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Diffstat (limited to 'megapixels/notebooks/face_analysis')
7 files changed, 5751 insertions, 0 deletions
diff --git a/megapixels/notebooks/face_analysis/05b_detect_face_dlib_pose.ipynb b/megapixels/notebooks/face_analysis/05b_detect_face_dlib_pose.ipynb new file mode 100644 index 00000000..7ecc660a --- /dev/null +++ b/megapixels/notebooks/face_analysis/05b_detect_face_dlib_pose.ipynb @@ -0,0 +1,527 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 04b: Face Pose with dlib\n", + "\n", + "Use dlib's HoG/SVG detector to locate a face and then calculate pose. \n", + "\n", + "This is based on the post by Satya Mallick\n", + "https://www.learnopencv.com/head-pose-estimation-using-opencv-and-dlib/\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import os.path as osp\n", + "import cv2\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", + "%reload_ext autoreload\n", + "%autoreload 2\n", + "#from utils import imx # Image function extensions\n", + "#from config import config as cfg\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" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "def detect_faces_dlib(im,pyramids=0):\n", + " rects = detector(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": 6, + "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.get_frontal_face_detector()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/data_store/datasets/people/10k-adult-faces/10k US Adult Faces Database/Face Images/Alicia_Clifford_11_oval.jpg\n" + ] + } + ], + "source": [ + "# Read an image and display it\n", + "#fp_im = osp.join('/home/adam/Downloads/faces/david.jpg')\n", + "dir_im = '/data_store/datasets/people/10k-adult-faces/10k US Adult Faces Database/Face Images/'\n", + "fp_im = osp.join(dir_im, 'Aaron_Boothe_5_oval.jpg')\n", + "fp_im = osp.join(dir_im, 'Alicia_Clifford_11_oval.jpg')\n", + "print(fp_im)\n", + "im = cv2.imread(fp_im)\n", + "src = cv2.imread(fp_im)\n", + "im_gray = cv2.cvtColor(im, cv2.COLOR_BGR2GRAY)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 1 face(s)\n" + ] + } + ], + "source": [ + "# Draw high-confidence faces\n", + "faces = detect_faces_dlib(im,pyramids=0)\n", + "print(\"Found {} face(s)\".format(len(faces)))" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f92692bd780>" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Draw faces\n", + "dst = im.copy()\n", + "for face in faces:\n", + " x1,y1,x2,y2 = face\n", + " cv2.rectangle(dst,(x1,y1),(x2,y2),(0,255,0),6)\n", + "\n", + "title='dlib detect: {} detections'.format(len(faces))\n", + "plt.imshow(dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Copied from https://www.learnopencv.com/head-pose-estimation-using-opencv-and-dlib/\n", + "def get_pose(img, pose_points):\n", + " size = img.shape\n", + " # Camera internals\n", + " focal_length = size[1]\n", + " center = (size[1]/2, size[0]/2)\n", + " camera_matrix = np.array(\n", + " [[focal_length, 0, center[0]],\n", + " [0, focal_length, center[1]],\n", + " [0, 1, 1]], dtype = \"double\"\n", + " )\n", + "\n", + " dist_coeffs = np.zeros((4,1)) # Assuming no lens distortion\n", + " (success, rot_vec, tran_vec) = cv2.solvePnP(\n", + " model_points, pose_points, \n", + " camera_matrix, dist_coeffs, \n", + " flags=cv2.SOLVEPNP_ITERATIVE)\n", + " \n", + " print(\"Rotation Vector:\\n {0}\".format(rot_vec))\n", + " print(\"Translation Vector:\\n {0}\".format(tran_vec))\n", + "\n", + " # Project a 3D point (0, 0, 1000.0) onto the image plane.\n", + " # We use this to draw a line sticking out of the nose\n", + " return (success, rot_vec, tran_vec,camera_matrix)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "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": 13, + "metadata": {}, + "outputs": [], + "source": [ + "roi = faces[0] #biggest face\n", + "# Convert back to dlib.rectangle for predictor\n", + "roi_dlib = dlib.rectangle(face[0],face[1],face[2],face[3])\n", + "landmarks = [[p.x, p.y] for p in predictor(im_gray, roi_dlib).parts()]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f92692b1208>" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Draw landmarks as dots\n", + "dst = im.copy()\n", + "for lm in landmarks:\n", + " cv2.circle(dst,(lm[0],lm[1]), 2, (0,255,0), -1)\n", + "\n", + "#imx.pltimg(dst,mode='bgr',title='Facial Landmarks (dots)')\n", + "plt.imshow(dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f9264be8ac8>" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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eOn+IEB2WK6VU1rnSBeUFL7qXv/6X/yJXFh4/W2+rzUpWEKcXVQU3a8TjADX+pFISmB9EywpTDHEOVKkTCW+7K/zAD/wAL37JS6nOc7Y9Q7xnHAbKbgcmOAlN2UwRgZwLfbfEqcc5R4yRbc5ce/Aa27NTeudJIYC1ZJ05h+9XSJfwqUdCQHxgxFBzxOVRg2xjwsWEaMA0oqokD+p9SyCK0C2OcVO9h/ceP7F2xUtLUpo112pCmZwq4hRRjziHczLl+HxDvGTb3DYf0BARjSwSjNlh0djV0rhiPjDYlu0wkAT6tMCpYkBIHeIjiqcavPq1/5Zgwlf/j1/OcS+otFgJDJnc2xjjRxajPAbySaYkhlFwTE60UzDILf6kVvju7/4e7n3JS8m5si071GmDLs1wJjga+pPHyjYXMCFOnKyjS8eoCpvNhmvXr3NyckIeBu46vkQdM2awOrqM7xJD6JCYwAVQj2lEMFaLY3zqUBdwsSPEDlHfXBqn+ElBoMUbGhKIw0kl9bEhWV4ZyohgiCrRObCmMC1+UhTBewEC0UXKlGsZUmLX9dRaWZ+eYOoILjGOI2pCQDg/W7O6dJml95RrVxl2I5TKlct3MNRChZbV32wgeoqDn3nlaxk2W/7nr/sqPEq1itVCdJ4Yw82P6aDwa4ZaHrv8yieZksxlSBfMolIq4pRi8Pf/7rN41ate1WBdBKuGCazPN5RxRGrjU41DYbRGTQldy0bjAs45drst165d43R9Ri2VfrmkqCP0HapKSD0SEiF2WOwo6ihOCS7hVTleXWYnCiHiU4+55rbN+Q5xjhSbMvR9j4pv6JoIloeW41GgQCmg7iLXM+d9xByiEILDqRJDx8BINSXEjE8ZGUfOSyGqx0tFnAeaO3pydoosl7hFj1ufcX52xtnZGas7rjRmc674POCLkK+vGWJgEOPFr/hZHrj6IM965jeiKMkppTYCp5WWKL1FUeNjLp8USlJrvSGDrrPZEIeo8tmf/V/z0Mkpfb/ACHgExMhDZrPdMGbDu0TJzUXLBlUccblgeXTMarXCCbztnX+AjQMhBGLXoyFSxJHjAg2J0PXgEyZKXB5jIWI+It6RfCQ6z+r4MjEEsuieQ+a9Z7FY4ZwjhID3fn89yQeM0mo+4gJqpVDpnGAU6hyDGagqzgmhX+JFEalUs7aNd5QBJCa0r2AVW15CpGI5gymuCmzWPPDBB1mXytP+00/n8l13sd5tuLbb0I09UTyeSjk7Y8gFEeWhzQb1ntD1vPKXfptf+CvfwJOOe178r76XoJ4yDrjQsvIAdaqVCc5N1fePbWDyCask+wB9qsuGOes7XbIKeWzQ49WTU1yIlCqIKCaGWMu+QxtcBcE0IBhBhNh3hH6BC42qfn2zwUzxXY+oYt5jocUTEjskdOA7akg4Hyiha/GGiy3JlzpSTIS+Bf2DsFcS5xwhpQl5axZrL1KbxYM22K202MMLIs0KqSrUxiAIYji5uD8qgiH45IilZ1tAwoiFluMZa0bV0NThasXVii8ZtULeblisVhxdusT102uMu4GYBC/WOFvaiKFFBFPAeQrC2TaTt1cZMngPPkT2JmTSB+ccFRrqZQc8/MdAPiGVZHYrbv5MVVvJ7FSGWio885nfRkyJXamoCqItTil1nJSkgga2uaDO4xW6GFktj9AUybWyXa85Oz0l+IDrIqi2oDckgl/gfdfIkqlDJ+uRFse4FPEuIM7RdT0pJUg9qBBV8aqT9XD0fQdA0NAYvlOFomrZz7NOWncGB4i/mCBUdV9/r4DSMHDRqYhLhGE0fBJ8zugQcT7jYk8dNmwZ8c4hKeJLIpURdiOnDz7UqPldIGwD6/NTXB5Zhdgs2rijYAzisCpU78kuIuaoCs/93h/iWX/vb1MrRHcBqsxBSbP6cvjFYyKfkEpyKKWUG6yJd55aYbcdec5z/ykvf/krWI+VtFoCOhEaW7VfKYUqFROjVEMciHd0XUeMkVKt5UHOzqi1EvoV5j065TyQgE9L1EVMPcQO7RLiO+LyiJQSTgOoErqETwmTRgp04oixUT9CcHjfHpXYAStAZjeyzcLOaZt5YR/nzjy0GOI+z+O1IWOitmc6D+N6T7kPKZFKpV8esaUyDlvGYniE6hvKVnJl2GwZhw0xJY66ns35mjpm6pzryCNDHhlUyNUoxfCLIwA2ZeBnfu61xCA8428/fTp3A2kOljJZxnkKuJ1MfGTlZjbv/L7kinPKuDO+89nP4Udf+GN0yyMoA1N1LbkUchmxMmWjp55WOnGgFimy6BJGZRgHdrtdi3lcJKQF5gKu6yFFzBy4Dgk9eI8ulvhFT/Q9KUZSTC1YVSWECD5QaiX6SAxKjGFCq5rLISK4Cfpt1RsCU+VGI2TqPu4Nzu0n4Nllq7XVvzun08TR9pmm985rKwP2nhgjy+USrZmzcWgkSyoaIhVjrIUglXGXURxBPNl7vOpeeYPCaIVSIedKHtakGAFwKqyHkZ+49+WId3zj130tqyRItX3JyVwTU+WxxLY+QZUEbgzWoSmMc80d+ZZnPouX//TPcOnSFTZD40blUqi1tv5S49hqRyYLJKokDaTg6VMCYBhaAZVZJS0WqATS8ggXemoIFHWYOBwR7RdISkjf4/olyScCriUBp4y7hIA4ITlHH5t75oM2F1Bsfy4ONyU9GwmxzH2+FJCJ0KHz7y5eLeHpUVrjinZvCpYLlEoKnqrgtmO7Vzi8uElJAzUEnHdoGVEXwDtGq1y/fp0uRPqUcCh5GKgSiOqIwTEOUEvBrFCGiu4CBWNn1noB7EZ+6t5XcHZ2xrd+899h0V0E8NCKxtxjzB7+hFUSmdnas+8uyjt+7138rb/5dbzzXe8jpiUSemo2xnHc14zInPoVmeLFgHOeLgS61B7+6ekp25KRGPCLBS4tCd0KTccEv0TUsa3WstZdR//UpzR/3kWSOpIpdy1aV8Xsmn9eAVFjFXpsCtpVwGmDa9t1yMQUmK5tAhqi70hduMiFSCX4CTKeUDLv/Z5nFuZ8CwXT3BA57zEHY98Agq0b2Jw61lWwoiABJIMZq8t34HJktz1nMzQ07/T6GZeiYxgzY66sLgdil8ibM4bzcxKNTW1lS+p6BnWsa6vRsaHy06/9d7zhjb/Bv/j+7+WPfeqTaJVboA4K9pg2tXticpcnqS1vftPLKI2sTrZCbdgnFfhbX/N03v2+9+O6BdkHBlXC6ghXYaGBUCq+tlk0F3BxgfMdPvQsViskBrZjBpcIYckiHdN1x8T+GOlWZF2SCQxZEZdIx1dgeUwIHcvQ4wvYbqRLAYueGickTY2+a5bKhQbTihhVmqth0kaLiZKrtQYOtREBg48EF7AsqDpUHV4iWj1aPZ1GVnFB5yKuCs5aUVTJGZvqVEbxVG2wtw+CC4KPQvTNqi37JZ5AkEiXegCOup4r/YoyZPJYqFbYDgPOOc7Pzzm5do28a26aaGW0gSFv2O12rDfn5GGL1kIKgQpcHwbe/r738zef8U0MsA/WLwBgO3h9fOUJbUlureGC7ZuKtsx6Ho23v+0dvP0d95MWy5Y8dM3NKZObZbRsci51X8ceuh7FYU4ZcmmuzQihOyKoslgs8MslNS3YSQB/jGQhqOKXPWG5wHxkuVxRc8F5oYuR2HVkKSC+FTEhmDW3qUqzZLU2BGqGalsW28gTLO3kIigXFBXFckt+Gi2IV1HcxKa1WhvvzMvearXfOtRpUx4pBN9KidUiKSXykLGxYsOIklGpbJ2HUuhSYrlYtK4tvt2nzW5LzjvOzzNilVIba9nE6BYd69MtcapzyXlAfMDHiIiwLSNvu/9+3vqOd/LH/7On0dzJjNPHtprxCW1JuOgYfcME0x59o5tbrkQnvPgn/g0lT00RXMtQ59yoGK3zYsPlx9oScC42aNaHgKhnzG0GHyrEbkVaHhMXR8RuhfqOIg4JCYkBlxJpuSD2HYu+J/oWgIeUSMslBN+4WeJba1Kaa1erteZ2qpi0wZzrZDXm2GNiIfsJIlZaML+/9omDNkO/c/wyN7Rg+nyvYGpTktHtP28cMI+fkpcpJfqU8FPfr3liUfUslssGlatSphLdEeN8t+V8u6HS4rdxHHGiE5eh5UHm9rApeFZd4rhfQMm87BWvYKitNWzjlBX2TYsfA7frCW1JHmZ5D9/PsYUpP/KCn+B5z38BV+64G/GBrEIumbE0FyFq40WVYlMi0BGmQqIijQY+DAWRgAuxZaxDQGOHaSCLxwVP7Ho6GsExLDo0ODyu9c4NjeWLCmMpOHdx6/do3KQYfsqDlAlhm1sGAYRpoM6hyUXM1QL0mfjY4pEpaTi3QpKKiJ8CfLnhhilNAcUMpgIyaCiZpgS5ZxiMYZcnak7GyoiIEmIEp+yGDVCoVESMXEcCaQ+I7MThtVVFMo7gHcNumI4RyJs1RzHxYy/6cT79aZ/KV3zZXyTFC/j7sZIntpJ8SGlZZDO47/fu51nf9u2tTY81LH7IhZzLDTj8bhzBWjtQc23QFw2YKMNQGS3QpRUhdLh4hO8SPiSKa+hXTAtc6OlSx6LrsADOK74q0XuKCEVgnPIvcSqv9aqN5j4F5wVjmPIZh1A2zMnBi89kutK5BEBVW5cS1Vvm32akqzUqrfv6c7lBWWiWSVprIbVWwCVkVCtCYbFacp53bIc1qQssl0vGcUcupTXsFiOEZg3Hqd+xjcZut6P3gXGzoXqHHK/Y7jZoNbwtWHWJYZMZMzz7u5/L537u5/KZn/bU9oQeQ5/nie1uycNfVSADW4Mf/rGf4k//t/8dWyJD6JHlitFgHDLbbetSYsOIakNZRhNc6sF5dlW5vstc32UG8SzveBKLOz4Ff/lTyGnF6FbkuKLGI1Z3PIVudYW+XxBDAgc+uAkajY0nNbtKzrFYLJprMrlSudZGmhwKu+3IuNtR94k/3ZMTbereOAyts2OprfXp7ELBpEiwd8vUTRaGAmKYNLijKWTdx0DAxMiNpBCI0XN8fMzqaMHqaEm/XJK6Dh8TqVvR9Su6tKRmQTRiJhQKuzoQFonQJ9bjjrPNGV3Xsex6wlQeHZxD8sDKK4ugUHbs1tepmzOCNWU6OV/z33/pX+JF//qljQf82MXtT2xLUj/E+7HC//MLr+MfPfu7MHUYnrjoGWphN2RyyU2nJgr87NrEGAFHpeJj4vyDDyE+cvnOOzCXKC62SsFu1WKMvsPFiPmA5cqi63FWcdJ65jo1ovOMtS254Fxzt5wIuymxZ9aUxczAKb1P+GmWB/axSKlzUavt2cBetblw1rLT/gbL09Cqtg5Ky1OoTYnVmweatGOYHh6zWUKXHUglJk8uiVxGNpPLJ8wuqhFCYNxOPLdSsFrY7tYEhGWI+zjJzPY1/VILAWGgTRCDKH7KtnddQ9H+2fd9H09+0l18yRd8/iM5dP6j5AltSWwPAtteQUo1Tk43fOMz/heun63JteKCJ/U9J6ennJ2ft04hLuJ1qqXIxnJxhIhnvduyGzPrzY7QrTi+dCe+6/FdK6GNyxUuJhZHxyyPL+FjIpdC8i0HocCiS0SFoI5xWpahUUGs1XqX3Aa+GYNVigoaWsGWVKMLsZV8T716x3Hcky1xiniH+FYslmulSiNs7ZtcqOwH5EyvyaW5l/NiPGirWgQo1uDm2WXzExXfB0fqIuIVFz04Rb3HhYCPHeobAFKLwUyXMdufbxdji69K2b+24w4XPWIVxkxKAbGGqJWaEQUplTq2Ti3b3cDXff03NA9hOs8yTSwfL3lCWxI3xRNjLQiKScs0f+c/fjZ1qhCVyVXZ7XaUcUTdRBmfqBpAyxJPM6lVJReoxegWx/huifrWDkhih6SeuFgRUtdai5ZC0BYrBAGvFyFxtUIIsWXVpyZ3lVbjnVK6oLEfBNsxKJvNBqiYydTS1O9XmRI9iC2mAVNqi0vCtK+KUGTGjsr+fs3nsK/1E8FqK5A6BA8UwMkezapWyLm1JHIxEFNPjh152CI7j1KbkuCAQvS+dZ7HYZYp44iVmRkge6Rt2G1RC41ckwtFMrkaUZRaKrWUliAV4eTkOpcuHVOrIRP8/fGSJ7QlaUzTcQp+W7BaMrzqZ19NHWF7tkPFccfRZYIqedg2IuJEN3cIZEMAfehwAAAgAElEQVTFUauRi1FMGMfKkCsxLVDfYRoJoUdTxE/dR0JKjXwYPSkGgm/IjXcOs4bu1FoZa7nhlJWm3CKtZ64exBMze3mOP5AJmdoH47JHwKrU6cXeCswB/vz/w5WVvZ8s1awY00tEmqLZhTVuzOCpQbgYqs31CtGTupY/cV2rihTnkWkZh6Aep54Ue5JvJQAq/gIynpi9bQ0WI0+ti/qYiDE2nlYxgvc4M8owUq21b/3V17+h3T+VfWzWzvdDBCqPYOzyxFYSE1yIYEK1hir+o2c/l7OzzEMPnnPXXU/lrktPIvlE3Q1gRowR71sB1W47tL5ZsWMzFE7XA2fbkV0GCQvS0Z30x3dz+a6ncHzlTo4uXSYtV60uvAzkMlBtRL3hXWsv5IIjY1RRqtOW7ZeKqU0c9orVkbob2jkNIzJmLDceVc6tu7tPidh1SAyts8kUZB8284ZpgZy9aWhp1CoX+ZWbFcaqYNbq2utEPMRkn3SUCmqCNwgCKobH8M5YpsBq0eFCoFu1ykRJkaoOdYHgO6JL7RhVQJvl2aNpCt6g5IEsMOZKLcYydqxSz7Ddtnp376njgJRM8o4UPc94xjP41md9O+PY4PAQ4sdtmD2xlWRqIlAmKPNd7/0Ar/m5X2A7VFK3IHYLusWKSntoqoKPHevdlrP1Gmhuz2a3YzdmqtFo3iE1d8o139unDrTNiqpuGnANrVLmQToRKqdXBThApnKtFLN9PBBV8YAzQ6cgXkTINBfKGnFrn1icB/qcGJw7uLT6kAbbHlqOm5VjT/2fQQIuoOUb9mkXy59ardQxk8dWw850nBhjS4wulvhugQ+tTv+w2bgZLZs/3xOZ28Yaakzd8Nu2eRhxxg1WtFnOSUFVEZR7772XD7z/gf05f7zkia0kCBojBrz3A9f4e8/8Fh46uY45z/LyncSux0TZDgOn63OWyyXFjO0w7PvrmhnbzW7PhVIfSP2Crl+R+gVxsWyK4uK+bFbhhlLaOU5wfmLk+UCR1her1MxYM9lKWzJuCqqxglBxxj5rrjTX6WF8NLF99n0e6FIvlqV2cmNMcbO1af9vVJeJ/9gav9nkepXS1mAshZoLVqZF7WrGLKNUnAPvFK+uZd9jJPU9/WKBC7FhUuKopqj4feeYw8Iv0Qurl2uhzPHJWPAmdCFhtU0Sqo02X3JGrDDWwlgK/9PXfA1Xr167RUzy6OHDH5OSiMgfiMjviMhvicibps/uEJHXisjbpr9XHplTvdUJtGUxssHrfuXXuO8d93PtdIPvEuaVbMbJ9etsNwNjrhQapQITQmp8oaG0nIOIUlGci3SLJf3qiNWlKxwdXyZ2PX3fk2JHmHhEM5VDpiZxpkJ1iil7QODQFTpMDJYJ0p1jENUbqSINurV94vFijZSHV1vmWhlL2c/MF5HFjdvNUm9yweb1WPbbCszL3Il3BG0Z7y5EQgioE5yX/SQRY1u41PSAku9CAzW0Nek2BXMH5ciqWKl4awH7ME1arXN/2Tctb1y1YV/mUGvlrW99K69+9asPkqVy8PfRoaw8Epbkz5vZZ5vZvDD2M4GfN7PPAn5+ev/hZZoILtbcu3FmOJxZD39gBd7//nNe8vJXczYIKoHuaAlR2Y47trsN2+0WExhNGHYjq8WCo6MjfIyst9s2w6kSQ2J1fInF8R24fgWhQ11sPXONqa1OnZZvhl2pGB6TACGRdYZWC1FpK0yZ4E1wFbQ096WUgnkHMUBymJ8CccvEiXs1Bw2tHWulSgE3xTVuSppaZSgjI61/mPg2VQ9lbBw0AaPN7kyvOeOepzVR5pKCykSLkabApbYmEeJdW8HXO5wXQnTEqa4mhUDsO7plj0sNDAk+4jRQTKjqWqfKuS2T1D1gkqikWll4h1hlO+4wP8Uw07XvdjuQtr5JLQMxKFjmJ3/yJ/ngBx9o7JpKmynnoTK1nK32yLljj4a79WXAC6f/vxD48o/oVx+Vpayg8Ktv+A3e8u/fwfk2kw3EC+KEanmfnV4sFm0pZ+/xE+IyL3zjY6JLC1bHLTAP/ZLUH03KcTHbelW6qWrPxUDwEXV+b01Gs30nWyeytyKzW3QYP6hvv7MJsYIJCjb2rtThS2awa3LLZvRrds+ytYRhg3jLDdbjBkthD9/34bbAtJJwmeBfuyBXzoVfXkih1ackH0iplTO7kIgxtTyO89hEvdl3fZm61Mzuqpto8BfnYKTUAvJmkaDUTPTaOtgPA13Xcd999/GLv/iLbbHXlhVu15brvhbokYSIP9Y8iQE/JyIG/Eszex7wZDN73/T9HwJPvtUPReTpwNMBnva0p31YS3njJbeMcq7K//qt38kvvO5X2WZjrEbuOo5D4uzkhPW1U6y0BWyGWlsHdxG8wPZ8y263I4aOxeISbnWJdOVOiAvS0SVWx3fQ9T1S2wMtruVcQgj0XQ+uBedlKi01EWJwaDUkF6ReBMXz4KoCYQpkZxLjnnc1w6NWEe/QmyBZJ4LngrQoTHQSFagt3hnMcFPGGqmozSW+zd0xphlXWq6m0T1uLGjSxtBvTGiV5kZO5+akUfBLjORsdDGiyyW9KGtxvP/0nGHIiO+J6qklUncDljdItQkGnnovh8R6GOjqSADcxPtKXWC7HalUnFZs3JJ8z1Y8PiiocL7d8axv+w5++VffwHOf810tlquGdy1JZRNA8kipyceqJH/azN4jIk8CXisi/+HwSzOzSYEeJpNCPQ/gnnvumZzgi+/n9dAPCnAfvg8RfuWNv0F1getnD5JFoEtsNhs2Z+fkYWCxWBC7js2wa2tzmDCasRu25NGIXghpie9X+LjALVak/ojQLwnOgRret5oL5hLYGbGB/QxoNAswu0m1VnSiqc9JuRtKau2iP6+q7q1HmwHbmoPzrVNrqzXKVCNjtBpxVDGdchxWUWso0p7SIs2N27+hTbr75VHVmgvWUrF70uT8l5n/NaNWU6zkVVpvsCG3pt+pIuMSHzp2uwEj48Taal0uYsNUU+8cKlAm769OjAkVIYjg1KhlRIOjDk1pvDhszFOjPUfFWCwW5Fr5t697HcNYib4lkcfSqi7nzP8tWZ4fhXxMSmJm75n+fkBEXgp8DvB+EXmKmb1PRJ4CfOAj2tl/1PU0v/ps0xi9D127zmjGtmS6sGJ7ekIZx31WXbxDagv8xpz3LT3NPKYBFxeEboX4hIsLUr9sAxshiuKcp/oWnHqZg2tB7SKfLWbkccRNiqLc+JDm3xxysg5RqMO/cyb+sDXSBWmxLW6q0mr2bLp3ZnbDOuk3M4jrvK/ZmOwh4wLisHqjeyYTynS4rzmYds6RgkJsBVVjqViMxL5NRja2acPkIpE6B/RWhbGOzYpJcw2dtE6STmAohbDoW3GZFaJzlFJYLldtqTozdtMKXQ9evQqqjMUIXnDusNXSI+dufdR7EpGliBzN/wf+AvBm4BXA35g2+xvAyz+a/e/DLrv5k/agi8H973ofJ9fX7Ma2JFt/dES3XLDdbsGE5XLBsu+oU89Zh5CHgd2wpVRac7jU4fsVLq3ol5dYHV2iS31zOUppZMWJojFnrRuztumA0zarq8yKUPetetzUeeQQCr0BEr0pt7Gfsa1R5meZId5mgZjqLUFmK4Ht9fFWccbDsupSQQ4gkMP4hDLVnchU1MW0kNyNCiPSBmb0SgxKFyOpW+K7DnygTpOJcw4v0/X6hgbadEwv4LCpynKm1LDnh7XjtI7zeTfifWAcMk49i8USEeG+++5r1ZY3ubePpHws6vZk4JdE5LeBNwCvNLNXA/8E+CIReRvwhdP7j1DshhNqOYKHb5VpsO8//5c/jFPPOBR8iviYWvJrvUPMODo6aijWQaeQWitWwcfQgvTFEdItWgd33xFD68krudV8pJRYdj3R+6Zo08APkxKoXjSRi3NF31TV5w622VcCzjDo9PnhLH3zNvNrPoboQb0HLeaY398KHp4t0a3yJofvD2HhQ7lx9eHDp1SRKXk635cQQusdFgMEP6354lsz8TA1wZug4ELFrBKkZfW9CKIwUqgqmCjiPLkIYzasNjaDGvR9TymF8/NzVJXnPve50/1rinJDd8tHSD5qd8vMfg/4E7f4/EHgCz76UzrwGeb/1rpX51xb28zXvf63+Z1//3bqWOlCoqrSLTrOrp2AGf20lvn5+TnBCdvtljwtnYB6fFoisaeGjuIT+I7Yd+Qho9XoUqILvi1VIILVgnq3N+mztAHXlLuUso8zZO5A6NwExRp+IhLKlOCZ5mSERlY8tAaiSqlttSrnhHE34Hzrxi5K89U5sGjzvmbF+hCK46baFqv1IiYSpZLnK9pfV60Xjf3MrHWDr7X1H5ayzztZcGSrqBdi17Fen6O+dW0M0zIUcQI+zFW8JkI1/DaTnKLW+FwbEcxHdkOhE09MC8btDtWAlkyMgZqNGBxWmnK/+c1v5ld+5df4vD/1OfiJ1zXHU4+LmOQRlb1uzP3/pgo6YwqS2/y1M/iVN93Hd/yT76f4JeuzLamL9JcvcXJ2yuY97+PSpcssuoiptAKmUsi7HbvzAe89qVuSLt+FW11GlndwdNeT6ZcruhgINDcjOKWb+u+WUlqgbHOcUPcD0clFAO+mgLzO2fspwG+uUYN6jRsbrZleQJZtttXWnG0ibIo0hEn9rLDTD51MLUAvluuc2w0dKolz0yCfSoHdpFizzCzfm4dTFag2lQlL41vLpDSt2XhrImeScL6VPB9fuYTrItUyZydXCWGBZofresq4BbO9KiaFWCuujowijOoZVCllR1lX1HesFgtksWI3bNluT4gOuj6ho8OmBOSwXfMPvvVb+J7nPIfPveeeRn8ppdUKPULyuKelOGgPhZYzKgYvevHL6Fd3sCvtYV6+fJnoHNvrpzCMe5dnnlVzzli2RplwqdFOFiv6xRF9vySktO9q6Lw2KJGJWj7DsvMMfTDTHrpDh3/n12EOZE9Tv4Vbc0gpmSnxNzdnmPMqzLUiPNw1u/m85phnPl6begAzpF681B7ugs2/K3Z4nofDZTr+xDqQafGivm/sBO894l1bj9FHTBxWLigrcWoUPh0N0bn9Kmgt5GFLqSPildCFxiyopYEGU1OK+R5tNhvuvfde1utNayro3DS7PjLyuFAS4+ZM+k3ZUmlZo6HAHz604df/v7dwuh25evU6q0uXuHLnHbAbyKfnhBBxtEU352B1HEe2w4AZrZG1nzPpLQkWphagZlMB08QnaUZsolkcxA8X5zVR2XXKZ4ldUNkPt5styk37OByYhzmRFtM0Gpi6i9is2Lw+oU7M58a9mikZD1MYM6QKli9iPZlQsH1SE26oUWGydm0txPlpHOZRJguKIOIacuEd6hxu6qyyXK6IqUc0NGKoi4jMK30pUdyeVj9XQyKGV0hOSV6QOjDsztmWc4qWxoKuBeeVGD0x+XZvJj7ba1/7Wt75nnfvoXk+mSxJy6pOrpeDV77qteB7zsfKA9dOWF25zHbcce0D70d2Gy4frfZ9b7fD0CDK3KggqetYri6zXF6i65Z0qaeLfStTVXBB0TDRO5xM2eyDYHu2HLeYpA4h1z2va0KV5veHwfqtrEBDlx6eMZ8Rm0Pyo0n7R1DmCkNuOtd5n7MoszW8yNzPinJ4TTNFZV/oJbI/RnPlHDIjVqoTJcbt+VyzNTHnG8rlW/dKzBFwbZFTmzr4S6uNp2akFpwUOmcEB7UM7IYNQx2IfYepsN3t2E69iQHOz885Oz9HnOMFL3gBm92uTSaPoCV5/MQkH4G8570P8tOvejX90TEPnewYx4wEz/ve/z7OT07o1bOcHs62jGw2G8a8Y5xa8hytjjk6vkJcHuG7JbFbICERfQBtFHBVMNWWeZ4GudXallOeROSwv8hFPmOmijSe0kSpvwWl+wblmP9/uL9cqGoXrhrSeoXVuo+LEJkIjTqRO+o+WanT+3m/7Vi0Tiq27/neor69fs1XNCuD2ze6m/urzIriBOoMQGhbEWwuC3DSkKhusWAYt5AjLvVtsVEqWrf7DtjmHaUKVoxqBcrQeh3XhnwVFTIjVqBf9s0jGHfIOF7AyVPeptbK/e96F2frDZdCRFQeFmd9tPK4UZIqE327Oc1TmevEU6qwBr76G56JdHeyPtnxnvvfQ02eaydnXH3ohOgTl+5cUbxRZctuc87u/Jw6ZpyFxs266yn4y3cji1an7lJHSJFlmJrQuT1GhARtFHUrmDSUSZpfAlOdRAVqqaBtEOaJyToDDc4pOiUxb7AWU2BtU35AmeqxzPDToptzh5CZ+j7XdM+QuJsQrUBr3CYV1AuidZ+hB6b8zUUOpqL7LLzZrIS6n5kVJRzEMu3VgviJPEaxthaK1YKata70UXFeKRm6fsmVy4aaMsYN57st5gK28dTNNdQMXw00EGNlrCMe4zh0rVmgdy15K0LvQCiUcUvnHK7rqBOypX2HNzg5OUFEePvb387Tv+5reclPvbhNAzcbk49Sax5f7tacPj74oM3S8Po3/C7bGiAsOLl6hkO4++67OT9v9JOqjt1EFC/jwLjekLc7qOBdpF+s6JfH+MUK3/W41CDfvu+JziO0Rmx+HzdM5zHHGx9CDoPjm12nffOGW0g5GITzwJ+twD73Ihd1JjefwhynzL85PMeZznKYuDy8xXt+9YFFvNn1u9Vx9zGK3OTGSWsTNCdOU2qE0RR7go+gnmyQhVbQFtNUpNXq90MIDRXMuTWqOzhfZ+ARHGUqpRzxVKL3rWzBWveVnDOb7Zazk+v85m/+5p68+kjI40ZJ9Ib/yd4hwISxwL0veyXn5yPbTeb0fE3X9dx9+U7Oz89BBJfi3uTXIVOHEcu1tTt1Ae160uoYdb51YYw9Ifb4GNHQ8h+tL3XrVcXUukdvGvhwSOm4SSZuGCYtwDXZKw8c0NGnzQ8D/H2Jr06D3loMMQ9UNfZMYifS4mVt59r+rzfEFocAws1lBnLw0tklm15zNr4eXO+eRaDaYOh6QZuZ78dhe9ToPSmlyX2dWilZ66pSEfCRjFBFCD6SYo+KYzeO++M6KkEa+ma57NnROeeLFQBE8MHRL7r9s7t69Sove9nLWtdHueliP0p5XCjJw8//QlFEQBz89Kt/gSt3PgUkcr7ZcXx83NyCIRP61pgBaYTC4XwNY6WPfaswXDbKyU48GcGH1Far6g6gxND+3lzZt5/tORzQ7L87lEO4dR44H0rmeIPD/d5inzNFflaAhky1fIebrIiXqWXRLQquPhI5DNoPS3sPYeU5gHeHT8tufHLtPNo1R+9JUyPseWUwVWXIGVxbcTjTHm6cWhjl2tYDoDQ2QZhyQPskLVO8ljM1D1jNXLp0qbm+B7Hfq171qo/qPnwoedzEJP8/dW8eZVlW1/l+9nSGe29EZGQWVQVIAaIgtPLsJ7YuFQQcFg4t/RpBZXi0DxW18dlPG2QQEbChwKGbp08UBQdAGUShbYSFojwFFEEceEoLBVaRRVVWZeUYce895+zp/fHb50REDlWZZelK91qxMuLmHc49Z++zf8N32LtQB0/8EDLZKJr5YWaLbW48ehuuapjVDd1Z4ak385nkBDEQVz3JS3KqlcEUAGO1cQhV1bhmTt3MqJsWV1cFXiINu5H3MYHkUGS1l7CPpVHDWIkaD/lgvwQknFLsJdn7R0J2han8CWijJ77IeBzTc8vOMaaiqoCQlRThUBSOO3t9mf0Lb/yUc5fsxJpkr60glSxJzMfwyhRUgBQCcrGs00URf+91lbXorBiix1SGpqnETmI+hxSIYUUYdknagKvwYS3wH6PQtiLRyfHqPV1ipTU2ixUdukgPhVIoMRnXtswXMwbf0w8ds41N+b/R8voeGFfMIgHK1ZJ/dS7JvFUcO7mmWWyz7BK333GKtmlomobjt95OXdfM6qaIm4k9m0tjX1ujbI1tZ9jZnGQtTTsXpUa9rxlmBXaSivxPyEVBxAh5SCAae4c53W3Hv8u/+0GLY+PwXCyR3I3HnES+9Fh9GitRMcSDGLYp7JP8RZVG3n7Ur0BZ9qpZ6ZwdCWTBjO879krKQWH3hYHlqKbjnV7D3oIcF694OGaUsjgnlb1hGFBZMWsaVk3DkHqi71m7hqQNIUuPJaWMJ6KyKnKtlpgzlTFTTjHuMlVpDmdjENpWhixUX+ccGxsbrHaX8j1TYhgG6vaemd5XRLgFHIwby/VNGYYM/+3Vr4P51dzwmVsZfOLBX/AQTpy8g2O33sx9r72G+bxl5ixxvSasl+QEs/kmh6+9L9dc9wAOX3sdtBvMNw+z2DzEfFPQwtpaIhGfPVEl4WE7TVU7qsZOPI/xgp2rcTV10EeFwgvU58ecYrwzntubmP6/kJK89weRvCqjx4alUuTCQFS58Aejxyf5ScWDZP9xjMc8NT4p/JSsp882eUyQD06Ic3fHiSfDwZ1TNLwShoTRFMxbZmtzzr2vvZq6bajnG2wc2ubQVdeCacjZkXVFwLEKAkPZ2DwEUaqEQ7FwGGEwldGkwWNRLJqK1hlqa0h+jc6RxbxlsTGTLn2O/OzPvYqDZYq73ze5YhZJjgGBAe5d3AyEBP9w8zEiir7vOXzkEF2/5NTpE8QUqJ2B4Nk9c4phtQs+oLWlalt03ZK1w81aTEkm29pNMbzRAgGXSZAYxdhM0dBSGrQSUs8op6rUHsSElEgh7E3KlKbEcv+Ycom8L+co2KdxAbFPGzirUXp0D94+wtjHncqnQEyhuHrtiWCfv1DPmSAjMXwiY8kihL3FL/0bSdb3K0BeCDA5fpZhzzOlqS3Bdwy+m5yDrRVritlik1jg7wpB+oYIQxDXq7ZtWfsObTXKKHrvaZqGHCJtXTFra4rEC6QAOTB0a3IMOKMJQ0+Ins9+9rPEfcKAo0Hs3RlXzCIRQJr0EyIQo+BS3/vHH+UDH/ooyy7Q9SuuvtdhVstdds6eRDtD8D3d7pL1zln61YroPcpaAhrlKkxdCeFIF41eZ4Qfoilsv0SOftKlmrRzw3DgbnluIn9gQqY9k53xOaOO1bjDjGNcKBfCSR2Y4PvAioJC2Vt4+6tliTzBb6TAkCey1LkLZ3+nvaBoLgjR3/8Z+8dUHdPsOWVpJmCnQaRedZbKGzFNzVVjDLaqyMaijRMTI1OLl7wWYpUxhqaqiDEyBPGP2U+iUkoJ3kwaN+QUIEQUkaHriN6zWCzYmM/56Ec/ygf++E8AiClOOdWdleUvNq6cnEQpoW4Wa+WsNSHBJz59FNcc4vYTd9DUFk3gxB3HSOsls+1NuvWK9c4Zup0zpFOfIgEnuQmAz/vK/12UPoyI0FkSvluK17oWqRsADOhy185AKuUr5yQRTRQ0bM4CDiRNv48eJyohqo3sJd8jGjjqvRxif7d+fM7eTqaKJvG+yXzuZC2sq2nRJlkoCkUY0clGFC1LTxylkjTUBWA2ATfNCC1RhbQ17SIHkcLngQWVIjEa/ajp/0dr6WSEjBVCxCjpg0QXgBnrrsO6GhMSYVijjCMT8NETQ6ZyjpwzffBkrTBZsHe2cnuLvFwDNeoHoEgpiDYAAlWx1nLzZz+z77wmKeTcDb7JFbFIcglmtKlIKRGyTOAIvO3t78K1h+hPeu577TbL5SnOnjmFamqc1eyePsmpGz54wfe94QO/ft5jj/+R16KzIVsjnHCtyXEfE3DsTE+KhqIeIt1pzbnhzH6M1F6wuDcm7mDOpDE752CpFZgcdgVhsIc6zjmRUqkqAahM3ldaTsWVKirIKU+FAbSW8AyFiapUpER1ZeJcnDPGvtDY7T+X8DbeAMYm5rioCrNFJq5SWKNo2prl7gpIVFUloncK6naOa2eyy3RCzErZkr1wfqq5lOXzKMCXItEHohHDVWMMKDPdgMJoeGSsFHAiDAjE6M1vfjNPfspT0fvoDEqp88LhuxpXxCKZsvYQZSfR0A3wwY98nNtPrti45kG4nTuwKrPePUMaOhazGc5pbv+7Cy+Qi413vOIZ5z327174axK5KwE6Zi13+BAGkrYSAqNB7yvrAkqZqbwrkb8owY8Taey7jOEP+0Ke8cYwnYGSxCcSpBF6L/KsqpCeksAtUSntLZQMOcuxCUAlSzOzLBCVMlkXRZSykyn2QiWKsDfsMwIqxzqFdWoPEUw6qK4yTjxLgdpkEWPQtmboe7FgqB3RB4bgRfVxsYkPkX7HoDDii6gN635N21jaukL7wH6g5hCKLcO+vE6TyCGK5baz5CwyUe2sphsGun7Nn3/kQ3zpI/7N5PEIly83dIUsEuGJTPShDLurgZf/1KtoFtfgQ8N97/M5+N2bOPbpv0drx9VHruJTH3zDPfLZb3/p0w/8/c0/9voDf0u5Moq7bc5YZSap0pgyoMX7owAMU86il1Z+j4WzAUwhAuZgvpNVElsB5KKME1XCvzAtTm2M7FheYmuVNUqJM7AuQLBMxiZdeCdZQsZCmIrFkRf2aLsS8kk4QoF6jGHXBKYsizRrKV0Llq3AaJDjNmOfRmWcs7A54+yZXZK1AoRUInC+deQqzqQEp4+TY49TFusqvF9zdrnLomlwqcd7P1UXszaoUPIdA06DVaKBFnOGFFER2lr8GyOZ3d1dXv7yl/Obv/EmmrqZuPUXyrfubFwxi0RCBOEpJ61wTcXpUx3toftweh1Rteb0iZPgHOnG9/GpO3mvB33lt1I3C/7uvb96t47lf7zkaQA8/sW/gaBhEwYt4oApF80tzSgGl9ibsBkzhUuUCXYAO1XCNWftnr+hFt6HGvtEQM6JKShSknsIWFHL4ikKhQKrN1IZU0li1BFBHIXqm5P0FJLWZK0IxOL4qydqbspy3ifpobEPkw8WTyWsLM/Z9z9jFUyVkHJEAxurIEgOIY67SiArTYN1DcF3skBNQzcsibFjy9ZkG4neT8ZDZBEYT2NJUCPaZClhtSYCyQfxsUxJ7LUtHDt2bDr/OWex8r7MKtcVs0hkZPZvasYAACAASURBVOFxJPjgB/8nMdbU2rJanmFGw2q1Cze+707f4T4PfyzqkKEbBh78qKcJsteILvA6dtzyvt+85KN5x4uezONf8lZyyoIjygqyFhmEkIhktFHEMhnJUUTnlCangrHKaq9AUIZDoXwQB18lHWRSQimxJghFsSShMNoQssAxtNaFRpwm/BSqFA+U7B5GkqhCu1WSz2SZ0CEEjC0lZCXhh4liu6BKWKgKfiznhC07m2bU3BIUtE1ZeisFZ6aVVJwCqeDKlLj06iwNxeVpZm2FDwM6y/lp6xpjLKqaEYZEzIHczPFdYkiZqrL4XhE1RCLrPtAnx3ZTC0szFcT0EAEtErJKDJlwlmpWk9Y9rnG8/08/wKMf9ZgpN7ncceUsksRU9kzA+z/4F2Rds7tcM5/P6bpd8ifeedGXX33dv6bd2sYuFpi6IfZBoOtW7rJ98GQyn/+VT8IpyNaB1nz8D19/0fcEeMePPRGAJ7zwzWK9oPYQuDmJt3suCbGmQLgzsqDKLqTGAsG+xNxphU5jqi8JqtJa6KukSR50KuGWBGYYhhKi7fX7lRrh9mm67Y+lzrHxp8pCmkIslSRMU4ZY5F8Ziw9ZyuOTAnxO5TjLDjI9T03HLzmUKX2nkVMjB11XhhAFo5USDCHRNOIUlr2UhNd9R9SOZC2xVKKqqmKIQYoqWQTBhWGaRTgwJ3KRTRV510wy0r/q+14+u675iw9/mK9+5CNBiYTq5YZbV0SfRFGKSiGQgJtuOsGf/vlH0aalj0kgB8udi75+674Px803mG1u4JoZUkPVJGX2fgCQbTmgJp/Ahzz6KZd0jG976bfx1pc8AdjriRzouud9eCOYSsXnInjFU+RgP2VUjk8pHWDV7e9xxDyqzHvJUcb3K30aYhIHtlheF+WHmKfnqMSeBnJEeP9+z78x5n1NyljcepFeh1Jjf0RqFbYQ08YJdG4fSQoE4ulSVy1NJU7EVe3QBtq2FlCqtWhXS/gqbBZ8n4hJY11DRpOi3IRI+YACvdIabaRnA+XmlQVe1K/W0/X467/8S44ePXqguXg548rZSQCcJWXo+shyFYhmhrU1aM2ZD//CBV/SXvsw7KzFzlpU3WBsTdKO2tZi71aaa6ZqiGEQL8EcpcEUMk5rHvzIbyfmzKfe/+a7PMTfevET+aYXvqX0CsYSbxLnWzWGNuLhOE4gucvJJNqPtyKHUjzNU1KZSjUqs9dvudgYG5mMzcSJaru3C6WCrxqBkDlEfApTozSlhFWGn3nahd1tX/KWD5Xwq1TXyo6mSqdedkdZLRpK0WKfcEaB0IPoeAWC0BG0pZm1ImieA2gxGM3KEfyKqBPWWWI2hOhRbq/3NL6XUZoQRwZmRu1vFJYbh9GZndNF0VMrvPeT+++lDnV3W/X35HjEIx6R//wjHyENA72u+O7/9JP8zadX9LmhT5GQOpanb+Waqw7xyXf9FACLIw9liANu6xD1YoNDV13Nva6+N3U9R7sZfcz4ggHqh4GuXxH6Dh0DOXp8OaGN0tRkSLKLxShVLKUU//Cht97pcT/u+W8EJRbOyhghB024rBJiKXHWRamCm5LJZEcslka8PcZGXEp7oZTZq36NO5bTpuwgIs9g89iDgQEJo379//yWf4KrdHC86Ff+CGdG30chXTkrd/L9hQrvPf2wJvjEql+xs1wyBGkcnjpxhhN33MGZUycJ/ZJhuYvqdqmWx6l0omkrgo4MviP0K7kpaI2rCrHLVWIdV86NQHj0PoFAx2KxQKH5nOsewE/9t/8bEIGQL/vSL+UjH/nIJcVdV8xOkknYynHsFHhqTK1Y7YoB5TAM3Ote94KwZvPzH8dw7EZQPRpwdc1i8xCb24eZbWxhdAW5JhDxOokVcpmgyie5w2tLtqK+EWMiBI+i4LVUZBRieMijnwbW8vd/8CsXPOZ3v0xCta977huxUOD2oz5vKs1oPTXvVKkUZZUkCWZsVu9dK6X22IpTuZh93flcrAtKp3sM6V7znx7/T3BVLj5e/J2PmX5/5Rv/eOq1KKUKp0QKG9ZpBi8hUVX8D0MIJIUYtLYNZlkTU0DbXkq9xuHDCoaBal5hsiUOUxeWvvPF3k9LCbjAV8Y8cVw0OiVUjJI/xciwXqFsM0moXuq4IhZJAXYAiT/76Cf51NHbWcdD5KywVnA921tbnLjlDrqd06jYkwmYIqPZzGZU9RxlLE3VAhXETNevWXY9PifxzmhTEUJImJyIvhh7ZkmWfUilalsah0rhU+T+j306N/3hr130+H//+qfwdc99I9kYMEYmvtrjnUxJdC68DwMokftUWcQZRr65iMLl0iQcm5bjTpKIWcK6kbX4mh/6510cFxrPecqjpt//n3d8gFxif6X3lPRzCcFq6+hUL5AT54QZWlfkfi2JvHUobRkEb0OjtbAvUeTidhULiHS0swilqqEnDYK9IkpKCaM1n/70DXzoT/+MRz72a0dZi0seV8QiASZAx85g8HpOTJp25lgvT6NJrJY7nLztFnK/i0OsxLSxbCy22No+TDObUzdzmmZOCooYEhUwN4a1FwCjrVsJT4ionHGuQVeR7swphqHH2oocQ+lBJIIPk3vV/b/mGThXccO7X33B4//965/C1/7IGyTGN0aE9EIgK4XLhWpqJDQBLuikO2Y4Y99iStxJRC9wfaMUb3v+t93j5/+Lv+PZZCOuVrP5nEOLDX73Zd9/2e/zHx//lQC86m3vQyM9oP0C3daKS1bXB5SKVE2DcTWqLA6UZYihIBUCXeho6wqvhRMp4Z3sHDEJDyUPg1xfrUvXP0seFFPxoGHKi1JO3KlowQXGFbNIVGFcve13303QtUxoA8uzPZXRnLjjOLunj5O7HVSOGGtxrmFjscl8tqCazUSZsZrRq4Q1kcYYYrKoJPbPNkgTLRS7NJUjOmWIEd+vCSEQlSSlZkp8E2VjwMTMg7/hWXziXT93we/wB694Ko/5z7LjWIwks+eESyP+KTI6u+UCe5GbRGTPT3GqoOXI21/w7f/oc/zwb3mW5Axpj9uSlSJYy6B7lLN7iXFMfNvzf34yEf3l5z3tsj7rB5/waF71238ozg5KFdkfj82izeUHyV3quqadzxm6Fd1yScxgnSMkg48DNgTMrJ3EHrTW1LoG2HMqKwtgP2BUa42z8pqQI91ux5vf8ia+6qsfI2nkZXyXK2KRjP3bHsPxJeT2EI7EsZtvwvg1i9Zy042fpvY7WAumxPN1O2Nj6wjtfAvbbuCaFqyjceJTWJGZIR3imMAEqTwNIdAnX6pDma5uRVA7BGLypBBxSgB3eE+K0q0OSqPRfNG//WG0tfz177zivO/yRz/1dB75Q78qCbYRoF3OwjRMYxe+oFUzwFh5SgoxYcusg+d/PO9Jd+tcPuo7X0gaBsLgAYi5AAFTIptM9AKnr5yowWutGbIomRhjhX8+eFYpc0c3UNc1ScGjvvsluLpi+9AW21WDNmCs5ud/5OkXPZYf/PePBeBn3vr7EhpFGIK8Z+gDDeDJLA5vM6SIM4a1M8S4CzpT6wY/rDl5aodF2xBUR/ABXcxdY4ykrKibGWoYWK/XWK2pm2bysDfW0HUd2lpOnjw5yUZdzrgiFgkImtUrhc/gY2DdrwixZ2s2w9ATux1yGIihBxTKNWTj5PlF2NkjerKtdVNvQpUFklNxh1IJU1lsFsxPjpEwDDilycNAjgalI6SMdYit2YgazaJqkhD/9S/+357HX/3Oyw98j6941mvJOuJVQkUhT7VVRcFqoIqCilaWrEaIx7hrKEl3L7PZ9VXfez0pePywZlBSRk4jLN+IC27oewFdNg2VNlKNKlB5TaILkRAjgx8EY9XMabc3RNe3qpjHAR8DOcn1Gatsz/qpN2CLjNArvv/fX/D4YpZrkBQiKqc1tralKQnaWmaLBadXa3RVM9ia7IeSOxjplWgpGwfiBBJFaUIoPphVhfbCzswFpZwojdu6FizXcnm3xLSvkEUivt0BWHY9QTmpdjlRUQ/rNToN5OQJwYMyNDOHdhUYJ/Gsq3BVhXFOzD5Lz6Em47Uixz0clFbim0hKBCVyRE4rsAblLdkHac4lESCIukjhpNJfKbmE0pp//cQfJSvHX73lRXzJd/0s0QSyNcLhSIqEp3GOPIpwA1kJBkn0dDM5iYSOON4m3vm8J17SWXvMD/w0q64jqESMiZS1VPNGGZ/ymVGJJXfMmaZpRPwiI4SwJDeSqniuzJxMuHkzZ1bVE6LZVQ0kL0zMBBShDWvkWnVdx/N/8R24yvLi7/ymA8f57Cd9Lf/lDb8nE1vvmY2KMWoGkzF1Rd00dDuOpBxUrSCgVULjBepvDSYWWnWWxmvf9yKvWiSM1sslXddRb2wCUmNT2kKS5/6L3kkAzuwkTOVYnl5SGU/dVMRuxfLsaXQe0CoJlB4p/alKqLmuqanqGl01aGcm0F4l/STBT6GEF6JVgbxLC0/ZIjpgLRiHsYFkvJQOfZSeVE4obUkxopQvADuNNQqlLT7BF33bS0mtQAehQNK1cL73d6Gn6lUUp+AGwUGlJF33kDxf9xO/ye//6Hdc8Bx9zf/1Knn/CVqipslnlEDrNQbn7ATFDynibC3I3dIFFwi6ISNEt1ndyDmoaqk6aY1zTQlBpZJkqwZlxaHKWiPSq8pAFqWa9bonxMiPvfadvOQZBxfKC576jfzEG96NVhHvPalAV6qqYt33ZKVoFhv0yzWdrjA2oWLG2EQKiZSly29qCVmTD6gUCD7SrXusq6malm7dM/SeNE9lh3HkpCFGKmVY7+zQbmxc1ry8ImApIDznhCbGQF0r4uBpqwalFOvVLqFfC6rVGNAWTA3GUjUNzrlJUcMqi4+ZUBbIqLw+dt6zEmD3eDfTWmOd1O/r2tDUjrapqOtqel9rKoy2GOMwZfeK2eCTsCfFbrkQgXIgZeFejyXIlGSX8DEKtCRLjyblopaeY8lGpGpjtebrXvamA2fosc/5eb76h3+WqCBpRSATED68MrrcTZsDPie22KqJppX0LdZDTzd4YZu4Cl21YGrmW9s08w0BD2qNrSpMVTHfXLC5uSki2FXNfD6nahuh4o6gyML4G4Usuq7jha/93fOu8o8+9XFY66ZEvq4d81kj101rmqZhcWgLVdX4rEnJorQIbadUdkgn+mpDiuLbojXdMODJwlVpWylepYQPPUPfi+mRFfdeH/rLnp13uZMopV4HfDNwe875C8tjh4E3Aw8AbgSelHM+paSe+SrgGxH53v+Qc/7opRxIVuAjWBNR0eMyKJ/Z3TnLENaQo/iwo6hdS9dHUQQsDDblA9pFTGUYsPgUJSzICj9EAe05RwhelBJVISSlROsMymlyZciDp1eRpBS9tQJS7IVK6oGULAPFlhqNU4YQEGJU+S4pRwEqFjmi9eBJeJQxkg8pjaktmlSep9BI7lNFJWXnFHnci19flFgSA51oYRWjzQiQISKIS1c50uDFBzInzEhHzgnj5Oaji5dDNhLO2CIel6OnT7lIjtaTznGfAzFoRk91lRHhOGvBlbK2GuVYHSEMxBQI0UOfec6r38Yrv+8JB67zC77j67n+De9mNyWsFk58rRTJCjoYW6HbBevlEmKmxkpYp0rFT2u6nAhGo1PEaeGOdMHTKJhtzOnXO1QaMJree4KybGxu4WOaNJUvZ1xKuPWrwM8B+7mwzwXem3O+Xin13PL3jwDfAHx++fky4NXl37scnYc//pOPkRM4o4ka/NBBFu3XmJE7ezZYW1MvNrBNSxhjTaUhJVYpcfLsrggJ9D3KJ+ri6afbWi6GFS+NqqqwlUMpTU4Bk0HVFqdnUjLWNT4mdlYd61V3QGxBurjiv6i1hayIEaKJaDQhQ6UyKnkqY8la6KdQiD8powuQK6sCbFQCVRflQoVXWXYaqaNOzTM0IsStR0UTiFGDMVgncHod08S3CFlAotY5mtlcdhtE91gXcqV2FoplGyP+S4uttDMGo6ViuIf4lcVtzT4ojoWcHSEOhBzRSvPsX/wtfvKZ33rgWj/3qY8D4Nm//DacMWxvbuB21yy7QDObMd/eJnQr8hJC9GgahpQK/1/RFfaqiZqZUpiUWZ3ZpUJxzfZhqquu4ezpk2xsLqjripRhd71EYfjF172WZz/72ZcyJadxl4sk5/zHSqkHnPPw44FHl99/DXgfskgeD/x6llbxnymlDqliV31Xn2Ms9D6yWvas+0ilLOtuRfBrYhAlDOWsMPVQaOvImAnVKgoqEd/3fPrGGwUtOvTomJhZERFwiznBZLCW2XyDxeYWzWKDdmuzQFLEKFORCXmgw6M0OKOItcOTiwieeJQfUBhRCrQgXxMZlQ0JhRspsWWBjUQrWzrJTo0idXsd9hgE6Sro6MIiHF+v1QTkyzkTspCrQJh6RilImZiKWJ5V2CwcEaWNhI7GFPyYwViFMopsDVln4bjo0WlLTVJB4/uqAmjUWnzlcy60YaOwtiqTytJ7P4mPP+cX3sorv/f8YoRGKuJNVeHrxKqPU6XKVI5hpelzxiRNpS0hDqgErm5EoTF1k8pKTJm+Gxi8x1Y1URmCjyhbfB61ph8C3vt90NNLG3c3cb9m38Q/hjjxAtwXOLrveTeXx+50kYxhSoiQs8FYQwqeneVpVLfLMKzkzpYLZ6EAB7OCvhvQeoXve9bLXdbLHWK3S1ivMTEIGYfManfJbTe+f/rM+33h4zjTzNCzGRufcx0bh7a55uqrAZEUxRhq6zCqwMsTmBhQYUTm7sEfNEL4Ubno+QqLg1QIRjDyRsxUvpwkeQqoK6ciQAfoWPS9yt8KTakAYNkrTKQkn5u0aHbVtiInsTIIMYmfY1nAeYSyaC3K7Qgo0VglaMtKzql1DmVlkdRWbL2NlgYr40IlYXNCZWHVC9JX4yoJL2P0RC0LTErM8OJfeycvevrBZP4V3/UEfvgXfwtrjBi5VgHQtG3Lsp0zrNaEGEhaM69m5F4cA5qmBWVIPrJc7eLqmkDGd2vq5YrtjQ0yAilqtPBVchY1zdlsJjoClzH+0dWtnHNWewygSx5Kqe8Bvgfguuuu49SZwGduugXralCwOrWD0Yl1tyQPq1IuVdMCCTGiilWxDwOhWzOsdvHdmrA6y7DapUK4zzfd8Kfnff7R/+/d5z32JU9+Htvb2xzZOERdNyhXkLvOkQcvd1crwhCpQLFjASSSM0kndJIu9mjyuR9/NYq+jaBHXbxIxp1kjPHzaE8X5S6dFJMUjkqqELoSSWlC6bSMkkc5SK4Gwo5EyfEYnMigGkHHmoLclRBLoesKNJO/yihEYVWxfrMjTL6ARSOTXvF4X95TukyFty8ay7aqMBle+vp38cKnfcOBc/7Tz/xWnve6d4rtt3MkNFUzo50t8Ks1vR8IwWKMprKZ9cpjAlhjCNqwjBFSJGjR1FoNPYu8wDjHEHpcdNSNJStwVc373/9+nvjESyuxj+PuLpLbxjBKKXVv4Pby+GeB++173ueUx84bOefXAK8B+JJHPCIve0/vIyEqVv26VCgiMSwh9oXRBxTrsViQnVL50hAGVPCY5NG+I3dLUHD7TZdUNwDgL37jYGPwm57/S3RZs5s9SRm0Shhti39hP6FNrS6WaMSCyi0xupY+j9ayE0zK7BPXQuyhhZ9O4ZXLApOmmNBvSZkUC402xcI916SyILIwdoUwFYUXrpSZfrQVLxBTjiFqhTGWZCUniSpTVxLK6hIGAjglFNnJJ2WC2AiuTdZlITyFJDZ6QMjhAK/cWisszJx52W+8h+c/+eunc/z8X/4dkspYpalL2bptW/zmBn23Yug6Bt8z+EhjK7JrUEEWaGsruqoiaY0qO23vI72PtPMF67OBruswtgatMFaYnbffccc/C8DxvwNPB64v/75j3+PPUkq9CUnYz1xKPlIIoJw+s0tKiXnb4nd36bJHq0QiTcA1tEHZSnjjKomsZQqYFKlUJvcdqzOn2b35L9m9m19uHO982Xfz9S987TnkpyLzHyGEhGVEDhd1waI9ZZRYo1VWH+CFjJPQaYPTYiGdknTbR0E6W/THko4CuAyRGAIxCqJYZ42O0iyN++xxQzmWlDNWG1JWWDROV6UkrInZMILRrBKLbdmvRpG6PUs5q8EqqLUpRQZKRVD82keFSil9R1RM8l1Txjgz0X8ra8lxL8S5/k1/QNM0LJdL1moo17VAeJSUgv18Tj2bs1svyV3F7vos9aKlmc2JocOnnroyOFsTdBKBB6UIvcBTNq46TGVgubNL7weadk5CBLgVl9dQvJQS8G8iSfpVSqmbgRchi+MtSqlnADcBI9Do95Dy7w1ICfg7L+UgEnDDZ27n5Jk1JiZ8f4awc5L1qdtIq9MYPSpxWGEvaqnkpDQQwhJiwK/XrJYr7vj0B+70s574PT/E8Vtu5ehNN/Kpj50fhp073vPSZ/CY730lXbRyN1dZav3ZQB4wBSipUoTYY5MQkWylsa7ALwpGSjuxTHNG46zGWEEGo/Z2nixqBqikqJQha0TqJwlgsg89YfCopAhDRkVdqLeJLsayEB2oYgFtHBFDGAIhKZwFZyuRgUUUSGa2wZp6XyECrMrU1lJpJdYIQAqerDK2qabFMRYNMklKv4CuWgkCtXBdfB+wqtwstCYVWdnGNYSQyEMgq8zm5pzlsqObzcg542NmQELK5fElrD3zWhRprGkIRomDbwjUdc2h+ZzUe9Kq58zOks3FjO1rN+m6Du8TOYJWlj/9wAfuWYBjzvnCrV/4mgs8NwP/8TI+X14HHLv9hHRih57Yr1mePknodsWcJipM6VlQ9AJHimocPMkP5L7n1F0skO96zvUM5ix+PeDXPfd+wBdiNfhB7OViChy75eh5r/ujX3gOX/6U/4J1NWEoyo4pFT0rqIxD6QTGUNUO19ZYV8rLRrz/MGI9bazGWYNzprj+7oUxSpfu/r5wbOSkaOJBNcjMZMMgKvPSq0g5E0PGW8FtBeQcVVWFtloMcfqBCovVTshi2eN7J4vaWiwKq4QXE2MiZCMSSJUleZEk1VmIVXvaYeKClYHB96XMXMJLq8W6zegSCgo5zaKoTUU0GZ9FS9haS1NZUqoZ4pxF37PaPctwuiFljw/QtjOM8qy7Fbae0cclAU2Ko5SpwvvIeghoV2NcTUweax05ZD7xiU9c1vy8ImApOcPuqmPwHtIAfo1f76BjwJDpT9/MAGweeijaSc+BEreHvicOPQx37pH3nJf9CreG44QA3idiNiRj8bnU30nUVcV1D3gQtprx6U987MDr/+yNL+ART/kJuatHkefRKWNiZiCgUsY1FoUu3XlRU4+lNDz+bZ3B2dFfEIyWJHukOETShC/SgM2KpGLJf0QUIWZVGJUikDDmRioVkldK+L6nLp34pBIxDeRoqa0h9yt8Lz3+jkTbVNDtThZuXssud9XWoWmhQMQYLeGull6WyrZ4xWdylt1+JDmxjyszEs9yTpjiMwJMltY2RXyQ3UUpUYCsnEBlFosFO4tNTiuHjxGTIk2tRcxOB5RTeN0zhIBNWmSQItRVQPmACYVnYgyDT5gCar2ccUUsEoCTp3fZ2dlB5wHCmoqIJtMdv2F6ztnTH2f7fl9GMiU1zpqYE1lp1jdeWO70u3/op7n3tffhbL9LTIrVkNj1iZ0suCvwWGVwiG2CdMkS9/q8h3L8ho8feK+PvPFH+ZInv1RwX2PCqkrSKjdWhgQqZqEJK1N8ECWx18WGYCReQeFajEm71mQn/BI9lVuF90GW5qUvvvTBR0IQZmMcQtlVE8oKFsAXOEbT1lRGEfsVZ9dLdtYrUr/GDx0pDMQSQjUbC+bzOe18jmtq2rZluOYa5rMFTdvKcTtbysSSb0ghOUoZO6nJ1tuVfskBI6Gy4yQUWcn1M8bglEKngC4wHXHxkkTeOUfTNLSLObppYBXpO4/eWcOslvNb1ZhZZN2v0bWFmOn7NXEIJBOYKYOxFT72eN8X7eR7OCf55xgZuOPkKdbrNSl0xH6FI9P13XnPVZZimimq6K5wINp/9ThO/u35Zd1f+pkf5gee+4t0w4DRghYetKUDNAatcgkdNN6vcU3Ner1mFS9c/xj6JTBDaUglzjVao4qMZ8gJk4Q56ZTBuIOmm8rqouYuSbvdZ9AzWhTEPCbAhZaaRVjCx1B6NknwaTGikzAgRfkkkEMga2l9pG7J7uoM2XcMy11ufNfPXPQaHH7oY3BVjXIObR1VXXP/Bz6IzUPbzLe2mc3nzBYLbNtIr0FDZXSxsCjGRMbI4i7qKoxc86k5afCjrE8pVEw7bNltjDFUBXTqrKZtK8GLbRzCZkWIgZVfk7oBV0GrlKjkkKkqh4kJHYL42cTEOniscdRVg0XT7exetv3CFbFIYoTTZ3dkW/Y9IQyEfo0qieD+Ya0lKdHPkvJiBSSsuXhR72evfyYA/8d//jlc3dAs5ui6ZfAdOmtq1ZCSp6nnIv0feyodWV7gvT72tuv5gie+FJM0wxAkxi47iw/CgMxBJm+lBLlqKycgSCNl2Nc/87H8wBv/RHoVxYFKqngidzrZA0RQKk1mnSGI4F7IqSyUiI2qhCmKoDMJ8VbXwdMtd1mdPsFt73/tXV6Dkx//o/MeuxF4+Ld8D9VsTrPY5NCRq5htbXLNtdfSVo5UVTTWlc56ZKSSqbJIBC4T8bHg60bcVylzq/J8YwyVUqy7lRQNrMWYgM2KuoZmNsO0M2Lfk8OMoCDhqdCE1YBRGYPF9xJ9OFezjgM5ZXZ2V6iomB3aprYVw+6a9e4KP5w/ty42rghJoc9/2P+av+hrnsnf/M2nOXvyGKk/zbB7Kzu3fPjA8+77uY8iti1dVRFMhabCNY7aWZwzLGYNhw9t8Se/+hP/5Mf8xU9+GUOAvvc4ben7nlRbqCsWm5sc2t6krmtc7VjMW1xledP3H6x1POdtHxaBA1Kxd5OiwJAyIUVCHxkGZ9rR2wAAIABJREFUjx8Cdxzf4ezZNauux5fiQdd1MHgJfaxmNq/JyRN3djh2w99x/GO/fY9+58//hqcyO3ING1ffm82mpTGWre0jHNrapnE1s7rCKKhMxuhUEJFihRBzyUFyIgUPWUq+QmWWXWS5Fgq1MoZV1zN4z3LoWfvMR//+UyxP7bJ75gx+9wxxtUuV1tx7rgmhY2PRYp1hudzFWIX3SwkHM2xsbLC9tSUh5FKkiT7+sb/hk5/4xCUVua4IqHzKmdV6IHpPGDzdaj3JVO4fTbuBa+ZkV5Gsg6rGtXOq2ZyNzU0OHT7MkXtdzfe/8k0X+JR7dvzVbzxfNLOUVGSqqsIZN4lEjzG1MxJmOXP+qdZFnd5qkTlyWiDjAh03U39mf9feaYGax5CmRF3cpjIqepYn7+D4zTfd4wsE4JPvegNnbj9G7ntWuzucOHGCo5+5mc/c/FmOnz7LcvAsu54+RfZHqypnIbEVMhvlmLNWBxyIa+empH7swNfO0dSin+UWG5hmhnIt2taCAo9iWb2zs4OPkY2tQ2LTkJAeUM6EPrCzXOKHSLuxhaocl7M3XBHhVgZ6L1DyHKOAEy8QNypj0abCVBZsTWVbNjcW1JVlo604fHibw9tHqKqG77v+Lbz6uXePJ36po25nKB1waKw2eAXGVVRGWH6tEz6HsP7Ov2kJcFD0ekdSllYIQLF0ua3SkzKjlFtFa3h/vO+cxenEzqk7OHnrzZz4i4uLgt//YV/BevcsVkloElNgiIETt9x4Sd/5xve8keYbn8H88DazjS18GDh6880cO36Cf/XQhzBrG9SQyE7jRJmJ2jnptWhNjLKL5LLA8whfUaJ8MlpXmIJGDjmRVGZzscAPCb9qwfeoHIhhV2yukbCu73sRrWsaKuVYr3oympAyXe9Zrjs2D20XXehLH1fEIkkpsbNaEpUQZYSBqDl3mWRtwVa4qsFWNZVrmc03qK2mbUtyZh1KO4yDZ77id9hdd7zxxy/W6rn74+H/4afJJZ62yqAMaJWwlaWpHLXRIrRgDE4bXvddX3Xg9T/69r8SLoaG0cJAM4YeAZsF7YwxqCSIXas14/5qjIGYsFZTWU2/3OX0sVvvdIF803c9jz8f/kAYmcagUiyl2cjnPeQhHN7cIOzuksLAfe5zLb/3/164Yrhz+zG61RJ/jWf7yDUs5jM6H/iHm49y33tfS041KVW0VuOUcNyVUkKVtppYCGA5Ruy0+CW30oUfYrWFKKjgSKata+q6pm4cqa8hetIwY9g9izEZYyyr5ZrBe+5zn2tJ3RJvEtFkXFWRFCy7gawt7WLjHCmnOx9XxCLJwJACwgQVwFp/4mCf4vMe9u8wWwtUPSNUNdE5jK2oq0b6Ds5hdEUKisEn/JAZYiYmzeNf8EaGEDm7s8KmLDztKBTSD77uhy/7eD/vSS8lNQWQaIVERcoYLUroTVVRG0tlRKxgTLz3D1MkUQUTVcKpnFFlkpCRfpCRRNcah7MJaxNKDVTGEhxUOtOvl/zdb7/kTo/5m7/vxwl0CMDdlEkioY/Tmhwiu6sV66Hj0KFNtu5/v4u+12c/Iur+9/rSf0u37Ljq2s+h3dpi3Xluv+MEYXuTGFvUrEU5Qy0QSUa3LdiT/xF+DlNfxVpLTFLlGncUlzO1k5tP0zTEdUcaLKmq6GPE+4GmqfHJs+pWXHXVYem8KxiGhNHC11mnFauuZz6fTSJ2lzKuiEWy7jrs0LPyosyo1fmhVpxvYRaHsfM5i2aOa2a0dc18VuOswhnNgGGn8+x2UlFJpY8yJEVIGkwllFUbiTFASnzV976GmAYoItIHPrMom8QsVFkQkOVOXtMPiY15S2MdQk2E2bwWcbfa0bSVQNKtleecM6yWDrXVozVCEjJVzJiqJuiAIWKI6KxYzFtBSGtLSJlh3dG4mmF5lr996wsuem4f/aRn087nUFm0bqBqwQd8iBASPkJWBmsruphZo2jnC44PkWf84LP4yi//Cq6+5r5882O/+rz3Pv7h3+U4cPsXfj3t1r246gEPJPsj5BBZNUvOzFo2Zw2bsw0qY2kbhxEhmtKr0MJ7KYl7SgljK0zfQymNWyv2FUc2N9DK0NSWncbR79T404bbT3wWHwI7qzXzeYW1lk/+z0/wJf/LwzmzXNGHHVaDx1iLdY7bT5ykXq05c+bsJc/PK2KRBB+EOeg0KQfsBeJ3NV9gZnN0O8c0c6q6pa6sNM80oI3UxlMm+kHckdH4WCwLciaGhI/9XjKcJdxQKZBzJMco8AutBQYfRQiijwMDmlwg65WRBNMVUTSB7ydc7TDWCg22smgnd9ALbe0T2HG0ohZ9QlBicSqdeyE3aS1IWptE3KCua5HS0YaP/NJz7vTcvu8tPzn9/vXPeDHGNIRKRDWMc2RrWPtBcGAaurXnlptv59htJ8gPDnzBg07jqq07/Yw6QVzucuaOE/R9j++3aduWuLWJMYa2SSQVUUHRloZkppTwOSiUYYw5AAZ1BfJSu0hVWapeuvTUNbmq8Flkm/pujTWKjcWMuq45c/osW1cdIQHL1Wrqjaz7npizoDsucVwRi0R41oG6qdBGFTLPwZHrmlQ7TCXd4LaZCX3UQs6RPkYhGWUl/YuUURjRifKeEAJDiPhUXGRzls/JGZ2k/KoSdH6YoBb9ek0MiUgiOgfOkm1mY7FJ7Zz4lhsDhf2miv5U0zSTrE/lGl719Eec932apgGYzDgp8JKUKcy5g2LZoYhGZD3K8EhD9cu+99V86Be+75LO83te+6ILPr5574divSVGz0LN2VocYdUtee/vvp338va7fN/b/u49fO6XPwmnFGG1pjMWFRMrJ/Ccpm5pZw0mRRgibqzcaQgJtNhmSbNVKdJS7CCqqqLrOumbaE/rNENdEeYt6xhQi01mG1ucOr5LjJkUxM/doDh69Cjt5gaHDx8mpsQwDFRVBSrTDx0h3jmMaf+4MhaJzBBC8KQcWR/78HnPcbM57dYmTbtg3iyoXTWpCEoaKN3pwUcGIIZE8L7Iz0iDb/CRQC67TBI6KhEVg/DVR2RrcatKUbgbuqBXtbFYV8sCMUJplW650GSNcyirBIJiDcbZizq97t9d1EhDnBaG8EFy+VsVMpTJUDcVru/pewlbalf/o8//2Vs/zv7g4/aLPvPC45Hf/EziNRV2sYVyFTvdmjQMrHd20MDZphFxjPkcYw2ulH/3k7tGUfBxNwG5gRhjyAoqK0o2nR9ITY1OkXVOYB3aVqiUWS+XZG/ZWMzohsDRo0e57gEPYHt7m6NHj0o4V7ligX3p9a0rYpGAcDGi9+QLdNkBzKylmc2YtTPaSuJ9VSIUrQ0pKelGp8S67xnWA74byFFgJwZFDoFukPqQGvnaWersKkk5dNLC1VKdclY835VrsHWNa2qappYFksc7OrjaThdghKEYYzD6IjihcfHkQu0VdlYRZCtwGSWuuGiB3SetCDHTtLXYpA2eHOErnvVLJAVdSPzVq595D1+bux6f+5AH42Oix4g+c9czRMHBVUqTvYjaSQKiyNmgxfpHEAvFknsUDDeVCN6NlFsAVxmqLGX1WEdCEDFCZR3WViRXsXv0Y+Sr7kdjNMY5bjt+HO0cD3zgAzly5AgnT56EqIvB6b+wRaKVcDBU9EJ0v8CYLQR8N2sb5rYpWCHAKAmHUsakREzik5d8IiDavjkJey/0vSTZZagMOsuOknPGlGR6RKfWdS0Qb2tQdYNqKmxVifdfjmWRlPyiknzEFHURawURfFc7iQLII/GJskCEt77fwtoYTaUy3hnqxrFILZ3S7J7ZhSLEnYzhYc98DTlGPv7LlxaC3d3xQ9e/VmjB2qHuq4khsdMFUfpnCz8IhEY7sZ92FP/5rCfR8JTT5MEi2C75vs45fBimRSKavpoqiT7aEAKdERXMWG5iu0elGrq64yjuquuYH7kKZytuvfVWnHPc7373I4TAzmopXf3LYJRcEYvEGMO8qlknaFJiuMBzrrr6arYPbdA0DqeF9ee0I6ki+ual5Ne6CpctXT1jmAdRIPRFIM576cPkAsrL4hQ1ChzYSqi5ehR1qxxGCTV0UIiYtFZEBU6VUMEV0KJztHXDonY0rsK4ekpGzx2veM+nMNUevgnKQkNQw2JHbUCLN6DNkcYpuhhpGo11M2Z1w6odWO2s2FmuCL1HK0vKokjxsCf/V4zW1EWcLgG6kvNVG0VjNLWGrDN9q/mDFz/9gtfmOT/33yGLAY9RmSEG6s056t4Hd16VFU0UIx2KAIZSoh6zPxkfbYcMoItQnTIFHKn2OPMhqj0bC8CSsLgJMd37QBczum459dfvPXDMZ+74DNWDDpPRbB7a5uZbbuWmozdz3XXXUTczzpw58y9vJ5EGckalxNljf3be/3/xE36cjX8zYz5vqJ0oNQIToE7H0mvIBYo9UzhT4V1k8J5hkMWy1oqqscJrQHoVDi16vzmjbTEgNTL5RzVDbQwmRvEQL0QjlOw82hlpzBmDsxKiGa1xmEKKOn+RiEuVcLLV2DIddxZlCjEJnDHEVHa2lEhYWXhkcIY2SxFjtVrjQ4cfBjknRolAhdbYAKoa5VUV2SqMq2nqmplWoCIbreXpP/9uTIYKRa2yaJVVBrUhYWlVcokmZ6gtOUZMcpNCpcqpOHmVcEaZAmAs33mE2CCC2UqN/+7lJCNJS7grZrrJKEAbyFH49qPqpq0q8Z6/wOiDx+eIGSKLjUOcOXOGzxy9hYc+9KHMFpv/AmEpWbrMFwNbqqbGWjPBrbXWk1wNSOJskHg+qIxVIuNPpYqJpaYPimQQB6ViqWZRhclmMJSqFzJ/tbOYIl+E0Zhs0ZoSHhRbZGQCGS3mMVKxUQd5FBf6PuNzz3meaAUrkspFWb4QuHLG2kwgUmlIfSwkp0Rd18zqhlwHIBJ7z9D1pDFswRNSQhkr3zEb1noQxRNbYSuN7iLtXFQp26Zhc9ZiSPhSUaucBqWLc1Uu56mwDnXAxyi0Zm3LzlAwWCNvYySFlQKFeERqKYhMxQ8lDUet5SZWFGOKFh9WWZKW43FW01Y1fTYcOnToPKWR7e37sKo7qqZmvdqhbRxXbW9y22234Yc121ubExv0UsYVsUggY2rN+gKgRoBmMcPWRTVeG5pyEUqju5xIJ6C/nKkqMSPRQZpU1jmq4LA+4IqHoviljxdAT5N2tBZTxpTJLzTbkIRY5WNEI0LYo5JhXUmy3sxanHUFWjFScg8m7i9/9yeLu26xgM5It3nysM8MiPqh0opkNFqJYJ5GC3Cv0pgsu93W5gxX+OirnSWrlNBJgH3d4PEZnIMaS+g9xmhChC6Kj7v1Gqs06cxaKoVZExWF75KxzuBzJhUJL3K5s2NBg8oaowoxrPBGplyqdPaT3euFpBJiKiPgUJQq4mKC34rk6YYz7iZa60LqEs2wWhsa66gGz9++/pXnTxirySrgXMOw7Dl5263c68gRrj68wS03/wPX3f+Bl2W/cEUsEq0VzoqW1oVGuzGjrl0RrhaUrFEKT0KunnAystbk4vHttCKrgJbQXiZAUfJAqQkvNfquy10uY4r423ihdRZhBE0uEJPRkkwUDm0Rex75IsJs1NPieMW3P/TAd5GdUH6ftLgQe7ics/R+6nInjvK98MKmU0oUHJ0r9tgRZm2Fy3tMxpQSWiW6PgBZzGyGgTAMcsw6o3Mi5ECuFFVpVqQs6GUQn5fKiWhEnS1Ba7QJRGNlZ85KRPKy7OLjpB4re1OYVHbWyTWsHKMBMHtaYhSF+fHePjZg5fwDqvSjoi3KkxZnkjx2geFTxAfxnZnXFUPXsXv2JJubm2Q/cNuxW6Q3dYnjilgk5Z5z0XpDW9VUJSQyKWOSTBaj9CSOkBSTr3rWsq1ba0XEbrxL6/+fujcPu+yq6vw/a+99zr33fasqqcoAIYQZEhlkKgOiIJAwiCCKyCDIIDT8IFEMiIrtSKvMgSCIIDaIYRBpWkD0AaRF0/1r1GCr7USLrSiIEEgqVfW+995z9t6r/1h7n3veKakKwafYz3NruOMZ9tp7Dd/1/Xrr8HJFb710z0nWAbJdye8qvY9k04KvNDtGEao4MRKHarChwNuDhAGntCuIzjm06HKIyIDrqry9WRx+fFfUUMDOC6H0uGtZKKJmmDSmrQKkbL+5cEJmo0wWpeu7gd4n+IykjmVwpOWStm1o2oAPJlHhg8MtxdhZcoGtOzHmysYoilpxKKYR74rrJM4NAj05pYE50nZJM4C6IBm8X4c4zJXNZHCfy+6xhdiv4NpyEVbVkjLfbTjFSPr6SArGT7aISxrnOe3AfjYWC6uhneA4JYyEgt1JezB+H9x/gH2TKa03JsAm+PIppTfSLoNfixKBHLxVsotBuCpn7CJOLTh3rIirpTJ4FOUn1UL0oLbLiWpRzDVeq7bWQpoSqNeUcdMMO5F3YUuvRB3NZGLxjPZDbURE8Cg5Cyn3Q5ePCEVb0QpqzjkkmYZjFMuyqZ/iEaazCesH15lvHmB5fMFXvnItXYx0SyNok5IBTE7JLqJJ6VNHjp6+a0m5xzlhOZ+zMWmYtA37Zg2z2YTGW2FzWfpmctMyaYp+uwq5yOSpClEZsmmIWBuyX3FwUa67luDc7mNxcaXi2DBqJZVVvQQZFsEsCo0Q0h5S06q4PpNcx6xdx4fAfGPO9d1XOLC2xrlnncWRf/nsCc/OU8JIFNMP2Wu07aiqLAbdsBXVFIyS1gtoTIgVG4Rz5oZQ+hWcuVtOxnkXC8K1BI5jJo/aIGSZLF+ycHlwx+puUV0tc9lWNZCfe9wdt5zHa6/6Es6XIqasaiA1g2P9JJbCNahO0VksPSe1gJkLKYQYpxvBCaER1BnnrdPMZN7iY6CZJKZrDbqMpNixiJFcmGZc1gEeYli1TEey+EcgNkLfh2ERyS4P4qgxZxqxrJmrxlB2ElWTZENW3sGwUw+3WUa7xdYkhpQdyDk3uGhUCe/yXcNxbxuHzjwPJRKcs0UyqcFR8ozFfJPNzc0yF77OAveBLX2y++G0bVt4eAWvJp2qOlaotbms2VK5GVeez4PrpJWgAEuvijL4zrm4AWBgOViRTYhaZmDYadAtk7sWDxvvDStW3D7Z4ybU2ojfxVVw1Y0o82WIWQTspEtnYs6It/jNejBs9e5JuMbTTFvW961Zz70apkmikmPHRrccJCS8KqijZ+XehOCGNHuNMWpWsQ0NjW8KOZ+le62RxnQNazxWoGhURcj6cIzhOCVWAQwJpLaAYAuF+uJWFRm/YSGr93OX7CCYPAcCUS22Wi6XrK9NDXAZTTT26JEjJ0UGcUoYCUDTruof24dp5I0MAlYTWws9pxoVkGSbZDWdO063riadMdLLyLsbahojP1jLb1i2KoEySCcY9MSv1LBCwBXyrEFtapdhWTkdIjDBaggU43HOfGgpjrpliAwJ7FXJKRdwpoJzZWV3QxYoBCUwYX3/PmKMtuOmDDGiscX17VAArDFXFGM2FGfZLB8sKTFpQ1H6WrUoV8MBDIFd0rjqZAUcdUXcQFZqYlCuHRWjtXJtVceYtbqbbw3eh6o8Hp8zLlsKfPuYTSb0KHT9kJzpe9OImc3WWCwWJnfdf50BHDUlDqxNcbucNFQGQ4GsOO/JySh0xutIZpVmTCmV1bwEg2IQiAHmYF9qargiW1qFTTqh5vXNrbZAUwyk57wJ7bSe6WS6pZpsRTSbECnvNJLgGCaDr27daGWFUlQtaOZxAsYjJC1URGVXyZVFMineBZxmVIUssRxLMcig4D00GfXN0OzkVe2MvRmbL0jcpjXptOCqcfgtO4r33mIGPM41eB+s2FfOw3k3LDCrc69p4VwSDSYMpMpQWHVF3g3RoQ6Tc9kNc5WvwIi/e3ZdVLuuYxKs6JpywhcoTJ8TvujZtG0L7NyF9hqnhJF479BuiZfdjaQVW5nqCmreR+lJkFwCvK3bZ5VDUNWC3dpZuNNtu0YavaeSODtsoiWMlNl4ovxoN7HsVi1yViPJ23aSK676Ei640lAmhJE0g+jqllV3TAoqeHy8rqa4y7lXt8mO3xwaEWNQbBpzy7Ir18z58rdREkk2I1FNOF+0D4vb1rSeSdMAStM0tO0q5hpqIMVYVulyXZ3PEGeVST1kC/OWLs2625phlODdtqAt98s5V+7llju8q8sqBTXceD80ylV0sfPetOopbtkJjlPCSPatzTi9DRwIO0/66S+5En9uZTZ3xh5eJdBQ1JWLoKZ/6IBJ44kFLkE2z3hQjAK7Ibm4Vmqw+iEWUR3Ai8ExpBmnTVv6GpTZZGrqtCUWqQRrihlJVuWlj73tlvNofaANFfCouJHoaKYEvwhdtgmvVNeyFBq9Gm7JCfSW2SogGcjmPtbKvzMVIiQlYhH48aEoEjeZphhXyCbI07SB0K6SFtUY2raoXtVAWgTx0ISJ4USwSZ1LkdH7AlSVmoQwA6k7qMODVtZ9QUQN5FghPtSkiwmx1gVBvLf4Eoy5HkMH+LjVZbrF7e9K2zrIiWYyYbmwHbPrEy5ZRsy5hqxwi1vc8oTn5ylhJKDEfonmnbnrNOwGQpRskPeq3VHnec2AiJbC34oryZgEAdVR10nJspRaiVMpE9JuDKUqX10EV9yjIBZLTCsMvtR3qsBQPRZ2cbWkyKc5BcHYJ5OZACKrPaNmezKgYouAWBAGJemwJZiqzCPCKNYo+KaSDVNVJCWjICpOrWAATyfZel9GHL0wqhf5YB2YdRI7w4DV3WGAlIgZiZTJb9k4+5669okFXUYmV5IR5jbbEQ2tB1U2jGyCQK7EkdnY82tt6/VPf9SWaxzEcHbqIDQNTYpUTBjYYliREiczTgkjsdWPEW/6aljRSFjmhMHjLGuCmgx11qInWJteZRW4A4MTJmUm5tSbr1v6/4a2UVilisWwYY3zxT82X1q0yCpIYUIZwTCcOPqE/fYu1VxHoQItBuJKsD4U2QT6spvtWQsWLZViqzMM51hcy4xNThV7R4Wk18KoOhMDwmCG1qIgOrhFw7GW2CP4YGKoEhBRVJ29V1bXtMYR1eVylIRJmYxjmKNz1dBHhVaxRcr+bcmToZjrnBUGEfoq4l0a43YrI44LkNXFWsWWMqSSvXPw9VZxz6qs7Teu2e0jukwEK5zhCpq1+OElEhn7rxWaUYfD4oMhXWx9PxhhT0m3FmXX+n4tEz1GxTkLmqVodEyaZshItUWEU8SKgl0fSSnz0sffYcs5vOGPvgxtOc6S0TWBTjsnE8+xiV5hHvUcVIs5iCntkkfnO4oDspp7U5eLYdmok7HUjHwJgGptRlVwwSPBDauuCQ0ZiQXO0DF1N679Nm4k+DPsJPWnyg7jyq5i56RFxauCUitLzCrDVa3PNChltXiJ0tf7nEvb9S6FZ18CfRElY5xlMUXUqfW9oKZp00M7/Tqrk4Cyb98aa2trO15JOVsA5hwUMU6v5vcqZYJQXS7LDkUt/SPVMERKbWU1qTw142WgxfFrVbkpd9nSn06YNOvDDmIJBNMh994yUThXEv47sybOr9LQWU1u2xX3rCYiHFiPuLgiDQcp6TCBhqJccSurgQxumok2DEkAKXqHtaKvKa3UwmoPfRZEcunXcENaergG2fZbg7IXFHApgvqBkXKFGfO+ul9lFylSco5VEbEKjdp1KVkwzSQLLvfeRRnVjXC7XmecQzTjnKdp1MRYzbk1RvyYiF1EEzA98bbnU8JI2nZiOuO7pPRSVNQHMr1lkTQREvjs6TXT9wmHELMpIyU1tyVh/qttsXbpMxDV8LlBq4EJy2Q3OWS7oak3N+3IYoP10LBWaP5ns3VmbcNpB9YNTzYJaBYWXc+i67dkx8ajaicKUkRJ1Qp43lKjFdzo1UR8EKVXI8FGTcU3q0FlUkosu64sCBnEaJOqxqLzpacmVUhNKepJKA6puawiJiqqZaFIxakUrfUiMZxUeYiwRUStuogr5C9I0XTXnMyNq4kAZ+QWTjJhVB+qE10p311aETIMO0VGSJpI2qO5zIfkmW9sjV/Pu+DeJaXvB+cxZjWRVjE2+6SJSQicc4szEPk6w26FRmgnDXGXLTSlNBS9KH0WSUFzssBWlai16q7D5Mms3C4parcpGUetwy4gUHi5EiSrMUg2ev8udWwuFxAjBw6sD+nOusJGzWifDB8VE10f6XMq9YOtwzs1eW2xSZk1F8kCKXUSHQqkXlbJ7NpBmaFmKIgplWrxyIUs6WstNQFXImyD0BS4+ujabokJyv4hurX4CpQ++6ISPAQiZmp1qNY6hvn6Y/RCeUcpHJqhCCUoH7uMxf3Lo92horJd8Q6stiNlsUhc/pytctehsbZnqbtvyUz2qegTm99M3yf2n34a/eLYjvu017hRUL2I/GcR+ZKI/NXouZ8Vkc+LyJ+Xx6NGr71ERD4jIp8WkUecyEFUiEjaJZjq+37AUGkpgoEF+cYTm1ap1PJIrOoiQx9DXrlgvRrZnP07F81BKwDGnK2HurMm4izKZGawhraxCbfsexZdx+ZiwfHNOcePb7IxX7Lse37xSXfZeYIVRKnZ8lY5mlsgWgJ5LRk5S3mS6/9XhjI2CLBVPuNIWYkJNAuaZTjP7XHaGJNWA1ynVk+oUPfxw41ih+EmDe21eQtuari2KVlMUN1iKfwFJXg3tMNot63MlTI2Ot0yKVeLAAMANu+ymNbnt9xrgWVORMA1RXkYy1yezDiRneTtwBuAd2x7/rWq+urxEyJyV+BJwN2AWwG/LyJ3Ud2FSGvLBzEan13cLdUI5BEspe4c1iuRUqLPQsrG4ZTUgmEtKd6abapV25S1+K6yuviqBTdVMmVuVaSbTqesr68bKUTjybH0zavpFs6XS7qYCtvj7v0NuYjs4Ks/rgjRxElLdqkWSi2l7Mla95fiLZZUr3Me51LxIJUuRvq8mmxS0LiNc4i44ZqtYgLr+Ou7jiS2g28hnKhGMtpRqlSdGWxHNtWRAAAgAElEQVTFUFu2rP6uE9stzS2rxlb2HCm9jGUTKlFkSX9Xw99W8FVLNJjbbDtINQKbEzuH3TN7qFgtSZownGPXWUfmslvc+O4wGiciLPpHInK7E/y+xwLvUdUl8I8i8hngQuAGZW4FmE2NEHnHa9usvlbQbfWPJTiv9ZQi9yxbXZHh4haYObpyGSohHAKkNOxWBk3JrK2tMZ00FgPWVRpQ7eljZtH1xGxZIt1jhUpdwoWE4qzA5moPxWDFVmQzmKBlaShgTF096vF2vRllFxN9zMRU6hHidiySq2uw+nxOiZySKXNFoW0D44hj9zpCXYFdSUWbyzfeHaoEBFRXzZUdsRip08G9qt+5cpNHD3THc8CQ/v3F73/YzmusliRQEXNtS9v2JMwscZEtCXNsftx20pMQuzoZg9o+LhWRvyzu2MHy3LnAWL72c+W5HUNEniMiV4vI1V++5hpuf9vbMtvFSBxKziNsVfW/R7542uVijh8kRWPROE/lUSd8li1bdN/3xK4jJeuT37+2bkVFLapNfW/vT6uJl3IugeHuFyr3seiwm//uCqbMO+PWcqVnvtYYTJLBOgDJ2PEX1H4uoqbL5ZLFcmnqV2quZxcjKeYtJQCnznjHCirAiXX5rU2nrE0nTEKzcu22X3sdPYYbZ/ngcQF37NpSvscPkUkefa7sdvVLyxiuf022ZGG8wFU3OaF7uloxxmEx7HMaKGmbpjHIfFZaH6DrufDCC3e/UXuMm2okbwLuCNwL+ALwmpP9AlV9i6oeVtXDZ511Fne7yx0547TTd7zP6El7lppZxkzfpSEIX/Y9fU72evl3LNcwZxMKrRSnlZWxFUerELIUPHXEK9BHYtdDjMRlR5wvuOUZZ3LwwH6CQup7FhsL5ptL5hsdG5sdG5tLNjY7FvOebpH4lR+4167nWg3EKI06qxi7VbGv4qJitJZbyWqGUnz54DyU88lRyRnmmwuWi8ixecfm5pLNzSXLZc/mxoKN43P6LhH7EQFDtkd1bWoRcAsea+RiVVYSN+JlFldcmrrTkkcGUtS6ako3JWPuz3kwpJSjGXI5ppiTZeaKceRs9FD1uuScDTIUrdclx55lt1NH8xZ3vxA/mdKuzVAXcM3EFIyTIikjXSTEyMwp+9ZmfO/jvouTiUpukpGo6hdVNalVgH4Vc6kAPg+MOftvXZ67wVEPeH19fcdrH3nTZcWDdUMxcbXKMDA35gQxjf3W1Urlxn+XLJGUNmBLRRaow3glLCtu7c92zsggqtHGPtH3kWVnSrhvu/Sb9zy/6k/3KRXSbnOThhWyng8FBYxBLJoRiHCMq5Ia5pfzzoV8L8VV0L59N93uuqwu/t7I65qCrv8fPrIt0NZRRqteQ1R3vKd+1/i58U6Rt7223WXOOfPKp3/7jmMVHL4J+KZFnHGPabYFlj7SegepR/pI42VX1bEbGjcpBSwi56jqF8p/vxuoma8PAu8SkcuxwP3OwJ+cyHdOGs/+/ft3fS1LJmGqUDmlEoDnAmKs23XtRTf/dJzlyUVEBoVQA0TVAjVJaMqk2Funno5cHzE8Ud/3oIEuJhZdj3Y9Kp4uRt7xIw+90XO77DF35DUf+juyl8HYFSMyqMem2aAAMppIFR6SNY9W/JVrYzLVBuC0oLsUz4rBmM9R+tB9hcCMQoKKoN7FeJSVoZhbxbBYVLzV1t1nRP4w+lw1qC2Z8cLiOPAT1N0oW8YOsQRMzKv7WB/bxzmHH4KfJJpmgm880kPOc5Jte+TU41KkcdDPN7nNrc7h7DPPvNF7Nh43aiQi8m7gwcCZIvI54GeAB4vIvcq1/CfgudhF/WsReS/wN0AELrnRzFYZtzznDM673W32OoaybQuijpSTFYpyDUQt45XLBOtHKydALIA8TwHtqZqGXwHLpZSIKdEUuhxLJlnwZxm0nsViQdd1dEuTT0sZ3vtTO1e1vcaLHnMBr/nQ3w3ZF0lWyGy01g0E5woyTVe7616pWVWLTVRNOUpwtO0qEqidd+P329+rSbklLZt3/lYNqocSCSskde1PHzJi6EprZRsWbPu9HP97bFBZGNoadiReoiVVto+2mRCcFOrZiDqPhBa6iIgtktOm5fjRa5k64cL7fRN3ueD8E75vcGLZrd201PbUPFbVXwB+4aSOApAAX7hmdz5zB+RYCMtkFbxbIFddLEaBdAkS63dL6ZoTy7LYpMoFDlFujjMKTk2rQlSmGFzfs1h0FuN0kd/62Uef7OkBZigAr/u9TwPG1JjF6gpODIZPzrTBUF01oTSOC8bDDKF2JyZi74ZYImPGWI1FKuJWIclopWdHfRDAqvzZOggrzKTuGABVh51dDGJ7dqxSr9rvWZEQqYuaDGDMureMM5Jj9/EXn/rwHb/VhJbQWG99v+jpMkhoSGI4Meccy+WStemUfvOYCdbuEfzvNb6a7NbNNhTzDI4vdwZl9gY3rPiaK1Sh1DnS1u24j6sLsLWyzHCxx30cdXWuMUefUylS5lI0XLLZd8z7yPHFkmOL+Q2eyxNe9gm+7zV/eIPv+eFvP59jm3MrRC6WLJYW0PZRjeSg8HeN+b/GEwZWO4QDKAtF3/dD/DG4OTVjV+o722OL7ddo/LxdJy11GjfajVaZJhkdlw6JgdGtG+8G4xgkbS0C31AcYq/v7pAYAtvTx8zmsrOaFQ6ct2q7CF3XcfSoiUucTG97HacELKWuZk984hN5PU/d+YaY6TsrIFlWJBPVDKbvolWci2uQUy7uUv3ulVtGzkO1uSntrYlMl4o0gFqhq/aqXHvkenKMfPCnH3Oj5/DAH/xNfOs5OjvGNAae+MqPs77WElrhLc/51h3v/9HH3oOfftefmsZKKbw1TcOhQ4dASuXdObw4YrZJrjGRckKcMee3zZx+oWhZPKJG1HtSVGhz6UcvzJR9Llm0Cd6vmEpqrOZLWlrwBSaSC4ymJAVScXdh6KWp9YzCqgVs7eOpLQNR81CQBIMYbUkb1+xXTTKII+ZkmcsCG/qFp+ysjQA07ZSYM4u+MwnArOiyH4x6Md+g2zxOQ2aj77jiiiu+JhX3f5cREhzcgy1FeohtBpfLDWzR3oCKvrhPmgo4PDsysoLTuwIozKlomljF2Wg+DQcmvUK0tGuMiUnjEN/SH9/gg6980g0e94MueTfee5bdHJVgZGghEGNisUy0svdm/dLv+yYAfvTXrypyb4qfd0yDY9o2eE9JfeYBxhJjb51+RELjYWPTbmJOZIGYapZuSkrRMFWjNltgwInVdgFRX2DzWvi/8uCaGRLY0L2aUjEHQwNrKYRqKZDW1V+oMUbBziFDlF6TJrAqleTSbZjUjihW+JBAJ7DYo/fjjt/yXeQ1M8I+97TBkhwuJ7q4RFJf6iaRqInGm1z1yRrJKeFugV3kdo+AL3WRpNbSGVMyBpDM4AbUcFVGhUGtW3Wq0HmDsfQpDWI/NTsmFEKGZBmnxpmq1HK+OzdxHXd+3OXMN46R+mXBXGWWyyVd15FijZeUZ77pht2vVz79gXS9sozKfLFks4tsFmTxsu/pUxzcE1jVVnxY9Y6PMVF2KFvdmLFbtf25HUHylmxXqZKPUsWa8pbjscInRXRod5drS9F32/kP6e1RNqvPqaTK456khYojIkRVkrDC7KVMq+Bij8SO4GUwSEN1fJ0aiSqccVA4cHhnnmBzsSAmWzESZdKrEDMGVBRryurLTa430ApaJgVHykg0yTcjLQONalmTktqsTCA5m0H+2duev+fxTi58Addc80U+/4Uv8MUvfpGNzeOrAlhKLLqOjfmc+XzOcrnkqb/0MZ7xxo/v+X2vfsYD6JcZTRZobi4XJhk9nzNfLk2PY9kTo4mk4hzBtxa/+FXcUl1FW13TcM1qyjWxmrA1i1exahZrpNoDOBzbOF1rE95S5pTdbYuB7pHYqpSyw2+P3K1aWxkMLGdDZac0QIV2G73zxMbTN54knk4hqlEkpZSIiyXL+Zx+sTQvoes4/dChPe/BXuOUMRIvEIRByGU8futlT6BPmZi0ABlzCbJz8VmVXo2RvIIeU8EnpRghJVNZGj22B5BJtbAQlt55Mhc+5817Hu/yT67gyFWv4Jovf4kv/Nu/cu211xpfVvGta7V/vrlkuejpu0i37HnSq393z++8/Afuz7Gjx1l2vcFOFgszkOVyQBQMsg7O+tKb0h1ZJ7Lq6hpsrzFszxjtFjBvHSVeKGa2125TnzPSja0Tepx02L67jdHag6FkQ3tT0r6kVZF3PG71bU8wSY7JjBBakpjSMpicRj9fGuYtJxpnnZFGJcSWQueJjFPGSEzPG047sLPqDtBHzFCy9bYvUqTLag9dVbH7lElRhwcJSOaKSVZzyfJqxe+z1UjsxqUB4+SrJuONjP5Tb+To/385MXUcO349GxvHOD4/zuZyk2Vv7lLX9SzmvUFZjs952I9duef3veoZh+n7nmXXsewTyz7RRWsu6zvbRWwnrUbtV2yGYiq9fUorWW6tbubK1RyMolyHGj9kyQMkXp2lxetE1vK748ayoeMwZdA47AoV9j/As7YZV/2e2tZQYxAdeQA5pRUSYheJwLaZMF1bZzJds0JicZcdwsR7+o1NdNkhMVmSISXWpjP78Ndr4O48TFDucOuz+ewur2/21jmYtYdkk3mZE32fDIaQMn0fidG26hpnJNWBARDn6DUTc2Fs8K64HbFkvCYD+td54eBpp3Hxi94BfUSXHU4dH3vLc3Y9/s/93kv53Oj/d37q6wxqH8yF+18noWH4iqcYyufSN33MDLmLbC7nOO9pphOkaRDnSWpkFdO2RaRns4tlkvWkrLQIOI9mJZMIqtA7muKju4I6Ttkoh6qAjitIX0toaSHHqNRAbiggmhJAotYjXdFbyblA2cUWqTzaMaz2Ytm8oao/AooCWzB3fd/ziqc9csv1ueDhz6DdN6NZ34/4TKcwFUdoWqaSkfkct9xE+znrk2ALVey54x1uZ4jrk+ABhlPISFQzwSlPffIT+ANetuP12BtbStf3uOyYTj25uF/mHK1WPUpwqGVVq4tf1EyMmb6mJDMreLsUtLH3ljWKpQ8EcN4TJhM0ZS563lv4+Jt2N5Tx+Psrf/irviabm5tDAVMc+LZFpMg1OGc7pNOBuqeOwb3Z4kqZm+qTtTvXinrOOgAXdXTdhtqEmGHcWLBb2VEG16s8V1hnb3BsweMJxBKw1x1x+2i8ZxJMDrxbdKTlHFIkOMsCdssNVDOTJrCxOE7jGoILvPAFPwy7JBZubJwS7pbC0IjT+N1PoF8umW8uzDBUWXRWOMpZ6ftI3yWMF1iGoln1z7sUWcbeCnbJLr613UZisg7EcTan+sDBFXK1okXivNAEx8WXvY2LXvjrX/Pr8p9f9NgiQx1LXaRhbTId3MHgTTXSlZW98vTWyZrKZIspEaO5Mlsze6u4bDh/yWSN1qtTgnwzuDgyON0RX9hzEa29+ayyTUOWMevgQqka/q5mLFMuLdEwIIHVCZc/8zt2XJcYe5RM6juWi+NsHj9Gt9ikXy44ct01fPnINczTvFCeWvtFn3vC5OToTes4ZXaSaq0Puv+9d3099h1adGWCBFQF5wN9mpNSsiIYWyu8VRevEguoqhkWDMUtwbZfh3XXeSmxC6ucvmq5tFLJEmxCPPB5b6bvez751ku/JtfkWa98HzEY5+36dIafTgr5mgEle0l4JyRn8guVfMGybCPGk8KbnFLGp5q3igUvBuJl5AbpKEsXC1wewG8N3F1NHdux2g7EcA+M1dF2pjTaoeqb6m4zDv6VVep6GftdAY0AGjvifJPUw9Frv8Ti+PX0GxvE5QZpuYF2S0QtyO1jBHHc7/D9uPjii4eC6MmMU8ZIvPOQO05bDzzpspfzntf++JbXJfVkjGig94bFamAVlEttwa1Ksxlf8EW5rKq2sxTg36B+i0mbserFdrJKeloWxtzBAdKd7ftrK+89nvwKEsrfvHvrMX8145LXf4gcsrHEu4bZbIZvG8tiOYu1gjpjW/FCzqVZyykJIeVU2GEcaKZtmlGGygym0gPBiihiwInJym2qBoGz7FXO1jmZsWtdr3HlP1ZnbIuwghwNxmCdvObGbfNjaisCQCXK3j7OOP9bWEy/TDwaWBA5fvx6uuWmGcnmUUQzrbdEhDpPykYk4hrP+qFD5BgtbX4S45QwksGypWUdeOHznsl72Drh/ufrn8aFP/jrRAVSJHsl+TSAF2sufYyC1RKwa8EvOSCU6q7SWdDoPVMfmHhhgtBgbafZFWIBGMgjFGM4aZzDJeuwk8bigY1uyflPfiVN09jDBybew2LOF6/9CojQrq8xWVvDt4EDB2bMphP2TVumE8+09TTBOINTn3CNQ9pSuwktk9mUJGKZoWzJBRzMpoFGQKQniycTISld19s5i5JrpVyEEDJxlHZ1rgEV60VxGaeB0Bjs3jstSFo3ZKKkAAcjtTDpEJeNmG6wrxUO2OINP7woTgfiD4dlEHPZ27wIXYwEgYk4XrYtYJ8dug0b808TEVKORIGwfw1yTzNfEvqOmQ94J2w4R58jvmmJqlz+hl8C2JVH4cbGKRGT2BBSUiTDgWnDRU99yY53pL43pSrLT9rNHQH6VnoXKyzQGNgn2YiqidF6Qroe7Za4FCFGXI54CvNg+c3qG+M9WWRXRa6h76P+v+xImnpEMxO3ap7ypTWXIplQ0QFDB16MoAkkGwK4wklGxc7VQ4qeiND6InAqOrQC1Hbjruvoum7V4pq3AQ9ru2xmFGdsZUEZak+71EgslawDnVJtMhtSvWwtSNaxPcahumM587LvfyTbR6MdbY40aUGbOiYS8XRov0BzhyfjNSGlQJyALiXOOvtsmukEhKH9+mTGKWMki8XC9DEcnHfuQS48fJ8d7/nUrzx7R759ezU4l2ptLUrFvif1BmDsl0vSsoNlD509fExQHlI+50a+NeX7I45excCUo/oLCVSF4Fua1hNC0VIMjlCC60kTaEKBu3hP8KYkHMQbEC8Xg0kM7gYwpEorANCOxxR6nZdBX8V7hw+r7sVhEqQ8LBKV2G7VZ196Q4oROBgYabYbRkqx4MBGBcHMYOTDQ41/a/cipQznVDqJV0PtXuXedCp1l4zWgbNvScg9whLRHoh4Zy3EfY4rsH1NCpT5oQ4ufsTDuOCupoJ8MpILdZwS7pYC7XRKSkbk1jjh3ve8++7vzRlVU3CaTFtc48hqUJNUICilPmzvrbCUnEn90m5CbexxiupK+8QmvDlVkFayaWWFzmKJ5u1rS84ZCR7vmqKUa2TTTjMpAU0gUBhN3Mp4ZEyGQB5UbFWkdBRiNESFFM8CYks0rLBYuex04ENhk3eWJo7ih8ajFE23XWM2qTWwGC8Zd66ox8toodE80AoNO3QuMUbRPCHn1WR3Ss4mi+FxJEnmZimm2V5ZNEtK2Kl1INYEiaplIVXg556ys29ElgskRTQuTdVRBCfB6GhTb8VVcYVSqiRuvCNq5tGPfrSBMaub505ubzhldpKoZXURK4h+2zdfwL0f+awd78vdAp8dLjl8Nnkwp1Yc8wWdlFSt+l5gDf3GJiH2hBhhsUCXC1Ls6PuOGPuBmMD8Zym1l+oegdfMJCXWgKlzqBq+qYr3iPclbhE0eGiCoY9RFjmhTcC1ps3u1OSlA5nGm6hPn5dkl4gukRstLPkYP5gHrfio0h0luIEuNbtgsQpKFKt5WO1EikyFFQv7mEtffj8wrHSS6bF/96kitixtnjHSu5SNZlXFkXGoHZD1ZeQ0YOH6qKTCf9anTFZzOkWksJVktNyb4bVEqZIb9AUH8353UGmblUYV76DLieQyBI9PkcZOkl4zOXgWORGkfLcK3/7wR9rvFQPZK2u21zhljESkogXKrtArtz73rB3v+6u3XVJcKiV1Rhc09H+P4eCqphWYzU8lRbxmNPbE+Sb9fBONHUqyGoAIfc4ss7E6dpVfN2UkRyRHWkybxDUBXEDFbrYTy4sNtD1uJXOtwRqorJdcVowt3tF6wXvwNcukplMuwRs9qbec27j5qv7tZYTqlVVLrfdCCCM1YBh6K1TV3M5iKLXxrF6vMWRlPLbjvbZTOA2fV0NVWyKF1e6jZgRjd263Jqw+782nrMtM7tMK4+Uau/Y541VXbJfl+jcYSuC8W51rHNO6ckNPdic5JdwtwajR7NA9zsG+RnjxD13Cvz52wac+8Lot71/0S6Cny47ZdB8SHMk5YhJydqVvJOKDN1h369nslgSN6PwYEruywjmSi3RxRoqK8zObsC6DOmbe0WDZmtY1hU/WkbpMcrkQ1oHTjNOe05pgsQb2XJaWHEtaVhNeHE0ItM4yak3RGnROaH1LExpCcEMdJ9W+jULVLjBIF+AcQdXSxCq0jdh1yMEayLxpvrhYOZA9SsJJoiGY4I1C4x0SFBeqfqORaWgGQkYlF/UuIRXiP08gIcS8ioFEBBeru5iHynYGKkulLR62omfNRDHHuE+Red8R+8zLn3Txjvlx2voZpNyTMiQNtKGhDTOyOpYbx3Ca8RTGv66nReg0sW//Aa688kr8ZELuOtykvUnz85QwEqhtqJbWFHHMJnDPu92aA2vTHe/9P7/xXO709DcTU6JNyUgVRG3FdGLBcxuQxqPJqETnorguo16JXU8GvnD1bwDGZFHH/V/0VkQCzgutmxH6hNNEKH58r0AQRAJorRwrnoaGgMse1YhGc76db4bJ4r31YuMF13gkCMGPBTsD3plwTqJUrsWBeJxYbj8V5hSKa+Uz4B2qgRyNiFsciFpQa4VR66fJYqnbtkxgX5gjVa0b0Lo5pWC9rB5T5RpEMPZ7MjGbaFGqGxWKK/zFUpILtTBomDlZ7XaYS2s97rb79GquWrfcnel94hPZ9aiaSxbaFjdtjLRPlcYFljHifYsLU+bzOU074/SDh3jAgx4EwmAgtbh6MuOUMRKL5gxYJ6rkXvAOvus7H8Uf8PIdb99YbNCECVkjTW5MRkAsFeq8ktvSxOMgyASflxCVZjphOT/Gv/2vd+16GJ98zbNv8ilc9Lx3FWk52w1VFS3VbCeKb4rcgdi5SnBW2JKCWdKEJqFpWtNHLD7ouAfdS5WCZmjxFVWys4A8Fj0V0VQIui0uy4K5qOoKVY9CNOlrW/XLrjBQj2YjxtBCSkERby0irjlDLMdV8XGrCVgQC8OtLSl1rRgwe6UyT/bJ/n7l9+/kVz8wm5FZgDD0/2sT6LPSR6t9xRgtUlPH9ZvHgEBOkUsvvQRitBgxJaS4oF+3KWAbVo7NSQmN7Z7nnn2QW93v8Tve6UXocxp80kahtchgWJlpHNEJOXgoeKfsZU8D+WrHx9/0fXzs9U9asR+WeMQ1ht5tp1Nc4y1LFgw4KQEkOPCKuoz6XFww4/YNBTPmzdOzgLyAHH3h2vUitM4xDZ5JcIRg+oWuMMKgkRwtjdvnAh4spBF15fejOGc7McRQd7L42Nj3NQ5FwOHuZavz6DZyjnEtpnINqOrQStD3Rva322gE0ESMhvbtRZinzNFlz/F5N/SINOJAIw5l2nqch7ve4+6W+StFY3TVkXky49QxEmFoEa1NRDi46MF35wGH77nj7Z97z2Vo6iEmXJ9w0YpILhvhgasSAw4kCARTO0onyd53U8ZHXv/kkuVJpY7RMJlOmczWCM0McQ1IsLRxaAr7oMc3ntAaeUOtfYwZHGvgXrmCvQgBwav1+rfOM/FmLMFr0SnJGM1jHAqsQ+BeyYtLH4klzpOla7cxO25vmjIG/+JWUVhU84pAbjCsGqzXtLyujCXlVf1mt9rIzE/suLEUe9M0+DBB/ATFg29QmTCd7cM16/S5YTI9QBLHQx92MQ996EPLTl0ybKN09smMU8fdgoHUvxq6ww7w/DvuyrnN1Dt80SNPnanIZpTQepIYaHEtrLHoF4S2RZcNNC3nPvwFfP6jV3xNz+Vjb3jKCb3vhW//71YvEcV7R9MERApgkRW1T9UsHxJWFP+/wESq/slEhL7xBCc0Xgge5ppMWk5Ak9CrBcBRM1E8Aawgp45pmKJq4MbQmjpWyitWFcRSz8GZi5ZLPQVZgSSzGhCUQe1qtXKrmhCRdyt6n5QSr37qTldr1hioUpAiz20p6Ca0NH5mbpbLzBc92Qd6Zy63b+D88+9BaFaB+hivdbI7iZysVX0txuHDh/VPrr7aGoMKpU0/nIdydBPOXNt9B/jGJ76OZm1GmEzJ3nx88aZnmLSQNGeDp2xcdy3Sd/Tdghgj//a7r/p3O8cTHT/57j9lMmnMxSp0qBrTgM5tfFmJS88/jFbtfklKiS4p//aVoxw5usl1R45x5Ohx5kujaJWmYTqdsTaZMmkDs2mgnTrWZpa9m02tb96R8W2F3m+99k1xA72jyD2YylXjTOa6DVYnkgI41aLLaGQZFi/l1JPigsVisSu/78HJ6XgvReIvIsER/IQ+eVRnpDCFZsb6Obdh7Yyz2XfmuawfOI0zD57O7c85xM/94GM4fVrctV3G4cOHufrqq0/IWk6pnWTs/cnwt7I+dZz/4Gfx6U/sJI7s+568dGRv+oUeqzukoh6VRYYW06S2u1Q+3oMPewHXfexru6Oc7Pj5J3/T8O+X/de/ArwZSEnN5sRQVHSlAGvBaMJ5Y6H0qiY70HraScNk0rBc9uRoupMaEykkYnZbSCGymvZJAAi1+WDryiu1XaBCZkYjqQXsqeC5XPkCzZbdimpips5VetpEXxTFxmN/cwAVJWXPMik9E6azA7Sz/UzclKY9nWb9dGYHDrJ23h2YnXlLcrMf8Y7J/jU2tS/ZBG6sV+yExillJKFkPrKMtL8RugSHTtupzAsFq5MTEiO4gPhcVKwySNVYF+uZFsuOhHaCiju1Tn6X8ZLvXkFzfv63PgVJCcEKmCrJlKbGWKvSg2Gu1Ypk23tv0BoF6SMu9MTe3CEfHK4VVDwqltJKgscAACAASURBVGUSdaUxV8EQMsOQkiauxTupTV6YIQwUW0IRRxJDDGCp30zC13T2MvLa//DYHectmhDXsIxKdFPC+kH23+pOnH7aQSaT/bSzA7jJGuontAdvyfHoaCYt00nL0Y2jrAOTBnArF/6rGadM4O4AdOjiGPqvc1ZCgG9/xEXc/mE7m5s+/ds/NkwMMD/dcu9GM1QD3cZ7Js0E35Qe8aahmUw59zE/+e93kl/F+MnvvS8/+b2Hhwr2GFOVUiLlSJ97+twTc7SV3ps+u/eexjtaBy5lckFAd11nHZ59JmNYKMUXyroVIfaOjNc2RpvtRNtphP61RqtV2rV2JOacibvsIlCVpT1ZPdO1gxw88zwOnHEH2gO3Jk3PZOkPcCy1fGWeObKZEZmwsbHkui9fB7HnbhfcjsbdLJsIcIrtJKvtcQU6t4IDPPQhD+TD//PvOPItl3Dd/3jjlo91MeJcpPWB3Ge6UsWuVudUaFygDeavO28kCN77HVmcExmPfu7lHDh4Ou96+Q98lSd88uMl37MTHf2Sd3zcKtIlc9V3ifnCuIVrNqpKyrmUkOSLJJwzsj81bZfGe8Qa5q0mURaZISTRAh/CgnjREQO9FDfWMsoo1ntfqy8m+WA9KWm5hL7nVc/9zt1PsmY5fcP+0w4R2gOQ11gsPT2QG4VgDDocNzEjHxrWWmUyg2/6xm+gIVGgq+PZdJPGKWEkw7rkqvKqYZ0qwtQL3OeCQ1z29Efyhl97L//80B/kn//bLw2f/6f3/xh3evyrWCx6RIRO1tDebm4QZUoJGtUzC4JD6cPEsivtyRvJ77z5hQA896ffDF5YxETTTtm/fjqvfeF3fxVX4qaNlz3toht8/bbf8WIkCiSloSkuqVXQ6xiMSIUANGKV7NYZiLMmB2r2ai6Z1gnTYiSh7NxamEhyziaSJGK1GgzB7RwmY9ftDmRcn0yYpwhOiGFKbvdzLMKxjWOEdg3ftIRoDXNdjGwuWlTg0JqnCcd44uMew/3uvEZg97rLTRmnhJFA9R2LB6lSAkm7sN4LQYT73/eufPwPb81Xjv3Tjs9/5n0v5g6Pe5lR7vRKkoQEtdZWZwVK5xwTZ744ZftPwDc+9XL+8soX7vjOCx7yeuabHZ/94x/Z9Zjf/NLnAvDUn3gDs2DEdpe++r1IcDRFj7BbLPjSl47wGy99xs1ynW7K+OyHX8VZ9/8PtH7KdP/MqtahumMy9Kc4JzTB/val53/sag3984UELhdCwLCNXzdZyX6o07tS8TfAqAFTX//sR+04ztNm66S8RHwgivWCLPoOJpmYIyknmlJ70pTJKbIZN9m/b8Z843rucsfTeeCFdydkzAO5mRyuU8ZIbAzsDMP24v0K5nDwtIaHPOiB/OX/+QLnPfQy/uW/vXbLp//v+1/CHZ94OeL6ogLrEOeJyVbKtvZhVFciS+lf3/1o1vet4X3DnR74Oj5z1d4UQVf+4qU8/kVv5Gw/Q0RpnCPknoCgXmgmjme9/J1M24b9+6esTxy3Oucs1Ae+cM11/NQTd4L6bu5xzSd/lVvf//n4NpBaT3YOLeR2tdMxhEAIzpSxxJImpj0VthiBK43MrmQLDRG5Aju6wn9TTKv0xZtMRtd1XPHsnf0iE7eP3NQ0t+nTe0n0y+tpm5nVVjJoMqdNNNPHiOoxjh85wlnrwh3OuxNnHYT25FrYb3ScYkay+zBvV9AI9zt8d057929z9HjLofs/j2s/+aYt7819ovFppcUeAQkoQhYjsquQeieCE9tN7vXMN/Dnb9uaGPjUh57Ntzz+3WweO86dH3QFf/9HL9jzGN/3mkt4yk++jbVZS+s9GhMhTHDNFCcbVP6qCq3POdMEh8/C81/9TnI0tSaJwnXXHOFzn/scBw4d4LffeNnNcg3PueczcesOmoBvGsIkoMHRBoNwhOAJTTEQp7aQON2yi1R3y4vHa9WkLwz+hSyiStcNKfwCwTfOs8Trnr1zQfD+ECI9oEXtC9Ae0oLFxrW4ZkaYnUUuUHorpGZy7sldxPmELhOP/66H4/WkuedudJyIHNx5wDuAW2Dr+1tU9QoROQT8JnA7DEj7BFW9TuyqXgE8CtgEnqGqf3aDv8G2oGq0sq+qu4lp4zm4Hw7f8xs49sd/wfFuyrXbvusf3/9i7vzEy4ebmqOCZELjS/+E4HJZRX0FCApZ4V7PeCN//vZLtnzfvn1rtN44d7/x4l8hauZvPr47kfY7f/6ZPOaSKzgwaznQtrQyJQblyHVH8W2ANWHatHTe4aUl90q3saDbWJKToMvIm3/maTd0qW7yCG1TEhVCOwm0s5m5hY0n+DH8pfb2rKTnRKsilgXs1tBlcYo1Vwo5C9HloQMxoFYhV6uPdCnzuh946I7j8uEs41qr6mQiZKyHJ4snb/YsQqCdnmGEkNKAGH2Szz1T15Hmx3jkdzyCe5x/kDZgHZPO3Wyp2xPZSSLwIlX9MxHZD3xKRD4GPAP4uKq+XER+HPhx4MeAb8cERe8M3A+Ts77fiR/S1mWgZqmqlrhTeOyjLuLqv/xr1ma79wfE1NmKpL50O3rUFx0TEYJpNpjBOIcLwSDlu1yNj7z9sTzukt9nOp1y/bHjdHsA8er40BtfwLd+98+wv2249poNukY4sjFnur5mFKOuRRIc+YqRpx255jhv/ZmvXZbsjvd/DlkcOrG0t289k8mE2XRiWb7gCWU3cd7cKylw+7Hqb4WHAAP1klU3rZZiXY15yGpp5f3CMmfdLuneyfQcNM9xhSLK4Df2/cEJUXvIHXl+Ld31n0Mmm0izhjYGDHUp082v54zTp3zPYx7Mvqn1x7vg6DRbz8zNcA1PGpYiIh8A3lAeD1bVL4jIOcAnVPV8EXlz+fe7y/s/Xd+313cePnxYr776amoOuAbtYFunG2B0nqiwyPCpv/48P/faX+UvP/MlvnLVm3Z8520f/3KcnyChtZ5x55gEKygaTN3abp1ztKiBBLOS+p4/fctzd3zfY3/oo+QkHDs2R1JboCLCH7xnZwD6tRrPfOY7cE2gaR2/8oYbFhe679NexubmvDCwKG07wbcta2ecznR9yr71GY0TmtYjE3O/vPc0oUBORJg25vp4SpdjqXd4HC7bfUpCUUemNFeVDsESpMcYef2zd8++nd6cTsodXcGtiar9psbBRXPiiTHiXMuSGVka1BsAU7OwNp3yvve9i4dd9K2W0VLrwYmURXWP6/M1g6WIyO2AewN/DNxiNPH/DXPHAM4F/mX0sc+V5/Y0khMfRkA3cXDPu53L+Xe5HX/7L9fR3ufZdH/21i3vDNmjYjepbwNOEhMt6k0iSJbSj1GwSEDKPahy+Fm/QvAtn3zLaoX/wOsfzsOe+2FLd4pDWnPfHvGMj/CRt+8E591c49LLPjAUDcPZnte+Yift5/bxvT/xNv55eh0umyaLz8KkneIaQx5L8CQnNMFokpxbVeZFyq4x2kUGAgXbNAzIqCAmb0XURFSLJyQrIQRyn9BUYDS7jPW182jc9ThfibLt91I0tS0nhgtTtVSzl47Wt0X5uKt+APe/z315+EO/FU8hQddSRJCbr1J+wkYiIvuA/wL8sKoeHVdgVVVF5KS2JBF5DvAcgNvc5jbD80PVQsYrwTizYv9tBJ7+5Mfx4av+N/tO27cjNvmH97+YOzzucnCQSCDeSLeDsR1673BqRa4cM0mzddc5TxK2MJnU8bE3fwcPftoHB3lmPLjgePRzP8rvvHlnxuamjJf8pz8lpcVKr3Cf8d6eceZBfvwFh2/wsy+64sMc3VxwxG+QnOCbBheset76xro2xRVqI2cEeK6yxRfAojNsiTgdGrqGMLwi60XIZXfPBRUMtafd1L7oLKP1y//fzl1k7YxvQPsvk+nMrROsB77sWKLOoEYlVW+0songI4FEEwQRR0zKFZe/Ei+QYo8PzSoLl3QrnuarGCdkJCLSYAbyTlV9f3n6iyJyzsjdqvrSnwfOG3381uW5LUNV3wK8BczdKr9Edbl2rgKrsq9DCAK3OfsAa2stG/M5+y98Hsf+ZKvbFWOExuOzaY9oBRdRcvbikOys1TXZMmm8uda598Dnv4urfvn7tnznJ97xnTzi6R+1VuFCXaMo3/n8j/LBXz55Q3n2j3yMtrUU7IH1fcwOrDPfgElrTIRIwgfhx39wZ6V9PF74lg/TeegD0Dbs27ePvo2FScbhceQEThxNadIKZYZWVhhY1UJcKbOrWFLDUrt27ZyoNeiKSWHX9/gExrmRSF3kLZfu3GEntzxMt/giU7GV34nVZGLS4RbnOg0K5F5RfDu1HhIn9N0SH4wO6W53uxuo4sMExdoFSv8y8O9kJCVb9WvA36rq5aOXPgg8HXh5+fsDo+cvFZH3YAH79TcUj+w+9jrB1XNe4LQp+LxkOnVot9Os/vmDP8ptH/9a6w+XTDOZklwhJ8iVL7akg7HKsDUKGQu6a+CBz72Sq968VRF4Yz6nDQGcIyuExqr5T3rBJ8gJlsl4aAEkJz7wpq1Znadc9ke0wWhNp/uNyM6JsaRsLpcQrI7hAzQh8KPP39l0VseLf/V3iB5iI8y7SOeF3DrW9s3IPdYHHhVJDvUZCasmrdqTbu23ZZ3SWkdaaSlKgT7UeZyLm6pSCbMNxUBWe1NSumXccazteQ9G59fQZB1aAZCMz87amrF7EqiZtQIpycJ8mZhMAjElmnZiO0vwZE14aVatw6WX+GT72G9onMhO8i3A9wP/W0T+vDz3E5hxvFdEngV8FnhCee13sfTvZ7AU8DNP9GDGABE35IFXoPmx7TjAJ+Wh33wfPnLVp5D1hnj4WRy7eiuc/rPvu4w7fO/rrDtRVvoltVnJvsxZvSQrWZMp2DorggUPD3z2b3DVW79/+M7//l5Drn7rkz6I946UTbKsDQFbYzPOWyBM9jz1hVfR+EJurUJqbNdqJg2tV0QSPniSJvoETevJHv7jD+1tHAA/89aPM58msiYWOZMmDlVv7czB+uZztMmMM66sNliaN5AJYnGbU8O3SbZuRl+W9JxqobVCUio2q1biKf3wheI0KvSmAfP2F+2MnfLmJq0az1bOGWmMA8sX+H2uSZtaCBZr7Eook9k6i8WCdtKy7Azt/J2PfTS+MDJuIXioB3aSzVV7jVOm6erqP726YLXM1x0wXMU4xrGKDcWR2YieD//B3/DTv/SrHFlkNo8e49gn37bjN+703a+BmRq6FKuThBAIbcu+STPcuKxFVVaFqTra5BF19Nn0Nf747c/Y8zy+7cm/U3b6xGzaEkKgV2X/WotHCWItqLgAkpk28Mv/6SSy48BPXXmVuUc4Ys5cl3o2NdFpQrveDCQLKcKyy2x0PceXiT6aIM562+CJzKaBtdkUnAE9J5OJfW9RvKrCPsNlF8Gx4hOrFfZU6E41QT6+5G0v3tlANbvdRfTHjrGWI03cQHTBRneUWZsg9gQxgu1YCrtgFEFZhah2nutTa2uOMRGaGa+74g088cmPJ1TWUhWLS5pgxN7ccPr367jpyoYb/XlD71EMvHjfe9yFC+50W/7Hn/8tvt39c5/5ry/izk96lZEvYATPotb7DQ04T0F1k7KSYsRlP7glCOCFez7l1/iLd+5klgT4w3c/esv/L37KB4kCTXCQI8E5piq864pvPqnrUcd/vPITiLdW22VikD8QHEFAgiIpE5wrYMJsffI5WSAfMbdGKWlxKat2DQkr5sq4fvcihMhpNAmTGM9XZFcDAcjLTVqNNF6Jm0u8z1sq+V4M75Uw2iO0cCSLo1dHcsLx7HBB2HfaaTzkIRfxbRdfRAgCKUJJpPgRY3zMBkO6OcapYyRDyq7W32Xrazs2PEEIeAe3PDvwiIsfyF/8/Wc4uplZv+uj2fib39nxEyE0uORNFq0xSIqQrMMvgXMtKUeyCNoIqVOWVbnXW7+3PwnC5d9/5x5Q8JswfurKPwQpBTuHxVYKPmL0n9kCafUFgOjBt4EWZZaMAlaCx2lGxOO8MZ6I80RRYuppXcAhZIvwzQBLdZ1sPFmmTgVBldhnYm8NX7/+op0s8ABn3/XRRL4IrkfjguwSOfeWbtYe76DxGCmfwjwqi2Vg0swAh1traGYHWD/n9px3+3O4z73vxlMe9xhOv9WhwvcrK4RGNTwKj/LNNE4dI9kydlkBdlsUCqemE8dDvvk+/N7vf5w/+/Q/sAi7I9zmm0u8JpvoKRO7TONag8xX6hkcIsYM3aUIySG5APQw2s4b2k1urvHsN32UifNMG8/UO5yvYkJKkmxk11Y3o8Gj4syAtBhSVpCEYHWHyYglRrc1UVXGSCip2BKDZ5FSNLTsX91FYrZEQI7Wa7+ngZz/XSw3rsN1SxqMqKNxE1JU+l5xMiFpz0bfW+/LZEInHrd+Omff6jZ8wz3uzQX3vieHzrk1k0Nnk/Mm593yILe/0+1MH7T2DI3nxnjnv5nGKWokJzhKTr8Bbn1A+NkXXspzXvxTXOe/jL/9w0j/+LEtb/+n9/8Y5z3mFUwnrckE9Im2hZTjcMF9YS2M6ozEW0sorsmIF1ImSeSCJ/4yosrfvveS3Y7sJo0f+MXfw681MIHgZeDVqngDdVKOx5UkUi5siFhGqvSSb9U1qDWQ0dJamtKqoVS+LTOCIopkaC0rvqqiyeoVmoXYR2JU+i7xmz+6u4sFsLE5hwgH952G63vi4hi5X9B6j7RFbiKsIe2UZn2d3nt8Eh7wgIt5wEMu5pa3vQPLCMvcsX6gYZ+bcN+73InTHcyGU9x9y7g5W26/jo1EC7N7wCeYAXc5Z40HX3gv/uH//iubApNbP4jl5/5oy6f+5UM/xm0f/1q8KIopPEmTCTlhGcQCywjG65TFelo0x8IIqcR+AQUFe5fvuQIBPv1f9kYI7zUed9lvMZl4mqnHNR4mgvqCfSpKVkhhTJHav1FiJgpLVjbtcpzR+4zJrcdtvhUaKyKo0wGXVSULqgqxFpQt2SraWS3OyaYrRCLTLRPv3WP3qKO9/WNJ0hOaCddtHiM4pZ2uI23LIs7ZXPbc6/D9uN2dz+fQubdh35lnceDQIa49cj23uOU5uLXTOZId2Te4doLqUf5fe+ceZdlV1/nPb+99zrm3blX1uzudfndXEvKAGAgPBwiQOLzW8BAUBUdwjSM+cPABaIKDE3ANIghos1yAQAQkIQnoIDprlMHR5SyWMsYX4bHEmOADleCLJNVV956992/++O1z763qJzFJVUH91uqu26fuvb3vued39u/x/X2/52/byt5ZaCJUFWhO6CpptwdjHn39VLduu+2rfJWSyTjtoNUQl1vaXsXCE57Pv9yzRF5cIp1YJH7pD0969dHnvoG6NnIJP99DgtLvNQQHtQRQoc2epWhCOBpHaCFTI01mtEej0ZixsVc39lgnTTmPSQL4qkG8p+41DPozNLXDu0xTO+qmwtWCrwNVP9A4X/BTnuAn47HZiUkkCOP5cVUdXxgdKzxJiW0nwDMlGd3NxU8leBnQ2tP4YBxmYL0SkXEJWKO9X1bhxjM4R3XhixAyg8GAuflZzjt/D+ft28uxSy9gftsWfNND1VFVNaKwhCeqY9SaiFDlBCcJDaZGFUIPdQ0+LfPMy3dy4faGmQRhrC6XyeJOUtAK5Xo4U8i14atb52pig9YmjyCe0KvwCs/+91dxy6/9JsuVZ4TA7MVw3+dWvPbOj1zLxd/yFlQqUswE35G/2QXpxcR46mD1f4kNmiqcj6S2hZRwSXHeuvmplEbHwj/eW5Ow8jgMhaxeiRoZaUscZUIAqWu8r6wK1Rg5nWl5GKw/5hIW+VDYRozQWsWaoia0Y2A/EdMjUZnqnI8dovBjebHChE5mRbJNE6DaEdE5NCtxVGThWrtR3Hrts874fVzz9Kex7+A+BoMZZucH9OZmSUZdj68qclZqV9lFF5NJJDhvOiox4lKL947lVPBfKSGxZdtMxaHtjTlwd8WK/dVBl6YVz+y8PIQd9/VrU4we3o8Dd3Fw7Q//AL/5sY8Rh1A1DbRD0syFpBOfX/EOabiMNI4cA1VjTNZGreNIOHxVoBnOI1Kod3LD0uIizhsOqunV5E7rI0bakTmRc45Ue0L2SGUkbxRNwpBK7OIduahUSZCCPDfJCFuLFo3GkptMFXJgFcpVMpImF8VqBhPp6JWclc6754QOh1Xk3Ex9yBx9edTiVLjlVWcGVT7l+9/NwsICB68+SMzZBrqcEqqGqgksty3qHKHyaM6IGOu/Dpcx7XdAo5GBxwjBRIqCE3okmnbIDBDKDhrFIPGVd+Mdw5WfnbM8kGHXuqEUun9W7oTomDsYYM+Wire8/rVsGwzQlPC+MiGXVfb5X381abiExszS4hKjUaZtM21WsjPRTueFpjait6Zf0+s3VL2aul/TDHrU/Zr+bJ9mpqFpKpqmIdTGgqh4k4sWxzApy6PIsE0sj0ZlXNaEaNpyp87ZOHnFYbmP5pJ7FK5dnYjnSGGBseRexiw/neNM8wfbQJWNfU9zCnc7SSMBV7QbLcxMpKL4dTYHednbP8njn/QEdh84j9Yn/KAie9Bg1bbRaGiQfOfwKFXtiFVmkSG4CLRkWSa7SCwQ+RStiuhyYt4rj33YIQZSCpCl4Sh+0mievnOcCR5/f20D7yRmJdqeYCMBkvLUJ13JIy46yvK9i9z7z6OT4tbO7vj167j4P74d9Z4Yk6lY4VAVagd1gaxQB7wPaMoovTE7ekf2HKMnOqGqMnUTxglw1IyrGusqixAqR6hrqqqyYacyRgyUmXHGak9dwCBQ7sArS7fdY6uAeZzo5LWruuWr/909R1Vp25YQapx4Y5uPGSfwqz+2sjm62r7vnX/AYOscWpv+Y91vTMNyvFaDuzvx48+Vo+kijiXZRE1GWwwHPIqJ0AQkZ3pB2d5XDuym+5bL59UxT9vqiOrBuOtvcCcxChxgfDVloApQKfzKe9/KX9z5Za66+lksS8PMrmN85ct/edK7jO77Zwg9ch5ACAQfSJIYUFlCWxR1VQTNgaqZoSOyzjmPv5h2OLQJx0IYN4qJWL7SDkRYFThMUzuqINS15S69pqKuA01dWQJuIpDlY04Q0CLA+KJX2qKmC3TZvJVrKfnKVBWr2z2UiUhpzkpUjNlRHcPFIb963ZlpkV55y+cYpZZqu8c3wUJFB1FbJJY5+PKFeBzeGbsJMRJUioM4UqawbVr5OqoxVPZ0kZ2V8JQrL+bg1kCfFijirBhBRXdDzLKCpW3KHrhGyYZ2krwCUq/jYxSCh1rg6KFdvPb6H+e1//2niUs1g8FBFhf/esX7/OVHfoILX/Am0GhCmTkjzhdBnlLPd4xh5R15mg8eVTdV3QpWtS0OlFJiVOAdUkqzQVzBStnFEypn7IrBnMe7YAGW6IpdI+sEVavZku+ciyCoWkwecEV/1M6FF7F1U0ZunZTy7uSzq5jMW0qJj/zI6XseAN/+87/DzNwsbT/SC24M2uwAhVkmu172xVFUcdkA796pVdswVeSkVpHrbnSaIr1ezSAmHnX0GAfmAwaQl5JnyGQHgfFNcfr7f0C7iMU2rJOME7QxKNLMYUNAUkKwpoHvesk38w9f+jve+Y73onVkfu4o99x754r3+/ytr+LoC9+KtNazcFW50LNAMOkzCeVOriXeR3BeJ6I93hXdwbLGnPExlosfNBvE34mskJP2QcYa735V3T8X4m9TneowVlbN6nKxjkHEdwhnpnFXk3+vDrusp2KDZx/5kTOHVv/p7Z+AmUBVBZxjXA3MKdpl6Zxh4ZROsAwp64tFBdfGEFwRIE2F9T+j5XyGyjNc+gpXHNrNJYfn6YuNGpwL/cmDmVxvWCeZWNePNnNMYvyYIi546kp4/vOeyTve8QFc1adN91HPHGR0YuWOkuOItvWEUcDVgVRIH1QFzZmgvsT8AmLQbNHuRppwzo9Z3p3YQNGgrgmVt+k/dThvd/hUSNakjM+Kd0hhLSFpV4oANQCgIuPEPRcEgM1fYBWyMh1YOLQ7kG75t4KfOMg4J8mKpsSHf+hk0urOXnr896gGM+S+lbO99/SCQeyTZByOWkyb3nUAyZyZHlRNkklq2KyUtUhYZ1yOpnWfxXQf25ZtM55HXryPGnAZnDetdjvJK9fWVbHcOIo4Xej1b7MNXt1abWMAEmBcUkoiiHLZJUe47NKLqKoeVX/OSsOr7Asf+vGx8lJOk/6ANeVSOV4g9YlyrIQ80Xo2tqNIqV45qjoQHHhvCrm9uqJXV/Sbml5d2fCV9yvUq2w+W6Y/0fjRasUpg7DLOPA8idy6e3VxFiM3NFLsnJRbX356B/nu479LNdsHb3f5pmksLPQ2k+JFCwlg6X6X/EyKsFJHnYraBGPMuRA8FIiPmiCpaTG21D4yV8F8jZF7eyDnsajqtHW5yPQF/GBdzBvWSSalPpn6V8nenWltWOJoMtUeeMfb38ThCxZIvqaNmcH2hZPe969v/lGGy5HF+5bJrZUlR2nIMA1pcySmdkp73MqySQ02EtXyEAfWua+MfMfGY20Iy2E7SRNqmlDTqxpqXxGKFrxqcTZvknDOiSnj4kilj4M6K9lGCFGpVaiVwoUlJJ04yfQXbDlMZnHY8v6XPo2bf/DMzcHUCDko1aCh6lUWTpX38ZLwkpCcyMluJDElRqWUPWoTsfsTE6m1KuByXDL5iJjQFryapHYtmV29wDWPfgQzBUVjEm5uJWhx8hVPfbbJLzZLwKts5UlaaZPY2+7qOWcWjuzidz5+I9dd9wY+/OEPMxqNaOePMLrnrhWvveumH2Th245zX10jo0Tdq0jiqXOi8pkm+PFMOOV7jAria5IIbQshmX57E9TKv24yI94xHQKFRdKKDTboZDLToOYUTI3Zlh5GzpmoEcVifDTbTiGpdOJ1TFyt6gzlnDPv/74zJ+bf+rO/Qb/fp24qY3ncEop+5QhVIbhA8B7JmVBObxQL5ehnXgAAFZlJREFUnVKCSq1nk8cCGgVzViQYk0LPVSz+6yJ1XXMiLTPjHHPpBFfsP8xjLznEXI/ijG7MxnK6ZPyhusNv2J3kTNbBQqbNmWY0tYM3vv5aXvydL7Rx0PrUBHd33PJy62KL0I4SmiG2iba7M8YpddlkCXCKeXz3TMkQAR3cw6khd7uQZzqRNqdJ495BJ93c6Xi0yaYKY3nOuBciBjhMqrQokWxDVGVMOaG0qkTcWR3kO45/jPktc9YsrTyVl1IwKJU8q1/gRck5rii9WnPTENLTWDJYGR6SM6lNVK5iGFuci8ThV7j82CEed8kh5mtomCo6TCcZa2gbeic5nU03y1JK4267aaMDCq/+8R8l58zb33kD1cxR2hN3nvQ+sR1R+4qcE14cOUWiCJEeufPB0sUO2e7aAN4pgRH4yqAmrek2Ok/JVcB103SdGmwuu4uDUbkX59w1/AzO3zUo1eUCYZ9iFhFlmUzVgXWS6bB/4CzOAfCCN32UwdYeoSqFgwKqzJpL+GLlKsWgK8bwbvQ/vlAxkTPiC1oAKRg2647nnJFccGCxlJ1FCekEj7roKP/u0sNsqaAGJGdcQTQ7521C8n5fCQ+MfU06ybR1DjIB9FmHd9B3/NT1r+Ir/3ovN994Mzo4xj2LKxuNLg5BsQ508bAE5BDsAlW7KHCOLIpPZTZW7K4ec2LZC01jVS+HkDSSCsu694YT81LmQJRy98+0qqXRZqje1LG8rRId6noM3e5kxODwSy89u3M8/7Ufop7tM799zhgULa6z9qd0+ZBV8kQFzS0R+4id/DaYDgmqJAcpgQvBRgxgTHdqzLKuZJCZkFsefmQ/T7ziMHOU6UondEydk0IEDySnw/2yr0knWV3qXHnMQggvjuDgbT//Om563y+fsiJ0+3v/C1e8+DjBVbiUx+8z8ssW84vgg4VxSiaINb68WOFglDzRAa4miLecJJvAaXaKz5lcqFYdZahJYZQzbWG/cIoBDru5kVJN6soVQe1C9Niuog5+6XvOPOvx1Gt/id07djK7c8YgIFWFrzoB0wlGzHpBOr6Tq3Y7W6ZNBVUsipiQDNFqJbgSdtnWka3sq4Ij41LLoKnQ0TJPe+yFDBT6DiZxlYy/uwcaqHh/bT2s4QG31Y0z1QkPkyp4F7AdxZgg9+3bgw/C/Nzhk97rT97/cvoVSC4VnBgZLS8ThyNysi54ji3D4ZDhcEhq26k8JZMzLA9H3HfiBItLS5xoRwxTNmEhVUalIjSKkbY8nh6cosTyzuIWU6/FvjifHS4rVYdgiZn3n8VBnv26W9h/8CDz2+aZGfTo1YYhg0lZ2TtnFahTzBp1ORSAkzxW700CEaXNyjC2xJithF4ohkYpMkojVIcsL/4zW0NiVqGH4tSwYl0xYwxc7HQw1/gq/ZrcSTqbZuTofmasoRXGDbXMZz77ByTgB37oldy08xZcUu77lwnp5O+/6/vHjy950ZthKNZFr3tGFpFbU8NsM6MCL6lDxEePF6FKDle7Er8LrVrMLqUvMhnUsru0Om/lT7UKly/sLYlsXfk6ELPdtm84h5zj0hf8Nw7s28eW7VvYc2AvvV497uWAXYu5AMUMsVBm5LEmZS7IE6eldZcVR2uz6qJlrBhca0wtXgNtaqmqivtOnKA3U1HnhKQTXHZsH0993GXskMkOYjOigpOKjj7KwZhtHiaVwbWwr2knOZWlUbSLjO6LMFJmFTj+tp8FDx+68dbTvv6zN72Ch3/bmyHKGMo+TBkJIAPIJJJGYhK7YFwgu0AQT84OqeykV97TdT1VUglZSuIrOk52RU1rPaZYiB6MSOjml52dieXYc65j2+5d7H7YHnbs2MFMrx4TS+AN15XUcCRVF1SkPFVQKvWtZHAcEV2xO0fNRGzuXVTxWcApo2Q7zGI7RALEE/cyWzkuv+AYT3ncgs2GqIW9qbhETpna+TGy91TNwrWyrzsnqeoACm2yyktTSBFCqTf+3Jt/hkHd54atN3Dvv/7dKd/j9lteAcDDv/U4o5QhVMb4WOQG0Ix2lD0YB2/2RgXkk5AkMRwOx2jZrg9C2Smi5PEOAgmXlZjh1lc8/5w/54XPfjX7Dx9k63m72LFrO3VdUwWPdzomoMuuXOC4ws5obPJBrfAgedUMSxfCCkTtcGOAZrzae1kFzuGDJ+aEaGK2gisvPMITrlhgHrvoJBudUccMKd0AFeYYkQkKZa0d5evOSQBQk2KblFAtJg4Izjte/1OvpV1a5r0zN3DixGq++ond/qGXA3DZC3/B+hzDhFQGhAxi9G2dulnOGWlzR3tiVKoiICYaYB1lJeMYlZB8TFSdMh9+5bmr+s5/4/dy5BsXOP/APqp+baPEVaCuXGGTDxN9e1XaghxWVdTZbqbJKnFo7jCTxKl8JOJIYoBGnwu4MhvtER6Wlpepm4DTEY84uo9vevQCTYaqtZ08B0+HiciqRt4Np6n3rm0R+OvPSTSDc5Nxz6yFo9dAeQEh1I63HX8T73vvu5mb28rS8ojYnjjtW376gy/j0he8ER8afOrQsZBcxktEov1/zhv0XjXhgsFTIuUOXd4r5hEnoiFff+vaF5z2/zylPfw72Lp9OwcXDrLz/D30ZvvMzvRAFO+FyoeCcC75hxQ0sxoOrWtmuu78TJ+2qR0FyjSoYizuBUGQkvVxctsyM9NAu0SIyzztCQ+nr53gp0fbETnYHupxNkKc7XvpzK36uZb29eckUqAOBf8jgoU2dPGwhUvOOf74T27jWc94Nn/zV39F7QacyIunfdvP3PpjXPIt1yNVn+wCUYUoFl71RE2801nJ2Adh1EbLiaY16Eq16GOve/E5f5zm8heRl0d4X7P90H4OLxxjx44dzG3ZYqyIsaXXr8cVK+c9SNFlF2fhVemPaMy4bOpVks1ZjHIoGT6NIhxawirTLkloVpIoQ7UBsL7z5KVF9s3P8PynPZ1ZhSA2iCzZIVVNAMt1CgNjJ/WQy+3iTJCjh9q+/pwEVnSmRCYDgOXI+PcXLhzjs5+7nb+66y5uet9NHB/8HIvLS4hzLLYnO8xnP3z9g7psgJkLno73AUnCKGVm982y6xEH2bPvfPbs2cXszAwzMzPUtaPynjp4vDAWDq3rqnBvWT6kpYFXuUB0oNFQCuJgKAZhzxoNrp4sb4spk7IBSmM2xkgk05eWHi1PuuIyLjtwPkd3z9IHkAKMVCZM/tjOCqzyg1Np06ytfX06ydms3NVSMkmEQ4cO8V9f9xqOLhzlhnffwCf/8JNsn9vGvYuLtPlkwcwHw+Yvfi6ShnjAlV0g9PscXDjG1oN72bJtG1vmt9BrKpqqJnhT8/Le2+ZZLnh1ZaSXkh6V2Q+llMhdJo+xLjYc5dRm1ZMoKRpOLefMMLZlUExpAhzZtoVHXXSMKx+2j1lnOCxrtdv5tN3izDvDenMQ2HSSk+xU3XpfKmIvesl38LznPY/de3aSckvdBEIdWBqdPl/5t1p9wbMMB1UlS3CdtyGrpseW3XvYe/QwW3dsZTAY0A8V3jljUXGByglSdBBdGbNVTHSzM8HQu8lbVzxmy6WiyygR0/nMpp6rQuUCw+VlNHi8FzwturxIcPCdL3w6O3rmHE5Lc9AZeZyMZ182nm3ENT+otsI5SrMtxq6znujN9Tl+/DhN0xQQYKRfzzDTn39A1zG7cA1zFz6DxjtqL0W+ThhpJlc1g1272LOwwGD7Nuqqx0xVU0kgSKByFf2moa57NKGy8m9lOu4dqXY3cqJiuZN9eCO962bsg7cJSx+E4B0xRu5dXLLcaXiCNLyHEBfZ1Tie9+Rv5LwezABVgcm44iBZV57XjWabO8mUdWpJHZFDB2XpQJKu8qSU+K7v+W4OHjnEu97xTj7ykV/DuYzmRH9mCyoe7ytiTNaAc1BXFarKPf/yD2ddw47Dj0fqyqTqJBHzCFFvCa54oipbd+1mz7EFdhw4QK/sIHVVEbL1P+rK9BA7xUEwtHHWBOQxENKVhl0S8Jh8g5QcI5EZ5QleTdUGwYILnFi6j0Gl+LblioVjPPbSi7ho33aazg/GnXIrAITOIU8/GrKubdNJpsw5N3aOzkE6DqmOUNqOK1dfczVPvuqJuLrm7i/+Pe95z3t4/U+/ieHyEv35LTiXGI4SddVDcyDnTG9mDzGNIJsUQggVztfgA8nXZB9omxFhNCKEHq16ox11AVf12LJ7B4cuuogdB/Yz2LWHJI65wYDZ4EET1aAa5yDJWyXNicOoxQtzYvmM2mHDNOG7O70UqIoKWVvQluV2SNZI1RPCcMQgtTzzsRfzmMsuYOuMpxG7iDQWhaApuh+wGojkhLiuILLxvOSs4ZaIHBCR3xGRz4rIZ0Tkh8rx60XkiyLyp+XPM6dec52I3CEify4iD57I+YNg07MoMGFC7I6JSBkrFVxdQ87sPv98rnvNa7j+tT/Jtm3bSDkiIlRlBxGc5QaFDcU5Z+8RW7QdorFFU0TIeGf6izFGYkqWQ2jG1T32HjjI3sOHqGdmUVVmmx4950GUpqkMziJqNF2FkiiX8q0rRHj2QSa5gZdVBBHO+MUy4DUz36uZ8UJYupddfc9V33AxT33sw9g78MyKsSxKzrbb5gK8Kgws3VSt+AL+6gjpNpidy04SgVeo6h+LyBzwRyLSCX+8VVV/dvrJInIJ8O3ApcD5wMdF5EJVPY3s/fqy1aDIzqy5Vn7np06b62ZIhFe86pUcXVjgzjvv5A1veCNfuec+vAYLwSqHExMsdc7DckvlAimNCMEoRjUqpJqYBBeCAQ+dY5SUI4cPc/7RY/Rn56GpqUJNjdB4MTU0saQ+hA7C7owC1QWj3i7oYcQUfTUZX3EkoRrRBG2pVmWnSOWolhL9rGyTzMOvuJxdW/osHDmPCqgwzUrnpgro4665sTeetGc4v/rIhrCzOkmRl/778vheEfkcsO8ML3kOcLOqDoG7ROQO4DHA7z8A61339tznPhd18J9f+n383Ft/ng9+4IN84a//hlGrNE1TiLVbZkIgt9HEdUrcPhxGpEr40BuTOaSUcNWA/QvH2LJzF3W/wVcVlQtU3lNJUeYSIXhP6AgnnCugRCPJboqMnaohDJJzRvujrsBklhFNaBvxKeJzYudczcOOHOKiA3vZ0jOyPw/oWPTIrSSL60y6g93O4SfP2XjR1ldX3RKRw8AVwCfLoR8UkU+JyA0isq0c2wf8zdTL/pZTOJWIvFREbhOR27785S9/1QtfMzt5xAJEiDkzjNFI2YHezAyv+cnr+I3/+VEe9ahHsn3HtpL4Cr1ebzyWG3yNRsVlz6CaQVtYHkZadAwV2b5nN7sPnE8UpaoqeiHQ94Ge82NWlaowTppuex4Tagfx9KqmTAZaabgL/ZLKmCTCqzKoK3pEtkjm2NYBz3niY3jU0b1sm7GwCsociziyqTAyJqwuODhD71rqP/5FF4Wd7vytcztnJxGRWeBXgB9W1XuAtwPHgG/Adpo3fzX/sar+oqpeqapX7tq166t56bqzUYymtVGFjo4X7y0EX7jgMP/3E7/NjR94L0992jfRn2lQEjEbaUPGRmEBYmoJ3q+gNN26YzsXXnwhVdNQ9+sxcjh4mfB7OeuuG1OkTbkn1bHkd1eZcl7wLuMkEbzSq4RB7RkEoZ8TcxpZ2LmNax59OU9+9CVs7zv6FRZeBYeQSoVsFbZranfIq2neO/4w5SQ82Eaxc6puiUiFOciNqvqrAKr6panfvwvo5G6/CByYevn+cmxj2xnChMqb7gbO2QktDWt1SptaMnD1NU/i6mueNE7+/+5v/5bb//RT3HTjzYxi4rc+9tuIONIo0vRnqfuevYcXuPzxT2R+7z5SA71eTRCoKo/3wXBfBryy2Qsv44TduHczdRCCVyoBJ4leUKrgbLakaZhranbN9tjqjTFRMtSV7Qgt02mkgRE7qDyUhmEpI3dYOLug7O8VbIobs7AFnIOTiGWw7wE+p6pvmTq+t+QrAN8MfLo8/ihwk4i8BUvcLwD+3wO66jWx098Gu8qmqpFwaUqW3KdMFeoVLzcUcGb//v3s27ePZ/yHZ6IZ/s/v/h7BV/zYta8hEdh2/gHm9x9l287tJM3MNY35nhicPQo4l6lwhToBNLYIJkraBI9PkZ4LzDUNFYlBr+Lwedupa8+gcUiGypUSrmYDQGLDUC4rzRTOKmedMNQnLbgrXRWKCGOlIZ1yDteFYEbqvdG85Vx2kscD3wncLiJ/Wo69GnihiHwDdkq+AHwvgKp+RkRuBT6LVcZetlEqW/fXsuYx7JwyuISCOF9oTMrzYsIFT852FUkXDknmKVdfBcAnPvFxUoa/vwf+6I67iL1Zkq+5++5/4u5/+ke0JOW55D5JFa8C3i7YOji2zc+xf88uJLfM1IEts8J8Y8WBGcyhAjZp6MHiQgcpj9DOMaYrUVoY6TvGGT99kRvtUGHnmnrN9BnqFLvWz7ThV2PrQlhURL4MLAL/uNZrOQfbycZYJ2ycta7FOg+p6jklw+vCSQBE5DZVvXKt13E22yjrhI2z1vW+zo22823apj3ktukkm7ZpZ7H15CS/uNYLOEfbKOuEjbPWdb3OdZOTbNqmrVdbTzvJpm3aurQ1dxIReXqB1N8hIteu9XpWm4h8QURuL+MAt5Vj20Xkf4vIX5Sf2872Pg/Cum4QkbtF5NNTx065LjE7Xs7xp0TkketgrRtn1GKaT+mh/oN1n/4SOIrJU/wZcMlarukUa/wCsHPVsTcC15bH1wI/swbrugp4JPDps60LeCbwv7C25uOAT66DtV4PvPIUz72kXAcNcKRcH34tr4G13kkeA9yhqneq6gi4GYPar3d7DvC+8vh9wHMf6gWo6u8Bq+klT7eu5wDvV7M/ALaKyN6HZqWnXevpbDxqoap3Ad2oxZrZWjvJOcHq19gU+JiI/JGIvLQc26MT3No/AHvWZmkn2enWtV7P8/0etXgoba2dZCPYE1T1kcAzgJeJyFXTv1SLEdZdiXC9rmvK/k2jFg+lrbWTrHtYvap+sfy8G/gf2Nb/pS5cKT/vXrsVrrDTrWvdnWdV/ZKqJlXNwLuYhFTrbq1r7SR/CFwgIkdEpMZm4z+6xmsam4gMylw/IjIAnoqNBHwUeEl52kuAX1ubFZ5kp1vXR4EXlyrX44CvTIVla2KrcqLVoxbfLiKNiBxhPYxarGXVYKry8nmsivETa72eVWs7ilVa/gz4TLc+YAfw28BfAB8Htq/B2j6IhSktFrd/9+nWhVW1fqGc49uBK9fBWn+5rOVTmGPsnXr+T5S1/jnwjLW+DjY77pu2aWextQ63Nm3T1r1tOsmmbdpZbNNJNm3TzmKbTrJpm3YW23SSTdu0s9imk2zapp3FNp1k0zbtLLbpJJu2aWex/w8zf6lqff2VPQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Draw landmarks as lines in groups\n", + "dst = im.copy()\n", + "\n", + "rclosed = False\n", + "for region in regions:\n", + " x2 = None\n", + " y2 = None\n", + " rclosed = regions[region]['closed']\n", + " for pt in regions[region]['points']:\n", + " pos = landmarks[pt-1]\n", + " x1,y1 = (landmarks[pt-1][0],landmarks[pt-1][1])\n", + " if x2 is not None:\n", + " cv2.line(dst,(x1,y1),(x2,y2),(0,255,0), 4)\n", + " x2,y2 = (x1,y1)\n", + " \n", + " if rclosed:\n", + " pt = regions[region]['points'][0]\n", + " x2,y2 = (landmarks[pt-1][0],landmarks[pt-1][1])\n", + " cv2.line(dst,(x1,y1),(x2,y2),(0,255,0), 4)\n", + " \n", + "#imx.pltimg(dst,mode='bgr',title='Facial Landmarks (lines)')\n", + "plt.imshow(dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Rotation Vector:\n", + " [[ 3.09740218]\n", + " [ 0.15031811]\n", + " [-0.17930783]]\n", + "Translation Vector:\n", + " [[-107.07418242]\n", + " [ 96.88895082]\n", + " [ 650.59277592]]\n", + "[[[213.477098 173.01911111]]]\n" + ] + }, + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f9264b41940>" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dst = im.copy()\n", + "\n", + "pose_points_idx = (30,8,36,45,48,54)\n", + "\n", + "# 3D model points.\n", + "model_points = np.array([\n", + " (0.0, 0.0, 0.0), # Nose tip\n", + " (0.0, -330.0, -65.0), # Chin\n", + " (-225.0, 170.0, -135.0), # Left eye left corner\n", + " (225.0, 170.0, -135.0), # Right eye right corne\n", + " (-150.0, -150.0, -125.0), # Left Mouth corner\n", + " (150.0, -150.0, -125.0) # Right mouth corner\n", + "])\n", + "dist_coeffs = np.zeros((4,1))\n", + "rot_vec = None\n", + "size = im_gray.shape\n", + "\n", + "pose_points = []\n", + "for j,pidx in enumerate(pose_points_idx):\n", + " landmarks = [[p.x, p.y] for p in predictor(im_gray, roi_dlib).parts()]\n", + " ff = landmarks[pidx]\n", + " pose_points.append((ff[0],ff[1]))\n", + "\n", + "pose_points = np.array(pose_points, dtype='double')\n", + "(success, rot_vec, tran_vec, cam_mat) = get_pose(im_gray, pose_points)\n", + "if success:\n", + " # X vector\n", + " (nose_end_point2D_x, jacobian) = cv2.projectPoints(\n", + " np.array([(500.0, 0.0, 0)]),\n", + " rot_vec, \n", + " tran_vec, \n", + " cam_mat,\n", + " dist_coeffs)\n", + " # Y vector\n", + " (nose_end_point2D_y, jacobian) = cv2.projectPoints(\n", + " np.array([(0.0, 500.0, 0)]),\n", + " rot_vec, \n", + " tran_vec, \n", + " cam_mat,\n", + " dist_coeffs)\n", + " # Z vector\n", + " (nose_end_point2D_z, jacobian) = cv2.projectPoints(\n", + " np.array([(0.0, 0.0, 500.0)]),\n", + " rot_vec, \n", + " tran_vec, \n", + " cam_mat,\n", + " dist_coeffs)\n", + " \n", + " \n", + "for x,y in pose_points:\n", + " cv2.circle(dst,(int(x),int(y)),3,(255,255,0))\n", + "\n", + "# X\n", + "print(nose_end_point2D_x)\n", + "p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n", + "p2 = ( int(nose_end_point2D_x[0][0][0]), int(nose_end_point2D_x[0][0][1]))\n", + "cv2.line(dst,p1,p2,(0,0,255),2)\n", + "\n", + "# Y\n", + "p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n", + "p2 = ( int(nose_end_point2D_y[0][0][0]), int(nose_end_point2D_y[0][0][1]))\n", + "cv2.line(dst,p1,p2,(0,255,0),2)\n", + "\n", + "# Z\n", + "p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n", + "p2 = ( int(nose_end_point2D_z[0][0][0]), int(nose_end_point2D_z[0][0][1]))\n", + "cv2.line(dst,p1,p2,(255,0,0),2)\n", + "\n", + "#imx.pltimg(dst,mode='bgr',title='Head Pose')\n", + "plt.imshow(dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "a = '/data_store/'\n", + "from pathlib import Path\n", + "b = Path(a)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Help on function mkdir in module pathlib:\n", + "\n", + "mkdir(self, mode=511, parents=False, exist_ok=False)\n", + " Create a new directory at this given path.\n", + "\n" + ] + } + ], + "source": [ + "b.is_dir()\n", + "help(Path.mkdir)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "b.is_file()" + ] + }, + { + "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 +} diff --git a/megapixels/notebooks/face_analysis/06_face_pose_dlib_mtcnn.ipynb b/megapixels/notebooks/face_analysis/06_face_pose_dlib_mtcnn.ipynb new file mode 100644 index 00000000..7d70edfa --- /dev/null +++ b/megapixels/notebooks/face_analysis/06_face_pose_dlib_mtcnn.ipynb @@ -0,0 +1,893 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 06: Face pose dlib/MTCNN" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import os.path as osp\n", + "from os.path import join\n", + "from glob import glob\n", + "import random\n", + "\n", + "import cv2 as cv\n", + "import numpy as np\n", + "from PIL import Image, ImageDraw\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "import math\n", + "import dlib\n", + "from mtcnn.mtcnn import MTCNN\n", + "\n", + "%reload_ext autoreload\n", + "%autoreload 2\n", + "\n", + "import sys\n", + "sys.path.append('/work/megapixels_dev/megapixels/')\n", + "from app.settings import app_cfg as cfg\n", + "from app.utils import im_utils\n", + "from app.models.bbox import BBox" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "def detect_faces_dlib(im,pyramids=0):\n", + " rects = detector_dlib(im, pyramids)\n", + " faces = [ (r.left(),r.top(),r.right(),r.bottom()) for r in rects] #x1,y1,x2,y2\n", + " return faces" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "def detect_faces_mtcnn(im):\n", + " dets = detector_mtcnn.detect_faces(im)\n", + " rois = []\n", + " dim = im.shape[:2][::-1]\n", + " for det in dets:\n", + " rect = det['box']\n", + " keypoints = det['keypoints'] # not using here. see 'face_landmarks.py'\n", + " bbox = BBox.from_xywh_dim(*rect, dim)\n", + " rois.append({'bbox':bbox, 'landmarks': keypoints})\n", + " return rois" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:From /home/adam/anaconda3/envs/vframe/lib/python3.5/site-packages/mtcnn/layer_factory.py:211: calling reduce_max (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "keep_dims is deprecated, use keepdims instead\n", + "WARNING:tensorflow:From /home/adam/anaconda3/envs/vframe/lib/python3.5/site-packages/mtcnn/layer_factory.py:213: calling reduce_sum (from tensorflow.python.ops.math_ops) with keep_dims is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "keep_dims is deprecated, use keepdims instead\n" + ] + } + ], + "source": [ + "# init mtcnn\n", + "detector_mtcnn = MTCNN()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# init dlib\n", + "dlib_predictor_path = osp.join(cfg.DIR_MODELS_DLIB_68PT)\n", + "predictor = dlib.shape_predictor(dlib_predictor_path)\n", + "detector_dlib = dlib.get_frontal_face_detector()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "# get image files\n", + "dir_im = '/data_store/datasets/people/lfw/images/'\n", + "fp_ims = glob(join(dir_im, '**/*.jpg'),recursive=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/data_store/datasets/people/lfw/images/Calista_Flockhart/Calista_Flockhart_0005.jpg\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fp_im = np.random.choice(fp_ims)\n", + "im = cv.imread(fp_im)\n", + "plt.imshow(im)\n", + "print(fp_im)" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f43a87d1e80>" + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "im_gray = cv2.cvtColor(im, cv2.COLOR_BGR2GRAY)\n", + "plt.imshow(im_gray, cmap='gray')" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 1 face(s)\n" + ] + } + ], + "source": [ + "# Draw high-confidence faces\n", + "faces_dlib = detect_faces_dlib(im,pyramids=0)\n", + "print(\"Found {} face(s)\".format(len(faces)))" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Found 1 face(s)\n" + ] + } + ], + "source": [ + "dets_mtcnn = detect_faces_mtcnn(im)\n", + "print(\"Found {} face(s)\".format(len(dets_mtcc)))" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f43a878ae10>" + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Draw faces dlib\n", + "dst = im.copy()\n", + "for face in faces_dlib:\n", + " x1,y1,x2,y2 = face\n", + " cv2.rectangle(dst,(x1,y1),(x2,y2),(0,255,0),6)\n", + "\n", + "title='dlib detect: {} detections'.format(len(faces))\n", + "plt.imshow(dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f43a87442e8>" + ] + }, + "execution_count": 111, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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kf5XiEtohua/ogLoi4dBlXHlRs72HI1igCw2HHuokHhAkJyNccgWCMH8rAbWaNmyTbt+/JrGrmg29qPEPVQVrKVi3DafLiqfTisfzCY+nE56envaOTe4wBWYkABcAkhgbFBkK1ArmZEQxb0jVFmamLiiYzMszyX4jtI1KQAl/CDFkEov4sm1tPMf5hSqSw+VaK8r5YptYTE0ZhSqDkBKDOCG7/4a44BDqfdBQC4mQYOii+WZckacABs/N/aZiBQK7fIyTYHumF1DCdXuJpFRHEKJ7NcO4svzs8+P7oc62ZxhUpU/VXo2wCN00hjl0TXbEEYJcxKwSFivA5vKbMmbK4DyZ2/Wy4HC8x/H+Doe7e0zLASnPIJ4AYhQ/9VBXSDFhkZncggKoCnjqLklQ8x0IM2cVhZIvPNeTlYotgmRDKoRuQlUjAYnstBtRBJM0eMywRR+LWML0WAGp2k7SCoP8p9MZp8sZT09PeHx6xMOj/VwuJ5wvl53Xpulx2a6xMVgNAYTLtLK6+7AJi8Rs0JxtAWdm6LDR1DumqtjcuzAcqKoL31DRYv7ie+LCgEu1jVkK6roCALKPOjuZKNW8NeF9IhCWPNk1/P4xfsX0gWZhiYOGVKFVGjpDoDx134wqH9TxR0e5UEtC9fjQBr71G9irIddIpEYsjIa5uJOaPAihJlikoyWg758RBX2q9mqExfhgqt1zjlPqkGx4XwGkbEz9kicgz5imCbOTmcthxjzPbrkwhmHHfqtRcmVdDeZlxsTJHb0ICQlZtTl7hXt2IE9RNmSgBYJuTkRyaN16a27YhloMZQhp+x1QvtYK0rpbmO1UrNRO0tgcFYLLZcPlvJmb9OnSEMXpfMa6rigiu+tUJjAZq04qBnmrdnfzEJTk8QdqLuDmMW+bbjyFybmTy1oaOalqQi25ejLnvDtp1TeuqEKLPa+UAtlK8/Qk5wcgApRithNViJ+cJjT69diRGbOpigmBxvy5RUA+Fsk3ERMhsfluoEp38qIu48e19p3PaCenQzW5Rd7v7hGIVffCgof3r9EGSQTgVYQLfBUT9qoAf2Ka81UIC0J39wYM+gWiShyf8AFig6SgBEoJy2HG8e4ATWbdmJYZaUrgzKBEEAguZYUykHzTxQldSkFZzzYpyTbINJkASkH+ObwImC3V1QeBEXiqAA0BSMkC2NqpqnH6GImakCAkyJShrI27AGxDbrU6adhNbGYgCGuBIaFNKh6fnvB0PuPJ1Y/Hx0es28WCr3zTCkyoUkoQV5NUBMTBITiZWqu5SyfbfKsLB2ymgk0gyLo1M2aceiKC1S0YISwcoCARodbNydGu1kDdics5FYggOT9Vy2roqxRIKUZ4EvnpT+601Dc8XP0gIgh3ErPCxrLW6uNdTHgqm03bUUtFRYvIor2zl5K50APoUbv+ORMg8gwlAKbGbGJIpupztSNh3zykxQhU7D9f/DtbrWY+Hq4jMHKZHHkZ0iWzyAmgEWvUJOuLW/Cj2qsQFsCVe+o1M3wllZlN/ciToYd5nj3eISFNjDwxlBUVFvl5Pp/NpZoYRaXp8fVaWKSEubDFPtSwFAwTJ+4UpYSi4rELtrHBdoIm3gZfhPjuh915W5Tk4L2oA1kmu81YfREJHh4fTVhczjidTthcUGy1eoSlM+OJ3czp5gKPMi0DYqukRrDUFnBgwqI6GSgK1AJSoBDt1QqfP9ohEofBWzGVRoEMQgYD7IIxJSRVbCLYnNjMzNCUgGKWkbAIELrriITw4m4Zi9/qiEYAzEnMk7RUXIhsvsoe9pMqlLlzTNStIB/U+eMahIiBvFrQfkEKy8vLl4pGRM9UvVhHO1XjSv0RYOiE3VeUnwmlH9pejbC4hmpji81VndWH+yyERWOaJmCyCEhzybaNt64rtFasl1NTRwzGSwshX88XC2nP7NGU9psyN/fb2NDxU1VR1aS9qHEQ4AibTgD42WS+ZCIDsIPw8T1bOHZ6iJEljcVXVax1xcPjI87ritN6xnlbcblccClmsrQ4iO6JSSm5UOPeJ4yEsi1oaot7/2NmzdrMpaNwTyl1spDMIYjVN7aYSpLVX6NuOeBpRuZkLu20DZYNhdYKApDdtJ1SwsQe2Ferfd+fT11oVHJB6M5bqopJBJor6JIMXcBMyVutOwtPjDmcU8IV7L9arC+u43AUwwsE4+6gaK8Nl2636LlQ1NdIBEleq3X7iwzr7EPC7nu0VyEsCEbqQc3bb9TROGc7UXwBEIDJ80zkOQEejiw++bKqefrJyU4cVfNoxH5TbrWi1A3b5dIcplJKJjRyxrIsxnV4NGVwFoYwBBqmU3ZHoPCv8FDxsRmf0Se58R/Dz+ZWg/H0KAPigIQruJN5dcXFw7iL1o6Y1ByjaMqm27uAEDcpBreiA9wOk+Z22dprGXZYsRrJzDBPWYZAqhGTLa9CWEnEBJv6ZoQIuBrX8uR8R2x8ZsZxMRPu3XTAgczD9XK5oKyb3ZsZmS0hUVICPJ/IlLOZEuP5IpgwuZCQ7mmalSApYTrkPtalYC0FRQWXKjhLBcHM87G9mt/PVUyIG6vcrDnwZ9RNw0RmTao0CH/0924Ji90hcb3JVU0liw/fRKlxzavXmWF2oR/eXoWwGNs4WNdk3w5yOvwN3dSsI9KESksc4tyE6cPSfACMGCoopSAPwsKCvXLT4Rsaie95v4gt1JqSTywr2AN5yJFFmFIBc5KJ5wjhUEoxIrIUcwUfhFncxwZCmuUhYOpWjcA0T00XKvG9HB6proZ0ROwoaFiw4o5FTpiBtC18hiECApAUmNQWIxMPagGBqnQBuG3GN1QLJLtc1qZCkWoTFikl0L3lEkmeQuA4zcggrMSNeLbwcQW50Cbppt0xSQ3UiFMdfC+aRQFAJkv2UwIBJfPhmKpAziezpLgU2MWPXG/caxV5WKOxfkfVCf2yHS1cIYPRssLMrf/js+Hqezuu5EpYqCOsTxmeDrwSYRGuwjEAMZFpEBDN3JVTG4y1FtTNA6U8YGpEJVutEN+IpD3M26waMXERseeTKclIzI1ApbuXh/qRUkLKFnhmwsKGkPNsahDnYXNy0yUrPEFMFWxScPHcDefLGaUUXC6XtuHaYgf33ATuPBZWoiqbXVO1n4KBIoTMey/e0y4oEhxJxEnmqElRkaCOIjysRF19AJCUMCvMm9MJSnMgUkgRM0GXApQCbAUUFojNo0/FkA9gWb4qMxiMshZM7OkD5hnH+YA5TXiqagK0CBIlEFM7NbWIu297gBc6t9PMqNoRWghOs3IBUEYK13Yyz9VYhybsnctQ6eOEQRDYkLaNPrZnjv6xwW9wD3wteFzAXKur2j8wHAADwgBAEZ7/yQ2mvb0OYaE9RiI87sz85dI0vPI8floTowAo22YmOof/ISSKb7p2Ypeyg2Y6+JaHPk9x2vkkBT8ykmHJ+7ccDpYmbjIvQ1VFng9NWAS5FcLCIkONQ4mFEv2LPgayCKhcBoQRmzc2KDz4a3WyU2y1+NgpJJZXO9q0eSS250YIR9vIJGaRYnd9c0tqQxgzJ8yirpa4jHWCcNsKqNgPO6JITpTOnAAQ6qBiwjfyejoDW0Flhjrbf/R0AU8A6lbaCRvepArY/bKhBWWz7nTTtjbeg2GeszHvzWPSfUlsXTFmMic1KLDCnMUElu7geut9yOHqlqBo6GZQNTpP1K83qiZtnd5CNUSNR2txUkwgbREu+z5+Qt7iVQgLAM3FNlKokU+mopuUFLaAizjcJDa4u207YWEektW9JRVCY5QkuWmWexh2Mv6B2PMakjkAxeLqAWQJaZqwLBNSnpHnGWmabeJcjeE8N87CNrtiJsXlYtaK4OqZgVo3qFbUuvlPbQIl4ktC9xZHFGHCE1icBdBPHstxAag7X43xNHEdtg9C4ZteAZCFw5dtBZVqJKWb/BIIc0pIxaxJWY0TgAi01MYLMJILboYgQSObUwbqtmHTzSJnnXspWpEEKNXnQgkrZ2S4SkgJc5qcWFXUtZjLP+A8knm/og5+COJqEbHJAXWHLTEJ11MtEpSpOfwdUgZrqHpxoJgLuWpXgc0rMkICBkJ+2JC3SNFGVLZ+SlcxADQVgro1JIRB8FbGhWlXK5meBbpF3L9xXIa8rtWmH9Jeh7Ag2GYnajo1hsFUwFjqgJywoDFRAdU6BHP55a6lskvjxBbKOzLs2XNCmsCg5oM/sSGNPAiN5MFNh+MRaZowzYeGLiK5L+fZH8mJUa2oWqAouKwJ22Zow0ywtbmcG39if0s1RygBQd11mtWiYNltdWHtEOdEmHpMw0vNrBOCjCEYzpEDE2GmZP4ozlkQTA2ZHU1MgMXqbIaIYmFrvK5XAip0bWYTIhycjiM16kI1eJzN3Zpjs4yncfhPRJ7QaDt+In7UPEoh5gAWQVWBNFjdiY6AOSXQgDapWqrG6ps1VtJIUoaVYmw7T0+6LThutfFzTd3BwNPZTV/+PtBNtfCsZBp9+aVDFl3VEOrJbEbJqXBTIBE218wsDkMQLnbKPXxc1SAmgVsKuEAIc5rM8jFNmGdDBpE1OzwUD44UgnwLtj3lGfNxQZomzMtiZluyoKycM9idslS71+UmF5SacGKASQEpUCnQukHqBikrynpGrQopq30XzrE4ky1CUK2IqAlTPbJBUIejscFGN+toDSL7BiY1GB9WDQJwmGYIVxMeCmitYFWwKLiKHVyloF5W1FKMFCWyODcxRMeuOZojFgHV80AQm1B1IVihyIPapyKorpK1lrjB96ZeiNjzDpu4OUMN6kagiCC5d74vob6Q9XFKwQGY41xhYCUyz0+YdSlUrhBggXSB/XaUqz49a6Pwiz4NyGIk70fVUZn35hNgFwXb7q3hwfkxUS3frb0OYUEE8kQwlLgRdcGAB8pQpp0RyPR/t+PnjJwSkvtH5NwfTbUOemtGTuabsSwL7g5LzwgFPx2JMCduwVQ9V0Uyk+20uOl2Rponu2a22BT2XBNrLairQFGwoaDWFet6wvn8HqfTA04nj+E4n9xk+NQtODYo/W/pCwugZvUwz202F24388L7q/3h2ziwAiwVsxrRN8G9Vj3zNYmCttLv6RGrWgVaK562YotR+uYRWM6L29MaPEFCmpLxOlfzt/NfKYrzacW21nai2l53kpEYKWUghwt/f0ZTP7kJJSKzSpESiKTlO0UtTaVgR5qyKhITUiIsnKGpO919Xc8W/i8CUheCIJQbnMKYZmG0fo19xPDvXsulj9W4vnfCY7w2riws1P0qdhzIQGR/ivYqhAURWU2JkPpEppe6ZA1BITDSMxxpBN3WH6bPlAfTXBvsnmqPiCwzVs4t54UhC4sqNWEBHJJxFXlAFlWdm8js+TYn5GkGZUuLz+74pDDX8qJq7tnVslVf1hPOlyeczo84X55wWc/YygWlWoao0dYeFgwl+8PeY6g6ARn6qJt3m5mXTWBExKVqj+eg4CJUkUFOYBqpmYhwPp1QLhbQZcFXFVLM/RwikBAW6OqaiKDyywFVMb5jukGgqx7j93pNFhjiG3ioRugld5obXJ9Z99Gk49+3CMlwix5VHGJDoZyzIVgwMgOPzCg6oDVHFYaQPtxeFBT9A67O7NWO6xYEabx3HT8yftcAUuS9CM7i0wiM1yEsmDC5OmDEHfa6N/fYfav10CVq+CMIqWfNGtQGIueFIrKSWhGiKNISizAl24DswV05G6qYEnvgEmMTuCoSP1ash5IhIk4MqWoOVHVF2c7Ytgsu6xNOTw94enyP09MDTk8POJ9OuHhkqPkk2CYxtr4TkoDY6QgYfwEg0qiFJceykHv6OxcWI5Emzv6bkLFFNPpRMMwkq8X8JIDOb6hzEaOnY+jEQD/lrnXqWMS7nKSDKtGsQ8OCDzd8VUXKuceSDNds1qsQFt5HJbK8HQNBSMP6iPtDyCI1KQoW+YMkRo68qp6hiBSYIh8GSUvEMwqjscWrYWm62QYB0oXF83ZtJXGfxf018FwMtFylTP1A8e//UJnxOoQF2YmtfkJ1eNWFhm0bIzZrIzkjcrKiVltYW3AeMDdkZ4yM/ScClFFd3ahq9nizChjZFTEO42nILiwWN7ESm/UkszkH2QlotxK1mJPL5Yzz+YTTesbT5QlPT/3ndDosCbHuAAAgAElEQVTh7JGhRNQyRAFws5ibjsPdSsV5DFg6RRIAGWB7JkloOSpb9KtGQJc2DoIp4jNcMAItn6O4sxOPcwJqpztEkCJPqHMA0V++Wtijn8AOSl95rq4hmKZsTlZM5qUJtb8jfD42p6Mnit67qhEZzmsxw3HM2aiqNIeodiq7yueBaqwKV8DAKYMZECXMlIEECNg8Zf3Z6SVhcN0+5nMDf7FTr3z8ZNzvI+l549rKAzJXdGHxCcDFqxAWSgTxUOYI6ZVqLsyKTtZUYxWw2ep24sp4C5SoC2GDlYncLbmjjGrplCBC2AjQSki1wlR/wqSeJ4MZAreAcDaPRSIQJygYOU9InLywjxOCk5nbalmhtaDWDaWs2NYTynbBdr5gPVnAlwV9DbEQIj0Tkqp5RLY5VucobLYrwRPhFkwJIFYsiSGetp8TQ0mQ2JBCbLTgXyZiLDRZn6tt/LARkgCH6dBPfw5rgvuG+Hy0UgUhFPLtQDkigpSKMpQgjDKHNu+97KKy5fzgTEApyJP5WzBzV1eIUJSQ1frAFlUGRUVVwlos0C4OipTCHGloIELAA82JWLnGKN8gFdi0AJvVR0k8YckJU06oiXDZzkDdACFsZGH+4mtnxAcqA2IBGr8zqiU+ubtNfMuqU4cPNKS0ExIKiJet8LVv3qjacnV8qvY6hAXQqkupw61CsYa1DVhx64IlWXEPTwVIBSQVtQJgQoFiUmlJduO0zcxQtUpWKYihlDBJQqnGgM/EmJgwOX8BAJMmpDSBPK3f9YYAOjSVUrBuZ2yXE56eHvB4esLD6RHv37/H09PTs9J8ceqGHhx/UzgGjejedVKwCS6rDGah+KOjTluYRIAjiQTCDHuumewzYDbHIx/zlJKZbgcEEOUJSK0oEpGjKeresJSy+WJcObapKh5OJ1NvbggLShYpHESpqYqe2NgXvpnS3eQaJm6v+9qKGpXujm9TJu3+bXyvKouFKkToAYqqZKUe2IygBDH/ETAYikIZmQ3tJVVs6DxQWO4+1ly6a8NaGr/fDoxAf9fXD2thMr8SsLvUpYhPcjXkE3Gcr0NYqLoHnemUqmYjD4+/MJtttUJgjj2IdHeRRUoAylYVC8kS2airCUGMZWKHtsV0/c027RT+FKRY2P7WpaLkCUWAJVtOm2kyrT+5jpx8YwJmOaiquFwueDqf8Xg64fHxEd88vMfXD9/gF19/jW8eH3C5XHZxID3VPJpeamn7jFE3JNldlqNOCkVW8uBgEnn0uTkTJT+1iMjctolMBSHLRUUKC/yyCTDVovSYFXGBFj+JCFqqqXYTN/WplILJ/21V2Wyjx/OFgKjVQsVDWBiK9BwXqjvBCQDruiLVujMFp2RB1ykFWrCCwPHT1J3qY8faUPh1EpkQGLGRgtPaCVsALKkVVLbcpMnVQfFi0V1li0Otavf8/KDwcBV53MxFBUym2jV1/Op3+5513FVBmAURZkm0F+iXL5BMFPhm7fb1EBYjW109krHZ2lEB7RDrmtgc9dZriW1chr0/T1MnMn3SlznhJ2/fYZkmzHnCYbYanbOHxR/qXfPRyDlDtm4GDATx9ftv8PNf/Bm+fm/C4pvHB5xOJ6yexu+a8yYa4gKck2FKzbZOZKZkiYUw7YWFCRNLXDNrFD0mcLWMUFm9eNBWUcsFUipkqzuU8/T01E79sDIxkUXXAshLbuO6Y+OLoqJgq8CWyu7klmobupR+r9DNZ/RUAmMQHQB8vTMjd3ITnHF//67lU23zT4ScJhQtHtZvvERbD8Enmq7afizFYm3XF1KrYZvg6tEGLbbppsRAuNSrW5YGBSRiVDCQtqPPwzPBEbwOnlttdPiMIW5T0Ue1BH6AEFtUsw4CglJUb8MnITeBVyIsFIpLKY1cq7qPHBzJsZbTAYYu4GHA15mSR4EBYCd4RmGxOqqIHJwZhHWekYkxu4A4zTPmbDVGlmVBJcJcKyrB8iUQTDeXamrH4wMeHh7w+PjYVI8RTQRH8dKpY4u7BwlZ2b+9EBzrY/iDGQpRRSLGrJbSjZgsUhMwLmTbUC+We7RsHTmImC+FArvI0NGaESbYFgg1jHlDIdif3i3W5Ur1GmH3KFz64/RrRLOcDoqHhwfLtTpNrY+c03MVY5j/Zk3y6720NmIs4/uJchfsjoa49n7H6S9EQ0yOIUCgE6GjSrQjJoc5FALsqMDuMAleBH6YBRqMNQEy9RhEiIRHYPrlrEgmainjuc1VFxZ0tQDCL1/C1OjRmHplorvmFKIpkUWh+mKpzFgHPTzBSgkmF0AREblME6Y5mbBQweFwwCoVyzSZmuTBX1+/f4/379/jm2++wTcPD3j/+Iinyxnny4bN4bL1z0+6+O3WyCCxyBdObFM7MNws6j+xUMiImxYxmtGjReEORUF26lqxnVfINuTNdI6TKXvyGsvVyRQuSN1KAuzt/qZylCYQ2jxRR4Sj6jEWd5p4ap/ftALUN3PyU5E8SLAhRCbUwoCyp7yLAwSNx7AwD0MIsRbCkqYWWNGhPBEsuZDvMaaI07O3pXNmSZM5b5HFzATXEk5ycU0KNUI76tih28Yn2d+RX2REJE01RR9nZm4qjnoHtd3W1wKoCZEPuf5/n/YqhIU6eRZ/92QqEh9AM3OFromofO2mPOo66+isMv4OtSSK6DAxagysf2b15C3foEPxg6fvyxNjOR6hKVm2JVVsLizgi340kYZ5dF3XZ/kqRggdzz0urLHZQujPIKGn+smY3Jg4kfET7NmsoMbhaKlAKVYouSpk66e838HyXg5j1cjLAU5fj2OQmdvW/SPab+gOcQBoLvaLV6wnoc5pXPEJgRZzzkguXCLx8lowlHSINIOlpcsfkULjMbSTniO6eEYqjjySCMpmmUwpJ0hKOyFpX7CQ9iYA0oBsh7kdJrr/vkKG4+YP9DCu30YCx3MNz9AQhgLwIDnCL6GwgKJFMKpqd2pRbRYCHjakBQUFnJOWu8GutecDmtMPUTuRbeErBJbJOphmVoAYWM9nSCltQ1ySZdM6HGbMZYMQcLlccKzF0tKTfXfbNnztnMXT+Yyn8xmn9YLLthkxO3gsto1apdd4iBPE+2PkJLlTGqFVuPATJKurDOIFdeBWniqAeGTmatnAsJlwrZ4jQjXErfEhgKG0UWiPWbsAWBwMgLvDobnTWx3UCWsRVC0o0pESEVA2AZGpCsu84O7uDgf/PqkRwqfTCdlN4aqK6pmsxgA+UqtSNi0HHNBJ1MvlYhYmNfNszFmMsXooPV8lyrwWSuNrIUhTSlbB3sPgUYqpIUCr3qboCZdtUI1YDeH+DOWG30p8/mrufWU/U9OyO4e9xH/0a6Lthe9lmflAex3CAj2/ZOiAkeZc0eE0xBKqxFanG6dF/HscaMD1a1GAukMRsD/Frc6nRSbGIooFCGasdcXiFbbWw4pL2SxZsF+nlLJzuAr4fX2ajfceYWf77RA2YC67UCAYXA3uIJGRXhlscR4OjUnMT0VLbVmydavmAl7rzgJgJ6BbN4aaFSPZGEgiBERs0tjIT/68m/tTXPMC4Vp/d3eH+/t7HA4HQ3hObMb3QgBEBGpEBcd7xtWs+OqnXwFAE2ylFNQyIqXnPMT4+0Po4hqZlmILMKl7xwo8Sa82VamqRwf7d/iqD8/aJ1YPnl1e496/hMjCVIzNzFO+UKXUVi274XORhjoIipbRuAkQNJWlSfVYBKMeN+qGVxMXBN8afhPjm8kC1t4/PjY4HabCgK6n0wnb5dI2T3ECNMyYjP1mJxcMm/QoyhBW0jZ1AodhJE4OYUxCmGC8ygQrCsRqviinhwfL21hMrdIinqIumXkZcB8Oy4Ie8yBBsKXckv0wc+MZiAiP37zH0+XspkOrPQrZZ/mKTfizn/0Md4cDjsdjIyVtygTlvAICJEqY8tx4kikXyzimClTFtpZmxUi+Ee7u7syismRwAk6PhNPp1CxEoxBW7BMiP+MDUmpu48Vzh3YE6MTilJFUMGkyvgiGdMhJV1Ky+VKL0oXTnTs+wc3AY0a3BsNiH/j6vIUcCNjldmnPJ2KBa2EBEXFr6S+hsCCgwUTzKKxQrRDtp+CYtKWdCgyo1i4QgIZOYqc1Ke96vWhYk8JstT/pzZdFEAMd5jABoFs/cSO7VWygOHXXdcW6bdhKsYAf6tdueqxGLomhr+ICzDso4S1pLBtIPbM2J9s0gJtD7WfSZOpYJVA1yIxSzZCiRrpRgoe9uyej7P1YxjoY16hHXWWw+iNw+z0MwZDFxSS2PgQxzMx4c7zH8Xg0nsI9MmMMd1aSFiNjgn8MBITPfXUEcjo/Yl4ylry0YMCybli3iw2ul6KEwiNGY/MJwiISCZTNj48hJDbO7JsvvFbFidVqJSA5XBYYLR1fReeIYrwwrMndWr9xOPkb3bqBWKP7w2rHxYz/BhBuBC08YnTc+UTayKsQFupqiMVo9KpMJIMUdZdkaQNkmaPtrUEFQZenDYVQZ6aZ9tW0ry0mwV90F+e9ejPC5YDQYxxCOCKJ9Bqm8V0animeq0PGvpDMP6HCdw0SRc5L/z6bf2FiRqaEGdneCxSxbVAvydcEo6neXrbRMo2R582IsQm1YhyXEBSBkrKqFZ6eJqgqJlcZNDw+VT1LuiGRe0/KG2ra+HM6nZq6NlpNAONHYixDFVw85V4d7hWCeqxhGyTltbALARDWnGgjN0OOAMbvAXaIUSko7HktMiOxkcIJnRy2M2o/7+Pvsd1aey1fxni4AD1fCJ67WMUzJxeQljlJzJvzE/IWr0JYQIFaS0MGoi7Zh1TqETgG9IGXK7v5S+3aO3CMDpRRmjuyiAxUZnPpgx3BV9GHWLCqiq12YtCQyKD310jC4pqTDoLB7oyE5NGlYUFQUCo+Qd2HwA519wFJGZOnooM7Wa3nC9bt0mp7GJoSc2MGdjEL8GtZD4B5mXYE3Ci8QOYun1LC8XhEzrlt5G/ev8fqTnORECdUl2VZkJixrivOj/uiza2AsuozFWaeZ6zr2viLsIYsnnAoNlW7z2HG+wc841rGuSIaNmE3VfTnje80/tHQlqpzQKoQMkI9UUKrFUM94U5c75qrGgVAG9vxb28pkJf3ZTzwRoiwI0mBwUpIfhJ5icfXIiyI6O8DeA8TdkVV/zki+gmA/wTAXwHw9wH8DVX9sw9fyfwUKjqZ2chOoJlSd8SUmDXjJYTQJsUhoXhKOvFIRRNE9My5LVBbsM6j2vcMQmq3GIRQGQnCtmDiKBCxHJZX9wR6lqe4BrweaCxIFc8u7ifZlBIOacKUkjkJoeK0FZR1Rd3MwS0Rtzv1jcjxMOZB4Q5eCcBWBMSyO2njWWJD1Fp3SGEsvlwjqI4ZeZlxPB6ND1DFVgqeLmc8Pj220PyWoMjvU1xgMLPF/SRLNgRPxLuWAtpW5G3D6XRCcYuJVZeT9py46r+qeQTnXVyP3xr9MBGfB2HLZxF9siWpsLwoZj4VBtKcW7IkETTriKoH3cV6DYFBQ9LgQe0Y11UTcOMaHtHHrc3vqiSrcx6Owtv6vV7k37N9CmTxL6nqnwz//m0A/42q/k0i+m3/97/7bRdpUZfjgwItF6TCiMHGWWhUU++EZyOTAAQUDGHBpGAwUvj9wkx6SmiJbxslRQCpIKGbMIOUklBphpMiTnzAdGRoBLh5x8M5yIsMA2goiWmwuJChCtFqLsd+skRYNCcG5xnTZCnz7/JkzmDrhnIp0GK1VIsU5OSVvkSNp6AgeRmJl6YiWQ1XozkBNK8/W5QhiC3zloVuM7ZiZRt7ZvJi8Sh5QiL2Ugkz8ryAUraapqJYq2CtgmIXsyxcsdCBhmou2wZezJ17OizmiOVRyHK5YL4UJK4wt8VqiYW21a7nvS7bhnVdTXCxxdJYQmRDgEHcmkNUaqpsBTyvhV2JyNzXGQJReIwLMBFBPMUA3DpComAClKxiXZdIe1Uj1kvwDqPAKENeE9CQi0NK5yOeEyEeROZvkru3fyqywtuPoYb8dQD/ov/9HwL4b/ERwkLbButuy6OgGM/08EN46TqA++T7d0HiiUAMpjXHXIrf5AvPr69A1MyMPkRwdkx2XJ/a5OhOvSm+AcaMVQZR7TOxUGJCnyEn6tmoTNB0RyjzfkxG+JYKbOaqHUTvnLPxHLQXaEpA4oxNLUNWkQrAAq9ELFvY2IfoB7AnHEdy8pl3Zso4Ho9Ganpi41otUrOIpaqLMgfZU/GTb0Qhs8YIWWnIQBYZsGrqtaJcrHatvVQa/A/HL6DH6YRQZ/CzJDg98tWRWzwv+oa2+ir9WG4emX4/qlaWwpOZtQRDlfr83lqfo0o8oskPqdLf2voZCSAI9OH1T4AufqiwUAD/FZkY/vdV9XcA/ExV/8Df/0MAP7v1RSL6LQC/BQA0JZD03I8mdW0jUZgPtB/VAtMdY/Oa45VPmI/OziMQuhuz6DnB/fH1OkeARTQOnQXgMJM8y5SjjcSe6m7UTVXBw2JV739U/+IYOVUXZH0BB4Fqodj+fCKYc8ZhXnB/POI4L2AinB+fULYNurkAc9f0iXjveo1weY4EMfCxtROJYVXV1YV1e45BH4+4mOAKRt+HCOoKjuLNmzd49+4d3rx5g3me8V4V8vhgAU5TbkIweyb0cVM1dUQLSgGmmXE8vgWxomzdJyN8WZobeCCjQV2qUfJPemKgFKqP8wsQAU9599wJcMKyo1XRZPMMgWxenY4UeZ7AKWFOuUWnFjfB0vBM/kdTucbnHdUN6meWrbnGbZlQErLMZm2dDuu53aOt/fF1/OD2Q4XFv6Cqv09Evwrgvyai/2N8U1XVBcmz5oLldwAg3c0axNs4abvPO7Ebz2/qgW1EMczl3o2DtAagFDkOOkk0qiqEq4Cuhmz6S8FFxfnTTJ5Df9trLizGHxMGe3Rk1+33jsCysGAk6r79ITwCUQQJF5xBSwMXcFZ7PssqI69iQnBzlBGFklOy/Kd1u7jXo7RNck3KjabP8bUIPAt/jNSKMHFDaU0VSuGZ2YnKUThNBJzPJ4goRBnghJSTpTFceuq/psJQT8CraqbPUDGaAI5x9DqpXZDebvtnJxD5NXHDLd0XCLu6Zvak7ip/vb5w9fpOYEhYQcJde79q2M/NMXtWLNJrIfR8xf2w9oOEhar+vv/+h0T0twD8NQB/RES/rqp/QES/DuAfftt1CC8LiY/ow4uvxak+Qr9rCHj9WvTnmVqopotGX2MqQv9svEUs/OE3oTvTXB0c+3vcILwEwDIEXwVD3soOCjUltoot0OoelmvZLDxcorqZb3YmTw+Ye3EkRw9a7FRXq5uIBCs+PfGEKS/gBNSiKFQAZRAF92LXymm2a7IJiq1WnL3G7CoeUexWn5wTeHDSAjx+xAOmtNaeUzJlI3OZsZ5PPVp2GLdAFDH3O2sO0NIG0iBYSMSyl9/aV0ytnggTN2tDU9XEIvDimlEki8lI6IL9OhsW6LNbtVeGNbnrCvaqNw8C4/nFtPXzU7bvLSyI6B4Aq+p7//tfBfDvAfjPAfxbAP6m//7PPuZ6HJv65rsOnB1JqP8dZ32oEO20J3I+QhsaQUzAOBHja+PdbgiQ+DwcZXSoEMTKADXV+BdLXmN9ZUIzW5ITUPbcvUWMp2ktClU7lXOaMU8HHKaDeQ0SoVa3RJgvkTs2uapUBKfTGWspdjr7MwksybBlIreqamkyxBJkai3SCh1FJKsykNPk1deAKgWK5KjNsnWlaca0HDAtB+T5AM4TKE24XJ6wbhWbJygSsBcfMr5gWhYA8FT97r+QEu7SPeq2YS3FNpBbH6ZpQmbCeV2BbTP3f+pZJUJFaghJzBTPJKii2DbzA2F0f5Kowaq8R1EENJ8LIMzv/i8RUDUCWap7FKcRKbBlHVdpcHi3nK7XFsFigGR/iI2tpXCIf8c1Wz3dWJexdl8PsvgZgL/lD5QB/Eeq+l8Q0e8C+E+J6N8G8A8A/I2PudiIBgA8G6jv2n6oVH1Jr7z+90v3ac+h+yxN0Zr6c7UwYqFYqnkrT5BSMtIycjcQYVs31M3NoRLxEW79KBWXrWCLU5bCzxOW9zJ1YRGb0zJEAZSar6tBeHJKWBmi7H8LSiWomC6f04w8HbBMd8jTASkfwHkG0YRtU5Sq2CqhgiHI5i0JQBODvQSEuMWDExsHMM+4sHlW1qJIJKBkKQIo5eZBGvEh4XMTaofWngQZ6OiiuCCOqmYWSu5JeMUPgmGuidwmplaAyAL0asvrOWY8Y9H21ciidWNh7K7/TC15Yd3fPLyuWqAP/pBQ+gHtewsLVf17AP7ZG6//KYB/+TterHEFwF5QNChJXtvSSSQkO6GuoZjS3iX81mDJ1WYPdAFgp0MHvATQ0uqHKtEyWvs9mnDwf7eIxOH5Rqkf/9WwwrgHa/Qh+taqqnHGnCYwCGUr2DYzW9YiqFVdWES+D6sqjzRZtq3EUE9zn5fZyi6k1HJgKgilGgqra9l5TkZ/VmyoOswNJ4CN28jzgmk5NHRxONxhWcwSctoKTlsxKwcn+4kTjy2tf84ZFVb/1KqfM+6PMygBFRu2csZaKg5aQKTI84xcekj66M0Zc1dKQV03Lz5lHpYigs2TFKcJJjQpmUVpt4FdrRn0xuBCRoEkpJaKz602ItpqkxqXgcHceaWGvKCWtD0AyxfbfDiH7gW/NaolIbDga4vJ8qu+JHy+T3sdHpxDu0YUGgJB+7/H925952PaNW+Bq8X2oe98l898WwbEdp0R/pKtUlJzrFrmGYdlQU4Jl8sF58cT1qcTtrWglIjSjCxUXiwniMa8gLMVQ7KMUnnwGTHBWQO6bxVli4rklhQ5sxUtJiJUTWDPIDZNR6gqcnZT6XLAfFhwOBxw8DB0zhlv3p5QNEF5RuUJyidHA4L5/g7T8R7zxOApg/nJ/DbcvDovEzi9xTzPrqYIHk6PeLu8AdAzeqmaihMCY0oJmnMvr+CCAtUc28TNzJMa7AsyuVf2Cr4rms2iZRRnqCQQ7QPTwnTe/s175msk3dt8j2soWPQb6+MadX5biz6kb1l737W9HmFB7P4M+81vEt2cXEQJt8YqOIr2+WHjm4UkNmRcdH99/2M3ES/FFlxbB27pljuVitT75rwLQk8O4iw+ax3sJCdjSp7KL8+gyrg8rnh8/4DH9+9xfrTaqADb2ADgNEMpIaUF8909iCdwtlyh8+HOIjtTwloLRHwZkUBKwWWtyEvC5DpzJP6ZJi/1OFmI+TRNeHN3Z9ecZxw9kU0kSA6BRClZEpbDO3x1PuPhZAmBHh4fcTqdUMuGwyJWQnI5IGXGtl7w+P49Hp/eY60FzDMOHtZea7E4krXg4eFhN88xV6O7eEoJ6vwOMyGJl74U84wtohYjk9VKZ7Kf5iPB7ALAnMY8cXDKYNjra7kAxfKMWqJo87epIlDKAMwzVp3XMsvdsD54f/jFvIcFxt7ydQ2v+xprDPZeyJxIV9Cu5mb6V6GGfMqm6AFbeiVxP3SC2/krt3mca0HxQrv+6ni/5sQTP9o973Dj9/h9GU6mJjT0erI7TG2IkYJdsDiBaVrMK/NiHonbeUXZKi6XDWWr4BQbM6OCEAWhK2yxspLlYkCCcgLPRxzQnahStmzWaylItADquSv81I7ExHeHA+5cSByXnv9ynudWdX0TL4rkRKEAONxXIF/A8xsshwuOd2e8f3rEenkE1Sd/9oSMhJQUaZqR8gLZBKUIVFdM2bOHpwSeGadTrwsb4x0Cwzwsy85JK96PaFRDfP0gkFpN9XA370ixb8SpmUurmKqioJsHia0Dz+1KrlJSXzPX8Ui3UHFYVEA9CxaQzBxrrPrVATUk18GP316FsACCrX9p3z/3LIz2bdDs1sn/fft3q3fX137JHPsx1xqvYTpzxpxmZDL14+l0wsULFJVSUDZblAnJrEMiqGQE5MJWqHleFhzv3+L+/i3y5ChgmpCnZHlFJxNNRQCmCaSpRdEys3/GBMbbu/v2N7NlHMs5Y3Kz4lqL1XTxZywqmPLqgmpCng7g6QAhI2vXB3uO8+r+IrDMVswJBZ5PU+25iGGnpWpTPa5P5RjbMVervdY/w171LlIP1loNVSZG0p66rv34BaIuiMWMJIDdjyLuGwl1w3oyRLg+U3njb+wFBg3I4NqE3tfN87UChKcxPV93v2ychSGLmOz9BoyoTEUndOxk6DkLxmZk9stecvGZb+3TDXRzzUe8pIa0+wwLwtAFugoUapNHlKZBBVEmi7FICTnPrbr46eGEy/ls3AQYYHNaUlHLr0kEYQWRAMyYDwfc37/FF1/9FG/fvEOeluaKnSfGnCdMs6eoqwqmBapDRmwiTCm3EPA7z3A1ecV7hiUDomoZzDIlsEirQC4C5PkATRNo8lycOVSlBGxnEIzD2KpAa8F6qSibQisDHGn2AEVtBOM0TYB6pbQhyHDc5MyM6kWdNSJp3dRtOS18HgfCuXESMadKrR5uW5euLidNACWQ/0AHtOH+GeOyoGEdjn/HOMdPJMe55jCeFZwCGjqya/xwC+K3tVchLIAbhKM39gHs1u7+N+szWfH8mjfG70MS+8UB99Rp198bBcbHoJzrDvUTMvRkBnkKXvMpsNyep6czTk9nc+/2CFpGRGtukEKW+zEBd8cFd2/e4u2bd3j35U/wk5/+Ct69/RJ5Xlp6O6uDYpYIS/hCUJ2anT+c5FpJAKKW5Spz91HIKVthIyg4ZRQRcK0AFSgVLApMZLEepRRwmsA0Yc4ZWS44P804nZ+wnp9w2QrWtWBbNzBb4plEsFoglmQEIoLpyPDQM7OeiHimb3e2SqkRy0UMrXgeXbfEEGrMpRoaS2Tjd+uQiGcNZGKcU884fssL1D4/CIUrtGmCZ39tMO8iZvdrUfHSwWTJlvdrvVn4ftmQBRSWCSr+Hh9w4CbDJ94QoU+AsUT9420ygvCMd2yRvLih6Yo5V9uw0YdRUIwnWXxnvPftZxzZjnn/IhQAACAASURBVOG28X1h85pkS8Of02SbGIL1UnG5rDifrTjQlBkpGalbpAKFoGQJ+9I8Y5lm/PSrr/DFlz/BT37lV/HlVz/BfPcGeVow5bmpIuER2QSxJlNpBrUvKroxmZUB6AKEiCzS0jdZYgXVCqYKpQRKE9J8MFOsqwZrKTjOG9ZtwV0mrJcL3j98g1/8/E9QNsEFK0qx8Z6nBM4266Vu0AowZ3NhV8K6VazrBqleN7YC87ygcMLp8QmFLFK3qu8bBkiDh4j5ihNHAKpt81NKqJygGoeTmTEDKdoYkLl7kEC0gOFJeISM47iyhrTDRXrEsfEUPv7Nwaz7hURL7DyLol/XrxeZ7aur8uxrOF3xfz+0vQ5hcdWuJfro1BQGqYih+HRD8fze/TXC7RxFH3vRb/lurBYN4dMh7VoK/q//4X/efXzDy60C+DMA/yP+++/X11+S9sVf/k1UidgZD+YTy98xqqpaPRKZ9rk7gkDsJReeqzvNSW7IlPYSjwLsBcY1sQl0VeV6BT4/4HT3eaCrU8BVRPYvm7AgaIO9z5r2gbm2OtxCWNcDe4u/+JimOtaa6JP+nfVC3bPY/XVfXOE16E/I7B6R84y/89/9r9/tXp9ba1//378HALj/9V81rkR64T8iatGnmtCiU1V1F61LyUpIBkdTSjFrVUrIk7m7E5HXz31uHYl7NcF0ZbmI10T6urql0iiAgjqoFYEoXMgwLMblEwqGW+1VCIsOCXv70Kb8dl7gI3mIb+tXu8Ze3fh+F+vqUpwG1wTpLQb8c/thLeXJ1BZyb1Ryj0ty93dU1BsclhoD+mzzj63N1xVf1b7zAo/1bN6H98Jle3+whOl90Mmx58yur/9j2FJfhbAA9lBt/Pf42rVZ8iWT6i1i87tswmC/b70+/nyfdstKo7q/Zrhbf24/vEW+zqfHAk6ExIYUJi81ULQXGbpusbYsd0ffhGGWHYXF9XeuyexrFWbnq+FE6Ji0h+ABkm29aLOQ3LJ8PNsvP4K8eDXCovlO3RIS8bfbkk3q4+ZofMgW/YP6R6N33fN7fvd7hAB0FywlhAmuFoHU58zEm1//NQDm03C5XJDSgjdvv8Cv/sXfwF/6K/8Efv03fhO/8rPfAHhBPrxxPwvz5KSUkSePCYmIyyurU7ms5tNAvURh9kXdiE5mTDm3EgjkxZ9GoR0h8UXF/C6GzQBE9vQC3S6uo3uUKARlu+B8OeGP/+gP8fOf/xxf/+JP8Ytf/Bm+ef8LrOczVAU5r7hcLPdGci/IclnxR//L//RszMKbNK+Tv2D5MSgnQBUsGUmeW7msoxUi5uiVErdnBpyM5KjszjcPmFvrQrVnPWuJe2jIkaoD0t4JCzRntxAWERelOsQxjRaWZ6Pxw9qrERa32vVgX5ueItLwFrL4vvKhSfsbr13//hTN2PE9oqoS+SX3zU5ABtQSx+TJ3LqP91/geP8G83KHlCeAF6R8QJomcJot6CsEnVqNDwDNTMfM5i3KaZedO6XUQuLTQAKOiWaEgIkzRGvLTkZEVksjvB15jwij7ANS9pHOqGLCMUe9kfu35vvBbIl05gmXpzNKveDp9MfYxCuuJcs6Tjk9G68YTwCYphkilgRndAvPOVsxpqHtChJtkYU8tXwi16UDQt2Ig+wWsoi+XK9n9uRA4/WieNOzg5P2wqJfip59tgmLT7hWX4WwCFvDs9epic5OcF5L2xe/991JzfGzqtTMuP212wRqbJyXL3qL+R4Rhbsrh9eiACLPkYVttIpSBKIJy907fPHVX8C7L36K45svQXnGWs2Raj4coUhgtiQ3lBigjJyn1oeA3+zpCkeTaMSGxOmXU7KEyY2UG8K/CUDkbxABEoP9bXNvDt9c22hJCCKEUtFc7ZZ8tFR6FciYcPf2DXjKyAcTFMvxiMvTBY+nb1D/5AHrtmHVi8VuyMsCnJLXN1ksnF2KJRe+rAWJzBy8LMsu3Nzqt/q/w8LgqqGyjxMbwTlm5BLtY4raI1Q/xHvs+jpwHIa0aVg6ey5uFDyhxjAzRC2wMGlPQvyp2qsQFi+17wfvf4w+9L+/bwtJ/4wpD89NWKUx1R7x+byxezESShXMxze4f/dTvP3qV3C4e4eUD5apGpZ7QslC1RMTQHm3+dn1OPcq8FKKXfhFaYKdMKQbQo8ibb5Lh8SgSGunCk7YoyRywzdZJnLRuIajHmUQJSyL1SaxEPMJx+MRp7sT5qcJ59Mfm9+FDvU86u25CbQTpRgj2a6oWng+UUMzzU3c56lWS+EXFotSSgvcSbmrEhUvWECw5zA+tJ5vmVKv24tWvpc4jP+/CYtbrzXpig+x1T9soNT9dfaqT+/DODnfJkSCl6DhGvBcBRwVzK0is7lui7Q6GGOzbNrAVhjAhLuv/iK++rW/ip/82l/GdDigANCSoHOGkDtNsaW4o+RZpohNbfeKR+EyTETm3UiwjGQO5YgViOTI3MPuVeOJYM5rSgAqMshLCxhqICJkwIQgFCQMYgEJQ7SC1fh/gdV2rWo+A3mZMdGC+XiH+e6I+8s7nJ8e8fh0xPFY8Kd/+qf4+c9/jqeH9zifzbP1Vou6H3nJrdraeV0hpbREw1E6Mntg3FhdLl0uOG8rtm210pR1Ne/XZcLx/mCCrqkjuatq7o4euS/qoN5dC5CdUCFfuRwcXawxAVqN2h69PAp0ZrYM6WFG/cQC49UIi2s1RHVIgBv6l3anrKp7i8cOlv0AzuLaXBpmTr/9zft9TGuFja5kQPfaMx3/Q83S6FlkIy13uHv7JQ537zAd3oC9nCByBnMGKAPU8zRkeFbyBKudQp7Ex9xnLS4iZURRoyDMWpHhbuL3OdmNWpsnHeZLx2AGUiscRFbwCRCo1p2g3aVzMYlmzxolAeYZkyw4lre4u1xs04vgBVBh4wtHUY60wBlMGaEniQiKZwlXTsBEoKlzNtcOVxI5MhiYq405TyaINLKRuUpwqziWqjYPzms14vqztyyDGNdjDJUO/MnwvU/dXoeweGGyR1IM6Kd8+7f2uqjx+fG7P6hLqq1fP3Ts6QYj0/oclc1JAMEHddxYhIlnTId7vHv3EyyHN+B5sQzYcDMep3aKjgs+gqI4RV0JC+9PBBMq3PM5NAtUPMOwEEOd6q/BBV3MVfQ/QdTJQ400gv1nlynczQAWSm5p7CKkvCUTPiz4/7h7mxjZlmy/67ciYu/MrKpzzv3oft3tfg8/Ix4D8BQQM0uMQJY8s2DChyzeBMsTBhgmMPQACSFZQvLAMp5gmMHAEhJI4AmWYIyEbPnzmX6vb/e956OqMvfeEbEYrBWxd2ZlnXvu7UO/o46+1XkqK3PnztixV6z1X//1X3sWyjxye3vL7B6CsTSv63S3nb/9O8bIeNhTFrsq2zS1BscqNHUw89qNW0pBsjXBHoYBSR7G6LpWTabwvEQA/zzdzGut1bQ3N/jGte9w9nT7Ra1ITmSl7F9ep984gPNyXFriaxZWLzyLj/3524N/DOxkveAXO4g2F90MRynutpZnFn+MDGnPi1efcfviFXEYUY2oekweAhJtAdvNkYgxmQCMA5hJPAQR67TVJOxnmmaDdeEQhOjxSK+EpOG1JjrcUso+Uz08setTXbPSjYMIWho+opRgs6xNVFgEIoi2PjItTaDGkVBvNbAbuSl3purljY60XOeliBtNHEMIKXGIER1G8jyTl8lCsLr2JCk1dzX1bWaIdq5uYFqTIwuz9OyGD6HhL0+xhLq5/i0b1v62bcTdPLwnQ9dd7HJVPjEWH3F8ksbiowzd7FCw2a2u34Sdft0MhfrOQ+jiuaprjUDnR3S1zYC2Y2tApaBqwimtZVXniPTPtN03qPe8afFtKVcBTlUxpaYh8fLlS/Y3N+C7c3A9yw5g9sf2E5CgpAAx2jyIhjU/H4RQw9mutwVgL4eIUaHXxVl7zU5re9CCS2suvJ6nhR/vB/pijKaaLRZICBDEmJdDGmFUDvvMvD9x3B1ZTtPV4/XWCe5hWKuBhMYCRcnLYopiLCxlQXOhBUoAYTeSxAy6iFByUw6HmhUdtIcbVO8M5+GbfXn/PoTeMrJFc2c9ZQWcu9kmwn7819C86u1c6cVjMy4eekbeX0f0XcenYSzkvLWcPbfBHzh3IvqEqfiNdm6N+3E2k93+Lc+lOTuwvKY2xQ1HiwlNhUooxeLOMCa8iYEtHv/soEJtNbKOaloVbPAqZLXwQ62QSUTQYlL1rclvvVJ3lrFq1JvbF+wPB4YxWrFUXdCq5AL7wTQnqJmYkmEUSUjRjFpMwbEzBTEOhC2y6CrgzTic09CDrBkOy1XaLZWidAXzCt7Ocd1pg5iRU/pkUCW6AdukYKvL+KqBvqV65/cKSaKX4SkyHFgeR0jCYQ+n4cRuuGEarhuLwbkitViqdIwD47CnLoVFMlFGhl1ingVKoZbCUipFCjEmBlVCSuxj6O0K1FsNUCtSsHYELgRcm7eRbihiXcuyrq0VNEgHfgnqaddmETj3GjYsT6HxbzbAZQsZqxuMWnvIpcAQIqc2v81C/Qrj0zAW7xnvSzVdYhlwCQbJ2b/PgLr22osdLvTuXrbIewMZ2rVsrvHm+N5bY6tUJGo7CWIX0kqHa3/P6o+chz12YyYkKpeOtcTIbn/D7csX7A63voPRY/oWZ28R8nX+LAwoqxkDoKo1i640sNW5F+H8GGcYRitzEQs7om9tTXU6AqWuHsll2jBcWbVPqjY9S2L6HvQbJNRKDCMQGFJlt9uz390w705Pjol/J92I+VhFfyZo4LC/YYiJx4d3vhasOrgZvaUU6rKck9OiFfopBc3VeptMkdHnshHWFu/jYpmR4FyTCFp7RzbLMm1k9lRZt01xD63Li5MuMindW7LFiro4WFPNWtPdv6KV8PFJGAubp3Mgaf3bU7ygp6cai/AKMHSeGXn6/muf3V7fXnO2s4anBTvbi3b5+o5JiLmpbn3Wzxd/rBegrS/IcuUC7w8Hbl7c8eLVK+5e3ZmLHSMikNxgmNyd9ps8OoDZdhzrzeGpNt9u6iYEW7tNehl2+14S3IdiVZ7q87SZ72YQWuObvDHogoUUWvscrfO7piubfub2+SalB4Gbwx2lLoQQyPNsMoPLdWOx3+8RtSbQuSiIoTGjM0MlQJgDUiMG2XijZBG74U8VTYmwgxgTN7vIGAdT98qmh5rLkZJ31qIgDQihGwqgSxBaGKEExz8as7Vf/9pcBF+YTrK6hj+0+W74SVDxPrwevhRZQ5mPND4JYwHfflNfjvcbgKdhyfm/r1vayx3wQ0fzDJ7LYOAZgvcd1T578/prLw6WQozuRRClg3Cq5jFc/rQQrqclVahsqdEtVDsHdfs5OdQZNhJlzTCuhmSDQVwYXpXNGy+mp3lXyJqx6GfSvLkQ1vAmBOuqNgyEYmHBkHaMw45x2F+d15vDHUueOJ1Odj5BDBQOQp4XSp6tCtXB302RUm/YU0phmQUGFzke7VyXWoxxm5UcvKQ9tMpWM67bDa2lyNscPpkQ30SeGz2043ytluLkeg+VJQRqbXSDzaT+iuOTMRbXbtDvmv48y/OLPGs03vf+5wC9bxvPhkRy8RpdcZjt+85fo61s42wE72R+uLtl2O1cozMQoocj/nh53GaI2vnZc7K5MZ5+j8u0tdu7My/KFKctdNlmLrfpX/u864a9eQ7PeYX9ezc2aAiA9WO1rG/s+h+Dd2S/HE0K0MBJk+mvQ6ViJLFK06cIlBwdjF0zFtlDn0svSFJEFvtuqiZWzNKK7qSnU3t4tfEsKleuuR2czcI4+/tzuY2VcdrMfbBop2waXH2k8ckYi77WvsPOvk0rbRfg5XNcvK5e5OQvDct3GZc31fte16/o5fN2Fuu5PHOMYb9jdzhw4018zjAF3521ZiQlQsBCivZzZbEVPZ+ry0/ehkdVejVL/9zVG6irS20vWI/r/9/SgkbHspsnhgRaOhPXXmnHNffbgNiqFcGyLyrKsiE7NbxmGK4bi7lkUoykYU/VhbJkjqeJHJQUPetCJWgijQNk77vqfWLFDUopBlYWqoV7Eq2Ct61X90DmZbFMiNqt1cMoXyOl1jPMbE2hawfD6ViDvSaK2Of4JrN93+pt+HVyb1KrfFsXjO88PhljsR3P4RffNp4LRT70ve8LQb6vMenvvfAwnqRRL99z5Txaw5+UEsNufIJ1wFrbsD731IBe87gsc/F0/tpnNJ7B5bAU8gag5el1eO6nGZ1tPcYl7rP1ZMygBYIkslQTsPHiuBCfMRbTwnA4sN8fAOFxWpjnIzUpcrCmS4FiYV1tTXvUQgzPWG3xnuZ1jMkFjEUoOVsrTVWk1ZfUtTP7ZSiyGotvWVdVe8q0MWefzGl1hXNpxsINVKO1/sZ5FnK+aLfjfYZje7M8hzdcHnf7mrNwoR1js7teun7igNHZsdr7Lz53vaAuZnJhLFq6TKSxGO3fdpME6zp0MdKwZ9iNjPs9u90OXKJfgiKehkwpGdHKUXFYKeXtxlzFXoJ/rp1cbnwNhODfsWU1gipVQheZFXFVa9WuMn4O+BogObd045VQQ+VC+t4Xf1XDJ84Wus91ECHUTGCAkF2nY+/G4OmYc2FXlGHcUyqEuLCcFrROpMGZoQoSI3EYLBdSgv0EDIwNRtrKS0YIjEFI7ukQIhIqrb0AavPYbqxu/HCjQbAu9KpdYgEwb8T5OAqbrlPrNbxK0HLsQ1UZQiR7wVvQuHp5H8lgfBrG4oqFvbYrXo7LXWj7/NXF+S2T1tzJZ09TL4p+dMMTkPD0tRuPYt0F1p1CVY3kWI20JG40JQQGgUvmwG634/b2lhcvXrC/uaFihVApDERJTuFWqzoVrJ3gxS5/Pg/OXlDPUgQrCKvaSEnayVxSIxIiFW/9Vwst2+ITAMha51DtuSDRwgyU3ArGPC1odRpxxTicCi2e+Wi7aghqJLdSkJAZwx7mmaLKQYS6M7r7tXF/PzFNld/6wQ843IwIiaIwH0+clkJICzFZhmJIAZK3K6wVlUp0CrgWk4hWhWlRNFQOKaExQEgkvKu6ZuYKaD3Dvy7TyG3ttI3GwFyvEdpgF30z2ly/7fH8F1Q5q37tIWFbg79JAOf3DT224zmM4jlv5dpr3heKNM9i+3tPYX3L+3Tzb3s8P5czVzs07fKnxznnTpz/7VfBXuxcDCPgwv6JeyBgsXBVhSZWGwLCJlzoJ7R+v7PY/Mo5w+rin5/PRXGaGGFrWmZy85aGxMDAdUUUy0Y+PBzJn2X2+z23t7dM00SZl86Wjalhi9I9HgsdsAbHWpBoAjpo6y2bWCr9c0UEDcWwgugUbnftzFt7z1xsPNN+bTdA5/a127no3zHIVfF4+YheBXxCxuJDjcTZxH3A+z/05rmGWZztxLICeGfhSzv+5v2XF7ffhNvXX5z39ri0XeFiDB4n92yEV4iuN2rsWMh292pGBjgLQ67NWdWASFt5gjYvAF/74krs3rnMPBnp/7N3bYxqwEOLXrfegd6GrvRQZBt6+GNV7eFK9d+XWoyHIgIkCNqzHpdjHPccj284zZlxH9jtduwPM8fjkTxPrq9pil1Ftetf9LVgzUaMap4GI8xVpeRKVktbD7HpV1SU4uGFfV+5WDdXDcYVrKgbl2rMUDawV2xzLeaJ5AC1tjlvXBixSPYjgpyfhrGQDwsTvs1D+JD3bkODJ6fxnjCkX+CNUWg9Key98dnv0PQlqZVwkZpt4FfOpoIFFrrWK+eYUup6CyImZy/hvHfF1sM4qz3QNXOwNTDr97bFZsYmeq+NetZHo9egyOrXVg0McT3O+t3cOG3mr3sHfoy68Sa2Bm07389V4Tb+BblQqjxJR7bxwx/9mBAiDw8PxpG4uWUcR/b7PY+19Pe1zyqNyu2jqFC16ZZahafEVoMxGCkuBaOUa6HqbCpnandqX3c8NRZ9bK5Hbz/h2qa4OLAjl0/CEMOTMIKZCFmLG3GrOcpBeG8N/3cYn4Sx2CLol+HA5S59Nt5jLK5lRi4f10+//r6z93COWfS/XewE14DaBma1uont56y9Nev5ca/s+q1GpaHtBm66sZBVEi/EwTQtuiiNxcCXc9u6wAlWyyJqndebzVQNXvauhkVUUFGqWH8TBe8O1wuk/f2b8GzO5pJry2RIZzBmmd1gtGlc565Wm+vi+3UVj8kxL6QJzpiqWLVublfGT376U1JK/NHP/qAbgYb9lJIpeXIVbRerUfuuBEGL63wk704nkRB37MY947j3OV7d/SXPlAp1Earknmpu6+aa4Wuh7XP4mxmKDbGN85BV1bVOo5+LYsernUHHx3IvPglj0cZzWYrL0Z6vulE1vvL3SyyiP74n4nkO41DWC7vdJZ8Lf3rvh41xaEbRhFH8+Q2/IgSLdSWE3rV7O+Zi2g3zPLPzXXmr1RBCgGg9UruOxQYjad4QnLfHs6ra2lOBDRFbwxuTzTO3WAjp/HvPORMJaHA+gRhhq0Jv2tM/qys6QWQribcB5qo9V+uqNrUaYveSHAQt0UKha6lmgB//6KcMYeD0+MhuHBh2e2IKVM08TkeWPFEFK0r2kLEpf1WEMY6ENFjWQxPD7sCLF694+fIl4+6WnDPzvHA6neD4jmUpZ1jr5aa3NRatiK+vrc2cq258JVkV1fpa2lx3QboH2B5dUt2K/j7S+FZjISJ/HfizwM9V9U/7c18A/z3wu8A/Av68qn4j9g3+a+DfAh6Bf19Vn+qzP/0UtFvONc34dJdusWT7e+03ci/4avG1vfHMpq6YwPPWolD8Xgkbo9LE53Ql4eApyfa57qI3I7EuivUMQgj9144hZI/Lg4UCduxw1Z6dptzjeyuZVvMJXNimKCRCPx/EwNLGkWiFYv6nNWzxru3tuE/mQx38a55Ibak89R6rq0FFBEmhy9YTLe5vRgcs21BLZZ4WAxtz7XOaXcymGxnRM1aq+jksvRTcaO/PEZBu7z4jSOLx3QOlZk7TI/thB3fCXV14OD1QKgxpINWEhkAOgVILeVrYDcI4jtzdfQEyMO72vPrsS25e3LE/vGCZM6fHhfTwgMhIqYE6vSMQCRfeYgsFB4k93OlgaimEIYJ49W7cdHMHaq5dRFmDtQHo3qmGTSp+vWei0uz+Rxkf4ln8DeCvAn9z89xfBv5XVf0rIvKX/ff/BPg3gd/zn38N+G/88VtHEL/B2IKMbQL8N71gv4n/sZ57Dx8Kln7f0TQb/ENXEGsTlsDqXUTou3zoqt720OorVNVVqp//3FwLy2zNgI/HI3E4MuwgDbsu0JKSyfIr0UqaZcAa/kYQ6+MhwfgSuKEIMSAEsvf9BDYau85ApAnzVLTaQm/FayklJCVSit2jaZ7UsN+xzJllWZiniWmamKaFnGe+ef010zSZ6EyuZ0Z2i1nUZqSclfri1QtCaN3dfQnrM6QxAimO/OSnv8Pj8R1v3ryBpOwPI1/uAqUsvH39S5RECkINYqGVZOKQ+Mlv/yl+8uM/we/8zu8xjjcsubKUytvHex4eFkR27A8vGNNLhuGGmPaE+8T0+BaR5Qwwheu42Nb7kCCdT0KC4Gs7bwxqO852c7xc87K+kI9lLb7VWKjq3xGR3714+s8Bf8b//d8C/xtmLP4c8DfVvsHfFZHPROQnqvqzb/ucazf4pWfxZHI2cfgf57BzaPHjuWcRNqbdgKdm7a4cQ5qtuZ6GneeZ0+lEengEDaiO7PYZ0YRIRIZIjJVhDKTUwE57b60rOUo0nSk62XkHdLMctArb7boURVrYkIvdwI6RpBSptVDKtlZBKSjLsjCdrCnQ6ThxnE7MJzMW7+7fsiyLV42ulabbG6GUQvYu6eZJwP5mTwgu299C82e8xem0MB1nbm5uKHUmDIl5OaKYJ3U4HPjmF6ZfAUJRu07jsEMOkR98+UN+55/75/ndP/kvkDO8vX/k8TTx7rjw+HBPURhd/q9qZBxvGHe3TKeIsPZQ3Y4eRhgwtKbV/bWteXNo+NGVNX4tVH5iTK7OyPcf3xez+NHGAPwh8CP/90+Bf7p53R/4c99qLLbjiZW8cuNcA0D/OIdUdXd4vfitOlBwnQzfroOu9+GZxBqAc/uvdQI4PZx4ePeOUoXH48L4kNkfjsyL8jJn6k1FONhuOyZCiB4OOLqO+n8OKpaCVKHUADUSk6AkU/TezqusjYGqFrQWP18lhEJeTt2LahmFxd3sx+PUjcU8L0zLQl2MvFTLimfEbniaJkcEqmM0sQvPIMpSKqGaQE6M3sP0GWOhYmHPsNuRlpHdbsdpeiBPC4jRvGO0NgzV8ZNWpJbiyG5/x4sXn3N39xnv7k9UFtIY2R8WJLxjepyZ89xBzmE4cDi84OFdYNtQe7vJVd3UQl1bS6pPnYHNMa5iahegaTcWnxLAqaoq8t1LVkTk94HfB5D0PNHIP+Pq37Q//vEZjK1Fl6pOEV6rFgMbHFtXanTnQ1A9G3DuTl6jGE3TxPF4BEk8PM6kcWG3n1iWzOl04u7uyO3xhpvbPYgyjqPxMqKj+ZiW5Zn8jGKqXFpdAcuEgyWcz2nVilbnjBQoNVMp5CLMkxmHUop5CTkz50yt8PbtfX9u8cY7QiRE2KW4pnJZQ5qUkjVGAnJdWKbMnCe0QKVAqB0YXoG962tgSCN5LEgyOb7D4cD9Q2Q+TZSyECSw3x/QXMjzTC1GcS+qUIRpKjw8zrx7OPLwuJCLkMYDt3fCi5cn8vKG4zJTciZIZdwP7OXW0pxXtErO0HX1rFcD0GvjSNh1aWFte+zgJSvm1ebgWWPxEcf3NRZ/1MILEfkJ8HN//p8Bv7N53W/7c0+Gqv414K8BpMOgQRop2F06exXAxhVbwU27Sb+lE9ivYYidzGq4NgCreZlrvUkDARvqrmrCOFYSUFyERvy/p+aiFTW1VGlAqDnz+PjIMheODw883Nxwe3dAS2F3OLDb7aw/RhjWTEx8yrVQjEVZ2/NdEcwXxzEizQAAIABJREFUYrXUb62Fmg2DqKUAlbqcmP25Jnq7VCsjf3g89t6nQdwQDEat3u93LiYc+g6f4tjPMSgsNVPHwlwWKFb1uZRjd3y0ZTGeuTXSOHIIgWV5JNdqWhhpoKqwLAvjYJ+Z8+xGUwgyEKSACvenia++fsPh5g0hDARvG3kjkRcvP2OeQcJEnma0zqRhoNRCkERxILJldaWHmZvRDIYPa4wsfZ3Ixlg0uLyHuBtP45Js11oRvBcE+47j+xqL/wn494C/4o//4+b5vygifwsDNt98CF6xHc+Bk+/zMq6+/9dgRC7jRPA05DPXp2cMOE/l9rTk9nhXnLVGyjrsdhxuXlJlQNVTlPOJskwseWI+nRAiNzcT+/2eYbfv7n2KA0PaIRdgJGJ6GBqerGY7NxejrdWk5KZpYvG+Haf7N0x56YrX1stDQYXiSk/IKum/G3ekwdiUpj4e+09ojXp8IwhENEHym07IxGFPdZXtlmItz1zvkEbGNPL669fMecFEYmzZ5wqDc0BMF9UFmtNAcuOKBo6nE4/HE3cvDozjnrQz8Zz9zYGb24UUd5bFmR4Z94HTNBkBpZxf6/em258LLa4A5x0Tu/z9CjbyMceHpE7/OwzM/IGI/AHwn2NG4n8Qkb8A/GPgz/vL/zaWNv37WOr0P/guJ3MtjnvSr3GTX25y+bIx2f3CbN6ynchrN/j54b+ldLx5Dg2Ea8eEtRDKgav203Lhls71c/adu4UrEiCYxDdopFzZKW/2eyLC3d0ddy9eUmUEFeZl4eHhSCmZx3cLOhYO+xvytPAQ70njjt1u560AR+5evCKlRJZVVzIOA0uYiLvdFUGa9VxKKUynmXlemKeZ4+mR+7dvupFoLrERDhP7/b7L/w3DwDiOxkKNMKTkdTAN8c+UWhy/sBaMLY1qcx6JMZGSkF3cODvo+twlbWtqqcWUtkphPOwJDwmtcHycKFkt/FDrNRuicDjc2HkOHhqNI7vDgf3hljgOPD4+klLi5nbPbvCKX7nh3cM3hCxsV/OWE9GMnHFN4tpwKNh3lSbau/Emeq57XYRnIcm19bm9Jz7W+JBsyL/zzJ/+jSuvVeA/+q4noWoKyPDUOKjq9Z3axVG134xPDvrez2tjG/ttL2rJG2vtN3YvrNpcpMbv6ACf5//bOTSEG6BU1+O0gzig50BYrdQV3LiK7pdSmKaJKIHDbkccRiQMRBEebg6WnpwXxnTg/s3rzl9oDMSKhS+/9cMfe5n7noOHKiEtlCSMmntIsE0JxxjPPIcOZuYK1UKiGIUwhD5XFi5ZulsoSCksxxPL0ebkMWAydzES4uhgpqUbDze35sr7dMUwEIeBIQnoowOgFrZZF/Xr1uK02PmG4QDFyFjj7pbbF68AeHz7jpAWBkzMd64zQRKH/Q23dy8Zxz23L1/w+Q++4PMvvuTu9iVxGPnmzTe8fvMGpLKUicO440c/+iE/DZ/z1S/+CX/v73nlrmc2tnyJvubUQFrcc6OXuW/CB/fK2PQ/ad+0E//8vUUVqrL0MAUoVyrMvuf4pBicl6Nsq2d8dHsttgOH72BB3+ddbH+/hjbbP77dtXufK9jcycvnDOV3oLMp41/5StZBPVPLYopYmih58k1oJkmlRsjLkTxbQ98QknEYqqkolVx5u9+zX/ZoeUFKkd1utBCEZ+jI/ti7i/vjOI5mOHJZZfIbaFsqpS4seUFLRikbY2uNiouHHrNnUKbFwhyJiZoXI3ypEa/SOLLTPVIjQbJxIaIiGlF5jsYGYTBRG2bL+AQvCktxcHzE5kfwjEwYiDEx7nYcbm+5e/GCw8G0MqZpIoYjI0rVTIjCMEZqHoiDWFuE6JuKd1i7TAXbdWyI3DWvWc9+byFcvybXNkYRGvGtersAIwzKp5UN+VijfR0RWZWt/WEbnrR/X8J/z4UPz4UUz4Ujz2ZemqVWNVq2nL9nqxvRDEJXur4492ufaTsEvss8/7qcLfOxeCPgJdvOVGplSIFxCNQgXbFbEKooqHkWOQjH4xtyfkTrTEiFcRRIioZIKOaul1LOyuGbdxwU3wWViFhvihRRzSaN7wBozTNVC8fHt+RlNjVuLNza76xJ84ubW2OwlkKuBS1AEJJAnh6oCFoNvxjKDqkZHQYOO6Hx5a11wfNShMEVsIJEakhIFGLI5qk4XpJzJoVADANDE+WNA7txz4sXL0gpMc8zubxlmQs31bI+QwqMY0KXijkL1Ri170kOVrmy9rohcDKWe6pnALRHa9ssYC9iDEbHb4alrZUnIfyvOD4JY9HjfjH0uKeN4Ay4qlfeozzFJ/wfT5/bjPd5CPb6dUfV7lFstAQu3n+Z+nzf0K2buTkf2Syka9dZVSl1YZ4njqdHStkxTZPtIgEYR1SEvBSWuToguBaahRh5+fLAu/sTuVTmJTGdHjg+JqoUGPaEIZ1Vmm47nNXNOatqxxPmZepZEMmFeTmR54maF6bTO6bpRM5HyjJTNbMbB3a7HfcSLatSq/EgxpGYRso4sr97hdRghVlObAtALTOHdGNK2mJsS3VA9NpoLQQkJKIqqsISAoRoBiMkSlGiKNFZoQ0rUVXDdpbKw9t7kIF57+Xx1E2oVhANoIVSlq6EdW1NvDeNSjN+a+uG/t4gljnbPN8l92p9cqyWcfuYuMUnYSwa4r41FJfo9pmhEHPTt8tDL4zD+27Zb7uhm/X+oDN/jyci/TV+gauecS7gGQdR9OpftiXUBpYWSp4dRygsx0eWUshaWeZMiNH6WES7MSQaFXyaZ26HW1KCXCfuH19zLCfGm1d206ZIJBAF0qZHapnXjEatlazWs2OarXq01gwlM88T0+mRskycHu/RfGJaHjk+PjDNJ1KAw27HiHA8Him1Mu5v2N/cMOz2jPs9dzkT0x6JtssnSSQKyTGKLt8frPP7M6JzppGxynn5ugpdcNc6glVqCYTgG1atzPNs3pVE5mkhz+8oNbDbz9SgDEM844VQq2WI8j3HhwenqZ8bi4bz9JuZzcZ2sQH1WqdmHACircvI5jn7gM2Gtq6vj+xYfCrGwsZ5OvECN3jyWjzGXkVXvivnot/UmxBmnfDvhoO875jtUIJLtnHuTW1jfRpZqz5d/NkrMCUY+l9KZl6OzKcT02ShycPpaPULy8Iw7BjGsfckrQh3ty8JccfhdkcMlZxPLMsRjkduNPLi7tUT0d+tpH3PnjjgNpcV8OyjVsq8MM8n3r19jehCLRPz8R3z8ZFFBJ0TWYX7xxPH4xEVYdiN7PY37G/uuPv8gdu7Vxxu77i5e8mQDhz2ljpOQ7S+HEMgBtPBvJY9AmsM1HuTFqFWKDVgQkEGkpZSKAgxmOdR6tIL2oY4kueFKc/WtlKV8WGAw8jtzZ7DbiDWA8t0JOcT9w/veHy89zk8r4oWESgmjGNF5y3rwRqCbNaViFPpNjiFtGwb/W0rN0ZcZa14p/bfxDAEHMzUD7zhO8BRbUdR7WBOaFqWZ+GI1zRgx48bS7+Ny6/hHtuQpIkRKYY6f2geu3ZutzkNxb+DBFsgtRZEW4bBsi/XSFlpMLFXohCScnq8p5aJN2+/5vWbb8i+IyrGqViWhWEZKNXc8Rd3L4mh8vbt10zLI7s/+afA06SvPvsBkospVeeMDAODF6Y1wyDBDHQD8Ba1G6pmV7T2eW9dspZlYYjCmEaCBkbJPFJAC6OnUpvG5/F4pOSZ5SRMp0emZWGeTgSp3B72RCmkoKRBSDeDi+WK9W6NifRMIRk1IiWCRmpZoCa0LARGahYG50iIFmIYTF80GNejFmVIew5fvOTtuwfmebZWjZrJM4wSuNklYp2IwGmeKPnEuzdvMP6pp9YbWl1q7wkbwMv4HcDEMIigGyGczRoMKh3vKGfPu9EIQllyF82Ral3Q8m8iwNmVqBuYCP0GB55U2rbfY596G9cwC1jzztsbfOsebg3FZTZgBaKv4xTbv/XOUw35xlWdtKWzvKt34AyjKNLqKgytj1f0LILC4XDg81evGMeRN28Kr9/e80df/ZJffv1VJ2396Me/xZdf/IDT6cS7dw88PDwwjHtevnjBn/jpb/P2//5/0HlhOhpX4PbFS370gx/y+n7h4d0bxjGR4g1pMMB0t7Osx/RYyctkYF/OpAA3+5257PPi2IW57zFG9vs9//q/8mf47MUNtUz84c/+Gf/kH/0DXn/zNbXMNh9F+PLLPZ+9+oI4GH/heJo4VWE37rk53PHy5Ss+/+xLDocDMiQON3tCNLwhpNGEhJ/JEKa4814agSCDh4eJIJUUd6S4845jE2UZSLuRQRy3UeXLL7/k5vaOLz63Ir77x0c78JLRUrjZjySpKDOnaeH117/kq6++8gbJlRhCb8atxUSHm5gv0dpOtjJ1ZNP/Q600oPUBKfXpem5p+VoNVG1ZIXVjE0XIH7FG/ZMxFpejk5/Y4BVbXAKegIS/6uc9l1H5PqFJdwt5iqdUz/hEXZ97LmV5NgoksYrI25s7lpeV0+PCkEYCA7vhwGevPuO3f/onefnyJQ8PD8TwmlosZXr/7oGvfv5L7u7u+PGPfsLv/d7voaq9dkOzywQ6JhIlMDgdW3RdmO37DcNAuAtUhPl0JByFk2bKMDCKQk3komgYkCCkYU8cb5D0gFbl9vaG3T6z2+344Q9/SEyJd28fOM0LGeHu5Rd8+Vs/5Msvf8yLz15Z1zERYhwMsIyD8y3is/mQFkKpyZ3bJGro3lt03KPk01k41cDb/j3FgOJcLcSbFwOa92Ggara6mlrJZWZepg8Oic9YnbZY7LxxEWhtjOBV2OYJa/g9xybI0532e45Px1i0zIauc9bTTFxPO7b0UED6YlY9b9q7HfGKMdimsc49C3nWeFw//fUztz8tDu0YRc+yGO+hSe2ti+D5zxM/r0hkN97w4mXkeFr48uFEKYYjHA53HPY33N28JMoANVBy5eHhCASm48QPf/BDfusHP+LzV19QSuH169cuDpPYpcEWn+tVDDGCYjukroVxIQTCOFLUCsMevSNZVbvBck4IlbkI98eZWmaOc0XjyLB7QYgjX375pYGIKXG4fWUl45rYaSCOO+5efM6rzz/n9u4zdrsbQhxAjCD2VBnr+sZRi6tfSXDvgh7bN+ylgZpZM7EOFlJ5UVxtnt6YzsDPmjPzNDGO1tO0loXHxweODw+UZSYF+rpEnXRV6ho2uCHY8idUPU69srYUlxJkZQ+3dVVgA5w+efOz6+m7jk/HWED/Yh1FVpuYwppFqP46sRc2agJrY157OAMtwzUAc/ux+uQ9bZyluK6sx6chy3l6y+JJpwwFgWopsCAGgFFrR8Vb+vTyuH1UK3UXArtxzzDcohoZhwO3Ny95fHxEVXn7+pEXt5+T4o4Xd58RZGB5Vdjtdtwcbvniiy+IMfLm9Tunby/kpZJ2ewMQJZgIrFjmoULHebbp1BQCA4CGnqlBKnMyUlWtla+/ec27d+8QVcpSONx8xmH/kiAwRtfRCBCGAyrCTbwlDSM3L1+xP9yx2x+I44GiA9XzAGNInjmTFeB+pkQ9L5W8VDMU3mKhdTKLTsxqHlPBeCxRClVyTwc3UaFmLMZx9ArbGS0jooYfff3Ln/Pm9TfkZTLj2kOI6tmi2i6ug67WtUwMpkJr8argC28UzFjE2A3N2SaE4SJaDPD3G+I7A/7fNj4ZYyEXX7DfcLiT2S3wU+xCHBi8hkt8l3HpWXyf9z/BPlq2IwipEYikuZrK1otp2TNpys4XQ6r2m3gc9hzuXpHGG272L0nxwDfffGNakFU5Pix+Yyf24x27Qdnv94zDns9efQlYO8QsGR0CMSjjzQ1jSowpWXpS7TNTikg1YHiI0f62VROPC56UYJxSrz5dlgXd79GaqYt3D8OOE0XZ7xyoFNORKGpeQ0gjN7dfsDvckMadhS+DtxoMEMLs82ZUebtZrl+TnIszWA17ao/C1ptbr1+rb5ENSAtGN19cscuK4QaOj0em+cgyH3n95hu++fqXTMdHYmjpTfFWCbZG1WUYqeokq9p1ZC17seFL6KbMoWdAKhLDWbc5ixq1E+Vonky7l37TPIvmeUm1LxdcWqxBl43N1tFff33rW6Et3uPpAuif8YEhxa9qjS/xCaXRewPqrQHNqHl2xb/D6lW4d3XFWATcBSUQY+LFi89txy3C/nDiZoJxONmuN1UIwu1hz25vl3kcR3a7A0GsonJIO4YE+9EL2mIibFKjLeRIIZJrtmRj3BSfxYgIhGGtYE0pkXN2sZuZeZ6hDoRRuzciHmeOKfR+H0ttN+LOytN3d6TxhjTuScOIxGj8yJpJYvOoaPcungM4e3/S2gxGEx5eN6beSmGDIYlfg0Yaa55TzvmsM/t8PHF//4a3b77h9PiIBCUNARa7Vsq6hi2JpP3mb3/j4jV9FbTzMctmG2FVd0U21uLsx55rCYLfOGMBq8x9LqYjYDGl5YwlrF5G64t5NqlbY8G5sbBQYJVs+xBjsIYezSXcPn89C3LJEen8CTH3UWxLJOCNgTDGn2qxJj0xEKpan50rhgLMo4gEQkgIRkQa9wdekCg1kIYDp8dHu0FyYxoKIsaYbKnKUpRxNDwjxkjaJSTa+cXRds0ULb4PgtWhYHTyUl2GTysBS1tWUYYxUWoyzUkRdiGRxj3hwUKj4PTsJKtXMu4soyEi7PtCSBACw87CkTTskDh4nUggSEbrbMatihsQegXy5ajFJAFhvfnbderVn9V6xFJWhez5dGIaFx4fj9y/feD2R3cmcEPkdDwiquzGxOl45M3rr3n9zS8Ns3i85+ZuR8mGWVT3eim1/9SaffGs52xXyuQKLkdrwTA4G5UNyIzq2l29v+Fc3+JjjU/CWIgI+2ATYeXHpspUs7nSvZ2eyEWitIFFwXUKLmKUzfG3GYf3hSnPeSXrp11PoT7H0VBs14waSDGCWirNYtqIDAq1UJaFopVaMoV61aiFFpurMOXCXCoaEukw8EISN7efk5e1LV9H9OuanRmGgWHckYaBNEZ2XjYeYzQ+SBT2u8FFYcSSd+7mihijc3GcpXgdxLhLSIoQAmkozjK1m3M+3PZK26ZO3YlejgOcL+rg3cciIQ5UjdSMfV4tBCpRArmsoUsp9BYHl2NZFmqvll2omiklW8NjUSRiRivurENZrZQykzXw8PDAz/7pz9iPt9zc3PS5TBIgJZZFOR2tRP/h3VsoE4cxsB+EaQ5IlyPwG3yTOrVxYRjkQijJl1lwQDY42aptrP5CQq2kJg/gIF7N9t2oXL0nvs/4JIyFubqm7JOD/V5KYXGLuXKaVguqDdXGc9KyJs/eB2Z+6NgCm+/zLNrz1wzGljbebxANrsSNfRMPoGOtVFlv6mtLvxm77hYHAUmIBGL1GD4YL9HIUjNDGUGqpwjts/fDyND0JXYDwzCQUuK0TGcAZseNVL3Nn38Hr5GJyQrCJFm1pYUh1TMQtkPvxnpmLLaZIvVr3fqMFDcwuUIg+K5sXcPaDq1arcl51v7aXOqzxqKU0j218xR18zZBtTheZC0UtteyYy9+XU1zYyGIyREs89E0SPNMDApiwGbLejy5ZqWwsofOjYW1dvC1C6tUYDRN+G14FDZrUUo11SwX8FFVEmuh2ccan4SxAAeExPpeGLBTO40VLsFHD8+6srPL8bFmUqpHJqEqElY9zIYef5fxbZ5FG1t+RXtdEPPlV8q0uft4yYI6Lbg+2WGvH7/UTC4LS83WOyMGogSqa0kk50UYCShZAx/x1oVuBIaYzHNIyVogRjsZndeZiYjjQ60itp4Z4W44vI9Fy5YEUTS58K2azkRbtNuMClhPkqC4gROKCjnbFSrqfUnUxHirdSNGtfjur5Sspv1ZDci8NlpKEWltJIxWL2IiN6LiNSDt9aXzLxr+siyL08XNeFTNDCkwTSfu7+85nY5UNziqhbJk2+Ecg2vgo9bqzN+2sN5/rXuoXTeIJhcAvF+bdv5tfVvO7PtvltfGJ2MsmsfQ8shpI74C7oayaliCz5PvztqK0XTd0RuvQTeqQtvd/tlz8XBGNlf1Gh/jyXsuHlvTIYnbPqQtZsfsBk4HDwGRTbUnz5S0O0o/TRP3xwfSMDIOe1RNeSrF1jzZjGircbDsinEnmqFIEpBgIUXOpZelX9Z69Pn2nbHoGusvpVz0T7X3hLD2Rm1AqbgLbRNUSWdzJs498DnORuUXLwOwV1T/TsqSMyUrWSu5WMbj+nRdLzEzrkXTSm1xbqU1T0rB1NGt49jcWavLspigTxCWaeL+7RvnViyEaD1O5jl7hev6s21d+JzDG5TVaG3Wfjca7Xdf91ZMaMZCpGXLbKY25uSjjU/DWChnIE2BjrZbU+Hmbpm5aIYj0wy4rg1lW+jgh66qq1J12/U/GOS8/P15zGL7/HbnFRE0ntefWEhgJ98l+IJnS74ldGqu7DRNpHlGQyQmJcVgxiIlhiFB9Hx89nLrUlB1YzGOpBS8LqW6oA6UsqCbniLq6HsLIxoOUlmrM6W77ZwZC8SzDNXYEWYALdO1vmAT2lU8BKhGnxYo1VoWZHXvoBqouczVQo9cu7GozzT/NdzIyE5dlEbMs4gSCV7CH6NSsveRZQ0ZTifzHh7v791bK4TRq3BL4f7+nvv7e+Z5Zn+IiJepCyuo2VLeQdeMli+Ga2dsa8RXW9e1qL6yVc9CkBaaNO9l9SZ+Yz0LJTrBClUGkc6XbxbW0qZK9ly1gX2VQsM0jJASpFgMvFk7ot5lajN5W6B0++/zm7VZ6pameu78N8f1mwbn/CMBY/w7gagZEokIxbyLCoVgRlJMuKY8I5XTiuFUtbvK4zhalsSNhQZLLLa6FBExERhs9zFjYQzL5nko2enESuvzWdf93DsFKLm2hjpGhnJOIY0+LVKdaLWGL21eG/OwmXOJgDNuq9oNX0qhVHWAFKSKiaKVihR7fnGMYnEcwNiX1y+OaAGxlGnFSGNI4zls1dLFAOdK741S6sy7h9fc39/y8PCNgcMhshtH9ocIwbQ7TtORUhfwKlbrO6JO1/YbumMlmzSpBqrUzaOtl9WrtW52Vc2z3hZAbofNs98TljJcn/+IsMWnYSxUKdO8/t4WlMhZnCsSkdTUn23CF6flLstiHbeLgV4dn4wBjdFjaEPPNSS7KLI2t7mkDw8xeKpSLNuyueDNtW5gUq8OlED1rIB4ClAloHHAlVipJbPkmax2K44SjFqtA623By7Ecn8xTUVnJMCyTOR5RqeFTKbEQhwjKe4Irv7UyE5RAyEav0FVjXUZbLetOaN6QuqCLjAthUFN97JUS5NO2VKPy6Koenf2aN6RYru8aiHGFr5J19wwEVurmDN/MBpW4AresXiX9FrJS6AU64omYKpYrUN6BikG+FWUIpmFQlElu1e5PJs6nahaiIOgpZLLgiQzGClGTo9H5izcHx+JoqQ0GEZRLAU9jo/k/Au+/uU/4Ke//RN+64c/ZLcTvvrF/8vf/T//d37+1R9x//Y1+8OOQwVkIEQllokUKosoUQtLWSDPSC5oDT3MDt5bJEl8kqmze2CjgdK7aZ/jd/Zc8E3P+qWqQpCAtct4TqPtu41Pw1hcjDOewmYCtyh9414M0G/i3ilrw6/v8aJswDo1B8/wA3ehLyJb2wmTGS51kK64RoFE9wCUItprTqp4Mx+vQ0CeqkvZY+2hUNXaAUDrlxGJKa1lzZtRsvZQQNUUqa2DlviNGJ2DIcQwOC6QXP9FzHiIoGRKMfd9yksvJNu2Hmw/pbSflavCZodrRuGy1L+NWiwQV2kM1WDgNHbeIF7kZT/2va2NoFYjW5kitv2UWm2nPSNY8Szy34x87+6OUMMKc7dQqylrt56xPWPjuE+bm5wzy3TiF7/4BV9//bU1fYJexm/n4++t5k1e/rCiOKyQpP37yY3dMZ4N1qGOZ3xsUOJbxidiLK6zLoEnBqMbi2pEJrALPKZkLe0kEJs2BDbXGXPlBDMyioc50vfy87O5uMGLYyqIh7yNQRhMN0Dd/bON1Vxyc3NtV7UbxmLxdvxWFKTFDId4dWCMEY21U8K3o8XRpayhgmJVn6hxOFCvsAzuidGaFJv8W9VWHbk2BZpzZin5yc52eQ26elnLkvjfW1bE2gCeX6uOD6l0A6G6+ZvK2ihIbS2oajeM2cWASynUAlmzaYzW1jNkBQ+vLy13xVstjqg1hSY7KF4JsWufnxmJKIKWxaXyFmpeePfmNW/fveEP//APKcuMBA/rQvBQqnj25XzuroUO3zW1b/1nN8akFZb8msYnYiz0Kr35cmx7JdgNsKbkYjKNxRojueW0MYyDWi2OFyN1Fa/9FyrB1aFFKmjorjRqGIItHLsmoZrBQQ2MDIQeDkn0gqtg3oiKOF4tG1Cv7TwVD467OnkTlZHQUnrXjUWL65dcqVnQFNBiJKXsTMFdGgkxuWZGdEPkn+uswtK4C2ppylKdxeKew9l+117fPI/2XS40N7RlMxy/CCLUrv4lFGdbBgdEt/UNFvp4sx81b6IUKwJbmneTq7VRjKE3F6pO236O7m3AuWdaRAnihrmKx5EZpFpY5vUvotW8QzHCVi0Lx4d73r57wzQMfP31L/jqj35mCl9Yg+htxqPN2dbzamt2mx6/ZkTOkbQro/MFWlHar8+9+ESMxfnYciqeY1RqCwuC8exNPIReo2CEnVWIpht7wRiJzZt2QE4cG2od37Q91nYThA0aHXFuIyqKuP67BCGE2D0aW48ucSZK0GoL0UOhxt8XsNZ69RJgfTov4m53rX6D+c+g0SjfanJxQjS6dgsP1GFc1Y3ikmM4fdFeW8wriNgWf/cEZQ09+g3RXOTL6+mehc1z+/dqmFtouG7J5iE1fkPJWyCzUEo9MxbPORY9VSluLKIY7wYouVBK7q5/S6MahiBOr66UkjmeHnn77jVB4Re//Iqvv/kl83KyTm/xXM6gCzdtskrbtfu9xqW7v15rAAAgAElEQVQXoeHcy/g1jE/GWJwhBu0Gh9Wt9ZtKNs9Zushc/YayNzyjZVNSNQ2B7KGJ6WWoswKB7DktiagUz15ADbHvkKYXYO6rKt6sxzkAGFuxSdI7Ju03mfbFJ8H4FNIxCi8yswDevZc1dafP7CwtJrabCEqulAWWVBkclFwypOR+gYKEClo7Xbp4iFZx78BFbYW1IGz7eVtjYci7Kzi5a2DEJ+lVlWYcDFwr1b+vNg4JnX2LZ4fsKPb5ilC1UtUYncW9DFXI3euovclyryZ9BsQLCCkIyc+1tZOtYgS3UuZOjJNgXkXVNdU6zUdijJymR958A8s08fXXX5v62DCQhniGV5zl0q4YjPeFH+d/u+Jh9P6zzSXb3DW/BsPxyRiLLajZft8+twU8t0NUqdt6Aw8BqtZuNMwLMTBRtVpY4Lt03dRhmFutnnqsQETE3XN1o7BZDgqoayO2z23sSUE81Yt5HOpU3u6WWnny6MZJNFM969I8iMvRbrD2mrwUNFaGXAmzklMhEgxZr0KTNmi1zlqhNHBSxLqrp0AoyUODVXPzmru8vTbbxzMl636eKxcjqIGRBsBuNTvaLIIVxp0X/Kmun92qRmtVqmy8nM2cXRshCsHDO1F1fgvUYgSqUjKlZoTS9UNLXQjFwExqIZfMw7u3lHxiOS08Hu/RurAbk5PpvLkPqzCNVj2bt+3Pc7jQt43vg3N8zPHJGAs4n7Atbfq5YelLv/lqRTfEphgsX203hekz4Km3RpUubYcCwI0LwbyMuFAET6k6TqLG7BOxXpxRQGNg8IrSlBJVjEgWaqFQkGoy+aK2CI2IVXo4UvymVDcCthMVVmRgHTlnpvnENE2cjjNpOjHEHfE4IZKo5Ui90Z4mjtHOSaIRg4rOgFLF+ndU5yosWskouxiROCBxIMWBIMG+g2eGRNYWkznn7ok0RalaK9qaAbeQWs0QbElqDXQdk1XPbnfgxqGYc2HJSi70n+rhY9GnBuu5tZKiMiQhJcMnsmZiFLRkHuYHpse3LPMj6AJYtW1elHk6MQwDb98YdfvxnTcfciBTgnFwlOwyFL6RiK9MUWrNZz+qhWGIbjQKTYNlXetrluba6N/x0sOgzfX/vxmST8NY6NOL/j5q9Xa0+gXPcYD6zR9xD6EVMFmOv+JgZRCWol4LACK6hvVVyVKB4jLszsREKVrWc4qWL48xgjjj1I0FGWM+BnPFbYev7i4bEzXgtQjutYBxOzS0GP5ymoqDmxOlWnFTqyzNXj5dSiGLMOfAEBINZsXxiVIzKsWIR6Ww1EIu9rMbN6I2KfZMTml9T4jr+asVMGkI1E1Kt+bWOq/tuOt1DZJ6w6OV5epGUuuZ0chOK9/+VBe6vbYmJFxfJyniYYhQQqVkq/0w4RnjvJRlMk8yGM5TNaPFmifVkxV+JQkMY2JsiuQi5DytN7q06iQPlTSb51LtsYU14pgZtFSo3+Dt35/w+DSMxXvG+7yLUC3u3xqW5qqZt4FdnbimxFrVbkBckNYbyqo3N64OvlUvTmvsKxGTgvLPqbKWXKeUUPxRYudB2A0f0VrMTfc+lKhnPkTMgNAwkZUmfi0lVmsha2FaFo7TxF2tpNpUwQtFjKAWA6gO/vyCejag3WStcjLnzFRmSl7QXKhp5UtsXXvTwFhl4bYGPaj1Qmm08bK0jIAXmW1CCcGOH0Pq8warkWiA5RZMffJvN9pbUNYMxfV1EmPooGaI4rJ1phVqJA7zHKQoGi0rtM63kbiqZ9NCFDQl9/y87iQaXuVJJK82XVMzz6VOL9f3h4Qh7xvX3v++z/0+45MxFt8nHttO9BosYPiC34TiaY4tmSg6kGbErkCsnjr0nV/Cyr9Q9wwbem/7qmc1CN46z3ZI8UpSUdBkNGWqE7PUab7NiKgLy9DCqeKKSO111+eohSIPj/d8njOxWsxd8sJc1/TguBsgW8qxd/YT2yVP88ScT1YkVSYrRGq7uoiJ8GYXaNHQa3RaoVlwfsvqFtt8l5yZZuNrNGMQY6Jm9cbJi4eIw6rGFcywFm16DM6hcGEg1UL28KHdxzVsa0EqUlem7+UwWrtlPGIQhhS752AUbZNHqLWQy2J5pABliGaEihm5nrGpmYrhJA0PScl5JuCiQG7rpeI5JxrPo3qosJ7uxYXegpbfYWzxvu1zzSP+GOOTMRZnN/53MBrXWIPtOEDn59ew1VKIlhYLASlCcbc6+iJwj9RzJrEbiZ6h2XxG2/W27NIQgutT2MJrRsK8HaVSiEVQCX2Rl+2urco19nKVyjyfeHh4YHc8Uls3sMbqrAboxRmWZSRnp9CLulNk2Znj6cicT0zLQtWlV2behqUbhNZoN4ahhybNu2ihQPdUdK2EnSYzFlb5KgzDSGGVpAOIoXrJfOq9SLOzb9Xpz1sBnx7iFEAMTG3Gos33NRIb2HwYwGs4gwTtHd5xgVxTZLNirZap2aWEhEjWpX9Ou9aiJvwzjtYC0bAMNxDVNhqpDYt6npB1eYM3Ts+nOj4ZY3E5vg24unzd5XPbC2GiqKEb7dTIRH7BFgcxs1SCRy9zNQ5FJWMdyD3lF6O3D3R+gZqeQqpW47EWjXhZuFcdaq3G1qwmq2YxfKRXyTonpMn9P+c+LsvC8fTANB9NibrMpDKQSyJSTBgmRuZ5NozGdzFxXYtaC6dlZmk07zIZ1VmVh/rA8e5IrZUhtBqTNXQ5nU52I7OyKsXDvOLeQ/aS9XjWcQz/bDcakrsBSin5TeiApWdulmUxsLOWbqSqVtuIN71L1w3g+vpIhnNTWCto65I7hbsXt3URZdDGRg1i9N/N6MTAsFZGh+RYU6nPuoXPbYbbkM+83+dToO/n4FwkBeTb753vOj5JY7Gd0PfFXNs/XRqI9x+/dA8jiDDgbP1qTWSqCrmYxJ1BpAaCViBF8R+Mndhy/6FQvbOz5ormAiVTcsbicrshi2aolSJKWNRZn6Fncxo1O8Sn38P0MUxHsiwztUzoMpPFsj1FxDI4Y2CadRXccaDGRF98DpxsVoodT3LlIT/w6B23wtiwk4pqYJ5npmkyDyJPTNPUjUUch57VkBBM5XscORwO/poWBq4s0Forj9OJVFL/PfR2DoE5545fNIKdof1KCLGXX4uYbGd8rou6WJ1JEueVNGk79xACpg9aRZDoDNRmYGnl5C6W09LpgbW9Qyv0Uu8KVovzb4yr0c7ZdGXtmE4QxXPm6+P239seAR8wnlv7K4/lVx+fhrEQnqaBPuArFq6rIdshz2O1qopUv4zRGJhC9U5TtthGoLieQypCqSt1PNdKrhMyZ3QeyXExKjmYVmQ1abohDAQPDWTJhLJQtRJ0IQbTdjCdFntvxEDOIVq6N4rRoa8VkqVxZCmR6fGB17/4GW9+/o8JX/4IdjdIviGmkbwMqB54EV7BEKlFyLMDrr5rxeSZkqhIhZAhV9OqPD0+oqUwpaO1Dhitr8b9/QPv3n4DboB2ux0ixlZt4jcxCeM4sr/Zc3Nzw36/ZymFXR7ZzTum08Lj46O1KJwnHh/e9jL7oBBCJIkJClvLR3f9QyCM3thPKhJzv4kMMD1zNs5G9PtWCWg2A50fToyzMi2VgyRSiJCsUZBSLW0cQLQweuoYKWY4xAzFMET2u0RMrj2hxuOpCFTllGfm4lXB1A6oVbzuRzdeRUvet3+3S7/JEsaQ1gV+xYB01mh/jf/+GwdwKh9sQS/Hs06brayLz7CJK5pXmblLvUms/HqIwejXtVAKaPHyaJQlz1CKlZmLEEpBa0ZzROJIaIh+LqsbnXPfdUSMmqiaO6mndVIrpZCVq2IuMUaWWqFkHo/33L/7hv3NDSm5snbJkAVqZhxHRgasxmXtdB5jZEy7LsDTaiGCColAXgq1nACYp4VdsqzK4+Mjp9OJ3eHAOI4MrhZeCaZeLkKI1osk7UbSaPL91IWYhCQDVZRRR+YykzSjx4oWAzcVICRysA5q5kX53LgsYPBwUVLoilpNLTx+iyQhGKW+qV0Z4Lp6XzHQq0WjrOCzAdhWZAb0ytS1b0rbmFaRn+xeJMWMsWxo/NpqAXCQUy9/b+H3Su7zRfuUZ7EdjaHaMJJ2Y/w6jYWI/HXgzwI/V9U/7c/9F8B/CHzlL/vPVPVv+9/+U+AvYBv/X1LV//mjne13GNdCmRUH8b97yvQ81rOFP4ZIiYoUD0KisfKkHUezZQHAwTWTpgvBVJFwohiazWBUMxYEc33rhSd1nv69bgRTSoSSjXeQJx6Ob7mbP+OWGyBRi7BkpSwLu92OUndsmzJXsfTrbp8IEog9FeziOcVAzHmeuxpXMxbHo2Eke7/B9uPIfr9HYkTDAHhH+mHtLdIFasWyBuOYqDWRyw5ELS3ZyVyG/VR1unc1hoiFQsZjEcc/QhJXGAtdhLirT11bC5hmpxXhVe9SZunN6E2TWjEYrMbAUqOAn0dwHY+Ygndvb9dt4w3wfEjwbX9rfxc5y+3Z8+9jW3nxXuO/2DXdyjF8nPEhnsXfAP4q8Dcvnv+vVPW/3D4hIv8S8G8D/zLwJ4D/RUT+RW2J6e8wPgR7+NaDXqLQ/mgdzqzWgI5f+MWI6qIhFuoTm6qV7QpJIDhvI3VgytJm1Ap5XgGrRr5RE1S1XSkSU1uYrYo2EHqTX0CvS6Lt9gNFAnMxWbl5emCZHyl1JtdoRqYIuRZOxwdKnv1mbviDIJo61iDSdBhGkkRYIC+FeVmsNcEmEzGfTj3zYHilkqIQhoEaR+MqeCjSjq2qRmprOhEEJOxNUmBMDFHIS2WaJh4fHyll7elh5+t6Ip7FCBEkKIODorgCmshWru98ZHW8o543CmrYSQuDGrPWnvNUeBUokS54nCIpBlIwYNM8iTWCVnXPkfWmb7T5S7Dxkht0+Tz9GKF/1zWtevFduydkJ6OOav/aAU5V/Tsi8rsfeLw/B/wtVZ2Afygifx/4V4H/47uc1MckkmxHR843z12WvTfCTwRnb3o8LIFdMk7Ffr+zJr3QAU6K7V46ZahGskKtFiGJECQwDoNzCzY58ObthBHdGAtDwL5iOw6HPaRKKpVpsmrIJZ8odQYdSGEgDAFqpOaZmYIuVucRBlPyBi9Ak9LbEiTvSp7V+k60dGZyqf8QApoLuyGx3++dTGXDgFUA+47GQDW9zVwrO+/ehRhRKw7WKGk3DKQQLKPzKF0Yt3lWIQhEJSYzzmkwT8iIVW1+TRek1dleG1tSlHrKtckX2He3ZkeyVKKMPVSTAFrt89QFitt8xCTm3QQ/vhuiZiRaiJtjE9KxTQJnbdba0U2g1cDUMwPS1qMNK8mXppFyDbMIG5wv2DWWTuj44+dZ/EUR+XeB/wv4j1X1G+CnwN/dvOYP/LknQ0R+H/h9gLgJN7+LofgudXbd0osQNsVHVdYgsuGstdOy2cSmwj4lQkq8evmCNO66q1oLlGVhnhZOnEyZutaOeksopCHy4vZwXqglxqdQVTSOqAYT2iEYxM8/PPsO+9sbQoZUKpJyd/XbLjmOI0MaUR1Q0kpuQhFvWRikeSC2mCREUvTeI1IocWQYdtSaOex2HeA8Pt6TUuJwOPQbZxxHxt3Aos0b+P/Ye5sY25Itv+u3ImJ/nHMy8+atetXvu3mNsAdm4h4xQEItIQ/wxGJiiQHCgGQGZoDEAIsJA8uShYSlHllq5AGW+LKEJVqISQuJAQM+5BbIQDfdbnU//LpfvXqvbt2PzHPO3jsiFoMVsfc+J0/ee6vqvvJ9RUfpVmaez71jx16x1n/913+VbuvOzVdnOcY4Hw/J9CeDBBDoQsemm0rmQmcDLsEb4Sk0NK03zocHcprlKAzY1EeddMUYpnZEtSmRpWKDl8UAiJYiO53TvZphTAqFaxOaYrS8LwI6NSQ1zc4lDSvmhYRKAtMic5hxTme+SC0z13yesViKJ413UzVZH8csrN3F4on48rtzzgR53sH4osbi7wB/A7sWfwP4T4B/6/N8gKr+BvAbAG3zCLGfN6ROX/P561173QULMbmzOt3nn7G4hac4RxBPcJ4mNDzZ7ixeD94qOVPieBgZ/IBGJboqfWc7ZAhK17fc3t7YwvR+1kCwMmwhE8gUOTkpkn5no9/tcDHhIwzpbiY7VXp5CIGm62nDhnFSxhQh5hIKGM3akLyiFSEO1OOkMioFbaocPmw2HZuuQ1VNicwLfd/Pc9p1HW3TEKrmh5gw8GxEiyCwJiVPeXb/U/HexmGy7uLJbqamfNZUeCjVWPjWz42QnLPQBZEiYES5eR4p6ccQxiqkvPYyXDmP1gcmIqLegMoV5uJLStj5Fa+iGpNqhOpnsmxK3leqOYi6EiZVj8IkHc0o1Org07Chhrdr7+JiFf4shpOAFf5WKhTeZSjyhYyFqv6k/i4i/ynw35U//xj4/uql3yuPvfkzl5bRJ4+/7lTX83BpUtYPqdael8qpaaqTnReMI2e70KXcPI4jkyp694rNZsO06dkFz83Vjt32Ct82DGPk/jjyBz/8EcdhwmUFtZ1o08CTmy0fffQRuyvLXmg2XYxJTVdjnyAmYVLmPp7n4/Y73yJOiWlS+ttbPvnpHUPMPH9+hwsbrq89TbtBQsPV9Ya26RDnSCkzTlbMlqOQJovxvTi8eoK2BHFozrS+wbeetnhAvlyE26unpmI9lH6gJPbjgUEGNk1Dia1IeWLK2YDEnLm/OzAMI0PpvTGUdoKJzKvjParWJ7XfbtlsNoQusHWO7DISCmW8XXrIiGa8M