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"}}},{"cell_type":"markdown","source":"thanks https://www.kaggle.com/ayuraj/submission-covid19 I upvoked.\n　　　　https://www.kaggle.com/ayuraj/train-covid-19-detection-using-yolov5 also,upvoked.","metadata":{}},{"cell_type":"markdown","source":"このコードを改良していくことにしました。yolo5をつかっているし、学習から推測まできれいにやってくれている<br>\n学習フェーズは違いnotebookになっています。<br>\nyolo5を知らない私にとっては、とてもいいかとおもってます。<br>\n本で勉強したSSDはもう古いってことですかね。勉強したばっかりなんですけど。最新技術は本に載ってない。。。。","metadata":{}},{"cell_type":"markdown","source":"これをどう改善したらいいんだろう。やっぱり学習モデルからかなあ。とりあえず初回は、0.244でした。<br>\n学習モデルを改善したら0.316になりました。先は遠い今現在トップの人は0.651なんですね。<br>\nyolo勉強してます。実装方法はわかりましたが、仕組みがわからないです。<br>\nようやくオリジナルのスコアを超えました。しかし、ここからどうやってスコアをあげていけばいいのか。","metadata":{}},{"cell_type":"markdown","source":"> 　v5はUltralytics LLC　スペインの企業が発表したものですが、論文や詳細情報がなく、Redmon氏とのかかわりも不透明でその正当性に関して問題視する意見がウェブ上で存在しています。また性能に関してもv4の方がよいという比較結果を載せているウェブサイトもみられ、v5はその立ち位置などを含め取扱い方が難しいといえます。モデルはウェブ上にオープンにされているので、実際に自身でご利用して判断されるのが一番かとおもいます。うーん。<br>\n> yolov4の論文はこれです<br>\n\n> https://arxiv.org/pdf/2004.10934.pdf","metadata":{}},{"cell_type":"markdown","source":"このモデルはEfficentNetとYoloV5を組み合わせています。仕組みは理解できていません。<br>\nhttps://towardsdatascience.com/fusing-efficientnet-yolov5-advanced-object-detection-2-stage-pipeline-tutorial-da3a77b118d1","metadata":{}},{"cell_type":"markdown","source":"# August 9, 2021 - Final Submission Deadline.","metadata":{}},{"cell_type":"markdown","source":"### Install ","metadata":{}},{"cell_type":"code","source":"\n!conda install '/kaggle/input/pydicom-conda-helper/libjpeg-turbo-2.1.0-h7f98852_0.tar.bz2' -c conda-forge -y\n!conda install '/kaggle/input/pydicom-conda-helper/libgcc-ng-9.3.0-h2828fa1_19.tar.bz2' -c conda-forge -y\n!conda install '/kaggle/input/pydicom-conda-helper/gdcm-2.8.9-py37h500ead1_1.tar.bz2' -c conda-forge -y\n!conda install '/kaggle/input/pydicom-conda-helper/conda-4.10.1-py37h89c1867_0.tar.bz2' -c conda-forge -y\n!conda install '/kaggle/input/pydicom-conda-helper/certifi-2020.12.5-py37h89c1867_1.tar.bz2' -c conda-forge -y\n!conda install '/kaggle/input/pydicom-conda-helper/openssl-1.1.1k-h7f98852_0.tar.bz2' -c conda-forge -y\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Imports","metadata":{}},{"cell_type":"code","source":"import tensorflow as tf\nprint(tf.__version__)\nimport torch\nprint(f\"Setup complete. Using torch {torch.__version__} ({torch.cuda.get_device_properties(0).name if torch.cuda.is_available() else 'CPU'})\")\n\nimport os\nimport gc\nimport cv2\nimport glob\nimport numpy as np\nimport pandas as pd\nfrom PIL import Image\nfrom tqdm import tqdm\nfrom shutil import copyfile\nimport matplotlib.pyplot as plt\nfrom sklearn.model_selection import train_test_split\n\nimport pydicom\nfrom pydicom.pixel_data_handlers.util import apply_voi_lut","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"gpus = tf.config.list_physical_devices('GPU')\nif gpus:\n  try:\n    # Currently, memory growth needs to be the same across GPUs\n    for gpu in gpus:\n      tf.config.experimental.set_memory_growth(gpu, True)\n    logical_gpus = tf.config.experimental.list_logical_devices('GPU')\n    print(len(gpus), \"Physical GPUs,\", len(logical_gpus), \"Logical GPUs\")\n  except RuntimeError as e:\n    # Memory growth must be set before GPUs have been initialized\n    print(e)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### Load Submission ","metadata":{}},{"cell_type":"code","source":"# Read the submisison file\nsub_df = pd.read_csv('/kaggle/input/siim-covid19-detection/sample_submission.csv')\nprint(len(sub_df))\nsub_df.head()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"studyとimageを出力しないといけない。studyはnegativeが多いですね。","metadata":{}},{"cell_type":"code","source":"study_df = sub_df.loc[sub_df.id.str.contains('_study')]\nlen(study_df)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"study_df","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"こちらはイメージファイルなのでわかりやすい。こちらは、noneになっている。どういう意味？","metadata":{}},{"cell_type":"code","source":"image_df = sub_df.loc[sub_df.id.str.contains('_image')]\nlen(image_df)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"image_df","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### 画像を抽出してサイズを変更するためのユーティリティ","metadata":{}},{"cell_type":"markdown","source":"read_xrayはちゃんと入力ファイルからdicomファイルを読んでいる。","metadata":{}},{"cell_type":"code","source":"\ndef read_xray(path, voi_lut = True, fix_monochrome = True):\n    # Original from: https://www.kaggle.com/raddar/convert-dicom-to-np-array-the-correct-way\n    dicom = pydicom.read_file(path)\n    \n    # VOI LUT (if available by DICOM device) is used to transform raw DICOM data to \n    # \"human-friendly\" view\n    if voi_lut:\n        data = apply_voi_lut(dicom.pixel_array, dicom)\n    else:\n        data = dicom.pixel_array\n               \n    # depending on this value, X-ray may look inverted - fix that:\n    if fix_monochrome and dicom.PhotometricInterpretation == \"MONOCHROME1\":\n        data = np.amax(data) - data\n        \n    data = data - np.min(data)\n    data = data / np.max(data)\n    data = (data * 255).astype(np.uint8)\n        \n    return data\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### 512*512バイトにリサイズしている。","metadata":{}},{"cell_type":"code","source":"\ndef resize_xray(array, size, keep_ratio=False, resample=Image.LANCZOS):\n    # Original from: https://www.kaggle.com/xhlulu/vinbigdata-process-and-resize-to-image\n    im = Image.fromarray(array)\n    \n    if keep_ratio:\n        im.thumbnail((size, size), resample)\n    else:\n        im = im.resize((size, size), resample)\n    \n    return im\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"\nTEST_PATH = f'/kaggle/tmp/test/'\nIMG_SIZE = 512\n\ndef prepare_test_images():\n    image_id = []\n    dim0 = []\n    dim1 = []\n\n    os.makedirs(TEST_PATH, exist_ok=True)\n\n    for dirname, _, filenames in tqdm(os.walk(f'../input/siim-covid19-detection/test')):\n        for file in filenames:\n            # set keep_ratio=True to have original aspect ratio\n            xray = read_xray(os.path.join(dirname, file))\n            im = resize_xray(xray, size=IMG_SIZE)  \n            im.save(os.path.join(TEST_PATH, file.replace('dcm', 'png')))\n\n            image_id.append(file.replace('.dcm', ''))\n            dim0.append(xray.shape[0])\n            dim1.append(xray.shape[1])\n            \n    return image_id, dim0, dim1\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### テスト画像を準備する（データセット化する）→失敗しました。データセット化すると解決できないエラーが発生します。","metadata":{}},{"cell_type":"code","source":"\nimage_ids, dim0, dim1 = prepare_test_images()\nprint(f'Number of test images: {len(os.listdir(TEST_PATH))}')\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"'''\nimport tarfile\nwith tarfile.open('SIIM-test-size512.tar.gz', 'w:gz') as t:\n     for i in list:\n        t.add(i)\n'''","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"'''\n!cp SIIM-test-size512.tar.gz /kaggle/working\n'''","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"'''\ntest_list = pd.DataFrame(index=range(len(list)), data={\"image_id\":image_ids})\ntest_list['dim0'] = dim0\ntest_list['dim1'] = dim1\ntest_list.to_csv('/kaggle/working/test_list.csv')\n'''","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"'''\nmeta_df = pd.read_csv('../input/siimresize512/test_list .csv')\nmeta_df = meta_df.rename(columns={'id':'image_id'})\nmeta_df\n'''","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!ls ../input/siimresize512/","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"ここで、studyとimageを統合していますね。","metadata":{}},{"cell_type":"code","source":"meta_df = pd.DataFrame.from_dict({'image_id': image_ids, 'dim0': dim0, 'dim1': dim1})\n\n# Associate image-level id with study-level ids.\n# Note that a study-level might have more than one image-level ids.\nfor study_dir in os.listdir('../input/siim-covid19-detection/test'):\n    for series in os.listdir(f'../input/siim-covid19-detection/test/{study_dir}'):\n        for image in os.listdir(f'../input/siim-covid19-detection/test/{study_dir}/{series}/'):\n            image_id = image[:-4]\n            meta_df.loc[meta_df['image_id'] == image_id, 'study_id'] = study_dir\n        \nmeta_df.head()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# YOLOv5推論","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:afd8858b-b129-46e2-9348-2ca2a1b1b6b4.png)","metadata":{},"attachments":{"afd8858b-b129-46e2-9348-2ca2a1b1b6b4.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"### 学習済モデルを作ってdatasetsにしておく。わかりやすいので、みんなできると思う。google driveで8時間かけて学習させました。<br>\n### あと、YOLOv5xにして、sizeを512に変えています。5xの方がスコアが高いけど時間はすごくかかります。\n\n## ものスゴーく時間かけてやった割りには、スコアが上がらず、心が折れました。\nhttps://www.kaggle.com/ayuraj/train-covid-19-detection-using-yolov5","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:755e40c7-e29b-4922-878b-a7611fe3a9af.png)","metadata":{},"attachments":{"755e40c7-e29b-4922-878b-a7611fe3a9af.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAABAsAAAFRCAYAAAASFySBAAAgAElEQVR4Aey931Md15X3Pf8AVcNUYoZxZE0cRX4VVewZJZGcyEMmwn4zyPMYK7aRnxGqOGRKg2s85slrlLKQx0JObHg8KjwaSMSQkhEOMUUYaoSJgkVECQsrQKGoSqFygXOV3GWunDvdrbdWd6/u1d27+/Q5p/fpfTbrgjqHffrH7v35rr32Xr1//ElDYxPIn5SBaEA0IBoQDYgGRAOiAdGAaEA0IBoQDYgGRAOkgT+hL/IpohANiAZEA6IB0YBoQDQgGhANiAZEA6IB0YBoADUgwQIZWSEjS0QDogHRgGhANCAaEA2IBkQDogHRgGhANBDSgAQLRBAhQUgUUaKIogHRgGhANCAaEA2IBkQDogHRgGhANCDBAgkWSLBANCAaEA2IBkQDogHRgGhANCAaEA2IBkQDIQ1IsEAEERKERBAlgigaEA2IBkQDogHRgGhANCAaEA2IBkQDEiyQYIEEC0QDogHRgGhANCAaEA2IBkQDogHRgGhANBDSwJ985dBhkD8pA9GAaEA0IBoQDYgGRAOiAdGAaEA0IBoQDWwfDZQaPSLBAgmWSLBINCAaEA2IBkQDogHRgGhANCAaEA2IBraZBkoGC0odIL/LXBWbNECRUpueqV6fRVjYU7cIS3tYptUnwtkezsLSHpYqm0W+qnRT0kR/dusPdWa6Bk2xhaLzkYWTrFkg81KMdih5G5E4KHMclLAwh0W1diYs7WGZpgXhbA9nYWkPS5XNIl9Vuilpoj+79Yc6M12DpthC0fnIwkmCBRIsMNqh5G1E4qDMcVDCwhwW1dqZsLSHZZoWhLM9nIWlPSxVNot8VemmpIn+7NYf6sx0DZpiC0XnIwsnCRZIsMBoh5K3EYmDMsdBCQtzWFRrZ8LSHpZpWhDO9nAWlvawVNks8lWlm5Im+rNbf6gz0zVoii0UnY8snCRYIMECox1K3kYkDsocByUszGFRrZ0JS3tYpmlBONvDWVjaw1Jls8hXlW5KmujPbv2hzkzXoCm2UHQ+snCSYIEEC4x2KHkbkTgocxyUsDCHRbV2JiztYZmmBeFsD2dhaQ9Llc0iX1W6KWmiP7v1hzozXYOm2ELR+cjCSYIFEiww2qHkbUTioMxxUMLCHBbV2pmwtIdlmhaEsz2chaU9LFU2i3xV6aakif7s1h/qzHQNmmILRecjCycJFkiwwGiHkrcRiYMyx0EJC3NYVGtnwtIelmlaEM72cBaW9rBU2SzyVaWbkib6s1t/qDPTNWiKLRSdjyycJFggwQKjHUreRiQOyhwHJSzMYVGtnQlLe1imaUE428NZWNrDUmWzyFeVbkqa6M9u/aHOTNegKbZQdD6ycJJggQQLjHYoeRuROChzHJSwMIdFtXYmLO1hmaYF4WwPZ2FpD0uVzSJfVbopaaI/u/WHOjNdg6bYQtH5yMJJggUSLDDaoeRtROKgzHFQwsIcFtXambC0h2WaFoSzPZyFpT0sVTaLfFXppqSJ/uzWH+rMdA2aYgtF5yMLJwkWSLDAaIeStxGJgzLHQQkLc1hUa2fC0h6WaVoQzvZwFpb2sFTZLPJVpZuSJvqzW3+oM9M1aIotFJ2PLJwkWCDBAqMdSt5GJA7KHAclLMxhUa2dCUt7WKZpQTjbw1lY2sNSZbPIV5VuSproz279oc5M16AptlB0PrJwkmCBBAuMdih5G5E4KHMclLAwh0W1diYs7WGZpgXhbA9nYWkPS5XNIl9Vuilpoj+79Yc6M12DpthC0fnIwkmCBRIsMNqh5G1E4qDMcVDCorYseme3YP3OFky+kv99hWX+ZZp33ZfH9YRzLTl3wvANtNlbMHw0//sKy/zLNA8by+sayDeva+m4jujPbv2hZkzXoA5d1+M1s3CSYIEEC4x2KHkbnjgocxyUsKgtCwkW1La88667TLie2GwtNSTBAhM0X695yNIBKPLZpC6pZV1SzL1M12CR+jfp3lk4SbBAggUSLBANFKIBaSzU1oFLsKC25a1qDLS+NAGTV2/BwkinBpvbDx2vT8HM9U0to0fwecRma6khCRaobEjSsmkwSwegyLKUuiQbxyIZVXtv0zVY7fPZcn4WThIskI6ihkaruZWgOChz2AiL2rKQYEFty1vVkCAGSxd0BAuoc6lnqgk+j9hsLTVEPGUagsqWJC1di1k6AEWWodQl6fyKZJPXvU3XYF7PWe/XycJJggUSLJBggWigEA1IY6G2jQXqqMqaBbUtd96QIAYSLCiOAedh9ncJFpjNx2wNZ+kAFFm+4v/N1k8e2jBdg3k8ow3XyMJJggXSUSyko1iUgdWLg9p7ah5W7uDiVqswfGyXlYzqhUVRWm1oPAnjG6iBTRjvCTcs9r6+7CxWuD4/CHsb90D7a+7wc1zA0Pm7fQtmLvTAAVa/UUdVggXhsqwJ36MTsERs+OfsWd+2m58YhPGrt1x+eMzaKky+1gk7fYbIeRbmbnqM8Zib89D3WBM0vDIfnMeun3dQQmy2lHbytFkJFtTENn37KsW2kt/PwiTZ440JaNd6r3D+snQAiixfqUvCvIpkoevepmtQ13PX23WzcJJgQQ0