diff --git a/Polyp Segmentation/Dataset/README.md b/Polyp Segmentation/Dataset/README.md new file mode 100644 index 000000000..e1b942fa3 --- /dev/null +++ b/Polyp Segmentation/Dataset/README.md @@ -0,0 +1,18 @@ +# Dataset: CVC-ClinicDB πŸ₯πŸ”¬ + +The CVC-ClinicDB dataset is a comprehensive collection of frames extracted from colonoscopy videos, specifically designed for the task of polyp segmentation. This dataset provides several examples of polyp frames along with their corresponding ground truth masks, facilitating the development and evaluation of automated polyp segmentation algorithms. + +## Dataset Description πŸ“Š + +The CVC-ClinicDB database consists of two different types of images: + +- **Original Images:** These are the original frames extracted from colonoscopy videos, showcasing the regions of interest where polyps may be present. +- **Polyp Mask Images:** These images contain the ground truth masks corresponding to the polyp regions in the original images. Each mask highlights the exact area covered by the polyp in the respective frame. + +![Screenshot 2024-06-04 124007](https://github.com/Kaushal-11/DL-Simplified/assets/121329391/3f327ee2-b952-45b0-9383-3a672c9b1114) + + +## Accessing the Dataset πŸ“₯ + +The CVC-ClinicDB dataset is publicly available for research purposes. You can download the dataset from the following URL: +- **Source:** [CVC-ClinicDB](https://polyp.grand-challenge.org/CVCClinicDB/) diff --git a/Polyp Segmentation/Images/dataset_preview.png b/Polyp Segmentation/Images/dataset_preview.png new file mode 100644 index 000000000..53d9aac6f Binary files /dev/null and b/Polyp Segmentation/Images/dataset_preview.png differ diff --git a/Polyp Segmentation/Images/deeplabv3+_architecture.png b/Polyp Segmentation/Images/deeplabv3+_architecture.png new file mode 100644 index 000000000..5c2eaf06e Binary files /dev/null and b/Polyp Segmentation/Images/deeplabv3+_architecture.png differ diff --git a/Polyp Segmentation/Images/deeplabv3+_graphs.png b/Polyp Segmentation/Images/deeplabv3+_graphs.png new file mode 100644 index 000000000..fc67b856d Binary files /dev/null and b/Polyp Segmentation/Images/deeplabv3+_graphs.png differ diff --git a/Polyp Segmentation/Images/deeplabv3+_results.png b/Polyp Segmentation/Images/deeplabv3+_results.png new file mode 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3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceId":7023966,"sourceType":"datasetVersion","datasetId":4039243}],"dockerImageVersionId":30733,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os\nos.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"2\"\nimport sys\nsys.stderr = open(os.devnull, 'w')\nimport cv2\nimport csv\nimport shutil\nimport imageio\nimport numpy as np\nimport pandas as pd\nfrom tqdm import tqdm\nfrom PIL import Image\nfrom glob import glob\nimport tensorflow as tf\nimport matplotlib.pyplot as plt\nfrom sklearn.utils import shuffle\nfrom tensorflow.keras.models import Model\nfrom tensorflow.keras.optimizers import Adam\nfrom tensorflow.keras.applications import ResNet50\nfrom tensorflow.keras.utils import CustomObjectScope\nfrom sklearn.model_selection import train_test_split\nfrom tensorflow.keras.metrics import Recall, Precision\nfrom sklearn.metrics import accuracy_score, f1_score, jaccard_score, precision_score, recall_score\nfrom tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint, ReduceLROnPlateau, CSVLogger, TensorBoard\nfrom tensorflow.keras.layers import Conv2D, BatchNormalization, Activation, GlobalAveragePooling2D, Reshape, Concatenate, Input, UpSampling2D\n","metadata":{"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Visualizing Data","metadata":{}},{"cell_type":"code","source":"image_dir = \"/kaggle/input/cvcclinicdb/CVC-ClinicDB/images/\"\nmask_dir = \"/kaggle/input/cvcclinicdb/CVC-ClinicDB/masks/\"\n\nimage_files = os.listdir(image_dir)[15:19]\n\nfor image_file in image_files:\n image_path = os.path.join(image_dir, image_file)\n mask_path = os.path.join(mask_dir, image_file)\n\n image = cv2.imread(image_path)\n mask = cv2.imread(mask_path)\n\n mask = cv2.cvtColor(mask, cv2.COLOR_BGR2GRAY)\n ret, mask = cv2.threshold(mask, 127, 255, cv2.THRESH_BINARY)\n\n fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n axes[0].imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n axes[0].set_title('Image')\n axes[0].axis('off')\n axes[1].imshow(mask, cmap='gray')\n axes[1].set_title('Mask')\n axes[1].axis('off')\n\n plt.show()","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-06-06T07:30:26.479903Z","iopub.execute_input":"2024-06-06T07:30:26.480175Z","iopub.status.idle":"2024-06-06T07:30:27.733671Z","shell.execute_reply.started":"2024-06-06T07:30:26.480152Z","shell.execute_reply":"2024-06-06T07:30:27.732970Z"},"trusted":true},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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A9Cr9dDq9WKEF4VKrTW6w/h8wooseQ18XjcWeoJEjkS19HRUaTTacRiMZTL5QVW9V6vF+lft9t1YoXP43Ps+LQdPtv2XT0PsVgM2WwW2WzWfW7bXWye9Jm9Xg+VSsWtQSaTcUIjFoshnU4vEEN8TWLOdu21fG3nQC3zfJ/9SyQSEU+VXpdKpRb0X/vDa1OplPOQLCY2rEh6OtXCFnuOChh697hfeB+9PE888QTK5TL27duHO++8E5OTk8hms+j3+2i1Wm5faf+X07+AgICAgICA44tjJjSOVgnK41US82gTFJL0bDaLoaEhjIyMoFAoIJlMOhKYSCScVd5aREnUW60W6vW6s6JnMpkFJDWXy0XEixJGGw6VTqed2CHh42sLvkdSqMIhnU4v8C7webyWQov9IsEmide50vFo6JSdUw1NokizYNvJZDISOkVhp0SdlnMdi4oh/q0eEc6XWt9VzOi1HLOOX/uhY9bPgGiYHOed47Bj1flMJBJunTW8y97Dv63wtGui7y0nTM96LNh/683h/FHI9no9JJNJFItFJBIJjIyMoFgs4tZbb8XevXvR7Xbd2OPxuPtOHAtv5JEiCJyAgICAgICFCB6NowQlXkqaRkdHMTIygmQy6YQGSR1FRjKZdISLoBejWq06oUFhoh6QZDLpvAy+EBg+jyFQ7XY7Yum21nYdg1raGapD8usLwVJiTbFAweALpeKzSM5VAKh1n/f1+30kk0lHWq21Xom5ihUrvDQfgvdo6BcAtNtt1zcVWBQYmgOh88h1t2PWPtv9onOuXi4+Q/eEroMVTfoszqmuF9fIF36kYUjaRytC7LzrZxyjz7Oh49f5oChVcVgqldDtdlGr1bBx40b8+I//OL7//e9j79696HQ6TsAzrO14k/zFwuF8nwcEBAQEBDxTEYTGUYSSvGw2i/HxcQwPDyObzS6wRqtoIHkF5slyq9VCpVJBo9GIhO+QIAPRsBEbAmMt69ayr4nR7XYb7Xbb9UVDqWjN73a7jhDSAq0eBybqso10Oh0Ja6I3gp4OJWd8hpJm66nQ5GFeZ8PEUqlUxEpOsUBRx3s1d8OSeR984UW2DZtn4AtD4vxToAwKpVIBZJ+p/eF804uka6PWfptkbomwjs0mrfv2mf3Nv3Vurdiwz+T3QNdTvUvpdNqJilNPPRWZTAZ33nknHnroIVSrVczOzi7wIAUEBAQEBAScWAhC4yiCBDGdTmN8fBxjY2PIZDIRkaDWe5JLkqxut+uSXunF0LwJkjqSSA3JscRfCZzGs9t7KI70OmuJZx+1DX5OKLnWMBklyRRXSqaVJLNNih/mt1hCTpFhQa8EhZsKDQAR8u6z1vugpJ7X8vk+4WKt9r494iPdNjeGc8j9omLUijErwjRcSufbrp/CvkchoKKSHiKdfyvC2G+f0NI54TUqOHR96O3rdDqIx+PYtGkTMpkMstksHnjgARw6dAiNRiPSj4CAgICAgIATC0FoPE3E4/FI9aBCoYCxsTGMjo6iUCggnU67nAxLfJXk02PQ6XRQr9cdiaKHQENp2u02AESsuUqCSdboQaCln9exHzbMRsOcLClkyA6JP99X74mGwigZ1Xs17MtHSEk82QZzSDh+LSerYTex2OHKXZoHwfECiAgpDX/SMCifZ8MmMfMaEmC9x4olFZd8jyFwVlhoG0qa1XuipNw+x4o/DRXz5Y2o98UH3m/Fq75nPSQqonxeGOuRUQ+KijMKjXQ6HRFdY2NjuPDCCwEAjzzyCJrNJg4dOhTxYmnomW/9AgICAgICAo4fjovQeKrWxuWEtCx2rRKgI713uSDhjMVirrLUyMgIMplMJBSJz9FQFl+4VK1Wc8Rck6czmUyk72pVtz96nYaXWA+C5mDYNpX0ab/ZdxsmpGPifPoSzDUeX/s5KFTHZxW34TucP1/oFgVIq9VybfnKpNpn2PeUcNtxWeFkc0iUVKuosXPoI/VsV71Y/JwCkAKO0DWwYoD90Fwh65HR+6ynQ9fG5obYa1RA2Pd8zyIoRjlfLCrQ7/dRKpXwghe8AMlkEo8++iiazSYajUZEFNvx+vp4NHEk/74dj/4EBAQEBAScKAgejacJEvhisYjx8XGMjIwgn89HSKeSa5JhJWsM86nVahFPBitUWaHCuHztg89KrVWXMpkMGo3GggPZ1JPBpHL2U/MIaCn2EVOb6AsgUj1J8wj4LL3PR9R8ZN5eS4FEzw3PImG/aBWn6CNhVS+IJdjLhebL6JzacDK1qNtwIwsrOHyCSz1FFI4qAn1j0XXknrRi0z7LJwiPBGyPXiPdV9aLYsWMjol95TV878UvfjFGRkZwyy23uMP8Zmdnj1r/AwICAgICAp4+gtB4GiChKxaLrhRnPp9HJpOJkG8SPZYcBaJ5Gc1mE7VazZFjYL50K627TNZutVqOxCtRt6ExbKPZbKLT6SwoKQvMe0xI6tLpdMQ7oCFh9Lio2NBwLJuXoGFFPmuzChOflVdJs7X8Exwr55Qng3NegflwLQoDklJbNckKAn2ODb/hid6+RHL72pcUvdi4eY/1NmhOiK4xx0qR5UuO5vM0P0jXU0OvWGXrqYgvCxUXCis2uP8U3I8URjpHo6Oj6HQ6eP7zn4/h4WHccsstmJ6eRrfbRaPRiBQu8OWjBAQEBAQEBBwfHBehcaxCBJZqd7HPn0qf+v3D5TTj8bhLsi0UCtiwYYOznNMDwZKwFBi0xKrVuN1uu/K1JK9ajYohU51Oxz03k8lEyt0CcFWjgHnSRo9Ep9PB0NAQcrmcI488aI8kTC3oJOJqBbdhNErkACyoIgVET7Lmay0l6wvBUdLrCwnTudPcBCsMKHh6vcMnfjNPRtvhfKl3hX9zDZWcMw/A55Gxyfk6JgCRZ2vf9Dn0VLH/6qUg+afgyWQykfAjm39i54vVm7jGeo+tkMVx0kujwsUnbAn7nvW6aG4N51P/1utUhCYSCeTzebRaLbRaLfR6PTSbTXf9tm3b0O128d3vfhcjIyORam32nI1jhRACFRAQEBAQ4EfwaBwhKBj6/T7y+TyGh4cdmdGTqkmSLBHWPAGtskOSySpV1WoVnU7HnQgej8exYcMGJJNJHDp0COVy2Wu11ZyMeDyOc889F69+9asxPDyMr3/967jzzjuRyWQWlNql9VjzOBT62lqjtf/8XEOl1JNBAs17lKTZHAUlxz5o6BDFH63lagVnaJomChcKBRf2pMTeemZ0jlUI6DVWINk+W0HCz7WftvqW7zma8K9z5Aub0+ewGIEmSbNPdp2t12OQoHgq5F2/A3atNYmf+TRWcGiuEde53W7jWc96FhKJBG688cZI8YAgAAICAgICAlYWQWgcAUiOe70ecrkcSqUShoaGnDcjl8u58CMNf7ElOBnqYkNw2L5a/GOxmEuA/Zmf+Rl0Oh186Utfwm233YZGo+FIGEHyTOtwuVzGt771LQDAzMwMms3mglh+Dc9R67INZ7EkerHqRfoM9YgoIVfPgLWWqwdgENQToX3UvAA+gxZ19ZbwevWOqCBQT4Ylw7xOCTs/0/GpyLCeF+sx0mfwHhWsmpNiPT+EzqMe6Mfxsx+6jgq7Nr45t/1ebH20XX1fP1NvjYoQigp6mTh2vq/fxzPPPBMAcMMNN6BcLkf6GRAQEBAQELAyCELjCEDSVywWXThSIpFALpdzh/KxxKqWIvV5M7SSjnoUKDIoWvL5PLZv347Xv/71OOOMM7B3714UCgV3r54KDiAiFDqdDnbv3o29e/cCOJzDQPLJmH49i0Et6D4Rwh+bxK1iyn6m+QhWPJAMJpPJSN6EzpsVMPq5hn4xHIoii6FJzHlhe5q7oWJIE+XpBWD4mY5FvQv2sDyurZ07FVP0nADz3jE+04ohXQ8rmjh3Giql16tQsJ/rmlosJkR0vQcJjcXeH/Ra94aKKc4h26OXQr1MsVgM9Xod8Xgc27ZtAwDceuuteOyxx9xesONeam8FBAQEBAQEHB0EobEMaOJtPp9HLpdz+RiM/2cpVZJFzckg+aI1ttVqOW8Ey7EqKWYORbvdRiaTwY/92I/h1FNPjSSBs1/Dw8Oo1WoLyrVSRPT7fdTrdaTTaXdwoJIsJbUayqUJwnxPSbF+lkwmkc/n0Wg0UKlU0O12XXgWiZ6eAwJEE7ttlSGfZ0PJvvUSsa/qiVDPgxJ+5rZYj4v13mglKUu81aNjLf/sv73fJnNzPnVO1YtkPRZ6Ijzzfwg91NB6WbT8MudPx2Sh4oS/rXDUPUaogLJihmPjbxVjnDN+rh49iulWq7Xg/BQ9yT6XyzkP4YYNG/DjP/7jAIAnnngC1WoV7XbbhR/quTb1et07B0eKp+o1CaFdAQEBAQEnO4LQWAZ47kKxWESxWEQ2m0Uul1tQfhaAI7E2vIQkl4nftIiTEFMEMPH70KFDWLduHc4++2ycfvrp7rORkRFcdNFFmJqawn333Yd0Ou1EC9vUQ/4AoNFouH7xsD6C1zLhmGNQcu370c8TiQQKhYI7A4RnWABwIojCQ63LSlR13jTsxfYDgJe08xp+ruFfJK4UIioqFgsjstcQKh6tZ0DHZEm5teJrSJMdo77n807otbpugwi/zu1iBFeFm88ToNB5VG+EigmdJ23brr3OlbbH8akAVS+VenQ4/6eccgoymQxuueUWPPLII06U8LvlC2MLCAgICAgIOPoIQmMZoCU0k8mgWCy6sCaKBD3ETgmzVtKhyGg0Gs5yqxWK6MVotVqoVqtIpVJ40YtehNe85jU45ZRTIqFWW7duxcaNG/HQQw+hUqm4ZyipzmazmJiYQL/fx4EDB1yCrVqWLUFPpVIREqrkUK+1uRndbhf79u1Dr9fD8PAwCoUCRkZGHKFLpVIoFAqRg/OUiBKaK8Fnc8xKNNmmJdQq7vjb5xWgaOPa6hz4YENsfJ6YQdA5Vw8KsPCsEPVS6Nxr6JQVYOoR4d7T0DfdGypQVOjp2O21NtfICikrDNTzoWFcdr/pM/k9smusniqthMYy0Vp5jR48PmvTpk245JJLUCwW8dBDD2Fubg71ej0igtQLGBAQEBAQEHD0Ef6nHQCSGpaYzWQyyGazyOfzzmvA07p9JFVDVFjGtlKpOC+IEiS1bNdqNfR6PVx22WV485vfjE2bNrmynul0Gv1+H5VKBbt27YoklZNkAUA6ncbw8DDS6TTm5uYiZE9/K1FXyzkFklZZ4jhVaPD5zWYTa9euxSWXXII1a9YglUohl8vhwIED+MEPfoDZ2dmIpdse/KcCQ8WSkvhGo4F2u+3uZ58ymQzi8TiazaZLrgfm4/mtBZ99Zxgbf3xj9Yku7g22pa/tPdZqbkOQuA6a9G0t/2xHQ93sPqPnxoYpWVFi77feBt2LSvTtPFrPkg2rsh4fvYd/a7sqUnRP8G/mITWbTTdn6hmx4XbcP2vXrsUFF1yATCaDHTt2oF6vY3Z2dkHImvb9WCOESwUEBAQEPJMQhIYHJCvMvaDIYLiUEhoSWmtdJ2GnyKCAIJm2lnSSn16vh4mJCbz2ta/F5s2bcejQIdx+++1IJBI488wzEY/HcfPNN+Oxxx5zAoRnQuRyOYyPjzsxNDs7i3K57Eq7AtHypfaEcl/svBJT9RAwBCufz+Occ87By1/+cpx99tnIZrPo9/uYnZ3Fvn37UKvVHBH3iSJtlyLDEm72g+swMjKCSqXiPtcSta1Wy4mIfD7vxqFra0NuBoUKqVhUwq6eByb2q2hRj4IlsvoMJe8qJHQvKOm2HikVq77QI5tnw+usQNBrdC9aL4wv7MoSfl1Thc7LYiLOzhOAyDiZ4K17w+YWad+LxSIuuOAC5HI5/OhHP0I8Hke9XneeNSsEVwLHW+wEBAQEBAQcLwShYUBCxuRpkt9sNhupDMXcDBJU69UgKSqXy6jVagDm8yEsye73Dx8EyPApJpvv2rUL119/Pa6//nr0ej2cdtppiMViuO+++9BoNByhGhoacgnlmUwGQ0NDmJmZwczMzIKkb54zYIk8vQUUTUo+LYnu9XpoNBrI5XJYv349LrvsMpx55pnIZrPo9Xp44okncOONN+Kuu+5CvV53+RoUZdYqr+JLSbASsGQyiQ0bNuCVr3wl8vk8du/ejV27dmHfvn04cOAAOp2OO5SQIoKhYJZkM/RKSa9axtknmwuiHgwbzqXnkpAMcx+oBd9WQfKRZp9IIKyHgu9p4rcVEvpM7avuXSso1Eujz9E9y3nyCZAjgQoeXQP9nPub41FxqeKCxRK4z4vFIuLxOJ7//OdjaGgIt956qwuhm56efsp9DggICAgICFgaQWgYkNRkMhnnsSDxJ4FjhSgSPGDh+QK9Xg+1Wg2tVsu1qV6Efv9wZSLGntM70e12MTU1hY997GPodDrYtWsXGo0G8vk89u7d68SCktxms4lms4lSqYSxsTFUq1XnyWBuB8O8+v2+I2ydTifiiVHSSKJmY+Y5NpLtYrGIWCzmnvnEE0/gBz/4AW699Vb0eofPG+G8sj31pOizNfxHhVAymUS73UY6ncaGDRswNDSENWvWYOvWrdi9ezfuu+8+PPzww5GStUA0fIpCQkWDEn8SVCX/Ps8Hx6HleNl3zivnFpgPwdMxqVhQL0IsFvMKDc4ff/vCkbiHKJD1M11j/W37YtdEhYt6Lrhv7RxasX0kULGhCfJ8j2tEEWS9LhwHK3JRPPP6ZDKJ7du3I5FI4Pbbb8fMzMwCz0pAQEBAQEDA0UWsv8z/aYvF4rHuy4qBBI+Wbg2bymazGB0dRS6Xc6SFVZWUeALRczJqtRpmZmYcQdLTsPk8LdtJ4sTKOBQEJE/pdDrSXxLbRCKBWq2G0dFRrF27FmvXrsXs7Cz279+PZrMZIcxKiPv9vktopzeD/dLEWkv4ORZr1bYhQ8C8B4fJu5Y480fJuM1ryGQybj77/T4uu+wyXHbZZa4PrVYLDz30EG644QZMTU0hHo8jn8+7/jG3g89kv5R0UzzaKlDAfDUs64XgXlAhpoS+1Wo5osu9op4Ots3fFDq6RgzV49xxHhk2Zcv0cv+qR4ok28Lez35zPHqInpZg5tg0adyOR9vSUCfOHdfCepK0HxrGx/6wvWaz6TwafF+9Nd1uN5Kzo0UZWq0WJicnce211+LQoUMAEPkecv6YD3K04fPWDPrMolKpHPX+nAx4OgI34NghmUziwIEDC95/z3veg7/9279dgR4FBAQcCyz1f9cJITRWOkaZz2VlKRUa+XweIyMjSKVSLhaf15Eoq9DodDpoNBouL4MkVkvZxmKHcwkYJ64x6O12G/V63RE7S7wJEn+Sv9HRUfz6r/86XvSiF+GHP/whrr76auzevRv9fj+SJM3zP4DooXUky/ZUc4LjUHKqlm4SRyW59oRzbdOG9lhBpOOkiJmdnUWtVsMVV1yBl7zkJW5PHjx4EJOTk7j++usdwZyZmcHY2JgjmsylYL8UHBvXUEOYVCApKdYfHY+eYE3BqHvMPtvmIaiw5FrxM57bonOvJWW1v9wbdq7Z50FCQ/vF+Rp0nf2+DkpU1zAy+wwVH/Y99RhRUKj3j54Orq2KE+ZH8X1tr9vtYseOHfj+97+PQ4cOodfrodlsRsbKAy1XEnZ+g9DwIwiNlYN6RP/93/8dV155ZeRzX0U+++/Axo0bcfDgwQVGnoCAgNWBpbh7CJ36/0Fip3HitjoTLc/M3QCilvlOp+OEAg8I8+Uf2Jh29XooqbXEXJ+nba1btw4vfOELceGFFyKTyeCUU07B5s2bsXPnTncPCRlL5zIPheRV81E0Gdl6GtSKzARt9llDwzTGX4kx21Dy6xMuCrY5Pj6OeDyOW2+9FcPDw3j+85+PbDaLQqGANWvW4LLLLsNNN92E++67z1m1fQRZhY2+r2tp3+P47PVKlDk3vI7ryX1BQUDYymPanpZzZdu8Tj1d2i8KVb5WkaJY7B8FihDuSd177DvnVJPi9XO9x665CjU7D4OIhq4Lx6WhZvp9pTeOXiudW33Gtm3bkEgkcNNNN2H//v1uPL6iCAEBAVHE43EUi0W84Q1vwEc/+tEjvlexf/9+9Pt9jIyMoNfrBUEdEHCS4YQQGsf7P3V9HkNSlDDTGkzrdLvdjnglgHmrjJJVigwmdVuLP08i1pAbWk75POaHkDCSJOmhZjaZN5lMYmxszIUY7dmzB7t373b9Uus8re4klAzXogeFBI2hPypC7LwpiVei7Muz8HkzfK8HeXD4+dDQENLpNB566CHEYjE8+9nPxujoKNatW4f169ej2+2iUqlg586dqFQqEdLPdvQ3QW+VvY5/a5iYHvxnCbRPMOn7dg7V2q/PU6+Kepu4F/P5fGQsXEvtN/eZht3pNZbw8z3Ol/bXiivrzbFt2bA7ihKdS7u2tnKVz/vF/UlPBT/jHmWYnLZhBWKr1UIikcDpp5+OWCyGm2++GXv27HHfRV9Y2PFAEDcBJzpisRi2bNmCs88+G9/61reOarsM+T3//PPxxBNPHLW2AwICVhYnhNA43iD5ZjWpbDYbIUUUHplMJnIwnyVEJDhsj7kOwHw4jpJoEiGG1GjiL/8mUU+n05HQEYoDmwgei8UiMefFYhF333039uzZ4/rEayku9JlKlm0OBeeh0+mgWq06MkfPhQoIzQHh51qJidZljk9zCOg5IbFVkmpDayjIDh48iDvvvBOJRALbt2/H8PAw+v0+NmzYgHXr1uFHP/oRYrEYCoWCq4bFnBVa6pWAqmBQIs7+WRGkXhErQkjuU6mUI7XqvdF9yPmnsFSvCPMQuB4EvSMqXpi3wXZJuCkyNM9ExbLOg/bLtj0orEpFgK8NfT0o5Ezn3yeY2Ed+7zQMzgoifj/4HdK54/eT39lkMokzzjgD+XweN910E3bv3o1KpRLxhPlE1PHE8RY7AQGDcOGFFyKXy+GGG244Zs9Yt24drrvuOlx55ZV4+OGHj9lzAgICjh+esUKDREQrBZEoW9KsP0oUSUSSyaSLyScJzGQyzkvQ6x0++TuVSjmSlM1mUSqVMDc356r7aOgIRQoJohJbJfgkQo8++ih27doVuVaTm9UirCco89mav8AxDQ0NIZvNYnp6Gu122yU1azUqJWH6bIX1IpBMAwst7Ort8ZEsrXp08OBB3HDDDajVanjhC1+IQqGAXC7nfmtITiKRcGd82HY1pMqSbh/UEwEgIiSYWMx9QC+VhvjY+7ieusYaPsUwN92P3E9KiHU8nEv+DJpPOw+6lioIVTD71t7Xls6n9RAt1gcfOE8aJgUg8rvf70fCqrRNLQig4jCbzWLr1q0ADu/9nTt3RooFBAQEAJdffjm+8pWvRLyjxwpnnXUWPv3pT+N973sfHnjgATz44IPH/JkBAQHHDs9IoaG5FkDUgqtJ2/bHJzSAw5bSRqPhkrv1nI1+//AZGdVqFf1+H0NDQzj11FMxNDSE2dlZzMzMODGhQkPJtnoI1PrLz1KpFGq1GqrVKuLxOEqlElqtFur1urtX+2xJI39I2viszZs3Y3R0FHv37nVCwx5OB0TDpnxkndcpQVdPCsdriamPHJOEA4cFxOzsLHbs2IFer4e1a9ei0+lgbm4OxWIxch3FkxV0NpRHk4x9oPjzvc+5bjabA8+hsARYvV18rq6HtfzrWRIUrVou2Io1zfVYSkT5PDlsm31T0bgYGbfiTdfeCjXdR/YzO7/2bzsufS4AJ/ZtdSrgsChkyOSWLVuQSCSQz+cxOTmJqampBWFYAQHPNPDg2D/5kz85LiKDuPDCC/HlL38ZX//61/HOd74TO3bsOG7PDggIOLp4RggNJRiaC6HeAvVY8Bot58rPLWljXgRJvYZaxeNxVCoVzM7Ool6vo1gs4sUvfjEuuugiTE5O4itf+YoTCqykQ4u9Em0VCkr8+EPR1O12MTQ0hHXr1mFmZsYbXqLeEPtaCWU+n8fmzZsxNjaGRCKBubk5VCoVdybHIKJphZAl17TAM0SGfVBCrNWqBlUtAeaTncvlMm688Ubk83lks1l0u13kcjk0Gg3XJ3o1bK6IknmdFx2bvmfDjWwoEKuT+eZCSe4gcmyfy/c1bEifreF36o3QZ7FdrajE9m0ugib6A/O5KxRpGn7lyy+xe8GKWf7YdfX113q2rPAGsOB7zL4xAZ+vOW5da3qeuBfXrVuHCy64AENDQ85AUKvVXDldPk/XzP4dEHAy4PLLL8eLX/xivPGNb3Qev5XAK1/5SgDAO97xjuDZCAhYpXhGCA1g/qA6m9StpUNVXPhEhoYYAYcJUa1WQ61WQ6fTcaFYJD70Khw6dAhbtmzBz/3cz+Gnf/qnsWbNGnzzm99EuVwe6AVQqzvzOrRClJ5zQeLI6ktr165Ft9t14oftaQiOkloNtWF/SqUSzjrrLGzYsAFbt25FOp3GLbfcgkajsWSVoEGx+Bq+RaJHb4gKKP3tI7FslxY2igiGrul7vn5YkWCrKVmhZHMabF4A22L7PNBPSa29juR3UBiZ9Ti1Wi10Op1I3g/7ox4RK2TYPu+116hoZoiRFR5sX8MAlxOKpWNWj5cVQhyDhRWqvCebzTpBp/uDnw9KGNe9Zec6mUyiXq9jZGQE27dvRy6Xw/333+/WqVarecMCdU0DAlY7nvvc5+J3fud3cP7552P79u0r3R0Ah8VGJpPBr/7qr7oiJwEBAasHzwihQU+GVpaynysJsbka+pmeW8AqU5bAA/OejtnZWZxyyil45zvfiUsvvRSFQgHf+973cM011+Dxxx+PnN9A2DAqgtZlkkGbZByPx/Hkk0+iXC47az7JLK3AejBdLBaLWN87nQ5arRay2SzGxsZw+umno1AooFAo4JRTTsG9996LcrkcIWg6hxZa9lVzCfhcJW56rfUo2DYtAVVSrv1hqV5bhtU+j94CG5qj50dojoWW8PX1U0WgDXOzwkvvH5SPw73G+1gljJ/RG2TzNdiWJm6rt8gH37yqF0GfZ79Lg0ShFWtW5Kqo5PyqANS2VPhY0a9eK4ZHsh0NodL77He62Wwik8ng7LPPRrfbxf333492u41cLufE3nJzeQICVgvWrl2La665BhMTE/ixH/uxle7OArz0pS/F6OhoEBoBAasQzwihEY/HXbiPWnT1c5uXoVWTNLQImD8MjLH4JFNKSiuVCqanpzE2Noa3vvWtuOKKK5BKpXDrrbfigx/8IO68887IoWpWaGgf1dtgiZuSWZbnrNVqLqeCfY3H4ygUCo6cknjxHiVb6XQaa9ascaeh1+t15/HRa7XfluTrNZ1Ox+USkCCy8lY2m0UikXDP8JFthXoEOC8UARa81hemo+FKJPLWU8H72Bd9rae925wPzhOrRuk4NPRKibwvvEo9Dyqams1mxAOkc8C9rONju5qrMgjW+q/CSIsLLJbHYtsDoiFYFOU8tFL7qP3mnqcXh2vCPuZyuUhlLs2L4XeYbWiCN9fczgvvo/g555xzkMvlcN999+HAgQPOs7Tc5PqAgNWAYrGIG2+8EWeeeeZKd2VR/Pu//zte8IIXYGpqaqW7EhAQcAQ46YSGEiOSFJavJZTUaU4GS9pms9lIeBIwT05o0axWq6hUKo5wEvy7XC6j0+ngta99LV796lcjnU7jnnvuwT/90z/h0Ucfdc9QK6oNsSEJsiEuQPTEbMaek2wq0eXnPMCuUCggkUi4E9DT6bSzljO8Jp1OuzyPUqkEAJiYmMDExAT27dsXqXjEkDHer/NLMmoJNxOmeU7H7OwsqtUqxsfHXTsUfnY+OMes5MS5sIJHyboScACOgNJCzfc03l+JpxJTbVOfpzkwloTa8DWOJZfLuRCgdrvt+mXHxWfrCdeNRsNdz7XgdXoiOGFzS1SoaCUn/W7YUCGdL35v1AM1SBRyXlTQx2IxVzzBPodrw7FYMaBtp9Np146unxoOuAd1b3KMujd5H0s6x+NxnHrqqcjlcrjuuutQrVaduPF5yQICVhsef/xxZDIZrFmzZqW7siS2bduG++67D1u2bHFnUgUEBJz4OOmEBjBPJvQAusVCpjTcwlcu1JLGer3uDk6Lx+PIZrPI5XIAgFqt5qoeXXrppXj961+P0dFR3HnnnfjjP/5j7Ny5E4lEAsPDw5EwEq0cBMwTa0341s8scaZlmx6IZDKJzZs3AwAefvhhR2QpJkjuKKiAaIWgdrvtxM/o6Cg6nY4TAuVy2Z1PQe+NPUCOv9lX9cQUCgV0u1385E/+JM477zx87Wtfwy233ILZ2VkUi8VIHo315pAY2ryLQfsAmBcmFC6abM81TSaTriQx10Q9DJr8bPeGFRd8T5OnVXhxnvX5miTPNdbPKW40KZyFB+Lx+XK3ljyrYFNSryLAinP9XEWOCkUKPevJImxVKSsSbAiZwlexy84JX2uits4v4ctD0fwY37PptaMhYHx8HBdccAFuuOEGV9ntWHgzgock4Hhi79692LBhw0p344gwMTGBgwcPRqoKBgQEnNg4aYSGDV+i1Z4E3Cc0GF6hJ4Hzb5sETrCUbbfbde0ztKNer2N2dhYA8LznPQ+/9Vu/hS1btuDaa6/FZz/7Wdx0000oFosYHx9fkJBqoXHgNoZdLbW8VmPPc7kcTjvtNJxzzjl4/PHHUa/XF1ht2+22C2ciQZubm3PPazQably0uFcqFczNzaHZbCKXy0VyEdRibkOV+JrPr9VqWLduHc466ywUi0WceeaZeOSRR1CpVCLJyJbQ2XyLQXNnya/m2ahXRMm/WvH1c33OoHAh9eAQFC/2wD9+pqFv1nNjCbmKAis2KJqA+SpcWlVNPRYUC3ZP+ebK5+Ggh1D33iDwep1nvk9PG7+XOkYATvwyXGwx66UNGbPeMy0IYOddxZMVcryH+3Hr1q0oFAq49dZbMTk5uejYAwJORNBAcN111+Giiy5atcI2l8s572JAQMCJj1UvNCzhIdHNZDKOLAyKSScR0WpTDKHiPUpaWHEHWHhI2+zsLPbt24dMJoPXve51+LVf+zVs3LgRn/vc5/DRj34U09PTjuhongNJmMaaA9FqP0patdKODQnJ5XIYHR3F2NgYtm7dilKphB/84AfueTqmVqsV8Zb0+30MDw+jUChgbm4Od955J5773Oc6l/qBAwewc+dOtNttlEoljIyMOItyNpuNzP8gUs/56nQ6OHDgAH7wgx9g69atuO2221zZXL1fSa6u2XL2A0miejJUpFkrO/eAjkOFhiXltj86ZiXWNkmZ7/lCq+z7KjS4j61XhgIimUy6EKJsNuu8MzYUSn+sB8aOVz0iKpgYhkchar0g1tNkhZTmr3D8vjwXLRWs7elrlnWm2LCJ+JxXFRgUEjafRb2g/H7QEwgAGzZswPOf/3zceuut2LVrV0SQDOpjQMCJgHw+jw9+8IN461vfutJdOSoI37OAgNWDVS80gGiYETB/IJhahn0khSIjl8shnU67spn1eh2FQgGxWCwSIsUqU8BhqyvJTLPZdKUxX/nKV+J//s//ibVr1+L666/Hhz70IRw4cADZbBbr1q1zRMZa5zUfxIbbaHgXPQwaT95sNtHr9VAoFDA+Po5+v49rr70W5XLZtU2yyERiChclmWyr0WhgcnISIyMjuOKKK5DP5/HAAw/g0KFDGBsbQy6XQ71ed2ErnB8dg5J8O/eNRgPlchmTk5Muv4O5NDoHWp2I+QFMJGblJSWUGhJlSSbJNdfOCgJe6xMVHJu2q8Rcw7ssuVayrvNAYm0T0Ln2ep6FnQv1aLGfLOVK0cEfilH1dKhgsbkmg/pLgcHrNfxOib0mcPMZFNKcawoinT/r8eB6M/mafdZ50P7q90nXSJPA2X/mWNAbqUnu2ib3sD5j48aNuOiii9Dr9bBv3z5UKhWXT8I5Dwg4kTA8PIz3vOc9J43ICAgIWF1Y9f8rKtHRUChrFfcRR55JoWQikUggl8tFYvJZ6YclYzWUhKEd5XIZr3nNa/DWt74Va9euxV133YVPfOITmJubw8jIiOsDCdug0qg6Ln0OiQyJkVqoGUter9exc+dOV8lHk4L5Y5PcdUwkarRU33XXXSiXy1i/fj327t2LAwcOIJlMolQqIZPJ4Mknn4ycWK7Q+bdhayyZy0R1hnCRFGpbJNpKMhcrKwv4zzWwRF7Lnw6a/+VCha6umc0N0PmwlZZsuJT2Qz1hOifqSdDytgz3IeHXcryaf2LbBBBJKmcbKpoWmwMSdq4PBYL1Gtj9ogJOSb6uNf/2rZMVO9p//V5rOBnFBoWM3Qd2nXT8p5xyCgqFAu644w48/vjjqFQq7iwdekCCxTXgRECpVMLv/u7v4nd/93dXuisBAQHPUKxaoaFWS0si9HPff/g+6zAJs4Yo6UFqrJJkCSG9GWvWrMELXvACrFu3Dvfeey8+8YlP4JFHHsHQ0BASiYQj1MD86cs2pET7q+E0tNTrYW32RxOZ1dKvYwAQsTTbEBoNWwLgPBtzc3OYnZ1FLBbDli1b8IIXvADpdBoPPPAAdu3aFakAZcdgw3I4VhJQTbD2JQHbRGbOnwXvIdn1JW5r2BCfb/cL77HW/EGCRImtDYFSwqn7VXMKlJDrulmxokLGejk0r4DeC83f8IXs8bn6OddA96IKpCMhz7oG1kPn2y8qRlWs2P3j807qHKm3j21zzPoZxQ69i9ZTotWr2Cf1jI2NjeHCCy9EOp3Gzp07EYvFUKvVXGhlQMBKY2hoCO985zvxh3/4hyvdlaOORCKBn/u5n8PnP//5le5KQEDAEli1QgOIEhhL0oCFZU+V6LCMqx5gZskwSS5DPZTwkcixzOjIyAgOHDiAb3/72/iP//gP3HrrrS7Ep9lsotlsLiDylsSxfbUmq2fAhtBYwkUPBsmmxtaTvOkc+RJpeeYG76XHo9vt4pxzzsGVV16J8847z4VNPfHEE5EYeM67QokkLe4MN7HJwD6SrcTdhhRxbrT0qw0JU5FC6JzYPts10NcqzqwA4TM0J0bFgN2znFcS3kFix+5Nm4PAcWhZWL1W830ymUyk/LH1wNi14G/7TN1/Pg8M9xf3IkPkVNjYfaxeQgCRhHArrhYTftbDxHvpJeFcaL4VvWu677Sylq4b57lUKmHjxo2YnJxEo9GIhDcGBKwkcrkc3vve9+Kd73znSnflmCCZTOIjH/lIEBoBAasAq1poAFHipv/BW+u4VpFiPgZzMmzcOu8jqWCVKcZ0a0w4idD+/fvxr//6r6jX6zh06BCSyaQr46qWZUseVfyQyNrxkBjpmQ46foZ/DA0NIRaLuSpTSg59uQ+aqGxzNvr9PhqNRqSNfD6P8fFxpFIpTE1NYffu3ahWq06w2XAhfR7Juc2rsGEpdv7ZJkvz2vK27K8SQuup0EpSvlwY/q3Q0Cbtr95jqxT5+q9/+0Si7zk2nMmGAqmQ1j6R3POQRhUX3D+5XA75fN6F+ljxqmR5Ka+Ob82s4FePmu47K+J0v/D7wNBG7kWtsGUT5/V+/rZj0NC8WGz+HA/tn1ai0r2rbdr8GDsOfe5ioigg4FggkUjgb/7mb/CWt7xlpbtyTDE0NIQ//MM/xB//8R+vdFcCAgIWwaoXGsuFknwSV5IqG3JFEsMY7lar5UgaLfKaz9BsNlEul3Hw4EF3vkE+nwcQPSiNVl0ldjaXZBDx1hO8lYCS4GSzWWzduhWNRgO1Wg1A9EwA5i/wcD4lvJaMJZNJJ1YajQZisRgKhQIqlQo+//nPY2RkBNPT03j88cfR6/UiidrWq8R+qGDQcBU7TkvEtYww50CFFvvPZ2tCuOZ0qFdFBYq14rNN7gMNs9HKS7yHhyFacUOBadeXa66H3enc06puLfJ2j/T786VjdUwqFGilbzabbr+0Wi1H3ikuB8EKgKWEhn1fDxJcTNRxTlSMah4VPW08nBCYF0Q2v2LQ94n3aOI3q8tp6JrdY8xx4Xdev7dqIAgIOFHw+c9/Hq997WtXuhvHHNlsFr/3e7+HTCaD97znPSvdnYCAgAF4xggNWu4ZMmWTwK0Fk6FEJGkku61WC/V63YVdkETxACG2wWpVJER8br8/X5LW9/xBQoMER5OvWeqW3hO2yXKzPFiQpFJzM0hUGdqiRIvzpaFF+XwerVYL9913nyNjqVQKIyMjTsSot8fOPfsJzJM0jeMn7JzQo8R79AeYP0WcAkbJvM61Wv05v4N+VFhw3XQeNUxLc0HU2k7vC/eNFQYco4pO68mwfVKxTHGjOSwERQb3IX+z73peij2RXqGCzScKB3kU1FMHwIXjaeUun1jk9SqkKTC4N7iHOCeNRiPSlgoW2z8VuABcEQUV5ABcMYVYbD4vimOzzwqhUgEnEq677jpceumlK92N44ZisYif/MmfXOluBAQELIJVLTQsQVH4SquSmGWzWeTzeWcdpRBQizjJYr/fRy6XQ6FQcIfW8eRttUBTnLAdtXLbPtL6bvsLzJNytbrzfb5HwsjPGo0GhoeHncBgDgRJpsboawUiks9sNhsh19lsNiJG+IxEIoFSqRSxCnPMaqH3EVL90ZOc2ZZap631n9C2lZz3+30ncjSWXz0MFJka0kMxoHk6KuI4/zp/+kx+7gu/UQKqlnQVGLq++lrHzPc0PE3DonyeGa361O12nUjk3rBWfy2moMKJ+04FFNeE+9AKOF0n/R5oaKCWmbWf2e8y97INa+TvTCbj9jn7q31VYcOx0kOiwphzxbnU7wDBa7VSGotG6JoGBKwEvv/97+Oiiy5a6W4cd1x00UV49NFH8dGPfhR/9md/ttLdCQgIMFi1QoMEYrnX0mKfyWScyCBJBrCA2NNboOSEpKLT6aBer0dCYNRiS+u9EiLbXx8h0eerVR+YDxVhgiotvbHY4bCpWq2G+++/H81mE9VqdcFzSAZJ6tgfLYuqYyRZJXm2FnpCSat6CzQkx1qvaUnWwwZVFCi0v0r6tf/su4YMaRI8541roueKcAzsh43DV9FgvU68l+/ZPAS1lNuysT7P1SCPgfW2+XIddJ1VpHW784fraY6P5hnonNuwvkHeDl0r9XzYcenc6rX8TEMBfd4wAJEDIVXkah+1z3a/2TlZTMzZClUaxmY9GFb02vEFBBxPbN68+Rm597LZLE499VS8733vw/T0ND72sY+tdJcCAgIEq1ZoHAloBVbrKUkgBQehlZoYOgEAs7OzkYTw6elptNttjI+PO5KSSqUiYR6LJYIOCjvxxX0rcaIAskSeY1RxpBZqJb+0DvNcDlqm1SLPH7ZDKy7JGNvg35ZQWgu3Pp8iiSEq6qFR0sj2VHSpp4qiQePl+bvdbrtcFe2jWtopqjSsjM9WIm7JtpJZSzxVmNiwNPX4DPL6+PaICo1BuRLsk86f9czZZHiGB+p41XsxqK+676ynR9dcPSbq/eH7TFLXkCS7/ktBx85xWNHL1/yxSeHcPyoudN/pmDiPmr/zTCR3AScWbrvtNmzevHmlu7GiyGQyLo/ySP4NCQgIOLY4qYSGL2yHICklUVZyaUNGmNxMEdJoNDA9PY1+v+/utxZQtX5rGMtySKX+w8j7NZEZmM/NsHH8TFKPx+OoVCpeqznnRnMLSAAzmQxisflD3tRqyz7QW6M5IZw7JVvW00EoQWZYkoYRMS+E8+0j0iR2+jyGbGl4l86bllTlc2nlV7HCuVCPAfcL++IL6bJzrcLHEl7mFmiyOvtm50xJMn9TLKmHRkWz7n1tX0UhRZ4KMt6nOUw65sXge6ZPJNqx8j2ut03otvvW5+VQ+ESMbU/D4TQEjfPOuQAQ2eu6NryGe0UFdkDASiGfz7t/657p+OAHP4gDBw7g05/+9KKFLgICAo4fVrXQ8JEKvm+tuCxpq8mkhC/0JR6PRwh8tVrFxMQEXvSiF6FWq+HWW29Fu91GNptdEAJCaznvB+Yr/pAQaY6FhkRZT4ASbBJ+YP5sj0wm49rj35o3YufHZ4FVAULkcrlI+VNfKJWKI+amqKhQ0k+Cp96TTCaDXu/wieZakpXzAQDNZjNC4Lmm2m+CfeL4VPhxTbheJLpquVZSq14jnwDjXGqoEQWBklK9z9cvnweIr3Vf2tK+FDp2LdgvXWu7fuqx8h0qqKRb/9Z5icUOh8BZi796wew+s+Lbzq+KaL7WkraE9XLpvtRrVDTaMWqIpPadAoMePN0bGibJ91qtljtTRuc7IOB44XOf+xzOO++8le7GCYN/+Zd/QbVaxVe/+lX3/Q4ICFg5rGqhsRistTqXy7kfEkwl8CRBJBsaXpFIJDA6OoorrrgCb3vb21Cr1XDVVVfhu9/9rrfakVq06cqt1WouvEqr35AsKbkiCVZSw/5o/oQ+11YhAqJnbPhA0kWvhlp7KVxIKikI1BMAIFIViPeqALRJuSwZnM/nMTQ0hGaz6UroartWJCl5o8BgVS2Om8SXP5xDDQNSoqw5BawuxvWw4VQ+zwPHpX3TQyA1l8Le41sLX46DEmqF7lvrBVICbkm2knIl+uxvu912+5RtqJBSoa6f8Vm6JweB30m9Tvtpx2iJu/UiqDfNzoPOr11DG86mHiMrDu19wVoacCJg69atKJVKK92NEw5f+MIXcNppp+Gxxx5b6a4EBDzjcVILDWs1Jkjc1ROh3oxUKoVcLgcAmJubQ6PRwMTEBM466yz0ej3cfffd2L17N3K53IIQHLavogWAsx7zR638vC4Wi7mDBEnKbdiRktZcLoehoSH0ej2Uy2WXo6HhOT6yRLCPVvwAcOcXqAChFVrPM9BxkvSqyFDip8nX9PCoF8Na/dm+ElrezzVWwsqwIPZV4/+1T1pJic9kWJX94TXaF5Jtvqfzq/kgWtlK96MvpE77qWNSIWq9FoM8Ita7pF4aAAvGyj1jhY6vGpS+b8eh7y8VdqVj1LGqMOWzFIP2AUWuWjA1LEy9QLyXe5ifc+9wj+j3QYUpc7GC5yJgpfHud78bF1988Up3IyAgIGAgVr3Q8MWE82/+JoGgldqScLXyMkE8mUyiVquhWq26w+u+/e1v4/7778dNN92EBx98EBs3bnSk1kf6er0eGo1GxGpKLwMAJ3Zs+VmG5GQyGecBYEiKiiImUxcKBXewoD0TQMO57Li1spKS42azGfG2aMUihjJRrPmEAfvG6zRZmJ+TgOva2WvYNxtORq+Beg7UwqyhVSpgfAKI66JhVDoOvY/zaa3seg/Fk5Jg9Qio0NA9G4vN58mohd4nJKxIsdfqmDUEiu2oZ0xFEz/nZ9oP9QqRtOt8WLGwWN6FnWfbd4UKGvu+7QuAyHOtkNMwOp0nG9Jl27d/c+9rvpINvQsIONZ43vOeh2c961kr3Y2AgICARbGqhYYlCTZUguRCD+nTQ8P0Wk2oJVliOA0AVCoV/PCHP8Ttt9+OZrOJYrEYiXG37akHwlrl6RGwp0NrDgDr/CuJpphotVou14BnelSrVSeSNJxGw0GUeGn1IcJ6NlSwqDeA/SkWiy4JUcUVvUKEjZ/XdpXYaViYEmJFPD5fKUnvVcs/55gEcVBol/ZLz9LQdQTmcz+0epQl3nZe9RmDPAAqKqww1ufbv/nakl/bFyXvKsp4v1YW09Aj5hv48jPsszmnSrZ5je2/FUS+v5XUW4GuffC1pV4Lfb7P+KCfW/GpIku9UDoufk/47woLETDsMiDgWOPKK6/EJZdcstLdOGHxrne9C+985zvRaDRWuisBAc9onNT/I5JgsYyrz5tBIqoJvvF4HM1m01n2lSjG43EUCoVIiIyG2QBRkqUETq3wrLjDpG6fJZ3kh2KBBLtcLiOdTuOlL30pnvWsZ+Huu+/Gf/3Xf6HbPXw4Gy3qKlyAaIIsySw9Dyqa1NNB4kmLO+eAFauYF6HWXN7Pg9EsSeZc2qpJer16XfQ+zqcvyU+9JUquVfSpAOC6c0w8SFGTyvV+FWw6p7r2Nr5fk995vR0Pr9UqWdYybufQhppZ0ajP0H1vQ5M4Lt/+A+Yrgdnr2YYKOvbD54FYCoPEhw3v8oVC2nZ89/M93QO+HxUrmsfh6+tSfQkIOFa45JJL8DM/8zMr3Y0TGr/xG7+Bd7/73UFoBASsME5aoUESxyRhCg21fPNvDbfg+41Gw1kpNQGUf+uPtSj7vCxWaCg5177oe0pwSPZLpRLm5uZwxhln4Kd/+qexceNGZDIZ52nJZrOunzwYT8fLkp7sk5JHWrdZttd6GChGSMgpfkjGKFqYXM518MWz2xAvhltpGJmWZiXUq6JjU++Ali/VNebzaI3WKk66lpqvwFAbuz/UY7Zc4usjrNpv68WxIUH2PtsPPsM+RxP8VcTq2luPkHrSODcqyjindow6Tu3/YiFFPnFgw5A0p8J6IHzize77RCKxQMT6PBb6mv3X74w+x9f3gIBjjec973n4+7//e5x77rkr3ZWAgICAJbFqhQYt4EA0JMZaiFnS1lqASciYL6EW9H6/j3q9jlar5c4WUG+ALcupYSYaRkJrsLXsk+jqe1ZkAIcJTrPZRLlcRiwWw/nnn4/x8XGk02ls2LABY2NjiMfjePTRR1Eul924SLJYopNj1/MrLMnl2JSAqTVeE9Y15IgeGbZNQkpSaOeL4+J4uTbsq5J+hoHxme122+XL6Jpp2VxNWueYrYeGn1lyybniPFqBwfdVwFiyqyFVeg3HZJOVlbhT4KjY02RytmPPVOFaa3/YB71OBQP7qeVdKUy5b33Wfzv37Jt6DDkPFroPtA9W5GhJW0vo7XrY0r68Vj0R3W7X7Rs+V70Vmi+k+1/nUAW3nY+QlxFwPDExMRFERkBAwKrBqhUaQLTiDy3U1ttgQ6Z4n4brkNyRhNnEamD+wDUNL1Lxou/ZeG6SYSVUSmKsxbvf76PZbEae/2M/9mP4jd/4DWzatAnf/va38Y//+I9485vfjFKphN27d6PdbqNUKkXCxfhckiGbbKxEL5VKod1uu7M+isViRJywH0xOpwigtZcVr0gm7RkVGqpEC7pamEn+NLmWz2O+DIWfkkFgXihkMplIjomWsVVLf7vdjohT7h+f10XDsDiPGjY3KKyG6+gjwovtZ0vk+cP5pNCwXjP1/Fhvj3oC9D4geoK9lnW2gpT3MwFaibqGNR1JOJFv3+t7S3mK+Fvn186/fq65Olr6WK/1iSoVXXYedK8GBBxrnHvuubjmmmtWuhsBAQEBy8aqFhoWJExKWlOplCOg1gpNgqThJO12G5VKxREnkkqGDGk4CQmGj5BpCJASbj6fBF+JmU1gpgV77dq1eO5zn4sNGzZgZmYGd999N/bt24dYLIapqSn0+30Ui0XXFyXh9Djos6xA4txQVFA8UHixf2rV53yptV2t+TYpVueabVjxY6tIdbtdNBoNN9fMB9HqYYRW8NJypny2zrGtdqXrYz1MFEVK0rm/bGUmbVPX1ZdYvRzYxGf2R8WWr02bJ2FLtdp9bUPR9Nl8rs4t9wnXg0JQx7oU+eZ9bF9/2/2mWExYaBv2s0wmg3w+76qCtVot13/fd0LX1eZpcQ7sGToBAccSGzZswB133IFMJrPSXQkICAhYNk4aoUFSrwnaFBoMQ1ECY+O4GaZSr9fdAXJ6n1rFrbCwIoPtkUiRoJHM22pHJORqoaeoIem+44470Ov1MD09jVtvvRVjY2PI5/OYmprCpk2bHAHWBHaOk9ZwrazF+dJkbgqbfr+PSqXi/kNTQqpJ4CoUeCo550k9MjzUjyQwnU4vIIQkcLyP76fTaScUOZdcVw35UlLIMftKunJ9NMSMe8DmHGgbtjyyFY06FhUZNg9lKUs9oW1yP3HNUqlURLSpsATmQ494PWHHqyJYxRzvYUgRx6DisNlsIp/PI5vNRjyBtkww50Sh30Nf2NEg8WfnhW3oe77ythwr95CGAgJw1d18+0EFhzUSsK0jFZABAU8FmUwmiIyAgIBVh1UtNJT0abgUyQuTljW0BoiWYuV1mUwG7XYb1WrVeQHUCwJED/rjewyNoYVXSZX2hX1Qi7u1zmoIixKYVquFhx56CA899JB71vDwMHK5HNatW7cgjINEkwSdHoZGo4F2u+2qZjGEKB4/XGVLSZuGVZFkMgSHBwqWy2X0+303dwyfYju0fDPEitdqXgA9HST1fH4ikXAlfFUY2HnTqkgkukoCdW6BeUGqa6B9sV4qFWxsk2TcigwAEQs3hZsKOe2D9WZRRPF6JcY6bs6zeljUG0ShoIJV50FDrfQ59nuhpNvmNGieA/cP57TX60VOm0+lUq5QANvXtbFJ/9ajYA+uVK+fLX+s3yNrAGg2m5GcEopyzpVWIWNeFT1tmtvCvvqEpoUVXSGfI+CpYMuWLXj00UdXuhsBAQEBR4xVLTQGIZFIIJ/PI5PJRIiiEkuN4e92uy4vw1c2dTGQhAALT7G2YRl6VoMKCQ0rInmj1Z9kVYkYcyhI5myJXD6L1maOi0KBYWDMZ+C9Og4AaDQaETLMvrfbbdRqNdRqtUgSNsfCNrVSkSXdOhae32HDuWhpVtKpyfk2tMaKBPu5bUtJNAmylvlVT5OG1thnLjdGX/egJackvzYsTPcU77PCR9dHn+HzCqjV3j6fBNs3p/paq3PRU5dMJt0+5H7WnJmnY/X39Xexawd5SmyImC09zM/pSVMPo35PrEczIOBYIhaLYdeuXSvdjYCAgICnhJNGaFgrt48E+KztJEmayHwkz9S2NTwDQEQAkJjpc3whPPpavQrZbHbBcxmSZPukxFgrXtmxkvjbczdUgDFXhZ4CWtRrtRoajYazmFMcAfOhOxQ0GsLFEDX1RCnZp2jRNVTBphZ/G4aklnyfJVnnzQooDYVSQTIohv+pwIZb+fabFQL2Wuths+1rO9p/jlPHxfa1X7aMrrapIlBzFXRuNERNn+ubC213qXnjmJYSLBQFVtAS1oNo27QlcO131SfiAgICAgICAvxY1ULDF7tNyzlJAK3EwDxxsmE+TICm5d+GXfBeQomZllYlyeK1lvha67T1dmhYlZ5toCE3fE1CRJJPwk4R0e/Pl+7NZDLI5XIRzwkt93yujo/9YxgW55Sw5zFof3gPx60x/yRrOmbNE/CdV2H/BrDAuuyzNFuvkT6XY+B7fAbb1rNCrDXbJqGrMPHtS/vaCiPr3dDTx9m2ilM9cV3bs2JN969PdOlc2H7Zv1X08Fl2L1ovjO4zFcls04pE9UCoCLLraKHfDdu+vUfDvyjCeb2GXvrmV59jPURalc2KpqfjyQkIAIBf/MVfXOkuBAQEBDxlnBRCQ8mVLWvL8B0lYhQVACKEWUn6ILIFzBMtegsoZBqNRkR8aOy7JY7aVyXRSoZsUq4lk/xhGJSGjHAszD+hoLKCSE/P1nM2KBg4d0wCpljhtcB8XoJNdlYhxdd2PghaxzV3wZYE9lndfaFFSgo1NAaYD73SeWJOga6Rz/JNjwpJtYoVTZZWcF5U4PjA/WAT9znfFJQ6Zt2bnB96uVRs8TfBqmJ6eKT1duic8nOdMxV0Koy5VziHFPH8TAWdTZInbDjYoHVRj41+t3R+Bhkj9D2fh0LFGPe+FYxcG54Bwz5ZBLER8HRw9dVXr3QXAgICAp4yVrXQsCBRYAiThtmQFJBQ25wIYOna/byGhDgWi6FerwOAi1GPx+OuOgjJvVbuUVLHfvI6JX58z5egzH6wvySnevCYWpi1+hPHq/3RnAo+m/0ColV6OH7rlVHBxLbo6dHwGvaNvzWPg3OnlbCOxn6wnpFY7HCivMbs2zXWSmG+PWCFks+yvtw+sp/0orA/+hz23ZfnAsyvsQpF3Sv6HO37oPasSLOeF2BhzosKEM1/YCK4GgCW8rhoe9on7hXuTz6bItg3vwTX1c4HMC/wOZcW1uPINQnlbQOOJf7kT/4kEo4bEBAQsNpw0vwLpuRJ8wFsbL1a3dUCutxYa62Yk0gkUK1Wndeg1WpFksNJZPRwMA0jUjHEkB3mUKh135ZdVcsxoWQtkUggl8s5y7iOlX3hf17NZhPNZtN5Rkik9ERq9W7o+NXboKIFmA8B0jAtDRUi6dP3bOjK0bAE2+pOdr6sh4hrrEJDhZiGKvnCc46EdOp+Vc+SFQlWFLBqln2mPbtFn8HnaHidvqcVl/ReXWufp4fzpeLZhj7xGl5vBZxPtNnvowpr6+XQZ/u8PTpPXDe2odeowNaDFvU+G9IYvBUBxwp/+7d/i//xP/7HgnC+gOXh13/911GtVle6GwEBz3isaqGhAoJkgESBeQkMJSHBZqiDhju0222kUqkFJUaVNCn5Uk/D6OgoXv7ylyORSODWW291ZWJ5H8m2elDYXiqVcv2yoSXWQk5SpNWdLInjNSwNq+SOooEkNJvNotvtolqtot/vu34o4Wy32y6kyB5cB8znC6g1vlwuI51Ou+RxFSvsq7Zlw6UsudOyqErurPfJkm3NZfCRbrt3tG8q9DR8jfOkHgDODedB14N7iHOrBFrD47imDGmy1n4Vp3btFbZfhHoeLCG33gMVhwAi+U1aSICf+5L52Z7NkaHw5feU3z8KTj0rRXOPVFDrM2x5W90T1iNjP2ff9TqOkR44u898xgqt4MYSv9YCbb0qAQHLwcte9jJXYCPgyPHNb37T/ZsaEBCwcljVQgOIJkiTKOlBe2o954FwFB9KwDRExBJQ/ZtCJZfLYWRkBOeccw5+8Rd/EXv27MFdd92FTqeDfD6PSqUSqc7Df/BsTDnJqLXUMvyKAqhWq0XOE9DzMdSCzTFpKJYNv6G3Z3Z2FtVq1b3HuSB5y+fzEXLJvBY+T0vb5vN51x/+56iETPvOcfPvZrPpxIG+r9Znuw5WkOi1GiLlS/C1feOYNDSGYkO9Dfb5Oqd8z7cf7XPtWEjK7UF71oOl3jJfmBDbtVBvzKBx6LO0bc1D8XkBrNeAsPOiJ9RrnpL2Q/eIzoHPi0LY+dXCBvZaDefScevzVBgNmmN+rsaBQR5ROzdBaAQsB//6r/+Kbdu2rXQ3AgICAp42Vr3QIFRkUGioZZmx4qwsZasO+ZLA2a7+JJNJ1Go1bNu2DZdffjnOO+88rF27Fvfff78j4jwIjOFU9J5o0raelUGPCwUCLefZbNblEvR6PXfgnvaL7ShpbbVaLqRLCZ0SVl7HcCo9s4JWat5vTzNnG+w/f3c6HUeG6QkB4OZAiadavkmE9TXDzLSCmCWdCg0vUqsz++0Ln7LzyH74Qn6U5Gt1LPXW2H5wTTXnQskr83g04VtzBbR/GgLoG7uKLAutqKReBfsMHQ+FXz6fjwg/3zr4+mTnXat4cc+rJ0vnVOdqqfAkX3lnwoomeqV84ZJ8X70pvuTygIBjjY997GN43eteF3IzngYuv/xy7N69e6W7ERAQgFUqNHz/6adSqQWlVEnQSfgajUYkz0DDbUi6tVoUoVbqubk5bNy4Ea973evw2te+Fr1eD7fddhs+/OEPY3JyEhMTE+4ciGKxiHK57PqTTqeRzWa9ngZewxCSTqeDer2OarUaIWEUHiwpmsvlIoSJ/e90Os6KzPGT2DUajUjiOD0OJGIUa7HY4WR3VtxRqz/FCZ/ZaDRcMnyn00GlUomcr6EhANbroGd9NJtNAPMhOST4+lqJH4kr19vmvFgSrgKBaw/Me4L0IEP1FLEPGrrFdnwVp9TKrRWZtC9MeqcQ5fu6P9TL5Ct5zO8Dx2tD77Qv+t2w49B2VWhQBDC80D7DF6rFNlTcMERPBZ8Vf5wTjlXDDRczAtj3Br0e9LevTZsHowiiI+BYolAoBJHxNFEulxf1SAYEBBw/rNp/zSyxoweAYiOTyUTIIuOnNUeCeQpKZkiqNFEbgBMAIyMjqNVq+MIXvoA77rgDu3fvxhNPPIFut4sXv/jFKBQKOHjwIKrVKh5//HG0Wi2USiVkMhm0221HZDR+nd4PtfBSJDDci+QemCeuWv5Vrc4kyySCrVYr4mVotVpOdGkIllrPKVY0Z0NL0NqKXonE4dPYeX02m40ICvZTrcl8z/aVooYEu1AoIJ1Ou/lTT4B6bAqFgnuGemA4HyrubOiQEktNumb/eK0NaVJCoF4BFXVcYxWWvV4PtVotkhOh3gb15Gg4HPun3gJLfK13QEk1PU9WJCjBBuDWXgU471XhrdA1VpGQzWbdGjIMkOFynCfubQ2dsp4v7hkNedQT79km19pXUYz91H3NcTGkkvucc62C3I7PPmOQgAkIWA4YLhvw1FGv1913NiAgYOWxaoWGBUlLJpNBPp+PJD+TJCvUmmo9HNbKSoLR6XTQaDTQbDYxNTXlLNLnnXcerrzySlxyySWOEO/evRuf/OQn8V//9V9Ip9MYGRlxlms+K5PJuGeQ/JDYaRUnLQsKRMkxiY+SeraZTqcjZ140Gg1HGAE4CzXFAnMk+CySO1r4AUQIms6X5h5QMGhug3oHlgp3YegXRUelUnGhXRSU7LsKBmA+HInv2Tni8yiStNQu94kS7qWIo29vUez6LOKcD/2x1ZKsdwCIVm1Sj4Dt41LWdusFsNdrv4Bo2NVS7XMuKJS4nzXZu9frOcE4KDzK9kHHaOdJhTJzajRBfZAI4PdtsbGrV4kCUcMJAwKONv7oj/4Ir3/961e6G6sab3rTm3D77bevdDcCAgL+f5w0QsMSELV00loJLCxxCUSrBCl507ASIpVKodFooFQq4Wd/9mdx6aWXYmhoyJGsbvfwIXlnnnkmXvva1+LJJ5/Ek08+iWazueAAOltNqN/vO6tqsVh04V4MCfIlEtuQEs3xoJeExJ9lbJWAa7w8Q77YLybOa1iPDf8hgVfvkebHkJTxHmthVisxgIiHgGeTaBuNRgO1Ws2FoVEc0fJscxzomVHruXoHLOlXoroUaefc+fIXtACAHSufo3PKPrE9W6jA5skwrMkKLRUkvv5qmz74wqJsAjrb4N+8Xj1InEOtxMR1sPPnyytRsWeLB6hniILBV2zBJ6J8f/vWRkWdCg4rgAICAgICAgIG46QQGrFYLJKjQZLCQ7aazaazQJIMaVy9j/wC8+RJCWo8HkepVMK5556Ls88+G8ViEYcOHcLevXvR6/VQKpWwZs0a5HI5rFmzBmeddRZmZmYwNzfn8hqUCNs4dT6LoVZK9EnItZpVv99HLpdzyd0UDWyL4oFtAfOVeTQsTD0OFDya0EtLtE3SZp+UGDMvwybTqmVYrcaDiJuSPs1zUM9PKpVCLpdzogqAy/dg3xnuxbwTjk/nW0m1TSi3+4JzpH1TUco8E77WddYfnRf1LHGfaliVijUV1HZufbDXaY6GnXsl2HZsdr/6RA5/8zqOQedb96+KLrsnrAdCv6v8TMtUM0QOmC99a/uu/dV5YZu8xop6zge9g/qeeviCCAkIWDn86Ec/whNPPLHS3QgICBAcF6FxJKEdR9KekhmSeOZWkHhqUmm/30e9XnfCRMmIJU0+aKjG7Owsrr/+ejz00EO49957cfPNNwMAtm7dimc961lYu3YtyuUypqamUK1WUalUUCqVXK5FLpdzpNbGhAOHvQmtVitCjpUMa/J2JpOJnHZurbEk5Qwx0VwHhn+RWJPQ2RApWo21QpYSTPUS0MtAqAjheqlQUZGjz+e9SkhJwIH5s0HUk0Fiyz2hnhUlt3Y/6bprmBU/pyABECGaVgxZYqpCVUOkSJp1znSf6V7gOjOsjWLL53XQdde2dF+oN0sFN9vVdbGCwOZT+OZRr+f+VoGqc+wTFz4hptcwhCkWizlR58vz8Hk1OFY9g8M+i3vI3qd7WnNWtGKYeh4DAo4E27dvx3Of+9yV7saqxsc+9jH3f3FAQMCJgVXv0VDvhRJYjQenQKBnQ5NtgYXWZnsImJK1Wq2GXq+H++67Dw8//LCr+nTw4EFks1nUajXcf//9mJ2ddZ8x2ZvEWMuekvi0Wi1HIhluwudT3JCsZTIZ10+SHespoCeHxE6TtzXkR8kV54ykk2Pm9cB80j2JFpN91dKra6OWaI5FLcskZdp/XR8KCSsGdV3Y7tjYmCsIwOezvXa77eZV10CJP6EhdGxHCbTOmZJnfaaO34bzcO59FnTtg+ag6DknPu/FIM+LhfWicF9Zkm/hEwCDxIKG2Gkoms6XeleA+QIHnFc7Fv2ucg/avB+fh0ZhQ790LEsZGAj1qgUEHE285CUvwcte9rKV7saqxQ033IDvf//7K92NgIAAg1UtNCxJJoklyaEF3pJmWjQ1zEoJk8+ayXuq1aojSyzpWiqVcNppp+Hyyy/Hc5/7XDzxxBO49tprcc8996DT6WB4eBjFYtGds8Fn8NRr5lOw31rlSOPpE4mEI1hKRLUaEYCIpdZWSVIrts6JhqJoLgfHraVyGarE57Av7LNdG/aJc27D1tTSbkOJ2H8VOmqN7vcPl8StVCpIp9PI5XLOS6PzwPm11ae0PwoboqPvcV183hELG5KmoVBqhfclF1uirnvUimGb9DyoXxQ6GsKk62XzJTQszopjjk8FroYQ6Zz6coCAaKndQbDhhSpy1DvBfTMINkTKeu8WgxWXNiwrICBgZXHTTTeFJPCAgBMQx0VoHO3/kNUKSZJAEsMfJj8zjp9x+mpdZVskRrzOWvRJKnq9njsBu9VqRUKPmB/RbDbx5JNPot1uY2hoCN1uF5lMxlnTeaaEhlioZZnkk+Vn2T8+X5OCVRiRNOncKGnkXLGfHIOGynQ6HczNzbnkXR5uSE8ME7CtB0hzIDTxWgUOED27QsmqiiC+tp4NDQ2z8xKLHU6ar1QqKBQKjryTeKrooNjgs0g4fQnJnEeeWcK5pvdM59wSd7Waa9u8h31jOUsVxbo/Vdxo2JjNfeE1fIa17uvc67zSI2ZzkXw5DioI1CtjK1Kxryoa1QDA+dJyyZpXxPGxDbtGzBXid0iLLND7pX3Wv63XxpejRfCQSetJ43xqOB3b8RkpgiAJCAgICHimYlV7NBTWisucAiULGi5BYmWrOWl7QJTo0dtAYpTJZHDppZfitNNOwxe+8AV84QtfwPe+9z0XXqUWUHovfKEvFApqLSUhZq4GAJdzAMCdU8HKUDoGS9qU7CiJ1fnh6d3NZjOSC6HkmUKj3++jWq1GyKmGvmi4EPtBkumL6/dZwAddw76pMMnn80gkEqhWq5ienkY6nXaCUO+x8zBIDFhiScKtXjOuf6/Xc2dlWCKrXgJ9n1Z3DY3S0CDdyzYkynoefCFNNpxJ7yUsAbYekMW+CwAiHiWFig07fqLX60UOZlQxyH2kglmFi3ow1OOlazxoTLpGtr++6+wc2TH52rLvBQQEHHt84xvfwF/91V+tdDcCAgI8WNVCQ8MZlMjS+s3EZ00StpZSX+Kn7zlKOmgxz+fzuPDCC7Fx40Z86Utfwr59+1Cv15FIJFAoFJDNZgHMkykSQJtcS6syxQPJFj0z9BLwwD16X1KpFPr9fsQzodb2QUSLc8BwHZ4UrkniACLJ5b1eD5VKBQBQKpVcLkk2m3Weo3Q67fJM9Nkah29DcdQqrCTVB2s9t4emtVotVCoVDA0NuWR7G/dvw+V886RhNdwnemgbAORyOWzcuBGNRgNTU1MRL40KAd07fC7XiF4sLc3KewYlrVuLvPZXPVnWm+W7l/NMMaleNfZV10JDlJYi1CrobP9VtOdyOSSTSSeWVTzYvlrBwbm2noZjDc5NyNMICDgxMDMzg/379690NwICAjxY1UID8IcwaPlTWqFtWJHPuu4DPQskcrTqA4crQ91xxx3YuXMnyuUystksRkdHHUGzFn4NS4nH4y6MKhY7HMbEilgaIhKPx5HP5x2RYogSP+cckABSOKnl347HFwpCD1A2m0Uul0On00GtVnNjZlhZv9/H+vXrMTExgZmZGWzatAn33nsv5ubmXKUvElbChilxXCoElKQPghJMXUMKpEQigXq9jkOHDiGdTmN0dDQiaJS4Wo+GPleFKwUNcFhg8nyTXC6HQqHgPlOR4PMy6HzrXlByzWeqVd+um4YIEWph132nn/uEn4Zw8bUKpUHhZGxvud8f9aZomwx31PBEHbfdG9o3za1RAaL5H8vpnw+LeTlsv0JoVEDAyuKGG27AL//yL690NwICAgZg1QoNEiQlRCQqTHbtdDqORKXTaUecCVrEgXmSpVZbWucpNlgyNZlMIp1OY25uDv/xH//hiNfY2BgKhYITBvQUdLvdSAUqtWRrKBPHxf7wNUk+Qcs9x6klPnmPJcmch1qthmaziWaz6UibxtvrMyh8xsfHkcvlEIvFcNZZZ+G//bf/huHhYdTrdaxduxZXX301br75ZmeVVo+Iihoe2kZhoH3WfquFnvOgVYXYZw1nSiaTaDQa6Pf7KJfLyGQyKJVKbu507vk3E+tVkOmz2e9ut4tSqYR8Po+5uTns378f+XzehZrp3KnnygoAQvMXrLDUa9R7oBXVdAy6N7nXOA6de+4zjoew3kDdQ5xX5lJYDwO9biqeCY5PPQ3aJ75mVTidKyswtA3tg45DhZ22w/7rHPBeXTcrvn0/nC/OtT5D80ys8LDhVQEBFtxHAUeGZrPpirIEBAScmFiV/7IpgdH3CMaAK+ngP0ZK3hYL0QEWkg4gegBbOp2OkCRWogLgknyV8KvVnqFPBEmKWq41LIj/ETGUignlWvrVWq41PIptsjSuTSrWZzcaDTd/o6OjGBsbQywWw8TEBF784hejVCrhkUcewZo1axCPx3Heeefh4Ycfxp49e1ypW+0zACeKuCYK7b+SSrVQ8wBAHZeGw7VarYhHoF6vOy+TElAlvBrCtdgeaLVa2L59Oy699FLceeeduPbaa7F+/Xon8uiV4jqqWGTOi60c5bOIWy+EJpxbcWK9OioorSCw49LnqCfMngGh3iINr1IPmnqM7Jr6vDuWdGsolM/DZPtrRYcP1oOy1Pfdhu5ZoTjIQzXo+bYvdl4CAixe+9rX4gMf+MBKd2NV4YEHHsA555yz0t0ICAhYAqtSaPigFlGGAZF00QOgln+SN58VSYko27aEjmKBRIzki4SXZTzVkq5EzhIztmn7oJZlTR4uFArIZDJoNBpeAkSRoqE9GlLFe+jB0TM5yuUyut0u8vm8q5zV6/Wwf/9+XHPNNcjn89izZw9OP/10/MZv/AbGxsYAzIfidDodl/yu4oDt2/AWa/1XUEhZEqgWerXGM5+iXq9jdnYWpVIJQ0NDrh+af6CiT5+rJLbX66Fer6NYLKJer2N4eBhvetObMD4+jh/+8Ie47bbbIiVb1Ttgw/WAhSdv8xm+vBYluDpPuh95P++xeRVsUz01lrjb9xSsQKbtWkGke8m+P2hdtd8qCuw88H3bXxuSpZ/ba9kfXx+0ba6ZhjrafBV9/qDwsoCAgGOLe+65B+edd95KdyMgIGAZOKmEBrCQXLTbbdTr9cjp2EC0HKUSdbXO6rV6UrWKGC2tyWdoiIqGbGhYiiVTKmrUOs58DFrH2V8KHFqW1TOhyd4kThxfo9FwpVRJAjmGTqfjxFMmk3GhRTzokH9PTk5ienoamzdvRq/XwyOPPILHH38cwOHwH4obhvLoIX3qrdFx63zrOupccO4pjOycMVSO818ulzE3N4d8Pu9yAdRKrcRTBZiuQTKZxNDQEHbt2oWZmRlMT0/jJ37iJ9BoNFCr1ZBKpSIeDR2bejfsmKw3hf3S6/T0b+23b95s3oWCe8/mkWgfrcXfEnQV2Np/fc8nQGxonIVWj7JCRgXVIBHmEw86fwybs+tu197Xjq6pD2zTrpvtS0DAYhgaGsL27dtXuhurAjfffDOazSZe8pKXrHRXAgIClomTRmjwP3TmAGjZVuYlEEryNPa/1+tFwqF4LYkWressbUpSyzhwmwBNwk+QTOkJ3GxTQ1jYF7WikjTZXBJC76/X666/fK6SLZJuigf1dmhOA8vyAofL6W7atAmNRgONRgPj4+NIJpO46667cP/996PdbrsqWXwO571QKKBQKLg+UIBwjMy50BK5HLP2VUOp7NqroNJzSZgnw4pdQPScCSuANMmY74+MjLhQLAB48MEHkclk8OSTT2JoaMh5RNSzoHNp+2q9EdxHhM3rUKu65tSwr9YLoKKb668lZLXili8cS/vJPrIf1gOoIV0qAFTU6TO0XyrguQ4UuyoIKNb1Xv1M27WGBP5thZwNEbNeJxU/+p3UfBqbI8N9aucoiI2AxfDsZz8b73//+1e6Gyc8vvGNb+BNb3oTpqenV7orAQEBR4CTRmiQ3KmXwme9BKLWWmChN8GKBJ+lVq2ZGnqkPyQjTCDX9kiy6EkgAWSbPMlax6PhGiQ1rIDFECCSonq97hJtVWTwWUrsSbR4ACFfNxoN914ul8OaNWvc+RTJZBLr16/HDTfcgKmpKWSzWefN2L59O4rFIh5++GHs3LnTzZ1a+n1hLVYIqFXfrp2uiw3P0fk/ePAgCoWCy2mxXgS1mFNoWMu7FgLodrt4/PHHEYsdPsBQ18kX9qMCguPhtfQU2RA39lO9FEt5BnRerPdBxc1SpNfX9nKfq98NLdTgE+E+IW69A/ytJ7wv1kfbF1s9bLHTvO2+4Lzpd137FBAQcHzwrW99C/fccw8+8IEPBJERELAKcdIIDUtcWZLVkjS9Viv5kPiQ1CgRVwJpLbf0mmgoEk8I1xh0JbQa6qOH8/mqT+lrW8aXRIjnEcTjcRf2RMuwemsscbIktF6vuxPJOQ8aflWr1TA6OorNmzfjjDPOQC6Xw44dO7B//34MDw+j2+1i7dq1uOSSS3DmmWfilltuwczMjKtYxGdxrHquhi8ExRLjQeE5FFNW6FFwVatVtNttd4q7ii/OpQo19oHQc1DUeq8hdj7iPGgdea09p4TzxLA4ekU0HEv/9u19vlZR6hPbg7DcnAOdYxuStdSzuW7qORoUFqbXLyaCtE82tErDJPX7bnM/VDDacComw9u+BQQEHFt85jOfwdVXX73S3QgICHiKOCmEBkmftRgzx4EhPUpCgaiFneRaiRMAF17kO6vDF6ZBrwHbZXgWrf1KHtknVqDSU6f1uRQlFAz0VLB/mUwGhULB5V9o6A6v5dywTS37CcwfgMd+U7TwlHMA2LlzJ/bt24dSqYQNGzbggQcewIEDB5BMJlGr1RCLzZ8Hsm7dOmzZsgXFYhEHDx5EvV534+Z8aLgXoWTOep74nvXO8HOSQ1Z6ohepUqm40rEco+ZVsF0lzyrG1FNEaDlT7av1bPlCgPg7nU4vSDKmSOUz6Gmih4b94L1WBGuID0N4BnlDfJ4iS+Z988E2dd/bc0rYXwpWX1Uq7kO25wuzUuLPuVRYT4kNz7KiTgWiXXcdl86F7RPXabkibtCcBwQELI5/+7d/w3e+852V7kZAQMDTwEkhNID5JG2bZOsjCfytpNaSC7WiWm8ArZsECYdap5XwWTKcSqVcjoda+LX6kRJVJbn2NGJWuuJBcsxlILHO5XLo9XquLK5CPTskfNbaT1LFfIt0Oo0DBw7gySefxJYtW/DqV78a1WoV9913H+r1OsbHx/Hd734X999/P6anpzE7O+s8CZwXFQs+Yqtz7fMI6Ppw7XyhLyTizWYTlUoFxWJxgUCwQkAJJ39saVp+bvuja2L7y7Hpe9aDQ1HK391uF41GwyXUazgS12VQONEgD5z2Q4m5nVPblm/82m+9X9fFPsO2ybnVXCGKZc7lYl4EnwfGjsn33EHzsJRwsGJnKS+Lb38HBBCbNm3Cxz/+8ZXuxgmJL3/5y3jnO9+JPXv2rHRXAgICngZOGqFBgg3AWXs1gXoxkMwoEbTx3fyc3g8bOuIj0UCUxCiJZFvsN8UGBYF6aFTsqJhi+/Rk0CvRbDYjh+KpYOFcUXTYMejYVHzoc+PxOA4ePIhsNovzzjsPr3jFK3DLLbfgq1/9Kqanp9FoNLBjxw5ks1nnxUin086jAyCSQO2zSmsolYUNb2E7TB6nJ6PVarm/a7Wa+9weLmehhNn+2HAbH3H0hTf5oB4yfbaKIXpt6M1grgk9FlagLBX6ZMN/rNjzEXMNQ6IQ1dAiK0TsZ+oN1Gfo+K1o1O/PkQoNvu/bS1Yw2bEOep7P47LYHg0IWA4ymUyoODUA+/fvDyIjIOAkwEkhNEhmbNiUVopa6n5LqPR9igL1LKhAUKJLaLgHSSFfkzjSeqvEyoaakPTQws1wK2uxJpHme0qC+UxWOLLzZEmZJqBbsUFBk81m8fjjj+OGG27AxMQEDh06hFar5ZKjOQfpdBrdbhfpdBrNZhMHDx7E8PCwyymxXhadP/ZdoaRUybiSYA0LY8nhmZkZjI6OIpvNLosc2vWzZHpQsQCba7CUdVxJr1r3Ge5DcKxcg1gs5nKQ1ONiPVI+LNYnOzdKrHW81qOhc6PfIRuqpOMmOE++UCTrwVtqLNq3xQTjIA/QoPmxQtOONyAg4OjhP//zP/H2t799pbsREBBwFLDqhYYSfGthJMmt1+sRUqChTYlEArlczrVF8WArUSlholBQ66d6KXyWUe2j5kLwGZa4aSK6hpXw2Yzb5wGBFFUqENRrwnh5Tb5WTw2fqTkGShD1rA3mQHS7XUxOTuIrX/kKqtUqut0ufuqnfgr79+/Hddddh3Q6jUqlgmw2i+HhYVQqlUheBftoSabGwCv0Os6FzivnQ/cGvTz8m14N9p+hbPQC6TkcnAM9Td7mRGioHPeUlkzWPaT7QGEt/Oy7fqbj4HNarRZarRZyuZzLOeGzS6USUqmUO+vDClPC5p4wF4jzqa91jOr10nLCuobatpJ3FSE6N9azY+fE119f23afsD160VTMc3wqHq1I13m137OlQq0CAgKODHfeeSeuuOKKJY0MAQEBqwOrXmgQWiXKhp0AC88WIElQUq+EnrBk31eqU4kKcyM0yZXJ3kpm9ERxGyKlCd02cZWEiQnKFBF6IKGGeainh6FLNvSK0PMAfOEjSlIrlQrS6TRarRYefvhhdDodrF27Flu2bMHIyAjuu+8+FAoFPP744zj//PPxxje+Eddccw2+9KUvYWhoyBE8zhHJvQ1hW4xU2nXVa603plqt4uDBgxgZGXFeDf3x7Y9B8MXos69aUSsWi7n9QNjQKyWrtv+arG9Dd5jgznNNMpmMy7XJZrOuvDH3nfXM2P4TKkKX4wm086Ht8JpB3qnF+sDvrc6LnSPOy2LeCN/3fbF+q8gadE1AQMCxwYMPPogLLrhgpbsREBBwFHHSCA2SVCUeGupjcxCUYCoRU5Kh7apVW5+jf5McAlhAZNV7YYWNJUH9ft9Z3W14ENsA4MRDvV53JW71wD2GO7VaLVf1Sq3NKjqU8A4imRr61el0XBhXqVRCJpNBuVzGv/3bv6HT6eDZz342fuInfgL33XcfNm7ciFKphM2bNyOXy0U8Qlo21hdqtBjhV9LoC4eKxeZLqOpBjuot4jzpOrA9XWvCCjC7fygaFyOxikHzzb4T1tPC/cFx1et1FAoFnHbaaUilUqhUKs7LNDIy4q73CTfffl8KlrBbEWAT6BezTvrW2LZNqEheTlucx0QiERH3/O4Suu4UqPrvRUDA0UYsFsOGDRtWuhsnDB544AGcc845K92NgICAo4xVLzSU8NCizJAprbSkBEQJEImFDZ3wQckwf5Ss0BvAZ5DcAfOJ4Gppbzab6Pf7yOfzkX5YomrDhLRsqMbrx2IxFwJEL0a1WnWnYwPz5V0pNkiy2WcbNkICqQnYzPXQw+bi8cPlenfu3Im1a9di+/bt2LRpEx577DF873vfw+OPP46bb77ZJWvbMap4siEpg4ioij3fumnf+/0+arWaqz6lJzhbsajP09AyGw5l+8F55Lz6PDLWW6b7yPbf5hpwTPxMk8bj8Ti2bNmCF7zgBUin03jkkUdwzz33uNA1bVM9DINIu10b37WDvE1H4h2yn+v3EkBk3/v6aD1GVqCokB40Dl9/1OAwSHgt1U5AwGIYHh7Gd77zHTz44IM466yzVro7K4o77rgDF1544Up3IyAg4Bhg1QsNWk417yGRSDiLLgkirfma/KwWbRJmkgu2Yy2qluBS0LA8LYmMjSW3ISBaSajT6ThxxM9JoNSDoDkU2lcmBddqNScy2G69Xo+ICz08j2VT1SJtw2oYfgMgEs+uZ0BUq9UIce90Orj55pvx8MMPY2pqCj/60Y+wY8cOTExM4Mwzz8Tc3Bzm5ubcydgkyxrqxLllbgjfZ78orgC4xHqdY81l0PZ0PdX7xBwHTdrnM5WwKsG3c6drr/fqHrAeDPXIaFlXDWHSfcH78vm8GwM9S5s2bUKhUEC328X69etx//33o9lsolqtumdp1S27R9XzYAW8L0SJ+4zva14NP1dhreA96nEC4E6mV3Gh96uHROddCxhYA4BPgFpht5hXbVDfbY5JQMCRoNPp4J//+Z/x53/+57jmmmue0SFDL3zhC1e6CwEBAccIq15oaKiKHpCnIVIkf77ci+WGR6glWcmF5mTwOZogSxLV6/WcEGGfbVgO3ydhY74G32P/7eGETHbX69meJVMkbTbkR8dGUNxofgnHxva1slc+n0cqlcLU1BQOHDiAN73pTbjooovQarVw11134dRTT8XFF1+MW265BV//+tcdsdZSt5w3X5iP9tuKD7X+63U6Z51Ox1WfUqKtbVkLuC8k66mCbfq8GFaAHGm4TrvdxuzsrCsU0Gg0MDs7i3K5jFgs5og8hRSTyfX78XQxyCs0aCxce+4zK9gIn1eIa8O96avGdqRzuFjY2JF6RQIClkK1WsVb3vIWAMCv/dqv4W//9m9xySWXrHCvji8+85nPYGZmZlnhmgEBAasTq1poqBWSRJ7eDUtcCK3KRAKmZ05YAuGz5CoRtiFUtHb7klk1z0MFBTBvlVeLPAm8ngVC8aReGPaf9+gpyBoaxXbZXw358c2VDR1RImmt8swTGB4edp9Xq1U88cQTqFarKJVKWLduHZ797Gdj3759GBoaQrVadYcX2ipLusb2tQpEJZ0qEnittaozlCyTyXg9EFqRSMOMjhZs2J0VGrrOy0Uul0On08Hk5CTOOeccJJNJ7N+/H9PT046Ex+Nx5wXhvrKFAZ6u2FBxZoWehR0vMB8iaD0gugb6vY7H4269uBe0CMOR5Fcs5c1ge/wdEHA08cMf/hDveMc78IpXvAKve93rcN555610l445/vEf/xHvete7cOjQoZXuSkBAwDHEqhYaJCsk7Uri+/35hFlNqrbVcJgkqoJCybStSmTDb3g9Sb4mb/MzG4Klf5Pk2/ArFUskhgzvoZjg+3q9VtryhZBoH0jOFjvATq3h6jHic9Ub0Wq10Gw2kclkAAB33XUXHnjgARw6dAi9Xg/33nsv2u027r77brRaLWSzWZfrwWdpKBLnTUsG23h97Qv7Qa+SiiolpvRCaZiSXXd+zvFZEq37zOY9cH71tc65L3zKikE+Q4WQkneGsXU6HTQaDbRaLRw4cAD33HMPhoeH8dhjjyEWi6FQKLg2ut0uKpWKm1OeeaIhZNpXuybWq6d90mttng3XROdGv7fcW/ps9lnXxFYko1FBBSfDCH0J+fY7a4W1/XeC82xzeNQbpu8tJ9k+IGAQbr/9dtx+++24/vrr8bGPfeykztv4+7//e7z3ve8NIiMg4BmAVS00iEEEWsmNWuX1P36bk2AJor1Ww2y0chTfU+8I2yE5VOuxki2tBsXPW61WhNQQPBdEiRRFFsdJksa4f7arJF37ZQm2wvc++6rj5rw3Gg13gvX09HREnDz00EN48MEHUSgUsHXrVszMzAAAGo1GxLNiBZl6LBbzvOj4Kdh0nthHrTyl62dDY5RMcv3VSu/LdRjULx2P/ti9Yj0ai3mZSLSr1aoLmdq1axdSqRSq1Sqy2axLBO/1Dh9aOD097bxIhUIB2WzWCToV3Fb8KNHXgwU1BHHQuPS1/qY4td8htk3vhJ7/oqTe7j0rbnwk3+4Vu6c0kV8LOKgHTcMybbjY0faABTzz8N3vfhdvetObMDY2hn/7t39DqVRa6S4dVXz84x/H//2//xf79+9f6a4EBAQcB5wUQkNBK6QFBYCttKTkZRCp1ratt0CJCckagEg+BoUEyaGSEybzDrIck8Qlk0mkUikcOnQI9XrdW/a20+lEPCJKiJR8KTGyFn+F3qfweX60DxQbfJaKmXg8jte//vXYvn07/vmf/xkPPvhgJC+DRM4+yxfWQkKqwofCgnOtJ7dzD5TLZQwNDaHf7w/MWVHRM0g8cD8NCjmyRFfX1zceLQBgBQbf19Ad9nFoaAhjY2MoFAqYmppCt9tFoVDwFjdggYBarYa5uTnkcjkMDw9jaGgo8mzde+y7tejbMfn2GPupa8l9AsznNvE6JfIq6HT8KtZ1j3MO+b4988bub4p8fqbt2oP5VGTY800CAo42br/9dgDAC17wAtx9992u8MVqxre//W38zu/8Dvbt24cDBw6sdHcCAgKOE05KoeGLodZ/qJUA21CMxYglX/ss6JZwM2xLyQmfoZWUeB/Ji4Z9UTRlMhmMjY25+HX2r91uo1wuuypDhw4dwtzcnCuX6yOrJOAaImIFB+Gz0utnmkSu4U3tdtudHq7kkCIEAMbGxtBsNjE3N4ehoSFn1daTvdUz4bNQq2hTz4d6tfg+hRrHTTFkreT6o/NlvRoEz7fQAwjtftG5t9Z2JcmDhI6Ol+Nh3xOJBM4991xccMEFmJubw80334yZmZmIdySbzaLX66HZbLpn6yGPFGGFQsHNE+fKevgsGdewOyuWrffBriswnwuj4tCun10jS/p1j6lHz86/T6j6vvNcK/ZV15yin30LpxcHHEvs2LEDp556KiYnJ1e6K08Zjz32GC6++GI0Gg1MT0+vdHcCAgKOM04KoUHCQItws9l05Vc19IFWSs3bSCQSrmINSZ8SFZI5hqmop0KhBEtL3tqQEEI9Gs1m0xFHXqOhU61WyxHwZrMZ8VrEYjGccsopOO+88/Dggw/ikUcecWE01tpMoWLP69DQFPaNoSskdpp/YkmdegYYlsTSvZovQVI6NzeHcrmMer0eIWuWbPIzPpfrqc8F4LwWPJhQrds2Z4bhXbT2t1otpNPpiAVdSbqG1NhQonQ67QSh9X4oQfedGWKJu/V28fkqlvR6JtKXSiWcfvrpyOVyrmzwgQMHkE6nXY4J5477RquGce673a5LkteQJYoCiikrLtSDx9K0FpbE+zw9g0StFcuW2NvQJe5jvm8Ty9Xzom1xTPxMc51sDpP23ycuFxu//XcjIGAp7N27F2vWrMHU1NRKd+WIMDw87P7tq9frK92dgICAFcJJITQ0nIP5AT7ioqE2FBB6aBuhln0VKzY23LbP13ovibpNhiUoSnwhVfo3X/d6PTc+Hvj34z/+4/jt3/5t/OhHP8IHP/hB7Ny50yVbaxldks6lyNEgy6/9zOcx0eusV4EJyBs3bkQ+n0e/f7gyVS6Xi5BEHzG1c2yfpUKR88h5su3q2nN9FguB0bVW75Xmxvis4oNgvUY+4Wqvt/t5dnYW4+PjyOfzbg+nUikUCgXkcjknKOmd0FAfHSvPWanX62g2m07Q8n56LnQtdc4pRPgMuz98fy93Xvic5dzD3+yzijXC9t1CRchifdZ9sNS4ltrLAQHLwYEDB7B582Y8+uijJ2QYlRZ2OOuss7B79+6w1wMCAgCcJEIDiBKOdDq9IE/DhvDYOHeFxt0r4VFi6iufq781bIjt63PZPsOMVMwAiISEsJ/JZBKZTMaJE4ZxTE9PY3p6Glu3bsXzn/98Z9lWqziJvvbZlyfgm1cKNJs7YYm3hlCxj7T6cwypVAqNRsOdWj0yMuLGeyRWYranQgyYj/n3kUAtPUwrtW/9LWzeAa/XvA/tz6D2bJ80vMiuhd07VjDzrAwdczKZRLFYdAngFAsaAsX7iVwuF6lWxpC3RCKBXC7nQgBt1TYbcqj7yXrv7Ng1fMyHQd4DH6yHg94IFZ3alhVMvufYdRnURxtGFxBwLDE5OYnzzz8fN910E4aHh1e6OwAOe9grlQre9a534eqrr17p7gQEBJyAOCmEhobZMDRqkADg31o61pfMq0KD7duYdV+StP5oSBLPu1CxocmugzwaFBjpdNqdN8FrSCQfe+wxfPnLX8aFF17oiCP7Q4HAcS5lubdzZOfNWsZ1HvQ6LcGr461Wq/inf/onN8ZcLufCrXRsS623ehXa7bY7h0TD3HTNlES2220nctLpdGRcPqu3tXK3Wi1HwDWHwLbhg88D5nvfd70KumQy6apGcaysJqUHVvJ6zpX1vKhHh/PFw/9arRZyuRyy2eyCfqo3yXdApPUCLTYHPjF1JARev3MqhHwhWvrj85poX+w1tp++78WReLYCAo4U9957L6688kp87nOfw7p161asH61WC4899hi+8IUv4Pd///dXrB8BAQEnPla10LCkQq3bmotgLZgaPuUjBRrXTfKlZM0mAGtOgcZ/k5TquQ0qPpQQapK3PjuTyTiRoQnXuVwO9Xod2WwWp5xyCjZu3IipqSncdtttqFarC+aG80XRQVhhkU6nkUwm0Ww2XX6EFV2cI80r0TmjBZxx/xpew6RktqueIvVqaJ6A9T5wznQdWW2IuTqap0JrPccTi8VQqVQiIWlKGPm3Ch+N6Vcvk4oQ9tNHRH0iSkOv1OOkyc52P7B/FBRPPPEENm/ejPHxcRc6xZwYroGKMA2J4rN5lgnng2Ks1+u5NeN1Sqj1nBrew+8Kvxc254jz71tf7gPr2bFeIP2c7XA/WpHvExy2bfVUca31XpvEz/XknNnv82JiPiDg6eLGG2/Er/zKr+D//J//gzPPPBPr168/bs/u9Xr43ve+h0cffRS/9Eu/dNyeGxAQsHqxqoWGwmdxJHwhNGr99Hkm9G8bOqReDnuvWvm1fGYsdjinggSOBFjbIfkmUdGzMEjOSPDoualWq7j77rtx8OBB1Ot17N69G4VCAb1eD7t378bIyIjLgVjK2sp+U0ClUilH4DjHwDy5Uw/IoDm33g4SSo7VWqGVbNozMHz9Z3ucE86tWuq1j5zbZrOJ2dlZF86lRFXXXddUx6xk2nrErBVc27LeBJ9Hg321h9ipN4lr2ul0cOjQIfccrk2tVkMsFnMJ2ul02gktFRq6hiyMoPM/NTWFbDaLkZERZLPZiCBQoa0iQom2erT4monpFCIquJaCbV9FgPWuWdEyyNOkQoPtaNiU3ROLeawCAo4HvvGNb+Ab3/gG3vrWt+Kyyy7Dy1/+coyOjh6z533xi190B4MGgREQEHAkOKmEhoaAWPiIsBLJQSCBUsutWva1HKu2S+smyTItvio0bLy4VswhedN7eOJ2uVxGLpfD+vXrcfDgQczMzDgPRKFQwIte9CJ0u1189atfBbBQWC0Ge9K2Jcv2M86Pzd+wlmTrNdDP1Cqsc6GhWz6PgHqkOGd6WroNHbIhNrVazeWI8DpLvtm2ElEVL0vF6dNa70swtqRZ2/e14wuHSiaTkZDBRqOB2dlZdLtdTExMYGJiAvl8Hu12G5OTk6jVai4UyhJzCgB9Tq1WQ61Ww+zsLEqlEorFIgqFgvOwsd++tdd2dP70oEOd3+XCPk/3ji+fxuaV+KDCWD0x+m/KYt6RgICVwMc//nF8/OMfxzve8Q5s2rQJv/3bv31UksVvvPFG3HLLLe71+973PpTL5afdbkBAwDMPq1JoWOuuvlZSzB9L8qxY0MRwvrbhH0pEaNElgWeIih6QRijZaTQa3qRfbZvk2YZvKUFrt9uYmJjA9u3b8fjjjztPSSKRQDabxdatW9HpdDA6OopKpRKZK58Hxs4pCayGnylhs6VuFyNfvs+U+CmpI2nU663wUq8Gre6aDK6haOyftqveDhWCvJaeFvUs6bkn1kLeaDRcmxwDrf5a1lfnmvda0aEHzFmPhhJnvqZXjMn/sVgMBw4cwKZNm3DaaadhZGQE+XweuVwOhw4dwtTUFObm5iKlk7XPOufst1ZlY4lK9ptlb1Xc23kalC/Feeec27VR6L2W8Ot31q6Pjk3L1VovmRVGvmdrWJkVzQEBK42/+qu/AgA88sgjSKfTyOfzuOqqq5Z9//T0NN73vve519/73vfcoYEBAQEBTwerUmgA8IoA+7kN6/F5Oyzp13t9pz6TQPJvlmmtVCruELTh4WEkk0mUy+UIIWGuBmFJmPbJEn9Nbub1pVIJW7duRaPRwAMPPADg8PkKt9xyi0s+p4Xaihcdp30Wf1uCzx8lzipA7BjUam69D3bMJIwkhEqqbZu2/3aNbbiW9sN6URj+o/drTooKSguKx3K5jHw+j6GhoUgolgpIHbeKBTs+zpMvHEs9EGq5n56exh133IFYLIa5uTmceeaZOO+885BKpdBsNtFsNiNnp9D7oX1iX/S5zPlotVpuTdrtNmq1Gnq9HrLZrDuvhv3XvzUEUOeTeSMMn7KhgYO+EzbnwkfyrZizv61Q1T3BebeeOL1X7z8SL0xAwPHARz7yEQBAOp3GQw89tOz7qtUqvvGNbxyrbgUEBDyDsSqFhhUEwPLCIpQYDLqeZMNHMGOxmDsvQMM/aPklYVq3bp0r+2e9EYOea8NlNOGZ/SVhTyQSmJqawo4dO3D55Zdj7dq12LFjh7v2kUceQSaTcRWdmCdypNZXFQiW5C9G+Kx1m+SW66UVm/gcG47E+dY2OXY7b1wzjlPDjDQUScUpk9K1PK2Om20uRiZjscNJ2alUChMTE6jVau7EcWvR19yRxfaAzoV9lpJwPeOi0Wjgsccei3gH2B7L4E5PT7sqX3ZPDxLr+jw+k2JD153ldK3otF5GfY+5Ip1OB61Wy4Vi2eR8bUtL2aoXYtAYfN5DvdfC/rvi8zwGcRGwGtBqtfC5z31upbsREBAQsDqFBhAlCyyPOug6IGq5HXQtoUJD21ALNYkXq0r1+4dPih4ZGcHw8DBmZmYiFn/NN/DBvq9hGuy7VklqNpt48MEHEYvFsHfv3shJ0JlMxp3wXKvVBnodloLOsS+kZ7HYdw2DoQVdE8B5vyVzvMcSU98zbF4I2+fZJFYI2QTuTqeDWq2GUqnk7T/vWQyZTAbr16/HKaecgsnJSUxOTmJubg79/uHKYPl8fsFcDoKutY/Uap5KKpWKiF0S8Wq1ittvvx2Tk5MolUpIp9Mol8uoVCrOA6d5Rb5nafiThrbxGby2Xq+7MDENo7LrQS8G32db3Be5XM6NgWJD52pQEQb7/bDfbTvfGjKne8y3Pr4QqiAyAgICAgICjgyrVmgMAokRE6g1Vl9JCtHpdFwMvg27sOVKFalUyiXZxmIx1Ot1R4QYM99qtdBqtVxuBtuyCcsAnHAB5s+voIVeY/77/cMJuvF43MXcs5QrQ3lo0W+1Wo4sqmeDXhmOnZZlfsZnp1KpiJfBkn6STnpz+FmvFz3IjvPIZ2ieC98j6eS8c63UE2JD2TQ+n+S53++jXq+7vmv5VPaF5LfZbLqqSOoFsSTZ5qFwXJ1OB/l8HhMTEygUCuh0OpicnESz2cTo6KgThHratiXKLCms86p9oDeE3hw96JH7mNflcjmUSiU0Gg3Mzc2hUqkgHo8jnU67Njudjith7NvbSrApYrhO6tXgtdxXtryxzlur1YqsI8eeSqVQLBbdPFAoaXgi72PBATtmjouCVoWGfZ7uK/bfJ8LVOGAT2vm+VpNbTIAsR2AGBAQEBAScrFjVQmM5oTU25If3DbKSkkwtFk5CkHDwuf1+H08++SSmpqacxVyJCu9XC68PGrJiQ5R0PN1u11mVTzvtNExNTWH37t3IZDKO6Gssvg1J8o1PCZQSO7ZhYa/hvb4kcnuPFVu8V/tlxY5eN8jbYcc3KLSLYUBLebhsWVi9nzkQnJ+JiQm0Wi3k83mXDG7Dpaznxs6BHYudE86pziPXlyd6sz92r+tc+vaBXkOhpmGE6t1QAcXfVqDZ5/NeCpRGo4F8Pu88GdlsFtls1l3jC0Oz/bPfX99a6/MH7YtBGLR/AgICAgICAhbHqhYaCq2Ss5iF0ZJfPYSMn+uhY5ZUqHW00WhEzglQCzBFiIaMqIdksT5az4pawPVzioKLLroI73jHO/CjH/0If//3f79gLAAihE3HzDHaNi2pHgSfBZn3sz0SVCW3St4ZeqbjV6uyEvPFQpnYtvVODbo2Fou52vBLQc/qsN4XhmmxGlc+n3dFApj0rALRru9ywnL0Gq4Xf2v1Mw1N4zxwj6rQtF4q3xyqZ0U/syfGc5z8/lEc2sMetc98nU6n0el0UKlUAACFQgEAnDdQv492rvR77At1s/tX95CvwlRAQEBAQEDA0cWqFhpqEVfrLmFJic8KTgJuLbBKiPQ+Wk2VBKsQUIGiJTH1Xmvp9UG9GeyvJinr2RP5fB4jIyNYt24dRkdHUa1WkcvlIqFXPgu2WqeVzPf7/Ug4mY8EW2+L9TZoMra1pHMulCTbsCT+bcmxzwti11rX3IYj6drHYjEX1kP4yCfzXgBEruU6TE9PY82aNa7SVyx2uPpTp9OJnNStz9VwLBuWZsmyb+65Pkq0bVle35xbb4ZC11PzGOzBgWyLYtqGhul623we3WMattbv912IF0VGr9dzhQNsP9WTYUPbfBgkqJaDxTxOAQEBAQEBAYOxqoWGkg2SLz3jIp1OIxaLLbBC9/t9l4vA17SuA1Ey6RMSvI/kKZ1Oo1qtotvtOoJE0qn5GJq0yzYIvm9zAkjYNE7fhqDcf//9+Na3voX9+/fjwIEDLjeDsfPMAdAwJ2u5Zl4FAEeMlUCqFZoeG87bYiFVHAPXgPkgNv8gnU4767aei6GizYZP6VkMqVTK5cJwDZWQcn01wV/nW8elc6x5BI1Gw+XDWKHIcCngcJJ0JpNBNptdkLCu6832Sa7b7XZE3Cl5tmc4WC+a/m33lZ03vm/FnYo1zoWG+emetm1YcaQCkm2oR8/u8Vwu50K+KHT5286FiiAbDmi9fyp69RrridPPfR4b/uY+1mcFBAQEBAQE+LGqhYaFjd+m1VxDNtTTQJAU8YehH8A8mfKRPyUmtM7aJNLF+moPZBsEX8lQDVGamZnBJz/5SXfd6Ogotm7diieeeAIzMzOR0qEazqLWayWM6u3h+DSx3ob62HH6xq1eHEsK2+02tm3bhnXr1mHHjh2Ym5tz95E4q2dE509D2RaDiiTdH81mE+VyOUKO1eLPOaLnwyZuM/ynUCigWCxiz549mJqacsKhVCo50mxJKeeXBL7dbkdEnc7xoApoeqDeIM+TPv9ILPPWA2NzJJSAc4/o/Ol6+344H5lMBvl83nmNms1mZDz8rWFYtn39XD09er/1rFkjghVo+sM5VnEUEBAQEBAQsDgWD2RfRVACwR+1fFrSYC3ZSj7Ua8G27TX6N0mitrvUGQxHOjZ6JpQM8/k8v4EeiPPPPx9veMMbcPrppyOfz+NZz3oWzj77bNc/Wvc1jMWKKZtsTAHFNuzY7PUW7LfmbPCZa9aswYUXXojt27c7LxRDZrTdpULNFvvMjokilH2yeRp6D71UvrCjWCzmSgtzbmu1GprNZsRz5ZsTnXsVIouFNvGwO+ZEaAEDX4iPJcxPJQSI7VtBbveLvq/j84XP6Q+FXL1eR7PZXLC/Bwl3Jf0aNmafYZ9rRZwPuib2e/BU5zEgICAgIOCZhlXt0bA5BCQCGk6i4SZqiVXiqGE8SkiUkForqRIRnghOQkSPiSVINhZfw5hsHL21pPJzG35ik6pTqRRarRZ2794N4HCi+JVXXom9e/fiiSeewMGDBxeE1+jz1FKsoUUkc5a0+3I/dFxq+VYPBME2qtUqpqamXElW9fgoUfUd2mbDi3RM2l8tsarhOfV6fUHokg3TIfRAObahpXTp+aGF3pJ86wniOBlCxRAyCiC9RsdqhewgK7t+N+y+smuk49P9qnNJD4qOifeoELEC3neOjIZP0WOUSCRcaJp6H60BwPZLw/l8c2DFIfe4FQ5W/On8cH3t+IPoCAgICAgI8GPVCw0lESSTAJxF3OZUWAtnKpVaQJ6YCwH4iRGfpUJDzzVQsaFWUEsM+du+b0M4rFeBSbJ6X7PZRKlUwste9jLk83n8+7//O2q1Gv77f//vOPvss/Hwww+7KllamUt/W3JlrdBK/K1g8FmJleRy/uzrfr+PQ4cO4Tvf+Y4bB0m37Z/ea9dLhZtvjvVvYL4aFv9WQgvMV8XSdm17/X4flUoF09PT2LBhgztp3Jfr44P17FAw2tLANm9H54P9sSFpvmcBiAhEvk/SbQW4PlP7SFHF/a3J3LpeunfsGRZ2XXUset6KFY66d9gP3tNqtSJeFu2HnZdBHiNfeJSuhRWgQWQEBAQEBAQMxkkTOmVhE7E11MNHovUHmM8BIKH35QgoKT3SpFD73KWgYTUEw0WY/B2LxbBu3To873nPw8aNG1GpVFCr1TA1NYW77roLjz32mAsR4unhTxXWm7QYlMDa8BbOIw+2W057g6CE0Io8vkdRoV6OVqvlzsLwCSYtD2sPrGs2mzh06JAL+aFIajQakeR0nSsNQ9O+DRrTcuZE9/Nyr/MR8MXCi3T9tAiAzqX++PIkiEEeAYoGXaelxsMSw7xHn7tUSJ+vT77vsjUWBI9GQEBAQEDA0jgphQYJn1qGfbHbvgRXIBrSQnI56FwJEqOnIjSWSw6tp4Fg31KpFHq9HqampnDjjTdi//792LBhAxKJBH70ox/h3nvvxcUXX4zt27dHvBPLJbG+vi83D8WSsUGeEhua9lRgibxap/U9FR8UGnqK+qB2OR59PxY7nKPTbDaRzWZRLBZd+BNPa9fwHrahwkI9cYrlCjnty3LW1O795bSja2UP5NO5pMBXobCUyPB9p7gWy5kDeqdSqdQCobFcQcAxDBIkVjAGkREQEBAQELA0VnXo1CBYyyQJRDKZjJREteEpGsev5E+JjhIOkhK1kJOQaRlM9onhOAxJYVs2F0JDatTyrf0gkSN5ZcLyjh07sGXLFqTTabTbbdx+++04/fTT8da3vhXlchl/93d/5+4fBM3PsCDZtGEmDDfzzbsvLIdzrPNJ0mbnk+91u12XeG0JnnoxuGaDvAT2vAddYwo3iktW62J/bWhOKpXC6Ogo8vk82u02Go0GMpkMSqUSYrEYstnsghAcTarXPadhfL48F5tPYEPRCI7dttHtdpHJZBYc4Kf3cX3ZL11LX1iU9k9zk6wQ1fwYn1fAzq2tAGbHzH6xXZsMr2KARgOuIa9hqWUNe2T7Oge83uZyUXSpl2ep6mcBAQEBAQHPJJw0QsNHGoHoOQI2KVVJkiU9NsyH92iSea/Xc+Ex2p6PbKhFm/dbKPlVksRrbYiJr51arYbHH38cY2NjiMfjqNVqLjGZJMlXDanfP5yQq9Wt7NwuFnaj55AAcGFQPlHg88oMshDz/BMli7xf4/RjsViEFPrmVskwwXAqPdzQ5xXwWeZjsRjGxsawbds2FAoF7Nq1C+VyOUJC7b70WeeVlPsExWLWc90n2p6dZ54rQ0Fq7/P9tv21z6dQskUO+v1+hLxrCKNvL/jmVdvSObLeoEwmM1DUcNy+NVDxa+fWenIWW4dB8xcQEBAQEBBwEgoNG2qhlmqt3KPXWospczN8Fn1LNDTJVZOlrcVcCdlSVk/bR4JeA0vYSPhYsWd4eNhZ2Tds2IDzzjsP1WoVt9xyy4KD7HSeOGZaw+k9UKHmm18NneGc2LHb0BObC6PhTT4yqsn51uK+nHNL7Jj5TIZMMUdjOfky2ibLzPb7fZTLZdRqNbdGekCg9oHX89BIzf3gNXY8uieUiNvkbs63eiNYcpchXVwj9ewR6m2yos4Sbc6hT1zb81rUu8L37H7yCRv1gun72ict82vPXdE54W/1vAzKr1Kjgx0j31OvZkBAQEBAQMBCrEqhoRZGJSmWxOo1JHIkc9Zia8WGrbqjJBCYJywkdEqAlYgQ1lNhn6nXKCypHBQiwutarRZuu+02d7p3t9vFF7/4Rdx8882YnJxENpv1htwoiVRhYQWZby18lm4KFhJxu0a8rtc7fGiehpTp9STjGjo1aC/4+qZ/k1zzzBP+3e/3vWFyvnWwcz48PIyRkRH0ej3UajX0ej13IrieMq7rZZ+h66EEV+Ej6pwX/UzFBwVIqVRCKpXCnj170Gq1MDw8vOB7YMeqwt03z/zMCiltwyaL27Haa/lM63GLx+ORE8nZDkMUdd5U9FvRpvOiBgIdk/ZXRSGhrwd5mQICAgICAgIOY1UKDWCeJNqSq9YKy9AbVltSCyRJDcNKGo1G5H3bni9MRBNjCXvyNv/WQ+FUeKhQsW0orDDRvzkuhi+RuDWbTdxxxx1IJpOoVCrIZrMLLLUMHdKwEnp1UqlU5IRwkkCbAG+Tue38sXoXyZ+KmcVCzXQtOGa+Zr9VaFmSqPOjBJpnZmh+BIWizqeSeA3RoYiq1+vusMS5ubkFYoF9U8+LzpGuo+5p632z3gEfCeZcNhoNJ6bOPfdcPOc5z8GePXvwwAMPYG5uzgnWTCbjhJzNpeEetGV/bd6HDT3i9ex/s9lEJpOJtMG+6jzY80l0/fU7wmeyf1Z42e+VGg+4r/mdteF96uXg6eTaX+4PW7o6ICAgICAgwI9VKzQsBlncCbWkk3xoWIYNTbEhKpZY+V6TrCy3NOcgK7da9W3fVeyouCJxIyGy+RJM0LWWX98csm2euWGFlO0/7yU0D8QHJj1bAqnP5lgGPVPHreJAfwZ5bOyaWcu+3QMcvwoukv92u409e/ag3W6jVqshm826nBgVB755svkrPg+biig7D/Z+Xs9TyTds2IAzzjgDADAyMoJSqYSZmZkjssJzfu36UqBybjinFGAcA/fPSiVJLyYE9Pvt+1kMvn8nAgICAgICAqI4qYSGhjxZWOsnCSfzEkhONcRKrafAvMVYiSmtm0rslwMbprScsVlvDDAvPBgqpeEmKoQ4B77kVx2fJftWnNn+EzpPS5E09oFnTjB8Sa3PKgTsvUrC+/1+JO/ExuDb/tofDXOzPzb8R+eVa57P51GtVlEulxd4lJSkLxaiZL0ENm/CwgpU3Qv6mhW0eG08Hkej0Vi20FDPoM6BFXkq1rV/8XjcedBWIsRI19l+xyiCfGFUS/VX1+hIcnoCAgICAgKeaVj1QsNaw/mer/IO31exoMRRCaf1MCjxZQgGP1ORwzY0DIfXkRCrCNA+KklU74NeM2iMer1a7G3CO5+rhF2f7XsmxYz2jSSNUFJv21HyZokxfxR6n42JZ79JEHkqu3p4bO6MzRXQUJl+//CJ1vl83p1sbXNTGF6l98ViMaxduxabN2/G7OwsHnzwQZTLZeRyOVe5y5dorWOwY1XvhQpE633RudWSq5z7QqGAdrsdOWFd817oqbLP0Of79kO/34/knFjRrfdxjBRiOm4rkHQf+gi+9fr4vttWiOt+sN/fQX3RNdbQNdsP/S4FBAQEBAQEDMaqFhq+UBcrBGyyqpJNPd2YUI+IEnb9nETE5hrwPZ+nwhIpJZTaT2v5tiRdie4gomZj3vW5jFG3lY2s+LF9sUJBzyTR9vm33qf91LZU3BHWa2PDw7TfPGxPxYeeDm3Js/ZR72GlLhUa+sP9ovOXTqexbt065HI51Ot1JJNJNJtNFxJmvUx2rdTbZMWDL+xLc1TsvNq1isUOh3Xlcjm3r7LZLIaHh5HNZhfMj91nvjBDnUsNV9PXDM/r9Xpot9vYuHEj1q9fjx07drhx+fKR7N5QcaxjVTGgsPkeKjJ8e1i9WDoGrokKQt5D4WrnbKkQSft9DjkdAQEBAQHPJKxqoUFYjwKTUS1hIazXQgmM71qfkBlUFpPwWa5tjsRi91pPg8I+1woaWvS1//ys3W4jk8kAwMBcEs6PlvhVsuerEOUTC0pO1RK+lCXYEjpNUmY5WooKCg07N1xPHsim3iYVm7HY4URwVrNSr40ltxQPQ0ND7vC7RCLhvCGaOG/XX9deCa5+bsduBadvvQk7pxRDVuQtdlCjPkurq1nh47uez1ASPzY2homJCQDzCd88CJGixPcd9I1t0Gd27FZI2L2v+9iOSZ+j+Tg290dF32LzEhAQEBAQ8EzHSSE0gHlCRHJsrbPWOqo5G75wDoWSHLWWLsc6aS3QGlay1H2D+rRUDL+OyQdN4iVR1xh7Ei2dK2A+hIpCQ0mota4r4bMHHy41bvXKaDsqNHgNRZ/1xrC/1mOgJLTVaiEej2NiYgL5fD4yb1ZgaFjNzMwMYrEYqtUqhoaGEIvFXO6DPYFaybFde51zYN6rNehE+qWIOOdP10DRaDRQrVYd+fdBD09U0eYj8INEM3OdyuUyyuUyJiYmUKlUUK1WFxB1nWsVsHZ8g/aP7j8VBT6hZr1yVtAD0RAs9ZDp+nPv6ToHBAQEBAQELMSqFhpKiPSHZExJMUkrCQIJk5I7H2EDovHqSiSt9ZwlYZWYK0kjbIy5T+jY5HJf0i37ybb1eSoaeJ0tBaxx+xwXQ0R0DpVo830Ne9JToPks68lRosj2e73DZ2joSc60wlMEkOyR8DHPRcmgnV8+10fYNRyq0+kgn89j/fr1KBaL7h5roece6nQ6aDabaDQaSKVSmJ2dxZo1a9BsNl1OBE9V517jOg6ygitB1rnjmujYNLzHkmUVIMlkEo1GA4cOHUKj0UAul8Pc3BxmZ2cxPj6OYrHoih7Q20PPjh6GaIWEzqnN/bGemE6ngz179iCXy2HDhg3YuXNnZO04NiviBokMAAtynNgn35kYvrnWfluPoXp8uM9arVZkb/oEhS/80u7DIEQCAgICAp6pWNVCgxhELqy1lLB5AEdCBnzknLCCwde2tcr67rHXLdU3+7mdAyX+muTqS6rV+zg+K4gAv7dAn61lflVoxGIxpNNpF8efyWRQLBYxPj6OyclJ1Ov1SMiPz0rN37YPVuz4PC26jp1OB0NDQxgZGYmITys49W+KIwDOQs/3VXBaq7/PwzBobX3eKN8aDdoXjUbD9YPCoFKpoFwuu8P77Lpaj4El/yq4VHBzfSnCiGw2CwAol8sYGxtDPB53n2ez2QXFFHTNdN9pP3zfDZ+XYxCs2LX36l5ifo1e78ORPD8gICAgIOCZhpNCaCwFJSu+0IwjgRJK25YmECspWs7zFgsPWQwkgfa5g55Bgs7X2o71hCSTyQWEUK3s1ptE0FtC7xGt/Gw3Foshk8mg0WigWCzijDPOQL/fx969e9FsNiNWcnpLrAfDCgyf0FgMnU4HiUQCmzZtQqlUcvOhBzCqN4jodruoVCrI5XLulPVYLIZSqRQ5c8QXmmP3goonG5o3SJDqeLUdFdL0KFSrVZeXsHfvXjQaDZxxxhmo1+teYaSEXj0/KuwoXCzxj8UOFwiwpYYrlQoAIJ/PI5FIuDM+FDpmhl3p94E/qVTK67liP33rrvOoHj0L9YywH/wJYiIgICAgIOCp4RkhNCwx9XkAlgs9aM6XWKuhIIs9YxCRZJjXcqEkzWcJt9dqmImPtNGizB8VJ2qZ95F+Ow8AIuFEfL/X66HRaCCfz+M5z3kORkZGsHv3bidQGo2G+1vnWIWHz4viC6nRsSm63S6KxSI2bdrkwoUYOmS9GopkMomRkREAwJNPPolKpeLCzUqlksshYRvq0fGtB7BQhNhrdW19IYK+dil6Go0Gut0uWq0Wstks5ubmImfFWKHBUCFbrc3XRz5D14fXsCBDq9VCtVpFKpVy+Sy+faf3a/6DCt5BnhxNpNc2fV4afmbbsF4zNU74nhkQEBAQEBCwNE4aoWGtw+l0GplMxpFNkkEl5cB8aI5aoX2hM+oRabfbaLVaaDabkWRqYJ6Akaz5iL2GLCnJs88n6eIYSLi0ek6/33cnMZP4WUJlE7f5N0m7JYw8B8J6DTqdjjvVm/HrBAlrLBZzc0OvAdcnFouh2WwilUq5qk0XXHABzj77bFx77bXYs2cPZmZmXD9tRSy1lGtIkhJgO3c6XoYM0cp++umn47TTTkM+n3dFBDgOX6hdMplEJpNxFaoAuDMidH+oMOPcaz/1N8dlSfKgUB3OdSaT8YrZWOzwORr1eh0HDx7E3XffjW3btgEACoWCq0alHhSdR4Zb6bxbgUHvBd/XMfOH+6Pf76NSqWB8fByjo6NuPlTE6neM3hi+1vwjJf38PmsODPco2/d5jHTM/N6qKLVeLPZHPTk618v1WAYEBAQEBDwTcdIIjaWs+UpANTTEhq34PA+WjGgbJORaiWk5sJbTpfo+qH8AkMlkkEqlFsTeW4u/Je3AwuTYRCIRCZki4vE48vm8S5qu1WrO8mznSe9hW1asJZNJVCoV3HHHHZicnMTXv/51HDx4ELFYzAkgJirbPi9nXnXeGHbDsqrJZBIbNmzA2WefHREYS3mFrAjVcSvpPBbE0wpQ3zorkskkcrkcCoUCtm3bhoMHD6JaraJYLEauW6rfOof0Mtnn02PF74fmcjSbTRw6dAjAYe8WE9NteKFt03pxOE4VMyqW9YBGAG6dl/Nvgo5zOetHQaZev4CAgICAgICFOKmEho2tt58rKVRySCuujX3X+2wIhXouKEIWqz4zCNrOoHHpZ2qlJZTw09qtFma1sLMNjdFXoklvhhUa7It6gBhGpu2oByeRSCCTyURCdZTYtdttfO9730Or1cLs7Gwk14RtLBb+ZKFE0ycYWBlqfHwc5557LrZt27ZACC0nT8bmQ3D+lisynwrUG+brpxV4XEMKAIpROzadJ9v/xcQMvQr8/tjPdK/V63XMzc0hk8mg3+9HvGW+76UVdLqn9G/2kc9RsUEB6dvHvvHZxPeAgICAgICAp4+TRmgoSPy0HCZFgA3H8REvDW8BECHAJEOMGU8mkwsOtiMhsof6+cIufGTOxt/7LPS23xoKwjYoMJREWVLMz1TA2Ph8ttdutyNncGjcvHp9SEBVtKiVm31LJpOo1+totVooFAou3yGVSi0QRdpHC45NQ260JC2vSSaTGB8fxznnnIPTTjstkpNhxZD1WvC3hr3pj/bPFwplf1vLuc+yrrBkXEXVYvu50WhgcnISzWYTIyMjLtTI7kHbjq4r29XT661A5fxqmBnbYdL/8PAwms0m5ubmXPiWnWvbLzt39norPHQe7HeYUA+JHbOun917i62z3rOYuAkICAgICHgm4aQRGpYAAPOWfn3PEgQlFPq5Cg4lYtYqr6Sb1/DZNpHZCg0layoGfORK/7bnKxBKhH2iQq2/Kkp0zL55taRT+80xUlSpGKEVnadBq9AA4DwJa9aswfr163H33XdjZmZmAeFT0eaznuscExSA9LIkEgmsWbPG5WWUSqWIRyuVSi0YO8HxqlhS4q2iTc+fWKyfVhwsJjy1D9ZrpJ9rrgQ9bN1uF3v27HFnhmh/FhM1+qPrNSjXgXuYCeDaZrfbxdq1a3H66adjZmYGBw8eXCBQ9funApbP1b7ZtuPxeOQMEACR/WY9LPY1f6sRQu/ziRH7XeN3instICAgICAg4CQSGoNgiRcwT8qAeZJgQ3R8JANARJQoEVOCpCTE9mWpn6cStmH7amPHVSC1Wq1InL3eq+LHCi1rubcCzp53oYcX2nt0LlKpFLZu3YpTTjkFjzzyCKanp12yux2Xz4ujsDkqzWYTvV4P2WwWa9euxVlnnYWtW7e66kc63uVCxYnNSVnu/fRI+DwR6lk60rbtc1T8DhKT9hnqtVAB4JsnFiHQ7xLFhhLvdrvtvFW5XA6pVMqtsW+/63fRetj4HsHQN51PznG/vzD0TvOo7PxTmOk4fN8hfW+Qly0gICAgICDgJBYa1iug1WksaVbCyGRoXwgNoUKFZxKoV2LQfZbc+sjukZBegn0m6dJKVnpKNU875nyQWOn5AdpPbR9A5GwMPfhP+91ut9Fut51HwXpflPCShN5///24//77ceDAgQhJZb8HzYmv6hJ/s1JQNpvF+vXr8axnPQvbtm1DLpdzOQyaQL9cWEv4kUDnlXOv7dIj5CPXg/rBdn0eDvW4DfJg+IQ0f1vibveFknYVG7rn+NxGo4H9+/c7jwef4fuuLJbrZK+3wl73pi0/rZ68QV4lXqftcUyKp7MPAgICAgICnilY1UJDrY4+S63vvU6n45KYlYgoSbWJ3WyLAkTvI8FXrwnJqya9+qrsaN6IHYMKIF98uVq+lbzaQ+PYfw0N0bASJZFa5pZkXAUZk21tyBVDmngtczPoobHigf1qtVpoNBpoNBpotVoLPCm2ok+/P1/K166xVgTrdrvI5XI49dRTsW3bNpxyyikYHx9HoVBwYkznyHpZVAxZ7xTzQHz32AR72yfOsa1exs81Sd8+F0Ck9CyfwdPXKaS5dvyx3jwtlayJ/YTOvy9kSKH7WXOD1OvHfVar1TA5OYlisYhcLodms+nGYb0lg/5m+2xXha+Gjem+VpGsoW28n4KU9+o66GsVVbyW/QgICAgICAjwY1UKDUs+fILCJnH6SCtfp1IpdDqdyLkSbNf+aDy2khklj0qeSEosmaIosPHo7JvvtZI/fY8CwcbQ8zr90X4DiHg0NDna5iJoOAqfCcDF41shw/wMX/gOMJ9c3u/3I+c6kNjp+SGLEU+dq3K5jFQqhbVr1+Kcc87BWWedhfHxcWSz2QVeHp1P683RZ/lErLV8W+Gh1/GZVgiogOT9SpyVPLN/FHrFYhGZTAbVatXlBGgffMLU9o1iWdsfNK+LYTmeOAoNYF7okLh3Oh0nSgmdKzsG2z/fcwd5e2wImc/Tpm349mwIkwoICAgICFg+VqXQWA4sobbhSgqSZa0gNeh6PTAuFotFwoOAaJx6s9kE4CesWoef9y2XxFirLT0oPuuqCgy1hCvZVessw7C0LY2753g0HwVAJCyLp4GzX1o6mM/joYecd9v+ICKpIpBj4HkbExMT2LJlCzZs2ID169djYmIC2Wx2wRpYEaihMdZT4bO2W0+RtaSr94KiiZ4vJblKYPXHJ2xojQcOH7yXz+fRaDTcc5QU+wQawT1HkWQro+k6DWrDwiegrTjgfmo2m06E8lr1/gCIeK30Xs75IDGoa6qeP2D+e0uPhnqRlgPrWQwICAgICAhYGiel0FBL8qB8COvd8MVrazskL75cD59Hw5Z+9Qmcp0perDCwnhb7DB1fJpNxRFNPUWZ1KB2TWtQpCEhkNWGbYoIkzlaYUm8HhUGj0YiErJD00qtkPQU+4VGv19HpdDA0NITx8XFs2rQJW7ZswcjIiDuzod1uR/Ju7Fqwj748GUtgCU00Vk8X54LtkUwzKZ1zrsLL5gcNElhKynu9HhqNRuTkc+slUS8Kw9L6/b4ThNyzVqCqKPX1Y1A4lXpGfOFQ3E+tVssd/NhoNFAul92eHCRq7J72CQ0bKmjzjugt0spSmrOxlKAK3oyAgICAgIAjx6oWGkpGGW/NZFrNjwAWlpQF5kWBrYLTarUip2NrfgGt37FYzFleU6kUGo2GEx/MUbB9sERXPRpKxPU6Chi1VJMY0gNDQql9JolXUaBx9CqCer0e0ul0JNyJ4mGQRV9LmKqHggf0aV6GWulplbd9sQSV5JJhbXoYGwl5KpVCqVTChg0bcOqpp+JZz3pW5PwGu09s6JQKHbadSqUiXo7FQtts2VWuI59RLBbRbDbdOjSbTTcO3m8FIvtD0cb1pcjNZrPo9XqYmZlxgsFWeeJ8ZrNZtFotzM3NuecUi0WMjY2h1+thamoqcqq3roN97SPa1nvC6/mTTCbdOOr1uuvTpk2b0Ov1sH//fjSbTaTT6QX7S5/hI/jqZVMxrftJBQc/U2+TnvuhYs0KTb6vApP7OHg5AgICAgICBmNVCw2FVl7yHb62mBVUrdJAtJSnDTXiNdaarOEzep8SFw210aRk602xAsmSLYbisGqShofZkpxK7K1oYLv8TOdGvST2tZIrJXNWOPG3hhdZQcU2fLDeArbXarUwNDSETZs24YwzzsCGDRuQy+WcOOK9HK+Gg+k6k2iyb2rl1/lR+Pqqc5pOp13BgWKxiEKhgAMHDqBer0eeb0OUNNnY9p/7hYJFE5R93pdut+uqbZXLZTQaDTSbTRQKBTznOc/B2rVrMTk5iV27dqHRaGB0dNSdI6KimuvF9+1Y+Txe7/MaEFyX0dFRbNmyBY1GAw8++KAL/1oMvs/1e2FFpRXsaiCgENX5VmGia6wixvaH31+uS0BAQEBAQMBCnDRCQ0kOiZ4vbEqFg+89DVFhu2rRVcKrnym50hKzBAm99oXva3w631MLqs+azDwIfYYNE7HegkElOjlXtKQrOVMrtU3SBhAJwWKfNH/DF3rDSkk+0q7ehXg87soHc5wkxqeffjouvPBCbN682YVbqajhfNjSvySUtIZXq1Vks1mk02l0u11Uq1Xn3VERoOOwgsAn3trtNur1+oLKXWpd1/btmmjbSpg1WV73mG07kUhgfHwcmUwG+/btQ6vVwtatWzE2NhYh0tVqFalUCsViEdlsdsEZFrpn7XoNCm8b5IUA5kOoYrEYMpkMut2u8yL54DMS6DPsfGnZZd1n3I+6v1TEch/rd2eQ0OA6UNQNGmtAQEBAQMAzHataaAyyNlqrprWc2/h4Xwy4Wvh9YUwEw6SSyWQkb4EhSLaKkHoPrFdEn2/Hx98a9sE+qRCwpBeY93SQXCvBUjJOkaCJ0UrIKCj0OSq42C8+k/21Xg5NyLVrpOEt1mI/NDSE8847D+vXr8f4+DhGRkZcm+l02oUp6brZXBP2rd/vu7Cds846C/l8Hnv37sUjjzyCfr/vwnns3tE18c01RUy328X09DRyuRwSiQQymcyC8yN0ji0swbdiVNdVvQ2cbyXV8Xgc5557Ls4880zXt3q97nJH+F3Qaly8X0W4knYdN8fAkrkqotkevW+dTge1Wg3NZtPttU6n403Gt3NLDPI4+b6r+pldQys0FFYQ2jWyIkx/AgICAgICAg5j1QsNwF/+lGRWz3NQ8kUCSlKrJEQ/BxCxhDMHRAkiCbYm/TJHQytP2fMTfCE0Og4botTv9yOCQNvyhSzxc1tGV8er4WYUR7TuxmIxR7hbrVakGhDHQyuwJpOrWAAOE2LmcPB6zU/QXJZOp4Nmsxkp2TsyMoL169dj06ZN2LZtm3sW1089TirqlPhx3ZiHwuu3bduGrVu3ot/v48CBAxHybnMwdL2sZ0rXiNdrvpCuEeculUotILoq/lQIWyFqc1F0H6TTafR6PTz++OPYv38/isUitmzZ4p7fbDZx4MABdDod5PN5ZDIZN5dqydf2OS/2XAnNZ+G4NDeHfctkMigUCigWi5idnXUnwOtp7r7vMzDYg2S9LDp3dhz2cxUaPiHB6/WcEt/6qwHB7oeAgICAgIBnOla10FDY//ht6JKPFJCEaLjFUhVoNNmXbWpYDjBvjdY+WGuq/bFCQ8M79H71aNi8ESX5JIOaIK5j4DgYJqTXKNkmKbchIhQOLC2r824rCCnxZFKzhgGxDT47l8shn89jeHgYa9euxdq1azEyMoJ8Po98Pr/kHrDhcXZd+Mz169fj9NNPRyKRwMzMDPbt24dGo+Gs7LyWIWo2LEt/rCAgIWV1KN++0tdK5NXzZcega+gbN+e31WrhwIEDaLfb6Ha7OHjwoKsu1u12Xe4Gk8v1x3qZtA/q5VDPE/fvoBAo9iufz2N2dhaVSiUiVnTfDPJgDFpz/ZvP95X4tXkwi8GGHdJwoX3zhTQGBAQEBAQEzOOkERpAlHDZpGglMeq1yGQyAOYJkiXlFipS9IC6bDaLarUasdiT5Ns4cSVtKnDsc5TYcEy0PnMMfJavn5oromKGIVDqzaC3hvPCvtr8B0IThXlmBq3TlnzRQ6JzwzkhictkMsjlchgbG0M+n8fIyAhGR0exZs0a5PP5iMVd19q3NoOszbyebeTzeSeknnjiCRw4cACZTMa9b89UUaJq821IwDnXKjg4T74KVj6xYQXbcsJxVADpvkqn05iZmUGvd7hS1dq1azE2NoaxsTGXWG+Fhg0D4hjt/uX3ipZ/S8QVXHOKn0KhgEwmg5mZGSfqdOyDYNu33xsNR/SFpenrxUSCfl9tzpJeE8RGQEBAQEDAYKxqoaEWV43Fp6VViZolbCRKmi+gVnV6A4Bo2BIwT9TVgprNZpHJZNBsNh0By+fzqFQq7rm2JKYlLUpOGVajhJy5ILyPlnk9x4NjU+LPflriqONTwqZWYZbtVQuxDY2Jx+ORsri9Xg/NZtM9g/NJL8nc3Jybs3w+j0KhgLGxMQwPD7v3SqUS8vm8GzP7QNKnULFmBYAVWpxTACgWi4jFYqjVapicnHTP5knienCher/ss22ejF0H3VM2NM8S2MXO+9AxWBJtw504dt5Tq9UwOzuLfr+P8fFxTExMYGJiIrL2FIN27Nq+JduacO0T1JyzeDyOWq2GdruN0dFRDA8P49ChQwvEn3oVfR4jwhoOrHeQ30HuY/2Oq1jV75LOoZ17FZD8d8O3FwMCAgICAgLmcVIIDRte5AtTUfKjJE3v8d2n4R0kzko6aaEnsaeFGJi39DN3w7ZtcwA0tIeEiW2xfbUgD4rdV3JviZOON5VKRQ5LUyJGUWSttnzNz/W8EI3dV+HGXA6OpV6vO3GxYcMGbNy40Y2PfcpmsxGhZC3XlszqGH0/GooEHA79euSRRzA3N4eZmRk0Gg3kcrkFp2xbQu/zLqj40j3k69ugParrNOhZluhbr4P1jqjXIZFIoNVqYXp6GrVaDf1+H6OjowtO4V4OcVaBr2e7DAqhUqHd6/XcmRqVSiUiCPh8O4+2HZ/BwOdN0X1tS++qwFAR4xM4tg9qkLBhggEBAQEBAQHzWNVCw4KkgMTXkvdB8e4aGmOt35bU2fAX3sdch1qt5qy86XQa2WzWnWBthYX2g+EjAJzFWy2ztOzHYvOncANw4kZFBgkScx+UpHNe1KJO8qVeFFrpbYUoelFY4cmOg9cyuZyvmRuQSqWwceNGl38xPj6OUqnk1k0t6e122+VHDCKTg9ZRf1MI0oPTbrdx8OBBjI+PY25uDvv373fCxj7LElLr/dHxc918AkKFo5JVu5dUGPn2KZ9jLe6+nA31njDvZGpqCrt27cLmzZsxOjqK6elpNzfqnbHCju2qkLQeHO4VG2YXi8Uinqlms+n9Tuicse8+sWbn1t5LqKdF84xUXPC3imHrPRnUv253/jDMgICAgICAgIU4aYSGVkxSImQJnS/cQUMrCCWZGjah51Mo4SCZU0LZ6XQicf4KS2bsNSRhrDCl3oFWqxWxICuxt+FiFirAAESIqE2ApagAECGi7Bs9DxoapVZ0lvwtl8vuTImRkRGMj4+jUCggm826kqiFQsFVS1LLtfUQ2LWzQtASdRUbfFan08Ho6Cie85znIJ1Oo1wuL8hBUG+SknZ9pu2DLUCg+0gt776xDPLO6GvrwfKJEXs9n02RNzw8jFKphEKh4MrN9vt9l9ify+W8OSnaJ/aB86qgALZzwMRzIFpQQcWQnTOdW/ss33dWr7dtWY+mnSvdK1a4+ebWJ8QCAgICAgIColjVQkO9EEoQ6/W6S5rmDwmVLcOpHgyCBIjnLCiBtiReQ0cymQySyaSL306lUshms+7cAA1T8VX3UWJLK7wmyHK81upMjwH7So+ECghN6GabmkMBRAmeJdUkoyzXy7KofAZ/eC0t6JyLfD6PDRs2YGJiAsPDw67/LHuqJXs5n3beVShY8sjrrOjh3DYaDXeORafTwamnnorNmzdjz549ePLJJ5FMJlEoFJwA0jmx4UW+Pci/NW9F55F9UoJsQ+RsAQMVzD5xrJ9ZkUzrvHqrGB5WKBSQTCZRKpXw4IMPolarYc2aNchkMgvEufWaqEhgoQD93rRarcihd9armEwmMTQ05L5f/X7feeGU8Cvpp7BWbxLnzuZz2LVRoaVzSE+ELXTAa7nP+B7HR1ivUkBAQEBAQMBCrHqh4XtPycdiMd9H49lq2Uwmk8jlci4GniSHh7WRGFmC7POyUKjoWEiAmADOH58YsqVCNezHzpGPyALzZEqtwoOIPD0GJJQaUsLk7g0bNqBQKEREk/XY6PzY+T7SEBXr5eBeyGaz2LRp0wLPiVbpUrLNkCvC149Be0tDsWz4jiYgq9djqf7rXGn/CRUhun7xeBzZbBa5XA4A3NxzrXhmih3PIEFjod4wFfAqAimIgflqZL651B+eQ6LifjFRsVzovtZ593k8fOMMIiMgICAgIGBxrGqhodDwFT2hWkODFiPVy4UKA80l4HP0fAten8vlUK1WF7SjlbIs9DO1JmtFLXo8lLgp2VOCq/keLLurhN96dfhM9o3nZrAN68FgjomeKdJoNNDpdFAsFl3ZWn0mSSfzMHQd7d9PZ63U2xWPx7Fu3ToMDQ25a/gsX8jOU+2DJaOcX5+oUPFHaL91H+hvhjbpXuS9+hwVbzywMBaLuSpbhw4dipyHouvKPvA9W7lr0JxbQW1Do3zvaxuWyPvm7+mGL1nBp2JusbA23SchhCogICAgIGAwVrXQsNZ6/u2zbvoskJbUkmz4EkH1XhUSGkLii88H4EKqfO2pB0Lb9YkEPjuXyzlyrv1VCzc9IPZ+tdoPsgrrs9kXig4muOvzeS+rRvF59PCsX78eExMTEc8LczwolnQu7Bza9VhKMFoLta5FOp3GxMSEC0Hrdruo1WrIZrNOTNG7MahPS1myfeJFvUE61wAWCAkdo33WoDA3u/+1Lzp/3IsqFtiWT4wP8n7ZUrCWfFMEWQ9Yt9t1pY9VIA1KvuZesXlRg/bAYsLQzo3Pk2FFnPbDth+8GgEBAQEBAYtj1QsNteLzPT2QTg+4U2KuFn5gPoxDCRer5NgkbXotGPZBEUERUK/XI6EyPNCv0WhE+q1WYZZW1TKw1srO8eRyOWeVBg57GzQZnsJHf4D5ErmWCGvJT1t1h/PJXItMJuNyMzSEh2OMx+Mu9j6dTmN8fByjo6OushHJmVaB8lnHVSxZAafr6BOLXG+KIx3P8PAw8vm8G1c8HkexWESj0UC73XZhaUpmB4kyH8lUIcA19oUeUYgpfCKB7/vyI3x9sKJDRQ73kLabyWRQLBZRLBbd/lOyzbFrboy2rX3nPtG5Yzv0dGkekRUodgwqwHyCQvMq9H17nU9MWMHCNfeJEX3tOzQyiI2AgICAgAA/VrXQUJAsWIswCYkvRIPwlSS11n213uoz9DfDgXhwH8vOsjpTOp12pW+tNZafT09PR8p+KlFjCV0bmpVOpx15bjQa3n7bhHIb1qN9Yh8pWhgWRWu4jpvtsmJUu91Go9FALBZDsVjE0NBQ5DwMrtMgj4ElisvxHiw3/yadTmP9+vVuruLxOMrlMprNpqvapael67r6njvIym2vWY5YWYogc0107TVESfeDtqffC4pjfsY9ynLQWrKYsKVgLWyeCa8d5IGwnpFB8HmFtN0jWXfChnMtBrZvvUaDhFxAQEBAQEDAQpw0QkOtr3xtxcIg2PhzhVrJCZ/Q4A9FBa36tNbTkqsH+ikYLz83Nxchp5qcrGEw1hpLLwaJpC/kSkOmlGzR8s5wEVqm+Xcsdjien+VoraVaPTwcHw/kGxkZcWNXwTFI+NnwlcVgieti6Pf7rk+03LdaLezbtw/NZhMjIyORQwP1PBLf3tH+6edWCCxGbJfal4PCifRZDFXTalZKhAE4T1csFkOz2XSislqtolarubXgHrAkezGvAoWpEnIrMnwekiOBz9PG94+kLZuIvxgGCS7bh6XaCQgICAgIeCZjVQsNLQlqLaVaWhOIVqUhYdfEVg35UIu7tkEirjkRSjRIohiKw+RpJtqOjIw4rwP7QyHS6XTQaDTcs7TcqxJznzXVVjNSjwQt93yWzgHFB9uh90JDr7rdLjKZjDvlXJPIKR50HlhWt1QqYXR09P9r79t+47rO69fc7zPkkBR1o2TJdzuJnThIWyBFgf6AokAfij70vX9bHvtSFAXaBG2KJmmc2k7s2FYk2ZKsC8U7OfeZM/f5PRBrc52PZ4aSo7SRtRdAiJyZc84+++yx19rf+r4PxWLRRTwoRkiQNdk8KvpCIaOEnp/nvVgBGNVHhM92bW3NNTiczWbY3d3F7u4uSqUSqtVqKF9EK5XZaJYVe/oef7f/RhF1JfRcr4Ql6lwnek7Okc3R4fh1bvk8eb3hcIhOp+OS8SlGbM6EznEUyY6qnqVrR+eI59HozKIiAHb8vOcoO53OiZ1rncOo8UaJPWsBU+HF93luO85F0VMPDw8PD48XCc+10LCEbpGnW8kAiYPukiqBop/cQndtVcDYz7J/BvsvTKdTR9QLhQJisZgjW7x+rVZDJpMBgFAPEEu6AIRIGom/1v7XqIYlnzyXiiaNfNgOyZlMBvl8PtR4UKtOcUebO+uM6uTz+VBPCltul9efZz+aR+qtHUltb0rGLflbW1vDuXPnXD+JwWCAzz//HOPx2OW8qEjRnf2ouTormsJ71fm3a9IKPXs8799eT4mzkv+z7ElKrHu9Ho6Ojlwuk0ZfLGyExMJaD6OiaTo+vd+o+YvaMODz1f4cOr9njTtKbNjP2h87Jt6LnY+njdB4eHh4eHi8KHjuhYZagTRRdpElJRaLRTYJ43ts1Kc2D0va9VxaaQk4Jl75fB6dTgf9ft9V+ZlOp67zcrfbdYRJ7+NJoCKCu/7cQaaAmTdHduyWxGkyeiKRQC6XQz6fD82PRhzUXkW7WD6fR7lcdgTeErtF92nHBITJnTYx5HNZdC7OValUcvfR7Xbx6aefotFoIJfLoVgsunklrM1Hd+u/LrG0z8AKZYUKYAoA3YUH4BLCbflmXVM8Rhs39vt9bG5u4ujoCKVSKVTxLGqNqHXJvqfRLY5bG0qeZW9atC6tjY/Pnl3MZ7MZyuXywghClJjmHKp4sPdHAUjY6OWi/754eHh4eHh4HOO5FhrWT65WjLOOY76A3XUFTsiJtUuoMABOCBG7YJMYU2gUCgX3uvrYmdhNskTbkpLZbDZ7ajea17X9K3h+Wp50J57jtBESBQldv9931icmtfN9iiUbLeC5uVOcz+extraGcrmMVCqF0WgUqmrFPh5nPVMlg/YZWEtTFJSsjkYjHB4eotPpYDQa4caNG3j06JETRHxOnLt5OQ9KrHU+nyZvwO788/ioJnT6eV1bfK6MmFmxbNcu/x6NRmg2m/jyyy/RarWwvLwcyruZN3attBQ1Nj5P7Uau7y/6Ts6LHvA+E4kEgiBAKpXCxsYG0uk07t69i/39fcxmM9cPJWot2OiEijEVIHxPy+jaf/V+fATDw8PDw8PjyfBcCw3dTWfJVa3sROJN0sgOw0oidcdYIwQ8v41qcFeV/QDob+drvF4ymUSpVEK73Uav10M6nQ6Vwc3n8wDgcjmUlHGMKmx011ijKyR31juv57NJ4Jy3KM855zCfz7uSu5Yc89/JZOIsVbyHUqnkLFMUfxQxsVgMhUIBAEIN4nhvUaTT7iqnUin3N++FxyvB1XtMJBK4ePEicrmcK28LwCV922gVozsATlWfUnFrCacKSV6fz1xFlhJgXZ+cLxVZ2tuDjRlp/2I+gI6LNqjhcBiKbFGUDIdDV9WsWCyGjuW6s/ekOTUk/ZwnFZ26lvkZHjubzZyg6/V6ofMrybe5D5PJBPl8Hi+99BLOnz+Pvb09V3CA33WdLy04EJVDon9rBE+FGgU817mWd47FYm4OVaBx3T3JRoeHh4eHh8eLgudSaKgFwu4un2VpsDu3Z+1OKongcTaHQ4mO7vjn83ksLS25z6gAoC2J59UEbpIcS2qV1BEqRrRzuGKeH11Fw2g0cpGWfD6PbDYburYlUyRUnAc23ysWiy7hmrkkVtjNs8tE/W6fpxJhnRdL/ml14ZyySVy328X29jaAk1ycp9mhtv78qCiACj+dO2uHitop5zrWZ5nL5VCtVrG6uoput4uDg4PQWrI5GvZ7QPHByJu1DlnLkN6riiDg+DnHYjH0er3InChdz+Px2PVdWVlZQblcdlElFRRRdjS1YJ0/fx7VahXx+HHPk+XlZXQ6HXcOe+9nPT/7Y9cjBQvvgZsZUVYwb6Hy8PDw8PCYj+dSaACn+wRwR5y701FN4Ahrk3pSsjCbHfcaAMI2DBLqZDIZ6kcRj8dRKpUwGo3QarXceHl9RmFiseP8hsFg4KxG+lm7S6rETu0+8/IVSPysR10FBwWUlrHV++T5aavS4/g7S8NOJhMMh8NQxaizSP080hd17wqblK+Ek2VsWQUrkUhgf38f29vbKJVKLhpl/feLECUQFLFYzO2S27Hb3XUrlKz9ifORy+VQqVQwHA5Rr9ddhIPPRaNDaueyERKKBh27PseotabRIRVu2Wz2lGjiOTRawCgiozO0COr3lWNSoajrIJvNhgoPBEGAIAhO5fCokLViS6+lgs9eS6F2SI1M2eiHh4eHh4eHRzSeW6EBhL3pmuxqd1otyVBrRRQ5iYpO8HokJ+wfQRuHeudV8BQKBWez4q66XjOVSiGfz4csMLR88VwcmxJFFRpK1JRgzbt/S8JIZml5or2H88pz8e9kMnmqbwcA19DP7vpShKkgjHqO9nceG/Xco46jZWk2O8556XQ6yOVyLmdkOp2i1Wohm80il8udemZ6bp13vm4jSXYsukaimjLOI/tRFjLNFwCAZrOJbreLZrMZ6rANnORQ6Nh1DVtyHBVt0TWm41UxwcIAzWYTvV7PRb30HFHRnclk4hojUmgs+r7RIsY1RtvXbDZDp9NBp9Nxlc20BLQ+xygxrfdin7l9VppXRbukPj/7nYz6Xnl4eHh4eLzoeC6FhpI6/s9dm5JpYzySCO6u6s4nLRFAmFhG7Ubzetylp9DodruIxWIucVqJx2QyQTqdRqlUQhAE6PV67jpa7pV2FM2loHXGlq+lqIki40piNUGbsJENWqWYvE7iqInHSsB437w/nSMlfrwXjYpEEXqNRul7+r61qcwjtZwXEsRut4vRaITl5WUMh0M8fvwYmUwGh4eHqFQqKBQKoZ4MSsZt/4ezCCQFokbSOI+6c68kl+soKpqh1+Ra7Xa7bg1rYz2NInEu9RlrJ3obvbPknGtIx0ChUCqVcPXqVeRyOXz11Vfo9XpOCPC7xnlk5EIjJdPpFEEQzJ0/fYa63vv9Pg4PD3HhwoVQpESFthXvvDd+BxkltGtZ15CNaPHzXJvMNdLvtuZ4aN7HomIHHh4eHh4eLxKey/8j2h1JEmAVFjbJm6+pvUablCnZoyDRBFDdOVXLCokZm8AxSVTtOOl0GtVqFUEQoNPpOBJD4sgx0GaiRIs/3NUFwkm4FtbWYe0hJMTcFefOPm1cClv2lNeMiqyw8ZtGLjgOnf/JZOJK/HJcwEnSrUZRou4tSoAQQRBgOp2i0WhgMpng/PnzuH79Oh49eoQPP/zQJbcXi0X3OxN6aYnT66jwexJEEV0l9/ps7L1E3ZOSdH1uKrD1WTGi1G63Xf4C1ydLD0flQ3DswGkr0Gx2bEFbWlpCMpl0uRH2e2QjAhw/rXZRkSz9nM6JjXIw30fHPxgMMJ1O3fq10S09nmv4LFgRxrmnaHxSe52Hh4eHh4fHMZ5LoQGEd3xJZlRoqJWKO8BR4sNGPqKuA4T7UQBw0RAS9mq1itlshmaz6SosUUww8Xt5edntAMfjcZcoS4JMwaSElFV6FuVg6C60WrI4VhJUzhNJK3MybB8GQqMNtkoV54SvZbNZlxDO41Qw2CRujpX3zd/PIvVaXtbaxHjOZDKJt956C9euXUOxWMR4PEan0wFw4rXXaAPPq0SWc/YkQkMFnbWocZ7sec4SGZynqMiUihh9xrwvFcDMaYjFju1x/X7/1Hzqs4hCLBZDvV5HrVZDEAShzvYa2dJnrGNeVKhB712jefyeco3qPDGiEFWpzFqndG4WCQV7Hhtl0vt5UuHp4eHh4eHxouO5FRqEkjwm/5JoKzlWi4wSEN211DKblvzZzyrRunz5Mv76r/8axWIRn3zyCT744AMMBgNnaSEZKxQKGI1GaDQaofKZfF+tM1oKNZlMhqrgqIDSsat9hIIlmUw6AaCRH5s3YcmTtaTY5GPghPCy6zmvwWeiIoX3pGVolZxHkUi7c6+lZnUHnuObTCbodDp4+eWX8c477zibEW1SXBtqf1kkAqzwUOIfJSR0Tepz1x12TdpWaNKxFSoaodIfG63r9/sYj8ehZPF+v498Po/r169jMBjg9u3bLplbn729J72X4XDoBEoikXCli7W5oz4XnTNdPxb6LHQsVhDQjpXJZNDtdtFut5HJZFxFN5bU1XnhnC7628LaDPnD75r+rYJGk//5/XoWeJIojIeHh4eHxx8zvlFCI5E46QpOUkhioT55ILwrrKRQySPPrwRMoyLAccJqr9dDuVzG5cuXsbW1hUKhgMFgcGrHNZ1Oo1wuo9/vo16vo9FoOGJJOxGjDrwf/pvL5UKecO3ZoRYvigsem06nkc1mXYSD/nleR3fvNSeAxNfapqLmXy09uhNs55awREyPs9fWazBaYUkgP0N7EPtj8HxBEIQiUPOqX+m92udvRaeNMOj7Nipi79lee976suSb7+k6tkSa4lrFzcsvv4zLly+j0WgglUohCIJTIsnOp57b2pD0+fK6loTrPdrvlJ2HqDnX557L5QAAnU4HtVoNw+EQhUIh1FDSjtn+rue1c27fs2NYlPBt79lHOzw8PDw8PE7w3AsNIFzaVMm5klbghDRYP7rd6Zy3g2w/TxJ/eHiIf/7nf0Ymk8HR0REmkwmWlpZcfoXuurMb9WAwcAnLmpTM5Gzu8qp44PgoNjgmTfjV/AjmPfC+9Z6VQFuCpH/r7juJfhTR5fhisZi7BxU1PN7uxCshZ9RB54wRHRUhluxxfKwo1Ww20W63kc1msbe3h0ePHmE6nSKTyURaoWx0Yh4h1ugTCbiFzcnQNXXWTjefJT+v5YHtWtZjbMSAv7Oh5Orq6inbHy19Gk2yuQz8/LycGa16NY+Ia+6NXWO8ns6n/UkkElhdXUUul0Ov1wvla5wFjUzxu2HXls7jk0KFlj2Ph4eHh4eHxwm+EUIDOLHlcFebFhcbrVDiQ0sSrRfWvkRyq7u1FAE8fjgcOkvKeDxGqVTC5cuXMZvN0G63Q1YQFRvLy8vO6gOcWLtYrUfHQjuM9qLQXflUKhXq7xF1n2qr0sRiLatLWOKtkRkeryV4AYRyS6zIs3Yn3RXnffBZxOPxUDM3CrpYLBbqtK0kj8cXi0VXSvWjjz4KNVsrFAqRNilCLWgWSoLttW3yukbMNKrG+55HSjUqMU/s2LFFRSCAkzUwGo1c7gzfpw2K92TXVFSkRu9DRYW1xul3RecjSmApWdf7td83/SyFaKfTcRXOFvXLmXcPKma/DlTAPCublIeHh4eHxzcR3wihwf/hs8Rqv98/tXvOvzWvgSQ8nU67cp2FQuHUTid3UdPpNDKZTChHgrvktDutra1haWkJ9XodvV4vZGUhMSL5U9ITj8cxGAwwHo+dVUQrIWmURatBjcdjR/pZRUmtZAqSI1aIUmsZAEfktUQqO0DTl68kkAJoaWkpZFfiPA+HQydmtOGZzeeYzWbodrsh0sb5yOVybv557kKh4ASJEt7V1dXQc5vNZlheXkYmk0G/33eVwfQz2vV5UZRCIzAcnyZjE7R26bH2/Pyx86XnU8FhRbM+A/1bP0NCzo7ak8kEW1tbODo6cnk2KysrbgysWlWv10Pn5rrmPcdiJ+WPp9Pjwgaj0QjD4TAUjaGFkQ0go0SWRtlUjMVix1WlWDksk8lgNBq5sV+9ehWZTAbD4RDZbNaNxc6JJsar2NeIoF0v1obGZ6pV3/SYedEv+zkPDw8PD48XEd8IoUHM80dbsWF3w9UepNYie14m3Pb7fRSLRZw7dw6TyQTNZtPtbu/t7aHf7yMej6PZbCIIglAJWSWGxWIRQRCgVquh2+26ik1M5iVB524sybkdH98rFApIp9Podruu0pBNwo2K2vAnk8m46EE8Hke/33e5HEy0pzCal2ehJJr9QTSKwMiKEr8gCNBsNlEsFpHP551FhgnL0+kUnU7HiUnOPxPkeV/Wj09hxyTpqDXyJL76eWtE74mw1ilFVBREd8VVGNodfisq7GcofG0ZWJL5fr+Pvb09Jxw6nY4rEcvPc461NLGtRqbX16iAtduphXFelMjOjcW5c+dw5coVpFIpNBoNPHz4EEdHR85KxbX6pFEFKybmiUrem66teeeKOoddh18XZ61LDw8PDw+PP3Z8o4TGIpAIcUdTLRe03pCsKalUUkLyxsRsTfhmVZ5MJoPV1VWUSiUcHByg1WphfX0dsVgM7XYbw+EQlUoFiUTCWX0GgwFardapnWkATlyoxcnaW/geCR3tMfF43EVc+Fm1K+m80JqkXZg5L9wR5/v09ytssjfzTaLsSvbaa2tr+P73v4/V1VU8fvwYn376KSaTCdbX13Hx4kV0Oh28/fbbuHr1Km7evIl79+6h3W6jWCy6OYkSUABCESVLGPXe590L/9Z7WEQelXxSVFjwGVCwKdnXsakY4b8qVtRapAKH73OdjkYj7O/vYzqd4i//8i+xsrKCL7/8EoeHh0gkEuj1egDgeotwzDyWc0TRp+tUr6tRHmvFm7cGAJwa+3g8RiaTwfr6uusz0+120Wq1Qs9jkRUt6rnYKCeFhI6Hn1tUzlZFho9WeHh4eHh4zMdzLTQWWR/srq+1T2lJSkYOSPCVHNud+lgs5nbb33jjDeTzeXz44Yeu5OZkMsHjx48dQdrY2MA//MM/YH19HT/60Y9w69at0Lny+TxWVlYQi8WcfYvVoEi6dJeV4PtKqNvttiNf9OXbXXdN2rY/tjQnr6f2k6icAM4vX+M8WkHD8dI6BRwLqevXr+Pll192SeT9fh+5XA7f/va3kU6nAZw0nFtfX8fOzo6L2ChxVGKo6yBKZJy1ruaRYrtbbe1Wdh0qtGRvVFK7XbtqkbIRBWvjspEOruvZbIY7d+6g0WggFouh0+mg3++j2WxiMBi4MsyMYOVyOcRiMffMtYO5HZdGUBQaadG1oHNmz2cLNNCCSCHe6/UQi8VcU0j+WDtcFOZFsWw0REVGlFiytjUrkPSzHh4eHh4eHs+x0CAJ14RpEiMArtqRkglbCSmVSoVyLHQnU0vEKjFi3kQqlcI777yDt99+G7FYDL/85S8xHo9dfsi5c+eQzWbRarUwnU6xsrKCV155BQ8ePDjVu4C5JePxOGRnIZnTpFeOV3eRaVXi5611RXfklZzr/DBPhLvW3MkGwhWPlKDZnIIoWw/Ho8dS2I1GI9ctnZ7+nZ0dNBoNJBIJdDodFItFdLtdV+GLDegGg4HLr2G/jE6n456rrb41j/xxbDahW3fhrXBR6DzoTnuUrUqFCS1KFLj8rJ7Pikl93vOsa3a9TyYTHB4eur+3t7cRi8VciduXX34ZKysr2NrawubmZqih4SKCrsLTRmVsrg3zgdQuZ0UW520wGCAIAqysrCAej6PT6aDdbqPZbDp7IIs+2BLSuiGgz5DntxsGUXZK3qfmo9iS0oz+aZ8eXuv3STL38PDw8PD4puG5FRpK/GzjOnr3SeCspcMSJN0BVguVtePwXLPZcfLynTt3cPnyZZw/fx75fB4HBwcYjUZYXl7Gu+++i+l0iv/4j//Ahx9+iEuXLiGTybgcDO4cz2Yz5PN5t8N/dHTkhJDdPaWwitpBtjYbvh71w/eYDD8vf8HOtY2oENqJ2u5OM2o0m50ksfNcHMPR0REeP36MyWSCzc1N1Ot1Ry4vXrzo8jeWl5fx4MEDFwmKxWJYXV3FhQsXsL+/j3q9DiDc9M5Gpwgl8/a++Xn+G5VjwHleRPh5LoW143CMfL56/a8LG2Wxz5/CNJVKYXV1FSsrK9jd3cX29jZefvnlUAK4tYIpiVchrnOivz/JveizSiQSKBQKoYhXu912TS6ZWM45sxamKIFnrzMvKrEIVhxF2d08PDw8PDw8wnhuhQZwsgOsfmomIZP8khBZMk1Lh9pDUqkUZrOZSx5WYmyPbbVa+Oijj/DGG2/g5Zdfxquvvup24svlMt58801sbGxgf38fR0dHGA6HePPNN3H79m3cvXs31ECO165WqxiNRqjX66d2temXJ0m082B9/zZ3IUpoACc5DIv87lGv6w7ycDhEEAQoFouh5GGNhHCONfKSSCSQTqfRarVw48YNF0khgW02m84yU6/Xsb29jdFo5EqbMnJ0+fJl15QPOMlr4TwsEhNR73F+5tlrLOHW4+05o4holC3HjmnevD8JdKc+KpqlEbt+v49er4cgCFxivgoetXvxfvTedZw6N2qrOkto2GR4iiDgeA3s7u6i2+2611VI2nHMi6zo+KIS7M+CFSn22h4eHh4eHh6n8dwLDS31SlKTyWRcaVlL3NSHrccqEY7H4y4pWndklcRnMhnUajUMBgNcvHgR7733Hu7cuYOHDx9iZ2cHv/jFL3Dx4kW0Wi10u11sb2+70rnT6XFZ0HQ67UgZk3dXV1cxGo3Q6XRCyarASaM+tQWpvUbtUE8iNHTOCBJEnTslgip8+O9wOMRwODxVsYg2NU1o12gRz8k5107YJMIUHzwmk8kgl8u5nI12u41Hjx5ha2sL/X4fpVLJJThns1l3D2qxo02OQkfnVkWXzU2wmJf3EWXd4es8zpJ07UlhmytGJSVHiR8dk86vFgPQiMZ0OnXrtdFo4Ny5cy5SpFEp5kHomlE7nyXddi3y2Wn0UaFRL55jf38fsVgMe3t7mEwmKJfLTmTwGrQq2fm1zyLquWgEVKObWlZYBZNtJMn1rlFU/jdDn5MXIh4eHh4eLzKee6ERlaiqibD8nz6jFSSYJMGj0ShE/EhySSy0zwIJBc/ZbDbx85//HOvr66hWq7h48SK2trbQaDTw/vvvo1QquWv8+Mc/RiqVwu7ubqh/gpJJRkMYZWDughJ+Ej8VGzxexdO8nfyoHXO7o07ip/0SlGiqVY3XZd+DbDYbKsMLHJdWZa8PlrwFEIp22HwYguKC0M/NZjNsb2/j8ePH6Ha7WF1dxcsvv4zpdIrPPvvMCUcVYySJvGe1o2meCV+zQsPugNvxatQgajdf514/o40WoxodWvI6b0zWtqV/q3hjCeXpdOrKCScSCWfpo/CiKIiqMKX3ocJEx6I5JfZ1+3m9p729PQDHFdS0TLJdi1ERCTvnNgJhBbZ9Jrw/Pc6KERXitoRv1PU9PDw8PDxeRDzXQgMIN+BSsCoNoaTCVnViZIE/3PHWcq+siKRdlGOxGG7evIl/+Zd/wd/8zd/gr/7qr5BIJLC5uYnBYIDhcOgqLLXbbSwtLWFjYwO1Wg2dTgfxeNzZgFqtliPq1WrVkZNer3eKqHCHn+MhEdNIxjxLkIUlsEq01H6kO8Ga+8If28OB5JgEXsdniR1FVpSVyeZHUARSEPL4TCaDt99+G5cuXUK73cbNmzfnWnfYC6VUKrmu8BSivB8VppbM2mTnKHudRkXsfKuw5fk1OmDnKeqZPW1ugBJiRnVWVlZcBG1zcxMPHz4MPW+14DHviYIx6vqa80CxrOWQraDSsfE1zlcQBABOnr8VuHwtSjhEjUsjVlZ4WAuU/YzPw/Dw8PDw8Ph6eG6FRtTOsIKVh5Q82p1q7WpMsmkrMTEvgsdmMhmkUiknTtrtNr744gt85zvfwXvvvYc///M/x8cff4xbt245scEk8PPnz7uchFQqhVwuh8uXLyOfz+Pu3buo1WpOQJRKJQBArVZzpIvgzrTNIdG5sXkA8+bQ2nGU5NIeouKD0Qq7604CCsBFfrTSECML9tmprcY2h+NnLNTuwnuksOR1y+WyqxBmrTm5XA6XLl3CuXPnnO2KvU1ms+MqYIVCwdnvrNXJjilKaETNr43AaU4NgEgBp/Pw++yMk/xzTedyOVSrVZTLZQyHQywvL2Nra8t9F2jbo7WNc6OC0o5HiTztcJlMxlVK43fKioJ4PNzlXd/XeddohkY0rGjR3/kZHXNUdCNqvp4mh8PDw8PDw8PjNJ5boaHkX6070+kU6XQa+XweQRCg3W478shSotxhVZIXj580mAPCHnCSIO5yU3wAcF2LP/74Y7z55pv49re/jXPnziEej+MXv/gF4vE4stkskskkDg4OMBgM0Ol0MJlM3PhKpZLLJyDRY/5APp/HbHacoB6LhfsIUGzwWI5bCZatoGStLYtsQVHWEUIjFkEQIJ/Pu+iPetXT6bSLuFAIaFlQa/2yie5KLNVuA4SrS41GIxwcHKBUKmFrawvj8Thkm2LZ4el0ijfffBMvvfQSEokEDg8PMR6Psbe3h3w+j3K57PIKlORqtEVtM2o1owCy4s3eJ6GRJyvclEBH2abs5zRioc0VKaCBEyEznU5RKpVQLBbdOFjggPNGMc01PxwOQ80POZeMWGg0Q6MTXKv6nbGRB7sRYN/XebDr29qWtOeLioyoKMhgMDh1LRWxFGW8bxs9YallLZmtzTY9PDw8PDxedDy3QoNQIqwkgMRLE2F1Z5oCgNV2SCpIsnK5nKte1e/3Q30DlPDEYsfNze7evYvbt2+7XI2///u/x3Q6xU9+8hN0u12Xf0FyzDyRvb09tFott3vOUrc7OztIJpPOM59IJBAEgUsi11wMno9WInYpB05HEuzubJTdhJ/JZDIh0mUJlFpeeAyJn17Xioqoqln8nB3fPFHEv1WEbG5u4uDgwFUosvkgk8kES0tLqFarbgxra2uhfA4VrtYyY8XcInuaHd/TWtns51WoqJix637ROYhsNotsNgsALkcpmUy6hGvOpy2xPO/5RL1Gcm/Xzbz1tii6YOfH5ncssj0t+tsepwKGwojzoJFN4GQNR5U+9vDw8PDw8DjGN0JocAdXqzRxJ5c76MDJzimJTy6Xc3aSfr/vIh/ASYlNEq9ut3sqn0BtVoeHh/jxj3+MdDqNd999F7FYDD/4wQ8QBAH+8z//E71eD0tLS+76JDaDwSC0K8ymZLTuxONxVCoV1/SMjdZ0l9c26bNCS3fOGW3QeZoH3h/nWaGed84f7VOa3P20511EZKPyHfSH1q5CoRCKMvA82oSQ52QDxUKhgGw268SJJrvbObIRFkWU3WnR5+cRaxUOvKa1Ddkd/qgxRpVoZvSOojcIAqRSKRe10HljNMQS9ii7YtQ9PKmAsMniOt6o+eK/dhw270LHrJEOK9iixkFoQjt/+N8bjdR4eHh4eHh4hPHcCw3gJNmTu6ckmbR+aHM4vk6LUjabdVV3ADgrEpFOpzGdHlfm0XPrtZmTcO/ePfzjP/4j6vU6fvjDH+LVV1/FxYsXsb6+jn/9139Fv993NirNdSB54euZTAarq6vOztLtdp3XvdVqOXKjybrACflnngdFgB0zsSiCQGuJRjOUhOkOsIo1ElVbhtQS4nnXjbILWcuXgvevFcHS6XSoFDBwQpgZRcpms+h2uy5Jn13G9Xw2p4D/2vuZRzQ1srAoX8ZacviaikLehxJl/k0rl5Lqedfla1pQYDKZ4Le//S3u3r2LjY2NUMd1vY6NHC5CLHZilaN1al5StZ4val3Y7xs/b7twRwkh/Q7o84xKANc51AIHUdYwO+6osf++8ALGw8PDw+N5x3MtNJRI9ft9tNttZx+qVCrIZrOux4N66ZmrMZlMnDWp1WphMBiEqg9pr4B0Oo3BYOD82kreZ7OZ87Q3m03813/9FxKJBP7kT/4ES0tL+Nu//VtUKhX87Gc/Q6vVQqfTQS6Xcx2QSfrG4zGOjo7QbDZRqVTw2muvYTwe4969ezg8PEQymcTy8jKCIEC323XiiMSau9fMNeH4aGey5BU43fGY92N3cOnH191hkrjJZIJisejOwSRsJe20JUWRVBI8mzOjx+kuu74/j4Ty/nk+5ujMZjMcHByg2Wyi2+0CgMtxoThihIlrxRJLa0nSHAlLYG2Xbc1t0VwHvmcb5BHWtqaRPE0mV6ugjk2FIq18bLB47949dDodvPfeeyiXy9jZ2UGn03ECwVYxU/Fh70v/pn1Nq5ZFwUYW7L3yvhZFUih4rcAYj8eu6IMK+yhbGb/3GrFgxNHmKLGIhG5wqMjz8PDw8PDweM6FhhJ9EgNaptRKQ/sUCTcrRtGGxKRrCgn2FFCCm8lkQruo1hLCnfR4PI69vT385Cc/QavVwve+9z2sra3h+9//Pq5du4Z79+7hZz/7Ger1uiM/vBdN8q7Vauh2u/j+97+PlZUVfPDBBzg6OsJkMkE+n0c8HndJ5Zp7ojYdWqUY0SGRmmdNicqD0PNxDjTCox58JsbSksaoDe9Jc0oUOi7992n97/ZelPRp8zg+x1wuh2w2G2qS9yTn1bkhVHwp5jWUs+IlijwvsrVxjiiE9LmSGPN5aiUnfh+GwyEePnyIRqOBZrOJ9fV1vPfeeygUCvjkk0/w8ccfo1KphCJTKrBVcFkByc/RWqR9S54FdF6i1tK8OZ0nFPW8eqwVJPY9H3Hw8PDw8PBYjOdSaFiyx912/lB00LbBvhjAiUVCE53j8TgKhQLi8biLgHAnXXer2YPAWlesnSgej6PRaODnP/857t+/j6tXr+L//b//h1dffRWXLl3CbDbDr371K5eIzvMAcHavTqeDg4MDjEYjVKtVXL9+HbFYDNvb265KlVrA9Edhd/wtdNdf55PvkcQquYqKdui8UEDp+7ZilEKvx89YK9HTrIuov7XaGLuBMwJhO7BbaE4JxzdPaNgx2HNrUjfnOmonfB4Z1jFE5YPYiAmvpbv1LBbQbrfRarXc/NTrdQwGAwRBgGw2i0KhEKqGpcR7nnC147eRgN8HZ80J52HeNXUe5uX72IidjYwxIjKvR4uHh4eHh4fHCZ5LoUGySgI7nR53Ou52u+h0OiFLjZIB7r7zfe5m253K0WiEIAgcKdXcDvV6q0hgaVbtHN7tdvHll1/ixo0bmE6n+Lu/+zvE43EsLy9jeXnZfUbFUalUQqFQQL1ex+PHj/Gzn/0MS0tLWF9fRz6fx3Q6xWAwcJEY7jhPJhO3c6w7zBRMHKclYFYoqaBQbzojPSoegDBBY/SE5NNatZSYkuRrdZ+o56zCRHNSdJfZEmtCc1f43AuFAjqdjnstl8u5yEDUOXW9EVG73Byffsbeh9395+f57G3jSB7LsXPe9BlZS5Peqx0jIzqcm+l0ilwuh8lkgkajgd/97ncolUpoNptYWloK5amoyIyKzESRdLWB2XuyIoXj4/3ZubPRw6j39dqcN24+aOSN68hGoDg/jMLo5gS/D/rfi6jvjoeHh4eHh8cJnkuhAZzsXOpuOwmClqpVYqr+bIoN2kgYxchkMm5XlzYTIpFIIJfLOfKiO8jAafsTx9fr9fDzn/8c7XYbqVQKe3t7TsikUin0+30MBgMkk0lcunQJV69eRSwWw4MHD/DgwQNUq1UsLy8jlUqhWCy6yAtJveacTKdTJ3aUdHFcttN4FGkDELJHqRVGffI6j8yB0GgTz6Xig+/pbr7mkNgqWTpGJdZRli8VG3ofo9EI2WwWGxsbqFQqePToEQ4ODtBut50tTscedV6dM1ueV3MzVNTxvXl2K35OybySdBtRorgE4KqkqV1qNjtuRtjtdkPRlWw26/KNuOan06kTNrRadbtd9Pt9J7ApEpWkW/Glc6MWrVgsFvr+WSGo60lFF6t+zVujUVDxazcM2DRT1wfPb4UG51+fhb6mCfT6/db58PDw8PDw8DjBcys0LKKIAXeJmSxtqzUpaeVrLG/LRFCKDe2ODJzsCOu5SEYICoBSqYR+v49f/epXjuQsLy/j4sWLSKfTLqrR7Xaxv7+PQqHgSGO/30e9Xsenn37qiE42m0U8HkexWHTVk4bDoWvAls1mMZvNXLI4RUYsFnON63TeCLs7DIQFg9111mZpmvBroxPWVhSPx52liD1LbJTEPp+vY1HR61arVZw/fx6ZTAb9fh+NRsORYRYAIOx1F1myKAi45rSJoFrCtMyuHSMA1z1+OBy6Er0A0Ov1Qs9ISTvFA3ffr1y5gkqlgq+++gq1Wu2UuOC8UkwoGQeAUqnk8pZ4Th6nBN3u5vO+9LUoQWXf470yP4qRJn4H+VnOcZQdykYrdSz8zmsUR9eWHm8FtJ7XNgHkNaLmwcPDw8PDw+ME3yihEbUjCSBU7lTJAQlgOp12O8QAXHlbig3gpHKT7mYyIqE70bp7rxYu2rQoSHq9Hnq9HgqFApaWlnB0dOR6Z/zyl790EYtSqYTpdIp6ve6EBElgNptFPp9HIpHA3t5eqGu4ElGOS/32hO7OR1ly9EfJKv/l3PM8UaSL19fzUKBxh57j5C74WWT/LFhBlM/nnfDb29vDo0ePMJvNUC6XQ9WaCPXxR/n5LXRd8G89B5+9nouWORYjIPHPZDKO9HNt8V64LiiSGFG7cOECrly5glQqhd3dXRwcHJwi3Ovr6wCARqOBdrvthPWFCxewvr6OUqmEzc1N7OzsoF6vh6x5KpQ0iqfQtWNho2Xj8RiVSgXXrl1DuVxGrVbD7373OxwcHKBarYYErK67qKR9tU1RiNkKZlFryUbz9Nz6fdGO7xpp8gLDw8PDw8NjMZ57oaENxtgROplMIp/PO2LG6kLcvaXdiISBieMkcXpsv98Pfd6WO2VlpXq97s41HA5dsjl3qoGTUqckoEdHR6jVak5Q/Nmf/Rm++93vIplM4t/+7d/wySefuB3ebDaLarWKwWDgrkWhw2R29aCrD56ki58jqeJYFXw9Fos58svzqVjg3FH0cDzpdPqU/cXuyGskJCoqxMiAdhhXS5XmgPA5aDUru9NOUg4cW476/b4js7RNqQjTHW8rvOzO+iIrDt8bDAahXXm1OzFvJBaLuR4psVgMnU4HnU7HHatRulgs5iqjxWIxrK+v49q1a8hms9ja2sJXX32FVquF9fV1d/7XXnsN5XIZd+7cwePHj5HL5fCDH/wA58+fd2Pr9/sYDoc4Ojpyc6b9L6IqhynhZv8NWgF1fSo4V7Qi8pjhcOiaWkZZtJT8c61y/eiaVIHBaJVG1HQ9a2SCx9ueH7qRoDlLun71Mx4eHh4eHh7HeG6FBncXAThCyl1fRi+sj59EiQSQRI1EMwgC9Pt9TCYTZ5kiabLlVnme1dVVlzPR7XYd0WCFI47DjoWkEThJTs1ms3j11VeRzWaxsrKCdDqNmzdvAkCIcOs5p9Op68pN0MuvlZY0B4KRA9qG9J6UuKmVitYuFQYk4CSfqVTKzanmSqhlSudg0bONei1qHvU9S/K4Yz8ajVCr1ZBMJlGv110fE4022LyQJ0WUTUqh+QEqihkFKpVKKJVKaLVaTvRp40U7Hs5nNpt1z6JQKDhR2Ol0nMAloa5Wqy4a1ul0MBwOcfHiRVSrVRdRAo7XWK1Ww3A4xOrqKsrlMtrt9ql71XwHIpFIoFwuI5/Po9Pp4OjoKHScPcdwOESr1cLR0ZH7POfmSZ+BHY/9AU6XbFZoYj1w2kZI2HXG/97YpHsPDw8PDw+PMJ5LoUHyoARA+yTQkkKMx2NHqm3zLd3B1iRu7rZOp1NHAC2ZnkyOO3dnMhn3ut0BZl4Ir2UtVTzveDzGrVu38O677+KVV15BLBYLdWdmgi/vLx6PO087K+EwuZc7yRQW1i7C33Unn+NQ8aA7vuwxwh8SYVY5SiaTruRuFEjOgHCloqhna61Zi9YBx03Rpe+piKRdKAgCt/MOREcs7LhUTOn4ebwKP3ssBWQikQh1l2cydrFYdGIokUg4AcFnGjUe4KQpYi6XQz6fB3AcIWk0GphOj6tJsZt8Pp9Hu93G1tYW7ty5g/X1dVy/fh25XM7dz3g8Rq1WQ61WQ6/XO/Ud4ueiyDxBqyE7xGs0TOcymUxidXUVo9EI9+7dc/MXlQh+Fqwd0v6+CLp+ovI/FDbKohEMLzQ8PDw8PDyi8VwKDYI7vpPJxEUdaCtRgk8io2JgOBw6DzrfJ/kkqWaVp3a77UjUbDYLdTuu1WoAwuJHvfFR3ayVQKq1Z3NzEz/60Y/w2muvoV6v46uvvkKz2XTj0gRqAGi1Wtjf30cmk8Hq6irS6bRr4pfL5RyZazab6Pf7oaRnCirbTI1jo/jRe7GedXriubObTqcjm+zpOe2u8bwIhRJsSxhVqERFIvQ4Rqd4L4VCwVmReC96nPXt29etoFHbjb5HoqvllIGTtUhBOJlMnGCsVqvIZDKuSz0/Y8ei5xkOh050tNtt1Go1xONxl5MCAA8ePEA8HnciRHN7gJOEZ66RdDqNwWCAbrd7ak6U2CsmkwlqtRqm0ymCIIg8hkilUrh06RJGoxG2trbQbrdDSfTz7FZRf6uYsSIjSmzoa9YOZY+xkRFdV8yb2t7eDkWtfh9425WHh4eHxzcNz63QUN897UNKysrlMnK5nLPIKBmmEOFOPCMYmojM6jsseUsyRoKXzWZDXZO1+Rt3+rlTDJyQc93NVlFCovP48WM8evTI7XBTmKggIsHP5XJOPBQKBVSrVaRSKQRB4PJV6NPf39/HaDRypFsTigklyyR8auFhdIDzTXFHgpTNZkMVftSmRfsVEM6roVhQ/7+KB0v6eP8A3Hk1OqWkXsmqVk/S56ICgONVAq7XjyKbWo1InxN/kskkBoNBKEqhhDIIAnQ6HSwtLaFYLOLw8BDdbteNTT+v95ZMJl0Bg/F47Egvczz4bIbDIeLxOC5cuIBEIuGa9XW7XVdSeTgcol6v45NPPkEymcTKyopbI8xhofBUAU+CbaNHjAxms9lQZI3HjUYj1+VexbhGJlVo2lwKPi+Oh89jPB67qmp2nvU584eRSn2OmgtjRSOFIauWffbZZ9jd3cVgMHDjiBLaHh4eHh4eLyqeW6FhoQnJShxIZJiUzfKm7J1BMq92HdpXBoMBYrEYcrkcZrOZsy9pVSkgXFWJpXBJgpWcasIxk3p5TbU8xWIxRxh5PxwLiZsS72w26xJpK5UKdnd33c42xcdoNHI75xyztSdZC0gmk3EEjnNJos971lwDWoQsdK6eFmpJUuGh1X+e5jzASTTAnp9Qgsl/rf2HsOIoahc8avzAcb4E18l4PEaj0XAC1ya82+gNbXVBEOCzzz5z+Si5XM4VEDh//jx6vR7W19exsbHhInCHh4c4ODjAdDrFysoK4vE42u22sy6pCFNyr8KL49FoDueKrw8GAydmdJ2Nx2Ps7++fej4qrBdBRYfNJ3qS4+z3R89lE7v1GfB+ms0mbt++jaOjI2cl1OftIxMeHh4eHh7H+MYIDQBu1zwIAvR6PdcHAwg3UGOFKRJom8CsZJ6EP5/Pu7yIXq/nGvzRjqXVlFQgzPNvk9wwgkASz91gRjz4WbWKKLFiJalut4t6vY6lpaVQudZ+v49YLIZyuYxUKoX9/f1QXoaOz4oBzcXQfAzuJHPcLNHLfBJ7z9Zq8zSiwxJsnYezcjiizqXzrj8aPbC5HnqMzZmwgkWjK/bcUXYgklT29eDfutvPXCEVrhxTIpFwid7cVU+n0zh37hwuXLiARqOB5eVlNzauzUajgcPDQ5w7dw65XA4HBwcYj8fI5XKhcXOcXAMqUPkMrDUqmUyGcjQoHmyEgREP5nTwuc77zii49p5GaFh7lB6r59N75bNkBKRer+P27dvY29tzUT2N+DF66uHh4eHh4fENEhokDKwexcZ3mUzGkWCSeSbfqj0CQIiIsWlYEATOYsHKPqxMRYLC3WUlPFFWGx0nf+eYrC3E7rJraVxLxDg+9j9ot9shQcAoBImWEl4lZ3YnX7usq51EiVUqlUK1WkWpVAIQ7gJOQqrWKDt2/YweFyUEaN/J5/Mol8suj0AjADp+WrT03JawWzFnBVGUaOLn7DO1UQ+NoOg1o44labd2qXk78CTDiUQCV65cQTwex4MHD1Cr1ZDL5bC9vY3Dw0NcuHDBrWU+h3q97qpC8TnSBsVI32w2CzWv5LPlvPB8WlJZSbpeLx6PnyrCcPHiRaytrWE4HOLBgwfodDohsW6jIBp10Gga54NrVEWQFegcm9qkVGRQSPNvnoef297exr1793B0dIQgCE4JrycROx4eHh4eHi8SvjFCAwgnAddqNcxmM+TzebejC5wQYSZOM7dDczVoYyLRIpHhLmwsFnPJutrbYDabuTK0hCXy/BwJHomn7h7r7rMSaP1bd3673S4SiYSL5GiSPEkfybhWT7KwO9OauK5dlvWcuVzOdSiPIuBM7OXY2ZshSkQosbeRDM27WFtbw+rqKnZ3d9Hr9SKJnp0jjpfzy3NxTdjkZu31ETVPNiqimCdO+J7upvM13nuUkOHa0/OSDGcyGaytrSGZTOLo6Mg12js6OsJoNMIbb7zhRCrP32630e/3nSVQBfhsNsPR0RESiQQ2NjZcfknUvfBvfgc04qVrzYrudDqNK1euIJ/Pu2fIBoJsXqgWKhUJKsZ5Xlv9zD4DHaOKDf6t79uNB36vtra2cPfuXXS7XYxGo7k5GXYdeXh4eHh4vMj4RgkNQu0hX3zxBabTKc6fP+92STOZjKuQxHKn2n2Y5FrFBqMYFBok30wEJRlitaqoyjnAiaefpM/W8gfCtiq7+85jLPR4JfY8X9TnLGzDMZuYq2RyNjtOFteEdGuNsVEGtXuRyNveJlHiQgk4y+gOh0MnqnhfNiKiwsWOzUYY7PqJipDo7zaKMm9+NdE5yra1CCTAAEKFCng+2vOazSYSieOGlcwvqlQqqFarLupAO1O73cZgMEA+n0exWHQJ48lkEsvLy1hfX0cmk8Hu7q5LXtf5sHNhRZHOg4oOtRWmUimXD5JIJFCpVJwAsiJUz6XX0euqXe2s+bTWKfvdI2iJHA6HuH//Pu7du4dutxtKQPfw8PDw8PBYjG+k0ABOiN3Ozg663S5ef/11XLlyxVWhIlnlDqVWy2GkgdEPlrOllYh9M2azGVqtlhMhSgKBE7sTcExyGD3RXhzACfG10Yd5EQ09J0kc/9ZjrNA4y9ZhCSOrGnH3nGMgQSwWiyiVSqHKQpxDFQvaGDGq0pS1T+lrlhxOJhMcHh66srAAQpWzrEjRudL3zyL8i+wwSmxpr7HXIWzFJL5/lkjRY9TyxvviPXe7Xdy6dQuJRAL5fB4vvfQStre3kc/n8corr4QI+nQ6dQ0LL1++jKWlJZebwQIGFy9edDk/jUbDlcnls9Lx2N8VzDPid0XH0e/3ce/ePZf3tLy87CJdrJKl0RC1NHHeOT8UQ3x9EaKEhrVYEbST3bx5Ew8ePHAFJBjhedr8IA8PDw8PjxcR31ihAZxUJur3+7h9+zYAYGNjA8Ph0OVvNBoNjEYjJJNJVCoVF6lQUqfklYngzM3I5/Ouj8dwOHQknGVmtekeS+WylwOtTrSsWAuVJogzAqN2Ev5rk9ltEz59nWIkKpKiSbDT6dQReQXFxPLyMiqViisjnMlkXNUpRl00wqBj5G72IsFBaOSBr7NbtbVaMeKhlcc0r8BGPChcKCgHg4G752KxiEKh4D5jib4Klih7nEaBNJ/A3psKED5rzXEgSWdOEauaMUeAx1YqFVy/fh0rKytORNdqNfT7fdexu9VqYW9vD71eD7u7u24eWfJ4a2sLzWbTjYlRPl1rKixURHE+Gd1jpEvnKB6Po9VqodlsYnd3F7FYzEVWKPQ5Z/odUCGgSeYcOzcKNDnd5nNonpG1APKzGv3p9Xr45JNP8PjxY9ctnd/HZyUyzhL+Hh4eHh4ezzu+0UJDCeVgMMDdu3eRTCZx5coVR1SYJG5tQXo8f08mkygWi85SobkF/X7f9SZQ/z1FCwAnNPL5PEqlEkajEfb399Hv9x2BV+Jtk8KVmFhLkr42bzdff1cSRuju7nQ6DfVM4LGJRAKlUsklgLP7NO1iiUQi5HW3kQobqbHk30YY7D3Z+436rN2t1vOq2FJrWjqddj0YmFyv+TxRu+U2eV7nSSMw2kvFwo4jKol5NBqhVqu53hSz2Qy9Xs+Nq1Ao4Fvf+hbW1tYAAJVKBQ8fPkSz2cTS0hJyuRyGw6Ere8yiBp1OB4VCwc3tdHpc/paRiEwmEyL9+mPnQNcP74MRimQyiVwu55LQ8/k83nzzTdy/fx/9fh+ZTOZUtEIFzbxIhJ1vjsGu46jIBb/PwEmyO3AsXAaDAT755BPcu3fPCQzapXwkw8PDw8PD48nxjRYaBElip9PBF198gXQ6jatXrzoSyZ3Yfr8f6oFhE3YpAkimtJwocLKbrbvktFtxJ5olMdlRnDupJPUUGFoq1lqyLDQSYndcbd4FcOL9XyQ0okp80p5TqVSQy+XcXNBXr8m2tgmbLQGsokN/FkU0nhSa8AucRD7UBqaJ+MBxFaTvfve7GI1G+Oqrr3Dnzh00m02kUilUKpWQSOC5uMM9bwwaMZpnzwLCIsr2b+AO+zvvvINr164hm80COK4wduPGDRweHmJlZcVV/eJzZNSMifpcc4PBANVq1ZV/ZuNJCl3+cG7U1mcjMNZCxc/YilHT6RSNRgPD4RBXrlzBO++846J4Ozs7ofniPCwSGvbHHhslTGzkiBZJKwi73S5u3ryJ+/fvn4qmzLPleXh4eHh4eETjhRAaaktpt9u4ceMGJpMJrl69ilwu56wVQRC4fAwSPSBcgpU2K75GIZFOp51lpd1uu8ZruvuqO+7M/aBgmc1mLoFcSRuAkIjQv59ml9len1aTqCR0tcYQyWQShUIBlUrFVejifShhU6sUxZXt+s35syJKP6PjV4KnhN3eO0mxjl0tTrYbuKJYLLqxrq2tYXNz0zVkK5fLketKn2tUvgXnR/NU7HO1Eir0iwAAHhxJREFUz0aTvxOJBEajEdLpNC5fvoxcLufOz7VHm5LmirC7N9d1t9tFrVZDvV4HABe90Xng79aOpmO2+RjWnqTzy+aB+Xwes9lxLtN0OnWvU5Dw+6PXPEtcRAkcnXdr8bLfQ7u+uDYODg5w69YtbG9vu7yrIAgwGAxCJXf1vw1Pi697nIeHh4eHx/OIF0JokMRwh7bRaODDDz9EKpXCa6+95iryHB4eugiHkmRtykeSovkTtF3Rc67lPjUhXHM/NKeA3nDNYyBBYr4BS5xyPLwfJS7zrDkkYmyOpqSW455Op6FEV4oFiqhKpYLz58+jWCy6+WDCrwoH3RXnmDSaYS1TJIFK4jTSoR3UOWZL7JWA2nMy4kIRxHPrc5lMJmi1WiiVSphMJqjX6wiCAJVKBcVi8ZQli1ChwLm2kTDetz5DJc1R5yZx532y2aLe79HREZrNJrLZLKrVqqvYtLy8HOrpEovF8OjRI2xvb6NYLOLixYuIx+OuJDLXkV1vUcReCbsKEBUZmkvEbvQsoAAc50jFYjHs7e3h4cOHLopon72OS+dHxQXnVCNMtO3puOz3xD6v2WyGg4MDfP755zg6OsJsNnMiTteyzv+zRJQ10sPDw8PD45uAF0JoKNRi8fnnnyOVSuHatWuuRCgjFmqT0h8lQvx3NBq5DsG0q0ynJ439+KMCgmPg6ypASK5IzthATcme3ktUDwa9X93V1Z1sWkO4Gz4cDh0pn82Oe2Rks1mUy2Wsrq6iUCi4sabT6dB4OWdKGDlH9kdh7VJKwDVCYnfZ9TxK6nVn3yYr69j0tdlshk6ng3a7jU6ng52dHScC9ZlzvnV+9fp8T89NIaaJx4tsYFZAxeNxBEGAdrvtxO9oNEKv13NFAm7evIlEIoFLly6hXC47wTedTtHr9bC/v4/z58/j3LlziMViuHfvHoIgcCRfoyx2Ldl1Z3N79HUrJlU0d7td/PCHP8Tq6iqOjo7wm9/8BrVaDdVq1VUtm4dFkQ0rLnVt2HwnjXwAx9+rfr+Po6MjfPHFF64C1zxh4uHh4eHh4fF0eOGEBnezZ7MZGo0GPvjgAzQaDbzyyiuIx08a05GoqR2Hx3O3HzhJkE6lUm6HNZFIoFwuu5wM7fegQmUwGDgrEQkRz6kiRAmV7uLyfHbnWQmVkmPtFK6RDq3Uo1akSqWC5eVlVKtV5PN5AAhZovR+tC8G74fvRwkQfR46J1FzHWWxslEqFW/6L3+349BzMcl6Z2cHW1tbGI1G7vnp9ez86Pn5ObXnzLtXK1TsZ5Tsc03eu3cP9Xod5XIZ7XYbDx8+DFU963a76PV6aDabrvpZEAT46quvsLa2hjfeeAPpdBpBEKBUKjkboOax6NpTsm0jHgBCa5DRhSibHH8ymUxozajgOovUR1mgrPBXwcx/bRREzzebzRAEAXZ3d3Hjxg3s7++7RnxaMtfDw8PDw8Pj6+OFExoESU673cbvfvc7dLtdXLt2zZGWdDrtIhRM7FayqeScRIqlSGnZyOfz7vVWq3WqszEARyS5s8xxMRkcCJNnJbocw2AwCJE+/byeg8RSIxoqZpQw5vN5rK6uYnl52fns4/G4K2FLQqz5ByoybF4Jx7soomF99UoiVVjZc6ows/Njo1AWtK3t7e25KE6xWAw9IysuNCISFWnS66mdR5+vfaa6luxnGNW4d++eE8nlchkXLlzAdDrF5uYmZrPjPIg7d+64ROtWq4VYLIZXX33VvUY7E6MZWi1M10+UYOMz5vtapY02Oj57jXDx706ng2QyiVqthkwmg6WlJVcCNypqop3GCf2MznVUpEgFuq55iu7NzU188cUX2NraciJcr/V18HUEihc1Hh4eHh7fVLyQQkNtItzZ/fLLL9FsNnHt2jVUKhV0Op3IHXDCEnqWrqVw6Ha7mE6nbrectfmHw6FLgNVdZHrCtVqTCgASYiVYvL5WUbJiRpOi7Wvj8dg15YvFYshmsygUClhaWsLKyopLkOZYSSQZFWLyukZ5+KNzTSLK+VZLlN31V6sTx62v2VyFKFh71Lxz8zWNcunON+8jKok8KkKlz03Pr/0u7Dj5PJSwW7E0mUzQ7/dx+fJlrKysoNvtIh6Po1gsYn9/H7PZDNlsFvH4cYJ4Op12PTTee+89VKtV9+y73S7q9TpGo5FLIlexFBUNs/fCJHNdx5lMJmSn06gWAGdLSyaTePDgAcbjsSsTTaGjc6X5FfNyNVRcqyDheShUtIoWBczdu3fx6aefol6vYzAYOJGhYsrDw8PDw8Pj98MLKTQsSA53dnYwGo1w/fp1l2dRKBRQKpVCSeKx2HGlKCV3mmuRTCZdGVL2EVhaWkImk0G/30en03EN19SOoqJgOByGmuopWdXu2gBCO8uWgGnSurX/DIdDdDodpFIppNNp5HI5rK2tYWVlBblczuUAaMd0zV9RWxPnRYUHoTvcvL9FUQZFlC9fRZMKg3m5GxyDRgr42UViRY+1Vix9XlFJ+E8CtYjxGlqWl88NOK6KdenSJaysrAAADg8PsbOzg4cPH7oytZzn8XiMpaUlnD9/HpcvX3brKAgC3L9/H41GA6lUCvl8PjKiEIUoEaDrV7vda7SLx3IswLHooNCw64XRBs4xz6VizEZc9Puhr/HZqF1tNBrhxo0buHXrFprNpos4aZ+MRevCw8PDw8PD48nxwgsNJVmpVAqHh4fo9XrY2NjA+vq6azamO9Lc/a5Wq1hZWUG/38fOzo5r9EbiRcJEIspdX0YDGOGw9hSOh+KA71vLCKEEVe05NlkWwKkd60wm43IxVldXXRdpRiDorSeJJTHVH76nUYioSj22tKvapubBEuBFO+7zRAavp/asRUTSChYboWGSf9RnnwYqmliIgARcGx9qtIioVCqo1+toNBoIggAXLlxwYrDVamFjYwMbGxvumFarhc8//xx37tzBeDx2wpmwlim9X/7Le1ahoetCRYMl7BcvXkSxWEQQBM4WyPVHgaIWM4086TOzQkPLNOs98HugEcJ+v4/PPvsMN2/eRLfbdVFHWgq5bjXK4+Hh4eHh4fH18cILDYKkiITv8ePHiMfjyOVySKVSTiRosvhwOESlUsH169eRSCSwubkZEgNatpM2EValIjFrtVqhhndKLLWKDqMGmsegO+FK4LkrrNYRWrp4rwCQy+Vw4cIFXLt2DUtLS47ckdRqMze+x39tlSmOhbvnLKPLiAiT6znGWCyGwWDg7DsUJvN2pjlujkGFn90R51hsRS8t50qbmTaZ0+upAODY1TbE9zhOhUZ8RqNRaE1E2aw4lk6ng3K5jHPnzmFvbw/dbhdBECCbzSIWi+H+/ft46623XN7P6uoqLly4gIODg1CZ5Xg8jnK57MbX6/Xw61//Gg8ePMB0OkW1WnXiziZ98950TvUZq6Adj8fOXjedTl1ZXQptjSB1Oh1nk1pbW3M9PXQMtjKUXdf87lFI8Huo59Ame9wQYOnq999/H1tbW64UsI16cLy/b56Gh4eHh4eHxzG80ED0Tni/38ejR4+QyWRQKpUQBIGzRJEUdbtdPHjwAIPBALPZcSJxEATuXIxqUEBof4NsNotMJoN8Po92u+06NU+nU5dUDiBEpJRk2x4YRFRehvY7mEwmKBaLKJfLWFtbw9ramusiPZvNHEnWClIkmCoo5lVxUjHC6A2PXVtbw/r6OobDIer1Ou7evYt2u41KpeLyW6Keh1qdop6d2nUorqKqDFk7jrVDRdmj7PEaaYqKxCi5tsIlKgJjbW7f/va3Ua1WUS6Xcfv2bXQ6HWfT29vbQ6/Xw2w2w2AwQL/fRxAE7plVq1X0+30neo+OjrCxsYHt7W3UajXk83mXS2TtaFbUzZsPjUxlMhn3o5EpXQ/AsUjY2dlBv9/H+vq6W/PzrFCaK6FRKI32zRuf2g1ZAa7RaOCjjz4KNeKzyeNfNyplYc/joyIeHh4eHi8yvNAQKPGKx+PodDq4d+8ecrkcrl+/7nbpufs9GAywtbWFWq3mdu3Z+4J2DBJTJoMDJ0nYJP3ZbBa9Xg+NRgOtVsuRRe1GzB1yW5HHEhvancbjsUswB+AqRhWLRaytraFarWJ5edlFSQCELDCMMqj1hOfXEqZK9Alei3N5/vx5vPTSSygUCo44Mq9lOBwiCAKXbG7v50nsUNbKZe1lUXYcPZ7PJIoUzmYnDf/4vtrC5hFJm8Q8LydEyTk7aQPHQleteCxa0Gw2Qz0scrkcMpkMLly4gOXlZezu7qJeryMej6NWq2F7exupVAqFQiEUtYkSGVEWPZsfoVETFYca+dG5YmSu3++jVqshCAL3/rxcCLWP6Xh0zGqLUmjPmclkgsPDQ3z22Wd48OBB6Dvp4eHh4eHh8YeHFxoRUPLV6XRw69YtJJNJXLlyBbPZzCXRklCzWhQb3p07dw75fB5HR0eu+g8r8pCQZbNZR7RpU1paWkKz2XTHqEVEiZmSQpvjwIpX3HHnjnOxWMTS0pKLYCgxpzVHLUYqKEje9TOW3BOMigDH5Hl1dRXXr19HoVBwUaDBYIDNzU3s7++jWCwinU4jm826ksLWumJ3yPV1HY9WDrIk1laJUlvVWbvZSk41YhFlh9KkbkuK51nBeBzXWj6fx9bWFqbTaahiWTx+3ACwVCphOj0ua8wqZlxr3W7XibfpdIpcLod0Oo10Oh26LsfC50xRo2JDP2vLv7KZI4/XylH6Q2FeqVTcmLXimgU/z4gELYUUzvp89VnYe5vNZtjZ2cFvfvMb7O7uhqxvUaLzaeCFioeHh4eHx5PBCw0ByQtJGQlLq9XCr3/9a7Tbbbz99tsYj8fI5XJutxY4iWAAQKlUwg9+8ANkMhl88MEH+OKLLxyps6Q5l8uFyHUqlUIul3O7v91u1yXd0oKlidS8tvawYCO3YrGIc+fOYXl5Gblczt2bJYMsj0uRoXkfWtpVbVwchx6nVisSQ+a28H6z2SwODw+xvb2NQqHghAbFDCM1nCtL8nWMHCejESomFHYnXKNSFAG2chHnmDvkNpmcn+GYCc0RUJGhVcOU5CuhX11dRavVQqvVQjweR6FQcOdlValY7LgRHy1T+Xzezbcmk5dKJXesrc6lz1MToRm9UesSBa9GM9QuRZHBueAz0bWpxJyFEFSM6ZzYNcDcE0bneB3OJUW1NgTsdDqo1+v47W9/60TGaDTCYDAIVctaVITAw8PDw8PD4/eHFxoLoKIgCALcuXMH6XQar7/+OnZ3d7G6uopMJhPKXYjFYuj1ekilUtjY2MClS5fw3//93/j888/RarUAICQ4eIzuFBeLRaysrLjdVyWKJE0kydzltmSfBJ+RAu42q7VECbMtX8tx6lxYYhaVU6FjpFDgbnkQBDg6OsLOzo6zadmyu3qfujttn4kVS5ZI23HZzynZjErq1pwBOxb7ObvDrYLCRn8W7YaryFNBA8AlV1OUlstl/OAHP8BkMsH7778fEp/z8heixqgWL1t8QIm9WqEoaKOiCnbeOJ5511fCr5YwzbNYZHdSexyjJY1Gw0UyeLy1sfmohIeHh4eHxx8eXmg8AbgD3uv18Nvf/ha9Xg9vvfUWms2m6/5N4gwAu7u7uHHjhsvX6Ha7jlCr91wtHNxhB+CsTPpZfk5FCckld3JVGGmytpJETQTWyIQSyHlCQ/+OslJZzGYzHBwcYDY7rgAUBAFarRYGgwFKpVKIhFsiqKRTocSS7ytpnWezUkuTzdmwxykB1jmyeRcch47R5hPY/iFPCmtJm5eHAhyLELU+RQkfe26bm6HHsUmjLSLAQgXZbNZFJdSGpVCBZhOv9X3+TCYTl+DOiAqvqdXYLLTRH9fbr371K2xvbyMIgpCw1ryTr2ub8vDw8PDw8HhyeKFxBpSIxuNxBEGAW7duYTAY4LXXXsPq6iqy2axL4qXV47PPPsPu7i4mkwlarZZLeNadZ1pnlLCRNKmthsfweNpWSDqjSoKSvKkI0ciL7iRrtELJvs0nsIJi3q6wip/JZIL9/f3Qjj4jMNaCZJO4bSRDd6KVXNpcB+vht/evUSGdMz3GkmBrtbFiTedMd/N13GdFGqxgiroerzMajXBwcOCaLgInwpDRj8FgcOrZ8Bw2SsZr2wR62qXG43GozDOfn10nOnYr/vQeVKDxfduUTwWOPkN+llZA2qK++uorfP7559ja2sJoNHI/eg3iaWxTPvrh4eHh4eHx9eCFxhNCSXEsFnOlR99++22sr6+HdkuZ1My+GsDpaANhxQKJG4WGkm++DpxEFKIsTUrIldCxWpDaXrTRXpTlR6Elbq04sqTeRj+UyOvfmvtgoy+cd/3RfAidc+07ogns9hlybHov+p6KNLXvcK44f0qK9b7tWuHf+hys6LACSj/D+1QxyfyK+/fvu+plnMNUKoUrV6649ZdOp52lyEYw+DvJPM+r72t1M+b+UERqbxSuD/vsOCbmrkRd34o/PmeNWqm9iu9Np1PX2+aLL77ABx98gKOjo1CejI9ceHh4eHh4/N/BC42nAMkmIw6PHz92ZOn8+fOhHeVUKuUSr5XsqChQMm93+JVYAjhFNKN2/e1Yo/z6NjKxiIhFdfcmtDKVRl+iYCtVKclXsWTFE+dBSb21c1mRxN+tD98+B60CpcR33k43STfHpFYcFU8655ZQcwzaOHHR/GtugW1MN5vNEASBS/4G4BrYlUolHBwcoNPp4MKFC85WFYWocarAILLZLAqFgkv81q71NlKmz2SeTUt/H4/HLlFbu4PzvBTGVnzFYjHUajXcu3cPH330ERqNxqmGjx4eHh4eHh7/d/BC4ylhCc/Ozo4jS1euXHG7rMzbYGJ2PB53O+PACWHUrtn0p6uvHzhNmKzH3L6v1qwooWEFxNeZg6jrPs3x1gbD+dBqU7oLrvdlz8OxRFmR7JgJTbq2ORcWnEcrXlQ88T50vDy3EvJ8Po/RaOR6qsyDHptKpVAqlTCZTNDr9VyPDc6PisfRaITt7W3U63W3ns6CiixGOFjFCoCLZFjLmz4P+7qe1+atWOFB6xMrS+l4NM+I56cI6Xa7+Pjjj3Hnzh00Go2FVikPDw8PDw+P/314ofE1QOLJnfz9/X1H0K5everyKEiY+/3+qWRwvpdKpXDx4kVks1ns7u6i2+06cjgcDkOCgZEU7gAzIVcrXwEnYsjmMGj0BDghbIQVLzbpXBFF8nlNRicslJRyp9vu7ltvvua02JKzthSvvqb3HmVh0hKrHLPulmt0xVqdtAeHPku1AvE8SvSXlpawsrKCo6Mjlz9hibfOv0ZISMK1PKs+M0YfJpMJDg4OMJ1OUSqVXHlkFSUqANinhZEWbaI4Ho9dmWSW12Xej40sccz6DK01TqNOvK/BYIBOp4NutxvKm9EICa1f8XjczScrS926dQu9Xi/0zHhf84oURMFHPzw8PDw8PJ49vND4GlCSzeTvWq2GW7duIZVK4aWXXnJRCSVZ7M+hFXR4rmw2i7feegsrKytIJpOo1+v48ssvMRqN0Gg00O12neBg34zZbOZK16qYIGnSf5VwzavgM+81a41R0m0Jsl7XntdGBeznVBxFJUbPux/+zmpFepye25JcJb5PC2sf0p95li6KThU28+ZC75nHERSb8yJLmotjS7vy8yo09JyMZNCuxZ4Z6XTaibOoa1pY0WafqwoCChyOUXNheC52sE+lUtjf38f777+Pzc1NJ8yjnqddAx4eHh4eHh7/u/BC42tC/eUk/QcHB/j1r3+NRCKBN998M2SPsrvjJEC9Xg+bm5sYDAZ49913cf36dcRiMSwtLblStPfv38fjx49dkzaWouW5BoOBI75n2aqAkx35ed2ZCRUwUaVyF1mo5uWl2OpG+rpNnNfIiPrulcTz82fZuUhENeJhr2fHPy+pXEsAkyyr9ciKPh7PnXvmISyysNnjrQ3MCq0oITFvHjTvhaKHuUds2BePH3e9Zwdwig1GPJ4kYqACQ6tJcWx6PRWUrJrF+2c0J5lMolar4Ze//CUePnyIdrvtGvYRGjXz8PDw8PDw+L+FFxq/B2wCbCwWw9HRkRMbr776quulASBUvQg4qaYzHA5xdHSEjz76CB988IEj9el0Gt/5znfwp3/6p7h9+zY+/fRT16tjMBjg4sWLGI/HODw8DEVIlABam43am+b1E1Cir4nnJHv8oWWI59TjLRG2n1XxxXNTCHBHmzkHdnef+S4kxPy89gGJIucUhCT6UREFFQn2h885kUhgNBqFuobbe+WPvQ6A0POfJ4xUBDEyoYTd5vDY4gBRERIl+vqj88aoBps95nI55HI5F43TPIpFZF6FuH3GOgYbzbA2N42+HR4e4uOPP3bVtpjXYZ/vWSLYw8PDw8PD438HsdkT/p+4WCz+ocfy3EMJUzabxV/8xV9gY2MDq6urSKVSLoJgiXA8HkehUAj55Hu9HmazGd5880381V/9FSqVCvb3990u8d7eHl5//XWkUin80z/9E7788kssLS0hnU4jl8s5QRKFedEGfU0jGbaTueaZEJbUR+3WL4pmUCzMi47wGO5+t9ttTKdTLC0tIR6Po9frYTweI5vNIpvNuh16Emd7H5q3wL9JVlX0qMiy4kXvaVEUSfNLOA61b1E8kMxTxOjOv4qSWCzmPqvX1Pm146HQYKds7S5PQdftdhEEAbLZLMrlMiqVCvL5/Kk8Ef7YNWYrpVmo0BkMBuj1egiCwCVws6IVnxcT3pPJJJrNJv793/8dd+7cwWAwmBuxeVb4YxQo7JfiEYa3x3l4eHj83+Gs/1/6iMYzBAkeSdn//M//uNeXl5cdAY/a7QeOLTm0jWQyGdct+eDgALlcDrPZcUnTXq+HjY0NFAoFAMD3vvc9tNttTCYTlxj+pDjLZvV1YCMcwOlmdBaLyvVyTjk/g8EAy8vLeP3117G2tobbt2/jpz/9KarVamhn20Z5rNCwsDkLNldkkUVMcxLsXNj71qiD/vT7/VCEzEZc9PdF82tzcGxOhOZt8LjhcOiiR2ovY0ECGwWJsmctIv96n7ZkMcdGG2IikUAQBC7ydXh46Lp927nQZ+Dh4eHh4eHxxwUvNJ4hGLGgNafX6+GnP/0pvve97+HVV1/F+vo6ksnkqZwKWnGYz0FCHY/H0W63cePGDdRqNdRqNRwcHGA8HuPChQv44Q9/iNlshrt377pzsjLVk8BanJ7lLq6STlve1BJDm2i+aJy0EeVyOSeqCoUCkskkOp2Oi6SwvDDvS6NN88Drq2C09h2+rmPjsSpU5p1X/7Z2LdrCgJM1lEgkQtENwpatjTqnvqdCwyZns7ws1046nXYllyk09PyLIlN2PPoej6OAVtuUfUYc3+PHj/Gb3/zG5SixGhbv0edieHh4eHh4/PHCW6eeIUhQtfEYifG3vvUtvPHGG8hkMgiCALHYcX8ELRVqk65JEGmH0h3pVCqFq1evYjweY3NzE/1+34kTzauwsNEU28Gbryux1oZp885vl1FUcjI/EyWE5uWL6Fj5PhvTXb16FZVKBc1mE59++im63a5LXmaVJCsM5o3R3rvmV9j3os43z1ql9iRNLtfnawUfz8PciF6vh8Fg8ES7+FFjU6GhUQV+djweu1yHZDLpRByA0LO3P4sEbVS0Q+ez1+s5G5ctNEBhFwQBvvzyS+zt7bkeGVrq1s7bNx3eOhWNF2kNeHh4ePyx4SwZ4YWGh4eHx3MALzSi4YWGh4eHx/8dzpIR3nfg4eHh4eHh4eHh4fHM4YWGh4eHh4eHh4eHh8czh08G9/hfgdobNJHZJvRGlYadB5sTYUvqLgrnLSrFar3/T5P0bD/7rJKV/xjLrf4xwNpm7Dz9oYodPA2+7hi8JcjDw8PD43mHFxoef3CcRcaV9NtE87MqRT1pha2nPW4RyVuUCO/JocezwrxS0B4eHh4eHs8LvNDw+IPDNpCz0YRFpP8sQWBLqCrOqmK1CE863nnlevnes2ws50nnaSx65lHlkv+35/D3GcO8cs8eHh4eHh7PC7zQ8PiDY5FNKSraoRGDs7pNL7KlLCJ0T9JcLupcUeJhUQTmWRFbLzKicdYz/2OINn3dMXiR4eHh4eHxvOOJy9t6eHh4eHh4eHh4eHg8KXzVKQ8PDw8PDw8PDw+PZw4vNDw8PDw8PDw8PDw8njm80PDw8PDw8PDw8PDweObwQsPDw8PDw8PDw8PD45nDCw0PDw8PDw8PDw8Pj2cOLzQ8PDw8PDw8PDw8PJ45vNDw8PDw8PDw8PDw8Hjm8ELDw8PDw8PDw8PDw+OZwwsNDw8PDw8PDw8PD49njv8PjaGM2sDTnDcAAAAASUVORK5CYII="},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"np.random.seed(42)\n\nH = 256\nW = 256","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:29:01.696255Z","iopub.execute_input":"2024-06-07T05:29:01.696596Z","iopub.status.idle":"2024-06-07T05:29:01.720893Z","shell.execute_reply.started":"2024-06-07T05:29:01.696565Z","shell.execute_reply":"2024-06-07T05:29:01.720284Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"def load_data(path, split=0.1):\n images = sorted(glob(os.path.join(path, \"images/*\")))\n masks = sorted(glob(os.path.join(path, \"masks/*\")))\n\n total_size = len(images)\n valid_size = int(split * total_size)\n test_size = int(split * total_size)\n\n train_x, valid_x = train_test_split(images, test_size=valid_size, random_state=42)\n train_y, valid_y = train_test_split(masks, test_size=valid_size, random_state=42)\n\n train_x, test_x = train_test_split(train_x, test_size=valid_size, random_state=42)\n train_y, test_y = train_test_split(train_y, test_size=valid_size, random_state=42)\n\n return (train_x, train_y), (valid_x, valid_y), (test_x, test_y)","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:29:05.497273Z","iopub.execute_input":"2024-06-07T05:29:05.497911Z","iopub.status.idle":"2024-06-07T05:29:05.504206Z","shell.execute_reply.started":"2024-06-07T05:29:05.497873Z","shell.execute_reply":"2024-06-07T05:29:05.503388Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"path = \"/kaggle/input/cvcclinicdb/CVC-ClinicDB\"\n(train_x, train_y), (valid_x, valid_y), (test_x, test_y) = load_data(path)\nprint(len(train_x), len(valid_x), len(test_x))","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:29:08.566237Z","iopub.execute_input":"2024-06-07T05:29:08.566603Z","iopub.status.idle":"2024-06-07T05:29:09.221459Z","shell.execute_reply.started":"2024-06-07T05:29:08.566574Z","shell.execute_reply":"2024-06-07T05:29:09.220819Z"},"trusted":true},"execution_count":5,"outputs":[{"name":"stdout","text":"490 61 61\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Reading Data","metadata":{}},{"cell_type":"code","source":"def shuffling(x, y):\n x, y = shuffle(x, y, random_state=42)\n return x, y","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:29:11.500044Z","iopub.execute_input":"2024-06-07T05:29:11.500394Z","iopub.status.idle":"2024-06-07T05:29:11.504461Z","shell.execute_reply.started":"2024-06-07T05:29:11.500367Z","shell.execute_reply":"2024-06-07T05:29:11.503768Z"},"trusted":true},"execution_count":6,"outputs":[]},{"cell_type":"code","source":"def read_image(path):\n path = path.decode()\n x = cv2.imread(path, cv2.IMREAD_COLOR)\n x = cv2.resize(x, (W, H))\n x = x/255.0\n x = x.astype(np.float32)\n return x","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:29:15.684506Z","iopub.execute_input":"2024-06-07T05:29:15.684884Z","iopub.status.idle":"2024-06-07T05:29:15.689795Z","shell.execute_reply.started":"2024-06-07T05:29:15.684857Z","shell.execute_reply":"2024-06-07T05:29:15.689068Z"},"trusted":true},"execution_count":7,"outputs":[]},{"cell_type":"code","source":"def read_mask(path):\n path = path.decode()\n x = cv2.imread(path, cv2.IMREAD_GRAYSCALE)\n x = cv2.resize(x, (W, H))\n x = x/255.0\n x = x.astype(np.float32)\n x = np.expand_dims(x, axis=-1) \n return x","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:29:19.926525Z","iopub.execute_input":"2024-06-07T05:29:19.927368Z","iopub.status.idle":"2024-06-07T05:29:19.931895Z","shell.execute_reply.started":"2024-06-07T05:29:19.927338Z","shell.execute_reply":"2024-06-07T05:29:19.931268Z"},"trusted":true},"execution_count":8,"outputs":[]},{"cell_type":"code","source":"def tf_parse(x, y):\n def _parse(x, y):\n x = read_image(x)\n y = read_mask(y)\n return x, y\n\n x, y = tf.numpy_function(_parse, [x, y], [tf.float32, tf.float32])\n x.set_shape([H, W, 3])\n y.set_shape([H, W, 1])\n \n return x, y\n","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:29:23.698063Z","iopub.execute_input":"2024-06-07T05:29:23.698772Z","iopub.status.idle":"2024-06-07T05:29:23.703457Z","shell.execute_reply.started":"2024-06-07T05:29:23.698743Z","shell.execute_reply":"2024-06-07T05:29:23.702867Z"},"trusted":true},"execution_count":9,"outputs":[]},{"cell_type":"code","source":"def tf_dataset(X, Y, batch = 8):\n dataset = tf.data.Dataset.from_tensor_slices((X, Y))\n dataset = dataset.map(tf_parse)\n dataset = dataset.batch(batch)\n dataset = dataset.repeat()\n return dataset\n","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:29:26.510209Z","iopub.execute_input":"2024-06-07T05:29:26.510886Z","iopub.status.idle":"2024-06-07T05:29:26.514971Z","shell.execute_reply.started":"2024-06-07T05:29:26.510845Z","shell.execute_reply":"2024-06-07T05:29:26.514328Z"},"trusted":true},"execution_count":10,"outputs":[]},{"cell_type":"code","source":"ds = tf_dataset(test_x, test_y, 8)\nfor x,y in ds:\n print(x.shape, y.shape)\n break","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:29:28.730630Z","iopub.execute_input":"2024-06-07T05:29:28.731271Z","iopub.status.idle":"2024-06-07T05:29:29.719989Z","shell.execute_reply.started":"2024-06-07T05:29:28.731239Z","shell.execute_reply":"2024-06-07T05:29:29.719254Z"},"trusted":true},"execution_count":11,"outputs":[{"name":"stdout","text":"(8, 256, 256, 3) (8, 256, 256, 1)\n","output_type":"stream"}]},{"cell_type":"code","source":"print(f\"Train: {len(train_x)} - {len(train_y)}\")\nprint(f\"Train: {len(test_x)} - {len(test_y)}\")\nprint(f\"Valid: {len(valid_x)} - {len(valid_y)}\")","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:29:31.431056Z","iopub.execute_input":"2024-06-07T05:29:31.431403Z","iopub.status.idle":"2024-06-07T05:29:31.435498Z","shell.execute_reply.started":"2024-06-07T05:29:31.431377Z","shell.execute_reply":"2024-06-07T05:29:31.434868Z"},"trusted":true},"execution_count":12,"outputs":[{"name":"stdout","text":"Train: 490 - 490\nTrain: 61 - 61\nValid: 61 - 61\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Building DeepLabV3+ Model","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:672417d3-aef6-46a1-b601-1d22db78b220.png)","metadata":{},"attachments":{"672417d3-aef6-46a1-b601-1d22db78b220.png":{"image/png":"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"}}},{"cell_type":"code","source":"class CustomUpSampling(Layer):\n def __init__(self, target_size, **kwargs):\n super(CustomUpSampling, self).__init__(**kwargs)\n self.target_size = target_size\n\n def call(self, inputs):\n return tf.image.resize(inputs, size=self.target_size, method='bilinear')","metadata":{"execution":{"iopub.status.busy":"2024-06-07T06:02:14.387538Z","iopub.execute_input":"2024-06-07T06:02:14.388389Z","iopub.status.idle":"2024-06-07T06:02:14.393365Z","shell.execute_reply.started":"2024-06-07T06:02:14.388355Z","shell.execute_reply":"2024-06-07T06:02:14.392543Z"},"trusted":true},"execution_count":55,"outputs":[]},{"cell_type":"code","source":"def DeeplabV3Plus(image_size, num_classes=1):\n base_model = ResNet50(weights=\"imagenet\", include_top=False, input_shape=[image_size, image_size, 3])\n \n image_features = base_model.get_layer(\"conv4_block6_out\").output\n \n # ASPP layers\n x_a = Conv2D(256, (1, 1), padding=\"same\", use_bias=False)(image_features)\n x_a = BatchNormalization()(x_a)\n x_a = Activation(tf.nn.relu)(x_a)\n\n x_b = Conv2D(256, (3, 3), padding=\"same\", dilation_rate=6, use_bias=False)(image_features)\n x_b = BatchNormalization()(x_b)\n x_b = Activation(tf.nn.relu)(x_b)\n\n x_c = Conv2D(256, (3, 3), padding=\"same\", dilation_rate=12, use_bias=False)(image_features)\n x_c = BatchNormalization()(x_c)\n x_c = Activation(tf.nn.relu)(x_c)\n\n x_d = Conv2D(256, (3, 3), padding=\"same\", dilation_rate=18, use_bias=False)(image_features)\n x_d = BatchNormalization()(x_d)\n x_d = Activation(tf.nn.relu)(x_d)\n\n x_a = CustomUpSampling(target_size=(image_size // 32, image_size // 32))(x_a)\n x_b = CustomUpSampling(target_size=(image_size // 32, image_size // 32))(x_b)\n x_c = CustomUpSampling(target_size=(image_size // 32, image_size // 32))(x_c)\n x_d = CustomUpSampling(target_size=(image_size // 32, image_size // 32))(x_d)\n\n x_e = GlobalAveragePooling2D()(image_features)\n x_e = Reshape((1, 1, 1024))(x_e)\n x_e = Conv2D(256, (1, 1), padding=\"same\", use_bias=False)(x_e)\n x_e = BatchNormalization()(x_e)\n x_e = Activation(tf.nn.relu)(x_e)\n\n x_e = CustomUpSampling(target_size=(image_size // 32, image_size // 32))(x_e)\n\n x = Concatenate()([x_a, x_b, x_c, x_d, x_e])\n x = Conv2D(256, (1, 1), padding=\"same\", use_bias=False)(x)\n x = BatchNormalization()(x)\n x = Activation(tf.nn.relu)(x)\n\n x = CustomUpSampling(target_size=(image_size, image_size))(x)\n x = Conv2D(num_classes, (1, 1), padding=\"same\")(x)\n\n if num_classes == 1:\n x = Activation('sigmoid')(x)\n else:\n x = Activation('softmax')(x)\n \n model = Model(inputs=base_model.input, outputs=x)\n return model","metadata":{"execution":{"iopub.status.busy":"2024-06-07T06:04:01.611061Z","iopub.execute_input":"2024-06-07T06:04:01.611833Z","iopub.status.idle":"2024-06-07T06:04:01.627231Z","shell.execute_reply.started":"2024-06-07T06:04:01.611798Z","shell.execute_reply":"2024-06-07T06:04:01.626405Z"},"trusted":true},"execution_count":56,"outputs":[]},{"cell_type":"code","source":"np.random.seed(42)\ntf.random.set_seed(42)\n\nbatch = 8\nlr = 1e-4\nepochs = 15","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:38:35.184383Z","iopub.execute_input":"2024-06-07T05:38:35.184807Z","iopub.status.idle":"2024-06-07T05:38:35.203894Z","shell.execute_reply.started":"2024-06-07T05:38:35.184780Z","shell.execute_reply":"2024-06-07T05:38:35.203149Z"},"trusted":true},"execution_count":30,"outputs":[]},{"cell_type":"code","source":"model = DeeplabV3Plus(image_size=256, num_classes=1) \n\nmodel.compile(loss=\"binary_crossentropy\" , optimizer=Adam(lr), metrics=[\"accuracy\", Recall(name='recall'), Precision(name='precision')])","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:44:37.452498Z","iopub.execute_input":"2024-06-07T05:44:37.453348Z","iopub.status.idle":"2024-06-07T05:44:38.705324Z","shell.execute_reply.started":"2024-06-07T05:44:37.453314Z","shell.execute_reply":"2024-06-07T05:44:38.704692Z"},"trusted":true},"execution_count":34,"outputs":[]},{"cell_type":"code","source":"model.summary()","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:38:43.339655Z","iopub.execute_input":"2024-06-07T05:38:43.340622Z","iopub.status.idle":"2024-06-07T05:38:43.575938Z","shell.execute_reply.started":"2024-06-07T05:38:43.340576Z","shell.execute_reply":"2024-06-07T05:38:43.575258Z"},"trusted":true},"execution_count":32,"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"functional_3\"\u001b[0m\n","text/html":"
Model: \"functional_3\"\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0m┃\n┑━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\nβ”‚ input_layer_2 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ - β”‚\nβ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) β”‚ \u001b[38;5;34m3\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv1_pad β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m262\u001b[0m, \u001b[38;5;34m262\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ input_layer_2[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) β”‚ \u001b[38;5;34m3\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv1_conv (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m9,472\u001b[0m β”‚ conv1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv1_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv1_conv[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv1_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv1_bn[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ pool1_pad β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m130\u001b[0m, \u001b[38;5;34m130\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv1_relu[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mZeroPadding2D\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ pool1_pool β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ pool1_pad[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_1_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m4,160\u001b[0m β”‚ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_1_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2_block1_1_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_1_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2_block1_1_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_2_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m36,928\u001b[0m β”‚ conv2_block1_1_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_2_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2_block1_2_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_2_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2_block1_2_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_0_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m16,640\u001b[0m β”‚ pool1_pool[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_3_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m16,640\u001b[0m β”‚ conv2_block1_2_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_0_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2_block1_0_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_3_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2_block1_3_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_add β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2_block1_0_b… β”‚\nβ”‚ (\u001b[38;5;33mAdd\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ conv2_block1_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_out β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2_block1_add… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_1_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m16,448\u001b[0m β”‚ conv2_block1_out… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_1_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2_block2_1_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_1_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2_block2_1_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_2_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m36,928\u001b[0m β”‚ conv2_block2_1_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_2_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2_block2_2_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_2_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2_block2_2_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_3_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m16,640\u001b[0m β”‚ conv2_block2_2_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_3_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2_block2_3_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_add β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2_block1_out… β”‚\nβ”‚ (\u001b[38;5;33mAdd\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ conv2_block2_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_out β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2_block2_add… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_1_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m16,448\u001b[0m β”‚ conv2_block2_out… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_1_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2_block3_1_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_1_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2_block3_1_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_2_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m36,928\u001b[0m β”‚ conv2_block3_1_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_2_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2_block3_2_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_2_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2_block3_2_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_3_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m16,640\u001b[0m β”‚ conv2_block3_2_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_3_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2_block3_3_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_add β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2_block2_out… β”‚\nβ”‚ (\u001b[38;5;33mAdd\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ conv2_block3_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_out β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2_block3_add… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_1_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m32,896\u001b[0m β”‚ conv2_block3_out… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_1_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv3_block1_1_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_1_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block1_1_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_2_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m147,584\u001b[0m β”‚ conv3_block1_1_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_2_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv3_block1_2_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_2_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block1_2_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_0_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m131,584\u001b[0m β”‚ conv2_block3_out… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_3_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m66,048\u001b[0m β”‚ conv3_block1_2_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_0_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv3_block1_0_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_3_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv3_block1_3_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_add β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block1_0_b… β”‚\nβ”‚ (\u001b[38;5;33mAdd\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ conv3_block1_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_out β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block1_add… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_1_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m65,664\u001b[0m β”‚ conv3_block1_out… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_1_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv3_block2_1_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_1_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block2_1_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_2_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m147,584\u001b[0m β”‚ conv3_block2_1_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_2_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv3_block2_2_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_2_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block2_2_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_3_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m66,048\u001b[0m β”‚ conv3_block2_2_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_3_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv3_block2_3_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_add β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block1_out… β”‚\nβ”‚ (\u001b[38;5;33mAdd\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ conv3_block2_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_out β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block2_add… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_1_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m65,664\u001b[0m β”‚ conv3_block2_out… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_1_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv3_block3_1_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_1_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block3_1_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_2_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m147,584\u001b[0m β”‚ conv3_block3_1_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_2_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv3_block3_2_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_2_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block3_2_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_3_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m66,048\u001b[0m β”‚ conv3_block3_2_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_3_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv3_block3_3_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_add β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block2_out… β”‚\nβ”‚ (\u001b[38;5;33mAdd\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ conv3_block3_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_out β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block3_add… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_1_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m65,664\u001b[0m β”‚ conv3_block3_out… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_1_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv3_block4_1_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_1_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block4_1_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_2_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m147,584\u001b[0m β”‚ conv3_block4_1_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_2_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv3_block4_2_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_2_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block4_2_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_3_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m66,048\u001b[0m β”‚ conv3_block4_2_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_3_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv3_block4_3_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_add β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block3_out… β”‚\nβ”‚ (\u001b[38;5;33mAdd\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ conv3_block4_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_out β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv3_block4_add… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_1_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m131,328\u001b[0m β”‚ conv3_block4_out… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_1_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv4_block1_1_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_1_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block1_1_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_2_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m590,080\u001b[0m β”‚ conv4_block1_1_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_2_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv4_block1_2_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_2_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block1_2_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_0_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m525,312\u001b[0m β”‚ conv3_block4_out… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_3_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m263,168\u001b[0m β”‚ conv4_block1_2_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_0_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m4,096\u001b[0m β”‚ conv4_block1_0_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_3_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m4,096\u001b[0m β”‚ conv4_block1_3_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_add β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block1_0_b… β”‚\nβ”‚ (\u001b[38;5;33mAdd\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ conv4_block1_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_out β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block1_add… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_1_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m262,400\u001b[0m β”‚ conv4_block1_out… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_1_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv4_block2_1_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_1_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block2_1_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_2_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m590,080\u001b[0m β”‚ conv4_block2_1_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_2_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv4_block2_2_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_2_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block2_2_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_3_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m263,168\u001b[0m β”‚ conv4_block2_2_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_3_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m4,096\u001b[0m β”‚ conv4_block2_3_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_add β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block1_out… β”‚\nβ”‚ (\u001b[38;5;33mAdd\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ conv4_block2_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_out β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block2_add… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_1_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m262,400\u001b[0m β”‚ conv4_block2_out… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_1_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv4_block3_1_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_1_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block3_1_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_2_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m590,080\u001b[0m β”‚ conv4_block3_1_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_2_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv4_block3_2_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_2_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block3_2_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_3_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m263,168\u001b[0m β”‚ conv4_block3_2_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_3_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m4,096\u001b[0m β”‚ conv4_block3_3_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_add β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block2_out… β”‚\nβ”‚ (\u001b[38;5;33mAdd\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ conv4_block3_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_out β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block3_add… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_1_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m262,400\u001b[0m β”‚ conv4_block3_out… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_1_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv4_block4_1_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_1_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block4_1_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_2_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m590,080\u001b[0m β”‚ conv4_block4_1_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_2_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv4_block4_2_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_2_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block4_2_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_3_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m263,168\u001b[0m β”‚ conv4_block4_2_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_3_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m4,096\u001b[0m β”‚ conv4_block4_3_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_add β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block3_out… β”‚\nβ”‚ (\u001b[38;5;33mAdd\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ conv4_block4_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_out β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block4_add… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_1_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m262,400\u001b[0m β”‚ conv4_block4_out… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_1_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv4_block5_1_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_1_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block5_1_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_2_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m590,080\u001b[0m β”‚ conv4_block5_1_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_2_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv4_block5_2_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_2_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block5_2_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_3_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m263,168\u001b[0m β”‚ conv4_block5_2_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_3_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m4,096\u001b[0m β”‚ conv4_block5_3_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_add β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block4_out… β”‚\nβ”‚ (\u001b[38;5;33mAdd\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ conv4_block5_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_out β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block5_add… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_1_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m262,400\u001b[0m β”‚ conv4_block5_out… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_1_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv4_block6_1_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_1_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block6_1_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_2_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m590,080\u001b[0m β”‚ conv4_block6_1_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_2_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv4_block6_2_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_2_relu β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block6_2_b… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_3_conv β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m263,168\u001b[0m β”‚ conv4_block6_2_r… β”‚\nβ”‚ (\u001b[38;5;33mConv2D\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_3_bn β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m4,096\u001b[0m β”‚ conv4_block6_3_c… β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_add β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block5_out… β”‚\nβ”‚ (\u001b[38;5;33mAdd\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ conv4_block6_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_out β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block6_add… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ global_average_poo… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1024\u001b[0m) β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv4_block6_out… β”‚\nβ”‚ (\u001b[38;5;33mGlobalAveragePool…\u001b[0m β”‚ β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ reshape_2 (\u001b[38;5;33mReshape\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ global_average_p… β”‚\nβ”‚ β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_12 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m262,144\u001b[0m β”‚ conv4_block6_out… β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_13 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m2,359,296\u001b[0m β”‚ conv4_block6_out… β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_14 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m2,359,296\u001b[0m β”‚ conv4_block6_out… β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_15 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m2,359,296\u001b[0m β”‚ conv4_block6_out… β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_16 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m256\u001b[0m) β”‚ \u001b[38;5;34m262,144\u001b[0m β”‚ reshape_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_12[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_13[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_14[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_15[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m256\u001b[0m) β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_16[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_12 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_13 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_14 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_15 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_16 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m1\u001b[0m, \u001b[38;5;34m256\u001b[0m) β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ custom_up_sampling… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m) β”‚ \u001b[38;5;34m0\u001b[0m β”‚ activation_12[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ (\u001b[38;5;33mCustomUpSampling\u001b[0m) β”‚ β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ custom_up_sampling… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m) β”‚ \u001b[38;5;34m0\u001b[0m β”‚ activation_13[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ (\u001b[38;5;33mCustomUpSampling\u001b[0m) β”‚ β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ custom_up_sampling… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m) β”‚ \u001b[38;5;34m0\u001b[0m β”‚ activation_14[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ (\u001b[38;5;33mCustomUpSampling\u001b[0m) β”‚ β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ custom_up_sampling… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m) β”‚ \u001b[38;5;34m0\u001b[0m β”‚ activation_15[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ (\u001b[38;5;33mCustomUpSampling\u001b[0m) β”‚ β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ custom_up_sampling… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m) β”‚ \u001b[38;5;34m0\u001b[0m β”‚ activation_16[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ (\u001b[38;5;33mCustomUpSampling\u001b[0m) β”‚ β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate_2 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ custom_up_sampli… β”‚\nβ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) β”‚ \u001b[38;5;34m1280\u001b[0m) β”‚ β”‚ custom_up_sampli… β”‚\nβ”‚ β”‚ β”‚ β”‚ custom_up_sampli… β”‚\nβ”‚ β”‚ β”‚ β”‚ custom_up_sampli… β”‚\nβ”‚ β”‚ β”‚ β”‚ custom_up_sampli… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_17 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m) β”‚ \u001b[38;5;34m327,680\u001b[0m β”‚ concatenate_2[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m) β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_17[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_17 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m256\u001b[0m) β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ custom_up_sampling… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ activation_17[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ (\u001b[38;5;33mCustomUpSampling\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_18 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m257\u001b[0m β”‚ custom_up_sampli… β”‚\nβ”‚ β”‚ \u001b[38;5;34m1\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_18 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2d_18[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m1\u001b[0m) β”‚ β”‚ β”‚\nβ””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜\n","text/html":"
┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃ Layer (type)        ┃ Output Shape      ┃    Param # ┃ Connected to      ┃\n┑━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\nβ”‚ input_layer_2       β”‚ (None, 256, 256,  β”‚          0 β”‚ -                 β”‚\nβ”‚ (InputLayer)        β”‚ 3)                β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv1_pad           β”‚ (None, 262, 262,  β”‚          0 β”‚ input_layer_2[0]… β”‚\nβ”‚ (ZeroPadding2D)     β”‚ 3)                β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv1_conv (Conv2D) β”‚ (None, 128, 128,  β”‚      9,472 β”‚ conv1_pad[0][0]   β”‚\nβ”‚                     β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv1_bn            β”‚ (None, 128, 128,  β”‚        256 β”‚ conv1_conv[0][0]  β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv1_relu          β”‚ (None, 128, 128,  β”‚          0 β”‚ conv1_bn[0][0]    β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ pool1_pad           β”‚ (None, 130, 130,  β”‚          0 β”‚ conv1_relu[0][0]  β”‚\nβ”‚ (ZeroPadding2D)     β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ pool1_pool          β”‚ (None, 64, 64,    β”‚          0 β”‚ pool1_pad[0][0]   β”‚\nβ”‚ (MaxPooling2D)      β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_1_conv β”‚ (None, 64, 64,    β”‚      4,160 β”‚ pool1_pool[0][0]  β”‚\nβ”‚ (Conv2D)            β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_1_bn   β”‚ (None, 64, 64,    β”‚        256 β”‚ conv2_block1_1_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_1_relu β”‚ (None, 64, 64,    β”‚          0 β”‚ conv2_block1_1_b… β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_2_conv β”‚ (None, 64, 64,    β”‚     36,928 β”‚ conv2_block1_1_r… β”‚\nβ”‚ (Conv2D)            β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_2_bn   β”‚ (None, 64, 64,    β”‚        256 β”‚ conv2_block1_2_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_2_relu β”‚ (None, 64, 64,    β”‚          0 β”‚ conv2_block1_2_b… β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_0_conv β”‚ (None, 64, 64,    β”‚     16,640 β”‚ pool1_pool[0][0]  β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_3_conv β”‚ (None, 64, 64,    β”‚     16,640 β”‚ conv2_block1_2_r… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_0_bn   β”‚ (None, 64, 64,    β”‚      1,024 β”‚ conv2_block1_0_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_3_bn   β”‚ (None, 64, 64,    β”‚      1,024 β”‚ conv2_block1_3_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_add    β”‚ (None, 64, 64,    β”‚          0 β”‚ conv2_block1_0_b… β”‚\nβ”‚ (Add)               β”‚ 256)              β”‚            β”‚ conv2_block1_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block1_out    β”‚ (None, 64, 64,    β”‚          0 β”‚ conv2_block1_add… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_1_conv β”‚ (None, 64, 64,    β”‚     16,448 β”‚ conv2_block1_out… β”‚\nβ”‚ (Conv2D)            β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_1_bn   β”‚ (None, 64, 64,    β”‚        256 β”‚ conv2_block2_1_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_1_relu β”‚ (None, 64, 64,    β”‚          0 β”‚ conv2_block2_1_b… β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_2_conv β”‚ (None, 64, 64,    β”‚     36,928 β”‚ conv2_block2_1_r… β”‚\nβ”‚ (Conv2D)            β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_2_bn   β”‚ (None, 64, 64,    β”‚        256 β”‚ conv2_block2_2_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_2_relu β”‚ (None, 64, 64,    β”‚          0 β”‚ conv2_block2_2_b… β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_3_conv β”‚ (None, 64, 64,    β”‚     16,640 β”‚ conv2_block2_2_r… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_3_bn   β”‚ (None, 64, 64,    β”‚      1,024 β”‚ conv2_block2_3_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_add    β”‚ (None, 64, 64,    β”‚          0 β”‚ conv2_block1_out… β”‚\nβ”‚ (Add)               β”‚ 256)              β”‚            β”‚ conv2_block2_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block2_out    β”‚ (None, 64, 64,    β”‚          0 β”‚ conv2_block2_add… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_1_conv β”‚ (None, 64, 64,    β”‚     16,448 β”‚ conv2_block2_out… β”‚\nβ”‚ (Conv2D)            β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_1_bn   β”‚ (None, 64, 64,    β”‚        256 β”‚ conv2_block3_1_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_1_relu β”‚ (None, 64, 64,    β”‚          0 β”‚ conv2_block3_1_b… β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_2_conv β”‚ (None, 64, 64,    β”‚     36,928 β”‚ conv2_block3_1_r… β”‚\nβ”‚ (Conv2D)            β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_2_bn   β”‚ (None, 64, 64,    β”‚        256 β”‚ conv2_block3_2_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_2_relu β”‚ (None, 64, 64,    β”‚          0 β”‚ conv2_block3_2_b… β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_3_conv β”‚ (None, 64, 64,    β”‚     16,640 β”‚ conv2_block3_2_r… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_3_bn   β”‚ (None, 64, 64,    β”‚      1,024 β”‚ conv2_block3_3_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_add    β”‚ (None, 64, 64,    β”‚          0 β”‚ conv2_block2_out… β”‚\nβ”‚ (Add)               β”‚ 256)              β”‚            β”‚ conv2_block3_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2_block3_out    β”‚ (None, 64, 64,    β”‚          0 β”‚ conv2_block3_add… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_1_conv β”‚ (None, 32, 32,    β”‚     32,896 β”‚ conv2_block3_out… β”‚\nβ”‚ (Conv2D)            β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_1_bn   β”‚ (None, 32, 32,    β”‚        512 β”‚ conv3_block1_1_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_1_relu β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block1_1_b… β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_2_conv β”‚ (None, 32, 32,    β”‚    147,584 β”‚ conv3_block1_1_r… β”‚\nβ”‚ (Conv2D)            β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_2_bn   β”‚ (None, 32, 32,    β”‚        512 β”‚ conv3_block1_2_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_2_relu β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block1_2_b… β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_0_conv β”‚ (None, 32, 32,    β”‚    131,584 β”‚ conv2_block3_out… β”‚\nβ”‚ (Conv2D)            β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_3_conv β”‚ (None, 32, 32,    β”‚     66,048 β”‚ conv3_block1_2_r… β”‚\nβ”‚ (Conv2D)            β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_0_bn   β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv3_block1_0_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_3_bn   β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv3_block1_3_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_add    β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block1_0_b… β”‚\nβ”‚ (Add)               β”‚ 512)              β”‚            β”‚ conv3_block1_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block1_out    β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block1_add… β”‚\nβ”‚ (Activation)        β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_1_conv β”‚ (None, 32, 32,    β”‚     65,664 β”‚ conv3_block1_out… β”‚\nβ”‚ (Conv2D)            β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_1_bn   β”‚ (None, 32, 32,    β”‚        512 β”‚ conv3_block2_1_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_1_relu β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block2_1_b… β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_2_conv β”‚ (None, 32, 32,    β”‚    147,584 β”‚ conv3_block2_1_r… β”‚\nβ”‚ (Conv2D)            β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_2_bn   β”‚ (None, 32, 32,    β”‚        512 β”‚ conv3_block2_2_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_2_relu β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block2_2_b… β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_3_conv β”‚ (None, 32, 32,    β”‚     66,048 β”‚ conv3_block2_2_r… β”‚\nβ”‚ (Conv2D)            β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_3_bn   β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv3_block2_3_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_add    β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block1_out… β”‚\nβ”‚ (Add)               β”‚ 512)              β”‚            β”‚ conv3_block2_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block2_out    β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block2_add… β”‚\nβ”‚ (Activation)        β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_1_conv β”‚ (None, 32, 32,    β”‚     65,664 β”‚ conv3_block2_out… β”‚\nβ”‚ (Conv2D)            β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_1_bn   β”‚ (None, 32, 32,    β”‚        512 β”‚ conv3_block3_1_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_1_relu β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block3_1_b… β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_2_conv β”‚ (None, 32, 32,    β”‚    147,584 β”‚ conv3_block3_1_r… β”‚\nβ”‚ (Conv2D)            β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_2_bn   β”‚ (None, 32, 32,    β”‚        512 β”‚ conv3_block3_2_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_2_relu β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block3_2_b… β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_3_conv β”‚ (None, 32, 32,    β”‚     66,048 β”‚ conv3_block3_2_r… β”‚\nβ”‚ (Conv2D)            β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_3_bn   β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv3_block3_3_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_add    β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block2_out… β”‚\nβ”‚ (Add)               β”‚ 512)              β”‚            β”‚ conv3_block3_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block3_out    β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block3_add… β”‚\nβ”‚ (Activation)        β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_1_conv β”‚ (None, 32, 32,    β”‚     65,664 β”‚ conv3_block3_out… β”‚\nβ”‚ (Conv2D)            β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_1_bn   β”‚ (None, 32, 32,    β”‚        512 β”‚ conv3_block4_1_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_1_relu β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block4_1_b… β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_2_conv β”‚ (None, 32, 32,    β”‚    147,584 β”‚ conv3_block4_1_r… β”‚\nβ”‚ (Conv2D)            β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_2_bn   β”‚ (None, 32, 32,    β”‚        512 β”‚ conv3_block4_2_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_2_relu β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block4_2_b… β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_3_conv β”‚ (None, 32, 32,    β”‚     66,048 β”‚ conv3_block4_2_r… β”‚\nβ”‚ (Conv2D)            β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_3_bn   β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv3_block4_3_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_add    β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block3_out… β”‚\nβ”‚ (Add)               β”‚ 512)              β”‚            β”‚ conv3_block4_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv3_block4_out    β”‚ (None, 32, 32,    β”‚          0 β”‚ conv3_block4_add… β”‚\nβ”‚ (Activation)        β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_1_conv β”‚ (None, 16, 16,    β”‚    131,328 β”‚ conv3_block4_out… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_1_bn   β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv4_block1_1_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_1_relu β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block1_1_b… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_2_conv β”‚ (None, 16, 16,    β”‚    590,080 β”‚ conv4_block1_1_r… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_2_bn   β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv4_block1_2_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_2_relu β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block1_2_b… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_0_conv β”‚ (None, 16, 16,    β”‚    525,312 β”‚ conv3_block4_out… β”‚\nβ”‚ (Conv2D)            β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_3_conv β”‚ (None, 16, 16,    β”‚    263,168 β”‚ conv4_block1_2_r… β”‚\nβ”‚ (Conv2D)            β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_0_bn   β”‚ (None, 16, 16,    β”‚      4,096 β”‚ conv4_block1_0_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_3_bn   β”‚ (None, 16, 16,    β”‚      4,096 β”‚ conv4_block1_3_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_add    β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block1_0_b… β”‚\nβ”‚ (Add)               β”‚ 1024)             β”‚            β”‚ conv4_block1_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block1_out    β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block1_add… β”‚\nβ”‚ (Activation)        β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_1_conv β”‚ (None, 16, 16,    β”‚    262,400 β”‚ conv4_block1_out… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_1_bn   β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv4_block2_1_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_1_relu β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block2_1_b… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_2_conv β”‚ (None, 16, 16,    β”‚    590,080 β”‚ conv4_block2_1_r… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_2_bn   β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv4_block2_2_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_2_relu β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block2_2_b… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_3_conv β”‚ (None, 16, 16,    β”‚    263,168 β”‚ conv4_block2_2_r… β”‚\nβ”‚ (Conv2D)            β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_3_bn   β”‚ (None, 16, 16,    β”‚      4,096 β”‚ conv4_block2_3_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_add    β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block1_out… β”‚\nβ”‚ (Add)               β”‚ 1024)             β”‚            β”‚ conv4_block2_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block2_out    β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block2_add… β”‚\nβ”‚ (Activation)        β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_1_conv β”‚ (None, 16, 16,    β”‚    262,400 β”‚ conv4_block2_out… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_1_bn   β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv4_block3_1_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_1_relu β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block3_1_b… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_2_conv β”‚ (None, 16, 16,    β”‚    590,080 β”‚ conv4_block3_1_r… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_2_bn   β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv4_block3_2_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_2_relu β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block3_2_b… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_3_conv β”‚ (None, 16, 16,    β”‚    263,168 β”‚ conv4_block3_2_r… β”‚\nβ”‚ (Conv2D)            β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_3_bn   β”‚ (None, 16, 16,    β”‚      4,096 β”‚ conv4_block3_3_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_add    β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block2_out… β”‚\nβ”‚ (Add)               β”‚ 1024)             β”‚            β”‚ conv4_block3_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block3_out    β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block3_add… β”‚\nβ”‚ (Activation)        β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_1_conv β”‚ (None, 16, 16,    β”‚    262,400 β”‚ conv4_block3_out… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_1_bn   β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv4_block4_1_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_1_relu β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block4_1_b… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_2_conv β”‚ (None, 16, 16,    β”‚    590,080 β”‚ conv4_block4_1_r… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_2_bn   β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv4_block4_2_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_2_relu β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block4_2_b… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_3_conv β”‚ (None, 16, 16,    β”‚    263,168 β”‚ conv4_block4_2_r… β”‚\nβ”‚ (Conv2D)            β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_3_bn   β”‚ (None, 16, 16,    β”‚      4,096 β”‚ conv4_block4_3_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_add    β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block3_out… β”‚\nβ”‚ (Add)               β”‚ 1024)             β”‚            β”‚ conv4_block4_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block4_out    β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block4_add… β”‚\nβ”‚ (Activation)        β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_1_conv β”‚ (None, 16, 16,    β”‚    262,400 β”‚ conv4_block4_out… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_1_bn   β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv4_block5_1_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_1_relu β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block5_1_b… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_2_conv β”‚ (None, 16, 16,    β”‚    590,080 β”‚ conv4_block5_1_r… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_2_bn   β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv4_block5_2_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_2_relu β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block5_2_b… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_3_conv β”‚ (None, 16, 16,    β”‚    263,168 β”‚ conv4_block5_2_r… β”‚\nβ”‚ (Conv2D)            β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_3_bn   β”‚ (None, 16, 16,    β”‚      4,096 β”‚ conv4_block5_3_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_add    β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block4_out… β”‚\nβ”‚ (Add)               β”‚ 1024)             β”‚            β”‚ conv4_block5_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block5_out    β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block5_add… β”‚\nβ”‚ (Activation)        β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_1_conv β”‚ (None, 16, 16,    β”‚    262,400 β”‚ conv4_block5_out… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_1_bn   β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv4_block6_1_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_1_relu β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block6_1_b… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_2_conv β”‚ (None, 16, 16,    β”‚    590,080 β”‚ conv4_block6_1_r… β”‚\nβ”‚ (Conv2D)            β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_2_bn   β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv4_block6_2_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_2_relu β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block6_2_b… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_3_conv β”‚ (None, 16, 16,    β”‚    263,168 β”‚ conv4_block6_2_r… β”‚\nβ”‚ (Conv2D)            β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_3_bn   β”‚ (None, 16, 16,    β”‚      4,096 β”‚ conv4_block6_3_c… β”‚\nβ”‚ (BatchNormalizatio… β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_add    β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block5_out… β”‚\nβ”‚ (Add)               β”‚ 1024)             β”‚            β”‚ conv4_block6_3_b… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv4_block6_out    β”‚ (None, 16, 16,    β”‚          0 β”‚ conv4_block6_add… β”‚\nβ”‚ (Activation)        β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ global_average_poo… β”‚ (None, 1024)      β”‚          0 β”‚ conv4_block6_out… β”‚\nβ”‚ (GlobalAveragePool… β”‚                   β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ reshape_2 (Reshape) β”‚ (None, 1, 1,      β”‚          0 β”‚ global_average_p… β”‚\nβ”‚                     β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_12 (Conv2D)  β”‚ (None, 16, 16,    β”‚    262,144 β”‚ conv4_block6_out… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_13 (Conv2D)  β”‚ (None, 16, 16,    β”‚  2,359,296 β”‚ conv4_block6_out… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_14 (Conv2D)  β”‚ (None, 16, 16,    β”‚  2,359,296 β”‚ conv4_block6_out… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_15 (Conv2D)  β”‚ (None, 16, 16,    β”‚  2,359,296 β”‚ conv4_block6_out… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_16 (Conv2D)  β”‚ (None, 1, 1, 256) β”‚    262,144 β”‚ reshape_2[0][0]   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv2d_12[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv2d_13[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv2d_14[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 16, 16,    β”‚      1,024 β”‚ conv2d_15[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 1, 1, 256) β”‚      1,024 β”‚ conv2d_16[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚                   β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_12       β”‚ (None, 16, 16,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_13       β”‚ (None, 16, 16,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_14       β”‚ (None, 16, 16,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_15       β”‚ (None, 16, 16,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_16       β”‚ (None, 1, 1, 256) β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚                   β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ custom_up_sampling… β”‚ (None, 8, 8, 256) β”‚          0 β”‚ activation_12[0]… β”‚\nβ”‚ (CustomUpSampling)  β”‚                   β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ custom_up_sampling… β”‚ (None, 8, 8, 256) β”‚          0 β”‚ activation_13[0]… β”‚\nβ”‚ (CustomUpSampling)  β”‚                   β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ custom_up_sampling… β”‚ (None, 8, 8, 256) β”‚          0 β”‚ activation_14[0]… β”‚\nβ”‚ (CustomUpSampling)  β”‚                   β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ custom_up_sampling… β”‚ (None, 8, 8, 256) β”‚          0 β”‚ activation_15[0]… β”‚\nβ”‚ (CustomUpSampling)  β”‚                   β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ custom_up_sampling… β”‚ (None, 8, 8, 256) β”‚          0 β”‚ activation_16[0]… β”‚\nβ”‚ (CustomUpSampling)  β”‚                   β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate_2       β”‚ (None, 8, 8,      β”‚          0 β”‚ custom_up_sampli… β”‚\nβ”‚ (Concatenate)       β”‚ 1280)             β”‚            β”‚ custom_up_sampli… β”‚\nβ”‚                     β”‚                   β”‚            β”‚ custom_up_sampli… β”‚\nβ”‚                     β”‚                   β”‚            β”‚ custom_up_sampli… β”‚\nβ”‚                     β”‚                   β”‚            β”‚ custom_up_sampli… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_17 (Conv2D)  β”‚ (None, 8, 8, 256) β”‚    327,680 β”‚ concatenate_2[0]… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 8, 8, 256) β”‚      1,024 β”‚ conv2d_17[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚                   β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_17       β”‚ (None, 8, 8, 256) β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚                   β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ custom_up_sampling… β”‚ (None, 256, 256,  β”‚          0 β”‚ activation_17[0]… β”‚\nβ”‚ (CustomUpSampling)  β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_18 (Conv2D)  β”‚ (None, 256, 256,  β”‚        257 β”‚ custom_up_sampli… β”‚\nβ”‚                     β”‚ 1)                β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_18       β”‚ (None, 256, 256,  β”‚          0 β”‚ conv2d_18[0][0]   β”‚\nβ”‚ (Activation)        β”‚ 1)                β”‚            β”‚                   β”‚\nβ””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m16,525,441\u001b[0m (63.04 MB)\n","text/html":"
