar8/xU+nlCEw3tujyRXLrPxAyFEbl7EkyV3YM9CdFUKf9JW9E3mMFTGUjwqHPsLSfb4ex2PlSiiLtNmweetb/QZKYmYdfltboaN6bynHcF63NLmZzvroIX7TUNY1xWrFg3feISwXjEXY9Dc2+8GZFCMi+EyQsg2S28xlkNB3J6zFv/oT3jYXIEITIpv1AnGeyXSP0nmSlFYgBTu1NVlvjqIo8KW3vBMv2w+UHHzRi8tDc6XrjhsxtChCSjmSY7UqU5TeHUEElzqGa8obfxul6RXQFrQxLNEJhRRAykVpLRM0Q6c9RhGCbpOXRCA32unGGBW8MyCUFKnrFSFsQCJFZdT8EAKnJw8RIjs7O+zvHjCdThndHrNer1mvNpktO7a+roPEOF+MrPResv4ivizRtuX43n1m4wkTXzCtCiaTipEf40SYFBBwqCYacdZQyBsvZVOUJO+JXep/WRF9yappuX98ws5sxO5oTLUHO7duskyRViOyrCy9H0uu8yiSrdPot2ktGWnKM30Rc+hDpvk5R1caTzNVPhOvHqcM8nNu+MtPUK6EstCmIfzgB1lRWAy86TRml1Q26DIeQmCjiVCUnK+WnJ+fcu9bb8NqbclQ65rd8RifQm85ONeFrCSb1JI3vGVYinZtBe2GWR2Iizcgxmi+JWKRA3EEjCbcbGoW8zNElclohBff12sQV/Q1OIcWwrP4kt0J1CmJYX9Rmzzpy95Btjpir2cvgMO9pTLENjvFAbniihWk0Vz3YhhO6VxBn6tywfZ0cyJ26ich5XJx1oFsw3q5IKYW7521GXV2P1arFaKwWa1pNi137txhb2+PsrBNnsjWjMsgarIIg7bBqP8+u6cIKcB6vmB+csJZUbI7mXJwcMC4qsAV7CiZMyNE56BIOFdY5nzhiVVJUZVIW8F4RGpaQr3hZLngeLHEOcfueMT+3ZcgBpahIS2Wlt4v0TCp2JoCcxDyPetct4v381FrcXgvunyaTzr346PkSigLCZHR+Tmw9dEjtjHK0QgwH26zWbNarVitVizrmrP1ivlmTVivYb6wBeQ84pX1esG48KCBwjmSpp4tKB24qXCh4IpiisNpjgzE3nf0Ql/Cv3RlLs6ifRhTY+Ts+IRms2Fv7xYh121MIVCNKnOlsE1p2agdAm7fa+dSdk8GJ77pCqsFmlKiDZnwpDZLQE7/7qIRmFVQbFP7zcXZViXvsBqVjh6UORaS0K7jWbQy95LvRyGe2gAQ8mXnqK0pIOccVVEgkmha0BiIqWW1XrBcnEK0ug+hzenZQAwt69WCemM9RZyCJGU8nlAW1dY97EPIHRjo8doBwc7qc6CkDcxPThkDu7Mpi8NDa8swFaaZY5GRRER8r7jI7QLqTWMYQ7IDoCWxqlc8ODlGSVSHN9i/eWhh4NWC9fEJlEV2WRM+WBNsJ6UlyMEg0ma/d53tO85Md38AUgw9JV+EXGMkW7KwzZXK0lHDrVJ8BuovKaDnKVdDWaSEWy3yYhBcZfUnVRQ2G5rYEuuGxckJZ4tzFvMly83KYIamybtFQa0RbYotZU4X73xrl4xkVGSqQA/QXRiJmunvMA6CDjI4xRl6TcKLy60tcudsZ8piWS9YLBYc3soJYuL7Kl8dGGiApr+IO+S/Sfeazg2VbThya1Vs3zckgVlOhrFG0S2Tsvvs7vP6OR9YN6qCx8KIl1PXIScwgZHMct3N0C34gd9sWIbR4VMw9mdTr2k2a6zfgtI0TcZtPA4lxkCMgqYVR8cPSEnZ3d3l8OC2ZR6jEHV7v6LiXZkzRI3l2Wq0exc86/M5Zyhnu7sc79+nGI/YH1VMnVmSzkvvcmkELQu0KvGTMcXOlCa1bEKDawoIJatN4OjsjARMJiNmOxOK3R2mhzeo79+DYLR/q1YGvnDWLiIXF/bDOX/c2h/MYVSr