0A050QqdPRzDdU6DuOB6TgQp4rvRK6vr3GS8UTu7l6U34Wrmyu6rmOz6bi/v2d/PBD3plc6jnHWr6jrbTgcIKt1oC/p32maiONIigfQSNsIOUupOjXqeKjRplrPFoR5g1qnU61DmV8B6mdrtoCa5Y8TzzhnxbuGlCOP7oyfc3whYyEi31bVH5c//1Xg/yy//ybwX4jI38YAzj8D/K9v+amf/0BOTv70/W/LAK0fUlvRVAS51Jra7o9C4fxrShzu9wRXab6Bzklx0T3X19dk9hzHaBSeJtBtAtvtlpubG7bbLU3TEDNFndo8C52MNSrJQpN04cp22y0+JmRStGnZHhScY8oTU0qWGtSIx9M4RbzQtR3eB6aojOOEJMdhf7RKUU1kp0gjNDQG0OXiyk5YOCWV5pxIo2EFKS0AYXCO5I9UXYkpWjblOBhL8qefPrMmPaUyNqY0V3G3V501bA49bbOhbTtCa95DdnlWEa+AcqXLS7ZMllS0P+cH2aU6UskCmdBN0ZxoHJ0Pc0ozxohmE0kK4mYPwstKIPoMkKyMTcPADDUx0RSrkYkxIkWTs+Ia9edJRuT8pyHD9k9k/tvOdT6r8p51/F5/yYVwBpRzeleyOG+TOv0vgV8DviEiPwL+I+DXROTPl0P8I+DfAVDV/0tE/j7wf2NE2b/2RTIhX2Q8Fq5cpIOf/ZXPMCAtsuyZpbIUZeYT3N/f28LPiWGMbK527K5u8W1Hv9lxv7cWgxbbt3RdQ9/3dF1H3/f4prFeIQoex5iNReiS4ryBcO5SXNq0iFOCy2houHpqLrk4R3aJSSfGPNGJlZJntYrKtm3o2kBsEof9wHA8sr83bCWEwLbv2bQbaxtQtBhMQ1Nn4Zoa6tTU6jQtNSVNwSymlBhHq4gdhoFxShzHsYQeJt0vInOP1dsPb7m5uWFztaPpW3zrS8d5mHScjYU4We24yzWthv08o3A6aUWlDFPHQpTWe2vEVG72lBIpTkyT9V0JMcyGxcvSd7ZW1qrFl/bx1ZiozjU6KSXSGDFdz1OVsTWgfvm414+ZdwGXeTfrbN+cgSuYRc5qbLt3ON4mG/KvXXj4777m9X8T+Jtf5qDednyx+rxFKDYLRRnb/p6nXorASi1xxyPe3MaYlXg42g2TIuOU6I8HYhKePHnKpuvmKs2KXHfdhtD287+mafDZ9KWn7Iy/kUzwxpBzLoYhrulwIUNjZKYb33B3Pxh122XGfKDNLZ00NJ0rvTwSEGdQLtDzAiENB/av9uQYeY7DSeCqucJlb1WSag2DUFdozhbfW8HYNFO/c864aDMXS2pyLMrhUROuNTZkFgOTQwiExtP3PTc3t3z44VP63bYIk2tJlWI9Q0QLeUxKalNI6kprBpMZqAV+j43Kvq36H00I9JuWLjjSGA3YLDf4NE1GWpsCOcaTm7w+T/2+wlqtf8diIOKYSENiGpNpWqw+ox5PHef8n9eNShg7Hat9WKpsZAGw87stT4f3hcH5Dsel8OPhpD28EfXkWcPOc85EV3gZmOZmLm5vzJF4Zyrbzf6AoyGEFsLGdmV182euMyrGSCytAvAWY6KknIgqhmGU0vfzkX3ZIp2jaQQJia6UbueQiAxkRmIe8AFCY+cxjEeiy8alyIKkSB5Gjq9e8PLFHeNhII9K63a4Ui0pxQvwK9Cs6zbz7loLyVLMkJjPS5zOZfwJ5enuCgnOeNfe1LKvr6+5ut7xjacfcPPkBt825JwYS9WWigGLxp8olaO1uC4nJtZpcJunx9ThzRvJTDHiHfSblqurKzov7LN5R2mKxBSJ0c88jPpzKoYkxiX7VAl9TfBW0ZwSaZyI02SbyDgyjtPsSayNhZ55A5fX56VRQdEl5br8rNkQqFJllTL/LsfXxlh8rjCkXiQWI1F/ZimFXWlJS+ay2zXeWTEWxnSMKTLFe/wwEnyLhIbttQnXWjMfI/bMN1aR8Bdn6lMTiXHKDEk5jhPHBFNpl5guFEbVWpRMwjuPeMV3nsY5a0XgIpOOjNOxVLYGNCnTOOBkQn1L61qudlvSkxvcOJGOA3F/YDyOpElp1HgRUoBDLei/AZ2Cl0DjWySUOpsC5FqZuIBkEuYVJBK77cZYna1lNfptz/XNFbvdjqurq0IZL9ekZiyoxmB18mI3vRatzJpZkOK2P9Z0q6ZKxUHbtGy3W66urnA5criTxfDFieiEyTmGxpnnNKai+RHn8vqZNi/CLNmcEtMwMQ6DsV+nkTgtmp7nrMqHzOJyinL6e32uQheXV2wBSMU4gTLzNuqxXp6XLzK+Nsbi0vg8bthsq7PtZlXoN9dq0BIPImVHEayiNGfymHj+8hVNv8M1WysiU7P2OS+GonIqphW4OSZlijDGzBiNWq4C+cKuEBWKPDkpT4hE2k5pm6bAsQnygGiD5MFCCnWIRmNcBk+cjmwaD7st6XDksN8z3B/JIaODx2vhFOALUGphVd90dN0GSvl20zSoszR027Ylu5OZ8sRYmvKMRNpNg2uFpg/0256r6x3X19dsdz3idA5XEooEQbyU3iP15loyBTlnUry8Gz/mWVSvoGta2jYsxXHTEl5U4d6xyH/4IFZVG83jW1S88uxdpJRIzmDoXAxOrTmJ02QbfF5u3LVhqFKCs7dU1+t67Z79btTyulLPfhZjqWsqhlKyJe/OWvzCG4vHXLnXhSOposi6CkhkYeCRjALjfGkOXNzdXDyGIVkhmg8tMWbiFMly5NNPPwXxTCkjGo10pDCOzcyniNmj0cKaIWam7DnGzGFIDKmwuEIL8hCcStnjvNGsVSf6MNG3gS44GufxrqURT+sjfvwM1T19u6W/2kGG43BHGhVchzSUXf6GYYiQGrpmy5Wz3b5rNnRtz6Y1xma/vcK5wFRaHiZVuk1Pv2lAM8M4cTweOYxHXBxJbqR1kZtvbmg2Df22o+2tGrXb7GjblkGPxGR3qHNCwCornTNcwquYZ1QM7jiOpDha+X/BUWKueMNlHP2wv8Mp3D59wpObHdvtls0m8NmzPYc4cX84WN3LODCRSX3PFAcDRHPGdS0Opem7AmQuGZTGB6tKHkf2xwPD/lDEixMN8iAEsTUI8ohhO12/y+8izL1nTsba84r2upwW3dNL0oxfZvxCG4u3Aob0oc7F5fctxqXKy3lnSPzSm9QR8yLUUmX5ENt1pmngfn83u8QORYMjT0vaDpj7htSO4Zpy0VnI5Gq0LsC3OSeCWDf5PjiuupZt19KFhsb3tG1H6zpLY+aJNIyMmmicoARzjX2LOLFmRGODbBpkG/DHljQlRpkIbYPvPKELhLaha3sLKyQTnaLewjJaQdpA0pFxjBzSwDEP0Aj9ZovvhN1NS79t6Lc9oTBMnXMoxsKsBrqmK2vmw6nxQ1Rtd6+tFnOKaIxLlkBPVbjORy2G2+12xuMI4TSrAXMoolpUwkovlYo19aUvSH1fHZWHs/43r6EEqkuHtWXtGVnrsbW4bG6VAbu8bqYSzsUoF0/55zZ+IY3FY17E27y+ppcejPN0liz1IiCzPF9N36Wk8w5RwbaUEsdVwVXjfZH8j6sq1GyNfkTwTo1hmSbQJRa3RkQXsiE54rzSqbIR4YM2sGkCXfC0jadpW5qmAbWU6nGc0HjguM8kAuMIm/4GDSbB53uP3zW0Q09KwnE4MhyOSBQIjmmMTGQ6SSUN3BtnwSvqYJKEZ2I/3jPkI5Mv2YRty+Zqw2bX4HeZftuYoZjJW5mYZZbCq/O15jOcZBoqRyNGckxmhIsaeFqldS8No14HY5u2bdk40smNXb+rhhd+xYUIzuFK5mMqxXUP6npWzFDLgq3Dp9NjOb/Dzzeys+V4Mma84yvucVrHe2ssHstmfJl00OvR5+UxKYhSJdGUR+d2iOKclVAX5NnNBUNCjiOV9iwoXhTjF6q1W1RLS3rn8KXgyskCnlpat7Q1OBuNh94pG6dcC9z6wM452uDpGk/Tyly7MGZlGD37YeT+eEdMHpXAfgCCMGXH4EB6T7jp2UiDT4HjpweOjAxDxA+ecLyna3uCb/BNhxYXfEoj6ky/0vWeTdfRXBuPpN+19JuOphN8r4RWrIm1r+50nW+1ckkn1oKhKkWx3LimCpZIUyLGTI6RNizgc5xl9y6vi+12y83uaqbZ21iyU6pGk8/Rm/hNBSHLOqlcknVn9frYunK1Pl+QRZwLD7yN+rO+7/y503W53tAytXA/d8wAACAASURBVB5kLhbT03vEvnu1jtXW7NceszjPJ68tN3wxg/G2YQjUvqkV4Dy7oBizL2ECsid1J0AugrceJXi12gYvJrRDQjRZ/wyB1sEoSkBpil4mWLuASxem94leoJfMVQh80Hh2XaBvAu3G+AvSmBRcxDE2jkAiTyOHnHBOuB/uSRpINCQ8OSiuDwR1hCjk48Q0JcZxsPPLI4c8sN3sCKogjiTJFKCy8UI2voO+p7tq6XY93aah6bwdT5tOWgZKSQFmgdpY+tLGsAYVq+FY2gIs3IiYS6ozPm4sdjvDSGrYAMtNn1Kab3acmw1ETR3HGC0kLaBu0zSzsaA0CXLZ6kk6H9jv98RxJE/5xChcyoKcj8fZxouA8rrB0Pozv4rx3hmLn8fJnxuKi31E55TV5e+395VenOXfzIVQtxgyjGrrxGoAOi/0wdE408IIq09wonifcS7RFH3YMVM6ifkHx7BxsPWwc/DEC0+9sHHQBaH1gvgMWGuAnMGnTKOJ3mdiTAwxmyw/LcllIq3hD60g2eG2wubDLW4YcUNjZdEEnARGIlrCDNcIQQKtc0hwXH94zWazodt2tF0gdAHfOsQLzvtSzCXzOs9F+4LSBErEUtZWJ7GAgvXGnbkNpU+MkcFqKrpyGy4DnBWraNsWJ6Y3WhNNs1p5NfYrbMKpAa2VYDeWVEkohXJehM22N7xFla7rGLuezWbD4f6el5+9nL/jdcbi3Dt4kAKeww1XsI9To6Gzh1HXIqfo6Dsc76WxWC+WdUz34KbXVRnvW35m/ft14yGCrWR1ZiAQq+FQAedn+nHOIKLkOOG7lrZxbNrAzVXH9fWGbe/oguKIhNJUWRSyy4TWFaEcQXw7y++fj4/aTEdiS2abIu2QaJPHxz0+dtAEM2BJGYeRKUOcIuNxYhoyQ3KMozJtEn57Qwg7XDAehTaOZrvFfeDIWYmxNoYOiAZrW6BluUgGZ5oUrvFsbndsektNhnYBfE0HwmMyQjIzZ2eMQKoRLlKDBfep2hbjOBasYprxAiWR40jOlqo8joNlM6bLGYZvfetbtD7QtZDTOAOl1TOpJfim0dEW/kxCUjJDc3VlGaBh4OXLl0ZvLxWwZLU58KYdKp1lTLwIw36Yw6i12E41TOee8rJGT+fo4ShuGuevOzcQtao1vbNI5L0zFufjdaSqr3zoIgIsMNPBTWY+40UJzkCxxge61tN3VpfRNELwipPa59QEg1tAJdE60zVwapuJSw8XS58H2lLMroMSfWIMDs0BckJHI2ZnsExIzOyHgeN+5P6YGLJwTA4wLQ7fCz50eGnJHtqmgTagBPpaui4tENBsdSN17meJOS9sdh1t1xDa0o4Qq6RVNUGcpXlxmcZ5Ph/fDB70DJkFZqqO5lCqWMcCOl5mK7atVdQa7X0Jb4BZl6NiVFahe8qrCEXDpB5TLAI9MUaIiTEEOlfp/Ut4VPGR2oelnt8lAPdS2P1lx9tsop93vNfG4jLb7asxFFVfQMuOvzxhFz5puatV8VJc11rtvopx+6al7zx98EiOkJzxaLJpPmgSJCV8mqweJIGIuyirl+9fENXMQdN4XqpxLMJQ8AGRWVthP04c48Srw5EX+4H7Y2QfhTF7GIVumuivE21/RdNY3cmkA9mJde7yHd43eDpUHMF3uGw3gHcOETOK6qDrg4nTNIUTgLPepdmk8WqXsahn1GdWP6shSUaQqh5AjNFaK0ar4ETUqlqPh7k+B4ydeWl471eyd0tYMxe0FSzDEhWLQams27ZtjWfStjjgvhiEHBOvDke7zuVaVfGbPKd28/zT/i14SSWaiZyFJa5Suj/vqMby54djvHfG4twoPAZMfhVG45xMYynVVZhSUlgZqx6di4HFYm8vxuL0AuREnI6QJiSaW56zMKWC6g+RupA8jgt1ZITpiORE1sxxgmfHTFM6pTfezfF+KsSpKSqHceJ4HDgeI0NUDhPkQZmGEZ0i/iayuRZ8I4jryF7woaHxnuDb0ggp4HB4TADI5OjqzmXYTBMgBI86I5apNtZtPYnJ05epuUxUWuETpQHQOgzRuOhmKrl0PhuMd4Fa+4EiynNpGG/mFP8wHVB7nxkUQfOSIVnXiNTX1WMwzYqJw/09UBpSqVqGy1u9yDrdW7M1j6VD67Dvfqul+caxeDDvDsJ474zFY+N1xuPzW9L6GY+/b9n96qjZkIS+pm1BXfTr7uYxRtBklY+YgC6lJ0bMat28JkupVqDtUldwOe4hR7Iqd2liyhNebKcPzngbjsUVTmqVLDkppIREJY+RaRIkJlo1WrlvG9o2QN+hIRCahtA0JWvjETW9hlAUtZoSo4MBub7RIlHnTIlLrNl0Qsl7k7Kr86KqRI0nXmPKJrW3jvGH4cg4Tg+MRfUsKt+hbaz8f7vdXrwetdbk/Kas3IsKfqZpnGs463umaeJwOMyGpUoJAlZ8Vo9pKm0FRGiKkG/FRWJplrRgEW/ykt9GfULOfl9CsPleqMpb75Dy/V4aizd5E5dIWe/S9VpAt/Vnlgt+hl6LFK5/yic70lQrEIcjYytMM8N86dYOVoiVkzKNadbOmMRzKQQ/vng2l1wf48R9HEozZqFxmUbMaDhZ9V51Dd55umCcDlHPPiohH3HjPX54RRi20Lao7/DN1cwNEVETgHHFWLgw3wxeBMRSiK3zBF/FspQkNn/nyP7sPZRwZE2GyjHPoUe9SadyQ2pcpANrV7MKMra93fC77dXFa3luLGrmYO1ZbDYbjpqJx5XeRAFbD4cDqjp7IJUBWlOv0zSh44SmhHeOXOZn7cVQlo1zskrfns7LJSzjy4yfRyjyXhqLOn7+4OYZHsEpo86MxvJK5sKf5cI6t5K9VyWVeNfi6iOHQ0NoTGbeFLccKee5WtMEf5U4xsLgBNRd9CzuP3vGlBNjStznyBEFLzTiaL3Sh0DfOJrg2IYi0OswxSzfkLPnCsf90JClofVCSBN6vCeGhtzsTA6/VHhSwi5XfNnaxFlJZAWXAQdBbW/zSmnpmIritYLU3iS60pZIJzdIjJFxKpmKoxmL4/FIGuMJwGmTbpmLvrcK0n67oes6unZz8QpXoG/9T3UBN6tXkqaRQ7mGzrmZc7Hf7+eQaLvdzh7GLLpczg1dSFq2REp3MVkMRV0v82XW5b0LaLOsrc+91uf2j1AreN/leO+MxevCjXMLbIL9WA5/9VqDEoxOLFprPUDUeoVKEUmtsnk6E4QMh7DXLqKuqlqSf7Z7KwnnPK52gSrdooRAUni5jxymkSkPHJLndrSbL8XihmcTR0kpQa7d1e1fjNGYnhca5P7uH/0TE461dhrsnmzpu5a+dXR9x6Y1nkPTWC1EZS0KvojzCs53jJMnJiFlIeUjaf9jXt0/Q5Nws7klY8pbIeSSHXH0mytyMh0Ph5HMgjey0CQOn4w9ItkXCbmEU6UVQfNgmhrjwJRW7vm0AIr7/X6O7w+HA8PhuMpcGLHN+wYXhOsPbucQou97Nl130p5gPXppSV4gwhQjgZYpZvykbGSLbG/53re/y+8+/wwwvQ1V5f7+3sDPYeLwcs+r+Izb21uePHnChx9+yIbAy58+I+lEkoA0xZtQRV2R3XO5pMSZDQeS58bcZiygbkJOWUrMWZxYUzKXOUB5EGpgoPjsxRR2rIHurtQlfflw5L0zFl92aFG+MmNdsgOr3+tUohRSVXm9UFKjjw+HGREnMsvhlI+a35fV+kKkJMTsGKPnGAUyRlfOmSkXVaUa8yaTylfVUlHJ3L18PXIQu2kaR9d6brY9276j61tTf+o6QtcQmm7W+gzOWT8SLRW02du5RrWSFazrGjkRj3vicY/grF+IqEnzqWeKI1m9tV0sizuX7IFMEz57XHL4EibEIh50GAaGOHAcRxOPrdmIrOQSXozjyP7+fpbqq/1DKrZQ3f+maXDB0222pt3ZdbRNhw8tTfOQxAYloldTUaeobFkrCA8aaH3Lprdq1MP9K46DSfr3fUMTWnLKOEzc2BIbxo/x4uyfwyQMnGKlg6kwVOO8cUFRZ5PqaSwiNiJ2fFoKCGv/E1U1bKvgEdFlHqLey8YppSteDdUAC2UfocF/kfG1Mxb/NMY5ZrJG92NO1gg5FzAzZYYpksZkHczjYH1QSwpQClbiL4Qh//APqlkypiYMX8Xp/cKP86Kv9ePON1Y/cv2E+1evGKcBVaVtN3gXGOLRepWIqYApCSSvuqSJhWPFG7XPLb+vhK2KYqD1UaXe0FLeB/XGX9owFk+i/O2yGMWXlac9O5/FaynbltZmzidA/Jc3Gn9qLN7hOF+QaxxDUSbNpmuRsd81myp3SpCSNemRSoH++aeG//8yzuN/Eev/KhgPo9/uePLBU168fM7hcM84jjStZYKOqif9QurObc2jTCjHAFRmnEfEWmBqUaNxxXUVp6VmzkICEVeo/34Gi52Wdkhq5QQZu+e9eJzqHJKo6kkzZHEOdFX4WI6xpvvfRULka20sviouxnlabl3CHHPmMFmfjBgzeTI5vpitw7oxB5QE+AzqSsXpn9qKdzJqNmSJ8wsoKdbgx7vA1dUV3/jwI148+4znL54xHvZI9nTBmjG7UHRJi46HJYUTziveO7yU/rEYNuCcg1zUaLQqk9QO7RbSINZswtoNOESMqVO5O1qiDikGY8qFDapKkipnWL1azDjIsnZEMC2Wd7iQvtbGYj1+3oZj7VWsU4IpZg5TQsUa76SciCmbN1HTaxgAW/P8jREf+bN/1vN7v/eVdFL4Wo5f/wf/m2EHrElK1u1NmOZr1fVbbj/4Brcf/oyffPIxPxufoXmE3pmHUbIeFo5Yj9mUrM2CC0rpOUkqlaHegyMUkNd4JzXDZdqdxoD1GJ9Gyk8HWFunxbOAotGclckzg+GSCgN4tazN25GZAPbazutfYHxtjcXPwzg8xue4FA9XzGLKCZ9roxusL2q2EERLeGKxszVRbjxsuoaub3lys+Uv/IUNv/Vb/+87P5ev+/j13/xtrJXBw+dqNanFD5HgG57c3PLhN36JJ08/5k8+/gnDNIGbuLnpybmA0VhqOOZI1oQPgHgkmBhSxrgtrfeFh+LnvisV1PTOWXMjZ6xfS6nacw4LN3LRr6h4Zi7/k2xhkMuJOKWSQCuAsVs4JFKyIILDedN+fRehyC+MsTh39c/Hw7j09X+vP7M+95iOxuu+t37OeueaQ5AYyeNoF6kJ5JyI00iMo6VKifTBE7yja4RtF3hyvePJ7Q27bc+HT3fcXO34i//xv8Sm7eiaxtoKilpaVI2jcDweZz7CYRw4jCMv7/YcBusMNk6RcVKmmBmOkfsjxASoJ6u5wZnAfoJXdyP7MRKjkgjsbm558uFHfPhL3+HpN79H220Yp0RSYSzsRBM5Pm13UCtKAcSFpQHxKv6vMndrYZk6h+vPO1HRcoJvGmr9TX1dcIIv2QCvyWjneVWVLNavNEar65HgrXlXyqi0PH36lO+oAdKv9gc+/fRTXr14SdP2xDyYOLED3wamPCGS2exaa2BUJBW7ZOfReE/jSo9UtQxJ9SycCC5bD1RfsIrqWYgqkgttv8o1qitwtpKibT5umvAB4mTLKCXDUXwwtm5ThHdmGtGfYhan44t4EucL9HWf+Zj3cM4LueRd5BgLocmUsBrvccET8HSdp288t9c9u03D7c01T26v2W07PvrwCVfbng9urmhKTUYlRqHKYTDy1+FwnGnSh+OR/Tjx/G7PMI2Mx8gxZuuRmoUcheOgxAxaBIIFR9RMzo6cJqbDnrvDxJiMoZgFuq7jg298CydG7ZYM2UNE7IYr5++9B78cZ9M0JbVpjMuqBwELMWqtWlXnrxqB6gXU1+AEKcblXIrvseu7/uecI3tnRW6ASEYTTCnTdB1PP/om3//lX0HxjFMmqRCanhAs9KhCzojQdA2+GAsfQAtI3bjGEiG5ZkiWtK53rmRGpHB46rEVBXkHKqUo0PrDmWehAj6j0VpC5JxxPldwwoyF90hh71a173fJy/raGItL43UsuPMU2mPvOQcw62OXfj8fqoqkDM5a2+XS+9KL0jae1gnXuw1XfccvfeMJN7uOJ9c7bq6v2GwCt7sN203HtmmXYyxIeAYOx4Hj8cjdfl+0HUb2w5HjEHl5d+A4jcRRGZOlbMdkxuIwZGKSQuqxEvJcCFspjsRp4Hi85zAUzckm8OTmlrYRdtuOYcpMSckjiCSyhKU/6Nzt3J8oTLVti3dmGGYm+7pEnFODu/Ya1t4IRUy3vsdXQ/CarVNErFZFlzoVLW0aUY+4wDBOuKbj5slTvv/P/ICXd/d8+tlzxmli07YE3xZeCoi3Nou+9YQi4BOylHoVrJlT4oTUN5+XLD10qzSfZSyM73NSbVwATql/ZABHyJ6syZg+hb+nqgVTwTIxvHuM/GthLOqOtKZi13G+EE9fy4PXVuPwuvDjfDe75G2ceBwpk1FTxkJog2fTGvPyg+trrncdv3R7w9Wm5eZ6x27T07WeXd+zaTpaZ41/rD2gFakNY+TFy3sO48D9/shxHBmGgcNwZBgjrw4D4xTJqVRFZkfKYpJ5U92tsBRi4YI0jSwq1yhoIqaJcdwzHO9o28B20+KCEibL5U8pL/KCK+k58YsHUUMN70oH8jIvTdPMBuH8eqw9i/U/EbFCu+qB1Gtgk/3o+liPjPEZFA8OnLTEfCQ0nrbb8MFH3+TDjz7hZ8+e8fzZxzTJKOY+BJwXomZcNq/JecGRcWnpB1I9f9TP7N/5vGo25MJxwWlD7FyznlK6va28I+/9yRqzAseqkZAR8ViF9MUp+ULja2Es4M1hyCUj8LrPuRRW1L/PDcU5r+Lc0Dg1YZuuCTSNZ7NpzKPYtNzebHmy6/nGzQ27PrDbbuj6huCFje9oXGMuf87EaeJwnBjGibv9gU9fvGKYJvMwxpHDMLAfjozTxGGYmKIhWwmHJjVwLpk+p2DpOgWSRot7gXEaSgcvJXjjAcRpYH9/Z2LEWrqthUCLI+SiIi5Y3C1ShHytDsL7hlA9g+Je1xu8Lvr1/J1jP/XxtdJUI+Fh+KGnYKYWLnWtR6kNkShGTVTwoiXrkEjR0/oGnHBze8t3vvt9DseRVy+fETNMKdG0DSIwTQmRRNsaQOkLJiKyFukt6+dCTkILm0qx/q9Zs71KF3o4YMdcTI9JOqpJEjrzIlyBJVJ6fH3/aRjyJccl8tTaqzgfjwGf9bXrgqJzQ7G4yUJX1LOuup6bzZbrXc+T7YabXc/NtmfTNuw2LX1bWghm0JiZ0sSYIofjyP3hyHEYeHUYeP5yzxgj94MpRpl3YQVZY4wkBcRblSfOStaTZfqcuLKMlZSFWIq7rPx7sqpTp2iOxHEg5YmYSsk4wXqPOIgUncoyD+rkAc6w3hFPcJe1t7C6Do8BzpfS068LNfMjjrgrGQkVrG4G273xDtFA44SnH37Idw4H/vCP/h/GYc8YE771dCEQc8JJ0dcUkwFYh0G6JkdRPJmTE1lel+bWAYtQ8Py+hPExClaTVutrxl+q4vxq3iqXxB67OAVfaHztjcV6MdWb+TFAbP3683DlMQD0sczMevhyQ/QhlMpQz7ZruepbtpuOq+2Gq01PHzx9aKxYTRVNFiYM0UKLwzhwf39kP4w8v9vz4uU9Q07sh4lhmhhjIkYjfRl/w1mpeGEsZnXEZKi6EIv7L8QS2qScGcehtPSr4JzF3Y33qGarFXEO5wJ4IUuiKQV0YGXqzmFkJu9nSvJsOFfzI4/0Crn0cw1ovukanlzL8nsqxYTqrAGQK7GCXWvDb3Iy8FKdsLna8fTDD/n2t77Lp88+4X5/Zw2rnfEkUCuG8wK28+elr0yyRszrUdn7lh5djj2vvImc0gnGUeneInZ8qQLm+VTIB8mFOyILUWuuMXnjNL31eO+MxSzqWmvntAqHLPEg8w4EufDfz2ts8vx5q91o9fxjmMP8d+m3KQV4AjkxHnXMLvJckmzsu3WMHbU0W3YO3zRFf6Fnu+nZ9C1NUZ2aUPI4zPoNKZrs/cvDxGFMvNoPvLgf2I+R45R49uqepMoQJ4YxlqrHov1Q0nSQECm7jZYmzRGceLxrACHFTEwT02QeSswZnCc6Q9onJwyaGWLifj/Q7Rpz4Z3QhA0umptugJ5DshAKk9GVIrB11mMGJ1fex7lX5uTUKzFjUUBZdbhkN7WbXfq6bvJMwlIWbQrnihaoX80HivOOFD1Ns5u7m6UMvt3w9Jvf5p//1T/Pzz75mE9+8mM+e/Ypx/0r0IgTimqYx3nb4WMRBLZmytPpul79XovFKnYzn3sufWPSqRi1NetewNCc1sYCRBtc8W8k2/lrzrOH8a7Ge2csPtcoVNq30RaC17us72Jc2vUyi6FQMbpwLgZmKt25j5NydyxBgWZrPVjUs6aUuR+Uw5i4HxP7IXOYlDE5DlFICmMUplSIQbkojTvLVNiCSahas+aUMmkC5zLZgYgjJ12IYmJxvQvBRFykwfsGFSlaGpFQ8AFr8egWaf/VyDnjUkaa8OCmP/cY3uSdnb/HFRy7/oRlkzG7rg9SATUUnL+zVn0CbdMj3m6+cYqklA249J4nTz8ga5zd/c8+U6bDnpwG4mTgpRllISdhGhPDlEhSNTfL8a2OZTr7W7IRyEkZX9qha64hRPGKnTF5F2OxbKJSgP16L9QNVs8Ynl92vHfGonoIit1UxbMq7pY9Uy3z2xqJLzRqIVdds48gy7NxmIVHCtjlTndE8WJFR05JZIY44MaE22em6EjxgKiVfeecmWImRZgUxskzJuGYlGMWJjwToNKgYgstamYiG6tPMxIXndC6czkgRTMWVvZtHlBOtdw84zyoBEJozJBIwLcBCZ6YM2OMNFHBW1FUFgpSb4VTtkHWRkDZupHJam4KYGc3rAGtVjRp+MkyscsNXlO89WZ/bNSiKymuuDWKXHZoUW83tuQ5lle1+hy/SummlEAsrXt1dYWo7fjBm5jxq88+ZX+fubu/I6VEl0LpCB+JMdkcu3Rir86Pel1ULCWlK6oGNKf8YNNp3GqzSwbe1gVZPSnTe1Y0l9qSC/1yv8x474xFHW/yALIs9/M/rXGejl2Pk3SqE8yDtkUxpon9CCmPjNNA4x13jQnuVVfTuq43RHXgehKeRECDQ50Vn2lTGiqLls/OJLXwhWy1JzVMmo815lK12CBSm+qogaCFwxB8qYnAk8XjmjCn6lJxf2NSfCFnnWeDRGTeiddudqW2X8KQ3pnHp+7EqlfcQko9xox9zN9vLFhxzlo4hM50SxyIeMQ1NF3P9ZOnOOfompbnmw2f/izw6tUL4pTRIm9ooSNFqMaM0nxY67XBUgc04xMFu3C5eJcnuIPa8dfzSpdT+7kYyaRmqOWrTp2KyPeBvwd8Ezvn31DVXxeRD4D/GvgB8EfAX1bVz8SO/NeBvwjsgb+iqr/97g6Zuft2/b2O9bycuHl10ZbXfFmAeG6qvmpQezGL4uqis7RiIjElhTGT8kQXwDvBOwjeaNNZYzmXQNQOdS2h7xHnyS4QS21j1ExSx6TKlIUxwRRhGqy5Typc4HM1bY3JCphE8NkjokWwJ5aNXxFv6UXnPF4aXGloXDuxJV04idWrgKW9oEjprOWMfpzFvBB1YiGSmLScSL5oaC7O+Xp+BYqVes1FWhlr8aXj2UquaNWUua6PDPi2wYfluoo6vGvY9Fs2XcfN1RU3Nzds2o675y84HO8ZDntSjjPAKVrO/ZGdfe1VLMZcitAOc3YE1VJbokwkS5WqLiQsVoYC0CLyk4CklorNSxb3S4+38Swi8O+r6m+LyDXwD0Xkt4C/AvwPqvq3ROSvA38d+A+AfwX4M+XfvwD8nfLzrcd6YZz/XicnZZn7dMA7m4/PPV6XLZmH2I09TJOlKZMwejgIBJPfsgReXlSv1TWkUtXYuy0uZFQSUT2qwpS15P91+RdhjAmdrPdGrt3b6zHWOHYW2LHLX3fZnK04yamJuzTegwv4UtOxTnNSQgjnwgpwfug1rBv21NZ79TPWqb/1XD6Yvjd5HmcYxUXDXVSslhdJMeIBCaVErADVS+WnIuJxodS0iJrR2GzwOD75+GNevPiUOETGcSq5TsOBlnjo7KfNwgyEp1JSnssOZOnRxRN0cxgpeK1GwkrPa2QuFDxeIUrxFMt73+V4o7FQ1R8DPy6/vxKR3wG+C/wl4NfKy/4z4H/EjMVfAv6e2tn+zyJyKyLfLp/zyBBQ4wE8cF3PXdYVzaV6Cxc/8ZEU29uk3JYXV5ykHOPZUK1+yqrfg6yfW37XnIlRiDHji4FwZGMSajZ/ocSq3nvDDrxHgiOHEZ9qYVFGEWIy/CFPybQsk87/csxW97EyFHZoUkLdTE6JnKORp5DivaspduVg8oE2YXiErmlonFVTSt0NneFHyQlILbe248tYwVZQ041QLd7GDFtcJhE9xq84eUzqB7HcgCvII0vFvJaetJXUZBDIQvByAL6xNg0p2tyAhSyqljWSFlzGCXhVwsYhHwrf++4v07UtOpm3eRwOpDzhlSUcqtm6Cr6VK1GbV+XZ13GGN5TXZrVydjPtFZ9wM5Yn81orHnM2bKzKSKrM7HDO4aAvOj4XZiEiPwB+FfhfgG+uDMDHWJgCZkj+yeptPyqPPWosbIJY7UBYwZCs0qflv6y2QK1st+yQFwzAHAuuSCuVPHXeEHdtoLJauzmpifj5GFepKC1NamfyiyMma5ybNSHOKM6qRol20pYSdXM3h6lobxZPwjqTpfmYW9/iwohrzWgkvcPJEaSxHVIccbJmO6mobDFNpoWZMgFhUkdWZ3qh5bAdGVVf3FdF0oTzQte2uNAwRTjs722RhpacoGmFZrvj6dU1T6+vGSIM+wNhAtcp2beErif45qzVoDEdQ0gFyMzglxQmojgXOCdllXV28vgpz0KX0G65Yyz0mueyYiR5vj7OlSpTyUBaRvanJgAAIABJREFU4RKF++Ec+LbQps3LMsBZkRIigiIeHD2765Y/9+d+FXLkk08+5oc//EN+//d+l5/+9BMO+z1d46xGxLsT0t6UkzFKkdVad8y9SaXgUapE1aL5qWb4DMk0wFxPQ20j2kH2lsXytYhNT/keX2a8tbEQkSvgvwH+PVV9eQLgqap8Th04EfmrwF+FhVP/ppHPfn7lQ5ad4sFTVRqtVADC4g2llJYsjybbcDIzaSqVLFvxYhnULowj4gIMx2Np+DPZDo4zr2IczUNIisYRYoZoWguSsvUJwTbiqulp+5PdYnWJgu1ZjXe0IeBESHEkRTOQYRiX88iCc4GwqukwA3Ce6lyYrY/N1zlOcW4c1o8t4+0R/vV7lxvWJsFaDep8LCUWKyQySw3bQyZORMFdKNoTqgkXGkQ9Xbdht7vm5voJh8PBsCIdCuagMzBZV7ghPKtRvIEs5lWc+MuldYBkIcny3gcSrVnIxYJW0RzLjb/1dL1xvJWxEJEGMxT/uar+g/LwT2p4ISLfBj4pj/8x8P3V279XHjsZqvobwG8ANI2foy+thJWSZsvrLJFWcLO6oGWHWX3u65bSbGQK4erNE7k2S+effOp5OGcXpqZ7yzkWolQR45UqaFJbBxgV2zlXBE8q2AWaMkFL5/BYGHpSiF5YI96pErGyGkaRMpqi7eI5zg6ueGHpSZKLOvkiHmsV1xbe9W1LViHFxBQTZEe7mYxZmEzrzQkzyUpVFyamCjjBrfCKSq6aZ01WYaT5+5xK2pefdb5PXHdKG5LXbywqlblZ60603EQTC9AlUNSp1N6E6UiU39W8VwsHwny5vfMIkeyC6XR4YbPZcHNzw83NDXf3rxgOe4Y0zDiCgbllztWXtW0h9ZrCTQ0dZvVvXdZp1epZRcbr1akiuNqjRVaVqu9wvE02RIC/C/yOqv7t1VO/CfwbwN8qP//b1eP/roj8Vxiw+eL1eIWNtwEKL/X/fD9GAcskMDfowXpIuKTgjGo9szrDAham4jKnmMmisxuPyhxipDEiZeEL9eYr3sUq25GTcSVytJ81/LAdcglck1Z2J8suhM39ZrNhipnjGOfQSGQpGZe68GfR2gLEuSUkg4VtKOpwsrBZ1+SokxlchYmvWwNvm2I991LMcIUZ5Kw3rxMxYy4U/QkDgeudKASTkkAQX89PEG8l4ogjtD1t2+ObzuY3Wt24RAOK1ZlBVVk8unnzK9bE7KbHlQZO652wZj1E9aFHMU+MEf+y6Eyr/8qNBfAvAv868I9E5H8vj/2HmJH4+yLybwM/BP5yee6/x9Km/xhLnf6bb/yGCsqsHsrl8fnvNYC1ep1gc/roJL7tkJUlf/At9TilxNsX3r66ESqiNLvZqUrHC85D8B5XduaZttsIGkv37tKMaCyAZ56sV6qINU2eU31puXlqqs3w9dNjXwyxPSsFYEwlGWqpTaUJ1vX9MEXGtLedN1jZede1hDYQo6VW6+daBFVEdGQpv54zHepw4k8qTI3vYDdeNRInJehnx/15ORhrcHvGQ8QVvGK5utUrlVWzKihLYPZwPFI8E2OJVyqZ4UeoCc2klBiGgf1+z+FwILTJxGrKdVFzL2Y5/0vDWo8sZQlz1qj8LrVmvT6/eq+WOSaaAXSV3iqrG+dLjrfJhvxPPG6i/uULr1fgr32eg6ggJiwX+hdvvMaKS9VXxOTfgrMmwmKl2zXPjqvhiXkXTlet++YpWeEh+aymYnUzOC9nj6nFtOWlCaMqJxb2YBsCXb8lyRHfRFyCzWbDZrej321NGk9sYSYxDdFWFtLXJazBYaXpD1OvKwO7Mhj13Orz55iGyDIHj41LGRb7pcaHVfhGLIQiYyI4eQ6NtKQsxSmIhQyZ8rwzkFl8A1jH+v1+z8uXL7m7u+Nw3LPzgqgJH4kvG4fYZrP2MHzJfNRdT4rpqiGrUe4XQ3KyrObzc7PmBaWex9acvHZZft7x3jA466KolXbVq6hpMHTZ69/m/OeJfBcHJwWRvISIrIp1VPXiwQkwSxpJLiCnGHbgrUTaFVFfETMq5sC4mfVZS551/V0wZ4nse+zLvZclNhfb+W2fKWFIeV8qKblYNNgyJeNQNB+6vmd3fc3tB0/pt9vCRPWohJKNMq0IlzNhnaKthqJoPZhXUTU05MHrTqbzQji6NkSvMxYP+TnzHj0/XteTV7c0n3aemuYU7/FFbd2up/V+JVdPcWkt0DYdcTRP4uXLl7x69WJuwygais5qCTXc4pGJyAlOXnEVQyqqQFBV1MolZHzdSi5Yn5isnoUs7h2426fjvTEWde5qGjRhF6s4gYYEzzvEarfh8pzUh87TcnNKTdbfii0UhIWM85DxlbDFY/UUoGLZcViUnnK58cQp3pn8mrjSHAarCpUMmopXENMSX9Z0FyDZ2AoBJTlQySWDUtKBrsb4guYqCisWI6viQk3NCa5oQlr9h6UBtdKKJaMuk8gcDwNKS1JHaDZsr6/41nf+Wb7z3R9wc/1LIA1t6EgIWQtAGyOkiZzEaidKqFG1aNZeQwUt11mQNXlLzwzOpezIg3Wz8kTXn2ffu3QtbzJzg5/5uEpdSpp7DPpirW2NWeVmtI5xMdF1HTlF4jjSek/X9ty/+owXz1/yox/9Cc+fv2QYBna7HUGHsjcUBqvDqNxeiJoIzvK/rRgD1sBUCLjSSKh4IhLIokyYMdPSySyLsTtz4QJZn9RsKWCxSmeHW8KQdxCNvDfGYu1uftVhyEXG34Vw6PT4qs7AijhGIpMspq1xuLd42clZDF3f92DXXJ5rnCcpxFKXoe7sZqpGypWFRMmkFEDv1EBCZS3WXQyYCVbkTJwy4iOpNL3Zbnc8ubnl6e0HtG1noZKI6VdISfmezd98jrKcRzUGi9u8ypas0quPYRanoc2b18Y6vFm8HLfoTaxDplmqv+zlTma8TFUhLTJ8znucOKImXHCkNBCnzPF+z/Pnzznc3eMR+qZDpqE4yBYOSC7eqYjddFqqVcs5+3JmQilhL2HFnE6VulnVrUVKOFPOr+BAWgKZnAvFayXC82XHe2Ms4JIb+W4Nx9tkXF63i3nWFZxll5RaNLWEBOrsYosrfSG857wWoWZNrG9EjWFz0YnAsFYxV7ljkWtbUm3VmC0NZXJxlcVJlb0pRqscd16Azjof6xs3YwCr+kDbb9nubri6uabbbghdx5gptOeA5jSThM7nrhoLKRjJgqs8ZOWez/m5N3Epa3Lpml46hpP3i6DOrbxTey6JGkca08cQ56x3R63XYAJd1L+kUtYxUHgaDuzv7njx2XP2+z1NMO8qj6eQfa6bYdErRYvBnuGKklZPRl4TKR51MfSu/J1tXzgJiI0tW5yHbApmywSd/fwS470yFnU8ZiDWu/3aE/kyn3n+Oeud7jGwdZ3+qwK63hfWp1Ymqr2uaRp801DpzQ9virI7qOFStigtDFJVkhNUF2NRd8eUjNx1fqPVDIU/yy6ktOghVNd8vct6FyxTAjQhcH19ze3tLbvdblHupjGFbnEG3qEnN+U6o7HgsSvJfk7rR87nYm1Izj/3MSNxaQ2ceyfr19bq2TkkwoyzrHb5U4+kvL40hUpFWtCLY5omnj9/zvPPPuNwf4+o0vhQdCSqIS/nuzqmnPOK36HzxtJ4b+F36SiWtFT4agbvZ3pQLcWv51TZz2acHamoe0tJ7b4rGuN7Zyze5Em8jcF4XUbFFsrrP/+xY5mp4/gTo1JfZzehI0bLYHjv6bqOputmT2JeuFVKrWQ6DITMRejWmv+oKv6s1DuUnzEqMZ0aizXnYt28xzIqhlfkrDTNwp5cq3IfBkumdv2WJ08/4INvfMTu6gmh6U9v+nkOdCHRnd3YFRfQvOAWc9fPR4z8+XWt71sbtde979LjJ56MfflJatQhSN2K1TCMOWLAwF7wSDIDHacJNOFw3N/f8bOf/oRPf/oJ43FPI46AkMaphJerc6F4EMXA1y+phsQ8QjcbEWPmWkGgqpKb8rpiMGZ+jIiFTkVdfF6nlKrXz7Ghvmm8N8biZDf6HOPcar/xtbzemJw/f/6e9YI990i8d+QU5x0/hEDf94Ru8Szm+D0rSCYnu3FzMrR8veulogruCznK/jF/xpr9Z2GGzM/Vfhw5l9BiPg9ObvrqNWhZaOICm+0VT26ecnV1Rdd1dsMipTO4krB42pX4/hIYKTX0ASqfonoWlzyJ9TVaG7L134bxXL6ml67JY9f1/PpXMHuOUM4+swlurjtxZFwIBAfH/Z4Xzz5jf3dnqefGbvYYR8toXTBw1WhUfIKsBrkqqKQCsZfWlqkUF6IGJDvzGKhhbjFCqGWd5ogjgyaYVYnfUST/XhiLGrOdPwYP3c1LF/vkfRcWy2OhxLmLev49J4u5cHcFVlkG2/nqjTnvgAGavqXf9Wyvd+yutlTdIlUrVpsNR6zhAUg6NVIZIeUacqwfZ+7VoWqpz/V55GQq3eM4cjxOpGxNgNu2te8VR9t1tG2Lc+ZOH/YDhyHxg+99g1/+wa/w3V/+FZ7cPiV0W1yzAQKvjolpGPFB6LrOilzH8UQ8tnpUdR6btoGaMtVTYwGn3tDpDXwZC1lf3teFkOfXP5UCMckyU+TN+Ai+hBr1pnIVOFZAMx5jR4pC13c0LjMd9vzOP/o/+OEf/j77Vy9xmmmdx7tMHEakAdRR9L0szJRSbVrxnIJV2ZqIxOM0hxV2naARkxFM0Tq3q6t8iprithRpcH72iKCGwf7ifHzR8V4YCzi9WW2XPJUWuwSMXRqvMwxvet2lx+fFWMC8lJjdy3ROh/YwRp1bFPZty6bt2LRdkdVPJ9+T8gQ1JMgl3TjvoCY2YyFEaWeniz5EWl05jz+Zv5SUlE2Tb91vwzlrUxh8mG/qaZrQDOM4otLw5OkHXN88ZbPd0XZbEp6pKEn5EMjJvJZ6Dt5Xta1VxTALPmDexCkV/Nzw198vGe43eQrr160zQOfhWUWNs1Q+S3XjrciuGo5yMAUcBucMzG19IKcBNNF3Lce7kY9//CfcvXrBcX9HG9xsyNzq82sx/bkZW6+zGnrEc6NZPLTgHCHm0j92eb8WcV4TxTGfRdTRNA2phrzvyKuA98hYnI83hQo/7/HAMFmg++A1dTe1nxW7kLkRsHWyKsK2tbhFSufrHGZvI8Va8biMmB8KxFSDkZKFIa4KAa9uumk6Gm08LXUQNXypfy9GuZbsQ9P3XF3fsru+Ybu5woWGOFmZthNm3GL+V9mkLKHRnA6VBQiu31l310tzfY5XvO14LCx8bFxaUw+8VzsjuwmTaY2ImMK2z0KaBvZ3r7h/+Yxhf0dOA00QQjGOXuYgY/n8s9D2pA6mfr/qSa2ONS+yOQyucDGEWZ4BB5JrqKGl/kznGpJ3ffu8t8bifRinYcgCKtVekln1ROeyRo3Be7q2pWta2qZ05HLZVhu2C6hzpplQcABXlJPWu2WTVjdh8WbQJTaNumhy5JwZRlML15gYD0diCRGkLDo7dg9qadbhODKNiSkbIHtzdcPt7VN2V9f4piGpEnNmykrrC3ahBsCKDybXUnCJtSJWveFr6fq5Z7Ge38fm/YtsFo8ZCxEp2paWeTKAsBh2NVq2GbbKkrX/BME3HrRI/6oQBMbhyMvnn/HZpz9jPB5Ak1WjCojL+OBKG8LleGpflXpeOWthtRa1DzVdU7fWUVGrBVIRmtJkKEtpY6lFY8MZ1mEXoZhmn091m97ReD+MxRvcza96nMfQ1Z3TQo9Wzne/+tqMiGUi2tY6hzfezYuxfpb9fkrS8t7Ngj9QFr5fxHos7l7AT0QILCDgOI7WVuB4LJ3VD6VjljsxFstizRwPxZgET9tveXJzy9X1E5rQoeJM+FdtOVvPDUvNSanzqF7EJdxhwRjcYixWDM75HFev/TxexSWP4jysufRd55/hivS+PVAbGRdj4kz20NSyrYlQmkbuXr7k05/9hLu7F6ATjTcuC2KSAc7L3A7yfNS5X89fwpyDSzgNVJKWPRZL2jXX88tWB6RZZ1FoE1Vd+BzvarwfxuI9HuvdzYAoM9m12EerpkO5uN45+ralb1raAnw6mA1GreOgegSVCVp0G1WVpLYTipR4tn5HASdFhFQWmnPOUnoxcjjuuXt1z/H+yDRF+25fGh0VPoh4CM66V03JALU+tHTbK24//ICrm2tC2xJCIJLxzqGFgiwiJ81/VHzZi0/jp/q8c65oLCwA56U5Xc/fm7ClcxD0HJhev+Z1BmNRtbCQo+7nFWyfvyWnUrJu/Vym8cDzZ5/yk49/zHg84L3R3EUycZhAlNC44kqcZvjm48Fuds15IWsBeDcbAedkzlBpWXOoGTOny/Hbt6wK8eq6qp4dqxd+yfHeGIsHO8vnjF3f1bgEcM4ZiNVrlGXxzd3BRfDevIp+Y56FqVHlpXM2SzhTdzYrv3cnAGdUJWTIIkuqTRaZQe+9KXynxDiO7Pd77u7uePnqJePeumGFYGK7Fh5EpikS8PgCqqZ0nM+ha3tun3xAv7nCNy3Ot/gcgWBYjHNIKSA77yx2CXheGwwpDZHXPUxq3L7GY86vwaXHLy2J89etjc5joPh6vdU5FXvCijYxergkzDt0kKLjME28evkZz5/9jHE6ch06TCE9MU4DzkPT9g8P8mycG8kTw7c6p3kuFJPbKx7OzPyvvWWdpcDxDh88GTPU4s6Eir/EeG+MBbweoKqATS3XfRshnHWdaD57vM71peSS8RdWsaNdPTS7kgAVqnSwd4JlxjNOLaW42225ubriqu/wDZCjpb9WN4mpSznGyS7kpJjBUDsiB1bkVQowKmaRUmJKieNhsPRonBjHkbv9nsP9PcfjEcmCrzeo6eAg4vAuFMNn8e8UM5vtFR9841t8/1f+Ob75ne/TdztysnDDuRbftEgqgrMumAivpQnwKNk5YrZuaFPMhBgJoS1ejccH6z+igKjMYi/1XNY3xTqcuUR6O1kP5RrWn16KWK2I1btAkbczMZiawamA8vxTIealPkacMyBTDNeJeQKnxOOeVy+f8dM/+RF/8I9/nz/+4x+CZJrOIWqd43JpT2D9V6zYzqmQytpYKlnrURdPUwE1XKpxRZULR1ZLgdab/QQEpm42IFlpvMkfBO/xTbmtxdE4GOsa/pLexXtjLM7PYx2XwepcK3Cjy+NrJOfEKKwmSIuW4XpBioD3waxvecz6XNjNlUv5eS6ZgIy5dxRwkpTwztnOQ/7/2ju7WEm2667/1t5V1R/na87XzL3+SmwITmwibqwoikSURyB+MbyFBwgiIjwEAQIenOTFUp5AfAgEimSUSAkgIsSH8AMRJAgpElJinMjxtRM7vs51fOM7956ZOXO+T3dX7b14WHtXV/d0nznXM7nnjNPrqNV9qquqV+3atfb6/C/qGNgq+qwNewx7FaUT0ICTQOnVWgEERfEgBaqeqIGmVoJa4lZMDsTSeZzDupdPJla5GiOT8ZjL8ZjRpfklxk1NXdeMxmNCEymkQMwnhzahdYiJCEVVUTcQ1FNHAS2gGOAGG+zefT+7O+/BuyGgjMfgCm/dy4oSAXxRoMnhJkCRxm2kzh6KHMJzHiT1GVFnoVoBgrVIbJ3CqjQh0KSmzKHjIPVgKrVIWh3zRMmo2+aH8ZISxLCHZyZUmQRRkbSbDPVvRWUBg9y3VPfx6AINgbXBgNKVxDAhNibkLy4ucFpzfHLE/YP7fPOtNzg5P6EaVFzUo5QrqfhehQiM6hooEryfSwuNmPBHbVEgIKSK5GD32cwHZ+gCUiBi2b0x1tY0OUdQsOiHJiFXik/zzARlESws7kTpSaTR55PwfWuExSJaZMPmSeDy6rGEsuaxSAPJmsUiraI9rt1XknNzOvnb7TBtPQc4tQY/Eg0dOgW72lU042uiOa6l5EpHoiNEZ/1QVBAVfLDOUpcXI0JsqOua8XhsSVSXl1yMRiZAmg5IThofSQ+aCdgM919QVY46RCZBwffor2+ysblDb7CBSA/F2gBI8jcYfoVQWFdPG/tOBqfEiEtmmMugMCIzplb2d0Rn1xWTx18WmJpdM6WNMs3Y39rCGLRwFJ3ju5qGpkrTNkysiqb4tKQ2kRItN0EVJKbFpIk0oSHUDTFOIEQmzYTT01NOTo+5vLxkVI/BmWngOw+jIGYzYNqZVbBaG8WZbmkJcU3TimaIXLa/RjHQHc1a66wpMQ2L+ukqG5O2oTYzXUIFd/FPkINz3tM9Y88+R09vpidMnA6itzkcI9JpyGwrZJNuUvKYx6Z9eL0XUJ+SzFLKMwUabLW0PAZbC83n4VNo0qOhoW6U04tzxuMR4/G4jXrkz5BbX9pkFDcNW+b8ijxeilWNXlzWNBGqwYCdnV32dvcNgyFldKoq4g0g2IqnExxeivVbZqA59ZxzVL4AhMIXlN5TOIdPfxkNSsjOUW3HN7jZiNAyITETwkaRjpP1Kn9HV0hYbkpos2clvTt1rfDJ++eWBk3T2F2WSF3XHD8+4uHDh5ydnaFNSD1f8m9mqEAThO90Zk6vIx3fXkecCooOgL4IU0CkJOwsuiIWxZI4M9bPg26tsHjCwdN1SM1NiOdNbiofWslt8t2T291aCbipiQbf2diWnGHZZnc6pCgBxWmRziWoOsOqCBYQlcJT+ArxBaitunWomTQ1J2dnjEYj6rElW3VzGnJ4Mo1aij7EVniQPOUhJn9BgNAo4jybW9vc3b/H7v4+g/4aZVm2qrxPfpUcrYlMNbGs6rcRD2fX2YXOmw+LdkOF3Yd42QO/6DV/zrzvsrBo93xZAISYkNZ1mkLvvabS+xxRSMJJDMrfOYcGM0MOHz7k7PyUEGuKYiqMn+DrGvNs/voXRXSm9rbVBc1EjXI2KpEQrJhMYzSwJGi1mm/bqtN5WqRZdCMmy4+5zu26wqFK0kvBnH0qNGgLMmJhLEHFSsULsaQexVak/FA7qdoO5C45uDTkXqXgygKkoKyGVFUPcQWTyYTxeMyoNsflyekpk8mE0DSE1JjIe5/wLlxyIGp7OSK2uogEnJ/WrUxCoJQSFUevN2BnZ4f9/X32du9SDfqGw8AyASzJ1tZp+Dc5gZ3zHcExm0sxf1+6D4ZGC82GZDK5js+h+3Kd7/2coMg0LzS6zsAQgiGVh2AuRZ1eQ+a7KDwFpnmJRgrnKcqIqiMGoW4mnJ4dc3JyxOjyHHILh+y0RUE9XZjFd0KtQIUZ/vI8NuFg89pQ16bh1GT0EKPl4uRomkZrbPW86FYKi0U3fV5QLFuVnjfluLZBrFvoyok5+aymAJxM4yuhUZrG/At1UHrqKaSyDE1I7SkUcZECA311RUFvMKQqe0QsulBfXnB6fs7J2RkXo4nVkaQKxHzFU0CWacl5HpsYGxAzSxRz3Da1pS4XvpeiIPtsbG6zvrEJUibdCZI+bRmDKAWd1b4zjdE8yWexLKY8LIbKy/vEzv9dDWR+364g6mLWLgqLdrd1TZDuPl0+vUzhBoqOHyZ6QdR8Nhfjcy4vrAFyU1sXuCp1V9OwXDguo2WalYiZazPhZUl+lvTera9R1VRUGhGxSJfBFqhFgoAQvs2FRZeutEmXbH8atcAjQG4ok3Jz2nqHGcvTBcuHIOLM4wBOLayVUZQBojBpAheXNb3LMcO1mjI4xK1TNwreEpxcBYOqbLEuql4PcEwmI46Pjzk4eMjbB2/x5ptvcHl5wWQ8oRCLuJXeAHU05H6lVo9s159VVGuPF6ISJlZsNGkiTRNomjH3PvABPvCdH+K7v+cV9u+9xNrmNienl6BQSJHqD6wsGwUVB3Hq7I1RW4Qvp0JVVO0D6PAQxXgTQYOSOvq249q9t/PCIG/vtp3s7uOdoNo8IRznqZt6ns+ZQ9ZWFZsfVo+GKWankEyV2OA9nB4d8uY33+APvvYVDu6/QT26xGvEi1A6b9GxzozJ6fvLOtfNz9f5XItWaVPFWim2V2SobOSUcIt4WatDgSYSGpeAmGwBMZOqNLSv50C3WljMO6nytkUJNt3tprIt11C61ZHqEtQ6c7am6mz1YNIIXG5jB8mJlJsFNa1kv6wb+qOGcQONeupYoCkFXHxBURQUZWmFZj1L3jo/P+Px8Sl/+IdvcHT4kKPjx5ydn1M3tTmz3NS/pZqz/1LJc/bwJ7UUSICvtm0SGpoouLJCXcWdnT129vYZrFkCVhME8QVV2U8I3iZAnTicL9AolEVJk0bH41L3Mbv2whczBWbeJfemOqtfCNPOZJr51wQc3Bhmg0RtS7FD06R9kz8nhZElZoigaT3OvMbQpewcBauJMSdtnjN59ZbWMRlCQ+HtvtaNOY/PTo95cPAmr3/tq0zGI0gOR19U5B61uYI3o4hNQsO8qJifn4t8Ol2nvTnOp1m6kyamxCuZYqyChWcbTREgywAVdaatDofI6QWQ+50+W0DgVguL66p2y/br+jmedq75faZukXTzUsguA8DAPASfNbFpFGJ0NNHRqGOiQulK0BIp19tq1LLXo9/vJxR65eLikseHRzx48ICjw+RES1Wj3qUoArlzlVi5eA71xSdV8ijWaV0StgE4nK9ASobrG6xvbTNYW0dcSUQoyh6kiWl5FC4pXNnB2fUJ5BT15WZDfs2v8NPxkpnP8xGR7ucZgcCTD95VD2H7MGZshzai0NVEldJ7C5eGgFNLcBICIdScHB3y8MEB56en1h5SI82kphQWXlu381l3fi2i+YXQNJIwq5nItJ6oPc5JW6Uc1ASFiiM6iCr0fA9fDdHniGlxK4XFMufYvG2qne/mj9Vlx8xNqPbhIlcaJpvWYb1DU8dtMNBdL6kbejvBpUWtCtEh0VFHR6OecfDUoQDpEV1Fb7Bl2oVzVmiWELQm4xGPDo958OCBheZOjqibCRnQ13s/NTXUWVKXy1H5afJaTPUIjUZ72DXSaCBEQYoCV5R432N9fYuNzTuU1YBGQYPiXQGpf6c1DfYp+U0FZvDhAAATzklEQVTIqlTOANUMYpNSjMuOGWKmiIUjfVopRbXNjoTsl7PtOalKwXIidJp0ZanytMfbfUrhxDkhMu8bye/5VbqM8mUUbAecmvlRliWhnlBPJhTOwqUh1JyfnXD4yDS90Iwt8uMgakMI9ju5ktdS9qXVip6YkwvMpnm/myStMWvHpkFpntE2BkLK57A2BkEtf8fwvD0xKOv9NTbu7CJv3k+j+Oy+i1spLOBJgbFopcoP7FVSu/t53q+xyKs+4/NIGXTt5yionwV4UYUmkPwXDlcOKHprlP11yv4avuoj5ZDS9xisbeErq9UIQBOEEAMX5yPuv33AwcEDLi9GxFQxmPug2oM1FwpMNQLzq2/2hpsWkjIIUTSFTgf9PsONZH4oIA4N2hacOedSAVPGg5z+7hToJvkACjOpelVvJiSaKcP7dcd//tW9ptns2g6itkzzHwxSPLbHdOdG9/O876o1VdP4dB2JYF3ikGgYm14p0qLw6MHbnJ+dIARrJC22irsUKesKyUUL1VVa0hMO3xiJMZf95yzXOFMrYh1W7b5aansejeQfEojiWVvfZG//Hl/vv8bo/JTnQbdWWGSa1wK6Ewp5Z2XNmZx2PM9p21R9n9r+gjkwbTUDxFa8nIgXQqCJStNEcB7nK9a37rC1dYc7u7vc2bnH+sY2veEmzvdwvQHOezQEQlNzOYmMRyNOT8546/4Bh4+OqOs6qc0uhcVSK0OmdjcpNXpamGX8tOFAPJpWTHEFsQ5gPjB8WTEYruOKiqBC4QpTXxMyl0pGt5KZdPuopm0AeG/jV7iCwhUtjmf3HnWRs/L96v7f1mJ0NA8627wIpfeU6dyQVf5pfsmiOZLf519P7MviRUYJhgXhLcrw+PARl6Nz0yg1mB8hdXbI2cQ5qtOGu3DQ0Szme7hkPrp+HqDFSjV/hP0FUSSZRZr7oKb+hyLSwhZEEQt7u4L+YMjm9g67d+9RXKOo7bp0q4XFsgjH/E3+VgRGPm92uM2fTyUgksvFjPJNdc5ZSnBUQiqyclJQ9frs7r3E9t4uOzt7bG/vMhhsUPa2UFcSxOMoDJg3QqjHnF+MOHx8zOHhIRcXFxaOjRF8qsrU2EYffFLN88OySKEy3lOmZS4Rd0BOmioK6wNSlpaS7Z11NJs64oHZupz2vDqLut0NQS5azQG6zuRuDkbWFHICW37NOyx9R1iYAEuhQZ4e+eoKi+6q3/0+81PXFjEoyxJPxHtl3AQuLs9pJmOIDU2ocQJVURCbmrY5USuAXCs0YphqB4t8ZvPjtmy/zF93rtYxGNwfyR+aBAXO0x8M2du/x52dPTbv7DyndCyjWycs5get27VqXu1s8/EXTtQnoyfdmzK/f4tSHSHEhkajrWrF9Ca5BPNfpOSluomIL+j3h9zZ3mVta4cPf/QVtnf3WFvfour3cL7HOBQ4X9JMagQrIQ7jmtPzS77xjW/w+mtf5uThQ8RFs1NDoCoLKy4Sl1KmLWKTS5NFXQLqnR0XFSH341QVK3gToeytMbyzzd2772Fza5f1jW0ahEljKOLrd9Zpxg0h28MzQykUhWkO2eufH2LnHGXRsypNMPwHNWBczRGHEGiihRtD0iK6ma51bcVwWbB476kSpkb+jXx9XhyhAya0TMNYZIZ0V3eXPD7mYA6cXZ7hNTIY9HFaE5oRjx494o1vvM7hwwOUSFUWaKwtwSvWqDNQoJjGSF3EYfimdW3YFvNzdqadwpy23F6DJJAjIbWcBOd7hGZMaDTBKTYgZRLqJa6oWN/c4e7L7+N7v/f72NjaZn9v51rl8telWyUsFmkQeaLM+Cqy9F2yms2fo/tZVa18OJkV6TTWqSqp80QrngpJnY/YA2ygI57zUYMrSlxZgTiGG3fY3Nlnd/9lBpvbuP4mWg2ppUS0ZNQopSsRrxSVo5mMKQu4vDjh+OiQo8NHiFhYtuc9UlRMxpeUlTW18zmwGzsrURRDqk62c8jC1S6UwvesSY0K+BLFMRiusbaxxXC4DuJJhbP0+kMuRylc2cQ2yWpKBsxTJoyELChKZ+nhLheqJd+Kz834FCvUsv9MS1Kry4hoixOaNaW2AdCSh8oerID47PCDtm5FLIIzvdlTU1MQNIHyFniLGMSYQU7BO0bnY7a31nAEKt/j+PCYs/NTDg8fETXgU/ZumwTlC3LKviY0MZeKwjTEtsI1z+tFZsj8vLTrsAWgieZkxXnEQdMEREvQhlIKQlQ0lbEXvZLhYI1hb8Du7j22916ysHg1QGOqb3nGsCncMmGxzKPdfe8OusxM6Dlz4rpWSZvSPT3AJaAXnOFWKAGcJzYJk8IXRLUEn8HaOjt7d9nZe4mtnX2qwQZS9LCWxh7Ug7dGtaVzFGVJDGPOTs85enzI2ckR49GIqixBa0IIlnhVebzYhbS9MtN/6TlM/3uzs6VTnu0M9CTE5PsQTzXoMxysM1hbwxWVJVqpFbE1UacPjps+mM45nFpV7CI/QLta5rTv5GzL2A0+O3dEWmds9z3f165zdP5+z/s9ut8tvaULfBfdh8Uplhznku+lKK2qNwRwynhsYEIXZyfWr0OtraSligeruFVD447BhKEhXqWplLFUZZanee1i3izLfhzAqk6zT00llQ54RIt0f32CPgwEFXr9NXZ299m/+x42tvcoigpfduY0zx4PuTXCYplnu/td3rbIjFgWEVn8Y3KlMBEx4Jac5p/V8hDNrvZlReELfNVjc2uHvb277N97iY2tXar+AFdU4Hwb4uyVPSIwqAqKAi7OGitKevyQk6PHjC7O6JcOJwUxWMi0dJ62YzrS8pIvc+H1pgpZTR7P9qEXT68/ZH1ji80727ikaWhSV/JE7U6o7jjPO+Omq74VkFm3NfPE52cy47t0zST7rdmIx7xG0Y5/R6Oc0Q6xrMv5+9X+ZtrLzk37yvvl68tO7haE2Tl84SgLGJ2OOX58yMHBAXUzxmXeEhtesCZKwcSzRS80ASOZU/wqYdGd40/zaZC1qpirTwXxJYgjNJG6UdaGPTY2t7j38nvZu3uPtbUNQ2lzzKCFPyvdGmGxzJ9wVciJuf2+hV99Yotzrl0Z2q5aqSGNOgNiLX1J1euzeWeb7d09NjZ3WF/fZri2Ba5KqmNp8HSuSDc30u97mvE5Z+enHBy8xaNHDzk9O0ZDbatVYcjhTk0oOZ/Va3mC53bFJcwWHynmeEtxeXPOO4bDIetbm2xt3mmdZfbg5+jJk6HM9pzMagDdfXLOQ/eY7n266v50hUL+f9lCIZ2HWjJswDUdnU8j1UC/X1GIIzZjLs/PeOvtN7n/1ptoaHBeLc08RGLqhD5lOnZC1JAFFVcIi2Vj0p3Tms6THc2S8iecs3qVoIZORohsbGyxs7vP3ZdeZnNrB19aGUHpM8DzbHTmW6VbIyxg1rabp67QeCat4ho8xHZF7iBoRUvtbnuBlBUbm9vs7d9jY+sOw7V1irJHTQGUiK9wRd+AbzWpskXJxemYk5NjDt6+z8MHb3F5cY4rDNykbhq8i2mBtoc9MdXl0K4ZUu2Aps8xlcrT+nKcWJKYecnXWFvfYri+aSG2tjN4yq0gaU2FJaTlKWYmTtIknK3eivkeGmyFLpIZ1GoXzAoM1dBumxEGnRV/nhbdU+ecCdDW4MpqVlerwIRJO375lX9nLlHP8M8YDPs0Tc348sR8FY8e8uDgTdpBFW2v35FMDkl8qJgWqNKC7HrXyc/vjMUigTFrPseZ7/JxvvCpcVAqDpMCcRUUjn5/nc2tXXZ3LVTvfJkwUqRNqPu2RMq6apV4YuW68hxPESBt96m5kmJ15EKl+VTlmLIQnS/xRY/+2iabmzusbWxbi7+iR90YZy7lL9RYboaFBQOXowtOzh7z8NEBxydH0EzoVQW+aWjqGnWKKzy+SH0oOg/X/PVnbI3WXEkPA0ngmRNXzGfRG9AbDBkO180EAcQ5CklRizg9j6rSfZAXCfGsdXS1j2W0KDIBpso/cVsWaCkztr6lNbb3sI0etKfqjsX0nE/8j7THhBAoS0dNIIaGenzJ6dkxR8ePcaKgTQJBjYaDYb9godF2LFyL+yki4KdO3/nrnvdVzFzrgrETEUpfgRr2aggNvnQ4KalKgzcoe4OUCDhAXEUTIt7NYpk+Kz1VWIjI+4FfAu5hT+CnVfVfisingL8FPEi7/rSq/o90zE8BP47pPn9XVf/n1b9i6Mjzai7QokFZokpE3LQkOuriSWX25begbahlVLa/Pa5pQm3p2b0CvOP84pyX3rPDy+/9Dt73HX+aO9sv4as1cEOi9CnKinI4pOwPbJXRmkhD2YOziyO+/Puv8uVXv8Cbf/Q63kExKHGxIdIwGPYQjag2KaHKJTs7Za4mzMigCi6DuU4RpQpnNRB1A3VocL7AFz16gzU2d/bZ33+Zoj+kUUvVLlPmpUao65pBUdkwRKXROvkTUpjU3HjYdJ4WZZmftEHwqX+FyafrmCahk1y16MGZ33/6QHXrPLQ11ZyfqhjTc6g5C6OfOafJUYcQQBxNGIHWHB895LOf/b988dXPMx6d0ReIdZ1C6TYGxmM+npT+HW3hcTYuhoE5G9rO+mArYLKgTcLOOYeXEpiisDU5zT0tXK4oUxGb43I8wVcDvuejr/DdH/1zbN99GS2HNJjG2BsWjCcNU+3q2TTw62gWDfAPVfW3RWQD+C0R+dX03b9Q1X/a3VlEPgL8KPBR4D3Ar4nIn1HVK42meQ+26hT9OSfsPImXsNxkmd1vLjFIZeZ7e6d1yMWUNttO3PQetAERyl6Pvbsv0R+sW4p3USLOE6LgK4s02OLswHsDUS08Dx895uTkiJPTxxAbxFsOaUxgq957YhOn0HZz12WIniHXYuK80DQgUfE+X5v17vTR04RAr1+ytrbG2tqaJY8VJaKesigpxOFSAZyvynY8ZsJ80bI/KXxHKOeVPGld3qMCgWARlS7PseN0nRMMy5x8XQExfx9FBO/MBzTrxJw+DKZtxJl7G1GIVk8z87soMdYM+j2Ozo44PDzkwYMHaKyJoW4rSiVCCM00IqKWz2JapLPIVSrz1TmNaV4r7M7H7jWaOZi32T32ab5qyBEqg12cNBGcASetb95hY2vb/CauwPuC0nlb6J5jIdlTdRRVva+qv50+nwK/B7z3ikM+Afyyqo5V9XXgNeAHngezN03O2cNfVCVV2TMYOl+AM5wKkVRXkXMzuhNEA6PxBaPRJZN63IbIWgmVfenypBoNXQDhBbTEHrMV1Fk1aQvyYriai5yJz0ZdDp9n3uASas3HBVNY3tnvxxhpmobJJGGc1oZzqiHgZNqWkpR6/cRovcPfe8eUWy12Mlq99xRlRVH16FV9m4NOUqDdtdibz+feZjbegbouIt8J/DrwZ4F/APwN4AT4HKZ9PBaRfw38hqr++3TMzwO/oqr/ee5cPwH8RPr3w8Aj4OEzXMu7SXu8OLzCi8Xvi8QrvFj8flhVN77Vg6/t4BSRdeC/AH9fVU9E5OeAn8V0v58F/hnwN697PlX9NPDpzvk/p6rff93jb5JeJF7hxeL3ReIVXix+ReRzz3L8tVylIlJiguI/qOp/BVDVt1U1qDVi+LdMTY1vAu/vHP6+tG1FK1rRC0xPFRZiRs/PA7+nqv+8s/3lzm5/Bfhi+vwZ4EdFpCciHwS+C/js82N5RSta0U3QdcyQPw/8NeBVEfl82vbTwF8VkVcwM+TrwN8GUNUvich/An4Xi6T85NMiIYk+/fRdbg29SLzCi8Xvi8QrvFj8PhOv78jBuaIVrehPLj2/9K4VrWhF39Z048JCRP6SiHxFRF4TkU/eND+LSES+LiKvisjns0dZRHZE5FdF5KvpffuGePsFETkQkS92ti3kTYz+VRrrL4jIx24Jv58SkW+m8f28iHy8891PJX6/IiJ/8V3m9f0i8n9E5HdF5Esi8vfS9ls3vlfw+vzGdj7N9t18YQBQXwM+BFTA7wAfuUmelvD5dWBvbts/AT6ZPn8S+Mc3xNsPAx8Dvvg03oCPA7+C5RX9IPCbt4TfTwH/aMG+H0lzogd8MM0V/y7y+jLwsfR5A/j9xNOtG98reH1uY3vTmsUPAK+p6h+o6gT4ZSwD9EWgTwC/mD7/IvCXb4IJVf114HBu8zLePgH8khr9BnBnLqr1x05L+F1GN5oNrMuzl2/d+F7B6zJ6x2N708LivcAbnf//iKsv8KZIgf8lIr+VMk8B7qnq/fT5LazQ7rbQMt5u83j/naS6/0LHpLs1/Kbs5e8DfpNbPr5zvMJzGtubFhYvCv2Qqn4M+BHgJ0Xkh7tfqul1tzKsdJt569DPAX8KeAW4j2UD3xqaz17ufnfbxncBr89tbG9aWLwQ2Z6q+s30fgD8N0xdezurmOn94OY4fIKW8XYrx1tvcTbwouxlbun4/nFnWt+0sPh/wHeJyAdFpMJK2z9zwzzNkIisiZXmIyJrwF/AslU/A/xY2u3HgP9+MxwupGW8fQb468lr/4PAcUedvjG6rdnAy7KXuYXj+65kWr9b3torvLgfxzy3XwN+5qb5WcDfhzCv8e8AX8o8ArvA/wa+CvwasHND/P1HTL2sMbvzx5fxhnnp/00a61eB778l/P67xM8X0iR+ubP/zyR+vwL8yLvM6w9hJsYXgM+n18dv4/hewetzG9tVBueKVrSia9FNmyErWtGKXhBaCYsVrWhF16KVsFjRilZ0LVoJixWtaEXXopWwWNGKVnQtWgmLFa1oRdeilbBY0YpWdC1aCYsVrWhF16L/D4RHIxkTTQpAAAAAAElFTkSuQmCC\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Draw faces mtcnn\n", + "dst = im.copy()\n", + "dim = im.shape[:2][::-1]\n", + "for det in dets_mtcnn:\n", + " bbox = det['bbox'].to_dim(dim)\n", + " cv2.rectangle(dst,bbox.pt_tl, bbox.pt_br, (0,255,0),3)\n", + "plt.imshow(dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [], + "source": [ + "# Copied from https://www.learnopencv.com/head-pose-estimation-using-opencv-and-dlib/\n", + "def get_pose_dlib(img, pose_points):\n", + " size = img.shape\n", + " # Camera internals\n", + " focal_length = size[1]\n", + " center = (size[1]/2, size[0]/2)\n", + " camera_matrix = np.array(\n", + " [[focal_length, 0, center[0]],\n", + " [0, focal_length, center[1]],\n", + " [0, 1, 1]], dtype = \"double\"\n", + " )\n", + "\n", + " dist_coeffs = np.zeros((4,1)) # Assuming no lens distortion\n", + " (success, rot_vec, tran_vec) = cv2.solvePnP(\n", + " model_points, pose_points, \n", + " camera_matrix, dist_coeffs, \n", + " flags=cv2.SOLVEPNP_ITERATIVE)\n", + "\n", + " # Project a 3D point (0, 0, 1000.0) onto the image plane.\n", + " # We use this to draw a line sticking out of the nose\n", + " return (success, rot_vec, tran_vec,camera_matrix)" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "metadata": {}, + "outputs": [], + "source": [ + "regions = {\n", + " \"outside_mouth\": {\n", + " \"points\": list(range(49, 60+1)),\n", + " \"closed\": True\n", + " },\n", + " \"inside_mouth\": {\n", + " \"points\": list(range(61, 68)),\n", + " \"closed\": True\n", + " },\n", + " \"brow_left\": {\n", + " \"points\": list(range(18, 22+1)),\n", + " \"closed\": False\n", + " },\n", + " \"brow_right\": {\n", + " \"points\": list(range(23, 27+1)),\n", + " \"closed\": False\n", + " },\n", + " \"eye_right\": {\n", + " \"points\": list(range(37, 42+1)),\n", + " \"closed\": True\n", + " },\n", + " \"eye_left\": {\n", + " \"points\": list(range(43, 48+1)),\n", + " \"closed\": True\n", + " },\n", + " \"nose_bottom\": {\n", + " \"points\": list(range(31,36+1)),\n", + " \"closed\": True\n", + " },\n", + " \"nose_bridge\": {\n", + " \"points\": list(range(28,31+1)),\n", + " \"closed\": False\n", + " },\n", + " \"jaw\": {\n", + " \"points\": list(range(1, 17+1)),\n", + " \"closed\": False\n", + " }\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [], + "source": [ + "roi = faces[0] #biggest face\n", + "# Convert back to dlib.rectangle for predictor\n", + "roi_dlib = dlib.rectangle(face[0],face[1],face[2],face[3])\n", + "landmarks = [[p.x, p.y] for p in predictor(im_gray, roi_dlib).parts()]" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f43a86fb748>" + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Draw landmarks as dots\n", + "dst = im.copy()\n", + "for lm in landmarks:\n", + " cv2.circle(dst,(lm[0],lm[1]), 2, (0,255,0), -1)\n", + "\n", + "#imx.pltimg(dst,mode='bgr',title='Facial Landmarks (dots)')\n", + "plt.imshow(dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f43a87356d8>" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Draw landmarks as lines in groups\n", + "dst = im.copy()\n", + "\n", + "rclosed = False\n", + "for region in regions:\n", + " x2 = None\n", + " y2 = None\n", + " rclosed = regions[region]['closed']\n", + " for pt in regions[region]['points']:\n", + " pos = landmarks[pt-1]\n", + " x1,y1 = (landmarks[pt-1][0],landmarks[pt-1][1])\n", + " if x2 is not None:\n", + " cv2.line(dst,(x1,y1),(x2,y2),(0,255,0), 4)\n", + " x2,y2 = (x1,y1)\n", + " \n", + " if rclosed:\n", + " pt = regions[region]['points'][0]\n", + " x2,y2 = (landmarks[pt-1][0],landmarks[pt-1][1])\n", + " cv2.line(dst,(x1,y1),(x2,y2),(0,255,0), 4)\n", + " \n", + "#imx.pltimg(dst,mode='bgr',title='Facial Landmarks (lines)')\n", + "plt.imshow(dst)" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pitch: -10.7890555409979, roll: 22.905969823333773, yaw: 2.9906363814065204\n", + "[[[191.68020825 140.30162719]]]\n" + ] + }, + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f43a8652c88>" + ] + }, + "execution_count": 122, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dst = im.copy()\n", + "\n", + "pose_points_idx = (30,8,36,45,48,54)\n", + "\n", + "# 3D model points.