r73oTkI35rRcHRR077Pjl3eA3hWu9sEgsr+emWAdwE8ZfSg/qtF9gHUFqQNLn2i2YmxyCzkPha3RedM9ZmTrpdyobGvdD/xUviODc02uQXl+Eyel5mJxehKXbbodybqjdP480JcGCeCNt72uLrLO9Cucejx/DdVA2y8fOwvD0vN/RXyFW/9bt8Gk+NgELqAUM8ngMF9bCDFuHvAARP+b2qrtS/nMjDvcFJ7i0BUtXUQfzMHyqzefP81/pd7FZFqjRbrN2BguaH+qC3gvzMHdjk9kcan8T0C4Gnku3vUq1W8x5EixIKve6r0uk71DStyDjJP5VpScF36k95XzOQy8x4sezAH3pPOyB1hNDMDq/Ciueb3Vfxmw6PvZcTzsL5kfrLWb7oXwFdd3wKf4yIHp+7f7PwkmCBSQm+dRj1IaVa704qL09U26H7/YqnJORBUZqs+tSpLHrvOVPruBTO5i+M7kF4y+1Bs9LAYm1KegiW9o3BHN4/MYsdDtpndD1Qhs00++NTdB8xuv8Xh2BFi9dggVJbCj4EnQEly66nfikxkRFLBubgBiEA4Bep3BjEfoOsjw+PuYGEDz2dO7MGRZQ2t0GLfvoHOpcypoFSdzqy2aJpz1rFhx4aZYFWAN780dEadraNUkP+tNZh0FGFgR+TdY/CZWFfh2Sj6jtZ5ZOaEXPzjv/ftspWp9UFyxoPnQaxp2ta6PXjfx/bQq6uN/222HM9hPzuAUrV0egY0dtuUTLPAsnCRb4YIuFFYUn/+vhUS/Bgu3Av65Z7DjtTRHgjmMR+vyOW1y/vIM5M9AGLY+1QUfPIPQNTMBMyCktw4D/Zrsdzl3De2zC6An3mjQFgXdomw91Q9+FWZjECPgaC2KwBip1NmVkQYQNdcq5Q785BZ0pvqEylgnBgiNeUIDfP/TdbfTQKBOcnjA+0AOtuyPP0UidSwkWKOvPurNZ4mlJsOBoWOcr1+ZheGAQ+s54fwMTMD6/CuOnorqu5/9Zh4HVxUp9ptQ3lRyfpQNQyXXzOqeu/X/OrPIqU9Ouo02DPFhwbSqoQ6gucT57oJU48eOzjCw4eBYm+UiCO1uwMD/r1ldDU047iwc41zfmoTcWMOC2PwXdj7VBy5Ee6D0zCAOTq940Y7f9iCNH+cueWnPMwkmCBSQm+dw2kc4shlFrY92O96vnxkLzS7N+ZT93xRsefmcL5l7fn2hHvIMZ77C3Qt/loJPPAwGt51ed4borl3ogmIIQDJX3h7DjlJWrizB5cQT6LrnnrLMGqgQL1J0OKt/1O7dg7goxCIIzKtuslCUxCI0soIbM2iKcCzV2qCPlNXp2dEDftMfVCyYsTJ6GFv+tBHUuJVigYlZ/Nks87QgW8FEdS2NdhTaOVfrQk8Y7DLJmAS/jevb//Dnku9qvYrloa2uTz0Q/mKXzX9bxnXDuOnsJdH0KuiPTQ/HZmg+dhFF+3JWh0BpRDY3pto/ttmAdo/QXTbo1loWTBAskSJDYudEt0CKuLw4quWKvNY/6ZbEf+ubJmSxC3zH2xuzaWBDNjtQt6R3MJmg4MeUHINbZ9IEGmnaAb7vpu3+fYAj93ACbvkAL3kmwoET91g2jtGDgzSnoYkGglanTiR2aSlmmBgs2ZuFFv+OfYqe726HrtSmYo/UJ/G0YqXMpwYJ4XVaPNks87QgWkPbxjVw8WJqi90g9Gmdr8rnpHQadz5KlA6Dz/qWuXb/+32S9mZU3bRosq/PfBA1lHB9avwineqb55IODMOOPQLgFo6H1VkrZftB2Uy1iXcp+8vw9CycJFtS1IzKrYshTvLquVbiD2tEGnQOz4cWdFAs7qTsjrPIJDVOmjqv3GY207u6EvsllWPIrtS1YubEM46GV1muvJX0sWDk5neVW6Dq/CLT4m7OI3IWT/hvZnU9HVqG/uQyj3w2vARDS475BmPHK3+1Q8o5I8MY/dE5jE6iZsnLnDo118nE0gRucuAWjl9xRDDOv0QgG6lBsQTCXvRV6Z7035Ow61FjX0VDXxpKCHrTQ58EeOHd5FVa8BRzXby7CsL9eQ3y3gKWrU/Ci4q2Az4bWhMBhhudxMUgWPEjpvFfKkhjgm1U/D/6uF1uwcCH8xnXnc2Mw8AJqpA06ngtrcictyujbu0oLTF85+DptnGNvYcRmG/xpJXYEC7qnaNTOFixd6kkMxAV2Ed7lwxmNs6MNui8EC7jioohL8xPKN3/udXZBywtjMHM9uDees3B5LOUcrx7hCzBu4AK0g9Aem/rj2hf5EL9ecnajQR8T9UX52mOorCL2jbaa9nvRv+mrS4J6cP2OO4UL+UxyDcR2mgm47HwaF6NdhiVvgdlgQbtZ6HuCrRfjlHeEb2j01yqcO+JeF6cJ9l9chAU+RfDOlrOg57nnWZDfuWY0/7vg8Bm2Cw7qdzrQIr7hDvnEjVWYGehWLrznPBv3n9iOwYVaL5311zbKUxfaNMjbSr7/CxjGniHz8bwDvwVBOyv52sHIxC0IL0Qd0UbEPjGP1B6IBlAdvUTa7Osbm7AwP5I6PTL23Ip7qo7JwkmCBRkLU1XAkpZsQKaWjT4HlaEs9p2EcXqLqejs806cujPCKh/F+e4cqk2YfCVwPs3HRvw3kO7v4cDCyvTZyNCpDM+Rk83oY8HK6cYUDFPHOVJmzrPTKvSR3zDSO3mKOuThMmmhVelxS0NvBwQ+xJlPIeB2oGbKrs1HFlwZgr2snCnavbKx6SxsyN9Ad096DWFvlfyZa5vgHIfPZFOw4NJEbB6hr/lTrdBxITxE39c7zidMWEsi6MAEQR7u/JMaC5WyDM7DDssiLFxyt0488AptlboF695OCTPeNopuveA1IGkXBb7jxetk77uCxoejhUWYOd+Za4dBbJbZK9qnVpulToMdwYIGFphD21y5PBLb/YXXl853HiwcG4RhPuyX19nKhYBb4cWplB1oVOfs6IKBqyywwO+B39fic5NDths5fmV23l2MFtNZXRx7TlbX5/Vblg5AXveq5Dr66hKyG2zrzEM/r1ujfKLtn5Lrx0S3sg63NUadXYqojUV2y46J3N/3X6zNFgQJ8TqLMJzk166PQbtibj35vYWRcN3f/m/LwcjFaD40aVObBo+yIfy5Bgs4q0XoSxtVQDbLpxNcH4PDlB4LgEd8h7+rFXIOpj3u7UlbBJYt2ujfJ3rd8v/PwkmCBTkWeCUVppxTvrCrKTN9Dqr0c/gLlOFbzEsn4fBDbpR655e7oPfiMoyyhZ2CTgUfsrkH9uEiKZG/Dr/zugXYAfY7mfvYIi0byzDsbfOCW1f1z1ODCIML6k5xNeWc5Vx9LHiFj9vU4KJZXdDyWAd0DS0yh4mdauyczULvcXfxmQG/XLYgNBXArydowUHc454vgkf7q0fTA12omdLvuyDouNJbbvqtCRrY4myx4fHYwJ0PGsX41uHwmXl3WzLWCKAoNg9KZeGU5RhtLFlnwWkEXUtgtbHpcF2YPAsdj7XB4RMjbHjgFswNKbYQZGW6zneyeGwkaODzdF8DpUaJpLCMsFqZPO115vENKC50SXaJu13wt5n7oXtMMTroTEf4De3B0zDOOlRzQx31FyzAhqzYLASdBup0sPqAaTGLfaqO0WaziXnbBeirViIdlSV8y/93e9Q6ZfbvBkrRT2Jd3gYtx8/CKO/YXx0JTQFrHwmCh0vTg9Dh+Ns90Noz5e4ygvlg9SOO4OqdJvvbhLkLJ91FRHfsh46BwG+szDIf+zirK+5swtxFt/5pecz16aFnDd0rX5ZJfFXppqTp0x8PFrg+fml6CLqOYNupA7oG5tlc8U0Y72GjBbAT6owKOQsdLfvdunV3O3RfYLqdPcvq3Ehb484qjMa208NjNmFhEvPwN+4bf9TUaywfIW3w/Lvb7M0M9cBhXBD51Gyg3Tte+2VjEQZOdICjuclA88FuSU3QwEZDrm8sQv/xIB+HTwzB5OUxaE+028q1ioy16A05ReoRCpLQp3JdIDwnLbjAg0UhJmllwDXAO/MsXXUtXnf4oxjZyEZHSx2w1wlY7IF9WN9dmQq2g8yRVxZOEizIscC1GIXkL9fKRp+DSqtM3N+os4YLqQ0fTT8+vWPJzuVzpm5MhLZgCYITt2D0BHOIqCneUYq8xa6VjvWxYJU0jhAIBUN2wYtsOCw6ztB2dbxcvCGMofJgTirkjBqbIChvbIAwRp4NJzHFYFHfdNDZd1bWTXgTHsqLQXWDNpassxArlxArfFM5GBolw0d7qBoIzezak69w+6BpHxjxX4aBx7YXyzSNaePM38KIzebq85J46mMZtxeehwPPT8AcH+LtNfoXLgZTw/zjmY2iLfZHVxzf0QXD/k4yzK/yzlFs4bEmCEYPBW/0+MiH+DQJ7jeWod+rn4M6HwOSOI0p/OwHXg8Wvw0HJsLHRc/L43/km8d1dF1Dn/7Cne04yyY4cCYI/qBv8Fei39cBh6Mac5gynfFtjEP1Fi5wTKO8ON92OBybvoC/74K+yzQKIdBUECR0f4u2MwLt4u+3YDi0tTZ7mcHbmazdovKFOhlruTZ/noSgQajc+PFpwQJ+nKqDH7Fv99nOwqSfhwzBgh374XDPRGjEb5BXdq3M9+daq+x7lrpCggVK+JUVuBajkPzl6vD0OajSmglV8jfmof9Eu3JeGeooqWMZ0hg2lPy3iNHhcR3Biq4YRIjpiDsqXsGVfo5QHmLXzX6+PhaswsUFaiJ5bD6z6L51x6GwUycj+uJz1uLD0ILGYTBs3S8PtgVf7O1/hClFv+Oft2D8JVWDI3u5+vmJPLfOdG0sWWchzoprWBGgocUg0ZFfHgwahE65sICAH9UPypgHGty1DILfsBy5fcYZUgOwPlmm6UQbZ97oFpuN1Elh7aXxKec3fSwz5Nd5s8rmYVNj+9pYKODdELJ/9YKjwbQwNgrvlDey6g5fy4Xliw0dXhhxR98c9kciYAeMHevVo9xvTDqjAJmPVdQhDosdwfo2EiwIl6k+/fFggcJPOzzZSMBYpwzf4p6EPtwib9pdZ8Bfi8LRKW8vsbbGnXh7IbDHXbD3iR7oxe1BpxedNaucUY2ke96x99cqQT+iCFYz7apGPwa7jjAdhwLr3ggYb2RrkMcwnzzSkXEe14ld4ygbWZCwdeKLx9iIWX68zmBBSiApqZ2wcnWE1Xk82LMFzoiYpFFXObbvsnCSYEGOBR4TtFxbT0VRRbnqc1AZKtodXXDuGnUkvE8c8nbxbGzhJN4ZUQ8b3xWaox2PaHMnFrmn76AonTu/DM9RRflzG9HHgj17rCGgWDQr8jzJI0B6YFTxRkzpBBSNR85Udc7SVdUCSrXjwdmU+10bS9ZZCKLvQZkks8JjUnTAAwkxeyC78D79nSeC+9rMMo29Ns5prNA+K9aB2GwST30sAztJuneQjosJzsMSLViKC5nyxQ9LcHeuozimlH3y+pfqlaAuidi/on5wfXJK/eL7lCzHlFNe2Y9FvkE5Zz+vVufo0x8PFiS1bRKOwWlc/kgVpoPbND0F0/g1M/DFqWf+lrzhawZBCDYqJhQs4PfyGB5lHWVFx5drn7cdlWtrXJ+H/m+HF87Nk782DZYog9gzZD6e8UTO5a5ZwHex4j5NUYfgVLuZ8z2h0ZCY72bcXYvVh05ddXMRRk91Jr5cjD2vX/9ks/ssnCRYUGahVgtFzs8mXl3lpM9BZX2uPdB+agJm/BEBnvPYWIYBNpwsqcKncuEVP86hPBDTMa/0mINSVVoh55f1Oao/Th8L9uw5Bgv422be2Ez6Hl0cjzOdGQivPbEvYZVt4m36pzaWio4AL4uggc8bW6TNZB2ERvkobYLbTHRLpPDIAttY8vKNftfGmTesxGZr0snTx5LsL/tnaM9xPrKkhP07+mTHzL3uvk3kdW1S/UzpEizIzilaH1Tzvz79JQQCQm0kdoz/NrgzGI155xZMDp2EjsdavTnj7PhQeynZx7hlE1kH4+Kgs3YC+Xu1/0q6l8fpaGXBAsyPv8p+pDO6NHVa0YasXhfIuBqNJJ5bogxi52U+vg0GrpLvDxawjl2PaYm3JcKLW3NtTEE3X2uM1sNg1wndY3cn9F5YjAUNwqMQqudD98zCSYIFSbAkXY+RF1yu+hxU+YYbm6vOopK8scOjw45x8xVwE/eBZXPsVI3vgjngc+hjwSvpifjCPaxxSQ1FqjTxU+3A+ZzVVTj3XLiz7y86+dxYsABRZHG8VKYG8OBlUO53bSwrYkW2mKQDNtRvYx76uBPn388EOxSEGwHhYEHMPuucZRp7bZy1BAvEZothSfZXzmdCB4nbf2i70eDawbDrYCpSaMrAK8GxaeXRMUbrxqgCj6prsKHsfoczchxfLLXGfhhtNe15i/5NX13CtZQwNYCPLKN2Fxvev3KpJ1J2rD1VTrCAT0OJrQ3Fp9FxzfH85zeyIMQ7Nm8+sJ3QcVX6Mm0azNz59+yxjONb2YLhOHWoI210AV8zLDSVBO+b1P6I1BGpZYxTYgZhku2iplysOfUape+XhZMEC6os5DwNS65VWtTVlpE+B1Vp3tVOKLljyaPf0XUKeB54Q1mxwKEButfHokQlzRugF8LbC6G+lMECvmBWaqOPdUQj8w2TmXJu9fldG8tKWPnaTtAB38KNL27ln+cx4PM8+dvOyJoFEizIQ7MJrIhJJToQm410eMKctNksMYt8vnh+KnHXgywjC3D3ma5owz3UWGfDhtn6MeuKBQ5V7Qg+ciw0FSLyHMG5bN2TO5swcya61swuCAIQ0Z0XwiyCa+aXjnx1XDeva+rTH+9sqxYdDHPxXxjwOiYSmArps5xgwVE2CiC6bk5IuzUOFnia5kE1vxwS9V6+NrVpkJerYipGTKPlHL+jB0ZZ53zl6hh0KkZ+Nh86CaNshHBoJzKnDEv4tHLKmQWydCxQmYWTBAvKASbHGu18YhWEgpc+B1W6Iu29tArjAz1w+MveNlFOdJdt40QR7sTOSHidgqVLJ2PbKDpvuOn6vIK8fQsm8d6P4ZY5u2BvSxt09IzA+NVFOHe0dN6zlG25x+hjUaKS5o2CjMGCva8FiyKWcqo8KMAXx+PptnUwtbGsgFWgQ7UOgkUqcUE0vgtC1A52scBReEiizSyD8ouWR32NBhKbjfPjbLXZrMLv4n0pCLt0dR6GBwah74z7N3BxMbRmAS5k6q9Oz+zfmTZwYx76cJtbZ3vUodAbt3C9vB96Z4N55iu45djxNjiAi7rt/htoOdIDfTjMd+osa9OEO5m03R4OGW9+qBVajp+EgcllmDkfBJibe2bZVpDkY91tePv5Djc41Sk1yJzOinPL+h35Zj22iOP06S/MEfewx20wcevB2JaWG/PQSzsP8fYSbS+IbbTINrxlrVmwg/kgfys8dxs8vsVteIcsnv+cRhYcHYOZyxPQe5ymVTQBjmzlW2irdnCqVhfaNMhZlRssSFgQse/MaejwtIDBoQU+PfH2LZi7PAUDWGfhwpfzbItKPO66agQCY5/Z9s/C6LVZ6D/RATRVpfmhDui+FNxPRhYkOJhqxSrn5++E6rlM9Tmo0uVMjSWaKxn+DI8SUHVGwg0Tmlel+PQrT/W+1uH78oh26WfIk70+FiUqadYADTcw3ecPOFHZhOexjZ4oUU7ckTEnoWKaZ3kWeS1tLMtmxdmodMCGDuNWbNRQTPA/fHtFvsWWzSzTdKSNc6khm2XrQGw2jSP+po8lt8Hge1CvKnyW1zCPzcnl3KdmYS4y19r3ZdFdFNCecbE69obQP5Z3Anxf6eaz+dhIaEsz1Tlhn9EKvdNBUCJ8PG7bOxRsq8Z8QSk2efyOfPO4jq5r6NMf72wvwvhkGh8+GqQV+q+otbkyOwGj/sKHvAOv8jGB5nF7xK5LNL0lcu3rEzDsb51IbQ08l+ef38u7Lm9fRPSLrJS+iZ/D9U92p1z3ij9HZd+1aZA/j6IMYprlxyue37VbzqAJmp8YgpkMC1qvXFGPPKhsGsLZoL5Q5VMZlKiMDS+jLJxkZEFCI5EXpHyvXoymlKE+B1W6jFpfmYKZ65sQrIC7Betrt2Bucgg6D4XfcKoq/CyNLafSi1SeO58ehNH51fB9NzbBecOjcYXVUsz1sWAVrqqBxhugWUYW8CGtSXNTQ/UId/bB4ngqpqXKqF5+18ayXFYhDnEd8KHGODx5b+h4hQ2H3gwtQp8XXLCZZZrmtHHOO1ggNluyo6iPpcKOvMXV+i7Mxn3gxiYszE+ptxKO2H/zE4MwfpV1vtZwRfGT0BKdnkB2vaMNus/PO1vV8Y78Cp53Me53He3v7oS+i7hlHuvc3d6ElRvLMHkhvnNRQyPu6BDeBnLl+iKcewFXmY/XQWn2ledvyDfP6+V9LX364/4XO9ut0OJVxOYAACAASURBVHV+ERY2PJ63se0zC31PeyM8SSv4uaMD+iaXg5EuuFvVBdRX9Jqk8Sx84/dfmB50dsAK2nS8o5p0L++eR9nUhkhbDxkpfdO+HhiYXoalqKavL8KwxjagNg2WKIOYVvnxqk64k8YZeGWNW7w6C5JH2u1UZ6XuJJFFG6Qj+myHXqfuCQe4sO4ZH+hOrue4hiv4noWTBAsqKNiYEHVdgwtcUSmUlY+I0y3rXF3PV8B19TkoMnb5zKotYWGPVoSlPSzT7Fc428O5LlhKu6XiDj/yTbPlon/Tp78Sne0C2p1Fl3VR9zddg0WVi2n3zcJpWwULgiieF2GMrFaeBJBH6jA6HR6GprHxIMGC3J2dPgelUQeWOjdhYY9mhKU9LJP8IKYLZ3s41wVLCRZU3AZCvmm2XPRv+vQnwYKi2dL9Tdcg5XO7f2bhtL2DBXeCYaXJYukOrYwpwYL6bizpc1D1XS7J+tf3XMJCX9nWmqewtIdlmnaEsz2c64KlBAsq7vAj3zRbLvo3ffqTYEHRbOn+pmuQ8rndP7Nw2qbBgk1Y8eYv8dXKVYIJzXH15rrIyIL6bTDpc1D1WyYq3dciTVjYoxlhaQ/LNNsXzvZwrguWEiyouMOPfNNsuejf9OlPggVFs6X7m65Byud2/8zCaZsGC27BEq2Sq1oAzR/2Heyju3J1GZYkWGC088li8PoclD2NyCzlmMcxwsIezQhLe1im2bZwtodzXbCUYEHFbS7km2bLRf+mT38SLCiaLd3fdA1SPrf7ZxZO2zZYMD61DO7quMFq5THB7BuCOSdAsAnjl4L9dGVkQf02mPQ5qPotk5ju/WCZ3mcSFnrLt5ZchaU9LNN0I5zt4VwXLCVYUHGHH/mm2XLRv+nTnwQLimZL9zddg5TP7f6ZhdO2DRYMnxiEGW+kwMrUaWhWdJBaz6+6AYWbU9BZ0mntgpZvD8W3qHO26HG3SVELche0vDDmbCfkb+2zsQqTr3XCzpILHHpb9txg22xs4FZ8ivuVzL89jSB1ObvPp89BbY/ySyvbcn8TFvZoRljawzLNjoWzPZyFpT0sVTaLfFXppqSJ/uzWH+rMdA2aYgtF5yMLp+0bLDi6C16c8jrZG7PwYmyf3mBhQ2ckQWpnuxVenGJ7/3pBCL/zj//fXoVzx3ZFKu9d0DHiBSQU5yzMLvpTH9ajWyfu6IKBqyxIED1/bR56D7LKKDX/7DhF0KRoIed5f3FQ5rAWFuawqNbGhKU9LNO0IJzt4Sws7WGpslnkq0o3JU30Z7f+UGema9AUWyg6H1k4beNgQRM0PDfld8ZnXtsfrlh7aNrBKpx7vAkaEjvbu6DjAuvwry3D6KkuaHmsDVqO9ED/NAsibMxCNwtKNPv3wK0cb8HkQA8cVp2HgYBQsGA/9E5ToGAT5i6chNbdTdCwYz90DCzCihc4WJk9C3up85+Yf/srLG6I4qDM4S0szGHBbaSS78LSHpZp/IWzPZyFpT0sVTaLfFXppqSJ/uzWH+rMdA2aYgtF5yMLp+0dLGgMRg+sXx2BFupYN7JRB/ODboc7qbO9L5jOsL4ReZvvXG8XdF0KAgZzQ21eBR4snrh+ZxPGe+KjDvh5oWABC3IsXeqJTKFgeb+zDP37vAopKf/+M9tfcVHllcUwijbe7XB/aSzYY3PC0h6WaXWPcLaHs7C0h6XKZpGvKt2UNNGf3fpDnZmuQVNsoeh8ZOG0zYMFTeCvS3DHG0GAnWcWAJh8xevEJ3W2T817CyVuQeI2jI+PwQJNE7g86HXuz8IkpV0bg1ZVp/3YhD/ygQcLDvtTF27B8LF4hdN8ZtHP0+Qp7/ek/Kvua3GaOKi4XoqqqISFOSyq1YCwtIdlmhaEsz2chaU9LFU2i3xV6aakif7s1h/qzHQNmmILRecjC6dtHyzggYGli91O5eoHEPhaBgmd7fYLwaiByVeSjJ8FBmirxpKLFzZBQ8IxvbM4bSHbn5+nhPwXLdJa318cVJJGa58uLGpf5rrsTVjawzJNI8LZHs7C0h6WKptFvqp0U9JEf3brD3VmugZNsYWi85GFkwQL+JSDtSnoagy2XaHggQMyobMtwYL6qvDEQZnDS1iYw6JaZyUs7WGZpgXhbA9nYWkPS5XNIl9Vuilpoj+79Yc6M12DpthC0fnIwkmCBY1N0PwSLWa4CeMjtOjhLRg+yow5IVjAh/wnTkN4bATmaCTA9Fm3AudpV4aChQj5FAC+ACJb4LBjjEYzRPLIz41+T8h/0SKt9f3NdlB7oL3nJLTjYpVRftX+T/yZjnK/R5l5NJuFBgZllk/RfMq5v7DcHnoRzvZwFpb2sFTV1chXlW5KmujPbv2hzkzXoCm2UHQ+snCSYIHTgGcLHVKnPrqOAHW27myBs5UiNfx5px+nLcQ6euEFDoNdF/g9ce2B6AKHrdB3mXY8CO+GEAQ3tiC+wGFCBZSUf3qObfKp3UHt6ILh61uwHtn5Iktl0DK07E4vuT4Gh/PmQfwzBQt2QbezreiqQpcJ+qogv9pZKPLUfOgkDM9TsG0L1m8uwvDzrSUbVYlTf0qW5x5of20eFja8aUO3N2FhehAOs11R1NrYBS0vjMHM9aAOWLo6C31PROsJNsWJ6i7v05+CpCgH9T0rZ1sEy/AzVFjOfKpXqPxKB2Ir1VLD7k7om1yGpdueJjZWYeZ8DxyIcOKj1kLTzmgqW+T4cHlUzjLtOsVzrvK5drRB94XFoOxv34KZC/Gyj5aBiSyieSz3//xZBos2r1zqSahTT8K4Uxfios6cJdZ3U7Bwewui9dbOpwdhktWDK9fnFfVgE2Q9Tl1OtKuVarFpns8cvu/wyuD6BHSU9AOV3w/5qp+18mvmeb389VfMcx14Zd7ZgWxuqN0p71BdkVZX7zjt2QL6gXnoderz2rS98uSYdq3aahDbALMwd5NN0b45Bd2JfpLKegvWFZzyrk+UbUivPei/IKxR3RBlloWTBAs8IfnrFHgNxqBT71VA1NmKBgsameDwXOx8JG2deH0M2plwW6lziOdtsC0Xj5+F0StBJ8FpKIY6JcFUCfxtaXoIuo60wb7dTdD8UCu0HD8JA5PLMHO+M3AWifkvpoKNirVW/+t2UO3O4pOVNTj2nnKdzso02/KS6aWqMiL+IR2lsKdK64a+Bo1uFrHyOngWJr1O+8q1RZi5