 Total params: 16,525,441 (63.04 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m16,491,777\u001b[0m (62.91 MB)\n","text/html":"
 Trainable params: 16,491,777 (62.91 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m33,664\u001b[0m (131.50 KB)\n","text/html":"
 Non-trainable params: 33,664 (131.50 KB)\n
\n"},"metadata":{}}]},{"cell_type":"markdown","source":"# Training Part","metadata":{}},{"cell_type":"code","source":"train_dataset = tf_dataset(train_x, train_y, batch=batch)\nvalid_dataset = tf_dataset(valid_x, valid_y, batch=batch)","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:30:12.303146Z","iopub.execute_input":"2024-06-07T05:30:12.303770Z","iopub.status.idle":"2024-06-07T05:30:12.338648Z","shell.execute_reply.started":"2024-06-07T05:30:12.303737Z","shell.execute_reply":"2024-06-07T05:30:12.338014Z"},"trusted":true},"execution_count":16,"outputs":[]},{"cell_type":"code","source":"def create_dir(path):\n try:\n os.makedirs(path, exist_ok=True)\n print(f\"Directory '{path}' created successfully\")\n except OSError as error:\n print(f\"Error creating directory '{path}': {error}\")","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:30:14.718236Z","iopub.execute_input":"2024-06-07T05:30:14.718841Z","iopub.status.idle":"2024-06-07T05:30:14.722925Z","shell.execute_reply.started":"2024-06-07T05:30:14.718808Z","shell.execute_reply":"2024-06-07T05:30:14.722269Z"},"trusted":true},"execution_count":17,"outputs":[]},{"cell_type":"code","source":"def remove_dir(path):\n \"\"\" Remove a directory and its contents. \"\"\"\n if os.path.exists(path):\n shutil.rmtree(path)\n print(f\"Directory {path} and its contents have been removed.\")\n else:\n print(f\"Directory {path} does not exist.\")","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:30:16.913189Z","iopub.execute_input":"2024-06-07T05:30:16.914207Z","iopub.status.idle":"2024-06-07T05:30:16.919165Z","shell.execute_reply.started":"2024-06-07T05:30:16.914172Z","shell.execute_reply":"2024-06-07T05:30:16.918407Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"create_dir(\"/kaggle/working/files\")","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:30:20.028982Z","iopub.execute_input":"2024-06-07T05:30:20.029825Z","iopub.status.idle":"2024-06-07T05:30:20.033645Z","shell.execute_reply.started":"2024-06-07T05:30:20.029796Z","shell.execute_reply":"2024-06-07T05:30:20.032970Z"},"trusted":true},"execution_count":19,"outputs":[{"name":"stdout","text":"Directory '/kaggle/working/files' created successfully\n","output_type":"stream"}]},{"cell_type":"code","source":"train_steps = len(train_x)//batch\nvalid_steps = len(valid_x)//batch\n\nif len(train_x) % batch != 0:\n train_steps += 1\nif len(valid_x) % batch != 0:\n valid_steps += 1","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:30:22.793072Z","iopub.execute_input":"2024-06-07T05:30:22.793913Z","iopub.status.idle":"2024-06-07T05:30:22.798059Z","shell.execute_reply.started":"2024-06-07T05:30:22.793881Z","shell.execute_reply":"2024-06-07T05:30:22.797353Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"print(f\"Training steps: {train_steps}, Validation steps: {valid_steps}\")","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:30:26.891054Z","iopub.execute_input":"2024-06-07T05:30:26.891746Z","iopub.status.idle":"2024-06-07T05:30:26.895284Z","shell.execute_reply.started":"2024-06-07T05:30:26.891714Z","shell.execute_reply":"2024-06-07T05:30:26.894541Z"},"trusted":true},"execution_count":21,"outputs":[{"name":"stdout","text":"Training steps: 62, Validation steps: 8\n","output_type":"stream"}]},{"cell_type":"code","source":"csv_file_path = os.path.join(\"files\", \"training_log.csv\")\ncsv_file = open(csv_file_path, \"w\", newline='')\ncsv_writer = csv.writer(csv_file)\ncsv_writer.writerow([\"epoch\", \"loss\", \"accuracy\", \"recall\", \"precision\", \"val_loss\", \"val_accuracy\", \"val_recall\", \"val_precision\"])","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:30:30.284213Z","iopub.execute_input":"2024-06-07T05:30:30.284958Z","iopub.status.idle":"2024-06-07T05:30:30.292548Z","shell.execute_reply.started":"2024-06-07T05:30:30.284921Z","shell.execute_reply":"2024-06-07T05:30:30.291867Z"},"trusted":true},"execution_count":22,"outputs":[{"execution_count":22,"output_type":"execute_result","data":{"text/plain":"85"},"metadata":{}}]},{"cell_type":"code","source":"history_dict = {\n 'loss': [],\n 'accuracy': [],\n 'recall': [],\n 'precision': [],\n 'val_loss': [],\n 'val_accuracy': [],\n 'val_recall': [],\n 'val_precision': []\n}","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:30:32.814997Z","iopub.execute_input":"2024-06-07T05:30:32.815680Z","iopub.status.idle":"2024-06-07T05:30:32.819478Z","shell.execute_reply.started":"2024-06-07T05:30:32.815646Z","shell.execute_reply":"2024-06-07T05:30:32.818822Z"},"trusted":true},"execution_count":23,"outputs":[]},{"cell_type":"code","source":"for epoch in range(epochs):\n print(f\"Epoch {epoch+1}/{epochs}\")\n\n epoch_history = model.fit(\n train_dataset,\n validation_data=valid_dataset,\n epochs=1,\n steps_per_epoch=train_steps,\n validation_steps=valid_steps,\n verbose=1\n )\n\n loss = epoch_history.history['loss'][0]\n accuracy = epoch_history.history['accuracy'][0]\n recall = epoch_history.history['recall'][0]\n precision = epoch_history.history['precision'][0]\n val_loss = epoch_history.history['val_loss'][0]\n val_accuracy = epoch_history.history['val_accuracy'][0]\n val_recall = epoch_history.history['val_recall'][0]\n val_precision = epoch_history.history['val_precision'][0]\n\n csv_writer.writerow([epoch+1, loss, accuracy, recall, precision, val_loss, val_accuracy, val_recall, val_precision])\n\n history_dict['loss'].append(loss)\n history_dict['accuracy'].append(accuracy)\n history_dict['recall'].append(recall)\n history_dict['precision'].append(precision)\n history_dict['val_loss'].append(val_loss)\n history_dict['val_accuracy'].append(val_accuracy)\n history_dict['val_recall'].append(val_recall)\n history_dict['val_precision'].append(val_precision)\n\n \ncsv_file.close()","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:44:48.357192Z","iopub.execute_input":"2024-06-07T05:44:48.357519Z","iopub.status.idle":"2024-06-07T05:48:12.334013Z","shell.execute_reply.started":"2024-06-07T05:44:48.357494Z","shell.execute_reply":"2024-06-07T05:48:12.333322Z"},"trusted":true},"execution_count":35,"outputs":[{"name":"stdout","text":"Epoch 1/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m77s\u001b[0m 508ms/step - accuracy: 0.5858 - loss: 0.7027 - precision: 0.1952 - recall: 0.8632 - val_accuracy: 0.2440 - val_loss: 16.6478 - val_precision: 0.0696 - val_recall: 0.6136\nEpoch 2/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 144ms/step - accuracy: 0.9613 - loss: 0.1359 - precision: 0.8448 - recall: 0.7396 - val_accuracy: 0.6234 - val_loss: 3.2852 - val_precision: 0.0166 - val_recall: 0.0566\nEpoch 3/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 144ms/step - accuracy: 0.9721 - loss: 0.0911 - precision: 0.8937 - recall: 0.8232 - val_accuracy: 0.7554 - val_loss: 1.4347 - val_precision: 0.0139 - val_recall: 0.0255\nEpoch 4/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 144ms/step - accuracy: 0.9762 - loss: 0.0727 - precision: 0.9090 - recall: 0.8555 - val_accuracy: 0.7471 - val_loss: 1.2928 - val_precision: 0.0101 - val_recall: 0.0194\nEpoch 5/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 145ms/step - accuracy: 0.9785 - loss: 0.0631 - precision: 0.9177 - recall: 0.8736 - val_accuracy: 0.8444 - val_loss: 1.3428 - val_precision: 0.0116 - val_recall: 0.0092\nEpoch 6/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 144ms/step - accuracy: 0.9782 - loss: 0.0624 - precision: 0.9189 - recall: 0.8673 - val_accuracy: 0.9123 - val_loss: 5.5191 - val_precision: 0.0000e+00 - val_recall: 0.0000e+00\nEpoch 7/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 144ms/step - accuracy: 0.9795 - loss: 0.0535 - precision: 0.9275 - recall: 0.8736 - val_accuracy: 0.9124 - val_loss: 1.3078 - val_precision: 0.0000e+00 - val_recall: 0.0000e+00\nEpoch 8/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 144ms/step - accuracy: 0.9804 - loss: 0.0508 - precision: 0.9282 - recall: 0.8836 - val_accuracy: 0.9125 - val_loss: 0.7328 - val_precision: 0.8933 - val_recall: 9.0793e-04\nEpoch 9/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 144ms/step - accuracy: 0.9813 - loss: 0.0483 - precision: 0.9344 - recall: 0.8880 - val_accuracy: 0.9139 - val_loss: 0.3744 - val_precision: 0.8116 - val_recall: 0.0226\nEpoch 10/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 144ms/step - accuracy: 0.9825 - loss: 0.0433 - precision: 0.9407 - recall: 0.8940 - val_accuracy: 0.9149 - val_loss: 0.4349 - val_precision: 0.8758 - val_recall: 0.0329\nEpoch 11/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 145ms/step - accuracy: 0.9833 - loss: 0.0407 - precision: 0.9487 - recall: 0.8946 - val_accuracy: 0.9298 - val_loss: 0.1983 - val_precision: 0.8363 - val_recall: 0.2509\nEpoch 12/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 145ms/step - accuracy: 0.9838 - loss: 0.0380 - precision: 0.9496 - recall: 0.8994 - val_accuracy: 0.9403 - val_loss: 0.1624 - val_precision: 0.8637 - val_recall: 0.3860\nEpoch 13/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 145ms/step - accuracy: 0.9842 - loss: 0.0365 - precision: 0.9500 - recall: 0.9039 - val_accuracy: 0.9462 - val_loss: 0.1441 - val_precision: 0.8735 - val_recall: 0.4599\nEpoch 14/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 145ms/step - accuracy: 0.9841 - loss: 0.0357 - precision: 0.9487 - recall: 0.9048 - val_accuracy: 0.9503 - val_loss: 0.1309 - val_precision: 0.8766 - val_recall: 0.5103\nEpoch 15/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 145ms/step - accuracy: 0.9841 - loss: 0.0349 - precision: 0.9569 - recall: 0.8945 - val_accuracy: 0.9570 - val_loss: 0.1126 - val_precision: 0.8783 - val_recall: 0.6016\n","output_type":"stream"}]},{"cell_type":"code","source":"plt.figure(figsize=(12, 8))\n \n \nplt.subplot(2, 2, 1)\nplt.plot(history_dict['accuracy'], label='Training Accuracy')\nplt.plot(history_dict['val_accuracy'], label='Validation Accuracy')\nplt.title('Accuracy')\nplt.xlabel('Epochs')\nplt.ylabel('Accuracy')\nplt.legend()\n\n \nplt.subplot(2, 2, 2)\nplt.plot(history_dict['loss'], label='Training Loss')\nplt.plot(history_dict['val_loss'], label='Validation Loss')\nplt.title('Loss')\nplt.xlabel('Epochs')\nplt.ylabel('Loss')\nplt.legend()\n\n\nplt.subplot(2, 2, 3)\nplt.plot(history_dict['precision'], label='Training Precision')\nplt.plot(history_dict['val_precision'], label='Validation Precision')\nplt.title('Precision')\nplt.xlabel('Epochs')\nplt.ylabel('Precision')\nplt.legend()\n\n\nplt.subplot(2, 2, 4)\nplt.plot(history_dict['recall'], label='Training Recall')\nplt.plot(history_dict['val_recall'], label='Validation Recall')\nplt.title('Recall')\nplt.xlabel('Epochs')\nplt.ylabel('Recall')\nplt.legend()\n\nplt.tight_layout()\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:48:23.093541Z","iopub.execute_input":"2024-06-07T05:48:23.094208Z","iopub.status.idle":"2024-06-07T05:48:24.104239Z","shell.execute_reply.started":"2024-06-07T05:48:23.094175Z","shell.execute_reply":"2024-06-07T05:48:24.103575Z"},"trusted":true},"execution_count":36,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"model.save('/kaggle/working/deeplabv3plue.keras')","metadata":{"execution":{"iopub.status.busy":"2024-06-07T06:06:29.847402Z","iopub.execute_input":"2024-06-07T06:06:29.848278Z","iopub.status.idle":"2024-06-07T06:06:30.978369Z","shell.execute_reply.started":"2024-06-07T06:06:29.848245Z","shell.execute_reply":"2024-06-07T06:06:30.977663Z"},"trusted":true},"execution_count":58,"outputs":[]},{"cell_type":"markdown","source":"# Model Prediction","metadata":{}},{"cell_type":"code","source":"def read_image(path):\n x = cv2.imread(path, cv2.IMREAD_COLOR)\n x = cv2.resize(x, (256, 256))\n ori_x = x\n x = x / 255.0\n x = x.astype(np.float32)\n x = np.expand_dims(x, axis=0)\n return ori_x, x\n\ndef read_mask(path):\n x = cv2.imread(path, cv2.IMREAD_GRAYSCALE)\n x = cv2.resize(x, (256, 256))\n ori_x = x\n x = x / 255.0\n x = x.astype(np.int32)\n return ori_x, x","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:48:52.331958Z","iopub.execute_input":"2024-06-07T05:48:52.332323Z","iopub.status.idle":"2024-06-07T05:48:52.338573Z","shell.execute_reply.started":"2024-06-07T05:48:52.332295Z","shell.execute_reply":"2024-06-07T05:48:52.337866Z"},"trusted":true},"execution_count":37,"outputs":[]},{"cell_type":"code","source":"def save_results(ori_x, ori_y, y_pred, save_img_path):\n line = np.ones((ori_x.shape[0], 10, 3)) * 255\n\n ori_y = np.expand_dims(ori_y, axis=-1)\n ori_y = np.concatenate([ori_y, ori_y, ori_y], axis=-1)\n\n y_pred = np.expand_dims(y_pred, axis=-1)\n y_pred = np.concatenate([y_pred, y_pred, y_pred], axis=-1)\n\n cat_image = np.concatenate([ori_x, line, ori_y, line, y_pred * 255], axis=1)\n cv2.imwrite(save_img_path, cat_image)","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:48:56.790832Z","iopub.execute_input":"2024-06-07T05:48:56.791225Z","iopub.status.idle":"2024-06-07T05:48:56.797583Z","shell.execute_reply.started":"2024-06-07T05:48:56.791196Z","shell.execute_reply":"2024-06-07T05:48:56.796818Z"},"trusted":true},"execution_count":38,"outputs":[]},{"cell_type":"code","source":"SCORE = []","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:48:58.559438Z","iopub.execute_input":"2024-06-07T05:48:58.560283Z","iopub.status.idle":"2024-06-07T05:48:58.563389Z","shell.execute_reply.started":"2024-06-07T05:48:58.560249Z","shell.execute_reply":"2024-06-07T05:48:58.562677Z"},"trusted":true},"execution_count":39,"outputs":[]},{"cell_type":"code","source":"create_dir(\"/kaggle/working/results\")","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:49:00.192680Z","iopub.execute_input":"2024-06-07T05:49:00.193044Z","iopub.status.idle":"2024-06-07T05:49:00.197137Z","shell.execute_reply.started":"2024-06-07T05:49:00.193013Z","shell.execute_reply":"2024-06-07T05:49:00.196489Z"},"trusted":true},"execution_count":40,"outputs":[{"name":"stdout","text":"Directory '/kaggle/working/results' created successfully\n","output_type":"stream"}]},{"cell_type":"code","source":"for x, y in tqdm(zip(test_x, test_y), total=len(test_x)):\n name = os.path.splitext(os.path.basename(x))[0]\n\n ori_x, x = read_image(x)\n ori_y, y = read_mask(y)\n\n y_pred = model.predict(x)[0] > 0.5\n y_pred = np.squeeze(y_pred, axis=-1)\n y_pred = y_pred.astype(np.int32)\n\n save_img_path = f\"/kaggle/working/results/{name}.png\"\n save_results(ori_x, ori_y, y_pred, save_img_path)\n\n y = y.flatten()\n y_pred = y_pred.flatten()\n\n acc_value = accuracy_score(y, y_pred)\n f1_value = f1_score(y, y_pred, labels=[0, 1], average=\"binary\")\n jac_value = jaccard_score(y, y_pred, labels=[0, 1], average=\"binary\")\n recall_value = recall_score(y, y_pred, labels=[0, 1], average=\"binary\")\n precision_value = precision_score(y, y_pred, labels=[0, 1], average=\"binary\")\n SCORE.append([name, acc_value, f1_value, jac_value, recall_value, precision_value])","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:51:41.349471Z","iopub.execute_input":"2024-06-07T05:51:41.350374Z","iopub.status.idle":"2024-06-07T05:51:52.764508Z","shell.execute_reply.started":"2024-06-07T05:51:41.350330Z","shell.execute_reply":"2024-06-07T05:51:52.763815Z"},"trusted":true},"execution_count":48,"outputs":[{"name":"stdout","text":"\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 25ms/step\n\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 24ms/step\n\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 23ms/step\n\u001b[1m1/1\u001b[0m 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{score[4]:0.5f}\")","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:52:19.474877Z","iopub.execute_input":"2024-06-07T05:52:19.475236Z","iopub.status.idle":"2024-06-07T05:52:19.481120Z","shell.execute_reply.started":"2024-06-07T05:52:19.475210Z","shell.execute_reply":"2024-06-07T05:52:19.480271Z"},"trusted":true},"execution_count":49,"outputs":[{"name":"stdout","text":"Accuracy: 0.94905\nF1: 0.58536\nJaccard: 0.47407\nRecall: 0.52060\nPrecision: 0.78002\n","output_type":"stream"}]},{"cell_type":"code","source":"df = pd.DataFrame(SCORE, columns=[\"Image Name\", \"Acc\", \"F1\", \"Jaccard\", \"Recall\", \"Precision\"])\ndf.to_csv(\"/kaggle/working/files/score.csv\")","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:52:33.185269Z","iopub.execute_input":"2024-06-07T05:52:33.185654Z","iopub.status.idle":"2024-06-07T05:52:33.193433Z","shell.execute_reply.started":"2024-06-07T05:52:33.185624Z","shell.execute_reply":"2024-06-07T05:52:33.192824Z"},"trusted":true},"execution_count":50,"outputs":[]},{"cell_type":"code","source":"result_dir = \"/kaggle/working/results\"\n\nimage_files = [f for f in os.listdir(result_dir) if f.endswith(\".png\")]\n\nfig, axes = plt.subplots(5, 1, figsize=(30, 15))\n\nfor i, image_file in enumerate(image_files[35:40]):\n image_path = os.path.join(result_dir, image_file)\n image = plt.imread(image_path)\n axes[i].imshow(image)\n axes[i].axis(\"off\")\n axes[i].set_title(f\"Image {i+1}\")\n\nplt.tight_layout()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-06-07T05:52:37.789269Z","iopub.execute_input":"2024-06-07T05:52:37.789641Z","iopub.status.idle":"2024-06-07T05:52:38.540720Z","shell.execute_reply.started":"2024-06-07T05:52:37.789593Z","shell.execute_reply":"2024-06-07T05:52:38.540011Z"},"trusted":true},"execution_count":51,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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JtSqYTHPOYxGA6HWF5eHiF5k8a4v9dp+1t2OBwOh8NxdWPiYWaTgjrqlUoFhw4dQrVaxezsLMrlMjKZTMibIbFRIkOCoCFkGkqmb+S1gIC+pQdGE9bT1Bu2YyuJ6XmSDYZXARfDydh/zElne7Z4AdugsqIhYNlsFkeOHMGNN96IUqmEbDaLZrMJADh37lwgBcBFBUSJjM2BsaqGzddJmy9tQ9vRMDu93vYfI2h2DXQM+lPnWnNodF1i4+73+5ibm8Mtt9yC++67D6urq2Fdpk3FdDgcDofD4ZhmXDaZmZa3yJcDtb1SqeC6667D7OwsisViIiyKagyLAFgyk6bOpOW7qLJiQ51UfVHCosdsiBmQzMvRNm3ivqoLmuyuYWSW5FjCYPssFos4ePAg8vl8OH/27Fk8+OCDqNVqmJmZSbRVLBZDiJZNwLfPE/N1YiFjtIE2W2VF7Y0pHrG5t+PMZDKBlFryxfuVgOhckuiy+lssbK7b7aJUKuHw4cOBZDabzejc7yT28t+xw+FwOBwOx7YqM5fzVtk6qfa4tj3u/jR7xp2jM7m4uBgICz+5XC6EmWkuDMlMLPSLDnasClksTExtjCkzdKhtCJWOWc8pKVLyEgsp47Xq0I9TP5gAXywWUS6XMRwOsb6+joceegiPetSj0O12sbGxgbvuugvLy8tBrYmpTLHnJLb+lriRXNh50jZtnkxMZYnNeSxPxtrC39VWG4oHjFaEs3lAWthgfn4e/X4fjUYjcc6qTZeLS7k37W/RnnflyOFwOBwOx7RgR/aZmXYwBOrAgQM4dOgQarVaCCOj0sJKZgw1I4EhIQEuKhT6UwmNdZatggJcLBVsq2uxfb7hjykn/J3f1RHWcDGFzbdJUy1srko+nw8lq7PZLNbX17G8vIz19XUMhxcKKZw/fx7Ly8uoVquholsa0hzm2Bhj3/XamBKW5pjHkvZ1zOMceSVjmtejuUCxYgKqyNix5HI5zM3NYWFhAcPhhQ03mXejKpDD4XA4HA6HYxQTz5nZzKm93Ptj1/X7/UAODh8+jKNHj2J+fh7VajWoMfzEKpSN+2hRAB6zeR+WKADJxH0AwTFm6FqsQhcVFQCJ7wwfU7sU7IdhYSwxbEPRbOGATCaDQqGAI0eOoNPpYHl5GfV6PYSN3X333aEUMUtVsx0bFsbx0+ZYMr/aqqFiWpZZr9HvsXA0fQa04IKWmNYcIQ0p0xBBJSpWfbElozWHiefZPnOJeL5QKODgwYOBwFg7thuX+zdn85wcDofD4XA4Jo2Jk5ndgA3xWVxcxLXXXov5+XlUKpVQdStWqUwJTozEABdzYWxYk771TyMX9m0/HVntIxaqZUN+Yjk09lxaOJmqSZaAkPj0ej1sbGxgMBig3W6j2+3i8OHDaDabWFtbw3B4YU+WWPvq5McIS2ze9D5dQ54n6VPFKjZX+pP3cC1J/mJ5NbY/C6tsad4OyYpVcDQMkOdJYCqVCg4ePIh2ux021HRVxuFwOBwOh2M8rgoyA1zMPzlw4ABuuOEGzM3Nhb1kGEam+8jQkWeVMs11UaKhb/tjP/WaGAmxyeiWOMVICYAQ6qb3sl1+mBtj95rhPexfnWu1TZ34Xq+HpaUlHDhwAKVSCRsbG+j1ekG54XzFcnCsmmL7i6ktlsjE2rXn0kiTth0jhrY/fldVSI9pn5xLbZshdoPBIKF+sQ0t6WzD+A4ePIh+vx+Iow1bczgcDofD4XBcxL4kM9Y55md2dhbHjh3DNddcg3K5jGq1Gt6il0qlBKGx5EbzZPSjjqxVF0iKdM+ZmK2aa6EFBtJykKwzb519wuZq2HssOBb2oSFu+Xw+JKq3220Mh0OsrKygUCiE+9Txtk67XQ9Vo8aNzdocO6/tKIm016TZkjbPdm6sysKSzAzDIyxpJbHkHFmbSJgymQwWFxdDu61Wy8mMw+FwOBwOxxjsOzJDJ5MONh3bcrmMm266CUeOHAmJ7NxPhs4oCYwNOaOzqec1xEwVFFVlCL2ebVnHnOe0D4sYUdFQJg2hSiMsVhHSY9yJXkOl9NxwOAxVtwqFQnC6Y0UKuBaqbmiYlSpDVK64btb22FzpuRhps6qJtjGuD0uweC03waTSoveUSqVEW5qLY1Uy5t5o8QDgYh5NoVDAgQMHMBwOce7cOTQajZFcIYfD4XA4HA7HBUyczMTCira7/WKxiGuuuQY33HADZmZmQmI/Q6Q0R8aGiKl9sdAvrWTGa3RcvCZGHqydqlrE1B5ClQHgosOt9/E6/Zlmkzr29ifVJDruluwAF8Oq6MATmjTPPlSdUodf55hjsvOj44iFhykZ0ZAwSwzVJjsvdvwkWNwUk99toQZVoTSsz46BP6nSxMZeLBaxsLAQ+up0OqGAgA1puxykqV+xa2IhgFfSt8PhcDgcDsd2YuJkZiegTj33krnxxhtx4MCBQGQ09EeJjB6zJCSNzGjImU34V1IUy/Wwjm1a9TLeQ9hwJatejMtZ4U9VcFQV4T0xp1nnQ0PvYuqJVg7T/q0DzX4s8UhTsKz6ZQmTjkkJjSpEWyHPqnrZdpXM2MIJ45Qkzpuujd04dTi8sAcSCc3a2hra7XawxRY6cDgcDofD4bhaMXEys92KjDrGuVwOhw4dwqMe9SgcOXIElUolvEkHLoaI8ZgSHFVp2C7VHM1/sYSD99jqZ5ZYaP6EKkFKZmIkyDrWbNMWDojNCX+PkRs6/PPz82g0GgkblQgoAbL96GacNo9FQ7wIJUwxdYjzaceh86Nj0jZi6osle0o60tQOu76WUGgYoiWbdizaJ+9VwmVD70qlEmZnZ0OIW6/X2xYis1Uil3bMQ94cDofD4XBMCyZOZnYK+Xwes7OzuOmmm3DddddhdnY2kQ+jDqWSGVVfVHHIZrOJzTN5fcwh1nLO6vDa6lSqyNgS0DHH3Zb4VYKhVdeIzZLr1fbh8EJp5cXFxeA8q5NuFRZtz4Z/WaKmP+mQ6z1WUYmFk9n2rfJkS0rrTx0vj6c56/a4klZeo2uq+T9KpKxN2oatPgdgJHyNn3K5jFqtFsphK+lxOBwOh8PhuNqx78gMncRKpYKbb74ZR48exezsbEj2twoIiYstvaxv3Hl9LKcmtpt8rA+riCghYX92k0zbphIrXqOV0nQM6lgPBoOwEWi32x0hR0qSut1uyA2x/aYRjhjsGAib9xELlbNj1/Z0/Lre9ndVz2wol72H55kXY6/hdTonVPes0jQuhG0cabNzpaSaxSq4/8xWw+QcDofD4XA49jv2HZkBLpRZPnr0KG666SbMzc2hWCwm1A8bJmZDtGz4kFVrYqFOhHW4Y+TEqggxVQbAiKPP+1VZsHk81iaSnUKhgGq1io2NjeCUa0J7JnMhuX9lZSWxW70Nr+Lveu5SYRUhCy2mEAvn04+SkVjIGElIrE/e2+v1UpP21WaqSroppr0mVo5a+4qFCQJJBYiqmCpM5XI5oc44HA6Hw+FwOPY4mbEO4XA4RLlcxvXXX49HPepRmJ2dRalUCuFhVjVRtUVzYZiDYlUBm/9iw6piyk+aoqGEQ/NcbOiUtqu22PA2ddq1Hd6nm4HGcjt4PR12tckmndv+LXmyKoOWI1ayYEmHDZ3TUL1YOB8/XDM7Fl23tHyPWF6PvYaEj1BSQkLIT6/XC9ekfbRPG4qmtirxrlar4fvy8jK63a4XAnA4HA6Hw3HVY6rIzLi39TGoY5jNZlEsFnHo0CE8+tGPxsGDB1EqlUIeSbFYDNfRwc3n8+F4bE8ZG9KUllyvb9DTyEza5ppqk45Lq4vFwrX0Wqs6aMlj2tbv99FsNkM4G0mLzQnRMVGBoINux83+NOTNEjZeR8XCbhyqhMkSi1jYnJ4nSGYUtriCViWj3Xa8McWJioyG82lbJDD8qTlBVgHS+2izJeRKvjhOktBisYhcLodOp4O1tbWRNdkqLoUAuQrkcDgcDodjmjFVZOZSQQeRjt7hw4dxyy234PDhw6hUKigWi4lNLm2YmBYCsJ8YcdmKPTb3Iy30SY9ZB5/nrHpj21anV5Uku38LgJAToqWENTRNd7hne5pzomO06pH2QdsVMfVD5ys2diWT9pzarPPDvmwek57XRPs0ZSNGgEhA8vk8Op1OsF8VmdjmnTpWPa/KToysWULIta5Wq2FTzWazmTpeh8PhcDgcjqsBU0dmLuVNsDr1c3NzuPnmm3HDDTegWq0mwsvo6HN/mdibf5swruRgMxvUdks2NARNrxkOhwmiFVMMNLTM5snwWg1D07f9NvdGz2t+iKoaqmTYkC8guRlkJpNJzQ8ZN1ex9Y2F4Om6xa5Jm2tLdFShseRSCdBmxFOfD4IEkUQGSCpPqsYoeSEYFmhD//ReS3wzmQzm5ubC3LdarcRz4HA4HA6Hw3E1YarIzFaIjA27Ygnm66+/HkePHkWtVkOpVArOMAmNLVtsw8G0FDPPa9gZ+4uFwun5tET+WM6Etqn9KKngNUqsbLux7zHH3YY/qSqg6oMlS9ovFQtVPDRUzeaWMCxLCw5YFcwWIsjn8wniaW2Jzb0NzYqtk1XelMhZpQu4EF7H7wy5I4mw4WWq9JCkaKigLadsSZl+tyFxavtgMAjPvObyaL7UZtjKdU6MHA6Hw+Fw7AVMFZm5VDDs5rrrrsONN96Iubm5kCcDILGHjCUr6tTqd0LP2bwZ9s3rNG9Hk9YtQVEnVYmFOuHav/apxCRGroCkwmBJH3+nbc1mM0E22E+MNOl8WDUIQKJMcbfbTdyjZEPJiNrGY5y/WIlqkoWYOkNYoqWIqT8Kux6qjNAWkhvNj7F5QiRmsd91Xaxao+PQc7FQOwAoFAqB0PDeSyE0DofD4XA4HPsBe5rMME/m2LFjOHLkCGq1WkjoV7VFc2boPKoiEyMVlhRQfbAhV0puNC8nBpvkHnNkrXqgx7YLGmaXz+cTu9CnERhVBjh/tr1YP1t1sFXVssTT9q/HeO9mUMKRpmwpSERiYWBavUxtI9FR9UbD3Wz4G6+LhZjZ51FJE5/dcrmMubk5DAYDrK+vX3LYn8PhcDgcDsdex54gM7GQnGKxiGuvvRaPf/zjcf3112NmZgalUinh4Mb2jwGSJW9joUb6U4/zd2B0d3l1xHlsXPiX3h9LRo+FicVCldS51bnStqzaoCoH54N2WNiwLZtfYtfIKkU27CxmvxI8WxJbYfNnbFtWJbH26zrE2lAlCUjmCHGeNeHfhnlZ0qGER4mLVYis7bFx2Ht5Tblcxvz8PPr9PtbX16MV2zxkzOFwOBwOx37FniAzxHA4DGWC5+bm8NjHPhbHjh1DpVIZKY+saop1mDWcyRKYfD6fcHg19EodUIZnsW1WTgNGq3qpg2n7tIQl5sDrcVtMgPdqcr9tx4ZPxcLUlNipM67kLZvNotfroVAoJO5XwqLkUEPObDiYzU+xxC8W7qZKkULXgR9b5CCbzaLb7Y6dl9g5q7wpkVGiwueS9jEEjUUCbNU3S5y0Tw0xs+RESRJJaaVSwezsLHq9Hlqt1kiYmoWTG4fD4XA4HPsFe4LMqNOdz+cxNzeHW265BTfeeGNI9rcVsOj42ipX9jjb13C0tFLCMRICIBQZsI4xHU7dp4XOtaozGsqm7WrYGomEVR1ssQGSJYUNhUobW1o4mCoZVpHSn/Z3C1WR2I6O2a6bVRZiIXm2P0ssdD3HESGrKFFt0/kbDofodrsJu6yiQuKiJaCtmqUhZzbHiOO3G6CqjUoEObZKpYJOp4Ner4d2u51YGycvDofD4XA49iumnszYN/ozMzO45ZZbcMstt2B2djYQCUtmLJGxJEcdRxtKpSoPEVMHNEyLDqd9A6+VrpjYzrbVKVV7rROvP1XB0LGpnTbsTMPYVF2yZECd5hhBScvJGEdgLLSyGe3W/X7UNptftBUoKbTzZ6vT0Xbr7FP5yOfzYQ0zmUwgCp1OJxCWbrcbrtFQMpvjokTMEjreEyOaVrHiMRt2mMvlAqGhXZeyLjFc6f0Oh8PhcDgcO42pJzPEcDhEqVTCzTffjFtvvRWHDh1CsVgMJXxt8rjmXii5AZJvwNW5tbkM1qlUB5QOI48VCgW0Wq1wr9qdVho6jTSoLRruZYld7F5Vhqy6EQunImLEyc6JLY1MZ1/vsU68DZuyRNLOs35PCwOLhWexf1t8YRwJ0OtjlcWU/PT7fXQ6HbTbbbTb7UBgtMKZziWVOltAIW3eVcXhPMTGoWug68LwwlqtFgj0VkigExaHw+FwOBx7GTtOZtIc0Et9257P53H06FE85jGPweLiYqLcMkkMlQ/9nfcrmdF2LZmhcqAfGx6l4WPFYhGlUgnXXHMNHnzwwZEket6j9ijUSY/Zo06rXm+v3Wz+rNLBtmy/NqQJQNT5B5IOt1Y4s+WnNWRK59HaHlOn0sYTmx8N27PhXzp/em9am3b9qcq02210u91EOBvzp3RddAyxogkxYmlJqM2Xse2zbc3JKRaLmJmZwWAwCCpNrLCDw+FwOBwOx37AtpOZ7YzR1zf4hw8fxmMe8xgcOXIE5XI5hJeNy5OJtRdrX530zULP6JxTlanVamGvm6WlJayvr4fr6BQr6bJzxL40NIrEY9w4lDjwWCxMyc6j3YtmK7B28Lsmuau9aaQsbX638rzovCiJGVeBTb9figKhpIL99ft9tFqtkJfCa0iqeX0ulxsJxxtX1U1JlJInS7D12rT54c9yuYzBYICNjY2gFl4ptvPv2uFwOBwOh2O7sO1kxjo8aU7kVo7TwTtw4AC+5mu+BjfddBNmZmZQLBZH1JhYsn8sJ0Xb1TA0Sy7Szg+HF5LAm80mSqVSyFNYW1sLTq0NC6OTaxUYwtpvlSA7PzGSpW3HiI7OScwpVedZYQmHDf3SPm0eB2HLX9t70mzR+VF70tSVmEITs9faHhubJZbNZhP1en3knCqEtm/+tGGHlrCoHbqJqZJCO396PpbDValUEoUIYuO+FDiRcTgcDofDMY2YypwZDa+p1Wp41KMehUc/+tE4cOBAcB71Q4dOiY06mFoUQHMSlDgQ45QCviXvdrsol8sAEDYrvPfeewFcrKal4W5a9tjmmFhHOqag8Fq9l2OIOd/aXuyNeqwt2qaOrw0bi6kENi/HKjMxQqZ2KHFLc/DVxjQHP22PGR0bf9eyzfzQ6ScR1fVSlUOr1mnbdo5VvdI11bGoLXqOJEnXjyFtajOfa7vvDee0UqkEWzQ0bjAYhDLi44itw+FwOBwOx7Rj6sgMHb9er4d8Po9jx47hUY96FGq1WoKsWKfehmmxLQ3/sf3o7zFFQttQp/KGG27AU5/6VHzhC1/AnXfeiVqthlKpNOJg2xA4bU/bjKlZsVyQNNXLjjs2RnvMVtfSfsfNSwxpORlWPUqzWedjXPllJU7WVm3bwt4Xs1/3pokpcZ1OB6VSCdlsdmzoVtpzpGNhDpESTX1OtAR3TE1TQpVG2Hh/oVBAqVQKRCY2Z666OBwOh8Ph2KvYETJzpQ5SJpNBsVjEsWPH8DVf8zU4dOgQKpVKdJNLDVeKER3rLKfZmOa4azJ2uVxGr9fDsWPHUK1Wccstt+Cee+5Bt9tFu90eqVamG3NaW/idP63dMVvGKRUaEmXbjykH2oeqLml77FwqLNkkLPGxJCNNWdHrLeFJgyWWaW3p5paatwIgVDEbDC5sjAokw+ZsX2q7qlLMKVISou1QVYnNuYbj6ZqmhRGyPSo8pVIJ3W43saeN2ulwOBwOh8OxV7EjZOZKHCQ6e3Nzc7j++uuxuLgYEv41J4YOnu5RYs+nERm1My0XIYZer4darYZDhw6FfUiuv/56LC8vJxzFWKgbQ39sTkWsP3W+raqj86TXx87FVA79PaZ0sLBBJpMJZa+tbQoNE9NwL7XJhofZ+61CofYBFx19+4mtado6x65RNYPfqaZRPen3+2i322FssaptRIxIWuhzoeFjaqu2zzY19NDmGlnFR5+xwWCAQqGAYrGIVqvl5MXhcDgcDse+wq6GmW1VsaHDWCqVUCwWE+FKdIo1H8UqM1ahsfkn+mY8re00Z/HgwYMol8tot9vIZrM4duwYWq0WVlZWwn2FQiGQLB1zmkLEDSTVkbVOeazKFdu0e4pw/MViMYRFWSfX2mEJkZIS7U+LKnBO7Kad7CumhFnSRTJhVTfbF22yHyVl7NuG+2UymZESxXae9XnSsXU6nRBWxmPaZkwpUxVoXNiZntO8oRgp0nXgM6abdHJ+ACRKNSv5UVKk9lpsphA6HA6Hw+FwTAt2lcxs9a2wOpi5XC6UYVbHTJP/7Udhd0lXp9yGfMXaUcUgm83i6NGjQbXodDrI5XJYXV0Nid6WEGlbafuN2LFbG8dVIFOlwKpWMzMzqFarOHnyZFAALMmwpY6tvbasMJ1hLa6g88Sxq1NuiaGOU8mDnRfrrGsbaettoYoRf1eiyfGocqaEUcOzaLOui46JoLKjpETHYM+r6sP2NLxR10dJqdoeW//NQgZdpXE4HA6Hw7HXMXUFAKxTrU5yWvL/uJwZdTht+I0NRVPiYB1wVo1i3oQmjS8tLWF2djbRTr/fD6qF2sQiBja8CkDYxd2SmBi50nwPmxuSy+VCHg8dZZ3ftNK/6qjT0bahVJspDSQLSgDUYdd5tffbZyCWQxIjEeNCy3Rd9X4dl90nhzYPBgO0Wq2wLrHNMQEkiAPb43H2aQmhJSD6LGhYnRJb27Ylpdq+LYftxMXhcDgcDsd+xNSRGUs67PGYYxZ7S2/zCqyjynwQbZfEg4qBgt9ZMpdKTKPRwMbGBmq1WkJpyGSSZXkBhJwGlsWl7RyrkhlLprSCVawMsTq9+Xwe7XYb9XodzWYzGi7Ga+0cM6zPqgBELCdGr7fkk31yDHo9wXniGGPtcQ00vMwSO45J50f3/FE1SAkIK33Z52o4HCbmj6GPbL9QKIQ56nQ6CXusAmX709wc2m3nmGPWcXW73fCMkUzb0sxqg5IikhyHw+FwOByO/YJdJzNpcfoW40KJ7DF1NnneJtvbN+n22jQlhNf0er2QV9Hv97G+vo5KpYIHHngAGxsbOHjwYHCU1dnUimZ0KtNyImz+D6HKjp0/q0Dk83kUi0XU63UAo5XM1LGP5Z1ovoe9N0ZuYmsSmz/9aY+zbTtWe84+E5aIxcYYg83F0X6VdDDEzOYE2Z9cu9hzbfe0AZAgzaq4xFQvG7JHZY9tk7DZPWbUHl6ndngujMPhcDgcjv2AXSczmxGZWM7IVsNkLFmxaoTmRei1SoQIJUJUBBYXF1EoFMIGitVqFWtrayiVSiiXy6m5K3SGY+WBeb2qQ9Y2O440WzOZDCqVCqrVKs6dOxdVR3Se6bTbjSDVLhsiFVsHVV6s8rMVqENPMsh26YjHCE6azTrmcaFWzImxihoVj0ajERQYSwjUpnEEzxYD0FC+GKFQFccSRL0vbfza91b+ZhwOh8PhcDj2Mq6YzGxVabmcNq1aAoy+EY+FNem92hYdRX27rX3wu4Y60bGcn5/HE57wBOTzeXQ6HczMzGA4HKJaraJcLod7e70eer0eisViCCeiY6phRbYPkp5YeBmAkXAhHa91xDudDorFYghp4x4q7JfQN/g20d/ObVqomiKbzSYKIdj1tN81lEzVIoZMMUTMkgXbf0xl4ZzZZ4ntkyjZfCKi3++j1WqFtdESynY+tE+2owTa2kq1h+GKmktkn1ctFMAwM12HWF+qAOr4YvakHXci5HA4HA6HYy/gisnMTjg91qFPC6XS0KhCoZC4R5UOQp1nOpPcL0aJhX1D3+12MT8/j0qlEooADIdDtNttVCqVkEuhNjL/hW3Yymu0Q/dyiVU7s6DNMdVqMBhgbW0tXJvP50NhgjNnziCbzYbE/Gw2G/Jj0qqsqSqliIV4WXKSy+UCKbGkzJIk9kGSwXWIEWW714uGccWKNlgSpvklOo867l6vh263i3q9HjbMVPtVPaINWpVNyQTb1PlhcQbtk7lY3W435OJokQm1k8dJnDkWGz5o141txQoxOBwOh8PhcOxF7HiY2ZUoNxqqpZ80hcCqNwASDiWAsJeIIi2hXN+SHzx4MFxLBUXzZYrFIorFYiLvJS3XQ49pjo2dNx2XOtN2jLE5UMUHAAqFAgaDQYL0qZ2xsCV1wNmmhmTF3vIr+dHr1Lln27Yogw2/ItHSe0hm9Tq1QxUsJVk6d7a9WOhWu92OVlNT2P7tHGr+DddZiwCoMkPFheodiZ2OS/uyz5PapKSSdrjS4nA4HA6HYz9ix8nMlThRDIPS8sZMqE+reGaxmfOnydjaDvvr9XqoVCo4dOhQUD4GgwFqtRruvPNOnD17FocOHUK1Wh3Z4FPzPWhvrEiBDVGK7U8SUxAUMce80Wig0WgkwtGoZKTBzlcsMZ1ESb+rQ28Jii18kEZGbe6OOuWxsY8LmYqFtlnVQq+hmsb5abVaidCyNFiSYW3mmHTd2cdgMAiKDKuh2bBCG2apIXR2fHZsfLYsiXM4HA6Hw+HYL9iVAgAxxzKWd0Coo8/fqajYJGjNNVHnO6aEqCoBIEomeI+SmZmZGVQqFXQ6HWxsbKBaraLZbGJtbQ0zMzMol8tBMbDhRRqixO82RCymwqgNQHJXd7al96jtHBtD2JjzwU0+2a4677F2tcSx3d8kLReD41Myp2NXVSXWDp10XV8dl23TrmeM4MTC4Hi/ntMwLiozJNNsV3OMYiTLrlusX16roWFKRnSOtdqcEkyuXYww2+eeczMOW33pEHsh4HA4HA6HwzEp7AqZsc5PLBwsdk4dOC1xDCCRi6FhWlYhAJIOtl4TIzI8Tic0m83i8OHDYSNKEph2u412u41arYZSqRSIgzqgbJP2MXTIkjW1N3ZO37jrXi28z441Nn4dL8dMgqT73hCWOKlio3MYUz943Kowup56He+jY65jtM5zzFG3fat9ep+S45jqw9/b7TZarVbinhhpUBti82JD19iO5sLYHCC10RaM0MIFtl0l87xeQxK3g4Q4iXE4HA6HwzFtmLpNMy3GOWJ6XB12Eggb0hVrk06n5jbQkWQy9uHDh8N5Vriis0vFKG0zQralipESsHHKFB1XW3VLx8BrgFHlh8eAZK6QKgGavM52rfJhFZ+Y+sFwJltaWoljTI1RAqgOur1nnCNtiUzaNUog7LgUvKZYLCaS7ZU4xELvVIljAQQlMSQk+qzyXlXR1CYm+AMIbfIYCT77VTVns3DCzebKiYvD4XA4HI69gKkmM6pSAOl7pWjytH4sgVHnXN+AqzOtpCSXy+HQoUOo1WrodDoAgPn5+bDXjJKIcc60hnOpbZqAr7kpSmLU+dbxaDiWjtE6uLHxp4Xi8ToSDDtfm6kzMUdc7dWQKUtsdA5jzrSGJlooiUs7r33o+G341XA4DESVY9OQMp2bGOnQOdfvapc+e51OJ/HdqkRWuWOlM+bYaFU3rQZ3pRg3jw6Hw+FwOBzTgqkjM8PhhfK0dP6pbPAcoQqAhqCxTLMtlWvvt2E/Gr7DUrjNZhOzs7Ohj3a7jZmZmXCOb++z2WzYfJG5KhpqRrKljmfMKdZyuppzwoIHHI8lF0oqNKdDwbyPbrebUAcYypQWdmVzOlqtForFYiBMVBvYFvdQyefzKBQKiRLEWs3LFhBQYqBhb7HcFB0n54frpqqLdeypmgwGF/biyefziVLVXJu1tTX0er2QY6VKn95DaEUy9qPEhKqYPoelUimU/eYzw3uVuNkKb4SG5JEUsx+uSafTSazpdpERJzUOh8PhcDimBVNHZtKgCgYJTixkK01tiIWZaVgOkKxsNhgMUC6XUa1Ww5vwbDaL2dlZrK+v4+zZs5iZmUk43kq82KaqEYVCIZoPo2FVtA9AcEY1jE3Dh9gubeDbec05sYSHhIOEzcISPksg2Xav1wuqlqoKWrxA8020wpauRywfRefQFgCIqVE6f+rkcx3tPPB8TP3pdDrodruJ0DIAiQIUuVwOnU4ntRiBkjtLUpRsksjYtdd2ub6qupAs0k7Oj4YmWpLscDgcDofDsR+xZ8gMcNHJpzMX26PFOr72DbdCHcZYqA+AoPhQjSmVSvjKV76CEydO4MiRIyiXywlb7CadVGFYttm2r06uFjjodrtB0aH9aaE/qtiwHQ1to/OsGyYyXIltxFQMVbU0LM4moNs8Gc2DYf+8T9cxphpoKBdtVoKT9lzoPGmfqriwT62qpuSQIWY67wBGnjO7DlzfGGHWXCCFzcOJzbfNf9Fxco3t2mnIpNobC91zOBwOh8Ph2OuYWjKjjr86lvl8PnyUhKSF06SpNUCSzGi4jio+xWIxEUo1HA6xurqKUqmEarWKSqWScLY1tEhJVD6fjyae88265vjwmC35rGNUwhYLRVLVROdCf3I81klPc8BjJFHt0p92Dcblqeg41KHXUDIlHePyqDjPaeFm2jbPa34Sw+Js7pRVmOx41A5bgMFWhlPCYfOa7Lyyfxt+RtXHVjizSp+qPA6Hw+FwOBz7DVNJZmyYEo8BGDmu96SFmGmbwOjGhrY//pydnQ35L91uN7HBYbFYDKoM71UHWkOkNNwpRkb4k04ncymAi8qQVS7SiJkNu9LzsTlTpzmm0MTss78DyVAmm+diixvwvDr11l4dq47Prn1svZV8WAc/bR2ogLTb7RFipfeqwqPtaWU4JaV2PMy9svsG2fBB+7s+s5Y8M2wwRmbt2m4HXOFxOBwOh8MxLdgxMrPdYS2xt/lA8o2+hkLZ/BN9622VHBIGfugMz8/PJxK+C4UCjh8/jmaziYWFBRSLxVR7rbNsQ5D4Uzdk1GttiJNVWSwJ0XM2z4TXqmLB41YhsOFjem/MsbaKEKFFG6wKYssI23lT+yxiREvnAUiGWlkSlaYOUdFpt9sjIWWa/6RzTMUuVm7ZVjaLkT4eV+JFW3S+7LzYcWSz2WCDXRMl51v9e3Sy4nA4HA6HY69gx8jMdjtEVmVgH6qmaPK5Ki6EOoZWpbGJ6Uz4By46oMvLy7jrrrtQrVZRq9XGvulWG9huWmWu2HfuO8Kf40K+7L06Nh27JrQradF5iYU+qTPPXI3YWNLGY8PPbA6IqhLMPaHSYZUhLThgoQTJhoPF+tU5IjGx++4w/EyJEcO3mIDPY+yv0+kkyJwSDKvAWAKr1+u4OP9pew5pjg3b0z6coDj2Mx7zmMfgZ3/2Z/HkJz85cfzEiRN461vfig9+8IOTMczhcDgcO46pDDMDLjpusZwOfSOtzl+sGAB/cp8YhgFpm/ZNPJ3oarUa7m+32/jMZz6DVquF+fl5FIvFRC5DLAwsluyvzqt1MnU8Vi2yOTAMY7PEJVYpTZ18dbI5ThtSxbaoSGnoFEtSc9403wi4qHCwbYZBsU/mHpGkcW04Hi1QwCIFut+OkgIlCVrljrB5J8y1Gg4vblJJgtdsNtHpdIItthw215YKCJ9NlgHP5XKo1+uBBKtiErNFnzcSRp7v9Xool8uJAgAk3CylrZtwsrJcsVgMpbeVgOn1l4rN1DGHYzfx4Q9/GI973ONGjufz+RAWrHjyk5+MBx98EF/5ylfw8MMP75aZDofD4dhFTCWZUSffvoVPe8M8HF6oREWHj6E69m13TCmItaWOd6/Xw+rqKlZWVtDr9RJkylbDomOtJZt1LFZlUXti16fNjzrY2h6dektOYuV5rTplf7dhZfxdlTAtTgBcDK+yNvHeUqkUqr+RgGrpYZ1brYymDrqqL7TThhiSBHB9+HusWALJY7vdRjabDYSM5ZdjsLlSuqeLzpnOsQ1TU9u1QISuH23jtZaAsm2ejz1jes7hmCRyuRxmZmbC92/+5m/Gu9/97hESkoZSqZQacgyM/puZyWTwIz/yI7jtttvwn//zf8Y73/nO6L+FDofD4di7mEoyQ1gnNRaCo9eqmkHQGdXKWPrR+/kZDAaoVquYm5sLb9+vu+46HDx4EKurq4l9bWw4zzikOdJp49EwN1tuV8OgbEiSfmySfWz8ak/MCbbEyJZi1vZjzr91vlWByWQygeCoo841431UJFStYOK7Ja9KenhMiYIqV0Sv18PGxka4huRJNzjVddf9dlggQteLaok+d2mwG51msxc3YWXekl0H+xzESKjOvRMZxyRRq9Xw6Ec/Gk95ylPw3/7bfwvPYy6XC1UbdwKZzIVQ3cc+9rG4/fbbceLECXz2s5/F0tLSjvTncDgcjt3HjpAZqzRc6jUxxUSdMqvc2E9aO7lcLqgt2m4sLGxubg6lUgkAQmJ4LFRH7eDbdVWDYmOL3av22ntj6lLavNFePaZ5Fjb0aBxpsqWS7Tg1xEzJjA2jokJh82CsaqQhgDa8SvvW9kgmdI8eqwypkx+r8jUYDLCxsYFGoxFUFg2H02dGSaQqQ0pI+KF6Y59D/Z1zaKumWQLDYxoyNq6Awjiy7sTGsVtYXFzE05/+dDz+8Y/Hf/yP/xG5XA6VSmXXn8FsNot/8S/+BZ761KfiLW95C9785jej0Wjsqg0Oh8Ph2BlsO5nZCpEBxhcIiCkJtnRyjNjo9Zo7kRZ2wzbU6eR3zXXgm3dWutK8Ezt2G/ITK0AAYKyja5UTJT2xcssMP7LzapUoDY3jHCuRsTvaUx3QcCeqKL1eD4VCIfxOO+y4er3eSJ4SnX9L0nRTTyUFtuKbKmgMT+NY2LYqOOr0kxDoHPZ6PTSbzVCWWZ8/7btYLAZiq3NsxwIgKDWcO0swx62nrh3XhmtBaNidzq0SHa6Lth0rDrEVbPXv2uEgbr/9dvzjf/yP8YpXvGJiJEZRKBRw44034ru/+7vR6XTwoQ99CJ///OcnZo/D4XA4tgfbTma24z8rDWFSR9iSFvsWWlUCmyCvbVMdYHiSkpPhcIhisYhms4l6vY5KpYLz58/jrrvuQqPRCIoNnc2YUsSfsWP2HjumGMHR81Yl0bAq66zqG339qKKgx6wao0oK14Jzlc/nUSgUEnOsZFNDorjBY7/fH5lvHbfmIDHsTNu193BTU4Z0aeU3VW10bDrnet3GxkZQlVRlsfOmRRhom11bEjwbAhgL/4qdY7uWYMaer9jfgZ0nxeX+fTqRcWwVmUwGv/Irv4J/9a/+FW666aZQSGUakM1m8ZSnPAWLi4vodrtOZhwOh2MfYCpzZtTxtA4anTjNRbBhStaRZpsECUBaHk2pVEKr1cKZM2cwNzeHhx56CA8++CCq1Sqq1WqiehfbZvsaYhVzUDcLF7ucN+ZsO609dcKt4mOdZQ1lUqWlUCigXC6H3BVWBmPf2r8SMqtC6LraMC3u6RMjH1Zds+NW9YiqEpPyVWXRdeF9rVYL9Xp9ZA7ZL6uq6TEiLQ+KlcVYyY1kUO2hzTHSwzaVLGloG0MgGRJnyavDsdvI5XL4H//jfyCTyeB7v/d7w78X0wbmQD7pSU/Ctddei1OnTk3aJIfD4XBcAaaSzNgQM3Vc9Rp1dFkRSpPLVSngPXTG6aDbXBI6kQcOHEClUkG1WsXRo0fx2c9+FjMzM0GR4D0apsXwJrvHCPtQZcK+mbfjV+dZ7eIxXqfVxNgenV4lJcViMRCVmFrDdrUfJSxUowAk7LcqklVQqN4osdT2NUzMhobpPCsB4HfdO4cEhqSoXC4n9o3h86H28TlgqBmv43185jiH2i/P2dLLSqpIZPTZZe6VhsKxXxsCps82yQwAlMvlQGaazWbI9eHckeDYwgwxpcfh2A7k83n86q/+Kl74whcik8mgUqlM2qSxqFaruP322/Hggw/ida973aTNcTgcDscVYNvIzLiY+suJt4+FY1nnTt+S25CycapHzJmjs0rn9LrrrgthS3TkbRgV+7XKkbVBSQCv0zfu1g6FqjnMndCqV7F2Ym/pba5MjMyooqXOu1bx0jVQG4GL5Y+LxSIAJOzkT1thjHaro22VMzs+G2rFOep0OkHlsbkyqqap6sH70tbOzo+S3tg68Tq2QYJNm6w6xqpsVIDUTruOHJOSH+YttVqtsMeM5hvpM7EdJMaJkMOiXC7j4x//+NSFlI1DJpPBNddcg+/7vu/D6dOn8fa3v33SJjkcDofjMrFtZGYcWbmSeHslLDZUSZ3qcSqHJmGnKQlsSzdDJHlYXV1NOJsxZ1oVGHWa7dhjTiWviSXxq6rDcwsLCygUClhaWkKj0Ugk1nKMSg5sGFTaHPGjzjedfhtKpwoX92hhyBbVKy0vbElgbP7V0afzrmusxFXJBu1mIr+qHuPGTbVjY2MjEYZHQmTn1N6r66QllHu9Xhg7549jIKHVkDOqNSyqYMPxlMiQ/HCedfNM9hkjWlfyN2jH7XAQtVoN73jHO/C1X/u1qf8GTyuy2Swe+9jH4vnPfz4+9rGP4ctf/vKkTXI4HA7HZeCy/vfZjbezlrjoG/HYRxFLfNcwHDrg6mSrI0uHksdWV1dRrVZRLBajFdU0hCmmYND5p2OrG2qOm1cN1WI4GUM4Dh48iFKpFDZ2jN2rb+btnFiQDMSKI2g5ZJ6jyqLEiePk3GjonyWhSl5arRY6nQ6A5EaedgNOJRoMgePcaL4U1TW7/wx/6u/dbhfNZjMxZ7q++jyqyhXL59F5pYLC50JVL7W/VCqhWq2iVCoFe3q9Xgif0774vPZ6PTQaDayurqJerwdlKfYc6fPtcGwncrkcvvEbvxHPfe5zE+R/L6FQKOCZz3wmfuZnfgaHDh2atDkOh8PhuAxcljKz0/9pkQBo5SslInSkbWgVPyxJq+FcbIP3s10NkWo2m+h0Ojh06FAIEWo0Gjh79iyy2SyKxWJ4m6+OuxItWxyATq1VGHQsqk5YVaJQKGB2dhZra2shSZ0qDcPgVLWx4XA8xxAwOskajqVkr1gsBntLpVIiF0jHpEqXkpVyuZzolyFnqh7oPGjbtF/VKFswgOSENmgFM/5kbhLVNbYXy89ZX18Pm2Vqfo2Wb+Zx9hvbrVxVGOYCWQWp3W6PEAt9Fq1CxvVSIsV55DgZdqi/cy40n+tSX0DEFB6HQ5HL5fDN3/zNeya0LA21Wg3f+Z3fifvvvx9veMMbUK/XJ22Sw+FwOC4B21oAYLscIJu7YMOcbD/qoPKn3dtE2yIRseFI7XYbw+EQc3Nzod0zZ85gdXUVtVotkBmSIvuWX+2xDjqQzH+xxQmY66AO/mAwQLVaxezsLJrNZji2vLyMdruNVqsVnHngYkia7VudfS2QYMkDSyiTzHDDSDsGbVOde9o+LrTNKmwkiUCSTOjGnCRsbI9zQeKk62oT+PlTyS7BEMJWqzWi8lk1aJwSyLFrHgzJsJJT25aqTzrfPMZngvPOtjUfSL+zfzuOyyEzsTE6wXEoyuUyfvzHf3zSZmwLrrnmGjzvec/Dl7/8ZbznPe+ZtDkOh8PhuARsK5nZKUfHVqIi1FGjs2aT3m1lMRsepopDJnMhH+XAgQMAgI2NDTz88MPI5/M4cODASIhZ7C17zGm2ZIsfzZuw17OfUqkUNmvkjtW5XA6NRiPkWtB5VcddCQrnJS2/iLbYMDEtq6rH9EOHW69lexp+xnmy+wZp+JSdXy1ZTDJAgsD1Uvu0bYZqaUUx2sZ7GWKmKp5N5I+RGZtYb59HkhMlLErUOEZtG0iqWN1uN9ynNitRJWJ/FzGSfaVwIuMgisUinv/85+O6666btCnbglwuh8c//vG4/fbbncw4HA7HHsPUZmxa0mDDsdLyL2yegTq5ABJvs7XyUy6XQ7lcxrXXXotKpYJut4tHHnkEp0+fDvkywMVyxQyDswqNHYOGOWmiulb1skRLQ4lI4jqdDhqNBorFIo4cOYLrr78e1157LQqFAhqNxkiJYA150/miXTZMTPNPdHxUfqw6BlwIc+MeLFREbJlhvUeLC2gekSpUur4aZsjxsOxypVJJEA9LhICk2qXj5zq02+0RMmOfGSosmgOkOVUa9qjPlOb+0EaOxxI6Jevs2xI9FqMgueEzzLHbvwfChmvSJgsl1TGC7XAQ2WwWj3vc4/DKV75y0qZsK8rlMr7u674Oz3rWsyZtisPhcDguAVNLZizsm2h12pTIWMfY3kun05avzeVymJ2dxeHDh4PKQXXBJv7bvi3UYefbeusIWxt5n77NZ3+9Xi/kWywsLODQoUNhHxx1oNVZVzJjQZuUMGkBA7XDJvQr6OTTdpuvsdW1UKc5RmIZ/kZCaRU3dbyVfFhnXO3RHJ6YfToXsTVPCztTkqEhZEqQYkScH1UgeY/Os66fVRXtRwmYrqmTFMeVYHZ2Fq997WvxxCc+cdKmbDuOHDmCpz3taZM2w+FwOByXgKncNBO46GyqgqE/6ZhpngyAsU6uzSOg00kHkptk8tq5ubmRvT8sebHf1VnV/ulUAslE9FgeQjabRa1WQzabxfr6Os6cOYPz58+jWCxifn4+VDFjPk+1Wk0kwtOB1qppNhRPnW51djUESvM19JzNZdHQPq1KZuc4jfBQeVBVQu3V/Vmo/tjiBXb+NLxOw/mU8LGctCVAsfwinUfbXwyai6WqC8ehtrJdfX6UjNl77Vjsc65rFiOzDseVoFgs4tu//dujhTD2OgqFAmZmZiZthsPhcDguAVNPZsa9RdYEajqNwMUqWBpCZp07dQBVQaHDmMlkEqFbrKQVyzfhT1t0gMncdud5OvDcF4SOqzr3MzMzyGazOH/+PNbW1jAYDDA/Px92tm+1Wmg0GhgOh4HMcB7o/KsCpU6w5nVoboqGTwEXCwmo/fyp+SxUOLj7vE12Z38MSdO2qDyRpOgc29wVu+8NSQuvo4JlnX+1g+21Wq0wr3q9PjNWidFxkajRVq4l936JjZ0ESyul2ZA4W7yBpDMt0d8+y4Se430Ox5Vifn4er371q/d8BbM0zM7O4klPehIe9ahH4fjx45M2x+FwOBxbwFSSGfvmWdWC2LW8Ji00yOYQ2OtJnIhOp4P19XU88MADCWcTQKg4FXs7ru1Z0hB7o89+dc+bbreLSqUSVKF8Po+FhYWwlwiJjCbe87juED8cDhMhVBw3SYf2q3OsREH3a7EqmFVlms1mOFev1zEcDjE/P49isZgobawV4WyyfKxyl11XDdsjbM6KDXOz68K+WBXNFpfQ661KFCMJ+hxwrkisO51O6E/LLPM4SXOn00Gn0wmkTvOr9HnTtbLPlf0bUVLqZMZxpSiVSvjO7/xOfN/3fd+kTdkxFItFHDx4MFS0dDgcexNveMMbcPPNN+Pnf/7ncc8990zaHMcOYyrJDGGTpYGLTqQShpizCiRDvrRNzU9QxYJhE+fPn8dnP/tZrK+vY3Z2FuVyOey5ouRIv9uQKc2XsGFkhDqjdGBpB3NE2H+z2cTq6ioeeOABFItFVCoVDAYDlEqlxBt8woa4Eer42rnNZDIjxzRXhvbSYefeJgCCo57L5VCpVMLacc41/0XtU9vozPMeXhebQ0tis9ksCoUCqtVqIAF6rbZB0tjtdkcILyu02XAw3qc/tZgDx6JFDdLmXlUdEhvao+TIKkOqQnFcup5KApVE2zmLIe0ZHXeP4+pBoVDAU57yFPzcz/0cFhcXJ22Ow+FwRPEbv/EbOHr0KJ797GfjwIEDmJubw/nz5/Ha174WX/7ylydtnmOHMLVkJuZsExo2FSMsqjLobvV0sHmeIUF00BcWFgLJWV5eDsSiWCyiXC6HECYlRBruFFOHSqVSNG/Bqk365jybzQaSQNKwtLSEs2fPBocXuPAWke1r2BcRc3yVyGmuDOdDSaHmCtkCADYErNPpIJfLoVgshphzzeOxShvnkbkvmsdjVQiryqijryFppVIJhUIB3W4XjUYjQRZ1bfr9PhqNRtjAk+2zHRLSNDWQ/XIvHNrP8fK4FmVgW7pxKYmQkg/Nc+J3khhVoHT+7fpYm9PyvRyOrSCbzeKmm27CK1/5SnzDN3zDpM1xOByOEfzGb/wGFhcX8d3f/d0JZfU7v/M7AQCLi4s4efIk3vSmN+Gzn/3shKx07BSmmsyo4kLYN9bMs6ADqk6yTZq2+TJsl2FQlUoFmUwG1WoVi4uLOHfu3IiDSCc3VpFKbbdJ89qvKjnWHhIo5qEUi0W0Wi2srq6i1+thbm4OxWIxSg60Pf5UuywBBJAgeGlv8mO5Mxwn56/dboeqY8wPofKlDrglIlyzmZkZtFqtoFhQWdGEeLWJ4+Y1ulGlFijQIgS6902r1UrkxmguSozA6NwqSdE1tWFfVrEjidEQO+1LN3LVtdJ11tLMqqTp82PXUp9Bi9h8uhrjUMzNzeEHfuAH8OxnP3vSpjgcDkcCb3jDGzA7O4sXvehFY4t3sOT60aNH8fM///P4zGc+s1smOnYBU0lmxr1BtuE8dKDVcbOKjr4lVwVEf7c7sV9zzTU4f/58giixfRtaRrss1IFUB9Pmn/Ba9q/hVu12G6urqxgMBqjVaomwsticqbOstlonW4kAHWiGV6k6oJXEdK8S9sW5LhaLiXwYzfvgtdYWvXZxcRH1eh31ej0RoqYqkTrzSkb1OlUhtC8lcd1uNyhJNvE/Rggt2BfzlLQNqwRZIhtL4CdIADVkUNdQ58TaZskRxz6OyDgcm2FmZgbPf/7z8f3f//2YnZ2dtDkOh8MR8Ku/+qv4oR/6oUsqSPKsZz0Lg8EAX/3qV/HOd74Tn/zkJ3fQQsduYSrJjCLNmeTbdy3lq+FdMUIUy7/QsCsSBbbLBHx15q0iY3Mi7NtwtV8dW4Ybaa4JScT6+nrov9lsotFoIJ/PY3Z2FsPhMFGxy47Lvu2nXbGKVlbZ6Ha7YbwM/2Jeic6DtstrmSejZIBj0754H0kMz5VKJczOzmJ9fR2DwSAoUOvr6wnCwDnTfXiUtOpcx1Sp4XAY8lMsCdZ5sWRJkc1m0W63E3MzTtnhOSWgul78ztA/bUPDyPhd1SQeiz3TOm6H41JRKBTwxCc+ET/8wz+Mm2++edLm7BquvfZaPPOZz8TnPve5SZvicDgieN3rXodSqYQf+qEfQqVSueT7b7vtNgDALbfcgl/6pV/CJz7xie020bHL2FOvbOmg6WaH6kADSBAc+7H5BUpcDh8+jGq1iuFwiNXVVTz44IPRUDHaEQs1s4qBdSL17TyrV1ERoRrD0svtdjs4ya1WC7lcDvPz8ygUCmi1Wolk8bQ3/dqv2m4dZJ0TtRNIFgzQDT/54Uag5XI5hJcpubTrQwKkbbCcs8a5cnNQJQ5cb7uRJ+3Q5PtY4QgSLFaDs+vL+6wCEptP2qOEV+eS1/F3Val0rpUQkvzymdQQwFio5WYKpipBTmocl4pCoYBHP/rRePKTnzxpU3YVJDMOh2P68Mu//Mv4yZ/8SfzkT/7kZREZxbOf/Wz84i/+Ir75m795m6xzTApTp8yoo0u1QveP4TW6az2PpYXUxJxEHqcjubi4GMKYHn74YaytrWFhYSEkdXc6nWjYWCyXI1aJS9/Eaw5HsVgM5ZKBC/Hp3W4XGxsbKJfL6Pf7OH/+PDKZDMrlcijRrM695gZpuFraG3slP/ywkps6wSxbzCIIGpLG3B5dD3WeVfWxZE9DA2lvr9dDpVIJRQnK5XIo60y1hvfxHlVDNPQQuJDfUywWExtmUg3TzTJpv7WVz5xVXFRxsgUMdDy2fDTHrRt9cm8aLZRA2/m75vnwPv1d1RmOxZKXrZAfh8Pi4MGDeMELXrAvN8cch0Kh4CF1DseU4dWvfjXy+Txe9apXoVgsblu7t912G4bDIV7zmtfg4x//+La169hdTB2ZAZLx/5rroRWfisVicAKVWKTlB9g38MBF53R+fh6VSgWNRgNnz57FiRMnMDs7i/n5+cT+L/YPyDrpWvmLx7RPvZ6OMJ3Zfr+ParWKWq2Gdrsd9hthUYLV1VUsLS2FYgWxUDclMuocW0WKc6phYNZp5vXqtNs3+9qWPa5zQLvUFjr2JCFra2uYm5vD3NxcCCXb2NgIIXVqk63mpaRRiwHQDg3v0nLSei/b1jHwGrsJKddA99+x8x5T55ivoyGGSq6VrGsejtqq5MqGFMaUl80ITOy8Dc9zXJ04cOAAnve8503aDIfDcZXjVa96Ff7jf/yPiXze7cRznvMcDIdDvPa1r3VCs0cxdWRG36Azt4G5HISG5egx+wZ6XNiVKggHDhxAqVRCp9NBu90GgKBE0HHlW34NnVIFxDrXsY+et/uwsEww1ZADBw4gn88HJWZ1dRWFQgGlUgnAxcpiqsroXMRA1cOSQ0u2gKQzz/lS0mTnUxUNW02MagjLSKutLGm8vr6OUqmEI0eOoNVqYWNjIxBNro2Wb+a8xQoCsM9YnhCfK1WuLCGw9vHDvlU5VJWG9yt0Tm3ujKpHrHSmhJRgX0rSbH6QLQih47HhiA7HZmARlKsVpVIJhw8fxtmzZydtisNx1eKnfuqnkMlk8NrXvnakANF247u+67sAwAnNHsXUkRkACWeRoWbWyUt7I01nj46hXq+OJZ28arUaCEKlUsF1112Her2OkydPotVqJfIy1DbroGookyU5sRAgOv66zw2d2larldg/hqFeeq1VmSw0rE3Dl/Q8VSHOl4ZX6R4qOl82XIlj1hwPVTsGgwHa7XbY8Z5lpRmu1e12Q+EF4EKYXaVSwdmzZ1EsFrGwsICzZ88GclOpVEZC11j5TVUS68Dzd7WFdtrQOHsPyZGuv1XfNJxN518/upEnn2m7JkrENceGc2n/DiwJHafOXGqYmZOfqxeLi4tXdSnmI0eO4Du+4ztwxx13TNoUh+OqxI/92I/h9a9/fWq0zU6AhOY1r3mNFwXYY5jKAgB01G0SNGFJAoCEo21DzmJOGR3UxcVF1Gq1kMOQzWZRrVaDo61KSqwggOYtaNtaplf3WFF71CFnnLbmnvDefD6fyCexTmlakrcSCvaleUh0yKl+cZzcK0b7UUWEY4iFA8ZUMyCZB8IxqwKXzWbDPjOFQgFzc3Mol8vIZDJotVpoNpuJ0tE2VJD22dArJcYAEmNNIwBaYYzXZbPZsHlqLJ9GnzfaaJP3aSsr57FgAol3LARSnxNdjxgx0ap19nnY7D+ENCXRcXVibm4O/+Sf/JNJmzExHDx4EE9/+tMnbYbDcVXiFa94Bd70pjftKpEhvuu7vguvfvWr8bSnPW3X+3ZcPqZSmbE5AXSiSQpsuJM6i/btth7jcd3kUcO5GGLW7XaDOpIWjsT29a2+2sZrNaTIOv76vVAooFqtolAoYGFhIZCr9fX1xJ4oaXOkx2LzaeeCb/mHwyGazSYAoFwuh3HpGDkODR9TMqDHLElgMj9tY/UvLa3N4yxDPTMzg1KpFAgnN7jUog86h91uNxAdG/anShGvjeXc2HXVnxwfCZ7eb0P9+J1k0RJZtsMCCGpnrH8qMdqfrrWqgfps8afD4XA4HHsFL33pS/GWt7zlkiMJthPf9V3fhUwmg1/+5V/2fWj2CKaSzBA2JEwVhq0ydrah4TwkDwsLCyiXyxgMBmg2m4E0FAoFdDodABdLP2/VMaRdGp4FJNUTtqf5F5r3UCqVAslYXV3F+vp6aglC67TG3uLb65VE6Nt8kg4lOloEwJJF2q25NzpGVdjUaec9VMGUnJ4/fz6EY+VyOTQaDfR6vcSmnNoXgLAJJkPmNNRPSagm/6fNjQ0ZU4KihFXzduxc6xypwgYghAwSqgIRlsAoYbGV3FSZSnvWHA7HpWFtbQ1f+tKXJm2Gw3FV4fu+7/vwtre9bSr+33rOc56DTCaDX/zFX8SnPvWpSZvj2ARTR2ZsqBjfxms5YL7VZkK0lsLVt91aLlcd21wuh0OHDuG6664b2am+0+mE/U6sUxpLlLdv7/XNvZIu/al9UmlotVo4ffo0ZmZmMDc3t+kfs6pCagcRc2ytY877CoVCUDb0Wpurobk6GlKm/TPcS9UfTY5nRS+Wuj5w4ACGwwt5L6VSCcePH0e9Xg+hWMxbmp2dTVSTU3VGCRNJQ6xIgZZltiFcg8HFTTw5Ps1x0bZ17vWZs+GFAMIeQmyfuVDcJ0iLEaiCpgpLr9cbyRezZMUSN6s8qfo0Df9ROKYbGxsb+Id/+Af8o3/0jyZtykTw0EMP4T3vec+kzXA4rhp87/d+L/7gD/5g0mYkcNttt+GrX/2qk5k9gKnNmdHfWU2MH6osLG/LylU25p+Otb6pBy44qzMzMxgMBlhdXUWz2cTs7Gxw6umI8k0/kJ5YTcKl5ZI1T4HhRoSqGbS90+kEFQZAIqRMx68VzICLqorapuRFq3lZB1ltLBaL0UpjtIOKhjrpqijofivAaPlj9sPvrVYrVDerVquBwAEXVJZ6vY5Wq4VGo4F+v49yuRxyhizhAi6qHZZwKBHQkDUNSYutjRJYSyC0WIJdByXFOv+0gc+JzhEVQC1cYFUlS6B1HdVu+5zyOv4NWGXN4UjDqVOn8La3vW3SZkwMnU4HS0tLkzbD4bgq8PznPx/vfve7J21GFFfjxsF7EVOnzNABZaI2nV4685Yc6NvscW0qMpkMlpeXce7cOeTzedxwww0AgHPnzmF+fj6xgaOGY+lbeHWatR8NKdJjWnqXjmW/3w9v7Q8cOIByuRxCvXgfyYIqP3ZsNhwpNhdWVdKPqivqjFtVp9frjahfVg3hPLE9JUiq1jDUqtlsolKpYDi8UH56bW0NmUwmEVKm5MIqD6rKWLKl1d8ABFJhyyjHxqS/24pj9rmKJdyrPapo2XHYNhXjVBfN1eI5LdJgVUKH41IwHA5DDqHD4XDsFJ773Ofif//v/z1pM1LxnOc8Bw899BBe/vKXT9oUxxhMrTJjHbnYR89vpqAo+EY8k8lgZmYGCwsL6Pf7OHHiBDY2NtBoNFCpVBJli2OhRBrmo8UKOp1OIGRUX9rtdiBoVAboiOfzeczOzoZiBLRvY2MD/X4/7Hlj38DHSJqdF0Krl8XUFxIRrcDFamMkIap+6ZiBZI6QrUSnx9lHLpfDysoKHnzwQayvr2MwGGBlZQXD4TCQOlb80nwVVduUJGkVNvajeS0AQoiZrTJmc2JsmKDOpSWxGlZm1S/Nc1ESTmJrQ/7G/S3Ya2zls7R7XIVxXC76/T7W1tYmbYbD4diHyGQyePazn433ve99kzZlU9xwww342q/92kmb4RiDqVNmMplMCBsqFouh+hUdcX3zrqqFVRTooNOJVscum83iuuuuQ6FQCGFHJBCnTp1CsVhErVZLJGqzT7ZlnUmqLza0Tc/T4e52uygUCiiXy4mEbs01qdfrWFpawmAwCGTGhjxxLLFqYtZRpwPPXecBjJANRczZVmXB2sH1iIVFcVyZTCaMPZ/PY3l5OewfwzyhhYWFkTA7JU1WBbF5UXqN5tNoqW0L+3zEVA/7bOkc8Rq9TwmXzr+GosWUq9gaKyHRYg/6N6Hj0muskuVwbBWrq6t4//vfj+c973lhL66rAZ1OBysrK5M2w+HY18hms/irv/qrSZuxJTznOc/BmTNn8IM/+IOTNsWRgqlTZqz6ob8T9phVZtKUB3WyqYYsLi5iMBig0+mg3+/j9OnT2NjYCP95WzUilpPAvBeGjGk/mkuRz+dx8ODBQE4YxsaqXaurq8HpXlpaQqPRQLFYDCqRqi6EKjZ0mnW8JFBadYvzZfdCUZWL4VkklOVyObHhpZIndc5VEaGyo6F5tVoNi4uLOHDgAGq1Gmq1Gk6fPo0TJ05gMBgkSGRMibLOvl0P+2EbtMWSBy0yYcPuYrDkhiCRVVWGY9A5tbkrak+aCqjtKmnWY2xXc2TS9pxJG1ea+um4OnH69Gn81//6X3Hy5MlJm7KrOHXqFD784Q9P2gyHY98ik8ngW7/1WydtxiXhmmuuwdd8zddM2gxHCrZdmVGH83JBx1OTt9WB3Cw8R9+gWwcYuECGTp48iUwmExLPe70ems1mqDJlyZPtS+1i+JglCECy6hY3g9zY2ECr1UooCs1mMygX58+fx8rKSkjO1z1J2Na48LuYUkAw/0MJSSyvgt9zuVwYG8mZ2p0WjqXOuBKA2dlZzMzMoNfr4dprr0Wj0QjzUavVwqaUzINhRTElTKxux7XSNdFnR58ZXSNL6tS+zRBTQOzeNbbYhIUeUxWRdqsypetoQxxjtlnSdymIKUF6zsnN1YVut4uHHnoIp0+fxrFjxyZtzq7h9OnT+Nu//dtJm+Fw7EtkMhk8/elPx0c+8pFJm3JJuO2227C0tIQXv/jFkzbFEcG2k5ntcHgYZqYfTcLeSj+xt/bq+K6trWEwGODw4cO49tprMTMzg/n5eZw7dy7kiRAx4kRHW8PJaDdJDYkCFYtcLoe1tTVks1mUSqVQoplObLVaRbVaRbvdRqfTQblcDgRCx61v9Mfl0dhrNURPw9tIGHScfLOvbcfKHevxTOZCmWdbjSvmfOdyOczNzYUSzBsbG2Ee7HzT1kwmg06ng1qthmKxiKWlJTSbzUQoGZUtJi9T0ep0OiNkxlYvi6kRsXAzJSusSkZFxypCvF5Jis5HLPclppSpwhcjnkp29PhWYf9WLJzIXJ3odrt45JFHJm2Gw+HYB8hkMvimb/om/N3f/d2kTbksHDhwAMeOHcP9998/aVMcBlMXZqahPyQxDAHSa4Dkm2h9cx8LgVLnkaWI6/U6HnjgAdTrdWSzWdRqtUAybOiRbZvOPokAw7B4Lx1s9sWNMBuNRrBBw4boIDOky+7fEsuhiL21t2/v9UN7WaCADrKWEFbFhsqHqhdaUY4hcko0teocVRRe3+/3Q44Sx9Jut8P+K8BFEqU2AslNT8vlMhYWFlAsFtFutwP5tHkpOs+tVisQGkuurNKl82pVKJIXW3pan1XaoVXo7DMKXNxw0xI3u96cFzsfJGqWMMYUskshNg4HcebMGbzxjW+ctBm7hl6vh0aj4ZXcHI4dQLlcxsc//vFJm3HZeM5znoPXv/71kzbDEcHUFQCg4tHpdIJC0e12E6V6CZtDoonmSl7o3DIXQ53S9fV13HnnnZifn8fa2lqCjFiwHyUgvJ55MLGyv3Ra6UjTRjq3LFXMTSH1DbvmfMRg35jHnFg65LoXjDrYWsKYc6NqkyoEmgCvBILH+v1+orIY91GhI76ysoJutxvmaWNjI+QvMaTOhlKpuqJFFkgWbVif2ktlS5P/08KoLPm1hQSUOKi6Y/cjUlvUNu3HhqFZ4qKKjM3bsmPkuupx7W8cPHzMMQ69Xu+qyplZW1vDpz/9adx9992TNsXhcDgcW8SOkJntcJA0XIawb8+BZP6Bbo6poTp0SulY8s0/ncQHHngAmUwmKCgMERs3Lv6uIXBpTmQszErzOYbDYei30WhgeXk5hJ1pVTYbQhbLU+Gc0Am35Eavp/KiyoZWVaPKwPAsKjG2oAKLG2hlMfbV7/fD/LRaLeTzebRarRBy1+l0ghrFQgVUW9hWpVIJYWT1eh1nzpzByspKKFvN50WdfSWW7XYbrVYrEXIXe95i6hbJE4meJRIktPpM6rqqGqMEie3pHjh6n66hFhNQ5Uz70+fEPn/j4ETG4biIfr8fSrg7HA6HYn19HadOnZq0GY4IdoTMXImDRILAjTI1fIuw+QbqVNu303TSeZ+GW/X7/dCXbpBpcxfUQbT5DDpWq3psJZeBDnytVkM2m0Wj0UCj0Qiqg44xRorS5pAkj04yQ6O4KScJHcHx03lmLotVA+wY9ZwSp3a7HZLaFxcX0ev18NBDD2FhYQHZbBblcjkoNOxbQ8lUmbLqEvftscQ2RmaGw2FQ+TRkTJ8H+2wooeG6cl8ihg3qXOh82HlRUmIJlyWbOpdqi1VleL2GCFrStNVnxeFwXMTa2hruvffeSZvhcOxL8OXxzTffPGlTLgt/9md/hh//8R+ftBmOCHY1zGyrio0lAuoMqkKgVZ+0FDGdWEIdTYYc0WGvVquJvWro9PI+IlaZi2/ubSnfWKgXk+l5D22lI18ulwFcUC8AhNwdS2JiYXaqSPG7KgH2Hg1xYx8kLjbRnMoDQ5li5Y01p4nhdOx3MBgk1C6tOEZiQHWIYWRUzbgmVDC4Rw3XVx14Vjdrt9uJimua28Tx6XPG+221NiWsXH8e0/EzLI5zqeTDKol2LVQFU+Ki521YmiUrMbVO70srGsDxuzLjcFzEnXfeiXe84x2TNsPh2JdotVq49dZbg5+zl1Cv17G8vDxpMxwp2FUys1Uiww0s2+022u122AlenULN29A39yQ7dBTpLPKNPh1aOvCac8G371bx0Z3cY/Zah9Oetw4/cJF8sSQxw7QajUbiPO+xZabVSab6YomK2sY8FiWEHJutHqZzpzlEw+EwUdqZIXZKzthurVbDmTNngj0kQWyfhQCocpAsWRKgtrB/rcCmxLLb7YZ/JGmnElQlJvo8aqhdJpMZCbuj3TqHhCUrPMc8Gl0vfSYsAbXPjK6fbcOqgZb4e4iZw3HpoOLrcDh2DsPhEKdPn8Y111wzaVO2jEajgbe//e34iZ/4iUmb4kjB1BUAAJIlhW35XEKVEn3zrm3wLTWTvzXZWqts2Xu0b/YVcxLV6aSCoef0Tb61n/cwHyWbzaLdbqPZbAK4uNnnOEdW+1Hb0khPt9sNpCqmavF6dbZJdkgA08ZLm3u9XkjoX1lZQb1eD5uBzszMhNwYJVFcm8FgEMLP6FSowkOiYMmI2kzSxLVtt9uBINqQLp0fJSQ8zjmyOStpYWR6nMUm7FqlrWPsWiXCqpTFyItdfw8xczi2jsFggHvvvRd//ud/PmlTHI59jU6ngxtvvDER5j7NaDab+K3f+i381E/91KRNcYzB1JIZYNRR1zAqJSeaLM7rdZ8Xm7PCUsBahYrHtTqXhpRZVUbPdTqdRL6HOptKoHQ/F+AiIWMS+9LSEjY2NkbUJWIcKaLTzzmwb+xjoU50lLUMND+6CSjvIQmxoVGaCK9hdNVqFY1GA2fPnkWhUMDMzEwidI7hflxTACHsjCWbY7lSWmjAhv2RAFDpaTabYYNSfZY0fE3XSCuJ2UIK1hb7nKqSpuura0ISp3PGZ0/D5WwomfZnN5S15I592/2SHA5HHGtra/jQhz6E9773vZM2xeG4KrC8vIwDBw5M2oxN8fa3v92JzB7ArpOZrcbpp8X7K0GJlbVVVQdIlmYmbBgZHWK9bxzs23UlLtqPKkdpCdrVahWVSgWDwQCnT59Gu90OeTw6XzEiQ9tj1bQsGKZHB1rD9PTeTCYTQu+oSjAviCQHQOIa7TebzaJer+Ps2bOo1+sJmzVcTR1z4GK+CfNrOp3OiKOuIWu8hzYOBhcqqlUqlVDUodlsotlsjuTJaOI8j3GcJABWsVOiYgm2fUa1HLNey3HHQsKUiOp5DYWLtamV4+zzZ18COByOOJrNJk6ePIn19fVJm+Jw7Ht0u10cPnwYS0tLmJubm7Q5qWAlVMf0Y9fJzFYdK6oTtpqXOqG6dwgw6vjTOdSk6Jg9tEkJg771tqE9ABLVt9SBVFs0TMuORUOXSBI6nU6o4KYKkS27a+3X5HW7H43arQ6yVTTYFpUaHtN8FSocDNHTXBjOGyuwkQCVy2W0Wi202+1ANjgvs7OzyOVyWF1dDeRleXkZlUoFlUoFvV4P3W43QdiY/6IqhyUAtJ8hZiRwVIJYnYzrls1mw/xriFpsnpWQ6DrrM0DiaEPQVN3R8DnOn5IszR+y627btuGQeo3DsR3Y6kuovYjhcIiPfvSj+PVf//VJm+JwXDXo9/s4cOBA6h56k0an08F/+S//BT/3cz83aVMcW8AVk5md+k/OOvL2DbiG7qhCM07FsG/b7Xl9+29DfBgOpiqILfls52U4HCaqddkNJkkQuLcBgJFcnlhOhNpvbVTnWJ1h5qFQeaHDbW221bBoP519DZNiBTa1R0PAGMbXbreDoqNEaWFhAeVyGWtra1hZWUGxWAwKC9e4UCgkQghVgWDVNIa2qarS7/fRarVCXK4lqQzTItHkeGPV8PQZJyGhkhQjstofnycNVdOQQxsGyH/Yda+jWDiZrr+Wy1Z79Xsaxp1zOACEzW73QkjIpYIvPVZWVjz53+GYABqNBqrV6qTNGMFv/uZvOpHZQ7jiV7c7RWRsHoLNHdB9UdRR5HEN76IDXywWw710FrWMML93Op2ECkPE8hg0VMmG9QwGA1Sr1UBa6NQrOWi1Wmg0GqjX66hWq2G/GTrnquroh+0DF8OttGS1hpLp2/5Op4N6vR7GbEPmVAXReeW+N7VaDQsLC6hUKoF0cU6VgHJOFhYW0Ov1sL6+nggHs8SUZZo1cV6JC8s22+eB88g1I/npdDphzx6OXdeahE7JBFUlnQ/dj4jt2Lwa3ThViTfXh+WmSZZ0nHoNiQkVR10fLV1NG6je6Fpz3tNIlpMXx6Xi5MmT+OEf/uFJm7Ej6Ha7+Iu/+Av8p//0nyZtisNx1WEwGGBmZmbSZoyA/pdj72DHw8y2U7lRx5Nv1a0KY8mGzYsBLjqc+rZfFQUbfsXjdCTZr6o0sRyLcrmMw4cPYzgcYmVlJRCtXq+HRqOBUqmERz3qUVhbW8OJEyeQy+VQrVZHqmalwYbIxQiVKlWFQiFsnslNLakUaJUzgmPSPBntl+32er0QgkbHut1uo1wuo1wu4+DBg8hkMuHtC+eaO213Oh0UCoVEeJ1WT+MxJYn5fD5RPIDHSBK63S6azWawXcek80QSQqXGqhmx5zemFOpc63faryqeEg0ljXZNOTa7eWbaszHu3KViP4cVOS4P+/GZOHfuHD796U/j+PHjkzbF4bhqwRD7aUC/38drXvMa/Mqv/MqkTXFcAnY8qH47iQyAxFt/frf5JNapVyVDnXCbe8D21KHX43QoY7kJsbA19sdcDCpHg8GFEsQ33HADKpUK6vV6eHNPQqEKhx2T9qu5OJbc2e+aD0MlQBUsVgCzldDYH/dZ0bAsVRPy+Ty63W5om2rGyspK2FeG7ZdKpRBiRhLHMD4ds/YfU+G0wAPnotfrYWNjI6hBXGsqcpwHVZZi66iEmNDnIzZH/KnntG0tI25VLCovdvxcj1gOVyzMcDuw35xWx+Wj1+vhoYcewsmTJydtyrZiOBzi/vvvx6c+9alJm+JwXLVgOPu0KCG/9Eu/5ERmD2JXMoTtm2KrfMSujxESdUBteWZ7vyZQ8xgdPftmXJUb+7s6tDaJX89rexoCRblSc2GGwyEOHTqE+fl59Ho9nD9/PmxQyXA4JShpypPaoWqR3aNGbYuFIzHszSodnU4nhDwpqdPQp1arFZxrViUheSkWi+h2u6jX64F08B4AIZ+lUqmEEEBbxYtza3NGaCfttkn0DOvTOdEQRH7nPfZ5GJc8r2TCEj8WLbChYPb5AS5uwkmS0263o2PR8uJKcGzImQ3ds2RN586O18LJjIPodru49957cf/990/alG3DcDjEF7/4Rbz5zW/GBz/4wUmb43Bc9YjtzbbbSCsU5Zh+7AqZiTlQseMW6mzrm/VxYVgx54zX0sGLXW9JgT2nuREa9kSVwzrEDCe7//77Ua/Xg+Osb+QZokVnV5UWS+joOKf9sVknmXNVKBTCPxIaSmUVrUwmM0JcgIt/3Ez+57UagkayxjLTJDPcBLRWq2Fubg6lUimMo9/vo16vJ/be4bzpemkxA11PEhndEJUEgLlIVIf0eSAR0LXiT33erOpiK4alrUNsnWKEU39quzoHHB/JkdpkCYzabMd1ucTECY2DWF5exhve8IZJm7FtOH/+PP7sz/4M73vf+yZtisPh+P+xXZEFl4PhcIhXvepVnj+3RzG1m2ZqfoStBGUdSTqE+hY6Rlq0nLLep9/1zbZVXKxzp1WxNAGe12ez2USNcqovuVwO9XodBw4cwNraGrLZLBYWFoKzr84rQSeZY7MKQsyR1ZwYvsUHLrwBoRLC76VSaaR9Fi+g0tHtdhNlhzVEjQUVZmZmUCgUUK/Xsbq6mlBROBeW2MXUMQCJsDE68PzJ+u+cU4a/aXEFDQdTWJLIOeNYNW9HCYZWi7OKnYaU2fv12bR2sE3NxbIkU8s5bwX2uXE4rhTtdnvfhGMNh0P85V/+Jd70pjdhY2Nj0uY4HI7/H/x/dhIv0l75ylfiTW96067369geTC2ZsW+xVTHR5HAgSWJsnoglJLHfeY2GBTG3Rfe1USecBEEVH1UXBoMLG0Cur68jk7lQKUud6HPnzuHUqVPodruoVCool8sJBcUSFVUItHSzkopYaJ5NVldVgmFe5XIZ3W43kCkAiTLOw+Ew7PvSarVQKpUSoVHZbDZRkS2fz+PUqVNotVqYmZkJ7T/44IO44YYbQvUSW42NY7XKlCoRDNujImQVu06ng42NjUCctCS2zgv7pw1a+S4WmmVLJutcM4ROSVgs/JB9KjFVhYXrZfOE+JzFECMuqkAyF+tS4STIsR8xHA7xJ3/yJ3j961+Ps2fPTtoch8NhYP8/3Q34/3d7H1NJZugI5vN5FIvF4Jip4wdcdEZ1XxB9Y64kgM4o33Lb0COeUwJDZ96GOalzGwsb0nAshnlx88h6vY5MJoO5uTkMhxdKNqszzntsqJOORR1fjk3LFut5DcliqWf+rmWB2+02Dhw4EBQaOsEMIVPlRHNshsMhNjY2cODAgaDk1Ot11Go11Go13HrrrVhYWMBgMMCdd96JpaUl9Ho9zMzMoFQqJfauUbKl4WBaaY7/0GmujBI2lmMm4aFCQ4XHKl5KHjS5X+eLdmloXSz8T9tkmBuheUhWReI9+vwyf4bPuO5LY/NolJxxDHxGPVTM4biIe++9F3/+53+OL33pS5M2xeFwTAl+5Ed+BG9961snbYbjCjCVZGYcNBxIk6Q1HCd2vSoqW8nV4Rt9khptRx3F2G7xbEPfLgyHw8Qbe24QySpgqh6o7ZZExMLdqCaofTwOIPRl1QHdeyeTyaDdboeNLovFYiIsTFUQ3YemUCig1+uhWq2G8LlGoxH2pFHFiMUCCDr3JCRaulpDCTXJnQSF66MbgHa7XbRarUQ/dg8Wu0aqxgFJUqEqTRqUQOr8KqyqxjHpdUp8eDyWw8N7OTZ7b5qNDsfVjqWlJfzWb/0W3vGOd0zaFIfDMQaTUGccexu7UgBgO6BERN/G04kfl09gCcFmuQckM6pgaKgWnUe7OaVCQ4eA5C7u+Xwe11xzDcrl8oiilGaPVm+zhEVD7EgINHcnVhCAhKVUKiGXy6FcLo+0pXOsY9VQtkKhgAMHDmB2dhYAQglm9rW2thbCpFStUJIXWxclrZxLkhVLrGgn95Zh+JzOh86VLSxglTcNN1NVKvZc2TVQYqME2pIlqmm6xqrCWCKsz14mc2EPI+YnjXt2YqGXDsfloNPp4JOf/OSkzbgs1Ot1vOMd78C73vWuSZvicDi2AI2a2Em87GUvc1VmH2AqyYx1wKyqos45new0h5NIe8ut0JC02H4gdk8XVjfTkC91jjWBXB1k2s9NLJvNZkhmjyWM6+71OhYlQpw3mwtkFQZNYCdBaDabYWd6AIHIcY6tmmUVjUwmk9jFVxPi6/U6VlZWMBxeKA7A8DLaXCqVEiWSNYme7bAfnQcm/eu97XYbGxsb6Ha7I6WYNVRM51bDsnRsJEtWbbHkyxIZ2qLroXk/Giqo44o9j5b4aehdLB+K6xy71+G4UqyuruL1r3/9pM24LHzoQx/Ce97zHpw+fXrSpjgcji2CUSE7Cc+X2R+YyjAz+ybavqWm06a5FPYtveZfMFyM91syo7kQ6hjqm3dVX5TgxFQZdWBtn8yp6ff7I7lAdKI130UVC3WObanecW/nOQe5XC6hNnEOGepFdUPJG+eUxzXEzBI4AInQNTrvS0tLaLfbmJ2dDapKs9kMRQfsmuncc1wsNsBcHhIZXtPv99FsNkO5Z1s8gUSA9tuk+jQSoNfoXGsOjSV7NhzQEnKdQ84Tnw19VvQ5s/1zrFrQQaFtKIlPg1WnHI4Y9uoz8rGPfWzPqkoOx9WKnf735iUveQn+5//8nzvah2N3sGNkxjp4lwIqA+12G+12OzjHqorwOjqEDJ3SPAINKwKQqFSmlcn0pzqi6sxrkQEAI84q+yToyNuNNumwnj17FoPBIIR3aQiXOrcAEsRCd71XAqMOs10DDTlTuxnyxjnhOd2YlEUYOp1OYo8f/iwUCkHFIlkql8solUqoVCohwf/cuXNB/en1emg2myiXy6hUKiOEUO3T0Cs+F7omuifLxsZGICy6Brqe+kxa0klo7lVMHdEcGFVGYvbH9rSxRFRVHkvibfgdx6pj02dZN91URWgr/ynE/l73qvPq2H50u1186Utfwp133onHPe5xkzbH4XBcBahUKmg0GjuyqeZmL/kcewc7RmauJLxFw7CKxSLK5fJIyVqqMer0q1MIJMOsVCXRN+DWTioO6tRrKBvb0DfzMdgwOV5Lm1utFjKZDCqVSmIvmBhJUeXJbhoac6I5DttGTE3KZrOoVCooFouJTRiHw2EIAQMQkuxJLJh7wz5WVlYwGAywtraGWq2GXC6Hfr+PUqmEI0eO4MyZM1heXka1Wg2lnQGMKDEsiU3yopXYqGpoaB8LBjSbTTQajXCNKhtKZrh+ds2V6KkSohXBbEiXJcO6Dro2Vj3ROdY1t0QmTVXRUEv7zFmyZsPoHI7LxWAwwLlz57C0tDRpUxwOx1WCXq+HWq2G9fX1EAq/HXjxi1+MO+64Y9vac0wWUxdmlslkEonp6jwCSJAVmwuioUSqILD8LUmJdR61IhmdYxvqpO31+/3g3McUGi2VzOs5LpIZOvsck6oMbEuJDNUnzRGhM6xhY+q4WqVH54xOM0sXU2Vh8r6WKKYN9i1/uVwOuSq9Xg/lchkAQk5MJpNBp9NBqVTC/Pw8lpeXkc1mUSqVUCwWg9JiQ7bYppIX2qXEgKSn0+kkEv+VZLBNzifHYKuY6Zyzbc4dnws+ezqXSp7Yl8b5WqKqz56SLCVwWhJabdH5V6JlQ9H4DFry78qL40phX6A4HA7HTqPb7QYfolKpbEubuj2FY+9j6sgMw2iYH8HfCSUQsfwGdfSAi/ko9s28/qesv8eqhWm/1ga1Sx1WW/nL9sO+Yo6BVXXUGbXj1/MaFhfLtaFdaQ6JhuCpbTrPpVIpEZ6mhIv3kNgcO3YMZ8+eDepKsVhMFGugbGzDqejQcy5YKMHOP/ttt9toNBpho089r9XBeL1ClSH7AZC4PqaCWWKdluulapj+I8pn0ioxGiamBMwmQ+raqj12Xd0BdTgcDsdehfqBV4oXvehFeO9737tt7Tkmj6msZqaqCb9bZ8xWF9M31JZoABdDc4CLYT/6tjoWihULPdL+Y2+76XDGigOok2v7t1CCYMPLtD2Gw3EjRs4J29ZjWpqZOUYapkeVIS0MT/vv9/uo1+tot9vIZrOYmZlBrVYDgKDUUBF7+OGH0Wg0UK1WR3JzVBVTdSK21rpGGvrXbrdRr9cDWUsjJkr6dI42W3cb1kfbLanWdVFyMu4cSbuG1el1VolRxUVzY+zfTKw/JzSOK0W/38cDDzwwaTMcDsdViMOHD6PRaFxxO8zldewf7AiZ2YrTlHYNHfBCoYBSqYRSqRQc75jzH3NYNVmeIWvFYhHARRVAVY00FSZ2PNavvn2PvVHneGO5MLZdzfWI5dzEnFO1Q/NeaIs6wTo/NqRKiYpW++JYYtW2hsMhFhYWUK1Wg0LQ7XbR7XaxvLwcQsDYbyx8yhIMJXK0RZUHJWiWVNky3ZZ86Fhjz4ANT7PX6xwSJGEcN+fahpVZYsJxadib7c+usz4j2r/mhDlpcewUVldX8dM//dP41Kc+NWlTHA7HVYZ6vY6jR49ifX39stt44QtfiD/90z/dRqsc04BtJzP2bX4axl0Tc+bUUVUHnef1jb4NzeK92rd9K69tAxfDi+goapiTwjqsqiZp2FnMEY05q+rc6nUx51idZD1nq2WpHba6lu7dove22+2RkKk01YNEkQ49w620ehxzkWIOu4ZQaT+cw9g+PJz7VquFRqMRcpTSiIA+W/qMKOmzxIKEzrajiptdT96n82z71LnStdJr7DMc+7vQOeM4lFDbPq8ETpAcxPnz5/GGN7xh0mY4HI6rEGtra7j55puxurp6WffTX3DsL2x7zsx2OE6xt+U8zt9t4r99y27vtyFler2qIOrw63k6jzafQZOwbU6D7tmijjaQLGRAWLKyleQ0O1aChEJVCWC0ehj7jalGHDPb4zwCCI4+SR9zm5rNZqiOBiAULeB+MryXc8IEfiVMXDO1k3OtIWYAQvlu68izPeBi8r5VVzZ7Vq1Cw7bUsVfVTAs6KKnXvi3Zsc9FDEpeY8qk/h4Le9vqGLdyncPR6/Xwla98BQ888ABuvvnmSZvjcDiuMiwvL1/WC7YXvvCF+Ou//usdsMgxaUxlzkzM0VTHMBb6w2tszoPdCd4SkTQnV51prZrFilm0xb7JVzJj8zJiYUuxMdpxjEPaHNgQNR2ThnIpeVACxXtarVbYQ0ZVBCo3JDDcN4ZV3tg2Qwa1P1XXut1uKPTAfjm3+izQbub9kDxy881Y+WEdq82J2Wo4VowcWCLIeUlTzpTAMhTNhgLG+uU9tkCCvS723Dv5cOwUBoMBTpw4gYcffnjSpjgcjqsUj3vc4y65TPzKykrCh3PsH0wlmYm9+VbnTBUQdUzTnDq9VxO6bY6L5jvoW3beZ4mP5sPQQWUiviVSVl1Spcc6veOKGOj8pJEe2qr92Tf7toCCKkz8SWJCosGwLm6mSVtWVlZQr9dRLBYxPz8/0jbDxZQwcr553BZMsPMVS6Rvt9tYX19PhKApudB54xpoOJ2uMe1Qdc6GllkCxHZIrDhPPBcLC9PnxhaIUMKmhE9zi5QQ2rW3hNQJjWOnsL6+jle/+tWTNsPhcFylOH36NJ70pCfh3LlzW7r+hS98IT7ykY/ssFWOSWHbyMxmYTLb1aZ13Gx1p1hSvf3dVsPS9mK5BjacTJ1T6/CqAqSFCKwdhOayKCnTN+5qq6o31kZVltIcWT3OvhgKZkPxACSqjVlFiQSA5LLZbAZCp6RP90+xOR65XC4UeaATz/aohJEokiBxvNwoU9Ww2DMTIxY2rE6vjRFMbVufMx7b7BnX58U+t7o21hbm1mymvFlidCXYib9lx/5Cv9/Hxz/+cfzoj/7opE3ZFH/8x3+Mv/zLv5y0GQ6HY5vxyCOP4KlPfSpOnz696bVnz55Fq9XaBasck8C2eUDj3gJfzhtidYat8mLDo4CLRIL9pSkbaeRA24qRBABh00vNkdAkbq26xvAqKjU21Ck2Vjr39m27tct+tHRzbNwxp53fOWe9Xg/tdjvkvnDMrCrHOVYyQZvL5TIymQzOnTuHwWAQ5imtUhdtsiFtVvWy6oqGmHW7Xayvr4dNPzUvyMKSRf4eU+9suJhV4bYSwpWmJmooIpWW2L3af+yZseFzsVCzK8F2/y079icajQbe/e534yMf+ci2lEvdKSwtLWFlZWXSZjgcjh3Agw8+iKc//ek4efJk6jUvetGL8LGPfWwXrXLsNi6LzOzG29mY02TJCJ25QqGQ2JCR19qwLBtWZneA1T4Hg0HY/4N9qIJh27BvzHmPJRnW2dQxqa1qhzrAOja2Q1Jl1Q+2p+O386nlkpm/0mw2EzvYc3NL3sP2lLwVi0UMBgNUKpWwf4xVmtieDZVSMkY7bUU067yTdFFZsmut62lJcYzM2M0rlcjYXCItwRx7RtMIkoZHarijrlGaepTWviUxTjYcu4nz58/jB37gB/Bv/+2/nUpC0+l0UK/XPU7e4djHOH78OJ7xjGfgoYceip4/ceIEms3mLlvl2E1cVjWznXSY1Imzzpr2reFk1kEGkKg8xjaA5E7rABK5H6x6Zcv80tFWgsA+mHyueTi8Tp1mtVnbsG/e2QYJmzrUWonMEhR1+vXNvs4p70sLVyOhGQ6HKBaL6PV6oSpZt9tFoVCI5ntwvkhi9BqGhyn5s7ZTjbChWFSLOp1OmF+uYavVSmx8FVOwLJHT+YiRDs6vXq+26LNiE/j5/BAct+4/Q8KpoXhWhVKCpOFo+gynrX1MWfSwMMdOYjgc4oEHHsDS0hLe9a534WUve9mkTUrg5MmT+MIXvoCzZ89O2hSHw7GDuOeee/ylxVWMbS0AsF2OE99gq9oQa5tEJk2R0essCUgLMeM5Qnep13wPXmeT3ElkbKhSmn1KWmx/Or5YtS61m+F3qhqNq/qm9tvNRUnq+GGJaS0pTMeeNljHXudTHX9dAx27VU80RM3a3el0sLGxETbKTFMmrMLB5yrm7McUEnvc3qfkKqamqBpjn+O00DXaafdRivUzrtLZTrxwcGLkSMP6+jpe85rX4I477thS/PpuwSrNDodj/+J5z3seHnzwwcSxl7zkJfjsZz87GYMcu4ZtJTPb5UClldON9aeKS+yckgEeVxUhzWYbmmaPARdDpvS8Epw0u62dNgeCDr5Vdux1Om7NJ9FrlUDEChxofk+5XEapVAo5MoQm+vNeOwZVpzTfI5fLhUR+HqPdVv2IkTDOtyb/c6NMtmFzRbQN/k4yoerWOOITUzo4X2k260eVINqk830pCfuWJOr4Ys/PTimnHsLmGIcTJ07gF37hF3D8+PFJmxLwuc99DnffffekzXA4HLuAL37xi3je856X+DfozjvvxMbGxgStcuwGpq40c4yEUAWw5YWB8QnyNtlfoeTHvnHWN/mx3BN+VzKlxINqh5IIOrOEOvU2b8c62jZsKqY+aQ6GdfLVyWY7dOr1dyVp6pSz3VwuF8LOdDyqerTbbbRaLbTb7aBWsSIZyYyGT9lwLbanBITj5X3NZhPtdjvRtw0ds+1Q5bPrrf3qeugzMBwOE5XWYiF8Mei1ljiSXKsKo0qMraSmtmrfGqIWK7CQ9mzHSJvDcaU4fvw43vKWt0zajIDPfOYzuOuuuyZthsPh2CV89rOfxfd8z/fg3nvvxcte9jJ8+ctfnrRJjl3AVJKZ2EfVDiA974FtaFvj2laoU21JjCVRuk9JjGSkhbHF3vKnlenV+yxiipTarXZpv1poQB1eqgUkLPl8PpQEpopVLBYT8z8cXsixaTQaaDabKBaLmJmZCZtottvtUEBBFQ3aE6tyxjHFkv8zmUzoj+TI5gfFFDF7jc6rzWOy19jrlDxYQqofrV5m1SC7tvrM2fssYvbZ59U+T05WHLuF4XCI973vfXjFK14xcRLxwQ9+EP/v//0/T/x1OK4yfPrTn8aLX/xivPvd78b6+vqkzXHsAi6rAMBOIu3NtA3xIdLK0arjaMlIjBzxuBIadWBJBFSFsEgjVrGxaEgUf+pGk/YtvHWC09QpSzb0fv2pfWezWZRKpeBIc6zMlykWiwmHW514lnEuFouoVqsol8vY2NgI+UPZbBblcjkxTtrBAgpaqMGWu6Yyx4pqzWYT6+vrIV8mNkarXthnJi3MzM6TqlaxuefaUj3S8RFUlwhVz4CLKpgqVXa92Y9dPx2P2qUFGPReh2M3sLKygjvuuAP33nsvPvjBD07MjrvuugsnTpyYWP8Oh2Ny+MQnPjFpExy7iKlTZoDRUBhC31zbt9KxkBxNzo+F8Gj4jw1JU6XF7hSvaoOGKWlbqr7E8iOUsKj9sZA4tZPfaZOG4ylBs4qSjoU5MPxw40oqMHS+qcRYW626w3MbGxvI5XKYmZkJ1dD6/X5oVwkSVRsSFw1H07LHJDKsDLa+vo5WqxUtEECbVB0BMKLUWPWG95DExVTBtLUjaeOzwXLeSmL0GWGYndqZlsSvY9K+Y7bomsfIsMOxm1hbW8Pf/M3f4Pbbb8enPvWpXX8Ojx8/jk984hM4derUrvbrcDgcjt3H1CkzRFqsv5bP5XElLECSECiRsSFgJDDAhbfZtvStbYNOtybZxwiD2qX96b16jSoTdrwxJ0CTyZUMqaOs9vP3wWAQCEOMAOl3VaY018Y64iwxDACrq6vhOoarWQKpNnAvGo7dklWSC5KgRqOBer2emC9L3LS/WHhZ7DmLhW6pqqFjJ+EgUdOy0VSVAIQcHX1mdW8d2qVj5XzY/YJiqowqTzGCM+450Psdjp1Cv9/H+973Ppw/fx7vfe97ce2110aVxZ3AHXfcgQ984AO+47fD4XBcBZhKZQYYDcXSN9s2tMw6aGn38py+fdf79JoYrIOo19kQMUKvt6qQ7UvDj9JCpWIOuioUlgzYssUxx1wVhljRBKvykJAACISFa9NqtYIiQTWGc0fFhSTAKlk6DyQUJFS9Xg+NRiM4J1pgITZPdr7smsVUsdj6W/VGSXWMxHKsNhdIx6hKDWHnIfasWBttvxbjlJnYvZu153BcDj760Y/ijW984671d/LkSXzmM5+ZqhLRDofD4dg5TB2ZsaQFSO7JYXeLB0bLG2tb+hbfOpYMDdJ8DqvYxMKB2Ke+YSdJItJyedReJRvWAdcx6LFx7fF3tclex/nTdlmFTOciVl5aFRTmiWils3K5jFwulwjp0/VQ9UereqmypptEFgqFRBWxVquFfr+fKLVtSaESAPu7rpslOnae7Doo9DnhszhuvdPImhJOfSZjSpErKY69jPe///1YXl7e8ed4Y2MD733ve/G5z31uR/txOBwOx/Rg6shMDOp0pm0emaaIxCqO8Xp1ePldnWgAIQ+i0+kEG6wKAiTJV5oqpEi7Xu2J5WrENgmlApK2waZ1hnm9JSexa2OOv4ZeDYfDRE5MLFRP1445MCQ+JCqc406nE0L+dO+aVquFVqsVDa+y86d5NEpoeK/muGh1Mn2Oxikfdr8dzUGKEUibX5UWAmZJmF0PXQfdjDNWEU7HEkOMIDlpcuwU7r//fvzu7/7ujvfzN3/zN3j3u9+NBx54YMf7cjgcDsd0YOrITCy0KRZ+FXMeY2FYGnbF9seF0pAwWFVIHVhVEahKxDYrHOcYWjXFhjalqSKxwgN6zJ6nrXZe9Br+ZPllqg0697bwAkmIVUqsPbpmHEOhUECpVArnu90uWq1WCEOj4qH5TPV6Hc1mc8QWu0YxcmLnWBUgnRdLkGLFGzif7Nd+lFjEKtNtprJZu/V3XQvdO0fXxT5DsWdyXFidw7ETWFtbw1vf+tYd7+cDH/gAPve5z4XcNYfD4XDsf0wdmYkhRlqAURJg38Kr8mDDp9hOjBiNC89i2BOdSt2Xxd4TqzAVIzH8Hssf0ePWZn3TnxYypW/1Y7k0tIMkgqFfWpbatst7tUS1OumWUKnCouvJOWRBAI5BVZ5MJoNOp4ONjY1wTUxpsSqLOv5W6VD1aysqn51PWyRBVTStFqdQO/T5tesQgyXQMUUmLb/GiYpjWvDVr34Vf/zHf7xj6t/f/d3f4VOf+pTv9u1wOBxXGfYEmQEu5lsAo3kS/N3mHvC+WJhO7K38uL5JZKyTTyJjbSkWi2FvFB5TdUXbtm//6Zxr+BLtt865dVZjDrNVmux9vEdLJXPMFkrsNMdDVQcbuhcjFuqUK5HkfPAzGAxQr9fRbrcT49JrODc6LrvWdn212MFmsGOLFUfQ+blUghSz15JTq5CpUqmEZlxoo8Mxafzqr/4q7r///m1/Rk+fPo13vvOduPPOO7e1XYfD4XBMP6a2NDOQzCHh76p2AMnSzEoq6GgreRgOh2HneA0XImxolTqGliSQINgkds3VoB38qWTMOuH83aogtn9t14aM8bpx+8ykhU2xxHKn0wlzmc/nQw4L+1H7VH3SMDy1AUAoLKD2KzHL5/OJ33UsnU4H6+vr6Ha7IyFbsXWxa6d2ECxSoOuj9xMklZaMqQ2srpbJZIJKxT71GDdcjZEN+8wpkeG5GLm195LcaT7UVpxGJz+O3cLnPvc53HPPPTh27Ni2tDcYDPDXf/3X+OAHP4j3v//9WFlZ2ZZ2HQ6Hw7F3MHVkRp1KdfA0b0UdWWD0bbw6cupw8x51rG0+g4bzWCVBFQQNL1M1yLZtFRvbl4ZpKelIc3jVBlWftA8Nr9O2Y0QwFqKke9CoqsP9XlR5sfk7Ou+cA4bjkUjGSAmPKzHs9Xqo1+toNBqhepquv64TEQstsyF67EfnNAbdN0bJlxLXbreLQqGQqpiRZNjxxmDVLO2XZCYWbkkokYmFK+ozktaGw7GTGA6HeOc734nv+I7v2JYQyHvvvRe/9Vu/hf/zf/4Pms3mNljocDgcjr2GPRNmBiRDeixRUMd8K9Ak81juiSZVa9sa4qNKi3U+7b12HBpKZpPW9Rr7Fj52Pi10bitzyQ+TyZUw6H4xxWJxROEh0dGPEikeU4UkNgb2q8SQqka9Xg8kyOaIxMZpw79iDpM+Q2nPiz4D9h7ep0oJ58raMq5ks85BGrHUfKDNsBk5czimAX/wB3+Ahx566Iqf0zNnzuB3f/d38YlPfMKJjMPhcFzFmEoysxUH1eYt6HmrcsSuYxuanM434DYvQdUZfTuvb9/V+aTznUYq2BYT2oHx+9JYaH6QTSDXduz4tX9rX7fbDYSGDjTLUZNosA916K0aNRwOR/aaUbVG+9e506R/TfxvNBqJ6mGWvKWRwHGETtctLdxMyYxVo3QNCRIyO9cxQmOJZNqY1IY0UmbJoW1zMyXI4ZgEfud3fgdra2uX/QzedddduOOOO3DHHXf45pgOh8NxlWPqwsyA8QoMMLqhpv0P0aoC1pHU5G91/khW6IDGKnUR2p6GWVmH0iap8z4SB81zsMUArPPM323ye2x+OA9KJGJKFn8HgE6nE+bEFk5gbpB12rU0M8lPuVwOqgXHaBPWbRllTcanKrOxsYF6vR4lFbH5tiFmNpxNc4aUPMTC+yxJ0HA5uxZ27tkmx7KVIgO2fDbnzlZGG0dsaL+SrFiRBCcxjknjt3/7t/GEJzwBL3jBCy4p3Gx9fR133303fu/3fg/vf//78cgjj+yglQ6Hw+HYC9hxMmPfeG8FsbfNbMs6nhr2RNgkdesA6vkYmSkWi4k+9R7NS6DTavMTyuUystlsImldVQvtS0PVYuOzc2D7t/MWU6fsWKyTz/NKBEhQNOxOCQ6d9FhOiCb1d7td5PP5hLrFxH4WG4gR1na7jdXV1ejeMpbYqI1U1mLrklYYgetgSa/Ol84vr1N1UPfEsc+drn/sWbThi3aM+iyPQ5oao89ADDHlzuHYSZw9exZveMMbsLi4iG/8xm/E4uLilkjNBz/4QfzRH/0R3v/+92NtbW0XLHU4HA7HtGMqw8xiiIWMbSWU5lJgcyTosNoEe82ziYU1lcvlRNgU29M29GdsHGlhSZY4xEKNYvkz6kynhScpIVBVB7gYhhYjViQ1nDOqCVZRIbkhkaFqo7lLwIWQrbW1NaytrYV+qfrQXk3+T9t7RaGkNBaGpsd0/DFwTbVcdxrBtOF4+vxYJUbtsaQopkalqW2ccx23wzFt+MxnPoOf//mfx7ve9a5ozplieXkZH/rQh/DGN74Rf/qnf+pExuFwOBwBO67MXC7RiCky/B1IVq2K5YnQcbRvxGPOXSxfAkBwsuk82xwVdRo10V2P2ZA39sE3+Wnhcta5tU6w3QDTjkcdazsXdiNM9qWEwq5Fr9dLVDizCgXHznF1Oh1kMhdybThP3MeG39PC3lqtFlZWVsLeMoSOx25CqaqMroedR1U7lLySNDBXSNdEnxuupyostuS2hnlZZYxKkNqhJEVztmLPbNrvao+d3zQipPc6HJPAZz7zGTz88MO45ppr8IxnPANHjhxJ/Ht2/vx5fOITn8Ddd9+N3//938eXvvSlUGHQ4XA4HA5gSnNmgNFqUtb54nl13DWHxOZWABeT7C1xsCQFQHjjTudU9xABLqgHunEk+6XzrmOw5ZutsgFgRFHg7zbnwSotNrclpujo70qGdF7VJhtqRfWF4WKFQiHhUNBxLhQKYb5I/ui89/t9tNttDAaD0J4lH5zHjY0NrK+vh/WlHbZcdiwsi3Oix3lOCQ7bs4Sw1+uh3W6HcstK1uw62XlKI4kxQmbXZzAYBAXKFqDYSs4NbeOact503Gmhbg7HJHH69Gm89KUvxc/8zM/gSU96UoLM3HvvvXjjG9+IpaWlkZcbDofD4XAAU0xmgKTyoSFfurcIQ314DX/GQm00dCoW4kOnUauc8V72YZ1ThXUiNW/D5i3o230Nw1IH3oZ0sT0lbhyX7T+m8ihBjJFEHQfvi9kfU4TUSWY1MzrkGlpWKpUSuTa8l/22Wi0sLy+j3W5Hc0tiYWKxEC6de9pGQspjtK9QKABAIt/Grp+O2Spmulb22bBhZxYa1meJ7KWSDqtecm6tiuVwTBsajQZ++Zd/edJmOBwOh2MPYqrJjFVngNH8EatcqBNoHTdVR+i0al/qVFNN0dAm3cU9Fu6jCo9N3CYJU4dfyYEqFKoa6Ph0Q8SY3WzLJo6rQ0vHOeZkWyVnMBgE9Un7YmEDJVFss9vtJtZDyVM+nw/qDcPWeB3bbzabqNfrYS4s4dRnQhUaS2bsWmtIohY20JA1hpdxrWiftk/bVQWzxQn0mUh7xqxiZtWlrRIPG8ama+nqi8PhcDgcjv2OqSUz6kDzow6w3exS71NHU1UXVXb4Fp4OM51afbNP55X3KaHRtq3TqE6ujkWJEI/ZXA+GrxHqqFrndpzjHMvP0I/Ok7YfIzQkIMCFN6i29DND6+y9QJLgqfqlKgdt6HQ6WF5eRqPRiKowsY8SCRIvDRmzJaB1XLRDQwjtPMfUMfuMWiXOKlhK9tJIi66L7TeGrRAV+3zGlCWHw+FwOByOvYypJDPqqGnFKgDBaR2ngOh3G4LFt/d0JjWsaDAYoFQqJciEotfrhZAkAAnnk7apo6oEwTqzmjNiVSK7Rw6/61i0Hzt3aeFGsXA0Syi0vRjB45jZt6pVuhaqlPC7qlx6Lce2sbGB5eXloJCQhNhcGdqpIVq2CIIqMqpyMdxM51zXhO2T/No5YdsKez/Hrv3qdZaIKZnV9bH26ZpZEhoD+7DP0lZVH4fD4XA4HI5px7aTme0Mb1GnW0N7Yo6YVWLUGVTQEdVwIVVdCoUCCoVCguxYZ9OOVxPRlVCRNMXAyl65XA7FYjEaJhV7s27Dq2L22I/Oj50v/m7JgEIVJq1mBmCE+KmiRae72+2OKFKcH9rY6/WwurqKTqczEl7GNWA7elxDx2z7MafdKi1KNjQfSX/G5pgqkKo69tmLPasxJSwtF2grsGrOTmE7/64dDofD4XA4tgvbTma2m8iMC7vRt/T6ttoSA73ehgyp4mPfeMfK41pnVe2wjnrauOi8M0SLTjNJgDq6sbFboqLtqj2EVrPS661dsbb1PiUoGi6WphJoKJ2SBt5Pu/r9fijHTHKgTr7dT8aqFGxLCYVNerfjsUoYzyuhsDlBhFax0+eHbcXmOC0J3+btjHvG9Zj9rr/HQuFi114KnMg4HA6Hw+GYRkxdmJl1dDXsJ7YRpRIXfdOu1b94LQkEr6eTzYR2XlMoFBLqAo8x30bD3OwnllehjrK+vY9VTbOOM6HqjzrZ2kcspE7Pq8OvSFO6YrvSqy0xaMUwlnJm/6pkqF2ZTAb1eh3NZjOMo9/vh40ymS+luS8a5qbKCu22e7nwuM5JmnrHuYoR30wmE8o2q1rH65k/pOO04XcKjk0rmmm/lizR9pjNMVVyXKihw+FwOBwOx17H1JEZIO5oaVUvzd+IXR8jGZuFyfA6hjPFwqfsdxuaRbIFYMQJtWqLDY2yTmesTyoOMYXJ3qvfLYkaNw9KDnUfnzR7VNGybdNJ13LTNvE+k7lQjvnUqVNoNBrBBiUjMWLCnySE/F0VnXFjtt81rySmAqrSNy7MLw0MOdRqb7G55O+WiNrn2KpgnDee17+VmMLnZMbhcDgcDsd+wI6QmZ2Ir7dhUNahjSkgdOp0XxNVfPR3bYO71NswNbXFOpTqJMaqb6ntwOheNuxHq6spUdFQNNteLASJ92mYlg2vikFtsjbaSl0xsqHhdVQoOp1OohwycDFUK5PJYHl5GefPnx9J+Nd+tE21TdfIzr1WCLNJ8Jag2TAzXWvNn+I60MZYuJ0qSHYvnbSiEfpd+1biHtvjhj+HwyEKhUKCkMUIj8PhcDgcDsd+wo6QmSslMmlhT5bQxPrTcC/gomM5GAxCCBBw0am0n3GhWDGFR8kDlQZ9826Jh5Iqq2ikOZ7aryVu2o/mXGjlMLtr/TiVQp1vhtPpvGq/lmTwOjr83W4X3W4X7XY7VIHT9jOZDDqdDh555BE0Go3QBkOu2AfbIZngh2RGQ9NUudIP21M1zI6Fqhyv12uy2WxQ67rdbrBRVSGOS3OtdA20spglwWnE1K5RmrLGfu16ugLjcDgcDodjP2NXw8y2otjEnDsbHqPH7Jt13QMFQOItfyaTSYSP0UGNvfXmeVsEQN+Uqx35fD4kp5fL5RFn2ZINHqODGyNqVgWxTriGbmmSvo5bq2SNWwN1vDlHsbnmXNJBtwqWkka9j3Nv52F1dRXnz59PbFipBMxWk7PzpOtu50vbAzCi5ChBZUicJRSqOKnttrodnwm2wdwqDUmjSkXCFyvNzGfRPgv6POg86HElVPoZV6nO4XA4HA6HYy9jV8nMVt8S69t0+zuh39W5t/1t1qc6trEQtNi1aW3SWWdehKohafcrQdrMZnV0aXOM7PFcrKKXrbKmc6jhWLFwqH6/j263O3KfVaS0fLPOoYbKkRidO3cOjUYjOP908KnE0NnPZC4k3msRCK38xvmxifmxubVqGPvQUt02LE3nWxUy25YWQODca9ieEpw0JW4zWJVys2ttXpXD4XA4HA7HfsFUFgAAkFAU0lQNOvfWyVds9lZa8xwYKkan074Jt46jVYdsm/YYj9vyvTGHO+akqnPM72k5Ilr9azPH2SooMQWIc2TJCRUG2lEsFlEul0fCrliZTEP5NjY2EqqMEiYlF1R1+IntxaP3x6q6ab907vXZUuVHx633qiqn1fNUtSG4KarOsS2uYIsapKkwFpdKTC6XNDkcDofD4XBMO6aSzKhTqFXM1OEGkmFQsTfQlmioA6ulnrXiloZj8R4NobLKhYZ6AQh5JrSLTrImiqt9wEUiZftSB5yhX1YdUXKjdtg51DmwsCoL+1MVJ+bU6/3MbSmXy8jn8ygWi6jX60GJ0DZ478rKCtbW1gJp0RLFmpOipbB1bqwN+nzo2mvlOCV3WsBA71PFR9vQedLS3hpGZufLkhbeTzXIFijQsDhdL6tK6t+AJXUx5S8tF8zhcDgcDodjL2PXyUxMyYhdoz/1elsON6aKxO6z4Wo2nIlqhp7XcCIgSaxi7avjaZWSmBM5Tu2x16U57zbpP6bEaKhUGmi/kr1YvyQ41kFXEsT8ISbU6/4+7KfRaOCRRx7BxsZGuFcdf15XKBRClS6O1+bo6Hra58OOT8koiQz3Gcrlcmg2m6Hf2Ph13djvuPW2JINzbEtsW4LOe/XcOOizZyu8kVSNU/228nfpcDgcDofDMW3YdTJzKQ6TVV14TNUT66RvJYeA13U6HXQ6HQyHw5Cvkda3DWWL5SHY8KVxYWhW4bBOZkyJsPZoPzY8TB3icU6stm9VAA0Vo40aIqWqU7FYRK1WQ7VaRa/XC6SAqlexWEyEorVaLZw7dy6RK2MJGFUZno+pTaqKMJTNzp8ld3bueL1ueGlLUtt11tLR9rmxRRcsYoRTEVvH2DMUO27Hm0ZKY306HA6Hw+Fw7DVcMZnZyTe6sRCytLfKm8GGSSkhoMPNaleaZG77ofNtq2KxD0skrA1qiw0Hil2fRkpijn9sHSwJ0JAvC1WedB8YJRqxEKZCoYDZ2VnUajUMBgOsrKyg1+uh3W5jbW0N/X4fpVIptNvpdPDQQw+h1WolCJIlc9ybhhXANIRP811soQXaFlOjYgUR2D/tjIWLcQ3sHOjmooVCYSTXK9bvZmTHkk87Nvu3EHve1OaYPQ6Hw+FwOBz7AVdMZjYjMrGY/81gFQ2tUBXLiyHJUKKiTj/Vkl6vFxziwWCAQqGAWq2GTqcz4rDrPdYB1jwHXmdVgNi4rW101oGLJEMd01g5Yq3YZUsO2/uJWKK8zaFQx5/jbTabI/vh6F4uOi6GlOn6MLcHuBCGViwWAQCNRgOnTp3C2traiPPPObLrzHGrU65FAvS45shY1UmLKMQKKNCGGEnnfHMObLU45jXZeQYQVCM+U+12G+12O0Eu7TNABUjtSVP77LOr5F2fIYfD4XA4HI79hKksAABcdOatAxtTJfQefRPN8/YaJR+aXA9cJAa2P71nnM3sU8mPJRJaSEDVmnFhSfanzW2JXR/Lp0mDqgHj9jlRZzqTyaBUKmF2djaRK0OSxg0oC4VCULwymQxOnTqFM2fOhGuVdCihsUTLkkzdn4XnbdUxzrVVxYCLYXS6Sae9Rsdtiaf2QaKn88xjzAnivdulksRCzzZTdbaKnVRcHQ6Hw+FwOLYLO05mLtdp2yznIHbMVoYCRh1TvulWMqFhZ/oGn+1ahz7NFnWc1WlVu5TIqFNs+xk31th4Y+fTCJWF3VdF94ixZMCqRZYQsAyzJv7ncjkUCgUUi0VsbGzg9OnTQcUZDi/uzaLj0dLGtFvzVHR9WBRA81ysSsNrdb6oMMVUOd6rfdm+rQpC9UXb0ueYfWnJ6c3WeDPEbNnqvePgRMbhcDgcDsdewK4oM/Yt77hQHiAZVmUdNHVUeYzQkCJeZ9+467XtdjuhwsScV96nZEBDf+x5dYTtJpw23EnHoCpLjDDZ/uwbeLVjnDKkVcNskrydU6tmxOwaDAZoNpshyR8AWq0Wut1uqELG8TKf5tSpU4HoWOVCFQzmMXHOdX15XHN8WIFMwwNtWeYY2SDJiIW4qf3atu51Y+eNpFXXnX1r8QTdC8g+mzFyElMIVbWyCpR9vvQ5UXvT/j4dDofD4XA4ph27QmZi4TCx4zHYcC8bmqXKijq5PB/LtbGOJe+LEaeYk2lDhazDae2NjV2rbqmDOu7Nug13sqQm1r/tN60d/ozdoz9V5eh2u2g2mwklp9frYX19HcDFIgIcX6vVwn333Ye1tbURG9Tx1/Hr3MSUF96nm1hquFesOIA+A5boFQqFxHrrvFg1KjbfHO84xELNNiMQVklUxEiYtpum0qS9UHAi43A4HA6HY69gKnNm7BvtmANP500rkGkFrJhDaZ1zGwKkb9ttkr86q6q4qOOnREfVAZIq5ubYe5SIxYiJJWExwhFzju28WdXJJsfr/Fo7bX/8nUn+qopYZ7/X66FQKKBer+Ohhx4aCRGzIVc6z5xLhqpZsqBj0lwaACP5RBybrpEqI6q0xJx8VXp0g09LiqjyqH027JDPuI6ZiIUN6rpcygaYl/LiwOFwOBwOh2OvYSrJjA3NiYXX0PnXt/WbOeHqYFpnUN/2pyVo05llG+q4E1QG9B4AiZAp269Va+w1dl7URg3HUkffEjqrdCghtPak5eBYG9lHu91GJpMJVbpI3JSo9Ho9HD9+HMvLy6Gf2DzrWqtiQkI4TomibTYEzSpYSi50PrT0syVN2Ww2hMMpeVHSqATYbgCaphRZG2i/JZ4xEmSVtDTYvw+Hw+FwOByO/YKpIzNWoeBmiKVSKRFGpMRF8yxsDkOa026dQA37UseVzqMmiSthsE4oq6NpzgbHog6uKjIx8qChW9pnWtia7o1inV11+GmDVnCzRMA6v5YwKAnJZrNh81EmtltlgvadO3cOjUYjVDcDkMir4XH9bp1wLbCga8z2+OxoCKHaEVNSVGnjOus4NC+H86pzTFtI4FRVon0My9P1V9t1jJ1OJ7HPEZ9BXTP2zXa0Cp9VJe14HQ6Hw+FwOPYLppLMqNNlN320b8O5v0wsj8Heow5jTGlIQ5pSo2/8YyFJsTA0/tTzscRtdUx5zJaq1uPqRI8jbezDzmNa7kSa+qHEyJIAS87K5TJOnTqFBx98MKhIbMvug2LzeOzc6bis3Wn36LXdbjfYQCJFEmb71+eGHx2nkhGqcRq6xr5VCex0OiPrYe2NkZbYmGLHeDx2ncPhcDgcDsd+w9SRGYW+bVbHG0g6jZr8rM4moW/ZrcPHN+gAEk6o3qs/LWyuBa+NOZZaEnirfWholV6jDq6+7Ve70q63dtIe60TH8nBsSBvP6waZmnNEteKhhx5Cs9lMEB8lIUrMuJ4xKOmIrVcalNCkzYeSIw05Syu3bXOu+OFc6PNmNzodB51bkvS0EDFVb+yz4nA4HA6Hw7HfMXVkRp3OQqGAQqGQCANSZ5ahYCQ9sdwTLbdsHV+bW8FQqWKxGKpa2XAmayswuseHVU/UoVVHXfNtrDOqJI198PtWigBo6J1+Vygx1LmPvdVXJcySKz1u+8nlcqjX63jggQdCCWcNz9MqcnT41YG3CflWkVEiO46I2nnR+dIwNQ3JUpUrtnlrv98PxEX3rNE55HPKZ4vj1PmJzbVdX0tUY6GAl6rCuGrjcDgcDodjr2MqyYy+cdd8F5uPwERzOsFKBLQ9G4Zk+9A8DeYrcM8UfROv5EKJgHWQ9Q28hi11Op3wxp/H1DlW4qM5E+p02zHoMRuOp8et2sHzMSITK5GsYVVsk2PVjTS1IhxtPHXqFE6fPh3yiDjnbNfml2i/ais/tJPrpiQvlmBvHX1LuLRP5kfpeipJ0blSgs2cJb2X95HI2GcCuFi+WtUe2qhkzoYiKskbh3Ekz+FwOBwOh2OvY8fITEzJuNx29M2/On/AaK6F3XjSOo5sM5YIbx1U2791KPXa2Ef7V9XGhg9pqBpzOqwKYMOZ1GZLspToAKNJ8za8Kxb6ZcfI7/l8HrlcDt1uN0FwrFqgbT/44INhPxq2o4qKnddxuS8xNWJc6JhtIzYm244qgYQtSqFhYLHQMRteZpUWVXx0b5vY+ljlb7Mx2jm7EmzX37HD4XA4HA7HTmDHyMx2OUB0wrW6mOZj6A7xGi4EJEkAkMwvsKFpTAK31a54jDvaa1t63oZdab/cB4fn1b7YG3erBmneEM/Z/Bt9W29D42Jv8a2TTAJlS0+rUmD33FEbSTKV2ADA+vo6Hn74YXS7XVQqlXC9EhpVSmKOuyWssXwVVU7SyJDOu4XdXFWJmhLTXq+XyA+yz5glnrHcHg1fU5IZQ1pI2TjEnoXLhRMZh8PhcDgc04ypCzPLZDIhV4Zvwek8puWbAEkHTxPUublhsVgceQNPcqIKCMsBM8yr1WoFBzyWaE/Fhs6wVWXy+XzI+9GqWdpePp8PifKcA4tcLodOp4Nut5uo3qaKkQ1/Ghd2Z9UTS5jYNo9xXtiGdZI11Cufz6Pb7SKfz2NpaQnnzp1Dp9PBYDBAsVgMRJJ9MFxQSRFJACuF6drZnCSWPFZbbDU4S5gsIbDkM0Zq2bcqM71eL6Fqca273S5arRaazSba7XYiXJLjteW3dT00F8wWLrBKlR1TWkihExOHw+FwOBz7DVNHZhQ29IdOKR1B+wbdvrnW/JXBYIBCoRAcUTrMNjyLvzNZG0CC3KjD2e12g01aMMDaxI+qM9oOnWIbrgXEE8stmbEKgtqhJIRjiYUu8SdtTAtr4zGSkGw2i2KxmFAYtN/7778f9Xo9tK8bnWr7qtQolDwykT4WthULP1OlzhI6vca2oWuouUExgkO7O51OsJ0Emrkyul72+WTfdjy8TvODdB44l0rEVcHaTO2xtjgcDofD4XDsRUwdmbHqgDql/PAtviol6oTTWet2u8GZtCFQNlxKHWS+fU8rD0y7er1eQgFQxxdAIpTNKjN06GOFAmJhYVR/qHyMC51SsqEqlR2/LURgyQDbUeJFG/jTKjYcU6FQwPr6Ok6ePBns57h1Xa0KYedXS2pTgbHryett8n+skp0N17OOvX0uLKHO5/Nhr5jYnFmiOBgMRlREq5qMA599G1Y37tlUMqxjdzgcDofD4dhv2BEyY53ES73GvhWn8xZzqK3zqs6lkopMJjOywabmnVCx0TYAJBxqXqdtkUQx/EudZgAJpzaWG2LDj9IcdKpFtEHzd2LON++hnXZs2o86yRxH2jrF5l2LEOj4T506hUceeST0x7nWtgGgVCollAe9Xu1T8qU5PNqWklJLLmPzxe98ppRkphWEUGiuEZ+rTqcTFCQlR7HnQmGVMqsUEbF8GEtmY2QnprA5HA6Hw+Fw7GVsO5nZCpEB0hOL6aiquqBOpb6d14pSdNqJmJOphMIm8Gv/6iCTvKhNbE83VmT7bIP3kewoAdC+raOrypKSLLav1zOviHNiCaC9xzq8/GnP06nXMC29VlUNnT8lTa1WC1/96lexurqKUqkUxsTS15yDWNiZzR1iP7bIgNqs6pOOO6ZMWKLEsXBtY+SB68cQL1uMQG3odDphTx3aqCFhdg0USgr1+dPzdj1isIQutvaXgq3+XTscDofD4XDsJradzGynw0Nn3jpfNlnbKgx27xMNmbLlgPnRPUvs235C81psDg2vt4REQ+HSCIQtKsBrYk6ohjLF2ok5qjZ0jW2ow882Od+qHHEclizZdvjJZrNho0wNidNk/2KxGAofKBFR5UeJqA3f0vGr+mLnJW0uLGnSZ8CuhR27XVNdV5bWttBj44i8jm0ruJRrrwROZBwOh8PhcEwjpi5nRkEHM+boa0UoHlOnWkPA1Dm2oPNqq0tpHgmdbEWMzKiSZPNyAKSSFg2f4nUxh5xtkuTl8/kRQsP2tMKaOsg29Inzpnkr9j72SXtjREznK5vN4tSpU1hZWUkUPbD5S7lcLqg21n4lU5s56zpPGiKmz1FMjeE1rCTHDVhtqJetpmbXRdet3W5HCbiuYdoYtArbVmCVq90gNQ6Hw+FwOBzThKkkM+rs6iaZNi+Dzh/JBkOASEx4TsmIrW6lYUp05JngrW1qpS3daJNQwsLCAHaXe21HHWC1LxY2ZcOMtFx1v98PG1jqXitKiDRUyfajZMYqStpvTPmxIVE6v4888kgoSUzFArgQGkdFRnOXlKSxOlysXLRWsdNCBJwz/rSkRtfP5mLFFB67piSqqhbq/YPBAK1WC41GI4T9pe0vo+oPf9pwSH0OFLFnwiqJOl9OcBwOh8PhcOxnbBuZGRdTf7nx9prPYJ0/qyqoSmCrY+k96jwCSJAVXksCoPcCF6uT2Y06qZBYR3izt+XqLKsjmubI2jAkdZhj4VbqvOu92r9VgWzYXNpY2L4qQMPhhdyQjY0NPPLIIwmFSnNwYjkybEuro9kcodjvMZIVgyU6bIOhdUpubGK9hpilrelgMAghZtqe9m3nMfY3oUTEXrOVZ0m/X25o2GZ/yw6Hw+FwOBzTgm0jM+Mcp0txqmLOY0wtsG/mVc2JhYBpYrc6wHqNOqBUV0hUlCjZ66kq2L1gbCiW3qNhaDaB3NplczBUiSKZ4XxpBTermth5joWzxUKd1PnWZPgYQQKApaUlLC8vh2tUIbPKlI5Px69zxHtsqJ99TtJgCZqOR58jG1LH9bLPjc4Jf3a73VDBTPNqdF5tNbvYmsTGoSF89nr9uV3Yrr9lh8PhcDgcjp3GZZGZK3nruxk05EoJAMlC7C03HV4mlWvIlIYc6X0ARsLB2CdtUMdenV4bPqSlorUNayfHQpBsMAzM2sG29V51kG1Cug2rUmKkZai1fUt4lERY8kBYQmArup08eRLr6+vh2rR11nmgbSzSYPNmNptXW6iABMDCEg0lwVTX9H5dV0s2lNz0ej202+0wf9ZeWzQhBn3uLVHZTPV0xcThcDgcDsfViMsiMzv9dpZOn+YoMC9kMBgkNqpkmFexWBxJ+qetsbfxOg4N3bKqA6HOMvdisft9xOaFipASKlUgYrky6gDbZHZeax1sVYY4fiUJNvFcHWtN0rckUX9Xu22oluaonDlzJlEuWkP27FjsWDkuklK1i+tt11PbVXuosuicqp18liyB1g/HoKTSkuxer4dmsxnUMlWUNG/KqnS2Pc6rDcGz98VylSyhsb872XE4HA6Hw7Efsa0FALZDsYk55+qwWYUltg8KkEysV9KibWn4k23DHo+pArHwr3FzEusn7W18JpMJYWSqttgQNvuJVTCzc2BtYH9KFqxzH1MKbEGGXC6H1dVVnDlzJkG2dLNSJVW2ipsN4+P9uuaqjOkcxuzVuY/Zr9dRHbPPVywUz5KQbreLbrcbiKGdIx1HLFTMki2FhpjZNbTzlPa3t10vH7bj79vhcDgcDodjO7GtZGa7HB2+Uddd1DX0SPNS9LhWwtIQIUtMgNEcBquCWMfbgtfGSI+ChEudcntelQ3rRMeUDFUM7Idt2mMkF7bQAVUjtUfHRhKie/fE5oLkcHV1FWtraygUComNJrWKGVWXNDJDgqT5QDxvN1Hl2GxYYCxUkeOzoWRWuWA/+kkLT+P4NAcqFm4Y+25hiaO9xxKbraot26XMOJFxOBwOh8MxbZi60sx0aOv1Oo4fP46jR4/i4MGDoSQxMFpVDBjdiT3mSNKh07f/NuSLP7ViGcG9XWJv3FUl0pwdJVQ2REtt07Y0d0QRUxusMmELH7ANEhJ1hq1zqnPCj920ks46f1cnHgDOnz8fckcs+VDlxaoK+rsSOCVcdry2bdtejFgyUd8qegBCP1wrKmMaMkfweWy321H1z86xVeD0WUhTB2NrYufIEh/7HHMcrVYrQUjHEXWHw+FwOByOvYKpIzPABaes3W7jvvvuw8LCAg4dOoTrr79+ZH8XJQZ0sHWX+bQ32DFHPk3hUMeab+D1zTv3T7HOP21ie1b90MIC1klXx1fDuGKqjS0KoERLCQ7P2fErOYl9eI0qQnT6lRxls1l0Oh2cOHECnU5nJLwrpl4pObM5ILFx2fb4nABAqVQKZDNGEIiYWqd9KvlQYqnPEO3qdDqhDDPnmc+AhpVZZWQcobTji5EOS6x0Xu2zRPKmldZoq8PhcDgcDsdex9SRGX2z3e12cdddd+HAgQOoVCo4dOgQyuUystksut1uCF9SB1DVDVUN9BNzcmOhRnz7HsvRYDvcYLNQKIyErfX7/RCuZsOqmK/DtjXMDEBCeaK9WvpZHW3rbHM8SjbYZgy2nHPanOgxJViZzIVckY2NDZw5cya0xTwUO34lDzpfOlbr1FuSk8/nsbi4iGKxiMXFRTQaDdx7772JdUgLr7IkjdDwthhR1Ouo2Og+RbQ1n88nNl+N9R0rDmDVNJ0HnYs0KInh78znsevlcDgcDofDsR8wdWRGQ8GGwyFWVlbwyU9+EoPBAE95ylNw9OhR1Go1ABerdJEYAMkiAepg8lgsz8VC35rTDiowMbVAbWE/3CWeY9JcCr2X7eq9usu9zklMxdGS1ToH/KlO7XA4HFG3NluLWAhX7Hgmk8Hy8jLW1tYSTjlVnFi5ZyVpeg3HS3WNoVJqQ6fTwXA4xC233IKv/dqvxX333YcTJ04kSKwqEWqrVjBTJYYkhWoL59eCbXc6nZFCE5aM8fdY4YO071aZi6mLMeja9Pt9tNvtsO722XA4HA6Hw+HYD5g6MgOMvo1fXl7G5z//eZRKJfT7fczPz2NmZiaxoaXmqeieITbkyDqGmhvB3+mcxnIX2B/3qAGSOTLsl31bB9M6lrrHjBIatY+wREZVIyUQ9g2/9q9zo4nrSnxot6pLaoPmlqhicu7cOWxsbIyQGJ13W0FOQ6602IASUp0D3t/tdrG4uIgnPOEJOHDgAJrNZmJ+dAwkE1ahs2qPElGWAyeZURv6/T7q9XogM/rc8rzNw9I10VLVDIuLhaJZAqPzpDkzMZLb6XTQbrcT+U1pYWsOh8PhcDgcexVTR2bScivOnTuHL33pSygWizh27Biy2SxmZ2cxHF4sqwskiYV9Y24VBs0BUWeW59UB5Hc6ojYnwpImLRTAj75xp8PN7/oWnu2rLfo7SYZ1YrfyFl8JDAsdxHKR0vq3a6MkiCWZrQ1KLFR10vllWJ0N1dP+lRyUSiUcPXoUR44cwcmTJ/HVr34V3W53ZM+cWB6JJSa2QpqG71lFCABarVYgChZUjWx4mhIaHbdWb4sVCbBzzZ8xtYzj6Ha7aLfbCdtj9zkcDofD4XDsdUwdmUlDr9fDww8/jHK5jGKxGD6VSgXA6L4hwMW8FZ5XpSL2lppvyjWp2yoyPGYrqRUKhQRp4ocOOttmW5YAkfwQVj1QG2LkQu2LVVqz4XY6VzZkTOczNn4LKkxLS0sj+TG0Rx10S1j1eh2frp+SoVwuh0qlgsFggJWVFTzyyCNYWlpKKEmqqNmxxtQv/Wj1MqviMXxLwxZ1nDY0zRIIVYpI7JSA8x6dN1sdL+0ZABByefS5dzgcDofD4div2DNkBrjwRvzBBx9EtVrF7OwsqtUqstksSqVSIA18Q80QtJhTZ8N0CKvC6HHr8Kv6YMmRrXjGnyRA6vCqKkFY9YB9qCOrJMTaok57TB2wY7OwoXC2byVIdMw3NjZCvsy4+dK51fAvJS38aXNehsMhZmdnQ87UI488gkwmg5WVFQBAtVpFq9VKzKPaG5sPnTPNQbLEZzgcJiqDxULCdGyW1Gp/qkLpPHMuYuqkDRm0ZIaqYavVSiT8OxwOh8PhcOxn7AqZiYU+bRYOlYZWq4UTJ05gcXERc3NzwQGMhetYNcU6/uq08hpCHV0tMDBuDJbMxPrUUtIadsX2YzkYSmAsqVA7lBzofTa8Sfu1oWkxsqFzaR132r6+vo56vR76StsnhwqDKjF2HJZAqaOfzWZRq9WQzWbRaDSwvLyMfr+PxcVF9Pt9nD59eoQQ6XqOI392jDqHg8EArVYrQZZ0jfQeq0rZ54EKnV2XWLs6J2nkkPlTDH+LPc8Wl/v353A4HA6HwzFN2HEysx1hLpYUrK2t4e6778bMzAwe//jHh6Rx3VleHUS+cddzhDqysf1J1KHm9dYuLZls37brPdYp1/ySGIHQsLDYeLSaG9/MW3Jk7Uh7829hyYTabpHNZrG2toZ2u52wmXk8lqCps8+QPrXZJuvrvfV6HaVSCZVKBdlsFgsLC1hYWMDKygpOnjw5VnWjberI63Ol4YWW3DB/xpI0u9Zp86pEl+sVu8fabIkjx2cJbkwx2gxOaBwOh8PhcOx17JkwM3X8ut0uTp06hS9+8Yuo1Wq49dZbEyE86mCSbMTCnICk6qH5G+rUcj8bdcr5u5b5pfNOp1dzN9hWjOho9S2eSyMO7FuLAOjYONaYKsJ7t1KeWduy41BwHCsrK2HMLDKgNlnlyDrjbCttLxyuZavVwvnz58P+QocPH0apVEKn08HGxkYYY9q8p42VFcwsUSA012XcPKS1r0TZPp96XexenTse45yRZHFTzK2oMg6Hw+FwOBz7BTtOZtKc4Et9I2ydvk6ng4cffhif//znUalUcMsttwSnno6uKgqsMFUqlRJOoea22HAyDcGik93tdkcUGJu8rpsualiXVXisChAbpx6PXaO5NzbMTq+1zq0qQbEwOk2Ij4WpUQUiEVhfXw/kh+MnKeR12pYt92zDv3Tt1M7BYIB6vR7aajabOHfuHO69916cP39+ZN50DZREaXgbCQH3BrJqmJKhGMm0ZE8LMejcco14PcejeUNKlqxKo8c4twwv06IDW/nbckXG4XA4HA7HfsCeUWYs+Jb+vvvuQ7lcRq1Ww9GjRxPO3nA4TBQC0BLO+Xw+4ayzmpiqHNaZ1p+0QR1dSyTUkY690ef1JAG0Qd/Gq1NulRuG16miQXVByRbv0X5tWJuSEACh3dj9WsCAZIW5Gqq2pBEwHYOSFhseqD8LhUKCEPb7fczNzeGaa64BAKyvr6PdbicqxvGnKmexnCM+G1Yx0udI18CGmdmiEUpauC72uYmtj/1ui0DYohK6MaaqWw6Hw+FwOBxXC/YsmQEuOIgbGxu4++67Q2Wza665JhADvhVXx7zZbKLb7aJUKiVIgQ2JIuiQ87hVKjQsjeFVPKfOZ1oSv/3Oe1XliV2jORgcgyb8x4jYuHkEkvu6UDmwTreeZ1/9fh+dTieaW8P5U8c8LcyN86j3kpgVi8XQRrVaRaVSwczMDCqVClqtFnK5HEqlEoDRPBxLDtXxJ5Gx82uhoYqqKo1TUmJzx35IpvU5sQRW77HKT6/XQ7PZDOFllvg4HA6Hw+FwXA3Y02RG8zU+//nPI5vN4uu//utxzTXXoFwuB1Umk8mgVquhUqngzJkzaDQaAC441aVSKewtYzdJZB98w27f3tvrer1eQhkgEWHYW5pyQQdXlSO9TkPXCKt48DsJiK1Spm1aRUltsQpMrJiCHQNDnTQnxJKGNBVCQ7KUAFilQRWs2dlZFItFtNtt3HnnnWi326H4gLVNQ+/YBkMFOed2A1KdLyU5fJ5UbVHCoiqQroEdh/5MW29dA2tTt9tFs9kMG2O6KuNwOBwOh+NqxZ4mM8DFt/krKyv48pe/jGKxCABYXFxEtVpFv99HuVzGNddcg2uvvRYbGxs4c+ZMCOmylbViaoo6phqyZB13rVKlKoOGmalywrb0rb+GXFlVKOZo01YlM7rnjlUm2Jbm+aTtiaMKhzr2tj8lE4oYoSkUCok5tyFxljSxL4axaf5Ju93GPffcE/JdbO6SKk4kgxpSxmM6Ntptk+1zuVwgM6qgcQ4sGYwRONqtpNKun50/e34wGKDZbKLZbI6oiA6Hw+FwOBxXG66YzMTeBttwm3HnrxTq8C4tLeErX/lKKNsLICgvpVIJi4uLqNVqOHjwIOr1eqLUrjq3tjQwiUk2mw3hQXYs6ixbZ10VGzsnVqVRx1UJTYzM8GfMiU4LV7JzR9stsYvl2Cgp0GuZtxFbG7VDyQbJR0ylsfOibQHA0tISstksut1uWENLtKy99rsS19hcqe0kd2l2qlpjSZmda13ftL8Duw76bLbbbbRarYSCGMtHsv3qcSdADofD4XA49gv2vDKj6Ha7OHPmDL7yla+gVquFvJhMJoNHHnkk5FQ84QlPwKc//Wl0Oh20Wq1EeNC43AM6tYVCAd1ud6TksyoEloSos61v/WMfOt8azhQLN9I2lBToOSU3HIMirc0YbAgXx8zNGtPGrP1qOF2hUAh7AwEYUY14vR1Hs9lMrJOGk9k5tEn/SnyULOm6qEJjr7HPA6F7A6WpLGnza0mfbZd2dLtdtNttz49xOBwOh8Ph+P9xxWRms7e8u/kWOJPJoNPp4MSJE5ibm8Pc3FxIHH/ooYewtraGYrGIWq2GfD6PRqOBbrc7UkkrZjOTxelsaxiahnB1u13k8/kRJUYdfRtKZa+zYWw8Z4sE2E9aWBP3yFEnP0ZMeL3tWx16XqP2dDqdQOKsGmLt0lLSqnJZe2KKDdURLQmtYXkaMmdJmo5fx2lzguxcW1vss6EkRsehiJFVvd+SE51v2kHS2O12owR0K3BFxuFwOBwOx37DvlFm1PlrNBq45557AqGpVqvo9XpoNBpot9t44IEHEqWFu91ucJStc2pzPnhc905RZ5pVvag4WAWBsI61Ov5WZWB/liSwnZjjrlXaAIQcoVarlbiO5MzuUWPLRCup0iIHJHFaKtqqMjECl8vlQklhjtnuR6Nzp9exoIJWUGN/SnDYluYc6XrqullSZcPudA3HbToaU6K4BqoQ6Xrp+Eia9ffhcBieXc+TcTgcDofD4biIfUNmFP1+H+fPn8cXv/hFHDlyBE984hMT1c3uueeeEC6muQdpO90rQdBj3W435IooAVGnlcnjwGiuhVYo031xeK069dq2qhsxJUBBB5+J97FNNoFRZYGf2N4vluS02+1w72bQtjqdTtg/hnNLUmn7oB29Xi8obrrrfUz1YtifhgNyPbTogFVGYgqXVdBi47LnLCElYuWcLcHhWAaDAVqtVlBlLBlyOBwOh8PhuJqx78gMw5AGgwHOnDmDT33qU5ibm8OxY8eCozw3N4dutxucaZs/Yd/I0wlWRYIOtk04By6qPfxdiU0sQZ3HlLjo3jh6LQlQrF9VjngfcIE00ImP3achZvyu16h6oAn0VFhardbIXKRB7YiF9HEeLEHR79VqFZlMBqurq4nCA1axYl4O85t4jHsQWeUsNg9qtz2vUJIYKxBg50Chqp9+qMjU6/WwhjHS5HA4HA6Hw3G1Yt+RGeBieeJut4v7778f//f//l8Mh0McPXoUtVoNx44dw6lTpxIlmkkgeD+hjrSGUPE6VQOAi8RD94yJ5XKoo26Tz7UPbVMd8rRE/hiZURUo7V6bj2NDvHiOc9PpdEJ43traWiIEyqok2o+qXJakqB0xIsdzJE+azG/nFQDK5TJmZ2eRz+extLQ0sg8QYctmx8hMbK10fjj3aWRGlS2rIGm/2nen00Gj0UgQmdi8OhwOh8PhcFytuGwyk5YoPw3Q0K1er4f77rsPhUIBT3va03DLLbfg5ptvRqPRwP33349isZggMgBCvouqAkAyv4HfLYnQ/Av7lt3aR8SS3a3KEHsrH3O27b1pfdp2GMJFsmKVBjrbJH+8ptfrYWNjI5C3cZW2aBNJD0P9NARMx6gkkudYsS6bzaLVao2QP96Ty+VQq9Vw44034pprrsHdd9+Nc+fOJfpSAsHjWoKZdsT2wbHPhOZapRFKzYOJESYlg51OBxsbG4HIxNqO2bPZcYfD4XA4HI79hG1XZqbxzXGn08Hdd9+NYrGIarWK48ePY2VlBcCo08eKZExI1/AzJTM2pEpDzLTqmb6pTysAQNhcCqtYpDm1+tZ+M+c1zem1NpJE6OaiXFuOkTkp9Xo9QdzGgaqMqkSWzNhQOLU5k8mg2WwmCImds8FggEKhgFKphFKphHK5jIMHD4a1tWvKPqnoWTITG9M4Mq8qW9q9sWeK1/f7fTQajUDWpgHT+HftcDgcDofDcdlkJs2Rm0aHZzC4sGv6l770JVSrVRw8eBCVSiWhMqhDrSFZ45LkbZK/KhwkQ3qf3VU+TS3RtvVaqwJYWwiGYG22Fqo4kLwokeh0OgCAQqGQsFuJX6vVQr1eT4xTbbPQcDXNEWJ71tFXxYw264aXNkRQj62treH48eNhPW+66SYsLS2FsLhsNotOp5MgM1oumrbEQt/UTktsdL1tGWs773ovn71mszmyl86lKizbrchM49+1w+FwOBwOx77MmSFsiFi9XsfnPvc5XHfddbjllluCY8xKX+qwMRRIHVENwVIHlMnwhCUGbFdL+lrlxebfWCJjE/GVaFllRm1nW7FwN56LJf7zO5CsfEZFhm12Op1AepTEpSkr2p/uF6Pn2acqQUp4YvOhjj/X6fz58zhx4gQymQyuvfZa3HzzzaF62unTp0M1OhIZ+8zY9aNdSqSU7Nr71RZb+lqv59zlcjlsbGyg0WgkQs4cDofD4XA4HHHsazIDjBKa1dVVfPjDH0alUsGRI0fC8VgYjTrjqtbEwsZisKRAf9r+YqqEEplYuJX2M85RZl/W8dZQL21DlQXrnDNvhsSMJYNj/cZgyyIPh8NwP8O8LDmx4Xy2OIEWWACAarWKmZkZnD9/Poy92WziwQcfxMLCQiCxJGFa2cwSKI6fKp6eU5usCmPnggROK9JZstJut738ssPhcDgcDsclYEfIzLTF12tITyaTwfnz5/H3f//3eOYzn4lGo4FyuRwcWq1kpooLHVbd2FFJQqxcr3VIx5VC5jmtrqZhbFblUNVAnWLdDNRW6YopP5ojon2QtMTGkc1mUSwWE+FnMUUnNhecK7tZJYkMlQ9Vlyxx0PHrGpMkZLNZzM3Nhf1ZSGI3NjbCHDAfiH1rP5YEElq4gM+G/aQ996ooKfHiGrXbbTQajRFi6HA4HA6Hw+FIx46QmWkiMgRJB0sK33XXXVhYWMC3fuu3hupl1nFWkqGhY/xOxCpTEap0bFbpi2/lNSRJiUxaaWYlODpePW/DzGzImo43FhqlIWy8t1wuo1qtIpfLhdyTmHNvyZYSQ7uhpSV4NuwrRmKs0rO8vIy1tTV0u93E2Gu1Wphj3ajTzqmqNDqXNsSM59M2W43l1WQymbC3EcfIinBanU3XyOFwOBwOh8MRx66GmU1asVFHvdPp4O///u8xOzuLpzzlKThy5AjK5TJarRba7TZKpVK4zzr7fLMPIEqCFDzO0KZYKJmCOSl6r3VulRzZYzFbdfyW8MRsUAUhn8+PEA0Sklwuh2q1imKxiLW1tdS8ELVHQ9uKxWJCaSHBiKlcGsYVmwsqJpqHw/kpFAooFovIZC5smKk5OrxXFTa2aYsP0A7NWbJllm3hBdqjpZvz+Xwgf51OB61WC81mc0SV0b+XGHklYrlQDofD4XA4HFcDdpXMTJNik81mUa/X8YlPfAK1Wg2lUgn9fj+x9wkwqnbEHNzLcSTHESC2ac+nkQ89H4MSBlsJzY4zVoCAJEUJBI9VKhXMzMzg3LlzY8eqzvw4W9U25s8wDKzb7QaywBAxhqSxPU3kJ/Gg8tZut0f6JYmyCopV22J5MCRllkzY+SbJ4XENBSSRiT1X0/T34nA4HA6HwzGN2PcFACw0iTuTyeDMmTP4yEc+glKphFtuuQULCwsolUrRt9+al2ET5/UaYHSzRPs7bUgjJjGis1m4miU+hJIRW7wg1o/argpPzKFnqesTJ06MlHa2tiuR2oqjTmVldnYWALC2thbC3HQNdC8fzrGWfo4pPWqHPhM6XzoXWoiBuUK8X8MBLfll31SKOD/dbhf1eh31ej2oNHb+twpXZRwOh8PhcFytuOrIDJB0/vL5PE6fPo0PfOADyGQyeOxjHxuc2UKhEMKs+v0+CoVCKOVLx1VDvagK2FwbAIlwJCC+8SYw6uTHlBLNR9HPOCgRorO/WfhajMAoOeDPI0eOYHFxEUtLS2EPGKpcVrVQ2zVUT/NUNC8ll8vh0Y9+NK677jo88sgjOH78eCA1aXOmx6nuUG2hoqMql+YCxfKPeC/bi82dzTfiXKkio6Fp7XYb6+vriUICDofD4XA4HI5Lw66TmUnlzcT61fyFEydO4KMf/SgqlQra7Tbm5uYS+Rv69l2JhXWqNW/EVuyiI605FzYnxhITVQ1smWZ1ri3p0X1a7DzoT1U49DiQ3NyR35Vo8Pr5+XkcPHgQq6urUZXBzpkdp56z+70Mh0Osr69jfn4eBw4cAADcfffdaDabCRKiYWz6XceXz+fDXGlejF1bHZ99XuwcKlmx11ryyfnsdDrY2NhIEKhJk5lJ/V06HA6Hw+FwXAl2ncxMymFK61eTv++55x4sLi7i67/+6xOJ/SQlTNCOVRjjcetEx85vhczYHA51jNV5ZsEAuyeMqkA2zEoVl9ieKbyGuUMxQqK5IDMzMzh69CgefvhhNBqN0I/tg2PUD8mLzo2GefV6Pdx1111YXl5GPp/HysoK2u12QjHL5XLI5/Podrvo9XrhnBKIXq+X2OxTVShViGL7/ViyYSuu6blYdThd2263i5WVFdTr9XA+Vshht+FExuFwOBwOx17EFZOZvfxGdzi8UE0qk8mEalef/vSnw8aK9XodMzMzKBQKCZJAUsOQKkIVEhIM9gMkSwuPy6+xygzPWWVIc0YsmbGEiL/TJt1DRgmX9q1Khu7Bo3kqmmeSz+fRbrdHCIC2bxPduQEnCUyv1wtVzZhn0m63Ua/Xgw0ssQ1cIA+zs7OYn5/H2toa1tfXMRwO0Wq1kMvlcOjQIQwGA5w9ezYQPzvHalNayF0sX4jgOVZJU/Lb7XYTG4Gur69jfX19JLwt1q7D4XA4HA6HYzwywy3Gt8zMzOy0LY5dRloI2uVgL5PaaUEs1G8aUSqVcP78+S1dqyqbw+G4eqFhypuhVCqFF1YOh+PqxlZ8iPQyT7toxF5vy+GqwuViWp9p//twOBwOh8OxF7DjOTPb6eROa1vTinEOqQ1Ju5y2NWTOcXmwVdO2q60rha+pw+FwOByOvYAdV2aAUSfNVtTa6X7T+p80JmlHLLF9q2Weea3+vBRs1sdWbbiUvmJtbsf8b3Wuxs3tVv8+bDtXOkfT/vfhcDgcDofDsRl2pZpZrCRy7PhO9ZvW/6Sx03akbRZpScxuO6+b9bdb4VLbMf9bsXWza7b697Hd6zTtfx8Oh8PhcDgcm+Gq3DRzP2OrYUssz5xW2Ws71RGF3csl5rCPO38p/ehPYjvHtZWxbJcNaXvR7NQ6ORwOh8PhcOwFOJnZR9ASwuOcXLu3TazCzE7lwkxaldmucaWpWzulpnjol8PhcDgcDscotlya2eFwOBwOh8PhcDimCbtSAMDhcDgcDofD4XA4thtOZhwOh8PhcDgcDseehJMZh8PhcDgcDofDsSfhZMbhcDgcDofD4XDsSTiZcTgcDofD4XA4HHsSTmYcDofD4XA4HA7HnoSTGYfD4XA4HA6Hw7En4WTG4XA4HA6Hw+Fw7Ek4mXE4HA6Hw+FwOBx7Ek5mHA6Hw+FwOBwOx//H3ntHSXZVV+O74qvQuXtCT9YojDRIQhJRIoNF/vBnvs8YsA3YP8Br2SabYEywwQsHgonGXmRsWPizyeAgMkiAkBCMRmk0eUYTO4fK6ffHrHNn1+n7qqtnuqe6p89eq1Z1vXDvufe9kc6++5xzVySMzBgMBoPBYDAYDIYVCSMzBoPBYDAYDAaDYUXCyIzBYDAYDAaDwWBYkTAyYzAYDAaDwWAwGFYkjMwYDAaDwWAwGAyGFQkjMwaDwXAR47Of/SwikQjuvPPOTpuyZDh69Cj+6q/+Co9+9KPR39+PoaEhPPnJT8Z3v/vdTptmMBgMhiWGkRmDwWAwrGh8/etfx9/93d/hsssuw1//9V/j7W9/O2ZmZnDzzTfjM5/5TKfNMxgMBsMSItJoNBqdNsJgMBgMS4PPfvaz+IM/+APccccdeOQjH9lpc5YE9957L9atW4ehoSF3rFQq4brrrsPs7CyOHj3aQesMBoPBsJQwZcZgMBhWGV72spehq6sLR44cwXOf+1x0dXVh48aN+NjHPgYA2L17N5761Kcim81i69at+OIXv9h0//j4OP7sz/4M11xzDbq6utDT04NnPetZ2LVr15y+Dh8+jOc973nIZrNYu3YtXve61+F//ud/EIlE8MMf/rDp2ttvvx3PfOYz0dvbi0wmgyc96Um47bbb5h3Pwx72sCYiAwBBEODZz342HnroIczMzCxwhgwGg8GwUmBkxmAwGFYharUanvWsZ2Hz5s34+7//e2zbtg1/+qd/is9+9rN45jOfiUc+8pH4u7/7O3R3d+MlL3kJDh486O49cOAAvva1r+G5z30uPvCBD+CNb3wjdu/ejSc96Uk4fvy4uy6Xy+GpT30qvvvd7+LVr341/uIv/gI//elP8eY3v3mOPd///vfxxCc+EdPT03jnO9+J97znPZicnMRTn/pU/OIXvzinMZ48eRKZTAaZTOac7jcYDAbDCkDDYDAYDBctPvOZzzQANO644w537KUvfWkDQOM973mPOzYxMdFIp9ONSCTS+NKXvuSOP/DAAw0AjXe+853uWLFYbNRqtaZ+Dh482AiCoPGud73LHXv/+9/fAND42te+5o4VCoXGlVde2QDQ+MEPftBoNBqNer3euPzyyxvPeMYzGvV63V2bz+cbl1xySePmm29e8Lj37t3bSKVSjd///d9f8L0Gg8FgWDkwZcZgMBhWKV7+8pe7v/v6+rBjxw5ks1m84AUvcMd37NiBvr4+HDhwwB0LggDR6Jn/fdRqNYyNjaGrqws7duzAXXfd5a777//+b2zcuBHPe97z3LFUKoVXvOIVTXb8+te/xt69e/HiF78YY2NjGB0dxejoKHK5HJ72tKfhxz/+Mer1etvjyufz+O3f/m2k02n87d/+bfsTYjAYDIYVh3inDTAYDAbDhUcqlcKaNWuajvX29mLTpk2IRCJzjk9MTLjf9XodH/rQh/CP//iPOHjwIGq1mjs3ODjo/j58+DAuvfTSOe1ddtllTb/37t0LAHjpS18aau/U1BT6+/vnHVetVsMLX/hC3Hffffiv//ovbNiwYd57DAaDwbByYWTGYDAYViFisdiCjjeo8OV73vMevP3tb8cf/uEf4t3vfjcGBgYQjUbx2te+dkEKikDuee9734vrrrvOe01XV1dbbb3iFa/At771LXzhC1/AU5/61AXbYjAYDIaVBSMzBoPBYFgQ/uM//gNPecpT8KlPfarp+OTkZFNVsa1bt+K+++5Do9FoUmf27dvXdN+ll14KAOjp6cFv/MZvnLNdb3zjG/GZz3wGH/zgB/GiF73onNsxGAwGw8qB5cwYDAaDYUGIxWJNSg0A/Pu//zuOHTvWdOwZz3gGjh07hm984xvuWLFYxCc+8Ymm6x7xiEfg0ksvxfve9z7Mzs7O6W9kZGRem9773vfife97H9761rfiNa95zUKGYzAYDIYVDFNmDAaDwbAgPPe5z8W73vUu/MEf/AFuuukm7N69G1/4whewffv2puv+6I/+CB/96Efxohe9CK95zWswPDyML3zhC0ilUgDg1JpoNIpPfvKTeNaznoWHPexh+IM/+ANs3LgRx44dww9+8AP09PTgm9/8Zqg9X/3qV/GmN70Jl19+Oa666ir867/+a9P5m2++GevWrVvkWTAYDAbDcoCRGYPBYDAsCG9961uRy+XwxS9+Ef/2b/+GG264Ad/+9rfxlre8pem6rq4ufP/738erXvUqfOhDH0JXVxde8pKX4KabbsL/+T//x5EaAHjyk5+Mn/3sZ3j3u9+Nj370o5idncX69evxmMc8Bn/0R3/U0h7ZrHPv3r34/d///Tnnf/CDHxiZMRgMhosUkYaOFTAYDAaDYQnxwQ9+EK973evw0EMPYePGjZ02x2AwGAwrGEZmDAaDwbBkKBQKSKfT7nexWMT111+PWq2GBx98sIOWGQwGg+FigIWZGQwGg2HJ8PznPx9btmzBddddh6mpKfzrv/4rHnjgAXzhC1/otGkGg8FguAhgZMZgMBgMS4ZnPOMZ+OQnP4kvfOELqNVq2LlzJ770pS/hd37ndzptmsFgMBguAliYmcFgMBgMBoPBYFiRsH1mDAaDwWAwGAwGw4qEkRmDwWAwGAwGg8GwImFkxmAwGAwGg8FgMKxItF0AoLu7eyntWFR0Mg1IdrReKWhnrmRMnZjXSCQyp1+fPa3mPez+dnG+97fbtq/d8z3vu05jofcFQYCxsbHQexjRaLSj/x4NBsPyQDQaRa1Wa+vaIAhQLpeX2CKDwbAS0I4PsWyUmYvV4blYx7UUWE5ztZxsMRgMBoPBYDD4sWzIzEpTNNqFHpc5yeHo5Dsgz0W+L9b30WAwGAwGg+FiwrIhM8D5O/orgSgsByd5ofO0Eub1fG2U53Ihn4+2ebF/ny9WwnM3GAwGg8GwutF2zsyFcmzOp5/lQBQE55vPsdTzbYTm3NtYyrmYr+3zPb8Y9yynf2cGg8FgMBhWN9omMwtFo9HomNMTRgh8x9nOhSZC+5LTDX7Ml7x+Pm0upIjBckEn/30sBO3++zAYDAaDwWDoBJYszGylOD4rxU7DxYWV8t6tFDsNBoPBYDCsTiyZMtMJXOgQHd/18x3rZJnjTqLdsLtzbXMxrzX4oYskGAwGg8FgMHQabZOZTq/QhjlQy5kcnE8Y2nzzfS6hVfPtl7LQ83LNfHuYXIhnc77vwWKEfc0X3rgcsRz/3RgMBoPBYDC0i2VVzexiRSuHsdFomENJuBBzEUbKLqQNBoPBYDAYDIbzx4oPM5tvRb3dFXfeX4QJRqt7w85xOE5YaE5Y2FUrR1sXLmh170IT7ltdz/dFo9GW9/hsDZunVve3c34hbdbr9TnXLMQuxnxkyPd3q+e9FCF47cBIm8FgMBgMhpWOZVWa+VxDhRbqpIddx+3UajUAZ5x3Oaed1LB+6/W6c559IUeNRgP1eh2RSMS1L4hGo033xGIxxGIxRCIRVCoVVKvVprbCyAzf5xsXt+EjKOxk+4iAHg+Tq1YO/ELzXDRp4+cgdvvULTkm9oQRBm2/Hlu7YXLyPMNC8yqViptrsVuulfmdj8jpNlthsTdrXSnV1wwGg8FgMKwurChlZqGleBeSu8AqRCaTQRAEAM6SGXZUNQEQ1Ot156z6+mKi4iMyvmtSqRSCIEA0GkWxWESlUplDHLSjHolEkEgkkEql2nJAfYQKOEOIeG70eSY5PqWIyYbPuZb7ffPAZITP6+eg25Lj2h4mDL5n14rMtLpGUKvVQtsGgFKphHK5jMOHD+PkyZNN5CaRSDSNeTnCiIzBYDAYDIbliBVFZpYakUgEQRBgaGgI2WzWOXCxWAzxeBzxeNxd53NaI5GIu07uZSUkkUigVqs1kR6tigiZEUc6CAKkUilEo1FUq9Wm9lg10nYkEgkkk8k5RMHnlLK9MgYfIQCAIAic8+1Tn8LIjO+8Vk8YQlBEYWKCpdUjJgF6TsVOHos8R7bNZwPby8RRq1sAnGIm74oe5+zsLBqNBg4ePIif//znOHnyJGZnZ1Gr1eYoTMuV0BgMBoPBYDAsN6woMnO+pXjDjtXrdcTjcQRBgOHhYfT09CCRSDQpB8lk0h1rNBpNDnEsFnPXCpmRvmq1mnPI5X4OYRPn3BemJOfFQQ+CoEklYqfdRxhYJfJ95H7pR9qQPsUu7kfUGiYFrHqIw88kSuf6SPtaUfEhHo832cN9+HJ6eA5l/PLMeHx63rhtbZMmnKKOcV/yzEVp0eqVzO+VV16JRqOBH/3oR0gmk5idnXVhiQsJazMYDAaDwWAwnENp5uUSO38+OQEyBlllF2d5YGAAvb29SKVSiMfjTkXh3BFWVMTBFjIjJEWTkng8PoeY+AiFL+RMO/H6WKsx+ubMp9L4jovzz44/ty2OO/fF94UVUPDl/IQ9O32vz/b53kdWu1gJYrv1GPSxRqPh1Kharea1V0gTX8MkSP4OggDXXnstxsfHsWfPHtTrdeTz+QWRmHP59xd2z0LzmoxoGQwGg8FgWE5YsDKzHIjM+YKd+EQigUajgb6+PvT19SGRSDSpC/V6HZVKBZVKxeWhCMRBlXwJWX3XJEVW7eWcqDG+HBq2sdUnLDej1f3tgp14DuvyXecLw/KdY7tYrdDnGT6CN99vPq5JnyYzvjHrNuS4PEMJfdP38fNmpYXzjiKRCJLJJADg8Y9/PIrFIhKJBMbGxjA7O9tE9JYrLoZ//waDwWAwGC4erKgws8WAXomORqPo6enB0NCQU2TEceUQMCE0AJBMJl3oWDweR7VanRNWxBWrmLTw32yLL3+GHXFWZdpVZjT5Eed8vnvZ+a9Wq3NyQHzXs51hxABAUwieDkfzKVNyXTtKk++cT3FiG+U8h5bxcxCiWq1W3TwymdFFDLTqxiRH/i6XyxgYGMBNN92E733ve5icnHTX6/weg8FgMBgMBkM4llVp5oXgfOzhEKp0Oo3+/n6k02lHZIRwMJnhHBipRFWr1VylMXZqw5LKtaOvVQKf0uFDO+FAYcUFdFngdvqejwD5zvkS81m9kRA/JgBhVcZa9R2WLxP2t4BDAsU+n/LCuVGtyAyH3vEY5T7Ot5J3Z+3atdi5cydOnz7tym6XSqUm4jRfTtF8cyL9t/PvZbn9GzcYDAaDwWCYD4uqzCyXfBqgtQMnNgZBgMHBQfT09CCZTDoiI86vkBmu3lWpVFx+DIctzedEtwoN86kt5zOPrULLtPOu72FbF+rcatt9IWE6Z0UrSJpELaTv+cLSeOxCKAScV9Ou2sN5Mb4iCAxuX5BIJHDllVdicnISv/zlLzE9PR1KhC80fIR5Of37NhgMBoPBYAAWmcysBEeHw516e3udKuMrASy/JZys0Wggn883FQTgamUCdop1ErjPSWxFPuYbR9g5JiStwrT0Pfp+vk5XNgvrW/r1hc3xNVxljOe+1ThbkbSFzKNWPua7R8bOVd+4XyZlvpLUwNx9d+LxOLq6unD99ddjYmIC9957b1MbYcSoU1gJ/74NBoPBYDCsLly0OTPaAZSwJsl3WbNmDQYHB114GZMXdiBZpZE2JFG7Wq26fBlxyH33aUUCOEtsdI6NtjlMsdBEyRcmphUEsYOdah16ph1pOa7zfHxEjaEdcR2GpUmA3OODLq3ss49D1XzkTasuPtIR1r/ObdJjkufMc+VTtnwkMxKJYGBgAI95zGNQKBRw//33O/Wvk1guBMpgMBgMBoOhFc6ZzMy3Yqwdw/muXWic/0JWrNm5bTQa6O3txZo1a5DJZByRke+wvuQjyfBSjlk+mhBoYsB2aNLhc6Y1aZBvHUrly9HxKS7Sj25X59YAmDMebkvbp21tZyyaeITl8fj6aVUIQNqW3Bcd0qbHwefms913nz7GCpa0xzk1XMqbiVwsFsOWLVvwhCc8AdPT0zh06BCKxaLbUHMh/5bC5nG+uTUYDAaDwWBYiei4MnOhQlfE2e3q6sLg4CCCIHAbWbLDr6tT8b2RyJnSuuLsS5hZrVZzeTW6apjcz86trnQm+TetQqh8xMOXX6HJlNgkTr7kieg9bwSSlK9VGZ9DrZPo2V7fMd+YeBx8Hfepw9XCxtmKHPpIhxAMSfr3kSUmIz7Fq1WOi25PxuGrDpdMJnHFFVcgn8/je9/7Ho4dO4ZCoRA694uBhSwIGAwGg8FgMCxHdJzMXChEIhGk02msXbsW2WwWQRC4pH/OgWnlJOud6yWHolqtNlXmEgeZ7xclxxdWFZZsr8v9io18XisbmoBpx54JEW8CqvsMc3TDSIFPtdBttno22k4mUWEOt+9Z8fFWpKbVnGgCokO+wghnqzlgO6WyGbdbq9UQj8fx8Ic/HPV6HT/96U9x/PhxzMzMuLBGIx4Gg8FgMBgMzThnMjOfY3W+jte5tq/zGcQhDoIA69atQ09Pjyu3y04nJ4Lr6mI+YsAr+aLQAGjaOFPaZQLEx4C5qgM78fq3Vm84nCosJ4YVEJ/jL2Ngu8M2s+T2mSzo69k+fb9WvLSCxN/8/HyhdFpZ8hE5X4I/E894PO4lK9w3k1Mu1+2bI51Tw23yZqGcNyPPUIpJPOxhD8P09DTq9ToSiQRmZ2eRz+eb7PbNb7swUmQwGAwGg+FiwUWpzGgnNh6Po7+/H/39/QiCAIlEosmhBNCUL+NTOLRCoEmIXj3n64W8aCIi7YgdvvNhygOTNW03kyCf4+oLadNJ6WFt8988Bp/i4Qu187XTimz55p3b13kxrfJfeF7lHD9bfmdaEUrf+8Bt671nwtQq6VOIpJDiIAhw7bXXIpfLoVKpoFwuo1QqzVH79HgMBoPBYDAYVhsuWjIjakMymURfXx/Wrl2LVCqFRCLhwst09TFBOw62DlESQlMul5uUHyZJrXJENNhZ9REeVg00+fApFWHt6/GwEsHzqcmIb470fPmIQ9hYw8iST93R1+n5amd+Gay8aOVDP7N6ve72I2LwfGmSqN8fITAcJqjD2wYHB3HttddidnYWuVwOxWLRPQd9rcFgMBgMBsNqRcfJzFI4ZRwu1d/fj3Xr1qGrqwvxeByJRGJOGFmYLb4SwAw+LnkQlUqlKQTKFwbF97datdeExVcKWasifJ+PiPnmSlQB3Zcvl4iVCSZ0vjGF5eKE2eGDLrXM4/U9R01mfGRIvlkZCSN8WpXxkUatvmii04qY+Z6pzPGGDRtwzTXXYGxsDDMzM+54pVJBtVo1dcZgMBgMBsOqR0c3zWzlhLUKD2rHjkgkgmw2i6GhIXR3dyOZTLocCR1WpCuQ8Qq9Jha+vuRcPB53lcmkXV/+SlgIlw7/0s5ymLITFublO+azn/vwzY+PhAkBCFNbAMxRpXQOCisNco0er1Z5wlQzTVIEPuWNyYnkoTB8pIPv4ZynsDA/HrcGt+cLMZT5SCQS2L59O8bGxjA1NYWRkZGmedMhdu3CSJDBYDAYDIaLBR1XZpYC0WgUQRBgcHAQXV1dSCQSLjRIqpf5VvrFoZQNNOWYoBVZE3WmUqm4cs2SXK6dx7DqZWwDQ6sBPuc+TDXytd/qmITIcSgTk7tWpYpbgcesxy9/+/JftKPvU6L4W9szHwFlVcp3va4Y5+tT3+dTbDQZ5sINul0ma9lsFldddRXGx8dx++23Y3x8vGnedY7QQnCu9xkMBoPBYDAsF1x0ZEZIxcDAAHp7ex2R4fwYuU6IS5hSAjSX5m21yi7nmQSJSiMEQTZBDCtVrEtDA3OT6H0hTO0SirAxMHwOug5zW2heChMh7YjPZ4tPrdLEYT6SqcfFx8WO+fJ5pA1d+axVn75+5bwk++uqecDc/JuhoSE89rGPRaFQwK9+9SvMzs6Gtm0wGAwGg8GwmrCoZGYxnauFtMV5H1K5bP369Uin045IsMOqw3wAuH0/eHd23/WCsHAiUXXCVvLZOWc1QffHaOXAszKj1Q5WHMTGMEdbrq9Wq3PycbQKJKqChGmxTT6iwqRIH9Pn+F5dLlvPCUNXOePrwkIENXzX6DA1DgvTRNg3B3KOrw3Ln+FvVm6SySQ2bdqEJz7xiWg0Gti9ezcmJydd3oxU5xPybCTHYDAYDAbDasFFocyI4xiLxdDd3e3CyzhkyqeI+JxPznPRakAYoWACJMqMHBMHUxML3Ua7DrfvOt2Otl1fA5xxyoWIcNu6qpePmDDZ0HOgbZmvQIG0yeFc7PBz6eL51Bmdx+LLl2k1rzpnR0O/K1xS2UfOfIRYb5bJbWtbdRGGTZs24bGPfSzy+Tz27NmDXC4XGiLXLqFpV9E733sMBoPBYDAYlgIrmsywY5xIJNDV1eUql/kqaQl85ISv8znNYRWv9P3SBitCQmhYBeJqZ+zEaxtZBVmIwy1/a/LgG5tvLnSbepyaXITZ4WtbO9q+JHg+zmoDh7yFkctWffkQRtZajY3/ni9EzUfEfKGG+jlpW6LRKC655BI85jGPAQAcPXrUbagpipoRDYPBYDAYDKsJK5rMAHA5KdlsFmvWrEFfXx8SiUTTCnlYiWWtZjDBkN++/Uf4HobkzGhnVX77ck6YtLDjy/aGERptix6jKAfi6PqKHYQ547425XgrYqTn06fWaLDTzk48XysKDd/TikRoW+YDkz4eZ6scI1aNuK9WxJnbDHufdHU9VvzS6TQe9rCHuU1ajx8/jnq9jkKhYCFmBoPBYDAYVh1WLJlhxSQIAvT397uEf+30+lQC7bTyMWCumsNttXIYfeWFxZ75kve12sKkICzXxnetzEsymUStVmvaQ4Ydb72viY9whJEZ7ms+ssJz47O5FdEEmhPimdQx2fPZzd+t7NLXhM1xq/t1362KOTCx5TExuZSQNN1PJHKmwtnOnTtRKBRQLpdRqVTQaDRQLpebcpjmG3c78N1vhMlgMBgMBsNyQdtkZqnDV3wJ0fM5TZHImfCynp4e9PT0uA0x2SnksKT5KnnpFXWg2WHnv8OqWrGDrW3wXccOLq+s+xx9rayE9a3H60uu9/2eb15aKQ++44Iw1UH34Qs10/f7Kstxe6xehRG0VmP2KU/tXOvLXfHlL7HKElbmer45rdVq6O/vx9VXX43p6WnMzMygWCyiWq3O2YfGYDAYDAaD4WLGilVmJLysu7sb/f39CILAVRITZ1DyVlrlEvjCpVqpH5rk6DK6ul12qtl55ZV3TZT4Gp+T2ypsSRM2UYbCyku3UoZkHsLyc3yYjzBy275+9DndpsybfIcRRSa1C82bkT7D3hvftWGKky/kjpVDoLkkt8wDF5Xw9QkA69evx7XXXovx8XFMTU2hWCwu+aKDwWAwGAwGw3JC22TmQq/y6v50PkA8HkdXVxcGBgZc5TKtwnAVLF75F2hi4EsuD1MbfE67Vh18+ToCTYKYlLSyUxMvn23SBhcamC8nxTfnYUTNNy+tbNF9hJGjMOLgIzlSFWy+ks2twsXmC4nzvQda4dFjkTwrfZ5DBTXR8o2BybIOs5Nr4vE4tm3bhkc84hGYmprCgw8+2HS9EGhTaAwGg8FgMFysWBHKjDjm4rzGYjGk02n09/e78DKuNsZ7vYQRA12CmXNbfKvnGtyXL6fFRxr06r2MS5MZtlPgS96XdvS3tMP7jmi1KWzVn6/nwgO+sDVtaxgB5H5qtZqX/PgIn9zDzjyrXNJWWAGD+RSlMFLH9/uuFaXLl7/TLkkTMhJGNLTyx6SEn30qlcK1116L2dlZTE5O4tixY+6dkndYl+A+V7Qao8FgMBgMBkMnsCLIjEBIShAE6O3tRXd3tyMyQirk2+cgC+HhawB/kjuvbvucN0609jnTvv596gYTGa5oFqbohLXL6pLOFQnLk5nP0efP+azu+9rxkauwe33KkoyNyeBC7BH4CA+TFJ9C4ns2vj1npC0hlTwWuU63qeeLw818al4kcqYgwMMf/nCMjo4il8thdHQU1WoVtVotNG/IYDAYDAaD4WLAsiczOucgLOFfrm3lIOucF3Ym2wGTFt6h3Wevj3RwGJnOk6jVak0kS+dhaHIVptJo51gTGT6md7BnsPKkE9XlfDtkhNvS0NXQtL2aTOi+hLjpfCO+v1W/vvblOL93cp5JhS61Lf0z8ZJj0rbOgwkjivr5stLH17ACt2bNGjzpSU9CpVLBz372M4yNjTkSFfYMF4rzuddgMBgMBoNhKbDsyYwgGo0ikUigu7sbXV1dc8LAxGnzJW5rBYSdf52/wNe1gi8fh20JSyDnsCS+V8rrtlpJbyffxHfOV1wg7L6wPBQdbsYOsiZUrZQcn9Kkx8fnfKRQ4Ct/PJ+S5CN4PO9chY7Ho48x9NywaucLV5T3NAw8HiFA1Wq16Tnw+KW9zZs34ylPeQrK5TLuuusuTE1NOVs4TPN8lLYw8mswGAwGg8HQCZxXaeZWTk3YinO79wsk/CoajSKTybhkf99Kta9fcUJ1AnZY6JImMq1UBZ1g71t1b4fMyPXicHLIkrZBqzphcyDjkLwSdop9pZrlHlZ2fGSM1RAfYWRFQxM8tlGTMnbQ9TPxQTv0rSrWiT1h0MRS5krycuR94+t97fKc8+9WZbx5zn3zweRDvnUulMxDLBbDtm3b8OQnPxmVSgX3338/crkcSqUSKpWKl6gaDAaDwWAwrGQsujKzmKEo7AAHQYCuri4kk8mmHJkwssBOqVzrSz5nhBEE+c2OoDjrumoah3Dp+5lMMeHg/AldrtmX36JVprBzANymmUEQNM0JX8s5HWE5R9xHu4SjXfja0WMKCyXzXbOYtgl55HnzKTRanQmz3UcWW6kd/M5om/gZcXGGSy65BDfeeCPq9ToOHjyIyclJtweNzunRfYmdYXYYDAaDwWAwLCcsemlmdtzPpQ2fgyhEJpVKNSkDYYn3OpSmlVric6K1s6//FnDBAQ69ElKgq0hp8qLVIHE2JX+G7ea8C5+9PrWgVqu5toIgQL1eR6FQQKVSQSKRaFIG2FHn3I6w+eJ8k/nmlNHKYdZOu2+cPoRVhON+WpWZbgWdh+VrW67TY9DEVkgIqy5ClPhd8SmamkjLcU2wJBxt+/btyOfzyOVybkNNeR/mC1X0wYiMwWAwGAyG5YhllzOjw6sSiQSy2SzS6XQTSalWq4jH400hWWEVoYCzuSC+VXNOwG+VMK/tk9K67MiKasTOPrfnO84qT61WQ6VScRt+6nH5ksi1QiXtVatVNBoN9PX1YePGjahUKjh48GCT/TqRvV6vu7Aq7qPVyrzcz3k0+rzMpTjbYUSgHfAu9/z8NKFhlU5++wgpg4siMMGU361ygjRplmpibAuPMxJpLs/MSfp8nQ4p0+85APes5ZNOp7Fjxw5MT09jcnLSjaFcLrtnoG33jWmhpMdgMBgMBoPhQmLZkRkmEPF4HNlsFplMpkmRYKfN56DqFWsmHXx9o9FAoVBAJBJBKpWa4yD6yIx2oOVYIpFoukb61nukaKeRSVc8HnfhQFIQoKurC319fcjlcsjn8161KGz88Xgca9aswVOe8hRs3boVk5OTyOfzOH78uHOIdcEBUQoAeImJXAfAEUCGLwTLl18T1marc9yWzzYhfj5lg+epldMeRuB8bernyH/Ls/c9a+CsasaEUiuJPvtkDvQ1PnLb3d2NHTt24NixY7jzzjvdvFnImMFgMBgMhosFS0JmzsdZYkc8m82iu7vbhZdpVKvV0NwZgYRtSdtsoxCSeDyOcrmMdDrdZAOv9PtW9IMgQDKZRKVSaXKwRaHhcr5yj/TN4T7y4U0Oi8UiMpkMrr/+elxyySW47777sGfPniaHPSwkS9SEdDqN7du3Y+PGjajVapicnMTExITrQwiYzA/PCT/DVnPrC3uT71akYr6EfP27Vaig2M0baeo+2c6FlOPWBCMsL0eOt1ucgUPOJLRPUK1W54zVp6To375CAhs2bMCNN96IiYkJ3H///XPUR4PBYDAYDIaVjCUhM+ez6itOdDKZRDabRTKZ9LYrzhuvNOvzWsXgqlScz7BmzRoAQC6X845Dr9BLCFcQBIhEIiiXy2g0Gi4PRe5lZYad6nq97hxW3bYQp3K5jEQigXXr1uGSSy5BLpfDsWPHMD093WSbz/EXSBjeqVOnMDk5iQMHDmByctKF7OlkcE0ydHgdj0PslnHoCmlhuSa6AAH3rUO4tCPf6vky6fDdr9Udvrad95VDz/TcsG1M8PRcSd9aZdQ26ZyYMGKk7fOFNSYSCVx++eW48cYbcfLkSUQiERSLRZTL5XnHrMdpao7BYDAYDIblhvMmM61Cd/R5vdofdo+ssMv1or5wyVyuACa5CXI+Emmu0CXfvryaoaEhbN68GQBw3333AUBT/gyX59VKSywWQyKRaCJJOqeFyQznUAh8DrWExvX29iKTyTSFB4U531oBkhC6vXv34siRI0gmk2g0Gshms02Ot+TI+Mo1i2LDjjY76jI2yfFhu1ghkRwNfj5h4HdCrg8r9OBztEVZkveByZPuh4mCT9XQ/fD88vOQueR3jN8Rbpv3e2FlkJUVXaXOR8jC5oOfldwfj8eRTqedEiflucPyZAwGg8FgMBhWCi7ophPnsrLLFcM4RImdUK4CxuWNNXQyt4RhrV271qkrwNzEcT4WjUZRKpVQr9cxPDyMa665BuvXr3cqiF5NZ4eaP1wBjUtNc4ndZDKJer2OiYkJnD59GoVCoe15Ewe2VCrh5MmTyOfzSCaTCIIgtBIcg23Xx30fccx9DnnYc28VRsVzNN9747OFw7jacdi1ysNkRB8XosBV9XyqUavKbO2Ma75xhr1TPBbJv6pUKiiXy64AgMFgMBgMBsPFgPNWZuZzFMPOn8uKcFioECeiz7d6zY5fvV7H9PQ0xsfHcezYsdCEbyEdmUwG0WgUU1NT6Ovrw6Mf/Whcfvnl6OnpwY9+9COXOyN9Af6KZ0IUeFzct5CCiYkJ3HHHHYjH4zh9+jRKpVLTfa1IQiKRQCqVcg59PB5HV1cXpqenkcvl2nouvpAzXzgUP4cw577V85jPFv3dijhoEqPVuLC+9Pvks0Ha85Ewvo7JtE9NCyNfvvH7wst85E/G7MvZicViTYUG5iOyBoPBYDAYDCsFy66aGdCsguh9XHRIkDiDerWZK3LJNTrsqFKpYP/+/U0Ov4aEUAVBgJ07dzoSNDg4iOHhYfT09CCdTs/ZO4btA+DC3uQ4J4zz8XK57MY4MTGBmZkZR364jK+vPK+0K/ORy+WcMx8EAYCzIV+aPPkcXHkGYWTAd0zIgI846jBDtte3mSOHgvlIAZMAn9Ixn0KioedTt8+hWZrI8RzUarWmUC5tiy4iwGqWbx50yBm361ON2F5535PJpPuUSqW2FxPORU01GAwGg8FguFC44GQmLOej3XvlW8iHOLHiwLOz6HNKuR25j8s3x2IxF97VaDSQz+exYcMG9PX1IQgCTE9PI5vNYnZ2Fvv378fIyAjuvfdelMtlJJPJ0NLAvmIA2sZisYjZ2VkMDQ25vmScTNhYhQpz4FkdqNfrGBsbw8TERNNO8IlEYs7Gnj5wWJQkjvscbuAMWUokEnNIkCZtmui0ajPsd9hctmrTd3+rY2GkoZWiBCB0Xn0ElNsKIzL6vrBrfO9DtVpFtVp14Wa64pvBYDAYDAbDSsUFJzPn4kT5nDQ+xwTCtyoeBlE72FFNpVLo7e3FxMQE6vU6UqkUNm/ejEKhgAMHDqBYLKJUKqFUKmHXrl2YmZnB8ePH0dvb61bCfcn6UkBAnGwhJLzaXyqVkMlk8JSnPAVDQ0O4/fbbcezYMRd2JqqHVj4EWvkRp17yJHT54HQ6jVqthkKh4EidL+wpzFnm9gS+ktOtwszmA6tITFL4fq2GsfKhixi00+d8745WjDR0oYiwPniOJERR26dzYHTivk/t0yFv8s4IqRHCaTAYDAaDwbDSsSg5M0u1ysuEgJPROSxHO4W+0Cdfu8DZJHdBJHJm88xsNovJyUnE43FcddVVuPLKK/GrX/0K4+PjSCQSrgKYtFUqlVAul91+OL6QKl8YlDi8Uqq5Wq1i+/btuPTSS50CIkSGiYZsqOlzSHVolShNQoRk7IlEAps3b0atVsOBAwfcmNhR18QhEok0jZv7k7+j0agjEFwlzQcJeQt7f9hpZ9LKNrJ92lYOedOhXTwG7k+3xb/5efHv+drzHdOhe/q5+UhKmO0+u1lxjEajSKVSSKVSCIIAlUol1D6DwWAwGAyGlYRFK82s/26F+ZwoccJ8pXXFmWyVzCwOrKguUmZZ5zvosC8mIqKyDA8PY3h4GLfffjuq1apzOlOpFK666ipMTk5iZmYG0WgUxWIRyWQSxWKxybYgCBAEAUqlklNo2Fbpr6urC319fZiamsKePXvw0EMPNW0MqsfIzmpYKJ3P+Y/FYujt7cXDHvYwzM7O4vDhwyiXy4hGo6hUKqhWq8hkMk0Kgw5x47YFes8fJqAybq34+HJI+FkxGdGbn7ZDRrSqoW3Q98oYpV8hgnK/LoAQtgmlLhmu1RIu5eyzX8avCSUfbxWeJ/9upG8hT6zYGQwGg8FgMKx0LNsCAD6nk1evtRLjS1QvlUqOeMwXViN9lUolHDt2DNVqFQMDAxgdHcXPfvYz14eEkcXjcXR3d2N6ehqJRKLJWZUqYtJeJBLB4OCgIzyyt4hedW80Gti/fz/279+PqakpxOPxpk1D2ckXR1iHdfH8Sfu8940Qglgshnw+j0ajgXXr1mHfvn0YHh5GsVjE9PR0aA6GDu1iB1sIh5QDZuVL/taFEsKUFo0w51vfo8kSgKawvHNBK0XNR6b1O8p7zegEf9/9QgKZRGmipvvQxAc4my9TKpVQLBbdp1wue4tdGAwGg8FgMKw0LKpHs1hhK3rFn9tmJ06HbunSwBKSxWVpW0GUF8mVqVQq2L17N7Zt24ZNmza5XJlyuYzJyUn88pe/xPT0NCqVStMKPq+Ir127FoODg9i4cSNyuRxOnDiBY8eOOZtY6YhGo8jn88jlckgkEm5PmLA5qtVqbnys3rAdPhVDCgL8/Oc/x/bt27Fx40ZUq1VcffXVKBaLuP/++10oki/3Q7cp881qg87v0ZtqchUzKa3ty/mQ7zAFMCzMUY6xCrKQksSatInN+phvjrgvnxolbfF9WvHiNnxj1+pK2L89Vh11/o3BYDAYDAbDSscFWZ7VDqf89jmi4pTxJpja8dOKjC+3gp1R3oGeyxvr9tjZ5TK5AwMDSKVSc5zWEydOIBqNIpFIoFKpOAIjTmaj0cDWrVvx2Mc+FuvWrcPExATuv/9+p+ZImVwhDpLbwCvzPiLBIVg8Zl8uh6zOs3MPnCFuMzMzGB0ddcf7+vrQ09ODU6dO4cCBA8hkMm4c0r48Dy6Tzc+C7Zakcw41823YqMcpz5Q34ZTr9CaePC9aMdHhakL6NEkKUwB5Ltk2DV/4mk854/LO2ma+V4cW6us02ZFrfHMileUSiYQrMV6tVtuqYmcwGAwGg8Gw3HFBds+bL1QpDOwMAn7FhtsMcwBFwZC2NJkB5jqpouqk02mcOHECxWIRW7duRW9vLzKZDDKZTFOomDiKQphisRhmZmZQq9VcyebBwUFs2bLFOfWaeIlCEQRBaM4Qh38JUZFyy63mT481Ho+jVqvh6NGjOHr0KE6cOIFf/OIXiEaj6O7uduFw2iHXjrjeB0i+E4lEU8EGXYVNz7vOA9HKBp9np17PC78n+pjME8/hQpQKn0LU6t4w8s1t+QpD8Bj0+xo2Zv6tFw5qtRrK5TLK5XLTvyeDwWAwGAyGlY5lvxW4OKF600kBlzpmIsNOojjBmhy1g1qthsnJSeTzeTzmMY/B4x//eABwxCWTySCRSCASiaCvrw+bNm1Cb28vgiBwK+Ps5MdiMZTLZRQKBW8ol8/R9n14lZ8JjRAMJhKayGgnX9SKo0eP4sCBA5iZmQFwNuzOV6qY82QYTHKExIk6xuPVoU+sNHFbbC8TgXafIRPFSqXiHHo+t9hgQqZJH7+L2kb+7SuMwEUv2gmbZCKv95mZ7z6DwWAwGAyGlYBlnwXM4WaiVgh8uQjiyIujx46rqAOAX4nRbUUiERdeJqWa+/r6XHJ7PB5HNptFsVhEpVLBtm3bsGPHDjz44IN44IEHsG7dOlx77bUudKu/vx9jY2NIJpPOOWXFQ1fGYhLBigJXDZMqYaVSCfV63REImQe9WSWPXdqoVqsuvO073/kOotEogiBw8xmPx1EsFueQIJ6vsJA9ySXSlbe0osDhYTx+DhnjKnbaBt9vadv3zuiwOz7u+7td+EgpVxDTyhKHJvpCJfU86b7mszEajSKZTLqyzMlksunfgQ9LRfIMBoPBYDAYFhvLlsywQy5Onw650uFNWo2RcCr5DZzN/xBnslqtunAxX/6CEKnjx4/j61//OiYmJlAoFBwBAOCIQDKZxMaNG3Hw4EHU63UMDQ1hcHAQlUoF3/jGN3D69GlXVS0ejztSJAjbd4UVJ3ZgdaiS5EYIgZC2ZMNMbpvzKcSRrtfrSKfTTYpPoVBANpsFcEaN0g50WKUwJo0cnqXzQeTZimLGJaDFRlaBWMlhAqBzdwRync7lkd9Mdvlafmc0IdJhXDJ+DqUTe2UcTPC4YIK0x89WrvO91zK3mvT6cnH4k8lk3HtqyovBYDAYDIaLBUtOZhaSj6B/8+q1OOVMbNhhBM5WM/MRH6CZLHAIlLY3Go0ik8kgEom4sKR6vY59+/YhmUwiHo+jt7cXyWQST3va0zAyMoKJiQmcOHEC3/rWtzA+Pu4qkk1NTaGrqwvT09Muf0YnsUufPuWByZkOtdPhSxxOlEwmHVkRlYUdfnHkdW6JtM0lqLds2YLjx483FRJo9az5WWolRCexs+MvNnH5aHbygeby2HpM8lv6ZCLAVc3myz3xQQiQtkfPGRNLJhg+AuFTAzXaSfKXtnxql4SZWWlmg8FgMBgMFyOWvUfDq8vinPFvASs0rcB7oAih8UHaktLHwFlHPJvNYufOnZidnUU6ncbAwADq9TqOHTuG8fFxl5vQ29uLvr4+BEGAK6+8Evfff39TFTBpU6srunobz4MOU5LQO3HUxXmVsXLOjm7P149AnPfLL78c11xzDer1Og4dOjTvfj3cvoxP5pPDrHzXsmLGVezC2mcVo5UdvAmmJlOt+tDQyk1YX3x9K/ukPb2RqqDV8+FrgLm5UdzHfETKYDAYDAaDYaViycmMbxW7XeiwKJ1vUa/Xm5LUdUgOr45rlUMcftnLhc8LSdCr4olEwoVibdu2DceOHcPu3btRLpdx/PhxTE5OOkIh4V6VSgWlUgmFQqFJHeAPcHafET1edlI5D4aJQSRydh8XyZ0plUpO5ZBKaz5Vwudsc4L66Ogo9u/fj+np6dC8F5+yoa9hhJEV/h3mbHP4Gj9bHpcOA9Nql5BiDi/kd0P/zee1QiPXcb/yXCTM0WejJpZhhKMVGQpTifi8FKdIJpPuUy6XQ0mOYeXi5ptvxs6dO+e9LpfL4de//jXuvPPOC2CVwWAwGAxLiwu2z8y53KMdds454LwOrmjGlby4LQ6rkhA1zt/QTqPOZwHO5rnUajUcPHgQY2NjWLduHQqFAg4ePIhsNuucx1QqhaNHj+KHP/whBgYGUC6XEY1GvYnXYQ5/2NxptYrD04IgaCI7HJrHChNwNq+I2+S5jEQimJqawgMPPDAnNCks5Intni/x3kdQ51MipK1kMol6vY5yudzyWl/fnG/DJEfGpwmMtlnCGbXSo4kLj4UJNofIaWKpw+80yRZoAsVg21np0v+efGrQfHOo/zZ0Bs973vPwqEc9yu0FBQBPf/rTF0Rm7rjjDhw4cABf/vKXcfLkyaU012AwGAyGJcOSkZnzUWS4Db2izXkJfB0wN18irPytOHcAUCwWAcA5skIKSqXSHKVA5+j09fU58qLJgGwYeffdd+OSSy5Bf39/KJkR+3RFK+1Qh+V5iG1C5ESR4f1dZCyckC5zFqasyBxyrpEvxE8/H25LKy/8vOQ5aHu4PZ0sL8qUFDvg8bHyxf34IHPjI1O+OdZ28bh97ymPTxck4H6EYOv3VT8LDkv0qVA+u4XAS9ij7DUjRS8MKwvbt2/Hn/7pn2LLli24+uqrsXXrViSTSXfe9+/Yh66uLjz+8Y/H4x73OIyOjuKpT30qvvrVr+Jf//Vfl9J8g8FgMBiWBEvm0ZwvkQGaV5VZnfHllcg5dvZ0tSjdtpyXpHkJOWtleyQSQXd3N7Zs2YKTJ0+6fVm6u7tdjk0ikXC5KoVCwYV8zedstAoXYrs1wQlzpIGzpE5IWyqVmkPSwpQhn4ITphQJfGFRco/khjCZ4eeqn5u0x9fXajWkUikMDAygUqmgUCjMUZfme/eYRHHlMN+4dNu+4gwCX3UyJmt6vEJ455tfPa+a1Pr+ln4klE7KMicSibbULMPywc6dO/Hud78bO3bswLZt25BOp70ktl3wvWvWrMFzn/tc9PT04Pbbb8fevXsX1XaDwWAwGJYay3p51qcAAGfVEwBNuS0cbiUKCOdMyHHJaREVoVwueqxx7wABAABJREFUuxVOzongPiXvoNFoYHZ2Fr/4xS8wPT2NqakpVCoVrF27til0SVbcE4kEZmdnMTs721QimcenCYpPdZJx84q+XK9LN8s5qWImZE2c52Qy2aS2cI6MJPhLu3INV03jueHyw/qZhSk+vjEzYZG+dW6K2BeLxTA5OelUBiYaTH7Cclm0XTJ/sjmrqD6srMgcsAoWjUZdKWkONeN51eoakyYuk8zkQ0MTnTD1S945Heon3/F4HIlEIrTgQLtYjIUKQ3v4yEc+gt/8zd/E+vXr56iqi4FI5Exe1ROf+ET813/9F770pS/hbW9726K1bzAYDAbDUuOcyUw7/0PVq8zthP8wxKFtNBqOCHDbenVSnFlx2hqNhnPi2QHlNqT9UqkE4IxyERaCI45iPp/H9PS0c5x7enpw0003Yffu3Th16tScwgG+jSu5qplvLDwHrELxt9wvCd0ydq0uiQMtcyjzo/M+WoWbhYUz6bEycfBBh6lx/zJersimiVq5XHb5TGEEUJ6VJkKajPns9qk72laeB91HK7SykfdD8oVR8rz5yBi/Q2xPtVpFuVxGsVhEqVQ659LMRmAuHGKxGDKZDH7+85/jiiuumFMcZLEhhOaSSy7Bm970JjzpSU/Cs5/9bOTz+ZabqxoMBoPBsBzQuq5th+HLT5BcB+0s6xAgva+I3MOr45wQXSqVkM/nUSwWXehPWH5EJHImwV8qlm3cuBE7d+7E4OAgenp6mpJyhXAAmLNqr0PntMLACoV2cCWXRUoFC4nxheNx8r/kTYhKIwSnnbLWGmwj2y/jDoMmQZrMyPhERdPKjOz1w8UbdCU7tkGHIjJhYRKgz4XNBytZmmyKutPOCrr0wQRF28jX8rlW74wen07+1yGJhuWF5z//+bjnnntw5ZVXNv03Yykh71AikcCNN96I22+/Hb/1W7+FTZs2LWm/BoPBYDCcLy44meEQmPnAYVusLujNI+WbHWF9L4emsVMn1b6kbXH2w5w+7SQWi0U0Gg1MTEw4tQY4u1rOq6rsbMfj8abqWdx2mEMq88bhRhx6EqYmyJiZ0LBixeFJ7TwXH3nxjUOHoHHIH9+riQiXoNa2aRu5bT7nIyxaieJ3UefGcPu+efH1I/OsK8LNBybe4rxyP7p/PU455iM88XgcyWQSQRA05c2Y0rL80N/fj6c//en4wAc+gE2bNi14cWGxEIvFsGPHDvzzP/8zPvCBD6Cvr68jdhgMBoPB0A7O+f+WPgczzOHkewTtOFM+oiLt6NAtdvi1oiHOsS4Q4FMSarUaSqXSnFwIVljkuKg8ExMTuOuuuzAxMYFSqeTCoORenfPA/YbNk7bPF2oUi8Wco8pqBStRrGRpIumzI2zzRbmeVSL9DNmR189PEwR+FvoaVs80eeX75XrZy0cKLXDf+h5pU9rla1mlkecPnCVbvrnxjVE/d58t/Cz1uyuqmyhvYit/+Dy3oUkakyxTY5Y3Xv3qV+Nf/uVfsGHDho4RGUE0GkV/fz+e9KQn4XWvex2e9rSnddQeg8FgMBjCsKwLADD06jdwNoFaHDVZ1fblxrCjxyv0GpVKBfV63SVKz0e60uk0duzYgVwu1xReJKqP9C85PFq1kPNhYxUwgRBVh8PlZIyS7C+KE4dvSUiaJhK+vsPGrckff2u1IMwhY0LmI5SsyrBq4VM6fI67tqfV3PJ7wc9OoMcQVvrZp4rp49yGbp8JjRxvRT7kHQpTlAS1Ws2pjVya2Ve9zdA5/N7v/R7+5E/+BENDQ8tGNYtEIhgaGsJrX/taPOc5z8GXvvQlvO997+u0WQaDwWAwNGHFkBkAcxQBqWTFFc10yBI72EJ+xLEP27hRkuqlzDI759rhzWQyuOGGG3Do0CEcPnwYwBlnXBLYU6kUSqXSHGeT8114V3u2g8HOaywWQzqddlXJisWia0PslXa1gyx2MAHSc8B96TwUtkdfr8mMvk7frxU3fl4SIsW5Tr7rzwX8/FjVkLn1VYpjm/k9kTk6l0Rpbp/D/biKWxgh0/bwe62vlZwpDks0LB9cfvnleNOb3oSBgYFl92yi0Si6u7vx8Ic/HFu2bMGWLVvw4Q9/GPv27eu0aQaDwWAwAFiGZMbnqOlkeK0GaMUDaF6pF4WFHUNxlMNW0cvlMgqFgruWbQLOrq6Xy2XcfffdGBsbc8n0svp96aWXIpVK4cCBA6FOMYe96fExdL6HhMKJGsN5IbFYzOX/6DnylSuW32EbkoqDLWoTh+0JfIrFfMTDN04hFpxT5KsGpwkTq1w6DFHsZkVKh4Xpggw6XJLfQb6+Vqs5Mq0JjcwZv3v6On4uvBloJBJxZJ3nVOzmXCkhMVyOXNqVqnWpVMrlzZTL5QWVZtaEysLVFhcf//jHsWPHjo6HloVBFowGBwfx0pe+FJdeeime85zndNosg8FgMBgALCKZ0WE+7Z7zQasY4ryxo6/DZNiZE4fel4+h+/F9y9+y/wyXsdXtlMtl3HXXXU0OZKlUclWBAGBiYgKFQmHOpoqaaLQav+5XciZ8dolDLI635FgIKQHmVmfT+SthioAv9yIsj6RVW7659LUp90vonIT/cZWnMFIk97caD9Ac9qXDzTQZaTU+HxHyvWPzhZDJPkhCuHkc/Lfvo22q1+tu7ni/oYX+e2RiaFhcXHfddSuiKIOoNE94whPwwQ9+EK997Ws7bZLBYDAYDItXzazV/4gX43/SvvwAdjrFaRNnTZeh1WFF3KZ2iDnhm/NPdJU0VkvEQRQbk8kkUqkUisUiKpUKUqmUd+VVHF5WO7hoAX/Cwr60KsXHuUhAWJ6E2M8VztqBnt/FcHS54pz85tLSPkLYitTIvLCy0up6blv60woat8lzKivYcp9WwXT7YQSFc8J0uB8/67Df3CcrVVxA4Fyf1XJ3uFcaPvGJT6Cnp2fFzGskEkFXVxde8IIX4AlPeALS6XSnTTIYDAbDKsc5KTMLVVrOBzrMRpciDnPKmLxIbgqfE0Iy3zgk90WIAYCm+yKRCJLJZBOhAYBSqYRDhw65neqFKGg7WGnyOa3SB+f58Dz41BTtdIvNwNld4vXqPYc5cdt6/n1zzGh1ny+nJgxsPxNGKZsNnCGMonL4VBaBzJ1cox1/Jiw+8LVa8dGqlrQt5CGMQPrmZz6yqhUh+ebxMRmUdzYajbqKd8lk0oWZtRqzYemRTqdx+eWXL9vwsjBEIhGsXbsWn/vc53Dbbbfhla98pQvJNRgMBoPhQuOcyMxSExmd16DzM7SKou0RUhGPx71kRvrw9Stt1Wo1l9/A4VmZTMY5qfF43Dmt7GxKv3fccYcL8YrH4yiVSuju7kYkEmnarFLvg8O2+Mo6M7STy461TiTnss0yHs6zqNfrKJVKLkxNjulnoudPh2bJ37qwAT+HMEdatyGQvBRR3ziUjtvSIVx6bnxzqEmg2CmkRJ4Vj0OIHxNC/Tw0sZK5942ZbeL2w8ikLtwg13Duj1Zu2iHv3NZKUQtWKl784hfj4Q9/+IojM8CZ/7Zs27YNfX19+N3f/V3ccccd2LVrV6fNMhgMBsMqxKIWAFhsBygsDEd++/pkhxRoViTYqdN70ujwMeCsMyrOPzuvPsVBIGSmXC47G8Qmdr59IURsk298vjnib52zwQqUblPOAXDhdELifMUWGJoYtPPstXrkG4evHVavWKGJxWJIpVKuAlkrGzQxApoLC/B706qNVqRS2x+WN6PVHV8OzUL2hQn7dwHAhQ9KWWZ5zpo4+9oM+20kZ3Hw53/+5ysqxEwjEomgt7cX73jHO7B792687GUvw8jISKfNMhgMBsMqw6IuCS72/5TZAZffvnAbuY4VDk1odDucfyPqiJSv9alAvHlj2Dh1iJi0KSpFJBJBJpNx9ojaoAlN2Ao6k7GwfB/9m68F0FTGmsfOBRaYeGm7tFLUCvwsmDi1gu8Z89gTiQSSySQAuKpxWsWab950H0xk5Dtsg0x+PtwWz6uAlRj93OZTSfQGpO3A9w7pj4xDj8tw4TE8PLwiVRlGNBrFpk2b8MQnPhGvf/3rO22OwWAwGFYhll1pZqB5bwx2+H2OrlynV7fZOWU1hlffWxGBMIVAlAsATTkyGjq3BziT47Flyxak02ncd999LlzKR0rEBumXj7UiU0wctEoj4xblSI9ZiByXstZz4nO++BpNnvQ4dA4MX8PhfHycSanYL0UeyuWyI7JMRHjefMRF26YVGn1dWIK9fi4+hUU/m1aqDv/mcLcw8Pz47NKEVQj7QomShZ0tLl72spc1VUlcyYhEIshms3jZy16GBx98EJ/5zGc6bZLBYDAYVhGW5bKgOL3ieAlZ4VXwRCIxp9KXvk8cZl91M+lHO+36PH/zrvTSrg86ZwE448xmMhls27YN27dvRyaTmWM79+VTBcLUEO1kiwObTCbR1dWFnp4el/idy+Wa9ophAiNVz4T46VLXrOj4+gxTBRjzqQfcHqtAOmxOnq+ETfHc+/7mufL9DlNp9Bg0ydHvjNisc3n0/UxstA2+udH5VWHt6THKvwEpzSx7E7V6n3wwIrO4ePaznx1aHGIlIhI5UxTgDW94A/7xH/+x0+YYDAaDYRVhWS4NanVEO3naIeZz3IasQEuJZZ0Pw84ir1b7nNVarYZSqeScSamk5QsX0vdL20EQoK+vz+so+5zs+RxvDXZoU6kUNmzYgKGhIdTrdczOzuLEiRM4dOiQU0BkDEJcxGGWymuVSsWpNOJ4+RLPw55bGLQaJt++3etZUdNzCpzdb0fs9M2Jto3B+VMyPn1c7BAixYqcfgd5jqQ/XwGKVmAyo22NRCKhJFr608SM95jh+TJ0BldddRVuuummFR9iphGJRLBjxw5s2rQJg4OD+Ku/+ivcd999nTbLYDAYDBc5lrVHo1fZxYkNyzeQRHAATdf6VsKZuPBKv4Y4r+IUFotFdzwsPEyglRkAyOVyOHXqFPL5fKiTy85z2Dmx3bfyH4lEkE6nsWHDBgwPDwM4Uyq6q6sL5XLZ7X0jOSiSd6KdKyFwHLY2H8SRb0V6NPTz4bGyYsbHRaXgstLzqVdhx3g+tf1iU71ed4SJyY8mPdru+Uo0h82H5Cz55qldyLuSTCbdJpx681nDhcemTZswNDTUaTMWHZHIGdW8p6cH//t//29s2LABT3jCEzptlsFgMBgucixrMsMr1ExgfA6dTuDWK+dhzqH+zeqPzneIRCJunxNxELkNLjvMdgvy+Tx++tOfolgsulAvHaKkw7l8IUy+/A7pj/OEenp6kM1m0Wg0kEgkMDw8jEajgQMHDmBkZMS7Z48mfVL5KgiCJgddz6Vuwze/vPcJ28/X+nJqfMROHCceexh50nvzyLP1kSSdd8T38Lsh9/F8SxvyXGWutCoo1/nmzqfGaaLXDqHh/CLuQ0I0W6k7hqXFX/zFXyCRSFy0hDISObP31uMe9zisX78eJ0+e7LRJBoPBYLiIsSLiHHR4me+8L9RL5xEwWWHS4Eui9oWwSRvVahX5fN4RG+0Q+2wTB35kZAS5XM6rOOi+WoWeSb+y6t/V1dW0N4woMDIuWTEdHh7G4OCg2z8lzKnl8bOaIzlD+tqw8XNbvlwPPd+6gIB+XqymJBKJOU4h389hX2w3X8/PXqspuvAAz78mFr5z/HdY0Qk9/lYKks6PaZUvw4qVlLKW6m8LTf43LC5uvPHGiy7ELAxvf/vb0d3d3WkzDAaDwXARY1n/H1WrBPoTlhQd1hbnquj8mUql4l2l9yVii0Ij4VnzQciMON9SvOB8V2YbjQbi8TjWrVuHK664AuvXr3cbSeZyORw+fBjT09MuRyYejyOTyaC/v9+tzofNr8xtPB5HuVzGxMQEpqenUalUAKCJXGhVSIOvY1WG52c+J1+rUjKnXOhBEwtujwmKJg5has5CHH/f/IW9Q+3c71PJBPIu+4payHn+MLFZaKiawXA+eNGLXoQXvOAFnTbDYDAYDBcxlj2ZAfwr+3rFnp1vJilcyYzDl9jZk2pP4rjq0CEA3tV+ITPaQdQJ4Ww/28vqh1wnzqdWQNhuHl8QBFi/fj22bduGjRs3IpvNIh6Po1qt4uTJkzh27JirYBaJRJBIJJBOpxEEgcuh4PFpiL2SLyTJ7/MRAq0whak3YU68njMOidNhYFwkgOfW59Rz20KIJGxMP3feW4jfR5/tOkyOFaQwhY/fSW6PCYxWFjVh1KF6eu6i0agrcS55M6tFFTB0FpFIBH19fXjd616HpzzlKZ02x2AwGAwXKS6IV3OuCgQ7yjrUBmjOMRHHVJw2USiEGEj5Xi6rzE4gO7pyjM+xc8qOpbTnUwW0o+9z8H1hS77yzxLeJiqLIJVKIZPJuG9O8i4Wizh06BD279+PI0eOYGRkBDMzM8jlci4xXMaic3UEsVgMqVQKqVQKsVjMkT5fgr8Ok2LVTJMlX/5ImFrjCzPjPvg567ZbhWTpvvlZS5s+ksvQ+VWaoOocGzmvw8J4zAy291w20vS1e76KoMHQLiKRCHbu3Inf/d3f7bQpBoPBYLhIseQFAM7XcdLOZlg4D58XJ1ogTqhOKNeOppAeXhUXR1U779ynz+Z2lAm98i7jFBt9q/CJRAJdXV0uV6a7uxvFYhGjo6OYmppCpVJxc1Cv1zExMYHZ2VlHeFKpFIrFoksM5/5kvNrxDoLAzaOUbPZVxeLxCHwEieeIbWBVwjenXB6a25Q+9PPzkWF5ljpsjeeYn78QSg6lCyMGWqnS/fL88th9BIb/9l0T9u9C3yvPi0szW/K/4ULjSU96EjZv3oyjR4922hSDwWAwXGRYUfEmTFTYcQwjFOzkaiVFb3opykepVHJOseSHiBMLnFWDfI47Q+eT+FbdgbmJ4Rwa5FN9hoaGcMUVV+Caa67BNddcg8HBQZw6dQr33nsvjhw54qqkMaGZmprCqVOncPjwYRw5cgS5XM4VC9AEUYfBAWjK94nFYk35QmHj0mMLm6Ow8Kyw56lt4zA0AE3OelgxAJ/dPAdMdIUMsKqj29XP2ae+8TukSXir+ePnr8cSpja1mrtWc2y4MPiXf/mXVUcot2zZgre97W2dNsNgMFwA9PT04K1vfWunzTCsIiy5MnMuyca+PAAGO2e+e/gan0Op807YuWMFh0vsykfKAXN/OrRI26p/S/+8is9ONise3LbsHbNt2za3p06hUMD4+DgKhUJTjgk7ylJWWUhaoVBw5I4JH9uriY60GY/HUalUmsKxOBROIG3zc2SHXo5pB9v33H2loPlaGbOQVSknzfPN7bfahNNnh2w06XueYXZp5Uerh3JOcpDCSK8vHE2D7/HllSUSCaRSKQRBgEQi4arwLQRa8TGcO774xS/id3/3d71hkxcjIpEzpZpf9rKX4VWvehXK5XKnTTIYDEuAgYEBvOY1r0F3dzde8YpXIAgCFAoF/O3f/m2nTTNc5Fh2+8z4QmXkm53aMJIi5wC46l1cyUkUGQ4j4r1ENEGSdsRpl7wR36q+zptpRz2SHBdxmDOZDIIgQF9fH2ZnZ1EsFt34ent70dvb6zZv5JK7Mje+wgIyPlakyuWyyzGSc+Jo6xV/UYqkLcF8JEP+5nnRpEmTOt88+dQHHxlhJUPvNcSQ68R2VknkPL9PmgCF2aFt8pFwTW6kPx/J1fdKH/y++cIf9dzxXGhF0nDhsW/fPhw+fBiXX375qiAzgmQyid/7vd/Dpz/96U6bYjAYFhmDg4N461vfite//vXu2Dve8Q4UCgVUKhW8//3v76B1hosdy47MaDAxCEsC19fyR/Yh4byYSqXi9mDRKghvZClObyKRQBAEmJmZcWpDq/Ae3wq7D+JkplIpJJNJxONxDAwMAADWrl2L8fFxjI6OIp/Pu1CnYrGIUqmEIAhQKpWQz+fd7vRS9IBJmSYLoiwBZ4hJJpNBo9FAoVAA0Ows699MQOr1OorFIjKZzBwnnb9bPdewb19xAD23vvY4Ed93PZMSDhvU0GqSvn4+ZUITXW5TIO8zv2tMgPV8hvXZ6ry0K0RZlDkh5YbO4MiRIzh8+DAuu+yyTptywfHKV74SX/rSl5DP5zttisFgWASsXbsWL3nJS7B27domIiNIp9N497vfjUqlgg9/+MMdsNCwGrCsyYx2oHXOQNi1rLL41BoAjhyw48hhS3JOnD9xlDlMJ2zzSB2qxue1+hGJRDAwMID169ejq6sL9Xodp0+fRrVaRTwed8n+tVoNuVwOx44dQ6PRQHd3NyYnJzEyMoJGo+GIDNvBxIBD2IAzRCqZTCKbzaJSqbjQD+3ss4PN8xKJRNx9kn8jc9cOkdFqjCZNYSoNkxathPA4tUoGoEmR08/Op8ixfdVqFYlEws1RK7Kqw8TCVBouLsHk2DcWH6n09aPBYYfy/MNCIg0XDvv378dTn/rUTptxwbFlyxY85SlPwbe//e1Om2IwGM4Dw8PD+O3f/m1s2rQJb3zjG1tem06n8fd///cAzvx/+GMf+9iFMNGwirBsyYw4ZmHlaLXDp5PJfUn6TGiCIGgiR0IYROVgZ5j3WPGtoIeF9vhW8fl3rVZDPB7H4OAgNm3ahGQyiaNHj+LYsWM4efIkuru7XbWy2dlZVCoVnDp1CrOzs0in0+64hKpJOBrbLuFxMq5kMunmNQgCpFIpp1BpRYLnTdqS3JFoNNpEgthZ1qFQApkTTQQ08eB7tR3a2efnqlUYbb/cz2QobMy+XBVW67Six9dwX/KMObdIoMmhvl+u8Y2DbWyl2jChlecjxSUWgjByaTg3fOlLX8If/uEfusWV1YLh4WH82Z/9Gf7rv/7rnMqMGwyGzmPDhg143etehz/7sz9r+54gCPChD33I+Q2f+MQnltBCw2rDBSvNvBBHiJ027XRy/D87oPzNO8Nrx17uk2Ro6UOS2uW8OK3xeBy1Ws2RidnZWe+4fGqGttGX9yFESvJlGo0G8vk8ZmZmMDQ0hCAIUK/XnRoUiUQwNTWFmZkZ15c4y+wIc+lldox5E0wmjOzoA2iqVib38vxwO41GA8lkMrQMM4OVKv18fO9BO2CnXeaBSWeYKiL9+wgDj1Pbqu32PV/uV4o1AHDEke8NIzNhc8LX6v2RfMRaKvNxFbpzQVgfhoXjxz/+8arNXXryk5+MG264AXfeeWenTTEYDAvEhg0b8JrXvGZBRIaRSCTwj//4j6hUKvjsZz+7uMYZVi2WdbyJEJMw5SPMSeV7fGV0pd1kMulKDgdBgCAIkEwmHZGR5Pp0Oo1CoeByVDjMjL/PxUmU8LB8Po+pqSlMT0+7MY6OjuLUqVMolUpNYWKcO8QqgNjBq+9SuYznjokih9vxXPlKDetjEl4m4VtCaMIccf2cBDpPpF1om7hEMxMvTTK0bdresCp4ulRyK/B7KPlQuoKett8HXYxAxqTD08Lgu9YUluWBX/ziF6uW0LziFa+wcEeDYYVhw4YNePWrX403velN59VOPB7HJz/5Sbz4xS9eJMsMqx1L/n+ThTpP2uHyOZ76Og5F006pj8joqmXimAuZkTCzarWKgYEBPP7xj8e1117rQoXEgZdiArxiPV8YlUZXVxc2bdqE7u5uHDlyBFNTU1i7di2GhoZcXsuaNWvQ09PjHGKfE8DONlcZ4+RvKXwgoWFcJIAJkvzmY0wGRHVg8sCES+craWVNqqO1UhPClBD57VNDuDqbfj+4WpvuSzv6um85X61Wm4iItssXehiJRNDT04NkMjlHEfIpMD4bBL4+NTHke4XgCWHnvYIWilZ2Gc4NH/vYx9xeVqsNV1xxhSl8BsMKwebNm/GCF7wAr3rVq/DmN795UdqMxWL4/Oc/vyhtGQzLLmBbryTzca1CCDgESucI6P9hisPpU3bkfBAEqFQqqFQquOyyy/C85z0Po6OjGB0dxenTp5uUn2KxiO7u7jnOe1jYEDu5kUgE2WwWqVQK0WgUxWIRmzdvxoYNG/Dggw+iXC5j/fr12Lx5M+r1Oo4fP940HxIiJfMleTE9PT0YGhrCzMwMyuVyk7Mre7DwfiwyZxzCxyqC9AfAlUBmBWh6ehqFQgHlchlr166d05YOvWKCyef0HjQarJDIRxMi/Y7w2FoRQblXyCDbxXMnBFPCD9k2zjuSNoMgwNDQEPL5/JzzHAop9vOGnz61jEkZv0863Izt8r17hs7j1KlTq5YYDg0NYWhoCKdOneq0KQaDoQU2bdqEV7/61eccVtYKkUgEv/mbv4mvf/3ri962YXVh2er80WgUyWSyKWfB58iFrW6HXcPqjM574HNBEAAAHnzwQTzwwAPo7e3F1q1b3aaRknsg4Wjn4pREo1HMzs7i2LFj2Lt3LyKRCNavX49MJuOqpp0+fRqRSARr1qxBOp32ro7L3/F4HP39/bjiiitwzTXXuKIC/f396O3tdXMkcyp5FGHEgZUmtpmPSzGFYrGIyclJVCqVlqEz4pBLeJvuj/vSNjQaDdc+E1q2UWwKC0+UeeKwr1bQcy2kSFQpn90axWLR2cm5VAuFvNfy3oURcgaHS8pntaoByw2SK7caCc3VV1+NRz/60UasDYZljM2bN+O1r33tkhAZ4Mz/E7/yla/gOc95zpK0b1g9WHZkRpy1WCyGIAiaciAkSV+vVvOH25nvnHZG5TrZfyWTyeDw4cP4+te/jh/+8Ic4cOCAc/7FmaxWq3MIQdj/oH3hQTMzM9i1axfuu+8+Fw4me+BEIhHMzMy4vWTCHFhxcgcHB3HppZeiq6sLjcaZpPyhoSFcdtll2LhxowuVAuBygyTsyBfSFOaka9VGwpekwlnYBpPyW+eeaFXFFxrI70Amk0FPT0+TssFtyZ47vnmfb2x8jw5h5Ocu86AJn37GjUYDp0+fRqFQaLrX13fYnMnYmaSHteGDnl9N/A2dwenTp3H69OlV+wye9rSnWd6MwbBMsWnTJrz2ta/FG97whiXtJxqN4pvf/Cae/vSnL2k/hosby/L/JOK0saPNDrAvOV07apy/weTFlzDuuy6ZTKK3txddXV2477778B//8R946KGH3Eoq56j4clBajU3nYeRyORQKBUxPT+PYsWOYnp52oWKlUglHjhzBiRMnUCwW5+SI8HjS6TS6urpQqVRQKBRQrVYRBAHS6TQGBgbQ1dXlVuc5d0M7yjw/rQgNPwNRrERxCcuv0ERHExE+zsfkeDqdxvDwMIaHh11ZaR9ZCSsq0CpxPuwY9yE5SByGxmqLvh6Ae24+4uy7n1VIn236vdfgdiQUMJFIuG+995GhM9i3bx9++tOfrtoiAK95zWuwbt26TpthMBg8eO5zn+vdBHMpEIlE8N///d8XpC/DxYllR2Z0KA07d2Gr07yS71Nh5Fucf1ZgOBHdd66npwfpdNrllwBzN18UB16TmVZOPR+T/kZHR7F//34Ui0WsW7cOGzduRKFQwN13342jR486p0dK7Orxco6IhBOVSiWMj4+jq6sL69atcwULuru7kclkXOlnHj8TGR1mxs64/E4kEkilUmg0Gq56mm/M/DxkDsTuMOedc0qi0SgGBgawbt06DAwMIJVKNbWj59WnlnCuTTsqBRNpefa6bDUrRzwePV5+1ppI6/HqHBg+1s5Kvp5byfdpJzTNcOHw5S9/eVWH/b3kJS9BNpvttBkGg4EwPDyMSy+99IL3+7jHPe6C92m4OLDoZGaxHCVRLMrlcpNTLfkW7JiFKTTzrTprMuC7LwgC9PT0OFIj5Ifvk8pmOvyq3b65z3K5jHq9jnQ6jY0bN6Knp8flXPT29rrNMnO5nMvdYZVHiEq1WsXY2BhmZmYwOjrqrk8mk9i4cSMuu+wybN68GWvWrHEhWUzqwlQZPc8clheJRJDP55sqvM03/rDruG8mAPV6HcViEZFIBKlUqimvSiDvhJBXTXbClKhW7wzfp0P+fKqL3OP798DndZ9abWNwyFs7kEUAUZP4fQm73ojOhcXXv/51HD58eNVuIPm6170Ol112mSmEBsMywfr16/H6179+yfJkwhCJRPCTn/zkgvZpuHiw6GRmMf6nFIk0b2TJq9Oc0MyOmSY07SZai6LChIbtkGIAQRA0VR5jx08nvbfjFGrnWfrK5/MYGRnB7OwsotEourq60Nvbi+HhYVx99dW45pprMDQ0NEetqtfrmJmZwcmTJ1EsFjE1NYX9+/djfHwc4+Pj2LVrFw4ePIggCNDV1eWIgBAxXr1nZcPn5GsSIuV/U6mUy/mR+/Vc8N++cDx9XrcxNTWFw4cP49ixYygWi03ESys5XAQgTPXwPYMwYsMqocy9b770u9dK8eF+w8K/fOqkT/XzKWKsMkqIWTsEUvdtWDp85CMfcf9mVhvWrl2LRzziEdi6dasRGoOhw1i3bh3e+MY3XnAiw7j++us71rdh5WLZlWb2OdCVSsVVN5ONGSXUR/aE4fsFvN+KgMPYNHHR/fPxRCLRFP5WrVadYyhqQSaT8e5wL23IOV/COBOjyclJHD16FMViEdVqFd3d3ejv78fQ0BBSqRSKxSKKxSIqlQrS6TQAOIJXq9WcgiGhW1NTUxgbG0Mkciav5vDhw5icnMTY2FhTiIu2RTvp/JvDmGRssommFDIQO3je+B5+Hr6/NVGQY5OTk5iennbX+woOyHcsFgsNYWulPMk1YfMjSlyj0WgiU5roSTvJZLJJURSI/T7bZa70+ES9YYQVFpD7OaSSFwgMncftt9+OmZkZpNPpVflc/vIv/xJPecpT8PKXvxylUqnT5hgMqxZ/+Id/eMHyZHyIRCK46667VuV/Bw3nh2WXM8NkglfBY7EYtm7diu3btyORSDhnnfNqNKLRs7vU+/rRzroOrdKr9LK6nUqlEI/HHaGKxWJunxWdswMsLPRO9m25//778cADD2BqagrVahUTExOYnJwEAFeYIB6PO3JXKpUcwZICAJFIBEEQIJPJIJ1OIwgCNBoNnDx5Evv27cPk5KSrxBa22q/njOdd5oXD7BKJBPL5PPL5vNc51+FlC/2PllzP+UGtwKF8YQqG/q2JrUYrdYbbA87uTRMEgZszwXw5MPr4Qq7Vx/nflCktywu7du3CL3/5S1dpcLVh8+bN2LFjB7q7uzttisGwajE4OIg1a9Z02gwAwI4dOzptgmGFYUnIzGI5S+xk9vX14ZprrsH27dsRj58VlEQF8CESiSCZTCKdTs9Z9fSpD7rSk+Rp6ApoEqLFq9zFYtE58Dq0aSEOezweRy6Xw8TEBIrFoiMrBw8exO7duzEyMoLp6WnMzMygWq0ilUqhq6vLzcWpU6ewZ88eHD9+3OWVyA700WjUOdapVArpdLop50SHMPFcydh5boUoiGIibRWLRUxMTLjcGa1CafUtjDSEPdOw0s2+a0Ux0kUStELC4XpcJECHZWkiExZCxspSJpPB4OCgI5N8HYCWoV/A3LA+7sNHQPV8678NywvyPq1mPOpRj8ILX/hCZDKZTptiMKxK/Omf/ile97rXddoMAMADDzzQkQIEhpWLJQkzWwyJUCsifX19SCQSOH36NPL5vHPwdMlmDXFkfURDqwOyq3vYTvRMgBKJBIIgQKlUQrlcRhAErhxyWA7OfHOj1SKgOa9kdHQUe/bswezsLCYmJpDNZjE4OIhYLIbJyUlEIhGMj4/j9OnT7l5xyGV+2KEWB0rnnIRBh8cxWYtGo66iWTKZRKFQQLFYRE9Pj9fR5mfQzpxoUsTEg+fNd7+EmrGapMfKx3xhaDqsTvrWz5nD3vg9KJVK3nA3n5LH/fn+9vXrU3F4ruQ+vsewfFAqlVY94fzIRz6C++67Dz/60Y9WPbkzGFY79u3bN6eAj8EQhgsaZqadx1aQvUvE0Z6ZmcEvf/lL7N69G6VSqam8ruSK+FbsgyBAb2+v2yRS52+wM65D3Fo5txJSJWFWjUajaQNNDj/SG0T6CA6HQsXjcVd0QM51d3ej0WjgyJEjGB0dRTKZRF9fnytRnEwmXYECmTdRYiqVisuZYPVFl6ZuZ7WfywoDZxUNUUB6e3ubylnr/xBxwYFWuRtMDuS5sq1h75WeY01aZF5YDWGFqVKpuPwjLuzA7w2rLkKWksmkex90tbJarYbZ2Vk3Hz5yInbo4/yR+RY1ko9rkqiVJ6lkphW2+XA+Kpqhffz4xz9e1SWaBe9+97st3MxgMAAANm7c2GkTDCsEF5TMLNQJEqczGo1ifHwcR44cwczMjDsnqNfrzvnkFWlx/CKRCLLZrHNIxYkWp18cPyEiYRAnXjYglBA2IVTFYhGFQqHJWeYQEh221g40oRBnWUhaKpVCoVDA7OysKwrAREGqi3GOiSZ93L4uea3v4Q9wds8dmctEIoGuri50d3c7MiVERJORxc7hCBsfzzeTA58643suetx6npgQc96V/C6VSsjlcnPs1HPBRIj79tmkiQX/HYvFEAQBksmkm3MjIMsbH/nIR1AoFDptRsexceNGXH755Qsi3AaD4eLE0aNHsWHDhk6bYVgB6FgBgPkSlgW8x0gymUQqlWpaARdyIKoIKzay18qpU6cwNTXVtFodj8edisH5D+J0+3JHtAMZj8eRyWRc/kyjcXbTSP0/Y+38tuPAa2efHVshKaOjoxgfH28qWc3zIGF42qFlxzls3xW+Vp6NL2yJUS6XAZzZnyeRSHjVGZ5LJp+CcyE42mYmaKwk+VQnvl+TCSYL3K5WSHgcuh15p1rZy31o6PA+TYZ02J3sxSTFB8L2rWkHYUqdwbAU2Lp1K971rndhaGio06YYDIZlgGPHjs35/6fBoLHsqpkBmKMOCHnR+3IAZ1fNRVkRJYYJTbFYdE42hwtxqWAuJMD7yOj8B+lblAjgbNlm4Ezse6lUmpPUXalUnB08Dh9xCMvXYIUjFothYmICe/bswalTpxyZ4aR7aUfgC8fiOZc+WMHSBEz6kRwQbbf0IXNSKpXmbKKpSy4zfDby3LPy4VMn+BnpMDI+5yMDrRQTtk/mRoiMEAddXc+XVyP9aFLEBQh8bfE7y/OnlSYhMmKT/C1jCyOhC4ERGsNS4pnPfCb+/M//3BU2MRgMqxt9fX2dNsGwzHHByUw7jhA7uj71hZ1mIRoAmhxMHd6kq5LVarUmFYUddV0AQAgS57BwyFgmk0E2m0U0GkW5XEYul3PlpNkR1rk+rVbLWykNuuR0Npt14W4+xaWd5yBz6lvFZ+dcHG12/nWpZX5mvImmJhC+MYehlboTZq9c48v9Efg2oZQxaMVKtyf7DUlZbF8ujFzL+TJ8Ttsh88RhfPJc4vF4Uz4OzykTNikhLtX5dI7Q+ZIZw9JA/ntkAB7zmMe4PbQMBsPqxsjICJLJZKfNMCxjXHAys5BQF00c6vW6cxz5PK86VyqVJtIAIFQJSSQS6O7uRk9Pjwst02VSK5UKgiDA2rVrsWbNmjmkSJyPZDKJIAgAALlcziXds/Mqq+Xn67CIQiF5Oz09Pejr63N7z/C4FxoapKtrscLAYXqSHyPV4phIyW9xprUy1ipniO/3qUOt5iRszDpRngmVL4eGbePiDfIu+tQqVkz4vBBAUV/YHh/ZlPaEmIvNfNw3Nh0GxnOoK/QZlif+v//v/3N7Sa12PPKRj8SNN95oDozBYABwZtHWYAjDeQciaudvscGr/Mlk0pEZcaK5EpWsgJfLZeds65wHvYo/MDAA4GxpVDknjuTg4CDK5bLbrPP06dOoVCrO4eeqXqlUqmV+hqz2V6tV9z/pVqFf86HRaGBmZgaFQgF9fX3o6+vD2NiYK4TgIwBasdD9CVHUKoMgkUg0jds3Bmk/kUggm82iVqshn897n4dWTLQqwuFUYX3Jfayk6DH7KoaFjZPDsThMTM5xSGKlUnEhjqKc6DaZwPpif7XNmmzNlwzNcyihlT4F8FzzZgwXBrzR7GpHPB7H0NCQFQIwGAwAgPHxcQwMDGBiYqLTphiWIc5ZmdFOaavrWjlTvhAhXuEXZxCAW+n3hedwaBWX1eWcGgl7qtVqiMfjLr8lm80ik8k07YkSiUSQTqdx+eWXo6+vD93d3ejv73ekCoD7W/acAZqdVe5bELYLvIxdz6mvEpgvpIrnV+cT6VV6WannBHYmA6yE+fphsibfnHwu4VesJEj+higdbAfbKnPie4+06qAhxJfByoR+B5n8MAnxKTfym8mejElUN63u8JyyiiN9cMgazw+/G6I0lkol5PN5FAoFl7NUKpVcBb18Po9cLofZ2Vm3x4+U+pXFAF2Jrh0YATJ0Cp/61KesEIDBYHAYHx+3jXUNXizrEhG+fIxYLObCtTSxYQcxn8+jXq+jt7d3jpOsE6HXrFnjcl04VG3Hjh149rOfjW9+85v47ne/i/Xr1+OJT3wifvWrX+HEiRNIpVJNjp5URgPOhJpJro2AHdp2VxzZTnGOucgBcEYdOHXqlAs9Y/LSjuOaSCScw6/nRhQwroqm85i0A862CRmT+5PJpHPemTRIn2GOc5hSNN95X34Kk75WFeY4P8VHyPmeUqmEeDzeFOffDgng4gDyfNl2sZPJnyhccj2TNSZlrXKmDMsPvDhgBPIMHvOYx2BkZMTl3RkMhtUNiQ4xGBjnrMy06yTpUCtf2FOr0CHtmMuLLJXLfMpEJHJm35d8Pu9WzKUvJjyxWMxtuNnf3+82TEwmkxgYGEAQBOjv78djH/tYTE5OYmJiAo997GNx0003uX1UGLzJJ+c88FglDE4KDcw3j+zos/rBTnhYcvhC9rSRPgqFgiNbiUTClcNOJpNubLFYDOl0Gl1dXU0J5kykpE9pBzjj8HPZaD0+37uix6/zP3zXyHFRiJgMyrd+t3Q7PqWIyTUTB/nIu8TtnMtz1RuL6rwYVr+WmrC0+vdpWFwcP34cDz300Jz/bqxmvPe978XVV19tpVkNBgMAYHJy0qqbGebgghQA8BEY33Hf9eywiyMt+5cUCoU5OQ3s+FUqFbcRnXYuxTGdnp7GPffcg3379mF8fNxVBhsaGsLk5CRGRkaQyWQwMDDgVsivu+46bNu2zSkakqPCygaHU4mDKo6/Tw3g8DC2l0O2hGxpZ17PHTvfvlwMmSe5V0KceAxCXmTjRU04hNjws4lEIt5wOBm32N+KvPLfPAe+ssQ+khY2Hzy/OrFeEvR5jFr54EIAYURMym/z+xVmoyYJ8pz5w8SF2xR1LqywBW/syoTLsLxx6NAh7Nu3z8gMYdu2bbjssstsNdZgWEKstHDiiYkJ9Pb2dtoMwzLCBVnu8uXJ+I4zOMRGJ9WLIy17aPCmlfIRB7xQKCCZTDYpC9K3hKPl83mkUils3rwZw8PDOHLkCLLZLPL5PG655RYMDAzgsssuw9jYGGZmZlCr1ZBOp5HJZDA9Pe2IAJfAFRv0XiycuyKhcrpkMTuerDTIfb5qXzJHOiekVeI3kytxyIMgwLZt25DJZHD48GFMTk42Jf2z+sHhTfK8YrGYyyvh5yjhgXKPr0iCDgP0OeDSXivnPIzssPMf1o4m2mKHPCtfX0wuhWSEbbzKY2Ab5TlEIhEUi8UmW1lx86mQ3K78+5A8K/18DYaVhte//vW49dZb8dBDD3XaFIPhosRf//Vf461vfWunzVgQVhL5Miw9luWmmZwbovMB2FGT0B4p+8ur4bKiXS6XMTk56SqQ6RVsXoG//PLLsXPnTvT39yMSiWD9+vWYmZlBMpnETTfdhA0bNuDnP/85vvKVr2BiYgI9PT1NOSa8gg4AqVRqTp8yLknQDgsl4rkQ+Jx0HXok/TPR0e0JuRDnnHNwenp6sGPHDmzfvh1r167F2NiYq7Ik+TOiUnCVLu1gs5MuKkE8HnfhgTpET5LdwwiAvraVqqfJ0UL/o+dL5A+zi0mlKE+8iSYrLUwE2V6ZJ5kjDkWUJH8J0eNCA1yAQNskcz4f8QubQ4NhueBRj3oU3v/+92P9+vWdNsVgMCwTTExMYHBwsNNmGJYJlmUgMpMDDmMC4EKZpBqZOJFCcpioSBvlchmFQgFBEDStrnNeRK1Ww+joKFKpFIaHh3HPPffgwIEDmJycRDabxfT0NADg3nvvxenTp7F9+3anZAiJYCWkWCw6W6WqFDu+ohrJcbE5TMXiBHyxVxxgmTNxvkUR4rwQaUsTK1aIkskkNm7c6Dbg7OrqQjKZRLFYdMUOpN1EItFUzprtFjLFqoI8HwmXk+pvPMZ2CAgrJj6iJ+Pia3S4V1gYj1ZjODeGSbXPbrlXCAirXty+Vn441E3eC7mX55Pzd+SZCznS8y8blcq/Bx+JagVb8eocfv/3fx979+7F8PCwPQfC1q1bbc8Zg8HQhNHRUaxbtw6nT5/utCmGDmPZkhlxIrlEs96YUBy1SqXiku9rtZojCUEQuHZk1VyqTXHojrR777334r777kOtVsPk5CR27NiBZz3rWbjqqqvwne98B7t27XLk6OTJk24TTdk3htWZRqOBXC7XlOfADreEYolKIR9x+qUNgTixMmYd3iTERs7LPewEa6LAREbC9k6cOOEch5mZGde+7O8jCtfU1FRT39wmO/nyt1QxY5Iqz4tzU3hcTE65LxmDPFt5hpz/4psTeTa8malun8PP+N2Q0LiwfCUheHJc5kQcMC4MoPNz5Pn42tV2AZizz1EQBE3vDJObsJC7duFTdszJXjrk83n83//7f/GVr3zFlAjCox/9aDz5yU/Gl7/8ZeRyuU6bYzAYDIZlhGVJZsJyAvg854hISI2EnQHA9u3bMTw8jLvvvtuF6IiTy86qkAhZzQbOEof169fjkY98JB566CGcPn0ak5OTCIIAW7duxfbt21EqlRyp6e/vx5EjR5pW3icnJ5FOp5tUCB6fhJux08tEjcHky1duWVfZEiLDq/w8p+JcM2lsNBqYmprCrbfe6uYhlUqhr6/Pzefx48exa9cuVKvVOWSDn4tWR0T54RAqIZthxELanO9d4Weq59hHDHxhWb5cGZkbDqcLA4ehyQahqVQqlDBxlbdGo4FSqeQUPF8omjzfer3u9jYS2/l94Png8ZwPjLxcWMh+Qbq4yWqGvYMGg8GHkydPYtOmTTh+/HinTTF0EMvy/5StiIyc17ut8yp3V1cXrrrqKtx4441OiSmVSk17v7BSIdW7giBAEARIp9Po7u7GwYMH8ctf/hK33HKLC41Kp9N43OMeh23btuHUqVOu3Xw+j97eXqcQyd4quvoYj0FW/jn3gZ1iDkvyJYELceCPOL1a7eHzrH7oEKxisYjR0VGMjIxgw4YNeOYzn4nHPe5x2Lx5M+LxuKv2JqFoPtKlK3mxvZJ3UyqVmsLzZE7OFaxY6bA1nesyX04O5xv5wrha3cfqC7fFYBXqfCHK5GK1Z+g87r77bvzTP/0TJicnO23KssL1119vG+YZDIYmRCIRPPTQQ9i0aVOnTTF0EMuSzAD+fARxiNlJ5xXrRqOBZDKJ/v5+AMCdd96J6elpl48gO6NzzoRvPw8hAxMTE/jud7+LiYkJxONxdHd3O2VmfHwcJ06ccHal02msW7cOyWSySQlpNBpNzqYeCwC3SacoFnI9h9UxeWEVxpcTIu37jnGpZ75G/k4kEo7MrV27Fv39/QiCwBUumJycnJMLwtCOOjv3stIsIW2+HJRzITStxq7VGiYqOoeF/9bhcHqFPCwUTD6iBDLJlnPy3CW/Rs9FqzmQd53LNwMIHY+8H1xlr5USZlgeeP/7348vfvGLTaGeqx2vec1rsG7duk6bYTAYlhns/2WGZUtm9Eq6OPO8MaUOowLO5Gak02lMTk7itttuw8TEhAvfEWIhEIdVSjxzLoO0JXvZiBNfqVRw6623YteuXe4f0Pr167F+/XpMTEwAaHaaOaxKO5Jyvyg4TGiEcPj2VvE57xpM8uSjc1L4Pqk6JiWsE4mEC2WSIgCHDx/G0aNHmyp26Xa0usTPkPd3kTA7Jgua2Mh9rT7cPv9ud7NQvl+3pUPPfIoh/83EolXlsmQy6eaPiYa0pwmJkEB5PolEoinM0qc0aQIcRvDamZdW825YOrznPe/BnXfeiVKp1GlTlgUikQhe+MIXYmhoqNOmGAyGZYZDhw5h27ZtnTbD0CEsGZlZLIcnLH9GEp8TiYQL/5JNLEdGRrB//35X6pdXsJnMsI2cVK/DoorFIgqFArZt24anP/3p2LNnD06ePIlkMolsNotCoYBCoYBTp065ksvJZLKJiIgiopUCJh0SbiZExrfKzkSDy1TLh5UrcZQBONKmbajX645ENRqNpv1Jjh8/jqmpKezfvx933303Dh06hHw+7+aRK6z5wtt8CpI45bFYrCnUzPes5yMj+nlxv9KejJHhI8Fh4NybMNLAz0g+moiKjTK3UlCBCz7w5pz6I8UMZO70HLUKyTSsTJw4cQJvfvObLRac8Bu/8Ru2+7fBYJiDWCyGvXv34rLLLuu0KYYOYMkKACyGE+VzUAVSRaxYLKLRaCCbzTontVqtolAouLAzJga8Gs4bIbLTyeWH2RY5JgUHenp6MDk56TbT5H1Y1q5di/HxcczOzjaVf9YJ2wxWLjgpn5UUXslnkgDMddL1/jWsiGSzWXR1daHRaGB0dNSRk1QqBeBMCNTBgwdx7NgxVwI7k8m4DUrFwddhblql4fmT34lEApVKxRE/Lpetw97ClAfgLJnRxQ/4eUpInM+uhSZXc+lk6Z/JDKsqQh4TicQcxUiKPkSjUZTLZW+1Ow0hw0JoFxKe12oODcsbd955J573vOfh3e9+N26++WZks9lOm9RRXH311XjEIx6B48ePu4UVg8FgAPwVUA2rA8uumpk4eVpl0KFZcq385mvk3nQ6jWq1ipmZmaaQHSmlLPfx/QJ2hsUZPHz4MEqlEm688Ubs2bMH27dvx9jYGPbt24d6vY5EIuGqqd18882YmprCd7/7XUemRIlIJpNuNR5oLrsroXCieshqPDvefD0THzkm4V/yt5QV5nCuzZs3Y8eOHcjn87j33ntx+PBhp5boPWGAM+SxXC7PKRvNIXX8DGTutKLB8yzEUciGlG8OC/Ni6LAwaVtULf1O6d8yb0xs+B2R6+Q9kOpt0p/PTt+mpVJlj6+p1WpNldykSIQOB2PiwkSVbdRzxOPQyp9h5aHRaODee+/FS1/6UvzgBz/ADTfc0GmTOopMJoN//ud/xt69e3HXXXd12hyDwbDMsHv3blx33XV44IEHOm2K4QJiWebM+Fbn+SOOOed1AGdyEYQoyCcIAnR1dTlFolaruapmsmcMkxady8I2NRoNnDhxAhMTE8jlcjh58iRmZmZc6JQ4j5J3IkqMLwdCnFdf/oNc68u5YLWl1UdXSJPx1Go19Pf3Y9OmTUin08hms1izZg2uvvpqXH755eju7nZzwZXZWoVl+UKt9Dn9fGWvl0ql4uaNFbR2V1cWqji0E76mr9e/w/JH9HFfNTQdEpdMJpFKpdz4db6NhFEKoRVSw2GF8pH2z2d+fOO3la7OotFoYHp6GjfddBP+4R/+AWNjY502qWOIRCLo6enBRz/6UezcubPT5hgMhmWGIAhw11134eqrr+60KYYLiGWnzGj48i/kt4SJ6dwCDgUSxUSul/AmToYXx12jVqu59uV3o9HAAw88gNnZWczMzDjiwv3XajXcfvvtc3JUZAxCcnRlsvmcTlaLWLHSZEyHlvFcxuNxFItF5PN5d9/atWud+jA6Our+ZqLYDnwkxudcM1GSOZK9eLTNi412nPvz3dtDnoGoMEzOmayxqhg2ZnlHObRMl2HmMEytaPn6M6xMlEolvOUtb0F/fz+e85znoL+/3/vfrYsdkUgEvb29buHFVEeDwcBIp9Pn/f9xw8rCkjztdlaC27nGl4fBYU3SDjvIonRwWI7sjyK5GuJkAmfDcjg0S9rlFXImH5LzIOSICYRg//79OHjwIIrFYhMJEcgmnVy5zOfIc5u+8CtxmqVUr4SVAZhTJUwUm0ajgVwu50hfKpVCKpVyBRNkDnUJY1+lslbPUSfA8zPkzTVLpZJX1WhXVfCpJK2uCQtl43eJ79PllcOg31cZv54TJsdSGU7ysXR4pVYlpf1WfcgYNJE1MrPyUS6X8cd//Md4xzvegSNHjnTanI5hx44duOGGG9Dd3d1pUwwGwzLErbfeiuuuu67TZhguEBZ9Wa/dlfVW17RyMHXCOwCXGC37wExNTTXtoxKNRpFKpVzBAK44ppO2tdMn6gyAppArLkvMjjevFIqz7huzECouSCBhZz6FRe9DwvPADrbYGxYWJpsszs7OujkqFAo4fPgwJiYmkM/nXcWtVkRKjokSFeYshzn/QjLr9Try+bzLIREFQnJwJOekFTjvRRcAaGW/JmqtjvOzYIjNnKcjSgpXe5Pn3GicyZ2S907GHQSBS170rTTLfDC59tki86BD2/j7fGGkqLMoFAr49Kc/jfXr1+OVr3wlhoeHO23SBUcsFsMTn/hE3HLLLZiamuq0OQaDYZmhu7u7qbiQ4eLGoiszS+Xo8Gq+OK2SN8AOYCKRmKN0yLXpdNopEIVCwSW3yz4vvrAcrQLxHjSSn8NkhMO/gOYKY75wuVqthlKphGKx6FQVva8MO9a+Es8MJjC+VX0Zh3zK5TIeeugh7N+/3+2lI9dwm75QpnYUlLDwOVEiotEoCoUC8vn8HOe7FXzjahe6ypuQMq2I6H58JINt1nlL8qy44pp+vry3j3zk3eLCD2HPUt4jrQr5FgTOh8ycz3wbFh/lchmf/OQn8ba3vQ333HNPp83pCH7rt34LGzdu7LQZBoNhmeKWW25Z9UVTVgtWTFChdtLEiROHT5SWa6+9Fpdccolj5Ewe4vE4hoaGXJhVtVpFJpNBT0+Pq26modUh30fsEcddKoJJLo0mOr78HyYrOnTIpx60Ig/s3PqcWZmLSCSC2dlZnD59GvF43DnRjUajSWkIc4a5TLQPWiHQkD7r9ToKhULTuJcqLMpHOjQp42fLz2y+2Hx9HwBX1lp+12o19PT0YGBgwLUp57kf31xwu74+9TMPU54MFweOHTuGL37xi3jve9+Le++9t9PmXHAEQYAXv/jFtlGewWDwYmBgYMG5v4aViWVPZrQTzsc4j0Ucwp6eHgwPDzsHkB3Bnp4eXHvttdiwYUNTtS85z9WkxJkX517nvYQ5whJitGbNGlxxxRXo6upyCpIvX0NsbDQaTlHicsVCkKR8r54HoFk50QqKT9Hie4XUSciXlJYWFUFv4CnntIIRptKIcsVzJsqSqDNaCubnwc/IR3D4HdDvDT9Lzmmaryobj5GVJfnmEslcvprfTe6TwyQTiQS2bt2KgYEBR+T0e8Tgeebnx/MUdq+eC72RZzvwvbOLFa5mOD80Gg0Ui0V84xvfwHe+8x2Mj4932qQLjhtuuAEDAwOdNsNgMCxTfP3rX8ejHvWoTpthWGIsGplp5eCcr/MT5lBxjgUATE5O4tZbb8Xdd9/tnPJ4PI6uri4XzhOJnNnPpFKpoFwuo1gsolQqObLQKsRLjmmbNOLxONauXYtLL710DolpBSZRfK0v/G0+1cMXJiV9VCoVjIyM4J577sH+/fvdXElf7CSHtR2WH6OfT6sxa3VNt6kVhbCx+sLefOdateMLcdOheUB4QQa+j0mdJqaSdxWNRhEEQVOoop6X+Z6xtkMf08Uh5iM97cCIzPLD1NQU/u7v/g4/+MEPOm3KBYfeg8tgMBgY69atc9VSDRcvFq0AQCuHa7HDhXQoUKNxZr+Sqakp5HI5RCJnEqolJ0VUmImJCczOzmJ6ehoAkM/nXcK7OISc7yKln0Wdkb41sRHwav3Y2BhSqRQKhUJbY5EkckkU14n1OuyJQ460cqXBpEzsn5qawvT0tCuLzGRCxhEWWtXKweb5A9AUrsY2yrfsBSTXiSIkNrciMPpbj1ETU56L+aCv45AwbYMGh42JsiXPq16v4/jx46hWqyiXy02qEoccni/h4HmRcMDFgOXMLD80Gg2cOnUKo6OjqFQqFlZhMBgMhlWFc1rSutCrs+II6ipd7LRJiV/gzGodqwOZTKYphyUIAgRBgFKphOnpaZfjwk4wKzc6VMi3Cs5Oczwex/79+/Gzn/1sTrnksPFJlTQJ9ZKQIK3I+O5lG1opJr4Vf95Hh+c2LEdjPuiQOZ+9bKMoM5VKpWmTz1aV1MIIDF+v721lw3xE3BdyFnaffhfk+XNbUo5b8pZ0vgtf244y4+tfFzgIC9MzXBxoNBr4xCc+gVtuuaUp7NFgMBjmwwc/+EF87GMf67QZBsM545yUmQvpEPkcPZ8toqBwUnosFkMmk8Hg4CCSyaRLdAeATCaDYrGImZkZBEGAvr4+p/BIewDcCnoikWhK5GbHtlarIR6PNznvQkykH7mHVR1ZqWeypsO0wkKOtEPvA+eqsDLBxRH4vJzzhSJpu2UsrVQhX2iWVkzkbyEzXAab+9FjDst/0YqVVvC0/XIPV7/jMXFSfjwed+RE3rFWz0ETCvmb3xPOedHHZHw+QsNtyj0yJj2/fF7n3YShlSpmWJ64++678e///u/YunWr7X5tMBjaxsjICEZGRjpthsFwzljUYOOlUGzCVqd13oiuCib5ApVKBTMzM06RkesymQy6urrQaDRQKBRc4r44ibzxZrtj1eV1uWyzVgKi0ahTY7QDDaBJ0dGr/UxotILCCe8+1UKv+Ov2uF9O/m/32foKBoRBV+vi8YqtWmnwteFTYvR88lz5lDUf9DNbiEqiq5Tp/nwkSJMo7itMhfKd1wTKR05122Fjn28xwbB8UKlU8LWvfQ133HFHp00xGAwGg+GCYVHJzGKv5OoQH99xrVrwynej0UA+n8fY2Bimp6cd2REFIpVKIZlMurCuVCrVRDzkuvnCkLQNTC5KpVJL5147iqwEFItFZ5ugVdiUdlDDCICGJkK6L16lZ8LoQ7slgLldIY6VSmVOFTBtB489zGn3haXxfVqFaTcpfqFkxhdmx221gs+e+Z5nWIW9+chou2MypWb5Y2pqCrfddhsefPDBTptiMBhWED71qU/h4x//eKfNWHS8/OUvx65duzpthmGJsWgFABYLPhWBj+uwId99vOIv5KbROJvQLkmyotTIppW+HWM5lybsHB/Xjr5OZtcr3tIG51UAcKpSoVBoyqfRpE5/89zMtxovBQZ8YVkyfz7nWRMcASf/+1bztfLANkuoWa1Wa1LIpB0mHL7QKz1mHW4m97H9YeP2hYH5Qsj4b/0sWqksvvdAVBzuS5e0Ztu1esVtM+Q5t6uWaZgas/Jwyy234Nprr8XatWvR19fXaXMMBsMKwEMPPYSjR4922oxFxz333IOZmZlOm2FYYiw7MtMudGiWOHxCLMRBZadZqpbV63X09PQglUphZmYGpVIJ+Xx+zn4hDG5X2uNv3306vEg7z3yPL4yuVquhVCohCAIkEok5DjwTJVadWhEJPS6ptOUbC9viO9fKiebzbI9vDrSS4LPZFzrGREMTXCZiPodft6cJhh6XJnU+9cdHZHx7zcg5fj/0c+FxMfmSNnkcHM6m54jbMqwOHD9+HAcOHMDs7KyRGYPBYDBc9FgxBfp5hVs7hRIKNl9uQDqdxtDQELLZLAYGBrBp0yZ0d3cjHo+jUCggl8sBQJNaIXkcvGofForF4FwZHX7mU1SYdEnejfTP4WbthFb5HPdWIUq+cDK+3xfGpscKtE7052tbbbjJ8+Ibj2+sei7CxuZz6FspJ2FENUwdDOtT3hdf/oyPWHEYnFZwfPZLH0yauF0jM6sLtVoN3/rWt/CjH/2o06YYDIYVhH/7t3/DJz/5yU6bsWh49atfjQceeKDTZhguAFaMMsNkQB+XECwATeE4AlFsstms24NhZGQE09PT6O/vR6lUwsjICHK5nNuRXsoFC6ngvn15HQCaws18xIGrl/nGoBWMRCKBcrns1BnZMV7nrfCKPSs0vn1ofJXI2CatFrQiMXoM3I440L4CCuyg+0oxc/8+sN1sp77GtyeMr03Z06cd+BSSMPvELtmU1Pfc5TreZ0faZtXMR1qZsOjz+jkYVhcOHjyIQ4cO2b4zBoOhbRw4cOCicv5/+tOfYmpqqtNmGC4Alp0y08px9oUbhTluEqIlDmelUsH09DRSqRS2bNmCcrmMyclJDA4O4rLLLnO5M+KQsyMpJEj64zwavUov58VB5tVyn5Kg9wJhiLojeT5SKUzu4Z3dffMjx9hRDnN8hVDJdUJ8eINOTXR8bUnffD3PARNBUbm0I6+fOf/N1dr4vE+98f2tSyCzqiebloqtckzuk/nnPXF0CWlR8pikybvEHx1Wx+RSyoDzsw0bG9voCzE0IrM6Ua/X8d///d/4zne+c1HvOzM+Pu72FzMYDOePb3zjG/jUpz7VaTPOG294wxuwf//+TpthuEBYdmQmDGFhSPJbHG5RVYRMcJJ7pVJBNptFd3c3gDOEZ926dbj55psxPDzs+pLr9e7s3Je2IR6PI51ON+1xI9frJHu9cq/D0PSmlgBQLpfdZos+x9VHmAQ+whUWcqXDrdqBHpNuS5M1Jg7aGec2tG2+/sKu9x1rJxRNV1HTYX1MRNvpV0gnz4uv4pgcz2Qy6O3tRb1+ZvNUX1U3bXdYXk6ruWgX7SpzhuWHX/7yl/je976HsbGxTpuyZPiP//gPHD58uNNmGAwXDfbu3Ytf//rXnTbjvPHd734Xk5OTnTbDcIGwYsgMO/q+8CkhEdFo1JVcZuUmHo+jXq9jdnYW8XgcfX19zpG+5JJLsGHDBgDNOTJyf6FQcKt/nGQtkD5k085IJIJEIuH2mdE5InpcrT5ctpjLPDN503kXYpM4uDo5XPcbRnB8StL5QlfoEsLpq9Y1nxOuyUc717VSOphMsXLWzriZjOq51ZXEarUaEokEkslkk1rUaDSQyWQc2dY26HnRBMtHCtudS8PFh0KhgHvuuQd79+7ttClLgvvvvx+/+MUvMD093WlTDIaLCt/97nfxuc99rtNmnDPe+ta3XpSV2QzhWNZkhp1/UVyEIPA53twyEolgcHAQl156KXp7e1GtVpvyasbHx5FIJDA8PIx4PI6jR4/i8OHDbo8ZKQ+sw6FkldxHSmRVvVwuO/Ig5ZT502olX5MYhtiu95yR+zS50w562Mo6O9xabdDqD6sq+tn4xhTmQOsCCNVq1YVs8f3cj7aBr5vPFh5rGHxKSSsi4FOddB++0DPpKxqNore3F6lUqqnNWCyGIAgcmeYS1WE2aeLlI6xGZlYvfvWrX+GrX/3qRRduMT4+js997nM4cuRIp00xGC46PPDAA/j5z3/eaTPOCW9729vw8Y9/HBMTE502xXABsWzJjHbsxdETQiNOmlzLoWHr16/H4x73OFx77bVIpVJN183OzmJyctKtYh89ehS7d+/GmjVrkE6n0Wg0HCnRzj5XpfKFY5VKpaZwLyEx2qEMCwVq5RjHYjGUy2UUCoWmzSVFdfKV+dVzqNUtTXTYBnGmRRliRcxHKni+fP36ni0Al/fDeSU+tEPOwsK/wlQvgVaHWNHz3cPkOUwdYlVG8mzkmng8jmw2695NJsCNRgOzs7NNZEYXSdBkxqfK6bGHnW8Xrci2YfliZGQE3/jGN/Dtb3/7okqE/fKXv4yvfvWrF3UIncHQSfzkJz/BF77whU6bsSC8853vxEc/+lELL1uFWJZkRjtN7HzJZpccVibOZTKZBHCGVAwNDeHRj340Lr300qZQqWq1ilOnTmF0dNQVCRgbG8PVV1+NwcFBRxh8tui8HQ4rYmdTEvblWv7tc/J9zqUONZOKRPl8HsVi0etst2pHEEZkwp6DbqOVzYwwdUgcfFFkyuWyI2c6pK2d8bBi5AvH0gRNkz7ONdEfXyll7jNsHniskUjEkRl5RuVyGVNTU25vI1FrAGB6ehpTU1NesuIjLb7fPpXJsHpx+PBh/PrXv75o/gd/yy234NOf/jQOHTq0KKGvBoNhLu699158//vf77QZC8K//Mu/XFSLNob2sSzJjA+1Wg3FYhH5fN4pJ8DcBPtyuYyHHnoIBw4cwNDQELZs2dKkqgDA1NQUpqenm8ofb968GVdeeSWi0agrpcsOMBMW3bcmOhISJg67VCJjp7JVHo20ze3HYjHE43FUq1XkcjkUi0U3Lumj3fLCvr7CHHfftefjJAuhlI1Ky+Wyd345B6TdMXAfYVXWNBHR4Ww+QtNu/76cLilEIe9UrVbD7OwsSqUSotGoU6WSySSKxaLbxJVt0uMJgyYxOufHFJXViWq1ijvuuAO33XZbp005bxw7dgz//M//jLvvvtv9mzIYDEuDO++8E//2b//WaTPawt/+7d9ifHy802YYOoQVQWbEoatUKigWiygUCi4Xhp3OeDyOIAiQz+dx33334cEHH8TY2Jhz7iQ0SMgFcCZ8rVAoYGxsDD09PY4wSPvagRTHUBxwLufLCoBWCnwr/mEbSOqwJ4GoUbOzsxgfH0cul0O5XEaxWESpVGoq1RyWXyHOsy8UzRdyJmOWMehzPvWDSRg/Q+BsyWz5SHnjIAi8Nsi9PsKjn40uBR3m+Ou2tFqlxyffrALJb03AOM+KbeIqdMlkEuvXr0c2m0WpVEIikcDAwABSqRS6u7u9KpsmZDr3KOwZhs2Fr0qbD2Eql2Fl4b777sPnP/953HbbbStazfj4xz+OH//4x8jn8502xWC46HH33Xfjm9/8ZqfNmBfve9/78Dd/8zemyqxiLHsyww60EBbtxElC9fbt27F+/XrE43GcOHECt956q6vko8O2uru7kU6n0dvbi+7ubtx+++04cOCAIxOy6qeVGO0I6FwLqVSVzWZRKBSanGW9Zws70NoRZ3VH2pYclmq1ipmZGUxPT6NYLDqCEkZmBDI27bz6rtWEgfM1wsoX8zz7+pJ5LZVKTWF3opBxKWy2x6d4aPv5b589OtROv2NMcDjkjd9BfZ5Jh6/yGPcl4WSRSAQ9PT3o7e1FNptFJHIm56m3txdr1qzB0NBQaMU8Jkm+EECfHbq4gW7TiMnqQL1ex09/+lP8v//3/1ZknkmlUsHIyAi+/OUvY3R0tNPmGAyrBvfccw++8pWvdNqMUPzDP/wD3vWud1lVw1WOFUFmtCOqnTcAWLNmDa699loMDw8jnU6jXq/j+PHjmJ2ddYqGIBaLob+/H729vQiCAKlUCvfffz8OHz7sHElfiBOrC76QrkajgUqlgr6+Plx99dXumISIsbMeNr56vY5UKoV169YhmUw6MiSFD+S7Vqshn887wqRDksJyR9hWn8oRdkyHLvmu18oEz6GEw4mCxGP3ldtmG/nadkOlwhx1JmZhYWT6Gt3nQhUKGbuofclkEjMzM8hms1izZg2q1SpmZ2fnFApg8Jwy2WJSKeeE3GpSZljdmJmZwb333ou77757xYVj3HXXXfjIRz6CkZGRTptiMKwq7Nq1C3/1V3+Fr33ta502ZQ4++tGP4h3veAdmZmY6bYqhw1iWZMYX5qOdWV6pFkUiGo0iCAL09fW5PV+YSHCbkng+Pj6O48ePI5/PuzwG2ddFqzAcZuQjM+JADgwM4Prrr8fGjRuRTCYRj8ebKo4xAdDhZ5FIBF1dXdi5cye2bNniSkZLGzyWcrmMXC6HfD7ftAElO7M+ciPwlWNuRWxaKTJyjTwLIWFCsCRPRhdCYNXFZ4cmHmEqjSY+rLTo81q54fcsbB7C5sVHrvTcsMom6t3JkycxOzuL4eFhNBoNnDx5EqOjozh16pQje61Ik09t8SlUuhKahuXRrC7s3bsXn//85/Gd73wHxWKx0+bMi1wuh3vuuQcf+9jH8IEPfGBFqkoGw0rH3Xffvez2nfmnf/onvPnNb8bs7GynTTEsA8Q7bUC78CWoc77KyMgI7r//fqTTaWSzWUxNTTkyw8qFOHZTU1POyZZSuFINLQgC53Rzn9pB1SE/nB8RBAHWrVvnYru5SIB8h20A2mg0XB7F1NRUU6KrEBuxTxySarXq3SxU2hYCxOfYwdVEgqGJpC8MSu7lNmVTSC5SoJ8F9y3PQ2yVfpjQaDs5h4nt1ePy2RoG/UyYFHK/mjBJ36xIiSrIx4rFIorFIpLJJAYGBhCLxZDP513+EJNm+dbElwskhD0LHxniv33vieHixpEjR1yo2ZYtW3DjjTd22qSW+P73v+/KMOdyuU6bYzCsWhw8eBD/+Z//iWc/+9mdNgWf+tSn8PrXv76p8qxhdWPZkRl2WHVyv954Us5Jqebx8XFs2bIFsVjMqSytHLTu7m4XsiXVwYAzZEYIhC/pXX6LQ8t7jsRiMYyNjWHfvn3I5XJNzr3e6Z7b5/FMT0/jgQcemONk8lyI3cCZeHJxhlmVEGeXNxRlQsdgguNL3Jdv3zMA0JSrw3MiCf+i1rANukyykFP93DiZnm3XCp4mFty2fpZh0EUAWpE8nismG7oPbZcQo4mJiaay1ExWfGqYbt9nn+/DY/eNd745MVxcKBaL+NnPfobPf/7zWLt2LS699NJOm+TF3XffjQ9/+MP48Y9/bJXLDIYOY9euXXjLW96CaDSKZz7zmR2z43Of+xz+5E/+xFX9NBiAZUhmNHQ4EleFEiKzZs0aDAwMuOpeYWydHTfZ9yOTybgVP3GafSvirewTp7xWqyEWi2FiYgI///nPMTk52aSKsDPPjqkmCpVKBUePHm0iIRKmJhsrSsiSzEu9XncEDoA7ph1hXo33qRn6nE+lYWVJruHx8bMqlUqulLYmKbFYbE4yfblcduqSQIhOmKMe9oz597mCx8Nj8D1PvqdVno2ogJVKBTMzM02kiBWzsLLQPqLDxw2G+TA+Po5vfetb2LRpE171qlehp6en0yY14Tvf+Y6rvmZExmBYHti9ezfe+MY3IhaL4eabb76gfX/xi19EvV7HK1/5SvtvgmEOlh2ZCVtt9hEMceoLhYLboyOfzzeREiYjrPoI4UkkEk6ViUaj6Ovrc5tSStlcvcLtU2jEgZVqY8ePH0ej0XAlh4HmUDnfyrrcH4lEXPgYO7fch9jFdkhRABl/EASO/Mj4AMwpiNDqWfiei1YSxD5pVwiZkBmfssDPR1eDY1t5frg6mlY7fO+MHoMehyZMYSSJCSOrK3yO2xECJAqMPifvi8xXIpGYE8bmI7ta2dIfOe87HqbuGFYvjh8/ji9/+cu46qqr8PznP7/T5gAARkdH8bOf/Qx//ud/joMHD1oYicGwzHDPPffgta99LT784Q/jaU972gXp89///d/x0pe+1OWTGgway47MMMTh01XAOFQqn88jl8thZmYGyWTSrfYDc0N92HmVUDTZ2DKZTOKSSy7B+vXrUSgUcPr0aeTzeWQymTlqhs+pjcfPTKWc56R9Oe4L3/I5mrFYDKlUCmvXrkUQBBgZGXG5JLVarckRFidYbORQNqmMxhtvitojc8BOr95/Rduq7ZX7ZL7FPg6dkvvZ6eecDw4hk+PVatXlL+m50nlK/BzCwswE7NxzmWzt8PsIEBMaJmHVahWJRML7fgJnQgAZiUTCzY3e20bGwe2IjRKmJ3PFz0ITF130gUP85N+SDnc0rD7U63Xs2rULH/nIR3DZZZdh586d7r9XnbClVqvhc5/7HP7mb/7GEv0NhmWM++67D+985zuXnMx87WtfQ6PRwIte9KJz3hTcsDqw7MmM/mjnLZlMore3F+vXr0cikcDk5CRmZma8K/ZCBFhREMcyHo9j+/btznGUzTMrlQqCIGiyiQkNKwi8kh6JRNDX1wcAyOfzoSFDcj3fJ2MbGhpCf38/SqXSnJKkeuXel7QuMaWSUwTAhafpvJP57AsLm+I+q9Wqq9rVaJwtSc3X6DZ8Y/f1x4493zefM95umFmY8uZrjz+yUpRIJLx2CyQfKKyqWCu7WtnDRIzJrYWcGdpBvV7HnXfeibe97W141atehRtvvBHpdLpp0eNC4MiRI7jjjjvw9re/3dQYg2EFYHx8HLfeeise//jHL0n73/rWt/D85z/f/j9maAsrhsz4woDq9ToSiQSuvPJK7Ny5EwcPHsTY2NgcR5tDd/Smm3K8XC67vRckp0FK6qZSqaaVdLlGFBixhduOx+MYGBhAqVRCoVDwhotpEiH3yuaS4+PjzpZUKuVW+Vnp4ApY0mY8Hkcmk0G1WkU+n3dt8Iq8rwCAL7yqFRlgQsQqgNjI4Wy6ffmbx89ExVflTRM4Tab4PdEhWrpfhjyb+cbLhErakns59M0HIcY+MtNKSQLgJSetwswWQmbmI2+Gix+zs7P45je/iT179uAd73gHHvWoR2H9+vUXJI/m9OnTaDQa+NjHPoYPfehDc5RMg8GwPHH//ffj5S9/OT7zmc8salXE//mf/wEA/K//9b8WrU3DxY9lS2b0Krc475w3Ib/Hx8dx5MgRPPTQQ02bSGpCoxPQ2TktFou45557MDw87BL5ffky0p5AqwSs3HCoFYc3cf++sCIhAYcOHcLJkydx2WWXYc2aNTh16lRTWBaH1LEjnkgkkE6n3d45otBI2wJflTCxV0LSfGSS51QIDN8nfck88HPkUCg9Nzx/7JTrRHufLTye+VSWMMKin7PAVxqZn4EmD74xizLoS9rnb1//+tlIW/J+6apqfM98oXfcn5Ga1Y0HH3wQb3jDG/A7v/M7eNKTnoTnPve5TeGei4lisYiRkRF8/vOfR71exwc/+EGLhzcYVhj27NmDl7zkJfjCF76ARz/60efcTqPRwA9/+EMA6GilNMPKxbIlM8DcssU69CEIAhSLRezduxeHDh1qylXRxIVJh6/8sOSPjI2NNakLkhfBFcm4XVZGODG+VqthZGTE/S026LH5HO5oNIre3l4kk0kkEgkkk8kmQqJJjzirrBIVi0XUajVHKKR6myg3UtqZy0rLvZzbwu3rhHZxzpkUMXRehoRl6bwOaYvVDVY9JDywVSicVjxaOfHzVQlr5dwzSfMpXfK89f5E8t2KzGjlqdVYJWyNr/WpNXK9HguPM2yshtWHU6dO4Z/+6Z9w1113YXh4GBs3bsTatWuRSqUWrY8TJ05g3759+PKXv4yPfOQjCw69NBgMywf79u3DC1/4Qnz+859HOp3GIx7xiLbuazQauO2229zvpz71qUtlomEVYNHJjHaSzhe+0B4+J+qEzgHha3w2yrcQG8mVAc4mxkejUVQqFZTLZWQymTkqjayQc7/skEt4GSd6M8nyrfRLWwMDA7j22mtRLpexf/9+jI6OOieZnWm2lcmalEPW+71I6WOpdCb9sW3yqVQqTUnvWkniefdtasqJ6jz3WunQz0aS6jWR0s/Op6QsllOuSYZ+p1oRK6CZ3Gg1SSuHrdrwETL9rulj+h5fG63+XYSdW8x/14bli3K5jF27duEv//IvsX37drzgBS/A1q1bMTw8jHQ6fV5t7927F5/+9Kfxi1/8Aj/4wQ+MRBsMFwEOHjyIJzzhCdi0aRO++c1v4rrrrvNeV6vVcOedd7q/n/CEJ1xAKw0XMxadzCwFkdGhR8BcUsNqizj97Cz7wnnYIWRHXq+OCwHQm2OycsDH2NlNJBIAMCdki3M02IkUJahUKiGTySCdTiOZTDongqt5iQrFhQ2kr3g87kiIjK1arboV/Uql4lQfKRDAZZHlOlZ/hDhpB1qTsjBH3TfXrG4AcCpSMpl0OUg+B933nsj9vn752jDMRwJaOft8nEPPuB1N5JjwMGnSY/aNX6st/F5potiK5PjsbzU2w+rAzMwMbrnlFgRBgF/84hfYvHkzXvnKV2L79u2IRCLIZrPYtGlTyzYajQby+TyOHj3qjv3xH/8xfvWrX2FycnKJR2AwGC40HnroITz72c/GLbfcgquvvhrAmXzRu+++GwBQKpVw0003ddJEw0WKZR1mph07ViWAuWWCM5kMent7MT097a5ltUNCnLQDLm3LdeLYyyaV2hYmL0BzCWn+HY1Gkc1mUalUXHU0DqeSdmUMvDHkxMQEdu/ejSAIkMvl0NPTg0wmg8nJSUdemLAwUeB2Wb2S45VKBZVKxdkse+FIW6KKVKtVBEHgQkzkvA7386krWk3hMtC8yaic47AzIVscLtiuChNGqNpRFvjZcnu6Hc7l0XYJEfQpMtpG/R5qNYfnkvvjudVjY6VM5lhf24rQGAyMUqmEu+66C7t27cKvfvUrpNNpxONx3HDDDXjLW94y7/333HMP3vGOd7jfe/bsWUpzDQZDh3HixAn8xm/8Br7zne8AAKanp5es4pnBIFjWZAY449jJ/0DL5fKcZGdxjnt7e/GIRzwC27Ztw2233YaJiQkXbiUkxlcAQNrhlW05xwneTBgAOIdV9hjhTSyZRGSzWeRyOecoh1URk3HIvdVqFQ8++CDi8Ti6u7txzTXXoF6vY+/evcjlcu7eVvvXCNgJZjVJNrRk26rVKlKplCvPGo1GkUqlmiqT+ZQH3juFj7FNbCOTBJ1LIvb5nrX8DTQXPeDnxtfwPAu5DSNBHJKnoXN8eE7lvdF5NL4++Dm0A9+4w1SvVvfwcSMwhoWiVqvhyJEj7veePXvwta99ra378vn8ElpmMBiWG06dOoVrr72202YYVhGWhMwsxFmbD+l0Gn19fU3hXKwiyL4p3d3d2LRpE/r6+rBmzRpMTU25Kluc8yHQGxbqcC/5iKIge8+Ig89KR7VanRPWJt9SjjcWi7kkfL1jvC/cp9E4s4dOV1eXu0eUCr6Oq5qx/Tq3ha/nOZCqWKyA6BA4VrmYdHChAMAf+sTj4bmV+yWsjOdTnisTUCYhYW0xeF51jopWU7TKotsRaALjIwp6rD5wf6328/D15SNpPgLnC8c0GBYL1WoVMzMznTbDYDAYDIalITPnS2TYgatUKk6ZyeVyKJfLjlBwONfExAR+9KMfuTLL1WrVkQzJW9FVxXQejuRoMMGRjzjXHE7GoVNyTtoW9eL06dOIRqMYGBhw7fB+NBwyJnMnv4WYTUxM4O6770Y0GnXqlFzrIxm++eTnoksxy/zU63Vnh5AknkdfLpJcK2PhMCefo865Rkxk2PnmssNa/dCkRD8ndvylH87TYdXFp5SEkQaxR+73ERuZB01W9bMIU4Z8fzOJ12C7tXIYRrS0KmYwGAwGg8GwktG6JFMb0I5tO9fOd484rrVaDYVCAcViEZlMBtls1jlivHIveyGMjo6iUCggk8m4+9kp5twEViu0OsMOsBAmcbpbOb18rFKpuLZSqRRuuOEGXHrppU0hVJIb0tXVhTVr1iAIApeQ32icKRO9f/9+jI2NoVAoIBaLobe3150XIqdX7lmR0M+IFad4PI5kMolIJNJEKOr1uisFXavVnKIk9+nnqB10toufPQCnLvF9Qjg5lC3MuW9FDvQccG4LO/t8Xp5H2HsghRB400t+t+S8fEs/fJzfaSZtmlQLMWVb2Hbfbz1W/TeD32n+Pd9moXz/Qv69GwwGg8FgMCw1lm3ODDta5XIZ09PTzsHW1wnEgS6VSk37qgiEZFSrVSSTydBVcmmXw7disRgKhYJLhmdCxXvQ6F3v6/U6ent7sWPHDqxZswbHjx9HuVxGIpFwSfhXXHEFMpkMHnjgAeRyuSbSJH8HQYAgCObsAaPDzNgGXS2t1VzrkDC+p1WuCSORSDSFqIXljgj03jJsS6tnoyHj5t/83eo+vp+VjaUAby7ajl3A3PwiOS+2shq41PYbDAaDwWAwLDectzKzUKeTP+1cL2FdvHod5uwKkcnn83NWwHlVHMCc33KtgB1IUQ7q9TObUQJnd7qXjS05eZ8/QRBgdnYWY2NjSKVS6O3tRSqVcqRjx44duP7667F+/fomwhCPx5FKpZySUalUAAD9/f3o7u52NvLKOo/Jp4K1CnHSuSc6wb9V4QK5zpc4r68XlUOrFuygt0qi19f7zumCAq3uZ6VlsUKvtH0yLv1OtlKZmFxp5YSJHytIPpXQZ5v+Xui/X4PBYDAYDIblgmWpzIiDzmFiuVwO+XzeKRVyjvNWIpEIyuVykxPPqgmrBuxc6o0hxYEUdQc4GzqVz+eb8mbY0eScCSYY09PT+PGPf4wNGzZgdnYWxWIRxWIR2WwWl19+OQYHBzE1NeX6k31fRJVi1SWTyaBQKACA2+RTwpqEHGjyB2BOUr3P4eeKXdKWVD2T6mYaPlWAnW35zSFb8lv+lnni0tVijyYBcpyVCa1GhKk8vGeOrpSmC0TwO6PJglZL+H2S/CKeU2mvXC67Z+zbp8hHRnRhA35n5R2V8Ld4PD7nebLqxKFxbP9CCYoRGoPBYDAYDMsFF5zMzBcKwypBsVhENBpFX18fcrlcU5iZXp3WjqAOnfLlj4iD56tS1t/fj2KxiHw+79pLJpMoFApuDxRRGgC4DSiZLAmZaDQaOHbsGMbHx1EsFlGpVFAqlbBlyxasWbPG7UEjNkkFM1GBhHxMTExgamrKu6rOTisQXo5ZFCGtfsg8yjXsvFcqFZTLZUey5nu+2tllIsPPIR6Po1KpzKmKJve0E/rlUxr0eV+ehyZc2nZO+A9TpsLGHtafjInnUPrQ9vI3389FGPh+baNWnXSuTatxGAwGg8FgMKwUXHAys5CYfkmeT6fTjtiwCqITp4Gz4V+atMi3qCriKPLmkewACpFIJpNNyfHlchmlUglBEABozvuQNriSl5AgqdwlxQoajQb6+/sRBAHq9TpGRkZcpbbNmzej0Whg//79jmxJX3rTTSYwWolgNUo72bLhJju32nmW60WdEdvne2a6LbZTJ6CLGsO2igNeqVTcHjf6mbLioRUmX1hdq9BE/ZtJnZ5jPR5uQ66fj/DpdsKIliYqYQqO/uix+5L828mlMhgMBoPBYFjuOG8yM9/K+fmgq6sL69evx9atWxGPxzE6Otq02szERKD3YdEr6nrVnFULuV9KFc/MzDSRD+CMo1oqlVAoFJBOp5uc5LAVeSE3nNeSSCQwNDSEIAiQy+Vw8uRJVKtVVw65v78f6XTabTjHzqioQqxUsRrE9miip8Ol2G7Zy0ZW/+UaIRi+RHQ9Vv7mkCguRy3XSHgUq1nSrxRqkPCpsHnWx3wKTZjdrH5oJUTIDJex1n3qe3zXtIMwlYe/fbkzfC2HSYotpsAYDAaDwWC42HHeZGYpiIw4Z7FYDKdPn8btt9+OfD6P2dnZJodOwqUANFXx0s6nb+Vewpv03jDAGbIwNDTknGnOR0kkEiiVSq4imRALCT1j9YIdUi4iIKpOV1cX6vU6jh8/jnw+78LN9u3b50gOKw/sXPMnFoshmUy6fCGdE8OKB4eOsbrB4WX8Lf1JqFkqlWrpfOvwPvkWx5/zUOTZ6HeIQ974+fkIlr5PbOGwKx47q1HcJpMPnjt535js6nnje4WQanVGSognEok5BIwJtY+Qyp5F/K7Lh/fp8T17fj6a3BoMBoPBYDCsdCx5mNlClRt24OLxOCYnJzE1NYVkMukcRCY77DwLYWg0Gk3VsoDmlW3ZvyadTqNSqSCbzc5x/CYmJlAsFl04lkDa4D1F5CMbYnJVMi6TLPZUq1W3EejevXuxe/duTE5OOgUjn887csOqBHDWkdVKhuTc8HjZeRXFx0fsmARUq9UFE9SFPl8mG2EJ7jLHQtDkXh2m1q4NmshopUmHaIW1rwkUn+fn3A5hkPfcpxwxmfGNQ1+n1SYhNb58JIPBYDAYDIaLBUtOZs7ViYrH48hkMk4J0CvdYaFdejWfHV/OPUmlUtixYwcOHTrknEO+d3Z2tilPgUPW4vE4yuUyisWiWzUX9UKUGXaWtVpUr9eRz+dx9913Y2ZmBlNTUwCAIAicg+tbQZeQK97PhfNhNHSiODv0fA2fb2c/mfnyLVqd0wqJbo+dcV+oFl/LY2sF7fT7yAL37yNZ/Az5nFakhCzz5qDz2RimdLUiNAC8CgyPwad6yXkjNwaDwWAwGC4GXJB4E5+z5TvO56PRKLLZbNMmlexQAs0OJJdzltV8TYDE8YvH49iwYQOe8Yxn4Jprrpmz+3wymcS6devQ3d09p0oZcHYXeyE0HJrFyf+6X3bOa7UaDh8+jImJiTm28mo9O7TRaBRdXV3o6+tzNnFIk3b+tQrCIVFaUWLHV+efcLiWDxw25iNMvnt9+6LwM+BQMz0O/uj3IuwjbfLzkP1uwt5D/X5xOBjnbvEYZZwcpqerl/E3t+ebPyFHmrjwbx+50+f1tQaDwWAwGAwXAy4ImfHlRPiOA2cd8EqlgrGxMczMzMzZXJFJiSghktfC+3zoamfi+ApBGRgYQF9fnwvnkhyYNWvW4MlPfjIGBweRTqcRBEGTCiQhcBxuxo4m7/OiV/+FqEk5aC4LredEh4CJjexkc4idzIPPafU5sVrl8BEQJnGtQtS4bx6rzJeMURMrPV4mPUJMdUgfj4lzmtjp1wRG26rngefIF77Fc6T74OuY9LQi7VoJ4vA1fb1vjPKuc76MtsXXpxEag8FgMBgMFxOWXSawOJ3lchm5XA7lcrnJ8ePyxKVSCcViEUEQIJ1OI5FIePdPkY8oMLVaDSdOnMAPf/hD7NmzB7lcDpVKxTnX5XIZ4+PjGBsbQxAEWLt2bZNTLLk5UvWMSZa0I9eK4qDHKITGV6FKEwEArt1YLOb2qWFHmMtL+9QZ6VfPCRMKX0I9tytFA5ggivKgk/OlTblXO+M+VUZD5jMsTwVA0/41OuRL+tXKGF+nVS2tYuiPj3xplYhzs3Sf/Jvf5TCwAsSEnYlMmHJ1rqTFyI7BYDAYDIaVggu+z8x8EIcsk8mgr6/P5YdIyA6H9kSjUZf43t3djVqthomJiSbHWJxarZTkcjn87Gc/cyFp1WrVqTyjo6O49dZbUa/XUS6XMTEx4apUSb/aZuCs8y39yrfcq8OA2CZui69jBaOrqwtBEGBmZqaJfIWpJ3yMCQerTOwMS/6PXCMFDeQ67tM3fslJkr51Po7k/Eg4nlY0NGngUDtff5IHpZUezvvReSNaLWHVz3cNz6G0LVXH9LNnJZBzgzTkmFaPtB08d3wdK1xyjVaCzkeBsXwag8FgMBgMKwXLjswAZwlALpdDJpNBMpmc49iyA75jxw48/elPx969e/Htb3/bm/gs+9I0GmfCtdLpNBqNBlKplHOIhXSwI99oNDA7O9sU3iUVv0SZAeAUpHw+j1Qq5Tbb1M5t2J4tWiWRY2J7JBLB8PAwgiDA6dOn3cadPudXQu3YufaREFnpZ6LFSoEoHgIpzxxG5nwKlHxrsiHzHIlEXHlh3b+E//kUEiaCPAeaPOiQMz0P+npNpuQYkxN+D3xElO2UEuDyDOW39K2r3WmCIyqcz05WYLhNVvV8Jaz189HP0WAwGAwGg2GlYNmRGXbi9F4o8i1EQhw12YMmHo+jp6cH5XIZlUrFKQrA2dLF4uTpEDEO0YpEIgiCALVaDVdddRUKhQIeeOAB53DrfBU5Vi6Xm5QOVk10bku78yC29fT0YMuWLUilUjhx4gRKpVJTJTVd/YzzVHztsvIhv7UzK9cwKapUKk17zWhiwL95zmXs+j4hX2EE1FcowBcupokKh8L5bD0X6Pv1O8C5Wq2IgSZLYdcA4aWgW9nFbcyn0miFyWAwGAwGg2ElYdmRGYEvKVrnBgiZOXDgAG655RYkEgkUi0UXdsRkRlbB5f54PI7169e7IgNcsUwIRKFQcGFuYY6+gDeXrFar3kR9Vknmcx51+d9CoYDx8XH09/cjmUw6NYkdY75HJ+8zuZK586k1PD5OZpc2JARQFBO5lp9R2Iq/7zgTFk0Sfbbx89fj5mM8BlZzzjWXhPvgOZK+fHlDYUSEFRkfmLifT+7LYrVhMBgMBoPBsFyxLMmMqCfa4WMnVn5Lnsz09LQLGePcDWCuYiD7gGzfvt1tzCntCZG5/PLLceTIEezZsweRSMQpIRIype2VHd6LxSJKpZIjRzrBX6sJbBs74zp0qFAoYM+ePchms5iammpKxpfCBrqks4SbzRcKxUSPbRMVhu0DgGKxiN7eXhdmpVUeH8nhZ6HDBVuRH1+oF7et83TCyJAeM48dwBwiKLb6iICP2PI5PT79vvjIndjCoX1yb1jeje+jxyTvqy4WoG0xsmMwGAwGg2ElYtmSmUgkglQqhXQ67Zx+Xc5X515weWJ2sJkY8P3j4+OYnZ1FtVpFV1cXUqkUpqamEIvF0N3djTVr1uDkyZOoVqvIZDIud0E7gJq0cLiZ2Md5Mrw3jDiebLNWWeTY1NQUSqUSyuUyACCdTjdVOWMbZK5YMfAliYsDrXMwgDOkRXKWJKdDlCext5XKJHPtc859IWI8p9o27oefpc4/8jnqfK0eP6tJrcK+WqmEfEwn5+scGN2OHOcKZVJEQrctY+eKZkwo+RnrcD95H3zjMBgMBoPBYFipWLLSzOfqJLETFo/HnTMtSgNX5mJn1peL4luF5s/x48cxPj6Oer2O3t5ePOxhD0Mmk0G9XsfRo0cxOzuLrq4uV31L9qFJJBIIgsBV+pICBWyH9KE3RGSHUu7xlefVv6VdIVQbNmzAzp07sW7dupahYpw70ipfx7dxpraFbSgWi17Fh/tulTvChDTMfq1UAHB780hZa01GhNjoxH8Om/OByY5+b1qFu813LOy47otJHu8hIwSJbRBir8m9T3kxGAwGg8FguJixZMrM+SZbA2cUjkKh0LQaLQ41V2ry5YaIc8rkAjgbypVOp5FMJrFmzRpks1mMjY2hv78f5XLZha6JIqGrg0n7qVQKxWJxTrgVh4/JN4dxSZljyTsRssTz5iMzPiWIVR4NTZ5aKSjAGaUnFothZmZmznkhA5Krw6F0PtVE2+B7H+bL2/GpU9Imk1kmakxi2CafiuObg/mOLRRCVnUOFNsj12gVR9uv1SyfrT4yZjAYDAaDwXCxYlmGmQFnncByuez2JgHgVuSZwOhEb6mipfcbYce50Wigp6cHvb296Ovrw1133YW9e/c6kjE9Pd0UtqZVAMm7SaVSmJmZcQ5mLBZDsVhEOp1GPB5HsVh0OS1cQU0IjdgpYVuSAyJ9+ohKJBLB6dOnMTEx0VRhjUPNdF4RO9CaGCWTyaY8C614SS4OO9BC+rjSmYBD6ITQiR0Mnk921PV1WoHQyovOGeFnpVUx6UcqwUnbXLqb75G2RAkJeyZiuyZvYpe8A5VKxc2nzoXhuRI7eVPQSCQyZ4NQtlveJx6bhK3JWHwV7gwGg8FgMBhWKlaEV+PLA2DIOV85Yh1a1mg0UCqVMDMzg0wmg3w+j8HBQQwMDCCfzzc54L4cC6C57C8n3otyIeQEQNM1YavmYrsOC2MCwMcBOCe1VenehahjQiJkDjj8ia9h5cm3QahWPjQJ8ikKYdW2mBywasFzzyF0YcUWfPApX2KrhBKGlbWeD6KytFNF7FwUFD1n7Sgx84XNGQwGg8FgMKxELFtlRsD5BAxWGCS3gtEqOV0czbVr12LPnj34z//8T9RqNVeGmQlEGPQmkMlkEjMzMy7XoVwuu1waPR75FtIjx0SV0eoCV+xKp9NIJBIolUruulaEZj6IAy8r/kKQ6vW6y1WSPCWgOeSpXC4jk8nMmatWzjWrODLXnAulwcqSzoGRv9mxn2+PFwErO9KPQMIKdT6WzPd8CAsVbHWt/rsVmMxoAil/G2ExGAwGg8GwGrAkZKYdZ6pdh0vnY3A+jMBXXlfulTAcvj8ejyOdTqOnpwfDw8M4cuRIk7qTTCYdKdFlnrUDKepEV1cXZmdnm6p+id06p4bb4TAtXeFMXy+hatFoFKlUypEP7cxqe322M6R/zg2SsYcpLRwqJ6RH9xmmyugQLCE1rciMkFcdcsbt+MYWVsFMH9cKVKvv+UiKTxnU9y5EkeGwNw6N84XSybdvHnT4nsFgMBgMBsNKx6KTmXZJSquQMf0RRzUej3tLHevEcIE4eYlEoulcNBrFzMwMfvKTn6BQKKBcLrsS0LOzs06l8a18i1Mdi8WayhNnMhnEYrGmVX2d+wCczfkRJUnIiXb6NYGr1Wro6urCunXrkM/nUSwWXX88b755ZdXD5/ADcOORb56/arXqiA3bWKlUUC6Xm0iIXOML0eJnJ89Dnmm5XJ7z3GUeOE9EPmHEh4ktV0MLC4HzhYJxuBkrZ2EqmI/saOVQz4evHV3wQK6rVqvOJimNrUmN3CO/db6Y3Heuap6pPQaDwWAwGJYjFj1nZjEdHl6V9ykbYavb4gBHImerlvE5yU85deoURkZGEIvFsGbNGjz96U/HlVdeiUKh4F3F1ivfnKyeSCRcWWedt8OOtHwkOZvPa2jyIKWqE4mEIxILzblgMuGbQ1aFJARMg3N6yuWyl2yw/ToPSIiNEBlJjg8biw4JkzY5X8mnRITlWmlC46tUx+NoNcecR6TJGM+X3tDUd51WjIRs+d57uc43N9wWz8NC3xU9ToPBYDAYDIblhmVdAIDDarTDFhZWxeckl0XUEHEmubKYOLPDw8N4/OMfj8c85jFu1/uwqlWMYrGI0dFR9Pf349GPfjSi0SiCIHDKDoCmVXRxLtmB9u1/4tsbZmZmBgcPHsTo6KjbMHEhTqZP8fLNK+eJ+IiCEBEumS1Ot9zDYIdfxsbOvcx1WD6KKAph0KSPFZGwMWi7+MNEoR0SEDav0r8uTKFJi25DH9Nj1ATFZyMT5nYKERgMBoPBYDCsRCzrAgDi7IqCIc67kAyfoydhNOKYsqPNIUNyD2/IGY1G0dXV1XRMwqv0Kn+lUkGtVkMQBCgWi8hms7jyyivxve99zxEmCcFKJBKurC9XOvONV75lDOyQV6tVVwZa2g1beWf1iBURsYNJjIxdK2E+lUmHcsk9Ug6YiZlW07gNBhM7rZr4nrMmKkwcdP/6erlGt8s5JTyXYQSL2xb1SucCMUFKpVIA0FTi2Wer5GrJtT6SyCRFh+zpZ2WKisFgMBgMhosZi0ZmWjlO5+pUaSdUnF1fDgLnschv4CwBYlLEDrY4+KdPn8b4+DjGxsaaNjlk2zkPglWbdDqNqakp7N+/H6VSyakyovCI4ykOP5MEnfzuU0F0Dk00Gm0KzfKFYOk5k3vFnlgshqGhIUxNTaFcLrtruQgBO/usovieh8zVfAoA77Ei14cpJzwWJg++d8AXEqbvYfDYfCFlvm+xWZ6jbott1mGGWuXzkU9fWxxGx+RFh17qeWrV1/nAFB6DwWAwGAzLCYtGZlqRlXNdHRZHn53psPZ4NZwdx1aJzhzGduTIEXzqU59CPp9HLpdDNptt2sySr49EIgiCwJVgDoIADz74IO69915UKhW3YWapVGqqUiaESvJftOKjFSY9BikW4FvFZ/hyLOTvarWKRCKB7u5urF+/HsViEZVKpSmnRdQsruQmbeq5FULGCoJvnvkeVhXmAxNRHVolfWpiocesHXBNkLV6xed9betxMSESsihFJARCSuS+VgRO28pqoJ4zX4giIywM7VxhSo/BYDAYDIblhHMiM0sdvqLDaSRHo6+vD8lkEoVCYY5TJ2FXkl/BBELs1ccANDnIBw8eRL1+dn+VSCSCcrnc5LSLE8o5I41GA2NjY04xkeT8RCKBRCKBnp4eVKtVFAoFRyY4j0JIig6d4mNCQAC4AgWaRHA+DjvlPoe2Uqng2LFjbi51OFSj0UAymWxSjHylr/Vz0uc1OdDPt5WTzc9I+tChd/MpK76cIO4zTBHzQSsy3L7vfiFciURijhoYFnonlcfkmFyrN0nVhA44q0bqcD1WckxZMRgMBoPBcDHhnMjMhVqdZee80WggCIImh147iEJCdK4B51MwdOiWfHjzSgnlqlQqCIIAAFAqlVz/4nAGQYBYLIZKpeLK4EoVtenpaTQaDZRKJUe6hBz4SBfbJ/kQsreM9M8VxORa/l2v15tyOVgVajQaKBaLyOVyAOCqookaUywWUa1WXblq35zpdiuVisvhkbFxHorMPec/saokoX2+0DYAbl51vovux2crvwvaoecwLX4Gvtwmbk/mWggZ52kxJK8qEok4ksIqDT+7arXqnq2MTQhUqVRCqVRyber9dvhdFPIjKJfLTZuhtqOILfWChcFgMBgMBsNiYFGrmS1mXD4nOQNnHMiZmRlMTk6iVCrNCTmSqlrshLWzEs2kIplMztn3hR3PtWvX4mEPe5jLzWHHWu+1Iv2m02nUajWUSiXngHJSfViCuU4O59A1X7lkX/gT/80r+brKVTQaRTqddkULpAqcj/yxI6/Hqz++MUk77Phz6JnOAWHbpS+tRDHYYdcETyNMTdH9tbrGN79aHQor/cxzqotTcCU7mRt+brpKmc8Wfl4LRdi4DQaDwWAwGJYTFrWa2WKs5HLoklQMk2PFYrEphwVAk5oizhvbMl9+gg790QqJKDNSSGDHjh04fvw4pqammu6PRqOoVCpN93JJYVZYgiBo2oRS26Yd9lgshnQ6DQCuj/kgDrEuayzqBzu/AwMDuPbaa7Fv3z4cPXrUbRbJq/18v4BVDA6N42t1SJioBkIgpcS0HAsLweK+woibPqZJh48o+cCkpN13WtvhmzNfSJomXzyfMqc+Fa7VO6DJWK1W84ZmLhSm1BgMBoPBYFhuWHalmTnEZ3JyEqlUylUHEwVG74EiDn8qlXLOu3b8uCqYEBR2zriKl04Al9LKY2NjqNfr2LlzJ37+85+7PJxyuexCyniH9nK5jJmZGQDNSks8Hm9KDhdo4iP2ClGScCEeV6t5ZKdc1CCdV1Gv15HNZrFt2zanfAm50ERPVyITu3xKidzD5IPvEydb28kklNsJU330MV9OCSskPD98HfcjChHbEEag+JyvHeBM+W9NVrS6xm0yKRQywySWVSyeb75H5rlcLuPEiRM4cOCAy9kyhcVgMBgMBsPFgmVJZsRJm5qaakqSFzWDiUG9XkexWESxWHT5NGGJ/pw7Ic65dkz1yn8kEnEOYKFQwMTEBLZt24Zf/vKXrt1qtYprrrkG0WgUd955Z5OaJAUFALicB+24t6qYFY/Hkc1mUavVUCwWQxUAn0PNbeoE8Egk4vJjTp8+jR//+MeYmZlBtVpFuVxGPB53eUA67Ak4q4hJnpAOm9J2avv4WXP54VZkJiyJ3RfapUOstE1cvS0sVEvby9foa3l+uM9IJNK0gaqPvPmUKLlf3iX5+JQpbR//GxodHcUDDzyA06dPo1gsziFqBoPBYDAYDCsZy47MsJNYrVYxNjaGeDyOTCaDeDzunDFRN8ShXrt2LeLxOEZGRuZsCimIx+NIJpNNzrcvtEw7h0J6SqUSfv3rX2NychL1eh2pVMo5ptVqFWvWrJmzs7120CVJXqqaabAjKiRi/fr1iMViOHHiRBOh0eoCgKYQJd57RzbG5DHLNZOTkygUCq7MdK1WQ39/vyuEwMURxK6uri7k83nnYDNR1Db5wHMjRRH0xpkcfqVJhu+9kW9fiCGTGZ/S00odCgPfy/PL90klPoYv9E6/h0zGtOLjA+d2ybVTU1PYu3cvHnroIZdnxuM3GAwGg8FgWOlYdmQGaFZRSqUSRkdHkUwmEYlEXKJ6PB53isnQ0BBuuOEGNBoN3HnnnU2OmyAWi2FgYACDg4M4ceIEZmdnAcCtmnPYj17dF6Jy1VVXYdeuXThx4gTK5TJisRj6+/uRy+Vw5MgRTE1NoVAouMpREq4ltmQyGWQymaaQL3aANQGS0DmpNuZztLVDru+XsXFJaK7UxYUPBgYGMDMz48ie3KNzOLLZLDZs2IBDhw41VUzzPUc+p6/xqWx6PuYjRfycuF0ATSpGO+3K8/BVRguDvKs6l0vUQR3ax+PU4ZK6QpmvMIAOgxSyrYsrzMzM4MCBAzhy5Ajy+bx7J3UlNYPBYDAYDIaVjGVJZsQRF0goVCKRwODgYJPyIOdHRkaQSCRQLpebiInkJ4gTKHu/6P4kwV8gjryEYvX29uL666/HyZMnkclkMD09ja6uLjz2sY/FT37yExw7dgzZbNbl1wiRkI01q9UqBgYGkM1m0Wg0XMicjIMTvYMgQDabdfkx4+PjTcTIV5YXmBu+JoURpJACKy3Snow7nU5jaGgIpVIJuVzOtSUkUq/mFwoF1zcrCDK3vmR3AE2J/nK+0Wg0bdwJhOfMtPPu6Nwdnauj7fLlzwhkvvk8VxPTldi0SiXzwcSNw9B4jPL8pS9f9TJfSB0A9xyl4t2hQ4dwzz33YHR0tKkwhSZ+PphqYzAYDAaDYaVg2ZGZsByCXC6HkZERJJNJxONxp85Eo1FMTU1h9+7dSCaTKJVKTXvFSKnheDyO6elpRCIRt0eMOI+6DLJAyE8ul0MQBBgaGkJXV5crW5xOp7Fjxw4cOHAAx44dQ19fHyYmJlAsFt1YgOY9VXgvljAnXVSS6elpVCoVlEollMvlOTk2/z97bx5lSVrW+X/vvuZSlbXv1d3VO2u3DcOPFmiVTUBoFkGHRdQj7sOo6OgoR1AcHNvjgoiKIgoo4sImyOjQjNIwQrctNNJ7V3ctXVVdS2bldvd7f3/UfKO+98k3bt5cb2bW8zknT2bGjXjjiTeiKp9vPMsbSuuyTrrWu1innXaNjo6i2Wxienq6yzYeq/YlEglUq1WcPXs2uiY62Cqm9LvFpsnRSbfRE3sdup8d20at7GehyJYVaXERG0170/Qv/V3307HsQqJxz7fOnz0XRQ23cxw718CF5/348eN48MEHMT4+3iWQ+k2fcxzHcRzHWS+sOTETgo7s5OQkstkscrlcJCgoSvhZPp9HOp2OWjWzrXE2m8XU1BROnz4dOXXsxMX6Gzr46iTS8WMqVqVSwfnz55FOp6OakeHhYbTb7WhhTTrl6XQa+XwelUolql/RjmCE6T9sVUwHOJ/PY9u2bZiYmMDp06fniBXOjRJay0XPyzf+wIUoSSaTwZOf/GQ8+OCDOH36NFqtFrLZLIrFIgDMccbt+j88V79QHNkaG420WbifRnXi0sbixlAoiEICKNS8wH7ezzUS24yin7nSyJIe0+vYROLCopwnTpzAf/zHf+DEiRMLSpdzHMdxHMdZj6wLMUPq9XrUrjmfz0eCRms60uk0RkZGkM1mMT09jVQqhZGREbTbbUxPT6Ner0fRETrztuZBnWU60IVCIRJU1WoVW7duxczMDO69915MT09Hx1x99dXodDo4fvw4MpkMNm3aBABR+ljorb9NDQOAyclJFItFjI2NodlsYnx8vKt+gsfSXk2HsrAbnO3uxbqfUqmERCKBmZkZJBIJFItFDA8PY3Z2NhJXnAcWulM48LvtvBVKJ9Pv/FnFls6HFQ82IqKiaD6H344ZqpvR8UNj6Hk0umKjTFZQ8bookkPr9Njzcx5txMuKNn1Om80mTp8+jQceeADHjh1DpVKJhGe/IsojNo7jOI7jrDfWjZihU1er1TA+Po5isYhCodBV/0LHd2hoCOVyGbVarWvdGXYfGx0dRTqdxqlTp7rqFWxBNkVCIpFAPp9HrVZDtVpFMpmMIhd33XUXKpVKNO4111yDY8eORQ5nNpvtig5ZZ1nrGBihYd1Du93GE088gYmJiS4HN5QuxEVGNcWOn9sFKlnPk0qlsGfPHjz++OM4c+ZMl9ChU91oNKJFNDUFLZPJIJ/PY3p6uqsuJ1SIH0o70zkOpXvxmkIpXKE6Fn1O+N0KBbUptH8oemI/5z3SzzUdj0JL76WKJN4LOxdcn0hTyrTWS69Dr4uicXJyEo8++igef/xxVKvV6F6HonkhXMg4juM4jrMeWTdihrTbbczMzODkyZNIp9PYuXMnstls5LTVajXMzs4imUxiZmYG1WoVuVwOIyMj6HQuFJoXCgVs2rQJ4+PjXW/59a27OtitVgtTU1M4cuRI5PSdPn0a27ZtwxNPPIHz58+j3W5jdnYWjz/+OE6dOhUtpDk5OYlWq4V8Ph85werk0xFmeloymcTQ0BCmp6dRqVSizmnWqQ8tfqnOuAox7s8x6GSXy2WMjY3h4YcfxvT0dNTJi2l73J/zQ8eZIi2fz2NqaqqruF33J1YQ6LXb7fZnO1fq0IecdHte2xRB5z/uGMXW9di5tpEW/Zk1XbbgX+eK+2r6Hq9Pz2n3V5FTrVbx2GOP4ZFHHonqrCguGflyHMdxHMfZiKwbMaPObKPRwPj4OIALjvmWLVuilLNGo4GJiQlUq9Wo/XK1WsXw8HDkME5OTna9MVfHWFPW9NyPPfYYZmdnkU6nUa/Xcf78eQwNDXV1ITt69CiOHj2KkydPRjU0jFxwAUp7TcCF2prh4eFo0U9GZmZnZ6NmArrAp0YCtLYn1BBAz6Of5/N5XHbZZVHra37O+ahUKlHtUahhAaM2PBed5jjne757awmJHj2/bXccOo73gLZp4wArKPqxLZT+FoKfU8zMd/2aCqZCSQVLaHxGch5//HEcPnwYExMTUQtmFzGO4ziO41wKrCsxo2/BW60WJiYmIqd169atUXoVHW2m87D7Flsk63ow2kpXHWc6keycdubMGZw6dQqbNm1Cp9PB7Owsjh8/jvHx8chxPHXqVFcqVyJxYe0QLvhpV5wHLtazaCqY1pvQ8bbOu35XARFKQVO0JmNoaAgnT55EpVLpqllhhEZbCVsxw3a/VmRRQFAIhe4jxZCtQ7HdwnRMnS8eb9PTLPoc2PtsU7Z4Lpv+xTmxdtlIWShdjm2t7fXzeCtKNCKl90nnTX9OJBI4deoU7r//fpw8eTKK4PEe2iiX4ziO4zjORmNdiRnrGLbbbUxMTESLS2YyGWSz2cgJpDPJaI06tUxFs4Xn6myzloY/V6tVdDqdqPPZ1NRU1Ea5Wq1GtS2sk6Ezn8vluupYVHgUCgWUy2VUq1XMzMyg1WqhXC531WKosLHOt77N1w5fNvLA3xmdmp2dxeHDh6NUO40S6SKMdt613oNrm9i0MK3LsfA4iiXeR35GwaA1TCogeL80Zcs+J/Y8vG5ei44RisLZZ8EKRTvfel79zntu753eM9s4gZ+r2FORpBGw8+fP49FHH8WJEycwOzsbXaMVzI7jOI7jOBuVdSNm4mCHsVOnTkULYtJ5BS5GdLReRFdnt5EMOpdcZHJmZgbNZhPXXHNNJJoKhQLGx8eRSqWwd+9e7N+/H0888QROnz6NY8eORc4ni/FZL6PF//x8aGgIw8PDmJmZwdTUVNB5pX1x4oBOOQv1VQipg6xip16v48iRI1EHM84J21SroKEwYR2IzhevhXZQxGkqljr4ap+NqtiUMtpgO5ctFE0Pi0u/sileoQgajwt1jbPXYtfC0c/izqMiJhS1UvE1NTUVdS6jyHYcx3Ecx7nUWNdiho5drVbDqVOnkM/nkcvlAFxwwHO5HGq1WqxTHHJYge5uXtVqFZlMBjfeeCOGh4dx6tQpFAoF3H///Uin05EYmZ2dxdmzZwF0F+kXCoVIAGgUSFOn6IxSNNTr9dhUJ4s6uUwP06iHpj/pF+dCbaMN2nHLpnlZx5rbVMzosdbm0HXpZ1rvwXEoRvkVEgoh4WcjW3re0DzaiEkoaqP7x4kVzqtGp/Qe6bXabmU2/U6vh79PTU3h4Ycf7qqT0XO7sHEcx3Ec51JhXYsZ0ul0UK1WcfLkyWhxy5GREWzevBkTExOo1WpRpEXb+mrakE0BYlF/q9XCtm3bcNlllyGTyeDEiRPRsblcLqqdOX/+fFSLU6vVoggHxYwKCI6dSFxY24XRH+v4Wgc5JARsfQmAKN3IFqDb9Xh0XE3bCkVlOD7tZIE7USdczxW6BpseZ6+P5w11RYuLfoScfxUzvA4VJDYiouOo+LDjq6iiAFQ7VNTF2a/pdLSLneSs4Naxa7UaHn30URw+fBjT09Nzok6O4ziO4ziXEutezKizNzU1hRMnTqBYLGJoaAj1er2rToSOpG2RTLQ2g3UfjUYDpVIJhUIBDz30EB577DFs374dmUwG6XQ66nB29uzZLlFCm+joEkYduFCldgSzaWGhxgRqtxU4Gg0JvZ23kRnOhUZaKLyIRhKAC2ufcAFOKyQYtbELZsZFZ+zvut1eC8fXCIv+HrpeK/7szzqHGh2x22zanwoS+znHUCHZS2SEBI7aoJ81Gg2cOHECDz/8MM6ePYtmszlnLBc0juM4juNcSqx7MaOwU9njjz+OUqkUdQmjg0gnmw67dfrVGaVTmMvlkM1mcfLkSdx1112YnJyM1qypVquoVqvIZrOYmppCpVLpSpGyiysCFxzf4eFhbN++HU888QRmZ2dj06QsNlVMnWkVJ3FF8SpkbNqV1vgAiCIPehy3FwqF6FrVydcIhe021m/qUyi9S+0LOesaQbHX3Iv57OLnobEZ5QvBuehHXGjaHkW3CiONtj3xxBN45JFHcPr0aVSr1Tl1NJ5e5jiO4zjOpcaGEjNMgzp9+jRyuRwymQyGhoaiCImmkNFR18iDOpBsLVwul3HZZZfhnnvuwTe/+U2Uy2UMDQ1hZmYGuVwOzWYz6ialtS50gjW1i05+sVjEtm3bcObMmTm1J8DF+g2Oo9dH9M29ighdT8XOTUjEaFoYu7DZ8/Jzjp/NZrvS2xiNstEYTcWykQ97HRqVCEWzlDinXYWV3d+2Ug6lpllC0SB+1+ukSFZxoyl484kM2hcnZpLJJCYmJvDwww/j8ccfx+zsbNQaOySWXNQ4juM4jnOpkJx/l/WBRitmZ2fx2GOP4ciRI5idnQWAKDWq2Wx2rZAOdDvUumo6a29uuummqBam07lQoJ/P57F//35s3749WmBSHVqNttDJ5/HJZDJa50Yd5rh0I5t6ZB1fFTC0Oy66wfH5u9bKcOFRTcfrdDpROhNtr9Vqc+ac16K2cp0X1gjRbi185376uSUkQPr9sudV22yhPeeC95LzonOpa+/QJq4tpCLCCrJQBFBrs9QmtpTm3NVqNRw5cgQnT57E1NTUHNG8kMiX4ziO4zjORmJDRWaURqOB48ePY2hoCNu3b58TOQDmOsd2e61WQ7PZxPT0NBKJBHbs2IF9+/Zh06ZNaDQauO666zAzM4PZ2VlUKhVMT08DuJhmRMcUuOC4VioV7NixA3v27MH58+ejcXkMz63ri/CzuDQ0TTHj73GRDBVONi1JxZBu02gW9+fPFB5cjFQL8q0o6ae2hYX6WrcTEnoqEOMceZu6F3fOUAoe1xGq1+totVpdran7EQ2hFtI2AmSFVghGGh977DEcPXoU09PTsfs6juM4juNcimxIMdPpXFihfnp6Gg8//DA6nQ5GRkZQKBSiNVTo6GoKkkJH89ixY7jjjjtw+vRpZDIZHDx4EKlUCnfccQcOHz6MPXv2YHh4GJOTk5EzzLbQ+radwqBQKGDXrl0oFAo4duwYarVasPBfi+jnEzwhURISPlYQac2FXXtFRYSKMopCddht0wPbPjmutsTOtdYzxaWl6T2OSxGz8xMn7rTWRkUhI08q5rQ5RK8alV4CmcfbbXE0m00cO3YM9957L06fPo16vT7vXDqO4ziO41xKbEgxQ8e00Wjg3LlzAIB9+/Zh8+bNyGQyUVE/nWbr7KtzWy6XkUqlMDs7i2QyiYMHD6JQKGBoaAgnTpyIhAcdTR6rtSd0frPZLCYmJvDII49E49rULKbB8XcVJ+pQa/cxLlLZaDTmFOtr9MI6zyoYbESFNR8UVSz6V3FCZ1+L/Tn/rVYrinCEHHC9JqZaaQqX2m6vw86rHZefh5oJhNIArSjSZ4LXouNxu71HNiJFAag22eP5swpCAFHnsvvuuw9nzpxBrVbrOr/jOI7jOI6zCmJmMc6XOt3zFTjb9CUblWi32zh//jxOnToVFfTHvVVnShGAaAHKbDaLer2O2dlZlEolnD17FmfPnkWlUsHo6CjGx8cj4UNHtt1uo1arddWuJBIJFItFJBIJHD58GNlsNhIHdHpbrRZqtRoajcacdVrUCWe0h8X4hUIB1Wo1EjO6QCihg86W0zyfjaiovTxfuVzGoUOHcP/996PZbHbtw7VRbKobAIyNjaFarUaCUj/Xc1DMqK28vtB9DqWPxT0TKjj0mbDzEkoD41gh4aPj6+98hvR5sE0grG2dzsWURgrcc+fO4YEHHsCJEydQr9ejcey1hpjv34zjOI7jOM5GYdkbAMQ5TYN0pprNJs6cOYOzZ88im82iXC53pXNpGpGSSqWibmUsyH7ggQfw9a9/PRIMp0+fjuo8NFrAIm19s59MJlEqlZBOpzE1NTWnaJy2alG4olEM4ILTmslkouYG3J/OtHZTA7qjFZlMBgCixURJKE1taGgIV155JYaHh7Ft27auhSQpZDT1jFGWsbExjIyMRONY59+mpekY6pBrPUvomvilwkT37wcrsHTO+0nt0vMzlTFuTI6rURw9fmpqCg8//DCeeOKJ4DMyCNaCDY7jOI7jOJZlj8z0emO+GIdovmP6HbPRaOCJJ57Ajh07sHfv3q46FmujOs/tdhuTk5PR9maziR07dmB0dBQzMzPodDo4c+YMpqamonQrQoeWb+vr9TrS6TR27tyJo0eP4vz583Oce76Z18Jz2sUOZqlUCoVCAdlsNvqimOI46sRboZPL5bBt2zYAQLVajY4NNUjgWOPj4ygWiyiVShgfH48c/EajEV2npkF1Oh2cPXs2EnWh+6SduyjA1FYVR5oS2CvyoNehc2AjLkpc9FDP1c9zyH0YkbO26v3RznnAReFcqVTwyCOPRC2YbUvpuOteaTy9zXEcx3GctciGrJkh1pGcnZ3F/fffj9HRUWSzWQAXIhFMnaIzrS2WGVUBLhSGnz59GocOHcLY2BjOnj2LpzzlKfjnf/7nqJMZU6MymUy0sCLHb7VaGB8fx+jo6Jz6CtrIt/rqyPMzOv1DQ0PYvHkzyuUygAvRHAoSO662QGZEJp/Po1QqoVwu48yZM9E8aFqX1omcO3cOd999N1KpFCYmJjA9PR0JQU0x07oeADhx4kRku71Ojs8UO62XCYnLuMiOTQPjNfMa4qIjVqjEpY/ZMTknttaK5wPQVY9lU9MoiLUDHFP1Op0OHnvsMTz66KNRS/E4Ieg4juM4juNscDGj0IE+d+4cvvKVr+C6667D0NAQstls8A26pnoVCgV0Oh3MzMzg/vvvR61Ww969ewEABw8exP3334/HH38c9Xo9EkX5fB75fL4rlarT6eD8+fM4fvw4Zmdno+J6npOCggLLdkJLJBIYGxvD3r17I4eZ9RXVanWO06sRpnQ6jXq9jmQyidnZWTz66KM4e/ZsdD49hvZwvKmpqUjA8DycEzvH6uBrOpzdL1SnYwWFpm2xy1m/zj3nMyRMQjbZa9DoUNx+9jo1Xc4er9fI+0qByxbQJ06cwCOPPIKpqaloHSQXMo7jOI7jOPGsyKKZa9UBo2M5OTmJI0eORJ3DAHR1HwMuRgpYk5LJZKKUqT179iCXy+Hxxx/H7bffjgcffDCKAmhNhzrfTCtiN7VCoRA5s1rrwX1nZ2cxOTkZdbHiZ6ypyWQyUYSmVCrNqRexNRvtdjtykPP5PK6++mqUy2UUi0VkMpmu6ArtrtfrqNVq0XiNRgPpdDqKatmOY/rVj+jQrmWhqIwKAVsvFCIuUtPLjn7TIOOuh9dO2xKJRFSDxPPbOeI9By5Gj86ePYt7770X586dQ6VSQbVa7Voc03Ecx3Ecx5nLioiZtZxf32g0UKvVcOLECRw+fDjqFKWOsDrptVoNBw4cwFVXXRXVm1x99dUYGxtDNpvFY489homJia6ojBU0dFxZF3H+/HnMzMzMSTNjulGj0cDU1BQmJye72jSzq1o6ncb+/fuxfft2VKvVLtGjzr6mzlUqFTQaDdTrdRQKBezevRulUgnZbLYrmkDhwsUjC4VC1Mpax7ciLCTK+hEzIdHB76lUKhJaWswfqn+xkR0VRrYJQMi2uJoaG7HTiJFGX3j92iq70+kgnU53RYisKGu32xgfH8c3vvENnDp1KupKF9cEwnEcx3Ecx7nIqqaZ2XQuS7/F1tx3IY4enXQyMzODRx99FOl0Gvv27YucUK4XowX1u3fvxrd+67fi4YcfxqlTp/Dwww9jZmYG58+fx/nz56M0LqaJFQqFKC2K9S96/Yz4UABpAT2FQbPZRC6Xm1PHwrf1dNCnp6cjJ5jj28gAnWh2MDt79izuvvtuTExMRKlwtg1yIpHA9u3bMTo6iomJCdRqNRSLxegcTI3i/trVzN5PawvpdDrRtauzb9PjiNYyxT0L+rkKlF5pZfqzPV6jKCExYqNSjLip4FERSEHJ+a5UKnjggQdw5MiRrjoZ7Y7Xi4X8m5lvjNCcOI7jOI7jrGVWJDITx1qI2GgK0uzsLB588EEcP34cU1NTUWevXC7X5cim02ls27YN+/btw4EDBzAzM4PDhw/PSSNiNCObzc5ZMFLXZ2HBPoWERigoCDKZDIrFInK5XNdK9IVCAdu2bcPo6Ciq1Soef/xxnDt3rktcaGSEtTfKzMwMHnrooSjFjkLMipGhoSEcOHAAiUQC1Wo1+pxd1XROGeFReD16322ERYWLbud8LuaZsXMZN06oOYBui2seEILPCQUj4VxpihkbOdRqNRw+fBiHDx+O7oW1z3Ecx3Ecx4lnTTUAWMgb4aW+PaaTWq1W8dBDDyGZTEYdwjKZTORctlotHDlyBOfOnUMqlcLzn/98jIyM4PTp05iYmOhyVBnhYLQBQLT4I9/ms+FAsVhEMpnsal1MpzuVSkUdx5jexetl3Qu7nqlzHCqkZ5SHaEoZowjAxZohLVJnw4Tx8fGorTSjI1zYk2MODw9jYmJizj2yqWCMVIXqY2xUxi4cOh8q4rQ7Gj+z4sCKGK3R0f3jbLD2q5hRMamRGe7XaDRw5MgRPPjgg5ieno7uUdy1rmS0xCMxjuM4juOsV1Y1MrMWsG/bO50LixQ+9NBDqFQqUYSm0WggkUigWCxiYmICf/VXf4VvfvObOHPmDLZv346nPvWpkRPa6XSiJgGansbzhaIOs7OzqFQqc9KRAEROMYWDRjjOnz+Pe+65B//+7/+O48ePo16vR22WKTZ4bc1mE7Vabc5bf4oppnBpC2Meo/UemkKmYoHrqeTzeWzatKnL+beduwgjRZw3Riu0voU1OzZ9TNPa9B7a+8m5tvVDFlvHEpdGpnVBoXbatJ/3jIKTzRp4nEbCDh8+jLvuugunTp2KUhu9RsZxHMdxHGdhrHpkpp86gNU8r3Y4O3z4MK677jrMzs5GqWbbtm3Ds5/9bPzDP/wDTp8+jS9+8YsoFApRqhgL9BmRoQBhzYwuCKnOO1szA3OLzFUo0FkuFosYGxvD+Pg4Tp06FdlXqVSwfft2jIyM4OTJk5icnIyOYzMBTeey4ig0J+y2lkwmMTMz02UjozKaTtVoNDAxMTGnDXHc/POa9DOiQoXHxDn49jzcr1cEJjTftg5HUxH1915Cg7VKvDZdAFSbBnAB0nvvvRdnzpxBrVaLHXM1GdS/S8dxHMdxnKWw6mJmUA7TfOftdDo4ffo0jh49issuuywSIqVSKepYlsvlcOLECdx5551oNBqYmZmJnFemaVknXSMOFBJ886+CQsUOcLGOhbbv2rULN9xwA86dO4czZ84gm83ixIkTkR3tdhvVarWrbqZer0fpYDbtjdiISz6fx+WXX45SqYRjx46hWq1G9gGIBBIXBE0kEmg0GhgfH+8rJSxUVG/FDLeHhEqIXgXsodS7XmNoVIv3KG5sJZVKzen4pt9brRbS6TRqtRruuusunDx5MorIpFKpgUdkXMg4juM4jrMeWbKYWe9vdG1dxMMPP4xisYjR0dFIpExNTUVv0BOJBI4cORJFPqrVatdbdy5MSUcfuFj8r46xLRRXMcM2yiyqr9VqOHnyJE6fPh11UWs2mzh9+jTq9ToqlUqU0kSnuNlsolKpRFECnrvVaiGbzUaRJZ6D4i2dTkeC5YknnkC1Wo1sZHocV7Dn9en4rP0IPRPchyKLTnwoLc/eF4262FoXYtPQVEhaNNpibWi329F9ZF1SaA0drYthehnTyuzCmdx277334pFHHolSGRnVU7scx3Ecx3Gc/kh0+vSeyuXyStvirGM0ouKsLv02SViue5TL5XD27Nm+9lVR5zjOpQs7YfZDLpeL1oBzHOfSph8fYsUbACynI7NWx3KcxbJWn2n/9+E4juM4znpgxWtmljMFba2OtV6JK5i/1LCO+0IiGEudu+WY+37v40IEyqX+TDiO4ziOsz5YlQYAoWJuu5bHSp437vzLyUJTfdSWXp/32ncx518IyzFHi72e1cB2LCP92tyrucByP18rMVer+e/DcRzHcRxnJVgVMRPXGnelHaa486yEkBkkiz3/fPUMy+FAD1qw9CK0To39fD7xGXd9a/m6yWr9+3Acx3Ecx1kpVr01s7NyLNQJ7fUGPrT+Sr82aLRivmjSWnGcbWQibm7i1qixC3euVJRsrcyX4ziO4zjOWsDFzAZiISvI6yKaKxVFWA/RCSB+rZu4uWGrZ/1M61ZWMiXMcRzHcRzHuUjfrZkdx3Ecx3Ecx3HWEivemtlxHMdxHMdxHGclcDHjOI7jOI7jOM66xMWM4ziO4ziO4zjrEhczjuM4juM4juOsS1zMOI7jOI7jOI6zLnEx4ziO4ziO4zjOusTFjOM4juM4juM46xIXM47jOI7jOI7jrEtczDiO4ziO4ziOsy5xMeM4juM4juM4zrrExYzjOI7jOI7jOOsSFzOO4ziO4ziO46xLXMw4juM4juM4jrMucTHjOI7jOI7jOM66xMWM4ziO4ziO4zjrEhczjuM4G5g//dM/RSKRwJ133jloU1aMSqWC7//+78f111+PkZERlMtlPOUpT8Fv//Zvo9FoDNo8x3EcZwVJD9oAx3Ecx1kKlUoF//Ef/4EXv/jFOHDgAJLJJL70pS/hrW99K/71X/8VH/nIRwZtouM4jrNCuJhxHMdx1jWbN2/G//2//7dr21ve8haMjIzgPe95D37zN38TO3bsGJB1juM4zkriaWaO4ziXGG9605tQLpdx5MgRvOQlL0G5XMbu3bvxe7/3ewCAe+65B7fccgtKpRL2798/J7Jx7tw5/PRP/zSe9KQnoVwuY3h4GC960Yvwta99bc65HnvsMbzsZS9DqVTCtm3b8Na3vhWf+9znkEgk8IUvfKFr33/913/FC1/4QoyMjKBYLOI5z3kO7rjjjkVf54EDBwAAExMTix7DcRzHWdt4ZMZxHOcSpNVq4UUvehG+9Vu/Fb/+67+OD3/4w/ixH/sxlEol/MIv/AK+93u/F7feeive97734Q1veAP+03/6Tzh48CAA4JFHHsHHP/5xvPrVr8bBgwdx6tQp/MEf/AGe85zn4Jvf/CZ27doFAJiZmcEtt9yCEydO4Cd/8iexY8cOfOQjH8Htt98+x57Pf/7zeNGLXoQbbrgBb3/725FMJvGBD3wAt9xyC/7lX/4FN91007zXVK/XMTk5iUqlgjvvvBO/8Ru/gf379+OKK65Y3slzHMdx1g4dx3EcZ8PygQ98oAOg89WvfjXa9sY3vrEDoPOud70r2jY+Pt4pFAqdRCLR+cu//Mto+3333dcB0Hn7298ebatWq51Wq9V1nsOHD3dyuVznHe94R7Tttttu6wDofPzjH4+2VSqVztVXX90B0Ln99ts7nU6n0263O4cOHeq84AUv6LTb7Wjf2dnZzsGDBzvf8R3f0de1/sVf/EUHQPR14403dr7+9a/3dazjOI6zPvE0M8dxnEuUH/iBH4h+Hh0dxVVXXYVSqYTXvOY10farrroKo6OjeOSRR6JtuVwOyeSFPx+tVgtnz55FuVzGVVddhX/7t3+L9vuHf/gH7N69Gy972cuibfl8Hj/4gz/YZce///u/48EHH8T3fM/34OzZszhz5gzOnDmDmZkZfNu3fRv++Z//Ge12e97red7znod//Md/xMc+9jG85S1vQSaTwczMzMInxnEcx1k3eJqZ4zjOJUg+n8fWrVu7to2MjGDPnj1IJBJzto+Pj0e/t9tt/PZv/zbe+9734vDhw2i1WtFnY2Nj0c+PPfYYLr/88jnj2bSvBx98EADwxje+Mdbe8+fPY9OmTT2vafv27di+fTsA4FWvehXe9a534Tu+4zvw4IMPegMAx3GcDYqLGcdxnEuQVCq1oO2dTif6+V3vehd+8Rd/EW9+85vxzne+E5s3b0YymcR/+S//pa8IioXH/M//+T/x1Kc+NbhPuVxe8LivetWr8Au/8Av4xCc+gR/6oR9a8PGO4zjO2sfFjOM4jrMg/vqv/xrPe97z8Md//Mdd2ycmJrBly5bo9/379+Ob3/wmOp1OV3TmoYce6jru8ssvBwAMDw/j27/925fNzkqlAuBCVMdxHMfZmHjNjOM4jrMgUqlUV6QGAD72sY/h+PHjXdte8IIX4Pjx4/jkJz8ZbatWq/ijP/qjrv1uuOEGXH755fiN3/gNTE9Pzznf6dOne9pz5syZOfYAwPvf/34AwI033tj7ghzHcZx1i0dmHMdxnAXxkpe8BO94xzvwfd/3fXjWs56Fe+65Bx/+8Idx2WWXde33Qz/0Q3jPe96D173udfjJn/xJ7Ny5Ex/+8IeRz+cBIIrWJJNJvP/978eLXvQiXHfddfi+7/s+7N69G8ePH8ftt9+O4eFhfOpTn4q150Mf+hDe97734eUvfzkuu+wyTE1N4XOf+xz+8R//ES996Utxyy23rNxkOI7jOAPFxYzjOI6zIH7+538eMzMz+MhHPoKPfvSjePrTn46///u/x8/93M917Vcul/H5z38eP/7jP47f/u3fRrlcxhve8AY861nPwitf+cpI1ADAc5/7XHz5y1/GO9/5TrznPe/B9PQ0duzYgWc84xnz1rs8+9nPxpe+9CX8xV/8BU6dOoV0Oo2rrroKv/mbv4kf//EfX5E5cBzHcdYGiU4oNu84juM4K8Rv/dZv4a1vfSuOHTuG3bt3D9ocx3EcZx3jYsZxHMdZMSqVCgqFQvR7tVrF0572NLRaLTzwwAMDtMxxHMfZCHiameM4jrNi3Hrrrdi3bx+e+tSn4vz58/jQhz6E++67Dx/+8IcHbZrjOI6zAXAx4ziO46wYL3jBC/D+978fH/7wh9FqtXDttdfiL//yL/Hd3/3dgzbNcRzH2QB4mpnjOI7jOI7jOOsSX2fGcRzHcRzHcZx1iYsZx3Ecx3Ecx3HWJS5mHMdxHMdxHMdZl/TdAGDTpk0raYczIDqdDtrtdvR7MnlR33J1biWZTKLT6UBLrXqVXXGMRCKBRCKBVqsVHaPH8XO1hdvi7Nbjk8kkEolEtM1+bq9hvrHUhqWUldEuhXNgibtW2qj72Wtot9tBO0P7xo2vc9/r+Gw2ixMnTsw7JnDxeXEc59ImmUzG/t9nyeVyqNfrK2yR4zjrgX58CI/MXOKoYOjlTOvnvURG3P79fh7al2IjJID6GX++bQv5fD3g4sFxHMdxnEuFviMzG8HJc8LEOf297rn9LC4qELc/Ix79CJo4+3j8fJ/b7XG2xI232Gc/LiqymGiF2hCK9mjEzIrOhQjPULQsdC7HcRzHcZy1gIuZSxw6r/1EMUKpW/OlYalQmG/8uG29xl7oWCHnXOdAPw9FgRZKSFCFxutH3CxElCyUhTwHjuM4juM4a4W+xUwon95ZXUJv+uNqHRY6LsdS+hm3lxPeq25Fz2vHibOn1/EL+Xw+YRX6fLGpW8uZ8qX1QKt5fjuGp7E5juM4jrNW6FvMOBufpbyB7/fY5axvWYodjuM4juM4zvrHk98dx3Ecx3Ecx1mXeGRmwMQVaIdSvDqdTt+tLZ1Li7jnKC7Vr98i/tAz5ymnjuM4juOsFVzMrBHmq9lwnH7o9znqJx0v7nh/Ph3HcRzHWSt4mpnjOI7jOI7jOOsSj8ysERba8thxQqxG1zVvsuA4juM4zlphUWJmOdbfcC7Qq6ahn3VeHAdYnmcjVAsTagfui2Y6juM4jrNW8MjMGmYxCys6znLjLywcx3Ecx1mr+CtWx3Ecx3Ecx3HWJUuOzHjK2crQbrc9MuOsGHEpZf3s68+h4ziO4zhrhUWJGTo97tSsLD6/zkrR79ozoVocfy4dx3Ecx1kreM2M4zgR/axT42LGcRzHcZy1gosZx3Ei+hEqnk7qOI7jOM5aYcmtmZ3VI5FIDLxdcygVKVR/4aw/vDWz4ziO4zjrjSVHZvwt7eoSmu/VFDOh8/sCnxsb/zfuOI7jOM5axV+xOo7jOI7jOI6zLvGamSWiqTkaneg3FSeutXUo0pFIJIKpQMsZFaENcba0Wq3gMb3Sz0LpcXHo9SWTyTmd83QsptjpV+ha7DX0Git0bZZ+25FzXngeRrBardac61qrka1Op+OtmR3HcRzHWbMsqTWz0y1aFrvmjjrX/D2UusXtoWNXgn7Tx0Jr4lgWa2cvZ9862aGW4byGOGHT6xrjRNhCn38rpFKpVCSe+ukeNmi8NbPjrC7ZbBbJZBLVanXQpjiO46x5PDKzRBYSdYjDihndttqoIKBY0AhJiGazGYwYUejNF9mxx1BgNJvNOZ9rBEUjH6lUKtZGu91Gn+LWTVqO+9prXvQ860kgrCdbHWc98ra3vQ1PecpT0Ol08AM/8AOYnJwctEmO4zhrlkSnT89k06ZNK23LuoRv0IBuJ3UxHZ/iIjuLFTkLaRbAfWl3rxSsUOpXaLx0Ot01JoCeogO4IIw4blyKlgqidruNRqOBVquFZDKJVCoVvOZ2uz3HXk2Pi0sXnC8ipNdmI2sqtnS/VquFRqOBer0eja/2rXWy2SxOnTrV177JZHLdXJfjrAWuvfZafPrTn8bu3buRSCRw+eWX4+jRo4M2a8kkk8l5X2aRXC6Her2+whY5jrMe6MeHWNXWzHFpQL3GXyspbZoWREc9l8shk8lEznIymYy+6Mhryljo+lUohCIO/N0eNx/qQOs59I+JFV+0U4+zQorX3m63g5EbFUWcB3VoU6lUUHDwnBQmnFNGXZLJJJrNZhStoa21Wg21Wi0SM+l0uksA0W6OaetlQtEjvR+hP75ao6OijbTb7eg6+cX9WPfUbDZx7tw5VKvVLgHnOM6lzbXXXosdO3Ygm80CAP7bf/tvePvb347Tp08P2DLHcZy1yYqnmYXqPNY7dEwzmUxU/0DHmNEBOrC2/oU/x72RVzGgAkGL/3s5vnHF7fweSvlSsaHH6c/JZDISbLlcDp1OB9VqNbpmG0miCLHixRbFE7WB59IGAnG1MyqS9B7YiA6/c75DEROi80wbbboYx+F1KtyWTqej69fngtfabrcxPj4OAC5oHMcBAPzYj/1YJGQA4LWvfS3uuusufOQjH0GlUhmgZY7jOGuTZRUzG1G4hAi90aeTyq/Fjtvv/IUcX9vVK/SdkQ1bE6POPR1vTROjA97pdLB582bkcjk88sgjsderER5eW9w1K7SDHb80QkP7bFRIU+OsaAzVx4TmLpTWp/uq2FqI6NCaHv7OeR0dHY0EDSNHjuNc2tx4441dL0g2bdqEn/zJn8SnP/1pFzOO4zgB+hYzcY5WyGFU+q33WGuOXMhu+8ad21QIaEQmhBV8dt9egiYkVqyDTSe/1WoFi88ZjdHIAoWDFtIz4qSpYjxu06ZN2L59O44cORI7V7ZGJK4mJzQf9nMeR0Ghgob3g9dlU8lC49r7EEqR4z6hmhruq3OukSAboePPVpSlUils3rwZiUQCZ8+eRbVaja6D9yF0Dx3HubR40pOehOc85zn45Cc/6R3OHMdxDEuOzCw2ErPWIzihYm5NL1OHVdOatL7DjmfH4vj9RHLopIecdgoTu437WrFhxZM9DrggQJrNJlKpFDKZTFSTkkgkMDs7i0qlEokIvS6bmmUFRa/0LooV68Rzf84VhUGtVuuK1vA6mA5nn7HQ3IdssOe2P+s4Kgr1uvic8FkBMKclczKZxPDwMLLZbNQQoNFodI1l75fjOJcmr3jFK/D5z3/exYzjOI7BWzMHCDnmiUQCmUwG6XS6qxaC4oX7AN1v/a0jah15TfeKQ4WG1nPYonWtvwkVtKsNoWvlOaxdLFjPZDLI5XI4efIkzp8/3+V4h84VEk0asbA223kJRZ1sVErTzWxHslCaWy+BY+tsOC7H6jWnik3VC3XxodhKp9MYGhrCtm3bokYGHo1xHMeyf//+Oc1GHMdxHBcz86KpVrlcLvpZU81IqDOWYiMD3KZOt20h3CutTB3uTCbTtd4LoxOhlCvdptEQm6Kljj27jLEV8uzsbCRwrP12HkLiKZSKZ8UjHX4reGhHsVhEu91GpVKJUtlC3cdC0RXLfKlpapvtjBY6n9ZP2XbU2iCCv2/ZsiUae3p6ek6kzXEcx3Ecx5nLwMTMWnbS9I0/IzKZTCZaU8Z2y1JUFNjIhB7XK5UpNDcaxQg55BRXXLtE05l0f5u6FLI/bk5arRZmZ2ejFCqguw0xx1d7tf6G2+NEE8fT+dLjuA/T38bGxgAAJ0+exOzsbHSMRjdCIk6jOJrWptv1OJsupylsuj8FiqYcag0Ssc0VEokEstksdu/ejU6ngyNHjmBqagr1ej2YLuc4zsbk9a9/fWz0Zc+ePTh48CDOnDkTXFDYcRznUmVxbbdWiFC6zyBQ4cCaEbZhtq111W4eG3qjbjudha7Nig+b1sTPVTzQDm2zbOt5iI0Y2LoVO/cqfNQmRmbq9Xr0FerGpalg/YqZ0DxYuykwC4VCtM6PrUdiSl7oK3S/QoQiSqGfQ/OnEZnQvNpUxUQigUKhgH379mHXrl3I5/MuYhznEuN7v/d7Y8XM3r17sX///uhFkuM4jnMBTzMLQCcynU4jm80im812OaZxBfuhepW48UPOdCiFLPS7poZpypNGfriwpaZdLdQ55nXGrdrMc2vKmQoPvcb5xF4v2zTdTIVRpVKJUsw0bUubAWhKWyhKY+cuLvK1EELiRSNuGsWy6/CUSiXs2bMHlUoFp06dQq1WW9NRTMdxHMdxnEGyIDHTj6O3HM7goFBnlmlluVyuy0m3UQugO1UpblwSl0LG71rsrp+rE99sNueko7VarajjmI3cxEV75oO1OJVKpStFi1BcMDLTbDa7Ct+54j3hG8deaW56zVYM6PZms4lz585FaXV6vbofUVHTq0YoFFGz+/Vzn+26Qzb9jPto9Ix2bdq0CXv37kWz2cQTTzyBRqMxR5g5jnPpceDAgej/ZMdxHOcCC0oz60fILAeht/e6bTmdudAb9FQqhVwuh0KhEHWjsulQ2pGLb/Zpp44bWtQxlHJltzOqol/c3mw2u1aMt/UdodqafuYvtJ1Czs4XMLd2RNPO+KWNA2z7ZJvCFrovITHAupiZmZkoMqPXaKNnvKdx0Zf5Us1sIb9NMbORGM6NppHxy6YralczPk+pVArbtm3DgQMHMDo62hW58Roax7l0+a7v+i4MDQ0N2gzHcZw1xbKmmS3GyRp0JMe+sQcuppdp6pKt69DFFFU82DVOejmf1omOSz0L1ZzY2ht9Y9/pdKIoDX9fzBxrK2g9l/2Zv9uoBe1kXYumvXFuQ22tQ9dl08bsPNmCfp0PFRqhcexYIayYsg0DLBQqjE7pc2BFru5PG7PZLHbu3IlKpYJGo4GJiYmu6/HojONcejzzmc9EsVgctBmO4zhrioHXzKylt8x8K57NZrtSpELOp40a2doUddKtCLCRCWtDSOSECtdVrNi6FB632DlgNKVery9q3ROdEy28bzQa0bVrqp4VXlac2fnQxTPj0q9WIpLH89tIjLVNnxnayrkIXZOKYM5NPp/Hvn37UKlUUK/Xo3Q/FzKO4ziO4zgXWHExs5CowGo7aRQVGkXJ5XJdqWXcbt/sszWmrusCYM4xNp3KRhl4rAocjWBYx9kW9tu0KSvAKEz6nVuNpCQSiSidrZ97GEoLVDjXHN/WjNh9rYCxY/L67JzqdxU7+pkVSzp3On8hoaR22MU01ba4VEMAXalnut2K4KGhIRw8eBDNZhPHjh1DrVbrsjE0947jrD/GxsawZcuWNfWCz3EcZz0w8MhMHKv1HzrXLKFQyOVyc9J56DBbB1jTy/SNugqJZrMZu6o7j7GLXdp97dt+7kd6dVdbSEqSOt82JUvHs/tbwUahlU6nowgNt/P3bDYbzRc/1wiUjcqoOFEhx1QvjWzY+bRCj/PFY7XOhufThgJqi96DuPm1wsmKokwmEzVDsOvPWHHT6XSwZcuW6Fk6fvx41ABC74UVf47jrC+uvvpqXHPNNS5mHMdxFsiyipnQG/zl/I95sbUfvaBjms1mkc/nIyfTpnRZpz2EFQLzRURsUTzPpYTS2fpxWuMEVD9oQb0y39zbz20qnAoSdj6j2KAYCaECJ26ekslktO7M1NRUFMGgUIobO+4alvKsJRKJqKMbhYuKntAzFkpNVIG8detWHDhwANVqFefOnfNF8xxng6FrTvWiUCgs6CWV4zjORmfVGwAs1UlcTtTpzOfzyGazXY6kLo5p39SH/pBYMWPFRCjtKq77WAhNb+P54gSHTaHTMWxqmv3cipledsX9QbVRndD4tujdpurZawpt02OTyWRU71Sv1+dELxYSoVL7+3Uc1CY+V9q1TPdrNptddVnabS0kbFKpFPbt24darYZ6vY7z588vWqw6jrN+edaznoVHHnkE09PTgzbFcRxnTbCg1szLQb+CREVD6G28/bxfZ9N+5XI5lMvlKCqjLXVVnAAXox1x57Stim3qjx7HdClbEB6aH3vOUPQmVE+iznUvgaD1H3ae7dyFzhv3uaaD6bgUNI1GA41GI2o1rU0UQmOHromOfiKRQL1eR7VaBdC9zksoqmPnLHS/QvSKymkam0ZkNO2QURltiqAphIlEoqtmS4VQPp/HZZddhoMHD6JcLgdTAR3H2di86U1vwtjY2KDNcBzHWTOses3MICMz1llnwX82m42iMNqBKuTkh4SVfZuun+vbfX2TzkUmQ9EIGwmwUQIrRHQMe95+0foT6yD3G52w+9BhZ82RXmen00Gj0Zgzd706xul18V6pjVzTxoo62mJTB3VMtVXt7HfuVMjYdWSsOLaLnloxY23W6x8ZGcGhQ4dQrVZx+PBhzMzMuJBxnEuIXC6HfD7vqWaO4zj/jwVFZpbjP85BO17qVGezWWQymch5ZFqQFmWroxvC1jfMFyVivYhGIUJjqqgKiZi4a7MRhoWkR61E2pLOnc4Rt4eiMsTua7u+2WtstVqo1WpoNBpd17Wc9DOmvWcq2DTSovcpdI9DaxR1Oh2Mjo7iiiuuwPbt26NGCp5y5jiXBnv37sVll12GbDY7aFMcx3HWBCuWZrYW3xip48i3W6HWwLrffALB1slYMROKKGi6Whzq2Nqf4/ZbDDZ9KzTmfAKtV00L0+lsFIRjqpgJpRVyrqygsfeC18HxNeoVuo5eaXNxKY79pDNq6ptNdeN3pptpNMd2PLNCSMdPp9PYsWMHrrzySmzdurUrnc1xnI3N2NgYnvKUp/jimY7jOP+PBaWZ9eMsqSPW776LST1bjOOmReKFQiG2Nga4uH5Ir1qVOBusE0zHOhRVsOOFalni9tF0K9tEwKZ18ee4hTb1uvm5rWGZz157POtDeC7bYY1j1uv16F5wjmwUR2tbQtfIaBrTuHgeOzetVity/rXRgZ7XFutbcWqjSFYksaFEPp9Hu92OIn6cEyuObQcj1szo+XmfSTabxcGDB6PrPHPmTJdIDqXTOY6zdtm3b1/ff9d+4id+Ap/4xCcwPj6+wlY5Tv9ks1lceeWV0e/NZhP33XffAC1yLhWWXDNjHeKF1hos9JilQKfXLoypb9NJv2/g4wjVY7RarS6Hvtfx1mG321TIaESin4hPSOhw3F7pbwshFNlRh1ydbKaHqQNvu3lZm+0aP5bQ/POeW3HSS7T2e4/1WbaLgeo94jbtXmavVcex18rfKcr379+PSqWC2dlZTExMoNPpXiPHcZz1we/8zu8gk8n0te/OnTuRy+VW2CLHWRj79u3DPffcE/1++vRpbNu2bYAWOZcKSxYzixUivaIxi4nUzAdrZIrFIorFYlcdg+7D89suY6Hxetmvx2t9SKhdchyhFDX7xt1GWPqpq4nDRm6WS9jY+Qh93mg0ovSrUPRCbYwTI6FUwFAkzH6mkSB7f+x4oZ/tGjmsw2KURuuwGIXRRT713oWeR9uMQsVwqVTCoUOHUKlUcP/992N2dnZBz5jjOGsD/l3qlz179uDee++N1tRynEHTaDTw0EMPRb975NBZLVa9mxnpJyqxGOxbdY6VTqdRLpcxPDwM4GK6kna5sulMHC/kUGuNhj2/dd61ZmS+xRtD49mfmbKk6Vuh2oo44RA3V7qtV/Sm1+9x16TXr6lTeg52eLNRMytSeokZe/06Z8DcNDWbvmYFTS8xY9PTuN22ZNa0MV6XtTUkaELd1ex9brfbKBQKOHjwIGZmZvDYY4+hVqvNaYvtOM7aZTFRll/6pV/CAw88gAceeGAFLHKchfPYY4/h0KFDgzbDuQQZmJhZSdRJZrpOqVRCsVhEJpOJul1Zh1qdWS1IJ7YVMLfZc9uUr2az2TMlytqtP6t9duFOtYvYzmtxkSUllNKm16ufz1dHE0er1erq5KU1KypaqtVqFNEIiRlrjwo67qeCgYuMamQrNCc2jYvn4fEqWmxEh/B3tV0XztT51uiT3gPdx6ah6X3hnPKcu3fvjhZ9feihh6K3tf2sKO44zmB53vOeN++LLsdxHCfMmhEzoVSq5SKTyXQVlwMIRlW4PS69qp8ULk13Cq3ZspysRIrfSjNfC2EKEK7PEsJGRuYTVXrfFyIorb29zqNCii2/bTczHSckUkK2xdmrYppjbdq0CQcOHMDU1BROnjyJRqOxIMHpOM5g+Kmf+qnY/+8cx3Gc3qwZMUMWWk/S61i+AddFMZmSFYd2MYs7jz1XqD5DBU3c/gsVFHH1Iwt1WBdy3uUWPr3qOThfXEwTiE9/48/9Cpt+xYzaqKlj/TwTwIXnJ5PJdKWY2cYSFD12MdGFCJzQ90wmg71790a1WadOnZojaDxK4ziO4zjORmLNiJnlcrJ0nFQqhXw+HxVkq0PKNB+m4dBpz2QyqFQqc2pnOLatRQlFYmzLX46zlDQCe7x1tO0cWCfZpmuF6CUy4sRFP8x3jM6TTWOjg6/RjVD0xKb3xV2DrVfReeJ2O9da7xOq9eFnQHcUkNvVdhVV6XQajUYjEjaagqfpYVbQhIQxvxeLRRw4cADVahUzMzMYHx9Hq9Xyt76O4ziO42xIlr0181pB0320Na59067duxKJC4tpqtNsxQsJFYHrd7tooxUU/c5ZnADqV0xYIbLUtKOljNHPcRo9o1OvwsCOo0LGRmZCIs+eS58DK0CsGO117Vrgz5oZjmNFqLZnZv2WFTO2PiskZuKeoXw+jz179mBychL1eh2zs7Nd19vrWMdxHMdxnPXEwFozryTJZBK5XA65XC74Zpy9/PlGvNlsRuvPUIBwe1xakooZjQaoc6wLNi6FXqlWdp8QoSjTIOjnWeE+mg6YSqWC0ZSFRod67c/7aOfatpSOE6Icn62lM5lMV1vmUN2Opgna5zTUbEKxzxf35zO7efNmXHfddWg2m3jooYeiNY7YNMAjNY6zNuhVH+g4juPMz5pJM1sMoVoAporl8/murlLqpNLB5Lom1WoVyWQS9XodnU4HQ0ND6HQ6OH/+fHSMpqKFIjzA3HSnUKez+ewPXWNc3Y2mToXGjzvvQukV7VjqeCFUQNg0ObtfXOqfhfv004BAxQGZT5yypXShUIhSzXTxzFCUTp8PK2bsc6vXZcUQcLFrGbuvpVIpbNmyBddddx1qtRqOHTvW1SLccZy1wc0334ybb77Zu5k5juMsknUtZoBuhzeZTKJYLKJUKkVpQtbho2OZz+eRSqVQrVZRr9eRSqWiVehLpVIkRlQ0MH2M51UblDinN64zVj9RFf3ZplP1cnjtvvxsoemBNo0rJCL6GS9OgOgYOtcq1HqJw/nm2s6dzgHrV3oJQ6a/ARfXrFHh2mq1kMlkUCqVusSGpsvZFMP5Ii9aO6Nd+EL3lj9zTZtms4lWq4Xt27fjSU96EqampnDq1Kno38ByLYjqOI7jOI4zSNa9mCGJRCKqkVGHlCk1+na81Wqh0Wig2WxGYkaPmZmZid5i06GMIy5KM59jv5Q35L3GXotpf0uhn1qYxaSdzcdC5lFFST6f76qVUUFjG1HEiU2OpV9aT6OiKy7lTfcZGxvD1VdfjWq1ivPnz3etveM4zmDxf4eO4zhLY0OJGc09DjmIWozNRQXtSumdTgezs7Ndb9AzmUxUa2DH1ghMKBoTqrkJObALrYMJObT9pJxZQvYuB/Od3wqQuPOyE1fcgqFkoY0V4mxayvHZbDaK+GmKmW0uoGmDodS3XoJFxY3W+Oh9t9eRz+exdetWbN26FZOTk97dzHHWELfeequnmDmO4yyBDSNmbIREnTXtHqUpTJo2FpeWFeqWpc4indE4J5tYUTPfG/peaVj2Z+vI9rIh9HOcoAjZEDoujoUItJCQ4O9M4+oHpqPZbmShcfV8mv6m2MVVrVjUuSsWi1G9DBsA6BxqxzNtNEF7Q+2YVbzofHAfPufcz67jw+eTUUtu87fBjrM2+OEf/mEXM47jOEtgw4iZUB1GqCOUOoZsixsnVGydDPfV73HrmoTssz/3EkG9Uo/62XcxWCfXOu69hAg/X4lULzrkcdcfZ89CmG++tb7GHsPPhoeHozQzdjULPZf2WaSQsWse2f2A8LpHRJ93rbXhc651N47jOI7jOBuBNStmbPTDOpH9vlm2xzFqMzIygkQigbNnz0YpZ6EohH0zryy17TKLwkNpP/2mfy0mTWwtvJnvt7aI+/YSM1Z0LKeg6te2ZDKJcrncFUnRupmQXaFIFLfZehv7rIWEp40uch/bmc1xHMdxHGejsGZf0calRIV+j0M7PNHppFNcLBYxNDQUpd7EoYs26rk7nU7UJCDOee4VcUkkLhSLDw8PI5fL9bQhLhqjkYG4dLiQHfPNnz0ubpz5ju9lr92vl72ha4ob244f+nk+20Njha5PI2yZTAabNm3qWvAzFNmyX8SmlFkxw+1MS7M2qGjp9dXruhzHcRzHcdYbazYys1hCwqdQKCCZTGJqaipaDPPw4cNIJBJRLYYuOghcFCsaEdA35DyunxQruwaIphGVy2V0Oh1MTU1FNoQWbww1NphPtMTNSShlKTRmr6hU6BwUVTqOhdfGz+dbSNJeQ0gkWBs0ahFK5QulWXEfCtS4dV9os12raHh4GGNjY0gkLnTVK5fLSKfTaDQaXY0pbNqXvUbbtUzrheyimvZ3O45GIjOZTPSlaZOO4wyO//2//7c343Acx1kiAxEzC00xsvuG0qToiPLNOAVENpvFjh07UCgU8MADD+D8+fNdDmroXHGRDPt5P/YzGhRaI6VSqSCVSkVrlHQ6nShS1Gg0omtpt9tBB3StpA4tpx2hzl4qfOJSzYDVTzGj0Gi329i6dSsKhUIkdGy6mBKKmGhUxe6r4lcFtZ7LRnlU/PZT0+U4juM4jrMeGYiYWYjzG1cj0S/NZhPnz5+PBAPTxtTxDTnMFu670DoZPc5GFRqNRhSR4TZGBdTJZZpcs9lcVsd0LaYaxYlXzksvsaPHrxaJxIUFN7du3drVoYx2haJAjJrwPtvvNi3NihnOgx4XSj3jz9qS3HGctcHY2Bi2bNkyaDMcx3HWPRsqzUyLroGL0Zpz585hYmICtVotinBoOk8onYmEalP67WDG8eIiQPr2nE4r05JU/OTzeWQyGVSrVdRqtTnn76cWYiH1Kdb++QTCfDUmvcbnOfrZPyRkeh3Xz1z0Estx+9nnoVgsYvPmzdGzl05f/GdlGwBoCpjWwGg0UVPv9PzaxlmfDxW/Kp5t+2+OzYiO4ziD4/rrr8f1118/aDMcx3HWPRtKzADdaT3qxNkojG1Ty89D9SR2YUxdQHM+4lLa7Lk1dY51G2orIwA8N9fJseP2sovX0M+aLXEpT73GtT/H1bbERRDmE1bcZutsgG5xaoWMvZY4IdjruuK2J5NJjI2NYXh4GOl0uitKouleujhraOFMAF3F/ZqayPtv18+xqWqEtTyM5lnxtRYjco5zqbJW0oUdx3HWK6sqZkLO93IR59jRaSyVSiiVSpiYmEC1Wp3zOTBX2OjPmoa2kKL4xaLCo1qtdjUj4PoldJC16D6UThRynPu5F/1EZeajnzGsqFnOc8VFxRYyph2D8w9cEA67d+9GNpudE2lRgRWyBQjX1OgY/L2fOQzdU08zc5y1yS//8i+7kHEcx1kGVlXMLOd/3CHnLuQYdjodVKtVJJNJlEqlOU4dHdB+Usdsrc1Kom/ftVbG1kf0ikCE0AiBnstGs1aL5RIyK4V9XqyYLJVK2LdvX5RalslkuupZemHTxIhNA1zovGg00rZrdhxnbfDsZz970CY4juNsCNZtmlncW3jrtDHVhhEZpv7Qqc9kMpFD2Wg0ejqPC3EGQ8JIbbOpQvo7oz96vmazGdtSOa5mRtOd+JlNcVKsWAulo6lz36/4m4+4/ezc8PyhOdSWzzxWU9Li4Oda56Lnt3YmEgk0Gg00m82onimbzUZjJBKJ4NpFNrpibdfxdT0kG9XhPjwHn2fbupv1Yjx3r7owx3FWH1/M1nEcZ3lYt2ImRMgpVueuXq9H68zQES0Wi2i1WqhUKgtKH+s37acfm0PH0jHmNc235os9X+iPpAq5UCrdUmxeCotpGmA/D6VXxdXc9CtW9XlSYdVqtSIBsX//fgwNDcVGQOJSzLSmJm5NGzte6BpD26ztjuOsLUql0pLH+JEf+RE8+OCDy2CN4zjO+mbNiJmQk7nQFBt9o62F1AC6akwoDhqNBiYnJ+cUj/cafyFOojqWveh0Ol1v7u0ii3Ra+0mF62e+7D4qlHrV3Fib9ee18oaRdsTVNi3VTnYra7VayOfz2L9/f9Tym5/zZ73/tuW3dhTTWhseZ8XNfNerUT4+Jy5mHGftUSqV8JnPfGbJ49Trdf837jiOgwGImTjHN85h69dRDokMdQaTyWRXvQhXbq/X62i1WsFFLfs5h/0slBYUsifuHPb8dErjIjO9al1C9qqT2yvaE1fDMd++82HT3ubbt5/tIRGqKXP91K7Mt53jUJh0Oh3s3LkTpVIp+owRFl00k5GcuPmkOEqn07HtkvX6bJOKQdU6OY6zOJ72tKfhWc961qDNcBzH2TCsuphZiMO10H1tuo7WmDASwygDU800lUtT0uw2HS+UoqUF+rZWw6YdWUc0NCbXwyFxNTj6M6NPel2hY3R7XNRF1zxZTic5JLh0e1zkKfS5Xmco5Sp0vtDnofQwtY33U9siZzIZ7N27F6VSKYrMqIjRKInWxRB9TrPZbJRWyNodWzfFn7mAqhVI9me1VdszO44zWF7xild0/V+xGD7/+c9jcnJyGa1yHMdZv6yZNLPlQGsQ1BnsdC4sRglcdFB18Ux1QFXEcE0ZHd+er5/IBn8POeJLvV7ayjf7oeYBFnXSQ9ewGFGwGKydvUQYP19up9yKD7Ut7typVArbt2+PupixiYRND+NxNgKmdVAUSbq4Zkik2GiWbfs83zV61MZx1gZvectbljzGRz/6UZw9e3YZrHEcx1n/DEzMrFRajE2h0rQgu4/tGGXHWe7UpZW6Xluo3m+9RJyYCY27EsTNUb9paKuJRoZyuRz279+PkZERZLPZqB0z99MIXiiax1bbWjOj+1mBFZoPu3hmnM0qsFzQOM5gedvb3oZCobDkf4u1Wq3vhZsdx3E2OgMTMyvl2NsFIulQxtWT2PoF/Tw0vrU9LjUpzj5lvpQru82mWunb/Var1bWwZshOzok6zqGIgT3HShGKisxXqxP6POTwL/b5Cp0zmUxGgqXZbGJoaAj79u1DNpvtKvZnqhmfw1C0xkYMAUQLboYWcLXrCuk18rwhoWKfZe2a5jjOYLjllluWPMZ9992Hr3/9612LPzuO41zKbKg0MxKqNQgVu8cJFjqmdt2ZlY62hN6yWzETF02xUaM4QaTd3ih+4mxZit39EhKG1lkP7b/cIqvXs5FIXFhbhvN24MAB7NixA7lcrsu+uAVN7TVYocN6mRBW8PVKEbTPqY3KeITGcQZLLpdb8hiTk5MYHx8PrgPmOI5zKbIhxYwScuDiHGF9a66RnbXo/PXj1MeJHhV3yxGBWcz8rPS89rr2OHvitjGy0W63USgUoqhMMplENpuNomIqGGy9lY2s6L6suVHb4+pm9LkE5l+4FPDF+RxnLXDTTTfhpptuWvI4P/3TP41jx44tg0WO4zgbgw1ZM9OrDsT+HHJ4bWey1aJX5KdfJ9yKnFAaGZ1iXUAzbs6WStx9Xmnn2kYwQueMS2kLpRtSnOzevRv79+9HPp+P0sq4H0WDCmjblU7HTCQSUeMGG3mLSxXUn+e7bzZC4zjO4Lj66qtRLBaXNMbx48dx9OjR4P8rjuM4lypLFjOLFSXL8TY/VI9ghYh1DrmP1tbo+Jb56mjms1HHiWvX3Atr+3yRGNpA5zpO1OjaOtpRKy5Sw7HjUhv4udbjhOp3FuJUh+Yo7vptRM2OoXOjxfehmiqOw/1YB5PL5bB9+3aUSqVo/jh3NrpiWzVTDLFNMtPLcrlcdH62ZQ4JG7WJ+3BNGxViPG65W2o7jrN4nva0p+FXfuVXljzObbfd5l3MHMdxDEsWM7Y2ZSXp5w2/LexXx5YOqDqyelyvc/Zyohdif6956jV//cwtHdx+1rxhalRItIS29RO5iYuA2KjHfNfS6/NeDQHmO1btCwlj+zPFCOdwx44d2LVrV7AGJe68tkuZihFGx/id8L6EokoqCkOpkKGIjf134DjO6pFIJPBTP/VT2Lt375LGOXPmDL72ta+hVqstk2WO4zgbg2VLM1uNt8D9Cqa4hSBtK+blEGAhx73Xvks5n3VKlzrWYsdZq3VE/aIioFekSO9XLpfDgQMHsHv37ugzRkU0CgjMjUqRULRKz6/bKXxsdEYjMP3cg5Codxxn9dizZw+e8YxnLHmcI0eO4JFHHonWTHMcx3EusGAx068ju1oOL4WL1h1o8bV9c04Hkd/7KQq3b7oXc/3qlIZWhe838jLfOXndIQd2sb/3ioaE5s+eW6MOiyFU92M/62duFHsNTBfTqAs/SyQSOHDgAA4dOoRyuYxMJhOlkbHwX8fhs6JCRaOBKlJCK4HrvhxHI1o65zbSYwWVpsExGuf1M46zOiQSCbz97W9fclQGAD74wQ/i9OnT/mLCcRzHsGAx069A6SdVaKFiJ85p1u3qzPMY67yF3lb3EjSLSSULjcPPe6WuLTQFK85JX0ha3HxirpctvQRRXBpXP+h97ScdsN8xdWwb3bCRkWaziXq9ji1btuD666/Hjh07ojRFK9B0HF0jRlP+LJqqFhpHbQzZamuo4iJBtFfFjTtEjrPyJBIJvPKVr1yWlsz/9E//hEqlsgxWOY7jbCxWpZtZr/qE5T7PfGle3G/Q0MmkzXGLXSr9iI7QivO9WEoETUVBP9vni+jE7buc9ErTsvZ1OheK/i+//HJcdtllyOfzkRAI2cdIC4WObfrQbDa7Gixks9lojRk7noqfUCpa3PXECT+bWrcW/g04zkaGUZnR0dElj3Xbbbfh2LFjfbVidxzHudRYUL7JYh2g1aqvSKVSyGQyq3KupdDpdJBOp7Fp0ybkcrk5nbB6HTffPZiv45nFpibZ881nS0iA9Zu2txahXUwf2717N6655hrk8/mulLK4Y9PpdGyKHzuZcV+mq8XNoe2Ipp/ZNEXHcdYOiUQCN910E37oh35oyWPde++9+JM/+RNMT08vg2WO4zgbj2WPzAzSUWWr23q93pXCE1eQbX9nCo6izudCRELcG3COk81msXXrVhQKBbTbbUxNTWF2djZKb7L1NFprE+rGpuftt+h7vvmIiz7Yz+LOZe3WY0NpfnZbaMHTXlEFe55e6Ln4rHDsRqOBdruNTZs24ZprrsGuXbuQzWaRSqWiaIummfGZsSKD4obXxrUheGw+n0cmk5nTQICpbHwWQvdFa3xCzxivSWvDHMdZHVKpFH7zN38T27dvX/JY9913H06cOOEvLxzHcWJYkJjpx0mMSzlaDuLGonAYGhrC2NgYpqamgkXjvaIH/Th71oGPG6vXmCo0stksxsbGkMvlcO7cOZw8eTISYhrF6JVmFHfe+aIq/VyHrVuJEwp2vNA4vI5ex/cSRb1sirM5xHzzR9ExNDSEa6+9Ftdddx1KpVJXFEWFqhUUdo4oXBqNBprNJlqtVhRB5Jg6BwAiYaU2q+DR51lrZ+Z7Jl3QOM7Kk0gkcNVVV+FZz3rWksd68MEH8d73vtejMo7jOD1YkJiZz1Fc6ahMr7FTqRSKxSJKpRJSqVSU0jOIKJGtX1Dnm1+1Wg2nT59GuVwGcMGBzWazXYtXhqIzy1n3M5/zu5A6p15iZ6VYjnPZRT6ZArh3715cffXVGBsbi/bTxS1tcf98b011XR+tl+Gxdu5sGpmN+oTaQQMLTzN0HGd52bJlC972trcty1gf/OAHcccdd3g7ZsdxnB4sOc0srm6CrLRzq07e1NRU7D4hFhqNiXvbbdvj9oLz1Ww2cfr0aUxPT0dv/BuNBjKZzBxnmeeg420d5ziB0yv1KxS5mu/YXiw2OtXrXDYVbLF2hESlppYxdY+Rlq1bt+JJT3oSdu7c2SVeuK9tk8z0Mx0X6C7cp5DhNoqZ+a7fXlPcM9BrHMdxVp5UKoXnPve5uOGGG/Dyl798Wca85557ovRUx3EcJ8yS08wGVR/Dc6uYmZiYQLVanVNnELcKe2i8uG3qpHIs4EL60EIcbtrA2gz+oWKdBG3LZrMYGhpCrVbrasc5XypWvylboWjRchMXmQrZF5pDFYnzsdjnkEImm82i0WhgdHQUN954I6666ioMDQ3N6U6mNTt8HvS+cbs+L7zXFD6JRKKrViYkRm1qXqhuJpTaFicQXeg4zsqRSCSwd+9e/PRP/zQOHTqE4eHhJY958uRJPP74414r4ziOMw+r0pp5qdh0MRsNomPXarXQaDSCKVm2yHu+2ox+fue2OEex1/G2hTLtp635fB67d+/G7OwsTp48iVqt1rdDulBxspqObq/UP01Vm0/ohIh7Ruw+VgS0Wi3U63UMDQ3h+uuvx9Oe9jSMjIxEQkfrZFTMxEUlrchuNptRU4F0Oh3VyoRqX4C5bZm1wYDOR9wzHCdQXdA4zsqQTCZx4MABPOc5z0GhUFiWMY8dO4ajR49Ga6c5juM4YdaFmOlXVOiXLczmW/H56kQWapON2CzkeDqwVpABF9OSGKFJJpOo1+sbujvVckb5+h2L80ln5LrrrsPQ0FCU7gdcFIdMJ+M94r3v5WywPko7meVyuS5RraIJmNsdbaHzwrREr59xnNUhm83i+7//+5dNyADAn/zJn2BiYmLZxnMcx9morAsxEwedNlunYN/Q2/Syfh28fgq77Zv6+bCRAfvWnePU63WcOnUqSkfK5XJRrY2mtllhM5/ju9SUhcWk6PWKXMWlSykaaejXubf1Nnpcq9WKoiPJZBKZTAb79u3DjTfeiL179wKYm/bHcSg4QxEZoqlhnc7F9WXS6XQUmdH7nkwmkU6n54gPbf8cmjeNwti6LYoj2roYUeQ4zvwMDw/j9a9/PV7zmtcs25gf+tCH8JGPfAS1Wm3ZxnQcx9morGsxA2BOZAPAHEcP6C/1yqY3LbRWo5/xrYNv05NIs9nE+fPnu5xfG3ni9S+ktsSynG/u+4mg6Wf2vsWtIbNYG23dibZTplgpFArYtm0bnvWsZ+HKK69EJpOJIi0UF3a+W61WV9Sml1BQ8cP6Gyu4aYuek+djhI5zZucwNDe2AYEev1Gjeo6z2uRyOezYsQM/8iM/gte+9rXIZrPLNvZHPvIRb8fsOI7TJ+tezCh2fQ5g4Q7+QsTJUuhHOLGdb6PRCLYD5u+6svxawkY14pgvgrOcqKDIZDJR57JDhw4hn8+jVqvNKbrnXOsilL3Wl9EIICNpjL5QBFniok8hwaLRmLgmAP1EFR3HWRzZbBbPec5z8IpXvAJvectblnXsSqXS1fTFcRzH6c2yrjPT7z4rgU2lsQ5gnEgJFY2HxljON9px4+t1MMWJX81mM1g0rk62dXz7LZxfDeabc+BilG25sOdRIZjNZrF9+3Zcf/31uP7661EsFqP219YGFTcUJf3Y2W63Ua1Wo7Q2ihkbkeK+NpI03zXpNiuu4vZ1HGdppNNpPPnJT8bP/MzP4Nu//duXffyjR4/iyJEj/jLCcRynT5bcmllZS9EBW8eiaUa9UpnorDabTSSTyajNs31zHsKmDgHoEhmhlDJb22GdUU294h+3kOPL7xoV6JXKthL3Sq8xJKqsLaF94jp0LRYVDkzZymQy2LJlC66++mpcf/312LJlS7QvRaTWY9Euzncmk+mqR4l7phqNBhqNRhQNCqWZ6fEqmOKeBV1Q1T7PPEbtX+r8OY5zkXw+j2c/+9l4zWtesyJCBrjQkvnEiRNr6u+p4zjOWmZZ08wWW7MRcvaXQigtR2trbGG3hY5jKpWKWj0D8euexL0tj9uuP/dy+kPzok6/tnIOXXecrSv1R9Keq9/z9FNrtBSbdB7z+Tz27NmDa665Btdccw22bNnStWCmFvcD6BIWmnam4kN/VuHEVbtZ95ROpyNBw/1UkGhHM9quHfhshIhzZ+vGuK3VanUttmptdhynf3K5HG6++Wb8wi/8Ap7ylKcM2hzHcRzn/zHwmhl9Q71S49s351pXY0UNU7rsG/JcLodms7miof/5UoRCkSGNGOkY6vCuNmvFUVaBkUgkUC6XsW/fPjztaU/DgQMHMDo6OieyQUGhdTI6HhAWnRbWyiQSFxbIzGazXWOqMNIGATaiElpYs5/53cgtvB1ntSmXy3jpS1+KN7zhDXjOc56zouf6yle+4mvLOM4GoFQq4eUvfzmq1Sr+5m/+ZtDmbGhWXMysVg2NdeoJnTp9Gz5fYbq+7abjmc1mkUgkolaZocLrOPq9/rgoTdy2uDQtm8K0UELRnn6uYT77484RN0a/5w0JN52DZDKJoaEhHDx4ENdeey2uv/76qNW1Rkh0HBUdNvKiaNcxjZowMsL6HD5/oXti086scNFzaxRGBZGdQ/tvwVPNHGdxlEolvOQlL8G73/1ubNu2bcXP9973vjeK6jqOsz4plUp44xvfiN/7vd/DxMQEUqkU6vU6Pv7xjw/atA3JwCMzy4l1/qzgCDl3vRxqvlnXYzm+FpP3St3R9UR6RXU4rq2JUHusWLApSfy+1DfycY5vL3EUl+LWayx10EPj2OuLG4spgTZiRUFSLBZx8OBBXH/99di/fz+Ghoa6RAyPt1EQG0HRL5seaUUfx06lUsHW2txX77GtfVEb2LrZRnS0jorj2DVnVjr66TgblbGxMbzqVa/Cj/3Yj0VrUK0kd9xxBx5//HGPqDrOOqZcLuN7v/d78Xu/93sAgNHRUXz0ox/F9PQ0Xv/616PZbOLTn/70gK3cWCyrmAm9bV+sAxUaa74oj3UOAcx5494PVpy0223U6/Wu81vncjlIpVIoFouoVqtz3swtJEKyllityBzQLTiAC7UqpVIJu3btwpOf/GQcPHgQ5XIZwMV7HBJCIULPogoQPW+j0YjEKLuX8XkJpQmm02l0Op1IPNtn2P4c+t3a2k/E0HGcMKlUCtu3b8ett96K3/3d312VczabTfzSL/2SR2UcZx1TLpfxPd/zPXjf+94X/Ozv/u7vUK1W8apXvQrtdhuf/exnB2DlxmPVGwD069yG9ulXyPA88x0/n0PIrlWNRmNOsb0l5HjOd5024sLailarhWazGX0Wilb0E30JpWwtJBVsOQhFc1bCybbOe7FYxPDwMHbv3o2rrroKl112GUZGRqL7CaArImNt6yWkGTnTYnv9Xq/X0W63kUqlovWBWA/D1DMSajAQJ+T1M42+hKJDLmgcZ+EkEgkUCgUcPHgQr33ta/GGN7xh1c79xBNP4IknnvCojOOsU4aGhvDa174Wf/AHf9Bzv3w+j09/+tOo1+v4zu/8TvzTP/3TKlm4cVn1NLOF1I8sNDKjDl/IaZ+vmNuKBnaeooPK1CFN5bELLPbCttK1b/ebzSaq1WokZOKuMa4+KDQP842zEOYTf/2cZz6Rqq2oQylSIYedgoRtk0ulErZs2YI9e/bgiiuuwO7du5HP5yMhoSl9dlyOYW2zwkXt4LPARU75u9bJ2LS2XvOgdTEhG+LmMTRv/bKYe+s4G4lsNosdO3bg2muvxatf/Wq8+c1vXtXzf/nLX8b999/vYsZx1imXXXYZ/vAP/7Dv/bPZLD772c/iO77jOwAAX/jCF1bIso3PqouZlYrMcOy4uhS7IKN1Ym3KEIBorZlejiPHCokjey6tZwl1m2o2m12f2bfr6ijHXf9CBEw/92IhjqxNn+r3j3LovvRzjEY90uk0crkcNm/ejF27dmHnzp3Ys2cPduzYgVQq1dUdiELGiluKjXQ6He3P7aFFSa3NvD+aimjFKwUyf1d6CblQW3AVSaFaGd3mDpLjxFMqlfDUpz4VL37xi3HzzTfj5ptvXnUbPvaxj3kXM8dZp5TLZTz1qU9d8HHpdBq333472u02vvVbvxV33HHH8ht3CbAgMbMc9Q8r+ZaXb+kpBhZzPL+zwJrdy9TZBTDHcbTb+zkXi/31jTyjMis5TyqUFnvsShN3Ho2qsLg+n89jeHgY27dvx+7du7Fz506MjIygUCgAuCAy7PouViws5Hmx4pXPCsUDO5vFNRSwz0hIoMw3BzbNjOOrSGZam0dWHCdMKpXC6Ogobr75Zvzoj/4obrzxRoyOjg7Elr/7u79b0db/juOsHFdffTX+9E//dNHHJ5NJ/Mu//Aue8Yxn4Ktf/eryGXaJsGKRmdVyei0qEvi72hT62e6n+zQaja6OUnSI9c39Yq5TBRAdz7g6ifm26WfziQCeu18WUu+y3PU4cWMwesIC/+3bt2P//v24/PLLsXnz5q6ojRU/FBMamVlodMrWyNh92u12tEAmgK4GA6H7Hrq+XvVOKpTsfGmqm63zWez98aiOsxEpl8u44oor8PznPx9veMMbcN111w3MliNHjvi/M8dZp5RKJVx11VVLHieRSOBf//VfccMNN+Duu+9eBssuHRYkZvpxghfy1l8Ll5dL+PDc6XS663c6eb1s4Vt2W8Oh12MjKXRYAcybImDrMtrtNmq12hzhFefkzhdxUmc3TgitlMBciT/EWpekc5fP51EqlVAqlbBt2zZceeWVUctlRuYoXrSeRp8Nih0+G1p/o29HVXgwbaxarQJAV8oY900kLjQYyOVyXQtiEltD02w2o1qeXvfGPne0iddmIzL2GWLTAh7H7/0+D4N6OeE4K8GmTZvw0pe+FG9+85tx3XXXYcuWLQO15+1vf7unmDnOOqRYLOIVr3gF/vzP/3xZxkskErjrrrsGtuj5emXJkRnr5CymxmI5nSQVU3GO3WLG5LhMJwrt0y+JRALDw8PodDo4d+5c33UNcVGmfs+5HmEUQqMrhUIBY2Nj2Lt3L/bu3YutW7eiWCxG+4XWdbFpZUB3SmCvehhNL9TtNiWMXyqg4or5dRwdj2ORuPtsBYk+oxo9VJFjXzIs5t+q46xnstksNm/ejB/8wR/Ez/3czyGXy3W9kBgEs7OzXvjvOOuUG264YdmEjLN4lixmFuvk9HrTu9i3wFqordv0exwhZzbkeNq3Z1q/0MsuO5Y66CEnNs5GtXM1/vhZBziUyracb+31mhhFyefzyGazyGQyyGQyGB0dxd69e7F//35s3rwZhUIB2Ww2ipRobQyArsgM0WJ9RvH6mQNNUbPjNRoNNBqNKPIDIGrvHRI/AOY4UnGiKmSTFv7btDJrc1xUzyMuzqXC2NgYnvrUp+KHfuiH8OpXv3rQ5kTccccd+MpXvuJixnEcZ5Gsejcz0suBWqyQAcJtbfmzChHrNIecdqDbEW6328hmswCAer3e5ZjamoY4+2jH+Ph4V0pUMplEs9ns2TXLjjPfXCwXy50GqN/5cygaQWHCORoeHsa2bduwZ88e7N69G6Ojo8jn80in013RGK2N0efBOviMuHDRSiuE49CoD21lGmOn04laO8ct4Kpi1HYwm2/eQkJS64Joh20TrZGjxUZnHGc9kkqlMDQ0hDe/+c34r//1v2LHjh2DNqmLu+++24WM4zjOEhiYmFkJbI0ACYkD/Z1Osy5UqeNoBIVtfkOrxi/E6acYovObzWZRr9ejBTpD2Lfrdt2axTimISExnxiLS5Xizxo1sONa0ajH6DUyXYxCZWRkBNu3b8cVV1yBXbt2zYnGcAyNeNnUKn7XqIreR9vtzF63vT61lfvpwqeaZmbTHxnl0xodmzqmjSxUUGuNTygyGFcvY6M3jrORYST30KFDuPnmm/Gyl71szQmZSqWC//bf/pt3MXMcB8CFv9/Hjx8ftBnrjjUjZtQpXKxTrh2q+n3TpU6rbbdsabfbqNfrUU2EdjRbKuqI88sKstVgpc7Ta1xGXigWNbKRz+exefNm7N+/H3v37sWOHTtQLpejtWW0mN+m7ukzERets8Ik7rmxEb/Q/rYhAK9BxSavkbU1NsLDcXqlH6ow0Yik3b5cNWOOs95IJpP4lm/5Ftx000245ZZbcPPNNw+s5XIvPvaxj/m/Tcdxuti7d++gTVh3rBkxQ5biTOsb+X7R9WFCaWb6M53efD6PTCaD6enprmhOrzf6aqOO2+lcaKdbr9ejt/mpVAqNRgP1en3e2qJ+WO238fM5zzaSxHllO2OKk1wuh+3bt+Oqq67C/v37USqVkM1mo2gN91VRoF+8t1bM6DY9f68Il62V0WP4WQgVK2pHs9lEOp2eE8UKpYHZZyokxvS61K5e9TKOsxHJZrPYvXs3vu/7vg+vfe1rUS6XB21SkGazife///3+b9Nx1inMGlkuOp0Ozpw5s2zjXUqsGTGzlGgMsfUDGtmIExqhdKjQHxfb/rZQKGB2drYr5QfovWhmyOFlBKbRaKDT6SCfzyOXy6FSqXQVqcelyfUzb/PVSCwlGqa22J9D2HQ1rfOggEmlUiiXy9i5cycOHTqEAwcOYHR0NIp6UMyErkvTuayYsevKMNWLgoj3UsVRs9nseqZ0jGQyGd03awuFCvfXhTSBi9GX0HNpxYlus+LHCjjOEdPReKxHZ5xLgWQyiVe+8pV4zWteg//0n/7TmhUyAPDNb34T995776DNcBxnkXzrt34rPvWpTy3beJ1OB9u2bVu28S4llr0182pjhUSvAvrQ2+9QQXXoODrbnU4H09PTqNVqXW2a7Zv/fhxHOs0s/Od56CBbobYc2Hu11PsXN9dx6JoqKgi49k4+n0c+n8euXbvwlKc8BTt27EA+n5+TfkYxQBvs/bRr09hrpEjhPNuoSygtLRTtsPdd7dI5YhRJbQz9rMfQ9tB59TgVM6H50EYAjrNRyWazuPLKK/G6170OL3zhC6P/L9Yqx44dw9mzZwdthuM4zrpnYK2ZlxsVNKG0HP6+GHvpEGaz2cgJrtfrwQU2uX8/EQp9U8/9a7VaJGasoAmlQtkFN0Pn6fX5amOvG0BUzM/UsX379uHaa6/F7t27kc1m58yxjY5w3Dhhqeflz4yUMMqj+9g51bnmIpeNRgPA3I5r2lCA5+E50ul0V8REUZttWpxNQ+vn2dIUxkaj4WLG2dAkk0n87M/+LL7v+74Pe/bsWfNCBgC++7u/26OljuMAuPB3e2ZmZtBmrFvWTJrZcqHdnxRN/aEg6Qd1ZOv1ejQ2U8M0JSnUVaqXyKAgomixtQ56HdZB7zciEnLqlxNeY7/jsvidTj6AKM1r06ZN2L59O6699lrs3bs32t6rvoXzx9olFQIUH1qYTyffjhtKAdNaF5sCphEcXhPH1TE1ghMSMjp32v1Mn18beeG19ronfIa0ZfRaEbSOs9w885nPxHd+53fi4MGDgzalb6anpwdtguM4i4Rp8ctFu93G8PDwso13qbGhxEwoCmHXBAmlBinqRIacaP0sFCGw+4YiEXoeOvZa66DCwDYm0OP0uvqdHx1vqc6tOuFaG0JCqU9sga0ONkXA8PAwrrrqKmzbtg3pdBq5XK5L7Ol5rUDpdT4VKYlEAo1GIxK3GsUIpZUxMmQFAb+rmGVzAt5Djs/7z3MzgqPz1Gw2u2perEBmTQ9/1vQzfRa0wx7FHG2jfSHh7Tjrlb179+JXf/VX8YxnPGPQpjiOc4nw/Oc/H3//938/aDOc/8eGEjPKWnoLbZ1l+5l+jzt+ocfEsVxCJmTPQvalg0/RsnXrVuzbtw9jY2MoFArRIphaxG/FS6iwXSNpFG4qHOYTs7pf3BfHbLfbc1ox0wYVDGxWYG2x+1u74upp5rNZozGcO9swwXE2AqOjo3jHO96BG264YdCmLAh/meA4Dul0OlHqurM4LgkxE3IKQ/U09jjdbvfptxaF+9HxDQmT0Mrz1ubQcQuth7F1GMvFQuxgJIFCplgsYvv27Th48CB27NjRFba1i1hSAFlxQeKK+O11qxiJux69L9oVjOdhZMeuI8OfOT5rZfh5Op3u6pBGNHoTN6e9onBqMyMyPA/rkVzMOBuJRCKBN77xjbjlllswNDQ0aHMWxF//9V8P2gTHcdYIrVYLhUJh0GasazaUmFGHV9/QW2ETqnsIYZ3dftai4Zh27RG+MVdb1RbbRlr3W863eCFnuFfESD9fTI1OLzva7Xa0JsTevXsxOjratQBm6Hw2BY/ntAtnanqXjcZYgaM1L/y82WzGpvTZls+hNDfuQ7u4jo59+2KfWd7vUP2VXSgzThizexlra3K5HKrVajRntiW046xHbr31Vvzoj/4o9u3bN2hTFszv//7vD9oEx3GWQNzacs5g2FBiBuiudwDmT9+Ki+D02tfWncSJorj0MP7cy1mng84FNENF38tR8xKXdtZrHnrRj026tszQ0BB27tyJsbEx5PP5qL4jbiFMPc98n6u9celleqyKBUZV7PGa6sZomy70aaM5celjmqIWisrocxVKc7ORGLVdv1KpFLLZbFeNjeOsdy6//HL86I/+KPbv3z9oUxzHucR42ctehk984hPLMlacL+gsjDUrZmyaVb+iA4jPR6aj2StdJw46nLaTlhbu6772HAsVHnScdW2SUEvfEP2+de+1T1wEaqloJKJcLmPHjh0YGRnpqkHRKISKGk0xs2PZqIy127Zb1jG0WYONfvAc7FynokCjL9yPtSq2AQSArhbJKkzi5jhkqwodRmBUzNjzMs3NozDORuLd7343nvnMZyKbzQ7aFMdxLjGW8+9po9FY1q5olyprVsyE3rLH/d6P805x0G+b2jgHng4tF3/UVsM25Sgu8hInzNQJZ70Du1HNZ5e91oUSiiIttwPMFC1GM3bt2oXLLrsMpVIpmj8W/qsNIaFCuI2OvV2jRa/NRlkAdAkkbWdMOJ62gGbULJfLda1RA6Ar2qKdxgB0tY/WTnh6vJ0vbdWs9UbWPr0GdotLpVLI5/PRnLqgcTYCv/Vbv4Vbbrll3eaY+1tYx1m/vOpVr8LHPvaxQZvhGNasmOkHdS7p8IUiJdzX1mLYFCM6fM1ms+tNPp3AdDqNQqEQvWHPZDKo1WqR82tTweyCmNae+dLM1LG2UYl+6OUoz2dHKG1rsUJKz8E5KZVK2L9/P4aGhqJUqHQ6HbVC5v7qzLMrF4DIWWfUhFEcYhfTVAFgoz0he/lZrVabM3az2YxS4TTVTM/H50fFBcWaXecodJ8oXlQkM91QRSGjLqzFUcGUy+UiMZNOp6NUOMdZr7CFOyPW6w2+eJlvrSjHcRynfwbyF0Ed9sXs228kJlQjYCMndJbpINroij2WkR1dHHE5UXG1HGPNl8q0EsTNC+ebrZh37tyJcrk8ZwFLjqG1JHqvNG2rWq2i0+mgUCjMWVNoPrESqqHhZ9pWWde6oXBghzCtjbG2M1qk+4QiS6EopNrI34GLUR2KHX7G+WEtUjKZjARXLxbyb9FxBs3TnvY0PPvZz0a5XB60KYvmi1/8Ir74xS8O2gzHcRbI93zP9+BDH/rQoM1wAgxEzCzEcQrtu1jHK9QCGehun2ydSEu9Xg/WzywHVlAtx9jWUbYiKe46l9O51ZSuQqGAfD6Pbdu2YWhoqCuFTLt+aaSNxzNKwUiIpvlxm025smPo9vlEF58FHq+F/plMpqsLGscKiSMKKl37RueGtoTqrlQQ2doe3Z/71Ot1tNtt5PN55HK5vkS/46wXnva0p6FUKvlz6zjOQFjO/3tqtRry+fyyjXcpsz5j9fNgHVlgboE+sW/+7ec6JtPabEcr3UfHTafTXYsXcoxQ3Yx+6Ta1p99UrxC9ju3l1C+U0DFaI9LpdFAsFrFt27YocqBpX/YY22abaV2sWwIupJ5QXOh+VrjYBTht1IZzrqKJ31Vo6jOjERIbCdN97NyowLPbCG3n+LYBgZ5D64ay2SyKxSLS6TQ6nU4kwNwBdNYzz3/+8/ELv/AL2Llz56BNcRznEuMNb3gDPvCBDwzaDCeGDSlm7OrvocJpEorExEWDNNUpRCiFKO5zjQYpFD9x6T9xQms+odMrnajf40JpT72OsalRvB9DQ0Mol8tRHYgKi1CEQ1PvrGBkPYht5Wzt5s+90q5UjIRElk1fs3OqAsuuk6M/hyI69tpC10vbWSNkr48iLJ/Pd7Vj1poex1mvvO51r8PY2JiLcsdxVpXv//7vxx/+4R96zekaZlXFTD+1LsuBFsuzYLrXuVWg2EJ1fh6qUbDjqQPbbre7nM5+CI1phU0vgbSQ8fsRQJZ+hEw/YwwNDUWF6aGV6Xs9IzoHFDMh8aJdxjRlzS5kautnOLYVRzo2x7GpXhxPG01YuyguAHSJbB0r7j/M0LxTYLNpRSaTidLLeglvx1lv+LPsOM5q88M//MP43d/9XRcya5xVFTPL+ceol0OtjuN86TU6jqbuaKRA1xTphZ53MdcaFxFaLuaLPq0G2Ww26ka0mIiBrmyvaVfa3Qy4mD6oTQMoaFQ0xEXltP6GYkOjS/xMIzEA5jxzVjzq7zZy1atOSlPLrChttVpR17VCoYBsNjunLbTjrGeuu+463HDDDeu2HbPjOOuPn/iJn8Btt93mmQ3rgHWbZjZfVMGmGwHdqTx8o6+LDupxdFLpdKszylSwuLVCuJ4NgK42z7ZAXW3V43vtG3et+n2h6HFxqXK9xg4JRoqHRqOBRqMR7cP1WXROWFjPa7Ydu3TuNfrFyIxGRHgO1ovYNsgAorauHE9FD1sc28YENr2MdquwouBhAwNdr6bVakU2hURQqB6Gz1Gj0Yg6lOl6NypkGo0G0ul0FJEK1QfZ1uSOs14olUpRwxDHcZyV5qd+6qfwa7/2ayvWBr5SqWDTpk0rMvalyLoVM/MREju6rd9i+FBBvv4eOo+t6+glFuJs0Ha+86VdLYV+bOv3HL0iSyzSHxkZwcjISFSgPp9YogNuO5KpEGG0hA0FNHrC/4h0DKb/hdLLEolEtOaNjabY+haN4FF49TNX7Dym6Wo6X1rnxW08jzaUIBQ6uojncrT2dpy1QrFY9CYWjuOsOL/4i7+In/u5n+t6ObgSdDod1Gq1FRv/UmPNiJm4epHlTrOi+Og3dYyiRZsK9BIAodbHPE+vhdKsKNKOaStJP5EfYHGiSSMM6XQa5XIZW7duxfDwMIrFIrLZbE8bNDpi61m0PbNNC6Ro0ZoUm2pmr4tRFo1ixAkCPg88F21diOhTgRRXC6MRKJ5TtzMy0+l0YuuPHGcj8Lu/+7vYvXv3oM1wHGcD8453vAM/+7M/G/kmzvph1cVMnECJc8KWKmhC6U86NrfFRVfoPMYV/esbdNumV8fR88QJN/v7ajqmCzlf6Np0HLsfxUUul8O2bduidSJsKpcVLnHbrZChWLL1KJoOaM+l9moaGe2meA0JXqZ/WVFix+F2O7ZtLqF227otXaPGproBiNLNuLgnWWg6mdfXOGuZXC7nKWaO4yw7v/M7v4PXv/71ABDVnDrrj1UXMwtxmJZSAxI61q7WbutkLPoGXt/C62f69p7j6zG9OlxxnF5F34tlPufUOtg2+qF2heanl/jk57amKJ/PY2RkJIqCZDIZ5PP5OalhwNzifCtiQl8UITxea1bsNVrRZcUJt6uQteNoi2VblK/XH7oXep2E6Wc2yhOyOZlMol6vR0KGrZjtc6cCqRcuZJy1yrd/+7ejVCoN2gzHcTYIH/jAB/DSl74UwIV6PF+4cv2zZtLMlhM6dPatd7+F9KF9e0UjlmJnLyFj3+r3Q7/7q0iIs8mKnX6wx6RSKeRyOYyOjmL//v0YHR2NalL43QopG5XRuhkuAKk1MNy31Wqh2WxGb1a0nkX3D4lae30aEdHfeZw2EQDQJZy4sCdrX+z1hQSLCmvtzBYSmolEAs1mMxIzbHNto4KhKKTjrCf27t2L//7f/zu2bNkyaFMcx1mHfOYzn8ENN9zQtW14eHigAmZmZgYHDhwY2Pk3IgMTMyuZ1mJTcXi+UArUamKdzV7EiY2VOm650GiMpoCNjY1h586dKBaLUSQhl8t1dQrRiEJcOlmohkYjEPYeawTFihYbSVFxw/PYqBo/03bNwMV6KCtSQqkxug/tta2Uea5WqzWn6L/T6aBer6PVakVzmUqlYtc16kc0O85aZOfOnbjiiitWtBDXcZyNxz/+4z/i2muvxZYtW9Zk6tiZM2cGbcKGYmBiZiUdKJtaM19ql9bHABdb/rKtsjq5/D0kjJiqpNvsOUK2xjmg/c5RKI2o3+MX88Ze50tTu/Sc7C6WTqcxPDyMbdu2YfPmzVHHLRUx6lBb518jNIyIaMSl2Wyi2WxGYkMjKjY1MC7VzN5PXVyTYkzHtHbbVDNu045leh6eS58Xjs8IkooZK4KbzSYajQZSqVTUSEHT5GyKm9qrESQd03HWIr/4i7+ILVu2+HPqOM6C2Lp1K3bt2jVoM5xVYkOmmZGQ6OjXebdO63yLGoYcSTvOav5BXuk37nHzwHVfuN7KyMgI9u/fjwMHDmB0dLSr5oUwAqPOfpyo6XQurLESSsFiK0XW5IRSxChIbZoY15fh/iqurPChyNA1ZnReQgKHQoiLfqoo01ohNhfQSI9GGRuNBur1etSKWd842TQ9a3cohdBx1iq33XYbnv3sZ6/Jt6qO46xdPve5z+Hqq68etBnOKrKhxUw/hOoKQm+w9fNeY8U5iWs1nWexNtkIFMVLLpeLojKbNm3Cpk2bsGfPHmzZsqWrm5h+tw621rjwu6aYactlOvqpVCpqJsC0LI206b2lsFDRwmN0u9bXqEjh73xONPISauusC3faphI8zjaTCNFut1Gv19Fut1EsFpHP57vmw+6rwlC7vTnOWqZQKOCGG27Aq1/9agwPD/tz6zhO33zuc5/Dc57zHORyuUGb4qwiG6ZmZr4Cf+t8h95QW4dzMTaEzml/5r79bFssCxmHTnq/tRU2asFtjIoUi0WUy2Vs2bIFe/fuxa5du1Aul6N1UOLaLafT6a7ULMC29HMAAQAASURBVN3XChsKGCuAOFYul+vqLqeRNU3jCrVl1uiaFTDAxUiM7hcah8fY47ggp51zjZ5oaiOvo1arodVqIZfLoVAoRE0PbLqc/dLmB6FrcmfRWSsUCgX8/u//Pm6++Wbs2rXL2zE7jrMgDhw4sKaFzPT0NL7lW75l0GZsOJYsZhbrDC3mmPnOpQ6cPZe+Cdf99K25TUfScUOtey12/ZI4O6yd1gG2x8+XqqYRjl6Czo5nnfRQHRC3az2HCgw9fzabRSaTQbFYxK5du3Dw4EFs3rwZpVIJ6XQ6ig5oSlm73Y6O49jpdHpO0b7aY4UQ11jRCIfeP+7HbZwnjWjYSIk+a7buxBbwUyDZiBDHsfam0+muFDibbqbd1jjPTJsL1fDwPthFNTm2nd/Qs+A4a4Hv/u7vxnd+53dibGzMn03HcTYc7XYb991336DN2HAsWcyoU7fSf3z6GT8uOhJ6Cx46ptd1zHf+kPM7H6ExQ8fPZ9diIjG9bLDiz9Zc6H5MLWO/9u3bt2PPnj3YtWtX1ARAHWl7Do1caGREu4VpaphGGew4dPptVzErIDWljL/rvhQONmXMntOKJCuE7PyGonEULxo9ssKU9lCY2GuLu/82Ra9X9K0flnKs48SxdetWPO95z8N//+//HZs3b3Yh4zjOhmNychLPec5zBm3GhmTZ0sxW44/PSggmKwQG9Ud0tdN9NAphHX+ijj4Fgl3nhYXohUIhqpHZsWMHtm3bFi3kyKgM113R81p7rFBRJ9zaq6laQHdKlo4biobxuuz5ud2mnWkkyYogjabY6Nx8qKjStDEbOQKAbDaLQqGARCIRNUHgGKH9GbVh5Go5cCfTWW5e8YpX4JnPfCZuvfVWHDx40FPLHMfZkLRaLfz7v//7oM3YkCxYzPTrdA8iF1+dWqD7TTd/7+e4uM9X4nrinGuL1nCE9o1LXVOsALBdxXgebYMMdM9nLpeLnGQKlUKhgOHhYWzfvh27d+/GyMgIisVilP6k3b74u6arsYak1Wp1Farrd9qiURN+pulldp0bFT52Tnic1udYwWJt0VQuTT+0sDGANh9Q+/We6v2z52q1Wmg0Gmi329G6PKHmFGo/x2OLcRWgC8VrapyV5Jd/+Zfxohe9CPv378fWrVv9WXMcZ0Ny/vx5fOd3fuegzdiwLFjM9PvHptd+i83X77V/KJ3MOppxYkGd/LjPFmLvQq6rl02LHZOEnFets7ARGS1mZ0qTCo5kMol6vd7VAjmXy2Hnzp3YvHkzxsbGMDo6ilwuF6We6bgqohiBoR1xc8/vmnpmhQqAaD0WrcfhsTaVTL9ripvayhbTGnFhBEaFTLPZRDab7YrehFLJekV+bGRFt3HRTN6PXsLa/hvQ+9RLBMeN12u74yyF9773vUgmk3j5y1+OTZs2zUmd3MhceeWVuPLKK/HAAw8M2hTHcVaJRqOBL3/5y4M2Y8OyKt3MetUQLOc59EtrGeIcOcty2rUcY4XqG+y2UNqVbrdQPGQymSj9iOJC3+DTfqaI8Q1/tVpFPp9HoVBAoVBAPp/H7t27USqVot81NUw7kOnv2nmMxf7AXOfa2sP9batmTQfTdC1GXmzKHM9BAWHbPWvHMSvCWJdDAWUjOBrhs00G9Lv+u7D1PBy/0+kgnU4jn89HjQN6CT8eGxIyvQSQ4tEYZ6X4q7/6KwDA85//fCQSCQwNDV1Sz1oikcC2bduwbds2FzOOc4kwPj6O1772tYM2Y0OzIDGzWCdntf5YaYqQPa+NvIQc/TjHTn8e9B/ekLixC05ye9w1ZjIZZLPZSJRQ2GhKEhd3zGQy0X7ZbBbDw8NRETqd/nK5HEUO8vl8V4RBi/9tzY0KGwoJe03W8dcIiM6HjTTZFENGXkJCkMJBI3pMd+NntN1GTYheE8fSjmyhc4ZSDDUaw314X0J1MRxTU9N4vSrWQg0Y4hj0M+6sf5LJJAqFQvT7Rz7yEQDAC1/4wuj/hUv1OeMLIsdxlpc//MM/xK5duwZtxhxqtRr+9//+34M2Y0Oz7P+jrqbDb9/Gq1Nnnd64VCY7nnWSuT0OmxZkj7HbrNAK2WWjB3RC2UaakQkKBXtOG63Rc6joyOVyGBoawqZNm1AsFpHNZqNUJl5PNpuN0sbS6TSGhobmdBjLZDIA5v6R1t817UnvGcWNFWGhLmOcL27nfIQiH2qjFRRqD8dpNptd56Mgqdfr0bzp/bb30q5dw6iIXTBT63J4LO8phYymnem5KXDiUtq4nfeYkRybfjffv4MQa0HIO2ubHTt2IJ/PAwAOHTqEH/uxH4s+e9nLXjYosxzHuUT4tm/7NpTL5UGb0cXZs2fxAz/wA4M2Y8OzIDHTjzMzX73AUgiNFXLmrCgJpfeE3m7reeyYy2Fr3Ll6RYRUmFAYsEMVxYKtHbFpWBo1yGQyKBQKGBoawsjICMrlMoaHh6NIC4UJz8PxOaaKHetscx8A0Vg2QmMXugwJAxVi3E/HpvPP6+X9tClVmqJGpz5OUNivZrMZRVB0jRxuTyaTkVChyLBrx+h12vuqz4GmxgGIomI8txWsoTQ1ot3jeJ2c/4U0AFiN1FBn/ZJMJnHo0CEMDQ0BuPBv/41vfCMOHDgAABgbG8NNN900QAsdx3EGT7Vaxd///d8P2owNz7Kmma3029t+xtYicTq5mr4UiryQ+d5Y2+uLixrMN1Y/86Q1JSpm6CgziqLpYbw+TR/TdC6KkVwuh5GREWzatAnZbLYrfYliRlO9tKZG7bZF81bM8F6omIpzqFXE6D6aiqYpXKG51u3cX+teVMwA6GoQQeHFY5rNJnK5HPL5fFcqHPexKWo2kmZrbWin7WSmzyM/bzabXUX/thucPsccT9PJeJ80+rVQMRPCozOXJslkEtu2bcOTn/zkaFs2m8WrX/1q7NmzJ9rnqU99KkZHRwdkpeM4ztrizJkz+C//5b8M2oxLgiWnmYUiH8pKOz/qDGYyGZRKJdTr9a70HtphHUdrn77xjmvTrIRSxnh8qH2utVe/qzNPrBDRiAxTxVh4T2GTzWZRLBZRLBaRy+W6ohvq3FLwMGqhxebcn2lYVlDoXPIarPDidXCbRot0/jQ1So/XdC47d3o87VQBq8JJBQyvldepc6PtmBuNRnQOpsXZdt+0RyNCdjs/Yw1MSIRpGhx/ZsqbNmmIe36Ai0JG51HFDJ8Le996MYh/y87aYPPmzfj2b//26Pd0Oo3LL78cL3rRi6JtqVQKV199NYaHhwdhouM4zprj6NGjeOc73xn9PjU1hb/+678eoEWXDktOM1sLDg4dtGKxiG3btqFSqWB6ehq1Wi1yTOPqBeZLBYtLtbFv3XX/hdQk2FQwFQEaGWFEJZ/PRyKmXC5jaGgIpVKpq4g/n89HbZUBxDr6PJemMqktrONQoUXBoWKPqVfablmFAgWBrYWx0QPtbKaLQtr7QnFh07RURFg4LoWmHZv26PGsl7F1TVYMc+0XW+vCY62g0nHsujW0gcJVr1FFnk2j1AiaTXHL5XJdY3mExVFyuRyuuuoqPOMZzwAAbN++Ha985Sujz5PJJEZGRrB///5Bmbhh6HQ6OHHiBB5//PFBm+I4G4p3vOMd2LJly6qf96GHHsJv/dZvAbgQifnoRz+66jY4q9SaeamE0rtCv+dyOWzevBnNZhPFYhHnz5/H9PR09KbbOoQ81p6L+/aiVz0BHfp+9mNKkBU1FCXABUdcWyGXy2WMjo5ieHg4Ws+F6UXakSwk4Kyzq/NgU6hC12FFDse0NTqaXqYRGL0PNi1MO3DpfjZFjeOooOExvFbtTqbzTQERehZ4PNPZKKiy2WzX2Lx+vV4+Y9ZWFYOhNK/Qc0Yhk81mg+3F9b5aYWXnnM/EUlPMnI3F/v378dznPhdjY2PI5/O45ppr8MxnPhMAkM/no/QxZ/k5cuQIjh49OmgzHGdD8aY3vWlVI8X33nsv/uiP/gjHjh3Dxz72sVU7rxNmXYiZkAgIkUqlkM/no3SzYrGIc+fORVEam/rVKx1sKVCM8BzEtuNMJBKR+NBWxyzSL5fL0e/sPsb0snK5jGKxGEUNNJ1I2wrHiRkVO7Y4XkWGtTlU+6LiSQWIFTEqmKxoCokvjUxpDYydQ3Xw9bqB7loSdfBtdzI+BzYVzJ6L37VLGH+m+NN5jZsHHZPXRRuYRmhFlkaW9Ls2YrCiktE6j8Q4z3jGM/CCF7wAALB37148+9nPxqZNm5BMJpHP56NifmdlqVarqFQqgzbDcZxFcM899+DDH/4wHnnkERcxa4h1IWZ6oY4ixQGdfjr+k5OTmJiYwNTUVFfHKDp4dArjogikXq/PWRdF3/5rdMEWeFOoWEeebY/Z+pjpZKVSCcPDw5E442dMH7OihI60tj/WaIV1+vtJk7PXp8JGxYCKDSuGbAQmJEZs1EGjQlbwsBbKnscKGI6nqVwcj2JG0++0hoZ2aWqaFYQaieG57P4aMbFRKRVPwIVUvVqtFkVlNPrD/TRKw6iR3h9bL8MGAow0ad1OPzVhztqGz4ly00034aabbgoKkxtuuAHf9m3fBqD7/yNndfnABz4waBMcZ0PxUz/1U6sSlfn617+Od77znV4HswZZ12ImlIZEh77VakW1IyyIP3v2LCYnJ6MojXU2tf5AU6jUmbdOtq2d0KJ5AF022XQwRmBYB6MdyijEtP5FhYoKDp0POu88j9pHB5ttf62DzfHoaFtHh9er187ogy3+t18UDwC6bAwJR527UFSD9tlzapRFRZbtNqZpchotIuwkRtGg0Q8bfdLjtD5GnxN9DqxgAtDVEY3PhV6/oveN97her0cLe+pc6jNAMUPh5mJmfcGUUn3eXvrSl86pY3nmM5+Jm266yQvz1zB/9md/NmgTHGdD8da3vhUjIyMrNv7dd9+Nz3zmM/ja177mQmaNsq7FjEUFjTp1TNNi2tnExARmZmYiUcP91SG0RdwAotXtNZ2HjrCKlGQyGbXU5Tb+zjfvjCCxExnTwyh6bKRFu4JZocDrtCleGilQR5vOLOdLr9VGPVS0AN0CQudLbVF79HMrhrSVszr2ehxtsmPa6JQVdTqO3iMrfDi+zo0+S1pjo2OrGNbjVGhoCpo+VxododCgkGEraB2f57BpZvOJR5texmP9bfza5sCBA3PSO5/3vOfhiiuu6FoH6uUvfzkOHjy42uY5juOsGX7kR35kRRfK/Ld/+ze8613vwt/8zd+s2DmcpbOs68z0u89KYZ1kdUC1C9jIyAgmJiYwOTkZNQigSKGjZ6MT6ihSdNDh0FbJhUIB6XR6TmE+O0qxjkGjMyperIPOiIx+HopW2JQzdfCt427FgqaqqLOtaShMq7INBNRR5zzZ+6HCwIoZG93Sz9T5V1vtPVaBwnQv21HNFuKrgKMwazabUSSjVqtFDRjU+ae4oQChOKBA1HQ2rUPSuiTawWgJu8FpVIaCRaNwPL9G2LhfKMWMz6dN7VtMVGaQ/67XGuVyGZ1OBzMzM4se4/LLL4+tUXnTm96EUqnUte3mm2/GwYMHo2YUzvqj0+ngoYceGrQZjrOh+KVf+qUVi8q4kFk/LLk1s2KdpkGgUYVQpCKbzaJQKGBkZARTU1MYHx/HzMwMqtVq1wKEtiaB0RaKEqaD0ZFlOlsul4vOpYKAdTFxUQV10DXSQ/sBdI0bKiK3105ULGhUxdbGAOhK4WKUSNO31F512HkeO++2hkijIiqA7LghEWmjUHp9tIWCJJPJdKWXWWz0jdfOcavVajSGilxdF0ZrVbRGhven0WhEz4B+puJGRZTWt9BGvT57/dp4gHMd+nfAMRj900jTQnBBc6FO5cUvfjE6nQ6OHz+OdruN//t//2/PY571rGfN2Xbrrbdi7969wfl8yUtegkKhsGw2O2uHD3/4w4M2wXE2DG9605tW7P/Ku+++24XMOmJZ08yW4iAth6NknXpbQE6H0hbZV6vVqMNMs9mMFt1UG9PpdLS2C8WMruVCZzKbzXbV2FDMZDIZFIvFOQ6pRkH07bptFkCsiAhdp03R0vm1wkWPV1Rw2e0a9bGCxtphbbKpWzbyYIWKPd6uy6L3qNFooNFoIJFIdHUD02uwjR8AzBErjJzpdfEc+sX7xhotTR3TKJS9F/yZYgZAV4SONttr1GMVK3JtlM42CAitszMfl7qIIfl8Hj/zMz+DTqeDiYkJNJtN3HbbbT2Pedvb3jZn/p7+9Kdj8+bNPq+XGF/4whcGbYLjbAi+93u/F7/7u7+7Iilmd999N371V3/Vhcw6YuA1M6H0pMWOE3q7r6LBpiWp+Gi1WqjX65FDzLf6dCgpYAqFQld6mKal0YkmFCQUKozaWHspXmxbXRU7wNyULq17sQLDzi9/tlEPYG4TATuWraOxgkN/1/20JobjaRcxFTfA3AUg9ffQl2IjRLbVtD2HXpv+zjnVuiKdb4qlROJiW20VEcRGSrR+xqaq2bVgQvOrUUMVjipSuU3t0v30nFakOv2RSqVw4403Rr+3221s3bq15zE33HCDi5ZLnE6ng3PnzuHcuXODNsVxNgTvec97VqxW5lOf+pQLmXXGiouZQaSmUKioIx1ynrkv7SwUCl2pSRr90LoVdT71eEZwrHhiITbTzDSiolGVUD2Mjm/FmkZ14o6x12lFB7fZYnadJ3WK9ThGIviZFYxau6LXFUohU3tD16LXoZ/rPdImC1o/Y+eAaNE+RYUW2GvHNb3HFGM8XkWC7dIWiiDxHOyUxvQvjsW50zSykCDT+6/PgK6jo8+Wiqn58JSyMM1mE1/60pei1LFkMtklbhwnjgceeAAPPPDAoM1wnHXNrbfeGvlgK8E999yDb3zjGysytrNyDDwys5yo46jOno0maJqQOs10GFlYzeMZleGxWtPC5gHJZDKqfbBpVvziG3NN71In1EY4aJfarA6rTTMjdGTVadU1Vez4mvql6WUUKjpP2taX59Hj9D8YXrfOWcg518iT2qv3VcezaWPavIFj63lU8CQSCTQajehaFB3DCkSdK302OG8cU59BW8RvU/xYj6PRPH1uVbDxfqgY1HnlvPAeUDBR3IVSCZ2FU6lU8HM/93P427/9W2zZsmXQ5jjrAP5N+ad/+ifUarVBm+M465aXvvSl+PCHPxw151luvvGNb+Cd73ynL4a5DllWMRN6m7tYByo01lLeFqsTCKAroqDwTTedQxb6a4cqdRKtuImLnti6GBU8aqP9rrUiobbFcWOEfo6L1OjPNpJhHXpiC9712uyxaq+e24pPTc0K1dGEngcb9dDtKqY0qqKd6kLzoPeU0RNu18gJ59Q2EtB6KxUeHJdCI5FIRIul2nWPQvNtBZ699kQiEUUMtS6m2Wyi0WjEPvMh4my41AVRq9XCnXfeiTvvvBMvfOELB22Os074l3/5F/zSL/3SoM1wnHXJi1/8YiQSCXzsYx9DLpdbsfP8+Z//uQuZdcqqNwDo1yEK7bMURyrk9NOpVWy6l9bG8E1+vV6PHFrr0IfG0MgMj7M1IcBcB95GGzRqo+PaaFQojUhre3SbiiWdIztfapcVV7o+jhUzccJObeD2UOcxG7XSZ0DnPvRs2PVgaDPHDUXyeG3cX/fR6BjvZaiGxUbMVAQxgtdqtbo6mOk+Or8qwux9tamHrOXSSBCAqA6M20Lz3M+/y0tdyJBms4nbb7/dxYwzL51OB/V6Hb/4i784aFMcZ93xHd/xHUgkEvjEJz4xJ5Niubnvvvtw+PDhFT2Hs3KseppZvw7RYiIzcY6vjQqoULDHM70IQFdRvkZsEolE1LpZ63K0BsMufmn3VTFj06xCQiCU9qXixc6NjmvTuTTyYCM8OvZ8UZK4NCfuZ2tlbBQktM6Mfm7Tw6zw03nR61fnXyMp9jyh6yK8v3pv9P5ou2VrC+Fc6DpGrVYLtVoN7XY76m5n72tIYNkIFo/RaCBFpTaGABDV5/SKzLhQ6Z9Go4H3vOc9+Omf/ul5i/8d5/HHH8fjjz8+aDMcZ83z3Oc+t+v3f/iHfwi+VF0J3ve+93lUZh2z6mJmpSMz9o07t+mxjCBkMpkojUgdQgBRKpk6+fV6HUC3GLHrqPB86uSryAlFBOjEhuoa1OnXDl12Pq2osVEWjerYdDV1pjUaZNdPUXvpnNt6DFvrYQWKijNuY1pWSPCE7p/tVKaChXOi4sPOgy4AyvGIFvKrOGONi94nG+XRudH1aXTMRqOBer3eVcCoKWSaFmfnyT4vaosVknpdNsoTwlPIFkaz2cRf//Vf44d/+IcHbYqzxvnyl7+MRx99dNBmOM6aIJFIBNfeAoDbb799la1xNgoLEjPL4fCspMOkNRE2ugB0O7V8s661DKGFKjkuv+u4nU6nKw1NHUWbCmbRz/RLz6dj2bf2IXRu1bnVawe606fUkbbRmV5zrOdQ+21ESMWYHT80lk2n0uiEOvoqlGw9CVPL9L6oQ69RJXX4KTx4Xh7faDQiAUQRkkgk5hT463PE83G9G4qfer2OTqeDfD4fm/Jl5ztUH6NiR+u3tB7I/t7r354LmYXRbDbxF3/xF3jjG9+IYrE4aHOcNUq73cb73//+QZvhOEtmdHQUV1555ZLHyWQy+OIXv7gMFi0fjz76KE6dOjVoM5wlsGKRmdV402trGULbQo5xqC7EtrK1kRzdxmN0UUwd09YyhNLIbNqaHh+6Rj2vOsBxIVgromy6ku1uZiMboWN4nHWk7XVa7Lyrjbqui16zihj9sgX4KkKYSsUUMY2cqQBiKpa2VOb95PxTIFCAtNvtrpqUZrOJZrM5J3Jinzt7TgrgXqFzG2mzAtampdnnQiNWOpeLwSM2YdrtNu6//348+OCDeMpTnjJoc5w1jL9tdgbBoUOHlnUdluc+97n4zd/8zWUbby3x67/+6/jLv/zLQZvhLIEFiZl+nJqFOE/6VnuxDpO+yU8mk9HClvq2WgurtVidx9jOZHQOrcOpDrdN8VGBY1Oq9BjuowXzmhZEx57b7CKHKmTmi3RYMaOpWWqbiheN2vB61ZnmSvd27jgeoxU2XUrHYYqazgmP5fzYqEWcYLVRJooa1qc0Gg3kcrmu8/FzPUbPwWvXKBDvGe8Hv9NuvW4VUNzOLwqZUBTF/tuJEyMhsWfbZHMeaKd2ZdP7Md+/u4Xse6kxPj6Or3/96y5mnCCdTgePPfbYoM1wLgEOHTo0p8vXBz/4QTz96U8fkEXrh+PHj/tithuAJUdmrJOzEIdHHdmlQqFSLBYxPDwcCZpqtYrZ2dmoRsZGQdRRj4vAAHOvU514jRLYhS+toADQJWRCizqy05VN0VJRZgVJL1Gox1gBYNPC7HF6/QpT8lj3ofaouOoVgeAcUxDovIfqffQ8wEVnv1qtotPpYGhoCAAwMzMTfc60LlsDowKC57OCSYvmKbA0hVEjQ7xves1qN0WF3ncbNQxFFW16md57bTKh4lpFJbeHnrPF/Ft1LtJoNPATP/ETeP3rXz9oU5w1RqfTweTkJN785jcP2hRnA3P55ZcjnU7jc5/7HPbv3z9oc9Ylb3/72/HRj3500GY4S2TJYmYl0lcW+xY4lUohn8+jVCohn8+j0WggnU5jaGgImUwGrVYrKuLnm3a9DuvcWydf9wk5iNZZtpEZnk+7m1lBoqvP04GmDdZRtnU0eq5egkAjOHoNcfNAp10jCZw/7eplIzb8ORSps+dgUbwVg1aI2etkdzCeJ5vNIp/Po91uY2JiAtVqtWtOrKDTudTrZ7E+74MW82vkialm/EwjVzyndlbL5XLR+WxUEUDXvto4wKYbsq2zTVXUuqOQcLV4xGVpzM7OotForNhq1M76pN1u4y//8i/xf/7P/xm0Kc4G5gtf+AL27NkzaDPWLadOncLk5OSgzXCWgVXvZkZ6OVCLca7U6a3X62g0Gmi1WshmsxgZGQEATE9Pz2m5q2lhKhCsE22dPlsTQ+fWOsaa3qQOD51UbRFtIwT69l+jMvaagbniQOfRihpGE0Ktj1U06Zzom/64aIkKIUbK7P20aWe8XobI1UYKA9ulTNMTdW4zmUyX/ZlMBvl8HuVyGY1GA9VqdU56G/fVc9lOaBQzPK9G4PT67XOi0RLayvQ3K6Y4rqa+hfahTbpIqz4jcel59n6FhKGzcDqdDu6++27cdNNNgzbFWSN0Oh3Mzs7iLW95y6BNcRynBz/zMz/j7Zg3CAMTM8uN1mNUKpUovahQKGB0dBSZTCZaPJDwzXs2m42EBp1SFSd0ZG0khw47BREdYuvMam2NTdfS8YhdA8eKLbvdih06/dxfj9GoEOeIDrumY/GLzrfOgzYysA69pmHZdCvOEX+2jQzUydYISChqotsoWljTwrGYWphKpVCr1aLzNBqNrsYFtn6F52EnMt0nkUhE0RjgYsogP7NimM8dAGSz2ehZpZ2ceytEtN6G98FGkuxc8Dh9jjVVjuKI9jpLp9ls4ud//ufxT//0T4M2xVkjtNttL/p3nDXOuXPnMDs7O2gznGVizYgZfdu+2MgMaziY7pNKpdBsNvHEE09geHgYuVwOmzdvRqVS6XI+bVRDhQDHtudSZ5iOq6ZIxRVuq6OtYzMiwOvQMfS40HXb89jtIRsARHMVGlPXV7Fj2aL/kOCw9SAhm3T9HBVA2gCA56Lzn8lk5rQz5r78YuF7s9lEPp+P9ikWi6jX61HETs9L0cP7T8GiTRBUKNgaHPu8aJe0Wq0WfC74xeJ8FR18hvk7hRVFtaYg0iadewoXfUZDKWuO4ywfnU4H9Xodv/7rvz5oU5xLgNOnT2Pnzp1z0sWd3kxMTODNb34zPvGJTwzaFGeZWDNihiw27YWOLt/O00FMJBLROiGXX345Op0Ozp07F7Xb5VtzfUOub+lpk0ZmVHDYqIlGS2wUJSR8bBqRpj9pZEhTr+x4eg4bmQkJGnVw1YnWz7V9sYoWFSE6FwC69o0TMxr1UQFg54qRIp0PjRSp3Wzs0Gg0IiFRq9XQbre7Otu1222cOnWqKx1N7x3nl8+EigP94jlsnQvt1N+Z7miv2YpnPYZ2qH16/UypAxDsAKe26nm1BsdZPvj/jUZunUuTTqeDe+65B4888sigTXEuAZ7+9Kfj8OHDOHDgwKBNWVf8wA/8gAuZDcaa+eu7WBFDUqkUisUi8vk8ZmZmUKvV0OlcWJxw//79OHjwYBSpKRaLkbM8NTWFWq2GVCoVFVSrUNE2ybYGROsgrMOuKUVWeISiKBp9UcdYU7wAzEmH4s+awmYXywwJJHVwNeKgkRdGbjTqwXmgI85UJns+TWVSkaPRD86nzisdQ27nm85WqxWlbFlnvNPpRNuTySSazSbq9Xq0v6ZstdvtKCWNjQM09arRaESiQetgNP2LQpnCWUUXo0kUg/V6vSvapPOkz4cueklhHopo2QgS54XjM60slDKoDRY8OrM8dDodfPOb38S9996LJz3pSYM2xxkw9XodP/7jP44TJ04M2hTHcQJMT09HjaCcjcOyt2YeFM1mExMTEzh79mzU2ljXbcnn8zhz5gxqtVoUlaGjzLf4+Xx+TtqUChUVCXa9FyssNJpiIyShiEkojcyKH3V6aWco/UnHs/UUtCdkq0Yp+GVT7nRsjSRo1EmPVZFmIzdM97LRJTsHoQUqbaQJQHQfKQDz+TxarRZmZmYwNDQ0p75J09y0e5h2qlNhqdfLbaHUMZ1v3WZT9mwRvkZT7FicVytUbZSN6HPA75oa6GJm+Th79izOnj07aDOcAdPpdDAzM4OvfOUrgzbFcZwAs7OzeM1rXoPPfvazgzbFWWYG1pp5OaGjPDk5iTNnzmDz5s3I5XIol8sYGhrC9PQ0HnroISQSicjh1TfjbACg29V5J3qMnlsdT3U6rQiwKUa9nHgAc0SGOqEqENQOWygeN1e6v6ZTqc02LUkXFg2tk8IIi4okbaYQV0dk55JowTqjXcnkxc5qPJZRDB7LtEKdI00tq1QqUdSO6Wf6pkaP0/VvVJxxLNqikRzFCjtus3VFnAsKTm3qwM/s9fDeMYLFOhvWDNlGEo7jrAydzoX1rv7zf/7PgzbFcZwYbr31Vnzuc58btBnOCrBm0syWCp06Onl06hKJC62aJyYmsGXLlq6uZnzrXygUUCwW50QpdGyNQGlUhKk/fNsfcuSBi9ELK1B0vFDtihUxocYBuq+mRFnxpY6xpiDRPnWYuZ8eq5Ga+SJDNqVM6zesLaE5BrpT6jiOCi8VSHTomeLF6Fy9Xkez2cTs7GzU0SybzaJYLEbn0K5h2u6Y9llRmM1mI7Ggz0hIPKp4tRG1UCcyW/Oi59doIWtmdAFOii+mwcUJGY/KLD++grRTq9UwPj4+aDMcxwnAF9nOxmRDiBl1DNmlim/xWQTOFACmlrG2oNVqYfPmzRgdHY1aFWuKGh3PuJoH7Ypmi625n01VC6WP6Zih9C3tdKbOcJxjaoUSbeKYWsCeTCaj2g6OrQtAZrPZLmfZppRZkWHbFCu6zo8ew9/5uY0Q8UvTwdReHsf7z+gMABQKhejnnTt3RnNcqVQAoKtVM+ed90/FEfelWKAg5jXr/GgDCr2fFL/1er0rlU2/tI6J94fpcaw10nodvZf6uz6H2iEtdF+cxdNqtfCa17ymq3bMubRotVq444478K//+q+DNsVxHEO9XscLX/hCfOELXxi0Kc4KsSHEDHDB4cvn8yiVStG6I6x/KBQKqFarmJ2dRS6Xi95q12o1tFotbN26FTt37sQjjzwyRxzoG3dt00u0TbGmUWmthY5lHclQfURIEGjamgoVG+EJ1XjYtDf7tl+dbtuq2bZ8tN3ebJtmLWiPG0Ov2xJKq1PREkrN4njAxbWDWq0Wpqenu+Y9n88jm82i0WhEgpbiUOtRbDRGoyX2vBQZFCc2OsZ9dJumk9nfbWRGhZ1GZmy6oYrbXtfiOM7y02w28aUvfWnQZjiOY2g2m7jllltwxx13DNoUZwXZMGKGEZfZ2Vnk83lkMpmoa1kul0O1WkWj0Yg6lrHuYHR0NBI+bKNrBQIwt3WwLbZWpzMu5UgX0IyrIeH4oYJ6/Vz300jNfDAqoxEebreF7Rql0eiD2mzFDB33kBOt16CNDNRum4Zmr9d2D+N2FUy5XA7pdLrrTTmvGbjwlmZqaiqKeOg9seluet0USZVKBalUCrlcDqlUCrOzs9H4unZPXKqXihX7eyjFTCN+xEbtaCNT7WydkrPy2LRB59KAUd53vetdgzbFcRzDs5/9bI+YXgKs+7+8+lbaOpxjY2M4dOhQ1/ox7XY76o7F48+dO4cTJ050OeZAt1NPdA0QjUJolIJf2tZZBYAKBIoo23I45MDy2FD0SPfnuTU1LtTSmTYx5Y4tfmmP1pBohEQFgAq7ZPJCS2FNPbM1IfqzCkV7vZoWxXnifbNi09bi0I5CoRClfKVSKeTz+UjINBqNSIzwGprNJmq1Wld7Yxv14D46J2woAKDr/ttr5bxoWh6vVeeB6H2kaOE8aHMAnSu1QZ/NOIHtLA/tdhvvfe97B22Gs8p0Oh3UajX80R/90aBNcS5ReqWbX2ro30L1H5yNz7oWM9ZBKxQK2Lp1KzZv3oxSqYRsNotNmzZFxd7pdDpa/2ViYgJTU1NRBzQA2Lp1K4aHh5HNZrsECp13oNtR1DfjAOY41epo2+iJ/mz3o2DglxVZegzHUmHFNXM4BwC6zsUIByNRKnS0Uxa3qeOdy+WQz+ej77x+jTLYKJWmcdk0Mutga6qViil15m0KnQqbZrOJ6elpzM7Ods3JyMgIUqkUzpw5g6mpqej6KAwARKlnuqYPBTA/B4CRkRGk02lUq1UkEgkMDQ1FdUfVajUSGtoJjrBxgK4jw3njNeg95n3XKBqfC2ujNpnQ8VzErDydTgd/+7d/6384LzFarRb+7d/+De9+97sHbYpziXL55ZfjoYceGrQZq4K+tA59XX755V2+Uzqd9lbplwhrNs3MpvpYxy/koHU6F9osDw0NoVKp4OTJk0gmkyiVStiyZQtOnDiBiYmJSCDMzs5GYmV8fBwzMzPRG3umKtk36LbblaYUKba+RbdTcGjNBj/jl9bn0Jm1KV6hKI2mbzHtqVqtRq2KVfjwHBQIXGBybGwMiUQClUoF09PTXeKK0RuNgmlkg6jw0qiLTa3T4yiyVBTq/npezouNDoVEHqM009PTOHv2LEqlEvL5PKrVKjqdDkZHR5FKpaI1hyjmWODP1LxUKoXNmzdHXdISiQQajQYymQwqlUokjEqlUnTtFIdaa2SfY97bZrPZ1WBAhaxGnNhmmuLLpvzxvCpunJXnzjvvxF133YUbb7xx0KY4q0S73caZM2e8m53jLBO9XgiVSiVUq9VVtMZZL6xZMROqmYj7ndAJphihA3nmzBnMzMwgm83i3LlzeMpTnoJnPOMZ+OpXv4r7778fs7OzUYtmOut0XtXx1kJuTenSblPAxX+MFBb6j1MFDiNAfHtvoyGhzl1sXqCpT3ERjunp6SgCoAKB57Nv8umQZ7NZlMtlVCoV1Ot1ZDKZqHECxRfPraJLI1QaLeFnofuozjznQEWSzqfOKYUBj9d51lQuokKCTSLq9ToKhQJKpRI6nQ6Gh4dx/vx5NJvNSNBoClmpVIqeAd4/7sv7wGiVjR6pKFXRqqlszWYzWtBV99Pngs8Mx9d0Ph7DdDyvl1ldpqeno6YTzsan0+lgcnIS3/M93zNoUxxnXdFLsHjdobMY1qyY6Qd19jKZDEZGRjA6Oho5dsViEY1Go6tAe/v27di7dy+KxSLK5XKXI33DDTegUqng3LlzkaOo0RlbkM037hoBoPPIt+xEIxN01Dk218Xh/nZf2q7CSR1+29EKuCguWKxOEZRIJCLnW8UH21InEglUq1UUCoUolYz1JrlcLhqb18qID4Coe1wul4sceI1gMYVLowc8VmtXeA6ioou2VyoVtFqtqIsYBQwjF5xP1iJVKhXMzMxgaGgI5XIZs7OzAIChoSEAiN72UKyo/XyW8vl8FAlhpKrRaKBSqXS1vObzQFHMa+TnjERZUcxz8bnIZrNdc2lFDKNpfE45Js/N9uT9ppr1+0fE/9iE6XQ6uOWWW/pqxOGsf86dO4fv+q7vwszMzKBNcZx1A/0Lx1lOBiJmQvUBC9k39Ma51WphdnY2Sv/Reol8Ph9FONLpNE6dOoV2u41z585FBeL79+/HNddcgzNnzqDdbuP8+fNd59e37FpDw0J51qYQW9+iosP+DCDYeMBeY6hGR89h33bYNDC1xe7PFtbZbBaJRAJTU1M4d+4cGo0GhoaGuorQ9Ri1Ue3nuTQ9jql1FEC2fTAddRVaei1cCyefz0eOvHbu4n60yQpO3ieOz0jT7OwsZmZmkE6no+gL23vbqJqKX03l43VoLYsVHkSfKY2S2SiLbWpgI3aMNulCsRoRi/v31atWxyM5S+ehhx7CFVdcMWgznBWEkW8XMo4Tz+nTp7Ft27ZBm+FcAgxEzCzEYQrt2+t4OnxcEFGP4Rvxxx57DA8++GAUJeA6NEeOHIkiEUQdT74dV0dcC7TjHHstgLe1JISfadE4nXQ6yGqTOqv6Xcekzeoch9L3eF2MYExOTnalTTEKEypoDy38aBsK2LoXtcFGkmx0Sa+F0RYKUI2g8Ho0/UzniGNS2AJAsVhEu93G5OQkGo0GSqVSVENl74/Ol70XRMWEfmbbfetc8Xq1Lbh9pjRawzodiiVGq2yqnb3+OFy8LC+dTgc/+IM/iNtvv33QpjgrSKPRwF133YWvfe1rgzbFcdYE9913H6655ppBm+FcoqzrNDN9G28dR13/Q9+oZ7PZKP2GkZpUKoXp6Wncdddd2LVrV9fYFnUS+eY/VOCuzqXt5KVj2doIvmG3QoTXZutUOA6/q3DgeTW1y9Zy8Dg61LOzs9HxhUIhcvjV+dZz24iSrjivaWQqtPR67NxqlMZ+xvQxpnoVCoVovnjfbYc4jseoB2tlgAs1L9PT06hUKlHXu1AKnM6btUvrYVjEr2PoublNnyMVaRQnWifDc4Rs4fUwnU3viY2a9UuvXOaF7HMpc+zYMRw7dgy7d+92sbhBCf1f4DiXEnfccQduvvnmQZvhOADWuZgBMMfBVoffRhMSiURUB8K0pU7nQveuVCqFmZkZnD9/PqpJUbGgAsC+YafjS2fbRkwoKrTvuY3wcHyKKzrGjCbpujVao6J/UK1YsuPbyIdNHeMiohodKBQKmJ2djZx264zrufU6bNRERQVt0vujjQVIKEIGoKtuRdPYiO2IFloTh9GmSqUSdcALXY/FpuzZ+8fro102chQSa6yv0s52NsrCudd5ZsRGa2c4L/N1MAudp1/nzJ243jz00EN46KGHsHv37kGb4qwQMzMz+OAHPzhoMxxn1flf/+t/4UUvehEA/1vgrB1WtZJ3JR98TdfRYnY6taxtaDabUfE3U8/GxsZw+eWXA0DX4pXWadXoC4vLrQ225kGjI7SPYosF3Soy+LZdO4fZuou4dKLQudURtm8TdW7YwaxYLCKZTEbti+v1ehTh4vEUE1q0z5qkftKb7LWoyGPkRUWo2qxiSqNX2kxBRZqOR9vZuU5bKWsEKWR/3DXpsxBam8jeE9YNsa1ytVrFzMxMVEekkbqQuOE1URADF9a/0QUzF5pe1s/+zsJ4+9vfPmgTnBWkUqng05/+9KDNcJxV4xOf+AQymQxe/OIXB1POHWeQrGpkZjkdJgoHhWlSLMbXImlbm0GB0el0cPLkSdTr9a7uU2ztzPPQCeXxjJiwpkSjDdp1StO9kslk9Aaezq6KJ6YoaWpSOp2OnG5bYB83L7SDaDRH58I6sblcDsViEadPn44K4jkvbNnMqBVT3RiN0joZPX8oEqFiRkWiFSo28qTH6v7pdBq1Wg21Wg35fD66j+rgq2ii/VxHplAozHmWQs9XCNawNBoN5PP5OXU2oUieRnF4//kMqchTQaR/PPhsdDoX1pph0wvteOcMln/5l38ZtAnOCuNvpZ1LgY985CN405veFL0MdJy1yIp4PTY6sBLOlXU0NSoTqkHQtTfUznw+Hy16RqexXq8jn89HrZuBi2lePJfWZFCccF+N2KigSafTUccw4GK6FFPUMplMVNxN+7id59X6EHV2+TnnRqNR9j4wmqBpbJyjVCqFYrGIer2OXC6HcrmMzZs3o91uY3Z2Nur4BSBypDUaQnu1iJ12qOCjHbxOFYm2XoWCoNlszknTo0NfrVYjIcrxOd98Nng87xfH4T3ns8N7yvnWN1Ccd03tqtVqUdc8vS6N0OiCmACi2q1OpxOt4xN6vjhvtg5HRQ7Fska24poO6L8Xd8ZWjk6ng1e+8pU+x47jrEv+6I/+CPl8Hm9605u6/nY5zlpkxSIzq522EkqbiUsZ0vQrFoDv378/Eh7qOGsqlaY10RHV7lzWeaSjyS+KEnVEeRz3CTnPdF5tepa9drXPRgHUwbefa6SjWq2iXC6jXC5jfHwctVoNIyMj0RozPF67hsXdA2I7mvEe0FYbqdGUO56LIkOjXHp9jIow+kVho9EYCodUKoV6vY5ardbVCELvU71ej9quFgqFOQX4tJUihYLDCvdQZ7dardaVSpfJZLqiialUKmqRHRIjvHatkwmlxdnnxFldxsfHB22CswKcPHkS//k//+dBm+E4K8bv//7v4yd/8ifnpNI7zlplzTQACKX19JvqQ1QUaGqVFolrdIBO8wte8AIAwNTUFNLpdLQgIx18XeyRb/P5Fl0jMmqDihL+h6BOM8+v0ZJQQbnWT9i6FD2n7qv1FRZ1uPUaOUeVSgXnz5+PUvG4uBU7wNFx14iOCpuQ88wIR0hcag2IvS96DVaU8XMVObRFnxsez3vHKJEex2ulbfV6HZOTk5GYSSQSKJVKc0RtIpHAzMxMV/cwFalqPz/TxTw5J5xb1s3oYpm8T/a6dFFWjc5R7Omz4AwGrkPCZ8fZONRqtUGb4Dgrwu/8zu/gbW97mwsZZ12x6sn1cc5V6I99vzUL1kG2UQnupyljFD2FQgG7du3Cli1b0Ol0ovQyOr18A843/ZouFbomFSoqfDT1Sh1PW6RPQWNFGd/W53K5rnVF7DzotYeaBqhwYLoVv+hY87qz2WyUOgUgElMhx1p/txEhvSa9X8zB1eYEOrbW36joY0RDRYNN41KBx9Q3FVXpdDoSDByLKWsTExOoVCpBYcHzUcjMzMygWCxGIsZGzvS51KYRHIP3knPLlDPOmV4vx+N18BmKa/vtQmaw3H333fi3f/u3QZvhLCOtVgtnz57FxMTEoE1xnGXntttuw8/+7M+6WHfWHX1HZpar7qUfgRI6lxUnHEtrVwBEkRR1oHUMihLWMmzatAmnTp1CInGhTS/XVgGA4eFhzM7OYmJiAtVqFdlstivtjO2WgYutfnkejQrxO2stNK2LUREbYVBhovUuWvxtF4jkufV4zk8o0sFj1Bmmg83r4zG2OJ3fOd9a76FCjteu16j3WSMZvB4VZLoWDY9VEcKxbaRGnwu1TcWYzn+1Wo0iU4zEqd3a7pn7jo+Pz+k4ppEzFUpax6WLoOo+XABT50Bt1Hmwz7c+V6GoXCgVzVlZWq0WPv7xj/taDBuIer2Ob37zm3jggQcGbYrjLCvvfve78cu//MuoVquDNsVxFkzfYma1HaFQytl8hPaJi/jQEWy1WnjkkUeimpBMJoOhoSF0Oh2MjIxgy5YtUXtiHS/05l3fhusbc+uU2roROr71en1OcwHuxxQlfq7nDqXT6XHqWPM4dXZVnIRa/Op1qciy6WJqo6LpUhQ5NpKm86FCRjvPaZE/hZK2P6YdNkXQOv7s/qUtvIELqSMUGxy/VquhWq1GdS1cj4jChLU6uVwustleX6vVis5lnxsVYowW6b3Q+eCxvEcqinQu7b1xBsf73vc+3HbbbYM2w1km9P8lx9lIVCoVVCqVQZvhOItiYD1cVysFxnbyAi6KGe28NTw8jJGREZRKJbTbF9YeGRoawtDQEPL5fGzYVTtN6dtvTSECEKVT0fG2QkO/21Qx/vFk9zFbh6FfOi7QHY2IKxa3EQs7NqMyeiyjFXSsmWqm2/lFu1VkNBqNqBBe7eC59fdcLodSqYRCoRBFwzSao9EgtVfXc9EUOooGNnHQNC4+FyzI57ZsNovp6WmcPn06EkOlUqlrbmzEir/X63U0Go0590avMZ1OR22lNdqiUaRQ7Yx2gHPWHpVKBe9+97s95W+DMDExgfe9732DNsNxuvj//r//Dw8++OCij/+1X/s1f+nirGtWTcz0crrtlzpu6sDNN36oroKRADqxWm9i6ylYQ5PNZqNOROfOncPk5GTk3OrY2upZowusP9FrJWqXRlHUDtboqMjguXQedH7UeaZYUieYTr6t2+E86CKeGslQJ13TpShQKBba7QstijkvjEbQbm4L3Tdei94rbUfN8xcKBeTz+SiqwkgKx2DdjM5ZKpWKhEu5XEahUECpVIpaITMyQrHKds56/Zs3b8bo6GhkVzabjZ4Tu7aLLb6395L1SYTzSEGszzuFXqijnv470W5xGqEK1UyF0jWdleX222/3Od8gzM7O4ktf+tKgzXCcLk6fPr2k1slTU1OYnp5eRoscZ3VZtW5mC0l7Wewffiss9NzqoPOLv3PND+DCm9R2u40TJ07g+PHj0eKZBw4cwMzMTFfthKZFMcXKdlJTUaPdQdQ55e8UMzYNjJ/ruiW63oyKM15/KBqlHcvq9TpKpVJ0Tjq+el0cy86rFaSaDqV1OKE6G02v0jQyjdioiKKAYBpeIpFAsVhEo9GI0s60IYOdD4pLbqOtXGRThYKml/G6aDvvLdPKtEU17x0jQETFRuh55LxTaOszoevd6H3QFLt+Uy+tEHLHenW54447cOedd+JbvuVbPP1vncMXFI6zUXjXu96F9773vYM2w3GWxJoTM0sRMvOlU9loCWsdSqUSSqUSpqencfTo0a5V1XO5HGZnZ5HNZnH+/HkkEonozb09B22w0RkVP1qwrpEZHm+dTTr2WodB59RGfXrVofAYOtx0oLUzmAoBW5QPdKeB2ZoPtYkNBHg/NOJjF7bU3xOJi4ubasSDwoERIKaLcZFLnl/rZ+j4q62NRiMSq7xPbNyg7ZUpqGgbo0CMGqngnJ2d7epApoJS0wL1mvUeaXoZ51ijOFxfSG3WCKRGgZy1yczMDE6fPj1oM5wlwhdBjrNR+JVf+RXcdtttOH/+/KBNcZwlsWbWmVkKtlaBq7yrYwl0p6JpKlu9Xo+ccqZGJZNJDA8PY2xsDK1WC+fOnYuEQFyRtTrTKjzUybVRIrXdptoRjsdULe7LaJJ986+pcFbwMBLFY2yXNL0+jdjQJs4Bf1ZhpvPCt5f22rlOjR6nAiuZTHZFZ5rNJmZnZ6NoCiMZTB1j0wSbyseUNXuvuS+jPpryxWvXCBE70FGU2a5s2n3MijSmuvHZsDbyHmq7bxUy+Xy+q+BYhRrH1FSyEHGC3lldfviHfxiPPvqoz/065uTJk3j7298+aDMcJ8hLX/pSfPazn8WhQ4d67vezP/uz+NSnPgUAOHXqlLcZdzYEqyZm1OGez6FSp28+tKWx1ijQEdZUMHXYteZFHUa+DWfaUL1eRz6fx/DwMM6dOxelJ5XL5S4nXcWJOp7q+KozrZENReeFzrWtibHzqHPAudY51giQFReassSULwoNrfVQWzUqFBedol0quDiOig87R6HUNftzrVaLaldC9UKakmcL521bZBW6ep+azeac+ioVO1aU2jQ2radSUc05aDQa0WKZFF42lYzPsxVEKqo1Wqb3x0aC7H13VpejR4/i7rvvxtOf/nSf/3VKs9nE448/PmgzHCfIww8/jJe85CX4+Mc/jmuuuWbO529961vx+c9/HkeOHHEB42w41lxkZiF/6G1KFp1ILbDv9dZaow9MWdI6i3q9jlQqhaGhIVQqlS5nt9VqRSlK+qXni9seZ4udh9AxOh6dXDrOtk4mNK5GWeycUQD2U5NhnWeic671PeqoqyCg/Rp9sFEqwutrNpuYnp6Oiul1AcmQ+NBuYoy00G77/NA2jm2fIXt/rWjQ506Fho6tax1pBEojStoQQK9H64xsxNE+a6FnyB3pwXHbbbfhz//8z+csuus4jrMcPPDAA3jlK1+Jv/qrv8L111+Pt7zlLbjzzjsBXBA7LmKcjcqaEzOLhW+xa7ValGbWT7GzCgONbgBANptFsVjEyMhItBaNphpRzNCJ1mgMMLcLld2X2DQxoHvNFdtsgMfomDbtzYo5jQ5QzGjtB8egQNLxdUw75/Znjqs1KHH3QKMtTOPS2hAtitf5VEGg20J2M32N3cpULFm7VFAxKqOiz6az8T5ptE9Fi9rBZ4LjsekEx9NGAXx2eZ36XGoUyz4fC4loOqvPV77yFRw7dgz79u1zUbnOaDQaOHbsGE6ePDloUxynJ/feey9e97rXoVwu45vf/CYmJycHbZLjrDh9i5n5RIFlvmhEvyLDbus1Hgu8K5VKV9qXrRuxwsI6y4wU0NlkK95cLtclVGxBNrFF2mq/igoAUTRI7SLqENvoh6ay0fm149vIQOh8Khw6nU60+q+mUunxKrysvSoq1H57H7U+iddC556LY7KOScWKvZfa9UyFmIoQFtczsmZFnBUiHJ9CwkagVEjwmnmtPL8Vx/YZ4Lo19hnRlDWen6mSGqnRuVUbrLi0+7C+xxkMR48exdGjR7F3714XM+uMRqOBo0eP4sSJE4M2xXHm5Rvf+MagTXCcVaXvV7l05Pr5Ch2zkLHmO17RN9+VSgXnzp3D9PQ0qtVqlLpjHXCgezFNddrpODIqcP78eTzxxBMYHR3F5s2bu5znmZmZaGV3axMjDnEOvd1m99WFEG0BuwoXdWR1PRprT+g6bYqcijBev20trOfUhgR2XpkGFRI/icSFRgBM/SoUCiiXy1FRfy6Xi65H7bKNDOz9U3GjYsSmrtkxuD+Fht4/3Y/bba2QTeuyBfu2pkefL95fjqvnt/POc9nxQs+T2tVqtaLneKEvJZzlo16v43/8j/8RjMQ6a5vTp0/jD/7gD7wts+M4zhpk3aeZaS3BxMQEjh49Gi1oyEiKdtAKCRg6ityu9RKzs7MAgO3btyObzeLUqVNdtSD1ej3qRqWOsxbNM4rD39WhtOlkmmpl397qfpqipaKP6Vo2L18dbitg2u0Li0Zq8b1dxFFrPIC5UReOx9bF3AYgmiteHyMyqVQqEjE8V6fT6XL0QwJD50bnknOn68NQbHJcRqBUcLGgntcf6hym86+RMI1upVKprsVBdT2gTqfT1WpahZEKJJ0HPh9MXeRzoeezAs3e82QyidOnT+P222/Hgw8+GM2R120MBl9Ac30yPT2NL3/5y4M2w3EcxwmwrpPs1ZGj8Dh16hSOHDmCM2fOYGpqCrVarWu9DwCxgsZGJ4ALrXfz+TwqlQrGx8cBAJs2bcKWLVswPDwcpbfZaInW0Og2nl/ROg063KH6B5sypAsq2rlglKbZbKLRaERr59AZViebX+12O7oWdoUDLq5Sr2laNpJgU9LUJhVdPHcmk8HQ0FBUh8Tr4L42ShE3b9q9jvul0+mo5TE70lHgcVyOpc+FFba2s1uv6CHPq+IIuJCeQkFGuzR1js0GbBtpzp/WaGmjBhttihM0J0+exKc+9Sl8+tOfjoS5MzhmZ2fx8z//86jVai5q1gmPP/44fuu3fitKwXUcx3HWFisSmQmlvPSbI95PapkdV99qT01N4ciRI1Hr3nK5jE7nwhol3FejDTynTR3SjlTVahUnT57sigDR6QfQldqldSNWXADoctJtuommEGlUwHaq0u90tm39jo6hDrKuacK3/VzkUkUNxwe6189hLYvaxvG5X7VajRaR1Hm0EQGKDW2RDQDVarWrtbK9duv4q1C0kSIbZWHkRD9XO0JCUqNA9nnTa9c2yplMZk4jCP03oOl7tnuZFSh6Xl08VdPjQmlvk5OTuOOOO/DpT38aZ8+enVf4OKvDBz7wAbzuda/DU5/6VL8Xa5x2u42zZ8/iK1/5yqBNcRzHcWJY1TSzhQiahaDOZ6vVwuTkJI4cOYKhoSEUCgV0Oh0MDQ1Fb8ztqurWLnV0KWZYiJ3JZDA1NRV1TNMuUyyw1hQpFQjcpg6+pinZ+hLOg+2iZcdTR16vhYJGx9PaD71GdYztWLoGCm1SkUQbmaJnr1PH4v6NRgOzs7NRhInXz0iKFu2zlibkvPN6NJVPa4vs4qS2+F/vl/5sRZH+rulo3Ea7eX06XqgdtI1m2WNUtHKbChmeW/+t6P6VSgV33nknPvnJT+LIkSNzrs8ZHGfPnsWXvvQlPPnJT/YOdGucarWKBx54AI8++uigTXEcx3FiWPc1MyFarRbGx8fx8MMPdxW025Xn1UHXN/7A3MJqOr/ZbLbLYecbeF17RusgVIhoQX9cTYzWe6gja4VEKFJhO5XxWNZoqCOvwkYFiTr+1jEPNQIIXYcWvVsxoFGMarWKZDIZpZpxPRjrqNuWzDbCpNes94rik9E4HVPngDZbW+PgHDG6l0wmUa1Wu6J1vBd87mx0SsWJFYuamqdzrkI0jkQigVqthq9//ev45Cc/if/4j//oei6ctcH73/9+PO1pT8Mzn/lMr19aw5w/fx5f/OIXvb2t4zjOGmZdixl17pVEIoF6vY4TJ04gnU4jn89HIoSLLGrtiKZjAehazJAOJqMuXERTU7voeOqq8XY9kFBqEG1V51WvwTquNroScuLtnFgRZOsx7OKLALoEH7G1RBoR4lgq3jRdShsWEEZSWNMDXBQYnEMKAbtej73/tutbKpXqipJxzig49TpVzISiVnrveH024saojAo8CluNymhURZ8xGyGzz7R9fux4VjQ+9NBD+PSnP4277rorSq+0YzqD5Wtf+xr+7M/+DDfeeKOLmTXM6dOn8clPfnLQZjiO4zg96FvM2PSlfvddKAs91jq4up21LqVSCfl8PooAqLOrzqktJAfQ5eyyHqJQKCCZTKJSqXQd32g0kMvluhY9pC0hW/VtfCj1KBS5CUVsbNqaXoM6yBRuWl9jU624vo6eWwWAOvscSyMknc6Fbl+cK6LH6bxqGh+323ugURUVNyq41GFPpVIoFApRtzlN42O6oKaLzZf2xeu3ERTec6aXMRXOpiDqc2Drjey91efF3nuN6IVS5IALa5n8r//1v/ClL30Jk5OTc+bdWTvcfvvtOHbsGA4ePOjpZmuQc+fO4R//8R/xyCOPDNoUx3Ecpwd9/wUNOXn97B/nIC702Ljj44QVnb+ZmRkcO3YMR48exdmzZzE+Po7Z2dmuon11TjX9DLi4kKF2lWIb40Kh0NUlS53nkG02mhI6t0Y8LLbAPxSl6DW+RhIYPVCxA3QvlmkFj63dCXUz07nSe8bPGXXRsdk+266RY4v2gYtRM0Z0GMmhiLTzTXGhkTKLChs7lzaCptGoTudC62cKJB6rkSr7XGl6md4v+3PovoaEuz43586dwxe+8AV8/vOfx9mzZ+cVSM5gOXr0KH77t38b9Xp90KY4hiNHjuA3fuM38KEPfWjQpjiO4zjzsGFfB9KRrNfrGB8fx6OPPopjx47hzJkzOH/+PGq12pyFKkNfmo7FdUQmJiaiInV1JtW5VSfSvlGPE2c21UmFhh6jtSOKTVnSbfbtfLvdjgSEpt1pmpQVS81msyvlK5G4WI8TSoOytjFtTKMztjuXfmmbatsFTtP8NApC22q1GmZnZ6PW3NqgQOdZhYe9X4yk2P01yqNr8HDOs9lsl5DRSIydAysabQTUppBZuM/k5CT++Z//GZ/5zGdw/Phxj8asA6rVKv78z//cF2JcYxw/fhzvf//78Qd/8Ae+krrjOM46YFE1MyvpJPVyhhdyXnXmms0mzp49i4cffjhaTDOfzyOZTKJYLCKXy3U5wzbFSqMzicSFzlVcs4MOLaMCXNNE6yXogCua0qYOq65nEorScJudJy26tylVPB8/owDRc3E/TaXS9Cpeg47PfbiNY2rLYaZiMSITEhA2OsT7p/eDx/AtdqFQiK6xUqlE9nHMarUa1bFYwWWjJDwPnUoVD7Z4nve/UqlEa4XwOplqRmFju7mFIlla78N51Tm00SAbRWJU66tf/So+/vGP44EHHpiT4uesXSYmJvDBD34Q3//93498Pu8CdMC0Wi089thj+Pu//3ucO3du0OY4juM4fbBgMbMaf2x7pQMt5FgtrG00Gjh58iTK5TJKpRKy2SxarRbGxsbmRExstMWmT3U6naheRvcFLogbpqFptyptOADMTdkKRVX0enQ9FRvBsM0K7Fg2yqNCQkUNC9OBC+Ko0WhE10FbKEzs+fi5ChntUMYxrDNvoz+hyATnTAULbWD0RUWXFWi8BrU3FIXTyJOKBX2OEokL3cIY2dMUQxUaNr0rToxbQcmUOD3GNlSw0ZoHHngAn/3sZ/GNb3wjWqTTWT/8+q//Op785CfjWc961pxUSWf1qNfruOeee/DHf/zHOH78+KDNcRzHcfpkw/3l7FV3UK/XcezYsaiAv9PpRLUWmvZDB5UpSXQ2raNLx9Eeazt7cbtGU2y6ljquajNhOlNIANi3+aEok3Zds5EGdnjTVsM8xtboMAql16xiBrjYBlvHt0JR7bcixkYtVFjwGAqtZDKJbDbbtZAmIxO8Luv8c+45ZyqS1EbuqzVAjIRwrlTYqQ2cP/05VAulzQhsSlpc5EpT4R577DF85jOfwVe/+tWuzmXO+uHo0aO47bbbsH37dlxxxRXe3ez/Z+/NoySry/v/d+3V6/SsDDPDJgKKxg3jlpwYNcaQQDSLMZpEI1nIyc+sJ4tLNH7jN2piNDFuMV8lEjcMRDZREYgRQcREEESQRWCAQZZhmKWX2uv3x5znzrve/dyq6pnuqaqe53VOn+66de9nu3fged9n+QyARqOBO++8Ex/+8IdxzjnnDHo4QRAEwRLoW8wsxVuSdu6h9ON9t9R+Wq0W9u7dix/84AfI5XIoFotJEj9jIobL67Kxq6E+PJZCoZCUgmaj1wx8LffLv9PyZPgtvxeSZWKGw6bUS8NhU+yN4NArXVv74e90rSyUjQUQr4fN2YQIV/NKE0Sav8KeJDtuG6ByZTbuw+ZpQkoFE5/DokbvJ98bK/7Am6/yGNgDZ9fZfHUO3DYLTVszO87eNV2vH/7wh/jyl7+Mq6++Go8//ngImRHmkksuwcknn4w/+7M/w8aNG6O62WFk7969uOuuu/DFL34RF1544aCHEwRBECyRQxIznpGouRxLJe1a73jaMTXq1CMwOzuL++67Lwk307AyAMnGjpojwon89h0fN6OV3+RbOBJ7AXhswAExweFKKgzY4LVr1avDYoHnzjkivIkjizKtzKbts4HtiSA+5uUItdsH9uvh8/k3rx3n5fBcgAOiSL0aXKjBxAzPVcMCbbwsoqwvzgcCkJRhZlFrQsjCg1So2Vj1b/aY2fp4ZabtN9+DVquFPXv24Otf/zquuuoqPPTQQwhGn3/7t3/DKaecgtNOOw1PecpTUCwWBz2kVU+tVsNNN92Ec845B//zP/+Dxx9/fNBDCoIgCJbIwD0znMPQ681yP+2yIei1Z33t3r0bd999N8rlckfba9asccONWKSZQaleFWvHws80SZ6Nch2rVjvTObNBa59ZTOmYvSptgL+PC3ua2MuhVbZUiAGdXoS0e6QhZDx+nocnQlk8eaFYNi4TL7lcrsNDo+JOPVYGn8fX8aaeFr7GYokFiIa0efMHkHib+BnV+2TX6bOQzWYxPz+P66+/HldccQW2b9+ehNyFZ2a0eeyxx/CBD3wAT3/60/H2t78dxx13XIScrSCPPvoovvOd7+Diiy/G+eefj7m5uUEPKQiCIDgIBp4zo4b9crfLaGWvhx56KMmZ8UrxctgQlwJmjwCX2TWazWZi7Gook5esr2Ffuk8N96dv7Q0NQfO8I573QcWKriELNw314rA2Dz7fyxHi0tjWDnum0sbIooPXmz1hHNrnCQWeI89VhZW1XS6XO8bWarWSN+cmXjX8TIUY3xcVOzwXO09FYja7f3+d2267DZdffnlULluF3HzzzfjBD36Ak08+GX/wB3+ANWvWDHpIq44HH3wQd9xxB7797W/jsssuw2233RZCJgiCYIRZcTHTj8flcKBhRWb0bt++HdlsFqeccgoymUxHWV0r22zGMYsDNrC5fRMVZvhy6V1rxz7rdexpYS+Q9wafvzPYkOeNIjmfRY1oFhfsaWAhpaFdSrfQQO6fQ9VsvDoWu46/0/tn82DviM2Dc2U4rIwLH/CctGiC/W1V6WZnZ1EulzE+Pt6xN1Emk8HExARarVYSjsjz4MIPvTxtHOJoczKBx89Zu93GnXfeiUsvvRQ33XQTFhYW3PsajDZzc3N4//vfjyc96Un42Z/9WYyPjw96SKuG22+/HZ/5zGfwxS9+Effddx927doVLwSCIAhGnIF7ZgYBG7Xz8/O49957MTMzk7zJt9yIdevWLdorRg1iextvXhr7zjuXczd4LCxW2HBlb4XBxjuHhqnHgg123aSRx8MCywtRA9AhyNSbxOvJf9t6cYI+z8HGxUJL81q8UDjLianX60nJZ64yx0LA1k7D+Nhr5YWgtVotVKtVVCoV5PN5rFu3DrlcDtVqFaVSaZEQsXX0vHQ8Hxu/9WPFJUwM1Wq1ZG8cFkI2xoceeggXXXQRrrnmGuzevTtpP1h97Ny5E//n//wfnHDCCXja057WkWsWLB17cfXP//zP+PjHP45arZb6EiYIgiAYLVZczBzsG2PPo9PvsX7HZf8zq1ar+MEPfoDx8fGOfR5yuVwiZtrtNsrlslstjNvk3/w3V+Vig5u9IZyrYX9z4QGtemXj4N/j4+NJeBxXa+N9brQt2zvG2+MibW1ZhLFnQEPbWASq94XD1FgYqqCzkDEWBo1GI0m890LkWKyoZ4vP5++s/Wq1irm5OWQyGRx11FGYmJjAzp07MT8/n4SbAfurIKlniEMPeU00lI/Py2azqFarqNfrKBaLGB8fR7vdRqVSSe7Znj17cNVVV+Gaa66JymVHCLfccgvOOecc/MVf/AW2bdsW+TMHgVUg/N73vod/+7d/w3/+53+iWq0OelhBEATBMrIsYkbfbvc6tx9DzDun32NL6deM/N27d+P2229f5Cmwt/TVahUzMzNot9soFouJka5vxtNCiqzMMxuz3D/nWKjQsX40wVxDwzh8K5fLJQKFPShWvY3vk+1k760Pj2mpa6/XspDzhKCJLvYU5XI5lEqljtAvO1c9HdyeV2xB523HNVzPwk6mpqZQKpVQr9exa9eupD/ba0eroJnoShMynItl87PQtdnZWWSzWUxOTiZ9zs7OJs/f9ddfj0svvRT3339/X2sfrA4+/OEP44lPfCJ+/dd/HevXrw9PXJ80Gg3Mzs5i165d+N73vocPfehDuPzyywc9rCAIgmAFOCQxs5T8CeNQxMeheGbSzjHDstFo4KGHHkI+n0c+n0e5XEa9Xker1cLCwgKq1SparRamp6cxMTEBAB0haOpx0OP2hp1DkTikS8Or7BzLoQAOGOicS8Hzy2QyqNVqiTGezWaTSlyGVh3L5/PJ+brbPV/D4oDFk4ZwMV6YGOcK1Wq1xGOlm4qqYLMQrEajkYQDqjdIvS3WnlZ60zWz+8AerDVr1mB8fDzxiszOziaV7mysOh8TkJnM/nweEz28xgbnbVmo39TUFAqFAprNJmq1WiJeb7nlFlx66aW47777FhUPCFY/733ve7Ft2zY8//nPx1FHHRUhZ31w//334+qrr8aNN96Iq666CrfccsughxQEQRCsEIfsmVlq3PEweWbMwDZarRZ27NiBycnJ5A35/Pw8KpUKGo0GarVaInAAJPkTLDY0H4bbrtVqiSFu2PkczsZGtxrj3C7vTWLn8jm814rnQbJrTRhwmBcnpfM4e8GCQoWJF+LFa8fH2XNVqVSSimG2fizKuE0VVdyWemFU4JiIyOVymJqaSgTH448/jmKxmBiRVpqZxRR73bj4wuTkJHK5HPbs2ZOMSTcubTabSUigVU+rVCpoNpu466678PnPfx7f/e53sbCw4IYCBqubHTt24KMf/ShuueUWvO51r4uSzV14+OGHMTc3h/PPPx8f/ehHcc899wx6SEEQBMEKsyTL6GDzU5hBvVXu1i8buM1mE/fddx+mpqZw3HHHAdhvvO7du7fDwDeRYKWd0zaiZKzylf3NlarMK2Dj4UpkFroEYJHQ4eMMeyV0vxj2Cth4VNgtBzw264vHYuJAhQ4XNjABCQDFYnFReWotWKAhYyzMvHvCosKSgmdmZpLzd+3ahUqlgrGxseQ+6x4+3rpyBTwdM/9thQzGx8dRr9cxPz+ftPPQQw/hkksuwbe//W3Mzs52zGmpLxGC0eaqq67CDTfcgE2bNuHVr3411q1bN+ghDRXVahWPPPIIzj33XHzve9/D9ddfH0ImCILgCGHFXvMuh/A5HHg5FPv27cMdd9yBUqmEo446CplMBvV6HQsLC8nf5klYs2YNyuVyx/4z3QzNRqOxqNwu981FAuyYnsfJ5pzIr+dYorzm15iw4Bwc9aQsZf3UE2KwOGo0GkmImPWhe/mYcDMxYOOy80z8cOgej1dD9Lwx6hrZb1uPyclJFAoFtNv7K93t3bsX2WwWxWIx8WBptTf2EnHp5kwmg/n5+Y5nw85rt9vJmhSLRUxMTGB2dhbz8/MoFArYvXs3vvKVr+C6667D7t27u4rkw80wjOFI5PHHH8f73/9+nHDCCXjxi1+cbPh7pPPII4/g1ltvxac//WlcfPHFePTRRwc9pCAIguAwsiQx048Ro2E//Zy73MJnKe16SeGtVguPPvoobrnlFoyPj2PDhg1J4vfCwkIiBsxrsG7dOmQyGdfgZS9DqVRKBAaHlalgYaNeRYh9b8KHw8XU4LW/LcSNjX/NdeFQLIPHpfvj2NrZGE2kqCBiMaJ92XkWulcoFJJ1thwTW1cLlWMBxu2YJ0TD2Hi8VgGNw9WsvVqthrGxMUxOTibn79u3D8ViMfEI2T3Q/CjzyvF3nAdkY7O/7Xi9Xkc+n8fExERSbrpcLqPVauFrX/savvKVr2Dnzp3u+q4E/f67DTEzOO6880783d/9HTZs2IDTTjvtiA832759Oz7ykY/gi1/8Iu66665k76UgCILgyGFZcmbUAO4XznNYTg6lXU6M37VrF+644w5MT08jl8uhWCx2hEvZW3u7bmpqqqNila6LeV10s0cWFjpuXl821jl8ikWQGfks6HivFQ058+avXgzPY6OeHD3XRIyKNRUhKvgscZ6FAu+3ogUTunnCWFjwfeD51Wo1LCwsoFgsJvvJWHWxvXv3Ynp6Onke7DrzvrTbbdeY1PnyPQHQUSHv6KOPRjabxfz8PGq1GorFIr773e/ikksuwUMPPZTcMy15HRy5XHPNNbj44otRLBbxxCc+ERMTE0eMwLT/BlSrVTz00EP4rd/6LXzjG9/o2Lg2CIIgOLI4ZDFzsP8T7eY1WaqnZjnbYqEA7H/zNz4+jic84QkdYqPZbCb5DY1GoyP3pFQqdYgO9VKwl0Pf8rM3hcUKG8QqfoADQkY9TZpXou15goqFj7XhhePpmD0PF8+TRYsd5wpv7OkpFosADogI3m/HE1JaQEDXm71LRr1eR6VSAQCsWbMGExMTSbGBxx57LCnBbSFu3UQFz51LL3POExcamJ2dTbxDjUYD+/btQ7PZxO23354kLltI4uEkDMLhp9Vq4Z3vfCf+4z/+A29+85txxhlnYO3ate6mrasF++/s/Pw8duzYgZtuuglve9vb8IMf/GDQQwuCIAgGzMBKI3X7n+5S/4e8nG0BnW/0G41Gsv/Mqaee2iEOAKBWq2Hfvn1Jcn+1WsW6deswNTWVGLUmaLy8FvvN5Y7Z8OU5sOhQkWZhWPyd9WkGvSbK8zEuKuD1DWCRwOFzPDFj86jX64kg4Kpf9r3mgpgAUDGkpax1XbhNFYa6thx6Z0KmWq1iYWEBDz30ENrtdvLGW/eOUWFpY0jLhdK1zGQyqFarmJycRLvdxqOPPoparYZHHnkEn/rUp3D77bejWq0u8ij1Ehrd+ux1bj/td+snOPzcddddOOuss/CmN70Jv/Zrv4Zt27Yl1fNWC1ZhcM+ePbj11lvx3e9+F3//93+PBx98cNBDC4IgCIaEqPPqYAagGc7z8/O4/fbbsXXrVmzcuDEJT1JPTaVSQaVSQa1WAwBMTk4mHgY2FjVsDEBHPoz1nc1mk6R3K03MwoQFiJb7Ndg7wSWFPeNfQ9a0L/VuqLAyL4b3PVcw080/bY8XS7w3jw3nzdga8VitL80F4rYN3WumVquhUqmgUChgzZo1SdGBXbt2YWFhAdPT04vyhGwd7F7xPFlc1mq1jv1o+N7aublcDmNjY0k1s7m5OXzpS1/Cddddh127diWloC0kMS0s0OgWhqbeHc/TthSBEmJmuHjXu96Fm2++Ga94xSvwEz/xEzjhhBNWxV40CwsLeOSRR3DNNdfg1ltvxb/8y79g165dgx5WEARBMGQMjZjREKiDvX65x2S/5+fnccstt+DpT396kvBvlbgsVKrRaCQlnNvtNjZu3Ijp6WkUi8VFpZhZmLDRb4Yv54wAB0KyeJ5mMNv5LATMYFYDv1AodAghvlZhkcDCTWEhpELKPBu8KaaJEh4nj4PXncWV9q3faR6NCR9bBxMsFnPfbrexdu3aRFDNz89jbm4u2T+o0Wi4Y9Mqajw2Ldusni4LT5yenkapVMKuXbvQaDRw1VVX4YorrsDc3NyiYgdB0IvLLrsM119/PV72spfh7LPPxtOf/nSUSiWUSqVBD23JzM/Po9ls4tJLL8XXv/51fOpTn+ooTR4EQRAEzNCIGeNgBclKxYqbV6HdbuP+++9HoVDAM57xDKxZswYAFgmDarWaGM3VahWbNm3CunXrkjft6vng6zkkymLEAXQIAS1nbLkiGlLFxjwb3fyWnj0PXpiRigkNP9M3/mmhZiwuLFHXhBXfN67epmur+Uc8PvUI2XccIsYbjNp6Tk5OJhtVVioVPP7448jlcklFMSv0YGPhtvnZ4EpwKmZ4nDafRqOBDRs2YH5+Ho8//ji++c1v4pJLLklKytpc1AN0sIQgOjLYuXMnPv3pT+Pee+/FU5/6VJx++ul40YtelJQWNy/xMLNv3z6cc845uOOOO/ClL30J27dvj+IXQRAEQVeGRswMa+IqG+PVahX33HMPstksnv3sZ2N8fDwpqWull+2N/uzsbCJoarUaNmzYkOTRsAHM5YLZUwMcCKuyHBIub8yJ7wA6vDAAOtoyD0Mms78MModvsaeHvRtp5Z7VsGChBXSKKMt74XFxeBuLE09IcXlj9TLxWPRaDpGz80zwWDW6sbExrF+/PhE6e/fuRbPZRKFQ6KhcxiKOPUs2ByuZbN+zsNH52b0oFAqYnp7GHXfcgWuuuQYXXHABduzY0VFEYrkESJrXLVi9XHvttbj22mvx3//93zjxxBOxYcMGvOIVr8BLXvKSjvMKhQLGxsYGNMpOGo0GFhYWcNZZZ+Hqq6/Go48+Gs9tEARB0BfLXpp5tZA2r0ajgfvuuw+bNm3CSSedlBin5nGwvVIsL2N2djbZp6TRaGBsbAylUqkj9Eo9Diwq7LOGMbE3gnNStA0LVWIvCvdr+SoqKtLuqXcej1cFF4/La5NFDouVNENG52jXsgdH83q4LdsraHx8PLknc3NzSVlkbpv7Us9MWsibwYUSrC0Tp2NjY6jVarjrrrvwhS98Affff3+SExUEy8Xtt9+O22+/HYVCAVdddRXWrVvX8f1LXvIS/M3f/M2i63K5HMbHxw/LGPft2wcA+M53voM//dM/xQ033BCemCAIgmBJDKw087DjzcsM1FqthptuugmFQgFHH310IjAsWVsrdu3evRvVahX79u3D9PQ0xsfHMTExgbGxscRT4+Wc2PXs7dDwMd0zRo1w8xx4yfA8J/W8aL4Ot23eKIO9M+xN0dwSbovnyh4i9nywIOD5p4XDaX6QfWdtWYhXo9FI8pj27NmDubm5RSFvVijBxsxltNlbxR4sXl87h+dre+hMTk7i/vvvxyc+8QncdtttqFarHfc7CJaTer2OHTt2YMeOHR3Hv//97+Pf/u3fFp3/zGc+E1/4whcWHc9kMofkyalUKouEyhOe8ITEWzw3N3fQbQdBEARHLpl2n778mZmZFR7KoeGJgH7O7eYt4O/1WLvdxszMDJ797GdjamoKhUIBxWIx8UxYaFihUEC5XE6+K5fLmJiYwMzMDNasWYNyuZxcY0Yzh5Fxe5rIbmNRo59LEZt3xr63NrW0sIY2qUACkBQ6yOVyqFarHWLKRIi1bf1puWLd3I6/szWw3Bn+jnOMeK7qSfJCu9TTZffKqs8Vi8WkTDNwoNhCWl+tVqsj7I9LXANYFEoI7DcoW60WCoUCNm3ahI985CM4//zzsbCwgFqt1uHRGnZKpRIefvjhvs7ldQ9Gmy1btuB///d/D/r6X/7lX8Y3vvGNZRxRMErw/4t6USqVkqqgQRAc2fRjQ6wqMcNT6bbZoCa29/P9weYeaIhYv9/bce/YMDFs4wlWnmKxGGImCIIlEWImCIKDoR8bYmgKACwHSzGse53rfX+ohvsg+gyCIAiCIAiC1cqqETPDLmQG2e9KomFeSwnhG1aGfc0HTaxPEARBEATDQt9iRvfxCEaPtOIC3nm98ob6pVfVr9UIz7mfqmzeeUsVDGnX93MfvefAqxp3sGMLgiAIgiBYKVaNZybozVI9P7o3TDe8c4Yxx2cYOBgP3XL336+w9e5h3NMgCIIgCIaFvsVM1P4ffbg6GNC5X0qagaoVz9JCx3qd041+9iri0sveeLUc8yANbv23omNJ+7fUrVBEP2gVNz7ezdvmhQr282wEQRAEQRAMmvSSX8Gqg43ZpXhdvOv7Od4v/RjLafvoeG2E8b08HGwFvyAIgiAIgsNF36WZgyAIgiAIgiAIhonwzARBEARBEARBMJKEmAmCIAiCIAiCYCQJMRMEQRAEQRAEwUgSYiYIgiAIgiAIgpEkxEwQBEEQBEEQBCNJiJkgCIIgCIIgCEaSEDNBEARBEARBEIwkIWaCIAiCIAiCIBhJQswEQRAEQRAEQTCShJgJgiAIgiAIgmAkCTETBEEQBEEQBMFIEmImCIIgCIIgCIKRJMRMEARBEARBEAQjSYiZIAiCIAiCIAhGkhAzQRAEQRAEQRCMJCFmgiAIVjGf+MQnkMlk8L//+7+DHsph45prrkEmk0Emk8HOnTsHPZwgCIJgBQkxEwRBEKwaWq0W/uAP/gATExODHkoQBEFwGAgxEwRBEKwa/vVf/xX3338/fvu3f3vQQwmCIAgOAyFmgiAIjjB+8zd/E5OTk7jvvvtwxhlnYHJyElu3bsWHPvQhAMB3v/tdvPjFL8bExASOO+44fOYzn+m4fteuXfizP/sz/MiP/AgmJycxPT2N008/HTfddNOivrZv346f//mfx8TEBDZt2oQ/+ZM/weWXX45MJoP//u//7jj3+uuvx8/8zM9gzZo1GB8fxwtf+EJce+21fc9r165d+Ku/+iv8zd/8DWZmZpa8LkEQBMHoEWImCILgCKTZbOL000/HMcccg7//+7/H8ccfjze84Q34xCc+gZ/5mZ/Bs5/9bPzd3/0dpqam8NrXvhb33HNPcu3dd9+Niy66CGeccQbe97734c///