{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# Official ASL Data Visualizer\nWe at Georgia Tech developed this data visualizer for internal use and believe that it would be of interest to the community to share it. This script visualizes selected input files and produces videos that can be watched in the script or downloaded. The script is optimized for efficiency and is best used to generate visualizations from numerous users'/signs' data at once. To learn more about MediaPipe, see https://google.github.io/mediapipe/solutions/holistic.html. Instructions to use the script can be found below.","metadata":{}},{"cell_type":"code","source":"!pip install mediapipe\n!pip install opencv-python\n\nimport cv2\nimport mediapipe as mp\nfrom mediapipe.framework.formats.landmark_pb2 import NormalizedLandmark, NormalizedLandmarkList\nimport time\nimport argparse\nimport os, shutil\nfrom random import sample\nfrom tqdm import tqdm\nfrom multiprocessing import Pool\nimport json\nfrom pathlib import Path\nimport numpy as np\n\nimport pandas as pd\nimport random\nimport math\nimport pickle\n\nfrom glob import glob\nimport IPython.display as ipd","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2023-03-08T02:15:07.094955Z","iopub.execute_input":"2023-03-08T02:15:07.095402Z","iopub.status.idle":"2023-03-08T02:15:34.883628Z","shell.execute_reply.started":"2023-03-08T02:15:07.095367Z","shell.execute_reply":"2023-03-08T02:15:34.881802Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# MediaPipe file generator","metadata":{}},{"cell_type":"code","source":"# Consts\nPADDING_DIGITS = 8\n\n# Globals\ndata_dict = {}\n\ndef add_metadata(participant, sign):\n    if participant not in data_dict:\n        data_dict[participant] = {}\n\n    if sign not in data_dict[participant]:\n        data_dict[participant][sign] = []\n    \n    data_dict[participant][sign].append({})\n    \ndef ingest_landmark(row, min_frame, participant, sign):\n    lm_type = row.type\n    if row.type == \"face\":\n        return\n\n    if row.type == \"right_hand\":\n        lm_type = \"landmarks\"\n        hand = \"0\"\n    elif row.type == \"left_hand\":\n        lm_type = \"landmarks\"\n        hand = \"1\"\n\n    lm_index = str(row.landmark_index)\n    frame = str(row.frame - min_frame)\n    landmark_dict = data_dict[participant][sign][-1]\n\n    if frame not in landmark_dict:\n        landmark_dict[frame] = {}\n\n    if lm_type not in landmark_dict[frame]:\n        landmark_dict[frame][lm_type] = {}\n    \n    if lm_type == \"landmarks\":\n        if hand not in landmark_dict[frame][lm_type]:\n            landmark_dict[frame][lm_type][hand] = {}\n        \n        if math.isnan(row.x) or math.isnan(row.y) or math.isnan(row.z):\n            return\n        landmark_dict[frame][lm_type][hand][lm_index] = [row.x, row.y, row.z]\n    else:\n        if math.isnan(row.x) or math.isnan(row.y) or math.isnan(row.z):\n            return\n        landmark_dict[frame][lm_type][lm_index] = [row.x, row.y, row.z]\n\ndef add_landmark_data(participant, sign, abs_path):\n    df = pd.read_parquet(abs_path, engine='pyarrow')\n    min_frame = min(df.frame)\n    df.apply(ingest_landmark, axis=1, args=(min_frame, participant, sign))\n\ndef ingest_parquet_files(df, parquet_dir):\n    paths = df['path'].tolist()\n    participants = df['participant_id'].tolist()\n    signs = df['sign'].tolist()\n    \n    for row in tqdm(zip(paths, participants, signs), total=len(paths)):\n        path = row[0]\n        participant = str(row[1])\n        sign = row[2]\n\n        abs_path = os.path.join(parquet_dir, row[0])\n        add_metadata(participant, sign)\n        add_landmark_data(participant, sign, abs_path)\n    \ndef get_train_csv(parquet_dir):\n    train_csv_file = os.path.join(parquet_dir, 'train.csv')\n    train_csv = pd.read_csv(train_csv_file)\n    return train_csv\n\ndef get_train_data(parquet_dir, user=None, sign=None, sequence_id=None):\n    train_csv = get_train_csv(parquet_dir)\n    signs = list(set(train_csv.sign.tolist()))\n    signs.sort()\n\n    print(\"Total Train Set Size: \", len(train_csv))\n    if sequence_id:\n        train_df = train_csv[train_csv['sequence_id'] == sequence_id]\n    else:\n        if user:\n            train_df = train_csv[train_csv['participant_id'] == user]\n        if sign:\n            train_df = train_df[train_df['sign'] == sign]\n    train_df = train_df[['path', 'participant_id', 'sign']]\n    print(\"Filtered Train Set Size: \", len(train_df))\n    return train_df\n\ndef create_mp_files(mp_root):\n    def pad(num):\n        existing_len = len(str(num))\n        return f'{(PADDING_DIGITS - existing_len) * \"0\"}{num}'\n\n    if os.path.isdir(mp_root):\n        shutil.rmtree(mp_root)\n    Path(mp_root).mkdir(parents=True, exist_ok=True)\n        \n    for participant in data_dict:\n        for sign in data_dict[participant]:\n            for i, attempt in enumerate(data_dict[participant][sign]):\n                attempt_count_str = pad(i + 1)\n                \n                filename_components = [participant, sign, 'singlesign', attempt_count_str, 'data']\n                filename = '.'.join(filename_components)\n                \n                mp_dir = os.path.join(mp_root, participant + '-singlesign', sign)\n                if not os.path.exists(mp_dir):\n                    os.makedirs(mp_dir)\n                \n                mp_filepath = os.path.join(mp_dir, filename)\n                with open(mp_filepath, 'w') as f:\n                    json.dump(attempt, f, indent=4)\n\ndef add_user_sign_count(row, count_dict):\n    if row.participant_id not in count_dict:\n        count_dict[row.participant_id] = {}\n\n    if row.sign not in count_dict[row.participant_id]:\n        count_dict[row.participant_id][row.sign] = 0\n\n    count_dict[row.participant_id][row.sign] += 1\n\ndef add_sign_count(row, count_dict):\n    if row.sign not in count_dict:\n        count_dict[row.sign] = 0\n\n    count_dict[row.sign] += 1\n\ndef print_user_sign_counts(parquet_dir):\n    df = get_train_csv(parquet_dir)\n    count_dict = {}\n    df.apply(add_user_sign_count, axis=1, args=(count_dict,))\n    \n    for participant in count_dict:\n        print(f'Participant: {participant}')\n        for sign in count_dict[participant]:\n            print(f'\\t{sign}: {count_dict[participant][sign]}')\n\ndef print_sign_counts(parquet_dir):\n    df = get_train_csv(parquet_dir)\n    count_dict = {}\n    df.apply(add_sign_count, axis=1, args=(count_dict,))\n    \n    for participant in count_dict:\n        print(f'Participant: {participant}')\n        for sign in count_dict[participant]:\n            print(f'\\t{sign}: {count_dict[participant][sign]}')","metadata":{"execution":{"iopub.status.busy":"2023-03-08T02:47:07.242638Z","iopub.execute_input":"2023-03-08T02:47:07.243121Z","iopub.status.idle":"2023-03-08T02:47:07.291510Z","shell.execute_reply.started":"2023-03-08T02:47:07.243081Z","shell.execute_reply":"2023-03-08T02:47:07.290422Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# MediaPipe Visualizer","metadata":{}},{"cell_type":"code","source":"def draw_mediapipe_landmarks(video_details):\n  mediapipe_filepath = video_details['mediapipe_filepath']\n  video_filepath = video_details['video_filepath']\n  new_video_filepath = video_details['new_video_filepath']\n  print(new_video_filepath)\n\n  mp_drawing = mp.solutions.drawing_utils\n  mp_holistic = mp.solutions.holistic\n\n  # For video input:\n  holistic = mp_holistic.Holistic(\n      min_detection_confidence=0.5, min_tracking_confidence=0.1)\n  \n  fps = 30\n    \n  dest_dir_split = new_video_filepath.split('/')\n  dest_dir = '/'.join(dest_dir_split[:-1])\n  Path(dest_dir).mkdir(parents=True, exist_ok=True)\n  result = cv2.VideoWriter(filename=new_video_filepath, \n                         fourcc=cv2.VideoWriter.fourcc(*\"VP90\"),\n                         fps=fps, frameSize=(480, 640))\n  start = time.time()\n  num_frames = 0\n  pose_null = 0\n  hands_null = 0\n\n  generate_mediapipe = not os.path.isfile(mediapipe_filepath)\n  print(mediapipe_filepath)\n  if not generate_mediapipe:\n    with open(mediapipe_filepath) as f:\n      json_data = json.load(f)\n      # print(\"COUNT\", sum(1 for _ in json_data), int(cap.get(cv2.CAP_PROP_FRAME_COUNT)))\n  else:\n    json_data = {}\n\n  prior_frame_num = -1\n  for frame_num in json_data:\n    frame_num_int = int(frame_num)\n    image = np.zeros((1944, 2592, 3), np.uint8)\n    # Convert the image to OpenCV RGB.\n    image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n    pose = json_data[frame_num][\"pose\"]\n    if pose != {}:\n      pose_landmarks = NormalizedLandmarkList(\n        landmark = [NormalizedLandmark(x=pose[str(x)][0], y=pose[str(x)][1], z=pose[str(x)][2]) for x in range(33)]\n      )\n      mp_drawing.draw_landmarks(\n        image, pose_landmarks, mp_holistic.POSE_CONNECTIONS)\n    else:\n      pose_null += frame_num_int - prior_frame_num\n    \n    left_hand = json_data[frame_num][\"landmarks\"][\"0\"]\n    if left_hand != {}:\n      left_hand_landmarks = NormalizedLandmarkList(\n        landmark = [NormalizedLandmark(x=left_hand[str(x)][0], y=left_hand[str(x)][1], z=left_hand[str(x)][2]) for x in range(21)]\n      )\n      mp_drawing.draw_landmarks(\n        image, left_hand_landmarks, mp_holistic.HAND_CONNECTIONS)\n    \n    right_hand = json_data[frame_num][\"landmarks\"][\"1\"]\n    if right_hand != {}:\n      right_hand_landmarks = NormalizedLandmarkList(\n        landmark = [NormalizedLandmark(x=right_hand[str(x)][0], y=right_hand[str(x)][1], z=right_hand[str(x)][2]) for x in range(21)]\n      )\n      mp_drawing.draw_landmarks(\n        image, right_hand_landmarks, mp_holistic.HAND_CONNECTIONS)\n    \n    if left_hand == {} and right_hand == {}:\n        hands_null += frame_num_int - prior_frame_num\n    \n    image = cv2.resize(image, (480, 640))\n    for i in range(frame_num_int - prior_frame_num):\n      result.write(image)\n    num_frames += 1\n    prior_frame_num = frame_num_int\n  \n  end = time.time() - start\n  print(\"Number of times pose is none = \" + str(pose_null))\n  print(\"Number of times both hands are none = \" + str(hands_null))\n  print(\"Time taken = \" + str(end))\n  print(\"Total decoded frames = \" + str(num_frames))\n  print(\"Frames processed per second = \" + str(num_frames/end))\n  holistic.close()\n  result.release()\n\n  return new_video_filepath","metadata":{"execution":{"iopub.status.busy":"2023-03-08T02:22:54.406262Z","iopub.execute_input":"2023-03-08T02:22:54.406699Z","iopub.status.idle":"2023-03-08T02:22:54.428355Z","shell.execute_reply.started":"2023-03-08T02:22:54.406662Z","shell.execute_reply":"2023-03-08T02:22:54.426738Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Instructions\nTo use the script, add the user and/or sign below, or input a specific sequence ID to visualize a single video. To play back a video in the script, input the index of the video into idx. For example, suppose that you wish to visualize this video due to the high number of hand dropouts (shown below): \n![Screenshot 2023-03-07 at 10.42.25 PM.png](attachment:055c2819-bf86-40ed-bc38-53aa4a5e3b6c.png)\n\nIn this case, set idx to 10, and run the playback cell.\n","metadata":{},"attachments":{"055c2819-bf86-40ed-bc38-53aa4a5e3b6c.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAClAAAAE4CAYAAAAubiyqAAAMQGlDQ1BJQ0MgUHJvZmlsZQAASImVVwdYU8kWnluSkEBoAQSkhN4EkRpASggt9I4gKiEJEEqMgaBiRxcVXLuIgA1dFVGwAmJBETuLYu+LBRVlXSzYlTcpoOu+8r35vrnz33/O/OfMuTP33gFA7ThHJMpF1QHIExaIY4P96eOSU+ikpwAFFIABPUDmcPNFzOjocADLUPv38u46QKTtFXup1j/7/2vR4PHzuQAg0RCn8/K5eRAfAACv5orEBQAQpbzZ1AKRFMMKtMQwQIgXSXGmHFdLcboc75HZxMeyIG4HQEmFwxFnAqB6CfL0Qm4m1FDth9hRyBMIAVCjQ+yTlzeZB3EaxNbQRgSxVJ+R/oNO5t8004c1OZzMYSyfi6woBQjyRbmc6f9nOv53ycuVDPmwhFUlSxwSK50zzNvNnMlhUqwCcZ8wPTIKYk2IPwh4MnuIUUqWJCRBbo8acPNZMGdAB2JHHicgDGIDiIOEuZHhCj49QxDEhhiuEHSaoIAdD7EuxIv4+YFxCptN4smxCl9oY4aYxVTwZzlimV+pr/uSnASmQv91Fp+t0MdUi7LikyCmQGxeKEiMhFgVYof8nLgwhc3YoixW5JCNWBIrjd8c4li+MNhfro8VZoiDYhX2pXn5Q/PFNmUJ2JEKvK8gKz5Enh+sncuRxQ/ngl3iC5kJQzr8/HHhQ3Ph8QMC5XPHnvGFCXEKnQ+iAv9Y+VicIsqNVtjjpvzcYClvCrFLfmGcYiyeWAAXpFwfzxAVRMfL48SLsjmh0fJ48OUgHLBAAKADCazpYDLIBoLOvqY+eCfvCQIcIAaZgA/sFczQiCRZjxBe40AR+BMiPsgfHucv6+WDQsh/HWblV3uQIestlI3IAU8gzgNhIBfeS2SjhMPeEsFjyAj+4Z0DKxfGmwurtP/f80Psd4YJmXAFIxnySFcbsiQGEgOIIcQgog2uj/vgXng4vPrB6oQzcI+heXy3JzwhdBEeEq4Rugm3JgmKxT9FGQG6oX6QIhfpP+YCt4Sarrg/7g3VoTKug+sDe9wF+mHivtCzK2RZirilWaH/pP23GfzwNBR2ZEcySh5B9iNb/zxS1VbVdVhFmusf8yOPNX0436zhnp/9s37IPg+2YT9bYouw/dgZ7AR2DjuCNQE61oo1Yx3YUSkeXl2PZatryFusLJ4cqCP4h7+hJyvNZL5jnWOv4xd5XwF/mvQdDViTRdPFgsysAjoTfhH4dLaQ6zCK7uTo5AyA9Psif329iZF9NxCdju/c/D8A8G4dHBw8/J0LbQVgrzvc/oe+c9YM+OlQBuDsIa5EXCjncOmFAN8SanCn6QEjYAas4XycgBvwAn4gEISCKBAPksFEGH0WXOdiMBXMBPNACSgDy8EaUAk2gi1gB9gN9oEmcAScAKfBBXAJXAN34OrpAS9AP3gHPiMIQkKoCA3RQ4wRC8QOcUIYiA8SiIQjsUgykoZkIkJEgsxE5iNlyEqkEtmM1CJ7kUPICeQc0oXcQh4gvchr5BOKoSqoFmqIWqKjUQbKRMPQeHQCmolOQYvQBehStAKtQXehjegJ9AJ6De1GX6ADGMCUMR3MBLPHGBgLi8JSsAxMjM3GSrFyrAarx1rgc76CdWN92EeciNNwOm4PV3AInoBz8Sn4bHwJXonvwBvxdvwK/gDvx78RqAQDgh3Bk8AmjCNkEqYSSgjlhG2Eg4RTcC/1EN4RiUQdohXRHe7FZGI2cQZxCXE9sYF4nNhFfEQcIJFIeiQ7kjcpisQhFZBKSOtIu0itpMukHtIHJWUlYyUnpSClFCWhUrFSudJOpWNKl5WeKn0mq5MtyJ7kKDKPPJ28jLyV3EK+SO4hf6ZoUKwo3pR4SjZlHqWCUk85RblLeaOsrGyq7KEcoyxQnqtcobxH+azyA+WPKpoqtioslVQVicpSle0qx1VuqbyhUqmWVD9qCrWAupRaSz1JvU/9oEpTdVBlq/JU56hWqTaqXlZ9qUZWs1Bjqk1UK1IrV9uvdlGtT52sbqnOUueoz1avUj+kfkN9QIOmMUYjSiNPY4nGTo1zGs80SZqWmoGaPM0Fmls0T2o+omE0MxqLxqXNp22lnaL1aBG1rLTYWtlaZVq7tTq1+rU1tV20E7WnaVdpH9Xu1sF0LHXYOrk6y3T26VzX+TTCcARzBH/E4hH1Iy6PeK87UtdPl69bqtuge033kx5dL1AvR2+FXpPePX1c31Y/Rn+q/gb9U/p9I7VGeo3kjiwduW/kbQPUwNYg1mCGwRaDDoMBQyPDYEOR4TrDk4Z9RjpGfkbZRquNjhn1GtOMfYwFxquNW42f07XpTHouvYLeTu83MTAJMZGYbDbpNPlsamWaYFps2mB6z4xixjDLMFtt1mbWb25sHmE+07zO/LYF2YJhkWWx1uKMxXtLK8sky4WWTZbPrHSt2FZFVnVWd62p1r7WU6xrrK/aEG0YNjk2620u2aK2rrZZtlW2F+1QOzc7gd16u65RhFEeo4SjakbdsFexZ9oX2tfZP3DQcQh3KHZocng52nx0yugVo8+M/ubo6pjruNXxzhjNMaFjise0jHntZOvEdapyuupMdQ5ynuPc7PzKxc6F77LB5aYrzTXCdaFrm+tXN3c3sVu9W6+7uXuae7X7DYYWI5qxhHHWg+Dh7zHH44jHR083zwLPfZ5/edl75Xjt9Ho21mosf+zWsY+8Tb053pu9u33oPmk+m3y6fU18Ob41vg/9zPx4ftv8njJtmNnMXcyX/o7+Yv+D/u9ZnqxZrOMBWEBwQGlAZ6BmYEJgZeD9INOgzKC6oP5g1+AZwcdDCCFhIStCbrAN2Vx2Lbs/1D10Vmh7mEpYXFhl2MNw23BxeEsEGhEasSribqRFpDCyKQpEsaNWRd2LtoqeEn04hhgTHVMV8yR2TOzM2DNxtLhJcTvj3sX7xy+Lv5NgnSBJaEtUS0xNrE18nxSQtDKpe9zocbPGXUjWTxYkN6eQUhJTtqUMjA8cv2Z8T6praknq9QlWE6ZNODdRf2LuxKOT1CZxJu1PI6Qlpe1M+8KJ4tRwBtLZ6dXp/VwWdy33Bc+Pt5rXy/fmr+Q/zfDOWJnxLNM7c1Vmb5ZvVnlWn4AlqBS8yg7J3pj9PicqZ3vOYG5SbkOeUl5a3iGhpjBH2D7ZaPK0yV0iO1GJqHuK55Q1U/rFYeJt+Uj+hPzmAi34I98hsZb8InlQ6FNYVfhhauLU/dM0pgmndUy3nb54+tOioKLfZuAzuDPaZprMnDfzwSzmrM2zkdnps9vmmM1ZMKdnbvDcHfMo83Lm/V7sWLyy+O38pPktCwwXzF3w6JfgX+pKVEvEJTcWei3cuAhfJFjUudh58brF30p5pefLHMvKy74s4S45/+uYXyt+HVyasbRzmduyDcuJy4XLr6/wXbFjpcbKopWPVkWsalxNX126+u2aSWvOlbuUb1xLWStZ210RXtG8znzd8nVfKrMqr1X5VzVUG1Qvrn6/nrf+8ga/DfUbDTeWbfy0SbDp5ubgzY01ljXlW4hbCrc82Zq49cxvjN9qt+lvK9v2dbtwe/eO2B3tte61tTsNdi6rQ+skdb27Undd2h2wu7nevn5zg05D2R6wR7Ln+d60vdf3he1r28/YX3/A4kD1QdrB0kakcXpjf1NWU3dzcnPXodBDbS1eLQcPOxzefsTkSNVR7aPLjlGOLTg22FrUOnBcdLzvROaJR22T2u6cHHfyantMe+epsFNnTwedPnmGeab1rPfZI+c8zx06zzjfdMHtQmOHa8fB311/P9jp1tl40f1i8yWPSy1dY7uOXfa9fOJKwJXTV9lXL1yLvNZ1PeH6zRupN7pv8m4+u5V769Xtwtuf78y9S7hbek/9Xvl9g/s1f9j80dDt1n30QcCDjodxD+884j568Tj/8ZeeBU+oT8qfGj+tfeb07EhvUO+l5+Of97wQvfjcV/Knxp/VL61fHvjL76+O/nH9Pa/ErwZfL3mj92b7W5e3bQPRA/ff5b37/L70g96HHR8ZH898Svr09PPUL6QvFV9tvrZ8C/t2dzBvcFDEEXNkvwIYrGhGBgCvtwNATQaABs9nlPHy85+sIPIzqwyB/4TlZ0RZcQOgHv6/x/TBv5sbAOzZCo9fUF8tFYBoKgDxHgB1dh6uQ2c12blSWojwHLAp8mt6Xjr4N0V+5vwh7p9bIFV1AT+3/wJw0Hw5IaR/8QAAAIplWElmTU0AKgAAAAgABAEaAAUAAAABAAAAPgEbAAUAAAABAAAARgEoAAMAAAABAAIAAIdpAAQAAAABAAAATgAAAAAAAACQAAAAAQAAAJAAAAABAAOShgAHAAAAEgAAAHigAgAEAAAAAQAAClCgAwAEAAAAAQAAATgAAAAAQVNDSUkAAABTY3JlZW5zaG90dTc5BAAAAAlwSFlzAAAWJQAAFiUBSVIk8AAAAddpVFh0WE1MOmNvbS5hZG9iZS54bXAAAAAAADx4OnhtcG1ldGEgeG1sbnM6eD0iYWRvYmU6bnM6bWV0YS8iIHg6eG1wdGs9IlhNUCBDb3JlIDYuMC4wIj4KICAgPHJkZjpSREYgeG1sbnM6cmRmPSJodHRwOi8vd3d3LnczLm9yZy8xOTk5LzAyLzIyLXJkZi1zeW50YXgtbnMjIj4KICAgICAgPHJkZjpEZXNjcmlwdGlvbiByZGY6YWJvdXQ9IiIKICAgICAgICAgICAgeG1sbnM6ZXhpZj0iaHR0cDovL25zLmFkb2JlLmNvbS9leGlmLzEuMC8iPgogICAgICAgICA8ZXhpZjpQaXhlbFlEaW1lbnNpb24+MzEyPC9leGlmOlBpeGVsWURpbWVuc2lvbj4KICAgICAgICAgPGV4aWY6UGl4ZWxYRGltZW5zaW9uPjI2NDA8L2V4aWY6UGl4ZWxYRGltZW5zaW9uPgogICAgICAgICA8ZXhpZjpVc2VyQ29tbWVudD5TY3JlZW5zaG90PC9leGlmOlVzZXJDb21tZW50PgogICAgICA8L3JkZjpEZXNjcmlwdGlvbj4KICAgPC9yZGY6UkRGPgo8L3g6eG1wbWV0YT4KrF1+vAAAABxpRE9UAAAAAgAAAAAAAACcAAAAKAAAAJwAAACcAAGWhYCUxu4AAEAASURBVHgB7J0HvOVU8ceD9P4HkaaCIEVYOiwIC0pfUOrSQTpK773XpS0dBOllkQ7SexNYepUuCII0kQ6igrr/+YY713nnJbnJTW57b+bzeS+5yUly8ktyzpyZ38wZZ6xI5DIoEfj444+ju+66K773oUOHRjPPPPOgxMFvun0IPPjgg9E777wTTTrppNHKK6/cvgv7lRwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBEIEBgnjUD51euvB0X9pyPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCvY3ABLPMEt+AEyh7+zl67R0BR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR6AAAk6gLACWF3UEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHIGBgYATKAfGc/S7cAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcgQIIOIGyAFhe1BFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBAYGAk6gHBjP0e/CEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAECiDgBMoCYHlRR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARGBgIOIFyYDxHvwtHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBEogIATKAuA5UUdAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUdgYCDgBMqB8Rz9LhwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR6AAAk6gLACWF3UEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHIGBgYATKAfGc/S7cAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcgQIIOIGyAFhe1BFwBByBgYbAfY88Ev33v//tc1vTf+c70Y9mm63PNv/hCDgCjoAj0FoE3v/gg+iFV17pd5EFhwyJppxiin7bfYMj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao5AeQScQFkew9Qz/P3LLyOc4d/61reimb773WicccbpU/ZfX30VPfrUU322Ffnx8aefRuOPP3402SSTFDmsXvaPr78ezfaDH0TfCupVL5Cx8vXXX0cfyvWnn2aajFLpu1pd9x/Kfc043XTpFfA9/RD4z3/+E7359tvx9umnnTaaeKKJ+pXxDQMPgTl/+tN+N7Xq8stHxx14YL/tvsERcAQcAUegdQhcf/vt0Z4jR/a7wAUnnBAtvvDC/bb7BkfAEXAEHAFHwBHofgSw+/zrX/+KKzrhhBNGE04wQfdXugtqiH0Cmxoy3njjRZNMPHEX1Mqr4Ag4At2OwD/++c9o7Nix0fjSbmAzd/kGgS//8Y94hT5o3HHHdVgMAv7OGDAKrKLf0Ffj95pI9BuXgY8Az5vnjrRbL9P3jWt7+w4K3Smfff55vWJTTD55fb3bVtATaPsR7xe77emk1+cr4ST8+9//jnkW3eC77pX3PR1R3+MIOAKOgCOQhkDXEShf/fOfo8+/+CKtvvXt8801V8MBPyS9FyWTD9l8Pvnss2jab387JgwuMv/80QRtMKJcc/PN0b7HHBPX+bGbboqmmGyyev1Zgay2woYb9tlW5AfGjzKD1Hf/+tcIolxI7MxTh3/LgOlLMWY3qwi3uu7777hjtMnaa+e5FS9TQ+CNt96KVtxoo/jXmUcfHS29+OJtw4ZBy+t/+UtseOGiP5x55vjdzlMBvvNnXnghPv67008fzT/33NF0TRJ79XoffPRR9Jd33ol/zjbLLNHkk06qu/otm607g7SHn3wyvs5f//a3aOqppoqJ1ovMN1801ZRT9rtOqzYogXJSIWLPOeus8WWWXHTRaPtNN828ZBncMbjQ1vPcWJ97jjmiuWafvS3tst7UP8WJqc+YgTIk90bypzfeiF569dXoHWk7P5H3bkZ532aaccZooXnnjcCvHfLWu+/GuPGOzi7v5rzSF2a9n7ZO3YA7ffHfPvwwrtZU//d/0TTy3ueRbqh7nnq2qkwz72vZujT7vlepx5W9h6Tj//Dii3G7M5m063xDjWTbffeN7n7wwej7M8wQ3XnZZY2Kl9r/4OOPR6eef358Dr6Tv8j3jhQhUJJR+M/Snz/30ksRgTIzS9s2ZM45oznkXiEfDHShrXjtzTfjtvrl116L22YCasjiadt52qLXpRwyregM6A9Z8qzgiZEOWXCeebKKtm0fDoQX/vjH3Neb84c/7OPkQO/76JNPch0/uYxhCLrCOPhXCQ5TAduk/g8dgX5K5Xvy/VjjJmOgDz/+WHfXl4xrvitls/oGngPPI6/84Pvfz9SruKcXpW9nvEid6NdnFT10IXnO1Mel+xAoo4M2eze0Gc+9/HLEd8O7/bW8h9+Xd4U2dqjYFvISEZqpO+2a9sl8f3y3jBVo0+aR9p3vq5Ew7qD/o4/GBsB3gf7Nd51lF6mqT29Gj+Ne33nvvUa3Fs0600wNszRr34BtiL5xEgkUxA6y2IILNmz/0ypAH8J7gSwgfUyWTeW4M8+Mzr7kkrjsL8X+s8fWW8fr4T/aISVaNrJ3fSDt1V9qwY8zSFvMDAII79ifZVydJN8Rexhlx83RtjX7ztjrlhm3cJ57H3oo2nqffeJTDpH39Zqzz7anb8u6jpU3WH316JDddmvLNf0ijoAj0DwCjIXmWmaZ+AS98N2i065d6xNOOOig6OfLLdf8zWccSZ+10sYbxyUO2mWXaKM118woPbh29do7U/bpVGnf2GL33aMxYsNoh62kjE0MnQbbwIsydkY3wRaJHr/4Qgv182tZO0EerCERMs4eLHLWb38bHX/WWfHt/v6qq+r6Z6vu/w3RdU+Q6z329NPRh8Z2sfbPfx6N3GuvVl3Wz9skAp+JT3+oPBuVx8U3ntdnoce0a/lHaRNW3Xzz+HKH77FHtO6qq7br0m25ThHfZp4KYTfDJoHQfk4z9dQND/v873+PXpWxN4LNFdtrWdn54IOjW++9N7ZDPnnLLblPhx4EnwGZQPyA2HGSBPsHvl6E9j3LVtxL73vSvfo2R8ARcAQcgWwEuo5AucnOO0ePiFLcSLKUdLIjHn7yydHlN9yQeBocfUkdLIrAE88+G5NjcJ4tLESmMtFUTqBMhD/e6ATKdGw6tacTBEqcWXfcf390+kUXRS//6U/1Wx9z7bWZznMKcuxBxx8fXSXk5FCWEgLgqYcf3sdZH5bJ+r3d/vtHdz3wQFzk7ssvT1SWy9SdLGNH//rXfQb/Wh/ap+032STafL312uK4V6fQejJQPEwGjI2kLO4YiDfdddd6NhF7vTOOPDJadtgwu6ny9S9k8HbFjTdG54gTU40vs4gT+daLL0691rW33RZdJIah51OIKt8W4xuO0DVWWqllzwxn+VZ77plYh21+8Yto11/+MrX+7Og07pBOz5dv6aKrr67Xc5O11or232mn+u+0lU7XPa1e7djezPtatl5l3/cq9Liy95B2PN/wiNq3krfN+6UYZe975JHYMIzumUf4Xi+88sq46HJLLhlBgigqd0rfuP0BB8SH5SVQQpqgvnwzoUCsuEh04zQjUVi+F38/8Nhj0U7ieNRsVeE9DFtkkejsUaNi4shDTzwRbVYjQiy7xBLRGUcdFRav//5UCDKL1oyp9NEEReUhn9RP0KKVV8QQucpmm+U++29PPTUiSENll0MOiW655x79mbn8sTiXLjzxxOiy666LDpaMqCq7bLlltK3oLKHsITrYDXfeWd987nHHRUsOHVr/vb8EmF0lxvQ0AeefL7tstKMYtEMjK8EPy2+wQdqh/bYfKzrd6iuu2G87jrTD5J6uufXWfvvYALGMvn0ZeT+6USDDqa5K0Ni3cwYkdOO95K1TWR0073XCctoPhNv1N3rkPttvnxl81mzdma1iYyE6ZMkvRoyIdpJvZcoppkgs9qTYN/YaObJOyreF0GHpG3jfk6SKPr1ZPe4MGR+edO65SdXqs60R4eRpCdjaToIhVO/vc7D8OEL063VWWSXcnPmb9mOYkE/obyAN3Cbjiqx+4bjf/CY6+9JL43NmESg3kPfoyeeei8tdLc5iCLJpYs95qPRn6wvBD7lOxpk87yxhrLzLVlulnr/MO8N1y45btO7dRKB0R70+lezlb2RM/Q8J9J5DAjNbRQTLroHvbTcCN999d2zLm0iI6dvWCHrtroO9Xq+R4eij1tt22/gWRonOulqCzmrvT9eL4m4JlAeK3wXdweUbBHrtnSn73FSvxT6Q176Rds12ECjL2sSuFPvvAWIDSJMbL7igT2DtjXfdFe1+2GFpxfttR4e+6cIL+20fqBvOlH7+hFpAy71i85pBApJaJRDA0LeTxPWyJFSiOGCukzYCfOtDzbgqKaFQcs3bvxU/5GpbbBFfGH8YNuKBJHl8m0Xu9x5JLLCNjKmRvURv2XL99RsefveYMdG2++0Xl9t7u+2iLcTXWVaaJVAutPLKfWzFT4uvzwZ5Uy+C8Vc2uuwCkqTn8jPOSK1yL73vqTfhOxwBR8ARcARSERhwBEoixXaSqWdDEiaOOOtQffn3v+8Dyv3iHN9ZHIm2DIPJk2Rbs5lmnEDZB+I+P5xA2QeOrvjRTgIl6dZvFMf66WJk0AxbFoRGBEqyD+0jZAfrnA+/cTIHnX3ssRFZxoqIJSTgcMfxbqVs3YmSQtlXoZ0hCxpRsGThVMERu/m66+rPli2LECjL4v6UOATXl/vKkpMPPTRaaemls4o0tQ9i0SVCzD1XMsjZdp6TNSJQQrgKyZPh+8Z5WvXMMBpBOiUKTiW8/mbrrBNfPyn7TSdxJzrxPME8iSiTh0DZybor1p1Ylnlfy9a37PteBdmi7D2kHb+btC83iZMPuXX06GgWyVrVSJpxMNh+5BD5djdYY41Gl+m3vyiB8n3J1LWJkGxsPwIxxhJGaDcuPe20AZchgehg2pljhaBiBVJLqGO8IM+fTHFkb5xvhRXqxZ8TnSRtij8M0BgfkRFClD+qZjSsH9yhFfue5alCKwiUSf0nOv6CgpOVogRKe2xIIqqCQAmpfwchKId9OzrZe5IVXEWJo/q7m5aWzHqDZK6FrDKQpawOWgabn0tW9iwdTM99vgR2LSFE7VDK1N22P3reUAdk+2ILLBCdL+TmMBMmRNt1ttlGD40zNZBxniw8qg9zPoj6SWT/sn16GT2uCgLlTeIE3y1wgof4NaO/E6h7kBDDkaP23jsa8bOf1TFOWrFkxywCJVkqyVaJ7CXPbcsMsrh9L++Q4zTLch4CpdYxSUcp+86UHbdo3Vg6gdKi0Rvr6pxkPM+43mXgI6ABObStSYkK2o1Ar5HhmiVQFsXdCZTpb2KvvTPpd5JvTzP2jbQzt5JAWdYmRvDSsUJ8uaAW2Kr3EOqBV4neNe+PfqS7o6IEyhWWWio67Ygj6scP9JV2EihtBvdVl18+DszQzPv/J4FjZFZ36YtAp20EvUQoG8gESmsrTPJt9n1r8v3Cv/OzWvA0QRgEYzSS3/7ud9FhJ50UF/uN+HGrCE6uikB5ioxThgf+x9D+4ATKRk/Y9zsCjoAjMLAR6FoCJU5fnABpwrS6SVH+h8gxl0p2FAQn2NHi5MQZwACJTAFMmYtRGWKkytsyNdSytQgIyuEs02gdft8p2QKmlvoUFSdQpiPmBMp0bDq1p50ESjvlQ9L9NiJQWmcY3zmO+dkk6hMCCSQHzb6Vlhkp6Zq6bV9R6DUb0fXnndePaFKm7pA8hgmRRgktRGxBktQpIi1hhvo8JG1ZM22P3kueZRECZRncufcVxAmoZJadJMqPyDOmDaRN3lemjVfB8E7bW6WoYU/PaUkSSQQQLcdSCWWbCklxNSHcMMU8UWpEQuPoJNOGSitIDLZfW3rxxaMjxVFLpikcnGRQUwf4xaecEk8jqXVh2UncrSFa68Rz1fo2IlB2su5a304ty7yvZetc9n1XskWzelzZ+qcdz9Q/K8q0mUgRpy4RqGQgnHDCCaO5Z5897fR9tltjVRI5oU/hlB+2P8iTgfJIIUZq1ksCCHBak7kPAyZZ2a+/4474SmRhPE9IPgNJbpOgKDJPqoA5WY+mmHzyiHYI/Ya+m75dCZSUhUBHFmzkMskKnRYwdYTgN/qaa+JySUa2eEcH/tn3jOdKRHeWQK6xEdbqeOUY3hf6wjSh7cZZYQ3yWjbUlcJAEcplEShxOEHoQj6SYAemJT9NCIGqK1Gv351zTr3ulkDJu95oSlWmq51CpiBXoW9Z61e/qpMnmXKN8SJ1gHzGN3P/o49GB4puiTONzJvdKPZZtEL36LZ7LqODlr0XsvlNJ+MNdLAfyfvC98A0go//4Q9xQNjvallM2f7I9df3I2OXqfujMjMHWdDJ0I6NYjpp13lP35Q+jay79lsJM0rxrq8v7QLkDATi3q6SdZDj2XeO2DiUrAcBk0yUoZTp08vqcdaBQRvynZRpwphWKylgDqL0MiYYjfsn0yQzjVA3bEBk3SaQrUjwFg55bEeQrdF17hHH/IQyDViW5CVQvvTqq9HqktkXyeqv//bhh9GStexh4TjGEii33mijiAw9CPaXP9f6Q0sev1kyfTK2Qap4Z8qMW+JKmH/dQKDk+xkrugRjLyWpmir6aoCAEygDQAbBT9Un6QOdQFn8geOnoO1HCO6DFJRHiuLuBMp0VK3dqhemfU+/k3x7mrFvpJ1Z7VatmMJbz63XLmLD5RiytO4qY1yVo/bZJ/rJYovF084S3PSifHeXid6+lWRRs4G1TDn7juiIWXKqjFXVjlAVKSjret20r50ESmZhYlyOJGWL6yZcuqUunbYROIGyO96ERr7NZmqJ/WP+WpbsRrP46PktCZpMvfhuy0pVBMokv8BKMsObTUrgBMqyT8uPdwQcAUegtxHoWgJlaAjOA/OHH38cLVHL8sPxkEmmSTG02/P9WjrwU4QoRSdO5BnORQZMq0i2CQzjB8gUoxvLVKNFxQmU6Yg5gTIdm07taSeBUgfcGFlJ+f4LmZJhL5m+GScJ0ohAaQ0pV0rGKZsxBZI02foQDCz3XHFFnaAYb8z4Zx1tOEnPNKQ+PaxM3f8o2V5WlSn2kCFzzBFdU5v2Qs/Nksya6ojNQ5qxxzazXoRAWQZ3m4GGgdbp8rxttkQ7Zd0xkt5/jeHDm7md1GO07hj2tpO2nejVeeQPadTfQAYZOv/8qdNj4ljHWYnsv+OOEVNpViUY1BeoYYGTlqnGIQWp0HfRhyFJmdE6ibs1ROP0Z0ov+td1a1NUNSJQdrLuim+nlmXe17J1Lvu+K9mi0XdVtp5Fj7cOfXQ9m2Wg6LkalbfEtnYQKDFkof9CTqZfJROVnc6XbIsQYzWD2t2XXx5BOBkIQjuzhhCCiB5HIOORBSJJKEOWPu17rJ6eFXCxvOgpSv5/TKYAs21w0nXatc2+Z0x3fYLJbp2nDup4pWxeY6Y1yKsTaweZRpyptlUgs0Jq1f1szyJQQo4MyckExKwkfYYS7skojsMLsQTK5ZZcMjpd+uAiwqwDW8lU9wjtwHlCzEp6powrCahbt0uncrLPYjAQKLVf5LlVqftzvjIC4WxTyf6rs19cJ1NO/2i22fqcspV1t1N8hxlwbFYNiMLUTds/raAlktsshrq/TJ9eVo+zBMr7r746DgrQeuVZWodNSC7Nc3xaGeuQz5u9Mi+BkvfJBtulOYttHcKMlpZAmWTHggD6C7Fv6VTh9viy70zZcUuIeTcQKMM6+e9sBJxAmY3PQNyr+qQTKNv7dIvi7gTK9Odj7VaDgUCZjkTxParjtpJA2YwNlzvRwGDWmYIVIkwVAvnyJ+IjJNiPdu9RyUo+3njjVXHqnjiH+kSobKun8FYyE0GTl0rAq0tjBDptI3ACZeNn1OoSeXybzdbhp+LvgisBhwIbYiNRXYVyz4jfbCJJTFBWyhIorZ3yiZtvrgdi2nEwbTu2SCdQln1afrwj4Ag4Ar2NwIAiUFoj+4niRPyZOBPzyB6HHx5PBbzH1lvHmRn0GCVWErU/suZo0315ltYx+9hNN/XJfsLxZI5YoZYNKc/5wjKtJiGG17O//y2G9y9FkUhyONpyaeutrnvVJKa0+xhI29tJoLxelOa/ybTE64lTWjOGbC3RoHkIlHYggDOQzEcqGL42EgKbOoTYfpGkil9swQW1SObyaBmQny+ESySc6lIPLFN36+RMIrtxDTKIkUkMOUKiLcmU0krJS6Asi7slL4URumTQ2XKPPeq3uch888X41zcEK2RmI2pahaxhEByz5ISzzormFtIqzmWd3lDvvSzR6+4xY6JthfSJrCnTlpLJqhn5RLLcMbU97eOvJGMMYrMWkbHTZhhjirwVpZwSTChvB3/87iTuOIGJ+N5UBtia2c1OC9iIQFll3cGil6SV72tZHBq972XIFrZuEC8gAbz17rvRu++/H+tQZACbXwzfP/3xj6NZc0y/reezmZoaTcmLc0mj3PV4lvRVI1Ze2W7qs042WozpyF+F/KXZ0CF9YfC1QgYjMiRmSZEMlDbjH1lyR0lmxVCsjryLEA4hNKuQXemhxx+Pf24kGa0wHN374IMxIWiqKaeMFhgyJFp5mWUaYs43z/vB+V585ZXofcmQNUSydg6Zc84Yu0kmnlgv2WdJdjXaMZ7pij/9aawLkHXtsWeeiZ87JDfavykTMrLcI/XcptbmFjWsY/jDAIikHWv7vrQMbXoz9N+QVVUYh+gUU7qtymWnCZTbyfQ9p0vmMpxad0gmO4hZn33xRTS0lu1sG4ne1gzNRQmU4HSiBJno8fR9vANIWQLlekLi14x8BMoQMNOstPOZ045dJeNJFXTd+4QMiuDsJTOhFdo67Xt1O3oy3+Z9ksmD7/xdydD3DyFgzyEZ+NCpF5UshLSxWcI7TqDPk88+G70k5yAj48Kit9H2jBF9jm+Gb5WpoqoS+x0W1f1pW2hjEMatGwrZPCQRso9shOj4yIxCMC9S/9PFeXBybTxyghCIbftepu5xZRr8o98ZUutPQuc1mXEgSCJpRD+rg+8s2eEJMrJSpk8vq8fZfqsogZJg2EVq02qj55NlUTP+2/sruk4/R4ZIvh8cK7+Xd2ty0Q8aSV4CJeexuJEBl285lANHjYquEEI/Mloyh/LtqjQiUFLOPncbNFj2nSk7btF70GUnCJQEYxL0GAqZShdfeOFwc7/fEFTRyx6QdvbNd96JGN8R1D3DtNPGz0mzX/U7sMQGnNVMkYcsJXrnD773vVgfg9jNzBxkXcUeQvun4+Cky/1H+oibZCzKMS9IX0H7MpfocfzRxtss1no8ZF7sSConCVEb4bsL21G+wa1FN2iFMDPEldJHPiM6KGOHr77+Ou4X0bmXHDo0/o6S6n/ptdfGY+8fSH0JyggFXeu+hx+ON68m/ZqdLtT2y2QJxil88z33xLMefSV9JfozzzvtvVHsJpcs2TybW2rHPiOzTKATLyjHY1toZHNl7HL7fffF2dSwkaB7EpjCtW2gcXhv/OZ9PUvGMJJ+Nu7/l5CM5uhIV0r78qrc+9fyDnxf3h902uUFH94fO27gHLQ5mq2HgKRQ1pK2mKz4SQLpGhx438hAjp4yj+j96OVcM6m/1vMQbEOG/aeffz7WPdBfqP9y8izmknELUhUZjmkrb5fgIGR1CW6dUbKbNxKrf/D9LTTvvPVDrpEZV3hnQ1lq0UX7ZMKz+8viHhIoCVhm3Fa0nbB1anZdx4zPvfxy9LK0t7QhtJGzSjZkgsKydNFHnnoqelDGrbwzBDuRQZnAFd4XzpElZd+ZMu+r1gu9kAAt2hZ0Cdpd2uyF5f1YRdrZPDqFnivvsln7hp6f9pR39hn51p4X3Bk3DBW9g35he5kBaow8j1AH1WPLLMvYxLAjECyCVNUO6L1Y+4MNQtH9VSwZbz0hme4ZW70u38d7Yg8bX0iajIP4Q3dLC4jl/UKPmUCyo5Owgj4dneRh+Xb+KW0ubey64mfgPFnCeR564om4zccmRDvGd3aDtLsn1JJBVE2g1LprvVSngPC0/mqr6eZ4iW6SNo4v0y+iQ3CPCBnq0CPuFCzoq+jrJpa+nlkRwVDbKspzHG0R7dINoksxayL+hw2kf0fvZhyPH5hjdpa+Msw23Ow43eoi1LkZGwHHVSV5CZRkf/1YSMhFxt3YPp6XfgN9km/Pju20X6GvzGuLpA1eTca/yGHik1pcxlzo8NgiPxe7FnrcMNEh0adCwRZCf4SOxhgBPRx7Av34VjL7Gv3NhTJO5HnQZm4h32IYNByes6rfeXybzV7L+m5frulFnIv+UcXq22sL14I2iG+YcXMo9InYvnlm6APMwse3vYy0cVZvssdZAiU+MPRnnhlY05/yjaHj2KQCHK9BXuj7fK88f2u7OVnGMNg3SbiCbkkQvRMoLfK+7gg4Ao7A4ENgAunDkXFE0RibdPtfyaCunVLGSK8OMYzZD4sixtSweeRQMUxfIoaztcWwM1KmRlXRjAwQWXaXqd6KihMo0xFzAmU6Np3a004CZdI9WiU8KwOlJYowLdlu5tu8QiI/mXLRSlZWKVvuY5k28se1AXkjBdkex3reutspZIcLSeSUww4LTxWpws6OcyTjEk6QVoqSCCGzMmBMk7K498ngZQjlDLKIKoXIYuX5u+5KjeLV7FZaHpLGrpJdrajovZclUGLkYep45BdCPiLLTV7BSMIUkBhTcD4gNpOY9k9sD98HJf+zTyWcxrvbcC9CoKyy7opPLy+rel/LYtDofS+jx1E3nAh7S0Y5jI5ZYo01WeXYZ4lY58v01TjX0gTj5x6SxTCUNIOPltPno7+zlhjVzhHyQ5YUIVBaYkZaBl+bCcySJajDuZddFh0rWRkQMgkyJVWShG2QLYOh+ADps+4WQmOS0M7S55EBMhQ1ZGFgxoENGTUU8CdzBEsrth08Vtrh0FlvyyatYzDFcIaEBHS2WSJKGgGJckj4DoSkwW9KVfe/0wTKSyXYY4Mddohv6BoJUoAoCwFtT/l+iUjfXohYOm1aiMX+xxwTXSXGTiQpAyXb7TjKOr7KECgxlC4nxmuErM73y9TsWWSSuGDGv3Y+c9t/ZlSpvisMDGTH/vKNWhJmvbBZgWDN2BenTygQgXCUoreEgiH6U9nPvqqdqGV1UDuF1cGSpR6iihVIQgRg4XBBsto6e5yuW8Jb2MeUrbteI21JgMHS66wT7w6J4LZtP1kCWpKmqbbjvzCDJSct06eX1ePKECgtQfAgyRC6kcx2UIXY80IixwGaR2w/3cjZbh3zaddYQkjTZD5CnhN9aXxj97L9VlIGSo6xz91+r2XfmbLjFupmpRMESktOtXXJE1T9kTyTjWUcqBm/7fG6jhOWrMpViiVGYbf8vRD+ktpp9M8zpf9Nat8/ED1uL9F/IcIkCUSLkw85pB+5y9pBko4LtxXR38Nj036j424pgac2qDAsu9c220RbikM7FKuDksU8FEhD+9ZmJQkzmEHW1JkVNpV2mP41qQ7YKbBbhWTAX0qQPmQA9JGVhZRysegkoaA/nyXPLG36eNW7wuP0N+8DjnxLMtB9LLHLLigkTWQzuQeCUrdPCMRiv2YDP08y2R9z+ulsyiWXSZByGNDBgRDgdpO+ScmX4cmYtYTA1KQAqueFbPlLeebaDtpjyYx+2gUXxJus/mjLFF3H+Q8JADlcbGZ5spPb4OnjJbhiFRM8pxmcwnqMEh0Lom6SlMW9inYiqV5Ft0GWYMyY1tZwviT73tdC4jtexhsa8B5eFz8QRIg0QlXZd6bM+0pdcbnRRhzQwAbw0HXXxQSS8P7K/G7WvsE16dfQ/SGmhEKfQpvHPqtLhOWq/K1jr0Y2XGtXJwN7mB2+TJ22lXZJbR43SlsDeapqSWsj9Dq878cfeGC0jLSToewpfRnkcoTkBRpsGpYLxyy6H2L9UTLOH53QJ2GLWVKeu44nqyZQ2rprfdKWaXpZ2X7R6vq/Fiwh414ggbJJovYjZkEjACdJ8DWr3UP3h2M2tjc7Tq/CRqD1qmKZl0Cp+iPv8pOia+URxuvot6FttllbpCVQ4sshSDRJj8M2go3E6s9njB4dnSQzqSQJuj4kZuvn4j5vFzvnNFNNlXRIZdvK+DbzVAL9D30E0dl58OvpzGlsv1WwmaWW8ED17KTxD4F3+HCTMOc82BP5C+11lkC5jgRvJ32fvCPYILFLqmhdsFstLIE6x8qMhjoVOX00NhWeGd89JFQnUCpyvnQEHAFHYPAi0LUESh4JjP8/S6TVFBKRy4AEox0ZHSaUKKokUUMyxn8MFEQlEq2FM4QIBJy2HB9Gad12773RTrVp73YSR+oSElnOYOis3/42vkzo9MMgerU4/Yg+Il21ZtAL62Qdf56Bsi86TqDsi0c3/LKOlLIZeZq5Hx08cWwWgRLD8uGSaQOxzkCi7oYLkQ7Fm8GoGnjyEtps9pgwQ2J8sYx/eesOMWhNM9XoLTKosFnUcEz/TLKC6VQgebOaZFSt4S41QDUiUJbFXa8TGrossYmBjTqcHpDnbDM82BvpNgIlhlztL0LjuK23XcdJhWHnEolS1Klhdb99FkrkZ5/NvmOnILXv+ynihBi+9NJ6qjqhp1twt8adRhkoq3xn6oD08EoaHu2+pUbvu5ItqFdRPY5jyARziAS2IDgUR4jB8XuSDexjaR9fk+wfagzO64AlIx6GEPqGIZKF9mr5XkMHZnyx2j+coZrViU33SGYO2uTQSGePYR1yBFlaEPqjm0RHRPg+w+wvGJPCCPq4sPlXhEC5lxDWlIAdOnf1lNaQBg7X1LIGsN8SJrQ8z+6H0iYT4U1GKpWw32J7SISnvVledHH0YzInaJY8jIb3SpbnMJOOGrL0GjhgNAsQ2YTUoIZjd98aYU/LavAUv+kzeU5FBAerEkbVMWyPt9g2cpDoN6rHh+MH3V7V0hIoyRCKEyVNcJyH772dTods3ta4GJ5HjZZ2SijeoYtlWt1rxNCswWaqD+GwJwNSGQKlzgRAXSzhqAyB0mYjScsEHt571u92PnOIchfUsqRTJ/pT1XUJvAh1JhxqYeY6fZ/5FjFi861OKVkT3pFzW+JHGKCkGNj2ne80JuRJ5tFbJerf6jJVO1HL6qC0UejfStLgfbdZV6wumuS01/sPlzgYyVjMe48ktXFl6x5e0/5GlzzQENfD7MKWbBHqh3oeG9yVFEBmn3nRPl2/j2Z1UEug5F0jkwdCW8Ufdh0y+yWJJT1B0iZbDM+KPzIpkTkVQs9wCWgL28ak8+k2i8cY0eHTrq/ldVmEQBmPZWsZr8nAfNWZZ+pp4qUds9P2nySkNit5CJSW2GN1grLvTNlxi70P1jtBoLz2tttiZ7nWRUkCaY56LcdSHXqs08aQqen/pI0lMzmZ1tCH8gTRcHwRscQoPQ79EzIcTmXruD9ddEbVsbQsTsO1pN+GYITQhq/wk5/E2a4gEuh29PK7xGlqM8vEmQrFPqqiTkz0sZC0jS5iZ1PQY8osIVVBNFEiHeQpMghBKkZfICMN9U8KKuC6qoMmEcjZb9uSUMe2BErKIsykQaAW2cLseOIoCdRnTGNFCZS6jT6EQCAy5vDuQ9pDwPIuCXYKp4i13wflwHtOsXlz3+hmKlmz81gC5bBa9knaIK5JBh+CPakHDmXVk2k/7pLxkQqBAkoSQFcPBXJpmLHxpVdfjbP5aln0FTK9M5bi3BrcRJ3Ok+A3KyE5g+M4/m0h5un3quWrIlDyns0jYyMkT1tAuXMlOzvOeeROWSeTpwrjaYhpCH2bjpWyCJRlcS/bTmjdyyy55+WF0KtjO94z9FXanLckcxffK/ZAAl0IeLFynPSFGmTHtwIhldkp0If5FlQYn9CvWSn7zpR5X7UedszJNtqqeST4DB2E8+t429r89Niyy2btG1xXCUuso8+tKH0DehS2TG132Ve17s85kyRNtwzL7iPEQchQCHajJyRbHD5C/qaSvoy2krFQErk7PJf9TVunM1gk6Wi2bJl19W+CK335zIL9eJIBGFKW2n04f1LQV0hC5HtBXySzGwEW2r6ip0AuDfVgOwbnWDIhky2RAB/VB/TeqiZQ8l7Za6hOgf6xqmQ8tUIfhZ5lpYp+0RIo0Q302wQvMgnit2EMTjuWRKDkO4GwS1Y8K+BIRmv9bu4Wfcr6p5sdp1dhI7D1LLsetrdJ/nCucY70i6NqfSQ6TqOZW+ysCzYBUhlbpCVQ6n2jP0MSxqarswqxbz+xQ6LPqFgCJd8J9hir91EOnZ9MlhqkmdXH63nLLsv4NvNc+3JJXHNQLXHNDRJ4D9fCButzDvWLWWLl5uuuG8+IodewdkW2YWfgG2OmNUj/+p3sRhBSkL3ejrc4FvzJiIw9jG9M8WY743Udt6jOzzhoH5nhZoXarKAQQeGfrCPBVsjTMhZcVYJxnEAZw+H/HAFHwBEY1Ah0NYEy6cmgiB4lTopwkGMNGhhJ6HBVyQ3PEyosGAx3FKdjUnl1rv1TpjcjZTuOfRvNnUU0cwJliPz/fjuB8n9YdMuadcZkvdetqq863Tl/FoHSRpLaiEmi1yGsYIQjSl/T8OMYS8r0aO+D93FJiTZjAEwbU3Sat7x155oYA3YWgrc6mjGcMa0UAw4l3FAuzdHJvipFDVCWtJd0/jK420GTdc5i/FlVsp0hh+6+e/SsGD/VwRM6t22duolAiXFgaRkIqhH4PiGThNNoat0h0D4iUakMqkNjig741hCjyvxzzVU3YllyEIM4Bn7WQIAhDKMzxhbEZtnpRtzzEiirrrs+g15e6rdKG3XrxRd35FbyvO+WXJBUyTQ9TstaI31SxhLqgKMuT+YPzmnJgZZ0r9drtFTnJn1L0pQjScdbYtsh4vxh2p6iUoRAuYW0n5rFg8CeJCIcjo55a44/DNAPSnYLFYsR206UoCJrjB4t7doRp5wSF0/qK6yRnf37y3RZNtiJ6WwOO+mk+HiMjhgfraghi20YGemzdbpvSAc/WWutevEXxRBts+jYY5+VLFx5s8/rCTGu0c4iW0lmwj1r6/zGabyIRDTTvud5/vqNcizSTgLlN1dM/2/7Bi1lCZS6LW2phGVr6MRBCTGDbwR8+L1E7V2/XYLQ0HeaJVDynZOdWg2nlvBhCZRp9bXbXxDdUAmgNiNFGknQHttovd3P3NbHPgs1Xtv9SeuQ+QhMXFF0Y6YatWKDeNj+lDgd9TvkN9NUacZRHNPo4JoVimM3kSx/6pCr2olaRgel7ohtl+mHYlKd6FRMTbfZbrvFZXCYkMlb35d4o/nHeIHpxrAdMM0UAZeq/1EsqY+pou5aBZy+TJuOIwYHqHUwol+ff8IJfZ4Ztg2dwnvf7bePNhN9NRTrJExq55rt06vQ4yyBMqw3v9GdybA4okY2tGXssTwXHC1JgvMc21IeIqQlS+UN0NNrMlUr04ojTM+ZFoCr5VX34Pej4qjSb43fdsaF0K7F/jwESjt2tcEJZd+ZMuMW6h4Kugv9DIJegfO/3aLtfCPSlH3neTfvk6CO8DkzdeOLQpQZLm1wlRISo8hcSmC4kiJsVlOchvSpVizhgLYEopwGu2BnJbO0jl2zyHicU/UyyHx8e60Wpk+k/0HSyKnYWZDQhsw2rW8VBEraBdokxd3qmPSLt0nmIZu9yH7nvDOXS1YfzWQGQX/3ww+v467OaOqMhKRXMu9BKlexfTbntg5kLcPSEih1+0jR63jfVagLRFICwnBuh6L6JNfJk0WKum8qz4ypo5EjhVzKNN8qvHNk/dTZCMgMyvNR+Y2Mgwl8QDYWzBl3KOahE78qAiXX0gxjecfiSigPx12cy4p9T5LadFvWrhfFvWw7Ya/d7LrN2A1ZAhsg740K9jL0W/w5NsMzASPDamMMymMjsLMaXCTt7chTT41Pk9TGlXlnyr6vVIq2X4ka1J+xLjZgKwS0HCp63LGSAbbVGcq07UnS+2ydIB1uWBu30zcwttV+DXIRGZc1OKlq3d/Ww65rn9zoO1T9lXIErh4l70yS/FIIvQQghQT1pLJsO1PanxNq7Q8zOGH7aIUcKRkgmcIWcri2b3od22YkkcwtgZL251LpW2aWaagRpgbfTOxTGoQXzgSBrgpBlPEN7+oVMgOI2pYgsNEvYYtTqZpAqefVpWazT7pPLaPLqvpFOzbi3HwnBCtZHQJbxUViIyPIE/1U+wcwe0TGigRx2PZOMxdbO0bYb5cZpysGLJuxEdjjq1iHaMzz4N0FvySx7Use/5clslu9oYwtMiRQ8j0fInYBtTcS/ESAEcK3dI9kIlU7pyVQKnGfREtq/6KPO064BtgUl5ExOJhUqZMkYVrWt5l0znAbmVZ53xENrLH2YrarzdcGatLfaxIBbEfLrrdevZ25UBIoQEhXYeyHX0D7l7CdsQRKvjlmxlH9FJ0VHVKJ5tYerzq/6glkFidIiFmcXpUZWM8WUi+BTMxspG2P9WFq/cJlnvc9PMZ/OwKOgCPgCPQGAl1LoGTwReYbnDt0mOqQUVjDCE47fZWWYQkBEuMfSo8lPupUc1qWgTrkSAyDGBZmlwgKlB0imjAWEWGhDhKUpo3FmQvRZYZpp9VT9Fs6gbIfJPUNKHUopKHzrl6gwcq7El08vWAfDiT1sEaGXS3ny/8h0CsEyv3FoK+R5VdKtBqGXCK2MQIhOHRx7C5aM2TgDL00xViid2/JHc1MAWqdUFnkT70eRosjJItmGJ3Gftq+E8TJF2Ys02OrXqoBKokUY69VBve3JZqcwRECYRSCLm3uhuLMxfjDM/qtGDyJPtSpACw51taD9W4iUGqUKPVKa3cgAF0n5EfeMwZWVnD0EIm67LBh9ag4u99O3aIElhMkY8GZQk5hoAhJhQGfTsvC9AY4zJBuxD0vgbLqultMe3Vdv9VGxuJW3l+e912N1UX1OK23vvO830QrW0ejlsm7JPhlWTFWQcKiPrfJ95JGjEk7Z14Hgz3eEnWswcaWabRehED5c/nuNXtvVhZGfYe49gui7yq2lkBJFpeLalmetY4YP1cQ54IS/3WqFvbbzJYYra6W7CB2KlHKYMSiD9D2zxLa2K+GLNaTsjxa47Od1iwkK+Rx2nINK9Rt6CqrxDo+zgEIqCqW5I+D9gBxEmWJxZdy3USgTJrGVR2vWfek+7T/sQZ5DMVkYVhMnFKMkTA2YqjUbGbWgBxiYafwxjHDMbxnvE+Qwsgyo+80bcE9kqFBCUTW8aD1y1ra9806UJP6bBxDodBmpI032v3Mbd3ss8hLoLTHJ63btkB1bC2ngUr8xsgdZre8SwINtxNjM0J7e6dkkqhKyuigtg6M6TGoI5BDyGhAdgH6CN4zAqjSnDwcw7STOEBC4ZgzJNPN3LPPHu7qMx2bYtrsuIVsD9gkQmF6WEhw4bjaOppon69LyDKjBA89p37r+rvZPr0KPU5JkNhesM2w5LyMHawkEVdtv8GzpY3CMbPwvPNGX8g6Nh+17agTxZ4zad1ixRRs6oxOKlt22yVil2I6bIRpxMjqrGKdRpCiQvKnJVDuI2Mt+i8E+8trYlc7U2ZA0Kkn2T5a+vxFpe9Hyr4zqsNxLn2X8o5bOKYbRdv5RgRK2z6kkfFadX+WGMV3cq+QicKAEnUEhroOddpKpkImOyuSFLwEUYZgU4Tz2yCceKP5pzpduwiUN8r0f7sLGQk5UPQ0SIxFROub9sxsv9EoAyV6KO2NFdsWhbqQjjEov8uWW0bbCvHVin2nwkxnliiYRhyFgHNhbdpRnMNrDB9uTx+vhwTKMMNSvwMSNqg+yb3n0cVtH5hGRrfvtL0/dMWFhWyp7XcjzKskK1iShh0LYd/gWU015ZTRYgsuWEdI3y2yUmHfSxNLhmoXgbKZdiKt/nm3W3szetMdQlQI26m0c5F5krEBkpZN1o6H75DyOu192XemzPuq92OzISqRSvd1YqltD88hK0DU6v5WV9A627Fe1bq/XiNcap/cyCamfZ49Hn1vFpmdjmynlgSYNCa0x+k6NmxsS2rTsO2AlmnXUp8h1wsDTC2B0pKWtG72uYU6ps0ut7PYlbcTO5OV0PcaEpts2SrW9TnmIVBW1S+GBMrQf5x0X0qgZHzMOBmxWCpRlfboRxJgghS1E2aN0+MT1v61wkZgz1/VurXlQWTeo5b9j+0ECiKMTzR4Cj8gNgEEmx36bFlbZEigTPqmmc5eM6HaMaclUKq9CfsVfRFidVJsJNhKWq0bl/VtxhVv8M/qpkoi30OI1QS92DE3MyjYGQ8ukACBxWXGT8TOamUxtZe2nIo95d3YSt4RFTsWJmjMBlxQhiCMYWuuGRe3fZPqZTr2R0dGV6Z9YQyMTQh/JX5LbXvyECi1Xr50BBwBR8ARGHgIdB2BEkX+hzPPXI8cUMiZQnBfySqnREprRKFMqPRgEICQwzSJKjZSLMlBrOXSsk3SwRItQceaxwFvO/uklOU2ClGvXWTZahJiVl3+LQ7nL8X5oJHpWWWT9rW67nkHwEl1G6zbrEFLFcZ2YpGXhGgVZRzGTIVDliKMGBDRjt5334hveH5x5CONDCtEuOPsQVGm3cCAFJI/GuGQt+6ch8HgwULy1GiopHMz6D5OIo/D6RiTypbdpgaoRgTKMrjb9lkHjGTwAQcEhzXt/qnyPJnaBjlVBmBMD5MkGEYYtKkwcNZoM92WZ6n33ugdSTuXHZzSp5wvhhIlJHEMxJwdJRsEA2UrDODInreKkPTD6axsOdZ1gKcOCYvlUZIxZ4Rk3bHZk+y02LZst+Cel0BZdd1DXHvxd9n3tew9N3rf9fzN6nF6vBof+X2oRP+uI9+K/a60XJ7llZLt9YBRo+KizTor1DjdyMFg69NuAqVO8UQdHpa2FQdekug7xL5nhOimZBtrjB0ZZJ3R89j2WQ3A7GOqNbJPILQzduo+DMQqRNRrluWQJKntnDVu6XEs1bDFuiWKMeXdUrXslEWeD+exYp1aloxip949W4y1ZCrLEjJ3fSUBEiqLSV/eygwi9j2jD2S6uzSBNKRZjbSMOrz5zbTFM0w3ne7qs5xgvPHq005ag7xG2oekLqbn3EIIs9Y5E5IGLIGyz8USfvxGiGlkWlaxBEr6741qxlHdb5cEa4GLEiCtATycTvNTiYTX4Bt7Du1r7TZdb/cz1+uytM/Cfhe2TNY6+uj7Qor5UAzMjOsQMnmpHhZOCaeOaXTlB4S0pZkZ9Bp2Noi0b1nLFl2W0UHDa+0r75NObcq9oP8jeb5x2pyVNt44Lq/kjfiH/CMYiIxCoe5eZd2ZBvoSycwUXps60F+uL7NwWCHjxbqSVVengeU730lIOvSptM+0/QQvWXleyEg2C0+zfXoVehyZSf4lYzraUqsHQOYi05RmxENHvlemt7d2CYs79/erjTaKdpUMQ/reMo6AHKqBAUnEAIvLn954I/pZjdykGUXs/qrXbcYOS+C3pP+QUKV1sARK3Za2pK22UyqXfWe0P29m3JJWx05vV92pEYHStoHUGcehzabSyvuwZLM0wti2YiOBOKvPxtZH9cgsXcraO8IMxfZc+g7o2NPua8U6QfIbSZYaBF2ItjxtNoik62t9yxIomTpwlNhvQrHj9DCYRccYHHOrEJut7VrPs4GQoDVTmJKS2cdU83sfeWRcDLtROLUpO2j7ya6D0P5Dtg/FEih5N9CDdarDsGzab9Unk96tpGPs9JK0PwsOGVIvpmMHRhB7S+ZT2mh7XkuWSGuLH3vmmegXkpUSSfse4p0F/5EFenPJoITYYN8RgivBP9QT8gW+AkswOFgyNWXp6J0gUKbhktVOFISrX/HbJGvdTjUiaVJm/H4HmA1Wd7tH+vskG9r5sv3oWuC8HXeUfWfKvK96C9irSQzCO6LZ6XRfJ5ba9mS1+dSrke5vCVBV6/5puGif3MiGq227niccT1obBs8l1CP1OLu0bUBam2/LV7X+mWSeZwzCu6xt5PkSXKjBMCGR3BIokwiO+FdH1LLqhSQ+O1ZWO314Hxpcxfak84fly/xWElMeAmVV/aIlUGoCiEb3oDbM4WYGNBvgYUndqnPtLs+A8UmSFB2n23OUtRHYc7V6XTPX28QnNiu67SsOFLsuSUj4Xh8XMiVjOvsdN2OLTBqvhvdsibmWVGwJlKqf2b7fBq5oIoI873F4/by/q/Bt5rkWRPK5ZSY0RMmLGkAH0VFtC9ibb//97+Ms9pS1U9bbNmS0zFRkfbDaxmHv2KqWKIeZ106SLLAqdpyfZgezwWHPCbmTa2i/oARK+7w4N+8WAftkGdW2xwmUirovHQFHwBEYnAh0HYEy6zHYTAaUs4p6GAWV5OwKM+CEkSVEilx98819sk0yoGTqRZQcBisYmOaUDAhJxq2w7k6gDBH5328nUP4Pi25Z6xUCpY3iJ0MCRoOzatn47hJHIMQRayRbZL75YjJ1Gs52OsfQqJ12TLjdOhSyMlAyELDTFTEI2FYcsTNOP330gTgDyTbCNBAIbQ/T9BY1YId1a/RbDVCNCJRlcIfcyoAKoS2F5IoDmgGRzbZgjTUMohY1EfyN7qOZ/XrvjYxvSee2mZZwwF8tmbjCjMR2ylzOAdETEhdTfyiZI+ncdpsO2tiGUxsHEUZ2SLZE8HEeWxeyT25fi3jsRtzzEii7se72uXRivcz7Wra+9h1Le9/zXCNLj9PjbaQ227jekpKpFefa/PI312yz5fp+0PmGi0FSHW8PSvuqhEG9Vp5lXgeDPZcltoVGaVsua71IBsrV5LvH+IdYw1R4fn2H2P6SOLG0HbIEShsZbI+/xmRusw4IGwluy2etM3UkRisVNWTZiH3dx9Jem2yFZIdHyBY4xExXqIbLeGeBf2SgwAiHnChLnb5cnYhsf1oc1a3uj7lOEbHvWaPsNknnVYc3+zSKP6mc3WYN8kqgtOQAyuosAWUJlATL4ewnO6UVS6BU46fdn7Vu33Ulemp5qzvqNpYh0dLu6+S6fRZphuOwfpCjcEoQVBhm8QvL2u8c/fVHtWwZWUZk1VmqdqKW0UHD+2IMCtlBp4RiP84rnFhFBCfFazJrBc4TJfJx3zdIIJBtK6qsu60fU1/dPWZMBKlSSaBHSBa5dSSjrhU7PRrbcQzMKgGm1D0kYrIPJ2xeyerTW63H0f7j/NW+L5wGz+LOmIoxoiWGco/W0WoznyTdPxlPdAYEG0SQVLaqbUnfk51Kzo6h7DXzECgZ++wuxKrlpS9WXUDPUead0TpzrqLjFr1Aw+WSAABAAElEQVR+ty1Vd2pEoKTeNlsXv8F5mEzTOr/MmLHI/PMnkn4oV1YsgZKpSLEvhGIJSFZfsuPVMEjdnsOO09NIFZRXna5dBEpIBpCTaHNUcMSjU84z55zRUAlynGKyyXRXv6XWtyyBcgfJZrzj5pv3O78lQ4eEZR1jcJANbLIn2UdI/7+79dZ406OSgVizcdtsiElZQzngIwkQWLxGrE8jG1oCZVaSAVuncF31ybx9iCX3hOdK+60BYi+88kq0przjiDruw2OsQzyNKBgek+c3U9suUptqnAzWW8t7Z6eW5hyaafo2IQ0wawrSqM/oBIGyaDsR30jJfzahBckusNPmFWxgOqOYnUXBHm/HzjZwsuw7U+Z9pX52vJo21rX30Y51bXsaESi1/8vS/ZU4U7Xun4aD1qmRDdfqI5poITyn7RfzJJHQto7zWBJ1eN4qftO3YQPB12H7t6Rzh75N+86+IElqwgQwtl/aSwKttlx//fppbbb1NPuHEtk4yPpl6yepcEWfYx7iWVX9oiVQWsJc1m0pgVKn/6WsbZPuFz/PtNNME59Cv5mwD2t2nB7WqxkbQXiOdv22mQifFZIbWYlt9mxLYFUiurX/lLVFWgJlmj2AGcV+UgvatmMBJVBir9bM7FbvspkV9ZvJakvLYl6FbzNvHZRcz/u+lwTCDKsFcuMPXVGmtcfGgN32IZnu+0TxlSG271bdO+/1wuz5lkD5hPA4Jpt00n6nsrYAtZHrde07ZAOV1hYdb+Tee8fn0ranlc+sX6V9gyPgCDgCjkDXIdBTBErQs8brC0z6Z5txjnLhAIJtCFMhQVJC1JBBFBmKtg7I2TdcoobIELa4GN7IQIMCZwUlgUiYpE5ayzmBUpHov3QCZX9MOr2lVwiUZMY5VTIVIpDFTjnvvHjdOs6sQSCMVIoL1/4xQCWbiEYDPyDf+iQTT2yL5FrPS6C0kXRksiJDQihM7T1a6oGEzv2wbBW/1QDViEBZBnemLJ9PsjIgECGYTgdnM4Mg2mGduscasMIMZVXca3gOvfdGxrfwOJvVAEfB5aef3i+zF8eEmUjYxj2TyZj3Mpxyj/2h2MEcjtKTZPpFxE4daMlFdoqWbsQ9L4GyG+sePpt2/272fS1bz7zve97rpOlxejwRrWQcpM0JyR2UwThPhheIyFlis1yEU35kHRfuy+tgsMdZYls7CJRaR+pwvfSJSRl5bYaI0FliSWVpx99+333RjgceGN+mzXSmU3OyA+OhzQAWF074R5bwpUw2RzVkNeO81gh+LpNm5E+oQp9NNvPgukI+OlxISLb9XlayHzI9b7eJfc86SaBMy4iWl0CJLvcDmU4NgeRMJkwyy/zfFFMkQl6GQGnJsr8U4y7TAKrg4MThjTwj0zHqtJcDiUBpHRJ63/a7/ezzz+tkvF+baYPJfDJUprxGrMFZz6FLzcJUtRO1jA6qdbPL0NmSZjewx2Sta1YJyoTBWFXXPazHH197LVq1RtpBJ00KFoDkzBS3SrS05yBrJqQGsmeho0OMLiJpfXo79DjrKArJS4wVwR5JI0faLMZp/Q/HWzJoFsGMslUK5NizZYpTRDNunSu/j61lDb36rLNiglh4TUughDSlGXzHk6xo0007bTSj/DEG0Wyc4fH8bvadKTNuSapHN2xT/ds6TdPqBbGZdw/7YZLw/uCYK5IhMek84TZLoLRTBtpydpxtCZSWbJZGMuE8lvxk7bD2GqyrTtcuAiXXRB86Vhy1TLWbJMzQwNSQZJQJReub1gbYcXbWFN42S5K9Bu/EYmJXRkK7lNXf7TOxx4885ZR6gO2N0qZpNnF1xlPW2gXssTZLkM3uZMtYAqV1HNsyjdaVVJSXQElWTM2MjL4QktuTrnepBE4TKG2nU95LnumWZkpHPc6OeaokUHJ+DVrTscFNEuC6W20KefYT+EO2T6abZtppJInAFO+o/esEgbJoO2Hr2+y61Rc02CrvuZRwZIkq4bFPStbqDXbYId5sdYKy70yZ95XKvCVZVJerEdSa/cbCey37W9ue0CZgz2sJw2m2a8prBrmqdX9bF7uufXIjG67VR9LIkXZcmPZN6LU//PjjaIkaSYj38H7J1muzo2u5Kpa0YZtJ5tow2I3npUFazCKgtjIypuk0x1zfEiiT+hbrLwnbUR3LcZ6kY9l+stikT5dZpJBuIlBW1S9aAuWxMvUy/t9GogTKETIr2lGSMAK5R5J9bFNbZ3z27ammircrMWtrCeDbzQTwNTtOj09q/vUSgdJipFOlKz56S9j4sM0NrQUJ7iOZuTdfd914d1lbpCVQ2vPqtVlavoEdByYRKK1d8TSxpaBbIkrmS5s9IC5U4l9Vvs28VVC9D91yW/Gp0qdom6zTlaMXgy8JEiwBknYL3VuF4xoJMw9a/6klUKa1U5acq/q76vzWngVHBK4IYmdg0ffQCZSNno7vdwQcAUdgYCPQcwTK8yRN/TFCVkGsA5ffOpBiPa0DVQWHMmfIlCfLDhsW6bSUDEZ+MWJErBxrZNBtJnKUQdL0YnDGwYBYxTjeEPxzAmUAiPnpBEoDRpes9gqB8lJRbg+pKbcKXWjQsdMVbbrOOtF+NUOaltelHazhwNfMfbo/7zIvgZK2izYMQflPmg7UOkDC+8pbnyLltN1sRKAsi7sOVGzddBCj2yyO1sCg+6te6r3rQC/P+Wn/MSqpXCrk+oVkatQ0IVrxWskawaAsjBxm0Iajiuec5NDhnHZgqNcIjVx2uiI7SKd8t+Gel0DZjXVX/Du1bOZ9LVvXou97nutl6XH2eAwrkCPIhESmYTUQaxmySX1PnG5JQra0tcQYqfpaGXJMHgdDWAdLbGsHgdJOh3yJtElM1xwKU54uKTouEhqBLIEybJf1PNbBYA3JOAdxEiI2Y50el2ep7VQzzmubkSTNgZynDnoedcxZJ9xhkjmYPrLbxL5nnSRQggt1+VxIdpByCJJA8hIoNaAtPijHvzIESuukTsvGRBWsfjhQCJT2neY9570mq4MlLtjv3BIoIcnOveyy8dPJylClmSGqdqKW1UHta0W2qNUkU5glE9psIbZs3nVmsSATAxK2Y1XWPa0+Nutd2veEI/wZyWD+qnyr3DsODzLiTS4ZG7QNts6EtGuF27P6dD2vPSbsY8ro/twPU5QjITFJ7TvsSyM22feawAMCCJJklBCzzhGdA7lIMuQv1uIM+VqHR556KtpEnE+I9rtbyPSxYyT4F6LS47Xp67S8Li2BMiT0apk8y2bembLjljz1ancZ1b/zECi1bpASrxOHL1Mvh6Q+nIjXCfnAtr16XLNLaz9II4GkESgtwS+L9GgJE+F3bOut333WuWz5KtdpE5gu8JGnn64T9PT8aUQ6rW/YdutxzFC03zHHxD/D+7ZtUDg+1+MtUTskT+kYg7IvSnBpEqn5cAmuVUKuJZ0xVTE2ACQt+MkSCdPsSpZAuZnYzfZNsZvFF0r5p470vARKO61i0TGazZCbNv2pzSie9txTbqXhZs3Eyr2S9Wi/o4+OrhFbD5nEIBQpUVXJW5ZskXZyq5uOErLOajnIOpyrKO5l2om0uhfZnuedTTufElez3jE7vbL9Hsu+M2XeV+7HtrHDzfS+affaju3a9mQRKK2OlJX9TzORVa37p+GgfXIjGy4ZYPHnIfS5P5JZTEIhiQo2AARCFgSqNCGwThOrkG0Ykm6rxAYskKmVLJHzSSZrmzHc9g1VEiiVCMi92Yxx9l61HWRbNxEo87QxefpFS6C042GLQbiuuFk/sbUnWP+GErMsgbLMOD2sSy8RKG3GRpJBLLHwwtEKEuSKrvzDmWeOv2GyvaIfgTFidbGytkhLoEzL7E+AqZI37XhT+QVqP6RunSJQ2netjG+Te8gjGqjIvcOjOFnG0BqIrrZl7Cs83/sffbTPON32LVnj76x62PEmMx4kjalsIKIGIKnOb20e+Bl4DxDaWT2Xfqeh7TyrXr7PEXAEHAFHYOAh0HMEylOkUyZbJHLMfvtFawwfXn8q2rmxIS3K00anqAGcrBovCCmG6V3CCDKNNtxQIs0wQJP63iomWQ58J1DWH02/FSdQ9oOk4xt6hUB5x/33R0wrYeVuISV+V6bBVrFOM7ILkWUoSdSwyb7Q6JBUPm2bdf5lTeFtp8PIY+huZBRKq0+R7WqAakSgLIu7Gta0bmSC2F/aVBUyJJDdSElSacYaLV/FUu89L85/euONaB3JdKB1tNFpjerD/ZHN5cobb4wgKFjBELyWROBhLCci0UoYhcoAk8hMHdRR1hoHwym8ug33IgTKbqu7fS6dWC/6vlJHHAlkPVDB6DpC3rVwGh/db5dl3nd7nnA9S48Ly+pvon5///DDccZhiCpIOOVNvLH2zzpQ0qZiseWz1vM4GMLjLbGtHQRKpkX5jWQQQ9LIEvdLVp6tJDIYCZ3EauRinwYXsW7F9quqP7Pf9g1HSlaltWpT29ljG62rISuslx6Xlf3HZhoIp6DS4/MsLQa3y1RZkP8042+oY+Q5XzvK2Pes0wTKpPvtRgKlJRLT9+LMIOtlKHasN1AIlNapZB0P9t7Pkex2o2rZ7UKHkY6z0xykENcXlu8fHSmtjL1WkXXbzuhx4Xdp26g03R9d7JeSYRYCGoL+p1N5j5T2EYJUM2IzdIaOgKrqnlUvm+mqKJHd6mXNkGey+vRW63G2r7cOS7CyZOA0kg3vKv0PgoOaKUVDsY6wVmUNCa+pv+3UyjihcCwuULN9ZZH5qiJQaj3CZdY7U3bcEl6rG36r/p2FeVY9IXMx8wLfqY4hzz3uuGhJmdq7KilLjNJ7zHIS2uxxdirK8B5Up+sEgdLWBUwgP2oWV/Y9KdOh0vdb0UzmdppIu18d5GwL+05LoEwj31jnfOjU1jEG535EMvQkZd624/w/3HFHPehytEwHeoRkp0TSppK1me+wZx9cIx/EB9X+dYJAaduJW0ePjmaZaSZbpcx1e09pfZYNaqiaQGlnOCBwi+nE+a4hghJEQoACs9po0JpmpMy6qcFCoLzs+uujg4UIgxTVVTSjFcemzThgs1LbqVPLvjNl3lfqi2i7GOqI3+xt/39te7IIlNRKM3/a7GFhbfXeqtb9w+vob+2vGtlw7exzoY1Uz2XtI2H7rGVYMsZZeeON62OGMkGb9rxp65YwfN9VVyXOfGeJvaEvo0wGStvXh+fV+trArW4iUFbVL3aCQFl2nK7PhmUvESiprwZgMpZjlqEDRUcmk/PMMkPJvhKkwEwCU8rMJBq0bXUhO85uxhZpdTSIgAQhhWJ1bDuDieqH3UCgrMq3Gd572m/b3/5YZu58WKbqPmqffWJfgwYt0L+MP9540V/EH7G9BJrSxqqojcBip/vyLC2BEp3rO9/+dr/D7Awhj0nQ4RSTTVbviy2Bst+BtQ1q+8oaG6Ud69sdAUfAEXAEBg4CPUeg3ESUGSKKkTDDgqbEZt9NQrJkkBeKJTCFjpewLIOkHy29dLxZoxW0jCp4p48cGU9lptvt0gmUFo2+606g7ItHN/zqFQKljeAFtySyyLYyTQIZyxCmomNKulBUqWd7VpbK8Lik33kJlAfJQJD09UhaBko7nUaWoSqpHs1sUwNUIwJlWdytc5dBEkanySTrjcpzL78cZ4zjd6PBDISZm4TcorKtGLPSSLJaJmmp997I+MaxGF7XFfKkZiyyRtmkc2dt++Cjj6LrxQFyiUz7wmDSCnVhYPmzWqYnO+UQ5XRaCz2GKUcXlcxoGO5xCD0shmmdEp0y3Ya7dbqGJFq9J11WWXeMfHzzKjvLdOgjzLQRur2bl0XeV70Pq/PotqckS8YkE0+sPxOXVb7v4QWy9LiwbPjbvj9ZjlmNAOf4LCdveP6k33kdDPZY246nEXls+aT1OyVYYPtasEDWVIkci8FKI7LTHMA2g9bhknluXZNR0ZIHt1hvvWjv7bbrVyXNcsIOCIYYNBFrdFxthRXi6dXjHQX+qeOlGQKldV7juLlDCGA2O0PeathpcMHnd/KdkDmqSD+Mke0jIUqoMF3YUMnw1ipxAmVjfSEJe9supvXleQmU7X7m9n4ssTjNMWjLW0NzmvPZtp0hgVLbQs4ZjovZZgkAVTtRy+qg1A85Q7JDKTEa4sUOkkFmFTHoa4bwtOCmb45O/28z32v2KS1dVd31fElLOw65ULL048jIKzaDcUgOynOOrD69Sj0uqS4E1ULgRMKse3ba7TSC+UuvvhqtLvogkkaOIziBIAUkzPIeb2zxP/1u0fFPO/zwaHMhUSJZdWk1gTLrnSk7bmkxnE2dXvXvtHck70nt9OsQ2SC0VSXWuRt+C3qNtAyU7FdHJutJGQEhny8r2bm0rcwKdFRCYp7Me1yv1WL7rqQ2XokqacSmPeS7u+HOO+Nqhm2k1UHTjrdEhjAgw9YtiVBGlp6lxKGP/SF0MttxQlpQmW0L9hQ7xlYJ011XQaDc56ijYr0ZkLLeDX3WzMyh0yWOLBi8YInlaZhfIfY2CBhI1QRK27dA6oCgS59L36uELexSOn33aMlavGiDrMVWfyqSgbIo7mXbCX1+zS4JJt5st93iw7OywCed32a8SyOgp/VNZd+ZMu+r3oslt6T5qrRsO5ba9jQiUOoMDdTJZtDTOhJw+zPJvopUrfvrNcKl9smNbLg2kC9tNgkbfJX17dnsgGkBN2E9y/xW20g4ptBzkiEccqsGZYRExzIESqtbN+qXqE83ESir6hc7QaBUfR9Mmxmnc5xKURuBHteppfryaUPIFAspkqA2pm3+iSTe4FufVbJR3vXAA/0C3sraIu3xaW2KxdPOatAtBMoqfZt53wGrt+gxN4udhayhNsur7gvbV/u+3yKBNLMWCKThnPb4Uw47LBou2Z2thOMWnaVU29ZGPkfO5QRKi6ivOwKOgCMweBHoKgIlBK6pp5oqnkoq6ZHYCAf2PyuGLEsUsR14OD0K5ZlKZxkx/KmkZanU/Sy1c8UJilMaQRkYtuaa8WDFZuGJd5p/TqA0YASrTqAMAOmCn71CoAQqS+QIo8xeeOWVOBKccmlGVfZZZ2MjMjXls8SeKysDpTXQLLvEEtEZYmwOxWbJTYuAC48p81sNUI0IlFyjDO6W6MHA+IYLLogmnmiiuOqQ1XcVghvZOZC0DGjxTvlnMzGwjehEovuLit572kBZz8fUWxvKdFZKdjyqFlmn+5td/lecUY8/80x0pUTDQahUsY5e6zhhf2hwtU6ZpMwX3Ya7JcA1IlBWWXdrtAbH/eR5QpzuJcn7vtp7skQh3d6IQFnmfS+rx1FHrj/tNNNodfss/yr7MKIhaVOuWiJLFU6zvA4GW1FrNMoietpjwnVrAG5EoAwNRGGAEZiuISQRJYCHznFLoISkEWY64PilarjTft8mBHjN2M6115FMzzpdenhte1//+uqr6M23345mn2UWu7muazdDoORENgMDGUd3k/4gJFFCNocUSYbMpCkS6YeGCZkBjJimTDPUFelf9BvVm0tz8On+skvbRtp+I+95bZ8e9i1p57B9TlqAih5rHVchFtbJmfXO6LnssswU3pzneQnYGPGrX8WnxHF4sWRwwkBvJS+Bst3P3NbRZt/Lk+nWZtBJIl9ZZxHXCQmU9nlClmYmCP2W0GfQ4zTDdiucqPZ9bUb3t9MhMz64UjJtTjjBBJHVS6j3dULIsxnKeN9ouyBTJwl62uZCCNAAT4JgyLJgpUzdIRwsMGRIXWe252Xdvgf8TnK60b6FbSJlb5Qpr3YXpwOSlF2hbJ9u26iiuj9TfpF9esbppovrF/6zRBD2hcQmtmn/zXpStiB12LF/f5nCcRNxRluxNh/GCjeJY0j7PluulevXyjTQex95ZHwJCGlMg4ZoJo34R/DPkqaSAg2D4ok/m31nyo5bEivT4Y3azjciUKJnfCEBbUlZBLkF24aGbVjZW7TfQzMESjvNHVOYMqa0YvvENBuGltcxF4S/eyVzlrXXapkql0ytOKFkkqY9TxL7nSdlO7SBt7+X+qIXqLz7/vvR0ma8GLYzlkDJMeF+vgdmr1Ad+a7LLou+J/2Mim2jmGL7LJkq3LbVdiwQ2moIyMQmjdBnETBm+y6uvZ4ERDEuQq6WGSzmmXPOeN3+q4JAaTMR33D++dEcs85qL9Fv3Y7neE8IfrJ1tweQwZW22PYF1vZ2xRlnRPPPPXf9kBDzKsaC9ZPXVjQrn25Xu4L9TnRfo3E35awfIyQZ6HmSlkVxL9tOJNWhyDaeI4kolIgdfi96Lsq9JsS8IeZ9vfehh2L7LWVog06XftF+K+H3MEYCldXWyDFl3pmy7yvXt6Re6o8enjQjCEHl6JtJ2fE5T1WibU8jAuX5V1wRkRkPSZrpwY4tWqH7J92v9smNbLhWh6Nut0pAjJ3FBxvGz4X8qZnos8a1NgDh2P33j+1QSXWrapsNakjKrnayTEl+uuikKlUSKK0tDR8oJEr7rdmMf1y/mwiUYTvQbL9ox8TheFgxD5cahGgz4ts+wRKQlZhlp/C231Iz43RbHzs2zGMjsMd2Yj309aMPPCqBEHyvGuSi9QoDRsraIi2BkmtgF7IB0Jx/Q9GL6acRG0jeLQRK27+V9W3GN5njn516neI8s8fFr6W2IZ3NU08V9vd3jxkTbSu2JGS4kB8JarbtjB7HEt1lOtHNbRIIS6AkiEWnedfjbECf/SaV4+EESkXKl46AI+AIOAKNEOgqAuUxp58enSdT8WLkYEqbGWVKXjrhd4X4SNTvVdIZqzCF0fqrraY/4yWGXptWn8wSW0g2mKmmnDKCVLWPDLJ1cJQ0+OtzstoPdXgwiN1VpufAqX+BDCI1+1nohLbncAKlRaPvuhMo++LRDb/aTaBkugyynKlcKAZr/T4hw00p6dWRcb71rWidVVbp47CyU21Q5viDDoqWWHjhiEwipPhXo5yNDqOcih0kpZFwtGzSstm6W6c/58URQ/bEGcQ5+NHHH0dXyNQ/mkmF/Xki1ilXRtQAFRrlk85ZFnc7iGKQhIOZLJSXXnddPUqfNv8RyaI4/vjjJ1Uh3tYsgZI+5Ouvv66f9xDJFIBwzT2FAKRCO8+ASsUO2jHyb7/ZZrqr3xKn2c+XW67f9kYbcA7cJI7si2X6gblnnz064eCD64dYUi19EY4xCEg4UdWpSuHrxJBGxGYoncSdzEu3mGyhZObDEIsQUQ0JQ2Xeuebq59ipqu7qzNNrqaNDf3fjstn31d5LMwTKMu97WT2OumPUmEeyBq8vuiBTuEwn3+MXEmVPZO1ZkvmQrIDIcZKdcVXz/sQb5Z81piQ5SrVc0pIMFZ+YDIKU4Xxck2//WvnGrEwu/ZR1zth9ahhlG4SaYaLX0q9hVOKYNJKonsM6TRsRKDnGZlajrmRawPFEZgjaEHXeJvV5lkDJuSDSHCWZnGf+7ncjpsHbTQg2OnV6mD2H8tbxx28yK9GGTitTqUAmeFMCpO6UiHH6eQxcZG+3ooasZgmUT8nzWV8Mmyq0K/zRHtIGvShjAJwM6BhZwVOHn3xy3AbreVgS/U6miTyi/amWDUmDur2qpSUnDVYCJc6zjWvk3jRc6TcXC7L/2KkA+V72EB2APmiaqaeOjbQnC4mOzK5I0juv12r3M9frsrTEDvQYCGBzif4waS3D8FRyX0xVpGKJWBAIGdfyPaIX3X7ffRFTtlkJHUaQEoYLQVmDSVZeZplorVomZwhbmqGLc7TCiVpGB2Xq9tWlHVYSedg32MxwYVYkzTqBzrK6TJ/MOzf9tNNG/xQHP+3imdIvMa5QScqiUKbuZHP7pxA415ExwyKS0fa7Yh+ZXHTn9+We7pDnpjoV108KIGWsRQYhyIHcA8GqOCIeFGLmhVdeqdWO22Wr+7Kjij69WT1OnY44b2nfZpKsx3yrOEcfldlITqhlhaSeae2fncYbkgBOb8ion3/xRcRUoqcK0Qfh+4E4Ba5WbNaprHbAHlP1ug1g0HNrtjP9HS7LEijLvDPUpey4Jbyfdv5G38ROZUUDSGjzGD9Y+bZ8T0qC0UzW6FkjpG2kncUOSRA3AXOQULQNqtrBWZYYZUkH3B963CoynmU8znhzxwMPrN/2VTIVOdPZp4klLBJEtJEEp0wj+mBMPh5nnFi3TDu2me2XSjbDUVInMnryjGijIR/RPuNAHSVkeYQ2AKJH6KA9R8h7WmaxBRaIDt9zz1hHx368t+ir2udxjtABHBIoaUsIBKWt/UBsO2R/V7txkv6tJCbOjWAHhxzAVJWQ53GKq4T9FtttdnmeyVFSniw+b7/3XnSsXBuiC5KWnZ59VRAoLTlY9QuIokqexdal61wTsf0uOsMBYt8Atykmnzxu5xm/XCuBT9fIX0hwf/wPf4j7Nc5Dv3CSON45ln6RfkuDOdjfCgKlJVNxDQ1CsliynWfC9xIKdh9rkyKQQ2cdoI3hPVbhfU2ampL9RXEv205oncosySCGDq5CW7PssGHxeJ92CPLWkTL2WkoIxexTwdezlgQ/6Xh2XbEPbye2RMaafKtk3FNbchIJvOw7U+Z95R5CYi9jS+qJTY9njC3+6ptvji6QNqrs7BmKmS7L2DfCTIeQ/2nXCRhgZqXjxcag0grdn3OXsYnZsT26E3ZU+oi3pI2kreB9RCCwM0NUkkDSHyrvm0oeUrSWbXZp2xjwxrc5n9hn+EbOEyI+74mVKgmUnHdT+fZ0HExSBwJKsXtBzFPSk16/mwiU1KmKfrETBMqy43R9HiyL2gjssZ1Yt7P3cH07rjvtggvq4zX2Jc3kVsYWaX2DnB89joz/jLkhCTKmYVyF0DefdMgh8Tr/uoFAaeufpGfWK9uCFbXhcuowuMoGZrHfEoj5jVgdmAD23aSPJ4Ml+iLvMP395TJeJ7A9JLhbmz/nwreKzZ1x1yNiw9tZnpNm6LWBPVpnJ1CCmosj4Ag4Ao5AHgS6kkDZqOIoLSeKQzs0fnEcygNZINQ4mXQum3Uiab/dhsFzFSHLaMdr92GgwjiaJk6gTEPmG0MdJIJmIysh1eK8SnoHuGpoZEuvie9RBNpNoLTR/lqHtOUzMmAJ3xU7tUTScWuutFI0UqYEUqeGLbOXGMN1EJQ0lZMtm7Repu7qiE06r93G1D849Fst6vzPQ6CkLmVwV4ecElzDe2OwClFoPiExZEmzBEq916xzsw8D/KW1SGt+5z2OshA1MKI3KxiHIfww8FMhepp7xgmUJmnT0lC+k7jbTF9pddftO0hfu6NMp2mlqrqPEFK2Gtw5f1p2FnvtTq/nfe/C99XWuxkCZd7rcp3wfVeyha1D0nqWHqdGjaTjdBv3fIEQoMNsM9YxhLGZSNYiAokZsmBe2VmMNDhvkuS2e++NdjJEaFsmz7SGRQmUZOpimkF1ltrr6TrESLLb4Ji1EhIo7T67jrPnfGmjQycoZaxjyR4TricZq/SZN0ug5BoY9HcQB3+Svm7rkEWgtNlNOIY+SaPf7TnS1sNvxwmUd8dZCcErxKKqDJRpz8JuT8oaRr968PHH13VBW96uN9JL2v3Mbd1Yt47BcB86JLqkCs56slHZvlD36ZJ2U4kHIYGSMvTpGLuTxtmMr8cbd9z4/K1yojajg+K03kII5eoITBq/k0HzV+IU1ux+VqfKq7eDTxqxn33N1J3jdDpc1rME/C8XZ3BI6ifr7wrmPUg6xxFCGCJYLZQq+vRm9TglUIZ1Cn/jCL9M7jsp6x9ZQ44SIsZoCU7KkhNExw6DnyAHLCeBuIxZIOjcI87qUOfIOmeV+0IdtlEQUFkCZZl3hvsuO26pErui57LkvzzHjpbAi0WFdIcogbLRca0Y41v9N22MYwkZOpWdrStBfPQpWZJndoxw1p/wfEnXDssU+Q2BUoMis45LmoqU8oy7F1t11dRDIR+iHyKNCJRpJ6ENuVTaKQKTrFjnMfpGmg5LdvXda5mz7fGQNH8hBHkljtl9us61L5RppMPs77rfkv4g6ewbkIS1XNaSfpYAPA22CsteJnYVguKsQOqC9KY6h90XrifZdu37HJaHLKv2plYQKK+UoOcDRo2KLxtm8LPPdCvpQ/bcdtuwevVpIfvtSNnwvIxPbeY8LVYU9yraCb12maUlOKWdB0K0JVBSjmmUtxIdNO07oQykVdrlUBdiX5l3puz7yvXxVW0v5FFLymZ7KFUTKMvaN6xfK6yr/d0q3T8ca9lr2vUkm9in0r5vI0GhGoBry+s6bS9E57QpZAm4YcyIQNyFZN9qQXdGB00T6oxdR2fMqJpAyVhxYyGbZn1rWrduI1BW0S92gkBZxThdnwnLIjYCe1wn1vGBLCyzxOj7ZjMxh+RIbHOhLZM6N2uLtATErHtHlyKwehYz1XQ3ECjL+jaz7rnRPpukYk/Jtr7VBhvUD7G2bNqrJ2+5pb5PV2jnCKjgGTSSLAIlzybJNsU5w1na1O6cZJMO66AJEZJm6QjL+m9HwBFwBByBgYtAVxEoiaDEuZBmeME4gUFw+aWWynwiRNziRE4aJP1SOvQdhKARkrGyTogRkKgTnLN0ykQmbyNZ45aQCIkssQPNpGmW8hins86PsauVJMSsa/9bjGRfSlYhIoSbkVbXPcnI1kw9B9Mx7SZQJhF70vB+VjLQJhE2yAZLRjKrLKOcQwbcQxT4pGnWrDEiKxo/rS5sL1t3Mqkdddpp9SmV7LUwPGG4DrPA2DJVrqtBKi+Bkms3g7vWmUgy2meiwK3g+D1ajFtkX2wkmhlYy4XTOOj2cKn3Gm4Pf0MSYnCskvc4ynMfkHKrFoy2Bx93XJyFwZ6bfhGHymqS7SRLOoU7GQHWlCxXeYSIwXDaS44rW3cMMQyUrYRTtNl93bKe970L31db/zAyk31J03vaY/Jel2PC970KPe44MWBjcElzBvKObL7eev0yRVGfg+QbIRsC0ihDTlwo+GezVQW7En+SLZmI/DTh/f+tTCF2yz331A2ClM3KcqDnskanPBkoOQ5H2jGScYZMDWqA1PORVQ2Df5JDyRIomQqPrDVhGw0JDUdWUl+s1+B+eQY6XaBuZ0nfvLxkpWQK7TAboBKE0kivdlqfrOdKlufDxEmcRDbHsLaRZFAg67NOLWPrxzqkjwUkw5xKmIlOt6ct1SCn+5lKptFYQcs2syQ7z88kUxFCxs1RkpW1iNAXa9bApMxGSeeyU9ClZT3W4yyJOHyHDxTHM1m3kaKBLI3IGXp9XWY5z0fLlJd8o0ntDceRpTHJSK/nbvcz1+vqEoLYmMceiy6S7HmMe+13nzTbAtnsRop+ExIW+D7232mnOHhjc5nlAUkjm4TjYvSQJWVqYQIgdhYiGo6OIZJFGEN3K6SoDkr5o2pBMVnfNFldVhSSimJ4xyWXRDMJ2QVSFBnKyKKr+8L7IusC/UGjaUuL1p3rcG0yTYJrktC2ogdCgExqnyEHbSVtf1K7zHMiA5ISwMLzV9Gnc85m9DicKbTnYV9k64izZlPJrJmVtZ7yONXo5+x4ke2QL4+W6cNwjIRipzdPymYVlm/l75B8e7NkVCZDR5rccMcd0R5CTELSZmNIO5btZd4ZPW/ZcYuep93LQyU4h8yjeeUSGc8vPO+8cfEPhcwG6TitraCtZKxDkGeaHpL3umE5a8dBV4N8FApZhtEPkTQSI0RzZjdQ8pmeg3aGaSAbjTe1PH0NfTxEs/BcadfWY4suyQJJlnElOYbHQ6qhL180yERty9G+bid2CNtG0C/y7SN7SvAtEuqgNgMlmdmYfjd8f7g+AV1JmeeVbMe1zhH9mSDdEK+05xlXSP6hux4hU07qs9XtLLF1jZR6TSOZUtPE6r5byPhqbwm0aEY4z41is2NmkTBQI5xm254ffQS7WHjflOGbIegOfWxmyUJsBcIFz93O3sJ+gvvQX5avOfKTiHj2PM2s2wzwG8vYguyZKuiU9F1IUiAK29Upz3oeyQr+KoJ7Ve1Enjo3KvOYZOWFsJ7k+yHQkPF+SLrlnNhyId4m+XogrO4i33qaTlDFO9Ps+6p48LxOPOecPhnAdR/tLGQPCNNVBmxUYd+gfSXI1OrB1JdsbIxBCEDqNIEyzSYG5vTtv5NstqHQRh4uQVZJ7bOWtSShS6WtWqjW5+v+Vi3JTAtROyQXYX8jYIvnin6IhKSyfaQN5H55RmnEJSVopum4tBeQm8JvlADiCSaYoJ65uWrCb4intpd5ApD1WJ55mX7RToGdNh7Wa+lyCxk/Q2i1gZs2OPdhIeJqkoSVxH6I7SH0Y1QxTtf6FLUR6HGdWlofzxjpR5kVBMG+SQZY2p4weD+sazO2SNuf0xbw3p8jY0YrEPNPFbvZDJLExwq+SLLwoqvgX0Bsxlpm3VG/nhJaqyTjVeHbtPdTdN2OK8Kpz+0MCln3DHH4LLG5ME63/YvWBVsFNuINZFxjZ4rQ94U2Dh1zG0lwFQYnJPEC1HaXFriv12Wp32kSOd+W83VHwBFwBByBgY1AVxEoFWqm2fqrGN1QPJgyYDpRRmaaccZoajEsFRGy8aAM0XHjAMHokuRYKHLOImWdQJmOlhMo07Hp1B5rUDtTpsHGmNArAhmZgT3fOZGjWU6JkWJgvkgc5oh1enTiXnG0MOhhuiEM50x1xEAxq/5V1zOJLGUH/VnXK4J7eB6MGjgZGDDNI9PMNkvGDs870H9jQHhZnPl/lYw4TE8bDuIb3X8v495s3W0EMfiEUYiNMPP9xRGoQo9Dd4N0QTtJ1g3eddrIJAIgNURv/EltKt9G01sWv6P2HJHm4AjJZ41qQzY1+vTXZJrW74v+DNEiKRuznscSKG8XAxYZciBQYLjHUEVbk4a7nsMu+Va5Pv0b0z0xvRrPLs2hZY+tYp37x4D2J9ELJpHpjJkGHv0gC4Mqruvn6F0EGG9ClGNqXzIL8L4mBeH07h32rTnt5Z/FccO3SuBKluOw75F9f3G8bRuUDB1OcdX3qGp+ldFBm6kBjnfIoxAtmdKLWRBmlGlJmVIb430RaabuTC1Mn8i1PxUbCVMHc32eXZ53lX4ZkjkEIRw9ZCPLG1BaRZ8OPs3ocdw3U7t9JLrA3yV4lEyT2HRo14uOlyDovPTqq3G/wHhRnXPhs6MPWVUIwYwtebb3iVNssmB67/CYgfi7zDujeJQdt+h5emmpOgj48b1OKQHHzJzyPWkrekUPoZ3Djvq1ZGLFYY0OnjbzS7c8G0i76J7UnT79O2JTYepo2rs8gk0CvRnddTZpH8NskUnnsARKzW5MOweB8Kuvvormkv5VCRNJx1sC5YNCPES4PvoIekgj/d2ek/snwyDtPM9rVtH9bf9sy3bjOrb/10Qv4buB8IkPIM97x3N7RdpqbCM42pvVZ7oRk8FQJwgT6KPviH7Dc2fcmtY3WzzQDV6VQDJ0A3SCH8hf3va1inem2fdV74F+Ap0OEhXr6HO0Oe0aK2s9iizRg9+U9oXxNZijR3V7v2DvD0IZ7xp/3xHbBOM9S8ixZbtlnTq/JZijB08kpMW5pI1rd53pUyGmYa8fIn1aN7+j4XPr1X6xqnF6iMdg+Y0eVsYWCZfgBdHjvpTzoFdk6XGdxLSbfJtlcaB/wS/6mvTrPD90OXRA7B15BTsN43xsM4xd8uoEec/v5RwBR8ARcAQGJwJdSaAcKI/CCZTpT9IJlOnYdGoPAwwyryC9RqDMixlEnCVqGRk8iugb1JIIlFkZevJi7eUcgW5BgAzSZ0p0qIqNaNVtvux9BMhcebaQ/5BWZ/5rFVo206K9RlECpT02z3oSgTLPcV7GEXAEHAFFwGZwCDNqaBlfOgK9gABZjCE2If4u98IT8zo6Ap1BIIlAWaQmSQTKIsd7WUfAEXAEHAFHwBFwBByBwYWA+zYH1/P2u3UEHAFHwBHoHAJOoGwh9k6gTAfXCZTp2HRqz2AgUBLJx1SHCGn4yb4y2IUsB0S2WiGqtWjGX3u8rzsC3YTA2ltvXZ+6kumWmWbTZeAhwBQ5ZPoZb9xxo1VlOuNeyoigT4NoWyJvQyH6tpUZ1J1AGSLuvx0BRyAJgXsefDDOwvizZZftk42BjLU7H3xwxPSvyC2jR8eZaZLO4dscgW5H4HnJkE+2d2QZmZ69WzOPdDuOXj9HYKAj4ATKgf6E/f4cAUfAEXAEHAFHwBHoLgTct9ldz8Nr4wg4Ao6AIzBwEXACZQufrRMo08F1AmU6Np3aMxgIlJ3C1q/rCDgCnUGA6ZWGrrJK/eKP3HBDPP1jfYOvOAKOQOQESn8JHAFHIA8CZPkl2y9CJnemTPxUpj2HOMk0jMjGI0ZEB+y8c7zu/xwBR8ARcAQcgYGKgBMoB+qT9ftyBBwBR8ARcAQcAUfAEXAEHAFHwBFwBByBwYyAEyhb+PSdQJkOrhMo07Hp1B4nUHYKeb+uI+AItAqB/0p2VZxbY8eOjaaYfPJoth/8oFWX8vM6Aj2LgBMoe/bRecUdgbYicMEVV0RH/frXqdfcTTI8b7n++tF4442XWsZ3OAKOgCPgCDgCAwEBJ1AOhKfo9+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOQF8EnEDZF49KfzmBMh1OJ1CmY9OpPU6g7BTyfl1HwBFwBBwBR6BzCLzy+uv1ae5XWnrpaJKJJ+5cZfzKjoAj0NUIvPPXv0Z/ePHFeCrvjz75JJpqiimiWWeeOfrRbLNFM0w7bVfX3SvnCDgCjoAj4AhUhcAnn30W3T1mTHy6heebL5r5u98tdOqHnngievf996NJRe8eLvq3iyPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjkDnEWhIoOx8Fb0GjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ai0BoFxZHrLsa05tZ/VEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEHIHuRKDlBMr//Oc/0YMPPhi99dZb0Ycffhj9/e9/jzbeeONoxhln7E5EvFaOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOgCMw4BFoKYHyj3/8Y7TZZptF7733Xh8gr7rqqmihhRbqsy388eWXX0Zff/11vHmyySaLxh133LBIz/z+17/+FUEk/da3vhVNNNFEPVPvshXlnrl3ZJxxxokmnnjisqfsc/znn38effHFF3228QOMp5pqqn7bfcM3CPzjH/+ISDw73njjRRNMMEFpWD799NP6Oaaccsr6ei+sdLLuvdzG9XLdw/fStlOTTDJJuNt/D0AEtA3k1iaccMLK9QuCRb766qt+yE0xxRTRpJNO2m+7b/gGAdoVpIpngu7xz3/+Mz4fOgHn7BVpd931e0DP7iWcqnie7777buJpvvOd78Q6UuJO31gaAf3W0UHRRV16H4HBOtbt/Sfnd+AIdA8Crj93z7NoV01UH6hC929XnfU62KrVXu02BEXFlwMRAWsvw6aPbb+XZDCPdXvpOXVTXd1G0E1Pw+viCHQGgcFi36CPV9/6+OOPH/WSTttu23ln3sSBf1WrZ/bS+1f2ydj7dt5MWTSrO17H+FU9k05yT8qi0s662+8BPy48um6RlhIoN9lkk+iBBx6I73WWWWaJhg0bFk099dTR+uuvH00//fSZGKy22mrRc889F5c577zzoqWXXjqzfNU7zz333GjkyJHxaceMGRPNMMMMTV9CcZhpppmie++9t+nz9MKBkBp//etfR7feemv05ptv1qvM8yYTaSMpgvthhx0WXXDBBf1OOXTo0Ojyyy/vt903fIMA+OCgGD58eHTGGWeUguWzzz6LFlhggfo5nnnmmWjyySev/+7mlVbUnfunwYf0Pcccc2TefqfbuMzKNdjZy3UPb+03v/lNdOyxx8abaaMa9U1/+MMfojXWWCMuf/LJJ0errrpqeMqu/d3LdS8L6kMPPRSddNJJ0QsvvBBnwtbznXDCCfXnqduSlrPOOmu8eaONNooOP/zwpCL1bcstt1z0+uuv13/ryi677BLttNNO+tOXBoHXXnstWn755eMthx56aJyp3OwuvMo3zbeNbLPNNtFee+1V+BydOqDquuM0evHFF+PbQZcN9VnVCeabb77o2muv7dRtt/26H3zwQbTooosmXveSSy6JfvzjHyfua9dGvolPPvkkvtyCCy7Yc87KNJwYG+iYbrvttov22GOPtKK5txdpn3OftAMF//a3v0V/+ctf4ivPPvvsPaNPU+GiY90i470OPIrMS/Zy3cMbKzJuIShBx/YYtLBr5JWPP/441r+w7WCEg6TOOIn+p1EwH33Y888/H/djEDcYd/LN5zWoMS7705/+FF+f4F7OQT9IG/+9730v9RYINgSfV199NaI9nmaaaaJ55pknmmuuuXrq2+wl3X8g6c+9hHvqR1Db0Sp9pGrdv9F9VL1/7733jq688sr4tLRtg8nh1whL71sGVt/Ce877jtx0001xP9joHeim/YN1rNtNz4C69Eq/2O02gqLPdSCNW/LeO+OOp59+Otbf0fXnn3/+hnZ+PTfjhldeeSU+nvUhQ4ZEc889d8Pxih5fdtzSy3XHjgHu2DTmnHPOCPtiM/5BcEePUOFcnUhEUNS+ofXtteU999wTbbnllnG1Getef/31PXMLVdvOe+bGu6CiVfYtRf2yXXD7TVfBeTNNQ9e2A3fffffod7/7XXw97BVlpBXckzL1KXJsK+qeZVcCc7BHLrzwwmippZYqUt3WlhXjcEvk3//+91ghTcZ/K6644lh+FxEhpdSPv/vuu4scWknZM888s359UQJLnVOmLI/P9dOf/rTUebr9YFFyx44YMaKOmz5/losvvniu6hfBXUgsiddad911c11rIBSSwcnYUaNGxX8y0M91S6IQx7gJqSRX+axC4tzv8wzEKZZVvKv2VV33Z599to7Ffvvt1/BeO93GNaxgRoFernt4W6effnr9ub3zzjvh7n6/n3zyyXp56dz77e/mDb1c9zK4ikGg/sxsv8R63meox4nzoGFV0Hm0vF0K4bbhsQOlgARSxP2SGF9y3ZKQG+qYiaKc65isQkcffXT9fMccc0xW0a7bV3XdJQipjkXS81hkkUXi/auvvnrXYdHKCkkgSR0X+52yLoTrVl664bklI9NY1dUYOxQdQzW8QAcLvPHGG3XcxeBZSU30+eVpnyu5YItO8qtf/aqOTdmxZ4uqmHraomPdIuO91It2aEcv191ClnfcIkbesWefffZY7Sv43pZddll7qtR1ycY9ljGRfqPhknYuSy677LLEY7ErSKBK1qHxPvReW+/w+pw/SRgPbLrpponX5hy33HJL0mFdua2XdP+BpD/3Eu5ZL24RfaTTun/WfbRi35577llvIyRzTysu0ZPn9L5llrHd3Lcw/lH7MbbkPCLJCervupCF8xzSVWVUDxhsY92ueghSmV7pF7vZRtDMMx0o45Y8947NBHtAqO/zG73+73//e+ZphLRXt8GE57jjjjsyj2VnmXFLL9edb8b6iCx29DdFxdovOZckuih6ikrKF7VvNHvRovpzs9dJOw7OhT4znmMvSdW28166907Xtcq+pahfttP33uz1nTfTLHLNH9cMb2bXXXett4nNX/mbI6vmnpStT5Hjq657I7vS1VdfXcddEhAWqWrLyzKVb0sEx492wBDdiopVvpxAWRS9zpS3JBWIlBKpOvall14aK9kexv75z3/OVakyHTDOHN65wUSgvPjii+vfGVjnEXXKO4GyWvKnZJarPwvIQI2k021co/pl7e/luof3VVRR7xXDX3if/O7luifdT95t9n3FgPPII4/E/RJ9E8SAPKL6TFGCzvvvv19vFwYTgVL7me233z4PvGOdQPk/mKo0AsmUJnXyCIQTmYrgfxeqrblT6RsgIMTod95pAqVkwKzXBV16IIkTKJOfJv2Rvn+77bZbcqEu3lrUwVBmvNdpGHq57ha7RuOWjz76aCx6i/bn+n6yzEOg5PgNNtig/l7r8eH5bJ3s+kUXXdTvWD0HS/ouvps0IWDAlmc9vPY555zT73D0Qu0X9XhIF5DZ9TdL2ulekF7V/Xtdf+5V3MN3uog+ot9Xp3T/sO6t/u0EymSEvW+ZZWw39y0vv/xyvS/DlpxHnECZByUv0wiBXu0Xu8lG0AjjpP0DZdySdG92G3aunXfeud6+Jen9a6+9dqr994knnuhzrNX5dV0y8NpL9lkvM27p5bqjr4cBUKoPKm5wAv773//2wSvtx1tvvdXvOQx0AqXilVd/TsOu2e1OoGwWucF9XJV9S1G/bK8i77yZ9j+5ZngzTqD85jlVTaBsZFcalARK6ww/7bTTCn8hlvDQCQLle++9NxYFmr8kh3ORGyrqVCpy7m4qKymX64puswpuGdydQOkEyiLfQ5UdAQRhHRzmHfR0uo0rglVYtpfrHt5LUUWdqFXtG3AO95L0ct2bxZlIXv02y5DrMfjy3CH/FJFedwAXuVdbtqgRyOqMnoGyuuyZdgAyevRo+4jq60oUGexZObrFOUKbBdmVdotnI9Pm1p/VQFhpBYGy2fa5m/C0RIwXX3yxm6qWqy5Fx7plxnu5KtTCQr1cd4Ulz7hFn6nqUNou8TsPgfKAAw6o618cO2bMmLGapY3o47vuumvsDjvsoFXqsyQDpF6XJWVpG9FjDz744Po+CJpJ8vbbb9fLcDyZqLlnnHdE/tMOnXTSSWOTHKEE2ui1yVYjU+nVL3Hffff1IWHq/dQLdOFKr+r+va4/9yru9hUuqo90Wve3dW/Huu23e6EtaAcm3rd0f9/iBMp2fAl+jSQEerVf7BYbQRKmebYNhHFLnvu0gVOMOzTIivvHzqW6/amnntrvdIwPbKAUAWSMVdCDCGbVY1km9fdlxy29XHc73ttiiy3G6sx4ZP1SvRDcSGKQRziHxZv1Zv3Lea6XVUbHwrwbrRTFKa8vseq6OIGyakQHx/mq7FuK+mV7FWHnzbT/yTmBsnnMq+TN5LErWf/loMlAaZ3hZ5xxRuGnNZAIOu1SugqDXPEB1qHBYKPd4gRKJ1AWeeeq7AjsoJFpH/JIL7dxvVz38NkMFkU9vO/B8ptBnRpgTjzxxLbfdq87gJsFrKgRyOqMTqCshkDJAEX1Ip5Hml7mBMpv3vJucY7ccMMN9TYrKYNNs99ktxzXCgJlt9xbs/WwZC+cBr0og2Ws24vPJqnOecYt9pniPGQ6btWnGhEocZ7ZsuhCRQTbkR7P9OFWcFzqPpZJgS0QJrVMUZ1C9ReOR4cMxWaYwcjn0hoEBqv+3Bo0mztrUX1Ev528DuCqdf/m7rL5o5xA2R8771v6Y6Jb9PvodN/iBEp9Ir50BPIh0C02gny1HbyldNxCGwt5zwoEPB0XQK4kmMoKgfK6f6uttuqXLZHMlbo/SfcvO27p1bpjX1RcsCniY7OC/V33ozM1Eqt32myiTqBshFy5/U6gLIefH10egcHil3XeTPl3pegZnEBZFLH/la+SN2P79zQ/VzcTKMcBlqgF8tprr0XLL798fOa99torkumCC11ltdVWi5577rn4mHPPPTdaZpllEo+XbAbRU089Fe/bcMMNo6mnnjqxnCjIkaQXjiSyKJp55pkjIQD1KSeKXyRTU/TZpj/WW2+9aJJJJtGfiUtxKkRXXXVVJIp6XO855pgjWmyxxaI11lgj2nrrraMHHnggmmmmmaL/Z+884PUpqvO/2FGwgohgsKNYAAt2o8GusRF7w4JGVEBBEYyKCmrskWAUFTRGMaiIXSnWoIgaK9iIJKAxxBbExPr3/ue7+CzPO3d2392d/q1pxgAAQABJREFUfe977+835/O5d/fdnZ2ZPTtz5sw5z5wJCNrk81wMwKs6XYg8Un3/+9+vrne961U3uclN6rrybBddcMEF1Qc+8IHqrLPOqsJWztUVrnCF+tlb3vKW1T3vec+uR0ffo54hIkTz/Ec/+tG6bC6EcLfVFlts0dy70pWuVIVJQfNbJ7l8Vz4c99xzz+qcc86pbn3rW7d+S0+v8zF8D6sGqgBOqG584xtXYaJQhRVjVVhRVdHud9ttt7oOtOFLXvKSKmbmGLbVrL785S9Xn/vc5+o6//jHP64ufelLVze60Y3qP9r7jjvuOPMMP4IzoTr++OOb6yHqTtOmHvWoR1Xbbbddc4+T29/+9tUtbnGLmWs3u9nNqrD6s24XQUmpQgjp6vTTT6/OOOOM6opXvGJ185vfvAqTxurKV77yzHOpH7S73XffvblF+yePPnTSSSfV/FJa6rnHHnvo58KPOXX3yvFNbnvb29aXwmS8euc73+m3W8/7yrjWDJZ4o2/dgyGiCluhVvR/ZGKIgFaFLRmqO9/5zrVcPP/886tjjz22Ih3399lnn1pupV6NoeqUU06p5T1yDr4HQ3T9Fwwac2X0ySefXIWJd/084wTymXEAuRmizdRFMp5sv/32q4pHtoct/VZdDysRq+te97qrrvuFc889t+7n9I0Akqh+9rOfVde+9rXrfo58v/vd7z4jK/Ws93XG0std7nJViJRTvwPjDf3uLne5S93H9UzqOLbuH/7wh6sQRaLuz49+9KPrsvmWvAdjE+Xvtdde9bdNlatrYTVu9YlPfKJivGBsgve77LJLLa8ZnxZBtClkHBQUvuqYY46pz+mnyESnsN1I3fb8Gue8K/WNaeedd16VR5zGf//kJz+p2xrXDjjggCpsa+a3W89//etfV3yDM888s/5Dd0F2w7P73e9+C2sz8At9hfGM9srfNttsU491jE/3uc99kn1N7UUv9JrXvKY+DQaz6kEPepAu10fGxac+9akz11xnPOyww6oHP/jBdX9nbPrGN75R6218P9pi27jqGQbwRK3zcQ39Ez20L9Fe6GOi+973vtW1rnUt/Vz4MafuXjnk5ZOf/OT60oEHHlgFh7bfbs7RmZBLjP0nnnhic10nwaBW65b8pu/f+9731q36OFbGeSboA8hndBr0GOqEfA4gnFpXIu3DH/7wasstt/TH6vMAcKnrzTjCmIIuQT+nbzPmoKvRdhmfu+jjH/94te+++9ZJwtYCzbje9Qz3xvTVtjwZ52hv0uPhydZbb10npxzmQxC6Ul99KRgMajlIGw7RF+rn9Q85x7jHmAqvr3/969d9HRmTGgv1HMfzzjuvHj85Ry4wt2KcRRbQn/lWN7jBDervhl4sor0wdkHIgWBMr8/1D1l33HHHVSHqW30JfYG26TRWPvu8JUSuq0J0z4r2DZ8DCKvWP+51r3vV45OXF5/ntNc4L34fccQRzbdlLkr7d5pSl8pprzlz3Zz5Hm2CNvqZz3ym7hvoFbwHeiN9m7HB25jzbgpdKqfuufNFvcuUulTfeQu6MXoqdgSNu9J5GdvdBqB66hh2H6mkB7z+9a+v9Rbdm3dEDjIPRlZAtP+rXOUqzWPkS/6iWLdCX991113r29QTuXSJS1xCyTuPjIXqf9RBMtcfoj0w/4BI22Y/8mfGnDMevv/9769lLXYC5tfXuMY16raODGU8bqOxuj+8CuCa6rKXvWw9J0P/ClE3a50YeYkeylhMv2sjbBzB+Fl/N2SubCXYxLB7oFdiY4h1wzi/sfpz7nxxGXzXu48ZW7BnoOtAzEtp8+h/Y/Vn1aVLH1Ga9aD75+igmi/Slxj7h9rEmFvQ16BvfvObtf1VvOFIX6JPQepTnNOv6QfYStHTsQGmyPW+lP2aZ9C3mGczRgZAaj1fYZ6NjJAcjPNGx6RfQ9hQUvZz9OAAVq/t1/CmD5WxpZ1Lyx5bpItQQ+ZKslfSTmJbcaqtYX9+7nOfW79gcIDVMnyo/jy2r04h4xirh8513X/E2EtfaSP6Ib4Q6A53uMOMfVzPjJlzLaqvqk59j8sYF3PlM+82lT6yLBvBWL7nzFvUJsboI1PNs1WHIUfG1Dvd6U71I+io6o9cYB6JT5f5hAgZ6Lah5z//+Y1cDAu3ZmwB6K4hIr0eXaX7585bNnLdGQ8C0LHmDT7EQw89tOETenxYcNfY5bnBvGKrrbZq0vgJdmi+IXb8ADKqxyrGLij+Xv5c7nmOfWNZtnPeeaxPOcUv9N8nPvGJ9S3muPi3NwoNtZ1PMbbAm762Gdflp7LhDv02+PWYs0HMFZnPtxHzGuzrl7rUpVbheKYYW5gXjfXLUucx+A29K/pkwc2sHW5GdgJsWGN8ymNlnNt/+fboUsJi9cXNPOtZz2p8Y+j4Y2xi3u7G4mbAxeGfFeErm2dDU9opjlPhZvrYlajvCSecUB100EF11ZHVyCsn6oONgjkahE/nale7WpNkbJtpMug4WRiAko8MyAZaJIDSFbaXvOQlFZ0hRTgIBeCLDe2kd6U1fh4DUwrMpnRhG9caDOQKue7h+EMB5F4bgDJsEV6FMPIzzgA9zxEwJE6MNuMVBjtAmgxyKcIZ+9KXvrRxwqbSjLnmhpR5z2N0YJCMKYfvcV5DAZQ5fJcDiTKZGCBMY8Lh9OpXvzoJNsG53/a9yIdvHrYNqCccni/KwhBhmep7DqDEyK5JiZfD90JwceyiHGEKUAFjhIjfEpS6tshjTt29Xq961asqgKgQDgyMZn2oLwixT15rnaZv3Y866qi6D6Tqh8EWo6D3A9o9kzcAW04YPDHatjlracd8A8BtMTGwHn744VWIQBPfqts3Mlqg5DYAZVt/xYmLQ7CNACOheHURcp1Jn0AySgtQERAZFCJS1Q5agQKVhiN9BhCKA9b9/ti6UyZKJsoIY0iIuOPZ1ufwHaWmDeDP+IwRJVVvMgBM+IxnPKNxzK8qYOQFybg+j7d9Q+r97ne/e1UWYRvw6uUvf/mq620XxjiAAU3CGxYEpIhxB50gBrnnthkHNqXK5RqAqLDCehVwGIMLfbcvMQlx4rcvuiGvL33pS56kPqe/AmgQmGNVgj9dGGpI8Xw0vusaskMGWV1b5DGn7l4vZJN0kxiA4um6nEoAQw455JA6OfoAvx1MmiPjyBT5DHjsbW97W12G/0Ou8L0BAEIp+Uxf2XvvvWunmD/LOfrPK17xivoycwPmCF00xjkytq+21cMN9MhGFiOJ4BX9D2IMDtvP6lbrEYMdACiIySW8htB/4U0KHMR9xmJAT22L10jjdUWPZBGOwOrcd3JjucuZGEDJO9LeBEhAT0CPiIGzY+Wzz1sAYGGcR7+IiXFVYFq/l9tePS+dAxTVYgIMKwCPYppKl8ppr7lz3Zz5Hvqf9LSYN/oNSBywfDw25I6L5J9Td40nY+eLlD+1LjV23kJd9D7of206OelYYMMCV2QJ489lLnMZLvciwB1yasbAfgBJMYgfAC2GNJHLphe96EWN/Uf3u47eXh772MdWLOhIkcZN7sX6TCr9kGvIGdrzPOdVV7ljdX83FuNAZmFbitrmu8gz+mFKf2PBGI5G7rXZxLysMfpz7nxxWXzPGVum1p/1DbwfxfqI0ixb98/VQTVfxGY3xibWBaDEPsvifs2B3QkQIjLVtl/4GAM1xFuOAECe/vSn15dYbBIvPpv3/tQPgGYMIHddiPFFeqKXLRmHHtam23l6zsvYEnPk4t/LHls0dl9co/Yz5l7xvMzbzBj9eV5bpTZtNrEpZJzac6xTUG7XXFe6DOkYu9xJxzXRC17wgma+GiJ2N3o993PmXM73Kfuq6j3vuEx9JFc+T6mPrLWNIJfvOfOWHH3E2+sYOTGvPXbd9/Eyti9g03VgH/mg72p85TdjHTYKCHmtoCDYUpjDuc+CNGF78BpgxHnuvGUj191ln+s58AW/ezyX4Vu0LQKWfQd7F4EjsNPLV7koAGWOfcNtWrxvihZlO6estrme6tHmU9Z9P25OAMrcsQW+DbHNIFOnsuH6NxtyzkJM+alZ+O4LUT2fX/7yl82iZPSmeJFo7tiS45fNwW/wjgU3c9GXZjwbEngsh++5PuWxMm4K3EyuTcz7VQ72BJsbPgtRah6je4s45tTd69PHrkT6LgAlej2LWRRsMYXtG9tmvK5t5wsDUGJoQThCGJ8xQg+hvgAdjwKAA4oJa4rc+cKq7NiIQKN42cte1jyKsw9wDzQPQMlqJhmKMb4x+WcVC4YCd8y1GYsxSqIgQig5TNSvec1r1quI/X3iyTjpiRjjCig8oMEQfYFBXeVjtCYC55SEY0T1Jl+ULgE+EJRORKDjPWPK4Xuc19CBIIfvcfvhu2N8ZXUbkwRNsAA7AqKMSUYc2gTfj4h0OP2YiLEqXRRPQlB83OHNwCDgLtGatt12Wz1aH+GJnFC6IYVRv6mDgCsoSDL08g3DNjxKljzmCNNNAUCJgokiCs9YqcVqljYgW8zAvjIufm49/O5bd3f6I9toozEoDSMt8kqRhGNAGzKe9qk+pb7GykWiuALyg8iflRnIGidAIAKaSL4SyQbHrwZepU8BdLgH0ITJNcRqFpUZ17VOYP+Q2QcffHB9BSAKES4AIeFARHZKXqaUIDe0K0vkBu0NXjgfqV/bqvixdZeyq7LhHfIMwzGyXsAs3ocxkhVqThg5WMkros2wGpgxi36isSnlENIzY4+AzxUxlD4qMA58JmKwEyAzRRLy6yhuAIJEGAShRQMoWbkNYFWE/AYcQBQ9VutJL7njHe+4CtSa22bcQQGQB4ca4wOGQyLZEDlBFDsRGDuInC2Ss432wSTdCUdebMT0spUWfYbxkTbjuhC6DDpNF+WAEOPxfSMCKIkgCmAOileDx3yTPhLLIUDT6O8Qcpc+zfd0ypFx5MPiIRzJEDKG/ogewwRLuk19M/yL5TP6B/1AOgvtBaAroAv0b13n+UUAKHP6qt4pPuJsp69BfMNYpwMsirzlO6QWJcX5Ma4yp4DQRbUAh3FBBmn4jnxmNSM6JfJdhD6bko/c90kw+i8RkCDkPJEBGef4hnyHPgBKZBzgFeYuEHMpxu4U8GqsfHbHTl1I+Id8YmzGqKaxnXt8h6tf/epKVh9z2utMRvbD82wDUkyhS+W219y5bs58j3bB3Ii2ioMLGY2ux8p/n7fEDjPYnDsukkdO3ePxRDps3/ni1LpUzrwFXuh9eI8uAKXGFWQD/Rj9nD9kEnNe5ASRblMLVAH6Ml+AHMSIA4Loh8gVxivpoXFd0PkADkHIEwDYRC9FZrEqmYiIRNwCiBnP2dzg6mXXmdk/vR+XmEvM26nEHp176t8cnfshD3lItcMOO9QylQhzjG8QelMbjdX93VhM3vQ5dFIi1CEfpYPy/ZjHxPzzMQz9UTzGOSzHNPlyz+Ut12IaCqDMnS8uk+8+DgzVhabWn/Ud/Fum9BHSLVv3z9VBc21ibQBKIl34vJyo2ux8ISLitRaoICNZmJYin4uj87kO7s5unkWXYSEp0cE17+U6c/HHP/7xnDbkuhAycgoAZRlb1vfYwrwYJyiEbJWuzdwpjlTKOE//d/I2o+tD9OecvjqFjNOYPXSu6468Np8WdhLsFcx30EfwNfnYmDPncr5P1Vf1/foclzku5spnH8Ny9ZGhAMrcOVcu33PmLTn6iLdXta8hckLPjDm63QpwEOVC2O7xidE/kXeyL8U6ftv8xhcGAIKSvdPtBLnzlo1cd+besgFhK9aOeMy7pHs437FpxAvh+E5uu5TO5LKTPhH7NXkul3LsGz42rbXtnPfWuIZ8G+JTTvHMdcpNPQJl7tji8hle9vFzTWXDTX27vtd8TMTeEQdwIR9f7ELQEHxfTjljS65fNge/UXAzF3/FtcTN+DyWGmDjGOJTHivjpsDN5NrELub4RbbksREoNxUApcufNrsSPPN5l+Oh0OUIiigdjKAbqYXeY9uMf6/W8xBGcyEUmLMSJpD1XzCYDy4jgCtWgmOk/gtgxM7nQ8NuygpGo1Vpw5ZDK0EJqNMEg/yq+6kLwUHfmaeeCSCCJl2IFrYSQBu6tRJWIq2EkOXN/RB6tLmnk6BkNvfD1nr1M7rHMTj0mvtB0VwJDka/vRKMIc39gEpeCc6F5n4A2cyUT16LpAC2a+ri9RhSZl++p/IUr8Mgn7o9cy2X72rbHPnuwWjY5B869gzfU20yREJaCWCAleBAa57TSTC6NnwMAkKXk8cQmalJG5wayTTxRfUF6h7Q2ythMtkkCQNNkx/3+3xHnqGvchxCYbI1U1aIqDbk8UnSjq27Cj/66KObdwiOJF3udRwi43pluIaJ+tY9GC8a/kj+BONfcy1s91DXmnYWJsT1deSIUwDDNekD6GoFee4UDA7NffqVE/1S7Z1jACg3t4MReSVsads8S3unHc8j75/Bod+ZnLEvOEVWgsK+Kh2yPESFaMoPYNCZNMHJ3Nyjbsh3lxdeD8aWeGyYyexPP/yZeXUPBo+m/Jh3lBVW7Db3A8hmprgANp3he5igzdyHH5LXffk+k8GAH3xTyuAvRCkd8ORsUuURALGzN+b8YjzQs7TlLuL7BtBbkz4YIWeSowvRZ5RfMObO3M9tM+gs9CHvJ16Ay7t5vFS/o4/1oQAKaN6L9wtgr5n2HoAazX36zTxCF5MO6XrZvOe4L/7qGABrfR6bLE1O3VUJ77/z5FoAFdfvjA4qCuC6hg/onsHZplszxxwZx3uqnXAM2w82eSNjAri6qQPfIn4P2qC+EWODy0DGG+VNmnhcaQqyk4997GNNfuiIXZTbV1N5e/9F3qcoGJ2bOtJf55GPj/QxiG8pvsGjWHcM4Ofmfldfo18oH46M4cEpMVOlAKJcCeCpmXE7AAea54JhvE4fQE0rIWpZc515nX/PmUwTP1SPefI5gD2aMngmGItncgsL6Zr7IfrOzL3c9jqT2Z9+oH+rnTImtuncubpUbnvNneum3n3IfC+A2FfQWYKTelVW6BuSYXxTn9OQ2PsV96fQpYbUXW2T49D54iJ0KR/Hh85b4Kfeh/baRugqSofs9b6t6zqmdFGXLWGhUlNMiDLZ5Buc0zPfvUkUToLzt0nHO6qs+Mg4iY7mhH6qdGHxgd9qzmljSsPxhz/8YXNvihPsGMo/lqnkj1wNzsXeRQ3R/UPU46Zs+lXY8qsph/lXAIU19wNwtLnHCfMY1Rt7W1gl3tynLaNL6H7KJtYk/tPJEP2ZR3Lmizy/LL7nji1T68/wwuVmmz5Cupg0nq2V7p+jg1J31Zd2OcYm5npq2O66ZkcAOjbtnPzpfylyW3lKx3abXHBAzWTBmE4fU3+K5+HeF6lDABfPPO+6UNyPlVDjKnKyD5Wx5SJbA99kvY4t+o4hknPTdrAl9yFvM7zjEP2Z/HP66hQyTu156FzXx/t73OMeSVa5nvGWt7xlJk3unMv5PlVfnangnB/LGhepVo58dhk4hT6y1jaCqfned96Sq494ex0jJ+Y0x87b2A41JiJvRGFXn/o6dgrmDkqDL0rk/Zy5mggbidIH0NRKWDTR/CYvUe68ZSPXHX6JR9I1OMq3g88gACKaNNimYmJ+z7yAfOQfIo37utGtpqZc+8YybefwYiqfMnlhi5PtHF/fRiLklurO+TzKGVvG2mamsOHOe69598NClqYfBqBkMrn7EHwen0wcLvYdW3L9srn4DZclzGvd5lpwM21fd2Ull+/enuh37mec51OmVlPJuDG4mRybWIqjY7En7s9hjPR5TKqcRVwbW3fVZYhdKezG1cipsNi6zgL5Lh0BHnTNXadqM6q7Hyv/kXOOsxIFBAOOg1KYsAxxgo2pA0yV0haid6zKIkRtau7jhOlDfQcCKeSUH1YhrcrawUJ88Jho/Kp7WJkf365/O0DUjXAYsvVsyjjGwwAslAYj3yJpIwEoc/gOD8VTjgE9vYqt9AOlGQMM9IHGB/e4oDEDgSuMPoApb/+Oi1Se1wOAUu885shET8Y4+vai5dyYOi77GXf6iz+0OfUNl8cCE7rThQmK0uJ4S4HpyVcTdNKqHN7dna1hxdMqdjAQK3+O/J5HQxyR8/JyRSIeu/wedZNjxvP0vtoH5DWk7i6DcEbHFML3N7yLlTifoLQ56H0CB1hrUeTfeB7or6sOaifzADpxHkMcwDgjVE6bw9KdCDj7nBbRZjx/+pbqFzvzPB3nGme8P8dp/Le/F3IVI05MUprbHBhx+rG/9Y469ulbY8taxHM4WFR3DL3zSOOY+jGANz3PtT7Gk7YyvE3GMs7lM2XG5E4n6uPyGeex2hj3wmrY+PF6wq33QFbOoyHOkdy+mqqLg4wctOJp3YjxyU9+srnFQh1kLX/wRqSJP7zSdUD94gvnKaKPKQ2AxxS5s4C0WiSRSuvXYgAlRnYfb2IwrD/bdq66zpPP7tjBoB+TAxaYfDvltFfPx8/dIIJzoY1ydanc9po71029V995durZ+JoDN0LEyZnbLoNoJ1PoUkPqrrbJceh8cWpdaop5i96nC0DpepfSc8QOQb9yxzDXY9kBqFLPadzASSWZL1ClA/LktOPju26sZxjLKBsZoWuUEYPEkZMqm2MMsCR/77ekietPmhzSnIZ6+pxmbJ5DdH+NGbwXzuKY3K4VIs7M3HY5kXJ0nnTSSQ1vUzaxmczCjyH6c+58kbKXxffcsWUR+nMffST+XvxW31ovur/Lf8kSr7fqS3sfYxOLAZQ+1pJ3G+CJOjjoioUrMfm4Fvc1gNXUmb94Lqh8kHdKgzPCyXWhtjpqboB+No/K2LIxxhZ9x1wA5VD9WeV2Hbv66hQyTu15zFw3RHFt+lJqvPc5TKwz5M65pu6rXd8gdW9Z4yJ1yZHPU+sja20jmJrvfectufqIt9dFyIlUG9U19HuNeZoL+pgMqBKbltKwIEiEHUXXZeNE/xY4kLT45I444ogmnYM0c+ctG7nuaqvwT8QCWX7Th5GJISpvw7ew84ySNUe3PQJmEvk8ODWvULqxR5cTY3z588pdpO18Xtnc97Gpy6fcJ69NKU3O2OJtcoifawobbu43YAFmLOc8T19EyjywD40ZW8b4ZdHdVPeCm+kPXE19QwWywR43j3L4Tt4ug4b6lOfVLc6/S8aNwc3k2MT61L1vmtjuqHlM3+fXQ7ohdqUYQInvyPWM2KYx9P28TXa1mVS+kwEoNSmVUEPZRIGOo4WlKpF7jUhiGgQxpsfkEZtcIYvT+e++A4GcjLx/ivkY9MWT2FgMQED3aBAYw/THqjn9+cTbjdnuhAzhS736zblHgVh0R3OHRYoXTaU6TvryPZVF34Egl++Ure/W57vHzpm47jj+MdriWENx54+oFyoj5exTHmMGAvWVuD0qz7BFeFN2HJlIaaY40tYBmurPV/FNkf+i8whbKDd8GhIJZNH1Wk/5u9Nf9XLgnQ9+Aop71FX6gvoBzhjJR46Sjxx98usOEHcehFDPqsLM0SP+OUBnJpH9GOKItMdqJyjgDAzE6udujFMkLj3jhmSUtxQRxVb8iaNlpdIPqbsrFhiuU+SRaPy+85TJYuq7+cKHlIHN88s5d0f+egdQMpnU98TRl+IbC1WQ3aRDljtN2WYYw5lE41hTe+UoXW+ePqFxZowTtQ3spnExfm/nwRTnLDzRuMQxFRlminIWlYfrvC4P28rzb+pGIfq3R9due17XMRIOkXF95DOOYfUJl88s7tB1X6muunCk/yhNW5vy9C6PkVtdlNtX47wZn1TXtvfhGY+Q4AbosMVK87zrUppsej90h39b5DQiqKg+bQBiB1DK2RC/V+q3z10AinsUJtqEgJ6pZ9uuqa5DAJT07RQpL+cZ6XLaa6oc5mfqexxTC0T0XK4uldtec+a6eof4OHa+x7wagDG6n8Ymd7xoparKm3JcVJ5D6q72xDdOzY3dThDPF6fWpaaYt+h9ugCUHuGF9Lx7rEd6BGHe0ylsVdPIH60wRk8kL/QfwDqQ66A+TtN3VU+OjGvOe+Yh0qO4Tzty8nEQXRiHgwi5J/1GZfjzLA6ifQz5w2Ht5DKR988FUQ7R/d1Y7GOu6gd4RO+tb6N78+SE26Tg/zwaAqDkG6hefP+U/tw1X6Quy+J77tji4KI2XWeI/txXH0l9P/WNePxMpeXalHUfqoNSvurb1h7n2cRcn3KDP/nO07+xkat8+k5MsmuSJtYPvKy2KDLs/qA+ES/mdpDLFADKMrZc9PUWObbE7SPndy6Acqj+HNd1aF+dQk5I38Z+4WN8n7nuN77xjaYvIa+dfOGVR7RTGpcRY+ZcU/dV1avvcVnjIvWTfBwjn6fWR9baRjA13/vOW3L1EW+vuXKibxtVOtf98WFhM5Ed5KCDDqqTMX/QuOjzGJ+3SH/B76q08iP4fNN3Appy3rLR6q5+yhFyXjIngtxn8aIXvai+pn8+HsURfF1WLwJAOU9O+By9TQ7pPdbadq5ydczxKSuPzeWoNtv2Tbt0/7G2mSlsuFN8Hw9ixOJDJ3zaknmMeX1oyrHFees2iFz8htueC25mpdkJcB6AMpfvtJ8cn3Lc/nJk3BjcTI5NLK57zm/s3uhT+vPFGzn5rtWzQ+1KbuNAFmv+hmxqA623vUtOm0nlORmAks7HACSBy5Fr8dadqUpMcc2V/bPPPrvJEvCZ6tS2QrdJbCd9BwLl7aHeLZv6VIp7PEC7MUD5zDv6pN1XMbRFkaECUgyl1Mb1m+r3RgFQ5vIdfuk7YXRpI3X0FKgXZRwkudqG8ksd3XETlzVmIJDCyMQ8RR4ZDsdjodUcwPAneQc/5cxbnXLzviKnP31B5MAXHwBRZmn/LkvdCJPqG6lrRDgR+UoHJi0pUrnk5Yp6Ki3XhjgiSY9jQo7fVH11ja1Dndzpn4rORlqUKT3Pith5NKTuruy2tW+MUSrfo9RJxujevGPKcTTvXfre55uq/PUOoHQlXXWed/SJ7xRthkUmbqxqKz81rvk3URuQEdLvpc59XEZupMidEKn75drKihsIYjBOG3+kq8TfugvI53mNlXHUT2WiE6XI9UqXzw7iUDSy+Hl3arWBCvyZIc6R3L7q5XLukQfanNl6BucffPPFBtLzua4oSw4+cYA9czPxvQ2YQ7QjpWlbIOIAytRKYtU3PnobVRk6MuaPIT0/BEB5xhlnJItSf2AMdMppr56Pzj1ahX8f3fdjri6V217FX9fPvH6caz4Tz3XjdPrdd55NepwS7CZB+apL2/HUU09VEfVxinFxJsPwY0jdVc8x80WNo8pj3rFLl5pq3qI6uOMx5o/rXaSXA83TUR+1GdL4XBcDocrBvvEpi87tUTxd7mHkFfm4QRkstI3JjXMA0J2oS8x7dlTRvI+6+X0HSgn0pPr3OfociXp4BCCe5z6LzJjzMz4MBZkP0f1dVqTGB593ECFP5JE7u+SEeMhxHvkYxvbcXZQ7XyTvZfE9d2yZWn8eoo/E30T9Yi11/7E6KHVXfcfaxHxe4n2d9t1md3CeeTQrQFoiomcpP+ZkMfl29YCFU+T2llif9/7SpnO26UJxWWVsmeXIosaW2VLyfjlgJQbCt+XsbWao/qw8x/bVKWSc2rP6lY5x31Bd46MiXiMzPEAIcy7lha4SU+6cy/me21fjuvX5vaxxkbqNlc+L0EfW2kYwNd/7zlty9RFvr2PlRJ92mUrjuj/jouyZtCPZSz1aOX1T5DYj7CvYQ9X+PGqW+5x9se2U85aNVnfp9chB5luaq6NXab7iEehdn0d/UHrmT/FiEX1D8l4EgFKyu2veorlq27xlWbZz2u5UPmX1g83lqL49RvfXs2o7845um8m14U7xfXyHUhY/Obm+0mab9/Sc9x1bcvyyrgPO47fuF9xM/KUu/i1blY+BF9+9+CyX7+SU41Pm+alk3BjczFibGPUudDEHhtqVfB6t/qxjnwBvU7WZi9/g4rPJAJTKEqXHV+AwwLhRXOmmPrpx2JVcV2ZxVvWlPgMBkXn0IWNHm5cjpTBWujwCF3xCkM37cyclK45Vfso5oTowCVC6NiCM0uYcfdLikR6G5NmH72359R0IcvlO+eJnaqWp6qf68G2d6NBqE8qHI8q5vr8rZl3baI8ZCJR3W1huB1DSrwqt5sBHP/rRpg0scvvh1SVvrCspp79vneErNyU/PLKdtn+gf2D4VP/oOnr0IRye6mNtnHv1q1/dpHGATlt6H2vmjSlubFM9XNa7wcGVfMp2pz9g6xS5EahPFMchdXdlN1U211hBqvfCGA/5ogXudX0r3esaP+tMM/65I3+9Ayg1qYZvtA3xp+sogyAsym0zTJI0Pui7xt9Q190YkPo8ymeME/Xtb397Kst6+0+Vn0xQLq4Q0U886jt+tzmVyKdrW2HYnSPj+shnN5y6fGb7ar1nG/jMV/oyvswjfxc3iqeey+2rnqcb7fss9AJsr3fH8OwyjusyBjqPfDGbDMF89zYiUpfKaAPwO4ByXjvxcroAlJSpKA/+zLxz1XUIgHKoIzKnvcb1Z46EXKfeyMp5QItcXSqnvebOdeN31+8h8z13WOlbu07oMize6jR3XFR9/Tik7qrv0Pni1LrUVPMWvQ/tt408wgvp2+xAvi2m90ecZCoH2S2ZFctxfXf6kJNHiInBkUqHw0tlpObDyCmPcKm0HGmPPjb5+3lf82e6zmN9CrkOKEN6VPws+mEbaErv58chur8biz0PnTuAkn4gYoW36okDvo0kR3mHeTQEQJk7X6Quy+K7eAL/2sjbm+tCpHcHR67+PFQfieurNrtWur/rbWp/1EHzJtqZrsfzbOqu+qZkAPfn2cTaAJSU+ZznPIcsOsmBbIcddliTlnPVO6UT+eJP+mSKaM/KIwbwO8jFZa/nI/k6b45exhbn2koNvBHfU+1q7NgyW0reL293YwCUY9pMTl+dQsapPevb+LHPHMaj0fEuIuny5E+fi0n6C/fbqGvONWVfbSu/6/qyxkXqNFY+L0If8fa7FjaCqfned96Sq48ss7267u+LDPAHi1yHdds5oGjJBHig4Afo575Ay8d8Xzw15bxlo9Xd50r44cVH101cl/IdFb29pACSrvum7uu7jjlOYd9Ypu18Sp/yGP5t5GfGji25tplcG+4UPMdGo/f3HUDcnjzPnur1mHJsafPL5uI3Cm7Gv1j/CJS5fKfUsT5lnp1Sxo3BzYy1iVH3QhdxYIxdqQtAyZyLdtFGU7aZVBmTAyhViHeU2JmhNFMeWd0iI5kb9bVlDYrckK0I+wwEbpjySDDxe6F4Uz71c8L4LQUzjj7m6drOicah5wGttpGD9cYCG9vy9usCQFGnseX04buX6ecyYMxD0ufynTLF9y6jouoTG0x82zLqinNPq7P0Pg6CKABKcWV9HPlWblxwx9n6qOH6qUWu05/IM+prcVShPm8JkETPp4ya5OGO+dgplSqjryPSwTvUAacWBj0nd+DGjh13+iMXU+TP93HU9K07ZfkY3ibPXU7hEIB8XJwXpbB+YMH/fDK43gGUgKfUXsfIldw244stGM/PPffcVV9H41rs8I8TamK+Vk7UuPzN8beDDebpQc4fdyphMPGtd2iPGAdTlCvjvL3HK85VnoO0XT67HucLi/QcR7Z0VX+KgTeeTudDnCNe9zF9VWVydGNaH+OwR4fEeK9JJvJY/Q4DnzsSnL8eRcXr4edsDSHetY0/DqAcMs+LAZQY1fUOlEn9hi72Ul3nGfzcUD/UAezf3PnpfGtrr56Gc/QZ1dkjMcTp9DtXl/K6D22vPqaPmevqHeJj3/meO5aRVbS1OKIg0czFz7gt5o6Lcb353bfupFW9hs4Xne+5utSU8xa9j9taeM+YlI5jG6ldkwabhojVxf4853x7b7vopUoT6yMsOtK9tgVIffhLGtofkYAAYgKywBAIzTOq6l1yjshxDL5EyJJs13txTOloqfKG6P7z3sudzz42OD/dIRPXRzpkbBOL0/HbdZp5cjJ3vujlrzXfXT6PGVumABfp/YfqI3pOR7XTtdD9c3VQ6qz6poBu3HenP/0oJgdTYBtii161cfqoAzfiZ/Vbdlrqgu7jW3vHwEc9c/jhhzcyDp09RTgRJC/i8SdHF/Kyytji3Ljo3GVh29i97LFlrQGUuX11Chk3dq6rL4z+of70hCc8ob7M4jRde+1rX6ukM8fcOddUfXWmUiN+rPW4SBXHymfvg1PpI8uyEUzF977zllx9ZJnt1QES6pfx2Od9Nra9q73pWY7xuE/f1/2f/vSnTU/Knbds5Lqj74knOvr8ACaxNbfueQANXyyCjI7/9AxHvg/3uxZpNR+kx4nLibH2jWXazqf0Kfdg1yaVRH19qO7vbaZNv+tiVK4NtyvvIfd8EZbsGr5t+WmnndY7u75jS45f1u3+BTdz0afpy/fUh9Q8dZ6/KJfvlD3Wp8yzU8o4H2P7RDGk/LE2MZ4tdBEHxtiV3C+ErGbnObe3dPn1pmwzqW+4MAClG5yOOeaYVNmTX/PVOjjGPDrXfvvtN6i8vgJJqwpj470XpgE6NhajdEspZGumocQ76vm2LQzJU3WMyx9a3rz06wVAiSGyi3L5Tt7ie5fipDTxwOSGlAsvvDBZVZ+8FgBlkkVLu+jAAlbFFWrngJyjTHZFQyJQeoj5448/Xln0PgKmUD9s60eMDUrjAJ22Qvo6Ih3g3hal1POKjTju9MdRkiIHOs1zLvK8lzcveqYrux7l0OtBRCXxzrcz0qIB/+7+3FqerycAJavqusjBvG2gta7nc9qM60t8+xjUT7luNOjSeUgrvWctnKiUV2hlBT1Q/TG1jVgbj+inPMc31Xf3raNwCnv/Vj65Ms51xjbZ6zLG0/hqtrZJlMvHtjR6F47uHAEc2EW5fVV5+3hI5LI+dP755zffmQkm4Bq+H3U+6KCD6nOiT0qPVERK5d1ney7fXhpwWoqmAFB6xCUfiwGDDiG1+0UCKHPaa/wuHq2hTTfxZ3J1qdz2qnlkl9yXzO871+w7z3agSOzIEo/QsdQGugCUU+lSfetO/VSvMfPFqXSpKectep95AEragdKiO6TIowY6eNzn6crDHW7k5fIdWefkgFqAdSnCKa2843l6Kr1fA5ik9t7VJ/yZ3HOAVYxRahPUfZ5OqTKH6P45xmJ98zYZgH4hvrWlUZ05OoBy3rvmzhe9XD9fC77nji1TgIt45zH6iPOKc33ftdD9c3VQr+9QJ6re2w36tFforLPOamQL/VQLDPVMfHRHAbLL2zL3UkTkdckv5HuKAFgrDdF+ndxOz3bhMbFIQc/GABRPW8YW58ZF52sxtgDmO+6442b+fAv41bWavbLWAMrcvjqFjBs713XOeX9nHuqLpjzamj+TO+eaqq+y4C5uMwJOeH37nK/FuEg9NJ6Mkc9T6yPLsBHE3yKH733nLbn6yFQAyjEyzsdOjV/nnXfeDBt9gVU8P3D9mufp307MZdQmue9zm9x5y0auu9sY4Avz3Xiho9vzAOWIHECpbzbv2GYvG9Nmcuwby7adT+lT1vfYXI7qx2PGFsmJMX6uXBvuVN8Hm4v6mXYuUIAg3stl27wy+44tOX5Zl68FN3PRF+nL99T3E4ByLXAzOT7lKWVcAVCmWsJir421K7ldBN0bYm4tvR7Zxe4XKZqyzaTyXxiA8uyzz26EcqycpioyxTUvE6O8TziHRi/rK5AwumvwQbDHxLYrup8yFmvwRnnz8PBxPqnfON2Ud5vw80gvsYMhlWfONZ9wtUUsm5d/X76n8mGFofgxj5c5fKdslcMx9d3dMBUP8iq7bVU5kVKVhvy7nKvexn0ykuKPrinvMQqj8pjiyMoX6qK/tZITuXX31TNEAFxrwhGGvNDfWjnvxrxnrtPfHaQ49YaSg+pPOeWUVY8zOZBBlb7mAJ1Vif90oa8j0pW0NufGUUcd1cgSjA9ODoZDEUiRl4EsmEd9604+ruzO4108gfSVqIzLy6RlAyiJJqPxomt1KzwikrTSYoAcSjltxldOt0VROOOMM5r6zZM76ld99Y4pnCND+dWWHl1N4xLHL37xi21J18111xv4NgJC9qmgvpUbJHnenT6xfCJflz9jZJzre76dj+rsIJVYPiO71Veof2yoJQ/PH/10Hp1++ulNnvOi1eb2VdXFxwCM531JE0jpUfACfgk45FvjxuB6N3S3AUWJaCz+Mm6kaAoAJXM1EYZvGbIp+6STTtKtuUfVdZEASm9PQ9urv8CXvvSlhrepfuVpdZ6rS+W219y5rt7Dj87P2MHl6VyfoI2nyPXyLgDlVLpU37pTV7VNjkPni/7uObqU8yd33qL3mQegdJuAb3Pn3495qPKL24AM+dxPRRvxSAnxQl0H2LctoHWQ0zy54XXmnEiUqnfbAqn4mal+A3ZS2X1BakN0/xwApc8bUt/c65GyicU8GqI/584X47Lj34vku8uTMWPLVPrzWH3EeSV9ci10/1wdlHqj49OfxtrEHFCFcV+ETFI/RbduiyxKeo/ORx/y3ZO4lyKPYtMGLu6SU8zrVb/UHN/t19SpjcrYspozazG2eBAFfcdXvvKVqyvTcsUjCfe1v+YAo3L76hQyTrJp6FzXWej6O3MryQ/6QRvlzrmm6quAJNRWdGybA7a9S3x9keMiZYm/Y+Tz1PrIMmwEMb/1ewzfXc+I9W3ly9HTjdFHcuSE12OMjHNAG22chQYx+fhKVCMn3y4aeREHOgGkrr6TmpfkzFs2ct1ZtC2+cIz5io1OfZmj+2m/8IUvrDCfa/vzBafYvEjXFtl7TJvJsW8s23Yunk7hU/Z+MOacubZ8kxz7+KXGlDPVM+LdmLEl1zaTY8Od6v3dB4pOdM455zR9eGiERx8zusaWXL+svhnty2VIH54U3Mwsl9YSN+O6WGq+6W2RcddJ33wKGTcGN5NjE/P3yD2n7vBCf4qCn5vvop8fa1dyACXbyItc94UXKXkzZZtRuX5cGIDSJ7p9J+ZesbHnUlwRrBIMMHGokO07EHg48qOPPnpVtX3SnDIWe2QNof9XZRIu4MyOlVGu6X1RVglJH5OHTEXhXCS5s2QZAEpf1TAPTJjDd3jok4SU88S/e6zka9UKebAKJSYMoZ5/F4DSV35jnOpDEipjFMY++fdN4yvReN8hhr++ZUydzrd96APImLp88iOkurcPztcr5Tr9UahcxjExbiMipAFcdvLvhaIRg4ri1Z5TAig97xRIgu1l1Rf5hnEaB8NxPwaxxLzps5WfOy+HRKBE8Y15586bQw891Nleb8WoNko/j5/1xOgKbQ4iTzf2fNkASuqNPiJ+pCL56d3c6c8Ewp1xSqMjhrYf/ehH+lkfc9qMr+xLgSNpb25kSqXxysjgxXv00b9cZ2zThdxR6WVNfa5vpWOug2Hq+qXyc1001jlS6f0a34h3dacS92ljusd9oho65co4tjoUjwHjXHDBBZ79SuzsieWz65xE1XCKwXh9xmsmYarPPLBzbl+lrg4Q5f3pY33J9V3qjEMAig3w3IvBrXxHvSfPxfLZo34xRrXJ56kBlNTfnZOUHX9z0qRI7zMPCJXj2Mltr6q3b/+VmvgrnR9zdanc9uryZcxc199F533n2T6fSoGMvR3SDroAlNyfQpfqW3feVW2T49D5okdtGqtLuR7cRw7q+7Qd9T7zAJSubwLIjsn7E3nG8g/HrcqKF1CxYEAOCNKgT8fkBttUZCgfP2IAJnnFclH5A9TzcZHV1VNTF8jV+3K8QLOtHv4t5un+OcbiD33oQzPfzG1BnLvTKWUTS9W/r/4cz4mGzhcpe1l8974wRheaQn/O0Uf8u62l7p+rg1JvzcPH2sR8XuJzNtq7y6B5O5b4ohfJvS55HetpXjbvRX9Ap1decXRCB4KkIn5zTc/yHikqY8t1VpY1towBivg3pL/r+/YF4ufoz7l9dQoZp3F76FzX+YZegIwW73Tsmnfnzrmm6Ku8Qzynpu597BvLGhepc458nlofWWsbwdR87ztvydVHcuQE31w0VsY9/elPb/pnvHuV55laUMfCH/VpdFRftEff97yZn8WUO2/x/DdS3dE3JF/hX7yAygH0bTtBxLzUbwe1+k4Fuu9H/776jvP8izn2jWXbzqf0KTsfx5xL9xffF407GFNHfyZnbMm1zeTYcP0dcs+9b2FP0LeLMSfzyuk7tvicYYxfNge/gfx2nzJ1iangZmKOXPQ7h+/k4HNhzmP7WpdPeUoZNwY3k2MTS3Nz3FWPnE0/jecx43Jd7FM5dqU2ACU1BlsoWUUQwTiIypRtJsWhhQEozzEU+5FHHpkqeyHXfEsTMTbetiQumE7MJMX/fEABjOf3cMyKPOoP5aHsYsTCoO4fl3spYzEOYw3gpCFUPMYYFFGAFqwAJnKIJusqV0cia+o9yQfBwHModPDd77U5QZVX7tGdEW40b8s3h++pPN1AAS9Y5UDkKKJm4fBwyuW7+KojzntWqdE2XInA8B93aje2YrSiffG9cYq4o1B5dwEoHRzEO9P+mDzQ//iLAQnwQO1trLHY+ZhzvhEBlO78wZi3DNqcAJTw1x1/9AnkIX0F+YH8RckHdEy7Tq0G9egIOAQALbMFik9+1NdSYA0AKS7/Xcljcuj3HBDtq/upGytH6MuUjQHAnYKUPw9ASR48RxQL6unbnbY5UcfWHb67skv9kO+8K+OLy1rupfqCPw8YCQMwihSyDrAn4bi5zvNDJ2rUry+5jJwXVU55Isv9u3JOPfnDuBXf45266OUvf3nzPHoAxkXGJf5iEKSPH6SF19I5cJjRBjSGxE7/GEA5tM248et1r3td/V15Nwxh3o/gwzwApesDyE1WGBNBi3Ep5XCawjnS9Q2G3NO31rGPg2FI/lOnpU/q26V0jnnl6dnUZMzHG9oTbV+UK+PIx41IGLMJx0+UB1+lqu8Qy2ePsE4aIqfSP5DRbiThXpcjWu+D3urP0ebJS32V8cYpp6+Sj0cFHLpS21dR8n5suS6KjZhxvRk7/T1Z0Q9v6esYlDTfIF8My23kwDX41Jf8u3kESj2P7KFs/gBtx/I1Rz7nOnZy2ivv51HS2sZt8cGPuQBK8sppr7lz3Zz5nhtRkBGsXkaXYFz076k2E7fF3HExp+7wXfXScch8kedzdanceQs8xvmlP70H44GucYwjxsI3lyXouOjuLKhAr/d7KVCub/tCmcgF5BRzXAchM5dMkaLx8izjImMDYyV6lMsY3iOWkeSHjkOdeQ69hXHA+xD5xnp7qh5jrlEnFgEDAOCdGZto79h8XL6feOKJyexzdP8cYzGyGr1VbQR9mZXj/O2///7Nde6Trg8N0Z9z54vL5HvO2DKF/pyjj/h3XEvdfwodlG9OexxrE9N8jDxiECM2AeXP/a65hIOkSMsf7bmL3NmH/s4iUvogOhbvo3yQlzFhE/a6oVNSf2T0a17zmuZZ8mAMSlEZW5Y3towBisTf0GU1cy7aG7KE8c7nenrO9S3KT5Hmk3Gbye2rU8g41W3oXDd+T2x/6lsc6UcOtIrT5865puir1GksgJL3W5Y+Ihk1Rj5PrY+stY0gh++585YcfSRHTnjfGSvj0De9fwJuxv6Oj9Rt7wASUoR80PPML5i3A5513zDfJhVVOnfespHrjj1HfGP+xNwJf7TP4blPhOYh5Hwnzy4a02Zy7RsaV3i3tbadu/6JPpbjU+7ia597PjeFF5sygBJ+5Nhmcmy4fb5F3zSp/oJtpotyxxb3Jw31y+biNwpu5uIv675cxrNF4ma8ryAbhviUp5Rx2NMonz/euQ9uJscmdjG38882IoAyx67kegN6kRO6vQIl8i3jXTimbDNers634KRaAAUFsrrlLW9Z57z33ntXL3jBCxZQyuosg7GqCsrxzI2gyFe3vvWtZ675j2Asqu5whzv4pc7z2972tlVwVjZp3vve91YhukLzu+3kz/7sz6rQAFbdDg7qKkwMqzBBXnUvvvCDH/xg5hKf7xnPeEYVnM4z1+MfQShWwWEaX570dwCqVmHlVZ1nAEpUl7jEJTrzz+V7KvNgJEzymLYYlJWZR3L4ft3rXncmr7Yfb37zm6s999xz5naYhFXBaDVzzX9c4QpXqHbfffcqTPTqy1/+8perq171qp5k5vywww6rglCduaYftEvaltPNbnazuq3d8573rALI12/V596eg/Cq67Iq0QQX9t133yqsSG5y4vdBBx3U/F5vJ/S9u93tbnW17nOf+1TBob2UKn7qU5+qnvjEJ86UHcuFmZtL/BHCNldhUKuudrWrVSGyVF2T4ASsbnGLW9TntD/aIST5cfOb37wKTsH6mv4F52oVnGj62Xq8+93vXgUH58z9MDmowiDbS74iE7bffvuZ5+9yl7tUAfA3c63rRwCbVZe61KXqJC9+8YurAOpvTX7/+9+/Coad+j6yKyiUTdoQoroKqyqa320n8JY+u9NOO61KklN3l6XIpLbxCfmSGv+Qc095ylOqsL3FqnrFF+BBUGTjy5P89nEmKFRVMIbNzVdtcW7CPyUIgIjqNre5TWty9KFgTKqCAW9VmgCErQ444IDmejDIVQFYM3dM5wHqGSYlzbO5bSYATzr5Q9+k/9IfbnCDG1Skb6MADK3udKc7td2uYpnl8pUx7bGPfeyqZ2lntHUofn5V4owL8fgenA6d75JR1CSP+pgdAB3Vox71qEH5oh/TNlOyl4yCUbQKkdPqPNGv0TcueclL1r9zZBwZBKBHtc8++1QB5FTn5/+QO+hK0m9T8tnf3Z/lPIDvqjA5ri/DE3gzjwJIpnr4wx+eTBYmgjNzhZy+GiZ/1Z3vfOcqOCnr8RF977KXvWyy3NTF4EysGO9En/nMZ6prXeta9U8fL290oxs1/FNajsHIWjE3a5PrpKE9MNe5/OUvz89V9LnPfa4K23TW12kfyLg+hPxgbIKQx8hlp+Ckqr+d2gTyETkpypHPtIfnPve5dVYBnFTd5CY3UbbNUf2BOgaQenOdk9z2euCBB1YhAlydJ+2a79OHptClctordezqa/4Oqbmuj8Oetu3c59lhEVq11157VehybYROLjkRt8XccTGn7tQ3Hk/a3iE1XyRtji7l4+rYeUvf+qfm2eh/YaFMUvcRH+gD9ImU/EOuuY6jZ3Tk2QDeTM6RkSNh1XzF+N1FbfYRyYG2Z5lXoKtc+tKXbksy+rrm6V0ZwG/ePcU3ZNfYeQv6p+ZgKT0rgLOqu971rnXVkKVh4dpMNemnfLOUvsv3Yn5EmpScmMnoTz+G6M884uNfKj9dS80Xl8n3nLHF+/kY/TlXHxFPOa617p+rg+qbj7WJ+bwkLAas0Fud3GbDveC0qrbddltP0pwjozVnpn/w7BZbbNHcj08COKF62MMeVgXAW3yr+Y2NANvsDW94w+aaTgJQstWWhfwLQIdaR0zpQt7mytgijs4eFzm2nHnmmavs+kPtqGEhaxVAF7OV/tMv5iex/SpXf87pq97exsg4Xktj+pi5rjOJsY28RH3ml7lzrpy+qnoyd4d3Tn3sG5KR/lx8vih9RGWPlc9T6yNrZSOAv3r3mNf+u43vufOWHH0kV07o/XJk3Otf//oqgNmU1aojc0r8CrJleQLmXIyr2GdSxDiO7r3rrrumblc58xYy3Kh1DwEi6vEk5esWo4444ojaJ6PffY5ug0SXif38nsfYNpNj31im7Xxqn7Lzcug5Pi2307SN00PzXVR6ydexY0uObSbXhjslT8Ap+BwCO2WbXki5uWMLbSTHL5uD3yi4mdmW475ev5Oy5+Xw3cth/GzzPaR8ylPLOOTSENxMrk3M+Zpzjg8qAI6bLNrmMU2CJZ/k2pVOOOGEBhd07LHHrsJOIYfwO6ktuW4wdZtZxUoAlIsg0OlC+LLaJ7zcIopJ5mC65+EAAEAASURBVKmoVpTPqhBWjHURqyxV1z5HkPMxgeIGyezP8zsYv1aCg7G+3rXanhU6HlHM8+Ec5HaYkMTF1r/hNZGo4mf4zSoCVjWvBQWnZlMH6jSPpuB7XAaIZKKM+eox+EAUmxSN5bt4HQB/dWS5+NvT7gLwMVVkfS049FaIpKJ8dORaMJ7WkZR0jdVsXcQ7q53F9UhF9dBKKVYqpYjtvVR2Krx16pkx13ybAspjxft6JrYpXgu+zONBHBmAqLXrlRSFlzFARBQV8dEj1mi7KEIxpygo3Kv6tfKh3RPNqW1lYpgY1NFklF7HYKSot1TUb2RSTL5CX+m6jvRHEdEm4+/Fs9SXqCqMi8orGBX0WH30qEnIfpeveobVfqk6K6OcujPmUA7yAt7zDVWujqws6SJW57KiKZZLep4oaLSRVPSfrnyH3PNxJrV9ZiqvFK9V59SRbWfnUTBG1iuuPOoSecGfFBE9KcVznuE64fRp105TtBnkf+p7hclPHdFYK0wZq+YRvGc1buo94md5F/G2rV35ivj4+Sl/x+/PqvX1Ssgb9XPq3RUFo+0d9H3aZC8RwzxiYZh4NlnlyDhlQp2Rf+obvEeYRNfbObOqTO0iFVGbPJD7yCt9N9omK+F9rGEFe18i2gDRjKUrqfy28WVMXyUigvLtivLYVmd0bL1vvFrYoxx2RUgLAJuZaGaqD0ciGyG/u4h+oWeICtiXwsS2ea5N7/MolZTBGCTKkc++6hs+pUj9AZmXorHtFX6LX215p8rj2pS61Jj2qnqNnev6OCwedB3jeTbPM2eJn6GP0pe62mLuuJhbd9V57HwR3o/VpaaYt6j+845t82z6u/SGOA/0YMaQLkLuamzw5+lD8+bH5EvUyFiWkw95dkV4Y07h5emc8dbHwK66j73HeJV6Z9WBaMtderN0AqWfd/R5C+2U9IwvKXI51jZ2sQUkESfFd2Qq+lsweK6gZ5A/OkVfGqo/j50vLpPv8GLs2JKrP+fqI/F3XEvdP1cHVRsdaxPzeUmbrTs4bBpZgm7bRtgv1VeRW32IMr0Oep4jMvInP/lJazbo9h4xVM9it0bf7tKFytiy3LHF9Xx9tzZ9urUBhBvIStqP5hPKizlVTLn6c05fzZVxvIva85i5bswL9zV16RH+XM6cK6evqg7YVvR9dexj31jmuJgrn3n3qfWRtbARUO8cvufOWyh/rD6SKycoG8qVcUTAU/tRe0fOYW9ynfei0mb/E6mKOY2e0xH7ktsjZp+6+FfuvGWj1h055dGfxDdkL/blMeSRLdlZsIty2sxY+wb1WZbtnLKn9CmT3xgierm+tY7M99YzSTaM1f15t7G2mSlsuFPxVvZFfTeihXfRFGML+hxRalWmjn38stRtLH6DZwtuBi5cRIyDa4GbyfUpTynjeOchuJkpbGLid86RnX7UTzhiV13PlGtXcjxS2zyF3SzFE+Q5OqtoyjajPHVcWARKkJrBeFoR4QMCbbzHHnvUUQKImMjK2k2NAlPrFf9h2+3q2te+dnW9612vc+Vw6v2JmABqNgwsdQTHa1zjGtWOO+64akVz6tkwIFRhklixqgF+EyHqKle5SippuRZxYCjfFZGDFWyvfOUrK54n8lyYcFU777xz/c2iIlb9VJlBUakud7nL1ZFwtt5661XpyoXlcyAoi9Xtb3/7uiJhEthEWl1GzWhzisxE+WFr3Gq77bZbRlWWUmYwwFb0GeQk/YV3J/JWnygwwZFQsTrxSle6Uh3xsM8zU7xkcETUEfOIFsG4wPgwL0JvGPibCJSsvgyKUsW7B8NNFSZs1S677LJQ+R4cL3U0X48eCs/DFmE1v69//esnV+6m+MXYSHRoIggE5ab+Zte85jXryGup9OXaxRxQ2wnbTtZRS2jv8C4VlWSqNhO2uWz6GBFZiVxymctc5uJKlbN1wwFf+RwmeRURSJZBaqdDZFyqnrQ95LKiAhCdkEjY6LRE9+kidCqi1aFPQR4pi0hkAZTV9Xj2PfFgXl9FVw9G+Iq5Au/FGL7VVltllz82g2D4rOtCVBXGpjAZbfg/Ns/N5bkh7dWj7xChI0z2l8qmvu01ruQUc904z76/0cWZH8N3dKA+uu9U42LfOsbpppgvKs8hutR6mrdQf74Z82R0QSKmI2uG6BVExAkLQmv9nW+firwoPqWO8CM41+qIunyTtihw/iyyEb0VmY6splzmD2tF8IpV1oyrRG7cYYcdavvClltuuVZVyC4Hnd+jGCsK2H3ve9/qyCOPzM6/K4Ox88X1wPchY0sXD+bdW2/6yLz6tt3XeJarg7blvxbXibwfHAV1UUNtO9gFkFUBpFXPEbE19JUT2EaQzdgliKrl/TX13mVsmeXKRhxbZt9gbX9t9L7KmMauIwG8XM+XwraQgxiYM+ca2lcHVWxO4vUwLs6p4tzby9RH1O7n2Qjil1gPfF8rfSR+9yl+MyYyvjHvYFycZ3/3Mmkv2N2xLQXw5WD9P3feslHrjj2OaNqMjcyb4t29nMfr6TzHvkEfkX9qrW3ny/Yp+440fE92ynve8563nj7tQusyxDaz0IpssMxz/bJq9wU3s7Yffijfp/Apq0xkbMHNrO33HlraerErLarNLBRACZgMZy4GbyfCZGsLV79ezgsHNgoHYofYRql3qec4Dvj2AYRQvsMd7jAuo8ynLrzwwpktI1KhrjOLKI+vEw6knP5rWbWUsruW5ZeyhnNg2W1meI3LE7kc8C1TQhSM6spXvnJuluvmeRzCjLUA+3bfffcaSDmkcmw/HaLr1I/02aZsSN45adneCPkKsaDsmc98Zk525dl1woGu9upb/qW2Rlknr7BJVmPZ4+Ky5ovrZd6ySTaq8lKjOIAT+173ulf9bNiFomJrpELzOdA1tsx/ujtF0Ue6+bNWd71vpLaXX6t69CmnjC19uFTSbKoc8LklW+qFiK2b6qtu0u/lMrfoI/0/9SL1kf61KCkLBwoH1gsHCCYUIhk21QmRQnstUmweKCeFA4UDmywHik95k/20yRfb1O1KCwVQiqNErGIFCijzsOVQFbbtKYOqmLOEI4avE088cXTJxx13XL2Ka3QGm8CDy3KIbQKs25CvEEI91yAOIoCE7eGT0d/W4sV8QKK8sE18HdV3LcouZawtB5bt9F+GsvuQhzyk+tGPfjSK0dtss00VwoWPenZTeWjZbWZT4eNGeQ9WVoUQ93V1We28LGB/Dr+IEkmEyQc+8IGV9Cry493C9lVV2CK0zh69lSi8MYVtjupoO2G705mIZMw7Hv3oR9fjNhHvTzrppEHRzuJypvxNNANW5kN77rnnQiMJT1nvktdFUU3HtFfmwIosdfOb37yO6lv4uTYcWPa4KLmmHQvW5q2rar3MW9bqfUs564MDRONiAfX97ne/mbEtbLdeAVIgsh508skn19GA1ketl1+LXF1o7BsUfWQs56Z7DiDPIYcc0uwussyFun3eqowtfbhU0mxqHGBeesYZZ1RPfvKT6+iTvN+mtnBxU/tmRR8Z90WXpY+Mq215qnCgcGCZHMCGq4BZBM9iR6RC03IAO/Zhhx02OlPmGGBwCg3jQOH7MH6lUi/Dp5yqR7m2NhzY1O1KawKgXJtPVUrpy4GDDz64es973tM3+ap0bBnJ9uCbMy3LIbY587y8e1X5qv/999+/4q/QpsmBZTv9l6Hsamu/MV+0zxa/Y/LdSM8su81sJF6Vuq4PDuB8EjASvfJGN7pRvUCBtszWRRDXP/rRjya3ld57772rz372s/X2qkSpZHt7wBsCq/H8G97whibqFb8LFQ6M5UBuex1bbnluPAeWPS6W+eL4b1ee3HgceOMb31jPVak50Xavc53rVGxd+fnPf74BnRCxi8hdhS7mQBlbLubF5nJ2wAEH1IAsFliI7nznO1fHHnvs0hbqqh7lWDhQOHARB37961/Xi/zYjpdo8qLnPOc5FTsBFVq/HCj6yLhvU/SRcXwrTxUObG4cYH6H/VX0la98ZWbxnK6XYx4HCJhw4IEHjs7k8MMPrx75yEeOfn5zfbDwPf/LL8OnnF/rkkPhQJoDBUCZ5ssmffVjH/tY9c1vfnP0Oz7pSU/a7KPeFYfY6OZTHszgANH5MLRvscUWNdDk8pe/fEZu5dH1zIFlO/2Xoexi6CRK9Rjacsst6+1wxzy7qTyz7DazqfCxvMfacYAVy6xcbiO2KAdocZWrXCWZZJ999qmIMJGiq13tatURRxxR3eMe90jdLtcKBwZzILe9Di6wPJDNgWWPi2W+mP0JSwYbiAPHHHNMhaOmjZ797GdXjNvs6FDoYg6UseViXmwuZx61h3e+4x3vWL3pTW+qmM8WKhwoHFgfHPjVr35VETneqUTZcm6s3/Oij4z7NkUfGce38lThwObGgT/+8Y8VdpaVlZXqile84mYfZGlR3//MM8+sPvKRj4zOHlv4brvtNvr5zfXBwvf8L78Mn3J+rUsOhQNpDhQAZZov5WrhQCcH2AL9D3/4Qx1ZgQgLhQoHCgcKB6bkANvdCRhEZMaddtppyuzn5kW0GCK5Ednx3ve+99z0JcHyObDsNrN8DpQabEQOsHr5q1/9asWWUUT3AFgB6IjIkzvvvHPnK2G4+/73v18vCvrJT35SXXjhhRXbmfP8zW52s9qY15lBuVk4MJADOe11YFEl+QQcWPa4WOaLE3zEksWG4gBzBxxqHInadeUrX7nernuXXXapx+cN9TJrWNkytqwhs9dBUdoKe6uttqoBWkRQL1Q4UDiwvjjA1t0f+MAHKuab22yzTR1t60pXutL6qmSpTSsHij7SyprOG0Uf6WRPuVk4UDhQOFA4UDhQODCHA8WnPIdB5faG4kABUG6oz1UqWzhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQODAFBwqAcgouljwKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHNhQHCoByQ32uUtnCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBaTjwne98p96ulC1Kr371q1c77LBDdatb3aq65CUvOU0BJZfCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgXXOgU0GQPmzn/2s+t3vfreK3Ve84hWrK1zhCquulwvTcODXv/51tbKyUhvWL3vZy06TacmlcKCFA7/97W+rn//856vubrHFFtU1rnGNVdc3pwvqi5e+9KUr/goVDmxkDpQxfSN/vVL3jcKB//f//l/FuAptueWWFWPpRiKNe4A7ig66kb7c8upaxpbl8b6UXDiwOXAAe9Qf/vCHejxlXF0mMcb/6le/qqvA3PDyl798Z3U++tGPVk9/+tNn0lznOtep/vmf/7naZpttZq6XH4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDmyIHNhkA5Z577lmdc845q77RAQccUO23336rrq/lhZ/85CfVeeedVxd5gxvcoNp6663XsviFlnXrW9+6whl585vfvDrxxBOzy3rrW99aHXHEEXU+p512WrX99ttn57mMDHDqf/vb366L5h0W/R7f+MY3qgc+8IF1eX/3d39X/eVf/uUyXnvhZX7iE5+onvrUpybL+e53vzsKOHjd6163zu9Rj3pU9ZKXvCSZ93q/+Mc//rG6/vWvn/UeX//61yscbVtttVV1wxvesPOVf/Ob31TnnntuneZyl7tc9Wd/9med6f3mL37xi+qss86qvvWtb1UXXHBBte2229blIUsuc5nLeNJV5/SrM888s+5bOCV32223iu93iUtcYlXa1AXe79/+7d/q8r/3ve/VgCH65m1ve9tqxx13TD1SXwMkDn/OPvvs6gc/+EHtRLzpTW9a3fjGN95Q8nwjyYn1PKa3NpSWGxuJ7y2v0Fym/f/P//xP/Xv33XfvBNzlyAn6OpGQkBXoT1e5ylWqnXbaqbrd7W5XERmpi5YlJ6gT/KHe3//+92u5hJzYZZddqu22266ryku79573vKc6+OCD6/I/8pGP1DJtaZUZUfDUOuiIKpRHAgc2kowrY8vGbrLokF/72tdqWYvetuuuuw5aQMV4wvPMzXfeeed6/tp3Xp47tmzOdVerQw9HnxbxDTa1ha4AEAEi8l7f/OY39apLOX7qU5+qnvjEJ9Zlo4988IMf7KwHusuHP/zherHiqaeeWv3Xf/1XnX4jz5E7X7jcLBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKByIOLDJACjvec971g7r6P2q9QCgfMpTnlKdfPLJddU++9nPdgJ14vqv999TO6+PPvro6uUvf/mG59Wxxx7bgPHWAtD41a9+tdprr71qvr3mNa9pwJTrvf0MrR/9iP6UolwA5UMf+tCm7aXyX8/XcgGUgBnvf//716/4iEc8ogExx+9MFJN3v/vd1Zve9KYaOM19IpPgZJtHv//976vDDjusOu6445JJ5zkaiX5yyCGHrHqWyKPvete7qmtf+9qr7vkF+siTn/zkpt5+j/OXvexl1cMe9rD4cvXjH/+4LhfZnaI3vOEN1b3uda/UrXV3bSPJifU8pg/9sBuJ713vBnhkjz32qP73f/+3Bk3T71PbOubICcpv6+uqG0B6FqOkqO3ZRcsJePPqV7+6OuaYY1LVqsetZz/72b3B3slMelxEHv3f//1fDQzqs5Di+OOPr5773OfWOX/oQx+qbnKTm/QoZf0kmVoHXT9vtrFqspFkXBlbNlbbUm0B3j3vec+rkFkx3fnOd66QfV3R9Yhev/fee9eLd+Ln99133+qggw6KL8/8zhlbNue6zzAx/PD5Mffe+c531gsj4nQb+fdGBlA639ElbnOb2zQ636c//Wm/Xc4LBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBzZJDmwyAEr/OkSVwOALLRtAyUp+nHXQgx70oNrBXv/YRP5N7bzeFACUbN11hzvcoQZqAdoAeHWpS11qoV98Izmvp2TEi170ourtb397nWUBUI6PQLn//vtXgGegU045pY7qWP/40z+i5rzjHe+o3vzmN9eONL/XB0DJ80972tOq008/3R+to7MAxhIRvS1FlP3CF74wdau+drWrXa0GUbaBqng33tEJwKaXjWNeUVqUDiDYXe961xnQJdF2icCnCJykJWouwNP1ThtVTqynMX3MN96ofI/fFfAz/QR6xSteUf3VX/3VTJJcOQHIBCBzDEKM+yrRrumHMS1LTlCPffbZZwZIjiwCXEo0ShE64Ctf+cqFgihvdrOb1XLtPve5T/X3f//3Krr1WACUrawpNwZwYKPKuDK2DPjIS0zKdsgAHD16Xjwu3PKWt6zBeURRj4nv/OhHP3pmoWX8/BOe8IR6fNtiiy3ix2v9d6wOujnXPWbkj370o+pOd7rTzOUCoJxhx+Q/hkagjCvArg8sWoGI4J/qH/Ez5XfhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhwEbmQAFQLvjrPec5z6ne+9731qWwndONbnSjBZe4ttlPDaA8//zzKxwsEACJRQMPF8GtE044oYlk8uIXv7h22i2iHM+TKBECagBoY7vTzYGmAFDi+GeL5m222WbQVtTrib85ESj/4z/+owYJ8j5toJvHPvax1b/8y780rwwwWNu69QFQPv/5z6+jzJABz77qVa+qt13EgU3kti984QvV+9///urII49sytAJESABJIve8pa3VH/+539e/fa3v61BXP/4j/9Y32IbbiJRxvSf//mf1R3veMfm8l//9V/XkSbZdpzv/sMf/rAuG8AT7+9EPYlqBBHh6HWve1115Stfuf79uc99riJqkUCYbNPH+6xn2qhyYqODXDYq370tA24E+EC/B7CMPLjsZS/rSapcOcG2kfvtt1+TJyBN+vq2225bAUJhO2/6OJFkr3vd6zbpOFmmnEAWPO5xj6vrg3wDACpdD/lKfVlMAwFC1QKf+sLE/wqAcmKGlux6cWCjyrgytvT6vEtP5ItgkLEsnEJnY85IVHq2kIee9axnVUT/i8l1UBbFMLYwjrGVNMBK6XFEWCfKslPu2LI51935yDmLlAD0ORUApXNj+vNcACWLZrRzwJlnnlltueWW01ey5Fg4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4sJ44EAAkmxz993//90oA9dR/Yfvkpb1fAAI29QiRLZZWj0UWfKtb3ap+xwc84AGLLGbD5B1AHit/8Rd/UfPkpje96UpwKm+Yum/EioYtoZs+FiJ/bsRXmKTOAdzU8OFv/uZvBuVJesnL4ExOPvuYxzymThPATCvvec97VuC1nqG9d9FPf/rTmbTI5yH0D//wD83zIQLmzKMhQmRzj/oEsNLMfX787d/+bZMmON1X3e+6QB/Wewbg2KqkAbzZ3H/f+9636n65MA0H1suYPs3bbMxcAgikaesBxJx8iRw5QYZhy+mmjH/9139NltF2cZlyIkRoaup90kknrarit771reZ+2MZ71f0pL0hmhYi/vbIN29I2daOeG42KDrrRvtj6qm8ZW9bX92irjcYW9LGvfe1rM8k+//nPNzLsdre73Qr6sBPzMOlxyIsQQdxvr7z2ta9t7qfkc+7YsrnWfYbJ4YfrECEifMNzvt+mRoy/tDnG42XTJz/5yYbX6FhDyeeIxaYxlHslfeFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhwEbkwOQRKInCxVY/X/rSl2qcKJF27na3u9VRxz7ykY/U14j+cO1rXzuJIw3O5yoY06vgPK+22267igiHweBbBRBO9eUvf7l+5uEPf3jnCvixEUXCB6y3ryUiHZGOgmOtCsbv+o+tKi9/+csn69x2kW1d3/rWt9a3g5O6fhelJYrSz3/+82qHHXaot/bW9a7jpz/96So4uOttIYm4cYlLXKJJfsEFF1Qf+MAH6noTiZBIaDe5yU0qtjTTFuJN4uiEyFJvfOMb62hsu+++ex3tDR5QZ6Im/f73v68j893vfver7n73u9flK4t5ESiD4b6uE+mvd73rVfe+9731aH0kag3lpOhhD3tYK895X7brhIhQFRwV9bdji2Aikey0004VEemILMI2mm1ENC22A/3KV75SRzK5xS1uUd3+9rev7nGPe9T5E/WKSFLBKdeWxcx1tj8m2hR04IEH1tsWe4J///d/r4iyBVFvokW1EZFLqR9ROImaFxP3L7zwwvhynW8cnWtVonDhvPPOq6NKsCUX55e5zGXqPkdUlwCKqyMExryD7/peRAWkjcVEO/3e975X8z3eEpm0bH1MxK7gBK2jjf7sZz+r5QF8Jj/aWN8twsZEoCTaoaJ1et133nnn+tv7NT8nkiHbnfYh+sr1r3/RltpxeiIu0gaI5MEf0SNpB/RVnut6d6Lt0F7Fu912263ur/BM5T3qUY+qXvKSl8TFJn8j4+gnEG2cSDApYttZvg2yRG1CbYy+d+qpp6Yeq6+xjexrXvOa+vz1r399/Y6tiaMbyGTGC22XTT/16Krk69vUHnDAATMR7Ogfu+66a50r9Tz55JNn5GZU3MxP2iXyDaIOkuWeCPnFGAGRVn3D00xxznhIhE76KdGQrnjFK9ZjKt//Lne5Sy1b28oZKyfg1Xe/+906yiDbEyNXP/vZz9bRQn/zm9/UbZaxWJH2UuUTJTQAS2v5+u1vf7u68Y1vXAUAQ/XABz6wlgFEGyaiJ1sbd9HYMT2nr1GfZfBdfBijC001LqoOOtIP73vf+9ZyE90CHW3rrbfW7eaYIyfOOOOMivYEDZFhpF+mnKB85KIiTHKUjOSeiDavKGlTRqtlLEGvEEnWIu/ifkW92I7TKd7Cm/6I3sY3Jnomcv9e97pXteeee/pjM+c5Y/qxxx5bR39DP6QcomWhx9EekHNEIn/Sk57URP6dKTj8GKuDIk+RP4y36GyXvvSl46zr38gQyX70SuYjMf3gBz+o5z3MG9CnrnWta1W77LJLLZs1/sTPoIMgTyHmF1e96lXjJHW01bBIoNa/4c0iaBkyrowtZWwZ0pbpp9r2GX2D3RxE6M/MFdENRXFEQ48AiSw59NBDlbRCt2C+owiU3EBOaxvw3LFlc657w+RwEkCr9TeEz2yFzlwGuwMUf6/64sh/Z599dvXxj3+8fprxDxvLPKJOjEMQ8yDmYk5EKSXiNjos4ztjFeMiYwGR7FNEFFTaKfoS7Qn71xe/+MW6nWL/wtby4Ac/uI6C6s8z59euJcw7iIhK26ZOj3/84+s5+pve9KZ67CCC6l577bUqcr7nx3luBEqP3loiUMbcLb8LBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgc2RQ5MCqAE2MP2WSkC2ML2p1CICrnKCQmID8Dh2972tjqN/8NAzfap//RP/1RfPu2006rtt9/ek8ycjwFbAJZ57nOf2woEwhnNVq6ArPrQL37xi8YIj6EcEImTtrHCuI4zvQ/hJAKYyvZlOLdFPA+gEsN7igA+vPSlL00CHkjvIKAQKbPeviwF2CMtW1MC2BF1Oa8BEx1yyCF1UurMbxzLTu5c8uuc41zecccd48v1bxzWAHMhtknHQSDQbn3xT/9oNzi/U4AGHAF77713xbePiTzZ4g0aAuZwkEQM9iIv3wqubbtk0v3yl7+sAEdBbcAsgJ6pbw6Agnp0EeBTnFhdRJul7To530P0x3rLVr/PuW9bT3qnLhmhdAAFQtTA1vaqdBzHAChxnuKUiumhD31o9fKXvzy+3PymfdEH+1CIWJMELtPm2KL2nHPOSWYDSAUQkraJ9kSAp3GgpdpriOZSy1XSD2mvvkU1bcK3yvayU+d9AZQ4+ABkI+voEwB1+xJOVoGXAdLQfkSA+2JAdryNt2+tS1sJkYD0+NwjIFUcnBBbE9PeUyQZyL24vafSD7nGuAgQ+4Mf/GDnY13ljpUTjOXid4j8WQGiTFFbu2EMZBxJyWUAvzjUucf4Dui6i8aM6Tl9bZl8z9GFXD6PHRdT38H70TOe8Yzqmc98ZipZ8lpfOeFgaMAGgG370jLlBN+LRQdQF5icfgxoDwLQAwBjCpIu2TevWFY4gBIwOnpBaow56KCDqn333XdVMbljurYcB4QK/wSq8YLQH0844YRa9/XrnEv+xuMD97p00BB1rjryyCNJViHf2gCigGC0JXCITrcKgDrv/emHADR9wRNlOt/b2oPeDZ0b3XtKWqaMK2PLcsb09Ti29GnT3gcBgNMPRejyDojkeryN9wte8ILGfgBQjsVrImwTsX7l23jnji2bc93FY46adzFWMr4z3kvWTwmgBKyo+S92Dy3K8LrE5wD2H/nIR9aX3T7F4lHGCF+k5c8yp2G+lgK3O4CSeWNKfvtW9Mq3a57J+MgzLAJ0atPBlWZKACULG7bZZhtlXY6FA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA5skByYDULKy/hGPeETDJMBhOMCJsqLIk7rpBmpdw0iNQxPCKI0BfNttt62jVHlkCe5PDaAEQAgYT2A0jNQ4c4lAQdRLgTuoF1EIrnSlK1GNTvL3STlniSAASAz6zGc+swpYGGdOJMQb3vCG9eWHPOQhzbNE5txjjz2a5EQpADBD5DWcsnKEA1ihzBQ5gPKOd7xjDXYiIgOGekB8ROAgAgP86QugDFvbNoAj+ImDhPxiImLWy172suYyzg9FB+wLoNTDvDu8gCdhm2Fdrt+b93eiXN5VUUd4lggnAHVwiOs6z/QFpHkfiKOceNk4anDYQPA1FcnLnfKA+gD3xQTAkyimEJEE1U7nASjhL/1ThIOJvkq0OCJOEb2DdkMUDCJyOjlAZwyAku9y8MEH11kSXYNIHrQLwFTICQELU2AIr4fOxwAoAWLgBBIpquQ8ACVRtujLbUQbF6UAlEQvAcwsAhgI4I++TUQmtXvaJf3HifbqYFae43kAyKq/0vdtr4B0AUzS1omiSATbruiXyl/HvsAogUCQqYDokaH8AaokEgsRhYi8mQJLA4JTxC8HMQIEoN0yNtBWkBsQssajYdKGAbBAyMMtt9yylrcAwmjvtHvaOEDM+N3pm4rg5mXXmdk/vR+XALkOjVRsWa06pU0R/QUi2gyyn4g69BcinSEnoBgUVV/807+xcsJBLmTF+Ef7JVIaskbtle9H343553IOkKR4DKBAEUXJdxEAypy+Rp2WyXfXHYbqQi6feQ9oyLh40ROr//u3ZJxDN+tLfeUEoBgtNOE90L3Q9ZAVtDnaGcCXeEyiHsuUE0RAU/TfWP44j/z93v72tzcR1TzNmHNAgop+yfMCajCu+jjPPUB8MdjIgXykgXiOsZnFOdIruI7ecvWrX53ThnLHdAEolSHyQItjeDfpYizuCVuJKllzlPyNdYZ5Oii6DjoIxNjEmJ0iyhUPWLjkeqwDU3gWvrHIikjBiiLGdWQ4ix+cnO/LAFAuU8aVsWU5Y/p6HFu8T7Sde18GzCa5xrwH4DMygnFOtoJYXwN0yc4YEOAzdreAmHurX/rzRx11VLM4J3ds2ZzrXjM5/PO58XHHHVexMwl66SIAlIAetdB13pxO9Tv66KObxXPIesYgiMUisl+hi7EY7JrXvGate7uNgXPaj5MAlLrmuhztjvkPxHXmo8xNoBhASXRidCDZp0iDnkGEY9Vt3nv6OMVcLwYMk2cX+WID7xtdz5R7hQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQMbmgMBHDcJhcheK8GoW/8FgNJMnsEJ2twjTTDeztwPYL+VYNSt03AM2+A19wO4aCU4nmeeD1vpNvdTJ8Gp0qQPYM1UkplrpFHdg3N5JWxPOnM/OECa+2Fr3Jl7qR/BmdO8T9gabCWAfVYlC0byJs8AKFl1P74AT1TH4HhtbgcQZnM9RA6aKSsY3FcoX88FZ3jznJ9QX6XRkW/mxHcIUTlWAjDFL6+E7VjrZx/wgAc014NTpMkvgGZWAiixuTfvJIA8m2eDE7o1eQAPNemo86tf/eqVAGRo0gcQVXM/RP9pruskRBNt7vPNeT8RfFJ7JO/gtNetzmNwxDV5drXR4Gxp0gUAVDJPzytEckum8YthG8YmzxDlym+tOvf2HkADq+4HB9RKcMys0H5icr4HEEh8u/7t/TVOEBxBK5QZQK7xrfob8K3UBgOAZlWa+EIAcTbpf/e738W3e/1WeQHY2St9KtHHPvaxph4B8LcSQMkzyWibAWDepPE+TELqHqJINvcDiHXm+eC0au7xzt7Wg9O4uTekvQanYfMc33soiW/ImDbivZSOfhQiEja/dV3HVLsNIOomfQAGN8W8613vaq4jkySHyMspAAaadLyjyoqP9DfGDSfaqNIFQLTfas5j2fnDH/6wuTfFSXCMNnXgO8cUgJQrwSEdX279PUROhCiDTdnwN2wT3OTLGBkcu839ABxt7nFC3xXv6A8uwwLoe4VxQfcDKG7m2dSPIWN6bl+j/GXxPVcXcvkMf4eOiyneB0d/863QMYaSvnOXnCBPyUfShajRTZl6XsewoGCFMcppmXKCetzjHvdo6pvS90gTotk2adrGfdLlknSXpz3tab2yivXzALaYeS4scGnqHSLEz9zjR+6YrvryfR/3uMetIFNFIWJ3Uzb3U7yV7B+jgwZgcJN/Sk/18gOQUtWqj8gZZJvaZTyvcRnIO8Y6gfM9lp8qSO/G+DQ1LUvG8R5lbLlorryWY/p6HFv6tmnGMfUz5I0oRHOvr4fFRPXcVGkCYFJJ6qPLXvVDjjzHMwHstoLdQs8z5xflji2bc93h4a9//esVdDx4yxxH5LaLAEzX5UmOkuvzdA4VpnkJ8lYUgLZNe2BsCZFIdas+YidQe0GfdRsCCRh/dR/577YT0gYQeXM/7K7S5B3AlM31sBiivu7jEHVUWWFxWJ12ng4dFoutYJPgLyyObMrqe+I2C8osVDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDiwqXOA6ILZ9L3vfa8x+AKqSJE7mGNHo4NhQoSyVY/j2JQhmmMXOI2Hh4AtAHMob4zgKRAWxmo5Wkgr4/Wqiv7pggMuYzCpnsF5o3IBBIi4DtCHPzd0u7MVfkOAWJRHykFLGoBYSgOwLUUxCAjwQl+Sg1fOa76fyuOaA2f65DkGQEkdcBDEJKcNbc8Jx7c77UN0P79dnwOU1Xv0AVDiAFf6eQ4GQE9KGzvlKdyBWzh2+tAQYBSAUZXf5rhvK9MBOmMAlG356rqDdUK0R11uPa4HAKXLP9pViAq5qr6AUsTzNhCS8xYgiShur7/61a90qznSRpV/n/aKU1N9l34yT6Y1BdmJyutyUiKrlc6PyCL6mIM4uB+DvAFV6jm1BxyZ6r8CVTogTw5yqup80TPIJcoGMKtrlBEDreG7yuYYAyzJ32U9aeL6kyaHNO5QzzHfKC57iJxwkEuIVhZntRKipjX8CdGdZu4L2ABPUs7xk046qXmW9jePhozpOX1N9VgW33N1IZchQ8dFvXt8FLiAb+kg2jhd22+e469LTvCsxmul50ifBMDnYASuC1igMpcpJ6iD8+iUU05RtZqjL4Ch/kN0rCaTnieSaWMAlACJYnLwRp8FRPHz88Z01Re+SLf1PFyGu06sNBrHxuigDqqP2xT5+yKDWMb5wgUfr1Uvjq5HhuiqfmvFdfo2PUzvtggA5bJkHEwoY8t1at1jLcf09Ti2zHSIjh/oasgH/r72ta/VKX2cB1TJXFNpYjuE2jr3RSECYp0e+YN+gdzW8yHinpKt5I4tm3PdYaLbBHxR3iIBlL5IkPm2iLaDzI91Uo1B6K0ixhO1hxAxXZdnjg6CRLd2cp1F8xS/7zqt68AOoGShrUh1dJsAYxZ15N4iCRuR96FDDjlkhYW/LBL47ne/u8iiS96FA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA0vhwCQAShyLMjS3RcMi6pzSxABKdzKGrQiTjMBBqeenBFCGLQmbfDF44xTVH8Zh/TkgJOXkVaUBYMrpyTEFyFRaRcVwZ88nP/nJpj4eBQODtQzlisITtiBs0nI/RR4BTg7mOJ0DKDHEOwApThv/1ruStztEeKewRXCcfO7vMQDKNsAYUePEMy8YJ7zakkfE8DTuHG/L39N79MCu9qFniJCiOgDidaIP6R6RDfvQEGBU2AKvyR8gm0d8mleWA3RyAZQ4jwFnALCgH/LnkRxxcM6jZQMocc458Id3SNHrX//6hucAASVjOErG4CxTXu4Qc5B3W3sNW+Q1+fdpr0STVRtrk9mp9/Brer4LGEXUFaXjiLygDTl5NFii0Dm94x3vaJ5XlBZAPuQFrwCCQsgbleORxNyJyX1klOQnzwF2Fc+5H38/l2mAWNwZS2QiOTVVtj9P1Bbk2ZA/QA5OiqRD/rx/LuBiiJxwkEtqzPUIPPo2qrsWTPC9nd+67+MS/J9H7myeF1U6p6+pHsvie64u5PK5TQ60jYt6dz+ij6ltt8keT5861/NdcoLn4r4UAxHpW8qLtN4Xly0nHMxDe3YdAD1N/UH1p40uisTHMQDKWDdXHVXveXmOGdNV3zY54NFIv/Od76hKzTFHB2URksqPF9pQAG2WdydNrMsDiBRf2iKKfv3rX2/SvPKVr2zqzMmyAZTLknG8exlbLgIDruWYvt7GFtpBX3I9DhnggK6DDjqozgZdUP0xHmvUxzlCrpeip0GnnXZa8/yLXvSi+hr/phxbNre6A67TN3nLW97S8JQT161jQONMwhE/ANSqXI9YqojBtAPp0kSNV1q+NcSCTF0DOJiarzFvc7tWvMgobrOp13C7lsYXB1B61EoBGH0hLDsZqJ4pPTtV5thr9DlsUr5YjbKxYxUqHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHNjUODAJgFKr4DGmurHamYVjVobe2Enr2/a2gfcAA+j5FJjDyxoCtnAnpvKfdyR6Vht5tIrUdof+nDsQFEHRnVwenVCOXI+S5ltMpbZiVlly3st5pOs6OoAyBjApTdtRzuuYZ2PBFmMAlAACU4SjQfXy+w78SUWGIK1HXWoDoihPB7L699H91NEjgwJmc/KofG39wdNzPgQYhRNPfNGRtsbW6ziy5MiJy+C3A3TGAiiJtiQQnMpPHYk8No+WCaDEAQffVPeu/u6AAaWfdxSw1qObsh1gitwJOK+9Um/AKpSPTBAIMZVv1zXVP3ZW+zNxBEo5qz0N9ZFzkDwdGOXjBjLOgUqARkWScTwvWco9HzcoI976lzQOhPFowNyjLvBI78oRJ6z4x2+/78ApyWx/dt458tTJo0bxLPeJegPwgnZBlMwhNEROeJuVs9nLIhqh3odIbSKP3NnlXBUPOc6jIWO611v1m3dUX1M9lsX3XF3I5fPQcVHv7kePntUWJc/Tp87F+y45wXNqD6QXKCbOz8d0FpuIli0nqMdjHvOYpj/wDsgkl0uuK8VAab3HFEfJo3lgR5XlOjDgjRSp7m2REHPGdNUXQF+KfPtQFlvEpLqpnenYVwc94ogjmu/2jW98o8meaGXKC109Jo9yBsAmRV2LdZzvbX1L79bG91SZfa8tS8ZRP5fRZWxZmzF9vY0tfdsp6VyPo69p7ozs0NjtC42YQzn52IIOqMWLyBzpUB4V2xdpTDm2bE51p1+Lz4z98bxS3xAZOzWAksWbkt0s0ILinUwUydQX7UkOux6lfOYdsd04OYDywgsv9FvNubfr8847r77uAErqIZIu4TsYANxXvYYshFSeQ47MvVQHlUm/6jvODimrpC0cKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcWDYHJgFQuiFcBuj4xTyyYgygVFQAjLJt5GVMCaDUNl6UjbMSQ/+8v09/+tPJahIBgGfJC8fOPIP2qaee2hi/tfWrO3rIBwAdIB7O+fMoDm48TwGTVEl37KfAUg6gnLf9tPLUUQ5e1c+PbduX69nUcQyAciiQz9tiG+jNeTIPkIZDQ+8NQKkP8R0EHHDQqgPOAK/0pSHAKPKk7cXOEL0D9YpBnaqHO5aG8p083Fnl5anPefuPHVKqgx+XCaAEfKt3aAP8qK6+HRzvqPftOsox7KBB+keKhrRXtl5TvQHNjiXlwTu0kUcFIr2DI/2Z5z//+U2dfAzBsapy6IcCWsZ9UnKItuvk2wfG4EilY1tBleHb4+k+AGmPcKm0HGmjPjb5+/k392e6zumTTjihiVgqWRE/S1tqA+94PjofIicc5KLn/egASm+XF1xwQcPPLkC5xn3eYR4NAVA634f2NdVjWXwXT/jObeTtLdaFcuWzl+mLCNq2KPb0bedqs11ygme9jzk40vP1LZd9/FkPcuJXv/rVyqGHHtq0fb03R4AkXve29/N3HXsuWTEGQOmy18uXfE0B+XLHdNU3JXupgwMoU/qV6ub81nkfHdSjpKFPiFy3SEXGV1R4ymrb2h45orrQvp2WDaBcloyDB2VsWfsxfT2NLd4P+py7HufAZbcluD7CAi0nH1uOPPLIpk96v3U549EEpxxbNqe6u3xLASRdj0nd9+835lyREom4DTkQFpl81FFH1de9HshECBuP5DbjU9c8TffiqNIOoKwzTfzzsjW2OYCSuYdI7+Pz4g996ENNPdE/FkWuV8IXdBnxalFllnwLBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKB5bJgUkAlL6NkW9h6i/mEffc6UGa1DZG/iznbKklg3YMGojTDgFbeN0BleWQAyI9gkVbnh6dBoeNIhkCotEWz0T0dAeOjOzkefLJJzc80dZTqbIUBQL+pbZ5cvCVG+dTecXX3HkN4M+3RqM8j6AQP5v6vRYASgBHakux00N18mgVMVhLaTh6W4ujnni61Lk74AGrQL5dJVvK9aUhwCjliQOEfunANPGFI86ZmNyR4gAWT0eEPOXj172dcZ/nAVs5OZitT1t0kEMc4cTz7TpXXYcAVl2e4ZieFynUZZyD7LrqpXts7a06tkWa9eg7Xe2VaDvuSB9aF9WJo+o0DxildBzbyLeVR66JUtFSkTleb2SayogBiGw5p3ucp4h+oDQ4KVNEGrbsI2oXQEyAOeqz88AgqfyGXsM5StRJor0IcKQ6czz33HN7ZTlETsx7LwcsOIDS+eng8LiCtBvqPjWAMqevxXVca7573dvkWZcu1Ec+exTH+H39NxGA1cZyAA7KY56ckM5D+rPOOsur0pw7uODwww9vrq8XOUGFqAuRyNmymQUaAPSQuw4oaQMqNi+UcSL5sBYAyinGdNV3CgDlWB1UOjJ1AfTvW3vHwEd9Gtqf2rZvtar7HNELlCYGn/ZpD9Kv42e9jNzztZZx1LeMLSsra8339TS2DG2z6D7qRzrGfeLrX/96kyaeOziYTc+7zkJ9WJyoe+j3otyxZXOtu8/NkGPxn3jNEbnL/a4FN/oefY+0AeXN+Cu9RwvfJNcFrqV/iNxG0GcnBD3nR29zqcj3pGUuIT4oer3rOOsFQIkeo3p2zS/9/ct54UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4cBG5sAkAEpf2R+DI8UcB7LEaTDIyjjbBo5053pbGpXloLa2LW+V1oFQxx9/vC6POsoQz7sAjuxDApFg3D/uuONqPuB4VzQMDOwO8sSxK8IJL761bUVNWkVtawOquBM8djyprLajHLwAl7QVmm8NCFjL69yWj66vBYDSI2u1OQMcCNqWhjrLGcN3IFLgEHJgrMCIArfBV4BIfWkIMCqVJyA0gHpE61CbAlQQk4OmiIyXIrbFUx5+3wG/bZEP/T36tEV30tGOx5Dq2hdAiaNLz+D4+9GPfjS3WDnzeG4oqBhwnMpr44nXqau9AshWXkQ/ySHlMw8YhdxR2rY27ZGAHaz105/+tHlWebhzm/p7X3UnKPc86lsb+BQgg/IeCoIGICMAUAzepPxFEAAfor5Rnuo9b5xTPbx/AfLqorEgF/LUN28bcxgrxLe2NF63IWN6Tl/zMuPzteB7ri40FYDyF7/4RdO2iOiZQ2qj8+SER6Fti6rqkaF8kcp6lxPw7wlPeELDU+qbIoDh6IH+59tKp56Jr6lfrQWAcooxXfXNBVDm6KDve9/7mm/DmOHzAu6lyEEljKsp8rGb9u0kHZ/+oe1k/T6gG/WdGCzm6aZoM8pvLWQcZZWxRRy/6LgWfF8vY8uY9ur9UX1CWx6Lk25jiHU91wl4noUyMajNbQw+/uSOLZtr3X1upm8279ima4xpMx5pn3mrxhnykt3i/PPPb2SsIlLSnvybsyBwDDmAknJS5IsNtZhwPQIo/Vu2jXWp9yvXCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgc2KgcmAVA6KCPeOkuMwQEo43kMoHTQnG+dpWcdpEIe8wCURG5SWWxf3UUOvsGpN5Y8SlwbyCmVt5xagEhwIFNvDOgC+QE6ICoD12Nwj0ewTIHdKE9RLXk+BhepPlMAKN3xAThGdabcIfzwthA7yFRfjjlAEY+QhiMldqSRv9ejDZD2y1/+snHKuPOe5/sQ9ZAjB/6dc845TbsdGvXC++A8YFRX3S688MLmnXA4xeTAmiOOOCK+XYM+9U58eyePxNLmhMGJxXN92w0RRJWeCIFjSM/3AVDifKOv6pkvfOELvYokQqyeIfLUEPrtb3/bPNsWIVHga8poa6+U6eBWon3mkN5nHjBKMo70irISlyvZR5q43wtUzL1UhBqP2nrMMcfMZC05yrP77bffzD39INod9/nr0wb0HEciUerZNlCwp5/yHNCNyu4LlhoiJ3JALj7ep76514P+NI+GjOk5fW1ePbi/SL77uDNGF8oZF/3dXQ7HgGVP1+dcbXSenPDtKFmEkSIHycTj3HqWE330MN7XF8WIbyyoGUIaf9v0vTivnEiIU4zpArbkAihzdFDXgZFdvpCkbWHGJz7xiUb+tgHYu8aHU045pXme85jYNlxtoAtAOUWbictepIyjrDK2xBy/6Pci+b5expYx7dUjrNMnAC/H5H32m9/85sxtFrepL3GM7zMHlBziiM7tlDO2bK51Z26Ebt725wtO2Y2BdLFtSN9gTJtx3V+RHpn/QFqs4Vtox3M5tQcWoMbtQfXqOjqAkgVPMTH/1+JW2qRoPQIofQ7HgrNChQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQOFA4UDhQObOgcmAVBiCMY5LgcFW145xcbv2Ej+wx/+sHmWfLQSX3kQnU95c5wHoOQ5N0x3RUCk7u4coa5tRD5sx5gijy4UA4BS6XUNEIC/G0Z7AfoAS/m9OMokQEWvO1uYxeTbcOKgSJE7j4eAHclLznp3XnMdp5Hu8Q6f/OQnuTyX3MnXxcdcoIg7BACfOQGS8/bTBkjzLd/iNu35dZ27A8ejUcQOvq48uOeApBhYEj9LNAxFC43vEYlSfZnvFxPPqU2SLs7HI/6RzskjsaTaGdumy2nFs6k0nh/n3n/iqDNx2rbfep954DlkhTtpU07ctjLcmQdfu5xQ9J04qqXLl69+9aszxcQyrK29+haHbWlmMp7zQ3yjHXSRt83nPOc5q5K6/CdP3scJIJnKikHugJgB4Ok+bSgmB/MRiSYmlwUxAJO0cRvX84DvXcYBLp6aukCu3qb6RsnxbzFPTuSAXBwMRz7IFRHn7lzuA6DkWZfJXWO682VMX6OsZfHd+8IYXSh3XOTdfcEKdYj7I2mGkPrmPDnh5dImpAepLOpBHsovHiPXq5xAn3CwSNviAd4z1pV516EASpVF2+8D/MgBUE4xpmvMnxJACS+H6qAC1ah9cewaJz0qLu8Qj+m0V/Ri5RdHEuW37r3whS+kyjPENd1fBIByWTKOlyxjy8ynbn742DX1mL4exhZedKyMY3Gm+kO8W4TnmVpkRF90XS1e1OFA8MMPP7z5HjrJHVs217qLf6mjz3096nwqrX9ftYE+46LrjDwnG8ipp57atCXlFwPlaQe6px0iUnVjfhDrIqRzHRfgpuvA3P+UgXrZgUS03gGU6GmFCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgcKBwoHCgc2dQ5MAqCESQ5kwpkIKI2ojGxTJwepjNEpsBngJd3HAcL2S6effvoK2zTquo59AJSKOMAzOONxEmOY5i8GJzmohPREsMKRhWEcgA7GcSLM8B6pCGgexbKv00sNy7dEpmyPkva6171u5t0xuMfkjgDqh3MecAlbUB155JHN89yLHQTKaxEASvI+7bTTZsqPHbbwl2v+504VtlHzewARRLlAEY8IBd9f+9rXruDEIaqQg1K5l3Kiw2M55HDSxGAP1XPeMeUYmgc0IU/AAc4bj4aEk8jvxduH4dihDMBi54Sol0R3A2hBfwXgxjvzR1SQFBHZSmkAOdLW+DYnnnhic133/Xlv67RHZANRVNm+EN7Hzq4+AErfgo0yqT/tjn7O+8TgNyJsOm84V11xcsb3HDzk0c/gH5EL6fupvxhMAR8OooJVAABAAElEQVQcHIxMAlSsNg0YAx7gSKM+MZDPnWq0O2QjbQ6nuDvqeDbVXinf09F/hhIyFEez/sQ3vqWucTzppJNmsuYbOPCJ74p8pc0he/3e0UcfPfMsPzzqKWUiFxkD6DsOLGULxhQ5qJc2Bp/pv/DcZSzvgbyPieiy1Jnn6C98C/+W1KlPW43z7fObOj3iEY9YAZDIO+OEpc0g9wWUonz6Xopy5EQOyIV+QxtXG6Fvsf0yf/vvv39znfuk60NDxnT/PuQ/pK9Rl2XyPUcXyh0XeXeP4ImMHkpj5QTlOGgM0AFAF9oSY4dHtU4BypYtJw499NBaxrKtNfVGPr373e+ekW/otvGY5PxN6QN9gCKehwPCkflE1jr77LNr2ZUCkOcAKKcY0+lryIGpAZTwZJ4O6nxzQKPkFuNTF/kCJcCS/5+9M4G7bSr/+DK7hss1z25k6JqJZIqMIUOSZCxJyFCukDLERaaElFkpVESlKy7iiqKBiFwKEQ0ihYT+vf/1XTyr56yz9jn