{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.6.6","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Introduction","metadata":{}},{"cell_type":"markdown","source":"I am going to introduce Mobilenet SSD face extractor. **It is better than MTCNN/same with MTCNN in accuracy, but still have a competitive speed** I am aware of dual shot detector is better, but it takes too long.\n\nIt is recommended by @harshit_sheoran. FYI, it is used in our best score kernel(0.34LB).","metadata":{}},{"cell_type":"markdown","source":"We are going to compare blazeface, mtcnn, and Mobilenet Face Extractor(I will call it mobilenet for the rest of this kernel). For this kernel, I am going to take only the most confident face bbox detected from the first frame.\n\nBlazeFace helper funciton taken from [link](https://www.kaggle.com/basharallabadi/yolov2-vs-faced-vs-blazeface-vs-mtcnn), \n\nmtcnn code taken from [link](https://github.com/ipazc/mtcnn), \n\nmobilenet code/weights taken from [link](https://github.com/yeephycho/tensorflow-face-detection)\n\nyolo code taken from [link](https://www.kaggle.com/basharallabadi/yolov2-vs-faced-vs-blazeface-vs-mtcnn)","metadata":{}},{"cell_type":"markdown","source":"**Here is the helper code for this face extractor(clean version)[link](https://www.kaggle.com/unkownhihi/mobilenet-face-extractor-helper-code)**","metadata":{}},{"cell_type":"markdown","source":"# Imports","metadata":{}},{"cell_type":"code","source":"import sys\nimport torch\nimport matplotlib.pyplot as plt\nimport cv2\nimport time\nimport tensorflow as tf\nimport numpy as np\nimport math\nsys.path.insert(0, \"/kaggle/input/blazeface-pytorch\")\n\nfrom blazeface import BlazeFace","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-04-19T11:59:35.709609Z","iopub.execute_input":"2023-04-19T11:59:35.710057Z","iopub.status.idle":"2023-04-19T11:59:43.597515Z","shell.execute_reply.started":"2023-04-19T11:59:35.709968Z","shell.execute_reply":"2023-04-19T11:59:43.596521Z"},"trusted":true},"execution_count":2,"outputs":[]},{"cell_type":"markdown","source":"# Initialize BlazeFace","metadata":{}},{"cell_type":"code","source":"blazeface = BlazeFace()\nblazeface.load_weights(\"/kaggle/input/blazeface-pytorch/blazeface.pth\")\nblazeface.load_anchors(\"/kaggle/input/blazeface-pytorch/anchors.npy\")\n\n# Optionally change the thresholds:\nblazeface.min_score_thresh = 0.75\nblazeface.min_suppression_threshold = 0.3","metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","execution":{"iopub.status.busy":"2023-04-19T11:59:43.599966Z","iopub.execute_input":"2023-04-19T11:59:43.600367Z","iopub.status.idle":"2023-04-19T11:59:43.663046Z","shell.execute_reply.started":"2023-04-19T11:59:43.600294Z","shell.execute_reply":"2023-04-19T11:59:43.661916Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"def get_blaze_boxes(detections, with_keypoints=False):\n    result = []\n    if isinstance(detections, torch.Tensor):\n        detections = detections.cpu().numpy()\n\n    if detections.ndim == 1:\n        detections = np.expand_dims(detections, axis=0)\n\n    img_shape = (128, 128)\n    for i in range(detections.shape[0]):\n        ymin = detections[i, 0] * img_shape[0]\n        xmin = detections[i, 1] * img_shape[1]\n        ymax = detections[i, 2] * img_shape[0]\n        xmax = detections[i, 3] * img_shape[1]\n        result.append((xmin, ymin, xmax, ymax))\n    return result\ndef scale_boxes(boxes, scale_w, scale_h):\n    sb = []\n    for b in boxes:\n        sb.append((b[0] * scale_w, b[1] * scale_h, b[2] * scale_w, b[3] * scale_h))\n    return sb","metadata":{"execution":{"iopub.status.busy":"2023-04-19T11:59:43.664694Z","iopub.execute_input":"2023-04-19T11:59:43.665158Z","iopub.status.idle":"2023-04-19T11:59:43.674988Z","shell.execute_reply.started":"2023-04-19T11:59:43.664958Z","shell.execute_reply":"2023-04-19T11:59:43.674052Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"markdown","source":"# Initialize Yolo","metadata":{}},{"cell_type":"code","source":"from tensorflow.keras.layers import Conv2D, Input, ZeroPadding2D, Dense, Lambda\nfrom tensorflow.keras.models import Model\nfrom tensorflow.keras.applications.mobilenet_v2 import MobileNetV2\ndef load_mobilenetv2_224_075_detector(path):\n    input_tensor = Input(shape=(224, 224, 3))\n    output_tensor = MobileNetV2(weights=None, include_top=False, input_tensor=input_tensor, alpha=0.75).output\n    output_tensor = ZeroPadding2D()(output_tensor)\n    output_tensor = Conv2D(kernel_size=(3, 3), filters=5)(output_tensor)\n\n    model = Model(inputs=input_tensor, outputs=output_tensor)\n    model.load_weights(path)\n    \n    return model","metadata":{"execution":{"iopub.status.busy":"2023-04-19T11:59:43.676371Z","iopub.execute_input":"2023-04-19T11:59:43.676867Z","iopub.status.idle":"2023-04-19T11:59:43.708392Z","shell.execute_reply.started":"2023-04-19T11:59:43.676818Z","shell.execute_reply":"2023-04-19T11:59:43.707607Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"mobilenetv2 = load_mobilenetv2_224_075_detector(\"../input/facedetection-mobilenetv2/facedetection-mobilenetv2-size224-alpha0.75.h5\")","metadata":{"execution":{"iopub.status.busy":"2023-04-19T11:59:43.711141Z","iopub.execute_input":"2023-04-19T11:59:43.711586Z","iopub.status.idle":"2023-04-19T11:59:46.332939Z","shell.execute_reply.started":"2023-04-19T11:59:43.711541Z","shell.execute_reply":"2023-04-19T11:59:46.332055Z"},"trusted":true},"execution_count":6,"outputs":[]},{"cell_type":"code","source":"def transpose_shots(shots):\n    return [(shot[1], shot[0], shot[3], shot[2], shot[4]) for shot in shots]\n\n#That constant describe pieces for 16:9 images\nSHOTS = {\n    # fast less accurate\n    '2-16/9' : {\n        'aspect_ratio' : 16/9,\n        'shots' : [\n             (0, 0, 9/16, 1, 1),\n             (7/16, 0, 9/16, 1, 1)\n        ]\n    },\n    # slower more accurate\n    '10-16/9' : {\n        'aspect_ratio' : 16/9,\n        'shots' : [\n             (0, 0, 9/16, 1, 1),\n             (7/16, 0, 9/16, 1, 1),\n             (0, 0, 5/16, 5/9, 0.5),\n             (0, 4/9, 5/16, 5/9, 0.5),\n             (11/48, 0, 5/16, 5/9, 0.5),\n             (11/48, 4/9, 5/16, 5/9, 0.5),\n             (22/48, 0, 5/16, 5/9, 0.5),\n             (22/48, 4/9, 5/16, 5/9, 0.5),\n             (11/16, 0, 5/16, 5/9, 0.5),\n             (11/16, 4/9, 5/16, 5/9, 0.5),\n        ]\n    }\n}\n\n# 9:16 respectively\nSHOTS_T = {\n    '2-9/16' : {\n        'aspect_ratio' : 9/16,\n        'shots' : transpose_shots(SHOTS['2-16/9']['shots'])\n    },\n    '10-9/16' : {\n        'aspect_ratio' : 9/16,\n        'shots' : transpose_shots(SHOTS['10-16/9']['shots'])\n    }\n}\n\ndef r(x):\n    return int(round(x))\n\ndef sigmoid(x):\n    return 1 / (np.exp(-x) + 1)\n\ndef non_max_suppression(boxes, p, iou_threshold):\n    if len(boxes) == 0:\n        return np.array([])\n\n    x1 = boxes[:, 0]\n    y1 = boxes[:, 1]\n    x2 = boxes[:, 2]\n    y2 = boxes[:, 3]\n\n    indexes = np.argsort(p)\n    true_boxes_indexes = []\n\n    while len(indexes) > 0:\n        true_boxes_indexes.append(indexes[-1])\n\n        intersection = np.maximum(np.minimum(x2[indexes[:-1]], x2[indexes[-1]]) - np.maximum(x1[indexes[:-1]], x1[indexes[-1]]), 0) * np.maximum(np.minimum(y2[indexes[:-1]], y2[indexes[-1]]) - np.maximum(y1[indexes[:-1]], y1[indexes[-1]]), 0)\n        iou = intersection / ((x2[indexes[:-1]] - x1[indexes[:-1]]) * (y2[indexes[:-1]] - y1[indexes[:-1]]) + (x2[indexes[-1]] - x1[indexes[-1]]) * (y2[indexes[-1]] - y1[indexes[-1]]) - intersection)\n\n        indexes = np.delete(indexes, -1)\n        indexes = np.delete(indexes, np.where(iou >= iou_threshold)[0])\n\n    return boxes[true_boxes_indexes]\n\ndef union_suppression(boxes, threshold):\n    if len(boxes) == 0:\n        return np.array([])\n\n    x1 = boxes[:, 0]\n    y1 = boxes[:, 1]\n    x2 = boxes[:, 2]\n    y2 = boxes[:, 3]\n\n    indexes = np.argsort((x2 - x1) * (y2 - y1))\n    result_boxes = []\n\n    while len(indexes) > 0:\n        intersection = np.maximum(np.minimum(x2[indexes[:-1]], x2[indexes[-1]]) - np.maximum(x1[indexes[:-1]], x1[indexes[-1]]), 0) * np.maximum(np.minimum(y2[indexes[:-1]], y2[indexes[-1]]) - np.maximum(y1[indexes[:-1]], y1[indexes[-1]]), 0)\n        min_s = np.minimum((x2[indexes[:-1]] - x1[indexes[:-1]]) * (y2[indexes[:-1]] - y1[indexes[:-1]]), (x2[indexes[-1]] - x1[indexes[-1]]) * (y2[indexes[-1]] - y1[indexes[-1]]))\n        ioms = intersection / (min_s + 1e-9)\n        neighbours = np.where(ioms >= threshold)[0]\n        if len(neighbours) > 0:\n            result_boxes.append([min(np.min(x1[indexes[neighbours]]), x1[indexes[-1]]), min(np.min(y1[indexes[neighbours]]), y1[indexes[-1]]), max(np.max(x2[indexes[neighbours]]), x2[indexes[-1]]), max(np.max(y2[indexes[neighbours]]), y2[indexes[-1]])])\n        else:\n            result_boxes.append([x1[indexes[-1]], y1[indexes[-1]], x2[indexes[-1]], y2[indexes[-1]]])\n\n        indexes = np.delete(indexes, -1)\n        indexes = np.delete(indexes, neighbours)\n\n    return result_boxes\n\nclass FaceDetector():\n    \"\"\"\n    That's API you can easily use to detect faces\n    \n    __init__ parameters:\n    -------------------------------\n    model - model to infer\n    shots - list of aspect ratios that images could be (described earlier)\n    image_size - model's input size (hardcoded for mobilenetv2)\n    grids - model's output size (hardcoded for mobilenetv2)\n    union_threshold - threshold for union of predicted boxes within multiple shots\n    iou_threshold - IOU threshold for non maximum suppression used to merge YOLO detected boxes for one shot,\n                    you do need to change this because there are one face per image as I can see from the samples\n    prob_threshold - probability threshold for YOLO algorithm, you can balance beetween precision and recall using this threshold\n    \n    detect parameters:\n    -------------------------------\n    frame - (1920, 1080, 3) or (1080, 1920, 3) RGB Image\n    returns: list of 4 element tuples (left corner x, left corner y, right corner x, right corner y) of detected boxes within [0, 1] range (see box draw code below)\n    \"\"\"\n    def __init__(self, model=mobilenetv2, shots=[SHOTS['10-16/9'], SHOTS_T['10-9/16']], image_size=224, grids=7, iou_threshold=0.1, union_threshold=0.1):\n        self.model = model\n        self.shots = shots\n        self.image_size = image_size\n        self.grids = grids\n        self.iou_threshold = iou_threshold\n        self.union_threshold = union_threshold\n        self.prob_threshold = 0.7\n        \n    \n    def detect(self, frame, threshold = 0.7):\n        original_frame_shape = frame.shape\n        self.prob_threshold = threshold\n        aspect_ratio = None\n        for shot in self.shots:\n            if abs(frame.shape[1] / frame.shape[0] - shot[\"aspect_ratio\"]) < 1e-9:\n                aspect_ratio = shot[\"aspect_ratio\"]\n                shots = shot\n        \n        assert aspect_ratio is not None\n        \n        c = min(frame.shape[0], frame.shape[1] / aspect_ratio)\n        slice_h_shift = r((frame.shape[0] - c) / 2)\n        slice_w_shift = r((frame.shape[1] - c * aspect_ratio) / 2)\n        if slice_w_shift != 0 and slice_h_shift == 0:\n            frame = frame[:, slice_w_shift:-slice_w_shift]\n        elif slice_w_shift == 0 and slice_h_shift != 0:\n            frame = frame[slice_h_shift:-slice_h_shift, :]\n\n        frames = []\n        for s in shots[\"shots\"]:\n            frames.append(cv2.resize(frame[r(s[1] * frame.shape[0]):r((s[1] + s[3]) * frame.shape[0]), r(s[0] * frame.shape[1]):r((s[0] + s[2]) * frame.shape[1])], (self.image_size, self.image_size), interpolation=cv2.INTER_NEAREST))\n        frames = np.array(frames)\n\n        predictions = self.model.predict(frames, batch_size=len(frames), verbose=0)\n\n        boxes = []\n        prob = []\n        shots = shots['shots']\n        for i in range(len(shots)):\n            slice_boxes = []\n            slice_prob = []\n            for j in range(predictions.shape[1]):\n                for k in range(predictions.shape[2]):\n                    p = sigmoid(predictions[i][j][k][4])\n                    if not(p is None) and p > self.prob_threshold:\n                        px = sigmoid(predictions[i][j][k][0])\n                        py = sigmoid(predictions[i][j][k][1])\n                        pw = min(math.exp(predictions[i][j][k][2] / self.grids), self.grids)\n                        ph = min(math.exp(predictions[i][j][k][3] / self.grids), self.grids)\n                        if not(px is None) and not(py is None) and not(pw is None) and not(ph is None) and pw > 1e-9 and ph > 1e-9:\n                            cx = (px + j) / self.grids\n                            cy = (py + k) / self.grids\n                            wx = pw / self.grids\n                            wy = ph / self.grids\n                            if wx <= shots[i][4] and wy <= shots[i][4]:\n                                lx = min(max(cx - wx / 2, 0), 1)\n                                ly = min(max(cy - wy / 2, 0), 1)\n                                rx = min(max(cx + wx / 2, 0), 1)\n                                ry = min(max(cy + wy / 2, 0), 1)\n\n                                lx *= shots[i][2]\n                                ly *= shots[i][3]\n                                rx *= shots[i][2]\n                                ry *= shots[i][3]\n\n                                lx += shots[i][0]\n                                ly += shots[i][1]\n                                rx += shots[i][0]\n                                ry += shots[i][1]\n\n                                slice_boxes.append([lx, ly, rx, ry])\n                                slice_prob.append(p)\n\n            slice_boxes = np.array(slice_boxes)\n            slice_prob = np.array(slice_prob)\n\n            slice_boxes = non_max_suppression(slice_boxes, slice_prob, self.iou_threshold)\n\n            for sb in slice_boxes:\n                boxes.append(sb)\n\n\n        boxes = np.array(boxes)\n        boxes = union_suppression(boxes, self.union_threshold)\n\n        for i in range(len(boxes)):\n            boxes[i][0] /= original_frame_shape[1] / frame.shape[1]\n            boxes[i][1] /= original_frame_shape[0] / frame.shape[0]\n            boxes[i][2] /= original_frame_shape[1] / frame.shape[1]\n            boxes[i][3] /= original_frame_shape[0] / frame.shape[0]\n\n            boxes[i][0] += slice_w_shift / original_frame_shape[1]\n            boxes[i][1] += slice_h_shift / original_frame_shape[0]\n            boxes[i][2] += slice_w_shift / original_frame_shape[1]\n            boxes[i][3] += slice_h_shift / original_frame_shape[0]\n\n        return list(boxes)\ndef get_boxes_points(boxes, frame_shape):\n    result = []\n    for box in boxes:\n        lx = int(round(box[0] * frame_shape[1]))\n        ly = int(round(box[1] * frame_shape[0]))\n        rx = int(round(box[2] * frame_shape[1]))\n        ry = int(round(box[3] * frame_shape[0]))\n        result.append((lx,rx, ly, ry))\n    return result ","metadata":{"execution":{"iopub.status.busy":"2023-04-19T11:59:46.336959Z","iopub.execute_input":"2023-04-19T11:59:46.337336Z","iopub.status.idle":"2023-04-19T11:59:46.516035Z","shell.execute_reply.started":"2023-04-19T11:59:46.337276Z","shell.execute_reply":"2023-04-19T11:59:46.515046Z"},"trusted":true},"execution_count":7,"outputs":[]},{"cell_type":"code","source":"yolo_model = FaceDetector()","metadata":{"execution":{"iopub.status.busy":"2023-04-19T11:59:46.517436Z","iopub.execute_input":"2023-04-19T11:59:46.517887Z","iopub.status.idle":"2023-04-19T11:59:46.527343Z","shell.execute_reply.started":"2023-04-19T11:59:46.51768Z","shell.execute_reply":"2023-04-19T11:59:46.526574Z"},"trusted":true},"execution_count":8,"outputs":[]},{"cell_type":"markdown","source":"# Initialize MTCNN","metadata":{}},{"cell_type":"code","source":"!pip install mtcnn","metadata":{"execution":{"iopub.status.busy":"2023-04-19T11:59:46.528596Z","iopub.execute_input":"2023-04-19T11:59:46.52905Z","iopub.status.idle":"2023-04-19T11:59:54.750801Z","shell.execute_reply.started":"2023-04-19T11:59:46.529007Z","shell.execute_reply":"2023-04-19T11:59:54.749651Z"},"trusted":true},"execution_count":9,"outputs":[{"name":"stdout","text":"Collecting mtcnn\n\u001b[?25l  Downloading https://files.pythonhosted.org/packages/09/d1/2a4269e387edb97484157b872fa8a1953b53dcafbe4842a1967f549ac5ea/mtcnn-0.1.1-py3-none-any.whl (2.3MB)\n\u001b[K     |████████████████████████████████| 2.3MB 4.1MB/s eta 0:00:01\n\u001b[?25hRequirement already satisfied: keras>=2.0.0 in /opt/conda/lib/python3.6/site-packages (from mtcnn) (2.3.1)\nRequirement already satisfied: opencv-python>=4.1.0 in /opt/conda/lib/python3.6/site-packages (from mtcnn) (4.1.2.30)\nRequirement already satisfied: scipy>=0.14 in /opt/conda/lib/python3.6/site-packages (from keras>=2.0.0->mtcnn) (1.3.3)\nRequirement already satisfied: h5py in /opt/conda/lib/python3.6/site-packages (from keras>=2.0.0->mtcnn) (2.9.0)\nRequirement already satisfied: pyyaml in /opt/conda/lib/python3.6/site-packages (from keras>=2.0.0->mtcnn) (5.1.2)\nRequirement already satisfied: six>=1.9.0 in /opt/conda/lib/python3.6/site-packages (from keras>=2.0.0->mtcnn) (1.13.0)\nRequirement already satisfied: keras-preprocessing>=1.0.5 in /opt/conda/lib/python3.6/site-packages (from keras>=2.0.0->mtcnn) (1.1.0)\nRequirement already satisfied: numpy>=1.9.1 in /opt/conda/lib/python3.6/site-packages (from keras>=2.0.0->mtcnn) (1.17.4)\nRequirement already satisfied: keras-applications>=1.0.6 in /opt/conda/lib/python3.6/site-packages (from keras>=2.0.0->mtcnn) (1.0.8)\nInstalling collected packages: mtcnn\nSuccessfully installed mtcnn-0.1.1\n","output_type":"stream"}]},{"cell_type":"code","source":"from mtcnn import MTCNN\nmtcnn = MTCNN()","metadata":{"execution":{"iopub.status.busy":"2023-04-19T11:59:54.752808Z","iopub.execute_input":"2023-04-19T11:59:54.753124Z","iopub.status.idle":"2023-04-19T11:59:55.076096Z","shell.execute_reply.started":"2023-04-19T11:59:54.753073Z","shell.execute_reply":"2023-04-19T11:59:55.075031Z"},"trusted":true},"execution_count":10,"outputs":[]},{"cell_type":"markdown","source":"# Initialize MobilenetFace","metadata":{}},{"cell_type":"code","source":"import tensorflow as tf\ndetection_graph = tf.Graph()\nwith detection_graph.as_default():\n    od_graph_def = tf.compat.v1.GraphDef()\n    with tf.io.gfile.GFile('../input/mobilenet-face/frozen_inference_graph_face.pb', 'rb') as fid:\n        serialized_graph = fid.read()\n        od_graph_def.ParseFromString(serialized_graph)\n        tf.import_graph_def(od_graph_def, name='')\n        config = tf.compat.v1.ConfigProto()\n    config.gpu_options.allow_growth = True\n    sess=tf.compat.v1.Session(graph=detection_graph, config=config)\n    image_tensor = detection_graph.get_tensor_by_name('image_tensor:0')\n    boxes_tensor = detection_graph.get_tensor_by_name('detection_boxes:0')    \n    scores_tensor = detection_graph.get_tensor_by_name('detection_scores:0')\n    num_detections = detection_graph.get_tensor_by_name('num_detections:0')","metadata":{"execution":{"iopub.status.busy":"2023-04-19T11:59:55.077929Z","iopub.execute_input":"2023-04-19T11:59:55.07846Z","iopub.status.idle":"2023-04-19T11:59:56.200136Z","shell.execute_reply.started":"2023-04-19T11:59:55.078239Z","shell.execute_reply":"2023-04-19T11:59:56.199069Z"},"trusted":true},"execution_count":11,"outputs":[]},{"cell_type":"code","source":"video='../input/deepfake-detection-challenge/train_sample_videos/bdnaqemxmr.mp4'","metadata":{"execution":{"iopub.status.busy":"2023-04-19T11:59:56.202545Z","iopub.execute_input":"2023-04-19T11:59:56.202949Z","iopub.status.idle":"2023-04-19T11:59:56.207737Z","shell.execute_reply.started":"2023-04-19T11:59:56.202873Z","shell.execute_reply":"2023-04-19T11:59:56.206804Z"},"trusted":true},"execution_count":12,"outputs":[]},{"cell_type":"code","source":"cap=cv2.VideoCapture(video)\nret,frame=cap.read()\nframe=cv2.cvtColor(frame,cv2.COLOR_BGR2RGB)\nplt.imshow(frame)","metadata":{"execution":{"iopub.status.busy":"2023-04-19T11:59:56.209306Z","iopub.execute_input":"2023-04-19T11:59:56.209689Z","iopub.status.idle":"2023-04-19T11:59:56.871021Z","shell.execute_reply.started":"2023-04-19T11:59:56.209626Z","shell.execute_reply":"2023-04-19T11:59:56.866594Z"},"trusted":true},"execution_count":13,"outputs":[{"execution_count":13,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7c21d0d81898>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"# Define Helper Fuctions","metadata":{}},{"cell_type":"code","source":"def get_mtcnn_face(img):\n    start=time.time()\n    bboxes=mtcnn.detect_faces(frame)[0]['box']\n    x,y,w,h=bboxes\n    bboxes=x,x+w,y,y+h\n    return time.time()-start, bboxes\ndef get_blazeface_face(img):\n    start=time.time()\n    scale_w = img.shape[1] / 128.0 \n    scale_h = img.shape[0] / 128.0\n    blaze_output=blazeface.predict_on_image(cv2.resize(frame, (128,128)))\n    