diff --git "a/tutorial/tutorial.ipynb" "b/tutorial/tutorial.ipynb" deleted file mode 100644--- "a/tutorial/tutorial.ipynb" +++ /dev/null @@ -1,373 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "id": "b2717c6b-2718-4fd4-818b-239f7c6e1c7f", - "metadata": {}, - "source": [ - "## Loading the dataset\n", - "We will be directly loading the dataset from Hugging Face using the `load_dataset()` function. The `trust_remote_code=True` argument runs the [data loading script](https://huggingface.co/datasets/minwoosun/CholecSeg8k/blob/main/CholecSeg8k.py). This loads all 8080 images and corresponding 3 masks (color mask, watershed mask, annotation mask) leading to a total of 32320 images. Since the entire dataset is about 3GB large, you should be able to load the entire dataset. There is no explicit train/val/test split so the entire data is in the train split when loaded. In the subsequent steps, we will be going over how to split the data." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "id": "9ef5c4f9-315c-4bf8-a6de-abadc24cbb0e", - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "18aaa6a3bfcd4cfd95285a515605ab94", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - "Downloading readme: 0%| | 0.00/418 [00:00, 'color_mask': , 'watershed_mask': , 'annotation_mask': }\n" - ] - } - ], - "source": [ - "print(dataset['train'][0])" - ] - }, - { - "cell_type": "markdown", - "id": "6fb7365f-ea33-439f-b20e-ea30d60cab99", - "metadata": {}, - "source": [ - "## Displaying the image and masks" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "id": "09a648e2-3eb3-4e6d-8a12-19b35baf5162", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import matplotlib.pyplot as plt\n", - "\n", - "def display_image(image_index):\n", - " '''Display the image and corresponding three masks.'''\n", - " \n", - " fig, axs = plt.subplots(2, 2, figsize=(10, 10))\n", - " \n", - " for ax in axs.flat:\n", - " ax.axis('off')\n", - " \n", - " # Display each image in its respective subplot\n", - " axs[0, 0].imshow(dataset['train'][image_index]['image'])\n", - " axs[0, 1].imshow(dataset['train'][image_index]['color_mask'])\n", - " axs[1, 0].imshow(dataset['train'][image_index]['watershed_mask'])\n", - " axs[1, 1].imshow(dataset['train'][image_index]['annotation_mask'])\n", - " \n", - " # Adjust spacing between images\n", - " plt.subplots_adjust(wspace=0.01, hspace=-0.6)\n", - " \n", - " plt.show()\n", - "\n", - "\n", - "display_image(800) # video index from 0 to 8079" - ] - }, - { - "cell_type": "markdown", - "id": "b552214f-887d-48aa-ab33-e8142e6d3fdd", - "metadata": {}, - "source": [ - "## Training, validation, test split\n", - "We will use `train_test_split` from the `datasets` library." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "2722341d-a484-4700-9994-d016bf7a7117", - "metadata": {}, - "outputs": [], - "source": [ - "# Split the dataset into train, validation, and test sets\n", - "train_test = dataset[\"train\"].train_test_split(test_size=0.1)\n", - "test_val = train_test[\"test\"].train_test_split(test_size=0.3)\n", - "\n", - "# Final splits\n", - "train_dataset = train_test[\"train\"]\n", - "test_dataset = test_val[\"train\"]\n", - "val_dataset = test_val[\"test\"]" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "id": "4cd8f91e-7520-45ed-bc6c-9452ef59eddd", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dataset({\n", - " features: ['image', 'color_mask', 'watershed_mask', 'annotation_mask'],\n", - " num_rows: 7272\n", - "})\n" - ] - } - ], - "source": [ - "print(train_dataset)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "dab9f7af-74ed-47a7-8c0d-0df593163cf0", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dataset({\n", - " features: ['image', 'color_mask', 'watershed_mask', 'annotation_mask'],\n", - " num_rows: 565\n", - "})\n" - ] - } - ], - "source": [ - "print(test_dataset)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "id": "13e5c228-b4f1-4c0a-97d8-aa72ac2cd7cc", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Dataset({\n", - " features: ['image', 'color_mask', 'watershed_mask', 'annotation_mask'],\n", - " num_rows: 243\n", - "})\n" - ] - } - ], - "source": [ - "print(val_dataset)" - ] - }, - { - "cell_type": "markdown", - "id": "132a60f9-d628-4e45-9dd9-18e6c109f80d", - "metadata": {}, - "source": [ - "## Converting PIL image to numpy array\n", - "Downstream semantic segmantation task will need a model. Often, the images are first converted to numpy arrays before training the model. Here, we create a function to take the dictionary of images and masks and convert them to numpy array." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "id": "2185f172-bd6f-4efd-a2fc-a68a589f9b2c", - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(480, 854, 3)\n", - "(480, 854, 3)\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "\n", - "def pil_to_numpy_array(image_dict):\n", - " '''Convert PIL image objects to numpy arrays'''\n", - " \n", - " array_image = np.array(image_dict['image'])\n", - " array_color = np.array(image_dict['color_mask'])\n", - " array_watershed = np.array(image_dict['watershed_mask'])\n", - " array_annotation = np.array(image_dict['annotation_mask'])\n", - "\n", - " return {'image':array_image,\n", - " 'color_mask':array_color,\n", - " 'watershed_mask':array_watershed,\n", - " 'annotation_mask':array_annotation,\n", - " }\n", - "\n", - "# Convert the first train data PIL to numpy arrays\n", - "arrays = pil_to_numpy_array(train_dataset[0])\n", - "print(arrays['image'].shape)\n", - "print(arrays['color_mask'].shape)\n", - "\n", - "# # Convert all train data (uncomment to run)\n", - "# test_dataset_numpy = [pil_to_numpy_array(x) for x in test_dataset]" - ] - }, - { - "cell_type": "markdown", - "id": "423e1839-bfd7-48a6-a4a6-9b6cbd963c4c", - "metadata": {}, - "source": [ - "## Data augmentation" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "id": "3cd44d5e-bf94-4693-b781-7ddee5d78886", - "metadata": {}, - "outputs": [ - { - "data": { - "image/jpeg": 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", 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", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import torch\n", - "import torchvision.transforms as transforms\n", - "from IPython.display import display\n", - "\n", - "torch.manual_seed(888)\n", - "\n", - "# Random crop image\n", - "crop_size = (224, 224)\n", - "random_crop = transforms.RandomCrop(crop_size)\n", - "cropped_image = random_crop(train_dataset[0]['image'])\n", - "display(cropped_image)" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "id": "4d3c8ddb-8502-49c3-959b-fa93b8b22d40", - "metadata": {}, - "outputs": [ - { - "data": { - "image/jpeg": 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", 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2Sboq6m1KKfG/mrGqIKK1Kumr2wERXuUtOzS/8nVfwNVk6xHKMZPxZAvrYVBudPAcRHnIlVUmwgOj5t7XqoPyZtnUR9xU5C9NynbqfF/hzg4doSrIB/xsDQdG6lahlXxdUasMJRaTunZt6IypmfZdNejMIiPIQ3/BT0TSV9ojhwd+uY01xhQDf5tpiYfhsbgUM9Ti+nhxaXlZUC11qWKb9rSlZS4XK/JXSbglGURb8TUTVZMqAsMtw1nJlC4SnlJoCSUDJjT13/w3yfuo6AlIdTCscSc4uFjoTUPJSGFWUxPwlFE75R8hqIrkOpc1mAwwuwekMa2R5xBSOShxR6ZFK35hch01PCr8rDCpC8gZjPwkT5fnNh3ZRbsFywC3YE2qr43YKK7J+FctC4VRqrBrj09JBu7q1/G3pGbjpm4hTrhVPVyKRvLa2GqZrX0k38Cu7a0x7pkAA6xa6RHEb3prS5Ei0i9t+pSd4k0lcbX8dG4pcTEBEi2y1jUHCjVvZTWuVg+HMpet+cCKiSk6mVyzbtQTSVeW0w0SfzhDatDRFplBacmMwoNcW145DFgGO0yVtABHJ4pVDAEmEG0YyDNWVzyri0afSmQizJjQl1IbGmdCyCs/YR1T6Kydi3NhTWBLCaDBmiQcqb7t30kYWLTn2qnpVD59HEV5AsxSbrGVA1bVPFqhU2FnUlU57WysUjiqU82gujP4IoeoMWJAyc2MTgpg9jLJQNCm2zGy0SfWWCjpwln0byXvKG38so9L21cYX/GOCopmx4x2prTF/C9rzYWF3lGCnuXeqr3J5fWN1fv3tk0SIFI9snHf1dW+XZxfWFxZFKQNzogjFTsMqd3FbTLYkAMdebiTBmXwRXbEqr81msS3Rkdhu+wdhn6THVQ80ZnKm1c6Z6e6rz7lGUAoHJ86O5zpROPyUKoO10g+zzul3I7pzSzOGlbCTACNMcM2WYWuvSvcCprAuqpvXcO4OhVtDLvIhT4BzGbQ7Ca7dkYtwWadaRZefhBmNNBEYRbMSNi3Z1oGN/KSCZOqmwpn0b/FvPiY2XcI1/xG02F6ESXzscWsvjWJCV1xBKh2nvHSxzlK+0rAVleRWthbznBPZ/IKXVfX1jgl4hD5K7dDkdntChhaK2ZRH2aU0tFCmxScLphRFFYkSwbe4JolTJSuvK8BmNVFuD2aQE5FRTBm6LYrVyvCw6PU1qtO0vD6GsjEyqxUahdDVlDVonplh4cvryyfVszvDj8xms000y5p1lNt6Fdjp9oIlEaljY9WlYN2YUPBEuEJWJ0tw5Q2ZNellVJE075u5kTzYY4FkF2uSXnp9dXPS4ToKoxGl+jClBTZ6VZJy+bBTZa0Vdv+gMWPXnnyV29+G8+TrH6Qs2G0y41WV9d1C+8bcLDYqfysVFB8dBgnboblpAg6by2FsZUEGMITy6Cfx7AojGlhWchFK7tRtS01L4QeHNrPT0PCJ60JfV4PtNSUyr3DA8IsL3ga0W10ralF/iI4eFvroq9Kq3K4DIWzRZVvRff1YZjGR/uMTjrnwqkVISGz7Bu1r/eGXbm48RhYlm3KssGQCK4WcaTCogg+zCuitAyz7Cb6pZbBvxqg0ZtgX5WE72me0nU4DNFBwjSBKGctqaq+QMe6BEuY6MKyQgaIMnbKmm/Xgo8qujnFYpBnYNdQuSoH1snt24hwBv/OuWwh8bAHDx6YSkrciIDxieg5R2hr3huZ5YkoWq6sLO7tJVJunduAvr+XWojoaEZ5qmW+uJPRF02Bs7sl9BPnRk5sEZzUM8+w7imBVknhkj3nR7SqvNRd3oARpsDCqfjmNlqNuyhJKh111rUh33w7cUTh4MCpvyzgXCPnzNxXyfH8IX5F2N0Zl3jtZOmFEx1MbUpi3KRAlx83d1UT5Umezkxk0WTUaB5qbYyk8Yg0NYWtDq3UY4eOHuCJIL5DXuGUD42sS6Mrq4LFFShCBhPUYD1Q8KfRW/i+NjV58k/l3ZaJ6ZQBIN/XqVCrO/9I+QTwdplMI9jjwoULIeFp0UB9ICdmUMyCIFL6ovijU64355nQ9vb2pt2pnOk8XiofWHGKztP1mla3jW19ioE55ija502X7IaqEnoJenCwq5G9ixvja//YR7sZlJVJQFmiFQceYLe2ajwCrmBfnl00yicUxo5Daqy+QWfKkASjplZG6hpNlTGsV5vrBuRQVwIkXwxQ6ypEcGniJeqgwECiMNqMEhTMAk8G66e3JvnohHaJiVRRG7xMkxioC0O5fa7uqwt32UNXHpn7Cjsx5Sg/GbBumeW7+a0Q5VJTQVumZZABBrirzAJl2hm7ZKpKeTdZrvg3wL/AVcDIlGVzcwt135Ao2Tz6zZancImihix5e7K1MOeU8ZrYaffe2uill168fPnq+fPnhU7ocDVnftn/xri8s2GaFjzvbyxmeSRBU0Av8q0sN7z86EBINm9K506b8pwp3PkPW8XBU9rV8qM0KU0q1rNXfpxd0oFFaRlsp7aKPACpM9orA1BtGZHvxq/6plWPUVOoTNrlkxuFlE7epAaA5SVT8eiuSiNh50ukaDYLwTr51fgRJqgDI/28HFHJxLQp5757wsMfqRtq60/YFbnyzlLXsDGpZmhC03fVwJi+XpSTV9K9qCGbzqwYYJo+fdWq+qwrtvAticCsmVHom9KPXH7i177l7folZu9dzwQdzXAsob0hESiiCIDFJfprdt2A9fV1o/M4QHNNbdHadNKIFMFak3G7lB3WFL6mMuo2Njb0wJ29Pfnul1w2nlrb/mWW1nLaL+yY/XJPosUpcpC8Fi4z7Z9UP2q2aIwGHgsTfhCUpox8SR6xkS0DqA2Mmlkw9wMduQRuS6Uh9iigCsIHx7+IV9DtK+199eQ0i8vuuImGQ6QMvfmazWedFi6zp+uVSAEeBUgGSi0AAGd5F341GqTfJIFv5kF+ODUpZTKaLMmjJgNxgp3AukTVIwATpMwE3NTc0kaUqQ9XSFIizaJ8K3kd/UiMOpl3vuP04OjArGdCK08blJIWV5fFnj/pHJwJpKZ1VV0Bk4WsmhuJW4lRfk3v4Nq44W7lBPOLy8vmvGYL9+/f56/pcNzXMh9ZT00fbkwH1JhllKjlRDmMYiTMazzLiBrveYdU0uZCJMDkCXalyphr9HJtoMH5dMtHRFLXA0KA7EnVpmaxbt6iceTNtE9YikhDI9qErYSgjk2ggZ7wiBShWR2mmbZsEBvXjolaV+riB2rdRmGF1yijtAOphgnRMU2USSIpRvzNYCN4/gLQ5I5QpKU78OhIMp1HqlUxiyiv1hXkI+XvfDtsZYVlufnRUW8JhdksJgvNUm+DtbLiG1pXHTduEcT6k7+18I1Ip5mMLq16Qnp0mNeuJaVay9E5qPB57tw5t/y1+UaCkqGvXVgWoAt32QGIG3J+EelsnBntbTR4dLE10GiCpdVBWUr6VkZq2UArnGwW7+GjTaNmAjnPOqVA50GEa9sApH8kDciI1X8BdFljKywYj+XyXMBmQE7XGttKkvYG8rlPRy+aQSksoraQTXm6tgzTbeBLimY91fZtuI8yTu2dUGaJgD/0JHyITVG6kkZpIvIt8IQuAmQMHjvhLLVvJZ8ZYbNpD+MuGJg+1eQqjZ9Id97IDv74JOdFCrf6fEKDsXcwc2ktYufAQMYuhos7Ngu1Ipc7FJYruHpGD9qtpX3Aok3wgxX7PtbO5k2ICErlBeUt5QUkOcnBv66OLQNlDlyv101N6EwrtMSIwFOhBq2s2NXqdoWDVDSHS0MSgKjQdT8V1dhsPCYVu6Y/Ake9neDx4fLbFFR4TVNADgBySWl76avAmLb63xmhhi7naAQFmI/F7/QXfFeXuEGZLWnJVSl8S4IN3AChU945S2RCbLUEZkxd1RTGsm/+Nw468MusKXe0zxXCIL4wNMA40j3DxgR/UlvzLX8zceHNHa1sX4/Ni5bHwNZdrYlhkRDVI0VsUeMs4r1sKrKj1iJRCRErogd4bFLf6io1uyezNZl8ey4WAS3bt6JxbMyqGulXUQSqGQiQzlM79EZUIqONUsATO4ubM4er1ouxpU26gT62pQjlnXqRD7MVVWKlVTWypEUVFYuXGVRtSZZ/IjsKXO3GGcGS9+wyMsnfs9KZXJVTSbEtGbqSMI07NKpKNWQG9S2yrQpXWO0MDMmOExFkldMO4n2V6W+KN7lmofAnH3v6l6+/+hY83lS0RHjvY9j3qVErShEHcJJKIEJrfYJKmNXSTFU7or+prglTHlYzX7W8IhxT0jGkR3WnlCt0w4738wGC5iV4H4p4daLqxAsdebw0qMxfZIrPSK+cD8d45tukcoRYIoIVqRH5IQdVm9amvSFU00WAuWl4Isl0XqFJCmrS/sHu5kamJfu7e/otCmrbMBNu4IwjZlBjFFTQMpdYXLTlI1I0NnjT6J3ovHMiFb4t4QSJRUs7ZWarOj81JwKOacpPtWNN/nahqzTL1O0EpmkSeSSZVHmFspaeNgSbRuKAtn5raYFrLtUj8j6WEzstZeVF1pDJv6RQN4geZpXaJVOmY0A10z6Af41Vg3eDtjyUNg5wUPDlkQ5Ora4uP/bYFa5/69YtU1vufufOHdMxaWKRwJWbukwilS4icPFu4IevYQ9AaiW2OG6B9bUzavmQuOBWKmBRL9FRudDu2rgVxSNHE3R1ehDAVNJgEyMZ1gPWNsvHy7wnY348GmiwbTUBTJMdeEWW4Lqt7HBRQh7XTl06cex2PYLStVMhxFmsqXYCmGU3m29E3CXl6QclTJdMo19ZJt4pATMW94ZTOVT8Z5bmO+e9eUWFBq1yu4JFxX9e1UC9SZWKIgzSeE9X4PK4dZW/fdeuRLS6jTToZ4HITinNo3xH7Lnguc3F0/kNx6Bs+wtCWxdsqm7tbT9o0O6CoxjhUwQndsO4CQCLvjZAtSMXhV3ObBNul9NmFzaMWjGOVLMG7iolsxliNww6Bwf7ezt7HEuetLO4CErGkITFmnM3EbZszbjtgV6GoJQFnVSwUJOQVYJsewOwqaoBZq9d1dcQrDRmBoLKAIyFbZ1cW+xuxSyF2fzEa0KXAdCuOUtBfuppE5ZMw0ORZsvfOT8bpag4t904bFCUlIiojvMuzy0trliQ1fppITtNOAWMeWrP2byj4Af2PLycMpoXGmgmjlsDd0HUcJbFTQ5Er26sf+RjH/3gB1/4whe+cPfWbUyrIVmJB+9tUos3NVhGyXRbEXdQRu9CtKWbGEh6bODpSlS1erzk7RTXwlc/NorHiIF1chSFY0/Rhjenw1fqAxKhkn4eQpO11Patbq7KMNLyB7SqplslEkTqna2aAMKoTNO1gHsG30aZwIqMy1DwpvKBbzOCCwBBtyPi2/5tUm2ZSUIUCAxnVrzULuR0vTarAgBs1hBvy6MqSpNFESGY1O0i41ZasIgSBOZjquVlm27Lxia7Qns72z4PUguCE6eOOqg0SgkRESURolLklrqwrKZpdAE2T/Bp5Kmnnnq+0ssvvwwssrWmxmCQktL0oBp/anBROMAXwGw+VaURcwn51nsDuJJHYVNrzaYQsdJ6EFuMGcQGg9hYkSAPdk/iszpuelMGPvEwx4jGYRzZOLGpci3/6TDqLW3AZ6qiM1wAdyKtTJfKIDulvm2w5Ku21Qtm1r0GRE2qvWFVCCrstk8EO9PljeLamUaBNcBohIlaT8oVFWuQLad2aY6u0mP9Gf0Cs6lDLYzdM6KfeuyZM4C3z+WwCHFb4uPD/cUV25UMMGiHKJli1iOKFqsUarfWgY9oLZLHpEVheAwF120JrS4a6X9pDpxuq3xNuATI/Lvx+rU//P29r3/9a2iWAMPioVUzqCBL3maZBkW2anlfUxSNRSpVrqFTJ+VKhkgSiJnUwNSqbCBCmDFf027fkYpFAaDWYE18yNfGp3owTR8TKgprECOpzoCJa5Z24r/23mo0LMChq6iVplY34ixYA4PpTCsB2ZaqW6rqkcaCfkSeRnedSHV+bIW/wXBtgDETSi0hIyvEtzXTMqiS2kE7jwhdWMt3291alLv2mCbzzskewVEW4JQ1b/xuGxB6CBJ4EKiPzJCG76eEwyp2soRr5j/Gy+gg/PA5RARz3QVMr+wnCdqQMFlHUDlx9P74xHN+SM+9613X3nhj+2svXr50yXxUN6QGdHrZgjgiaXDnimLJ9qglKCtgI6AMWEidBiJV2FUNn/IyYKALt2szMiRapLiXohNlJZ2442QktfJ4jZWDeMqZpwtbkupq6cdt10Zp4vLtbQhxZ1jKSVKh4Yxy3wJWK3WvkGl3mQRQknzhNZep6pHMbO3Uii4Mg5YkcSc7uMpJSbKWHzyADBT1Yk/fFlK457YH02Jpa2qqekSGN9+GYtOFEyWWgRuODAp5oDZLbl0BKwQQEQkbdw1i6Suq7ElDNwdYgA2C9bfnNqJvXpA/PNzYXN9+YGm0X66cxcHFixdbGE3Ci4UiSWJY8YmeBwsBDvdKMuFSvGQgBqkdpconSFKo6ts0tsWrK1pBywb5EJjdScUo1wTUQlfYFFxx0RBtR43kEyOZSEfsESWZbITkgyiLC0s5WIvm0tIUbCC0zwn+xbRI1GK5WzSRKrkG/fcECfeoq7wEWKcJLBnqGkOd2hKu63PNcJP4Qt6BNWotjJr+hAscXb/smOmC8tDxp8aWtldjQazimEDJIE2PP+HggFu8zpZig73z1RZT1qSo8D2ZmHpswOJywkfNFVMoJrf3NEUNqglYvrLv8RyuTkqIx4P02bb0LYwQqDgapFCJhEPipjdv3kJzdX14kiS/8+BB6WJ4Gk2V5VNRnkxbvfGLWnTdRPtWVd9qS9seCsSptgHaQrOF7X1TBxhELF8sgpm3tD0al/bBtDFopnXYVe36kXhMQ64cA4sDx2IKxdjE7z38zYR3VDukJp6mzUyUZ6VtAJDN0RXTzo88H/o7iVJtiUcKKoiEhW5WDtcdQ0McgzcolN6HeAC9245oSOWZQtdn5tM02Y420HQrMyttA5DQCNt5NGZ96SFZH77JUTegEvy8xcAKRO5MQCNYC2HkjrrEnf6XF0Ht86ffA3gr7WhDuVXoROBuXd94ZMqBXn/99e3t+ywifDiecXKcr49oJGkaM50U6THNGD1EpanBcm7hkqddBFIBBKzzyVWCNTRK/zO9KSceKx/9O+2PThXNBQWMBjpDJ4+1mlcMGImSJuuq1hO6RSmvFMvNrJ1HpKFpQLADDGZK0y0T6B6SKpK0MGqn1CiDR3rUojHlzQ0PXRusXbJ88frKqY/CeDMg6zYUWmyQ8oF3HVSaNrJZVzXTFtK1cScBGpdwAa45ZPux+du/9dz7ZsHeMj+M15BtAoZ0PYaPs9YJebvQ3X5ChFMtUgZCjFphrqXEtco1ZjKHguQB+IN4tXHAVijt7e3MzZ1XhF23kwQgvWfaAN27U1Lq0MSz3f4ySeslXAbC+QN3lKdryFoTmIJR29Ryh2wVUngZ4kx4YGqaTth3u6owPbOeq8mAaXU1vHK3RbJEqtMsCie9AGsrprCoaXi5zcDan4mUKmCdYHV5E3dt7jKtvakcfOfj11L4VATxt1JtMswvreQAkDDhhYGRySASqEmxYNzmmr/DdK5LYJXwA58Wg1Q9doXz1EbqyywiFJrXRFbmHRL6SdDigJXgt3DKnZnv3lk1EU5tgxVeQkhbK5bO9DnNaABBOYSref5EtGqnWhkmgfhnP/kJB0TE4XObW2sry5ZHan2RIa8XR4q0vDme4Q4ES2UhWexmKCuB4mq1Vt22WI9YQSjPbrIcJ//qEdfUtGbat918kgi0yqWIVc9jWwNaQQmSW7UprAcnehh7DAJMrRhkSaM6Fcmzi8K+6QxGMgQunrk0VjUiDW8Zwrr+AcVhotDAKIYaUQxSVq7NvHZmmo7rmQRFc/a2iXQJRnqsxhp2NbgLoafRoy92YTiWzlWBD0zJoVBJc5Rp4He4Zn+uJRBBxSfqdvQIQ7po0lNvIFKzbHLcMdpIkxGANA6TEU3hECfaYW0ToqrGPNZExXETfrm+smw0ef7d78Gi45PxHUyrQIus8b1gMnSAqRHRZhrfzXtIuQT3SKFevKw1TXDaqIDr2UK+idKFQ/hPSM47/pF/dA4AyE6UoXYc5R0Ng2bDhKpoepQpF2lL34OxaYCc+X8kCytSVWr1dt414/64fQ0CdVhBjFMFJfnx2oKlRZWUg1fYMGFfc8RCUOiOvmKR5IDVsAAedjekW1d4iptAgpFaNCfKh5zbYYwxqCM1VcHtVGXB7c3OsTh/Z5sAQMnkWrNgj+Rzol6CHHyqMGqXJzVci45riZsd9UH8WOrEwojXmrk4SXS676SctqfZnAK6lVOCGIdzYz8yn1o+7h2Be/fuEW5jdS39YXnOt0nK5TwO2ccIUxy9gAJP13PtZkfFZMy21FCiit+7JsUgSRGght0cDgo8F4y4EqYT/aEXl95UoYJLEaiizo1XNIM/1vCznu/7gBS2+dJapUjYdEZSI4EQj0OE0TAQtTAD/AjXMqCiDdGmayX1/nZITnHVAbaEUH5cxxTj1kGIBIafQhnoUhKtRbhKk1/GfpXEi6n5BCNqvzcmD2OQqv4AH6jQR/wlVItnZcqhARZswgP9j70k87WuciW2Df2B1Nv/iS0lEkvQOEcpJLyrZyrkDpab8c5UOQrqS0s2WysBWl5NI5OpqbpMCyHTpARZDVboakaQ9puM7+2WYvdQLsi8iDexxot7xb9odkyh7H+LTN7O67lxojzKWpHAINm7GPw7SgsCXwJjKeEu4nvvKqGubFwCBiyI6UdY9bUz8lCqBBcz/Gzx+qdjarIivBxuAiDh0hnXUMmfgVrfVUFcByR0LDRzqpryaqOsUpfrAGD92y0sn1BaIHkEgrF8mlZnwVpgWDll5ghEjemUoRwLSWaAP+bYPjgYy4LvqgZrpgxKlnbilnkUrUxJI7hXtx2ErH5FNopI80adRNRRJ+hL1IadQf/HH3t6wn3LTBQN2mJINcxlTwWLHB2TpnGUy7B1hnH7sZb6lgLLWWBpIbCF0wwHeDa8cgBJta1AOtpOGFMhkJ5miFc5EWc0SsuxoP2DpToQHXZpVDbheIBn33ngWghNM9m6Lza5VOVgBvkubyJ97RJrVLedZrEaXXnjjvpMsULk1UTplSZgfTWtL+4TNSANMOJGtql2wlXySGGDQVfeRDoflHhChp8uCeI4IHgALdrZTrZw4236b4JWVgs20iP2bFsmjp1h+okpyugraevISPHOBN9K3G5cFrtvCSObNJpeU5UjlLGxQh5ImchR7Wpw1y6fet1U/kjGItS8cPHixfNO3cpUPDqLBPRRtIIlnnlK7xlRCZuHHJTEpVKXTdzMlniojIYJcQd7u8ur6xYqjKsb5Ocnhef6GMTG2rpRknMHevFkwXLy4PCZZ56x6+Ss3draRr5PepLhmMrsp8Z/w6ZStTP8KgKpaEWoy4Qio2jspDbQBeZvyyyDXsofTgEuisAGxADM8gyFInZWGIiHld4lQa00kBo7z8g6ZBqgaWagGCVsgqzbAse0LUftKisHoFASMBOGKRdoxUVqL+BueLaOoGIKWG5KTblvm518DFQdQMbtsolUMaq4MuqkumnLCgaAJANRxlW+b12VdHsDhBSwElt+ggliMN4piaAxGDSzGSG9uEDLGJjy8Y+8AS52jCH7MUNYQi/lBNiev53UUpO+s4BaieSrOKscTejym6TeSVpaWHO+Ti3IAsa99LO3Rx0rK/nyo3JYg2Z7eIqQJVZNxcKvUsPQRVJ0u8hyWp6AneRK4EF9KdYkj4ZrmgVDv0uhVA0DmXyU3n+HK5ip6qGK8WYgUrcNHGVFgWGQTCVVxXQwqvIAu2aNlKGsCKTLtcc0IhJKakegtt/Shpi8RVInkAdgFJpFasoztAVHtS2Vq9RcGr0Fy1fQYtykZgpFHjCARkmmWtTo07UBJrBG79ruGbDCddRDV7mFMhF5u0y6ZOrm5/IpLFbt+feIOf4N8eQfemKRzZnl+ZXet7cSvvtgu6ajdLtoZby6sk7j84bnvAq3j4mQiVA/4uIiJTGiQkJlqxn37z84f/EC2e9vb3tnyQjj7ea0pNQPMOKWWK30CF+JNhVnXPO8GKkRNMuoAWnYHGWKTsU18yG3MUxZqNSo5syKU35k9S39hRWFEXaglP5sPpy2pAWxeicCtFsor1YMsadvcx22y6q2cNNVfeGqghyx48G9/iuKmITFGDuV0RWFs0tzT22JIaN2YtHyqJpqVT2SwDRAA3etki4fYnURD93BbwYuGaCrAwCuym/uo5N/DqrxDCndc1RqC8p8WhhR7EXZGRq/a5xtoNNjp0SpeNdYf3x0eJoPjcCiaB+T0bNzKHdBNF29du2ap0foLC4Mc6YCM7LM+e7Y4dz8ytJKjk4v54krVdbbeT29i7qpNI0d4uLQYKXcSrcStx07iiHjfQU+XuKpI1Y3J7ZrDcZyWRS2WygvpLJuzflGGmfmnEoeyaA8q/QhCimqWbi/I+uH8Jo17XUpmE4PAZUzpc/bma9dKsslIpJZCQrWq03HVUnK81xdY2y6ZXaUvPbWGirfQJA3L6ryCaWpBayB/ZlJXd7AU75vJygtfKSkq8pstZwqyoEp95DRZ8D85NWnf/nG276fZJupxoqFU59OPqgvfNeUSGEaKREIrYjFA+oBdzurQvEt1Xk758DSp0Q0Og+rWhmQ9pf03p2dPVNv1FosV8/U+txp5uBdcZp9AD7tzmLfOm9ra1PQDbtsUtYyMxoUEk+yPRa0JAJEv8P8PbctoZqqjqlwlK8Ym7K+BdaZtKEou62SQgzgo0ltQT5a7r4DeNiXSIGYkfDNCHxO4p2uXasNE9jAKGKndZEP62qRWxHTGEVXRqe0ne8uLPoqmxAVnumzwZBVhxQzpLjQlTJMjZYBEFQLpwVXkITX1JxIMPpApGqIKsRaiYIuD1gkiTyt2a5T3cIEtaQCL+X2m6XhqVQjtKZCq6iUDO5GkXo5UhLQC8q7+2drWFDeciSx8cqKkt7BxADlHFR5bmOTZ+k0PjsvQT85ODk4zfabdOvmPd9uWN/ceM8zz77y+huXL18+yGuk2YwIJHt0SlOjjm5cMPOkgA0TXTmECpUpt1YrB5GZHAUNEirp9sqL967Km2a+KxHSIdkMc1Pw0+1ZJqSTIk4B5VplKU+feih1laLWXte1tC1PcErCM7TCoYdR7OjBQGE12pppxBE9/MuXs0sboYoQJaLAFpMAtEUGkYgb9YQHhVAeGhQ0+dJE0Rg9DAWQ0VclNN0iHspFQXFzaRVDnlVC0AfUb/VPVouaClMq4tXNIkeXtM47JuW7YYTrzWHbltyOiGaKKamzI27a3oReWU/IBOMYgj155XgtLxu61wVU2rJvgMhevdjJZREBXIKQITP0LPN5Jx8lTVymK7MjmOMs1dr6GkmmBIiXS7BNRYt2lCgOjTO1qF1dzvILOCEtxVyLvJCUCcMIO9PpZ5RZWsr9lOnKxMCJY9XPMp3gYbV+Gp0MJFdLBiJpS1pWdEIDiUiW/9K4SiAl2QaDDnHQW/vmiA4g6JWaS+fhuo0YcbUzzTT9UM7/3e1T1sGBvlI8trEz6OMuBa7SxKIBlE2SD7ilF4USRGJMkAOJh/8kEErtcxhRhhgitZxdO5FADVlfyFHulZ1mcHR0sLGxpYSaeHCWR2vLpyf1loUPP9khz6OlsQ3lGau1hOepNGWx7hG86NlxBS/hMAqdz/AHkTC4tvmpbYyVGEaJAAC7BrFdVlysbSaNb5dVHmgeSSP9EnAhLi/FO8ew0RJaSGWKEgFiqTP7NRFVU0a+U0LT6BZhStozvAEmrSiPaVUAk5T0LaCBAhhTKdQqFjahbiMY0lKyDPHA062r1Lf28OQT+waeodl88ZJxHWuiDVwmMet1DDCz/WfsKlGDL56kn0jFYiKTW+JFjZVKbwMYFpKbzqgHHA+pJB+Myv/U1ad/6W2mocNhHJADLbO9Ed/fakLoUwjCNi+twQnEmaD4QaVyHqEoWqOckif43Yw4FnpuSlPKW+Mg2zDa43N50Xt+bXZxza991tZ3NJ73oaKSmOSh3QPTfcth+sI81jBt6Ja6VoYlwgpPSmhfwaKppSK+4giCbFKXZzyMkNaBkBmPByAfAQq+jFPwj1zStCoCkXyID1F8FrK5zF5BzgLIa7W20IxVpFttkVcC0tqUHBlKCquvABCU8ui1EFxaZqcVjQu5LR2ChIK+ksbN4cY8WulgrMloDdSKSBmqJYQwZJqY+shWxWmsPPUOMNXzJ6azatcWMDgphBIiZEO5NBaib5V4WmaKqhD1NzHUSM568w5omgDQePfLslCtVJq9a21VpsGt2VEbzac0RlwSFGpdwmfyWcM6QTFFx7YpOusMvLPj1kbppUuXTk4rwi0s+EmaPCKR6rWneJCUx3jlHD05LufAQE0Ax2azUnZG2SIemEPsrlntV1ynrIinqAxJ1lZ9t2FoyUi5byfKb76NUDNpui3ygwLQH3iVhPINNhUaWOSNaWY4vFOeaYdUDeamEbu8pKm5YTTjhce4PKdJRdWxfhJgNvK+GTrKY5SStKuIEID4jBQAaHJd2xmuHLVVeM4j1Jla+R79wLfzyRBMgMdUK8gDAGvl8q3hJo7NKC0yb5FiLbrobqqeNhjPRG0iWj9waNwZxEcX1+Yho+dMVFtZfYsASAkdjS3ra7d9JN7UzT/Z2Fjjo8fH+444JUKf5It5nhYg++Wvf03zVlY3NCdDUamwqE3caCialErpaefYcmUea+VYU30KJ8YNXA6OLFjOwnNKisp6iyCgqT5zIIyCkvZkFpG60Y06X2UPXRoM4lnpmI/03f5yKfmHwMrSBZILBWBLA+jIu7I5z8teiC5W45vZT2bN1V7XdlbdLwA9dgys+V0+Es9lY7AyYHtSaHGX45OV+cQFQpv5+DuYaYhrZ20BXO2KAzKHUUlPiLvW/92clgeYzGwJxsVt2PafPK0hARflt73EM0qywEUOTLH1LzpyG6+XWDW0RCDdsMJMk9Rg5a0jJeVISAXSLUVHEWk5P9O81DN+KTo7SpmhxkJRNrX4z95TlFn7WSaTAh50t+ng6iuC+vSJfLRTqtS5ARADL9dm2oNXhKydSIXCqE1P8qZwIfsJPMDWTLBGW1Rd6tPYN6VvvTBrvvqtqVkaE3r0XCxKM2E0VcWBBPuT05X+AJbPUB/V6Jm2R0qQMsA0OY0aNzq6qoVGvYBDSAmFDvSV1n6TamqJ0lgK5Qq6lIA0OlmEFpeJo8KUV6+Irubnxt9lXTJj9pMDEdusohKy3cCpmS1zhCmynen8IFhjvtU14zugiai8QxuOTiqKoENTiZTEJbwOz72abq76pR9MWlnxxCiTxbQ/LeCQok8sz539J275YeN6+ROW74jPzR95Yur0ZitNYd7kjC/WOwyLS6vLK45BKBnbiVPphsulGxdvKuNsFW9aVG53dHiyvuq3ROYO94efbAys58t+Lgds3Do2zjRGMEi/kUbbpJWDuxRWNNCpiYx3+dslrhLhWu9vBlBCveFRabKTEoiprQ6atvm/HEgVlKHbZw84uICVt704XXyirNME38w9JTn35ZKPROAEHa2SIpdwTzRGN8fVypSRJ0AZATM1oiWStJwDStFBU3IcChflYNoK/haFMy4TVpfnMV8Hc/djQuqnrjz1SzdfGwvO/qYnQmg2imXohRbW65m4XaCj/QNRUzvyIxzlzVNfiYIrlVjVX0sRTb4tEu+Uyk17hKr7tAoXNHEsu5w4JIrdhStXyaRWENpa8xXmJGcXDNYyqMVh4w6UWgYmQP0NuxqQTaqLZDpGnhOEfYRIZnSUWKoSdcUtZhJ67oZrkB6unoGcwGKqRimytGEaHcC8wJm2SLNk3UIpS6GfuJJUYEPV/LxZuDJncUAi6CqW8AqFDATaVTllQBlceaSApfiiQrlhA64aiLzRn+Qj2tmv9aVUObCETs6cLNwIWWKldmyCQlWGPqx7jqTKx18L1xyqnl3lgwQRrFnniFGIw0hjgdZU5YwmyLdL2sin9EvT2AwZkg/JooK3uFhyHK3Zj6EeD9qy61j9icSApGwHiUx8Qxes3sYkWNe/BnGFA5EQhVeuWedHscx0KlIs+HjYzZs3uw0f/sAL5qK7D+5YMWyurZKKJOhg1i2JV5Vvje41CZTf10rTx9Sy9J3AIDMYTG4cCkbYtGnKy7T8U0nfQm8KU6YBZvpmEKPK0lU1ruN0HGXCGiSOpqbigXKVxEUk6G7Fy4SH+ra/IW7n/gN7c2yECV4NQ3UsL09XUqpKRXj3OdmIXf9kcEWXqdLihFAl3b5RrhIiaq7UXJqRa28RGq7kV1YzT0OEeiNw2o5I4jfZ6xxBmEiNXmEkt8X7oUxuHk5QcrKqC1tA1Ouzc2ng7q4TG1m7TC8n1VvKOmj946/Fn5KBUQo6YyvDfcp3jrC6ZP8zx9LItTXP3NeUMcDzz7/H49AvfOZPozWv0p0///TTT3tTvmXLTpaz+7WfNUjbfx7iON/nxAajjwD9l/749JRaOrcR9G2SrnPWhgILkUpTZmpjZ1TK0Ors7Sx55Q0DsDNdMguTzidw1j6JWry4Qpxuafn81jn7G8xBY5Kq5iUjNVMZzspXZJDl1tV5zNHtWBkeI16AS8/EiUSuvHlGCDCSgibiiqBbTI0P+gZjsREYJcrVZjHg5Qq/tFUpwkQbIdqCJdPRY1RR1ZEylN8yZa6tMV1HHoS4GnW4Yqmznr+w1Z7HTfEFYKhvWTWxStLNWiO1MzWYkGQ2vQchSUlLwt8xNdVZ0pOTBzt7KEcNpQj+euXKFaN8c1kR0ef9CJMtpgeCgiHPi1qqiJrWDlEyWSV0JKNWC6otriVqwZNWcwrSELMUcavcpBmilNhTqfXQtaSCZawa2tN1M1cEwbQAiluNfTsUsnoFlom4jKqmD4VJew6gTDumck30H3cCTDzlLAK+FYWRcqprasonROVg+rZtpAlRWGCCFaaZIbQ2ApiiBNqqyxyimLOVaJIXsg3ZHM82ddYGELrJtf2SpwZoKhza7kWYUZMtqlrsGkUmtVrWKVzxTmjj+f28KvcPp/j+1KSuIrt/eD24f2dn98GVq5eQzop7LQ97SBNl9V40FuSruGRJE+lJe0ImHp8r3i0cysNsyEZT5iBRWnuneUNp3C9v53HUzZvXfRjWFpNajO7tbOskB4fb2cOzP1smp+yhleU7ZICIexmj1J3qRKGIV+Xk18HSUrCF3SjFevCYBlYODCkJLk1kKlAOrWri1Rklb04NHEO0BQqriWOHOJSIXNUG18CFS9KAm+r06LoOYUxVN8HOA2rVFQPA7K5TYg8zb80kv0UOyABVk9lRthRrbzIzhjO+mb8HsnujXMmZj19gFHONPVBJaOaV8XzBoJvDMdr/XMnZAHg1RytkxP3vXwvgCpFRXAG3rX/6sWf+++uvBGImxUGl+FHhgI5M1Qt7ioOK2bmDIPtOyG9spQ90s6yAmS3xJdaTp09VvTRGDJQGnIlLPqosEXEM8YXVc1sX2nVqgrBsyJCAEdvyuk43z184t3Xn3n22sWQsYeti16m6e3Raicxc2ejjl5I1AVCEqUbNao2oXd6CAZjNFOnholwO8Oics5UPYTVBKhdFI0v2K8zL4xQjhYlUVKW4aoqgPA/wf0CSiuMAD78C/DAT1RCpYZop9dcCJFjK295QYntBpn6aUuFkiMblEDJtu7JICTQKkKo0I39bGBTSukpKJBTS0If7RuPkmrU6IvFIt0YhvaVlc9cU1LMpORFRUqTShEdShnhFvAlUSJdGNNopQxMd9uYUDYMWr9L4UmYWoeTv8ClXjP2NWFICq2+8HBxoCfYprhQEAudNyNPbt274hTui8yd6d37Uhx2VBH958fLGxVt37/g9upWVCw43edBMgNdfvw54Y3UTSJw4I1IGQSwSMEwp9K5Vk9qSLoQSMPzspy7omxl2DfJKVYkIt+pjg8CPtwpbZUN5UJImY8iDmeD7VgnuKlrHarNklvo+CknOtbE7HwDstIGc5VVu4Za/VDa3mdvBctKhbZyun+hYnT+fyl+Nme3bVfNZrZSZd8W0CWKLSj8yjo/nLb9quksJ00IGLt+Tr2leyTl8pI4cbtN8FNtbhl3qwWXThNRmz0RenDL/hYJdJ4USIXkkYxGvSzqO2Moihojf8bWrpmtMK2FRilI+9HsYyrUKM6UkmJjxjHqEG7W2kVVNFLtMCYGmM6BkStyIutPtjE/Uure286u/9ivvkp55DjB2m5v5cTBye31u7DJORa2LSct5lXLJNMAZKHRQzqT9yE5qxggJWerr9mePc9D+/FHLWk0o/U59KiKTB24BD9eIV8pFPnR5QzmQTAPLgAlyoU9XD7drAlHkcK8BmjYLcLAx3Om2M31Fed8Xmio1RBpQWm0rurNEEiLKW2whDQrX3nYaMlLFcr6rvmKBjyCUVNWJbHmQtTpa8E3BrlXY8hRsZgXZlYvded6gjYbs9uY92+h4iMet6kkV5ThRUUoS2Mc+X+1RiBd3wpREbhtyViF6ndpHUk0whJtyR9cKcIP2icJdeqBHrn9rS6F5+Kzc8lNCHQ2hjVRmkZaNSlg6AnH0zD1r+D493draUGXpY/uzpQTDTSm8/sHKXIcjWsifv3D+8ccfx9oEgBhEkMhBR4TJTTlNbm2QjSemmUhz+vSJcuwYW0CiQ/kpDeKNfSy0xgRGtiFxlzrf9anNhnbeEBy6bBlWLZkmXMqR17ouKQ94NLq0AuMVNTimD83PebcbylCVxUSvl5EfvJO9W6SwyBQr6rIDdXxwKH6bZPTGc/PluIIrMWB1o85aMTQRi+zYswKwrm3h27Hk6apTC9Z0hnZFG2lBzRwGsVswV05poeXfwT6zxmQAJVWpfcQkXVfX1njGlC5sBCJKXRJZq19dOHeh1dG67isYWohk9S9rXvCx0+AENJVJUqWRYDqQXn5h6xy3o9PWRQvdLKIFXxupSGmz6SMf+Qh5lBnrBVEtRI/MGpq2VmeFqDuhzAuLVLaOJeUS33Wt8pZiuIbOqKwumr19JO922Qu9tjEMSOmEUaw0tO5hFx+oNUR5Z4PVEnS+g9yEi7I00ClM0nIphYOgZUu3+gg9YKuc32gXrAlmf2dXn1cyNbZrQ8UzyToq1bWNUq2PFi0LGa3odzcIlzAanRI8mInsxDE4JWRnJkeaAOILET7UGTHWIW9tjTSKWhBapOovPvXuGcRkPbQpFcw0spvRcOTb2vAScJz19u3bAti+sbgOziQ6ldYCGXcZEhHovTp3rzSr3a2ncIkwaVKdMnnuuecodEQtyJJaYBK5qQPe3bt3AAAjxq1bN7Y2Ni3nd3f2bLg5pFjdD9n0xZAtNROgMi5JU3lL0bdTldsOvWqlFl7hQMSMP7aJ2GQfcYElaEkTHVlholYT6fYgJTZuzQxwFUp9QAUAFelRFnYCm1vtdS2SacgQtDLwDoUtj2vBJMJRM/rU0mIosfuDiBLOjQKjG7eCUsfDsVMLDHkNRbgVprDLVVKF18JQQDnOVBBqwyKhR7TJMK98YlrYIdsls9cRPV1AXlK7u7+37iemjGaF2fqBX3fDGNU0XRNXQtHimwC1uaCkQ5FqVdrpyTmtWB4LQ3yVjw4tK6KT6hvelZpsarJhglyl/d3sOHbMISWaG+sZ4tfWjmrIDlB3DHpRu7Weh5xH29lCufHGGzdu3NR7n332WbX37z4oWw7tanUgBR4RXJpUhKFvf1q5ZRiUo6QUD+hVX3O1zo1N7rses7hoES9MYbP2wAG4l29IYhTRkFVOBpkUBikZs8ZqGh/a09VNvD/2sY9dv3797t27ajnERIfHca++hWz8a5pd4toNhJXxsl5gxyS3FTj7Sg8Nn1If0Y482b2mAVUtdXUuCwxVgQLv2gqUYQ6MpvLUJu5kTtWU07SyfTWxHDRnTAeFcP5oovUcrQSgEclAkpRUHwcSRg0xwjSk67Bmm+5bIKWpSPCYz0cW2LWkbz2SkN5UN8tuMx5uJasfJQiW8JmbS11SQoayf3sHu+VnJ4zh20wQA7M0t3+8n1eVLDfqfKJCo2FvubEliyoxMZgEfiRD/m7CI+VusWghkxtTl2tXa7aLCSYTebJVo5nCVbc3VFmOfqUzY6RYigEGk9S9y8Cx6nRaZM25v/d7v/ejH/3o+9/7vE87ecCL3azYpMwbAQt8pVc1UexIr95QKFvEuKVjuLPCCC7l39Q/zj0avgYHO6OtH1cRoPgGDP2U8EsLpXKylrwA2pIBSYsSzQZl9tdliMfEqogxkXKrXJocQ6ZTFFvsXKXyeN5jQOyTZl08XKuoIkGTDm8SVDyjOE1F1OxFaLecz3dEqlf1KTg01LZwE1XN6wBAb56K8Wa35We7UXPvfldUcKcBxh8otYA601STdSqArmyHrm5tse6v/eo/JeQTjz0pD6XbOfGdmt36DfGpbsxAj87G28BU27Ebmp9eeZwPqPCPuSXTEAUZzccEjBnAK2hqY03Y8Wdz1K5yRXwGxtbd0d7uzk//5E9993d/tyDqB3deeOGFT3/603cPDze3tgw7FBXpOGRcpd1vIK+qo4NyDSQAxbRbNZdJDOao5ghR4V5i1Ek48iVkxY06zE2IYVrSQmB0PbBtSluWYeW3kYeGQULPtnmJUUKWSmdcqCXhmW2REBfax+PQUCQf5Ar3nuwlhA/pTNFjiVgGLn6W9udN4kxT3BKx+yJyHWC6qtWCOpjsv1TvASkRSFJi3SOOykjQmbLz8aqOzXX/Zg9SjDsFSTJkYEiFH/rQh8wEXr+fw/bs18tbAMCb8nRVWOUp0I4O4107lM+qo7WcGbuubzsumSIwENHEkj+MZNr1u41NUz566FQm6VVb8xo4VjCml90d081z6GiX0YBr/sZv/IZP/TCXdXfzbXY0Y9epvCtDpUDFQTCpRqXJEzB4SdUkiaqjg/0sxvcP4kzmUatrvtdSw1hijb0qZikiQzdDQdMkhTmOlFgEoKZDMfTATrn3z8CiCaWvWHTe7ZBIHIlCvAVLhy+ZQcqgo0om45PRdIz0PTn4S08/PxLKXwG7QjaWJ7YhN5uuCq5gvcztlFg7u+7ubaeLq/IKfXe42hKbDBb9lb8CY4NWmSWTIbEbj4hCJgWGxdDuiDEklZ0DX/kFhrR7/8Ybb3zqU586tzjHnN2epdVshDs5k6OrdWAF8eJ/dilSmYw0q66go+g2L4XWcezRI+mhKqJTiLmpJN/SFrXUTq3TxmbqmpTPbLE88jGehMCUQUSLXKn0H/2jf/QP/+E//MAHPqBpjz32GDrMbIPHpmX/g9ZWVC4TQWKmUtq4pOu+2ZKiK0jqjv4d7ucJpB6OrDO1OBLYmLO2mkm/1DOUSTYAU755NZhymap1GexSJalPOe/vnfnS2AQf6GppYLIYPhvrMCJYayu1ZYnEkUrdSyZhurDqkFlY3NjcvHvnvmqxKsyqX04TSqNtLzYbDQDxydGbRAohtjXUxDv9JEMOIw/zEpUcs5U+UWgsqKHWIXlhAUENEDWcSPdUyQYTrC9+5jMK19ZXmTN88lQ10+p4VSmr41bTafqubl3qn7Ab5ygZWXqYyKNcMWYQoOCD3ZCmHskvOPssxVoSFLXto0TqQtcJdyoJUtmDSToDC9jXvvY1P1bGO0U4Pb9Hm4IdInRI+S+nauJnJWGNaV6MqXMtACQrVssDsTGuWUGOOaI66Nn4S6OitJWcPDIGYgHA1SEU//QETgf6EeHDvApxlwJ/1jo1gc9HOhwLr86DRTdQx8vXUosBxEEPxqQxPKtRHgrpa4M+mz5ZIbT/mA0MuPWnDgENVjT3Gj+nOMZn+GgRQkZis/yJ91pARReWdejk9uGkisS+0dAqC1JkqkGkFpJRWYJbTWbyIpTaYSCAKJzzcqf39+fmL128eOfuXWM9hq3ithmGaBIO8aU6GP+wCMNdgWTpenjkGUopblQQanpg9+mGBtxmRvPg+MC7/mkxtUYhJByspVYC7DrLtG/jX2PCdygsNSK+u71jk8U/3wJy7MP6T883AdUnEwHxqMeNB4c5rA4dF7qiRgOaQLi3s2uZRUUKXcGQHxbdZTT0r2fM2RQqbxAynXrG2Oikrl8gSWPynzbQfEN2i8rAoydVKwgQ+ov52Bs8mugWdV+gHTQATEYpJJriv/EcbNBX2FgyyGVcSC5RJn9Hf50yVZxLLQcKGagurqgJoSDTSd42JEX0MKEwLhux4hwNOVEMBUI5LCeE+kzy3nBihai8QTMoHQxRBjpRamtzrr4zu+AjpVodjVbA0BiWwDFHv+yVxDFsLgqJg0OrySsl/V95zNRONNS6lQhvltJ6DLXqhGQgj0K3gN0+1BD3BVCFQxVSrV6FnWnExm1t1Owqz7I9ZeBPMmohyhzuJ29wtxpRYn5mm0IDR8EInI1MW84Ea0RXvNxC5M3SV7/6VQIDg4VIxIt3RsLhVs74OzrfKPCw0AkkDSad+U1oKCdnLseJrkHPVWrKPXQDG6XNqNi1AARVebVlTwVx3E69O1dm0hNLzyCHupyVIT+BIpf/Z1I6aAlWPlcHujSb09lEbr0QRYaVY4ZqlQl4O9mh50blrAiqwiEZy+6yB/9EPH7KDDWJ6feWNEkSDOxRg46j1ONyDED2khnTtNP3hrIBxDYm+Wv35x60w0FP78/DqjjqwF27Eg2iZSnSlHlksFBCKiWdgjLCyEyFMqo6pRANzahXUHgjyE4RYIwZsygKAdguaQry9sWeeOKJmjpXjBHe8kGKPMtoYH+jgZJWpvP89cknnxQvvGIguNIGT7xx40YDUIKqVtHEXdObaZdg3fRdYRnlm7JeKIO7WLpomiDGLS/6tBb4ieCAS5PDWmrwmRIzTLAggyvNtRfC7fMPqU7CXRVfKAcXRNunAw+LcMYJ2qWuwBHDtAN8zgmenv7YY8/94+svNSGnn2XwApaEUYcrZ4usy/kHNMJYG5Q0viefXth7IvGHiqADenXHVn1TA3nqP9fj7F9w+mbhinK4zi8Y4zixVCHZB0vyGtHh6SG8OV/Br88Hc2VknST/wkvfeN9zz3YsoUCGPY6i8w0z04+0eEyDSHWrUd3ZyqdTFH1Ws/GNEEgFfRhx8IpoEm+KJcBSE27xqhi3zC8/3RIJeKvr8ORwZTFjEeEVCpbygwAPDzjhEBMlgemrDP/7xquvyBhzMtarrO9/4Ys74Sf5lcBKK2J0GAm0rh0jVEX5FXcapT0CPBjlau3XkLXFQ1xSHkLlZJNIVVKlVTuAjDIHq9YkOZoT10siFCLRbrWIc4ZLxroinblIlC+JRKIoCbEOqcYvInnJNwIJFCfHOwd7JJ7WPcWjVjYAooEygJ8+Hn95oyybxiQCipShiFgGzS7Ee9icmreUizGISAIApIloc9mT0ipUclfdvTMg7Rv6LR/LMxOtp5648uq1GyBauWE1JudQZlp0Zmb1SEWg6r7hmAeRxaWe12U0jVDZiTWCuAaht/oK10idTYg0Ln7QDtqS9xXlluLsln0TNwYX11g9s3BLNWWARgmnKGBoBs3n5USiOjRTQ4r2K3MFFpXajaq4G4TIUg0rgta1GGWuOcrTRLv7qQpGqbc8JjqZANAH0CUN01deIuMyobubENFDo5WpEIN4kI5dhqSBbhZvbL/o+1CgfzCBqIEeslG2/KZFCpFx01SJfs8uMTDI2c4XuOqagLgfUQwzJV+UtVq/ExfabFyTlqIeqdr5ZNS6kps0IiHcPRuYpvaLHWkCaZYs/gmWTiICiCarZdGsA4IKSrkiilrWUmkrzm1UN6aSCl5Wr+GLxhg5imYR8UFxZnbEAwDzj46Lin8Kw8g/68SiDJHPHc0d5Zto1mr1jFtbCaacJBgN+T6XHXHiXC0UX+oNxYZxjWyIUsqM5DTgZUMuwmxgWnX2rmgJF8nwogNz8bDzCz4HeeIlMKsqRaV7uU0L2StcIgAuLUZfUVbS14TrOdrOkEL9Tn5BVNtu2rK5KjFqQpfvPjRbNRipahsmSmWtPPcPT/zNvLINUr0dawKLAWBSHY84M19KRpk5NK8pP+hizxb7cHsCJy/I51ZgU4Rht1tJMnlg2BhxDIb0SIw0mACeq3roP38YiDypyOgJRQs5H4MmI8T5zRrbItkrjH3u3t+mViUhW34lQmkbvBApKxYRsHpHHpyw04WL5wxGdkZrsymaTkuI116RxkWIs9Q/HOq5CyqhSX3kzSSdkLiAjNOXtI2Vvb26ZTY20xOmCSWnAUsSVdB9TSpbAzy1hinoTTDTtrIAsEmS5EebYCc1PGpR5HINYuMsuWVzRR6AK3SZYAlHAtVgZkTi7kVE0058TIEMOn3Tdx1EKnYtjGkMgpnOlHtpYwMrxLFlbl5wVVUaPKFlBqP7N4xahfJ5gJqoH5RGTHCx9AhOPS3OeYbhUIsyzGm+u0fcpGZcKOvYqZuf//OX3vVPb78sv7C3s51jejnkntSMEyH0+HStweZwWl8tQUlJN7GKAA0rXZBr6ibpyOaP+X4P0eSbcoJ67d7xckleeRixZ6nLLYopr3/625GZaO1JKZSsG97//ne/cX/nyKS+eisxJLrwT1/o9+x6n++kPsHXyoKLeER9+AybkqbQEk7XhgfcWEGuhBUrdj4w7eKJuj5mYUta34roAJqyTNN3W04bVGRnUrU9XSbtVCtANAvaVtbBEhHsWhVthRDqRGG1wQwrXGrkb3gonRTCQsptN8FbMR4vEaNpoKzKrSsinYciU2nw+BAvSRTKuwKG1XyVJPipEXIEztIDKLXsM4nXvwiqXIkfNUBEKEiTCUAF5u5ZDrRcuQ7PRVpWQYIEIVi9n4a8xRu9QF1Z88k1vc/sKlPGsXtFrIJ3tajSZHGKkDFU2cq1epCdTiWZRRguMToTYWgWUaOmJAqpTQOsCdbXMDo6dMziZ370h77y8ms72w8IKWmbTQfcgZV7h0BLpXDi0tpXBaUbG7iCbJgGZiV0lOg3WeH68gIYdbOk0g7/R/W4S+DbbxLfxoSL1CyKQNTUvKqQGNU/xw6MQpMCA0Dw7p6MiBLuRWnoGEkSm0pyV7UtBi3mURYfSr+J36gtDYUpv4euBJfAxCmyddV0mkXn+6qqa9sWCiWMQJ6Zo+aEJh7iuhEyAhRTkJygjN+ayy/YmrK0EqhUxjpSJOMoeQpY/4LARSuVB8SIUvopiuLf/t4+of0ETBj0SF0je7GLFnsmpG06fApL4u6xWEJBPG2I7yZcBoK3RmVRWo8m1Yb80iOtN6NIIZtL0YRpuK+mkt2wA8Ui4ObN29byZLAo3qw3r0lSuLlgH2pG+3TdwaVaqgmGrpVwAteIVim4M87HL3UxVjjq6Syxs0sQFXkyBrecdogxjWimZZAC0M1HMMDj/vzEPUyrSm0V5konDaDWdinn69p293YvzeedAHoezM/s2O9t70yIMrGxs6iJQ7ylJmecxtSWSvSLcRzvtnN9YyuyMWWJSnJkJ32OEtb6oUK+qm6sVjZfMA1m598PDsrX8+xoBiR49m3zNCKsnAdKTWYIwMoT2MTkLs5Ts472IpHetnRryRwUbCVOZL0CrSTIohul0Cuj+iR6BvHyCeCaBEymgHPJBI8ikgub+EyFmcwTImnkadEpCHr6tN+e8mgg1hWkfTowKe4VakGoUJwXucDrqfOHi15I+vKXvwxMdHHliYHN+JlOkVm5+6KgNhoZBY7MoZrg4dqpG9slfEIDhWPBi0OYkHOIsAg5f2N+kKN+wkVSjtRUrqSECfnkZ7y/bgMMBS/EGqa9qlWGeBNUJQGzgaqlNEa2dlPlHpq0fuSRhUVUmTZKERysiBpIVdFkSWYMtEWgvFsNBRcAUwlqEmgJ6VxHyvJly8H0KDAiCm0GmpgVPviVurBt0UyH8lqE4UEUQamr8OInhFrb3Jh7PYA1BgFdWPSbHPgdVFPpgpQ6NAgMtE6zPWxUXyQid8rLBvK8s5APjLjlJPFO//iVBrQk/rot4G6zLRW9PCcJSiOhVf/ir4R0Te8q3TEAGHbiJzVlCQW+UPAuwRQD2ofMQDg1jbhtCYmaVMsLUlcvCBaAyRhugYRUpY5t4RLPf2g6rr7L+xrCou7YSVI7GrhJJSSTrwC6BPESI2deGSfRydi9vBLPG0MLyN0H226NG+BpHkxzVCXPcZmptddXt7xN0qgHO9sZtoYRrAKXUDP2z7bvIF5Jixpt0KHCwSIaXp0Zr1nHAkAMJcpbEqdXW/Op8v/DmqyCXDINiFNkRI3lpFrjN53pCTzx/dvf2f6L7/kIkJqRFCcNiy7y9RIr+nO2b1+/cZ3EaCFhh4jc4li8asausMDohs49GKTIACjTzgqkIEmRxhzl9AcBW7K4RdnFwShCoK/N+k3Da4RmJCh2BzDrDUcxNS9z4ij4FIoroMDlRVp+OR5kLDrxP8Doy4AJyqBAZZKe0JlQk2t28uD9r0R3oA20VXVtZ2gCmFoEmki1rGBwcVMzk6KeiYH2NroSzrG/H5/D/7FLF/24no7XtZfOXwBsDtPNhLW2vAZSomSIzd1Vn7YDFRlGL0Gk2CXu8uZueMgWRCPKIqVKpkVyC0ttU+t8t446hXlaS6SI9lBKc8FAl5pdfDcqKJvJZWzOzGECiP9wyoYPNjsmJJk7mRq1MO3uhlFHUDoY7R7sb9YxjyW68Iq1Jjlc4yGvnkdWDBDyfqBlUph5S9g57fqBTX7V7IsXONW54iH5rJVzT2lFUbC9FNP48m/N/LpUUw73tJ6bwQKYxtBvDUMgH2oeMQBoBk8Dc3h08DM/85f+yT/5J3/6tWvPXrqgxKhIKyGF6/gTcggSpnFdO0XHUWSLNsyYKxCk3LmW9ECqc1Ol+PaaR4EKroVqysrbZMKgRurwEiRBg4pve79lcBeaUAulQ5S8xC1c1+ull6KcfptfSa0Ekvw8Fdj62qaWi6wlWY0/pVi1TIYIMQB3NIUdqU7y034KmxoiTCa0qoLiSpiumq7K5UuZKhPUPb7iKMVUPI7OAMBtlIm4jMIujSfEGEAz2SAGNnGNms1kjCm+2X0kcwWHaU0JmPXN0EyOtdd+GQrkwW7p85//vDco1je3zl0472sNNv58xqMl4GpZx9tlrTcJxdfgZPZa4sJOt4kiCMkXTWEdgNBD6l/JXbLjfufOvSeeWOfKOg0PX1tb3r17jwo2ts7BFXrl0Vnf2lxdWd6vUxT48kmFwrZ3QhDp08ROUXjV7tNfu7a7t+d8V8QZE7HT0rIZw3ixyUpciWuJGcHVlmQirrWeb+uZkCFRmwBd0c6dZuV/ACTpMZHbQEZZPFOInaYqkS+ihVPBqSUCCREYvXGabuPu/g4PoEZjTldFbG1fX7ftYpKNlIe6XNCcypWpmkWEqbgeyYaJbJxYLS5EkpEYuLFIpe0pHx+6ysMF0+L1NdwTJ9JacU4lQ6tq9NJl2vVIaj0rhF5s9c486kovRaJW9GqHxXshR/fZdxymsKEvdBlJMysMC21BTab9W0eWz8TOua/XXnn53p3b3o+hIBEUsnY6/i2+ArAp7Su6PQqETQyNMuHTJgNwrieZ+8eDKy3YVuKLjrQK5VkgJtwY/BLdzRJO566cP4/stZdf2dvZuXDunCPJFgRUozdn0kpVNdsUswhjKqu8pmhz9x/c/9B3fPgD73r8/m58OinTu2hKNhuxfvDT92+X8nt2cCd7ECb7Dxye8uOySTpMwdRcWctKTgqqUSi4EzriIDXQtVBjmFJGRGjXUQIxYkRJUTSnNFGs2V0yO3vbnElb