\n", + "model_points = np.array([\n", + " (0.0, 0.0, 0.0), # Nose tip\n", + " (0.0, -330.0, -65.0), # Chin\n", + " (-225.0, 170.0, -135.0), # Left eye left corner\n", + " (225.0, 170.0, -135.0), # Right eye right corne\n", + " (-150.0, -150.0, -125.0), # Left Mouth corner\n", + " (150.0, -150.0, -125.0) # Right mouth corner\n", + "])\n", + "dist_coeffs = np.zeros((4,1))\n", + "rot_vec = None\n", + "size = im_gray.shape\n", + "\n", + "pose_points = []\n", + "for j,pidx in enumerate(pose_points_idx):\n", + " landmarks = [[p.x, p.y] for p in predictor(im_gray, roi_dlib).parts()]\n", + " ff = landmarks[pidx]\n", + " pose_points.append((ff[0],ff[1]))\n", + "\n", + "pose_points = np.array(pose_points, dtype='double')\n", + "(success, rot_vec, tran_vec, cam_mat) = get_pose_dlib(im_gray, pose_points)\n", + "\n", + "# --------------------------------\n", + "axis = np.float32([[500,0,0], \n", + " [0,500,0], \n", + " [0,0,500]])\n", + "\n", + "imgpts, jac = cv.projectPoints(axis, rot_vec, tran_vec, cam_mat, dist_coeffs)\n", + "modelpts, jac2 = cv.projectPoints(model_points, rot_vec, tran_vec, cam_mat, dist_coeffs)\n", + "rvec_matrix = cv.Rodrigues(rot_vec)[0]\n", + "\n", + "proj_matrix = np.hstack((rvec_matrix, tran_vec))\n", + "eulerAngles = cv.decomposeProjectionMatrix(proj_matrix)[6] \n", + "\n", + "pitch, yaw, roll = [math.radians(_) for _ in eulerAngles]\n", + "\n", + "pitch = math.degrees(math.asin(math.sin(pitch)))\n", + "roll = -math.degrees(math.asin(math.sin(roll)))\n", + "yaw = math.degrees(math.asin(math.sin(yaw)))\n", + "\n", + "print('pitch: {}, roll: {}, yaw: {}'.format(pitch, yaw, roll))\n", + "\n", + "# --------------------------------\n", + " \n", + " \n", + "if success:\n", + " # X vector\n", + " (nose_end_point2D_x, jacobian) = cv.projectPoints(\n", + " np.array([(500.0, 0.0, 0)]),\n", + " rot_vec, \n", + " tran_vec, \n", + " cam_mat,\n", + " dist_coeffs)\n", + " # Y vector\n", + " (nose_end_point2D_y, jacobian) = cv.projectPoints(\n", + " np.array([(0.0, 500.0, 0)]),\n", + " rot_vec, \n", + " tran_vec, \n", + " cam_mat,\n", + " dist_coeffs)\n", + " # Z vector\n", + " (nose_end_point2D_z, jacobian) = cv.projectPoints(\n", + " np.array([(0.0, 0.0, 500.0)]),\n", + " rot_vec, \n", + " tran_vec, \n", + " cam_mat,\n", + " dist_coeffs)\n", + " \n", + " \n", + "for x,y in pose_points:\n", + " cv.circle(dst,(int(x),int(y)),3,(255,255,0))\n", + "\n", + "# X\n", + "print(nose_end_point2D_x)\n", + "p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n", + "p2 = ( int(nose_end_point2D_x[0][0][0]), int(nose_end_point2D_x[0][0][1]))\n", + "cv.line(dst,p1,p2,(0,0,255),2)\n", + "\n", + "# Y\n", + "p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n", + "p2 = ( int(nose_end_point2D_y[0][0][0]), int(nose_end_point2D_y[0][0][1]))\n", + "cv.line(dst,p1,p2,(0,255,0),2)\n", + "\n", + "# Z\n", + "p1 = ( int(pose_points[0][0]), int(pose_points[0][1]))\n", + "p2 = ( int(nose_end_point2D_z[0][0][0]), int(nose_end_point2D_z[0][0][1]))\n", + "cv.line(dst,p1,p2,(255,0,0),2)\n", + "\n", + "#imx.pltimg(dst,mode='bgr',title='Head Pose')\n", + "cv.putText(dst, 'pitch: {:.2f}'.format(pitch), (10,30),cv2.FONT_HERSHEY_SIMPLEX, .5, (0, 255, 0), thickness=2, lineType=2)\n", + "cv.putText(dst, 'roll: {:.2f}'.format(roll), (10,50),cv2.FONT_HERSHEY_SIMPLEX, .5, (0, 255, 0), thickness=2, lineType=2)\n", + "cv.putText(dst, 'yaw: {:.2f}'.format(yaw), (10,70),cv2.FONT_HERSHEY_SIMPLEX, .5, (0, 255, 0), thickness=2, lineType=2)\n", + "plt.imshow(cv.cvtColor(dst, cv.COLOR_BGR2RGB))" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [], + "source": [ + "def face_orientation(frame, landmarks):\n", + " \n", + " size = frame.shape #(height, width, color_channel)\n", + " \n", + " image_points = np.array([\n", + " (landmarks[4], landmarks[5]), # Nose tip\n", + " (landmarks[10], landmarks[11]), # Chin\n", + " (landmarks[0], landmarks[1]), # Left eye left corner\n", + " (landmarks[2], landmarks[3]), # Right eye right corne\n", + " (landmarks[6], landmarks[7]), # Left Mouth corner\n", + " (landmarks[8], landmarks[9]) # Right mouth corner\n", + " ], dtype=\"double\")\n", + "\n", + " model_points = np.array([\n", + " (0.0, 0.0, 0.0), # Nose tip\n", + " (0.0, -330.0, -65.0), # Chin\n", + " (-165.0, 170.0, -135.0), # Left eye left corner\n", + " (165.0, 170.0, -135.0), # Right eye right corne\n", + " (-150.0, -150.0, -125.0), # Left Mouth corner\n", + " (150.0, -150.0, -125.0) # Right mouth corner \n", + " ])\n", + "\n", + " # Camera internals\n", + "\n", + " center = (size[1]/2, size[0]/2)\n", + " focal_length = center[0] / np.tan(60/2 * np.pi / 180)\n", + " camera_matrix = np.array(\n", + " [[focal_length, 0, center[0]],\n", + " [0, focal_length, center[1]],\n", + " [0, 0, 1]], dtype = \"double\"\n", + " )\n", + "\n", + " dist_coeffs = np.zeros((4,1)) # Assuming no lens distortion\n", + " (success, rotation_vector, translation_vector) = cv2.solvePnP(model_points, image_points, camera_matrix, dist_coeffs, flags=cv2.CV_ITERATIVE)\n", + "\n", + "\n", + " axis = np.float32([[500,0,0], \n", + " [0,500,0], \n", + " [0,0,500]])\n", + "\n", + " imgpts, jac = cv2.projectPoints(axis, rotation_vector, translation_vector, camera_matrix, dist_coeffs)\n", + " modelpts, jac2 = cv2.projectPoints(model_points, rotation_vector, translation_vector, camera_matrix, dist_coeffs)\n", + " rvec_matrix = cv2.Rodrigues(rotation_vector)[0]\n", + "\n", + " proj_matrix = np.hstack((rvec_matrix, translation_vector))\n", + " eulerAngles = cv2.decomposeProjectionMatrix(proj_matrix)[6] \n", + "\n", + "\n", + " pitch, yaw, roll = [math.radians(_) for _ in eulerAngles]\n", + "\n", + "\n", + " pitch = math.degrees(math.asin(math.sin(pitch)))\n", + " roll = -math.degrees(math.asin(math.sin(roll)))\n", + " yaw = math.degrees(math.asin(math.sin(yaw)))\n", + "\n", + " return imgpts, modelpts, (str(int(roll)), str(int(pitch)), str(int(yaw))), (landmarks[4], landmarks[5])\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "pointgs are in \n", + "```\n", + "[image_path, left_eyes_x, left_eyes_y, right_eyes_x, right_eyes_y, nose_x, nose_y, left_mouth_x, left_mouth_y, right_mouth_x, right_mouth_y, chin_x, chin_y]\n", + "```" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'left_eye': (101, 115),\n", + " 'mouth_left': (109, 157),\n", + " 'mouth_right': (144, 155),\n", + " 'nose': (119, 140),\n", + " 'right_eye': (144, 112)}" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dets_mtcnn[0]['landmarks']" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax (<ipython-input-121-3791c0ea7689>, line 1)", + "output_type": "error", + "traceback": [ + "\u001b[0;36m File \u001b[0;32m\"<ipython-input-121-3791c0ea7689>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m landmarks = dets_mtcnn[]\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m invalid syntax\n" + ] + } + ], + "source": [ + "landmarks = dets_mtcnn[]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "print img_path\n", + " imgpts, modelpts, rotate_degree, nose = face_orientation(frame, landmarks)\n", + "\n", + " cv2.line(frame, nose, tuple(imgpts[1].ravel()), (0,255,0), 3) #GREEN\n", + " cv2.line(frame, nose, tuple(imgpts[0].ravel()), (255,0,), 3) #BLUE\n", + " cv2.line(frame, nose, tuple(imgpts[2].ravel()), (0,0,255), 3) #RED\n", + "\n", + " remapping = [2,3,0,4,5,1]\n", + " for index in range(len(landmarks)/2):\n", + " random_color = tuple(np.random.random_integers(0,255,size=3))\n", + "\n", + " cv2.circle(frame, (landmarks[index*2], landmarks[index*2+1]), 5, random_color, -1) \n", + " cv2.circle(frame, tuple(modelpts[remapping[index]].ravel().astype(int)), 2, random_color, -1) \n", + "\n", + "\n", + "# cv2.putText(frame, rotate_degree[0]+' '+rotate_degree[1]+' '+rotate_degree[2], (10, 30),\n", + "# cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0),\n", + "# thickness=2, lineType=2)\n", + "\n", + " for j in xrange(len(rotate_degree)):\n", + " cv2.putText(frame, ('{:05.2f}').format(float(rotate_degree[j])), (10, 30 + (50 * j)), cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), thickness=2, lineType=2)\n", + "\n", + " cv2.imwrite('test2/'+img_path.split('/')[1], frame)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "a = '/data_store/'\n", + "from pathlib import Path\n", + "b = Path(a)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "b.is_dir()\n", + "help(Path.mkdir)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "b.is_file()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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 +} diff --git a/megapixels/notebooks/face_analysis/06_face_pose_dlib_refine.ipynb b/megapixels/notebooks/face_analysis/06_face_pose_dlib_refine.ipynb new file mode 100644 index 00000000..fad6769d --- /dev/null +++ b/megapixels/notebooks/face_analysis/06_face_pose_dlib_refine.ipynb @@ -0,0 +1,403 @@ +{ + "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": 4, + "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": 5, + "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": 6, + "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": 7, + "metadata": {}, + "outputs": [], + "source": [ + "fp_im = join(dir_im, 'AJ_Lamas/AJ_Lamas_0001.jpg')\n", + "fp_im = '/data_store_ssd/apps/megapixels/datasets/vgg_face2/raw/train/n004034/0194_01.jpg'" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/data_store_ssd/apps/megapixels/datasets/vgg_face2/raw/train/n004034/0194_01.jpg\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "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": 12, + "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", + "face = 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": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "pitch: -0.43544687807480204, roll: 3.6990710673785228, yaw: -5.206583259373987\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": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f6ece486160>" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "<Figure size 432x288 with 1 Axes>" + ] + }, + "metadata": {}, + "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": 15, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "files = ['rois_cvdnn_400.csv', 'rois_dlib_cnn_400_p1.csv', 'rois_dlib_hog_400_p1.csv', 'rois_mtcnn_400.csv']\n", + "dir_metadata = '/data_store/datasets/people/dating_site_jmoll/metadata/'" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "file: rois_cvdnn_400.csv\tfaces: 10169\n", + "file: rois_dlib_cnn_400_p1.csv\tfaces: 6256\n", + "file: rois_dlib_hog_400_p1.csv\tfaces: 3082\n", + "file: rois_mtcnn_400.csv\tfaces: 5189\n" + ] + } + ], + "source": [ + "for fname in files:\n", + " fp_rois = join(dir_metadata, fname)\n", + " df_rois = pd.read_csv(fp_rois)\n", + " print(f'file: {fname}\\tfaces: {len(df_rois)}')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:megapixels]", + "language": "python", + "name": "conda-env-megapixels-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": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/face_analysis/3d_face_plot.ipynb b/megapixels/notebooks/face_analysis/3d_face_plot.ipynb new file mode 100755 index 00000000..537e471b --- /dev/null +++ b/megapixels/notebooks/face_analysis/3d_face_plot.ipynb @@ -0,0 +1,1168 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3D Face Plot\n", + "\n", + "Attenzione visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'face_alignment'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m-------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-1-c83e215f6ccb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 16\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mrandom\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mrandint\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0msys\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/work/megapixels_dev/3rdparty/face-alignment'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m \u001b[0;32mimport\u001b[0m \u001b[0mface_alignment\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 19\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 20\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mmpl_toolkits\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmplot3d\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mAxes3D\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'face_alignment'" + ] + } + ], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "import os\n", + "from os.path import join\n", + "import sys\n", + "import time\n", + "import cv2 as cv\n", + "import numpy as np\n", + "import imutils\n", + "import matplotlib.animation\n", + "%matplotlib notebook\n", + "from glob import glob\n", + "from matplotlib import cbook\n", + "from matplotlib import cm\n", + "from matplotlib.colors import LightSource\n", + "from random import randint\n", + "sys.path.append('/work/megapixels_dev/3rdparty/face-alignment')\n", + "import face_alignment\n", + "import numpy as np\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "import mpl_toolkits.mplot3d.axes3d as p3\n", + "from matplotlib import animation\n", + "import random\n", + "from skimage import io" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [], + "source": [ + "# Generate random hex colors\n", + "def rhex():\n", + " r = lambda: random.randint(0,255)\n", + " return '#%02X%02X%02X' % (r(), r(), r())" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "# init 3d face\n", + "# Run the 3D face alignment on a test image, without CUDA.\n", + "fa = face_alignment.FaceAlignment(face_alignment.LandmarksType._3D, \n", + " enable_cuda=True, flip_input=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "80\n" + ] + } + ], + "source": [ + "data_bodega = '../data_bodega/'\n", + "fp = join(data_bodega,'images/msceleb/**/*.jpg')\n", + "face_files = glob(fp,recursive=True)\n", + "face_files = [f for f in face_files if os.path.basename(f) == '0-FaceId-0.jpg']\n", + "print(len(face_files))" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "../data_bodega/images/msceleb/m.0k014/0-FaceId-0.jpg\n" + ] + } + ], + "source": [ + "fp_face = face_files[randint(0,len(face_files)-1)]\n", + "im = io.imread(fp_face)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "preds = fa.get_landmarks(im)[-1]" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(31.0, 256.0) (97.0, 293.0) (-101.42858, 71.526764)\n" + ] + } + ], + "source": [ + "xmm = (np.min(preds[:,0]),np.max(preds[:,0]))\n", + "ymm = (np.min(preds[:,1]),np.max(preds[:,1]))\n", + "zmm = (np.min(preds[:,2]),np.max(preds[:,2]))\n", + "print(xmm,ymm,zmm)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "# # draw person\n", + "# fig = plt.figure(figsize=plt.figaspect(.5))\n", + "# ax = fig.add_subplot(1, 2, 1)\n", + "# ax.imshow(im)\n", + "# ax.plot(preds[0:17,0],preds[0:17,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[17:22,0],preds[17:22,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[22:27,0],preds[22:27,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[27:31,0],preds[27:31,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[31:36,0],preds[31:36,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[36:42,0],preds[36:42,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[42:48,0],preds[42:48,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[48:60,0],preds[48:60,1],marker='o',markersize=6,linestyle='-',color='w',lw=2)\n", + "# ax.plot(preds[60:68,0],preds[60:68,1],marker='o',markersize=6,linestyle='-',color='w',lw=2) \n", + "# ax.axis('off')\n", + "# plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "preds_orig = preds.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "xmm_sc = (1.2*np.min(preds[:,0]),1.2*np.max(preds_orig[:,0]))\n", + "xmm = (np.min(preds_orig[:,0]),np.max(preds_orig[:,0]))\n", + "ymm = (np.min(preds_orig[:,1]),np.max(preds_orig[:,1]))\n", + "zmm = (np.min(preds_orig[:,2]),np.max(preds_orig[:,2]))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "#$preds = np.array( [p[0]-xmm[0], p[1]-ymm[1], p[2]-zmm[0]] for p in preds_orig)\n", + "preds = np.zeros_like(preds_orig).astype(np.uint8)\n", + "for i,p in enumerate(preds_orig):\n", + " x,y,z = p\n", + " preds[i] = np.array([x - xmm[0], y - ymm[0], z - zmm[0]])\n", + " preds[i] = np.array([x - xmm[0], z - zmm[0], y - ymm[0]])\n", + " #preds[i] = np.array([x - xmm[0], abs((z - zmm[0])+zmm[0]), y - ymm[0]])\n", + " \n", + "#preds = np.rot90(preds,2,axes=(0,1))" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support.' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('<div/>');\n", + " this._root_extra_style(this.root)\n", + " this.root.attr('style', 'display: inline-block');\n", + "\n", + " $(parent_element).append(this.root);\n", + "\n", + " this._init_header(this);\n", + " this._init_canvas(this);\n", + " this._init_toolbar(this);\n", + "\n", + " var fig = this;\n", + "\n", + " this.waiting = false;\n", + "\n", + " this.ws.onopen = function () {\n", + " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", + " fig.send_message(\"send_image_mode\", {});\n", + " if (mpl.ratio != 1) {\n", + " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", + " }\n", + " fig.send_message(\"refresh\", {});\n", + " }\n", + "\n", + " this.imageObj.onload = function() {\n", + " if (fig.image_mode == 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", + "\n", + " this.imageObj.onunload = function() {\n", + " fig.ws.close();\n", + " }\n", + "\n", + " this.ws.onmessage = this._make_on_message_function(this);\n", + "\n", + " this.ondownload = ondownload;\n", + "}\n", + "\n", + "mpl.figure.prototype._init_header = function() {\n", + " var titlebar = $(\n", + " '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n", + " 'ui-helper-clearfix\"/>');\n", + " var titletext = $(\n", + " '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n", + " 'text-align: center; padding: 3px;\"/>');\n", + " titlebar.append(titletext)\n", + " this.root.append(titlebar);\n", + " this.header = titletext[0];\n", + "}\n", + "\n", + "\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._init_canvas = function() {\n", + " var fig = this;\n", + "\n", + " var canvas_div = $('<div/>');\n", + "\n", + " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", + "\n", + " function canvas_keyboard_event(event) {\n", + " return fig.key_event(event, event['data']);\n", + " }\n", + "\n", + " canvas_div.keydown('key_press', canvas_keyboard_event);\n", + " canvas_div.keyup('key_release', canvas_keyboard_event);\n", + " this.canvas_div = canvas_div\n", + " this._canvas_extra_style(canvas_div)\n", + " this.root.append(canvas_div);\n", + "\n", + " var canvas = $('<canvas/>');\n", + " canvas.addClass('mpl-canvas');\n", + " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", + "\n", + " this.canvas = canvas[0];\n", + " this.context = canvas[0].getContext(\"2d\");\n", + "\n", + " var backingStore = this.context.backingStorePixelRatio ||\n", + "\tthis.context.webkitBackingStorePixelRatio ||\n", + "\tthis.context.mozBackingStorePixelRatio ||\n", + "\tthis.context.msBackingStorePixelRatio ||\n", + "\tthis.context.oBackingStorePixelRatio ||\n", + "\tthis.context.backingStorePixelRatio || 1;\n", + "\n", + " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", + "\n", + " var rubberband = $('<canvas/>');\n", + " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", + "\n", + " var pass_mouse_events = true;\n", + "\n", + " canvas_div.resizable({\n", + " start: function(event, ui) {\n", + " pass_mouse_events = false;\n", + " },\n", + " resize: function(event, ui) {\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " stop: function(event, ui) {\n", + " pass_mouse_events = true;\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " });\n", + "\n", + " function mouse_event_fn(event) {\n", + " if (pass_mouse_events)\n", + " return fig.mouse_event(event, event['data']);\n", + " }\n", + "\n", + " rubberband.mousedown('button_press', mouse_event_fn);\n", + " rubberband.mouseup('button_release', mouse_event_fn);\n", + " // Throttle sequential mouse events to 1 every 20ms.\n", + " rubberband.mousemove('motion_notify', mouse_event_fn);\n", + "\n", + " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", + " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", + "\n", + " canvas_div.on(\"wheel\", function (event) {\n", + " event = event.originalEvent;\n", + " event['data'] = 'scroll'\n", + " if (event.deltaY < 0) {\n", + " event.step = 1;\n", + " } else {\n", + " event.step = -1;\n", + " }\n", + " mouse_event_fn(event);\n", + " });\n", + "\n", + " canvas_div.append(canvas);\n", + " canvas_div.append(rubberband);\n", + "\n", + " this.rubberband = rubberband;\n", + " this.rubberband_canvas = rubberband[0];\n", + " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", + " this.rubberband_context.strokeStyle = \"#000000\";\n", + "\n", + " this._resize_canvas = function(width, height) {\n", + " // Keep the size of the canvas, canvas container, and rubber band\n", + " // canvas in synch.\n", + " canvas_div.css('width', width)\n", + " canvas_div.css('height', height)\n", + "\n", + " canvas.attr('width', width * mpl.ratio);\n", + " canvas.attr('height', height * mpl.ratio);\n", + " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", + "\n", + " rubberband.attr('width', width);\n", + " rubberband.attr('height', height);\n", + " }\n", + "\n", + " // Set the figure to an initial 600x600px, this will subsequently be updated\n", + " // upon first draw.\n", + " this._resize_canvas(600, 600);\n", + "\n", + " // Disable right mouse context menu.\n", + " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", + " return false;\n", + " });\n", + "\n", + " function set_focus () {\n", + " canvas.focus();\n", + " canvas_div.focus();\n", + " }\n", + "\n", + " window.setTimeout(set_focus, 100);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>')\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items) {\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) {\n", + " // put a spacer in here.\n", + " continue;\n", + " }\n", + " var button = $('<button/>');\n", + " button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n", + " 'ui-button-icon-only');\n", + " button.attr('role', 'button');\n", + " button.attr('aria-disabled', 'false');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + "\n", + " var icon_img = $('<span/>');\n", + " icon_img.addClass('ui-button-icon-primary ui-icon');\n", + " icon_img.addClass(image);\n", + " icon_img.addClass('ui-corner-all');\n", + "\n", + " var tooltip_span = $('<span/>');\n", + " tooltip_span.addClass('ui-button-text');\n", + " tooltip_span.html(tooltip);\n", + "\n", + " button.append(icon_img);\n", + " button.append(tooltip_span);\n", + "\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " var fmt_picker_span = $('<span/>');\n", + "\n", + " var fmt_picker = $('<select/>');\n", + " fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n", + " fmt_picker_span.append(fmt_picker);\n", + " nav_element.append(fmt_picker_span);\n", + " this.format_dropdown = fmt_picker[0];\n", + "\n", + " for (var ind in mpl.extensions) {\n", + " var fmt = mpl.extensions[ind];\n", + " var option = $(\n", + " '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n", + " fmt_picker.append(option)\n", + " }\n", + "\n", + " // Add hover states to the ui-buttons\n", + " $( \".ui-button\" ).hover(\n", + " function() { $(this).addClass(\"ui-state-hover\");},\n", + " function() { $(this).removeClass(\"ui-state-hover\");}\n", + " );\n", + "\n", + " var status_bar = $('<span class=\"mpl-message\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "}\n", + "\n", + "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n", + " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", + " // which will in turn request a refresh of the image.\n", + " this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n", + "}\n", + "\n", + "mpl.figure.prototype.send_message = function(type, properties) {\n", + " properties['type'] = type;\n", + " properties['figure_id'] = this.id;\n", + " this.ws.send(JSON.stringify(properties));\n", + "}\n", + "\n", + "mpl.figure.prototype.send_draw_message = function() {\n", + " if (!this.waiting) {\n", + " this.waiting = true;\n", + " this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n", + " }\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " var format_dropdown = fig.format_dropdown;\n", + " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", + " fig.ondownload(fig, format);\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_resize = function(fig, msg) {\n", + " var size = msg['size'];\n", + " if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n", + " fig._resize_canvas(size[0], size[1]);\n", + " fig.send_message(\"refresh\", {});\n", + " };\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n", + " var x0 = msg['x0'] / mpl.ratio;\n", + " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n", + " var x1 = msg['x1'] / mpl.ratio;\n", + " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n", + " x0 = Math.floor(x0) + 0.5;\n", + " y0 = Math.floor(y0) + 0.5;\n", + " x1 = Math.floor(x1) + 0.5;\n", + " y1 = Math.floor(y1) + 0.5;\n", + " var min_x = Math.min(x0, x1);\n", + " var min_y = Math.min(y0, y1);\n", + " var width = Math.abs(x1 - x0);\n", + " var height = Math.abs(y1 - y0);\n", + "\n", + " fig.rubberband_context.clearRect(\n", + " 0, 0, fig.canvas.width, fig.canvas.height);\n", + "\n", + " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n", + " // Updates the figure title.\n", + " fig.header.textContent = msg['label'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n", + " var cursor = msg['cursor'];\n", + " switch(cursor)\n", + " {\n", + " case 0:\n", + " cursor = 'pointer';\n", + " break;\n", + " case 1:\n", + " cursor = 'default';\n", + " break;\n", + " case 2:\n", + " cursor = 'crosshair';\n", + " break;\n", + " case 3:\n", + " cursor = 'move';\n", + " break;\n", + " }\n", + " fig.rubberband_canvas.style.cursor = cursor;\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_message = function(fig, msg) {\n", + " fig.message.textContent = msg['message'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_draw = function(fig, msg) {\n", + " // Request the server to send over a new figure.\n", + " fig.send_draw_message();\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n", + " fig.image_mode = msg['mode'];\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Called whenever the canvas gets updated.\n", + " this.send_message(\"ack\", {});\n", + "}\n", + "\n", + "// A function to construct a web socket function for onmessage handling.\n", + "// Called in the figure constructor.\n", + "mpl.figure.prototype._make_on_message_function = function(fig) {\n", + " return function socket_on_message(evt) {\n", + " if (evt.data instanceof Blob) {\n", + " /* FIXME: We get \"Resource interpreted as Image but\n", + " * transferred with MIME type text/plain:\" errors on\n", + " * Chrome. But how to set the MIME type? It doesn't seem\n", + " * to be part of the websocket stream */\n", + " evt.data.type = \"image/png\";\n", + "\n", + " /* Free the memory for the previous frames */\n", + " if (fig.imageObj.src) {\n", + " (window.URL || window.webkitURL).revokeObjectURL(\n", + " fig.imageObj.src);\n", + " }\n", + "\n", + " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", + " evt.data);\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n", + " fig.imageObj.src = evt.data;\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + "\n", + " var msg = JSON.parse(evt.data);\n", + " var msg_type = msg['type'];\n", + "\n", + " // Call the \"handle_{type}\" callback, which takes\n", + " // the figure and JSON message as its only arguments.\n", + " try {\n", + " var callback = fig[\"handle_\" + msg_type];\n", + " } catch (e) {\n", + " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n", + " return;\n", + " }\n", + "\n", + " if (callback) {\n", + " try {\n", + " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", + " callback(fig, msg);\n", + " } catch (e) {\n", + " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n", + " }\n", + " }\n", + " };\n", + "}\n", + "\n", + "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n", + "mpl.findpos = function(e) {\n", + " //this section is from http://www.quirksmode.org/js/events_properties.html\n", + " var targ;\n", + " if (!e)\n", + " e = window.event;\n", + " if (e.target)\n", + " targ = e.target;\n", + " else if (e.srcElement)\n", + " targ = e.srcElement;\n", + " if (targ.nodeType == 3) // defeat Safari bug\n", + " targ = targ.parentNode;\n", + "\n", + " // jQuery normalizes the pageX and pageY\n", + " // pageX,Y are the mouse positions relative to the document\n", + " // offset() returns the position of the element relative to the document\n", + " var x = e.pageX - $(targ).offset().left;\n", + " var y = e.pageY - $(targ).offset().top;\n", + "\n", + " return {\"x\": x, \"y\": y};\n", + "};\n", + "\n", + "/*\n", + " * return a copy of an object with only non-object keys\n", + " * we need this to avoid circular references\n", + " * http://stackoverflow.com/a/24161582/3208463\n", + " */\n", + "function simpleKeys (original) {\n", + " return Object.keys(original).reduce(function (obj, key) {\n", + " if (typeof original[key] !== 'object')\n", + " obj[key] = original[key]\n", + " return obj;\n", + " }, {});\n", + "}\n", + "\n", + "mpl.figure.prototype.mouse_event = function(event, name) {\n", + " var canvas_pos = mpl.findpos(event)\n", + "\n", + " if (name === 'button_press')\n", + " {\n", + " this.canvas.focus();\n", + " this.canvas_div.focus();\n", + " }\n", + "\n", + " var x = canvas_pos.x * mpl.ratio;\n", + " var y = canvas_pos.y * mpl.ratio;\n", + "\n", + " this.send_message(name, {x: x, y: y, button: event.button,\n", + " step: event.step,\n", + " guiEvent: simpleKeys(event)});\n", + "\n", + " /* This prevents the web browser from automatically changing to\n", + " * the text insertion cursor when the button is pressed. We want\n", + " * to control all of the cursor setting manually through the\n", + " * 'cursor' event from matplotlib */\n", + " event.preventDefault();\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " // Handle any extra behaviour associated with a key event\n", + "}\n", + "\n", + "mpl.figure.prototype.key_event = function(event, name) {\n", + "\n", + " // Prevent repeat events\n", + " if (name == 'key_press')\n", + " {\n", + " if (event.which === this._key)\n", + " return;\n", + " else\n", + " this._key = event.which;\n", + " }\n", + " if (name == 'key_release')\n", + " this._key = null;\n", + "\n", + " var value = '';\n", + " if (event.ctrlKey && event.which != 17)\n", + " value += \"ctrl+\";\n", + " if (event.altKey && event.which != 18)\n", + " value += \"alt+\";\n", + " if (event.shiftKey && event.which != 16)\n", + " value += \"shift+\";\n", + "\n", + " value += 'k';\n", + " value += event.which.toString();\n", + "\n", + " this._key_event_extra(event, name);\n", + "\n", + " this.send_message(name, {key: value,\n", + " guiEvent: simpleKeys(event)});\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n", + " if (name == 'download') {\n", + " this.handle_save(this, null);\n", + " } else {\n", + " this.send_message(\"toolbar_button\", {name: name});\n", + " }\n", + "};\n", + "\n", + "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n", + " this.message.textContent = tooltip;\n", + "};\n", + "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", + "\n", + "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", + "\n", + "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n", + " // Create a \"websocket\"-like object which calls the given IPython comm\n", + " // object with the appropriate methods. Currently this is a non binary\n", + " // socket, so there is still some room for performance tuning.\n", + " var ws = {};\n", + "\n", + " ws.close = function() {\n", + " comm.close()\n", + " };\n", + " ws.send = function(m) {\n", + " //console.log('sending', m);\n", + " comm.send(m);\n", + " };\n", + " // Register the callback with on_msg.\n", + " comm.on_msg(function(msg) {\n", + " //console.log('receiving', msg['content']['data'], msg);\n", + " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", + " ws.onmessage(msg['content']['data'])\n", + " });\n", + " return ws;\n", + "}\n", + "\n", + "mpl.mpl_figure_comm = function(comm, msg) {\n", + " // This is the function which gets called when the mpl process\n", + " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", + "\n", + " var id = msg.content.data.id;\n", + " // Get hold of the div created by the display call when the Comm\n", + " // socket was opened in Python.\n", + " var element = $(\"#\" + id);\n", + " var ws_proxy = comm_websocket_adapter(comm)\n", + "\n", + " function ondownload(figure, format) {\n", + " window.open(figure.imageObj.src);\n", + " }\n", + "\n", + " var fig = new mpl.figure(id, ws_proxy,\n", + " ondownload,\n", + " element.get(0));\n", + "\n", + " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", + " // web socket which is closed, not our websocket->open comm proxy.\n", + " ws_proxy.onopen();\n", + "\n", + " fig.parent_element = element.get(0);\n", + " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n", + " if (!fig.cell_info) {\n", + " console.error(\"Failed to find cell for figure\", id, fig);\n", + " return;\n", + " }\n", + "\n", + " var output_index = fig.cell_info[2]\n", + " var cell = fig.cell_info[0];\n", + "\n", + "};\n", + "\n", + "mpl.figure.prototype.handle_close = function(fig, msg) {\n", + " var width = fig.canvas.width/mpl.ratio\n", + " fig.root.unbind('remove')\n", + "\n", + " // Update the output cell to use the data from the current canvas.\n", + " fig.push_to_output();\n", + " var dataURL = fig.canvas.toDataURL();\n", + " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", + " // the notebook keyboard shortcuts fail.\n", + " IPython.keyboard_manager.enable()\n", + " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n", + " fig.close_ws(fig, msg);\n", + "}\n", + "\n", + "mpl.figure.prototype.close_ws = function(fig, msg){\n", + " fig.send_message('closing', msg);\n", + " // fig.ws.close()\n", + "}\n", + "\n", + "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n", + " // Turn the data on the canvas into data in the output cell.\n", + " var width = this.canvas.width/mpl.ratio\n", + " var dataURL = this.canvas.toDataURL();\n", + " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Tell IPython that the notebook contents must change.\n", + " IPython.notebook.set_dirty(true);\n", + " this.send_message(\"ack\", {});\n", + " var fig = this;\n", + " // Wait a second, then push the new image to the DOM so\n", + " // that it is saved nicely (might be nice to debounce this).\n", + " setTimeout(function () { fig.push_to_output() }, 1000);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>')\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items){\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) { continue; };\n", + "\n", + " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " // Add the status bar.\n", + " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "\n", + " // Add the close button to the window.\n", + " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n", + " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n", + " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", + " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", + " buttongrp.append(button);\n", + " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", + " titlebar.prepend(buttongrp);\n", + "}\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(el){\n", + " var fig = this\n", + " el.on(\"remove\", function(){\n", + "\tfig.close_ws(fig, {});\n", + " });\n", + "}\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(el){\n", + " // this is important to make the div 'focusable\n", + " el.attr('tabindex', 0)\n", + " // reach out to IPython and tell the keyboard manager to turn it's self\n", + " // off when our div gets focus\n", + "\n", + " // location in version 3\n", + " if (IPython.notebook.keyboard_manager) {\n", + " IPython.notebook.keyboard_manager.register_events(el);\n", + " }\n", + " else {\n", + " // location in version 2\n", + " IPython.keyboard_manager.register_events(el);\n", + " }\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " var manager = IPython.notebook.keyboard_manager;\n", + " if (!manager)\n", + " manager = IPython.keyboard_manager;\n", + "\n", + " // Check for shift+enter\n", + " if (event.shiftKey && event.which == 13) {\n", + " this.canvas_div.blur();\n", + " event.shiftKey = false;\n", + " // Send a \"J\" for go to next cell\n", + " event.which = 74;\n", + " event.keyCode = 74;\n", + " manager.command_mode();\n", + " manager.handle_keydown(event);\n", + " }\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " fig.ondownload(fig, null);\n", + "}\n", + "\n", + "\n", + "mpl.find_output_cell = function(html_output) {\n", + " // Return the cell and output element which can be found *uniquely* in the notebook.\n", + " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", + " // IPython event is triggered only after the cells have been serialised, which for\n", + " // our purposes (turning an active figure into a static one), is too late.\n", + " var cells = IPython.notebook.get_cells();\n", + " var ncells = cells.length;\n", + " for (var i=0; i<ncells; i++) {\n", + " var cell = cells[i];\n", + " if (cell.cell_type === 'code'){\n", + " for (var j=0; j<cell.output_area.outputs.length; j++) {\n", + " var data = cell.output_area.outputs[j];\n", + " if (data.data) {\n", + " // IPython >= 3 moved mimebundle to data attribute of output\n", + " data = data.data;\n", + " }\n", + " if (data['text/html'] == html_output) {\n", + " return [cell, data, j];\n", + " }\n", + " }\n", + " }\n", + " }\n", + "}\n", + "\n", + "// Register the function which deals with the matplotlib target/channel.\n", + "// The kernel may be null if the page has been refreshed.\n", + "if (IPython.notebook.kernel != null) {\n", + " 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width=\"1437.5\">" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(31.0, 256.0) (97.0, 293.0) (-101.42858, 71.526764)\n", + "143.0 195.0 -15.428581237792969\n" + ] + } + ], + "source": [ + "#TODO: Make this nice\n", + "fig = plt.figure(figsize=(16,16),dpi=72)\n", + "ax = fig.add_subplot(111, projection='3d')\n", + "\n", + "preds_scaled = np.array([1.2*x,y,z] for x,y,z in preds)\n", + "\n", + "preds_plot = np.zeros_like(preds)\n", + "for i,p in enumerate(preds):\n", + " x,y,z = p\n", + " preds_plot[i] = np.array([x,y,z])\n", + "\n", + "clr1 = '#00ff00'\n", + "clr2 = '#00ff00'\n", + "\n", + "clr1 = '#ff0000'\n", + "clr2 = '#ff0000'\n", + "\n", + "ax.set_facecolor('black')\n", + "#ax.set_facecolor((1, 0, 0))\n", + "\n", + "ls = LightSource(270, 45)\n", + "# To use a custom hillshading mode, override the built-in shading and pass\n", + "# in the rgb colors of the shaded surface calculated from \"shade\".\n", + "#rgb = ls.shade(preds[:,1], cmap=cm.gist_earth, vert_exag=0.1, blend_mode='soft')\n", + "rh = rhex()\n", + "surf = ax.scatter(preds_plot[:,0]*1.2,preds_plot[:,1],preds_plot[:,2],c=rh, \n", + " alpha=1.0, s=65, edgecolor=rh)\n", + "#facecolors=rgb,linewidth=0, antialiased=False, shade=Fals\n", + "\n", + "\n", + "#surf = ax.plot_surface(x, y, z, rstride=1, cstride=1, facecolors=rgb,\n", + "# linewidth=0, antialiased=False, shade=False)\n", + "\n", + "\n", + "#surf.actor.property.specular = 0.1\n", + "#surf.actor.property.specular_power = 5\n", + "\n", + "lw = 3\n", + "ax.plot3D(preds_plot[:17,0]*1.2,preds_plot[:17,1], preds_plot[:17,2], color=rhex(),linewidth=lw)\n", + "ax.plot3D(preds_plot[17:22,0]*1.2,preds_plot[17:22,1],preds_plot[17:22,2], color=rhex(),linewidth=lw)\n", + "ax.plot3D(preds_plot[22:27,0]*1.2,preds_plot[22:27,1],preds_plot[22:27,2], color=rhex(),linewidth=lw)\n", + "ax.plot3D(preds_plot[27:31,0]*1.2,preds_plot[27:31,1],preds_plot[27:31,2], color=rhex(),linewidth=lw)\n", + "ax.plot3D(preds_plot[31:36,0]*1.2,preds_plot[31:36,1],preds_plot[31:36,2], color=rhex(),linewidth=lw)\n", + "ax.plot3D(preds_plot[36:42,0]*1.2,preds_plot[36:42,1],preds_plot[36:42,2], color=rhex(),linewidth=lw)\n", + "ax.plot3D(preds_plot[42:48,0]*1.2,preds_plot[42:48,1],preds_plot[42:48,2], color=rhex(),linewidth=lw)\n", + "ax.plot3D(preds_plot[48:,0]*1.2,preds_plot[48:,1],preds_plot[48:,2], color=rhex(), linewidth=lw)\n", + "\n", + "\n", + "print(xmm,ymm,zmm)\n", + "# ax.set_xlim3d(left=xmm[0],right=xmm[1])\n", + "# ax.set_ylim3d(bottom=ymm[0],top=ymm[1])\n", + "# ax.set_zlim3d(bottom=zmm[0],top=zmm[1])\n", + "\n", + "cx = ((xmm[0] - xmm[1]) // 2) + xmm[1]\n", + "cy = ((ymm[1] - ymm[0]) // 2) + ymm[0]\n", + "cz = ((zmm[1] - zmm[0]) // 2) + zmm[0]\n", + "print(cx,cy,cz)\n", + "\n", + "xpts = [cx,cx]\n", + "ypts = [cy,cy]\n", + "zpts = [zmm[0],zmm[1]]\n", + "\n", + "#ax.plot3D(xpts,ypts,zpts,color='red')\n", + "\n", + "# need to make this dynamic, sigh\n", + "ax.view_init(elev=120., azim=70.)\n", + "#ax.view_init(elev=90., azim=40.)\n", + "\n", + "margin = 20\n", + "\n", + "#ax.set_xlim(xmm[0] - margin,xmm[1] + margin)\n", + "#ax.set_ylim(ymm[0] - margin,ymm[1] + margin)\n", + "#ax.set_zlim(zmm[0] - margin,zmm[1] + margin)\n", + "\n", + "ax.set_xticks([])\n", + "ax.set_yticks([])\n", + "ax.set_zticks([])\n", + "ax.set_axis_off()\n", + "ax.set_xlabel('x')\n", + "ax.set_ylabel('y')\n", + "ax.set_zlabel('z')\n", + "plt.savefig('test.png', dpi=80)\n", + "plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "../data_bodega/output/m.0k014.gif\n" + ] + } + ], + "source": [ + "fname_out = join(data_bodega,'output', '{}.gif'.format(os.path.basename(os.path.dirname(fp_face))))\n", + "\n", + "phi = np.linspace(0, 2*np.pi,60)\n", + "\n", + "def update(phi):\n", + " ax.view_init(180,phi*180./np.pi)\n", + " #ax.view_init(90,phi*90./np.pi)\n", + " #ax.view_init(elev=90., azim=90.)\n", + "\n", + "ani = matplotlib.animation.FuncAnimation(fig, update, frames=phi)\n", + "ani.save(fname_out, writer='imagemagick', fps=10)\n", + "#plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [default]", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/face_analysis/3d_face_plot_batch.ipynb b/megapixels/notebooks/face_analysis/3d_face_plot_batch.ipynb new file mode 100644 index 00000000..45e309d3 --- /dev/null +++ b/megapixels/notebooks/face_analysis/3d_face_plot_batch.ipynb @@ -0,0 +1,291 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3D Face Plot\n", + "\n", + "Attenzione visualization" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "import os\n", + "from os.path import join\n", + "import sys\n", + "import time\n", + "import cv2 as cv\n", + "import numpy as np\n", + "import imutils\n", + "import matplotlib.animation\n", + "%matplotlib notebook\n", + "from glob import glob\n", + "from matplotlib import cbook\n", + "from matplotlib import cm\n", + "from matplotlib.colors import LightSource\n", + "from random import randint\n", + "sys.path.append('/megapixels/3rdparty/face-alignment')\n", + "import face_alignment\n", + "import numpy as np\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "import mpl_toolkits.mplot3d.axes3d as p3\n", + "from matplotlib import animation\n", + "import random\n", + "from skimage import io\n", + "from tqdm import tqdm_notebook as tqdm\n", + "from IPython.display import clear_output\n", + "from pathlib import Path\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Generate random hex colors\n", + "def rhex():\n", + " r = lambda: random.randint(0,255)\n", + " return '#%02X%02X%02X' % (r(), r(), r())" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Downloading the Face Alignment Network(FAN). Please wait...\n", + "Downloading the Face Alignment depth Network (FAN-D). Please wait...\n" + ] + } + ], + "source": [ + "# init 3d face\n", + "# Run the 3D face alignment on a test image, without CUDA.\n", + "fa = face_alignment.FaceAlignment(face_alignment.LandmarksType._3D, \n", + " enable_cuda=True, flip_input=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100\n" + ] + } + ], + "source": [ + "data_bodega = '/megapixels/data_bodega/'\n", + "fp = join(data_bodega,'images/senators/*.jpg')\n", + "face_files = glob(fp,recursive=True)\n", + "print(len(face_files))" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_3d_face(fpath,output_dir):\n", + " # load image\n", + " im = io.imread(fpath)\n", + " \n", + " # generate 3d predictions\n", + " preds = fa.get_landmarks(im)\n", + " if preds is None:\n", + " return\n", + " preds = preds[-1]\n", + " \n", + " # plot style\n", + " num_frames = 60\n", + " lw = 2 # line weight\n", + " bg_color = '#%02x%02x%02x' % (60,59,110)\n", + " mark_clr = '#%02x%02x%02x' % (255,255,255) \n", + " mark_type='$\\star$'\n", + " mark_size = 20\n", + " print(bg_color)\n", + " \n", + " dpi = 72\n", + " figsize = (16,16)\n", + " \n", + " # center x,y,z\n", + " xmm = (np.min(preds[:,0]),np.max(preds[:,0]))\n", + " ymm = (np.min(preds[:,1]),np.max(preds[:,1]))\n", + " zmm = (np.min(preds[:,2]),np.max(preds[:,2]))\n", + " \n", + " preds_orig = preds.copy()\n", + " xmm_sc = (1.2*np.min(preds[:,0]),1.2*np.max(preds_orig[:,0]))\n", + " xmm = (np.min(preds_orig[:,0]),np.max(preds_orig[:,0]))\n", + " ymm = (np.min(preds_orig[:,1]),np.max(preds_orig[:,1]))\n", + " zmm = (np.min(preds_orig[:,2]),np.max(preds_orig[:,2]))\n", + " \n", + " # swap the y and z components to improve 3d rotation angles\n", + " preds = np.zeros_like(preds_orig).astype(np.uint8)\n", + " for i,p in enumerate(preds_orig):\n", + " x,y,z = p\n", + " #preds[i] = np.array([x - xmm[0], y - ymm[0], z - zmm[0]]) # ?\n", + " preds[i] = np.array([x - xmm[0], z - zmm[0], y - ymm[0]])\n", + " \n", + " # Create plot\n", + " fig = plt.figure(figsize=figsize,dpi=dpi)\n", + " fig.tight_layout()\n", + " ax = fig.add_subplot(111, projection='3d')\n", + " ax.set_facecolor(bg_color) # background color\n", + " \n", + " preds_plot = np.zeros_like(preds)\n", + " for i,p in enumerate(preds):\n", + " x,y,z = p\n", + " preds_plot[i] = np.array([x,y,z])\n", + "\n", + " \n", + " # scatter plot the dots\n", + " ax.plot3D(preds_plot[:17,0]*1.2,preds_plot[:17,1], preds_plot[:17,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[17:22,0]*1.2,preds_plot[17:22,1],preds_plot[17:22,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[22:27,0]*1.2,preds_plot[22:27,1],preds_plot[22:27,2], \n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[27:31,0]*1.2,preds_plot[27:31,1],preds_plot[27:31,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[31:36,0]*1.2,preds_plot[31:36,1],preds_plot[31:36,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[36:42,0]*1.2,preds_plot[36:42,1],preds_plot[36:42,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[42:48,0]*1.2,preds_plot[42:48,1],preds_plot[42:48,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[48:,0]*1.2,preds_plot[48:,1],preds_plot[48:,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr, linewidth=lw)\n", + "\n", + " \n", + " rh = '#ffffff'\n", + " ax.scatter(preds_plot[:,0]*1.2,preds_plot[:,1],preds_plot[:,2],c=rh, alpha=1.0, s=35, edgecolor=rh)\n", + " \n", + " # center points\n", + " cx = ((xmm[0] - xmm[1]) // 2) + xmm[1]\n", + " cy = ((ymm[1] - ymm[0]) // 2) + ymm[0]\n", + " cz = ((zmm[1] - zmm[0]) // 2) + zmm[0]\n", + "\n", + " #xpts = [cx,cx]\n", + " #ypts = [cy,cy]\n", + " #zpts = [zmm[0],zmm[1]]\n", + "\n", + " ax.view_init(elev=120., azim=70.)