19rfN2B7JDxh7/wEoh5PkiuhLDRFdLkwdeod2gp1SrQhcHJ+xny55OzsjPPFom8UpNGAtHFScJ5WsFT2siA5T8r9Tr1zpBAoRRjjiU0wFDsDmV1B3iGabBWk8+f5XAY+JSauIIQGX1o4NMUWp44yV2smJL737e8gyXPj5l3u3H2F8c4u802NSgIy0zGzHZNGnC9yHc2sSAYn91aVad8eoSi2CqStw0XF0rsjwnK9zqHPrfvQLaYi18yES2i5KDF3cAes9kIy5dAGZbFaUTeWsKYiVOWY0dg+q21by1RVzR3HIkTr5k5qwfiLiIOyKpAEXpRN21D4El9UnJ2fcnx0ys7ODrdunnO4f4PZdIfxaEpVVTigbYKxJYHURFyhVGVhHl9M1GfnLJuGeyIsFnPOl+d8ni9xcPs2rcBYHIUTygTj0jN1niKMSOOKZjJiXhXEvhanp2nPOW8b1qdnrJoNy2bNywe73H3zp0nLOWf37rM5OkHaQFF4XBtp20ho276L3IXTPiU7QFT7miB99OQSE6tblR3o7iXXd+kYoLLFPD4BfPNqKAsB0EhI5m/HGFnVG5arFafn56zqDavVypD20ioxAX2p/v70FUjJCFEuKwBR7TkI1jA5bz3tFEMHPW2jAObXZ9MwZUM9P1/40jYFEe89s3FpQKNaluJ6ccqD++9TVSXt/i57+zPGhVWKLpyFF70nty30fcEVwzkNCtNcFbwjd+GsT4pdY6YRJ8V7seKvHTqPLa4QQr8YkyopRiRulUUMW6vA/nvAWJc+z1UMiTaq1TnN2aihNWXms+KpioJRMbJrcooQ0BgotEFzWvrp6WkuLeBJqbbs2mR4QYzR8ktECe3G2KvesV6dcz8ElvMzDg9vcbB/g8lkQlEUVtCohRSVsigQ5821SY7prKIqgBRZzE9Rp5ze/5AHu1N2pztM9/fRXIEriUCMFOJZOyEUBS0K9YQi7DAWi2rIcof1+TGkSKzg/HjOzfEUJgXjGzcJSVlvGsJqjXcRVShUmARzYVUshVzVEgudOrOkxVm+kGJV2bTL9E39zleG4XHXW5T9fcy2cXEhrynvqQsWx/NJVL8SykJRa3YTI5umYdM2LJZLFqsVm9aa1YSUDLUbFMHpUqg7QG44kY+bHrMkngwuqmrn2T92nNacZ8tHsLJ5jiBQJEersFrNOT87Ymd3xsHBATv7u3gKnK+2RXyy+Wz8B8lMaSsTmJ3YPMZt+PNxlkAfqx/wTzrXqa9FkV+fBmnSwnauzOrAFEVfKkpIOKIG2phoY6SNuaxgp9wGYV97rIhEfO4IGqOVz2s3DcTYU/ULZwwXL5IrhoFqzFMufXRnuZoTYkNMgfV6aRGT/Rv42Q6joiRKhyXlfrHO4XNqf5sCzSrinHB6NGJvd5f42obJbIeq8oydJyQlOkejwrQsWKvinODHI8Zhj6CeolVaX1AUE0RbYlDWm8D5fM1sNGZ8cIOgiWq+tOjdpjYOh7Y4Z93VWzvB2PZu2VoarovC6ROiHQNxcJFlPFgTScA/PzrFE+VqKAtV1nVN27aczs9ZbzYWPqvrPtX78oYZKgp4lIxy+fOH8qP6dg4GoOOAcISBlZJcrk4NYb3k9PiIqqqYzWZU4xH7BzepqpHF+DHOSMphP3NAtqeJSE4vF7kQGnvctXZ8h+RcXpD0vIdeaXaKRLcRFE1bOnpRWNKWc4A4YkgZXNa+dF/dWhRKs0sj7iJnxHcT1Ck5TYTYGtO1aejCgBeiAgNv3K6rw1fMmgPLVD1tT5nP50ynU5qmgRTYP9zBS1a0mBmPKik2uGxZpBBpm4bFySkPRx+yPDtjNNuhLEpGzhEcJIQiOSYu0bQtBTAZVVTiaERZtTXlZIpH0XptXJ71hvvHJxRFwefuHDJGmCzWBE0EVUskiwlfOOuHGpOF3rE1