{"cells":[{"metadata":{},"cell_type":"markdown","source":"# About this notebook....\nThis notebook give the overview of how to perform cutmix, mixup, Gridmask and Cutout data augmentation. And analyse the performance of AUgmentation.\n\nAugmentation help to improve model performance, but it depend on various things, like what is the problem statement, Which Augmentation help to improve the performance, Ratio of Augmentation etc...\n\n\n## <font color='red'>If you find it helpful please upvote it. Thanks!<font>\n","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Refrences...\n* Thanks Chris Deotte for your kernal help.\n* Starter kernal help.[click here](https://www.kaggle.com/mgornergoogle/getting-started-with-100-flowers-on-tpu)\n\n## My other work on kaggle...\n* Melanoma Image classification.[click here](https://www.kaggle.com/saife245/melanoma-detail-analysis-eda-ip-augmentation-model/notebook?scriptVersionId=35184465)\n* Reticultae- journey of python in r.[click here](https://www.kaggle.com/saife245/reticulate-a-journey-of-python-in-r)\n* Squeezenet- model of size 0.5mb.[click here](https://www.kaggle.com/saife245/squeezenet-model-size-of-0-5mb-is-it-true)\n* NeuroImaging Depth Analysis.[click here](https://www.kaggle.com/saife245/neuroimaging-in-depth-understanding-eda-model)","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## Why Data Augmentation is Needed?\n\nGiven the limited set of data, one can train the model by applying variations to the existing image. Such modification to the image increases the overall size of the dataset, thereby contributing to the model’s robustness. Thus, data augmentation strategies that enhance localization and generalization performance have been suggested to ameliorate the performance of convolutional neural network classifiers.\n## CutMix vs MixUp vs Gridmask vs CutOut Augmentation\n![accur.png](attachment:accur.png)","attachments":{"accur.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"import random, re, math\nimport numpy as np, pandas as pd\nimport matplotlib.pyplot as plt\nimport os\nimport tensorflow as tf\nfrom kaggle_datasets import KaggleDatasets\nprint('Tensorflow version ' + tf.__version__)\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"GCS_DS_PATH = KaggleDatasets().get_gcs_path('flower-classification-with-tpus')\nGCS_PATH = os.path.join(GCS_DS_PATH, 'tfrecords-jpeg-512x512')\nTEST_FNS = tf.io.gfile.glob(os.path.join(GCS_PATH, 'test/*.tfrec'))\nAUG_BATCH = 48\nBATCH_SIZE = 48\nIMAGE_SIZE = [512, 512]\nAUTO = tf.data.experimental.AUTOTUNE\nTRAINING_FILENAMES = tf.io.gfile.glob(GCS_PATH + '/train/*.tfrec')\nrow = 6; col = 4;","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"thnaks for starter [kernal](https://www.kaggle.com/mgornergoogle/getting-started-with-100-flowers-on-tpu)","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def decode_image(image_data):\n    image = tf.image.decode_jpeg(image_data, channels=3)\n    image = tf.cast(image, tf.float32) / 255.0  # convert image to floats in [0, 1] range\n    image = tf.reshape(image, [*IMAGE_SIZE, 3]) # explicit size needed for TPU\n    return image\n\ndef read_labeled_tfrecord(example):\n    LABELED_TFREC_FORMAT = {\n        \"image\": tf.io.FixedLenFeature([], tf.string), # tf.string means bytestring\n        \"class\": tf.io.FixedLenFeature([], tf.int64),  # shape [] means single element\n    }\n    example = tf.io.parse_single_example(example, LABELED_TFREC_FORMAT)\n    image = decode_image(example['image'])\n    label = tf.cast(example['class'], tf.int32)\n    return image, label # returns a dataset of (image, label) pairs\n\ndef read_unlabeled_tfrecord(example):\n    UNLABELED_TFREC_FORMAT = {\n        \"image\": tf.io.FixedLenFeature([], tf.string), # tf.string means bytestring\n        \"id\": tf.io.FixedLenFeature([], tf.string),  # shape [] means single element\n        # class is missing, this competitions's challenge is to predict flower classes for the test dataset\n    }\n    example = tf.io.parse_single_example(example, UNLABELED_TFREC_FORMAT)\n    image = decode_image(example['image'])\n    idnum = example['id']\n    return image, idnum # returns a dataset of image(s)\n\ndef load_dataset(filenames, labeled = True, ordered = False):\n    # Read from TFRecords. For optimal performance, reading from multiple files at once and\n    # Diregarding data order. Order does not matter since we will be shuffling the data anyway\n    \n    ignore_order = tf.data.Options()\n    if not ordered:\n        ignore_order.experimental_deterministic = False # disable order, increase speed\n        \n    dataset = tf.data.TFRecordDataset(filenames, num_parallel_reads = AUTO) # automatically interleaves reads from multiple files\n    dataset = dataset.with_options(ignore_order) # use data as soon as it streams in, rather than in its original order\n    dataset = dataset.map(read_labeled_tfrecord if labeled else read_unlabeled_tfrecord, num_parallel_calls = AUTO) # returns a dataset of (image, label) pairs if labeled = True or (image, id) pair if labeld = False\n    return dataset\n\ndef data_augment(image, label):\n    # data augmentation. Thanks to the dataset.prefetch(AUTO) statement in the next function (below),\n    # this happens essentially for free on TPU. Data pipeline code is executed on the \"CPU\" part\n    # of the TPU while the TPU itself is computing gradients.\n    image = tf.image.random_flip_left_right(image)\n    return image, label   \n\ndef get_training_dataset(dataset, do_aug=True):\n    dataset = dataset.map(data_augment, num_parallel_calls=AUTO)\n    dataset = dataset.repeat() # the training dataset must repeat for several epochs\n    dataset = dataset.batch(AUG_BATCH)\n    if do_aug: dataset = dataset.map(transform, num_parallel_calls=AUTO) # note we put AFTER batching\n    dataset = dataset.unbatch()\n    dataset = dataset.shuffle(2048)\n    dataset = dataset.batch(BATCH_SIZE)\n    dataset = dataset.prefetch(AUTO) # prefetch next batch while training (autotune prefetch buffer size)\n    return dataset\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# GridMask data augmentation\n\nGridMask is belong to Information dropping method. Information dropping might help improving model generalization through enforcing model to learn on remain information. But keeping the deletion and reservation region in a balance relation is needed. Too much information dropping might result in under-fitting, but too few might result in over-fitting.\n\n![grid.png](attachment:grid.png)\n\nGet more Details from [here](https://arxiv.org/abs/2001.04086)","attachments":{"grid.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"def transform(image, inv_mat, image_shape):\n    h, w, c = image_shape\n    cx, cy = w//2, h//2\n    new_xs = tf.repeat( tf.range(-cx, cx, 1), h)\n    new_ys = tf.tile( tf.range(-cy, cy, 1), [w])\n    new_zs = tf.ones([h*w], dtype=tf.int32)\n    old_coords = tf.matmul(inv_mat, tf.cast(tf.stack([new_xs, new_ys, new_zs]), tf.float32))\n    old_coords_x, old_coords_y = tf.round(old_coords[0, :] + w//2), tf.round(old_coords[1, :] + h//2)\n    clip_mask_x = tf.logical_or(old_coords_x<0, old_coords_x>w-1)\n    clip_mask_y = tf.logical_or(old_coords_y<0, old_coords_y>h-1)\n    clip_mask = tf.logical_or(clip_mask_x, clip_mask_y)\n    old_coords_x = tf.boolean_mask(old_coords_x, tf.logical_not(clip_mask))\n    old_coords_y = tf.boolean_mask(old_coords_y, tf.logical_not(clip_mask))\n    new_coords_x = tf.boolean_mask(new_xs+cx, tf.logical_not(clip_mask))\n    new_coords_y = tf.boolean_mask(new_ys+cy, tf.logical_not(clip_mask))\n    old_coords = tf.cast(tf.stack([old_coords_y, old_coords_x]), tf.int32)\n    new_coords = tf.cast(tf.stack([new_coords_y, new_coords_x]), tf.int64)\n    rotated_image_values = tf.gather_nd(image, tf.transpose(old_coords))\n    rotated_image_channel = list()\n    for i in range(c):\n        vals = rotated_image_values[:,i]\n        sparse_channel = tf.SparseTensor(tf.transpose(new_coords), vals, [h, w])\n        rotated_image_channel.append(tf.sparse.to_dense(sparse_channel, default_value=0, validate_indices=False))\n    return tf.transpose(tf.stack(rotated_image_channel), [1,2,0])\n\ndef random_rotate(image, angle, image_shape):\n    def get_rotation_mat_inv(angle):\n        # transform to radian\n        angle = math.pi * angle / 180\n        cos_val = tf.math.cos(angle)\n        sin_val = tf.math.sin(angle)\n        one = tf.constant([1], tf.float32)\n        zero = tf.constant([0], tf.float32)\n        rot_mat_inv = tf.concat([cos_val, sin_val, zero, -sin_val, cos_val, zero, zero, zero, one], axis=0)\n        rot_mat_inv = tf.reshape(rot_mat_inv, [3,3])\n        return rot_mat_inv\n    angle = float(angle) * tf.random.normal([1],dtype='float32')\n    rot_mat_inv = get_rotation_mat_inv(angle)\n    return transform(image, rot_mat_inv, image_shape)\n\n\ndef GridMask(image_height, image_width, d1, d2, rotate_angle=1, ratio=0.5):\n    h, w = image_height, image_width\n    hh = int(np.ceil(np.sqrt(h*h+w*w)))\n    hh = hh+1 if hh%2==1 else hh\n    d = tf.random.uniform(shape=[], minval=d1, maxval=d2, dtype=tf.int32)\n    l = tf.cast(tf.cast(d,tf.float32)*ratio+0.5, tf.int32)\n\n    st_h = tf.random.uniform(shape=[], minval=0, maxval=d, dtype=tf.int32)\n    st_w = tf.random.uniform(shape=[], minval=0, maxval=d, dtype=tf.int32)\n\n    y_ranges = tf.range(-1 * d + st_h, -1 * d + st_h + l)\n    x_ranges = tf.range(-1 * d + st_w, -1 * d + st_w + l)\n\n    for i in range(0, hh//d+1):\n        s1 = i * d + st_h\n        s2 = i * d + st_w\n        y_ranges = tf.concat([y_ranges, tf.range(s1,s1+l)], axis=0)\n        x_ranges = tf.concat([x_ranges, tf.range(s2,s2+l)], axis=0)\n\n    x_clip_mask = tf.logical_or(x_ranges < 0 , x_ranges > hh-1)\n    y_clip_mask = tf.logical_or(y_ranges < 0 , y_ranges > hh-1)\n    clip_mask = tf.logical_or(x_clip_mask, y_clip_mask)\n\n    x_ranges = tf.boolean_mask(x_ranges, tf.logical_not(clip_mask))\n    y_ranges = tf.boolean_mask(y_ranges, tf.logical_not(clip_mask))\n\n    hh_ranges = tf.tile(tf.range(0,hh), [tf.cast(tf.reduce_sum(tf.ones_like(x_ranges)), tf.int32)])\n    x_ranges = tf.repeat(x_ranges, hh)\n    y_ranges = tf.repeat(y_ranges, hh)\n\n    y_hh_indices = tf.transpose(tf.stack([y_ranges, hh_ranges]))\n    x_hh_indices = tf.transpose(tf.stack([hh_ranges, x_ranges]))\n\n    y_mask_sparse = tf.SparseTensor(tf.cast(y_hh_indices, tf.int64),  tf.zeros_like(y_ranges), [hh, hh])\n    y_mask = tf.sparse.to_dense(y_mask_sparse, 1, False)\n\n    x_mask_sparse = tf.SparseTensor(tf.cast(x_hh_indices, tf.int64), tf.zeros_like(x_ranges), [hh, hh])\n    