77H3e95xz3+f5fN5377PXsNf67bWetfZ6fvtZfGBFe2V+qb0qM06lwrxb6s796GvMGxgb+VhKysAx194lv6ptppc6zsaW3ozpvR5baLNV2ytzB90nWEfg/YF3Xv3uwDw9J6eeempMz5yO+RzvLtdcc028Tv7M61OpO7aM5rKnWMpv/a7Ps2glVduMvE9JuxHirF7zICz9AJSy8CGv1s/HH398mIeg33l/wEMwcyV5f0nLr9+3uAd9T957aA86b/3RsX7XYxwRkQ9q9buG/lAp984paeseWQsQDI1AWRdNS28IGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgCg4DADBTSdUE8scMdd9xxzntqyOa28847O28gDGGeFOk8Sa0hnid6uH333dd572oN1/kx55xzOk+CcJ5UGcK8UdQtuuiiTfH0BW/wcN5I4ryBRV8O556k6A499NCG65644zxBo+Fa7sfmm2/uPDmjIeiwww5znkAarlHGFVdcsSG81Q/gX3XVVZ1f0A/RvOHU7bDDDuEcLHbaaaeY3Btz3bzzzht/c0L6gw46KGLTEKh+5DCXYL8g7vxifvjpDb3OG+AlqO1x7bXXDhhTB0/iaYrvjVbOb20brnsjl/PGLTfTTDOF396Y4NZff/2mNEUX1l13Xee39gzBjz32mNtss83COe1uzz33bErmyXTu6quvjvHTCIQRJyd+u3TnvZyEoN122815o0VDNJ2WMOJUlU033dR5YlZMTnvyxpf4O3ey8cYbuyeffDIXlL3mDUdu5plnDmGezNS2vdDnPPHMLbXUUk353XHHHc6TKJuuc2H++ed3iy++uPNkhBDOc9Ly+c9/3nnPjfpSw/l2223nvGE0XCvbFumP3hjXkI/8ePDBB92YMWPkp/Nepgp1VIykTjwR3L3jHe8IV3RbVlGyp94bpttyyy0bwjxR1XmCdVvsSUQ5PWmiIb1uzw0B/sciiyziPPkzXM61V91ftt56a3fuueemWbT9vcwyy7SNQ4S11lor6npJ4A2Ebo899sjqY4mD3kSPzjbbbHIpHm+//fYmPGKgPyGtJ2+6+eabT18O54xN3puM815kmsL0hSIdKTpOx9XnnuAYxr5ZZplFX+7K+SqrrBLHhqIMwZu653Croydoq6LT035MWbxx122yySahWEceeaTzBLeGInqjd3hmuTGY54U+Ig46xhuUG9LmfnQyptfta73Evc5cSPfzKuOiJwe4jTbaKOgSdLknp2TbVe75yLU6esKTg8M80H88Idk1HRmbaJfLLrtsU1gv9UQr/UxB11hjjTAXWnDBBZvKLRcYr9K58QEHHOAmTpwoUdoe/QdCbsMNNyyMl/Zl5jn0X8QTMtxKK63UlFZ0IPrEk/sbwuuO6dLXGC8ZN1PRcy1Pdgo46jhStipzUJ0P54yNjFUIesl/tORmmGGG8Dv3zxOw3C677NIwf0vj0Y94L1p++eXTIMd8v2gspl6ezBX0fw53yaxqmxHcJZ/c0cYW59L3RRtbXJjvVHnnoo1Vba+kPfvss53/6IXTrPC+zHu8vGPqSP5DrfBe1WquMWnSJMd8Lid1xhbyG61lz2HJNf0+hX5kfaBIqrYZ/3GA8+S/kC3vSJ6oGW/B+6W0BeauMgbGCP6EtSZPhG87BydNOq7q92zGgNw8mHT77LOPO/roozkN4j/8C2MKPyifvIPL2KTfi6+//vqgn4jrP/QNa2Wcd1v2228/5z8MCdl64mi2f3X7npafIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgCvUSgawRKqQQL4Ri3xQAO6e1973ufW3jhhSPpynvIi8QLSccRA4f3BOi8d61gkMRQvsEGG4QF5qlTp0ZD43333efGjh2rk2bPIVxgoGTRXBPUIE9iFEuFRXoWsoX8pcMpC4RM7/WrYaHfbzMdyJ3EhUxC3ToVCJCQ1ZC7777biYEd4s/qq68eFu+XW245570MZrOGRAkpLSX5Edl7DQgGJ4ylRQLuYjT3WxQ770mpKGrT9fXWWy+QLSAHYNxOBWMjmEGUQbwXh0Ck4tx7D2zAkmutBAOLEHS95yPnPT+E6Bjwd99996akGESEBJkaNySy987kLrzwQofRAhIrxB6eIwYV6oRgQNFES54LpEcIjLQL7zGigaQneZc9QjDFmCSC0X7ppZeWn9ljp8QobfSApAbhKkdW5mY77rhj6B+tyqBJF1JA2ijGTYhqRbh7zx2BJOG9o0qycARHniF9Qci8nbRFv5Wo895AQt8VMjIZe++QDQSgY445JtS94eYtflAP7/ExxPCewLIEj1xySJ2QrXMCyRpCnxAedRyMfNtss00g5I4fP14HBbI0uKUGZHCnDdMmEHCkT2hBr0EGRdDPkE06lbLEKIgfGC5T8d4ynfc8FccGHY6BznsmdLPPPru+3HBOX4XcrXU5Eeiv3kNwE7m8IbH/AUkenFJDJjry9NNPj/09TacJ8joMwybGT4ihwyXoBfR+Wme5H+MYZZh77rnlUsOxjp7w3nuCTqdvYpxNRY99tC/KkQpkLvoNhmhwp31D0GMMhiSODqK/C2k6TZ/+7nRMr9rXeok7da46F6o7LkKgox8iRc80BLb4V1dPUHf0dG4+QV8/6aSTwnyyqAi90hOMqRD59fhDGek/jKnMq1rpN+JC3oMooYUxEb3ZiTC38t4vgx5Ox5l0LqQJikUfAMk8LzfHrTumCwGyiNjPeAWZG8mNXVK2KnPQFFMInOgrJEcKT+Pzmw+QGG9lzqPjgBdtYoEFFtCX4znzY+btMq+VAHQkhKutttoqzBNyuEvcqm2mlzrOxpbejOm0mV6NLXXbq6SHwE0/1fM4dCzER+/lryW5i/7GHBKdp4V5Ce948vGiDtPndceW0Vp2jaGc6/cpxqp11llHgpqOVXUcHw6iQxE++vMermPevC/Kb97BWd/JCe0M/c7cKCfMsb13SMdHwlpkXYe2+d3vfjd8GJJ+9Jj7UI4PZVkzQVj3WmKJJcI5HxeyjqIJl4zXEDURwuaYY45w3s1/fCTA+MO8hncl1udMDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQmN4R6DqBUgDz28sGzy3i9U4baSGEQPppJRhl8eglniTaGdxa5dVpGAYmiAgQRCCmQP5ccsklQ3nSvFhYh7yIaLJVuDDC//zWkA6Skt/GMxjtwXjcuHEjXIrBvB2kSNqsEBy0dzXIbn470Vgx2q/fLjj8xjMUHqIGUfx2xaGNP/vssw7PYxgRMdakXk6L6ua3DHMQM/EaBkG3iCSQS++3RwseOzDO4EkMsuCMM86YizrdXhMM/FbSgTSNnllsscVaerwCDNophkGIMZDPSNdKiAfJBNEk5FZphjMM3U75IflA0uXZzzrrrKVviYc+SO7zzDOPmzBhQgNBtkwm4AGxFmMjZC8hrLdKS1uHeMSzwiDKfbn/SAlY4bGX/sKYipdX+qr2rjpSZal6H4hG2sArxCkIwymhuuo9itJV7Wv9gPtIzYWYP0AEQKfTxiGLzDXXXEWQDvt1xmSIw/wttNBCoa8WEYVzhemFnmAc9dtlB90GnnyQ0c5beq7sg3hN+tggj+l41cPrKkL7bze26ucEOYsxApIM4zjzmrL6mTkYYyJzoNVWW61BT+p7DMd5P+i4uvWysaUagiM1tlQrXetU9DP6DHNI+lon7w+MLZDymAsyl+tUR9cdW0Zr2Vs/0f4Opc2wJsR8hLYm78vMlcoKHxTx7sHcnfUZWd8qm36k4vF+xYeQfLCEF0wR7f1SrtnREDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAyB6RGBYSNQpmDJ1/hc7/RLeQyTbPWMJ4AiLzPp/UbiN+WBBILktq0diTLYPYYHAbYKl63MMSToLTHFEwR3zm2rPjwlslwNgWoI4GkKDysIXlfQpSaGQC8RgPggnoHwoCMe5npZpkG493DOhTCUYyBHqng9HAT8rIyGQBECWifhPRov0iaDh4B+jja2lH9+wzm2lC+FxTQEDIFeI6A9W0pZ8Ir8pS99aUQ/HJN729EQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDIGRRqCrBEq2Z2YbPsiE2hvEDTfcELbrpHJsZch2q6ng8Y8tG9lCS28ByVf/bIF30UUXhSSQgWR7ozSPkf6N9wrxVsOWuMsvv/xIF8HuVwMBtlvHUxBbgc8222wxp2nTpoVtkCHIsk3vTTfdFD3k0R7ZAhvBa4mR0SJsdtKnCLAlPG0Zz4Xbb799Ww+XfVoNK9aAIcBWf88884zbdtttGzwh49UGYgse3pApU6YED1IDVr1hK26v5kJ82IJXLmTTTTdteGbDVlnL2BDoAwQg3R111FHu3nvvDaWxDw364KG0KIKNLS3AaRHUq7GlRZEsyBAwBPoMAXZg4b0Rj9/sLMEuAfyZGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhMFoQ6CqBUoiP888/v1tzzTXDl+oYJtkOSATCIaS1VPDkJ8RItjZi68MZZpjB3XfffWFLPOJznS/j+3Xbo7RO9ru/Edh7773d1KlTw3aleDalXUL4EVIspT/vvPOip7T+ro2VzhAwBAyB/kEAr6d88IDwUcVb3vIWxza/d911l3v55ZfD9b322ssde+yx4dz+vYGAzYWsJRgCI4PAoYce6u65556wla/cEU9bl156qX1oIID04dHGlmoPxcaWarhZKkPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQGD0IDAuBMgffyiuv7E477TS3wgor5IIDyRLvk0XCtskQLcaNG1cUxa4bAh0hsO+++zo82eQEEvCkSZPcFltskQu2a4aAIWAIGAItELjkkkvciSeeWBjj8MMPd+hgPKOa/A8BPjixudD/8LAzQ2C4EKCf6Q+8Nthgg7B195gxY4brlpZvFxCwsaUaiDa2VMPNUhkChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGwOhBoKsEyldffdXJNpBsGfvaa6+FbX/wTMkW1+2IEninYgs9thmTLWdJi+fJIuLl6HlUVtNuI/Df//7XPfroo+6BBx5wzz77rHvxxRfDtty0uVVWWcWNHTu227e0/AwBQ8AQGDUI4NEXL9Icn3/+eTfvvPOG7bonTJgQdO2oAaLDitpcqEPALLohUAEBtinlXWOuueYK7yg57/gVsrUkI4CAjS3VQLaxpRpulsoQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBEYHAl0lUI4OyKyWhoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhMOgIGIFy0J+gld8QMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQ6RsAIlB1DZgkMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUNg0BHoGwLl//3f/7lXX3014Dn77LO7GWeccdCxLV3+5557zr322mtN8ceOHevmnHPOput2oTsIvPLKK25oaMjNNNNMbrbZZutOppaLIVCAAPrt+eefbwqdYYYZ3CKLLNJ0fTRdkL44yyyzOP5MDIFBRsDG9EF+elb2QUFAvzeMGTPGMZYOksi4Z3PQQXpqvS2rjS29xd/ubghM7wiwHvWf//wnjKeMqyaGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAiMNgRGlED561//2mHwnGuuudzyyy/fgPW1117rDjvssHDta1/7mttwww0bwqfnH5tuuql7/PHHm6p46KGHuoMPPrjp+kheePbZZ91TTz0Vbrnccsu5ueeeeyRvP6z3WnvttR3GyFVXXdVdd911te+17777ultuucUttdRS7rbbbqudX68ywKj/29/+Ntx+0UUXdfwNp1x88cVu0qRJ4RZ33nnnsN9vOOvSKu8bb7zR7b///tko06ZN65g4eP/997sddtgh5PelL33Jvfe9783m3e8X//vf/7q3vvWtoZi77babO+GEEzoucquxJc3s3//+t3vyySfDZcj69Ney8ve//9099NBD7je/+Y37xz/+4RZccMEwlqFLZp111pbZ0K8efPDB0LcwSq6++upumWWWKf2xAOkffvjhcH908rhx49zSSy/t3vnOd7p55pmn8N6QxMHnd7/7nXvsscfcAgss4FZeeWX3tre9baD0+SC1934e0wsbSkHAIOFeUIV4eaT0RNW+SkHr6gnm2L///e+DnnjkkUccuoYxfN1113VLLLFExCI9GUQ98Z3vfMcdccQRoSo//OEPg05L69XPv7s9B+3nuvZz2QZJx01PY8tomfvrts8c8r777gtzMfTxaqut1tEHVMz9SM+7+QorrBDeX8u+l9cdW+qUnXHp0UcfDWXnfKWVVnITJkxoO28W7HpZdikDR8rOPEKEZzC9fej6iU98wk2ePDnU64EHHpCq2tEQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDIFRg8CIESghnGy33XYB2F133TUSpgTp7373u27ixInh56WXXure9a53SdB0f9xyyy2DYSGtaD8QKPfbbz83ZcqUULSpU6e2NMCn5e/33902Xn/kIx8JxEm8Cd511139Xv3C8tH/hMQ2EsS8Cy64wJ1yyimhPNNbG9Mg04/oTzmpQqC899573U477RSyO/PMMyOZMpd/P1+rS6BsN7ZI3V966SV31VVXufPPPz8Qp7n+lre8JZCeJU7R8fXXX3fHHXecu/LKK7NRMKC2MjR+61vfckcddVRTWnTFFVdc4caPH98Upi8UpZc4kHMhuKfypz/9KdyXfpWT8847z2211Va5oL67NkjtvZ/H9E4f7CDh3qpuI6EnuH/VvtoqbVk9wbP62Mc+FvVbisfJJ5/sdtlll/Sy6xc9gT7617/+FYhBZT4I+Pa3v+2OPPLIUJ8f/OAHgZTTVLk+vtDtOWgfV7WvizZIOm56GltGy9yfxg/x7uijj3borFQ22mgjh+6bY4450qD4G+/1e++9d/h4J1588+SAAw6I6ydpmPwuGpfKjC11yw5BmY+jXn75ZSlOPNIGNttss/g7d9LLsqfl0e/HhH3zm98MHzGl8Qb5txEoB/npWdkNAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDoBsIjBiB8pBDDnEYOJGbb745eN7SFRjNBEqNA14l3vGOd4RLvSZQ4i0CYx2y4447ujPOOCOcTy//um28nh4IlGzdtf766wcCBoY1iFczzzzzsD7y0WRE1UAef/zxDm+7iBEoq3ugbDe24DXn8ssvdxdeeGGTAbcMgZL0Bx54oPvZz36mH1/wzqINwnh3zAn3PvbYY3NB4dr8888fSJQ5AiSGa0hPl1xySUN6CJv63njQxZOuFgijm2yySQOZijgvvPBC9MBJfLy/8lFDv8sgkVw0lv00putylT0fVNzT+g23nqjTVylrHT1BeubX1FFLqicg8Oyzzz46iusnPbHKKqsEvbb11lu7c889t6GcuR9GoMyhYtc6RWBQddygjy2jZe7Pdsh8IPr9738/Ns1UN6+11loOch47dKTCc959990bPrRM0/P+iX6fYYYZ0uS1xpa6Zf/Vr37l3v/+9zeVSV9A16Pzc1JnXKxb9rQ8Tz/9dNPuKEagTFGy34aAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCEwHCPht+4ZdnnjiiSFPVAl/noiSvd8111wT4/jtj7NxRsPFv/71rxEH7/2vp1U+/PDDY1n8ls49Lctw3Pztb397qN/222/flez9FrlDv/zlL4e8p6uu5NeLTHQ/9IarESnCn//854Ab2HlPfyNyz364ifdoGPuXJ652XCRPoIu4ee80HafvlwSeeBRx+OxnP9tRscqMLXvssUfMn3HIb3kdf7/73e9uez/KJOMXaf0280OedBTSeW9pQ7fccsuQ99iSzeeZZ56JacmDuN6oO8Sz86TKGOYJjNn0nhQV45Deb1k7xBiB0Ff8VoJDfgvbIb9lb1P60047Labda6+9hjwRNMbxxOghv413DJf6xAh9eDKo7b2fxvQqj3VQcdd1HQk9Uaev1tUTntgR+zJ64gtf+MIQdfbefYfQr3/4wx+GzjrrrCG/zbWGJZz3k54QnVT0npAW3nsmi/UexHlXt+egKT72uxwCg6rjBn1sGS1zf0+cjHqKOeQjjzwSGib15/1T5pfnnHNOtsHqOagnSg797W9/C/H8Vt4N87i77767KX3dsaVO2Rl//G4isX6saTBnZg7MXFbqzTE3B+1l2ZuA9BfAXpeZc7/bRC7qQF9j/KVujMcmhoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIjEYE3EhUWi/+Q/jIiSZuGYHyDbJpLwmU2iCP0WB6FDNeNz5VjFoQysRwgqHLZPgQqEugHL6SjWzOdQiUZcYWIVBiyMVoC1lVjKDtCJQYqnVcIS+WRegrX/lKTO89YDYkw2AseXOE5JSK38Y2xvGefNLglr+FjETeGOpT+frXvx7zZvw1GR4EBp3kMjyojGyuw60nqE2dvlpXT0CYFF3ivRp3BG4/6QkpixEoO3qEFnmUImBjy2A8eJmDoqMhPWqBgCe6G3Il82EtvIdJOO+s3oO4Dh764he/GMP56DGVumNLnbLzUZyU/aMf/Wgg9Ovyec+UMTw3B+1l2XU5OdcfSHhPz7HcRqBMkbLfhoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIDD4Cw76FtzfwuHXXXTf46vTGAcd2Rzlpt4X3P/7xj7DNqTcuhORsOcrWpyJsS/qTn/zEeQ8Mjm2W+FtggQXc2972NrfiiiuG7aHmmGMOiZ49PvDAA+7GG290P//5z0M4W2lvttlmjq2MveeecI0tUcePH9+U/tVXX3XeAOC8wcB5b43hvt7Y4XbYYQd3xx13hPLMO++8YSvspsTqQtUt2XxTDFujsxXdQw895MDdG6PDH9tntau7KkI4ZVvXiy++OJx7Lz+O7a5FrrjiCuc93rnFF1+8bX0kjSfFOu8hyM0000xuv/32czPOOKMEOZ7t9773vVDuhx9+OGyNu9JKKzm2NJMtxGPk5IT28NWvfhUisFtjjTXC9tNgQJnZgtx7aXNLLbWU23bbbd3mm28e7i9ZtNvC+9Zbbw1lIv6yyy7r3vOe90jScGTL3ttvv73hGj/mnnvulluWUV+2JUM8qct5A1N4dmwRfP/997ull1469Bm2bAOvIvGkKMfWvbS5v/zlL27NNdd06623nttiiy1C/mxfRtun35WRm2++2X3sYx8LUQ877LCwbbFO5z1aueuvvz5cotxst1kkV199taN8bP/98Y9/vCGaNwiG59Nw8c0fu+yyS6m2+tRTT7krr7zSec97jvNZZ53VLbzwwo5tkD0pzq222mpN2IE77QJhm3LaWCq0U+8dJqRNtzol7pNPPhn6szeChj793HPPBX0AzuRHG8ttoZfeh99VtvAG1xdffLEpO57HMsss03RdLnhPLo7tTssIfeWtb31jS+00/iuvvBLawIMPPuj48x5mQjugr5KuVd1po7RXwW711VcPzwHM5H677babO+GEE9LbZn+XHVu8h7XwbNAl0p8EK/qe9wqZzZ+LbC145plnhvCzzz471LEwchKATmK8oM0g9NNx48bFWOSrt6k99NBD3cEHHxzD77nnHvfBD34w/O4EFxLQLkVnUwbR5TFzf0I/ZIxAiCt9I1zo4j+2cLz22mtDP/3Tn/7kxo4dG8ZUnv/GG28cdGvR7aq2d7bC9F7FQt5bbbWV+/GPfxy2YAdT7s9W5t6g7xiTi6TXY3qdvkadeoG7YHnTTTc5TywIZUAv0748wdB5QrL7xS9+EaLRtseMGSNJwjygG+NizPDNk5HQE3X6al09wXjAeIegz6ZMmdIwv3oThuyh13qC+QTzChHRtdRjxx13lMvhiO7ef//9G66lW3jTn5m30fY8IT3offr/pptu2pBO/6gzptfVM1XnoOhT3nEYb5mzzTLLLLpK8RwdIrqfeSV9MJWf/vSnzntVDnNd+idjMe9NjOeLLrpoGj38Zp7uvRiHc94v5ptvvqZ4vCf4jwTC/JtnMBzSCx1X95mDw2gdW7ox9++nsaVMm6afbrjhhiEq7wmTJ0+OyZg/887D3FAk3RLaE/ecJ+yFYOYsn/nMZySqY72A9x3mOiK8Q8o24HXHlrpl/9znPhfXfPwHRA16mHUR7xldit00B+112WPB/AnrSzxDcPae48P7NusOSPq8wsWK/1hPYB0Kvc57s7yvtMqOdQ7WrZCddtqpSWf7j5bD2hjrUsRlLYN3VcYC1kZy4j3qh3bKNvG0J9a/WFujnY7361+stbzvfe9rWIMjH975mbMjvHdcddVVIQ3vhx/+8IfDO/r5558fxg7W7yhv0dbtIRP7ZwgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGQI8QGHYC5emnn+7OO++8UD2M4xCXctKKQOm3Hg0L7RDwkJRoggEUIkYrgVjlvRkUkowg9nzqU5/KZsH9/PaHIcx7hWwyQlI+FruFeKkzgRzE4jthLFZD0GolVQiUGMGPPPLIQiIQxmiewQorrNDq1jGM+rDgjbBQDjFUC8QyCCksrrPYX0YwEoEBZFSM2yKkh1DJwntOttlmG3fSSScFUmIuXJOAvKdMt8466zQR9iTdJZdc0tBOWhmvIRMdddRRISll5veSSy4pWYUjpM9PfvKTDdf4kdYxjQDxEmIu8ulPfzpgmWs7G220UTB+54wokNf23nvvQJRK8yfPU089NVzuhHgF2RdjCZKSvbgG+Un6L0YPTf4iXOSf//yngxyF5IhZ2ignaeSIUX6JJZaQn9kjegQjViuhzdJ2tWjcvfdHt+eee+rgcA52YgAivpZWOkLiQRTw3sAK26vE41iFQAlBNtdXIJ7w/IqE9kUfLCPoyRxxmTYHwe/xxx/PZgNJBbJijpSG7saAhq5KBeMwehXppL2WHVvS+/G7LIESAx+EbHQdfQKiblmBMCrkZQh7tB+RadOmNRGy+dAA0omIJlhiwITUUlYgqWLgRGjntPeciA4kLG3vufidXIPcDhHbbwHZMlmr+1Zt75C7MXbTjhn/xNitC4KeZt7BMZVej+l1+lovcefefHxx2WWXpZCG+Q9j2je+8Y0QBmlLE7S0fq46Ljbd1F8YCT1Rp6/W1ROaiMKY4j2G5WDIXuu1npC5ZLZwmYuprtAESuYjzAtyY8zEiRPdAQcc0JRj3TG9rp4R/ZuODxS01RzUe51zfrvfUJ+UmKQrCVkLMgzivdM1EFD5uIh5ohAsdTrOGfP4aAAiTCoadwheuY9RpG68mzH37qb0UsfVfeajeWypM/fvx7GlTJvWfRACOP1QBIKZJkRynXUI6bP8PuaYY+KYCXmXj6VEWJtI51fkyXswUndsqVt2+r58QMRYw8crCMRu3hfSdxk+XuOjO6TXZQ+FePMfzwhcWUdiLs54L3PKbhIo0cXMnxCIwvJh2ZvFyB7Q0bI+xUfEiy22WIiHfmeMKHpPR7/zvpYjt2sCJe+NOf3NvNl7uw6YSMFavWcyDycNhH0trdYFdTw7NwQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDYCQRGFYCJUQqCFcQGfB0BeGsyENZEYES70EYhPlyHoHUtu+++zZgpA3vkKYw5kFWZJEer356wZYFXu25koz4sh6PliKQwyCr4GVFPE9KWI5A+aEPfSjchzjcF0+F1BPjgxgPJKzbBEoIhJDxxBDBIjWkETxQ4OlJ7sdiOYvr88wzj1Sl8MiiOwZaJGecxYMAJDEEjwkpsTAEqH94Qlx++eXDlZ133jmmxduNGHoIhLQJYQaPShhlxRAOCZV75kQTKDfYYINAdqK9sVAPiQ8vFnhgAJ+yBEq/tW0kHIEnBpIcyQaDEEYVETzZUWbiapKohMtRt1e5Rt3BAkz8NsNyOdSb+mvBkyJ1pZ4IafGOAfkWQoBcJ6wsIU33gdTLCfmI6LYOrnjbTEWTEk455RT3gQ98oCEK5T/55JPjNUib9DWkHYGSeNpjBV7M6Kt49MHj1I9+9KPwDCBB4pFTi8YdQlmnBEqeyxFHHBGyhFSAJw+eNQRp9IQQC3NkCF0OOa9CoITwgPdXBN0o/bsdgRI9RF8uEtq4SI5AifcSyMwiEAMh/NG38Xgmz492Sf/RwvPWZFbSkR5jeuoVs2x77WRs0WWR87IESiGBoFMxUqJD+YNUiScWPArhqStH+oUEJx6/NIkRIgDtFkImbUVIy+ga7Q0TQ7uQ12m76HNIZ9wfj1/cG2N62s6pI31TPLjpe0v95Sj14zck1049FUs+uSNtCg9ECGMuuh+vxfQXPMcKoZS6FUnV9i4kF8mXcVlI6xCTREdCuvfbO0u0eNR6bqTH9Dp9jQr0Enc9d2DOAal7wQUXDF57ae9aWhEoJV4n46Kk0ceR0hN1+mpdPcFYB+EUYd6EV0/mZRArGRcZH9ERMi/V+PRaT9AXZW5PuYSowbiqx3nC8Fqeko00kY84COkYm/k4R8ZHrvMusNBCC3Eape6YXlfPiP5N5wzt5qDMdYTYyNjEmJ0T9JtgwJxUz2PRrUICoq9ut912wUMYbYIPpEQgaImnYrmmce8FgbKXOq7uMx/NY0uduX+/jS3SF9oddV+GzCZ6jfk7JELmIoxzMj6m8zVIl+JhkLUMPDoj6Hg+SkJ0+i9/+cvx45y6Y0vdshfNs/VHDZASZQzQOrrXZQ/A+n/63ZhdD9iZROtOdJF8KCVpqh55r+CjLaTdO53cQ3Q8c2z9IeZBBx0U16/Q7+QLuZK5t15j4Jz2o0UIlHJNz+Vod5QT4Tret8WTeEqgxDsx7yuyPkUa3nMmTJgQy8b6AOsEJoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCPQVAp5gNmxywQUXDPnF0vDnCUYt7+OJIjGuN/iFuH7b2SFPEInXveeibB7eU8GQ3/Z1yHsvyIbrcnhPjE1xPEEz3sMTORvCvYE3hlEXb0xsCPeklhjuyTJD3rtIDPdEpyFvtI7h1KWdeKNKjO/Jmu2iDxFHMPbG5aF///vfDWm8ASSGg1E78cacIW8sDWn81mBDnuzTlMQvksc8PUm0KTy94LcUj/G94TUGexJmvO49BzXcyy+4D3F/qZs3hsd0+oTyShw58sy0eJLXkCc6Dnliir485LdYD2m33377eN0blGN+PDtPSoxh7U68MSuk9caUllG9ASPegzKfccYZQ34rt5jGk6hiuN+eMV6XE9qw1JVnTv1EwEmeH3E8OUiCWh6l7KSh3xWJN7bEe3sCVDaazkv3h2xkf9GTY2Oefjvuomjhum7vnjTQFNd73RhC19B+UtG4e88ZaXD47YkwsSxpBG8IGuKenuSaBoVnwLOS54JeaCeexBnjv/baa+2iN4X77Stjer+lZ1N42Qs33HBDzAcd5knJDUlpm55gHuPoPkxEyu69SMZwT2JtSO8NujGMOuu27o3GMayT9qp1eruxpaEwb/6Q54SOKRLqJfHoR97LcPwt1+WYw9+TgWN8bwyNt/FeJuN1dJLoIfLSIphTRu+ZJqaRe8rRGx+HaPdaaKMS7gnROiiep7rzj3/8Ywzrxok3jMYy8JxT8UTKIW+QTi8X/u6kvWsd6LeJHKKuIt6TbiwXGKVjXC/H9Lp9jTr2Cnf/4UMce8CfcV+EMUrrVnBPxxmtnwnvdFyUe+njSOgJ7lenr9bVE55YFNszulD6fXpkXGZ+qaUf9IQuj/TbAw88UF8uPE/n55741xDXf6gR8fBeURvC+FF3TJfygnWneob7i+6vMgf1RLxYt9w8Ves5T7LhdlGIL+2DOvgPIGIYJ57IGsNzc1CNuyfeN6SVH1I32l23pVc6jnrUeeY2tjS2hLJz/34cWxprUvyLcUz6GvpGxHtzD9d5X2QeKHE8YVKihKP3JB7DZG7OkXSk8WS3IdYtJD3v/CJ1x5Y6ZdfzS+oggq6Rsnry4ZAn/8ff+h29l2WXsvqPcOMaFO84InrtwhPT5XLtI+s3gg1rIu2EuavoI++5NEb3RNuYD2MLa2RaWCeQ+7DOodcQiMf4K+Hkr58LcbmXhOt1OU+mjNcZQxA9DjEmyL3kuZdZFwsZ2T9DwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMARGEAE89A2LsPAsBjQWSGXRtOhmKYHSe1iJBgIWagmvKtxbFntTQyKkSwnzX8tnb7HFFlvEOCmBUowg5JFbSPfbMMW0ZRaKOyFQQtCUsrMIniNhUXcxtBC33XPQhMuUTCrgYLyR+0LeEeE6Bnz+vCdGuTykja1CctWGAhboxTAUE/kTiFhyH8gXOdFGGuJCNCor0j7FeO09zMX7ca0M+U/fS4iDnRAoKYP3EqWzCee0FepD29MCwUYMJoR7jy46OJxDlBXcyhAoMYBLfIwarQTSk8RN+xLpNCEDwlkZKWtEJS8Io3L/IsN90T01QacKgbIoX7nuvXLEsnlvj3K58NgPBEqt/2hX3itkU3khpQjmRUY9jS1EEpG0vb700ksSFI+0Ucm/THvtdGyJN1Incr9WBEoIXhJPH9FF9DFN4iA8JXlDqpR00h4wZEr/FVKlJtlrPSg6QPLgCJkFUpA2cHJdjJVSRXDX6VLiFPG0riduWn7Jq+pRxh3q227cKXOPqgRKGXP0PXSb02MVcXo5ptfpa1K/XuGuicGMpalo0hbtrRWBstNxMb0Xv0dKT3CvOn21rp7QbVl0C/MXdJT3mBz1DZinZLh+0BPgJyLlr0KghEiUiiZvlPmAKE3fbkyX8oJtp3qGe9WZg2qybKr/yVuTh70HOy5F4UMQysxf7kMUIur3Ht7HtOg5fdE8TOo2HATKXuk4MKjzzG1s0a2o/MdT/Ta2NNai9S90sPQ1v2tBiKzHeUiVvGtKnHQdQto64SLeA2KIT1tkbnfzzTfH9H73CIk2VHdsqVN2PoaTOsm7IvNAIYRSTwiAfsvqGE8TTHtZdgFQrwnoj/KGi0DJfeW9go/ZtNx6661hbUWPM/q9iz4iwvgv2PvdB+Ryw1GTIJlba9HvF/KeosP1OhVzHxFNoORDWxHRmXpNQEj6hJkYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCHQbwgMG4ESj3+ygFvGy5QmUEKCE+MbeWAoLCssyEPiwqjnt4OKf5KfkOUkPwyL7cqpjY0pgVKMjOSferLiHtqLmV5olvunR70w3c4DJfWTsrPgjZcv+cPTifxpo51efE/vTVkFJ445Qqak0UYQucYCv5RHe8Hw266H6yyUC0YYZCUu4TnR2KXPTeJrAiX5awKSxCk6Sl3JWxtEMOz4rT+LkhVer0KgLCKM4TUOfFLjAmQfwU17xNCF0l79ivLX8bX3wFbtQ9LgIUXKAIlXC31dwvBsWEY6IVD6LfBi/hDZtGe5dvfSxqa6BEoMgZAzIFiIntGeHDFwtpNeEyghw2riD/XIydlnnx0xhwgoOoaj6BiMZZKXbrOa5F3UXv0WeTH/Mu2107ElVydpo60IlNorEPHRF7QhLdobLF7otFx++eWxXuKlBZIPeYEVBC8EfSPl0Z7EwFGuc8RIrkXrf+LyPLVonYZu0uF490nz188fT7P0y07+tAGXcmgPadS/LomyCoESnHOiPXqm3td6OabX6WtSz17hron7fktOKU7DEXK1tOlWBMoiPVA0Ljbc5M0fI6UnuF3alzrpq3X1hCY7gC39XuZZlA1SPP1AcNf9nPA6eoL03RTBsQqBMp2bS7mk3u3yrDKmS3mr6BnKV2cOykdIcv/0QxvyZmyj7sRJ5/LaG2yR5+GLLroothnGCy29JlD2SseBgWBe5Znb2KJbUXkCZb+NLY21aP1L62fmGryzCCly4sSJITFzQdFT6ZxU2htHRM9Lmachd955Z0x//PHHh2v86+bY0mnZdTlF9+JxUuopcwRNUtTe63tZdrCbNm1aLCu6UIseM3Mfzuq4nZ5DWBSM5P1WE2y1h1J2gZC44iWSDzLlGu0s977Ge5te1+K5aEnbrA6Tcz2Xk/FFEyilPMSX9q4/hGUnAymnnq9I/nY0BAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUOglwgMC4ESQyTGJRZHWfQXokirimoCpSyqyjElOOTywTuAXtSWtOkRb19a5Ct44mnvBzoOhlnJRxtptfcevUWVTsu5YMGxnXRCoNRGTClfuyMeMYtEe3zIbXeo02msxYOiNnKJxwnSiCFXez/SW0wVecAhrRgcxXjENS2aQJkSmHS83LkYr1PMioheuTz0tSoESgiBOdEGbh2ut97KeYYgrva6VEREkTw1kVU/HwnPHbVnUEgqWsR7BpiWJbN2QqBEF6TPi7bG1usYssSQo8sk590gUELMFhJcWg79Gy+B7aSXBEp0NLhJmVv1909+8pMxnsRvdxRiLXhJXLYDzAkEDonTrr1WGVty95T7pcZqHTf1QCnGah2H8ohxkDw1SVGPG+g47XUI0qiI6DjSiy4lTMYNrouhXdLIUesJCOxaKIsY36W+eLXR+epwTZ4WnS3pyhzRp1q01yjSE47XG8iUtAvGz06kCoESok1OeJZSJ0jQIr0e0+v0NalDr3Bn/BBMi3Q//VvitCJQdjouSt3lOJJ6gnvqPtVpX62rJzSm6KLXX39dYIhHPb/WXsOJUEdPxBt06UT0kRBu2mWr58CQN3Ii87wiT4h1xnQpb6d6RsopZZM+Iceyc1Dtve3++++XbIfwdCd5MVdPRc/T6Cs5afVxmcYd/HIidSvCPZem7LVe6TjKV/WZ29jS/HTLzv37aWxprkXrK1o/Q2aTd2fakcyT9YdG9E0temxBt8vHi+gcmUPpnS70h5fdHFs6Lbt+D91jjz2GWKORvnPOOefEKup1A9YFRHpZdnSi4MxcOH2vlGeIju02gVK/J0B0RPQ7N/eU8sg7JLiKHtfvuTIGtDvyDLRoAuWLL76og+K5btd4G0U0gVJ/bCbvOHoHA03+FKJozNxODAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQ6DECw0KgnDx5cjTeQWwqI9rAmy72soBdZJAnbxZqZWFepyWd/Ml1FnK16IXwIkOg9qzIor4I2ydLvq3IZ5BWiIchpJ10QqCUbbzIG2Ol1LXV8bbbbssWAQ8ApCMvsGy3oH3LLbfEusvWr9rQQz48M4zznPOnvTjoxfMcMUkKieFF0ueIuJpA2W77aclTjmLglfz1sWj7ckmbO1YhUHbqCVG3xSLSm8YEI0crwaAh9U638SpKx3OQ/qZJq5pwxtZvZaWsEVXyo+2JQUbKLkfKlZI6JZ02LHWKO3loD5P6ftLfdPtPDVJSBn0U4xd5iUFMh7c774RQlualvZwUEX4kjd4OjjpKfVsdxTCsjYE855x00l6rjC25e8rzow5For0CEV+TI3Waz33uc7EP6TEEw6rch34oRMu0T4oeou1q0Z4pU3KkxNPbuObaNARpnY+UhyNtVI9/un76mes0rc7TsRWDLh5LRVekaWlLGOXLSiftXe6ptwzU99EESq33ej2ma9w77WtSv17hLvMcnnOR6PbWikCZa8vkqQnDRffg+kjqCe6n+1infbWuntAevFJyJGVDIK9I/8v1iap64o3cu/df+m0VAqXWvbpEol9zRL66Y7qUN4cpZSjSM1I+KZs8G30sMwfVXtKYT4jouYV4epMwjjIWcf8igbwj5aGNaek1gbJXOg4Mqj5zG1t0C3rjvOzcv5/GluZatL6i9TPkRulTei3hiSeeiNf5QEuLHlsgHkp60ohoPaO9CXZzbOm07HjIlbLy/OTDM+aJ+kMhPabrj3h6WXat3yhHKnoekwtP43fyW3ubxFM6osmKYCrbY0u/0B+sssYjuKOrWr2nSRiez7VoAqW+rs81BjKH1gRK5hQifLhMmfR78Q9+8INYzpdeekmi2tEQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDIG+QKDrBEo8IsiiLgummpTRqsaaQMmiL6Q8vbCekk50XppkR7wnn3xSB4dzFoopT0ry0NsYpVsbSib6639t9MCIJwvVmkgm6eQo94YQ0U46IVDqskMqqyOaEKk9WBTlqbeSxmAjngzBV7Z4xqOnNoLIIjt5TpkyJWLHVl1FIl4gwDm3zZMmX+nF+aL89HVtvIbwp7cc437ag4JOV3Q+EgRKCEfS5lKjh5SLbYAlTqt+o9ta6vVE8io6yrbs3AdPI4jeFpct5cpKWSOqzo++R7+kfkIGkDpzxDiTShkCJR7yJB+dXrczwiH4YBDXokkqZdqiJjmMJIFS6zN0dStyOvXTW7WV1eeCC4Y+wbPI06z2vtOqvVYdW6Qs+ihlQje3EonHsUj0tvLoNZGct1R0jsYQnSb3SMcm0aOEP/TQQ5Jtw1EbLE888cSGMPlBX4EMg9cuCFYQc6TPao+HEr/bR4yjeJ3Eq5qQT6TOHHPjda4MI0Gg7PWYXqevpZiNNO667EX6jO1F5dkPF4GyF3qiTl+tqye+/vWvR0w5z4lu16kXdonfaz1BOUQ/jASBshtjupS3GwTKqnNQmSNTFkj/emtvyFc5EUILaYqE+bv01fTjB00wqkJcLbpnp9dHWsdRvqrPXPfBXrwvav2s5yCdYk78buFedu6vy97LsaUKVsx9pB/JMSVz//rXv45x0ncHTWaT9Gl/5ONECWN+L1J3bKlbdukrUjaOeh2AcmpP+H/729+k6EO9LLt+N2POnv7p+lBHwlt9RBsrVfKEdwHuIWRa8uc3Xvw5fvGLXwzvbVIO/aGyXiMosxNCrki6zeU8WpOGdwm5vxBf9fuIEShzyNo1Q8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEBgUBLpOoNRGN75QLyuaQIlXGAQjDaRDWaTFq1AqmnyDUUK2tNLxtOEqJanobaI0OVKn1wbqNI6Ur4gcSXnEiFAUR99Lk9qKtryV+JoI9e1vf1suVzpqLxeQI8uIEEMhul555ZXhOZ122mnR6w4L7JrkiWFXBKOrPNeiraiJK+S4Iuy0ETw1PMm9io5ilKBNSLvRWwNCLtNlLspHro8EgVJvi1ZENtNE0KI4lFl7IcRTYCeiibHiLUyI0+BKnysrZY2oRflBQoOo99GPfjS2KUgFqWgvL3jGywnb4km71OGa8KuNVTqOJniVaYvaSEc77lT0/a699tpSyTF0Sf3QS08//XTbdNRF0nRKKoYcJ2mLMNFlatVeq44tuQpKmdoRKEW/E7+oTWtPwNobDcZguY8ctXGbcum+CklAi/ZsWeSpUXubKUN81/lDnJWxKR0XdbxunkPwYXwXAzG4tBvn5P6dtHepVxVikzzzojFnOMf0On1NcModRwJ3+q6085QcKWXSRMM0ThmCu/6oRvJMj73QE3X6al09ob3QFpHUmUvLs+n0Y4myegJSFvNA/ae3lU6fU+639NuRIFB2Y0yX8lbRM9S/G3NQ/e5EW9DvBYTlpMyWyMwppM2Qrxbt8Y7twlOBdCNpU7KYjtuNNiP5jYSO4151nrmNLfK03jiWnfv3y9hSpb3q/ih9QrY8FjT0GkOqw/WcgPSQn1NSmx5X9Vyx7thSt+x6nkfZ+YBCC3Nq6U+E6zl2L8uu383kmbU74j08J1XajOwMwfiAB2HuTf7yDsu7tiZKikdK7q9x44PAKqIJlH/5y1+yWeiPDeVjQiNQZqGyi4aAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCEwgAh0nUCpCUh4ZCsr2giot5nGOCcL1yy0p4YH7aWAr/Jzohd1U6KIJmXI1/5pHkKMoxwpgVKHyVf4Or3Ov4iQoePjXUPqi2fNVqLJN3gSqyraS1wRySmXtxi1qBcGZMoN1kLyg5wkhtrUaK89WObIbtxPvFqSb0oukvJ0g0CpDR+QY6TM3LcTPKQtQPpsJXWIIhiYpH1gXEkNadxXGyWLCGn//Oc/o+GKPiEE0lbl1mGUQ4z/4Pf444/HcnXq9UKXN+3f+p7tzl988cVYJ3RFKnprtEmTJqXBwXgndQJjLdoTCwSdnHz5y1+OGJRpN3gQlWeJh8BOReuWMgRKDHliwOe+P/3pT0vdEg+xUk48T3UibNUnaYs8nwn5mnhF7ZV7Vh1bcuWVMrUjUIqOI35Ov5O36D7ipO1XSMWE5TzUaK+tl1xySUNR9RZ3ELtzog3vZdqAzgNPlIJDESlYx+/muR7Xy5KlOmnvYpSvQmwSPV70zHU56E/tpJMxvU5fa1cOwocTd63H9TaiUi5NxAPb4SJQ9kJP1O2rdfSEzLfA9OCDDxa4G454sJW+jqfDTqSsntAfxci9+KCmE5Hxt2i+l+ZVxxNiN8b0OnqGukh968xB9RwY3aU/JCn6MEOTsqZOnZrCGn5/+tOfjm0Gnafl5ptvjmGcpyKkH9oBZSqSbrSZNO/h1HHcq84zt7Gl8WnpMSOdO+mYOl4vx5Yq7VV/5El/uOyyy3TVwrnus+y+oYWP20SfckzDeQeUNslRb49NPnXGlrpl19s8o+t4R9MCwV7qlpsf96rsvBsxNy/60x+cshsD8dK1IalnlTZDXoKLeHrE0z0i73BynXjpLgLSHliLSNuDlKvVURMo5YNmHZ/3f/m4lfuL6LU280ApqNjREDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAYRga4SKPU2VK2IMDmgigiUxNVeDCHbadKY/to+JUeSloVeyHuyGJ3GIVw8KRIHQqaWdPE7XSTXhnNIjHqbac71QnQZsgX31gvTrTwgUnZtYKCsRUI+06ZNywbrLbRaGbHSxNpDDdixaC/PRrYIFNxTL5MQ9nTZaTupQMST9BgocqKNx2VIazqPnPGacIxGEsb9b731Vp2s8FyMo8NJoOTmmtQF+UwLJDndfor6od7yLW3TOr9W59o4yMEITAAAQABJREFUpr1RpAa+VnkQpo2j7dof3jCKyJ70N+nLPL9USCftiXhpPtqTF/G0aE8suXbGtulitCJtLo7Oj3Pdf1KvM2nc3G9N5GpHnkNXaCNtzoibuwfXNEEHXPFmViT0ndSrpdYv9957b0PSVIcVtdc6Y0vDDd/8odtBLlyuaYwhlKTyxz/+MbYp8qQ+WjD2y71SkjskZjGGEoc2pEUTzognulXicC9p76TP9bu0jUtayPdax0Eu7ra0+oBCt6myXnL0s2jX3qUvViFQ9nJM17hU6Ws8w17hrvsC7VK8Ekm7wlOx9AWOw0Gg7JWeqNtX6+gJ8JW5B7jipSoVPWdIidrE7YaeSOfKlKVTAqUQU2j7ZYgfdQiU3RjT6+gZcBcdrAmUXO90Dqo9oEofKxpLyZ85rcRjXpA+f+0JnzqmRExNfMJbWiriQY17DAeBslc6jnrWeeY2tjS2lLJz/34YWyh5VR3Hx5nS39LdInSeuY+MmOeJniCP9EMeTQQ/8cQTGwH2v+qOLXXKrr3LM4fVRD90js4bj8Cp9LLsaVn0b/3uq73O6zhyrp+vtIF24yLvwRJXjjK/1+sihOU+QKUdSDrZIULKo488A8lXX9frVnyQote1iKdJvXgFFzECpSBhR0PAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAYdAS6SqDUi66dbvXaikCJAWHXXXeNC8Lplp/auHDWWWcNcW/SsHivvRGxoJwSKHmAmsiEcQxSGl4Z2aZOjGWyGJ2SzbiPJsFgEMCDJn+HHHJILDPpiVdGtGcB0mAkZmGav5ScpEkl3AMPVpAwWBiHoMPiOHhRj5yHB+3FsiyRReog20kJNtr7Ec9BrnNkwT2VW265JcahfHj2g+gJKfacc85pCEsNuJLXcBAoyfvOO+9suH9qsMW4zzX9p43/+jrnuvx1PFBSNu2ZE2zxvIoR58Ybb2wgpRKWM6KDsfQZyJYpMYt7lJGcYQjiTCuhXabYaGMU25LpcAihWtAx3AMSyOPe6yXe3XgW9FftMQmvIDnBs5W0S0iOtDXucd1118XrEq7T67ZOW0U34EWVbSPBXpNWSV+GQAkZVO7FkfLT7ujn1AestECq0NjwvCU9BGMdlm67pj0Vgh8eyej7ub8cQVIbutFJEDDk2UC2AAPZXjcl6GijGu3uZz/7WWhzGMX1mEFdcu0VDHS8TscW0qNDMTTLn+DGs5RrHG+66SaiR+EZgJfE57miX2lz6F4ddsEFF8R0cqK9npIHehHiGH1HE0vZgjEnmojCWMaYxphDe9SecotIKox3lJnnQ3/hWehnSZnKtNVc2dpdA1vGbUgj1BkjLG0GvS+6kvvT93JSp71zb/KuQqDs9Ziun0+nfQ0ce4k73g3BnT/IIJMnTw79ne3l5boch4NA2Ss9Ae51+mpdPaHJ/4xF9HfGeXSznovRNpgXptINPZGbD7QjiqTl0ERPniWewH73u98F3ZUjhtYhUHZjTK+jZ6i7zMNSAiVh7eagxBHRhEbpX4xPRcK4pj9gYr5Ef0T3QULW4xof26TCfFbqzv2YDzFvYGzkYykpA8eisYk8q7aZXuo4qbeNLZ2N6XXn/r0eW+q0V9YDdJ9gHYH3B9559bsD8/ScnHrqqTE9uhr9zruLXjchf+b1qdQdW+qWHd0mdWeeyzsHBEH93kef4l0ulV6XPS2P/NZl51m0kqo6TsYGsAMfITFyP8GTI2VJhY9XRE8Rh63TGe/Q78wL8BDMWpHo+TS9nkeRnr4n7z20B523/uhYv+uZB8oUVfttCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoOEwAwU1nVBHnvsMbfZZpuFnLbeemvntxvqKFe/TaCbOHFiSHPppZc6TxxoSO8Xb503HDhvuAvXvWcC5w0P4dwTiZxfmG+Ir3+suuqqzhM33JNPPumWW245R3wtfmHaHXfccY48c7Lzzjs7byAMQZ4I4LzhsSGaXyB33kjovEGk4To/VlxxRTfzzDM74iy11FLOLz43xUkveKNBqGsuP09SdIceemhDEk/ccZ502XAt92PzzTd3npzREHTYYYc5TyAN1zzZIZS3IUKLHzQdsJVn4g2nbocddggpvKc5t9NOO8XU3pjr5p133vibE9IfdNBBjvu2khzmEt97tHB+MT/89IQk5w3wEtT2uPbaa4dnRh08iacpvjdaOb+1bbhOW/PGLTfTTDOF354U5DxBtilN0QXvfS7UlXDdV2h3e+65Z1MyT6ZzV199dbhO/FQII05OvMdV572chKDddtvNeYJUQzSdljDiVJVNN93UeWJWTE578saX+Ds9oR+vv/766eXC3+uuu67z2xfHcE9Qbtte5pxzTucJJaG/xYRvntxxxx3OkyjTy+H3/PPP7xZffHHnyQjhd4r75z//eec9N2bTcnG77bZz3jAawsu2RfqjN4Bl83zwwQfdmDFjYtjGG28cdFi80ObEk+2C7iGabsttkjnvDdNtueWWDdG8cdN5gnVb7EnkvWEFfagz0O1ZX+d8kUUWcZ78GS7n2qvuL1XGFjJeZpllQv7t/q211lpR10tcbyB0e+yxR1a/Sxz0PHp0ttlmk0vxePvttzfhEQP9CWk9edPNN998+nI4Z9zad999nScWN4XJBdo7+mvZZZeVS/EoOi5eSE48wTGMfbPMMksSUv/nKqusEseGotzAm7rncKvT3uXetGPacypaB3oSgltjjTUaovRyTK/b16TuDRVKfgwX7p70Gtor438qtFPmdTLee4KYW3TRRWM03c+rjIs6fS/0RN2+WkdPMIf1Xqec9zYV8cydFM2luqEnGK/SufEBBxwQ5/W58qTX/AdCbsMNN0wvx9/pmMw858gjjwzhzMlWWmmlGFdOpG7oE0/ul8vhWHdMl75WVc9I2arMQRsq4n/Q5hmrEN41/EdLboYZZgi/c/8YU/bee++WOppyMf+aY445mrJgvl/0nke9PJkr5J3DXTKr2mYEd8kndxwuHSf3rvrMR+vYUnfu38uxRdpX1fZK+rPPPtt5Mrtk1XTkfZn3eHnH1BH8h1rhvarV+sGkSZMc87mc1BlbyK9O2T1Z0u2yyy5xjp+Wj3kBc8DVVlstDQq/e1n2bIH8Rf0+pdeicvGrthnWeeR9knd6WeNhfsg7g4gnuDtPhJSf8cj8ypO8W+p3iZyOq/o9m/fi3FoUaffZZx939NFHSzbOf/gXnjUXaKuMQ4iMTfq9+Prrr3esZyH+Q19HOzAxBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUOgXxDoGoGSRVTvuTHUCzIHhrdOhDQQdBD/ZXyWZOW33HMYZBEWdadOnRoJRqSHuCNkvhDJ/9tkk02c99AXFnoxGLLwLAZ8iSNHFsLJR8gqkLf89khu4YUXjqQr7+kt5Clp5Ijh13vbcSxas9gMKWijjTYKZEcIZRAKIPrJgrikKzpCosRA6b0NNBDUWFSXRWedlkV6noGQv3QYC9OQT73Xr0g6JRzDhhBVwYm6dSoQICGrIXfffbdbcMEFwzkG/dVXXz08jxxpNUTy/yBRQkpLSX6Ee88HweCEwbJIMCyJ0dxvReg+85nPFEVtur7eeusFow7kGUg0qWCoADMMnoj34hCIVJzThjAylBXIwdJ2vSeIaPDAgL/77rs3ZQMpQEiQqXFDInvvTO7CCy8MRgvaPW2b5+g900VCEAYUTbTkuUB6hExMu/AeI2Ifknw7OUIwxZgkgtF+6aWXlp9NR+8ZsaENNkVILkBc1cRmSGoY23IEHZLuuOOOoX+0KoMmXcjtaKMYNyGgFOHuPXcEMpb3jirJwhEceYb0BSHzdtIW0WvoPPqu1l/eU0sDsaxTQpn3MhKNseimHJGsoSJv/oDUCdk6J7R7iDpCeNRx0HnbbLNNIOSOHz9eB4V+Dm6pARncacPUDQFH+oSWumMLeZUlUEL88F7N9O3DufeW6SBBy9igI+y3336BTD377LPryw3n9FXI3ZpsTAT6q/cQ3EQu14nRccccc0xWR5H+pJNOCmOUTiPnmiAv1zhi2MT4CTF0uAS9wMcKaZ3lfoxjlGHuueeWSw3HOu1diElFRDo93+A8N1/p9Zheta/1EnceIO2VOZf3NBqePfpxgw02CM+aOZuQru677z43duzY+Mzrjov9oCfq9FWAqKMnSM/HNOjTlPDAXOr000+P8wLiaumGnoC8R3/TwpiI3uxEmCNcddVVQQ+n40w6F9JEaPqLJpbIPWWel5vj1h3T6+oZKVuVOajUT46M74zzCPNH5oHthHcA3rty4xrpaRdF5Hrmx8zb9fyM+/HeA+Fqq622CvOEHO5Srqptppc6ru4zp+6jcWypO/cHt16NLdwbqdpe30jtAoGbfqr1M+MjxEfv5S/O1yW+PtLfmEOi87Qw7+YdTz5e1GH6vO7YAvm8atkhz7J2AcFOC/oanSXv8DpMn/ey7Loccq7fpxir1llnHQlqOlZtM+hV1rSQ8847L+hTyZy1BN4bkV/84hfZj68Io53xPsXHBTlhju09hTs+EtYi6zq0TT5u5iMu1gy05D6U40NZ1kwQ5npLLLFEOOfjQtZRNOFSr6EQliPph8T2zxAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMgR4g0BUCJUZODIFISngayTphDMUIj1EQz0bLL7+8m3XWWTsugt/SOHhuwXMkoo20EEIg/bQSvCLqxWAxuEEuSslXrfKpEoaBSTCAmAL5c8kll8waQbX3HUhjfsuoKrfsShq/vZuDpOS35w3EPjAeN25cV/Ke3jOBFEmbFQKX3zorknwhu/mtfyME2lurJnXGCANy4rchDf382WefdX5bskBYxliTejktqo7fbtJBMMRrGATdBRZYoChq03W/PVrwIuq30Ate/yALzjjjjE3xpucLgoHfIjaQptEziy22WEuPV+BBO8UzJmMGZFPStZJ+GVukjIwxlB8yACRdnn0nYwxelCDKzjPPPG7ChAkNBFm5R9GRfg4Zkb+FFlookEKLyIc6D9o6xCOeFQZR7sv9R0rACgM6/YUxFS+v9FXtXXWkylL1Pr0c06v2tX7Anf4CAUu8ah1++OGBCEw7xOtQt6Tf9ETVvip41NET5AEeEPCZh0Ielw9bJP/csdd6IlemkbomfWyQx3Q8mfstgQNkEI7aja0aW5kPQbhhTINwK31Wx8udMwdjTGQOhBc5/e6Ti9/Na/2g4+rWx8aWagiO1NhSrXStU0FGo88wh8RzeCfvD4wtkPLQ8czltBfn1nd9I7Tu2FKn7LR1yHK8BzD/73Qe2suyl8G2X+PQZlgX492Btgbpljk487CyAumbOQXpWJ8pOz6Uzd/iGQKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAh0E8IdIVAiTcQ2eq4yHtkP1W607LI1/ik6/RLeYwkeGJB8FgoXjbDhR7+w1AKsRPJbVvbw6LZrWsiwJaLspU5HhX1lpjiCYJb5LZVr3lrS24IdBWB6X1s6SpYltmIINCvY/qIVL7GTfCgtf766wevSEUe96pmb3qiKnKWbnpAQOskvEfjRdpk8BDQz7Gf3hf7HcnhHFv6ve5WPkPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQ6C4CXSFQsm0vhDy8S22//fZtvZB1twrdyY3tmdl+EDKh9gZxww03OLbgRtgemO1WU2GrymeeecZtu+22DV4T2YYbIxjeYJApU6YEbxNp+l78xnuFeKth+1K8dZoMDgJst47Hv3e/+90NXuymTZsWtkGmP7JN70033RQ95OGFgi2wEbyWQGYxMQT6GYHpYWzpZ3ytbHkEBnFMz9dkZK/i/fiaa64J24ni+VCEsecLX/iCu+iii8IlCI+y1aPEqXM0PVEHPUs7yAhAujvqqKPcvffeG6oxPX7ENsjPJy27jS0pIuV+92psKVc6i2UIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAtMLAl0hUE4PYIixf/7553drrrlm2FoKwyTbrYpAOIS0lgreNyEEIBAw2f6OLQHvuusu9/LLL4fre+21lzv22GPDuf0zBOoisPfee7upU6eGLbjw5kW7hMQrpFjyP++886L307r3s/SGgCFgCIwWBGxMr/ak8WosxEi2eVxxxRXDBzX33XefY+tPhOuTJ0+2LSCrQWypDIGAwKGHHuruueeesJWvQLLRRhu5Sy+9dCA/YpM6TO9HG1uqPWEbW6rhZqkMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ6AzBIxA+SZeQqDMwbfyyiu70047za2wwgq5YHfJJZe4E088MRvGxcMPP9ztu+++wUNnYSQLMAQ6QID2hCebnEACnjRpkttiiy1ywXbNEDAEDAFDoAUCNqa3AKdFEB+c7LDDDoUxtttuu/Ahybhx4wrjWIAhYAi0R4B+pj/w2mCDDcLW3WPGjGmf2GL0DAEbW6pBb2NLNdwslSFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIdIaAESjfxOvVV191v/nNb9zDDz8ctiN/7bXX3Pjx4x3ESra4ZnvyVoL3P7wscXz++efdvPPOG7brnjBhQtguuVVaCzMEOkXgv//9r3v00UfdAw884J599ln34osvhnZGe11llVXc2LFjO83S4hsChoAhYAi8iYCN6dWaAt632U6YLVefe+65MHdiXMLzZNFHKNXuZKkMgdGLgGxbP9dcc4V3lJx3/NGLTn/X3MaWas/HxpZquFkqQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAoj4ARKMtjZTENAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUNgOkHACJTTyYO0ahgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChkB5BIxAWR4ri2kIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGALTCQJ9Q6D8v//7P/fqq68GWGeffXY344wzTicQt6/Gc88951577bWmiGPHjnVzzjln03W70B0EXnnlFTc0NORmmmkmN9tss3UnU8ulpwhoPTLHHHP0tCx2c0PAEBhMBF588UX30ksvNRWeucm4ceOartuFwUdA5gMzzzyzm3XWWQeqQnrcG23z54F6UFbYriDwr3/9K+TDvJ35+yDJ66+/7vhDbI46SE+ud2W1+UjvsLc7GwL9goCe59nY0S9PxcphCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhML0iMKIEyl//+teOBcC55prLLb/88g2YXnvtte6www4L1772ta+5DTfcsCF8ev6x6aabuscff7ypioceeqg7+OCDm66P5IVnn33WPfXUU+GWyy23nJt77rlH8vbDeq+1117bQV5dddVV3XXXXVf7Xvvuu6+75ZZb3FJLLeVuu+222vn1KgOIJL/97W/D7RdddFHH36DIV7/6VXfqqaeG4t51111ukUUWaVv0ZZZZJsTZbbfd3AknnNA2fr9EuP/++90OO+wQivOlL33Jvfe97+2XonVcjscee8y98MILId0aa6zhZphhhsI8ID0Tn7GEeMsuu2xpwj1pfv/737uHHnrIPfLII27MmDGhfa+77rpuiSWWKLwnAaR99NFH3X333RfOV1ppJTdhwoTSZCvK/fTTT4d7c39+L7TQQm611VZz5NWqztT34YcfDvfn44KVV1453HvhhRduWeZ+CxyUvvb5z3/eXXbZZU3wMWZ861vfarre7xcGBfd2OA7nfETmA1tuuaX7yle+0q4ofRU+mufP7R6EjS3T19jC89xss83CYz/++OPdHnvs0a4J9FX4EUcc4b7zne+EMv3mN78xEmUPn86gjIvT03xkenpvKdt0ead+8MEHw3s17xyrr766o+2V/VCYNRjeO5j/rLDCCmHNouxaTN33ltFcdv18WRMBC2SxxRYrtbag03fjvMr6Rjfua3kYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKjEYERI1BiKNpuu+0CxrvuuqubNGlSA97f/e533cSJE8O1Sy+91L3rXe9qCJ+ef2Cwh5iTSj8QKPfbbz83ZcqUULSpU6e2JRmldejn30KY6BaB8iMf+UggTkLag7w3qEL/EyLhoBHzIL6cdtppAfo777yzFPlTjKgf+MAH3CmnnDIwj+3ee+91O+20UyjvmWeeGcmUA1OBNwuKUWqdddZxL7/8ciAfQ0LOeZXCEHjjjTe6c889N5AJpZ733HOPW2CBBeRn4RG8PvaxjwXSdC7SySef7HbZZZdckMPoC8GWMqZywQUXREJHGia///rXv7r999/fUYacMDaeddZZTUFgc8YZZ7hLLrmkKYwL6OfDDz+8tCE2m8kIXhyUvnbiiSdmMR90AuWg6bi0aZadj1x//fVBR0BWOPDAA9Nssr9XWWWV0L8HkUA5mufP2Yf55kUbW1x47+rnsaXTvqoJlMcdd5zbc889WzWBvgv79Kc/7a6++upQrgceeMB2GejhE7L5yMiDP728t5RFjg9ujjrqqKborBNcccUVbvz48U1hcuH55593e++9t2P9LJUDDjggrpmlYfK77nvLaC274CdH9PT2228vP12v1uaqrG/EQndwwsfusu734Q9/2M0///wdpLaohoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAobA9IHAiBEoDznkEPeDH/wgoHbzzTeHr+81hGYAfgMNPAy84x3vCD96tUgrzwVSJ2QCZMcddwxEHgmbHo5GoGx+imwlv/766weSGQYeSLNsaTooUsXAMChG1PQZTC+GyCuvvNIdffTRoXp4D33/+9/fUFXa5Pe///1AnHzyyScbwvhRhkDJ2MMYpGXOOedsIERShn322UdHCee/+tWvmsqURoLUufXWW6eXw288l0DywNutFn3/TTbZxF188cU6OJyLV1sJwAsw5FK8UYqgmyENl/VmI+l6cRzUviZeoo1A2YtW88Y9O5mPHHTQQe6HP/xhICdh/C4jRqAsg9JgxbGxxbl+H1s67atGoBysPtjPpbX5yMg/nenlvaUMcpdffrk79thjC6NCTINEybw+FdaCdt9994aPa/U7A/H5aJP3lpz3+rrvLaO17Olz+M9//hM+QtDvXL1am6uyvpHWp8zvb37zm+5zn/tciHrDDTcEr6dl0lkcQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ8AQMAQMAUNgekJgRAiUf/jDH4IRD+AgmUA2ScUIlG8g0k8ESu0pZfLkyW7FFVdMH9tA/+42gZKtgf/xj3+42WabLWzJO4jg6H7ItnEYcAZJqhgYMOixnTJeDNl+fVDkX//6VyTSveUtb3Hjxo0blKLHcuJVcsMNN3R//vOfg5eLn/zkJ6H/xAj+RG9bpq/LeTsC5TPPPOM22GADie4+/vGPB0+TPGue+x//+EfHFrgYMVMSJOEQUIS4ieEMUuOss84a0qAjRXLepP773/+6zTff3D3++OMh2sYbb+wOO+ywYJCCmPz3v//d/ehHP3J/+ctfglcTyYvjHXfc4fbaa69wCTIzXihFBzOm4k1TPBdDFBLivc6j384Hta8NOoFyUHHX7beT+UinpCzuYwRKjfbgn9vYMhhjS6d91QiUg983+6UGgzouDvJ8ZHp4bynTfv/0pz+FjxEl7kUXXRR2Vnn11VcdH4p9/etfD0HrrrtuIFFKPDlCYIPIhvAOQhoIl3gH5L1cvOFfddVVwYO/pONY971lNJdd48g5z+2kk05quGwEygY47IchYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAITB9IuAXWoddPvvZzw55gk/484u/2ftdc801Mc5tt92WjTMaLvqtXiMOfvvknlX56aefjuXwXg56Vo7hvPHb3/72UEe/NdNw3mZg8vaeFobe/e53B0xWXnnlIW/oGpiyS0HPO++82G49cU4u27FPEfCeIePz8oaqbCnlmdIm0YmedDiETpIxxZPOs+nk4he+8IUY92tf+5pcLnX85S9/GdN+9KMfHfKEyIZ03ltmDGcMS+XWW2+N4QcffPDQ66+/nkYp/O23/I5pb7rppqZ4flu/GO638W4KtwvdQ0D0ot8Cu3uZWk6lEeh0PvKJT3wi9A10RlkhLjrFE6zLJumbeDZ/bn4UNrY0YyJX+mls6bSv+g+V4rjX6Xgu9e/lkbFa5i4vvfRSL4ti9x5QBGw+0v8Pzn/MF/v5hRde2FBg+r3oAI7+g6iGcN69JZx1ihdeeKEh/Itf/GIMz8396763jNayN4Dsf/Bc5Dl85jOfiee9WpuTd2HKNJzrG9/4xjdiXb3nzRQW+20IGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCIwKBIbdA6UnBDq+sEfe+c53xi/qUzqq9nx36aWXhi/1dRw8+7HVEV5lkF133TV8jS9x/AKzw3vZ3Xff7byxPfzhUe5tb3tb8NqFZ7E55phDomePeBC78cYb3c9//vMQjkevzTbbzOH9i+0gETwBjB8/Ppzrf3gV8EZs5xeuHVu2cl+/8O122GGH4EmMMs0777xhK2ydLj2v6oHSt1bH1uh41HjooYccuHtCQPhjS9x2dU/LMWnSpLil7Le+9S2Ht0YRnsPzzz/vFl988bb1kTSeFOs84SdsP7vffvs1bDfLs/3e974Xys02SWxTtdJKK7m11lorbiEu+aRH2gMe6qj/GmusETw+gAFlxjubJywFr4Lbbrtt8ATH9rci7TxQevJTKBPxl112Wfee97xHkoYjnnBuv/32hmv8mHvuuVtu+Ut92R4Lede73uX8Ynh4dj/72c/c/fff75ZeeunQZ/AyocsbEqh/eO277rrrQpvDg92aa67p1ltvPbfFFluE/Nl6Co919LsyQvvBqx2Cl7wDDzywIRn3u/rqq8M1+gGeL2jvPKcPf/jDbuGFF3bnn39+2PYbTxk77bRTk0c/ybBue50yZYq76667Qnufb775gve99773vaEdsZ0xcuedd7pFF11UbhmPP/3pT6PnxnjRn6ywwgoBP30tPccTIZ4B77vvvqBj2JYZfQDOtFm8Dea2UyMf2inPRHQD21Kjr2hHq6++euhj2223XctnDv4vvvhiWqzQjmQ7wqZAf+H66693TzzxhBs7dmzwXoI+AwfqQdum7/C85plnnlzyeO2VV14JeT344IOOPzws4rmNNkAfK6p7zECd0Aa22Wab8Czo8zxP+k4qtHH0Ijp/rrnmCsFstf3jH/84nLfyQAlWq622WohHP6PddLLVtfYC442gDs8/ItpDJNdy2zt/6EMfcvRrpKg9hsDMvy233DJ6mESX5XQB4ws6A8l5wMxk2/Elb+wN+pS28tRTTzm2VGdMxIPnRhttFHRV0fhSta8xht5yyy2hrDz3f//73w59TBvB+yZ9bauttmp4HrmKeeJpSMN2hugnnhF64m9/+5v7xS9+EZJ88IMfdGPGjMklj9eqenzCWxDzEurDM6SvUXbK0M7bLVjjWRTPxpzj9ZQ64CnVEyhCu861CQpdFXepcNWxhbkbnpGoJ8+HPkr7p4+ie1ZddVXnichhLiT3KnNsNR8hPWM+/UsEj7Li9fVTn/qUXI7HnXfeOWAZL/gT7YHSG6o7LjtzQNoUeoF748VplllmCWMD4wNj5hJLLKFvGc/RS9OmTQved/FwS5+eOnVqeI60fcpGOxUPtDHhmydV5888F/4Qxp5WbZK2yHiH51y8+KZSdR6Hly3aDPqZ8TMV+o3oevTdQgstlEZp+m1jSxMkDRd6ObbU7aupB8r3ve99Hc+f67wv1tVx2pNubsxGD6APELzZow+QbvZVMORdl3dFxpcll1zSTZgwweEhW+ZL4abqH/2b9ypk/fXXD+OYCg6nvOc98sgjYa7CHG04pBfjYl39LDj0cj5S952rDu5V31sEt6prM3X7qty/0yNYM96L53rek/UOAWeeeWbDTiypR0NP/neHHHJIuC3zJU/ei0XgXYj5n3igJID5grwb8bvOe8toLjvYiYAD6xrMw5iX8B7ClulI+rwkTbeO6Jsq6xtV56CsF37729+Oxed9CV2O7Lbbbk1zZdaZWG/SwloA4wlrYqzjsfMD6wXLL798mLeyDsw6h4khYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAITAoCAw7gfL00093GKMRSGMYXnLSygDMNqdsZQoBD0kXL1mkxvDTSiAdsL1vEckIkk7O0E6e3O+ss84K2fsvzwP5Qd+L8mFQFuKlDmPhFWMdYRinZVFSx9HnVQiUGLWPPPLISDjR+XGOYZpnAEGsjFAfCFEIxCqIoVqEvATpCcNGGdlll10CBhBvWBgWIT2ESggbOYFgxfZJOWIV8dkODKIowuL2OuuskzXuE84WuLqdtCJQYig86qijSBbIQvzGyKgF0ucnP/lJfSmcp3VMI2gDMMZUyAG5tgM56eKLL84SpyCv7b333oHQkOZPnmz3hbD4fcIJJ6RRsr81GSs1+JCAMvIcc0Ibo94Qd7Tk+nyd9gph9sQTT3Te85C+TTjn/mAmhoAiwhrGKMifqXjvcu6UU05JL8ffrXSERII05D0eZtur6B7IWPRzIb5JWo4QG84444xCwjOGi1xfwSDH8ysS+ga6B2IrfUq2j9PxeYYYHItINLQ570UxEpN0Ws6pF+RViOJlRBMQ2cYz15eK8hEdRDjEAsjyOdH3OP74490ee+yRi1Z4DX0hRlAIhJDAEAxD1Dd9FpAHIBghWjfxXBl/ygrtnDEL4bkImTBND9EZshiC0RVyXjcFQxpjrzbWpvkz9gjxOg2r2tfow+SLnHvuue7YY4/N6rqJEye6Aw44IL1t+NAC0t1ll13WFEb7Rk94LyshrEhP6ISdEigh7p9zzjkNRnKdH2MnfQV9kRP0JnVuJYzLjM85qYo7edUZWzQJkXYLaTwV9DTzPY5lpN18hDxy2yy2yhtCR2oArlv2It0s5eCZM3+E/JAKc0/GFwSitpCm0ni58ZQ4VefPtH3RiSlRQ98bPUf9kA022KBp/Kgzj9O453Qkz4o5DdKqzYcIb/7Tet/GFo2MC7qxl2NL3b5ad/5c931Rt9cqOq4VgZJ+xEcXMt4yH+MjK6RbfbXdPJbyMZ6nH5po3I877ji35557NjYs/0vXjfjdll6Ni3X1M/O5Xs5H6rxz8Qzr4l40NrZ7b+Herdpru7WZun2V+1cRPmiUDxf5aETGdvKCIJ1+jJlu433MMcfE+anWAaSnznx8pyXdxrvOe8toLrvGVK/vQAqEaD7cBMq66xtF/UzqVTQH5UOvHXfcUaK1PaLn049oeF+TtZeiDHhfJV3Rh19F6ey6IWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCHQCwSGlUD5z3/+MxAmMQZBcmNBsshDWZEBmC+jMfDihQaB1JYal7VhB0IBJBJIEpBc8H6kSV2QwCARacELHF+Xi+CtEi9xfEUtniclLEeg1F7GuC+L49Rz8uTJkXxDesK6TaCEpIOXTCHyYNCDrIM3Arwhyf1YOMUTVjsPc5QT4offIorTYMyHPKIFL4OQxBAWllNioY7LOV73+AodwfOTpMULGIRHEUibLADjNQ4yEEYfBBIq98yJJilh2Me7De0NcgZfu+NFgMVh8ClLoIRchoEQAU88JOXIHhCqNBEPkhNlJq4miYaM1D/dXuUydQcLMPnOd74jl0O9U69MeIKhrmJkJe2GG24YSHkYauQ6mZQlUOo+UESkSAmUeDalTUnb437ghScb6TcpKbFuez377LMjmZk2jddEPHuAvRCsKQdSRIxC14jXLeLJon9aVsK08FyOOOKIcAnvInhZ41lDkKa+4vEsNZhJHkKglN/SV/HcgEFMcMSQAYkyJxBj8f6KoBulf7czRAqBUvIEO+6DLoTAK2RO6oPHDSEBSnw86EG8FME4iNGPvo23DHQlkiPXSJr0qPUm7W/BBRdMoxT+Lkug1OQbdAqeBtFZEGzw1oGeh0glOju9oTwznpUmMeoPAyCjyPjEeCMe0vCUSDtB0Cd46OR5gS8eidGJ3B8PWqkHR9rEW9/61pA2vXe4+OY/v31fJLhDKkYPdEsgAaKPRQ9TFz6AwKseJBSeGX0uZ0yTMlTta5pAKXkxLtPnIJlIuydMYy5x9RhGW4dcTPviuUMO11KkJ3ScTgmUkLZEB4qeWmyxxYIRVut3zuVjBbkffYm6iuB5kHZCe6VN/ehHPwrPJEcClDRVca87tghhQcrBnIf5CcJHCDI2oY8++9nPSrSWR/0sUy+wkpA2gAdlEeZeok/F6C1hHPEshAdtLXXLLh9kUGfGcjwTYyiGVC0kZ+6XEiK4pgk6/KbNoG/xrkxbF/2KB0raVTqPrjp/xmCPzgAr7glhmv6dygUXXBA/LoDQrNtn3Xmc4F5EMtc6vCyB0saW/h1b6vbVuvNnnb7K+6K0V+kjneo4TTJkLKPfIfQ95tQieHxlFwSRbvRV5nrMnUTox3xYh3dB+pkIHuzQkVo0bsxnRppA2ctxsa5+1mMYz3sk5yN137m6gXvV9xb9XkpbpL12sjZTt6/q9t/JOR+h4GUcoZ/QXxD6MPM55qC8J8p7VzrH33///YOHWNKwfoXncYR3F+mXzBtlLvvlL3+5gZRZ571lNJc9gOz/8dEOH1kxX+XDPubzzMNkLpl+xC3p6h7rrm9UnYPiLZ2PdUVYM5O2RTtO3815HxKCsKSRj/nQbxB4aYOsN+KJUs/9adu8t5oYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAJ9j4AnmA2beKPrkF8YDn/e6NvyPt4wGuP6hcoQ1y+8DXnvG/G69xiVzcN/MT/kvewNeUN1NlyXw3tibIrjCZrxHt4Q3RDuF/5iGHXxRKeGcE9SjOF+oXHIL7zGcE90GvLEnBhOXdqJJ0XF+J6s2S76EHEEY+91ashv99iQxpMBYzgYtRO/YDzkya4hjfeUNOQX/JuSeCJdzNMTFZrC0wt+W58Y3xNjYrAnUsbr3ttWw728QX+I+0vdvKExptMnlFfiyJFnpsWTvIY80XHIk8D05SG/xXpIu/3228fr3mNWzI9n5z0FxrB2J96wEdL6heWWUb0ng3gPyuzJckOeMBXTeKJWDPeeYOJ1OaENS1155tRPBJzk+RHHk1QkqOVRyk4a+l1OPOkw3teTUUMUv/Aer4GnlMUbicP1tM3Xaa+ekB3rRh11f/dkryG/5XgsS6t6pHUTLD05Mg1q+O3JokPeQ9aQJ4w0XOcH9eZZSV7ohVQkjKMnzQ1RHxH6vW7v3qAtQYVHb3CP9/MEncJ4BOjnm2JH2T/xiU/EvFIdR9v0BPMYrvswefstnYf8dnMx3BO8uNxSPNE5xqfvdyrekBXTt+qj3nAd4zEG6Wegz8GHZ6BF6xael4g3KMd8PLl6SNo6+Wkd442/MR56WI9l+t5c94ZUyT4et9hii5g+p4eJSLkkL0+ejmm7ceJJ4DFv74Uym6U3sg3xV1akrO36WjrueuJHwy1OPvnkWDbvZbIhzBPwG/QE448Ibd0b72JaylOk7yQNR+mbnmStL2fPvcE75s/YwvxECzpacGCMEZ0pcbSORN+kgq6jLTNGlhW5Xzvc644teuyhzdCHRPRYQXmK2rTE51hmPqLjy7noM8pTVuqWnfmVJ+M2jOVyb62rmW+m4o30sU0wjj7xxBMxCnM6T6yK4Z60HMPkpM782ZMvYt5+i1nJMh7R/9L+wch/mBTDOKk7jxPcvWeihnzlhycZx/KBYzuxseWNdy76WL+OLfoZdtpX686f674vSnsF3yo6To8/L730UoBCj7XkX9TO6/RV+jHvqDIWpPM8/S5LGTzxTj+mIY27/1ijIUx+6LrJtW4dezku1tHPvZ6PaNyqrBHo9N2Yj+ixsN17S521Gdpd3b5ate36j6RiP/Mft8VsrrjiiniddwVZg6BPatHzeumHHFlbIC46k7Uq6cu8X4jUfW8ZzWUXDEWPgbfMd3gHEbzpE92Wbqxv1JmD6vqw1ip15X23jDAm0J8FL52GtVDd1vV7gY5n54aAIWAIGAKGgCFgCBgChoAhYAgYAoaAIWAIGAKGQD8hgIe+YREW0WTBDCNeShJIb5oagL2npbhYzEIe4VWFe8tiIMQbLZCwJAwjdU40kSU1OvktbWN6jGCpYJCW/MGhnXRCoGRRUvKGiAGRKRXqLovuxG33HDThMiWTSt4s5Mt9/ZbHcjkY3CB28Oe9lsXrmgwjpDdIAZJHzlhHYohYEocF7ZxoYwFx/Vf0uWjZa9I+hUDpt2mP9+OaJsNmM0guCkmtEwIlZfCexZKchoZoK9SHtqcFI6g2CnmPYTo4nLOILriVIVBCyJD4kMGKRBMoIdGKSHk0AQKCJXkSJlK3vWrjk/fUINnGI0QoqQfHMsQoEkuaduSieKOCE03c8J7SmmLJfThCrksF3SJx/Pa+aXDT704MkdI2yR9SYSreI2K8t/QHiaMNR0VkR21ch1TQTmgrUldNFmqXTsLLEihp/3IfaafUjz7C85ZrxEnJypBYJa2MG+hPMW4yXkAC81szxniQbEX085R80A2UCRyFlEQYeiA1KmmMvHc9yTYeNTGdPDrRfTGTFie6/EWEiRbJs0GCQ7u+pscMjMWpaDIez1KL1hPo9FQg3Eo5OJbRE/KsyhAoaV+Sv/fUmd4+/PYerWKclCwDyUHS58hy2QzbXJT8WuHejbFF9ycZ63XRdH/UcwQdR5+XmY/o+HLeKSmLdN0uu5RFjloHp+RRTdCBlJ2K954b28SNN96YBof5sTxjPkDqZP6s+1KqA7mRHtfSvtaNeZzgrucPuoKdEii13rSxpT/HFv18O+2req7R6fxZ37fovNX7ImmkvdLfqug4IeeQHgKlnl+RdyudX6ev8qGD6IiiOZp+d0jfuTXuRfMBXbcifKte79W4SHnr6OdezkfqvnNR927jXva9pe7aDGWv21fJo4pAJJO+Ju+CELelPEKq1B/YClGS++k1G7m/9+IZ8iQP1ol4J5B7+B1DJNpQ3feW0Vx2QOQdTnDlY1YRraeHg0Cp9UQ31zek/BxbzUF1vCoESp0+d64/ZPe7t+Si2DVDwBAwBAwBQ8AQMAQMAUPAEDAEDAFDwBAwBAwBQ6CvEBg2AiUe/2QR0m9F1rbSmkAJEUTIbeQBIa+sYJjGQxxGKL9VXPyT/FJyEMboduXE64LESQmUQq4k/9QoTpkhNUrabhMoqZ/kjfc98QbGEW8i8qdJnjmDn2BLWQUnjjlCpsTVJCK5duutt8byaI8Iftv1cJ2Ff8EIA7+UnfCcaOzS5ybxNYGS/LURQuIUHaWu5K29KEGM0t4Bi9Kn12VxuhMCZRHB0W+jHTHT94F0Irjh9S8n2lBalL9Op70HtmofmkCpPe2JsUeTXPFSKOWUZ163vWrjrt8yWVchnmtPiWWIUSSUcrYiF8UbvHmCkR1jNuQS0TM33HBDzAtjVypynyJdoYnJOSJLml9ZQyTppG1SBgzhOdFeznQ4xhwpO8bAnJ6BUCukX/phK+HZSX5FbbhVesLKEihTr6T0c2mP5ANxVMpNmXiWIrRxKSf5IJCb5Jq0QU281t43L7/88hiXNHjT0XqF5629lqZGM22wo4y6b6I/ZeyR8uj0kPnPP//8jv/wliSi+zuGXtp7XZGytutrmkCZjrlSBslLno1cL6MnIJBI+jJ6oiyBEjK85ItezPUVxmU9p0gJc36L5JgHOjUl1ko9OzlKmVrh3o2xhb7PvWivOWFuJ2Vp59mmk/lIeq9OSVmk72bZ+bCB/gpRXsYHGdOpv3iek3Jrgk6uPWqvpTlP7HXnz7psqcdUyN7yzPS4T9m7MY8T3LtBoLSx5Y0WNZxji7TZbh077auayFc0v5X23G4uwlygk/dF6izttaqO0yRD3W/JV4/xRfhK3eiTnfRVfa8ib9V+69bY19OPeDTuvSBQ9mpc5DnU0c+9nI/Ufeei7t3Gvex7S921Gcpet6+SRxXRc38Zr0XPoTfES59+59Ke9KXcHBH9LsIHBQjermVcPv7448M1/um4Mjeu+t4y2srOuMnzAVf5aE6A1e9jw0GgLKMnOlnf6HQOKvXkWJdACY58vMK7jsx/9Xuy7DKk72nnhoAhYAgYAoaAIWAIGAKGgCFgCBgChoAhYAgYAoZAvyEwLARKyEWyCMkCsCwWt6q8Nu7IorAc2xnayZftLDUJTtKmR4ggWsRTHvG09zAdR3vi0mQOPDZJ/hAKi0Sw4NhOOvFAqUkmUo52x9wWjVIm7Xkg3RZV4shRYy0eFPUCsF58FvKJJoXpbU5z24LJfYQkJIYEuS5HTaBkcbkTEQJlillVUpeQ1DohUGKcyok2supwTaQQLxY6nHPtpabIwCxpNAFCPx8J10dNqNIkPHlG2jshBlrBVQhAddur9iwleerycS5kXe6dI6Kk8fkt5WxFLpJ0ELPFECbpcke2GE5F4mE0KxJpk6meysUva4gkrbRNylCkjydOnBix0N5XtfFY6tDuiOebIgFnSd/K21JReq6XJVDS/uVe9Eu2P05Fjz3ao67uR5AfGWPEsKm9eGq9h14T0eMGZdB9RuJgZJLysb1mKnoLQ+LR16S/8VvaC+d4MBE57rjjYr6Sf5kj+kAEI5iQoyUtbfeMM84YYhzJeb+VtEVHyaddX9O6Ar2TE6k7bVuLJqVSh5zodlFGT8gY1s4DpSaZSF3bHWk/WvQW8ZKW9v7Vr351CGJsqw8bdD76XPJphXs3xhbpHx/60If07eO59iYI+byVdDIfSfMRHV00b0jj87tu2WlrfDiS9hnBXh9feOGFhiJoHcv8ORWtJ/Dkk4rWYfo+nJeZP2tvVtqTLWOF4JLTT92Yx0n+3SBQ2tjyv5ah20zu2VUdW/53h+6cddpXtY7tdP4sJa76vkh6aa9VdZye2+u+yvth0bxWys2xal/VWzFD7M9JKxK9xr0XBMpejYvgVEc/93I+oudRuq21Ok/XCLqNe9n3ljprM9K26/ZVyafTo577s76hyXd69wE9l5d1FO4la0Y8J95Z5INVdA7rToje3UQT+rr53jLayi5ePsGd8VOLfoYabx2nznk31jfqzEF12asQKPkYYcqUKbGtttIx2rOnvq+dGwKGgCFgCBgChoAhYAgYAoaAIWAIGAKGgCFgCBgC/YTAsBAoJ0+eHMkbGP3LSCsDMOSFIiIEeWPYkYVyvWhHOvmT6yxYa9FEwCIyj/asqAmUEEgk31bkM4yXxGNRvJ10QqDUi72QSaSurY5FX36z+Ek6ygmW7Qx5LIBK3SFeIHrRnzCeGUQBiXfRRRfF6muCnXhUiIHqRBt5c8Qvyin5t9p+WmUZT4WAI+n1sWj78pg4cyIktU4IlJ0aInVbLCK5akzaESi1dykMW61EEyg10Uq2IdNEIL3lqHjbqttepR/xnIoEcpc8xzLEKPKR+K3IRcTTHiYlDX1F+ptu/xoL0iKSZv/993/jQua/7oOZ4IZLZQ2RJJK2SRmKBC8mUsZp06bFaHpLYuoo9W11LCJQauNe0TaS8cYtTsoSKLXXC02O1FlDppB6axKP3p6WtidED8YQbezUhAjtQUp7iMkRWKQMut3INTnSd/QWilJOjhhV8c4s19ANInpck/AyRzxyaqEd6LaT5kGbAaeyIunb9TVt+C8al0V/pwTKMnpC41NGT0i/bEegZHyVOmrd0KqvaM+hgiPjqzauS54cyRcP352IpG+FezfGFsrGvXQ/0uXUBMpW402n8xF9D86lr1KeslKn7Mx1hOQgWHNkLiDPXvLnerp9uSbo5MqryXB4lk2lzvyZvCBpSH+ivCJ6zMt5ku/GPE5wqdtmbGyRp/a/43CMLf/LvTtnnfbVukS+Ou+L1Lhue9XzBa0rOC/zDlO1r+qPi1JykDxJvX15+qFPXdzlHnWOvRgXKW8d/dzL+Ujddy55Vt3Evex7i56jFc0B9ZxFr81Iuev2Vcmn0yMfukjf5h1cPqpI38dlzKWcWrRnSj7Wkrx0v9VzKe3FvO57y2gt+/+zd2ahv03vH19+5nnOPPzMkTkREiGiRJILww1SyhCSoSPJcSFF4lw4Ga90klyIG/xDpiiH4oao47iQOy5cnv96rd/v2b/3Z33WHtfnO+g8T32/e3/2Gvba7/Ws8XnvZ7N2M5xZN+ay1ATKIf1E1/5G7RxUn3cKgVJfJDQc0W+b/5quE4Z3WRdHwBFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR2C1I7BwAiVvx+tGYO5ppw0QNQCzmQwpTw1N+caz5qMkO+Jt2rRJg9M5m3hs3OUESv2Upn6+VTPgs6y2Iaib9Gps6vJ+aPfGmNknYwiUWnYMHDVCenvGIW/Xq6cSNu/NkyH4QhAjLzx66ma8EiZ4U93ux+eu2kRJCZAqclGyYIm0lsfX37qhC7FEP31F2TAYjhEjGi0lgVI/z10i3lBePgVm2Ha1G9W1PmIQ+dYSKGv1Fe8b9lwlL12UUTfxhxCjSGN5dpGLVM+ID/E198CnRLySLtp9csIXZTCxvgLd7JOhhkjyMd2kDKV2RBwl0ypBVj93PLQ/J7+S4JnTcKBvmCpDCZR4hLP7cV4S7cdzz59mgLU8OGo/Rn5aFj4HaqL9SRs5iLiq123EU7wA4ZGPz2pCnIbYyFg7hGho5ak54i2QulMyrWHS1cfk97Q0XW2NNEOey/rvvD2pvrZ5a1Sy8JB+wtplXz+p/XPJC22OR9dv9JK5B/iaAd7w4whJfahYui7ctexTxxZrL236rkb/vB3ps4ydj2hazseSskhTU/Z169Y1/Qw6QnsxT1HkjWj/upQEyrHz5/+UbssWPFqbnmzcuDFd1r4tH++IsIh5XB/uGzZsaMrVpTM+tlhN/u/4TxhbxrbVWiJfzXoRZPv0ta+P03Uta+XNmzcnkom1PV1j/q8mZ8+mtNUnnniiaUfMTUoCCcfKkY+rQ3C/9957m/Sl/BdxbbnHRcpcQ6BcyflI7ZpL62tRuA9dt2jZx+7NWLlr26rlM/ZY8trJfFXXT6zDrK3l+1J8etvC7Ji/OMELqRbGPFHFntvCOeZjp47tum7ZWsuuL4uAH/WlfzmmFkafuQjRsZq2VpKu/Y3aOajebyyBkk91m66BCwTJ/GsP+rKfEygVbT93BBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARWK0ILJxACWnONtLwIDBUlEDJRiaC9y31oIJny1wgnNj9MPjkRmvisxlpcfKNaoxVFtZmuFISTh7HytdGjqQ8tvHaFkefSUltvG3eJUrsxMhcI+rxIDfut+VrpBIMgngnAkcIPmZAxOObGkHUUxkeJQz3tk9Rc18jjrRhp8S2EmmtrexcZ6OXMqATpjd8BtfKhXFTy9yVF2FGUltKAqV6WWojLilxqy0O5VUjLN4V+qSWQFmrr5B/rG7adPSuu+5q4gwhRvHMlmcXuUiJIm1eddUwWNJFu09O0lPcLU4fUYs0ej/IdV1iukn+bSQ9Iz4TR/VejTZjScVaJj4Lbs8HEa9G1PgHYbhN1GhDX8I1bYUAABYJSURBVFQSxhkrV447fYOFcYR4p8LYYv074Wr4UkItpI02UVKi4t4WX68rDmoE1TiLPkcH6NsVF/My23cvS9PV1sijhkBJn2f3aesDVNfb4uiz2FgHob9LqAO7N2SSRQnG9q+++mrLrbfe2uTfVxa9t5WpC/dFjC3WFmoJlFPmI/q8Y0lZpK0pu3lhJo+//vpLi9KcK5EmH79qCDrcYOr8uSlcPFEvl5A9tf9ijleSRczjbB5GX1YSPtNs+puTQCy+jy2GxOxxOcYWdI/5v/0xVxojY9vqECKfkhS1LLXrRfKq6SdIr2VjvYf88MMPjY6j6/oCS4qQ/ZvSVnnxwtoR6/SS8PKhxVmzZs1MFL3n+vXrZ8Lsh5KA7Fp+hERmumLH7777Lo826PdyjIsUpKZ/Xsn5SO2aq60SanAfum6p3Zuh7LVt1Z5/bB+n80BrTznJUdfpzA1UdM1FeuYXOSFN57C8/KJSs27ZWsuuBEqrsyHHtrXPWJ2p3d+onYOq/owlUCo5v22Oxr6J4ekESkXbzx0BR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcARWKwILJ1CqAQUD7FBRA7B+ZhpPOLbpxmb4r7/+OpOlvi3/zDPPzITZDyV+5QRK3czHkFcSJR/lBEoN08+3Wj6afxsJ0OJyxGOWPW8X6Ya4ugGPgWeqQMywe5aIX235mmGI54IwQR5gbUQMSCd82pzrOTEJAoHds40IYl4tiZcbGKxMiyBQKpkLIqWVmfuOwcN0YSkJlEoGhniQG1XABU8Vhm0bgfLPP/9sjEtKIDVcS0dtR2rgtY17xar0Ce9afcUzqj3X+++/P1dEsDEyBvGGEKPIxPLsIhepQaHN+PzCCy80eSkWVlC7D8cS2Q2vghZnCPlK+5YxBMo+7MBQBQ+xVi6IbVNF8cmNiWPzVOJgF4HS+iLKD7m2JEpeyHVAPyMILjk5CsO/YUO/oUJfYsQ70iq50uJxzYy8ff2GpbHjkP7R4i7F0fo7np+2PUQMqxznPG0NgVL7P/20od0DjzGGOeUZ0k/gYdrKrp9vtzz1aHlTn31xNd2Qc/TP8uc4VKzsXbgvYmyxstUQKKfORxSL+++/v6mvUrvTuHZeU3ZLm3/21vLW8Za6WEoC5Zj5s5XPjjZ/53n006GM/SVZxDzO5g8cS3L33Xc3ddlmnPexZd5j1XKNLda32FHn06X6zK+Nbas1BMra9SJlt7Y+tY9TAqWSb15++eVGz8GwzXuy4Te2rUJasTpqeznvrbfeauLkLwopSXnt2rVWjOaIvun8uwnITpR0beXhxbsaWcpxkXLVEChXcj5Su+bqq5MpuA9dt2i8KXszlL22rdrzm57acUgfp19iydcG5PvSSy81bY22r8ILjXYvjnyRRYV1vz0bx3yeWbNu4T5bY9khiFMnbX/ab9P3Wry2+aXWH+d9OlO7v2H6MHUOqvplL0FT7pycq/HsXD2mtnnktPGKPJ1Aacj50RFwBBwBR8ARcAQcAUfAEXAEHAFHwBFwBBwBR2A1I7BQAuW3337bbPq2EbfawGgjUBJfvRhCtlPSmL4tn5MjScvmJuQ928zM4xBuJBfiYGBTyY09OYFSiWIYWfDMYMK5biwOIVCSFuKFlbfLIxll141uytom5ANBqyRKRsoJqqX4dg3SlpWTIxu4VjdmFLfw3Msk5CItO7qTi36Skc3qkiyaQMk98FKjhsAPP/ywdOu5a0Yo6iNC1RiAuakRV8EWDy4qeHdR/Wlrh/r5r1ynNT89ryVQ1uqr9i/orHkNtTKqtxWwGUKMIq3paBe5SPMukSMh8ZkBg/xKcew+HHPjNOUgjcUZUidqYBxDoERPc+zUuP7www9TnEaUhEi7UKN/E+m/J7Sd3377Lb+8RUlr9LfoQo1on9VFoOQe1i7BFiNZLtqeckMmpHirE/pvNQ6BoXnPIk7J85YazyEn5KLjR8nImteTpaedq5e+NlKvxZ9y5B5d44/iRp82RAzLrrZGPjUESj6JavdB1/JPD7/22mtNOPGG9BOU1/LsMyiqNxbu1SbUbW4YJ+7vv/8+1z4tD+YUNl+hLQ4VK3sf7lqnU8YW6wOnkot4Hm3bY+YjigUv09gz53M6jafnNWVnXmn3o/5ygbBk4RyXi0BJObrmz3k51WOvlZd+r60f4nrtPE69qjLWqNA2rRwcSwRKH1v+vWUlxxatH877iCJav5yPbas18+fa9SLlreknSK9EHJ1L0bfrXKXvCw5j26p+3YBn0HtTLuZk1J3VZ+4VkrZuYYxBeZ+Ql4c8S5KvqclzCIFyJcfFGgLlSs5Hatdc1N+icR+6bqHsNtdBR/JxPNej0pqptq2a/pre23FIH8fLOxY/f8GVFyoYVy08X8Pw7LoHkb+cqy/0Md/MpXbdsrWWPcdRf/+fkFohO/aJ1a0d+3Smdn+jdg6qz6NfEkLX+kT3LkovR3788ceNroOHEyj7EPVwR8ARcAQcAUfAEXAEHAFHwBFwBBwBR8ARcAQcgdWAwEIJlEoWHEqoMBC6CJRsJqsHqNx7hm40P/vss1u4N2nYRNa3ntm4ywmU3F+JgGy4QxzACxJvYdsGvG2C5pv03Ec3wiHU4AGIP/WcQ3riDRH9PCppIJNAXuMvJyepMYJ74C0OIzTGLTbpIWiAF89RIuioh4ohXu+0/PpJN+6tHt6oB8OMI5vPuXzwwQdNHMrHpi2EHYyc6v2IMIiSJVkKAiX3+fTTT2fKlntTxeMD1/TPCE3oo17nXMtfYwCmbOp5DmwxQH/22WdpU1rJDISVCJRgbG0GsqWRXsm7S2oJlORdq6/anvnMKMa9v//+O5HXVN84LxGj8JiS142lo+3mYbRvRHUdfaRvgATDvcFeSavk10egJA79DOWBqKZEu7Y6gZyo5VPSIwRjDctJPGqY597oBfHRBQjChgHHUt+t5aNPIg3lRjDMg4ERA3ISInHUiyXYjRX6Uww59qeGVbyP2XUMf1Zndg817IMtZeW5Kbf2U9QrfWYuSirgs3n0mRC71MsLaUseo5R8CrYbNmxIuFHvSp4krEQOgszKuAo5k/EMo/Ebb7wxY1iGrJ6TGfJnmPIbTHkunpNxhD4MkgeGbP0cG5iW7j+1rVHWGgIl6ZXwCD7vvvvuli+++GKLenkxnS/1E+Shom0ETMjnyy+/TGNy7n0TwiZxLH8++07/gV6idz/++GNqD6bDeh/OqW/CaEe//PJL0ivGG+YkDzzwQJPvQw89lCdNv2twrx1b7LmnEihr5iMKhrYt6h+vu7xAAp785R6bSFtTduv7qHPqD5It9U37V+Oy6cRyEigpR9f8WXFDPw0HK2uJ7K9paudx2pdQTuoHUiT6zlhj5eBY6iN9bPl3wmilxhatH877iCKqO5yPbau182eb+1LWKetFax9T+zjtK3ISI/M2y5/yQTxpkyltVV9Ko57oE+kf6Pd5HqtLSOwl4UsAFod+jbUa88C33367uW7hpfRcy4lvxB9CoFzJcbGGQMkzr+R8pHbNVYt7zbqlZm8G3K0tTW2r5IGYTttxSB+nHltJR1/DXBP915dEWFOU5Kmnnmruy74V6xbam+6VkS8e9EtSs27ZmstewpJr7GFZ/S8FgZJ71Oxv6LgyZQ7K/U30xRXaEHML9Ja5GX/5S2mqkzbfZg7H2KBrOcPPCZSGtB8dAUfAEXAEHAFHwBFwBBwBR8ARcAQcAUfAEXAEVjMC21C4sAD5+eefwyWXXJJyuuKKK8Lzzz8/KtfoQSXET7mlNK+88kqIhtOZ9NEQHeImcogkjnQ9EmVCJG6k87gZF+Im9Ex8/XHKKaeEuJEXNm3aFI499thAfJVICgmPPfZYIM+SXHfddSGSflJQ3DgNkaQ2Ey1uLIZIUArRKD5znR8nnHBC2G677QJxDj/88BCJQHNx8gtx8zo9aym/SFIM99xzz0ySF198MUTS5cy10o9LL700RCLUTNB9990XopEiXYskk1TemQgdP1AdsLU6iV4mw9VXX51SfPPNN+Haa69tUkcjTthrr72a35yQ/s477wzct0tKmFv8uEkb4gZv+hmNEiESwyyo93jWWWelOuMZogFwLn40YIRo3E/X0bXXX389bLvttul3NPqGSJCdS9N2IRrg0rMSrm0Fvbv55pvnkkWiTHjzzTfTdeLnQhhxShI9roa44Z2CbrjhhhANnTPRNC1hxBkikdAQrr/++hQVPUafEdp7JFUFxf+dd94J6CoSyVdh1113Tef8q9FX2lEkWTQ612RaOIkk2HDQQQfNhKxZs6a1nc9E/O+PSHIMZ599dvr1+OOPh1dffbUULV276qqrQiRYp3PFwhIcddRRdtp5XL9+fbj44ovn4lx44YWpD5sLaLkQCXep7yGY8ljfQ11Ym82TRkNjUa8iOTBEgnVvWyU/MKY/NIkG+nDBBReESNgM++67b4hE6bDjjjta8KDjbbfdFiJRZ1DcaFAMO+20UxOX/j16aQnRG2BzrXTS1s9EsmTSe8pfEvCMZMNw6qmnloLDkL6i1E7JTPuBUuann3566qP233//UnDVNcZD6rJPojfbEAl/c9Fq2hr914MPPpjyBL+TTjppLn/rv2kXkWw4Ex6N9gGdYRzKhfpifmHjTqmfyNPwW9uQhp955pnN/MCukydtqa2dWTyOef8eidxN2TSenvMMkRjc9MEaVoM7+ej4oPly3je2nHzyyemZL7vsshA9H+bJZ/KORteA/qrUzEc0H9o841Ikq+rl5pxnPOOMM5rfnNSUnT4in7Nq5tQXz0rfh3z99ddhn332aaLQt9ocJNcHIkWCU7joootSfNpFfBmmSctJzfx5JqP448knnwy0aZNI3AgHHnig/Zw71s7jmO/ShtqE547khRSc64yPLf3z0KUeW/J5Tdt8uq1+x7bV2vlz7Xqxpp8AAx3T87kx4ej6LbfcwmmaN0fyfmgb38e21UjASnOZSIJJ+Zf+MUdj7D/uuOPmgj/55JMQSZRz17lAukMOOSREz5UpvNSPEfD999/PraHvuOOOZv2fEhf+reS4WNs/r/R8pGbNVYt7zbqldm+mtq2aGk7t4z766KOZtZDlZ0f2h1g76FzAwuLLeSES4Zp1m13X49q1a9N6WK/Zee26ZWstu+GXH1k/swZA2IOz/Y08nv2eojM1+xu1c1Artx3Zm2LPqySMYaxvTOJLuGm/j/K3CfNxW3Oxr8Z+rosj4Ag4Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI7CaEVgYgfKRRx4JkI0QDMEY0cYIaTBSINGjTDjvvPPmksdPwwQMLQjGmuidI+y8887pN+khDuSEBYyv0UNfMkhFr0CJIGibeCmh/MNoRD7EQ84555wQPxkeDjjggMZoFD29NYZsSRqiZ8gQvWgEiBMQHzE4Qxpio5VNcIgcEP2MYKVpS+cYlSEkYrxWY1fbxi1GKerAjFeaJ8Z7Niujh8SGdEq4briCE882ViBAQuRAokeuxtCH4eO0005L9VEirdp9ML5DSstJfoTHt9VD9NqQiA0WPz9iZDByTfwUZIge2/Iorb/PPffcROqC2IBhPhdIY2Bmm8LRk1i46aabUjR0CMPSUIEcbLobvZE1hCNIeTfeeONcNpAkjATZZoj8/PPPA2Q7iI3oPcYY6hFyhRFTckIc9QI5DzIxehG9SjZtaK4Q2QVIsOCB0PYOPfTQdA5xEIww+qKDiOJD2C677JKu278p+mppwe/222+fI8dAUt1hhx1C9JiXooIPbVfl0UcfTQYrvdZ1Th1Ej0UpSvT4k0hB0TvqTBJwpA5pC0bmLemiGVQgFkPKRJ+0v6JPw7DQRiYZa4iEPGSEXyN/cQ/aG+SynBDYpov6sNQrZMQ8LXHo86688spEyD3yyCObZEogRD+MHNBEGHACQT4nvrclg8yLHuSCEZn2khPT6Weefvrpps3k6fgNgZ++l7amQpuj37c+SMP0nHGBZ6fdqaA76AHjTEkwrqLPqifEI90111yT+jsli5bymHpt48aNAV038lKeD3oK4Y1xsiQ1bU1JfOgcOOdi/Xfb2MXYwNgP8ZYxFMzOP//8pH/0X/aSB8+5xx575NnP/abvRIfQQx1nIXJGLytz8dEz2hT6XxLac/TWEnhBQ4UXGqj3EvmTeNQ7xtsjjjhCkzXnNbhbJlPGFtIaqbXtJRqd53Gu88RFzEes/Bx5uQLsmdfZGG7hEA6Zn6jUlJ184icYQ/QKml4m0HzRXfTwvffeC88991wKyl8oid6D0hwEHYVUlYtiU+pDFdcp82e9H/Nf08kSOVnj2nntPA5dZ96ifTNjlc0nbG2Q64yPLSGtOVZybDGSkulCiVBuYW3HMW11EfNn9GjqerG2n9C5fWluDEbMCeyFjzYyOvGmtFWwZlyy9QX5mDCWMt/Yb7/97NLcUV9usEDWeKzVKLPl27ZuYX7G+KDC3Jn5e5es5LhY2z/zXCs9H5m65qrFvWbdYvowdW+mtq3a/Wv6OOZSvNip+zjkS1uLXweZe7HU7smRPQjSMh9WYa0Fic1eWNUwPa9dt2ytZVcM7VwJpcxH+vZ/pupMzf5GzRzUntOOrHcgzLNfwDija1DmuewhqETvyWkfj/WaCvM41iSQhG3/rO0lUU3n546AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOAKOwEojsBACJWQayAwInvrY7F4JgeDE5iPGZjzP4UGjRKTpKxtvU2+zzTaN9zYlc0CewFjUJRiolDBmm/iQi3LyVVc+U8Iw0hgGu+++eyKQHXbYYWH77befyw4jGpujiBLF0oVl/hc/ARs2b94c4uf5EtEFjPfee+9lLsU/83ZsdKOzRqRSb1WQ3eJnoZoHU+87SupsIizzyRh9zYv2xx9/JG82e+65ZyIulnQ8T7OI3/HzVclrHN58jj766ABZ8F//+ldv1kqghHRHveElMn4uKxx//PENIbU3owkRlEBpJED6yfgJx0D/cMwxxzRkyyHZGwbxM9iJNA1R9eCDD079pqanXUMSg8wJOQiD3G677aZRlv2c8Sp+Kjj10dRJm3enUsHo2yE90N4gy6J7YwTc8JAZPyEcuDcem4zk2pYPXtZ++umngIEKPCFk5Z5V29Iu4jpGXPoU2lv8PHTCi7ru8kq3iPsuMg/mBvQPhnUfIWKR96ad09YwoNNPgBvkc9pDl8TPyad04I4OWLrck3NXHrVhY8aW2nutpvnI1GexumYOxngMsZp52D9JIPHjfRtZt25duPzyywcXv2YeR5/K/I+2wty9jSBshfGxxZD4z/GfOLbMPsHy/lrUenF5Sz17t5q2yrgOyZGXOhjPmcvaC4mzd5n/FT89nuZ0fNkBolAX4XI+dd2V1TAu1j1BCCs5H5m65loNuNfuzdTWW016vJDy4g1rhhNPPHGUF37mFRCPWbuQduz8v3bdsrWWvaa+a9NO3d9Y6TkoOspahz4OXc1fYq3FxdM7Ao6AI+AIOAKOgCPgCDgCjoAj4Ag4Ao6AI+AIOALLhcD/AwAA//8viBsIAABAAElEQVTsnQm8VVP/xldFKTQgKlJooAEhyZyKDFFCSBKVKbPeTK+QQokMRSiEMpcpYwmJJENRiqRkChEqpbr//V2vtf/r7LvPvefcc+7Qvc/v87ln7732Wmuv/d1rr3Ppuc+vXE4QJsMYMmSIuffee20vjzzyiDnggAMy7LFkNb/gggvMSy+9ZAf12WefmSpVqqQ8wAULFpgOHTrY+n379jWXXnppym0Ls+Kvv/5qWrZsaS+x9957m6eeeqowL6e+i5DAuHHjzDXXXGOv+PDDD5uDDjoovPqxxx5rmMPERx99ZKpXrx6e007hEth5553tBbp06WKGDh1auBeL9H7mmWeaqVOnmq233trMnDkzcrbwDrkm1yZYRy+55JLCu5h6FoEUCKxdu9b+jsJ3YIsWLcwzzzyTQitVgUBe3y2ZENLvI5nQy17bv//+2/6+wPPYfPPNzaxZs0zFihWzd4Es9qTvlizCVFcbHYGN6V3d6OAW4YD1+0jBYWfy/2YKflW1FAEREAEREAEREAEREAEREAEREAEREAEREAEREAERKO0EymVDQPnmm28a/sF1k002Mccdd5wpV67cRsft+uuvN0cddZRBTFi+fPlw/C+//LI5//zz7XHnzp3NsGHDwnNuZ/Lkyeb77783xxxzjKlRo4YrNr/99ptBNPnee+/Zstdff93ssssu4fni3Pnxxx/NtGnT7BB2331306hRo+Icjq6dJoHRo0ebOnXqmMMOO8xUqlQpbD1//nxz2mmn2fdxxx13NK+99loogFi/fr2ZMGGCrVu7du1SJ3QOIZTQnbIooESs+8UXX9gn0rZt24T1sYQ+Jg2rFBBYvHixFUZ26tTJuPeO22INvOWWW8wDDzxg75I//jjhhBNKwR1n7xYK8t2S6dX1+0imBDNvv2zZMnPXXXeZxx57zHZ24YUXmosvvjjzjgupB323FBJYdVviCWxs72qJB1rIA9TvIwUHnMn/myn4VdVSBERABERABERABERABERABERABERABERABERABESgLBPIioCyNAB0Igsc2vbaay9TrVo1g3vk7Nmzw9tDcIhoLRq4byLEIBBg7rTTTmbFihVm+vTpZuXKlba8R48eZsCAAXZfHyKQKYEzzjjDvP3229YlChc15iUiXieKpf+RI0eG7qeZXk/tMyfg1piy5ECZOTX1IALpE8Bd1wkjGzZsaHbddVf7hx2ffPKJWbJkie2Q8kmTJpkKFSqkf4FS3ELfLaX44cbcGi7VY8eONYsWLQrP8nvwK6+8Yh2Lw0LtiIAIFCsBvavFir/AF9fvIwVGF/4BTEH+30zBr6qWIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACZZmABJT/Pn0nboqbDM2aNbMpdxs3bhx32owZM8bceOONseco7Nevn+ndu7d16ExaSSdEIA0CzCecT+OCf2gaNGiQOfzww+NOq6yYCLg1RgLKYnoAumyZIcAfPuA+mSyOPfZY+wcNvmN0srplrVzfLWXrifPHP/wRkItatWqZ8ePHm3r16rkibUVABEoAAb2rJeAhFGAI+n2kAND+beL+uymuh/z+30xcG5WJgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIQH4EJKD8l9CaNWuMSwlIOvK1a9ea+vXrW/cDUlyTnjyvwP0Pdyu2y5cvN9WrV7fpups0aWJIl6wQgWwS2LBhg/nyyy/NnDlzzM8//2z+/PNPO8/4x6bmzZubqlWrZvNy6isLBCZOnGjWrVtnHWpxqi3KwA2XtWnzzTc3Rx55ZFFeWtcSgWIhgAv0xx9/bEifyXc63+GsjzhPJvtjiGIZaAm7qL5bStgDKeThuN97N910U7PbbruZBg0amPLlyxfyVdW9CIhAugT0rqZLrOTU1+8jBXsWmf6/mYJdVa1EQAREQAREQAREQAREQAREQAREQAREQAREQAREQATKMgEJKMvy09e9i4AIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiEAZJSABZRl98LptERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABESjLBCSgLMtPX/cuAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAmWUgASUwYNfu3atWbdunSlXrpypXLlyGZ0K2b/t9evXmzVr1tiOxTb7fNWjCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIhAwQlkLKBcvHhxKJIrX768adCgQdLRLFy40CCqQ0zXsGHDpPWK+kTfvn3NpEmTzOabb27mzJlT1JcvVdf7888/zYgRI8wrr7xilixZEt5brVq1zPTp08Pjkrgze/Zs06lTJzu0O+64w3Ts2LEkDlNjKkUEevfubSZPnmx23HFHM3Xq1FJ0Z7qVkkSA790vv/zSfPLJJ/Y7uGnTpqZJkyamYsWKJWmYGosIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIFDmBjAWULVu2NL/++ms48Oeee840b948PPZ3dt555/Bw7ty5ZrPNNguPi3NHAsrs0N+wYYM58cQTzccff5yrw8IUUC5fvtyMGTPGXrN9+/Zmjz32yHX9VAoYd5cuXWzV2267LRRTptJWdUSgIATOPPNMK5wszPejIONSm9JDAGF4t27dzMqVK3Pd1H333WfatWuXq1wFIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIlBWCGRdQNmhQwczcuTIWH4SUMZiKTWFOOghCCNatGhhTjnlFCumxZkUp7N69eoVyr0uWLDAMO+IgQMHWrFQQS4kAWVBqKlNJgQkoMyEntrmR+Cjjz4yJ5xwQp7V7r77bnPUUUflWUcnRUAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAERKC0Esi6gBJQr776amyKbgkoS+s0+t99jRo1ytxyyy324LHHHjOtW7cukhvOloBy1apV5osvvrBj3mmnnUyNGjWKZPy6SNklsHDhQrNixQpTqVIlQ1plhQhki0BOTo5p06aNWbJkie3y4osvNqSMR8w+YcIE85///Ce81Jw5c8zmm28eHmtHBERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABMoKgUIRUOJ4NWTIkFwMJaDMhaRUFVx33XVm7Nix9p4+//xzU7ly5SK5v2wJKItksLqICIiACBQBAd99sm3btoZ03eXKlQuvfOKJJ5pZs2bZ41tvvdUcf/zx4TntiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiEBZIZBVASVpm0mDTLz11lumbt26CRzzElDiWLhy5UqD81/79u0T2nHw5ZdfmjfffNOWd+rUyWy77bZ2HwHIe++9Z6pVq2YaNWpkHnnkEbN06VJz8MEHm7PPPtv89NNP5sEHH7RCEc7jwBV1euvbt6+ZNGmSdeCaPXu2eemll8yMGTNsm/r169t01IhLtt56a3vNZB/ff/+9dd+cN2+edTLcaqutTJMmTQzilb333jtZM1v+7bffmueee87uk06VdNevv/66efHFF83XX39txYgNGzY0J598stlzzz3z7KsgJ2H47rvvmrlz55pffvnFNGjQwOy2227mmGOOMbVr147tkvucPHlyeA6GzsHxkksuSRDr8Hy6d+8e1s1059577zXr1q2z3fCMmT/EoYceavbaay+77z5g2bFjR3eYsH366afNn3/+mVDGwSGHHGL8+eoq4OrGtdevX28OPPBAM2XKFPP222/buX7SSSeZgw46yI4FF9bVq1dbBzjmYYUKFVwXCdtM5gxjgPk777xjFi9ebH7//XezzTbbmDp16phWrVrZe6hZs2bC9TI9WLZsmXnyySdtN+3atTObbbaZfV+mT59u1q5da98VnsH++++f56VwXWS+M9+YM7jf8V7ynhxxxBF5tuUk78v48eMNDo7s46q33XbbWefbww47zOyxxx5JmdM+E+60L2jwLrM2RmPLLbfMN9UybYrjmXNd1lDW51122cV06NDBrsXvv/+++eCDD0zVqlXN7rvvbnr16mWqV69O9dhg7C+88IJhjUVgzfvL+sgPa3oywTXr4Pz5861LJ+s37XnnWLP+/vtv07x5c7su7rrrrrHXdYW8j6ynXJufDRs22LbMOdY5X1zo2mzM2//+97/hunj//ffb7yF3P6wZPXr0cIemZcuW5oknngiPtSMCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACZYVAVgWUo0ePNmeddZZld/rppxscCf3wBWkIpxBfuUAEg0AH8dQ999zjisMtQjeXcvSZZ56xQi1OjhgxwgwbNiys5+8g5EKc9eOPP4bFCLUQYiI0c+ELKLt27WrGjBnjToXbWrVqmYcffjg2NTmVEAZdddVV9h7CRt7OhRdeaC644IKkoi5f0IJAD2FS3DjoEgHRFlts4fVe8N1//vnHuoXy7OICXnfeeacVAkbPI6S74oorosWxx/BDZJet8OdSfn0ipn3ooYdiqyH08+eHq3TbbbdZUZc7dltEYAhZkwXuq8xVPy666CLDTzQymTPLly83p5xyihUWR/t1x8z/ZHPI1Ul3+8knn4ROdWeeeaYVXfHeRuPyyy835557bqwojXTBiErjuNPP0UcfbQYPHmwQFcYFIukBAwbEnQrL/DUiLPx3JxPu0b7SPUY0irg4Gqm8H8X1zBmrvz4jcmeNigb38Oyzzxq20UCUfemll5pp06ZFT9ljxI933313rGiZdhMnTrT1EAIioowL5sUBBxwQd8oKJlmDFy1aFHsekfvQoUPzFIDGNizBhbz/Ln037y1CVwIhKfcbff9w8t1kk01K8B1paCIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiKQfQJZFVAikMP1yrkS4lDmnCIZui96KwwBJWI/nAYff/zxBFII6HAZdO6YUXGcE1C6RvSDIxrufbjFuXaUI2yMOqXhfsh9uzj22GMNgiBEQwimfv31V3uqX79+VlTm6vlbX0CJiBQHQ4J+cM7EXRC3TcRq2RRQkmrdiaG4P8aOk9+nn34aOn4yjueff940a9aM3TDgglunC4SpTqCEuM4PHCgRkGYrbrnlFoP4k/j555+tgJV93ORwH/SDeXfqqaf6ReE+948wjcBdcerUqXY/OkdsYfARFVAiUsJN0c0R6kXnYZw4LtM5489Z5ggOejDGjfOzzz6z95GXcNTdT7pbX0Dp2uJeh3ANQZb/7sEWQakfvBP77rtvWMTzQsTK+4mw0b0ruNCOGjUqrOd2EETj0OoCR1acUtesWWNdOF955RXbByLWqBMpbTLl7q5b0C38fEasldxz3ByJXqO4njnjcAJKN6Ydd9zR4EBK4FzoRLS899dcc42rZre4th533HF2XlJA28MPP9xsuumm1j2V+Urg8IuzZHR99QWU1OP9QmSLwy/vq3O95T1gPYo6SeKUS30XrVu3Nvvtt591wMTd0rXHUXbs2LGuWkZb1onoHxCk0iFOnqTWzka471sEr+47mX5J1z1y5Eh7CcTguDsT0e9rW6gPERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABESjlBLIuoPzhhx9Mly5dLLZzzjkndI2kwAk62C8MAaUT+ZGmFbcxAkHg8OHDbbpWBDKIvLp162YGDhxoz/PhC5MQ5zz11FNWuMg5hDA4X06YMIFD2472Ln777TebLhwBEW0RaCGCcYE4itTOTlhImuy4lNi+gJK2CKpwZPNFYAj1cFKEa6VKldwlCrz1xWyMHdFZ48aNw/5I2+s4JRO0hZWDHT9l7FdffWXKly/vny60fZzTSCtMMF7/+aRzUUSQbu6mIqB0TBCIISZzzxhRFqmOmTOXXXaZHQLiYufMl+mcWbVqVShm5bmRyjjqSIrzHO+Y45IOh7zqRgWUOM3iBulEaz5DhHIIt/z05b5gl7bXXnttOE8QfyJ0dRzd++yPBzdU3meC95J3wQ/SQr/22mtWSIsQ2I9Muft9ZWsfwSEiwPwElMX5zLlXX0CJMBcBXpUqVSwG1lQ/ZXv03UdY7ZyJW7RoYV1REfsSiKARSDohNmtIz5497Tn34QsoEVmyTtWrV8+eRjh72mmnWXE5BYhwSQXvgneT9QBxIIHw2hcocn2E7cw1AvfjVFLI28p5fJDOHkFnusEfANxxxx3pNstV358vMMeRlSAV+pFHHmn3b7zxRiuU5/uOmDRpUoHGbBvrQwREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAQ2UgJZF1AiBEIE5QQrCKqcWKawBZQ4aSHWYutEMLiAIdQiSBuMuA0HO8SJLnwBJS6J0RS7OBy2atXKVkcUhuDJhS8Io0/fHc/VQfDj0o/379/fjsOdc9uogDJOPObqZmuL8yTjJ+LEaJTD0TmUcd/cf7IoawJK0lSfd955FgcpuhFvEQsXLrSCQpz1EPASL7/8cihOzXTOfP/99wYxMMHziUt5b08WwkdUQEk6bkScfvjzgLT3Bx10kD2N2A23SII2cW6uOK+S+pvAvdLNT1sQfFx99dVm/Pjx9jAqlnN1km0z5Z6s30zKUxVQFucz5/58ASXPKJrG3n/mH374oXWHdFzOOOMM6yzJcZwzKM6vOEISCCRnzpxp992HL6BE9Bd1k/UF86xpuFu6YM1ybrh8D8S5Qn799dehm2a2XFsR8jJ/N2zY4IaS0hZHW+4301i6dKkV9tNPmzZtzOjRo+0fAyDm5zsZ51ecQ2+++WbzwAMP2MvllQI90/GovQiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiUVAKFIqDEZbF79+72nnHgO//88+1+YQsoEcIQvtiIdKXHH3+8LWcsuAJGU7X6Akpf6GYb/fvhi4Bw8SL9LOGLRceNG2cqVqz4bwtjcD8j/vrrr9BVjVSyd911V1jH7fgCSid4cecKa4toEkETwfW33377XJdCeDNo0CBb7ovhclUMCnwRVdSFLq5+tsqKy4Hy+uuvD+e5E/b5AjBfmOULxzKdM7jm+U6hEydOTHA9zRbXuH58ASVp7nHqjAZum7gCErhT9ujRw+7jiolAjCD19uDBg+2+/+HfG06u3JsfI0aMMMOGDbNFCNQQxDknRL9e3H6m3OP6zLQsVQGlz4VrFuUz53pOQBkVkHOOGDNmjEHcSETXUFK855emHIdKnCoJhMf+M/UFlHEOvr5QOepAy1p7++23236vuuqqBEdftz6zRQzN/ETYiyh4Yw8/1b37gwG+n1x6dVxaGzRoYN0uneNlttw3N3Z2Gr8IiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiEDZIlAoAkoQIq6aPXu2FaTMmDHDCmIKU0DpC9eWL19u9tlnH/skfVdIBDSPP/648VOaUskXUDLmaDpk6vjiwLffftvssMMOFIfCInuQwgfObTi4RcMXUOKAiRNmYUfXrl1Dtzfn3hm9JkIblyYZwRvCt2ThMyoLAko/HTDiMURkO+20k01bDaPvvvsudF/0xadOjJaMY7Q8bs74jpfU57o4Pe65555m3333NXXq1Il2k5VjX0DJGPiJxuLFi63rHeW9evUyvHcErrTOPTCZ4yn1nOtpnJjNT0FMXQLBMfeM4JL33omb/3f2/z+zwf3/e8vOXqoCSq5WXM+cazt2rVu3No899hhFCeG77D777LN2HlLBT2Wdl7uje39o48R97BO+gDJunfLn25VXXml69+79v4aRtmFhPjuzZs0yNWrUyKdWyT7tp1XnDwaGDh1qXTZXrlxpefKdR/jcEVg6J9CSfXcanQiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAhkj0ChCShJlU3KbAJhXc+ePU1RCSh///330GnMd9VyAr+os50voHQullHEfvrfZ555xoowEaMgLHKBiC2/qFevnhXaRev5Akoc9jp37hytkvXj/fff3yC08cWn0YsgJjrxxBNtcTLBnGvj+HJcFgSUvrsp4lJS4fpiR1/E9OCDD5pDDjnEZGvO/Pbbb9Y9buzYsQ5/whaxGul5a9WqlVCe6YEvoPQdOP1+GRspggnfcfW5554ziIMJ3iccJOOCVMvTpk2zp+bOnWs222yzhGpTpkwxiFddann/JKJLXPYQB/uRLe5+n9nYT0dAWVzPnPt0AspkKeN9AaVbH2nni4i7dOlihXyUR4N1GpEf8eijjxrWJhe+gDJuffYFlFdccYXp06ePaxoK+SnAPbNChQrhuWQ73MvGLqBcs2aN2W233ewtNmvWzPC989JLL9n16YUXXgidkn0X4rjU7MkYqVwEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAESguBQhNQrl+/3hx++OFm0aJFVqCHIMoJOoAXFUblJ9B56qmnTP/+/S13X6DjUvr6IsBMBJSkg95kk01yPV8EW6NGjbLlTmjCPSKYI3bddVczadIku1+QD19Aee+991p2BeknnTakdiXVa5zTn+vHT8ceFSe5Om4rAWX+Aspszhm4k64ex7+PPvrITJ061T0Ku2VuIpqKm88JFdM48AWUyebDTz/9ZHAqJBDf8u4Qb7zxRihuu+GGG8I03/ak94HQ7uOPP7YlyYS4cKQ/1pXJkydbIbDXhbnzzjvNMcccExZlm3vYcYY76Qgo3aWK+plz3fzW52QCSl9M61JJu/vwt6TZJt024a/vHGcioDzjjDMMjsEEc6patWp2v7A/mG9XX321cWnCU70eDrKnnHJKqtXzrOeemV8pytZPnT5z5kz7Xe3X174IiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIlHYChSagBJzvOIcbHoIrF1EBZcuWLc2vv/5q0/GOHj3aVQu3TihJgS8CceXZElCSZnjbbbcNr+t2LrvsMjNhwgR7iIisatWqdt+lG/av79qksy0OASUOoTiFEp9//rmpXLlyriFPnDjRCpg44adDz1UxKJCAMn8BJdyyNWeizwCxGoJJBIs4LhJ+6vBo/YIc+wJKxFeIxKKBKBexHHHxxRebCy+80O4zxzp27Gj3SVHv3ChtgffhnFFxDIyKQr1q4e6GDRusgBSBM2JKokWLFnadCCsFO4XF3b9GuvsFEVD61yiKZ871nBgvXQdK2jrn4bhnwnmC74Ynn3zS7r/33ntmu+22s/t8ZCKg9FNUI7h1Ywk7L6QdP3V5Opfg/bjjjjvSaZK0rpvvrgJi0muvvdYdGkSeCDbdWhGXHj2srB0REAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAERKKUEClVAuW7dOkMqYVIZI4ZasmRJiDEqoHRuiMmcHBFiPf/887Z9YQooR44caTp06BCOkx2EJgcddFDocuenkfXTfyNG3GWXXRLapnpQHAJKX1yUTGiH6yfun4TPPe6+iktA6afwJSXtOeecEze8fMtwqMP9kLjtttts+t9oI9/JsCApvOkvW3MmOjZ3fN9999n03Rzn5fTo6qez9QWUyd7Vxx57zIpp6ddP1b18+XKzzz772MslE9OxRhx66KG2DmvHQw89ZPdT+fjrr7+s8yWCsDhX1cLmnsoYo3UyFVC6/grzmXONTASUvpAvzgUyur5GhXyZCChJB+5Eg4j4TzrpJIesULfc08knn2wQ96YTzPmLLroonSZJ6/Lu4WZMIPB/8803zRZbbBHWnzNnjjnuuOPscfv27UOH5bCCdkRABERABERABERABERABERABERABERABERABERABERABERABERABERABERABESgDBAoVAEl/MaPHx/rUhcVUPbu3Tt0j5s+fbqpVatWiP+HH34wBxxwQHjsC/my7UBJ6uFHHnnElC9fPrweLngInYgTTjjBisLcST8tMcJLxlOuXDl3OmGL8JL7qlKlSkI5B8UhoERQg4sg0bZtW4MIyx/7zz//bFq1amXPI0ibMWNG7NhtheCjuASUq1evNk2bNrXDyCtNsBtnsm1RCSgznTMIk//8809To0aN2Ft58cUXQ9dH3ChJo52t8AWU9Om/ixwjHOvcubP57LPPODRvvfWWqVu3rt0nnTGCLXcOd9Pdd9/dnnMfiNyYh8Q111wTvnfu/LJly0zNmjUT5qk7h1gNIdiiRYusYIyUxH5kyt3vK1v7qQooi/OZc6+ZCCiZg7iDEjiWujXHFgQfU6ZMMb169bKHrEP333+/O2W3mQgoEe/jaEogImQtZy2LC9w8WUvq1KkTd3qjK0OIiniV4A8YXn755dBlmHcRZ1gcawneuXbt2tl9fYiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIhAWSJQ6ALKv//+27o3kp7bj6iAEoENQhtiv/32M4MHD7ZpXEn7e/nllye4V/qirWwLKLk+LmU4Xm611VaGdLI417k0p4hQGjduTLUwnAiKggMPPND069fPNGjQwFSsWNF8//33Nj32uHHjzLRp06yLZrNmzcK2bqc4BJRRQRuOaaRWJoU53EmxjBiNiBM+ubG7bXEJKLk+roXO4ZRnh2NotWrVrBCW1OR+SmA3XgRTpNp18emnn4bulYj3jj76aHfKCvbgkg0HSjrNZM7Mnz/fHHnkkVaoiKAXJ0jElMy1Dz74wAwaNMi49+3tt982O+ywQ3gfme5EBZSI0RBf4Sz5yy+/WOfLF154wV4GIeWwYcMSLumL5WiLQx5tcY9EbI3zJ5FMsMu7OG/ePHPaaaeZNm3amO23394wj2fPnm2dUp1bKnOZNSQamXCP9pXuMXONOecH9zNr1iwr7kP46seWW24ZCpaL85kzpkwElL4Qm75wRSVV9aabbmqF4+eeey7FNuJEtZkIKOmU+Ykwl0BIOGDAALPXXnvZ9YGxffXVV2bChAnm6aeftiLwnj172rql4aNTp0723eBeEPgjmsSFku8j507Ju/bRRx/Z51Ea7ln3IAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIALpECh0ASWDGT16tBV1+QOLCigRFu29995+lYR9xFI4JhKFKaDEpcyJzxIGEBzgnIaQMBrffvutOfvss80XX3wRPZXrmDTkJUVAyeAQb51xxhmhQDTXgIMCXAIR3MQ5Z/r1i1NAibD1/PPP94cT7idLBe2LLsPKeewsWLDACikbNmxoaxU0hTeNM5kzTkyXx1DtKVKZk9I8mxEVUCbrm/cIQVq9evUSqiB2RKQ7adKkhPLowR133GFFdtFyPw139Jw7RhCGsx5iuWhkwj3aV7rHCEvTSc+MgBlWRHE+c66fiYCS9mPHjjXXXXcdu0nj9NNPj62TqYAS4Sp95DfnGBhrWGkSUDLfu3btanDijAveFdKc77HHHnGnVSYCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACpZ5AxgJK0qM6ccb7779v3Quj1HCXIzW2c3HkPGJDHBr9IIVynz59EgSMCLGcaBERDOG7lOGiNWTIEJsam9TfxIoVK0yLFi3sPs6WpPUlEPAg5OEcIkwXiJQQXCEmefbZZw3pxJ2boauTn7Dmn3/+Mffcc49NP+vfp2uPaJL00t26dTM4y0Xj3XffNd27d7fFpLAllW1RBSIb2CKmjAbP47LLLkvJnezaa6+1Yhz6WLhwYWya5Wj/2TzGNZP06zxL/xkglBwzZkyuS6UroCQlLuEElLgl4vBGMAeZi5x79dVXbdlPP/1k5z0HjMtPQ09ZQecMAl/cFV977bWE+6RPgjTxiO+6dOmSkIr+f2cz+/QFlDjGzpkzJ3zmrmeE0HfffXes6yd1EFE+9NBDZuDAga5JuN1pp53M8OHDrWAvLPR2cApE8MVaERe4XuKyFxVu+nULyt3voyD7CPgQgKYaOO+ed955tnpxPnMG0LJlS7sus4bxbKPBmhy3Pvv1cPNlLXHfF+4c6y5zwb1LrtxtcfRlvaYe8y0arF+HHHKILc7LKRf+N954Y67r05B3BsdZ1uf69evbvkrLxw8//GAdlaMp7XGuHTp0qGnatGlpuVXdhwiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAikTSBjAWXaV8ynAeImxHeIYho1apSnECqfrjI6/d1339lUwaQ/RhRXoUKFlPpDHIZw7uuvvzarVq2yIrI6derYFL0pdVCMlRC6IhJErIWICDFbqvddjMPe6C9d0DmzYcMG+54sW7bMLF++3FStWtUw15izhfXcfAElolFSiK9evdp89tlnNh16kyZNbDrxVB4K41+6dKl93xHH8Z6RijyV+OOPP+y9k4J53bp1VgDHfVevXj2V5rZOQbmnfIFCqFgczzzbt8EzY53BGZI1vnbt2kUqtkZgz/rMe1OzZs1wjS5Xrly2b7VE9cf3Ee8p37EI+qtVq1aixqfBiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiEBxEChxAsrigKBrioAIpEYgTkCZWkvVEgEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREIGSRUACypL1PDQaESjRBCSgLNGPR4MTAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQARFIg4AElGnAUlURKOsEJKAs6zNA9y8CIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACpYeABJSl51nqTkSg0AlIQFnoiHUBERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERCBIiIgAWURgdZlRKA0EPjtt9/M5MmT7a20bNnS1KtXrzTclu5BBERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABESgDBKQgLIMPnTdsgiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiUdQISUJb1GaD7FwEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREIEySEACyjL40HXLIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIlDWCUhAGcyAtWvXmnXr1ply5cqZypUrl/U5kbX7X79+vVmzZo3tT2yzhrVYO8rJyTGrV6+2Y6hUqZKpUKFCsY4n3YuvWrWq2MYON/htsskmpmLFiukOvUTX99/1KlWqlOixanAiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIi4AhkLKBcvHhxKJIrX768adCgges713bhwoUGoQ1iuoYNG+Y6X1wFffv2NZMmTTKbb765mTNnTnENo1Rc988//zQjRowwr7zyilmyZEl4T7Vq1TLTp08Pj0vizuzZs02nTp3s0O644w7TsWPHkjjMYh3T/PnzzZFHHmnHMHjwYHPyyScX63jSufjXX39t2rVrZ5tcf/31pnv37uk0z7huy5Ytza+//mqOOOIIc88992TcX0nq4N577zVDhgyxQ+I9531XiIAIFIwAYusPP/zQfPvtt2bp0qVms802MzvttJNp1KiRady4ccqd0s8XX3xh5s6da/uqUaOGqVevnmndurWpVq1ayv2oogiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiUZgIZCyidKMhBeu6550zz5s3dYcJ25513Do/5B31EASUhJKDMzlPYsGGDOfHEE83HH3+cq8PCFFAuX77cjBkzxl6zffv2Zo899sh1/VQKGHeXLl1s1dtuuy0UU6bStqzUQYxz1FFH2dsdNGiQOeWUU4rt1keOHGlwlERQlIrY1RdQXnfddeb0008v0rGzLq5cubJUCigRhA4dOtTyfPfdd03t2rWLlK0uJgKlgcCPP/5ohg8fbp588smkt8P6279/f1O3bt2kdTjxxBNPmCuvvDJpnVdffbVE/SFL0oHqhAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAgUMoGsCyg7dOhgEDbFhQSUcVRKT9nUqVPNmWeeaW+oRYsWVlyHaAxnUlIW43xVGLFgwQLDvCMGDhxounXrVqDLSECZP7aSJKB0gkQERXfffXe+g5eAMl9EBa4gAWWB0amhCIQE/O/QsDBmZ+uttzavv/66qV69eq6zuHzfdNNN4R8VuAo4bCPgdjFx4kSz++67u0NtRUAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAERKDMEsi6gBKSyZyNJKAs3fNs1KhR5pZbbrE3+dhjj9k0oUVxx9kSUOJmiECQIF0q6U4ViQQkoEzkkc6RE3yWxhTeElCmMxNUVwTiCTgB5a677mrOPfdcs9dee5k6derYygj8+/XrZxYtWmSPjz32WOtWGe3pxRdfNBdeeGFYPGTIEHPIIYeYmjVrmnXr1tl03uPGjTN9+vQx/u9kYQPtiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiEAZI1AoAsoTTjjB8I/20fD/sV4pvKN0Nv5j0iKPHTvW3sjnn39uKleuXCQ3lS0BZZEMdiO/iASUBX+AElAWnJ1aikBZILBkyRKzePFic+CBB5py5crluuUvv/zSIMB2wXGFChXcod0irPzss8/s/jPPPGNwg1aIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAgkJ5BVASX/UI9LEvHWW2+ZunXrJlw5LwEljoWkl8T5r3379gntOEAo8Oabb9ryTp06mW233dbuz5o1y7z33numWrVqplGjRuaRRx4xS5cuNQcffLA5++yzzU8//WQefPBBQz3O9+7d2zRt2tS2dR99+/Y1kyZNMqS4nD17tnnppZfMjBkzbJv69etbAcLxxx9vSJuZV3z//ffWfXPevHnWyXCrrbYyTZo0MW3btjV77713Xk3Nt99+a5577jlbh5TEpLsmRSduUqQeRozYsGFDc/LJJ5s999wzz74KchKG7777rnWn+uWXX0yDBg3MbrvtZo455hhTu3bt2C65z8mTJ4fnYOgcHC+55JIEAQjPp3v37mHdTHfuvfde66ZFPzxj5g9x6KGHWtcue/DvByw7duzoF4X7Tz/9tPnzzz/DY7eDY5c/X115Tk6O4dqkSUXkMmXKFPP222/buX7SSSeZgw46yI4FF9bVq1ebNm3a2HkYFbm4/jKZM4wB5u+8844V3fz+++9mm222sY5lrVq1Cl3H3LWysY0KKA844AA7hvfff99yZA2AC88hr1ixYoWd7wip6ZN3j/eS98QXCPl98C588803YdFtt91m91kzOnfuHJazA28c3PyIpvDmnX7jjTcMY+e9Z57st99+5rTTTsslSvL7Kei+L6AcOXKkXc+49gcffGCqVq1q0+n26tUrNi0v1+T5Tps2za5N3333neGH5817imMd60aVKlVih8daMn/+fFOpUiW7BnK/zFve+7///tswNtYW+skr6Gf69Ol2nWd9Y57xbrF2DR061DZlHYlbM4pjvjKgDRs22HWN7yTmGu8c7ybfB9wvzzy/NTXT9Zl1g7nG9yNzftmyZaZZs2b2hz84SPbc8noW+Z3z1+dTTjnFPmfWK54fIj3etw4dOtjvp7z6Ksi7Shu+iwnWUt7Rgr5rn376qZ333A+/B+yyyy527My7HXfcMa+hl8pzvOfue5bfiVi3XLCW8B4T3bp1MwMHDnSntBUBERABERABERABERABERABERABERABERABERABERABERABERABERABERABEUhCIKsCytGjR5uzzjrLXur00083OBL64QvSog6UvriIdLDRQOj2n//8xxb7rkojRowww4YNi1a3x4i4EBr8+OOP4XmEWogOEB658AWUXbt2NWPGjHGnwm2tWrXMww8/bEWMYaG388ILL5irrrrKikC94nCXlJoXXHBBUmEWIrgePXrY+gj0EELEjYMKiJ+22GKLsO9Mdv755x/rFsqziwt43XnnnVYIGD3/5JNPmiuuuCJaHHsMP4Q72Qp/LuXXJ2Lahx56KLba/vvvnzA/XCXEeQh1o4EIDCFrskAMxVz146KLLjL8RCOTObN8+XKDKApBUbJg/iebQ8na5FfO+4SAh+Ad511E+ByNc845x1x22WWx833OnDlWVOq/l377o48+2gwePNhsueWWfrFdW5yIOuFEkgMEk374AkrWEvqaOXOmX8XuM194H5KJXnM1SLHAX+MQlPGeR4P35NlnnzVs/cCZjueZVzAvWTvj3o1LL73UTJw40Ta///77rYgyri9Eb4hio8G8v/HGG+0aGD3HWGHGekDECSiLa74yHtYoNzaO44K5ypxN9swzWZ9//fVXOwZfbO6PgbmAoLZx48Z+ccb7/vp89913mwEDBhjGEo3LL7/cnHfeedFie1zQdzUb7xrfTXfddZdh7HHBdxOiXUSgZSkQmLt1HwH0dtttF94+31uOF38IgrhaIQIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIikDeBrAooEcj997//DV0JcVdzTpEMwxf2FIaAEkEFrlSPP/54wl0j7sFl0LljRsVxTkDpGtEP4rmaNWtaJ03XjnKEjdHU1Lgfct8uSKGJsxlOjjizOdFKv379crniuTa+QAeBBA6GBP3glIb7HC6aiNWyKaAk1boTcnF/jB1BBq5fvljt+eeft25pbrxs4YJIwwX1Fy1aZA/PPPNMV2y3OFAiIM1W3HLLLQaBDfHzzz8bxIgEDoZ77LGH3XcfzLtTTz3VHSZsuX/EXQSucFOnTrX70TliC4OPqIASURtua26OUC86D+PEo5nOGX/OMkdwCoUxbpykb+U+8hKOuvtJd+sLKF1bmOO8yXNwTqCcu+aaa0x0HvBO7Lvvvq6pfV6IWHk/eYbuXcGFdtSoUWE9dp544olQOMSxE4fC14k6KSfKly9vBc3/O/rfpy/qcuWMnfEwrqeeesoV22vHOeGGFQqw4wSUrinuee3atbOH3JsTosIMdn74Y8flE/dA2uOkyDqLkMoFotCoW64voKQecxShKi6SzBXnaMdc4p2Opg9GRD18+HB7Cdp26dLF1KhRw671Ll2wu36cgLK45itjQhw5YcIEe8+8r6wHvCs4UfrccSxljY6Lgq7Pq1atss/YiYURS7K+I4D/8MMPLXuuB1PcRRlXtsIXULo+eU9wcEQYyXN3Ef2upjyTd9Wfr+4a6b5rfF+47xc35+rUqWMWLlyY8K7y3tJ3NoLvMFw60w3+QILfFwo7WCfd91vc9wrzF1E7wTNgjvE+Mrd413m/cQTda6+9Cnuo6l8EREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAENh4CQWrRjGKfffbJCUQh9ueHH37I+eijj8LjQOSW0LerxzYQ/iScC9KZ2naBC1hCuTsIRBJhv1zDReC2FJYHohBbHAixwrLA+c+WBcK3nNatW9vyQJzkmtvt+eefH9ZnHEGq0PD8unXrcgLxUXj+0UcfDc+xE4jvctzY2QbCw4TzgQgl57DDDgvbB6KdhPPuIEinG9aBD2MNBJPutN0GIsqcQMSUE6TcTSgv6EEgeAuvydgDEVVCV4FALTzfp0+fhHNxB3B1zxjeRRVBauLwutHnk84Y/LkbCK5imzIf3D06JkGK4IRn/NVXX9m2gZNgWJd3w0WmcyYQ2oX98twCUY3rOtwGKXpzXn755fA4Wzu8G+7+2Qauqzn+sw7EveF51oboXGVNcO0DR7yEtoHILIGje5+Tjd29d7y/qUQgvAqvzRgC59ocnp2LwCEwPO+erTuXja0bL9cO3GZzeI4umB+OC1ufKXUCYWxOkI43Z8GCBa5Jwva+++4L2wduhgnnOLjkkkvC8zyXIBV6WIdnFDinhucDQWR4jp0//vgjYY3zxxCImHP89ZOxR9e44pyvjD9wDs7hfY5+53COd9H/DvOfCeddFHR9vuOOO0KuvCvR92Hs2LHheZ5vNiMQh4Z981wCcWBC9zfddFN4PnDoTTjHQSbvaqbvWiAIDsd23HHH2fnvD5C1wb0vRx55ZA7rcjbCf16u/1S2/juRjXEk6yNwmA3vO26+BK7E9jy/cwQuumHd6D3cfPPNOby7ChEQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQgZycrDtQ4oqE2x+OVgTOfM5Vq7AdKElrSQpWtrh8EaQRJ9UwcfbZZ5vXX3/dutW5NJeU++5ouF4FYiOKw8BZr1WrVvYY1zffuct3cKTPqBMejfz04/3797fjCDv/d8d3OKMozvEx2ibTY5wnGT9BSmNS2EbDTxfKfXP/yQIXTudAGIgIrQtgsrrZLA/EK2Ea10BUYrp161ag7pmrOOsRqThQ+qlvSdHtXDBxSMPBD2c+HD2JQMwYpujNdM7gnHfggQfafnk+cSnv7clC+Ig6UPrvt7scqZ6dO6T/TqxZsyZMKYujXJybK86rOAESpEN389P17W+doyPvnP8++3X8fd8VD4dGnNkqVqzoVzE4FJIum3TYzgU2oUIGB268dEHf0VTw/vuDcxyOcalGILgM+2vTpo1NQe639R0oeT5RR9YXX3zR4KJHsC4cfvjhYfPx48ebq6++2h6zNkadZAPxZ0La76gDZXHO1/Am8tghpXkgJrQ1cKp0Dn9+k4Ksz7/99lvojIjzH27Em266qd+tdbTFvdU5VLrvsIRKBTzwHShxGyUdth9cE/dXIup6mum7mum7hgM0TsvEW2+9ZerWrWv3/Q/nLEoZros4s2YaMAtE+Gl3Qwr2HXbYIe126TTw117WL1LCV61aNaELt375hTjpBgJKs3TpUjNp0qTwFOtNz549w2PtiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiEBZJVAoAkoENN27d7dMETkEDmV2v7AFlIg2CF+wc+utt5rjjz/eljvBBeKzwPnLlvHhCyh9oVtYIdg544wzTOBCZosCx8NQCOOLRceNG5cgyAoUurb+X3/9FQoV4oQsVPIFOnECKNtRlj8QTSLuJLj+9ttvn+sKgYuVGTRokC0PnNxsquZclf4t8AVgZUFAef3114fzHIEZQjOELaRQJnwREZxd2tRM5wypyxs3bvwvdWMmTpxodt999/C4MHd8EU8y4WLg5GnFj4zDF9whTETgQ5x88slm8ODBdt//8O+Ne+LekoUTJCYbR7Sd/zwQ2SK2jUbv3r2tMAmBJ2mOsxluvFERtrsGolPEjUSydYhzgWumQZyHAI61xQXrGCnQ47j5AsqowJH2vtg3KkL2BbGvvfaaadCggbtkuPXndLR//5nSoCjnazjAf3dIeb5s2TKbnjpwLbSliP0D50G7/+CDD9oUx9F2BVmfZ8yYYQJHQNsVc9RPZ+++GzjJd5ETX8cJa6NjSfXYF1Byfx07dszV1H0nR9+hTN/VTN61tWvX2lTTDJY/yPDF0T431lknsI4TBee62Y24IHCfNohKeS4EIk8nfvVvy60xrgxxcNu2bd2h8edkYaSNDy+kHREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQARHYiAgUioCS+3cOUvwjPf9oX6VKFePEGpyfO3eu2Wyzzdi14f7hP5mjnu/i6LtNjRgxwgSpeBOEa0FaVhOkZbX9+g54QQpV8/jjj1unKvpw4Qsocb3aYost3Klw64sDEVI6tyk37rBiPjvJnO18gY4vOsunu4xOd+3aNRT7JXM+QzDlnCkRvCF8SxY+o7IgoAxS3JoTTzzR4nAiM5y+cAYjvvvuu1Bw6otPszFnfMdLrsV1cbLbc889zb777mvq1KlDcdbDF1AyLxDhRsN3tjvppJNMkC7WVkGo5pwPkzmeUtG5nuYnYnQco+Kv6HjcsS/q8oXd7jxbX1RM/WyGG2/r1q1Dp1a/f3+NC9K/22fpnw/SeBvmEQ6ReQVuh77THHV9AWXcux6kfDcIt4krr7zSICR1gSOoc+NEaMlaHg23tlIeFVBSVlzzlWsjOJ0yZYp1asUxNa944IEHTJD+OFeVgqzPvoAxV4dJCkaNGmVwDMxG+NcP0nmbli1b5uqWMkS3CJudayyVMn1XM3nX/La5BpykIOqgmaTaRlmM6BcX7VmzZtnxX3zxxaFbbPSGeI5OZImb8tChQ6NVEtY4/kDCvfe5KqpABERABERABERABERABERABERABERABERABERABERABERABERABERABERABMoIgUITUJIqm5TZhEsVWVQCStyanNsf6Y0RZLlxkGI66tDmCyiTiab8tMtOwLly5UqDKMoFIrb8ol69eglCFVffF+ggCO3cubM7VWhbHKwQu/muidGLIdpwIkFEUPwki7ImoPTdTRGXIr7yBbK+kNA522VrzuBAiKuc76TqP5eDDz7YChdxcMtm+AJKXDfPOuusXN3//fffpkmTJraccTz00EN2nxTGiIMJ3idSdMcFYqFp06bZU1GhtV/fCRILIqC87rrrrCjJ74/9ohBQpisSZ1ysS8cdd5xh/vjhrzmLFi2yp/w56Or6Asq4Nc4XUF5xxRWmT58+rqlNQ49wkohrSzkp751TYJyAsrjmK2Nz4mb2XbDmufTHf/zxhxURci6avtzVL8j6jHiN7x/Cv57rM2577bXXxjpgxtXNr8wXUOJw2bRp01xNkgkoM31XmSft2rWz10v3XSNlt0stjYh62223zTXuaAF/sBFNLR+tszEe45KKgNmJ8nHOveGGG0y5cuVib4fvaie0TCaORFzN7zxEsmcT27kKRUAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAERKCUEig0AeX69evN4YcfbhD1IB5BELXbbruFGKPCKCeGSiYueuqpp0z//v1teydg5CDOgTITAeWCBQvMJptsEo7T7eA2iDsY4dKsco+IlYg41zd7IsUPX6CT99jHzwAAQABJREFUTMSTYlcpV0N4hiAuL6c/xFAuHXtUWBW9kASU+Qsoszln4E+6etwKSZs9derUhEfC3HzppZdi53NCxTQOfAElojwnxPG7WLFihXV5pcxPWf/GG2+EwjxEQKeddprfLNzHOc05BeblZOrWjLIgoPRFpYioEDjWrVs3ZMYOqXpZb7MtoOR67733nr1WnHslJ3yRYpyA0jYOPop6vvoCcL6HBg0aZB0m/TXeF5QlW3sLsj7Tl0sxnczZ0nEpjG0mAspM39VMBJSsZU5czTzne6eoAqEirsvpBo62qQg90+kX59R+/fqZCRMm2Gb8boRIuUKFCkm7Oe+888wrr7xiz7P2+79zuUakPsd9mkAAjxBeIQIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAJlmkBOhhGkys4JXNDszw8//JDQ28SJE8NzQQrRcJ/6QVrKhLqunyAVZ0K5OwiEA2H7QGDhinNcOe1dBG5nYd1ATOCKc6655hpbHji5hWXsnH/++WH9IE1uwjl3EIjFwjqBQMwV5wQiUVvuXz88mcZOkBY87D8QaKbRsuBVA3FKeM1Vq1bFdhSIN8I6gSAjto4rdHx5voFQ0BUX+nb+/PnhGB999NECX4955eYy9x0XgSNYWCcQ8oZVAmGWLWc+uOB9cP0F4kZXnLU5E3b4706Quj7nkUceyWnWrFl4XeZVNmPevHlh3wMGDIjteuHChWGdQHgc1glcDMPywLEwLI/uBCmubb1DDjkkeirh2N0n728q4Y8rSIUd2yQQLIVjjK2QQaEbb5D6PLaXQCQeXttf43iubh4Fznw5gbAqV3t/Xvpz0FUMnD/DPlyZv/3mm2/C84FQ3D+VEwjXw3NBuueEc+7gwgsvDOsEIklXnOe2KOZrIOwMx+Uz9QcWCB3DOsnW3oKsz3z3uOcWiBn9SxbJvv+dy7sXF+57l3nlR6bvaibv2i+//BJy43u3KCNw9Q2v7Z5dKtvgDy+yOkzecdZXd+3gjxhyAmfffK8R/BFD2CYQD8fW57vI9cv9KkRABERABERABERABERABERABERABERABERABERABERABERABERABERABESgrBMwmQJwAgz+QT4qoPznn39yfDGU+0d7tlEB5ZFHHmn/UZ9tXASpo8N/9PeFMNkWUL788su5Lo84yd0HY/fDF18Gbnn+qbT2CyLQSesCMZUHDhwYMk0mtAtSGod1fO4x3YUCVRgVpYDSF38FKXPjhpZSGffn5mhhCiizNWeS3RQCOHcfCCqzGb6A8rDDDovt2hcCBinGwzqI79y4jj/++LDc3wlSSYd1evTo4Z/Kte/WnvzquYaZiLpcH5lsCyqgDFw/Qya333577BA++OCDsE62BZS+qCxwJsx1fdZH9yx4vqkKKF1HhTlf/XctmUj81FNPDdllU0DpvysIWIs6MhFQZvquZvquuXeF7901a9YUGTrWLtamdH+WLl2a1TEOGzYsnJOMZeXKlSn1H6RqD9uNGzcutg1rsluHk33PxTZUoQiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiUUgKFKqCEGf+I7/6x3t9GBZS9evUK60WFmAhy/La+kC/bAkrENFHx35tvvhleH4c6P15//fXw3LnnnhvrDufqIypJJoQoDgHllClTwrHDP+pst2zZsvA8gpZkY3f3V1wOlAij3PxI1Y3QjdnfFpWAMtM5gzAZ975k4Ytosu1854vCYD5jxoyEYSCmQ/DjnkeQUjo8z/zq2LFjeO7TTz8Nz7mdm266KTw/evRoVxy7DdL82rqI91IRWWUq6oodRBqFThSWrgOl78gXJ46E+UknnRRyi6uTiQMlz8k9TxyCo+uE77RIvaiAsjjnqy8S992I3WPz113Gnk0BJc/Fn+/JXCAZC+6COOlmMzIRUGb6rmb6rvnOocncYmHFOOfMmZNNbMXely8o5g9Kfv/995THxHehW2dw8OXd84M5ifDdvc+ljZ1/r9oXAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQgVQJlKNiJjnMW7ZsaQK3KtvF9OnTTa1atRK6C4Qh5qCDDgrruJNz5841m222mTs0gWjABOl+7fF+++1nBg8ebLbbbjvz+eefm8svv9wsWbIkrBukTjYtWrSwxyNGjDCBW5PZeuutzcyZM21ZIDgwe+21l90PHAnNEUccYfeD9JbmscceM7vvvrsJ0ovbMj769u1rJk2aFB4HYiRz8cUXm6222sq899579nwgHrTnA4dK07hx47AuO4GoyARpMW3ZgQceaAKRpWnQoIGpWLGiCcRE9h4CIamZNm2aef75500gcLB1/Y933nnHBE56tihIKWsCEZR/ulD2efRBOnMTCHts/yeffLK54IILzLbbbmvHHIiuTCCAs+euvvpqc9ZZZ+U5DseXSoEbpylfvnye9bN58tBDDw3nCM+OOVetWjU7hsqVK9u5FL1ekOrdrF27NiwOhGImELfZ40AMao4++ujwXLly5SyXQFxrGjZsaMtvvfVWE4gF7T7z9YEHHrDnAhGWLfvxxx/N/vvvb/cffPBBEwha7D4fmcyZQGhlAmGN6dy5swlEhGbXXXc1NWrUsHMtcCI0QTrx8H0LBGJmhx12CK+b6U7ghmiOOuqosJvNN9/cMF9ZBwJRpxk6dKgJXM3sefjdddddYV12AtGuCcS6tsy1DQSQ5q+//jLjx483QWrv8FwgzjRVqlSxx3Ef/nxjTKeddpqpWbOmqVChguF51atXL6HZ119/bdq1a2fLrrvuOnP66acnnOcgcFw1Tz/9tC2nfjajefPmhnWE9Yh1KRpcl+sT/hrHsb/OBm68JhDm2ftjjNwL65QL5qebg64sSIUcrnlx9xU4f5o2bdrY6ldccYXp06ePa2q33bp1C68Bt/POO89UrVrVrmnRuu+++66pXbt22L445+uzzz5rvz8YDO/JZZddZt9J3nsYca9+JFt7C7o+f/zxx6ZLly7hJW644QY7B/luY87D/bXXXjOsD6wVfA9mKwLxdHh/gajaNG3aNFfXbl6xfo4ZMybhfCbvaqbv2h9//GEOOOAA+74wqDPOOMN+P7KWBSJA8+2335r333/fcuM7Km5OJ9zMRnIwefJk07t373C0wR9l5PqdKjwZ7PDc6tat6xfZ9SBwmbRlgYOnPd55551N4JJpf68KBPz2XNwzT+hIByIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJQRggUuoASjoGTnBV1+UyjAkrEbHvvvbdfJWEfcU/gBGnLfHFRtgWUCDGdIDRhAMEBAkKEhNFAzHH22WcbxGX5RUkSUDLWWbNmWXGKE4jGjR/BKQLQvMRstPMFbUUtoETYGrhPxg3fHHzwweahhx7KdQ4BiS/MzVUhUrBgwQIrzMuGgDKTOeMEaZHh5TpEDOoEeblOFrAgKqBM1g3vUeCAZxDu+IFoF5GuL1j2z7v9IG20FQm647jtd999Z4Wycecoi4qqMhV1JbtOquWZCCgR+yGmSha8owjHmc+FIaBEZH3KKaeEgrZk46A8mYAyrzacK4z5GjjwWQGjE4nHjQHxrZuP2RZQcr377rvP3HzzzXGXTihr3759iRJQZvKuZuNdYx4xJ/L6bnIAo++6K9/YtghpA9fUlIcdN19ZBxBh8t2eLBCv80cku+yyS7IqKhcBERABERABERABERABERABERABERABERABERABERABERABERABERABERCBMkMgYwElrlk47RE4QuFeGA2ctnBC8oUQCLFwaPQDty7czHwBI0IsJ1rERY3gH/4RDBEICIYMGWJdmnDAJFasWBE6VOLohTCFwKkNZybcKxFhukDQ9dJLLxlEBTiWIT6ICusQB/bs2dM1ybVFqIOr3P33359wn64irpMIdXBy23LLLV1xuEUs0r17d3tMH23btg3PFfYOYj7YxgkueB64tm266ab5DuPaa681jz76qK0XpHC1YsN8G2WxAm6ljzzyiH2W/lxL5rSVroDyyy+/tKN1AkrcEjt16mTLmIPMRV+89tNPP9l5TwXGhaOaHwWdM7wfOF7iXOffp+sbF1jcQ3G+y7YLKAycoytj+Oabb6xAzF2bLe8m74LvQuifR5iFoDVOKBSkljXDhw83iA1TCRg//vjjVqzp1iHXLiqqYqxB+lp7GidAHCujgSMhzn1EtH20brrHzu2PdeDuu+/O1Zx1LW6NcxU5zzoUfeaIy2+//XYr8OYdxmnRCQJdW1xxWfNY44K0va443LIGOIfUZG6z8EMo7t4D15i5xlruHIRxw8Rh0UVxzlfGwBxhrkWZ8N3CmoXTcH5rb6brM2sTXGfPnu2whFueCY7DuMnyPZmt8B1NuXfmRTTc9zdziD90iEZB39VsvWvMHd5VHDTjgjUcN94TTzwx7vRGV8b3xIABA1Ied7LfFVavXm3ntv97juuUZ+0cvl2ZtiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJQlglkLKDMNjxEZYjvEPQ0atQoVxrebF8vWX+4282bN8+mP0YUR1rgVALBCYIdxFerVq2yQqI6derYFOOptC/OOghdEUchWqlfv75BzJbqfRfnuDf2axd0zmzYsMG+J8uWLbPps0mpzFwjzW1RPre///7bpnxnviMUJp14KsH4SSvL+46IjPcs1bap9F8a68AacRrrIwJV1sioEL2w7/vnn3+2z7tatWr2eacirmZMxT1fEdiS7hmGTZo0SRB5FjYz1z/CNvf8ENIjNCUFc6oMXT9FvS3ud3X9+vV2zvP8EIUjEmedY91QJCcAN5jxwx+34Agc9wccyXvQGREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREo/QRKnICy9CPXHYqACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACBQ3AQkoi/sJ6PoiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAJFTkACyiJHrguKgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAgUNwEJKIv7Cej6IiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACRU5AAsoiR64LioAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIFDcBCSiL+wno+iIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAkVOQALKIkeuC4qACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACBQ3AQkoi/sJ6PoiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAJFTkACyiJHXrIu+M8//xh+iCpVqpSswWk0IiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIlBIBDIWUP7www+Gn4JEkyZNzGabbZa0ae/evc3kyZPNjjvuaKZOnZq0nk4UnED//v3NU089ZTv47LPPJKIsOMqMWv7222/m559/tn1stdVWZptttsmov/waf/fdd4bnzfaXX34xlSpVsu9Zw4YNTbNmzfJrbsf68ccf2/Y//fSTYcz16tUze+yxh6lVq1ae7blXrv3NN9/YayPgrVu3rqlfv77Zd999TYUKFfJsH3fy22+/DfltueWWhvvIK77++mvzxRdfmC+//NKUL1/e3jPr0XbbbRfbjDEvWrQo9lxcIWLkXXfdNdep1atXmw8//NAw3qVLl9r1b6eddjKNGjUyjRs3zlU/WpCTk2M+/fRT89VXXxnugXnC89ptt90M950sfvzxR/P9998nOx2W77zzzqZ69erhsb9TkDmzbt06M3v2bL+bfPeZQ3FzAHaffPKJvXfuBW5Nmza1z7pixYr59kuF9evXm4ULF5q5c+eaBQsWmMqVK5vatWub/fbbz+ywww6xfXDdefPm2bmybNky8+eff9o2zPe9997bVKtWLbadX7hhwwYzc+ZM+8x49lyX+d68eXO79eu6/c8//9ysWbPGHea73WWXXVIaS74dqYIIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIlCECGQsob7vtNnP33XcXCNlLL71khT/JGp955plWOIkga/r06cmqlZpyhFGvv/66vZ+ePXuarbfeutDv7T//+Y95+umn7XXmzJljNt9880K/pi7w/wQQpY0ePdo89NBDYeEZZ5xhrr322vA4mzt//PGHadu2rfn111+TdnvwwQebq6++OlaE+NFHH5kRI0aYN998M2n78847z5x77rmxc8m908kaI4q75pprTJs2bZJVyVX+119/2frunlq2bGmeeOKJXPUoQAw3bNgwM2bMmNjzZ599tunXr58VVfoVXnjhBXPRRRf5RXnuI+B89dVXwzoIGIcPH26efPLJsCy6c9RRRxkEzYhJ4wKh+pVXXmnefvvtuNNm5MiRpkOHDrHnWKNZq/OLO+64w3Ts2DGhWiZzBqHjgQcemNBffgcIDaNr36xZs8xll11mlixZkqs5dceNGxc7X/3KCH779OmTdO7fdNNNpmvXrn4Tc++995ohQ4YklPkHrJeXXHKJ6dGjR6zok7qs6wMGDEgqJD3llFMM63BUiLn//vsb5k2qcc8995gjjjgi1eqqJwIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiEBCQgLIETYPHHnvM/Pe//7Ujevnll1NypMt0+BJQZkqwYO1xELz//vtD90+/l8IUUOKkiGueH4jAVq5c6RdZ8eMbb7yRy5ERMRmiMj/i2iPSvO+++0y5cuX8qlbgheuji7i2nHvkkUfMAQcc4Krlub3hhhsSBKh5CSidq63rEKEjboe4Ubro3LmzGTp0aIKIMl0BJUI2BG0ucNBFPJpfIAZERB11gYyKROln9913N7///nuCqHDQoEEGQV40MhFQZjJn0hVQMh8QOm6yySbhLSBA5Jm4oA7unjwzN28pe/TRR60Dqqvnb+OeX3TuIRo+66yz/GbmxhtvzCW2jbajAeLaOIEtLqsIUv1x8tw49p05496XdAWU+f1BQsKN6UAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAERMASyFhASfpffqKBSx2CDgIRyl577RWtYkgXm1fqVVKtrlixwqYXJlVraQ8JKEv7E/7f/ZHOt0GDBgk364uyClNASfphXBZxeDzkkENs+mDeQURy06ZNM2PHjjW4/RFRESBlTkDZvn17c/rpp1sHWdJ3k6r5xRdfNJdeeinVbAwePNicfPLJ7tBucREkTfZhhx1m23Lff//9t01v/Pzzz5tnnnnG1qMct8tNN900oX30ALFdly5dEoqTCSjfeecd6xRIZVxtcaF0abYXL15s3QmduHP8+PGmVatWYb9wwy00r8C90blOPvDAA/YeXX0noOR6uHOyHtapU8ee5h5wvXQpwo899ljrVunasr311lutwyT7OITiZulEltwXrp9OpBfnJOsLKB9++GFTs2ZNusoVpLHeYostEsozmTOkzHZMEzr1Dt566y1zyy232BIcIq+44orwLCnLTzjhBCuqpPCcc86xTpSIXjk3atSo0CGSNNw4UUYjKuKkD5wmd9xxR9sHqdQnTJhgHSxxAfUDd1i+h5ivCI9hznVJr40LK8/BBSLN6PcU78PEiRNtlaOPPtreJ+ndCUTUiF2dc2p0zpCife3atbZu3Afi2VNPPdWeYl5NmjQprprKREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAE8iCQsYAyWd++cxeiFsQtirwJSECZN5/SctYXULZu3dr07dvXVK5c2Rx//PH2FgtTQJkfQ0RZBx10kBXjIWLE/a98+fJhsxkzZhgEkzg3xsVTTz1l01BzDpElArdUA2Fat27dzPvvv2+b5Oeo988//5hjjjnGCvQQoiF6JJIJKBEZvvLKK7YO42J8fiCKc+mrEe3llbrZb8c+AlKeJWI4uEVdFEk9jUiTdNZRV07aIzL00y9zjEjQRfPmzUOB5HvvvZfLGRTHTtJEE4gt3Vxy7X0BZVx7V68g2/zmTH59XnDBBaHYHhGgE7XSDpdJJ2qknDkR5Ycg1QlXEaoijPTDiX4pu+6666zw1z+fyf6dd94Ziiivv/56071797A75rNzm6QQQbATvbpKTz/9tE3fzXEyF0tXN7rle5V09wQurKeddlq0io5FQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQATyIVCiBJQ4buFGFo0tt9zSupBFyznGLQ9BULVq1UyjRo1s6l8cxXBpw2nvp59+Mg8++KCtx3lS+EZdwly/CF5IW4z4ae7cuWbZsmWmWbNm9gdBlXMOc/Uz3dL/k08+GXaDwAYBEIGQDKc+P0jpGufkiTgLF7pPPvnEuuQh4qpfv74VInGvCMWioiPXb34pvOfPn29TClO/UqVKlp9r628R2uFgOG/ePCsG22WXXSxnBGlRQZNrR6pi+nf9ktL27bffts8TV0JEYzgY+oIq13Zj3jLPLrzwQtOzZ8/wefppiotTQAlXXO2ciHH69OnWrTFV3ojp3BwlHfXMmTNTbWrr3XXXXeb222+3+zg6OkFjXCekEkccx3Vwr3Qpv5MJKBEoOjfEqEDR9d+pU6cwtXKck6OrF91OmTLF9OrVyxbjcMh7lW4gFHSpxHE3rFevnu2C95l7InAOxRUxGqtWrbLrFOVx91+YAkquWdA5498bay3P0Q+EkQgkibgU25T7zqKXXHKJQZDpAvfMPfbYwx7utNNOdi3zBcGuXkG3CIpdynTW7IEDB4ZdIfBt3LixPU72Lnz22WcGx1EiznnUnkjy4c8Xvgdr1KiRpKaKRUAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEkhEoUQLK5557ziCAiQbpdhFyxQWpwocNGxZ3yhx66KFWkPTjjz+G53GHQ5y0zTbbhGXsIOQhdezkyZMTyt0B4puRI0eGghhXnsnWF82l0g+iLMRZfpAe1k+b7J9z+x06dLCpYxGiRiMvASUCMoRRLjUwQlTSPvuBSAjRGwKtuID30KFDDWOIhp/e9v77708qzsRdz4njon2UlmN/LhSngBJxJyI9RLkEroy4Y6YapAIn1THBO5PsfUrW33//+1+DEyuR13P/5ptvwhTZzD1cM51QLk5ASCpp55qZ17hIMU46ZyIuJbM9EfOBMNvdKy6XiLXTDV/g6btEIox2jpKkTcdFMS64b9YxAjG6H4UpoMxkzpBGHbdiAvEhIkQ/WBduuukmW8Q9ODdKv44/F6Jp531xZdQh0u+joPvMEZwjCUTRF198cUJX7pmwDiIQjwrZ/fEhFCWVeyrhCy9JDc4arBABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABEUifQIkSUCIUevzxx8O7QJCEIChVASUiFRzr/D7oDDdKnMhwliRuu+02g9OcC9zb2rVrZ5zQEoEVQpwtttjCfPjhh6ErJP3jsojbZTbihx9+SHCTQ0SHkxjBfdSsWTPhMm3btrVpgv1CP2UywjecH+GFEyDpbhctWmSrk0oWsWU0kgkoccPEddMF6ZFbtWrlDsOtn34XPl26dDF16tQxCxcuNIzNBftOWOfKfAElZbRHDESKaJw4nRtfstS9rp90tzj4IbpKJ5gL/fv3T6dJWnVLgoCS9wA2zgGSlNROzJjqzfDczjzzTFsdZ75Bgwal1BSBI+6jZ511lq2f17uGYI90xYgMGeOjjz5q/vrrrzwFlH7a9LwElAjYnnnmGTuGhx9+2Aoz87sB1g3cYYlk71l+ffhOidH1zp8bqQooEdj5jrm+gBIRIs68BKLSBg0axK43+Y2Z85nMGZ4j665bo+JSXD/wwANm8ODBdiiI5Y888shcwyI1Omsf0aJFi/D5ceynyEbsiBgYl2OEi2vWrDG77babdUyl36i4kfZ5BS6mPXr0CL83nnjiidAp1LVDHIpIlIimVmfO9+nTxwr6Oc9YnXsrx3nFtddea+c9deifPxZQiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIpE+gRAkoo8NHiIUgKyoo8uv5DpSkfyUN7IsvvmjdwKjn0qIioDrwwAOt2CWaavXOO+80w4cPt90i+kKcQlppFzjhDRgwwB4ypmuuucadyuoWsRoOfMTLL7+cktvlu+++a3CKPPHEE20qY39ACHTOO++8MAV3nIgxTkCJMM05wSFkGzt2rBUm+X2zT5pnHCoJhGP33Xef2Xbbbe0xH75LGiJIBEwVKlQIz/sCSlLcIiByaYsRNyGSc4LSdNwAwwsk2enatWvaqaXhAOfCCl8kV1QOlIhccWNdu3at+eCDD6yA0d0fz2PcuHGha6Mrz2/L2BFCEqTYPvzww2ObILyjf0R0uFwilnZOpzRI5jbIOV8UR4pnRIC+ADHOgZJ2vsPjV199ZeJSOSMAdkJrhKTHHXccTfOMe+65x7qsUgnBqEvpnGejyEmXjpzi6Brjp7lGRI0rYzTgydrnAoHg9ttv7w4tT4TjyYL5zRrni6bj6mZzzvBus24RCMZJ2R4NP4U3664T5/r1fBfH6HeFLxxlv2/fvn7TcB8B4i233JJLtB5WCHZYP1esWGG+++47w7ic4J46yd5ZHFlxVXbvBM8IAeuyZctsf27OR5+5f93ovv+seU9Zh/11NVpfxyIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAskJlCoBJY5gCEnYIpYiSHeLaxtx9tlnWzEhAhbENISfchiRH2nEN910U3vOfSBEJEWwE8y467jz2doWRECZ37X99L9XXXWV6dWrV0KTqIBy5syZoUgJURVunk2bNk1o4w5w8SQtLYGrW926dd2pcOunRMbZD4c4F76AEqc2J8Z0530hbF5iPFc/1S0iVQSL6UT16tWtkDSdNunULQ4BpZ9+2B8rLqCI1bbbbju/ON/9J5980lxxxRW2Xvv27c2oUaOStvn++++toDlaAQEcAsFkc+6XX36xboMIz3Dvc9dLRUBJimSEbwTXQIzox7x586wDqitLJthz59lG1wbEl+k61OK06lJTI4hDTFq1atXwMohMcZZ1MWPGjFxCP1/kTT0nJndtnJCQ/kkvvs0225ilS5eGYlG/nhuLK/O32Zwz/tqTzO3TfybJnGj958pY/fTlfkp41jPmDWLvffbZx7qW4tLrRIz5zVlcRt13gM9k5MiRpkOHDn5Rrn3/3YieRMDPO5eqA+azzz5rLr/8ctsNAnm3H+1XxyIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAvkTKFUCSiec8cVZftpUJ+bDiRJXRQIxknOMQzjkO5whXHJBfcRDhHO9c+eytc1UQImY6+eff7YiHxwcCQSiiGwIhEakKPbDFzHByolxEBsh1MHdLy5wLUTQRCB6c4JUjn1uCDKHDBlCsYmKJH0BJU6atWvXtvXch+9gOXDgwNAV050vTdviEFC+9tprhneCcCIyxxQHUpxYo2Jidz66xZ3TuTUyd6ZMmZJL5Oe3IYU06ZuJ6LVJ9Y6zrO9m6tq6OYMQEPdMUqsTqQgo/fTiO+64oxVRuvm9ZMkS07t3byu+dtfCOZAU9XkF87Z79+62CoLivFwe4/r5/fffDe24PkE6cpcO3K/PO4SImMAtEXdMJ9TEgZF33Oc4fvx406pVq7CLDz/80Kas3m+//RLcCnFC5N1CSEjw7KZNmxb2HXbw70625gxOjk5MnZeLIs7Bxx9/fCjU5j55LgjlWWdwvcU50o8FCxaYTTbZxBbhODlp0qTw9DnnnGPXOOc+yncFwm3HP8otbBjs8Jxw4PQ5c57xIxZOln4bse5NN93kd5Wwz1zkeToeCSdjDnDtdM68b7zxhtl5551jaqlIBERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABEQgFQKlRkCJiAWxHrF8+XLrMMY+wj7nqIYDI46KCFVwQyTycgazFWI+EMvgVpbtKKiAkhTIiKucCCrZuHzHPlfHF1C6MraIehAeValSxS8O9xGrOgFcWJjPTjRNrRPD0SzO1XPx4sXWbZDzV155pRW4sV8aozgElD5H0gLjnogYDeEqceyxx4ap7f260X2e0zHHHBMKy3BDPOCAA6LVkh7/888/VpiGaNLNYeYfaewrV64ctsPltGfPnvaYdM+kfXaRioCSurjRIhB04QSUzD+CdYSU2UQq6bgRWLoxp3vfq1evtuNxYriLL77YXHjhhfba0Q8Ehwi/ffEe6aD/+OOPUPznHBZpm47Ie926dfZZ44RJRNnawpiPTOYM6dtx+CS4Z+49WSD+POmkk8LT3CeOnHFiRs4h5nXhO1Ai9CaVthNXujq+oyMuxf3793enYreIOhEA811y1113hXVYL52o3BXiLjl8+HB7yPPiO4g6PHucRhEpu0Cgn8x51dXx3ZURGpNWXCECIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIlBwAqVSQImrm3MDu+eee8J03k5MQwrXiRMnWmpDhw411CEQT/mpc21hzAeil0MOOSTmTGZFBRFQvvLKK6HDpLs6IiLn3ocrpXNXiwoYqZ9MQMk5nM6i7m6UE76Yzb/e/87Gf+Lg5jv6+QJK5x7qt/QFlKRqRgBaWqO4BZSOK6I4hImLFi2yRfmJuhCSde7cOUxtjJOec6J0faazdS6xtBkwYIDp0aOHbY6japs2bex1WrZsacVrfsrjVAWUCBAHDx5scBqMBsLqs846y+BaSIwePToU8EbrcozQkrEQrB3vv/9+grujPZHkA9EijrCI6AgcP2+44YY80zjzHsPHCS79rnm3K1asGLpUpptKnPWQ95G46KKL7I/ff1776c4Z+kLU7gSbuJXWr18/r0uY6dOn2zE5catfmRTa/CD8RaRI+nIXiEH5IZKJI5nDrVu3tnWOOOKI8PvAFuTzgYDRCS6jKcBxA3YuoKyRuJVGv1/89Zv5zZzLK26++WbrukkdXElPOOGEvKrrnAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIQD4EyryAEudGl2L6gQceMIcddlg+yArvdLoCSoRLCIZcXHfddTbNrC/S8cVB+Qko6QsxKS59TkCXzI3uo48+CsU7cc6Wbkx5bYtLQImDaJxgM6+xbrnllqFjXl71CnqupAgoGT/iwquvvtreCnOK+RAXCJW7du0apr3GUZA5lkn4Dnu+mM0Xo9E/gsVo+OI6dx5hnRM5+vXnz59v5s2bZ7766iubahwBHW6UCOIQ6xL5iUfHjBlj09JTNx3RIQ6G/fr1MxMmTKCpFXjjlEta6vwCQfQnn3xiSFONoLJRo0ZW/Ie7Yn7vU1590yepsomjjz46wVkxr3buXKpzhvoIHXE3JdJxUUQkyziZI7/88ot1GebZ8m42b97cunNGRYy4giLEJa6//vow3bot+PcDps6JFHdIP+W3Xy/Zvrs25/11BXEsaeEJUocjVo8L7sHNXe4t2TxARLzPPvuELqSsGdy7QgREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREoOAEyryAklS3OMERuC3iulhcka6A8o033ghdGXFBw2EtGjjRdenSxRbnJ6CcMWOGFZMhLENE5WLq1Kk2pbc7Zuu77+FAOGzYMP90Svv5Cb4Ky4ES0Z9L957SQINK0dTAqbZLtV5BBZSkH167dm14mW222Sbt1Oph43933nzzTevEyGGvXr1s2uFoHZwccU2cPXu2PZVfGuZo+2THpKTec8897WlfzBYVUCZrHy1/8MEH03KLxYGS+yeYI06IGe03JyfHcnZCY9rUq1cvWi3XMe0Q8o0dO9aeIy33/fffbypVqpSrbjoFpITed999rbgOMSDrWjqBO2L37t1tE1wNnag81T5SmTOuL0S57v6z4aLovzvRNQ4xpHMURcCIkDEazGVEkARixieeeCJaJc9jxKAu7T3C8ur/1955QFtNtG17QKUpIKigKCJgA1QULNh7wd57w4blRcVesGEHROwFRcSGqC+iYsGOiL1gL9gLggqi2H05f675fPLPzk52Oc3D8X7WOjvJZGYyuTJJ9lrn3vez8MK+finiTSryfOY5TTz33HOubdu2fj35EZ5LZa5Rsj9ti4AIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIOPevF1CSRpZ0sgQppocOHfqPzYu77747dilj3dKQZw0oFFwi1ll33XXzquLAN2TIEF+eFBdRGKbwfvPNN71QkHKEZ+eeey6rjpTnOPMtsMACfts+zHkN9ztElqQQLif+KQElAi7OtZxAFFUsvW45/SXrhiKwAw880JEmvpTo1KlTTrUwPX3OjjI2OM/zzz/ft0hzVvztt9+8wBKxF1HOeH2DAh8IMrkPidCdkGPefvvtmS0RwZE+nED0aKJoXCyXXHLJzHbhDhwdN9poI1+0wQYbuJEjR4a7c9ZJo21i63JEdzxfcJskSBnOfdusWbOcviuzgZsl6b2JLDF1oX4vv/xyN2zYMF+lkOtoVh/F5oy1S7rmcr0XWmgh212pJefL84m45557PFfr6JtvvnHrrLOO3yQ1vaXztv0sQ8H47rvv7kiTXWqE7pW0efvtt13Tpk19cxxMuX+IUh0omVetWrXybZIfOMFOmjTJF3Mv9OrVK1lF2yIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAmUS+NcLKBHA4KBoDmKF0vaSQhVXRNLm1kSELnCIF3H4KxShe2aaOJI0txtvvHGc8jWtTpaAkjTDuA8ijCTSBECI7ExUWEh0hesewqIw3Th9/lMCSo5d16K2BJQI1tq1a+dwqkyLGTNmuE033TSeM0mh1l9//eWOOuoo9+ijj/rmiAgvvPBC17Bhw7TucsoQKHIPWbrknJ3RBvciLojPP/+833Xsscc6nC1LCdI7d+/e3VctJGhkLjZo0CCvy9mzZ/v5joCNyBIkW8PwvsF9lWdIsbj++utjcR7umqS9btmyZbFm8f6ssSMCh5ulgQ5dEGk8c+ZMh0NllpCUtNObbbZZfJykCLGqcybuOFrBMfWEE07wRcwdXH9LiaxzD0WKCFIZezJ47tlzLM0p9IwzznCI0QnW+/Tp49cReyK0Zj5lzW8EmSbKTM67UJiJqJdjJ8WiTz/9dHy8jh07OtJ+p0XoxotgHSFl1pjS2qtMBERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABEQgnUCdEVCShnjWrFk5oyT1KoImxCcPPPBAzr7mzZt757arrrrKp4+mjqVl/uGHH2L3xmuuucbhQkeYUCbp0hemuabewIEDvaCIVKpz5szxoskJEyZ4V0bczK677jqqVXtMmzYtdpEkZTQuhF27do1dIVu3bu1atGgRHzcU1VD/rLPOcptssonnwjnhSIcDm0U5AkraJMV0N998s1t//fWtO0e6ZVwvcf8jcCI84IAD3FJLLeUQ2n3xxRdeDIebJamOEWqF8W8WUDLXSclr8emnn8ZiVJwXzYWR/cxXSzFs9W1ZrgPliSee6EVmpGjfYost/LVCTMl4uNdwSLTrufTSS3uhZOg8esEFF7gbbrjBDu8GDBiQ50wa74xWSJduzqTmsMr5IThEMIaYE3Hfhx9+6LhXEQNaINLs3LmzbRZcliqgPP300x1iSfiScpvnDuJpxI2Wjhtx4/jx41OFlgyC9oj1LGhfzEUSYdyhhx5qTbxDJkK4rMAJs3379jm7eY5x/yFwXWKJJRxpzbnPQ8fEtHvcjo2YGhdGzpvnJQLrF154wQ0ePDg+TppLY1XnTNx5tIJo0kSqo0eP9mnHw/1p6zxHmEcIG5k7jJ1nCYLzESNGxE14Lm+++ebxtq2Eqa9hjuAVd1+eXwiETQDJM3Ty5MmOdwthz1fuA47fpUsXL0Kdb775/LONtiYkpn5SSMszkPTeNqeZMwjNmV84qiLqPO200+L7rZBgGHdQXEIJnpuWltwX6EMEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAERKDSBOqMgDJ0EivlbPr37+/69evnqkNAyfFCd7hCx0egU1MCSo6LwGbUqFGpQ8D1DifIMBB7Fko1jIDnvvvu803SxFWhk16YwtuOgWvawQcf7DcRGD3xxBNuscUWs91exMSYTHQX70hZkYDy/0NBdMe1KSXS0mhbu8oKKK191pJrjVtg0i2yb9++OaKxrPZW/vLLLzuEv4QJKG1foSXpuHfYYYdCVXL2lSqgDOd7Tgd/byByu/baa3PmeLIewjmEo8See+7pEJUWC0TEuMqWGowBgWsYOByay2RYbut77bWXf36Eglf2mYDS6mUtEbRyjZIppE1AmdXOyrPmjO1HJGtidkSJPEtKcVEMU6tbX8klLqiIHNMCZ9PzzjvPIQAvFAgpEZBamIDStgstYW9p78N64TmH5cl1hKE4ks4///zJXV6Mvvbaa8fXfuLEiV74nFdRBSIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAmUTqDEBZZje+c477/RpUAuNLnQJK1TP9pEG9sgjj/Rip0GDBjmcxXAPI0KHuNCVzMSJWaleSTONQx0pa5OBOAhB06677uoQs9RUIPZ55plnvCgSp7ZQmHjqqafmuNgxBpzMcO674oorcobEePfdd18vMrXU2aTkxvEsjFNOOcWNGTPGF2U56Z1zzjmx+AgBFMcLA1EXQk5EsGmBm17v3r29+1y434RZjBXxZjJwnttwww19MdfFhJzJevPiNnMtFGsVOodCznQ4U4ZzBCHWXXfdldkdjnk4/yGMzQqEtkcccYR3+kvWoZzU8aVGmE76/fff90Jl3FzDMYd94a7Ivb3CCiuExUXX6c9cOnv16uWdBdMa3XrrrT5tdPL4zEFcMbk/mjRpktY0LgtdFGEN82JBSnAcYkuN4cOHe6fJsD6OsmPHjg2L/DpiRO4N0ninBQ6IHNscetPqnHzyyY7rnhRfUreqc8aOF6a75t5nLpUSuKPiPpn2XObZxrNhrbXWKtoVInm4JkWoCEeHDBmS4ypKZzhU4vxImm1zJ00eBIExz1DcPbOC5xjulCZkD+sx7/gxwD777OMaN24c7orXea/xLCfWW2+9TIF93EArIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACJROoMQFlySOogxVJKUxKZYQvpHMllTfpdNPERXVl+IhGcXgkLS9pj5dZZpmS3N2qc/yIP2GG2AhnOUStpPNGJKSoWwT+/PNPf61mzpzp+OMaca1IDW0pt2tqxBUVFe6rr77yc5VjN2jQwKfyrq25QmrlqVOnuunTp7u5c+f6lMqc97wQc+bM8ff5jBkz/DXr2rWra9myZUlDpy3PNQSECEhxmuQ5wfOtFCfIf3LOcIKcM88XnnFcr+WXX76o2DUNzDfffOPeffddn3YdB9fQUTetPmUck/nCfP3ll1/8fF1yySVjd9WsdmE5/L/88kv/17RpU/9OIYV9mutk2E7rIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACNUdAAsqaY6ueRUAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAE6igBCSjr6IXRsERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABGqOgASUNcdWPYuACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACNRRAhJQ1tELo2GJgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAjUHAEJKGuOrXoWAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQARGoowQkoKyjF0bDEgEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAERqDkCElDWHFv1LAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiUEcJSEBZRy+MhiUCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIlBzBCSgrAa2P/30k5szZ05eT02aNHGtWrXKK6/NgoqKCvfrr7/6QzZu3NjNN998tXn4f/RYv//+u/vf//7nGjZs6LgWtRkcl+MTzZo1q81D+3O2Yzdo0MA1bdq0Vo+vg4mACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIjAvECgygLKadOmOf4qE127dq11YVtlxlmszcCBA93IkSPzqq2xxhruzjvvzCuvzYJXX33V7brrrv6Ql112mdtuu+1q8/D/6LH2339/N2nSJLf00ku7p556qlbHcu2117pBgwb5Y06ePNktvvjiNXp8RLxXXXWVe/jhh93nn38eH4vjcnyFCKQR+OGHH9zHH3/sdyG2XXXVVR3LMJhP3333XVhUcL1NmzZuqaWWKlhHO0VABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABESgLhCosoBy6NCh7sorr6zUuYwfP9516dKlUm2zGk2ZMsU9+uijfnefPn3cIossklW12srPO+88N2LEiLz+6oKA8pVXXnG77babH5sElHmXqMYKrrnmGjd48GDf/7PPPuuWWGKJGjvW3Llz/TV+7bXX8o4hAWUeEhUEBPr27Rs/Lyl+7733XKNGjYIazp1++unujjvuyCkrtHHQQQe5AQMGFKqifSIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiJQJwjUOwHlbbfd5s444wwP96GHHnIrrLBCrYPedNNN3SeffOIkoKx19DkH/CcdKGtTQIm7JqI1YrXVVnN77bWXW3nllX3qcsRwHTp0yOGiDRGAwCOPPOKOOOKIHBjVIaA855xz3H777ZfTrzZEQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREoC4SqLKAktSuaeldSSeMwySBQ2OPHj3yzr9Tp055bmd5lcoskIAyF5gcKP+ZFN61KaC87rrr3MUXX+wvPPN/7bXXzp0E2hKBBIEff/zRIfT+/vvvc/akCSinT5/uZs2alVMvuYFg0vp6+eWXXevWrZNVtC0CIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACdY5AlQWUWWcUprW+/fbbXa9evbKqVmu5BJS5OCWgrP8CyrPPPtuNGjXKX/i3337bNW3aNHcSaEsEEgRw6eVZiWPpr7/+6lN3UyVNQJlomrf54Ycfui233NKXb7311u7KK6/Mq6MCERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABEaiLBOqcgPLjjz/2qWXfeecd99FHH7n27du7rl27uo022sh17949j+GMGTPcmDFj4vJXX33VkdKY2GeffVzbtm39un2ss846qW6Yn3/+uXvmmWfc66+/7r766ivvprbMMsu4FVdc0XXr1s1tvvnmrkGDBtZNweU/kcL7rbfechMmTHAIJv/44w+31lpr+TH/9ddfbrfddvPjveyyy9x2222XOvavv/7ac3/33Xe9iAoHObhzLj179kxtkyyE3XPPPefef/9998EHH7jmzZs7GNIHf/PNN1+yid+ePXu2GzdunOOaI+BacMEFPXOOa8Ks1IZRIed69913++sGg+WXX96f+4477uj69u3rJk0qLqCcMmWKr8e5Iwbr3LmzPz6sll566axD+/JHH33UTZ482b322mvedQ/utON8Bg8e7Os8++yzbokllijYTzk7Gefjjz8eN3nwwQdjAVz//v1z5mnLli0z0ynD7ZtvvnGLLbaY22OPPfy8R1THdcRNcKmllnLrrbee23333f01sQP+/vvvDpdB7hdS1U+bNs0tsMAC/l7hftl44419W6tvS5h88cUXfl7hWss2c4JrzL1Kf9zLn332mVt11VUd59KqVStrnrNE9PfAAw84BKP8zZ0716ctZ85su+22OQxyGv69wXNi7NixfjyMv0WLFm7xxRf3x+VZwxyorxGKqu+77z532mmnOe4dojICyosuushdf/31vv2NN97or7/f0IcIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAI1HECdUpAee+997rjjjsuE9lJJ53kDjvsMNewYcO4DuK3nXbaKd4utkIfhx9+eE61Ysel8lZbbeXTJCMKLBa1LaBECHb88cenDuuII45wpJMmsgSU999/vxdR/fzzz6l9HH300a5fv36ZAshffvnFDR061I0YMSK1PYWrrLKKg3My3nzzTS90RMiXFttss4274IILvBgzuX/mzJm+LYKwZGywwQaO82EfIkgT1Yb1/vzzT3fFFVdkOuYh5EQEybVPxv/+9z+fmv7mm29O7vJCPI5vwt7qFlDS7ymnnJJ33LQCRIEIPNMCkekbb7zhlltuOTd8+HAH67Q5wP3CfWOBCDnrelEHbsy1TTbZxJr4JSJJBLZpgcj3rrvuytmFGDJZRgUEk8xJxJtpwf3HdVt44YXzdnPduFcQDivKaocAAEAASURBVBYKhNz1MRAc9+7d27Pbd9993cCBA932229faQElYtrVV1/dz5tFFlnEPf/885nPifrIU+ckAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIgAiIwbxOoMwLKJ5980h188MExTVLBrrDCCt4hDqc8C1LP9unTxza9+x2uZxYIKk1QhxMg7nphIK5ae+21wyIv0jr55JN9Ge55uM8hPPvhhx/c+PHjY6FWlggwp7NoozYFlAjSEKZZIIZCEIcwDnfEMNIElGHKc+rSHhdBcwjEiZA48cQTHWLMZFRUVLg999zTvfTSS/EuhHk4QeIsyfVAVJUmYuQYa665ZtwOwRzivJ9++skh6rRj4/553XXXxfVsBddEO27Hjh290BGBGEJNa0vdtGNTjiiU60sg+ttll11cu3btvPNpKNxjnbGFcfnll7thw4b5ImuLWyLOkObmZ/WrW0CJ26WNm2Nw75iY8KCDDrLD+iUOlJxnWpiAkrm+6KKL+nFzLpwr4kNcRHEkTAoo11hjDc8Xrlw/XEZxkqQ+Yl6Lm266yW244Ya26eepCSi5XjichudBRa4BYle7fhMnTsxxs8R9E6GnBfdyr169HE6rzHfGS+CcaWnNrS7LcL4j+EO4ueSSS/p7HcdbE/lWp4Dy008/deEzKhxPofUddtjBixML1Sl3H4LhSy+91M932DJnqyKgxP30P//5jx9Gcp6UOzbVFwEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREIHaJlAnBJSI8BALmfAsKfQLU84i8HrxxRdd06ZNU1mFAqmHHnrIizBTKwaFCNxwQkRMhagqDBzrjjzyyFiMmCamC+uzXpsCytDV78orr3QITy1whDzvvPNsM8+BctasWc6cGuEKO0SiFojYSN9s4rw0ISBCx2OOOcY3QXiJ22WHDh2sC7+k3ciRI73LYbhj0KBB7tprr/VF+++/vzvzzDNjd9Hp06e7vffeOz42joErrbRS3JwU0oyNWG211RxOkAsttJDfJq37XnvtFbdNE1Ai6qR/gnMmBXGbNm38Nh/MRYRlBOfFeVoKcgSeCD1xa4Tbf//7Xy9apS5CvmOPPdYhLLNI42b7qmOJqJhrR0ydOjVmWKxvE1BavQMPPNA7TTZp0sSKvGMkQmJcCy2YU7hLIl5MprVH3IkIkkiKGG2uwowU2qT9DseO0yhi3M8//9yRRpsInwU8J+iDa0dcfPHFcXp6tnEURehr7pLMxWQK+FB0izC7R48eNI0D0S/PDcZRXZEUOZfa7/nnn+/ncan1i9VDIIoYmbjwwgt92nbWqyKg5L6dNGkS3bhHHnkkvg98gT5EQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREoI4TqBMCSsRUu+66q0eFoA+xXTIQbVmK6CFDhridd945WcVvV0ZAmdpRUPj666/HxzvttNPcIYccEuzNX60tAeWHH34YC8Rw4bv99ttzBoPgDEdNBGlEKEZjOxQwJsWX7CcQmVn6Zlw6+/bt+387ok/6x4HQ3ALLEVCR+rdLly6+ryxRLP2Z6yXzg/FaINpE1Ejccccdbq211rJdfvnAAw/4NM9spAkoQ/Hg008/7dq3b5/Tng1SPZuj4j333OOFmpRzvNNPP51V179//zyHx2nTprl1113X7+djXhBQMmdJ410dgQumpUwPBZ0moER4aYLPkCXXs1u3bn5e4QJLnHvuubHDKn2awybCvbPPPtvXCT9wjtxss818UdqzxNKPM+e4r00UG/ZR3euIcXlulBs4O26xxRblNkutP3fuXC/GxLEVwTDz2c69sgLKzz77zD9fOGCp7rypg1OhCIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACIiACPxDBOqEgBIHvxNOOMEjIL0sbpTJICU1ojcCR0irn6xXVQEljpPffvut++abbxwiPwKnRo5JIOjD5a5Q1JaAkpTFJmg0977kuBBGDh061BcnBZQ4MJqbH+LLRo0axc0RRxJz5syJU6aTOpkUwBY4PSLcJLbaait39dVX266iy9BlELc/xp8MHAVJ404kBVo4CyIgxTH0hRdeyHNd/PXXX70Yj7ZJASVpvnGVJEhfDSMLO2+2EZuZaBMBrzlWhmLeCRMmuGWXXdaax8uQ7bwgoCR1NYzLjR9//NHhFso9YuxuuOEGn8qcvnB2RaxImIAynCuhgykCSa4VYWnCEe+SGpqw9NOsI0gM3SPt2Cx5NjC/OC7HD8PGQBniTOaeCQnDevVtfcyYMe6UU07xp4UouHv37vEpVlZASQp7UtkTF110UewIG3esFREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQARGo4wTqhIASEQ5iHCItrS7lM2fOdKuvvjqrPuWs1fcFwUdlBZRvv/22Tyc9fvz4oLf81cMOOywWIuXv/b+S2hJQjho1KnbhI4X1+uuvnzekcePGeZdEdiQFlCuvvLJPQ53XKKNgueWW82l6bXeYWh23xqOOOsp2FV2GKbRDkVyyoQklk2K4Tp06+aqk78ZNLy3MbTApoAxdCtPapZXhfDhgwAC/CxEt7pgE7oLNmjXz6+EHAr/Ro0f7onlBQPn+++/7lNrhOWStI07lPiVFNkLjQkFK75YtW/oqJl7caaed3CWXXOLLEKCaQJJU123btvXldu1wYTzuuON8GUuEnuUEc7RVq1Zxk9DxkkIEuDhVIsZcddVVXdeuXfPSkseN59EVhM48k0g5T2p7UoOHURkBJanqcRI191ncPFu0aBF2q3UREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAERqPME6oSAMhSbPfnkk65Dhw554HCGRMBH9OzZ09111115dSiojIDy4Ycfjh0mrVMEe23atPGbHNvSYIdCOqubXNaWgDJMwR2mmA7H88wzz7gDDjjAF4UCSsRUCCgtOnbsaKuZS66LpVGnEmI2E7chiEMYV2qEwk7Ow1K4J9uTqnnSpEm++J133nFNmjRxP/30U+ygt9FGG+WMKWy/yy67OAR8SQElKbv79Onjq4bXOWybXMf9tF+/fr44FJwhxkwLXD/N2bKuCygREeK2WUogntx3330917A+Tp5Nmzb1RQj2mF/Eyy+/7Fq3bu3XTUAZpmN//PHH3aGHHur3MwbGQnBduedCx9cw7TrXtBTnSISeoYCSe/mmm27yYmIboz/g3x/0y7UL3S3D/fPiuglPmevMfbsedi7hfH7vvfdynGitTnL5xBNPuEMOOcQXh4LYZD1ti4AIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiEBdJlAnBJQ4ot14442e04MPPhinVw7BhSmZC4nmyhVQ/vLLL26llVaKD3X22Wf7VOGhmxopinFbI+qSgJKU2UOGDPHjynLuDNN8hwLKUJBKOmu4lxuPPfaYw5GTOOecc9x+++1Xchdh24EDB3pRXlpjE0Gyb+rUqT5Vdzj29dZbz+HEmRbmXpkUUL766quxYLMUR9Fk3yYEpJw04mlCvjDNd10XUCadRZPnG27jOjl48GBfRJrtU0891YtZGzRoEFfjHrJrUp0CygMPPNBNnDjRHyd0towPXMYK4kkEwIg2EXEmxZQIDdu3b19Gj9lVEdled9112RUy9jD311xzzYy9pReboJsWJlANW5uLZLgfUavd22FdW2c/3AieufZ8tP1aioAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiMC8QKBOCChJP40Aj7jlllvcuuuum8fuiy++cBtuuKEvxwEP0V1alCugDIV8J598suvbt29et4i1EDMR5QgoC6WXzjtIJQpCB8hrr73WbbHFFnm9hCmLQwElFU1gWI4DYXgAxIP0QeBGh5NoqUHK9O22285Xx9mxf//+qU0tlXNSBGnlhcR/lqI82RbBGOI/ojLueaeccoobM2aMbx8KBH3B3x/HHHOMu//++/1WfRJQbr311g6XQtwMSbm90EILhaft10OhY8jHhKeVdaAMRanct5bGPW8AZRb89ttv7qmnnnKXXnqpF8TSPEwdXmZ3edXhxLmXGwjLSbld1QgFlKX2FTp/JtuQtp37j8B5FJfbNBFxsp22RUAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAEREAERKCuEagTAsoJEya4ww8/3LPJEi6NHTvWHX/88b5OltCRnTgxnnTSSb5eliuj3/n3Ryi4zBJvhk6PpQgo9957b/f888/7I5SaEjccU6nrHINjEVkCxmOPPdbdd999vk5SQAlrc57EqbJz586+XqkfoSsoQipEaI0aNSqp+cyZM93qq6/u62YJTUnhjNsoscEGG7iRI0f6dT722GOPOO10mPrZKuBWaYLSpICSOiauLHfctL388svdsGHDWHXDhw93CNTCwCGzV69ezpz96pOA0rj17NnT3XXXXeFp+3XSqyOuM0fH6hRQ3nrrre7MM8/0x7nooovc7rvvnnf8qhRMmTIlTkOPUNRSsFelT9oiFrZxl9MXIsbNNtusnCapdXl2zpo1K3UfhbiK2lzl2ck93L17d8c1TovQhZTny9FHH51WTWUiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiIAIiUOcJ1AkB5bfffuvWWmstDwtnO4SBLC0QpOEA+cYbb/iicePGeQGc7Q+XiNUslfS5555b1PntkUcecQiViDRx5Hfffec23njjWBCWVic8PuuhQ2EpIs5k+1K3ETCS4hexWhq3MPU4fSYFlKH75lZbbeWuuuoqF6ZiDsdBGmLEhs2aNQuLXSjQ5LzT0v5WVFS4V155JRZM0gFlO+ywg3vrrbd8f7hprrLKKjl9I5K7/vrrfdmAAQP89bEKpHzHoY8gjTQphcMI3QrTBJRh2nhSTu+///5h83idcSKAC9O8Mw933HFHX4e5ccMNN+RwC+cUleqTgNJcSzkv7tM2bdqwGsfQoUNzhIfVKaAMnQ9xTUWwGz4n4kFEKwgGuT/atWsXFjvuibZt2+aU2UbYf2WcSa2feW25/fbbx/dhMcE3z+L111/fwYrgGnB/KURABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERABERgXiRQJwSUgAvFcgjpBg0a5B0Rv/rqK3fhhRc6RGkEgjXEc1kxbdq0OAU44iqc37p27RoLrVq3bu1atGgRN//ss898nxRQ/6yzznKbbLKJFwqSuhvXSxMLUacUAeWTTz7pDj74YKr7PhH34UiIOLF58+ZuxRVX9Puq4wPR4yWXXOK7wjHu4osvdh06dPBplnGG++STT+LDJAWU7OB8EEER6623njvxxBPdsssu613ovv76ay8evP32292kSZO8k2UoJKRNKDpjGyEif4zhl19+8SmRcWz89NNP4+NQj3jiiSe8cybrsCcNOa6Uc+bMcaQeR4xn+1544YUc8WbS6ZDzxjXwzz//dKNHj/bzxzeOPtIElD/++KOfJ+aUSNrpAw44wC211FLur7/+cqSMRyB40003eYYISMOwdNSUcb5HHnmkn1dwSopI65OAEodCRMEEvJk/uBUigkZIOmLECL/PPqpTQEmfCGp5VhBcV+7XHj16uJYtW/ox4DyK4yJjPOOMM1yfPn18XfvAQZM/nFu5XxBTMpcQ+OKsyJIgnTcC339DlCOgDAXqPNN4NihEQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREYF4lUGcElDg9kpY5FPwloeI6R8rt5ZdfPrkrZxtHwVGjRuWU2QYCMEsXbmUDBw7MSQ9t5bZEYGRpsEsRUNIuFCZaPyyzUh+HdcpZnz17tttrr728YLJYuzQBJULBvn37ltQeBkkBJcckDTjpwAtFmogRd8d+/frFacSz2qeNm7qI5Cxde1ZbytOOTTliMOaCiSgpy4qkgBLnTLiX0rY+CSiZLxtuuGEWJi+EJSU7QlKiugWUf/zxhzvuuOOKzhmOnSWgLHbNuEdJF964cWO6qfdRjoCS+3X8+PGeyb9JZFrvJ4FOUAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAT+pQRqTEAZpki+88473RprrFEUMY6FiBnHjBmTVxfnSVwGF1100bx9yQLSzD7zzDNeFImjXCiYSkv3/Ntvv3n3uSuuuCKnK1wR9913Xy/yM+HgIYcc4k477bScemkbjAG3PJwzLfU49eAAj+oMzg/nyIcffjinW9It446IWyJx5ZVXetfAnErRBq6NuO8NHz48h5XV49xxG6QfHDTT4ssvv/Run+ZmGdZZbrnlvFCRtMjJQEQ5cuRIR7r1ZHTs2NENGzYsM1079XH7xGkzvMZcN64l/U6cODFTQEn777//3s+5+++/n8282GijjVzv3r3dbrvtlrcPV03Epx9++GHOvv79+3sHT+Yr8dxzz2Wmjc5pWMkNXFYR/BEfffRRTjrxQl1yTtwfOKIigi01pkyZ4tOmk+45DPpBVPfQQw85XEeJV1991S288MJ+nbmIsHL33XePXSRDt1bG0qpVK19300039WJqBHvwTAbjJU176A5rdUg1v8022/j5uswyy1ixX+Jsyz2ZJdRmLuEemzXPczqrJxuko7dn1Pvvv+8WWGCB1DPjHsO90wIRcbNmzWxTSxEQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQAREQARGY5wjUmICyKiRwmcPx7/PPP3ft2rXzqbybNm1alS5LaoubI8fFDbNz584O8VXDhg1LalsXKiFwevvtt70gkjTo5YrAEDNOnz7dM0DMSnpj+OP8WWogxkRYSGp0hIxLLrmka9++fVFR39y5cx0iTASAtEN0aWK6Ysdm3MwVhIxcM64d6dLLCQSvuCsirOOaI8IjnTdjKRakr4Y7aaQRm2YJ0Ir1My/tN15c6yZNmrhu3bqVPd+q43ztnp0xY4ZbbLHF4jlb7Pozz6dNm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"}}},{"cell_type":"code","source":"parquet_src = \"/kaggle/input/asl-signs\"\n# Insert either a user ID and sign name or a sequence id\nuser = 16069\nsign = 'thankyou'\nsequence_id = None\nmediapipe_dest = \"/kaggle/working/mediapipe\"\n# Videos are output to \"/kaggle/working/visualized\"\ndest = \"/kaggle/working/visualized\"\npartial_videos = False # If true, takes sample of videos\n\ntrain_df = get_train_data(parquet_src, user, sign, sequence_id)\ningest_parquet_files(train_df, parquet_src)\n\ncreate_mp_files(mediapipe_dest)\n\nuser_dirs = [os.path.join(mediapipe_dest, name) for name in os.listdir(mediapipe_dest)\n        if os.path.isdir(os.path.join(mediapipe_dest, name))]\n\nnew_video_filepaths = []\n\nfor user_dir in user_dirs:\n    dest_dir = os.path.join(dest, user_dir.split('/')[-1].split('.')[0])\n    Path(dest_dir).mkdir(parents=True, exist_ok=True)\n    for f in os.listdir(dest_dir):\n        os.remove(os.path.join(dest_dir, f))\n    \n    mp_files = glob(os.path.join(user_dir, '**', \"*.data\"))\n\n    if partial_videos:\n      processed_mp_files = sample(mp_files, int(0.1*len(mp_files)))\n    else:\n      processed_mp_files = mp_files\n\n    dest_files = []\n    for file in tqdm(processed_mp_files):\n      d_f = os.path.join(dest_dir, '.'.join(file.split('/')[-1].split('.')[:-1])+'.webm')\n      print(d_f)\n      dest_files.append(d_f)\n\n    mapped = []\n    for mp_f, dest_f in zip(processed_mp_files, dest_files):\n      mapped.append({'video_filepath': '/', 'mediapipe_filepath': str(mp_f), 'new_video_filepath': str(dest_f)})\n\n    for mediapipe_info in tqdm(mapped):\n      print(mediapipe_info)\n      new_video_filepaths.append(draw_mediapipe_landmarks(mediapipe_info))","metadata":{"execution":{"iopub.status.busy":"2023-03-08T02:47:12.256596Z","iopub.execute_input":"2023-03-08T02:47:12.257517Z","iopub.status.idle":"2023-03-08T02:47:45.105480Z","shell.execute_reply.started":"2023-03-08T02:47:12.257466Z","shell.execute_reply":"2023-03-08T02:47:45.104174Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Playback","metadata":{}},{"cell_type":"code","source":"# The idx can be selected based on the output produced by the script\nidx = 10\nipd.Video(str(new_video_filepaths[idx]), embed=True, width=640)","metadata":{"execution":{"iopub.status.busy":"2023-03-08T02:48:43.160137Z","iopub.execute_input":"2023-03-08T02:48:43.160612Z","iopub.status.idle":"2023-03-08T02:48:43.178346Z","shell.execute_reply.started":"2023-03-08T02:48:43.160575Z","shell.execute_reply":"2023-03-08T02:48:43.177197Z"},"trusted":true},"execution_count":null,"outputs":[]}]}