YhZvnqfMTu75LokLlP8LoNpgfWzxpmdYvM9RroSySKosc6Tj+OTECrDEaIvWtEQmGpF7XF5UAJf58sPw1FCepCSelW/fMez679fMT9BAUI9zJWiirZecnx1z9HBGWZaMc2UtKxu4BSQlm6eSrQ1xXVRCHhmTDpRA97gv3HsJLO2zUbv5TYmuC5nNd+ojGFslZM2N2mT4RAiBug2sa+tP0oZAl+7unFzAQbbDVJwobc6DscbH0YpdySAEzKOWT/dY1dzEajRGE4TQ0jQb2lDjC4vq3N25xXg87ecxBWvD6BuHp8B7y1KtfEFoW85PTzk9esh4Z4dpVVKNxkQxpV14Yewdq9YiGqOytBaXGqnXY8azGa4qqeeeZjln0zQ8PFtQlCNeevkOsrPH6OYhddsQamsCVcQc2k2DLOaBWOe17YHzrHL5QBQZrN1/UiyLlBLL1Ypldj0i2oOLqoo66Zuu9AXFJKexP2ajDym0T5PHxbiHpJnHgoDYYu78Sc2BGEi5sjUkAm29ZH56ROULbhzeYjLbwY3K3gIByyq1sZpvG4fX4jLmcklxDN0s8V1JPuOg9L1Dhtms3XuSvV5VtynzYpwWshtHcjRtos4VnurWLIuQK3AVxdbt6KwKS2CLqBrvwpRoIIaGmKulM5jHIc/DHnfj7EoBGIYRU2vKsPTQ2qyv1yvOxHG+OKUalVRVZe0ZUjLMK0b7OhW8qPWCTUqzWnN+dMzO7j6uGjHa90xHI7w4WhH2y4ImFARVWu+JTgixwk9HyHRGGSrDa5qW2Cba9YaH52tON4nZeESxf8iotYhdk8PNrNe4lBWrbOt6OM29cjGMahix8vLoqu24FsJF19rcmAxtfoSieF5RkiuhLGJKzJdL6s7tiJ1K0LwBcjTAXyQ1DXM7npUD/ywT1526j3s+P7rweQ4DBr0ohZhxralhszzjCLh5dIed2R43JrsGmDrLT7DWf1av0rk+BGLhQr10cmQZWgMpj3NIlEpiIOrlTNHObenaEQ4XaRcuDckURd22tG2kyaX6uvd3/VQ7y8IIU866gothD6KxD69aGBd6szufqJcLAV28N7kgcWypfEVRWCNlC9fWrDZwcvqQ0bhkyh6VL8GL5dVU1oiqAwxjsExmCZHz4xMmsxmuMCbtuCxxhUWyZl7YlAUBZeOEWgRXety0pNiZoXWD1C2+aZBkWMSqjtw7PefWjT3G4zGTG4ew2SChMZByUVokQwGs3KBTRaOl4efJ793pHyecMQxbfxJyJZRF2wbunRwDUE3G+GxWR1WCal9ApAtFRdXcZ1T7hTcMDYpI31RnKM/kaiTtwadOVMm9SI2x332shbvsjEj5RPUSKLwnaeDseM7x/Q9I0apZ37n9Em1s7H2+oqkDeG8nitWQs8StvNiLnOA1BBO3gGXaWg/eAQUiUCRPatPFDYthBF1lLee2VchDCMQQCMnqhCbxxKiEkHIZOoc4q4ZVVpV9ndBXxyoKR2ptscekpJx1G9vGQqgdvpLrq7pMf48h9PkTQ9dm6xYJKQULYaoSYscsbfjeB9/j/ukDDm4ccvPwNrPZjKIoqYqSJLFXNu2iNar4CD589wesN0sW81MEZVqVTKdToi9pvMONC3wJZ9EsqWLsmLgZKiXN2QL1nqKscMsaXy5oVgve/u77LD/T8Mrdm9y+cYe98YT5eMzy/ocG7G5qtK5zQ2uz3pLTvmt6V9Q45sPBObftXk+n0GNffFfRvheNyBZHe1ZL+uPKlVAWCLjShhJCuFAtSgZAn9L5vGw30WDCegKV6gWTbWglPA4EHZ6yQ/1yWXN3J0D3/fZZ2++MMeYcD6uhMK4K4sizmJ/w3nvf5/NfOOLg8G4OwTr8qKSJwTaRMyC3TSnToV33JVvUe1BbIsZo3dtV+2rYLmMernAQzG8edmu3nxDaaCHV7mQTq0rWpaZ474kl+JCvOUegyrLMwKZhJUWOgjjnWK1XOG/tCjolJSJIVaFhRZLUh4k7TGl4L4YRHBGzEMBYtGBkJ3udsK5XbOqaxWbN2XzOzv4e+3s3uFXdQhRGxQhxQmgCQSM+BUJsWa4WVGcjHnzwHtW4ZO/WHYrpFFdUzKqKNsJ63VJqpCAxGlckNyJowm02pLZFglKMR0ZQaxY8+PCIiYOZHPLyjQNGmig08vDDB+b65TT0trEetbPpDqOqYrVaWap7ShRFmRWFbksl0ikShwW2Qfx27XVr1RSx5EjVdl13GNbwEP24ciWUxfD870q7dUBf12lpSDx5UnDzMsj5LJbFM5txuU3UkF1nSikjGNn/7l0ksfi5Q4htw/z0IednR+zt7jOaVMTUWPk/lZ7S3oOYF8DDi7kklx/nJuPGI+msD7buyfb6thaYc5cUoNopZZ9zsTl113/24v+hpcOgNaJRzS8XzHna/F++P5eV+ePYpynaiVuHhjg/Y9nUzJdLFs2SoiqYTiZUVYV3BZPJhFE1NnymaZmfnTEaj5nt7TCeTnGVVezSFKliYMcD1RivkdMYWLaKjCrK3SmlgnOVtRyMkdB6Uoos5ivOp2MOJhXjyYzZ/k1OJhPDetoCKRJuVFncK1nkJUSrqXKxnsnFbNM0wECHEbgfR56HwrgSygIGQI5si/QOZThVz0ox+XEmqAOZHNjpN/jezjzuzJmu/F4a+OXO59OaIX27ZX52ytHDD7l18zazvV20iaTUYGHLAnEFIZqqtMrfRW+1DK/HS+5adXl+hhtNthmiQ7O+V3TpkuLBTmzx0IZo152sl4lz22SuzrKQ/Pl0n50y6SiE3HUsEGPqv0dtmvq+Kb1cUkxWSHgLoj42ygX5iBXaGFm3gbReUSzOOV8tGM3Glnk6HTGqJsyaGc57RrMpSQOh2XB2dsz0wZRqOuGg8oymY0ocUw/FaMqk8NYPZFHTNg3eC5P9HfAlyRXU0SqCh80SQmIxX3I2KjmtSl6+fYPpjVtUu/vmAraKeEflC1ChqWuIVgRZs/tFnqO+ty95DyAg5o4/y0oeWtaX18bzkCujLHpT+1lfz+O4D48+vvzcYyMgP+LkXkjHZguIigg46XkR1lQ3oSnRROHhww85OLzJzv4ezo0ZVc5qMqYIRbIEtpz74f0wQrP9vt66ujRfne+bMFdpWNDXxjJw09JF5RJzFkJUiyykZF3Po+TaG4Wn8IZRdMrCvtwYokLnIimhsQhKHxodTOXTQtfPMu/dh4mola/zCY2dSxapj9cUS4uSlGXJpDLW5/3dB/zJ0ZidnR3KsiQ2LWcnJ8i4oingp27ftuBTUrSpqQJUMbLvhZcO9mkSxOWG5WrDOrU0LhDHBVoWeKfUzYazxZrKn7K3s8NsPGHvzh1UlXUb0VooXEmpSp0xDGMWd93cXX8wQU4u69YQw3vVT9iF+ZKPSiB5TnJllEUnXZ2JbpL6zlxb6KKXx4U2fxKKotPWW5bddqNurY3u1Ow2aGfSJ0KwLuj3731AUY7Y3d3l9kuvsru3z2Zd08YAGDBHNuGdDpoli/SWzuVKWX0Id/DfiUO96921lBISdWsJXMJwbKMkRKyVQIx24omCd2ZNuLLAFYW5SPk7LX0LA0KTWRZN0xBCyhTwEhHfE+q6okJPgv470M8gjUdN7oE9Z2CqGBZTFIWB4M662IVgXdBiVlrz83MmOzNu3rzJ3Vu32T28gVQePS5gVPLqemW1O11J5TwZHiElx1nb4NTTOGE0G4Hu4EqHes/m/ASNAkSamDg+XfD+7IS7Nw+5+ZnXUFVrQBVPadsAOQcmpJg5Kx5roaiQWzx0OESP6eTwuuGeLkei03BCHlm7T3JbP65cGWXxJD7B9udj3nTBn3v6hFwG04Y/f9QxwsVu793