blaze_bboxes=scale_boxes(get_blaze_boxes(blaze_output), scale_w, scale_h)\n    if blaze_bboxes==[]:\n        return time.time()-start,[]\n    lx, ly, rx, ry = blaze_bboxes[0]\n    bboxes=int(lx), int(rx), int(ly), int(ry)\n    return time.time()-start, bboxes\ndef get_mobilenet_face(image):\n    start=time.time()\n    global boxes,scores,num_detections\n    (im_height,im_width)=image.shape[:-1]\n    imgs=np.array([image])\n    (boxes, scores) = sess.run(\n        [boxes_tensor, scores_tensor],\n        feed_dict={image_tensor: imgs})\n    max_=np.where(scores==scores.max())[0][0]\n    box=boxes[0][max_]\n    ymin, xmin, ymax, xmax = box\n    (left, right, top, bottom) = (xmin * im_width, xmax * im_width,\n                                ymin * im_height, ymax * im_height)\n    left, right, top, bottom = int(left), int(right), int(top), int(bottom)\n    return time.time()-start,(left, right, top, bottom)\ndef get_yolo_face(image):\n    start=time.time()\n    bbox=yolo_model.detect(frame, 0.7)\n    bbox=get_boxes_points(bbox,frame.shape)[0]\n    return time.time()-start,bbox","metadata":{"execution":{"iopub.status.busy":"2023-04-19T11:59:56.872756Z","iopub.execute_input":"2023-04-19T11:59:56.873143Z","iopub.status.idle":"2023-04-19T11:59:56.898507Z","shell.execute_reply.started":"2023-04-19T11:59:56.873085Z","shell.execute_reply":"2023-04-19T11:59:56.897414Z"},"trusted":true},"execution_count":14,"outputs":[]},{"cell_type":"code","source":"def annotate_image(frame,bbox,color):\n    if bbox==[]:\n        return frame\n    frame=frame.copy()\n    return cv2.rectangle(frame,(bbox[0],bbox[2]),(bbox[1],bbox[3]),color,10)\ndef crop_image(frame,bbox):\n    left, right, top, bottom=bbox\n    return frame[top:bottom,left:right]","metadata":{"execution":{"iopub.status.busy":"2023-04-19T11:59:56.899739Z","iopub.execute_input":"2023-04-19T11:59:56.900025Z","iopub.status.idle":"2023-04-19T11:59:56.913863Z","shell.execute_reply.started":"2023-04-19T11:59:56.899979Z","shell.execute_reply":"2023-04-19T11:59:56.912983Z"},"trusted":true},"execution_count":15,"outputs":[]},{"cell_type":"markdown","source":"### Warm up","metadata":{}},{"cell_type":"code","source":"_=get_blazeface_face(frame)\n_=get_mtcnn_face(frame)\n_=get_mobilenet_face(frame)\n_=get_yolo_face(frame)","metadata":{"execution":{"iopub.status.busy":"2023-04-19T11:59:56.91552Z","iopub.execute_input":"2023-04-19T11:59:56.916153Z","iopub.status.idle":"2023-04-19T12:00:01.601367Z","shell.execute_reply.started":"2023-04-19T11:59:56.916094Z","shell.execute_reply":"2023-04-19T12:00:01.600296Z"},"trusted":true},"execution_count":16,"outputs":[]},{"cell_type":"markdown","source":"# Speed Comparison","metadata":{}},{"cell_type":"code","source":"blaze_time,blaze_bboxes=get_blazeface_face(frame)\nmtcnn_time,mtcnn_bboxes=get_mtcnn_face(frame)\nmobilenet_time,mobilenet_bboxes=get_mobilenet_face(frame)\nyolo_time,yolo_bboxes=get_yolo_face(frame)","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:01.602864Z","iopub.execute_input":"2023-04-19T12:00:01.60326Z","iopub.status.idle":"2023-04-19T12:00:02.945517Z","shell.execute_reply.started":"2023-04-19T12:00:01.603216Z","shell.execute_reply":"2023-04-19T12:00:02.944578Z"},"trusted":true},"execution_count":17,"outputs":[]},{"cell_type":"code","source":"print(\"MTCNN Detection Time:\"+str(mtcnn_time))\nprint(\"Yolo Detection Time:\"+str(yolo_time))\nprint(\"Mobilenet Detection Time:\"+str(mobilenet_time))\nprint(\"BlazeFace Detection Time:\"+str(blaze_time))","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:02.947328Z","iopub.execute_input":"2023-04-19T12:00:02.947742Z","iopub.status.idle":"2023-04-19T12:00:02.954232Z","shell.execute_reply.started":"2023-04-19T12:00:02.947671Z","shell.execute_reply":"2023-04-19T12:00:02.953474Z"},"trusted":true},"execution_count":18,"outputs":[{"name":"stdout","text":"MTCNN Detection Time:1.000063180923462\nYolo Detection Time:0.19552373886108398\nMobilenet Detection Time:0.12032699584960938\nBlazeFace Detection Time:0.021235942840576172\n","output_type":"stream"}]},{"cell_type":"code","source":"print('Mobilenet is '+str(mtcnn_time/mobilenet_time)+'times faster than MTCNN')\nprint('Blazeface is '+str(mobilenet_time/blaze_time)+'times faster than Mobilenet')\nprint('Mobilenet is '+str(yolo_time/mobilenet_time)+'times faster than YOLO')","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:02.955554Z","iopub.execute_input":"2023-04-19T12:00:02.955805Z","iopub.status.idle":"2023-04-19T12:00:02.971007Z","shell.execute_reply.started":"2023-04-19T12:00:02.955762Z","shell.execute_reply":"2023-04-19T12:00:02.970037Z"},"trusted":true},"execution_count":19,"outputs":[{"name":"stdout","text":"Mobilenet is 8.311212075579368times faster than MTCNN\nBlazeface is 5.666195127427866times faster than Mobilenet\nMobilenet is 1.6249365944900611times faster than YOLO\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Ability to Detect Face","metadata":{}},{"cell_type":"code","source":"if blaze_bboxes==[]:\n    print('⚠️BlazeFace is unable to detect face in this frame.')\nif mtcnn_bboxes==[]:\n    print('⚠️MTCNN is unable to detect face in this frame.')\nif mobilenet_bboxes==[]:\n    print('⚠️mobilenet is unable to detect face in this frame.')\nif yolo_bboxes==[]:\n    print('⚠️mobilenet is unable to detect face in this frame.')","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:02.972824Z","iopub.execute_input":"2023-04-19T12:00:02.973548Z","iopub.status.idle":"2023-04-19T12:00:02.982276Z","shell.execute_reply.started":"2023-04-19T12:00:02.973127Z","shell.execute_reply":"2023-04-19T12:00:02.981492Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"markdown","source":"# Accuracy Comparison","metadata":{}},{"cell_type":"markdown","source":"## Annotated Images","metadata":{}},{"cell_type":"code","source":"annotated=annotate_image(frame,mobilenet_bboxes,(255,0,0))\nannotated=annotate_image(annotated,mtcnn_bboxes,(0,255,0))\nannotated=annotate_image(annotated,blaze_bboxes,(0,0,255))\nannotated=annotate_image(annotated,yolo_bboxes,(255,0,255))","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:02.983851Z","iopub.execute_input":"2023-04-19T12:00:02.984185Z","iopub.status.idle":"2023-04-19T12:00:03.000579Z","shell.execute_reply.started":"2023-04-19T12:00:02.984131Z","shell.execute_reply":"2023-04-19T12:00:02.999655Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"plt.imshow(annotated)","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:03.002096Z","iopub.execute_input":"2023-04-19T12:00:03.002365Z","iopub.status.idle":"2023-04-19T12:00:03.418536Z","shell.execute_reply.started":"2023-04-19T12:00:03.002327Z","shell.execute_reply":"2023-04-19T12:00:03.417441Z"},"trusted":true},"execution_count":22,"outputs":[{"execution_count":22,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7c2164012da0>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"### Color Key:\n* Blue: BlazeFace\n* Red: Mobilenet\n* Green: MTCNN\n* Purple: YOLO","metadata":{}},{"cell_type":"markdown","source":"## Cropped Images","metadata":{}},{"cell_type":"markdown","source":"### BlazeFace","metadata":{}},{"cell_type":"code","source":"plt.imshow(crop_image(frame,blaze_bboxes))","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:03.420197Z","iopub.execute_input":"2023-04-19T12:00:03.420777Z","iopub.status.idle":"2023-04-19T12:00:03.739543Z","shell.execute_reply.started":"2023-04-19T12:00:03.420715Z","shell.execute_reply":"2023-04-19T12:00:03.7385Z"},"trusted":true},"execution_count":23,"outputs":[{"execution_count":23,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7c21640871d0>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"### MTCNN","metadata":{}},{"cell_type":"code","source":"plt.imshow(crop_image(frame,mtcnn_bboxes))","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:03.741122Z","iopub.execute_input":"2023-04-19T12:00:03.741792Z","iopub.status.idle":"2023-04-19T12:00:04.014798Z","shell.execute_reply.started":"2023-04-19T12:00:03.741727Z","shell.execute_reply":"2023-04-19T12:00:04.013702Z"},"trusted":true},"execution_count":24,"outputs":[{"execution_count":24,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7c2142762be0>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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6iiDz6KWJz5b1XH3O/4B9BhG1/NrNXAi7erj03fruEWKodzc3oAOBwCScTwyI9L40Xe12UiipDLaJz6gVmemvhdER51yNjmxAArTc9MXAFMYWMljGqmRjeNkKDcpJQMAWi+SaZSK7cXnJFJJ7tW2bU5fb5glqpxKG5QRAQFjRlIx7QWms7yGJh1Lg78PHUOzJnUyoP0aYSeHUxCxgqVMo1UIBOLSH/kNUPHVZZXaSKWc0Bg1U9tP2sLksNls0LYtVoNEWUQCdoeDBN7e7LHf77Hb7UBEmbkAYchutcEHH3wAAHj33Xc/Bc5fY1PNqXza4cyMMPQgktAk5+YCNwNUoaHkGXQcJwrVkl6v92pIvftGj3eWQYpPRdPlNX3dURwxTgYoZgYl6W92ZwLwJNfKj/YDkFSJJZV2fjcwo4bW161/vzdDxSjoXLof50BkAnNhtBzIbOIxaxCkbAOca8BsJ1ixqGqJotdZrVq0rU8osVYj8fAkuVfBjK/GdYLaesLnPvuu5Fe5+RIDp9J5MBVKR1rxDExtLBmsU/TLQuo1NF/POnYWtaqi1eM9AU1TdHpR70pojTdR347ScVkS8Wig3Ecreox/5C66Sz2bAhX3G1jOuZFcnV6vHKf77mrTUsqOtb0ASXB0nFwBJOdst1s0TYPdbodVt8Hl5SWeP38+yvxVu1iv2bbtpHzDfelsmKo2JIHxDFZ0XfHbWDRHIPV5JmJORbGiuSZsmgUZRnJSR4IYXdOi8+XFSZUigub0epSaEE1S+XzOfartpvEEsTSQatX1cRYKqnvND/D6PnOM8BhGH0tsuZeioI6Wnd/AMmw/sr10H2gk/RiMddvl2hNDH3MS4+FwyCFK6rLpD4cCgjwCTgfOiKlqKWUHYC3idQZVhiIRXSNmJPPCODI4GaWTEJnEMMU+KkGvNoZPgmA5n69lrpqmycVbinlX2018b4aaoyy1j1znrnPn9s/9cpekmrveXeifBV5Oab8CCXp8rWEAGDGVmgiqunnvQI0AS9xR9lHd3t5mxtIYwUMvlZyapsF2u/0U+KkYGZioX4zuU5EcIWWt5lBBpTzwU6wYEdCumpHKoAGsCoE758T5l15TS8gxfACyIzdLraSCNk1T0iuc6vDL9pqlAkbcj0nuYtB5Ws56Psbo97m/TG7zx4nKPIXQiWiRdWs10WoWc23yLHZr9CnbG4yoZgHL+12v1+j7Hq9evcKrV69yPtV2u8V+L2DGq1evJoG496GzYCqtFKp200iMV9A5m+i2cXrH9AVn0KGRDFsiQpu8hRowKb/Ly+68M0heFLXODISGkK/TqE0FY1/dA6m7r0p1X8k0PW9Z/bOjetyuI+DGPe4/d+6IUSrpVaugY/uUMogjO1JL2aCJKIxawqwSiNS0aMghrgYM+wS3J6i96zq0zQrX19c47D/hzl9gWX9+iPO3NoodFQmjTGWN06Yx3nr1G2Hs75LfxzNmfa/ltnw8wb6PpceCJLVqPrn2Ealc9+dDmHjCjPJFdlTRLKvVChcXFxlBvLm5wXa7RdcJU33iIXUGI2AotSRyP5CUrUIZlgHmDzv72k6DBGI2lJA5Sn6nRjJtm6aRvxWsaBLjUIG/HTEQB7jEaIQIYgJxTL4tZa5o0lZm9HBGrg8xJkUt46wKJPbi6DIT4OM0m2fqHJ+Q1uJbvMb4Kku2nURW+slxCZ4wk9FYlbPVlkDRfBJAURgjfYpW43IQMLHaWSWGUEudeWYwxipn9BHwHo1fIQyHbDu9//772G63+My7PwHXtIjDwxHAs2AqyaEqEeBKj/Fq25emkkpSMVKgq9dyzRK1nA1gHbiIJbraXKt8lvs8RBCdpJbNHn/KNR9+jdd17kOfZQJEPMDWHH+v1Efzrtu2zRqLxvp1q1fYbDaP6quzYKrIjD4GgFzRkWNENMyGGXCiJu08BR7aps3hQ6uVRI6v0qzceZeZyjWGcVIDPExtPhNE2yhwASMtso8szeBH2nkKylc/k/2sv9913lIbHkOzAEX5a7I/PzOPnyfvJ50Ex8BR27am6lEpdln7LJUUCXbpu4p6Svfz3qNbNeCUZuM94enTpynK/QY3Nze43g/48pe/jNXF5sH9cxZMBc2lSn8Vn9Vpma325dlQl/J3iXjWTFLRuY3qkvwWGqbkwfkaJS5wnH+l9wROixU7xlBzBv1958pTmO1UhqoH7ClMrardXe27z6RifZdEyb1CWtN2+RxLgvQWyWfL1G02G1xcXODJkyf44IMPEG5u8M1vfhPvvvvuyW2s6UyYaqxGqfFIJ0inyTUwhWBr9Ki+X32ORKbziKFqwKEenM65vEzMdNDwvSXUXc94X3qTkRpvkkY22yPAAxs/yCYh9OLiAre3t7i4uBA4fdfjo48++uRD6mCAo50ZS/zYKVTbPBMJgwgOA4gk50k8+TFl9yYzmgQmd1J2Do13edUNaRen9tzfKXhsQD/UZvgk0Kl2US3BVLUbVao1kopciTAPqYZI5FJLxJYUcHPXNiFmm80Gm80m1xG8ObzEfr/HRx999ODnPg+mSsRMadUIhdElab38zhD8bxw9TWmJGmEIQl53yhPIAUMfgK7NerWqNlqnnBphyK6T4EogYUmpUqyOCQmeTS96lL6v9zvuLJ37e0nFAsaK1H0ZqmbkY+rpKUx/XOWz15mmquRPUPXslG0qOX/5GW20DBMQdaIz0itCVfpUk52cLKbnpLQBAITQo2m6POFeXl5iGAZ0XYerqyv41QW++93vyuIHD6SzYipLc7lUwLzeblU3+7d+j8b+0d+axhegwoQj2azbuXF0rmpUjZrVdG7tPtaepVy6+reSCuJyRng6CsB0XNxFggoj51Y9lM6EqcrsIuRnQYqlzinSZ8psAlY4rFpx/GptiYZkTm28g0s+LO+Q00U8SQ30aUuPvaC7Z/Pp32/WMaz3ep3Vpu6DPi7ZsI+lbCOlaBxyTlYAkV9lPHhxfYzGxsw4UWdwCAGBQobZH0pnwlSFpLPu3/vH0jvGoIVJG3CKFPoZ/X8+OPQhTDV7nTzYy9+nqn9Lgat29n+sraZ9dV9Ece4Z6/ewFLu31LaH2pI1gqltrUEsADn51IeyWNxD6VFMRUTfAPASYugMzPzzRPQZAP8AwJcBfAPAX2XmHx27DmOarnHi/fM2yeo1L1A7LKt9ykgmFEnP00hqBSnyftvYe9Jxm+r+A+Yx5zx0sCwx79Ixp0iq/O5O6FQ91nufDVGtosUsWQjIy+HYMTD2ibGpD2/ttO12i9vb2xN74zi9DkX732Tmn2Pmn09//waAP2TmnwXwh+nvO2hZh66pnmXGkLekzXfk0cLlz3XXoSGHLkVT5FnJl1UH1X9lC40sqZSP3cbX83mT11E2+5tzTd4sKcp5P/9TvfmFbdzm+j6nPqv9nOtXfXaCB1g+7XdHDcCubHAju4qZJaI2yELbHhKCdkwi6mfTNHjy5AmePn2K1WqFm5sb3N7usdsdTurPOXoT1usvA/it9P23APz79zn5LsY6lfmA436r+rhjs/9jVJA/j/RYSXzs3Llk1mNjYun+daqQ+qU0zejHWfiFAfwvJHrS/8DMXwXwE8z83dTA7xLR5+6+DGHsIx909/RIntYkcJBA3CbF83VgeDDocEDbdWjY1JOIDhQIcALBE0lYC6GEKJXr++pv4Lgv3x6bZnebVjH3QPHI9cyAiDa+08D59t3LzFyW9rTkj/nX4pztw3nZUO2GnE6h6hcqBoKH4yoa3YQmwTuw6GPl+YhyRoAADA7ONZBUDWfUc3lLAEkQbQKUdHlSogiOAcwRRCXHjdM1xMRIpkZkNE1ZrggB8K0DHGOIPfpBFpF7KD2Wqf4NZv5OYpz/lYj+n1NPJKKvAPhK+n6vm85JHGUwzYHSVTZqda6ObLB697gtDzdUF22oT0YGyCIdsw1P2b9EbwLu12uecm07Jpg51wl8KD2KqZj5O+nzfSL6hwB+AcD3iegLSUp9AcD7C+d+FcBXAaBpGh7PrFOAIM/8NLUhcv29tkVHhAstu5zq9XXeYdW043hAj5we37TTECJH84gWs/2+DPlnJp3vujdCMhDGg8Ea5a9ThZ1lsJlJw9pjdVGY2u5yeUJsZ0LEyiYRF6WwaCYX4bTqVghoksM/AyLMiKkojCYldo1kl7vOIVDA9f4az189Lp/qwVMEEW2J6Eq/A/i3AXwNwO8B+NV02K8C+Ef3vbbOEpOaEzO2TZZKCXzouk4iI5omrzSuIf65FHN6YTYiesnAng6ekDfnYvouCzCbvrnvI58f8Rg0OUaPtaFqMGSqNTyMalvLvl8ryXSsqF11OBxwODwcqHiMpPoJAP8wPXgD4O8x8x8Q0R8B+F0i+jUA3wTwVx5xj+kgx1i0ZwmVGKnzHm2SSm0q0dy6mbLB3uWSYnNT7KkvtMyiwMcrl86PlqTVfc6vB/19GSvGCJ9qk2hdk3qSZBTAQ5NNdVK2aPBD6cFMxcz/AsC/PrP/AwB/6SHXXF57aaxGIPkaOiK0jay2sUmdsvIO61WX8qh0sbWIpnUptkyln0ZMRCgzjF/g42yq0UvR5UJnLzn2mVRXmr0+Z9BhpobE5JSU1WvwgckRJz2qAgWlFY+lUzSR+lg9PuMIzmUwhBLowVGiZjhEqUcRpEoSgcDk5d17jyECLspEu15domsv0FILimEUU3hfOruICiVbnkopd5xKKN+OfE6S2evKcqBeHL4c+tE1XifNSSrn3KMLMgLTgVRQt/NBPO5yRdx1rpVMd/kIx4V+ptezdmOMEZwqcRGJ3WTHk+6391ZtZ3Kve9JZMFVdMQkYG9XMsnCadx6+IawaWZyr9WJDXaXwfedSvXPXmDV0gca1JoLdOiFLRVm9b7npUmvnAIy0jxqRtqwQrvo8hKnHEkGLhPY4hZxzYDdWY6L5nmEAJnizOF2GwY8kfGp5ZDs1FNAcoDiXD2aPjnrrCowobY8AdGVwtjchPY9zNZLAqZQB5qQ+J4cJmxbKfgRZFBAuOYb7fR5bIY2p1WoFSibDZrMBe5czFC4vL9E0DSIPGMKnYNUPJQ0zqUkZYbVaYdWkTnFiS227NsHnEhTrG82LKgsDOA/DRKI1KH40lyYxeZkz7QHG6Q6c/C1aw1C3GI/M2nw3CEBEsrymZp14E34jyy6OB3MeauXajpYh4lPWrjpOj4fE7UopS6TvYwgD4FfpHdHot8iMEGSCtgsG9n0v7yYA5B3aNmAIjPVmC9c2WK/WWHVbdM0KcejHDsB70tkwVe0h108rookowaAiqleuzcieGpm6xu4oSZHjePlPolxxdo409u8UX4VNP7DQrTKUMNgR5jzilK2fvahEda12yvlCdjLQGoqnPsNjyx3bdgOnxQjaNszdfxKOBCAy5WpKuuyqHT8DyyIX+/0efd+PIiRu93s0nUzGwzBgu91ivV6j21xkM+KxdDZMtUSWCdq2xWq1wroVtW9FTUb+9BjvJMrYvjhHbsRUWZUxhvLkvpgfFHOMpsfpb1rpNISAPgyyMjAReG4iPiKp6vZ60qI1MoGoRJVnLOn/VvRkhjkijpyuQPyafVmnMrUyjfWpLTEZkICKVBCGTRygMs/AUjd9t9vhcDiMi7ESoV11makuLy8lobGTRd+urq7gvf/kr08FpBdqwluaBDIogrfpxI56dnmJVaqPvU7Q+YVx8nmM15WVLzGrgpaO+UOWhlap111mSAUlnr96iRACXr68lvWRki7PBoGzz6ufxwqG2lnfJ/Wy9Z1ZfC4FBpv1hK201oGpGc2jySahZpE4L/NpEbnM8MSo/VXCgKfrjUQpJKmCtwENwWIMcRBtg5NUDjyRVNI+B60fG0BZK1CptDvs0Pf9qJT4SAtKkTZd1+Hly5e4uLjA1TvPsFqt8LnPfS7nVj10bbCzYSql2i+lgyerfkn9Uz+UTVBUP5aeq/RxZb3e3Nwgxojdbof9Xoxky1Rs0sXrYNC7ZkbnXC7+2WMoFXcV6XSl34Iv9eJViocZqcya5pIADasGMvMkd6xmfD4i6U+hos6VEgXWvwSU9cpsnX1mwj6puQNjZDcNw4DDcMAwDKMJT9f9jTGC0vt48eIFQgh48eIF2vVGtJ/VCuv1+pO/5i8gk6FHBBjwjuDA6JzD2nsMpaMdAAAgAElEQVQ03mOzarHpWrgQQI6lLl/CgVogRUtyqkcgwZmZl+bCZ0DgPBPZQZEykMnnE/OMiiSZYgCzzJC3t7c49PJC+8jY7w94tdvn+LFIQNuOjWptrn7GyAhhfo3j2j4RSdXCM4NCgEtqkJakFgd4A6JBJP1BPhsudliOLqGEqspjg9XfgwSAJInBqQajrSEhkkf6Ts8DkoprUL8cdEs08pVlPmSXrsHgwGCOiPs+30MnHV1lcxgGhAjsSd7FPvX9fr/HzU7yoVYrCXOihhA4lD4NQVbUjCKZXdsgkthg3/jGN/K9Li8v8fLly7lhehKdDVMp2VnP2lK6aViJtTfsea/DJDgFhYoxou97HA4H7A+yWPOuH7I9pQwC7zLyxDPXnVMD5zz6OtOGEIAog8vaWzqBtG0L9iGrfnodlVRqL0ikSUol71yOoLe2mg7que5Y2n+MajcJa9h4+jvwdGJRaaOSv+97DIGxSzl4fWADCMlibofDIa035kerxjAzXNMCSWXURSrkXpzDlTabzaegRBnSg5Eib5wWZmMQB3hitN6hazzWjUMLoHVOqsySLmFTfE7WHwUAcVY3vtsesGolJ0lYVIwefd/jdr/DLjHVYQgYwoCQfC0gYYaGfH6+6U3SAEv+GkbZ6v6RtAZCb8Jvav9RhMNhiEn9i2h9zLYmAPgQMTBSea90Dd/JShrGBrPPX6IpSmpJfme4exKqjweKWgd2OToiRIwYRI8bhgG3t7d5Iusj46DvVlNAYkR0oukc0rmupwx45PC0rsSBatq8VXs3mw3W6/Wj6lScB1OxSqW0+gYV0a/qikqptm2zTdU48ddIlqdcisiBs5dVnZp3e/bNXwBKlDoR5QGwPxzwox/9KDGQMNd+v0efDOqYUL71ej1CmyQ/iECmhJm+SP3M0mzGtQCgsikKZF4vNl5HDnSNIKQeusqj/DYMQ3Yee++BRjQAHcQ6qKZFdcwayyeiz2MfUigO2RDAkXAY5PsQODOQonaq2qn0l0hzh5C0FZAvPq5GJ5pkg7oWFxcXWK/X2Gw2WK1WeO8z72K9XmdJ9OrVK5n4mg43Nzc4HA5omgaXl5cAPjztASs6D6ZKZP0wMgOjKt9cpwOMoyP071PDeObRv+m+PEP2PW5ubhBCwGHojQFdlki1EhcA4BzaNtWZq+oCWjVH15pd8tepM1NOpNF+6yuz5+mEIGpRYjpGYbzUj1JFqMDpytx2BtdrET0Mdtd+sfC3fC8L/qltutsV9E59TWpTSbvLdbO7wXv4TsbI5eWFZCesRJ3rui5LoPfefS9P0AAM0udyu+w6wA+h82Aq0s5pEvQdQL7J+0U/Jvg003bep7KJks9rM17Hs2qiBbh6tinVuarHHw4H3N7e4vb2VgZ4DJPzCAxyBN8WVNK1DdomARVHBqNFuOxmF8MbBlVXStsU5bLttW3SAeSSpPLORi5Ilq3aJnASLtQQAYFBVRSGTnilzaeVs1bmDCjP0+uzRkIfBK3bDRIedHO4yX3ehwEhBviuLCNLvsU65dV5k+bTrWXyevbsmWg0G/Fh2ri+Jga4AblfLp9c5YllRRHbrsP3L6/w8qPnR5/pGJ0HU2FcwIQSMzXeTfKdlFRCld/caEC9jvbYAa2QbZ3rJZ8FeSMiNOkFeu9BjUfbrOTYqv32u6qYFqyw95c2qFFeGHApAFTbuTTglyaPDKcT5fAqBTaybanXuGef1s8VQkAMKHbqQT5VMqkz17pWvPeAa9CmhMY25ctdXFxge7Ud5c5tNpsscXQC2kVZiCKEgM1mk10OMUZcXFxgtd7i4uLiUyCpoE7IBNvGAv86CPzZECS+DyQVLYjQ+BTD5wAd2JEiJk7KxbtOZ1l98fsgasgwDLi+vsb19TWGYYBLJc5Wfl1mSH0xcCNGl1tItSKgOH9r57F8EmIkMBe7qkYBVTjWkmp8nercFAdHXGzEgp5K+5jKRGZhbB3QijrqOcp0c5OYg6AtzsmCe3KsTFCOgT5NUIchOWr7Aw79kCaOAcwBXdeg6Qpy2bYtNpfbzCydb7Bqpf/Vdzey/YYDXHSILwJ6dSGk43jVAmkiis7BrSSAYHv1FGvv8ermGs+ePcP3vve9xVFzF50FUxHUcSulqSIx4Ns0IEuYknach4OHlwgDCBCg6l8klyO2bRhPPQDUr2JheZ1BiQh9Lwazzpx6Lc0k1plztVqNnMtTaJ8Li/O4GpBtl9oXMVpGInshcFogOuRnIoQqH2vuU6WcAj+6ee13AuA8mBKDpSBhjkj7TkdKFeCxq8qrpNNnY2YMHDHEkHx5AZHkE56xajtEKmFOq9UKF5fb/P5bEFYEEAKa1DYPRhgk3t57GRk8yKqJTJwYidChEf9mDPBhgB8GtM7hatWAeoeDI2xWa1xtL+985iU6C6ZaIqvijdXDeTWqpjo+rr42MIWkgeIbsepetk0aP0Ij62iN2egNnsYMLg3+eebPfyUJUZhqru2WiqpV1njK8HKS4d5TmdjM73dRfW/nXEZalYHtcXaCs9Jaz23bFjFKQmGz6nJbuq5Dk7QBZoZnZBDSoqj6rmOMI7VP76uq7VilDiMUVVNCBP17GJ0lU9XSyTqAiVgWXHTiyyLGqGyZo3mv1F33AwozWfjaOYf1el1UDIX9fQlCra81YpDIqWwX53wqZgYrFM55J5yRYMVHNrq6DNY8cGXfaHBT5WRN0m3wyYYxap62hyj15RzIc6S/6uh50TbGiX+j/nEEOoxRWwB5dUul1WqV12bO143iKGZGeufyR6gmI31PupKHVZFVjbVqrjLTbrcDM2Oz2eDdd9/99CylUx4Wo9mlXm/KHnvKNZeklZKVFrVxXN9fI41qm2LpGrAvfUb9q+Pc7OCYPqP6w/S+0yIp9adWF4IT90ROSDRMBcRsczyE7D1dZePY3209QNu/TONrqA2kEQ8yyZkoi8iAAXHsBGjfiTIQMJ4wFUW0gbgK0mTQY7t9UF8AZ8RUdrZryaN1PkVRSDavd7KIeioOXFaER6VacVxcJ8qSnmHP1U4mEvj+arudqHiDBRhS6INAw2V/TFEBgMyoeYXFWEdbY5YxtT+mk0ECMXKRTz6a3CdpICo55JjW3KeYSm6SZjiVknO/j1VG55Ahe50Q1C7SyUP7c9125bkXAo0PhwMo2WHDwfoFWZI2zb1tf+kx2jd6zTlkNfQDBtcj9oMEEYDw5PIC733mneWHv4POg6nSTNU4qTLbOI9VKyFJnSOsvIQmuRDgGkpqX4QGdFrfCSEWdkuIl9M09+qeihIGLjN/k2qVO45wJBngMIlwDmV9YgZjCEP5O33G4QBoGE6wcW7j3B8AsLXRYyzP4Zxm99pGa9q6SrcAEEPXECR7AhFALgMHzCb8QWd2bfNIainDlCXURN0igR8dp85LKK2TarEO8t40TEwX4hMpKZNOhAIfVEK3zNtTsKZIawBRJimN9AghgEOAi8XGZsdwvgoKYAKFAp7o8Z49XHRofCPViiMBAQi7A5xv4YcDVhTxbPspiP0DDILkKOUKjYNn62NfB9USI7+UKsB07jw7A879FkIAxbLMJs9Iqjpnp/iIlhP82KhRc+1agrtPoYf0qwUkrBqX/66aMgFXqgNG/RlL8LLGBSJGYQgq/itgjDjW96vbVtMwDBiGAQ2LLfepU/8aSqvDO2DdSoxf44GmoZHaVzqqIFtAUWuUMSKWmWPShjRAHAMxDtBSZnIug2IE1EgeBsQQst3kXJKIQSr5iOpikL1IEyYeuFLxCNBRGDlOBqS005dD1TGb/hawQIijrmtMAIK5j2kDZS12LOlMQZd04fSbkVSZpGKshDCNy2uPmWuMPuY4QKMJTKJKQkyO4UMe+MQMnySvBsUSlbWeFfkrEfylLXUso76bYRB1s+sadOsO3dMnR8fKMTobplKKMcJ3JXhWU+i7piyS7WkKVMwBGDq8rNTRewBTG0aczenviBzCo78pAGHBCLtPIx1sZEQw2auq/tXPuyQdlqQNZ0cs5WtYl4M+j40JnANWrBwsICSPrm1aijEzGSc7xbzbgjoZIU3aahhCBhNsYO3+sJ/YtqrqxSHk1A/tUwegQTOS6ETiQ1TEcbVa5Wd3bhqZo1vWKMhhv9+jbT2ePHvyKE3o7JgKKLCobnNhSqdcw6JNdkA550q2aXVOto2ooJB1jk+d91T8HmN/kw225STdakZhLFdDXZSspj+KY3Xs87HPXQfc1pOK2h2jdiUpdh+aU/3shKTXrSPVrZ9If1cfYeiH0XG5b1CiPSxAMQxDZlwiytcZhmECXHjvwa68Hwt4PIbOjqnGaNLcCh0FmBgZtK+5DXILjdZGYo7xJr+X70IMTnlBMTpJpzfFXWLFQENcZqpF0vAhEMABzgnSFSnCOaBpdK3bxFgQv54duLAtZkn7H9sk43CvUqOCzd96AQewG707OxlmClFirGIEx1TsMkkjyS629SZKNSpmRj/EMjmAED3giDCEEuPITiR46x2oaeFck7QHhvckVa0iIQ6MgQPYA4E8HBEiObDzYOezdvFQOjumAjAqWmJ1X2BsM1gqszOPZsz0ZXSsvVatApL5bo+14IJVHayk0oE2kmTgjOppG8fBussvcGl/uX/pLzvT2pyq+jlGz2TvBWR3wqkRFXWb9NnGgc40219Wbc52TSip88pQc4HGokH40TXtc6/Xa6zXa1xsLpKd1GXAS6WaXpu7aeCsle4PobNhqjmbwNoMpIl3USqZ2noJkjKbdOtoHaLpFMza+yOyM6qoagSuVMRadbFqH+AQUoEGQWklmzeGMoj7QYz8IAUfhOFIXLlxpoXkxpNBXjROY+gAcAwIHLOtKdElBI5p1k7P5fOl4gRtc6xAhdaLEBuj2EpjiSXH6STi4AQ1T1uUilapymxDAsYgBjAHhNCDWb7HKIVGYyj9lMuMJVBCpUapnUgIMcKTPMnAxbG+ohUigOvbW+xSsuHVk6t0VnIqNw0Qy0Q5cITjiMa3cI0H2k9J3T9CUfd0RllCbOYklVUJ733v6nrjGZ0QQlSNJat6WqhFgm1DRvVyZZ+hDILAyOqfRg4QpYqySUdLsmTmmcbMrqWbtZAkh4ghzc5DDIiOMRzCaOFw4iGhgwXCryWghhaN+oQoTVYOS7UJlZH0HFsyTSWlMsjhcEC/PyD2AwYjiQIIQwIj+hRRv9sdSpVfLjatvh9mRqB+BB4BwH4niYxd12G73SL+4AN89PJaEhS7Fdp2wKpt83rAzjncDgMOzHjns+/iYrtFu27zJPlQOgumghlsp4IR9XH3VVlEBbvXKaN7j9XChFjFFAozmN9Icr2ISGbCRCE5jVVCWUk1x1BLVE84AHKWbNM0WZoWoTcNZH2dVLelVvlsKeYYIyLGwIA9BsCEmTJi2B8S4lqO7Rqp/6ip+LEf8OrVK+kLJ4mKX/z857Fdb/JkvdquwMw586D2Vz6EzoOpMH4Zo/SEnEafJNadFSce3w47CKZ2U9G5M0qlqotKEmNfSB2IMnDVED8kphpImWrcBtsnSnoVnw52rKFIypQm/GnowQR4n7KFrfpnBk6Msp7TfWlu+R0LUth+VGllI8N1E+meGC75pMb9TyPm0d/61H9SV1HsyV0QpI97wke31xlGB8QNEWPE8901Pvvue7i4uMAwDPjytsPV1RW++4P38fTpU6xXba5a+1A6C6ZSp2UNn9ffXQqJIczNsI+DQe8iy1x2tpWXX4pBSiR7AVgCM7RGYH84zDKVMOTd6p8+sVZwbWjs6LTQsEYhtCl8Z4mpdPA/Zma2fWSvq/us766WVIwCGqgaODqHaXS8/n4Y+tFkYTWHwUDseXXElHD67W9/Gy+fv8CTJ0/QdR3effYUfd/j8vICfd/j6ZPLN19NiYh+E8BfBvA+M/+FtO8zAP4BgC8D+AaAv8rMPyLpyf8ewL8H4AbAf8TM/9dJDSGWxdlS/J93ku3riMv37M3PbbMtXX6GmGIG9KUjDdBi+wJQewXiT8JU5WBmvHz5Mkc1D8OAm92hrGROKW6wKWWoA8RGEPUwZAN8nwZF0OufYFMpUNEmG9QTcg2G1UrqYLRti4ZkgbMmIlcHcvk6Y38bALTrzfGXY8ix9CejZAZrNPgwDKOwMjvQRyqf2YYoEn4IMdXwYwwRGJINq78dhjBWH1EkvHMOV1dP8N5772X70nuP9957D1dXV7i9vcWHP/wAt7e3+O63v40/+973gO99D5vNBj/84Q/x5MkTvPPsCb74xS/i8+++i8vtE/jLN5tO/3cB/G0Av232/QaAP2Tmv0VEv5H+/s8B/LsAfjZtfxHA30mfdxCDMGBFAzpyWHnCyge06OGpRZP9HTHFc46XFVV4uZ5tORjbQW0LdZRSUctyYCksUCGzOyMVLCEIauXSrO8aMDEO8NhF9ZUkcGLfjySVVl46BEnNB2zlI7kX0zhdAhCbSBP3+r5Hn4vys4QphICbICkLW5fSZChgRSmBkhoAPqum+lyAOo3TQgeUd8N7+duZNjpEOPbiZ0ohSwKCxBRo4RH6AdzFDGFTIykdMeEdETJxKDKaPwEBI+AQOEq1JwaYEjoKyeYOIPTKgFyKzmg5ANe0WF9ssdls8NM//dPYbrf4xV/8RVxfX+PrX/