M/x3e9+Fy984Qvx4IMPJufNzc3hxS9+Ma688kr84R/+Id7ylrfgG9/4Bv7yL/9y0Xj+67/+Cz/xEz+BvXv34q//+q/xzne+E7t378aLX/xifOtb3+prTm9961uxefNmnH322Ye+QEEQBMFIkB/0AIIgCILDT6VSwa//+q/jTW96EwDgNa95DbZs2YKzzjoLn/3sZ/GqV70KAPDSl74UT3rSk3Duuefi7W9/OwDgR37kR3DHHXcgmz3wPuw3fuM38KQnPQkf//jH8da3vhUA8NGPfjQRPi9/+csBAGeffTae+cxndoyl3W7j937v9/CiF70IX/rSl5DJZJJzn/KUp+Cv/uqv8JWvfKXrfG6++WZ89KMfxRe/+EXkcrlDX6AgCIJgJAjPTBAEwREK55XMzMzglFNOwcTEBH7lV34lOX7KKadgZmYGd999d3KsVColQqbZbOKxxx7D5OQkTjnlFNxwww3JeV/+8pexdetW/PzP/3xyrFwu43d+53c6xvGd73wHd955J17zmtfgsccew86dO7Fz507Mzc3hJS95Ca6++mq0Wq2uc/nDP/xDnH766fjpn/7pg1uMIAiCYCQJz0wQBMERSLlcxsaNGzuOrVmzBtu2bUs8I3z88ccfTz63Wi28//3vx4c//GHcc889aDabyXfr169P/t6+fTtOPPHERe098YlP7Ph85513AgBe97rXpY53z549WLt2rfvd5z73OXzjG9/ALbfcknp9EARBsDoJMRMEQXAEkhaKlXa83W4nf7/zne/EW9/6Vpx11ll4xzvegXXr1iGbzeKP//iPe3pQPOya97znPXjGM57hnjM5OZl6/Z//+Z/jla98JYrFIu69914AwO7duwEA999/P2q1GrZs2bLkcQVBEATDT4iZIAiCYElccMEFeNGLXoSPf/zjHcd3796NDRs2JJ+PO+443HrrrWi32x3embvuuqvjuhNPPBEAMD09jZ/6qZ9a8njuv/9+fOYzn1lUdQ0AnvWsZ+HpT386vvOd7yy53SAIgmD4CTETBEEQLIlcLtfhqQGA888/Hzt27OgIIXvZy16GK664ApdccklSAKBSqeD//b//13HtaaedhhNPPBH/8A//gNe85jWLvDCPPvroopA45sILL1x07LzzzsPnPvc5/Pu//zu2bdu25DkGQRAEo0GImSAIgmBJnHHGGfibv/kbvP71r8cLXvACfPe738WnP/1pPOEJT+g47+yzz8YHP/hBvPrVr8Yf/dEf4eijj8anP/1plMtlAEi8NdlsFh/72Mdw+umn4ylPeQpe//rXY+vWrdixYwe++tWvYnp6GpdeemnqeF7xilcsOmaemNNPP73DWxQEQRCsLkLMBEEQBEvizW9+M+bm5vCZz3wGn/vc5/CsZz0Ll112Gd74xjd2nDc5OYn/+q//wh/8wR/g/e9/PyYnJ/Ha174WL3jBC/BLv/RLiagBgJ/8yZ/Eddddh3e84x344Ac/iNnZWWzevBnPfe5zY9+YIAiCIJVMW2MFgiAIgmAF+ad/+if8yZ/8CR544AFs3bp10MMJgiAIRpgQM0EQBMGKsbCwgLGxseRzpVLBM5/5TDSbTdxxxx0DHFkQBEGwGogwsyAIgmDF+MVf/EUce+yxeMYznoE9e/bgU5/6FL7//e/j05/+9KCHFgRBEKwCQswEQRAEK8bLXvYyfOxjH8OnP/1pNJtNnHrqqTjvvPPwqle9atBDC4IgCFYBEWYWBEEQBEEQBMFIkh30AIIgCIIgCIIgCA6GEDNBEARBEARBEIwkIWaCIAiCIAiCIBhJ+i4AMDk5uZLjCIJgRCiVSnjsscf6OjebzSLS8oIgyGazaDabfZ1bKpVQq9VWeERBEIwC/dgQ4Zk5ghh2o3LYxxcEQRAEQRAMFyFmjiAymcygh9CVYR9fEARBEARBMFyEmBkQ4YUYDuI+BEEQBEEQjC4hZgZEeCGGg7gPQRAEQRAEo8uKiZlReeM9KuMMVhej8tyNyjiDIAiCIDgyWTExMypvvEdlnMHqYlSeu1EZZxAEQRAERyYRZhYEQRAEQRAEwUgSYuYwE2E7w0nclyAIgiAIgtEjxMxhgA1lDdtpt9uHxZAeFWN9UGvB92VU1ioIgiAIguBIJ78Sjbbb7Z6x9v2cc7jGoucbauC2Wq2+2tD+MplMMg7PaF5Ku971afPT75eyFmnzzecXPzKtVis5l9v3hJtia5N2Trc2uvWVhl2v/ehO9f3ck7SxdRuLjr/bvRvGfx9BEARBEATDxLKLmX6No8NlQC3FyGWjv9VqIZvNJgZnJpNBrVZL2rRzu7Wvxip/tv6azWbfnoBMJpOMydrgtrq1Yx4g7/54c2CB4hng3I7NgY9xm9lstmMMXl9pQqfbvLz7YOeqONF10HZtjCxiWNDZ9zo3b3xp/wasLX620hjmfx9BEARBEATDwrKLmVE1eMwobbfbmJycxOTkJDKZDHK5HPL5PHK5nOsVYCOXMTGghrNn+PLfaYa7CgJu1/NsmKHPgoz/5jnY3zwXFjPcP4sG9Sxls9lFYoDPNSNeDfk0z06z2Uyu7yZ4dDwqGhlri4Wk3WdeW50Dj7lQKPQlZnlt2u028vk85ubmMDc3l4yD5zXM/3aGeWxBEARBEBy5rEiY2aiSzWZRLpdxwgknYP369cnb/UKhgHw+7woX7w17u91Go9FAvV7vMNLZCFYxkmawm+Ftxna9Xkej0UiOe21Yf7lcLvkxQZbP5zvEjY0lm812hJA1m83EE5XNZlEoFJDL5dBoNJJxmdio1WpJf2y81+v1ZCwsWGxM3JfnBWIx1Gq10Gg0FokW+169LL3EDIBkHfl4u91O5pXJZJI1yeVyybqVSqVFYiYt54bbLxQK2LNnD374wx+iVquhXq+jVquh2Wz2LY6CIAiCIAiCAxzxYiabzaJWqyUG+xOe8AQcddRRmJqaAoDEQC8Wi4lBayKnXq8nAoVD0IADxrwZqq1WC/l8PjGYTUDYNSYGms0m6vV60k+j0UCz2ewQVmxwA+n5Hfl8PhFh9rvRaCTCxtpsNpsdwscEkgkXFmI2T/s+k8lgfHx8kVej2WyiVColc7ZzGZt3tVpN1trmyp4SE0722+bOni/7sWNp4tOuNy8SCyQTXPY88H1h8TUxMZGsna29rakKUg1VKxaLyGQyuP/++zE3N4dKpZI61iAIgiAIgqA7yyZmusXUD1u8vebHmBG9ZcsWbNmyBWNjY4nxakZtoVDoEB92nQocfsNu32ez2Q5RY9/bb7uew9nYW8KGc5oHQMPPrE0eH3tn8vl8R5t8LhvxADrmySFz3A97XjRfxc6xddBQM/MW2XH1MnmhYHxv1CPFIYCe14z7XFhYWOQZMcHhhf1pLpAKUu5fnzX7bsOGDdi9ezdmZ2dRKpVS20+jW27UctDr33IQBEEQBMGwsGxiZhiSmfuFhYwZ4Vu3bsVxxx2HiYmJxPth55rxDxzI77DjZvCzAc1GvYkZO87fe4a2tWv5HGaQe6FINhZOLLdrTHzonBUOY+MwMb7G5qjGvc3HzlWjnYWPzUMFGYsU9q5oYQRtOw3um8WGCj0TifV6vUM8mkg1j1Wj0Ui8N3Zdo9HoCN/TtdHcI51vPp/Hcccdh3a7jcceewy1Wq3vinaHg1H6txwEQRAEwZHNQYmZYfO09INnGJuwWLt2LbZt24bx8XHkcjkUCoXEgAUWhxDZ8WKxmLTBBjQbzl7fafkRmjei4WTem38VHyZk2KOTtg7mkUpLrmcs/4XH5v3mdeCx2jw4tE3n4CXEe2voFSNgAeHda72W83dsDVhssZjiUDyFK5NZSB2jz4Qdm5iYwAknnAAA2LlzZxJOqOeN2r+zIAiCIAiCw8lBiZlRNbAajUZi7ANIEvtPOukkbN68GeVyOQm/Uo+DhnmxcODQKWC/gVyr1RYZ4Opp0UR24IDhnBaqZJjnxXJx7BwbB+e+MJrDYWO2MDRLiuexWn+eoQ4cKAbAHhz15qh3CUBH6J0XRsfeJR6XiiX2ltmc7bfdc/tsHhXzugD7xarlKbG3iz0tfLxWqyXeO/bO2Xw8kaUittlsYmxsDJs3b0Y2m03CzizPir2B1lYQBEEQBEHQybIWABgFj40Z1+aBOeaYY7B27VqUy+UOA9zznnR7U85Cho1Y3Z+EPTmavA50emc0T4TFCX/PY7DzNQTM4PwX9k4AnaWQ0+bLY2CjXb0wXt/eNVrKWcPJvHasfwvhY68GJ+tztTKvHS0JrfPg/nnd7TqvTc6dsuut+IG33866deuSsXr79QwTwzquIAiCIAiOXJZVzIyKodNu768KtnHjRhx11FEolUooFAoADuSd2FtxTlbn/AjgQMlhNvJyuVwSkqX5NJqbwSFKbOiqQW/9efuxcMicGfKe+OH2WHTweFiE8FqxAc9tccgWrw17drQ9b78c9oCoJ4NzjNSr5CXnqxjpJkDVc8ZV47qFp/F95+81L8jLoQHQ4TXLZDJYt25dImbUOzVMDOu4giAIgiA4cjliSjOb0Wz7pWzevBmbN2/G1NRUEjKUZvhr/of9baFXZmDrZorqidHPVlGLxRGLAi9fhI9x8j6LGfbyqBBIK+2sIXQsNNRbxPuw2PX8mdebx2/rpWuk66198/qwiFFxo2vE4Xc8fh4be+P0OeG9dPhes1Cz8s5avpnHzAUOeKw2lnK5jA0bNqBSqSRCmEtgB0EQBEEQBD5HhJjhN+Ttdhvr16/H1q1bMT4+nuwfw94Mr9yufWb0rT8bsyyC2PjVECSvXRurd8zm4oUkcZ9psFeBzzXD3HJfbNxpm1mq0NLQNPW86Bry2uoa8/3g0DdPzKgI1bnyWrBHStfKzlUBqGtpa2ICxtaMRaknPr3ngSmVSti4cSPm5+eTvXC0+AOPIQiCIAiCIDhCxAyLh5mZGRxzzDGYmppKhIyGeHlemW5te+FULFa8Y15eSlqCfdr33cZkcH6MNx4AiwSCoWFUNgZNvldxxqFh6sVhkaRiwdqzcfP1XBGMhY0nNL3y0urNYdGk53p71ihWQID3BrIwtTTRa88JF0LgTTcnJyexZcuWxEOjHrQgCIIgCIKgkyNCzAD7Dcrp6WmccMIJ2LBhA8bGxlAqlRYZ02x0qpGe1q6GGBma16HtqzhJq0Cm3hM+pm3qdTyXXvPodlxDtXRvGC9kjIUDz4Erk6X1o4JEPTMmqiy8jr0pniDz2tP+2BOl4+LzrQ/Lc7HjjUYj2XBT4bb5ew47LJVKWLt2LTZt2pS020/Z7CAIgiAIgiOVVSlm2Jg2SqUStmzZgq1bt6JYLCb5KmxspxnmrVYr8eCwga75HAAWeSqskpUa+vw2nzfTtO/5jbzmjNh5Nh7bV8bzkFi/9r0d90K/rC8tMczrqrkpfJ6G0HnCTL0rOt9e3hEVNGlz8NrR9fRC1DRp3yvTzKF+1WoVADA2Npbk6HDeEq+Nt4Eme7i4IECtVsOuXbuSPuwZ0RyfIAiCIAiCI5lVKWb0jX+hUMDmzZuxdetWlEolFItFAAfyTnqJGf7NhjiLEa8csfdWXb0CbNyaoaoGuFfBi8fJ3hc7j1EBot4SO94tpE7XxdYiLRSLx8beDs5X0ZA7bpPnrX9bm5qPo3Ph+6TeIh4jf+a2vXZ5Pe3e12q1ZF8YFYkqivUear+5XA7lchmbNm3qGEu1WnU9Wb0I0RMEQRAEwWpm1YkZfvOfy+VQLBaxfv16HHPMMZienk68Mpy4zYY1hy55bRsa1sRv3tlzwEY3iwotCqChZ2mhaIx6QXgO6s2xMavXSs/rlkyv33thWb1gD0ev+Vm/Ok6dv56vosO7V3qu5+Gxz+wN43mw6Go0Gskx9uRpe17pa/WktVotTE1NJWW+rRiAhef1K2SCIAiCIAhWO6tOzAAHPCLFYhHr1q3Dtm3bsGbNmkWVywz1cLARyjkXJgI8UWN/c96L50XhMsj6Zl6FhYZpeV4eNZjTjHOen5f/YXC/ngGv/XveFz5fc1bYW8Vijz1GPF5rJy2cTEPiWMh4a+cdU6+btsP7z/A57Dmp1WpJzgw/ByweuXQ2C2C+FwBQLBbRbDaxZs2aDiFmlc48r1EQBEEQBMGRyKoUM2YIT01NYcuWLVi/fj2KxWKH8ckbRto1GkrFxjUbsl5YlJYwVg+BGcPexojqOfBC3roJMB6jhjhxP+oNUWFg66FCTs9JW28Nq1NDncsed2vTGxf3Y+O0e6iwIFPhZt/rdyqsdJ15Pfgcm1ej0UC9Xnc9JxzqxvcgLbmfc27Wrl0LAInnZ35+PjUMzsM7J0LPgiAIgiBYLaxKMZPNZjE5OYmtW7di/fr1KJfLKBQKAA54BtKMcvU0eKFM3YxBztPQdtUI1fLFfD1X61LPR5qQSRM7KrBYwKlBneYF6TbvXkZ12lrb77Tvdc5ejo2OOQ3uxxN/3c71vGYqbNrtA9XNtOSzXZcmSrlPFsDAfmEzMzODSqWCSqWCRqOBWq225PC+IAiCIAiC1ciqEzOZTAbj4+PYtm0btmzZgomJCRSLRRQKha5eBc2Z8cQMh0J5AqFXPom2aed43h7Ov/FCw7gdT5Sw2FGDnStisaeDyxN7HonlQIsReN4uxZvnchrz7DVJE406RvOw2Zyy2WyS38Lzsr81b8krsZ3m3crn89iwYQMqlQparRb27t2Ler2+bPMPgiAIgiAYVUZazLCHw4zIUqmETZs2YevWrRgfH0ehUEChUEAul0uMQaAz8Ro4EJqkxraXk8LVrPgY71bPv9mQ1e/UU6PeAg5P48/cdpp3g7+38ZrHx47lcrmOttkY19wOz+Nkv/X8bl6cbp4xDU3zPCDct8Hfs0C08zmsi++xhhKqcFXhqEUeuN9qtYrZ2VlMTk4m3hMrBJBWEIBFjApnAEmFtGKxiI0bN6JaraJSqSQFATQ0MAiCIAiC4EhipMUMcMAAb7VaKBQKScL/1NRUsju7GZKemNCkfzZYgcU5E3w8LfncO9eOmZiw4yxWPI+LjkGNaPYosVeBxYInprjdNC9HWvgZ441RS1V77fIctC29R2n7s7DQ4ra1BDL3qXPzwgI1jIzHxuewMG61WqjX65ibm0M+f+CfVbvdTj6rt8zzCKknzZ6zZrOJsbExbNy4EQsLC8kxW+duglbR5zQIgiAIgmBUGXkxY0ZgPp/HunXrcPzxx2PDhg0olUodJZbb7XZHLoMZgVxhyjOCFTZyNYxLjXHNnfBEis2By0R7b+9tjCxMODyuW96IjVVLQ3MIVFpyvo67l/HrhbV5oXHedQDckthp4V6eiPTaBNCxTr3OZTwxw+Ox54bD3xYWFpIcrbRQP27Ly+Xxxt1utzEzM4N6vY5Go5GUau4VphcEQRAEQbBaGTkx471tz2azmJ6exnHHHYfNmzejVCqhUCgs8ogAnSFRbJDqW/40UcHGJ4sl9rhoSJZ6UjxxYO14+5BkMpmO3eV5LJzzogYte0BYfKVV0fJC4Lp9n2ag27p4oWfsifC8M7Z+KgI5l8kTM55Y0u+7Gfx6P+yzrbt3fi6Xc3NcarUaKpVKh2cwrQ2+fxomx+fk8/lEgG/cuDHpw4RwNzEbBEEQBEGwWhk5MWOwgTw5OYnjjjsOxx57LCYmJpKwMoMN+F5v9TX8jI1Q9vJYPgQbqmnVyjQnIi0PR6/jkCkWQF5olxnXPAf+m+dloUuK5xngttNEDs9BK7N5AihNXHjhXiw+dZxpYlM9MlrcIE2k8TUsTr3nRvtkYdtsNlGtVpHP5xNB43nFrC+vfS/0z+5BqVTChg0bknCzubm5ngURvLUOgiAIgiAYdUZWzJiRWyqVsHnzZhxzzDGYnp5OfQuu17FBbAaliZ58Pp8a1tRNTACd4oH7YfHFY/Ha1XaAxZ4iTwwZ/YSLeaJD59DL4NZ1Va8Pt8d9c3teXyx20taIr2UR5YkN9pjx/NLmotfrNfaZ56p5SfV6HbVaraPoQpqY9jxOXvln7mN8fBybNm1CrVZDu91OigIEQRAEQRAcSYycmOG396VSCUcddRSOPfZYTE9PL9pLRq9Tw5U3JzS8ylNLfYuthrsZoY1GI9XY5jGzh4dDj9j7ouh404xm9X50Iy2BP+24fWfGuycwdG2Ubt4fRb1Wep0nsDiUUMdm33v3aSlYn5bbkhbW1+167zMLvnw+j+npaRx99NEAgJ07d2JhYSH2nwmCIAiC4IhiZMQMG/UAkr03TjjhBKxfv76jghSw2BjWt/JawcwMUBY4LAh65VzYeXYdiwcz2tVrpH9rmWD+jvNPuA+bi4ZW8XxtI8e0dnmOPA/tx9aom6HvCQtdl7RzdQxeHoz25YkfFYLdPDGex0W9VCwu7Xt7fqxwA+dkcc6UCRq79/zjeWu8sXJeja7dunXrACARTbbXjec1CoIgCIIgWG2MlJgBDiTXT01NYdu2bdi0aROKxSIAoF6vu8aqVZtir4Z6CNRbwPkuJggAv9qWtskJ2doPl2BWT4yGGXmhayy40sbMhrcZtvZZ80B03xQ+l/dl4XXVIgndQuf4Gp03f8+CS7/zjrGw4LXTML9uoXEKiwxuy+6ZetByuRwajUaHN0rHUqvVkn2OCoXCov2CWBzqfdS5auW6bDaLQqGANWvWoFarAQD27duHSqWShLj18i6mhdEFQRAEQRCMAiMjZszAy+VySXjZxo0bOwxgfSPPxwE/3OlQYVGgCf+6hw1f45XUVWHFY7QNEq19npd+Vq+GN4Zea9Cv8b8UPA8B5yulhcB5YiWtnW4erX68a4yNKZ/Po16vJ8e4XfO4sIdGN1O18XneQL4H1ra39ppDw8fL5TI2bNiAer2OarWKer2+qBR3EARBEATBamToxYwan/l8HkcddVRSgjntDb6GGLF3xQzUtGpZSxmPteuFOVnuDb/R55AkvU4rmmkbhm68qW/2VSDp5op23H7zOmnVLS9pPm0t+Lh+Z3PRDS5tbdTbZPP0QtUUvd+2dhoe1q0ctI5fvUq6rw97tGz8LGjt+mazuWg/GM3zUS9bL8HlifJisYh169ahVqsddK5OEARBEATBqDHUYkZDhgqFAjZt2oStW7diamoqqTrGBiobimxAeuew8a9J4epJYdjAVyGgBi0LDQ1d07bZYFeDmvez4bLQ7M1I88ykCQE9zgJJhWCake2Ju26eFB1jWlgaj0+Fm7dnEJdF5jHzmqmY4d92DX82rwtfx7lZGsbG19lYm80mKpUKyuVyIl7TQhV5vmmijcep92tycjLZg6bRaCQiNgiCIAiCYLUyEmIG2G/grV27Ftu2bcOGDRtQLpc7jEbAL9/Lb6ebzWZH2WUtEWzt8Xde5SveM8YLbUrLU/DERJoY4LAkhb026nXw3trzPDWJXOF5pX2v6Px1fmmeEp6vXu95nuy4Z9R7lelsrcyw7xZmpgn8LEzZo8bCyVsX/d1sNlGv1xNvSaFQ6BBALE49Aarj0+95vXK5HMbHx7F+/XpUKpUkNDG8M0EQBEEQrFaWXcwsJWSrX7LZLGZmZnDsscdiw4YNKBaLiSgBfONP35pzRTHexLDfsXo5DiwO9A2+Ci3Fe6PPhin3dbDGqDdmT2ileUXsGOfrKLlcriNcTtvXogccnqXhd971LH5YvLCHwyvgYH15a6Lz91BPjgpro9e9YY9avV5HsVhc5EFUgXkw95vF6tTUFDZu3IhGo4E9e/YkxQEOhZX4dx0EQRAEQXCoLLuYWS6Dx4ynTCaD6elpHHvssdi8eTPK5XJSHUrPU48Mh3VxIrbtys4eiF5eFJtbmidIDd9u4V1eGBmfp/14pLXtjVWFi60DH2cvlK1LryRyM8S93Bb2bGk4lPWXNi77rO16gkl/WFxqmBkf9/bB4fFo1Tnun8PAPO+crhGwXxBaW+q98gSNncvHuokcFtGlUgnr1q1Du70/n2vPnj1uPs9SCCETBEEQBMEwMnRhZmwcWh7Atm3bsG3bNoyPjyfhNLxvh77pbjQaHdWnVLSwmLFEaQ4x8wzUdrud7BeSJpzMg5HP5zvyeThEyQtJs7bMeNfyvV54ml3Pif1pxq+WY7a/Dc6r8ELr2NA2T4yWEVZhlM/nO0pU8/xsPWxs2r7NyyqEmQCxfBW+7/l8vkM0aYI+r4Pda+uXx2Nts8BRcamVyjyvmp3Hgsmus3A325SzUCgsenYNr4w3h+zpvxNrw74fGxvD5s2bk/WYnZ3FwsJCssZKmliJELUgCIIgCIaZoRMz/BY8m83iqKOOwlFHHZWE56hxDfQus8yGJudW2D4dKnzSUBHlwcapbjDpeRdMsKiXgMfNn/V69fL0Ew6UJo70mB3npHdNKtcwLO/+aL+e8DJMYHg5Ip5QsXX2zlcPk86zW+UwPtfyXKxN9gqqhyfNy2eCRr13vcpmp4XveV4pFj4WSrl27Vrs27cP8/PzrsCM8LEgCIIgCEaZFREzh2IgsTdh8+bN2LZtG6amphbluPR6Y2zGnW5KyN4ODpOyNtloTQsHYmPbM8rV89BtrJ4R682T38QfTElpDzWUdRwqmAwtAe197+WrcLuesZ7JZFxhwEa/9cfHeaz6t53PAsgEUz6fT7w1ntCx8Zn3hz1zKujsGvWSGFyEwFuPNHHXCxZ5nrC1PZmazSZ27tyJ+fn5ZKPPXuI9CIIgCIJg2FkRMXOoBnaz2cT4+Dg2bNiAycnJZE8YbruXQPCMUwtRYzgkqF6vLwr9svY4nIz7UC+BF0bVzcPC5+n4PU+Gjm0peRU6Bp2jtmdoiWJuI20vE959XsfK68Uhdfzbzrd7piFk7NHg9eL7oyGDfA9ZIHGYmookXldO5vf2jrFzVOiaEKrVah1iTfN4PPGo916fJw1f1PC/bDablGzet28fqtVqkr8TBEEQBEEw6hzWMLN+PAlmTBYKBYyNjaFQKCwyXNUoZoHCHheD92Sxdvh7L/+Dx8n5Ffy23SunyyFjaV4e64sNUWuf56Jv9+0YG7vefNPWmY9xYr62rbDB362ymfVdr9ddbwfP20LXPNGpnjOuQMfikcUFCy7L6WEBZILYwuT4eQAOVGxT0cxV13h+fM/UU8XryWF5lUoF1WoV4+PjyOfzHfeWPUAsivV5tzFZLo7mWdma8LPO5akttNIr5R0EQRAEQTBqHFYxcyiGkwoa729++65eh0wmkxi03ptu9iSYodhtzJ6nxhszG9l6vecxSMuh4Lnw3xp+xed4okO9OtqPF66lczLDP22MvMacuA8cEA3q0QI6xaS1oZ4VEzFs6GsFs16CgIWOrr19r3vieOuSJlIVzrNij47Ng3NwvP1ytE3d/0bXnNeX1yDtXgdBEARBEIwqQ1cAYKlw6JgavYYZjFZhzPN2WHgQhw15xp4ajBzOY2/bzRjWHA8VL2po8v43aUIkTcx4+RJp65UWGqb9qMjguXjrASB5+8+GOa95t1AxE5F2n9hL5d0z9tTweey5Ag5UYGMRYmPhftkLw6FnOnZO+ufx8Dromtt3ljfD3iQT2ppTw2KdYY+UtavPPos6FrxBEARBEASriaEVM/YW24xi3iQT6DTs2SgFDhiv9rfuKcOfNVeC27dxsPGvIobPt3FqXoRdb2/lubIV96NCQ8s7szDQnArvbTyvkwoqXUcztPkNv82Rywub4W2fWbR5Vc7sb7tP+p16Oux7vk98Dbel5/N9YHHFOTcsSEwUWEK8tsOloPke8Tp6IY66BrxGHPLFYs9EB4e7WdgZr1PaM8rPqXqhWJTyfQyCIAiCIBh1DruY6RWnr2+Zgc4QMzXs07wnbCB2ezOtxv1S5gH43pK0c1kAcL6FGv08Hs3h4Da9vBQWLXydd55hBrmVqNbvPQPZ+17zcOyzrpV3j3n9eMzsdbL1UBHKHgkdn4k073nR0DJrw/K0MplMsibanldK24SUVmTj61nMNJtNFAoFeLCHMG2NWCCl/VuwNevlsQuCIAiCIBhFDruYWcobYTPYOPyKvTEqcvTNNJ/Tr+F3MPPpluOi59oYeOPJtDbZ0DavjZd7w3PyjFUVNkCnKDAPA4fa6XUatsReCpsTe4ZYtKrAsbbTQr/SPGX2LJggZIM+TbyZeNB8GC7PbMdZpKgwM4+YbcjqjY+FDB/nv1nIeOF7HG6mHi1dC/XQeeKpl/APgiAIgiAYZQ5ZzPTytBwKZiByXgh/lxZ6xUa3Z+SxodotbEc9CXaOGut6fbc35EBnXgd7m/RcNsh5XIyOtdtaesfa7QPVuXiObGiz0NC/vcRz+9t+p62LiTpuLy2cyhONaXPiteF5Wj8svDSRnsWMd59tfib+uMyx51lTgdloNDoETbeQP+++qmdSr/dyokLIBEEQBEGwWjlkMbPcRpKKEM4rSMu5AA54BszIZCOUjWw+xkYhJ3qz8Z3JdG6QqG/eNTncPBbFYrFjTmxAZ7PZZFf5er3eUdWKczo0RMtgo9nzQjFpQolD1FSgtFot1Ov1DsHntcFeEhsHe0HM+6T7BHH/nGxfKBQ61iqbzaJUKiVGu7Vr6+VVRPPui80nn88nY+a+6vV6RzltLe/sedQ4JI1Fie7h4gmbarWKsbEx19MGYFGukCfstG0v5K7ZbCbztrmr9y0IgiAIgmCUWfEws6V6brz8Cv2Ov2dDnA15L1TJrvPyEPoZTzfPEIBFxrUe92AxxYZzt/NZeOlYWZCleS68ddWQpvHxcZTLZezbt2/RPeEwLe1T8zM0xM/Lf/HuMVfs0nAvM/a5RHRaKBuPsVarJX+3Wi2MjY0lSfdm+DcajUTomPeEK5CxcLGCDypUVfCm3SPP02Z0e0ZViKsoNM9Orz2BgiAIgiAIRp0VFzMH67nhalP9hlHx7utp57PnppvRaf1qOBiPh/NOzOg2L0Ta23Rt38ZtXhkVGjpH9mp0y4/ha/SzHrM5mFFsngv2Xti1GorGBjR7p7zcHvXimOGv+TUaBmbHvXny2L214LGzJ4QrtLFHqtlsdmywqYJNPXi6nl7ejK5/o9FYJPj0nG7YmPR58cR0hJcFQRAEQbCaOSwFANQ70y1XBECH0ZlWAMD+1pAwbte+szfo/Ledw2+y2aBmI13HbP2ZeLLwNjvP8zZY+BG3q14Zvp7DtXiOLKR0fGmFANTbY4aw9WUeCwt/A/aHS83NzSX3Qw1nFgfdjHf1DvB1fF9s/JaQz2FfJva4nLGNie+f9sFeFLvntVotWSP2uuTz+WTuPF/d64ZzfHg/HBY4XBray2mx+8slrm0dvGdYhYnO1cajz1Tahq1BEARBEASrhcMiZjzvgHec4bf3bFDq9Wyg8/f8w/vUqMgBFm/IyG+609C8Hs1t0UpVbJz3Cv1RMcbeAQ2p4j75OvaW8HUqstTLYELDvAdmWHuiyf628WhCu2FCUXOAdLxaeYw9NDxPu1arvGmoHK+PnZvP51Gr1ZK+WJzwdZq/pCFreh/5efDuMY/NvDPWVqPRcAtd2Lj1efcEsz7zIWCCIAiCIDgSGNpNMwFfyCyVfsJuNDxKvSdem+wx4nCk5QjrYc8CC4W08fcShWnV28yYN6FXLpdRq9VQr9eTxHa+1sakXhEWhZ6Bb/2yxyktJ8QMe56b5uGwQc9tsYBTD5UVGCiVSgCASqWS5M3UarUOUQOgw2PEfdq68D1h0WNeGm2Pw9l0bv0IXKabl9N7cbDUcLPleo6DIAiCIAhWmqEWM2rIHmwb/MPCRc+x496bd/UOcO6Nhjn1Q5rBqJ4LDodL88poO3wdeyX0jT2HW+XzeUxOTmJ+fh61Wq3D42Fw6BZ7alRoqWGtx3meaZ4cE0l6rSeE2IvCYsvEE4sL+7vZbKJcLmPTpk14+OGHk80xOXyMw7p4PIVCIVkXz0vF3joWfKVSKUnM5/XvJWb0WeHrvJBF7x4v5d9QCJkgCIIgCEaFoRYzABaF4ZjBZjkQZryyV8DCyuy3GadAp6FvmNHL+RXezu8srMx7wG/gOcGd37qzwcufuX8N7VJjWpO7NexJUY+FeQbsd6FQQD6fx8LCAjKZ/TvdP/LII4kxXKvVEqPb1prDwDzju93eX2racl+AxXk6Wnwhk8kk94e9KFrxyytbXa/Xk9LWlvPSaDRQrVY7ykGbGKlWq6jVasjlcti0aRNmZmY6yjQXi8WO8C/Lpcnlch2V0Gwe5tnie8IbatZqtY77Yd/ZtbqO7FFS0ZgmVqwNrrhmx41D9W4GQRAEQRAMK0MtZlh4cE4BcCCkiY1iffOvnhXvDbge57/ZM2B9An5Ohv3u9y04G8W8lw7PncPNvCID3noZnL/CHi7btyWXy2FhYQFzc3MdXoRcLod6vY5SqbQo/I5D8HTdbOwmBNM8DXxPvQIHuo5a6Y3vgyfoODSRvSK8x0wul8OP/MiPIJ/P4+qrr06S8dmTY/Pj/Wb4vqinz0SFFnLg49yefW8ijJ8B7zomLdRQx6VjDYIgCIIgWG0MtZgBFhuPADoMTW9zQ36DziKF3/h7b6s5vIyNbWvDyzsx1LjtNSeunsaeFxuHZ4DyeNLEjIap6XjNYK/X6xgbG8MTn/hEfP/73wcAbNmyBT/4wQ+SjRa1f97XhSu5eeNMW4c0TxJfy+fxfVaBo+2Zl4dFiYa8mai59dZbMT8/j9nZ2URMsBjhDUF5DW3emg/EgpD7XbNmDRqNBiqVSsc8ee3SnicTcZ4wt98q6Fjss6Dp57kMgiAIgiAYNYbawvFKD6vxxgakZxiqsevlb5jhaEYf58NoNS3tg79TT4N6DXis+qNYG1xogNvk+Xlr4q0Pi7+xsTGsX78eRx11FNrtNp72tKfhF3/xFzE2NoZisdgRWsbeIWuDw/L4PKsUpsLSm5tXOIHHb6KLw/esb72nek+4X/aw2Xd79uzB3NwcisVicu9srS0Er1AoJOOwkDtry4SPihr+nM1mMTU1henp6Q7Bqvk9+nwDB0QXe5VYkHjhiGlrwcI2CIIgCIJgNTESnplex/WtNBt1/B3nK1hIlb295v1L1LDkfryKVN5vu9aMfM1f4ZAjoLvXx2BjWPvhvzVEyuZl16xZswbbtm3Dzp07ceuttya5JHv37u3YD8cTkpx7Y2tm19jcbO1t3xbzmAAHqnrpOvM42bPBc+L7w2KCPUHcP4tTu1bviY6F94zh3Bxrm4s+eOLY+rRxzM7OdvTNHiUOkbRxaeghewXTvHLqkbPnnL8LMRMEQRAEwWpkxcQMv20/WNJCcDwDjT+zh4QNe/a26Ftur61+3mizaPHGrKFqdg7364WHscBiPDGlbacl6Nt46/U6ZmZmsGvXLuzYsQP1eh3f+973UK1WMTc3lxj7uVwOxWLRDeOzOdvf7Lngceia2hy4KIGdz/v12DUmCtiDwmPQdWBjXr0Wes95fdO8Y/l8flEJZv7ejpdKpUUJ/wCwb9++ZF08cei15XlYvOeHP/M9TxM9QRAEQRAEq40VEzOHKmSsDTbMNHRJjTV+o87GYFpuRxpsFPZ7bjfxlskc2NFe58bj5jwebwxsULN40nPZKNYyve12G3v37sX3v/997N27F2NjY0nY1X333ddRWUy9JGpcs8FswoQ9Fxr6x94w9pjw2HguXB6aK71x/7rmdi5XVAPQYeybV4fXJQ32kvB94XUoFAoYGxvr2ITTrq1WqwA6K8Kpd03vmRYcUHgduL+0UMQgCIIgCILVytCHmRlm5JlRaIY65yJwuJLlOvAbb6taxaFRHGbkoaFVdqzRaCT7jWiVs7TQL3vDz5suFgqFjjFYvormhZhIsPK+ADrEBocladI6j9nGs2vXro5r16xZg1qtloSGWV9WDEDD4qx/y5FhIWbCoVqtJvur8Bx4fey6er2erDHvw6LllTk0jMtMcxgfAJRKJeTz+WQTUPPucJ4K92Gll62NYrHYUf3M1kTDzMrlMtrtduKBabfbqNVqHd4VyzNib1+73cbc3BzK5XKSo2P3S/Nj+Ln2YO8jz4mfy1KplOQAWTnrg33hsBwvKoIgCIIgCJaDkREzQG8jKi0szb7jkCYzgA8FFkHcthc+pMLCPnMpYfuOPQhsAKtXgs/lHBATep5IY7GnBRY0tI7Dl9JyNRStOsai0trXteK14XAs9cTp+qpXSNfWPCUWLpfP51GtVhft4WL98roxNh8TUHxM7xmPcSkevm6oBydtfPqZBfhyECImCIIgCIJhY6TETC884aDfAwdCc7zyw93a1IRxNla7tdMrh8ULoeN+WQBo+Bd7qbgP9jzpfFiccFK8eR4MLQ2sHifrm4UAl8rW8s3mYVDPEbfN4Wd2rnmUPK8Tj43LKnMSvokZ7x5xv1qMQdfUikdwaJwHe0r4GVmu0C8VnPzD81lKaGUQBEEQBMEosiJixstlOJhzPJHgGXFeFTNtR9/ma15NrzFwToPmT/TTjp1nv83QtBAk4IC40oR7noOKGV4X9hzwfHm8ZuBb6Jgd46piOnctic19eV4B7lurcqWJIp6DVqbjsasnjD1MurFqsVgEAFQqFVSr1WS9vbBAFR68hsCBkEDdn8gTKCzYup2n6L1Ke6Y0BE1Fiye2lktIBUEQBEEQDBPLLmb6ESlA95AVFg5p53vGLudU6Nt6fcPO53nGq7XNlay4T8274PnbMQ4BU8OfxYyGq3F7bNh7gsLG74U2pXkirF9r10oP6xt/ng+HZjWbTdTr9WR9LdHe+rQcFRZnJrI054Z/q1DhdfFCzuw+8j4wdm+y2SwmJyeTfBj17rBXib09Xilnvu/5fL6jlLOOjdedvXh8/9Ubx/eZ76+NR59LfWbVG2PYXLrl2wRBEARBEIwyyy5mlsto6iV27LcahL2MefXmeMny3fpVI9QL8TE41EeN2DQPD7epb93VGO82Tk8Q2nzNcNZQNU08V+waDrfz1oLH6nnSvPFa+2nXF4vFJIHdvFlaLY09SVwumcPbWOB698zGoQn0+j0LVRYdGkbneQUNnWMaaUKex5L2HHoexSAIgiAIgtXCyOTMeEaZekRUqCgWimShQhyWxWV8tU1PFHjhWDoO/o6Nf36rz3k7vUpK9xIy3tqw18Ou55LHXgECbcvGxqWV6/U6Go1Gx9t/oLNUsGese/u58Nw1h8fGUCgUUCqV0Gq1Ek+SVXwz8cH3KZPJYGFhAbOzs0lFNn421LvGqNfF846kCZ2l0uueeu2rd8vLa/K8jEEQBEEQBKuNoRUz/KbZM1btHPVW5PP5jlK6fK6GB2miveZQAIu9BWneAK8/u54NbjP8bQxWbcsMUi7fbKFcGn5l5YtVENl53IeFX9n4bB3USFfxYyFVVp5YsWut3DXPldeSSy1buJknEm2NPKHK59Tr9aQN885oOJUl6s/NzSXPhB3nNbB7oiWn9fnKZrNJWedcLpfcFxuTbazJIkufB26PRS2H7+mz7oVM8lpwiKJWe7O2crlcx7+JbmI/CIIgCIJg1Fg2MdMtV6bfPBpgsRHLBl7aW3I7l99Ks8iwazUfQcfFoUJagrefcCBv/PpdmmdJv+MSwVoswEoOqzjR8Cb2PGl+kLXL66OeLhNW9tmbC68piy5N/OdrDBZdKoI0t8Xmwnu28Fj5WbHzeZ8hvt86Du+zJ0x1/jqGXqF/Oi+et/dsqJDmfrU/Ho/ON02oBUEQBEEQjDrLJma6GUdLNZw8z4cad/YdG+hsQOs1acnV7HWwY93Cj3R8aeeZR6CfOWr/PAYesxn03qaSbBiruFGRwe12gwsXaBgZCxYVe+YN4PwUu4Y/5/P55B6Yd4THx/eSvRjcnoooFWue54cFU7d7o32qeEyDrzf0b7tfLOJ4fN1CJbXwg1edzQt3DIIgCIIgWG0clJhZiqflYNtXQaI5Kp5XReH9StgDYOerJ8P+7jcMh9+as8Hbz1t69YJwaBufpx4az6DW0sk6Lg6p8kSUFgJQWCyo+PMEmYkUy7FJE1PsOdMwKvUucPI+h+RZqBuXXO4lIry11zl413pCwmtHvUFeH3pcvTMqurg/voZ/6996v4IgCIIgCFYbByVmVlrIcD/6tt0zJPU87023Gsl6rfZtaGlkhgWS5VPY3xrSpMIsm812GOHWtu1nwvkc+iZfyySzB4Q9GSqyzJDn8C7+3uZg62LjYU8Wj8PydqyoAgsv794x7FGw8dr17Xa7IwcGwKJxaRscgsbfs4fE2jPPFgsbPq+X+FCPkK0DPyu8pmkJ/p6IVdGS1mcanrj0hFcvVvqFRRAEQRAEwXKwrAUAltsAUgGgbetbba5UpUKmm5hJe4uu3g4vdMgr7eyNBegsOKCoSFNvi1fu13u7z2PQ32w4p42djee079SoVqOb5+qtOY9RRR/PXfvXufFzYR4arg7HfZuIYwHktel5SzxPjz4nLP56wUUf0rwq6oXhMWvIpIZGemJlqf8uQ8gEQRAEQTAKLKuYWQkDyPOupIUGqYDQHIk0w5jP4XAlr31NqLdzzVDWsZhHwdsXJW0sZnBbX+zxYA8LrwO3zZ4IHTuX8tWxcvv8nY0n7Y0+j7NUKnV4eTR8rNvaq4emm2fHsNA1Fmne/ea+bFx8n1kgdROwaRzqs69eu7RCF9682HPDz0YQBEEQBMFqZ6RKM6sBr7ktXogVe2b0fK3wpUa8tWnH+DePUdGwNh1rt+Ru+532t4VSsSeAw8C0bfNI8Gf7nRb65FXZsrAyFUGcz6Miwtphocf3g9dOc6KsPy4ywGvEn73cJ70H7JXiczyRps+ZFSfIZDKp++iwSORQPJ0fiw3Ov7H2tG89bm14Y0jznOm/gfC6BEEQBEGwWhg6MaOhR3aMv1eBkJbjoHjiR6uGcR9plc28MCQ1ELuJHq9ssVchiw1j+5v3bDGjn43itDAw+61r6n3Hb/i1eAJfryKDRROja+jlv+hYWUyp50h/p3nq+FoO2+NzuF1v/dWDo332E+6lz7IKVK9Nr1BBt7F6aAhfmqgPgiAIgiAYVYZOzCieIWh/8zEODdLruC3+W9+yex4D9R6oCOFKXF7olralYUTsZeE39jYmDntjr4wKCQ2L0pA2Fn5eaBavAc9FPWFclIC9NhzSd6hv/1mYpeUkqYhRcab3gc/zxE/aOAz2MHXzgqhw8ARkv30yaV5AnZv+eO0EQRAEQRCsFoZezHh4Hpm0N/NpwsTzvHhVy9Sjom/qPS+O9ut5fDjEiYWPvtlnMcO5JHydfWdz6DUOEzNK2lqZQZ7P55PKXbz/ilf6WYVEP54zbzy6h4qOi9ejm+fFE8T9wp6XNG+djlvF5nKIiLQ2NM/HK8IQBEEQBIeD9evX45xzzsHevXvxG7/xG4MeTnAEMHRixgxU3azQ4LfdnjeFjXw2doHFeRlecj4bgmqwc+6Etad5NqVSKfH6cFts8Fsp40wmk+xSr14fzrvgMDPuS0WRFg2wMdoGlvZTrVYXeXlsvTi0zcQbh5DxOeqx8TwlKga1HDSfY+KN750JGu3LrisUCslGovZbi0WkiUX2QukaaogZl63W55WLKwDo2NRUz/VEHucieYKQr9P1UPgZ0pwwXvMgCIIgWE42b96MD3zgAxgfH8fP/uzPJrbGb/7mbw56aMEqZ+jEDOC/yQc6hYwe52s1vCotT0CFkAokPmZt6xg1rCfNu8OGJYsRDZHzxIyKB+7fSyhXAeetpQkZ9Xh4AoPX3GuLjfJCobDoXvA5Gg6n4V8eafdbjXxeE/WgpLWh91nD2liQpo3LEy18jXqI9HnxBAwLFy98rN91C89MEARBsJJs27YNf//3f4/JyUmceeaZyfFSqYRf/dVfRbFYRKVSwVlnnTXAUQarmaEUMwwbeoq+vdbv2Huhb+UNDiFKa79bcn6v0Cov/AkA8vk88vk8arWa661IE3T2HW+WyW/r9Rqvqla3kCvOC+HwNjs/bTwqqlQQ9mtYq9BhsaJ98jVcVEAFjfbtCU5uS8fCOUyeKNJjWiUtzZOozyd7ndL68rwtntDkuQdBEATBcnPCCSfgbW97G9auXYuXv/zl7jmlUgmvfvWrUa/XUa/XcfbZZx/mUQZHAkMrZtQY5uNp3gE+V43MbsJAvSJpsFhIE1kmMNig1TfpFvqVz+eTa1SMsEGvIU/Wp1b88gx3Ps/+trwXz2PE4iGtBDCjngIOr+vm1UkTX3z/vLGph8fmzSFxug56jMeUJpJVXGYymSTUTIWR5y1JmxOvp4o2va/euHjNvfHyZ35muF9PKAVHDuVyGSeddBKe/OQn9zx3bm4O1113HXbt2nUYRhYEwahw4okn4h/+4R/wile8oq/zC4VC4plpNpv4/d///RUcXXCkMZRiRt/kdwv9Yq+EfeY2uM1eb+L5vDRPiYb7MHyuZ4gDSKqI5fP5DtGguS7sFfAMaz6HvRL8hl+NcvZaqJjxqpClrbHeJ/5ORYqJG+5TvT4qCFRseJ95DBxSluZ988SCihBdI+2Lj3P/vBYqSHUt9W9PbOi1dlznzed741QhzMdCzBxZnHjiiXj2s5+N6elpjI+P42lPexqe9axn9bxu3759+MpXvoKHH34YAFCpVDo+B0Fw5HHSSSfhXe96V99Cxsjn8/jd3/1dNJtN1Ot1/NEf/dHKDDA44hhKMWPoG23vDb+KBTU0exlt6tmwY93CvTxPjieiVPjoj1fqmeenb9fVqGcRoOFuOve0il9q+Kp4sGuB3nu1aD/2vbbvhVKx4OjmIevH+6E/Om/OKUprz7sPPEdL+u/lIfHa0nnmcrmOZyFtDdJEiHdcPXzBkctzn/tc/OZv/iZ+9Ed/FGvWrEEul8PMzAzWrl3b89p6vY4TTjgBlUoFwH4x8yM/8iN46KGHUK1W8aEPfWilhx8EwZDw5Cc/Gb/927+NY445Br/0S7900O3kcjm84Q1vSIrf/Nmf/dkyjjI4EhlqMQN0z5kBOsOR7PNS3jqrCOgXzwj23vZrX3xNt7l5ng4WLZ544fZ1XLlcDvV6vWPTTQvNMqPc6wPo3OTSrrexFQqFjvmy98MrLqAix8uH6QfPO8Jz1zY55I9F61LzSjzRejDjtrW0e2OCZinoenrzCSFz5DIzM4MXvvCFOOuss/DCF74QExMTSWhrvxQKBWzbti353Gq1sGXLFtTrdVSrVaxfvx71eh3vete7lnv4QRAMEaeeeire/va345WvfOWytJfNZvGnf/qnaLfbqNVqePOb37ws7QZHJkMpZswA8yo9aViNGoCesemFafH3/D94Nui5RK+2rYa4eTi0/DP/aAiZ5c2osa9hbmo0c94Ghz5pGV/FrtES0+wNsNLGhUIh1TvA/dbr9UWhTLruPF/1LvE91HVmkarX2Xg1j8gTGLz2wAFhw+ert0rb53ZYsLXbB8pWayhX2v3UuZmg0VA/LWKg98HzsnkeseXCC2kLho9MJoPnPOc5+Lmf+zmcfvrpePrTn95RZfBQyGazWLduHYD9z8Gb3vQm1Ot1lMtltNttbN++HZ/97GfRarVQq9WWpc8gCAbLU57yFLz1rW9dNiHDZDIZvPGNb0StVsPb3/72ZW8/ODIYSjFjaKUnDhliuAKXegnSDDAWM+ahANAhDLykfM/rYWi/XrgTVxczA5/nlWb46tj4ey/xX4WKzdPmpR4RM65NwPGa6BisXRUvlvvD+7GwV4nXod3u3P8lk8kkeUM8F80pSfNiqejzPGde2JhuhNqtfW7D+65bP/xMeHk36q3jtbUCB93GpSJK1+xgvEjBaLJt2zb82q/9Gl772tdizZo1K9ZPJpNBuVxGuVzG2972NrTbbdx777044YQTsGPHDlx00UWRWxMEq4CnPOUpeNWrXrVi7WcyGbztbW9LXoC8853vXLG+gtXJUIsZoDM3xPCM127X83VL6bebEcjf8W8zjNP6Yo+GiQovWV/7AJAaisSeEfYUsLfINqwEDoSYsTDScsK8CaR5cvL5fBJm5nmsuE8TCZ5H4VBY6j3sdY2uebf7ps+d5hL1Ox7+rPc4TSwdyrqleeqC1UWhUMCGDRvwyle+Ei972ctWVMh4ZDIZnHDCCfirv/orPPDAAzjllFPw4Q9/GDt27MDCwsJhHUsQBMvDqaee2rF3zEqRyWTwt3/7twCAWq2Gf/iHf1jxPoPVw0iIGU9QpJUh9gSBfWaDTg1ta4s9F7xjfbe33dxnvV7vyEfRa8z7YWLBzlVsvCwKNDTMC8HiKlzsceAy0BbWZMKH5+2tof1uNBqJ58b6Um8Y9+vdHy8sTEOl0tD7kOYhS3suunldPG+K/u2Fp/E6pI2Zf+sYuu1T1KttnZvnQdSqesHq5clPfjLOPPNMvOY1r8HJJ588sHFkMhkcc8wx+OM//mNMTU3hwgsvxIMPPoi77roLs7OzAxtXEARL49RTT8Ub3/hG/Pqv//ph7fc973kParUa/vmf//mw9huMLkMpZjzD1DMsASzyatg1aaFHanizUc1iw4x9r6ywJ2TsPN5nheeiBjJfZ2WaOfzIjnNYkoYgcXt2nYZq2Xm2t4yGmJlgYjFjBQHYm2Prwn3wvdB7oPu62DEWM5xrYmPV9U0TIN69sPl4665/8zFPdJrY9ISdrY/myOh52oeG2vEacN8qRHX83Aavp1aS43O5YlqImtXHtm3b8OpXvxqvfe1rsWXLlkEPB8D+Z++3fuu38MQnPhGPPvooLrjgAtx666245ZZbBj20IAh6YELmN37jNwbS//vf/37U63X8y7/8yyFHdASrn6EUM73wQs6MfsJpPOOVDUEzMHlHdjbgeQzalmeAet4UfnNu1aysTGEmsz+XhsUE98XhY/wdh4bZ2O1cC2vj/Wx0DJ6XxAx7nYt6VjxPiBrPngfBxsIGPFdPS8MrtsB9eJ+9PWh0bbWtNCFiY+bfOhfPw2Pt2w/nTOl4eJ20DRXknsdHP3O/B0M3gRkMlp/4iZ/AGWecMTRCxshkMvjJn/xJAPt3C7/pppvw2c9+FlddddVgBxYEQVd+4id+YmBCxvjwhz+MWq2Gc845JwRN0JWRETNshKUZpWysLdXgYk+Jt+ElG/5pbdv3Syk3zNfYOPSz99afx6ReGhVAGrJkxrHureOtn5aGNs+TVXuzPuxv9jSkGdnWJns41NOigkJFEM+l29r2+x/ANK8Nt8PPAIfb6TXssfGw9cvlcolXrp/xpXkn+51b/M9gdTI5OYnTTjtt6ISM8uxnPxunnHIKnvGMZ+Dtb387rrvuOjz22GODHlYQBMIpp5yC5zznOYMeBgDgYx/7GOr1OprNJs4777xFL5aDABhyMcOGqoYsAX7eS9ou9h69ws3YY6PeAja2ueIah/PY92qIqjgqFAqJUdtutzv+Bjo9RHp9msjTfu2Hc3TsfPPasLdA15TXyc4xTxIb77z27CUyrG/zIul6euWuNTRN59RNCPV6hvRZ8D57Xhtv3Hpv0ryGdsxKc6flQvG5KlRVLOl5+t1yCJkQRcPJi170IvzYj/0YpqenBz2UnkxNTeG0007DBz7wAXzkIx/BnXfeiWuvvRaPPPLIoIcWBAGAk08+GX/5l3+J17/+9YMeSsK5556b/B2CJvAYWjHTywPCv4HON/ic56IGZDfDkc/TfIm0UsVA574vXEnMsIR/HoPtudJsNpHP51EsFlGr1dywIxU33A6vieauWJ4MezJYDFixglarlYS15XI5FIvFRKjYOLmfXC6HUqmUbMJp8zCvDYsIFTkc7qT5O3yNfc+eIfVWpYkhvcf2fb+eGs+rouFk3K8KB14DFWLszSoUCigWi4sEpvWjnhg+7gnXtHA0FYTB6uJVr3oVnv3sZ7uFRIaV448/Hm9/+9vRarXw7ne/G1//+tfxzW9+E9VqddBDC4IjmjPPPHOohAzzqU99Co1GA//5n//ZsYF3EIxsvVb2wqS9kVfDzfNoeGFpaQavhpppWFm3NnlcFl6kXhzeCV7bZ8HEx1X0qVfA8mQ8ozjtRzcLZdSItvnYj85d10srgvH1JuTUc8XzazabiUjrhq0BV45bLg9FLzzvCNAp7NQj108b3caf9sx5x4LVRbFYHCkhY4yNjWFiYgLveMc78JGPfAS/8iu/gnXr1nV4hoMgOHw88YlPxJOf/ORBD6Mr5513Hl7xilfEfyeCDkZWzLAxz8ayGspGmvhJMwLtGr2+WxvemLw22XhnQ9YEjraZFrpm8Gcu56yhSXxuq9VKSi2n/XiiBziwOabNJ5/Po1AooFAoLJo7Cx32WpkHg0P0et0b9kx4dDPavWt53dKu7Uf86H1hMajeFTs/m82iVCotCjPrNs9u89c19I4HwbDy5Cc/Gf/+7/+O173udTj11FNx1FFHoVQqDXpYQXBE8cpXvhK/9Vu/Nehh9OT888/HmWeeiUKhMOihBEPCSEhbDSVS4QB0hlyxoWwGoBp0/D1fZ7+5r7SQJQ4jsra4TxUDKi60jXw+n+pF8LxHaXGjajRzfxyelRa2ZKj48PpmoaVvh209TFyxZ4L3t/HCo3je/Fv/TjumoXgqLPie6rPCbXqiRL/nNdHzPSFj87Y36mk5VjofnpN64Lx75K0Ph6QFwbDxvve9D5/61Kdw55134qqrrsIDDzyARx55BJVK5bB4VYMgGA0+//nP4+Uvfzm+9KUvoV6vD3o4wYAZWjHjGX9mgHnVxvga+9tLyjYj3PJWeEd79ezYeezp0H4AJOWE2Ug074WFRGnYF5dRNnHB/bBQ4dwQb568Fp7gYqGn1cl4TlpVjMUe58OwN4XbLhaLyTg5h0aFoXetzkcFGYsvPb8fr0qaV8sw0afiyRuP9yy02+2kkIInMPhZBPaLwEKh4HqsugkOm79XSlvXUDlUAeMJyyBYbmyDvh/90R/F9u3bcemll+K2227Dgw8+GHHyQbBCHHPMMTjuuOMGPYwlcfHFF+PMM8/EV77yFdRqtUEPJxggyy5mlvutrxdypMYlC5puoUpsCHuhaWn9cznhbvDbfQ7L6gd7Q1+tVjtKFrNnSUkzWr3xp30HdBrIaW1zeByAjvAoE15snFerVbRarcQNbO01Go1Fpac1j4bHAHR63ThfhsUNi6xez596ODyPjJVf1rXifrVIBP/o86LPooUZ6pgAuOvRra00QaPj7sXBXBMEK8UZZ5wBAHjmM5+J66+/Hp/5zGdw8803h9ESBCvAWWedhbPPPnvQw1gyl156KX7u534OV155Zfy34Qhm2cXMcgsZzVOx45544c9sMLOYSXu73E34dHvzz+KNq6gt5Y25jbXZbKJWq3V4SNib081Q77bubBB7a+h5nHgNzPAuFArJOZa8zl6lcrmcJLbb+IvFYoe447AqmxsLFM+Dot4nPYc9XBy+lmaccxlqa4fX1xMIulacN2THPa+MrqnN3dbP8/RwJT7t16v+5uF5pXoRIiYYRl7wghfgqU99Kp73vOfhLW95C2644Qbs27dvSS+LgiBI5+ijj8bRRx896GEcNJdddhlOP/10/Nd//VcImiOUoS4AkBbyY8f0rbpn5Hq713PVLn1bbsa2ncd9sajiJHltV41wQ8OOON+n3W5jYWEhCaPwBJGN0TwgFgLHRQNU/HFyvhnP3BbP1+DKYva5VColXhYzxu2Y9WHj4T6LxSJKpRLGxsaSn3K5jHK5nMzDSlNbmJpWdAMOVDHj+89ztzXjsD5et7Rnw8L9eB1M3GhOErevoYM2Ng4T5FBDHns2m03mb3Pj9vhcGw9/b+eb4NF7myagWBAGq4ONGzdifHx80MNYcaanp/H85z8fH//4x/G6170OMzMzgx5SEKwa3vCGN4ykV4b50pe+hBe96EUoFouDHkowAIZazDDdvDFp53qhaF4Oh1cVzftJ68vwwozUe6Dn2t+6F43XrzcOG78Z45rPwnM0IWTCQ/vx2uZKZJzobxs+eiWm+Ry+xvrmMXjXejkpKlx0DVWspP3oPfPm7nmq2DukYlX3hkl7Ruw7E3s6H52TwmPwBJ83p17Pb1pfwWjwe7/3e3jWs5416GEcNk444QS8+93vxvOf/3yUy+VBDycIRp6NGzdi/fr1gx7GsvDlL385BM0RyoqImZUwkDzviAoRLQvMb6LtOzPA04w9FQAsDtLGBRzwynhv7b0NEPl4s9lEvV5fZDxz+/y3Gua6z4u3FualYWFi6+PN0T7zNSZIbA3t72Kx2CFc2FugYsY8MMViMRE1mszO4s7WSb0b3jppVTIuL82CxntutD29x1y1jvHuuSfE+D7amvG42QPVDR67t26eGO5XjAejRSaTQblcPuL2WxgbG8N73vMenHHGGZiZmYlnOAgOgb/4i78Yea8M8+UvfxknnnjioIcRHGZWRMws5/9c+E2952HxRIeWYVaD3Xsj7p3bbW76vYYKcThQmohho9sMdRZHaqh73ilPzLHXRQVNt3Xj9WVDnBP7y+UySqVSImBMoJhAZA+QCRYVQxyCpqInzRvFoVLdnhVbZxZCui+O9qMCRJ83PUf78gSTns9rzYJaC1Fw+epu3hRPROla9CNmgtFlcnISa9euPSL3Wnjyk5+M888/H7/2a78WIWdBcJCsXbsW09PTgx7GsrNly5Yj8r+LRzKH9ZUeG+sHe739brfbi95OWw6B93ZcjfQ0z4cakvw7l8t1FBFQQ5Lzc9gzwDk4XOXM8iMqlcoiY5vzN1h4cJK7nc8CRiug8R4v2ez+vU3a7TZqtVriHdDcID1mCf35fB7lcjmpUmZChYWXeWWs6hl7xOr1erKOAJJ2bU2tCIK112g0OjxmrVYrqSfPyfMKl99mj0o+n0/a1Wpq6mHje6/32HKt7Jh6gbhdFdF277w15zBDFqF6rne+oc+7VmXTc0PkjC4nn3wynvGMZxzRxvxf/MVf4KGHHsIXv/hFLCwsDHo4QTBS/PVf/zV+93d/d9DDWHauvPJKvPSlL8XXvva12IPmCOGw5swcquGU5pnR79X7APgbXnbrR/M59HfadRwiZf12e6tvCf8sSFTAdBuzromO04xzEyMmbrgfRoWX4olANtS52ACHo3GImoZqmcBhccOJ9uyBUNHB66s5K2keEw/PI2P3x0IAuU8Oe+vWvucZs3whPldzpgyde79ell7Pqp0TjC4//uM/ji1btgx6GAPl2GOPxW//9m/jqU996qJNe4MgSGdqampVFw+54oor8LSnPW3QwwgOEyNVAMBL1E8LxdIfLbVs13peHAAdYqabkFFD1t7Sc3+eMDAvQ6PR6Ajl8jwuGjrWbV1MLJjnwgxhM6JVQKlI4Lf+bFyr54Xj9DkXyULHNAyNPTbcl42fc3C8EC71XOk6e6JCPXka8qf3w6tex/dN2+yVL8PPJlcfK5VKi0IddSNVr0/v/is6vm5hecHoUiqVcPrpp4/cJncrwc/8zM/g7LPPxvHHHz/ooQTByPB3f/d3+J3f+Z1BD2NFmZmZOeJyCo9Uhv4uq0cFwKK32nyuihuDE945nEyNVU2CZ+OR27brNaRJjU8vrI3zONQo1yR+a5vFCQsQ3siSd5K3c02AWUiZbWZp/Zh3gT04FprkCb1cLodisYhms5mMy66zkDT7j4cKF9tzptlsIp/Pd4SRqWHPpZNtjTVcSsP7+J57YlLnYmM3bxqLKF5HbodDy6xv9ah4osbGZTlHHCbHBQ44DM/6sbXVMtSKinHrk5+RYPTJZrN43eteh5NOOmnQQxkanve852Hbtm24++67Q8AHQQ/Gx8dRKpUGPYwVx8LNvvrVr/YsrhOMNofdM3Mw/6NJ87Zwe94ba09IaFjWUvr0zuG+OGdCx8Dn8HlmpHKFKv7seZvSQuB4nCx4TMjpHixeWJQZ9vyZRQob4LynjO0n44X1WZ92vpZ25iIBfLxbUQD2BvE+O96zofeH84rU85NWaIH/9qrVpd1zHTPvr2Pnet48bcd7DtLoVhQiGH2e+tSn4jd+4zdw7LHHDnooQ8OJJ56I5z3veaumxGwQrCT//M//jLPOOmvQwzgsXHHFFXj+858/6GEEK8xht3D6jdNnw71X7L/Xdrf8CO8aNSTTxIwX5sU5HmokM55BzeFhXOlLRY1n0HObvF48Bg7v4uPs8eA52nfsDTLPg/02D4KOlfNhPK+OzsX64GpnXriZrjdXNvOqf6Xl+2g7nshNq+qmIskLLePvbL4Mbz5qbVklOxZTNoduAssTKPpvpp+cq2C0KBaLeM973oPnPe95ET5BlMtlvP3tb8dLXvKSEO5B0AULBT+SKJfL8d+FVc4h392VdOn3etvunc+Gbj+CxhMqnifEExTctuZPePkK/BbeS3DnfBT2OnTbIDFtfiY2isVi4gXwEuZ1vnYee64sBKvVaqFWq6HVaiU5MZwnY+PUcbHYUGNb58kFBDhPyLtHnrGuYtH690IQ+bMl5Zuw0LLa3Ifea+2DPWJ8v/L5fEe+jJ1rfXJImYrUNGHHggvwPTg8jgjBGV0KhQI++MEP4rnPfW4IGYdyuYy3vvWtePGLXzzooQTB0PLxj38cr33tawc9jMPKFVdcgZ/+6Z8OQbOKOeT/I67U2142dNmzoEYpG7A6Ln2Dr99ZPwAW5RRYGV/NT2FDlb0xnoDiXAnO/6jX66jX66hWq6jX6x2J8ZZ7UywWUS6XO4SPeiBsTPbWwYxhu84MHhuTeT5s3l5yu4WwmbhqNpuYn59HNru/rHOtVusQAiYobJyZTCbJCbFCAyZ4bOz2VsjGYn1ls1nU63WUy+WO/JB6vd4xHq+YAq8Rr7mVgwaARqORjMVEJZdK1ueEvVH8PXu3dP2sfxVY2WwWExMTyfqqCLGwPfbG6DNv99D6Y1Fl68qCkttgD6LNOxgtzjzzTLz4xS/GmjVrBj2UoSY8kEEQKF/60pfwMz/zM7j88ssHPZRgBVjx13tmSB0ODrUfDeNKC0VSDw5wYM8P/dHkdA5B0pArNnxZwGkfbOR6YXjs9eBwMgAdYsYrH+15HKrVKoD9FZSmpqYWXcMJ+xwmZWNnz42VOU5b+7Q8Ic9DwffGEwi8HjretGelm0DWc9hLw/eDx8cC1NZBPWMqVFkQa7iYeoK8c+zHhA17fILRJJPJ4I1vfGPsbN2D6elpbNiwAeVyGZVKZdDDCYKhotuG4UcC3fanC0abFfe5HU4hsxSDLc3oVcNQBYf3neZQaLgZJ8CnhUKZ4WlGLXuktA8NXdKSx5y/4nmydD6cs+KJI64sxuun82UvgQkvM6ptfOyhShMM3rr3CrfyjHkVAdYf56h4z0WrdaBstgePg7003YR7uVzGxMREh8ePPUo8Zr7Xdn+8eWjYHP90y7cKRo+f+qmfwtq1awc9jKHnmGOOwVOe8pQjeiPRIEjj05/+NH7t135t0MMYGF/4whdwxhlnDHoYwQpwWAKv1cjjsKxuuQAc569hO2n5EHYMOBC6o214Y+K+9bcai3a83W4n3o9eCec8Lg4DsipghUIhMXB5g0kuncxjtjyTiYkJjI2NJd4GfiPPa5DNZlGpVDp2r+fwJBVZ3C+LJTuvXq+jUqksqnIGoKPMMAs/G5O1zaFOHNqmIkvDwfi+qzeNvVa67rYe7EXxBBqvHT8v1oeKMS7NzCLDhEkul8PU1FQSDmj9mJfKwil5DbXyGxdw4OfS1pYFqZdnlSZUexEiaPAcd9xxePOb3xzVy/okxHsQBGnEfxtWJ4clG0ofHhUM+p33PyM22rgcL5NmxLLg6fY/OjZYuc+0cDAdmxrWej0nlZvRrNW7NHSIx8VtF4tFTE5OYmJiIin3yyWSbT8TM2yLxWLiQbBxsGiwMXB5ZDaM1RthHgWdayZzYO8aNqTZwE7zLOiaatllTd7T+83PiN4Pfhb4t3qVGo0GarXaojVXMavV4KwtDje0NvP5PMbHxzsKMegeOiqy2eOmIsTCEPme8/3Sstf2/VK9l8Fw8I53vAPPfvazk72igu780i/9Ep71rGcNehhBMHTEf/uBiy++GL/0S7806GEEy8zIlsRRw9arHmbHgU6DU708vdDwLIO9G/l8HvV6vWs77XY78Vrw+NUbofuQAJ0FCiwPwsKlTBixkcviib0BGsrEBrCJEPMmWNK+tWHeE/ZY8G+usMTFB8ygtnmkeZA4ZEuFo4bK2TpYH2keGi9UjIURt2t9mwDRNtO8QRrOpyJ6eno6WUsTMBxepnNQTyB7pNgLw3Pl70zYHCzdwuWCw8s73vEOnHHGGZicnBz0UEaGU045BUcdddSghxEEQ8XnP/95/MIv/MKghxEEK8JI1alLy/1QgaHeGf0BOj0fXj/qNeC++O13sVjsSOxPa8vaM0PW8ELf2IORlhdhbWm+BVcOA5B4BSYmJjqOcxlkFk9eWB17VqzPer2Oubk5zM/PJ+LD1oTH2263UavVUKlUsLCwkLTZbDaxsLCA+fn5xFOheTdcnpnXi8fpiRwtq6zomlvVMxN3vGEnCxPz2tRqtWR8LKzY+8RMTU0luy3b/TfvD3vBFC/nh9eZ75+1oc+ItbMUj0wvj2dw+DjuuOPCIxMEQbCMXHDBBXjVq1416GEEy8hQe2ZUlHhhXGx8e/uCcI6Fd73heQG0f84j4Upg1h5jBjmfbzkSHHqVzWZRKpU6DNuxsbGkfLB5W/TtvB3n8CLzqFi+inlFONTIMJGjRj1XwDJxZH3buNmQt0R5y/thsWIeqHa7jUqlkggB9b7wWtp6GNYml1hmtAiDjVFLZrOIA5BUXrMx1Gq15D5ms9nkXrPny54Nrt6mzwHnVDWbTWzatAkTExMAkIgY69vCAa0/vjdcppmFm87DC+UzMabP3cEIkhAxg+O5z30ufvInfzJ5foL++fM//3Ps3LkTl1xyyaCHEgRBEKwwQy1m0lCj9mBCYjwjrVfYmXoCAP+ttxrELBgM3leGDWQWVGogaxvap1d2kMPrzHvgeT1UvLCHKJfLoVarJfu0cIga54ZwPpAJK+5fjXENVeN9Z1iceB44nT+vj65fGtxmqVTqCNvT69PmqPdE52MVzEyMWSiilk2263TjUQ0/03PsGeqW4G/jDkaL44477ojbqTsIguBw8NnPfhbFYhGf/OQnBz2UYBkYSTFjaP5EvwablzjeD16OBnuGGDZ8C4XCotAyFgrAgQpgVtXMjHnugytosfFqngMLR7GQKTsOdO5Ro+WczcPAb/XNe8DeHFs3Ez72W6/na6x/8xrwtdVqNVkXzg3RstVspPOc08SKrl0aaddr/+qNYUHTjXK5jLGxsQ5PXq1W6xCMKlq56IH3jPIa8LPHz5Mn+g5G8AeD5W//9m8j9yMIgkPmkksuiZLEQvw/cXUxdGLGS/bWH8/I65YfoeFiaf1xe2lt6dt0YHH+DRunZlTbNWzc29h43xMzfM3IV6+E5tAAB0KmbENGLn3M8yuXyx05F5xjYsawvQnm0KVms9mxbw2LRuuvWq0u6tvC40zcmFcnn88nosbCu1goslhg7xV/VsHHa8NzVuFhbXBoGv+2a1jQ2N8sZLhf75ksl8tYs2YNMplMMkdeV1tnzjfi4g3anopCLaSgnhkOueOqaPEf8NEi7lcQBIdKvNDy+cQnPoFCoYBzzjln0EMJDpGhEzMMG1/6j5GNeg39Sgv74e/Ma8E5NbyDfdp41Bjmt+PcHosQEydsQLPI4XAqNqxZJHneIPvcaDQ6PB82Hm4vm81ifHwcpVKpY44mmiw3xdowwcMVsur1ese+LGYgm4elWCwmIWmlUmlROBuH1tmcbJ8eFkKeIW8Gut5n+9GEfVtbT+R64WHsJWHxwp85Z8q7jsXFxMQEpqamkjVm75nlL9kzl8/nk5wjW3/O6eE1szwpTvTnvCpeH5sjC5kQNEEQBEGA+P/hKmLFxAwb34eK553wDLdueRXqnVGjWT1Cmq/iCQk2NPWYF6rUzWDnhG9+086bcmqIEc/LE3saqlUsFjvyeMxoNi+N9efNncfHRnQmk+l487+wsJCUHS6XywCwyKOhHi4NZWs2m6jVaouqmrGwMHHBYpQLJKQ9R154GD8P/KMbY/LmmJ5I4ueBwwX1Xmcy+3NnVNyw2PPyhdQD0y1XxmvnYIj/0AdBEASrlY9+9KPI5/P46Ec/OuihBIfAiomZ5RQyapx6bXviphvdjFo2/vhvNpbV2NQ8BjWMW61WkjvDmyeyt8He3msYERvWfEzzTbgymAkAq6BloU/t9v5SyblcDpVKJREjLGZ4TDxPNrb5bT9v+mnhZgCSsdTrdVQqlQ4xVCgUMDExkayJiSxbF6v6Zedbe93yVUzweM9F2jGuRpYWXpYWwsjt8T0ol8tJVTn2sGnZ7GKxiEKh0FEJzsaiz5OJOs6NYUHjlXbm/KQIMwiCIAiCTrztFILRY6jDzMyg5DAqNqq9t/Gc28BkMpmOJHwWBmysc7iSJpqbYchJ+xziZN4LLkms3plyuZwk6LORyn2ql4TP51LMvLEm58yUy2WUSqUk5Gt2dhbZ7P5SwJVKJQkbs3NYHJmY4Q03OcSJN2Xk0C87d2xsrMObYmO0sdk6cQEC9kxYCWcTcAp7SFjo2hw874SNz/OWacgfPzucm8NeGfOWcT8WMlcqlVAqlZK2SqVSshZWoCGfz6NcLidixn7zWHmvG7u31pZ6aTS8Tr113jlBEATB6ufSSy/F6aefPuhhBMGKMtRixuC3yvy2Wr/jz/oWup+36/y7n/F44Wb8o2V3PTQviMfLIgWAWxSA+1PPUtoP98GGLm/WyV4Ou4ZFlBUXSPOa8bWed4PHYW3p2Fhk6Fi8drRvXUsWpt5n9m5xeJnnCWLvG4tSFoh8bzT/SDfL1OeZr2fhwoLeq1zmrU0ImiAIgiMT3hQ78Pmnf/onZLNZfOhDHxr0UIKDZGjFjBe65SVrcdhVP20uFTbW2aBmwaI5DFyC2Ixiz43JIVvsbbC+zFuSlgvCRrR5VOxcri5mIW5sfHMeDv+Hjr0Z2o+dy+WbvYIHeh33pe0CB8QMV/0COsPUODdmKWgYmRf+1+1zWjgiz409XVYEgcUKl8M2T4z9WDsaCsYeGRZCujGmN04Vx+FGD4IgCAIf3VQ8GD1W5O7pW/aDPcdQIcPX8necXK6J2myke+FI2p/9Vm8BhzOleUhMnKh3g8WEGc5pa2ChTWliht/W2z9EC8kD0JEgz2Ff6n3gcDYWZuxR4XXl8DCbl5eTwSFcXHpavRbsDdJ7YG1bTg2HivG95Wt5ndm74wkUzZPhtu0aL1yQ1ymXyyUixkLATLjYbw4nKxaLSYgZbxLKa8yChc8zMcQeGm+uaV4ez2MZBEEQBEEwyiy7mOlXpPQjdrxKVUBnieS0UCf2HKR5c9LGZe2Z54XHa7/VI2F5FLzZJBvZlg/C4T6cl8ICib0n9Xp90RxNwJhBWy6Xkc/nUalUEo8MCwXLUTFvAYermcFsYsEM6UKhkIgpTs63dmxdW61Wsqs9r51VJOMEfzPQASSGPW/cyWLPxmqFAOr1eiKKbCwscG2/Fn5eNNTNe760Upn+eMKW2y2Xyx0iw7wxNr9CoZCcw7/5ftr4WCCp98buebFY7Hj21PvHXkoWpVoxLkTN8HPVVVdh8+bNmJycHPRQgiAIVjV/+7d/i1arhQ984AODHkpwECy7mFlOI6mft8p8nBOo1RBdqgGnuRReO+rdYWPUK0Fs7WlOCrfBHhfry+Zj4WBc1YrzLswINi8Iewl4HxIbh4kWFhAcSqbn2xpzXg2vO68JCwpbN+vPPDzqKdNwtkKhkOxhk+Y5sfvN7Xj5MCqMWcx4IWYqYrk9W3P2trAItCIAGlbGJay9dWXxafeNc2R4z56055kFpf4djBaf+cxn8HM/93MhZoIgCFaYiYkJjI2NDXoYwUEy9EGCauTaMf1ODeJusGHq5RKoQavj4b7YsNd8Gf6OP2sODQscNmZNBLHo0TwKLotsBnOtVks8NOwR4HXhvljMAAdC2Ly15HnbPKwNFWcaEmZ5JeZl4HA7bw8V9mB5+SucD8PGvSdkeByc4K9hWnYfWETyvAF0bHLJlchMyBSLxY5NMDkMTZ8jfZY030aP6b8HHV+akAkxM3pwmfMgCIIgCHyGWsyo6FDjTAUOezu0BK+FMtm5Bud7qLfE/rYkb09MsSFsnhILXeLSyfxG3gxrTuzW/Bouy2zH+I09V82yEKtisdghmgCgXC5jbGwsGZeJGt2I0gxv3pGe52HnsdHdbDY7DC7NT6lWq4m3iL0tJgLq9XoyP54vf1epVJK/ecNRXiv2Vng/3TwwfJ89459LWXN+ks2D94lhETM+Pr5IuKkH0eatAsbuI99zE0L6fHoiksPv+Nk5WEETYWmD4fvf/z5uvvlmbNy4MdmANuiPCy64ANddd92ghxEEA+W8887DC1/4wkEPY2R405vehEqlgn/+538e9FCCJbJsYqabwbMUY0jPU8PVO8fzzHjHWFyktd1tfhpO5f2wZ4GNSvaycNgVe0C88Zqnh8fInhTPYAcO5BVpsjj/nclkklwW9rBwoQDrl3NSVDB5awUgybnh8CoOYbPkfl4DXotuif+8jpovk/bD+Ta6pt7f6jFhMcbixTwvLGbsuF3LeIUcdI34/nMooYYs8rg9kW/9qYdvKYSQGQx79+7F//f//X+44oorcNJJJw16OCPF9u3bsXPnzkEPIwgGyqZNm+JFyBKYmZnB9PT0oIcRHATLJma6GTyHagxpCE23PtiIZ68LixnNvVjKOPhvNeqtTxUHFmKleTA8N/ubc2GsTcNEC5dx5nA426SxUCig1WqhUqkka2HigMPJ2JtkBjTnadh4uGCAjckLY+KxmHgwb5gZ++bV4LnY+RpCVq/XOwSI4nlp+LNWIPMEjHppbH62bhZGZuuim12Wy2WUy+XEo8JhZrZJpgo/fna4apmGJbIHiJ8d3rDT88Lod97mo8Hw0263cd9992HPnj2p5d2DxXzkIx/BV7/61QjRC4IgOEI4qP87ruT/JDwD1Yw/L7SM0bfp+sZax87Xp81Jz9E8B35zz2/w+W06h6GxyAEOeDk0pIiP8/i55DK33Wg0EuM/n89jbGwM4+PjSaUzEw4mZrj6lgkgNqo1rE03euT5qhfKxmViptVqJULGzuUKYry2Nkebi1eFjOet4WNcoUzLOuuzpWFnKng436VUKiXCxdbWfiYmJjA+Po6xsbHkh4Wbdy9trbk4QFqeDHv61Jvn3QP17Om9CUaHdruNN7/5zbj99ttDlPZBtVrFAw88gD179gx6KEEwcF7/+tfj2muvHfQwRob3vve9+Jd/+ZdBDyM4CA7KM7PShhEbsWzAsQgAFucPqLeD39SrZ4ff2ls5ZcXECIdEqWHI47LzzENjP9lsNvGKmIBQb4JWsDKvkr3xZ08Ge2d4HeytPu9jYqFOdj5XNrNx8Dyz2Szq9XrileA9c2ytOIfI8mZsDayUtPVnQsL6sjWsVCqo1WodRnutVkvaqFQqHeWGbXxp89bnQD0/jFZEs2eF52lzb7VaHQn8Y2NjmJiY6BAhlr9ka8s5LixC+dnkAgEcdsei0Qtr5LXkHCabi62Fl4flieluXi8NTQtBNBiuvvpq3HDDDTjmmGOislkP7rvvPtxyyy14/PHHBz2UIBg427dvx+zs7KCHMTI88sgjEZ46oixrAYCl5Mb0asfQ+H9tv5uXSHMI2Dvj5RCo1yctz4Dnqeez+OJEeQ7RAg5sHmlGbqlUWpSUr+F1nifJ2re2+U29CQvrg8dln7lyl11vwks9AOoxMwOe8264Cpu3bq1WC7VaLUn8N2NeQ9RsPp73jceguULaX7fPfN/sbxaUtk7lcjkRNPw3e1/UY8VhYXxvbC1Z+LDo0DbUy+gJHDvG68Aim58lbx09QrgMD9VqFQsLCwcVGnukUavVMD8/H16sIAiWxHvf+16ce+65gx5GcJAsq5gZRgNIjbiVxDwy+gZcE/nZ2GXvA7/F5xh5O24eFN7M0jwI1q79tnMs7EyLEph3pVAoJG2q8ayeMBsbG9BsxKfNk8VCu91ONsLkfB0OBbNzvTA7Xo9+wx01UZ7RcEETleYtYU+XhZpxzozuB+OFONpvW+9MJtMRWsbPAd8rFTa2/vy8WbvWh90fW1d+lobx32fQH1deeSVe+tKXRnJqEATBCnD//ffj4YcfHvQwgoNkqEszMxwu5uVZpOEZw/ydvkHn79LGwW2yccmGpXkoWMxwKJMJH87jsDAsAGg0Gh2J+e12OwldsnCsdrudiJl6vd4RSsShemYgc2iZ/V0ul5PQLRZfti4miuxv9dJYOyyWdL1snjYPDj3jNWQvC3sWOJ8lzUvkVTpj74rec4aFg62nhoxx1TKtaGbz4GeDnz0voV8T+1mEWLggl+629nns2p/mX7H3z37z+gSjw+WXX46//Mu/xHHHHTfooQRBMEL82Z/9GaampvCCF7xg0EMZWt73vvfhggsuGPQwgkNgKMVMv8Ki13V2rNv1acYxsDgXQ70Deh0bmmzcs2Gq/XhhZJbrwZ4SEzNm4FtoV6lUSsK2zBhW45ZzelgMWhJ6rVZLxsieHC9h3trmjSzVkFeD3oxwXj810lmwmCeB8164L74/PFf1WnjPhTc+TrhnAWObjXIhABMvdi57xjwPEAslFjOc7G/3nMMSvcR+DsXTMDFde/XC2fiWKmZC9AwHu3fvxrnnnoujjjoKW7ZsGfRwgiAYEW655Rbs2rVr0MMYWt773vfiH//xH7Fjx45BDyU4BIZSzBjdvCpp5wMHjNxuoTXdPDpecjSHT3ljVMyANXFghrCVSwYW57gAB4ofmABgLwkbqdyGFSewUKhMJpPkpHByOI+NxZF5ScxToIaxJxg4Jt3EFXtu1MPAxrv1YSFXVobZfky8cGln7ku9YXZcDXwWg3w+h+PxmGycJlhMzLC3xqq9qShJe544lI5LPNsPn8f31ns2vNBDfQb5GeG2QpSMPv/zP/+D3bt3h5gJgiBYJm677bYQMquAoRYzQG9Bo8c1QZ2P9YN6IVRE9OofOGAkm6cD2F8da2xsLAnbsjZZQGhYlVX+0n61PK+FR1kp5mazmYgm9n5whTQrlwzsFyYmtkwE8TWar2HeEru+Xq93lItmQ9zEAc+TK33ZfE3ImCjiss5p9ygN9U7wGrKYsfGxODHRwWLGxIjNxebA+UJeyCOfx2JJRaqO2xu/iRItrsDi09pQAWRr1k9YZjC8fO9738NNN92EY489NqqaBUEQHCL/+I//iCuuuGLQwwiWgaEXM8Bi49UTEGoUphmYZgxqrgrnZPAbc8YMR/OcqNeAx8Viw8SLGeeVSqVDNKj3hMPNLIfGzmGD2JL3S6USxsbGMDU1hXw+j4WFhUU5MmYIW+K/iTQTEVzGOZfLoVarJYLH5mzHOATOChFwxTZD80OAzvC0Wq0GYH9+0MLCAmq1WrJfTqVSSULpTGSwwGEDXkstszfC8wyxwW/ztcR+PmYiTMtmm7eNc4X0GWChyWJI82D0XBVd2r7mi6V9z2LUfvheecI8GG727NmDO+64A/Pz8yFmgiDom3e9613YuHEjnvvc5w56KEPDP/7jP+Kf/umfcN999w16KMEyMJRipp8372nnsoGob7HV26K5A2b8saGZ1rYXisbnaGhPu93G5ORkYrDOzs4uEltsiPKbdRVquj9MNptN9i2xc81rYpXCuFQ0723CCf72mT1aWlray1vx7pcKBhWQvEEle3b4e26Hw/b4O113zUeycDb2snAYnHmYJicnEzFj66XC0bxLtj9OmteHxRSvNxd00PA9FjjqafGeOy6GwPdL7495waykdKlUSoR0MHp87nOfw5lnnolNmzYNeihBEIwI3/jGN/Dggw8OehhDwz/90z+FkFllDKWYORjSws36ucYMUDPavWIAS8U8IVwe17wT5nmwqmRqlJuhrDvSm+Fq7fA+Io1Go8PI5o05rQ9NamdvEYBkjOPj4x0eEBuLl0/TbW25GIGhHjFg8SapNv5isbioAICXn6LiitfL2hobG+tI3rdqc41GI5mzeabq9XpHWWSg0yOmoYwqZrg8N4sY+5tDF9kbyJ91ffkYh/6xt6lbcj8XU+Drg9Hitttuw//8z//giU98YpRpDoKgbz7wgQ9g69ateM5znjPooQyca665JoTMKmPoxYwav+oR0IRv+y4N9aqwUWnHLHyMcxe8jSD1s3pjzPDlsDXOvbCQHyvDbNewF0K9GGwk2znmWclmsx0eGZufCRcz2nl9eMNNAJiZmcHmzZuRy+Vwzz33JOPi+Vl7/IbfW1f2VGhonoWMWfEALmhgnqZsNouxsTHU6/WO660NLxyQ++bwLRZxJkoAJB4t+83hdjx29sxoOCEf4/Uxj46GubGnS397nqU0ccMeHZ6/esBszTgvyZ6TYPT47Gc/i1qthl/+5V/G0UcfPejhBEEwAnz1q1/FPffcc8SLmQ9+8IP49re/PehhBMvMUIoZL4SpH0+L5hPoG3vOI9DzOFyIhYN9ZsGjHgrDawNAhxfERMXExARarRYWFhaSvBgTDt7bdjZMuYAA58FwO/y2nytwFYvFjtK/OqfJyUls2LABu3fvxtzcXHKtncNCgKuXWXiWzd3Gy3vJcG4N53KoJ8zyVcrlckfekAkf7pfvLT8/7HXSZH0WG/aZc3t43xgbnwkh9WiwaNMQQy4mYG3yc6BhiCxcvTwcfs543XUtTCRyoQEuLR1hZqPN9ddfjwcffBDPfOYzQ8wIN9xwQ1QmCoLA5UMf+hDe+9734t577x30UIJlZijFjJKWk5H2nXceew7Ua8Cfu6HFA3qFoOlbdfaeWLiRJcF71wCd5ZA5FI5zXjjB3/absesLhQLGxsYSo71cLmP9+vXI5XKoVqvYtWtX4hkxoz2TyWB+fn6RaDAPAPfba+1MANnYzFA3ocGhT+xJMe8VcEA0efk53jFrx4oJcI4QCwCbE4eBmfiw+23tcbK/5jBZO9y+/XA1NINzY7zS096zo2vK80gLQeNnv9ezGowOlUoFd955Jy677DKccMIJ2Lp166CHNBRce+21OO+888JQCYIUPvnJT+LEE0/Es5/97EEP5bDzkY98BO95z3uwffv2QQ8lWAFGQswwnjcE6B1a5rXBgkHDwXjjRm1fk9S79ceGpSbXm6gxTwm/ZTfj3UQP55cA6BBDVl3LwqE4nMvaMGN8fHwcxx57LPL5PHbv3o3bbrutQ4yYt+iuu+7qEE0mMry1Vu+EentMvLDXgD0ztreMGfm8aaV5j9TzwvfCK5IAIBEzPHb+3vrSJH0VkrZ2+tzwupkXhM/lnBkWeyw4WLx0CzHj+Wk+j94DniOvM1eD45yqYDQ5//zz8cxnPhM/93M/h4mJiUEPZ6A8/PDD+OQnP4lvfOMbWFhYGPRwgmAoueyyy/Crv/qrR5yY+Zd/+Re8+93vjjyZVcxQihk15PhNumfwmYeAQ5a88rOcl2HeDDumeQf8ppuPAZ0eGu8NupfHw8at9VsulzE1NZUUAuC8EDakzVvC4VvAfmFj5ZLZs2BjqNfryGazSfvj4+NYs2YNyuVyx/jMgK/Vati3bx/q9ToeeeQRzMzMLBp/tVpN5s75L3xPeH8d9hjVarVkLPzD3iYuYMCVx/heqsDU/Cn2lrDHxO4dj5U9M1zFzu6RlyejwsZL9mdBw5859E4FNYtaFiz8nNqYWfDyfPhvL8fMC+vTZzYYDe6++27867/+K4455hg85znPSS0pv5qx/7Z8+tOfxpe//GXs3r170EMKgqHmP//zP3HqqafiWc961qCHclj413/9V7zzne/E/fffP+ihBCvI0IoZz2DUN/LqpTEDjveMUaON21fPihmNnF/TrQ1vvDY2PYcNXutjbGwsERu1Wg3z8/OLyhObx4irbxlcBUxzazgfxfaKsTAzAEnuiZ1v4W7z8/N47LHHEs+IijYL27LrWBjamqphbWO0imucAG/rZvk8bMxrPoga5p6Y8bwY7JlhkaVigyulcb/6vGmIF+fiqJjRZ5n71mfI1lP3sOF/Bxyi5gkZXieeg5Vl1o1RmRA0o0W73cZVV12FE044ATMzMzj55JOPKEGzd+9ePPDAA7jqqqvwkY98JMJHgqAPLrroImQyGbzlLW/BaaedNujhrCjnnHMO3vGOd+CBBx4Y9FCCFWYoxcxKwUYe55n0c02/xw029NXwZK+LVc+qVquJsc/Ga6PRQLVaTUSNepDY4Dbjl7/nxHsTLdaXFRMwMTU+Po5CoYA9e/ZgYmIiCfOyggM2BxZLNh/2dPFePWbY2/dslHu5JTZum4/Ot9e98MStCgleK09YeG2rKEkTQypCeuVWec+Gjk2/03nxeepJZAGk6xOsDj7/+c/jhBNOwC/8wi/g2GOPXfUhZw8//DBmZ2fxta99Dddeey0uu+wyPPzww4MeVhCMDBdeeCFe+tKXrmox84lPfAJve9vboiDIEcLQihkvDMYzxHq9TdZQMEa9N5q/oAagjkm9ADpG9hYYHPbExqiFnWkfLDrGxsaSkDNuzzww1p56Zix3ZGFhAbt27UqM4oWFBdRqtaRkr4WptdttzMzMLNpXxcZloR08T/bYAAcqqpmngvdTse/1HM4jYeNd15a9MoaGFOr98jwjKpb03qpXiMUEizWtjsb31sv30fXk501DzLRv9VLx3DxPjYnVhYUFzM/PY2FhAfV6vSMcMRhtdu3ahf/4j//Ajh078FM/9VP48R//cWzcuHHQw1oRbrvtNnzpS1/CnXfeiauvvhp33XXXoiIqQRD05qtf/Sqe//zn4xnPeMagh7Ii/OM//mMImSOIoRUzvfCEjeYWqNGoCdMcVsa5G2xYchvqxdFQJy9Hh8Ox2Ihmj415Jqanp1EsFhOBwV6cRqOR7EzPosG+tx+rTMaek3q9jmq1ir1796Jer2N+fj4p0WzFA+waqzhWLpdRqVRQKpUSTwv3Z2LGhJZ9Zg+SzatQKCxKPmcvEwsbvn8sptgrpPfX80jxPdMwLRWSfA3PU89LEzMqMngsXtgdPysmeOx50KpoKuxUlHMOFc+bw/fsnlgImwqZEDSjz0033YS7774bN910Ex5//HH8/M//PDZs2DDoYS0Lt99+O3bt2oVWq4VPfepTuPzyy3H//fd3hNwGQbA0zj//fADAW97yFjz96U8f8GiWl/POOw+PPfbYoIcRHEZGUsz0ExYEdIoNM47tOIdEaTUsLx+H21bPgBfCw2E/HNqkHgL7vlAooFwuo1wuY35+Hvv27euofgYcEA7Wv5dLYp4cwxLLrRhAPp/Hww8/3GF0Wx6NnWd/LywsYHx8vKMwAYsKM8TtuI1JQ8hsrTlfiMPPNEFeRUc/Rre39hraZt+leWZUTHhChq/VH/bCsIfME9LeeHXtWIR5PyzENceK5wIc8AhacQa+Z8HqYN++fbj22mvRbDYxPz+PM844A8cff/ygh3XQ3Hzzzdi5cycuuugi3HXXXajX67juuuswNzc36KEFwarg/PPPx3Oe85xVJWYuuOAC/Omf/il++MMfDnoowWFkJMXMwcAGKht/hnkM7O9+xQwbq3y+vvH3xsN9tNsHSjUDSDwkjUajo4qZfea8FA1r0opd1n42u3+PG/PQ2KaOABID1/62EDQef7Va7RA0vHbcvq41ex5M0Hilkhm+P1qBS41wO1dFpYoY++0JEe+7NK+M14bdc09Me6WjVcxomJp63zwx462XJ+DYe2ZePy8sL1gd3HjjjXjkkUfwwAMP4NWvfjVOOukkjI+PD3pYS+KKK67Av//7v+OOO+7AnXfeid27d4fwDoIV4IYbbsAtt9yCpz71qYMeyiFz4YUX4g1veEPk0B2BjJSY4dAsIy3kxr5Tg5bfanObWpZXN8jUMLK0t9pqZGpeDsNhbOxBKhQKmJiYQDabRaVSSfIcOAyMq2dx+WDdhJLHVK1WEzFhHpzx8XFks9nEyG21WqhUKti3b19HmJe97W00Gh172jAsjjQpnT0wfC/YC6biSyu1pd1zTxh4zwB7KThRX8fEFcO8Yzw/FTA8LjuPP1v/dpxDEM1zxveS8ebC4zF4biZSLS/KxDDPOYzE1UW1WsXdd9+Nj370o7j77rvxile8As9//vNxwgknDHpoPdm5cyeuu+46vOlNb8I999yD+fn5QQ8pCFY1n/3sZ9Fut/GWt7xlpAXNpZdeirPPPhuPPvrooIcSDIChFTNq1OomlgAWiQsO6+Hd6tmo9t5y21twL/Gcw9A8MZOWN9PNGNdxmXFrnpFcLodSqbTIg2FGqcWKmydkbGysY++YVquFarWKVquFYrHYsWGi7Utj7Vn4F5dNtjLRa9euRSaTScTR7OwsGo0GyuUy6vV68rbX1szyYzS0yuZu3/Ea8D3hY2lrpeuvYkDP87wpHMrFuTqecFHviI2H2/fur83BhJ+OiddG82TseTRRzWLaE0523CvnbO1ZnhILUJ5PhJytPnbv3o0LL7wQ3/zmN/Hyl78cv/3bv42nPvWpQ1m+2f4bde655+Jd73pXxLsHwWHkvPPOQ7vdxlvf+lY85SlPGfRwlsyXv/xlvP71r4//bhzBDK2YAbp7P9J2o2dDTnNf0t7u82d9K94rtCfNmOV21TDWz2nXWGK8lW+en59HpVLpyF8x8aHeBBZzNla7ho1XDgEzj42VYi6VSonHhquocalm60urk5khbWFzLBJUkHqeBvW4eGvEQiNN0PCasFjghHi733yOtaMbgvIY08bXzZOkbaXl4rBQ05A6/pvH4vVTLBYBIMnHKpVKANBRjS5YvTQaDdx///344Ac/iB07duCv//qvcfLJJ2NsbGzQQ0uYm5vDo48+iv/5n//BW9/6ViwsLAx6SEFwxPG5z30OrVYLr33ta3H88cePhJfm8ssvR71ex+te9zrs2rVr0MMJBsjQipmlvCVW45iNZk+AqIFrcK6MemG8Y/x3WmUdNlA5MZ8FBRu2dqxQKCTzKJfLyT4s5XIZCwsLqFQqyZhtbxrzsvDmmPZ2nyuXmYeEQ9LsPBMz2hevI1dAsz5t00sAHaFSLLKsqhl7slg08j1UIeqtu51r/XhhY3YNf+95ZlTMpAlY65PbV4GmoYman6J96Ng80WQ/aeulcI7V3NwcZmdnsXfvXuzduxeNRiMRp71EY7B6+OpXv4pcLoezzjoLz3/+8zE5OZm8bBgUtVoNl19+Oa699lp84AMfCJEdBAPk/PPPx/nnn4+f//mfx7ve9S6ceuqpgx6Sy1VXXYVGo4FXvvKV2Ldv36CHEwwBQytmgM7QMQ5HMi+D53FhY1UTxj2jjQ3GtARuNnK97zQcjNuzMfHvtLmq8awCykKWyuUyZmdnk4TuWq2WiKlms5mEnRWLRbTb7STkzIxbXhsLXbPQtGq1mgiPVquFPXv2dHiD2LA2UWOeIzOMTCB44sBEENBZ6c3WgMfWy8jme6NeFe9epFUq02eAvSNeSI7nDenloWMBpELGq2CmXjyDc6G8Z9ITQOq56ib2g9XL7t27ccEFF+Cee+7B7//+7+N5z3setm7dijVr1gxkPI8++ii2b9+ON77xjbjrrrsizDEIhoRLLrkE7XYbf/Inf4KjjjpqaETN1772NbRaLZx55pnhwQ06GFoxY0KG9ydJEyX8tloNWjYwWfxwhSkOyzLM2ONQHxUaWnZZ2+Rz9Zhdo+FIKqbsuO0XYqFDExMTSZ5LtVrtCDlTD4gZy1bRyjbItNwME0K2H42dPzc3hz179nSUX/bKKBeLxcST5H3PoozXWavJcf6I3gtdE77fbNx7XgwdF5MWxsjte94ghUPDrECDChIvHI49M/x86jzZ2+MJRf5esVwZ++F7Exx5fPvb38b/+T//By972cvwwhe+EC95yUuwefPmwzqGhYUFnHvuubj++uvxgx/8IIRMEAwZl156KS699FL89E//NN7//vfjSU960sDGcu2116LdbuOnf/qnY5PcwGXZxcxKvu1NEyZ6zPNw9INeo8as9sNv8O2zluE9mDnqvKxP68tCztrtduKVMWFjG2ta5TPenNJEEVfTsnLQVijA2rJ8mWazmZxj87Ox2Diy2f2FCHRDSgAdffOPeWF4ft4Gk+ql0OdLc4W4/zQxo0UIluINSoPHzPlcLND0t+cJ5GdL0XA59SqlPTvdxqvtp30XrC7uu+8+/Pu//zu+8Y1v4O6778bv/d7vYePGjYet/3vuuQfve9/7Yi+IIBhyvvKVr+ANb3gD/vZv/xYAsGbNmsMibL71rW8l/0964Qtf2BGmHwTKsouZlRQyWvlKE9jVqLVzDM9z4oXmeF4Y71haCBIbltpH2tx0rF67Jh54TMViMQk1YwO42WyiUqmgWCyiWCwm4UUWDmbeFvt+bGwM9Xodjz32WOJZsP1IxsbGktAxy9UxMWNj4vLQGlJl5+t3ugZq3Hs5Sl5YmHopWMxYTg9/rwK1lwjuFUKm53rfqVcmLRyOx2Tfe+LL7qfB5/BY2+12x/4yFlKoc+X+gyODarWK733ve/jYxz6GXC6HX//1X8exxx57WPp+5JFH8MgjjxyWvoIgODSuuuoqXHXVVQCA5z3vefjQhz6EyclJnHzyycvWR7vdxo033ph8fu5zn7tsbQern6EMMzNjjEPL+vF2pAkabpPb5upewIHEdvNsGHYu54JYf/z2H9hfPcgTMnyNHffmzZjxbW1rZS1r2zwPFl5m5Zdt/uatMdFh5Xn5+k2bNmHXrl1otVqJ4Gm32yiXy8maZLNZTExMJHMuFAool8uLwqRUNLAQsTXU+8Jz5lAtL8xLxQyvk3pyrE0VO7q5qAohFT8shFko8z1RAa1hgixgeH1UWGilPnte+W/1gPF6crlqzi2zcE17loMAAHbs2IH3vve9uPHGG/Hud78bW7ZsWfFqZ9u3b4/QsiAYQb75zW/itNNOwzOf+Uyce+65APZXyzzppJOW1E673cYtt9zScey0005btnEGRxYjYdEsJWys29tm9ZqwsPFyHdL61mNspNr1vHu9Fy7lte0Z7ZwTodfxtSxQNLSLjXZvD5eZmRnMzMxg586dKJfLmJiYQCaTSTasU2+CtcHhZ7pGfJ7O1Qtn8rxTKgD1t/5taPiansN7B6kA1nH26qvX82YeJ/XGeP1pWya2vTwZzS3SdkzcWT7T1NQUJicnk7yoqBoVGM1mE7t27cKFF16IH/zgB3j729+OH/3RH8WmTZuWdU8a+zf3wAMP4A1veMOi/xYFQTA63HjjjXja054GADjppJNwySWXoFgs4glPeIJ7fqvVwh133JF8bjabyfVBcKisiJhZrrwZNjiXAzYe2WjmZHkrS6znq4Gsb+FtjGZk8saWnmfJe7Ou4UEeaQngnsAyIWXelUwm0+GNsjf4a9aswYYNG3D77bejXC5jZmYG8/PzKJVKaDabifFsoWVmhJRKJTdhnz0l5r3Q/CKeY1oooHfv7O9eb3U1HC3NcNL1M+OtW+6T11aa6GHxwZ4mFpppgtnWjvOC0goFsNeR265Wq1hYWMCePXuwd+9e7NmzB81ms2PfoCAA9v938MYbb8RrXvMavOxlL8M73vEOPPGJT0xeWBwKrVYLd955J+bn5/G7v/u7mJ2dXaZRB0EwaO688048+clPxnHHHYevfe1rOO6445Lvms0m7rnnHszPz+PpT3/6AEcZrGZWRMwsh5Fk3g3e90Tb7qeftCR6M/o45IyNRS/vI83I1s9sENtvDRFj49na5zfx3qadHGrE39nbfyuRbBXgLD+CiwDoPi/202w2Ua1Wk1CkarWKUqmEVquVhKZxCBiw3zPjCQvPo+R5pzyRkeaB8jws3J/+8H32ngEeG99zTyh4Hhs77nmZ+J54yf69PEd8nuf10vA2HTM/19aOPQO6mWoQKHNzc/j85z+PG2+8ER/72Mdw6qmnYnp6GplMZknhZ/YMVqtV7N69G6985Svx3e9+dwVHHgTBINm+fTt+/Md/HNdcc01ybPfu3XjGM54xuEEFRwSHNczsYL0snmfDC9Fho9EznD3PBXDgLbwa0ha6ZbkojUYjtR1+g27XNBqNjtwVz4PB16QlpXMSvYkRFjtqoJoIzOVyiTix86wYgPXVarWwb98+1Go17Ny5E/l8HuPj48kczLuSze6vWGYV0oDFlcp4DjzHtLe6mUxmUR4SixvOgTHRpx4TXkP1ruiap33Pa2x4SfcswDzRy33ZmG0jUV4fb63s+ePnUueblmfFY9dNNW2MngctCLpxzz334Fd+5Vdw9tln4wlPeALGx8dx5plnJt+PjY25YWgmtiuVCh555BF89atfxe233x5CJgiOAB544AEcf/zxgx5GcIRxWMXMoQgZ9lhweI4nWLr14xm3KmwsLEqTuzWsi9vxKmVxNSo2ejWsqtt4Wbhwm+rt8LwMdj57Z8bHx5HJ7A83W1hYQKvVQqVSwdjYGDZt2oTHH38cmzZtQiaTwQMPPADgQGnjNKHA3gMvJ6fbvfBEKc9VvRTah4rYpcKijufAuS7q8eHjdj2vi3qjdF7sYfOEt86Nx9ltDvz8sXDLZrMolUpJ/kwQ9Mtjjz2Gd77znQCA6elp3HnnnQD2h5i+/OUvx5YtW9zrHnjgAVxwwQXYvn07zjnnnMM23iAIguDIY6gLAGhyPntQGM+o7oa+tTaxwdWeAHSEnnHeiNeHJvqr4c/GMhuv3ny8dbDr1BOlbbCosbGamMnn84knhL08a9euRblcxpYtW/DDH/4Qa9aswbp16/DYY48lYzAxo5XQeB09z5sa63zc82pwO+qZUcNePSZLuffcDhv/wOKqcRqGxt4kDQcE0OG58cal9fI1bE3FU69nRJ8tHYuVZq5Wq6hWq8nzEJ6aYCns3bsXf/3Xfw1gv9f2uuuuczfbbLfbePDBB/GFL3zhcA8xCIIgOAIZajEDdO4l4+WSqKHpeSXYmDbjkEsqZzL7E/bNyDRjlPMP+C23weFAnODO59ieLhaiZnPi67u9fVfDVAWDiTwbp42dczUMCzuzY5YTMzU1BQDJd2NjYxgbG0O5XEalUknCzXSM6nXQuXvn6Heam8ICg8Wk9tuPgNHv2LOja+6Fx1lJahuD3X8WI7pBJnCgiIQXXpcWdseeHrvH+tzw3L0xe7lB9nyYUNe19Narl7gOgnq9josvvnjQwwiCIAiCwy9mlpo3o2FmXkK5F/pl1zKel0AFEZ/noYalHku7RpPLNbzMG5fOox8jk9fJy9Xh78ywtQ0Vd+/enZxnlcs0F6jfcVgb3fBCrPpZS9sHSMUan+MdY08V981ChJ8lLjqh1dHS4Ha6CTsWqNyvVcEz1MuTNl9+Rvh5NiE6OTmJqampJCHbNj9NW7MQNEEQBEEQjAKHXcwcbGgLh5zZG3szbL32PcHgoR4ao9sbbEP7TgsH4nGyp0f78AxVTgC3a9Sw9ubIBjt7jHh97Ps9e/bg/vvvx86dO9Fut7F7924UCgXMzs6i2WyiVCqhUCikegJ4Pml7y6SRz+c7wrrSkvO1sIN6ZjyRyfD5GrKmOUd2L1jM6P5Bhnrq2u12Es7nVS3jYxreZv2YF6XXdZqno/Not9tYWFjAwsIC5ubmktLMVhziYP8tBkEQBEEQDAuHLGaW6mk52D74b02WThMdaWE13ni9N+lp+4mkiZFu4Ttq2JuHQMOKvHHpZ21LE8k1wZzD0PQ6M2rr9TrGxsYwMTEBYH/i79zcHDKZDIrF4iKvkRr2vTZxTFsXDtNKEz+8frYeXtgZf/bWkT0s6hnhe8oCiq9lgaz3lEPYuJR1o9FY1LaOW4+rKNH8GxYzPCYVeSzcOOfMW6PwxARBEARBMIocsphZKSFjRprtmeIZYWagWXI7lyTWSmKc+8Bvsc0rwKFXhia1Wz+cv9PL+NYwIp6fGruco6Hz1rXR0DM+poUKPA8Bj6XZbGJ2dhZr165FvV5HvV5HJpPBunXrkrCnRqOxqKgACwsOdWLRod4uDpuyvlVA8NpqiBXnBemacz8KPwO8ppbM73nI2ANo/aow4bXkqm/2nFhIHHsWeQ3ts7cXkc5Pj3NImobqcX9erpVHCJogCIIgCEaNFQ8zOxTPjZcv420meTDwm2s9zv1rX2r46pt2FkBq1HuGvXodvLf+aWvjwcUIenlGeNw2lmKxmGxUau3x3LzxcX6OV5rZ80B4f7MHRL/jtfXWk+fZzTOTJhIUTyR687dxmSgFkHhMuA8WQ5rXxO3rXHQN08bJ/y68nJmJiQmMj48nlc00NycIgiAIgmAUWXExc6ieGxYxGjZ2qEJG8xC8NtPEhnc+54x44sUL7dH21fOR5pnh395Yuf9ewsj6M6O3UChgYWFhUW4F597w3NPuixrWKkzSRByHQ3liph8h432f5i3qtb42Pw1x80Qdt6HfqRjX/rwx9bpvafO0Z7Reryd5M/Pz85idnUWr1UrygYIgCIIgCEaZw2LReLka+gZezwcWG2aa/K8hS3athY9xP/oGG+gUGJynwGMAOsvvcsEA9X5o2Jl+5rlo24bNzUKWGA5X4rf7fC1fl+bFUG+Rfs/CUc/jcWt1MMXzrpg4ShMyKhatHRYTOj8Nu1Px5a2B9zzwdyx+2Nula27PWi9PGI+J8TxaPGb9N6Jrw+uja2Zhl+w1ShPIQRAEQRAEo8hhETO93qJ7WI6D5ZEAnR4ANvK0Hc9ABfzcDs949gxjFQ/q2VEvj2eEem/yTRR0q5LF8zLhoMUDeEycp6F4woT704px3a5TIx84sK+OeiZ0/hpaxv14osHrnwWJztU8SJ7xb+1599z+5nHaj1Ua80gbH+f+sBjuhefl6ib20uZQLBYBAOPj45iamkK7vb8Ut5ZmDoIgCIIgGEWGPtbEEwCca3KosMGbFu7Ty3uk59v3aYa0XcehV96bde8aNWg1fCmtvX5hIaKiT4WHjV83oVSPiM5TfzxPg66Bd7/V82OkefyUftbYE19pz1+vPj2R7Hnv+Nx+5uB5fez6RqOBSqWCSqWShJv1ypfpd/2CIAiCIAgGzVCLGQ0vYgPQ81wYnjGWZqB1E0VeuBK3p+d5xre+iefrNCldjVrP4+S9nVcvTVpIU7+o98ETUTpWDmPSUD4WAlxpjoWp9qPiMi3Mq5s3xPNiKNw3h5dp2JgnbtIEI7elwrCbB5DFEpPmQfLmb+eYqPQ8X/2uSRAEQRAEwbAzlGJGja1sNpuUujU4kdpyFtiA45wONu7MYLRruU/OAfH68YxGHi/nuOhbcg7f4r5tXJofk7Yu3t82Vw4N8wxZ4EApZB0/f8/faeJ7LpdLcjB0I0nNI9LcIC6DbN/1s88Mr6E3N8tbsbmoEOHx87yAAwLRxp7NZlGv1zvO4fuXze6vEGbX2ppzn174IY+9Vqsl11givuetYTGk3i/+W0svq/hpNBpoNpuJl0af1SAIgiAIglFlKMVMGp6h64WH9Us3b43RrYKWd363v82A1RAsfuPfD2bcem/s1dOjbfYbfqZjSguL8s71vjsY+rnO8zJ0C//qlsvD53sJ/b2eFR5PN++H55HjkME0b91SsDbK5TJyuRzWrFmDtWvXIpvNolqtYmFh4aDaDYIgCIIgGCZGSswo/MZ8KYKGPS9sONrb6m7GsKKGr6Hldb1cEu6fPSDd+koLn/LezHuGOou/XuIs7fpuokXHtVRjXA385YK9JmlCzeCKa/Y9/6Rt4mpomJ03Fl3XtP157LlZ6lxN8Fpp5tnZWezZswd79uzp8M4FQRAEQRCMMkMpZjg53Ax93ohQvTEmanSzQn3TzW+/+RwORQLSvQleLomiuRI8Jx5jmtemG3aO7uxu/fJvDxU8XkJ6N68On5vmAfK8HDoH7tsL0+omwNL6YKHYzfuSllfUy1vDY1ExnIaKS+8aDhOzz/oceJ5Bby5ev2niM+14EARBEATBKDGUYiaTyXSUZbbPwGJvjH3nJX7zm+1uidVphrR6XCxnQjc+1D1ZAHTkcFheBPehe6VwX1oti+dmc2HvgLWZZryyCNN2dVxpgorf9ncz9r2KWjo+/s4EngoSHpf3t/bN/WqeU7f8kLR21cvE+xvx39qGtmNr75VmtlyftNAyT3h7BTHS4FysYrGIUqmEcrmMer2e5AUFQRAEQRCMMismZpbjzS8b193aM6OQhYPnoej2ptrrW0URV+Kyc9JydrwwJG6PDWz1TPQaF3uTVPh4b+W9N/r82fut89A5GGlhVAoXY7DPZtineZO6eUA8AWltqTjrZ13Twv/SPHn8PY+FxUua4NP1488m7NLO9+bbDUv8t2IFVgwgCIIgCIJgNbBiYmY5QljY89JNyPBGknycx8FGaS8Dl41VrZplXqBeSd7ecc7Jsb+9KljNZtOdi46vW/4HV99Ka4Pb6hf1oPB6KCr8stksGo1G38Z4N4Fh3/d7H3vhhbHp/VWh5HnDuKKcerrS8mxMgHO7hlYx8+aY9p2GVTabzUXPVhAEQRAEwSgzlGFmrVYLjUYjKQGcz+eRz+eTxGUWOM1mMyl1WyqVOs7vtl+IlQm2DQRVFHESuP2USqXkOw3zqtfryOVyHYLFSu9ayBznRtj4PLgMNYfVMZ7Ra8cBLPJosdhTMWFjBw6UblYRZ8JIiySwgW5zVrHIRrXdI14LFqss0Hrl9XD/dq3mzpjx7nmTPHHCZabtuAmUXC6XKpgbjUaHGGVPnrXriSoTMhoaZ9d4otwrYJHmAeJNMy28jJ/vIAiCIAiCUWYoxQyw2JOiJZLZQObcGvXEeF6DXmE8fFy9NJa3oHt7eL/TDM1eHgP1OHjnenunsLeI10nbsnP7XQ/1UJiw0fZ7eUl4furxYMGk7aR5YtI8Y93Em9eOonk9+lzpeTwO9epw0YduIXu8ll7/vUgTM+Pj4ygUCpiZmcHatWuRy+WiNHMQBEEQBKuGoRUzwAHvBr/tZyFjb7u98DHd+NLerCv97vPCggY44E3Q3BSv/LKOg+fUS2yleSH07T2/+WfDWEO9es2Lj6lIMRHHwrIbntDgTTntHukmkeYJUcGo3qk0zxbfUw770nGpYPbGn8lkEq8ar4X9zffQPuuzpvc4rYKa/fbC67S/fmg2m6hUKpibm8PevXuxZ88e7N27N0ozB0EQBEGwalgRMdOvodvLuGajVEsac2UxNnpZYFh7+lmNQ76uFypoLA+BK3LZ/Ow3iw0ORUtrP61Pzc/gXAjv2l4eFmtDhZwn7vrxDuh5GjrFXi2vqpfOtVsBAPWWdBNgnleoH8+UneflHakXhSvmqVD1+tKx85zShE2ah8j7zHPSNej3XgZBEARBEAw7yy5m+hEyQHeDynIzLHzMPrNxa4LAqjRZnoIayWliRttUQ5/PV0OVRYuFEdk1Jro8DwSHw9m1uiY8L7veKyvdTQh6uRbqxfK8RppfpO3aHLwQM1sjXgsVlK1WK8lV4rX1RIiKBP47bWzaL9/jbuFo3J+2x8JLy4PzeZorldaXl2/F36d5X3qF86W1l8/nUSwWUSgUUCgUUCwWk7yZIAiCIAiCUWfZxcxyvfVV406NTMMznhk2PM0wTfN09DLkvXl6QkP77zcsyGtfRYOOhUVWtzFzGWduh4sq2HEVDGlFFNQj4o1Zw6tYSLLXg0WLtcF7DHneIm+uul6KF8Llhe/xuXo+r5PXtje+tPF0O87r04+Y9eCQxm7/joIgCIIgCEaRoc6ZAfycDv7ODEjz0Cgc6sM/7Klgo7HfMXHegybjH4x40faVbvk1XCktLSyKRZxdx6JEc4f6ETOe4ORxqcBhjwOLGL1eBZB557LZzs1CvfHqd57Q9ASRCj27jp8LHb8Jsm7ouqbl/fTyHB2sCLFqf1YdMPaZCYIgCIJgNTF0YoYNdguNMSOOQ7Q4J8XO5fAnzQUxAWOlmNkzARwwOtkLwHu18PkaUsSCSo1gGwuXPOa+OAzN2lOvkQk1z1BnUWCbI6qo8kLL2LNkYkbzPHh+3TwwaUKQ15JD9dRro/eOyWazi8pYcwgeizT+zXPVdfBCyrgIAa8vn6siwMtfUlHnFUxQcd5NqGjoI98Lvcee6OcwTN5Acynivd/Q0SAIgiAIgsPNsomZXqE9SzGGvHwJwPeC6HH7jo1Tvt6MQC0aoIa25bcwbECqsc/jBjpzetLe3qug8Obljd3znqinJQ02qK2/pbz19wSRChw+xuJCvRA8f72eUSNehYqXn+Otg+eR8c7v5l1L86Ck9aVteXPQa3qNvV/PXyaTwdjYGAqFAqanpzEzM4NsNotqtYr5+fm+2tC+gyAIgiAIhollEzPdDJ6DNYb0TbkXysRVzTxDOw0r2cteCe/tPwsazxBNC39jj0k/xqd6kDyDV70k/Lndbnd4etTroGuiRjyHmqXNN23uaWLEkv11vNpWWvs8Pi/fh+fBzwGLHw9PfHrfqTdF14R/0kLO1IvijV3P9zw+OkYVSGnzNOEyOzuLffv2Yd++fRFmFgRBEATBquGgxMzhCDvxPC9peRW6iaO3mzqAZJd2zWPo9iZe8Qx6b0yeyNGQoDSvgoZu6XpbnypSuHpX2o7z3J59z3uxeGKGQ7g0h0TXgH/rOvP13L+XS9MtVE6rqXF5bg75Y1Gp96DX33ofeLxe2J2NwxNKvUSVd8wTOp7HqZ9/hzrOIAiCIAiC1cJBiZmVNIj4LbeVkLVjbAxzbooJGK1Wpt4cS37mcsoqktibwTk6doyNbd7dnceiYVEMbxTp5S5w/946e5XG9G/2VLC4UzxjXkPAWIR4YX8A3HA8zTMyI5y9NXauemP0Xmr4HrdtRQE8EcbrkiYS7LxarbZIUKlgVOGqzwPPU8fh3UsWS5wHxMfTvEPaTprnywRut7LSHofjhUWiO99IAACq3UlEQVQQBEEQBMGhsqwFAJbDAGJjy/bIGB8fR6lU6jDKNdnf8IxVNkq5Dz7fM0B7zbNXToYKj27Coh+69ed5LNLe7nvXp4VIaduekPK8Fuo9ShsntwF0ijhP6OhYu+Ukpc2bx6LiQ+fuPUu98NphwadhXmlCh7/vdd/0mK6hPhtpfXUbUxAEQRAEwbCxrGJmOQwgM7qazSaq1SoqlQqq1WpHVTM7D+h8Q+6JmzRDl8XMUqs7MWrgssfIPErsGeJwH08gdCMtt8XGYTkjXEVM3/KzuPDEjvbHniv1YHGYmbcmXsUu/dGcIv6OP7OQYcHDFeR43NqOF0rIbbOnx8ud8goZpJEmipb676PX/emHbDaLer2Oxx57LDUXazn6CYIgCIIgGARDV5oZ2G9czc7O4vbbb8e2bduwdu1alMtlFIvFDqPd2wtESxOrx0VDiYADBjJvIGl9pCX4228NJ7Nr+cfOs/1ggM4y0553iI/beD0Pk7Vl7XEiPK+Hna8eBzX4WVxY2JSKD+3f8wTYmFl8dfOypAmNbtd183SpoPDulX6v16blxmhVtlwulzw7aYUA0sSUNwZvLIxX0MHz3GSzWVQqFdx888244oorMD8/31GxT6/rRoSdBUEQBEEwjAydmDGjr1qt4p577sFNN92EmZkZlMtl5HK5xEOjhp/nHfHe+HMYlNc3G6Vphn+aEQkcSMK3vz3D2L7TamReP574UtgD5F3rCQb9W704Ju7SRIGum33vjVPXQcPEPCNZjWfr29tHp9u6pHmJvPHz9zonb225Hc1X8dpOexb4u34Eg3ePvfHX63Xcdttt+OxnP4sbbrihIy+Ix9aPoAkhEwRBEATBMDJ0YgY4ICr27duHW265BevXr8f69etRLpe7ihGg04PheR2MbsYZb65pbXoeGGuXYeM3rSyzhkp5ifraFwsWa0MN+jTPCX/2PFUcpsd92nFPKDGakM/9abvqGVC0MlmaIOH59RIjasB3yxFJExg8hjSRp969bqQ9T93OT/tb74uN4YEHHsBFF12Eb3zjG6jVaj09OkEQBEEQBKPG0IqZVquFWq2GRx55BN/61rcwPT2N5z3veVi/fn2HYGCjF+jcyZ0FA4uFfgw4M1it1HHaG3lGSxVb+JHBhjqHsXlCgOcHdCaSs5BJS7C3/rQyFxvPWhJZ99RRkeMJLB6r4hna3ncqPNLETDfSQrjY65R2Lp/P1/B3aWKOK9jZ537ox9PheXq6tceCaseOHfj85z+Pyy67DHv27FlSW0EQBEEQBKPCUIoZDUvasWMHrr76apTLZfz4j/84pqenAQD1en2Rh4KNfRY7rVYryVnp9tbeMMPQ2zvEDNh8Pu+GsnFOD/fVaDTccem+OGneHA0vMg9Ws9lEo9FwPTcq+PL5fEdfJljUo2XzU08TG8Nc7pfHrIUCuH8WiTZ/84Lp3NXw9r73PBzeGrFHz8s74nZtPyJeS5uXltRmcapCJ80LxkKSf9KEhnrUdE2YVquFubk5fOtb38LXvvY1zM3NLWq/nxA9nYPXVxAEQRAEwaAZOjHjvYVvNBq45557cN1112HDhg0olUqYmppCoVBIDFX1UOgmitY2G7O9DGdrhw1Y74090Fmm2Npmj46JGb1ODU012HW/Ef7RZH+DDV/1HKjgYSHDfXohXtxXv94CHRMfZ8GR9p231mnn8/hZjKZ5Vvox6D3x6c3Jm/NSz+klaOxa79+IjWt+fh7f+ta38IUvfAH33ntvxzMXBEEQBEGw2hg6MeORyWRQr9fx/e9/HxMTE8hms3jyk5+MmZmZxDuiJXrNmDXMGGTPA7+xT4PFjF6vmzpymJaXh2JjVQNc37rzb81B8YxjEygsqNK8T4wKLmvLRIt6HFQIeiFu9p23pmlhYyoI+Xw+xxMh3e4fe5PShFA/47Q8mWFBRaLd40ajgVtvvRWXXXYZvvOd72Dfvn2L8nuCIAiCIAhWEyMhZoD9Btzc3BxuuukmFAoFZLNZPOlJT8LU1BTy+XxihHshORYyBRzw2KQZ4nY+G8m8s7uGH+lGnt7beztuosPa94SK9waexZMa8ixgWEx5YsYL0VIBwfk+HJqlYVzaTtpaar9eZTOdJ7fDgjFtjViUaX/cPl/rzT3NY6Prp/0xaePw1sb73gsJ4zX3PHfZbBa1Wg233norLrroInzzm9/E3r17O/Y16jesrBvecxQEQRAEQTBIRkrMAMC+fftw8803Y3x8HGNjYzj++OMxOTmJYrHY8QadDUAtCuAZompQ6xt/DU1LCw8zQ9fEFbC4bK/uj2Nv1VnkqAfDC5vTcfPnNIOcczasf87lYS+Jt4eLbipp8/E8Hp4HQYWMF77niS5PfHpr43ml1GPHc/HG7d1rfZZUkHYz9FWw6b30hBYf1/X0BO8DDzyAL3zhC7jyyivx6KOPJl7HbtXtgiAIgiAIRp2RETPAAePu8ccfx3e+8x2sW7cuKdms3hl9s61GoRdi1E84DntIvGpk3lt5FhBqTNv3XtUwFVfqcdBx9frMQs6rQNZLANkxW0utluatlV7TrT/vmDd/9QypkPOElLaZ5ungY9pGNzHgPXM8Vk/M9UOaR4zbeOyxx/Df//3fuOaaa7Bnz56O8YaACYIgCIJgNTNSYgbYb9Q1m0089NBDuOGGG7B582aMjY0loWdqqHsegLQ33fqW3kMrlAHo2PVd3+6bt8iElo2Pr0/blJHHz+NLM7Ktbc+I5bwfXhM1uhnPM6FiRnNurC1v/NpWP4Y9l6jWMWoVuDSRpth5nueJz/HW4nDDzwsfA/bPf+/evbjyyitx4YUX4t577+3YGygIgiAIgmC1M3JixrAKZ1//+tcxOTmJ0047DYVCAfl8vqMEs/1wYruF4Gh4F1/j5WpYqWIOX7I2LScHQMd3amSrKPAqpNlvFTbe3ywWvD1OVAhp2JHnxfBCrwB0GP9ecQUvgZ83yeTCAty2FmJI88ZouB6Pv1dpZB2XJ7I0TE2vZfHJ7et6pvWv8+GQSL7eWwv+vlAoIJPJoFKp4MYbb8Tll1+Oe++9N9kYk0MB7R4EQRAEQRCsRkZSzJihNz8/j1tvvRXr1q3D1q1b8YQnPAHlchm5XA71en1RhTPbAFNLDHOlMr2G0XwRoNNYZCOZDfhcLpe8KWchZG3aGNSI9jw+bNSrQd/NI6FGumc423G+xubseYe8/tLa0tLOer7OQw14z/vDAsYTFjo3XXs9V8fM4+Pfuv7cjubheOic08pdp3nLTJDfdtttuPDCC3HjjTeiXq8v6jvCzIIgCIIgWO2MpJgx2u029u7di+985zvYuHEjpqenMTU11bEhI5fU9RLrrR1g8Z4y9h2LGBYdbDzaNZ6xzwa3vt1PC3tTI9wz5vl32s7zad4OE0vd0CpmuVxuUYliT0jouHmN0s7lNfbWzhMt/Qi4tONpXptu13lt8D3rF7uWhax+302k1et1bN++HRdffDGuvfZaPPzww8n96WfsQRAEQRAEq4WRFjNm7P3whz/E1772NUxNTaFYLOLoo4/G2NgY6vX6ojf7nAAPdOa7sJjxKk6pB0Xf6Gt4WZq3gAUFexi8N+ndjHnPIO8WWuWNn43yNG8IC4s0r1WasFCvTq/QLG6rHy9Q2prwOd7adBMf/YaRcf/eud1Iq6hn/esY+Jl9+OGHceWVV+Laa6/F7OwsSqVSh8hcLm9MeHWCIAiCIBh2RlrMAAdyD+6//35ceeWVKJfLeNGLXoRjjz02ESrdksjZ0GYBw3k1wP69ZrT6mLajfbEosrF2M9S9kCMeAxu4asCnVRzTeaqnplvIlWfUe56ItHwVTwzpJo46Zk8UaJEBXmsdi4cnXrp5Z9JEYlrYVxr9XKPPDdC57jZ3y/nas2cPrrrqKnzhC1/A9u3bExHjhZj1QwiWIAiCIAhGmZEXM8CBimH33HMPrrzySkxPT6NUKmH9+vWYmJhAq9VCvV7vEDRa9YsN+3a7neTXsJHNeS8sZnTflW4elLScCi0pzajBy4nj6j3yBAGPTUOj0kSP/s3ne+32E27leZn4PniCRufWzRuS1mfaMR5zmidLPVf9CJpenh+gc4NVFXz8mwX0/Pw8vv71r+OSSy7BD37wA1QqlRAjQRAEQRAc0awKMWMGXaVSwfe//31cdtllKBaLeP7zn49SqZSE7ahBzNfqm34NNWMxo0at5uKk7RkD+AnlK40Khm4Gedp4eJ2879R7Y5/Z0+QZ/Z43Qj1Q3vqljTFtbv2sc9p5nicp7Rz24PVDt7llMpmkSl69XsfNN9+Miy66CN/73vdQqVT67iMIgiAIgmC1sirEjNFutzE/P4/vfe97WLNmDTZu3Ih2u42ZmRmUy+UOo5uLBHQz0O173iPGC7sywaSJ7N6eN15f2h7/7V3viYO0t/ReSFsa3YRImuDhUDX18rBXgz+nhYil5ZHw37we3XJ40ubWzXOVdm0/x/u5v0q3TUd5H5977rkHl1xyCb797W9jdna2ax/hrQmCIAiC4EhhVYgZzQPZu3cvvvnNb2Ljxo2YmZlBqVRCLpdDsVhMrikUCgCQlHA2NHnfDGZ7Q95oNBadb31zyJAaqVryWT0S/Ddfy8LCy79ptzvze7SYAHs2NMRL+9A9aHivHevfcjfsHIU9K4oKQ+5H14XxwuBsvb2cH/te10LDyrp5Ynp5eNS7x/vpdBOcij4nOtd6vY5du3bhk5/8JL70pS/h0Ucf7fA06ryXSj/hgUEQBEEQBMPKqhAzHnv27ME111yDk08+GWvXrkWpVEI+n18UKqb5Ll4lMjaaM5lMR+Uo9Ryod8aOZzL7k7jz+fwiL4cXjqbeGh0rj62bt8UTVyqk0iphsfBhz5Q3d+0zLbeGRaGtifZrdKsKZ+1p7pMnClbCYO/lQerHA9TtbwDI5/OoVqu49tprcc011+CRRx5Jzjsc4YlBEARBEATDzqoUM2ZM7tixAxdffDGOPvpoPO1pT8PY2FjyPYsTTezXt/ZsmDabzcT499742yaZ7L1QMcPiSEPStD/1puhx3QDUCxNjr43Xn4baeWFpnlen1/prezxfrtK1VMOcvTnqeUoLqfM8NF673GY3gaTXaF+6XxGj7aXd2/n5eVx99dX45Cc/iQceeADFYnGReA2PShAEQRAERzKrUsyYIVmr1fD9738fn/vc5zA2NoZnPvOZKBQKSaWyRqOBXC6XGNQqKNQQ5T1qNIzLrmHvjMEiCVi8GWXabz6fq19pLko3L0Q3w7dbmJX3nfeZhaHXh2LtWs5SWpgZG/jevUhbNx6X52XSv9PmzcJGBSOPi+ek8+RxpXm89Px2u418Po9ms4mbbroJ5513XlKC2caiXp9+BE2IniAIgiAIViOrUswY7fb+ggDf/va3sWHDBmzbtg3HHnssCoUCWq1WR4ljLw9Bc1hqtVpqHob1Z6gQMYOYQ7Z4w84049Qz2r1ckV7rwL9ZhHC76hlSg72bQcznaRiezs360r18VGykrQ2P3xNzXvlrL6xQ206bE8P3vh/vkJGWR+QJoWazidtvvx2f+9zncNdddwHYn+PVbreT8LyVCJ0LgiAIgiAYNZZdzHQL4zkcqGek1Wrh8ccfx1VXXYWjjjoKr3nNa7Bp0yYUCgUUi0U0m83UMC2di2cI87G0wgA8Hv3b2uHrdQz8t3pmuq2DepH0u37uU5rAWAqa8K/H08K4tCCBFzq2FHqFl/W7JtyeisKDGY95Y+w+PfDAA/jUpz6F//qv/8LevXs71sxCInnch4NB/7sOgiAIgiDwWHYxMwwGjxnJ5n1ptVp45JFHcOGFF2Lt2rX42Z/9WaxZswalUinVw8KGJodGscelHzEDdHo92ID3cmR4DPrZ81RY+56xqZ4mb2w8X/UoqJHuiZl+PDbdBCL3lyaWuh3vBc8pbZw2B7u//YbKWbv9eHvSQtHMQ2XerH379uGSSy7B17/+dVQqldQ1P9wMw7/rIAiCIAgCZVWGmWmuhRn1Dz74ID72sY8hn8/jx37sx3D00UcD2P+2u1AodIRw2Ztya0/LLrOw8fI6rAgAh5YBi/NlNMxKw6HUk2Hfa7t8rl1v47Vy0p7nYamGMc+Zw8lsPbz8Ge3DK6es8/BCz3g9+80TYa9XmkHO485k9ler6+VxSZubHVNPVFo7lr9VrVZRqVTw+c9/Hp/61Kdw//33JwJrKaFxQRAEQRAERxKrUswYXgjTD3/4Q/zbv/0bjjrqKNTrdaxfvx6lUikxlFVgAFiUG8F/c+gXG6wcvmbn82/7Oy0vRXNk9JjOU/vxUNHQLyairGBCNw4ml4OrqXWrbraSRryJM80j8say1FC0bt9Vq1VkMhlMTk7izjvvxKWXXop9+/ZhYmIi8diEeAmCIAiCIPBZumXbB8NofLXb+zcgnJ+fx7333otzzz0Xu3fvxp49ezA/P4+FhQXUarXEoOUfFized/pj4W32o/vU2Hi89lgYeSFpzDCH/nBejv4o5unqtucMsLiEdD9jWCppIXx6bCk5R17Cvokn8wDecccdeMc73oGbb74Ze/bswcLCwqINXYMgCIIgCIJOVkTMDJuRzQLDNiK8/vrrccEFF2B2dhbVahULCwuoVCqJAclvxT2xYj/NZhONRgONRqPjGg0VY1HD7aSFKfFxz/PSzaD28mu0XDS36yXW8w97TbrlrnjhXyzGulX0Ui9V2lr0EjPd8nG6kc/nF+3D08sD1m0saSKO73s+n0e9XseDDz6I//t//y/+93//tyN0T/vqN7zOuzYIgiAIgmA1cljDzLwk6MMBG9Rm2DWbTVx55ZU49dRT8dKXvhTNZhPVajUJc6pUKshmsygWix2llQF0/DYRA+wvn8v9mbDhDRTZsNe39VyBzYRRt1wST+So4atCwkr7cv5NWiiVGfhaQtn60f5VEHk5J2kbg+o6pHlEFM0t4twa+9xPOzwPPc9b67QNMfl8O0/FXrVaTfY7mp2dxWc/+1n87//+LwC4uVhBEARBEASBz2EVM8PgsTEjs9FoYPfu3fjc5z6HrVu34gUveEFifNZqNeTz+Y6CAIyKDzPkNYncvrMfEydpxjBfY0aw5t2oUOHxeGNM+9wP3bxH/dBvKFY/41Dhw8eXkqS/XKFnS50bPzPFYhG5XA779u3DRRddhM9//vOYn58fin8fQRAEQRAEo8SqLgCQRiazv8xyo9HA3XffjY997GPYsmULnva0p6FeryehZiZA7BrPy8DiIs3rwKKAvTLdRIgZ6eoN4WIE3nV6jI39pRQK0HnwXLy/+Vr7rBuMLgUVIr0EjTdG+/5g94FJGxPnM6XNi7/jMWazWYyPj6NareLqq6/GJz/5SczOznZ4wLivQxlnEARBEATBaueIFDNGJrO/bPHNN9+Mv//7v8e73/1uHH/88SiXy9i9e3dSvctESr1eB4AkaZu9Fq1WC/V6PTlunh3zrrA4MUGSVrnLzu1WyYqNafWesPDScDYWON28C57Xwwxu64N/83V2XPM8VIx4OTxeuJx9Z96sNJGU5sni/CWD74mGk6WFpXk5NN794fO971utFm677TZ87GMfww9/+EPs27cvEdg87iAIgiAIgqA7K1IAoBuDMtLSjM56vY7Z2Vlce+21eO9734t9+/ah1WqhXC4ne8/U63VUKpVF7XnekTRRYZ/tPE9gmDDhH27HPEUqXtLEQrfci37uQ5rQ6ZVUr/MBDuy7kybe9DeLEPtt4o+rvGl/3li9JPw0D0i3OR9MWBlXaTMhtmPHDrzzne/EXXfdlYQeqpA73IR4CoIgCIJgFDnsnplB5QWk9Wvej2q1iosvvhjHHXccfu/3fg+FQiERDVatLJ/fv1xpIWDWjyb4qwclzQPA1c4AdHiF1KvDgihtHxxNPtd16GU8c0ECvqZbKByPib1WnqcnTYDohqC694ttaqnz8NZUx8jrwudygQYdV5oQ7BUqyAKoWCwC2O/de9/73oebbroJ+/btA3DA0zdIQRH5OkEQBEEQjCKHLGbUQB018vl88ua8Xq/jve99L8rlMl784hcn3gDLjdm9e3dyDc+ZjXX1Htj3uocMh6GpYW7n6e7vGnalQiUtV4SFhAkyxkvy5zGa4LM8Iy18oGJGvTIm7tI8WWniwcaqQoPXzVsTbUvXSqvEWficjdP73hNP/397bx4s2V2e97+935m5mhmNZkajGY02IkQhUgXGiYEkEEQIBgMJODGVVAy2YopQZQc7xokh5TgFLsoLcaGKZOJExionYIJxBbMUMbhAcUAEAonMIkNAC2gfaTTSbLeX092/P/R7zzz99Ps95/Rdu+99PlW3bt+zfLfTI73PeZcvht3xevp4UJA1m0370Ic+ZJ/73OfykMWUUJKnRAghhBCinNq4otW0vLy80WMRC8yii1pRnU6nYydPnqx0bSRihRA7j9TLn4hOp2P9fn+DRySEWASq2BAbnjOznobMvLYlFKa0Wub1O61/H0IIIYRYBDY8Z2Y9jdx5bWseSRmjRQn4qfNiY4nymVbDRvz70HdDCCGEEPPMphQAiBK/Mf9ho/tN9b/VrPc4VlOxbFbKxNBq74uM541mHr4HqcIM8/DvIyr0sNXrJYQQQgiBbIqYifbniI5vVL+p/reajRhH0Zv0VMWssg0gU+2vdlzr2e5amIfvAe9/YzZf/z5Y0AghhBBCzBM7etPM7UhkiEbn8BiXkE6REkNle7CU3Zeq0rYT2AqPlBBCCCHEdkFiZhuB5ZAjURCVYPZrHS9TPWu/3E50vuz+nQju4bOTRJwQQgghxHpQuTSzEEIIIYQQQswTG16aWQghhBBCCCE2AokZIYQQQgghxEIiMSOEEEIIIYRYSCRmhBBCCCGEEAuJxIwQQgghhBBiIZGYEUIIIYQQQiwkEjNCCCGEEEKIhURiRgghhBBCCLGQSMwIIYQQQgghFhKJGSGEEEIIIcRCIjEjhBBCCCGEWEgkZoQQQgghhBALicSMEEIIIYQQYiGRmBFCCCGEEEIsJBIzQgghhBBCiIVEYkYIIbYxt912m9VqNfvqV7+61UPZUGq1Wvjz67/+61s9NCGEEBtIc6sHIIQQQqwHL3/5y+2Nb3zjxLHnPe95WzQaIYQQm4HEjBBCiG3BM5/5TPsn/+SfbPUwhBBCbCIKMxNCiB3GT/3UT9ny8rL94Ac/sFe/+tW2vLxsx44ds1tuucXMzL7xjW/YDTfcYHv27LErr7zSPvShD03c/8QTT9jb3/52+6t/9a/a8vKy7d271175ylfaX/zFX0z19f3vf99e+9rX2p49e+zw4cP2C7/wC/anf/qnVqvV7Pbbb5+49stf/rL96I/+qO3bt892795tL3nJS+yLX/ziTHNbWVmxbrc724IIIYRYWCRmhBBiBzIcDu2Vr3ylHT9+3H7zN3/TrrrqKvvZn/1Zu+222+xHf/RH7Yd/+IftN37jN+yiiy6yN77xjXbvvffm995zzz32sY99zF796lfbb//2b9sv/dIv2Te+8Q17yUteYg899FB+3blz5+yGG26wP/uzP7N//s//uf3rf/2v7Y477rB/9a/+1dR4Pve5z9mLX/xiO336tP3qr/6qvec977Enn3zSbrjhBvvKV75SaU633Xab7dmzx3bt2mXPfvazp0SYEEKIbchYCCHEtuX3f//3x2Y2/t//+3/nx970pjeNzWz8nve8Jz926tSp8a5du8a1Wm384Q9/OD/+7W9/e2xm41/91V/Nj3W73fFwOJzo59577x13Op3xu971rvzYv/t3/25sZuOPfexj+bGVlZXxs571rLGZjT//+c+Px+PxeDQaja+99trxK17xivFoNMqvPX/+/Pjqq68ev/zlLy+d54te9KLx+973vvGf/MmfjN///vePn/Oc54zNbPw7v/M75YskhBBiYZFnRgghdig/8zM/k3/ev3+/XXfddbZnzx77iZ/4ifz4ddddZ/v377d77rknP9bpdKxef/p/H8Ph0E6ePGnLy8t23XXX2f/5P/8nv+6///f/bseOHbPXvva1+bGlpSV785vfPDGOO++807773e/aP/7H/9hOnjxpjz/+uD3++ON27tw5e9nLXmZ//ud/bqPRqHAuX/ziF+1tb3ubvfa1r7V/9s/+mX3ta1+z5zznOfbOd77TVlZWVrdAQggh5h4VABBCiB3I0tKSHTp0aOLYvn377PLLL7darTZ1/NSpU/nfo9HIbrrpJvud3/kdu/fee204HObnLrnkkvzz97//fXvGM54x1d5f+St/ZeLv7373u2Zm9qY3vSk53qeeesouvvjiirMza7fb9rM/+7O5sPmbf/NvVr5XCCHE4iAxI4QQO5BGozHT8fF4nH9+z3veY7/yK79iN954o7373e+2AwcOWL1et5//+Z8v9aBE+D2/9Vu/Zc997nPDa5aXl2du9/jx42b2dMECIYQQ2xOJGSGEEDPx0Y9+1F760pfa7/3e700cf/LJJ+3gwYP531deeaXdddddNh6PJ7wz3/ve9ybue8YznmFmZnv37rW/83f+zrqN00Pj2AMlhBBi+6CcGSGEEDPRaDQmPDVmZn/0R39kDz744MSxV7ziFfbggw/axz/+8fxYt9u1//Sf/tPEdc9//vPtGc94hr33ve+1s2fPTvX32GOPFY4nOn/mzBl73/veZwcPHrTnP//5pXMSQgixmMgzI4QQYiZe/epX27ve9S776Z/+aXvRi15k3/jGN+yDH/ygXXPNNRPXveUtb7Gbb77Z/tE/+kf2tre9zS677DL74Ac/aEtLS2ZmubemXq/brbfeaq985Svt+uuvt5/+6Z+2Y8eO2YMPPmif//znbe/evfaJT3wiOZ5bbrnFPvaxj9lrXvMau+KKK+zhhx+2D3zgA/aDH/zA/vN//s/Wbrc3bjGEEEJsKRIzQgghZuKd73ynnTt3zj70oQ/Zf/2v/9V+6Id+yD71qU/ZL//yL09ct7y8bJ/73Ofs537u5+ymm26y5eVle+Mb32gvetGL7Md//MdzUWNm9rf/9t+2L33pS/bud7/bbr75Zjt79qwdOXLEfuRHfsTe8pa3FI7nb/yNv2F33HGH3XrrrXby5Enbs2eP/fW//tftAx/4gN1www0bsgZCCCHmg9qYYwWEEEKIDeR973uf/cIv/II98MADduzYsa0ejhBCiAVGYkYIIcSGsbKyYrt27cr/7na79rznPc+Gw6H9v//3/7ZwZEIIIbYDCjMTQgixYbz+9a+3K664wp773OfaU089Zf/lv/wX+/a3v20f/OAHt3poQgghtgESM0IIITaMV7ziFXbrrbfaBz/4QRsOh/bsZz/bPvzhD9sb3vCGrR6aEEKIbYDCzIQQQgghhBALifaZEUIIIYQQQiwkEjNCCCGEEEKIhURiRgghhBBCCLGQVC4AcPjw4Y0ch7Cnd8Ou1Wo2Ho8NU5n8uFN2XohZ4e9UEe122x544IFK19br9crtCiG2L/V63YbDYaVrO52O9fv9DR6REGIRqGJDyDMjhBBCCCGEWEgkZoQQQgghhBALicTMnOHuNA8bS4WPlZ0XkyxaqNNmjXfR1kUIIYQQAtGmmVtEmUgZj8dJweJ5NRI01Vm0Ndqs8WI/mK+1aOslhBBCiJ2JxMwWUmQwlhmTqzU259VQnadxzcNYNmoM3K7/7UJGCCGEEGKRUJjZDmM1BvKsRu5qjOKtFg/IPI1lvdnOcxNCCCHEzkOemS1illK4W116eda+ZTCvjc30DHHIohBCCCHEIiHPzAZSRawotEcwmy0sJGSEEEIIsahsupjZKuN9K/plIzEaw3oakhs5x6ptL4o4W5RxCiGEEEKINJsuZrbqLfCiv32uEpa2kXOs2vairPOijFMIIYQQQqRZqDCzRX+bPosBjXkys+TXbBY+nnkb16LA66Z1FEIIIYSYnYUSMzvtbfp6zXcjDOVF3uNmHoRDau8gIYQQQghRnYUSM2J1VBEcO2nH+c0UYLPMFz1xm8k8PBMhhBBCiNWwrqWZ3Sha5Lf18zL2zQ4t24od53cCq5nvPFYzm7d/H0IIIYQQZussZhbZ0FnksYutY733aNmqPV+2sriEEEIIIcRqUZjZGlGIzs5kozwVqvYnhBBCCFEdiZk1IiNQCCGEEEKIrUFiZg7AMsxbTZmnabWeqO3mwZqX54VstzUWQgghhChj3cTMdjGktmqn+3kxjjdqHPMyv3liEb9D2+XfuRBCCCG2B+smZraLIbXddrqfhSobYa5m3tt1g821zmcRv0OLOGYhhBBCbF/WtZrZRrNZhpSXReaNDJvNC8sV7QmSGl/RNbj5ZL1enzD8qySZj8djG41GlQ1rn4P3x+PDdovanMWQbzQaeZ9Zlk2dH41GU33W63VrNBrhevGxaP5+HV+L13F/RUTrUa/X8/sajYaNx2MbDof5ePw7JAEghBBCCLExLJSY2UzQGPW/u91u4T0pozU6jsdWIyYcN/rLjHFvczAYWK1Ws0ajkQsbFxPcd6/XS44/Ne6ITqeTC5PBYDB1X6fTsVarZWZmvV7PRqORjUYjGw6HSZESjZdFIwrESFCm1jj1bKKxOO12e0Ig8nkhhBBCCLH+SMwQbrC68Z1lWamHhMOo0OBGg3k4HOb3lO32XmZwO8Ph0AaDQdgvt8deIPcmsAfKzHIxsV64qHChkuqr3+9blmUTnhX2UrFwS4lBswtrHokZ9k5Fe7yg58bP8fjNzLrdro3HY6vX69ZutyuJSyGEEEIIsTZ2vJiJjP5Wq2WHDx+2paWlCcN3z549+WcPnUIjF8Op/DOCYVP4OwqlqhpiFXkl/Lgb3W60t1qtfFytViufX+QBGQ6HuWcmCg3DOZSxtLRkrVbLxuOxnT9/fkoMNJvN3Pjvdrs2HA7zMbuYiULRitbFzCbCvaLwPfwchap52Bgfw/H7Pd1u10ajkT366KN26tSp3AMVPceNYqs23BRCCCGE2Cp2tJhxY9a9L41Gw9rtth06dMiOHz9urVYrN7T9jbsLDQzv8t9ufKPnw8HjKGTc2MXzZpP5GH4c700l1WMODead4Hi8X/+bjXo8FoV74TyLGI1GU2Fw7kVCsB0UFTwWzEnhULCUyENBw+uG7aX69c9+HvvG746LmYsvvtjuuusuO3ny5ISHabNYa1ECnuNG9CGEEEIIsV7saDFjNmncNhoNu+SSS+zIkSO2Z88eq9frE2KGf/ycCwMUK7VazZrN5kSYkgsM9zZ4G244YugXtoNiJsoBwbm4MYqeGGzHz2EYVCSM0COChi2OBYnC21xkoCirati70GAh4sKDw/Ci9UABgtdi6Fqj0bDRaJR7n9jzguPxvvG8r6l/Bw4ePGhXXXWVdbtdO3v27MQ6zDtV87QkZoQQQggxL+x4MWN2QURcdNFFduzYMdu/f/+UiHFjFT0kkcCJksA5X4V/0BvD52bFRVSj0bBWqzUhJLB/rpyGa+FERit7iMrGEvU/y1yiv9mTk6Jer+fCJ5XonwrzS33ma7GamQvIY8eO2fnz5+2+++6zlZWVsmkKIYQQQohVsqPFDHoxLrroIjt69KgdOHDAOp3ORAgYihk/hsIGj7MB714Ws2khwOWHOUwtlV/j3gD2pKREFl7D3iFcC/RY4LjRoxGJmaI8lioenEjgRJ4hHBOOmb0l0Vh4rtE42YPC88Lr0LNj9nQOkre1tLRkV1xxhWVZZvfee69lWZbnAc0i6lKeks0OXRNCCCGEmFd2rJhBA7ndbttll11ml112mXU6nYk8DzdgI08Nfsb9W1A04G/3mOB5Fi3+w+WW8Xo0ujnsi0PdsF2eu//20DYXDmh4c8hbJGb8evycCi3jsDBuy8Wln/N7Us+QvUso8qKwuVQ7UfUxzqXB+XBbLmpcVF100UV2xRVX2FNPPWWPP/649fv9CYFclZSYEUIIIYQQO1jMuCBot9t26aWX2tGjR+2iiy7KDXussOVihYUGiggUG2bTIVb+Fp8FSSoEjfNjvC2srsUJ/lGIGv6d8ob4cb+GhRJ+xt94H46JPR0spPB45LlhEYgeo9WEqUXjxOOpc1H4GYsLFHso6ur1uu3bt8+uueYa6/f7eXWz9RAii5KDI4QQQgix0ew4MYPGqCf8X3HFFbZ///48vMwTulnMmE2GiqEx7vf4NWbTIUycUxMZ+45flwqfQiGDAotDoTjMDD0fZYncLI5Y0KQ8ICzwIs8GC7aoXx9rUV5MGThWbscFyGphkeRj9fm32207evSorays2MrKinW7XYkQIYQQQoh1ZEeJGayQ1Wq1bO/evXbNNdfYJZdckm906MYviwNO8jebNvbxWCR4+B4O4UI8tA0rbWEfRePD+fL8efzs8cCxRfPAv4vyUPwYX4vrEbXF40OxGHmT/DMLQ2wXz3upaX5uKMCwaAAKtqgfHAsKUG+j1WrZ8ePHrd/v2z333GMrKyvh+sxCquLaesB5SqlrhBBCCCHmgR0lZpxa7ekNMC+//HI7ePCgtdttM7PQgOfSyZGxzeFYUdhXo9HI9yQxu2Ccc24Mj8PM8jFEifgpoYUCBTfP5JAvNFw5LKsoNycSQKk54LVo+PNY8Levt4+PxQfvH4N9cr+RQOH+cHyc14PtRyFeKc+Tr/uePXvs6quvtnPnztmDDz6Y3IR0FjZCUKTmzWyUkBJCCCGEmJUdJWZcnHQ6HTt27Jhdfvnl1m63JyqUlXlVMF+kyDNThHuI/M09X48Gu4+5Xq/nGzyWCRlsg43vKl4AnB8eS80tdSzyzHhOUlWwX34WUTupfBIUpD6G1Djq9bplWZbcbyYldBzcLNXHs2fPHrvyyittMBjYI488YlmWTT0zIYQQQggxGxsuZuYhWRlDmFqtlh05csSuuOIK27Nnz5SAQWHAYVuRV4Y9M3wN/o5EEhvpeL3n4fB+MSkxU6XyFXsgUqBwweIGVfNtorAvvK+KoGGPB25+yUISc2uwT/7+4VpFm29i+y4go3Hx2FIhacPh0JrNpjWbTbvkkktsMBhYt9u1J554Im971gpnW80ijVUIIYQQ25sNFzPzYPi4cdpoNOzQoUN21VVX2fLy8sT+MC40MBeFjUw2zj2vpcgzgyIACwSgpwK9F+zJ8Ov9eBSWxsY8HvffUXgVhnDxPfiZxQOTSuLnBHluE59P9BmfC86NQ8+i6mc4Jpy/rxP3yWFruKapAgXspfFx8nEfe7PZtEsvvdSGw6F9+9vftpMnT04UjoiI1nuzc1ZSglgIIYQQYqvZ9mFmaPDu3bvXjh8/bgcOHMhFCCb7o5fFhUPUnv/mhHg8bjb5hj8KBeMxcj6J/80lf80sD4PiKmupZPgov4TnhO3jNex94ntmgT01ZlYqGLgCG3tlUHikRBf222g0pqrEsVeF1wCJhBJfj540n6PZ05trHjt2zE6fPm3nz5+3lZWVwrWK1jlar42iyHMohBBCCLHVbGsxg4bl7t277corr7TDhw9bp9PJhQp6Z9ATU1RlzN/wRwYzipeoalZV8D430rnd5eVlW1pasl6vl7/hLzLkcU1S51NiC3OFUmNFVmtsRx4u7pdFTFm/7OHBjT0jYYAeFfwcbaCJv80uFC3AfnlT0Xa7bVdddZX1ej174IEHbDAYhF4yIYQQQghRzLYVM/hGf/fu3Xb8+HE7duyY7dq1ayIHxT0zkaeFDWq/PvIKRMdcMOE1TCQCuCqXf/ZCAJ1Ox/bv32+HDx82M7MHHnjAnnrqqQkxxt6ClLhIzXNWqswtNa4opK6sDxQjKGiipP1Go2FLS0vWbDat1+vl1cSw2lnkXWGPTZX5+XEUvChuPI9meXnZrr76auv3+/boo49av9+fuD96jlX6RspyovjaSKz6v6Oq7QohhBBCbCbbXswsLS3ZkSNH7Morr7Rdu3ZNhI6lQsxSoWORNyAKIUPhgfk6kdHNBjoa+CxoWq2WtVotO3DggB0/ftzMzB566CHr9/sT9/rnyFDnPnDskbCY1aDn8DDG19/P4zW8jr4nEK6Fe0dQMBTlufizcDGTZdmE0c4FAiIPEH/2amf4XcD15KIBHtbmbfjzuvjii+3qq6+2wWBgJ06csOFwOBXSFxUgYG9UikgsptpIPS9eEzOVZhZCCCHE/LDtxAwav8vLy3nCv1cuS3lfOImdjf2oWpnZZGgZHyvyVqQM0iJvDxvMp06dsgcffNB6vV5hEnlRPzzOMg/LLG/li9pCMbLaEKvUuDHUy9dsMBjklcTQyI+M/ahdfr4sTtFLhHvapMbs36lDhw7Z+fPn7dy5c3bu3Ll8PBiaJoQQQgghYhZazETGor9hbrVadujQIbv22mvt4MGDeeUxrFYWCRGnKNws8sxEAgc9JEwkEDAsLRI1KysrdvbsWcuyzLrdrnW7XVtZWSkMzYpAg3oWIYN/l4maWULFnCjRnMOfItHjf6PHAK8ZjUbW6/VsOBxav9/PPULuwWFPTtR2NLZGo5F7TlKV1Bz8HrjoqdVqtrS0ZEePHrWzZ8/a/fffb/1+37Ism8jr2QgUKiaEEEKI7cBCixmz6X1L3Gjcu3evXXXVVXbppZfmYT4pL0tU/SvaQNPvwfvLws+iMCXHj6FBXHSdz+/MmTO5N6bVauWV2aIQqaoJ+xHYJ4Z+pa7DzymRxB4U/I1r4X/7uSgsLwp/S13nSfZ+jXtAuKoZrzV7vLCoBIbh4b0saLjss4tqfz67du2yK6+80sbjce5pw1ygtXhoUqIl9SJACCGEEGKRWGgxE4UJjcdjW15etuPHj9uhQ4es1WpNGLhFHhn2xqAXx8G9YjDJ38+x16OsrC0b95hTwue98prDFcwiD0bUH84pVSjA55/KuWDREnmiyoxjzDeJ1iMlxlDgsJjgKnLoeUkJmJRXxvuKckQirxGeY1Hk463Xn9641Y9nWWbj8dj27dtnV155pZ07d85WVlZsMBhUWsPVIuEihBBCiO3AQosZswsbKLoQ8LCdo0ePTiRep0LBzGIPS1lVrSgEbRbwrTvueYNGeJHBmRIk/ncVQzt1zj/jcR53isibwmOLjpUdLwuBwz6jkstRjgy3XWXdozGkBKOHsqEwZFAsLS8v21VXXWXD4dBOnjxp/X5fokMIIYQQooCFEjOp/BOzpw3IXbt22dGjR+348eN20UUX5aE+LnS46hUKF7NJb0qRUEmJnijciO/D/h1MJk/1GQkW/BytTZRvkqpc5lT1JHFYn3+OvC0pYZUC28awrmhuOC7sOxpn1YR/D3VLebxS641tsLfJhTXn9eCYm82mHTlyxIbDoWVZZk8++eREeNxqhfNqkIgSQgghxCKwrmKmyMBbD7htNwSzLLN6vZ6H6uzbt28i2d8N+OFwaM1mcyJnAUPDGo2GNZvNZCK3l1uOigjg/FEcofGMIWF+P+ZxRHOMQuQ418fBv6MQN7/GSx57e5wXwuIsGhca7H5dUTt+vYeA4ZrgtWzsRx4i9q64d8vb92u5opnZZCgf9o/XNpvN/LO3xbk8WCLaN+L09jivCMeEfeMajEYjy7LMBoOB7d+/3y677DIbDof25JNP5h6aZrNprVZrZu/RerDR/7aFEEIIIVbDuoqZzTZ23ABdWlqyffv22eWXX27Ly8v5ppho+Hu+SavVmhAjUZI+/+2gMEpVt0KhwUR9YTtF9xR5jNB7kKro5e1HHhO/lr0PjIsGvB+9DUWeChRO9Xp9YuPKqrA4YiGZEl58PPLyRH1EfeO5Ik8P/3CeTmp+/pwPHz5svV4vr8I2GAxKn89GIiEjhBBCiHlkIcPM0KhrNBp28cUX2zXXXGNHjhyZqELGPyhk/H4WGA6Lllqtlt/PY8DxRWIhJY6i+xmcC3seitotW8Oov8hILvL0lIVrcdgXGuvujeD8lTL8ft6bBkstY5ucO2MWi5moShvPiY+zmMP2PeQOf0dzZSHlQrzZbNoVV1xhvV4vLxKQEk9CCCGEEDuVhREzUc5IvV63PXv22LFjx+yyyy6zXbt25YYyegG4JLPZpJCJQpkizw1ewx4Nbi8SMlGpXTZwo3b9vLfhc2cRFnkYonVEccTzisCxp3Z/j+5NhaahJ4fbSwk6XlMUSv5T5P3gdS0TciyU+Jmx5yV63mYXEvzRo+VeKf+M/WLYo3+3+/2+PfbYY3nJZnlJhBBCCCGeZmHEDDMej21pacmOHTtmx44dy70m/mbbczhQ0HAOjVnsjfFwqpQQca+C2YV8BxZGKE5QhKS8F1hO2Ptg4xr3yqkSXuV4W8PhcMJLZXbBsMYx4hpHHhnsy8URH+c1wLVAAcIiokyEFM0zCrNDzxZew56YlHcLvUAcXobPip+X3xf1zd85HDcKnUajYYcOHbJ+v28rKyvW7/cn5ipRI4QQQoidzsKIGTfc3AhdWlqyyy67zI4fP267d++eEB9RTgW3FYmZVBgYv4GPDObVGpaYmL6WdmYlqqoVCa2i8USeIPaYzErR+mO/VduOQspS3iWmLFyt6Hnh9yU6h+NDgYOlms3MWq2WHTp0yFZWVmw4HNq5c+eSIXFCCCGEEDuNhREzbuR5RbJLLrnErrjiCjtw4MCEx8VsMhnfYaMzCvmKvBD4Zt+9I1FCeRUREnlm2INT1s5qREIUPoXziIQUh005kVjhUCvucxa4TxaTWHUsmh/+HQks7qtonLxOUX/R3Dmfh+GiD0XiejweW6fTscsvv9xGo5Hdf//9dvbs2XCeQgghhBA7jYURM27EdjodO3jwoF111VV28cUXT5VJ9nCy1PFUDo2Z5feZTYoYvJZL+Vb1pkS5MbihZ9XQsegci7aUh8lDy3hMPB++LwV6Ebwt9Cp46BULjyjPBceM5ZM56Z3XiEPWIoHIbWDFOR8Dilt8Vvj9wTCxKqKSxTG36yF6Xiob82f8Gi8w0Gq17Pjx49ZoNOyBBx6w06dP5xXOuCiFEEIIIcROYWHEjNnTRui+ffvs+PHjdvDgwTy0LBIeKBDwPO71gm/U+XqzOBwtlWRfZPRHHg88FwmryDOCxj/vV4LjxOIFLBg4r6PMM5ESN+iFiHa5L/LQsLBzYZAqPc1eJL6f1wDhNfBjqf1sqoiCaG6pEDQsnJASqTweFE3402637dJLL7WzZ89at9vN96ZR/owQQgghdipzK2Yig3L37t12xRVX2OWXX26dTif0wLAwwd8cWubGJSdwVwn5igQIwl6CKrCBmwr7Ym9BUf9V+isTOJFo8/abzab1+/2pCmmzegnKQsLQ+1LWTtFzqTIuFhapMD328KDg4nnVarV8c9co5wU34WSh7d/xfr9vzWbTLr30Ujt//rxlWRaG3QkhhBBC7BTmVsyYTb5tb7Vadumll9rll19u+/fvnzAoMcyGvTH8Oapk5sejpPgo5MjPF4V04e8qhqaP3e8rSjaPwsqwHf8dVexisZDqi9tDTwwf9/A17jM1fzTUfd684Sjn3/BzSMFjL/IMpWCPUdQHfq+idY7a4mR/xNcVQ+yyLMvb9udWr9dt7969dvnll9twOLSTJ0/mYWpVBKwQQgghxHZiLsWMG8VZllmz2bSlpSW75ppr7JnPfKYtLy9blmW5V6DRaOThZhhKVpT7wkIHvQx+jxvXaMxiaBe2HRmRaOzjNZy34ddyqFXUTyosi0OoMKwK23PxNxwObTQaTRVO8HXnEDYOY+N5RmLQ+zOz3Nj28bAXB9fLr0EwVMuffcpoR88Jrle0tw0/f18XbAvHhs/Q14iLQ/A4fO74PHDO/hwwFwvXlL00fv/+/ftzYXTy5MncOyYxI4QQQoidxNyKGQyxOXjwoB05csSWlpaS+RXRj9m0wZoSMkXGcVXK2litocnjQ+M25RlCL05UPQs3Z4zu5fwO/9zv963dbie9VlGOCuKCgfN6ZlkL7zM6njrnYis1Lg4VK/OOYa5Q2diqzoufm/eBQsiFVL1etwMHDtj58+ftzJkzucgTQgghhNhJzJ2YYU/Irl277JJLLrHl5WUzm/SaoNfFz0VGYVFRgLLQnKL8C4eFU8qYRcO97Fpsu0hwcdhVyqvjfbHnxdtI9cUhXpGXBn/X6/WpXe2L+ok8OtEa8GcukV0kZvwaFlnsGfI2R6NR7u3zMC/Oh+E1wrGl8oZSIsvbdZHnY/DP7t3xa5rNZj6P5eVlW1paspWVlcI1FEIIIYTYjsydmDGbNBwbjYa1Wi1rNpvJimVu6GGIGRudXJY58t4gkYAoEj0p0RElj1e5P8qtSHkxov5Sc0Nhg/ekBBOLDQ/F47lFQoVFEHoVWFRGeSrYBq4LCg8cp9/v7fEYcF38b28H81N47Xh8w+EwLCiB+DxYqKU8SpH3CHPBOGzOz+O/jdV4hIQQQgghFpm5FDMOGnFReFiUW4E/eNyvdwPRjT82cp0yjw2OMXUtCyb8zf3y3LANbi8VChUlrBfdz+NHQRCtS7TmESyuUon00T3oDYmINrGM+ix7djgu34zVbHoDUa9yh4UPsizLix5E+VD+me9jYRsd92N+DX9X8d8E539JzAghhBBipzHXYgZx7wqGmJldeBOPIiUSBFXFyaxg6FaRoGFjEz0NZaS8SGg047VmVug14LbLrkORU+Z9QqN7rcY1C4H1Mtaj9vj5cRiZh3bhs/bvnt+P3h7cJ4YFGH4fIu8Nikb2DPEchBBCCCF2MusuZooMrLWICfSscEI7nvffGGrEnpr1BA1Szonx35HhX1Vs+DUpzw22EYVd8bVFXpmUuIpCz1CcRZXDinJmItgbwcJgPQVN1A6urz9LxMVKrVazTqeTt4OihtfWv3eDwWCiohuKIc8vSokdHxuu0XoKRiGEEEKIRWZDPDORQVxVTLhhPRwOcyOw1WrZrl278o0y/bpms5n/RAUBGLwO+4s8H6kSyfy2vVZ7ep8Vrm7lv/ENvdmksY99oFjz9UrNJxJH6JHhMsBFnhNfRxQzRWFzuKcMG9vD4TDPJ3FjfDgcTs3dz6VCo7C9qC/OHYnu9z6zLJuaA4ducaiWPwNeWy8KEJVvdvxcu93O16PValmtVrN+v2/D4XAi76jRaFi/358YJ4a2NRqNiZLR9Xrddu3alZepRoFfxcsnhBBCCLGdmPsws1QZ5VQyf+peJCVS8HMUfoXhP5HAqPKWvMzLgn1GIWVl/UVCLvLc8Hz42iKifJoyYYHihffF4bYxBCuaczR3DrljD5H/nfI8RR60qs+UwSIF3n6j0bB2u21Zllm/35/qB/vCvXRQMDuDwSA/LoQQQgixk5lrMcNeEk7w900zU4KAK2bxeb6Oz5lNGtspAYJv+cuqSuFYUmImNa4ycHxsTKcEHZ+LigAgUX5HETgHTOxn71B0HEPMUm2jGECxwmKorHAArwN61ry9teCChkPFomIH2FeqlPRqvh9CCCGEENuNDREz0RvtlDHIxhjmFQyHwzz8ptVqWaPRmCjRjDunY3tu6GE4D56LBEWRUVjmteG36Dj/yEgu8gxFY42uQ0M96pMNX/6derNf5v2IKPKgYI6TG/NuxHv4VNQuixoeb9EzYyGT+i5GOU58nR/372Pq+4qg4MZcGVwTF154DXuSPJ+Gc8RYYBdtBiqEEEIIsZ3ZMDHDRl/0ZjwK5fJrPA/FQ3JarVYuaLgkLe8x4iKHcx+KwrsiIzEaK/6Nb9r5mtRnBnNnIrGUaidlhPNxFkD8OzrveB5GWUgTG+J+r/eP68q5RSyE/Fpsz0WPC1m81oWTCw3eq8XH4Ouc2mwz8obws+CcHw6Zw3Xn+7lfz3mJwuD8s8+bwylREOEaKvRMCCGEEDuNdRcz621MsZGf+sHr2fhDQ68sPCfldeHqaGXenKhdFC5m06WOo7FFIiryBkQihtuIxORq5sB/swfFbFI4smchEhFo9PNxDyWMhF5qPVJj5nM4riLYm4MV1hgvgoDzwbUZjUY2GAwmKpllWZYLmCgUzfNocIPMtYa+CSGEEEIsOguRMxMZ+/h3ah+UyPgtqqoW5bJgH/iWnK9LwcZ/JL6iuTlF1cW8fTT8q1SN87ZmLVmdMp7Rm+AVuLAqG3tm3Biv1+sTVbwiLwa3sZ4lttlzkgLX2L8HRfe58PDPZjZRkcwT+B1uA6vaZVmWh+S5sGm1WhI0QgghhBA252KG3/r7G29P/EfDFkPLOMQpVXY4Ejx8H96DFaUiYVJUKYvn4wZrFZHl93KbRWFFkaGbElaehM4lfrkN7A+9DHidG9roiUIvhYdHsfDk/vx5+WccA4eQuYjiUC7v070eZpMeIx9fJAhwXkXeHcx5SYlr98I47XZ7KqfGq5z5982/G71eL/+u+Bzdo4MiRwghhBBiJzLXYsZJeVjQw8DCpagNbifVh4f1lIkNvK9KXhD3kfK8YBgXt8cJ7hzCxkQGbyoUjftzAzva4wXFRdQ3C1K8l9echVM0zkhcVPGQYTspDxkLLPSmsKeI/45EL46V+0NPE+fFoNfF88RQsA0GA+v3+/lvJf8LIYQQYqeyEGLG30xHIWZmcahWZEDidbj5Jp6P2sM2y2CjmhPWo7FEYiky5vk6FgUsZlBwsCcHr4tKBvt4UyLDjXdM6MfKcuxxQU8HbhqKFc4c9HSkRAeHovn8U4UmovVJfcYwuLLSzOyN4ZwoH6uLYl87FHk+Zz/u64gCBn/c+2VmE+0KIYQQQuw0tlTMRAZiFDqFBiP/oDiJhEPkAWFRwAZ+ysuDRir+nWoHj0feAxwjXmdmE4ZtJCpwDtF4Ig9KdA16AqLwMi+H7WF+SCpno8zbUiQ2o/t43L52RZXJeN7R8+R7ce19Xby8d7QfDLaLnhmeMwoUv8fX2+/xftjThcKK16PValm73ZagEUIIIcSOZcs9M1FehsPiwQ17/8G/8c2738eeHG8zEi/8GdvmcWL7KS8AExnuHLYVeV74Tb+DeUA8rrJcmchj423ynifocfCE/WjOOE6fayr8CT0PnF+ChnzRdyESDjhfF18+H9yfiHNuitr3PvxZ8RhRhERjYNEWhdr5b8wnYi8a/o35QSi8FW4mhBBCiJ3GlouZMtxY4/K87Jlh4cLXpjwA/jvllUFBEb2dT3lhIoOZP0eGM3sYWJxx+FXKG1Q0Rp6z/x21zZ4yFBAovnCtI4rCtBy+lzeR9L4j4ZCaf2ruZfdEaxyFtkXrj2sUCQwMKYvaisaN3h8sqJASz0IIIYQQO4G5FjMcIhR5YFjURCIm8ng4eB0b8+ipiPJK2HOCxiWHgKWIBJrPuUhIICnvDbbv4Bh500+8Hg1mHxd6atxI9zZQdGKoFF4bebJQGDUajdzz4+3xmqdCy4rWt6gwQtE9fMzsghDh5xUJXfRuRc8uFa6I56OQM4kYIYQQQoinWVcxU2SczWpMYptoOGL4V1QUIPIWeDvu3fG/URyhYer3jsdj6/f7Vq/XbWlpaapNs2khwYYwvoXnnB72urAngIm8Ei64cMzoLWDjl8+lcmu4X9wIMlpjvwbbjcLEcJ0iwcLhUii4MG/Hy3OPx2MbDAZT4XHsPYq8KLVaLS8X7c8K14avbTab+b4vnU4n/L7wWmIoHQrkaI3xmlToIIpK//5H3wshhBBCiJ3AuoqZWUOdIorCkdCwTCXoc1J99NkNz1SujV+XyuUpKx7AYicSeZxjwn9XhUPRonmnRGbkKYg8NdG13M9oNMqFXzRGs+mwqGieWLVrFo+KC4dU+BYKvaK8G/aGoWfE58nePL6HBWW0ZtE5FHhRVTa8FvuQkBFCCCHETmXTwsyqGqWp6zBvpuz6KqFHkacius834mQPStRf1K7ZBY8Di6BIFBXNITJauU/2DrDxvVaidarVarlnJMpFQU8NVvWK8klQkKTmi/di29wejhU9VD4O9GqUCQL3AHFp5Mj7xCIV2+DvBV/P4io1//V4lkIIIYQQi86miZmqb48jY9iNQjeEI6+MX8d/F3lMIsORDUysghV5Qdhjw14eLlyAb9VTb+1xDGV5FTi31LpF84/mXEaR56rRaFi73Q774LUuEg/4nFNC1e/PsszMJkP5Iq8MzpHDuVw8pebr1cqyLLMsy/JjRaID856ivCQEPYQutnj8UfiavDFCCCGEEJsoZqqWjUUvhhuDvtcJCosoxCz1ExnTZWN0wcFeGeyPw4H4Tbz368Y5hjnxG3YcW8qTwgY0Grto4GJoG+ZscBuRZwDzOXgsPl9fEy4R3Gq1rFar2WAwsEajYa1Wa8Ib4tdyYryLEV5DnBfnwfjcOE8mJf74OZhNbs7JJaH9B7039Xrd2u22jcfjfJ0iYYHfYRdD/N1KPfsonM/Hh880tTapdopIVaATQgghhJh31k3MRB6VtcJelZSQwWscfDvOnosq4TzoUeHxYBtVwoaK5hQRGbRYmhePsxenaFxm0/uc+GdeO0yG9x+u6JZilk0cUcykQuGi9SgbR6p/F2BRyGIUdobrhSKuqG8cQyRaud+UKInmU8VTt5HIIySEEEKIeWLdxMxGG1coZiJBUOSlQc+C2bRBmCoAEBnXKcHAY+AcGb4mGk/KUEwZuvzWPiXasJ2obfyNa8VtYtllLLeM3pzhcGjNZjP0HMyzIYxrhWuCHphZRBp6tfzvKEwRCx5UETP4bPD4ZrFVIkoIIYQQImLuCgCYTYbJYKgZixQ0FvFzqlwzhhmlciuKBAqGHTlo9GPfPCYXAdgfi50io7/IyEWPCXudIk8Ohn0VwWPE63ndi4xrnBN7hLzkc1SFzsPA+HgqTKtMuEXjxeN8L4oM9OSUefW8Dc7HYUHDa4GiNDV2/A7iHkBVvFVFYy06JwEjhBBCiHll7sSMG3ycQxEJFBQhKFawzyg0rcjwi8aJIoD3QcHwLzTKMW/CzKZCxLxdNqLR4C1bN++DjXr2lhSFOKXaja7zOXDuScoDVORR4vsxxIvnzv3id4OJ2o4+4zX4d1Qljdc5Kp3MY3Eh43vvpJ5BSogVXY9iKPIozUqREJWQEUIIIcQ8M3diJnrrjZ4MFDWRyDErz6NgYxFJvTnn0K2oX7yWQ9dS4+PSvW5QR+3iOFBQzWJwprwKqb7YU+IVy9Dw5zn4b/RMzCpmvV1cj6iPaA6p+fFzjZ591D8LEu6vikgqGn+V72+RKFtv5I0RQgghxKKwaWJmrUTCgPee4fyEKm0VGfYpURUZn2j8pbwqRfkTfn1RIjwbtM5GG58ooIo8LQx7Wspgr5yLiVarZWZPl0dGj0hVg76ql4s9Y/g80MuGxRHw/rL+nVR4H3v9qrQ9yzVVkZARQgghxKIw12IGDUs3cl28FHlkarXaRLI2J+Nju96e3+v5OZiTUOR5QeMz2i0ew8x4/xQOFeIQK5wXr4X/5pAuny+OFcFyxuw14TbYiMe5YFscdubnm81m4T4uOCb8wTFh+Wbc6wUFrc+HPWnsVYk8cuyN8eeG3wGcq5nlbWI7+Dz8ezUcDqdyvXwe2DaurfePwq4oRNHnyKWl1xt5a4QQQggxj8y9mOG/Oc8iAsWGmU0JEjQ8WWDgtb5LfCrkjP/mUKPIk1LmxfBrUmFmRW1wW1X6itrGMLcohMp/uKRy5KHiZPvUOqZED4Z6Ye4MCslUQj9WIsP1j6raoQCtum7RdSiCG43GVO4X7rsTtYNrxt8dDkOM7i3yOM5CytsohBBCCDFPzLWYKSIqfVxk4EViBv92w5O9NFVgQzkKASvamLDM8ERRERnB7OkpC7Mrm0c0B/zMXoMqc+D7uc8IF5ODwcAGg8GUF4vb4efKVda48hyCnj4Od2NSYhO9Pei98WPsPUrBRSXYA4d9p0TnRiDvjBBCCCHmjYUQM27UFVUlY+My8pKk3jRHoV2zjM2JNvTkUCIM4yoyytlATeVTsAGOgiQyblPtR9dE4za7sLYcQpUy1tmz4J9ZfKHoQ8+G58p4WygMOLQuChsrevYI9h0VWMA143kzvt8OrjGuT0oMsTBG7w73k8rdWQ9RE62RhIwQQggh5o25FzNu9DUajdw4jMKa2DjkfJWUd4TDcqLQKD8eHUOiXeVxPJHHJwqlY8FRRCTiONyIvRXcXzSnlJeJ82Pce+L3ROF1bpD7c2Ah4uewLV/LKB8kCsFiItHAojEVSoXfG84bitacYc9Jap0xLwfHGwmxlCBPCXghhBBCiJ3A3IsZp2ivGbO0CEFSb5ujkB03uvE8v61n70Zk5OI1vV7Pms1mYfhakZDhvqI5zfL2PGrPbDLkqgrobWFPC/aBhrtviOnr7F4GFBLj8dgGg0GY3B6JkWgdygx+DONiQev38l4+VQQmC9tUaF10nL9P0b42QgghhBBigcQMhyChoYfXsMGbupbvMZv0mOD1/MbePxflwXA7bsijEZ8aS5GxzHkgkccoBea5lIVhlRnsUR4NVyTj8yhiMKHf7IJ44eR8NuK5OEEEPm/2FEXXFd2fKpNdhN/nc01RJY8mJVqFEEIIIcQWi5kovj+q1JTywqQqjfF17O1IGbZRSWO/HhPC8Q063oPeBfYc1Ot1a7fbYWW1aOzefmp8LCaKNqdkYRDlrnD/nIPj4Bg4+d/FA3s7XLxg7gv24eOq1Wp56WU+VzUXBNcb14XPl4Vn8VrgWuH3iMsoeznm4XCYC7aUR4q9VlEYHK41e7wkcMROoNVqWb1et9e85jV23XXX2Z/92Z/ZX/7lX1q/37fRaJQXBxFCCLEzmTsxU2ZYsjBhg9Nsep+VSDBERm7Rm343SCPBgd6F4XBoS0tLE/f6mNrtdmUvCHoUeP4sZFKgMV+01thHKqQpJcCwHV4X7BsNe+/Lc2n8PHrIWCSkvhfROvB3JQotw/tSQom/W7zPUVT6GecbiZgoaZ/H7+dZLEYCVIhF5PDhw1ar1ezRRx8tvO7gwYP2yle+0q655hp7/etfb8961rPshS98oX3rW9+yfr9vjz32mH384x+373//+xI0QgixQ1mYMDOzaQ8Nv6VOeVdSbeHnopAxNLzR28P31Ot16/f7Yftl/a+FyGhHI71IpPm42YuV8nZ52/jbbNrrkxJEqT1p/B7fUHI1npPNggUQVnVzUtXnnCo5MNgHCs1UOJ8Q88yxY8ds165dZmb21re+1Wq1mv2H//AfbDQa2d133z317+HIkSP21re+1d7whjfYNddcY61Wy8zMfuzHfsx+7Md+zMzMTpw4YcPh0D7zmc/Y/fffb91ud3MnJYQQYsvZcDEz61vkyFMRCRU/bmZToWR8TTSGyDsSeRj873q9PrX7PBv9jUbDWq3WlIcjMlqLRFeZtyWaR1F4GRvFkXeINxk1uxBGhmvvHpZo9/rhcDixRwp6Yjws0CuEsRBtNBqWZdmEt6Oqlw49H6m54/w5tK5sjblfFmtcMMG9TEUitiyfhsPKUhX2Ngt5g8RaWF5etje/+c127NgxMzO78cYbrV6v2759+2w0Gtnv/u7vWpZl9vWvf91Go5E95znPsde85jX28z//87Z3795ku4cPH7af/MmftGuvvdZuu+02++Y3v2lZlm3WtIQQQswBGy5mqnpHiq6JDFgUOJyojSFOKYET/Y272XP/vucHt8mipNPpTIyV80lSosvHzWMq8kB4+9iHz4PbRaOYDXkMacNxspFeq9Vyz4nZBY+Erwvuh+Ihd1mWTfTpgofn12w2c8/McDgM4+BTY4tEI3/mEMHoGeP3AOfoffrnIqGFooPXlTdl5e8DhrNhHyxEeX6p79N6I0EjVsurXvUqe+tb32qHDh2a+A7deOONZmZ24MABGw6H9v73v996vZ695S1vsRtuuMH27NlT2vaP/MiP2LOe9Sy766677J577rHTp09v2DyEEELMH1saZhYZYanwpOjHBQb+nRIEkRFfNA7uB70TCB/DfVj4XhZYbogjkdcgZcAyLKJYrPB9KIaKvAR4nRvkXmKaq7phXoiZTYiflHcIxYInz5tZnuCLY45KJkdriGPn54teIhQUfo6Po9jg7yfPIRLaLAJ4Tqn1Lvqe4lg2Q8xIxIjV8kM/9EP2S7/0S1NCBnn9619vZk/nyGRZZi95yUus3W5X7mPfvn32ghe8wG6//XaJGSF2MD/+4z9u+/btmzj2qU99qjQ/Tyw2C5czg+KgKLwMyyq70R29BcdjzWZzKs8k8lDwmKLjmOhdVMY5MlirUCZAkCr770T9cniWG+GtVstarVa4Sah7XvweLiiAlc5SY/VruGjAaigSuvg94HuK+iwTldwWr0H0ncXPUd+4flj2eZbvgRCbzYEDB+wd73iHPf/5z6/0b/ilL33pqvv6u3/379qdd95pTzzxhD3++OOrbkcIsXi87nWvs927d9t73/teO3LkyMS5d7/73XbLLbdI0GxjFk7MsJcFj/Nnx8WMh/twm9weC5oqOTfRWLE9szhPBn+nyghXMVZTYoTf5uO5KMyJSyebXQi/q9fruYjxn6hP9m7wvNnDgdXLHM8/wg01cUwoRFLrw9+F8Xich7F1Op3UUk61WcV7FvUbeaB4rNEcUKRE37uouMB6CJrIgybEWrjxxhvt1a9+9ab0dezYMfuZn/kZ+8EPfmCf/vSnrdfrbUq/Qoit5TWveY39x//4H+3gwYPh+V/5lV+x8Xhs3/rWt+wLX/iCPfTQQ5s8QrHRLJSYMZuuiBXlVfD1bFRyWFFKqHgfUbJ2JBLwGOeRpDxHRYY4ezFSggU/R2/8uS/M5cBx+98oHnjMkfhpNi98jfyzn2ORgoKShQnm2vgapkQLHqsSJuftZVlmWZbllZGideB1xw0+OW8nJY5xnLieXCqbvx/8LDiPxp+D5xjxubVQJKKEmJVms2nvete7JkrVbzTXX3+9/fAP/7B9+ctftocffnjT+hVCbD6vetWrrN1u2+/93u/ZgQMHCq/9N//m35iZ2Xve8x675ZZbJGi2GQsjZopESfRTFNLD7ab+xnCjlCcmevsfnU/dkzJCq4YPpcQOG9WpOUZ/p+7BsDL3dnmCf0rsFXmc8Dh/xsIOGLbGuTtOUfgaX+feJRQTRYIxKt4wy3eq6HiZhy9F9L1bT4o8fUKU0Ww27aUvfWleinmzqNfr9uxnP9uOHDkiMSPENuYVr3iF/eEf/mFhtcOId77znVar1ezmm2+WoNlGLJSYiYxb/BwZ8Kl8l8j4K/LqFBUXKDLwUsYve3+isWEFrmj8kccCx1u0MWiqz6J5sJhx7xN7CbAvDhMzsylxwuvkRrNvUon5R+6FSAmMlJcCy0Lzd6ZsPbGiWZSnVZZDg8+EC0Gslkg8bjQSMqIql156qd18881b0vfrXvc6++QnP2n/9//+3y3pXwixcbzsZS+zRqNhH/3oR215eXlVbbzjHe+w8XhsN998s156bBMWQsywkCnyyPB9/ptFQxVhwe1GQqnK2MvevqfesHNoExKFXLFxjfNh45/3McH7MJcF70eh4fdytS4ca1SOmIUEiwkXD34t5jvhc4w8Zjw27AfzdKIKY3hN9D1CIdNsNqdCyVIeOW4Hc7fQQ8VeJZ4H9sWbZpYJaiE2m2c+85n2zGc+c6uHIYTYRrz4xS+2T37yk+sSuuoemn//7/+9BM02YO7FDBqSWJUs2qskMoyL3pSbTefMRJ4SBJPeI29JqlwwXoOCoswIZQO77PrImPe1K/MIoJjBqmJmF0SK58iMx+M8xAznigKIvTU4vtTY2YvhY+fqcD6mVIgbiz00/ovCpSIBEW0eGokNFnWpObIQqtVqU96rlOcF58KCTYh5oFar2WWXXbbVwxBCbCNe+MIX2mc+85nS4j2z8I53vMNqtZrddNNN9sgjj6xbu2LzmXsxU0YqzCjyiODfXIkLPQ0sHKrmI1QRJlEOSHR/6s18WfspERWNtagqFq+ri4ootIsNekzwdxGVSnTnMeGPh7Kx+EzlCKGng704qfXi70rRes+al8Iiuyr4HKvMQ4h5olar2T/9p/90q4chhNgm/LW/9tfs9ttvn2nvqar88i//stXrdfvt3/5tlW5eYLaNmDGb3riwLDGdQ5aiXeLxLXoVoZAy0H18fCzagyUCQ6jwWPQ39+fHWQRERjavAXpHMMyPP+M40DsVCUTuA+fHXgsUUX6MQ+R4DFEIGM+fx4s5NdhXSkyUefBw/dljWPYMsZhBkeiLKvGtN0VeLCEiarWa3XDDDVs6hgMHDtjy8rKdPXt2S8chhFgbz33uc+2OO+6YqJq63vzLf/kvrV6v22/91m/ZiRMnNqwfsXGs67djvQ0fNOgw7AhDr1h84Ft99LakEq/RWG02mxP3c5tZlhXOj4VU2fpE5Zmj/Am8hg1jbMfP4z4v4/F4orQwthGFgaFnxT0qXsYYx4gCgsUDjo8T8lMCKsr/QCHE9+GY0dvlfaa8Tj4WfL44tlToFraHnjVeWz/vfWVZNrEWOFccE/btY8uyLBTQGDZYVMVtPeAXBUIsAq973evsa1/7mn3+85/f6qEIIVbJ9ddfb1/96lfDPe3Wm7e//e1Wr9ft13/91+2xxx7b8P7E+rKuYmazjB00yqM32GyIssiIxpm6H++rkvAf9e8UVRfjuSFlhmrZ3CMhVNRn1B/3gaRKL6eu5etTgicSq+zdSD3/yIvCnqBU9TqzSaGJIrrMc1YErx8/l3q9bsPh0IbDYS6ocW38N+9VsxlIyIhF4sCBA3bRRRdt9TCEEGvg61//emW7az34F//iX9ipU6fs137t1zatT7E+LGSYWZFhzddFhQKKro/aTHkHysZYRiqMqGh39ypCAz1DkachCply2KOBgoJFIXpwIi8Rhm7xnKuEbJU9Y/TQVQHHG/WFXi1eL/xdNS8Jx8nte5/cVr1ezz2AuPEqe++8XeXRCCGEEGvn5MmTdurUqa0ehlgFCyFmUga1n4sES/SmnA3U1Btyvqfo76rXe0hSqk/8G8PEkJQQiNYD58fXpIREan08rCnyXPgxN7xTIglDqNyId6PcE/2LqnRFz5+9M7zufF3Rd8PnhMIDr/fj/FwizxCPi/vH6yLRiaGU0bw4p0YIIYTYbnz/+9+3q666atP+P/ebv/mbdsstt2xKX2J9mWsxEwkW9jxgIrr/bTZZnQzbcnDfFLPpkssp49/PR2/EUx4IHFuUJ2M2nXiPc+DrMGeFx8pj4ZAsvp7zNxhca25vMBjkG2Z6gYCoalkkvtiT48b7cDicWDu+jp99NK7IC4XfGxZ63jd+B/gaHqfjJZXH4/GUoCvbwBOvxXmOx+M83AzPo8jF/BsekxA7ncFgYFmWbfUwhBBr4JprrsntjI3mySeftDNnzmx4P2JjmGsxsxYiJe9GHyfMm1XbABOJrl/N24MoPCsKSeKSxJGXKsUs44ra7na71mq1JkozZ1lmg8HAhsOhtVotW1lZsT179hRWZDOzPGGevUw4tygMLhIWKAhm2UCyyDvj7UUCAQUSF2pwrw23Uwa3gcdQFPmYcf0UZiZEzFe/+lW75557tnoYQog18uijj9rRo0c33Dvzb//tv7X3v//9G9qH2DgqW/BoPM27AYVeCySqFIaenSqGMLZf9MPhUSlS4UIoaCKvFP5UHSsbyzyGVL/NZtMOHDhge/bsya8xM2u323bw4EE7cOCADQYDGwwGU14VDrnKsmxiA0yzC8/Fw9n8+tR6RGPEe8q+n+iN4WeBY0UPCK/XcDicqlTG15eNI/UcsBy2r4+LGB6fEGKaL3zhC/btb397q4chhFgjl19+uT3yyCMb+v+7s2fPWrfb3bD2xcZT2TPDb8o3i8iI5bCtqCoV3uvgXikpIcBvyREfAye/+7moDa6KxWPiZHu/Ngo/4vaLEtpTIseN4lRYkouNRqNhrVbLdu3aZbt377ZLLrnETp06ZfV63Q4dOmRZltmJEydsaWnJlpaWzMzs3LlzdtFFF1m73Z7a0d7H6XlDnBvic3eB4GNFIx7nzqCo8Lwchz1AvP8N5qD42mC4F/YxGo2s3+/nISz4fcB5pAQHeoWwX/735V4w79/XzvvCdRJCXKDX6ynETIhtxNGjR+2RRx6xw4cPr7v9ee7cOXvb295mH/jAB9a1XbG5LESYWRT6xCIHr0Uw/IjFDOenRPdH40j9nRqzt4/HUh6ZKmvA+RVVrvUxlL3V9zwNN+oHg4H1ej2r1+u2Z88eO3PmjLXbbdu9e7c9/vjjdvLkyVzMNJvNKQHCojEVnsfeFR9LJIr8ngieo68xFhtItRntAePCZzgc2mAwyIVMr9fLvVZF3jEWnEUhbvyseK6RJ0eIeWM8Htv58+dt9+7dW9L/H/zBH9iXvvSlLelbCLExHDlyxM6fP2+7du1a13YlZLYHCyFmzCbfgKORyoIilRSObUSG5FrVfmSQo2fGbNKDgnkjRf2jF4o9TixWnLK8FSQlbFwA9Ho9e+qppyzLMmu1Wnb27FlrNBq2d+9e27Nnj62srNhoNLJOp5O34+FmWGTBx+tiAje2jNaBE+CL1oa/B+7F4DlySBqKHPS0MCjQXOBh+eSoXW+ryHvmx1lg8rqgByslxISYF0ajkb3hDW+wj3/845vqxfe+H3nkETt9+vSm9iuE2HjOnTtnS0tL6/bfFXlxtw+rFjMbGXYWeTwi4cJeGh4Li4kozAuJKo2hMEl5b6Ix8Nt3vgfDnsrajtYE58b3uDGcqqbFFF1Tr9et3W7bmTNnbN++fdbpdMzM7MyZM1av121paSlfV8/xiMKh3LuBuSZR3/V6vTQUjteGw7VQLKGI8rExuFFlVBzCx+x5QR6Gx985fpaR+IhCCFlQRuWpI8/VZhuKQlTl1KlT1uv1cq/tZnHXXXfZn//5n9ujjz66qf0KITaeQ4cO2WOPPWaXXHLJmv//1+/37cYbb7QPfehD6zQ6sZVULgCAoVkbnYCMHhQ3RPENeKPRsHa7bc1mMzQo6/W6NZtN63Q61m63J+7nBHI/hz/NZjP/abfb1mq1JpKy8R9Rs9m0VqtlzWZzapw+Hl8/P2d2YW8VXM8qa8FzYDCMjseDbaXyRbxP9GQsLS3Z8vJy/tnn5ddE/Xp//Iz8mFdH8x+zC6LCQ7pS4VgcqodeDPbQYLhbrVabKEDg4iSqWobPxPfAcZHk37/oHm8rEmQutHwMuH44L/yM3h98jriGUdikEFvJHXfcYbfddtum9/vQQw/JKyPENubQoUN28uTJNdufb3zjGyVkthGz1SPeYlJGPBvqKe9N0bHVUiUPpQj2LqU8MVXbmGXcVbwfRXDVLm+Pw7LwM1f78nFkWTbxU7ae0ZqxN4Pnye15vynviYsPd0X7/S62InHL96PYqrKeRdf6vHAdhZhHxuOxvfWtby0NFV1PRqOR3XrrrfaVr3xlU/oTQmwNhw4dsscff3zV/23Jskz//9xmzFyaeatAwcLH8c10dD4y9Gd9k526lo3VWdcoEjNcuS3lnUCvz2rezEchT1XvYQGHXgdMmnchg59xzVDM9Pt96/V6obckgteLc6m4fa4cF4V54T1+38rKivX7/bxamQsg9wBy/9Ecy9a37Dr8LuA6cxtCzBM33XST3X///RtuOIzHY7vjjjvsgQce2NB+hBDzweHDh+3EiRMz/39vOBzaT/zET9gf/dEfbdDIxFaw5tLMGxnawuFgaDT6eTTiU1Wl0NvBX/zU+NlLwuc4r4ZzNIo8LPg3J4z7Zw9tKto0k/NsovFy3/hW39+app5tytPBsCcFnwN7WnC+LngGg4GtrKzkoWU4ltRco+cYPWcOocNrPbeIj+M9Pj5sC0MZyyqZ4TPEdtHLwvPhNcJ18+9YdJ8Q88Yv/uIv2h133GEvfvGL7ed+7uc27P8XDz30kN1888125513bkj7Qoj548iRI/bQQw/ZkSNHKv23ZTQa2d//+3/fPvnJT27C6MRmsuoCAJsZn88GdkoApMaU2k+mKDQrEgpRcjgbzVxNLWWIp7wtKRHk4oY9KWVzj0KrPKyKjXyz6bUq8w6594IFlLftlb9Q6Pi17JFJrQEKuSgMKxojC6HoHn6eKBRcaPX7/Qkh4dd6vgr35+vK/bOgcaKxRR4jHKPvQRM9PyHmjT/+4z+222+/3V760pfac57znHX/f8d4PLabbrrJPvvZz9rKysq6ti2EmG+OHj1q999/vx09erTUpnvVq15lf/qnf7rJIxSbwcLkzHA4FydEVwnVKjLMi/pj4zTVDoYnReFYZUZ3NAcsFIAiIHojn3pLz6FTVcOZqoSuYdEA3FPG92Lx6l9YatlFgosYFzJR/kk0LjyG4YXRnkP+g8UG/Dov8OBFHrggg4dz4XpwQQgUq1g6nJ8RVsrDcs3RsywKOcO54jMVYp45efKkve51r7M3v/nN6/p9HY/H9r73vc8+/OEP2xNPPLFu7QohFofjx49bo9Gwe++9N2kbvexlL5OQ2cYszD4znGyNBib+zfcUhUcxzeaF5XBDEcVEVNaXQ5o8hAg9CT4GNH6xLRYxWJ3L3/5Hb/OxOpq3EzFL/kbKW8Ht4dxQxDieOI8hVSgUXOT0+/08/6RMjPE6RAIw5QXjsttYGY/Dylhk+PdiPB5blmV55Tr8zqG3i9fZx+XPFseW8tSk5uxiCL9HCjUTi8Ddd99t9913n330ox+1kydPFoZoItF/1/w7/81vftM+8pGPKFdGCGHPeMYz7Dvf+Y5de+21E/+fffGLX2xf+MIXtnh0YiOZSzHD+Rwpb4zZdMgWhwrhOQ4D47f4qbGYTXsNuF0WH7xXiBvEblg3m81k+eFoLChqsK3o+lSSPRq++EYfyyfjGHzO6EngMs/YFnpg+v1+LkC5PLNXB/NrUETyGKIkd14zHAuul+frmE2Hz6EgdEFjZnlYnJnZyspKLlLQA8VhZpG3y9cPw8v4O+1hdv4MzC5USmPRw+LXr4+enRDzynA4tKeeespe8pKX2J/8yZ9MhGoyu3fvtlarFZ47e/as/eIv/qJ95CMfsaeeemqjhiuEWDCuu+46+9a3vmXPfvazzczshS98oX35y1/e4lGJjWYuxUwVUNBwuBGf97/5dxSSlOoD7+XP0XhS3gz8jHu8zDpnPh71E8Fehyh8i9ssOo55JZxM7785bAs3nmQiccftFRnvZZ449uRgv74u9Xp9onoZhgiyt6/orXGZpyn1nWi323m/UUhOtPmoEIvEF7/4RTt48GDhNe9973vtb/2tvzW1p5OZ2U/+5E/aN7/5zY0anhBigbn++uu3eghik1lIMcPGaGSgRuFR/Aa/KETLr+W37difWTq/ISVm0DDGpP4qRqm3iaFb2GYV0JtSJOCqtIcJ/JwTxEn77nFwTwSGeLHXoWwNqoanRPeidy7yrrmA6Pf7ZnbBw+OfOSwNvYC4LkXg/T4eFpd+XXQvhszJKyO2K29/+9u3eghCCCEWgLkUM6m352goY7J2JGSYojf1qb/dUI1ClFLCpkjw+PGUQc3jiARSlEMzS9+pamV8PrX+2B9WRovmgga7e4Q4TBANf8534XVA7wXPLfq7iifLx4AhclmW5R4SzKHxMEecM+e2RH+zJyy6ltcNRZ4/WzzuwhD39RFCCCGE2GnMrZjxPTpQwGB1LxczmFtQFEIUgUII+0YwfI2NWLPJXBYuy8x94Rj9M4sc/Mxv6FFsoDHM82Axw1Xg0BuAHqxI2PhYopAwN/Kj9cP9bLjiGY8fDfWU+MDro6pnLHjwO8PwOruYwT1xOp1Ovr8Mjh/b4OcYhYVFYiYSa/zMsPobrrd7wvr9vg0Ggzy/RmJGCCGEEDuRuRQzDhrgXFbXYfEyS5hUkVfE+6/SFosPHHvVELKiMWA77HmI8i6K4PCvMjGXEmVFHgf87e0XhUThNdG5Iq9amcct8kRFwgIrmbkHzMWMC2vOy4r6w7lH4WYs1HEdcSwurFhA+znPO+K+hRBCCCF2EnMtZpxIzKCxisYcG5qzJtmXjcMsLRqi89Fb/dWCeRoRLCgiMGSKq22l2o08DtiW9+2eMr6+iqfMjfz19DCkhAc/E/TOeJloXxv31LCH0L0m0ZqV5cyw4I4qzfm4ePzNZnMiBI3LcwshhBBC7CQqi5mtfvvrRiRvPogGK4Y9RaFTbGBHRQI4QZ6v977H46dLJPvbfLOny/qmwpqiUCI8hmPkkDC8lvcY4dAkXgcsMtBoNKzb7dqJEyfsoosusn379uV9cPnkaNNRXEMULFii2L0ZaIij4Y8CyDefZGHAggZD4vBa9AJhbku09hgWiEn8HL5mZnkY18rKinW7Xdu9e3d+Dr8HWMygTIThd8f31vG58LhbrVZekha9Re7RwXLOXvlMCCGEEGInMtdihvssCi/j43h9FOZUdH9Z7kaZBwMFR8pAj/JcUiFdfj6Vn1Il1Mr7a7Vatry8bK1WK28zui8ShBxCFhUxiNY+CvmK1rFoXaPwN16fSChyG1HYHrZVqz29h4uXZu50OtZsNqe8RixsUeRhn1hAwq/1trCaGe4z02w2czHjY8YfF7G+eacQQgghxE5l08PMisRAFdhYxuMpbwLfW7UPHy+fQy9D0Rt5zo+oOpbIk+OgcVzFI2A26eFpt9t28cUXT4yhLHyuSPDxOTSuWfTg84k2NfW20YBPzYVFGD7zojVB8eE/XhEM/15ZWbF6vW6dTsdarVaYI4SeORcZkSBl8cICql6vT4gX91i5t4jD4Eaj0dRmpEIIIYQQO5FNFzNVjK/obXnkVcHPUaJ39Bv7qDLOVH5HkVeD+8O3+lFoW6ofnD8a8FVzMjA0Db0EPgYMk0IvQdHYUp+9HQzT4/HgT0pAFQlJXAs8z9+T1PeF20aB4G0Mh0M7d+6cjcdj27VrV145LQqZ47miUEKhiELJRU/UTq1WmwjZQ/GEbbiQ4fwxIYQQQoidxlwWAMC32OhxQdgw5hCmssT7VFU0JtWvmU3sdZPqi4+xEY9enrLwtTLjvmguUUhYq9XK81w88R2vicK2otAuFp58LbbDRnq0Tqn5poQp3sfn8fuBwgDvwbyUwWBg/X7flpaWwmITZjZRYQy9Ld5ulmUTpcOxkICDeyVh25FXytt2D1K73c5zoSRmhBBCCLGTmUsxwxS9aee37qk8iqjNqPKZt5ESKGUen1Rf6PVIhVCxR8qPpcK8ivqKxowCLsorie6JxofX1Gq1iRLBKW9aEWVes5SIS10TCdUULMJ8w0zOR0EBi5tZRs8Sn7MLEB67/6Anpoonyu9xISQhI4QQQoidzEKImYgqQqXsmkgkOVVyUZiqlcwi49avZaO2KFyqSr6OU+T5mQX0eEXJ52h8r1fJYF/DlDctCmlDQRF5kPwclqp2EdPpdCbEAgrXoj1m/Hez2QwrqxWF1uGapcIIsaoZ5iEJIYQQQuxUZhYzkdeCjeu1Gs0YzuM5AtEeMyw+UuIEDVkWA2WenEjg4DE3PNl4ZiFRlF/jn1EoRBtS8px4ftg//mYPDI6RvSq4xtgmt4HCDNcVDW6E19+FBO51g1XX6vV6XubZvSG8hw2uOYuSIu8aj8nvGY1G1mw283wUFzfoXeE8Hf/s13KfnsDvcAEDfFbcXvQ95RLl8swIIYQQYiezJs9MysBdCykDjo34IuGB44quKTJuU+NJHcd9XKL+uc8isTRrWBaHSPG8izw8TlneBT6H6HlUDetjb40b7Nx+ytvkIVv+uczjFoWqoYjg3B2eG4oFFH1RmynRiV6iaP+jSNRE7WBuTbTuq/EiCiGEEEJsB+Y6zCwKx4nCf/xc9BkpCz1LGckpQ9PbNJsOHZvFwPQ2MUndDV32JEXjwp+UMZ/aE8a9GezdiMaP7RetcVnyvhv43idvDspzTRUNwLa9zWhcKGTw93g8nsiBwaR89BKx16TRaORFE7jCHLaHgjdaB/QMRQIcj5WtgRBCCCHETmSuxUzKq1Lk6eB7UYSUGeKRJ6PMW+IGJ+4Hwm3x9VG4G/YbeUB4jPhmH8PYUqFzaOzjeQ/hq+Id4TVMebIw5MzngWuFc8dzvE8Lhqqx4El5p3g9ee04VM1Dyvr9/oRYZjETzddLO5d9R3DskYfR1x9FFQowr7A2HA7z/Wh4zYUQQgghdiKVxUzZ3iYbhRuW0QaBLFTwHjc+OaQq9fbe7+PPKCxwbxB+W48J9my4envsbXGDPyUkUnkn2EYkblBg+XHOhcF5uYE8GAymwrEYDg3jPBecy3A4nBBKKHAajcZELgqHY+Gc+RnhOrOYw7XhcswuPvxvs6fzsrIss8FgMJErg+Mbj8fWbDZzQcHPgvfv4fFGoXT+N5f3xrX0Z+LPBfeswfaLvtNCCCGEENuZdfPMFOUxrJZIoPDx6FoeV9RGWX9Vzpd5VvhaX6PIA8T3uBjgfCGGBVD0HFgc8LqiIV51DbCdImPaDX0cayRWUl646G9cR54/eoNYKOAYUn+zKEmF20VCmj1zKJ78WhYiEX7chZbZhUICRUJvM1CYmxBCCCHmiXUTMxv9ZhiN7lSJ2+h4ZARXET4RqbK8+Ca9bA7eDntUULBwKBqON8pnmcVr5m/4eVxY0auI6BrPCYm8KOzlSVU7i0BPUioXZ1Z4bXE8vH9LlfXg58/hfix62BOVAoVQq9Wyer1uWZZVEpwbiTxAQgghhJgn5jpnxinyxKTCkKIqXUU5KH5vWd5F6t5oDGXzQCETiRi/pkqRgaLckajcsreLeSqRUOQwMfakoDjCEDcUH1EYHYeppebCa8qloLGMN88XQ8ywXxyX39doNHLRgO3gunPRAq4yFoXoYQ4O9l/0PcyyLG8LRSb2lfJMrTcb4XEVQgghhFgvFkbMoPFcZGDhm/xUG07Kk5Dqv4oHhL0pUR/cX+QFSIVdRWFeKZGREnopD1XKGxH1g+3xNf7b8zt4zrgu0d8seCKhU+Rlw7VBgx+FjNmFfYxqtZo1m82khwnbxPXhKmQpcYHj9H1rmChUzfsoE/MbKWgkZIQQQggxzyyEmHHcmGTjODpWxZvD10Vhaygi0MhE4xbfovu5yJvCBjx7Szi3BInu5VA0NISrhHHhPCOPQUp4MCwWfN4YcoXjjEKu8F5+JkUen6q5Pim8TU/+x+pkLJxXIxjc+4PhbJEgxTWMqrj5WPlnteMSQgghhNgOLIyYYQOOj1URMxzq49c67HVIVahizxAanzwebp8Nex6fG/ke/pTyhOA93mYUxpWaH3tCIq+Pn3MDv8gTYjYZzmVWnEvjPyj6uEob7q3C65byHqX+LgL34PFNULFv9kjNgrcXlXDG9fbQMhahGGLGhRrWIuKEEEIIIbYD6y5m0KCODPqq93vYjxuukVHv7bLgwDGgIYiVpThUyA1KNBpT4Ul4P4dVYb84XlwT3uuEc074Xu+Dy/LyNewZShm8OC8+h/NCUcH5Ibj2vD8MJ/njmJvN5pQ4iULOWMg4UY4Nzh/nw7kxWZZNiAYXL+6V4f78PLY1HA7z+XLIWio8DX+jsMH1xfGwKOVwPfbGbQbRd0UIIYQQYqvZUM/MWg2gyBDnN9RR7kTKwGPDks9F4/UQISwxHLXJhiWGjuE4eQx4Hg1XFA9l80LQsE+FYKXEAI6Tq5u5EZ4qW4zjRk+HzxH7jsQpe2jwmtR3gEWZt8F5PzhfrwqG90RiMRKf2IaLi0hcoqj0/Bj+znJYHlbqw77YQ4f34s96w/8WJGSEEEIIMY8sTJgZEoXZRG+qIw+CH4+ucUOc3+67QdlsPr1cKeMxMrpRXPDbdR8Xjp29Kk5KGEYiDu+PvFbR/Xi9jwHLFEceI/YeDAYDG41G1ul0pvZX8d94nNtiQ79ozhgOhvemjO5arZZvvOpjiOaH84xEAyf9p/rC+70vFDQonLCKXAr0zmykiClC3hkhhBBCzBvrumkm/l4LkSHPXg/sLwpXws8pDweLHfyNbXPoj9/L44nOowGIfbFHKeWF4LYjwcQU5fowPGafKwq7ZrM5YeizsY7GvwsFFI9ohEehcuiNwfO+PlwogNeN5xWtlc+tXq9br9dLtoP7u/hxFkypfCacj9/rfWCJZhRF/pk9Tdw3fo+8ffcabgRlwlkIIYQQYh5YdzGzHkQCxI9zn94vG7xlY2MviNnkG3I3wDGJPRWelOqHvQ0OV6jC8aRCilKbLUbeqUgk8TricTTWUcz4ta1WK88V4RAxFDjtdnvCUMdwL/RGsAhAkVM1vInnGgkTXsdUW9h3FJ7GuVAudtiD5O2jGHIPF4cNsqDG7wmGNLKY4mO8nkIIIYQQO4m5DTNDw281VZyiHBf22JjFBQv8fu+bz/nfLAqiMaU8K1XClFiQsNGM48B7UnuTFHl/8F42/D08K8VwOMw3ncQQMB+XjwdFXDRnFGpsqEfPPCoGwHPyz5i07+2lvCAsaNgzs9pKaiyuMPHf7+O+8Xr0DEV5QUIIIYQQO425FTNmkzkgRWKGP7PRytcVGZvsCUEw7yUaB+eU4ByqkBITkSEfeWN8jCwcIi9AJBRQLEXCg4UK9jccDm1paWnqehR8ZUIm5Xnj9cb1iUQl3o8ChfN1Iu9UVLUuVUwgRbRfEIsr/9tD36qEi6VElhBCCCHETmXNYqbMuIvOV/Gs+HXehtm0qEFDkUOvMFzMS+9iqBCH9uBY+U24kyoBHYV1ocHvYL/YBpeJ5vXjNeO8ldTaRkZ+5J3hdeB2sQgCC6fxeJyXW+a2/Bn0+/3CZ47Pi/NRWLT42PiH58LXRWsVXRM9GywcgaGGKVjMpAo6jMfjifAzbzcKZeP5Ydif/7uIiisIIYQQQmxn5tozwwY7v8EvevONRiFXi+KcBP+Nb7ojgzUSUdg+V8GK+mUvw2g0sizLJsr2el/sJeIQLB4XrlkRkVCIcmFQPHFSPvbtVd5YPEUen5QXxQUNJ7zjOCIRU+T54Gcaeb2iteRzKFCriBmeF7YXfca/cc1xLijksyybmpfEjBBCCCF2InMtZpAotMuNcLPJillYUWs0Glmv18vzOvAazlfAqmWRJ4HLDUd7gETjTc0hmtMs64H42FP5MmvFxUZUdcvP4/PAc54AH42bQcERVfIqIipdHAmjlDhyUAitplpY5KXjcfr3MfLgpdpE0YJ/CyGEEELsVOZazKQ8Mn4servtQgU9Bv1+34bDoXU6nald6dn4T/URGe8crpaaA4dKFYmZorYQ9npEBn9KZPF6Yb8pTwfuOxN5Pcbjce4x4L78Pg6z47FHzzsSEynjH6/FMs8oYrAv9nzhmvj3iOeYgj0r3D4Wkkh991JE3/1UYYqNYhZvlBBCCCHEZrHhYobfUq+2DTYS0VDG42x4utGXZVmeOxONiQ1pHi+HYnkb+Hacq2u5IZsKASvzOkTXRyFlRW3gWCKhhuuE3iY2wPE+FAUuHFE4+A+Hn0WeEWyfn3E0zuj5ROKExRbPA8fK68RCCNti4YX9e/sugtBr6PeiB43LNXN7/lyiDVc5ZG4t/76qIkEjhBBCiHljUzwzVb0NqXuL3uZHxhwafc1m05aWlvJQM3yrXXW82FdRxTL2LvjbfQ6xYiO6qphZLZEAiubGc2ABgfdHIoPFDHtEUvPie1AIRLkg3De3Fe1nk7ouEp+R1wk9ONHc+TlGHh9M1mfvSlEZam4X+9wsJGKEEEIIMY/MdZgZkgrHin6wepSXvnVh0e/38/1QIiPd7+U380WeD64uhtdjHykDe6MMxWgM2H9UPQ2LDOCapMaKni70RKSISmazB6OMlJDBc5EnqOjasmtS7WCeTgr3xphdENi8ESaCnhdsl3OCqog2IYQQQojtzKaImdQbdKfImC8KOYpCi9xA9BAerz7lIU9ZllmWZdZqtaYMxqJNGL0/9lzwW/PU23ofC8+ZvTm8PujZSPVXtJYo2rgfrB7G9+J90fOJhAAmp0drUjS+VJ+45vxcWCQWCdvUNeyJ4T5SnrhI6Pk5vh5FIwqb6HtcNH//G8PgNkrMFAk8IYQQQoh5YcPFzGqEDBpsnn9gNr2BIV7PxqkLGvSc1Go1a7fbUyFEKU9CyrCM3sRHRrtfNxqNJnJ7UiFfqTGw6OA15OvZWMZ7fC083InDuFg8RTlGLA54Xh5Ohc/E7/N1cKLNPX29Iq8XromZ5WKVxUpqfXE8eJ+3g/elxJOvC7bJzx/zqHCO9XrdBoNBPk+Hi0lE4jNVrU0IIYQQYqcyl2FmLAqKqj5xGJcb2oPBYCI3AY1KF0n9fn8iCZsNxciLwGNkgZESarxPC+9zU0aRR6PKtUXtovBA8YTjS/XP8/Byw0iZtwt/R2MzmzTkWVDiM+XqZTwHFJiRAHJmLcscrQ+uYUogOanvOAquKv2uF6mxyFsjhBBCiHliLsRM5HGI3nIzaIijF8Xf6g+Hw4kKZvh2fDwe52/II6+J70OD4HVoZBd5Qrxf3EWe97dJzQsN4ijULMp5SXmOeEwI5hShSCl78x95jBqNxoSXw9tFTw+ONTLUi4RTqlSzt4X7B6F4ZdjrlwrlSnkWi7w2qRA0M8vXwq/FdcPnjePkktc8ls1CQkYIIYQQ88aWi5mUAGDDKWWURkalG71unEclcBuNhg0Gg6lKWZ5bUzZWNkhRVLF4YY9C5OEp6y8lUFL5JCkhEoVicfiWG9W42z3O06/F+1lMZlk2JRDckMeKXql14LmnwufQ88aJ9jzG1PqwtyfLsvy7U7SGfJ7XHNtHwcjerOi7jj8urNjbpOR/IYQQQux0tlzMRKRCftCgi8J20DhsNpvW7/dtMBjYeDy2drudG+me09Fut3NB40a4G5ouRqLciGiMiOehcAneaJ5sAKc28YyqgPFY0PvB7fJ9uI8MhpehOIlAgcAGtv9uNBr5/LEfFzORoGPDvsjQT332586it8hbxSJtOBzmnpBI2LLQSI0bhYj/jZ4jhp8HXo9t8DmJGSGEEELsZOZSzERE4VlsoPKb+MjoQ09Nq9WyRqNh3W53IuEc82vQ8MZkdKbMCxIZvpiMn2qDj5flXvCa4bUpo569WZzfw+Kxyj49uLeOt48liVPheWXzYs9ENGYMAfRjRe3iWNB7VFQYIuVJikSN/8bvHj+TSNz53LjPWfN5hBBCCCG2KwsjZszipHf2YqAhGFXi4vyZRqNhnU5nYtd29jQ4KeHE96GhionrLBLQA1LmOeD583EOe4qMYzf0MYeF1489LSyAeF0jPOTLr0UPjhvnVb1cqXNcnhiFIa51GXwti4eof3yeRcUTUNQ5KGai9cUxucjyNqpWbFtPirx0QgghhBBbzcKImSJDFQ2uVNiWG7vugcHrms1mHl40Ho+t0+lMXOMGJ4cC+bj8bx8fG/tuIHs4G5bt9fmwgIqEBs4XQ8rYE8FrgKWhuWiA34NGPHqp/Bh6L1A4eNgUG/0cXsZz8D13sB18ZjwfF2CRZ8c/s1CNjHC8l9eJ5+zH+H7+vkV94NwiYRQ9bw7b87HgeuD3mMe0EaS+j0IIIYQQ88DMYmYejJrIWHXD0d+Mc36NH/PqZtgWGp1YOKAKbliiQc/Cg68vOo9jKjoffY7u4bb8M68Bj4+9RqnxRJ4xbisSGNHvqO/IUI+OpeZedB8+dxSaVRProzGiJ6VorXiMKMgiz0vkkSl6LuvNVv+bF0IIIYSImFnMbIZRM4uQcOMXxQhvUuhv9ofDoQ0GA+t0Ovn9Ll4ajYY1m828IACHBzmRmEODGL1GRUImmiMn5KcM1CgsyY/zZpXYD3pouD0HSwTjWFNGPhrxRUIi6pND7NBr5ePl8RW1VSZeUmWg0cuFQqQsVC0Snd4OXsP3pD57n1hFDkPaMFeGxYwQQgghxE5kLsPM2EBDg46P8fnI2EPD3DfTdAGC57GdotLB+BkTxssMV+yT5xGFO7G4iUh5cdgDgcYyGu8YNsU/vCcMriv3UeVvs+kwNxYhOD4kEisoTngdea5+jH9wo00fHxcOKJpXtC7o2SsTf9HfPh4UkfjDggnHIYQQQgixk5g7MYPhYuxVcCFSJDLcEMWNM81sQkh4noeHh/X7fev3+1NJ/JHwiBiPx3kJ6EiwoGCI5uvzYwETiTc0ZKPcoSg/BQ1+ru6GBrSXVEZPCXtocA25b2wTwaIDnp/kBQIibxYLptQxrvbl4/Y2fb8YHBOKBf8b98RhYee5PXw/P8NUSF1UUY2FVpSPFH1/8Nn59yD6tyKEEEIIsVOYOzGTIvIclIUy+X1OtG8IJ49HHpaqoNHJY2QxgwKBDVgOv4raj9qMxsPizNvlsURry96DVLliNN7xb8dDt7rdbigaUkTjirxHkYejilcmOm9mudiKCjQw+CyidcEkfu4T54nnMGQSvTQYAoff16r/FoQQQgghthsLJ2b8s/+OjFG8B3/7dZiXgIa6X9vv9wvHgsZ7ygODBmdkaOJ90b4taKhzcjgbuak38ynxFIkIPo5eBVwjFCGziB0OmUPhUxRa5vNzuLBDJLzKREvUH1+LJbVTQiFqIyoHzt4XXntek8gLhVXr8LmX7fkjhBBCCLGdmWsxE4X9RKFPeH0kdKJwLE/0N7OJUB0PF8N2MKyLDVv05DSbzSkj3cfs4VU4pqJ20VBm45gNfDwXVdJi74V7qHh9x+MLYWoc+oVeBm+Tx12W49NqtcJyz9H8UoKVc0eiMUYiy+eEoW3YH+Y+cdGIVOgX//Y5eQgdh7M57mXB7wLuKcOiKmoLx1m1+poQQgghxHZj7l/rRka9H2cigYNtROKAq0ThecxPMJvMuynyenDffi7lCYjO4zVlXpRoDaIxFI0xMqD5mrLqXtx/FBKG/c1CytPibXtYWPQdSHmv2PsRjavMMxP9NosFaur+1DPDH9zU1czWtJZCCCGEENuFDfPMpN7ObyRFORiRIKnX69br9SaMQSxNzN4V7wPb8/OpcJ+qIoDnEc1r1nZwDP4TlWZOCcb1woVaFB5mdkE0rrbvSNy598IsrqAWhcml2p41wZ7D2HCu+N1KCTRvAzcK5dyZteR2CSGEEEJsFzbMM7MWozhlYM7y5jw6jsLDDUIzmwg7qtfr1mq1JkLG2FMReVhWM58yorCrKvdEORdVvA9s8OPnIo8Pr0f0mYVMkYdrNbDBH+XboKeL848iIuHFpLwzKGJxbYueB3/G76WLmFarNfHdlaARQgghxE5mXTwz6+GFQe+Dv5XOsmzCQ+JgrguSCr3B415q1z0wnU5nIpQHc0447wZDh1zsYPnfZrM51W/k9WEjmvND2AvEZZDxHPbB3pWy8DJ+y58K04vEB5ZExvLHvG7oieCEdT6HXiN/HtguV4nDvvD5RPuy+HfKBQKHEEbChYWCn8fnEQlbnwfnBPk1LI7we+TfCS6xjaWscd2yLMv/nQghhBBC7DTWRcxsdjhZagxRXgr+nrU9NyCL2mADfxYvyrxQxfNS5F2KxBPeU7QmKHBYrPCeOH4Ni8D1JhKH7OnC80y/38+/P0VtlIVEIov4vRJCCCGE2GjmqprZasUHhxZFb/XxuqqwZyV6q26WLjyQGuuspPpba7vYXtHaRCFh3qeHbBWVHo5CovwzV/6KvBYsZtYiUnn87hVKCTFel1TIIXtf+Bj+7W3MUlaZxZAQQgghhJgDMcMGmv/Osszq9bq12+3C0B+Hw2z8b3+7j/vIpN5ye6I3hl55uBuWwvUwH/+N88AyyEX5FqnSyth2FQM5FWKGeSGpN/1+n3uU8Dgm5aPnJFrrKL8mylVxA57HhGFjHO6GXppoHngPixKuUMfhff4ZxVxRFTcWOVhZDJ8Xt+NhZxyehuuO88MQOAzP4++I75eEcxBCCCGE2ElsuZgxi8sWu+HbarWmhAjnOvjfWZZNiQCsaMU5GywAojfxKC7q9fpULgOOC9vga9jQjPrm8yi8sAJW0T3RvRyqFc3P7ELOD88Bjf5ozCw+IiGGbUaeEGyf54T5L1G72Hdqjfx3qpAD/s25V9F1eJy9LNE9keeK20CRxM+L5zceP71XUr/fnxA/CkUTQgghxE5iLsTMrKD44TfibMQ2Gg1rt9tmFifSMyhWXMBwYj8b7b5RIooGNjzZU4Nv3X28kaGO40gJgMhwj8Km8G8fY1GoE7brQjBVRhkFJ/72czhXFGdlcJljxL0bPFbcGJO9Kh4S5/dUCd/COaH4YO8WrqV7a1JjbzQaNhgMJvrgIhNMvV7PCwWMx2Pr9XrW7XYtyzJ5ZYQQQgixI5kLMVPVqHXPC97Hb6357fx4fGFXdU/MTu0bgm/tXcR4lS03PKM+B4NBHp7Gb92jsCX8jcY2G9VodLsh7p6WVGGCaFNF7iPlpWHQIEeiNnD9sX8fE4qIaD1Sx1KlkyMPEh9nzweOk+eIIi0aU+R94pA5nH+tVrNms5lXz0utF8+pSHBj6ONoNLJ+vz8VAimEEEIIsZPYcjETGWCcg+BvnnFDSzfeBoPBRHlfbHM8Huc5BZ5oHm0a6YY2GsTe/2AwsOFwaIPBYMJ4HY/H1mq1LMsy6/f71mw2c9HkeTZmNiFyvA03hN2bg9f6OQ4r47f8/ObfDVqcIxrnKIy8rDSH0Pn8oxwMFmY+L7NJjxcKrcjw7/V6E94Ub7fo2eFc/bvAnrnII8SC0s95iWYcB4ay4bHoe4riAb+L+P3xtfFz0ffOvy/8ncHzo9HIms1mPm5fi36/b+fPn7d+v18owoQQQgghtjNbLmaYopAfNlgxTCryNqDB7UahG45uIPq9UZiXC4Porbefbzab1ul0zGw6+Z+9OG4EozjxvCCzyX1oOJyrqrHKome9DNyoHHIkIKKx4lr4ehaFj81CyrNU1jaKwKI22fNTRCT+ijxPqTFyiB636V6Zfr+v/WWEEEIIsaNZs5hhEbCZcN4Kj4s3qWQPjF+Hv71d9ICYWe6FQbwaVavVmggRciMZPSbooeHqYLyRJOd1zLIe3n+ZwTwLKDwiDwMLnKL+8BmspyeBK5QV5Z4UnY+8Y3jOLP7O8DpjpTIGQ9+KRCc/T/cQdrtdO3/+vA0GA3ljhBBCCLGjWbOY2UghwwZiVGo3eouN4UXoVcmybMJTg/3gXDBsCc/V6/WJcLPRaJQblB4ChSFHHLYVzY09KWaT4UdR+FUR0brguVQODP7meeNcivpFb5Mb6pHISOXB8Dz5c5GXwz+zQIg8atFxDIXz8eK1LkY5xI3bxmM8z+h6FK2+bhym5/j4ut2uraysTITcSdQIIYQQYicyN2FmkSHN59BI5cpYLly84lYq6R09KJgnwnk6fgyNY65AhR6GLMvyggF4HEODvE00PjlR3ufEwopzaDBHhpPG2WPF+UD4G434lLckJYL4GhZA/Bw8dC7l8cA1QEGY8mBEAisSLzg+bAvX3r1mLhCwQhjvJ1Mksvg74+3gd80LA/h1+B3EezmXyMff7XbzXJlozkIIIYQQO4W5ETNmxfkyDAqGorLA+FYdSwtH4gWNdk+25rfwnjzPxjYWJ4g8O57sz3NF2IhmgRCtF44xtW44FjbGy3ahX01IWNWyy9EYI1ZrrLN3x3+7wPNnhj+4l1CV9iNQOEU0Go28xLJfz6GGkTdsOBxat9u1Xq9X6dkJIYQQQmx35krMVIWNyKjUMualoHjBHBZu0/Mc3BDlvUOwehcKmvF4nCfxR14jF1MccsRjKPI04JjRy4Eiir0WRcZulbf6uHZVQ5nWK7F/PeAwLj/G4WN4fD0S6l2spNpCz2AknCIx48+81+spvEwIIYQQ4v9nbsRMyjDDZG02PDHMyg17N+A9v4HDrdA4x3bRI4Piw9tkL4mHULmY8PvcOHVD1v/2MDQfP/5Gj5J7cLw9D10zi/d9SeVXoEHMHiEfB+azYHgeri0/l8FgMHG/ryP3z+FtLq6iEtfRZqPRs/E14+9ESphFG1f6JqoY8jYajSaej9nTBR+w7LfPvdPphCGR3oYLWy8WgXkw/hzds8JzwnXC8972mTNn7MyZMzYYDGwwGFiWZXlbs3rPhBBCCCG2A3MjZlJwGJAfi3In2PDmvJOIVEiXXx/tgcLX4LX4Oxpr0Rh43lFb0Zz5XKrt6B48j94K3jsF7y/yIOEzKFp3J6pCx21V8UBE96WIBFJqPmbTFdiKnikKMe6rzPMTzdvs6TXq9Xp2/vx56/V6E3lFEjBCCCGE2MksjJjhZH0855/ZOGWPRpVcCA9Dc9zzg+1jvg3vQcMGf5lBz8Z/5K1xfPxReWRuy8cZGbu8aSWLlnq9bs1mM6zChuFrbpzzzvTsjSnyuvE59JZwRTE/H1FWjnkW+Jlwie8IFJ/uoYmeu3+XytYG+8qyzLrdrnW73YmcKiGEEEKInc7cihk2iFP5JR4S5Z8jgx49O5FY4M+Y34KhZ94XCx68v9lsTuw3w2FOTupc5P0p2xg0Mvr5ejwWCQM24LkfXk8cHwtFNOTxOUVlk6t4Ovg3h5/xvfididpG4YGiAT0h3E+tVsuT9iOB6sdSpZU5tM4FKfaJbeC1WZZZv9+fEDJlz1kIIYQQYicwl2ImyknAz26ARp4FDs/hvUH8Gjd4sVAAh7Mh6DFot9t56JEneqO3CDe95PGmvCU+Br8v8gbgeF10sSjgXJeUQc/94rVmNpXH4nBRAQy9Kis4wEnxmEviRjz253PEMfq4eC3xGbPnLgoh9P5cIHCBhmi96vX6xPX8LFGg+PPD+QyHw/yZ4ZxSAtZzp/r9vvV6vYl8LPZcCSGEEELsROZSzDDRm3UWPKncDn7zzsYxFgrA9qLNKlkkmU0nePt1aKRHgiJ6ex8Z3JGhitenPFccDuXz4UpsZjZhyLOXC9fDQ88YHjceZzHGHhweYySiXMR5Un0Ee2o4b6Wq5ycaV/S3C43IU8XjMpsUjHyez+ExDzHzYgRCCCGEEOICCyFmIrAiGR5zOESIjcgo7wRDpqLzaCi7WEFRgt6UlDBhocVhZCxQqiSMRx4abB/bxHyZKMQODWnv2yuqoTcIQ+lQrKBw5IIIkcfLr+UNT3mtUiFlqfZm9VakPCQ+DtyfyIWMr00qhwlJiVcU3Oht8jXu9XoSM0IIIYQQCeZWzHDyedHbctw7Bu/j0CkUGCx80NtiNrkXCIcpjUYjGwwGU+NwIxeNVOwPyxVHIXM4X/eguGhi74sbvLz/jPfnv1m0uLHsXg68Fj0jnh/im4SisEp5Yrz94XA4EY6FQgQrg2HYHG9QiuLMBU7Ku+HrXpSc796n4XBog8FgYjz4vHksuEa8Xj429vb5Zyzd3e/38/ni8+YwR//c7/et3+/nQgZLSff7/Yk1iZ5DNHZEoWlCCCGE2A7MpZiJ3pD7cf7suQuYK+L34XVVjDf0WrTb7Ylj3HeUK4HGtG+iiW36+Or1+kTuhMP7ouAPrwWOg3Nk/NoqHgoOr/J9bnwsrVYr7LOKse/PBo1uni/PE438aOzR82UPHR7ncUVrmuqDxbCvKe4XhF4a7hNFG4o3DrXDuXoej+8h47kyvEaYF4RzjNasaI5CCCGEEIvMXIqZWUBjsSqRkY9egpQIYKM+FcJmFr/pT4WVpULS0PPiBnvkoUERh96lyGhnA92P+W/3qmRZlo+bvVhFYgsLGPDGpWx4o8DzttFTwXNGr8Z6EQkAHA/+9usx0d/XDJ+RmU09Nw9H477Yk+heMd8Y070wLFpR4FSZYzQ/IYQQQohFZ27FTGRIOmjws/E4a/vYZpZlU2/h8XyqnSLjENtD2Ij331xVLTJEIy8Rh695Hw4a1+z5iASP3xOFseFYIo9I1JYfSwkavzYKveKf6NmlvBK4VtF4cLzoHYnm5J+9zZSXCEUoemewWh2ODY+Px+NcyGAZ6Kh6WdG8U+OP/hZCCCGEWFS2RMykjGMnqg7m16Oh7cY0egOijQjR6It+Y96D389GIpdb9vGgsc8bIvpcsA0s6YyGNhq+PE9s3/tMzZWT7qP1ZqPYPQcYRoVChq9NPU9ca+wPjW8UUe6t8JLN0fUsBlnE+jHPicFEe/aOcF4K9tVsNqfa5RwYPM7ln9lr4v14bpKH6/F32dvFnB8XM+4h8/wln4N/D/w74PezcMN+hBBCCCG2I1vmmVnNG+VUO6lQL77ObLKssveBwgavLRsrG/FRHkM0VoT7jYQHCgAUGVG+ROTRKlpHnH8kgPD+Ik9VtHYprwiukxvlONeiMbNnyttBoRR5X6K153VnL43/8PelDBYtZpbnITEcZuZC13NxPOyPPTo47qrjWg8kjIQQQggxT8xtmFkVIhEQ/Z0CjWsMaVqtwYb7tUShPShCUoZ3kbelinCLDHkMfSq6jytjRYn7Vda1DPQ2cShZFPYVzQ/zeVJ5NLzWmBeFYynCPSFFsDcO1909fw7nzaCHBr0wKGTwWCTmNpOt6lcIIYQQImLLxExZiFmtVrNms5mHPGFlrCLBwYYk9pfyZvCYeJ8Zzo3wz2ik4r4znEMReS2wqhWGQ3H1NPyNn9FwxpLKHCLH4Vmp9fJ+UwUEUBRxuz5/nrcf5zAzXDPcV2Y8ni4ZzZ/978jDhUKSBaGfLwu7ir4TWJEuIvLu+WfcOwdD0nz++H32fWX6/f5EqBmOG8s9o0hFIb2ebKVwEkIIIYQoY0vETJXwMjf8ut2unTx50s6ePWt79uwJS/YWhdrwuZQHAI1DTkgvEiNeNACNegyVSlUgw37c6PU8Gu6LRUIUrhXNHw1qN6KLQslS44z6xnWIhEOR+PG5R3vDpMLBIhHKRn4kTH3efB3PjfvitiKBGN0fzRfLhrOnB8eHOTG8ZxGvBxcUiJ7DeiAhI4QQQoh5pjjGZgtAw3U4HNrZs2ft9ttvty984Qt29uzZws0R/f6y9rmvSIygF4GFkF/rb8gbjUa+r8ws82w0GrnnKRIAeC2GqEUGdzTvKl4IpKhyGR8r8oxFfUfeMg7NwjXhZ8Lis4qXBdstGzeOHfOSoip5KEqKQtBwTlgQAu91j4wfR2FT5L0cDofW7/et1+vlIni9hYwQQgghxLwzlzkzWKksyzK7++677Y//+I9t165d9qIXvSj30OBb7dW8QWZvhPfpmyKaTVax4nAi32ASvSwRkTGMY8ZwI6ym5veikT3L3PCnTOz4fGYJwaoyhiKPgZ/nsbCoGw6HeanilMeH28UxYyW6yPMTzZHvi7xe7pVLPRf2oLEA8nmwmOEyzNz3aDSywWBg58+fz8XMRoSYCSGEEELMO3NVmjkKrXLj8jvf+Y59+tOftv3799tzn/vcPLcDBY3ZBSHknznfxPt1IxLzGND4jkLLuFQvlkfG8CF+o99sNvOQNDR8Ob8Cq3px2BvOwa8tMuS5LDGeQ4Pe58ybVQ6Hw9xrhPewZ4yFHAsB9qDg+uFYMeeIhV6WZdbv9yfEJ4dmRe3hs8ZxomfL+8FcHQ4zZDGIz9rXytfJwwXx2uj54Nz8u8FJ/y5S8MfHeu7cOev1ernA22hW+8JACCGEEGIjmZvSzKk35n682+3a1772NTtw4IDt3bvXrr32Wut0OlOGOocjRQIJQaPYzJJiJjLm+BiKIUyIL7sPr8F1QEGDP2UemsjjwbkyPDZcL86t4XsiUuschZvxWM0m975BcYIFAnCcqfZTY4y+ayzqUu1H80HBVub94nFhqBl6azgEjdfE87R6vV4uZKIxrwdV/u0IIYQQQmw1cxlmFjEej+3JJ5+0O+64wy6++GJbXl6248ePT7xlZ8OxzMBLeW6wzyKDjo1srASG/XtOg3tTMLHb+/Z78bi3GxncVdYrClPi+USiEr0fUc6It19WsrgM9oKgh4uNehZnkVevynNHEcIeGhY4fr23icfRA5jK34m+k369e2J47pF4xfb6/b51u90Jj8xmCQ15Z4QQQggxb2xZAYAqb5Ij4/TEiRN2++232+c+9zl79NFHpzwVbPyh4EgZ7RhmlfLK+N8cquagJwb7YGHC7WJ/kRHLRraHtkXegpSRz9dEa2A2mZODHia/NjKuXailvGoporXheWCSPIfNsZDkuRR5h7yUMYpP/w74+vIap55t1FeU85IS21y9jPeZwba63a6trKxMVL1bLfy9Sok4vkcIIYQQYp7YcDETGUyRsR5d73+bXfCiDIdD+8EPfmCf+cxn7Etf+pKdP38+N3bR4HWwr9Sbch4bXxu1w3AYV5l3gOeXSv5mzwCvFxvL7CXgezCELHWNCwPs1+9lUeC/0bPE90Vzj9Yax+2GPee5uPHPQjWq9lbUP2+g6X/7XKK1wOdV9B3GZ+OkRHVUjplDzjxn6Pz589btdkPhPCtV1koIIYQQYt7ZFM9MmcFURdDgm/fBYGB33323ffazn7U777wzD0NCgza6D9svA70Cfg8a3NGbev4cGes838jTgPdGRG/4o2PcN/YVlf7FtYra5jwaFDE8F9wokvuIxohGPO567/0UhZmVGeUpDxiPB8eEcywS5PxdYyIvD8IiFgssoIfq/PnzU16ZtYgQCRkhhBBCbAcWJmfGcQOy1+vZ17/+ddu/f7/t37/frr/++mSoGBvPVWCPCFepYiOw2WyGiepsdKfm40SbguI5v6dIUPl53r8GvQxY8IDb8Ou4ihZ7FlCsYMK+e9B8DGWwQZ9lWV6K2cVAJGLQK4NtlYHCLlqzaE1nMfhT5aZT44hC07xPL8GMQkYiRAghhBDiadZVzJSFV+F1a2U8Htvp06ftf/2v/2X79u2z/fv329GjR208Hk+ECXHuR6vVmvC4oKGfCrNiccDziDwNRePG356jgcY/h1BhH35v0XkHDXvME4lCnjyEKxovegtwXaL9Urz8NHtlUl4aFEGcN+L94fPjdWCxE40fQ9dQiGGBAy4N7d8JFLBM6vvO88bPLBBdvOH3bDAY5GuysrKSJ/wX/btZj39TKGJX8wJACCGEEGKzWTcxU9UDsh6x/sjJkyftf/yP/2GHDh2yv/f3/p4dOHBgQmS4Idzv9200Glmn05nY7NJ/fNd5Hz+24ca834dGbBQeh14QNGa5XZ4XG9JRCFSZ8YxwvomLGezLz6Mhz+1yGB+eR6GBG0Li/SgWeB28/SjMCseK1cdSa55aH1y/4XA4kd+Dz8rHh6FcKU9PVeHOotHXy/OBOEcGf7rdrvX7/YkSzKlnvVZPDXsHUbhL0AghhBBiXtmyambrxWg0sgceeMA+9alP2f/8n/8zLwjgoPF49uxZW1lZmciDiDwwbNCjwY7toocEvTdFORJ+L44fjVXcX4SNd86VSIkd/nHj2EO3kLK3/Wjop0QDJuXjfdG8IwMej/saoneNjWnup0jE8Ph5Tn6vCz3eCBUFHXpU1oLP1T0w6NXy55NlmXW73XWpXCaEEEIIsV3Z0JyZjY7pR2P9vvvus0984hO2f/9+e8ELXmC7du2aMlzNLDcgfXzspYj6SM3Dz7H4cVFSdC16Tdx4jjw56NFAUp6w1FxQIEWVx3A9I7Hkxzk53e91ARKtVyp8jQUXijpvK1rDVHhfai4eWocbovoasFjg8UfrXOYBitYHK5NhkQPME/Ifr1zW6/XWpXKZEEIIIcR2ZVViZpbY/Y00xNCozbLM/vIv/9I+9rGP2Z49e+x5z3uetVqt/E17p9OxLMus0WhMVYRi494/u/GOgiM1BhYhfi6Vi4KhXy5+OEytLHQKxRELAzb6/e3/aDSydrsd5uakPD/cHt+X2qcHvUI4Vi4uwN4o3pCSn02qqADew8/X1xe9PrzOnBvEoW3eJoYopmCvnRc1QG9MJGyGw6F1u928BPNGeWWKBHrZdRJXQgghhJgXVu2ZmUXQbBQcznT27Fn72te+ZhdffLFdcskldvXVV+eGdqvVsqWlJWu1WhOGKBvPKcHCXgl+e+9ERjd6Cdi7kALHM0toU8rIdmO62WxOrEFVL0PRMQ7f4rHwemPoHooZFg5Rha/UfPl6M5sIjfO+MYyMvU98r7fPopDXOfru4LiwsAEWFMD5+7lut2u9Xi9Z2nq94HaLhPpmvqAQQgghhJiFhc+ZMZs0LE+fPm1f+MIX7FOf+pQ9/vjj+TW1Wi331ET5JrP2VSRKPGQM+2aDnw12v6+KAY9EIWE8Vn/bf/78eTMrLv8c3c95QavxGEThXJzwj7lGuBbcfzQuzMHxtrgMNXrhnGgfGfQQlZWW5mcWfR+iKmZ8Hp+R5zZhHpIQQgghhJhmW4gZswuGaq1Ws0ceecQ+/elP22c/+9m8IADmnqCgMLOp/Ba/JvqbRYmHC7Gh7r9d2GDfeB3mUbA3ho3fSBBFx6N9TsxsYg3Ys2I2LQC4EEEk5NgbExGFs+H8/NlxlTEsFBCNgQURtsUCj70yqZA6FFMpkRgdQ8GUmr+fHwwGE14XL8F89uzZvOpeShitB6l2eV7s8WLPlxBCCCHEVlM5zKzK5odbRRQm9PDDD9t/+2//zY4ePWovfvGLrdlsTuRKOJ6z4KWZ0bDHfBnsB414r0rVbrfzNjF3w8zyc5ExjwY6eglYHLHgwP1R0BvRbDYnRJLT6XSs2Wxas9mc2mcHCxD4nKKqag6uB8+VxZJfwzk6LECw+AGLlKi4QOSdwfXDa8q8Ybi2+L1AAcJCKvr+4bwRz9lxVlZW8n7H47H1ej07ffp0LrxrtZo1m2urzTHrv1f2SDnRfCVmhBBCCDEvbGg1s62iVnu6IMA999xjH/zgB+3SSy+166+/3sziCl6YQ+HHMSEfr+e32o1Gw1qt1pQAMbsgiNijwfc7OBY8hp9T48C5My4GUOigAIjyO9hwjwzaaGyRYGPxE3mMXJjxvCPDmb0zPscUKHxSaxblh6TCvNAT5+1ymBq3j0IR593tdu3MmTPW7/fnXiRspLdICCGEEGI1zK+7ZZWgsTUajexb3/qW/f7v/75973vfKywr7Mf9d+RpYGMd36Kn3sjztY4LDA63QsM3lUPi4Jv0or1tIrESiRb3UrkAYyGWgttAjw6H0EWhSuipQbHmnib0qPF1uFbRuFL5NkXzYGGSEpTYN3uK/Foeh4fTjcdjGwwGdvr0aXvqqadsMBgk13dWNjs8TQghhBBiq9iWnhknyzJbWVmxr3zlK3bo0CF705veZJdddpmZTedElBnsZk+/qUfRgMLCPRCcZI6eFhQmmG+TytvAe6LwqRRsdLJRz8fRK+LjwXui8fj9DIZmZVlm58+ft3a7PSH4WFSgwHHhgiFz2DZ6e3hN0MPGgozHXGaYe1uYs4Mihr0wHtYXebtY7NXrdcuyzJ566il74oknrNvt5u3OG9E6SdQIIYQQYl7YlmIGjdzRaGSnTp2yT33qU3bw4EH7B//gH9i+fftyjwoa7OwVMJs0fj30DOFwNM7/8Ha4ihaKKcwJQSM/ytHhBPWU0ZwSPBwW5QZ7VDSAk9qjNeE1R8GCOS9RqFmUVJ4SG3yez+F9kZfEx8ehZhxGiMd4TyJfk0h04N45KHB8HdhrdebMGTtx4oSdPXs2FLHzQBR6F/0thBBCCLFVbEsxw4zHY3vyySftYx/7mB0+fNhe/vKX265du6YM/iLjDb0G3LbZ5Ft1NpyLjD82wpmUkZvyzLjBnGXZVJU2N6xxvG6cu7Htx1AQNZvNqY0sU/27Ue8ib2lpaep+HCt7fiIhxqFdKAT9fBRCGLVR5n1jIYwhYalnz6C3i8P6RqORnT171h5//PE84b8oRFAIIYQQQqRZKDHDhm9V3LC877777A/+4A9s79699sIXvjCvMha9GY+SxT3sCY1iHxN6Y7xNviaaj/9OGfb4mT1IfA77ZQPff0deGPQioQfB2+MqcHgP3ochXi4EUl4HXEc872KL15g9WexRKVoT9ooU4eLC5+7PvN/v58ei70Y03uFwmJda9jC0lZUVO3HihJ0+fTr3+qyXkFnPtrw9IYQQQoh5Zl3FzHobU8xa2x4MBvad73zHbrvtNrv00kvt2muvncjPSOXOsKhI5bSkyhLj51Qf7EXBdtlrEhn0XBwABRaf4zApDAfj5Hr0RmHIFF6DZZazLMu9GLhWkbBKVRdjEZjyWkVeNT+OPyzOeJ39Gp8b5txgkr8LNE7Wj7xA/X7f+v2+9Xo9a7VaZmbW6/XsoYceshMnTkyJyvX4d7MR//ZYdJrFQl8IIYQQYitY14zjRQiVGQwG9hd/8Rf2h3/4h3bmzJm8upTvup4KRXJDHnesLzO2eT0iYYHt831V2sT70fvAhjyGnUXXcv4KrgMm06PBz0KA96bB+7l6Gldli37K4HXCv2dti9eA1yG17lFhBcdFcrvdtvF4bKdOnbJTp07lz2Fec2UiFmGMQgghhNh57IgwMybLMvvEJz5hl156qf3UT/2U7dq1a2KTTO4zGoO/vcfNK8sMUxYsHLLE3hgnysdJha1xjoZv6uk5LFE4mv8dVf5yIYJGfuSt8Wu4IIJfg+2iKOLzqxEyfC+LuaL2+DoXfvh88NmmiiX43z429/T55pfnzp2zBx54wE6fPr1mEVM0n6p5PVW/p0IIIYQQ88xCiZm1Chk0SBuNhn3kIx+xo0eP2mtf+9rQy4JhNZg74gIGPR08vugY7juD+R/4d8rbwHPA47jPDHph+AfnFiWds0DARHb0pkTFAIpCvvB6HxuKDK4AxkQeFvb+8LUowvg+FD98TySm+FlwMYMofwc9fk899ZTdd999dv78eRsMBnmu1lrgMZblZM16rQSNEEIIIRaBhRIzawHfkps9HW528uRJ+93f/V275JJL7AUveIG12+2JjSzRSHUB4eWcvc3I25Iy7tn7g+06XEiAc2Ww1DEnxLsQQCOed5x3j4hvRul9oveHBQF6jLB9vxbLTkeCzj+PRiMbDAb5bvcocLw974/HwyFuPA4WXRwSGHmL+Do8H/1tZnl1Mx+LC9zBYDBRttmf47lz5+yee+6xhx9+2LIss06ns2ZRnvJepURKJM64VLjPsUqRBCGEEEKIeWHHiBnGDb+HH37Ybr31Vjt48KBdf/31UxtjRp4QNxDR08JtR4YlhihxQnwVj0wZ6MFAI53zP9Drgnug+Bg5r8fn6mIQ395zMQEughCtT9G4+Z4qngIfv/9wXo/Z9J44/tvbdZHC+UzsrYmEgRcEwGIB4/HYer2ePfzww/bII49UCkMUQgghhBCzMX9bjm8yo9HI7rrrLrvtttvswQcfNLM4nyQyQtkzEnll2EPDbfJ9kaeHPRVMFEYViRf0XKBXIsuyiR/07GAeiZcn5rXBYzyvMuMdQ81YSBQJCJ4zCzcUFiwUcW3dQ4U/eK+PDdeCQXGE4X4nTpyw++67z7rdbi6wip6jEEIIIYSYjR3rmTG7YBT3+337/Oc/b3v27LG3ve1tdvHFF5vZhQ0l2SDmhHw/nuojMugxnAzFDHoVODfF78PrUUj58aiiGXsX0DDnkKNUHk80f7MLO93zfHneqWpr+BvzktB7lZoPtol5TTgerKTmIg7bxTXFPXP83ig8DcVbu922c+fO5ZXLsiyzu+++2775zW/auXPnpgpFrJUicR39XdUbxN+5FBJkQgghhJgXdrSYwQT/lZUV+8QnPmHXXXed/cN/+A+t1WrlYVVRiFJEZASyB6EsyT9Kai+CDX7ebZ5FAPbHosjbwdyeKJ8G58IelShnBkUEen/wOJcrZuGF88M5szcGj7MwQSHC643PAgUZrgWvNc/bx3LmzBn73ve+Z6dPn56Y03oxS1uzCBkhhBBCiEVjR4sZpFarWa/Xs9/4jd+wI0eO2Mtf/vKwslbq3kgUREY5XlsUuub34DEOr3IwXGwwGOTJ6BhOhr8xlMpDrbB/TGJHbwnOg+eD9/t1bux7gr+HqvX7/Qkx4wLHc3ja7fZEiWecS1HCv1+PIV3j8XhKPEVryNXVoueC10VhcS5k7rzzzrwE83ZjFqEthBBCCLHRSMz8/+Db9l/7tV+zgwcP2pEjR3Jjnq/lsLMsy2w8Huf7i7hx7WWg0fh3Q5z3K0GvCF7rxziJHMPKRqORdbtdO3PmjK2srEzMxw15FzwuZswubOyIYVYuAvw4GuWNRsNarVboVfLzPqcsy8zsQjnmwWBgZ8+etV6vN+FR8fPed6fTydtGMYOV2Gq1mvX7/Yky1H6PX49ihsPRGNzQk71p7FViMeMlmLMss+9+97t23333hUJvO7AdBZoQQgghFpfauKK1dfjw4Y0ei9gGlHmRVNFrfonC5yLa7bY99NBDldqskoMjhNj+1Ov1ytEOnU4nLzgjhNjZVLEhlMkrksgIFUIIIYQQ84zEjEiyWg+KRFDMPK/LPI9NCCGEECJF5ZyZtYQGcZ5CKmG86hh2muE1SwU1vparj/G1RWsZnY8qu3GOSdWxl/WxHs85tR5bwbyH1xUVpkDmfR5CCCGE2DlUFjNrNQJT98/S7k4TMc56rFFkgJa1G51PJf4XXV+UJ1PUx3pQ1FYVw32nUWU9tGZCCCGEmBc2TcwwZW/9y/rfKQbVenisyoTHLOfR08PV2FLX8t4tqbHO+p0ooszjtJa2hRBCCCHEfKDSzOvETnjLzwLBS0VzmFkU2lVVMJWJrLWMd73aFUIIIYQQ80Hl0sxCCCGEEEIIMU+ompkQQgghhBBiIZGYEUIIIYQQQiwkEjNCCCGEEEKIhURiRgghhBBCCLGQSMwIIYQQQgghFhKJGSGEEEIIIcRCIjEjhBBCCCGEWEgkZoQQQgghhBALicSMEEIIIYQQYiH5/wCM68IYB6ezQAAAAABJRU5ErkJggg=="},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/Polyp Segmentation/Models/polyp-segmentation-resunet.ipynb b/Polyp Segmentation/Models/polyp-segmentation-resunet.ipynb new file mode 100644 index 000000000..bda1f16db --- /dev/null +++ b/Polyp Segmentation/Models/polyp-segmentation-resunet.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceId":7023966,"sourceType":"datasetVersion","datasetId":4039243}],"dockerImageVersionId":30716,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os\nos.environ[\"TF_CPP_MIN_LOG_LEVEL\"] = \"2\"\nimport sys\nsys.stderr = open(os.devnull, 'w')\nimport cv2\nimport csv\nimport shutil\nimport imageio\nimport numpy as np\nimport pandas as pd\nfrom tqdm import tqdm\nfrom PIL import Image\nfrom glob import glob\nimport tensorflow as tf\nimport matplotlib.pyplot as plt\nfrom sklearn.utils import shuffle\nfrom tensorflow.keras.models import Model\nfrom tensorflow.keras.optimizers import Adam\nfrom tensorflow.keras.utils import CustomObjectScope\nfrom sklearn.model_selection import train_test_split\nfrom tensorflow.keras.metrics import Recall, Precision\nfrom sklearn.metrics import accuracy_score, f1_score, jaccard_score, precision_score, recall_score\nfrom tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint, ReduceLROnPlateau, CSVLogger, TensorBoard\nfrom tensorflow.keras.layers import Conv2D, BatchNormalization, Activation, MaxPooling2D,MaxPool2D, Conv2DTranspose, Concatenate, Input, UpSampling2D","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-06-06T06:47:05.687145Z","iopub.execute_input":"2024-06-06T06:47:05.688015Z","iopub.status.idle":"2024-06-06T06:47:05.696875Z","shell.execute_reply.started":"2024-06-06T06:47:05.687981Z","shell.execute_reply":"2024-06-06T06:47:05.696143Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"markdown","source":"# Data Exploration","metadata":{}},{"cell_type":"code","source":"image_dir = \"/kaggle/input/cvcclinicdb/CVC-ClinicDB/images/\"\nmask_dir = \"/kaggle/input/cvcclinicdb/CVC-ClinicDB/masks/\"\n\nimage_files = os.listdir(image_dir)[5:9]\n\nfor image_file in image_files:\n image_path = os.path.join(image_dir, image_file)\n mask_path = os.path.join(mask_dir, image_file)\n\n image = cv2.imread(image_path)\n mask = cv2.imread(mask_path)\n\n mask = cv2.cvtColor(mask, cv2.COLOR_BGR2GRAY)\n ret, mask = cv2.threshold(mask, 127, 255, cv2.THRESH_BINARY)\n\n fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n axes[0].imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n axes[0].set_title('Image')\n axes[0].axis('off')\n axes[1].imshow(mask, cmap='gray')\n axes[1].set_title('Mask')\n axes[1].axis('off')\n\n plt.show()","metadata":{"execution":{"iopub.status.busy":"2024-06-04T15:04:39.753879Z","iopub.execute_input":"2024-06-04T15:04:39.754900Z","iopub.status.idle":"2024-06-04T15:04:40.888104Z","shell.execute_reply.started":"2024-06-04T15:04:39.754863Z","shell.execute_reply":"2024-06-04T15:04:40.886907Z"},"trusted":true},"execution_count":3,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"np.random.seed(42)\n\nH = 256\nW = 256","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:47:10.494309Z","iopub.execute_input":"2024-06-06T06:47:10.495174Z","iopub.status.idle":"2024-06-06T06:47:10.499106Z","shell.execute_reply.started":"2024-06-06T06:47:10.495114Z","shell.execute_reply":"2024-06-06T06:47:10.498436Z"},"trusted":true},"execution_count":4,"outputs":[]},{"cell_type":"code","source":"def load_data(path, split=0.1):\n images = sorted(glob(os.path.join(path, \"images/*\")))\n masks = sorted(glob(os.path.join(path, \"masks/*\")))\n\n total_size = len(images)\n valid_size = int(split * total_size)\n test_size = int(split * total_size)\n\n train_x, valid_x = train_test_split(images, test_size=valid_size, random_state=42)\n train_y, valid_y = train_test_split(masks, test_size=valid_size, random_state=42)\n\n train_x, test_x = train_test_split(train_x, test_size=valid_size, random_state=42)\n train_y, test_y = train_test_split(train_y, test_size=valid_size, random_state=42)\n\n return (train_x, train_y), (valid_x, valid_y), (test_x, test_y)","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:47:12.666790Z","iopub.execute_input":"2024-06-06T06:47:12.667692Z","iopub.status.idle":"2024-06-06T06:47:12.673669Z","shell.execute_reply.started":"2024-06-06T06:47:12.667660Z","shell.execute_reply":"2024-06-06T06:47:12.673053Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"path = \"/kaggle/input/cvcclinicdb/CVC-ClinicDB\"\n(train_x, train_y), (valid_x, valid_y), (test_x, test_y) = load_data(path)\nprint(len(train_x), len(valid_x), len(test_x))","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:47:15.090805Z","iopub.execute_input":"2024-06-06T06:47:15.091584Z","iopub.status.idle":"2024-06-06T06:47:15.384277Z","shell.execute_reply.started":"2024-06-06T06:47:15.091554Z","shell.execute_reply":"2024-06-06T06:47:15.383553Z"},"trusted":true},"execution_count":6,"outputs":[{"name":"stdout","text":"490 61 61\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Reading Dataset","metadata":{}},{"cell_type":"code","source":"def shuffling(x, y):\n x, y = shuffle(x, y, random_state=42)\n return x, y","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:47:17.208353Z","iopub.execute_input":"2024-06-06T06:47:17.208683Z","iopub.status.idle":"2024-06-06T06:47:17.212703Z","shell.execute_reply.started":"2024-06-06T06:47:17.208660Z","shell.execute_reply":"2024-06-06T06:47:17.211974Z"},"trusted":true},"execution_count":7,"outputs":[]},{"cell_type":"code","source":"def read_image(path):\n path = path.decode()\n x = cv2.imread(path, cv2.IMREAD_COLOR)\n x = cv2.resize(x, (W, H))\n x = x/255.0\n x = x.astype(np.float32)\n return x","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:47:48.924593Z","iopub.execute_input":"2024-06-06T06:47:48.925557Z","iopub.status.idle":"2024-06-06T06:47:48.929769Z","shell.execute_reply.started":"2024-06-06T06:47:48.925524Z","shell.execute_reply":"2024-06-06T06:47:48.929166Z"},"trusted":true},"execution_count":12,"outputs":[]},{"cell_type":"code","source":"def read_mask(path):\n path = path.decode()\n x = cv2.imread(path, cv2.IMREAD_GRAYSCALE)\n x = cv2.resize(x, (W, H))\n x = x/255.0\n x = x.astype(np.float32)\n x = np.expand_dims(x, axis=-1) \n return x","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:47:49.933099Z","iopub.execute_input":"2024-06-06T06:47:49.933758Z","iopub.status.idle":"2024-06-06T06:47:49.938360Z","shell.execute_reply.started":"2024-06-06T06:47:49.933728Z","shell.execute_reply":"2024-06-06T06:47:49.937623Z"},"trusted":true},"execution_count":13,"outputs":[]},{"cell_type":"code","source":"def tf_parse(x, y):\n def _parse(x, y):\n x = read_image(x)\n y = read_mask(y)\n return x, y\n\n x, y = tf.numpy_function(_parse, [x, y], [tf.float32, tf.float32])\n x.set_shape([H, W, 3])\n y.set_shape([H, W, 1])\n \n return x, y\n","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:47:50.990595Z","iopub.execute_input":"2024-06-06T06:47:50.991198Z","iopub.status.idle":"2024-06-06T06:47:50.996233Z","shell.execute_reply.started":"2024-06-06T06:47:50.991158Z","shell.execute_reply":"2024-06-06T06:47:50.995561Z"},"trusted":true},"execution_count":14,"outputs":[]},{"cell_type":"code","source":"def tf_dataset(X, Y, batch = 8):\n dataset = tf.data.Dataset.from_tensor_slices((X, Y))\n dataset = dataset.map(tf_parse)\n dataset = dataset.batch(batch)\n dataset = dataset.repeat()\n return dataset\n","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:47:52.115077Z","iopub.execute_input":"2024-06-06T06:47:52.115419Z","iopub.status.idle":"2024-06-06T06:47:52.120010Z","shell.execute_reply.started":"2024-06-06T06:47:52.115395Z","shell.execute_reply":"2024-06-06T06:47:52.119310Z"},"trusted":true},"execution_count":15,"outputs":[]},{"cell_type":"code","source":"ds = tf_dataset(test_x, test_y, 8)\nfor x,y in ds:\n print(x.shape, y.shape)\n break","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:47:53.591717Z","iopub.execute_input":"2024-06-06T06:47:53.592361Z","iopub.status.idle":"2024-06-06T06:47:53.790356Z","shell.execute_reply.started":"2024-06-06T06:47:53.592330Z","shell.execute_reply":"2024-06-06T06:47:53.789632Z"},"trusted":true},"execution_count":16,"outputs":[{"name":"stdout","text":"(8, 256, 256, 3) (8, 256, 256, 1)\n","output_type":"stream"}]},{"cell_type":"code","source":"print(f\"Train: {len(train_x)} - {len(train_y)}\")\nprint(f\"Train: {len(test_x)} - {len(test_y)}\")\nprint(f\"Valid: {len(valid_x)} - {len(valid_y)}\")","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:47:56.804045Z","iopub.execute_input":"2024-06-06T06:47:56.804450Z","iopub.status.idle":"2024-06-06T06:47:56.808459Z","shell.execute_reply.started":"2024-06-06T06:47:56.804410Z","shell.execute_reply":"2024-06-06T06:47:56.807816Z"},"trusted":true},"execution_count":17,"outputs":[{"name":"stdout","text":"Train: 490 - 490\nTrain: 61 - 61\nValid: 61 - 61\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Building ResUnet Model","metadata":{}},{"cell_type":"markdown","source":"![image.png](attachment:b14d3a59-4148-4f21-bf94-b3200e4ef721.png)","metadata":{},"attachments":{"b14d3a59-4148-4f21-bf94-b3200e4ef721.png":{"image/png":"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"}}},{"cell_type":"code","source":"def res_block(inputs, filters):\n x = Conv2D(filters, (3, 3), padding=\"same\")(inputs)\n x = BatchNormalization()(x)\n x = Activation(\"relu\")(x)\n \n x = Conv2D(filters, (3, 3), padding=\"same\")(x)\n x = BatchNormalization()(x)\n \n shortcut = Conv2D(filters, (1, 1), padding=\"same\")(inputs)\n shortcut = BatchNormalization()(shortcut)\n \n x = tf.keras.layers.Add()([shortcut, x])\n x = Activation(\"relu\")(x)\n \n return x","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:48:00.835242Z","iopub.execute_input":"2024-06-06T06:48:00.835878Z","iopub.status.idle":"2024-06-06T06:48:00.841791Z","shell.execute_reply.started":"2024-06-06T06:48:00.835849Z","shell.execute_reply":"2024-06-06T06:48:00.841179Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"def ResUNet(input_shape):\n inputs = Input(input_shape)\n\n c1 = res_block(inputs, 64)\n p1 = MaxPooling2D((2, 2))(c1)\n \n c2 = res_block(p1, 128)\n p2 = MaxPooling2D((2, 2))(c2)\n \n c3 = res_block(p2, 256)\n p3 = MaxPooling2D((2, 2))(c3)\n \n c4 = res_block(p3, 512)\n p4 = MaxPooling2D((2, 2))(c4)\n \n c5 = res_block(p4, 1024)\n \n u6 = Conv2DTranspose(512, (2, 2), strides=(2, 2), padding='same')(c5)\n u6 = Concatenate()([u6, c4])\n c6 = res_block(u6, 512)\n \n u7 = Conv2DTranspose(256, (2, 2), strides=(2, 2), padding='same')(c6)\n u7 = Concatenate()([u7, c3])\n c7 = res_block(u7, 256)\n \n u8 = Conv2DTranspose(128, (2, 2), strides=(2, 2), padding='same')(c7)\n u8 = Concatenate()([u8, c2])\n c8 = res_block(u8, 128)\n \n u9 = Conv2DTranspose(64, (2, 2), strides=(2, 2), padding='same')(c8)\n u9 = Concatenate()([u9, c1])\n c9 = res_block(u9, 64)\n \n outputs = Conv2D(1, (1, 1), activation='sigmoid')(c9)\n \n model = Model(inputs=[inputs], outputs=[outputs])\n return model","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:48:04.152909Z","iopub.execute_input":"2024-06-06T06:48:04.153690Z","iopub.status.idle":"2024-06-06T06:48:04.164806Z","shell.execute_reply.started":"2024-06-06T06:48:04.153654Z","shell.execute_reply":"2024-06-06T06:48:04.164184Z"},"trusted":true},"execution_count":19,"outputs":[]},{"cell_type":"code","source":"np.random.seed(42)\ntf.random.set_seed(42)\n\nbatch = 8\nlr = 1e-4\nepochs = 15","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:48:07.461225Z","iopub.execute_input":"2024-06-06T06:48:07.461594Z","iopub.status.idle":"2024-06-06T06:48:07.466031Z","shell.execute_reply.started":"2024-06-06T06:48:07.461565Z","shell.execute_reply":"2024-06-06T06:48:07.465358Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"resunet_model = ResUNet((256, 256, 3))\n\nresunet_model.compile(loss=\"binary_crossentropy\" , optimizer=Adam(lr), metrics=[\"accuracy\",Recall(), Precision()])","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:48:18.828549Z","iopub.execute_input":"2024-06-06T06:48:18.829317Z","iopub.status.idle":"2024-06-06T06:48:19.408833Z","shell.execute_reply.started":"2024-06-06T06:48:18.829283Z","shell.execute_reply":"2024-06-06T06:48:19.408071Z"},"trusted":true},"execution_count":21,"outputs":[]},{"cell_type":"code","source":"resunet_model.summary()","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:48:21.703734Z","iopub.execute_input":"2024-06-06T06:48:21.704088Z"},"trusted":true},"execution_count":null,"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"functional_1\"\u001b[0m\n","text/html":"
Model: \"functional_1\"\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0m┃\n┑━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\nβ”‚ input_layer β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ - β”‚\nβ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) β”‚ \u001b[38;5;34m3\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m1,792\u001b[0m β”‚ input_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalization β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2d[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ input_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m36,928\u001b[0m β”‚ activation[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2d_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2d_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add (\u001b[38;5;33mAdd\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_1 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ add[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ activation_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_3 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m73,856\u001b[0m β”‚ max_pooling2d[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv2d_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_2 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m8,320\u001b[0m β”‚ max_pooling2d[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m147,584\u001b[0m β”‚ activation_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv2d_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv2d_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_1 (\u001b[38;5;33mAdd\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_3 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ add_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d_1 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ activation_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m295,168\u001b[0m β”‚ max_pooling2d_1[\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_4 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m33,024\u001b[0m β”‚ max_pooling2d_1[\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m590,080\u001b[0m β”‚ activation_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_2 (\u001b[38;5;33mAdd\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_5 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ add_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d_2 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ activation_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m1,180,160\u001b[0m β”‚ max_pooling2d_2[\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv2d_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_6 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_11 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m131,584\u001b[0m β”‚ max_pooling2d_2[\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,359,808\u001b[0m β”‚ activation_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv2d_11[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv2d_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_3 (\u001b[38;5;33mAdd\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_7 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ add_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d_3 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ activation_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_12 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m4,719,616\u001b[0m β”‚ max_pooling2d_3[\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m4,096\u001b[0m β”‚ conv2d_12[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_8 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_14 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m525,312\u001b[0m β”‚ max_pooling2d_3[\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_13 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m9,438,208\u001b[0m β”‚ activation_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m4,096\u001b[0m β”‚ conv2d_14[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m4,096\u001b[0m β”‚ conv2d_13[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_4 (\u001b[38;5;33mAdd\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_9 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ add_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,097,664\u001b[0m β”‚ activation_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ (\u001b[38;5;33mConv2DTranspose\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2d_transpose… β”‚\nβ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ activation_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_15 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m4,719,104\u001b[0m β”‚ concatenate[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv2d_15[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_10 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_17 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m524,800\u001b[0m β”‚ concatenate[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_16 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,359,808\u001b[0m β”‚ activation_10[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv2d_17[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv2d_16[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_5 (\u001b[38;5;33mAdd\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_11 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ add_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose_1 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m524,544\u001b[0m β”‚ activation_11[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ (\u001b[38;5;33mConv2DTranspose\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate_1 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2d_transpose… β”‚\nβ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ activation_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_18 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,179,904\u001b[0m β”‚ concatenate_1[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_18[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_12 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_20 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m131,328\u001b[0m β”‚ concatenate_1[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_19 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m590,080\u001b[0m β”‚ activation_12[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_20[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_19[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_6 (\u001b[38;5;33mAdd\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_13 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ add_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose_2 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m131,200\u001b[0m β”‚ activation_13[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ (\u001b[38;5;33mConv2DTranspose\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate_2 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2d_transpose… β”‚\nβ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ activation_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_21 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m295,040\u001b[0m β”‚ concatenate_2[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv2d_21[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_14 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_23 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m32,896\u001b[0m β”‚ concatenate_2[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_22 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m147,584\u001b[0m β”‚ activation_14[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv2d_23[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv2d_22[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_7 (\u001b[38;5;33mAdd\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_15 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ add_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose_3 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m32,832\u001b[0m β”‚ activation_15[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ (\u001b[38;5;33mConv2DTranspose\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate_3 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2d_transpose… β”‚\nβ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ activation_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_24 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m73,792\u001b[0m β”‚ concatenate_3[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2d_24[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_16 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_26 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m8,256\u001b[0m β”‚ concatenate_3[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_25 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m36,928\u001b[0m β”‚ activation_16[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2d_26[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2d_25[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_8 (\u001b[38;5;33mAdd\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_17 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ add_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_27 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m65\u001b[0m β”‚ activation_17[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m1\u001b[0m) β”‚ β”‚ β”‚\nβ””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜\n","text/html":"
┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃ Layer (type)        ┃ Output Shape      ┃    Param # ┃ Connected to      ┃\n┑━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\nβ”‚ input_layer         β”‚ (None, 256, 256,  β”‚          0 β”‚ -                 β”‚\nβ”‚ (InputLayer)        β”‚ 3)                β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d (Conv2D)     β”‚ (None, 256, 256,  β”‚      1,792 β”‚ input_layer[0][0] β”‚\nβ”‚                     β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalization β”‚ (None, 256, 256,  β”‚        256 β”‚ conv2d[0][0]      β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation          β”‚ (None, 256, 256,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_2 (Conv2D)   β”‚ (None, 256, 256,  β”‚        256 β”‚ input_layer[0][0] β”‚\nβ”‚                     β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_1 (Conv2D)   β”‚ (None, 256, 256,  β”‚     36,928 β”‚ activation[0][0]  β”‚\nβ”‚                     β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 256, 256,  β”‚        256 β”‚ conv2d_2[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 256, 256,  β”‚        256 β”‚ conv2d_1[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add (Add)           β”‚ (None, 256, 256,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚                     β”‚ 64)               β”‚            β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_1        β”‚ (None, 256, 256,  β”‚          0 β”‚ add[0][0]         β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d       β”‚ (None, 128, 128,  β”‚          0 β”‚ activation_1[0][… β”‚\nβ”‚ (MaxPooling2D)      β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_3 (Conv2D)   β”‚ (None, 128, 128,  β”‚     73,856 β”‚ max_pooling2d[0]… β”‚\nβ”‚                     β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 128, 128,  β”‚        512 β”‚ conv2d_3[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_2        β”‚ (None, 128, 128,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_5 (Conv2D)   β”‚ (None, 128, 128,  β”‚      8,320 β”‚ max_pooling2d[0]… β”‚\nβ”‚                     β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_4 (Conv2D)   β”‚ (None, 128, 128,  β”‚    147,584 β”‚ activation_2[0][… β”‚\nβ”‚                     β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 128, 128,  β”‚        512 β”‚ conv2d_5[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 128, 128,  β”‚        512 β”‚ conv2d_4[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_1 (Add)         β”‚ (None, 128, 128,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚                     β”‚ 128)              β”‚            β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_3        β”‚ (None, 128, 128,  β”‚          0 β”‚ add_1[0][0]       β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d_1     β”‚ (None, 64, 64,    β”‚          0 β”‚ activation_3[0][… β”‚\nβ”‚ (MaxPooling2D)      β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_6 (Conv2D)   β”‚ (None, 64, 64,    β”‚    295,168 β”‚ max_pooling2d_1[… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 64, 64,    β”‚      1,024 β”‚ conv2d_6[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_4        β”‚ (None, 64, 64,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_8 (Conv2D)   β”‚ (None, 64, 64,    β”‚     33,024 β”‚ max_pooling2d_1[… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_7 (Conv2D)   β”‚ (None, 64, 64,    β”‚    590,080 β”‚ activation_4[0][… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 64, 64,    β”‚      1,024 β”‚ conv2d_8[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 64, 64,    β”‚      1,024 β”‚ conv2d_7[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_2 (Add)         β”‚ (None, 64, 64,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_5        β”‚ (None, 64, 64,    β”‚          0 β”‚ add_2[0][0]       β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d_2     β”‚ (None, 32, 32,    β”‚          0 β”‚ activation_5[0][… β”‚\nβ”‚ (MaxPooling2D)      β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_9 (Conv2D)   β”‚ (None, 32, 32,    β”‚  1,180,160 β”‚ max_pooling2d_2[… β”‚\nβ”‚                     β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv2d_9[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_6        β”‚ (None, 32, 32,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_11 (Conv2D)  β”‚ (None, 32, 32,    β”‚    131,584 β”‚ max_pooling2d_2[… β”‚\nβ”‚                     β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_10 (Conv2D)  β”‚ (None, 32, 32,    β”‚  2,359,808 β”‚ activation_6[0][… β”‚\nβ”‚                     β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv2d_11[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv2d_10[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_3 (Add)         β”‚ (None, 32, 32,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚                     β”‚ 512)              β”‚            β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_7        β”‚ (None, 32, 32,    β”‚          0 β”‚ add_3[0][0]       β”‚\nβ”‚ (Activation)        β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d_3     β”‚ (None, 16, 16,    β”‚          0 β”‚ activation_7[0][… β”‚\nβ”‚ (MaxPooling2D)      β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_12 (Conv2D)  β”‚ (None, 16, 16,    β”‚  4,719,616 β”‚ max_pooling2d_3[… β”‚\nβ”‚                     β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 16, 16,    β”‚      4,096 β”‚ conv2d_12[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_8        β”‚ (None, 16, 16,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_14 (Conv2D)  β”‚ (None, 16, 16,    β”‚    525,312 β”‚ max_pooling2d_3[… β”‚\nβ”‚                     β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_13 (Conv2D)  β”‚ (None, 16, 16,    β”‚  9,438,208 β”‚ activation_8[0][… β”‚\nβ”‚                     β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 16, 16,    β”‚      4,096 β”‚ conv2d_14[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 16, 16,    β”‚      4,096 β”‚ conv2d_13[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_4 (Add)         β”‚ (None, 16, 16,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚                     β”‚ 1024)             β”‚            β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_9        β”‚ (None, 16, 16,    β”‚          0 β”‚ add_4[0][0]       β”‚\nβ”‚ (Activation)        β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose    β”‚ (None, 32, 32,    β”‚  2,097,664 β”‚ activation_9[0][… β”‚\nβ”‚ (Conv2DTranspose)   β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate         β”‚ (None, 32, 32,    β”‚          0 β”‚ conv2d_transpose… β”‚\nβ”‚ (Concatenate)       β”‚ 1024)             β”‚            β”‚ activation_7[0][… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_15 (Conv2D)  β”‚ (None, 32, 32,    β”‚  4,719,104 β”‚ concatenate[0][0] β”‚\nβ”‚                     β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv2d_15[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_10       β”‚ (None, 32, 32,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_17 (Conv2D)  β”‚ (None, 32, 32,    β”‚    524,800 β”‚ concatenate[0][0] β”‚\nβ”‚                     β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_16 (Conv2D)  β”‚ (None, 32, 32,    β”‚  2,359,808 β”‚ activation_10[0]… β”‚\nβ”‚                     β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv2d_17[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv2d_16[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_5 (Add)         β”‚ (None, 32, 32,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚                     β”‚ 512)              β”‚            β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_11       β”‚ (None, 32, 32,    β”‚          0 β”‚ add_5[0][0]       β”‚\nβ”‚ (Activation)        β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose_1  β”‚ (None, 64, 64,    β”‚    524,544 β”‚ activation_11[0]… β”‚\nβ”‚ (Conv2DTranspose)   β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate_1       β”‚ (None, 64, 64,    β”‚          0 β”‚ conv2d_transpose… β”‚\nβ”‚ (Concatenate)       β”‚ 512)              β”‚            β”‚ activation_5[0][… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_18 (Conv2D)  β”‚ (None, 64, 64,    β”‚  1,179,904 β”‚ concatenate_1[0]… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 64, 64,    β”‚      1,024 β”‚ conv2d_18[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_12       β”‚ (None, 64, 64,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_20 (Conv2D)  β”‚ (None, 64, 64,    β”‚    131,328 β”‚ concatenate_1[0]… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_19 (Conv2D)  β”‚ (None, 64, 64,    β”‚    590,080 β”‚ activation_12[0]… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 64, 64,    β”‚      1,024 β”‚ conv2d_20[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 64, 64,    β”‚      1,024 β”‚ conv2d_19[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_6 (Add)         β”‚ (None, 64, 64,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_13       β”‚ (None, 64, 64,    β”‚          0 β”‚ add_6[0][0]       β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose_2  β”‚ (None, 128, 128,  β”‚    131,200 β”‚ activation_13[0]… β”‚\nβ”‚ (Conv2DTranspose)   β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate_2       β”‚ (None, 128, 128,  β”‚          0 β”‚ conv2d_transpose… β”‚\nβ”‚ (Concatenate)       β”‚ 256)              β”‚            β”‚ activation_3[0][… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_21 (Conv2D)  β”‚ (None, 128, 128,  β”‚    295,040 β”‚ concatenate_2[0]… β”‚\nβ”‚                     β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 128, 128,  β”‚        512 β”‚ conv2d_21[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_14       β”‚ (None, 128, 128,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_23 (Conv2D)  β”‚ (None, 128, 128,  β”‚     32,896 β”‚ concatenate_2[0]… β”‚\nβ”‚                     β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_22 (Conv2D)  β”‚ (None, 128, 128,  β”‚    147,584 β”‚ activation_14[0]… β”‚\nβ”‚                     β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 128, 128,  β”‚        512 β”‚ conv2d_23[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 128, 128,  β”‚        512 β”‚ conv2d_22[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_7 (Add)         β”‚ (None, 128, 128,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚                     β”‚ 128)              β”‚            β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_15       β”‚ (None, 128, 128,  β”‚          0 β”‚ add_7[0][0]       β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose_3  β”‚ (None, 256, 256,  β”‚     32,832 β”‚ activation_15[0]… β”‚\nβ”‚ (Conv2DTranspose)   β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate_3       β”‚ (None, 256, 256,  β”‚          0 β”‚ conv2d_transpose… β”‚\nβ”‚ (Concatenate)       β”‚ 128)              β”‚            β”‚ activation_1[0][… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_24 (Conv2D)  β”‚ (None, 256, 256,  β”‚     73,792 β”‚ concatenate_3[0]… β”‚\nβ”‚                     β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 256, 256,  β”‚        256 β”‚ conv2d_24[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_16       β”‚ (None, 256, 256,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_26 (Conv2D)  β”‚ (None, 256, 256,  β”‚      8,256 β”‚ concatenate_3[0]… β”‚\nβ”‚                     β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_25 (Conv2D)  β”‚ (None, 256, 256,  β”‚     36,928 β”‚ activation_16[0]… β”‚\nβ”‚                     β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 256, 256,  β”‚        256 β”‚ conv2d_26[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 256, 256,  β”‚        256 β”‚ conv2d_25[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ add_8 (Add)         β”‚ (None, 256, 256,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚                     β”‚ 64)               β”‚            β”‚ batch_normalizat… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_17       β”‚ (None, 256, 256,  β”‚          0 β”‚ add_8[0][0]       β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_27 (Conv2D)  β”‚ (None, 256, 256,  β”‚         65 β”‚ activation_17[0]… β”‚\nβ”‚                     β”‚ 1)                β”‚            β”‚                   β”‚\nβ””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜\n