\n", + " \n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " ax.set_zticks([])\n", + " ax.set_axis_off()\n", + " ax.set_xlabel('x')\n", + " ax.set_ylabel('y')\n", + " ax.set_zlabel('z')\n", + "\n", + " # write animation to disk\n", + " fname_out = join(output_dir, '{}.gif'.format(Path(fpath).stem))\n", + " print(fname_out)\n", + " # rotation increments\n", + " phi = np.linspace(0, 2*np.pi, num_frames)\n", + "\n", + " def update(phi):\n", + " ax.view_init(180,phi*180./np.pi)\n", + " \n", + " ani = matplotlib.animation.FuncAnimation(fig, update, frames=phi)\n", + " ani.save(fname_out, writer='imagemagick', fps=10)\n", + " #del ani" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "output_dir = join(data_bodega,'output','senators_3d_points')" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "for f in tqdm(face_files):\n", + " generate_3d_face(f,output_dir)\n", + " clear_output()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "cv.L" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:megapixels]", + "language": "python", + "name": "conda-env-megapixels-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": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/face_analysis/3d_face_plot_batch_frames.ipynb b/megapixels/notebooks/face_analysis/3d_face_plot_batch_frames.ipynb new file mode 100644 index 00000000..6ade79dc --- /dev/null +++ b/megapixels/notebooks/face_analysis/3d_face_plot_batch_frames.ipynb @@ -0,0 +1,2055 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# 3D Face Plot\n", + "\n", + "Process faces for Georgetown Color of Surveillance" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2\n", + "import os\n", + "from os.path import join\n", + "import sys\n", + "import time\n", + "import cv2 as cv\n", + "import numpy as np\n", + "import imutils\n", + "import matplotlib.animation\n", + "%matplotlib notebook\n", + "from glob import glob\n", + "from matplotlib import cbook\n", + "from matplotlib import cm\n", + "from matplotlib.colors import LightSource\n", + "from random import randint\n", + "sys.path.append('/megapixels/3rdparty/face-alignment')\n", + "import face_alignment\n", + "import numpy as np\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "import mpl_toolkits.mplot3d.axes3d as p3\n", + "from matplotlib import animation\n", + "import random\n", + "from skimage import io\n", + "from tqdm import tqdm_notebook as tqdm\n", + "from IPython.display import clear_output\n", + "from pathlib import Path\n" + ] + }, + { + "cell_type": "code", + "execution_count": 129, + "metadata": {}, + "outputs": [], + "source": [ + "# init 3d face\n", + "# Run the 3D face alignment on a test image, without CUDA.\n", + "fa = face_alignment.FaceAlignment(face_alignment.LandmarksType._3D, \n", + " enable_cuda=True, flip_input=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "100\n" + ] + } + ], + "source": [ + "data_bodega = '/megapixels/data_bodega/'\n", + "fp = join(data_bodega,'images/senators/*.jpg')\n", + "face_files = glob(fp,recursive=True)\n", + "print(len(face_files))" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [], + "source": [ + "\n", + "def ensure_dir(d):\n", + " \"\"\"Create directory if not exist\n", + " :param d: path to directory\n", + " \"\"\"\n", + " if not os.path.exists(d):\n", + " os.makedirs(d, exist_ok=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [], + "source": [ + "def generate_3d_face(fpath,output_dir,anim=False,ext='png'):\n", + " # load image\n", + " im = io.imread(fpath)\n", + " \n", + " # generate 3d predictions\n", + " preds = fa.get_landmarks(im)\n", + " if preds is None:\n", + " return\n", + " preds = preds[-1]\n", + " \n", + " # plot style\n", + " num_frames = 60\n", + " lw = 2 # line weight\n", + " bg_color = '#%02x%02x%02x' % (60,59,110)\n", + " mark_clr = '#%02x%02x%02x' % (255,255,255)\n", + " mark_clr = '#%02x%02x%02x' % (0,255,0)\n", + " #mark_type='$\\star$'\n", + " #mark_size = 20\n", + " mark_type='o'\n", + " mark_size = 10\n", + " rh = '#ffffff'\n", + " dpi = 72\n", + " figsize = (16,16)\n", + " \n", + " # center x,y,z\n", + " xmm = (np.min(preds[:,0]),np.max(preds[:,0]))\n", + " ymm = (np.min(preds[:,1]),np.max(preds[:,1]))\n", + " zmm = (np.min(preds[:,2]),np.max(preds[:,2]))\n", + " \n", + " preds_orig = preds.copy()\n", + " xmm_sc = (1.2*np.min(preds[:,0]),1.2*np.max(preds_orig[:,0]))\n", + " xmm = (np.min(preds_orig[:,0]),np.max(preds_orig[:,0]))\n", + " ymm = (np.min(preds_orig[:,1]),np.max(preds_orig[:,1]))\n", + " zmm = (np.min(preds_orig[:,2]),np.max(preds_orig[:,2]))\n", + " \n", + " # swap the y and z components to improve 3d rotation angles\n", + " preds = np.zeros_like(preds_orig).astype(np.uint8)\n", + " for i,p in enumerate(preds_orig):\n", + " x,y,z = p\n", + " #preds[i] = np.array([x - xmm[0], y - ymm[0], z - zmm[0]]) # ?\n", + " preds[i] = np.array([x - xmm[0], z - zmm[0], y - ymm[0]])\n", + " \n", + " # Create plot\n", + " fig = plt.figure(figsize=figsize,dpi=dpi)\n", + " fig.tight_layout()\n", + " ax = fig.add_subplot(111, projection='3d')\n", + " ax.set_facecolor(bg_color) # background color\n", + " \n", + " preds_plot = np.zeros_like(preds)\n", + " for i,p in enumerate(preds):\n", + " x,y,z = p\n", + " preds_plot[i] = np.array([x,y,z])\n", + "\n", + " \n", + " # scatter plot the dots\n", + " ax.plot3D(preds_plot[:17,0]*1.2,preds_plot[:17,1], preds_plot[:17,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[17:22,0]*1.2,preds_plot[17:22,1],preds_plot[17:22,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[22:27,0]*1.2,preds_plot[22:27,1],preds_plot[22:27,2], \n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[27:31,0]*1.2,preds_plot[27:31,1],preds_plot[27:31,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[31:36,0]*1.2,preds_plot[31:36,1],preds_plot[31:36,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[36:42,0]*1.2,preds_plot[36:42,1],preds_plot[36:42,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[42:48,0]*1.2,preds_plot[42:48,1],preds_plot[42:48,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr,linewidth=lw)\n", + " ax.plot3D(preds_plot[48:,0]*1.2,preds_plot[48:,1],preds_plot[48:,2],\n", + " marker=mark_type,markersize=mark_size,color=mark_clr, linewidth=lw)\n", + "\n", + " \n", + " ax.scatter(preds_plot[:,0]*1.2,preds_plot[:,1],preds_plot[:,2],c=rh, alpha=1.0, s=35, edgecolor=rh)\n", + " \n", + " # center points\n", + " cx = ((xmm[0] - xmm[1]) // 2) + xmm[1]\n", + " cy = ((ymm[1] - ymm[0]) // 2) + ymm[0]\n", + " cz = ((zmm[1] - zmm[0]) // 2) + zmm[0]\n", + " \n", + " # ?\n", + " ax.view_init(elev=120., azim=70.)\n", + " \n", + " ax.set_xticks([])\n", + " ax.set_yticks([])\n", + " ax.set_zticks([])\n", + " ax.set_axis_off()\n", + " ax.set_xlabel('x')\n", + " ax.set_ylabel('y')\n", + " ax.set_zlabel('z')\n", + "\n", + " \n", + " phis = np.linspace(0, 2*np.pi, num_frames)\n", + " \n", + " if anim:\n", + " def update(phi):\n", + " ax.view_init(180,phi*180./np.pi)\n", + " fname_out = join(output_dir,'{}.gif'.format(Path(fpath).stem))\n", + " ani = matplotlib.animation.FuncAnimation(fig, update, frames=phis)\n", + " ani.save(fname_out, writer='imagemagick', fps=10)\n", + " del ani\n", + " else:\n", + " for i,phi in enumerate(phis):\n", + " # ext (jpg,png,pdf)\n", + " person_name = Path(fpath).stem\n", + " fname_out = join(output_dir,person_name,'{}.{}'.format(str(i).zfill(4), ext))\n", + " ensure_dir(Path(fname_out).parent)\n", + " ax.view_init(180,phi*180./np.pi)\n", + " fig.savefig(fname_out, transparent=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "metadata": {}, + "outputs": [], + "source": [ + "output_dir = join(data_bodega,'output','senators_3d_points_frames')" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support.' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('<div/>');\n", + " this._root_extra_style(this.root)\n", + " this.root.attr('style', 'display: inline-block');\n", + "\n", + " $(parent_element).append(this.root);\n", + "\n", + " this._init_header(this);\n", + " this._init_canvas(this);\n", + " this._init_toolbar(this);\n", + "\n", + " var fig = this;\n", + "\n", + " this.waiting = false;\n", + "\n", + " this.ws.onopen = function () {\n", + " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", + " fig.send_message(\"send_image_mode\", {});\n", + " if (mpl.ratio != 1) {\n", + " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", + " }\n", + " fig.send_message(\"refresh\", {});\n", + " }\n", + "\n", + " this.imageObj.onload = function() {\n", + " if (fig.image_mode == 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", + "\n", + " this.imageObj.onunload = function() {\n", + " fig.ws.close();\n", + " }\n", + "\n", + " this.ws.onmessage = this._make_on_message_function(this);\n", + "\n", + " this.ondownload = ondownload;\n", + "}\n", + "\n", + "mpl.figure.prototype._init_header = function() {\n", + " var titlebar = $(\n", + " '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n", + " 'ui-helper-clearfix\"/>');\n", + " var titletext = $(\n", + " '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n", + " 'text-align: center; padding: 3px;\"/>');\n", + " titlebar.append(titletext)\n", + " this.root.append(titlebar);\n", + " this.header = titletext[0];\n", + "}\n", + "\n", + "\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._init_canvas = function() {\n", + " var fig = this;\n", + "\n", + " var canvas_div = $('<div/>');\n", + "\n", + " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", + "\n", + " function canvas_keyboard_event(event) {\n", + " return fig.key_event(event, event['data']);\n", + " }\n", + "\n", + " canvas_div.keydown('key_press', canvas_keyboard_event);\n", + " canvas_div.keyup('key_release', canvas_keyboard_event);\n", + " this.canvas_div = canvas_div\n", + " this._canvas_extra_style(canvas_div)\n", + " this.root.append(canvas_div);\n", + "\n", + " var canvas = $('<canvas/>');\n", + " canvas.addClass('mpl-canvas');\n", + " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", + "\n", + " this.canvas = canvas[0];\n", + " this.context = canvas[0].getContext(\"2d\");\n", + "\n", + " var backingStore = this.context.backingStorePixelRatio ||\n", + "\tthis.context.webkitBackingStorePixelRatio ||\n", + "\tthis.context.mozBackingStorePixelRatio ||\n", + "\tthis.context.msBackingStorePixelRatio ||\n", + "\tthis.context.oBackingStorePixelRatio ||\n", + "\tthis.context.backingStorePixelRatio || 1;\n", + "\n", + " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", + "\n", + " var rubberband = $('<canvas/>');\n", + " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", + "\n", + " var pass_mouse_events = true;\n", + "\n", + " canvas_div.resizable({\n", + " start: function(event, ui) {\n", + " pass_mouse_events = false;\n", + " },\n", + " resize: function(event, ui) {\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " stop: function(event, ui) {\n", + " pass_mouse_events = true;\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " });\n", + "\n", + " function mouse_event_fn(event) {\n", + " if (pass_mouse_events)\n", + " return fig.mouse_event(event, event['data']);\n", + " }\n", + "\n", + " rubberband.mousedown('button_press', mouse_event_fn);\n", + " rubberband.mouseup('button_release', mouse_event_fn);\n", + " // Throttle sequential mouse events to 1 every 20ms.\n", + " rubberband.mousemove('motion_notify', mouse_event_fn);\n", + "\n", + " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", + " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", + "\n", + " canvas_div.on(\"wheel\", function (event) {\n", + " event = event.originalEvent;\n", + " event['data'] = 'scroll'\n", + " if (event.deltaY < 0) {\n", + " event.step = 1;\n", + " } else {\n", + " event.step = -1;\n", + " }\n", + " mouse_event_fn(event);\n", + " });\n", + "\n", + " canvas_div.append(canvas);\n", + " canvas_div.append(rubberband);\n", + "\n", + " this.rubberband = rubberband;\n", + " this.rubberband_canvas = rubberband[0];\n", + " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", + " this.rubberband_context.strokeStyle = \"#000000\";\n", + "\n", + " this._resize_canvas = function(width, height) {\n", + " // Keep the size of the canvas, canvas container, and rubber band\n", + " // canvas in synch.\n", + " canvas_div.css('width', width)\n", + " canvas_div.css('height', height)\n", + "\n", + " canvas.attr('width', width * mpl.ratio);\n", + " canvas.attr('height', height * mpl.ratio);\n", + " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", + "\n", + " rubberband.attr('width', width);\n", + " rubberband.attr('height', height);\n", + " }\n", + "\n", + " // Set the figure to an initial 600x600px, this will subsequently be updated\n", + " // upon first draw.\n", + " this._resize_canvas(600, 600);\n", + "\n", + " // Disable right mouse context menu.\n", + " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", + " return false;\n", + " });\n", + "\n", + " function set_focus () {\n", + " canvas.focus();\n", + " canvas_div.focus();\n", + " }\n", + "\n", + " window.setTimeout(set_focus, 100);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>')\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items) {\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) {\n", + " // put a spacer in here.\n", + " continue;\n", + " }\n", + " var button = $('<button/>');\n", + " button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n", + " 'ui-button-icon-only');\n", + " button.attr('role', 'button');\n", + " button.attr('aria-disabled', 'false');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + "\n", + " var icon_img = $('<span/>');\n", + " icon_img.addClass('ui-button-icon-primary ui-icon');\n", + " icon_img.addClass(image);\n", + " icon_img.addClass('ui-corner-all');\n", + "\n", + " var tooltip_span = $('<span/>');\n", + " tooltip_span.addClass('ui-button-text');\n", + " tooltip_span.html(tooltip);\n", + "\n", + " button.append(icon_img);\n", + " button.append(tooltip_span);\n", + "\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " var fmt_picker_span = $('<span/>');\n", + "\n", + " var fmt_picker = $('<select/>');\n", + " fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n", + " fmt_picker_span.append(fmt_picker);\n", + " nav_element.append(fmt_picker_span);\n", + " this.format_dropdown = fmt_picker[0];\n", + "\n", + " for (var ind in mpl.extensions) {\n", + " var fmt = mpl.extensions[ind];\n", + " var option = $(\n", + " '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n", + " fmt_picker.append(option)\n", + " }\n", + "\n", + " // Add hover states to the ui-buttons\n", + " $( \".ui-button\" ).hover(\n", + " function() { $(this).addClass(\"ui-state-hover\");},\n", + " function() { $(this).removeClass(\"ui-state-hover\");}\n", + " );\n", + "\n", + " var status_bar = $('<span class=\"mpl-message\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "}\n", + "\n", + "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n", + " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", + " // which will in turn request a refresh of the image.\n", + " this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n", + "}\n", + "\n", + "mpl.figure.prototype.send_message = function(type, properties) {\n", + " properties['type'] = type;\n", + " properties['figure_id'] = this.id;\n", + " this.ws.send(JSON.stringify(properties));\n", + "}\n", + "\n", + "mpl.figure.prototype.send_draw_message = function() {\n", + " if (!this.waiting) {\n", + " this.waiting = true;\n", + " this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n", + " }\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " var format_dropdown = fig.format_dropdown;\n", + " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", + " fig.ondownload(fig, format);\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_resize = function(fig, msg) {\n", + " var size = msg['size'];\n", + " if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n", + " fig._resize_canvas(size[0], size[1]);\n", + " fig.send_message(\"refresh\", {});\n", + " };\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n", + " var x0 = msg['x0'] / mpl.ratio;\n", + " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n", + " var x1 = msg['x1'] / mpl.ratio;\n", + " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n", + " x0 = Math.floor(x0) + 0.5;\n", + " y0 = Math.floor(y0) + 0.5;\n", + " x1 = Math.floor(x1) + 0.5;\n", + " y1 = Math.floor(y1) + 0.5;\n", + " var min_x = Math.min(x0, x1);\n", + " var min_y = Math.min(y0, y1);\n", + " var width = Math.abs(x1 - x0);\n", + " var height = Math.abs(y1 - y0);\n", + "\n", + " fig.rubberband_context.clearRect(\n", + " 0, 0, fig.canvas.width, fig.canvas.height);\n", + "\n", + " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n", + " // Updates the figure title.\n", + " fig.header.textContent = msg['label'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n", + " var cursor = msg['cursor'];\n", + " switch(cursor)\n", + " {\n", + " case 0:\n", + " cursor = 'pointer';\n", + " break;\n", + " case 1:\n", + " cursor = 'default';\n", + " break;\n", + " case 2:\n", + " cursor = 'crosshair';\n", + " break;\n", + " case 3:\n", + " cursor = 'move';\n", + " break;\n", + " }\n", + " fig.rubberband_canvas.style.cursor = cursor;\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_message = function(fig, msg) {\n", + " fig.message.textContent = msg['message'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_draw = function(fig, msg) {\n", + " // Request the server to send over a new figure.\n", + " fig.send_draw_message();\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n", + " fig.image_mode = msg['mode'];\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Called whenever the canvas gets updated.\n", + " this.send_message(\"ack\", {});\n", + "}\n", + "\n", + "// A function to construct a web socket function for onmessage handling.\n", + "// Called in the figure constructor.\n", + "mpl.figure.prototype._make_on_message_function = function(fig) {\n", + " return function socket_on_message(evt) {\n", + " if (evt.data instanceof Blob) {\n", + " /* FIXME: We get \"Resource interpreted as Image but\n", + " * transferred with MIME type text/plain:\" errors on\n", + " * Chrome. But how to set the MIME type? It doesn't seem\n", + " * to be part of the websocket stream */\n", + " evt.data.type = \"image/png\";\n", + "\n", + " /* Free the memory for the previous frames */\n", + " if (fig.imageObj.src) {\n", + " (window.URL || window.webkitURL).revokeObjectURL(\n", + " fig.imageObj.src);\n", + " }\n", + "\n", + " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", + " evt.data);\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n", + " fig.imageObj.src = evt.data;\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + "\n", + " var msg = JSON.parse(evt.data);\n", + " var msg_type = msg['type'];\n", + "\n", + " // Call the \"handle_{type}\" callback, which takes\n", + " // the figure and JSON message as its only arguments.\n", + " try {\n", + " var callback = fig[\"handle_\" + msg_type];\n", + " } catch (e) {\n", + " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n", + " return;\n", + " }\n", + "\n", + " if (callback) {\n", + " try {\n", + " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", + " callback(fig, msg);\n", + " } catch (e) {\n", + " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n", + " }\n", + " }\n", + " };\n", + "}\n", + "\n", + "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n", + "mpl.findpos = function(e) {\n", + " //this section is from http://www.quirksmode.org/js/events_properties.html\n", + " var targ;\n", + " if (!e)\n", + " e = window.event;\n", + " if (e.target)\n", + " targ = e.target;\n", + " else if (e.srcElement)\n", + " targ = e.srcElement;\n", + " if (targ.nodeType == 3) // defeat Safari bug\n", + " targ = targ.parentNode;\n", + "\n", + " // jQuery normalizes the pageX and pageY\n", + " // pageX,Y are the mouse positions relative to the document\n", + " // offset() returns the position of the element relative to the document\n", + " var x = e.pageX - $(targ).offset().left;\n", + " var y = e.pageY - $(targ).offset().top;\n", + "\n", + " return {\"x\": x, \"y\": y};\n", + "};\n", + "\n", + "/*\n", + " * return a copy of an object with only non-object keys\n", + " * we need this to avoid circular references\n", + " * http://stackoverflow.com/a/24161582/3208463\n", + " */\n", + "function simpleKeys (original) {\n", + " return Object.keys(original).reduce(function (obj, key) {\n", + " if (typeof original[key] !== 'object')\n", + " obj[key] = original[key]\n", + " return obj;\n", + " }, {});\n", + "}\n", + "\n", + "mpl.figure.prototype.mouse_event = function(event, name) {\n", + " var canvas_pos = mpl.findpos(event)\n", + "\n", + " if (name === 'button_press')\n", + " {\n", + " this.canvas.focus();\n", + " this.canvas_div.focus();\n", + " }\n", + "\n", + " var x = canvas_pos.x * mpl.ratio;\n", + " var y = canvas_pos.y * mpl.ratio;\n", + "\n", + " this.send_message(name, {x: x, y: y, button: event.button,\n", + " step: event.step,\n", + " guiEvent: simpleKeys(event)});\n", + "\n", + " /* This prevents the web browser from automatically changing to\n", + " * the text insertion cursor when the button is pressed. We want\n", + " * to control all of the cursor setting manually through the\n", + " * 'cursor' event from matplotlib */\n", + " event.preventDefault();\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " // Handle any extra behaviour associated with a key event\n", + "}\n", + "\n", + "mpl.figure.prototype.key_event = function(event, name) {\n", + "\n", + " // Prevent repeat events\n", + " if (name == 'key_press')\n", + " {\n", + " if (event.which === this._key)\n", + " return;\n", + " else\n", + " this._key = event.which;\n", + " }\n", + " if (name == 'key_release')\n", + " this._key = null;\n", + "\n", + " var value = '';\n", + " if (event.ctrlKey && event.which != 17)\n", + " value += \"ctrl+\";\n", + " if (event.altKey && event.which != 18)\n", + " value += \"alt+\";\n", + " if (event.shiftKey && event.which != 16)\n", + " value += \"shift+\";\n", + "\n", + " value += 'k';\n", + " value += event.which.toString();\n", + "\n", + " this._key_event_extra(event, name);\n", + "\n", + " this.send_message(name, {key: value,\n", + " guiEvent: simpleKeys(event)});\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n", + " if (name == 'download') {\n", + " this.handle_save(this, null);\n", + " } else {\n", + " this.send_message(\"toolbar_button\", {name: name});\n", + " }\n", + "};\n", + "\n", + "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n", + " this.message.textContent = tooltip;\n", + "};\n", + "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", + "\n", + "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", + "\n", + "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n", + " // Create a \"websocket\"-like object which calls the given IPython comm\n", + " // object with the appropriate methods. Currently this is a non binary\n", + " // socket, so there is still some room for performance tuning.\n", + " var ws = {};\n", + "\n", + " ws.close = function() {\n", + " comm.close()\n", + " };\n", + " ws.send = function(m) {\n", + " //console.log('sending', m);\n", + " comm.send(m);\n", + " };\n", + " // Register the callback with on_msg.\n", + " comm.on_msg(function(msg) {\n", + " //console.log('receiving', msg['content']['data'], msg);\n", + " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", + " ws.onmessage(msg['content']['data'])\n", + " });\n", + " return ws;\n", + "}\n", + "\n", + "mpl.mpl_figure_comm = function(comm, msg) {\n", + " // This is the function which gets called when the mpl process\n", + " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", + "\n", + " var id = msg.content.data.id;\n", + " // Get hold of the div created by the display call when the Comm\n", + " // socket was opened in Python.\n", + " var element = $(\"#\" + id);\n", + " var ws_proxy = comm_websocket_adapter(comm)\n", + "\n", + " function ondownload(figure, format) {\n", + " window.open(figure.imageObj.src);\n", + " }\n", + "\n", + " var fig = new mpl.figure(id, ws_proxy,\n", + " ondownload,\n", + " element.get(0));\n", + "\n", + " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", + " // web socket which is closed, not our websocket->open comm proxy.\n", + " ws_proxy.onopen();\n", + "\n", + " fig.parent_element = element.get(0);\n", + " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n", + " if (!fig.cell_info) {\n", + " console.error(\"Failed to find cell for figure\", id, fig);\n", + " return;\n", + " }\n", + "\n", + " var output_index = fig.cell_info[2]\n", + " var cell = fig.cell_info[0];\n", + "\n", + "};\n", + "\n", + "mpl.figure.prototype.handle_close = function(fig, msg) {\n", + " var width = fig.canvas.width/mpl.ratio\n", + " fig.root.unbind('remove')\n", + "\n", + " // Update the output cell to use the data from the current canvas.\n", + " fig.push_to_output();\n", + " var dataURL = fig.canvas.toDataURL();\n", + " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", + " // the notebook keyboard shortcuts fail.\n", + " IPython.keyboard_manager.enable()\n", + " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n", + " fig.close_ws(fig, msg);\n", + "}\n", + "\n", + "mpl.figure.prototype.close_ws = function(fig, msg){\n", + " fig.send_message('closing', msg);\n", + " // fig.ws.close()\n", + "}\n", + "\n", + "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n", + " // Turn the data on the canvas into data in the output cell.\n", + " var width = this.canvas.width/mpl.ratio\n", + " var dataURL = this.canvas.toDataURL();\n", + " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Tell IPython that the notebook contents must change.\n", + " IPython.notebook.set_dirty(true);\n", + " this.send_message(\"ack\", {});\n", + " var fig = this;\n", + " // Wait a second, then push the new image to the DOM so\n", + " // that it is saved nicely (might be nice to debounce this).\n", + " setTimeout(function () { fig.push_to_output() }, 1000);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>')\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items){\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) { continue; };\n", + "\n", + " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " // Add the status bar.\n", + " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "\n", + " // Add the close button to the window.\n", + " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n", + " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n", + " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", + " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", + " buttongrp.append(button);\n", + " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", + " titlebar.prepend(buttongrp);\n", + "}\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(el){\n", + " var fig = this\n", + " el.on(\"remove\", function(){\n", + "\tfig.close_ws(fig, {});\n", + " });\n", + "}\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(el){\n", + " // this is important to make the div 'focusable\n", + " el.attr('tabindex', 0)\n", + " // reach out to IPython and tell the keyboard manager to turn it's self\n", + " // off when our div gets focus\n", + "\n", + " // location in version 3\n", + " if (IPython.notebook.keyboard_manager) {\n", + " IPython.notebook.keyboard_manager.register_events(el);\n", + " }\n", + " else {\n", + " // location in version 2\n", + " IPython.keyboard_manager.register_events(el);\n", + " }\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " var manager = IPython.notebook.keyboard_manager;\n", + " if (!manager)\n", + " manager = IPython.keyboard_manager;\n", + "\n", + " // Check for shift+enter\n", + " if (event.shiftKey && event.which == 13) {\n", + " this.canvas_div.blur();\n", + " event.shiftKey = false;\n", + " // Send a \"J\" for go to next cell\n", + " event.which = 74;\n", + " event.keyCode = 74;\n", + " manager.command_mode();\n", + " manager.handle_keydown(event);\n", + " }\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " fig.ondownload(fig, null);\n", + "}\n", + "\n", + "\n", + "mpl.find_output_cell = function(html_output) {\n", + " // Return the cell and output element which can be found *uniquely* in the notebook.\n", + " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", + " // IPython event is triggered only after the cells have been serialised, which for\n", + " // our purposes (turning an active figure into a static one), is too late.\n", + " var cells = IPython.notebook.get_cells();\n", + " var ncells = cells.length;\n", + " for (var i=0; i<ncells; i++) {\n", + " var cell = cells[i];\n", + " if (cell.cell_type === 'code'){\n", + " for (var j=0; j<cell.output_area.outputs.length; j++) {\n", + " var data = cell.output_area.outputs[j];\n", + " if (data.data) {\n", + " // IPython >= 3 moved mimebundle to data attribute of output\n", + " data = data.data;\n", + " }\n", + " if (data['text/html'] == html_output) {\n", + " return [cell, data, j];\n", + " }\n", + " }\n", + " }\n", + " }\n", + "}\n", + "\n", + "// Register the function which deals with the matplotlib target/channel.\n", + "// The kernel may be null if the page has been refreshed.\n", + "if (IPython.notebook.kernel != null) {\n", + " IPython.notebook.kernel.comm_manager.register_target('matplotlib', mpl.mpl_figure_comm);\n", + "}\n" + ], + "text/plain": [ + "<IPython.core.display.Javascript object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "<div id='7198d195-0982-48dc-b3f1-788db85c55f0'></div>" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-123-8c302f1f5d5d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[0;32min\u001b[0m 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2261\u001b[0m \u001b[0morientation\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0morientation\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2262\u001b[0m \u001b[0mbbox_inches_restore\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0m_bbox_inches_restore\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2263\u001b[0;31m **kwargs)\n\u001b[0m\u001b[1;32m 2264\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2265\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mbbox_inches\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mrestore_bbox\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m~/anaconda3/envs/megapixels/lib/python3.6/site-packages/matplotlib/backends/backend_agg.py\u001b[0m in \u001b[0;36mprint_png\u001b[0;34m(self, filename_or_obj, *args, **kwargs)\u001b[0m\n\u001b[1;32m 526\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mcbook\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen_file_cm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilename_or_obj\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"wb\"\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mfh\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 527\u001b[0m _png.write_png(renderer._renderer, fh,\n\u001b[0;32m--> 528\u001b[0;31m self.figure.dpi, metadata=metadata)\n\u001b[0m\u001b[1;32m 529\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 530\u001b[0m \u001b[0mrenderer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdpi\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0moriginal_dpi\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ], + "source": [ + "for f in tqdm(face_files):\n", + " generate_3d_face(f,output_dir)\n", + " clear_output()" + ] + }, + { + "cell_type": "code", + "execution_count": 130, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(550, 450, 3)" + ] + }, + "execution_count": 130, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im = cv.imread('/data_store/datasets/gov/images/senators/wyden_ron.jpg')\n", + "im.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 132, + "metadata": {}, + "outputs": [ + { + "data": { + "application/javascript": [ + "/* Put everything inside the global mpl namespace */\n", + "window.mpl = {};\n", + "\n", + "\n", + "mpl.get_websocket_type = function() {\n", + " if (typeof(WebSocket) !== 'undefined') {\n", + " return WebSocket;\n", + " } else if (typeof(MozWebSocket) !== 'undefined') {\n", + " return MozWebSocket;\n", + " } else {\n", + " alert('Your browser does not have WebSocket support.' +\n", + " 'Please try Chrome, Safari or Firefox ≥ 6. ' +\n", + " 'Firefox 4 and 5 are also supported but you ' +\n", + " 'have to enable WebSockets in about:config.');\n", + " };\n", + "}\n", + "\n", + "mpl.figure = function(figure_id, websocket, ondownload, parent_element) {\n", + " this.id = figure_id;\n", + "\n", + " this.ws = websocket;\n", + "\n", + " this.supports_binary = (this.ws.binaryType != undefined);\n", + "\n", + " if (!this.supports_binary) {\n", + " var warnings = document.getElementById(\"mpl-warnings\");\n", + " if (warnings) {\n", + " warnings.style.display = 'block';\n", + " warnings.textContent = (\n", + " \"This browser does not support binary websocket messages. \" +\n", + " \"Performance may be slow.\");\n", + " }\n", + " }\n", + "\n", + " this.imageObj = new Image();\n", + "\n", + " this.context = undefined;\n", + " this.message = undefined;\n", + " this.canvas = undefined;\n", + " this.rubberband_canvas = undefined;\n", + " this.rubberband_context = undefined;\n", + " this.format_dropdown = undefined;\n", + "\n", + " this.image_mode = 'full';\n", + "\n", + " this.root = $('<div/>');\n", + " this._root_extra_style(this.root)\n", + " this.root.attr('style', 'display: inline-block');\n", + "\n", + " $(parent_element).append(this.root);\n", + "\n", + " this._init_header(this);\n", + " this._init_canvas(this);\n", + " this._init_toolbar(this);\n", + "\n", + " var fig = this;\n", + "\n", + " this.waiting = false;\n", + "\n", + " this.ws.onopen = function () {\n", + " fig.send_message(\"supports_binary\", {value: fig.supports_binary});\n", + " fig.send_message(\"send_image_mode\", {});\n", + " if (mpl.ratio != 1) {\n", + " fig.send_message(\"set_dpi_ratio\", {'dpi_ratio': mpl.ratio});\n", + " }\n", + " fig.send_message(\"refresh\", {});\n", + " }\n", + "\n", + " this.imageObj.onload = function() {\n", + " if (fig.image_mode == 'full') {\n", + " // Full images could contain transparency (where diff images\n", + " // almost always do), so we need to clear the canvas so that\n", + " // there is no ghosting.\n", + " fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n", + " }\n", + " fig.context.drawImage(fig.imageObj, 0, 0);\n", + " };\n", + "\n", + " this.imageObj.onunload = function() {\n", + " fig.ws.close();\n", + " }\n", + "\n", + " this.ws.onmessage = this._make_on_message_function(this);\n", + "\n", + " this.ondownload = ondownload;\n", + "}\n", + "\n", + "mpl.figure.prototype._init_header = function() {\n", + " var titlebar = $(\n", + " '<div class=\"ui-dialog-titlebar ui-widget-header ui-corner-all ' +\n", + " 'ui-helper-clearfix\"/>');\n", + " var titletext = $(\n", + " '<div class=\"ui-dialog-title\" style=\"width: 100%; ' +\n", + " 'text-align: center; padding: 3px;\"/>');\n", + " titlebar.append(titletext)\n", + " this.root.append(titlebar);\n", + " this.header = titletext[0];\n", + "}\n", + "\n", + "\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(canvas_div) {\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._init_canvas = function() {\n", + " var fig = this;\n", + "\n", + " var canvas_div = $('<div/>');\n", + "\n", + " canvas_div.attr('style', 'position: relative; clear: both; outline: 0');\n", + "\n", + " function canvas_keyboard_event(event) {\n", + " return fig.key_event(event, event['data']);\n", + " }\n", + "\n", + " canvas_div.keydown('key_press', canvas_keyboard_event);\n", + " canvas_div.keyup('key_release', canvas_keyboard_event);\n", + " this.canvas_div = canvas_div\n", + " this._canvas_extra_style(canvas_div)\n", + " this.root.append(canvas_div);\n", + "\n", + " var canvas = $('<canvas/>');\n", + " canvas.addClass('mpl-canvas');\n", + " canvas.attr('style', \"left: 0; top: 0; z-index: 0; outline: 0\")\n", + "\n", + " this.canvas = canvas[0];\n", + " this.context = canvas[0].getContext(\"2d\");\n", + "\n", + " var backingStore = this.context.backingStorePixelRatio ||\n", + "\tthis.context.webkitBackingStorePixelRatio ||\n", + "\tthis.context.mozBackingStorePixelRatio ||\n", + "\tthis.context.msBackingStorePixelRatio ||\n", + "\tthis.context.oBackingStorePixelRatio ||\n", + "\tthis.context.backingStorePixelRatio || 1;\n", + "\n", + " mpl.ratio = (window.devicePixelRatio || 1) / backingStore;\n", + "\n", + " var rubberband = $('<canvas/>');\n", + " rubberband.attr('style', \"position: absolute; left: 0; top: 0; z-index: 1;\")\n", + "\n", + " var pass_mouse_events = true;\n", + "\n", + " canvas_div.resizable({\n", + " start: function(event, ui) {\n", + " pass_mouse_events = false;\n", + " },\n", + " resize: function(event, ui) {\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " stop: function(event, ui) {\n", + " pass_mouse_events = true;\n", + " fig.request_resize(ui.size.width, ui.size.height);\n", + " },\n", + " });\n", + "\n", + " function mouse_event_fn(event) {\n", + " if (pass_mouse_events)\n", + " return fig.mouse_event(event, event['data']);\n", + " }\n", + "\n", + " rubberband.mousedown('button_press', mouse_event_fn);\n", + " rubberband.mouseup('button_release', mouse_event_fn);\n", + " // Throttle sequential mouse events to 1 every 20ms.\n", + " rubberband.mousemove('motion_notify', mouse_event_fn);\n", + "\n", + " rubberband.mouseenter('figure_enter', mouse_event_fn);\n", + " rubberband.mouseleave('figure_leave', mouse_event_fn);\n", + "\n", + " canvas_div.on(\"wheel\", function (event) {\n", + " event = event.originalEvent;\n", + " event['data'] = 'scroll'\n", + " if (event.deltaY < 0) {\n", + " event.step = 1;\n", + " } else {\n", + " event.step = -1;\n", + " }\n", + " mouse_event_fn(event);\n", + " });\n", + "\n", + " canvas_div.append(canvas);\n", + " canvas_div.append(rubberband);\n", + "\n", + " this.rubberband = rubberband;\n", + " this.rubberband_canvas = rubberband[0];\n", + " this.rubberband_context = rubberband[0].getContext(\"2d\");\n", + " this.rubberband_context.strokeStyle = \"#000000\";\n", + "\n", + " this._resize_canvas = function(width, height) {\n", + " // Keep the size of the canvas, canvas container, and rubber band\n", + " // canvas in synch.\n", + " canvas_div.css('width', width)\n", + " canvas_div.css('height', height)\n", + "\n", + " canvas.attr('width', width * mpl.ratio);\n", + " canvas.attr('height', height * mpl.ratio);\n", + " canvas.attr('style', 'width: ' + width + 'px; height: ' + height + 'px;');\n", + "\n", + " rubberband.attr('width', width);\n", + " rubberband.attr('height', height);\n", + " }\n", + "\n", + " // Set the figure to an initial 600x600px, this will subsequently be updated\n", + " // upon first draw.\n", + " this._resize_canvas(600, 600);\n", + "\n", + " // Disable right mouse context menu.\n", + " $(this.rubberband_canvas).bind(\"contextmenu\",function(e){\n", + " return false;\n", + " });\n", + "\n", + " function set_focus () {\n", + " canvas.focus();\n", + " canvas_div.focus();\n", + " }\n", + "\n", + " window.setTimeout(set_focus, 100);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>')\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items) {\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) {\n", + " // put a spacer in here.\n", + " continue;\n", + " }\n", + " var button = $('<button/>');\n", + " button.addClass('ui-button ui-widget ui-state-default ui-corner-all ' +\n", + " 'ui-button-icon-only');\n", + " button.attr('role', 'button');\n", + " button.attr('aria-disabled', 'false');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + "\n", + " var icon_img = $('<span/>');\n", + " icon_img.addClass('ui-button-icon-primary ui-icon');\n", + " icon_img.addClass(image);\n", + " icon_img.addClass('ui-corner-all');\n", + "\n", + " var tooltip_span = $('<span/>');\n", + " tooltip_span.addClass('ui-button-text');\n", + " tooltip_span.html(tooltip);\n", + "\n", + " button.append(icon_img);\n", + " button.append(tooltip_span);\n", + "\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " var fmt_picker_span = $('<span/>');\n", + "\n", + " var fmt_picker = $('<select/>');\n", + " fmt_picker.addClass('mpl-toolbar-option ui-widget ui-widget-content');\n", + " fmt_picker_span.append(fmt_picker);\n", + " nav_element.append(fmt_picker_span);\n", + " this.format_dropdown = fmt_picker[0];\n", + "\n", + " for (var ind in mpl.extensions) {\n", + " var fmt = mpl.extensions[ind];\n", + " var option = $(\n", + " '<option/>', {selected: fmt === mpl.default_extension}).html(fmt);\n", + " fmt_picker.append(option)\n", + " }\n", + "\n", + " // Add hover states to the ui-buttons\n", + " $( \".ui-button\" ).hover(\n", + " function() { $(this).addClass(\"ui-state-hover\");},\n", + " function() { $(this).removeClass(\"ui-state-hover\");}\n", + " );\n", + "\n", + " var status_bar = $('<span class=\"mpl-message\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "}\n", + "\n", + "mpl.figure.prototype.request_resize = function(x_pixels, y_pixels) {\n", + " // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n", + " // which will in turn request a refresh of the image.\n", + " this.send_message('resize', {'width': x_pixels, 'height': y_pixels});\n", + "}\n", + "\n", + "mpl.figure.prototype.send_message = function(type, properties) {\n", + " properties['type'] = type;\n", + " properties['figure_id'] = this.id;\n", + " this.ws.send(JSON.stringify(properties));\n", + "}\n", + "\n", + "mpl.figure.prototype.send_draw_message = function() {\n", + " if (!this.waiting) {\n", + " this.waiting = true;\n", + " this.ws.send(JSON.stringify({type: \"draw\", figure_id: this.id}));\n", + " }\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " var format_dropdown = fig.format_dropdown;\n", + " var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n", + " fig.ondownload(fig, format);\n", + "}\n", + "\n", + "\n", + "mpl.figure.prototype.handle_resize = function(fig, msg) {\n", + " var size = msg['size'];\n", + " if (size[0] != fig.canvas.width || size[1] != fig.canvas.height) {\n", + " fig._resize_canvas(size[0], size[1]);\n", + " fig.send_message(\"refresh\", {});\n", + " };\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_rubberband = function(fig, msg) {\n", + " var x0 = msg['x0'] / mpl.ratio;\n", + " var y0 = (fig.canvas.height - msg['y0']) / mpl.ratio;\n", + " var x1 = msg['x1'] / mpl.ratio;\n", + " var y1 = (fig.canvas.height - msg['y1']) / mpl.ratio;\n", + " x0 = Math.floor(x0) + 0.5;\n", + " y0 = Math.floor(y0) + 0.5;\n", + " x1 = Math.floor(x1) + 0.5;\n", + " y1 = Math.floor(y1) + 0.5;\n", + " var min_x = Math.min(x0, x1);\n", + " var min_y = Math.min(y0, y1);\n", + " var width = Math.abs(x1 - x0);\n", + " var height = Math.abs(y1 - y0);\n", + "\n", + " fig.rubberband_context.clearRect(\n", + " 0, 0, fig.canvas.width, fig.canvas.height);\n", + "\n", + " fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_figure_label = function(fig, msg) {\n", + " // Updates the figure title.