{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Mixup/CutMix Augmentations" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#hide\n", "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`timm` supports a wide variety of augmentations and one such augmentation is [Mixup](https://arxiv.org/abs/1710.09412). [CutMix](https://arxiv.org/abs/1905.04899) followed Mixup and most deep learning practitioners use either Mixup or CutMix in their training pipelines to improve performance. \n", "\n", "**BUT** with `timm` there is an option to use both! In this tutorial we will be looking specifically into the various training arguments to implement `MixUp` and `CutMix` augmentations during training and also look into the internals of the library to see how this is achieved in `timm`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Training Neural Networks with Mixup/Cutmix Augmentations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The various training arguments that are of interest when applying `Mixup`/`CutMix` data augmentations are:\n", "\n", "```markdown\n", "--mixup MIXUP mixup alpha, mixup enabled if > 0. (default: 0.)\n", "--cutmix CUTMIX cutmix alpha, cutmix enabled if > 0. (default: 0.)\n", "--cutmix-minmax CUTMIX_MINMAX [CUTMIX_MINMAX ...]\n", " cutmix min/max ratio, overrides alpha and enables\n", " cutmix if set (default: None)\n", "--mixup-prob MIXUP_PROB\n", " Probability of performing mixup or cutmix when\n", " either/both is enabled\n", "--mixup-switch-prob MIXUP_SWITCH_PROB\n", " Probability of switching to cutmix when both mixup and\n", " cutmix enabled\n", "--mixup-mode MIXUP_MODE\n", " How to apply mixup/cutmix params. Per \"batch\", \"pair\",\n", " or \"elem\"\n", "--mixup-off-epoch N Turn off mixup after this epoch, disabled if 0. (default: 0.)\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Only Mixup" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To train a network with only mixup enabled, simply pass in the `--mixup` argument with a probability of augmentation. \n", "\n", "```python\n", "python train.py ../imagenette2-320 --mixup 0.7\n", "```" ] }, { "cell_type": "markdown", "metadata": { "heading_collapsed": true }, "source": [ "### Only CutMix" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "To train a network only CutMix enabled, simply pass in the `--cutmix` argument with a probability of augmentation. \n", "\n", "```python\n", "python train.py ../imagenette2-320 --cutmix 0.2\n", "```" ] }, { "cell_type": "markdown", "metadata": { "heading_collapsed": true }, "source": [ "### Both Mixup and Cutmix" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "To train a nueral network with both enabled, \n", "\n", "```python\n", "python train.py ../imagenette2-320 --cutmix 0.4 --mixup 0.5\n", "```" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "When both Mixup and CutMix are enabled, then for each batch, `timm` either " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing Mixup & Cutmix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Internally, the `timm` library has a class called `Mixup` that is capable of impementing both Mixup and Cutmix. " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import torch\n", "from timm.data.mixup import Mixup\n", "from timm.data.dataset import ImageDataset\n", "from timm.data.loader import create_loader" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def get_dataset_and_loader(mixup_args):\n", " mixup_fn = Mixup(**mixup_args)\n", " dataset = ImageDataset('../../imagenette2-320')\n", " loader = create_loader(dataset, \n", " input_size=(3,224,224), \n", " batch_size=4, \n", " is_training=True, \n", " use_prefetcher=False)\n", " return mixup_fn, dataset, loader" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize a few images with `Mixup`" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import torchvision\n", "import numpy as np\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def imshow(inp, title=None):\n", " \"\"\"Imshow for Tensor.\"\"\"\n", " inp = inp.numpy().transpose((1, 2, 0))\n", " mean = np.array([0.485, 0.456, 0.406])\n", " std = np.array([0.229, 0.224, 0.225])\n", " inp = std * inp + mean\n", " inp = np.clip(inp, 0, 1)\n", " plt.imshow(inp)\n", " if title is not None:\n", " plt.title(title)\n", " plt.pause(0.001) # pause a bit so that plots are updated" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# only mixup \n", "mixup_args = {\n", " 'mixup_alpha': 1.,\n", " 'cutmix_alpha': 0.,\n", " 'cutmix_minmax': None,\n", " 'prob': 1.0,\n", " 'switch_prob': 0.,\n", " 'mode': 'batch',\n", " 'label_smoothing': 0,\n", " 'num_classes': 1000}" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get a batch of training data\n", "mixup_fn, dataset, loader = get_dataset_and_loader(mixup_args)\n", "inputs, classes = next(iter(loader))\n", "out = torchvision.utils.make_grid(inputs)\n", "imshow(out, title=[x.item() for x in classes])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# display data after mixup \n", "inputs, classes = mixup_fn(inputs, classes)\n", "out = torchvision.utils.make_grid(inputs)\n", "imshow(out, title=[x.item() for x in classes.argmax(1)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualize a few images with `Cutmix`" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# only cutmix \n", "mixup_args = {\n", " 'mixup_alpha': 0.,\n", " 'cutmix_alpha': 1.0,\n", " 'cutmix_minmax': None,\n", " 'prob': 1.0,\n", " 'switch_prob': 0.,\n", " 'mode': 'batch',\n", " 'label_smoothing': 0,\n", " 'num_classes': 1000}" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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COsMooqwqnHMopXBITGlBCISQKO0hZE33VGUJtp4UBUGwBPSaBhT1cYRANjSPEBI/CNjaqhmRzdmcyXTKeDJlOptx/4P7PHr0Ib3BgO3tLfrdDq2NdYwxJEnGfD7HmBKhBMKJpX6uFdMZLVRX0xBL2lmI2mpffP8k+akt1uGcW6Rl/0gRQhDRI1AZOoQ0n5CN53hWEne6+FUHX7QxosDkKc5UREGExqBMRTlRXO3c5F57l0EZ4VkfayRoHylDTGqAFB0pUlnw2s4NUpeT6ozTdEYeOJ4WPsZljJKUPDV4cYCSPgiNjAQWy9TMSIHnT/4BXdelms950e0zL+dUYY7vz3GeJliL6YUdOjshiUmwqSZLBUWhyDO4eqVFf/cmD588YnwyITI+42TC6fEekQBfwf50xEk6JIxjmM5pRZIwjjg8ekGRzZgNhyghiMIYGbXZfe0NvvTmm2Sy5J3336/fM+cQQhP4LTzpMR4PWVu3SDEg8jawLmaeJzjXorIhadYhCjRKztjY7hB2fA72P2SqczynmGUZnfWCG6+3Sd8tOJmWVFaC1PXLpiqkErXPwNaWiUSgbMb1nQ0ib85sOOXxfdD+bZ4/OWGwEZIWJc51aLe28WOJ53koJRoeXWEqhxMllSkpigwpJZ72kMbR8lTNwSLxfI21rYbPtzUuOY1y9XoaOmijVISnLVWaUlTgxz2E36Gz0ed7773D8PSU61uaezf6GJFg7csQ9g9K7Mr7uQDglxDWL2Fpzn67aI1faO8+5t+P/L4AbWrr3a40rC/kmeLAspwRnAP3hu6Rzf6rY22URxzHXL92jTiOWSgR2fDeNVdd8+xxHGOb2UkYBlRVhanM8t5KqZBSIJGEYYCUksoYsqIkywokgizN8PyGC1/QIFJSVTUFIrWHlBJrLZ4fIJXCU6KhQGqe3RhbzxSsxViH5/sorSiLkrIs8XQNoUHgsRNusLm+RpoXDMcTTk5P2X/+gqP9fTqtmM3NTTa3tmm3Y7rdDvMkYT5PKPKyAXNRvzYNXaOUqukZ6jHZJUUjfywf0KdkJSZBy1sjzca0PJ+5OaLfiemJDo6AeHOTws+ZzWc4J4nCNSI/hLziTnyLNbPGer5BcWIYpRUmTwmDEGMSyqK27Jwt8DxFEEniQNLzO1jd4U50g0ILrgXrzM2EJ3LKcThk6kZM8ymy7UHpMNajv36FNCkRYYXNHIHqkM8t7V6XuRzhRQOORgVb1zZxYoT1LHv7c1q2hyZEK58r232k1CiZUaQj2m0PWzlsq+Ik2Wc8GvHoxQHFXGKFR1pmbO60GU6m3Li6w8nzJ+TljN5gE68TE/S6fPNP/Qr/wp//7/LqjWt861u/ye99728wm41wQElFHp3QCRLakaUbRrhywqQoyAwUJiCIIjytcRXYoIPwAiQJAZa4XZBmY9ZbMf40p6wMN652UHLK7729Tynb0O7g2QrmcyhKsBU4i3EWJyA2jn7Lpx0r5hPNwYspjw++zeZ2i8999hrvvPce794/xekeYVBxfavNVz/3Ch8+ekHU2uDuqzfwQ0NpUoQQ+LqHqzyysqIqS4osr3lRQCiF1go/UGgtENLh+QFVWXF6ekBVeHS6XSbzfR4++g5Xruwi3A5K+Fy/tsvaIKEd5VReTJqpl/snfyL5mA4EjTewaXOOzuATnKMLsZxH7FXr+eWc98cP0YJpANkJcAu+fYVeWYxxCegX/lbN+4vDcmf79ns98jAiCHycg7IosMYQxTVvniQJZVliqpK8KAjDgDzPKfIM3/OJ4njJuZemAmoqRkqFFArfk1jjMFVV65nmSuVZgqc9bAPs9WUX2IXTVvlgDWlR4Jyl1WoTBEED8Aal6oAEYyymMjgcnXYbP/AYjycoJWv9JQTdTkynHbG51mM4HNaO/VnC82fPePbsGd1en+3dK6ytrdNqxZRFSZplJPM5RenwVK2ArDMoqZYEjFKiHocxH9HpL5NPCbiDNDmtsI3Ep8om2BCOi2Ok8pmPJUVS4QcBtnJ0vHW25A4bQZt4FJI/h3ce75Gkc8IooN/tMFcZaZqSZRWmsvi6Igg0Wjm0rDk84UeoIMNpCJ2ipdYIO5tsejM+GL2PDQwTO8GzAUVaMn4xR6sQLWP8VoQVJX6rzdzMKZTD9wPAEvmOk3mKMYZ1vYY99um21/G8gHl1QlklHBYjXG/OtatXsdZysH/EqSsoWobX37rLix8ekeYVQio+fO9dyiJB5Dm+F5MVMw6PnhKEHTa2r/Nn/vx/j3tvvkYISK3I85yqKgFJnud41lC5hLDjE+sSZwVZEZFUHngtbJ4Txi1E2MJ4PiiDwEdbx8Z2SNhKGI8TnEwZjU5RHmxvttje8MnnJbmuSOcFKivxihJwOClqvMAhtSOMJUo70mJOYQzDySG37txD4khnOfNZRoFE64pe4DGbVDx87xFleZ8oHvP6W9eZnRyT5ZZWq0QQ4wVd4lZAHLeX7r/KVrWVZwzJvOZZZ6KkMnM8ren02viex9panzs3dvA9H5ulOAOP7z+g2+sS9UKyZMrW+oAwCP4rPtkXeO1VoF0NRF7lrKU4/+KuAr0TH+1ncZyXHWO1fzjj5y/ogzPwXnzmzGIXK2NzptlhAerUlNDSIWxX+lgJEWmcrQKB1hpnHVVZ4qyto2RMhQECz0PVITBEcQQN5SelBByuAdvKWIypHaG15ds4UEtD4Hv4SiwjWIwxSF/X1rEAgUQI8HwfY2olWVNCFVZKjHE1DdNIURTIhmbMsxyl6huXkzcRaBZjK5Tno6TDmBJnDIGGa1c2cEgKIzg6OuZ0OCSZz3jnnbfR2mNtbY3r16/S7fZotaKGrqlIkqR5QNTZo9BEzGhbH1/KT0b3TwW4C8CTDrTC9zu8Kj+L8uYMzVNGozGRbOERsNnZZK01wJ/7dCYdzKHhB+8/ZjpRTIYp/djjWhyRZjNG42OyNCdNTB1Z41UEgYfnKYwtEQLS3JGaEiEdO+sDdvprePOIjVaACm7xoJkOZUVJKALIDJ1eB3SEyRytQUBWHWNUTpalTI/nbK1vEsuKLGpRCRA6w4ZtZCHIsjm0K8Kex8QdsHa1RW5TisQwmU4IN9Zove6zmXTxtCaZJBzsn9KKArq9HUKvT1VaKtEC2Ua3IgY3d8k8Q+Icpa3IrKXdbqNkRllVREFIKwzwRE43lmiRUBkQlUaaEB10ECqgLBVe6NAqQPsxmBTlhwgvpRMYpD8niMY4KSnzhHbU5fP3blO894S9dIYrArTzQFqqOk6npkuswws91jfXkN6QIPJ563N32R87Nrc28b02ZerwBHi+IwgV82TG3uEpX/nZnyXPUoQsyUvJlWtvMBkX5Jkkyw2TdEwURWghwS64yDosVgqP0A8R0sPzfKCiMhWB12c6naH9DlliCDogEQgHZZ5TJBmTkaEVrvPhwxe01/M/gKe7EbcCrHAGjkswXbQXnG/I+e9OfJR+WT3WEuBX+fEVsfaMenEX2ggDmBXrf+VA53j61fGunM9CKazOQlas9zTLKPKcKPCxpqIo8mZmVVAWJZ7nU1UW6+rQWaVqusXzAxCC0hosgjiOKIsCU1UorXDU4cJaUTthgaxI0EohlQKhav+TlFRViVCKyhqMrZBCUpqKsiwwTQjwNE2RShEGAUJrwDVKBqIwpKpqJWcrgxISL4yojKHMyya8U+IE5KVFakkQBOxc2WFja5PRaMhkMuH4+IQH77/Hw0eP6ff7XLu6S+QHzOdTwKGVwiCWNEyt4ETtbn1ZbOUF+VSAuwPKop7WJMmMttfG5hWhiQiKFE95uKhFTw/opX3S5ykP3rvP8fMZ+wcpQbCBM45rW2vkecrjp085OTnBGhDCoyxMzf0qsLbCYhA48sJghMYCk6MZ3LRsZi1EoGl1PXZbm2inya1BC83cTBnvJ6ge+FHEJD1GhxOKYsr6xjZZqqDImWVzKu1wkU/UChmPKxwJG7ubjJ2hdDlKCqajOZSGYq5p6W10TzCzE36YvUvv1ibJi4Tt7T7SOSaTKU9Px2xs9JnIY3IvxI8Kfuvdf8TnvvNNrt15DV9obBMvX5k6EkYqTdlM8Y6Px4R+hC9KfE4xAFWI0gZPWAISAtFB4YMKkDpGUOCqgriT4QddlPaZjA/JxxM6QcpXXu9y/zBhMvM4PlWkNkAK8JxDWoctS+LYxw9jhJyRZgUPHz1j4+5dbr2xS3J8yJUrglu3d+ms9Risb6JkjCk8ytxQYjBScjwuGacz2u11WoOY2Mn6fi6c7KVp4oFtPdVunixHRVVZhBZoX+P5Gr/wKO2UJIH1tQGICJTmzr27+IEgiFJkAL2NPtr7r/iKrILw4oVctY6XFvMKwJ4D+RWKZfVlXm3/ccdbgjMfbfuRfVfoFy44Sd1KH+eOuzpNuNBmMe7lOdd/vufjrKMsKzwl8Hwf3/cAiZAKpT0q45DUbpxFzLh0tQ8lS9Pan2ItSkrCMGyokmqFPrFIKdFNWKOpTE3neX5zGxSmMhRNPov21XI2IRvHrJIKreuxVlUN2M7V46qqEilVM2OwhFGA1DWFJ3wf0YQyGmsxjXu3LHOsdXjaY3NjkzhuEQQhs3lCYWA+m/Phw0cEnoc15fJxqUwTgy8EfuDXfgdbn+d6v/vR+78inwpwB/BUm1anReJSRuURtqoIfMX67g4aiS1jvLnPsw+O+P6vv8Pp3pAiAc8f0B8UXN3dIkmH3L//gIOjE/LMoVSIVqJO9sHDuYosTymrDCEFqalAtSgqGI7mTKZj7mx1uHvrLp71iCYeV9obHI2mBCpmt3OFsuU4YcKz0T5xt83hwRgp2pSmpB35jE6mhE4RrLUhCDFZTp7OaUctnJ1R5gky9HAywBMGP+oQSku3FeO1K1AVduATOp/uHY/hsyE6DOhUbTjVZDZj58qAk2JKu+3TTSPefv4tvvf4q/iez2w2prQlpSvIywJtBEQhnvSZpHB4ZLiyG+FkAekYhUWZLi5vkTjI84KoWxHEazgdImmhpcGJCUhL23SwRQJZQlLOafsFr2rJ3vMpJ4cFWQXOSZRuo3RAtx1yfbdPr7uGrcbNLCHl6YP3uXdT0A0LvvrFHaRSVM6ASvHiPn77Osrr44SmzMdIUb/cVWUpyoyyMpiq5nFdWWDKHC0Fvl8/0rVTViElKK/uezg8YuLmhGHEwdFT0qRE6wiLZjYreXj/A67d6KNCRSEkpSrrxJcfW9xLPr4EkN2Fdheta7uy3yp2flyfC557YW3blZ2WPPnC2qOhgy4qDs5b/OdAfTH2xVib7+dCNVe2Ly33i9vrEMMgCJhNc7QO6jBEqamMwVUVlbGUxhDHEdpTdQisrKkcKQRYi5K1E72s6nh839eUlSQIZAPwrgmLrOrIlsbRm+V5bd1rDQi09LDWUVU1h10U5TJxqrIOzwvQSuOMocgzAJT2yLIcKRW+71MHs9TRNA6aeHyJqSyYCk8IpJJIQAcexjrKhY9Ae4RhTABc2dlhfW1QUy22TjDEOcqywFq7dK4aYyjLEoQg/BFhup8acPf9FmlSIH1J4Dq4CloqQleWwJMYpZgfZnz7N97hg+8/pjKSbtSjP+gQRRqpC57uP+Lo5IjxzGBLnyj0MdZhncDJ+qk2VpEXYFzFXJiG9/OYzmacnE452Jccj1Pu3XyNCsEkn7K2dRVlA/RcEaxrujfXsM5wMD7BS7fZ2dqiKvdxZk41F7R665TW58nTI65tbLKzEfDi2XOi1iZr7R4n0xky6mOzKaXIkCJlYytiNjL0W33GruB4csLV3T6dTkhpHLL0yFVBXswQsSLobxJ1DWUy5enkv+Tf/+s/pMoC7sktJqMx0/EQ39d4UYASFcZaCjzmlWCcQivuEAYGZyqkS1BOII2HtBLMkDy3aNnDUx2E0ngqRuoKQUnHWgwO4xXMZvu0eh63ggjRrnh2lLH3LKWc5UiRYwvD5mfuYiqFlgFKGjYGlsF2TKhnaCGZzSZUJsfzfCI/QCqDCEuszMnLGfPpHCkEURSjdM1rehoQsslcdriiVqLGGipjSPMzOkVKSMsJCAi8Ojy00/VJ2wo/qDCyRCvB2mBA5IeIvMLKiuMXR9y5Vf6IJ9ddAN0mI3rxdfXflwLmBcv4x5FVAD3H569Y0kvredUB2kSzuJVZgWgiX8QC3Rdx8udBGTg73ursY3U2cnFcyxmIWyZnuSZCqNsfUJUVYVRHwhQNYBpXkmUZTjhUqWpHpVRUtj4X0ygIax2VA1dV+CpASEVRVcswxSD0QFDHkTvbOCgdSnsoXdM0fqDO4s4tBGGMVqI2HGydWCTl2YzCObt0giutaz0pJFIJqqKO5lGe11yGGpCFlEilKPOCPC8QStUx+7amXaLQpxXH7O5soZUCFrSiqBP20IRhWEcP2TqxqixLpJSNj+/j5VMB7s45ZiIj8nyKJCV3FUwV/XaLqpwxc1PCuMWTh0fkI0tLBMioT69/gygK6HYk733wPY7mKZNZgXAlLp+hQkGoY0qgLHICrUEoCqHInAOjEdYAJSbP0TKkNC1+8OCEUfaIIPIQ0pKUho3NLfq9ddJZQv9wja/v/HGO4iOe9B5zVGS0g5vYakjVmxF5G/iZ4ErkiAYR1mnWxBZJ6eiLNjo1lImg5fVZ22qBTCnnhmd7h6zdWGM8muCqNrlwyG6CthJt2kRJSl932dxY58OHh1i/xfXtV/AHHi3X4tnDJxjh4SufThgThYq41Wc6P8I6g9fqE/YGHI9n7D0fc+vqFnHgYUwJNkEZjTSGMi1xVQIUqAiEjBBCoXQLGYJ0EmcMmhLPGbLZkLW2Jow8ttY9yhu77D8DLXzWNtvkheS3f+ttfvGb12h3Am5ct6xvBygnSBNNGK0ziDW+7uB5u4hwgPH75CiEp4lbAkn9wOMWaeUO68q6ZIC1pGmCNZZOu4sHSwtNaY2SkmQ+BmFw1qcsLKE/oLfewooZuBKBx42b19DaEqiCwNd87pU14jD8hAd35cPCQl5S5o3j85wFe9E6b7ZfDGv7WJC/4Aw9pxzES/pZ7GbPdnI0YapixcK+MD24OFtYPRYXm1+w0Bf9fiQ8s+5okXEphGwSZB1SafwgREiJLwXXbtxYZncKIVmk3wsEFZLC1frJLsIfm6zWqgF3KSVeY7UvQlnr0gElgZTgJK5pZwCpa2rWOosUGuV7OFPH0KvG8aq9Oju6tvgFpunPD7w6e1qr5bmVzQxAalVTzpUhNzVdGCmPqqqYz6e4qmB90GXQH+DrusSCp3Xjezb4vl/TRUBelLXy0AqtvYbx+sPgUBWCPChrB4iArvAIei1wFe21LrkTFLM5yWjKem+d177+OkUVYnTE1k6Xd975LZ4dH4KOSOcJVZrhnECrFNn1icMQ62xTQ8bVdUVMXSemcjmlLbFAZgwhgtJYrBCUxmEKg5hXHJw+RnnP+RN/8pc4ORnimzmSnN3NHmUlyETJvMhY21wnG2Zo3yfQivHpKcUorx9QT6M8Q9SWdFSMVA4NJKXlcDTCC2JsBioVtIIuLx49J4jm9NfWKbIUKaEsM5SyXNkZEHc8dGiZzU6o7BS5qdClR14ZZkWGC3yU0eSFxdcOjcSUivHMEvld0krT7/fA1VM9JxKczaBMka7EWWr+M+iidNzE3nqIICTq9VG+rC0TNFU5pxNKPFmR+COubL/Cgwdz3nn3IXvjKf0uvPG5TbrrmwTBjNkkIfDWEGELvBnPng159mCPe29lbOy+ihRthB+jlUYpH1vltaHYJHRYZ6mqAtt89l1cO7ScrF9a4yitRZm6No8nuoSRBKeZVTlF6Tgdztne6tXKYT5CyggVeRQ2o8wz3n77GV/bvPPJD+8KcDUPM+edorCMD7cXQW8FSBehkQtgXI0fFyv9rvLZi79VgJarx1+haxbHg8YpeuEcVj/bC+3dhTYXrfWL1+Pc94Ulb5e/marCOUGapsznc7q9bh32GEVsbG7y2uuvc3BwyLvv/kPW1taYTqe89sYbvPbaa9x/8IB333uXjfU18smUV159jc3NTZ49f87R0RFhGFIWBZsb64RhyGg0pChKFjVf6vBGR1EUGFPVQN7oV2MsWVE0tZIkQmmKqqIoCyTUvh1rEULhaQ/laZCiZgesoWpi9J2tZwvCSRyC0hic1Agk2vNQwtWlFXxNWUa0Wu0mwqvh97VX15mqSoIwam5ZHRnkKY119fj98A+B5S6EIC4cxbwgVgGelQgNaBiP5wR+gFc6vvaFryOutjFFSVJpvDhiPD/mxdEhh0djpJngisZrHnco8JklNRfbCiNEMzULtcSaOqtNUfN9RglyY+lu9GnFEUEY8/jxE4IgYPvmq0TWEgYBk0lOHHShVEyPxnRUyO2NG/xw/gGq5XE6HZKmKbKQZC5FhxIvCrCmwvcVXtvhUVHaClFUtFWHsvRptTaZz+ZkpynrekA6MnR0DystYRATxZv4IiUOQSlD4FfEHY8Pn/2QN+7cJR2leC4g20tQvqZUksQIyEqKQhAojzLNOd4/IW9cys+PD8jyWmH2ugOEqjBVirQVymRIN8YKgTMVyBzPj8AXCK0wsoXQgliDDBXJ+Jg0GeH5kn5QMZ3eZzYvOBxOyVGM5hXf/+EzvvELt3HswXROOxZM0iPSbMI0KVGBotXKOdj7ATI4obd2myheIylmVGVG4IcIZA3oOIQ1OKfIy5zKFCAUrqwwwmGkRMoQKRRBIFAOknSCED5oePzoA+ZpgikqtAg4PRlzMDzga3/8KyitmJ3OeHF4TFFWH31gfxR7ci6Bx50B5iq2n7OIF9N9cb7t6vGWoP4xoLo8Nmehk66hXVat7lUqZ2mBryqLlfj5i6C+nDlcoGGWv63QMh8Zd/2PUqp2eNuKOPBACgSWwPfQSuF5AaCwTtLt9fGDEDed4msPLRVZkjAbT4j9gJPjE15/7Q067Q6j4YjHjz6k0+kwHk+4e+cu6xsbPH7yjKPDQ+I4Ji8KvvGNbxC3Wvzu7/4uxgn8IMIBr732Glpr7n/w/tLyFkJw6/ZtcI6nT5/WgA0gBK1WC2dtE7pYn49WZ0lRJ8cndFttcHVRQC8IkdaiGipJCUWBJC0N+WzKguZSWiPKok62KkusgzAMKYq8CX2sZzFSnhU8+zj5VIC7c47JvCDSEX7YppxY5nmJVIr0JOP25ha+FETRDvFWlyQ9RmQJRwdPefLkQ04Pj4mlx43NLXpRSI4gCwZMsxKbjkmSOVpIOmFUc2zGIgR1bKt0FNIghUU5ze71Xa7tXmM8nnE6muHpgBKBVZL94yOEENy5eQsZBKioR8dv01vfZRzN+O3n7xNEISasyKucKPTp93rgeZRVQVFkjOf75GXOTFoGrQ5VUaBL0E4SuIg4jhGZIFAxqVBkIgU8sqygMiVBEGGrhFZb4wUl69s+8RrsH+5RljGBC9Ha0Io02gsItEKLHp6uIw2yZIrXapEnCbnKqVzOJMlZzwydXp921EdriUFSKVBijjI5phrhTBtpe6iwR+htYEWOcR08qfF8y3xmqOYpJp3RCy2v3NBkU58P9lIs8ODDYz7z+nXWuyHaD4k6mlk1hiLj3iuvkKWa9nqboBdSVTGBVzKdPGZ0OufJw8f0uzHbu2uE3QDlC5RQCBHi+QWKAucChA2pXEnpHK6yFFVFpVOyyQuePnvOxuYr3Ln3Bda3toB9nBW8994TvveDPdqDPs8/fMQbn9llmk/Jipfg+CrgiY/5fo7aWAFk+GiHC0AVoo4X/+jLcX6/l0XJyBWlsAD2RREvYUE2xcFWnaGLTpeWNSsFwVbH2cwAVuPjl0pmBcgXO5w7xqoyWvxs0VpjjaU0JfP5nDiOCcJoWcHRVBVbW5t885vfWFZt1FqDqEH4xvW6JmGWZQwGAxxw/do1up0OzjnmSUK700FpRRAGdPv9ukaLqp2gzjmSJGmA2KGUpNVu46zl+fO9JQ/veR5f/NKXKYqCJ0+f1WGZZUWn0+atz36Osij4tV/7taaGErRaMT/39a8D8Nu/9Y+RSiEdlMbSW+tRZCllmiKlJslTdBhw9/p1Dl68IElSfL+mbNY3NpBKMp1Oa66+KHEIkIqyqurKlMY0eQAfL58OcMexX83QuaDCY0tv0hE+sW0RDjp01QBhBcm8YDQdcjo64XB4zMnRC/b3DlA25PqVq3zprVc52n+B0zEiaFEYw2SoqYoE53KcsnhKoVKL7xwqkNhKgwzQ7U5dc8WL6Xb6vPb6W8TdPuPZjPGswBgQImZ4mpBuVvhRQdRuU8zg4L3ntAaKbtEhjTMqkdNd76JdiNY9ZFSRTFKmWUJpCqQSIApOkiPGhWQQ9CEpEU7gtQbsnRzgXEbYDbmyfpfIV1SUbO2ESFeSlrD3/BE/c/MmMoh4undMLiOU9Ah1wDhLyWczjCpxYV0oKSsAFzLPMry8wleaXDgyX+CpjMnsEH9/SK/VYm3Qp9vv0u5ptIpw1lIxR5BBXqIri4oEnuqi/R5StsGL0FGb1Btj1JwyOWJtUPLFz7bo93zuv5gzm6Q8frzH9S+uI7VlnBm2d3+WJw+e8eLJjKfP9tncfoU33nydTquHVSVZOqYVjfncZ/toaUEOyfKMogKlQ6TsEIYh2veQIqAsAybHJxztP6eYW9Z6bQI/Zzp5is0SpJlzfPSEG3eu0OumHD3Z5zvvPGOSKz776m3S/AVRdJM0KyhzyTI2/dwD+zKrWVwAYneh/YUszpWnfwnKcmWfBUgvulq1gLnQbukcXd3HfXSf1X4W3dRkcwPUdrVTln6Dc1OOlb4+4tBd/X0RC38B3K2lKiviKKoTg7y6PLVrroEzhtOT42ZXtxLjLZqiWWKZUNTptLG2Ik3mbGyss7m5sYxukkrinOWLX/yZldvg8Dwf5wS/8Mf+GG4ZUSOJGuXypS9/GWMq8jxvnJY+lTFcv34dIQRJktDptPH9gCzLGwepz2w+x/Mj/CCs4+VtPRuRONLpnMMXL2hFYX1dpERJSRzGdNodHucFWZZRVRVlWfL6G1sEvs9o9C5JlhNHkizPeeutt/A8j3feeYfZfM7m5gafJJ8KcAdBNFXcaN3hSxs/Q1yV5MOMYmSpcsVxcsrodEIyTxiPxxwfH5MkCWk6JisccWeT1vo2v/P+A6bDYzbWttjc1PQ6HeJwm7LMOT1+jhf4GGvwSk0gJZUDbS1R3CFqdbBO8ODBh3Q6XdrdPpubG0hfI2SFpyOcqdjZ2CDPM5JZxq1b13h2/yFxz2eNNX725tf5h/v/iHmW0V7roqKQg5MRm50u0vcpCkun1WN0OkRHmqgVgRaYSmDzip0r1xinKdZzxG2o3IwkM/TXtkAUpPmUbrvFVm8HFeeUYoxVEhV28ZzFzRR+EJPnislQolA4VSD8iOEkoaoMvlJ0fY20gpNMUEiB9hy+nuMJQdtP2O5nrA/GbG136HQ26a1t47cChCyoijnWFbhkjPA2UN4mfrAGpo2nN/DFKZl3RKIrkvEhMnDcvq1Y3xjw4ZNTxnv7GHudzmCD0SgnUB1u3flnmM72WbuyR2UcSf6ArKxAJhTVmNIUjE9zQr+DlBFB3COOevhBG0E99fWEj1YdfCloXZEMtOaDtx/x7u/9kNffeo1O//N02hlYjycffkgmRtzYuc3J8wyv22VtEBN124iigxCO4XCCtReBfQFkC8BcgF+dPXlWk6X27dCUiUW4upSu47yFLmicnab+4hZrD6wg5eoQFtz60gn7MsWzUpbXOeqkpIvT90UEy8VZwIp1vgD1JZ3DeSpm+WdxwiFWx70Y1iJb1bnlORtTO52lqumLyA+bGu513ZfA12CrFfeAWQ5HiEVtc9HoFnf+Eol620IpLByx9eUSS8UgRBPF0mwTQjCp6izUfrdT16yR9VoRVZET+povf+ln6lu6rNAoWBv0+ef+7J8BoCorHAJfa/I0AeeoioLA8+jGMbYyUJQEgUdVVojKEEiFLxR379yhLMs6Q9baOnteCHrdLq2m3EIYhsvtxtTOVvkjwnQ/FeCuheJffOPPseN6lHtjHr7/gGcvDni6d8LBcI6RAb4fkuc5aZPEkBcFykFlBVG7zfOTY06HR1DlzIsX7A9P8IMA3/dRAnxhcLKOGUV5ICWeEHheQNkkCnS7XRLh0L7PYH2N0wcPeHL/Iddvv06SGaSSxHGLVrQBwhJ4bW7evscsHZLPS25feZ3nsxOMLJkkIxKbU1nF3n5KnmR0gi4ycax7a0zKCpHVWa9xEOF1OsyPc+ZlSm+jRWamRKGHCieM7BTjJH7kk6uKoppCSzLKM5TuoXxFNU+oTABKMhwpjo58FAqDoXQJlXPE7Tb33niVbrfHd965z9xTiFabrMqp0hnMLWpseHacE4gJcbhPL/6AzY0uO1evs7t7lfW1LkoLbF5izSmCCkcPpTtIfQWnOihPoKMEL4qZDzPy5BnrMqNzN+J4UvBkb8Ttu29izDNOTn6Ho2OfVucmvf5tbJmTFsfMsjlCSZRdw5Yek9kMf7DBwcGQjc0Wk1nJ0fF9pIjo9Vr013q0YoOTFb5fsL6zSbt/Bd3/Id95/33mM9AVhDrE74WUQUxbZ+zsXuEzn824vzfmt7/1bX7xa69gy5zxfIr05EcCUJZWqaMBrEU1xgaCLtIRS/N4hZpZdXCuWtrA0sJfcPCL3xaZoUvLu1ESCwfqqoW9dOCuFPiCsz4XtdzPgfTF01ydhXC+zSrIf6S9O1MudnW2Uu+nPV2DZlPqtmxqAi246qos8D1dL1DTKIRFVIgEnDgDdMnZAi1isXAPdelpbJ24uNjXudqJbI0BceZHWXWBgFvemnqfOlt1sSCPdSCkWIK8aBzdUtRF7gSCRMBwOMQT4KumoqXnYZWs9xWAlvhRRBBHTVhu+5zScE1Owo2b15e3ddXX/uUvfgHnHKenp3ySfCrAHStJ3vN57+Q9WrLAzeDoYMp7j54ynGXErR6+5y8TBVRT4rOydQ3mwLe8cfUG8+k6Tz58yGh8irWWIs/xfJ8w8CmxJFlR15toXsY49BkM1hlPZxweHvJ874A/82f/NJ99800e3X/AD99+m/FwRNw5pDCCPMm5sXuNXm+NPJtzenLI6XCPPE+5c/cuUR7xuWuf5dEPvgcqR5QKPw3J3IzYjzl+dkLLb6OExvo+d26/ytGHj+mokNIWyFxQzAtEX6LiCGcFBy9OCeea9d4urVaPk5OnFMWUSli2rsSk4xJXVZh5RpHMMSJlVigmRiOFQ1qNrxTba11u3L5Glud8/3e/R0aAaPmUyZwiSVGVxc0yKgG5cPg6YDgvOT3KePHhHu/98JR29wOuXBtw79UbXN9dp+OBqEZYW49B+T2UbhHIm3gqJtD7BOERyUiTTZ9S8YKOVkyne6TlXba2P8Np9T6T0Qc8fOchk7RHMFij1+/RXr9Bt3eFNgaEZfOmRgjN9l2LqCrKPCVqt8nSlLLMGA5fYKoTfBKmxRC7tkl3cJVXX2kzmwv+8a/vk04jhJojexkfjO4T+1M2I4+jFy94en9GdwN2tloMX4w5OJyDX6/QBJyB6iqnfJGtYKWtc03I+4LCuPA7nIH1KoAuFEWz4tDyWNadLcSxNNotWNk4TRfHXXWgNt+tZcWEXYl2uQDu58B65fs5BfDRExbLyBzXLOhR/y0qGtbHq5WMp+rY8vk8wfdDkIK8yPGb1YxEk2Jfg6ds9GOz0pqQ9UyhOU/RgLtAYJ1ZAVkHrgF7Y8+CjVhc3jOlgDgrubuYFYhGWbqm7WL/Rk1gncU2JYCFEE3OWV0oD2A+q4sVSiFwxlBaQ2lKwiiktKZx0guidgsrQNUZS43iWMxMHNbYpWJZzD4W92Cpyz9BPhXg7hzk0zZW3uTD46dEoiRBQatNOkuZDI+JvZDNtXWgLhHqSb+OO1UWaRLM7JSd9hoH1hFIhRYCT+k6Prp5z0xVV1+r41Y1syTF8xOOjo85HU1od7r4oc+HTz9kNpuRzBO00EwnQ3Zv3UWLkMo6Or0e7U7I3/rP/5+EEVy/fgVhDdOjId624LOvvMb744xyWtHTXY5NST7L0c4jzQ1+6KMDD6kca4MONs+oXIHWIb72cLbClIJH7w/Z3brHVnwNmQXM53Cyd8SNuz1Sd4LIPFr0mc0qvEwSxwYxzxGqDsFSStNf6zDoreEM/ODdR4zmc1QY47UCymRGmRd4FgKhyCV1JUeaFGwsldBYC8nUcjob8+LklHcfPGFnu8sr925w9/YN1vsOrUqqaoTRPXy1g1Q9dKtLFHUIgzFpqGnHmmR2ynS+z/GTf0x465sMrn6JMmhxpfUh4cGYtx8+4vvfybDeB3jtNSKRESuI213idj1N7cQhrSii2+6zPbiCF3hYmWNFBtUpmIjT0yFPvvu7vP6Zm1zf8dje8vlhmlLqgICMa0HA1saA9GTC6f4Qz5W8dfcGsSz5x999wfRQsrXl8L2GUrErU+BVSmT1BVsY1RejUxZW8ipYswLWF18GaFZIWj3GitUt3NnBljQMF5SF4wzVLswAlmNY9RNcVFYvUUDuXAPqpKiLCsAtTNyzOOwF6FcVwkGVF2RZgZA+QaBQoraohVfnJNAsEbmIUV8cVTizBFSkxDqLs4KiNJRl1VQD9RpVIxusWJluNAAuRbO8Isu1L5eXa7m85OLyQB2VIha00NkzsLrkHa6uUWQdy9rvxhiUlAgJoadRslZsSiiMqTBlga9Vc63kMsQXmuQofaaIlxSUOJuN/KGIc7fWcDR5wubaJkGrR3J8QiA8jh4/J6kqdLtN0iyv1okjPCzKOapQkVcVpQUfxcOnj9G+x5XWZh1G1Ky8UtdaqaduKEdlK2zlEHg8PzxBSo8ru1fpdjtMxiO2Nze5fv06H7x7n9FkxLTaY+fWTYLuGl6nzz/53m+xvbVOPNgh9A2D9R0qIajynDAPUcpnNsuIozaH+yeYdsE8swgXsX11i3jd47Q4YqKPkX3L3uN98llGKNcxvuHq2oAXR0d89nOfpdMdoIMxndhx/DxnbRO2r6UINWB2HFHMCqrpiPV4m7BvCDPNem8NaTTSOabZnCfPX5DnlgqF89poP8QYhykNqhJ4QmEqi6Beo9KxsLygEgKndWMwWipTUc4ts8dTnu2/x/d+8Jy716/x2p07bO8O8NtDCjdFqC7a20DLDUR7D+X1KII+0n+M9F9QFGOePPv/snH1S2xtf5l5dI04/D5bG1s8uP+Uh0cVh/Mpx2mFmCdgT6iQICUSQ+hrbly9ys997Rv0+iHHoyFGzFgfdHCV4P33HnHw9AW3d7fxDWz0Y9oHGaVXsb054Jd//ufphzFPnz8im41587Vd3ry3xeP7j3n46CH9jsetG1GdCXsRnBfiWLGauUBbcL798kV0K23dynY+akEvd1lxcC4PsGi/OptYZKFeeMFWZwarMe5iZfvFsS/7c8vs0mXbc303ZMjqOABb1Us8KqVAKdAatMYJWVdjtZJKCDzn0NqrS4RoTV27XK3w5W45URHUlIUTAqSmbBa+ODg45ODgqC7pHQSsrfUJvDossSzr2bof1AlBntYoWZccGA5PEQK2Nzeb2+AQC9pnQQVZ0VxS2RS/XBAw7vwlW5kU5XnRlL/Q9ZJ+VYWQslmur14CEGoG4uzWNwt0LCx3Vy/7dxHAV9d3dVy4FxfkUwHuVVXy/nd/F/3GPdqtAKFTWqHk5o1bPDsZk1eWsB2hQ5/eoI+ydc0GcCR5QZJXJFlGu9VGOMjzhP5ggKc1p8MhuDqxQCqFQmCbsrC4ep3DvCjodDr88i//Mteu3UVLRTKboJTPlSs7jLMJWmkGaz0C3yN5nnF6OuHw8JjPffYew+GYfheu7d5k88Y6x8fPiNUO/a1tjJhSTI7pxSClhxdbUjdCq4r55BibGfJiTm/QI8tK/KjDLAuw2qe1Peb6nYBOV3Ny+gBZnDLY8pmVhsmLIdU8Ynuty8a9dWbDgmI0hqLH3FQ8OT3CFiXCCgQKJxQoH6/VQiiNyQtcpRBOUQmJk66OwW0WYhDSIp3DKYdZOMycxThRZ4balCIrmR8WHJ1MeffdD7l5Y4PXXr/J9VvXCWKDMTM8vwX+AKm6+HoNGW2g21uU2XOKfMTs6D1Kv6C3fge/9QbD8ZDXWhG3ipKjI8ezByc8P3aMCocTdTmJvMopbMU7j/d4Pvx7fPELX+bevV2knKGDgKgn+dJXe5xsP6CYT0kmJ/Q6Hp9/JWZjZ4NXX3udVmvAu9/5HodPnvHVL11j95UdJqNTnj2esL3dZeuKYn1rDSW9xjG6gJgFiNVRDyycrqvvmVg4WFd+WPLcq09+42xdvMBmhZtfmqucB31ngfL8MZcKhPOWt7XUJXpX+uAl4L/cZVW5LAB7eVL1P3alPMGS61gdX91WNk7PcxE41iG8gHarT9jMAhT1u6l0bVgkRpFl5vwxm8u3iPgUQoCx5HnF6ekUJwJu3n6Vk5NjTk9PGE/n7O7uEIYRe3tHHB4e4vt1HRbf97l18xbdThsnNcZUDCdT4jisKVtrEdIhGqCtL7k4V4V59bKLlfG5RrFWVYWgrr2OrTNdXVU1TlBB1Sg9rXVT3uDMt7BcmLvp9MxnsKCMOGfFf5J8KsBdS0VcJhzc/wFc26DnB7R761y52WLqnjIZneKH0Op06PR7VFmKydO6cptRxMqjTEqm0zme7+NpsSy20+l06loVQNmkJNfPvatrSDfhR5NxvUDvq698lvks4emTp2xvbZMlM3ZuXuXajdus7awxnczZ2NhEOMn21i6mgpPTU7qtPrPpjNY44q3dL2GjmPvpHmu7WxznOdtXBpyc7HF89IzNmwNEKUgnc7TycQbG4ylCtYjjmGQmiDvrdHsBk2HGh+9k7B+NOB7ts3v1Ci0vJhlO6ccRWo9wGHZ2tul626T3O/g+CHwksq4GLSVWClCghAHjGtCXi3eOukTpYjLbrLYuHbh6tRtwCNkUZMJhUMgm0KMqLcP5nOlozMP7j7l5+xqvf+YVrt+8ho0LRDhHyy6e30frGB1sYvIrFNkxaXJKWUwYHb+LkH2C1jZBcAtTzGiFM65se7wxS3n8eML+QcnRaUEGoBWFVMyF5de//wPefvqIu9c3eOuNO2R5TiAKdq53OXnxnMoY3nzrFoHvk2WKIk25f/A9rD3li1+7jQ4V01GOtYqN3RgtPfr9Nq32JkJ5Z6B40VBaFPg6t100y9itODWXNc4v9HNuFrBi/Z5bBUm85Hd7fufFLGFBDDua416cAazstmqtn8tIvQDUy38X57ryB41yWhxzRSkgEJ5Xfy7LWnEZQ9TqEnYGNa2BQIjz67Wuglm9GPpZlEvlztL7hTMIJ+j01hgOxyAUnc6Ax0+eMZ2MqIxlbW0d7UcIFTCdZbXDtpoyHM9566032Vhfw/M0P/zhO5iq4o03XqPbatXgToU1VRPcpFBCNWvAN6Df0MM1Z++aW1NnqJ5Fs9Q0jW6iXFaXxluU77WuLiV89hgsrHKWVvyCovqoFc8nyqcC3IUUXF/roT1QleBk7ujuvMpWD1xvm9PDD6mKKUJJRrMJkZJ1Cm6aoZQmz4plOc80TRn02hhrSdIUT2tarRa+7zOeTepFLBqrf8Gv4Rwbm5t88YtfJIwNv/vtf0KgAqoq5+rV67TW+lhnmScTirKoK9k5zfr6JrPpIWmSkecFRVkxn6WISvHGzmc5nRuepfvYtuadxz+krWAtjskOZigvohusoXWA6ITM0gxRBqSnCXG/yyDa5PH3Tzg5OkBXmhf7hnuf32V7E8p8TikEgV/R7jhcOaffr1jvhjx8P8E6hZMBTmpqK1w0lo+sfXCVRdi6Xsv5G1GDuViuInHxYZIgNMIJpKsXURB2EZ0AzmimleMH33/M/QfPufvqTe7cvc71m+u02jNKL0Z7XVSwg6/XEfoUFRxT5iek8xOS2QtkfkjiPAK/TRT3iHtbtAc5mzspVZEwPhlzcjAlzRzjEk6mM5IywSVHVPOUww9TDp4/5ZVb20Qqp5g7skRSuoJsnhB6W7TDAXF3jby7zv7eBySzYwa9daQUbPYUm2t9KhHy4NmIjWtFc/IXHtol2F18mDmz8s/x0JyZnqv9XbSUVwH2/MVf+d2c/20BrqsFwVb7vKiYFmB9bmGNVRBfjGllfBc59cV+onluVhXEqhvBmLM1Xx0gFU7oJd3iWKEZnDtzD1hXl3M2Bq01ZVP61/PqRB/hLFrKhk6UHB2eMJ1OwNX1avb2Djk8PCWOW4RhSKtVr4tqmhruT5/tMZvXBuLDR8+Yz2ZMpwUba32uX9uh24vw1GIdp8W1XMxUzlwNi0u/UED1ak2GqqxLi2spa3+CrJePTNIUqLNOpRTLSKFFstbi8i+Kh60+KovjnYXOfLJ8OsBdCESnxTjNCXWXrat3CNevMmj1kB+8R7/f5/jgQ4psjq1y0qLAFBWh36pLc7Y1h6enVMKgYp9xnuDpuna3cIIsyyhM2UQgKMrSUhlHRQ5KI72Qo9MRv/5b/5A3X7uDpxwfPHgXXwcEcUiuUtquhXEJ85nFVIq41aJwBblVXLnxKl4coluadJ5RDQ1uPOdzd98k3SsY+QHa05jEZ3TguHp1i3GZkRSGyK8wWUGvHeOriMOTGYejCT987wmhE1y71oXY8OUvXmf7zoyReUopAuRAk0UnVFHEer+NyQ+YHc7R7jqmUAjn4ZRGCNNc45qztKWr12JYeNzrXzn/cbGuUWOxLx+vxcowFuEUztUvi3MG4xzS1bH14EhnGd995xH3P9xne22TO6/scO3WOt1+j1ZrQOgN8MNNlBfj+x2iuEfUPmQ2eYIpMrIyZzacosI2utem1duhKzeIuzP6G88w5QhrJU5ohPKxxiGFZHZ6zPqtAMEJ4+GQqkjZvXaVKFzHViX53DI5PWRjd5PKpTgxZ31dopnSXVsjjANOpxXvfviMD56n/NLWAkhf8jI5+5LNK6C+vKBiGQr/UuC+CK4L8Dy32l3z47J6o/tIF2cg1GyzF76fA4QLgL0K7Ky0tyttV5OdFsNYHraJQGnaCRyuiZwRQoFWtb9EglZihXJorPxVBSTA4gh8WVvFTbdFUZBlOc445rOMyThhPJoync4oqxIpHbNZSp4bPKfQOgACinyxfqrGWoGUPvOZIZmfIoWk1dokCtdRus10XmdSjyeHvPbqLa5e2UBLarpS1AuzOydZROU4Z5ttdcXLoihwxiC0rmvRi5pG0Y2VL6WkKMslDQV1YtfSmbu4R7KJFGpA3zQVKrVerCj1yZQMfFrAXUpe/covc7Q/pJKO/rVbhINNMuD63Xs8evQuwXSAtYqymuIFIVr6CCTW5QgF3V6M1CXTWUqWpSTO4Tf1jquyxOR1kanKOIyFvDA4LZBC44cxv/Irf5bdq9sM957z7tsPiOKAOPYYT/bJKh8pN7AWppMCz2tj8alsThgFKO3RaneQUjOdpnhOU6Y5rbUWv/zGz/Mf/+Ahut9jakssAe8/f4JStePzeG/C/umQz371C9x47SqP/ot/QHFsKPYPiXZDwo0Wr37mDsXshMnkKZWRHO4nDAYRIrIYKzClR9uLySZtnNLYvEDZhloRK7fYgThn9K0+IIu3+8x9dQYYZ7ypbIDKiqpZvb0CKxAYcAYpTB3Cpj1yI0jnhtP5cx4dPGfrnRZ3b+5w6/o2G+t9ut11/LCP0gOU10IFa/jxVUyeks0nZPmM0uUkk4xklhDoGZ5sIaJ18CJcNsaZFFdMwUCalth0zul0xGw+o9Vt0e13OJ2OMMMRkhSMQEjF8cEHWNFlY7NDO2wjRZu94ZzH959yPFTMyhaJ3a5nKxiWqx8tLHO5AoirYH6RVoHlTPH8pV5F0xWUXOrUBZDD2TqlK/di9RAfKcXLGbAvj79yi2lA29gzRdJEoNSmb3XBYueMXpLybIwArsnitbbmqRc5U6aeHaLqpe4w9cUrcouhbFgkUcetO4OkTmSqr2+dVS1dHfJsjcXhyLKCvRcHzKYJeVZgjW2O76OEanxBkiBo0e310aoOn7WuHrbSi7nq+eQfT0nQYExdjqAyJUK2efDwgDQtuXPrCp6yzWqD9XMgRB2CWt/GJhnKOYomszXwA2xTe91Ygysd8zSl0+mAqJcAXFj8C2fxIhSSxfbFDFBK6grXsilKtnClfrL1/qkAd4Qg67Zoex0EDn99m/bWNvPxKeGgTWfSYT5qY42rnZ2jEzypGU+HCFHhB1CmKcpIOr6PLxyzLCFJppTU07vASKTnNxxzHeqXpyVxHLCx1ednfuZLKOWx09ngdP8ES0aSDmm1A0yRk80SxsMEKzRTM8HalHmW0G21yZISU7TJkRycTNhoDVjrraFGhl3T5+ev/gn+7vHfZD99wd7JEVpbXt8K2OkHcKXHTW5S+iFHkxmdsMV2UHLt1g7xZ7vEN2PeefA+5WlBL+wQeNvEs5QwnNHuGcqZIPFhOD1lbUMxsUOsCxucaFZTv0CvfLzOFy9v0fCiNdbUcQJOSrQKEQKMqbC2AlvipKNqLDttaju/oiCxkg+fDTnZn/Lge8/Y3W1z/fYmg/Ueg/46UbxGFA4IvC6yLYjaBZWZU5YTTFlQlbWFBFn9EsucjBRXpLgsw5YGay1a5nRiSbezhpOgZYWQhqAr8WWIdAqkh458fBkzS+a8OJ4xSic82k8Y5x2Sosd4XNX3dTWyZBU8a8/WijW8AqYfN2V2XGh/4bfFvktaYxGJY88+r96epZW/ctxlty+x2N3F/ZYntjKOFeW0uv8S5N0im2ilswvKY6GDlARPQ1FgygJbFDx9ssfx6PnK+BxKWoxJabdC5kmGED4IH2uaTleG6GyTOIZGaVcDKwKEpqwgilqMxiPyrKJS9TWsq5mq5lTqi7uYyZ4B6iLG3GCtwjkPU0qePjkFC/fuXcUTTZTMwkJyEuGauJmmj6qsUEJiqxrYlZQEcYuyydFJ0wQQzQpftQ9rEZ8vX1ZbqKGAFulgYjVP4UfIpwLcLYZ3i79D29+h42+RZpAMc3QYUYwSAk+xsbXGQZWSVAa0JS8zjKjQsp7SxJ6HcZCbCqSgos58zYuCojL4cYT2fIwtmsJh9VQtSceMp5Lj0322N66hpePK1jqT2YjQEygtQTqKrMAhKauck+EYa3OCOGQ2PcLrDsA49p4d4zwfv9VDR23msxOKYckba5/nn5S/TjZ5QOz7XLmygWrPOUj32Vzb4dnTfVS7i5jDa6/f4Of/7Jf4h7/995l0pjx+ch9mER22efL+U/JsinM+WVJBWOHv+mQ6wfXmjJhj1Ks40WTCNS/dxfIo4qXPxUsg/4JiONePdcslxIRQtZXkhVhr6vDByjRTcolwAVXlkIq6Ls684mA45NGLlG5HcmW7ze6VHlubPXSs8aMBQbSOrzvE3hq2LXGyfuGctRiXYc2UVrIPVYErc4SwVK5EUpFnc6qqoCpznLPEOiRQAzwpkDiyPOPo6Ii9F084OJ1ReV109xqp7HM0nJCMJlirkaJeseec5bv4sIgrX9l0TlZfvlULf7XtErRWwHM5C7gQs/6ye3UO1FeVwoX+L/a9HMuCPBbLe3qu1PBi9ra06hvrfRnM0ljxC15auLPPivp7VdbGp+8hVBN7LuvKrTiBs3Wmp699yrIi8AKEDDBW4mRtsQtRZ25a2yRFISiL2iErm9hz2xRfC8IYOZ1TFBVR5FNHnyucpV4dqT7RmhKRNOBcZ6Fa65DSNSUMNDiNM/D02Qme73P7+g5SliDKxnoPEE6BME3MfU0dQV3OuKoqAj9Y0i9+UH9O07SZVUiUFMvEKbtUPGdRMrh6PGIB6CsO5x8lnwpwdxgOzG/xfB4ziF5hYK/SMtfoxVeRVUE2HjI82WMyOcQWCdZllEWCcxXGGcrCoEw9JVTC0g4UO+1NIh1gq4q9owNOygIjHVmWYprSv0GgyIqEJJtxcrzH1e1dHj1+j1bHozQ+NMSnlAKERajachSmwpQZJndIreh3+symGdZKup0ewvcoFLwYn9I6aqMyRy+2RN4pt29cJU9GHM4qBr11np/MGY8y4ipgZyvGl46/+Rt/BxeW5GVKIC1RF7pC0orXOT4eczo0BG1FheT54QQdG8LYoEceazaq2cCldv/R3NzvRyTyzBFmHRaLExIpNYrmxfEdToBUjcXj6lWSKgROWJJJxuFI8vTpjLXeHjdvdOlvavxWi05vA8+LCb0Wyu8idYtW3MPzQjw/QDkPz+siAgNkQA5UmNLheTnWZAhnsJWlzHOm4wOOT8bMZgXTac5wOOVgXmBUh6i7zeSJ43g8wZaW0FgkBlQ9T1k6SBeOw1WqAs7zn6vbF9/hzCJegOVScV4A3nMUizlrswDhBS20AH17YUyLbhf3fXWGsYigWUa6NFawbNpYc9ZmeU4rYxUr571g76RimVS1CjhCnFE5WiGURkjJrdu7vN5eX4KXdYLJeEw7jhECwrAuwVvnM4jG0rbLU9baI89yvv2tdzg9mS556uVaq1LS768xn0+bAmO1gl4YvMsZ2PK2LBy79T2zVja3w67cNsmDh/sop7h+fUAdJqYosorZdEqnG+D79cIcaVFQmoowCJFaI5XGCVHHu1tLZQ1BGNRhl841MfRNRuoiq3clQsidG2NNzQjOSiJ8knw6wN0JjPURekJSPaTKTwiCGNIrmHFGYAp0PsXLRqSzIdUsJVAxYeAjlKGaz/CxbO+scev6NVxaUY4KXOHYvXGFw5N1Hjx9xO8cn+L7miytsECgFdZ1+PrX/gSv3n6D6dELKpPx9PkT5vMprVYfT7cxpY8UDkWFLQ0KTTqaEGz06Pdv4+gzLSxpUbAe+CTZBCcVUUeTmoTZLOHR0+dcu7JF2FYcHszZuhMhxBGz6ZytNY1yp0yeP8OOEt754ITuDc3WHcXoOOPhoxnbnYqtDY9QCbzAINZzstxw/7sV8bpi/bYjKgPEsMAJv57GCTg3bf4DkrpbuWLQ1i+2aWKbXV1CEysERtKsOq+Qog4RdL6HEyG2rDClqZNRhgV7pxM6oSJoTwm7R/iBIPQ00kiiIGJtsIYfhARBhOd74BtQFk87imSCNAVpUpIXGcZkJGlOnsFsVjHPK2YVGK+F8nukJkK0Y2wlOdhLqcoUgUPhqKQALGrJeb/k79wD/JIr5C6A3ep+ywiWZsNFR+U5WmQVMN3KGNxL/hb9r1jk56z2C+Ndgl2z8eIYl0ro4s1fHdZqpwuQX4Rhurp9VdZ/pmJtrc/WtWvgYJ7MmMxGFJUAaRgMNvA8TdwOEMoh8agjt85CPwV1nPi77z1iOJxjjaG27+sWZVmhtKKqSoytZ/FKqZojX7QS9fU5c0yuKmdVA60rG2epxSGwRvDg4QEWw8ZWhFKKo4MJ7737kFdfu8m1G1s4W1JUBqE9kKqhfer6P4uEStNkHtuGN6+BfYVyWfl3NZrPLZThj6jhviqfCnAHsL6krdYQk02+ce9fZLvzBve/+4JwbomCm2xc6zPvX8MWY2yakE8z5klKXmYMZ4YiGfJLv/xVrm9t8cHb93n/yRN+7ud/kZuv3ePv/trfwssf0dERR9kY31fkTZEi5ySbG1vkRQHGcHr4kEiWjOcjshLiXp0da2VFJAXOGZQSFHmOFoq1QZ+qKhBY4shjNhmjRUUxnGKLCcIvEDc0ra02x2ZImiRcub2DZh/Pq1i/obCqRCiLsoaTF2PifkRVppwcDhnokI3+Kxw8SNl7PqO37VBqhkHz9KGh5W/yypUBSu4hAo+1/gBB2Ty8IP6AgX1VxMon1/CR9f9F86/DWYG19eIaOIsUIKVCCR/lCYyXUZUJrpSIyqNIFHZe4I5zBBYlBIEyKGmJW3soXyNlvZK95wV4gYdWNd1SJHPm8wQnQXiaaVaRFoLK+oTdXXQrxAhJmhvmSYJf5ZjcIBxoamvdCYcVdcQPC+W4GnWyNAE5D4ofuTIXwLI2t+rPlvOhgwuL/dySd3Dm+LtQAmBZP2Z1+8qubmW8C1mur7pi/cMFq/8C0OH4SJw9i2Jli/E3WbELi39RUmGBWAultWLZW2MYDofs7+/VK6RVlm7X5/B4D4D+oMfa2hqecixCeRec+MKStcYgqOvLLIBx8RvOoLVgNDoh8CM6nR5KNefmxNJKrwFfNKfmmjM3zTDPsnMXAYrzouTt958SPZUMBm2GJ6fgWUprGU1SrC0wThO24tphah3GmrrOjF+XIBZAEIQkpSE3xdIRu1ReQiyz6utzqpfng1pJSSU/EjP/cfKpAHfnLEmeoYoWP3/rT/Ol3V/i0XvH3N14BbVekWVjrHG0I0nAlMMn73P/7R9SHL/PjeubXPnCF3j44D2evf2Yk/desHP1Fn/yl7/Andff5NnTR1RZhYpaJLMZhSmxxpGVCdopEAEHhwe0Wl9lNDnFE4oo8NjoD7ClT5FklBYqkeMFPmk2R0qL0nXtmuHxMZ3OBkWVoj1JmSQ4aZgND9nut3DplGo4JXYFoYTcS9DtnBZrBIGmlDOGsz3wDfPplPGsgHiAH5b0ooBIhOh1x3r3Gk6O8ddS1oSHjD3y3pxuWxH6KaoI2L1xhWzkISh/qqB+dt/Ofxeu5vpXS44oW1MwNTVrwNkm2SOlchYjKhwGJRxaOZzLcNYsQcc4SKt6ibJ5ZoECcAiZIxjXx5IgVL20nrAGqTRWK6wKscrHCYlJM6rxBGcFyvmE+AhTIFxdIVBw5qeQSwXVgKt1jdXszixat3IBLhpT58B6eXU+6ghbdVIuwfMCwK9G1SwBfQUszzlROb/tIse/HIpYAteZEnJn/fOS/Rbtl4pjoewW18Cu9LfoR5xZ/80x5tMZB0dvM5/Vi54Lv87UnE2nKKmoKsPz8ZzD54dcv3mDXr+PPOfsOavvIoRsXAFNmV8hkU0ESxjF5HmJ1nUpA2Msy/yNxvCR8iMX5my2u9SPZ22MqZXddJaTZRk725topQjDGM/zUZ7P9SgGsbCwa1qpjl9vlIcQaK2Qi6JozSV01ta8vQOHrL1Zi8djcQss9bvhaKJ6LuQ7XJBPBbhLKWl5ITvyLl/Y/WeY7Buub69jSkee5kRBi7XNNlFQMdp/l0cP3+a1V3bZbRVMkhHDk2OubN9Ap5ZOu8/n/vg3mRclv/2d3+Px+9/lxd5j3j7Z57jM0e2IYjRDOUtZWpTv8+TJE+azGUEU0enukmdT4k7AaDhDCovWHmlaMJkm7O+/QDhFt92jSAqOkoN6kV8NpiwwKieKIq7e2CZJUsZJxdpwg69v/wmO4hO+ffQbzLM9htUxxSgn7khGk5K1Lc04aXEwMmwNUqpyTL/1GkESsLvep0gyrCrQcYdvfe+EsCW5sh3Q3jmi1wkoT7t0ooikqoG9sT3rh+UnxPlFXPuK/2blhTprt5hYrsztWVABi18WT6hz5gzcrcFR4axBOItsHurS1Vmwdb3tBlwdCFEhhEFR87BaSLSSeKrhJrWqFYUydc0cA2Vex98raUApDLZ+MZqiUUhXR4k20RLWubpE7NlZsHqmy4uwBGGxEnFyQc61W+nMfczf8reF8rjQqeO8tb6wKnnZ/py3xlf9LsuTEmd9fmS91MWglojc8Ocryucjs4gVOmmhAFbPfaFMnOPZs+fkeR1lEgQBr716h26vh3AgUTz84CEvDvcQCEbjCbfv3ubq1d3aMb98Fs/4aWvrRbehDnGts6grlPIAifaCuh5Nw9sDCLFwUJ4H70Xfzrkmf+PC/RVNLXjqmuxaR/Q6HcrCYi14UrGYYWitzjlFFxVprFuMQ5xNbHBY6jBM6xxK1JUihazLU6wG0dQWPQjrEPJ8du9F+ZHgLoT4K8CfAQ6dc28129aA/wdwC/gQ+Becc8Pmt78M/Pepfer/hnPub/+oY+AcahbxlTd/iVa5QdyqTzzNSwatNnlm6XQrpscP+LX/5FdpC4fLOnS2rxLLq+ApivkcW8xwVcZv//p/ycHwhFmV8eJ4jyenxwyL2rIobEmpQJUKQwUmZ+/5fZ4+f8gXv/B5hseHODRaC3zdYj6bY4WHtW3yfE6o2jhnsUVBNh/h+x7He8e0ujG9fpf+2jZ3X3mFsqzI9/axKkQOdvGqjPWZ4Jfu/ll+/fE/ZCh/yCTNOHg+xVEwm+ckM0maQNUxdNubzOdztra6zOdTbChodRRKCW7t7iKUYGT3idvr7B2dIsoTzMEUM78HTn30xf4JxS1KqzaWkhCLzyuefF4SunX+tnJWmrUGW0wNsvUqrhZtDMKZ2gJTCvCa0hEC3xN0u23W+iFr/TZhEBPHMWEQEXgBvqyddEJK8rIgz3OyIidNE9IkI00ysrwgzXKG0ylJWmJNSWUVDkNpVF0xV4i6GqFQTTa9babsixPhLIrErQCfWz3RFTkH+i/TrqvA3PR5rn/OKKGlCenOA+w52mVV4y4sac5Ad6ks5FnTZWTMuZt1BvaLsgKr/oOPrK60Au7L4mWc/QacW5hkMVop8KTGDzysdZRFQeCHWGMJwoAwDMAJjDQ8efKELMu4ceNGUx9mYXjUwL6gkxbUCk5gjKspDKGxxiFUPSjRRNRcrOK8eM7roBbXDPcs5tytbrP1dRRCc3Q4pMwret3u8nlZUCYLBUSTabqIyqlv9dkiItAwWQ4cYnnbrLPLcsWIpkqkqpXiQrFdfOwuyo9juf+HwP8Z+I9Wtv0l4O845/5tIcRfar7/RSHEZ4B/CXgT2AV+TQjxqnPuk+cPSN7Y/Fle3fwZ9AkEnmQ6KeqVwj1F5DnK5AVuvM8bV7bwi5LhwTFet4/Xj/ECTZakHGcHCOtxMJwyzTNOsznDakbRi8hGQ0xZ1gt8SEngBSDqspxFNufFi6fcvnUDz/dJrCMMYjwpcaZC6i7OeURhizjsMJ4MmU9HCCdBSByKWZLylV/4Bl/++i9y6+4rzCcTfu/bv8PJcMiNz38Rc3rEh2//LtMfnvDVrc8z+cGIRx8cEq5H7Ozc5oPf+YCbn+tz7TXotWKkqSjmYya5YZ5XrHe3mamE+XTGKBPE/lUOT2bMpSbsxBRVSksrgvhMmy+dNT/iIQAa3q9+kG3zXytYFj2sLaszq6PGq0UK5ULskr1YvoTYuoSxNThnwRlwFbX9A50wZH29z/buFoO1dTznMRrtc3r4lPVBh1dff53e1g5x3EEoTRBF9VkJqKo6Qa2sSoy1GNu8wNTWXFlZKgNpmjM+PWH/xQuOj4+ZTxOm4xmjqqB0Eiu9elpv6/rZUtbLo53hqzv7W1APS2vcnrVZ8qCKhljnDBztCi2zACULTX5Ac8PObtbqPVsUKltY78toGc72Q3BG1yyoG6hzFNRZn86dGeV25TyWZYQvhEIu6aiqiZJZ7H9B8SwGJJv9pGvKDphGaVsQho3NDfy4h681xtYZnQuaoigKpC/ZvbXLYsUhqWoLuCgKgiBYjtfaOrlp9flbAKsSCucEfhBSFCVRqFemoCtPpl3UTj+zohf0iWv+d36feoa5qCKRJhmmKrGmYmOri7ErGaaLS+3qwnuLcS6DkVgoFIFoqBvb0Cx17H3T3jWzDFXPnhbBC+5ifaGXyI8Ed+fcrwshbl3Y/CvAN5vPfxX4+8BfbLb/dedcDjwSQtwHvgr85icOQmr+9Gf+PN64hy0q8qpCKYnWEuU5vNBx/OQRD7/9Tyj2jzl+8hSLZuuepfATJmnFpMqY+BWJK5mEcP2N1/n6W59BhwHzJOU//mv/b/7e3/0HKKkJlabC1rHRzRv8u7/9m9y+cY2bO9fJZnNOTk+JmhrMQRThBW0OD/cBSRhGCGfZ2rlKYQ2bV6/wla//HD/3x79J2OoD0Nto8zNf+ybj2ZSN7R2+/eQ5+SihjSAdzvj6+lcZngzJdwviQcjmxjpv3Nnm2fFjZkfHdKOItSgk8gJM2KGqIsbjEWVp0H7E/sEpQnV491vPWbsag2/IUsu1vAAXLO/7T2K3nz3UlsrVUQiCuo4MrgZ9iUNIiVUWITxwi0eonlwuZ+2LleJxWJPXPDsWTzo0lrW4zet37/L6q69w9cYNvFYbJzwq6yiqY4rhM/Y/fMrhOKG1DYaCbD7l6dMPKMsZVZlTFfXBqqLAmaaoWeVQUrK2voYKYlrrO2xe3WLjyhavvvEmyXjM+HCPgxePeXRwwJODE5KiQKh6cRTnmnRvUffTvAUr/zQv6nK1oQWYLsBdsqwKCecVgzP19iWZapptdoXZWrHIz7277gyYl5s+5uW+uPncAiPNGBaKYJk9u9rmguZYLPixVB6Lg6xY/kuTvelv4Tx2FsoKV9XKXSjBZDZGaUWr1WJ0MiLPOxyWh1y9do3RZESWZ6ytrZGlOcYY2q023W53GQZYuqKhWqj/XdKAsh66lDjr8L2A8WRCGEScLWG4GGPzdLpF1EwdEb+s0ukW536WDWrdWfGuIi9JkymtVkQQ+FTGghGcKcd6zddFVMwi+TfJUg729hlPJnh+wO7uLp12/FGlIBbn1VjoxuGcRC0dqi+/9avy++Xct51ze83F2RNCbDXbrwK/tdLuWbPtE0VJTW9yk+OjBOIcqzWx1yYQAoWhnJ/w4uF7+MrDhF3aV2+SCEexsY5aa7N+ZZPrW5tUCNKqIK1Ktnd22LqyjXGOJJnzi//sjB98/21mp9M6a1M6irKuEa+kIpnNePr4EVc3rnDj+nU+eD8hzRKiwMOaAuMgDEVd6qDfw/PW2N7ZJOx0+dxXf5bPf+XrBGGL1bev1+3R7fbqKVqRcTzcY3eti48mH4/42iufY9Q+4XH6gNd/IcZv5dzRNxgdZHSDFvPpMaPphEnqMWh36Hc3UK0pomxx9HCIMAFrdhtz4khVymx/SieqgIBFzenaInEfeRgWsQFLfp3Gam+sa+UsngSEoaxyrBNNKGMTeyscQqxYecIuYxeEA2FALmkEiXQ1DdMJAl595S4/8+UvceP2dXyvtuqkUnhaU1YTpsdHjEZH3Lh5i0nps/fhY6gKut0+kR/SWxvghxFS+8gmfloYi3CGvDAURU5VpGTZDJuPePbeQ06OTohabTZ3rrJ55wo7r11n93TKvWdP+fD9D3j85JBUxFgVYpowuNKWjaXE+b/myp3JAsgWlu4qfbGw+BsrfTEdOJvicG6OvgTY1Zu1Yh07VhwfK4B8dmM/KssSxBeibBZKZqlsVvtbUE8r1rl15xfxXqViVrl7KeqCYY46S9WI2s9iLXmWY/FwzhAGEaNqjFa6sbAjBAItNVp6hIGgLEqqsl6wOgojnKtrsVemngnZxt24rIAkao++sfU6qtZZjKsQQjWVm+WZAbJ49hvr2AqHVOIjl3sB9EurGXDG4YxESp/RJOPBoxfcvruLpyxasqSM7BKgBVVR8M73v8/z588RQoPUPH9xwNqgy8bGJtvb2yitzlSPM8vbvXg3nTlbQ/ZHyR+0Q/Vl+uSl4xBC/AXgLwCs9QdUe5Y8TRFtx6DdJpQSXYLJZnzv23+X0cEL2kGLwd3X2B70Mb2QYGcALZ/WxjoHwzH7T55zfDQiDH2u3Oihw3U8KanchP7mJp12FzcpKG1FVZT0Om12trfBOVrtHndv3SXwAo72jwiCmG6nTeALjk5OKYqKtfUWSnWa1ZwU7W7IH/vTv8StVz+DVMHLTnJ5o+IoZDyf4HkVg8EaURIiTxWbosegrXmQfZfnwyEiGZCPJboHV7deZZbvEcczivQU6Qru3trgYK/gi59/g/3Hx0T9GwyLnEpUfPjgbfyw/ZJL7pZjebmx1ySCNJaKtI526PPqvdskacL9hw/JixrojFB1iVIr6mXFXNU8bKZZ37KZPlrbVOxzSCq0qFgftPjqV77CF7/4FfxOTOlyZCjwPUU6mfD80TOePnufST4hEB4+LdZ37iLCFqPhKetXrmItTLKCw+OEfHZCWhqMdShKIs/R63ToD/r4YUwUBPjSMPAkO77j4OSEh9/9TXIjuHLtNrt377D91mu8cv0q7733hG99532ORrNlbLJcwdCXimzoho+sFboC6tCAvTnraOFkXPI+i40rIHtRVqNvFszbkiY6e96W472oHBZWelNqdpmwtGi3GrGzKDFwjkZa+W3pIF0Zw5KaEfV34+pZgvBA1bSLNU2Z3naHIAxJpglbG7Vd2I7bnB4PGXTXSLMUT9aLbWhPcXR8zNMPn3L33j2kVijt11ZtUxunBtsa7GvdVRfaQgkC36u5aymWuR/uQqz4any5W/7rVsB9kbXaRN3LOnnRSkFaGLTzePrsBGMs9+5eBV0hMJRFyYsXByRZzpWru9jKcHJyQhy3cUIymsyYJRnHJ6d8+PgZr967xxtvvIYTdUEyRG2CLTJcV6tnLqz6T5LfL7gfCCGuNFb7FeCw2f4MuL7S7hrw4mUdOOd+FfhVgFtXr7ns8AlaGnQ+oKt8pDJMyiN+8+3/jHef/iM6UYf19RB3q028vcHMWbxI0mlHGFsxTaa0WgGd1k2SWcZklLK5rWoiwfkgFbuDdYLjKUll2Nm9wuDKNbCOH3z3+xwejfjMZz7PjSuC9fVN7p/OEVLS3+iQ7h2QTKck42OiMOTOK28wSWa88dnPc+32bZzwak38CSRIXkhsGTMdZoTelKjVx05y8qOcyG7iZuvsjw5RwiOZzMmzgu9/9wXdXs6bX7hKEECl50xdyqOjEd/88pfY3sqZyZL08Yg3tt/EjIb0W21geu7Yy7UXF5rmwjOx4Mhra7+hYMqSThCwu7XLwYshZT7EYrHUJU2FVWdYJQRCOqStwNXct6O28qRzBLZia73DN37x53jtrTfB99Ah+FJyOtznwXvvMDs8Zb0z4PqVa7S3BrSiDqryOTlN6fQGFFXJ+++9w3e+/R0OhxPy0iKspACMEChb0NYVX/7cK1y7cZ1vfeeHJPOCjU6b3e0u1272uHJjm/ZaxJPH+zz84e/x6ME73H71DW7cfpO3Pv8l+t0Nfu/b3+Hh8yOKwqB8b+mLOB+H3lzMpSN05ZouTL1VTno5VV+1sC9Y26sO04/QIhdu3qKthXOLYQg+2sciDn1xoOX2xXmtZtOujmHR14XzWfS3sPgX1O9yzCvHsK6u5a7qhB6JII5jgigmzwuCICQMI4anQ3r9HgKxTNkPggCnLGVZcnp8wmQy4fqNmwS6nqllWd5kpZ4BHq4pRdDcJ2sdYRBQFEWT5g+LzNNVWXD1i7ot58IhxWKi48DJptBZPROO2y3G4xlhKAkCzbOnh0gEd+/sYM2Mo4M9hkdDSuN4dzzi6u4uN29cZzKZ8uzFPqYyLMoj2Mqy9+IZN67t0GpFZ0lOK6UIrLtw/36E+f77Bff/D/CvAv928+9/urL9rwkh/g/UDtVXgH/yozpzwmK90f+fuj8LsizL0vOwb+8z33nweQh3j3nIyMi5qrKqu6uqGw0CaEAESUikaCbCjCaYzCSTyUwPpJ70BDO9ykxPeANllChIkDVJDEI3qrprzqycMzIyY558dr9+53vmvbceznUPj6jqzGp2NZnYZV7hef3ec8+49tr/+tf/U9WLlO0qWW3EF1s/56c3/5jDeJfStRoigMzv8M6TT6iOFphbOMPZ0itEnQzHsonilFqlimu5HBw+xClVGI7HOJ5PEARszMzx5rUrfHLUIbcqrN24zsL1V9BGsHblJd5/52d0h7sY5yzVaoVL/hrjYUSUKGJlYbkuLddlplmhUTZsXLrC+SvXUcbGFl99Gi3LolKtk44SJuOUCiGz5RpHvRTTt7lSvc7+5ifsdDOSxFBxPdyqR3OmRr28yGcP7hA6CUMn5Gef7rDSuMPvv3aOD+5+xtXzLg1rgOsrkjR6dl55ATwofMJ+/YwvQJBhoGj0SRVb2wdcb8wQOBIbVQiCCYogL6DIRrOCb8y0MKSmSL0wSJMTSMOMb/HGq6+wfvEK2vHwSx7x4IAHn3/IwdEus/MLXHzrG9TqC+TaZjAa0+nmeI7F9uGA/v0nXLp0nqTRYnF9ne3Op6RZcWTSTBBYCFwso1hs1qnXPQ6GfQ66msd7Ic6DTcqfwvJig7PrbfyKoKkgSSRP792CJGFh6QqrZ8/gt1xan3/OZ5/eJ07z5zPZ07orJwFNPJswnysy6lMnf1pYhFMP5emAeerzp6GOky/i+YdZ62dG1CevT4P/MexyMhGJUxn98cRwarI5kRKQpyaF0/th+FUrwen7TuaMF/fRPD8ZFlEKKS3SLMOTAi/wCp12lZOoDGU0Ukhs18GyLOIsRSiDtCSXrl7B9Vy8wC/gE60Kad0Xewmmv8qT2rJB2rKgFT67zU/BWsfPxbP/PoHmT6C2488VnbJFTWY6ARhFpWQThR0cGWBbPjubHXSm8PyYQe+QYW+A4wQ0Wk3C0aCgSJocrVIc2ybNcrRSWBZUggYqmRCT456SYdBGFoyb53earxq/CRXy/0lRPJ0RQmwB/2eKoP7PhBD/OfAU+AcAxphbQoh/BnwO5MD/9quZMqC1IiqFNHIXyx3z8/v/gn/z7j/H1EPcpTITP2F36wvqlYCJ6tLb2WKv85jGq8vcuPAdJNDtdHAsG5Tm2svXGY0jJlHIXKOOkJK5+TOcu3iBUWcPr97kzI1XKM0tE2uBX29RDgR3P/opm1v3cL0AKV1mWsugA1aTVTpP7uPkOTLXLK6usHLtOla5jufXsITDl5YuheDS5cvc/PmPCY8OC9efOMWbsWiUA/b7Y5p2jd+98E3+xU/e4dz5JdzZkHubTxhmCcKvE9Qkju/z8PEW7QUPqxqy373DTCsiaAWkgyPOXx7jDAyfPfviU4v+4kErBJh4LjsshIssCnAFtChEwXYPD7lmDPNzMwzHA4bhuMiKTgL78WFPcc5pIidMYZ9W8SxWZls0PZtrVzbIog7lSpPtx/eJeyNKQYM337hItTVHGMHn93aJY0WrOUOcwIcfvMud23dxRYQKx7x842Xc8zY6h48++ZQoSUBZCHxyIUiMYa/bY+nCKksLLTpH+xgjSDSE45TevSO2tkbMtx3OLJc5u9RGqwwjQvZ3HzIr11mYb+Jal/Fsn83Nw+lDbJ7/geeD++lRVL94ronn+PXnAv50I/o4PXzhO04uz2mo5fRkcCrLfu6tLwRYzFQL5TRsNP335PPHtQJ4LkCfnmBeDNa8+J5T+zj9MabIrC0oGDNSMLswy9zyGUBg2RZGa1bWVqZzjuJYROv4vjpOSIr7FLTOpyJdCpXnJ45Gp1cPxjxjkxg19WTVz5qIjjPik/eaZ76lp5lIz6R1jw9PUTS2FatWnceUfM3KfAMpJf2+JonhYHdIqVLIIFSqVarlKlmaYNvgCsn8TAvf9zg86hOnKY7tMttqsDDbhLyAjY3WeEG54PHLZ525v1EldTp+E7bMf/IX/On3/4L3/2PgH//GewBkKuNffvxP+d6Nv0//ySf8pPtn5I4hHFtYQmGXC4Ggo2GXVMZQrqB9j2GSFK3FFB1p/aMug14Px/OYXZhDWDZRmuD7ZexKi43X32Sv3+HMleuocovhYZfeJKZWqzHfbhNcWKcxt8DimRWePnnIYHJItTLP2uI8rywtMNh8QnVuhrNX36J2Zh23VEUK5zc64X6pjO24CFH4Nk4mMcI+pD3bpBxITDShXXVYnXPp9B+zerHMas3m7OoC3cERURgz7IwpyRlmZuqoWkQiY7ySAGnIpWa+WsM2VaD/a64LJ8JKliWfW9I+G/KEMaMRhGnG4VGH5ZVl4izh3qMHJFlaYO3T4C6my2E1zR6FkdhCUPddLp5bZWG+hW9bVGouDx7f5umTW7ilCkvzF5hpL5Fpw8HhiAcPNmnPzNNsOHz00Ud8+ulN4ijGsiwcL+Xpo89YXm4xv7TKdfcyuYl4+OA+ST8nynMSkZMIwRcPdrl8/SqvXr3I/mafw35EikYbG2VcBmNDEo8J4wQ7t7h69TzK8hiMHT58/z3OnF1m5cwKly6tE3gegec9FzieC7zHsf10VmtMkaUfFxaP2SjmVNZ/fLucZNAvZNanv+94nIZLxAv/beAZhfI4Oz8O3Mc1geOi6qnJ6eTf04H9VBA/ybrNM2bQ6WXFabjoOGF4bnUjnsFa0zEeTwjGY6IwxHFdjNbYtsVgMKRSqbC7t0u71UYpRZJmuO6xRV1x/1Yr1ROoIk2zwrPBGISQJwoLxy385pjXLkFN2VpFn8bzFN4CjXnGTz/NUz/+7+NhpseFKYggeTKgVnIolWw8S/Do8YRclch0RqPuEfguSTKhUvYJfB/H8bAch2q1xtLCAnGaYFsOEg0qw6gcnUMURiRxTLU9+3zWfjIBvfjs/ur4WnSoImBz/jH/dO8fY5UMB9Yec+2riH6XJO/T7bt4bhPpJORmzGQyYbW5SpT28aREYKOcmPJ8CXyFnU3o7O7SbC6h7TqJ0VgeTIIqG2//Hp5XZjhKaM20qddTknCMLDWYu/I2q6++Qa4n+LWAaqlBECygJhl6NGJ2fY3lc2eprM6jXL/oiPsND9Erlbj82g32dh9BFIIFSaJIIo3EJ4wjyrnHtZeW+SIdEnsTlmdsVpuCR49GmGHEXP0ih+MjAk8RD1KC8+dxLM2tJ49JRMTbF1bp3/V//Sk+HT84zlymNKupvkVhgg0GDVKijOLJ1hZrZ5ZptZsEux5JnjxXiDMnGz5W2TaUbZtrl85z4coaC8uzHB12ibIEpTSVUpMzZy+D0+CjLx4yHoy5euUKr758nQ8/eJ+f/fQnKJWwOFtn5cw5FhZmqQYZtpQIWzMMu1QaNV55/SUurLYY7Q/Z6W7z5OiIQVdw1FO88+5NfuebL/GN1y7zZ+98QhYpHOUgRYbvS5aWFllfX2Fudo6RkMwtLGOFFuLxIR+8/zFJGnJu/Sxn15dwHPvLs+qTAHcqWuopvdFMOebPwTWns/0XM+Hjl/Wvee0vCPrPwTIvZN/m1Ht+VSPh2fEUF/L5rJ0XjvXku82vrds8qwM822YhnGVNIR+mDWwGx3YINcRRgjCQkiGQBF6JlcVVwijEthycUnEvCwGu55BnGaWgTBQnCCHJVIYr3OmuHa9OxMnuFj0oRSVJGV1QW80xF714//Md2M8H9l8V6Tpe/+qpYqUAJHmeYQmLdrPKvfsHGOliCYd+P0FXJTOtFiVf4rjeiUmHyjO00XiWQOvspFtbaU2cpkRJhohC3EqVklUuOqindnzHJ+WrYs/XIrgLaTEyGX19wOggZmNtntHRGCuxyWOXUQRD95BaC+YX6ywvNZlttpkrNQBF1XbRmWSSZgijiaI+aTZidzdmZvEi2DZZblFtNqhUfVSck6RHVOo1+kcdbBxK1gxn19ZorqxxuPcY3xa0mrPMzG4ADpPRkFKlinBsJiqhZHk4L2QAXzakZXHm7AblapkwGhZKdVjEUdGckecGPcw5c7ZON7cZuQ6jXsJkIsi3K9x7MES0jlhetygJhTdpkvQ9tJ1SthscDWP+9e1tZnqzX3amixtXFXra5hhgnP5t+o5CDVEWWtud/hGDyYBas0G91WQwHhauOc9hksfiTQbbsrh09TI3XnmZxcUGcTIgTgckqk65Oo/t+HQ6Qz67fZN6bZ7VxQ227j9mpuVh5Ue8dHmJs+cvsnRmDc8rEYURhwcP2OnsMxgPGEcp1166TqNaRzQWyKMJFyo1zp5p82gz5O69A+7efUKrYnH98gbbqzN8cn8P17Gp1Vqsn13lwqU16s0SO482uf9oGyVsFhbPcv7KK+zsD/jol7ewEs2VS5cLswmtns2O8nQQncIvx1z349NoiSKwS0OBTnLShFKcL/2MJz9d+ZywWI6D6nOQy7Og9Qx6OZXFc+rf0w1MmAIvfy6r/zWNToZnbZLo4jMns/cU3z/2QT1m3DwHU71wPKePyxiwbHAcMJJavYZfKhGUy+RZERSLVn6bLM9olMq02m3iKMa2nak9HmRZil2qkKQZURgjZaH0qPKi0el4nGaUFPi8wbIEUkiU1lhTiYAisB8nOKfP82kJ4V+lEB9TXc2UUy8sj24/ZmmxjRQuszNNHm9N8Eo1HDwGQ4VtWXiOh4WFFpo8T6YrDAejTCEvLSBXhjBOidIMaXvMLS4S+KWitiCeHd+xRPBXja9FcDfGkCooN+tY9Tp56OIh6B7GZJSwA5uF5TLCCjFZQUV6+vgBsjVHf31As16i4VTIcsM4GjAYDsniiLm5FkHFIownJNpmNO6RpxNc6dCeaZJbGV49wNiG+bUV6nNzuI5PozGLK2cpl6tEWiNtideaIaboUxCyhDj9wP1GxwjdXu/EP9Gyi6zCFFcZAYSdAQsLDmfrZ/jzO/fIXQ+zaHjzxgX+7N4jpDti48Isq40Sdcsli0bsHSrw2qyW1njvs0/x/oKLbk7tqzk20ZDHmfqzOCGkwNLTNmghiLOMR0+ecOXKZa6/dJW93R0ilWOkni67i5WTMALLs3nplWv87tvfohZYGBOxu/WYLIvIkpSZ2WU2tzt0Oh02zl5ma3OPP/7n/5w87vHqa+e5ev08r898E+H4PNna59an7/Pg3iP6/T5JrsinmVjnIOVv/uH3qLdbSBWzfW9A4GqubbSoBpKPPnvIrS8es9Bu4nuS+YUGZ8+9xPmzZ2m3Ghzsb/HTH/6EeNJnaXGOcDhAtWIW5+a4fv1l3n/v33L34SPqzRYLZ8rPslQBz9QVp0HNnPo5eZN4FoRPM06Of05LDRwH6eOi7ekb5kV8+xgPPl34PPXn5zPu0/fBiyuPU5PRycdOTQjP/e2FzyGewTMnsN7pFcDxB6f3m9KgM45lCCaTEG84wrZtHty/T6NWIU0z6vUa4/GY+bl5/MBnb2+70DM3he1dEse4no9juxwcdsjzHNuyUFpjOw4qn2rBIE4Fa3Py/5Yl0dnxe063/5uT14rPcoLDSymeh2SMOfWZoq9DWAHDMEZLl0o5oD1b46AXM46GaBHgWDadboQQgpmZgDiNKJXtgrppnpEc0jRjEqfEmaJUrTO/sITluAVDhikyRrGaOF5dfJVhx9ciuAOE2Rg7yhGWT3cUU5MhmZDMLKyRlsbMNOfZ2nqKSSUTFaLzBNHWpHlycrNWLJ+56gzxqIORgqPOgJlFn/5whBIJvm8zTHLCMKEyUyZNYywJK6ureF6JMDP4jqBcahI4Ho7nMswTcpUXtF/LxhcSh7/8icuyhAf37xW4N0VzRlFvK5OmaUENQ5H0yrz9yn9CPPqU+52PSMUh5bOz/O2/scCZl3IqMz6b93O68QgpEx7vTlhbu8BMuc7ra+fQnSoQfcXeiF/F26ewKQKQcoqVKsBib/+A82fXmGk2WFhY4PHWNkKooj6oLWxcbOmwfnaVb3/nbUqexLFy7t+9SxhFvHTjZbLMYTCYsLZ6lmplyM/e/QWfffIRJam5cmmd17/xKrV2E5H7PHi8xb/813/KzvYhWhVMeSWsKdSpePToIb/4uc33vvs2rdl1egchmw8+5epFl2uX5rA8m88+fcTjpwc0Z+e48tZlmrOrdDsH/PwXP2Vva4vZVpO1S1eZnZ1BG8HtL25z/tw1Ll3aINWvY5mcXhTTTNNTc/g0sB/jyycZNi9k2acy9NPZ7elA/uIw5rTIyPS145/nyOw8y6qPt31Kq/y5QHy8X6d/P/7+F6Ch57b3q3TBKTD97JhPrx5O75+AEw0bA5gck+cIq4CnpBCYXCEth5IfUK1UCgaN5zEYFJ2rSZygtKJaqRJFEaVSicTxsJ3Ceq9SqqOVnr53KktwchrNqd/hRB74lGzws3h9jKcXq9jTmfpz9Mjj7Z7w+80JJBOlOaNxzJOtLufXq2RK4PketieYxCFYJaTl0humCFtSr3sMhyGVwAOj0LkiSkLiNEcJi0Z7jlqjhTYClCqAIGMKSQL1jL9wfOW+bHwtgruQ0J6tEpkhSBu77jI83GVu8Qy2p5noLuOxxUxjhlZzkTyBJM6oerPkmUIAtrCpuTbl1iy253B4uMdh54hJlFCpVsmzhGqlTLezDyoniccIAY1qHdd2ydOcPNcoXxWaFUIjXYFje+gso2zbCMRzydVf8igJowTP97FUSpKGGIobL1eKOIrBUSShRds5z//uP/77PDx6j093/piIA1aWawwO7nN4VObJoxLtoM7y+SoL52qMsy6Pbt0kTCzWxPXfYFd+fYdbETzNM/KBkBghGE9Cjg4PqJV8Ll26yPZhl9xMV/uZQWqYa7f5/ne+RSBSKpbLsHdEo9FkZmkFK2jzk5//hF6nz+98+1uUApf1WUgXLRZn2swvNTns9vjBzz/klUtXmV1Y4qWXX6Y/fJdxf4KWCi2PWXsKpXI+/+w2KPju7/8BK1evkuiE+08e8ebri7z68jIzs8t4wmJh6SyDVPKLn/yUzaePaLfrvPGNN5mfXSRVmju3b/P5558zGg057Pb43vf/Btcuvc79+7f4xTs/Z3Fh6Vlh9Lk2/heybnO8dNY8oxWeoiueBFBeyHKnmf5pjZrngvsLk8eJxO6pzFkc480v7B8824/nLjTPB+vjz5zAS8fbPalQngrWp47pxcLe6fntOAJJgc41lip6ICajCbnuIKUFCg4PhwghCMcZUajY3jpE5TlRFDMZdsjzQg9dqaIpLs80/f6QLC0kfrM8K5zV9HNf/qv3tjbkqoB/fqVu8cI4DujHGPcx9l48/apA0QRFgBc2WD6f3HzC9uYY26mi1LQe4NiEkxGp5ePYHgcHQ7QqUSlZxCgEKWkSEyYpCsnS6gqlSv2Z9owpMvXdvT36/R6u47K6uorneWiji2bCLxlfi+CutWHY75E5E5RMMOOcSUdhrB61ZoJxMvJqSKOxiKVnuXzhTeqlFmVZYyZoTbWKnhVS/FKd5oLHMNVM4gmWVcj1lssLaCMYj4fkKmZmaQ3bK6EwVGsVjNZMkjG5yiG1kN4MSJvAcbFO09r+BwzLsqnVGvRsDymLZaQWhjRLsSwbx3FIkjE6HdPbvEWtWefy4u+x1rrOg86P+bOjf8Zh95BS2efCxhwP73dJNzMePu7RqrUZ9DR74x5BZcRfBi56cZziEBSGvVKQ5ZonW3ssLs4zO1vUOw56A4TtUi7ZeCrm+9/7JpWKTbPsMzrY57MvPubc1SvMzS3x0a17/OK9j8mSmDSZ8DvfeI3VM4u0mi5pGHL77lPu/ugW/RA6m12+9wff4/Kl84STiHd+8QFhmiCMNV1N5BgkaSa59cVDSpX3+f73v8fFl17nk0xw/+kRL708x7nzNaJJwqef3+aLe0+pVy2++dqrLK4sYXslHm/t8NHHn/Hw0WPSPMMSho9vfk611uAbb77N2voG21t7xQOtpjPZc9n6qez11P13EgBPY8/Hme5J0v1CQDz+Oa0mefr10xmyOGannM7GT2H1xxPGc/zv05n6qe2dvk1Ovkfz/ATFqQ7cX7MyOL2958b0C4TASHEyh926eZ+dg3jqfWqmm9cEgV9AhUKQ51nhRTo9lhN4xBQORnpKayzkbiRZrgptdiNg6t5kRF5QQA2Ff6+0pl2qOdLIk92GZ/DLMWum+NuLImAGUCeX71i615IS361yNJxwNEywLE2tVidLis5t2/JIk7Qow9iSbjcmz1wsS5NnY/IkQ9ghSwtncV0XNb1uUkC30+Xe3Yfs7OygdIaUgjxXXLx0kaJh69+B4I4BGbpYXobnVdDJmMZME9sNGKdDls8scTQYoPUB7WqFcdRnYfYsl+bO0XyBimgDNSEI/IB8bp69g13CdMyoP6br2IRxxtEkYmF9DZFlaBFRrlbQOgMESTbGcRzSJCEnxpdB0aT0VwjsUHB4y54DKiPOYoQlcSyJUpokmRSsjBQ8laD7e9z95Z/x8u/PE1TneGnpj5itL/Lz+/93RnzGo6eP8J0ZRvt1Lm8ESBNypnaDudEOpbFP4Sf6lx/CcOKoJMSxLmLhAdnphvSGE2a9gG++8RY//NHPiHKDb8EbL12gVZdU6h5ZlnPn9kNGUUJzZo5wlPDFrc8JwxyjXO4+3KVZv8/vfP9buLU2j+9v83DnPoNhSq7h0dMtxJ//iO///ne5fu0i4XjER598isrMFE04NjQQpHnOp5/cZK41w6uvvcq1V19jfLjJUW/C4soKae4iPZfr1y9xbm2ewK+ws9vhg89+yd3HT4gm4TSe2ig0UZjz/i8/pF6rcv36DV698Qa+ZxU6KZzKxtW0dV9OA9ixwNhxQFensvUXM9vTePBJxnzqb9oUgVWczATPvtcY0OJZUfeYtXTMUYdpsZNTE8HxZn6D/TgNLZ3WaC9u4OcnrNPbMKc3r5/7XWtV1Hac4hkyRmK0hZ5m/dpo8tyg7GLXhQCjJEYVfHIhBCp/tl9CcDIxQOG1kCYJQck/CdZFycM6Oe5CqtdMSQTq5JQKcbzNXwPBwAm+ffyamNbGni18Cp9T1y5cwWzHRmtNmiWUyyXSNEcgcWyPMBxj8Ai8EuNRgmWNscSYwPW4eOUSuS6RGQcjCnEzozXlcolqtQRCY0mHPFeEkxSBhRHqK2PS1yK4SyFoVFtMjCDKQGPwKjDMj5gwBKuOdDNivcPuYA92uuwefM7R0nf57ku/S809hblNt+cYQ9kLUFnOztYWg06fZqVMOozpbh0RL6ZMJkPCKGR2aZHZpQXyacFEK025VKHklHCwn2mM/BWGShOyyZgsCQtVO6PJk6LRIcsycqGwTCGDmw277O0ecnE8wKvOgvCZr7zJ9y46/PTeP+F+uo3fylDjMb3RPiszDZw4IcgsVPzls/lvNE49FBobg0WWKba296nVm/hBje988/fIdYZvetScMdWyplr12b63yZ0797j+jeuUqjM8fXjA5fNX6Owm7O/3MDrh5p07NOfK3Lj+TZaWLvPKazY//vkPSeIxmRY8ePIU+dOf8QfffZs3XtmgN9zk/sMjdG4DEiMUUhhKrsNsu43SOYedPebm5pD1OXZ3t8m3j1heXWNjwy6W+UmfDz64yRd3njCYpERKILWDjShqmUJQr5e5/vJL+F6V7c2nbJxZJ0oGkE+z2eMAq9SpjP3khD2DSk5T6I4hDcSz118sUipOsVGmyoUn0Mbp9xUBDeSvdssKMX39VKQ9vao44akfb1c8O55fl4m/qF9/fFzHhtjHE4g6vdo4ntCOZ6vjjL1Q2tR5XgROM6X1SYnQz1R3lJpOBC8c+vExHmfLRSAujOtd12IyicAEHGscgeG0HEhx+ArLkuTq2XFKKZ+jF76YrZ/WnDnWd3n+ITFkeYYUovAfcB3CMCRJYnwvICh55HmO1oZSNSAKU1xbIC1JHIXMz1lcvnwOLVziUGCEnNYGpuYxls362RWiOMQYj3CSUa/NkSQKaWncfxeCuwHssoMKFeVqjY4YUJmTEOc08FBmgCUbDCdd0nSfw8MurfIBjlrk5YtvUnY9LCDjmcK4odBXcqXNZDDEkRabDx7x9N5Dwv6Y+9lNZpbmGEwmlCo5QVXT6Xeplh2ajTKtygwO7jSw/9Wje5bGhKMB0XhImIzxhMRoGI9HaK3xfR+TK/xyHZUphoMxUZJRP3lyXBqlV1ko/x0+v/kL0voOqxtN7v1yxINPFVfWFWvzq+z28r/yvhbfeIyZWoUkuDHs7u9y/uI6yoz59OZnhJM+Fdnn7VfPUKm5JHHI40dPGY3G1Jo1MpPRHXWZW5jlm29e4Zc//xm+7zK70CYfjdl9/ISV9StcvnyOKO3xy/d+SRgbMu1w9/4mJv1T3nxphYVZycGBZjwovCRtR7IwN8uVi1e5dO0K1VqVne0tDnZ3WVheJdGGXq9Ltz9kZnaWg/197t5/iLQdrt+4ziTVfPLFHcLhEImkXqpw6cplLlw5x87uFn/yJ39K1Ye//Te+T2Nu/oXM+VRALdpxp4H1hWB76hSeZM6nM+STTHi6HT2FQqxjo5XpRHDiP3q8TfF84OeF79CnJonj7wGe80I9HbhPVh3H33U8kZ3a9umJ5DkMfvoduQGVT/n9gCx45UJKhGUVtELzglbK9F8pC5VRlU/tDk3RaGfbDpw0Hk3vyGn2LKesKSnAdgVpXkjrWtJCSIWU+ZT5VUwwMheo3OLYcEbIaRcszzLy499P/5xubDoeBXT0jGFjTScH3/exbQvP88mynMGwx/LyInluKFdKJFlM5zBBTOGieqvKxSvzICCMBUa4SGlzvPKQtgXCwnVrLK+sc//uJqWgRq8/odu/Q3u2wcZSnS8bX4vgjtD0ndvgQiA9mmVDb2cLLB+nXGYYQioO6XSHkEmqXonrF7/JKxtvUPVKx7kMtjGExpAIsLRmojJ6oyH9wZjRKKU/7pDdfoR1OObowROU57N88RzVhQVKcYrrBLi+T7Mxh2u5IMQJD+GrwvvzLRQvfMYYpIjR6SG+r4lSw+BoH9evkGjJoNej6sLCQoNSvcped4jwmzRnFk9tpXhwzi98k9fOr7ElUubK87x0Keejn3WRpQrb/QGpsvirXNaiXvfsKIQxhf+xhEmc8XR7l0sXWzRnKuztPaA1azO7MItdCuh0J9x78IQ4L7IOg2Jr9ymPHz7k5ctrvPHqPPVKgMotZltnsP0yB4dPaM8v8fK1K0SjkA8/u0M2lWy9/2ibsL/P1Qtt/vYbl/n0000y4XHxyhWuXL1Kc3aeTr/HD37wp/S6PS5fuEBQrdOen0ehSfOUKJ2wsDxLGK7z/gcf8fjJNksrq1y9cIY7d59y/vxFrly5zGDU4wc//rd09vex0pS8IumPDqnNzJzioB+foOMAO73qpyEYwzMe+Gmc/jgoHlerj3F7rSGbdkLaU1xC5YUTyenEQoiCK3/8kuRZcD3eB5UXKwA5nSS04aRb1pLFh5QCVeiZyOOiqrRAFJm9UTlIhbCmUKTSGJUXsAYCc2woMa3HIK0C204VKs9AiEJwTRRmGwKwPQ9NUV9yPY9S2T4JrgiD4xR6MkJMTaRPsuliYns+4DKFDDWeJxEyIwgc8szDsT1sN6c9U6JWK+G5LqNhxO5OnyjMiaIJRhUrAOsUN/64YHo6oCtVCOQdwzfPoJtnaMjJ61Lg+yVA4/sOcdzHtiWIjAsXVzl3boMsz/jBv/0x8SRHk1OuNjGiwjjMSbWNFDbSFJpMxQrFQhnDwe6A7tGEarVBlk+9X+2ANBGkyZcncl+T4A6VZpXUV4TjmCSBySBnOBxw7mITr14lHG/hOC6Bu8D1c2/z1kv/KdXSPL00wbIdykCUxIySGOPY6CzHsx2GvSG269JartD5V+/xaupwuNVj5+khvfOL3Fj4Jmme8XRri421NRZm5/HtouvNebZ7v9E4HdDFC3/J0ogoGhOGYxzbIQvKTMKo4N/GA/JcszFzgXKpyr1eyLf/8O/glU/PzEWAqZdbfOPGdxjf26RsOWzMXmP1j/p09obEkwTXKv9VLsOvea0I7sp2yLISWzsDzq4rNtYW2Hl6h3otoDkzT4rDzsEuu0cDklzQ7yWsGxvHtrl56xYiGfPKtQWEjvno/Qd8lh7wB3/nb+M7FgfdLq1mi5dvvESUZNy6c5tMKTSCrSONJwd841qJ33n7HH1T48L1t8nTjHfe+xn3HzxkdnaOt958g0ajSZbGxEPJyuIq29ub7O1tsry8wJmz64R5xmGvh8kSLi4v8crFa8RZyvvv/Tn7+1u4QjNfArvuM7vQIKgHRUD1HcgVZOk0UFrgOkWmeizgpY8NIwyYbBrgi8AohCyC63Hgx2CsaZ+AXQRHcRLok2JScOSzG0oU20JITJaCKlhWGFMEUCGwHQfhSLCKTFPpFKUUlgHbskFaUxNmg3RdpG2DMuRZRp4qpLRwSlWESk8y5iSKkYDjBqgsBSFRKkflOa5THIciBbcoaua5wrNdLNvB5IpMmUKrXcFRb8DT3QPSpBDOKzJ3c2JtZ9Lpk2KmnqhCTLF1TtnKHQffInCWF6u0Zurc/vwhwtTIhEbEEVeuLnP23Dy27dDvxTx88JQ4Zkp1tAqHp+kE8jwaNfVkPZ6MT14vPisFCKmL2kCx28VqwGgcp2i4ynOF5/nYtuH8+Q2kleN6ksAvT7tai07wLLMZTSy0cor6A2Jqfq2KOdUodncOOdgZFIw9JLYtiOIYnWkEFkmSfunz/PUI7gakXWa/t0O91MKtCBbcGrMtTZYdsn24SzSRqLhEta6ptMbcevzf0i5fo1ldwV25BI5HahRa5ESTCbVKHaMFly5cxbJcWlWX1C6x/eQeD8Z7HBjB6uxV7MCnXKsyNz/P2uoyQkKYZ9Rt58VdfC74ZRgKVK949cspkoJed8BoPCIMQ7B8OoMROk+QOsOyBcsbG6yfvcpQelz+7musv/ytFwomYvptkvWVM1zVS+xtDrn/yZBvf3eGuJPQmPGoz2zwIU9/G1flue8WAoQUDIcjdnZ2OLsxy/r5VTw1QjoWaRRzuLdX+L0qwb1H97lwbYXlxSY3bXhw/wlrKy3W1hZZv+Txzgd3+Rd/8kO+/wd/A9cuMxpMWFs7Q5plHB7u0DnsYEtJq15n9dwGTqNCa76FoxxufvIBD+7dY3Z+jrfeep3lpWV8z2fr6RZ379yh1WzzyqtvMNuaIc9S9vc6tOZaXDh/HpMbXOlQDcrcu/UuvaN9Wp7FysW5qdSqwq8ElKsNlheXyDJDPuwjHRdhySJI5jkqTAqWxfT6FywOjTEKobLp70Vx0bIshJ5mpeJY16cws7CkLIrpUmKShDQu9HQs1yYJQ7Isw3EcXLf4/nxKj9Mqn/6riixUFsVjjCEeDhkPR9iOQ+D5JHla0HunWb60LEymCUcTwjAkS3OMgXZ7hlLJQ+cZcRwx6PdxHIdGtUaeZxhjcGwLK3AZJQnheEyUxqR5QhYn2Eha9RZ120EISZwVqpqWcRlFEf3RaLq4KaANpCnO6RTTLxYzBjUN5Nb0tj8O6McNPcYUfHmtDFmanRRZi0TfolquUQoCjIHA96fXraghWUKSRgm2cAou+Qkur6dyvtMALAtjamnEKdKTOXFEcoSmXSvhuZJJljCKUnJVGIm4rksYDpiZmSFK+uwf7jA/u4gxzrRkkjMcTqg3fMqlAIFEiILEbkkLrSWTwYTBUUHXjuMEYySeZ9GsV8jzlDRLgV8vNXI8vh7BXQi2trr4sk3UMwyjPoF2qLgVGrMl7hw8gaRJPA5pNSye7P6Iivcp1fWcql+lN9whDmawHUlmKSKREA6PqJUalFstznCejWqJ/27/gDujA6zVBeJuhFMps7h+ho3z52g3m6A1R70eszPtExwOY4iNxhISCVinKJe/+TDs7G4TRTFB4JPmEunY2JZBZYYLL7/GH/7d/4iLl67Tj3Iqc8sEVonixjsGfIqhzJhEPaBV8oi9Ko3yLsOdkMVZoJbQvXv027giv2aIIkgZzdbWNrMzdWYXVhl3H5NmOWoypt85QueGXEvu3n/MpQf3WVla5Mqls3z20W0+/uQhXqXB7JlzfKO6whef3+edH7/LW6/fIMv7dNQRq2s1Xn9tg/d+3mdpaYU33vwGS+vnMNmIu7c+YOPqy6wFDXzfYfXMOu1Wi27nkEd3bxNOJrTrJSxp6BweMLu0Sru9wPb+Fnv7B5xdXeP6lZe49elNPr7/gOWFGucuLVOrNQuTE8dlNBkyHnVZWblIltlkWYyQgixPyROF63rYrlvcB8Y8qzUKU6DVCnJTFMdc18dybJI4ZjKekOUZWZqipg04nufhOw4loxCWxXg8pNs5wmDwg4AoDBmPx1QqFaqVKo7rsLe7x6P7D05E4IQQeJ5HpVyhVA7Ic8Xu7i79fp92q42wJPfu3yPLUtbOrLGyskq/1+PBw8d0Ol0q5TK1egOMYH5ullIQEI1HjEZDtra2kFLQrNeZhBPyLKVZr9NsNomjIvgnaUyaxuRpRsUPWJ5fZKY5w6A/4Oann7F3eEBQLmOEoC8V1sJZmvWYcslm0DMk2kYKq3D2wkylldUJBHOSIhuNtMwJ3K91SudoRKebYrSFtFIsW2DIOOx0cRyH8XjEaJiQJYWUhjECx4LMioAUIRy0niZnEmxbTK0Wi2Ltcc05z6esH0thWQFZKpEiwSsJtI4JyhVGSYbtHlOqFUaNOdjdxg8ku9sHjAbxyaLPAP1en/mFBpWynPqkAkaQZYZut8f+bmf6vYWTnG1buJ6H57uoUKOOi9NfMr4Wwd1ojeOUcOIStXIbZQxVv8L+5i4r5SqrpbOYkqGrBrSrNUaHR8T5GD3X4+6tH+Bbq5y98DbNhQ1st4yOYrSQxMYQRkMqzSrdO095eucJ4XyDRgSvnrvM9/79/4BrN16hXPExSvF0d5d6rYwjreIeM8c8XEOkUkpukRlZQuA8Qw2/6uiIowlP7t3FVoYkjDgcT6jPzLF6ZoNKvc3Fl1/nylvfx3ICZhEnNYRfwfqNYTC5j5AHlH3Jxvo8i/M2DjMcjTZ5/+ld8q7NV83o/0OGmGLGEov+YMT29oD2fIOg1CRMcsiLY8NYaOMyHEd89NEtlubmeeXla0jlUiqXabSXKVUbzLmSjTOX+eyXv+Tjd3/O8mqJTmdII27Rblu8/Z3r1JqLzKzM8XjrKR/+4qc4lsZpLnDh8kuUSiWGgz6PP3hAHE44u3aGRm0drRTDcYzlSLa2N1le22BucZl7927x6cc3ee2ll7lw4QJ+KcC1e1godra2yYxFtT1Ha6FNa6mNTh1yVZhFbO3ukMQxcZLQbDRoz8ygjWY0HDEaDun1+gyHA+IkJs8VyoDjOLTabSrlMkdHXba2Nun1+oVGiuPQmAbJcinAtWEyGrG1vU2n08H3PGr1GuPRhDAKabVaVKtVPM9jNBxyeHCI4zgEQYDjOPiZT1nn+HkMBnpZwhiNVAnlcpWZC+sFfFMqMbAUulVlMbhIM0lxLBtDwZ+26w1ywCp5tBZmMc0avufRajaJwjEYg+97+K6LynMakzFxOCGejOkd9YgmIU96Xe7v7nHU6fDg7j32Dw5Is4yRMVQ3VrmyfJblRZ961WVX2ewOxwirqFUIU1AApVFTeKTIyIvCqCJXMb3eEePxoIClhMaQo5XBaIfArzAz2+LW57f4/NZdsiwmzzV5JpDChSkMZLsKlYUY6SJw0HrqtIQ8wf1VPk3iNChVwFkid9BkKBljtGJnLyHLYhKzixsEGCNxHRuJoVGrM+qPSSZQ8mscHvTxPBudZ8Uk45YAyWAwnIqCWeS54agzYDKOEdgoZRiNRozHY2Zmm7TaVRxXYtklwsng343gjhC4ds7e9mOcpqFStpnkIamt6fd6XFheYO9gl6Zn0yqV6Y1jOnv7bO/fwUXiZnfAdDnn/T3mZ88TNFcZRBGdzgHkERszTT57/yYNK2B0bpG/tfYKN/6971G/+DKZkkzCDCkVpVqVhVYTbxpgU4rg6lrWiR+jnGpk/Mb8GQOjwRFJr48aJYy6A2KhePvt7/CHf/d/Qa26gGO52EgSY8gFZEZTEoUEgIVAHi/nTcr97Q84yB6SyQGBa9g+2mUy3iZPZ0jCOQK7SsEb+m2NqdHBlCWiEOQKtnYPqdYdPMtmHHr4Xo4QGiUKZyQUPHq4z4PbW7z5+itcuJyyt3/E3OwZ0A7lSsGGuPryBWZnJIiQcWgQxmZtbZ1sSTKaZCTRBFfGXLi8wcb6WWq1FoP9Q9rtJuNB0Uh15cZlatUy+ztb3PzwY1Qa89L1qzhewN72I5bOXGB19jybD+/QPTik2apw4dwS46RFmisqCy5+uYxfcsmSCXfe+ZCtR7u89bu/S5wn/Lf/6l8gLYljOzRbTWrVGnmeE0Yhk8mEyWSCyhW2beN4Hpbr4wtBCYNnWRjfxalVafgeUkqCUol6tUpQKmNbAlso/GYdv9VkOYoIgoB6vU6e56RpSrlcxrLtQvxKKVRe6Kk4tsOx3ZrrOFOst6DWpukUj3Uk2i3u2Swrejk81y8wemFhWwVVNMsVju2QRjEWgqAUMJmM8Vy3yOajCcIYtC48TS0pSdMUlUSoJKHXOWLQ65OGEb3OEUOVUlucB9/l6dY2O2HEEtDp7PPhJ/fwHEkybpDa6Um/QJYVhVulikJqrjSO67CyskgUjUnTmKDsUau3MFo8a9CdMs/SNKPXP2Aw6DEzO8/29hOSOMKxfRbmlyiXA5I0pD/o4TgBgV8relpSRZamxFGOoYBWyuUqruMjpChYLGaqL2lZSMvFEilSRYzDMXZQwfPKKKUZDcf4nkschuSZRmJwA484T06gTWGKoD4clCiXHZSGaBIzHsdMJjG25WKMIssy4jjE931q1Qa27WHbkjiekOcJv85V6vT4WgR3YzRpdESrqUnSbeJck2mL+VadcDKilw+o1CxcBZN0SCLGXLyxyIRtMj9lTEw5kHz6wOYl64+Yqa3heiUWZlcIsjFemvPTzz6ESwssnF1j5rWrhLNlfB2CdhkPQlbmZvA9jyTLyAU4tk1uiqW2Ky0cIRjnGmkXhda/jAxBmqagJb1On26nx/yVi5x/7U3s+ixa+lMXI4MjBAlFxp4e82jjCVXbwbE9jiZPeNR9QCcfkqkDKoHHdjdj8/GA1669zIqtwZSAwW/pyjxPtzu+mYSA4XjAUS9gtlGhP4yYbbn4noucLq8NgiRO+fFP3yHNQ65ff4n5hQWyNMXzy9iBQxgPiHWEdm0e3N+j0ayzXD+HEGW6vQNcv4TWknZrkdWVsyDg6ZPH7O8dsL5+lqXlDWynRr8z4t0//xnxuM/quQ0WluZpVss8efSUh48/ByVZWjsLOsW2Dbdvf06ajVi6eI1KrU3gBSRRSH/vEM+xwQQ8fbSJcH7Gq996k29++zsFHGPbCEDpKZOiOCnT5baF49hYtoOWha2cZVtY0qK1OMvGpfM4to3n+Xieh5TiJAhrnSOnCYQUAsu2sS2LYy/PIovV00KjxLbcQmtk2lKfpdmJJKwxBltAeQrZZEaTTxk+eZ5zQrU5Zp0ICzuQqDghMwZZ9cBoEgGUymjHJrYEOgjQeU6WGZQpVq0xkKmC/x9LQSIFmWuTuBaJJUgsQ26BloKcAmCcJGN2D8eAxpgxUmoq1Qrz8/PcvXtvSi4q7jnLtkgzwWDoEvg+QSkgz3KiMClMsvNiNelYFp7vYoymXK2AsYiiMdokhFEfowVROKQ906LdbpBlUcE99ytIKSgFAbnjFGbaOmMyiRiPJzTrAUWN4pi9kwEWaZyjsiFnlmtU6wt0h8X9AIowGpJlDrZtMYomxUQ4sWjN1HE96PeOioml5BPHEUk6pN+bkMYZUjoYU+hO9fs9yuWigcn3AwQ+k5FBWgmj8ZgoDn+NJPHz42sR3AUCFWvaszWiSLHzaEhgOXh41MsVDMXFkrbLYDghNzkhA0oWxCbFL3t0Rk+IBiH9gy5vvf73qbXPU3Nq9B7ucf/BPTrJmG/+gz/iSCeMVIYvciZhj1ALSqUKqdZopQnDIUIYXNelWqqi0VgUOhaObZFTXGKPZ2yarxq1ZpvmwgKf5TmVmTnWL12iVK6SG0M8vZHtopZTeAtrjbSKB8hzHBzLo2i730MyZndzQKXtMBnGXL36CpPJRxwMHrOyXOL+3S7PHJR/y1dpumSV0kIbzcHhEbWgQvcopBxISoGHYxkSpQvushH0hxGffn6Xc+c2QE84PHpKfyJwKx7j0SEbq0vYrsv+0YiHTw4RVLl89QKOW8ayPcqlOirX3Lv3kL29TRYXF7h27SUcp8Tu7i5Ly6s8GoU4ts+VG28wt7GE7VjsPd1k0B8y02qAjggnR8zMz3Pz40/Z2TpgdaWBJV2Esdnd3OWDd39BPOnx1jffZmFlHcd7h6ODXYQUrJ0/dxI4n5OUnT74lrSmbMQi0ItpYFaqKFTatnXy+aKhx5DqHCM0TuCBLKGVxnZsLMsmS1PGaVroj4tjzXGJsMAYSaZMoeQrBFgu0ncQFJl5nmdY0j5ZYSphMUkT0izF932EsAodFl3AjbYtQUly4yAtC0sY8ixC5xqwEEaiNaSpKqAQbIRTHJ8EhFLkRqMcl9yxGU0mHI6G9MIRg3DCeDwizLITOj8ShOVi0EiZYyGplMvMz82x+fQpaZaBhkazSVApE5QCsjQjSXMsy8ayfJK4sNkTUhbHatvFOUciLRuVF26/S8srRQ/E1g5xErOzs8txshKGE8qlFNvOEJYkCEpkWUquwPc1R0d9tFFgrGlpRSCEAzJHm4hSuYyw6sw06qyeC9BGE0Uhd+/cZTQckcWFrG9xziyCqESuNFGconXB4z88mjAa9aiUapTLZVzPx3M90jSnP+gBAsey8T2fOEywbRtNglIG27aw7S9/zr8Wwd0Y6OxFDMOU5uIC1YUZGGnCYUozaLB1d5v11SrS9XCDEv1RRn8yRGNQiaHiNUgtQ9Uds7P9I/48jvjGt/+XNBdu0Aoq/Ff/j/839kyTyBWs2A2yKObo8RaiPcPCwhJxHDEOY4S0qDea5DojSRI0BiMEmYHMTB8mwVQ+CL7cEns6BJQqDd787vcoB4L9o138mQZOEuPlCcp2mBiBUAohLCzbKar/SFwh8KYXUOuEw50vCA92Wa1sMEyP2H0aM1M/oF1PMewj3AWMXdxMv7Vrc8ImmDaACKt4PKRhMBwxGMZYZUl/OCEIfHzPIkwLOwOkhW17WE4J1wsIRz2iZECGR2erw6O7XyDTmFduvMTb3/wmf/6jX/Due+8T5yGXrlygUqnR6Uz48L13mUy6XLlyjtXVVaQs8/EHn7J3+Ii3vvVt1s+fxXIsSp7P0VGPyWhAyfW5cPEywhIc9Tpsf/iEG69/jzMbV2i0Z1laKpNEioe3H2DyHN/1OH/2OqVqid39fZI4pFIpFQX1vADo1DRTsqQsGC2WLCpxsrg3lDZonWOyGNuy0Ubjui6OLciyFGPAsR2wQeRgplopSZbjOA4ISa5yVDFDoExx9uVJZVFgKFyvjl8XJ4yPY7aJxHZcjDHEcUKSa/pxSpZlWE6ZUlAmSTOyvGiNN3kxgSSZ5mivw2TUI3AFzWaTRr2GlJI8T7EdDzsozkdRFM7QWqCQ5EZiLBtcj1grhlHEYDKhPx7R7/XpJhnZdC9d26ZeDbBtC2MKTDkoBbTbTdbWzxBFEUmU4vsl3HKJKI4Ag18KTmApaQkq5RKWYyOEKGz3pnILWZbiOA4q14xGIZ5XZm39HI8fPwYDmTJ4rsdw2GMw6IIR1OvOFNcvzp8UFqUgQKkMgZ7SHQXCLuQOSm4TKSXjGFp+mUqlRq4zypU6vl/j0YPHhJPoZLVlMGSZotcbgygcosJ+h2azzvzCKtVKCcexiiKuEaRZVjBvtI1l29OejTFSS6Q0CKlozzZx3C9PL78WwV1KSbm9VFSSxzZBlpGJlDCL+fSzIY4o0Q0EzQWXo8MdhIzJJilJlNPy6wwmA+xWxNbTlLrd4mDwMfu7N1gsrzK3vMAf/K//Ifc271L1bCq1Co5jM4ljSqWAJEkoBRVsR+J7/vQBljiuj6bgwWZaFYUYBC5/WSV3gSUli2uXUBjCn/4bvGjCcPMh9VqT0twyaQ5hEqK1pF5rEUhrujIwz6h2eUilNM/Kwg0edu6zufWYldUVwnCf9bUSg/4R+WSbdu0sJ/6mf22jiC5GORx1R1TLZbqDmKrrUwkqDKKESr3CufVVPGGRJH0OD3dZW53jaDzk3r1NtjeHTIYJnaMBB/uHLM4v871vf5sHTzc5e/YKzXobYzSPH99i49wCi4vXyPKQ3ER8/skXHHUHXLl8lbJfJplErJ85yxef32YUdlnfWKZeDuh2Ojz44gE7O9vMzDXZ2r3N+vrLdI8MH/zyMx7fu8fi0iIrawu89Z03sVyHJ4+f8PMf/5RMas6dXcSyBHGaTrsfJbZt47oOlmVzLBOr1LF9YQHNSJGTZzl5miGFgxCGJIkwxhAEDXzfJ8sz0iQlSRVKiUL4imO98GdWiCdcbGPQ0xK7lNaJd6jW6gSb7/X6hGFYiNClCYPBgDjVZMKjXCphywBLlOh2hzx8+IiDg0OiKKJWq9NstTg8OGRv9wmteokrVy7juS62ZQEG33WmXqTqpPdKShtLOqRCFE1P0iJOc0aTCd3+gMFgwCRKCCmydpsC0mu3mziOTZKkDEZDpGURVMrMzs2xu7uL0mC5DpNwQrlc5tgUW+tCWbLVahAEAa7jgIBc5URxwmQyIct0YeAhJdKSJElyoqY4GU8ACrqi4+L5LsNRj26vSykoUy5XcZwSUrqUAreAiIQiz0dEyRjPq1F1m6RpsToSSLY394nCQjrccRwcxyMI6sRJ0YyE0Ug0lsiLuBPG5HlKpVqlVqtTr1exzDParDFFv47ju+QmIzWQxZOiV0FpHEdgC4Pllfgqzt7XIrgbY/A9F3LNnY83abc8gsAFJVlcmKPktTGlnK3RLrYfMekOYRxgBTaluk02Tgkcn4q7SNnUGfYTfvD/+zfU/t5F6i99g7Ovv0on6dNsNslzhRMEqDBmMhlTrzWwbYHSGWGkyVWCNV1GC3HyOCEpMtYccCmCeyF3UGRXX264J5CWw8raRZJxl537n2IHJVzfw2BIVUo4GeF5PoIUiYec/u+YDmnEhHHS4en+PaxyzKWzLSoVje2HLCxFVJsR4SCgdy/hr+OymheOr0jkLcIootsfUK+52AKaM012+lvkGezvDUiiMblO6fV6fPc7r7O+usHO/pB7k01SnXH7/sOiSFmf5+yFy6xfvMzm5hYff3STCxfP8MqrV/Fdn8POAXGcYdsZ165dQV+2qLXKdI963HnwBefPX+LsxTWePtZkccYXm4+Jo5AoTbhy7QazM3MIVxLHIZWyz8e7W6ycW+DipXO0WnXGk5BHtx/z2c3Pac80WV99iValkFWdD6okeYbC4NjFei1NU8IoRmtFtVpDIEmiBMe28D2r8MV0LVzbI8syhC7a5oUGneZYgGc5YAmUbZAY5FSTRZ82luZZhwNMC3KyMKkojKJ1wejIDf3BkNF4guv5xHHM5tYOGIdz564yPzdP4PmYTFP2SjjSRmcZnYMDukcdqpUylhSoTKGUQQoLW9q4joPK06IzVWhUlmKyBFSKpTWOKTj9Wa4wcUo6ikgGMdk4R0cgtcChOBZB8ayHUUjTa0y5/oVWuWVZzMzOcOfePaTloNME13Wnhu6F45XvuczNzTIej9nf26FWrREnMQcHhzSaTZaXV8iVYm+/MEZ3HBdtKZI4wfc8HMeeNn0VjlBxPGFtbYMkzhj0xwUBQ4DnlQm8OpblYbSh1++RpBParQDHscjTjDhJkaJEblkcHQ6m7apTsoXRlF0HVETZE2gcBpEkTV0imN4jHrVqBcl0ZSYtjlUyHcchy1OCkovve9i2M+Xx51hS02xUcXi+0erXja9FcAeQaHSqOLe8XMhjkhPphDzPyeyUSRhzOO7TmvHodSXqCGqLNiNjuDB7gTjL6B4YUJKne11E4DGJB/TDEVI65MIiNYJaq0W5XEb6AaNRl+GoS7lcJ1eqeCBtMBgs20UIQ5olhQk2Est2KKSritxYUOgmKaAkzDGv5C8YAildVs5dYxyNscsBKRI1pdjZlqFcspGkxXJcBDwzNU4YTB7xYPsD9kcPqQd1ZhrLWJYmzDeJlSbMUh4f7DLJWvyPclmLaiLKKPqjMaXqHOMkx69VcQNJOM7ZGw3QJkILGA0z/vTP3uNv/kHAm69cZzwO+eLOQ9qtBqvrZyk3WoyjGMvW5HnMRx9/yMHhFtdvXKbVdBHGo91sIC0L2/II84iPP/kEIQRzc/PkOkJozerKMh/88l1yFXFm/QwXLjawpc/e1j6PN+9z7frrtOdWuPLydc6sbOC6ksFwl/v3PmU86PLKjQ1asxskwzF3PvwFL7dWUUqgtSTNcxKVIuyi6cj1yvhBgG0VBhMG+9SPJtcp4zAhzzNcxy+0xIVNkqopngtZrk+aUIWYmqcJTnRRnp1uffKbMZpMFU1F0rJxLActJH6pjHQ8qrUaluMwt7KE0A6+U5hKe75PtVqh2+/R6/fYP9inVA5YWFzE9R3izgTbLVYnUGTEloI0jUl0jmtbOJbAcSQWkkznoHJMlkOusXKDJx0qfoVaqUbkDdBhjDBZoY1GAV/FUUxeyYnjqdGO0phcUS4V1nuuZZ/otSiVIwWUyiXW186gVc542EOrjEsXzxHHMeFkjO+67Gxt0Wq3WT+zxpPNLYQAz/PBGJKkkNZO00Loy/Nc0jTGmELXyW771KqaOAuZTEI63V2kdPFclzhKCsgsj4nCAXmumEwiPNdGaweprILAPvWKFRhQCpknKJUgXQ+jLYzOwOSUgiq1ahmBLphBU467mK7Gjo46hJMRWZpgWyMwhaJlnqXMtJv4s80pJPflj+jXIrgLIUijEDUyzHjzgCGMJizNL1FrzHDQGSHjCVVdITmUlB2XpDREODaLCyt0HnaozjRZqC1y+6Mddrox2t/lvfd+RrW0wIWzlyg3myRa41VraCHwKlXiZMhoPEAIQSmoou3iJnVcp2iszmJUluP5NaRTNBtkxQ4/U2mluGldOAn8X3KgOEGD5urZYskFBcaYRjQqLpbMsIRDIALs43KtMaT5AZt7HzOItmgu1uiOJ+wfHJErgdfM2R7FZNoBp0J1pk3BY/jrG0XIsQramM4IE8lgHCOrVWyZ02zWiMcKhIMyQwodbsHuwZA//fOf8kd/5/f4ztvXmZ8t4zoVHty9ww/+5Ie8+uqrrK03WVqe4ZVXrvPhBx8xmUS8/vobzM8vYlkFJe3jTz7i8aNHXL5ykStXrmLbNvfv3aPbO+KNN7/FjddfZWvzEfOzcxwedPjk459ydLRDvV5i0NtlYXmDUnWW4WDCeHjE3t5DqtUSL79yFs+rcuf+Ibfee59SPkJaNkexoVyu4VddUqWYxDFpklGuFBS4KElJtUFKlzRNidIIx7Hx3AClcqI0nRb8LMJEkWcpUoqChmgMORo5pdkKIdCCE0BuigSfSNRonZHrgvVi2dPippRkWcJgMqA3HOMMuiitGQ6HCONQLbdwXIf19XX8sk+SJ0hHECYh3UGH5kydubkLuJ6k3azQqFVYWJyhUi0jjJoGJoNlSYQ0GKXIVE6SJwVrSIHKFHmagwJXOFT8MlGpQjYeQVIUVBUgpIXWMJlE5JlCaognIaPhiJnZGSxRKFu6noPRCmuquLi8tEiv22Fmps1rr73C7u4ceZZQqZT59/7mHyKExXvvf8Dtzz/n9Tffot1uc3h4cCI0dtovNc9zPNdlLEQBY9kltHLIMkGeuriOBUFEnEwYhyM0OQJBGA0ol4uCZ65SNCkYH5jKRyjQwiJHgPSZxCNcITFxTKYNw1GfNIvR2ifLYuKkKIwWOkAFmyLLMo46h2iVI2wbo1OUyk80bOrNOloIzPTny8bXJrjLSJLHOXZJ8uTxNuVqlXLNJc8m9Dr7NCoOKrdx3CpKJASNvFhOj4akVkazXOOnf/Yxhwcx7fVZJmnIz975IY3qEmvLG7Sa8zzdfEoQlBESkixC+oVWt7QUqAkYSaxTwhhA4Hk+vh+gdUwcKxzHwzg+ykxZDFPmRAGcPGs++pIjRQqbSmOWMOwxGI2JsxzHtfCcKoEl8EWOc+qaGdNje+cn3H7wC6RnMTxKCeOMOE8YhmNsMSIbwUEnwfOhPfjrDezPHc1UMS/PMwaDIYFXwvdcGo02vc4OaaKQOJip6uXcQotzF84Qa5ea4/LSxQv8/J0PufnZQyaxRn34Me35b2BMh2tXLhGHGQ8fb2GET605QxyF/PjP/4w8i3n5xjVajSZZrPjFe+8x6HdZP7vCYNhnZq7F4vISH7z3Iffv3KFWc7lydY35hSWU9jBotjd3eHznQ1599SrrZzeo1dvEk4wf/fnH3Pr8Nq6JeON3X8P1Sxi/Te6VmeQZw6kut1+ukdk2O72IcDwh8DxajQaBLYhHXUZhhLCL1Vd/lDAOM8qlANuSWBJ830PYDsYkGHW6L0FMi9fTAjbPtE6M0SBtLLdoPEJKMqNI4phROKI7GnBwsM+015MwiqiU6jRbMwhpSPOIOJ3QaFT4znfe4tKlDfIspVQKWFpcYjRqEk5mqFYCatUqlpBEYQLkGJOjckOuc4zKC5EwrbEQKC3I45RkHJGOI/I4ReYGV1h4wv4V4oE2ktEkLu4dA0hBkkbYtqRc9okTVei0Z3nRNBV4aKV5cP8Bg+4R209dFheXaM3MkGU5URxxcNAhSSKSNGZnd5u19bMcHu6TpimVUpkszciyAu7SGHqDIZ5f1B+ajaBg2CgLKdypDlQ0dUsrSJxCSpIkZzweYEmPeq2OYzmAQogUyy4mWWMKEoZSmqBcQakMSU4gUuQAyuUShsJLNgwnuJ6LXwrwPQ+BodvtEsdxcb11DrKoK2itaDVblMrlaS3mq5/Pr0Vw10qT9gW1eotJFlFp+QS+T5ZHiEzhCOgcRtQbVUyeUfI9hOWxefMQBFx55Qr393v04oTKTIUw6lKu+PiBJM6G5Dplsb3A4GiAJV0czyLJE/xymSyOCjZDMiLJUmLL4Pg+rh2A0CRJDLnCdlyUTkmyHD+o4FB4qSoKzOzLGafPhgDKfpUkHTPsdXE9j3p9hpIboOMxmZzgB2WgBOQMoo94PPhXdPVDhgcW0aCCZbXpDhKCWoPJuEtQ9anaDY42Ie88z03/6xjP4e9CopUmiSO6/SPm55o4TkB7tsLB3gBtHOqNGt/+zrc5f/Ec9WadvYM9PnzvHd54+Qqvv/IWk4lm77DHTLvJ4webzM3M4Fkl3njrDV55623iNOSgu0+tWuLKyxeZn20XQUxpkmzExSvrGHOWhblFxmHIpx9+xI3rV7l8+SpC5SwuNZldWEBIn6NBjLQk5cDj1VeusbS8gONXuHXrPu+/+zHdox5GZly5tMzcmTmUkAwSi4f7u3x88xMePXnMwvISv/fd38XzDD/72bvcv3MHWwre/ua3eOu1G+RKsrV3hH3QRRjD0dEhtUqZxfkZAt9DOA5C2hhzbHSsp9ZqhZdn0Xovpy3pU02T43Wi0GhZGJagVdE5KQ2lis+5s2usr5+hUq6AgSiMcByXSrlBFEVUymUqvoXWCrfkU16aL8wyshQVj5EqperbeJZB5HEho2syAsfCSIPOCt/fgkFmChpkmqLiBDWJyCcRJkwQUYoJ4+K/8xwXTjB3pTTZ6dZ5WWjdNBoNSuUAz/OIkklRjBRiSn908DyP5aUlLl+6iOfaPN3cJI4iojhGCMmVy5dYWJgvmrhyjePaJzRUpfRUV12TTrVoBsMhlpTkuaFSaRYFS6PJ85QwGhSyE4KTwjVSYEsYjXssLa7i2OD5hmYroFIOcHy36IOYCrTlWc7Tp5tIqZBSoDLD0tICQkCSJiRJTJalxHHKJIyoVatUyhX6Uz0fMKg8L/omVBHMG/UGtnUs0fyCLPOvGV+L4G60YTQK0ZaDdGwW6k3CkWHQS/A8i3jgEY4U62cWyYgYjfow0eSxpNaqFCwbEdKadWi4AQ/v7+AGc9QCh3LFQ9oGSxc0wzRVeEEJi4BauUnulkApjG0YjyOswIGpDoXAAiRZljKZTEgyRbO9gOW4SNslE3K6dDbkJ+/+8uzdCLBwsJygcDove1TLNQIZEJucg84BzLmUPbfI2tOfsOd+zO3uLjr22Xtoo6MaEz1h4+w8nlNmqVTGqtS42d1nOBoC1f8RrtrxARXNMEppRmGIP/FolCStZpvJKGUwmHDp8gUuXrqI7Xg8uL/FD3/45wwPt0E7vPWNV/j2t9/m6dNNojBmd2uLRqVJtdFCOi4my9l+8IQH9x9w/sI5zp07S64krleFPKdUcam1qyjlc/PWUz7+5Tv0e09JJ32+8da3UZcuEUUjHj08ZHNrhysv3cAYmJuboV5r0zk84hd/8hPu3X9KlimEpVk90+TqKxeoNn3GmeKjW3d59OQJP/35z9je2+HMxhqXrt9gb3+XH/3k52RxQjQeofJior+4vkSl1uLxo4fc/vwWqIxXblzHcXxKpRJZmpDEyTS/VjhT3viUCT6Vki30RrTRaJVhSQvblqR5htI5llU4kNmIgqHjefjTTs1ypYLJNaEfUpBqDZVqmSDwsCxBGudkaYJvFWqTYRaTpym2MUhh8CwFeUKeZYVmupSoLGM8GJKlCVmSEY7HhOGEsDti3BtxdHDE0cER/cMuo96AdDBkMugwyUMkEFD0hRQMo/xE6RGYyutqVG4IghLd/rggNDA1hjaGeqNBu9VECsOnn37K06dPePnl6ziOwxdf3OGzzz5jY2ODtTNnSDJFkmQUln2FiqU2GqVy8jw9uXFzURhdj8ZdqhVFlmmyLCHJhhgKZUwpJFJazC8uEE0GZGnKJOyzuLDI7FyFas0FMrIsJE3AcR0cx8V2BJadIa1CZ36SKsbj0bQXIQemOjlSYoQhCmNs25mKyhUUWqOL5NKyLFzXLTwfzDNT768aX4vgLi3J5cvn2D3o49o+9z47wqLC3MIio34XEo+XLp9lcaXGQbSJW/GoELC+UuZotEepNsbujzh3cRYVSs77iwhHkqoejp+we/CAhjvLYHiA33MoVYoiWJ5ZOE4FLVKQNn5dEsdjlBbYWoCRWJaDVhlhPCJOFM2ZOeJkgtEK13IL+huSnEIlUiOwT5330+Yhx4VYPa3ILyyvIrVBagvb2FTKM6QmJNExKn1Cr3+XD+++w6fbhxx2BOVazOLlGnHHZvQgQWpJvTaL4xoGow5v/h70Wy3+9NFvU37gK8aJkJohVRn9yZiSV8UTFnPzs2RZxr1797AsmzBO2NrepT0zyze+8ffYOLNMb9KhPTPLXJry3ru/pDE7h3ADdvY7CKMoeRbL7SqPvwj52Q//LaPuy7z2+mvYAqrNGaTtMRgm/OwXH3Pzs3vQP2Sm6WKh2dvbZnZ+idt3Otz67DNmZudZWFwslBZdh1+8+y4ff/AJw34EwqBtRXumytvfep1Wq0S95rH9sM+P/uW/pjcaMQkjGq02UZywv99h6+kW29vbLM/NIUsB9+7ewTI5WfgKB/t77O5sFzpE0nDvzm1KrsXlSxewRMGM0SojyxNK0sWyJEma4rkejutMPUQNRhWMHVsWbkZCazzLRkwpiSAQSiOlTUBhkmEmE4wyBBgsKYjjBEuA6wjScUI6mYBWhGlKPBmTRDFa5YWOyaiPJRVKa6IwJE8zjFJEk5DD/X3C0YQ0TgjHk6n8QIpQhmwKy6g4w8ZCphlN2+bywgYbG2tkKqUjcnZKPr5nE0cJmqKYGIYhR0ddSqUKliwy1SzLClciY0jTlMFgQOD77O5ss7Wzi9KG1TNrxHGMMpokjNje2eXM2hrNVp279x9h2xZpkpLnOUYr0jRG65zjO1ZPZT163X163cOTxq9CZVNOsXqoVqtMJhOkkQhh4TgujWaTJImpiXKhQZRmpEmCpwIcx2MSRiRZRqvVptVosLezhetKut3etOehmNhkIatDTEKQBScKmAXd1UapAmatVCrTJjTxDJL5ivj+tQjuAEk2Zm1lhskowZptkSVQKcPy8gJHhzHtts3uwR1iv0e7VcUeh0iVU6pIjrp9SsE83aeSWqOMaPWwLGg6AUe9J9y7/yGXztxgdW2WWr1Kko4ISmXS0EdYosjos5g8TrAcF60EOBZqalOYpsmUX9tEa0U4GqC8nMxyCUolLMdFGXPiEOMZccz7KkxEhOCY+1DcPsVN4ro+w6Mj3r/7kEvnLzA3v4znVdk6eMy9B5/Qn3zB/cd7jAZrHO3tk23ssfKyg2rW0FmVcdRnqdHi/c9vMjM3i9NvEIYev11tmd98aKUIJyE9y2KuWcNzYWVxjidPD3jn3Xco1ar84d/+m1y6eBHPrXBw0OEnv/yIesXi2994nYuXL/Do6WO2dje5dfs2ltK8cvU8CzMlXn95BUv0CMfbdA5bLK9ukGU2H39wj/c++ILDow5SKEqWYml5gfOXLjIchezsPmZ2psqVS2u0F9aoVuvc/OIuP/rxT9jafozOQWJjCUW74fE7b7/CfHuOxfkSvf0HRKHD08cjbM/ljddfo1yr8PkXt3h45zYHB7ssz83yN//g95mfaXPzk08Ix0O0yqnX6tSrFRbnZkCljAY90Io0CvFsifQcLMC2LFxRUGoRAt8qMu0sKzJP17aR0kFakjzLTybT43qP0QadZ+R5RJ4q8rRoF9JKkUZJod44HBBOJqgsp3vUYTwcFMJ4WUYShuRZQXXsd3sMxz2kVESTiHAS4jkutUoNrXIOdvdRaU6lXMH3POr1OnNnFliYnaESVBAKVFjg7dIUxcLFxXnmF2ZQJuPm/hZ/vPmU9bUz7OzsMByOUMBgMOSdd37Jxx99SpJmCNvCikKCIJhKHts8efKUS5cuMbewSK3RYDgYMApjhBBsnLsITNlA9QZb2zuEYVjovsPUx5XCZNqi0OCHE+XXAsM2BYNJCGxhIa0CSDqGSOI4YqbVZntrm3K5UhSXKYIwuSIME7I8wy/XUEaisajW2/ilOkGliuNYaG3TbjcLaYLReKr/niOMjVYpnc4RcVywesS0YcuybaQU1Ov1qcHIM+eorxpfm+AeJQqlQ/b2DvCNT63ept6ax3EFk+w20WGHxqKN7VtIY3H/YY8zs4t4QYNHR30wCqUz4v0h7aUmYRSC9Hhw/y4lt82oeYG52RqbjzbRSF57/U3qpTqRzpikIzBpYdWnQWVgnIBcg8pjRsMRlUoV362RxpooCdF5ShplLK2skhuFERY4BQNeYbCnXYTaKCpY2OKEqYyFoSR8Gl6V7cFdbt5+j+5wh0yltBZa3Lz/E8LsIYODHg9ujekMQ9bfcGi2l4iSMW59BzFTxx5VOdh/xNKiR2AvMunkpEn4P80FNGBrjUAyGKc4bk677FAuBSzON9g67OCWPJqtWXJl8ejzB/z4xz8nTvvUK0sc7HVYW13CqC69UUYSCu4/3MSTNu6VS1h2wNvf/gOqzTlKtRm2tg74V//9f8/D7V1SlSFJ8K0Ut6ZZvbDMcBhi24KDzmMW5tu0ZmdYWjlHpxfz85+/z+72FrkuMGTL5Mw2ynz7rWuszc8wPz9Lv/+Y3f1NGo1X+N/8o/8QaTssLi2BBa/euEal4pElEbaUrK0s0a7XOb+6xKDfxw88fM8j8F2qJZ8kHJLGITqLQSssBI4QKJXhOBJHSvI8xxaCPE4Io5AoirBtB3eaxadpke2laUp/MGAynhCHMXmWo7IclWnyNGPUH9E96jIajciSDK0VaZowHo8KWCVJsAX4nkejWqVZrdKs12jW6syvVMnVHIaMMIzI04zZdpvl5RV82+Pw4ACJoFlrYlsWpVKJSrVEpeLj2x5kBhVlkCiEKrjpru8gXQhjhSMKxk2jUUNK2NzcIssVnusxGIwYT8Ii2FkWtuNgyeMs1UNLyd1791hZXqZeb1JvtKYWfYbVtQ2MgdF4zKOnm/S63ROcXakcy5K0W03a7WbxtywrVuS6MDsZjcYnDWmW7SAtuzAvcVzK5RLjyZhSKSCKxuRZhGUZRuM+c7OzaKMwGEbjEY7rYtl2QSF1bDbOnaXeaJLFIY1mg9FoRDgJaTYbOK5Lv9cnzTK0UhhRTMhJUpjbW1MJC0FhRej7/guF1K+uq31lcBdCrAL/FbBAAQr+E2PM/1UI0QL+X8A68Bj4nxtjetPP/J+A/5wChfjfG2P+zVd9j+tLXGGThRmt2Rr7h8UMWatVuHLlOlKOOZo8JVGSUX9IrSr4/M59FjdWmYzGrJ2ZoTfZx5IO/f0Jg0GHYM1htr7A1oPPWWisIp2Mn/7iXZq1Wa5sbNCaX8K3XFy/xgSBqwRxNOTwsM/BpIMlHVqtJnGscN2MQEOSpMRxwtbTJ1TLNZrtGdI8pFSpYkkL37JPaJKawsAhkQJbnLJqKxq/6Y063Htyk4PhY249/CXNmTKL8TL3tu/geCGPHnQ5s34GL76HCDLSrMLBvsPSkkutVaZUbxFNupRKHlmas79/hBs6v8ll/a0PASAKtkCepgyHAwK7ivAsmvNVvJrP1tYRf/zf/DGeU8dz4a3XrnLu/AaNaontRw+59cnnXLt2Bv3wEUM14sblDe7f3SJO4cbrb7HavogyIYNBnzu3P+fp1h0yVRT4jMzIVERuPKrlBoOtPfYP9rBbAX7TZmnlAsYt87M//SHbT7bIU4V2IHAlFxdnePnqeVbPbTC7NEe/e5+nm/epV2uUalX+3vffxBjJeDJhPBmyUm5RClw8bw6MIZyMiA5HLNZqrNTmiSchWufYmSLdOyIa9Qk8l2jcZxxO0K7LwXhE7+gQLcAueUwmEyxpkWcZW1tbpHFyIkw2Gg7pdA6nnZU2eRKTpSlaGwI/oF6tUa1UcR2HKAw53DsgDkPW19ZYO7OBbbvESUy3c4RrO5RLPraUNKqVIug1W/ieR5Ym6CwlcB1sqygMOrZNtVzF9X2yKCaJY/IkJ00SjDG40sVLbWQ+5WpKifYFtu2