x_mask = tf.sparse.to_dense(x_mask_sparse, 1, False)\n\n    mask = tf.expand_dims( tf.clip_by_value(x_mask + y_mask, 0, 1), axis=-1)\n\n    mask = random_rotate(mask, rotate_angle, [hh, hh, 1])\n    mask = tf.image.crop_to_bounding_box(mask, (hh-h)//2, (hh-w)//2, image_height, image_width)\n\n    return mask\n\ndef apply_grid_mask(image, image_shape):\n    AugParams = {\n        'd1' : 100,\n        'd2': 160,\n        'rotate' : 45,\n        'ratio' : 0.3\n    }\n    mask = GridMask(image_shape[0], image_shape[1], AugParams['d1'], AugParams['d2'], AugParams['rotate'], AugParams['ratio'])\n    if image_shape[-1] == 3:\n        mask = tf.concat([mask, mask, mask], axis=-1)\n    return image * tf.cast(mask,tf.float32)\n\ndef gridmask(img_batch, label_batch):\n    return apply_grid_mask(img_batch, (512,512, 3)), label_batch","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\nrow = min(row,AUG_BATCH//col)\nall_elements = get_training_dataset(load_dataset(TRAINING_FILENAMES),do_aug=False).unbatch()\naugmented_element = all_elements.repeat().batch(AUG_BATCH).map(gridmask)\n\nfor (img,label) in augmented_element:\n    plt.figure(figsize=(15,int(15*row/col)))\n    for j in range(row*col):\n        plt.subplot(row,col,j+1)\n        plt.axis('off')\n        plt.imshow(img[j,])\n    plt.show()\n    break","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# CutMix data augmentation\n\nCutMix augmentation strategy: patches are cut and pasted among training images where the ground truth labels are also mixed proportionally to the area of the patches. By making efficient use of training pixels and retaining the regularization effect of regional dropout, CutMix consistently outperforms the state-of-the-art augmentation strategies on CIFAR and ImageNet classification tasks, as well as on the ImageNet weakly-supervised localization task. \nCutMix improves the model robustness against input corruptions and its out-of-distribution detection performances.\n\n![cutmix.png](attachment:cutmix.png)\n\nMore details at [here](https://arxiv.org/abs/1905.04899)","attachments":{"cutmix.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def onehot(image,label):\n    CLASSES = 104\n    return image,tf.one_hot(label,CLASSES)\n\ndef cutmix(image, label): #, PROBABILITY = 1.0\n    # input image - is a batch of images of size [n,dim,dim,3] not a single image of [dim,dim,3]\n    # output - a batch of images with cutmix applied\n    DIM = IMAGE_SIZE[0]\n    CLASSES = 104\n    \n    imgs = []; labs = []\n    for j in range(AUG_BATCH):\n        # CHOOSE RANDOM IMAGE TO CUTMIX WITH\n        k = tf.cast( tf.random.uniform([],0,AUG_BATCH),tf.int32)\n        # CHOOSE RANDOM LOCATION\n        x = tf.cast( tf.random.uniform([],0,DIM),tf.int32)\n        y = tf.cast( tf.random.uniform([],0,DIM),tf.int32)\n        b = tf.random.uniform([],0,1) # this is beta dist with alpha=1.0\n        WIDTH = tf.cast( DIM * tf.math.sqrt(1-b),tf.int32)\n        ya = tf.math.maximum(0,y-WIDTH//2)\n        yb = tf.math.minimum(DIM,y+WIDTH//2)\n        xa = tf.math.maximum(0,x-WIDTH//2)\n        xb = tf.math.minimum(DIM,x+WIDTH//2)\n        # MAKE CUTMIX IMAGE\n        one = image[j,ya:yb,0:xa,:]\n        two = image[k,ya:yb,xa:xb,:]\n        three = image[j,ya:yb,xb:DIM,:]\n        middle = tf.concat([one,two,three],axis=1)\n        img = tf.concat([image[j,0:ya,:,:],middle,image[j,yb:DIM,:,:]],axis=0)\n        imgs.append(img)\n        # MAKE CUTMIX LABEL\n        a = tf.cast(WIDTH*WIDTH/DIM/DIM,tf.float32)\n        if len(label.shape)==1:\n            lab1 = tf.one_hot(label[j],CLASSES)\n            lab2 = tf.one_hot(label[k],CLASSES)\n        else:\n            lab1 = label[j,]\n            lab2 = label[k,]\n        labs.append((1-a)*lab1 + a*lab2)\n            \n    # RESHAPE HACK SO TPU COMPILER KNOWS SHAPE OF OUTPUT TENSOR (maybe use Python typing instead?)\n    image2 = tf.reshape(tf.stack(imgs),(AUG_BATCH,DIM,DIM,3))\n    label2 = tf.reshape(tf.stack(labs),(AUG_BATCH,CLASSES))\n    return image2,label2","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\nrow = min(row,AUG_BATCH//col)\nall_elements = get_training_dataset(load_dataset(TRAINING_FILENAMES),do_aug=False).unbatch()\naugmented_element = all_elements.repeat().batch(AUG_BATCH).map(cutmix)\n\nfor (img,label) in augmented_element:\n    plt.figure(figsize=(15,int(15*row/col)))\n    for j in range(row*col):\n        plt.subplot(row,col,j+1)\n        plt.axis('off')\n        plt.imshow(img[j,])\n    plt.show()\n    break","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# MixUp data augmentation\n\nMixup augmentation is a type of augmentation where in we form a new image through weighted linear interpolation of two existing images. We take two images and do a linear combination of them in terms of tensors of those images.\nMixup reduces the memorization of corrupt labels, increases the robustness to adversarial examples, and stabilizes the training of generative adversarial networks.\n\n![cutmix.png](attachment:cutmix.png)\n\nMixup are well explain [here](https://arxiv.org/abs/1710.09412)","attachments":{"cutmix.png":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAgQAAAD4CAYAAACTzf7dAAAABGdBTUEAALGOfPtRkwAAACBjSFJNAACHDwAAjA8AAP1SAACBQAAAfXkAAOmLAAA85QAAGcxzPIV3AAAJLWlDQ1BJQ0MgUHJvZmlsZQAASMeVlWdQk1kXx+/zPOmFQBJCh1BDkSolgJQQWijSq6hA6J1QRWyIuAIriog0RZBFARdclSJrRRQLi4ICFnSDLALKunEVUUF5Qd8Znfed/bD/mXvPb/5z5t5zz/lwASCIg2XBy3tiUrrA28mOGRgUzATfKYyflsLx9HQD/6h3IwBaifd0wb8XISIyjb8cF5dXLj9FkA4AlL3MmlnpKSt8dJnp4fFf+OwKC5YLXOYbKxz9lce+5Hxl0ZccX2/u8qtQAOBI0d9x+Hf833tXpMIRpMdGRWYzfZKj0rPCBJHMtJVO8LhcpqcgOSo2IfK7gv9V8j8oPTI7fSVyk1M2CWKjY9KZ/3eokYGhIfg2izdeX3oMMfr/dz4r+uYl1wPAngMA2ffNC68EoHMXANKPvnlqy32l5APQcYefIcj86qFWNjQgAAqgAxmgCFSBJtAFRsAMWAJb4ABcgAfwBUFgA+CDGJAIBCAL5IIdoAAUgX3gIKgCtaABNIFWcBp0gvPgCrgOboO7YBg8BkIwCV4CEXgHFiAIwkJkiAbJQEqQOqQDGUFsyBpygNwgbygICoWioSQoA8qFdkJFUClUBdVBTdAv0DnoCnQTGoQeQuPQDPQ39BFGYBJMhxVgDVgfZsMc2BX2hdfD0XAqnAPnw3vhCrgePgl3wFfg2/AwLIRfwnMIQIgIA1FGdBE2wkU8kGAkChEgW5FCpBypR1qRbqQPuYcIkVnkAwqDoqGYKF2UJcoZ5Yfio1JRW1HFqCrUCVQHqhd1DzWOEqE+o8loebQO2gLNQweio9FZ6AJ0OboR3Y6+hh5GT6LfYTAYBoaFMcM4Y4IwcZjNmGLMYUwb5jJmEDOBmcNisTJYHawV1gMbhk3HFmArsSexl7BD2EnsexwRp4QzwjnignFJuDxcOa4ZdxE3hJvCLeDF8ep4C7wHPgK/CV+Cb8B34+/gJ/ELBAkCi2BF8CXEEXYQKgithGuEMcIbIpGoQjQnehFjiduJFcRTxBvEceIHEpWkTeKSQkgZpL2k46TLpIekN2QyWYNsSw4mp5P3kpvIV8lPye/FaGJ6YjyxCLFtYtViHWJDYq8oeIo6hUPZQMmhlFPOUO5QZsXx4hriXPEw8a3i1eLnxEfF5yRoEoYSHhKJEsUSzRI3JaapWKoG1YEaQc2nHqNepU7QEJoqjUvj03bSGmjXaJN0DJ1F59Hj6EX0n+kDdJEkVdJY0l8yW7Ja8oKkkIEwNBg8RgKjhHGaMcL4KKUgxZGKlNoj1So1JDUvLSdtKx0pXSjdJj0s/VGGKeMgEy+zX6ZT5oksSlZb1ks2S/aI7DXZWTm6nKUcX65Q7rTcI3lYXlveW36z/DH5fvk5BUUFJ4UUhUqFqwqzigxFW8U4xTLFi4ozSjQla6VYpTKlS0ovmJJMDjOBWcHsZYqU5ZWdlTOU65QHlBdUWCp+KnkqbSpPVAmqbNUo1TLVHlWRmpKau1quWovaI3W8Ols9Rv2Qep/6vAZLI0Bjt0anxjRLmsVj5bBaWGOaZE0bzVTNes37Whgttla81mGtu9qwtol2jHa19h0dWMdUJ1bnsM7gKvQq81VJq+pXjeqSdDm6mbotuuN6DD03vTy9Tr1X+mr6wfr79fv0PxuYGCQYNBg8NqQauhjmGXYb/m2kbcQ3qja6v5q82nH1ttVdq18b6xhHGh8xfmBCM3E32W3SY/LJ1MxUYNpqOmOmZhZqVmM2yqazPdnF7BvmaHM7823m580/WJhapFuctvjLUtcy3rLZcnoNa03kmoY1E1YqVmFWdVZCa6Z1qPVRa6GNsk2YTb3NM1tV2wjbRtspjhYnjnOS88rOwE5g1243z7XgbuFetkfsnewL7QccqA5+DlUOTx1VHKMdWxxFTiZOm50uO6OdXZ33O4/yFHh8XhNP5GLmssWl15Xk6uNa5frMTdtN4NbtDru7uB9wH1urvjZpbacH8OB5HPB44snyTPX81Qvj5elV7fXc29A717vPh+az0afZ552vnW+J72M/Tb8Mvx5/in+If5P/fIB9QGmAMFA/cEvg7SDZoNigrmBssH9wY/DcOod1B9dNhpiEFISMrGetz15/c4PshoQNFzZSNoZtPBOKDg0IbQ5dDPMIqw+bC+eF14SL+Fz+If7LCNuIsoiZSKvI0sipKKuo0qjpaKvoA9EzMTYx5TGzsdzYqtjXcc5xtXHz8R7xx+OXEgIS2hJxiaGJ55KoSfFJvcmKydnJgyk6KQUpwlSL1IOpIoGroDENSluf1pVOX/4U+zM0M3ZljGdaZ1Znvs/yzzqTLZGdlN2/SXvTnk1TOY45P21GbeZv7slVzt2RO76Fs6VuK7Q1fGvPNtVt+dsmtzttP7GDsCN+x295BnmleW93BuzszlfI354/sctpV0uBWIGgYHS35e7aH1A/xP4wsGf1nso9nwsjCm8VGRSVFy0W84tv/Wj4Y8WPS3uj9g6UmJYc2YfZl7RvZL/N/hOlEqU5pRMH3A90lDHLCsveHtx48Ga5cXntIcKhjEPCCreKrkq1yn2Vi1UxVcPVdtVtNfI1e2rmD0ccHjpie6S1VqG2qPbj0dijD+qc6jrqNerLj2GOZR573uDf0PcT+6emRtnGosZPx5OOC094n+htMmtqapZvLmmBWzJaZk6GnLz7s/3PXa26rXVtjLaiU+BUxqkXv4T+MnLa9XTPGfaZ1rPqZ2vaae2FHVDHpg5RZ0ynsCuoa/Ccy7mebsvu9l/1fj1+Xvl89QXJCyUXCRfzLy5dyrk0dznl8uyV6CsTPRt7Hl8NvHq/16t34JrrtRvXHa9f7eP0XbphdeP8TYub526xb3XeNr3d0W/S3/6byW/tA6YDHXfM7nTdNb/bPbhm8OKQzdCVe/b3rt/n3b89vHZ4cMRv5MFoyKjwQcSD6YcJD18/yny08Hj7GHqs8In4k/Kn8k/rf9f6vU1oKrwwbj/e/8zn2eMJ/sTLP9L+WJzMf05+Xj6lNNU0bTR9fsZx5u6LdS8mX6a8XJgt+FPiz5pXmq/O/mX7V78oUDT5WvB66e/iNzJvjr81ftsz5zn39F3iu4X5wvcy7098YH/o+xjwcWohaxG7WPFJ61P3Z9fPY0uJS0v/AUIskL4R5xDtAAAACXBIWXMAAA7EAAAOxAGVKw4bAACv4UlEQVR4Xu3dB5wkRfXA8VEJkgxIEERQRJIgIqLAKUFJHkEkSc45c0jOSXKULCAcgnDkHJSMBAEFFRVBFBFBATEgiv61//Wt7drr6+uZnQ13sEv9+jOf3enpmemp8OrVe69evaMItGr873//a73xxhvx/3e84x3xbyaTyWQymZFFUgGmmWaaVqNC8KMf/ai17777tl577bXWO9/5zvJsJpPJZDKZkcR///vf1swzz9z6zne+06wQ3Hzzza3Ro0eXzzKZTCaTyYxkXnrppWaF4F//+lfrxRdfjKaE7DLIZDKZTGZkYpznCZhzzjmbFYJMJpPJZDJvL3KAQCaTyWQymawQZDKZTCaTyQpBJpPJZDKZQFYIMplMJpPJZIUgk8lkMplMVggymUwmk8kEskKQyWQymUwm5yHIZDKZkcb//d//tV5//fWYdEZqWgnmpphiivjX83TuXe96V0xKM/3005fvnLy8+uqrremmm6411VRTlWfe+ihX5asMla8y9MC///3v+FeZOud3TT311PHc5MI9pbqHe/njH//YmmOOOVpTTjllPNeOrBBkMpnMCOOqq65qHXDAAa2PfOQjrQ9+8INxUHjmmWfiQPGhD32o9b73va/1n//8J56bYYYZWt/97nfjucnFk08+2brmmmtaN954Y+u4445rfe5znytfeWvz5z//ufX1r3+99eMf/7j1yU9+Mg76f//732NmXwrCJz7xiags/PWvf209/fTTra233rq18847l++ePNx0002tAw88MP5P6VPPH/7wh+NeBX3VcXYZZDKZzAjjl7/8ZZwV2qTOgLTffvu1nnjiidZDDz0UBy2D2u67795aaaWVWr/4xS9a//znP8t3TlrMoA2mNtDbZ5994j2xXAwXKFQPPPBAa7nllmuNGTMmluNiiy3Wuu++++L5gw8+OJb3Xnvt1Xr3u9/d+slPflK+c/Lg/gz8FBJKIMz5N9xww64UvqwQZDKZzAjDrPW0005rfeELX2gtuuiirbnnnrv13ve+N762wAILxIfzZpJf+tKX4v41kwOD/8c//vHW+uuv31pwwQXjoDWc9stRTssvv3xUsBZZZJH4GzySUsMs/+lPf7q1xBJLtK688sq4YdDk5KmnnooWAdaJH/zgB6177rmndf/998fy7oasEGQymcwIw6y1Pgj873//i38NGFWYtWeZZZb4vy3vWRYoFO1InwMzUo9uoQCkeIXhZBlIuPeNNtqoNdNMM5VnJi7PBDP9tttuWz7r2WZY2YqbaMcbb7wR/5rVqwPv6Q877LBDrB9KgLqcdtpp+xUfkmMIMplM5m3APPPM0/r1r3/duvDCC1ubbLJJeXY8zns9BaGJP9hmm21a73//++Pr3BBmoJdddln0+19wwQVxFjzNNNO0Vl555db+++8fr+sWPvgXXnihdeutt8ZZ9XBFGay33noxdqDdcPrggw+2vve978Vr/vGPf8S/G2+8cVTc/va3v8Vy53b4zW9+09ppp51i/Mfjjz8eX99uu+1aSy21VPlJ7fnTn/7UmnXWWctnrdaMM87Y2mqrraJrJtVhn1AIMplMJjOy+djHPma0KsLAX54Zz/bbb18sscQSxc9//vPir3/9a/GTn/ykCIpBseaaaxZhRhuvufHGG4vPfOYz8TPWWGON4rDDDiuOPfbYYoEFFojnwsATr+uWhRdeuAgz7eLRRx8tzwxPrrjiimKKKaaIZdDE5ZdfXsw999xFUByKMOsvwqBfrLDCCkUYsGN5O3fCCSfE90855ZTFnnvuWZx88snFrrvuGs/NPPPMxWOPPVZ+WnuCEhfrSP1uueWW8b0e6uqVV14pr+pMVggymUzmbUA7heD222+P55944onyTA+XXXZZPH/00UeXZ4ri0EMPjecMcok///nPxQwzzBAHs1/+8pfl2b55OygEymbeeeeNg3uVv/3tb/H6T33qU/H566+/Hj/jIx/5SPGvf/0rnsOZZ54Zr6Ow9Zdnn322V1lTb92QYwgymUzmbUyYnca/guOqfPnLX45LErkSkt97vvnmi38/85nPxL9gjmaW5ku/5ZZb4jn+bz5sDybxdn72kc6dd97Z+tWvftUaPXp0eaYH5brqqqu2wsy/dcMNN0S3i5gKORmqeQu4IgSEWkaaYjWUZypb5dxuhcicc84ZV3S