86vva1r+GDDz5AhMNPfOFLaNsW19fX+OGHP8IQpbLxZrPBk+0F+jDg1c313cN2ge5kKmb+J0T05Wr3LwP4pfT9twD87xCm+mUAv80yMv8PInqH0kr1pzRmznFYM4ocM5VKr0N9OUa1v8puuj+khcKGaFAqlsKazBLjZn1Ko+ve0XxF1wQmT/1gYh4LCubhkIpluhJRQfFh/qdT+8TC4BLkepqdZn11c/06RxbEcKaO4eFwQNu2+Jmf+RlcXFwgBCnLvd/v4Zyk5X/+85/Py+c45/D0YoN33nkH2wuxrT737mdwcXGRc7keQg+1qX5CGYWZv0tEn0v7vwTgz8xx30r77mQqxxGeAlrPaBvI5kUl9MQppUOn1GpVjzuIoqQeSLZohPWyIH3XvChVEWv1D+bvGCP6EBGYMURGrzk/KcatDwUCVn+VLqzQppddR6tbv5cSO49ISZL4Bi4KXL5etQmyFgmmNkjfH9CjqGGOArq0MoozhV/mmPq+JOeNc75qR63ebwnZlX1A4IBDf8Ah9Vvg4ksbYpJWZnNOpBogkpAcYT/02PUH+L4FvMPNfod/9sdfww9/+EN8//vfx/vvv48YIzbbC1w9fZIrKX322Tt477338KUvfBZEhG0nzHVOZZ/nRvnsWyOirwD4CgB4V8L4bfDjqdm9Vn9/HaSOVf0+F+tXb+oEjjEimJk3EnIK/soYwLl+YEK7DgnEGLWBSyRGjHEUYCxSi7Mtk8N5+h7M4uNpXczwuvPNJMqi/n4K2ZQU7XKNZLAMVQcK18BTAaAIISSbcxjHAQpNpauq7/U7k4DYFn/6p3+Kw+GADz/8EB999BF+9KMf4cWLF1J5dnMB732uze6i1FT/l778k3DOoUvFfH4cTPV9VeuI6AsA3k/7vwXgp8xxPwngO3MXYOavAvgqAHRtw1rwUEt+ZRWQkWsSkAoqTOHm18FY9vw6NCameLV6UIxn4anaQkR5eZbNxUUuQ6yljL/3ve9V0RnlnvWA11Tvn/rJLybp1OP6+hp932O1WmG/3+P58x9hf5DKrr5ZSWWiKCtJ2gDlh/ZVHaxroXOtKOskBTi3v1bnxxvyAnkKret15V7TlB0ta0BEObg4xphLOP/BH/zBRIUMIYh66ATAuLy8zO/GIoVaHevHEab0ewB+FcDfSp//yOz/dSL6HQhA8fwUe8pKKeekdFZD02Daj5M0lEZejCgeuhiz2H3yIhtHaJ2gVOxF6u77XtSXZKT3hxs4CmhaYE8BxMm3NfQY0lpKEQymKFs6NyLkPGaFxSOh1Bnf3eL6pSw0F/oBCAEr1yCgrMmkFDiiDwPIS7Ato6CJdeisUvbLmQkrJtVR/i7Mr5NBtqtMfYjaLaLSTq/RpGpOIt1QgJD0vHBAcEBQuINk+R8CQDGicQ4xSep9qmyrElwnIkqAj2aSP7u6xNOnT7FJYFDjfMpcvl8QwhydAqn/fQgo8R4RfQvA34Aw0+8S0a8B+CaAv5IO/30InP51CKT+H5/aEOvsveuh7O9vRPWrJJbdZ2dY2w7JxZqqPYqW7XY7+Fa6exgGxIBx0X2zEqK2w35aUlj/cHuD6+truSebIjltUfvq/K7cLHo9bnR7TasOa3Cu3mtJlZ91HRippouTWwZFJcWtU96meDRNg/V6je12O1rC9ubmBi9evMDFxQW+8N57ozWj9R52kYf70ino368s/PSXZo5lAH/9vo2Yc+aqvp1fFJYdlLUqktuj/icX83I6ai1JDG4NSqjIL9ewuTlyHsO3XlaYaIA1IpxPoUERGAaG64vOz0QgR3BNi+Gwx4udFOhURBBOUKYc15duT6Cs+gKS5sChx/XL59i/4Axpr9PSrDqQHTy6qys459BiWo4gxgHOJcmX+o6c1HmwW0DI5WDYJFfaYNxaRbURE75iYgAj1TNXnGLG08uthB4NfV6QIDMiS4Xirlnh2dNt7quX169GcX+2LTo560ofm80G281FNi8kAbYBhj1Wa4mg6LxD42RdZWIgDgEPpbOIqCjifgkhepw4Pr0ZhTmJkGtu25mrSYOFUk1uJo8u+WdcPyTAwaB4blzWTKkgfXF0f0t1ma8MJavUNNJNAZ4uraTonMPKlYUSfDPNUZuCBuPfOM5PZGOwYsw4WtEXvsz62rYYkZfr0evEGLHRbF0I0PLixYuiGWDm3UcehRKpFNbjVEKt12t0XSdpIGn50aurq3zMdrvF1dWVqIdGQxgDJfens2AqFdXHDFo9bsnXYhmi3jenHSokvHQdWe7To2kcQkhr0XKLpuvSd3mZXdeDU3GX/SCxgC9evcwz9sAxF3wMHBEdoXEOQw9wcrwyM7hSN/S5lZlFvUyDJj1Q6wmbzUZQq8RIrZfi/XVfsddwcs4lwbIN4WU1kFPR1mOU1c4k0bRMtrwHysX/bXZvH0pQcVy1uLxYZzRzmMELvErxaoxIsVX5XK/XWK1WGfjS7++8805m8vV6jXfffXcUSBujTJCPobNgKmA+oLahEmVQp3u/DppD2LQtEnFR2hVCAMeib3sTXa1MRY1A3kwl2rqPQYALFiewxv41KebP5YKY0+ezksoOeOUV54D1ei1FIBNTNM6jmekrZSqF4YnIVKWdoqnaD5I2Mk67mZvYsiRNz86pOKXWitDB7nsZsGrDxBiBPuWogXPIkw70dq5fUNpubXG7fK33XlbxMKuC6DpV1jVRjwfdHuMoPyum0s55kzS2DU50HidGijCdbiqxskqFFDW+ivKyNDSp0ToJMWRjOvbJB5UHzdSmtNJmHMKk0D7nYic5Ryghp3r/rJ6lU50z6yTngTmvXtfonUxu47i+JbJR/LpeFzOh67rRgg+CfLqUBlKCgbPkmGGqJtk92iZlIlvf3i4WaHO8LBCm+Vi2zfq8jwG/zoKpZJ6mvHly8CTDTRPhCEmPfw22FTMXIIGljjiXYAoAYul4awMBoKY4OIM4StD6BuxSXCF7MfQNcrcCYxXKUjFqXPd9KqYZ08CdSQQcSye7PE9iSD/Op/JemConDjrKEfSlrHMc1U1X1LJWm2u1uyYZePMSLkYpjRYOPbgLgJfCck3ToAky5Gw14JASKa2k0slrboolApqRpALa1qFp1BYmeA84ilLazgNtQ/COEcMBbbOCowhCSJnTQ7k2vETGPyLr4TyYiggd6fpTDMQBiGlmjomP0hpHPiFXuWSxQf0o7zLcwZyyV0tCoTiBzOrqiaPs0HAYV4wVxo8gMLwjNCklofGp+IvjHPNHXEqbAQCrHRbLKiIZuVrKqjXqRz24ozo+qY5aAEYlAJhzaTekaq1WYsk5XMLA8n0gqymmfZEiyFFK7y85xN61uV16bk7bj4zIAcOhz9LENcCT7QWur69xiAHeOwwc0TUqqQiNGy+AZ/1aSp7s4gpSRdiDZXOS5ezBWHsPHyN8jEDfi5QdDmBiDMMBfNjBaghi0zcgXr1ZSP3joo8D3avJ+p4eQsXzXgaj7h/D8Em99Rb1SxVVF5iqlhzaXrWB5IdpTb86EkATEElttxlAZ+65SP9VaqhtU60myTHTuh72mK7rRnX9xueOkUUrpev7UvV33bYadNFIDbsCiPRVYdphGEA0oEsZ0w+lM2EqDZhNW4ygGGSUxrR0TtSZViKxX+vdF8KCapJcKz0p6d+yMpqoN2kmJzIvJS3tE1L9BU5Fa5hUDZ1/ebYpJSo/SYM0TXMefEWqjsc+ZblCTiXzVKWrgQoZtGOmWuyTBaYDygSi9lXXtTlYVVehl3PL8aLhi/QHkFBAOwECMOoqEdI54s9yYBBH2WJItdIHRI6I3iEOERwSSJImNWUqaUsHGvZnFVD7KLrrBc4dX1M9M36cZGfu3LY0q4qhXsCD8tJOl1RKMYUhZTUQNj+rij3MOMXUZsrfTWHKsq8grnOS4Fgf2HYMwwC4AkIp4qYr0McYAe9ybGU9wWk/5VVUiODSc9XoX50upAzd931mZEbITOS9B5eU6HQ+g5v20yCp7kdLIn9O2vy4GMxSk0EQSaiLKRnvGNHCdwCIOmi4RIUsH627T0c6lan07yUIfX5fKRttIWpF+7QG3+FwyDGMlFBVl9QzW/RT721XRkSM8BUqOqfuoWlz2JKOjSEcRsggTEqMgh6Ni5mJH0KfSKZSsp04F6b08ZNUGBwNwVHoU/rdSejPMZpX/9KVkmpEMxUNp0ywHHHt8rW9Wf+3LNxGPIXVFTnMjzRpN42O1wgFjbQ47PZYr9d4evUErCXJUmUkl1DDmCJZ6ljFkf2m4VsovjSEmBkbgAQZAxks2d/uQI7HZfDQZuaVHDTA8xWjA3sAACAASURBVKdI/XsM1arXx8lc9b3Hk/h0pQ+ZtY8z1Rz6l38z5x5LUVDYu5Y0qv44c9xcONA8QGCZ6rQ+Vml1OBzQ930urJLzwlK9DnsflS4WAbSIXEb/eHovvc6ctCFXnLsiqcaqYuNdXlXxofSJYao8A5OZUd14cNUomSWbIzNC5o4ggHNluAqTJFuGynUjNPDUxPOx/seycBrEEC/MMM9cHAyMrEyZ8QqtKV61t1bTmA0A7maPI4WnqfxdqDhDpZw2JP+aAIoMSsgiQ+pKIAW/yjn66cQHFwmH20NK5ASc81ivL/DkcsBudxBJ48piA+IaKOrfCFIHTRha/YxF7dSWFVLp28cA76Uqrjq+bY5Zt2rwgKptmT4xTPWWHkZl8pjf/6ZpbtLSSU2ixdsyoO8h+ZZaP8pSmDCeTHhEpQxA2xaG0v2P1XI+9Uy1hFzd5aOq642fRjK7Eo9VMrV9uHiss7S5z230dIXUIwF+ZG+NkU9rX9BErrFEqhABaa1b+8+leulkNAO5XqpxsdBvKoFrXxOQ/HJBKsf6psWqaYH1BlfbS9zc3IDCgAhJ+JRKVkVtHkekz3si9NH1WKtpFBU85HYRESiWxTD0frEfQP7PgU2VESTH5eHjsqNxbrZxI/Xi47O5HBf1RNoG4+86ft4c6XUWwHhzoB7Pi9WaZIau/x6DDfd1dRyjvJhbendqW/W9VNS1dlDtHrGo4Ozrq5iKZ5jq46CzYqrciQ94f8fEvh0QlrHmjv00EhEt8m7NQHZ/zUc8mg3uT3ZFDxu8ulqtBMQIw8jvZidNO1kSFt7bEabK5xrb0S7ZZLPOH5sCcyZMRcirS7BLTOXyfo6UcoAIPoovQf4qZKXApDNn+qdIgXnmWho6x+rzqUSqTya9oHHEUo4kX75eTZkBVP+fa9/CJJHLsc20v2amOdTvdZA6Yr336Ps+w9ht26LrOsljigwOUQp6uvsVYBkx3h0Oass89WbT9x9CZ8JUQtZZqCJ+bpCcElJ0F/34fVrnTdYeAx4v0UUDKSsl2hoWmjCoi70JdD+lOlWjbhtV+05tsp046qiMh9B5MBULVNuHCB8iPHkE9ojsEdiBuAHFBKc7Ef9UI0C2Y6sOiSObRoxwR+OCIaCxP8kZi2WkWo7HmqScj5bq5MqIjnBa44GsOqOZhssvbzomitN1SUvmpcGgJa7NRYtDl1OelaqCDCKGY1llBdU5gKSS1CTpL+mPlHLivBf4PYolfHt9Aw4Rnhy2260sceM7dNsOq2aF2/UtPvzwQ/Sp7jwlRopJ3AuvM0j7MvKM2pckuXWgZzvUyWJ0voEjh9Z7NN7DuxaNa7BqW7Teo32En+r1p9M+gLTYPUdKy9LI4mqSZi3rSJVwl3QOnx7jd9expbZg2R7SMeMVBcs2e88FW+bHQVNbiib7XwdplHhZ17ckKzrncmauZjPXahqAib1zHyBlDnjR6zdNg67rclbwpyKiwsaIabyWdw7MTa4JoV72H5fP5TEk0PU0ou9Y2x8G69/RBr32yKXAs4P1dd7eBs7auuchBGxyDQvOhVoGLkvv1O4Pcg45SwA4eXLVa9QMq0yl22Mz0M9CUgHiP7CQ6Ug1y8eUVIK39Hiak5Zzhnt9/EPIRtHbfCrJYSrSwjmXi7TUaNwSmHBKO7PaWq08aYu4WgTwE29TMY8L9HNKGBsADD6VtVK0zNRTLTkwdxfbt/o1p/+UNbX/rOvIsu3o3DSBW7tpScVLv5arVUG0SwPhdQMoVkrOMc/cKirH3BLHaIouJr8iR5CmzLMsL+p2tyDvcJU0E6AsH9SFDpeXl7i+vsZ+v58FlogILgXf6t9LfafxfpZ5tH6FRs5bKfUpQP94IpEyg834ru5jT50DLUZt8DQGce681/ms9ppLNkb+m8s507jCh99btQ1VA1XFswsoaPs0UxiH/eg6pY0lPnBOu1lqRy2prPT7VEgqIEkqBNl4vDqFhdl1QR2wLI9ja7YtETuahrVwqdxTD14dUBlNMlVtweNIDhet5ZN8a+Mny4G0Y/mX0hV4WcrqkqV6dsmdWn7hc1JHCqcnpoglHZ0SJMrkgCMVgG20+DGqg5brayhcbidNXaq1SzXetQJVCAH7/R63t7fZf5Vh3Mh5DBybeEaTlqO0rJH497xzIO/TonOMVpaIzMhnXRbgPnQeTFX5o+Y86aPDK3/W6wIqPs2+q2lM4PR7ffxj+kL70r5LqlJWNMdqpPqzVKnVpYU0XcTmV1lwwk6EutlojbnP2q6ak1KfeEnFGHdSno+NupBrOqAB0soYDJZVKKi5g7n8KBKCUSIjovE7zQRDyH57bPo8bkdZssVQ7qenvwn1701PGpN+htSo10gTT+pCCQA7uOSP0pULmWWdqd1ulxlKJVppO02ClucQOx0Tdmy1bTuqBai2lF1maFbdvQedBVMBBdXToooxesQoBRhjjHlAi0OwzE62LLK1E/R3ufr50+uSkouGuukFVcOyRhhjykbm2Rl/rn2acXuMrKonTBFzqgdQSkQ/f/4cAPDs2bNcpvlwOODFixeZmaxEYobJ26L8TLXUUolkmUuLbs4x1OtYvws4E6ayqtzSPtXpOdkB9oVZNeOxwZB67wdF9Z4BLbkbRtEF2bDn0XcdfHm2PpLyf+qQqyWFtWG1vXlRA0jU+mazyUicrniY78ssFXhpCv8vMYJV8ebIFu+09QYfSmfBVEAKLE0BtYwoEioVLXPkILyUAlHNoBctQiBjARgkAFdnNIGTT2/HLHSbQ1wSMeYri+kgrH878f53SauiDp52PTlWB7RpROpPOOl3n9qoEXccBW3VxeOA8WRFRIiGAU95LgBwzKmOhJOMWwA8lMj1MDAIHpfbJ7jYXOL2Zo8Xz1/NPFMAGgE2nFbrNZpKPREfn2R15RUCcwDDJcDsE25TActqS57ZRvbF2MNuz69rGeTfaHzcMVKG/CTQRDItjIUaCLIqjv2/Psfata9PC6gjOkq77DKhTdNMAmgVmQ1BM3VLxu5DoyDUNzqnMT2ETllJ8TcB/GUA7zPzX0j7/isA/wmAH6TD/ktm/v30238B4NcABAD/GTP/4ztbkaSQrMTugCArvQ8xFahnwkAeMVJayrIUPyFQKVYPLa1VSmyBIUGmCkao7wWEGMeFQYSZJI9IigdXJyWU0sOVlQ/BWULNFdOX08YDcTTAXc0URl2ism90Lvn8navJIgxhhKSV0szlGcUXK8GpuZQzGZVaIRtXcqqcI5Fq3om2QACTS3B8epY7Il0EqZbUDpfqqxM7qSc/AP2ux8EfsN1u8aXPfwmta+F9ix/+8Id48eKFeQ7CISUz+tRu7z1c66Q8NZl3HxkuLWReYt9j1nxUSgVOhTd9RCRaKhx8Ep0iqf4ugL8N4Ler/f8dM//XdgcR/asA/hqAfw3AFwH8b0T0r7DmMC8SpeVo5EGZXEqrTn4pcuJjAMOxyx0r/1PyXRmmYozTvQ1SlOFW64caTUxal72cb/t34u46/mDzT/saofu7nOY603s/rc5Uw+w1lJwXq8Y0Zg4YF2N5TOhYbRsTyTpWV1dXuD3s8fLlSxCRkVoF/SMaZyrbqAlbiWlRwpIU6w8xwueiPuPF+O5Ld/IjM/8TAB+eeL1fBvA7zLxn5v8PsvbvL9x5D5SBcNcqdnbALInq2j+i551TzOBjfSE12b6o+0f71fbtXL8d89vYGDmLugKPY6glIpIF7XSlQ72PhdfrCcVmFmuUxqmbXvt1qH+PCaj9dSL6Z0T0m0T0LO37EoA/M8d8K+2bEBF9hYj+KRH90xjLS3/I0pBzjGY76pyY6RR6CMNZm/LY4MlJgJXEmYvWriO351C019G3yij6rqwkXa/XePr0ababLGPNLRI+92kn2Xp8zDHRY5A/4OFM9XcA/MsAfg7AdwH8N2n/3EiYZXtm/ioz/zwz/7yG1tw1S9SdoftOofvMWve57mPpdUisYxLq2DPW7ahj4OqtbuebmqxGNf68l2TGO/Kb5t7dKVpNTXfB76fQg9A/Zv6+acT/COB/Tn9+C8BPmUN/EsB37r5g8VdIIXnKurAyUWY8aUDuJNW1dYab0/1n9eM7+jcCmIvLyy+MMfmtPgY4Pbp7jupz9XlzUX1mxBAgdmBaWSQleuoqIzo2tP8CGBSDLBagKp33aHxJvyhO84WVPFKhT0fTGhIx1/8sGkexecROi2BwDGng8ug9A8iLCTjn0DpZWrRJy9swcwKM5H0HjG0pm6Y/Z7uKtNZ9nGB8uad3Lbxv0HXrHOHxEHoQUxHRF5j5u+nP/wDA19L33wPw94jov4UAFT8L4P885Zq1umY3C3ErU9X15fQagHjXrc4/V2KZqfiaxukKCVWcq5By5zPoQLKxi4BbWC5H7lPaM71edR670Yw7p9JY20KZEAAGTpC4uXbM6B8krT8t8SMOJDdOebF2KiGjn6DSTmbOlWyoOveoRPYOrm0AD7BjBAT0sZcVKtNK2rZ02TAMaH2JTFfmsTlW1gUwVilLfXfbnjo36zGT4SmQ+t8H8EsA3iOibwH4GwB+iYh+DjLGvwHgP5UG8x8T0e8C+BMAA4C/zncif0jxYSZ5zaymV1Q+XvRD3CUtlm8868EFgBH6d196iKSabe8Jpy4x2Nx1LRpmJ6PaRnISsyR5ZQvJosB8FoHOEkTlmCIxyvHFt4S8erxWVVpS8X21cIHcb6r+2nZahqrz7ur3ZHOt3mg6PTP/yszu/+nI8X8TwN+8b0Os0TknqZxTHwqy+qcvZk7/tTPVEoMd9bMToFLLxs3p96yBmd9oZv640048pTETGq/qIffQdYvJfJe/tQ+IKKtfo/V1kz/K9ikYiGnxNbk+JsxhQ5tESAWwUw0iDVQT0RKRJFjavPeAd5mpNO5Po9LlHqrGupxb5RgSSoMxY9hkRTULrC1YamL41AgHwIHI581Rk7eH0tlEVADIteBWZsHqMrtK5znnc+j/nL9F6dhv+vvrsn3OheqZeU6NseiZS7UplGkAZCg6BmUqzhC1NeDVdh33b1naR9thoXh9ZzZ13gbYxhhxOBxwe3uL/X6fotQDbm9v8fTpU9ze3uLm5gYehMPuVhgOYyml99D72ugRO55q35Z+2qDah9JZMZWqgDVaI2rC2Ha6iwlGNsAMqYoD1Aym6t8nj44xE/QZNWqCS5KgrHZYkgxjjIgBGLgUwDwcDpNrbzabKqqbTZ+OmTxGKUtWq1n2U4GG58+fZ6kyDBG73Q7MjM1mI1WYGOhpHD6lNKcKWgavJx6bbfw6UumBM2KqSEBkQmTCwEBLLq82eCocqlQfO8eA8pLL8fNI2/2e4cdBI9WOeTQgrLQeElqmPRNjBJzPqKsylfb1ft9jP4gvaLfb4fr6etRPusxo13V5didyYJ3IXAn7yu/DhErZQaylwbTtP/iBRr8V9a/rBP27vLzADUfsbhJTGdCkpbHkrL/POY2t6ud9C+caiEr9KQioBaazC/MyImNFfX2Nu1Q/vWZ9nuyf7js3WlJda//KqB8SDB64gD/DwBm+hiuztiJtWj/i5uYGNzc3I8mvqRpqB+kGN+7/up8taKDvVBkTELvo5uZmpCbWz3h5eYnrl69EhZ2B9YFpYPUkiNj0nwITj5VQSmfDVIfUwRFAx4K+tSBEimjaRmZBkgBUeRmA5NQAROPYrsmLhJ95ucgowUh9gGWumXoLlNQJc4YeQ1C7obxMZkY4ooZm2HqOf/28rRi0geSQs2qBnLJRP4sMKOBwEDVKB1skQt/3WLUeZFC3YRjw4vkrfPTyVWZAlUa5DVH8WENg+AjsDwMYDq5zEnTL+h4K8zA5CdL15ZM80G1akANeXD/HBx98AN8VhzNn6J5FCnrGvt9jvV0BnrHb7aCL6MU8HuQ9BciSP7ovJlcBS6F2gB0IUp22bVZofJeuNZ5c70tnwVQMQaRCKmUVRhtLeGPqGGfQIzafpQ/KIKsH95SWey6AJ4c5no8imJv9LD3A5XWU5vwrgJlYaNxGZkIMkvFqQ3x02930ORtWZ3PvPZ49e5bvZ20hIlHTVTVTcOP29hZ+5ROSN63yqlm3WgG26zo8efIEMQ74wQ8+wIsXL4TJV2bR7PyOCMMgEeVN57HGBZpVh2bVZVBDJxVShjUajvVh2X60oAkRgeAlR+8R0SJnwVTA2Ki1gZHMnby8bJgWu6EMYppV3+y15+yq2sdjabZLZ3jGMtSSb+s+auh9SAdFrdrMNcPl/hs7hYkIQ0qBGfuHxqq2ZSgBecr17DMWJ22JjlCygIT3wnzr9RrPnz/Hzc0NmHm8Cr3pH2WOXLE2yjtX246IMOwPo76xDGXNh7nfLJ0ChB2js2EqYDzIh2FApCbPpj53wnwi4p9XsnB0kVQzB1KxT/V452TRaJdUPws7S0RFcbpO7dkCq+s+IsI+7HNKvAIQTetGUmGz2eC9997L511fXyPGiK7rsr1oGVzPVb+T9x4c9vm41Wol0rMf8vFzDFWjjktxjQpqPJTOjqmObXLM+Fj9ft8ICDsbz0kSnhFLzJh0/tL5NdXS0Erbx/rI5FrzBntWeXjqksh2S3CjSHEiiS8k50fH6bnMDMbU1+OcQ3QR6/Ua6/W6RLm3wkzPnjzFO+88yUvnxBix3+/zmlV2cNvwI8skev/W1F8HBDCJvdS6sMefstVUo6j3pbNiKqA4J2OM6GNADA4cPWLKOp3UXH4EHWOGOaYKKNgBp2P4UdUMzP1mLnKf646Qv7lraS0HkuVtiprngOCy413VN45lKZq54pKRY8m+Jpf7Y7VqsVq1WK/XWK1WuLq6wuZCQpCePXkq+ABLbb9hGLDb7XKwrJKVfvpsltnkN0qRIUGW9QmMdt2CXbLxHEuCtEt2lk4C3gHegRqJ5tDr2/tHtdsfSGfDVPJg4kc4hAEUPDpPGbBwLM5aIsBXDjz5Pqcbp6xXYB5dm8mZzunp4MlAJwZCcmraun8xV3mYsWmIQDx1KGbYmdIxo3bLdYLJWCaiEvw6M6kQCWK6PFEkqQJ1ehobzHNaqRJozfl9EAarc5akcVPHKwB0qw7kGEM4/P/tfV2sbMlV3reqanefc+6582NszMRYNkTkgbyAZQESES+RkuAXJw+JyAOBCMV5ACVIRIqBF16QSJQQESmKZAQSjlAIEkRYEVECKH9IQGIcM7bHM3fGM3fm/p7//5/uvatWHlatqtq79+7T52fmNpOzrlp9bvfuvWvXrlVrrW/9gWpG4FUwj2CMweHhIY6OjpKEUckkdpf4tIyxMMaByKbA6D6J4tw5nDMYjRzqukZd13BGoPG6rkXChTKCowKo3ZKUiFLlWhOZ1YOlNuH7gamYuWVMiyoibSydc3A2Rhtb2wtGXFeF6o6F+2QVlyrfjV1ukG7ynuadn4twpZI0DUQlS6mKGzNrtyjIoM8PAHZ2drC3tyf2lzI2EV544YV0rjJxUiWR2mtde0gZ2ZiVGZuJfUjAiPrmlImcq9I5SwSyC16k316DloaplHSSm6bB1BqEYOA9gYOFsRWAqxuQfdea+az4rvttqXmWozA9AqpLQwySpG1HurVH0wk96gUiWifoOaDPRszqVQl46OeGRDNgBqrKJvg8BAZZSowlXRiNdLmMTDidTlt2i7UWjgzW19dTsczynlrMUNxv+fu2hInq2wRgw5Iy4i0CPMhKTzP2hRvAxrFWArcbZ2GrXKXWRvuRgRh9cnUgbGmYqlzEJfqjwZyhcvmBd9bMTXnC3w8ki/SSEq6zQ2fmzbu4jXaY2j9i47b7RxkTbasCwNFnU9c1XvymD864ABQmL4Nz+xC8ErkjInhoBHo+lhuReNPpNEbA5+9KSdVX6llJxnw9ZHkpmIpIbaq2nZR0ZecwmUzkQbiserUQnOWMKLo29aknXZ4hokvzETCrypYIG9C2K3KpaO0NNpt+rzZKeQ4iSv2fJPqhLZ00Uh0AVlZWEnTeVS2VCRKkHgEJY5AcyRRz7jRr19dNcQ5hxvF4jHHM7NVjx+Mxmsk0btg0w2iXpaVgqr4VoWEnDUtrlcoLMsUj24K2u+/vJ+4qF+CF6l+kRRZDF3ovbYmWmrqAjdH9zmqZOMql3ixEijShrc4iOvItnETV1IrYUQRvpJKudTY29bYwZAXJMyo1fZJyJYoYQoBBOXe2xeDdhgQaUcLOifp4DbtqSZiqTfpwSwdg6ZNYVlr28b2bNM/flpg4zGbmGmNgTVbN5m0K3fNn5FDONSqc2NZaKc6aVNb+UmtZ8ooEDEXu1VVpaZhKjEQjuyNLqYOGxQ/BFMAUEODRBI0mNvBMAKSq7Tzn79D0mJ5+OBwT86isUFt+38M4ClrYq6hgNOfhSVRq/Jvy3wWqkRZGcgX0U1O2npk51ksMZcc1kNMfcmaw/oqQQ5XAUrXWsAHFOvamRErrdr3BhPpB1LOKKhgGfFHcReBwhiWCDYBjARGSiolYVNUAxhkQE8hZkI+Vb4lw97k7QBDQJExDlE4EY8VvZyxycC+J/4rJovYBc9WBC2i5mEontAyP7fhHuhLr/2fp8Cyo6ygtpUcprUrQIfjM0GUBF5UY6ngeLaCNKEKX1GKI9NHqS90sXpBIsCY0M4iinkNiGfM1rhvlslRMBcRaFRq1QMDUN7BNjXHlYILHyHs0RUqGcw7Gi1dfJmrxaw5FjxNRrLB9uTAHv8CCuMTp3jXqhldxR3KlMOWB21GEsctQDAA+usI5B+jCh5YDOUlXBqyxqOwIlR0lSWdhYeLLkYVhAwuLEJ3CZABr285sQFJbXGEzjccONggjNxRrr9sq+qpcKzmSWRp8N+zhxqPUM+sqtDRMBWRVhn03daFdwdZSu58QszQMELXw5tqV3tLlSZ8dCbYO7jRjU0i8dMKmOEFjJeWexfdnWEqzWCLppkwGliRfizuqu55Tu4aklI6YPk5VLlrTRSxb8L0dgaoKk8kEV6WlYipAw3E0CDS00kDKgooKuyYgAzkZ75apng2VEpB5VnVX+FyRtzKyoYxuCCEkP5RmJFC0KRMjmLaULBmk5SiOtiQbVS1zaesuKGKMATmHvcND7OzsXHkeloqpEjNYta8Ingm1Z9QmgOoGd8Yh9SZqdTuP59B+Ra2wk6uMZUgxG/i4z554v5C2wCEU91Y44ZkDyJjYScXA+5CqX4WAKGWkeV9lq1TfT/1LxlgYECgwuPGowwQhOpvNeJwRvQB5McGMqhjdkcOaSp9WklQUi4tWGrqEXoevflaNRjg6OmrVybgsLQ1TtcNTYsmsQDlT1VAsWVXBkmt55ZWpZMdCcZ6rSCzqvA983f2YpKWP3Ez35mIIUMF4eWxlHtRsv6x0ihKcKVUfInhInT7d2fvI2Pyos22TzthC9gAJGKay7HVC7aJGwH62TEDghP5R1CbEUZtTR5ShlKmcc9CHlsOgpNPXKTNMzD621iLEPlOOcp9ngxyhoWriykgCeCtjYmk/gvNx4zOZ6XRDVpWxaRrUp6fY29vDvXv3eudxEVoapuojvWkxNOX/TdPAx7rfLXUDA0AAzYvcfm/pKkxebjbpfgfOe1XfSuvcA8iq2q9q11LoSeSLTAUAFI/XsCCVIG1bOKrxxRhU3Tfxmlpwhohg4527kQV1JFSpAurn5d+64ZTIoETitOsXeu+xtbWFvb29K80lsKRMJfksBGKg8aJmNCzdDZsg0euLOISTOmYus5gjzDoIDcrbItdVuixPl4uhGw/XRzMxe1e4lp4n31f+3DAEwWsaBO/R1DVC7NVbkkg3ap3Ley+dE40RFY+zOikwLyNw02I2samEjo+PE1y+SgRYh9B4jBDT7ovNtayKJOpc4Zoxs4U8hak6yaIMbG5uYnt7+9JzqbSUTFVSGVgru41tFeDXFBHbEwSZFsjAYutfhIstzFnGuTmbqowoKf136fuB8VzHv9K1Q0lEPwAgeJ/KlaVO8mE26kDQunZdduccGm6SL6l8dinhsLNRlfdaJjIq0OHqGhWP48Dz2JNvCm1J1QIx0I6o4NBON5lMJtje3sbx8WwD70Xpzw1ThVDUrnDdcsPt4NByEV51sQ0ev4Ckug71SSmlIfWv/O1V7lV/oy9xwAN1ZAI/rXF+fp5UP2ZGaHxrfLrLq+2kEokYCambSXTUa7PV/yB4Dyq6mwQOCHWNUz5DZUYYuward+RwYwwC5e4vpaQqYfMQAqoIVBhu16bwnI9zzsGfnOPp06c4Ozu71ByWtPRMpbD5pPYIAOqRw/m0AVMNIovRyEg/JtLWKJeXNG1oNf59gXnSF0kwb7Ffdkx935WgzLzjegELBUtCAMfabop3aFq8gQFHW+ns7Bz1udSP8HUzUN21RzKrVGCW+n/GSCgQSfp77Ru44GHYgn0s1ILIVDE2sAxx0uxjjcQIIQAVYfSi+La4KN6pcYAlkyRHs6cZpgIMPGSTGo1XcHx8jNfefAtvP3iYqiNfhZaeqUrqBteW/y95SQ3SP8/+qutKwnKjSBWSFiDVBrSGRGuOL0klgJIkWEeaChAV09/1Ej5LtED5N3VdYzKZ4OzsLN+TaTP2UEBu0gA6IXDaNeXs7AxHR0fY39/PZdCuSMvBVMypNQpQ3DhR6koPJrBnnDPDsFQrdQ3DWMYKkzSgJ0pwc0un5p6AWx74O4qoIXZkmtX79cGoDTJjb/WIvXxMTtxvteUpjejye0IrzynDCqJ+WZtzmoCcQmO0uVyExwHAWdnJlYH0vWka1OcThIaTbyehekn/Le9JfFBk4vyTug/yCIkF9rcrFe6++DwmkwmapkaopRkCs0RfAIA5bzK4ZCQtIxjCtKlB52fwh8Dzxy/iueeeg4UFmEFRwhkyUuLaCrBFIATOVXnlPqLUBuDJSF0KN8bbTzbxf7/2dZx6jlJviqvQcjDVAKlur1TGj5Xwa1clKqXZMkirZRhDSTo3Uz9Nxrn3vsVUvq5hYFtMqDSoYnaOP/xG+gAAIABJREFU6V5TN7oyWVGkkHT2CFEyjhqkjYGsRkaY3AnEhDRWU7ULq/aNS6Mx5o1zf38fGxsb2N7evlbaB7BYJ8WPAvg8gG+BMPfnmPmXiOgDAP4DgI9Duin+HWbeIxnlLwH4FIBTAD/KzF+6zKBKKRCSHSE3P6lFt65BMFbqc6+MHdhQikpWOywnos1KkCF/TDrmAunfXjRZsl5WbUjI/UwKSHbOZpfsxdQFacAaga3ql6pcHs00lwmDzz6opmlADIwdwRrTct5mynlISSuIaRTGmMwUHX/R6M4qjPqrSFLX795ZQXU+xtH+Ac5OTjA9mSDEcbpRhbqusfaidKj3TYPJcY1XXnkFH/vYx7D+/DpWVlZiDQyxvbQop4653FyNlVrpYiMSGg7Y2dvDq994C3/2yiu4/+gxpoEHg4kXoUUkVQPgp5j5S0R0F8CfEtHvAfhRAH/AzL9ARJ8F8FkA/xTAD0J6/X4HgO+FdLL/3rlXuGAjV2RJnb8uti/18AmmNbFlC5k2FC0OStPS6fW9jwHSZwOT2id1epnyPabynnVDkb+7xUg5dSqUCBUpWQAfki3BzKLO0WxSnzcZdWPXRtmYKOYmCYM551ITbGOM1AF8/nmRktMp4D0qUwE1Y2VtBO8I+9NTNCZIfUUCGl+D2GGlU5VY7Z9qpcq+J2eTU7fLVGiVBpdnZK1FmEqXkUePHmFra0vqW8Sg3qvSIu1JnwB4Ev8+IqKvA/gIgE9DegEDwK8B+O8Qpvo0gM+z3MEfE9EL1G68fWVSJvExtd5bU3j4JQTG+7L5dvaSA21fzFUdpb2/U6P76rd2I6TqchekYGYp3o/crVAlUqpZ34HIu6WRq0qzc5VpABrlSAllKo7AghtLWsXdu3dTSFJVVVIPInZlDCGgMhVGq+LIHVkJFXp08FbSODmIffPSSy9hd3c3pgaFJGFT4dW6RmVymbRyDmQt5M25vE+N89vY2JjpwXVVupRNRUQfB/DdAP4EwIeVUZj5CRF9czzsIwAeFD97GD9rMRURfQbAZ4BcPH8R8mA0gWEC4xwewXtMmoApAioQKliwFNLBKO6ktvBlDDHVTUgYiVm8bPjEVfT34ZRzDtJa1KRm5BJkHKZRtSt8TprnxA0DQcCGVCGJDGAcAgysrQDj4KoKPIpNph1gx6MWw7F2twcSI60/91yKRI+TBLKAcRUMgNWVVayN1jCdTnE+ncKujDFlj1H0H62urmJ9fR0vffjDCATs7u4CHPD83eexsrIST5mzFbQc9BDVwSMEAX0MAUcnx9je3cHTzQ2cnJ0Kmsj03hTTJKJ1AL8F4CeZ+XDOIuz7YuYumflzAD4HAJWzPKSO9fwu77LOpHrclVMVhfPOqaqMacfFlerMTdNlznmdKIzu77JqI9+X9+u9Rx3tp3oyTR02Sn8QFefVV3mOpObF1A2qCKNY/Sh1QbQmLcayfJk+By1zVtZPVzVVVbvpdCoMEgNlP/CBD2B9fR3e+9Ta5+B4H3furKUgWDULQqha7pRkRxmDwO1AAkU9t7a2sLOzg6OjoxQA/K4DFXFCKwhD/Toz/3b8eEPVOiJ6CcBm/PwhgI8WP/9WAI8vvkhuwqxFOkrSh0VspN5C8DhppqgNYBqDERuMiDBmwFYOTHnRBiuqRfJ9dNTDXkbg2c+7Cz/ZZylqfLbK69xbLs5PLSVebQEPcBk4HGFyZEQunSMxGVDXPqF5Z8cn0rP3rG6lsuuxcjWCOh0MA85arK7fQTUWaeMRy2yPHEar4nQNFOClb5psWiTlknU82nDtvBaE0foGd+7cATkLO6pwfHaKyckxdnd3MTmd4uDgAEe7+1KKLkjrJGst9nf34OsGGytPQSuiUn74wx/GC9/8PNbW1kAut9dRhl1dXW3ZkSEEhFhzJIAx5YCmbnB2OsGrr76Kl19+Gaf1FJPg0ZBFsII6XpUWQf8IwK8A+Doz/2Lx1RcA/AiAX4jvv1N8/hNE9BsQgOLgOvbUzI5MsrjqRh5qMB5V49GEgGAl3dp6qXnu4VO6fTdTtG/xLyJl5jIihSHkdvBclPxel/hdWfilg8op+KBAxPRMYvZ8I02pKdooRJSMcQOCiSqfMw6VrSR9nQw8pLSAOH4sqvEq7ty5g9PzE8BFUABGYi8ZmMT6eePxGMYZoJFmBk1oMDmZJOft7u4uTk9PMT2fYHJ8iul0ChPV0XUzgrMWlZGiLxTH7TmAA7C6uoaVFand55Ht5S5CmZsZSMoKM0tjAgZq77G1s4N3njzC3vEhzmuPAOmNDEPXatS3iKT6fgA/DOArRPTl+NnPQJjpN4noxwC8A+Bvx+9+FwKnvwGB1P/+RRfo2jjqYCzVI5UsLbg95O7qTKLHhyIHy5oYfEuEpslRyrqrAeggRP3hR300l7kWpLakKq/bfz39XBMAVRUu/XLT8/Pkw/HeI8T3JjbFtoV2nmzMkCNU1BcUAPhGUspDrLU+Ho9hV8ZwzuHOnTs493XreYzHY2xvb8MYg8lkksAOfR5nZ2c4Pz/H+fk5Dg4OxAE8rREmsgmsxiqyMG2/lgIqa2traJoG4/E42WlNLJhZAivdeQshIEQp773c4/HxMTY2NrCzsxPrxEe77BpAltIi6N8fYhj0/qs9xzOAH7/sQLS+AIDB7hVduys3MhDVcTqdYkSjFBaT1DzIQtSUfGUstRvm2VcXMVb53WWrmur49FzlfeZr5O/yzps3GLVBdB7OT09b0LiieoSYDsF5V3c2Bp8GRhMlXLrGyQkaV6ibkAqyNaTP7sraGGZctVwXJycnODw8xGQyaUH7rQDWKEHPzs6idGKMIa1tKi8IbjXxGK2NMSKDF9fvZj9UhOjv3pXPLpr7crPxqe6JPPPDw0NsbGxgf39fNp3CjLrsc+zS0kRUlDei2ZylRClJJ0q/Oz+bwjoC0xQGgHMjQXi8gbUS2BkswbK04jTGYFzN1u5Wo7n0i+n3Sl0GazFGR/otcs+Bc9pBvr/ZY4Vp4s6Lwr0Q6iStvfc4Oz9J0gsARiZm2HJMyguc6kSsVILeETPO9JyxG6HngKaO44lDmzQBx9bi/OgYDTe4c/du2gybpsHm5ibUHtQM3zvPrYsqaAwAYf4pOWDSoAoEQwErQRh+tZJSzHfIYTwWifjcCy9gfX0dbn0V1WiED37wg1hZXwFZmbfxeIzRaITz8/MZacWQ+W28qHUhBOwdnODR403cu3cPX331VUwaLw2+owuszAe7Ki0NUwHDDtl5pMxFZep9bGPJpojs5ny8vrqqXulAHapR0QdWZAQtx9uVdJmdb3asswhfl8nVV2StxfHA/CWVpowb1HtGTp0Ya00IAnwRKlRuHqurqxitjnAWw5v0fj/0oQ9hbW09jUVVt/Pz83jF3HhbNzFLBhXbVtpGZavUxnR9fR3GSLcQu7Y605ZWx1SWclYqw9r0fg8ODrC5uYnNzc1WGbKrrL0hWhKm0nCaGIxEpq2+FTfLBTweZONFw0DwDDQBjgDfSHhNA4DIwKunnymqllJQhig2hWOFkHNKtlxyNryp6yPqg8X7pFn6dYfBjJFHUEfVt3yuDEhl3vQSCaSJgIwAgwAyQNN4gBnr62vJuRtCgLNSts0IpiwVX8EwHBCaKchaND6AOKCKURAyjmysB3C6bfaE+uAEzeExzLhKtSGYGSujVTh2MN4gTBnMAWFaw0TpZziA2MMxo/IGoJHU8IO22pFkU1tVqFYqrD+/jmACyBLO6zOs0AhsGUwB1uTqWczAyopIZGMtmCT8yGtAMAiBHaYNY3PnCK/df4i3n2xh76xGHZ+HZ8TA7cUj+odoSZjqclSCFvnvtg9LnIAqyViimSMlwGPAXupKqrZkeHfvbYj6dtHSma3MQEQpaqGua/ipT/eoaq1SKgDDPWAREfTglkRPY9GuG9leapomlkyWpAPVHDhkprKUz2ltrqKk11eJtbKygtXV1SRBR7GYSx5nW1qrr6z0M+n96UbWNA22t7ext7eH4+NjCc+6xHwvSkvNVN3iLn2k+j9gEUCovZQwa5oAYgNCgBsBjqy0OSXpBdGEAKdwttajpRzhTJSnpqsmDtIC8YLdXbAPui3vuWtXyrl0jMBonAv0i0MzBhM7QjWyOPWnqOsaK5rAF7IzljrXLJmO2SeZrCFOctFC5fYxNMkYBCLU1MD7ON6i9ash8VlZMCqbQSHDkUkgm5gzFmMnoUxuPBKfVuVgnUM1ruAqqYVuHUEq2EuKh0y9h2eSzGHdaElcDoHFppo0NR5vbWH/4BgnpxPUDHhFmqndH+06tLRM1dpdWzQLs5fJdMZWSYfn2CjOAKhGWVKpatlwE9HBIt9GnZch7/BlMO48SVVKzkWp+yBLBtLPZlTG+K47ezkfKqX0ZdaFiWxDKTTJNxEJ1bRzzELIQ85xE7UCCgCCtgrVdqXAyFQgK+p8lkZatdbDRHi+BSpE281GafP888+j0njA0Sh1u1+9exdra2uwI4Pp9FTGZbOUVdg8gVxRU5lMJtjZO8KTJ0/w2muvYW//RAJ6XY4aYYqgU2fur0JLy1R9xMy94L4ugDJyva5rWEKEcXNFWz2OyaRdl5G/T+fE7EKXxT3fPzUPgr/w3nruq/wuMQ+6jN72rbTSyBtEOyz+xgRwyJEVMqf94x26D7nWbEVYbYANAIZcL1NZQgIU0obQYaqyWq0CENqkrQQ6jDEIyOipumJKGL2uaxweHmJraxuPHz9OJc+G5vwmaKmYKt3kwJokIpikGgkIEThI7mxkloCAOniY4OGCgeWAqWeM6wBwgHMGxsTgzyALQLJ5Ccw2XbytHOkOKO13uostqWtXuecFjtHrqTQ1xWdDqqkyXYoKB8BNI9dzAIKADoAAEWmHjucsncR9/iCDXBE2NasmhxRiVfTMVfuUkPsEK1MYYxD0s4pgnQUcQDYCMZWBqQzcioOxQOAmljYjKMBFpG19DJglRT4Ej3rqcXIywe7OIR4+fIw337yPs0ktRU8NxWNvnpaKqfqozOQcMtY1pi1JqwhW1HFXNNTfV5bRRu6G0LvL0mWk1aK7ZWth06y6Vl6zZELjFM3MKlGCnUP/9WVucuBxec7EEMjgSCq0YoSpiAihiINMYY2hXcwyBTbbnJfVrXGu7UPbga6zpb21kEsJUtR1jaOjI+zs7GBjYwNPnjyR7yPDM3OuyR61mm5zjKvQ0jAVU3YyYmBxD+n9VgEGZtTkYdkCwYMaAuoGYNl5veeUkkCjCjDtZsxSLdUCHRsr12UQo50op1aUfhE2l38guf5EP5ULp1T/+o4bImMMuDIYVQ5+WotksgaempgqElI8oS7nwABxSGWcVSXTuy0DlnVDqoMXSQSkZ8jM2SmOvHlp9EwAw1UEaw1sLAPtnEO1NsJzzz2H8doIo3GFEBoBRoJ0preVFQlFeTPRzdSQQ1MHvPPOQzx9+hQPHz7Eo8dP4QPEniQv0AhZaN8mr40MYqWp6+yrS8NUixIlDVF3GAJMGyXTKHYDgvEeNhAcyU4micwGwQEGFj5IijWo6OQIwHuFYqOaEUlVzW40hv59+Rsa+LgjGVqfDUiXwUsQpTaPdlTBBA/2XkAHD/gQ4BFh76DqHVLP3HbKvJUUewDeABFkjyXLDWz8TBel9+JLAtpaWwDDB7GxnJUwJeMIxsnzrFYcVu6MJQ6QpKOmgiQMhqMYJwgXEV1C8A2aGqicxXQSsL93jK3NPWxu7OLg4ATn5zU8B/gIzKgNJqkmN2dfLRVT6a53WfWrqyKW9pWAF4D3bQRt5CwoZrEGatdmVyoBiq4fpw+tK1D4