BMMRpjAaG4wlPNreRdmFO0m63sCyLXq+P67rUalU6nSPCMEblmmg0OYFPjC7cprIs48nTp1iWRbVWpVqpYlkWYVioc44nE6IoIgoj8qnFH1rTbrdo1KpIATP1WtGFLgsrvcl4gtIZaZqT5RrL8U7YRkLAcDjAdRyatQaPHj6g1WpTLlVQmaZUrpArRa5ywihlttJCSgfQzLaazLfrGJXz2YPbKJ3iuQ4qc0jTnHqthuu79HoDJsNJoUOkzVTuoahJ2LaNyTW25eA4zlS47xml87dRUM2B/6Mx5kMhRBX4QAjxp8A/BH5gjPm/CCH+S+C/BP4LIcRV4D8GrgFLwL8VQlw0xvyFPfHHmi2D4YBKJcC2BX7g0Ot3qNQ8JmHION5CuzHGFtRaFVJbsbU3pDcesbw4j61zAt8mHCniRFGu2Oh0RHdfEY4tehtPebR1n9v37/G/+g/+M840WwRCkFGs0nLLx6s4hSOM6vLFF58BNouLq/Q6j/nm22+SZilSWti2TbfbReeGvb1dUgUrjksQBFOtdwr+slFolRGbDFcEWBzbYAosISgHHg+3vuDe7k0m8YidKOPJ6C7KzmmUbS69ts7Rfhe7mROaFCtv8tlnfY4ObZbnfPZ2HxIPxiyu1jBygu3WqFbrwOQ3uKy/3WGmxzXlbRFHEd2BwJ5tIbColH0unyux+XiP3sERf+uP/hYvv3IVaVvcuX2XH/6bP2XUOyKNV3j55XWEnjAZ57zy6lWWL79MmHr8f/74Byj1mDdfX2fQe4whZtrbiZk29UTjjL3dQ0wasXPU4eKZV5hfvEip3OLe5/e4c+smOo9xHcnC/AyXL29w9swCSwttarUye9t3OTx4TKlcYTjOEXbIg08/RE2zqixLyNIEpfOi4Kc14/GIg4N9XMfClhajo36BdUch0WhIEof4js243yUej6hXy4V5u23jlXxKjTpCSPq9Hns7uyRJwoXz51leXGQ0HjPePWDS6bB65gxrqytkcSELXK0WAS7wfSwpUbkizzLU1RwpJbMzM7Tbs4VNXp4xGAwo+T7VUqng2guolEo4lkUSRYQTgbEdyq6HazsolZPEMWlvRM6o6MQ2II3GmTojuVrgKAlKk6t8qluTYoTGdl2wDN2jLu+++0tuPnmAfO3GiSVdq9Wk0agVQmYIZmba7O7u0+32iKOiOUmbQk7AGIPyjxu/cjqdo6kHLCevpUlS4OjTbNeyJIsL89SqFSxr6oc8FW/THGftI2zbwSBROps6ZSm0KuDYPM9pNZsc7B9g2zZBENDtdrlw4UKh4UOGNjG1apmSJ7FIEEIj1Ijd7SNQmnbbR1tldG5I0+SkZ8G2ywSez7g8PsHiq9XSFFIS1OsNPM8lCHxsSyIF09bwqbnHV4DuXxncjTG7wO7095EQ4gtgGfifAd+dvu2fAn8O/BfT1/8bY0wCPBJC3AfeAn7xJd+BMTZjFTFIJ8y5yywvzlOtlZmZK/F06zblBc3EpChh8fjgED2xGOsEqVJcy+fRnU0sZTGKExoLVdCK3M4Jj0L6B4pbn31CjMO1ay/x3W/8LiW3MLRwgap0Cqs4qQmtBNtxuPvgY54+fcLKyhr1UsD3/+D3GI1SesMxpYrP2bNn2d3e4/33P6BUrTM3vziVaH3GlgnTlDyJ8FxJJAWOsPBxkKIoqrp+mTe//TYj64DbD2+yv9fl7EyJRHZZnK+x/fgWwgnYOhwgA0NkRszNz1EuWWw+PWJykCDTCnt7HVbPzaKUxdaDTaD1VZf1r2GIU78VhcDhOATpsDQ3hyczAi/hyqU5Djodnm5+QS4znm5ucef2HcLRGKE17394B6XHXL48R5Id8vjxYz6494Sjvo9JDdXSHgvNhGg4wpKawp1suioyApNqPv3sC85eO8tr3/89Lp6/jiPL/PgHPyEcjPnma69w0N2j0vI5d2aBaqtFa2EW9ISH9z4gn3RpVJuMQkW1ssBkPOG//if/NzzPn+KshnKpRKVSIokjsqSgtR0c7FGv1TmzukrDK1EKAt79/Cb379xmdXmJM1cvM1fykUaxvrpKu9XCc2zCMCTKMqqVKlpr+v0BnueyvLDITLuNAY4ODhkOh8zMzNButUijQuO7XCkXFN00JY4isiRFcKxx4k6vhUAKi0xI/EoNW1r4wiaXmjxJUPm48PoyUHN8hCuxcoWJUshzXM3xzI3AIE3hVpRnkOcZ2uTkdo60JLaUWLaNti2SLGEyGLC1s827777D+zc/RS8vUJviCgXFkEJ8jSLYua5DtVphMgnpdrv0+iMmYUgcRUWGrhQ6LzLlKIxOsmtOKKTPpJdd12Zhfo5qpVJQGsVJ6kFRk8in1NPC5zXPp5LJWmF0Ueg1RmBbFnEUkqQxjUadKCo0qRqNxlTQrfChrVaK/hkjFKWygx1oXCSWsMiNIRMCnUmMyBECLFGoTVq2wKpXkRLm5+doNJrs7e0RxxGVcqVw7HLdwp6zOFMniqS/1YKqEGIdeBV4F5ifBn6MMbtCiLnp25aBd059bGv62peO/aMJwnHw/CqHR0Mubpyl3SwxSfdx2gkTa0AvjDg4zOntpAR5mYa/QByl9IYhYSYo2YJmu8HeXg8vyHE9l0gA1YC9TsKlC+f5h3//P8PSz6smOqIIvJkWSOEQxyGj4QF37rxHnvaxTEC3M6A9u8rDx5t8ces+1UqZarXJwyefUG+1GI4vMzM7e9KxagGBbZMJGyEUmY4LEwvLIzA+CEHJq+E7TdLU0Gj7rF26QKfXxXFy+qM93KpHOhJUag2sisZxPR496tDrSGyZUAqqBH6b0e4R+9shwnYpe7X/CfL250dxy0tQhnA4ogM4C02CoATErKwtEGY5n378I/Y2D8hSMzWYlkSx4INPnpConNevX6UkDhl/cp9B3kUJhyjOeXBvn8vnZ/FKHtv7I0ajnDwDtE2zXmb94kUuXXuTM2fWycYRP/vhD/n0nV+g0Jw5d4ZrNy7TmK3SbJ2hVHLode6z/eQmVU9QazUZxw4zs+dpz53jycPbnGmUuHD+PAvLS4X8AYWBS5IUQccYQ++oQ6VUZnFpiUq5jus4XF5ZYNjvs7S4wPLCAibLMDqnXq1iOzYCQzyeMBiMcVyXarWGtG2MMWSTCZ7nIx2HxVoTPW3RN1oh6x5CG4hz9CQBpXCVxpcOliz0a4QqsmGVZmRpiM5zfCkQRqGiGMe28CwHk2WoNEUYje16Rd/CJCQJi7vI93yEM21DKvSoQWmkLrJ3g8Aoiv0R+VTgS2Gjqdgus5UqVzY2WGg2SWeavCPlFGKYNgCKabvWtJMUIAh8ms0GeW5I0pQwDAknE+IkmZp5WDhWoa5YsEeKTN1xXEqlgKAUUCr5RTF0ql1zLJcBFJPVFGsfj0OYNuMVBtpFIdixbbRSlMul6SqoTRwXcgVBEGA7zlTDnSn7yifDYBwbq+SjLI2wbBTH2jjqlKpoIU98DKtYtoNVrzGZjItJOsuwbYtcZRiTY3Re+PUeM9NMUQT+rfHchRAV4J8D/wdjzPBLKra/7g+/shdCiH8E/COAaq2MUyrjBz5e3WK2WcWomE5/QHe8wzA/xG+7CFPFTGKWaytYE5fu4RGlVgnH9ehPIlInY8FrUjEutXIFbQSybPM7v/MH/OE3/1NadsBKc4mKHzy3U8ca7bkQoD18q0StVMUTkv2tLWyrwg9/+AO++zf+Lv1hjx//2Z+gVQ6WTXPRI+322Nx5zPr6lZM2aykErmWhdFHUEZaFNoJYpCAljnFRJmcw7NPpbOK1+lTnMjpxH19qGk6dUa/E0ydDaksBg8GIdsPn8uqrpCNFGO7TrHgYYyiVy6SRi1u1aM8G9H7Ti/rXNKYrX4QApXL6gz5ap7A4x0yrjRYK1xpz9fwZVto+O0/3OTyMSTObzEoIU/js5jYmgm+9dpnvViSf3XnK460+41DRPdI8tftcvTDP9Yur5NKl28sgL7O4doHVcxvYns3O07tsP7zPaLjN+vkW84t1Ns6dY37hArbdpt/d5P79L8jNIa0ZH6N9ctlgYX2Nam0eIzxarSb/4O/8+wSOQ1AqYwVB0RcRRuR5jjPlHo+63eKauy5ZXsgJvHz+PH65hCUEeRQiLIn0qgijSft9bNvGdz3cplustjOFjmJsz0cagYxTiIqAJi0LtEbnGdIqKIImUzA1yLanBiHkGrJ8qnOikbnC0VPFG9uFPEclKTK3EFPzESlEIZIUx6AMMs3wpI2YGl0ziYumGdudiuBIpARUwc0vFA1FoX+jig5WjMbGMFOuMnvjNVzX5V465t2n96dUv2fB6jg4Fx3P08KmpXEcCAKPVrNWSOce8+K1KiaC0/1606gjpZyaWJgT/X0zlW/ATGGZQqMZx3ULhpsulKJc1y1sC72C4qyVwvc9oigknKTU6w3iJJlORMWEkCQFdGNICcoBnucUXqxo9LRXxphCmlnnBintokZkilNZJOBFr4LjOBx74hbn5dkz9czUs4CULClP2EB/0fiNgrsQwqEI7P+1Meb/O315XwixOM3aF4GD6etbwOqpj68AOy9u0xjzT4B/AjC/2DZ+xUJlIdqSJDJlEP3/2zuzGEmS877/vrzqrq7qqj6mjzmWe5DLNXVRvgRYtklAEkxYfjGgBwmSID8YsA3DfjAkvws+YBB+MyDINgjYskEQBmQQNizCImwLpihxVyKXuzOzx1w903fXfeYR4YeIrMqeGc62aHJndjb/QHdVZuUR+WXmP774IuL7T5EQBv0ZKqmQuAUq5TrbZc2kq6nXWty7e4AKItrrLmuNNnHcBx3RrgZMJmOaK22iCBwKXN15iXaxRMHG6czYUvMZaiOFESvNaDzj+PiMwA8IAp9et4vnzbj57p9SaVWNRuegg+963Nq7zcv+ZeqtNYYjo+yemjvSplvG8wKbMdJ4Ur64KGISPGJmKPo02yCVCOWcUipqZFKEXgmnU6BZqFKpC+sb2wyO59R0RK3WorDaQhX2KDRidi9v8eZ3OhyfnnIpqGCmjDxFLPJ4AJg85/3BhFidMI8dLm2sUym1SMIeK3Wof7LMxkaP/YMupz2fMNSEIVy/eZ9Jv8+nXtvhsz/xSa69EHL79hHHJ30GwznvvNPl5aDF1gs7rG+2aDa2KVTqdHqn3Hn7HfqdQ1brFbY/+2M025eo19qoOOHk5H3u3vsafjJiY6OJW6qTUKNYvUqjsUOxEoBWROEUxxFaq03c2Qw1HSNxZFJPJAkBGsIQiROqjmuJ0iHwXOIwNHHf2Ay/cuYh4rhIbBJl+eKZoVk6xnF9q6wd4yYaZvNlEjpt01xEsRlaqzEEjpk85nr2YU4SI4WYGMJPZ1UK4Iplkjg2o3UESMx3cw5lcvgmCcQJKGXKlG6HSV1LMrf31nqdWoGyk/3EJOBwHMEVB22TzosXmO5JrXCSZTw887BgwiosnhnjjbumArPqX44DsR3C6FohG6zXLrAIiWqlcB1BYStAZSYiaUvsYp9Jx3GoVWt0C12msxCtFYWguOgPGAz6iECptAGYmP5Zt0OpWKJaqy2Ur7rdLioxwiOBo3F1bEJXxKDMOHnRZrJUEpsOUcfzTEWTTpQi1WxY3teldbQV0E7J3YQGEXiCgw1cbLSMAP8WuK61/mLmp/8K/DLwz+3n72bW/46IfBHTofoS8EcfdJ7WSsCsHzHudogKDYaTIYNRn1qxRsWtMJrMIJygIocg8Dno71Fp1Xjt0y8x7PbxlEel2WI8OSYC/LIPOqBRbhENhIrnGyMjhNq0zKZaE2Ke0/EkodPt8cbb/4c3r/8vrt9/A6lGzHoRK8Uiw/ERf/T6/2Rn6zIvvvwCN96+wUqjRH2lRJKEVv0m7d+30BpPHHyvQByFxEmC75n0weNwSHd0RLd7ytHBgON+n+auUPTrJIMy5UYZr+hwqV7FL86Yh2N2NiqslTzUtMP21jr3z3qU2x6jo1O2rjmsX65ztbLOvT8cfpC5f+hYiHzYlylKEvqDAfMoYjgZsbu7yebaKlWvTTjpU6wNaKxNGHZiOr0eZ90zotmcg46i9607bO0MefETL/KZH3mVeajADai32rQ3tilVa3bCyphO55Akinjx2lUKr7yM43rMpzH901PuXH8LFZ+xsiJcXfPBvQJOFc9vsrKyQanexHE8oihhOuxxsH+fWuCh+31wXevhJubh0ZiOkzAGDa5rRckTENfBLxQN2UaJ8YbFN/tMInAdJKgYIo1CS5oY4vRS4tRL122Ra0ZnDQwo43Fn5dYWTXWdxjvsYmzOpxWLdII6sdsp892O88Z17bGVnX1nveT0PJIsz2GJZrlskmhl8+Oknexi0yo4VtzEeNHp8D47qceRhYduim+JToxttTb589PYuqkAbEm0trHytB/GCIsEQarCoEE0Wht9Bt/3abfbTCZTkjiiXPKZhTGe5+H5HlopWmstVqI6B4cHzKYh46nJyx/FMYFNM+A4QqlcZjSfUkg8yjowYUnADJTU9h2ISbQyqRhEEO3acXP2mk1q0MU901pbnVhTWaU2s7lDlykcvgcu4rn/FPBLwJsi8qd23T/FkPqXReTXgHvA37YnfEtEvgy8jYl4/L0njZQBcy2BntNslFFBkUiXOOr3iJTGWUnwi5parULnoIOeJxQrVZx6wnAw5tade9S8It3TDmUnYKJipuMpLzR2qVa3+MnXPs9f+NHPU/R9EpVwNp1SKpYQ12ESJYwnc+J5zNHhIbdvvcc3bv4uZ6P3OQnv4DRg1SlScUsMhqfsHd7jxttvksxi4nlEtVnm+PiI9uZVVlttPHHwMNOsFRDb/MyB+DiuJnB8rBgY41mHr//v32M4nHLnnRnjsESttgrlJrNhwluH+1x5cZWK41EerzIajgirPr1wwAvX1hmoQ9xKBc8vU6nA7tUGUp4RnFw0y82Hg/TxcyxBzCZTjsKQ2WzAeNBma22T9VaTtdVt3MDFiczElelkQjgP8cQh8CN8XyiWqhQqFQqlIo7nM5srRt0+o+6IarOKU/KYRAPmoyHToyHz8Yj5ZIqKY2oVj0bdjBcW1wW3jFO4RHVlk3KtgeN5JPGcUb/DyVGHd997j3dv3eHnfvonEdcHK5ZArMxL6JgwCbF9KV0fQ2IxhuHFkHucWJJMydYF7ZiQhnZAXHQyQ1x7TG3ZaUGMhpCW69JjKXN8mwN+QeSiF5mi03QGiDbl0pbc095F7HFVpskpGnRyLiZurivtTZJluUgJKa0sMpVQSjx6WV6dGAHq1ENdCo6knCZWLzZt9WUnGxnCm81mZlSa6y6fL0nJUhbT81NPPc3Ts7wW0NoK3itoNBp4ns/x8TH9fp/peILjOERRxEqjbkYiVcr4gcfB/iFJohZaulopBr0ehWKBZrNBEguDzpBoOgMxXrohb1NRxxF4TmBaOhqzzeJan+yJfxCRPw4XGS3zBwvLPorPfY99fhP4zYsWQgQ2L5eZ9mZo8YknITU2aZUuU/dh2O8zYshgOGN9ZQ2lhXI5YH3TIRrA4WmXtW2PGRFeWKYRuJTnG8SnJb721a/TqOyw2rzMcNRndaXKTJlkTJPZlOks5vD+ff7w//43znrv0JnfZDDtMgvnlHyfcs2j1PYZ3D2lQY3DyRAVzKiuFFDMCMMCOvbxi0USgVAlFMUhACIx8TZHPAquIAs9Gpe1Ygs1nfHOjbdZX12h2bhEsR4Qz0Ou7bboT3weDE/pkqA6M2rFNr0HEZV6zE98+lU+ce1TfPM7/51e/y6FYoHb90+ZFk54NWg84XY9BUjmi02KlcQJp6d9hv0x3aMevc0Wl6+ssdKoUq2t0myt0FhdIYrADwq4OsQRk/t6Nh/T7d1jNOoxPD5j3B3gisvW5V28apn9+zcIPEUpCKgVCrQrAeJ6OAXB0VXcQhu3UKdUX6Fa9nE9l1k8o9sd0j094vat27z77n0OjzvE2rWTGR3rIWPIGZuiFc+ma3XMnwbEswSvl6KhsPR6FwSI9UQBTxakuvDaFx61IV+d+S524gyw9HrFHtuxBld6Sf5iPVYn3TSxZc2QcUo0mNbt4jj28FoUWqzsH9jz60WoQxYVEHa9TYOLqYS0zZnyMIFlOWs5dNtMXtJ2lI4xndnfcVziOLHbLEk/G9ZJ4/bT6TQTAtKZc+nFsbR28DyXjY0Ntrd3GA6HdDodwnDOzs4O5ZKZ8h/4PjrRTCZT+r2ukeGLI9bW2vR6PYaDAeWS6V9JQswzoq21BJOmWQmCZ4TOMy0xyXjqWft8L0JfbPODHC3zw4JSmrfe3qNUcygXykzmDpEUqVXKdIYH7B8cEzcm1NarqFDRrLZJtCKRPoXVGn6rznHnFtVCiUpQY97XrJQb9E76HJ2d8sdvfAMVrfDqqy8xjzX9szNqlRrHR3vEUcjBg+vcuPkHiNfFK4ToUUjRKTAPFY12lTCagjNlFCVIw4OCT6Vepl1Z5eSoy/7+LXq9I1y0ranBFTHqTeLaFndG71CDuAGt9Q2Ozk44G3bZvtKk0zvDUzFus0q5ELBb2aV/0mFzq84knDAthLRWt5l0ivQkZLv5Mu9/+yaHw0PaW6vsXtb4p7ZJ/UwijbdqRPvM54q9/WOOjw54sFfi2uU1di81iVvrNJrrlLwy5cBo2CbaAZUgovF9h1rVo1wKUFurhtP8Gbgxl67u4nuB6dz0A4qFIr7r4fsBrt/AL9TBhSgZM54MGA7HHHV67B8fc/fOLfb2HhBGLhoPcUyzn1CDm6aEs561shNKRMC1YQ2wnrSNf2usl6yWoQyN2de4fogyGgJmXjxLUoaM9yuIsuEalWBSssiyNaCzb7ksy5gkyzJox+5D5vGQ5XWkP6gEUFaAm0U9pBMBJUs9VwU60YiOEOIl0VjbiMq0LIy4K5LoRWIswI5vT2PsxjhLLzYl9yXBhWFkxNmVMlPzXW9BgMt4dZpp0/yl6QOyPGnEy42zIOJYqcEGrutQqWyyvr5uZ7am0/3BdT3W19fRGuLYJCCb2hQJlUoZYJk3Xi+vLS2+I96iY3c5Rt1ZlC3NKZOWz3zqc2V+FP+fMfcPA4KwWtylVFnhuzdvEHdHOHGDeTRifbNMpVIj2KiSzCPCUcjZWYf5PDSjXuKIJNC0Vmu4qsR0UMLRQjQOOdjfY3WzxY133+DWu3u8/N1P8ld/+q+h0Rwe3Gfvztscn+4TqRGH/Zts79aJRiG90wGlchEniemcDigUjHbqVEesbq0xmo2ZjQTt1fmRl19jc+dTXNl8DVdcAtvBk46YcZfR5+UF64RBv8/mxjYvXHsBpzgjSWZsrK6yf+8uew/uUPALVOvrJCdl7t0Lab3oEbnHHJ11aa58hpeuNvnGe69z+Uqb+sgxSZyGAcnU4Vkl9+WYZJNLRQkknssUxYNOn5POGTdvBjRW6jSbK7RWm7TXWjRWG1TqDYqlFYqlJk2vbT1DM5EmQRn5OUxWQyft9BPHdsxBHIZMkzGd/m3mszHDzhmnhwP2j7oc92fMIuGsMyWOaoijEHFxHZuoVtsQCpwPiaQv6WIyTYYglX2LrUdp2DBjDEt4aBvaSZOeKzLkbo+ficiY6c9pXD49Zwbpskrj8dpkp1r8nqmgNBDbsotjKg2lHqvwIzqNNJjrldTNTtI4vqSMvKzYFteZUpkspvyfz24ojyEvnfk0wwmTxFREnucxnc7MyBOtWMbvTWVgwjtGzHqRshdlJygZY7qua2aojkdGjzXw7bOpTKPFTWNb5rjGQTPX6BYCCgXfXsPSWEorK1+clidr94fCbYvrTVspOlPJLfsdSM/7GHxQ+/yZIHc0FGcu0WmPnZUVHpxNQSt8rTk7PGStsctgeoanfIrlEkFQYP90H0kqjLszpgx55dNr9PanMHbxVUDBKbCzvcVYDdjcbnJycI/Xv3Ob3vB99h7cplYPiJMpk/mQaThG6prj+ZDhOGT3yhUjhOz7HB0cEuqEgkC9BGdnfdQkJpy63D69TfdwyDws84UvVM/pqBqKTXUwH7oN4tBcadPur/KpK58gcIeMhifMR5qt9ctsbAaMB30CFK+8tMWb79/jeCKMZy41hE/sXubW/nWOTg+5e3xI3a2yVdsiKbYp+k3g5MO7d39mmAdbE4MYrU7T7yjEWjEbw+FwhLs/xHX3KJUCGpUijUaDRqtNo9lkdaVOpVCg4Pn4nofjiclDgsZxjFecaKM4H0UJk9mc4XjEaDLmrNul0+nROekxmsWE2qFQXGE6V4Sxj4iHiE3QlXbmWaFju7AkcQ3LYHWGrM+RbkqkmvPkTmZ9JqSREuPiGBkST8c2P8Qb6ekXvyk7+kXbsifKdIo+fB/i2Iz0SMlGGU3Wc1ySetLpUETJlEdrE2LQiSWgtHWRqfgWrYJFwHvp1WZPkAmpQJbQzL7zebgI2RgBcc/mjkkWsoDZMEcUxXYorlp48Y5jhGXSuQlRFBNFCbVaaTHG3ZaElGDT/C5LF8162mDH5S+6N03oSy1uxvK3RUNML/2B9B5kbJNWUPKQ7c57+0u76UcegvN4Jshdowg5pOx5uEoTrdY4ORlQrawRxma40f3wDI+Q9Y0Wk2COVy+w9+0zSo7Piz/aZjoe0D2bMu/5/LnPvMbWtQrX3z9m791DJnc6TPwumztXOJi+T7Ht4lfAcRWT4YjOwSFlt05v6KFjh+PTM9q1JuPJiMHplMRRJK7LsDtmNJ5RdgpEsRA7U5QKOTy5heeZ6ejpu5g24nUal3yo9nVdj631bVr1CieVEv2BR68boVB0xidsrtWpFGr4rk+95bE/6HJ6OsArV3njW99ma6dFNHSocIkoTjidTLj71l2q/QQoPUtR9wwybZg0PAMILtp1rBemwNEm7KYU4ThhOBqzdzwG2SMIHCoFk+++VPApFQtmXLJAEsfmiCLEWjOdTZnN58xmIdOpRhMwi0wURKWdoI4QTaeoJJVjA0mb15LOntTnR6SkJGtDK8ueOsWSrBXn4u2JynjyZAhbL4l74fmqJUlnSHGxfYpF2CZD+EmmAxfOe9TZ8itzJ87p/qZ1SUqw506VbSlkyr1grqUnungJznGRjdKnHbWQeS+Ww2YdxzkXP0+98CiKCAI7/lwZzz8MQ5N/RWs7q1QWz1aamyWN86fbO3Z8uNaKOE5bEKmXvozfS8bsKi3/uYpHzleCPPy7vcpzHabO0o4Lg6f7Zok6Jf2HiX0pvXiRDlb5fnphf9C4tLmmf/Xv/oxpRmqH6SxciMVGUWKcDEctNGhxHAIpMD6b4buCVzTN8miuKfh1ms0W82REf9BBKxNf015EsVDBFdOkE4RSNUDpiOl0ShxrRHxccVFxjIpMp41SGj/wEYHZNAQFge8RzmNc30Ech6BQ5Nq1VygXy4tI2jk/yd6hhwk3jOYcnd0ljGeEccJsEuG6DrEOEa2plmt4jms6fsMZcRJT9D2qpSLFQgHXC5jMZ0zmE9zAIdIRXlJk1vWYz+MP5+Z9n9CLERbn1i4/9dInWrx3tsNPJCWllCj0uUOI4yw8Jo1VLcKxz5QJ5Zjp2ylhL4+wuEdiXqWtdoMrrbVHm8ZZ8nx4XerFZxnisa/Z8qWWx26rH978kf0fWZ9tBSwu5Lx9zv3+SAvg8SG9LCkv+NueK2uzpaua8bztOcY64UE4J1Y69Ukz250r8cIbTlMEKGVDb5IJj2HspjPL6X1LlFp0pi7Ode4mi5lciNj0vh8c5kiv7HHb6sz/R9/07++4OrP2cUf0PYd/9sXfel1r/dnHHfOZIHcROcFkuzp92mV5xtEmt9FFkNvpYsjtdDE8y3a6orVee9wPzwS5A4jIt75XDZTDILfRxZDb6WLI7XQxfFTt9OTkBDly5MiR4yOJnNxz5MiR4znEs0Tuv/W0C/ARQG6jiyG308WQ2+li+Eja6ZmJuefIkSNHjh8cniXPPUeOHDly/IDw1MldRH5WRG6KyHtWi/VjCxHZFZGvi8h1EXlLRP6hXb8qIl8TkXftZzOzz29Y290UkZ95eqX/cCEiroj8iYh81S7nNnoIItIQka+IyA37TP2l3E6PQkT+kX3fvisi/0lEis+FnbJJdj7sP4wa3fvACxg5028Drz7NMj1le1wCftx+rwHvAK8C/xL4dbv+14F/Yb+/am1WAK5ZW7pP+zo+JFv9Y+B3gK/a5dxGj9roS8Dfsd8DoJHb6REbbQO3gZJd/jLwK8+DnZ625/7ngfe01re01iHwnzEC2x9LaK0PtNZv2O9DICtG/iW72ZeAv2W//zxWjFxrfRtIxcifa4jIDvA3gN/OrM5tlIGI1IG/ghHaQWsdaq175HZ6HDygJCIeUMYox33k7fS0yX0b2MssX0hM++MAeYIYOZAVI/842u9fA/+E8+kvcxudxwuYDHL/3oavfltEKuR2Oget9QPgX2EEhw6Avtb693gO7PS0yf1xKRM+9sN35CEx8idt+ph1z7X9ROQLwLHW+vWL7vKYdc+1jSw84MeBf6O1/jFMeo8n9Wl9LO1kY+k/jwmxbAEVEfnFJ+3ymHXPpJ2eNrlfSEz74wR5ghi5/f3PLEb+nOGngL8pIncwYby/LiL/gdxGD+M+cF9r/U27/BUM2ed2Oo/PA7e11ida6wj4L8Bf5jmw09Mm9z8GXhKRayISAL+AEdj+WELkA8XI4VEx8l8QkYKIXOOCYuQfZWitf0NrvaO1vop5Xn5fa/2L5DY6B631IbAnIq/YVZ/D6BrndjqPe8BfFJGyff8+h+nr+sjb6anmc9daxyLy94H/gRk58++01m89zTI9ZfzQxcifY+Q2ehT/APiP1nG6BfwqxqHL7WShtf6miHwFeANz3X+CmZFa5SNup3yGao4cOXI8h3jaYZkcOXLkyPFDQE7uOXLkyPEcIif3HDly5HgOkZN7jhw5cjyHyMk9R44cOZ5D5OSeI0eOHM8hcnLPkSNHjucQObnnyJEjx3OI/wcXD3tLwvRfEgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get