0OF/tI1a5EQ84gdFlfNNMj4IYPOd6vowrnIaVt4p0GNiWigSdm1mMF0ZkWqXmoSdV05+eVf52CY75H1NYG5EFMDwElcljdtXBEnCQv41MFLw4xfMXt6mvOlDKT0RQ8b8b0hBLJ8u1MxoJWRTXC9ltCQLTz31VH9txtTHB8y2d/fu3bnr0KFfliGi1nILHHW+i+cuiZHl9Jinx6FYYlWDT7zytLS1tnVqt+4wI5Sojh8AseHKxUt3b9+1mNSiOEqNROKEKnLwyzu3bu3ruJ6H+c3ZWpxhDReL7ObWFg/RlXAlMn/3d39M/0LHYshVVYJZTRY7fvCDwPfGy7zvvTDG8PJkwhfwyG5CkaVVmzx0/D9Qq1zl5YjhyjAg+9qFyiWMsFMeMeYXDAum+ZD4pTM3FKhvGyU4kMHK6yuehGm1hDVEcmgyACZQwmtVAXZFkF9OiRWoRQKmqhNJGpJshJFHUJVy8A0pIylXqGr2VgkztVlzrX6oLcrJJslI2p/hexywMKKP4hKUtNsDi5W0pRUCRWmrq32zf7alOEQ2YEMqs3a+pW35dct/49kPZjjgJXyFHpnL2TBH2TXy/v17WxtbS/PLh/rQ4vzG+hYSWHLLcE40TB8l53KG0YhLJMFg1J1bwcR0My/RaqcdVvDmAITWnqyl5rP0t+eFMhkYCToYscQDAiNWBJ336DkLBTrdPH8OPJX74N17nn/fxa1/au8pVaeHy869cw1DhUmEUbnGClcbqKyOZmukfcgtuXOpk4EJjBUUU16QJCNSq1iJPK90X25XrS/IwDSlxQW/Wna4l20pAghjpYecwAqReonKgC7PFRynd4hOUAATlzKLrVFILS1pTkcRlDChOg0P1fK2Ul3xZvt6GNPiuYZUobR1tYghUFPoCqCFaRiMaFIeFspd2A1zK8MV/UcCADECW+ROWegInG3lwlXrWHFCuycmYKQmqESMCb0SLPRDO3QQIaG43XKCRLDz+pcMw9GD8jiHP6jw0QsXL9Kakf3SpSt3bt155ZVXbt+5Cc6JhnQeKRPd/EuHCuf6lw7SoQWdWt7WPAzlvd18AbQEErCcbMrOCDzakajerY6xubb1+GNPXrxw2Waug2qkZxgrtpgqrcvjkyuPP0YebxXYUHrppZccdPrRH/3R63du3Lp1p/wEk3hnOVhUgbjr3v5eKqqU+DKodepCbe/CqSrlMUSsImmSKWwewgVytGVVRbxMpDJ50g1M/IuFYcI57YOstNltJT4n5H/84x/vM0eGC6RMb4Srg/oRaFjtSYyk7XTSIVMGsIAqmrpKJjAk4JrmMN0cgrTkKFj5OtkZ3xk3jFAAVqMdqKHtjdgNnFRBNbqllMVeN72uAFiXR2GdjlQngBVCJ6oUuvx41dZlRuewa/+t7lHPOAytHM2YotK5gzgbSLgyriXDEPIjQVmc5EX9dMlPaN594HS3/hQC2uab2+aKHleYkp7fOJ+1CtEyK8xcz38tHx41LpA10bNiRmYwNetaDlBe5FjcOneOfre26hlrdQYw5DTL29pc3l/a9/iVKEziijtF+zS9IOiI0+qlHGrePXiAGIdTK4O+tZ3MH/3RH93YPtwix5gSQ/WDpXxW3NrVjnS6f6XWRTQ0AjObO2RBYCofOxj1HXJbzkQTIBfE1JsnPK1PNojXXQWMzFyNPO3lQSzPhogd/zQsEN8vlT3xxFNkpwdjvULp3GbeM46261xYC0WYiFGbPqh1od1QaxbjnX6iSsM9uVEFkscjCBKdNLZGpcYCqVDqW9fGdW0W5ujxgB6R0VzMT3fG7zrFqrEvll0YpyonoCQgEF0JU9PQRaPHycrJ6srS/t6h7lyRIvEi7BwTSdSsgbdcs2Jo5I98JmHqOki3seBke+dEh4SYPbMWHVyqSiRnrcVRFpZ4nB4dNsOEM/7Ywqott86vY0GnpJokL+V9LLuH+RhJfkUuIfhUzEijjQbr6zktZu1ma5qU0v373hdd9qud11+/8YEPfVA08v3asKsW8nMDPBP49h0JWREhMB/84AdtIt4b5vT40xrPTMvlGd6VSrGsaXt0Cb0YJkxIRg5ngvkQrwxaTTEpRLs4JXgZYHkKko6T4RKLdp3g67Y1LmPkrulDyY70sYOM2dnRve/fv/OVr3zlS1/60r17d3wcZQKujppvmkKMFeq71Vp39epVMAYW8hg6zA2oq6SLRWWagqsk0kSQ8jNHJpRMYkdRo8vFsExbjwwitopKoVC2YyPw6AQuLYtbNmV+HyWWk2EOhAzg6QEAsGgzsyV9EOFGDQztMGKohG/hhzoP47JY4ZVVQEryk3HhKJWkc7yTGr2VJv5beluqr4VIBmoRGEffpls5t3XOVzzZJctuMf6sNxZTHnlweuwNbP+86bqfAf1g78DsSmjBz9fptu/t2Y49OYRLhUdiBuLaRg6TEP8sm/iy9QGPNXB71cb8jFNlk/jwWMwwllFc27KncVFILXB8/uAHfuAHeqmkcWlx2ck17aykRdqSVnkM4FSbJZFjCmbV0UZMJGCJ/TLUDY0Lj+JlxOAQytOd6rEeSdwGrZJCIcLYH2OM+m3uHR2J0NT6fTensUBSPd6sdO58tthA9vaIfRLEsXCLSIdn3Yx4CsnfboEgrFCo1OWq/Fxvl8KVoLRICu2K8ImGBzlglsbcAkZTZpgPQKPA/NO7OVitd1VXaIcb7plpJL5GjaMmg1cB2wynDQRVWQE0Xj7NagoodokMFXpDTRO6QXws/6r7tKqP+AAQvkg4+sGrHsD7OTZD6vEBY5rJnWao6tYu5FXV9AAeS/cHpzv29xGVAPi9ws2tdb+VtLiyavVM1bSv/WaTCFtv4aSvcNyDfaOqVVDs2osYs8/LFy+L2StLZQ87jPN5boQd/0B/c+s8ak48d/c2uknZwZ2b+/rrr7/7iSdiA1IdnzKwNrMrndo61eBkOtVonj5hQln2JEMRjJp7OGPNuG6iZhoGlwB6SIvRbg04yQ7tWn44WS3fUuC38Vy5NpMrV2hovnD5wwDoWCARFwEgr5bfEKO9XyFe+kHXappb7aV/AvQtbQi3bsOiIGUYDhdE2nGHZtZYkTYim5Yl5X3OUiYYwGqxmJLCqRUKwfufd4oGunY7YjzSfzpzOSKUZjFEUM0GMXTU+EOyhtR8lsZUntjGojS+xMrRCAgrDk3ncbfdOZaIrQutHBeAvUtTAyO0SGO8pY6KQVkTgdOMq1ceu3XLht1d2+MCvVosbG5K9HKw71rfscBqIQ+lKI4NVk7EY2NH5p0IbT/YXVldOfTxjIXM2OgWrkQRvp+x41tMmQfOXbp4SVdBucyWCQxp3UZZ8/Pbtx+sbJnkeNbqaVO2/W7cuPYd3/Edzz3zW6+9cj0N766qq5TnxZDRF1yVSYhoFL6UJaPdrQtVPVCC4KPsptziGqQqkUyGZtoYE0pTY1TlSeO0CXzzclVMIc7E6IRdrsfjVXoWK6IHYPTs/eP8114+npCfKNha6W4sUrQ8bjWQDI1u1BKYlRBPYcSJb6R2av4w9KruBhYkAFgS1nBJKwEgUuGiQFlmnakqmkWxPunt4UPCzTTNjXPGPYxTlh8yQKN+7GIaY73VjNVNphiqeb4tRzXRHoFPI4N+M8gZT05bsrXuz+QH1QlYaG5taY0eTb3JCjKWQDEdeslZVw8G97fzjTspguSbYWuRj/Md+uWK+h32RQNoPFJSpZLk2okCeLSFuqXVTEOF2L3d7F37ZP3Bzj40ljg6Prx3544juxurW/d37qe1mWyk3VA8eAXfAakf/qemJvUtT+DwLEVNSsQXrholeqxeFkVJlFjeCQAdVyP3ylz2aAnpjgbTgCTwMmlPk3XNVGvGrvKURt0toVOM0IRSTd71ZfXa33VtSXottb2bYyJ4CfxmMihYoRa7DCPomCS4BaBLg1k72fAgOnKWbODBoDkKWd45uqDaJuUq0BC4LRLJKylPe2rvpaVyjdO0KsCoav8DVC1VVs2kq/io4jgN+P5XLshiOkk7qWIwLgqi8dJld6FsksQseemK+xodimHUC0Wsj4NKjKEhuOaYmuS9Fck3tue8je6U+on369KPPR86xwBxLB//wctVVJCmONGkd/3oQg5G5HmPWRzdUqJx1NcxV73TtLaxvb1zvH9shzV639klAxXTizUZtZ8cONNa/lARG7v0zPIw3RBZJn/55WuvvHJ93egZHWp8Ws45tFxDFGqNLbGpU4YIDXeoyM8nY6BxOlnQTbJFpdxlyckp57jFgS9H1nwOroZI6ttXoaiKSJiurpgFquVANOn3dIw7bvW0E05VzzuisZrz8DBJrSF7ZW3dQ2ZndCjHUO7dYq5p/cdNP/e5zyGen+HZ3VGlRU1Ht4Qo0vcLibSNFL2ppXAiKSG/AJvJYnlMLBrJM20gHnjCSDLIugalfN01tcvjqsX9ADevc7mT8IKlGC+OVbQhVcQuX08+akphGSW5DOEhHlXTmPyAWBypn+EExOKQKgmjRHJ/Qqhk5bUaEJM4IMQAdg3iu+mavnngnS3hSvg019IsrdJg7gU3TrbPNkdeTTR726kHp3DZmNbE6Ju374iUK8ummOYGmd1qYbRTG5Z64Pb27ur6mtjIRSNdPOZk/yQKbXXEQXNmLxur27v3FXICWzDnvYZXgU85jsxmdEe8LSEeZ9tWXfVbjW3iOl5pNCNOpWH1NsD5Q0t+1qkMBKWBXKe8TA0vmTasDR89nDMrhaK8Wu1n+y6cLiTUeZAbUssrc4cH+qcDTZ4nEcYrVtbvNGNHgq7sRlOpM696u4w2+iUJtbFI9at2wW6FTROFrNAipWdSRFZ0jJNY1eWzMjOTwkZ/qEU55Zz/CIMImtQ2IUKJc80QlG/0icWjt62xSJhIoZYRkDYhJZsCK4ZYrd4RQlz0DExZUA73KLBfPNcj3WhVLWSzwseVg1KKdbrGIKjjwacyV+VernO4ydcUrM3NLVubFJXaBwkG9KanIavQYM6E1Kff37v7QB77BNGsveYO6vM4MPHkjCbgMkUhG4f2ujH10VCNtEuPPnn4qCkA037mM5/+6AvPfvkr3zDaizFad5JHMyKh1zdDhKgQdV004UpuO0XlVeAhSP4mXNNZ9GRmFOhSCHIjRsCLTlQsr9x1yljRWAmBMCjv1Q+xkfCVV3aNqofH+VKIDqMpBh8atkSpqx/aW2+n4RNIxSqVlFOUQrEWU7jdBIXAqIAOpb5VIt/yZMvvbKxnkjMhm3LTkW9HVq0dOj8iI2yaKTXBcvducUCkLu8r/ztD6+pQKWpRV7YK+xbB4Ooehak3WBnl+0ee+LGB522HCQfhyjTpLBGjHhVWDIPsPoNOn0H0RrgRXyuOTqxdKJ2xaYE2RXVLW08tWynxwqPsn/NICu2H40jp9+7i5V6Pyk5qNHV6kvHuwQNdImMcvY/j17HYQ+8QFZLRygSk/YgEhn27Mztcl4+unM5vXj7HbK+89spHP/qRX//131xdyRs8ENM0w39NK912yqN8EyRy1aiEKbGbEQC30RcQGkmnyqpuUrBy0NHLaK2U1KwAGfCMZyOsg7COIeDTBuI9CPghKBshNJad1DoJnpH66Li+NXJLM0kSCisrNtrgyGiXIR5YY7EuTyVkO65QQpkRt4J0xKqZDAB0ULODJp4YZtzm8HjaFbUknMavYoJOyodMzWfG4rQVqtvOoCmvZBpoGnKW1IQ7Vvkbvv5AHvhEDCJFiGyNJp6iG5hAmoqdyaaw0GtwyC4jiPKJKIirbR9sV+vSoanDDMiMCg1biiBbiVzHZ68qaNVm0KkJPuCEW1vu0JGF7ldRfJCc0xs4zp+/CPfSxQXG8ILR6ga9U6jn8cd3D+4zDH9kBhrRhv29A8SZ3uRVK9ltyVnpCuHx19M5b1D94T//51avOoaD5NAFpLIlTTqJmOd7HKbGaCN+fKoT4klxS18xGXb5u8jUKJZIxI0hzQ3iDQm/GY+UqCq9J+JWZohbuNfELK6uP5rq8CTfjzJLrkNge/aj0kn0koPDtKsSFyS8rM0yjCR0TFpchQMsNvzQx/jJmuauvRSvEDBRI0NMHVu3bAoDWWGTJoEpT4n/K7XYsjIFmlL53DZuw1dLFTaFEJ8hUpSmS5xsqix2uA3D+gQ0ZRCK1xZCiMpw2fLi4jx4bzlvqr1jaRA0/TLFto4xNB3uHu46LMfYhwvZWnfoiwZlzKIS0mqeo19pTkuvYeay3vdCQfiw1KbiLKdqj4bPmVpJjlMA0Obzly6Yp4qg8mIzPVoHLK4s5PF0zX6iqVMTcKfwgSQ5WjW3FPGcWzFmcHRGevHF1595JiuSdutuqmsn3inDm107DKDTVVPGZ5dEOE0jcHcMVbwKmNFZiWcz2kiH3EhVaT80SFhEMtNNT+Dv1ViFZCMPmFSdnjr/jYLtY6ozHVKr6965dfvgKKNEJuX18c7u6uBt5jt5qKW96vfkOupdybM3SWNRJkyMOvpTvLMdTu+qTHrUjJ9F4kpEGiVPj82YUevOasvQ5QAi3iWNJS+l7fQ3KkFJ177NNeAD+ggRItTiLZfQSSkg76IRKXPDLslCKhXutHelD6HEHSxN5o+sQM32tJ/fsJnDdYD41pqn8wvzGwcbRh8HDvvRjN/JRrqNYd+zJb64dTF6PD6xCOXQK8tLTz/9JHXbtSEQUvLO4mHhFouVrTULt8P5452d7ey0l+15jDmF0Gt5XB4QfdE4m3kEhKkA4+Gh84CZrkbN1bjyCbV5ypqZDGIxQ4YIfmo/QYQ39+e1pm71VXyIdCSBDKXT0/5Al0x7tu0P6A3jqryBQzpqzJWr1mwuYHo1HyK1gwS6KGEUckGZHlL2jw+suy5eOo+UPmBJ5MGmzd32Zv5KwxTY01Na6szu/Xs9VvDyFoN4aWmJ3XOntDXGjSy9RpTBJSKmo6bPdOrCVJTHGHC6vGVAX1LiCrJTlzTYt3JtzTwCGbrdr1SXH2ISh7TyzWjtjmkqqvIEJ9FVaCexOHUCmpNyJ4lSdCGCUpP4kTO2O/mFQhMb6d3vfnf/pDtgvPT7YHlomtlFjLe87pu+K3N7B0zlMD6mKDPDnu9wpN9nar/ngytJCTa2VFllZ38bpPN4NphOTvdM5agzniE8iam809OUc2sJKsfWZIcmCU42QSftd3/3d7344svXrl+7cP7S9s6OE3vH+V7Nch7wGeAd9cjHTJiDGXTdiKSZaf1oBkqQR4o3+F4ugb/4xS/6wKwOpkTvjblqoDeri7oqleWQEVnTTXQw3abHDZ63sbKBTu9+lBssWPB5MOusre/dtVo21zfe9fQz3WkhmkehwAVRk8Fae0klT2syg8ORpCdwJVL1ThLGzhXiEtSNRYjg0lcZwTsvJjAUIIhWfkrLC12BBltrMsCGQldBx3TKg4PVNIFNxAG8KQVwgClOoT/iImHti4eHy2yEwbo90NpIjdAErPGKGMIR69gJzcqRQilLksHbSE+nZvQAPEmC5w0KOHq8JMhRGVKeqHuyxH2zmz/GGCgg+S41hI0Hj2JKVJatHL7NDPJ53D53ZHrGEiZt5fSaHa+SkOtpgJawFnb37t8z2XBq1DzvIx/9rp293Tv37uhOJycvEa9tiUv1BLwij8VuXRcdTa+M+Sv/zDAJRYnUihb5yOCnYYywJoImNjypwx7IAPcfxq7liHZpBYBSl1Xg0uOPX+Vnnl/opfQDrB9e9JB99fKV7fs7uCinBC3ySzS0TWydTQ/yThiaKOh4lvxkoIT0SWvT2uMsrRxvbZwD1oIRyUgXuQSIPA44sRo+wiHzb08i8rax1lUbBUpT8nKANCYjEb+OdVoD5UBUd1YyttffVtFMwTtlEVRdl2iYotODQwN3Q0rihbVHQ6SQtISJgvOPAPUJgmxoQnJeUVoR/7S/XRN1CBle0a7NFyVqKd2VQ3i8QiG6Wcc2rMrhIoIHSYl3XuCczwtQSphEjLSq1fgKDydmE5vz6yZnyn33E0C7pn0nC6at8+e5lRgpPJMV1iDY/Ny9+9vnLxwurfs+VDa2SEXg9JO5uTvbh1c8kNhYrThQw0RFNi2uABZNRTyziejubEJJZ1phFxOA+R9f8YluBH/nd37HySMuS2ZiEDLGM3+qXScA4PkZR5Hh7489doXMloO7D/ZJLuwZeXRCB11uPLjx7GPP/siP/Miv/Mqv7O46ebh148bxCx/8wMZafMuIxIOx6KUknQDQZCbA8cLlS87QbN/fVk48sfnBvftrG+uxYh0FBEnC7CRoYHYkFnRrtf3oVKGEi5S1Y81o5blm+y5LZ5StZGtOjTmCKTebEgDxrnrLK8pxryTXgcgEOVZ1Nf+Me1RtQnI8RcgsrC5Pf0EjZCKzJpTXemQwvkUErkEpndUJFy3okkt+Kmlla33NEO0HNjlT1xYZhEx7dcSMyCi6CgCY7HtOn+ZlD8WtYKm9fAZWF+Z1N9swq8vnL54n6vmLWeOLzbZgXEUOs1hXIkXc+tKqfLNGmWvipdIiT7zBImqvJJcHFeJFvSzlFnzTcc3HecUX4zL1mkjUrM6DW7EZwT/4g98nqvDG/LzBtTtPyGNgV7lCTjPqMImmKvL4uQf/oNRmQkZJCc13XX3Xz//8zz/77ufe8/x7mcV7s54bJdbu73/jG9/gnfo8LDRff+2a6aNJjJlouynP+87v/E568J6gjf3LV6/0axWl21gSi/WV2lJ27qmOqhBY6q99qCXwmDJozCb2cpsx1t5ctmg4bVLG9UpNv6+aSfizGFyQXSVLEPlOoTCmmLxiXxMspNAZvTD+07hCN3Q3NJkyqiaPIR4pFZokSGhJbj24y3PqOJPH5g7LOXenf+PBFVK2tGnRQ78Hnv2sbsCA6DgIgvuHmSp59rirx1op1FvLvahCmVOI1kj50I4dzV6iWabiTpM2uk02yHbu4gUe6ckh6w6dodbRHhEp6WhNNgGG9IyXh6gZ1ChG00oJfcm2ex4PAk5ykDnz5VNfqHAUlU9E8oz4Wur8ZTbPNzY2ycnD1EbReVg/9Ga4VGiLsaMpPdKGqNmK6igI0RsB/LtMb+UOdu+e4/C7O8Ingk8++fRTT+XkhxD7xS9/5dxmTi0hYkaBjsZSDsXanoPJtK++fo081Pvaa695tzFhp+JWrnpgJhv5ak3DGOZpEjATRPjqOX0tfRRu5bqWAkHWllyWECnkqRkzo0SIzUseWCClUb+qJhiZt0xhnVF6WArxK5Hbhd1bq2bDsU490lMloRqs+tlcLASLxHet6lGpbBZBlTCAkBaRDBw5rp/vUJqVmgICY2Ad2ksiqV2c3zy35R+fq687DT8O27jYyLgKGyj0oFlYzpJw2fpVKEfEF+a5ODBrIPS5nTeNnJRaicVpMus5gxFS7AHd+sMSy1tTrPvCC+//t//tv7h/dHDj5o24YAJ1JtqA2Q9NylXeKoYryccDjkNKaJCQrX6ScJsXNhTX57XoTCqkXBDXCo5ozCUkFCpWCCbrSJ/erFuPNyLw/HzGhKuP/e2//bf1PR9Nvnb9DS/N/ezP/mxPYNqt0SFM+5mVmbzwiZemKWwYGZS7dSjLtHtxaEYBqZC93MpL4Kv5UVm5hZWC83Z5h7BbBB0LEsYhql2uUlb+lfo2JaP2Ulx+PFW9XSbPd9AsXmBwSWqB4lH8IagGOj8MStXuzbFG5y94/cZ5J1HFURyv6Oq7dE0APVs+a6vapEBTBq2t+fxQe474GL6P962NVufzhIOiI7cDziurNGXeaalorpaypFhUT5dj0fvb2x76oe8JNT9iQFUVHEmSSRI6hjDaN0Vam48kly7nbT6MLPhX76zd372fl5hPY8L3vve9n/3sZzfqZ73NxHKaz5mW2u0HLzV78gs8GqKgywfLRbwqKSnlu6VBjMmGBMLdpAc0/EcV4hxexDDfdJJQ/mT8aXrAWq1XchqbaDbv3vOe9yh85plneNtv/dZvfc/3fM9nP/N5+UsX44h8hW+hSQZtZwiSAJZXoj/AxSguZV1rluKxsye6vuGqiYuLAjm/FJXtlpjsE6zb4horWGtkNpM0rCiSSwJQfxPVhtus8GOyqRZMg7kWiWB0SXJjqlE7DNrLAhya8cmiVhoNtwk11Mo0SiIgrlWdWKYKrAz0JbMcfkA7rtaVqpQe7ObpOfzul7rQbn6cIkHLh/O6B4NHAlETVRufeX+vNjtbrYMsNJ7JfobX6zdvcimWcBICokQbpZDhqJhZR5k/wZKIlt39IH5ja5NI0txFG3qZ7R3WE6CMhRbRtet0+fJVbzjtbmcejLWkiVEYn3VTG2F0J5CmjhIcPBzeSxZtq6zCPL49ikVHg/0yluLeUqlV1U4DDTtLJ6dqZejH2KT5y6dZEYIJwOERvylJM7NE5zOf/wxtqzL1NIUBxvnEBYETEXm15BVWWwAZHCWUjb/EMENKsOfHzprVDpRbR8VV+aYOUrizDmoodETELtTqf8GnXRaA8sTaCl9+mdbIoIHKsVPlml5RXQh3ebqKyasqM1b/SntdikEjFqcxn+1tBYU2XgKWblPlXckdOXR4ZGZFhrA2DApsHQUtJ6mGiFRmhPePS9gvshXqWSKKcZEMAV6b4LzHji6Fb+3jpNcuzFtn6M1eqmBRv97nX7eEr2fY2lzzXg51P/fe9xi4IZqfabZaV5CXr1zB3W8qW+abs3chdRMvDqEnrfkYg/2BAJPeL7z8hb/wF374h3/YL176GJrXPlWAbB1VfwQ4pPQ30TrRJGZyMp9IMozq1TfsnC4cEMs2I16MRHExTDZRYSRRBQFc7S7Zn1haye80zaJ0Hi555DmQ/QGqtvByy3ugayx19V49SNNQwvBayduen/qjP/bD48C0O82vb0Z01MCKV9GPbiHTMzGUxVGyXbx