wUV+mXvrU3GG4gUXJVW9AIA0MNcX6nVPBEdfmTKN4yufmc77RREkpZqtvy3HNR6PU88qMjm3q/sMuqThWZPJBCcnJ9jZ2cHu7i4ODw9TPCRRO8fruo7ePloKpiK6OkMp6YIrH2xKs7Z2xtFX1w7EJnWlKBdrFxZvMxfSMUB7gVxmQbVuHt2PZqVUAggk4/LC+ZhHmnKuTAWXo901e5m9T6oRAwgx6oTB0u2DtA+9uiDK+zIwJt4HCUAkFIRJIgRvjJRUs5bS8dZaPPfccxitSryg1hwB2usjbThFMLQyzsHBIXZ3d/H06VNsbm7i5OQE0xgbCeSNt7VRXM+MbtFSMBVwfXAgQazFrhpiyEnDDEu2rf9XDggk6SKRDy5iCGG89niHcnhK6h5zWRBjUYZdlIgkAkGrsBIX0r6o8YEiJaQrvTRLVimEAEPlzt+2N/Nv2zB82QDOVRVWV1clAr0nSXCeG0MZynuPvb09bG9vY2trC0dHRynyAwC4blJUyLshpYClYSoxhLMK1/62pd7N0X3L3CjvPZwR8GHCAcwVrGc4x6gqwtlkitoQmgB4HwMxjZNSxaDkWylJw3MAtNSI4oD0XUl9AbYzKlxHtexT8ZLEHJyBeaROzmg3sthXbjxKFWF9lE5aDEY/115Tqh4CQO2nIDtK/ydIQVNDDpas2D5qqyRD2IMNwVQG1bhK/qe1u6tYXV3F2t11CU0aSYRGAEDK4GVQR7GhTSPDN96j9g3Ozs/w6r3X8ODBA7z2xusp98qUmypyMSCl0oXwvoioIJLEUpDuiKb1HXOuM0E9FWJljvNEl8hSCB4hMDwaOABVZIQRYp6V92ACKjKwujAMAVRUteVSJcsqkQxB1SLkGi4DkLd8RakwC4BUfYi4zYwEQigbwhXnGHrkXbsHAILJcyrvXi+QsqEbNALAGCmGQo5gR1XsjCg5WTSlxGAAEIJBw0V6PgMGHtZEKQYPYo34UDTVwqw4UGVhV6tkOwUDYCwFe4JheJJkQan2KEw+4pHMUZxfNhI0G0DiqyRgZ38Pr732Gg6Oj7Czv4fx6kpaB5pKH6hjB6v7gXKt+aF8vkVpKZhKfQQ3SeUCK2szOOdyY7FSHazrmPejqlYc2hzm6Pt/eVyftOmzGxexJecd08dMl6ESdCC0oXsiAjnZbEIIoHitylZzx6HnM8bA2OwkLluT5k6K7ZahqiaW51VSO6rvum+++Sbu37+Px4+eYmtrqwWewM/20yrvXxmp1IquSkvBVFR455kZ3bJdupYMDdvofQsuOQKZNRwCTQjwdY2VMJIdjwCK8Pl5PU2JewjRSaqLmQU2DonZABFh8Z0ZtmCwoUiHPtWwXEx99zGPYbrwfpeB0yKHnzHGVZUOFJLU8hApavJNAkESR4kpgRuht7RarASDrB5XVSUlyayFsRbV2hiuqmAqB1QGHGF0GhnQyCBYhjdSpsWQyVI5lj9jgkD6UTtoOKD2DU5OzvDOwwfY3N7Ck42nklcHAkhuI0Xkk0R1qDaTkF3MboBXpaVgKqANH8+Do601LcO5/5jcGE4/0x1LayecnJxg5KTuAlzeJafTqXjxXQWHWKie84JLhfrjggvMMJRtQfnct+ymvvtMDBQfeGnUd/1SSl37a56xvYghXs55qSl0NwVyhNFYmqypmsrse85nQWhXiK2qSmrGxMgXtzqWyHEj1W69Ady4AiqLhhhNaOAMYI0FRfW3qip4A5AluFEFuzJCoCrWvTjFw4cPcf/tB3j7/gOcnp7ivFZgIjOf+CDVTZbV6hTVUbgS3heSSnfM6yKAJcmDbftcFNXSKrc1x8XPQTpLRKlR17WU6nKSBTuUBaznTaYXa45Xe0GXoT5dHw1f4b67SFxXOgH9DdbmUXczm4HyNYA2bRx9G4aFRqen0CUnMXt9vqbuNfoQzpJBu2FTIQQcHx9ja2sL29vbOD09xdnZWbGh9fcMKzeR7lhUBZzpZ3wJWgqm0jvvi/PrU4lK510ftXZZipESgNR+i0DEpPZSC7zJqBhZBzRiTxmuI6N1HKY54SifP86/iSCG7Yyr60Tu3tfQvXQ/69po3e+vxVCEHPha+H/Swo9FYrTSWwizPZw4vUvWL0BSVoyFKd2oki4eGjPorESoOysNCSBuEBNVNmMIsEa+MxZsKnmhAhuLhoGj41Nsbe/iyZMNHByfyVxSbLnNBhyzyCk9h4ul0EVO5otoOZgqUldl6lsYXSdx3+6quw04zOzi+jIg1MoNMXGvqiphPGZ4rc4UO0jMHVNn155nQ80cN2BDdaVaed6bkuetXbo4qT6HcjdPn9GwQd/2LsxWMtJ66uXf6koZAqp0M8sdXGL6u/dJSu3v7+Pg4CDVpEjnikzVvWcq/1ZJSNcHKJSWh6li+xIDadKVglfRWURasJKlLFlS8Vp+DNGi2RrxlXBOYFOyMKi5QfANQLIbuqZGMGrfBJjgwE2NkSFwbEqn0dKptacRSJciBKw0JGX0u7SgUyRCXAzxuygf5JhONEEJ5HSl3CILIzEpqSRvo6+JoVg7uAMMWzANpeZ37fMCZYO7wBxzehlEUk2priexkUQNKQTjYccrYHgQSTtTub+cfHnnzh25NktArXUO33j9DTx+/Bhvvf0OHj16gtPJFD4QONY6kfsz0DJJDUsUCIe6lZ1Qzls5j9dBo5eGqVTFKlWYvt1aSXcwdVpyi6l0B45pCOwQuL3gJrUHGQ/yAb4mWOvhA2FcVVJ7zhI8S+rBtPECBRcNvNOZfICJYTiank+mH3TpIn0lJecr8qLWVPtZadev/pXn6lJXJQZkszJksq+sA1xYuJnfltSNmOiSSjfnpO5E0iCQn3dXGqpEctYl98fJyQlWV++Cg0XwBocHp3jn4RPcu/c63n74AFtbW5HppWAPF0GYIVWsiW9kgehfK2069u31dh2ptRRMVT6yi3TZPoNa1JdZv5GicQRq+aSUEtys0e1Nk9zOBjZlmKZrcVYvygU4cz6f84a6zKW/79qK3f+HEBBDvmfUQcyRiPPmraQ+tG8GDQzDz0MRs/Lcfc9Fm+4pItudu3xMBiJKVa8LVADAZDLB1tYWdnd3U2MBdNbF/HlobzBqQwJ5M39fSCq9kVSzj2eDJ8tjgfwQjcldHbrnBJACP/sefgk9pw7oAEBBfCnBAzEWdwrAQXw1aadNbn5p31OeX+PjuuNSCH3IZtLPSoBjyGl8EaVzox2UW/42h8bmf4YhTdzQZqxiGxhk1O6Gotm+JfOUsX/le/l9aW+NRiMQy0a3t3eA+2+9g63NHZyeNQjsREXVbOPoKxNJn+9Z5rPoLd2xG2/CRwUsC1N1di75qP/vLpUOPd1luqI7Sas53nJlLs0cruuQG4hFhh2NRul6altVle3DGlqMpWPo+35IxS1BjFK6xW9nrndR3YUuCNSaWwzP8eBnVCRvRirVQR2vwOq29Xz7pGKXmbrFMauqQj0R8Ojg4ABPnz5NTd+GnOZ9c1Ba6a1xFMeUGQtXoeVgqg4N3ZAYzXFxsdZVUN9QO6B2dnFJ3KDEEHJaGALBCpzbBA8EgYENKtRTaWUDZ0AhgE2dMmBLNZApS0sx/EupKAmP1uaiMUC3mMzic3BVshdI/ZJ07srfdMc2VIGpuxHKfLWZuEQXiUiKxMDCGgdDFtZUsLZKjCbdEw2mjcfh8SkeP3qKk5Oz1nPWuD4lyQTP/+9Oc3es4GHN6LK0HEzFDO/rGC/GEAVMg2c5PpQopq2T9GxFeEJI9chV4mm0a2asEJPk5Z8xgLexvDJpwRepARd8BBOmU6l0GgJsTB1oGgtX5WZl1lr4KWNkHYhCYlZn8q6tUjJ4TnlEYIbTgNoiRq5nWvq/46z/Z9Jj2k7LpPKp0zZqq2nRlACPvpOof6QLrWsrxWPLZWeMiT2u2ovVkoHW9RsCRIhsehnj4NwIMA5kxd9E1gDG4vT8FK9/4028+eBtkLNo6jpuiKLqeRY9PZCV4GAGiGV+A2vzC0Dzu6yxMGAQB4CQNmddf1el5WAqLO7bAdoJiUC/J76P+nbWePHW51LCTKSYdsKw1gIhwLpRq9CMGuBElGyqMg1dr6PSNdUnTJEKi4MNy0w6R63dv0PlfLQAkUilKlgmHwJIPa02Nzext7c3o8ZLQZf29TQaRplF1cSb1gK6tDRMJX4aUc3yTsHx1d0XtZQYp/cQfMsQbxelLI1TQKRfyLykUkMOltEQUPsmqXfq5qp929AV9UYWQJNsIye7fIx2r5BVDLkEJ8Y0dnZR5XHHmemoipeFe5P0vgJdxl5ZZBwzql8HDSz/DyBJoqOTE2zt7mBzZxsHR4dogjT48TEKIxQeMo6pLETi8pJz6TlD8vORSQekX8oX+Zir0NIwlU6iMsRQ/JUsqD6jP/dDGjp3SX0hUd3rKHqX+j2RlFMWm0LOO5lMEEwb/vVFQC0zJzVKf1uCE8pcaqtl4MUA1IbUZyMYejilc6vzJMdNUhdoakslzDDPEECR/JXFuJkZ29vb2NjYSM3i1J4KMWqGcbk4yq7UnHVbXJ0WaU/6UQCfB/AtEPHxOWb+JSL6OQD/AMBWPPRnmPl3429+GsCPQRT8f8TM/2X+RdrGYcrtaS0kTsfOo3JRDu3oJdAwDw0s0wPkh5yi3NUWAgCO3UNCHHNlcysZYwDEv33IY0sNBeJ91XXdWmhiaJu2bbbAgikPaf3mXdQwS59SX6Bqt4BmmULfRfsUcQVinhdLZsErr7yC1++9ja2trRZTDVGy/ajHLqXZ+bwphgIWk1QNgJ9i5i8R0V0Af0pEvxe/+1fM/C/Kg4noOwH8EIC/DOAvAPh9IvpL3Jcr0KFyxxhmjPL/qir6+E6Fbp8Rnz7GkQInpZrZJjbiEOTY/1XbrCBw7CwYJUtdg7VMcWSaQICJYUcVSOrsEYmPiyhlz2p8ov5dPlgiam0gpfNzkfm7CvVFecw5Oo9zzniEDPLNCDBhbZXACY4Pi0lS6JkoBd6enp7gdHKOp5sb2N3fw/l0goZDSuloIXwRhAkzIEO50/S4W26QoYDF2pM+AfAk/n1ERF8H8JE5P/k0gN9g5gmAt4joDQDfA+CP5l2nqzpcxVcwtKD6FmPf+XV3Kxd2n4RQKaaMnySaqn+xnoMaz1VVRbXQfRYyAAALtElEQVQw75ohSsvYAbTlDkhO4yIfrFvt6SKa2Z1viEo1aega5fj6/GPlnJbSuZTK6vg9PT3F7u4u9vf3cR77GXcDkfW59VFppwHt7bPv+d8Ec11q1ono4wC+G8CfxI9+goheJqJfJaIX42cfAfCg+NlD9DAhEX2GiL5IRF9sirpzXcZYRO3pe1DlO4Dk2NWX0oy6Yg2Ms5IDZBigAIafMV7LKOwmBHhmNMSoEaRgY6yb4A1QBy8ZqgjpmCaa0w2H1DqzrATVbZBdvsr7mAm7YgmE5SC1MFjyJlovDpRe5f/L733DYB+kJmDg9CKGfBaPDR6D1yRY+X9CXKgVOG06rOAj4MAkhzYc8HRnC289fAebe7s4PDvFJPhYbqxGCA00KJeS1pHXkkSFzH/BiFQk2DTmNFdXpIV/SUTrAH4LwE8y8yGAfwvgLwL4Logk+5d6aM/PZ9ifmT/HzJ9k5k+6nnJUN0Wl9CtfQ1LoonOUDNv9bRtx5JR9rIwwxCR6rB4/9JuhjaG0L+YxYZ8d0mXKvvP0Xavv2D4aijEs53NozKenp6ncmEZPlO6M7vMZembvNS2E/hFRBWGoX2fm3wYAZt4ovv9lAP8p/vchgI8WP/9WAI8vM6jSfsiF6VWSAGBdwAX8TgXsHNNDsho3ew1nTGxQxp0OF/qwKEVaiMEb23VGI5flEMTS29HmioyEXEzEesnNMsbAeYACtdSc7LIt6rmrTVnl2Lc+VFP9ZEm16SBY5WLXeySi3nPl+y8Xef5M57Yr5csNoAQZSgai2FbHOQPnRjDGQdvuGONEQtVTEFs4dgjnwNHODjY3N/GVr30NDx48wOn5GciMJbGRDbzu04WKrAPW8gbW2fQ80xrg9qaYNlgzC5JdlS5kY5Kz/wqArzPzLxafv1Qc9rcAfDX+/QUAP0REYyL6NgDfAeB/X3mEN0Tth9zeKYd2s6vq113J0FXXStWue2xXeukxQ+pgVwL1SaK+85aqY98xQ5K8lPblvA4xarl4+3xU5XF6jJZsfvLkCXZ2drC/vz9zjkUk0WW1kS6jXZUWkVTfD+CHAXyFiL4cP/sZAH+XiL4LIi7uA/iHAMDMXyOi3wTwCgQ5/PFFkL+S9MbaxnA05C9zoguuUV4rjv3C4xel7LBFZp7iXKlehr4XUd/poRJaLYC6C6hvwQ+Nu3tv3SZ3Lb+avpcx6ZzLaXcl4xB1F2o5N3o+IqkF4pyT5gnGYHd3F3t7e9jc3MT+/r5A6HApCVSAiv7rxT9m5qcPlLgM012GFkH//hD9dtLvzvnNzwP4+YVHwRkOZRYULTZTTy8lf8H96yT1AR6dMaaH3U2IvAqV6gcQt4AU7iQ6YpAW6KKaxkIMXkMGTI76DnEODGc/Xbs/U7yGMS3J0o1mb9+TJnUC+jhZ4wHRzhPrqpHl30MO9nIcfXMjnzMCEwwMQszGNoEQGu3b7NFwg6dPN/HWm2/j3r03cHI8QVMD1sWNlUXl73tWaXOco3/1gVjde7wuoy1PRAUDVREB7hGdpTFSScOEiIel1UyIi05SDLBtMVkOH4WEGQFAoUZRe+KZGR5Bat9F+8pa8WOZZK9op8MyFjEzlRfwS8bSiPBWKyRYcZLKeQBihmOAjDCooIn60PW+GBZI0R1ik5X3yXBJCufF1FqPRNLJEJSYWX+vUeoc54tAMVO41BrKz9qJfjpv+UXSxgaEZjqBaWqsr67j9HAKADg9PcX29jZ+/3/9D+yfnAgwURs4uwYPE/slEJhMkloh5D6QzFqSQNdBeZv9Ejv9vwO+XIeWhqmAYZGcgIEFf7/IccDF6kv3+AuP0YDaC9Q0oMh/ohw5Uu6iqh5Z0wYe5Pv2udpIWNvP1qXuPV9bOl9ApYQzJks4jaYgIkynU0wmE+zt7eHtt9/GxsYGEL9vqaMLCo+LVNJFx35VWiqmAjI61ctY82DbeTp2D/zaZ4+01CtC73HledIrHpx68hLnUl5UXlMN/BDVwLxzg3MavqVYH69IqSMATfBt9S7Cj9L0LB7XcWon264Hk7poYZX5SUSRmSkzdfkZKMUlt4hZVDtDBj54QetCgIEDB6A+n2JnZw/7+/vY2NjA/fv3ARg0IeZIcVZV+3QUcX0p6ifjmF85Y879hn618rK0VExVLvjy1bfzlqKa4tPtMsyQL6M0nMv4vlaQLWZtslICqapprc1wdVIDRY2KH7Z+S3EVpu959l7U1jHWAT7/Pks0bn1W2oda7DLNQRyvD+2iMn3z8m6QghFyf9kG1MiIyXmNx48f4/Hjx3jy5AmePn2Kan2tQDazmj5PAi8TLQVTEWaRIudcjg5nTvX4AKALQXfVw26EO3UYrlyMCgCU6Boz50Xf+Y0m4bWcySqp4iDKnVIBGJVc6awD60IWU1T3jEUIucZevof+UKEQQuo11f2uff75WcdXpUBZWmjEgjEGsC7uNAJQNJ7BfoqTkxPs7R7g3pvfwNHREQ7OT1Gtr2FqVUrmdA4qSswNoX/LQkvBVFFvASjAaM09C7jKIHAjqGDIiEXpo+lKtyGwQo/pRlMoM4UQUkmscuEBUsZLM2ZV8ihZUGrDMopr1HTUFM230nVRpqIzz45TPRB1XYMMz6SFaCiOMk8rUqSYF6IcvJtTKewMyoggznBmCDJSgDidhyQhTWl+lYNyCFQTWxAJhOJE7YwqqrEj3H/0BOfn53j48B3s7+9ja2sLtQYixysFMgmZ0udQlhl8FlESl6HlYKoOdaUWkPVmSsmJQl1HZR9IoJJwntqjjFW+D42pS0m1S3hYV93U1JF4Hi7P3048FOZqq4ZlaS+OkHIJbpSbjDNVS2VOi1JFZU8VpJKhu76oPhqC1fvmpa5rHJ0co2ka7Owf4I0338Lx8TGIuKVNiPS5WfFzUyDUpa97E4bZtQdBtAXgBMD2sx7LHPoglnt8wO0Yb4p0jB9j5g9d9sdLwVQAQERfZOZPPutxDNGyjw+4HeNN0XXHuNzK6S3d0p9DumWqW7qlG6ZlYqrPPesBXEDLPj7gdow3Rdca49LYVLd0S+8XWiZJdUu39L6gZ85URPQ3iOg1InqDiD77rMejRET3iegrRPRlIvpi/OwDRPR7RPR6fH/xovPc8Jh+lYg2ieirxWe9YyKhfx3n9WUi+sQzHOPPEdGjOJdfJqJPFd/9dBzja0T019+D8X2UiP4bEX2diL5GRP84fn5z89iX9flevSARPd8A8O0ARgD+DMB3PssxFWO7D+CDnc/+OYDPxr8/C+Cfvcdj+gEAnwDw1YvGBOBTAP4zxJP8fQD+5BmO8ecA/JOeY78zPvMxgG+La8G+y+N7CcAn4t93AdyL47ixeXzWkup7ALzBzG8y8xTAb0BKnC0rfRrAr8W/fw3A33wvL87M/xPA7oJj+jSAz7PQHwN4gdolEN7LMQ5RKmfHzG8B0HJ27xox8xNm/lL8+wiAlty7sXl81ky1UDmzZ0QM4L8S0Z8S0WfiZx9mqYOI+P7Nz2x0mYbGtGxze+Vydu8WEdHHkUvu3dg8Pmum6gu8WhY48vuZ+RMAfhDAjxPRDzzrAV2Slmlur1XO7t0gmi25N3hoz2dzx/ismera5czeLWLmx/F9E8B/hKglGyr64/vmsxthoqExLc3cMvMGM3uWOtu/jKziPZMxUk/JPdzgPD5rpvo/AL6DiL6NiEaQGuxfeMZjAhHdIakbDyK6A+CvQUqwfQHAj8TDfgTA7zybEbZoaExfAPD3Inr1fQAOVL15r4mWqJwdSVj6TMk93OQ8vheI0AVozKcgCMw3APzssx5PHNO3Q1CpPwPwNR0XgG8C8AcAXo/vH3iPx/XvIepTDdlBf2xoTBC15d/Eef0KgE8+wzH+uziGl+Mifak4/mfjGF8D8IPvwfj+CkR9exnAl+PrUzc5j7cRFbd0SzdMz1r9u6Vbet/RLVPd0i3dMN0y1S3d0g3TLVPd0i3dMN0y1S3d0g3TLVPd0i3dMN0y1S3d0g3TLVPd0i3dMP0/8Qtqu9UQGKkAAAAASUVORK5CYII=\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"### Mobilenet","metadata":{}},{"cell_type":"code","source":"plt.imshow(crop_image(frame,mobilenet_bboxes))","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:04.01656Z","iopub.execute_input":"2023-04-19T12:00:04.017155Z","iopub.status.idle":"2023-04-19T12:00:04.274605Z","shell.execute_reply.started":"2023-04-19T12:00:04.017094Z","shell.execute_reply":"2023-04-19T12:00:04.273553Z"},"trusted":true},"execution_count":25,"outputs":[{"execution_count":25,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7c214271bc88>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"### YOLO","metadata":{}},{"cell_type":"code","source":"plt.imshow(crop_image(frame,yolo_bboxes))","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:04.276307Z","iopub.execute_input":"2023-04-19T12:00:04.276897Z","iopub.status.idle":"2023-04-19T12:00:04.547667Z","shell.execute_reply.started":"2023-04-19T12:00:04.276835Z","shell.execute_reply":"2023-04-19T12:00:04.546602Z"},"trusted":true},"execution_count":26,"outputs":[{"execution_count":26,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7c214266c5f8>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"markdown","source":"# Extra Comparisons","metadata":{}},{"cell_type":"code","source":"video='../input/deepfake-detection-challenge/train_sample_videos/eqnoqyfquo.mp4'\ncap=cv2.VideoCapture(video)    \nret,frame=cap.read()\nframe=cv2.cvtColor(frame,cv2.COLOR_BGR2RGB)\nblaze_time,blaze_bboxes=get_blazeface_face(frame)\nmtcnn_time,mtcnn_bboxes=get_mtcnn_face(frame)\nmobilenet_time,mobilenet_bboxes=get_mobilenet_face(frame)\nyolo_time,yolo_bboxes=get_yolo_face(frame)  \nprint(\"MTCNN Detection Time:\"+str(mtcnn_time))\nprint(\"Yolo Detection Time:\"+str(yolo_time))\nprint(\"Mobilenet Detection Time:\"+str(mobilenet_time))\nprint(\"BlazeFace Detection Time:\"+str(blaze_time))\nprint('Mobilenet is '+str(mtcnn_time/mobilenet_time)+'times faster than MTCNN')\nprint('Blazeface is '+str(mobilenet_time/blaze_time)+'times faster than Mobilenet')\nprint('Mobilenet is '+str(yolo_time/mobilenet_time)+'times faster than YOLO')\nif blaze_bboxes==[]:\n    print('⚠️BlazeFace is unable to detect face in this frame.')\nif mtcnn_bboxes==[]:\n    print('⚠️MTCNN is unable to detect face in this frame.')\nif mobilenet_bboxes==[]:\n    print('⚠️mobilenet is unable to detect face in this frame.')\nif yolo_bboxes==[]:\n    print('⚠️mobilenet is unable to detect face in this frame.')\nannotated=annotate_image(frame,mobilenet_bboxes,(255,0,0))\nannotated=annotate_image(annotated,mtcnn_bboxes,(0,255,0))\nannotated=annotate_image(annotated,blaze_bboxes,(0,0,255))\nannotated=annotate_image(annotated,yolo_bboxes,(255,0,255))\nplt.imshow(annotated)","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:04.549441Z","iopub.execute_input":"2023-04-19T12:00:04.55007Z","iopub.status.idle":"2023-04-19T12:00:06.414022Z","shell.execute_reply.started":"2023-04-19T12:00:04.550006Z","shell.execute_reply":"2023-04-19T12:00:06.412976Z"},"trusted":true},"execution_count":27,"outputs":[{"name":"stdout","text":"MTCNN Detection Time:1.001615285873413\nYolo Detection Time:0.2014145851135254\nMobilenet Detection Time:0.12874913215637207\nBlazeFace Detection Time:0.019416093826293945\nMobilenet is 7.779588639532752times faster than MTCNN\nBlazeface is 6.631052224418876times faster than Mobilenet\nMobilenet is 1.5643956719560455times faster than YOLO\n","output_type":"stream"},{"execution_count":27,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7c2141df87b8>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"video='../input/deepfake-detection-challenge/train_sample_videos/eqjscdagiv.mp4'\ncap=cv2.VideoCapture(video)    \nret,frame=cap.read()\nframe=cv2.cvtColor(frame,cv2.COLOR_BGR2RGB)\nblaze_time,blaze_bboxes=get_blazeface_face(frame)\nmtcnn_time,mtcnn_bboxes=get_mtcnn_face(frame)\nmobilenet_time,mobilenet_bboxes=get_mobilenet_face(frame)\nyolo_time,yolo_bboxes=get_yolo_face(frame)  \nprint(\"MTCNN Detection Time:\"+str(mtcnn_time))\nprint(\"Yolo Detection Time:\"+str(yolo_time))\nprint(\"Mobilenet Detection Time:\"+str(mobilenet_time))\nprint(\"BlazeFace Detection Time:\"+str(blaze_time))\nprint('Mobilenet is '+str(mtcnn_time/mobilenet_time)+'times faster than MTCNN')\nprint('Blazeface is '+str(mobilenet_time/blaze_time)+'times faster than Mobilenet')\nprint('Mobilenet is '+str(yolo_time/mobilenet_time)+'times faster than YOLO')\nif blaze_bboxes==[]:\n    print('⚠️BlazeFace is unable to detect face in this frame.')\nif mtcnn_bboxes==[]:\n    print('⚠️MTCNN is unable to detect face in this frame.')\nif mobilenet_bboxes==[]:\n    print('⚠️mobilenet is unable to detect face in this frame.')\nif yolo_bboxes==[]:\n    print('⚠️mobilenet is unable to detect face in this frame.')\nannotated=annotate_image(frame,mobilenet_bboxes,(255,0,0))\nannotated=annotate_image(annotated,mtcnn_bboxes,(0,255,0))\nannotated=annotate_image(annotated,blaze_bboxes,(0,0,255))\nannotated=annotate_image(annotated,yolo_bboxes,(255,0,255))\nplt.imshow(annotated)","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:51.678598Z","iopub.execute_input":"2023-04-19T12:00:51.679039Z","iopub.status.idle":"2023-04-19T12:00:53.702944Z","shell.execute_reply.started":"2023-04-19T12:00:51.678965Z","shell.execute_reply":"2023-04-19T12:00:53.701739Z"},"trusted":true},"execution_count":33,"outputs":[{"name":"stdout","text":"MTCNN Detection Time:1.1884441375732422\nYolo Detection Time:0.19289660453796387\nMobilenet Detection Time:0.12146306037902832\nBlazeFace Detection Time:0.019730091094970703\nMobilenet is 9.784407982679461times faster than MTCNN\nBlazeface is 6.156234139739468times faster than Mobilenet\nMobilenet is 1.5881092073262892times faster than YOLO\n⚠️BlazeFace is unable to detect face in this frame.\n","output_type":"stream"},{"execution_count":33,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7c213d139a58>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"video='../input/deepfake-detection-challenge/train_sample_videos/emgjphonqb.mp4'\ncap=cv2.VideoCapture(video)    \nret,frame=cap.read()\nframe=cv2.cvtColor(frame,cv2.COLOR_BGR2RGB)\nblaze_time,blaze_bboxes=get_blazeface_face(frame)\nmtcnn_time,mtcnn_bboxes=get_mtcnn_face(frame)\nmobilenet_time,mobilenet_bboxes=get_mobilenet_face(frame)\nyolo_time,yolo_bboxes=get_yolo_face(frame)  \nprint(\"MTCNN Detection Time:\"+str(mtcnn_time))\nprint(\"Yolo Detection Time:\"+str(yolo_time))\nprint(\"Mobilenet Detection Time:\"+str(mobilenet_time))\nprint(\"BlazeFace Detection Time:\"+str(blaze_time))\nprint('Mobilenet is '+str(mtcnn_time/mobilenet_time)+'times faster than MTCNN')\nprint('Blazeface is '+str(mobilenet_time/blaze_time)+'times faster than Mobilenet')\nprint('Mobilenet is '+str(yolo_time/mobilenet_time)+'times faster than YOLO')\nif blaze_bboxes==[]:\n    print('⚠️BlazeFace is unable to detect face in this frame.')\nif mtcnn_bboxes==[]:\n    print('⚠️MTCNN is unable to detect face in this frame.')\nif mobilenet_bboxes==[]:\n    print('⚠️mobilenet is unable to detect face in this frame.')\nif yolo_bboxes==[]:\n    print('⚠️mobilenet is unable to detect face in this frame.')\nannotated=annotate_image(frame,mobilenet_bboxes,(255,0,0))\nannotated=annotate_image(annotated,mtcnn_bboxes,(0,255,0))\nannotated=annotate_image(annotated,blaze_bboxes,(0,0,255))\nannotated=annotate_image(annotated,yolo_bboxes,(255,0,255))\nplt.imshow(annotated)","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:08.656745Z","iopub.execute_input":"2023-04-19T12:00:08.657412Z","iopub.status.idle":"2023-04-19T12:00:10.493799Z","shell.execute_reply.started":"2023-04-19T12:00:08.657348Z","shell.execute_reply":"2023-04-19T12:00:10.492636Z"},"trusted":true},"execution_count":29,"outputs":[{"name":"stdout","text":"MTCNN Detection Time:0.9903914928436279\nYolo Detection Time:0.19693326950073242\nMobilenet Detection Time:0.11705207824707031\nBlazeFace Detection Time:0.019448041915893555\nMobilenet is 8.461118398539979times faster than MTCNN\nBlazeface is 6.018707628936754times faster than Mobilenet\nMobilenet is 1.6824414606723264times faster than YOLO\n⚠️BlazeFace is unable to detect face in this frame.\n","output_type":"stream"},{"execution_count":29,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7c2141d0d748>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"video='../input/deepfake-detection-challenge/train_sample_videos/cffffbcywc.mp4'\ncap=cv2.VideoCapture(video)    \nret,frame=cap.read()\nframe=cv2.cvtColor(frame,cv2.COLOR_BGR2RGB)\nblaze_time,blaze_bboxes=get_blazeface_face(frame)\nmtcnn_time,mtcnn_bboxes=get_mtcnn_face(frame)\nmobilenet_time,mobilenet_bboxes=get_mobilenet_face(frame)\nyolo_time,yolo_bboxes=get_yolo_face(frame)  \nprint(\"MTCNN Detection Time:\"+str(mtcnn_time))\nprint(\"Yolo Detection Time:\"+str(yolo_time))\nprint(\"Mobilenet Detection Time:\"+str(mobilenet_time))\nprint(\"BlazeFace Detection Time:\"+str(blaze_time))\nprint('Mobilenet is '+str(mtcnn_time/mobilenet_time)+'times faster than MTCNN')\nprint('Blazeface is '+str(mobilenet_time/blaze_time)+'times faster than Mobilenet')\nprint('Mobilenet is '+str(yolo_time/mobilenet_time)+'times faster than YOLO')\nif blaze_bboxes==[]:\n    print('⚠️BlazeFace is unable to detect face in this frame.')\nif mtcnn_bboxes==[]:\n    print('⚠️MTCNN is unable to detect face in this frame.')\nif mobilenet_bboxes==[]:\n    print('⚠️mobilenet is unable to detect face in this frame.')\nif yolo_bboxes==[]:\n    print('⚠️mobilenet is unable to detect face in this frame.')\nannotated=annotate_image(frame,mobilenet_bboxes,(255,0,0))\nannotated=annotate_image(annotated,mtcnn_bboxes,(0,255,0))\nannotated=annotate_image(annotated,blaze_bboxes,(0,0,255))\nannotated=annotate_image(annotated,yolo_bboxes,(255,0,255))\nplt.imshow(annotated)","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:10.495813Z","iopub.execute_input":"2023-04-19T12:00:10.496555Z","iopub.status.idle":"2023-04-19T12:00:12.309263Z","shell.execute_reply.started":"2023-04-19T12:00:10.496482Z","shell.execute_reply":"2023-04-19T12:00:12.305607Z"},"trusted":true},"execution_count":30,"outputs":[{"name":"stdout","text":"MTCNN Detection Time:0.9846706390380859\nYolo Detection Time:0.19646620750427246\nMobilenet Detection Time:0.11532402038574219\nBlazeFace Detection Time:0.017752885818481445\nMobilenet is 8.538296148057489times faster than MTCNN\nBlazeface is 6.496071769114033times faster than Mobilenet\nMobilenet is 1.7036017895241717times faster than YOLO\n⚠️BlazeFace is unable to detect face in this frame.\n","output_type":"stream"},{"execution_count":30,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7c2141c8eda0>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"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\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"video='../input/deepfake-detection-challenge/train_sample_videos/byfenovjnf.mp4'\ncap=cv2.VideoCapture(video)    \nret,frame=cap.read()\nframe=cv2.cvtColor(frame,cv2.COLOR_BGR2RGB)\nblaze_time,blaze_bboxes=get_blazeface_face(frame)\nmtcnn_time,mtcnn_bboxes=get_mtcnn_face(frame)\nmobilenet_time,mobilenet_bboxes=get_mobilenet_face(frame)\nyolo_time,yolo_bboxes=get_yolo_face(frame)  \nprint(\"MTCNN Detection Time:\"+str(mtcnn_time))\nprint(\"Yolo Detection Time:\"+str(yolo_time))\nprint(\"Mobilenet Detection Time:\"+str(mobilenet_time))\nprint(\"BlazeFace Detection Time:\"+str(blaze_time))\nprint('Mobilenet is '+str(mtcnn_time/mobilenet_time)+'times faster than MTCNN')\nprint('Blazeface is '+str(mobilenet_time/blaze_time)+'times faster than Mobilenet')\nprint('Mobilenet is '+str(yolo_time/mobilenet_time)+'times faster than YOLO')\nif blaze_bboxes==[]:\n    print('⚠️BlazeFace is unable to detect face in this frame.')\nif mtcnn_bboxes==[]:\n    print('⚠️MTCNN is unable to detect face in this frame.')\nif mobilenet_bboxes==[]:\n    print('⚠️mobilenet is unable to detect face in this frame.')\nif yolo_bboxes==[]:\n    print('⚠️mobilenet is unable to detect face in this frame.')\nannotated=annotate_image(frame,mobilenet_bboxes,(255,0,0))\nannotated=annotate_image(annotated,mtcnn_bboxes,(0,255,0))\nannotated=annotate_image(annotated,blaze_bboxes,(0,0,255))\nannotated=annotate_image(annotated,yolo_bboxes,(255,0,255))\nplt.imshow(annotated)","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:12.311104Z","iopub.execute_input":"2023-04-19T12:00:12.311713Z","iopub.status.idle":"2023-04-19T12:00:14.06648Z","shell.execute_reply.started":"2023-04-19T12:00:12.311649Z","shell.execute_reply":"2023-04-19T12:00:14.064978Z"},"trusted":true},"execution_count":31,"outputs":[{"name":"stdout","text":"MTCNN Detection Time:0.9326646327972412\nYolo Detection Time:0.19982647895812988\nMobilenet Detection Time:0.11593747138977051\nBlazeFace Detection Time:0.021326303482055664\nMobilenet is 8.044548683157954times faster than MTCNN\nBlazeface is 5.436360384129504times faster than Mobilenet\nMobilenet is 1.7235711333252446times faster than YOLO\n⚠️BlazeFace is unable to detect face in this frame.\n","output_type":"stream"},{"execution_count":31,"output_type":"execute_result","data":{"text/plain":"<matplotlib.image.AxesImage at 0x7c2141c193c8>"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 432x288 with 1 Axes>","image/png":"iVBORw0KGgoAAAANSUhEUgAAAYAAAADfCAYAAAD/aAQpAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsvV2sZcl1HvatVXufc+69fXu6m5zhjGYokTRpUaLkWDb0Y4hJZBlyEkex8mAjSgJHCATwxQEcIEDs5DkPyUsc5CUAEQWwAwNCEAewHwQHjmzBCWIFshQpgkxIoiiRGnL4Oz99u/uen11r5aH+a9fe55x7b/d0k3cN7vQ5Z+9dVbt+Vq31rZ8iVcUt3dIt3dItfecRv98NuKVbuqVbuqX3h243gFu6pVu6pe9Qut0AbumWbumWvkPpdgO4pVu6pVv6DqXbDeCWbumWbuk7lG43gFu6pVu6pe9QeuYbABH9m0T0u0T0eSL6W8+6/lu6pVu6pVtyRM8yDoCIDIDfA/BTAN4E8GsA/n1V/ZfPrBG3dEu3dEu3BODZawA/AuDzqvoFVd0C+EUAP/OM23BLt3RLt3RLALpnXN/rAP44+/4mgB+dunnZd3q66m+8EVp/U4AAgAhTGhERpedU4Z9olk4z5cw9N33vXH3Xoatpf82nrlBUeCvNf5gpNHwjZGPRuufItmjzoWwMibDbDTNjWj9ajZW6n5hdmcwMCveoQgGoKkTU1wwQM0QEgHvOWi3aSExgPydTu1yZTAQigNTdB8CVRQxAYa0Ub1uMQZPqu8PPGt8j9mH+7kWhaQ4vlwswuUUX7r7y7Kbmx2sUpiBfksb/5yX7MaK6125ufaai/YdG0eEWmqj37YvLb6rqy/vqetYbQKu1xTQhos8A+AwAnCw7/Pkf+uj4geZC5HiNeeoeR5INoqqC1D2tezYA8c0nFRAZWGvBPKVEycTv7ftFhvIu5sl7j6HAREKZ+fc5avVDZBtativ041TftX53v6VyRKS4TzPmYsNS9NdJCBLGm8vnRAQqaZqRpvLAaXxVqXgm/MvMsIPG8QWAwRC+/vVvYre1EEptTsxveq4REViBs5MV7pytMMgAZsZms4G1iq7rsFwu8fjJGo8fPwZzBxGBMQbGGFxuL0FE6LnHdrt1dRrg9PQUCgs7KKy1sQ3GGJwslmCyuHtyCiFgGAas12uY7gRP1pfY7XYYVEZzV0SQuiWtJypez2Sf7agPNF/h4saQiCAiadOD4E9+5HWcLgzYAD2XbCFfv5RtKPmcqMcAAKix5ur79/3OzHFWCtKcyF4qez6fC5Ug4jf6qbrz9yMun2UAUAYrQ0gAktC4WGOoz6Hq/nI21//eL//2F5uVV/SsN4A3AXw4+/4GgK/kN6jqZwF8FgDun58cLVeOd+YXi4J0eJujaUyuX96f8W0xjBZDyskYAyJCR+yY+eUllNxGudtZWAFECVY22G63AAC7GzAQYycWNAjADFEFxMb6jDFgZqyfPEFnFljvdgDS3Lm8vHQS9k5AHaHrOjAzHj9+jEGs1wYQN7jineL77u8TJUDDExP3B8EgbADMgAHhW996B6evfTDel+3Zk2IPXUER3jdGT4umBcPni571BvBrAD5BRB8F8GUAPwvgPzj04TmmqGqjtLGPOKj3qkgyiVe9M4kmMRwAILDf/dVP0TDIcwx7npm3pHH26vT4PRIkMJbcpiZcLvUfqg2oujfMryolQQTakPTg1NEcXEjSdqlxhfbuxEYJ2SECmTRZjWMcB2UQCVjDO3HAH0JjsjEkaGi0H8v81tCuwHycVsEQsgAshJx2odYxViHP9DKmIirgbKyUABP6yQqIGcvTJbhjXFw8AcBO6l8t8ejyCTbDDsP6EqyMB/fug2Dx7sVj7MQCYFh1jH+jA4whnJwscbJ0sOhuPeDV7/4QrAq++tWvwkIhdkDXdRAlrAdBzwbD1mkdFgMGVQgRIAr1UiRnUr2qQlnBNo2+ZtcE5aaRr7l6nheSrmGcrpa4d3eF08UJ7pwu0LHCsAGppLVlFFATy2SYWAaTQLTajLMqKdMk8rYE7f4QqldRvq5cvVR9bzRkD9X9FNZbIjceQfoftwEAqNA6WKVYZ4fSM90AVHUgov8EwP8O95b/k6r+zlXKqhlrmIiHSs4R/pnsLB4xi3BreOaQjq7bmJeZt/cYeOZQapV3SD1E5KTOxu9AxW8bNGYExkuCAEBRUjXGbQbi11VUYes2ZxvinPlFRED5UlIA3GZOUzCi6xqGqvVtJ0ARJVhtPB82Pc42MCftMqy12G63YF44yV8GKBN6WkKJMQwDFASFhWEFc4d79+7h8vISm2EH2bkNoGPgZLnEomP03RKPHj0Cc4d33n0Is+jB3QLB/uTGTyBQKLkx77setFlD1bVWs11cKME8CgVl4nguXBAROpM2C2vtaA3km0HRx2Lx4N4d3Dnp0RGjg4UxBoC4Afa3srBrQ4AVkW+2vsnZug0QiKtvKCGh8BzSM/vm/zErMOcfSWBsM+H83hLyKe9n5hJinWExqlTISVfRdJ61BgBV/SUAv3Tdcg7BX2+CcgzzO4mUUGG/N1y+jo1bge8o0mZwKF1nfEJdgpuZTwGmCRCQtRZPnjwBfPm73Q4PHz4EGYaqwhgDu7Owqthut9gOO4gIdusNhByW/PqHXsHl5SVIgcvLDXY7C9N3uLy8hL184jaJRe+ZKrDdbqHE0EGx7HoMg9MCjAGYSiaomSbMfl11xjQZSq75tSCkKWJmGGIY7tGzgkiQ2O3VIZpjx+sq8+QYxnpluMkzfREB07ODj575BnBVygfaTEiorcmwTysor3EmWSS8I3mJmOyZNJFyQ0zamFqDWOLXDtY4fMIESayexLnhClnLWlBR63NqT66eZM+pM68FaKPeHAIsEh9tbM6tcWAnijbaEdRiPxaZeU+C0Te0T+tnS+mqHvq6HQ7i8YY91cjgwtioKoZBMOzES6A6kvwCWSiUHAxGZNAzcHZ2BiLCuxePIMxQoeippGLdXB4c3PPuo0tsNhtw5zaQgdTBOsMAuxX0psPl5WOsN4xBCdwZLE9XuLi4AOA2GqhF13XeaUGBAdiJhfYKwz2WS2A72IJ5q0YkH6yUrQH/2ToHBUsWpLkROEBGQUJXdEjP5iQQkGE3J2kHIDg5yEgTLzRslTiGRB4kpLLkuj3uA8cbmQQDFD2bptayTysI2mD9Xg6CSRp8SyNoPVesiwC/BaavgGCIZQISnQKsOk3J1VXouiDlBHceQS/MBjBnhDucwZe/jVW28SC16p26d6q+Q2gOx8/rrb0LRNwEUZPhhLnmPTGx90364BkFOIZcbDAEmAoem4Ky3O/jPqnrbvXbQMmGoH6BtLSSeoxs1tjcMyIw9PBMaAMZ9h4wBJW2VBogLK3etybVJEXDMHbeQBvemdn10eXlJRZdDxjCDoLev99qtcJ6e+mgIb8hLUyHi8ePsFwuAeqxk0vHyLSHxRCZj7UWMsAxeu485GRhCFBLCOjNatFjt9vF98hxfAoQnQHUg1uxO5VLwcAzptAT+fzMyw4UNCJjjMNzqv7Ny8gHkLW0UcxJ2VMwZdDE9lENeeVlTfOCtv1jXxt9jf7/webhyBhTrKlx//gxi4KmxI34GB70wmwAOdlrMtxyZ84nlx39nsqvGf7xauFcW4M8NEwYegGBjYY5jtfjfZoz1PRsa7MInwNNLap4B5XTkyvmDxq/Y8lYNLuW2p1cXxmEPj0LC0DBmRZl1UnJKqX64Qy2gLJ4BmXAvpxgxC3a2nhnFYfzO/e79PJKwFYVROo0DwGEGFQtSCPZezNASrBKePJkDQNF3/foyG00wzBArWDZd1h2jkmLCCwBOuzQ9z2W/QqXl4/R94zV8hQ62IIZDMMWYILVHcyWYIhxsjrB9vIJiA2W3RJkBKYjvPPeu6CecbpaQAfGdruFsGDRGezsAFXX3sTFXf+ppPeLJgFF3BIKrB8eGiI/ZwgAEZL9nUBKYBAMCCS5EMPO6Jwrn9kmoEKQaKz2dea498SSoky9FP+sNgSRWmDJ10uaL8ElNkj9AEgKLb8WzMYNyhADyfqPtcD8BUCXzS/J1zIQI2DieiWJfRfWixyhCbwYvko3TC1voffDVexmibO/949qiXKejm/z++VepzOvQ0RYLBbo+x4L42SqsNkyO6+fAMsAro8WiwXu3LmD+/fvY7VaxWeCO+hqtcL5+TkWC2c87roOu90OFxcX6PzGEcqy1kYjdbABGGPQ9z1OT0+xWq2iJrJcLq9lL6nH9qoa73gc37/5OzenDuULL4rbZ03PvQbQkizz32s6ZEJOwUKF5NGoZ1JNvUJ9ORERlJ0j3NxESjaAw+qdchvN25R7TwUmVwRPFQ0NWHnplqbQUX8FiMWVHfqwHrPc20GglRZTtxGgKJmmFwkSHLsyMg8WVvbaxPi9889Sl1m0gh1+TaXHRU7GGCyXSwe57DZOFbdwHkiGMajAbncOOvOq/WazAYni9PQ0Mn0iihuFqpN+h+0GRBQZuDEGXWegO6BbrqCD9TYEwCx6qJLzOlr02G4tjCHY7QakjEHWWC6XIPVSpsfE3YBnGqVOQyVunWT9wwyLOlgs0RQOXvRxZS+r590+2Kf17JwXTrMNB2wCOfRXF3UIBBR/m2EHAffPn6ntlKE+d81CmYs1WffnHD33G0CthpX9KtU9bUp4b1C9aow67+g8DrDGEg/r2PkNYgzV5PfmTHtKNc3LCFJm697we8u+ENuoAa9N1xSIrmrMDFECRfUfQMPoW2+c4fc5Ys6gKKGo4od61LeBNMFBlqRYQIUxWsZjW0J5beNt6KccaxVyRl0BgUwHcAeRASxhG0uL2apEzx1DhCUzlAjbYedgFgK6RQ8SgfVumEQEO2xhhw6GFINvdtd1gDhPoZOTEwwYoKToyXnyWGtxvjrBbr0Bb3dgAwg7n3BWQtd3LvJ3u8FiscC9O/ex2WxwudlgJzuwteiXfpMZdk57QGLqIuLgxGzo8r4y4uG2bHxNtbGTur7Lf+2Ni6Mhj1WrHUCmXGvh2VrbSu6cAW5M654yxwxqQJH58/uExzGJh32CUAOkcS81obAGDilbWSHqhQqQg1hVk1usshe2pFyXlGAs46HVKLzpOCr7EHqB9BZp/Dk6ZkCP8/S9Pl0HWgquhDXzPlTdzOueNfiSM/zlf4GOkb5adN3n3y+agrFafS8i2Gw2GAZn0zg/P4/G3hwbTtGw7veTkxOsVqvC6GiMiWO1Xq8xDAN2u12EbkQE9+7dAynQmw6vvvKyYyBE6HsXILZYLLAZdrh48hjr7Rbr7RbDMECg2A672KYQIXzT4zPFgI6t51nMm5t0737W8/wm6nvuNYBILcOGjiXo1i4YB5m89IXSbbM9YdsLHUCxYIMRbyoqeFz2OKqvLiPUdUgukX0RvXNEVEIqOWwTBR0vOUNLiS4veUr9Te8V2lxO2MIQ3Sw8D+ryWg2sMxFH1wyF8fdZyKgtLc1k1AZ/KfcSERJAXYTmTmpvovJdA1MXEVhr8fjx4zh+RBQ3BrUCsVps6g71JqxWK2y3Wzx58sR7+ADDID4JXNoYlsuliyEgwvn5Oay1PvLXtStoCUru89vvvgdjDBaLBYbNZcxf1XVdGmvN+9N6o2n7fVt921pDrTiO5LDAIFNqay3ax+BC28NnorJN9b1T0O+++g/RHI7RLubsZCICwwagMmh0dB+kgHquuhm8OBtAA9eqPU7q3wPFgQweP8Vl8aqdxu+OgtSW++SWz8H79bck5jkpqMWUchjC1SuT3g5TkJG1tpAga2ouAKQ6CwheGQj4ectlbwIiaLUreVqlvqnb2FL9WbJ+DW1RBijDqLMAmrpNbiwCXOAS+NV9z8wRfsltH8EzhggwUKgMzqbAbpNkHav9qs5vH2JhxcKYPm4qxhiwIYgdICLo+g7cGQxQnJ+fwfASX/vGN2EhABkIPCxEjEEH3D07wZ3Fy3jv0QXW6zWIXM6f3eDqHezgAmq9wXjBC6x3W7A6qK3rGFac5rFc9eg6xk6BwW5BliAcNlF1kI7QCI8GHDRGoY9oPI+n1uFOrPNYgcAol/EElNl7QCAVl+QPCpe+I2VQJU3D74K2MzgUSOkgalPRhCaa4GHE+ZDGM6yNMfzaLIsdDFfemeppbRKsDFYXYxHqB0ncqJ0FymvpEKgSmLvseVeLDZ5SitF6naPnfgOYwrVG32G9ai0oX2ve3bFlvMyZeD4hmMfPUmOnbjE49zyP2l1fnwrWIt0P/dSTee6e+n391aq/28a5sYYwlgbzckO2yjkphUgr1BhR6yv6LHenq/p+zoCfsNKG1ErSFjCYnObj7w1ZSR12W5YRpHxrhxhsJLJL720YHZukEQyCNQ2w6hb2Zn2BQQlkDAjWb1hBQ3AbV0grIeI8fKy1eOneXQyiuLx4HKX/s7MznJyeQNeE7W4N5TJuQUSwGTZYbzceRy+hQia30VkVGEqbwCGxKlPz2xjT/B2AM2AGw3NwRBD29idx7RP1YQhzcygbU22Pf/490Jzm7Z7Z73AymtvVnJqc/yakMKFCaMrbYLwA5VxsGVYIplKxnHDj11mztW167jeAKZo3tB5XzlUpBMK0KPwepHLgOOPMsRQkzaeBQ163r6cimPdTisauN6OmBJbW/via3yyitnPE++zr03x8gwYW3vVis3E3XR5Y2W7i9z+Y+P29xm/v+j9Prz246/B+WmKz2Tivod7AoIMapyGE8weMZ7bT5LzR2708TS+iHeg7gZ77DeCQheoml/EQxjS2yDAF3kk0dl9MUqSN5dbtcJJ6kOhR1VcymFzqDykU5twzp2gu2ydwGHNNmsyEJpJL15kbZkiLQFRqU62yq9aNq5iCsggQCplBy+jIXAJTVX8GQPDFySSnbANIWTtze087gpeZIRZFLqLQTnGVQsWH3tukEUTvlMEiooh9Dx22sFZwud4miXYukOAp0J1Vh4uN2010p1jcMVicLLHuOmejGAhMDAMDpV3sQwOOCeQAwErQAsK8Jxc5rQLrg6vytdNR6aYYyPgobPFqjWCLjjz7IRlJ9k6iLd+pTgfNAEIwlgsEzOokFDmeyrITj6ih1zLzpqmeDhBMSPtQFayc7p44MyPV70sMczevpeAP+RX/mQL8nOYsiwWTgUBmY1Zqeu43gCmq1a85Q2S6p74GEOUMu5zMzUHG4cw2SP/kKw6C1SGMn5mLgRQro+uHtuUqtM/4p9DJjSTBRw03vyxlhUpptA0YdmQqDWhtjmIIgLMGzt5bPBfiCJAzrtBmcpsJCyAEIoMqGDm2S0QwbC1IFJebwxOlPQ16tB7S5sOKy80am42LJ1idnuLi0dr7xJWpiB2MUEKJNjcOEUBQMI+TxU2twxx6m6JxFP7Yyy+cP9DUuS2V+UlG5bevOebfZoNuLpQMOBiaiQiKlH3U/atNKDFea5RvGgzmEP6wD1I9lF7YDeBYmsPynhc6BGOtyRhzVFbGg0gZh6j4V4GF8oM/JOPx+ZkA1rhDUJ5mNtJjSCamTS5cBElyCoO999KdGPBljHHpHbxNqSMGwwWFBS+i4AJs4Ayfyg5u7H2kcdd1WK/XABOW3crZFYxiGAa89c6jou7FYoH1eg21EiOKhYC+d6eMQcbG3qn3d0bHw7xPZjHy7yBym8XzSc/9BhB3f4w9P+LXSSm0/JwgjLHLppPYgQTpu0VRTuJkZMwTjhnJz29NdcakWFm7DEx8l0K59MyjlekTQHFGbLg/v57fPxVMlmsUsU1ZzpfUr5kHEDDKMhhcDpsGVSSJh1SRu346qKWSJv34WlIwNGoBQMl4gueR89DhKOGLJkk3sN6Wqj3rRKBBW8ndQN34jIKSFGDRIgNq1FjY5byRxoYcXDFjErbMocBCwWCsHz+JsNXCLNw1b0AXEZBYiAWYXAwBADx6fAmVjcseutm6hHEVLfsOw3YDSwbrwYKsYLFY+LnqGHrwIgv4frG5BSil6AvrPIwyY2tuKO9oPC/zvnePBK0LIDY+AaHA8pCtGY7BT8HDpnm4C5ODgAPMCSpy4ow3oDHkM3VvGzoM6yVHEyacGFA+3wrpDC6dbFDwNyGZEFsFJBKPKHUjZ+MhP4fSc78BjBYZxosZKL1P6nvGcFC7nuRFFKChaV9ck/MxooMld1UXBQgg7RYYeyK0Pof75q6PruWeCMjV7FZ/eUPynnco7Boz6r36BG5zlDxxGtcmUk9M0SHG6n3Xo5tq+EEUMBmz9kGaeb+Jz5vpXCTb0t4332lZa2coGI9H5LQIPHzcvnzxZNSVhhTnZydYbwUXjx8BRNjtMqgzuFcqfFRwgsDy7qIqG2jcvKERnuGYpXJaA3AbBwOUzsEWojIZ3xVo5OEXBL0pm2CF/8fnRoLNvIC5rz1zcA2pFvxDZIjV1Q4L4zI6lGcRJ/51KD33G0Ag8gZcR60BcYbKNC6h81OIdG4QjHcVUqItPpdYcA0rJ3y7drEbSeXTrzV6ro4FaN2X0/Tk8JRLQZpJtP4Yx5SmJ2kAolr4V4d0ESVxekxLyRkIkqF3X/STkokLWCfI3NE4rlL6TgfG74+BdO8bMmMyoOzSSVhfWsz+2e5xC0V+QljqSy7+Ve/+aFWhJDDCDmP2hsW8J4JhMsQGWCZQZwC8vzaAnLYDYEwH8Abn5+e4ePgYshPABCdTZ69iTeNHtMhK8BlXs75txXHkR3qKhz0iEzVeUBKXahreeB9yI8UMrgBIOGrYBUbuO76Yiw3cn7wNaJ8gU6/VKQFibo3VWmbxPRml3B8F54aqfChY02bIMY0qgEybp+pZqdKiBBvmMdDsC7MB1HRTbqA3TXke77l7gDKt9bcLHXuS1/tJcWHP3COB6Tsdf29Zc3Rn0RdSXe6VBdEUXMbOm4aZsfCnedVeaMYYh99zSuZ3OWz9faUv6U6B7W7AYC3u3j3D+nKLYThOUjyWrro2n/ZJdM8rTW0y0/zkOFvhFL2QG8B+g1IyVE3dO6uWHei50Hx2n+SRuXDV1ErsllNLM9jXF1pldgxSdWsDLY5knCnTPTtOu+AKGcNwU9lIFQBxO097635Xd5Cu2wF4RFSISUU0dfbOeTAcECSpsc2A1fVF5zUCUGVnIQKIMmP8/nkVPod/ibx24X8z/jdjDCzKc27dpuCSuVkiB52wO2dgqt73Lh75Ng/YDe9i2DntliRpZtHrzWtIpEnqj1lig9trdZbE3MYYnmvFy+wLjAzl11DKlPCXr9varfQQr5kWE3af8+/lqYD5M3vL99HVCjuqK66Qqj9rW2a60vCF+nY+ESyn9gQomX4LC8vhIGfoqgc0GaVaTLqdpdBABpuY8562MlAwIaCM/Jtz6wwbxNwmUVN54I2OPheQTA7laB0VjOLZAt/VPNZBE0P3iyI3iibEKaWRzn/L64tZJkmdz3ms10VnK4kzigYDpjcsJkNY5bEieV0cNzyxcIsn4WPIl4ZV9QfXZ7h5hJLc/8I4dxM2ACBpE/m7hvLCNze+2QYhDDZpvPu+R9/7tB8dOddUdUbPBfXYNVI5b4adyzIKd/wkB56m7pjEQQXhx+CyHNE316OhoVDqwezgMyEURmIARbR07PeRjSwIQW0xQ6t+ivY5dvBk2HSdEJHK6KSMVYnv0nRS8C1pOFPU98aYk5lywgYT7GylU0X5LnVEs4Nms7KytnHeNs2yEgRtMXdcCP8egT7ejB7xjOl5gn6edVuelt9/TTfltve0+ueq5QZJ7Rh32+ChVZeTl5GCg6YlwejaWR24PmkszdMBGOOZuLsn/1zf26IpCfiw+eRsBXUyvxYd27eHt8G3pLavafq7qbk2NYbPA9+5KjIxRS+kBtCazG53DQtiwjDU+D62+E9TS1pw2ft4ckGPYBaMd92rRAa36BjNoEmFx9B8X+T9Vajp2T1CLmPhoUFrdV9ZzaWiEvYqXF11ADF8dHZba2nVkUeKut/zOeKkL1GAmEHiVXMu3zOXUPP27XvHsJCjdAuATamthaygwRUUcH346LHD+BddB4EFUxeZ1qEbdzjXOUA4rbFMFE4ZYyhZiBBUGapj2Ck8n89FVZ3NBVR631XrVAGol5J9WeHcCAKNlroKRcmYszm5r2/2Zd8N73EUFZHzV0+7HY3lyGBLD6G2vPy+rYzALcac46dAviuWB5vk1No5HYzgr0PRZ5O2ZlWB0fubQ6ExTH6vN05eVuM355It6DIoacqHf4qRTnkIRQw3uxaYaKGY51hrnkCsEXfhoCWNjY89m99rBVK9rWQrtgwwyiOEPdbMTvJ23/OJXkephrz7zk8iRXfnGPO07cXd3EV7SRAm4iWCg3yoLEFVIQywBTabzWgjqIlEKztLlkyOFAQBCdCxJIgMIZbEL24QFl3nzxl2MNZ22EKVnO3ATC/pGGyXvV/I7jnF5IwxUA/hidhsHmqUvHPqyE0G9XMr3G7goCJhuGygqNOohw1CQMrJx85hHcW82Yfnu3foEgzMYzvCqG8aEFDgPcHV0j1Wwkf1eKdU8zJaN+lBjfBomHOcYfqt1R2yg0ZBoCHAEkwhLBxCz/0GUEsmUxvCoS89t5sPlTgxlSPkkPbmZeRUwwbxOqNIIva00bnQTltwtGyjlNL4lT9Tfz6GyrGaeMcqCyhVDCAi9VLqU6ncMaRSMPRMmna5+cnn3c8p5WjZyfjZuqZwZCMRTUZmu/mb/cDkjK6SzfG8zzVAL+k9mQ0ME87OznC6XLnU0Bt3ghj3ZipRQiyfqwCtWlqvSUSiNmiMiek7auNsXl74t/7dQrFC6IN6s0yuuEoyykdXrH+omwQyvxFE+x6G7Lc2889dUssySkSh3OSnYSImM9Ki43zeo6WWD03YSbwkEU7ui5sdTThnTNBzvwEEui48cgg5ddh9ftauaLY6hu/9coVLC6QVr3h9ShGnc5Ty8Owta6ZpxwgGV6V6nOYksJyZJMnXhY6F4EBVdYuecq3W/esEEoKAcPlkA/Jm8twmILjZ9z1svA4rZw4GOoaiZH4jpbXLPvTeF52e+w1gTmKvvWsspQWZpMc8G2R+zdsMQlk0Xsz7Np2mBwEBZGvgo11ezvSDe2aEpA6cWyElAWfLYSTXemEQAAAgAElEQVTFJKRmdEhFK9ENgQroRghgq5XkUr+hU0/bWGr6PijcObtE8TALV2ZD2wgD5s9MTRc5ehYREJlB7LvCEyZJlkSpbwYVsHEHmsO6QCSbY7YSNI8Qzm9dGLD3uw8eSi0bknJ78MTz/2BUDmUQyNsbQuSzwZI6F4xmFSJOeh5EANnCkoElhqw3sJu18waCwJh+kikW/QnEjKsAwSpipH2U4ENGVpEohA46gBsaV84ILco1GahjA1gBjIlnEGu2fkoPveCVVGkXzgjgW+21l/REQUQKoXLjmvMEaruk+nHK7yUtoMIpmttEwlxmZlj1Gs/EvYW9UZPWSv7dcsWVlaGimEoe0Sz/4DsrIqIPE9E/JaLPEdHvENHf8L8/IKJ/TES/7/+9738nIvrviejzRPT/EdGfOaSeFna/zxK+z+BDpPHPo+1XlrjzdoiIO/avuqd23SyhnnF5x0At+YE1gQ4yBipPq5eqMTUAqcOulUpvmNoI7D6n96x9xfO/QySnKaN6+F4fmpGXP/nKWdtb7Yx9UvULc+ek7YIRpL+8zYdIj6Gdm80G6/Um9rcrWEGiWPYLLJadO0hdS7/xy+0G7148xLfefQfr7YD1ZnABo8qgxoYe5kjB4BtzpGknU4Ah6a8qqy4398opyvHXU5+1z58+hg4Z66uWnb+X4xAN4WnmuX1lA2k9BTfq8Fdg/X6Oigis7BzEAxvnaX59Kp/YHF0HVxkA/Geq+n0AfgzAXyei7wfwtwD8sqp+AsAv++8A8G8B+IT/+wyA/+EadRd0E6pYi4nuo5Zayzhcer8JuvFMoA0ibxI41tPkRabWxnrMsy3KN9C+771rpzvdK6/LGIOzboEHZ+c4Xa7QcTpc/uTkxM0vJpycnYKMg2jETjO5m4Rfpmgfgw0H1j+PNBWo+LRdroMgcigZQzjk9mPafWUISFXfAvCW/3xBRJ8D8DqAnwHwE/62vwPgVwD8Tf/731U3U36ViO4R0Wu+nKMoqGRFXgzkHg65atqCGTJVszrAJXu/Y5uVjEnEUZ2fM7C1tI4I5Wi5keT3hkUffieggEgOGf7gVZKr9DZVXTWUYq6WWo0OOZjymnO3zzxNcnqeQTAVVJO1nwIkMPYMqhdmwKiJched6QjT3ADN5A9y90ZFyg7/Ca6hSg4uyqNhVd3Zr84g6V4/aDaqCpowTDipWKBioYM7u1dVo4cHvKfZojPoDcFAcff8BH3fY/foAuvtBo/Xl+iWC3TEzgPNCMgYLJc9DIBWhgdWoGcDq9bZCCJe5jVSf/6uc7gJG18GF+VlhmO11Se/I/fTFBxktNxMnUZDgFq41JehX0P/Ba+uOGKpzNC/msZidq4HTS4kFTxyQ889k5rFH6jN1mSFQFQeJlVA3SIw/t0s0pnSQOAlAmM8n8umudPRgMEOOJRuxAZARB8B8EMA/h8AHwpMXVXfIqJX/G2vA/jj7LE3/W/FBkBEn4HTEHCybEsNNltsNbWs+K3J6e69WsDKIbaBKd/3Y3bngqlU7mfxXYKqeESZOeVeQDX0NGV/KWEvLTY5U3mZtIKomBl1oHaBmysA7Qp3z8LeM5E5tXVvTanfUlmtNoZyqOkCm/ql7TXSpjwPUDDshndw3kgu98+SDRZsgMGCSLBcdHjl3jm+9q1NPKFswQQaBnQGWCxWvjMYxHMeSCl+wgN27pqIj651F2rGxryM7WyIB0U/7IOVcgiqVU6r3XPXp2iu/EMhmvDM1O2tdz0U3gxjUd8+93w+17fD1o1fw4vrmWgAgYjoDoC/D+A/VdWHMy/QujAaUVX9LIDPAsD985PmiIc6CuNMer4uL/uWskUeMlA1I59iPK0c/IcMQmEXqDL5EZFLOwz45AK5AW/MrCcpY2Au+Vz53uylXcuuP/MFewgjDWkBQt/YPE+RAi5IwJdHAgMFxB+hSJT84gvcTLzWkdeX2iQog4yKhacdXDqA4K7Y3sRYnWRfUr4RjBk/ELrTSbZhIdf9NdVvpM5Q57zgnf0p4ODGayMdFGyAnQ4wcHZTGMHKGLz24AHW623UMlf9Al3n4DlVxUYAsuN5vegMSCWmjEgphINBNWXabQUAuuAvryX4rKiqWsCdrfXUhRQKGsYvm7NESFnRfRSfD3TSIoAq2zSOUMrLTWfcvlpAmxLuam0ouxLbW9cXvk/Bym4KeeOy+nMLNBMOYjbQBLcGyT+VZdwmTp0XmOA1anVnZBxI19oAiKiHY/5/T1X/N//z1wK0Q0SvAfi6//1NAB/OHn8DwFcOqANAC3o4HqIJFCSuffS0XU8P2STmJJDngdz4HDsW+2MdmAGS/eN8UyeiXXdOHULhhC/AMWKBjfCIDA7GcpoAfPpkhu5s9HjqTYf+rHPPiPP8YuPgqcvNDjTBIbuu8wnIgrYjznPIOsYzdeLZMbSv/9xamh6naUY7de/+64EJE435R4RQj4aFrib1h3t9IUfVeQw9MyMwubf+BQCfU9X/Nrv0DwH8nP/8cwD+Qfb7f0SOfgzAe4fg/7VEOvd9op2j78HKflNGnlr9mto4RnlMqvQBh6qoLZV6kkhA7CJ7nUqR/hQ2fm4lKZsssiFNRa0nP/OXyj/Ec4JdXpn8r/WOFlp429ReN0A7+rk1L2qmEN45HiTf6PuWwZtVCs3kmE0jROIyXNTusl8498h4WLRvoxXACk5PT52gYgcMmzWGzRqwA0gsln2H09UCy27pEsapa5tpbMbLrk/2BxLAOBdUA+dq2vm/Q+dAEcyoaVyUKf4bDonJ+yn3bglJ71xRrl1pnlyd6vELddcODK2xvYqh/LpCg7MncZOPjX7TLv15GgePMnpe4FC6jgbw4wD+GoDfJqLf9L/9lwD+awD/CxH9PIAvAfir/tovAfhLAD4P4AmA//iQSvKJM9IG8u8zRr8asw3GxZoht7D7fXhzTSGlQ4sOsQfkvs7pHcqVwZmkJ41JY6po0OCYysoYaAeAwWrCMRXOeIgSx91nX2G4NBoWLh1G2ARYaziuPBWsNsTX/vThHiIqfMprZh4hpyzwSv2hMKGFLc2EYKDiDWbVkYE1XAgoBBLbzMywPqXB1EYxB1NoiNqEQqkMsFKfknkQwICxGRTvPHyMrmPAODV/JwL1J5RZhT8iUctD2xvk5hSD2c19goOQUgbKxJh3MsQcOrFtURMT5GmISQFhNOdNNNAS0CnA5OwMDHL/Vf0UoKe8Hx0clMoXDnOmere8nFA/l/NlH+WbU257c8/n83A89tObQLZRFulLMp5EDkZKqVCcLz+zg06NT8lijHFxIBM1OB4oAAib3TOAgFT1/8K0zvYXGvcrgL9+1fquQ09btc9pLgDsWWXyrClO5CvGTkZD9ATemTOyQ95xqpy6vugQNVP3deu66r2HlNOiyMy0xo/dZ2st1gpsdwq5XINJsFz2WJgOjx8/wWqxjAzf5XJyB8HnKRum6qx/Sz+7D8MwNDGBQjvKNKap+TQHixwDmdQUefoNISgBfqv751CIeD/d3Ho/lHeoKtbr7cHlPveRwC04pV6o+/DHWr2furfO01NfC/XMDUY0imVVHIr1q6ZcLccyvfyeUW3RwEQgDvlRXBvjqWSqEYKYKrvwjhCNLpC1ljRqb2bgSikOrk75GMxpKmPNz0V/55tLfn9LBZ+q4+rtTlwsMBkRwXawKUJ4YWDUYL1eQ62FeUI4XZ1guVgCbCACrLc7DCw+mtoHAGnSVnJiEkAUTF6vUXeYTDpsvaUltzQzByNStku01mJOYdNIEm/622fUVdWYyRPI7g9tmpivrXLqtuUaZA3F5ojDVcc+wIzxe645NR/w9/qsocEwrnmKkFz3oYRQRDdof8jqsDt843nuN4ApqidmORHbeWyCz/oID47XbURvmHzXVKfstDD+OuoVOEzapuygD2pAISGvSygprO28RSkpVNaeetLGpihIKu+WIGXn9eyBfxwj8DCajje4mpkoj5l1WlwJFinKYAIaWH5NaeIDIREWUTv2opB6gy0EQMgYkDO2lJAuYfeUddJUmwSHnAgHiHZxzAXeG8o4td81XdF1C3A3YMEGZ4slzs/P8fjiESwUVmyWwIwAMhCrTYPuk+0GFlTkTepBUH9yyNApRFx6CcCfFhZQVm+sBlJfxzlr2Huk+b+GsVVE0Hl/+mCQdesnxeA4QM7PGYy1i3xN5Ws2P+M6jw1ALKn+LdEhLt1TY9z6vanV5B54E+1hZUDhsp4iQUVBqw4BmABAeboMDV532cltGoSMyVca0XO/AdS4XKCScR8nVUY1fOTaidixkmXXC3QIlHOM1CBDfppPY+OQOKtn6wu3zErDigLbrTOfHqaWhwRmbrOMvx7olz/aGPLFXPVbSy2P9dH0og3PBlx+am7k5UXNjhpluG+z9R1KqorUbRRz1QQ4KNQZ+vN0uYJhwUnX487pCYiAs7MTPLy89O2v5tpEXMvlZudsDOyWOytgkfIr6c465gI0jbBhjJhpkrmkTSPrc5MO30mwXrZuwwbs3X5dZ/g+p1RuvB/tsQ/jtI9hE9HIa6zeCOoNLNXcfucprfEQGBBoawNFmZSv4RQg1yo+brjd4Wz9ud8Ania10r+GydpyLbxpDL+Yyo2I4dakrOk6mOoUjSf2vAsfkKCfloeQojQO7sX+b5ieVrlXo2BsHGsKISZgYToYY1xQ2MIZnR3OPxSbp9SbKNoHiJNhEDjmkCd4yVLT99iWFmPR9sYwRWHzlex7+8YAexxe9tx8P2QdzJ2dfBU6ZI3O0U3PTVX99toADt1Ja9gnnfWbl1GW1WL+QRbnoKpn12qop4nRB8lzqtFS3hvJEhgmy++tEd4BKMIo7mJZpLs3D8BKeCuFYBUv3sW27oMyMkmLhEBUM5c8QG7yZaHaBb3BebA4Xx13IhWSUTGoujX2Gj5HSC68cwZdpeoUBI5wUks6Cxg8d5l6LgqhdI40qRaeTO48GueR4tqcbAjHMBMROH98KAALCu585DS/jhiGDUiBnhgyDLCGYUwHqxZWXN5/UQcRCJG73zeB1TYZOEQBRjzzWVVBnPxSDCi9T/UoM/uDfXwGVZTeMnnfBkrSfucgsXBIrbKvwfd9xPRTze5dcq8xKfpYqYQLWT1UmNVdU546piWgTNNYqKnXfBvWbGxUlT0g3GfVB9RlhyBxAUXmHytYjAa3TjW4VTvvHzusZ96ppOd+A5gzxLXUrcLQhxbOP7/bHmqwzWl24Kv7aeL3cKUo58A21xRd4EKyFk8WtpxcM1SkakZ5QlZNwQg1XnycbWKA43TBJbW8cw7GC2MaSEQKBhyuRSl1pq35Rp60PB7pOOXcmsZ856DJVt2DWCDMFw14u2OqAc+1WdusAGtRmIVLGKfEGKwH8FRjjiYAEAontTXamuPlRG5TCHONqnun2j+TPbb1Xf1GmSAkl5I7RLVO8d4a54/D2tp0G/PI3ZN+sw0+EagV4V8bhdvl08jS2IaPSiJygtCU8VxVUv6fLDcVAAhJM9trImdD+v7v+wH86h98dea+RM/9BnCTdJSdIEy2iUduGnZ5v+npwCRPN5L6WHJj9vyMW8jpRIoC0yciiLozf3Vw5sPLiyeRkfULM5mtdNZD7QB8+io0560WcHdmHm36+8qbomiEJiqk4kPn8FyCxhYs/CKRtYo/+qMvHXz/C7kBBDiCCg+diDgCWa4fLQwnHk5oPDVyK8yklvx6KGfcppSpsDamzW0iKTlXiFANb0GxdS0hNE3ShP+6cvLgIpTJzCh5I0xJbYnyXgpGqFRubTxrZeicY7a5oTa8RTzNKkqQSUKfOz8hdY73TIreNdk7Kfu+sWADDCKxzygbc/VwgiHjoiyz9wd8/zFgKvhD1QXvhACmFrl3cKkXRMV5a6mDgzrvndYTo/PToCPCS/fuY7FY4L2Hj7C2Aza7Lax1x08a7jFYZ5wlIhhyZY3qhYO3pjaAfOyj9KuOGYq4A2FUFYZNwXxTHqcEK+Z1ELl3JGYQqYPWyMGszJwCFP2zsQ21cdtT7pmU/5veI23wSuN+CHfPBWSW5xO0tNrs/ffY5kJ5I6iMEmRlKLlluzamDUjI/S8ErlIGH7sgxqTPh5Hf2QGPt7vJdtX0wmwAh8I47tr8ucGSfZ90YYRnZNFN87A2RiNd/vtMW9NGdUAFVRvz59L7Zql0q4r3STZzktwU1X7/uVePw9sJoDwysZ1krcA6M5tNDQ056S0vIT+C8TjJNi5SKuvJYaVah5ny/IgZWmm6/4whiE11dJT8zYkJpIRuscDKsEsRAXfY/GazwTA4fH+xWMAKwaFFHJk/EAKYpuNmpqCqKck9jm0w6s7EXgSqM54qXBQriU6elDa3IeXf92su7cj6mORw4vEwBlPnArTqneqzg20CoRzYIkZgqn3u3qlr1m9+TvA6JjfWC7MBIBxoSIJ5lwRG60jA2rhYM/+WkXdW6swmc0vCj7inqMt86BnDdOg6gCwdgyJJsq6OXIoIxjR3Z72Yg8HYwuUZiW3RtIhbvLLUcvIr3jhO4b5pvDP4qAPeZY8UedrtZNcu0wGw5jZB9YatmHw+ugyGYzTzDa9eGpJpOaE+Mq7dEf93lt34hFPbvG+1UvS5tqo+FYKTLhl+063675ADZFgBdmkb4YKxXD+AyCeHAzYywFqCoa2Xog0UO1c+GzARRAnEAlHr8gBxCB4CThoeIC3Dek5NxpW+jMppUdzIvJSadDByaUcqQy6ALGVJZugVRc3I8w1sqg3k11h0srDOcUKBOD0K43E2gHnUL1EuCAQMfpw4rtZgw4Y3uVnkPxfxARZEtkjfUoszsTcojx7310KQpecdl4/XIPtt5AV0JcrSq87R7GEtzxnGn7eScLiUTtrk9dem3LD3NFJczL9fO8/PHNVtdP7glWr+lO0DX3v0+KmWH2jqLa5z/OJViZmxWOxPThYDMIOgN0HPYl0+07UfhLkDq6zhJMoyBwQ6pv0v1AaQ8N75F6y9RsrnS4kn4NX16VWalRUoXM/xvznDU65tTC23moEWEkUUAUqNw8XNzOfnAYLEmXprQFbOHgbQ8lDKsw5GOG3C/z+nVhudxJSuCWWSz0zTVJ2rJ+XtobrcHIcun4/97XPqA4A//ythyjP2kcLDJdbxfAkLNcX3lCS1hjMEWtJ/TdcxHqvq3g3AYe1B2wPyDSC2N7M9FOs42jzIa1N5XEQJfU2vwrK96RmHs7egs3oezFHQqGLZxbXkrp61ong+01NHFLVdcuPr4J9vQw0gqmEwGQSQwzuh06RyPcy7bbxbBoYes1lmOUKIqBiLHO+ONUxNANHMjIvCgJobjAFvKApHHrLDy4V8Vk91fu2UwUOYY/wkMd0D+fqajLVa+DUTVw1pZtPB3bnBt6w/tzukMgKTMRM2mWIhiKLzz7ojGkstLhyYUqQmYDSZcygfSO6mqgl+iht9NKpxoVUR+ZQMSONVM04zI4S0GOXr98+wtYIhaB1CLrYgQAlabl4GhMViAUPeMyXuTVpgvMQaIQwGodMBwEXVng6CITJEZ5ic9xaasheE66oKE4/pBIBx7EtYV+QhLlIFqThoMJPjErPdT6O2Id84KkEkHgnphb3GmI1x//A9ze/iaNI9mVenNoTcPbcU3ByfKdK7BJtEZZvKoe/g6h35CgBQj7M797A9PBnoc+and0N0nQO9A40Oe5/xDb4O1aeHkTJIvcvcDIx1qASi5KQEaUg/LSz4WUuztZH3MJLsb0xzWtn7RoaLXDlT/UxE6Psei8UCXdc1s1JOj5Hgpbt3Gr9f/8CcmoKGekiE8GEHK5VjWuPrz5qmxulq87WkQ/pjzgY5RTux2NoB1HAEmGzLUTU8B9QagOBqVf+NSSLDrRnvnME3DMYxal9RBiVGnD/f9CQQAgmh076Q2Kcli/2ZUKf6I19keR+W5BblVXD+FsSQk0XbkCbwzIUlGrSnbTXT/ZKXGT6nxjEQD6gprzFKqX+q7fYIO0QIzx9t+I1NOLQneHTMz2nE+4xu8ImPvTK6zuyNz8VYmuyvpLlUyDljDH1g2R0pOhWjVB8E44y+Otu/9fuOHB1afSGajeh0WYfSFK+Z8haaIsok+bn3yn/bt/lFLcInNSQFdLDY7XZYr78NI4HL8HDrO9VGdTZhacEX33XgIEmqYO5G0Yf5YRopICfRnOvcIdiow6wzTDLLxpl79oQzgSU96P91yuhUnpdQf0omx+lZLiGsgsS56OXQQskMS7c4ZsbQ8CVXlFG9rCXWmWsfORTE/r1auGxUaxOuhDy4OafQ1tCmMC75xiOUQu5zO0Y6Zzi8T7kJquqofSRjd8JDmMuX3nqn+uXwnO3H0BfwW6PfPrga8M5jgRXj04MAElNSlBSEnWA3EJEoUcbAtWrspxi/BcGIYmmCLSadH62a4JRCSKDxYTE1Ndeb95CR6rf8/lbMyiFZQXOagk0TxNPe3GtB6Cp2lTIyx0BgYxS5qnMjHsQWaWGOKfO5przDWt4M+cIVOMY/SDh0uwNz1+zsGt/e14a8nlwaqKWZKakj/81S+sul3xqyaZVVM6pD4Ju5kP/83QL2n0vIuRHuGArHLuYbw7421LRP+2hJ+Ycw5bq+uhzG2CBNlE4EaxpMn0N78E9++gdw54