\n", + " fig.header.textContent = msg['label'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_cursor = function(fig, msg) {\n", + " var cursor = msg['cursor'];\n", + " switch(cursor)\n", + " {\n", + " case 0:\n", + " cursor = 'pointer';\n", + " break;\n", + " case 1:\n", + " cursor = 'default';\n", + " break;\n", + " case 2:\n", + " cursor = 'crosshair';\n", + " break;\n", + " case 3:\n", + " cursor = 'move';\n", + " break;\n", + " }\n", + " fig.rubberband_canvas.style.cursor = cursor;\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_message = function(fig, msg) {\n", + " fig.message.textContent = msg['message'];\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_draw = function(fig, msg) {\n", + " // Request the server to send over a new figure.\n", + " fig.send_draw_message();\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_image_mode = function(fig, msg) {\n", + " fig.image_mode = msg['mode'];\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Called whenever the canvas gets updated.\n", + " this.send_message(\"ack\", {});\n", + "}\n", + "\n", + "// A function to construct a web socket function for onmessage handling.\n", + "// Called in the figure constructor.\n", + "mpl.figure.prototype._make_on_message_function = function(fig) {\n", + " return function socket_on_message(evt) {\n", + " if (evt.data instanceof Blob) {\n", + " /* FIXME: We get \"Resource interpreted as Image but\n", + " * transferred with MIME type text/plain:\" errors on\n", + " * Chrome. But how to set the MIME type? It doesn't seem\n", + " * to be part of the websocket stream */\n", + " evt.data.type = \"image/png\";\n", + "\n", + " /* Free the memory for the previous frames */\n", + " if (fig.imageObj.src) {\n", + " (window.URL || window.webkitURL).revokeObjectURL(\n", + " fig.imageObj.src);\n", + " }\n", + "\n", + " fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n", + " evt.data);\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + " else if (typeof evt.data === 'string' && evt.data.slice(0, 21) == \"data:image/png;base64\") {\n", + " fig.imageObj.src = evt.data;\n", + " fig.updated_canvas_event();\n", + " fig.waiting = false;\n", + " return;\n", + " }\n", + "\n", + " var msg = JSON.parse(evt.data);\n", + " var msg_type = msg['type'];\n", + "\n", + " // Call the \"handle_{type}\" callback, which takes\n", + " // the figure and JSON message as its only arguments.\n", + " try {\n", + " var callback = fig[\"handle_\" + msg_type];\n", + " } catch (e) {\n", + " console.log(\"No handler for the '\" + msg_type + \"' message type: \", msg);\n", + " return;\n", + " }\n", + "\n", + " if (callback) {\n", + " try {\n", + " // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n", + " callback(fig, msg);\n", + " } catch (e) {\n", + " console.log(\"Exception inside the 'handler_\" + msg_type + \"' callback:\", e, e.stack, msg);\n", + " }\n", + " }\n", + " };\n", + "}\n", + "\n", + "// from http://stackoverflow.com/questions/1114465/getting-mouse-location-in-canvas\n", + "mpl.findpos = function(e) {\n", + " //this section is from http://www.quirksmode.org/js/events_properties.html\n", + " var targ;\n", + " if (!e)\n", + " e = window.event;\n", + " if (e.target)\n", + " targ = e.target;\n", + " else if (e.srcElement)\n", + " targ = e.srcElement;\n", + " if (targ.nodeType == 3) // defeat Safari bug\n", + " targ = targ.parentNode;\n", + "\n", + " // jQuery normalizes the pageX and pageY\n", + " // pageX,Y are the mouse positions relative to the document\n", + " // offset() returns the position of the element relative to the document\n", + " var x = e.pageX - $(targ).offset().left;\n", + " var y = e.pageY - $(targ).offset().top;\n", + "\n", + " return {\"x\": x, \"y\": y};\n", + "};\n", + "\n", + "/*\n", + " * return a copy of an object with only non-object keys\n", + " * we need this to avoid circular references\n", + " * http://stackoverflow.com/a/24161582/3208463\n", + " */\n", + "function simpleKeys (original) {\n", + " return Object.keys(original).reduce(function (obj, key) {\n", + " if (typeof original[key] !== 'object')\n", + " obj[key] = original[key]\n", + " return obj;\n", + " }, {});\n", + "}\n", + "\n", + "mpl.figure.prototype.mouse_event = function(event, name) {\n", + " var canvas_pos = mpl.findpos(event)\n", + "\n", + " if (name === 'button_press')\n", + " {\n", + " this.canvas.focus();\n", + " this.canvas_div.focus();\n", + " }\n", + "\n", + " var x = canvas_pos.x * mpl.ratio;\n", + " var y = canvas_pos.y * mpl.ratio;\n", + "\n", + " this.send_message(name, {x: x, y: y, button: event.button,\n", + " step: event.step,\n", + " guiEvent: simpleKeys(event)});\n", + "\n", + " /* This prevents the web browser from automatically changing to\n", + " * the text insertion cursor when the button is pressed. We want\n", + " * to control all of the cursor setting manually through the\n", + " * 'cursor' event from matplotlib */\n", + " event.preventDefault();\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " // Handle any extra behaviour associated with a key event\n", + "}\n", + "\n", + "mpl.figure.prototype.key_event = function(event, name) {\n", + "\n", + " // Prevent repeat events\n", + " if (name == 'key_press')\n", + " {\n", + " if (event.which === this._key)\n", + " return;\n", + " else\n", + " this._key = event.which;\n", + " }\n", + " if (name == 'key_release')\n", + " this._key = null;\n", + "\n", + " var value = '';\n", + " if (event.ctrlKey && event.which != 17)\n", + " value += \"ctrl+\";\n", + " if (event.altKey && event.which != 18)\n", + " value += \"alt+\";\n", + " if (event.shiftKey && event.which != 16)\n", + " value += \"shift+\";\n", + "\n", + " value += 'k';\n", + " value += event.which.toString();\n", + "\n", + " this._key_event_extra(event, name);\n", + "\n", + " this.send_message(name, {key: value,\n", + " guiEvent: simpleKeys(event)});\n", + " return false;\n", + "}\n", + "\n", + "mpl.figure.prototype.toolbar_button_onclick = function(name) {\n", + " if (name == 'download') {\n", + " this.handle_save(this, null);\n", + " } else {\n", + " this.send_message(\"toolbar_button\", {name: name});\n", + " }\n", + "};\n", + "\n", + "mpl.figure.prototype.toolbar_button_onmouseover = function(tooltip) {\n", + " this.message.textContent = tooltip;\n", + "};\n", + "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home icon-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left icon-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right icon-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Pan axes with left mouse, zoom with right\", \"fa fa-arrows icon-move\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\", \"fa fa-square-o icon-check-empty\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o icon-save\", \"download\"]];\n", + "\n", + "mpl.extensions = [\"eps\", \"jpeg\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\"];\n", + "\n", + "mpl.default_extension = \"png\";var comm_websocket_adapter = function(comm) {\n", + " // Create a \"websocket\"-like object which calls the given IPython comm\n", + " // object with the appropriate methods. Currently this is a non binary\n", + " // socket, so there is still some room for performance tuning.\n", + " var ws = {};\n", + "\n", + " ws.close = function() {\n", + " comm.close()\n", + " };\n", + " ws.send = function(m) {\n", + " //console.log('sending', m);\n", + " comm.send(m);\n", + " };\n", + " // Register the callback with on_msg.\n", + " comm.on_msg(function(msg) {\n", + " //console.log('receiving', msg['content']['data'], msg);\n", + " // Pass the mpl event to the overridden (by mpl) onmessage function.\n", + " ws.onmessage(msg['content']['data'])\n", + " });\n", + " return ws;\n", + "}\n", + "\n", + "mpl.mpl_figure_comm = function(comm, msg) {\n", + " // This is the function which gets called when the mpl process\n", + " // starts-up an IPython Comm through the \"matplotlib\" channel.\n", + "\n", + " var id = msg.content.data.id;\n", + " // Get hold of the div created by the display call when the Comm\n", + " // socket was opened in Python.\n", + " var element = $(\"#\" + id);\n", + " var ws_proxy = comm_websocket_adapter(comm)\n", + "\n", + " function ondownload(figure, format) {\n", + " window.open(figure.imageObj.src);\n", + " }\n", + "\n", + " var fig = new mpl.figure(id, ws_proxy,\n", + " ondownload,\n", + " element.get(0));\n", + "\n", + " // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n", + " // web socket which is closed, not our websocket->open comm proxy.\n", + " ws_proxy.onopen();\n", + "\n", + " fig.parent_element = element.get(0);\n", + " fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n", + " if (!fig.cell_info) {\n", + " console.error(\"Failed to find cell for figure\", id, fig);\n", + " return;\n", + " }\n", + "\n", + " var output_index = fig.cell_info[2]\n", + " var cell = fig.cell_info[0];\n", + "\n", + "};\n", + "\n", + "mpl.figure.prototype.handle_close = function(fig, msg) {\n", + " var width = fig.canvas.width/mpl.ratio\n", + " fig.root.unbind('remove')\n", + "\n", + " // Update the output cell to use the data from the current canvas.\n", + " fig.push_to_output();\n", + " var dataURL = fig.canvas.toDataURL();\n", + " // Re-enable the keyboard manager in IPython - without this line, in FF,\n", + " // the notebook keyboard shortcuts fail.\n", + " IPython.keyboard_manager.enable()\n", + " $(fig.parent_element).html('<img src=\"' + dataURL + '\" width=\"' + width + '\">');\n", + " fig.close_ws(fig, msg);\n", + "}\n", + "\n", + "mpl.figure.prototype.close_ws = function(fig, msg){\n", + " fig.send_message('closing', msg);\n", + " // fig.ws.close()\n", + "}\n", + "\n", + "mpl.figure.prototype.push_to_output = function(remove_interactive) {\n", + " // Turn the data on the canvas into data in the output cell.\n", + " var width = this.canvas.width/mpl.ratio\n", + " var dataURL = this.canvas.toDataURL();\n", + " this.cell_info[1]['text/html'] = '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n", + "}\n", + "\n", + "mpl.figure.prototype.updated_canvas_event = function() {\n", + " // Tell IPython that the notebook contents must change.\n", + " IPython.notebook.set_dirty(true);\n", + " this.send_message(\"ack\", {});\n", + " var fig = this;\n", + " // Wait a second, then push the new image to the DOM so\n", + " // that it is saved nicely (might be nice to debounce this).\n", + " setTimeout(function () { fig.push_to_output() }, 1000);\n", + "}\n", + "\n", + "mpl.figure.prototype._init_toolbar = function() {\n", + " var fig = this;\n", + "\n", + " var nav_element = $('<div/>')\n", + " nav_element.attr('style', 'width: 100%');\n", + " this.root.append(nav_element);\n", + "\n", + " // Define a callback function for later on.\n", + " function toolbar_event(event) {\n", + " return fig.toolbar_button_onclick(event['data']);\n", + " }\n", + " function toolbar_mouse_event(event) {\n", + " return fig.toolbar_button_onmouseover(event['data']);\n", + " }\n", + "\n", + " for(var toolbar_ind in mpl.toolbar_items){\n", + " var name = mpl.toolbar_items[toolbar_ind][0];\n", + " var tooltip = mpl.toolbar_items[toolbar_ind][1];\n", + " var image = mpl.toolbar_items[toolbar_ind][2];\n", + " var method_name = mpl.toolbar_items[toolbar_ind][3];\n", + "\n", + " if (!name) { continue; };\n", + "\n", + " var button = $('<button class=\"btn btn-default\" href=\"#\" title=\"' + name + '\"><i class=\"fa ' + image + ' fa-lg\"></i></button>');\n", + " button.click(method_name, toolbar_event);\n", + " button.mouseover(tooltip, toolbar_mouse_event);\n", + " nav_element.append(button);\n", + " }\n", + "\n", + " // Add the status bar.\n", + " var status_bar = $('<span class=\"mpl-message\" style=\"text-align:right; float: right;\"/>');\n", + " nav_element.append(status_bar);\n", + " this.message = status_bar[0];\n", + "\n", + " // Add the close button to the window.\n", + " var buttongrp = $('<div class=\"btn-group inline pull-right\"></div>');\n", + " var button = $('<button class=\"btn btn-mini btn-primary\" href=\"#\" title=\"Stop Interaction\"><i class=\"fa fa-power-off icon-remove icon-large\"></i></button>');\n", + " button.click(function (evt) { fig.handle_close(fig, {}); } );\n", + " button.mouseover('Stop Interaction', toolbar_mouse_event);\n", + " buttongrp.append(button);\n", + " var titlebar = this.root.find($('.ui-dialog-titlebar'));\n", + " titlebar.prepend(buttongrp);\n", + "}\n", + "\n", + "mpl.figure.prototype._root_extra_style = function(el){\n", + " var fig = this\n", + " el.on(\"remove\", function(){\n", + "\tfig.close_ws(fig, {});\n", + " });\n", + "}\n", + "\n", + "mpl.figure.prototype._canvas_extra_style = function(el){\n", + " // this is important to make the div 'focusable\n", + " el.attr('tabindex', 0)\n", + " // reach out to IPython and tell the keyboard manager to turn it's self\n", + " // off when our div gets focus\n", + "\n", + " // location in version 3\n", + " if (IPython.notebook.keyboard_manager) {\n", + " IPython.notebook.keyboard_manager.register_events(el);\n", + " }\n", + " else {\n", + " // location in version 2\n", + " IPython.keyboard_manager.register_events(el);\n", + " }\n", + "\n", + "}\n", + "\n", + "mpl.figure.prototype._key_event_extra = function(event, name) {\n", + " var manager = IPython.notebook.keyboard_manager;\n", + " if (!manager)\n", + " manager = IPython.keyboard_manager;\n", + "\n", + " // Check for shift+enter\n", + " if (event.shiftKey && event.which == 13) {\n", + " this.canvas_div.blur();\n", + " event.shiftKey = false;\n", + " // Send a \"J\" for go to next cell\n", + " event.which = 74;\n", + " event.keyCode = 74;\n", + " manager.command_mode();\n", + " manager.handle_keydown(event);\n", + " }\n", + "}\n", + "\n", + "mpl.figure.prototype.handle_save = function(fig, msg) {\n", + " fig.ondownload(fig, null);\n", + "}\n", + "\n", + "\n", + "mpl.find_output_cell = function(html_output) {\n", + " // Return the cell and output element which can be found *uniquely* in the notebook.\n", + " // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n", + " // IPython event is triggered only after the cells have been serialised, which for\n", + " // our purposes (turning an active figure into a static one), is too late.\n", + " var cells = IPython.notebook.get_cells();\n", + " var ncells = cells.length;\n", + " for (var i=0; i<ncells; i++) {\n", + " var cell = cells[i];\n", + " if (cell.cell_type === 'code'){\n", + " for (var j=0; j<cell.output_area.outputs.length; j++) {\n", + " var data = cell.output_area.outputs[j];\n", + " if (data.data) {\n", + " // IPython >= 3 moved mimebundle to data attribute of output\n", + " data = data.data;\n", + " }\n", + " if (data['text/html'] == html_output) {\n", + " return [cell, data, j];\n", + " }\n", + " }\n", + " }\n", + " }\n", + "}\n", + "\n", + "// Register the function which deals with the matplotlib target/channel.\n", + "// The kernel may be null if the page has been refreshed.\n", + "if (IPython.notebook.kernel != null) {\n", + " 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\" width=\"639.85\">" + ], + "text/plain": [ + "<IPython.core.display.HTML object>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/plain": [ + "<matplotlib.image.AxesImage at 0x7f26cec6fd30>" + ] + }, + "execution_count": 132, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "im[100][10] = (255,0,0)\n", + "plt.imshow(im)" + ] + }, + { + "cell_type": "code", + "execution_count": 148, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "from slugify import slugify" + ] + }, + { + "cell_type": "code", + "execution_count": 149, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Help on function slugify in module slugify:\n", + "\n", + "slugify(string)\n", + " Slugify a unicode string.\n", + " \n", + " Example:\n", + " \n", + " >>> slugify(u\"Héllø Wörld\")\n", + " u\"hello-world\"\n", + "\n" + ] + } + ], + "source": [ + "help(slugify)" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [], + "source": [ + "f = '/data_store/datasets/gov/output/senators_obj_04/boozman_john_mesh.pkl'\n", + "with open(f, 'rb') as fp:\n", + " data = pickle.load(fp)" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "colors\n", + "width\n", + "keypoints\n", + "triangles\n", + "texture\n", + "vertices\n", + "uv_coords\n", + "save_vertices\n", + "position\n", + "pose\n", + "camera_matrix\n", + "height\n" + ] + } + ], + "source": [ + "for k,v in data.items():\n", + " print(k)" + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[[0.37254902 0.30588235 0.24313725]\n", + " [0.44313725 0.53333333 0.59607843]\n", + " [0.0627451 0.05882353 0.04313725]\n", + " ...\n", + " [0.65490196 0.51764706 0.44313725]\n", + " [0.60392157 0.4627451 0.36078431]\n", + " [0.33333333 0.25882353 0.23529412]]\n", + "\n", + " [[0.38039216 0.28627451 0.19215686]\n", + " [0.43137255 0.53333333 0.59215686]\n", + " [0.09803922 0.09411765 0.0745098 ]\n", + " ...\n", + " [0.38039216 0.31372549 0.25098039]\n", + " [0.23921569 0.20784314 0.15686275]\n", + " [0.28235294 0.23137255 0.19607843]]\n", + "\n", + " [[0.32156863 0.25098039 0.16470588]\n", + " [0.10196078 0.10588235 0.08235294]\n", + " [0.11372549 0.11764706 0.09803922]\n", + " ...\n", + " [0.23529412 0.19607843 0.16078431]\n", + " [0.12156863 0.10980392 0.08235294]\n", + " [0.61960784 0.49803922 0.38823529]]\n", + "\n", + " ...\n", + "\n", + " [[0.38039216 0.45882353 0.50196078]\n", + " [0.35294118 0.43921569 0.49411765]\n", + " [0.23529412 0.2627451 0.30196078]\n", + " ...\n", + " [0.72156863 0.49803922 0.39215686]\n", + " [0.10196078 0.10196078 0.13333333]\n", + " [0.0627451 0.06666667 0.08235294]]\n", + "\n", + " [[0. 0. 0. ]\n", + " [0.0745098 0.07843137 0.09803922]\n", + " [0.07843137 0.0745098 0.09803922]\n", + " ...\n", + " [0.10588235 0.12156863 0.1254902 ]\n", + " [0.10196078 0.10196078 0.13333333]\n", + " [0.09803922 0.09411765 0.11372549]]\n", + "\n", + " [[0. 0. 0. ]\n", + " [0.07058824 0.0745098 0.09019608]\n", + " [0.06666667 0.07058824 0.08627451]\n", + " ...\n", + " [0.10588235 0.10196078 0.13333333]\n", + " [0.07058824 0.08235294 0.10980392]\n", + " [0.07843137 0.09411765 0.12941176]]]\n" + ] + } + ], + "source": [ + "print(data['texture'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python [conda env:megapixels]", + "language": "python", + "name": "conda-env-megapixels-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": "3.6.6" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/megapixels/notebooks/face_analysis/dlib_pose_func.ipynb b/megapixels/notebooks/face_analysis/dlib_pose_func.ipynb new file mode 100644 index 00000000..5ab902f5 --- /dev/null +++ b/megapixels/notebooks/face_analysis/dlib_pose_func.ipynb @@ -0,0 +1,414 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# DLIB Pose Estimation\n", + "\n", + "Test the post for captures" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from __future__ import division\n", + "import os, sys\n", + "from os.path import join\n", + "import cv2\n", + "import dlib\n", + "import numpy as np\n", + "%matplotlib inline\n", + "import matplotlib.pyplot as plt\n", + "from PIL import Image, ImageDraw, ImageFont, ImageFile\n", + "import math\n", + "sys.path.insert(0,'/fileserver/Python/')\n", + "from utils import settings\n", + "from utils import imops\n", + "from utils import fileutils\n", + "from utils import imutils" + ] + }, + { + "cell_type": "code", + "execution_count": 490, + "metadata": {}, + "outputs": [], + "source": [ + "def pltimg(im):\n", + " plt.figure(figsize=(16,8))\n", + " plt.xticks([]),plt.yticks([])\n", + " plt.imshow(im)\n", + "\n", + "\n", + "def capture_compare_nose_deg( x, y):\n", + " k = 'nose_deg'\n", + " if x[k] < y[k]:\n", + " return 0\n", + " elif x[k] == y[k]:\n", + " return 1\n", + " else:\n", + " return -1\n", + " \n", + " \n", + "def capture_compare_x( x, y):\n", + " k = 'rx'\n", + " if x[k] < y[k]:\n", + " return 0\n", + " elif x[k] == y[k]:\n", + " return 1\n", + " else:\n", + " return -1\n", + " \n", + "def capture_compare_y( x, y):\n", + " k = 'ry'\n", + " if x[k] < y[k]:\n", + " return 0\n", + " elif x[k] == y[k]:\n", + " return 1\n", + " else:\n", + " return -1\n", + " \n", + "def capture_compare_score( x, y):\n", + " k = 'score'\n", + " if x[k] < y[k]:\n", + " return 0\n", + " elif x[k] == y[k]:\n", + " return 1\n", + " else:\n", + " return -1\n", + " \n", + "def capture_compare_eye_deg( x, y):\n", + " k = 'eye_deg'\n", + " if x[k] < y[k]:\n", + " return 0\n", + " elif x[k] == y[k]:\n", + " return 1\n", + " else:\n", + " return -1\n", + " \n", + "def capture_compare_eyebrow( x, y):\n", + " k = 'eyebrow_ratio'\n", + " if x[k] < y[k]:\n", + " return 0\n", + " elif x[k] == y[k]:\n", + " return 1\n", + " else:\n", + " return -1\n", + " \n", + "def get_rot(im):\n", + " # Load the most recent image\n", + " gray = cv2.cvtColor(im,cv2.COLOR_BGR2GRAY)\n", + " gray_bgr = cv2.cvtColor(gray,cv2.COLOR_GRAY2BGR)\n", + "\n", + " # Detect face with dlib\n", + " faces = imgops.detect_faces_dlib(gray,pyramids=0)\n", + " if len(faces) > 0:\n", + " face = faces[0]\n", + " else:\n", + " return None\n", + "\n", + " landmarks = imgops.get_landmarks(gray,roi=face) # Get landmarks\n", + " x1,y1 = landmarks[36]\n", + " x2,y2 = landmarks[45]\n", + " \n", + " from math import atan2, degrees, pi\n", + " \n", + " # Get eye angle\n", + " dx = x2 - x1\n", + " dy = y2 - y1\n", + " rads = atan2(abs(dy),dx)\n", + " rads %= 2*pi\n", + " eye_deg = degrees(rads)\n", + "\n", + " # Get nose angle\n", + " x1,y1 = landmarks[27]\n", + " x2,y2 = landmarks[33]\n", + " dx = x2 - x1\n", + " dy = y2 - y1\n", + " rads = atan2(abs(dy),dx)\n", + " rads %= 2*pi\n", + " nose_deg = degrees(rads)\n", + " \n", + " # Get head L/R tilt based on eyebrow size\n", + " eb1 = float(abs(landmarks[17][0]-landmarks[21][0]))\n", + " eb2 = float(abs(landmarks[45][0]-landmarks[42][0]))\n", + " eyebrow_ratio = eb1/eb2\n", + " \n", + " \n", + " \n", + " pose_xyz = imgops.get_pose(gray_bgr,landmarks) # Get pose\n", + " (success, rot_vec, tran_vec, cam_mat,pose_points) = imgops.get_pose(gray_bgr, landmarks)\n", + " \n", + " rot_vec_rad = [r[0] for r in rot_vec]\n", + " rot_vec_rad_abs = [float(abs(r)) for r in rot_vec_rad]\n", + " #rot_vec_rad_abs[0] = max(rot_vec_rad_abs[0],4)\n", + " #rot_vec_rad_abs[0] /= 4\n", + " #rot_vec_rad_abs[0] /= .75\n", + " #rot_vec = [math.degrees(r[0]) for r in rot_vec]\n", + " #rot_vec[0] = abs(rot_vec[0]-180)\n", + " #rot_vec_abs = [abs(r) for r in rot_vec]\n", + " #tran_vec_abs = [abs(r) for r in tran_vec]\n", + " \n", + " return {'rot':rot_vec_rad_abs, 'eye_deg':eye_deg,'nose_deg':nose_deg,\n", + " 'eyebrow_ratio':eyebrow_ratio}" + ] + }, + { + "cell_type": "code", + "execution_count": 491, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'name': 'ok', 'x': 1}, {'name': 'ok2', 'x': 2}, {'name': 'ok3', 'x': 3}]" + ] + }, + "execution_count": 491, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "a = [\n", + " {'x':1,'name':'ok'},\n", + " {'x':2,'name':'ok2'},\n", + " {'x':3,'name':'ok3'}\n", + "]\n", + "\n", + "a.sort(capture_compare_test,reverse=True)\n", + "a" + ] + }, + { + "cell_type": "code", + "execution_count": 492, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Init ImgeOps\n" + ] + } + ], + "source": [ + "imgops = imops.ImageOps()" + ] + }, + { + "cell_type": "code", + "execution_count": 493, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "81 captured people\n" + ] + } + ], + "source": [ + "fileserver = '/fileserver/'\n", + "\n", + "cap_root = join(fileserver,'captures/20170605/8/101659272188')\n", + "captures = [f for f in os.listdir(cap_root) if not f.endswith('.json') and len(f) < 7]\n", + "\n", + "fileserver = '/fileserver/'\n", + "#cap_root = join(fileserver,'captures/20170604/4')\n", + "#captures = [f for f in os.listdir(cap_root) if not f.endswith('.json')]\n", + "captures.sort(reverse=True)\n", + "\n", + "print '{} captured people'.format(len(captures))" + ] + }, + { + "cell_type": "code", + "execution_count": 494, + "metadata": {}, + "outputs": [], + "source": [ + "import math\n", + "def mag(x): \n", + " return math.sqrt(sum(i**2 for i in x))\n", + "\n", + "def angle_between(p1, p2):\n", + " ang1 = np.arctan2(*p1[::-1])\n", + " ang2 = np.arctan2(*p2[::-1])\n", + " return np.rad2deg((ang1 - ang2) % (2 * np.pi))" + ] + }, + { + "cell_type": "code", + "execution_count": 495, + "metadata": { + "scrolled": false + }, + "outputs": [], + "source": [ + "rots = []\n", + "rots_mag = []\n", + "for f in captures:\n", + " try:\n", + " #fpath = join(cap_root,f,'face.jpg')\n", + " fpath = join(cap_root,f)\n", + " im = cv2.imread(fpath)\n", + " im.shape\n", + " except:\n", + " continue\n", + " \n", + " res = get_rot(im)\n", + " if res is None:\n", + " continue\n", + " else:\n", + " rx,ry,rz = res['rot']\n", + " \n", + " eye_deg = res['eye_deg']\n", + " nose_deg = abs(res['nose_deg'] - 90)\n", + " eyebrow_ratio = res['eyebrow_ratio']\n", + " #print 'deg',deg\n", + "\n", + " score = rx * ry * (.33*rz)\n", + " score_mag = rx * ry * rz\n", + " #if nose_deg > 10:\n", + " # print nose_deg\n", + " # continue\n", + " \n", + " #if score > 3:\n", + " # print score\n", + " # continue\n", + " \n", + " rots.append({'fpath':fpath,'rx':rx,'ry':ry,'rz':rz,'score':score,\n", + " 'eye_deg':eye_deg,'nose_deg':nose_deg,'eyebrow_ratio':eyebrow_ratio})\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 503, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.939452507467 3.16129502658 0.47971989801 0.619472553465 17.2131861323 2.32835820896\n" + ] + }, + { + "data": { + "image/png": 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ASOCBQ5nP57G51Ut+AGyALY+iHSRwLSDAAY+f6+5Rrpdy0XeCLxaYM3hEwwAD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\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89vZW33zzjabTqX75y1/q2bNnOjs7k1Qy7VdXV7q7u4tuSHt7ezo6OlK3232rXSrrCNmE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\n2DHmhb3ZlHkHJAAUWFPuAVB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AxKl1O+YEbavVqp0l5PYYve84gHu4voUswWZQX5a2UxVZ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\nLnKAScVWnUQQB3zkp/0H9+EFXwYlADl8Nu1AJInYDmvOv1mT7XYbd3d38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TWZTBL7hfy2\n220KfC6B4rQpweP87HRhkWBe7Jj4DAmLHQEyYAwAUv8xMMJJlGWZABfOhXtTVWDdkDEOBZkwNp7v\nasjlcklyxHgZs4EToDdPirgHztABzACX4GS9MYtmJsJ/uLdBMPLGqeHY+D9AhHUwaHOyByghoPFd\n7k+SwtjMFnoTPTpvB2pwawYI52p2zIHYSZTtGfvIKykRw3fqWJexh8ul3+NjltBg2YkH+oH+870c\n2PoQCD8bYOXjrB2wrW8RfTLnOVkOJLxmqgAeVD14BmAFm2EdzbRjC+hU3jYQEYmFRdbMO7dPxozd\nYBtOqD1X1pT52m9TxSvL/tQc25Ztlud4f4nnhD82O2zbz7+DHsGw+vmANsuDeZuoKstycFoPc8In\n0Irx9PQU6/U6gRbatHwoA0cgu2rJ344hJnuwM+bpNjX7VtaBti638nEPxoFNUwlAh5lz3pZn8sdx\n2NUhJ2D4IeTjtYBIwYdjW064TRphV27PcuKJXnN/+3BXzKhUmHSyjVv/0HP21lVVFe/fv0+t21F3\n43x4eIiyLNNmbR+5TrIBOIzoNy/bXv2+Gu87cpKFbeH/TUhRGeUe+A4SPcZD/ATbsG50F9DO5nY3\ngDB7Y5H5x48f09zQOxMvVBjQM3SL8VsfuLBx5mSyqa77Y4TBD+i8D/8Aq5mgcCxD152U4wc48Ofx\n8THJkljJeNEV5sS8jQP4rglz5np/f5+Sa5IzsJZbw62HrnLkMvut6y3RuF5t272EhJYlAhSvoDc4\n5PNuF4oYBgiAhluhzFKxcD7FhtNYOM3BYzNANfNrNiFnVHO2GvDsNhFYElckMA4cBMbgpAUGgV5M\nAgd9o8jBAA7D4DhYZ9HeyOlEy73nAHIzoRgchpUz/KwLLBxs1el0SnKmvQYgyj38foccSFVVlRgB\n9yfj4Jz4eN0MoCN6x82aOfEyM4N8AE88j2DtTf5uRYqIgfO3TJCTHS7jRz8BmSR4zIf1NsBH57iv\nqyoAE+6DjLx5kssMmKtPPNfO21VGs558l3U1c+0kyyw1yRDPc/ka/XfZ3ZtKOYvc1SccsQM88jO7\nyjxIrnk24AdW00CUoOzxUb1kHX3Z75gIMQBy0sPaUTUxmMM+8VkAFBJlA6xc13hmXqG0HhJ0sT/G\nDPOWV35Yc2RKImSbwJc52UDWPBvdyskbJ7lO2lerVbqf54yumw0FjOHfXLU1CDJrbbtA/sgEkOME\njZ/TOrVYLOLm5ia2223Sob/85S9xPB5T+y0+EVtgvhGR9j1Z91ypcdxYLpeDP2wkdxLjpMb7Krbb\n7SBpQB9gc61zjDNfH3yK924gHyqx2J33XZj4c4cAF+8kQM4mSVzJYRy8r4HnW0/xy4BqPoO+ORZQ\nafELGtE1qoFRFhFVxMvTc0owias88+XlJZ1AlLf3EUuxG8dDk1XWM9YDX+V4ydhGo1H8/PPPqVXw\n8fEx+QpkyOfxuavVKt6/f59OBaMFkgTcGIvvnU6n2O12iczFJ5losl6VZZnwHLKAtIFUZE3sF8Ag\nTmKxV5NxvPfKmMunUeELTIIxLxLi/X6fYi4EjVvg7FPRPYg05AKZgY9hHfh7MpnEp0+fkn8n+XVi\nz1yJCZPJJOlgRL8X63uvt0RDV9FElG2RAjnBJKLfK2BDNUPnrBLD42d20u4LxUF70xLP8ikDBFLA\nxPHYvfWT5AVwgxLgaBgj/8cZEjhhPz0PjDo/gcLlxIg+gXAmbYBiVoGEhjG40hHR90la4V8Dv2yY\ncmDAsTEO99OSFNppWB4wbG6t4Jk4AjOjACaDFZImjNKAzcDYc0GmeWDn8rPyHtGcfXWgZB4wZAA0\ny58k0AmZnTTzytuscJ7IDUfnDXSw+8jNyZmdpIOYS/foh4Gsk4CI4fsEABrWbebqzXDYJ21GTord\nJgKDzu8ZJ2OzDZjdwqkjA+boo3YNVgGhZqVYB+bIuLhXDqz4nPeqeA8KiSVrzHq6ishlhhj5AyoI\nTP4+tgKbbWYa3eN+1v8cWOfMmOflBMKMmoEEMvGzAZmsiW3KhIvJGZM9tlXuz9rn4J718SlsObnA\nv+u6HrzxHXDDMy2bfD+Pk3hvdGWcrkChx6zpdDqN+Xwef/7znwdtuG43rKoqbRgFBBK38uSLE3AA\nqK5SsPZuqQAsUdlg3vgF74+jlYU2OScnAB36yvE9TiqYN2wyuoyciS9eQ+6NDhNfxuNxGgesL/rM\n3PD16B3JAe82cGx0DIbdduUGH4Vc0Gv8Nl0HVK1ms1nH+BdFlKMqTi/93h8fRUqyAV7gfjyT5AJg\nWdd1kjEkEPoFvnBChkzQG3SMisZut0tEGD6RzelOyND7y+USd3d3MRp1G/mJtyRS+CbW1sSmYzrr\nS5WBpIokER+I7bP+3oPBHPCp+EM2YGPz2IRjUtu2KcF1vCdOEHusS03Tv0yROAXusY/NY0B+4TM4\nscukMn6yaZp0Uh/jYw6+J6QPP4fAWC6Xb6dO/S1X0zTx+fPn5Jh8Uo0rBAQyNoFx6gD3iOg3WJdl\nmd7KjVHhoHxcnrNvAjmle5wO7BP7CtzyQ1sUCYR7LSN6BhYn4R7SiN5xumLBn4ieQc9LchFDdoTn\nAvwJPjzL724wI4DxmjnCqHBoKLeN0eVCxkEQgm3GYRI4+CxVJJgDs82Mj7/NptvoeTYb3XzEKveP\niNSu4GqUqxh2SDyfIIdeGHD6c9afPDHyaRtOuixfQABgibXzc5mv+z5p64vo2wT9HBw3CZOTV9bY\n7LvXiDm+BtJcPTF4MuBBrgQUs8/YrIMytsyFrgPcXVXhWXwHHUc3sVevBTICKCJPZM6zLGvrGfIj\nkJuBcpsRoM7JIJcTJ+ZoMMF4YcXQJwKby/3oIkkOQONyuST/4USdyg4tn/YjTjasx04IbVsOtLzI\nECBMws98kMtryaOTUf/MpAy/Y32cmLlV0a0UrJurgLzvwO1q3MuVIFfxkDWyzBMEfs7znGTh/2hH\n+dOf/pR0liPbp9Np6o3HRgFrgDwIHcC0bYF1wb4YA34HHXWlj3jG8buMD1mxnq70HA6H9D4FADE+\nwUx9WZbx7t27oGqSJ91cJAc5eRIRybd5P5F1Av8G6Ae8GsibTQa4smbIyDYEiDXYNaAnuXOCP51O\n44cffojmUkc17rsmTCQAKLEJ9JWkzhV6g3IfhIH/AYugm65m+CWdPAvZ0A6OX+C7xgTYBLZOcgrz\nzvthwFQQwSZz2rZNsR7bsw9BptPpNNbrdVorxo0N86LCw+EQq9UqHSOMzTuJYe8MhBv+z4QkukzM\nQdZUHrEH+7z9fp9iideI8Ub07VHI3AkeOuYqB34XW8Bmbm5uBsmTCVOOu4VkoipEJTsnSb91vSUa\n2cWiPT4+DnqTYR5Qbj4XEQlYAEBYKAIJQQUnjbE7O3crDcHbY+A55/M5OWWclNuXcA48BwBg5jhi\n2I4F+HUbh9tNMHwbJIkEF4DGQDgiBj2VfMZ9r/yN4pdlmQzQ5T6XmiN69idiCAjdioFsyNxpN+HE\nFxyL2WPu5zmYAWVtCAgkm+dz/xJAkp2ISG/UjehbmsyQEtwjIp2eYoYlT3oAfThoJ6kwcThu1h6H\n72qcy9cEHBwxY2E9I2LQuxzRsyI+8pMAZkDu5MDsvQ9M4ELXrBfIwMEe3YP9ZF58L2cTsWvrrCsb\nrs65NYPvIS+CCd93i5dbemzLgBwCrYF9RJ8U4si5t1lidB2Ax/cNariPK0v8cbkev+TkPa/84T/G\n4/6QCJ7DnAFXBhcen9sK8iQdG3MAxaY8DwAkjCXBm7kwLp7lUj5zwG5zxhPQ5You83H1Dr0xSLZ9\nMpeIDpAie3TISbVjhH0+Oo4fM4GCL+b52CEy8OZWbBfm3J/jfUwfPnxIb4lnHPv9fuBTHVvquh5s\nIrfsPQfW3xUYKn5FUcR+v09xBlBvn2qypWmaNEZsmDmwFiTd9qXexOr7o0OuquTsLvaKPyI5IkYg\nY2ISMjZIZg0tHxIFAHyehFKZ4F7I3i2rnqsrOSSAs8U8zfF4PKaE1skm+kzCQ0IOsAQr4H/zKk9E\nf+qY/SrzNelJ4sHRu7Si0wpGkoSduDqAnAHwrC3+gOSVyhMA2ySLCdP1ep1sAd91Op0SkHf8MYEJ\nDkEu+Gp0j4qLK9z2qXyH/5ssdIWA55nMqaoq7asyEYNsSWxMeKOzzMMJIEk1STnynk6nsdls4vPn\nzwNyFBs/HA5xd3c3qHCie1S8TMz92vWWaGRX27Zx3L9E0XSLTh8+QSOib5PCqaKgnAxgpYkYHsWG\nc4FZIrNlMXH+8/l8cBxrRN9S4bcUoxR3d3fp/27lMJMa0bO+BFCMB0NHkfOLEmNE3xbjagNBmrEa\nJLmsSgKBA8cRA2y9QZigQ9DFASNHl6OZL0aL03eG7wSN3yEbvue2J+bh5Aq2l70rbiVAPi7Jem8O\n6wvwJBjh9GHhzGDC3BnkmKnOWXucLmwr47bzxfHhEAEUgAkSBleYnPggMxIq9yt70xpOCVmaDXJy\nYNmytmZVsAPm5+oMMnLCakCM3eGU7aAJmgZ+2A+n8qBfJAzWSc/JVTyDjel0OngJFDZhveU+JP4G\nxq5KWl5mGx3s0AeAJ2SG23TMvAFUDTLyRMUVQ/SPe7IOZj7RGye13BuZOqnzxlLrPnNDXvgJZIDe\nQpqw94Bn5uwxsvDJcfjivI2B+0N0OGnknmZkWScHYeu0ExaAtIkMJw3436ZpBqfhmeGkmsj6oJf4\nLoAYfpk9QOv1Ou7u7qKqqvjy5UuyD1pAsQHiFu2C6B9+zDoJgHGSaIYZH9C2bXp3BMw8fhJwZ9/G\n+vL76XQa2+02vdiOcaCHjJMYZn+CvCGDiD0AUcAtyRw2ZjIFBtux0mNnvPYTjiEmrLhYG+v+bDaL\nzWYziLUmAXyvDx8+pPucj6f00jfvNyNpsq2WZZkSAP4PFskJChI+KtnMk+QVopN5m6w8n8/pyFXI\nOHysq3j2oa4czufz+Pjx4+CAmdfWANBOmxG2S9K53+/TePgdsQWZGqvgy0wMEH/cLswb46kQcT8n\nE7SzmfgkTlhP0FmSEiruXPgG/DbjAl/i+4jJ3L+u6yR3dMoVvB9//DHpN1Ul3sux3++jLMtUAcWv\nnk7dKWDGub92vSUa37gwNpcpHQwd6Pk3JSXKbwRGAwpYCL5LGRglNuNNQDaLg/PAWGHpf/rpp4Ei\n4KApnRK4MR6UjZ+hwDh/OzgUknuStJihw7nzXQweB+VWAR8L6YpJ3luKYyVoE/RxRBG948ThRPRH\nDMPYYMwOAjj/y+WSKhwkeM7qXQolQJFcOCji2N1+ADBzYueg4+TN1S1kA1BHh9BLQJqPPy2KIjab\nzeC9EGZHAeCsg5MKwFMexMwAWx7c30kETtx6x9q7ehDRvxfEbI31y9UI6y06Zpm7amOwYp1wYLdt\noK98z8kXZ4+/vLwM9j6wRg6KPA9bwE+Y9UXmEZGAEjrOXNEpfArfdxJAsuT14qrrenB6Eck4QRjd\ncZ86fwCwAGczb6wVvsrJTsTwreFN06Q9ZMiKVjgDHsgGxkMSC+jHXj0HdNNjYrwGRfgPB1bWypWn\nXJ9ZU/tYZOpWN5JV6xUngGHzh8Nh4HdM/lRVNQAfTvrquk7gHFkjDycv9pt+uZZtyXshODLzhx9+\nSCQClXtXL6hiOXlBrvSb45PH4+5FXug6F2SAQTgJCs/ic27TQqdcOSSZIj49PT3FdrsdVPRIrNBL\nbN5JNHqDDHk24BBAjs+iKsO+FQAuOuB2WPttH7aCvfM7dN3jciJt4H25XBKQN+nEPfFfnDB2c3MT\nRdW39ECwuXrhxBxiw77GPseJDevmZzdNk1rf0glYsjVXBllD/NXhcIinp6dUjSAOISv8EN/n34vF\nIsndeMIEzfl8TsAbNp/v7vf7dPKYyduI4R457oXdLZfLQTWAMeLrmB+4hrXNfSgEA58Ff5EEu2MF\nTEJFCFlhR451+Bxs1BWWw+GQbANM5LhKbLEPdVKKra7X6zQmxoA/+57rLdF47SqLlIVHRLTF8NhF\nAydYDhw6IIa9HTlTbiPme/S7YbDuhWQMZq6ddfNWcYIDoB4nj0MgSAAqIvqeZRQeo2VcfIYMGYfj\nxAkARSaPERo0cRQkYAID9sZk2CaCkvseCeIOdjkQdXsIgYkEiwBmYGVnc3NzMwCKdjqsF/NCPn7b\nKutMsDBr5YoCjgndIalDvgR0GA+eh+NgngBrV6tcBue5BGezSDgVgJODGM/AubvUjONlHoAnnPnz\n83OqvCBbsx/+LvJyywhr5OoVa+oEiPE7IQcAu8rFmpFwcG+3NmKz6DH6w7oid0gAxo/u8nvmTEBz\ny6XlSOKD3mH72ACfw+ZIrFkrbMlBEl0wm+vEljFjo/gwfAr3dxJlwsLMHBs7sU/mhj4jfxgx2EPm\nxN+AenSL5xM0DS4M1vKgZgCJ3vIZfKgBL/eGGUVu+AbbM+MuiiL5LvwJzwFQ4g8ZswkIE0z4BZhH\nxuw3b49Gow40XgM+ANftYSZUeJ7BmTd1r1arQTzA73z8+DHW63UCLxy0wVjtg8zWex8iLa0wwU7u\nSOrwaY5f7jun2sc8kCMgxicgec8J/sXPe41gcKXZbLA3iSM7EwrIEvnwHe4LobBarZL/Id5CWjAf\nE3N8hvgG8GWMy+Uy7RFwEs28STDwoRHD08HwKeCGl5eX1DHh+Ibeo8PE2uPxmPTClTiTg+gS/3fr\nuKuHgNHdbhdt221U56Vztg8+74oZ64WfwfY+ffoUi8UiMe/YA36dtcIf2QcvFovY7XaDxBm9QY4m\nXRgLvsSknNc7x2TIgvUncbA+4RnEnXoAACAASURBVAvYhwvphY4iOyqnJq/xX05UWX/IA/RqMukP\nW4DQaZr+lE86dpjf+XxOfh7ZmNRlbYhF33u9JRrfuNq677GcTCZxupwS+5H38uJQWbxvgSKzy3kZ\n3vsbMDC+nwMYnkESQQB5enoaOBMcGd+z88JIAAX8nizZVRMYSuZpsGXATvK02+0iogMC7NEAqDhJ\nc2sYMjNLQQCDJUJOGIWrBDgW9yySgROsmbPbKiI6hpmNkRE9U+wWHAMsgJIZNBumqxkRfbWCYIH8\nHORdOfNbynFadnKMDWdD2dTVDSd6MGVOFghWOSNsRsosshNk1gxWET2ilMs6ME/02K02dd0fhYhO\nubUFkLFYLFJJn8DE/bAhkmvGFREJoGALjNdHh9p+kbXXH6fuKgsyw7m7YsZaIjuzeAAg7u/qIMHC\nvoOgD/NFJdBVI2wIuTCPquqPpeb7JAx+HwVzI/BxoSOw4F5/2o4cmJwUsB8KoOz7+z5OJpEBgdVV\nHld+WFvkERGJnDDQfG1urhSZRLD/cT8988MmiQUOuvn38N05EDOTzzNhMQEE+ACAAv7BFTnsgjVG\nF9Ef5Efyt16vUxUAuTPOzWYT6/U67u/v4/Pnz+k9DNyzLMv0hnDmYYIjZ5udbLiK4OSathPWOyJS\nzz72znO87iQYPkY9r2Dgo/FJjsGAXmIDtmogzZqiO9zPa+jKNiCOViVkgW8gPuAfsBknZPgwj4l4\njT2jG5zWhL4bJ/Cc5J9FjpGkEmuIh/ZZjGu5XMbxePx/7N1pk1xHluZ3j1wAArlhIYucqh6b1gt9\n/68jM2mkrtFUzUyRBJArco3Qi6yfxz8u0U1S1dILCdcMBiAz4l7342d5znOO+x2fPn3aqVbzc2XQ\njbUtkT1O+vDweQO/WGkdG4PYhJYqn6NPgPkYYydmvXjxYu7hUFFqhePz5887G/lr+wijdknwEbCK\nGN+W6GKuJq/9P1JKwt4Ekm/0LMl/K7qSihKo9XWIwrZMSVDW6/X49OnTTqK1v78/Tk5O5kFFyHOx\nhP2NMca7d+/G0dHRtDV4Fvlxfn4+11f89fLG33KtfmvpY4wxVqvVhiL9f/najM1Y7e+Nt9++HW/f\nvt0pRS1ZSsZtcfwMYGOwEhbK1/afKvAYY2fvxfJi5J4DqL148Xz8X4FIHbrMfIzdNhSgB5g7ONi+\nO6R7IMig4NC9zIXSObKX0WNhl0x/N537PvkeHGxPvsLs+l6rHUt2z7+Njby7QXuMMZ1rEyU9kQDs\nl9h2gAi4Z4jGSO7Ljfet7ixP6KAv1R+yoCta7grCrHWDnHtyZoJE7zvG9rjXgoc6VPPh+AsUveul\niZnxctDLk1rc+0uVOXORTBQImkNBrgDUqoU/ZZLsm+r9lvYnGRfoxnguy+vlrt319K7aL50j+1Y4\n2BmgVYLCZ5sw0O8yxz5bP0Em9UNNZJYg2jOtZROagh5zZWPGAkAWKGgjrP0a/5f0riQI8G3exs2+\njKXtR+yvPklblqQHu9wAWPDS6kmTF/qNHGlyzofWPgrC/NvYVCdUJOgRu7WfDiCxvkiftkj1jzlZ\ntwJkfsTPl/uzmpjzN9fX1+Pq6mr81//6X6fc/vCHP4w3b95Me+B7rq6uZstHZWBt2E6rVeatIlR9\nLuNsrPwZmdIh/psuNwY1yRZv25I6xnaPUO2oRE2TaT4au1yQyme1NamtlyV+/KxJhbGqhpu/ZANR\np0pLnuzl+vp6JgOS1IuLi52k9vz8fIfwPDs729l7s3x2/VF/xu5qNyUCSyC1clebpC+IzFZ0VF98\nrycYNUGFE+jb3t7eBLhe/LvZbI+SZatkqfVYlci8xB7PWfoDunV/fz++/fbbeXIW8qttzZJbREBt\nWFLDr9n7ULlJcOAhevb58+fxT//0T7MNnV5IuG9ubnbIm+7vpNeXl5fzO96nUh3m7zebzfjpp5/G\narWaLXGr1Wq+66YVU7IaY4x/+V//j3FzffOrScHXisaXrr3V2DytJxvEATa7tKeAgyiQkGn67Hq9\nng6iBlPHV6fdz4yxNbwxxk5WX8bnm2++GVdXVzssLIe02Wx2TloSDFselQW317ClupbRyhQp5daR\nAGlAUQFC2dMG2jLGT09PO6CygUKAIKO2gTT4jrHdvCpoWIuCngJU83WPVieASElTmSFrJzCRa4MO\nOQLolYk16d+eUfBcRwiwd58NcNpjAgtQyhRav7Ozs/mdMbZsZkvLHc8YY+4LkjguAZgj/NouUyCh\nquB+ZdgkKMt5AjA+Q8erg+1PXSaNdZDtaW1lwPzZb+2QLFolKXPUaoT1MC52VXBfBrJAabPZTEfv\nPsZV8qAEg+DUBM6f2oT5FKA2OQGKsOwtk0/X+Pe1QWpU3wVcutYKGB0GoKrfTYCalPjzpUqsdS+B\nYUwdZ/1XbdHfQDk9bQLj913Lsrrk7ztNxMybDPk3lTzjs461+/5p5USPuGf7ThOQyhlzya+dnp7O\nygOg9Pr16/Hu3bvpSy8vL+c7GyQM5NIqAiBHT8i5Y8bAWls2Uvswj9ol2XV/WKtE5ECv2HYJJUyx\nSjHf0f1JrXwAw1h6f3suHSwBUPa5wK2Vo1ai6XtfVEiv+NRWfJowaP2pDN2bn7VG/JT1khQ0oSmY\n773oa09hLDNfHRX7mqSMsd2MLEaKRyUSVRrEIaQXP+i7yCL6eH5+Ptft+Ph4nopkH0NJDHiKbiEv\nuxbm1Xe38AniozWprtPJttORsZjKJ97c3Ez89ebNm7nObES8aqK1Wq3G999/Pz59+jQ7HEqUSD5U\ny+xNER/v7+8nDuu6jzF2Oig87+npaZyenu6Qd04Zk6DCwO7F//+W62ui8YVrb7Pd4Cqjl5lzNEAT\nI7eYV1dX01EUaFv09hJSFOU89+aoLKwg4DuYRCW+h4ftqQ99KzeD4HgZQkuhHFfvT7mw9Z8/f55O\nrgzQ9fX1PM+6IIayttTfwNMNoRx5j+c9OTmZ4OzFixfj48ePs2+c8202XgMtsOY86kABUo6jLx3T\nSywIrdfrebLC/f39ODk5mQbnZ9bYqTcFetgP69mWNs7QOhl/k05zq+yAMDLvKUzWWLB1//bojjF2\nEuLK03392zjbssexAQ70lrwAhery69evZyBvGx/9WoJk+tqDCSRnBTgu7X1L0FU7a4A2N6ya75Xl\nEgSbmALt9Bs75SqgXwIt9ynIbxtgK2bWruAKoG3fe0G+8dOrMvHk0cSQDNoCRjfqQyQ15twAXiZt\nvV7P/usGd3IhhzG2G2b5wrJ1rQoYs+COfCBbbKJ1o2NNrBEfBacARdlPf9qGx2+1raHVYutRgmiM\nMfc33N3d7eyxocfaVPp9Oqx9ytzZnfVqBao2TWfYqHnVHtx/s9lMe3rx4sU4OTkZ33333Wyx+PDh\nw5STZwNUJT36srcmfd1TVBDM17invwE2JyiRIf0qm+r+CDH6+OrVqwng+a8SRmJp9b/EgO/WXo+P\nj6deaGmi1/axNAHks/kk8uCT6wfu73ePWPViYD7J+4noPl1gA3QeYSOG27eguvHp06cdskrMaALO\nnlqdqj4XTDahgBX48La+NRERX16+fDlBbo/L1yooPsIe5mbf4ufPn8fJycmObyC7/f39cXZ2NmWN\nELq6utp5z05ja49sb3WJLmu/dXgHv90WPv7X89uiN8buoRfeBSP20JPDw8PZwtTxqT7BXssT8tyz\nPqhJQNtyVWPoFbKjFWDx1z6hVrLpFfLdnOjIr11fE40vXJvNZozNGJeXlzNx6OkzNbyysJSBogNu\nPjfGtv8TiGaE7esTgARozqsss00+HN4Y297xttTUyY2xfR9C2Uygp8yTuTDIltOWbBQgQumM+e3b\nt1NmdcCcWo9gLPvawDzGdrNbEy+OjIzMpydDcFzuaa0E9rLU7mENyAwrpqWCsZN1Exs97T3doS1f\nTXhaZakuGQ+H0YSwCag1KxBi/OZeQEeekqyWX8fYHgMLgBmD8nGTOGMqEC6rLSlzX2VtcgL0yuAV\nRJODTXAYry/a6di+YMsclgka2VQnuhbAmXmbUxl9gMeamT9dLkPG5lsGL+NNRwTVMbaJRPdmsQdr\nbhzuLeA0+VyCwSa4DUbmYM1awVAtKhiz/v7dyqfnN3ErGLdOiBC2VUZUEGvbFH/EJyE9rGWreebQ\nZLI+jnzaptOqQ+dbpte9W1UpWObTug6ADVJD6wJ5ScqBVFWHso+uVlGNuXI1XiDPGM25TDLG3xgO\nDw/nZnFVEBu8z8/Pd5JIPsPaW3drW/DvecbKt5fgaSIsab+6upr7DuhLmdP9/eeT2VRm+Dib6dvn\nb5xNlI2BfDybf2xc2dvb29nj535NItlXK8nuWXssuWVte+pQkwrkXPvfVYHX6/Vk2OsTqhMPDw/j\n+Ph4nJ6ejs3ffaGxkpnvioEPD8/H/IqdSNHq+NLvGHdbkvg5dmTsY4zpv+kCP8AuqkvWtQeuGCt9\nPzw8nATW8fHxHJfN+cgwNu7dIgXVcIc15mfMr5UqMQkmcE+nrnl/CXnSPbLmDxzzWz/TJFQ3R31S\nsctq9Vx163HUqndkpwpEf0uQ3dzc7JwSqM3LZW3E5c7r8vJyp/28Va9fu74mGl+49sffT9m4f5rM\njYxwjG3WWSanrQ8FHAVM/X2ZvzF2+1gZVcFXgcoY234+WTtGYYwxlZeTpdBlLdt/WraxpWsOh+Nl\nnIxojDENa4zt/hEGguEUVLEPAvP5+fmcU1lZrE33Zoyxy6CYH/AzxnYTFzlydgVSHGj3p5jHGNvN\nXR2zDXgAB0aIkQMDfTMs5+n3ZfHI2rzrzBukjMf6F1A9PGw3gHOCBTsYHcADqFG1EdD1bRoTuam0\nkamfF7STrYTDcyTBDfoSUpUY1ay2Apq755d5L/OEGaZzxtH7YLwEEKxMEzX3AvzNoTJssgZsWB/B\nm01JOozLOLqm5tf2uX6mJAYdKcgty9gE1O+0rbWdZZm89FQ74xEEl+uAaRfs2t5SQFmfYaxkryIM\nKFonPrByGWNbmew4+KHuXyCHZaUG6+jie1stayJv7Vzt9y+D2PX0XWMCYMihQJAePTw8jDdv3szE\nyhi0zljv+/v7SSrVr4+x3dyKdPG3qiWg1Bi0bI8xXiDx7OxsfP/99+OPf/zjeP/+/bS5Dx8+7FSM\nsf72QRQssWlyo1t+pjpAp5bgqED1S2vvz/399l1B/JCfdU8M0qlVY7rN3282m3F6erpT7SrAUxG3\n50wsqA82X3Mmd/fih7o2jenGRKdUTVpBokuvX7+eB5c0kaYHkn06+d0f/jDGGPM4WYw2n0V2kmNj\n7LsymrDxo63sYLfZojimIiCmeQHj0neqVNBzIF3lg2wau+ng/v7+zgvlJBmr1WrqW6u6bXuzBo4x\nbxJZefckKvHfGI29eGO9fu7IaBuhe1p/1Xz3qMz4FAnDw8PDPLa+uLOkWKv5CFxxwLwldjoF2lZ3\ndXU13rx5M30J3+TwHgTRGGOcn5+Po6OjLWEwftv1NdH4wjWDWMpmssxm15QJy+33KgCtcgDtbeOo\nETTQclrLfsqCrbZSAL/LRKWGhhX5/PnzOD09ne0EZRvLJDY50QIEIBkTRV2yHp3nGFunXkCnHIr9\nWyYkY2wzZr8vsCvbWkfXFoL+nLwBMMGKMxUMOIUyM3XMZT0LLMuclP0gE8/o9wWLgpzKqOsCaBU4\nA0lNYlyCn+/XidET8/ccoN34l/P3+TK7HXvbdhrEOPKy6Sp/PYaxVYW2MLg3HWrJv3ZD3tbYv8mg\noJy+VbfMuQkROzGPgihAilx7jKixLRMtz2s1qgDbvOiLf6tAuT9Z+07tR3JAPzrPgjlrOMaY7XbG\nzBZevHgx2df+rpWCBj+JGX9EZ5fkStejpEdBlzYjuld99bPKymfW6/U8QrZ+rb7AGK13CZL6iB7q\n0HXy71aPW7UDjrS50GH2Wr/cSqkkSHJIzwBffdNtXxxjWyFvgqVKwWZbTefXWzU4OjqaL529vLwc\nd3d34/LycscvtELQZK0VfDIB9oHC+v3aBEa1ekU2ft7YSqaSldVqu7ei+0aWvoBOm7PWk5JwnttT\niax5E4AScOwIuGs1rLZUJt73gGY60UqgOD7GtpXs1atXv2gXrnzMzz3GGJOVXq2e25SaqItbniMh\nYa/9LPKgjDc/VJ9UWzdudmRe9VPmwMbotz2nxtV1pF+IDPa+Wq1mi7ODQBqv6b5kWrKLuCyeeXp6\nmgSA/V8+z64kID0UQBv10m+0ZZOewJV0xDG+1tPe21Zc+r6Ovb292Vp1fHw8kyVVUDKjb4+Pj+P6\n+nrG2Ldv3/6immycxiIBLIF0eXn5/LLL9dc9Gv+3r/Xq773Wm9U4O35+E+nLV1tWjMFwMD35QLbb\nd2u09cSfsrmcIsWowvssJzXGc88ep8ZRNOi0pMugKYg+yQJCSt77GZc5cz6c8BjbhKjBXNBnDJS0\n48Qu+be3oC/BeDcMl833zCWLiAn0WY6yIJwsWk0aY/ekJ6V6cimrbI5AGXAsGHedzbFjFKgKABh6\n2xqsP93RF6w6VtBVoOnZgD0HrkLA2XIs1qdVgDJr7iPotsWOXMn47u5uAh0AoGDWmnD6Wje0THDW\nHXsTmjLgZE2v2dySCeb03bdJnnkazxhjx14KcjldcrDOTdzu7+93KiwF+GzO/azpMvFrYuQey/u1\nwkNGbIQdG1tJjSU5QCebEDeYewb5shO6UttR8fX7tkOoTLI7zyzD3eDehL6gyvj6/CZ0/YzEp0xz\n19c8jYVNuADLkgxNrAtIlv6sgFDQZqc2xmpZROCoLrx48WK2PIg1gKgE1RHCPWjAGEse0UlrVMBl\nz4H7qlZgWI+Ojsbnz5/Hp0+fdlo9xCo6ya5aoSIfvpHNa2nx++XfZE3X60vZavepVC8KsOun6HbJ\nlvplSUurK8fHx3OfkiqKWGQN2CG/1Xht7NWPMsjAaQlEMZXfkgiSLSBcANvjV5dkiYT522+/ndWF\n+uql7Pj0Vn7Zn8o5/QZuxVtkBNDPhrU2VZcrA/8u42/NVaj4/SZf5NY2WEAb4dPqVklZumbs4q6T\n1lR8lu8c+vTp09xHQRb05/b2dm6kro7Zd0OXyLyxvxU3iQciTWIOG5GjvVHVocfHx4k/uxeqcdHz\n+BxJhzHW36mA0Mmjo6Md4szPq0f/1vU10fiV68PPPz9nttefdzbOUvQyq2OMWZaq0Y+xBafLjHmM\nsWPUvsOpAoOMab1ez3Id56Oq4mK8svyedz3GbtCss60xltGoce/v789Sp6QDWOI4zI1ichIcPEdk\n3BzosjrBaIyzvZOcT9kAz+tmRLK1HjZ4NbHrZ5dg19ppfWBclQEWl7NkrBxZwZJ2Mg7FZvrqCOfy\n+Pi48yZRPZLG0LWrTAtcyzi21P/q1atZhhdYAIEGc8lHgW3BYgNXQRG9LPgsYC0YdN6/NZLkcLiA\nPWBOptaoFQq95GWHV6vV7DMto109bZsCp06+Y4wd5srxmksWvUAe4C8oK3soGab7DbKtGlibtl72\nng1YWNWSA+3jtX6174KOgmpyblWlOtE1r96zYxUNttv3xNAZLJ1k0ZzG2LZ/ktWyldTn2LOf9bAB\nMui+gJIQJSCsOd1UcWmyDmjTqSaDbVHa39/f0bcmi352fHy887JVx2fe3t6Os7OzcXV1NXWqAZ9v\nItuOxbONmbxKyvAX5IZR97lXr16Nf/7nf95poTo/Px8//fTTBMt8pzVg561qWJtWPqzxMpmsTrG7\n/o7c7P0q6TTG7nuK+CftH0Awhtf3ED71Z5IUb2Om98bBF/W9BwAavelYmuR5jkpzE1LrUjA/xpj7\n3Brfxbxl4lu/ZbzWy7wkpw8PD1MedJp+IVSaIJsjtlxsamJaAsyaO36VfEuWSCZWq+0JSqp4kkrV\nPvego/Sk1R+yOzh4bid///793CPKv/JpGP0xtu8McvyreNx9oqvVarx582baMdmINUtiiM+9urqa\n76ZoS571anJtLbVj7e09H0378uXLifNUiMRs46GnPlMyafmeJYngspLlni9evJiVoCacrZKT55f2\nTf5r19dE4zdc9kD0lAvGYQEpMrDaYCCoC3p1iGX7CoiXwEVAokBtr5KhG9cYz4CWQTFWjmOM3RdO\n3d3dzRaxgokG4THGdEJjbIPu1dXVzouEypo34zc2Ttbf3ehXUFsWSbBYbiIV4MtYHhwcTDaxbLLx\nKzOOsXtKUGUOoAFFSyCxZIfNs4cANPjo8TUXLNT9/f1OyX+Mbb8yoKZ1R3tFwaVAwTGXuRtj7CQw\nZSzaxgSUVwZLhyhwFPD5Qx70wc8E176YyN8tX2N2JTqCnvu6yswL8gXpHQsmrOuLgStT1fP4q4uc\naJk3SWMTlWWFgKwwqgX1Hb8x0ekSDEC3z7q375WFNw9jJmN+BUNGDqpjAJdA757dPFibrD/AoNcP\n1Pa+BMzLJDapYovWVEJqbdyTX5B4LP1nqyzYPn5YYK1NtprStqkCWDKp3xS0JUeeQaeavGDIgbPH\nx8fx3Xff7QB7spOI8Q/39/fzBan9HNujl+Tre9a2fh4bugSQ7tVWHPK5v78ff/jDH2Yr1f39/Twx\nR0JBH5pISCaWhEd13FjpOZkVQCOf2A17En9b6WZLdKR2X0DV6jn7PT09HWPsvhSN/MoAa/Gl3237\nIwftxfRSTKBj9/f3O2+EJwvEihYdshCHzK1xUqIEDHpmQbjvSQQw3my+yau1EndKdHYsrUJYE7pU\nMpD99yWr5kbGPtfkk4/dbDbj8vJyzk8iIM7x24B+5UIXJQzv3r0b79+/nzGhhxXU1o3n9vZ2+nY4\nQ9LUgyxUD3oyFpwB/2m/o2fuTbcfHx93KgcSuPp4OE8Cc3V1tVNBJvsxtslCyarGx81mM1vj7IG5\nurraaTe8uLiYhyqQ83r9/LJlFR2HFzQ+/9r1NdH4LdfTbu89ReDoqzycAyNtGYxSAwk+z+mWWXE/\nRnpycjKurq7GGLsnPyjfcg5jjMnKUzpHKUpGOA9BGjPhHoy9YLYOpIxiwTOwdHBwMNlx4xSM/V/P\npbHWGFRjBCGBynyWCUdbZgoCVSLKSruf7F+gKPgos8yxcoiSEOsnABQAt12MoQoI2HgBDJOjwtHS\nJN3Qn79arWZCR/+Mo2wrR9dNwABkgefR0dEEpmTMaVtra1rgXCazoLRME1k3ANHrfpesOXPzajII\nvOzvb0/Bwc5Zi+W59wK24Cb4Y2WAQUlE2egxtsdMAjdsrPq02WxmGZqMajvkR7/Nm75h//vekzHG\njj036XC/Vhhd7emv7yjo6JGK1vHp6WkG5TLf9KgJHfkI0GWdzVfQppMua1Hft2y5IatWzOhdW2Ks\nJztga9otyBlwIg/fWdq+vnP3rT8oaG3bFADFh/o5WxAHJHd9v8F6vZ5JFt/pMnckBLlZb4mKZ7fC\n2YSLnZgvsol+VD+x9C9fvhyvXr0a7969G3d3d+P9+/fjhx9+mHL+9OnTrA60HaabZo+Pj+d6mn+T\nzVZZ6uvogzeFV3cbB32OvwXexYfT09NxcHAw3r59O/1F7Vcluj335Pb69evZ8iKJIHcJoyTJPOi7\nlmR+hR7zD8C1z9BlBy3QfTrUBJheN16UCALAmyzSgePj4/GnP/3pF7pdgsGR7V1PcyUvuieeSfLp\ncyspS/KFDfncGGMy83wpWfOLxSFAsXhSe+6a0F+A2zrCN5J31XzAXwLtGH9jubm5mZWVHmYg3ohr\nkiBJ8Bjbd1m1msNPWwPHyKq8icN9p4cElC9j7xLb7uds0qJlrRXQEkLivX27SyzYtkz63OPLJ5Yd\nv+36+mbw33BtVpvxxz/9abx8/XIGXsFDXx/FoIRjbBlzTmyM3RfLbTab+Yp4DuXo6Gh8+vRphw3g\nEAEJBok1cc+Dg4OdzdpKcRIM48QEtOwuQDdLFSQ5Vo6CUywD62/y4SgpOSMp41VWrGV3Sj7GmPPH\nvnecDLtAv6VwQN/8Li4uftFaYTyqDm1xsU4+y+j6f/Lo2IFZgQHgkkiUyWylpsCMHCvntnXRAzIW\npPx/GYg4xePj49n+Q3/IX/AQRI2jrGOZdZ8xB3IjOzIpKz1tarM9n7896X7n+9ZRZaf7GsybfvQ7\nArrnCkiCYCsF5sw+bVTvWFqtLONdu2qAdfmOgOqe1kulkj+g22xUggpgsWfrumQJC6SdhFYga+5d\n27bhCCKtYFjv2j1ZkX/jCL2ij31eK730urbP3xQMk5VxtU2oCcT+/v5k/NpyxW7IhK5qxekLJuvH\nv7ReywTL8+lyEzJzxwC+e/fuF4x9fat1a3W1IK4VA89e2j+dq3+ju60qLJPNjsOzxxjj4uJi/Jf/\n8l+mnnpJGn3F9quaNpkiU6BsjDHtnU3RXfL7+PHjlL21qG1UR5E6ZAyY1t/4nr0GZMAejaHVuBIo\nZNgqXcmlZTLMXvgqczZP61PSyxjJqaRk45rk1PMQEebNT9obYKwvXrwYf/7znycg9rZwc6WrEsD6\ndmvRFilzWlY1679aKe4c+nsJRZNfWImdSNhbseMDzZkv5n9blQLUJXX8DF11bwRpj+x+enp+iR3f\naz3YU8cvPrKF7tnqC27H2B5yQ8/8rmvLniW+ZGu8Dhs6PDwcFxcX4+Dgee/G4+Pj+Pbbb2d7ff2A\nNbF+/s2fHB4ejr/97W9jjGdSQQySNMErjT1//s9/Hrc3n7++GfwfvSzwX//ylx0miTPDRHZjlu9w\n6GUzOP4xnpVGHx9F1iJTxoBhUZSytj31xik+nueEkjG2YFCpvC0Igm8DJ1CNWWoAopiPj9texjG2\nG505MQbTakATkDHGjpMsk9qqQoGK+VN2jEsTIfPSesQZt2eVkWHngA33wRyXFezGP87CPJv0YV96\nYk3BlZ8LOO4zxu77GThjoKgOsckKPW1lo0Cp4KStK93giK23/oLjsrw8xvbN7a5WiDoPMqlDc2Fx\nsEZNTNoCQMeAZuMpYF6yatikfAAAIABJREFUtJ7LPj1LMCXb6orA302NbSloUtKkpiw9O/P/2kwr\nOCoESIkyfnwINrRJTfdatbxu/AWiNrQu2xboh+8ap3U1VvJsIt+KG9nQpdVqNVl09yLfstb+tFWq\nfdaVUxNksnRKXXXfc/mysqu15dqedszz8/Opw3w2/azOAtD0wBxbxe3L1CoXPrEMeBNEsjVusmmi\nwaeQy7KCZeytahh3fWx9mfGxE76x7Rpv3rwZf/rTn8bZ2dm4v39+md/FxcU4PHx+yVhfouh9IAXJ\nBe2q1PYHuIzv/Px8Aj3r2iRoCSTJqKRDmVu2+fCw3eCNncbcW1M+o8yu+5MJ38j3mmMT89oZ+yFX\n96M7WuPYA1BMr/j+/f392ZVAP0rcdN9H26uRK4+Pj+P777+fDD/wSzcce26M3Z/RFiU/b9XSeKp/\nbIv8G0MkEj2VDhgmd2w7kgQQb3VuSQTQY5hFfLJ+33zzzU6CpetijG1F9PDwcG6OVuVrO7T5397e\nTiCvO2G1Wk3spbrVRI9Oek5biuGi7iMiz1Zb1+ttRwI/A28YVwmq+h5+gr4hr3VBPDw8zDbQu7u7\nHexIz5dJ9mq1GuM3Fiq+Jhq/cj0Lc4yx2fbyu8oW1pE/Pj6/PZGS3d8/vwWUY+PgKdvFxcVOwKFs\n2nQ48/a2FoBwSoybwpTZZxBl7wR5BkR5WsK8vb2dLS1AKafgz3LDkWcU8I8x5pi+xAqOMXYcJwfF\neMvqAhs16rZgPDw8nz19dXU1DbiMaNk04xEsBTJzHGObBACjPl/GaclCFTgwcmPDNCiV9qQYiYd1\nPjk5GZeXl/Mc8jJyTebG2CZNZbYFKk6n7HwB83q93mnNo5/u9aU1Mk7z9j1z65qU5TRflQwXu6Cr\n5nl4eDiPZS54aW+z57BZOtYWLuBeMOvcgHiAUkLZ6lwTXXpVZrBAuom7kn2rKxy6sfvTpFByicVb\nVmj4otqSoK7drnI1lyaSTQJLALQNsafOSPya2AmcBStlOekHuXmO35FpgYs1kFAA117O1Tfp1mbM\nt2Dz9PR0J/HAvmPo6k9r6+5VIM4+tBw18W2FlF8uCOLXlvvr2jfeZILurNfr+fZkMuPvb25uxtnZ\n2c53bUZlb2JJfRdfWtDwpcR5vV6P09PT8cMPP8x5XV5ezhfsFTy7tGS24gQIVXfqN/f29ma1lX3w\nja2C+XxZ/vamN1Ew/r29vRl/rdnDw8M87c5a8FNN3shHRf7FixezO4Fs2Y82qLa0tYpqbnxXW4Av\nLy93CBR2Dwz31LomWkvipXrV6g5bUPUjB+QTHPClJNb9AdR2UNDVkpH7+/vz2ODGep+jww8PD7O6\nBcB6jhghFvAZy1hE79kvHWuLX6urt7e3c4M2WxFrz8/Px+np6U41u4e1NCbDWsD63t7ebJO7u7ub\n75poSxuCklzZvqqq+Wvl9UJARGPjLlvwR3Igjqm2IGfoCh8pIZG4VA584mr1fFQwv1/CCMnbhO/f\nur62Tv3Ktfn7UbcHh4fj+Ox4/PDDDxPIYgwZ26dPn3belrk0AsCJ41nuxeCkKFYzW46mp0VQjJYl\n68Bl8oy4znqMbckTs4w1sw+gTCNmsCXhgjknqAgsnIWWF+yMxKlOUyDy5+bmZgIr+sbQyE2gBMCb\nWK3X63F0dDTP4S77K+iOsT39x8WZldXhGMsSYNitQRPCsjLWqcmGeyw3z3MKDcxlgejYGNv3qDRQ\n9fSTMtPmghUqUBdcC+7IqQliWxhaaSJrV4NNQY0x1cGSSTfYLkFp9asMunG6BMkGP0FKgKmulbHv\nz8xBYtMkyHMeHx9nRbBsZitWBYRjbHtiOXvrTY8a2OhoEzq9sebZwG0NWgHd29ue9gV4dSN49150\nU2HnK7gIQgB0kwHVKM/r3PkiayGoVhfYjs+QrwQHUeHiCyTs9gWQVYMvMMR3tu952VpY/1M9NZ7q\nNvnz4/yvdSCD+u6jo6Px7t27uR4+wy9q66EH7Lr61eSSXJoUFTB33x9br/43MXYt7YSe8GXr9Xp8\n/PhxJhmPj4/jP/2n/zTBahMla1q2172WcmcHCCP3oHttE8W6SnzZt2TEfF682L6DoQlEX0TX/YNs\nUDzgZ8QVjLKTxEpusAuJvXVHRFhTSUNJl+vr6+kX+JQm0K1M93jRJob8lJ59JxN6fgHsf//v/33K\nSXUDPvhS5ZOti+MSKPewt7AvEqzf4NNgCSDavoCy92xnWZFar9cT7NILDD2isfszPVP3hjhAbiWT\nHh8f50vp2mXAF7VC0r0QR0dHO6RhE+0SNvyx+0rM6Udtkh3Tzx4Q9Pbt26kfJQqaAOpm4a/H2JJF\nh4eHO6fY2ZuhZdd4np627437+PHjrNrw1XxQieb/83//L+P28+3X1ql/+Pp7RUMwZ9gMRYbveDQO\nmsJSPAvTQNwSaPv9CjCr0Mv+QVkmJqW/oyB90deyjaEBpQmQz3PkEosxnp0tMKNHtL2vgrsA0k3d\ne3t7szpycHAwy+zYJ4FEVt5EgIJj/1ar1U4J1tyN/fr6esqgZe/2LHctGtQ4WCzUss+dA6gcuxG1\nPb3Laoe1amLBkZVN9vMxtm1IQO7j4+NkEwT2tltgNDkrMvNcescBFxwU6I8xdgIwmZi3f3tugb37\ntPS7rHRJcM1xjLHD4AFy3afg/q3UlGFr5Yi9da2tW88ydz8yLEBjT+RnfXyPvrT87iqDpETNN3D2\nHLuLHH3Pv9tuWdaycyiBoJVTewbQCsSyacEDeFxuli+7XpDTShzdp7PLRJFN0l9+USWyVZBlst/W\nU/NfrbYtZ+y2+lC9/vz58zg5OZlg2fqxAQlc2dS2ahXICtrsgeyawDfBBBqc0V+f7lllee3pInNz\nKNFDpuyy+ti5N+lln8tqYBMrvweOSnqwjdPT03F6ejrX8OPHjxMcGWuBdmNS9afJMt8gUaXzdKXs\n/Gq1mhWeJg/VjfV6Pde8/hP4Mt/r6+sd4oiuA1tkQZ61zeXxop5Nx33W/k099nwasHt4eDg3JvNT\nSIWC5cYkf8yFz1Ol0Y7keXw/XaGHTWrrJz3Xfff398fl5eWUZX0t8sJzq3Ntl7ImjYEl89raxz/y\nBZ7TPRklTehSK129fzGEsbNRLXX9DP1sUnJ7ezsxieeLl9a6ZMVms5lkM5+0Wq1mhcVJbsUf/DMf\nXgxks775tGOh2KZJFJu6ubnZGa8YzfYqi+K2o6OjGSNLTGrVmrFv/Lbra6LxK9fq776EASo9AqAF\nJsCfhVtuPuLgOaiLi4sJYhk/Yxhj7CiTMWAWylBzWBwjNsa9KUvLgAWOlIzRevkM0MfpUDIsiHlT\nRIZS1szRwIKd/SgFNa1m9Dk9Ycm4C9TKZGI1WknigLVaLRmhsgOMmvy/+eabGXyWbH9ZJ87NmNr2\nZT3KYi2Z0Dpmgbrr0WDPwb548WKnt7+scUExJpqTxuJxVGXxjcN3C56aKLmW4KHO3ljq/MfYnqbW\nNjuOVMKpRxbowigWFDV5KKu/2Wwm4KVP1lTAqy5LgpsotbLS4G0sguKyrQcQrB1YH7ZCB/0eEKFL\nfAUg0eTTOpYEsO6tYvh57YMdNKEq417dKIDiD8y1IJePcS8ADEj0GTLpuvkOG22gNB4+ji3TB79f\nkhplUctMvn79eto/eybXkhjtFW+CiM0l67J77K1gjX3u7e2Nt2/fjn/6p3+aemfO9FSbgsTg4uJi\nJ6nRq44gIJMlEDTWJRvNd7PTJutkoAWk7D8dAZb4LXHmzZs34/j4eJyfn4+//vWvO3b29PQ0q7sn\nJyfze93QCuy0JaoEmEq8uMemMdt+jzhrIorJV31wiccYapXw/f3tCYdjPFdDjo6Optzcw/4TR4y2\nqloyzlzoOjlrTfn8+fPOCWRLoNz3zdCFk5OTnQqWOagQNDn0TiLJBVb68PBw/PGPfxzff//9fNM0\nn2Dt+RdJmeeSBb9HB82pVeTGS/Oi4+baZNTzm0yqbDlK2Wd7/C1d0p0gcSqReHBwMC4vL3fmqM3z\n9evXs+Ww71nxLOBcS9uHDx92ki0+r3rAJ97f349Pnz5NW5PIaJNid8bVv8lBl0QJMDbROGvuiNce\ni93j8BEkyJK2Bvd+7Nc82C1f7fAHSexv7W/6mmj8hms1VmM8bcbmcfvWTseSMaj2/jE4DouS9ySp\n/r736SYqYEhgwVS2tFaQ6XSDMs0cIAAC2DRxKmv09PQ0+xwFrjG2Dvzx8XH28gPE9/f3sw+wJU5G\nYj5jbM/qb1tWWTzfBQ4K3FQnWqVwr8PDw+l0gOQy2E1izFMgEGg5+ILRBmljaDl8jN2WDfpxf3+/\n81I/97SG7uk+xgDQjrFlRDkeicuSGS7YFHTLRDdBsPYFI9URwY7jAwQ8Y4wxQULZKbL+1xjNAjM/\n8/9uVvNv8zTGOlb63zHRYUFA8G8gE9hbiSDfJi1LUK5SATQUlBXkkVUreLVrPzdXfsP/l4x3K5Bj\njB1QKGC0Ukp+ZcKNz2cKNler7XtMxtjujSLjfpacBWZHSdJ3dgtY1uabPBVYtoIEnJdJ7loKztpV\n+RVgvD5zydqXeGjia42BCmtUxrb+wTP8keSwF/cs+MC6t42lSZrxABL1M69evZqgr/uz6IFEoCzz\nwcHBzj4CNlQmt5vnb29vd/YuaWvlw/hW+nl2dja+++67+SLRp6en8fPfX2qrwuUZKgn1dWOMnWRW\nDOIj6y/4NL5GIla2u3q3TFaaYNPL+u3apL+NaZlsk1NZZLb69PQ0zs7Odmzo4OB5H1HnTh8LpOk+\nO1VxoKsSOON/enraeedG/RO78Q6oJiFl0Mm5totQ4tMlBmykVWjVoCUp4zuSC/7JfBGl5CyJN/f6\ne3HSWJ042cpTqz/s2OfESISsuZmn+GBfxfv373dII/NBePJByD5VMFWoVhJa6UAoqB4A6Oxfh0ht\ngPxU3vgRtl4/JKEwbjGgmKB+11q7J5LWZV7GsCQ9W9Wvn/u162ui8TsugBroELzG2G50pjiCeEEa\nh85RMP4Cms+fP89yck/lwUQzKoDbz1rKqxMcY3sKzzIwlwniDAr8GVfHyulRREGsG5rLzrYaMMb2\n1AWBqaw+QIZ10AMqILs4n7JtnAqHiL1YnnHdU4XMk7w4p7KU5iKAtMrQe/s++TTBbFIliWLQrWA0\nsJIjR1+GtQC2ycqSPbb2BY2YlZatObVlS0CZ+SWDahM0ORoP2VqDMbabdAX6AooyoWPsvulZEgts\n+o5zvoHeZVBW6hZ4Pb9JuaBTNslYVQLrZI1Z4CoDBdy6t2BRdtiakmGZ+rbxLJNw47ZW1pFteJ4g\nUuBIh32XTMmxYK3JjrVqNUvwNs+ezlL9oGNNnjvf+kABc29vb+fEFOPruOixefl3WVSyK2Ao2PzX\nEmy6Qx/bKsj2a0dLHwu0n52dTZtvBUUgBwj4NuOXmAFAdNo8mzhW/5bHQjchbFJl7n23hsSiCfLt\n7e18D0aTLXPmH7/55pu5Qfz+/n787W9/G3/96193KvjVB+vPvyBSlrbXlsXKETBtYr3U1doOH032\nSzCsZa/JWo+k56ea/CwTmSYiY4zZA195ti1U9QFY6wmMZORlk30xnHEAu3S0LZXWSvUL8DV291jq\nRpPa+sTiGr/jS9pu49/1gapQvsuu6Z/N1kgfiY12RvJXgWrLohcDO7aWrCVs1gZJWUKBzficxN49\nxIw3b97MBHGM7X6pVg+sgc3U4hO5tepAT9+8eTN/r2ULKfCvEYxiM33m8/0OLqzPEEPpIB0phnEM\nrgo2n/Tw8DC+++67nb0k5mxtPG9vb9ut8luur4nG77nWm52NzNgDBopRKiPc3wFl2Pf1ej2ZLlky\no6Ioh4eH82QGiuIMaMHM383aZZ7GgXluBcOzME9tqxpjzD0WFFYi0EDNIAsqzEuQoLQFWRx+KylL\nRoOhOc5OgsRpctTd9F1jKAgTeJw0UidZOTT4KfH7TJ2g5xljDZADNT6GWibXqSptH6ijqeNsFaxA\np+OVKJBfN/DSG/NUXvZ9FSpJqPvTh7aFlD0vs15QWFANJBjX8vttrStDJ/DR1drR1dXVTvC2NpLN\ngnBBrsBacGZfS53R4gAENGE1h4Ko9rsvN783UePsu35NXqebSVJVuwHUjI9M2Gd9UG2RPgna7KLP\n6R/6TRfJD8HSFkHjLqDzXTIV1JbJZytE9NJhGsAB3ZdINLmo35Gs1ocgd/gK4yp4L/v/8PCws9G3\nSaLnAHRN0HyuLU59IzPbLHNIB6wB2yFDQMS8qyslDQqM3cdVJtJzrLv1U0H0+4uLi503trcf2yZs\nAOn09HS8e/duxqPr6+vpi9mC+XevgXnxP5K1MtvWd4wtyO88a4dNxCTAxq/XHDCTZCx9sr/50FYu\n6r88i62YV30bUE7nkVeeI5ktOG0lr9UHz+pYEGuex8cYSw9dKInl53wev9eq68PD88Eu1S8+k728\ne/duzoNvAUT5qsZc/kmFkI/2GTqpGmFO5Cdx4Pua4Nu/gGApiQk3sWcyaoJVQvHo6Ginnbv2sl6v\n596dJsN0CUksuer+Nn6JLbhHcVGJ6PpEczk5OZn370lWdKCVktoGW2s1DwlXv60l330ae8U333l4\neBiXl5c7eOPXrq+Jxu+5NmN8vrwZt9e38+jUsp/d8NeF5GiAW0rEyC1kgUQDUJXlS2wqRcOCcQIP\nD89HtpXNK3vhqkMSyDybAy4Lgq1qcuSPe8uqGYfAjZEYY7s3oHM2p4I/b3HFLHYj6jJANZCRe8Fm\nj02UeEmYymRxhC1Lti/f83zHz/xfULVeEgqMyxhbprqVlTG25XqOv1UG96qO+A6Zc5Y+X8BcoCIh\nsL4qMWV+m0D5f8EnByr5butekyBzKNNKp8mg32vPM5sqg9nNgUuW3nq2AkAnBbvOveC4sqf7dNx6\ndly1jc1m21rJTjzbnyaK7r+sfhTceMYYYyZPZOCZ9JqvYG/+LjBfMp3s0PdKhAA9DZZl0JtYLOcn\nMRljW8Hi85YMagP3GNv2EdVN4y5DZz3blmWuraJaR76AjpS51b5mHj2xC1Av+7xs+9Tj7dhLrKjE\nCQNrHl2TyrCsrrYl9t5WUWtoHm1HsY7GbB7G7DPsHbhht69evRqXl5dTL7rh1xryE17ed3p6On78\n8cfx448/7hBcbMC9mwjXZiQxjsztSU+Sq+qNdaPvSJOnp+d3z6hc04m20Dji9ktVq+qlz4+xGx9L\nFIlBy3hubcydntDXstLad5aknT0Qt7e34/z8fKf7wZ41ILmAn3604ru3tzc30duIrHOiVU06RyfI\nGaCX4LDPAmJxRntRYx4yll6qaBSDHB4ezrFZd21HbRcnX7GkZFhl0vZmc+Fz6cb+/v6OvhwcPL9R\n3h5VbX8d+3q9Hp8+fRo3Nzfj7u5ubuTnm5okk7N4A58gyC4uLubxtSVf4cp2TyADV6vVTkLSPUdI\nbslD315eckIC9iVf3XY2rWr0g/6yuXbR/Nr1NdH4HRfD6IbL9Xo9zs/PpwMG9ikMp8xRLNn9MbbJ\nCKfIGBsIGnxk/QIJdqlBEHNjM09ZvjrqZZLAKXHezfDLghQ8jbEFq4BKA1/ZbPduuwAQsGSuKPnV\n1dU8KvDx8XE6niZdHVvBOCdRUG5sDBtA5MCbTDBwc+Gsl72LHUPHUfYT4MLYdlMdB7Ver3cYVi9q\nonNlVNrSI+BIfgRJ+lUWj1MjmzLI7svJ3N3dTQdfUG7tPF+gIrcmD01clutVhpr+Ajw3Nze/6KP2\nO882zzKmnm1c5iqRt6nOPTlsQG8JbNgYm6Ojgp1/s/Uxtj2sZTmXiVYDE/0QSAt0/V7vLR21jjb/\n3d/fz42qtWtr14sOHRwczFY+NrnZbCZ4ts6tTvW+Y+y+yV0JvxVN31u2m7Lx6sEYY0dOZQEbMFVb\nl0yvhIuvq8/lD6qPyw2d7NLz/L/6e39/P09kcbiFdSiALTPu2ct2lrbsdIwFU8gRnzOHZXJhbGRG\nb6yn5M2cS36492azPTGnoM08sZ8qc8fHx+O7774b79+/H1dXV+Py8nJnn0eBkfHS/z5XJQSryn7E\nur5ozdwAquXGbwkB/2w9AaQmim0pro0UrEssJBx8PxbYvkcYwAZs9g3Ybjbb9y+pnpRI4CfMDZP/\n/v376Z/ItSRN++ard9YKsCV3z3LiUtuw6jtqvycnJ/MIfDGzrUlsQFsrGWt3qu+ALYwTPoI1yKNJ\nZ0kYFW26z5aAee8ws158W33JUv/qt1U5EZzGbWwlXemKBKsJfclMidTLly/n8bjd/9GN396JQbbe\nAl6b5iOA/WIH92fD9p9pW3x83O7LoG9kttls5t5h87VmKrU7pPXma0Xj3/1ar9djtbc3Li8vpxJ7\nYZA3UMuELRpmpkmKwAZQjvFLhhN4KVtDsQtWLHpZslYIKFxPzPG5Mn3GuFqt5vwAvxpZWY6eLNNM\nt20mNQwBqGOuEgN95th+/bYglM32jLJByyRHULEmnAHnxDG2TYJ8rW2dr+f4ThkdTgywbxtdy8pY\nigKXVqew9tapR1969vK0HTIpUCEHMjR269BkSAAjt4eH7dtDfY9OFQwudZmcmkCYR5O8MbZVKPrT\nY22Pjo7Gzc3NTkVuvV7PXuZuJKXD7uuZZK+SwW7ZM/mUrS9IJ5eCyWViKYkgH2vv/wWFyyTIWljL\ntiCovDVA9rsuQOfly5ezx75go4mldTBf4BiTX1+H2W+PrrXqOFqdAOz4Qt/hy3xuvV5PW/Z/NsIX\ndDytQvhc19MztHax8/oFfsWcjIG/BlatXeXVRIBelHg4Pj6ep7wsXxTW6qq1XjKzZF4f4jnGoXXJ\nPJeAx727Ob0VV6DfOrR9Egher9dzX+AYuyRFdbR+5OTkZPzhD38Yp6en4/z8fPz000/j/Px86kZ9\nWavmrbYguJqIrVbb/YwS7voB8utRomOMcX19PWMYXcL0ArOt/FlTf1QCrHtt9/DwcJ5kphJhDX3v\nu+++G2OMSapp/W1yb+0AaTFEvDs6Ohrn5+fj/Px8kgFAZX15Ew8JneS9FWo6p+XF57s3qnHAWF39\nnda6xsom8V1f+5GsT7GMGNt3RtTOrGsxQH28Kn59AX/IhjxXPFnqr3Wqz3QPsU+rEf3z7GIgcalt\n7a1kSHiAfLGmSZCrLVC1TzrU9lv+AMniO2IafCLm7e3tjXfv3s3YLjb6LtK7cYoPtw7W+u7u7uup\nU/9PXM3yOYqff/55BnjKqNdwWf7Ghsp0GQkQ0/L8GNtgX7Zg6VjGGDsgQc97S4sCL4fjO5RYcAIU\nOBTB0bzLVrckySn5jsDSXlVOpb3Lxg0ccE6MxzgAz4eHh3F9fb0zHw4CSG9JsC0vDKRM64sXLyYD\nU2A4xhaQPD1ty+1AGzCMedLPz0HXmRgH1mmMbfKFMWuAAWDog2DJUfhcy89YsrJyPmdNmpxpCaNj\nnIj50oHDw8P5IiZrVmapFTUsU6siXT+Aoif7jLF9vwR5+J1AT18KDsjHqUdN4jrPVtb67IeHh51N\nfJ7LyWJRm1TTT7pSx9vqSFuajLvVFwx82X36LRA1STJva+tn7lvm2PMwkw20/Zx7ulpZYbNszNoV\nfLSlqYRHk/cG8yZJ1p1u1ZYb3FrpqG9s9XNZNVGJKoB3hLB50WPr5MCOJYO7ZC7NEzGB1X/16tXO\nfgoVSFUzpwZa08qHrS5bZq1HEx1rY327F8i6Gzf7LtspDvBHBayt/LJnBFmZ+fazN1HY398f79+/\nn/O9uroaHz582IlfBbxaPdo2CQTX71vnVgHqG/lSMiDbw8Pn43TNr22w5uoerQ6y2fotsvUc7YvH\nx8c7xIn1B46Pjo52SEY2VDKie0cAzRcvXswKozesm5N70ePNZjOTCwmAZyBtXNpq3759O969ezf2\n9vbmBvYCyxJpBZ/9HPDcvQIlK6uXTbKNWdWRDvo8cqBEgPGId/wZcL6/vz+7DuhM24zo/Wq13Q/o\nWQhYhyDQGYTm58+fJ4nQWFK7QUKpQvBRbY+2z9V3uwHcARIl3vhYyd+SbFXBMwc4pDKU3PG5JSe8\nY0ys67PhQd0Enm2tDg4OdnS/yei/dX1NNH7HNZnj9fb8dEp0dXU1g1Z7FwG3sntPT087x7f2d9hC\nf+psJC4NgmOMHScJvNcJyJBVWDg9RgLkNGP1t/EtM37AQItLQYmzq6vMgs3Hjx932OGeogIsAEll\nxWugS4a+Rt9Awun5N7aO4xE0jHHJQgvMAIz7efYSjPQlO2OMqSM+Z45kR2Z1fmVmJRStHvisQAss\nlaEs0+EZy1YdMiAf82pVarPZ7Jz7XadDxjc3N9NxWXNOEHBugJY4tXo0xpgleWxswd8Y230ZLnZW\n0NEWJutWuyITrL+5s88xxgz61Z9vvvlmAkgyJCt6sgyabZewpmRI3k1ql6BHYkN+dMoc2ZbnlmkT\nbKxX161ECQBFd7BcxoO5RB6oVPIZBRieXwaTLTfxAnzJGuniZ5KqzWZbwm/FqLbvc2VM/RswqO8h\ncwlTPw9cFuiXPOg6dZ6np6e/SKLJo8/Z23veSyG5ur+/H5eXl5OoaLW5diHBIZsC4CZ57JfcEQT0\ngbzpGRsqycK3VEcla+bGps3NmC8vL8d33303vv3227G///ySt59//nkHCNdmASr6AJD53XI8fCkW\n3v+bHLkfphujzr6tTUESmyNHxFerZyp0ZIc4qM+TOLnn1dXVfPs2vwXM08u2pJmHVlqxqlWVMt/G\nx8+MMWYcvry83PHTxQre7E6HgdbqrbWSqJQc4o+WbwEvcdqjbVWTWik33yVTL/6TrzG3euOePe5d\nK7NLnLm9vZ2EQNt/v0Qamhsfs14/v5Pk6OhoHiBTG+8ehVYwxNWC+xJn+/v7O61+7EB7FN99c3Mz\nx0GWY4y5+f38/HwnMaB/fEWxkaT24eFhnJ2djW+//XasVs/VzQ8fPky5IT7X6+0Jet1jJOb0mGm+\n6Neur4nG7702mzGFgqQmAAAgAElEQVRWq/Hx48dpyDJfTs6ijrFlGDllRtK2l550wXlRVIyQhIaj\n5RzLeHmR3NHR0XyHwxhj7tcoCGgAq7FUgTg/n2FcDcTmbs6r1Wq+ldU9ypI20AkCDLHMT0H4GGOc\nnp7uON0Cu7YJlZXsHBtMChY4yevr6zl3hiXbb6LQZ1lHMuXU2iJWJs/PO+4yqIL2arWa7RyeJ6Aw\nfN+hX+3hJvNW0KzXkj1RrajOGYc9K2WwCoju7u6mzllfjlPCQX4FuA2sbKZJgaCKkW/CaqzmJjg/\nPW1P7QCCzbPMsKBjvPRaEu/vso/mb+y1V0HUBZS3HaAVhLJ2lUGfBzDRjcq3YJ+8aittlWlC6Pd0\nqbYtYHZ9zZscHf/YsVWXq1MFeU20BPraKmDX6qskCTkyxu5JbMY9xjZB7ToXLFcfjdOaN7DzXW0x\n4BuaiJPdycnJrHxJeoyhZFCrF9q0tPDQA/Ihl75Ikrw9C0DiP5YsPHKqPqvrJTG0DvXjZGa8ZKB1\nx++MEyA8Ojoab9++HWdnZzubaz99+rRT/ZXUmBc/1TWlNwAasI1A4IPNoQmIxFaFqO0nSK0SE+bd\nCroYab1rg/rsrat1sK77+/szWTo8PJyVbiQF4EYv+f+eWnh6erqT+MIXvg+8Lte3ZNC7d+/mEaYu\netZ9A8bbPTf032fH2HYGSNpLVLJvduvnJXwAbL5VfGXnrTgdHBzs7EkQO8fYvqOkrZmSdvqtxa82\nK/G058Jm6Np2ySZyvbt7fmEfovbdu3dz36sY1oNXmhCJGYgS/kW1jf6JSaenpzsEaHGDcbC39+/f\nT4xFdiUUug6tKFlr1a3NZrPzzg0+tz6gh4yUXGBPnvlr19dE43dcm7EZ3rl+8vpkPN79vc3hYG/2\njS9BRoEv4FiGuW0RHAVH0zaMng4CbI6xZTD39/enU8f0lQGh7HWsVRI99g36xsiQjQlrwcDK+Je1\nWlZNCjYxY4yhQG6MscMAjPHM1njnQMfQ6sIYuyelYG17PO6XmEObpdpeUcAigBs79szzMJJ7e3s7\nyYf1tQ6Yl5Yby7SPsT0RpmVvY/Q5MnVxAoACR0EvMNWcEr0EJMbYBhayKTCgsw12AoGEgFMsk87p\nm4OfA3YFw4J5gX2ZRWP0dyuHrWKRRwGCf9M1e2LGGLM8XWBZ5qyb9DjWsrHABP3tfST4S1sYY/ck\nG2vf5H65jr7vmMNXr16N169f/8Lmm4izRz+rT/L8g4ODmUD4DN8hiK5Wq50qEDBC79zTfBAI1Slt\nCU0emnQAZ9pbCqj9zjpLljwTWAM2gSnzWyZt1qsVyq67Zzc5o7+Xl5eTnTWevkiMX8UiepGbudS2\nVDiaFKl2uzcfs7e3PZaSHhu3fxtz3zFQ0qWbdNklPbOfAEFSH9GEmm7zuz5PbkdHR+OHH34Y33//\n/Xh4eBg//fTT+Pjx47i5ufnFC2UlMSoS1oLfkFgYixN82kZEV0ukmbc9FEAsWy0oRpT0HSOVad99\nwva1yDh16/j4ePbzN5lvnJGM8O9+Z859h5G1R/awGbq99AliBYxwdXU1Dg8PJ1ml+rBer2fSgln3\n/xIg/Fx1VayqXrT611aexkK6RiYlOvhC60CfxIgxtpVs41c5WK2eW4i8vdylmscvwhFa+thhW9KR\ndY2f4vXp6ek4OTkZ33333Zzv4eHhePPmzaxkihFOoSqB1qoGPFHyQULJFuAaa80Hi8WqECoejcn1\nF2OM8ebNm1lRImsY0ktEiy+KO3V+WHc6o3riZ7/1+ppo/J5r9fc/YwtQBNQyzYISowCkyyQC364y\nvWNsAVfZJcGzwaAtMZwAlohiAhVjbN+vIChxiNfX19PZmA8n6bl6H82z+yrKhI6x+7ZsjrRgFevX\nrHuMLdjSW834gLr1ensyl3+793LjLIdxfHw8nfDp6emUMWABHHJCy5aTMbbHiQq83R8ABAj2ZW/J\nyBqQK/ZguWehG2/LtFkvCUcBbzcJlvWiR3QJi1omjD4p97c1xdxb6i5L3+dI8Izf3571+Pg4W8sK\nxqx5ZU0nOWKAsZvoOLnaGQaOfjSQSYhsdNVm0P5voERAqBzKUNEHIL2nenScEswGGbIBGltZKMCr\njpDjGM8BkqM357LP9R/WGzhrRaGybfLbQOtv/q720ucUNLFT46IbEgJjJBd6NcaYCfuXWgGrH/RZ\ncqCiSL/Mpwlyk2p6g1jQT90WBc/zfWy2+bPjyr6tVXTJpmjrIHkFlqyjgyF8vwkwRhZDf3BwsNP2\nubRP/qHEjj0bPofVZT/WF9nF37XiQgdbwfNMa/fy5ctxeno6976dn5/Pe4uD7tu2H3PQCsMumuRZ\nP8AaEdG9TWTSaoyfqUZ0/485WO8mB/Tf/Ru7JUGPj4+zyui+KkolN3o0dff10BtgVVKN1T44OBiX\nl5fj8vJy3N/f77wbgl/ou076AlByYveqXUiExgunhfHjbKu4YukL3Nu6VkdcxSbW17MBV3GtVYYy\n7GdnZ9PmizEA8mKuJsTwT/GN/9Nb95Mg+J35uMQzZAhygQ7DH6vVam4IV4FWobReTajoIHkD/92g\nbr36+yUpbQwS9RIOEnTzEQ/bvn94eLhzoEuxm1hl/Ii6x8fHsdr7bSnE6vdkJavVakMw/3+86pw2\nq+fqxj//z//TeNo8jePXxzsAzp8yTYxCebUsJLZpWbrHFpT9LwO8ZBgoWZ3IGGP2EreE1zJ62026\nOZaSC/ru73r58uU4Pz//xckfBfvGKHB4FgUHptoqUFbZZ8gIIN5sntvOrq+vJ/g6PDzc2TPQigl5\nkDej5AxVNXwOq2K8DBq4AdKX7V4NSECUgNmAVWarL0ws44rZMOcxxi8AljH4PL15/fr1zikrHaeA\n24pK2dsmf9azjhH47xwBOyey0O8CTJvc6DCmipO3rmWVW4pvYtTe2ybk7lnb6NqTE1mW5WTnkkL3\nMi7yIosGjyb/1q3OvYDXOKw5P2xswGhtvKzmEgibb8F4n7Vse1uOxX1c5NE1acXG/dlDkyXzoqdY\nV3IDpmpHTZTYibmziaV/MY6Ouy1E7tMqJWC+t7c3ddQ8fa/y7ZicMMjPnJyczM9pjWSjZYHbFsGv\n0insM7ktbXnGm7+vg58VPNbn3N3d7ezNaOV7qUvkURsrq89++QfrJ7EW07pOkpb9/f3xL//yL2O9\nfn7vwMnJyfjjH/+4Q0pZtxI4XfvDw8NxcXEx41ET7n6n68verAfAxL/zteZDpmJJW3FUJcmErrTv\nv4ndwcHB7BggO7IpAabyx//7mWfQG2u8v/+8F1IC1gqkZ5Tw8317MHpsu2f87W9/m2t7dnY2Xr58\nOfeNdL9iScslMeKe/q7Patwoeeb3YtG7d+/Gx48fd4iOVrw8h850PxZd3Nvb+8ULMel09/1Yb/oh\nUdUKu0zOx9ieYEVu1phMmsDUdlQSyEWSIFGxvmzWc/f29uahCNq9VGKOjo4mbjEXBEbJH+uMsKGn\nnUs3+Nt7wn+S+YcPH8bnz59nO58qR8m0v/75L+Px4fFXk4KvFY3fcRU0jzFmdeNgb8u6M6gyhzJK\n5eDr6+sJ3rEWe3t7U6GqTDUybQUFrQWKHBhD4bixIhzOGFsmghEy/DLOEpeyoV4ww7FeXV3NliBz\nIaslwwEotX2MMwDKmmFjPsxRH3EDnzn7DMM2xzHGdG7Wx3M5ZfdTorXO2CyO3Z8yMAWf5r5eb99m\nWub0XwusY4zJgjSQuud6vZ4lc0HX3/TEs8xTQKRDGIy2OtRpkAMA0T0fXb+np+e9KFgaLwryO2xf\nmSYBaoyxU5UYY8yqQFnLOuC24AiePZ6RTLRPWL86ziUby56sQVvtmlj4m2yAfLrVtgy2NMY2yLdk\nDuQYH/LAumr3sX7a/cjOd1oFEribKBRElkBw4kp1qyCl1SrP9SzjBvSajLJVdmAN2F0ZYPIR3AtC\nmsh6lu8YBwDehJIf6jPLRKqs1OeoTLiA5YLZAusxxuyzZ4vaGsylAdtYVqvnlrPz8/PpL7TY8oWn\np6dThphxTK6fG4v5NsEzPgwqIFT/xV937xHZNxG2NtjwJup9KzibqM8h2zGeGfuTk5NxdnY22zfW\n6/X4b//tv0099JzGOGtBzt5SLPlaVtn4KnHU78lHtZKNbjab+VI4bPjS3q2vPRfm1n2GdKp7tfg2\ncmKvBa5lxCtDBAc/IwEXh/yb71Dtqh/rvF0///zzuL+/n20+PfigCTe7kmSwqa6Rje0lKErKrVar\n+d4LccD68En8YAkSm5FbuVqSRHzcMm77u2toLvax1uf2VC4yZhNiPxvTFtW9DyWLxNR3796NzWYz\n9ye5HzAvbonHKmAlF6ybmNEXBdJV+Ojx8XG8fft2xl1+0bhLQNNXOkmOS+wnRhwdHc05IFbs64Bn\nlgea/NaKxtdE43dczXhXm+cF/fjx43T4LWMDavq06wi7H4ICVBl7Qk+Br9aUjqNAqj2trRjIrusU\n1uv1DnCn/FgkxiLgA9d9GdHd3d04PT3dAdJl2rpZqMyq4IJlBdqMG2hpnysDtNekPaG+J/EyJ3/6\n/Donsrm+vv5FqwCnSE5jbE+z8LwmctamjA/DrNwBnvYatyJAXhxVW1sKMgRF/y7D6/kYjDG2p0+4\nt8+VbRLcO4cl4HLf6jndcWkxqq6Vaa9MrYUA77sqWMbqeX3TfFs4tBW4OE/zLRO/1Etyabm4OiWR\nbqAGKsmMTdCfVu2Mp2/IpaOtSLmaKJlT2zSrh2yE/rintoGeKW9srWy1na/tTE3iC2zbjtREgp4V\n5PMr5M+nPD4+7rwIswSD5xUIkwE9AWTMx7/ZcCsB7L1AolVi41SxlcBjCoFKwffk5GSMsdtmBdQ8\nPT3Nk9Os1c3NzTg9PZ1sdPv5+dCCMT6MTC8vLycYMFbtf55Jl7p+dAMx0LUx7ravFthVd+kWkgJ4\noh+1I0nNGM/HrHtT+n/4D/9hyv3jx48zhvGhdJ5dL9tUzblJ8GazmcCtL4Vj355XG3EfiTxdspaV\nnU2z3YC+rC4tE2M6ym4kfsiRgnRzpldNoo1L7IUP+A77UdzP2vWQmPV6PQ9pqa1IFr/99tudsdAN\ncvPv2iKf2K4LfzvOWfyQ8KqsV0dPTk5my3OxS+U6xpZMKUkzxvgFyVZiUKw8OzubuiHmXF5eztat\n7vsA6nv6GyxnvT9//jxOTk6mr+g6nJ2d7ewT4q8PDg5mtaYHldSXl3hbr7cvpmz8Ev/4iE+fPk39\n1B4HV8Fw5FcsKrEyd2sqUaG7fudarVbzhdD8xtS/1W/rcPqaaPyDV99CWWaXEnWT2RjPQaksU1/W\nw9kArpyU39ns1j77gtYaDpDmPGSbDn2uLCwnxNBtsCprKHgue16xToJPgRDHxtAlRw3CQJzvFeSW\nXdByM8YWODYzb/nw/v5+GiLgykmOsWVwlRaNgazH2PZBA2rGDqRxEJVRgYMgfn19PcbYTXTKoKl0\nFXzW0WMQyxovGcUmPXQKABbMyJ+OGI9ko86uzKnfFzSPMebGygJMIAGYJO8CEPJtklmmkg62la4l\nYmxcAVIBSOcmYLgKDN27shOsluyx8dFN1aclCCdPzynDJqEFFjht976+vv4FyMfENqDSw6WtkSuQ\nsyQ3yph3rbq+xm+dfJ+P8kyy9kyVMFVISWPZtOo02SzZzYODg9mKYN0PDrYvwKvOAmA+u2Qb2XvZ\nS3OyHsZhjW3QBhrIhP94+/btTqsVQKuH3HqrELI1vshaFWg3WWM7TVqthz0aiCvvqWgSTUeqP9YF\nCORDKuMm1pUVvQHYmxyxoSU73urTy5cvx8nJyTwhh593IlIBlDHU5ulWK00F3ebguXwhcLmsXpdw\nG+P5reb2LPKZPsum6Ct/u2wZcwSz+ZMvhtgaA5d0cozdl8KVCFDh5SNKyjX2Vb/r21uJKPnQz3rL\ntzXx++qmZ7daSA7WuERKyS/fNQ/+Q0eHZNr4uufI9wrqxX025OKLCoxhL2N0Qij5wWmSGwc8kNnS\n//HLbRM0LlWgtl+aZ+Wmuti9vWTThNX92x5XXRCj6Hf3eCImSyi0a2aMMU/XbIV5SZTToz4HPoIF\nS078lutrovGPXKvVeLi9Hx8/fpyMSsFGs3qK1JKqzwIABUV1mMAAllJfugBVgETBBYqymGNsgYiA\nKkArxV1fX+8wwxITZX7tOIzbM7EFDLoGgmnCJpRxL/gpcKqzZKjAU4EBhyXAYWgZaoOG37nKxkks\njKVl9f39bX9jE6+ySZgMvbvtDxYYjGeM7eayAl7zFVCVbjl/ht9ASp86H0ChL7sruBJI9IZ6F4rE\nqvIhm7KXnGudGieEeSwbRDZfSoxaKWnQqHPjRNmIRHyZSBhvS7vkCtDQuzG2PcZjbIFvA01Z3laP\n6D/gtgR7rVSQAxA6xvagBOtpbYDz6rPPsw3zBLQPD59PQOEfqgsCEPslUzJjp8CkAGwuGF12tdSH\n6pR9UWRO/9sCVlaVL2iQVbUsUyv40vkxxmQk+R7rad35QGNua1VbQmr/1oKuOo3n5cuX8zjKgnk6\nDmwAR/7tc2RaANqk/+3btzPBIGdvgab3fD0w5R0Z5uVZ7l8wTc8kMgBC2zqws8YIBBVQqLb3aFA6\ndnJyMuW5TAQA7u+//37s7z+/X6NVDXrY5NdalmiSLJHtkvhBfNAnOl77luTwmSoh9J9/LqAu+CvB\n08+au/WWGKvIkb2kh78EOl0AYRMK+qu61nal6pJ1V8EoAC2g52O+tM+jxAa9o5fuYVxtbRYryakJ\nTGVb4K1as/SP3eR8f//8rpnKR8u5ZzlinTxKMMElWpHEJ+sq/iHlbKQvKYJEbYWEDAB2333z5s04\nOzublQ8YjB70YJ7ukWgVk/9g18bGxvn4x8fHiQUl0GyCHo6xTWaNHfHQNW2yyWfwLcfHx/N31vHq\n6mpHb3/L9TXR+Aeu1XqMvb0tC8EwOW9KjCkDZPrWVUrSoNjyNLCpNCm4CsJVyAY/zgNjI0mRDDBo\n/fSCDIfOeTVAc3KMmBOyGXtZkm/W3ipLAVjZV4HNxu6y1YIJJyWBYPScXZO3JgMtPQNuAlaBGADc\n4x6twVz31fbELfLpWID8lu8LQv3p3NyLc/OyNM5MciOINPnwvQIGztYc7WeQEABV5o+hWbbL0DMO\nrKy6/9t0bo0LiptUKw0XzHNqZdUkZWV/Pa+MaVkk5XTyL3tILu5R+bTlQcug8bEpAMi99PrSW/oz\nxrZVh66zBdUp+qL9r8kT0DDG9jQfNtLEEassIDmxqMRDZcu2ADP3xqY22SG7VqHKepMVkECX+Rn2\nbP6+ayzVqzLpgAadoj/VbUCk1aUvsaBss3u1+FJr1X0ZgNdyM+vh4fOGbz6H/jXJL1i3ptUVOuGz\nfHxJFHa+v78/9zXQy4JrsmwCUJDCR9sHwT8sEy1z48/H2G727b0BozG2idfbt2+nz2GXAJt10hpc\nouv169fj/fv3c/1+/vnnSex4Jj/7+Pg4Twcs8WIsnlUm3/q3ogYELltU61sAzq6FuMUP1o90/cyf\nPGsbbP/FixezskG/kVZAYBN6NsWXsel2M/jDTnyev2iCRu/KVrM5sjAnR8z6TvvxJSbWoFXhVvHE\n3ran8gf0uKQU/WRXJTD29/fnEcXkT16Ii3ZVaNNiI2OM6fckyK2IbzabmWiKka3Em6uqbquwJXK0\nhpHr8fHxODk5GS9evJjjR96yLXpn4z150ycy4xv29vZmizd9p/NjjJ0jsemiJJz8vITPmi7fhm7T\nd9fNmhaj+f/vub4mGv/gtX56Gg+3z29LbBBrqYuCX15eTkdUBocz4VSbaQPpzXZ7rKrAIdB1w/jD\nw8POsYMF3WXjCnI4OIzPGGOe7OQ5ZecZWNnkyqAsCLAF4LQas9lspjF7s2mZRlWKbq4SbMYYO06P\nE+RQ9E7e3d1NUGYOgjPgVMBt7YzPMxl/2wyspzG0CsOhOLLXvIH/bkYmjyVb5N6+j8Go4/VdAaqA\nra1anOxyjtalbGiTZ3MXdO7v78fr16/nBldyasKxBNa+577OiW8QaGtKAzSZCZqteHC0rQw1sSib\n7J50ydxevXq1czJHg0JlB5iQW585xrbq4d+tYkl63L96zF7cW3JqPNhYILnsJ9usHrGh+oEmxn7m\nsoZsvkRG2X+2RX7Agau61UTO3Jf9ya1itnrDJ7rn09PzG3G9eMvPl1WCMcasapTcIA8+13wBXOTE\nN998M16/fj1OT0/nWf3spzbITiTbfk6XyaxtFtYKs4iQKHkjqQA+HBXr/Q3WHMCiV2yXnS2r2K2c\n8Ev0q4RQbaB7fIBDa9aEixzYS+3Xuh8cHIwffvhhAiInH7XKzgf1JEL+xBzJiJ9oe1RJNkxzSaIe\n0tA1JS+JOTuvz2AbPn96erpTTZIwLW2ePTX55DOAeO1V5MW+AcCTk5P5RmmnEpEr3W9iOcbY0RM2\nuMQRqkz8Cx0Vw60l3SAjNmQ89Kh2sUx8yINuWw/VdJ9zqhff7Tmdc4lD9tO1rk7Xt5VIkOy5P1/s\nd60YNiHjF31/GSvcw+ZqxxnTdb5XvGNjd3d3s6IrqbKmiAC61QSTrtCFEq4lTY3R+r5+/XruWfJ8\nSWlJxc1mM/fUeUs6ObP9X7u+Jhr/6LVajfXjls0GasvUCZ5tIeG4l5tp9/f3x9u3b8fFxcVOpWOM\n7YYtytiSc9m8MZ4Nxdu0PRMAfnp62nlLdTdXceZ3d3fj5ORkltyUJ2W1AsEYuy87AuAoPnYRO1Ym\nCdjgDLWDFKgWeLXXtaV5BlzwwoGPMWb/JxljOyo3c6tjrZOyXu4xxnbDdhl4RtuTIypfayagWNMm\nAHSlwbBs8t7e9phhFRAybmBcOs1+v1UEDNbV1dUEjgVsZcKbzEietJ3Ry+oS+bmHJBAIVKlrQtrP\nj7FtHeo60Hu6oE+2Pcat+DTAt1RM1tbCWvqs9TCmrrUx9l50pjrC4QMO7fUly6Ue+k4DQasRyucF\nYp7dCkSJiDJgrbQUbGGq/FtSVzDv+9awAN99mqA04Eu6jbOyqC8jez7Rur98+XLqXPXCPci8tmad\neiw2+VQmqgrG0t83aanOeC4Sqb5ZcK8N9yjLMbaHBEjayFBVAKAQK7p/pKD49vZ2jsE9+yz+ob6E\n7rin55NXk1wx5EvkUX2re/AjrXqdnZ3N03l6ah9QZE3FgfV6vdMyx5bpVwkbY6VXbVcpCUZ3/Z+t\nNelQ3SAbV+34xYsX85RIFRT+19o32VrqD5laM3Lvv62x7wC1/GYrPG3RQ1KRQ0lLdm/N+cLz8/Od\nBIXuu39tgu+zBm/evNkZb0GtZ/JJHae18Cw2dXBwMCtoZEderfYgM8xp2SFCdku50jEvLLy5uRkX\nFxcT6CMJ6Uc7Qrq2TcKNDf6xVgiZViHc7/Pnz+Pq6mq2h2n1QlzQq65F26b5TvHa3yU0EAruQc5i\nt/vDpqvVamePrnhjM7jT9+jgMt79a9fXROMfvTabMVa7G37KUHNcddaccYFogRRWt0wMZ1hnygAL\ndJT5vJcBEBWoWopWzry8vNxpLVEGVdpuBWRvb29WHGS+wBDA77mY7jHGVG5zEeglA4wW0DEGDESN\nS4WFwZMheRaI+reEB+gfY9s+ADQV+HGAmEfyXQLOJQi3rp5hvdy3rS0cMuNv8lFWwtoLmphQculn\nqw+CvEBkHaxR2cj1er3zQjJ6vGTNzcvcyXXJorWSMcazA+vLi46OjmZ1YmtKm531Kmvd4C+JlCSX\nSRLorCdbamsVfQMYgSK6Vmafg6+d6o93/7LX1Y+2pgmabbXqBlYVxG+++WYyfPTZvao7En3zpjfk\nh6Fq64zA36BLj5bAkfzbqrFkB5tUth1BIFom6wC0sRfM97MFIZvNZqdH+UuBzbo3mSuY9xnPkrS1\n37m2CfizO3ZQplkVuvc2R/pQPw6MI2EK3vzhA8xTq0yrHHSxRJVkvYwzBrLjobfW13qbS/e2NOlr\n7DDfMvx0piw9GXUdPMeejpubm9nqxXfUdn33S2uEHPE8Oma9tIFJxpbJROfGx/m9hFHrVX1HCTty\nFc9aKWtcIOsSGGxo6SOWRAD/z/ebb2M5XaVDjVeep6JSYspcxQEgva1L7FHsbHXL2HQ+iCv2qzZZ\nXb5Hh47Y8wA78aet1NDTzoe+VPfo8MPDw2wDMocSV/f39+P8/Hyug3iK2Kmta0OElawnXfG3uUoq\nxDgxlVxbCb+6utohIF69ejW+/fbb6TPo0fHx8ZybJIBfhL3IpTpH1sZ5dXU19482YaI/FxcXc99S\n8QR/SY6V6W+9viYa/+C12jwfdfvhp5/HGFt2v2eA10kV+KkqAIStUADVjLOlqqurq2nwvgsY6+0D\nNI6Pj3fAOgdiA7BA1avJEeNhXByG0zbKfBZQAYM+w1mOsT0KkVMqk9c2L0FijG1yIgNXVWnAE2Rb\nLeGcsOYtnzLYso+Mm1wBbk65VQvr2ECKIbIWDURkCVR6lvu7JHsqAAJiv+s5DVrGwSly5K9evdp5\niSFdEeAEQgBjjLHzoiMyKphykk5Z4DJr9NyY/QF+u/eCPpbNr72Qx9HR0Y6OeiY9ZS9t02primRn\nb29vvgsE6N7f359HlwoSy4Du/k6Ok4C3utdASr8kPwL2/v7+BNw+383/ZOa7L1++nMm99ZBgWfPa\nbKtWdFjpfmnnNrS3clqQzX57iotntT2yYG7ZZ01nWoVpgibIAgbWZIxnMEE36Lpn8pnkwK+UEKDT\nvqMFtG13wN7SlugjeypL6X7ujSgpi78kg760z8DPS5JYO7Zs7n17NNkWjGkdAQyAc7EDMJHU0b22\nD7aFi+xWq9XO6WH0lQ6Ra3vCS6Y1Adzf35+nPY0xxo8//jjG2CaLNkjTazbr++YlViCnJAqbzWb6\nroJjY2miURa8oKvVMr7H5+oTSuCID2JxK8K1/SY2fu5Zfqe3ny2qAtIZgHXZJ09nrWn3WZRIIyt+\nxuEDbcGDW/VD30AAACAASURBVApEly2SZErXkZs9vr+V2BIJ/lgDeg4ntOr8pYpPk/glsdC2rvoN\nY1H9RjAZS7tBxKrGs/V6vXNQjhjg+7BCE7/V6nlvxLfffjv3Q4wxZjuTqsb19fW4vr4eHz58mDbu\n3SVwzufPn8fFxcXYbDbznSViohMN24asUmI96QuZW+/VajVbUs21hMTx8fH429/+NqsjrVKO35hs\nfE00/p2uF988t558+vRph6FjRGNsAXaBJqWyIaw9hHt72+NRfZ8jKCsvQFACGbKNjAxSUnNxcbED\nJFRBKJ3x+3x7+QUEWS/DOT4+ns6/PxdojYOzU6Isa0fJGUsZ2oITcwVKOGsOhSEB1eZvDE2iWh1g\njAwQkOY4zcn4gL06q4JSYzS2MoK+p7dXwALoyLuAaYwxg2KZ5zIuqlWYop6jrk1PgDb/MufmCLBh\nwPzcPI+Pj3fAjLGW3RE8HK388PAwHWyB1WazmS0EdI6ulC1uVaqJL5axIMJ46B/ddV862cB8fX09\ng6mAVvbPfMqU+kyBDrDf45jpFrstaGiy4G/PFzR6zG2rEk0urJsgx1YKlmrj/nZvc3UvwdZz2h5T\nnW7S5z61zyYV1Tlr3UTWfNgAoNiKDdscY1uZYkf1CcuqBp/Q6ud6vftSUgnmmzdvZjuB+yF4+HHv\nxugcS1SUKGIPTeiaSC4T9WXihMFETJQ1r8xcbKjf50fbZsEXdG34N7ZC3nSKriNO2mbrWUtmtXsV\n9vf3x7fffjvbNX/88cd5+EVZWXLjQwv++T6/t5elVRWEhs+wQfv9JLCN1fxBdc360JG2xJV5Lsnh\n/63A+I4KAHa5FRwxlJ4gJUomdv9E/bZ5igdi9NHR0c5pkXAFHREbtYPd3t5OAEuHzItOtrtCLEJq\ntXJTH9ZEvFhg2R2g+4Htsq3uz+M/agclHLwjrMk0u+thCezQevM7yxP3tBXblC/ZLZFgrnSYPEps\nOd2TvFT2xFJ+ZowxW0RL0EpijM2x6BKHdo2cnp7O9r7Dw8O5X4S/g9msVYkV36HT33///djb2xtv\n374dT09Pk6T7+h6N/5ev++u7aYBOPmBAHArnLGC04kFRxti2igCyLd1zbBRAQBhjd3MoRZd8cP4c\nBkczxrYVwn0FJ2AKy8WBGbMg/fj4OD59+jQeHx/nhsW2TpSRMOdWI3qMb1nVtmfc3z8ffdkz/Tuf\nMcbOC3fIlDwlaJiLypMDZISMzxxsgOTEtOIAONaqDCbn1x5ZV6sddWZkvre3N0Gf8XNg1rZzlAws\n96fUEXLEy83OdE3FwxytAz3r27sBZsHf59qG8fDwMJMAx/3t7+/v9DU3CRVQJbLWhXwE9zJydIIO\nFqS1+uRa6m5/r/2kyWTZHfOiPz7XShtmWhCyFuShlZCdCVraAQVFf9Nz1dHqU4NbK3gAQnv+2xs+\n/dX99mV09Ab5QfcK6sos0vXOuZtZm7A2SZB8j7FtsfMML3hT5fG8Egx0XUXPGMvWlo2zfnS6vk5C\nfnR0NF69ejU3bvJFFxcX4+Hh4RcgDwiyLq3ktjLLngtgWp00ho67xEKJGfovwaU3rfC0yrEEeE3C\n2QffUuKq9uye1qktrZ3r+fn59JGqe4CwTcLm1O8fHx+P//gf/+Nc37/85S87FYOyy3wyvyOpePXq\n1QTO/OmbN2+mX1VR5xda9WcD7FDsJA/EDQBY4oDtVM89o5uc20OvKiHusgNrwIcB2ubYWFG7aXwg\np2KLkg/8SxNLBBt744e8fK522phgHXyP71jaLT/LX8EQ9EassT4lW+gnv/Py5csdzETWy/0n4ji9\nb+LOlyIkOid+wt/8u/2XJSbY+9PT0y/2yRQfHRwczEMrnLSo4+L4+Hjc3d3Nqvbr16/H+fn5+Pnn\nn2fiQBe0S5kDG9J65Wd0BD6q7Far1fRr4gi/bwz85nffffeLhFBslzAhFZADv+X6mmj8e117q3F3\n83yuMcaCo6YELWu3OjDGFkwCW09PT/PlKpzgshzNwRZEHx0d7Si/49++xABg2F+8eDE3+WDxGxyw\n/AyQwfT5Tl3pW2hbtqSssviyTGUhzUuWz2kYS5lN7Q+cnOcWgJUVx3SUyWqgZ8yA7hjbs6bLSjFE\nPxNYJU8t+/YM74I1c7FODQzLBIHOAB8t6Uo+gO4mTgVndeDGbVz29JAVh0uGnJLvNXHi6MpCu4dn\nOFqwelqg3vUAJgqkJBXWiQNtAKavy8BQJldSSm8rn9VqtWMngHoZz2VP+DJ4WjsVtS8louynFUSb\nFwVCf3sGAGGeTQTMrYy571mfHlPahFXwsaZsWdJZkMkWu/YCkUpAQW/ZScSLvQ/WvQz78fHxuLi4\nmEm0n/MDd3d3U++dCtUkuyx3E7llJVFyZC0AD0kkYA7YO4mqPgxgM0fJyLKFrCynexpzKyO1nepy\nyRLPLJECcHYjJ9BqzfyuCYdx8ynY7oI0Po0NSRDohfEvD6LoZ9ynrUhs9v7+fp7mtbe3Ny4uLsbV\n1dVMWKxnwTd9lrxo362vaJtTGfxWUcWAVgNLPoldjSElwui86kjtx/f4Bva9JBKbyPOfZ2dn83mt\ndNEp+sPnljQqI24e9sMtYxv/5Hjd6hPwTt5LHy/uwjaSN/dnu/4UjF9dXY2jo6OJJzynCYL7si/6\nxV+MsT2KWaJpX8EYWxKEvBr7mqw5IIZvddJV24h9VgWR/Rirz9AjeicOs0dVq9vb2/H+/fuxv78/\nvv/++3FwcDC+//772WVAVnSjMQDOsWl/tXreuyFpPj8/n99D8LXidHZ2Nn2fJJg/o5+fP38eP/74\n44y/tQVyaBeDNfot19dE49/rWm/G3efbHbDcDc1KYF08RsvJtZwmUDKQgq8CdP3iwKk2FQ5qjO0p\nS5ySwOvFSWX4ygCVBe1m7joFBrGsGhgfx9eLcwUEjLGtSMp6dfLA2RhbQFuwQ0Zt8WgPZxO5GtkY\nu2ezq0oVmJatHGP36D7z08pj3awLWfme7wqOrgIaz+L4xnh2+BcXFzOAq+hwwmW73IMOApdAEBC9\nXq/nfhf60VYgAb/Mqu+VSTJ/cy0g2NvbtnD1xUKr1fPmu4JsawFwq1K9ePFizguDJgFgWwVJAE1l\nT5ZldMmm4JnNSiJaoek4gRR62GDThK1gxR8Ou8x2GTXyapWJn9BnX7tqBaDjF+yB9YLYpS4CaUCo\ndaUr1c3aeoE6vV1WgJZ+gt0CG22hYnNNhpfrtkw8yb/+hU0AgSVb6L1WKbaBBS9obgJBV5a+kJya\n2KnWOt2G/rx69WoSM57hxYZ9twBA3qTDmhZIkS+20l4SCUKBs7lZQ/dTiVBdYlOqNr5DJ+7u7sbF\nxcXU3xcvXsw+8eUcqnfms9lsxv/4H/9j/OEPf9h514C1N86zs7N55DD/43lIsVYBAFBVJzLzXb6k\ndk5n2HmBFN1gFxJFtscmW1GqzmtXBTb5ugI1yYj3UZV89IylzYkNTXTYLUzRJM8aaq+xB3C9Xo/1\n4257IwaczbEzsQQzzme0vRiOkPSVwHFypbmJKeRZkooM+Bz4oJXQEmc9YEDiyx/SnVYAJVrig04O\nY+Ob6i+6hv2ZteZnJO6NhdqWHLxzfHw8/Yrfa/dC6tKdk5OT8fr161nlWq+f94rc3NxMe5R0G8Oy\n3aoVZ2MtHtjbez7pij6Nse1m8D376Pi431rNGONrovHvd+2txmp/+0bcKjAFV20oiKdoHFXBZ7N7\nTpLBcxqAFQMskGj5vtn17e3tuLi4mMqLXaBkBZFAk2rEGGMn0Bln2folKCm7W0a0/cpaS5QalRDN\nBdiRrZeVE9QKTI3P35vNZuecbY4PUACWOv69vb05DvIQwAr+BIAy3AJcA+4YYzqrOj3/7ilfTRTL\npHrO6enpDgMkIIwxdsrYnEjZjVaJepoGIOD0o/6c08WCkz9Aj7ExT+tsrT99+jRev349mXmgWvmV\nk+8GO05tjC0z38TR/AQW7BxmyvwEUSXrslFsy5wK7h8ft6fCYNH7fHZLx5vw0R+2vOwfXx5F3Aqb\nNQVqynaV0SxD1zYbIALAtfZNKtiO5wsm/t/TV9br9Q54MD661ESkidESOJRBPj4+nqwim+hpXssW\nC0xlE/cSCCVgrG038n/48GEygm19Ib9WBlrdOTo6mkHauiI9Hh8ff3E0LfAtmI8xZqW3suXXBXOM\nIhutDZPv4+PjPIZT+0SZ01Z06FHXlMwAMOuooo3lx5QCRK0WLMGxuFNyhI5JdoG1Mbbve9rf3x9/\n+tOfZtuaZEsbB7KprC6SiO9oQul0n+qOMYkB1q7sOCBuTiql5CT+uS8iqzpf/2oDdIkOvq2xp+vR\nw1Y6N/Zu/PWNZd7pZv0VW6G7R0dHsz3x8vJy+m7jXq1W46effpoJX/dakIN/A7JiB2B9fX09N4Tf\n3t7O99C0ql6ijt30xbrFA+4t7ohlMEuTYElxCUr6AJPpDjk9PR339/fzdD/yM66SQl1bOkHntMO3\n2qqt0/3oTis49syIh/Y9WI9WL5v0IZWLDcyVz+ATquNsp7HberS7pmQI/ZZk021t9/wqG/y1a/V7\nspLVarX5raWS/79er45fj6PTo8nCYCqUALtp90uZe9nOly+fX2aDIac4baMps1HHV9Za+R/j0kSG\nA3Z/jpTjG2PLMEuOeh8GYMx9I3YBVZlJIKrJ0dPT086RvEs2mkG3NN/AwyGUiW0Qr7N0jzr7Ai2y\nKXNFtu5nrRrEy1iRjTGYNxYTUC4QqMybXJqr75Qxrs40eLYlg7617/vVq1fj4uJiJl/VnTGeS9A9\n2nGMLZsJiHFKdWrW2fiMRTAtM1pn1fm3paCA9eXLl7NH9Orqauqa9SkwL2hvFUfbkuRT8B9jW9pv\nwl4gYa0ke+QgqLjM3zwALuNc9ky3laCAzNoZdzcBV0eU1jFdArif9WjJ6ms3wwNrBQOtElhbv1sG\ncwGS/bFXwZNMSh5IriQZXUsgUWCzXksQ1SoaQNZKRqtGANfBwcHcy3JycjIBjkTH2koOrQeZYoVv\nbm6+uF+JDoyxrXj0OOXXr1+PDx8+7BxV6f71zSUYvhQfWkm0VtbaPbSEbDabCVh83sVnsROsML1v\n0rLU/VYEgE0yKbnRtQMaEQybzWb8+c9/ngmod23wHa2YFQBZazZrfvSf37RO/GX9gzjDd9DhkmDL\nzy4JQQktPbm5uRnffPPN+PTp046MPMf3vZVabGi86/4tvoOdtf1MUlT5eBb/0301/HYB5V/+8pcZ\nE/74xz/+ggQTc/h2ZODl5eX0MfXR5NIXW7pPE3Cfl0BJyPkKa8KnlBCpf9Y+ZQ7wVpOHtv34P3zl\nHmJUCVdjpdPdcH17ezvOzs5mgiPJd6KnCjz8xU/7XasF19fXOydw8qGnp6fzvoeHh+Pnn3+eieje\n3nPFj/2OMWa7nPVrxaKxdFkNRujs7e3NsfIp7PXi4mLe176Z//y//G/j883nX00KfndF42ui8W9f\njJrxy3o5YozxErgvDbvGUcbCfSkbZpXT4JQ4Fqyx79cRFbg4N7x9ipxqN66N8X+xd2dNkl1Hdqg9\nhszKKXJGVQEcRZNJZnrQo37bbT2Rf00P1yipoSvOJKQmQDSKQFXlGJFzREbch8S3Y8UB2ECbNZqU\nrA6srFCZEefs7duH5ct977Ps2aSkycgkWzafz9tRgxyFDZjdfRVK7smGcjCMtWrZbiXQZ5DAugFz\n2WqS/cYJ6LLKkmVSRsrxVS3bDhLMcrzk6og44COfm0x8sql+5/SrBHBahswHE218xtK9Z5bR8+SV\nZCczKaOf9CFZwEzSfJ+zdJF5F1xYP0ksneoCX2uVbDRgkoyiRAEI8RzPpBtYMjpPf/IYzqws3d/f\n197eXlurBNR0OdtVVBY4aY6fw69aMpiSR2uEzcewSQqBDvNNnWEvqVvmt1gsGjMHSLBRwY1eZYsD\ne9JekO1IyZolc2xsSUjQffpLBt0DDfg39gVcAU30OZlWlSrrBKjRjazIkZO5+lsyzY7otCCe/sA8\njT0JB0E3CQdrKgEQ2N0nk122eXd3V4eHh81XJdnXrYD6WyU7q0j5DDqc/h9bfnt72wCSSkTVsp8d\nUL+7u2tv/qUXwE4mlNkSRTeyEponlVkDfwDKqqc4sr29vVJNms2eTn/jE/b29hqwySpGgqXZbLbS\ndsUfsi1Jb8ahTFjTj0rWc35pP9lGlySMC4jX1nJ1dbWStIhrYnUSbxLdTM7TryTBRL4Z63wu/Txd\noCfwCT+a+1WyBTlJTOvIn1tHa8N3wRBJQObb0pNYlXzzj/Tbfi6+BtM+m81WMIOxzGazpndJ6qQf\nzSoP/55JOrlNJpNWycmKN0yUJImfk9f19XUjJ1SM+OWsmqV9S0D5Ij7Vd2ezWV1eXrYOhtls1vbC\nkR1bcf+Tk5N2giN/3+v12umlyAAHb9ink9UPPuDu7q7dXzcB+xBH+4PV447/0vXPSjSytPXuWr0Y\nwONstcWHkmXZE6BnTF2H3A0y3dYjgE7g0XbEqBkoJ5AsfLL8eRRaHoOo3JgGVbX68rmq5ca83Ag4\nnU5XNroCROaASQfUckMvtstcARpjZFBkk85GMMAccgKAp0A5GAzaqQld9iBbUsgtWywwVZyXzwJC\n+jM9M++Zz8pKiWCeTGGCXBd5JKAHyjhHc7cWgiygxYHRNcDdGMhMgpXJBRmmfDyf88w9RDk/cwL2\nBUjPBxatn/FXLc9LT5AtCGChkwUGhugQhkewyHfG0J2tra12Wg2wnsmhhPzr9txkIm5ewHQmYuQB\n+KlQAAhZFfN2abaq9zwBBLCSSSkb39raWjlVjj0ATwlYgDLl8ExUMpGig9Y7x57rY0x01M9TP4y5\ne+gEu8B0pt9wn27SnAlpronP0H3vSHl4WL7hl/49Pj42n5CMZRInl5eXtbGxUQcHBw3QAmEqMl3Q\naU2RIvT55uamzs7O6vHxscbj8YpP4E991lrz2fQvKxzWht3QI9fOzs6KLtIRIIl+574RPmJ9fb21\netGl2WxWu7u7K/4SIwxc2ivCt+3u7tbu7m6NRqNaW1tbackaDp9Ou5H4XV9fN9CJSNKa4rJGYqLf\n8Sf0je5Yn6yMA3rmCiDTfetMPnSLHp2fnzcySXzna8hwY2OjvTck+9/57WyFsXb+nUl37m1JX0h3\nuvEIeZFETNpN1RP7vbe3176XbXcqYfYTwRtJXtFDtttNmvkhcsvWJwQkvCDOWhMJa/q6LnFh3apq\nBa+kH4Uf7OFQtR2NRs1HZtWQX+N7M8Gj52wTAUrHq572vWZrnbieusZO81Sxm5ub2t3drf39/Za0\nmd+zZ8/q5OSkxRX3hBf8/fDw9L6k0WjU/C8/xxfd3983DKYaQn/EWvE/T9wbDAatPXFra6sRBPUt\n84F/VqLxLsn4y9cKK3W/fOlc9jLm2yGTQWNgQBpnwxCrlgxAltQ5Qoabxs5Au8fOubd9GtguwIMB\nJfDJKgUHw7FKMhhkHrFJcSUIqej5+eFwuMIaCZIMn2w5f8mVzUs+55ku481krqra2zQ5VcFbkEj5\nenYy7wxR8PdsjhhzZF05Kk4ygUMCqHwORknSlsleVowywGVZOOeTLTJZsclNuMkE5pveM0lIIJXJ\nb1ZCstLQ7T0GDgRIsgLCUr/SDjLhSdBc9XTaRraYVC3f85BtWwmSrZXNdem0JQAJLugkmafOWBuf\nMW76lombYOWegH2yfsm6klFu1Pe9DHpkk/qfMsqKaV6ZoEhW+Q0yoKtAPxnzY8mu39/ft756BItx\nY8SMh25l6w2dySpBfj5bm3LOXRs1J4Crnfn+Jehn1/ni08lk0oCQ4Et3b29vW4LoPH0AwPqSRTfB\nzjXLe7NZPeV8tnvQH/ehY9axm9TxGeSQFZSMB1p52TU/IN7QTf7fM5MVxtQaV1Y+taLRmyQR0jeT\nbyaiL1++bHNWrXYCGp1E0umLzwoHfRIPxJyqaskzAJrsv7Whu8mMd/10VgW0+tI/fo9N5KlImfgl\nYSgxorPpF+hpkhf+3SWJMuGxgTj3BZA/oob+8MV8Jd/JV97f39dkMql+v986I2y2T3ISUBcn2Pxo\nNPqKfiXJZ77+7TNiqXGTe8YpRNra2tpKUmrNyNm8hsNh2wfJV2Wc49+sTXefCv3JvRlJ/uUpd3wp\nfUydM+dsqbVGPqN1sNfrrby/R7KatiN+2UOYdqKNLOfJDyLD6Llx0MWqJVbJ+MZG056/6Xq3Gfxf\n+OotejWZTOru+q45agrPwWfQZVgce7byMJwsgTFuC86wspSO+aqqleDDIXAsEhflSUbbZQgTiKnE\nMBTPwL5wWBKndEaMN8/o7pYV3YOC+1zV8vxoWXZWADJgAJ7m0O0TZ+yZALkvh5kAN1nVZPbybdYc\nS5awE8D3er22+Vz7hflwzBn8VUY4lQRnnpn7cpLl0pLT7/cbwMVUJzi7v79fYVq7wTDnm8y5oJcV\nhKrVtxgnIM8KU1bvyJoTziQ3QS37cG/OeTgcNmbK/ZO98fzck8GGtLjlvHNsZOg77tmdnzUh03w2\nh161PIpyPl++9yZZtEwePANjlr7Bs7PCZQyeyfaQEFmxSFCcAMBcsp3HszLBBCKTAU32lm6nnZlz\ngpqUT+pQHmtN74336uqqVSkkgcaeRE3ubTo4OGhgbG9vryaTSTt0otsGlzrub0RR+gu+nE/xBxj3\nXSy/9XTiTPoWrCrfzJdkUpaM919KaNN+2AYwyubpmJihwmAdsrKJVQXM5/N5O5o0W0ZS14GPrCgA\n0klIAMhO+ELCTafTOjw8XDmwRFJhjOQrkczYZQxacBFZ5k+emRzS+cfHpzan3d3dFbnm/pAEkZIg\n3882mKxOWAs/p4dp/1kxtP7mabxsz1pL9lJP8vv8vrGJM9YKYO33n17C9vDwULOHabPprCRvbm62\neMRm2EgmxmIF4LpYPL2I1RjFG3pMX1NvPMM9s03YMx4fH1tFRGKlfQrgRmD6PMKNXHzPvTNh4tu8\n2C8JvKxeZJLb6/Xq7OyshsNhe7eM7gxVOnpNFuxEdXc2e2orlKDSb+OCq/hbdiwJygqMhGhtba29\nADDxJJmoVlpP1SV/033jRlY4tKHX/3YpxLtE4zu4Fo/Ll9mlY6WkyZAk+Li5uWmMbjIW6TgoE4MX\nYL8OEHBQDDdbFRLUqJZkS06WW6tqBXgJNJw5Q8RCYACTEXOcm1IqxQbMBS3GDGz62xwS/Ob40iC7\nTjo3RqdcyDiZge73q5ZMabJ/nB5w3WUyBfQEzNYwP5tAz++ygmH+5kgn3FPvMrkIUnork03kQKxJ\nHu+ZVaPt7e2VY2jTOfmZ8ZDtYrF8aVcG/KzMZFKZAZtDBsqSeTH/TMjoCFvB3vucsbGTblvL9vb2\nSknffIzNfXIPE8Dr3/4/jyROOeZ6uJ/AAUDTe3oiyHaTMGAx5Q70+t5strofzDiTVMiWBwSDebgn\nnauqlQCfzF7qSiYCWfVJvcBq51jdX4B0fwBksVg0ljITzPl83thuOqLHX2IgcSP3zc3N2t/fb2vP\nbrtJAttlX3SLTNLXAjrWLCsMVcv3VuQz7I9xP58lC/4rEwN2rjJn3gBHVn+Stcx1tV6ZNNEHID19\nR7LTerltcKU/qsmtVzvWgSxyT4y5sgvj4i8S0OY6qwakXWe8SBCo5SqPFwaKsNhk7V6SoZQ7u1Al\nEBvu7+/r/Py8/RuxIzYh/NyLTtGh2WzWjiX1czpEJzIm5H6jXN9sHe0y1ekT+v3luzlUTvlT9pqJ\n7HB92RKY1RTEjA3LQCz7TeCbJCcdTn3POaS9wRTGmqQQX5zVo8QN9Ovi4qKePXvW1juTKuRukoOS\n5iQjkxgxVpWr9MvuzV8jbozJ+MyFf1IVUn3IZHRnZ6fFkp2dndYGBbvxk0jLJJjoP5KMHbOvxDm9\n3tNxwA576frl29vbto9Wd4pEzf6M5ovmq+2if+l6l2h8F1e/t+JQqpZBm0PvMlUCNsNVKmaMSpUY\nl275NgFTlwEXWBkE4JpZqnYZRiLIdQFgtmMxyKwEACZKqIwz2Y58oU1VrQSMBFoSgRwT4M7YMUlA\nXAL7HB85ctiMPJlE7FQ6qSzxp1N3f2XKBGLGV7VMZswzqx8cQPaJ5pr5nrEzdp/p7v+gZxkoEvhK\nBAEVoCGdPv2RdCW7mskYfcrnkDWHli1F/X6/2UNW37IalcyleWfbUILNLGWTV1alUjYJYnu9Xkv4\nuolmVuTS8Ur8csNyzgF4ymQ2K13uDUQJrNl3L4iaQwZta5dsdq43dpiOZaJQtdwfonKU/kfg6f6s\nq1v0Oas+5mysgJZ7WFv6k9XYBCA2OAru7onlTELEGOiu+7KhfA9Gvk+h339q/bBfwd4IOpv+IpPp\n9FPGrQXD2gKdCQhdfAF9StDtWN/ZbLbSlpVvEKdv/FBWXiTQ5o7ISZBKPsaUSR7dMCatqfy9o33Z\no71CerX7/ad2I+OznvyBGGUe9AZrq/8/SaXj4+P64IMPWhKU/gtDa0zmnG2P6afFTLr67Nmztvk1\nCQQJSdXyvUN0ma/hE6+vr1f2J2XyDxBKMpJ9TkIi/Tx/lmvtb/4z/bjvZmzKBJWP4Le1BErAJQli\nrURfZcs7VDIJoS/abHw3E2265fnsKg9nST3LhIktu0+2SGmL4t8yuaqqldbs3d3dJtNMmOgmOdCV\nJIKcqJTPps+O6O3GtoeHh7q8vGyfn81mrXrQ6z1hwDdv3jSfq7qAXDMGfp+cHL+LnMgXgtJl2I3t\n04Pb29uV44uzGsdPSsp8PxNU7bK5xzj959raWrP5f871LtH4Dq7evFoGnf2ZAqMg7G8/w6AMBoOV\ns5OBIp9nrFXLzB673GXIM2nIwC9wJzMs8eGggb4u88aJ5D6UBE+YQECpW+ITSHM8WUZOxpfB+xyw\nx+CBHIlSOhfGZe4ccjpQY0qn6bnmmr3w6UyrasWxCzZdhjc/n+1iHEtWuIwrqw8ZfATlx8fHxspj\nwjjfjzJX9wAAIABJREFUZN6z1C1IZ0XFs8gtgUKyHZ4BsGQvtGDlHll+z8CIRSVTztO4zT+DU55+\ns1g8leITsCUQyXYNsubk2RY7/Lqz2zlxAA6Y8b3cVI+xziTImqds6blTuqwFu+0yvskGelZulkzQ\n4Zla8J49e9ZapHyfLQmEmVAYN5BDHr7XBUZpM+4l4AJGksG8dzKP1tG42DRZJHDKqo8kgo15iRUZ\nWxN6JBi6H5lkhStlp02CfeTzs8ebHLGh2a7CjrNCk7LY2dlp9pIJmlgBePB1aT9fR3QkI+m5wFYm\nPPwZWWaS5z7mPpvN2mk04/F4RXbJjNJjfjITyq4/QwaxBS8xVJny852dnZUK9d3dXb1586bG4/FK\n1Rb7rFLg+1pzMgFMP/Pw8LACuH2HXzTOBFknJydtfTC8dJrP7YLr7ERI+398XB4akK3F/Fnek+76\nHOCalUJ+g57Q9Wyx6R7uAPBqLUomXrtQJsAuiaM1Tv8jJmc1xpgyFuW9kiRiE3xDJhNs33z5Kclm\nVn0Wi8XKiV/0yD2n0+nKPln+wntDshogfuR8yDQ38W9vb9fd3V1tbW010tFYHARwdXW1Ug0yj8Rg\nEs61tbW6vLxcqQ6yX/gq5Wlzu5/RP29LR+w6LAhZ4PATFR62zcciAK6urr5SsaUD/X6/Ktb1n7re\nJRrf0TV/fKybyU0rlT0+PjYAVVUrTGqyvAl2bGRM9oSyMjz3oawcfyoegxUo/Z7zyGDJSWV5VSLj\n911DFOyy59J8GChgBgi5RzqpBIN+V7V6UhNGReDkXBM8J8CvWm40JScGnUxjghqMlc+7XzIQ5ly1\nZLWVSdMZcLa5nyLBqfXuMo0JLpLxSsCXwMOccoNZOqTUNd+x1ti7fAESR+3FZIJft8piLbCgmehJ\nUsgo36tABsaSCR8nLkgCCFhqztU9BJ9M+KxnMsrmU7U8ECCPjbUGgjl79V0Bif3ZUJ4l9y64Ttsz\nnr/EBgFoCcoxyxn0rKnP01FtQgnsyJcf8R12Rdape91EAQvN5iQTeeU+hvQR1t5nUl89J086SgY8\nk3ikS+636o4d+WH/jeqGzwAah4eHLWkFrKwx5pz+egeDMWeClLpORyUP7ETLU7LsdDCTcDaVyRa7\nBIxTH4FGAIQf43v4KjbFLwLckng+Iv24CrdN9JlMZEJBXtmaK1HKxLW7d8UzvFOAL7u+vq7t7e3a\n2tqqFy9etGedn5+3ZIMeZGI+n8+bnwLys1Lg/l1iIX0mnRYP7+/v6+TkpFWvMrFyH39nVSgPExH7\nxFeVOOPTQpPxIOMZ2xNnJKep+xIIz/esTAiB6DziN5MZFaajo6O2rn5n/pkwZPXfmmQCmxV9/qxq\n9WQ0yWyv12vJMfzAbtKHZMWMPxJPkpTE5KdfUDlLIsQ9E9AbK9uiI9kxomqQrXPPnj2ry8vLpj/G\nrxrvysqC33mWJBTI51v29vYasSLOSsy6JFtil6z2knXuKcpx0j3z3d3dbS2Vw+GwYU5r4yjePMHx\nm653icZ3cC36Vb0vDWIymbSfp6PosnV+nxm0DDaz/9wIKyh275OtBgy7qlb2P6QDw3Aki8zRcOKM\nmyPvJizOusb8ZBlOFjybzdoxk8BR9i3nWelkBZAAtslmA3DACGeXzyMbTkbbDDkDBMn2ZKuUxAjw\nJD+ySRaGLLK9QbXIWuTbj/08v2+86disV7I7eifJwppJ5uiNQJfl7un0adPl+vp6C3QcdCYrdIQT\nStCc5ehswaMbOQfzyqQtmRoJJFCT/fbr6+sNqHHS2crlMv6UifXNZMYzOc2szCXQwnR6LkCn9G4+\n/p2MXiYLKTuALNsiMFtka0xdJo1jz+Q2wQ9dIRs6KBBLqICTZISrqv0/UGFMdEDbW3esnpFrbs7J\n3lkrwd16J9teVe0kmGx5S79gHtYQuHDf7e3tdr6/NdAylqf27e7utvadq6ururi4aH3OWY3V/kF/\nrC295Ad3d3eb3lqb9D9Am0TefIEc1ahugmcM9C8ZdJ/LKi3/kP/GLkvo2DC/Ts/5N7Gnq4tV1d5e\nbl5AkaRABc7vrXmCUfcCcvkSoG84fHq3h+Nu5/N5jcfjtgeDDbj4D3PI5KjrZ+lWvhdA9SQPxshO\nACDL2vT7/Ra3/JyfRBrx0XkyIj2g29Y1Yxj/k+TSdDptdmm9+ZTEDhIUhKJWsWSgM7axoUwGHu9n\nKy92zHuzpYeHh7Z3zBGyaSf8BN8q3mWSgAwgv4yf/X6/tXIZn7Xg+yQ5Eq70t5mk9fv91iaZa8uG\nzZueZhWF3NiDOJsxqqpWqpDWlH50K4n01/j4Ay159C1bdUejUW1sbNTu7m57pkQg2wnpOf+f88l3\njSCx4UtxViKKhKPfdBv+FIOzPfObrndvBv8OrkUtqvpPcnrv5Xu1tbXVGN80HNlwgqCqZUk7HTyg\nmJk2xwHgUdSqZV92t8rRBbY+x+E59aPfX/aZMqJc+2zPqKp2+g+l9QwOrWr5DgHHCOYbM80B66Y/\nl4JnpYJsGG4yKZxTJkNZ+uMksgTPQWcw4Py1MAGJWXJOECZhARgwdkAgQNStXOWGSWuf404WmZx6\nvd5Ki4f1zu9aU8fmCb5ZFemCvKx+ZfAh05RLXgBsMuaSgnwBUiaL3fYm88vgkmDF8/MY1mxjow8+\ni6nJ4OQZW1tbK4yNcSS7CbRbw2TGVQ78XrCzZlXVTiUCSpSuySptjg4aO9l/HeAGVDLZYffZyuXf\nCTIk0nnP9AV8EhY+2+yySuhz5MWOM+lVcs+WPPqXVUw6I1CSSVYosdh0IxNv+u2FVmw2mWvgueqp\npfXu7q6xeu6xubnZEs6tra3mE9yPr3Fv79TxfdUWcgFObdBMoMsGhsNhO1kp2w4Fd36Pn0rbzUSQ\n/WTlN9nTfv+pbcu7cfgv8vHstMesQqW+iWFilv/X3peVhtSZrD55pnulX3FfpxVNJpMVWf/oRz9q\nfsB6pr+jn1ll7YLpnOfV1VXz41lRl5yNRqMmNwxulzxImbg35jh9fFWtxAD2izBUqU3A6rO+Z1N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hj7yL1ys9msERUXFxdNHvAZW0WoZOJLJ/NzbJ+t8Q3ftvDwrqLxHV+L3qJqUfXi+y8bQ5ab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+ "text/plain": [ + "<matplotlib.figure.Figure at 0x7f41100eab50>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Best\n", + "\n", + "for r in rots:\n", + " \n", + " #r['score'] = (max(r['rx'],4)/4.0) * (max(r['ry'],0.5)/.5) * (max(r['rz'],1.0)/1.0)\n", + " vec = ( max(r['rx'],4)/4.0, max(r['ry'],1.0)/1.0 , max(r['rz'],1.0)/1.0 )\n", + " #r['score'] = mag( [r['rx'],r['ry'],r['rz']] )\n", + " #r['score'] = mag( [r['rx'],r['ry']] )\n", + " #r['score'] = r['rx']*r['ry']\n", + " vec = ( r['rx'], r['ry'], r['rz'] )\n", + " r['score'] = mag(vec)\n", + " r['score'] = vec[0]*vec[1]*vec[2]\n", + " #print r['score'], r['rx'], r['ry'],r['rz']\n", + "\n", + "#rots.sort(capture_compare_nose_deg,reverse=True)\n", + "\n", + "rots.sort(capture_compare_eyebrow,reverse=False)\n", + "\n", + "#for r in rots[:50]:\n", + "# print r['score'], r['rx'], r['ry'],r['rz'], r['deg']\n", + " \n", + "i = 30\n", + "bestf = rots[i]['fpath']\n", + "r= rots[i]\n", + "im = cv2.imread(bestf)\n", + "print r['score'], r['rx'], r['ry'],r['rz'], r['eye_deg'],r['eyebrow_ratio']\n", + "pltimg(im)" + ] + }, + { + "cell_type": "code", + "execution_count": 497, + "metadata": {}, + "outputs": [ + { + "ename": "IndexError", + "evalue": "list index out of range", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m<ipython-input-497-72c5f01c50d8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;31m# Best\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0mi\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m6\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mbestf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrots_mag\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'fpath'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 4\u001b[0m \u001b[0;32mprint\u001b[0m \u001b[0mrots_mag\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0mim\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcv2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbestf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mIndexError\u001b[0m: list index out of range" + ] + } + ], + "source": [ + "# Best\n", + "i = 6\n", + "bestf = rots_mag[i]['fpath']\n", + "print rots_mag[i]\n", + "im = cv2.imread(bestf)\n", + "pltimg(im)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "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": 1 +} |