8qZkyk8AmTYJV00ULw2f8BXBXBaieTWCXtlXruhYXGeVNE0F+mR2AGhuDxkMfdr4zdiN9FCowRoEyMIJXypyusBx6yE/HdmStDslGeUUG/uNPXNVz7t2/Y23tSyAEoixJ+/nytdfNnl62nW6e5bEJ6uROPytZdj21W5h/sP2A1Z9++l1WG44rmqRFuavL65vrm+c2n3jqqXe/972f+MQnsDO0RZr6AkernsDr6SZJhJlcVgfneQZ9odQbPFeuXl1dy5wPZYOud+ieeeapi1cuC4eMqtCKhnKr8aUEBskmrI6Y94a7HIDNpmze53ypwyh5XqCQYtKzxgBMDEKO12pn3eqxui47ipi6Lifj92beRtgGxgU1eXz5pQ5GVzyS/73ruWf+4//4f/VX/sq/BwaAa5ajdRLPAkh8VdCRD1mO2zB4G80987QpQfcyice1NwceF17uCpEMHr/RYXtVu1S5Ur1PVsNAWlL+hHjk5P2W/HpBHXVgcbXQpUhXCWRnZq9nXj9b2u42qi49IcxKk80VcLzTdYqvMZlK7BTFqUqBQOQS3R9s31tbH07TaKHdaVPsnV3bbXdyEmd/587d4dwN6Bs334DPM/iNaahu5JkyBptbG3aMKc5Pwu3s7wgqtnI2trb0fW3WQn5JgzqE1+J4GCIkoUG1lMsvFBIehQyo9RjdrY9IJc5hsOhgZb7Dw3LiEG+DZZ30B9Lv/b7PS12+fPFv/I2/8cEXnvvKq6+LJehDj2ZLWbyOkmIP+xYG4srjDgwM26AWkXho710ALScD2RuCuiSN+QdeFT0KV642KT0djdiDOTNdOa4Yr017h2ZBDhJYNZ766M373/9+D5M8jQOsvShoDg7QXckjxUW8/WL5eeGCOb1E7QAwpUDWSUBZynsRbrUOBRnKMVPX8Nzu7GoF4nb2SF3RMr0FBa0offiynGDly8gppEt8id3qJdsjqZ1VYZRR+DJSg00lMm+VHws5SzkdNOF7YqGQ2jlj4ypvdgSLa9dcLLvi9+/fNUDjem/nnv56ZeMKTTGABj8wqVpZeurSEzpVCVaT+sWc07MTT06WMESjpb1+HUFTW9E0y5iOQGJmrYnawf6N6MLvmq6u2scmDSKFKKDlSC/IgB0cCKisQq3ehbAQdv7HcearVy8rZImN9fW8TnZ42A97fHGERf/wD//QtuKVDR+e2KyBhC4TJAfPKd0SNz7rhT+TF8dP+JxjCDx1Lrts9m7leWT1dhKlQ3eTZdxLmKLYjkV4vIjXuvLz2j54ce/BfbdmJRTtpcRasWTpA/EP/vnvvf/595GTwuEKddnTWM5T1qaPl0DbHMVUdLIrVmESOuVopiVXS+Vqt5NC+CXz/eiP/qjeajfq5vUbiLCCFgmNaX9CWBL5Czf+msakz8UzJA3noLAk/bj7Ktygvyl1YYsBl2BNfLo2RjlzeGeCVNzl7WdRq1fJY4maaRiCIkEG1UXMhG5bgFhoJzmXfug/+j/+3v/jPzc3V2RxTXEOmudxFDPGQr7N9MDAKulsEUUHMFOwZgWQfaw8C9U2czxt86lAxzq9/2AtHynHsUyV9pACFp1S94ULl8owgSoXsX+0L0IZsAzoPM+X7hymIlVCpp+4rO+KRekVkpWI98QmEgdF5B//43/sJefzl5YMCK123JXjG6XH2bJfkilT6RRTYsiTx1kKu3Fmop5KsJlOZ3umwSAZXe04AcYaQRxpSV4Jyu973/schhfFzdO6LWphqfXlryxqvDntLb8H9774xW0PqJAVHQHI0MDuzrA2omGNLU0eec4pKAqfnpNwbm3H1JMLKIkmffB5fuFBfWwHUx9U073Tu+bmnnnqafNdK54aYRW0GtCOL/Z+p21PBN1GFwEBkwGN5PLang2pSso7A3DKdwkTKOlCtZ1UdaFbmaLu0quh4DlIbGrYRCkhRQJJ+3B9JjK7ieOOCiHj+1put0RWnNvb29k8v3nnbk7W0cuwLXdha31rPfuRtVLpHlmWyzSrtvxP1s5tLayu3N/JozyFyNKslFWUJ4TzxsRtwcmovfPgHtw7d26RY23DN1MWn3rmaZ/dMT8XVCJTvUaHCGs1HZtT/qFGKWplUu5ckLnpxTyG8ZWRr37tVc1uralNKvUokZ1mEVHcfF7/5etMgpQMR+Fqa+tbSHHiDDpjagO4UogEnuO5thJNHIVtnqRHEcwsvNndvX/PUQF5BKmRVwm6NPOVr35JH7h09UqfztZAMMSgEB4pj445g3I7Kh6qPf3kU7aoIOIIhpBURDOoefJJqqYsI+ISGTtXcgJOS7uLmrwQ2z7+zIACQLLkKEcNJOJQyCCPTsxQSaGEbF/VSq2eqskFoFbAbRjXhinYAHemC3WLdqGEVf9shUn68dj/MyTbBE/czTTWGnNYaXYfMkx4IMT81toXLl+4/NhlGsGyI5lMnv/7AS5LizyuHI6T7e3cU/O+9733xRdf5IgGPkwRxzYtqw/qJYIlvqd1aHoDyRzuv/t7f0+Pn1pIuRDxYgMq6xgZhEwAT7Jvr6NTbT1EZU6U2Qwdm6XcSsQyRmTHR8vNv2opxqX4nNV2tp38o69SGVx8i7TpWo7ct17KdjGqzKDTgpRXQsIuhMgTnnrqGSP71tZ5UcIQ3Kbl8drnWJ2lmNfuzntktLFh5OVPYq0YLyhsbK2fO7/57vc+75GH9vJjjq63GBk4KArMoRwk3xXmlQPAVLktF3sXJrVPP/Pk/QcG+bsagr7nor4DRS3t+i1wuWXWJlFbHIJ9rLfyLqISiPQAUseozuKoY2J5IKvVrkMS6Crmjvdj8bjqb/oQoU8J/R6OupwEFKVMKzwazNPEXtdWUKBbLXWlfOL6lw5Hp7RJajKb0XtYrDARpSYloBnYUtoLSo4p0CDq1F1xJIeMiWJYzBOgo8NvvPQN8ACEKOjo5PNdNOCbBTVGe/4iMHqU1f7nJDIb5DPYi3lA1cKAJ7zJVrpBrbf4nLGJPkiiitfajvVj6Z5Qf+rTf/yTP/mTH3/y40LOf/f3f/Er12698PRVwkcRZm/VOYzvSqiXYJSo8SRSy4F9EJ3LyWNd1/QeYPKTupV0IQH6IbCALBD6GKAzchrSMfV49/ju7TvC3o1bN7mXkPaX//Jf7hnnakaaVWtws3ILz906c22qrsk06aeqWIVUuLgSlf9pY3uPx55UGgM51bW7Y3mIHQk5rsI3rl+DYl5EFRxUXPjsn36GiqCAJ3AaVf8nIGkcb61wiIIERmWnnqI0ovLiDslpEneBy/MXe0zps1FXJyywE1O6CV2lcKwHaU5vspkS5WKstYxv2tSh6tL2mfKjeXybiKsOEp/YPdjhnRxZuLHdZhvNbkWW8Ae7VhPOLvPL+Og4fNAgq8wvHulzvEhemLSVYskNrGfoXo7jo3lLs7a46Z4jasnqSkitbWwKbjrwRz/6UZEDQc2LD63Orawvn1+/YGphLc8ATjLrEtrPkEfzx1sXzu0f7d+5fmd9LXSwCPd6EoPv41cfu3br65lz11l8TevZDr5a2y6rkEimE+yqUFLSCR19nYUm/artPIqdASOBUUW8g73dX/+1X+WUzz3ztGNQ/ANYB0KPNB88uPf7v/+7Gr61YXd5cX8nyz4AWBNeh9l5cH932yo0s0zUaBhACwOMnEYz0wbOSjmc3hueuj3cd7/n2efe/S6Q12+8bl1vgWuP2WcsSHL+4gUaQBP6RCor6GqCwrho7c/jhezkkTIdvaKU2uvJoBUx4kZKXN2ZH87cZnRuTXIsqatgFXC6B7LaFUMo69G8PDUuW2BqmRg8L7pQ5w+ZtWlSf9rw/M/+RzbVrYTyioNNofxge9REmFaoPE64mplU1zpmA3rBm39gQLISdBCRFjp8AoPILXkFem1uJXRdIXbdR0c+9tHvuXDpikC8e2h02zarM2YJD+e3zq2fP6ff7Bzu+0JKvpUXjWc3L8S11uh5tM8nqJUwbUJaRJ8c6Wu1H50gogFJaYJEVI4oYNBCV/RVlW6dBVNN0mPLkjjGXsx5mg4VbVEwnQEjWBq7uRE6X/vaV5xc8GK1PQefAiWYY3s6DxtYaqla87qCfSLht2YLEDkc4RGUsKBPvVGjrKVkdrf9aNkDYMLBtiOx9djdlOZ3fu93Kf9Tn/qUEkM8eHFUx/7N3/xNL5eSarIdqbiVf/GJrFDiLVqHlyqT0xoMIw6zaBRSbqKTIHBP6iK4pXFoRHuVQq+9ofqb2y4J4kwyVHusg2CUWX2mIXOtz4qA1XzqlRDX/NDBtoROBJVibkuZ+o5cbsPbsOgpiwV/XAsDieiqzBC2t2/pDBcunFteytuxiytrpl872wd05DiO5z083umEWzfv8FEG9iiSGS5cuGgi5YifZvJa2tzcyAM9McbV8+x8GG5hftusYPuBt+oe1CvhyhAxb1tfFTX3dX/Pm9B02lmbOasrChcuXfTEirDpc1qSviRV19WasguElEKonq1F9h1oO5ujkxtrbDmucspy9frbsrftLcbrx3aUQCeAa2ozdM4/8eSThHzjjWtcSt/DxCKG61w6t/UdH3jhT/7kT07rYAolMAPH4hMcAhjJXUnSNKPlmhfyHk80QGJELxzdjNOCzEInvn50/KEXPqBjKLG3ysCUyTq2mbG4eOEitbhtmsTDQnKbPzXb2zqXFaG9aVf7/loDCmQ3ik1rwpkBF0I7JQd7hGCoFdlHWACbSgCkRXExAqDWdsmmiWRyGF41iwWmmeR3qzeQlbwDdKaxsnlKJKigkuGV7rS8hPNI/XB75/7u3rbVRD25TExGiLKY4aWXXjQxv3Bx8/nn33PhwiYvtMgRADygAkPFJlUy6xvnveIhA5cGxRWZXjMRzmkmt9pGRIL24jfdqsY+euxmt2eQyi14ezncfev8OW8pvfTqbaSboyG1VaxW56P7uKjm5QIvN0jlq18dLUqPxKiFnKkajZpzYbNIVG7XQQ4Wsr7u6YPQeSw46D2kiKR/riwsvf7qa08/8eR3fPiD+3s7lizKnQ4BcPveLQOUhyDU6KQgE7YqNC0CESmqj3ztKEoowa0A6V2UT3zfJy5evehtqsOjfSIZZMzdDSBZFb3+xo03rv+z3/4dUwKiQulg36TQQTBJX6ruJOvLOYhjqKcLj3ql4zZKKAB8BCu3RmFKkbBkgy4vzWYgqu3yvg5AhaVELRBgjZXpbJ1nV8IIBtW89VArovwCZx7uZnYxOChHNbbor+2RmscEHovnXz2UP38+Ox2SH5rxKi2n2d2+z428P2SFzJUxyMQxb2BusBPyVkJrqxv0aJVKPihMRURV6Ny8fXd3P6tre36cGyIpAXRLnIq6eed2Y4lMETbDrpBjoPf46lCnB/zhD3/YTiLXtA9wbvP8X/ypv2DQevG1N5BK5M4R6VZZdIVCjXNDXokEoFN2BipXBgIzopQbEdigzLpRakffcSuq1a0JrHu8d2AMfuqJJ6ONG3f++l//66KgqIb2R7/zYx98/4fILLCFWiUEPVgXDtsQ3YUQbJcFYgP19et5Mqw56MjQraCgD9sNwJR6rYrEbCZD2Ys4xDN8ecDB19PkmvJSCKaZe0qlTOVeksy/SrDUKEzzRj8jQOddW+AumcqLXC7dogmRd9fZhNLh2IfVVkwYTl84f+bzW23Zli1P+UfWkbucc+i7Gxvr1mvC0da5jbT/4NCzHBlK51irC6t7+w/qk66EyVu/oou9D32Nj3L6yxe37m/vHh55/932ZA5hwAWqowPLZ+zn8nGHXYrNItLP0Kzdvnufa/Jsj4g8CCGos7xpQsf8rBYyHXHM1Iai4L2cVZzZxUnvcpuqMsm9ezkarHmxze4BggbXJ1YzT/Ig1CxTG9Pb20vjdFwiZsKnR7SyiKerMUA6a6AT2BJy66yBfIQaH0jiVdMYsSdJVatYps1GKgPIn/n4d3/8z3z35z/zWQqkLv5qhqrhX//6130gbau+GsKEqCmEG2lQyxZcBlqtUa6EBqx7aAmI1un8BLtx8ob52a/UCegf/MEfRBMwlF74C7e7Ow98rZLjxTeq7cUh7SIkYKvx+ET2n6KG4lkCmPjV+AYss9XRZRur29uCdVXnI3+lM/jazBNRwqsG68kEYKSAR7bBMM0UsKQmANZ5xKOBgp97/Mf+F1/5xf8TR6AR3iP6CbpsrjMTjo0oGpX07NOgmOGdW+dbe0fH+xao3HQ/nxe1ulorNZlV4J4D2zlYX7s8ZgLzWfti6o2ZYe4IURQ0SH31q1/+4z/+48effIJX5rfsTjJXMwegZULjy+f0P+r0ZSdjHDqsDl0yOUvDfCj0Gy9Zp1C8w/4eqaa5ENJeJuCqBMz4lYJYpmrFxIqZXY5sDCVZGMS8gw+BEZbsIvE/DWRdCgE8aZac5KE6hfKWR7/xG7/xJ3/66bXldTOjr37pD3gtTwWgXZQSzfCBMUT1PAdZBKVudYT3SOf42PLo0uULc4cLG5t5kGFDzWCFnSqzW7P/lsSeFxaAwYhPZf50OtrDCLVmR5MVuckAhMmyVJIiUMb6vuk/M8oZnUl1aW7QE14Q+6pLC48Ru8mIiKNjKsz8Iv5aiKbuCJaKk6FnqshOkWkeAB6QSbrywUHlmL9WRVk2mML3k0UzOfiMsb1937IGcRuTSvp7BKZ3JKOpO/fv2NG0bdrS+2gNM/j1DSOvktfeuP7CCx/wNoV3M6ye/GyI4HFh/Zx9KQrtrRn7ofakhD5t45fGLJTh8j9tY1f5Gt+zdo4qa+nHs61nDX8AxEsoFy/k2Qx3dGU/10LMpRVSmspD+CbSxmsdiScdRCEGIVOgwQyAhShX3kCkBsAuxgjlqNitkTdhe37xDz/32T/93GdtI/zIn/8RKKK+AZrrZDypiVdhDTJokVs+SpO6gb5I+sQCAulshxkZrBG/67u+69Of/QxH9wjeZAw78BZJdMVlKdygx3GVk1OKSOTz3oun9r6vNlezi0TNTKNpBp8wGFyy3K5GD4j6YdE4c2tklXeKDiuxlhLWFOsyrOvVY1UynhFXx2gtljqJU0rjbXFrNQBDhEpL5tTmReExnTmoEicsmYEeY4AwRN/WT05raw18GrnyWFZ/1o+ZGo6/jkzDt2/fFCPzHsjlx3d27+zd3NOhxbbPfOYzsL72ta8+ceUpLJZW1p947MrNG/ltbSc4kXIq/pOf/CQjsa5Wg6FrApCXbXijEo1y9RdANSPNMtRa49oCRIT6UCAkjwfnkex+/cwXLgkwXsX0ULu+f1Y7oPnIL3hm6HZB0YFd878wG12deOO0dSffPiR2ymiO8jZYA5RztoQRDNiztYfgMT3ZaI9myNmIJj9aIbhAsHuQfK3/8EhsjhyJ7mlpbd9YwlOIB57QCUfti5vZFrWasxIlG5PxS6l55Ru/g6Ycb65BtrTHp5Uf7poEzZniW4fwBC4CtqbqYapK6kzLMN1WTao0fADgl+V/RNVHIRshlJQds9RI4ZigU3XNKUKJeXNb5u5rom/mOI4WJeoJIDoE2585qImOkrt3b9+7f0tT9T5acHRG+2VY2vX6zeu37tx67rn32OSjdA8eL1+6qmq5vkfM7SzwF5by4ykrS5lymcLbBfQkUCh99fVXL5y/8B3vfq91g3kS90JZ3qmRc1evbn/6j92SG2vorl4M0lSTmQiTKJCuD4CLmIq5FVfcPvWupxCBC5gTwHWch+cdPMjnIXTFHJzh2RUyiZRhHim/iVFfAwgLFiqPjOqj1Xhpzl9WJuosB3RVgv7DrvlQLQCG4k+1lIlIr776areLSBpiPSSYoUCZhBEL+Ou5C9nZ0C6zcF7IoRsFPyjezOmZA1LAukdpQhhXZ0a5NkniDwaxOqxoeZjxkwbAY8T24gzB1uZWdnccjhlOxzYROunMcDs2HKI+xCWnWgKkcHDiwE1aQrOUGSc2huDYYG6c/pEnei0JDPSCbkXKGII5All0Esy7acxVdPJZ+yE99RP/4bVf/lvGr7t37lu8VxvSPG2+dfuWDUuqNFRRPUw4H/rQB3xndf38xS9/7nOf/+JXabwDDP3ahfGY1WHOB3sPNi9sWq+Y6X/1xZdefuXlC+cuaYYXbijdEl6D/YCQb+IgHn+qgVvT9JbNuU0LWC5OodffuGHHynxJp9/aPL+ze696VzqlJTzcZ59+luSH+3sc7MqFKzpAt8pMlOFbrVQQ10y8yHr2spd957NNxrexdoTZYmzV+6sOedTw1PI0nW4y9VEhFI1FU0O0gsuKBbEBrdQmDhRVTCna0QZIJagZmnNisR5qAKBhidI2z10owRLUxTk03UK8fesGl4Lry+dcWYzMGqqCa7UlI4A9Fm1qFxoE9njFN4etMmr8zck2osQH8qAYi2y019eBFCnmZe0T7RAoS6pg2fdJzvDdk4EqDyktTVdP6tZVljl6iAuEn6LJqNUzDdDplQ7eZqyjfBy7E0bMSvUXol6WzVEALc+ZgwJzNtkunZhDi7quQMUSThuC1rDLVy6u7eb3v8rls1HKD1555bXu2d7vWF9d3p873XmwzUHJwfSmR23a8xc2Hrty6dq1zB/EOW7Xqjfd/NSn/uhjc3Pvf/4FY/0b164xP5s9WHyAEYU63msXWYwUL6H48DimnlOiz5avvfG6H/Li4ozKQbGTMTHVi27duMXGTkxP2m/Vi8MoQ+dYvpWiXfxVgXni3MWLXErXUFWGzKyGEzQFV/3Bdr0WQe9b0nZtB4kyHe2eeg+RDtHBFAVg6XHZqsoWBxSD7MLhgg4v2bDyw7j0b9sI355fEt6rJHaHzEmh+97Yns/+npx4G5tpEScM4IrEBpZ5R8hRcDbCVMlZmQyUNSNq/Q+C1eMlqzh0hnLOUsPTCBZnaQd1pSgsVHFGg4ygl01+7g5Fb08PSFs4YmCCGX+VyukTegOW0qosA4RBddfODLxKpVWf2UJcPwtiDI2eM8moTTv80mYn4fg7wlHKxsYzzzzd6u6VtedBxp7XX3uFfwBwxJ6Ed/3OwcryvQfZul9fyzdI9rdvLa9sXb5yzvLo6Wcetx4yebWs+fSnP/Xn//yPmPX/2j/9DYhO2poDMCH3sl9HIkZNwKg38S8989zrb7zx+c9/poyRR45eyI94fjz8q1/xwAajjfUNjmuBYq3WCywUZFbPRzB00uQ640hlfJLr8wDaZ+8He7vveVeeRn71y1/Rc1RBYf7JNVtD9StE2U8gpAbCRRYM4FxrmIwdMKhnDdipUhCnXJjT81GgcvQVMqqr3QwP2+gcNW6HThvJLW3gkvdQuKLHcvkuSCYGjQ6MJEKmpJxOECHPfl4HG1eHNXS2DAQppzGtjXqhAJYy2JZLKFEuYY04LFdKQBlKswMPIFhUmpb1Iqy+Vlf0M2xXkym7ozayXBR6oKOKzKU6groN0xpzlMAFZvavpeX5UXW+wVCIw8UYtLlm1ygDB+GUQnDVePravn/PC3OHB/ny/MULW/fv5WyYg6QspRnvymmaa7dv2UzZdZzHl444tHWSb14T17CCmAeV2fA/EgWzRbpWX9TQfkR5hgfrJL5Vk33CtSX+2T/7Z9/z3Yf2ZthG26gPDHnM1fJ7q/e2/V6WRzMO4dlPtUbmrPi9+OUXXU0Gbt257aQpeItYGxAI0ALKbP/Y41ew/sHv+34EvXsv/09+6zdxEb+1PR+cy/nlGDsNSCSwbkwGawkWY7htRYEpk1G4RM7BO9HRFkXg28B5r7pOVFF/ngmt5tHojg+iHhzYyvAGjmk9feo/UDQcffZrl1WoSokjrO2gsGTSQ3rvmUNYuhZHAYh4LSQBqgURTglJEFdrSg88LMakVpNdMQruKLn6IFdSXosrR5PMkH3dICrq1GAAOGoextkxGNkpSv8gUkJwtBUx4hg1Ic3siUNm7u9xrpck1WrWQw7KZ7r9+aTC8XF/foMK0Hr5pa8zv9rbdxM8NA995nTmzQElQ+rSSr5Td3hQ76AtCXK7woWRoeKW+XFm99AFKj+SdPvO9d/+7d/0gNRHn2nTLwWS5tl3v0sU+YM/+qNqRUZGq3is+SiHcMshab5WqeLyssd6BNYN7FTzb48T//7f+wd+koE7PvPMsx4DmmUgixoiRj6HCTuZCHkeIU9s+wyIXLl4ZX1t5Quf+7zo7hFaPwZp4Gja3q/PsRznsSpqGkJOXEguz905HKXHYYMTU/cfVy9dZCc2loqvxDtYt7xEBrqm0adHI5pwfJppJayO7jJ6CyV7jYTqmqlRyLSb+uM7NWUnkmbu+LTfbp4nhXteDihONb9UAiZ883gnXa6FEap6H0ZDyNAwRFIbgExtIQ2yNlZYlsv2CNBeXkBpoipro/hGdd2CzQZnyssKYaEuBemxuCjBsSENF4oB6LpKIpw01NWfD/78/+6lv/9/8IuvRq3F1WwoovLU4084hsg5iMvc1qB+a8vehz1VsZN/eLugxu5XMbO6ohvPsDwO1WU5t+/Ql2p6TyBRb3fvPmNgyDmWVjIL/MpXvsZO1954zTBNeLZ/49U3ti7mqKhnfbYAcRFieBX0w5P83OXde/egIHJydHj56hM6zxuv33CLmkYtrGfUO1w/hhkFpRebOh94E1CIZXWCWVB/8P0v/Oqv/Ir49W/85E8RhplVYRE6fm6sokgCuR9kXli2X7ieh8GZAgl1Hn8DA0NLvR1Ns2VZtuWlCahtOX+oDrAEWE9JQTzMAGemnsffNvjsSXlY//LLr/ZLfPoJ1uREhEh4Qud/bWn0aUA4AYOWQlUGwN2dXQ0P3zhCViauPNsVF6kcI54BbCmvAA09Bx2Fbgtm8B63nbpdnccOLw46wFtxxvmyNg/PUkJYl6NrcXENASyUx+OjmwqfgINZ9zkVYHjP/CGkpIVIHledTQyMUDfY3oyDjLRozedzSx