Tc0aCBeZM0j9gMjCrXVNQK1PpD5TM//7Ap12M8JeVGg381nvn8DdBSS5JvUpbWu36Puo4pH/nWQfD7hLr8s/s+hiTrvsjLvS7cqqqOceRrFAq7Oy7Z3QuzAUxRk8kSDsYnQxk3cbD4dSiXUuqNZd/mNAUjXJUOgQCuSs+z18whfb23DAVYBS/fOcUn30hwjJI+879AC7rAT376e3HWn6RzDXCztqzJ/pgxJtf33UT/T5Ex5rmee1ehuq92u93RbtnPPQQUKHrOUArKCWPpPIQyKUOzgCsC0s48ZmxqpekdkG7IOznzvphR6XLVEEi7rKoCE7nswwlJeSoHbiT2CuW0JJz0xf2Te+uk+jNskYD6jF4As5thgJtMfspX4578WogAVaf3x/flXOJmQjag/t7kABckVcE44CZAOeLdHPN0F3FjRZoFzsBem0YZJM7LxzmF+vpEIJLqtAGTy+Ap5Q6kOxgCVh3h/PwOOmacn55M9uOzJCLFSrf48R+5j1//7a/i0SOFVUbHgKgWWTJbqSyKw90zt19Sh/3nEGAd7RttKSKwpDDwjEvLe0IggLKAlFObOHP7DPM6e7gL53cAUAzZ3CtRgqlMvnkbwryvGau1u0woYqRHyzLjuzToEO136vmoOTVRgOAK7WBxwz22w7dlJLCAstB5oMZzS6ZziKHmOgFMc8aZ+rstf0ifW+r3AXU068ux/AoLb5EQfNRmup7joc0D60MqZR4bdlsTuMbiAYAzG4jCTk7uUFY8GQkJzwdRjPgsN2FfR/a91gJDUjIRAYcUvBQ2p2mTSaBgx8hVeVYLVYebf/CDD+KpTioDfvgTr7s6BBALbO2AQYCdFTxeX+LJ5QaAx8tB0VgcPNlyCGoYBpA4l+d+4c4L+OT33MOHX72DU96AOKTFYJyulm7u+WMiRQe8dGrwr/3wn8S3Ltb41d/4I2zJHfBSTBGlyfFX1Xigimo4vnS+x1oeecEO0GR2UjLufQNSBkj2qGGYQ0giVHwYDAwcrnXn87/lmFDDY3N1tst3tkEVwTDs9t5f0wu0ASSaY2xtulm1cs6zpUWHJIa7KZrCGI9tc02BsQBecr9WK4+nQ9ofz3INGwGxk3B9N+ybBa7PAOgR/SUKo4Lzl85x/6W7jvmLwh0vmkF5ChArFsQwUJgdwZyd4mSxxMNHTxDOa4xpoIM0ipKB9F3nNgAi/KmPv4rXHnRY8C7DwRlMHbquw3q7cd5rAE5XHVQVO7vGK/cs/p1//eNY6zm+8fUt/u9/+TkYScF4wc4RX9H3LQgpNxYRTk5OYBlYP35yQL+G4yDpyoLX/nUf4gtuPjL9unQVo2+4f07YJEprMwS0HnOg/XO9AdQ7ZZnjh5BLrzUEU0wyZRdMA9u+3qDglaMV7AM4aTUfxgAvKAFGUcBGQhIzcqr3hIjlZRKqg3+0yN6Ze+jkG0fT26VlkIwTJ8QDayYlB00he4+JIy9dpGYWrFYZvPKDyAuJnL1Gk0l1wgmWctVEsCUbQxN+iecmh4htd5xh6v/6oBoiitMiHHsZxrvLprsbr3xhic+wCBgCgA6i4uGk7AhBErA4z66+7/HyvQdYLR1zZ925unyfbK1F34dcPRqDzQwI3DFILHoyWNw7x3aneHS5xna7dS7D/h0svGsjszvExRDudIo//f0fwwfubbHQne8pA5UBRMBy1WM9bHA5bNApsDpZgCFQL7H36DCwBduv4/UPMv7Kn/8oFB1+94tfx+e/8C0s75xhQQbGGHRdBya3eVxeXuKdRw+98mUwDArBdNSRM5YrYDyERymXk1UBU+6YUXrjRWk5y52PsJFMVUhDoTW0tNH69ziuExlB3fcurpPkdpwEIld+q9yG19yE5ly8Rg3bzlBuhFZVwCi2228TCKglxe6jsNjDgLMRr9rL5Hmm4blZXL2+d2IajqrIGDo1NNpDNIJg1xj9BoxcPackhkOk2daB92Wlh4UYJlgqbE77J33YZKYot0sUmPPMgiqSfzFDhmx0qP1M+s0C0JHWYFRwdnqCl+/fAzPgppdA1PluddzHjcdai8vLS6xWK2eErDQLggExsFCBWQB9t8J26LHbbHGx2UDZgNVAsYUhRmc69AA++T0P8PIdi4UdoOTbqM5ldbHoAAzYbCze+uo38Ce++8NQ3QHEMAQoObiqY4Zb/gLBJVQMvv977uJj33Uf//y3fh8XD3swncDqNnoPLZfLGCEf4DWxNOkGCnibkQi0g1sLRZpmKQeiMY6tNXkIzt700PLXQ5rr61Ldln31h764tvcPcltjurbb7bDbDWjZOqfoud4ASuLGy7eZXUBzczgAACAASURBVMHECiPu/iRTTUwd1cIlgmqW59szOFJ4Kfl4gKR5GHfO6Or7dYyBh+8jg5M3FGkR0j6xgc3m3R/3pfu9jYdK2IRtnuWUszzyWfmcfO5ZjWNoWSrueDz7AfBTzADaSEFRvk9NaUxD3ACrwKhgSYr7d+/g7t1T33fO/VDIpelw0q6BVQGRkxR70zkIxwoGKzB95/zrvf2FQ9ZWBZgIHStWnQFWS3zi3grf8+qrePvxJb7we2/hyeUOC8P43o9/N15+sEbvGTPYnQ3MzFguTsAMPLkU/PGXvoaPf/wNF/dCBkli9ecDs3PrXBiGRUhxITjtCT/xw5/ADow//IO3sF6vcLkDRHsM0sHQIwzaQWmAy2U5LxQkIzyB4ewkSskkX69jchhUfHa87mZGP9eeswyjtWNGECZaG0Fu/6jTw4Q5kt4tdxeomjLRzKmNqbApZb8FY3hrQ3SfQ3AfsLMEq4czf+CF2gDeH5o69JkUaeyvvqE/dWppD1ctp+yDaGq9dtnvJ00xFIY4o+zS4M4dg1c/8F0YhgGqW9ghndGsFRQJ5HOmrGMYhuhxxgqwcRtO3/cuWpcZd85PcXanx4ot1Aoe3Fnigz/2ESzVB+MNAxa8AGWqvzGMvu+gYvDo8SW++tbb+O7veQNEFiBnuGUorC1jOQIuL0pgVgDG2T/MFkYV3/exD0Bshx0rHl4Ifv3Xfx+GFhhgIWRu1HU6Rgs3pOgp+ORFovpgmKlrrfV66HvXmQYOoed+A0hqU2v3K+97GhMk93wocPjMDpDXerSBOErGDexvophcYtgrD8uBk2dGJXY50uefn1ukElwnMa2DFe8uhy+Aqf6upb5DxoQz/nNyQjg5WaI3CvL46jAotjvFxg6w6so3tCjcElNu/pBwrQaRJNbFXTDcWdgt8O7Fu3jnm++gWy7QAzhdrdCd9Di5c4YHp4TlkrFcdgB2UKsgQ+g6599urcW7b19ivV7jjTdeRb8QGJ8Pn7wxPPZHhpE7m0TQvtTZJqgHq7izEGDBZPHgruCnfvKTsLTC//HPfhMX2xVUyCGQezTyQ6jlFRN+y4MQrxIn0IKNIjRVXWtpBFfdgHLIZ+7ZArbM+ErreqstKXDzeCPztTcAcha7fwHgy6r600T0UQC/COABgN8A8NdUdUtESwB/F8CfBfAtAP+eqv7RvvLTxLKoM+rV9+WUq3H7LOn+PQpGVZdV78zFNJFx7o4cYTFZ1Va1MPzOvcOU95DL8KlNBjfCTLONU8Vm10NYfjYFDKcD3qWcdG4TSHXVfRqgJ81cREO6hyHH27NyDWnms5+9K8aeIlLFeaS6szHxvM25Srq6rYbnGJZ3HqJL7otEBAuLTgHoDqvlEquTBToeYIyCSR12rkC/XGLVE4aFY44hsnQ3ADtRF7ehCbIi6iBUnpgmZHxSON8HxqCDhekNiE/x8GILgYWVHu+uBRdvvw3B13EKg65b4P4HTvCx1x/gA+drcGT+im9+412cn57j/OwEi8WAnpy7K5keAEGtBWI8hoDUsf2a4Sqcr77C5RACK0iAjhhCW3SW8Bf/1U/gzXc2+LVf+xIEKwj5Oa09/JH2AIBOCaf9EkYQDzN3HkUpv5Mxrs8Ku5Gf34WdCyUMGOdCRsWcVC4WTf4M+TpCfVMyVEpb0S6nPDIybFL5Qe46eQbDHKPOYUgiE3F+VTviEUETVHKOIp0S5Aivx5vwj/wbAD6Xff9vAPxtVf0EgHcA/Lz//ecBvKOqHwfwt/19z4SCe1RNzM47aJ/bVAtXP4byPId5euHr0DHtqROQXaWuQw1srd9v4n0P9dOeao+1djKHKEPADDy4d4qXzpdY9haLnmDYaT95+zsGVgvG6UmHk9Me53dPcO/+HXzg3jlOlgaGNP4tesJywWCyIAzojLeJgADvDmk6woP7d/CRN87xr3zqVbx0Dix6g265wMPHj2BV8fKHXsWnPvVxnJ0T/uArX8U/+xd/iN/94mMoG4gAX33r63j11VdxctqjX1Ccz9QZgJ12MNV39bg6L5eUIp0ZcY30bLBaMM464CMPlvjL/8an8LE37mKBoRAYrkrXnSP7qHhXTX83Sddda9epd7fbHV3/tTYAInoDwL8N4H/03wnATwL4X/0tfwfAv+s//4z/Dn/9L9ABIx6YT5RQNM9Xs59q9656IYQO28dQR9fNxP2VD7J6iT/+cXqPVorm0bONv7l2TcEhuaYQJfQq4CdXV6eYfHxedJRWoH5GyLkx5nUGtRhw14wPgNpHqjrCSkfSazZXjoEjzk6WeOWVM6xWBGMGGJaMkaesoIE5Opc7C0PqNg/awZgBZ6cdXjo/xdnJAmcnC6yWwEt3l3jl5bt4+YPnuPfSCie9oDc7LHiHO6cdVqsObAR28wiwF/gzP/hR3F8xliuD5bLHa6/ex2vnHT5wZ4s//alX8YMf/RA2ww4Xlws8fE8x7AQf+eh3Q+USKmsw7QCxUBZYdXYHAIVLcT6WLaLsnd13jX+KHYjIRTz3G/zZP3UPf+6HPokFERRbBOm/LgOAi+rNWE4Yz2BLaEn0eVkhCnyKRmtBqDgbJJ8TZaarNrUC4gyRmxMT/dhaa3N9XV9zn1PrnNQf/qbXeo48HLORXhcC+u8A/OcAzv33DwB4V1WDa8CbAF73n18H8Me+sQMRvefv/2ZeIBF9BsBnAOBkWSZwyzs2Z+Qt98UgBdWGqrkU0HlKiBZzLpJC2ApqCYPBJuLyLXjGSFL/mThl8dQMhqreFyiRqbplzZQPrfpHMQZSTPIuZID00aOh1gBj5P1jgxFUtTjPNM+WWajjse0WbACxXr0OqnPj7IOWFN+iOlGdDe/LBCN+0SsgYDA02jRYgc4QXjrrcGIExJJFHof2sMPD4c9XVoZld0egTt2bgSysATjuioDoFot+gSURjCrOT07jfO0XBnZQbDY7DESwQ4/VYoMf+P7X8Vu/81U8ebLGB+7ehRmAzaXBo3cewRJjkAH3TpfYrQFaGVi7w87u0JkOYIYSRbtF2BDtoBgK+A3R2yZfBanPE6TB2R0u826CPVYMfPTVM/xmv8OwI2hgKaoQUnRGseM1OloB7CKpm+7GXjBiJLOV1kZrHK5J5sy+JdDYao0UTZmIhyGi+FxNAQ6qIaLkEDBvMFdNm53VcexRui/U72J7nJ2mw84KiBdQEdgjzn+48gZARD8N4Ouq+utE9BPh58atesC19IPqZwF8FgDun58U12smFzDEllQfKGdwU+Htrc/NNA2FmtuWVqRRXs6I5yax6tgGESavIAWDaVVmHv1XT/w5ct0xn/6hRfsWYUrd7I1gjWeZPRafzw7Kx4mjlqWq1Slv1eaS2QNaRrJYJ/wmr+4RIoOuc791RGCmuMnFNOEKWAnjEjQkQQgIMsbEKF73XgL26ZNJfEzKsAEtO5iO0JF4WIUguoUw0HeA6hI6AHZQLFcD7t/rIW8KVqcneHj5EA8vH8MsV/jil9/GyeIMqzsMa7a43LiTo1w6FIcXu7kaQW7YweeMaQgJ/hVHfVXMXU3P5FqYsktBDHqET//ox/CP/s/Pw1LJUrrORSbPkTEGotafFDafwmTuWn1f/U6ta1P2BCCtibkgsX1tKxl2/nv81CgptxtMxw3k63wYBn/GNR2Fa11HA/hxAH+ZiP4SgBWAu3AawT0i6rwW8AaAr/j73wTwYQBvElEH4CUAbx9T4VVTEn87Ut4XXdfFyVAfNnId20VOzF3MoXPcc4z5U/RSwrdDae69DmlfHZDH/jfPtp20HyQ3IZ9J0nvugKACMIdo5TJ7qoG3K6qCjAEbg91mi954PJ0J+aaroi630uDiA0QY0A4f+64H+IPPfxlf+NIX8OHXPgwG4Ytf/DIevPxB3D9boOet06TEa2Fd79dFgEgJVgyWvYHo5cF9G/vogLnj4A530tnrL9/FB+/ewTcfXsLS0t9hYUyf+lmqzHEz5T6PZMz0mRxTNLfB3CSF/EwA9nsGZnRlG4Cq/heq+oaqfgTAzwL4J6r6HwL4pwD+ir/t5wD8A//5H/rv8Nf/ie7pTXd1jNblGPa+AbEqEX8nfyxfTiOcUtlDFgIoRxxRhWDBkHA95CGnBIWoJik94uOi8S+c+xqoyPkfbARzeCEF6CZIe9khOGS8GpmuUdV/hS3ClozS2UEoliEk8Y99P1golBUWtrg3f/9Rm2dx2VSHiKS+D3CQ/yyV4bzA+WFdpCon21Bu1wmnVgkliEsJIFYnecOiX7g0IeG+HL8mVqhx5bOBD7hi9J37W3QORuoMoe/ctWD8XfSEjp076ZMna2w3gq11fxHOImdP2FlxLqZriycXawx2i5/49A/g3pnF1775Dbz5lbcAAB0LXn/lFEYH6E6d9qEMQwpgcGXtdnj3YsBXvrHB4vRB9IQqbGhIBvGAa7NvT36QimppPB9E4meWkFhvwG77CD/94x+D8VAb/LGmp6tTsDIYAoLE9Cdu6jgcTknAcPNXyTRh36vQFP7utBoez7cwK7M5VHvx5BpBKWy03AsOoxrZYOX4t/c5f7KdHRQkjJ1SHO9D6GnEAfxNAL9IRP8VgP8XwC/4338BwP9MRJ+Hk/x/dl9BQZJyn6dfqpZWQt4YY0xx4lc86N3TYbv5YZHEBYlGdbtu2xzMlFNu5zjM8NVivjRZR8g3kwtkuYEWVG2uJI5xk7MNULHx1eptkETKdwmTO5DQeBNqvR8JjaSapgHMS+7FwqVk34gHnKiiYxfly15itmILCS8iU0To8pxTNACs4IDZwjH5cK81mcru00iLBU5PT/Ho0SMM0qPrGGqAJbn4WFILkcFtENse685iaXvcPWX81Kd/EF/65iN8/nNv4aW753jtQ3dheAB3jO12B+q6mOLECQEWu4Hw9tuX2Ijgy1/7Jl466SBkkXD9aUgkfj9gbURBLKIcW3zoA3fw5jsCsE/BciAUE50niGK/ESUBw3eo//+4zPqMgxKOabhMj9KTZE0hasI/QAkB7cs4fCiM5Z7J7m04kow/J+xUVbHb7eI9z/w8AFX9FQC/4j9/AcCPNO5ZA/irN1FfTXNubjmF0O+bgkUOpRYufQg963aWlZcm8fx3ABETv0maMr5dtZwWhT41xoDVSaSPH13i7mk/2d9FDAYLRvYfTouSshDxkL48tOf8/Bxvv/MeVBWrxRn4lDws1GG57CB2h8vLLWQn2OwUdic42w545WSJ13/0T2CwW+gOeHT5BPfv38ejR48gg8V2M2CxXMD4OI71VrA8eQmPL94DcQfy+X8oS8EwR0TJAWDfHMydAwYSfPrPfQJ//x/9Bna6cNCUMd7v/+m4Rs7ZBOK6eyo1j4U79/0pVdYgEfEpub2wd4U3fa4jgfPObO2sORRU5+8I0mw+NdQK8m6qrfaSS8xCAOrgMy85Kwp3tnr6jaR+ym4kOniYysWXHayd1+XPBs3vDcFVAkGX3T2SZrRkCC7YDghvF3P2iJe/M04YzhJgn9sm0OCzPboH0/kNURXnLNUxjVXv1vsTUbkH5cJSGBNy0riKy30PeLdfn4lUrUCMK6Rn5zjg3AqBrSiGTNJ3EnCAGG2ZV0Z8YKFvuiGG5DuEZNGqHk7y2B8AxYP7L4HQ4/f+8A9xulzgdLXEsid03QIiwGLR4XIYsLOC9x5vsb5kED/BctmjXxgMwxaDKN59eAHAHXs6KEMu1rhzvgCguBwGfOXr7+BDr30If/THb+LjH76H5cp5ITUpY6CsPvI15inSAiIJMIh7dw8XxjThwJIf4Xs/8hp+5wvf8GvHG86ZoBTWKFBvCLVmrC5fbTlHghNGlnuL3cOujAltu3Veb/n67Vw7sU+8EVusgLOQofH6bJcZ6k5l59fGLsulD8+Iu7jSKhhqsOoyvGK8ruboud4AArWwuJqOkR5bErmqwmScJQxCEVF8EOcO7Wy7Yk1JLPuMboV3D40nX0nZQtP5PinK0Ww6kIBDEjnoCI8kv9HmDP6QOnKJOB/XOS8kp7IfC93Nt0VE4uFsIaKX2RRSnHiXXWL3m8uJ77IthrlgqHTdBXINkzMYL0THDiDa4VOffAMLw+h6N6/InZUFEcGT3Q7b7dbDTx0220sQCQQC7gxYB8AIXjo/wwI9mAQiAwYdIELYrBWDZXzrnYd49ZXXcXbaYbBPAA8DzUnNqY+SsKFV3+fwjGpKmc4AjN3h+z72QXz+D9/yWVGdxsQqIIzHPVC9JsV7UAlJFifiXVtZ3SYOKubFVSln/uHdRpHoDdy/FjzzdxnP0XKDaNW/j1pwsjsIxmKz2QD/P3fvFnPblpwHfVVjzvX/e59Ln9Nt2fElxCRxECgSAsJFPCCEeQkveUlIhIQSY+QXCIgnIl7CAw9BQoosIUWyiFCCkAxYSIkEQkhcXhBYIgEpirFJ07bbbXf36du57Mv/rzlHFQ81aowaY865/vXvfc7pfVyt3Wf9a8055pjjVlVf3WiqddCvpTeaAfjc2gvFCTl+QWYuVZAcnwws27G1amTsB1OiilwkIfbNPWT5HFMztHZKUMvhO+3/ciT9hm8OWnQK2GS9dP9AbQt3+D1gj4Im2dPOIZ+h4b1bJk+vo2D39Yv2wXTTuM5GMjJDIjs+3VDt8ysl+4EVRVGwWNAVc5knb0MSks5Yda0ajRc4b26f5iLKWoyUycch1xQF3g+fK9W1uv2Sp8go+TFmWqECLPdbR4QTE0631hKr4OZmHsouzlAClvs7LDg3Rs0JKxIynXAvz7C8JPwoGPfrhJlvoRAovSw1FdrB6rNOQTtNXsMhZLysbK3OoaAoS3AfeaIZT2bBe28/wfeeB1yaGK1aJENkhOriIdwcL4gEC8SGTQGrq5AgYKTEEPax7lMj95l0SwprafPULpS2jlVbkhA15mbIgOChIjNxbX9a0O2lTKWAa5cE8Ak8n7CuAoHWymDX0Ct7AX0e9DrjeCnFwyVPm/E6pzfVNe2HRYeG7Vek18H93Vh3FCjmKT96hif14BURrFK8KYo2sEePfU9O9s9tBCklS8+QGNF7zP/b1qX0/2j4F96LGdZeYogSvvH17+NrX/sAYMJ0c8LNW+/hTt/Gb377E/zab3wTzz+5/A7uM9Z5jOm+N83oFQPYQU9Y8U//Ez9twW7zjE+LlLCJBo4ayauuwzGi/XUoehA9dk1fe30UqPzzuq4lFfnjEua90RoAcJ3UuInYA5qb4zCfqtqiT6sbleO9oY1BJd1bXPW7He+GC3WL9ttADxVc8h4a+yIipYpV+b2TtLaLau+7PQNWfQ4Txqyi+94WqAXX92hbaenx8sfefETPH8lmg6gePRXOscOT4cFLCV5Qm8BYsmLmJu2u5Tez+Za2SUHEJjlr+77WSiZCkpY9UkLxE8OOm9Zl0m0PO1QDdVg73haHv0VLKyRVUwUY66p48SLhj/6xn0Emxre+8138vf/n17Hc3SMxcMMA4QbA2aqS+ZiG8a3Bhm52UdOI9g5aCvBXnRchsCreuWFMnKyuArniUyItduSySxg8EdXDn5RBJO3ZHfqmIN7Zd8oAqFaAix5lJASmvUj6XG12j6W9wNRReh9h0EvBqtdQzhngdLVw6/TGM4CKEUdjpn9QH7gmUT1E8dCPi8cGrjck93QZornEKMbr9mwQ7BkwqV23Dv3xQy0GZB1FQdeygp2222Od9rnFEkh4Nmtut7rE0UFdBwxpxyW0qy9LrZ974+wbe2Silw4IFTIMnQWMCRBLTpaxQnQq8AFXI6QxBoP3DDJUnM9nTInByTeRPScDoLJNzOhpmHZzvdSKuQmJ5dUPXYw1gYESdFY0Dz/o7V17q9HoC5/3zjUhEEs5pAS3N4x/9B97it/6xrfwrQ+e425ZoWKlK0kZN7fAO2/NAN13cI89xNpx4aGbFW3QBoOrkTFry+YqdRhWGyEl/MjbCTNKYXuKre7h//069H/lmMRyVqT5BKKlrFk71KlGbD9s16gm2A4CAgizwTwo70DRcSF3/bXC82WMsnRzLSKYaEK1u6X+t0iXUtJ01wVINavH6qBC00rA3XlpzDq85zX0xjOAS/R5Zt17HRXzGtp7F4ewNlCU2zdCrvJXIXOLffi6o3d/yJj4wyQRKft2P7bAiqRwqfWwlriRGaKrQUJLkwqnGUhp6sY+thWHIDqS7Ro6w8V+eLots3pvDNoWa8986/fMJRq4HF7Jsh39kT/8Nv7QH/oSZp0QayYrK4C7YrjuqdohDtb4kcYXx0G1XUes+Ol/6Cv48EU+PJCqN9EA1da6DJVxAPf393jrdLN59me9Lx9LEv77GP32GicWH+PNM93r8ZHSP/AFYwBVTSp/xwRKr0tHknn8PVJ8powHNFDzBl1asJ3aWT9Fb6d6F6J3iQZ1sWY4HbrsLnJ7B0fv6fBwNPXR7w95M1WscpCS/LdDwzcNfw/PGtXc9rFvk8VKH9a/3S0KJllZsFs5iLONBbNFVS7ZUjS4I4CNGSNxKlKi90tL+gc35DbfbJBu5rq+h6IlAiQqnlZFAyKAHQ4qGmsXNFc/Wx6iumIygMTgDJxwLteJ5TiqFbdQxPURZvJxQXtuvaD0Uxl357WkxqDSgwD/Be1BVfHl927x0Ys7WOaXNl+j9rrZW9r+RRuESMuzFPse963GcRuonRv9+0sIFjX9zmoUGEfrnwUvgakT0OWyapq3//cxAmrcFxX2Y4ZIrp+jbSqO2f39fR2f31cMgOIgMrsDMVxsjQE4l2gzKNFFgBv0Qtrn+lCWDtLoPAs0FHaJh7qry170IuDQfm1tI7e/s/bBbGOULlPBtwfaHKIYMHlmO9xEB28lP5DaoqsQEQaIZw9X7R4amBaOpZBoz9moxNDqKTPaRYDtHHZwlI91Rk0N4fCSClVpkhKwehI3kTqhNjxaIJUJL+/OZhOYAWLBDQinCXjydIasS3fomtHN3pzZoCHvDwlKojY0H/i6GKaWZZMtjN/RI3tVe0JR7mv28ViYB6rQmFyQJKyZyTxmaoZXrd5Cwg3/d/dmd/VsvLR5AblvExGQ8z1ULf+UrftWEzgrI7vdQ4HEAl7uwSeDa2pRn5BryYloW7egQjAkuLmdwZSLtOv7tJf+U/Q4w5Y6AU+Otdcu55gOAlllvkvXZr1G1vKO4bsLmvLo0k3ckk5aFUL3aCuapns9CUM1WdxLbpDxY5nAG80AnB6TqXKkUYrcG5yK97FgBFsv+f6POK09sP97xMqj5wmP6RbC85KiO7BFYvHtY2OqH7I1rXHOGGDprj97ffU+XjI8939fZhBjkN4eUZG4CADo+qRbozHYk2LFtB9CxV+/+JXbjQAl3+B+SK7QNeO8Wq6jdRXME/DuW+9gSlajlxVWfYkaA/XgICIzeNZModoYgHjE5k58iB/+4/tEaixHakzG3npuYw2YTatIk4gBjQqJQgKhHnRE2wOk/U2Yb29wPq9FgPbDyMeCi9QcoZ2InxfXVt6ugejZUoP0CPX+vK64mco7U6g1EPoaUzVfgwlcsitdS7GNvbnzcrJH59B4R7RVAGb7FJSzYCPEZQBTrblhTNbSmlxLbzQDeKxF+4guTfBnZUd4bLuvkmnwdWnr+bD/+5uDsD5Mllr4QmK6naWQc8bEFmXrdhEiIKUZT0sit5skOJ0mEGcMwushbbyjsJEvrqbo2dW9z0P31QNqv197dCmDK5FJnCssKvZIsCAAJIppbtrFJepdSUcjMOPp06cgzSDiz3w9Psaf390uP097ZCPr5/PnL3FeM1bJm2SXD9EbzQAANGn5ikGuav8RtyUAhC4gpI4XCSAtqEeUgUydU0v0kkkHHB/a/MuBZqBpfTGc2HBfgfN7EoXwseEo1u6NWkkuRst4Z8QKq2RJTQqNRAe2igfpIAFc6DEA6TSSXOrS+ph0UlP3eCnQ1FbD0gLV+InG0iROqLtvsuvrcPuJuUyi1qaF494FJ1cFlkXx5OkNzi9fYH56wnkVfPM7H4Kx4qd+/CuYGaCkkNI/byaOhNkMzDgvNTdQ+N0lcdKGSRfHxOby2Yp61OtDkRBnIoSE0futrju1cT+qtsZlLEkVOWT/dOy81jJWgCokkrDen2HLS3FKMzKWAMcNfRbFW7dP8Mm9lHxBpd602rqNa7qDBvNq+xSKrIaz53Iv1MaH6bJ2vmezi4khY6arS/Y/26dBoo7rvqS3cO8cwArxRHJNtNemg2dRSJdSm9ViR2ExOIjI7DZkzxEBMCecF+AHH32C88I4S/HIeiR3fOMZgNOewXA8tI6ySY60O9lKIJ06lXKkpqaj8yXuvDaYHFi/iP21519/8LYcLCGzJY6fQUTN0wSNmfrnaMfg4b1Hw+2oLRBdLyX58wBAlNBcT/eNwG3D7G9K62+5B6ibUkQ6wKEkMKrzFTeiiEDJUmeLrEiJcV4E57ON7ZIF55d3UFU8uZ1KaUX3umr92o5L32f/bi8Nfmdb6aAMO0ZcQDGJOrxZfPlwIDGktqNcQ7pqP5hb34S2OalU+5yr/i5LVixnBSBAmpHXMxIz1rVATEEwirmzQILTDQH3Ai3xCmasNHwzzn+UXJkZvAqeP39mcdbD+k4gPH16i4nnw/GP/a+/dePdrolIwyg8SrAVbfB+1aopNYEgCCqHe4OrEFpjE7r5t/8akiPVJuC8INOEr37td/HixR3ySkCakFV3HT4eoi8MA3joMD2ix7mJtQ2zZ0aqEocCXsIO2GLbr6oOPlQro0pJwRjsGU5flZrt4nGiw2Pgqh+OetyIiMAFi92lykAYd3fmEirrClXFV95/D6fJkq6dV8WTqbneuvq/b3K8jlQtm2Y/mr4Oi5ZSvyv3lKC2i7uh1q3Qw/5du5+YJ6QE/N63PsBP/MRP4O7uGU6nW1iKjHbY7bX39Oktvvfxs/o82yvmSRR9kGWweU3ThPfff39Xa7V9Ioji7mcJn+7ZxK6979HPGh4RHSKUGV/97a/jB8/PyMIQ6SPJLQAAIABJREFUmaC6AutSbJjHAtMRfWEYwMazBWONWIcBJkSpuov6LSyyyyceJQGEvCDBs6I+obr9GJTgcFFhA/a5Sp15t2CNqnmpQLkzzAlpdXuL7xw9I5q/d9AApD3b2u83hQcemRS/p2o2eKyVctxKQuMG2DMc23A1BrqqbGC5uJ87BSzUIK7QjO4YyYvkWiX5YiiMQXTd9aIAFKtq53YJUaySAWTzT6EEpoT784qVFDOAr3z5XTw92f0TMyQrzucVt7PbAtgMv8P4uxzNZS0wc4V0HJIxzcwOQQKVTJY+csMGZoKECHEupf+ItM6VPUM7yEd07byVoudXHQeUtcxFUymGxOhGmSZgnjLeffsp1lWQsyJnK5KTtMdiOgmYANEzCCvAc4VLCLaWBdoJME2QClrNoCU22NbWi2sRWwbUIvsdhtuDjPbW1/ibChWIbvBciinTaz/qAbLZG93e7JS/4PoJM/ib1tcirZfM+PV/8Jt4dr9gxcmM9dCmfVlDpcXrBZIvDAMAwqaPblrYTuLRvcGZYf936iVim4Sp/h7xXA2D3BdeaQH2ZkzkDnoBEqw8q+GHkcMb7fj4+xWVEbTrPRKyd0kNh4An8/JDxFNfKGr1qz2IZ6Stu2lu7x6/p+6iSqNBOUqNVA6/Np99fELcSMZMLktWHaPyQz8PUAU6AdQ2GreUA/M8Wy3dWTAxI1GGwuCLdV1rbiGmybJ07jD7XKYuQ0B+SNdDmCG+8Qvjp5qALfcH6fBuFToShSiBORnMxQJxTxtRszNQ01LbHHMPF/masVPO1mw4WMErCIz33n8bz18oNN80F1sQJBEmcHMlLXObBOCsOBHjvDNPbT61BoM9Nj3IsZQd92cbO/9vNPQ+JKlXr1u02gfjM2L7r0Ktb6gChM09YZGMX/sHv41PVgX4BlTtQcXTb3MeTqjxCg/QF4oBODlX9MmwA6T5LXeGmiBFuhQb851E0oKjscL8hNEOOvs9Xh0XavxhHb4LfYNJIx0zim91sA4trDyknkVYbP5OYgdOMvC4M1j7wkhBYpIBw3dcePM6QMlbw9BSd6DXBqjTkmKdBCVglTxkZqwyKZgDJhzfCcU3HQfQQpzjLAH79LZzf218F39GiDkgAhbJuDsnS6urjNs0YyaY/Ti537vhyEIrVAEWIBXtwA7DCwW8iZEVSFVDapi0UJEyiw99sHEjYYbqCiqlTYUYWhiFrNlcWeFxHFM1QuYSl1CdComrHYSKBiuuHftQEUFKXpwWd+C5h0wAur+/wyqK+/NqEnvRApQZqmJMgMrcESFTRpoysKa2doYhipHAl3J/1f1beyyHyGUULmo6BWnfxTb7eWr3X/o9XgOgau/XaBnW9SikNEEqA3UdgICFZvz9X/9NvDhnKDNI1k4DBhKoupO7MPj7xA30Wvq08L+YFfDzpocwxktJ1pwecgET2m9iNITt3ivuU+7/rl9kl9t8PYqQywNPw67qhwIjqWKRFatkPH36FJcN9I15KhRL8fSY0gMT4M+CQVM9BAbU2SmHJCl2oa3KtIPiqaqAKrLDHdgeYlHrOvIO2rxpOdg9PxMzcHMzA8kgtCkYxUdS6uM3P2+KwoOI1PTk19Cr4PeP6ddlMjhPRPDVr/8uXpxzDaL7tG0dX2gGMHpaOMX1lq8YsLopKEThPTD/106ES5j7FH1MS7Wyg2u9mhnKNdfCX5GxWDF0hw/6Pj5EGwZ1ULD6sYf6Q9DTQ7/Fw2z0eCIxjNSghuZqSUSY2bDndV2xlD5nIUtnHLxVtBzC5sVi+CwDSFzUAw3a1GrS81QKy3Sakc9B7R8GlXI78Z6OORbjsTz59tncKKVKk0JUFxBDwZkgLN0haPcxcrneIoF3vOdKd7IKshTbAFlZy0+efQ+sNyBKVRrdg+uIGNNEmGfBLgYUaLQD7NfbtTbRwVNNexjfo/arg0e36+gxh/1oB3ucg4m3EeAZ10RDmxmEszD+/q99DXcCEJ9AqqXSnXTtEbU17WkjHuFY+OYzgLqgkOqGoYJ3NmwONWQaJIcmkAabGIRAaiX/6oanpnt7EZAjVXBraLmEKTa/cQSBTmknZ3hYT3EjjGkc2jNM9VMy+EeJO3cwEqrYrFWe8s9aIa/6BkFCWnWMX7iAlSrXMoyJps7fuuu72oEV24obyPvCCoCpQXUXbBJ2T2nTXetKam8laonFimeNt3W3nDFNk5UqXL0vGSIZyrcQEggIWRhJqfhzM1iMoXvaiDZ+a/NYEUVKtr66/P1oRUkA9H7p7G5/ACtBFnf5LeUIi63AoPtmPGVuzglm76mADgBLn2xMI4O8OJIQNBmTIMlo+ZkJUAUParBHpa8kyPrS1k1m5LloKdmw/JQIkHKkkBmWExSnOSE6IFR4xuc3S9XixrTIXaUtNYbb9653JfV2upUqWiOyR9pb23t7fvewl7q4dtOlRDiJQhxHJ5SVPWiR8BOEFd/+znN89eu/a+/OEyx+wpKHeNRvLg4WhGxrfYCjrqU3ngFcouiWORoZr6WjqL89o9619GmraQ/T67kiOnXeCK/x/j9sesid1t/Lvci6zRjSaWdYSglJwLp68JpgLR5ezIw00abtTEDOK1Lx1AHKOjvYmeM477kUK/WS3941AhNsHJuHarH7GFT1KqAGMyPXWrxiVbiK5sSLVeXSVJiiKsj7Se7VVDSlV3r6Z0PXGH4/f2I8e3mHX/va17EKgxIPPl2XKWYOfsy+feMZQD3YpZcgWBPIIw+7RdpvqM6zR7YDs4eTli/6drT3ADga4ktqoamjIUoYatWcgJKNcktHkEp9RtV89q+5tICsH/sqbXwDM4TzZqz6h3FV3yNUte3zcfWmMR/O3mL2v6tkWMfHjZpc5zkaHFVbsrn4ruMzokBg8I9iWRmYuOTsWcFUokNNYIYFP7m3mDSjNlPRGEo2TpEuS2R0GRSJf4f39dHMRcJl7ZwAjIf5HqHaFsPgIEkuaXNgAQYXeL6gqXgIkXUKMVuouWv6IDJy1k7apWTQWGKDvChKZWXNxCyscR5jvYdxTY11FLp7HdJRs0/s3b+5Zzj0x/0e1/245kaJffxur/0I63if69q1AqbtPjVo8Xe+/V0sWQctXivk1WtFzvSbYZ1fgcm+4QyA2gGHuFHd48B/agY1AtfoOsDUVxkPEUymmtNa228LoExS2UTRJ/vQQ0C8cET5jnpXzPb4gck8gJePeGOFmbiHs1QVk1KVWjsYibYL2l5wW/jarxMCIBx+ocJ02wvVwiEXMnxyViwJ4NzGyZC8Y0bcffYCF3GzFSl9T3PTUhEphcpPFcYC9VCAmJfKOqTYdbdES9ZnIgbrilWopFueoKRIkmu6hSl5DIrZB6qXjgJKCXnNEFmLbcDwFCXu1sxapWUganMkUnLimH2KFHXtKxMSQg4pYoAJTIzkWTNXLchRq0BGICQp/v5prr75BENAFbyxEakSSFMJdCekiZDSDCIUby4r+u7J9szrxlKrcDKvIo/qpXpYbmEeKUzSK/pRCLKkIRV0TBZnQ9BgSy0vI52vfBunvUO+uyY+50iijgKF2r2N/fX7kCihLb3WJyoV5FYRvPXWE3zno+cA5yooSBgfT4WtQE057kkUVcWiux+ptb/hDGCf3G/88Pfxt+A3HX+PBqLYNrAvCVSXUAK6ICXfOUBI/7zPja81ku5JFP7n7uLtxI2wUXbL3WHzd3SPoyLZXpL4/VAeo6A7poXermCAfHj2lQLLHqNyJhCZg8TOj/1FguKMOi/MQEil6+36v0wEVqvERdkkcSIFeUoIrlOOtcAcpEU6phZrkVc7BO8lI5OWXPqFQXBjTuZq2w6hmjxOPfCtjKhaKhCU7zKopUIiVDuIMR/tYjxSYpD/jxhJFXlVcOq1611pVsvzMgBYlLGNvUVJl2+tbXYtbap1ainkXCIPdApCRDff1Dty1MDPXeNwYJbDOh3Xb3cu7GqnvdBw1I5/R9vjo+vLrlAzfhZFJsbd3V3IhNrItbO9e0WkroWcc/G6epzL1ReSAXyWtFk0O8bKH1afrqGHmOPY5mMyH35e9JD9IaYZHoPYHmrXr81ZsSx9sIxIK+bNZIcdg7FQk1RZLRCMkknUBv4UCbUmoqsttrY14ZwVWE2IOE1cSwYazwrSq6K2oVRC2WLRkvLREt+FGgBqsQpCsMO9wiPoGLUZD6Uwgmb3sIN6XwJ2BqDCyCuZdpQzSGOEeQJktXoMUwJARSY2eAiaNm0/li7FCXxadBQnFGmEsC7TcX8FirvzPbI6lHg9WTqNfU3mWnrjGUDlzIRW5cot6tE9LhZ8pjaJmdAkwtqWq/3ceRJFaXXE/Mbn9X1sgVcpqPbA/oLtI3qbcc+kImdACdFDyb1YgH45OcQj/hJUNlvtm/tvl+LlA4OLRb0duigJ4rs2/Fn1ublVKtqMU6Fc0hPUBL4X1mYnyfsJ1+Gt7WYhwer1ERKDynWJHMIJ/WQpWWPMhsMl1UBWc/mUcmjnnJG1BC+pImU7oJdsUb9nIYMlzsBpTialMiNnsuAusloDus517FZu61TE7Am1TgFTKEpl8651M4cZXou9gFvAmxt2AZTMmgpCKhBAaUFRtT/zIHFFWJByhopCE1VoDJIxERtjQoNCpEYFm1vs/TJhWWHG7xXgkzEDx6W5ZO+ULFh9bxFjToq8lAhvh4kOXF+7GtIiFfpJ4I2HWRyrnJuHmQkJPkaWBkQRIut1a1/yPeLR42Ma6z3NKPZ7+z6+NxrcZf0RiACrKJ7lDIjgvKIk1/Nr2r+9fVP3i0NJiVsA6yOYwGsxACJ6D8B/BuCPw0b73wDwGwD+KwA/DeC3APyrqvoDsl79IoB/BcALAH9BVf/uY55XDSt7UvnBO/dRqLXf9f6Y4fOxfdl7uBBK5t4tvul/N5U3Srq+IB3zzoM6vq+WYphsGopGeD6aaBiN9++99mO0gYfSctABJHPxWQ4vBObkKQ3seQJSx3oFVLOjbp9tBlOBes4dGGyRc7MbCdr2rIyRCoMmANncOtdFWnEdLXWFmctBp8DUDmDDwH0iFEuxLWjBzFcVcLCzcAoJ4cIEevEUK3xvtIYhZbWDL+eMpVzBsAjl0w2DwODCXLIaOkXlEUolQ6jaulwUoKy1IAtgh5qnlxBZcb5fqw3ASmaKjW9Zu1yC4RIlnLUVQkkpAUs/P/UZ3VY6Pry8JOSei6j/HUsr1uEsB+VoSxrpmnUfYU9CcOjQ3r25XF3gyr6vFhUuON+vVsAlZ0BmZHENdVjHOxrJfl/dE+jB16j0uhrALwL4H1T1TxPRCcBTAP8BgP9JVf8KEf0lAH8JwL8P4E8C+Jny758F8NfKf99IelyQR08xtH1sY8Q7o9r/upklP0166N2vKWLtdO1Ytmv2RB7p/3vx/r6fKWszmhHtMotIYju2/xuFh1LR+EQxsfm+SyrJmhUgUsvDA4WwwzNWvk9KFk+p6lpgOPmovoS/W+gfoXoaiRByBpZlxaKtVu9pmqCL4pQYQG6lGos9I00mfJhHj6kIRIQlKybNpYB8GcMSiwA1rBogiKzIYBDlWkSHudd4vRqWvYPADqg3Z42PdO1+33r/WF6oPTJtpIc0zytwd7eWOTPJ//58h48/fo4Mm694/5GB+nXOKKdXZgBE9C6AfwHAXwAAVT0DOBPRnwLwL5bL/gaA/xXGAP4UgL+p1uP/g4jeI6IfV9VvHj9Fa31VAKCJzMg6ZCG4JGVGLx6mbcqDzmip2/uog5kuHN5VkN/mVHejJTBqAJcpYoIuXZg0jBrR63CTcvMDjiRHUsNoBJNWO2BUZXfrLFTorD/Ikgb3Sir+4aH/RxR/N7xZa39EDVrYSwTHZQziEvBC8AbRtM9uMFtl2MAVGrTf784L5upXLRBtMNO6AisRZiWkBMwKsFgRmJQVzFK9t0XcUVmxZC/QYvEAWoPL7NqJpgABSfCmcUYb+2zQjapiXQWrKrImA7nK+KyLaTkL3WM+EaZiWCUirFCk82SG4EnBCcir9ZupQEPaPHVWtrq8IMbz+xVMt/YMzuVrz4xr/xUBJlaQJCQUbYcygBmeC8pzYtnkxDnlykhsTmDprwGT4vcWT7zbPWaKB59nw1ZIc7nG2M7oXTRqs+1qC0YrKbzVXDbBbAGX2lzFpXhhAcVVUy0T6qqM5y9WrKvlkzpnwSqKHzx7hrt8XzQJH6NUPhd7pCWIsLdTK1xfdUzK8BiMw7TnO/Q6GsAfBvAdAP85Ef3jAP4OgH8XwI/5oa6q3ySiHy3X/ySA3wn3f6N81zEAIvoFAL8AAE9Offe6w/qCZ0v3XTwAt9pV5xHULYoHVlpvsGmNblwhL9YK2HPD3GdkkduP/sxmA/BqTMcGp4d8l6+lCsXttNuZTFSrSn8EEe0z48JMotAvDkRQLey+155/18alQBCKWivVXT3jrQyU1A8KYq6MRqRg7GWYZpgQsgggCQBb8BOTIiUCcUYq2LtE4aFEK6eJW0UzVxuAoY6r1oN8m+jOCoZ4/6nCiBEis+stYh7I94KbU0k9XaCQmY35SAaSMCYWCDMyK9asFvPADMgKLQenrKWu8gTciFVmEzbpPyUUV0iv1WuHkrIgScI0tb1sie/6FCkRCs1537B/aS+NcFBMc67D+EWKsGu7/vo9YvPczo7+uW1OhBhChOfP77GIghJjXRa8uHtpqR9WgQgBwV3U7/WgQ9UmkNKoCRfttI3FdUzgdRjABOCfBPAXVfVXiegXYXDPEe2N4mb3quovAfglAHjv7SfqSXmUUFVqL6Ye4mh6rJ/QsMThgLGIyCAtV+MxCj7sB1kJ3qldHD1TDlSvIbDrsrQfF+W2PZMCQ6a/yu6DJENmHHYPFJXmhjdSx0BLMIrK9lpV7Yxtjhnv9bQZaNuBxe76Bz8IdrtT7/dnVgZX/iY2Kdlgl+N36hmQgmiG5dzOJnH7taUfAsUatIkyumiGditaYr9lkFKpxkRYV4A4Ia9AFkYmwTRbXYCklpohs/u7U205EYFDDAQR1XTKfq3UbKAEgsE5Ujdyez9LTF28zkOBeMsEYWOx5GxumLlk7cwlzTMrpsmydxJZHiWBJZFjNibGiaqEzuq1CLikquASA3Ey0xIUGVLcn8ngIhfsAUAnKEtpL9vBX50Mog9/rwXsHRcjvh8PZq8j4Hyg0+Yd/ottVespAc1NAei8sZo9rv6MNt6+LkkztGhAbZmGOBudIJSxLoL7dQHLhEwKSjN+5P13cb+s+MEPvgnwBIQ8QarmTVVGGNBtNtNRgHpsBP/rMIBvAPiGqv5q+ftXYAzg2w7tENGPA/ggXP8Hw/0/BeD3XuP5h/Sqkm2kV8XXHuumtms0bb8++vmX2n7s706Wx36fkVkbrzfW8TkANgXJxyyme3PzkLtu/P1IRa54fEl10Emt2gzy57yaIMIMTcnSMpNiSnaQk0f/ioJKrQAk86IZ3Yv9c9aWL8qeVZgo988HGptqjGurERsTWOGFgLK5iJjNQgQ5JStyI4yVM06JoWBkESTVIsd4f+1wv79bunFc1wxOjMTOmDhARwUGYd7xT38YAt075D+NfX0NbddQFLguawNHGqkK4ePnLxADT0UVz1++wDc/+M5+ve7x3cP3e96Ko0PGNfTKDEBVv0VEv0NE/4iq/gaAnwXwa+XfnwfwV8p//1a55W8D+LeJ6Jdhxt+PLuP/6PEEACz84MHskuNDB0H7fAwnXJL4Pw0DTJQsjHruTUwd9rvfRstpH78br9m771qKKYm9wHtsp3s2AbUy7yP6sbdoc84X4aajvxs1ac0PoGVZwnNHSarZL5wBONTi29OzyyoMtllVMEkrzenPsiybigRYqhJWKyrTbdj4ti05GhVXHXu37WHpnl2iaq6rAX6ziFOC0gqozYWKGpZFpkFPBNBqQUTMDE6AzIKJGtQgCQXPFoATSBQvXpwh5ZD3Z1q0ajIoqst4aSyKi2ZizHTtxn1vzY7rYG/NXDrg6iHYLRp3/zwy1MYzYOfgDVqWF4I6WstR43cblkLx/OUC6GTux5pxXs8gSrjPwP1yBk0n01B37JvNDmRagEv6/kz/2/fC58IACv1FAP9l8QD6GoCfg+2V/5qIfh7A1wH8mXLtfw9zAf0qzA305x5snagZiMLGuRStBwBezAXo4Yd2WGwncS/niHNaX8zxEeMCiMVarNTiEYVNwmHhlyyTsVALFaOFe5LI4N/fv1NhZsG4NqqyfYnFhlX6tbI23/7RIK5kku3DBuyYouNYKlc1+KKW2dP2/SjNpPAOOri5jiqw3WN/p8FqeF4FyypmLKXg3RPeycdsyStSyQDa5awJDMA7Ltl2LjOQ+AZ5dUN9BiWLhTD3ylTTjBOJpZZmRlYFQ8IipO6/4ztm9YybCSlpZZSWFsTHSi2ja8lBJCKgNQGJsDBhKrDP6ZRAIsirAAlgskhnZC+kwnA5JQugShBmLGLpR0Bk6QzYIDCo2VBADZqzPZsBWkE4dePs73QEa/QCW+qEpq1dLOyP4Qx09+E9qnmHjuxUZd9p/b+t4LG3LzyNd9YJd88/AU0JzIQZDOYTVAnPX7ywjLSy3/dWfQ4lm2suz0olMLHYZbICSbucQ9fQazEAVf2/AfyJnZ9+dudaBfBvvc7znB6Dc/VxAI+X2I+ec8kA9Sq0Xz/4uL/XcPnHwFE55+OwdnUDX8RFHz+W12hvnyVF6bvDaHeJcX+/4Pb2FtdAcSomrLgWYAe1QNeMmYCJyIybsQoY9d5hVchBY357dBHuogIlicVHjJfkXOocwBgGAJymZJ4yavEVWRWJ2lyzMEQW5KwApd1xTJ0njzOzsf9vpvsnYHslum8/9t6RoqaTc8bpdMKqZiJOpxlUbBbvvJPwwccfvdIzVbVknC1rqrT/uTGAz4MOMbVBarjqUBrgFKYx2dv2sDxq88jX/zFuni1XvTEnk+IaRjxKQlWi2IGjHsImj+gaRpbM2meRpkNTDhk4deNFaidd0DKuZXIppY1KfXTfnto7wicVTqra0HEsg11HWNeM08mmxPO5C/oxSrDiKlAAq4KKITeuD1JY3n1QXWOStRhHSzGPDKTJ295qevG9atBRmYyUkkmKUeMTRkKqFcKA5lFkpTrFIKLVavsmBjgr0sygrAGOIiRSvHhh+DUlxgyqaSwiSfEyUkUz5KNELhcBx7X3h4SbY7iwQTnjGmCdIbTUsb9UZGYMJrskVI57ZGyr9auHk+xHq5Vxt5wtcJCMvd+dV3z00Ud4drccjsP4fHNj7s+dtdNFTUq79vwB3nAGcCSxuzTaXUuoHhCkB5git98Bu2byTWNKartv1MaBmgbXDqamio6h68xcsjuicmn7nLvCEKauUW3bVMzWWL0veIBYnwSoMIAYtLMjXbmnyZ6R1ovCp8D0Rs+f+n3ZtIKdgd+23N7PT4JClxYmQer7iQpAp5I1sWxMS3u4a28eD3/GCi4eOIIWO5FlLRBJibQOufpHw3AuZRBXyZhTK3iOCrEU6U5zPXhXRYWLRIApMQC2wjIO0RUvD1Gp8BITg5GRs0UX5+LJFfMc1WI3qiDOloGzuKgaDi91rBSFgYoCwv7kBmWUcbX+m/bCJEjCSGfzZKLCIOdEuM+Ku3vB6TRh5uiXntp4CkESmybAtmaZ1PICUbHfsVZ8g9rH1qedOe3GGi7xbmNezO4hIKQhxUrwHoop16n/LaZn8bN91Qbr1nWRTbLPORr0WyBY3c8qELJYmLMkUEoQMM7nFfnuDt/6zgelz8CT0w1exLxUsb45cu1sLnUo9kgKQwea+/Q19EYzgIdoi4OX76ltxO668j+Xts37Ihyu1BaeS07xcD+WXvsDyIym4WCtnsi9IYrhFbl491ytkj4BBgy8nhfEQxpSlIh3cdlD7H2L6QKXoYpqUCuLPabtBQMsNlLNyNXa8n/xGbFdIiBxMsxdzaNnL4DYmfwlxiRi2Lgil77ujX+RIhWQIJ3aP64RwOaATEWbay21nPueLsI0Lisi49odlWc4pi5dX/yaOm+kVtidUbOktlw5aPUzYMbsLCsyM+Y0gclSSRAZg7k7LwAnw/+lVP7SqTDS1g9VKi6qloxOiTsBhIg6T6hryNxHCyTGqXNbvqxJ9IIIESEzUB1+Q/2KXtMMGnzF08dx3qIQrUqfr01nxoSXL5/h+x99jHffeQ8Kxjc/+DYAwvvvfxnzzQkffO+7x++PUxO6aDnUZPa04GvoC80AXpWicbcrK/nIdqqaPxRzGQ/LI7KUA9fhjq86wbU/uBImu0B7eZU+LZKDV2vwlmy+v9heMXzONyeklHB3dwbTZMFJCjRnSnRtj7BCHDvLObSFC44EAS3wl6pCMkCsHbPkIv1TYsxkwoFpWj0ZlHL5fc37qK8KxUFa55JfaV3XriwlUN4nGJwlJESbTzPu7wqs4jCOlmhTKimzi5SaSOFlP/coEV0ZnvQFJC1QaLdJGHd3Zzx/do+Pn73Au+99GR98+9sAE25PNxAR3N3dPSpyF9i37bkX2mPpzWYAil3vHJfwe2NUINm6DtZ7Dw7A8XAcFS2L5mvY9EQM8aIV2u5oarZngpzACMEd0c5Q4SAJz26/xwpZXOEcC4hzkdYiDvP+OKkiBo3F97N8Mn0xl8z2zGjwjZRCAF0d4U7q6X32+RDHDUSyMyeMFWfsVciyRx7PPYkisx00CoW8tGrkkg3vrlXDBgZgbfbPcQjGfrOgwFRgltazlr89q5iLJbVDV6v3GAFagrXU7QqWhkLWBUsqeDunbr1WXJ/G9y39kObiClmRisC9FsmbHZMviYymZMbIhOaSSmztOH6c2IrAn6aEJ7fJYJxkc0Uq0KxI6YSb2wmn04TbyVJNpKlI0mkGq0B0rRHOpBNu5wnLYv0TaEvvtGNbasTVq8vsyvt7edQIu7rYDgkXbdv3VfM064Uwb8sqdx0cqqXec4Nl+/VvjJTw8pzsTQAjAAAgAElEQVTxclmxAPjt3/u92sd0e8ICQb632Iq5BAlK1ECQAWp7W7SlDvFLWqI+INV0259PKojPnMY10Qa7qZTjQTDCDht46IIkPRZIjwUXEjFQvDrsgm2EqbXvKm9cOPHQj/c1z489AS+qmS55bTutu+PUJOeWi+goLXV8Z6Bszp1HrcFGUPMiDSmyo9S8kYi7346pQVDNJXbvd6Cf3z3XYIf4FhGDVrS8ofbq815/99qPgsfetR0zLHCJvYu5RxJxkdanImWrHfKlKpfmDE6pzl/NK+TQ0mj0C9qIUINpgBXuBcukmJmwlBQUZjTOYa9kJNdM1PB6Nct17YfHNjAz5kkwzzNULV7ifgUyA9NC4JkAEUyzYppPUFUsy9LZzOq44vLaf2h+gUHgpnBf0LT8ElUt0FvPcKJTBRF1+b+2fTqAfcmYbP2VCPf39zifz5t2PMDwfD4bPElmk6ICvTE7AyltN5EqPNddQ9vYNLja3EWvoTeaAbwOfd6FTj7L5+wxrSql+KF9IEH5vaNXzau4rnpe9ldRNXfbe01I6qiNBMI0TeA0435dsK7rwd37VMeWGadpBrBiquvpcf2O2kKnOcEOVfII3WlqmkMoXAPtD75x3tzOABjkFLtFVNJhk0FNJ0pYS01jKgc4AKxih09Nc0wEQklvUVJee59SMqjKkpllTEWqzgzkpMBiDGM9E6ZTxjRNduAlRkqPm4cvMuVVsZxzRQ5irMHpZLEQDv04vNiIyjpLAzxkRXYi0TEPvYreaAag1LifSQxGhH31z6+TcC0XiMQu5I26GWGGvSMxH+zz3jVs2kiTXKWIHl/ukjgFScNK3Gd0xWS0VFVyDLieJO0Ayuh9mDfQCDcDsxwUnneK9by7ALoARQF+IO1nH22/w2rYHkhwqu6ZUxgSBdVXt+WtmxbUp1MYXWAzFBNZKgOCYuZkqnoqeYVKy4maEpdz8aaBQFSqm2VKCZMWb6ly31rKy8jOlvMD3vuaKUOUkDSZR6wIlE2zySqYycpDMicoKSYP+JFc01dL8ahJ0VjVj0ytFbtQxkoG6WA1iIvAhr2TgkWQZhvnJQNuXE0l4hkAUqYCL9ohxMxWy1itXVYBFZiKhMGzRS3zNIHZ34/Ap2T2gSxYRHAzA5zMe22Mbt7AeAcOBaMgZL95WbUjX/x2L1eHg34cw7c7kGmc57gphv0Oi8z2ZpclY4Ex33s5134QEWZOkCyldodL6326CXtNY8ZLdsbp75jANBVmHVydXyEc6Y1mAI+heEDEibIDfnRNfDy/HN3WOol7TyLuMkH2qRP22qjeFJrqezjuOzI8oEnyLqHlUKEratuU9jlYPU9yz6COru1Ube1rAXfMGHubtH2ODCFKNw5RxYC0I4w3Mrmxz1xyz5zXpba3LIsxlS5CPDAxyoC2CORqREWp9GYhvnbj2gdpjYfS3tKKa7JCO8mhIJO0axwI0ArXD7SntXnSOsAsJ1OBhHiytS/ZcgExGCm5h5qYa6u6D3xbc2cx6wlAkGzjl3hB4htMU0l55ikkeEJiKw4DImSykpnMyfI5JQUlSyOxLsV76AJd0qz25tohq4doFBz8u66dC1l0j6jPUeVjQwGitOpnGuC29jxfCyZQ7Nm73NlgxlQECt8zGaKLCQmvWWbzC8UAaq5ttQHrc3iEQyGmWFDb6FZO0qr4iPihJt2OHY2i5dvy/70nhhnViupd3TlReU804BIfH4gtbYL2/wU6N8W4+Vm4uJSaP7n5AHtKBQal0P+jA37HcykaqEnbu9cgl6ghHOHg0nID1fmCayta30+GiljlQiSkrvSh9y3itPHZHs8gsLlmLRG44Z4MBSiPfkQbrcLOeq4eRM7Mph1bhvuzcMH9S5Pd5p6T4+eERIybKRkvSZYZ1B0o/eCojNGsliXUv8w9xfloFNdF4tnMlmL1BDJ5+UivgWC2COZiAi8SfkoucRL4jrCsJQMmWVsTJsv0IwkgC1qTnJHpDEAwJysQM88JKpa6ICXC7WnCPKcS2yBIk8U3rDV1+RymowSR2Qg3OCwKHkzDea8ehrfLCNqhK/X9Ylv1ugMmoiGyu453hNhCiVUpaEUS1Kp85sZMeHLzFOvdPUhW3N7cWNsuRJUsvhXxOxB6zDahSOyR2B4r0IQWlMI9j4FVv1AMwGmrmvUUI2wz9ZP2EH1a+PZnQT7RERWkQcMRkV2Pik2+9Cve06WSY6n2cRQPOcs1/+gmrnpue1czQEYjb/v8cDudtuZM4Yrnu83FDlvumALQa6meoyYRPaiZXkrtETWSav9CM1pPyWwEdS8kq3ngyfHSVIzD+YxlbcbfdV3x9ttvWyTwMCacGPM8Y2KA+YRpYkypaTUTA55WWsQSWxOlq6T216FXdZce6XXtU75mbm5u8Oz+JYgINzc3u9rM3nM3tq3i6jnuXZ/vI7j6Er3RDKAWRYZJ2c3z0KSaw0EUqtI6F3xNCRBFKfwhOylq+zDvaw7I0eMokpfgS0gd5tldS/H9XLIMrxH6ED93+PzO8+txt6Pd7KU92COFSycox8h1p3X0kZdRXiuStkM/U7Cd7PbhwL6Qw/cKrRk+vEbrbTGy3S9nEJ8gECxi1ZR6qHB8FvWHPJMZUJmRJT+4caO3TMNxy/clKErDuohG317qLRqJBuMhKxJb4JXXs7AffPyaFmPPTEiYIGqhWUwCmrjTcHJWkGRkCNLESGnC06cn3N+9BCGBhLAsGW/d3O5CbeCSQ0ph+YWUsJ4LLJkATYqppLeYpgnnwIyJWq0DLjDG3n5y75pywWa84xpL2J/bUbruPWa2MF78ftufwsxlfMZgo8mtL6IrnpxmnKa5VhSLZ9seRdtW3U9l3pgNznQ7Wl03QYN3xv4QvdEMoBuf6GKFURUM96jlYPeFYYE7zWdeFKDUjIwdlr9XxEXa4MZUsNF32Au3AFHbKJM34P9CCIE4g0FYtTpgivSGxrpIh4XqUZ77htYADcH81H0UqRrEY/+aHUEhobBMH1ehqjiagOxujaHPFb7RIoUWVXUV6RQ5fxy3ywMFCKxDXnP9xQ53wcs7y4NvLnYeOdtcYz3y1hmRDOvJxlKKBwtjzcuDB7//mzx76KCkUtnxrgUgEzSFg0dblLiyzbMClQlPui/ZsqZmkJQm/RMU0IxcMkQKcblMQGqmjFUywGTQqBBIMt556wmeffQCa/FegTI+/OQZsjIoZzOuEwGqkPPZxnN2GGnCkxMjTVQ0AzK4ia3IvCVDW8A6G7OuY2p1gyWv1dbSjTf37x3Lr8ZfxtQx7QDtx8ztO/U5tP0daCtur6zqxiavFuctZCnCc1lDKSXkVXB7M5c+2boXZGRd4QWBRnKvvYc8zoyROyP9/RYIFohCPc9LB1D93XHklLoBvFSdaretAdv/rChy+b3fHjqAHvMMJ4tEfkQnvyAkspbNcyTpb8dM1dIqRw3g6dOnULXqWrQz/o7hT9eMP7nRPqTArv3p9D7sZlorxMybgjnje5gnnAWZu41BYYfeuq6QbJ+f3DQMnkiRJsP+f/TH3sW3vv0MoAkvXt4j36+4ubnBNE145+1b3Nwaxq8wKZMmVLhrBkrEswWN8VQkZkx4enMCcH/Y79h/6xM9eAB+GvTYKlrAvnbqgsb4OxFZiuzyrFWyecCNUsIrkGucgEn9j4W/vjAMYA2l2hw6GYNA/PcsGgK1CO4W85Dv+x5E4tyfyG0LnuOl70/FXqsx142yiuiiNm74dvD7fc2QE4vQX5rYPcNRe/fm9iqd6lvKfXRFaVz7AEYOOy7o8ZmXPH+q1kHbaFunrHbVnr1G9fpE3vM8Y5oZ67oa/i9U58uxaKOGp6v2QWFEhHfeebdi4HukRG697b6vKno0HDKDPE1zGQdQAlQxzU3yp+IWmjWDtaQaKVClj8tGC1TUtUbRNZF7eIQVAAk4ASlN4CB5ZgUyCHkVTCyYJsI7T9/CB9+7ww8+fI63nz4Bk8UpLPcvsdx7GpQSxMQByhIrpMPMIKyYJofEzBVyngj3S3iXgTiAjSMEwwda0EMQzh601EnwQcDaEwz2bDMOI9X9S3vaBIO0lMspbUhuXmZ277aPERq8tLecfM25K/hjYnzecAZAyAUHTUDNn26bwRZ5HUjPxQFzsWsDtVYpdzcIKnjDSE0R0L5JFb5QNGu9dhlJWwHxEBvg0A/1k0ZIdZEsOX5fvHq8atS45mIxl73MZoE67J+aC1r0urF88LRhovW+8C7WZ91syK575btEdEEV15Kl0yhxwlKYc6KWtROwzd4lw4v9HKTE2h4M/lOlUCSlbLJwgKoaTMWsRfI3Zp6oSMpEOLEZK7NqPSAi1HN04AgrUGCSiRgMLbivpQ7w509kEQXrWtw0k0BKIfYpQGFSUhd0AT+BS3LISil1jtggJgLGVBtmJyAAYvEPWQFONhagupbfeYdxzid890OutpAMxf1SnrfmWtg9TYXJqYBBZqtgLZajklSu9NEC6U3L6Q/kUlEN+959gPm5x2En7ZmCEDbY/hGNiRZrnQYfP9jYYbAXRNovVToBSshYILIi6wpMU6tjXqAii/zdppTfwj5jjeLydTj7KNlguGfgY7SAN5wBuBpf3MbEQuNHNcteuA3S0cSPEv7Dht5t1GX3+UAyMDc8l1p6dV8OgmC0MpUDn+UjiVt31Ndhxdbfd9rtDuuhmbrwRDc/jlKVv3f3vP1mO0bsxrSIs7pFJbYZOWK/QfqMjMs5Q86rqdhZEYMAo+QVNxzDtEYGMDHjnXfe6aCgPQkzvmMvcYV54saklEzKTkpFOY3pOh7AejNZ/ifU8yo8o9UF6EaQzM5TbUuqUG4GY6hFn6pmyGpBcMyMs4p59LDgD/zY2/j/fvODbrw646SYoCISvJ3q+AIqK3IGZM1QAhbJICiIZow0MvW9sWBQDS70e1x/TdjOj/e1ZuM9GN7HwEzdGYDAfETKHi3ClorBhokP186R5jIe+JcErvg3gXZ/u0RvOAN4c4no2BD9w6Yj1XejVOxpGuH6mixrB5NuibSOpY1LG6uHYz4dsk3QPjuDMwbafx/7bdqCleV78uTJFnoIqvgI7+xRPCSvUcfdC+jSpYftRIGnwqDmceQ+7McHSJtnQikbSTOWc0a6ESS6x1e+zPj4k3skmjClhGkKjJitDVmzFbWfGLc3M+YpYZoZc7oxI3Ay7fJ+yfj+Rx8/CHuPvvd1DIoc9Fg73mdJWyjUPvtawabu98P0GAhnb35/3xSEGekSphepHxTurrdiLWWAqBVPsNqsqHgqSEo63xBqHfG6C5zZvVGAkkCtagEm7VVJGVFb6RNJxfcbNYD47FxsES0nZXuHVdVS9NYnZLSzohzqsiONDBusSiISYZcMlKRqysXV1eFpl4qcwQQtaHVITosvT9VkgkQN1wiON0Kb41aRjCaDEBKsfjGIkLQF3ngG1JyzQRo5V6hIpOWtUc1dnhbg8sHvY2/XpFrHIOcMIiuiwkXTqHPPMLW9pKqA9llAjYkkJEjx1HEStKhR05V8eMV/84NSgJgUzCECJXedleqdAxiufxYF5RVJCLze4Wf+yE/if/vVr0Jpxny6wTzPSHwPUsGXv/QWnjx5YrWPyeENi2sg0iY2ZEDYoo/ffvsWHz43xhEN60xNoIiFmSLloui34PaWIdekcYFwPYEdJ+iCMv0ZzZOIq3bl17gtZcyz5doi4JBcWJ9VWrd9QawAM7hoP1aoJkMyoFlK/qWHOZl5cHl/+nQRI1zkNkN6RHDwG88A4guOMEN/UO7jhnt/dzhh8chYdwpVXJLyr1GzXBWOUukqvVvoQ23Wd2ftDuBoD/BUxeGl/AWgpQLVmLXTQeVqoGWC1JUObOAvkVrljIlqoaK93PhUDtdacEPCxvOEcq+YGH6LkTZK6iX37ECq7pjwg9z+SClhDamewXY0nk6nAv1IhRTIXrIN286mjVHg4885m0GX05aZVS2IBIkT8qo16rfBLs7omwvpUW0AZ1ZaDncExtTFkWQBJ495sVTPdq9lv2UQsAI6EVISMC0453uonsBY8e47T/DOWzeGcct99Wa2uT43CVZzy1E1mR3vnadv4cPnL3bHor3I7uttNDf7u7mN+n4Dekio2pUOGj6CYmq/orZYXm2suuUGYaYEJkaCYk4oSfPsnR7K+z9CbfXvui3zrjb+GAhrpDeeAUR61ZccKRo+fUIVl5zvyn2PMK4UMRfh3HkDaItVN+y9LfSrI6cdYx4T3F2KcPmMKW6YUZOK9hc//C260qT/cX5d6vdgsD4BYIxLqF9++i+0Q+299je//56mtr15ZGLs0cqEWaJWAUAFIoBkxszAH/uZn8b/+7Xv4MnNjHfevgHrik8+fGF2jZzhnmt22M9IU7Fz0FoFLF0FooBIGdNXWCJmFO8P5AhFMvOmXvZj6UF475HNExUX0CifXXj5feirBQPuuQD7Wn6V8/GNZwB7i7sNUgv5P4KFdvP7dGMcIim1FYAwb4CeY8eDMSMI2nuTG4xvrKZmu1tehKeqdJLVMjZGQShC9Ko1XEmF60sklEPc1VVZKydbsxk1Pd1An3tBNonj6rvjIKiE/BktoCxLLjl4ym9ULqTJ+qKMbk1rK8PXU9QkXMtbu9+BXvW1a1qOH6FkBVaywS8q1NzzsKdxmcQsYhWvSIMelRhcDlAuWHdisv4DmMKksxflGNcqQpCWr6VSX1iQQSVxHfMElPTLVjfXxyDYEoI207sVtwm09aIAZUt3Cu1y21dnClhkrh/UJFbjdl0EnopPAKzC0Cx4/0s3ePftE04TcHd3B/MgUptbBngyOGPJVjdYsCIBmMAVYszrilUJzxfbB0nJIB0fbk9qpuWgL7BM9FwjBVJS5FJ+UaFVFB89zzpGECCjDVHR9sLlviczDPJxR4U91lDXFkuzNREANi+wiS0DmQCWW4gIslrQnBnqc7c+KzylWvKVcTPuRtuIZzvw44bkleSuN54B7NG4oR8nmaNmiUyWHrG0ZdpANfxdGMyKBZZr9hKVaZAWF9iBmaEbN7UKRbZ5BVDSQ8dDRuMBFsO8GawJ6kXiNVYqU4u2HfrGAJJO0Kwh3XavfmZwS59LDiMdj4fj5KIIfMbdahsUEdXgUWqJku0l43H8byQRAbJa+oPSpyOYjdVSUTtWHyMvmScQZ7jbpuHuWiKkVxClyoxJufmUjxCiNMnUsz5WD6hk5RQNwug1hxh74lppfb5ehixGYvfV1z563VxUVxN6ppKwjhUpWy57S2XNYDmBeMVbU0ZeVpBOSBOX9U2ArpgxYZrI7AFq8NI0MVJwQV5pwroIXj6Qkry+f1l7mXsGwCI1S+5jKXoDHQmMRFQP/D1jc7yvgz5LBTa/hxPA2XzzJWt3j2o21+BCKY15/4+pCZj9uXdUxOYheuMZQOOwFPJvbN0zj1zIjoK7TDKUahhDOZw9IEvLM+OhOOb/cErhoMk+EYxqYCQISBmp5iP3yd6qbvV9w1uqOLjshsm2kXORYpsRuH9XigvV8XM0iSlWAYt9IOpdM+tLoR/vivnDC40Pzydp32zyEBWr3gGN2UDHo8OkM0upWwuWTFPxZ7f3TsNLuMFTRDCTGbHPaJqlHdgApzbGAi74PmOGgqdkLolqVZuklFdMoO4ViUv2TWipsiVV0iXY3EBKUCH35SOJPFLbNR+UjLTGUOv7oWlE7vJIZNKhZUpNYb51OMCs3gTlDJ6ANDHkLEgJWF0ipxUJjJ/68T+A7333uR1eRHjrnYS3n9yC+LZU3zKN2TQagrJAilYDwAKiJsI7T27x4ccvzWc/JrAflkHbd70WqGnQasL8ajDm9odjL0BRsFupapcZFGFNUi6jVut2S3BD3cd2vW88TSBZAclQyZamo2wPzdKhB10K8uCkwsQAN9dx1tSdR/Y57orfd3EAnw0duUn5BFy65hqKkj0QJIkrBJdW3/VxUo7sSPq1LztScx6MwFtQtqWqZjSmAPQM4HXodYxXR2RG1ebrL+M47nTbS/S5TcCmIEhoJYfPRLCUx+qHKUwVD8JHPyxScBmC5213SHJdV8zTvmF4TzqtG394ASHUsqV7bW2s0gfPMs8dxjTbUzg3IzRD8dZbJ3zyEWG+YZxuGNPMWNaXZXw42EsKY88o2UBNw1HcIyuqo4F5xjySyJNvvHm0646JC5pqcAoY09V07WrILvAZvPobzwDccl9lZm2SccQQ4wA+dHhTxM+CwXCj1o2SLvpr43Xtb9r0Iar0URU3+0CDPAxWuoQ9tdQFtW01bL9mmQwFIqxfzeBG1CSfTNphhrSprxCArYqj72gqG4glFlKvD27POVKhd97b8eitXlHevTbtMIpWo9uRSu0az1rurxCcKiZiJGIQFBI0gkQZ82xGYi5Suvc3JbZoZgJIUxnDJrUzU5XIC8cAgGJ0Dtpl9fBxO1QTRDq/cOXeq5ioygqsfdQoBgYY7SfCIcodpm0lYnAJQz6x2nspmyuxLnhyo3j7vSeWXJEEIgnLahHAdb1zqvOwqNR3VAiyEjg1SErCuogOGD1j2lkj1wgNB1592/Z7uayDJOt3HtVf3G4vrNtu369naF5M6lfe3TPuRXcEZ5NwTSORdd3U4iZK+NKXvoT7+3vc3d1t9tVD9FoMgIj+PQD/JmwM/x6AnwPw4wB+GcCXAfxdAP+6qp6J6AbA3wTwTwH4HoA/q6q/9dAzqqoUMLZLaJlNQJ/OwSnWPK3tR8ZBcbK3ft/i7SqqlNkglXJbNks9Ues7y1Sxv7iA4n+lGvYC5lk5HGMso+cLzY285BImWkbREUuPaZRd9ax/E9U0DdEQBaCoyJcWfizS7swNcDXZ/b13ZKHweX/RijUKDgx63KSsdoAJ5QLbefpvqeO6YTglJiJnY5J35wU381wOfINWWC0txMyTHVBqh/uqAnFmDMJUIlszpHujE3E5yz0NhIIxWWrmIHy0teEHN5VlIDYnKsDkh2auQ0VkqTz83v5AdTx6f1xNSy1jmgRTKVvJyWAu4QTKDt8wsihWrFgXyydkhmvBNKFASQCw1qhgd6clGGNFYtzOp7LHXgKYO8eBbj3Fv5XqmvLX0TCnXVZPv73gl6YAkTGrjfTcpGoNWpxPiqff0MHDLcYU6JCllAJMqyhF3XmC6mo2FTJHAYF2qb77+3sS6k87h5iyruX9Ez766KPNfdfSK/utEdFPAvh3APwJVf3jMCb+5wD8xwD+qqr+DIAfAPj5csvPA/iBqv5RAH+1XPe50rWGltehS/BSDErrv/98KB6gsbDEQ3DOQ3289PtWQ3ichPKYPngK6Pv7eyzLgmVZ6ntaDQjaXK+qWNcV67ri42fPujUyTRNuT5NpBeVAqERSJMJ+vlMJRBtTEzi1BHTDOAyMajNuQvVfdb+9YlwiPHWR1LSo6BWWUsI0MU6nCacbxle+8j6ePc94/hx4/lxwXhTLuY3fujajOjPj5uYGNzc3OJ1OtZjJ3d3dpwIfXkuPX297HnOPp8ecNa8KN3tQ47quLffVI+l1IaAJwBMiWgA8BfBNAP8SgH+t/P43APyHAP4agD9VPgPArwD4T4mI9GKvo4EncHgPiAp39hb7/QElavjtHo1SLWvakRy8D0XOLhy9qtbkd6tJK+q+uy4xXmIQzRjLoTD66DddfZ5zLjnWtePkvug3GsxF5tQkSKr/F6l58+zdf+RVUbWAA2P32Mb4fYX7Rglvp40EAqcESQ0+iTUeYvIuJi64g2KaJggUS17w7MUdnt6eGkwhbDn+2bUhZ5qOuzSYkjABmsfFOJBrqP38iFgwWD8GXHJKaR165gDpKcAUEoSFsYE6tiy74yUigDAyWc4aphU5W31fFgHYg7gYq6xWEJ5P+J3f/TZ+5Ed+BICAeMGT0w2m2wkpEVKA/nJW5Hw2A7iah50QcD4rxiVyyeMugWogYXUPds16gBrdMA/VDu4c370bp5EKI7bEcs4I2jEpHteA5pbt42nMvaEEqrntOR0Yv4aMAK8oBDIzNLd9/ZgUEk6vzABU9XeJ6D8B8HUALwH8jwD+DoAPtTlwfwPAT5bPPwngd8q9KxF9BOArAL4b2yWiXwDwCwBwe5pQyxJ+CoKyFMz0yJuHAipKkqGUq8pl9r4gpYX1w9kCUGwe++g9wHya6yItTMGyJ7ZrEhmzkeKSKCWhV2lhcyCLCpCACQlZcsXLDW9u0FLW45w7Ovw2cXvXOg7BSHhESimklTZmxIqgIrdMrcfMufV/t0D2/k3I2pifUgKQa0GarFrdcVUVLMWThgiinv3TooaZJiyUISC8vM9IibBkxZwSTkk7Q7GqIpWUx9BcF6cid9PUHbjFb5jUioS44OAQBZSRS2GUhGYjgiYQAxkZM8/2OHfQKTij1tTWbZ0JEUT3S1iqWiqIDAEUoHXCWuCkGyUsxJhKsXcuDE6EkFUgSlhBSMhYs0DOZ6S8YJ5nMFsuoJTMK02ZANES0SDFJmIHquSlwpbYiZKujARN9fI1UlNBFJiSyvuqoF7bZ7MdghU3Dws+cNoOcfFUGx2DLX1BQQSpFBYiSyVT42OgVWixOSgGcgKUe/3wWHg6Jj/8o2C8l4r8IXplBkBE78Ok+n8YwIcA/hsAf3Ln0nqWXPitfaH6SwB+CQC+9NatjoPTJLM+8MGn0FXN3T5Lw+wvvFeRRlMn0atqcyVT7TSD6JlRJ1sbDh/fPEq6sSa6ubOZlYFUdwdrj9NHGMeli3yF2rtneBrbj0bDS+2YdSZExur2mvBX+ByjU7eG9P37ryG3jwDLVNRxsvmPboOuSWGITQDaWGQAL/MCWs6dcdsKn1vpw1QYm3sRbUTc0HZGyTtExhSpmH0z7LA0bFhrGz70AnNhZaUutYaiRIqOEdkDjftHUbLWZkDkXH9bFuvRnAg0KyQzJrLfvvv9T6A84/bJCW/PM9JptgIz6hXYFrz45GUdm5u3bkCw6mCqCxRmlGoAACAASURBVFaV8tnGqlq9smyYwKU573JyjfcEO1b/Yz8+nR2uy7Hjo92u61bvMI6A2xYLY/X5GqR7hhXI0bzW+49Kzx7ZBkYNLpWSqq8i+Tu9DgT0LwP4TVX9TunkfwvgnwfwHhFNRQv4KQC/V67/BoA/COAbRDQB+BKA7z/2oXHQ3ZBplvSHcTSPrL3mOCGU4tU7m8o9Nh7bZ+/30eL2xfDQpFqSsf1DOWLInyfW6nR1GonHtDl4SjxEnn9mYgZlQoYVdjFf++IvX8FuhhvuWkrj/gARoEqaqEyWQLkk2/NqXzAGkIoDgZdDbOulSemihdmTG7pNQiaYRElSmFNqvbQx2JekHhqLMQ26uWN6f5zpKc5ngeRc4NKMVYHzOuObH3wbhBv82FfetRxAmUHr2caYkr39zakbt5f3L4Fs9pdpQs0/lHMu3kI/XGoHawegvlabFnux/d4w+uP74tr2/X3twf46TOB1GMDXAfxzRPQUBgH9LID/E8D/AuBPwzyB/jyAv1Wu/9vl7/+9/P4/X8b/exKRllgqQhdkGTGb29x4Zzs8mMms8GWCzNslGEMLbm/b1b0yWksZYfdpmzRT9xyfDJ5CO9S1EYmkK+o8vjuUi+dFc/309hQKaDQC7ecGORruar8Iz4vVzXyrHnlP5chsggfHCNtFeGcrvZkeAaDzDvFnRZfN2AcPgDOPjRJ059I4CSaacBYBOFlENqF4aFk6hlUYSoxVV8siqub3z9RK7SVK1b+HrfP2SS2a2F8lq1i+fy0VmiaDG5m11MwNG47M+4hqNa1ioKhupCUbKJmE6rYrVVSvlZwVU9JioG5BYkAwQ3gmyQRI9r1gP5o3k8FAOWfc3y82HpJKtlTBRy9f4vsfn5Gz4CvvTsjMyOeMOwFuSaCsmEq1MNBSmR4z4623bqo3zSJnaE7IMsEj2WuVMwXUbTXD3ogH2yjUbHB9jqmxt5ssXk/VDasllHuIhEISuAAvWoOwtpQhtSZwe64z72isjQFg8cBPqWeOG9sNHNZ6Ndw/0uvYAH6ViH4F5uq5Avi/YNDNfwfgl4noPyrf/fVyy18H8F8Q0Vdhkv+fu/I5APYl52uCth4yPOZyZBx5bRy2yebbLSK2eB+4vS7eo5DtmOKXmiZw3GCLYN70DS0b51Ff3A7R7mlEZHhvHd/y/ZHM5szG6tX26vO4YaM6K8GNLsZ3xIO/3hueBWzHproLI5nRlsiwa7Kyi0JmD47mH0ICs9X7Jc2wWux9n/1zTaWsri1EZhvHTYGCvyM3SFJL/houmD9RD7GdpWioRFUzgCpm137qAuPO+FhTEAh5TjYfvDJOG7ZZOivAWrSQRHjrrXehSsia8NGHz3F/Vqx5hZZ8UqQZc7ICPufV8H1aMqabVF2rifu4A1lXzFzcS9lKTyLAsC1L5+WDv+v9KMR0sM7xdeOc2s9N6NijZlAvglBsv1ujDJCtA1Ur+gNZ6u8RNjosmhT2xgjFHp0D4/d+/WM8kF7LC0hV/zKAvzx8/TUA/8zOtXcA/szrPO9VKeLju9igL4YHSi12JI7ttYpDnzddI+EfwUXR6LqnLXyaffw8oSgXFBgE4y8EmiZQIsj9HRYoJPc+TQ7TzHMfEXxEWwbRNjihjSlzWHtiB0SmDGJFSr1kqwSglKbM5TRcVKGrJW1rvZVSRxgAFKKKxKk8Q0GDwbT6uId0GfNs9q18Y8ndclY8e2Ypmu/OgnUBpBioJmK8ffME9/eoh3mVVhlFECl7SxkcTkmDUblo1VbK1fim2Sxq/qsr5vUxtAeJbASiUkL2mrUZYc0jr0DT0IshH00Q2+tbd9sgoL7uXnmsS+kbHQnsUkILyrDvRSxveT582dGo4xMtAHJNcmbJ2RSJUEs4OiXxCUEHGVUKKUomSjXbZ2dc8t44g1FApQWQ9NlFZcvRazK29t7edmNqTYpxN1fS4hlzIG1cVKNdKkWrF0w7bpyRtGDXpK1EX39BPBQCSa5zmoJ+savqB0blfs/mvmkGNoNvMu7F8jtRIkAFqRzqCUCabnB3XnC/KORcDK8E5CxYsuLmJmHyQKhhPLZjFz3CqL4box2QBjMRJmacprnAilKgisI2tGgJMEYtxdZwPp/NsConTJlxc7IUFSICXXI5xM07SNTGIsGK2czzDJHVDNRsBXGWZcGyLvBCR6yMJZu75koEhbkVn9cVAIPYNKi3nz7BzZNbfOtbL0BzY2p2ljLcmeH/b+/dY21Z8vuuz6+qe/Va+3XPffvOwxnbOAErgmRssCEkRAqa2FbI8BCRI4SHBMlCChIRQorBCPIHSAQEEsgokREmNgqOiUKI/4mSUUTIP9gQGz8m2OMZ2+PMzD333HPPaz/Wo7urfvxRVd3VvXqtvfc595yzr2f/rvY9a/XqR1V1Vf1+v+/vJaJ4saEusyjJjVoJmFspBa0avDa0SHhHE3a7VAs6beKDFCcpFxa2Tz2RadTe+960oEPp2ZiiU34UT4f6jDzOxlpqsPf0Enl+PyW52Ib+qvcoHica3TkybSiClX6kMebPnWIA42zGuZQ/de6uamq76EYzAGHbqNjj0+F7P2idPDc4f1pK1q0zx8abts8MvXUvVUVj4fnkjZS8YZT+ZfYXDo1M4wpFqbP5BPNpAHZQjite5kY2tYFNnZtvdqlv+7xaBvdXJvSg6XfSU+YKO9HXgccFsNlsoj0gHG+9ozDBV91isWWQwkoRiiIUZE8uoSJCqzWzg5KLVcNKHb61nVpe1zUrUWbHJ6Dbi6gft2Hbttob75d7Z4ktqL3itWU2K7DGdAbjxMiOqwOaJvTPWgtHRyFLqfEcHy7w0bNaVemrMkb2F2MIDMG43LYt6oWm9kCN922ICRBLcCtVgjNKSKSnqriIwS+qKjKfmqOjMgZyWR59ALOub0rbWEzZdrBWl/JCQ/R00IRczK0Ux44WzIyQfm96XuafxwJRB8ftw+zVdL/3mVfDWHlHlwK918CG7rOXacOXYe4B5t3tsKCqiJHJzT/de1BrYsB0+s9jb8ddcO5ldKMZAGRePgkvTBxQh5yxf4Gj4hZbZHarcWSbzgBpHZ9kBhtWSDuQMP7snK4TGv1/pQ9WIZRHTC/VjF7F9jTLbSCZ2hg3x5zpDMdjuOGP8cgcCho+NdM2xt0fLdwcG819kXUkhcFuF7ecXMZM4wNRCXnVEekYgBgbPwd33YIylFBUg2o0+EfJOsAzgm9aSsDLDOdaGg+Na/Eo66aG5Tknh0chnT4B8zfSpwDooh2SzSNpXHsWYO3aLmunekfTpCCrlEU0RCw3zQbv25gnKEi5F/Wa5cWa+WLWedCUVkL1Mm2DpG+KCM94ML1BMcUBiJhQ8U4T8NXHDYgopcKsLGKf4HhxQDlLA1CwbIXHy4bq2GCtQSyUM8vMCkjbuX0G+1VwJijEYHxYpy5mCU01NKyGqOyxsX/8eYvSfJqQyLvrp1yl48ZfmNR3utoNiQH2U0237je4V2LEfriJpznpVDqXbhdRi1RJr9PcR91KQZ35+p2iffDOVaP6x3TjGcA+mhqQXdhbItOl3b2CVLvzeB+LkGsUz4OeFRd8lqym6fqn8TS4riRylfNzo2lvVO8Z22azoRVHI4bKB4k4GXWttRRWQt1fa5gVAtTUq00PsamwWtc09RPeeO1OfKi51uvdZZdJyeVsNEYjMcBKHYJSuxYjIZ20c4q125HCxhiapgmeOKoEYCv44HsE0ZDRUzV4+ATmkkmYJCN376mTfkvzZFYVIaiLoEXUrfDrX32XZatsak9RBWTRe0+rLSa6xQRIoi9s72In1WTwoYQSidelXcbQ687tAXN5jma7fXM5aYljSkLTuGbGFOXG5GelG88APoz0zGMabiTbv8G2xJxTmsyD7wyx+fx7MMKFOZeqDCXKff+B3tXTR8TwEngnp+uElk/i7NmqyOeoB8zo/H1MaSyF7WIfA3xT+lCyoVay3Z+0EebHg5EPau+Z22CYr6o5BheTl5msZkLw3z8+mPH49Lx7lobiuHiE9x8+4uDggINFFTKAJluF2K1xzt/51PvPz218StzWp5l2GqKUxVqwKUumRCjDhMI9DtAgzTbqMMZnGqenIUjdSThBogaQxqzLv2wCXNPjkBjvKIoQsBUMzg0OofElv/ylr1McvopaxUvy4xecayhSES/ttY4Ev5iYPKlLoRGjcQOMF4SwnfbUkYa5y9vlKhJx/l2y3S65nV5XuOnfc3w3qa2SGG2PxZNBVYpDXQwGy+xd4/5dxYNnSih8WkHxRjOAPUhc/Hd6AuxahI68jJrZ2vyHDw8vmFRGT4JPd4BEDK33mSbRP69/mb3RMhn7kiG7k0SyUGCjYTK2fltCGm/OA+Yk/bHLJoEfjOgUyJSP56hPxmB2qMq7lmHHCIYH++eNfLy7lN8TfchhLW1DoXXxCjEI0FiLFUdlC6rSUpYWKyFXvbXJRpThuxZ86ykqi1600YMjFEhJkNL5as1m0zArLMeHiy6Q0Ijg88Ufg7qSh0ufdC4Ue0mjC0M3QG8KjAErgms8JUX0BCowAu2mRr3FKZSmxGkIoPLOU288VVUFaVxbSixOgyEyMMhohkyxM/gojRPO8aFcpUgoCl+WBcYo3jQoBt8e8P996Wu8/U2f4De/do9mvaJxx7RWmHfvXTGEAugCWO21C9CQSTPCNlZNMKZqgGCFoUQ+ZPKmh1BFu/KkXdZQ18+rXZDRWGgQEVKCGmstatNs620D+VyDXkvKj8vAWSHfrE0HM2qELDsGEXP6exSVkmRzSDagXet2S0gb194e9a/Pwnp19eZGM4DnQVeHfiY47HNq03XpWWGhy+5zlXsPPCUus6mMvRXiv9cFlva9u7QAyrKIuWgUa0JOn5Ch3uOzJwZJyw4ksE5b075/rXraxnPxwZIC5fj4mEU1Y0o8GW9GUxrmgHFGSdHbIBw00YjrtcUWITW1cwHikU3wpQ/1HcKfc4r3EjJZaLAviY/pJsQPNgQvCjEPkYoijaecCUVRUsbxUgFnPO+/B7/2pV/lk9/2j3PvgwcURcFsNqP1DrEzqmpGOXPMrImQj8/61JJiHvINS2LSwvl8jrmoJ4ubX07Js+ZqG1xnNH4OKMI+ypl8bptTHaaQvm57BvN/wsaXG4ivSjeaAezcV2JI+a6kblM4bFBPr4+d5R4Jjt4ABXTVeobJorYLy4xpV/4P7/ti61PeCL36aSeO9RrHVdqQnjmU5CNktaPNeST2INJxT53XMTyC6YvEe3d9+0K3SQ97MoLsNNTcNSEfECjWGFqlC1SyWJw3IclbJ005Am49bLPHYIqSxrc8OD+nOof5fM5isQjZLgfJw8aMLXdJDtpFojAvg7lbbCoFGFwwHWHOlvOK9XrdBZP5WFS9bhw+5ZsCtHGous4gqxJqDCS4wRiDNdEGImCNxxZB+hdRTHnIw/MNP/fLv8164/jd/9g/wd2773FwMGdeWi6WPcNKc8xawRpPGbGgUJnM91i2tl3/RT2FLVlvfGiX2kHw5UAbkD6wUpA+A6emiPVs7uVrL5vuY/sJJIgM8BoS4bENAY3dLgdvcuyWmtoYhYYEAY2NymM4+bL1uUsAy9s6rgGc3+86dpYbzQB2bl+uRdV2fvLguxQMCWbpi2RkngOXCA75IArhHh2TybyQ0mLUiCaljL2xJZ2KG57f3997T8G0UbGNGT/T9hvakUMkLvvcTygTMeTcB9iHyJvgmZRJs4NaqhNzzCpRsgjQSofJp36na5n2tsjHJydP5ra2x2ujk9hi3y5j1b37r8djaVUpMNgC5pWlNNJ584hRpBW8Ce1wEiqgWRM8tNM8mbJzSKyOluwzG+eoNw2nmwYVuLM4wBYxD5AHMTHQKVRK7sYgGGKTVBpGNhRNCb/ZEUO2NlQYK710jEzE4+oWRXE+VDBDXYSdQo1j50IKDI8wMy1FETUjyaRhbMCrOebXvv4e9+79IzaNo5EZ3/Zt38rjhx/w1huvcf/BA4pygXfQNp7GOy7aNba1OFPG+Rc3fBFmJo6r+Jh9Nc4ZU1C3hsdnG9ACNY5Wp7cf8T6OmxlazEaxOkErzyGS/fNlAO0k+NVs/7YdjxM/OI8Ogsn6oK+wbPqcZOFYtOMZDZk7VUlCxnieTQlCW8LTZR3Mrrsq3WgGIOxSk0KQSZYXt5OGrBKxzaEhEfZDCIOBhqsxi/SvGvot30VVL+HD2xJGoqF72TZ2t9OjJDGJ6FI2hftNf9+GtQZtyz7LCLpJdoDLaOp9XdVroTeo7cZDd0lOQTPwpLJ9gsVapbBJM3JYPK03NBqCezwxbqAsod3sfKZIbph3QwlR4ezivPs+m83S06kOKmaxgLxzLUTcV1WxGgyJyZMpaBmxcpxrI/zjQjyDMcznFbYQmqbpxtOYZDi30dFAKUzI5lmUJYjH2gpbFNiyRGzJ2fKC++8/4L0PniBiaZxSi4CWWDvnk5/8GO+/f4+To2Pu3b+PiGW5XKIavKxEZqgqTdMEQayyONeXz2wNXQyGSNBEANq24exiE+oBUO5R73PywZDcabxDg/qUITSfD+P32Ht79RqG6Vxjyd5x/C0yg92R/pmtIod5urkatTvnyZNVTrVzV5+uspk/C8R1oxnApWR76b6TxK9J1zGYfNj0tC6WiS4LWnla2lWwe5fU/yIoD3xJnhJpM5XsHIiSqm1COggKylko6KKSUjJY6sZF6Mp3EbZ5IM4uzxPocd0EoSVIQo3QeMW5FvE155sV6tooyfd49Gw2oypKlA0HBwcIltYbPEWAAMVHO6ewWrU0Tct65Tk6OsKYRchvVEVbRzQ8G2PACd4K56s1Z0/OePLkgnVdd1qXo4jwlqMsK6wtcTiMh2/+5k9wenrK/fv3aTYblkXB4fFRME4XIIQAM4twUFUcHYSo31J8n7HU0iVXDLEHPRTRNI6yqGiJjHZXTqwxDQrBv/h5ByOY6