85z3vaQUFLl7fF1khyGQymbcpBheDShMGKJH0v/3tb3uD3fi+UR/gxSdA4ptvfvObMSZg1KhR8RFmwdHP/naEMoCmQfvzn/98/PuHP/wh/g0T9PioIp7DygXvl/NA3oiFFlqot2wXX3zxuPSxXWAn5WLLLbeMeR9SHXYiKwSZTCbzNsWg74G6YmBwMvBbv95XhrsUDW+GO9dcc7WWXHLJmGzIQ0BcNdjt7YQofwgWrJOUKjP4dqgDSpglo5Zn+jzlmcrW8sZ5552344oNyppVEd1kg8wKQSaTybwNSOv9q+v+DTBmoJA1sIrZKSXhYx/7WEyyU8VrVVIeA7PX1VdfvTV27NjWOeecEx8XXXRRTOQzUumURyGtnpAPoI7VBuASaEeqAy4ag76sk7JKprK10mPXXXftONhzS1Aiull+2KgQyCYlFaM0jfwO3Wax8gPd/CuvvBKXQPR3DWUd6yl93u9///vewusG5hMJIdxDJpOZNOiTVTMkWdHOV8w0rT/qz64jW8gJf7sxZWYGTzJH12eTMusxLR9yyCHlmR6Yu3/+85/H82b+VWTCq3L00Ue3VllllbhMrk6nAdOAN5z2MWii0+ycy2WFFVZoXX311XFMrXLuuedGc/5nP/vZ+Fw51cfMRx99tPXTn/60tffee/cqYe3K85FHHmk9//zzE7gdZKH82c9+FhMpdaqHxLtCZU/YCgLWoNJozjrrrNaxxx4bA0X4gWaeeebyiom57bbbYlIEGoubMJjTfAZa2cwk0lvusssurR133DFm1rJutS8InbPPPjsmj7j77rtbm222WflKJpMZKswIpb7l1xRoJuhMEhbmy9lmm628ajzWVJMNRx11VOu8886L665lUrvkkktiqlUKA1NzfeDJDB4Du+CyU045JT4nW5nw1ZPBzN4G888/f+viiy+Oky9BggYvg5CkRdWcBQYnAW4+wwBDoROU+Je//CXmE6hbDppQ90zoRxxxRFQqZS70eep/uHHXXXfFGbvyhbTQ3CvKUPlQtLhP5CFwnf5hsqouvC7YL0GpUh7ea1IrrbNUyHvuuWdrrbXWKq9qxqT9ox/9aOvEE0+MMR9yEKirSy+9NCaoko2yGzomJrJJAq0PblYDaYckCzo2vv3tbw96IDZrIHT8mJtvvjlqWGussUb5ans0UIqEAuRjoahkMpmhRT9beumlW0ceeWTrK1/5SkwwQ6DLkFaNQK9CKSCYWAaee+65OAgYeEw+yBafZxJC+c8MHRQCg4vJkgmacheBvswyy0zgCjBoqQtWHsqCxERf/OIXy1d7oDSYbF177bUxSRGFwgAmYt4g1A0UgmeffTa+n0JJOaEI1r9rOEAJMoFOljHlKdCP376qHFECrCaQUlg/ERNgbK2a8blvZp999qgwP/zww7Fs9aUUfNgXJsBXXHFFVCb0IZkSF1544YlWj3SEQtCO0JCKD3zgA3EdozWsQQssX5kQSRNCIynCDyqC1lNcd9115SuDZ8cdd4zfHxSC8kzf/OEPfyiC1lksv/zy5ZlMJjOUPP/880UQfr0JU4LSXgRBF9ddtyMIwyLMRGN/rpMSqfgbhGt5NvNmECZjxf/+97/y2YSESV+spzALjc9zXfUPZRsUsvLZhEw99dTFQgstFP8fTLmqu3bf0Rcd7TvMEDbAWGeddaJWx2LQBIuAoBGaSPjMCXJdVzEzoCnRUDvBz5j8LZ38HmYpdV8WaGvt7iGTyQwcJk1yQRpbM8M0w+SnNNMzA00BZnXIBo8mkvXPzIicSPiuFM/UjvSZYhOq/T7lju8US5T2rwe3R102+b3kUTvcl+9o97uGI+qwndxNvzOVcyf/eWZilC2rSBPKPJXvYMrV57T7jr7oqBDoUJZEpA0a+PPr6Kz8J1/72tfaBgf97ne/iz6Tk08+Of71OUwbTfCzHHrooa0zzjijdeaZZ0ZTZB2fd/rpp8frJG446aSTukq6kMlkBo7B+Rvf+EYcvHfbbbdomrTNq+dijfguTR70x/4ihgDkTUrMIve7eCDmaYlvzj///F4Zw9f9/e9/P8YX+f9b3/pW3Nkv+cltO0vecDW658MPP7xXRhjE057xdgQU88SfbRc728SSL5Qa6+k9Z8pmKq8jJkLSnuuvvz4G3rWbMI0kxH2AWzYzdHChaHOU0jdVuQxf3pZQ6cXqq68ezReLLrqou4xpLqvIZb3xxhvH/5M58JprronPwXwvPWMQHEUY3GNOZWkUg6ZUnHjiieVVPYTOWSyyyCJFmG3E1I5htlC8733vizm1k8tAHujQSYtbb701psmUNtJ3br311jH9I6Rs5OLILoNMZuggBx588MHizjvvLD7/+c8Xo0aNKu65554iDBLFnHPOGftlGKRjv23iqaeeKuabb77YX+ssvfTS8fwxxxwTn99www3FrLPOWowbNy4+v+++++LrV111VXx+2223xe93Tg59ud+5MEaPHh3zw3/oQx8qDj744HhtmOHH6/bee+/4nOtz7Nix8Zwc877zoosuivKHXJJn/rjjjivCgB9dIcsss0y89rnnnovvxyWXXFIEBaQISlJ8TpYFZSj+P1IJk7VitdVWKxZbbLFigw02iKmN//GPf5SvZgZKUGiLAw44oFhyySWLZZddtjjooIOKMMkuX5289KkQfPnLX47/Bw07dorPfvaz8Xli9tln77351NmrCsHmm28e/flBOy/P9OBzXfunP/0pPvcZnt99993xeUJsgvNJIaCghBlI/D+RBEO6j6wQZDKTFpvcVPOjTzPNNBP0+yaqCoH/baBjgDfAOLfJJpv0+j7XXnvteO6BBx6IzzHddNPFaxKUBdccddRR8TlZEmZZxVlnnRXPG9ATn/vc54p55pknKgcJMU8rr7xyb9wD36uNYLzXRCZh8HfOgJigEK244orlsx6+/vWvl/+NTF566aW40ZEyVGYvvvhi8d///rd8NTNQKJUvv/xynAR7KFd/3wz6XiNSsv3220cf4Q9/+MPe1QRMeJasWJLYDvEFXq8vJwodPv5laoQ1mRBpXEXOZySfynXXXReTXsizbX3nSiutFOMImBnFDmQymUkDl0FaHSBqXRQ6EyfXotf0P8+7id/hAth3331jvw8Da3QZML8n36fliNZUy8TmNclVuAt8d/LzJ9ng/bAsmhzg4hTNvemmm/bmPHBfqMYMiH8gl1KmOL5XiXVQXTqZ/Omi8BNf/epX4womq6C4LBBmdvHvSEW2O1kLRcaLHzEedLPMMNMZ7fADH/hAbM8eyjW17clN17XphjV+pIxW/HsG53bIn4x6oA4sy7BeM10jSElB1AlKS/yr4aWcz9YyW4rIx2jZh/WW/C+We2QymUmDJWmWlxmAKQD87wbGlB+Ez90gLHC4L8QQWYZFlvDx1wUg2UA54LunHPBZ1ycVSfGoDvIJS7vGjRsXs+SJNSB0DexpcAfZ4lFVYNLEo0mpERCWGDNmTFy2Z523Nfxiniwby2SGM/1S79KuWAbh/fffP3ZQnaEdqQM3zRrMKigKSQnQ2UTrdgMFIJPJTF5kVDPA7rTTTvG5nAFm+AIJKewGbnkJul2P3glZ1wQqC1reZpttWltssUU8nyYInbBKgaJy7733ttZdd934oHB0Y7noD7fffnvruOOOi4qL4Eb3ma2UmeFMR4WANl1d/qDTM9Mb4Gn1TH5Vqto3Uo5s0ceSUFTRcXTulOoyJWiQvKRK9TMlbUBTNK9ZQoowrt9HJpMZPMzErAHM8AZBedpZ+vQ9y465DyVC6WsjnG5Yc8014wojgyy5YwLhr77tL9r1c3KJ9cEucCybSNem92IwcuKaa66JZeA7uCckmeFCZbnMZIYrfVoIrC+uklwEfHu2X6yStOO0bAhSL1IIWBWqWKojW9N2220XnzNFIi1xTEiJieQu4OOzxzQLRVoTLQ0md0bKdMXaoOPnNbKZzNBjmZ4legn57qWf7QuKQreDsFgF/djSRhh0TUS8X79H+qy6AvLQQw/Fv+m9lAlyjDxI58BC6Vz1/a5FVXFIr1flidinlG9B7AIFBENtheiEe5VjQblQ0uRLSLlePF5++eXeXC1NbpWhRqxHtXwT7qtdLggWoFSfVZx/M3HPLNb+KlvjUCpXD+Ws3N17N1arwdJkZYd6VbZNS/7VR93qrs2mMbWJxr0MNCC5BazTZbqTf1ngjYASfjKzfX5EAYBu0nPBg5dddll8v2sF5QhCkapUUiP+PC4EnZjfkF+PfzDN+g301mJ6jQXAj+GzpEho2Dola4J1wUyTzjNf+gzaOrOgQEOBSF6zRlhl2uXJPWf/XiYzNPCfS1g2evTo+JwyLnW5VOHtsLZf3nZ5RmCwNyFgGaz65hPyB3ANyhXvvQZ0cUaCC/VredvlOxDc6P1kjYdBmzwSACh/ASsDWeavzzDQ2HtBnoIUyCzFq3O+Sy54AtYOf7PMMkscdMVK2WSGDJJGlkuE7HE9l6lB0O8inG0i0/R7JgUmQ+Sl2A05F8RlmBwpI8Hf9913X9x34NRTT40KFevupEJdkcN246u6jLiVxFlwr7iGvDeAUvjUj5365I/wvirK3HjA4vRmoF2ZtKpPY4n2ZBxTrsZEwe3uXxwNq1kaxyYF2pZJtTaagm5B8TV8ux/xdMZXrjFKgLKWH0SfSDsuQl/SXijw+l+dxr0MKASCeOTAdgMGeAF7OiF8qI6nECgEAgPdgEEcOg4lwo2wFrhGw/UDxAww48nR7JoqtBeNigWA9i7pkPfSwlwv/zbcl88zM3EPcqmnH60Rqcy065PsifI6J9NhJpMZHKyElHMbucCqI5OD1D+beOaZZ6JMMbMiHzy8n5BLsUZVXE/xZxk0qbA3CSVBZD9Bp9/7PFZJn8V1QUaQN+SXiYKBUdyDHeW4IgnvZZddNj7ILIqDiYKBf+WVV2498MAD8XvJG59vdZTPNnkx6PtsipBBymQl/RZ/yRpxC01CdlLjd9mx0O/wm5I7loLi3tQXCwbLzqSAosUSzGWb3MQQ9+F7KQTqR/25PzsAUgCOOeaYaGk+/vjjy3dMiFUb2odJ4JsBZdBElSIqSd4GG2wQZ+KsRwZdbUIQrSRdNoGaFIjJ8X3V3Q6hXFdbbbWo7JkMU1QohJQr/YkCY4ykCNbxmjqR2G+i9kohmFyEwT3mcs5kMpmRQlAgyv/eHILgj3kSwgSrPDMxKUf+UCOpThjUi3vvvbc800Pa80BOiATZf8IJJ8T/vU/SOWNCO8IEs1hppZViMqw3C4mY/I677rqrPDMh48aNmyAfx1By3nnnxWRFdYJiVwTlL+bCqCL5n/KUeGuppZaKCcTaIQmXXB91+owhGEq4CyaXOS2TyWQmB2+2OzLFPbCm1vGaBwtulWpMAR95lfR5zjctGa9iCTjLUHVHPrNoeWsEoVZjwlhgWDFgx0QupE4xJczfgkpZiptS2E8OUlk0lYPfaYVNPf9EiqVjQXBNlfTcNU2xEwnWdpat5GKrYokrt1ZyeYErjLVKebIUsJaxhLXDqhj1IWV3lcmqEGQymUxm0tA0uHKhiskysIUJYDR/e24gAx++gcPqCFtXW6FhoOCaMciLI6sPagmuY/71+l79zNfiPKwUqcKNQxHgm3c/1cDUdjDZcwGloM03i6rvPkGhEVcAgXrKjYJkQObXlzTPwCsIkULm9ytPgzf3g9e5dJpgzhdfI59GFWXhs8XoVV/jAhDLw+3u+1POoE5Q1qwWrAaCZoUgk8lkRgBmnYQ7JcBg7a9gQ/EO/M9muTYn4ttPQXGsCgIm+Zv5o48++ugY0GfQMis3uBjcmzBI+74UW5ZIq8zECiQEnHtOKbEx3WGHHVa+0jO7db9NiDkTuJmy475ZiEkTN6BMZaYUqOo3JEuL3yDQVBCijbbEqLAAiIMR6CnQnTJkaar6UO7qImW5rGJliLqR+KoOxURdzj333L3WdkoJpUNMjoBBioLYDKifpLTUoQgKTBUj00t0HGQymUxmWBIG97gBXBgsiuWWWy769PmexQ0Q8WGWWl7Zw7rrrhvP2xwO/PlvvPFG3FvC+R122CGef/XVV2Ne/Xbwr3/gAx8oHn/88fLMeOx14V4gbmCbbbaJ/4dZ8gS+61VWWSVuErXZZpu19cXbNOvNGqpsluW7w2Ab98xRtu7XOQ+b7YHvPgyu8Zz9doKiEDfbsyGW1zDFFFMUc8wxR9xzw7lnnnkmnq/z0EMPTbRvR5Uw6MeNvIISFTcWW2+99Yqf/vSn8TV7iqR9OMQJqJ+ddtoplu9rtf2EgqIX73ePPfYoz0zmGIJMJpPJDD1mnFZt3XHHHdF0zfyfzNRmkl5PSOMMEfyQUMo1KeI8KBPxr2XmTenkE1ZuiBNoyrv/8MMPR3O/paliDFgdxCSYMduK2v1wcZjxmjFbts4vbjZdp7qvxJuF+7OMU9m63zB2xtUmydzut6Ry9bv588PgHFddJFeO98hZ4eFc3bKSYJlhXai7CxIyhYotEGPAtWMPEN/J8mMprvKS5dN1luyzGrAGuLZKSgbIupHICkEmk8mMAFIwWxXLLvnqqwpB9f8q6XzT5zSRlqRTHJrgghCvkDayMzBZbsgFkJLInXPOOfEvLJlrSpqT7ivte/NmkJbUVznggAMag+Q7BWK2K/sqaXkht0A7LL01wMtD4B64MJj+xQXI/TBu3LioKCS4E9rdFxdFei0rBJlMJjNCsf5fjgV5Y8wWhxKDm1l9dYbZDsFuFAQ5B1gP7r777phfoGqBMANvmjWnAbKet+bNxvp/5csP30kJ6C9JaRDb0S2CFVM+B/EWEhKxEiTk7Kgnf0pQ6FIWzqwQZDKZzAgmDagpTXzTaoSBwOVgoE9L8zrBvC15ksHH4IRqwiHmdBH3TdaGlLZ+qO67P3TzndwJlJyhwmAuMDO5I/pCQKj7tKqDckaR4KqpWi9khqxbHNJy06pSlhWCTCaTGcb0zu7Kgb+OwVaGxZS6uN0gl96fPq8v9tlnn2h1qOfLryPCXqpoEfhIWWMNfAmzWabuOnzpViDIVvlmkMqqadkhrLSQCfIjH/lIeab9tT6rXR1VsUeQTKDdWAjsccAVs9dee8V6892UqrRNAKx64DIQK1IluWBsQ5Bo3Msgk8lkMm9t5Acw0JqhStNshm0gkCJeUKG/1vxb8y4ls7Xq0tYy3fPVp2WAgtwsf2Ny9h4DiQRCgtM6KQfeJ1hQQJtYhSb43nffffeoPKSt8gUZ2gcipbIXaCjnQdr5torUuzaSkhrZoDa5sLzQen/plS0t5GfnHrFUUGChwdprkhIJ2DMjT7tdch9QEARcCiw0aDuv/JUH5UwAYqc0176P6b+v4VmSInVpfxGof1abK6+8Mn6/9P7q1pLHtBw0Yetuyym1h6SoNO5lkMlkMpm3NhQC5vfq/gUGnKpIJ+gNSqLeme2tQjDYMfMLCDTIelAY7r333vg5rqUM2J8iRc63w2ZQlA9R795Xx+faeMfmV9WMjmb9BklWAtH0Mus14fPlQrA5kt8xuUhb9qf9LlgqDLRVmOQ95Atg9XCPzPCUKIqOXAAGZYM7RYJCQdlyLaWg094f6sfrlAJbi7fDPhbqyQZLCa4GwZzqUvmyODRl01S3kivZEyGRFYJMJpPJDJjVV189zlCbUuUaXpLpeiCwHEiWVE2N/HaBUiKbYafVFQIQu3FD1KFoiXuop0bu/ydlMplMJlMiqx7zc9POegNVBsxuLa3bf//935bKALgdxAfYTbHdvgcDUQZkjbQjcNM+CdlCkMlkMplBwZwuj/8uu+wyJFvN88fbuj6l4H07YxWBuATb/A8WMQMUONs2izeokxWCTCaTyQwJ1uQP1tdv8GMhmJwxA291lCuf/2DcL+jrc7JCkMlkMplMJscQZDKZTCaTyQpBJpPJZDKZQFYIMplMJpPJZIUgk8lkMplMVggymUwmk8kEGlcZyL0sJaalH4Nd5pDJZDKZTOatCRXAUkQJoBoVAptO2CrTpgntdm7KZDKZTCYzvJH3YY455og7NzYqBGl3p0wmk8lkMiMXKoCJv90rc2KiTCaTyWQyOagwk8lkMplMVggymUwmk8kEskKQyWQymUwmKwSZTCaTyWSyQpDJZDKZTCaQFYJMJpPJZDJZIchkMplMJtMmdbHMRSlL4ZRTTtn63//+F5MVSWP8zne+s/Xe9743/p0UvPzyy72pFH3f9NNPX74yntdee631j3/8ozXNNNPEa//1r3/Fe/KeSc3f//73tveFV155pfXXv/41/j/TTDO13vOe98T/2+G3+A0zzDBDeaZ71JNycD///Oc/Y3moFymnveZ/9dfXPUxK3It7dH8zzjhja+qpp47n33jjjdbvf//71gc+8IHW+973vnhuKPGdyrVdPdVxrfe4X/em7N7//vfH8qvyRjj+GY73haMdr4bjr+GYKhwzh2PKcEA/khZcX/K5U001VWyz/o50fvOb37TmnHPOjplP9YXXX3+9Ncsss5Rnuudvf/tblB3Kc4oppmj8jD/96U+xryTZMt1008W/ndAWUn9KckY/G26QSdqetkYu9dXm1IPf3B/Z8Yc//CGWlYdykuimjnpqGjv0DfUxEjPj/vGPf4zlOe2000b515e8086MI8qRzGxXBy+88EJsn2TXBz/4wSFpl40KAWXgzjvvbF111VWtJ598MgrGRRddNP4oN4ovf/nLrdVWWy1W/FBy/fXXt+69997WD37wg9ggr7jiitaHP/zh8tUeHn/88Zhm8fvf/35sXBtssEHri1/8YuujH/1oecXQo/Dd10knndTaYostWltvvXX5yniuvvrq1nnnnRfLSgd88cUXWzvvvHPrC1/4QnnFeDSSe+65J37eRhtt1Nphhx3KV7pDHV155ZVRyGpg3/ve91p33313PL/wwgvHMvP9zz33XCyXjTfeuPXZz362fPfkgRLw4IMPtr7+9a/H33v55Ze3llxyyfjatdde21pjjTVaG264Yes73/lOPDeU/PjHP25dc801rV133TV2qr4wYG2zzTZxINGWdN4vfelLvQPL38NxdzjOCsc84Tg5HHX+G44TwnFMOP4cDqwejpPCMXc4dN7bbrstDkzPPvts7F/ur6ktjST06dVXXz2W8Uc+8pHy7MSsvPLKcaDSruuKWDsIT+XoPdr8xz/+8fhddZlhwHHdo48+GmULYatdrrXWWuUVE6PP77jjjlFx/dCHPtT66le/Gtuv7xguEO/f/OY3W8ccc0wcsEF2H3vssa2FFlooPq9CvpNLJ554YusrX/lKLKO+oOAedthhsS7IIt/z05/+tPWNb3xjAtlHRpFz+lYVgyRl5f77729UIoYr+vi3vvWt1tNPP92ae+65W5/4xCda66+/fqNClFAGu+++e+uHP/xhfP7JT34y1gH5nVDO6vSZZ56J7fJXv/pVnMwceuihjXXaLygE7Tj88MMpC8Vyyy1XhIGmCF9cPPTQQ8V6660Xz4cBprxyaPnlL39ZzDPPPH1+x4ILLlisuuqq5bPu+e9//1sE4Vw+65unnnqqCAKnCBUa7+nCCy8sXxlP6ETxtcsuu6w8UxR77rlnEWb+RVAOyjM9/PrXvy6C8lAExSG+JygR5Svd4f732GOPYuzYseWZonjppZd67y90/iI0kOLnP/95ceuttxahUcXz55xzTnn15CHMBmK7WWqppYqgVBY/+tGPyld66njNNdcsgmJQnhl6ggAqgkJWPuvMT37yk1hGZ5xxRnlmPC+G4/pwrB6OVjh2Dked/wvHMeEYHY4zw3FWOL4QDtd/PBx1glIbvy90/vLMyCQIxWK22WYrwsyveP7558uzE6MPKI9NN920CBOB8mxnXn755SIolcUcc8xR3HLLLeXZzmh3QUGM37XsssuWZ5sJimq8ziMo7eXZ4cWpp55aBAWgCANIce655xZB2Y2/5wMf+EB5xXiCwlYEJboYNWpUvMZ7u+GAAw6I8ppcSnhvUO6KMCkpzxTFfPPNVwQlu9huu+2KoATHx0477VQstthixRRTTFFeNTIISmcRJmtxfCLvu8H4usQSSxT77bdfcdFFFxV77713b/u78cYby6t6xuUPfvCDxe9+97vyTFEEZbWYddZZizAJK88MjI4KQdBu4s0E7aQ800PQ5oqgKcfXqoPSUOFHbbLJJr2Fse2225avTIj7qhZUtxD+1YG7L15//fX4d5999mn8zZSLJJjCTKQ8WxR///vf4/VbbrlleaaH9HmHHHJIfL2/CkHQsoswcymf9eC7gjYeP0/Hr6KhOU8QEqKTm80337wIM4cJFAKEWVr536TjoIMOikKnL372s5/FMvr+979fnhnPG+H4bzguDocBfpdw1Hk8HJuF46VwJP4TjmXD4T1XhKPKb3/72ygwKY0jFfW7//77F5/5zGfib22nEBg0tN0wO4x9uluFgKI73XTTFWE2VZ7pG4rz6qsHxS7U9bvf/e7i5ptvLl+ZGBOfpEwPx3oKM8gizEiLMGMvzwTFNZRtmPnH33TxxReXZ3tIg8nxxx8fX+9GIXjuueeKj370o8Vaa61VnhmPz7jqqqvi/xTgusxKbLjhhsXXvva18tnw54EHHiimnHLK2O77A+XhvvvuK5/1cPnll8dypNThhRdeiH2JMlXlrrvuitfpb4OhYyAAMxuC5hf/JpiFwo+N/4cBOf5twgZJfEbtYDpt2kQp+aC4C/iUzj777NYRRxxRvjoe/r/kk67DZJ/cG1WCUIpmGCYW1H9bE8k3086MGWbi0Ty9yiqrTOCT5L9eZpllWpdcckkrzEzKs31/XieYicIsNproqqirUJ+9/1dhPl1uueViWYuBqKMemPS5aJrwHu4HJu92qGflne6hSrsy5utV13WYxBL8ylwP7XDPvjfVZx1mNGa7c845pzzTmaZ7FQvwznD4245/h+Or4ZgpHIkpwrF9OPCbcFSp1tdI5eSTT259+tOfboWZeGM9Q10zxXNRqstuyyQIz1ZQ7Fvf/e53W4svvnh5tm/ch3657777xu/WN5sIgjmaerffvqf+6n1qOKBPcJ/MNtts5ZlWlKdbbbVV/J+puUqKweK26RZuZGXDHVCFawbiAiBu4bTTTov/Vwmz5+j65TobCQRFP7payJGHH364PNs32j1z/6hRo8ozPay00krR1eBz8cQTT0QXjT5VxTgj1kAZV+VnfxlwZCD/CJr80nyFbizMgFtB82sFTTM2nITBx6AWZumtcePGxcHtF7/4RflqD67nr6MUgEJw++23x/8TCrEuQHQCfvwjjzyytckmm7T22muvXt8Zn2Dy1fOTua/+VloTFALMP//88W8V/nsDWr3zoVvhV2XLLbeMg3snv3jdR+X7+dQpK9XAE0FYBku+fX/HjBkThWyVoHm2zjzzzNZ1113XOuWUU6JvsY4YgKOOOioKGg9xJ50Q53DHHXdEP2aYjcRzlA11YeC29TYhYzC3R7dYA/dfRyyJOtx7771jHMnYsWPLVyZk3XXXjbEaOtJgMNVvx2fCIV6gzjvCgfnD8XZC7Ajldc0114ztr11b127UnzbbjXIOA7WJCNlDudeWbr311t5+3heUV3IBZFDy11bZY489WqeffnpbRXM4YIBZb731ymcTI9aoif7IpXnnnbe1zjrrxDLVb9OkgZzdbLPNWiuuuGJ8Pvvss8e/dSgOlIV55pmnPDO8ufjii+MES8wGZSfFxLVTiBNks75Qx/vIQjEISPK5aXJmgun8I488Up7pP10pBPWZrMHWAGEWv/nmm5dnezATNsAbHHfaaacoqGl/On0qFK+bqQu4Eyzx1FNPtR544IH4WhUzWoOBzuuHrr322h21HwJFwJ/IdcoAJeK4446L92CGS1sVuISPfexjURsTlDFYVDyaGnU6R0kaLLREA3TqZO0wqzZr1jANmpQIg7BBf9ZZZ+29Rqc12AucOuCAA6KgFUiXoI2qX0GPAu4+97nPtc4666zy1R6cJ8wFyxjABXuOHj26UQFKqHtKhDbh98BnaB+77bZb68ILL+y911122SUG4pmpVa1NBoALLrggWqq0DwPDpptu2jr66KPLK8YjSFC7fOihh8ozk4/Hw8FSsGo43k7st99+cRaOdgO9QZ2SZkblb7cDEYUf5MP5558fJxfaqFkSudQXLBGsnAYw31u3ElBMyQsKRyfr1HAlTb46BVT2BxM/dciSyyJB3lMEv/3tb5dXtMeAycIzUoIJySQ89thjMfCPPGLNWmGFFaI87i/GO2OHsQ8pKNfn16FU6GtNVuCuCZ2wLaGC9dBikUUWicFZQeOLgSECUvix+Y/qrLTSSvF9VUKFx88JA04RfmDxnve8ZwI/9/3339/ra0IQ/NHvzteP0CmjD8Vn+KwEf6PAscTBBx8c/VFV+I+9Lwxk8XkYXOLzK66Y0KfbDYJnvDfMRMszPSSf3E033VSeGU9QfuJrggDrBIUlvtZtDMGll14ar0+/pYrAxTCbjq+roxSwmB71mAn+fOergVWnnXZaPMe/jRNOOCE+r6LeE6HxF0svvXT5rAeBi94zZsyY8kwR40HqMQRBi43nVllllfJMD3y2QTmYIDhGnWoz6f2h0cfvvfPOO+NzaDNzzTXXRPeLFMB3yimnlGcmJsUQCMJsx7hwMBM0xRA0IZ7g/eE4IRx1+Hf5GUdiDIG+W+0LgsiUbTWGgC87zCx7ZYi4GgG4gve81gmBV6k+1bv4GQFxYRYaz4dZZ3nlxPCnk1EQIK2teU+YhcVz4A9PAbid+u9wRJBvGFRiPFQ7lKvf3E0MQZUUb+ERFPrybHv0cWNJPeZpOOO3h9l8ce+998a2qV0HxSie1z77i5iAMHmNcXswhvos8WB1ZpppphhfcMcdd5Rn+k9XFgKzaBo4bY45mObHnDbHHHOUV/TAvGbmxuxraQutyGyW+Z9fijbO528pCtMy7ck5rgGzynbwbTEH86XQ3pMZrLpmldbvvrgC+PJ9N2sAy4M1/sllkWYrrk84Z/Zp1uxBw+qPHyaZc6rxA3X4ywdLskT0ZdU46KCDWmHwjDMus24mPa4bM54UV2FppOVUfLd+P/dBsmKksgqCN/5lTUkaKTN/wsyKyS9pwPxdNGTuDOXYCdfwedV9s+5ZvSZ/JlynftLvN9NXz6GzxDrWxliSvIeloU4yjb700kvx7+Ti1HCsGY4x4Xi7EIR7rFv9P6Ht6xvVeB99mGUqyZBUd+q+2q/raC8p7ojlT98WE2DmxLIE1q5uMDNNsoRlEdwH2vpIXQqqfvTrJvP0YOC6IwfNitW38mtyL1Yhe8h/smMkkNzorJasz9omFy3XiTgZLq1kQegG1ikW2VtuuaU3dwFZzB2vDxgPjW+Wm7MCk+Gs4/2JqanTlULgSwwmhDAMMHV/Pgww4Be++eabY6AJc2+YfUWT/wILLBBf1xj5npgU+Yh9VrvgwAQ/k7XGhAW/H5Oz/9MgbB2rgUxDZIr03QqSP8VgYm1nOwxqBg2V6KFCDz744EY/TRNpXXKTvzF9hgF4sCSloq98C9X78B5xGsyDlClm+gTFQp0SEspMICZSmS611FLRPcQX7P65eJIwTooTwc9NoLwpg9Z4UzqYDztBsBv863Q6l36/3AoGEJ1LHWtj2hC3QFL4qiTljxm46fMnBbeE45VwyEvwdoFLiw/1U5/6VKwP7cG66qRoqit9jSLJTUjRc42gMm2I8kqG+L8ey5KgNKR2UFfa5eTgZuLq6gvtRDsnyyCOBjfddFNUVEYi3HMmdGKBhhJKAHkpDws3sf5o4BKHIfdDOygRSy+9dKy3kYB8PdCOKTpVkpu3m7YJMpw71lhXd0Vrn/rXIossEt203GQUW659k+1uk7E10ZVCkITsggsuGLUTgxyNOg0Odfr60QZfjZN/2CC1/PLLR192X8w333ytiy66KP4vAM5nVOMbCAoz4/4iFsLgx0fuQYPWoDvNVKqkZBB88HUISdaRoWj0qR6a/Ed9kRqkABeoQ7EcZlN87PzvIsLr8AVTxGij6l75aKzK2kOMwuSGIDcYJItBX6QBRJKhpOxMSn4QjhvCcUg43huOtwsGc1YYFqptt902Ci4zFzMYipi2dOCBB8akVJR3g7FrxIdQ2J1j/RHbQkltR/I314UuJdFMqm516gTLkiBdbdo9U17Io5EGmWESZQAZSCbIdpgVs/SK2UooT4oeWHbbQUEUazBSoOBCu6y3wRS71Q3GVfVkkK/GdFUhsynWyvCEE06IEzqKyOGHH15eMTC6UgiqQlQHFuDwu9/9Lt5UlZQdLDWGKgQ4E5KbtqTHUhiaKhOdmaoAwBQl7PsMxk3mX8FrMjcRPAaEdA3tTNAgYdPEpZdeGmeI6fo0SICioXC5OjyYHmln1Ws6YcYudWTTQE0YUjjSMs3BkMp3IIFOaTaVlBwaJq2eUE4WjjR7TvXNHEVQ6rT+Zy2wUkNdEb5+l5le06xcQ+0UxOc7Bjo4J+UqKTdVBE/WTZWypmFyBC5JbXx5OE4Lh7TFif+E49fhGMlQpEX869/pQUHXfvQ7S3MtExQwyjKVrmFFYGEiULmAPO8k2LiooO1V0V9Zg5IlsgltznVV2ZKC6/R9baQafd8kg4YbyoQ1ze+rLkFEdTn0QGAlJCPqn2tCRa63c9ORP+DKHEmwpLKoJmtrIo0lJlZ9wbpuAsf1XaXd6gHjjrFUgD7L+2Do2NrTetTkU07w1YvoNTsUhZ6QkpKwFmugQxu4PMycDTw6nsbDxJTg76DhMOunAcn30tTr35vgckhRl1VzMvO15wSGCjEIciUwXXlu0E4WhdQRUuRnN4NTEg71VRf8oCKWKR3VCE9mT7MmM+v6e9Du89ohza+yaTKnOp8+r+5+EfGfzIT77LNP/JvcOxQ00GjT56aZF+WKwAZ/mBkexSvVS9JeRfhzE6hrZc5lxGzImoAkgFN7gu/VFuq/vUkAp86UrtVmmMWkRqXI+SzfbWkifyTrUZUUVZ3uZ6BYLYC0N0Gd34dj+XBsEo4/hOO35fG7cBwdjl+GYySjnsw+9bP04ENVV/qlpWeUSAN/9RqDcIolIEP877qEwYzVIJHS6VblCNSzScKee+5ZnpkY91hf4myS4z5MKOoDVBLs1bY7nLDEW3wWH7b/WSw9KPYU/KQsV0mThia5lGR+WmpNETChaHINmOlyHzVhUuG+Up6CkQJrifbFdVqF25YMFU+QICdZzKooF0t2lRvri7oiq7ljyLo6rpWTQPxWJ2tM14SOOhFB4BehocR0iC4JlRYjQWX5SlgBEDptfH2LLbYogjCO571P5KjzollFnloZkNL9inKV5lKEvUjrJ554ogiz8ZhRDt6fMmWtt956MQtZGGTia1VC444Zsm6tRIWHgayQBjPds+8Og0Cx6667llf0RLZ6PQiA+D3HHnts+Up73HOYIfdmApQlKlREEQbB8oqe+xk1alRciRGUjSI0ipgRLWh65RXjEX1qZYU0nj7Pe3xetXzbIfOYVQRVghAszj///CII3vh5q622WlwxcNJJJ8XUuKLv/d5qFqu02sLDSgz1obw9F8Hv/rw/aLSxDkLjjFndPPc/wsyj2GCDDXo/JzTimGpau4HfqX6lmPa6VQvSbYo2V+7OffjDH45tR6S4v+rNeffnXOgQvSsm9t57794yl2I1DB7xvHp2zWc+85mYQrqOVSDSJwelpzwzMX2tMrg3HNuFwyqDJcPxaDieCUfil+GQotjrTcdnw1FlJK8yqGM1kLJN7aaJ1157LV6zxhprTJDBMiiNcTWK126ppCe2akZUtWh5Kwykil155ZWLvfbaq209P/zww0VQJuJnyRKqzskMiIq3SicRhHARhHjMPup6bcvKmBcrqXjf6ug7Cy+8cLz/pkeYTZZX9kA2Kkd14PV111039n0rMxJWW3itmso5zPajzCfDZUUVCW/Fl37fJNP0f59Rrc+RwhtvvFFsv/32cUUBGUXeWWVAblazoBpTUj1Y7QLll841Pcj5RBonlbGVMENF4+ZGZlviAJj7aNRMwoL6BNxV/U/Mg8lsx1QSBuOoXdKQBOf4y2JgjaoACDBfec11/NhMvD6ThkMjNcsT+OK8a5hYfG5T0CHTovuqmkmYqJgm3TuzNhOkz67CnE1j89lcAzS3TpglMNdwaZgBm/GY7TAtVhME0cD521kb/Bbfz1xa38yDFYGrhJbu89KsSIyG39MJWjcXB1eE66EO1Jffrr7M4H0u3EtQCKLGyYyXYAVgtmPNMTsSE2JWxrLjL9+vduB3e86S4jOZhasbaLjGb+Ye8F1WjHDrQLmxTiRXinpWZuqVNUJ5eo+24bdoL2YerBXcMOqddkzbZjkQ3GqWn8yTAtS0JVq09/MHV38jWA/M7pSXAKZ2KD+/i7srxVtUuT0cdjF0vCsc84bjQ+H4aDjwdDgEEk4XjpSMKPF/4VgyHJ8IR4IFTD3Ku1BduTES4W5ikTP7rveFBBnDnUBeCIyqWuzEDWkbVpVUZ5T6P9eD9kBeiHLX35tmtnAf+oo2q02ImdFuXO+c70hxNAJXzZ61v/S6tkvW9Mcf/GbCrcvKR15VyxP6v77MupfQv/U1fV3QMOuO+vCbyQjoy1yqzNPVmCOB42awyf2ovGx+V99kCsqVxbJTnMhwxrhGLvmdAgJZT8nFuttYGShz8TPaI8s72ZcsNAl9gxVNjgfyjEuBvDL2CMo3jg0VjQrBUOGj6w2xih+nAPpaYTDcUMl1E/lQQnBqcCnAcnJAyWgnzN/KcB9og9xSnUgKgUBV7rBJjQGHsJDEZaQrBJMa/Y0QbacIZCYf6gImQ+0g840N9YFvpGEgN8Z1Kov+ouxMtLR1it5Q0zGGYLB0UgbgR400ZQAawKT0OZqBmylbtpOW1E1qhqMyYOUKAdWXMoAUGGn5mVmh2VUSbkOFzixLI2WAAmKWRmBkBof+lpWBtwbqoq8B0GRppCsD8BuHUhmAshPHNSmUAbzrEHknM8MOeSGY3SkETWa5tztM1FwyAiH7UkyhHCkAzKXcHN4v2U1aWzwUMKOy7oioF5yl3kQSJ9dPJpPJvJlMUpdBZtLD1zeptMXhjMF9qLXzTCaTGclkhSCTyWQymcykjSHIZDKZTCYzPMgKQSaTyWQymawQZDKZTCaTyQpBJpPJZDKZQGNQoSVYKVOg9b3WT1szbfmWdZAy1/k7KbCns1sSIe77miLoRdbLgy+TlmtFlLunyRFVLstgu/uCrFQp/7msg2kHrHb4LX5DX9kSJwXWwCtv+z3APch+JRucvSX8xklVz5ODtJRQ5jDtV24IywjTb3otHC+F47/h+GA4pg9HQp2oRwmZZH/U1vSFvHJhYMjMKOtdp/Xn+oLyHshufNqrtqx+0p4KdSwp1XeTbNHO/e2EtqOfpLZEzmgLww1tWT/XB8ildnlS/E4ZRP11TdpjohP6lnJqKkvn5DCpvqaOyUl9TPbRavbJkYK8JpYZJ8gcuU3mn3/+8kx7lIsy8hfeawm1jLPadh31SlYPRS6ORoWAMnDnnXfGDSukESZEpSZOFQkbCUlNqYMMJVLp2sVOCk2N8oorrphonb013PZMt4+6wtpggw3izovS3U4qVIj7Oumkk2Ka36233rp8ZTw2oDjvvPNiWemAdlfceeedYyrWOtIcS7vq8zbaaKMJNm+ZHNgu065zGhOFz7axGpvmoNFKoCOhz0CE81sFaYil2ZDESXpkgtCGTASUVMQnh+Pn4XgmHJ8Mx0HhWCsc0KFt7CQnAeXz/PPPj6mRbRc9KZNOjUT0aWlXKQVyO7RD2mFlKxV2t8LNIE1OeQ85IXWu76rLDG3cddJdky0GeZskpZ0Om9DnbXwkUZWd+2wQJAVtSs87HNCfbQJ1zDHH9O4mS3bLjllNQQ4Kkx1QyV2pilN6beXUTglS/nvttVeUxfU6I09sKy9Fb1LCZVjdd999ezdSk09FnzKWjCRsUiTJWSoT5aTtkLl9Id20relBkdJWtefLLrtsAuVJamTjIzklSd2QpDCmELTj8MMPpywUyy23XNyMwcYVNmJIm+DYyGZSYHMgGyD19R0LLrhgseqqq5bPuicI+7gJRbc89dRTRRA4cYMK95Q2aqpiUx2v2XQlYeOaMOsugnJQnunBJhVBeejdtCcoEeUrk4fNN988fu/Xvva1IihX5dkibmIShGZ8zYZIfnd/sRnN5CAop+V/7VFPfovNVqq8FI7lwnFVOGxKdHU4pg/HTOF4Ohx1wmASP2f06NFxA5hM99jQaLbZZive9a53xU1t2qEPKONNN900bprVDS+//HLciMcGRN1ulEO2zDjjjPG7ll122fJsM9/5znfidR7VzXyGE2GgKIICUASlIG5QFyZO8ffYjKjOEkssETeHS7KRnHLdkUceGZ83YcOeueeeO5aPTeps/OYxZsyY+D277LJLeWVR3H333XGDOJvxXHzxxXFTPNcEZaF3c7yRgDZm3LLpmk2xlGlQvoowuS6vaI8N3dZZZ504/qX32qAqKBflFT2bUNmoy4Z2ym/OOeeM3zkUdFQI7ADmC+1WViXMKoug7cTXxo4dW54dOvzgTTbZJH6+x7bbblu+MiHuK8x0y2fdY6fG6sDdF2nwsbNa02/WgZJgMngkVK7rt9xyy/JMD+nz7Ljm9cmpEBx66KHxO9dee+3yzMSEGV3cHfGxxx4rz3SP3RUnNdpHJyGVSAK9zp7heC4cVU4PR2htxW3haGLmmWeOu1cGTb88k+mLMLOJO2wSbGHm31YhsIOggUIZ69PdKgQEbpgxxR35usXue+pRu3j3u98dd/Bsh4mP73DtcNyV0o6adkel6CeUrd0//SaDcsKA7FxdFtk90vk///nP5ZnxqF8KB3nRhPfZCTGxzDLLTDTw21HVdXZNHSlQeM4555z4P1n12muvxbGgG+yqu+GGG8b/jSsmWPX3mtCmc5RtuwoPlULQ0UHMzIaU5z3BvJx2bmJ6boed+fj22sFE5Zo6TCRcEcwhfI5nn312NMHUYU5ptxcCk31yb1RhCrfDFzMw6r+tiWQua2fGtEOfHRaloa36yvh1bJRjF7BQYeXZvj+vW+wWVt1tsS9s3MMk6L5OPPHE8uzE2B3SbodNdcecyPwV2k55Zjzbb799KwiZ+L86rF+jTrhKQicpz/Tg89RD9fqU57/pe/gdubXgfvrLkeGYIxxV0q6Fs4ejiab7yHTm5JNPjjvi2a9dXTah7pniuSjVZbflvOqqq0azs1TQiy++eHm2b9yH9s9s7bub9pgHM+zTTz8d2zSSLBxOkHHcJ2l3UJCnW221VfyfOyyx0047RRO/HRCrcOPgqKOOin/rbLrpprEu6px++ulRhnPlQv+2M59dV6tww4lT+PWvf12eGd4EJSy6CrQdJn0w82tz3WDnQ23Uzpzqj3uz/l7ul3ROfQ6lbBpwxNizzz4b//IB1eF7Ou2006L/1pan/BviDxIGhTPOOCP6RMaNGxf9JbYereJ6PhdKASgEtuutoiDqhaEQ+fHDDLK1ySabRP9W8p3xCSZfPf+9+3r44Yfj825oV/AUAjQFjIhrMABWO19isBVZDQjsBj51UIjqPtYqFJXNN988BhnaktP/Y8eOja+JiyBEbRudtu8ERUB9+q1BO47Pk0IWtNmo1IlJOOuss2Kj9zy9V/kdeuihUbjw18I22Mcff3xUTOT+B+WRP1PbsN2qNnTbbbfF1/rDlOGo851wHBuO6hbFmYHz4IMPRuFo+29tol1bN9DsvffeUch1o5yDsDURIXu0Zduwa9upn/cFRZdcgDZrK/I6e+yxRxzU0sRhOCJGYL311iufTYztnKFu9Cf9vR6HlQYzA1QdCkS7oGm+8l122aV81jNwNU3q1DlFUKzCSEA5UQTEaGibYiiMhd3Iepue6TfGRO9bYIEF4pbfafLTxGDHkDpdKQT1mazB9rrrrosaoMGiipmwAd7gSOsU8GeLV50+zRK8bqYu4M6+2vYob2pwBgAapM4rinXttdfuHUSa0LgE/JlBUgY0wOOOOy7eg4FM404ar33zR40aFYOFBkvSbm1nWyedoyQNNTpZt2g4Bll0s5mO8qHN2/v9ggsuiBYQeE7QsE54pPpQ336roDCN2XuTFmuWIuhos802iwO6wD7BWkkou1YbsJ0zpQ06k6hzCgnLBggg74V6U39NZd4f/hmOfcJxfzi+Eo7M0GBTKbNwtBvoDeosQV/5ylfi326FG4Uf5INgT4qhwFzWOHKpLwxArJzbbbdd/N66lcAkgbygcNStWSOBNPlKAZWi35UJy2U9eNCALxj3kUceKc/0zW9/+9sY+E2Z7wt1yFJMXo8EFltssRjwbqdVlhMy1ziX+kInjLOCLslb45iJ8ze+8Y0YwM66OjnoSiF47LHHorZn8Cf4RcabadMq67vB7bbbbnFmv/zyy7fmnXfeOOAz6dGSNDwD+3e+853W3HPPHa83SPuspl3lkoAwexQZS1Naeuml47kmDj/88FiolAiDlmh/Ssndd98dIzc17jSA0L5UXqeZcreIXEbTAJ1MjbS/oaY/W0ebpScrjXLpFuWEqpuDQqG+0vItmG2YYVAIlL1B3ussCwZ0bUadq+911lknar6in0Wgmx2mekll6PvSrCFF9au/FElrCY6VA9rYQLkyHJSAY8Lx23CsGI6fhSMzOJik99xzz459i5Jw4YUXRsUQ/THJJwWRoKVgEqAGce2bcvGjH/0ovt6OJFfIM22PpauqjIjIF/mObpWU4YKBhQK1zz77lGd6LHTKTlnU8fv1yU4TsToGRHJBH+0L90Kxb1qJNRwxPnIdUzZNoiio3LralHGoE1Z2GOdYSim9LGFkICs5BWNy0JVCYDZGAye8LUM0a2NOq69RZV5jumMy9sNWWGGF1oorrhgbG6FOGzeIqXxC4+ijj47nKBCjR48uP2Vi0sBiMNDxkxmsOgDTcN0XV4AK8d2sASwPBqo0GKbZiusTzjEjmpF6GDz70wGSclONH6hjdjsYWFcsm+Lm0InMjJJg5Ed1Tp2IDaB41XFv6f6SAtMNTbM7ZVcXlM4R6nXBzvSq/OtthdXA/bDgoGlAaPfd1b+DwRLD28IhmnD9cDwbjl3DkRk4Ka5F/09o++q6qsDqw5SB1C70cQOSPt2kWCe0kxR3xPKnbbFEWc5IwUAazPvCRCXJEjMycB+YADUtKx4JqB9xAtWYAIpbUrqb6I9S5FombwNiX1BEmMj53Dt9/3BFO7acklsK/R3UWWmNd9r4pZde2q8xaaB0pRAwwTOfGWxhhlf35yP5f/l+b7755uj75eNlSWAZSLNNjdHMjhlFoInP6mu2y2xlrbFCVsCsDP5PgxxfukFfR2aK9N233HJLNHUZ7Pmt22GANMOlqXoImBR85567Ia1LbvI3ps/oz6y8Cb+NosX1whxrBub3gUvGObNuA3DTQKpRpQDEyWV+Yv5P9VPHvWjwKdiy3XWTi3PCsVg4fhSOzMBgKhY7wjqkT5sc3H///b3uMu1VX2Oi5yJi8XENd5JZJaWXDPF/Wqdeh9KQlOu6gJT4iEvriSeeKM+0Rx/R5sgyGJTAZJusFiMNEwgTOhaRKsrNgNwkNyhgypnVrxv4z9XdhhtuWJ5phrX3oIMOim5CdTaSMQHWJ7hR+gu5zZ1CTiaX+6SkK4UgNRSmYqZ/gxyNOmnqdfrqkAZfjZMbggbEvdCN9sR8ogFhzJgx8TOq8Q0ERV/mwibEQvB7S2DjQYM2WHWaqVRJnYWJpw4hqbPpdINBw1BGyktiFb8zCS4+Qec8zG7qs/EEZQe08smhbVLyCHANuf59BI1Zfkp89GabZmUpXC4cb4QjMzAM5i+99FIU9Ntuu21sn/zITKXql9J64IEHRvcdBddg7BqR/BR25x566KHoQjSTbcfMM88c/7IuVmFlEBvQZG1qB/ficsstF5V590x5IY9GGuSCSRT3az3ZGMVs9tlnj2XAOlrFc8HLBrRuYGHhTmwKsE4I/uSy8Eir1UYy5KAy6caF0gQLtDobrJW5G7pSCKqzNx1YcB+zdFpSkkg+wxTNXsWAwJxtcLCkx1IYmqoGxCUhADBFCfs+g3GTT2v99dePfkOCRzBfukaB808TNk0wuQgUStdXC5eiYdZiBu7B9CiKvtsKEJnL/6PT1SEMKRyDbfju2/dQPrhONK60nIgFxzkPfvV6EGiCGc9rAjplVeyGNFBX6yIpSuqpXkdV0x8rgHpR92aKVXwuYeN+03NU7736PYl03aQwMf4vHAuFIzMwKNIi/vXv9KC4WmmgnfCpcm+JQGdtTNdoGyx6BiZuPs/FA7UjLXNjZaiiv1IykyWyCW3JddV2m4Lr9H3KRoq+R719D0eUiTgLv6+6BBHJQrfuuutGS2q9TCkDFC8uvr6giHFrcteSSe1wDflal4kmOyMR5W+sonwOBBYXlvR6wOekoGNrT0I3+d8TfPUieplABOYkrJk0ExZroEOL0PUwczYb0PFooYLJEvx4lqNpjFVhT1Ovf2+Cy4FSgvQenZzf0nMCg1ncQMSVwIzuuUE7DTipI4hwRXXQaUcSDvUB14zcYEvpqGrYKtKsiVWlaZBu93nd0mTi6wRfK7cLzIZSDEIdZl3LRd0/ZQbVpS/qhpVI+abfa/D2O1LwZLo3a9FRT9lpJqhO1D1SW0vLM9VjUhC1jYRZIFg50M5K1Ynnw/FiOKr8Jhz3hOO4cGQGhj5oJqOfpQchpt2pT7NQ7cnAX73GIJysWmSI/1O7g8GsmtrbhABVOQKWMoKXO60d7rG+xNkkx32YUGj3VZJ7bVIooJMDkeris+R68D+LpQd3ntViaa28lV9IFtiEWCW5JARrIsn8tNS6Clkqn4TvagdLEJlh8pjuxQSFq4m7ZjhDcTLBTWNKwrhgMlePq+BaZzFLUIiURRXlTSayrrWD7B2y9hk66kSEgbgIDaUIFWu0jdnAzj333JjlKxEGiyJ02vi6FJQpA5X3Be0wnpdB6ZOf/GQRBv3edL9hYIlpGY844oiYSeuJJ56IKS8POuig+Lr3h4KK75cpLBRwY3a40LiLUMjFrbfeWp4pilAhhVSP6Z599+c+97li1113La/oyRzl9SAA4vcce+yx5Svtcc8PPPBAzKbmvVJzhgGpeOWVV8oreu5n1KhRxWabbRazRgWhEzOirbjiiuUV4wkDXBFmQcWXvvSl+Hne4/Oq5dsNKetgfwkKXUyHGYRjLPvLLrusuO6664ogeGMGQGlI1UNCOfqeoPnHrJHSkgYhUbzvfe8rzjrrrPKqItah64LAiBnIQgOP5w844IBi1llnjZkZ1afsktJhX3LJJfF1hIZfhMGgCEpFbE9BSBc77bRTvMell156gvuZaaaZ4vf4/R7taJep8FPhEEm4dzjuDsd94dgvHOeFox2+U302tcVMZ2QfVA/SGLdDNjfXhFlUzICXCBOI2M68Vk1PrM2qE9lDg4Ja/OAHPyhWXnnlmFkvzFTLqyZEewzKRPwsbfFnP/tZlBmQlTXMwuL/CIp8MW7cuJh91PVhNls88sgjMavicCEMtrGfu/+mx7zzzlte2YOsg/PNN18RBrCYVZKckJb4jjvuKK8oijC5iu9tSuXs/bJNhgGxPDMhshHW76H6GO6Q++m3HHzwwTHNvzIkM4MCVV7VgzElXUsmhglU73OZbaXCv/baa6MclE6+jvHFmOT6MJmNmRG9Z7A0bm5kVi8OgLmPRm22J6iPD7rqf2IeTCYmQXOW8dFWaOC0PX9ZDGiXyTTMfOI115llmnn6TNnxzDCt2xT44rxrmMF9blPQIdOi+6ouPeNKYJp072aTTJA+u4rgJpGwPpvpin++E2YJghPNWM2KzXjMdpgWU6AeaOBm4KwNfovvZy4166lCQ6ZJ0tJ9XpoVidHwe7pFsCaXhBlOf/GbBH4JwDQz8pvM3JQlS0vVPOV3maXRVJmFLSX1Xvct1iLFR5itM0tqE2YR2kuyvGgr6osmy2zJTVNPakVD5udkevQdgo2cc09cJGnWqG4lOPI5fNTt4jPMOqyOqTfxB8IxNhziBbgIPhMOMQSfDkc7zGLFmWg3fQXAZibESh8WObPvel9IkDHcCepSEFbVYmfWSpYImtVWE9oT14N2QF7wterv7Sxu7kPbJN+0QzNffc71zvkO58DSFZTQaOFLr+vv2uJwCYLj1uVC1bfrFlCzWX1Zvo8qgsGVA/nGxcotXL2GW5RLVf9MZZWwysn3VK05CfVrJZT6q7thvOb7qitThivKhmw3tpFvLE+s4HVXDVJiN0v1yRQy1djFMq5dGhOMm03xGPoTa4L2bIzmdjfeiIcZDI0KwVDho+sNsYp4AsJ/pAlYlazRDxczozrw0LAmNTrK5KrvdgpBgplA3MC7wtEXBgECNCsEbz30t+Syygwe/UWZ9tdnbbI3OWTIcEAZegwkBsX7yGNtenLT/7vtB52UAejAI1G40tSGk89Ro51cHXly1ndapsPqQJv2ILQS7whHO2VAp+QLFC8hBa//zap01MxbC/0tKwNDB7k9kAC2rAyMRxkORBmA974ZygAmqYUgk3kzYSLmwjDb4XJglrSm19K0vqBMyBAmwJJVgzIhbTIXUx58MpnMSCQrBJlMJpPJZCatyyCTyWQymczwICsEmUwmk8lkskKQyWQymUwmKwSZTCaTyWQCWSHIZDKZTCaTFYJMJjOyyAunMpmB0bjsUOpE6Su9JEGF1JJSd0qYIPmEjRrsYjcpkLrYunHpNiVnkMKxzrPPPhvTckpl6x5tmPTxj3+8d1vUSYl0wdKvSpPahE17bNihrNIOhJ1Qzta1zzPPPOWZSYNNnmxIIjGQRC7q1dr8TslErL+XmEcyH21CUh5ppGF3SO2gnmb2rYLUnu453XentNB/D8dt4Vg1HFOHo8qj4fhDOP4RjveEY3Q4EsrFBlBSUStTD7kOJkc7HG5IDmXTm2rq4TrqTAKogbQp/VL7tsue9MJp59UEOSGlrL/uwedLu90pAY92I3WxzbXkpdCW9NPhtn+/3yzdt3T00pNLOdwu3bfU7/J3JBls58Ju826QFWSxsvXwGcqwvquhFOhSIHtNWuQmGT/ckcZdqvvUjiUpsvFW2qmzE8rROKgslU9K+1/FmGyDN/VlbCZzhmTb7tBYJiI0/CI0oLgZhU1pbOxh05s999yzWHfddYswyBU777xzx81KBkpoKHHjIxsXzTLLLHHjhzo2HrFpRGhIxac+9am4+cbLL79cvjppsAmTjT0+9KEPxY2emjj88MOLlVZaKW7e4/5CBcVNJ5qwEYbyDANIceaZZ5ZnJx2hgcY6tfGQcl100UXj807Y7MgGVR677757rIvQiWP5azo2kvrrX/9aXv3WIQzUcUMt5a8u7r333o4bR20Tjg+E40/hSPxfOA4Kxw7huCEc3w3HhuWRsAmPMrzvvvviJlkzzDBDceKJJ5avZhI2vdFebLbTCXLFhmrKtVtsMEYWffGLX4zt9fbbb59g07GEdquujjnmmCJMHmI/Pv3008tXmwkCvAjCuJhtttnixl42JLOJ2XAiDMpxAzPlnx42l7v55pvLK8YTJidxw7WjjjqquOGGG+JGUGuvvXbXv5lcseFU+qvcrr/++vLVHk455ZQiKGG99+KakdhnbIBnUy5l4REmkXH86IuLL764CEpbb/koR5vDpU24YMMvdbr//vvHDb/Gjh1brLLKKnEzuMHSqBAkTj755HhTdiCDHcns0kQ5cD7MiOL5ocaOYpQQ30EhCTPV8pUJWWKJJeIANxAoPd1il7Mrr7yyWHLJJeM9qYA6V199dXwt7fAHO/4599xzz5VnerAzpM9bZpll4uvnndd+l72hxqDuOz3s+NYOg6rd/dK17jehPgjW6k6TbyWC9hzbZjcd8NZwhF9YzBuOV8KRuDIcs4XjiXAkfhGO6cLRtCui3cyUk932MuPRd6aeeuq4a6Ud9Nqx7777xvKz86e21w0UDLvx2aGv210Iw6wtKgO+i4ypCto6FPXU/nfYYYfy7PBBPzDpsNuk9vnUU09FeZl+Ux2711Z3ZzXJUlYUrr6w6ymFjgJBqQsz4WK33XYrX+3BLopLLbVUcffdd0cl44QTTui9F+dGCmSsnTNXW221WBbGT7LUpKwTdi80yTXIv/DCC7G8UvlcdNFF5VVFVNjmn3/+CT7Pbp+us2vuYOioEJjd+pINNxw/K0qkrZH322+/8szQYbC2ZeScc84Zv8NWu7SiOhq32V9/MQCfffbZ5bPuYQFwP3WFwOzTNqO2Wq4z5ZRTRkWiCbNKnzdQhUA5EXD9wZavZkgGTEK63fspOLvsskvczvSd73xnnDEMFwjC6aefPm5B2omfhmPXcCwTjrnDUVUIlg/HXOF4IRxVFg3HJuGoQ9gqTwNbpgeKsAGJMNQP2ikErDibbrpptAraVrcbhcCAou+YwbebMDRBcVh//fWLGWecMb6/nQXPPdiiO8k5s+Xhhr5uplpHnfhNlPoEi6ZzN910U3mmhzPOOCOet919J97//veX/7WHAqZvVmHd9fnLLrtseWb4s/322xdXXHFF+ax7jBMsOlWefvrpWD7GQMqrCbk2ryxZvaroY8cdd1z5bGB0DCoMr0/wt4ptHWEL3yb4NeSBt4VoE/xLfFV8SaHzlWd78Fz8wPnnnx99XT/60Y9aYeZVvjoe1/mcJvgU+fPTBjcJ2wXbMpcP5rXXXot+mm7hU2+Cz8fvDJVUnhlP0BRbjz/+ePQ117FZzmAInXgiX2lf+E7xD0HJi+UnX38dvr3rr78+5u7nL/W8qQ3wkylHr4XZROuVV16JZeq8cvW/bWn5hT338D+frPYBflnbrFbPVfEa3AMfMz9ctzTdc+L1cJwZjj3DMUU47HpYZbZwPBuOB8OR+HU4ngzHp8JRx3d1+r63I7ao5jPlq6/38YSNo8JMPLZl7aZbbHMMW8j2ZyMx7UibPeSQQ+JzW7E39cOrrroq+tD1AQzHuhXrZMvpOksvvXT8W5WN3/zmN2M51mOjbFOOb33rW/FvE+oAQRmOsUVNfVS5b7fddhNt+EO+k2F1OT1cEcdy3XXXxXJQpuS+394Nm2222USbv9le37bbqXy8LhbKdvzVsVV8jGua4g36w4BWGehQ9mFGfU97/OAHP2gdcMABsVC22mqr+EMNBAnBLQceeGAU9gJMNFp7m1cx+AoUtD807LVtX/S+CDOHuL+0fandw0orrRQVChhQTjrppPi//fnDDD0W5GAx4EPF1VlooYXioPfkk0+WZ4YOg6i66A+uF1hEKaJ07bLLLuUr4xEUqVOHmd1ESpDfQjjYVjjMNOKgL3CGMKe02Y+bsNUJ7Cm/yiqrxOvVP2Fgz/swG2gdddRR8fMoDJQPATF77LFH669//Ws8f8stt7T23nvvGGAmcMbnamv+7rTTTvGawXBJOBYIx4fC8Z9w1NkhHBSFTcNxSzhwQDiWC4fXMp0hFA2iBh9tqGlApQCeffbZrX322adfCpVgKkFX2oYgzpNPPjn25dQP+4JiSi4RrOTLfffdV74ynv3226912mmnxfY+XBH0mxSaKmmASrLbbwwz0dYMM8wQAzKrCB43KDWVEdShwUnQ8tFHHx0nGiuuuGLrxBNPLK/oQd8nc+q4F5O6RRddtDwzvDH22QiNQkm2Gn923HHHxslOHRun1VE++s8CCywQA8AFLqfrKNtpXNl9991j+QoCHQxdKQR1DdwXf//7348NjtZXxaxcBzUYH3PMMXGWb3D2Hh3RDzRgeO9Xv/rV1rrrrhsj8SkJdQx4GooZBOxUlwaMJhTcl7/85ShgDjvssNb3vve91r333ttae+21YzT//PPPHwcyaLQGsCaFpr9oAGiarc8yyyzxr1URQ02nFQKdoEkuueSSrU99qmemm5SuhM6cNM36zM4Arh4vvvjiKJQTBAlhQDiYdREuFD4a7a677hpXNIjoNkB4n+tAoFM8WIpYb9JsTTu5+uqro6BS74cffnhUHKwsoRyq44Fi1cCl4UgDuyCCOkuE48Jw/C0cXw6H1QXLhuOGcNRXImQmxoB60EEHxf/TAFTnyiuvjO1j1KhRsd67VQi0PZhMHHfccVER+MY3vhHb86mnnhpf6wSlWFvcfPPN4/MLLrgg/k3ccMMNUVk2e60rxCMBllukwcMkSpkYbFJUfEI5mUC0U7aMDSwEFP4bb7yxtcQSS0SrD+W+k1UhwbJI4TdpHAmY3JJ75BmFwP8sZRtvvHF5Rf+gLGnn66+/fm/dGDONrSZcn/vc56JioLzPPffc+Ppg6EohMMgbVJmT3BRTBeGs4usY5A02OrfCYLZafPHFYycz8zTAmP35P2EgqWumSAKC0rH//vvH/21d287U7nMM+pYVaWQUii222CKa9NOgZ6CCz2ES7LQMqluSlaHemZB+g6WSQ02TAHWunQBOJPNTsg7QYKuMHTs2CljUv8MA7n1JmajyxS9+MSpvrAtmCzoCYaGck6kwbT1cVTKdI3ScS2U4evTo3tnNzTffHBWJZZZZptdMdt5557V1R/XFGuG4KRzv7KP5bxCOY8NBAbg5HOeH4zfhyHSGBejOO++cyPxZhbWOTKC4o6ktt8NnY9y4cXF7a+4Giqo2Q/m89NJL4+vtSN+18847t2abbbZoeSQjEpRPn4n+3NdwwMRIHzWDTZiMUfLbyS8Tj3YyheLEgmDZm/LnBvbQ581kkyW5HayM6iEtZx7ukGPcrCZUZB8LKksW5Te1qf6w7bbbtr7yla+01lhjjfJMDyazxkUTZIoYZcB4N1i6Ugj4kWjeaf3tpptu2riektlYTIEGwUrA5KbDmuWvttpqcXZH6NOiaPZm60wePp+vvRNmhMlvyAyN6qBCkzIwm1Ga4Z5xxhlRi7KGds0114wmF6QOXm3gOgMNWMfwMNBYf9ytMLBWFE0dKsE8ORiYnJhFzWp0NGZzjQy0Q+e23nrrWKZVZasTNM055pgjrpdN2iVFgJWlk6Jk1mQ20VQ+Gqn65k+kCNbdKE2Cxbmmz2p3DxtssEGcWTQppH2xSzgODcdU4UhwDbwrHNOHo8rZ4ZCHIIi41tLh+GE4WApeCEemmeOPP7613nrrTZCLQT+lEFbr00BAaUyYiRpc9Fd/26GtJKsVl2KVFGdE5vSF9saixzoFJldQNrxmUjMS4cYlQ0zcEspR+TdBpvXXLclKkCZwLLTtoOiTI0ceeWR5ZuShzadxiMWzP4hHYFlusrSwspPD3GeUD2VpXGynuHVLVwoBbc/M0MxeA6GFa1h1zMqx/fbbR81fh+cr5ifkUzT44IgjjojaJNMfnzC/fl+Dr3swI+DT4q4wOBIMaeZJE6MUUDwOPvjg+N0aGqXEwFnXsKowoZnxMl16CA5k7uzWXJiSCvGj1Uk+yMEm3/BbNRANgMWG0sVkBH4r5yhE/tf4ukFn3GGHHrM5LZNixHxq9t0XneqLSR9MXYOh3XeksuxvINL3y0Ng4PHhOC4cAgufCcefw3FkOM4NB64Mh+dfD8ei4WAh2DUcvwzHVuHITAxF2uzcpIBSTunXFrRNgkqf1efJBhYzLj3XnHDCCVER1Vco5votedGE/p7ad32gIl+Y+buJ10mC0+TEYMhaof/6m/rESEP8Dpl26KGHlmd6UGbKtKk/OadeJDPqD2PGjIl/TTaaIBu4k1lnktV2pJLcs/2Rh2S7cezaa6+dKNGZyTY3vL7DZaAfacfiPLjqBkNXCkHqPGb4t912W/yfeb5e2UmAJx9VO6xQMAAxKRMeGo8gw77QcG6//fb4v4AznTcJB9/NtHXXXXfF5/3BgK5wCSUPgsssp2qB6ESaBTfNWFksmE7FTAwGv53V4+GHH46DvjJOgouS4JyHqNakeLWjaskwk8ett94aTXfiOShfg4FAZyaj2VZNk0OF1QxgnusPMhKyBHwzHGeFgwXA/8+H4y/huCAc3w0HvPbhcAg8xLThODkcVhhwN2QmxsBBVshKqK2aCFDIU3yQ8x4sWJR3MyfXkAMGB65AQtM5Sn87kqWyrrDrrwb3vmJrqu3fhIRrinLB8sTKaYY70hDXQ3aTbSYCVZSZGB8TgvqkRhZO8QH9Nekn2dkk97gtWHxZJbls3g6QqclK3ReUARYWE+d6+XGNKTcTV1k5QWGgiBsLuwm870RXCkEV0eDMgvjQhz4UG0yC/x6sB9XzEGTBN8f0nXwp/CMGcq4AWk/y45kFtJsdMkdffvnl8X8DQ+rcCsXD6oGqPxAatAGfBSNdXzWtsH58/etfjwOsBwuIoMNkfUhUBUkV8Q+sCsw2dXREM9qh8JGJx9Cw0oBd7djpvEGy3X2CsKwHCvq9qV7M1qq0+yz10/QalwGfF9MrrXittdaaoC2kcq+WLYWJQHauk7k4ITbFUjbacX/4ajh+Gg7LB58uj5+HQ7DgPOGwzPD2cODf4aA8vCMcVdYKR6YZ9WFFjxgSirAH4c+dpV4N9vqIwd//6Rp+Zn/5ogVPMZNWgwO1mWRpg1VEqJujXcen2imFqzaW2loifR4LqL6c5NhIgWXRBKLuwyY/BfLChIyVlTWnirrR17kZEtW6aEeKq6q7lrn6tAETBRPMKpdddln538iCvNIPWM6rkMMU4yqUMtYxFra05DNhiThZqZ3XxyaYxHZTN53oqBAkv1I9WMFM0pdDsGHVdEfjNvgLVDNbFTzEZM9MaLCl1Qvwq944ISCwLPkYDVreV1cqEmICUieuDuxpBcE666wTzSeEjuWM/IM6OYWB0EHKC1DvAN1Q17Ddu0h4M3SxBwnWDL/TetQm0oBa/7xuqf72biEw6ys6WFvA3VJfKaG+ND7KSIImqmObBVTPK0sPsQwGgBRlrmwSlC/QgkU3E0ICVNNnNq1hdl2Chsz0yQddFygD5Y1wWHrIbZAQKyBmgMJQ5f5wcCFkukcfICOSZacJCinztL9VeQLtiGKpfcAgY3bEslDFIGSGm5ZlNaHPcG1UlWIWAlY+7kjfUyW5QQfaR99syGKWD/dv9sgl6MFSo98nGURmoh6QycrHvZuUb5ZEkyUWXrBOkm/+JtSfyR/rULWPGkesNlP++nD1XsREGQyHM9o3V3WyoieUuzam3BKULAoCWVldOWeSrIxZyFL5eD95xwJtTBZcbaJZXcoPCjIZPijCjU1EELpFGLRjekSXeEhDGYR1eUVPxq9qCtAw6MfzspHJquR8GDBiXuZQGL2pKcOPL+aaa67eLINBWyxCY4yZsnDDDTcUYQCJ7//kJz9ZXHLJJTFlcp0wUMXMTt5fZcMNN+y956BgxL0OQqMuX+3JPx8aaXw9KBZFmK2Ur7RHGkmfIU2q98mb7n7DTKa8oiiCIItpV5daaqmYetLv8H9T+twgZGKGtFS+X/jCF2Ie9t/85jflFd0RBGV8fzfYf+Dcc88t5phjjvge9yWtLIKQjHmwU8ZEZSSDmJSnrk2/WR2HzhwznKXz9p3QXoLGH7MDKtOEz0/X2RdDNj8oJ+fkMZfiU677IHDic+liE2PGjInXuddDDz005p6X7jkol+UVzQSBFO9F+XTDJ8IxfTj+GI7E6+HYKBzzhWNsOGQ13D0ci4TjV+GoE5TPIihBOVNhAzIDqsffdtjLICj/8Zow2E+wl4F+FRT5+Nqdd95Zni1iivCPfexjMT2svST0R3KoXeZBbTwMQsXKK68cP0v2RLLD5+Paa68twsAX/0eYMMTU3kEZjtcHpT+mj1XPw4VHH310gn0D6g99r4ryIJMOPPDAmF5ddkbp4WU8TOyzzz7xvSkD4rFltlWPMGjFFMZkibTEVfTJBRZYoPfapsdwx94+6bd8+ctfLi688MK4B4zyNF5WMaala5U1tP10rumRssr6rKBcxLHNWBMU4ShTjbtB+Y7XDJTG3Q5pzzRtDzM3Gp+/1tQnqwFoz7Qbr5t5i6SncdLyrTOnnfKb0C6rgSNm0WaQZum0Rub25CuhZaXPdGs0TDP7JhOJWabPSbNOmAGYAQu6817aVMqqmOBSoOEKlBHw0c4snuDbNDth3nFP7oXG7TdXl1a5Z7/Z9ysnVommZEVmQrQ7n+t+fb/rzVD6MxNRTsxRddNSE+k3sLqwwPgN6ivVizpzH77fbzQT93B/Ce4IVhznafPpen5AbcXnK/PkFzQzNLv3GT6Ti8nv9L/6YV4WayBKlmUgfX6yOlg9wXTGiiBwRvkqz6YlqlV8n/sQm1IPoGpCXoL/C4eYgaqLQPZCKwwsNXx3ON4Xjs+Ew986TKtcQzT5tGQz04N2oa3q4039OKFfqv+UuyPB3O011sgq2qGZaWqnlr3W+3oVbTFZHbVBVgbWPfeU2rw+CO1bPIE+r7/oP9qUR1UGvpXxG7hf9NG6jNOXyNV6HA7ZTHb7vVyQ5Gey3IK8EafFEiyWgyxjFSTLfYe+rJ7rsQHKl9lc2dXvRd3p853qbrjgN7IUK3vlwFVMzjYtweWuISOt6gKLdpLNVZSPOqyOc+rH+40j3sOya7WbOhsMjQpBJvNWQFyHmIb+NtH+KgRDAeWUALD0LSsEmUxmONIxhiCTeTOpBz92C4XAzI4/lH9SDMukyBQpvoLlQoAUX59ZVz1IKJPJZIYLWSHIvCVh2k2BSu3yqLeDCc16d8GkXEqT2ghGcbFsy5r7gaYozWQymTeb7DLIvOXgH5PQynIpgy3zv6yHMmRWVzVkMplMZujICkEmk8lkMpnsMshkMplMJpMVgkwmk8lkMoGsEGQymUwmk8kKQSaTGVnksKjBI7A38+bS33Y8FO2+MahQ9iQZl7wks5T11SmTnSVdErCkjF5DzY9//OO4llvGJUvGmrYNtnWqdeWiz92jrFD29JZ5a1Lzs5/9LEa6zz333OWZCZG1y25uysrOgR6dUM6yQKYtlCcndquUV1yGLNmxbIMqu6KyFOHvN/Ync2Idny8Dobr0G2VFk1GrnqmsiraX9jNQr+7rs5/9bMx2ZytQ2SVtcJUZXsgHYQ/+ata7OvYvkXlN9spObaQJ/VKblX1QJsv6nhzkhL0O/HUPPt8GWZ2yDspnIXOfbKoy8mmb+mnabXG44N5t+mZTIb9X/7EdfNNurhJsuVbWRmVlZU9/ZL3lwvqp99aX4FpGTN6QBXWsJpKpsL4Z0nBEVk57EfhbzTqoHuyk2ZS9toqsj+rKGGeDOPsgtBtvEvY7sHeOjQdlRhwwoeImIjT84kc/+lHMPx8af8wRfuSRR8Zc1euuu24RBrli5513jrmbh5rHHnss5scPSkcxyyyzxDzNdeTll7s8KAsxn7O8+2HAKF+dNDzxxBMxp779G+wJ0MThhx9erLTSSsWNN94Y72/55Zdvm1s9CL9YnrPPPvsE+fsnF0cddVQx33zzxZzbe++9d3HccccVO+64Y9xTwH4BcsQH4VxePTDsayFPt70sQmcvRo0a1Wc9HXzwwXFPgyDUY5tL+y1cf/31FNciDCrxeWb4YK8KdddpLwOQK+o3CM7yTN+88sorURbZa8N+IEEoxnN1wuAeZZp9OILCG/uxvTE6Ye+WRRZZJLbHFVZYobj//vuLP/5x/H4XwwF7NdhbQPlXH8qrjn0awqQg7mHy5JNPxn1P7O/QVJ517OtivxF93OeTg3Xs2VK/j+pjyy23LK8c3tx1111xH5+m33jppZeWVzUzbty4YoYZZpjgPUEJjW23Hca/MFGP16q3wdCoECROPvnk+CVBm4zPbcgQNMcoqJ0Ps8d4fqixeQMlxHdQSGxk1ISNN2ySNBAoPd1iULKxj82U3NPYsWPLV8Zz9dVXx9dsupI46aST4rmgdZdnejBI+jwDr9fTpkKTC0qU77VJUHXjqH//+99R2fKaAZwS1F/CbKr8bzwEr8/0sMFMOwgvioDrwkyvCDOK8pUiCmLKAoUxM3zQd6aeeuoosCiI7bAplHq3SUuYLZZnO0PBsOEYxba+eUw7bBBT3ZRNm28HRT212x122KE8O7w45ZRT4v0vuuiixbTTTtv7ezxsSFZFn3f+tttui8/TezfddNO2daL8jj766GK77baLE7j02WuttVZ5xXjSa+0efSmMw4Vqu6k/OmGccw2lzMZd1fdRlJvqwDhm8pyue/rpp8tXBkbHGIKUBCaZ+fxlpt9vv/2i+Y9pf//994+vDSVMyzaFYMK2IYkNiJjr6tg4aYsttiifdY/92JlYusW92HLZNqBNMGfbotUmTjZqStiimXls3XXXLc/0wAzk81ZZZZXyzMDgxnnhhRfKZ90RZjpxAyb59u2BXjXhulcbENnAxMZN/fUjqiPtoo5NOZhnmWm32mqr8uzEBAEUTZSwGQiXUcKGN4ccckjcPCUzPGBut8d9mC12dAHYypV7iSuS6bgbuBY+8pGPxM25mFi7NeMz4S699NKxfdvER8rpJrhJw2yttz0Px4RYXKvKRoptG4lxwdmWPlHdlt1Wxfq9fpY2PGLexoUXXjjRlukJMsM2ymEQnGi//yphoIr9+YwzzojX+nv22WfHvUpk+SR3/B3ucJlwed5www2xTduy2MZnYeYen3eC7NMm1ZvyCpPL8pVWK0w4o+uqjnFksBsaVemoEASFYYK/VdLOVO0GJIOVXcr4jJqgTNjxzuBUFwKeazwGbkqBxmzTmDqua5c7nk+RP5/fpoodouzJrcPbRU8n6RYdqwk7sfmdVWUg8fnPf771+OOPx45ZZ7CBO9/+9rcn8pV24vrrr4++LUqdfbfbwWe4+eab9+48qSGmcjboExzOqeOE8xtttFEsd+Vkp7hUr56PGjUq7kanvO+///54vorPsw94mCHG501tDml/ep9tULDLok7oXn2P5+7Za9X7y0x+zjrrrOgTpgzW+3iCwDRAaMvaTLesvPLK8S8lsskX3g5xAfo+5RKUkaZ+aH8Kgpb/Fu3a41sZytI222wzQfmYQKXdJKsDjFTf8J60A6pBOqF++kL8UTvIQHuLUBq22267+Ne9Uc4MgE3yfThiAuv3mNCQP+SzuBNxLfUdIOvYzdPkM2E8MRlO1Nugzd+8vvrqq5dnBs+AVhnoULQeCPiqY/vHAw44oHXJJZfEGSEhT0AnaJtmpwYWAW1f+9rXJhokCHfBbddcc018Lk98N7N6FWJmTqt1D2YnFAoIWjrppJPi/wJnjj322BhoNFg0djQFiyy00EJxsKQhDjU6tLroFsoADM5mSO0gQNSZRkwQ6LQ0eRhwbRa0/PLLx05sgNdQx44d27r33nvj4OxadcVyAoOB2d+GG24YnzfNJGypOsccc0ywxWeC0nnqqafGDnPEEUfEc4JbzUAJOHVsxmH2J7Bs2WWXbV1++eUxMCrz5nDdddfFdqHt6MtNAyqBaZa4zz77xNebrmlCcJrgY8GH2svJJ58c+3Lqh32hzZJLgq/Il6a9MlhBzZqbLJPDBX28Lp9ZOmz5jGSh9BuTPKcwpXqoypYmJb5OO6UP6qpp4CI3kBS84Q5lgOzZYIMNoow0CaJ8kot9sdZaa5X/jYcVDLY2rgbAshiYcLNM90eR7ouuFIK6Bm6GbXAh5Gl7VczKdVCD8THHHBNn+QZn79ERNTgF5L3McczpIvGbTFIGPBGxZhDYZJNN4uyvHQSPvaUJmMMOOyzuRGeQMpCI5qfBmsVixRVXjANak0LTX55//vn4t2m2nrTxSbHbnkGxWwjfZKXoS1MFYen36MgELUsOzBrM+ihZ99xzTxQCzME6OxeOWRXNVYRxinYlYFhq1DdzpPtQLwmvi0JnTWlCOxD9TBGh1CWsOKBksDS5R+ZLM06diAVkuEWDjyQMqIQV9Pkm1KeZFAXVLL1bhSDNZk0mjjvuuFj3XGBccRTHvjDQEa6sYKi7DZh7WShZJ8mUkYQJk1VQMCmDc+3qKNGtstUOcrA+jqhzZU/GJIvzcIcVFiyZLMfknC3YzeTr1upuMLmGiU9SCLgTjLHJatNX3fWHrhQCg7xB1dIHwp953A8nfOsQ+n68zs0CQCO1MY1OpiEaQG655ZbeRglC3Wy0ThIQlI4Uq0C7bWdq9zkGfX5xFWIgUZAqJlkakjnM5xi8qj70gZKsDE1+0vQbaI5DTZMAda6pgWiMSeM3kHZLmk1UOzOXgoG9es5shIJilu58ep4gWH3WmDFj4vPDDz88/oV25JHcBXXmm2++1q677hotCPUy1i6ZHg0uZpssBcy96V4ykx8WmjvvvDMO9u2g2JEJFHc0teV2+Gzw8Z9zzjlRMLIGifHRTpimO5G+a+edd47KMWsWGZHQNpOw7c99DQfEDZCfyi71T5Oxviwhk0Ix4r41c9aHU9zCcIfMMSk1VlaXayrj5H7qlrT00LiWYj/ShJoVPFkPqrFW/ZkkNtGVxCSQad5pxiX4oWm9KNMF864ZGw2GyU2HNctfbbXVou/aYMFFQLM3W2dK9/ntZocJs/5kVkqmruqAxMdtYKY9nXjiiXFgYKEwaxR4YfaK1MGrgybLBQ1YpXlQeJijuxUGzDnoFDg1qLWhATN8ZlGzGgPgTjvtFAdB7LHHHvHc1ltvHcu0qmwlNJo0QCYXSjc0lYGyq59P5/oqs6QQMNNaNwuDAmFerc86FJp2jZ0FibJAcdx333071kNm0mId9HrrrTdBThD1qu1Vle8999yzdfTRR5fPWnH2o43qr1UBV0c7S6ZpLsUqyQ9N5vSFdsoClszYtsoGZcNrVd/tSMFETI4AbtN11lmnPNtTjn3lG+lUJwOFBcmgyUIwUjD2iEsRWMitRQFLlmPWgm6tBJQ2Mt1YJxYnyT7uCEqUia+x03hVtZqzmlXd8/2lK4XATJqvToMibGnh4gPqpIAvPmJCXoe3ja2ZG58ioQ1+YAMA099yyy0XG2hfA4l7oNVqQNwVBkeCIQ1yAgQpBRSPgw8+OH73kUceGZUSA6dEHO3gi2FuZLr0EMyhsXarFaekQvzrdZLm3ZRgqT/4rfzj/KcsNpQuZnQwKzlHIfI/oVqHME5mueTieDNgoeEro+BoTynIMJkvO9GujWgDXFRoF8SamfQoe7NzkwKCkdIv9kfbNJDrs/o82cBixqXnGjEnTP76CsVcvyUvmlDXqX3X42fIF2b+buJ10oTA5IQywlqh//q7ww47xNdGGpQf8tjsEspA/zPTbJIZVZoCpgcDiw5Zxno8UhONWTVh4sbfn9y0VUtUJ7jHvT8Ft8L4dsUVV8T4N+OZMdRfloQEK2t19Uh/6UohSJ3HDP+2226L/zNj1JdRJIFtgO2EgenGG2+Mmg/hYdbYzYBgMEmzSktddN7UkH03LUpwWn8xoBNMhJIHwWWW02nGWiUFEza5UFgsmE7FTAwGv53Vw1IUg74yToJLx3LOg38+KV51mHLhvaLyJwXtZufV88nPK77ErI4prS+B1Bfak5kOxSAFSGUmLwZ0skI8SFpWRiE3i4HzHixYhBsLnmvIAW3BrMgMx7kUANtEslTWFXb91eDel9m02hZNSLQ/yoVAMFbOtNxuJGEWzl8vvidhYkBxI5/SLJbClSZZ1XIc6kE7WTdHQmbCvrByIMWrtJPNVQRaaqMsCtUxSFyU8ya/+onxxvhSDSo0JqdMrwOhK4WgishJZkEIMKtGT6ZlJ6wH9ahKQWl8c2aGyT/nBxrIuQK4GJL2pEG2mw1qmMwmMKilzs1E6UF7qmthTCgGfBaMdH1ScsD6oaMYYD1YQAQdpo6RSO+tI/6BBl3V1BLMR6wD1eUkA0U8Bm0xaYxVM186zxfX7j6Z1N2rcugr+EoZmj2keqiWhUZKgDIjJqGRrmuyqriuOptT3kyWGrKBw4AwGMx8aOLMvSxII3XG8VZHHg7uKAKJoPIQzMv0qQ0QYvqIwd//6RoKnL/iTtZff/3oN622T3216uNOM9xqYCpcx3xKRrVDO9YWq+05fR6Llf7RafnccEO/FNfFZUpenHfeeVEx4LLRT9LMPwWA6pNpsmAJcSIpEtyT5Es9t0qddjIoYQLoGvEDIwXy0uoV42PdbG/csxoq5bNgxWI1EFdVVX5Z2IyF4hDEtugrPs9kx6SQ69xSW3KTq5TybKxKmMx2ygfRJ6HBtCVoKqR8EbS48kwPQegXYQYdXws3M0EGpaBxx/PSXz7++ONFEAjFFVdcETMtSVv76quvFkGAF6HwyncUxYUXXhizZP2xTAsaZg/FUkstVYQZb3xeJ3ToInTi+D133313ebYoQmHEc2HwLYKwiGkcfYYUzNddd128Ripk14SCjc+r2fD6IjTi+N5x48aVZ8YTBFh8rZqVMFR0PHffffeVZyYkZXy8+OKLyzP9I/3e/vDoo4/2prkMs7eY0rWKupWaWWa2Z599NtaFa8MMI6YyDopecdlll8VMgh/96EdjHUOdjB49uvd+1PMLL7wQ/w8NujfbZUK9udb31HE+aNITZEoMA0YRBozYdqpcc801xdJLL10+G59dU1rozFuDoIjGOumUqTAM+DFl60YbbTRRRrb999+/CJOGIiiy5Zkitj9ptqvol2G227FPhxlUlDX/rmUoXHjhhYugTE6U+lVaZPfuHoYjYSCP99/0CBOICTLbSZHrfJKV+q3nYYCJz/Xn6vulK66S5KNHU6bCBLkYFLKY5ngkkWSPR1Asi1tvvTWWmVTGxkUZahPaebpW+njIwprONT2CAhCvq1NNTd2pj3VD42giPTFBGzTl3i8yAMvtnXjxxRcnSAF65ZVXxvNu6NOf/nQ8H2aSRZixxlz2aeAOGnwx11xzxZTDBu0wYyjCbDHm/scNN9xQbLLJJvH9n/zkJ4tLLrlkgvS6CQPXkksuGd9fZcMNN+y95+mmmy6m6f3Wt75VvlrEPOnvfe974+trrrlmETSw8pX2qFSfIU2q98kD7n6rHSJogDHtKkUmzDTi7/C//Q/qEGz2OEjla7ANWnsRZuXlFd0RtPr4/v4iJ3tqkAThLrvsEtMYb7HFFlGRsyeD+k2oH9eqb/dKkVDnnlfLNqU6VW8EKMHidec83G8SuBQL+yU89NBD8bl2oS5XWWWV3uspnT7jJz/5SVQcnAszzdgmKJcUF+fce0LZp/d7T197J2QmPWHWH+vjtx1S02oPrjH50EcT+tXMM88cX7vzzjvLs0VMES69qzZE4dYftcl2e4dQfKXNplj4LIql9ubzce2110aFNqHNHXLIIXHgcn2YyRVhxhbz/Q8X7Ffi3ts9ZplllvLKHuyvQjYvu+yyce8Q5a58Ux965ZVXemWnh3pSrmRdSj1dfZB9BsU6UiF7/aabbirPjAzI7zQmpofJ6a677hplbhUyK12z++67x4lztWybHuqnjjpI/cvj5z//efnKwGjc7VAAmwAbD75dJjZ/rSVNayHB9MxE53XmPpH0zEDMI1IwchMwVTElMnckRPAzIfJ3WxrIbJV87MxV6TPdmrgFroCqiS8hqM7nVJPZMBvyWQq6895llllmojWuzOF8zpbfiSbuy7zFtynJDr+ne3IvzG9+c3VplXv2m32/cmJ6bEpWJNKUScnnul/f73rm7r6ifasoJ0s7rdLoL36H91o+6n6UI3OpeAqBWVXcY4pPUJ6SLTELc08IVkxmMJ8p2yDfFtOv36Q+uY+4FuptSN17v+9Wdn4Pk6Xy9Z3O+w5l4jx3RGoTyl6dCE7ymZ6nz9QuXef9fHaDjU/IDA71pG718aZ+nNAvtQf1WUXMi9fq5uUUmOav9iIJTL2vV7HeXluE9mFnRCZb9+S5z9EHwfyrzenz2q6+qt15VGXgWxn+ZP7mplgo5aVfVWUn/G7LAZWV+hJkXe0/lotyzZEDXKHKTTkpO304fZfyUq7KOJVpgtwxtqSVXyMJ5cAdkGK5lFF93ITytxRe++J+MeZylSnr+nikjF0v42cTqX+5Rp1VYz/6S6NCkMlkMplM5u1Fe3U9k8lkMpnM24asEGQymUwmk8kKQSaTyWQymawQZDKZTCaTCWSFIJPJZDKZTFYIMplMJpPJZIUgk8lkMplMICsEmUwmk8lkmhMTyThlM5G+MvhlMplMJpMZ/tgcr1EhkCrU7lbSwEr/mslkMplMZuQhbbKU33ZabFQI5GE+8sgjY17rTrnHM5lMJpPJDF94BOw5YUvlvJdBJpPJZDKZHFSYyWQymUwmKwSZTCaTyWQCWSHIZDKZTCaTFYJMJpPJZDJZIchkMplMJhPICkEmk8lkMpmsEGQymUwmk2mTuljmor/85S8xS+GUU07Z+t///tf697//HVMZS1T03ve+d5IlLHr55Zdbbund7353/D7pFOu89tprMWnSNNNME6/917/+Fe/JezrhOr/L+1IGxn/+85/x/xlnnDE+T5897bTTxoQN3vO+972vz8/uC/f56quv9n5PHeX74osvxrL3XbPPPnv5Snt8nnsbSIppWSjVod861VRTTVDPmGKKKVrTTTddPP9m4d7+/ve/t6aeeurW+9///vJsq/Xcc8/Fvx/60IcmSTt84YUXWrPNNlv5rG+0IeX2xhtvxPqbYYYZ4qOJF8LxnnBMF446RTheD4e/eGc4XP+RcPz79X+3Xv3Lq7Gtah+pfoYLv/nNb1pzzjlnx8yn+p6U6bPMMkt5pjv0UWVPBnTiT3/6U+wrSbYov776js/9z3/+E+s1yRnyY7jx17/+NcoLfX2mmWaKfzuhHvzm97znPeWZ7vE9ncYI90L+KFftWLsYaRg7yIWEsvjd737Xmn/++csz7TFWKP80NHsvmTTXXHPF8lIvPrtd2zV2DVQuNioEBs0777yzddVVV7WefPLJKIwXXXTReJOvvPJKvObLX/5ya7XVVuuzE/aX66+/vnXvvfe2fvCDH8QffsUVV7Q+/OEPl6/28Pjjj7duuOGG1ve///34wzfYYIPWF7/4xdZHP/rR8opmnn322fj5N954Y/wdfvrKK6/cWnrppVsrrLBCvEaWxltuuaV15ZVXxgFnlVVW6eqzO3H77be3LrvssqjsSA9Z74zPP/9865BDDonCUmclPD/5yU+2dt9998aOq24uv/zy2EguuuiiRqWpE8ruz3/+c/yOX//61/GznnnmmSiI1TPBp6woCMpH+WpkkxPt7qyzzmqddtpprV133bV1/PHHl6+ERhs6gnr/2c9+1lpggQXKs0PHfvvt1/rSl74UH90gzfdDDz0U+4O+8qlPfaq1+OKLl6+O5zfhWDAcZ4Zjs3DUuTYch4UD7wjHf8IxZzguD8fvfvG71h133xHbiDZE4fj2t789gaL0VkWfW3311WO7/shHPlKenRhtTXvX97pRRA0sd911V8yw9pnPfCZmV22HtkyeSctOthiM1Ntaa61VXjEx+teOO+7Y+v3vfx9lwVe/+tXWkksu2fr4xz9eXvHWh4z75je/2TrmmGNaf/jDH+I5svvYY49tLbTQQvF5FXLxnnvuaZ144omtr3zlK7GMusX7lDGZom2SZXVuvvnm1jXXXBNlOmX/F7/4RZRDhx56aEdlcbhxxBFHRLma2jGZqu1861vfis87ce21QQ4cVsqBIOu0VeU1bty4KIePPvro1gUXXBAnSlV81xxzzDHB9/YbCkE7Dj/8cMpCsdxyyxVBSSh+9atfFUHwFeutt148/9nPfra8cmj55S9/Wcwzzzx9fseCCy5YrLrqquWz7gkDTREGlPj5QZiUZ8cTBvAizAKK0LjLM+MJs9byv74JAqu4++67izCwx+8KikcRNMfy1fGEQbhYZpllel8LSkkRBH1xyimnxOeJoFUXQVkq9tprr/h5Sy21VBE0xfLV7gjKULHpppsWoTOWZ4ri4IMPjp8XBrIiCO0izMDj9wRhEM+HgS5+9+QiCO/ipZdeKs4888z4/e6vypgxY4rddtttkt2TevPbg8JZnumMeg0dsXzWzP+FY/1wmP5fEY46fw/HOuGYJxyfCcdi4Vg4HJeHo4561z7DgFWeeesSFMtittlmK4KwL4LiW56dmPPOOy/WtbYZJgLl2fb4rOuuu65YccUV4/sOOOCA8pXOkC0zzjhjfM+yyy5bnm3mO9/5TrzOY6ONNirPDi9OPfXUIigARVAKinPPPbcIk5v4ez7wgQ+UV4xH3w+DdTFq1Kh4jfd2A1nywAMPFGFSE9/36U9/unj11VfLV8fj84NiVYwdO7Y8UxRBIYjtoy7rhjPamHErKDpFUFSLxRZbrAjKVxEmOeUV7VGW66wT5EAY/9J7F144yIHLe+SA/hSU6mLttdcutt1222LrrbeOD/IwTM6LoFTH6wZKR4UgaDOxgjfeeOPyTA8qO2g78bVq5Q4VBrlNNtkkfr6HH96E+zLADYT9998/fvacc85ZnunBoBxmnVEYNLHDDjuU//VN0OyK119/PTZ6Arw66CfCbD/ex3e/+93yTA/bb799PP/vf/+7PDP+88JsvphuuumKz3/+8/1SCHTaWWedtXw2nvPPPz9+1xe+8IX4+VWWX375+FqYMZRnJh+UEt990EEHlWfG082gMRh++tOfFqNHj+44iCUIWZ2/E1eG47PhoBCMC0edB8KxYTjwRjj+EQ5KQhPrrrtu8Z73vKd48cUXyzNvTbRX/YxgCzP/tmXpd2h7M888c+zT3dRtmHFFxdEgp410qxBQNFdfffX4nne/+91FmLGWr0yMiY96de2ee+5Znh0+kBPrr79+8Yc//KE809Nvwsw//qaLL764PNtDkiXHH398fL1bhcBnmij96U9/ioOS+m5SCPbee+9i+umnj/Kwins06RwphNl9cc4558T/lelrr702wQSsE2T0hhuWcuCNIAdCuVbfa7w9++yzy2cTMu200xaXXnpp+WxgdHQ0MLOBP6QKvzUTHZjf28EszVfUDj4919RhIuGK4C5gRgoFEE0wdZhT6maTBHNicm804fPCDCH6dTbffPPybI85LQz6rVAp5ZnxcB8wN8I9hvKL/7eDv4e/0T228+kwSfqtQRMsz/TgPnDcccfFv+jm89qhDv3OMNsuz4wn1a/fU6/roJjFv+l3V+FCEvfAxdSOdnWcCMIkulJ8Vh2vtUO7qN+r+091wkQXOlL8vwmvaR+pjddhTg1afjR1d0O7z8Evw3FxOI4PRzt2DwcXwQPh+Ec4pg3H9OFootN3vZU4+eSTW2G2GPuZ/tKEemKK5wZT3331qYQ+oP/31zTqPrjY9t133/jdl1xySfnKhNx3332tp59+uhUU8/h8uJR5FTE42m81Hka/2WqrreL/v/rVr+LfRIqT6iu+oI7PZMpWJ/5vV4diC8SJcPkm3KP7GGrX85sF1yuTvbYTJhXxnFiVbt263MTaaFAMYtko1+p7V1pppdY222xTPhsPNwwZ+rWvfa08MzAGFnkQ4GMGoVmHr5Dvl1/cDQZNcwKB/8c//jH6/fjV+UX4S/iSqriez4VSAAM4X3yV6gCQUIjnnXde9CcazPbaa69e31mdoMXFAg9aVytoy60tt9wybgO50047lVf0IGDM/d56661x8AuzknhfGnc3NN0nCBm/m4JVj5PgIybsCKY67T6vE1dffXVspGuvvXZ5ZmIIWEpHlfvvvz/+rfsbxVkov+uuu64VZk8xlkE5JSgK9ToWF1Dlxz/+ceuUU06JdUQB+853vlO+0owBQ9yAutpnn31628xvf/vbWB/qj4LHZ73GGmu0Pv/5z0d/Wx0+6qOOOqq17bbbxvfwKzdhIPOa+ICBIkhwr3BcEI7XwtHEc+F4MBzjwrFUOBYIx/7h+Es4hisPPvhgFI5rrrlmDIBq117VQ5g5RgW3ruB1Q3/7AUxStDlonz/84Q/j/1X22GOP1umnnx7lyXBFn11vvfXKZxOz8MILl/9NyEDKFH3Jpd122y3+JS+SLOcLN3lrmvANRwzkFAExGmIjllpqqTgWdlOmgqX1G/LS+8RH7b9/kAOVCVe7gFtKCJk3WLpSCOpauMHWQECrq86u8ctf/jIKf9GUBlYBaYLCdPo0S/C6QLqdd965tfHGG7eeeuqpWJB1zCz9SJ1XtK/BjFbfDgJliy22iFs5UgY0MjNs9+D76ggOMqgZmGldZqoC2eoYKAWKifynrY0aNSp2tv5q0nUoThqKz0zaeUKwmN/xyCOPlGcGjt8nUIXSUf+eKu7F4Ephc2/KRnkQ6qkzgxBVzh/72Mdiua2zzjqxvO+44474unqgDArKUscbbbRRVAaqAyvLEgXgc5/7XBzc55133tgWqsGDdShgPsfnUSSSQkaJoaAIZKIAaE/uR/mZCVatGwS9mQpByVpC4VlxxRVbTzzxRHnFePy+WWedNSqAA2WfcGwVjhnC8e9wNDFlOG4KB6Vhi3D8MRzfCMfW4fhrOIYjAjOVPdoN9NoAJVLwmr/dCM2hgGJJCd9uu+3i99atBA8//HBUaE12KDMjjaRIdwqonBQY4EzWDHzkusFOAKLJyic+8YnyquENS6+g7TPPPLO16qqrxkkPGZj6QieMszfdFORAUJLIV3L4G98IcmDrIAeC0tSOl156KQbXbrrppuWZQRA6YVv4KlyyyCKLFOFHFZtttlkx33zzxYAUvnTBZ3VWWmmliXwciy++ePycMEONvj/+T76/RBDKEwTwCRYLM7cYXAd+GIExPsNnJfgbv/e975XPeoLjkv8lEZSS+D6BhO1IPjWf1w73FBSIYokllijPdE9o9NG/U48hCB0hfq+Akzo/+tGPYgCO1+v8/ve/j764bmMIBISGDhd9e2HGU54dT4oVUS8+MwjL+NxDQGGdFMgVGnt8ztfFH5tiPQTlzTDDDEVo2PE5xAMEpST+756VRRio43O88sorE/3eFF+RYghS2Qkk9flhZhef49Zbb43XBqWgPFPEgE7nDjzwwPhcGxMAWIXPzTWC2er4PoGWvqsTYgia6vCacBwQjoTn7WIIqjwdjvnC4dqjwlFHQNFbOYZA3w2CrXxWFGHgjWVcjSEIg3IMnkoy5PXXX4/lLHjPa92ijfnsbmMI+NPJKAiQTsHFQWmO5xAGyl4fMH+w14MiGZ8Pd8gCQWlBCS/PTIwAP7+52xiChM8WDC0QrimGIJHiPjxWWWWVCeKkRhLascDXFMQaBu3yle4wXhpvvfeooyaWAwl9beqpp44xHIOlKwuBJTdmZUyxZmhmYsxpljhUYV5jVjez5AO3lM/si/nfbJo2zs/0hS98IfqxzOac4xoYPXp0+SkTY1bLrE+LpL0nMxh/VYLW774sfeHr992WMbE8ML9XXRZVaF5h8I33x+x9/vnnl69MiM8P5TWRL5Ev2kw1PTr5revU3QSTClYVmjhfYt0lUIV2a8mnGbTfanlbULiihYRFKMHaYPbPapLKL63XBp8Zc31QIKPpTNl5zv8FdRIG62j5UUfaCOtPX+vCU9yE9bj1Waf7RXWmoX2IudAmwKzGJKetaR/ux5KsmWeeudfaUMX3sdT0p04TvwrHNeEYE47EVOGo/m3Hx8LxcDhYFS4Nx7/CMVxgTZFrI8XAQJtTr/p+Qh8WP5NkiD6uvNVZtV9PSiwNTbLEjAzcB4899liclY1E1E+Y1ERXzZuBsrU00WPuueeOViJyh0VmpKEdW4rMogpWg/7AQmm8M36Rxe2s4ywsYVISLaKDpSuFwBcxnyXBykRc9+fDel0w+1pvajC57bbbot/XgJHWjGuMTMTMKAYKn1UVFk1Y08r3q5AVMHOz/9MAYhAz6OvIGpnvZkZmcuczFKxRhzJiMHIf3/3ud+M5ikqTe6EdBhYdjBuB34cJvNv3q3AYMOtQPJgrfeZgUUYeFIJObg4DenVgFP+RgkYFWqYYAMLbgKwOlJvcDWkwd9/qRR1zyXAVUQC5E1IdMxlyk1Dy1JE24nWfX1e4mqgrA1WqZZmUhPS9fHE6DrOc9kF5FaMh8DHFqtRJn1H143XDCeGYJhwCCm8Nx93heCgcMNjfE47nw9EOysAm4fB+wYbDAe4m8R0URX1a+XLJcD9BXYvJYKLn1pH0xjXyiTCzan9kiP+1qUmJNqS9kmWgLELboKiMRJiV9THutjcDMSVihbgLBJJy01HI+NyHxNz9FoX80yeqwZTdQhng/uSKTxOuKgKjyTJu3TRhGgxdfUISwAsuuGAMkDC406jbRY83+WOrCGbROHfZZZeoAS2//PJdaU/zzTdfnMVjzJgx8TOq8Q1mImar3eI3GLREEitQVhADAN9i0yDdBO2WEpAeFKe+lJsEP6YgkWRlqGLmrXw1pMGSBjXRvP31iRpA4V5SIKlBVMd2TlkpR8I1fQ8WWWSRWD/8Z2blkvywHIHC4PcaQCYn2sfPf/7z8ll3+F1QV/3hkXDcFo6Nw7FjOLYJxznhwHnh2D4cVhR0Yu5wzBKOKcIxHDCY82cedNBBMWDTwCpokzVI2xBXcOCBB0YLE+XdYOwa/Y/C7pw4E8rnYOI2+oPBabnllovWTfdMeSGPRhpm5hR4CYD6mwlyqGCN0z6S9cjEwoRCeZsUGFdGIsYDlkaWzYHAkqLOmqy7FAWT4abg/oHQlUKQhCJ0YOZd0dxpsEgkEzitvw5zh+xXtBwDitkqTZWJjktCAGBaDeD7DBpNGs/6668fs2dpWMzg6RoFbpZK2DTB5EJDTYiAp5kKcklwOcAMxZKpKmmwq8+wKUg+w2AnC5XPaMrQ1Y511103zlDrgyOTPGjSTVTrpC/cM9Nsf5WBKr4vlbWlTBQWwh46stfSNepaHQvCtMKEi0B9q2PvS1kfuSfqaNwnnXRS+ayZpnbRiVR32oh227TqhPJi6VsV1gpKT7cKXhVWgfsqxw/DIVAQshHeH45VwtGJn4Tj8+FgaRgOsJSx9Kj79KCgp9mLpVEGAP2EtTFdw4pglsNiwIXk+eGHH15+6tCijRKs1TaUguv0Ye6javR9f9vaWxGTG4Fqfl91CSIMKJMLlkHuJHK6ChmIdhPM4Y7yN1YNdBUAaxlLOvdnHRY5qxnarRjpLx1bexr86v53g94yyywTTSCbV1YZWMInL7VYAx3aAORhuZvZgI5HE6cpJvjxTjjhhGjWrw66NPV2fn/m6LR8Lr1HJ6d5ei6608BjYDLAiCz3nKYFVgbRm3VXhc9IrhD+bUIq4TUPAgw+26M+MDcN1MmK0aTkJCUpmSzhN7hHboim2YrycY3P62awMhAyzYkuds91/C74vHpntQIAXBcEPpSp35QUDOZf5Qufz+IhxiThfVZ7qGPKA0uKtmIlAlO936+umZMpmcm943cqz/oqF9G37jm1T7j3Oun9qU6SAsuqY0WJe/UbKHRiR8wUq1A6fVdat90fZgrHByvHe8PhHD4QDs/TQM+FUHcfPB4OcQj7hWO4oE7MZCzdTQ9CjHtIe6UgWplk4K9eYxBOsQTahf+r69INZqwGTaS2W28j7XB9fYmzSY770Pbr67hTu662teGE9itmxsTC/yYeHiYcVoultfJVUl9qKtMk85ssbamM2sklKeLJCi7kKil+oK6sDDe4oE1wTfCqmIyaBLGmVuFaZzFLsJbX3c3Km2WXda0Jq8AoVE3jzoAIHXUignCOmdpCIzLaxqx4IkODgCyv6EmvGzptfH2LLbbojTj3PqsQnBfNKtOXlQEXXnhhfF0kqrSMYbYYM2k98cQTxTbbbNMbSe79KVNWGMRiJHkQ3PG1KqFxF6GQi1tvvbU8U8RoVRGu6Z59dxh8il133TW+LjrffXh93nnnLYLiEs8npIVMkekeoZBjBsEwq4yvW2Xh/C677FKEAa4IjTue70So5Jge2fuCsIyrIh577LHy1R6OOeaYmJ4yDI7xHqXstaJBFHSdRx55pDdKd6aZZooRplYk9EWYAcf3hBlBeaYogkYe6zEMlPE10bDqJczQY3S1LIVWR4gEDp24fFdRBMUqXh8G+hjBHxprfK8yl6Y5DLLx/oPS1VvHYVCNqU0TfquVCT5HJL/0zerugQceiK+LsE0plVdYYYV436LUlXkYZOJ5kbd+g8jxtJrEX9cEJaM3lapslOo2KCO9Ee8evvOzn/1s/J1NKNswgEzw25tQfk2rDOpYXWDlwEXhSMhI6Jxjy3DcE45rw7FjOK4KRxNv9VUGdazeUd7qoB2vvfZavCbMomLdJayKSatebrnllvJsTwR3UM57M5qqQ30j9dUm9MWUjlvbUK9kBqy0scImoR+OGzcupqR2vRU6Pn+4lDnCwB/livtvepCBVfRbK3/UgddlxCR/9a+E1RZesxqkCvmfVuwYF6ygUt51rFBSzupSVHyYCMX+X12RNFwho1LZkl3kd5g8x9VXQYEqr+rBOJiuVcb//e9/e59bpXPPPUEOXBvkwI5BDjSk0IfVea4Pk+fyzOBp3NzIrEkcAHMfjVoMATO4GWvV/8Q8SOODTXHMvGiHNHDBOf6yGFhnzKcM5hOvuc5sUbCWzxTxTSO1blPgi/OuETXuc5s0TqZF9yVAMWFWxzTp3vmomCBTdDtzMX8m/7XPs8bcioQEzdnv8TfNgAVUmtHy/9CwuRLMdJnLZWHrC/5z90Qjp8UFZSjO2OuxAawqNEGzKBqmYEUxG3VooD6Pv5a1QWCi2ZQy6gsWGuUpDwTM9FlvBF4qK3WjbFJgn8+VT8Lvr84W1I/ATuXhPpnCWDiY3LkTlLlVCdqOMjTLUtYCOKufQyMWfKpe3Jd2woqjSfoObZAZ0edoX9qJ2YQycE7dMKX5Dr5nv0d7ELyqvgREakdmLuqKWU2b4xLiIoDfRsNumgGyDCgPGn4nxEeos6bZVpXfheOWcKwYDjsYJm4PxzXhkMTI5kdzhGORcMwfjiZY2/hctRfl+laHy4hp2uybBaAJMoY7gbwQhFWd8bCWkSXWrScLluvVoaAq7Uu70hdsntRu9Y770L+1l9Qm9LHU131H6tPM2+pTP0uvaz9kzXAoc+hXXKgsNPUZpNksyx1zc4LFTM4ObVm7Z91RH34zCwrEIoRJVcwZUpV/5C154DvJbfUgIE7/quJz1ac6ExPmevdQt84NV5QN+UTO8OsrN1bwJusHl7kyl+PFeMQ6nTIOapcsZcbNdjskkrG+iyt2qGhUCIYKH93JlMFUbPDpxuz9dkBZ6KgG50mBRipeg7l8cuH3aAfDrY4pSoLdBLtS4jpBITAwEZaDgZngf+F4Vzg6wf1DkRouCkEmU8fkg/xv8ouPBMg8j4HEoHifsYBi1Qll6JpOY2x/maQRM33dKM07KwPj0XgmlTIAZc36YQCbXEqBmdhwq2NBh+JOxD30pQyAYBM0ZJakfAdatrY8bqcMsEpRUlhB+G8pd8mSk8kMN1j4RqoyAGPfQANSvbcvZQDKcCiVAbzrEJFdmbcNBmgbU3HbMEs1mcrf7ggyFGhWTXLUCW4JSg+TMyuBTtrOzDdQuHWYI63MoDQysXLXTEoFMpPJvL2YpC6DzFsX5iYzzKwQTMhwdXFkMpnMYMkKQSaTyWQymUkbQ5DJZDKZTGZ4kBWCTCaTyWQyWSHIZDKZTCaTFYJMJpPJZDKBrBBkMplMZgJk0BssOV59cFjxNLlpXGUgdaI11V6SPEKaUKk7ra+WDMFGDdLvTgqkLtYYpduUnKEpfa9teKW8lFrXPdowyTbGNknphIQxfpeUmimFroQv0qGmFJ7ps213K+GMVJtS4fb12X0hVae0qdJ9NiWskJJX+l0JZ/wuyYOUdTtsICRTndSWna6bFGgPUjLbPdJ9SxPsIX2yTancfzXFdX/x+dIaQ90oLymNOyUysYRSulnlot60YSlX1Zt0oJZZSlM9kpOhvJWx9a4NdlLq4SakN5Y2t566uC+0OTJgoYUWKs9MDDkhzau/7sHnS3XcV5uSupiMSG1Koqrhmh1SH5AiXTpw25c35bCQ1luSLeXj90uTLbtpf7FhnY16Dj744CgPQGZIB51kbxX3Js2vjemGO2T997///fi3Kuu1Iemi+9qZUHIzaeC1O2PgJptsEjcEq+KzbrnlljhmkHnapc39ukmk1pHQQSbC5kY2zNlggw2K0Pjjxh5HHnlkseeee8YNLz7xiU8UO++8c8fNSgaKjX9ssGPjIpsBhU5cvjIeG4/YNCIoC3FjjDvuuKMIg335anteeeWVIjT4Yqmlloq/y+efeOKJE2z4YwOdILyK0AmKUMBxs6Pqpk4D4eSTT46bLPm8oPWVZ8djYxAb5NjU6brrrit22223WPY27mnim9/8ZvwNK620UtwUZnLy6KOPxk2NbAxkw6Jjjz222H///YvRo0fH36BcbaQ0GIJwiO1PmwtCO25OZPOZTqhDm1nNNttscTMmm7SketPMPdIGXJnJy6mnnhrLPwi68kwz5IoN1YKwK890hhywKRpZse+++5ZnmwmDW2xTNhKz8Zb+ffrpp5evNhMGxiIo3LFN2WDLZjI2VRtukHtnnXVW7yZm+kkYRMpXx2PztqAkxE3D1JUNy+abb77i9ttvL6/oDhsVpT4XJlfl2aIIil7v+aaHTX1GAuTfVFNN1fgbbQDVCZvNaW82YfP/7LPPXqy55poT1JcytQGV8av62R/+8IcHPVY1KgQJA5kv8uUw+NiliaB2XuOZFNhRjBLiOwwwYdZcvjIhBqbNN9+8fNY9Kmz66aePn28QrmN3KTs22nmxjt/fLSrHZ6XyWmaZZeKuVnXcix3sEirc764LOUpPmO3GQdjnjRo1Ku5QNrk4//zz4/fONddcUTBWf8urr75ahFlHfP2UU04pz3YPgV3f1TLM+OOOjj7TDmmdBorUVj3syFbl4osvHtA9ZQaPHQKnnnrquGskZbsd2rq6MyhRCPviV7/6VdwpzwTF+w444IDylc7YuY8y4D1kTJOCnrDraGpTO+ywQ3l2eDF27NgoIykB6bcYmO0iWYVc8ZpB5Re/+EU8Z8dT5+yKWL++Hd6bdrsl16p1nr6/3aMvhXG4UG039UdfpEGe8gnKmecUBKgHO8raQdeE0Y6SJkzp89XZYOh4h+ecc078EoK+Ttoa2da3Qw0LhS0j0w/99Kc/3dggNfR77723fNY/bL+bCrGqVdmm0rbNTz75ZHlmPCrgS1/6Uvmse3SKGWaYoVEhsNWwe6hr4akhNFlhaPzvfe974yA5EIXA4Evp6s97r7zyyng/OnknVl555Qm2Oe4WDfyii8ZvCwzCe6211ire//73x+8m3JqgqNpWlWXAdbZkzrz5UOhYFVdfffViyimnbKsQ3HjjjcWmm24aZ/q21e1GIUikLXe7VQi0+/XXXz/Ofr2PjGvCPSy33HK9cs62ycMZZex3eDQpBJR8r9naPG33fdlll/W+5+ijj47nOvHCCy8Uq666aq/crioEtiR/17veFfu5AdPfs88+uzjhhBPid1PSRgJ/+9vfYlthiSa/bP/utxtPqttIN3H44YfHcmMVYB2A7f1THbCImYjVt+1n/UnXJMVhoHQMKgyvT/C3StoO07a+TYg5ePTRR9tuCStOwHakcr/zH1XxnO8kzEjj9ps2jdlrr73KV8fjunbBL6FRR/8KX0sTtgIOgiH+v8UWW8S/fD62vD399NMn2FIZXuOjsasd35pNZvztBvfIL97Eqaee2grCKW4XWiXl0f/Wt74V/1ZRtu0+rxvEUtiaMwzy5ZnO8J3yCcL2z51I9eQ9cvwrN7jfoHjFcuPzqt6/bYrDDCye85r3Qvlqe/yQ4N+stxUE5S6WYVC44vOm9upzgxCM/7snW7U65x7Vqe9WLv73yAyeIKiiT5ivvqneIA7FjpLf/va3o2+7v7Tr/+3QptR12sLFnh5NwVtXXXVVjGMSy4OmNjWcEGPVDrE3qZ9Wf+fSSy9d/tfTR/vCNr7idJZccsnyzHgef/zxuI24HUTDoBX/brPNNvE7xG01yffhCLni90h9Tk7biptf33jStAVylYsvvjj+FXORYm1sh58wFojNqsdZVGWpeIPBMKBVBm5AgBwMLHXsqR009tYll1wSB9jNNtssBgsl7HMfZnExIE1gnH3S77///vLVHgTXacQCwmCQto92X6gQDdNGMO5hpZVWigpFE0FDjQUu0OYb3/hGa80114x7+Y8ePbq8ogcDicoQ8GhQO/bYY1vjxo2LA8pgELAoIEoAo6C5Kvb61yjuueee8szQodMLnEwDZF8YoNUPJW355ZcvzzajgwtYEsC1+eab9+6HTuhS0giB1VZbLSqD0BbsCw5BMsq2uo2wMvIeA74y97l1Dj300KiwJEUi4Ttvu+221q677toKM88YtAYBUwYrGwSFmWlsMwYWOxyOGTOm97rMwLFXu3amPejLTQMqgakP7rPPPvH1pmsmBdo9uTTTTDNF+XLfffeVr4xnv/32a5122mkTtanhSjuFDPpDCn7zN/1fnfBQGjrxzW9+M8oHg31SLqoIFF199dXLZ+MZO3Zs/EvujgQoA5dffnlrgw02iLLyi1/8YlQ++xor0liAal+o1kFTO9U+UxkeccQRjcpYf+hKIahvgLPlllvGKEqrDTSAKmblZpEG42OOOSbO8g3O3qMj+oEKyHtFHa+77rpxNmxgqCPKctFFF40zCNB+mhpbguAxiydgDjvssNb3vve9uDvc2muv3fj5VhuYXWL//fdvzTfffFFRqWNgZlGYY445YoQxbdZ9e/9gSNaVpkjnaaedNkaW0qyHGh1epK8O3A233357/EtJ6WszJJ9JI7b6gfL05JNPxvN+owGY5nz33XdHZRBWkVAIYXahbNV5gvLpvQZ02ImwCoGufih26r+KTuZ3Gvy1hTSbVK4bb7xxHJAMXO7Be3VayutgO1WmZ0A96KCD4v9VoVaFhUp7GDVqVO+mUpOD1KYorLjgggvi3wRLlHbMOllvUyMRci1ZSVhpyF1Q4BPVaPk6Vg/ol2a47erRzLYuO1yr7CkLyeI83DG5BNlngDf+mLCQKe2s1TAW9NX+q2OBPkUJI/eMuTDeWkU3GLpSCHyhQdUsljbJDeCHM/fVMcj78X4coW9gW3zxxWMns5yCpmom6P+EGWXdRI9UQJQOAzbMplPjreNzbDtrgFAhGjZ3gIoh+Jtwr+utt178vzozrWOGSkgYYHQOyy47dZJuSBWsTOv47b6vkwLUH6qNzf++s3oO7QR3siSof/XZDZY01ZfKIC1XTcqI+0iKlbr1f1VBSve40047RWWMgpmUCVDgLGlD/feoM0pIEvzV+vJbfJZz2o3/WTNcP9h6fbuz7LLLxmVTnXaMZIUhEyjuqNfdpCR918477xzNuCyPaXaGww8/PLowMDnv682ENRdceldffXX8vzq4NC0VBBlrAmZWDH2n2n/avQ8mBpRwY0uTrBiO+O0mpeRLdWm+CWlyPzVhLGg3riW4NBO+xzb2LPSpvJWl591afpvoSvKZOfN1E8hgZm1aL0q7pOkwB7MSMLmdc845ccbHTMw3Qks0IzzuuOPirM8M0ud//vOfLz+lGY0umZXMJFHVOM3+mJOffvrp1oknntg644wzosakQXIFyCXQBCWAK8Cs1n0nxaOOwZJwqAuIn//857Gy04Oy1Mk8V6XTnvkGyqpvaDBwOyhrpnfKFdO4xsfUZN9/59Wp503fmTo1BbBbE2pTWaFJ6Ujn2ikk4D7S0eD+ceutt0bFgzWiExSMpnuhAFAoCEMD2N57712+khkoxx9/fFSwq3k79FNCK/lFseeee7aOPvro8llPHSWFOymLkxLtgX83mbF33333+Fc78NrbzUpEPlOQyEkymzW2GmPUZO4HOSv/gzIjy1kVqjKCTEwWhzosSAZNFoKRgrFHXIpcDsYVs3jtDKwF7awExoK+rK8pn0NCG+USNcFmzYJxMLnZB0JXCoHgGqYJX2yg4pNNGmUVs3IIGKH56/BHHXVU9BOaoTNNga+Dn56JyYzspJNOahTYVdwDH7IGxF3B12zgTdoR87DC0LAFofnuI488MiolGvYaa6wRr6vCd/yVr3wl+rCZrgglsQSPPPJIeUXfrLDCCjHZBLPnUkstFQcZyUy6gdsETY3Eb2PSNtsaLOqFssPS45EsIWZFzH3OiRFwXSrPKmnA9XqTNWNyYaAxYGhLZjL+fv3rXy9fbU+ntpWCy55//vkJ4lwy/YcyLHDMpIBgpPSL/dG+KHv6rD5PNvC1cuO4RvyHfmcgMVPSb9tZ9IaKpHyanOj3rBXalL8CXN+OmPSR8TfffHOUoVUTNRdbHfVFKVfnJohkukRGgslhpqp8r7322vi8imBesof1uOoiHElI1sayyeKSAgqrlqgqxoIm2VtFWTVhDEruOeOGsXCgdKUQpM5DQ6GRgJn1D3/4Q/w/kQRvahDt4C8Stcq3S3gI5Gry3ddhTk7+bLM5nTfNXn23jH133XVXfN4NtF7mZIGHBvQUD+Fvu5lwfUB035QeAs3D/4KVusGMiZJEg667BnQYD2ahwULpoQQI9tQJCVvmXFYXdeW8wMtddtmlccDXsD2UMe13MHRSKPpSNtSTIDUNnsXD33adpFuYh1lHCD//ZwaOPkNWcOGYOZoIUMjNEuG8B3ch5Z0FzzXkAJcNq5UgY+co/ZOKajszIWHKZRkTCMbKScF/u2KmaVJjpU2a2ZPP7bLrkVuuFWTOgshCmwYk8oKSnWKlqiTrQ5OleaQhg2tyW6ZJcR1jQVIaKAapjVaz0HZSnMhGn+H6NNEcEKHS2hI6phE+Zs2rIpmP8x6h0ZRne3BO9sD6eVniJE0IQiMmuKli7bokR9ZsIjSoYosttuhdi1lHQpL0/dU8BCn5RvqcxB//+MeYzKea+CJUUBFmnOWz8cwzzzzxM+q/WVIgr/lt/UXGs1BZjXkIgjCM33fnnXeWZ3qQSMf5IEzLM+OxHjUoRwPOQxA6cFwXft5555Vn+sa17sf3dkK9SxoTBH7MDeA9Vbbffvt4LswayjNFcckll8RzkqNUsW5XmVUJM5h4rYccDlWCghPP19eky6qpfaVkHwkZKbfeeuv4v4Q43uteMkNLGFDiGnRtohMzzjhjb31U0WfCbLN8NiEXXnhhY523Qx4CWQeD4lKeKYqgfPS2qaDUl2d7ILOcrye7Gm7Ir5J+Y1MegioSgM0888zx2tVWW61XlqsHdem8hFAIk7KYiVJeAbJMjoEwcMVrpplmmih3m2SYbHxh0Otzbf5wwrgl2+Jxxx03UUZLyYRklk3IrBomxjGfzPe+9714TvZd5absZdVEdawjt+V1kF33oYceiq8n/v73v8c+FhS38szA6KgQjB07Nt5I0OLKMz288cYbcTD1GqH/f5VEIkHjjuc33njjIsy6YuYqSYAk+DCovvrqqzFRSbVB6tQKJxUiwSE1r/SzTWiY0vv6HqmFExqfc0Eji4qCZBA+w+AeZsXlVUVMjazgmjpFteNo4An3JFWy81AxL3WZJtK1BqTll1++PDMegslnGrQSOqTfsM4665RnJkQ5TjvttLGsB0LQ2mPmuL7SAVf5y1/+EpPGuFdZFVPCkSrSGlPk1Dek3HS9bFrKT9n6Tc5VM0TqEM6pF6TGLrHN+9///vh/lbnnnjsKlDAbKc/0YDCpfk7C/VJkqqmL1Z12mL6LEilLm0xhYdYTz2WGhu222y7WS1ObSZgoqCNtrCpPIDW2SUNTf6PUNdV5OwxAZM2/axkKyQNtjcyool/6fPcwnLn++uvj7/CgELTD4C0RXJilxt9cVZzUX/oMDxOTJqQx97r6JO/rUMB8vkyrI4lqtlTZHSUVeuGFF2JmXLK6Kn+SLPWQ0j5NFCXFcy6lfz/00EPj85QYSz9I76sqr6eddlrMECkJ0mBoVAgIf7O1+eefv/fLDcBmugmadjUF6JVXXhnPazQalPNTTTVV8Z73vCdm90sDN2ErM5UZukH75ptvjoME7Qg0zk022SS+34zfjI3mVYdSsuSSS8b3V9mwTJ/rYVZuRp8GPgpKmqG6r/pswIAmv3l6v4eZQdLW9t5773hOymQzkm602+9+97vFrrvu2vt5Kq6qnEB6Y8qG2Yh72GWXXWKnrQ94GDduXMz+lj5PI/T+/uC+vbe/6Xy1C1YjGqwsZJRC5WBmbtDdaaediptuuqm8evxAT3PVRty3hu0cQZsEijahrpzXFmQsvPrqq6MClc6xDKQZpux0Mhgm1M+BBx4Yr/UwqGs3Dz74YHHbbbf1nteuDPzaAYXLPgk6LChZaWbjb+qQmcEjM6By7ZSa1gzHNSYfFOIEC1iarVataPq/tsiC5DXWO8rBY489Vl4xIQY2fTEJVMog2ZEsbCxWBrIE66SMmwYu17/vfe+L7ZL1azhBxuqj+oTfkR7kpJTeCXJXH1522WVj1sim/QvMUM1o02fUlSqox8UXX7z3mqY69/leq8qKkcBvfvOb3jExPcgZ8r9unUyWJw9yM0E2mexoi8ZUVjP1kqw0xrLq56sv/cu4dt9998VrBkPjbocCEwTYePDRB+0l/g2NaoIlYYLM+JC8bokX3znfh2A4gXn81qJW+aSCtli+qxWD7kQSh04X/VT85MnvwR+VPtOtiVsQsdwUcCFZhs+pZnPiw+SzFETnvbLXpTWufFv8WT7X5/GjpwhQWLbh4f59Lp8mn4zfLajRZ/N9/eMf/4jLK31+Xwhc9DlpPTM/j2hSa/qrCLLiz/e7lRVfedMSPz45n1X9PHXTbdwC/A5+XOVarZdu0S5E0Kpf3y/SX6Rw0+epT35jqwT4avlo/UZLDFNkOfgeBTRZNuPhd2obUF/Ky3vUm/v3mudQr+4pKAyxvpS315Sf/92D7/GalTK+Xxv0/aEDx9e0eW1DgKeH69LnZwaH5VL6dF+BUwKutCf9rYp+4bUgGMszPW0iKLaxrtQnvFc/9WhCX9S/UW9TnovZSUvF9HFttdqm9HePqgx8q6PctX/tm5wgn/2vD/kt2rnfRq6Jx/HbyNNqnEUVy0WtxCBX5e9owrJg5adfiUmo17nX9dd2K7+GM9qQ1RbGNvECyqg+bkL5Ww2gfWnX1RUG5Nkdd9wR258sn1YTaIMJy0H1CdepJ69bJdftkvBONCoEmUwmk8lk3l50tcogk8lkMpnMyCYrBJlMJpPJZLJCkMlkMplMJisEmUwmk8lkAlkhyGQymUwm07zKwNISmxNJRdppmVAmk8lkMpnhi2W7luBKvd+oEMhXn3YUzGQymUwmM7KR+6VRIZCYR+KWTCaTyWQyIxcqAE+AJEg5MVEmk8lkMpkcVJjJZDKZTCYrBJlMJpPJZAJZIchkMplMJpMVgkwmk8lkMlkhyGQymUwmE8gKQSaTyWQymawQZDKZTCaTyQpBJpPJZDKZQFYIMplMJpPJZIUgk8lkMplMVggymUwmk8kEskKQyWQymUwmKwSZTCaTyWSyQpDJZDKZTCaQFYJMJpPJZDJZIchkMplMJpMVgkwmk8lkMoF3/OlPfyp++tOftqaYYoryVHuKomhNOeWUrcUWW6w19dRTl2eb+c9//tN64IEHWjfccENrjz32aM0666zlK8289tprrWuvvTa+57TTTivPTjrc3+67797afPPN4+8ZDL/4xS9af/zjH1vvfOd4/UpZKaPFF1+89a53vas8m+mGc889t3XnnXe2/vnPf7Y+/OEPt0455ZTyle647rrrWj/4wQ9aL730UuuDH/xg6xOf+ERr6aWXjp915plntrbaaqvYjgeLNvvEE0+0/vWvf7Xe8Y53tP7v//6v9alPfao144wzlle054c//GH8fd73v//9rzXHHHO05plnnvjalVde2br88stb++67b2uRRRaJ54Y7Tz/9dOu5556boC/oI1NNNVUss2mmmaY8O/z47W9/23r22WdjXf73v/9tzT333K255pqrfHU8f/vb31oPP/xwb9vz+6effvrYPt/97nfHc28m7ke/GTt2bOuwww6LfefN4Cc/+UnrqKOOaq255pqtddZZpzw7IX/5y19aF1xwQeuZZ55pvfLKK7H9jBkzprXggguWV0w+fvWrX7WOPPLI1he+8IUoW95KkJ1J1miXxx9/fPlKE63W/wPREEsdVxUcSAAAAABJRU5ErkJggg=="}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def mixup(image, label):\n    # input image - is a batch of images of size [n,dim,dim,3] not a single image of [dim,dim,3]\n    # output - a batch of images with mixup applied\n    DIM = IMAGE_SIZE[0]\n    CLASSES = 104\n    \n    imgs = []; labs = []\n    for j in range(AUG_BATCH):\n        # CHOOSE RANDOM\n        k = tf.cast( tf.random.uniform([],0,AUG_BATCH),tf.int32)\n        a = tf.random.uniform([],0,1) # this is beta dist with alpha=1.0\n        # MAKE MIXUP IMAGE\n        img1 = image[j,]\n        img2 = image[k,]\n        imgs.append((1-a)*img1 + a*img2)\n        # MAKE CUTMIX LABEL\n        if len(label.shape)==1:\n            lab1 = tf.one_hot(label[j],CLASSES)\n            lab2 = tf.one_hot(label[k],CLASSES)\n        else:\n            lab1 = label[j,]\n            lab2 = label[k,]\n        labs.append((1-a)*lab1 + a*lab2)\n            \n    # RESHAPE HACK SO TPU COMPILER KNOWS SHAPE OF OUTPUT TENSOR (maybe use Python typing instead?)\n    image2 = tf.reshape(tf.stack(imgs),(AUG_BATCH,DIM,DIM,3))\n    label2 = tf.reshape(tf.stack(labs),(AUG_BATCH,CLASSES))\n    return image2,label2","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"row = 6; col = 4;\nrow = min(row,AUG_BATCH//col)\nall_elements = get_training_dataset(load_dataset(TRAINING_FILENAMES),do_aug=False).unbatch()\naugmented_element = all_elements.repeat().batch(AUG_BATCH).map(mixup)\n\nfor (img,label) in augmented_element:\n    plt.figure(figsize=(15,int(15*row/col)))\n    for j in range(row*col):\n        plt.subplot(row,col,j+1)\n        plt.axis('off')\n        plt.imshow(img[j,])\n    plt.show()\n    break","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Cutout data augmentation\n\nCutout is a simple regularization technique for convolu- tional neural networks that involves removing contiguous sections of input images, effectively augmenting the dataset with partially occluded versions of existing samples.\n\n![cutout.png](attachment:cutout.png)\n\ncutout explain [here](https://arxiv.org/pdf/1708.04552.pdf)","attachments":{"cutout.png":{"image/png":"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"}},"execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"def get_random_eraser(input_img,p=0.5, s_l=0.02, s_h=0.4, r_1=0.3, r_2=1/0.3, v_l=0, v_h=255, pixel_level=False):\n   # def eraser(input_img):\n    img_h, img_w, img_c = input_img.shape\n#     p_1 = np.random.rand()\n#     if p_1 > p:\n#         return input_img\n\n    while True:\n        s = np.random.uniform(s_l, s_h) * img_h * img_w\n        r = np.random.uniform(r_1, r_2)\n        w = int(np.sqrt(s / r))\n        h = int(np.sqrt(s * r))\n        left = np.random.randint(0, img_w)\n        top = np.random.randint(0, img_h)\n\n        if left + w <= img_w and top + h <= img_h:\n            break\n\n    if pixel_level:\n        c = np.random.uniform(v_l, v_h, (h, w, img_c))\n    else:\n        c = np.random.uniform(v_l, v_h)\n\n    input_img[top:top + h, left:left + w, :] = c\n\n    return input_img","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"TRAIN = '../input/flower-image/'\nIMAGE_SIZE = 512\nimport cv2\nn_imgs = 12\nimg_filenames = os.listdir(TRAIN)[:n_imgs]\nimg_filenames[:3]\ncols, rows = 4, 3\nimage=[]\ndef grid_display(list_of_images, no_of_columns=2, figsize=(15,15)):\n\n    fig = plt.figure(figsize=figsize)\n    column = 0\n    for i in range(len(list_of_images)):\n        column += 1\n        #  check for end of column and create a new figure\n        if column == no_of_columns+1:\n            fig = plt.figure(figsize=figsize)\n            column = 1\n        fig.add_subplot(1, no_of_columns, column)\n        plt.imshow(list_of_images[i])\n        plt.axis('off')\n\nfor file_name in img_filenames:\n    img = cv2.imread(TRAIN +file_name)\n    img = get_random_eraser(img)\n    image.append(img)\ngrid_display(image, 4, (15,15))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## There are lot other in image Augmentation...\n\n### Data augmentation strategies that enhance localization and generalization performance have been suggested to ameliorate the performance of convolutional neural network classifiers.\n### You can apply it to the various classification problem...\n### like on kaggle...\n* Flower Classification\n* ISIC Melanoma Classification\n* Global wheet Detection..","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"Applying Augmentation On Melanoma Classification","execution_count":null},{"metadata":{"trusted":true},"cell_type":"code","source":"TRAIN = '/kaggle/input/siim-isic-melanoma-classification/jpeg/train/'\nIMAGE_SIZE = 1024\nimport cv2\nn_imgs = 12\nimg_filenames = os.listdir(TRAIN)[:n_imgs]\nimg_filenames[:3]\ncols, rows = 4, 3\nimage=[]\ndef grid_display(list_of_images, no_of_columns=2, figsize=(15,15)):\n\n    fig = plt.figure(figsize=figsize)\n    column = 0\n    for i in range(len(list_of_images)):\n        column += 1\n        #  check for end of column and create a new figure\n        if column == no_of_columns+1:\n            fig = plt.figure(figsize=figsize)\n            column = 1\n        fig.add_subplot(1, no_of_columns, column)\n        plt.imshow(list_of_images[i])\n        plt.axis('off')\n\nfor file_name in img_filenames:\n    img = cv2.imread(TRAIN +file_name)\n    img = get_random_eraser(img)\n    image.append(img)\ngrid_display(image, 4, (15,15))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## You can also apply different augmentation.You can also check out my work on this.[Click here](https://www.kaggle.com/saife245/melanoma-detail-analysis-eda-ip-augmentation-model/notebook?scriptVersionId=35184465)\n\n### Thanks for reading....","execution_count":null},{"metadata":{},"cell_type":"markdown","source":"## <font color='blue'>If you think this kernal will help you, please upvote it.;)<font>","execution_count":null}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}