\n"},"metadata":{}}]},{"cell_type":"markdown","source":"# Training Part","metadata":{}},{"cell_type":"code","source":"train_dataset = tf_dataset(train_x, train_y, batch=batch)\nvalid_dataset = tf_dataset(valid_x, valid_y, batch=batch)","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:48:53.943242Z","iopub.execute_input":"2024-06-06T06:48:53.944044Z","iopub.status.idle":"2024-06-06T06:48:53.979477Z","shell.execute_reply.started":"2024-06-06T06:48:53.944015Z","shell.execute_reply":"2024-06-06T06:48:53.978914Z"},"trusted":true},"execution_count":26,"outputs":[]},{"cell_type":"code","source":"def create_dir(path):\n try:\n os.makedirs(path, exist_ok=True)\n print(f\"Directory '{path}' created successfully\")\n except OSError as error:\n print(f\"Error creating directory '{path}': {error}\")","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:48:57.960267Z","iopub.execute_input":"2024-06-06T06:48:57.960593Z","iopub.status.idle":"2024-06-06T06:48:57.965166Z","shell.execute_reply.started":"2024-06-06T06:48:57.960568Z","shell.execute_reply":"2024-06-06T06:48:57.964478Z"},"trusted":true},"execution_count":27,"outputs":[]},{"cell_type":"code","source":"def remove_dir(path):\n \"\"\" Remove a directory and its contents. \"\"\"\n if os.path.exists(path):\n shutil.rmtree(path)\n print(f\"Directory {path} and its contents have been removed.\")\n else:\n print(f\"Directory {path} does not exist.\")","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:49:00.613312Z","iopub.execute_input":"2024-06-06T06:49:00.614022Z","iopub.status.idle":"2024-06-06T06:49:00.618161Z","shell.execute_reply.started":"2024-06-06T06:49:00.613992Z","shell.execute_reply":"2024-06-06T06:49:00.617359Z"},"trusted":true},"execution_count":28,"outputs":[]},{"cell_type":"code","source":"create_dir(\"/kaggle/working/files_1\")","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:49:02.836977Z","iopub.execute_input":"2024-06-06T06:49:02.837701Z","iopub.status.idle":"2024-06-06T06:49:02.841418Z","shell.execute_reply.started":"2024-06-06T06:49:02.837671Z","shell.execute_reply":"2024-06-06T06:49:02.840685Z"},"trusted":true},"execution_count":29,"outputs":[{"name":"stdout","text":"Directory '/kaggle/working/files_1' created successfully\n","output_type":"stream"}]},{"cell_type":"code","source":"train_steps = len(train_x)//batch\nvalid_steps = len(valid_x)//batch\n\nif len(train_x) % batch != 0:\n train_steps += 1\nif len(valid_x) % batch != 0:\n valid_steps += 1","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:49:08.476956Z","iopub.execute_input":"2024-06-06T06:49:08.477666Z","iopub.status.idle":"2024-06-06T06:49:08.481791Z","shell.execute_reply.started":"2024-06-06T06:49:08.477635Z","shell.execute_reply":"2024-06-06T06:49:08.480981Z"},"trusted":true},"execution_count":30,"outputs":[]},{"cell_type":"code","source":"print(f\"Training steps: {train_steps}, Validation steps: {valid_steps}\")","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:49:11.443207Z","iopub.execute_input":"2024-06-06T06:49:11.443831Z","iopub.status.idle":"2024-06-06T06:49:11.447417Z","shell.execute_reply.started":"2024-06-06T06:49:11.443802Z","shell.execute_reply":"2024-06-06T06:49:11.446766Z"},"trusted":true},"execution_count":31,"outputs":[{"name":"stdout","text":"Training steps: 62, Validation steps: 8\n","output_type":"stream"}]},{"cell_type":"code","source":"csv_file_path = os.path.join(\"files_1\", \"training_log.csv\")\ncsv_file = open(csv_file_path, \"w\", newline='')\ncsv_writer = csv.writer(csv_file)\ncsv_writer.writerow([\"epoch\", \"loss\", \"accuracy\", \"recall\", \"precision\", \"val_loss\", \"val_accuracy\", \"val_recall\", \"val_precision\"])","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:49:16.390482Z","iopub.execute_input":"2024-06-06T06:49:16.391297Z","iopub.status.idle":"2024-06-06T06:49:16.397729Z","shell.execute_reply.started":"2024-06-06T06:49:16.391266Z","shell.execute_reply":"2024-06-06T06:49:16.396977Z"},"trusted":true},"execution_count":32,"outputs":[{"execution_count":32,"output_type":"execute_result","data":{"text/plain":"85"},"metadata":{}}]},{"cell_type":"code","source":"history_dict = {\n 'loss': [],\n 'accuracy': [],\n 'recall': [],\n 'precision': [],\n 'val_loss': [],\n 'val_accuracy': [],\n 'val_recall': [],\n 'val_precision': []\n}","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:49:18.274486Z","iopub.execute_input":"2024-06-06T06:49:18.275221Z","iopub.status.idle":"2024-06-06T06:49:18.279225Z","shell.execute_reply.started":"2024-06-06T06:49:18.275191Z","shell.execute_reply":"2024-06-06T06:49:18.278493Z"},"trusted":true},"execution_count":33,"outputs":[]},{"cell_type":"code","source":"for epoch in range(epochs):\n print(f\"Epoch {epoch+1}/{epochs}\")\n\n epoch_history = resunet_model.fit(\n train_dataset,\n validation_data=valid_dataset,\n epochs=1,\n steps_per_epoch=train_steps,\n validation_steps=valid_steps,\n verbose=1\n )\n\n loss = epoch_history.history['loss'][0]\n accuracy = epoch_history.history['accuracy'][0]\n recall = epoch_history.history['recall'][0]\n precision = epoch_history.history['precision'][0]\n val_loss = epoch_history.history['val_loss'][0]\n val_accuracy = epoch_history.history['val_accuracy'][0]\n val_recall = epoch_history.history['val_recall'][0]\n val_precision = epoch_history.history['val_precision'][0]\n\n csv_writer.writerow([epoch+1, loss, accuracy, recall, precision, val_loss, val_accuracy, val_recall, val_precision])\n\n history_dict['loss'].append(loss)\n history_dict['accuracy'].append(accuracy)\n history_dict['recall'].append(recall)\n history_dict['precision'].append(precision)\n history_dict['val_loss'].append(val_loss)\n history_dict['val_accuracy'].append(val_accuracy)\n history_dict['val_recall'].append(val_recall)\n history_dict['val_precision'].append(val_precision)\n\n \ncsv_file.close()","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:49:23.352084Z","iopub.execute_input":"2024-06-06T06:49:23.352811Z","iopub.status.idle":"2024-06-06T06:55:00.902693Z","shell.execute_reply.started":"2024-06-06T06:49:23.352780Z","shell.execute_reply":"2024-06-06T06:55:00.901878Z"},"trusted":true},"execution_count":34,"outputs":[{"name":"stdout","text":"Epoch 1/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m113s\u001b[0m 821ms/step - accuracy: 0.8327 - loss: 0.4004 - precision: 0.1905 - recall: 0.1693 - val_accuracy: 0.9124 - val_loss: 0.4569 - val_precision: 0.0000e+00 - val_recall: 0.0000e+00\nEpoch 2/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 244ms/step - accuracy: 0.9106 - loss: 0.2265 - precision: 0.5605 - recall: 0.1887 - val_accuracy: 0.9124 - val_loss: 0.3240 - val_precision: 0.0000e+00 - val_recall: 0.0000e+00\nEpoch 3/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 244ms/step - accuracy: 0.9149 - loss: 0.2090 - precision: 0.5951 - recall: 0.2723 - val_accuracy: 0.9124 - val_loss: 0.2990 - val_precision: 0.0000e+00 - val_recall: 0.0000e+00\nEpoch 4/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 244ms/step - accuracy: 0.9231 - loss: 0.1905 - precision: 0.6692 - recall: 0.3530 - val_accuracy: 0.8975 - val_loss: 0.3231 - val_precision: 0.0604 - val_recall: 0.0117\nEpoch 5/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 245ms/step - accuracy: 0.9304 - loss: 0.1750 - precision: 0.7140 - recall: 0.4274 - val_accuracy: 0.9027 - val_loss: 0.3154 - val_precision: 0.0786 - val_recall: 0.0103\nEpoch 6/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 244ms/step - accuracy: 0.9386 - loss: 0.1552 - precision: 0.7586 - recall: 0.5058 - val_accuracy: 0.8224 - val_loss: 0.5044 - val_precision: 0.2072 - val_recall: 0.3589\nEpoch 7/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 245ms/step - accuracy: 0.9462 - loss: 0.1374 - precision: 0.7978 - recall: 0.5696 - val_accuracy: 0.7514 - val_loss: 0.7768 - val_precision: 0.1948 - val_recall: 0.5787\nEpoch 8/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m16s\u001b[0m 253ms/step - accuracy: 0.9510 - loss: 0.1259 - precision: 0.8268 - recall: 0.5974 - val_accuracy: 0.7095 - val_loss: 0.9995 - val_precision: 0.1926 - val_recall: 0.7157\nEpoch 9/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 245ms/step - accuracy: 0.9534 - loss: 0.1199 - precision: 0.8411 - recall: 0.6169 - val_accuracy: 0.8862 - val_loss: 0.3186 - val_precision: 0.3824 - val_recall: 0.4624\nEpoch 10/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 246ms/step - accuracy: 0.9566 - loss: 0.1109 - precision: 0.8561 - recall: 0.6443 - val_accuracy: 0.9257 - val_loss: 0.1970 - val_precision: 0.5901 - val_recall: 0.5357\nEpoch 11/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 245ms/step - accuracy: 0.9627 - loss: 0.0944 - precision: 0.8743 - recall: 0.7058 - val_accuracy: 0.9315 - val_loss: 0.1852 - val_precision: 0.6321 - val_recall: 0.5472\nEpoch 12/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 246ms/step - accuracy: 0.9669 - loss: 0.0850 - precision: 0.8891 - recall: 0.7479 - val_accuracy: 0.9427 - val_loss: 0.1654 - val_precision: 0.7897 - val_recall: 0.4839\nEpoch 13/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 245ms/step - accuracy: 0.9670 - loss: 0.0819 - precision: 0.8897 - recall: 0.7447 - val_accuracy: 0.9330 - val_loss: 0.2139 - val_precision: 0.7156 - val_recall: 0.4072\nEpoch 14/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 246ms/step - accuracy: 0.9721 - loss: 0.0691 - precision: 0.9044 - recall: 0.7979 - val_accuracy: 0.9375 - val_loss: 0.2370 - val_precision: 0.8399 - val_recall: 0.3615\nEpoch 15/15\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 246ms/step - accuracy: 0.9733 - loss: 0.0662 - precision: 0.9123 - recall: 0.8054 - val_accuracy: 0.9567 - val_loss: 0.1189 - val_precision: 0.8411 - val_recall: 0.6372\n","output_type":"stream"}]},{"cell_type":"code","source":"plt.figure(figsize=(12, 8))\n \n \nplt.subplot(2, 2, 1)\nplt.plot(history_dict['accuracy'], label='Training Accuracy')\nplt.plot(history_dict['val_accuracy'], label='Validation Accuracy')\nplt.title('Accuracy')\nplt.xlabel('Epochs')\nplt.ylabel('Accuracy')\nplt.legend()\n\n \nplt.subplot(2, 2, 2)\nplt.plot(history_dict['loss'], label='Training Loss')\nplt.plot(history_dict['val_loss'], label='Validation Loss')\nplt.title('Loss')\nplt.xlabel('Epochs')\nplt.ylabel('Loss')\nplt.legend()\n\n\nplt.subplot(2, 2, 3)\nplt.plot(history_dict['precision'], label='Training Precision')\nplt.plot(history_dict['val_precision'], label='Validation Precision')\nplt.title('Precision')\nplt.xlabel('Epochs')\nplt.ylabel('Precision')\nplt.legend()\n\n\nplt.subplot(2, 2, 4)\nplt.plot(history_dict['recall'], label='Training Recall')\nplt.plot(history_dict['val_recall'], label='Validation Recall')\nplt.title('Recall')\nplt.xlabel('Epochs')\nplt.ylabel('Recall')\nplt.legend()\n\nplt.tight_layout()\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:58:41.679522Z","iopub.execute_input":"2024-06-06T06:58:41.679867Z","iopub.status.idle":"2024-06-06T06:58:42.637742Z","shell.execute_reply.started":"2024-06-06T06:58:41.679840Z","shell.execute_reply":"2024-06-06T06:58:42.637014Z"},"trusted":true},"execution_count":37,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"resunet_model.save('/kaggle/working/resunet_1.keras')","metadata":{"execution":{"iopub.status.busy":"2024-06-06T07:07:36.453717Z","iopub.execute_input":"2024-06-06T07:07:36.454072Z","iopub.status.idle":"2024-06-06T07:07:37.984703Z","shell.execute_reply.started":"2024-06-06T07:07:36.454043Z","shell.execute_reply":"2024-06-06T07:07:37.984040Z"},"trusted":true},"execution_count":58,"outputs":[]},{"cell_type":"markdown","source":"# Model Prediction","metadata":{}},{"cell_type":"code","source":"def read_image(path):\n x = cv2.imread(path, cv2.IMREAD_COLOR)\n x = cv2.resize(x, (256, 256))\n ori_x = x\n x = x / 255.0\n x = x.astype(np.float32)\n x = np.expand_dims(x, axis=0)\n return ori_x, x\n\ndef read_mask(path):\n x = cv2.imread(path, cv2.IMREAD_GRAYSCALE)\n x = cv2.resize(x, (256, 256))\n ori_x = x\n x = x / 255.0\n x = x.astype(np.int32)\n return ori_x, x","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:59:52.816967Z","iopub.execute_input":"2024-06-06T06:59:52.817337Z","iopub.status.idle":"2024-06-06T06:59:52.823891Z","shell.execute_reply.started":"2024-06-06T06:59:52.817309Z","shell.execute_reply":"2024-06-06T06:59:52.823155Z"},"trusted":true},"execution_count":38,"outputs":[]},{"cell_type":"code","source":"def save_results(ori_x, ori_y, y_pred, save_img_path):\n line = np.ones((ori_x.shape[0], 10, 3)) * 255\n\n ori_y = np.expand_dims(ori_y, axis=-1)\n ori_y = np.concatenate([ori_y, ori_y, ori_y], axis=-1)\n\n y_pred = np.expand_dims(y_pred, axis=-1)\n y_pred = np.concatenate([y_pred, y_pred, y_pred], axis=-1)\n\n cat_image = np.concatenate([ori_x, line, ori_y, line, y_pred * 255], axis=1)\n cv2.imwrite(save_img_path, cat_image)","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:59:54.869809Z","iopub.execute_input":"2024-06-06T06:59:54.870151Z","iopub.status.idle":"2024-06-06T06:59:54.876684Z","shell.execute_reply.started":"2024-06-06T06:59:54.870113Z","shell.execute_reply":"2024-06-06T06:59:54.876032Z"},"trusted":true},"execution_count":39,"outputs":[]},{"cell_type":"code","source":"SCORE = []","metadata":{"execution":{"iopub.status.busy":"2024-06-06T06:59:58.443691Z","iopub.execute_input":"2024-06-06T06:59:58.444403Z","iopub.status.idle":"2024-06-06T06:59:58.447467Z","shell.execute_reply.started":"2024-06-06T06:59:58.444372Z","shell.execute_reply":"2024-06-06T06:59:58.446764Z"},"trusted":true},"execution_count":40,"outputs":[]},{"cell_type":"code","source":"create_dir(\"/kaggle/working/results_1\")","metadata":{"execution":{"iopub.status.busy":"2024-06-06T07:00:01.016201Z","iopub.execute_input":"2024-06-06T07:00:01.016573Z","iopub.status.idle":"2024-06-06T07:00:01.020979Z","shell.execute_reply.started":"2024-06-06T07:00:01.016544Z","shell.execute_reply":"2024-06-06T07:00:01.020281Z"},"trusted":true},"execution_count":41,"outputs":[{"name":"stdout","text":"Directory '/kaggle/working/results_1' created successfully\n","output_type":"stream"}]},{"cell_type":"code","source":"\nfor x, y in tqdm(zip(test_x, test_y), total=len(test_x)):\n name = os.path.splitext(os.path.basename(x))[0]\n\n ori_x, x = read_image(x)\n ori_y, y = read_mask(y)\n\n y_pred = resunet_model.predict(x)[0] > 0.5\n y_pred = np.squeeze(y_pred, axis=-1)\n y_pred = y_pred.astype(np.int32)\n\n save_img_path = f\"/kaggle/working/results_1/{name}.png\"\n save_results(ori_x, ori_y, y_pred, save_img_path)\n\n y = y.flatten()\n y_pred = y_pred.flatten()\n\n acc_value = accuracy_score(y, y_pred)\n f1_value = f1_score(y, y_pred, labels=[0, 1], average=\"binary\")\n jac_value = jaccard_score(y, y_pred, labels=[0, 1], average=\"binary\")\n recall_value = recall_score(y, y_pred, labels=[0, 1], average=\"binary\")\n precision_value = precision_score(y, y_pred, labels=[0, 1], average=\"binary\")\n SCORE.append([name, acc_value, f1_value, jac_value, recall_value, precision_value])","metadata":{"execution":{"iopub.status.busy":"2024-06-06T07:00:07.368074Z","iopub.execute_input":"2024-06-06T07:00:07.368969Z","iopub.status.idle":"2024-06-06T07:00:24.413693Z","shell.execute_reply.started":"2024-06-06T07:00:07.368922Z","shell.execute_reply":"2024-06-06T07:00:24.413028Z"},"trusted":true},"execution_count":42,"outputs":[{"name":"stdout","text":"\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 5s/step\n\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 21ms/step\n\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 20ms/step\n\u001b[1m1/1\u001b[0m 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{score[4]:0.5f}\")\n","metadata":{"execution":{"iopub.status.busy":"2024-06-06T07:00:52.849396Z","iopub.execute_input":"2024-06-06T07:00:52.850244Z","iopub.status.idle":"2024-06-06T07:00:52.856722Z","shell.execute_reply.started":"2024-06-06T07:00:52.850214Z","shell.execute_reply":"2024-06-06T07:00:52.856015Z"},"trusted":true},"execution_count":43,"outputs":[{"name":"stdout","text":"Accuracy: 0.95242\nF1: 0.64726\nJaccard: 0.53020\nRecall: 0.63822\nPrecision: 0.75802\n","output_type":"stream"}]},{"cell_type":"code","source":"df = pd.DataFrame(SCORE, columns=[\"Image Name\", \"Acc\", \"F1\", \"Jaccard\", \"Recall\", \"Precision\"])\ndf.to_csv(\"/kaggle/working/files_1/score.csv\")","metadata":{"execution":{"iopub.status.busy":"2024-06-06T07:01:22.428527Z","iopub.execute_input":"2024-06-06T07:01:22.429151Z","iopub.status.idle":"2024-06-06T07:01:22.440247Z","shell.execute_reply.started":"2024-06-06T07:01:22.429104Z","shell.execute_reply":"2024-06-06T07:01:22.439570Z"},"trusted":true},"execution_count":44,"outputs":[]},{"cell_type":"code","source":"result_dir = \"/kaggle/working/results_1\"\n\nimage_files = [f for f in os.listdir(result_dir) if f.endswith(\".png\")]\n\nfig, axes = plt.subplots(5, 1, figsize=(30, 15))\n\nfor i, image_file in enumerate(image_files[35:40]):\n image_path = os.path.join(result_dir, image_file)\n image = plt.imread(image_path)\n axes[i].imshow(image)\n axes[i].axis(\"off\")\n axes[i].set_title(f\"Image {i+1}\")\n\nplt.tight_layout()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-06-06T07:10:38.373779Z","iopub.execute_input":"2024-06-06T07:10:38.374469Z","iopub.status.idle":"2024-06-06T07:10:39.189573Z","shell.execute_reply.started":"2024-06-06T07:10:38.374430Z","shell.execute_reply":"2024-06-06T07:10:39.188868Z"},"trusted":true},"execution_count":61,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"","metadata":{},"execution_count":null,"outputs":[]}]} \ No newline at end of file diff --git a/Polyp Segmentation/Models/polyp-segmentation-unet.ipynb b/Polyp Segmentation/Models/polyp-segmentation-unet.ipynb new file mode 100644 index 000000000..33ff84edb --- /dev/null +++ b/Polyp Segmentation/Models/polyp-segmentation-unet.ipynb @@ -0,0 +1 @@ +{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.13","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"gpu","dataSources":[{"sourceId":7023966,"sourceType":"datasetVersion","datasetId":4039243}],"dockerImageVersionId":30716,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":true}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import os\nimport cv2\nimport csv\nimport numpy as np\nimport pandas as pd\nfrom tqdm import tqdm\nfrom PIL import Image\nfrom glob import glob\nimport tensorflow as tf\nimport matplotlib.pyplot as plt\nfrom tensorflow.keras.models import Model\nfrom tensorflow.keras.optimizers import Adam\nfrom tensorflow.keras.utils import CustomObjectScope\nfrom sklearn.model_selection import train_test_split\nfrom tensorflow.keras.metrics import Recall, Precision\nfrom sklearn.metrics import accuracy_score, f1_score, jaccard_score, precision_score, recall_score\nfrom tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint, ReduceLROnPlateau, CSVLogger, TensorBoard\nfrom tensorflow.keras.layers import Conv2D, BatchNormalization, Activation, MaxPooling2D,MaxPool2D, Conv2DTranspose, Concatenate, Input, UpSampling2D\n","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","execution":{"iopub.status.busy":"2024-06-03T14:35:58.012925Z","iopub.execute_input":"2024-06-03T14:35:58.013754Z","iopub.status.idle":"2024-06-03T14:35:58.020539Z","shell.execute_reply.started":"2024-06-03T14:35:58.013721Z","shell.execute_reply":"2024-06-03T14:35:58.019538Z"},"trusted":true},"execution_count":60,"outputs":[]},{"cell_type":"code","source":"image_dir = \"/kaggle/input/cvcclinicdb/CVC-ClinicDB/images/\"\nmask_dir = \"/kaggle/input/cvcclinicdb/CVC-ClinicDB/masks/\"\n\nimage_files = os.listdir(image_dir)[:4]\n\nfor image_file in image_files:\n image_path = os.path.join(image_dir, image_file)\n mask_path = os.path.join(mask_dir, image_file)\n\n image = cv2.imread(image_path)\n mask = cv2.imread(mask_path)\n\n mask = cv2.cvtColor(mask, cv2.COLOR_BGR2GRAY)\n ret, mask = cv2.threshold(mask, 127, 255, cv2.THRESH_BINARY)\n\n fig, axes = plt.subplots(1, 2, figsize=(10, 5))\n axes[0].imshow(cv2.cvtColor(image, cv2.COLOR_BGR2RGB))\n axes[0].set_title('Image')\n axes[0].axis('off')\n axes[1].imshow(mask, cmap='gray')\n axes[1].set_title('Mask')\n axes[1].axis('off')\n\n plt.show()","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:34:15.219302Z","iopub.execute_input":"2024-06-03T13:34:15.219968Z","iopub.status.idle":"2024-06-03T13:34:16.590114Z","shell.execute_reply.started":"2024-06-03T13:34:15.219938Z","shell.execute_reply":"2024-06-03T13:34:16.589211Z"},"trusted":true},"execution_count":30,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"
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"},"metadata":{}}]},{"cell_type":"code","source":"def load_data(path, split=0.1):\n images = sorted(glob(os.path.join(path, \"images/*\")))\n masks = sorted(glob(os.path.join(path, \"masks/*\")))\n\n total_size = len(images)\n valid_size = int(split * total_size)\n test_size = int(split * total_size)\n\n train_x, valid_x = train_test_split(images, test_size=valid_size, random_state=42)\n train_y, valid_y = train_test_split(masks, test_size=valid_size, random_state=42)\n\n train_x, test_x = train_test_split(train_x, test_size=valid_size, random_state=42)\n train_y, test_y = train_test_split(train_y, test_size=valid_size, random_state=42)\n\n return (train_x, train_y), (valid_x, valid_y), (test_x, test_y)","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:03:08.884642Z","iopub.execute_input":"2024-06-03T13:03:08.885008Z","iopub.status.idle":"2024-06-03T13:03:08.892637Z","shell.execute_reply.started":"2024-06-03T13:03:08.884978Z","shell.execute_reply":"2024-06-03T13:03:08.891501Z"},"trusted":true},"execution_count":3,"outputs":[]},{"cell_type":"code","source":"path = \"/kaggle/input/cvcclinicdb/CVC-ClinicDB\"\n(train_x, train_y), (valid_x, valid_y), (test_x, test_y) = load_data(path)\nprint(len(train_x), len(valid_x), len(test_x))\n","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:03:12.362743Z","iopub.execute_input":"2024-06-03T13:03:12.363114Z","iopub.status.idle":"2024-06-03T13:03:12.534099Z","shell.execute_reply.started":"2024-06-03T13:03:12.363082Z","shell.execute_reply":"2024-06-03T13:03:12.533281Z"},"trusted":true},"execution_count":4,"outputs":[{"name":"stdout","text":"490 61 61\n","output_type":"stream"}]},{"cell_type":"code","source":"def read_image(path):\n path = path.decode()\n x = cv2.imread(path, cv2.IMREAD_COLOR)\n x = cv2.resize(x,(256,256))\n x = x/255.0\n return x","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:03:15.885403Z","iopub.execute_input":"2024-06-03T13:03:15.885760Z","iopub.status.idle":"2024-06-03T13:03:15.890836Z","shell.execute_reply.started":"2024-06-03T13:03:15.885728Z","shell.execute_reply":"2024-06-03T13:03:15.889927Z"},"trusted":true},"execution_count":5,"outputs":[]},{"cell_type":"code","source":"def read_mask(path):\n path = path.decode()\n x = cv2.imread(path, cv2.IMREAD_GRAYSCALE)\n x = cv2.resize(x,(256,256))\n x = x/255.0\n x = np.expand_dims(x,axis=-1)\n return x","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:03:18.300968Z","iopub.execute_input":"2024-06-03T13:03:18.301305Z","iopub.status.idle":"2024-06-03T13:03:18.306624Z","shell.execute_reply.started":"2024-06-03T13:03:18.301279Z","shell.execute_reply":"2024-06-03T13:03:18.305450Z"},"trusted":true},"execution_count":6,"outputs":[]},{"cell_type":"code","source":"def tf_parse(x, y):\n def _parse(x,y):\n x = read_image(x)\n y = read_mask(y)\n return x, y\n\n x,y = tf.numpy_function(_parse,[x,y],[tf.float64, tf.float64])\n x.set_shape([256,256,3])\n y.set_shape([256,256,1])\n\n return x,y","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:03:20.656121Z","iopub.execute_input":"2024-06-03T13:03:20.657069Z","iopub.status.idle":"2024-06-03T13:03:20.662409Z","shell.execute_reply.started":"2024-06-03T13:03:20.657037Z","shell.execute_reply":"2024-06-03T13:03:20.661519Z"},"trusted":true},"execution_count":7,"outputs":[]},{"cell_type":"code","source":"def tf_dataset(x, y, batch = 8):\n dataset = tf.data.Dataset.from_tensor_slices((x,y))\n dataset = dataset.map(tf_parse)\n dataset = dataset.batch(batch)\n dataset = dataset.repeat()\n return dataset","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:03:22.807669Z","iopub.execute_input":"2024-06-03T13:03:22.808026Z","iopub.status.idle":"2024-06-03T13:03:22.813104Z","shell.execute_reply.started":"2024-06-03T13:03:22.807996Z","shell.execute_reply":"2024-06-03T13:03:22.812216Z"},"trusted":true},"execution_count":8,"outputs":[]},{"cell_type":"code","source":"ds = tf_dataset(test_x, test_y)\nfor x,y in ds:\n print(x.shape, y.shape)\n break","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:03:26.290982Z","iopub.execute_input":"2024-06-03T13:03:26.291929Z","iopub.status.idle":"2024-06-03T13:03:27.271276Z","shell.execute_reply.started":"2024-06-03T13:03:26.291894Z","shell.execute_reply":"2024-06-03T13:03:27.270328Z"},"trusted":true},"execution_count":9,"outputs":[{"name":"stdout","text":"(8, 256, 256, 3) (8, 256, 256, 1)\n","output_type":"stream"}]},{"cell_type":"code","source":"train_dataset = tf_dataset(train_x, train_y, batch=8)\nvalid_dataset = tf_dataset(valid_x, valid_y, batch=8)\ntest_dataset = tf_dataset(test_x, test_y, batch=8)\n\nfor x, y in train_dataset.take(1):\n print(f\"train_dataset x shape: {x.shape}, y shape: {y.shape}\")\n\nfor x, y in valid_dataset.take(1):\n print(f\"valid_dataset x shape: {x.shape}, y shape: {y.shape}\")\n\nfor x, y in test_dataset.take(1):\n print(f\"test_dataset x shape: {x.shape}, y shape: {y.shape}\")\n","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:03:29.770076Z","iopub.execute_input":"2024-06-03T13:03:29.771068Z","iopub.status.idle":"2024-06-03T13:03:30.210063Z","shell.execute_reply.started":"2024-06-03T13:03:29.771022Z","shell.execute_reply":"2024-06-03T13:03:30.209116Z"},"trusted":true},"execution_count":10,"outputs":[{"name":"stdout","text":"train_dataset x shape: (8, 256, 256, 3), y shape: (8, 256, 256, 1)\nvalid_dataset x shape: (8, 256, 256, 3), y shape: (8, 256, 256, 1)\ntest_dataset x shape: (8, 256, 256, 3), y shape: (8, 256, 256, 1)\n","output_type":"stream"}]},{"cell_type":"markdown","source":"# Building U-Net Model","metadata":{}},{"cell_type":"markdown","source":"# Model Architecture\n\n![image.png](attachment:1e1da3b3-da8c-4931-9c39-0effc4209c8d.png)","metadata":{},"attachments":{"1e1da3b3-da8c-4931-9c39-0effc4209c8d.png":{"image/png":"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"}}},{"cell_type":"code","source":"def conv_block(inputs, num_filters):\n x = Conv2D(num_filters, 3, padding=\"same\")(inputs)\n x = BatchNormalization()(x)\n x = Activation(\"relu\")(x)\n\n x = Conv2D(num_filters, 3, padding=\"same\")(x)\n x = BatchNormalization()(x)\n x = Activation(\"relu\")(x)\n\n return x","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:03:41.854692Z","iopub.execute_input":"2024-06-03T13:03:41.855409Z","iopub.status.idle":"2024-06-03T13:03:41.860777Z","shell.execute_reply.started":"2024-06-03T13:03:41.855377Z","shell.execute_reply":"2024-06-03T13:03:41.859908Z"},"trusted":true},"execution_count":12,"outputs":[]},{"cell_type":"code","source":"def encoder_block(inputs, num_filters):\n x = conv_block(inputs, num_filters)\n p = MaxPool2D((2, 2))(x)\n return x, p\n\ndef decoder_block(inputs, skip_features, num_filters):\n x = Conv2DTranspose(num_filters, (2, 2), strides=2, padding=\"same\")(inputs)\n x = Concatenate()([x, skip_features])\n x = conv_block(x, num_filters)\n return x","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:03:45.233186Z","iopub.execute_input":"2024-06-03T13:03:45.233524Z","iopub.status.idle":"2024-06-03T13:03:45.239579Z","shell.execute_reply.started":"2024-06-03T13:03:45.233497Z","shell.execute_reply":"2024-06-03T13:03:45.238684Z"},"trusted":true},"execution_count":13,"outputs":[]},{"cell_type":"code","source":"def build_unet(input_shape):\n inputs = Input(input_shape)\n\n \"\"\" Encoder \"\"\"\n s1, p1 = encoder_block(inputs, 64)\n s2, p2 = encoder_block(p1, 128)\n s3, p3 = encoder_block(p2, 256)\n s4, p4 = encoder_block(p3, 512)\n\n \"\"\" Bridge \"\"\"\n b1 = conv_block(p4, 1024)\n\n \"\"\" Decoder \"\"\"\n d1 = decoder_block(b1, s4, 512)\n d2 = decoder_block(d1, s3, 256)\n d3 = decoder_block(d2, s2, 128)\n d4 = decoder_block(d3, s1, 64)\n\n \"\"\" Outputs \"\"\"\n outputs = Conv2D(1, 1, padding=\"same\", activation=\"sigmoid\")(d4)\n\n \"\"\" Model \"\"\"\n model = Model(inputs, outputs)\n return model\n","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:03:50.046847Z","iopub.execute_input":"2024-06-03T13:03:50.047263Z","iopub.status.idle":"2024-06-03T13:03:50.055143Z","shell.execute_reply.started":"2024-06-03T13:03:50.047233Z","shell.execute_reply":"2024-06-03T13:03:50.054097Z"},"trusted":true},"execution_count":14,"outputs":[]},{"cell_type":"code","source":"np.random.seed(42)\ntf.random.set_seed(42)\n\nbatch = 8\nlr = 1e-4\nepochs = 20","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:03:56.803747Z","iopub.execute_input":"2024-06-03T13:03:56.804097Z","iopub.status.idle":"2024-06-03T13:03:56.809160Z","shell.execute_reply.started":"2024-06-03T13:03:56.804068Z","shell.execute_reply":"2024-06-03T13:03:56.808226Z"},"trusted":true},"execution_count":15,"outputs":[]},{"cell_type":"code","source":"unet_model = build_unet((256, 256, 3))\n\nunet_model.compile(loss=\"binary_crossentropy\", optimizer=Adam(lr),metrics=[\"accuracy\",Recall(), Precision()])","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:04:05.099661Z","iopub.execute_input":"2024-06-03T13:04:05.100017Z","iopub.status.idle":"2024-06-03T13:04:05.497201Z","shell.execute_reply.started":"2024-06-03T13:04:05.099988Z","shell.execute_reply":"2024-06-03T13:04:05.496458Z"},"trusted":true},"execution_count":16,"outputs":[]},{"cell_type":"code","source":"unet_model.summary()","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:04:08.810751Z","iopub.execute_input":"2024-06-03T13:04:08.811633Z","iopub.status.idle":"2024-06-03T13:04:09.107730Z","shell.execute_reply.started":"2024-06-03T13:04:08.811595Z","shell.execute_reply":"2024-06-03T13:04:09.106869Z"},"trusted":true},"execution_count":17,"outputs":[{"output_type":"display_data","data":{"text/plain":"\u001b[1mModel: \"functional_1\"\u001b[0m\n","text/html":"
Model: \"functional_1\"\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃\u001b[1m \u001b[0m\u001b[1mLayer (type) \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m Param #\u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mConnected to \u001b[0m\u001b[1m \u001b[0m┃\n┑━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\nβ”‚ input_layer β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ - β”‚\nβ”‚ (\u001b[38;5;33mInputLayer\u001b[0m) β”‚ \u001b[38;5;34m3\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m1,792\u001b[0m β”‚ input_layer[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalization β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2d[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m36,928\u001b[0m β”‚ activation[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2d_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_1 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ activation_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m73,856\u001b[0m β”‚ max_pooling2d[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv2d_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_2 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_3 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m147,584\u001b[0m β”‚ activation_2[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv2d_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_3 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d_1 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ activation_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m295,168\u001b[0m β”‚ max_pooling2d_1[\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_4 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m590,080\u001b[0m β”‚ activation_4[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_5 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d_2 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ activation_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m1,180,160\u001b[0m β”‚ max_pooling2d_2[\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv2d_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_6 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,359,808\u001b[0m β”‚ activation_6[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv2d_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_7 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d_3 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ activation_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ (\u001b[38;5;33mMaxPooling2D\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m4,719,616\u001b[0m β”‚ max_pooling2d_3[\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m4,096\u001b[0m β”‚ conv2d_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_8 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m9,438,208\u001b[0m β”‚ activation_8[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m4,096\u001b[0m β”‚ conv2d_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_9 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,097,664\u001b[0m β”‚ activation_9[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”‚ (\u001b[38;5;33mConv2DTranspose\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2d_transpose… β”‚\nβ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) β”‚ \u001b[38;5;34m1024\u001b[0m) β”‚ β”‚ activation_7[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m4,719,104\u001b[0m β”‚ concatenate[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv2d_10[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_10 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_11 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,359,808\u001b[0m β”‚ activation_10[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m2,048\u001b[0m β”‚ conv2d_11[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_11 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose_1 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m524,544\u001b[0m β”‚ activation_11[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ (\u001b[38;5;33mConv2DTranspose\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate_1 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2d_transpose… β”‚\nβ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) β”‚ \u001b[38;5;34m512\u001b[0m) β”‚ β”‚ activation_5[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_12 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,179,904\u001b[0m β”‚ concatenate_1[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_12[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_12 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_13 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m590,080\u001b[0m β”‚ activation_12[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m1,024\u001b[0m β”‚ conv2d_13[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_13 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m, \u001b[38;5;34m64\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose_2 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m131,200\u001b[0m β”‚ activation_13[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ (\u001b[38;5;33mConv2DTranspose\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate_2 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2d_transpose… β”‚\nβ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) β”‚ \u001b[38;5;34m256\u001b[0m) β”‚ β”‚ activation_3[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_14 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m295,040\u001b[0m β”‚ concatenate_2[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv2d_14[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_14 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_15 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m147,584\u001b[0m β”‚ activation_14[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m512\u001b[0m β”‚ conv2d_15[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_15 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m, \u001b[38;5;34m128\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose_3 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m32,832\u001b[0m β”‚ activation_15[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ (\u001b[38;5;33mConv2DTranspose\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate_3 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ conv2d_transpose… β”‚\nβ”‚ (\u001b[38;5;33mConcatenate\u001b[0m) β”‚ \u001b[38;5;34m128\u001b[0m) β”‚ β”‚ activation_1[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m…\u001b[0m β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_16 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m73,792\u001b[0m β”‚ concatenate_3[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2d_16[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_16 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_17 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m36,928\u001b[0m β”‚ activation_16[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m256\u001b[0m β”‚ conv2d_17[\u001b[38;5;34m0\u001b[0m][\u001b[38;5;34m0\u001b[0m] β”‚\nβ”‚ (\u001b[38;5;33mBatchNormalizatio…\u001b[0m β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_17 β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m0\u001b[0m β”‚ batch_normalizat… β”‚\nβ”‚ (\u001b[38;5;33mActivation\u001b[0m) β”‚ \u001b[38;5;34m64\u001b[0m) β”‚ β”‚ β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_18 (\u001b[38;5;33mConv2D\u001b[0m) β”‚ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m, \u001b[38;5;34m256\u001b[0m, β”‚ \u001b[38;5;34m65\u001b[0m β”‚ activation_17[\u001b[38;5;34m0\u001b[0m]… β”‚\nβ”‚ β”‚ \u001b[38;5;34m1\u001b[0m) β”‚ β”‚ β”‚\nβ””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜\n","text/html":"
┏━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓\n┃ Layer (type)        ┃ Output Shape      ┃    Param # ┃ Connected to      ┃\n┑━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩\nβ”‚ input_layer         β”‚ (None, 256, 256,  β”‚          0 β”‚ -                 β”‚\nβ”‚ (InputLayer)        β”‚ 3)                β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d (Conv2D)     β”‚ (None, 256, 256,  β”‚      1,792 β”‚ input_layer[0][0] β”‚\nβ”‚                     β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalization β”‚ (None, 256, 256,  β”‚        256 β”‚ conv2d[0][0]      β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation          β”‚ (None, 256, 256,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_1 (Conv2D)   β”‚ (None, 256, 256,  β”‚     36,928 β”‚ activation[0][0]  β”‚\nβ”‚                     β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 256, 256,  β”‚        256 β”‚ conv2d_1[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_1        β”‚ (None, 256, 256,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d       β”‚ (None, 128, 128,  β”‚          0 β”‚ activation_1[0][… β”‚\nβ”‚ (MaxPooling2D)      β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_2 (Conv2D)   β”‚ (None, 128, 128,  β”‚     73,856 β”‚ max_pooling2d[0]… β”‚\nβ”‚                     β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 128, 128,  β”‚        512 β”‚ conv2d_2[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_2        β”‚ (None, 128, 128,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_3 (Conv2D)   β”‚ (None, 128, 128,  β”‚    147,584 β”‚ activation_2[0][… β”‚\nβ”‚                     β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 128, 128,  β”‚        512 β”‚ conv2d_3[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_3        β”‚ (None, 128, 128,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d_1     β”‚ (None, 64, 64,    β”‚          0 β”‚ activation_3[0][… β”‚\nβ”‚ (MaxPooling2D)      β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_4 (Conv2D)   β”‚ (None, 64, 64,    β”‚    295,168 β”‚ max_pooling2d_1[… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 64, 64,    β”‚      1,024 β”‚ conv2d_4[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_4        β”‚ (None, 64, 64,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_5 (Conv2D)   β”‚ (None, 64, 64,    β”‚    590,080 β”‚ activation_4[0][… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 64, 64,    β”‚      1,024 β”‚ conv2d_5[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_5        β”‚ (None, 64, 64,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d_2     β”‚ (None, 32, 32,    β”‚          0 β”‚ activation_5[0][… β”‚\nβ”‚ (MaxPooling2D)      β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_6 (Conv2D)   β”‚ (None, 32, 32,    β”‚  1,180,160 β”‚ max_pooling2d_2[… β”‚\nβ”‚                     β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv2d_6[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_6        β”‚ (None, 32, 32,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_7 (Conv2D)   β”‚ (None, 32, 32,    β”‚  2,359,808 β”‚ activation_6[0][… β”‚\nβ”‚                     β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv2d_7[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_7        β”‚ (None, 32, 32,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ max_pooling2d_3     β”‚ (None, 16, 16,    β”‚          0 β”‚ activation_7[0][… β”‚\nβ”‚ (MaxPooling2D)      β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_8 (Conv2D)   β”‚ (None, 16, 16,    β”‚  4,719,616 β”‚ max_pooling2d_3[… β”‚\nβ”‚                     β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 16, 16,    β”‚      4,096 β”‚ conv2d_8[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_8        β”‚ (None, 16, 16,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_9 (Conv2D)   β”‚ (None, 16, 16,    β”‚  9,438,208 β”‚ activation_8[0][… β”‚\nβ”‚                     β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 16, 16,    β”‚      4,096 β”‚ conv2d_9[0][0]    β”‚\nβ”‚ (BatchNormalizatio… β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_9        β”‚ (None, 16, 16,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 1024)             β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose    β”‚ (None, 32, 32,    β”‚  2,097,664 β”‚ activation_9[0][… β”‚\nβ”‚ (Conv2DTranspose)   β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate         β”‚ (None, 32, 32,    β”‚          0 β”‚ conv2d_transpose… β”‚\nβ”‚ (Concatenate)       β”‚ 1024)             β”‚            β”‚ activation_7[0][… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_10 (Conv2D)  β”‚ (None, 32, 32,    β”‚  4,719,104 β”‚ concatenate[0][0] β”‚\nβ”‚                     β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv2d_10[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_10       β”‚ (None, 32, 32,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_11 (Conv2D)  β”‚ (None, 32, 32,    β”‚  2,359,808 β”‚ activation_10[0]… β”‚\nβ”‚                     β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 32, 32,    β”‚      2,048 β”‚ conv2d_11[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_11       β”‚ (None, 32, 32,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 512)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose_1  β”‚ (None, 64, 64,    β”‚    524,544 β”‚ activation_11[0]… β”‚\nβ”‚ (Conv2DTranspose)   β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate_1       β”‚ (None, 64, 64,    β”‚          0 β”‚ conv2d_transpose… β”‚\nβ”‚ (Concatenate)       β”‚ 512)              β”‚            β”‚ activation_5[0][… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_12 (Conv2D)  β”‚ (None, 64, 64,    β”‚  1,179,904 β”‚ concatenate_1[0]… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 64, 64,    β”‚      1,024 β”‚ conv2d_12[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_12       β”‚ (None, 64, 64,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_13 (Conv2D)  β”‚ (None, 64, 64,    β”‚    590,080 β”‚ activation_12[0]… β”‚\nβ”‚                     β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 64, 64,    β”‚      1,024 β”‚ conv2d_13[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_13       β”‚ (None, 64, 64,    β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 256)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose_2  β”‚ (None, 128, 128,  β”‚    131,200 β”‚ activation_13[0]… β”‚\nβ”‚ (Conv2DTranspose)   β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate_2       β”‚ (None, 128, 128,  β”‚          0 β”‚ conv2d_transpose… β”‚\nβ”‚ (Concatenate)       β”‚ 256)              β”‚            β”‚ activation_3[0][… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_14 (Conv2D)  β”‚ (None, 128, 128,  β”‚    295,040 β”‚ concatenate_2[0]… β”‚\nβ”‚                     β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 128, 128,  β”‚        512 β”‚ conv2d_14[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_14       β”‚ (None, 128, 128,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_15 (Conv2D)  β”‚ (None, 128, 128,  β”‚    147,584 β”‚ activation_14[0]… β”‚\nβ”‚                     β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 128, 128,  β”‚        512 β”‚ conv2d_15[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_15       β”‚ (None, 128, 128,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 128)              β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_transpose_3  β”‚ (None, 256, 256,  β”‚     32,832 β”‚ activation_15[0]… β”‚\nβ”‚ (Conv2DTranspose)   β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ concatenate_3       β”‚ (None, 256, 256,  β”‚          0 β”‚ conv2d_transpose… β”‚\nβ”‚ (Concatenate)       β”‚ 128)              β”‚            β”‚ activation_1[0][… β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_16 (Conv2D)  β”‚ (None, 256, 256,  β”‚     73,792 β”‚ concatenate_3[0]… β”‚\nβ”‚                     β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 256, 256,  β”‚        256 β”‚ conv2d_16[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_16       β”‚ (None, 256, 256,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_17 (Conv2D)  β”‚ (None, 256, 256,  β”‚     36,928 β”‚ activation_16[0]… β”‚\nβ”‚                     β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ batch_normalizatio… β”‚ (None, 256, 256,  β”‚        256 β”‚ conv2d_17[0][0]   β”‚\nβ”‚ (BatchNormalizatio… β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ activation_17       β”‚ (None, 256, 256,  β”‚          0 β”‚ batch_normalizat… β”‚\nβ”‚ (Activation)        β”‚ 64)               β”‚            β”‚                   β”‚\nβ”œβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”Όβ”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€\nβ”‚ conv2d_18 (Conv2D)  β”‚ (None, 256, 256,  β”‚         65 β”‚ activation_17[0]… β”‚\nβ”‚                     β”‚ 1)                β”‚            β”‚                   β”‚\nβ””β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”΄β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”€β”˜\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Total params: \u001b[0m\u001b[38;5;34m31,055,297\u001b[0m (118.47 MB)\n","text/html":"
 Total params: 31,055,297 (118.47 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m31,043,521\u001b[0m (118.42 MB)\n","text/html":"
 Trainable params: 31,043,521 (118.42 MB)\n
\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m11,776\u001b[0m (46.00 KB)\n","text/html":"
 Non-trainable params: 11,776 (46.00 KB)\n
\n"},"metadata":{}}]},{"cell_type":"markdown","source":"# Training Part","metadata":{}},{"cell_type":"code","source":"train_dataset = tf_dataset(train_x, train_y, batch=batch)\nvalid_dataset = tf_dataset(valid_x, valid_y, batch=batch)","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:04:18.205723Z","iopub.execute_input":"2024-06-03T13:04:18.206087Z","iopub.status.idle":"2024-06-03T13:04:18.240272Z","shell.execute_reply.started":"2024-06-03T13:04:18.206056Z","shell.execute_reply":"2024-06-03T13:04:18.239565Z"},"trusted":true},"execution_count":18,"outputs":[]},{"cell_type":"code","source":"def create_dir(path):\n try:\n os.makedirs(path, exist_ok=True)\n print(f\"Directory '{path}' created successfully\")\n except OSError as error:\n print(f\"Error creating directory '{path}': {error}\")\n\ncreate_dir(\"/kaggle/working/notebook_files\")","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:04:22.711488Z","iopub.execute_input":"2024-06-03T13:04:22.712231Z","iopub.status.idle":"2024-06-03T13:04:22.717836Z","shell.execute_reply.started":"2024-06-03T13:04:22.712192Z","shell.execute_reply":"2024-06-03T13:04:22.716934Z"},"trusted":true},"execution_count":19,"outputs":[{"name":"stdout","text":"Directory '/kaggle/working/notebook_files' created successfully\n","output_type":"stream"}]},{"cell_type":"code","source":"train_steps = len(train_x)//batch\nvalid_steps = len(valid_x)//batch\n\nif len(train_x) % batch != 0:\n train_steps += 1\nif len(valid_x) % batch != 0:\n valid_steps += 1\n","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:04:45.728156Z","iopub.execute_input":"2024-06-03T13:04:45.728517Z","iopub.status.idle":"2024-06-03T13:04:45.733616Z","shell.execute_reply.started":"2024-06-03T13:04:45.728486Z","shell.execute_reply":"2024-06-03T13:04:45.732657Z"},"trusted":true},"execution_count":20,"outputs":[]},{"cell_type":"code","source":"print(f\"Training steps: {train_steps}, Validation steps: {valid_steps}\")\n","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:04:50.052631Z","iopub.execute_input":"2024-06-03T13:04:50.052986Z","iopub.status.idle":"2024-06-03T13:04:50.057622Z","shell.execute_reply.started":"2024-06-03T13:04:50.052957Z","shell.execute_reply":"2024-06-03T13:04:50.056728Z"},"trusted":true},"execution_count":21,"outputs":[{"name":"stdout","text":"Training steps: 62, Validation steps: 8\n","output_type":"stream"}]},{"cell_type":"code","source":"csv_file_path = os.path.join(\"notebook_files\", \"training_log.csv\")\ncsv_file = open(csv_file_path, \"w\", newline='')\ncsv_writer = csv.writer(csv_file)\ncsv_writer.writerow([\"epoch\", \"loss\", \"accuracy\", \"recall\", \"precision\", \"val_loss\", \"val_accuracy\", \"val_recall\", \"val_precision\"])\n","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:04:54.150759Z","iopub.execute_input":"2024-06-03T13:04:54.151392Z","iopub.status.idle":"2024-06-03T13:04:54.158570Z","shell.execute_reply.started":"2024-06-03T13:04:54.151359Z","shell.execute_reply":"2024-06-03T13:04:54.157615Z"},"trusted":true},"execution_count":22,"outputs":[{"execution_count":22,"output_type":"execute_result","data":{"text/plain":"85"},"metadata":{}}]},{"cell_type":"code","source":"history_dict = {\n 'loss': [],\n 'accuracy': [],\n 'recall': [],\n 'precision': [],\n 'val_loss': [],\n 'val_accuracy': [],\n 'val_recall': [],\n 'val_precision': []\n}","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:05:08.690217Z","iopub.execute_input":"2024-06-03T13:05:08.690588Z","iopub.status.idle":"2024-06-03T13:05:08.695400Z","shell.execute_reply.started":"2024-06-03T13:05:08.690558Z","shell.execute_reply":"2024-06-03T13:05:08.694420Z"},"trusted":true},"execution_count":23,"outputs":[]},{"cell_type":"code","source":"for epoch in range(epochs):\n print(f\"Epoch {epoch+1}/{epochs}\")\n\n epoch_history = unet_model.fit(\n train_dataset,\n validation_data=valid_dataset,\n epochs=1,\n steps_per_epoch=train_steps,\n validation_steps=valid_steps,\n verbose=1\n )\n\n loss = epoch_history.history['loss'][0]\n accuracy = epoch_history.history['accuracy'][0]\n recall = epoch_history.history['recall'][0]\n precision = epoch_history.history['precision'][0]\n val_loss = epoch_history.history['val_loss'][0]\n val_accuracy = epoch_history.history['val_accuracy'][0]\n val_recall = epoch_history.history['val_recall'][0]\n val_precision = epoch_history.history['val_precision'][0]\n\n csv_writer.writerow([epoch+1, loss, accuracy, recall, precision, val_loss, val_accuracy, val_recall, val_precision])\n\n history_dict['loss'].append(loss)\n history_dict['accuracy'].append(accuracy)\n history_dict['recall'].append(recall)\n history_dict['precision'].append(precision)\n history_dict['val_loss'].append(val_loss)\n history_dict['val_accuracy'].append(val_accuracy)\n history_dict['val_recall'].append(val_recall)\n history_dict['val_precision'].append(val_precision)\n\n \ncsv_file.close()","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:05:22.514595Z","iopub.execute_input":"2024-06-03T13:05:22.515365Z","iopub.status.idle":"2024-06-03T13:11:19.596641Z","shell.execute_reply.started":"2024-06-03T13:05:22.515330Z","shell.execute_reply":"2024-06-03T13:11:19.595849Z"},"trusted":true},"execution_count":24,"outputs":[{"name":"stdout","text":"Epoch 1/20\n","output_type":"stream"},{"name":"stderr","text":"2024-06-03 13:05:36.993577: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 0: 3.72144, expected 2.89031\n2024-06-03 13:05:36.993634: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 1: 5.65806, expected 4.82693\n2024-06-03 13:05:36.993643: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 2: 5.98376, expected 5.15263\n2024-06-03 13:05:36.993651: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 3: 6.6283, expected 5.79717\n2024-06-03 13:05:36.993659: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 6: 6.90088, expected 6.06975\n2024-06-03 13:05:36.993667: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 7: 6.70007, expected 5.86894\n2024-06-03 13:05:36.993674: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 8: 5.75339, expected 4.92226\n2024-06-03 13:05:36.993682: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 9: 5.56626, expected 4.73513\n2024-06-03 13:05:36.993690: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 10: 5.14383, expected 4.3127\n2024-06-03 13:05:36.993697: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 11: 5.89557, expected 5.06444\n2024-06-03 13:05:37.008146: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:705] Results mismatch between different convolution algorithms. This is likely a bug/unexpected loss of precision in cudnn.\n(f32[8,64,256,256]{3,2,1,0}, u8[0]{0}) custom-call(f32[8,3,256,256]{3,2,1,0}, f32[64,3,3,3]{3,2,1,0}, f32[64]{0}), window={size=3x3 pad=1_1x1_1}, dim_labels=bf01_oi01->bf01, custom_call_target=\"__cudnn$convBiasActivationForward\", backend_config={\"conv_result_scale\":1,\"activation_mode\":\"kNone\",\"side_input_scale\":0,\"leakyrelu_alpha\":0} for eng20{k2=1,k4=1,k5=1,k6=0,k7=0} vs eng15{k5=1,k6=0,k7=1,k10=1}\n2024-06-03 13:05:37.008185: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:270] Device: Tesla P100-PCIE-16GB\n2024-06-03 13:05:37.008193: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:271] Platform: Compute Capability 6.0\n2024-06-03 13:05:37.008200: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:272] Driver: 12020 (535.129.3)\n2024-06-03 13:05:37.008208: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:273] Runtime: \n2024-06-03 13:05:37.008222: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:280] cudnn version: 8.9.0\n2024-06-03 13:05:37.450420: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 0: 3.72144, expected 2.89031\n2024-06-03 13:05:37.450473: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 1: 5.65806, expected 4.82693\n2024-06-03 13:05:37.450482: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 2: 5.98376, expected 5.15263\n2024-06-03 13:05:37.450490: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 3: 6.6283, expected 5.79717\n2024-06-03 13:05:37.450497: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 6: 6.90088, expected 6.06975\n2024-06-03 13:05:37.450505: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 7: 6.70007, expected 5.86894\n2024-06-03 13:05:37.450512: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 8: 5.75339, expected 4.92226\n2024-06-03 13:05:37.450520: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 9: 5.56626, expected 4.73513\n2024-06-03 13:05:37.450528: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 10: 5.14383, expected 4.3127\n2024-06-03 13:05:37.450535: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 11: 5.89557, expected 5.06444\n2024-06-03 13:05:37.464959: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:705] Results mismatch between different convolution algorithms. This is likely a bug/unexpected loss of precision in cudnn.\n(f32[8,64,256,256]{3,2,1,0}, u8[0]{0}) custom-call(f32[8,3,256,256]{3,2,1,0}, f32[64,3,3,3]{3,2,1,0}, f32[64]{0}), window={size=3x3 pad=1_1x1_1}, dim_labels=bf01_oi01->bf01, custom_call_target=\"__cudnn$convBiasActivationForward\", backend_config={\"conv_result_scale\":1,\"activation_mode\":\"kNone\",\"side_input_scale\":0,\"leakyrelu_alpha\":0} for eng20{k2=1,k4=1,k5=1,k6=0,k7=0} vs eng15{k5=1,k6=0,k7=1,k10=1}\n2024-06-03 13:05:37.464992: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:270] Device: Tesla P100-PCIE-16GB\n2024-06-03 13:05:37.465000: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:271] Platform: Compute Capability 6.0\n2024-06-03 13:05:37.465007: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:272] Driver: 12020 (535.129.3)\n2024-06-03 13:05:37.465014: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:273] Runtime: \n2024-06-03 13:05:37.465028: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:280] cudnn version: 8.9.0\nWARNING: All log messages before absl::InitializeLog() is called are written to STDERR\nI0000 00:00:1717419972.233098 124 device_compiler.h:186] Compiled cluster using XLA! This line is logged at most once for the lifetime of the process.\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m61/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 205ms/step - accuracy: 0.8148 - loss: 0.4501 - precision: 0.1543 - recall: 0.2042","output_type":"stream"},{"name":"stderr","text":"2024-06-03 13:06:26.399306: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 0: 3.25729, expected 2.60868\n2024-06-03 13:06:26.399361: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 1: 3.51493, expected 2.86632\n2024-06-03 13:06:26.399371: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 2: 4.30991, expected 3.6613\n2024-06-03 13:06:26.399378: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 3: 4.61844, expected 3.96984\n2024-06-03 13:06:26.399386: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 4: 4.70488, expected 4.05627\n2024-06-03 13:06:26.399394: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 6: 5.11794, expected 4.46933\n2024-06-03 13:06:26.399402: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 7: 4.56915, expected 3.92054\n2024-06-03 13:06:26.399410: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 8: 4.19583, expected 3.54722\n2024-06-03 13:06:26.399417: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 9: 3.95712, expected 3.30851\n2024-06-03 13:06:26.399425: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 10: 4.39247, expected 3.74386\n2024-06-03 13:06:26.402957: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:705] Results mismatch between different convolution algorithms. This is likely a bug/unexpected loss of precision in cudnn.\n(f32[2,64,256,256]{3,2,1,0}, u8[0]{0}) custom-call(f32[2,3,256,256]{3,2,1,0}, f32[64,3,3,3]{3,2,1,0}, f32[64]{0}), window={size=3x3 pad=1_1x1_1}, dim_labels=bf01_oi01->bf01, custom_call_target=\"__cudnn$convBiasActivationForward\", backend_config={\"conv_result_scale\":1,\"activation_mode\":\"kNone\",\"side_input_scale\":0,\"leakyrelu_alpha\":0} for eng20{k2=1,k4=1,k5=1,k6=0,k7=0} vs eng15{k5=1,k6=0,k7=1,k10=1}\n2024-06-03 13:06:26.402986: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:270] Device: Tesla P100-PCIE-16GB\n2024-06-03 13:06:26.403000: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:271] Platform: Compute Capability 6.0\n2024-06-03 13:06:26.403012: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:272] Driver: 12020 (535.129.3)\n2024-06-03 13:06:26.403022: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:273] Runtime: \n2024-06-03 13:06:26.403040: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:280] cudnn version: 8.9.0\n2024-06-03 13:06:26.495723: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 0: 3.25729, expected 2.60868\n2024-06-03 13:06:26.495776: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 1: 3.51493, expected 2.86632\n2024-06-03 13:06:26.495791: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 2: 4.30991, expected 3.6613\n2024-06-03 13:06:26.495808: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 3: 4.61844, expected 3.96984\n2024-06-03 13:06:26.495822: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 4: 4.70488, expected 4.05627\n2024-06-03 13:06:26.495833: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 6: 5.11794, expected 4.46933\n2024-06-03 13:06:26.495844: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 7: 4.56915, expected 3.92054\n2024-06-03 13:06:26.495861: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 8: 4.19583, expected 3.54722\n2024-06-03 13:06:26.495872: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 9: 3.95712, expected 3.30851\n2024-06-03 13:06:26.495884: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 10: 4.39247, expected 3.74386\n2024-06-03 13:06:26.499407: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:705] Results mismatch between different convolution algorithms. This is likely a bug/unexpected loss of precision in cudnn.\n(f32[2,64,256,256]{3,2,1,0}, u8[0]{0}) custom-call(f32[2,3,256,256]{3,2,1,0}, f32[64,3,3,3]{3,2,1,0}, f32[64]{0}), window={size=3x3 pad=1_1x1_1}, dim_labels=bf01_oi01->bf01, custom_call_target=\"__cudnn$convBiasActivationForward\", backend_config={\"conv_result_scale\":1,\"activation_mode\":\"kNone\",\"side_input_scale\":0,\"leakyrelu_alpha\":0} for eng20{k2=1,k4=1,k5=1,k6=0,k7=0} vs eng15{k5=1,k6=0,k7=1,k10=1}\n2024-06-03 13:06:26.499436: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:270] Device: Tesla P100-PCIE-16GB\n2024-06-03 13:06:26.499449: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:271] Platform: Compute Capability 6.0\n2024-06-03 13:06:26.499462: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:272] Driver: 12020 (535.129.3)\n2024-06-03 13:06:26.499475: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:273] Runtime: \n2024-06-03 13:06:26.499493: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:280] cudnn version: 8.9.0\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 476ms/step - accuracy: 0.8158 - loss: 0.4486 - precision: 0.1544 - recall: 0.2021","output_type":"stream"},{"name":"stderr","text":"2024-06-03 13:06:44.639895: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 65364: 2.53678, expected 2.17699\n2024-06-03 13:06:44.639950: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 65380: 2.56388, expected 2.20409\n2024-06-03 13:06:44.639966: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 65381: 2.54569, expected 2.1859\n2024-06-03 13:06:44.639984: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 65482: 2.57729, expected 2.2175\n2024-06-03 13:06:44.640433: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 131072: 3.63821, expected 2.67835\n2024-06-03 13:06:44.640459: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 131073: 5.0582, expected 4.09834\n2024-06-03 13:06:44.640476: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 131074: 5.50194, expected 4.54208\n2024-06-03 13:06:44.640493: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 131075: 6.0445, expected 5.08464\n2024-06-03 13:06:44.640504: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 131076: 6.59187, expected 5.63201\n2024-06-03 13:06:44.640515: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 131077: 7.00315, expected 6.04329\n2024-06-03 13:06:44.649537: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:705] Results mismatch between different convolution algorithms. This is likely a bug/unexpected loss of precision in cudnn.\n(f32[5,64,256,256]{3,2,1,0}, u8[0]{0}) custom-call(f32[5,3,256,256]{3,2,1,0}, f32[64,3,3,3]{3,2,1,0}, f32[64]{0}), window={size=3x3 pad=1_1x1_1}, dim_labels=bf01_oi01->bf01, custom_call_target=\"__cudnn$convBiasActivationForward\", backend_config={\"conv_result_scale\":1,\"activation_mode\":\"kNone\",\"side_input_scale\":0,\"leakyrelu_alpha\":0} for eng20{k2=1,k4=1,k5=1,k6=0,k7=0} vs eng15{k5=1,k6=0,k7=1,k10=1}\n2024-06-03 13:06:44.649565: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:270] Device: Tesla P100-PCIE-16GB\n2024-06-03 13:06:44.649577: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:271] Platform: Compute Capability 6.0\n2024-06-03 13:06:44.649592: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:272] Driver: 12020 (535.129.3)\n2024-06-03 13:06:44.649603: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:273] Runtime: \n2024-06-03 13:06:44.649623: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:280] cudnn version: 8.9.0\n2024-06-03 13:06:44.852711: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 65364: 2.53678, expected 2.17699\n2024-06-03 13:06:44.852761: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 65380: 2.56388, expected 2.20409\n2024-06-03 13:06:44.852777: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 65381: 2.54569, expected 2.1859\n2024-06-03 13:06:44.852790: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 65482: 2.57729, expected 2.2175\n2024-06-03 13:06:44.853264: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 131072: 3.63821, expected 2.67835\n2024-06-03 13:06:44.853288: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 131073: 5.0582, expected 4.09834\n2024-06-03 13:06:44.853306: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 131074: 5.50194, expected 4.54208\n2024-06-03 13:06:44.853319: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 131075: 6.0445, expected 5.08464\n2024-06-03 13:06:44.853340: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 131076: 6.59187, expected 5.63201\n2024-06-03 13:06:44.853380: E external/local_xla/xla/service/gpu/buffer_comparator.cc:1137] Difference at 131077: 7.00315, expected 6.04329\n2024-06-03 13:06:44.862563: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:705] Results mismatch between different convolution algorithms. This is likely a bug/unexpected loss of precision in cudnn.\n(f32[5,64,256,256]{3,2,1,0}, u8[0]{0}) custom-call(f32[5,3,256,256]{3,2,1,0}, f32[64,3,3,3]{3,2,1,0}, f32[64]{0}), window={size=3x3 pad=1_1x1_1}, dim_labels=bf01_oi01->bf01, custom_call_target=\"__cudnn$convBiasActivationForward\", backend_config={\"conv_result_scale\":1,\"activation_mode\":\"kNone\",\"side_input_scale\":0,\"leakyrelu_alpha\":0} for eng20{k2=1,k4=1,k5=1,k6=0,k7=0} vs eng15{k5=1,k6=0,k7=1,k10=1}\n2024-06-03 13:06:44.862591: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:270] Device: Tesla P100-PCIE-16GB\n2024-06-03 13:06:44.862604: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:271] Platform: Compute Capability 6.0\n2024-06-03 13:06:44.862615: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:272] Driver: 12020 (535.129.3)\n2024-06-03 13:06:44.862630: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:273] Runtime: \n2024-06-03 13:06:44.862650: E external/local_xla/xla/service/gpu/conv_algorithm_picker.cc:280] cudnn version: 8.9.0\n","output_type":"stream"},{"name":"stdout","text":"\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m89s\u001b[0m 647ms/step - accuracy: 0.8167 - loss: 0.4471 - precision: 0.1545 - recall: 0.2000 - val_accuracy: 0.9104 - val_loss: 0.5623 - val_precision: 0.0000e+00 - val_recall: 0.0000e+00\nEpoch 2/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 212ms/step - accuracy: 0.9079 - loss: 0.2549 - precision: 0.5262 - recall: 0.0972 - val_accuracy: 0.9124 - val_loss: 0.3971 - val_precision: 0.0000e+00 - val_recall: 0.0000e+00\nEpoch 3/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 212ms/step - accuracy: 0.9136 - loss: 0.2303 - precision: 0.5827 - recall: 0.2614 - val_accuracy: 0.4620 - val_loss: 0.7119 - val_precision: 0.1381 - val_recall: 0.9719\nEpoch 4/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 212ms/step - accuracy: 0.9179 - loss: 0.2154 - precision: 0.6102 - recall: 0.3267 - val_accuracy: 0.6085 - val_loss: 0.6568 - val_precision: 0.1530 - val_recall: 0.7574\nEpoch 5/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 213ms/step - accuracy: 0.9228 - loss: 0.2029 - precision: 0.6535 - recall: 0.3707 - val_accuracy: 0.7999 - val_loss: 0.4860 - val_precision: 0.1964 - val_recall: 0.4096\nEpoch 6/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9279 - loss: 0.1881 - precision: 0.6848 - recall: 0.4201 - val_accuracy: 0.6583 - val_loss: 0.8058 - val_precision: 0.1635 - val_recall: 0.6973\nEpoch 7/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9330 - loss: 0.1750 - precision: 0.7178 - recall: 0.4664 - val_accuracy: 0.5813 - val_loss: 1.0643 - val_precision: 0.1572 - val_recall: 0.8580\nEpoch 8/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9399 - loss: 0.1612 - precision: 0.7545 - recall: 0.5356 - val_accuracy: 0.7851 - val_loss: 0.5152 - val_precision: 0.2326 - val_recall: 0.6221\nEpoch 9/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9442 - loss: 0.1500 - precision: 0.7713 - recall: 0.5829 - val_accuracy: 0.8702 - val_loss: 0.3069 - val_precision: 0.3186 - val_recall: 0.4150\nEpoch 10/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9469 - loss: 0.1415 - precision: 0.7925 - recall: 0.5903 - val_accuracy: 0.9217 - val_loss: 0.2135 - val_precision: 0.5883 - val_recall: 0.3770\nEpoch 11/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9536 - loss: 0.1289 - precision: 0.8383 - recall: 0.6302 - val_accuracy: 0.9431 - val_loss: 0.1587 - val_precision: 0.7821 - val_recall: 0.4981\nEpoch 12/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9616 - loss: 0.1093 - precision: 0.8662 - recall: 0.7034 - val_accuracy: 0.9476 - val_loss: 0.1435 - val_precision: 0.7225 - val_recall: 0.6748\nEpoch 13/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9624 - loss: 0.1044 - precision: 0.8648 - recall: 0.7210 - val_accuracy: 0.9531 - val_loss: 0.1295 - val_precision: 0.7904 - val_recall: 0.6509\nEpoch 14/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9682 - loss: 0.0893 - precision: 0.8921 - recall: 0.7607 - val_accuracy: 0.9340 - val_loss: 0.1956 - val_precision: 0.9499 - val_recall: 0.2641\nEpoch 15/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9712 - loss: 0.0824 - precision: 0.9090 - recall: 0.7814 - val_accuracy: 0.9412 - val_loss: 0.1684 - val_precision: 0.9412 - val_recall: 0.3544\nEpoch 16/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9717 - loss: 0.0795 - precision: 0.9149 - recall: 0.7808 - val_accuracy: 0.9503 - val_loss: 0.1388 - val_precision: 0.7309 - val_recall: 0.7141\nEpoch 17/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9722 - loss: 0.0773 - precision: 0.9058 - recall: 0.8007 - val_accuracy: 0.9548 - val_loss: 0.1300 - val_precision: 0.7391 - val_recall: 0.7796\nEpoch 18/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9766 - loss: 0.0647 - precision: 0.9252 - recall: 0.8341 - val_accuracy: 0.9637 - val_loss: 0.1092 - val_precision: 0.8515 - val_recall: 0.7297\nEpoch 19/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9766 - loss: 0.0631 - precision: 0.9166 - recall: 0.8418 - val_accuracy: 0.9635 - val_loss: 0.1097 - val_precision: 0.8328 - val_recall: 0.7564\nEpoch 20/20\n\u001b[1m62/62\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 214ms/step - accuracy: 0.9809 - loss: 0.0512 - precision: 0.9442 - recall: 0.8650 - val_accuracy: 0.9515 - val_loss: 0.1520 - val_precision: 0.7692 - val_recall: 0.6590\n","output_type":"stream"}]},{"cell_type":"code","source":"unet_model.save(os.path.join(\"/kaggle/working/notebook_files\", \"final_model.keras\"))","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:11:33.348525Z","iopub.execute_input":"2024-06-03T13:11:33.348870Z","iopub.status.idle":"2024-06-03T13:11:34.734797Z","shell.execute_reply.started":"2024-06-03T13:11:33.348842Z","shell.execute_reply":"2024-06-03T13:11:34.733834Z"},"trusted":true},"execution_count":25,"outputs":[]},{"cell_type":"code","source":"plt.figure(figsize=(12, 8))\n \n \nplt.subplot(2, 2, 1)\nplt.plot(history_dict['accuracy'], label='Training Accuracy')\nplt.plot(history_dict['val_accuracy'], label='Validation Accuracy')\nplt.title('Accuracy')\nplt.xlabel('Epochs')\nplt.ylabel('Accuracy')\nplt.legend()\n\n \nplt.subplot(2, 2, 2)\nplt.plot(history_dict['loss'], label='Training Loss')\nplt.plot(history_dict['val_loss'], label='Validation Loss')\nplt.title('Loss')\nplt.xlabel('Epochs')\nplt.ylabel('Loss')\nplt.legend()\n\n\nplt.subplot(2, 2, 3)\nplt.plot(history_dict['precision'], label='Training Precision')\nplt.plot(history_dict['val_precision'], label='Validation Precision')\nplt.title('Precision')\nplt.xlabel('Epochs')\nplt.ylabel('Precision')\nplt.legend()\n\n\nplt.subplot(2, 2, 4)\nplt.plot(history_dict['recall'], label='Training Recall')\nplt.plot(history_dict['val_recall'], label='Validation Recall')\nplt.title('Recall')\nplt.xlabel('Epochs')\nplt.ylabel('Recall')\nplt.legend()\n\nplt.tight_layout()\nplt.show()\n","metadata":{"execution":{"iopub.status.busy":"2024-06-03T13:14:45.856923Z","iopub.execute_input":"2024-06-03T13:14:45.857313Z","iopub.status.idle":"2024-06-03T13:14:46.927955Z","shell.execute_reply.started":"2024-06-03T13:14:45.857282Z","shell.execute_reply":"2024-06-03T13:14:46.927032Z"},"trusted":true},"execution_count":26,"outputs":[{"output_type":"display_data","data":{"text/plain":"
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Model Prediction","metadata":{}},{"cell_type":"code","source":"def read_image(path):\n x = cv2.imread(path, cv2.IMREAD_COLOR)\n x = cv2.resize(x, (256, 256))\n ori_x = x\n x = x / 255.0\n x = x.astype(np.float32)\n x = np.expand_dims(x, axis=0)\n return ori_x, x\n\ndef read_mask(path):\n x = cv2.imread(path, cv2.IMREAD_GRAYSCALE)\n x = cv2.resize(x, (256, 256))\n ori_x = x\n x = x / 255.0\n x = x.astype(np.int32)\n return ori_x, x","metadata":{"execution":{"iopub.status.busy":"2024-06-03T14:25:55.060979Z","iopub.execute_input":"2024-06-03T14:25:55.061688Z","iopub.status.idle":"2024-06-03T14:25:55.068289Z","shell.execute_reply.started":"2024-06-03T14:25:55.061657Z","shell.execute_reply":"2024-06-03T14:25:55.067208Z"},"trusted":true},"execution_count":50,"outputs":[]},{"cell_type":"code","source":"def save_results(ori_x, ori_y, y_pred, save_img_path):\n line = np.ones((ori_x.shape[0], 10, 3)) * 255\n\n ori_y = np.expand_dims(ori_y, axis=-1)\n ori_y = np.concatenate([ori_y, ori_y, ori_y], axis=-1)\n\n y_pred = np.expand_dims(y_pred, axis=-1)\n y_pred = np.concatenate([y_pred, y_pred, y_pred], axis=-1)\n\n cat_image = np.concatenate([ori_x, line, ori_y, line, y_pred * 255], axis=1)\n cv2.imwrite(save_img_path, cat_image)","metadata":{"execution":{"iopub.status.busy":"2024-06-03T14:26:13.462160Z","iopub.execute_input":"2024-06-03T14:26:13.462973Z","iopub.status.idle":"2024-06-03T14:26:13.469213Z","shell.execute_reply.started":"2024-06-03T14:26:13.462942Z","shell.execute_reply":"2024-06-03T14:26:13.468239Z"},"trusted":true},"execution_count":51,"outputs":[]},{"cell_type":"code","source":"SCORE = []","metadata":{"execution":{"iopub.status.busy":"2024-06-03T14:34:00.206918Z","iopub.execute_input":"2024-06-03T14:34:00.207275Z","iopub.status.idle":"2024-06-03T14:34:00.211621Z","shell.execute_reply.started":"2024-06-03T14:34:00.207245Z","shell.execute_reply":"2024-06-03T14:34:00.210549Z"},"trusted":true},"execution_count":56,"outputs":[]},{"cell_type":"code","source":"for x, y in tqdm(zip(test_x, test_y), total=len(test_x)):\n name = os.path.splitext(os.path.basename(x))[0]\n\n ori_x, x = read_image(x)\n ori_y, y = read_mask(y)\n\n y_pred = unet_model.predict(x)[0] > 0.5\n y_pred = np.squeeze(y_pred, axis=-1)\n y_pred = y_pred.astype(np.int32)\n\n save_img_path = f\"/kaggle/working/results/{name}.png\"\n save_results(ori_x, ori_y, y_pred, save_img_path)\n\n y = y.flatten()\n y_pred = y_pred.flatten()\n\n acc_value = accuracy_score(y, y_pred)\n f1_value = f1_score(y, y_pred, labels=[0, 1], average=\"binary\")\n jac_value = jaccard_score(y, y_pred, labels=[0, 1], average=\"binary\")\n recall_value = recall_score(y, y_pred, labels=[0, 1], average=\"binary\")\n precision_value = precision_score(y, y_pred, labels=[0, 1], average=\"binary\")\n SCORE.append([name, acc_value, f1_value, jac_value, recall_value, precision_value])","metadata":{"execution":{"iopub.status.busy":"2024-06-03T14:41:47.873468Z","iopub.execute_input":"2024-06-03T14:41:47.874338Z","iopub.status.idle":"2024-06-03T14:41:58.803098Z","shell.execute_reply.started":"2024-06-03T14:41:47.874300Z","shell.execute_reply":"2024-06-03T14:41:58.802218Z"},"trusted":true},"execution_count":63,"outputs":[{"name":"stderr","text":" 0%| | 0/61 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"},"metadata":{}}]}]} \ No newline at end of file diff --git a/Polyp Segmentation/README.md b/Polyp Segmentation/README.md new file mode 100644 index 000000000..8a45f09af --- /dev/null +++ b/Polyp Segmentation/README.md @@ -0,0 +1,123 @@ +# Polyp Segmentation in Endoscopy Images using UNet, ResUNet, and DeepLabV3+ πŸ₯πŸ”¬ + +This project focuses on the automated segmentation of polyps in endoscopy images using three state-of-the-art deep learning architectures: UNet, ResUNet, and DeepLabV3+. By accurately identifying and delineating polyps, this work aims to assist medical professionals in early detection and prevention of colorectal cancer. + +## What is a Polyp? πŸ”Ž + +Polyps are abnormal tissue growths that arise from mucous membranes, commonly found in organs such as the colon, stomach, and intestines. While many polyps are benign, some can develop into cancer, making early detection and removal crucial for preventing colorectal cancer and other serious conditions. + +## Importance of the Subject πŸ’‘ + +Early detection and accurate segmentation of polyps during endoscopy are vital for: +- Preventing colorectal cancer +- Improving patient outcomes +- Reducing the risk of complications + +Automated polyp segmentation aids gastroenterologists in identifying and removing polyps efficiently. + +## Methods πŸ› οΈ + +This project utilizes three different architectures for polyp segmentation: +- **UNet**: A convolutional network designed for biomedical image segmentation with an encoder-decoder structure and skip connections. +- **ResUNet**: An extension of UNet with residual blocks for improved feature extraction and segmentation accuracy. +- **DeepLabV3+**: A deep convolutional network that uses atrous spatial pyramid pooling and an encoder-decoder structure for precise segmentation. + +## Dataset πŸ“Š + +The dataset consists of endoscopy images and their corresponding ground truth images, which indicate the presence and location of polyps. + +![image](https://github.com/Kaushal-11/HealthLearning/assets/121329391/b9ae85f3-ca1a-4e86-8907-a99db4799245) + +### Dataset Details +- **Source**: [CVC-ClinicDB](https://polyp.grand-challenge.org/CVCClinicDB/) +- **Number of Images**: 612 +- **Image Format**: .tif +- **Mask Format**: .tif + +## Model Architectures πŸ—οΈ + +### UNet +- Encoder-decoder structure with skip connections +- Precise localization and segmentation +- Accurate delineation of polyp boundaries + +### ResUNet +- Enhanced with residual blocks for better feature extraction +- Improved performance over traditional UNet +- Retains encoder-decoder structure with skip connections + +### DeepLabV3+ +- Utilizes atrous spatial pyramid pooling for multi-scale feature extraction +- Encoder-decoder structure for detailed segmentation +- Effective for complex segmentation tasks + +## Training and Evaluation πŸ“ˆ + +### Preprocessing +- Resizing images to a fixed size (256x256) +- Normalizing pixel values (0-255 to 0-1 range) + +### Metrics +- Accuracy, recall, and precision +- Logging training progress and metrics to a CSV file + +### Thresholding +- Applying a threshold (0.5) to convert probabilities to binary masks + +### Evaluation +- Calculating metrics like Accuracy, F1 Score, Jaccard Index (IoU), Recall, Precision + +### Visualization +- Visualizing results: Original image | Ground truth mask | Predicted mask + +## Results πŸ“Š + +Detailed results and visualizations are provided for each model, showcasing their performance in polyp segmentation. + +### UNet +- **Graph of Training and Validation Loss, Accuracy**: + ![Training and Validation Loss, Accuracy](https://github.com/Kaushal-11/DL-Simplified/assets/121329391/f7d74bbb-9937-4271-a180-20ff1829902b) +- **Result**: + ![Result](https://github.com/Kaushal-11/DL-Simplified/assets/121329391/f08c695e-86d1-4867-a9c9-fe92001f4e14) + +### ResUNet +- **Graph of Training and Validation Loss, Accuracy**: + ![Training and Validation Loss, Accuracy](https://github.com/Kaushal-11/DL-Simplified/assets/121329391/6b2fe67d-2222-4dad-ba6d-2326c031250e) +- **Result**: + ![Result](https://github.com/Kaushal-11/DL-Simplified/assets/121329391/4f61c7d6-e10f-45b3-9c13-c414636ec1d2) + +### DeepLabV3+ +- **Graph of Training and Validation Loss, Accuracy**: + ![Training and Validation Loss, Accuracy](https://github.com/Kaushal-11/DL-Simplified/assets/121329391/8288a12a-e16a-45c5-8569-6d3decebe27f) +- **Result**: + ![Result](https://github.com/Kaushal-11/DL-Simplified/assets/121329391/289c9cfe-15be-444e-8c94-e6c43fc1fdb6) + +## Model PerformanceπŸ“Š + +### U-Net +- **Accuracy:** 0.94052 +- **F1 Score:** 0.55769 +- **Jaccard Index:** 0.44812 +- **Recall:** 0.60501 +- **Precision:** 0.61600 + +### ResUNet +- **Accuracy:** 0.95242 +- **F1 Score:** 0.64726 +- **Jaccard Index:** 0.53020 +- **Recall:** 0.63822 +- **Precision:** 0.75802 + +### DeepLabV3+ +- **Accuracy:** 0.94905 +- **F1 Score:** 0.58536 +- **Jaccard Index:** 0.47407 +- **Recall:** 0.52060 +- **Precision:** 0.78002 + +## Conclusion πŸŽ—οΈ + +Based on the evaluation metrics, the **ResUNet** model demonstrates the best overall performance for medical image segmentation tasks. The reasons for selecting ResUNet as the best model is as follows, + +ResUNet combines the advantages of U-Net with residual connections, which enhance its capability to learn complex features and prevent vanishing gradient issues. This makes ResUNet a robust and efficient choice for high-accuracy medical image segmentation tasks. +