SkGDUkGRNhi46jmgtU1Y4X+TpwMbi7GiBugWrGOnZHrRaQyjzeK2ptHOIc8vNUAc+766GDjA6I4rLFgZytfaJox/N4VvLK/VHVtzlqH8V17ODTR663aE69oyDBxJKZNKtUTBRKzzb6/CzPwqrHhBg4ULXaGdbdyAHfqGSN6ujOQfTAyVZ/JzF8s5OV/cdpK/t0LvrOdX11Zh5nIQsImWffQaJrKI5rHc/3Ww3Puat7iyM6VTwYvsjf3efKg7tMU0DxY0H5vwF4demp+HGQzEO+2l8M5TWY9LLKOj7iLUK1MnQzaYeHxGe0k6n7bNXhoL23zS8ZWkI99KzqvVOTr0V6u8+/fZ57Upro74i5SHggV3bsHocwo7aGwC31ZQz36wALdA94JJGttefv6r1HGp69ROg6xuxw441hVXb8HKbQrCKBh4Nu/UJ5FggY76hIIFK9cXYXKa8ufVZ6xvWIu6IcotCycJFpCxsEa3Y7jRiC91tmLBAjTuDujnowAc4/dEQN9vzsKLByOC3dEF565FjqPj76zC8Bn1bggIuvnYCMzR20r/nPC1QiMg0vJPZbANPrU6KNpFgzmOqFEW9j/xzxosYM4sFjjLSSdaWcTyGAT1gtE4u8Cf0kNbpMbOQ5ul4Fzpt80hvo/T9KNl6CfbPzgIM47dJjciGhqDt2+Tr9Coh6BDvDJ1OmjQ0pvxiLML5UP5TJG6qMpjassykveKy7kJGiqwiwYWIC5XS8HoIRaE8wMPbEeexiagxgXvPNWaa/R+hXKuUqPUCFu/OQVdnn/HRuGS4z8XoY+2GVbcx0QWUTbl/q+FJfnAhE4SBV1o5MHhodXYYs2B3tv9IO3c61QPBiMugzWlsh4XqTd8zjQiYhkGHk86Ju90ume67splyo9Hvvx/075r0Z/PNG9e6ut1XsQXDuGXQxQsWLnpvowgrYfLn/hjIBjb7eFOLQUSdLW9wnlRP1sex9RKg+5Lui1YmR8KT+PdvQd2KjUR1BnxYEHwW3q9k1RuxDZcn5APCfXLDg55U9R525LO11c3RNlm4STBAl9IBGgLQo1x+p0alapggXPMHmg/NeEMG6Y3RSjClRvLMD7QDS3R4ANdF4dFnl8Mhinj9XG48dN7EndD8EHjcNaLi7DgVDZeoADfkN1YhskLZ8NGUzL/ScK3K12ng6KOgL/dJjE24ZP4lxEsaKBhctEpOTk9j04Wvo34eaUO+DIMPMY0vY8q60XoS7JRP1gQdujxe7DrNjYB6QHfVvFjuy65bzfxrRJP97+zAECHn3/c0tXLK05xoXQ6thyudG6On7VlmVM54/N7dhFy4CXLpXItUYNh5kx4OglpYm6ozdeEeyxvRISf29dLyfzmd16RnKt9Xuqo8jJuaNwP/Vdc3xllwu9nIguev0q+62G5yw9yxW2qB0adtkoQKMVGvtve6YbhGy4HP1hAL3B4fYdaPzHlDPvGocNO/Zj1uCQ7ofNnzwZB2KRjc0yn6aSJa11VeS/kW4kuanWOHv3lV9eVLodgBAAfMUzBgvUrizCDgUi+qxoxpe3UZ+fdYyLBAt1tr9LPlk851kSD1E69w17KUDknfLqjujdhfMobCcVftlB9UKreSbh2A50fqU/I94frRaoTw+1S3XVDlH8WTtsqWBAtIPk/nwqhnspRn4OiRuc89PJOJ3XmsDI62BOaL780PwFd9MYZK55Ih/7AmUW3URRyNvv9obR8COOB58Pz21duLMLwC21B4ydybWSGc67PXQ6GQa/j8K0L7vahxNRtYIcrMvqt2k99LBS6Jg5s+Kub/y6vkZrWKTsLk87bx/RgQft59y0ZTSMh5zD3+v5Qo81fFDWpg095pcaw75QoH6twjobIK7hWy6WS82vK0i8Pl3PF5dzYBNSwCzvwiH5wqCl2cm6vwrmjbEvbCrREeY12TCkf67QArh+gStNlJJ+RcqmEY6lziuRcKm/pv9PooE0YPREuNxpdlKwBOtcsFunPG35G1bG6WDZTncQb4KhN6uTfnILOmFapjNmaBXSd6ALQOwbDHaysx8Xu6ZbR3tfdtYLCQX7KD64n1QF908EICFpzpvnYUDAtQrH2Bc55HvenurlT0SbPBMFAfwTZ1RFoScibilvWNOSb9dgijtOlv5o9i6fnaL3h1+Wzg/Cis/YTajocHHaP2YTxlwYT2xY62161KqOaaPDUvDs6KdI5T3pGmmLgtNOo7uB1FaWVqncSbFZdnwQjBX297P4b6BpZdtr41GYM8uwFojTVDcF93DowCycJFiQAjxam/F+68VEPZaTPQXkduejihH7Hb9mdd47zldhc2XW+yBFVUn4nstV/60UVTPMJb7cONp/Nn9+O83Cn52FymhbwYsPjotemeXE4+uVaMIdq3b93uCEV7dzkwVofC4VWyaFwp+DYPjUKWSM1VidQJ90bvYOBg5vLMP5aZ2iIWzhY0AHnvPm1/psyui6xiOXFyzcfyvv8Hr/B53O+wzotdC0nmOHmzx+ZRPerwWdNWYaep4pyZsECZygiliEGzC6PQfch1riLBguq0JI7bHUL1q8MBaPN+DoGvv0FuvTz5iyEeDI4L1QOCs1r+L04ztU+H9kwsx2vfILGvbdTUazczGRRbR2sjeUOKuvwtBoaPRNMH+BMgzKm+vKws/5PeHFn95np+i7LrMcllVfvNNabLADr8Kf8bMICLq6Ifns+CBgsTc06w4eddRSu0fpSmzD5ihcY9qdGbQEe48xRvr4FCxfYOlL+qJa0UW28jMr7jnyTntmEdG36i9lveeWWtWxId5Onwtfn9Qm9IV4PTXP0Fjd3gs2k5fiLCOp06mh7ZX3Gao+rhQapvJfGTjtBPX9kN64fx1+YoS5oyh+u/YTTzqj9xNpixDXaFm5oJFZxH8LLSV2fBMEC3597bbaFqZP+ehfBdejlo566IbiPq90snCRYUKOKJQpH/g9XsLUqD20O6oi7QFKsgjlKc2K3YG6AvemnSusOizpTxeV3GLByY8Pk99FcKrZ7Bi2ww4IHWJa+k6LoaPTalK/Q2+td0HKI5oZ6fLwFqShYkScnbSxUNk3Pz5yC+yzUKEwJFrQMwcyNZTcQgwvSsbVCFkZ4449rOuW6iXmh88M7qOCCOO6uCJvevQNndeD1RVi66gV7rm/6i+U5jd+jdD39nzVlGeJbTTk3QdfYqrMYEgbY5m5Qox+HjnqNidC9vHJM5JeSF7qOb8/um8a5eXeRvZUN796+7ffA8HUv+IfBRTbVLP4WQj9fsvviOFf7jMkNPWpsxupuYtZoJgtiUumnPpa7/DeqwZQPGm4b1F3hfMdtJ5lLmGXW48L3Iz1RsDHaWQvys3J50F+M9oA3CgEb/MGimMHz+iODqI64PBiM7mvcAy2HwqPM3LfHSWVCeazsE/mqn7my6+V9LX36q83zuZ3COLuwHmnXs2XopzVRqE11EUdxkpaj+msCWnxXR9srb5ZJ16uFBl0O3oscXDQYFw+khVD5ehJ+UJ4taE12ytqFYX5cS8Qqzjx4/qT6JAgWKBc4vBFf005n3RDk132+LJwkWOA3CLgo5HtUTLb8r81BHXWDArF56F66s5ViRGv+mxZ620AVl99hcHVIu2YsXV91hizx6QcN9JaTvVkORS6pEoxe2397vQVLlyeg99h+1qhh+qfnojxGnqEaXWhjocojPT+Vh39M0CiMviFIfrY90DnmvWWKzmtTXfcVVp74O+UlOgrFPxePb4UuvsWbs8XjaW/Ob8q0kN3d7tadOGIkslZC8vNE8hfKR7bfasoylD/Gr6JyDj9f86FBf8eMoKMTPsbnV6GWmp8IbwWHw5o7B9yh0MnMdkHLGXe3lPU7KfxDZRPJdw6/Fce52mdJbuj5jUN/Ckipe5nBolp71snSD1bTMNrnghFxfH538AxxO/a5RPxh0MFyRwNkPS64F+fr3TcUNMffKT84Oo8dT/4c50dT5w+D82e8uc+UV3reO5uwMDkEXX8XjBDj+XDzntb5YPcu036RL7+Xad916q8Wz+pOKYu/+Y3qkf5316agwBKNuqF6SREs0Nj2qkX54D1qoUGa2uesYeJPAWYvXJxRHbRbwibMnGEvxKgtxnw58YoHj4lVdBQSt9Gk+iQIFoSCP34Aw22vNTMb11k3RPln4STBAgYnWoDyPzcCO75rc1BUsUcXrfPSVfu4UqXkVx5UcVGDw9cmvZXBt5Hz0LubsaBzrk1B35nB+N93u2AvXoeOY9c+8PwEzIT2pF2Ec89FGjX0XPUeLKBVz2ONwixrFrDy9pmQ40hq6O2CvstutDs6jDDWsPSvqboPS1MtcKg6l1gzB6i7LtNmV6rnC6XlX85kl/HGgscidy01AQUOEwMUzjNTByZlFEyobJh2ckovjnO1z8Ls/Fj4WqXXLAgf79pS8SyqtWmtLNmiY7igLE2/SV7ML16efj0ZejuPu0+F1yzIepy6vJIa95SfSP1O/jy6IB3Vub5/3QWHz8z7W+U6Afzrs/Ain97kT4OK3CNHW1U/s0rPtU/Tqr+cyjCt/LIGCxpoMUP0x/SShoJoaSMLNLa90p4rz9+QcZ7XU10rsf6mNVKcdhC117wRCEkv13DdAwr8lah3VHnxg4yxdmZCsAB3HaPRSpH2mgQLamDEaoi1rwwlH+aVuTYHVWoaQqzyCFaNXhjpcCvUWIPDLT8a+khDlYPhjywIUGrHgoRr4zZwe4+dhIFpd5uf2PDrhEV88tC2NhaqOsafRxt+I6TcYUB1fjTNb7Amv+WlTmd066RsHcO47fg64FsnRvPF33L5DZL4tfLgx69RU5aRZ867nKnxkfiWP3ct9cCoE7Sjt01JvKjDG3nbGSkPziXv70Vyru5Zgvo2vOAozQ0tt0yLZ1Fdebhv/ZBntddRn09vULdg7vWTGfRNnXMWCKOOeXQhUeoEUP2W9TilnSQNG6b8RDrydK+SwQKy4T3QemIQRq9604wiHQLXF0TuocwnXS/7pz622fOg1oZ7fv3WJW7+s01DwGNpp7VbMHrJHUEWbIlInVjFyAKNba80Lnn+VgsNUuc+2s7yF1R1bO40jK/hNpWRPzal1Plt8nSwC12pekdpp0n1SfnBAp11Q5RxFk4yskAJPJ/KMApE/i++XPU5KK/SpwYM6cpvXODiR8HwJ1qRdZ3vR63q0NNCSTjcfTdt2cbmXNE2LXfC18cgQMt3R6AvadX8o93QyUcoNNLcunDDhaKe0bfjeWhZHwuVzshhb0EwjWMX8I4hHwIWer6/6wxvQ9rIpiEoV/b27k9DUTcWoY92vTg4CDOOgwrvwRu6H0abD7WFFk9sfmLIOy/Mp/Xp8CKLDWwagnohMVXZVJ9WW5aR/FZczvvh8NNsHRFnh5BgGkLQoIvcz2/8VaClxlZoCb1dbIWuS94uGrNn3VFAWHfs64D20HF86Hvt9l+O6rJQzlSnVvhJe5fz4apYDy/hWyasX/0hrBHehrKIsin3f+0svbnZ69dXYQHLODWgTZ1zFizwfRIfOtwKfZfdjvfcULsX6CDfVeq4CFdPR26nLxr0pfyE69sG359HOncR391yLLJd9u7waAiXFQWq4kPZy2WpOh75qtJNSdOuvwrriazl4y6EFw8yUvCaj0zzdwhx3mjzHbOSgwU6215Zn7Ha42qiQRqtwdtZjTTtYAtS20Fkt6Egno76JCFYEJqGcJpNBdZbN0S5ZuEkwQLNFUoUivyvdti1Khd9DqoNBq7iECfuCPg2a7dg6faWu5ga2w0htFgZVVz+UEZa0BDfzriBBnq7vH59DNy5n7ug4wJbpdlf7A7zwho60Wvj/7dvwdxlb6VmWtH55hR0sUazzkVW9LFI0NhRbxHKO1vOooAztK0VLmZHnfnGTjh3DctuEyZPeYtReWXnLiS4CAt+NJoFbXBIaWTrRHyj0DvtvVFyFt5Z9Iel8tEhe095c9GvEVNvSz9cmX8eF+vxroGLao10MYfiOSDiiIsv3vaG2fFdNmpQx9WcZeiZKi1nr0OAuwzgokikB1zvYfasv6hZQ3Q3BLx3pVryhp2u4IKZrB5YX+MaDOoNdzGkRXcnFaehGQ0KJmg9VD75HVMs52qfo9PfoQR3MwnKP1ymMTv2OoimsajWZ+pnScFtt06qZIqNXzdi3efUher6LetxqjJrGSqxdeJRpruMwQKnw+gttubshHDDy/eVoaBeafTKJ9RRYfeq0oaRr+p5TUnTr7/8ylJZZrRQYWSKpipY0OBPy8G56bxTmBws0Nn2Uj5PlXpTXbNWGmz9N9eGnd2M5lkbLdS2U+iB2sURG8y/PgmCBbTAIe6u4rfXYvnUWzdEWWXhJMECDQYSBSH/K4y0oHLX6aBanc4i7p3Ltl2jxsWNCeh8bixYI8DZlzmyDRpVXF6woJ22jgpVZPTGAzuOtBL/Hmh/bR4W2Irp67iN4nl2/ci1G44OhjqhtGVcl99pxrmhp2EcO8Zpb8+r4KiTRZLN4d7Xk6zzvTQ/Ed4mTxUseG4svFL+7U1QbU8Y62Rg2exog26+UOHGKkxGtlz0HRMLFrScmg3xRAdzLroNUGMTdJ5fhiU/eIFvSG/B3ORgZCSEfvsrgmWIcUXl3Aa9U8xhY2c8ajfIUBUsaGyCirTU2A3nrt4KGgkY6FHxeuwsjDOd4pznJA2EyqEKe8xyncI5V/t8uztLbq8Vs2NDWWThlXZMLVi6HR7sKEemf8U4Bn6Ntk50874LWl5ga+tgAHVaVb9lPU5RF3pzysOdOMoPC7hjnsmfl5iGsLdnIuwzvHr5MAvE0yKQqW8+Y+WkyH/CMcg3jX/Rv9VCf1qfkdpHkREzymAB+uqLONVzE0ZPcIYJwQK6tqa2l9ZyYXqsnQZxjZDZIKjubYEcas+yfPnPT+3iUBsb+eRdnwTBgtAC5E59NgSdvN3NdjPTVTf4z++VSRZOEixQCUjSjHYyUaGX879WB0XDofjbA2pcxCoj7jDM/E7DdoPhnvnmUysLseGa2rCwzNc2yqnTanmscLaHs7AkljRFbRn6I412fbYV3HPgccpHvp/IV1/+q8+rDfpzAwC3YPQEe0GUQ9tDd9urVrowXYN6yiGw7crqk+B8XXVD9LmzcJJgQQ6GHS14+b96R6KrDHU7KDeqjPPYPOdRr8GCHd6ia5FpCXly0c0iz7zKtdJtWliml48t+hHO9nAWloyl56dxUdPEtWtybCs2n3C3kly61KPtfsjX5HrHCv3hqDMc2Xd1BFrz0kcN2l610oXpGtRWDlXUJ7WoG6LPnYWTBAvyMnC5jtGOiYxDu4OiBUtoway6DBbsAnf4aHhOPpVhXp/aWYhN1swmhSXreFisO+FsD2dhyVnS2j8s0K/Ljnd485E1ryuDfPPy1TquY4v+DrzirjmUzwjM2rS9dPBUXdN0DarynE9ahfVJjeqG6DNm4STBAl0OQa5rpKOquYOqy2ABb0Tp+15zFmKT2mxSWOqzk6hjL/J/4WwPZ2FpD0tVnYB8VemmpIn+7NYf6sx0DZpiC0XnIwsnCRZIB8Joh5K3EYmDMsdBCQtzWFRrZ8LSHpZpWhDO9nAWlvawVNks8lWlm5Im+rNbf6gz0zVoii0UnY8snCRYIMECox1K3kYkDsocByUszGFRrZ0JS3tYpmlBONvDWVjaw1Jls8hXlW5KmujPbv2hzkzXoCm2UHQ+snCSYIEEC4x2KHkbkTgocxyUsDCHRbV2JiztYZmmBeFsD2dhaQ9Llc0iX1W6KWmiP7v11dKscQAAIABJREFUhzozXYOm2ELR+cjCSYIFEiww2qHkbUTioMxxUMLCHBbV2pmwtIdlmhaEsz2chaU9LFU2i3xV6aakif7s1h/qzHQNmmILRecjCycJFkiwwGiHkrcRiYMyx0EJC3NYVGtnwtIelmlaEM72cBaW9rBU2SzyVaWbkib6s1t/qDPTNWiKLRSdjyycJFggwQKjHUreRiQOyhwHJSzMYVGtnQlLe1imaUE428NZWNrDUmWzyFeVbkqa6M9u/aHOTNegKbZQdD6ycJJggQQLjHYoeRuROChzHJSwMIdFtXYmLO1hmaYF4WwPZ2FpD0uVzSJfVbopaaI/u/WHOjNdg6bYQtH5yMJJggUSLDDaoeRtROKgzHFQwsIcFtXambC0h2WaFoSzPZyFpT0sVTaLfFXppqSJ/uzWH+rMdA2aYgtF5yMLJwkWSLDAaIeStxGJgzLHQQkLc1hUa2fC0h6WaVoQzvZwFpb2sFTZLPJVpZuSJvqzW3+oM9M1aIotFJ2PLJwkWCDBAqMdSt5GJA7KHAclLMxhUa2dCUt7WKZpQTjbw1lY2sNSZbPIV5VuSproz279oc5M16AptlB0PrJwkmCBBAuMdih5G5E4KHMclLAwh0W1diYs7WGZpgXhbA9nYWkPS5XNIl9Vuilpoj+79Yc6M12DpthC0fnIwkmCBRIsMNqh5G1E4qDMcVDCwhwW1dqZsLSHZZoWhLM9nIWlPSxVNot8VemmpIn+7NYf6sx0DZpiC0XnIwsnCRZIsMBoh5K3EYmDMsdBCQtzWFRrZ8LSHpZpWhDO9nAWlvawVNks8lWlm5Im+rNbf6gz0zVoii0UnY8snCRYIMECox1K3kYkDsocByUszGFRrZ0JS3tYpmlBONvDWVjaw1Jls8hXlW5KmujPbv2hzkzXoCm2UHQ+snCSYIEEC4x2KHkbkTgocxyUsDCHRbV2JiztYZmmBeFsD2dhaQ9Llc0iX1W6KWmiP7v1hzozXYOm2ELR+cjCSYIFEiww2qHkbUTioMxxUMLCHBbV2pmwtIdlmhaEsz2chaU9LFU2i3xV6aakif7s1h/qzHQNmmILRecjCycJFkiwwGiHkrcRiYMyx0EJC3NYVGtnwtIelmlaEM72cBaW9rBU2SzyVaWbkib6s1t/qDPTNWiKLRSdjyycJFggwQKjHUreRiQOyhwHJSzMYVGtnQlLe1imaUE428NZWNrDUmWzyFeVbkqa6M9u/aHOTNegKbZQdD6ycJJggQQLjHYoeRuROChzHJSwMIdFtXYmLO1hmaYF4WwPZ2FpD0uVzSJfVbopaaI/u/WHOjNdg6bYQtH5yMJJggUSLDDaoeRtROKgzHFQwsIcFtXambC0h2WaFoSzPZyFpT0sVTaLfFXppqSJ/uzWH+rMdA2aYgtF5yMLJwkWSLDAaIeStxGJgzLHQQkLc1hUa2fC0h6WaVoQzvZwFpb2sFTZLPJVpZuSJvqzW3+oM9M1aIotFJ2PLJwkWCDBAqMdSt5GJA7KHAclLMxhUa2dCUt7WKZpQTjbw1lY2sNSZbPIV5VuSproz279oc5M16AptlB0PrJw+hMyWPk87AhbykHKQTQgGhANiAZEA6IB0YBoQDQgGhANiAZs10CpgIWMLJCRBUZHn0sJuNzfyeDLPU+Ozz8KLizyL9OidCos7WGZpiHhbA9nYWkPS5XNIl9Vuilpoj+79Yc6M12DpthC0fnIwkmCBRIsMNqh5G1E4qDMcVDCwhwW1dqZsLSHZZoWhLM9nIWlPSxVNot8VemmpIn+7NYf6sx0DZpiC0XnIwsnCRZIsMBoh5K3EYmDMsdBCQtzWFRrZ8LSHpZpWhDO9nAWlvawVNks8lWlm5Im+rNbf6gz0zVoii0UnY8snCRYIMECox1K3kYkDsocByUszGFRrZ0JS3tYpmlBONvDWVjaw1Jls8hXlW5KmujPbv2hzkzXoCm2UHQ+snCSYIEEC4x2KHkbkTgocxyUsDCHRbV2JiztYZmmBeFsD2dhaQ9Llc0iX1W6KWmiP7v1hzozXYOm2ELR+cjCSYIFEiww2qHkbUTioMxxUMLCHBbV2pmwtIdlmhaEsz2chaU9LFU2i3xV6aakif7s1h/qzHQNmmILRecjCycJFkiwwGiHkrcRiYMyx0EJC3NYVGtnwtIelmlaEM72cBaW9rBU2SzyVaWbkib6s1t/qDPTNWiKLRSdjyycJFggwQKjHUreRiQOyhwHJSzMYVGtnQlLe1imaUE428NZWNrDUmWzyFeVbkqa6M9u/aHOTNegKbZQdD6ycJJggQQLjHYoeRuROChzHJSwMIdFtXYmLO1hmaYF4WwPZ2FpD0uVzSJfVbopaaI/u/WHOjNdg6bYQtH5yMJJggUSLDDaoeRtROKgzHFQwsIcFtXambC0h2WaFoSzPZyFpT0sVTaLfFXppqSJ/uzWH+rMdA2aYgtF5yMLJwkWSLDAaIeStxGJgzLHQQkLc1hUa2fC0h6WaVoQzvZwFpb2sFTZLPJVpZuSJvqzW3+oM9M1aIotFJ2PLJwkWCDBAqMdSt5GJA7KHAclLMxhUa2dCUt7WKZpQTjbw1lY2sNSZbPIV5VuSproz279oc5M16AptlB0PrJwkmCBBAuMdih5G5E4KHMclLAwh0W1diYs7WGZpgXhbA9nYWkPS5XNIl9Vuilpoj+79Yc6M12DpthC0fnIwkmCBRIsMNqh5G1E4qDMcVDCwhwW1dqZsLSHZZoWhLM9nIWlPSxVNot8VemmpIn+7NYf6sx0DZpiC0XnIwsnCRZIsMBoh5K3EYmDMsdBCQtzWFRrZ8LSHpZpWhDO9nAWlvawVNks8lWlm5Im+rNbf6gz0zVoii0UnY8snCRYIMECox1K3kYkDsocByUszGFRrZ0JS3tYpmlBONvDWVjaw1Jls8hXlW5KmujPbv2hzkzXoCm2UHQ+snCSYIEEC4x2KHkbkTgocxyUsDCHRbV2JiztYZmmBeFsD2dhaQ9Llc0iX1W6KWmiP7v1hzozXYOm2ELR+cjCSYIFEiww2qHkbUTioMxxUMLCHBbV2pmwtIdlmhaEsz2chaU9LFU2i3xV6aakif7s1h/qzHQNmmILRecjCycJFkiwwGiHkrcRiYMyx0EJC3NYVGtnwtIelmlaEM72cBaW9rBU2SzyVaWbkib6s1t/qDPTNWiKLRSdjyycJFggwQKjHUreRiQOyhwHJSzMYVGtnQlLe1imaUE428NZWNrDUmWzyFeVbkqa6M9u/aHOTNegKbZQdD6ycKouWPDpn8DD7wA8++5deOhQmvCfgs++iccBtHzzqUgF9ih84u9+Bl9862Nod67lHvfM+F149M0NeODQ85Hj+X364fOjePzH8Pkv8/QS3//iO/Cpf/w1HBq9C0+9694P83bk4sfQcvJn0Lz3Syn3LHHtaPDhyyvwdXYPvA//+3pPf373it5b/o+Vba0cVPOhk3Du8iqs3N6C9Tve39oqDD+XQT87TsP4hnvO5CtJx++B9tdmYe5mcP2VG4sw+t0OaK4T7lpZ7O6E3guLsLAWlM/6xi2YmxyE9t1JZRqk73x6EMav3grxW7kxD32PBceoKvj2C7cC3sRd+XkLho+mX0t1fVPTdLLc+fRZGI7Y0sqNZRh/rRN2ltS6Zyc3NgMutzdhaXYQWkqcu11ZpmlMJ+eGxk4YvsHsNWo3NyagPcasknMy2l2mejjjtWL5Lv48rSx3tEHnwCzMRe3u6iz0P9ca88tpmnN/2wWHvzsBM9eZHW+swsz5k9Cyo/iyLJ3/2ucR+ZqYL8qTNv29Mh/U9dE6JPJ/cvvK45Wg44XLY9B9aJfR5UvlXORnLTXYfOg0jN/cAjXTszAZYe+3y6Pps2czcY218W9vwsL0EHQerL2tV8s4C6fqggWNTdB88q7T+X3mzVn40ySHeGgD/h47yWMb4Y7M7rfhi05n3+tA//gutF90/3gnvn3gZ/CJT6oAlB8s+LMjv4a2HwcddgxKOPccB3jG78jfhYNdL2cSTElIT33kXPeZd4Jno2fEz799Pqf7JJW9pIc4anNQfjnvgpYz87DiVUDYqZmZnofJaey4biZUZGFt806KuuJrhd5pr9F0+xbMXZ6HmatBJ3XhQlfYzvy8he9TUruaz9PJonfW63SsrbrlP88CNxvz0JtYoe+BzgurfmNj5foiTCK/y8uwtLYK50p08A8PLcPK2mbKn5cvzMM+s3hUowd9LAMnTyx4h2Fl9iwcSNLp7m4YvuaVNzryebRD11ZWro0pOp5hHtuVZZoO9HHGsmesVTZ0ZQQOx1hXck6Yc9Lzlq6Hs10n6fpFp2tj+dggzPAgbbQxfgf9YDkBg1Z4cSrwb7FG/vUJ6JCAQaidg9pCvkVrLO3+2vT33dkU/+v6ZldDpQP2fh2ALxoue+0A70XO+p1VGD4mAYNSjNN+z+c3fCEwD0veizl1m/k0jKt8Ck/zzl+60FnSbpqPjcECvQh02oiLsEC6SG1fmukzstQVVQcLGj49Cy1OJzvp7X7CqILdP4GHx91O+zOjH8FnHlGNOLgGBy96xwyvwD2xgEF5wYI/e/YjOOIFBNr6Z+GenZERBDji4PnfQbt3zKP/ksNb/2c/coIpMoLADCPR5qC8Rmxzz6wbKLg5D31P7ylZ6cQqy4NDMMcaV6qKb+8rXjDi+gR0srfkzccmYME5t7QTjN031gjXz0sni95Li9AfLf8dbdA36wZZVqZOKtm0Di07gYKVqxNa3hzQ9eeG2pX3N4FLJXnQx/IsjF4eio0GaT40CJOOc96E8R6VVtth4CoGCjZh7oKet4+2skzjr48zMvQ6/soRBCrGlZ6TdC2WnqEeTiunevhNG8ujE7CEfmhtFcaHzkLXkTZoOX4SBqZ5h38R+jIGSw+87tbJTgfv2iz0Hm+DliMnYfhqMMpg6VJPXQTIa6kL5FvL+5V7L236K9GWoTYatgFKjcJsPz8Poy+0RY7bA51j3guFqyMlR6iVWy42Ha9Xg3ugtWcMZiKj0VRt5pJluuOkO5p3Yxa6SwYeaTTbJkye4dpohV5qX86ehb0ldFgyTzU8Pwun6oMFbHTBU/1vxysnGlUwugL3+A//D/DZc24Q4Mgbs/BnsSAAc9qf7IfP/9A99uuxznsZwYLdP/OCGnfh4X9Im9rQBA0tNHUgKQDC8uc/U0LaP/zOnX7RFQ2GJBxf6nrye1xjZZSJVge1owdGcVrAxiL0Jb65TuPeCn2XN53zZ664b0TjFV+3e487q3Du8fi1Ws+7TiypM2xaBZWlkso1z8e8hqyqQ0IdhBua3lTtO+t2cG9OQVdJhxRnm2s5lGEzWe6r1a4S8tox5nY+VG8CqIOxNKZplI3FLNN4a+W8YxBmsJN5ZSh7Q6uScxL0FDx3lnq4vuwzeLYg39pYHh2DyYuqAN0ueHEq6OBPngryosqfm0b+Dv1qpCFP/tYJkM9Dr2V1anKZZCm3bTyyINW+qaO3DP0VtdG8sqd658489KbeLxuralmber7O9p0/6uPOFqxcGYPR+aQ2c2kGdK2510uPeNr72qL7QmnqdCSI1AQN/tS1ZRgoMWXVJGZZOOUSLGjwO+J/gAf+ioMJRhU8/CzrLD/xa/cNP05LSAsUkBH+1TV4FN/2v/NruC90fNZgwZfgvlfd6RJ//923MnU2P/HPf3A6+coACOUrw+c9PR8713n4WV4u8r0oQ9HWQGpsAqpEFs5X9tb4gDdiAN860zD6WLCA3tokRbQfG3FHJqxNQVcGfRbFAe+rk0Xic6WUX+dF7HxuwvhLeoYWutffgpnX9meqgxKfwUCuRbD0HfxQW6Q8vQ7Gxiy8qKkDYTPLNN1p5Uy2mXHOqJPPSs4pYT+Z6uES10grQ1N+08oyqXzYfHJVkC9WNiem/Cl9Sxe7I3beBFQH4KiDbMGH7dP2Qr6x8kziUkB6EfqjNppKS+WV1Vl3DjwGsAoou/LyWpzmdWqwfWQVlq7OQt+x/U6nPbHNXIrPPi9IfXMKOksd27jLa5snjWhsgm4vIDr3ev2087JwyidY0PglaP6uojOuHFXQBPe96o4UaMn8tp0HHfjUgazBgh/CfmfxxN/BZz+d0XD86RUfwacxQJEYsGDXO/JrZ8FEvn5DRcGCv3gZPnP6D9DmTdPABRGfGv8YDn4zh2kRJY2BPY+Fx+pzUFSJVBhRPOi9db7uzqVOqvj2ekMy8Y2p2mH0wKgzX3QZ+jMO81RfR78O9LFIzju9cY4HdLw3Drqcf1kOKTn/RbEqdd/as2yFfmf0jWKEjdeB1Da6xnKWaay1cq6k41/JOWl+LWM9nFZG9fKbVpYJZdx8xn0rh537mTOlg7It3rQwJ4irmm5E0/7ubEGm4ENCvuqFWTn5RL7lHF/rY2uvPxqlkn0KTFKZNJ+YcqbarKjeLm8jjSWVD6XXUoNJbWbKS9JneYF/al8vQl/Ciwhqo69c6jHa/nh5ZOGUU7DA7Uwfcub6U4ecd/DZqILGfnjIWdTwD/DA57M3iv+0yx3O3x4aGZAxWNCyAm2Yt/PX4M8yG/JT3lSJu/DXznAS+h/g4Wd5wIKeIXje/UeC3z/9PQyMlDGdga3l8NQPfwcP938EB9/6GI7gooxv/KRuxMeFaNJ3fQ7Kq0ScIewd0De57C+4so6Lq6Wunss6PkddPSVVfDT0Ormh1ebN1TZ/3QJ9LMgm6XMX7G3pgt6Ly85bqpWrI/EFsfZ5a0VcHoTmgz3hnSxwEcmMuygkaZ2mh2QZ5pZ0DZPTa8Zyx344cPwsjF7B4cybMDcUn2ZAzhpt5MDzY+EV1G9m3UWBtBP/tJ1lms60cj7lrmJeVqevknMS2wDZ6+G0MqqX37SyVJYxlS8OF87mn+gtXeLxFCzCqQjljEhR5i9u6/XCUpVP5KtKNyWt1vprfsldT6qa9S12frkDuga8xfRuzsKL1UxlEA3mqs+kNnOq3mnaQNapoTT9BNv5SfwogFlH9VGWuiK/YEFjMNTfWcwvYVRBQ+NP4GGaUpBU2Kp0b1eBcIc5Y7DAW2TwqVd/WJY43Y4+BgdcJ/Kn3/ydu7OBqtNOIxEiOz58+g13FAXfLhG3aDzY8xO45y/izolGaDz6L5FdEj75PHzqsIwsSDV8lW4iadocFHU2b8zD5HV37tTSVVxJn62Sqlw9dxd0eKvv80Xvkiq+pHReLu4xycOk+LFFftfGwmPOh6g6i2PdXIbRMwnb7dFw1yvz7roCtHo+7oJAq95WusotOSSNw+KL5Ij31suS5pm6doUsl65MJS4g2nXJnRc9N+0tBIpbrHm7IDg6wDmOabsoROqMUNluA5ah542UhVbObIg6cVrfwEDrBPRGFyulfFVyDp0b+iyvHk4ro3r5TSvLUNm67Rya3uGwvTKUvIsJO5f83XrS3HBqvEuwINa2Rb4ma7G2+muHc87OOIqRaExvyvKK1jEbt2DyfI9s2Vmq3Gq8IwfVFbGpuyn5pMB/fKRpvG/maIOCk6o1r+g+dEzSVGE6zqDPLHVFjsECPlT/I3j4TbeTzN+yu4boBQtCCx4mgOGF+WVv0cFQR728YEG5OxLEphB88u3E6Qw08uHRf/5OqIK+7/RdaB92Rwg8PPAHaLt4N9iicfx38Nm/DkYhYPlQcGH/ExnKhJePfA+Vu7LS19mpoQoCGy0b89AX2oOXrZ4bqWSoARXtvCRVfEnp/HmzHMOPL+q77sZCy6kJd9vD6cXQft9L04NwODqEjDcIIrtMNPBdFCpY5Ta/eZLm1gl6WbZB75i77aG7haUXNLh9CybPdMQWGSL9Y6dkYawbdrK6ke+iMPlK+XMKtwPLtPpAK2dnyzNvq1PPZlcoUHdnE2Zej7NuqOQcpgd61nLrYTqvnj+1sgyV8S44/Pqiv/YA+sfkrWvDdVxgy0kLyZ0N9k+vozd5tdAN8q3FfSq9R+301wQNz7nTBtbnB7Mvnkoafm7Ea0fMO6PUqE5auTIBXTKyIFVjtdQg1RXZgwUVTEuhdn6kHR+ygSzHkLYM+czCKd9gAY4u6Gdv0oevwSdihVG/Iwsa2PO1fJNPrfgOfG4Ynzvj1Iqdb8Hn3nLXeHjmfLiMPnHiD+7ohTHVdpJhRxoSaKyc5VhV+WhzUFRB3LkFoydUczGpYtqE0RMuG3+rQ8U+0UkVX1I6f1b3mOA+/DeTvmtjkWQLu9uhl/brnh8Mv9nygwUJqyTTPPU75a4FUcUbjaTnMDC91ix3/t1ZGMedR3Du82vhFYzJRnBV/QOKsqIOf1mr7jvX2R4s0+qIWnNu2LEfOs+704fW7yzDgGIHmFh+yzynkno4dk+Fzkw/piYsd7TBi1TnOoH0ZRgoY29635aTRhbQdpsysiDWaUO+JmuwJvpz7JJ24chp8WJev9ywb2ejPDVTSw1SXZE1WEDTUspad4La+VmCBeXs6lOw/8jCKedgARtd8C5AfFQBdpLegr++iB1rWtsgW6eW3tyHRwdkHFnw2Aa049SHcz+DP80MhdYoiKw34F2LL2JIix+G0krdxx+l8DF8/gArg0++DJ8dCEYfPHPxD/DFf3wrfXvJUveS332nqc1BUSWSsgsBDY921hughbRwC0RvnQJeSSdVfDSHM7lC3O8t/JZtTii/Z62/a2ORqnfq8EWmaVCwILGCZ+V6jNlr6r2aoIF0UckbjVLXNuj3Qlg+PgYLTgckvCI12U7iasT+lKGUeYeqst0mLNPqgUI4N1JjfwsWRjr8ujwtnw1Zz6mwHk6/dxn1g0pnNUrTznJ3N5y7GmyVuI5zvEMj7kqXE9myEyhSbUVGNolTi6ZOZtRG6fvawtfk59CuP7KjHWfd0SeZVrvPqo2gTpqL7caT9Rr2H4eMa6VBqiuS28a8vGlB8lsw+hxPL/GddhtLCxbQlNY6GumUhVP+wYJG6sB/BJ8mYw19fskfah9+O58GKTgnPDyf7hXp0Ifu1wQNn/RGM5QToKBzcLvG0PUG4KGxcLCDpiuogyPJz0VTDmhNhJBRHfgJfP6Nj53dFZz1Dsb/AA+0hKcshI4P5TH5ntv9HG0OiuZOplQiNIceG7z03Z+bi52elD9a9OvwyKpzXHKjuQuGb+C1koZtmqMNbSxK2AKVfagMj004qxunLZLlO6NM+4O75VzeSrvmsCm3niiGJa1lsArnjgRlR4uAJjcavMZjmTayXVimsS+GcxM0UDCvnAZYhnOoLkire/lvVA+nlVG9/KaV5e5uGPbW7sHyW7k8FJ/6VaKexnIkW8bFTGlEXqh8aTGxO1sgnbagDsQyQr6hsspQ3rU8Xqv+2LPSSLLqt0sMl69fJ02fNbqca8k0eq9aatBvn70S4cS04OePRoqWHUAq3XagHV/qyVdk4VRAsKAJGrwtBp/FdQtwW0IVTJ5G2xaO/xruCx2fMVjApg98/f/LtkjgJ/75D4Cd9COKRRHpt0MnnoeGRi94EFnYsOQzNX4JPjPgTtkIB0Ai5fEX34H7vvuxu87B+K/hU7xc5Htp7UTKSJ+Dok568jB1f1TAqSY4PLQMK2ubyX80V3fDPWZuyHujRo0jXLU/8myO5ijyWQeLq+hjEbGhSDlRByHUuKRgT+LIENplItwxTbdz6sxWv1VT+n3Sn7cW5xbDkso3vF0pOevErYvIRq6PweGINpLLiu5lP8vkMtC9kGWyjn2mZbw9znJOxfVwZt0kP1NaOdfiN3022wp9l4MRBQsXwuuGlPNszRTwwfVHzrfH/D3V5YnBBAs4lVNe/Fjky/837bs+/XGbq/ANchbdeNqUES28vMPfa6nBcoIFVK+UH0CiduAtGE4YYeq28yMjV7PoqcBjsnAqJliAow9+6HaUj7zxk/TtDP9iAB7yjm3p+odI5Zc1WNAEDbRA4rt34eFno9cJC7zha95iijgSYXfkNwRKwQvcitGblhCeHqE4JyqET/8EHn4nPEIhuTKn7SZLjKCI3kP+j+hFb2OX3jwqt8fb0QOjzhzrbJ2NxIqPVmPHufOKxXXKXt21QI3UprEQtUWahhAdfrYf+uZxREbCmhMHva0Vy4lE0xDZxKkN0bzV7/+FsKRpCFEm7K1BV3Qhy8YmOPD6sjM6p6yGwjZimeyH9NafyffdD72zbudz5rWsi1JWck7c/hLr4QLrzeRyiuc/7VhdNktzgXFEwdJYfGvTtDzFfqMh5DjqLrq9me9T3d86LWASe/4qnilLByDP+5V7LV36C+WD9JP4EqA8mwmuHUxDyF4nVXqv+j2vlhrMXldTAClhtFIJm6M2tnILTmqf19nOV1k4FRQsaIKG3T+Bh8e9gMFbK3DfXz0a6dg9Cp94YgX+1lnfAEAdVCgjWNDYBH/27EdwBNcuePcu/G3P2/CJ6NaF+Ba/53fu+gapQYWn4LPObg9/gP39HzsLG37ur1QG/TZ8vn82vkUiW+AwPHLhebjvHxT5+uQP4YsVrPMQVGyqvG3PNK0O6vERmHOmEqzC8HN7Aj2zRZ4wCq0cERCpoNIqPnqbsjIfHtrpL9S1MQvdik6SaXrQxuLIEIxeOAmt0UDfjjbovuRO41AtftdMozaiu1mwubd8e8uGfWdhck3RiPVYtgy5ndLQdIcIZ9OYVJofXSwPD0zBcE97aEcDzGPzoZMw6g1zjgfndgGN4lmZHQxtcbXzuTGY28CgUHixvL2n3G0Wly72KO1zO7FM04AuznjPFy/Mx7fD5IuJKeq1cs8pxTn67Gn1cPTYevtfD0tqiKONbcLM+UHoO5Pwd4KNFNjR5W1ttwVL02dDC5OSv3OmM1ydgO4jbdBy5CQM++shbMLMmfAip/XGQkd+ka+O6+Z1TT36i7RryaeXnCrQ6epvYxH6/EVUT8Pw9CB0PBRdsHoPtA94u3tEA1iW+vdKmddSg9nr6pMw7rQBSk3VVWmiCZx2n3P+Kow+z+udVj+oHWon1oEmsnAqLliMSrzJAAAgAElEQVSABfjXP4ODXjAAh/w/885daL/o/j3ldOrdYELb6bcTFvijYAHAU+PBuXQN95OvOfAl+EQXBQPca/vnjUOwpeGPP4YvPoVTDCIVD/v/T7/5O3fXAsz3m7MJCyfSWgngb5/YMnzXX4fgyFvXItMwgufxt1t882M48mM3r2WPXmD5TXuW7fSbbgdFW3A5DZvri+Bs9UZTCq6NQUfGTnxqxccaVuu3b8Hc5XmYuXrLW/NgFYbLWG26SPbaWNBbYJwriwym3fKhLY/Wr00lbHkU7LXuvBW7ugiT86tA561EGrH+nMU7WzD53Xhd0TvtNpjHe+K/FVnuOu6ti6XfUbi9CQvzuH1ieBvMhYs9oY6F/2w7uoI502Qj12lo9CZMvsKdfBOQva3fnocXFfXmdmLpl6GiHHRxxnv6DNa87ROZ7a1vqFfRL/cc//gEztFnp+OT17+oX9vWw5Km62DdV+KPrz/Bphus46K/foetCRq4v1Ncc+FSQh2g0G+Ur83/I1+Tn0+P/sL2SGs8haYcqnTB2gzBdJez/racKzeWYWZ6PtQeWF9bhP4nooGE8P1NLv9a5K2WGsxcVx/xFkYuNVVXqQmXb6ydP70IC147P7oNei3Kudp7ZOFUbLAAjfaTT8E9z6zAweG7fqcYAwdPjX8Mh/pX4NMHoiMOuDEGnWtnEUAWYAj+Vyy0uLMfPt3zETx6Mdh1AI9vH/0D7O/5SXwkgKpy8XczSNr1AfOJIxU+gkdDgYi70D78EXz+mZcVFflTcE/Xr+HQaBBQePbHd6HtrY/gc3+fHryoVizb5fxaOKidTw/CpN8x2YJ1bPyePxl6w1mqvEtWfPiW/PwiLDgRzi1Yv70JS/MT0F3matOl8qHzd20sdrRB58AszN2gzqHbaMXAwehrXbA3NWCzC1pemIAZdi42FMZf64y93W7AldRxZMGaaiQHNZrD8+l1lmeR19bFsvlQN/RPLsMSljN1FJzAwRT0HduvHAXglwPayIVFWOI2cnU2/vYapya84o4sWJlUjfzZXiz98lP4PV2c8Z6tL004+5j7nDHYh3XnhbPQHh0l5OWt3HPSOfO2hfu9ZD2sKKO08jPpNz0syVaYvZLdRj95sIAFBKIjC5wyi/o7LxB87oW29DqgjvlUqxXkW+01dJ6vR39hG3btN8P8cdLfbT7ibA+0n3LrJHphgHUTtgcmzytGLm5jrSXppJYazFxXZ11rQqmJQF/Yzh/3X9K57fxJVTuxDnSRhZOGYEFQmEkCknQpo6I0UAsHVdSz1dt9hYU99YCwtIdlWj0inO3hLCztYamyWeSrSjclTfRnt/5QZ6Zr0BRbKDofWThJsKAOoj5FC8mm+4uDMsdBCQtzWFRr48LSHpZpWhDO9nAWlvawVNks8lWlm5Im+rNbf6gz0zVoii0UnY8snCRYIMECox1K3kYkDsocByUszGFRrZ0JS3tYpmlBONvDWVjaw1Jls8hXlW5KmujPbv2hzkzXoCm2UHQ+snCSYIEEC4x2KHkbkTgocxyUsDCHRbV2JiztYZmmBeFsD2dhaQ9Llc0iX1W6KWmiP7v1hzozXYOm2ELR+cjCSYIFEiww2qHkbUTioMxxUMLCHBbV2pmwtIdlmhaEsz2chaU9LFU2i3xV6aakif7s1h/qzHQNmmILRecjCycJFkiwwGiHkrcRiYMyx0EJC3NYVGtnwtIelmlaEM72cBaW9rBU2SzyVaWbkib6s1t/qDPTNWiKLRSdjyycJFggwQKjHUreRiQOyhwHJSzMYVGtnQlLe1imaUE428NZWNrDUmWzyFeVbkqa6M9u/aHOTNegKbZQdD6ycJJggQQLjHYoeRuROChzHJSwMIdFtXYmLO1hmaYF4WwPZ2FpD0uVzSJfVbopaaI/u/WHOjNdg6bYQtH5yMJJggUSLDDaoeRtROKgzHFQwsIcFtXambC0h2WaFoSzPZyFpT0sVTaLfFXppqSJ/uzWH+rMdA2aYgtF5yMLJwkWSLDAaIeStxGJgzLHQQkLc1hUa2fC0h6WaVoQzvZwFpb2sFTZLPJVpZuSJvqzW3+oM9M1aIotFJ2PLJwkWCDBAqMdSt5GJA7KHAclLMxhUa2dCUt7WKZpQTjbw1lY2sNSZbPIV5VuSproz279oc5M16AptlB0PrJwkmCBBAuMdih5G5E4KHMclLAwh0W1diYs7WGZpgXhbA9nYWkPS5XNIl9Vuilpoj+79Yc6M12DpthC0fnIwkmCBRIsMNqh5G1E4qDMcVDCwhwW1dqZsLSHZZoWhLM9nIWlPSxVNot8VemmpIn+7NYf6sx0DZpiC0XnIwsnCRZIsMBoh5K3EYmDMsdBCQtzWFRrZ8LSHpZpWhDO9nAWlvawVNks8lWlm5Im+rNbf6gz0zVoii0UnY8snCRYIMECox1K3kYkDsocByUszGFRrZ0JS3tYpmlBONvDWVjaw1Jls8hXlW5KmujPbv2hzkzXoCm2UHQ+snCSYIEEC4x2KHkbkTgocxyUsDCHRbV2JiztYZmmBeFsD2dhaQ9Llc0iX1W6KWmiP7v1hzozXYOm2ELR+cjCSYIFEiww2qHkbUTioMxxUMLCHBbV2pmwtIdlmhaEsz2chaU9LFU2i3xV6aakif7s1h/qzHQNmmILRecjC6c/IYOVz8OOsKUcpBxEA6IB0YBoQDQgGhANiAZEA6IB0YBowHYNlApYSLDgkBiB7UYgzycaFw2IBkQDogHRgGhANCAaEA2IBkQDYQ2UDBbcc+/9IH9SBttFA1RBbJfnNfk5hYU99Y6wtIdlWp0hnO3hLCztYamyWeSrSjclTfRnt/5QZ6Zr0BRbKDofyEmCBRIMMdph1NpIxEGZ46CEhTksqrVDYWkPyzQtCGd7OAtLe1iqbBb5qtJNSRP92a0/1JnpGjTFForOB3KSYIEEC4x2GLU2EnFQ5jgoYWEOi2rtUFjawzJNC8LZHs7C0h6WKptFvqp0U9JEf3brD3VmugZNsYWi84GcJFggwQKjHUatjUQclDkOSliYw6JaOxSW9rBM04JwtoezsLSHpcpmka8q3ZQ00Z/d+kOdma5BU2yh6HwgJwkWSLDAaIdRayMRB2WOgxIW5rCo1g6FpT0s07QgnO3hLCztYamyWeSrSjclTfRnt/5QZ6Zr0BRbKDofyEmCBRIsMNph1NpIxEGZ46CEhTksqrVDYWkPyzQtCGd7OAtLe1iqbBb5qtJNSRP92a0/1JnpGjTFForOB3KSYIEEC4x2GLU2EnFQ5jgoYWEOi2rtUFjawzJNC8LZHs7C0h6WKptFvqp0U9JEf3brD3VmugZNsYWi84GcJFggwQKjHUatjUQclDkOSliYw6JaOxSW9rBM04JwtoezsLSHpcpmka8q3ZQ00Z/d+kOdma5BU2yh6HwgJwkWSLDAaIdRayMRB2WOgxIW5rCo1g6FpT0s07QgnO3hLCztYamyWeSrSjclTfRnt/5QZ6Zr0BRbKDofyEmCBRIsMNph1NpIxEGZ46CEhTksqrVDYWkPyzQtCGd7OAtLe1iqbBb5qtJNSRP92a0/1JnpGjTFForOB3KSYIEEC4x2GLU2EnFQ5jgoYWEOi2rtUFjawzJNC8LZHs7C0h6WKptFvqp0U9JEf3brD3VmugZNsYWi84GcJFggwQKjHUatjUQclDkOSliYw6JaOxSW9rBM04JwtoezsLSHpcpmka8q3ZQ00Z/d+kOdma5BU2yh6HwgJwkWSLDAaIdRayMRB2WOgxIW5rCo1g6FpT0s07QgnO3hLCztYamyWeSrSjclTfRnt/5QZ6Zr0BRbKDofyEmCBRIsMNph1NpIxEGZ46CEhTksqrVDYWkPyzQtCGd7OAtLe1iqbBb5qtJNSRP92a0/1JnpGjTFForOB3KSYIEEC4x2GLU2EnFQ5jgoYWEOi2rtUFjawzJNC8LZHs7C0h6WKptFvqp0U9JEf3brD3VmugZNsYWi84GcJFggwQKjHUatjUQclDkOSliYw6JaOxSW9rBM04JwtoezsLSHpcpmka8q3ZQ00Z/d+kOdma5BU2yh6HwgJwkWSLDAaIdRayMRB2WOgxIW5rCo1g6FpT0s07QgnO3hLCztYamyWeSrSjclTfRnt/5QZ6Zr0BRbKDofyEmCBRIsMNph1NpIxEGZ46CEhTksqrVDYWkPyzQtCGd7OAtLe1iqbBb5qtJNSRP92a0/1JnpGjTFForOB3KSYIEEC4x2GLU2EnFQ5jgoYWEOi2rtUFjawzJNC8LZHs7C0h6WKptFvqp0U9JEf3brD3VmugZNsYWi84GcJFggwQKjHUatjUQclDkOSliYw6JaOxSW9rBM04JwtoezsLSHpcpmka8q3ZQ00Z/d+kOdma5BU2yh6HwgJ73Bgs9NwyPvADz77l34Ylua8I/B3nN4HMDX/vFYpAL7e/jUE+/Dl//9j/Ckcy33uI7xu/D1c7fh823/J3I8v88bsO8/8fg/wr6v8fQS3z/zMnym+zfw6H/ehafede+HefvG23+Er738PvzlF76acs8S144GJ772S2hj98D78L+2l97I717Re8v/sbKtlYO6v+00vPXeGnx4ewvW73h/a2vwgxMZ9LO7HyY23HPe7U86/gvwzBuX4b1fBtf/cOUX8KPTx+H+OuFeKxZ+RZypXCPlXck5934bfrAScPH5kw5WJuGZOmHkl12J/Naa5f0vX4YPnfL8ObxcIm/0DJWcc882ZEnlpfqsFecHjp2DicVfherPD1d+Dq/+r4h9PvRteHnsF/D+GrO3jV/Be++eg2ceihybUSfuc38BvjXyAXxooa0SV70sPf+0shn4vzK5PDP2q+BcqjuVn7+CHxyvhrWd5yJfYm3ip1793Q+qNtiHy7+At75zJGMb6UF49PRlWLqT3cckl/NReGvJraOWxr5tNJfkZyjfTrRqsP/nqfVDcts5eI772/ph4pdbkOXYoFwehEe7/yPun8rSVpCH4LrFpSEnvcGCe++Hv3z5rtP57Tg3B3+e5IzbbsMT2En+0W34S37Mg+/Al53OvteB/vFdePJt94934p9883341E5VQZYfLLi34zfw+I+DDjsGJZx7jgN0+B35u/DVE2fyMej//Vvnuh3vBM9Gz4ifrf+S0314ucr3RHa6HdQ99z4Ij37/515HZgs+XPkAZv/r5/Duf2GDdjNTpcQbSepK7HF4+b+8RtjtX8F77/0cZheDhtX7Y89ndIYqm6pdmn4W4WcpXa7h47ESr+Sce+59A971GrUfrm1C7G9hFJ60zEZry5IHY7I25Co5B/Ww/VimNV70c/4CfGtszW8EYuP+Xaw/3/sAltbW4K1Ip/Dl//aCBGtrbj37Mxag3fg5vNwat+m058PfsJPxgwWvfpVgQaIvTS7Hb8Obi+SfNuH9n3n8KHC+lo3Lk+c/iNedofrUY4+cv1I+5+T823EttFWTn1FnXbKvFzv5nj5+6bbBZpeDwNX7oyXaSA99G179L2pTZfUxybrZ1x+0CSVYkFxO5ej1yVHPT2wo2lhrmzBxOu0+GMz8OSx5dZK6nZ1w/vFJV1u3N2FpEf3TL+A9FhStl/Y3L2u0Re3Bgns+NwdfczrZSW/3E0YVPDgNj4y7nfaO//wtfK5VNeLgOnz1be+YkV/CfbGAQXnBgnuP/xa+4QUEHv/eHNz3/0RGEOCIg3/5PTzpHfP17+Tw1v/4b51giowgSDC8GneadDooNL77e703nr/8Obx67AvlO+vW/4D3yMndUUc8fcezPAnfYm/P7v/WJLzvnFsfb1p0s+CV4T0ZyjV0POqyknMcPXsdTIs7GtGyqiXLlv/7gd+ZXM/41qeSc9xn3H4so2z5/7o5Hz7vsv1wcRJeaHuwZP358o9/Ad+P1rO7j8Cr/+12DD6cPl3yGvR89z/8PLz67pof6HVGBFlsw/pYujbz/vhpeHQ38/u7j8P3fxZwqXYEHGnlvfNHMzMm1tvhE/ma/Jz69OcF+dfidUNLz0+9NtIH8OY3mDapHfrQUXhh5Bd+J9IdFVhlsGD3SfgRGwEqwQJFuVP5l/FJL3LK6ujf+wU43Ps2zEZGfpZ1jeNvw7vRuu3e++GBE9T+/gDejI6AK+O5irBZtEX9wQI2uuCp770Tr5xoVMF//hLu8wusC/YOuUGAbwzOwb2xIAAT0843YN8F99i2WOe9jGDBg+97QY278Mg306Y23A/3PEZTB5ICICx//jMlpH3z9+70ixPRYEjC8aWuJ7/HNVZGmeh0UPeQU9j4BbxawRute+59HF59bxPWN34BswtuVDxeifV4jmcN3lI4u8MjbrS1nEZyEZUT3lMri5AmspRr1B4rOce7xu5zMItBm4X/gH2hfETvYc//NWPZeg5mN7bgw/d+4QXVMjTkKjmHuG1Dlmn1gVbOFJxbmYRjvJNJLMr5/Jb39idzZz8YQbJ++1cwMeq9mcx8fv3Zsj6Wp+Hl7ycM9f7G225nbe2n8E/l8Iwe+5U34F2cqvfLn8I/VauV6LUt+R/5ptly0b/p09/98OS/ngu9SAme9UF4adoNWL33f/82Uj589NkmvDfyU9ePZwxIB/fgdcGDcOwijlD4Fcy+545UkGABL5/Kv7vlugk/eiH7NSjAgEGgDxfehh/9LKmdnf2aAfcH4dX38rxeJXmo7By0xZoEC+7xO+L/A58/wDMbjCp45DjrLD/9G/cNP05LSAsUUKV94Dp8Hd/2v/Mb+Gzo+KzBgq/CZ/vd6RJP9I1EKgie3+D7p3r+x+nkKwMglK8Mn/e99EfnOo9Ehk8GAgvuKWn6y0Kng9r3xi+cN57vj1T2pqPFG6qGb0poeG0sWEBDoBZH4VGV/v7XqNuJqrYxprp2zmk6WXBbylSukWer5Bz/nsTov3MYmRTJl38Pw9Jrw/JxeNl5Y4xvhahzVypYUMk5rB7ahizTNKaT87fGsTG9CRMvlx5RkJZH5zfillRPxuwHO59rMDtyGg7jaC06X4IFmdpLJXn45Z3VbpkN+ucGaa5WtmD2jWiHLzgme57sPAdt1eQy0FmXpD03dRjjnfZvw1tL7nonxx7GOqh6rdJoT3x5c8xbgyN+Xzv1hwx0atBtI5c3ivaZ0TVYWrwMr37rb52puontbEWdk6Yp+s293iZM9NYXU+RUm2DBvV+Fv+xTdMaVowruh8/2uyMFvpb5bTsPOvCpA1mDBT+CrziLJ/4e9n4uI0R/esVv4QEMUCQGLNj1On7jLJjI128oP1gwDY9gYMQZidEFn+n5LXydpmu880f4ShetcfBVuPd/34ZHfxSstfDEv9+GB/JcnLFCgyHDMfFTn4N60OvgVzgEqdV7U7L8trP4XVIlts8bgr108fmEhsBJ+JGz2NcH8H3D53HqY8FsMmO5hrRayTncVqijIcGCBI0yPrzcSnynAM77o7hAVLaGXCXnhLSwDVmGnj/CRJ/Nem/1Ni7DC5F7puUn6TeadlJp4FaCBZXZaBKPIN2z22o4f8UbufXLn8K3ctBKkDddz1zMddFWTX42fXVJenlTsOC980dKlE82H5NYxrufhx8sb8G6t6YG3VeCBel8EsszYuuVBAui105qZ0ePy/S/P7L4MrxUZ6Od0BZrFCxwO9OPOnP9qUPOO/hsVMG9b8AXnUUN/wc+/6XsovnzE+5w/idDIwMyBgse+yU8jnkbvg73RgSXLIJj3lSJu/Clv8d80v8AjxznAQt6huB5v9IR/P7A6xgYKWc6AwULfgP7Bu9Cxzt/hK9977fw1X+/6y/A+Og/vwz39fyP8/8T//5beOR7v4c22kli/LfwQNaASOayoGes/099DsrrpDtDaI/Dq+9+EMx7u70J77/3dsoc3Mfh+860g2ABr6RKzB16tQWz3096+3YE3lzEoVDlRVyT7UAfc30sKM/ZyzV4/krOoft5n//qrtK73RoFyDMox0iZVFvX0BB1L5iWKVhQyTnRfG5DlmkMtdnsV7y1Wt47B/e3ngzvJIOLuGba3eBB2Pf/Pg8vj3/grDvw4eJo5dMZKEgkIwtytWl/R5Kfnat4ihZNtXvv/z6ea97SdF+Pv2mtj6P1ZAX/a6tLUvNCuxL8Cn5UcmeqaoIFD8I//dgdKfXuv7qjXyRYkGeb4Di8hYGYqqaI3J88gjdVQ5HneOgxePKF/4B3nXUQfgUTL9dfvYS2WLtgwb3BUH9nMb+EUQX33Ot1hnFKQTlAvF0Fnh2cZg4iY7DAW2Twqf4fsXMjwBV5cTv6GBxwj/3zf/y9u7NBKA/edWgkQmTHhwcG3VEUfLtE3KLxqy9Nw32fUeXBK593ATouhBd19BdofOcufOPdu/DI8a7gedjaDo/+c4k1GRTPWo/OsJI8a3NQ1Nhd+Tm861RiW/5Kqe972yCu31mDH3wr2sl/EI55q3/zhZqSggVJ6bws3GPMHwqljYWj7/LK1S2/Ss5R2LBqS58NDBhNwsvRxdgssUWtLOkNzR2+KFWJhlwl56hYbEOWvC6JftfG+YWfugsLLvzcnYuOAdboKvoJuxtQI9zfovSXH8CPvv9teEDFM2uaBAuCtkXWMit1HNqk06BG3xT1g4p6VHU92sp2o/7e3kVtSff/aKu671HN9bXVJSrdeGkt3/+FW88sjsLhlOPc5yrhY1LOpxFtOP2AFvKkemq7vUSoRiPJ5/L1Jdx1Apx1CFY+gIl/6wkvrJrCKUt7Wp0H0gbdexOW/utt+KcMi/Kqr5ex/kt5lmqui7ZYw2ABH6r/W3jknNtJ5m/Z3YehN+d8wcMMBfU1b9HBUEe9vGBBuTsSxKYQ7HwncToDjXz4es/LoQr6s6/ehSdHfg+PfO+38Mib/wOPvx2MEHh2/Pew98vBKIRQ+bx7F77YFi0Xel6Apwan41tVeospdrzOAyrRa2zv/7U5KGpc/v/tve+TFdW1/3//AapCKhnCRSGOComWkIs/UKRAhXy9iAm/BMkdKQOmECrczM0HSRGIZIw6GpwLAYYrgYIJMI6FMiUMCAhOAQ7BmUKnikzlAfooPouP4rN5tr61unt17+6ze58+p3ufXrNZD6bOmX36x+79eq+99l69f+DCdtfPwvZYpXE/rDkUbPOSeFMVOpUP2mGuUhGkVWJp6WpFkeUY9fiyvltjMakZai1XLIN6ztGW3baTcJW2cgu21blK24bdGIHeP64OGxDa8xUdjJXf7bGkNQdw21E1Yk/OWrdmQT3npNSLtyBLk+ascVaDMoldXprU3Q0+aK94I73g5W5/e8XEFlb9JzpgSb3DQak+T9TXprIZa79ZY6mrv6ZuCLdTzLO1GK0L1N/VGmtnjbWyb0R+kW8j7lPvPRqqP/TvW4JFS1OCjpXPYfIxKf4Cd8SiXakuxxdqlWBBeplVln21Y1fDjnO0deFZ6MEtc73pt0Hn/fJ78GKGRcbrbyu3wg5vS/Tg3vRCcPAK7GtV2ynVnoPH72iLjQ0W4OiCV5U36Z2X4LYKxzF2RxY0Kc/3+C/UqRVbYEYnPnfGqRU/6IQZf/LXeFi5N1lGQfkcHobvV5RdM9BIhXnPJ4MM/i4O3nSLWECFhxhrrwzs5Nuag6LG5Y3P4eBG3VsT2sUgWr01zalgWaVVYmnpavn6x0T3UX/j9N0Wi3rKtZ5zairLqY/Bmk5/ePRQ7A25HZ3XlDdNPVPr+XZYRiM9KjsYaQ25es6pkYHjLE3s7XBuhqYwWHAFXtM18mie+o0Ma7HMeBa2HPdXHh860xELwpqeLfYb1ecSLMjd4Wx+pgN6gq3jzndtro+HV0fREHL9TkAxfgXUaWP9emirnJ/BWl1SwX4RvHgg8L24neIzuvaZzgek+RjdsUEarXekCUhIsMBQbhXM6jt22uJ2OBLUNeqojjQ7yNKeTjs3nj4dZq4/DH1e0CCtD1DfM8XvY+caaIsNDhYoowt6ACpHFeCDdsKDh7FjTWsbZHt4enMfHx1Ab9qrrAnw9DAswTULdp6vfBufKlJaoyBx7eBa6iKGtPhhLC31usHzhqMUvoGZc9UyMI+8oGABTY2ICUk7+kK9tny35qCocWnYheDFY/6WPd56A+RUbkTrFKgs0yqxjcG2PxW7JIR6eyxY/+AWXbOgnnKt55ywvGuxqWjbpvP7V7NuyKlazPLdhl3RSI+hcJ0Ctaz1Dbl6zsnyfJXHuMuy8lmjcrfB2bsfBQtStxtV6rU1UX7S80odyzqnY1F9LsGCHPXUdFiwLXibi9tRbkvZTjFrXUpMcqx3kK6XLJoaW8egrXJ+Xmt1iaqnGa2w64Lf7sKt8tbgTifq78bveh+Ten449W0EaJ0C9VgJFtRS9jmOpe1ZM6xnkNbOVrnV8j1ckyXzLjw5ntOo3dqui7bY+GDBJOrAf5kyZ3Be+HY8/nbe9HDRObOfUY+jeyU69MlCnBJ0wGsJUNA5FWsr/C88cDAe7KDpCvrgiJrf+Hd9x1+CBbUYZ63HWnNQtB+7oXFJzgI7ivQ9nGeL0xcMfzTPbcl+fzpDemeT5oXqhmfH9Vdr2RV9vA0W9ZRrPefUXRbUKXJsp4TiWernJKbbCAbH6jknh004ytKk7eI5B+W/phv6sf4z2EXYsHs5GzOy6/S60nAd6pga6nNTOY2F36yx9Npfi+DFrmDqXX+2IcHVyky2SzToNdnmtbxtXTVWWX63q79maH5mD/R6Q9PrnfpXY7CA/IGhHRfzX4a6Lkv5jYVjkHHj80ntgOovzEKf0labbaU/U42a0dht+rWLymPldZATw2BBMzQFWwx62wPitoTVCoy2Lez6O9wdOz5jsECZPrBwc7a9z29r/RpwUcJlmkUR6Td/IcEgeJBY2LDqM02aB/fs8KdsxAMgEiyoXnYZNJOiKXsOijrp6cNkw1EBLzfDkt1X4OrgSPofzXG/7h/Ttzt4E/3SSX+BHlw1XPeMP9kPfeisxkBk0waLesq1nnPq1Wjzaxe9oBAOkUYDPhgAACAASURBVKv3GhzPK56lPyfRZCPU8PKPuQI7VtVzTv11iassTfoqnnNQ/hRsTR2ZRbu8DMKuVdmYUbCg+hZpmutJsCBH/RRNBeo/3pZj2oHKhToAF2E78y2BTfbTyN/QVht5v1rvZa0uwXYRjRa8fgV2VCwqrerK9L3Gjp+3vk2GNt1wcExPG2s+tfLUHV+OBqO2+I6fmPimT/fVPUu2tEAzebaG1bXrLachJ57BAhx98LbfUV725nHzdoZ3/i88EBz7+Dpl9X+v8LIGC5qhiYboJ3cR0EF4MlhMEUciTNeIjYIXuBVjMC0hPj1Cc07yPvcchznedofJ6RgSLMhmlBnKOFnmQbTdVgVGbz60WzrRHqw3sjV2UiOetBo0zt3VzO2lbaXq3l9cU2a2eFhtLKQ8R2q5phyPz17POfoyewy2fBBMRWn3t1PSH1eftsu8VuNZ1tiQ8/jWc04aC3dZmnRkj/NjsP0Mjq5Kme9J22Beew/WGGw1yjtNQ8iyRZqGsQQL6u/I0DDgc3sKChQ0QxPxSJ2momGYSSfunmernRPZWL6ys1eX0BSxlLoksy6K9BfN4WhSGiVaVDlyvk4pGqS6IoOvKK5t59tCOA1hjE2VQk5MgwXN0DT9OMzpCgIGf7oGd896OuGcnobbnrkG8731DQD0QYUaggWTmiHcerBnFOZvOgq3JbcuvHML3L3pK399A2NQoQXu9XZ7+Bpmv/qNt7DhjFm6ivMozHz1VOUWicoCh5UjFyRYYLPys+egmqFpWfBWH7dIXHd/pOepS2FTsOBWlkVX8PlNlRi9Mbt6Zk9ste9wkT6Mata7CnhmR6rTe21pVlmkPIepXNN0l3rO7HbowWGO196DF5Xy3nTgLGxPbpGoLoo3RviklYcuvfEs62nIpZ8z8+Wz3oid/q7NsRE7tyJLHV9Ks8m5mUZNJXeTUeYdq9vLNq3aAwcPbIOnkvOQpy6FjceCIfCJDmsaZ3q+8JManDINIfJjKXVqWGbB7+SfvLV5Mp5TjcuC3Ve8EVl1TSnJmIfkc4z1/9FWOT+DtbpkalDPD3RDSy726f7CK9cU/59W5mQXEiyorZ2oLc+g7l+gtLvwOHWBw5ivSNFBatvOO/4F2NWPu5tdhO3Lojx7bYI1j8XaCd69W/ZAryxwGBWUFlwMBHXg09YsUK71yHmYFwQDcMj/yqOjsOSw/7ccFyQM/hZtPwqTYtMP6Bp0L4DlXdG5dA3/8+9wd5i/eXDbOgoG+NcPz+sCWEn3PPYNPPKz/zFWtN/7xVfe8XhO+sKGQce/B8LtEx/vHAV6tmV/ugSTK55LggXVNUb8a/+05qACjYULrN24CVcvX4SevivQT1MK+g9DS6JyS3tWYyU2dYNfieF0g+HPoa/vLPReCFb/xkBF3cPuai/PtPxnSbfNQpcHY7mG9US8HFLPUeYo9myLzqHjh2j7RNzWhzSQa1hkdA/ds5WZ1niWVRpyWpbp54TMhs/CJuXcMP0WYmnSkV3O0fB1nGLSf+GivyVWYDtXT8S3lw3fNlNde8KvB0Nb08yVD3kmOFc8swQLjO2fivLS2UwwhS51KpEyDLsaly0ncNRJnYtVKnkz5du139BWOT+TtbqEbBfrBdNUz0Gcumbyqen+wivXFP+fVuYSLDCVdY2/EeNh2j7xIvQN+KM2Pd+RcfoT1TvaBcPpHjdugjpSl84Zuu63vXtOXITz4baN9a6PUePzF1ynoS3yHVlADzulBSa3XIN5naOw7FgUIFje9Q0sePUaTJubHHGgFmoULKDAQuWnJmjxg3aYtulLePLwaBQgwA79n7+G2ZuOV44EoLyqn+FuBmm7PmA+caTCl/BkLBAxCks6v4SZLb9PqcglWJBW2RaRbs1BKdqY1tIBPZejisvrNHZug2QU1PQ8VCFpKzG8F74967wI52l/V6w0z3TDxoVZtwVS7aic741gkSzjquWqcKRzU8/BeZHoJAbjIzme2tINvSp/r9EyCL0H2mFF8i2o5n5037H02XiWVRpy2nJNP4eCfFd7tsXeGNyKLE26s895Oiz4dTf0Kg2/qwNX4Ej7C5ULJk9dCmveOhlrJGJDEYO0B9s3wExNYDaNc8UzU0NRRhaktFPSfQbVl7SmSOqnssCbmQutV3AFqs1BruCorQfS8+7S+WirnJ/HWl1Ctlt1ocFqC+Cl+wuvXFP8f1qZS7CgQLubvQFe67kC/dT+9V6cYeDgJLy2PvuuK1RXadvZ9FJu+ArsUEYWTGtph319g3BVvTcGDk4cho2LlRHFY6juQVssIVhQoCDGUGGnVRCSzksP1hyUaLXmhomw4GUbeeoqYekOS5MOhLM7nIWlOyx1Not8delc0kR/busPdcZdg1xsoex8ICcJFkgnjrXDaLSRiIPi46CEBR8Wee1QWLrD0qQF4ewOZ2HpDkudzSJfXTqXNNGf2/pDnXHXIBdbKDsfyEmCBRIsYO0wGm0k4qD4OChhwYdFXjsUlu6wNGlBOLvDWVi6w1Jns8hXl84lTfTntv5QZ9w1yMUWys4HcpJggQQLWDuMRhuJOCg+DkpY8GGR1w6FpTssTVoQzu5wFpbusNTZLPLVpXNJE/25rT/UGXcNcrGFsvOBnCRYIMEC1g6j0UYiDoqPgxIWfFjktUNh6Q5LkxaEszuchaU7LHU2i3x16VzSRH9u6w91xl2DXGyh7HwgJwkWSLCAtcNotJGIg+LjoIQFHxZ57VBYusPSpAXh7A5nYekOS53NIl9dOpc00Z/b+kOdcdcgF1soOx/ISYIFEixg7TAabSTioPg4KGHBh0VeOxSW7rA0aUE4u8NZWLrDUmezyFeXziVN9Oe2/lBn3DXIxRbKzgdykmCBBAtYO4xGG4k4KD4OSljwYZHXDoWlOyxNWhDO7nAWlu6w1Nks8tWlc0kT/bmtP9QZdw1ysYWy84GcJFggwQLWDqPRRiIOio+DEhZ8WOS1Q2HpDkuTFoSzO5yFpTssdTaLfHXpXNJEf27rD3XGXYNcbKHsfCAnCRZIsIC1w2i0kYiD4uOghAUfFnntUFi6w9KkBeHsDmdh6Q5Lnc0iX106lzTRn9v6Q51x1yAXWyg7H8hJggUSLGDtMBptJOKg+DgoYcGHRV47FJbusDRpQTi7w1lYusNSZ7PIV5fOJU3057b+UGfcNcjFFsrOB3KSYIEEC1g7jEYbiTgoPg5KWPBhkdcOhaU7LE1aEM7ucBaW7rDU2Szy1aVzSRP9ua0/1Bl3DXKxhbLzgZwkWCDBAtYOo9FGIg6Kj4MSFnxY5LVDYekOS5MWhLM7nIWlOyx1Not8delc0kR/busPdcZdg1xsoex8ICcJFkiwgLXDaLSRiIPi46CEBR8Wee1QWLrD0qQF4ewOZ2HpDkudzSJfXTqXNNGf2/pDnXHXIBdbKDsfyEmCBRIsYO0wGm0k4qD4OChhwYdFXjsUlu6wNGlBOLvDWVi6w1Jns8hXl84lTfTntv5QZ9w1yMUWys4HcpJggQQLWDuMRhuJOCg+DkpY8GGR1w6FpTssTVoQzu5wFpbusNTZLPLVpXNJE/25rT/UGXcNcrGFsvOBnCRYIMEC1g6j0UYiDoqPgxIWfFjktUNh6Q5LkxaEszuchaU7LHU2i3x16VzSRH9u6w91xl2DXGyh7Hwgp6rBAjJY+XzKE7aUg5SDaEA0IBoQDYgGRAOiAdGAaEA0IBoQDbiugarBgmoHyO8TqkZcpIzGThmRwQuz8pkJi/IZFGUHwtIdliZNCGd3OAtLd1jqbBb56tK5pIn+3NYf6oy7BrnYQtn5yMLp38rOpNzf/QqDE2NxUHz0Jiz4sMhro8LSHZYmLQhndzgLS3dY6mwW+erSuaSJ/tzWH+qMuwa52ELZ+cjCSYIF49032LKFyOn+4qD46F1Y8GGR10aFpTssTVoQzu5wFpbusNTZLPLVpXNJE/25rT/UGXcNcrGFsvORhZMECyRYwNqhFG1E4qD4OChhwYdFXjsTlu6wNGlBOLvDWVi6w1Jns8hXl84lTfTntv5QZ9w1yMUWys5HFk4SLJBgAWuHUrQRiYPi46CEBR8Wee1MWLrD0qQF4ewOZ2HpDkudzSJfXTqXNNGf2/pDnXHXIBdbKDsfWThJsECCBawdStFGJA6Kj4MSFnxY5LUzYekOS5MWhLM7nIWlOyx1Not8delc0kR/busPdcZdg1xsoex8ZOEkwQIJFrB2KEUbkTgoPg5KWPBhkdfOhKU7LE1aEM7ucBaW7rDU2Szy1aVzSRP9ua0/1Bl3DXKxhbLzkYWTBAskWMDaoRRtROKg+DgoYcGHRV47E5busDRpQTi7w1lYusNSZ7PIV5fOJU3057b+UGfcNcjFFsrORxZOEiyQYAFrh1K0EYmD4uOghAUfFnntTFi6w9KkBeHsDmdh6Q5Lnc0iX106lzTRn9v6Q51x1yAXWyg7H1k4SbBAggWsHUrRRiQOio+DEhZ8WOS1M2HpDkuTFoSzO5yFpTssdTaLfHXpXNJEf27rD3XGXYNcbKHsfGThJMECCRawdihFG5E4KD4OSljwYZHXzoSlOyxNWhDO7nAWlu6w1Nks8tWlc0kT/bmtP9QZdw1ysYWy85GFkwQLJFjA2qEUbUTioPg4KGHBh0VeOxOW7rA0aUE4u8NZWLrDUmezyFeXziVN9Oe2/lBn3DXIxRbKzkcWThIskGABa4dStBGJg+LjoIQFHxZ57UxYusPSpAXh7A5nYekOS53NIl9dOpc00Z/b+kOdcdcgF1soOx9ZOEmwQIIFrB1K0UYkDoqPgxIWfFjktTNh6Q5LkxaEszuchaU7LHU2i3x16VzSRH9u6w91xl2DXGyh7Hxk4STBAgkWsHYoRRuROCg+DkpY8GGR186EpTssTVoQzu5wFpbusNTZLPLVpXNJE/25rT/UGXcNcrGFsvORhZMECyRYwNqhFG1E4qD4OChhwYdFXjsTlu6wNGlBOLvDWVi6w1Jns8hXl84lTfTntv5QZ9w1yMUWys5HFk4SLJBgAWuHUrQRiYPi46CEBR8Wee1MWLrD0qQF4ewOZ2HpDkudzSJfXTqXNNGf2/pDnXHXIBdbKDsfWThJsECCBawdStFGJA6Kj4MSFnxY5LUzYekOS5MWhLM7nIWlOyx1Not8delc0kR/busPdcZdg1xsoex8ZOEkwQIJFrB2KEUbkTgoPg5KWPBhkdfOhKU7LE1aEM7ucBaW7rDU2Szy1aVzSRP9ua0/1Bl3DXKxhbLzkYWTBAvYBQvegYd7AFbtH4Amdnkb+5WbOCg+DIUFHxZ5nZWwdIelSQvC2R3OwtIdljqbRb66dC5poj+39Yc6465BLrZQdj6ycMoXLLjjHXj4KMCqnlGY8YRJ+Mvh7h14HMDc55cnKrAF8J3/PAMP7PoXLPau5R+3omsUFuy4DtOe2JA4Xr1PG9y3H4//F9z3iJpe5fu//xpu+8Xf4In9o7AcO+bB39JD/4K5m8/AxHsfNNyzyrWTHfxHBuBJ5R50L/p8srUtcS8JFtg0nEY5qIlPbIaOk5/CwPBNGLoR/A1+Cnt/nkE/t2+Druv+Od2/Szv+h7D4D71w6q/R9Qc+uQD7f7MSJiY1yPT/RrEI9ZSlXG9fCOt3X4BzQfkju4FLF6Bj48KaynXKM29C10efRfyHR6D/o17Y+swPE/aexndspTea5cRNvTDg2dVpeClF3xU2ODwC504egPVP3FUTg1uNZWgvmnJtFOeKMkc7/OQ0bP1xul3Uc07sWbW2fxrafj6/Jr3ErqkpQy6/22Q55ZlXYG/C/w18chm6/vAcTKm1TLRcaq+TuZR7o/KBfBt1r3ruY1N/+vwsho6P/fZS/9vPxcvmd6ejdhq111I+09tkat10F8zdeADevzQSXXfwU+h+Yz3MqlX/Y/j4Rmpw4hPboOuvNyEbH59VlnNe6o3a2GFbPtRGevtDr0FVIxNg/u5PfX18cgQWl8g5C6d8wYLxE2Di5lGvs71iRy98K+1hn7gOT2OH+cD1eIN76mF4wOvsBx32Y6Ow+JD/p3biF79xBr7z3Xgh+yBqDxZ8e+nfYOGxKECAQQnvnl0AK8JO/Sg8unZLvDJJe7Zq6cu/8K674mj0bPSM+PnYhuR9JFiQxcjqPca+g7oL5v7+dNCRwQbuZXj/+GnoPn4Bzg2OZKrIFr/9Wehg9BXffHjpeOCEhj+DUydPw/sfReece3tt3M6qabSk3+2ziNcZVcv19rWw91LgGIY/9bjFyrUzW7kufutyxP/SBY99FNRBDbjX+Wgsy+dg7yfkwPXOemLLEThHDj3JYPhT6GjJFjC4FVma6lb7nH8Iz70dNKCCQF031p8nL0P/4KfQ8Wzcpv281nNO4jqP+g1NrzF4PbD9sKEvNmvSROVvr0B3YHsYaEV+aqdpoPeV7B2mgurkyjwm+JfkA23mC23V5vXzXtt+XRJnfO/vonZZRbDgN70wMDhi/PM7ip/BXm0dpN7rLljZGdVh506fhu7T0YujmvQ/xnXZGA3ii7PT0B+8mNO3mVU++D3rOSuhI2gT6vXRC7+ql9HMV6CbXkrdCsGCcXf0wlyvk532dj9lVMHUd+DhLr/TvmL/F3DnHN2Ig4/h0UPBMXsHoKkiYFBbsODbq76ApUFAYGFbLzRNSYwgwBEHG/4Bi4NjFvx38q1/UnAZ/l/1hRdMqRxBkHauBAvyOiHT+bYd1MTW4I3nX0/X9xb50Z1wijo5N/RR0tDpXToCz02NdBR1kLI4tOg8U3nZ/M02i1jeM5QrBRMGPtwJT90elU+t5epFoj9+N/EG+y546vULfhDhei+sV64fy2e9jqfk8xrJctbrl8Ng2tANXbCAggkjcOoNdaTNXbCSOqIZnfOtyNKkR9uc5+/02Q58dCRhP5E9JvNXzznxa8yHrSf94Ou5v7TGOrKzNrwbBJ0uQ9uj6XmIX29sHGeP5Suw/+ROWKz4JiyfiU+8GTSOR6CrNVsZFVUnj0U+efOMfPNew+b59vSn0dbtrbBfGYVZESyo4j+pXTfw7ubqL2KePQL92Ia7fhq2qqPYHqXOIQYfH2LNpijudjX4Q5jfegDeD18c+C8QzMGCWs+htoSunaHRWRUdReV6F6z9S/SCbyhjeyQ6P8+9K8/Nwin3yALMPI0uWN52uNIAaFRBbA7+f8HdHX4QYGl7L3y7IgigPMx32+C+//OPfbKi815DsGDqmSCoMQoP/5dpasMEGDeXpg6kBUCU/FUTx3/9w59+sTYZDEm7hgQLbBkEXteqgyKHdP0CbK2rYRk0Wq9fgPc/TKv41gdO71PoWFSpIRrWhE7NZjkWcW2rLGJ2maVcKYI8AvvXVZbr2r8EnYnOlVXLdf3v3oS52mAADYPU36OIMi3rGg1j+eib8P71mzBw8kIQVNM48aUH/A7e4LuwNqYD5NoK+wfRtj6FjqWVnJPldyuyTJaB+r9VzhTQ++QIrNTaj4ZXPeckNUGN+48PwPzkb+MnAHVYa+1gqOXG8btVlppyxDJYecBvIGcry+LqZI7lbztPyNf2PfJcv3H6uyvQ3Wfw/sla9Ef1DXUYswQMH4Ktp9G/jEDXpsrRa+H0uY86YW6KjeQpU27n2tQg1cveVNEPD8B+r9z1L9ioXGo/Z60/ilHbliB91P6JL6AwoNR/8oIfWLpVggXjwo74P2Haj9SCi0YVPLxK6Sz/9G/+G36clmAKFJAx/ehjWIBv+4/+DSbHjs8aLHgQJm/3p0s8/ZtdmSrQ7/zyn14nXxsAoXxl+Gxq/Zd3nYdXqeVi+i7BAjJsG582HdS9f7jgvfE8t3txJo0ln29WMEzu1M7FQPOkKqKk1LBNczY/7vQ7UQVXbsm8FvG/TRZq/jKV63hqEOhHZZCTydbITbfvVK4Z6hL1mbh9bwzL+fBSLwZtLsMbi2iosyZYQDaidcBmzrWUq6ssTWVgk/Nzh7Ahr29kp+WpnnOS15objGZItW2qU9Pq3DFquzZZJsuY/qd69NTOhRl8pNlW6Vqp3MYoFyqrvJ/IN+81bJ7fKP3RyEB8gbIymOJZi2aoXdd/aH318rw98Es4elCrv83BelSXoW1mejvBZrk38to2Nbi481N/HaiWh7zRHln8ce3nBDy1bYk6+dHUKtRIEDS4ZUYWjBv/IEz8jaYzrh1VMAEmb/dHCszN/LZdDTqoUweyBgv+Dx7yFk/8B9x9R0bA4fSKL+AODFCkBiyU6y39m7dgorp+gwQLlPLRVp6N/d2eg7or6OBfhjcMi3ClVtQ0RO3SAW+hk7SK795gCHb/gbUpjovenPJ3RvZYKJrKWK7IZX23P3rg1OvJNQXmQ5s30mMEujYq165Dzz7X7MNwU/VSx71tXqsRLCnoc64TF6cyBAvGKw2y5AgfehOd2pjLztdVliad2OMcdAxr4lLPOZV8qdNZEZgNbcyktcrrmcqP02/2WKaVCdWj+lFxurJpRJ2su68LaciX83M0RH9hx+w0vDSznlFCNJLzAmzN0rlf964/1fDkmynTFR4K2xK6EYycedWTt0ZqMK3NbMp39XOKDhbQVMgR6P7tQzDu2WDKSpHBiNBvpdXDlelZOBUyDcGD8aOP4Qlvrj91yNUOvjKqYHwbzPAWNfwnTLuvMtNpYL+11h/Ovzg2MiBjsGDuACzEvO3+GL6duSCXB1MlRuE/vM4f/Q/w8Co1YEHPED3vQ0uj3+94FQMjtUxnkJEFaRooIt2egwo66d4Q2pWwtftyuODKUNVV2JVG1LO+ntIqMRrG+f7vK4e4+eWzEN74CIfB6d+QF1GGRV3DHguyyezl6j0TBRZufAr7Wxd7q3ZPnLES1v/FX6wo98JE4W4MGRsemesqet7yPq2zpE5+EEwzBwsmAAUWhi69C+v/E3eguAvu/elm2O8tVlTAgnUOszTZtzXOM4O1WrCR/WhrfCcZXMS1+82KOfDj6jlHY1MULEgPwEqwwKSJqr/d/hDMWv0K7P8Qg7EjcGpntoViG1Ina/RQ9XnGyDloq5yfxVpdEvKheeFBx6yOKUU0baD/L60pnf+4z534e390aXpdMgHWv+u/lEgPTsavyZlhtbw1UoNpbWZTHqueQ1Mae18pxJYmrnvXm3YwcPwVuBd1eksGC8ZHQ/29xfxSRhWMGx90hnFKQWjUGYwj2FVgVfs7CrSMwYJgkcHl2/9PObf6Pf2OPgYH/GO/9fw//J0NYnkIrkMjERI7PtzR7o+ioK0S8RO3aHy09R1o+nddHiRYYDLuvL9Zc1DUcP3kNHQHq6f2f+SvhB9tw/cp7K1YhZ0ijTcBpx/Q86VVYmnpdB5++sfwf3ttjYVXr9RWrmH5PUodSn/NCNoq59xfNscWPguPz1yH0bzJm5BpkaTM19XVIY1Ps8qS3g550w/o2ap34GZtfBfOqVuX4qJTwxgISo4coWtm/XSbpUnb1jjTG7kPT/uL4GGAFVcRx10QiOH10/CSOlKknnN0dkWL0qa83aEOg34xzaya4XecNZZeGdMUgqge7f/w3ToX/bVVJ/NjYrK9Wn9DvrWe08jj7eovChir/jYMDCa3TtTVC+NpjaHsI2GyXJ+OyTYVZ2xrtJEazNI2Tuq76jnUmVcWHceXf7gNdtsLtW2nPY5eRuHoOVqTh66f4nuS+bX1fxZOxY0sQGMLh+p/AQ/v8DvJ6lt2/0Hr7Aw/Eiw6GOuo1xYsyL4jgW+gFVMIvns4dToDjXxY8MtfxyroydtGYfHef8DDbV/Aw2/8ExYeGo22aOz6B9z9H9EohFzlo63sxnZFY8MwrDkoMnrdKrjjfwjPHdDvp0pvQJNvrdMqsbR0tayyHKMeX9Z3ayzGKw2FxDZdxrKZuh72BvswD/012PIy7KzU+EYsZo93wcqdwXaKl2pYvC12Dd62bI8lrVOQHA1gDhZM+fmRMFDgB+2U7UWvX4Y3KoJ2WcvXfZam+sAaZ3Wf88QuL+NuXwhbvbUqbgLWk94bGbSNes7R2hQNNb4JGBRUFyed8sxOb0FNP2ioWR9De72sWir3OGssvTJZCC8dwC2DadvLIGgw/Bl0/17doaRKGVirk6vcdwxzJftFvvSd46dN/dE6BUMJf0sd9UxrFvzcfws8dPrNqM6pooss189yDEde9eSpkRo0tu1SuFU9Z2knnBr0tyenLWAHKHh9A/1FfPec1DIKX3gkXhhSv+GWCxbg6II25U363o/hOxWQxu7IAlybgZ5v7vPq1Ipfwz178bkzTq2Ysgvu2eWv8bBid7KM6gymVJSz+84w1TANZWHNQZHR3/gM9q/TTRGgBmm0En6aQ8PnSqvE0tLVsvCPie6j/sbpuy0W9ZTruPGLg+kbI3Cqc703BSEsq9tXQttpfwht9+9qfCt9+0rYejzYIufjd2Gt+mbUoNPw3mPkGDsso9Eh595ODl02BAsWBYt8Xr8MHT/HKQhRXTjxp0HnL/mWWjlGPT72/RZhGXvmRLnY4ax2/FNWHJ/5Jrzvvd1R1mIJgwU1nJN4HnrWsM7wRp/Qfut+B3eg9wjs97bnkmABlVc9n1P+8xXoCrave/8PWepRS3VyigbqeSbO56Ctcs+flTyGb3ATI5FqmoZwF/zKmy5Q24KrWQIBdMyp193fPtEK3xT7zdI2TtpDPeeMG/9DmP/bXn8XA1yQt1XX3o/aHOPGp73wuGWnIQSFQ6MLegAqRxXgMbvgPw5hx5rWNlALNf07vbmPjw7IOLLgx9dhMa5Z0HEGvpUitKSIxo2nNQoS6w0E11IXMaQRFbG0avcJRyn8C+6bpT63BAsqWajlk++7tcYuBQsMuxDQ9nveegPk0HALt2crnymtEqs+340W0LlF1yyos1zDocYf7tRPN6DOyl/fheeq2Xbw+8QntoWN4/7ubbE3ljY1Xsa1bdgVjboZCtcpUO0kLVhAjbybcOoNfYekptWtb0GWJv3Y4Ozdjzr+H+5MKUFWvgAAIABJREFUeYun1GstgQ7qOcdguxOf2FyxVsL7b+NIg2DBzJLf/pi41PObNZaGMh63KNjWNMNCljbq5HrKaayeg3w5592K/sI3uNE6BWoZUEe96sgC2tWgBn+P96m6s8r4CUDtQFmzQPXn+b+ntZlV/snv9ZxD16BtyoeOm9YziF54hOsUqPUj9RtK9i1Z6opipyF4hUAd+C/gDrVQwu8PAs3jj7+dN4klOuehn6rH0b0SHfrwXsGx3w064LUEKOicirUV3oAZB+LBDpquoA+OqPmNf6dyoDURfBFKsICM0canFQeFers9ePNlMHpyVOc6V4Z7d9Oc+Gqf5Nye6vSnM+A19OUT7At7g/9bMBssqIyrlSf9TuVKDpz+ryzb2haOnLUhmC+Pc+Q36DutlfeI1w9j6ffiWVbOeSZm+k8KjtFuIPS/pkxpKzyDraplf6uxVJ89+b14zgEf2kLKsJBU2LD7bY5zkm2DLP8HesG5z8nyGMv/W2NpLFOy60+hY6nGNpVzi66TxzKrevKOfOs5r1HnWNEfBRDVOeam7yn1TT0BZa/cfnva2z47vQN5F2w9iSOWDP5JsYFGsbB1n0ZqMPQPvzPXK+qz1nNOeH6mjj691IjWbtG3X+j3ctrtWTiVECyYAOOCLQZX7R+AJtyWsJpx0GiFrr/B5NjxGYMFyvSBJ/9fW/X7jZ8A3/nlP8FbjFCzKCL99sS6DTBufBA8SCxsWPWZxj8Id77hT9mIB0AkWFC97DJoJkVTVhyUdy/qpCvDZBN5CEcF/HYCPIVz2AdpuKvmk+ZFXfd/O7UzCA7QYlxpW/NQR2gM7Alug0W95UpsiggWhEOa/9oLv3J02kHSRotnuRLe+FBjF4rNkNP17egyvOF1PmjbRENjjGwkQ7DgVmSZZKv+XzznoC6nYGvqyCwK1imdzHrOSdTJ6rOlfac3SN2/qzbctH6/lHZvm+nWWBrLmIIF1bcYLrJOtlmOXK+NfLnmDfNlRX+/6c3WrhoOfEv3Nk0Z0TbYn8H+n9do04pvWam1g8A/ZRhZw5ld1rw1UoP1dPzrOSd8dgpwG9va26BLabNUtvkpSHAz0G0v/Eqrmxp1WOM1snAqJ1gwvg3u+z+/o7y0/R3zdob//gbMCI6du/a/EoadNVgwAcbRAok9o/DwquR1EiAeDxZTxJEIUxO/IQQKXuBWjMG0hPj0CM05SXh3vAMPH42PUPBFKMGC0BiTZVbA/1YcVJCv5w75c9NPva55k3x7K+z35mtm2zYvtRILt2zTz9Olhu253dHOCjbLM8+1bbJIy1daudLwwaGPD8B8nc5o6z4csUEr2eqOC1dQ1vNJy9dYT288S4rYJyPx1Km8CWk2MOv1y/7bn95XqmyHRath31osTVq0x/kh2Hraf+OmXfOF7C82LLieczL4ZtWuaVrTX9+FtUa7r/G66j1K+m6PpaEsaBpCjKP++OLqZP31TTp34Tfky/k5ytAfjTxMfymAo0QD35IauDTpiXyGfu0qmloz8O62Kr7HdI+x81sjNZjWtjPZQD3n0PVCLR1aX7+dZRqdYJ93Fk4lBQsmwLip78DDXUHAYNcATP7RgkSBL4Dv/HQAHvPWNwDQBxVqCBaMnwDfXvUFLMW1C3pG4bHWw/Cd5NaF//5rmNz6D399A2NQYTnc7e328E94qO1f3sKG9/xIB/Qw3NfWW7lForLA4dKKkQsSLCBjtPFp1UHRwmo3PoW96sJqty+EX73rBxLUbXxMz2eqxKiSGji9E55SGrDhW1B1a5aSGqKmZ6PfrLJIee7Ucp35ir9lm7fCbXxFdJzLvD/YDjPGD88ZvAlDakeCKv+0kR8p+aIyGaufjWeZFiyYAPf+9jQMeENPP4X9G9Xtje6CubidovdbfGEiOqf/kLKf9i3K0qRBm5wn0qip66dh6xPKW/yp66HjI39vcnV7WcxnredoOafYZLTmiH7+s6mcxsJvtlg+9ca7sLd1cXyRWGSl1KPJgLqWSz11cgrLscCj6Dwi36KvWeT1bOnPlEdqOxmDBVQPGeeiT4BxOv8/fgLc+7vA/1xKLGhMgcfYFsC6foM7aY3UYGrbzlAnVDvHq8tibQhkoy5weBneWKTyeg46cEet6xdgayxdPUb5Tm2MDKMcTbrO+1sWTuUFCxDgf5yBR4NgAA75X3F0FBYf8v+We516P5iwcNth+HZs+gEVNgULAJZ3RefSNfzPv8HkUCwPwnfWUjDAv3Z4XhdEWxoe+xc8sBynGNB9Kj+/9fw/vONXYL539KYsnBh0/Hsg3D5x7t5RoGdbuutjzTQMCRaYyj3vb7YdVLgo242bMHDpQnyf8I8PwEqlc296FmMldvtav0LCTs+wv63L+x8FK+5joKLubeEqdW7KY97fbLPQ5c9Urt7cdJrfSMMUB/1OijfkPclPmR/Z/Zug7ChNOb9y6BkOgSxnuJmuTIpIazzL9GABrj689i/BVqXIMxwGGA35O9cZ312BdDE0fDoaBniLsjTpwS7naDEotDdvy8vTnwJtVYULRM2q8Mm1naPljLvPHMdhoLRF1gU49QnZfZ4tUxtbn5q46X6zxZI6ZLgf+bnTuH2iWp434dyhyu3G0rjUXCdX6IM3Ax2XotKQb1HXsnEdW/oz5ZW0aQoW0LpQp3YuNJcf+YcbNyH0/57+5sNLx4P6g2zgNPmj5BbAbuuzkRqkOqSWhSOrnUN6Gboe+AbcSvs6tSM+g65NiVHE1PnHl05ZRvfS8RIsyGAI310OTSsG4NG9o7D0mN+Bx8DB8q5/wRNtA3DHrOSIA/WaUbAAz9H/aRZanNIGd7R+AQsOjUYBAuzQ7/8nPNT6TuVIAJ0DCnczSNv1AfOJIxW+gAWxQMQoLN77Bdy3YktKRSTBAlNln/e3RjioKc+8Cd2XqLGJnZVP4f3d8bfV1Z6jWiWGe4+v330BzlHFNTwC/aePwHr1jZxOt4zSGsEiWc7VynXiE+uhrVt1CDdh4JPL0PXG+srdDPBNAY4sGOyF9RQEUhoQNKde/5kcPq/Wa2Pve+NZmoIFWH53wdwXdkLXR5+FnU3svPR/1AttL6ijDfyypiDfQPfmaHjoLcoyaTPq//Y54+iPI/B+2FkP7O8Pz1W8qY7ylf0cLefxE+C5ty7AObRlJVh47uQReOmZ+Nab0T3Hno0m826LZViHJsvz9LuwteWhyL4UX5TGBfMcXo98HQbi0+pk5ZrJ573V/ke+nJ/Zlv5Mz0ydP1OwwG8j4MizKjau8/+h/n4Ii//QC6eCrUKxXhm4dBq2Olyf6Mq9kRqs1rbT5a/aOfe2JNoQ3suHz+BU9054TtfWphd5w8kRBylaurWDBSmFEhqR/K4TraQ1RhdlOChhq2crLPTlMhb1IizdYWnSn3B2h7OwdIelzmaRry6dS5roz239oc64a5CLLZSdjyycLExDcN8AygYr969fY+Kg6i+7onUnLPiwyMtWWLrD0qQF4ewOZ2HpDkudzSJfXTqXNNGf2/pDnXHXIBdbKDsfWThJsEBGPLB2KEUbkTgoPg5KWPBhkdfOhKU7LE1aEM7ucBaW7rDU2Szy1aVzSRP9ua0/1Bl3DXKxhbLzkYWTBAskWMDaoRRtROKg+DgoYcGHRV47E5busDRpQTi7w1lYusNSZ7PIV5fOJU3057b+UGfcNcjFFsrORxZOEiyQYAFrh1K0EYmD4uOghAUfFnntTFi6w9KkBeHsDmdh6Q5Lnc0iX106lzTRn9v6Q51x1yAXWyg7H1k4SbBAggWsHUrRRiQOio+DEhZ8WOS1M2HpDkuTFoSzO5yFpTssdTaLfHXpXNJEf27rD3XGXYNcbKHsfGThJMECCRawdihFG5E4KD4OSljwYZHXzoSlOyxNWhDO7nAWlu6w1Nks8tWlc0kT/bmtP9QZdw1ysYWy85GFkwQLJFjA2qEUbUTioPg4KGHBh0VeOxOW7rA0aUE4u8NZWLrDUmezyFeXziVN9Oe2/lBn3DXIxRbKzkcWThIskGABa4dStBGJg+LjoIQFHxZ57UxYusPSpAXh7A5nYekOS53NIl9dOpc00Z/b+kOdcdcgF1soOx9ZOEmwQIIFrB1K0UYkDoqPgxIWfFjktTNh6Q5LkxaEszuchaU7LHU2i3x16VzSRH9u6w91xl2DXGyh7Hxk4STBAgkWsHYoRRuROCg+DkpY8GGR186EpTssTVoQzu5wFpbusNTZLPLVpXNJE/25rT/UGXcNcrGFsvORhZMECyRYwNqhFG1E4qD4OChhwYdFXjsTlu6wNGlBOLvDWVi6w1Jns8hXl84lTfTntv5QZ9w1yMUWys5HFk4SLJBgAWuHUrQRiYPi46CEBR8Wee1MWLrD0qQF4ewOZ2HpDkudzSJfXTqXNNGf2/pDnXHXIBdbKDsfWThJsECCBawdStFGJA6Kj4MSFnxY5LUzYekOS5MWhLM7nIWlOyx1Not8delc0kR/busPdcZdg1xsoex8ZOEkwQIJFrB2KEUbkTgoPg5KWPBhkdfOhKU7LE1aEM7ucBaW7rDU2Szy1aVzSRP9ua0/1Bl3DXKxhbLzkYWTBAskWMDaoRRtROKg+DgoYcGHRV47E5busDRpQTi7w1lYusNSZ7PIV5fOJU3057b+UGfcNcjFFsrORxZOEiyQYAFrh1K0EYmD4uOghAUfFnntTFi6w9KkBeHsDmdh6Q5Lnc0iX106lzTRn9v6Q51x1yAXWyg7H1k4/RsZrHw+5QlbykHKQTQgGhANiAZEA6IB0YBoQDQgGhANiAZc10C1gIUEC54QI3DdCOT5ROOiAdGAaEA0IBoQDYgGRAOiAdGAaCCugarBgqZJzSB/Uga3igaogrhVnpfzcwoLd+odYekOS1OdIZzd4Sws3WGps1nkq0vnkib6c1t/qDPuGuRiC2XnAzlJsECCIawdRqONRBwUHwclLPiwyGuHwtIdliYtCGd3OAtLd1jqbBb56tK5pIn+3NYf6oy7BrnYQtn5QE4SLJBgAWuH0WgjEQfFx0EJCz4s8tqhsHSHpUkLwtkdzsLSHZY6m0W+unQuaaI/t/WHOuOuQS62UHY+kJMECyRYwNphNNpIxEHxcVDCgg+LvHYoLN1hadKCcHaHs7B0h6XOZpGvLp1LmujPbf2hzrhrkIstlJ0P5CTBAgkWsHYYjTYScVB8HJSw4MMirx0KS3dYmrQgnN3hLCzdYamzWeSrS+eSJvpzW3+oM+4a5GILZecDOUmwQIIFrB1Go41EHBQfByUs+LDIa4fC0h2WJi0IZ3c4C0t3WOpsFvnq0rmkif7c1h/qjLsGudhC2flAThIskGABa4fRaCMRB8XHQQkLPizy2qGwdIelSQvC2R3OwtIdljqbRb66dC5poj+39Yc6465BLrZQdj6QkwQLJFjA2mE02kjEQfFxUMKCD4u8digs3WFp0oJwdoezsHSHpc5mka8unUua6M9t/aHOuGuQiy2UnQ/kJMECCRawdhiNNhJxUHwclLDgwyKvHQpLd1iatCCc3eEsLN1hqbNZ5KtL55Im+nNbf6gz7hrkYgtl5wM5SbBAggWsHUajjUQcFB8HJSz4sMhrh8LSHZYmLQhndzgLS3dY6mwW+erSuaSJ/tzWH+qMuwa52ELZ+UBOEiyQYAFrh9FoIxEHxcdBCQs+LPLaobB0h6VJC8LZHc7C0h2WOptFvrp0LmmiP7f1hzrjrkEutlB2PpCTBAskWMDaYTTaSMRB8XFQwoIPi7x2KCzdYWnSgnB2h7OwdIelzmaRry6dS5roz239oc64a5CLLZSdD+QkwQIJFrB2GI02EnFQfByUsODDIq8dCkt3WJq0IJzd4Sws3WGps1nkq0vnkib6c1t/qDPuGuRiC2XnAzlJsECCBawdRqONRBwUHwclLPiwyGuHwtIdliYtCGd3OAtLd1jqbBb56tK5pIn+3NYf6oy7BrnYQtn5QE4SLJBgAWuH0WgjEQfFx0EJCz4s8tqhsHSHpUkLwtkdzsLSHZY6m0W+unQuaaI/t/WHOuOuQS62UHY+kJMECyRYwNphNNpIxEHxcVDCgg+LvHYoLN1hadKCcHaHs7B0h6XOZpGvLp1LmujPbf2hzrhrkIstlJ0P5CTBAgkWsHYYjTYScVB8HJSw4MMirx0KS3dYmrQgnN3hLCzdYamzWeSrS+eSJvpzW3+oM+4a5GILZecDOUmwQIIFrB1Go41EHBQfByUs+LDIa4fC0h2WJi0IZ3c4C0t3WOpsFvnq0rmkif7c1h/qjLsGudhC2flAThIskGABa4fRaCMRB8XHQQkLPizy2qGwdIelSQvC2R3OwtIdljqbRb66dC5poj+39Yc6465BLrZQdj6QkwQLJFjA2mE02kjEQfFxUMKCD4u8digs3WFp0oJwdoezsHSHpc5mka8unUua6M9t/aHOuGuQiy2UnQ/kZDdYcM9xmHMUYFXPKDyw0CT8Fri3A48DePwXLYkK7Gm47afn4ZE/fQNLvGv5x63sGoUnO4bhvoX/kzhevU87zPwzHv8NzHxcTa/y/c4tcOf6v8OCP4/C8h7/fpi3ZYe/gce3nIfv3z/PcM8q104GJx6/BguVe+B91L+Fm9qLu1fy3vJ/Rdk2ykE1L9wGu/oG4erwTRi6EfwNDsK+dRn0M7UNjlz3z+lpSzv+fljRfhL6rkXXvzpwEQ5uWw3NY4S7XRbt0EPlnvKZVrZz1+2BIxc+j7gNfw59PR2wYkYaixrS170H/ZSfgW5YMUZYVXNmVlm2nY1YUNnFPs/ClpRytMlyTVekkf4DL1TUNdXKbCz+bpWzwnBaSzvsS9af10fg/IFWbTlPa+nwbDasb4dHoP/CSdjecr/2eFPZF3kt033K/q0xLAM/NTAS2TCy+aADFii8s5fF/bCm8wpcdajuzP7sNfiZMdBRs6+/yjbS0LUrcKT9BZiW1F5VHxO1s9LaDR7Hoq6TzN8Y/R8Z29J309SlsLHzIpwfjNgMDQ5Cb+c2WDA1m600L2yDI9dugpHppBp0VIUT+ZawT1Bk27LKvU0ckJPdYMGkZvj+llGv87uy4xR8Ly2zC4fhp9hJPjgM31ePmX4UHvE6+0EH+tgoLDns/6md+CU7zsNtU3Twaw8WTFr5d1h0LOqwY1DCu2cXwMqwIz8K89b9vhiR/+xL77orj0bPRs+In/P/u6D7qOUq31PZ2XdQ02HBa2fhatCZuTpwBXpPnIWeE1ipjVSplHyNrzgQdUL0ldgi2HIiaHxhZdN3FnqVzu35AxvGRMDALot6ggXToWX3lZBdWKFTx/T6WdgyX1cPZU17DLafURybQw1eqyyrNsB0wQLLLGd3QC/p4sZNkGBBVhuodlzQGVTKNmaHHySD69NhyR8vptvsjRHo2521PizyWtWes/zfrdostkFmtMK+/qC+Gx6B82fQD/q+6mr/4ZoDpRiA33cu8HsO1Z2mRnye35BvnvNtn2tXf4tgywfxNlLPmejlzdUT7TBXbSdvOwlXB0eMf3499DnsW22w3aKuo+ZtDH+3psHZ27xOvsckaAOrfIf6D0OLMWCAAYCz0B+8zNO3s5FzjToysJrbFvUL+i9c9PsEwUvBocG8bUuDJg15IhtHTtaDBU33nILHvU522tv9lFEF04/DnC6/077yz1/CPfN1Iw4uwbzDwTGd12ByRcCgtmDBpNVfwrIgILDo1VMw+QeJEQQ44uC/v4IlwTFP/jrZMKkDyOovvWCKjCCoo+wyiJzEnvXTroNqhuaXTvoN12tn63qr1TR/D/QpDWVdJTaTKp3L3bBGedvdvKYbznvnVnFoFso1a/mrx1llsbo7fIN/te8wbH+to+LvxcVxTTZvVN76D16EHRtXw4KfbIDtJ6LgzdC5PfFGRg1lGWqD+DrU4LXJMgqejUBvZyXH7a9thqcSHOyynA4bjytvSiVYUFinZMX+wegN9OAVONi+GZb8ZCks+MlqePHl/XBwV2JkwbL9Sn05CAdfWg2PPPZjWPLSe3A+HNWVsT4s8loJPar1HpfvNm22adKzsOMCBgpGoO9A9jd9urJpfngDbO8ZjAeEHKo7dc9cRBryLeI6tq5hU39hG2ngPXhRDfDPb4cer4OGL24ey1w+5LuvHt+W60VMUdexxaTo61rToNe+G4HetxKjROZvhoOX/QBl3+5nNXzvh6deOgy9A8pLmxvpIwsK09Fs0t3ncLB1kZKvKBhx9YN2mFmS30BO9oMFyuiC5a8eVQohaIjTqII/X4PJYUGshXt3+kGAZW+egkkVQQClET+lHWa+7R+7sKLzXkOwYPr5IKgxCnOeN01taIamH9PUgbQAiJK/8JlS0p7/yp9+sS4ZDEk5vtr15PdKjdVQJjYdVNPUzXAQpwVcvwjbVQeVOX+LYHvfiHd+7zm/MqsMFrT697gxCLuWVWroqU6/sY1OreiKv+jrWWWhBAt6X5ueoSzUt/5XYEesbBfBawGPoRsZOx5J5lM3wL6EgxpyqMFrk2UULLgI241vC8ge7LLEoFw4lSQI/MjIAir7HJ9KZ/0qDlPPwHqJElzoe0tthDXD3D9eCQMP5/evrloHFHmtoutKG9ezabNU9v2Hso7qSNONMkJs+HM4sv+kb3sO1Z022OI1ka+taxdxXZv623Ii6DD+sTIgMJPqhRNZXwa+EPjuK/BaXe060nZR16Hr8f+0psFV7bB9nX6KWfOW4IXduT0Vne+oLXETrp47DAeDkZ6V7Wy/bAvT0cvBVEpNnppm0wtC3QjJxjBGTg0JFjSFHfGv4b5Z6sNFowrmrFY6y8/83X/Dj9MSTIECanDPugRP4tv+o3+Hu2PHZw0WzIO72/zpEj/d2pmpAr2t9Wuvk68NgFC+MnxO3vSNd505pqFLGa5TROUs1/AdqK0KbGb7Ra9xer5TF9FU7UL/nYYpYUR0ywcpwQLqBF/Yr5/z+ZPgTdvge/Aic13ZbCw0UeVsiBrH7CGssG/C0JmOCifTrAyFz9LxiF170nRoORSMTjh3JXoT6lCD1yZLcthDNzI6U5sslaBP37moMyrBAn2dFrcD0zHTYRON1sDpPrNNx0a/RY0/TRCP6sqMIz+KvFb2546epdHn2LPZIKB9/SRsyhDwMT83vpHz5yE/haPoiKlDdaf5+evXh612TlH5tae/5vT2E7aJyJdXTGnSlzW16/q7EqOaamxfFXWdosq/EdcpRYOGOgJHrnlr2ax5zBshktrODtgaf69FR8ZjKSCasX1To+6ycEZOjQkWTJoH39+q6YxrRxU0w91t/kiBxzO/bVeDDurUgazBgoMw21s88Su49x59hVBRoOH0ii9hGgYoUgMWyvVW/t1bMFFdv6GmYAGNaDj6JUyryGc0GmPe82szBTwqnsmCyMbaPew5qOmBg7oCO36iaCJrmdPwuMv+XM60Soqi4vjGRl/2m+Ggt+DLFXgtY4Nbf506niHrswbH2WOhNAhujMDBjRmehaaP3LgJfbuXVpYtBWHwTXLGRgaVa/QmehB2rSbHcBNkZEEGLpOiht9Q1gCYNZZK0AftlBoAGTujpIex/GnPZreFi7rWMioqfIuEdpsYWUCNc5zX2tte+YYxyaHIayWvzfF/ayyDxnotHDOXj6EjkPkaNfqpsXpd5Ms579b0N6kZFuzyA7n9xzYnpg1MhxeP+YH7vl0aP1+hDRrJeRG252pPFXWdbD6TC/dSNEh1RNoLNYVxWjubyq8wHVH78dp78GIigBpOmcyQX8pX0Z/IqUHBAr8zvcCb608dcrWDr4wqmNQOD3iLGn4N9z2YXfjfW+cP518SGxmQMVjw42uwCPO29xJMUoRiLvCWYKrEKDz4NOaT/geYs1oNWNAzRM87e2X0+7TXMTCSdTpDStBlUjN872f+egvLd5yq4Rkob/JJrO05qKCTPtANLVNXw/aeK+HiKUO4uFPfYdi4MG04PA1zx86kzyqtEqM31OlD65cGc0U1b9oya78xerHHohkoqBJbHO3GTcAFJ3WrIS/YHb0l1g9Jq7OTPzXqBPkLT9Z5HWbsyJ7o0x7Lx5QpIMo8Q8Nq97ZY0nzToRuDsG/N9OgNlQQL8ndKlKkdva/dDwt+3Q296gr6aauYh3PjcfrXFdi1Ht8YTYeZ6w9DHy0edRnr5Cx1Gs2zL+JaWe5X7jG2bJbqXvRRc1sPQ+9lZX2PVI4Zy4I6AjKyoKrNIV+qnzl+2tKf96w4Asybu47z2jfATLT/GT+GlreCxVAz1gkUQKwMOmTUa+C3i7oOR46mPJWhQZqKm2UkSFo7O3ymgnTUhKNLDwRThM/sgZaHsS9wPzzywh7o9fxU0KYoqZ2HnBoXLJgUDfX3FvNLGVXQNOk4zKEpBbUUTLCrwKo3jysVYMZgQbDI4PK2g8q51Y3d7+hjcMA/9nu/+Mrf2SCWh+A6NBIhsePDtDf9URTqdom4ReO8Tcdh8p2aPEw5CLO9hR+VKR1TOuHBgzgN4yu4Z7rmnFrK8RY/1pqDoqHPA2ehJ1hgpWLFU+pkxBhElYi6IEtaJZaWHlZu4ZvYETjyEm+tWGMxqRmiIcVKBzOYX44BhKtnOmKL4kXHpwVZlDUHMjdUo8VrhsLGiQQLVK1W/07zPPUccQG13vb4tB8rLGnkz42bEO42IiMLavKnRtZKWZ6/EAXuKoJ9JzSLQE1dDa99oCxCqtr5ucOxRWCNecB6uchrxep5fnWxrfr3xWN+cKDvRLD6N04jCHZBIJ64mFdsNfqsZSXBgsw2h3yr6j1ruVs4zpb+wmdGWz6jBKqCeuHqmT2wImPwcJe3m4d+fajwPlXL5lko5jr86pBqZdBwDc7vCDrfyXWn9GWXpT3t+YRcOqJ7p+y2c/0ivNaS9iKRzrX7iZwaGCxQh+p/CXM6/E6y+pbdF1YQLIgteJihIB4PFh2MddRrCxbUuiNBxRSCKUdTpzPQyIcnW7fEKui7t4/Cks5qutWzAAAWJElEQVSvYM6rX8KcHV/DosOj0RaNXV/BvY9EoxBCwwvWdFj+5nFvO0rKh0w/yKCTKhW3NQdFjRh0SNfPwvbYKIL7Yc2hYJXvREeT1ilINp7SKrG09FA7YbAgfYVX9dgyv1tjMakZZq5pg40v4Crq/l/LS3tgX1+8Q6EGZ6p3MJVOa4KhvgyjIBC+iaYRI02TJFigL680234MWrZtg5aAI+5OsfEtfOusBg/iDYPCWYZvF27CUDBNyHsGpYMraxak8cuWHjELuA6che2e/a6GF986qywoiUHQeMNqbms39Kl7bSvBgiFcFG/b0sRQ5PQ8FXmt2nSenidb17FV/5KPwsDA+UOtsT3tmxd21LUafVgG5Gcz1cGNL9Mwn1XaIY04Dvk24j713sOW/rz8TF0K28Ptpf1glbd9dTDaqP94W/Vg1bpgdyTNGkY1PXNR12GgqZqeu9GLbM5vC7ZTxJ0u4ovdpuWb6ir9aFIMHhegI49bfEv1cBtZGnV17SRsyrV4Zr66Dm2xscECHF3wqvImvfMS3FYh8LE7sqBJeb7Hf6FOrdgCMzrxuTNOrfhBJ8z4k7/Gw8q9ujJqgWmv4++jMPt5fxcHmX6QzxiosrDmoKgRc+NzOLgx3pj1701z1qI59OFWh+Fb5+gZ0yqxtHR6Pvz0j4nuo/7G6bs1FhV1TlSuFJzx3nApDc6os5I2sqC2YEF0n6TjkmBBMRpURm0kpgEUy1K5Dy68pzp0CRYU1hmJmN2EIc28zrmvBcOHcVSQstNLNDXkJgz1vwcbF/srZE9bvA32XaC3ikkbjOoDVYtFXku9Ltfvtupf8lFp28yGa0noVgY31N1eOZKfVepuruVbdr6Qb9l5MN3flv5wyDdtbYtBgfiuKovgxWP+i5twhJhWc7Tg6ggc2aJrz+nrkMrnLeo6We/H67hGadAL8gZbYvb+cXXm4DDVVfpgQRE68nmEvgWDArEXic0wt/U9f8tzTT+gUk92+CKnBgcLlNEFPQCVowrwQTvhwcPYsaa1DbI9PL25j48OyDiy4OlhWIJTH3ae997UZwNAaxQk1hsIrqUuYkiLH8bStBWQ8qzhKIVvYOZcJZ3Om34c5njTEWT6QTZemjKkslQ+rTkoasQYFmGj4ZneegPhsGb1rXP0DGmVGDlBfeWG59Mc77ROb3SPIsu1nmtZY6HwrswXDQnEN5jR6rNRZyVt+obSya+yEE0YBMKOTcVwW+U6DjV4S2G57LDvZPFNsrLoZHEs1dEhmg6nBAsK64yo2xZqF2+d2gG9NGLg8mFY4tm4Ysu6HRRoK1s879p7sCZrvZD7Wnzq2Mr6L8qbLZsl39Wn2bbOy084Za8bWoxMoryGz0F+1qG6M3y2WsuiyvHI19a1i7iuLf01kV/Atph2ugG9uDEsWjg18NNV6w2NRlUuRV1HveYY+m5fg/fDms4rcBXr+MErsCtlO8U0vVJdpW1PF6EjjxX5qRE42KoPPK3p8ke9ZlmIN+1Z8qQjp8YHCyZRB/7L2PCz6EHmAc3jj7+dNxlddM7sZ9Tj6F6JDn3SmKYEoxlqCVDQObhdY+x6/wsP4PoByrVomoA+OKLmN/6dyoHWRIjKqBmaptBCkACrunS7I8SvFTs3ll85Ti0baw6KGrOGRgx1YnDrPfpOczirfdIwZ2pUp2/fR3Pro46w+vycvltjUUX/5CDUYEHza/62l8hB28il1WwTbzZ15VkrW7yn1llVeQ7dvctKK4elEnhRggXFsVRGk1BHteonf7vLoxFrnKsGXhTWVMdSnYtM+jq0b5MoQDt0o0rwtMhrjRG7tcWSFuFNr9OIZR22IsGCzAEA5JvH1m2fa0t/tMCmGkBOPku1ly40+iXLInnJa6v/F3Ud9Zpj6btVDeKaFH3+6LGrfXtgiTYwZO7/UFtQV1cVoSOPFQVHlZdTFQxpByelHVNxjEW/gpwYBguaoSnYYnAVrluA2xJWKwTatrDr73B37PiMwQJl+sDCze3V7zepGW5r/RpwUcJlmkUR6bcFv/wfaJoUBA8SCxtWfaZJ8+CeHf6UjXgABMuDdkUYhTltX3nbMS573V+/oPp1M5RntfJ2+HdbDqppEnXS07csDB3Uy82wZPcVuDo4kv43HMzdve4f07d7ta9bqlRSGsdN1Kmt8vabg47ssTDZgNoBVBqr1Aj1ggFtFR2PZqUzow0mKDYjwQJT+Rf4m8Js6IRSryvpV4/nYalqRV0jwfRd0ZSiCQ72VkQerNks1VvY8f+gvcL+mtTOPA1fV89JqQ8zBwuKvNYY4W6LJQXrrh7brG9rUVmHI0RqqBPItilgNEbKugjbq/UayLfWcxp5vC39hbvhGDpeYVusTac92gb7czi4Tvd71rSirpP1fvyOs6dBmh44An27N1T6i4z1gilYkF9HAQ+q7yRYkBQodeDTRhbg8e0w822/o7zszePmrQDv/F94IDj28XVrE5Uf3avKyAIUDi2Q2DMKc1Ynr5N4hieDxRRx9IBu9wEKXuBWjMG0hPj0iMT1dMK95zjMORofoRBW1LTAobdN4tpwC8c5P1PXSchwD919b/E0Ww4K2dFQor4/ahZXCYfEGoa+KWxSK7GpbcF+5FfgNXX+dHAubRtzvjO+QnyoLeUeZafZY/EYLFjoz11OPmO0lsBNGIotXKR2DJNlS1tbYiexOr/mhxeFCyvSAovR555oOPXAe7AxWLjvkRlj256tsZy9FBZoy4YaC37HPT58ryiW02Hm/xctkhkxDNLeikaj9HdtC5j/OGVE3djmS3ZkjfMkGqqJPCunZs39Y7RDQlS3RduSDl2/CNuT9aGybWl1uy3yWmODtTWWs4MpI5q1J1BHxLKut7YSLEi0gdO1hnzJbjl+WtMfvVC5fhI26d42h22xlNFGNHXAMKU0U3kWdR1GbbZMz63k15YGi9qKMrWdjc+QV0dhOZBvSVv/Yjq8eMyfhkAjiGst57zHIyeeIwuwEJU5+cv+dA3unvV0omJ7Gm575hrM99Y3ANAHFWoIFkxqhkmrv4RluHZBzyjM33QUbktuXXjnFrh701f++gbGoEIL3Ovt9vA1zH71G29hwxmzdJX2UZj56qnKLRKVBQ4rRi5gEMFbq0AJVMy6BAsw3zIdIaERXZmb06w5KNT0sv3Q5w1THoR96typqUth03G/MsDFuZrDSiQ9r6ZKjN5c4xZA6tCrcK789ZOwUeckM9w3b6VTy/n2WPidxf6+bti+cbXfiXthG+w4oe6G8DnsWxOfPzazLdjqCxleo9XYN8B25TycT63yw+BDP44CGR6EXYnr6cuChuDehCGH3o5ZY4mdg+HPofdAB7y4ina22A896m4IA93QktB77SynQ8v+YMeSa4mFDNPsRhltUpaT12ssvV7Je7w1zpOaIVwECu3v+hU4+PIGwN0vtnQFc1K99HjdtoKYxWx2KSx4oR2OeNue+cEktd5Ns9l6rpW3PMs83x7LaGGwqx90xBaYm7buMPR5C5HFdzCZ+bJf9/Z3bY7VrxXlI8GCzG0g5FtRfml1WQnp9vT3AuwKtq/2tklUg80zXoi2U7ywP7Z9clhW1ElUR6vpymd2O/TgLiwpQbGws1ntOrprO5JmR4PRiI19a/L5OlM7u2lSPTp6wd8mE4PXy6K8hb7F2yZRfZF1P6x4ixbvjdeJoR4boAXkxDdYgAXwyHmYFwQDcMj/yqOjsOSw/7fc69T7ow8WbT8Kk2LTDwgCBQsAlndF59I1/E91zYF5cNs6Cgb41w7P64JoS8Nj38AjP8MpBnSfys/v/eIr7/iVmO+OUykLJ9JaCRBun/h456g3rcCb4vCnS4lpGGth2pv+LgkLfqluwTgPJm/GoASATEeoZGHilPzNnoPy86W+ub56+SL09F3xO5PYmO0/XNGpSeaP/jdWYlM3BPv2Yif1c+jrOwu9F6gjPFjRCaZrcvu0x0J9s+x3FuJrQmgWq/NsfRFsoe2WkFfiLxmcQWeyT+20nmgz1hl++UuwoCYdUucgwSJkM5jWsa+VpcIFt3zLMjJHggUZ9F5Lfa0EbHS8tQE5M2dPJ7F612SztV6rlmfjd6y9+he3HNsA+4IOW+ijaJuwG5X1L/m7oeGzsMnQ7mqi+sChQGtN9aGpbBK/IV9b1y7iujb11/zMHugNtkkcGlame9L0zlS/0Qy0LlTf7qXm8lPq/55tlfad+ToJbkWULZdr2NGgUoebpvIO4hSFYPpuShlTvaNbswDLsGYdUf2UbEPg+gpnaHeem9H0Y9Kopk5sJEPkxDtYgACntMDklmswr3MUlh3zO/DYKV7e9Q0sePUaTJubHHGgGmUULMBz9H+a6RA/aIdpm76EJw+PRgGCHoAlf/4aZm86XjkSQCe0cDeDtF0fMJ84UuFLeDIWiBiFJZ1fwsyW31dURDTyYeXb12By8p5TOuFBb2HFUZDpCKoGavtu00GRcU9r6YCesGGEq7QOQm/nttgbFjo27bNaJYb7v27svAjnqbIZHoH+M92wMbEtS9r1OaTbY/EYvLj7LPQNRJWz12kY/Bz6evbAGmMZ3Q8r2k9C3zUlWHDtChxpf0E7vDztLWV6+SqdUocavNZYzt4MO05cgX58g6N0IK8OXIEjb7VWsalaWCodVRlZUOGbSM/WOIf+bjosWL8HjoTBzyAg2tMBK9Q3hOHxWP9PhwW/Pgw9Fz6Hq9QZwLVHLl+EfS9X2q3ZZmu7FpXLWPy0zhJ91IGL0K/6qAsnYXuL+mbN998UZL/aU2XkHTXGHao7bWkH+dq6dhHXta6/GS/AlgMX4bzqO7AtdqDdUJdEW08fealK2xJ3tMJrD8ZHO1HZ+G24tN2Vqlw7Vr+N3WPtaFAJFihtArV9QN+rjfir2s5GDrXoiF7kDetGCdwPK17uhl61bzA8Auf7umGLpk4kHTXiEzmVECwYu8JuBBS5R7n6sO6gHKnkG6FTYVGuLRTJWFi6w9KkC+HsDmdh6Q5Lnc0iX106lzTRn9v6Q51x1yAXWyg7H8hJggXSeWPtMBptJOKg+DgoYcGHRV47FJbusDRpQTi7w1lYusNSZ7PIV5fOJU3057b+UGfcNcjFFsrOB3KSYIEEC1g7jEYbiTgoPg5KWPBhkdcOhaU7LE1aEM7ucBaW7rDU2Szy1aVzSRP9ua0/1Bl3DXKxhbLzgZwkWCDBAtYOo9FGIg6Kj4MSFnxY5LVDYekOS5MWhLM7nIWlOyx1Not8delc0kR/busPdcZdg1xsoex8ICcJFkiwgLXDaLSRiIPi46CEBR8Wee1QWLrD0qQF4ewOZ2HpDkudzSJfXTqXNNGf2/pDnXHXIBdbKDsfyEmCBRIsYO0wGm0k4qD4OChhwYdFXjsUlu6wNGlBOLvDWVi6w1Jns8hXl84lTfTntv5QZ9w1yMUWys4HcpJggQQLWDuMRhuJOCg+DkpY8GGR1w6FpTssTVoQzu5wFpbusNTZLPLVpXNJE/25rT/UGXcNcrGFsvOBnCRYIMEC1g6j0UYiDoqPgxIWfFjktUNh6Q5LkxaEszuchaU7LHU2i3x16VzSRH9u6w91xl2DXGyh7HwgJwkWSLCAtcNotJGIg+LjoIQFHxZ57VBYusPSpAXh7A5nYekOS53NIl9dOpc00Z/b+kOdcdcgF1soOx/ISYIFEixg7TAabSTioPg4KGHBh0VeOxSW7rA0aUE4u8NZWLrDUmezyFeXziVN9Oe2/lBn3DXIxRbKzgdykmCBBAtYO4xGG4k4KD4OSljwYZHXDoWlOyxNWhDO7nAWlu6w1Nks8tWlc0kT/bmtP9QZdw1ysYWy84GcJFggwQLWDqPRRiIOio+DEhZ8WOS1Q2HpDkuTFoSzO5yFpTssdTaLfHXpXNJEf27rD3XGXYNcbKHsfCAnCRZIsIC1w2i0kYiD4uOghAUfFnntUFi6w9KkBeHsDmdh6Q5Lnc0iX106lzTRn9v6Q51x1yAXWyg7H8hJggUSLGDtMBptJOKg+DgoYcGHRV47FJbusDRpQTi7w1lYusNSZ7PIV5fOJU3057b+UGfcNcjFFsrOB3KSYIEEC1g7jEYbiTgoPg5KWPBhkdcOhaU7LE1aEM7ucBaW7rDU2Szy1aVzSRP9ua0/1Bl3DXKxhbLzgZwkWCDBAtYOo9FGIg6Kj4MSFnxY5LVDYekOS5MWhLM7nIWlOyx1Not8delc0kR/busPdcZdg1xsoex8ICcJFkiwgLXDaLSRiIPi46CEBR8Wee1QWLrD0qQF4ewOZ2HpDkudzSJfXTqXNNGf2/pDnXHXIBdbKDsfyKlqsIAMVj6f8oQt5SDlIBoQDYgGRAOiAdGAaEA0IBoQDYgGRAOua6BqsKDaAfL7hKoRFymjsVNGZPDCrHxmwqJ8BkXZgbB0h6VJE8LZHc7C0h2WOptFvrp0LmmiP7f1hzrjrkEutlB2PrJw+reyMyn3d7/C4MRYHBQfvQkLPizy2qiwdIelSQvC2R3OwtIdljqbRb66dC5poj+39Yc6465BLrZQdj6ycJJgwXj3DbZsIXK6vzgoPnoXFnxY5LVRYekOS5MWhLM7nIWlOyx1Not8delc0kR/busPdcZdg1xsoex8ZOEkwQIJFrB2KEUbkTgoPg5KWPBhkdfOhKU7LE1aEM7ucBaW7rDU2Szy1aVzSRP9ua0/1Bl3DXKxhbLzkYWTBAskWMDaoRRtROKg+DgoYcGHRV47E5busDRpQTi7w1lYusNSZ7PIV5fOJU3057b+UGfcNcjFFsrORxZOEiyQYAFrh1K0EYmD4uOghAUfFnntTFi6w9KkBeHsDmdh6Q5Lnc0iX106lzTRn9v6Q51x1yAXWyg7H1k4SbBAggWsHUrRRiQOio+DEhZ8WOS1M2HpDkuTFoSzO5yFpTssdTaLfHXpXNJEf27rD3XGXYNcbKHsfGThJMECCRawdihFG5E4KD4OSljwYZHXzoSlOyxNWhDO7nAWlu6w1Nks8tWlc0kT/bmtP9QZdw1ysYWy85GFkwQLJFjA2qEUbUTioPg4KGHBh0VeOxOW7rA0aUE4u8NZWLrDUmezyFeXziVN9Oe2/lBn3DXIxRbKzkcWThIskGABa4dStBGJg+LjoIQFHxZ57UxYusPSpAXh7A5nYekOS53NIl9dOpc00Z/b+kOdcdcgF1soOx9ZOEmwQIIFrB1K0UYkDoqPgxIWfFjktTNh6Q5LkxaEszuchaU7LHU2i3x16VzSRH9u6w91xl2DXGyh7Hxk4STBAgkWsHYoRRuROCg+DkpY8GGR186EpTssTVoQzu5wFpbusNTZLPLVpXNJE/25rT/UGXcNcrGFsvORhZMECyRYwNqhFG1E4qD4OChhwYdFXjsTlu6wNGlBOLvDWVi6w1Jns8hXl84lTfTntv5QZ9w1yMUWys5HFk4SLJBgAWuHUrQRiYPi46CEBR8Wee1MWLrD0qQF4ewOZ2HpDkudzSJfXTqXNNGf2/pDnXHXIBdbKDsfWThJsECCBawdStFGJA6Kj4MSFnxY5LUzYekOS5MWhLM7nIWlOyx1Not8delc0kR/busPdcZdg1xsoex8ZOH0/wMQO1GMfxzW7wAAAABJRU5ErkJggg=="}}},{"cell_type":"code","source":"!cp ../input/siimresize512/yolov5x.pt /kaggle/working\n!cp ../input/siimresize512/requirements.txt /kaggle/working","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"#TEST_PATH = f'../input/siimresize512/SIIM-test-size512/kaggle/tmp/test/'\nIMG_SIZE = 512","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# ここでyolov5登場","metadata":{}},{"cell_type":"code","source":"YOLO_MODEL_PATH = '../input/siimyolo5/best.pt'\n\n!python ../input/kaggle-yolov5/detect.py --weights {YOLO_MODEL_PATH} \\\n                                      --source {TEST_PATH} \\\n                                      --img {IMG_SIZE} \\\n                                      --conf 0.22 \\\n                                      --iou-thres 0.5 \\\n                                      --max-det 10 \\\n                                      --save-txt \\\n                                      --save-conf","metadata":{"scrolled":true,"_kg_hide-input":true,"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"PRED_PATH = 'runs/detect/exp/labels'\nprediction_files = os.listdir(PRED_PATH)\nprint(f'Number of opacity predicted by YOLOv5: {len(prediction_files)}')","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## Hyperparameters","metadata":{}},{"cell_type":"code","source":"AUTOTUNE = tf.data.AUTOTUNE\n\nCONFIG = dict (\n    seed = 42,\n    num_labels = 4,\n    num_folds = 5,\n    img_width = 512,\n    img_height = 512,\n    batch_size = 32,\n    _wandb_kernel = 'ayut',\n    architecture = \"CNN\",\n    infra = \"GCP\",\n)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## testloader用意","metadata":{}},{"cell_type":"code","source":"image_df['path'] = image_df.apply(lambda row: TEST_PATH+row.id.split('_')[0]+'.png', axis=1)\nimage_df = image_df.reset_index(drop=True)\nimage_df['path'][0] ","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"@tf.function\ndef decode_image(image):\n    # convert the compressed string to a 3D uint8 tensor\n    image = tf.image.decode_png(image, channels=3)\n    # Normalize image\n    image = tf.image.convert_image_dtype(image, dtype=tf.float32)\n    return image\n\n@tf.function\ndef load_image(df_dict):\n    # Load image\n    image = tf.io.read_file(df_dict['path'])\n    image = decode_image(image)\n    \n    # ここで512にリサイズしているということは、入力ファイルはリサイズ済みのものではない方がいいのかな。yoloはリサイズ済のものを想定している。\n    image = tf.image.resize(image, (CONFIG['img_height'], CONFIG['img_width']))\n    \n    return image\n\ntestloader = tf.data.Dataset.from_tensor_slices(dict(image_df))\n\ntestloader = (\n    testloader\n    .shuffle(1024)\n    .map(load_image, num_parallel_calls=AUTOTUNE)\n    .batch(CONFIG['batch_size'])\n    .prefetch(AUTOTUNE)\n)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### 学習済のEfficientNETを利用。512*512ベース。このファイルの作り方はわからなかった。","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:06d3ffa2-444b-4172-b4af-83d851a470bd.png)","metadata":{},"attachments":{"06d3ffa2-444b-4172-b4af-83d851a470bd.png":{"image/png":"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"}}},{"cell_type":"markdown","source":"### GPU時間が足らないため、これ以降の調査は来週。。。","metadata":{}},{"cell_type":"code","source":"# Load Model\nSTUDY_MODEL_PATHS = '../input/siim-study-level-models/effnet-mixup/effnetb0_mixup/'\nstudy_models = os.listdir(STUDY_MODEL_PATHS)\nstudy_models","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"## 推測","metadata":{}},{"cell_type":"code","source":"predictions = []\nfor model in study_models:\n    # Load model\n    tf.keras.backend.clear_session()\n    model = tf.keras.models.load_model(STUDY_MODEL_PATHS+model)\n    # Prediction\n    tmp = []\n    for img_batch in tqdm(testloader):\n        preds = model.predict(img_batch)\n        tmp.extend(preds)\n        \n    predictions.append(tmp)\n    \n    del model\n    _ = gc.collect()\n    \npredictions = np.mean(predictions, axis=0)","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"・append()メソッドとは,引数に渡された値をリストの末尾に渡します。<br>\n・extend()メソッドとは,引数に渡された別のリストを追加してリストを拡張します。<br>\n\n文字列の場合、appendで追加するが、extendだと一文字ずつ追加される。<br>\n　　 my_list2 = ['dog', 'cat']<br>\n　　 my_list2.extend('bat')<br>\n　　 my_list2<br>\n　　['dog', 'cat', 'b', 'a', 't']<br>\nextendで要素を渡して、エラーを起こす。","metadata":{}},{"cell_type":"code","source":"class_labels = ['0', '1', '2', '3']\nimage_df.loc[:, class_labels] = predictions\nimage_df.head()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"class_to_id = { \n    'negative': 0,\n    'typical': 1,\n    'indeterminate': 2,\n    'atypical': 3}\nid_to_class  = {v:k for k, v in class_to_id.items()}\n\ndef get_study_prediction_string(preds, threshold=0):\n    string = ''\n    for idx in range(4):\n        conf =  preds[idx]\n        if conf>threshold:\n            string+=f'{id_to_class[idx]} {conf:0.2f} 0 0 1 1 '\n    string = string.strip()\n    return string","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"study_ids = []\npred_strings = []\n\nfor study_id, df in meta_df.groupby('study_id'):\n    # accumulate preds for diff images belonging to same study_id\n    tmp_pred = []\n    \n    df = df.reset_index(drop=True)\n    for image_id in df.image_id.values:\n        preds = image_df.loc[image_df.id == image_id+'_image'].values[0]\n        tmp_pred.append(preds[3:])\n    \n    preds = np.mean(tmp_pred, axis=0)\n    pred_string = get_study_prediction_string(preds)\n    pred_strings.append(pred_string)\n    \n    study_ids.append(f'{study_id}_study')\n    \nstudy_df = pd.DataFrame.from_dict({'id': study_ids, 'PredictionString': pred_strings})\nstudy_df.head()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Merge Results","metadata":{}},{"cell_type":"code","source":"# The submisison requires xmin, ymin, xmax, ymax format. \n# YOLOv5 returns x_center, y_center, width, height\ndef correct_bbox_format(bboxes):\n    correct_bboxes = []\n    for b in bboxes:\n        xc, yc = int(np.round(b[0]*IMG_SIZE)), int(np.round(b[1]*IMG_SIZE))\n        w, h = int(np.round(b[2]*IMG_SIZE)), int(np.round(b[3]*IMG_SIZE))\n\n        xmin = xc - int(np.round(w/2))\n        ymin = yc - int(np.round(h/2))\n        xmax = xc + int(np.round(w/2))\n        ymax = yc + int(np.round(h/2))\n        \n        correct_bboxes.append([xmin, ymin, xmax, ymax])\n        \n    return correct_bboxes\n\ndef scale_bboxes_to_original(row, bboxes):\n    # Get scaling factor\n    scale_x = IMG_SIZE/row.dim1\n    scale_y = IMG_SIZE/row.dim0\n    \n    scaled_bboxes = []\n    for bbox in bboxes:\n        xmin, ymin, xmax, ymax = bbox\n        \n        xmin = int(np.round(xmin/scale_x))\n        ymin = int(np.round(ymin/scale_y))\n        xmax = int(np.round(xmax/scale_x))\n        ymax = int(np.round(ymax/scale_y))\n        \n        scaled_bboxes.append([xmin, ymin, xmax, ymax])\n        \n    return scaled_bboxes\n\n# Read the txt file generated by YOLOv5 during inference and extract \n# confidence and bounding box coordinates.\ndef get_conf_bboxes(file_path):\n    confidence = []\n    bboxes = []\n    with open(file_path, 'r') as file:\n        for line in file:\n            preds = line.strip('\\n').split(' ')\n            preds = list(map(float, preds))\n            confidence.append(preds[-1])\n            bboxes.append(preds[1:-1])\n    return confidence, bboxes","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"image_pred_strings = []\nfor i in tqdm(range(len(image_df))):\n    row = meta_df.loc[i]\n    id_name = row.image_id\n    \n    if f'{id_name}.txt' in prediction_files:\n        # opacity label\n        confidence, bboxes = get_conf_bboxes(f'{PRED_PATH}/{id_name}.txt')\n        bboxes = correct_bbox_format(bboxes)\n        ori_bboxes = scale_bboxes_to_original(row, bboxes)\n        \n        pred_string = ''\n        for j, conf in enumerate(confidence):\n            pred_string += f'opacity {conf} ' + ' '.join(map(str, ori_bboxes[j])) + ' '\n        image_pred_strings.append(pred_string[:-1]) \n    else:\n        image_pred_strings.append(\"none 1 0 0 1 1\")","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"meta_df['PredictionString'] = image_pred_strings\nimage_df = meta_df[['image_id', 'PredictionString']]\nimage_df.insert(0, 'id', image_df.apply(lambda row: row.image_id+'_image', axis=1))\nimage_df = image_df.drop('image_id', axis=1)\nimage_df.head()","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub_df","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"### imageの順番がsampleと異なるとエラーになるため補正する。→気のせいだった。なんだろうか。","metadata":{}},{"cell_type":"code","source":"'''\nimage = sub_df.copy()\nimage =image.drop(image.index[:1214])\nimage =image.reset_index()\nimage = image.drop(['index'],axis=1)\nimage\n'''","metadata":{"execution":{"iopub.status.busy":"2021-06-28T06:50:20.376987Z","iopub.execute_input":"2021-06-28T06:50:20.377354Z","iopub.status.idle":"2021-06-28T06:50:20.394303Z","shell.execute_reply.started":"2021-06-28T06:50:20.377319Z","shell.execute_reply":"2021-06-28T06:50:20.393356Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"'''\nfor r in tqdm(range(len(image))):\n   for i in range(len(image)):\n       if image.iloc[r].id == image_df.iloc[i].id:\n         image.iloc[r].PredictionString = image_df.iloc[i].PredictionString\n         break\n'''        ","metadata":{"execution":{"iopub.status.busy":"2021-06-28T07:03:51.805993Z","iopub.execute_input":"2021-06-28T07:03:51.806337Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"!rm -rf runs","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"sub_df = pd.concat([study_df, image_df])\nsub_df.to_csv('submission.csv', index=False)\nsub_df","metadata":{"execution":{"iopub.status.busy":"2021-06-28T07:01:12.676249Z","iopub.execute_input":"2021-06-28T07:01:12.67663Z","iopub.status.idle":"2021-06-28T07:01:12.840174Z","shell.execute_reply.started":"2021-06-28T07:01:12.676596Z","shell.execute_reply":"2021-06-28T07:01:12.839236Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"image","metadata":{"execution":{"iopub.status.busy":"2021-06-28T07:02:09.24589Z","iopub.execute_input":"2021-06-28T07:02:09.24625Z","iopub.status.idle":"2021-06-28T07:02:09.257986Z","shell.execute_reply.started":"2021-06-28T07:02:09.246211Z","shell.execute_reply":"2021-06-28T07:02:09.256787Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]}