aW0YD89i23jRjOAoHanmrfZ8YTlRew5ZIEMsIezQ2nXeN0yzg1TMOx4dpK2k9QQNwjnXCzsIF2FKcngGR+YfldaL20ug99zkl6CH2/oXUHt0SZv8mPJBpFBPfiUo18GMQ9dAZL88d1tdKDeSuZC2Pk17fDO2UVjqcYwyhy66z5dO8b39jgXvDbKWUhXbGIvDWmT9lGydRgTNriZKKVVjATp1Imj9IKZFxSLitP1Q8yp7yTNreAf74IEn1EXBCYC2HhNZnxLkaamDAFQyUjnPas2BHsZ9Zyt1qFAiM/88SV7VswEOhOLaqidFAq1hIjWAfab1VRofIwoNoKYgLf3Rm7LG6++xmq1ojxYsNlsePDwPq+//jru0Ybj196gaTZR4rcYHN/8sTfQ9hSLZz5zlKagFEdhJWY6jWkiTA+liQ8ePypQliXnFz4yoGDMzrfzAZ6ezw+Vzi6W1PJu/ap29080NbcMFtSPcvokqXkk0MQxtdZOeOQZxp4/mgINfYCEO4eC+KxWgwahApu22WpfvvZDl67u4LHlJbRDi9hHN5oBwOXcTVUx2kf3Bq+TfqJMZZl8ekpeCADalYVU6CWaUUK5cfvHL3tgVHoaad750JYJeGTKFS5rWZSepz0GcrlrPGzjNl9nwu2a6JIXBMkXavJiiRKoMUUsnRhsFeF9mw4yMTbBY4bWQyEe30DTOmazAh/hwdKAmBbvUypjj6qhTw2s3fOn3OvSJpFsL8aYzq1vF/yYaxZt21KIwXXpMKKRXcD7orsGQspmYypMHKMWBx68Dt2dXWZjNkUoXG8wmMJG//xQorBpW86WFywWC8Qrr736CqrK3a+/y6uv32G93gT7V5xTjXMcLuZ87K1j3v3q1yi0RF0bK92FzTTBUqnP1lossZSmeMCy2qwxMQkbsr8wUzdukgkpsW9uz3TbBQPBcP0nYS60OztJko0r2VUgn5DDdZYLaHH+eA22AhKjC+eM3T0HnkG57XGM++/o35QzxO+4OIDnTSIhj8lVPGauSwmOeJ6F6C/D/W8S6cimcBUaM8+yLAETQ+1TX4P9JeXyFw3F3I3x0Y87Pt9L8OmfhVKO1bzELzdo46jremDknnr+1BxJ3hZJgmzbdoAB5zTlZ+59cL88OjrEzgzn5+ccHh5SFAVnZ2ddUXsIkmTSeCUrTdqRBMtH2hjCX9k91yLREh0Eo8Wsol4vOTk54dGjB5yc3KGqKlarTbdZJQGlrte8/+AeB/aIT3zT24HZOId3G6wJZS6FwETTa1EX0j24NnjxbOqGde1RP+tsdE87XwcbeWc22pW073qUHDueltIcnAoU/TBoX8XDp6EbzQC6wWQsOcd/CaX+ugARQKKK2dlgsxeR8rH0E0gHbzs3ViYflM7TSA3O9Tm+U+AHAF77Mn1oXKf9xp8bacYvMJck+3untkumItpMFQ7Ndt4HkCfi0L5LYhbVcGN6LCqjcL/gjpnu6GSc7z9IaiEPk8cOh2prQ5sCbcaeDm7PQhiU9+zGp3fPNEQVOxZ98WLYbFrOz5bMbMG3fvyNAHc1wYgaDPQeIv5e2CJGBEdY0Xm8B9cqF8t1sA1Y6ST5ul517c/f1z74KmijxEjekUEweuAsijIYUAk5ghBlvb7AXYR7XTRLvPTBh9aWg4Ch2Iru91Tm1GTQS1mWsUa1w8RN3AGvHBxhZyUPHz/ibLnizvER999/wOtvvMrp+VnQDpbByK3RZdQUBavlOe+fNrwyV5r1GYcHwuHhgoPDRcjrM5BifQfLeGdDsSTn2DjBeRuz+xq8H8XVZP7xaYHmqSpSChcAib/n9XATpNS9CxNsMiZqV+l99BXS2iiP9Dac7sLuXY+ZfpDyGWaq6tqv3tGK4EywPqlvOy/CNA/GSSf3adDdNSMjb37Ns8Y43GgGEAJTIpRzRfPLlmfL4DLtOPMUVx4vdFWlSVuaMd3uNg7wUWEwgY32ecHz+yaJavzspCVMeTX0/v3T/U31f3XH9SaHIUb9zieS5NxgB41hD9hvEN7lrZN+y3+f8r7oKRpb1aGmxKlydnYectkTko/ZecFCHBvTYA0YMVRlwSy6P84K0xlA2zbWwnXBZlCVM5Z1Q2LaTROKnNd1vQVtjMdtTI6YSjsbV+9DpTBRpaWvCTubzTovk3y+dC7FowU/BfPZaFSGfh4FbSt891qzWCw4OjqiXW0wHubWos5TVQtOTuCDx0+6ebmYz1nMquCWq3BRr9E2uE06b1i2HrdWal9TLB0HZcnRQUFZRvuLb0MCNO/xhWIx1I1iGqGpBcw0FDuQ3kdzous3/TgAiPaf1Qua5Wi3vhcqcgFxiqagmd3eg5dL86mtu/qX01hImtJiBjbE0VxMNKVhXoVuNAMQ6AuxDwYnqpudlB5zu2c0NcnyNMzpZ5eXKNzCzyVkjvSextIF/OBDUglNEyv3aNAIO2RSTKvDiZy1KFvULmtPcGc02mPBA+k/2wRsxFKdaix3OMQe8+tCycukM/dBXRC1rQmf6oTBeoYaUjfOewJncuMvbJt0B6wj31S7+6TMrgYVpfXK+el5KF0YE5+FKxyuFWYHB1SVY6bBJ19MgxThvo1v8M5GrF9ovUdKQVrH668c8nj5KHidq8caoV5vWMzniIbc/B3zjEw1aXxqhgF4U9BGVVW4OuQuUtPn/C9tv/xyaTc/lsYxZyhjG0NyUwz1LcC3IShsURUczg9ZrVYcVRVmccjjx48pqsB47n1wD+89i4OqY3jzskTV0XjFN21kgsrioMI7QysKtcF5y7wQvFPqdoOxHoOwmNlQm6AoMNLiXIMlSMKWGtXDsCF7GwO+YjWxgUA1Yv6juW/yeZoYp5hBjHDS4yEChAKqblLTFrHdGk7wWlpHovmq8J1dIMfw40TAqUW1mWQAYX+yobVZ+dYx88nnz/j7FKz4rHDQjWYAY4n1edPU4t2nnn0YLRtL5Fd1NOtwZOI4XXLZTbYPjMn7sNBCk0N+mfOzJRfrDQ1+q3yn957VasOZClVpqFWxeGzhKGcp7XJflFsEisLivVIUBYcHNiYtC3WXjTEsFiVFUXBxdk5VVbTehcLyW0xwe9PPN+miKIKNIcFpJkA0bdvStm3HQHOVfgAdRfhjLKEmyguIW5QyxhJYsZwcHXN8fIwxT7h3737A7gmusCFPv+Ho6Ajnw6Z1cnLC+nyNcyHTZ27g9t6zqjdI62J7GgqBWSmcHBRU8xKAeu1QXWEsHFUV1byitCV3ZnB4/Apf+q2HqFYkIWcfhTG48qzZcf22VryPntZ2cBl1m3pm1N533q7fPuz23WgGMIDmss53ScN8zxmnrOuJOlUqSbV7njFlWFXVDmsNiz94A6VCMPmmnbxREgW3vv5eO7u65+Um7STvW2d49FH+y7SbqcdseUQ8A0Mwwbc1u1nUxKDD+QdQTzxt/MStJZuu7X4Xzk4vWK/riCtbRAweF8w3miRfT+thua4pijnrdUPjahYHlsq7YKh0Qr2pUQ2bfrkow4bYSkiypgbEomqoa8diMaOua+7cucPFaokawc7KgMVnEM94A89VdNUQMGWMYWaLrpJZMhZXVajWNXYUSDi+tbbTHMT2KR1yBlEVoR+FsSwWFa+88gree87Ozjg7O+ODh4/74ZVgSC+siYnkYn2BWdi8V8sNF6t1DPpTFosFddvgxbFuatR5is64bjBqkFVL0xQc+XmoYxCwyICYugZz0eCco6oq7Kzlk++8yVfeexKQ910btJitdbV1Tjen+vm2S3gbum7up631L9AXkpatJvXPCN+9b0kedjraW6YoN9pDEBjGHkO5cNCltSiKzpY0bst16GYzgKw/wesvDKIRiVhryhHSn5ur4+G3aRcrIHqTMDhvjG176dX8AbPImUm2GXkTDJQmi/zrbVXBI2IfNm4yg9UWU4uQkw423whn5W3L7qtZSlrJo41Hk0Vk6JZnE7zl3da5U2rnFOPszt86uz+n8/9Woh3F4FVwZ38zjQAAIABJREFUreNBxKZ9V6g9r7fa390Q8uOs2pYjCjBQb5bo0qEzS1mYkIc/2oBqX9MsN7TOYMyMVkM6BSdtcP9DuVgHSffJ2SnVwQLxvtvM0xikd5Q+h02RmPWxn76JEcAQq01eRElosNZSlmX3HBGJUJdgoweQd8HI6n3QhF599Q7z+ZzT01POl2suViHQqnFtNODH1AcIZRVsBeo8dduEzcZ72mVLG6ELfLBNLGYV56tl7EDBat1iYwH4RSEsqoKDeYFoQVuvWZ6fU5YlVRmMx0hJi+HsYkXTNBw3JUUBIhsMLa0Wcd4qzvZwoEbBqpsj2RoVM7HBd04aPYQpIsEom8GbMISW8rQoofxrhGDzzBNp3mf2va5tOtK6oweU9wbVBCm1PSOLQYeiQ1eL8Uaf5/EZQ0C5rbALeozCxNN6Vd1sBgCkqREG++pBRy+Leg3ho0fPQ8W87vNBee/+fQLuD8YGb6UUKLVrknsB17acL1ccHSxYLj2btUPbDW++doeTozkySCsA773/kPPzFY8b320kHSP3feKz9iK46BRFMfD1L4qwfNq2vbJ7Xm7YzBl8731Ud95iuaQ/JpGQeni5XLJcLiNsRpes0EvwiCtM0WHs3ebiQ2UyH5maFYMUcHJyglHLxcUFTdNQVRXrs1NUQxqIyhjuHC94/eiA46MZB7MQ7yZyAARbR1lazi6WPD475/Q8pNwQEVaNo1nWqBgenzXMFhVl3Fid950Tg6iGGjzPoKEGIakfu8scSFJA51Xv/bzpsjWYBIoPwx30ZjMA7SWAMKGHwUIptaq4ZBTeprFRZddv6fvYoDnOWT9o3gTMZCTkB+nK3WVeP9fl0uN2J0OtThh/dmHEg2OXPHsfE70KY9jVhvF98351RjsVHjx6RNt4xBaAxagLGo5qMD4yjOLunquG1WpFZSyresPbr9+hMEd4bZkXltJY2joaKiN8gRqODmY0Dj6493WQOdD7p09h8m3bdh5CCcpJqR2SfUDG6likZKCVTJocj1PaoK0NhlRVjQXefVdoxTmHLWLwmvPUbW/YjLtx/BhTXXdjpJBKREbpNUmSB/NFYHiNgvEcHBywXq85Wix4cnYag6ZCBPKrR0fcObCUZYulpSC42IYOrKidQV3LYlZyeDijWiz4+lfv82RdI15498Ej1o3i5ZxZ1HyKylKVMw4ODjhcVJ3r8tZ6SfMmfjVjKTybY0xp0AOHiOy2GQPYQgnGa2YAP2WHvYBTiMkJkaCtJQ1gCgoWkWgclz2i7ZCmXEEn23lFutkMQEBtvnlNG3TUaGYPYODXm0+S5IPbZfjMIYjsxeeGr25xZfaGbhHFMH0kwxidJ/3X9aFvMfm33C++d23Lzha9skYxkI5HE6NbCOxmZnkbQtsY1Lrd99xd95tuo9C9R2NovePs9ILNpgmqtrGdJqCkmru+K/4R/MjzuwZNYXmxZn5yiNGW++8/4OSVOYWxIYNnEYyiIgYxTXd/EYVCaBSwhkJTmj3pYJZEyfDsZJhuNwRK1d04F7MSjcbdoWdLtEHFcZpKhayqnXE2wUIJD27SzQRcZEIqoG0feWyJ0dDG9PmJoueLUTqNBVXms2rwvt9+400ePXrE2eMnzA8PWCwWPH78mLIsuVhvEJTSwmzucRZKPE4MhfVoqk5Gi6XkaGFRX7B2De3yCU49rStZbmpWa4crwhpaE6CapvHUmzXLVcMHhHQd1lrms4rjowqRYLdJvnvSCYUaKp1B5w3UlxUyHXTTwbUZt0jpoLegXdVeG5wyLO+RgxyK05A+3GtIhSHe4E2sAzCIMcgE2+z9X9VonfaotD6nhNGr0M1mAOSDtm3IGWwEnYF4JOXrcPvMcef0ffx5kHc7uftJn4dcUzxBJuXnicSIOO2YLjMC098yYJQDG4huSUDAwCul3+iHv09pIJdpI2lh5Pjivok1JY1MPUMlSEuqyulF8OVXVSTLoxMYhUdSxChpoexu83pdU7z2aogLjpvnbD4jpPQWsMEoJ6NFaAn5/80IKhgvrA5OuETTCvlzMix64h4wZGR5cJCqxiygxeR8zNuuGlwie5fULN2ETbYmEz2EgnZSVRVt3XB+fs7x8TFVVXF2dsa9pmW5XFIUBZvlioODA6y1LC9WQIhEPpjPKTSU0yytwWuL2JJUd1nERAFGEWOYFQUiStNc8O79J7RNSNs+BV046PIt1S6sqSdc8P4jAUL1M4PHWuFwccTh4SHgKW2qK5A2be1tA0kGm1IbBy8uL+3oJwGjywScJIDl7zrZgvr1maT3/rrxu92nwefzL73/vRr/FeiGM4D9NJawnoWeBdtLeO1VaN8G8jJo36b6tPaAKakkv+fZefDlb/AhalamMxKNMfCqqthsNpNQVmKExhYYk/nlE/LTB5Vtf9Bat3lklDJ5ik/a2DScNW4L0EeHi3RtuspGknsU7aKkndo91+RxBMENdXhsvV6zXq+Zz+cUtuDk5AQIMNPZ2RmlsYFhrDcUYjg+OGReGWYxv48122/NmNSeIKEHo7ajblKywVDIfu8YiI9hKul8x6YJQXnaKOvVYx4/OQPC+zEIx0cLxArzRbDT2FSbWMnmy9W8gfoN90qn77j+8ouf1eY2EFR/ZxqBtVPpRLSDVTopzvRRmp3ErSOJKhtfR8+dA7Z7eQukC5iKUEwMQPNiUNPndEkv3GtLqD49FXAyfEnD7Sh6fXSpKATjQ/CZhy73f7zpqI3S1wjQhEOm5+3erHKJIpyQEtoNC8mMadyn9A5S/zr7CcHdNI3h2cU5F+tV0AAk5PG02T2Hko7vupkgt81ytXfBqIR3rDb0oa3XVEUZctU4E7uXmJNDRKldE7Q867sxzlMvJINvCCyzSJYnp5PCjRm47yV8XTTNOQ2RqdBlXFXVgbaaoofTX247Gkd/Go3QT3rTJjDRxru+als8PdXrFaBtHRfrVcwFVPDWW29hjOHRowecnp1SVRUf//gnOX1yHuCnpsWKoTQzvHfMCwFpMRHOkJjpNtQgSEpx6pPHYmgEzlfLaGhVoN2ajyLS2XhUFavZYiblW0pusIL3SqrsVsdCvxePG0R7hl1Gz735rGJxUGGtMCt6d13brZe0ttN7MFvzeGrOqQ6zDAtCG6OgMYJXH0p2Si8IXGWDntrIr2KTe1o746UMQER+HPhjwPuq+nvjsdeAnwY+BXwF+BOq+khCq/5b4PuBJfBvqeovxGs+B/zH8bb/mar+xKWtG2BzGVjWHcvV8jEGFhePTG98YRFf2oJukabNND13AM/kEyY+LxVQF6ajkrfbMpR2B9i6SF8NVYcBaN3GmY3N8B7TEyI9a8orhU4STt+3Dc5TsMZYwnUqqAh1HfzSa9fGzbFPpbxrso6lo122hvyc5AnjnMc5QtSt98gs4cfDNBzGFFgbM0JqyKW0WCxYrXpGk/5NLni5L/bAZpJ+18CsSQx01O6cIY/7l49H7t43ZtR+a66DGINmeZ+C0qP4eMx7z2xecef113B1w7wqefToEW3bUpaWt99+G2stzWZNvVlRlFVwpYyPLQ2oCdI4MctnaKoO+jRI1Ry/BBfYcutdDr5L1p+JKZGY4NZ80eFHH4vpNE14r5tNEwr2iA9lKYuCqqo4PjxkNpuF52XCC3jMqArgZYwAwibvnMOF7FzRfdnhxW+ti6tI/fm7n7p2l/ZwXS3gKhrAXwZ+FPjJ7NgPA39XVf8LEfnh+P3PAd8HfHv8+27gLwLfHRnGfwp8F+E9/byI/IyqPrpySwfq+4eXDe9pKaSfGB0zAbffUyJ3i676wkJKDBgYH2BvgrXUpqtAD9ehq8EYlnrT8GR5jnOaScY9bDDOKZTbUp6GEva9TTFwbyQoWGupSjtYSKvVirIMWTTruh60LaduwxvBXR0LHcEAY6Y5vs/gHrL7ulw7ydtgjKFgaBcTI7z51ltYa9lsNqw2a5Zn51hrOXr9VbR1XFxc8NZbb7LZbDg7OwOvGFOwWq1YNzV126BacDifBy+o2jGrLMZLrCfctz3fj7o+qBn48r8ICgzFgIZSq9Jp6EJdO5b1ktOzVWdsFw0eTkdHR5ycHPWOId0rd9MbsYYU290z97XnGpTe8T5K6zqnp4GXL2UAqvr3ReRTo8OfBf5w/PwTwN8jMIDPAj+poQU/KyJ3ROSdeO7nVfVhbOjnge8Ffmrvw/N5kxlnxjadsQQxKFg+NRhd3o/wNXlO5NQteJNx3FhXOBWDTx59PqsT4J2PcNXEYyek2k7C1LjAR10POHZMMhYfaJx2+1iYmGPNqLt6a+PaNWnCQojYrDKJh09J/ePfVZV13bBZrzlzm2CEF0BkEFWZ7pWP+1UxzZxRdJKzhIIbVVlFDawIbpf5ZmoinBgjg1WUw3lBYTV48EVKLp1VFe41jrgEushwELAht7z3oWZsGoeWvo9eoyfIyJvsKv1NMQYiwbjtCfmITKaIildKwBY2+uOXnJ6e8vDRB12K6VdOjnCtYm3J/bv3abRBjHD/4SPW6zV1XYdCKG1LUS4oylkIuqwbTFlwfrHCFnPcyrEohbIwlDNPKynLZsZgVQmR1Rb1FksRi8SzZa8LNorhmn0W6baD0VIOru54dKUNszvhPyE4q4blw3Pef/iI0gRPLBO9j+YHFYvFgqqaY9JccOF9aqvdPT3S1QhpI2wpGublWBjY1c+EJOTzYWpj3zcW17ErPK0N4G1VvRsbcldE3orHPw58NTvva/HYruNbJCI/BPwQQFVON2+sLu+aLJdh2GP4YNLbIm7MaWrn9w2FOgyqzZBZXULTL3K7wMPgmghThHb3sFJCX4fA0Didcv+sXVJC6mO4//7ObF0rAVMPOXkaLlYbvAexQ6jtqiU7ryPBeJu8YXIpvETV4DGohk2z978PzDtEFztM9JwZq3Oqynq97iCDpmm6Td4Yg5MeTjIjiCAVG0n3SW6YyTaQjufQTq7uj/HccZGZ8MYF7xxlWVIWJeo8rt5w5/gEkeCb/85bb3Ox3rBcLnFuA/gY/OVw6smnu7UWY0vEGOaLCi8lHnCuwQs8WZ6zrkvuPz7j5GjOvBAO5gWv3zliUQmtqynFYGxWKH1jI0O0AyFtiiahT663meXnD+0myUkj2dcUr7ng0b98F4UmiRs4zZpl28LpBcYY5jE9txjl6JWj4LkMCH0iuHH235Ad+OoG36tu9Km/+/a6y+jDNgJPtUL3HN8+qPpjwI8BnBzMt84JC6X/3B3v8vFbnLggfYQb9r7BmoxAaZIFXHgqlWqetGkXN+6O63a+7mH5ue37JOq1lahBZL+ZzGCZfOKBLhVE2ixETHcsPGPa33+XRD/+bTyhOkdc7TfRPCti3XiWy7qDTDxBuk7S0BTlmCuUYQw7nXu4G4+Z8+Cz69ta1zX1rKIETCH4VpBiTusUnMc1JXW95vT0vIukLGfzkDHz7KLr0xiLb2MJx6qqmFnDer1GjGW9XndlF/Oxs51JtK9epdFQmqcFiRJF3BwFZHsjFJFOA0gQkO3sEp633w4FWp48ecKmqbn/+HEYL4owjiY30odn2cJCC7NZ8PwxUrDZhBKQ1lo8imvqKNW2BE+ckLG2ODzm0dkp3/2dn+bJBx/wq1/+agdZfMs7d3jzrWOMKdisHZu24WJ9HmpViM9SMWwLWtfFyHfR9OYZNQ/Nn57n6+qvN9n4px1F27TeHLU2XRsfnS3BQulim62hKGZhPNQHxocExjCx3Y2Z/WX9GZ8ztiX5K3o55fS0DOCeiLwTpf93gPfj8a8Bn8zO+wTwbjz+h0fH/95TPvuZ6MPEwhM9K3Z9FXoe7X4WShLuxcUFqyYauhiG3r/oNq83DScHwpPlivXjDct13aUTFwl5dhaLBYvFIY1rQgqFsw2rVT1YCVMqeArKauL9qoOKj33sYzx+/Lj77XlRHniWvouEqPW7d+92zMFLiEQPNaIDJm9T4jZjKIyEesJShEjfw2MKOxs8w7mgHcxmFcvNGhgKBKJgxXD/vXvcv/ceJyd3KOcFT5484ff905/mC1/4Ah/cv4/3sDg44t33H7Fq9IVlR3lazWF8faKt+2TpK8QLXkF9HKNWWG3q/tQ8q0CeT2gP3DdFz8IQL6OnfS0/A3wufv4c8Dez4z8ogb4HeBKhor8NfEZEXhWRV4HPxGPXpjTRE/fMuWj6HTWDamIh3GfbZ/m6uTRCMfj+L9FVomV7aX0bC7z0udmkFhGS7p7DBlMeA/k5ObwwNfn2tcXTayqqISXC6ZNz7j94xHJd06rgMHiJFaDQnYFw+9qwizpj3UQb82MO4YNHj7n/5Iwn65pWQvI9O6soqhnzGBj2uc/9mzx8+AEhgEmRAuxIFhpHWkJ0MSxmYEvW9YYHjx52EE1Zlszn885gnMbbKBRitto+luwkYvpju8VlMGeKjsYaxMb6v8Ywn5ccHRxyMF9wuDjgYL6gMPDaKyfgW8qyZDZf0DjP6elpp70BtHWDSIExZXRx7teKqxs+/s47bFZrvumbvonVasX5+Tm/95/6J/nir3+Ff+4P/AuozqmqE56cNZwuW7wt4noxPAsn2DUHrkPXFUoSjNMx2Tw7AH2mARVw6rv571Aa72i8GwQxXkXqz2nXOfuuvc4YyRUwpp8iSO9vAPcI3jz/O/C/At8M/CPgX1fVhxKe/KMEA+8S+FOq+g/iff408B/F2/7nqvo/Xda4k4O5fufv+QSwHTq/hWfnXkIZPjsIv/ZxY0qqqG57d/RcO25Y2Vjm+GQouTccO++3k4rl1B/roZ3ut1GBlv6scJ7Lqx9lOKMnTard2P4U7VIn+2cr+WIVEVoXcPGLi4uuAM/YoHfZfBr+nnkE5QxVh14XIjLwmZ/K0xTuNlKJJaQ4ePDgAceHR7j1Go2piYvSdN4056sNG+8HUF1qa85Ak9RdFEXXhqZpgsHR+0FyuHzBD+C0ieERkaFPue+v6eZZcgAwBnWj4uvWhoybB4fM5zNOT08xhKyeud3Bt64Lplsul5FRzJnP55ydhZKQ1WKOiLCqG+q6DmMU22YQClUWxYxPfvzjXCzPEBHeeetN7t79OkeHFb7e8MrJ6xgD67rht+8+5Ml6jdPrCVtPS5PMc2pKZs4d+zD0sT1mr51Oe8HHowMIecrBYUpwu+z+U/2corOL1c+r6nftPYmreQH9yR0//ZGJcxX4Mzvu8+PAj1/2vDF1Hc1e4ocGLUifdXFKGxAZG1dfHk25fT0vEpEem47fV6sV5xersCH1ZpQXQpcZEMeU0ioX1YzHj0M+/PV6HYKDsFuLuSxL6vVm6xlTUnsyyCbIJ3nc5LEDMEzdO3xvQybV929awu+823JDejx3NptxdHTUpdMI9QZiEjhVlutV586qGtJGbDabbi5VVdV5Oo1tDykrKdBV4JqXM6wEA/RXv/51mnbDpz71KT549JBX33iTh/ff57WT4057Wiwq5ouCi7bANb2G8aKo23T91YSiXXTZxv+0lBjDVRjL86IbHgk89JJJNJ6s4WAWeav5Odl5JhrasqRZ6bet5G/0uVR6ygJtsjYkydOIwfvtwK8xRJW/6046S+2YGANJBu1xnyfPnQ7SmmrHXtJgXG6ahsdPzqLWkwKDpLOoPY+pOa2dZJrRDshNVTtj7Wq1YrPZhI0vFc/RkDvGQ/DySFK0hORjGtX18bPzGIUuT/8oBXRemSv/N7WrbyTbx7LvW3Bd6nP64Hp36M1m023UxhicNqzXIYe/FCGj6Hy24Pj4lXCBDzmGlstlTLwnrOsNRcwcakwwcFdVxWw2C8xC6VI+FCoIIW+TnZWYwvLVr73Lm2+8xsmd17h79y6zcs56s8S6oIHM53Oah0+4Fgd/BurWcz5HL5Gcd2HyuZF11yZ9lc15SpBI97vO9VdhRNdlVjeeASQaRPTuGbPkvdPDQqaLhpQibuDeYKQY3Cf34On9rgkWnnTfnAm58D1IaTbbdB3IsFBIHvw03Pxzu0SWxXCCUjI4gS5dRE5pkxpP9ly7yQOaOj96F7QgIpaZJs+ydlxcnAamGNxT+jG+pkQ+uG5A25WwINgcjOufkT9vyyNIh9dba1mtVgM3wOCfHwqU4xVjPen2qkoRK3Z5HzdX3U7OBnRpFrz3VFXIgW9MTFHhQwI7ZrEGsBv2L92nz9KZZ7CVAYPv3m42xnld6dTnPL1R2FTg8PAg5PiPbV2tLlit6DSAqqrwKBWWw8Uhj06fsKqXLBaLUL5yeUHtPK4OKTIKYykTBBZdR60J6VCsGNRa3rt3n/sfPIxxAZayqlgul6ip2DRN7HMPc12Wmy2nXXatMamOCsnQw7dmJBQBvVYwgv2u8vxdFMY4bKlelPH7h2fT5C/TEnbZAffRR4YBmCxSx03skZ0EZaQP5cbjVDt/56sMS9q4t45rj3eHZ+UvI08Spl0OmFyCyNs4RVPb/q7zpyJTp9R4GBq6p7yVchXUY6g3dcD4dbufH7YqOpzQI+OY6SW4cXtzyvskIjRNEwKubLBidGMyIdl3/ZGQz8bE9NTxhK1nhwLpIWIUbCeBp1TLyQ4Q6gBvMEYHUFDe35Q7KKWNHmPAYy1uF4yk8Zy2bZnZEMGbG6LzezRN09kTpPUs5IjD4yP82RnretOVoazrGuuDZjSzBV58lxsqZGhN2l/f9lW9oSgOqY7mtMua119/FcycL/7W17bG8Tq035Y2Op4LV1eEjPN1vfOcKxhcx5L32O4wxv33Ser5PS/TPJ4VmvrIMICnJukNs0Nf8xf0+Cu+oK6AzIvRlAeUKkOdxXqwYZOYys/5/Oi6kssUTTK4AXa+//qiKGjr3e6cnXa0XKLaQzyLRSiokmr+FkVi0r3PeNLEEiPI0zkErWPoIZJrans3sHi/lAQtVRYrimIL1ixMhKwklJp06jum5ZxjuVwyn88DpOndcEMTwYhhjL4le4tv4WK94mvvfsAn33qD1ivvvXeX9frFY/9jehYM/8NMpfJhu4p/GHbBjwwDSBGfiXqIJ1F8wS7kIexPDMmrIHJ7GHgk7IpO7SCVeFvro5yfVEaTYB5FfJ+zPs9KGto5xK+Hk9HTee+kQ5LSMZhOCE22iN4gnhVq8T7FE3XPzbs01hbyYjcAdetZLpfBD9xYkL4Owb7JNZZA9mk5OyW27LhBsj7opATenTvs4OAeLnpfdJqNhgRmRYSRVBUXobTc/iJGsS5uzuhA+8j71rmGGgkagcLp6oKyLGl9S2WKYHQVz2w26zb6/D7pXrl2Ir7PAjogF6PNTa9BpMyhqe1GwdqCo4NDjo4OOnuEWINv++ylqkpd16FecGFZLgP0IwqlLZgVJY1rwSnBDTQEf1kpYippsBG2TOPkfLCFzOIc/er9B9x/9JiimnH/8UMwIRo7ubh+GHQVLH4QdR3SAnXGbFW9VOpPz8nf3VXsb6EofObBFxPqjR93lbWV7nlZ2/addxl9ZBjAmEKHtw2xEKr9DAc4M+y6EBwzBfOkouvhkonfM6PcZWpcOn9K7Own1c5LB+eNDcc5pSxEruujkBe4cL7daqP3vtv4nUZpU0zX0q59iYk9g4o8nui7XDh3GUUvo8GztT82tSGoxNKKYklpEcb3ShL5PtW7bVvERsOx89iiAgRVT9N4jAnFQFod9jeHZaaM9YnBDNplQ9R1Yg7GhLQCRoSjxUHMR+PwrWO1WaPiOxsIBBgnSfnGGA4ODiirGefn5xRFgIx81AZ6xjLcWKaOhXtHwQePEaVuWlyr1KbGn1/gTVyjYpEsU6m/RlqE8dhfZ+O7THPK7zl1zXWl66nzuySOcv37PS39jjQCPy3thAUmIJfxy39WfG0X9fcdiLL9IRnmlgmT/hme1ZW4c6gP8MPFKhUSf3a19DoTOxknL7vuw4CEpqjHVad/L8vySi6Leb6f9L0sS4xTrAUb4wry/iaoJVGCbHItYau9aQ9luLATZCOx5nGym3gBKSxVUYW0tH44py8uLrr0EHVdh7VhDdYGRmEV2nbEGDUITUUqF5HmpVdKY7s1NLfRriExBbT3eLFRIGkH8/l3Iu0yVt/k/t5oBpAP5xRnNl3+H3Cdo7QfpJ/NXfiSetZGjmyMGUj6+abjrWA93QLymadGBxN0sE3MBU+EiTQEZqXsg72klwKcUhI5wyQwPYCPepV1yrjb3VtM99zAQGIiKinwGjaMi/WK1qfzCHBP1u8tab3LhjJs42Ub81U27uSV4tmx8Y3uYck0rhHTzqGUUKwqU9vju3EINr3L1iHWhozBqmirqFdUW5AAqbQj2GacfTSUGg3tV9fgY1Bf7VpKU1LHClYpcCzZAK5KRZo7KWeQ9NJ4V37U2lD8qA2pKFrvcC4WpmndwMA5uC5+Tt9ntojQGGzq4Dqbv3FRBwoWi4gdeOSpEdR7CmNwmE5rbH0dmJYG/TQUXr/c8CnaBzeOvVqmrs1hMxHpGd4oPxNkdRQkmyPxf1cVNsaQ0AAepG+rM0zkHtju7/j7uPjP86ZLI4FfJonIGfDFl92Oa9AbwAcvuxHXoI9Sez9KbYWPVns/Sm2F2/ZehX6Xqr552Uk3WgMAvqhXCGe+KSQi/+C2vc+HPkpthY9Wez9KbYXb9n6Y9IJy9N3SLd3SLd3STaNbBnBLt3RLt/QNSjedAfzYy27ANem2vc+PPkpthY9Wez9KbYXb9n5odKONwLd0S7d0S7f0/OimawC3dEu3dEu39JzoxjIAEfleEfmiiHxZRH74BrTnkyLyf4jIr4rIPxSRfy8e//Mi8nUR+cX49/3ZNf9hbP8XReSPvoQ2f0VEfiW2KxXmeU1EPi8iX4r/vhqPi4j8d7G9vywin37Bbf092Rj+ooicisifvSnjKyI/LiLvi8gXsmPXHksR+Vw8/0si8rkX3N7/SkR+Lbbpb4jInXj8UyKyysb4L2XXfGecQ1+OffrQndR3tPXa7/1F7Rk72vvTWVu/IiK/GI+/1LG9lPI8ITfljxDmyJuDAAAEaklEQVRD8RvAtwIz4JeA73jJbXoH+HT8fAz8OvAdwJ8H/oOJ878jtrsCviX2x77gNn8FeGN07L8Efjh+/mHgL8TP3w/8LUJszPcAP/eS3/97wO+6KeML/CHg08AXnnYsgdeA34z/vho/v/oC2/sZoIif/0LW3k/l543u838D/2zsy98Cvu8FtfVa7/1F7hlT7R39/l8D/8lNGNvL/m6qBvDPAF9W1d9U1Rr4q8BnX2aDVPWuqv5C/HwG/Crw8T2XfBb4q6q6UdXfAr5M6NfLps8CPxE//wTwL2fHf1ID/SxwR0TeeRkNJFSb+w1V/e0957zQ8VXVvw88nGjDdcbyjwKfV9WHqvoI+DyhfOoLaa+q/h1VTRXmfxb4xL57xDafqOr/pWHH+kn6Pj7Xtu6hXe/9he0Z+9obpfg/AfzUvnu8qLG9jG4qA/g48NXs+9fYv9m+UBKRTwG/H/i5eOjfjWr1jycYgJvRBwX+joj8vIj8UDz2tqrehcDUgLfi8ZvQ3kQ/wHAB3dTxve5Y3oQ2J/rTBKkz0beIyP8rIv+niPzBeOzjhDYmetHtvc57vylj+weBe6r6pezYTRxb4OYygCks7Ea4K4nIEfDXgT+rqqfAXwS+Dfh9wF2C+gc3ow9/QFU/DXwf8GdE5A/tOfcmtBcRmQF/HPhr8dBNHt9dtKttN6LNIvIjQAv8lXjoLvDNqvr7gX8f+F9E5ISX297rvvcbMbbAn2QovNzEse3opjKArwGfzL5/Anj3JbWlIxEpCZv/X1HV/w1AVe+pqlNVD/wP9DDES++Dqr4b/30f+BuxbfcStBP/fT+e/tLbG+n7gF9Q1Xtws8eX64/lS29zNDz/MeDfiNADEU55ED//PAFL/92xvTlM9MLa+xTv/SaMbQH8q8BPp2M3cWxzuqkM4P8Bvl1EviVKhD8A/MzLbFDE9v5H4FdV9b/Jjuc4+b8CJM+AnwF+QEQqEfkW4NsJRp8X1d5DETlOnwkGwC/EdiXvk88BfzNr7w9GD5bvAZ4keOMF00CCuqnjm7XhOmP5t4HPiMirEdL4TDz2QkhEvhf4c8AfV9VldvxNiQWqReRbCWP5m7HNZyLyPXH+/2DWx+fd1uu+95uwZ/yLwK+pagft3MSxHdCLtjpf9Y/gSfHrBI75IzegPf88QUX7ZeAX49/3A/8z8Cvx+M8A72TX/Ehs/xd5wRZ+gjfEL8W/f5jGEHgd+LvAl+K/r8XjAvz3sb2/AnzXSxjjA+AB8Ep27EaML4Ep3QUagvT2bz/NWBKw9y/Hvz/1gtv7ZQJOnubvX4rn/mtxjvwS8AvAv5Td57sIm+9vAD9KDB59AW299nt/UXvGVHvj8b8M/Dujc1/q2F72dxsJfEu3dEu39A1KNxUCuqVbuqVbuqXnTLcM4JZu6ZZu6RuUbhnALd3SLd3SNyjdMoBbuqVbuqVvULplALd0S7d0S9+gdMsAbumWbumWvkHplgHc0i3d0i19g9ItA7ilW7qlW/oGpf8fsko6m4TTUPUAAAAASUVORK5CYII=\n"},"metadata":{"needs_background":"light"}}]},{"cell_type":"code","source":"video='/kaggle/input/demo-videos1/342081958_9982674975092085_3702731340317221758_n.mp4'\ncap=cv2.VideoCapture(video)    \nret,frame=cap.read()\nframe=cv2.cvtColor(frame,cv2.COLOR_BGR2RGB)\nblaze_time,blaze_bboxes=get_blazeface_face(frame)\nmtcnn_time,mtcnn_bboxes=get_mtcnn_face(frame)\nmobilenet_time,mobilenet_bboxes=get_mobilenet_face(frame)\nyolo_time,yolo_bboxes=get_yolo_face(frame)  \nprint(\"MTCNN Detection Time:\"+str(mtcnn_time))\nprint(\"Yolo Detection Time:\"+str(yolo_time))\nprint(\"Mobilenet Detection Time:\"+str(mobilenet_time))\nprint(\"BlazeFace Detection Time:\"+str(blaze_time))\nprint('Mobilenet is '+str(mtcnn_time/mobilenet_time)+'times faster than MTCNN')\nprint('Blazeface is '+str(mobilenet_time/blaze_time)+'times faster than Mobilenet')\nprint('Mobilenet is '+str(yolo_time/mobilenet_time)+'times faster than YOLO')\nif blaze_bboxes==[]:\n    print('⚠️BlazeFace is unable to detect face in this frame.')\nif mtcnn_bboxes==[]:\n    print('⚠️MTCNN is unable to detect face in this frame.')\nif mobilenet_bboxes==[]:\n    print('⚠️mobilenet is unable to detect face in this frame.')\nif yolo_bboxes==[]:\n    print('⚠️mobilenet is unable to detect face in this frame.')\nannotated=annotate_image(frame,mobilenet_bboxes,(255,0,0))\nannotated=annotate_image(annotated,mtcnn_bboxes,(0,255,0))\nannotated=annotate_image(annotated,blaze_bboxes,(0,0,255))\nannotated=annotate_image(annotated,yolo_bboxes,(255,0,255))\nplt.imshow(annotated)","metadata":{"execution":{"iopub.status.busy":"2023-04-19T12:00:14.068234Z","iopub.execute_input":"2023-04-19T12:00:14.068825Z","iopub.status.idle":"2023-04-19T12:00:15.601913Z","shell.execute_reply.started":"2023-04-19T12:00:14.068761Z","shell.execute_reply":"2023-04-19T12:00:15.600437Z"},"trusted":true},"execution_count":32,"outputs":[{"traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mAssertionError\u001b[0m                            Traceback (most recent call last)","\u001b[0;32m<ipython-input-32-9a6de1d538eb>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\u001b[0m \u001b[0mmtcnn_time\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmtcnn_bboxes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mget_mtcnn_face\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframe\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0mmobilenet_time\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mmobilenet_bboxes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mget_mobilenet_face\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframe\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0myolo_time\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0myolo_bboxes\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mget_yolo_face\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframe\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      9\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"MTCNN Detection Time:\"\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmtcnn_time\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     10\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Yolo Detection Time:\"\u001b[0m\u001b[0;34m+\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0myolo_time\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m<ipython-input-14-84169ee69b34>\u001b[0m in \u001b[0;36mget_yolo_face\u001b[0;34m(image)\u001b[0m\n\u001b[1;32m     33\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mget_yolo_face\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     34\u001b[0m     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\u001b[0mmin\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframe\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframe\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0maspect_ratio\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mAssertionError\u001b[0m: "],"ename":"AssertionError","evalue":"","output_type":"error"}]},{"cell_type":"markdown","source":"# Conclusion","metadata":{}},{"cell_type":"markdown","source":"After all, blaze face is indeed fast, but not that accurate and also can't detect face. mobilenet face have very close results to MTCNN/YOLO but faster. Feel free to fork this kernel and play around with a other train sample videos. \n\nSorry for bad coding. Might have some kind of bug in these code(especially in blazeface). Please kindly point out if you found out.\n\nPlease upvote this kernel and the associated dataset if you found this helpful.","metadata":{}}]}