6HSlyBFXmkQ+JmApyBL37u858RsYybVMlvPIPSCYRjOwB5rJYzF5lHY4QlCtYx586v/9Iv/dLtm3kJ0yCP7/27D9D3Cj13FDba1QArtL0q8TzRjqlIeOeOM2b383MhNU/ldr1W86tgf/CHf7K8ujm/mPWvJDhhTVDrknRQFQ4S7O7+xE/8xF/9q3/VtySIZGb8D/7BP3A6/eat626xtgHbVmEMHG1KeFvS4Wub4Y5N1Xw3vRf38iG2Pc4HxG0RVGSLodoU+cNxxRfOkiP9VCEXD/Uhc66T3+WJ5dD88pe+SjY0O3BgLZTSql+rCHwlJVaZOS04lpC2ecnAdW0nbp1rBWr02c1Rix1qUJR31ehMkRlY85Jpjn1V2OVYeMLSTlK8MpwKRvUvTNCczA23sZpadFNUMZJCsbQErGWmQP+aI70pfCiCqkDaeJMuj+X4IActDI72y9L1JIl2tYM2eYZdJGtzUvFMzziCe5InmZgygE9e0o6fc4iz+o35pWxXCY38CTva92F7+9Va5RYkmmZtxDA7iSqXclR5dy7joHUkstdffxUFiUgA2H5pcU2847LCz3/z6/+vX/zFX/yD3/9DdI7zs0O3nHlhONMc9M1D0n0O8h7F3/sHv6j9f/b7vo/Jf++f//7Hvuuj3FQ36L7BDK1BWFFxvSTtd4ct5kwtIrAPUBua/LR9BuVonTylqDzg6AK39G8kxdsTRTSBVaFPj5uhBctUV0x+9Rsveyak2+j5pGKC/NxzJkiBoRwtDW6CTRyaAr1iJObIGAGgIAu4A63bZkQmmqQK6tIzq3CYfdJDXhbDfX1dWNGDeiPCNgUwolqqNHeUy5FCv5sAoKtSMrMGwrdds4Wpq6Dga8jjEjJGCG5UmhTVAKt86ZkKY6n03vRpZ++7brpSNzb2dA4P9jyDwS+tPTm1c2Qg005jH+p4UB/3P9jPbP3KlUsW3Wg78SpCXb5yPk7jU9b385knvp7m1ikTz5wqRB1C8XMiN29eX17LS5u8jKC4SwK4vMQSIhZVml5Zb73yah7rObjOKuEfPaZ5vBaML+qA/3f+nZ/75V/+lSeffNcv/Kf/a0fUVq69ceWxx669+ioJTJY9MvBNI/LrRB4P8kjJRxP5JWoGbrNSfUa1WywQLEHm7Q8psavhpFxzVItmVgkgZxy0p0+QESGnWmM6z6MNimqsLD2jj7iAcgQ9NbC5kAFkjH8gxX69BQVqD5fTU1tphi8wHHHf/nABg9H8BFqHKGrDHySaUAyZrhLWvUPQ5UrM7/Wso4P0ARS0lI/K6ANEGjSQgzV5ttxYICEmP+OpPRcKj6RgA4POpq7IQs++c3ui0TujiS4cyyUEFrE65VFn0uu7IJ5G2Xo9NCblCerDydN+mx8bvqWI8/6Bz8leuHRJy3Gy6+Sk/YrDg3G6BJiwyPR8OwbIF+GyNrcB4GghlbU209c7Gllvm6BmOZ1O3F7V3oA4CvqxM0raw4PpiFzKvawOxoM+3z62wBJ3l1c3YozVDcHbCVSIX/3K5+zX/MD3/7n7x3PeGlsrb+PKWOD+/d///fZgaMhv27HT+fOZM7z73c9xULcZZGvd+saN69gRO2quaEQGJc4V5E26Eob96B16ntZ0GEhMy6iuVeAl8pteaiA7oeYJOCLQySnFeHYGas8oMNFfEgDCEBhA9Fru1eddVEn6Lcq4R8KTUz9yUmJmEEQfBQCubn02h8Amo4kmpUzzdxTQJzkKYCiH/PL90/OhkC85DP0HMFJw0/oSHooSSRUJ3SiRwLjtKpnasIrjqFLoCl6y6nHW27NMTa4d+wRjyHloYsVkNluZqDdxqllYMfqwQB0xayp9feZn/zfk1kFBmxW9+OUvzp3ftBtiVa5z4Ep3AmezxyU9xuu/1VNV8BlaBuN72MZ0/kEmOtV4GZRdMbI8sJXgjWHby0qAkdjElAsacEEIh3sPshi6dTMvoH3ms5+G++EPfSevsko7v7lllcrbc8S1flyBn/Hve3NzP/Nv/btzVy86N3HRJ7d39zyysv5gPF/m0SLvA3pn35rPU1kjr8FaoWcBZGAzjwPYkqnQJHDklAZTHTreao2ql7a/Cpr5ISdqztRW4tTZJ+c9cFHopIuxoupuO3aIYleEY2/lIEOg3MK1EQEotWDi4oItY8OldvCuVk9ioiEua62a9tESj5ScudFekySS+A6eE2oEQ6GZoiNTTDOBdiaFx2TrsVKbtSXpPHhpyuOlNkNGEv+rXd+6AdO+ajPRIV3ydKDp1nXzm0t+5YJTLmah1p9c8MkYbkNRxQgLCkon58+PDvFhX4lz5BS9Je29ewRAWmdyTVd22Gx7x3MrilWIbm8IGAYt4QFwODQwY567d+892DngeYMR8o48G8RNNzbz8p23m2xRX33sopH8ileR6sUaEz2Ul+0ZsN/pwgsvfMB+2Wuvvnzt1VcIw81j9fkMwVZRJpTXr+94ZHChVvFz9/ZsPOkqAu3jl65cvHjZNq5fcbJZo+NpAqYGSnmkNJAqfXmPPGI4J1Bo64Aj2pey1NNyTqC24sPZaC4UiJtmbqmi0HKBqKJ6IIUIjuL60moAqEJDJAJLQUlxnJH5eRX94NtORsLuHqoRdBv4zJHyXiWro6MEDLIAmqwSG3CIuK5tnTPjSkk98ZdBxHjooLe8BIX7uyICJeL5eH85nyuRCAmFgZWpbRlc1UrJ0EmMOEwh0FQoybRfAdMutzKoYSShzD04iUK3DV8wmOSLHvIo1b98zlz8bD1V+cwFsjsI3GV3Z4fDsbf2oK7E7kaFyYhOCFfAWOa1u9ryoDXJc+jf/73f9IGGpYWjL335C8Z88vmIk9mk2CceiQ5Wvj4ACR0dlDP3PTy04UI1T/q9BB/Ktb9Tj+bnrlxhPz4nxNI7UlhgjaNbVUr06L/zd/7OZ3/rd/7b//bvvfzqtW1vR9UXXbySS8QXb77+4jdeevW1m0zztW+8mkXJftazOKKDgryMhlBcN6rbpUSmU3mkySOZYw8o+SNlRum0Tn6XjF+SDTyNIRu9mxJ4RmLtm6G5EpKMXD2beslgRqRCW1r5IVnThlY7GRBAVgZN8DK8kAAJotaP4xNLMBIse+geNZzbOOfKO00wlE9t0UC8BH14/nVDQixrlDKNOUvkNjjWOghm6SGCGcWywT50V5lOEWZSSMmvvDUJF3e3AFwRkdEKKmF6SsqswzMmsRlbR3kyTgvuFcma+szV5JWhjgQnTsMhkMAAQsdhCsIMY6HIWkcA0/8ScQ+94b095xdo9/ILHMYZQnS0J4pCuzf6PJmjByrsPeG5U35578FdDyD565//sR8jCfoSy/Wi0mkdz+M9qramSRcsTyqHnNvb3nnlJV9690Giyz/+yR/0IsR/+V/8X/7u3/27/9l/9r/99Fc/f+3Gzf/z3/ov3v+BD33kfd/plWam0hxzCRGUr/v+x9de+jqvZTzNiQXKBq6DWpmgHKmm8xSQzp0BYLgk0/Joi/HKLV0RDHpbgrdRmh0uqcgzVL09YjvFWF+xWTNpD3qjhGOZEym4qnhSF0ZIk0UbAnOnJs0TmNrCZdRM6LwcK4MKtROJPG2yCMEGZU3eYPTQedzCTUqni7OyguaQ3JWPaK45gH92QvxLV6iEaSfBeOrBarpQJuiVkOpyJS0DkWRAWn1mQp8FNwbG5qkLRYFJA5OZPzZEyEYv1rZeTzB7zOsUftmDlNVUzMx+Lp2/1Kbic7orwchhfcrwbaT1jbWrj11OF5g3hY+symmK/vHthlAxzg92uE0+m0GhX/vSlzzOwR0kv2EbwKp4Hj8GbCFlNM/ZiIUlrmae4Pj62vK+UrHZY4NP/sD3X/iuD/zln//5K8tbntR/8atf/LVf+zW4H/3IR93SC9mdrrKMZR4mV6JdJGmFYhGt5vUSU5eOE1XmUkllj0ItPFwN92qK2GMfgEsJBnC1xVUTAIRgN7gplAsO5N70J1aZma83YvMCq2NjRy3KbVj7J1ZwBhJzcU2AC4zGXN0SwLXhE8WrpQwRgRKucnxTQlNKWS/+yuNh5ZlUe/8kfwU/Tpx/6bDVN+KjQ69W0NK2JPJS2FVXyUBgFafLRvJoPuzrE9UYZcVZu+Zkzh1eKX04PfbT/wn/EBjQbRNquWSL0nit5Zqn2cj6HBw3AsPxUXv+fe8RC7JyqnkMFHTUgun2t5oyeSklAjNSuJo/0PBrOXpyw8lztSaIXmYQxxlbl959sP21L33tA+97/wfe9wErvZ6xaYNASHYUXL0DbWIp8+u//utzO3a47vtNR7tXzzz5DO9MUxcWjAmORVobGRzFY6Grxlhy1Xfwy7rAosu5+qQPvSdsZMbFGLy2JWcNmm3nxpEktAFJiXUxakSSpygZqbmH6pgUAnDnSqWtxoZEDaTE1wlMgekqlRRCwZp+dDOHSKCAl7h0O5/QaAXpEIyqBiabqhwHHvljqjZl4+ZDE3HbWDi2eKMy4itqpeIVaTpDIw2J2Yhb48U4nZgQy/eyga4ELdL11AG61LhquArKgYk+j956keRxDVEMBhaqEAwoDnee1Jan7qTKhIkZnn7maZoV/LTHN218dHXljdvKtQaW2ZRHTYe+Sn2wZ29IuTbB5ZY88u692/nhO1v3CzrD4s1b+TSpDztbSr/w/g/v7+abl4SW6JGj6xJMpSXCpELr9551FcGEZNsaLLF3svfLv/LL97/+4rknHn/f8y+o5VfiJackKvbrq5uf+8LnhduFDCj5NT0wkrWYmFATsOGIDKMTVlXYWUbUpKTzECV6VFt6zDLCrT7pgZPCkid674yrBKapUQ50pJUgSGzlCptag7nSquHIlepiM0c7/fi5WWz1Ks1R7qUwWPi2YK5nw20vGasPtCTNDgzEmLV6CA0IRi0SITtjCmg3AGWjQMJkutKQ7FTQfA7angrDugPfCs/4W7k7Dyz15EWAbgtMTFsyA0BuM2128mrwy5H22A0y06gh34PrqW4245Vi20AhVP5eI8MwrxL7tMEnnDzzWLp6dfPOHa5Difr03ddfv379dR7FWMKr8UOEe+rpxyzTj/buv3HtZSOsr4NurngpNpsm2ztZ5VGKq0X1ru+2La+tXLx0++YtHnzpymVkU7W1hYU22/aC5VsHugcBOr6KUn7tiq6tGn0p8qkrT75489rf/Jt/0/PAdmjS2pzyGriFAg+y8cQ7xWDPZnmGz8uPPhpfKZ9JmJTSCw7z48RY83J0WhtEkjpfKMmD50OuR0vxtpa8AHMJtVgw4UdS0k6p02NZwqORWChqsusEIIMvB+KOAECqdWvw4igeOEFptwMpyetjWa4V8OSRbtU2a3k0CeCqkGy0KiLI27vgOIZ+vcfs0FfE1Pr6i5JObltaOpFxHSqwlqupc7bGarwCIINDHLInS+6rl/bnHUlKKVHvzISVeFLIZvNy2O2YuAwZHsAn2N59vUJprYfHGViWL5cuHV+/cef2bSMUij6qIZQ6w5Zm+0hWZiRHd27ddJjDIY+NzTxYomUkhEM+V7FD83L4Cjq9C5n80rTSygwYA4gWtn48RzJmsFwbtdm1gvIFqO3EWkypwxLqh//cJ//Kv/kz/9X/8//+0otf/4Vf+M/tp77nhff96Z/+6fd84uPQwbAun+NOwqorRokA5Mg6KAaWxDpBwi2pyMauPleT8jEKdp4XqpXcouxWxrCbxWcpCzwifQVkkLV1JSFICaoY2W1TQ0GJ9KhzL5YJer+5ZADJOpqDNd/SIiXycOnBsrI5FrFc0Jf0Hg4hqQVPgMBG1DygYmtXSa8mEprxZqLlEy3DgAu3qblO0sokj72N+PJXhseCvdDHdkLBXHl+sNj+e2mbjmm4wOIDLZsMYbSOHlB+6whqcPNheaSlpeWEEMMKHI9/nVdybg3Ruy+/vHXuXMbl8i1tMx6h3gHPWAGeBviBb9SozR6LQXZ1L4fmVvJQBzAFmRmR2/F7B6TJxMmcAJGRIl95nrZSmNInHnuMzb0aZU3lZUmBkIS3b9x0huTKxY03bm4703Pnzk2Pnf7aX/trH/jRH/rjT/3RV778Vd8duX7zhjGBfxh+wjqdOwOSsEIMuqsQkBPg6Ld3koqC+RcWYFiXSCVzDCavPFLWTF+nIq0GwmJdKfsmOUv+kOqhS76eHmNY/nnnquIZUpQM13XvcFcYk+cieWhXXaVlwAuXlNe2NC5xo0qdUU5QXxBGh6upAY8FanKhJTQKHuUNgNU2Zd0+76wUU+M9SBQsqbvWNRQqwZJk1actUsJXJgIJYgKOx401hSCtSSLglkEGyiQw0cTa0n0IdgIwiYS424Fr856uV3/6F8QttIhVC4N0PmbjJpTCI/m4eHnttdfoYnMtuyQYQFdLLEiou7148ZI9SOKWrPlNTsUkaDBeC2b6lTA/N8J19Dye4JH3l7/yRRNHoxgpTUwTnq8+IXJAwQspazDq5exyHVa9oIcRp/CsaGPrvJnTM0/nM7DI2rqHSDCsI15/JmTcBo6iS2CmA+Z/JVnTanY5iHWSwcj3UHm5jQKa0SiR2xV861SH5KAStL6WxXETsewtHfamoyco4BUiknCnB9rGWfDp02XhxjwzArQwcpV32yWuk4EpCh2G0GQZ167qQuXEaC5nBIvO5ATZMa/dLs8jLD1VpsWF5SrMgUTWtQSJ9rBoLjk+M3qnWs9vqYJuFYam9b0nanGW4YgMGDThujY1csrY7ZCZUnaZEo6d8bDqyYt3b+2gMD3n5prIZepURqJKydEvQvAYmsECAKdxy9vaZs2M01QD8tUri2iBFpFz5zY9infK4XD3Hsd9z7szHfSQMgvSpQT2ZacddCsn9is0miYKqKaetIE4k2ghdijHP+tX3pB1G1w/ALe65hHX7ZoWc+657ewj2pI1H3XeKn3cTtBGHuJDaUTNq5e4csbX973aeJqs+iDhMu93gYkWMmvPFFBv5IvQXTUWitT58sWMv2rbb1obbilKAinPfcVX1Hk814SrHGTFyoQNbPkFCl0VyJpdaGMcpAJHFwLuBF2JvFqxE65b6K4tQ9fK5yxzrfTJQxjm7Qzj4kJHxrQ+3N2IQGSaCyJu05K8hhD4Ol8xhEy3uIdmoeRxZz9AqVjb5e3xCALONS/PL/JLHPMvPU3Lhy7hAehbD/GhZSrp0wtWtoKcJz+13aUN2sznXFkKFJ2YMKBPMhGFM+HBmTByJSfPOLfp5Y4Ld+/etLlj8pov4dTApwNzF3kSISVD+nwkSkc8WXRQn6Z4GAV3szGletf+jRsopYE9TPUWukMf0+eefc/5cxd/9Vd/Vfl//0v/b18iNnD++I//+Kc//Wlu4duOT119/PLjT92+fs3PmNmOy7iWMWpUfbmjjuQ/CZcktdnfS4du5YInrRrSVhOiUxm1nabbonzSb5Uws1pVepRGxSESBIbHyNSrAyis0TnySA3f+Wbk6hYwsB67sEDQtRWlimwtnvKi9ugYjYhyQY1I6GFKdShIvDF215aHuVdVHKulIljD8EolCDZ3ACARz8dmKio34tQE02ESZpFiuiUyiRC+ZFOasTnD09AJQKUwe8u0t/2Abtith/h4jcFxZUXMM9oi4fgRX9HhoHs5pFa7iStO0+/vmEVl7l+eOkQU7ktZmZnVAz1th06J2ulvywCAz2mPW+Wms5g69+wWsOdJhtnVlTVtZ0jxFbAqb/DvHRy99vr1JeOJF8Dv3gS8u33XTupHPvKxa9de/TOf/F6GJLMnanBxQdZt4cY18WKnwSNK1y5qQ9sGVI0kgqgEELBMqx4dbUSqibjKU65EQrUVtnW0GAwLJa6ha31Sr8KhBotR2+3kwyYpAriVoDSYEhmpM1iXH+bSZDFFZ0qN23Qaq93LlSGgUBQYVQRWKBXlMOVxXeXaBFVJQ2H25BIvXfm3kByxSjAwbdkQqdSQIWJxk4bW3Fdvr8AXXdncWVk101CVlWPNWKDmrbAm8ebr3TptkOV2adxvIfbkWvgsq2SvR+RjBX6oqWaBqN+//4A0bYzVDR9v2nZYzZF7itVe8IbfO/eimvNXcjSYVB5T2UAkAEG7u0dxB/lEgsKA9IdGavCyCar2wYNtgZnP+eyoMGnhD/L2vbulSqwW79x64zs+9Jd8Xe9zn/vc888/DwVwk/KhMs03F9KpyNlTTz0Ed0QyUNSefAKCljBYQueg6cwHMu/RCaN6BF0lCiU5DKlLUNGxsrfEuhVRVAXG62A1TdeoEB8DDwkHxPqjyjpJtloUR5EaoFngCEWeaxJDvqlRmkjhZ0/u37nbVgAjNan2QnlYChGZqpp4d1rgmc3Um3qTkAAAtxgQzQP0MXTJlX+JhxFYQjyLJYoa+1hXIV7Dku3v/OgoyshVEweH5taSqVzwbMnlwMPbz0Gf+pn//U6eqecQBrFcuYJ1ujG3W0Uv9uxwlUKoxqnHr1y9cvGSfUdbngohpjELCxyL4ri6mMdryYEgg8F1pVZgGgZlNSslfSkG08s5YoPZqEMHupf37VczsNmCKolI4XKytHt//8HduDVeWFtZWyF5kcMrv+cvbHnLR5jA0QigCeQHQ5PENJuKm9HKmNSCTOyMGw2epJKQxPAlBSyg9j90JLXIduL3pg2OKPgHXovaSMBkwHSmPQZAl6CgdiBVkUZJQ07lqT0+ybKmHgK3SE2nFUhFkpWcf2Si5xasmjOIhyM6nVCWVMQjMc+rmvUIXrPH1GjohBQBssM+yIkIqQF2bQCkCrrKmkAmq6UHMlCosVS8YEHPBwK8aJloXyPTUUvelOQXNjMoEf5tIyhOfnrQURPw+mKcpp4P0QJ/MnNgoW583vVZmL988Qpp9mpXcvNd79579dXrt/J1RccUgRlLcpKyxjhvSFj68CoCXrmwRR8c8XRuZXNrdX47YUYzqMyzVQNXmlTa7BDIs0VuMqxvnNPHs9I8yjYeCTWLYI65Xt24euHcea6jf/XDT7WenDhaYLO2VGzz4sTh6+ikumlJmCBKKVn6md0e7Gc5WINXbJAgFBckGODqALYIY3sS5t2L8gP50OfXNSm0gACvdZMjNgW34LUo7KpbKu8UXkUTQA7eV+pCV1ZGXUYtV1fJTVFoD2u9KaQQipqEIU/nBW+QEzWQ8qhopgWzpQDABNtqauTQSfxJLuMbXAnj6l4wD61om7InjgEqgp1Bp+emGuShokJvTZBWSpgQggVdh5bms6QjRpSmowqe4y6yDgPknRzULxxf2NyiC8gYcClX2z5+VCGZOrZjgby1kE+jU5M2MIaMZfvFC5d99cHi/Yd++Ic/86eftWHuJRAPLFbXtrwfax9UU/VXfZ1Y/JiQHhLaBXJreYejkQqMjAbobZ66rs4lUspTSoDq+zDYFRH9p+y0eOzjWWbngr1fAHY9uO0HXO7C+tif+djGuY1P/fM/ZCe7TmK8HuidNG/exWZ1UJV/4ciGiEsYZW9Iip3iFgpxlDxuNPMCzBkp3GMFnxNqt2jPU+4WZaIiwDD4EtUAQpPK5UnVzgoATfRlwBvfSSAvgZTwGW6rHGUnr9EhIXcE0FyAyRNSJq6DTqENt5VX629DusaTav/VFXatl2pKXXZPF43P8KRQ7lRbTEJongKhVujh2BK6KsHXNTJUxtV3Ef0sluOqRjCuryTzKUvkOirlVtJOk/POq0L8nRwU9eYKSQyhXyEKcr80DJn5rZmefd/7iGNbBwAMJYxhNWPv6crjT9iv8jPGq9/4xsULV+DuHeaFdzvsiN+8fZvzPf3M89T94osvwxIy5P0qC0jjuDcOrMe5LzUoUcWK9qSYpDt0lzBfPMYmol+HmT/WK/jSb/3Wb/zcz/3ce59/t2jNQ0AS3pX3ULXwWZ6XIT7arLilsSyBEYdSgiYhOWtuaudcFRh3fIsAfdvXaLM8OJ+18hJ9deCpLyGlP4PRFuxYyLYGBSrnlEp0gNqUz4FILW9PbV7YSQhK+aRWTexwzxBUe3kahSxqUoO5Rh5uWibXm/u2DYodYRrG9ktzce0Sfodg0wmamF3UXBFsYfSAyDz0nZSJfi1YA5tvaVFCYrwwv0AUmMWcSrMViH7VhEnmQNWXoodMUhMH5fNMSE+rbZPAvWV6/Mf/U890dB+JlcBAzgcjKkO5rZGXvvxlP1MpiAqfqmjNLiYvxJj/wfFVkEbRV9pOBOUuaqmM6CJuD9PlYeYri55gsiIA80gulcBfJ4aeeddT+KLm+AqHtoXEVIZyEmqVyZGoRiuAgfXYSgzhzb9sNXAfUw0/d3LxYoSvyNStQBJWDMtUZS3laPpfJm4zmp/AXZXaguGRNIMwImZ/JO+e3FGTbChTSFNwSwDytC8OByLHHhJpmyM2lWD5O+CWuzAA16NJXMSIaGMMV9BBuuLoKv5RHS/UsxGhk9pwzALImN5zbpCSWvAhlBA6nNtqybsVYcFdymOUF4s0BG4hZg6Z6RIdWAKFRKa/fjOIOxJJvp+53Per2LXzxbiqIlLJ1qwddS3Kdjgyluoe7xRBI61Girt6bnUam/v2sBieDWz6lAKzscI8JagzIjnDQhq2F2Y2z19w1sP5+xisfp7L4tVR9nc997wwvHnuPMhtO+m7u2IAxNJPnuGidt95pzsPvvb1F32C2cEUgRkAeZiEf4O/vJafX8dFg7U0SqlEG358yGMnK03TDP8AmJhL4hawnQd3rMNljM0curEw7cx0RU7ci7fSQcUXVW5cNZzkjSIf76nyzD29c5jOf7YlycAsoUVtKujy3g5LjKnzztDBy0sDtRJCXpqYqu08Jm1aaqcTwcbZVs1peYDJQGzbo0hqvujRjPKJSHFIs2ZLYOXWPxYPCQNHroA1coCspxYpSdzPw4XITyXCD5h6fJSAKmTUXoHd90HsGCgfudUnuwS8oxoKp2YqcFhUW/TErOJNXYC+c9I4nswhNA+m1z2M3WJea0ew9FYa24tzWdjWDxPqHB42WkXyDJ9xccxeLa/CyPcaPEP62le+8ORTj3/w4x+zl+l7eCicP595bQka025aBNW+qXyaIZ0e9axOllP2++NoEol/6zYmhTp/5vw1dPby3yq+1HrisGlegdpwcDpLHE6jHFHo61sxczoVAeywuNa//FgkHzVDav61KCEhFKmN7bYTvBqs4kNkRpx/6Mk0ADKDQK0zAMOlunKMPLAlCdbgi2omG9EzzvW0kLNAlLo2AzzvqUO0IHMetOrl6RyvBPx6aNLWCYzwXQOgvBRFlhciiNSUyIxL3wJwNKW3NrPLX6EOosMD+bUBbiPgRlL2GmSDaOHpl6Bw7/klR9QQ1YGra1j7V9pU2OV03JK4Qkxoty+evkUrLFIfnA+Tt0nk1k/8ytfiuvNHGZShosVfRSNiESI/jLTMwLbWcqibaiTK8lNrTh+/8od/7NanWUW+kwM/veVgHlLzvrhk7+n27btGv8XDzA06Gd8Q8RETzsfJwOj/3qhRq0kih0z1hLyxQBKsEaQWQXQgMX/sneLn3vMeWL/3e//Mpxa8IP/Yk0/8wi/8wk//1E984vu///d/5zc3Lmzu3n9AZUbe9g8iDejjH+z4aNwzI2p6qX7dYO2CI2D+MlYpNPmJICWA15xovyYJbiXoYDzQ48HU6FZbYjAfvFheiZ+FYgKsv4GHX+tCeZy8ERQqlQBIzTE0y5X9ZRdkXSN+EXHVXoUyLQ+OhaEgJSx7VmsRcXS6XR8BwEfrAJgxNLwSHUdpL3Vwyi9IDW+3xky8s+qT55UBTW+PtzQFjHLsKyMG5kMETbZSBAtqwvmj49oIM/w1QvqCgzWS54m8UweF5jUk1Vk3LC57879T65MEvoviULkX1tD3ES9OxgYdsUyWAe8u5fc2b9iFunX33v1swWyd87r6+QcPvNKURX0GDBtjc8NLzHixmStcMgCwieYnaw8O81pfWlo/rM0ckcE0dy+rfgdYaNwzP2ft/pP/8m/5RPlP/cSPvPL1r3rFnlvoM+hAt3ETNZUDDm2e+cM7ywiiuHZH0R54QHQDqq+sHoNVKqsoTiKzpqkyHYo9Kqw2ZNpYYV6h0YD8MsGpRzsTf8DtokqQ6nJzA/KDp1IlkFCjGVepb6HpyfIyXYhdAzdF+a5yBdZVnQHfslFOAyuRkZQ3TG4gRd1ZobQD8MCUt8QJrsCHvgFAF8ClMukM5NcblcnHQeuJa3p5ydzyuEpBe4e0+QP/ofFJHz7cS9zNwSrDaH2UlYJIHkXY8Fpe9Q8bEgHz6qWQQAgietnXu2lUJXaaGNS3lbNPZNQDaYbAmWhfSf3Eef3eXL1azoeM8hqMHStqWyaydmevXCGPIf7kON6svgdQGgOswDLfQ3vfLGFuG5/PPvfU3I0bzhfxGIsqTA1HZBdQKKd0EkNKrYfuG5yRb9KfJhglo0dylPpAVjZ2JRWCPSMMehms9iohx6IAAIORZ9T8819pCZ2uleGjYicYQgKGAibXbH8lEhJAebRUfbUBQCiciCgE4LZXPyi0W8OV3KptePkpYaqwHVohyG4gXATLE4ceODAtweQryIHVtTSkGuauErnJIPL3LVLWPFDwKpo0Y54e0SMPNSrHe7CADamcqbVg8tOu3ySCwlr3ye3bt7iIrwa3BuE7xMItHT3NXnK+epe+kqvh2KtA+3vmAO78GoiHpfQi6fcAfETu1k0/O3lTZBU1eSfbdDB47PELt25my53Q16+/ZnvKT6a+fu06T3XeORPN0r73okQcpLRac10dpIdSW+4JJySRbDaZkZhXfPTj3+P2v/mv/6t7d2+e31jluPweNcpDxEy85tjRpBaBjFewdDkSZzWzFF85CdM5QW1FZ7XeVizgUjodZFCLBjxWrsl9XCdBIvHBZbhqQjGqdYxjaTVV1YR8Hbye5cJCJNJUCmY5Df0rV0tXxJPhqfKg0KQ0YJTJz7pE90BQUg5YhsxxERG3PAyYKuXI9jX6LBYyEo40r5MDk+BKnXeN/+lgruNvUViEoYUUwdg0MGMEDZanX2UZ8xhdNK/bIdZdPSEjNxqiGNkeUtqU39xBgfOt8Mg0LN7N5/SYKCX7Xx6nnMmdDYzalKY7Z4q105FQ6/3bd+/yyA998CM0+Oz73+0LNl//nd+Rf3p1def+yf7OtcefeNZgq3kKTbfoohTnWYWmGa3yzTdJOTNENcfHQun9eznSxVbajjHVONKDNf/D+tLFcyYi9+/e+jv/t/+riOvHgG0zEe/VV18WA31Gkq3TqhyJiWczZJHJBl6mbhUvDbuZQ9RjsFYZMaaMPEkyDdA3y+Rgse5grxZ9qasYQOpbDoQlvhK+2cQtv+QTGiGvHCRG8ubgKFg5UfWsB8h3lEJWRABDG1DSmWtDqokgADIuUeK08GE8zkGVtIQg5QG7koQACZRxtVwlYN2BG74L0WF2KHEv/5ff531xLaguMXTR0k8XZgtAZbl9QkH8KDLo5+GyOL+ylscQ8t/cQefuZ/HBLbD2Padk8qxrRvUzHQukr5josDLahas+qcHOyfnFhRs3r33xi4unX/jCK6+8nu91+dKoSWJtswe85GXg3b3uglEroZWkNs0WHvLCJ3uwgUcDPk4WL6s1rON5TGvBxCscY9B/iOqV0ldfetnXac5vbjz99JM2DbzM9GM/9mP37tz53d/93ZU5e5OnORibYzVMkZ5MwRijiWNUpiz/0j2rORqV7tEWypK5Xq0sAXPhbV3V1yaimW0At5zAVSs4kweqKa8IJ6p0bTuxvKTWlTCUgGCe7BZw91Ll5kbKpaZPG3p43lhqe1cfQIEAaRg3SpviQ+h0G5tFS6VEhOgDBGbndjBqBE9jVYFxC7cpyEhdrigUeEbMmP+jw7F/KtfmtGRMhnw6ZPBQDkGt8M/CP7MpjSUeC9LSN3dQe41A19fO7R5uE4IMNICuZM2Er5Z47d5ijWaJm0MuCwuwuEtOppTe5Q8OT+wG2M7Em36RynH4+SUDIZkqKsctkKV0CpWH1OpjVqqDIZR1xxKPhWFff/Kr3e96+inRGkdETHP9+o3gvrt/20/XfdfHvssTBDHKWL/gdx4cevIYtn4ojBYO8rTKueuYv7c/HMIF40GI5VHMWMrL30oys3mitjbpWlLlVuvSsprwQUoza9xUBZ7qQMo0wW4dgODGsElqpdZA3zYwIU1jmk5fgRX57HsUUrB4Z8MzB2FQaC4yOHAivpN5ba0QQDYRtZ1MAuo3GBxTyL7P7BAPpfw15Efw/K3G1zhQ3SmS4FVtCkP5qDKBstmRJ+foctbCiePDhICIwVHyE4QLXgpezM9LI2PhM+vWofLmdPEn/5fnLzzt7feVhTyDcqoo5swGDJbpvkGpCB/GNYT55d0H9+6na3ilvR4w0iMh1DogVydWwHLkoEvUqg+AJCTvpgdbGj1aqWrb16T2xIoYHYUCsPX42kZ+QdWt6WwN2ILgiU/e2fJUgnL3QruNt+/fdlDVsaYL3tOoFTH63dOgh2NP0bSmrBepLJg1hxemgWySHjLphxiSgOQ0IYVwEVVKGBVZqid2gcSWgRxDWt92bdiWArFryp3BV5KfTWgiqoTA+W5IzeKIhHITR4EkPiERV66RGmSARxb+hiBrVTdoLiTpdjUYYZlNB8XN6VxXN1NDrEdhtah9DWjNO8EkXtVYwzfiw1FGuLOoT1llgIrbOY0ejQ58K4JWUEu7GHHZu+f12gJGaH7zCIoWjZtYRdCT+Y3NrT4+UW0cRPWrvL7rQCnas3uw67klHlxEvBAFiRITruWrGxDktZt/rK1ucSDrVPLYEFa1sb7stXK6Uas12Q31adBaHumc6GhDs+whErv1jSW+62vL4EmIuOOh0O/n1Y87fnAMi+397Y3FfB+aVN52IoaXL7PnUA4HEdmj/KZPdF2OrkOHUR4G1yNlxwJ0GjuQNnJ5JcU1OzDpTHWr+TJTApDami63t03scAnxxoKf9dXcvuWXyUyJxFBtHpAohEjmn/meHi4kNDrWxrPZeiapHTWBoUMnzde1OcqMCUQ6TJEMMBnGKkNw5lhmgdWEOvlQHxYO95qVhu84+WmsoKeHUf2wuWuCw/eiz6P0W7gryzm0lViQmWoxJaSVqUBgQI8TZimjvR5vMtDCcr2kYGsT5Xc+bjeJ7mH31cvn7RwJKrzBcKkqrLzelq+v8ENy5dkJGL/bubV1nhPwSb7dOrJw3jp3EQLH4rh+BkDe73Gp5TcPHtR44AwxC+3ma1Io6w55Sy+PsHvClD6t5ZY7jOR5Kf/jfFcvPQFGZmcve934omnnlYO2H2B95HmQvpiPuK8ezu346DwKBPDpuYPdTBnVrm+uLS5fsZ7z41umCmhC94YTxfn5kdJrtRjazKApr+HiaBXH8EhJZMACrvKovkKafGujM4AN66zASpoGqwU2XTVlN0ywlsVRHK7OCABoscPFMrj6FVJ4h2UxdSsDRW2qKnXGtaJ1JJQnSSiPMKFWPa3p8JmIyp2rF5XD5ZglAQx9/lcuQXcVYGWSdPp6ovsI5a6sbxqHI2gRvgYPjl2mNycVO9kjo1mMaPoLUpeInb5pMmkTkzgfZ9w2dtd62dDmGaYFvnJXXmv81SrTSg8Y2VheS2j56uUrOrqfysTUYzP+p1WiLL4sl4Zm1TUshmBJiLsC0GDa6Ywr0QmNgqkkvpzPJ0sEu13+We+KYJf+IrzY7MhZJD/avPPs089g9Ok/+WPwVx677FGtR1Wf+MQnWAUkIduQYBAveaJx5X6/IVsiM0m5ns3U/c+ARkLofEFGrYkNyZFtJFXdhC5kubTL5lz9A+O2zYm154AxN/+r2W03JDTL22rwzHv3Mi1wSCXFFydSqDXrqjq7dDNVNTUV0KVBwkxkgMTzCjKbId6j0rmUA1bYtDQNVufhgueX9ZxZ86PPlFRqIUs8cTQHLKsptB1SkERR6ukDISKXxL49izjntQA/W75RX69scu9wtTvDIbgUHmKVAeXiufN6NdWbRKdJc/PWKNxUJ0v4ye7hgk8N+qc5ADiZqykUN6KYi+fPRxmljklfLUC3P0/A0zNjv/aAtqIXiwU5D4e++MUvgtcYRND8ju/8kFkpYR7sPHjltVe2d7fX1s8T6Xd/+/cBoJnn297v27f9OSxc2p8G2YxRxZ6PdrTAN5ar1TeTqiUNOr4x0pLMqCs1PhicIaw+WW+QIViAK4GXsMOLz8mPAYevw/HbTYqcvfa1C8vGuDuZ0QePrUaVacNQlcJOudXjzftmSiCC0YpWmnzTQYEs8jOUE58msAkyVCOfgtg3f0qeBm501bQkqSqa+eYPps19QG7fdZP+k3icVb1dHRJ6MG4SbYqVzT54yxveo/B7PRhZPaVLRDb+iuzQLULn7dPC9/37jz/+5L17+eBWfkX4JC9j8FSpw+e7nnp604L98NgpdAf+hCjjL0tQiuUwGHGQiGKFdgi0RKm7PoI09No8tB2sQj1xiA4h1ERcI4vrl770JcO3QOhxEemFUvv2k164hVaBxx2XL335ZR93aJ0aRvkxeH2UZkNzfc2cyNwu07tKRCq151tUqjIHqnJzi3haR6YKHs7BqGm+NgE4HSdRwqC+1Ebj6ExSISuPQDfHbQ58CqHRQfeL+Fi8oeaXJKQfokKpGaNJeQWt8utmVHLlAlIq1sOUGnekpG54Q4Jx2+zkw7hYz8CkDyrTjnbQZqTLiTUSLDSbY98CUCgp1F7IXaK2+OcMsRd+/RfXdC4ZXV4aEpl0Zu5uIDLlNRVdy/JAauEZWmxI2zSiG/BNryIo/ZIDpIzdIgHVR+fETj+kRCBVnMOVH2BO2Qd7h54atNAxsOCfFzgP/daWfrOv1nvhOWUS0e/cMWTfZd2nn3pi49wW+TGyy1Fenl0tMHCJzvsl5W1IeqGRVrfmAXAVO6Gb78hrdlTjdj8fVGkVIKicwKoaV0kmQMJAvDeRI5T1N0966yFkjb760OCOaiVk2XX05Czj2mfaQoioduVttkHM1N3i2Eca5IG5lWTcqgPpbyxkCyKfJcyDnN6+xiVuUtMSV3JDLBnSr5Q0kZaqrwqhK2+Xku/Ut2BQaBj5NsQIMv6NdOEigXR122IjQlq3Po4kYMkAkAgfPWRmnjWEqyrkzPaYKotKzrKScn8z9SyTGVaW19b9DEsem1twU0jNZL5VB/Uz3R2fiMjMcEnJ2JcvXTK2moASgmStwRxfqyfsxBJ8hHWGFQJhAfNDXtZJn/yz32OwfvDgDrLelVCuwRsb57SwtcBcSkx/zRli4JpiCp94ab9hFAtm97oFsJ7Rln9knkowk42nLq8/duWqTSVWSkDrRywldgl29Mnv++Qzzz1jHMjeX+kXzY2t/FadztFWt4yRSvO5FBhL0HhCDmeLwGVCVW1V+pGH3h4jr6Q/ZW+9ZWMDKx2HkCgXwbiRhJQm+IYQeOOFEiSV+DRz+wd7IwtFGWUWUl/CGrpra6+F75KpSgaia7cInamKtyju24kOYDAI1kCT/P+nvXuP8fQq7wM+u7M7MzuXnZnd9d7ttb3xrRBjQxQuBiJQFClUkQqCNHYVKoSaSFFEq1JaCeWPSkWRWv6IKrWVqkqtWtQWAoFCIU0wTiEygkCxsdldMOBd7/2+M7Nzv24/3+f8frMDoa13adqE5Hj9zvmd95znPOc53/Oc51xfVSxzEvOKhGNiVCslQP/WW0IKjpncdmu7kevm8i/ZIQ0HrQcbGdq2fbh/eNC8GE2pV+TQJxaOaar06VTw9DIduoFgs6Ox0Eu+CQMO+gzTYMQ89SLfhVvo7OWx1B12OxZIpjLYXD4bx7LyQeLZ6Ww9VlrmKzqIK5X6i7Ci0uyNyDQnKdDZ+KTzdN+KasMo5qEW1iGSThWnOQTv2DV+9sxJButzzz137vR5c1h2D7hZ/MLZM88f+dae/buM2fGKmSaRFCqqLTqAdGQUGXXg6G96ojAGlP6WS+yqYImY2dV1EWZ0OTl4YhsdHgmNbIBcK2tkVTiV4816diSgwAiKz48CeSbfgIl2TCPkAtguEMNWF5GxpLpg6nKVsoRstS6pmmtvW0IhPJ34mOxaBQKbC/MbnJg1/oy9bEbdMEePpZgK5Rn2Gm8Sg2b9iIVXuPTUIeBJvzmj96z5AUlUn/rinFhjxbvHqNdmhkyXEnmIR4gvxxHZ4IBLvtP+OqmKIRBRDBAxA89C9Wp1bqF1neoAB0pVHFYXtmpVOd2cGa9L1y8pGAnq7n2fyHcV+W2XauVMms25VMelDOLLQmQOfY1BHAqJaWunsyfevJqcOutriJSfyHYtuT/sxMmTdx3cy7CIrrWs1Z+D8BaqEdRQ1QfAKUQ8gabgOD9TCvVdBmCrpBYndYKxjLOlpcFo1sJ1Ibslj/2q+nL0gJQDLOENKHiriKm7lRz1MH+WfrMlpDBicqIfxalCE96AgggGUHN5eIssvHjuwqsGlOG5kq/HqVQd+grSmCmrKVOVHH/LoiVpNFuRW+7tWXG0vVh3lUXybeMK4x9xcIdrf/kjtypUlaQu7c/nwXMgKccoHLKocvUNDol2dWpq1x13BF3d3Q5MXtkpCzZu9Cy/XA366K/9c3kghDMFK44jMqJDB+soQgmJcDgwuNTI8q2pYLqiF86UEB3IgxWdtQYU6PT1mV3Xm0tLj+r6I6MbmzOyXV6249h8u7P21jNFfuSRR2zdoKzFNxJCxIfmnYzTVBgbWgVH3drwhzhO1IEGCqM0kbNymXz3EQ8+Aq47mnmKP3Wbu9Tyr5aDW9pWWznp5J+5wjJUCQ8WIsLM5KuTzTQFwNkexiUkhc37VlWJlxrtaOWq40jMGKJUb8WvVF1R5QeuiLp5mv3ZWBWCAocCfxEPNLn2SnjzK4gQbkPMYrhCWjQxUWhOzFApx48Bzy6RmF5+BtfdfU9+tsBuovwVyJWg7RhOEchXLYzuGDUqctjs/JVLw+Oj7nSHgaHa7MaKo8DZ2qShlVrEc627rhKmX64GlSX17ulbrDgOqyU+hcQiGFkbsCyvNEzcLT22Lc95Vf2UZRtyMiVLm0YRCoczKFSXcCMOvILa0Mg4QwXIxPnu91+yUZpiruFOGoaFN1oD8qhnbJCcfFWYLSO2Kb3+sTc+9dRTNkGvG6NyEZPSMt4XE825RdfeDuY+JrNO+qY0reh+lLw1QUm4CCpdZFrNrGehZ2ktO4mcFs1kP7zZ2kHv4qB4qCr0q4OM9epJRZkJ6Civit2tbz8wIBfPUDb4iMZM3QtpQ4OiHXyUqOuVT/z1przOH4Q0p1nU9E2j3pqKV+0nUs3jWUyu/+p4EBC5vQoxZajGth65eTxFKqKix1V4Z0DmpwFxJaf2KE7Tg7afpfdr2WjSJqUDlf4Yhyr3ya9+aWRrdmDu3LvnzMULo7vG2Kk+G4xhO9PEsWVCV7xv3wF1d23iUqeF/TD7P+o3blSwygsVfXc6M/rd1vd8i3G9PABbeApgKSlPCk8DcjwKFlUACkvzc3t277v/pw4fPXpsavJqTJDqZz3lTBfyKDaanHy1pGaDmjaCJ7qDPMFaTPryzW9+8/3332/3nZ79jW98o6UmgSjALk7oURQwMGcBtnR8ms2NHgpYKYjs8P2HRWvFcsiBpLQccXjkjh/J69BHyqjAtbWpyltvxWCS5TtqVl/qijZJMM8lIX9BRVI8+CnTm2QLPesw9gopCSVq+Uqi8WSbS61AYqnR9LZALGn+CW40W6r1rAmBS9QNbWWjP2Q2OMRl0QJEww+/CjAQvfmT7TLApDcEyGRNmxy8SVNrC/eZSWJGCidMhFoE9sTf/pvvfvZbR3/39z7lHA7doX9nUdGgL7x4vD7wNHb69NmXXjolXzpL8W9Bg7ovFiEpWUdVo9kBHqMpDdqU8+bhbcOQQYV6m1FcjTPkQb8ODQ5aaIIzGsuIGbBmZjMIcDuDCByyStJokVETcROWJXRLDNPTmcaicU2FiowLLUxTY9a89rWv1UIAzmRvFuKXlsTxgZGD+/c/+dRXzMvaJb17z66+3m0+061Cr1y5DNzjY3dggMOSmpB1unBmGUtYeVSTOTIL71nshoCah6+MM3zWE1Gohk2BR8ARzru12/zioCM/zshKUj89/ZRLK5oQwgFBVkZ7y59Fpi6kROYXKJo2k7chJQKuNoL1ByAoSXMteStdNyx/cejZ3jZPeIai5JzssNfi+Kleat9dCstKkorT0wTIPnm7pcEAtZQRVaF+hHqJxfkf3y9gPCmCM2pve9vbhA87amYP5/CgqPv2H2zaR5/O7dqzz5D3v/63L4xluWPbLQAUo5AHIkaMyjA/s+hLr647cucHi3BrvguSmzPEIeuUyvy2qQe94o0ei6H4UzGYyxhixSAXHJ12MvDplwpZr9TBSvRvLF0OBaTMPqQwdb08z+mTp2hc4biPPDZteuKJJ971rndRn3/8pafl8vrXvhZYc1R/wje7Ot97QG1+Zto36I3FgAtLrQ4k52D0+vUZ3/+0Hqz2NCmUm8NMbg0J1FKpHZchTKCToGLVX3FassxMZd5CHdOe7Fbrar5slCqXV3vyiM+fCesUoo0mE6Hho2k+i9uxnepouSwIpO6N18vnfvQmNHSk4gCx0RTTz8Za8/spr+YX54citJ+S60b412MSETY8mddhNebPZgf/9Zw1ftfLZTscrpIkGcqY8ZnBZCE1Qh4qvXP8+AlK4eLi9L/4V//Sv7/xzl82eDh69CidZZXn4YcfRuTpr3x1bGhkYuI7E5fPqxGjDsBoqC/S/6fHrl/6QH/fEFWSo8xrsYRwT5rkDBbbh4e18clr1ywXCW8wbUX1XLWDtoeKHcmFRquZjsYBhPlUGAokY3+JwpMjNdlwSY7IqgNmKBMUKOnL7dvHHJM3JBKTVUpfirB37/4jR44d+dYxJUCEfS1Cq+Btffmw5+jwyNS1q5Jw8oiYdV6uIcls8uZR74e3yyvi5eqJZ671TTjhWognn3E8A2f9SiaBakLyFgeNZlO2SgrNci1C9EtqU9bVHaY6b+qzqtzNW/oHzLHlX+GMQEiMSwuPGbwJOlHjRFDSxkDzlzxTrX4K52lPP7mkqZBWovaTn0AkNFrwD5KCyXIiZJzbHWl4hYiflE9J0S56Isz4Jp4sYLbmVih1FsJ3s+rK2PHh7dcXp3dtGTx9/vT3z5/0QcBP//6nnfW9ePnSH/7RH/3bj3zkC//9i+9973s//OEPv+Md77g2P8Uwu57Pbb68zSKtGJ4ERDXGEs09dUumSrLRi9G2ZYsGYYcRXa20BOob18xD9UQk1vgklKTVogjQJj59HomTY063XZq5PplKWJh1cH7HWPYT3Qilzm4j4lITGhy5EJNw1GxbloLRSWWKoM3p0L999NgLR4+5qfb82XP0s2YgiyDS0LK+zUq/qVY/lcWEF7tFiWxCUZ8iQQ+jWa+bCtjSa5hp2UMuBlEMGtCM9uzWOiZbS1ivzvbKT56WaVRLNYzo21I03lZYpzE0iWGyZu/zER+u1TQi8XfHzjygQemqPy1cG8uNr91LSlpk/DSW/JQR4jzN79moVUAHuI3zZEmpW8rSUNssZg3aHCZGwStl6Ty35Gjk0srSnA/vBpRZEPI6A3fYZRW1dodIvu/d721jA4q3j+u3Rx48dN+Bew5KQo8Y1F5fuM5DDb3p595898+/4S2/8PNDvcOH7j6sD/RJt1vo4pWquuaMeGZmckmYUQimzUJTY2fOnKOEqCIzSBp8U37CRVO+ZmsGoIRbV2gPbXOje/+Z0ycO3nkPcbswUBLLXOSeTq8r3NRpSblJx4qrrVI6faRQJjXYahC0+QXcv/zHXzY/gNTePXueffa51//sI1b1zbJLrr/Y2TH+olqsDOwa37XYa9Fg5aGHHjD0YyFZaAyqGroyjxTVKHKVneizDoqUGlIhsjOv5JUqlErM1t54BApJ9118+4mmH42UsIQUhUSon14BlmfkEECTQtpL7D9feuiJWeXkZ/Qt00nnqw+pZWdJyLkRRMrPItnJQnhjj6e9bTHbU+TmwXN7KyTLjNBZH+jmMQBnejEttmze2sZw6hxNMbHaBuzVC3g0uyvnuXGBYRyHoGHewNahwRFVQLkopjUUY6BX/8xrDCG++rX/8Y1nvjHWN/b444//+t/5tc997nMzqzMgOzA0um147NYAiqi8IUDW1y5fITmlYol6gkv8pa6y4Wl+YXiQabw24KZwjanaMV6pNKWikKhPBie0SUIvggGaKpis7QluUvOUpDl+9EHTGU6L2iJHdrWXHkaFK6ryu7YOTXeCnj13+uGHH9Lde8vWMcyf7pt+6g8+f/+DD4iQWa0hd/BOwxhViR+50J2ZITA9EaUXlx9dDZSfVW0KHZZqJZasRVjXWLhqNU094JaTqj1LO1dtJpvAt1H2tiG7BSJFrweCyaEmBQ3W0CnUNeiHk3rrjxx/MJdi7WamNyUp1cay+LnuUPCKEHgwJtwTocWVJSvl6ouc09zWG5i2k5tHEI/QhDcJeM/my9yvTfPaW18+BeiVOlUo19HYFbnUs/Sd4985ffmcfk+9vPWtb40W61k9e/Xc0tWe3/ytfyD30U0DZy9dUE3Lcwu3BtD97/zApU/8zvXNk1cuXpIxJqph9W4fGzV+V7vgC20Q7F5jERRSyRVEISPTmkLiodjFpBiUPILQ4Db1vuIVr1hZc1foQgrZBbTUUsUYj4me7x1+7GP/WSsEO0/FZuVY4F5ctuXAzAdNncvTnIOzaq8NHNi317S8K8mX5hf27903dWiSoGVKphjuc7OzUbq+1XxYFmt6a2QsR8DKfqrgK7XgT1wg41kFQYHTLNMyK4JwLBG3cIdfDRDoXzUOVSinGjt0oinX6fBLGFoFjj4XMzvpms1iCy077IlsmxaZyIsfQUko0Qb/BinhMWrThOJQ8xSrfv0wNCWpeum8FaeFYEZCr9ozFDLeCSlZo8byDuX8q//SokvZp7cgwQiEBqZ0kEJzeCTFAWD92/xaLhi8t6fn2SNHz09fvzR9/dff/asvfPvY2PC2X33XEw6Qqa8zl8/dtecusF6EkJXVU2dPp7nckmsbQ5umHNu5w0UM1LUtye6MVfGx6rZubeNu5rZC0HZNrE0isMj69PGyNjsoa+ESZkrMXQzVV9qhxeNVFMaNbErgzFZRe1aVnA71PHfhvLvHJqayFsWRmrtGnn76aR775g3S3RY6uLXf+juW0DFOfMfjj9sHQF4ou6WSGcJTFR17H9upTvNlNXwhl+CYssRSV68Us1neEtPgWlm0BTmmDj3LCUHWT03LvxShu43XWDjLm/VWjqowtZhTO5YB0qGTSQOfrMUSU/5i4tkz7JXjadHyXhGKQznWT+Si6trPFv/lPHFCAnLhKvdIphERogZVgfK2ehGeOGXqJNPM07Qir5myBVMKl3HuNlDfUyypZGnm7v37H3zovgcePPzg/fdu7+k5sGPcqbI3vOENskb/da973T333DM6MHLu4rljLx6bnpv/0Ic+9Pa3v/3WNGgVdfPI8KhqwD7WKUuqmLxwoIQ8pEm9DQxu0+FuFI2CKwUMs7CFi0ltKerS4mxf/9DE1cuf/OQnjXIGfDF4aAjo19ZOKltWhlRdtXjSoVoMxaQCaH4e+JMjkwU6bfAzwKqdSdFS0Dm0bcv0ls27d7vKfuKFbz5DrIgA+va6vQdLlFHNB0XTJxdTjMGBwhFzViPMNSisNq045EiJyDTlsuelvkPVKhIa5ahQIpMDy4GdgqYVVXHFSZKOR/JgXrn8J05ehGbIYsdZZOpcubKdpQSFLM7RT8xqOZ6AH8w27YtyvSpa5avG1PFt+NPirwcoi5BGHCd+EoK3javmF6HFr59tgSbn8W1nsDVLG5TOMQp7ZjQ6I7YdO3dgPjTrGO3IWObOicUGmJHBvNJV6mZ333mnDwIurm6m8sZ37qJBeA4dOvS94y/uHt/9d3/jfTPLK5NLtzJRv86lIbMCOIk2NTk9O8eMi/4DSkN4Vah6IMYoKd94rG2XQlLmukhDZwp/u2ISLAC1wRb9563CC1cHrRrAhPI0w5o+xe1ltX3OK/mahGduim/yVWllbQBoj/2pU5ceeuBebPiCvG8zDA+6WsdHRXJwmYgltPjr7DxQYtBOVrtbNCo/i9TSgQP7WFXHT5yAciENhDwSioZDZeEAOL0gTRueISYVHMlEb8Gdy5F165DaMUy97NZvB6Y1xRSVG5KS1/tUshkeR9FrdsKHTvRIKbWVLdraQNPX/boAajkWOxn5iZahfanktq6D57D0p1xL2GG4+7ahE7UmeXQSYXVF92G/uxUQ1Lw1PaLxEGQu46lRbMslikY7t8vHhZJm8uHS3LjBu4qubch2PQgUjQKWp3ORe/fteuiv3ffN54+IY7WTEBmEtMZXvnfszm3bt/Zv27V776H7H/jgBz/43Ze+e8tdvI3o9pPSQC75hlSokjE9Fzd1XdkMw7Fe1zXkgIcO3Rv8ZcNgtu/cmFtY8g9zLh0BZY7BoFO/Y+8d9hNodgQB35Jodk2MkOCnmLSmkLqeKTuOGZoYEFJKLh+N5RFHvleuTWQ4v7RqEWt5cfkLn//8xXMX/9773+8iU+qWxMtsyFxVZQEZOc1im6CQAmj0WfMIaZUhpGCVfl99IqK8wBAU5l06Pm1GeOng9T0+nb6ywtX3DfermVzM6qXWUWuGPuKNQNNUaHI+jWIjsMDmYJQH7hoR0pMXdRdAdDWrVFgVk6eb7kf/TQYVx7OVzl+lKSvXWa4YCUlZ6pkQjDSaGSO88yovk0uxYTBRXQKR9GXMx3krJt5We5b7tlnF7B0eHRwfGxaoRZnM5mDjgQP7942NWtz87tGjD4yOO6szOXPtmSPPPP7EL9M1f/9977/lLv7QE//wpf/4T5sUqKKR4XHr4e6pc20RN7IpF4QjbYZSdSubyVu4tOsfaFo1QycY+VRKDH8f2d28yerTo48+aiO9QbdvFMKcEjZBeBKc/4FYe/BZGfry8D0/pQMmHdvUJYHLt7zlLU8++eSx7xx99U8/SoPqQbjx4cFfetsvPv/cM4QFjlZEr166ojm4vUErQrRy6WSEGnMQcHjkBQm4Df9VEyjErs0aUUms2BKB4zUFWAHBK6tytcdKFb8qzN+gNcNeWjeKzc+qfN6gLQAvT/wbgNUaJ/otkAemjam7OSY5h0NuPe1GCi3Cxud6tHWPt+tJeFQrajC+IZWuIG0g4RtUBgRG/5eLwQKfTtVANgFltzxNuzI9P90/2I8a4Wu3iGgAzo5uLQvqsVc//OpXPoTsxPUFp3yvTE6b9bzrwAHR5ldjy/3iX3/bBz78T25Zg2J9bSlrPDo+T+TKCMzQ1VFJ6KGrbfqcnJrWUCg5HapXDZ0mu/1TTjqVLMja00/cGMHNzdrTlC/UtDrwSl4K4Hl9cso9Z7PTMwf3H3j0VY/8yZ98FfrBqGVBstzli5fGaq+hvIRTro899pi0JmvtCGHaTk3Pfvazn3Xars19yIW1ahuWgoCG/okykJ3wVh8td8zzND4DtWBIzRh6x170qpWiRfCTSk3y3Oofh6CaTCmYBcnSJEymN2Mj2N25mI3J1R6iigSjH7Z6YtNzlV3oYANZaTNs7KjaBKp4VNFvfHYum9gAuyT+Uw7ZRrk919+3qsFSC0cTZU7Wyb3YWI9MAo0rpgmLWjH9y6yOC7l2OBa5XZKp61PiR4VNXl2cn3aGB3DMhSq20kV08/OjIw4ZOvljMmvzV86eevrUiW+cPfnticvQKe0ta1BpcN8aE/RRE4Z/rmRw+7vAjNBnZ2dm52lQ98CnMrvqokraNWh8zNAs6fKq0Z7v+Tg1+vWvf92YZnYhV9tRwEP9A/ceunt54QXqVv8qbXitr4gwpQ/u21crPVmgV7veQqSpA2V2Hw7092/NzpLTJ0++dPw4vWvUL60Gioi1AMaJjarA4yeeOXpOvtpJq2zX6u7YMU76AtHff/DAxfMXnFhVFEJPsgih/lTpxFQ7TTCi4KeldaSIX9ZZQqwur1PxN6WSnRmBqpnPNNVMSIWWyF05Y0kcdATye/JXww16gBXxAgd+aP1O39qIFIs3HwLRR0G5+JMgEGzeROPzan5t3uQ8tSmg8dOaCkVYWYc9iVaqzWHUaIjKjFi0n6W1MXpiNEvHVpVYCyJriYBhkV59LTpEMTtrB5z6ssz3vn/zH5Lx/9rdDkDNz2vm2q7JmhJcTLQhy/RlAPGTt7GL4hZAi/MSh42ii8vhcmR0TJld9GUb5sTU9LWr1971zrff/cgjp498+4tf/KKFZia5dowgkUUcCMmkJx9CcIXs8B2DAonAer6i0dnKrAf/0pe+ZDiJPq5Uqm/fmLpy7Tht+qpHH/X81Gc+/ZrXvEYSwy8io+ILE1vceiEjt5KrA7MEplyYnaLJxdMrlvHKDHGns8vIBlZSHYzC1sUHOSWKJGk8e8Y6pVBLd/KldosayMqXn7PsqiAic+I0v9ESv2jotmjeridJZugKKk5AzE9cimkKhPQQKWbC/LoTB/PcOp3GT7WIFssWny0++Gv2zCvtpUVOhaYNx6TOqH1t0dLhOtlIh3O1OpkPbBkazqqNTqyy0hj0GM4XzDnI5I+16/f/+0/dTPsyfLcDUHm3PogGNSlIjuwPw3Mjes2iAUu3cH16sra92IKQXj5C7E6RKH3AWwiQyl3dRDB/4YIVeclJxHjLDW2ZlSR5MqmNI2oT9qUijKZ0nEwynXl14hpgOX1lUu2FYy9MTUzefeCAaMPbx2y2dywE8TOnTp3t7b3v3sMXzl8YHBqMvVkooTCqH+701BpdKqPdq1HsqWwxgb5x6yktPRV4BhKxLLOHU+QaJAkDkGaTaiRFLfyLnP/KWTA0DaOJkiRShmYtXz+Ln04/0yTWni0has1Dnrgy8I9QG9UCqLdegVdy/FGuhYvDiRrbOLZyKkOAhCGbxtBpZo1GUuUSviz2CknhxU6jSN6ewXqNfowfoFOI27LFt0zxjz/6+Ubk9p63A9B73/2PTv6nf+YiGRrCQXuQwhDh4kBJGrs33KgffZCuxO7WMKeMZU6rcguh4iuVSlI3Yn7tK1+3JGn4tG9Ppnv0ucgK51Bw3B4QBvu3UXsj9W0xbzkVdujew/qOb547R49aK/qVv/Urv//pz33tG8/83BsfM1ybn502/DIkYoYa2zM8jJcRdJIdq8SeqZM1lsYmegeI2qTE0lJOz+DTVgkqGRB09Pg0NdEY7iItVRs0VCV71bhNudo4o2DUZCLTVqPeBgRdEgmH6brLvMUUrbmMyWq+s6G2BQaQEtciSMEqMkfT1KvcxdQqsKpL6VDp/pERpUiVJD4TuYFyPbNEixJJ8yzktQhCm6eiMwcivSLp2WE0trip0Dp3Luvf/sRnKsL/ncftAFTOJNI6GbuZFFgZVKdpkca9tw2vChShV+GaYLU1lSFu9j2supBxy4DFPd/erlGezpmuyhKjIi+v7BrfYaoIbuhfia5cvTQ8NOJMkjVcilMu2Uu1smyCE3DtB9Why1fPzkK/dm3ila/cr0MXTY4MULkibgUBS4YhLkPANogP9We7U5o75zorMz6WT3VI2VaY6hcNe4ZWkuPHJcvNtkG5mSAQIbmY4ovcPE3bqUPRWnjoG+pmL1Uwptl0Mq3uRaoEl2ru0MliJoEFN3nVEOFv0tdSeLZVdxafeEATLgGlzfMjbkQK5SJ3KBS0/BS586x2Em6iNVNSrwqpHbs/afGwpbMVhsErjkj5l1dKF2ofP5K9jn8W7jYBqp4sZLUurNUEaeSMaQ3M+S2HKIgFFSVsolc5BLe0lglbd+MoDJialhgcMKu/qit3eQnL9drVSUmuGbZv7fWFbWoJXg2nHDBLRivZgCxQTMmZlUY2eky6E3EjJDP28gWmq1evPPvssw89cN+5c74LH9ybxhoYyp58fVADTXSeK3rsnq6hg0BAfNOb3uSwsqGYYRYmU8u1GOujjwwJgXIMjKpcJADS/JzIYlb13QQNfN2sthavYrZAAZLcjMBX6Ru1EuCWxOjutsEhzAknCnEawxIRKbh7iusVFwXRzaix1HIJsa4p3LKqPDttVYi3javGg7dmXAmB0u5M+FZBP33qZCP4Z/28TYAqCXFgjhCIoxWmFV5vqDzkKAKAisM0VvCYkb72Xtcywrd1UJVtMloEHSusQADoAAEVIDBAFEnKnq2uxluwqJJvtWwyIdXkaEbDXMCFyzm+DKm6eBsOoNa9URaKarF0zQEXryamJnTZZhVoVqywKB3Nh0VsXrh0efPmaw5IjY6Pmcyi4ZwY1gkrkVzWK0nRMnAtMyvNMhUW8004pbseTRIhKXJHFcWjyjeS8pYrFHUNSgP/0kbpaujLoCWpdJ3UGpYCiXLCu978DeWCKZkrOFDipD1DorpgyZvh3hKus+onvdkCG9nk2Dr4mqwAx4rTmRb91NnTLfL/4+dtAlRhtFW8wk0rnmeW49ib5YjJPhYioBHhwJyDJMPbR5Z8Hc9caCaEM0poHRpsAauOG4zIWrhqJixaAUxtupSRCXnwPZxtBnFwDFJAZlw1Pr4TIk8eP+EOqt7B3tXFdM3MTfOgCNoYPTM3d+HSxdEd4xOTEzYgW1WURVTvcsby5qFUG/Zq9JNOwM/GgH606tvsybJvK3OiCSkWUr3MaYvTLaSlIofmWjNrCk18CSHbK7ADq6Cj2oCQotbUXV40YDWgm0VSQ2K2HD2R9aqlslWU9ZwrX+u2H2wIyR7IbhHED52Wup6NVHumVXRyp+azZQeTytjy+vipM+uZ/n/03CZAX/Ubv/2133m/BXmdqcuUU4BNayad/FVC1e9JCtZ04Eyg600gD1wc27DsRLmajyQfuzOYBpRiEt7ose+EDah7Zc8aFZnOWFud6akbTU2UQpI1GZDdNjwkPoVn6HP3nXe98P0Xjd8hWL7C+wYHJs5foY+PHTmSudX5DCfvvPsuubvxJAvxS1Y0F67PzEJnY08qFYlhwyD5skFrhCw4xWGmeIpQs9FtATMrjcuLGeolUuFPc1Lf1LxeQkhTaQ1cSVtdpyy40k2VrB5SxZoTHqUctd3FTb2uJOsZNTgjKI5lzmRkHbzHWmK/RiuXdbqSiMa1EPE5P9HzKjEbrVLnlO9Hvv/ieto/P57bBKgCKK2aUHOKynVOfa0B5RwLkxTUkNpy+tHS+diOnepPpTITybFgkTpT7zHpSjH4TLCradQ1ygboQ0ODMzOz6DgKct7yY//Wi+cvWXSwWWHterYbp23MzECzrQZf/vKXz549b5x06fxlVa0xmF06fuL7zz///OH7suPO1pCaOqkjYLW2bnwGpmb3bKlv9dFmHxWs6RKGqeOA9I7vdWMju10wVyfsmrWn+AZS/Gb6XDBdF7XkHhj8IyhJ86DDHxFtUISAkukdI42ODotAO6qON/9CpOAv25tWxHocby1EGUrKUcvEjGLysMU5EuZapthonDR0Nr/kHz1xwvPPubt9gMLH4NA2K4f23VBXtguo76tXJqr8QSfnRMSBg3uBiV4gQXhVnSJUnJj2pAPi7hwzkeRYs0/hQvCuXbuHB/sWF1b1sGdOndb7U7Em45mRtKCpej9pAYdZbQsxqYKCJVa2JgYQ9BRNJUlo1n185zjgwlysBWeQMgFJx6/QgSLYchVgFHQ8FcmNvIfvPXz8xRfp1+IzGkgW/LU7I7dfwFoUUCkksDAdsUA39zrA2DlQv7HWRWsayxNEuMzjdp238g0YC5SdLl6zaOOwpt5iEqfditOi+s01avlwslknd5pLQvvrozfMp2oCDdMt+e+doQL+IrnbB6h+UJWDphG0xlpThEtt8H4jy5Ppg3TZJA0T6kbjdj3ynXcecC5u6UowwlxtkDKgGXTqL5fKT85OXncO3oTR7MoiewAdyD7+wgm3EhnGW1YFa6SoDeoBIOjjuqBhZf+ufZqETNMGhm/QrMzT6dmsDL3iFT8tUMzhgT47iVxDOTOTjx/IxaDcWuupl3LTGGoq2xhlqi4Xb9WoytmRsdHS87elSDUOMFnaMT1Ndyq7tQZc0dy4Et5JW0q0A6yGqYaqrEPF5VU6/EA+q2XZXJJXLNV6agbJSl6WuhpZAuERVumzWzlb2q2Ntdnobu4sJZY/4p84czIx/8K62weoBe5NfZvVseEeTTl/fSHmf6+L/gkt03f1zYJsIoEbGqg8MTf16bACtfalqfgRS+M7xujLZumL4LoJfjOdVu0YC5fOX7h2xTk45z1GVb/b6A3Gc9JyeXliegrErUB5pQq8jT7u6zNL4IOi+/ccsLLl20gf/ehH3/Oe96xt8/HEpaGx3LysaanpIeuiWwbWtmTWplkarSs1WjD6yXBapLLhwAQKanhdmg3ndbOzxqNcDTqy1kUIF9JSNVRAoVdsWJfsaKhc4sNVEfGWQxvFyi6C6sIJZgNQP4tAhxk/JfHMC7FFCM7jxPh4bTmoXz8Jj9sH6C986N99/rfeQ3BtB5MKpmKIxLGFgcEB3Tqj08+SfwxzbnZ+nlJUPcwDEKTVdLIZ+pQzz++7SqOj464mn7o2QVOgIJUsXHJj4LFjfJeJF5thtxmJO/G8siymt/v27bF5cn5prn9z3x07dl48fx5GVRWV5hQBCq78m5px91MmQYVLgivItn8ZXBqT7Lkbff2z851v04Sj4Kbj9Ajo+CFt7QbprCUqS/qHnl63qkCnpijazZjVZsxbSqiHljUGGpGgvWhHfZaM6sizTPNLzMZYEtZCg0v4hPvpKUQEfhmJ9vEzp4vST+bj9gFKHmbLSdwEpcUR3xuYncsGUJuYgU+18RMnzZGKjb7IXz0v9IigamlfEMzHviyyuzO0Pg6pjhl/SX5j886xcRr04tXJQwcPfvfFM9/7zrHD9z8I+vNzc6xMAxQQbN063KgzOtcTHSpWRcrCW/4LV69gxk9udsHZmlgCqlbk9crGGyIIitNG8TkgVMxvRIZSGCxZM8Sh1oWCZqZEktjQVZZAAa87dkZ23WnABAV9dszRl8LlJVNl3MgGmk1WLaGfQWa1lYjUss1PNCLXxdU8PxZALczCwNa6FFctrqxOqbZ2FJpYgaMJ1Cs/VQZ0Wk7Kt+lK3n7CqHl9lyeDi+44n+sAc99KMgfvcoeZKcdIZmfnVdjI8OD4+JiuHJ1tg1mchA+mAv1NH89Ozed4SJ0rwIOyyV0zkDXVvnfv7jok443hRq9pV0D0tmEUPiw/AhnKDnktzM1bWXKey+qovRsCuei/EhiCUvEqkb1NcEkVBmE67jYhD01NZQJThujGVE1XShQy7PGilAfKCNKEqOV14a88ikBTNu2+6ZNnzyX2X0r3YwGUxFQS5dh6seHR7UKcQaHDqJkoG7XYt1XjtwK9umnVnlGHVRz+sPaoWwSv3buMonrm55Z9Rianr8oWLLU3JlytGadTeAbdfpo5AmiIlCt7V7//4ksnaeDJq5PUmMr2gQcudmGW2pcodQ4zP/P6n927d+/lq1fEGfL5sG2DGpNhnT1i2waGF7f2MTzADvrps2wtXkV8Xo4Q0zAERtFi1Ql4ihydXctg4AjuPqAC8YZKUtN4YCu5pf1KxxsVqFxS5WtNdUirUUbNun/WfjM+MmfX0L/yX85frGR/2R8/FkCzjGYKs8aqBK2+s8+jpuVpKT9UhRpqWkjdpO/OXVoRuo5LFdOaAGdcoc4gadopvJl5oO+v4+EzM2fVogENLchquPPQXW6TH92xM2OKtTXDKQQXem1htIlxeH7B1qU5Qyv/XAbNWhUBkpwhfO5rzxhpWVh66fQpBIEYt3Bs0O3qG1gEHeG2nmBMaxBBjkIyk1nqULiC+QemCa+25+nODNu24LJWyzOIStkqqrfraYVlKsCcbh0lsNvVW5mKQCyJdmPTZy5dSNq/cj8ogR8LoK/5zQ8//68/aK47y8cWkVN/xqebc5GCrUM1Qwl59NCN5RszkzOLc5kEVTd4UCmsw/NnzlJyvr6cw4PLsefEb7YdvF6+dHVudkG/bDJraHTMdBIjrg3YtQ1ZeAWkkmzfvR1k5wb6fPNGIPruads+Om6mCUwdo3d3BWtBkgZHsABQMaGNYwrTgotbFgEaNNMDGAyVFYt5lMNzYMR47I6WelbyrdEcFDGj2mvqi3lIAlCoxYLwRnTyC4/k2do+dmp+rL/vYy++kJC/cv9bCfxPv4/9hRaOsmkAAAAASUVORK5CYII=", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Rotate image\n", - "rotate = transforms.RandomRotation(degrees=(0, 90))\n", - "rotated_cropped_image = rotate(cropped_image)\n", - "display(rotated_cropped_image)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "1ba052a4-adad-4aea-84c4-6f1353d8cbfe", - "metadata": {}, - "outputs": [], - "source": [] - } - ], - "metadata": { - "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.7" - } - }, - "nbformat": 4, - "nbformat_minor": 5 -}