PbjNc3rx5v3Ny+hDFsbu/z3Rnh4ODA0J0hLolpgBS9DiAlWPbWhZpMOZHiUwX/8OjoC4DBuc2DVr68Tlnrk1KhZW+U0cJ4Lxt+mLbKOmCJ6GmhCyyEg08zaUASl/hnLOmxFk6TKpTglz+rMdc49bxzDR1jYhm7kIu9gNKSIEYIjEjtYHWwqe65q1v/hF7Nw44vvsSn3ntVW6Fl6lRdFQRNivGRcGkqEhFwaS06uAJeHcxzwmziem4subPk4n1eD2ZkjYbCh0RY2TZ1Nx/eIoTz8uvv8R+aFisDNhs4tI6sI1GtKnNyYO5qFHMjbB1m6E8XGuda9nhUTxmZrpkswv3nMcD+j+uXBllAZcuMD/XTcCP0hX68oK+rGEfiXDw0QqnN9dFBib29j3dSad9hEKzzym4UmjbGpJydHKP3/mdOfPlKW88/JAv/YmvMJ1WHC8aUGU8mqGupGmaTLraRgjMDfEkiYg6kgTjazxtHvJ4OwXRbe4h+Km5GbK47vo7pZrrdXaKJ5coVL24oduWXJA4WmMdFUajMdPKyuDFxgPBmiZ1ClAMznPu8QqjB5P7Bi8dEJgovUUP2phoMtNXgcIZvborMqQxMZmMKV1BInH04D4nDx/w7e+8DaOKamfGa5//KRzwpS+8yU+//gaT6Q4plVY13hc0+7ucJViSWKTE8WbDsg6kgwk7n3uZ43c/sGtuYOKm3Ds6Z72OvHy4y+7eAW988U12pzOO3n+X9dkZ67amlIl1oldFczNrklA6smUluZaF9O7IxbU9LKdnlpo4tZR9fjKKAq6KshC5sPGGeuFpl3qZ0TaUy0rgsjXxpElsU+gBtm6D9jdGLfpArpw9VGhKzlAdAFQey6Moy5I2rKhGjtm0YrVZ8r133qYsPTdu3uTll19lU9fcODwgSUldt9sQWi4Cq/l06UFe53EpWm4KavkLiLkgqj0o5nNTZ59bDygg3vVuVYeDCAXExLgcbRvjQL9JzQ3UPtO3KAoEYbFurXQfENsWDQnvC9R5ivEU50us6bKjcnl+1JFyZzRNXXXxS6HUbIJ0afdd9znvPKqh548UflDMvV/DIQAADtdJREFUx2VlpF1BGLG2lkXBbHePsrIq6+v1mvrsFE4rNEZ+6zd+A11vGDnh5q07zPb3mMxmeEnspgZXVszGU9JyyWJUMN4ds0wN7E1gOqLd1IxcSbtq8dUUTY73P3jAqy/d5PbBPs3yHJoDTlLNZg5FVdA2gRQF8QXk1o0hBruvrrQ1lGIuyZhtTKUH122u8qGkiqrgpKP8d3NpWPAF4OhjyNVQFlk+jhb8UV2Ky9/3WB/50nMdeWYojzP9kmCbFmOZNk1jHbW8QzNp6fz8mB98/x0Ob9wmRWXn5muoJqK2CNZX1UthinTg59ujbaRAvMdla6ZIELA6Hl0F6eF4u83Y8SkuT7dkuvhFNyMrFGdp0EPl2xfCCeFiqNQ5fFniqhLNW9myMa3Qzjb/5SMsOrUCc9u+r5L/bS/LZ2+my+j1g8+LDBivwaweAtZOcjIlCaxOz/it3/xN3vvhD/nG7/0+X/jSm3zlZ36GL3zhCxweHvLarQM+3LTcW1rLQicwKoXd/RlNcuzdOiBIgZuvcckxKiokKQ9OF0wnJbOyYLq3i0u3cESaxRmL+RrBEdpk1esTVqsEA7gl1zWRXLejU9w+K1jItc2EbeaqwNCevhD+/vEjrhfkyiiL52kuPe7zngSCPu11l2XoCnVg5zAuLvaB1sNhsLF8gmpU0rStLQ5VUtNyenLM22/9MU2r/MKrX2Dd1HbaqKOQAlUrQad4NJOTyCes1Upw2Ze1fp4dQcUO+q1iU9W+jKDVOe2sjE6h5M1YJOsW2EVyBuByBzxLVkSk1NceaUMgqIX4YnZxjN1ZGNkru3BRLVJjzcaUix7IZc2lGEYxCPX2z0sfETB+i7132IcV7FqrzDpd52JAhXNU5ZiyNELcarWgaRrWyxUPP7zH9975Dn/8zT/k9ddf53NvvMGrX/1TtLNdinHJzckEEWWEMKng4fmG0d4uQQtWCptNTdsGRs6hTc3xYsXOZMzdvSm7B4e4tuWB/yFlGSg9BCyHhmSh6lIhOpcLzSsF4KzwGQHp23tqvm5HxptELFA/uN8q2x44z2trXRll8XHl8qZ/FuXzrNGUj5JhrYFHuQGWN1I4x6atwZmZLiKkpuHd77/DaDSm3SwgFUgU2gCj8cTa3zlTPWCLRpA+CtMn1+UFlLLLgWzBzg4YvWxhAD27s1cWYhuuY3fGvBG3J9RFALLDboa0cuecYS3O0YSwTTZT60NrFcutXaQOxmOfbZXMt/N3EfQ29wpKt3UPkwBd/4++xupWWXRp/PVq0ysxI9lGUhtAlVFZkpqG9999lx9+97v89v/zm+wcHPAnvvJl/vlVzcFnP8vs7m3Y32c0qiinU/bHY2S2IkhBS8FYHGdJmR+fMG+MPn+8WuGOoRp5DqsRO3fuUO3u0iRwAVyqjfIvVueDxhpGB+mwmox7da6idtwdjNepEbDcom007qL8OBb3k+TKK4unRjie8XVDubyZh+99HJ7xJEXSkXI7CyMf6tsNaG+2G6xKagMj7zIl23psNG1LauHhvQ/58L13uXv3NUbjMYtlDbHFFZW5Mt5Of1s/9vkhb5CYtg2ZM3ZJTiS1/7l+ZY/v6Baw7M3WTmeI5bi0MWZ3YUgacn1EJYWLyiLkFHEra+gpSwMgO5BWvEMDfU8RxcLCkLKb0JnSShcvcTl9H92CxoawbutVdsqwszp6xQR9Alx3D0elJcEVTtAYaNtEiAGfYLOcWxUu52BcEVVp10ve/uNvcv/X/lsOPvMKNz/7Kp/54hc5fP11bn7uc9x85RUOq4o6wSomCqbWIHs25ujhMa0LnGuiXSwZL8YUNw+5feMmo8ND6ijQtKSkFHWDaKJIioaWJrVZidq1irqcaS39/RKs3mdXUMfcxC0ng95a3ILxz0OutLL4KAXwNE7F4/gTj1MUT/q8H0cjdy7JhWiLGY2kEPrSfE5g5B2FOJYpsDw74YfvfJsbuwfs7OwgE6FVCCgB27iComqFgo18lUFVyAl3qXeTuqsYhjW3F5l6V2Z4nUmVJJZ52hW/GYZYu9d2WEWXhNZxK/pcBG94hYjL7MfcLCqamRy1S8gbKGEjkeRftHetGCizfuMTB8pRe8ZnHugjka7OnSq9t+TDbAEZAC2oz/kzCqFuSIIlnzlHu1rzwTvv8P677zL5ztu8/IMfcvDaq9x45VVef/NLvPmzP8/NgwPWsx2OT84oqgqtStYucVIvaUPNvGng+JRiPKbamVHduoNvE2G+pN3UxKqgEMVFJbY1EsGnZIV5nJBStsLillTXjVfEY+UBHl3r24jWs/dG/Sj5SGUhIq8Bfwe4i93RX1XV/0JEfgX4t4AH+aV/VVX/j/yevwL8RSyq9++q6v/51O/g6ZGNJ8nTLIGnWRCXXzv8+1Mxi8HjyyHdLb9BMiuve4/ayZHTrJu6xpclk/GMyheoCIvzE77+u7/FyfExX/mZr/KVL/9J1Fec1QGNSh0bCl9ZdmmuzxljAGeUcMQjMRLVmIEu5hh+H+K0SuAW1Ug5U5a+vYC1g0wEl2g1n2M+l/jLkRiXg56dkthsNtSbDav1mjrUFC7hvfRAozhvG7Isib5CC48LxlZ0zkNWmn1Ilw4gzfMpKSuMnChnSB+dvX3Zsuvvud2E3v3oLIyU65n6Du9JkrvF5yhPHkMKkVa2+TBFsyau12w2a956911kPELGE1I55p/+Z/853vzqV3nzZ/8UL332c/jdXU7rNdM7+9x7+Tbz03PmR0e8/eA+Jw+P+EHT8NMv3eXg5i1O33+f1kMo7d6FNtBoSxkTLkZreSlCTA5itPvWgcP5uj0OJx5f0ke/HuFn+I6H8vHlWSyLAPyHqvq7IrIL/I6I/IP8t/9cVf/T4YtF5MvAnwe+AnwG+Ici8kXtEbqny0fxHZ5Vnvb+IVLc/T78+eQP3f59SxPqvi//7HyA7ruwm6siJFFcacu8bVtrQoTgK89qveTe/Q8Zf/dt7ty+y3j3AHUlVTWhXte5uE0O2XqPyw14u15g1kDH0fXWbJs2ux8yCJ3ZidP7+1zMZLWMX98rE0sp7xoxQ2gTTRN6iyIESxsvnLPO6N7wCu89ISeUiQhVVRG1gCj9c945A3C7kGkuSNv73tL5IIN7OXCXep7IIArTr51Oaci29GCH93ZZtvh8rzDlkfK82rgSMSqJRCk567OtGbkC2kjSmrRqeOtrv8vx0QlHx6d87itf4dbrb7D70h3u3L7FvI1IUbK3t8fReExaLjiLiZUUjEuY3bmFL4Tm6IRwfk57eo6WBVHaXBSJPoTdAcewzRlRbD0ZwOn6uenwK/LrrNX188EtPlJZqOoHwAf58VxE/gh45Slv+SXg76pqDbwjIt8G/jTw/z6H8X76RLZRia6SFZjboBGapiUmR9xsODo6YjTZ4cHD++wjTPdvdaENoEP+u18GdQ+eE9r9xEv4CIurj+l3CtjJtiv9BWRpGDt61i/X53qBl7895sjBMLqyVT62YR1AEpxEXFJSiqQobL73Dj9cLpi3gdN6wxfF8fn9XfZ2dyiqkokvGO0VkCKb0xHSrFnFlv3dXarxiInz1OJZizBvWppTRwoGimt2NYZubRpcgwx+flIiP4pvLiKvA78B/FPAfwD8G8A58DXM+jgRkf8K+Eeq+t/n9/wa8PdU9X++9Fl/CfhL+dc3gSPg4ce4lk9SbvHpGSt8usb7aRorfLrG+6aq7v64b35mgFNEdoD/Bfj3VfVcRP4m8Nexc/OvA38D+Def9fNU9VeBXx18/tdU9eef9f0vUj5NY4VP13g/TWOFT9d4ReRrH+f9z1QaQkRKTFH8D6r6vwKo6j1VjWqVWv8bzNUAeA94bfD2V/Nz13It1/Iplo9UFmKo0a8Bf6Sq/9ng+ZcHL/tXgG/kx78O/HkRGYnIG8AXgN96fkO+lmu5lhchz+KG/DPAvwb8gYh8PT/3V4F/VUR+FnNDvgf82wCq+oci8j8B38QiKX/5GSMhv/rRL7ky8mkaK3y6xvtpGit8usb7scb6IwGc13It1/JPrjyfjqnXci3X8v97eeHKQkT+JRF5S0S+LSK//KLH8zgRke+JyB+IyNc7RFlEDkXkH4jI2/nnjRc0tr8lIvdF5BuD5x47NjH5L/Nc/76I/NwVGe+viMh7eX6/LiK/OPjbX8njfUtE/sVPeKyvicj/LSLfFJE/FJF/Lz9/5eb3KWN9fnM7JKF80v+xfKzvAD8FVMDvAV9+kWN6wji/B9y69Nx/AvxyfvzLwH/8gsb2Z4GfA77xUWMDfhH4exiX5xeAf3xFxvsrwH/0mNd+Oa+JEfBGXiv+Exzry8DP5ce7wLfymK7c/D5lrM9tbl+0ZfGngW+r6ndVtQH+LsYA/TTILwF/Oz/+28C//CIGoaq/ARxfevpJY/sl4O+oyT8CDi5FtX7i8oTxPkl6NrCqvgN0bOBPRFT1A1X93fx4DnTs5Ss3v08Z65PkR57bF60sXgF+OPj9XZ5+gS9KFPj7IvI7mXkKcFeNCg/wIZZod1XkSWO7yvP972TT/W8NXLorM97MXv4q8I+54vN7aazwnOb2RSuLT4v8GVX9OeDPAX9ZRP7s8I9qdt2VDCtd5bEN5G8Cnwd+FstD+hsvdjgX5TJ7efi3qza/jxnrc5vbF60sPhVsT1V9L/+8D/xvmLl2rzMx88/7L26Ej8iTxnYl51uvMBv4cexlruj8/qSZ1i9aWfw28AUReUNEKiy1/ddf8JguiIjMxFLzEZEZ8C9gbNVfB/5CftlfAP73FzPCx8qTxvbrwL+eUftfAM4G5vQLk6vKBn4Se5krOL+fCNP6k0Jrn4Li/iKG3H4H+GsvejyPGd9PYajx7wF/2I0RuAn8X8DbwD8EDl/Q+P5HzLxsMb/zLz5pbBhK/1/nuf4D4OevyHj/uzye38+L+OXB6/9aHu9bwJ/7hMf6ZzAX4/eBr+f/v3gV5/cpY31uc3vN4LyWa7mWZ5IX7YZcy7Vcy6dErpXFtVzLtTyTXCuLa7mWa3kmuVYW13It1/JMcq0sruVaruWZ5FpZXMu1XMszybWyuJZruZZnkmtlcS3Xci3PJP8f6z9NJ6ylCl4AAAAASUVORK5CYII=\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",
"im_gray = cv.cvtColor(im, cv.COLOR_BGR2GRAY)\n",
"plt.imshow(im)\n",
"print(fp_im)"
]
},
{
"cell_type": "code",
"execution_count": 179,
"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",
"roi = faces_dlib[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()]\n",
"print(\"Found {} face(s)\".format(len(faces_dlib)))"
]
},
{
"cell_type": "code",
"execution_count": 180,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"pitch: 20.29284332075661, roll: -9.16581433440141, yaw: -9.805327593352322\n"
]
}
],
"source": [
"pts_im, pts_model, degrees, pt_nose = compute_pose(im, landmarks)\n",
"print('pitch: {pitch}, roll: {roll}, yaw: {yaw}'.format(**degrees))"
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"yaw: -9.81\n",
"roll: -9.17\n",
"pitch: 20.29\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7fc4b01242e8>"
]
},
"execution_count": 181,
"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",
"for face in faces_dlib:\n",
" x1,y1,x2,y2 = face\n",
" cv.rectangle(dst,(x1,y1),(x2,y2),(0,255,0), 2)\n",
"\n",
"for lm in landmarks:\n",
" cv.circle(dst,(lm[0],lm[1]), 2, (0,255,0), -1)\n",
" \n",
"draw_pose(dst, pts_im, pts_model, pt_nose)\n",
"draw_degrees(dst, degrees)\n",
"\n",
"plt.imshow(dst)"
]
},
{
"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": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:vframe]",
"language": "python",
"name": "conda-env-vframe-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
|