a batch of training data\n", "mixup_fn, dataset, loader = get_dataset_and_loader(mixup_args)\n", "inputs, classes = next(iter(loader))\n", "out = torchvision.utils.make_grid(inputs)\n", "imshow(out, title=[x.item() for x in classes])" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# display data after CutMix\n", "inputs, classes = mixup_fn(inputs, classes)\n", "out = torchvision.utils.make_grid(inputs)\n", "imshow(out, title=[x.item() for x in classes.argmax(1)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What is Mixup doing internally?" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "def mixup(x, lam):\n", " \"\"\"Applies mixup to input batch of images `x`\n", " \n", " Args:\n", " x (torch.Tensor): input batch tensor of shape (bs, 3, H, W)\n", " lam (float): Amount of MixUp\n", " \"\"\"\n", " x_flipped = x.flip(0).mul_(1-lam)\n", " x.mul_(lam).add_(x_flipped)\n", " return x" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get a batch of training data\n", "mixup_fn, dataset, loader = get_dataset_and_loader(mixup_args)\n", "inputs, classes = next(iter(loader))\n", "out = torchvision.utils.make_grid(inputs)\n", "imshow(out, title=[x.item() for x in classes])" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "imshow(\n", " torchvision.utils.make_grid(\n", " mixup(inputs, 0.3)\n", " ), \n", " title=[x.item() for x in classes])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Element-wise Mixup/Cutmix" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It is also possible to do elementwise Mixup/Cutmix in `timm`. As far as I know, this is the only library that allows for element wise Mixup and Cutmix! \n", "\n", "Until now, all operations were applied batch-wise. That is Mixup was done for all elements in a batch. But, by passing argument `mode = 'elem'` to the `Mixup` function, we can change it to be elementwise. \n", "\n", "In this case, `Cutmix` or `Mixup` is applied to each item inside the batch based on the `mixup_args`. \n", "\n", "As can be seen below, Cutmix is being applied to the first, second and third item in the batch, whereas mixup is being applied to the fourth item. " ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# only mixup \n", "mixup_args = {\n", " 'mixup_alpha': 0.3,\n", " 'cutmix_alpha': 0.3,\n", " 'cutmix_minmax': None,\n", " 'prob': 1.0,\n", " 'switch_prob': 0.5,\n", " 'mode': 'elem',\n", " 'label_smoothing': 0,\n", " 'num_classes': 1000}" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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Z48kEKQSO61IoRaNeJ88XGI1GFEVBKjMmkwlhGOJ5ATs7e2itabfbBGHE3t4BWms8z8f3fZJkiu/7HNs4xu7uHtM4oRZFxNMYcIjjmPW1NaJ6nb2BREqsYxcWHihI05gsS6gKflqS5zNstYRGtC5QymTnymaV824Ii7NKx8VxbJZu36/u6dwPu3R0RW7gnTzPbGZoMuM8zw0WLKXN4kWV8Qlp1yBl8ddmzyVMZAKENJBDUaC1qS04jofAKZHm8qBRRU6WZWhV4DjGodWiBtpVdpsF4/GIbqeNI+UMShBlEJkVI6XrzF+VqkahrcObXRFRbacsPjslZk2ZqduVlsW4HelcV/DX1XeVeU8YWKSEeYQQuK47g1NKtEYK+wyLasVQHrOcw+td1zHYfFVc11wfkjRoUWX05cpECFE9H+W5VBeM+YBxffn5yD739rJw7qBJ8wTpCvxmC79TJ4unJP2YoBbT7LSotwx08uijj1MUKXkhKHLFdDKtfpSu61KrN6g36rRbbVSWMByPQcDCwgLNThspJXmeIaWkPxgQhRG1Wo3FhQWKwkAsYRiSpinHjh3DcSRFUVCLagz6Q8aTCatry3S7XXZ3d1laWq6yxkajYX7guYEwJpMJ6+vrDPp9sjzHkZJGo0G/36fT6XBwsI/SiiAIWV5eJo5jk0m6HtNpwmg0YmVlhTD02doaMxgMOHHiBFevXUMVilOnT5MkCVubu+R5Tr3RIAj8ihkyyy4VeZ6RFxnGX2hb7MMyYJSFfIyDKZSBPkpTRZlFzhwRwhQ2zetF5cQos0lRItbWjStVOWVT4DPLerRCqQJn6hCGkbl+WlpHaYBtYeg6gJpzMGW2zHWQQ5EX5DLDkS6OaxlW9jwEgiI3EILSGp1rZJqjwxnmbIJgaoJ74Nsiabka0VXQqlhSYg5uKB2/NDWO2TWjctrCBtwSr4Yyc9aV45RSWsduMXKtTSZvN1a6T4O/m1WWgwtos7oTZTAxBd4K3gG0vh4X15TBSoIqKrzfQC/YY55jJ9lFxjzbRkhRQXCz60J1T2Y7O3Lvn097WTh3pTSP3n8BL/A4duIYrYU2QauDX0vxe4e4o5hblzeIwhqOgPT+R9ncPWQ6TfAcFyEkniep1WqkaUKSJMRxjO8K0jyj0+lQq9dNJp/nTKcxzWaTKIoM3RDY3t6m3Wnjui5hGJFlGb1en2PHNugd9nCkYW6srKzS6bQQQpCmKd2uwd6HwyFbW1ssLS2x3zvk2LFjDIdDDg4OcD2P8WhEv9+nu7BAu9OhFkUUrTZKa2q1GoeHPZIksXipV9EOr169SqvdZHtnm8WFRYajEVEY0WmHOI4kS80KwPd99vZ2cUZDhH8K46tmjr3IcxwhyZXJ9hzpoGwGPvsBGkeiVGH+2NcdbbLp0nEJ63ykdAz0IOZZOIAWFQZfLevVjOY4+2jpvAV5kZNlOYHvVqyd8n1VOTTrFO12qyxRiyqjBqog4rh2WzPEw1JYbbapIU0zkiQhigzttFCGJpvnGYHvVQXBkmik1ewcSkcmpaRQBUWuEMIyXaovmGti6hUm2xa2OIk2DCWkcfBKFyarn6PNaqWvw8NlFTg1WBYQwtBU5wublfOVNjCVGbs0jJlyHyXcUhZgy6BawUm2oFrCN9fRUm1Npryt80HOFCae1UZzBNF8Xu1l4dyzLOdXfvW3WVxc5u5Xv4rl9XVue8Xd1JsO4UKE4w8Y9EacPnmCPE5IswnxJ2OmE4UfhgSugxTgSgcndOm0lFniakGr0aDdbJLGCa7jgOcST6Y0G00a9TrC/og861j9wCdJTQZdqJzhaEiz2aDfH9BqN/DDgN39fZzeIWmesX94SLe7QH84Ik4zdvb28QKfZssEgL29PTw/ZDCcENWa9PsjQ6/s9SwOraqlcX8wJElz4jhmNBqxvr7GyZOnuHbtCq1mk8lkQqHMAj4vFOfPX6TfHyCQFeVRSgfpuLiepCgyy7fPrWMVONKzzgIMpRGkcBBIhC7Ii5S8yAyeLUpIJ0djoAJXuqAM3o4wWOu8oxUItKnCoSh/8AoprUNGQqHRSBxpoAJHSISW5FmBKwuEaxkhEtAFrhCzgm5haI5CCxAOhvdi9lw6D6UUeZHh5JYKql3LNlEGRndmPRPm+VOEobRZbs5kOmIyHVGrhQAVfRMssm6z4dIRmgxWIuWMSVKaYf4YE8I436JQdqXp4Dpz56oMJCJlyT8Hx3HNeVfQFzZYAFpR2Bc1zFYGsiyMakQh7PbnABY9F+2qF01QcYrCBIAyEJUrlXKVdN1XPjUTL6+NBlO0toVjPuXbR/a5tpeFcxdoOg1Bnoy4fPEcWwf7LB47w6nOHbhOjO/s0+Yqo4NDjq2vMhkfYzqesrf7BKPJCBlFhJ5PnmUoAd1mg9Q2OkVRhFCaKAhACKZZShAZpkqRF2QqQQhYWl5iOBwymUzodDp0Oh1Knnqz3aLQil6vR9bLabbaBFHEJIlJi4KdvQM2t3dZXFy02bdgPBohpSRNM4bDhDhJ8byIra1dBIo0S2k2GmYJrwum0wmTyZTNrR0ajRqNRp2FhS5B6NFqNUmmLkoLLly6QqfbJS8SLl26ghCCeq1mGBeOg+97JI5xFspi3EoVpjioTbblOC6lq7WILFobh2My6NQ4f+lYKp8tTgJKlZRHhVI2iy9rdCUUo0top2R42OKfxdDL1YIQAmGzUVF+ryhAZAhF5Sh1XjZvKZTOmbFGzLYkM6ihpBUWRWHvRYbrBKbuoi3bRxh4onTCRWEa48LQQ+OQZin9fp+F7oLZpjSQxfz2EabZBzWjlxqsX15XoDRhzAQxhMB1XIRQSOvoy/4IjbLZu7K/CAz8gSBXBpYxRVZ7xg4zeMRm0ELIav9Fcf0Ko1zdVHA6c5CSWQRQ5AaWKbcnbcZeMXcElnWlK3773AarX7PNVuagpxKm+Z8XlinXWoai66DJ+Fxfj5eFcwdYaEQsLq8Q1n3OX32GBz/2Pk6cuh2ndQxUB0ROVIzIkinHV48Rn03Z2xvw4GPniGqR+WEUChxZUR4916XT7Zplep4jpCRTBc1Gg6IoGI1GdBdMA1IURQwGA5rNJo1GnfX1NZOtt1pkWYbruriuy3A8Zm2jQRgEXL58mSCIGI9H1TK62WxQi3w812U0GlGv1VDETKZjDnv75IWh3EVRSL/f5+TJk8SxKZYGgUevd8jq2gqnT5+kKAquXLmC57qMx2O0cPA8j52dHQCyLGM0GtHr9Thz+hRJnJAGAbiKLEvJstg4wxID1RLP9XE9jyLPKZQtppZ0N13Yjtky21IWJp0V3pSyXGoUJvG1hTU9y2K1hXYqtogunYC0bA7zfokflx2hWisKlaGrIq91LGqGXZtMUs8CCXN1AMqinsGrC6UolCLPDK3TFLgNXCLL79tGqDRJEELhuiZSDYdDivI4sLiyKtNkE7SkZNZoZCEWx3FwhEQVhT08EzhleQL2rxISyfPcFv11tVpyHGbXTdiMumQwlVCQkCANHCPnmqXQZYepqq5RGXxKHnqV4VcQjAl0aZHOulOr4FkhS2a5YPdlY9Dcm7P7IITA833DGhIlVVTiuC8bd/N5MkGp8KLLv2WBECkUz/O1z5K9LK620rB5mKLlISfqNe649RYKpXn447/PK978tQRhC1m7mSDPaBWXEXnB8bUlXnnHSYaDEYNE0+sPKNKUerOJaYYxXZmu45AkCZPxGMd1jbNOU9Iso1CKMAwtLp2ztraKEJIsy7hy5Sp5nrO4uECW5Qa68TxWVlYAODw8pNPp0Gw0iKcpURSZ/UzGLJ+9AYkg9HwkgkKbjtk0S1laWkAKTb1eZzQek6YpCwsL3Hhji/3DA5aWFlhc6BJFkaFEphnNRoOJ5zEcTaplb+lEW60WGxvrrK0ss7u7ixuGDNIpk+mYosgpi73mIRM4nod0XPMjzaUpnFqc2fCWjTO5DpsuM/y5Aq1JRMusnutW3fMcC6UsX0UKHGHYHFqoGRfDZnTGYYPWBXmhLJarqpVDiQO7jovrenZHYubAuB5uEMI8V0XJasJAHB4erutWWH+ZnRaqYDLNcRxoNmpkaUacxFWWDsaRm30IhOb6DlKonLupN8sZdIMErczfAhMIpXW4wvRKoGd8eVV219psvWTNaK1trUSVyba5R1KiMeeqlK6AKvTMkZcHWa6yKowdC7GVBePyPut52EVUTW1WbAKFWXVpTHLgOI6V64AwjOh2O0yTmHq9ju/75HmO+z/Z3DfpuoigBbUI6TroQiGTDBGPyfW0Sq4+V/aycO5FofjwHz3KcqdG+MknufMVd/FVX/dnaDRcHvzof+fuN70VP2zjNG7Ez8f4oxH1eoONlQXOnFzjk09eRXouWuWWNpjYwqDJ3DzPo9Vq4XoernTIs4wwqrG7t2v47WhGoxG+H7C+vobrukynE8AU3EoetOu6KEwBVCmF5/tsb28TBDUajQZ7e3t0O10kwhR6PYwEQhTRXeiwv79PENQIfI8sTbnxhhvY2d3FdRzCKGJjfQ2NIIpCtDLt/u1OhyRJmE6noDW+HxBF5pyUUiwsLKCKAlcKVJERhh2S0ZQsS6qirCLA99yKKVE2+UjriLQ20I1WpqnHLPfnpAhsFlc1vpQZvWaOJnk9W6J0SlprhBZI6VYskIruaLNNUw9QIEw3rNKFyWgt3U5jVgYGadA4roMQzpzftVRHYVYUVSu8KnV78qoJSEpDT5VlgVDaAGehnDRNqdcilNYkSWIDk1PtSZcwjHSQcnYOpWOuMG9HVvpFBs5SFnoSaMl1mbWBaGwzGRZ3n8POPWGyduP0DbFTWbx9vvuzZNhUGbqQ1YqjvJbSynOUXcWqbGgq4R27Uih7KowJC0NpuzIqn4NZ166YqzUopej1+kziCUWRs7CwQJ5nRu7iT7hFUY2bbruN17z5DSy+5g2Im+5kYXUFJ/IpkoxJb8Th1jUu338Pmx/7AOfv/QT7O7tV/eezaS8L5y6EIPQC+mNFbzxl6/fv4dHHrvFVX/XFbKy2eOBDv8mrv/SbcbwFZLhI1OkTDSc06hGnjq/yyPlNev0MKUwbv+s4VQYkpcE1S3pbmqeGFZGbbtAgDMmzjDgegBbEcUKj0WAyGRMEPu12myzLKmgmSVNDcxyNieOYVrNFUWh2trdwHIeFbhetTZF4MBjQqDdJdM7Ozjbb21ssL6+Q+QGu46BUytbmFuPRiFtvvdUuz3O2t7fY2tzk1OnTpElKr9cjiROSLCdJTQPQQqeN6zgcHB5Sr9UoLHffkWa7Ws20QqRTLuUdS5G0/TlaUyhNns+W45oSnzVLSoPplo5z9v6svd00V5VCaBpDKxQCpGVpCAxkVQZIoMrKy/uv5yiOhtqam+1Z2KR0VmDofq47z9ARNhiZYwNdFVANW8asFhDMCrNOGeiwx2NWJEVeWDaVYV6BEYQrlGHpSFfazNk29djVU7fbBSGsLIP5U57jZDIhThJDINGW819CPGCZJzboClkxcgTCbEcUeI7pwcCu3Cp8vMz0hQ20YqZLA+azuaWfll2wWj2LbSSoEoGqAiywq4CyNiKqZ6fkwTty5j7KlVO5ZjPwnrmPx45tMBj0ceeKun/SrF6r8ZVf81b+6vd8D2984xtoWQShesDmTOub4Wu/jDT/37h48QK/9mu/xr/7uX/LxQsXrqeO/jHtZeHcAQpp26i1QGroHezwnvf+DrffvMEtt91Md+0MZ+98C8Jfxg0OCJo9wobPylKTk+sL9IcxSkl83yfLMoIgwPO8SiQMu6SdJFOajTquhIXOGp1WiwsXLmIaejT7ewcVtbDbXaDf71fYaKvVouj1GRz0GBz2qNXqtBsNhsMhFDkLCx3SeEKiJFImHBwcghDsHOzQaDZY6HRRec5ef8TS0jJ5npFlit29fRb29ui226gkRToShSDPMg57fUbDMUmc4DgO7VYTjWY87CGkiwSmccyVq5sc9kbIYB90o1KfNM7COMTA92wrvcmQNTlZGpPlZvWCsA5MOtZJlt2ntj1e2MKrNmwk07puGr5UoSs8V2sHrZ2qW1JgVgiu6yAdf4ZdW5tRGqkKu+b4DYtHVo04BlrKiwLHcSs6n5Hqun5bqrBMICTCcREUCIRl0uT40pyLspIKZvVgIJc4Tmi3GyRJgoumUa/bBiCz/RmmbVRI77zrLl7zmteYwqgtJpvEwtBl7733Xh5++GFUYZyfYpZJm8qkhWscA8No7VQ4vNJG7iHLUqR08FzPZuACpWbXTdiMex7m8X3fOnGJaxuhSsctpcniyxVFYY9HWYjSNIRRnWO1fTljLhk+v804Sz9WXn97j33fY3V1mcXFBa5cvPBZ9Rn/Q00CSuBKnztffxc//sN/j6/86rcShsGndejzVj6jgedx89mb+Ls/9MO889veyU//9M/wcz/3s4yGg6qc8cexl4lzN87T9z2z5Lb0uWQy4NGHhqhMELY+xPrJG4kCFy1cwnqNKKrTaGScOrbKtZ0hWWFYDVlmoJTpZIIKQ4NVOg5B4LG8tGyWh0LT7XRIUgN99A77jMdTHFfg5S7tdpvJxGTnaZogrACZ6zo0G03ieEqr1bLb9VlZWWE8HtFqtQlDg5fX6hG9Xh+A5aUlSm78dDqtio2Li4toocjSlLHSNFtNPM9jOBqTpCm7u7tMJlO67TZhGNLrD2i1mxi5gwEISZqmDHo98jynY1v9Vdmuj2Hj5CLDFQ45AiEhzWKSZGrhGHO9YaZmiJaIyrlTSQ9bH24de0aaZjbrtXUAISvnXLJdHAlCa7JcIGIs5m2OT1Py6nMUuckylQKkpW26duUAJsUsGS5l8dHg56iSmkilCDmD9E3HbpnlqqKgkLmFgGwTlXRsl6zp5k2ShDRw6TSbvP2d77yO4qgKU3gulPm70+naLmVBUeQkiYH0XNclyzJ2d08wGg3IssJq+xTVnxJ+UhZyqn4RFlZ0ChcsnFE2Ws14ThgsXmJUPx3Hiqu5JvjY7mFpKrQGqtQFNkaarNyRaCEsxdZibaX42qySCoB0hNXO0Wgb6A3by9wCLUxA1kKSK1PE9n2f8XjMpUuXaNZrn1Wv8T/UBHiBz9v/wl/kJ3/sRzm+sfGCTv05NyUlp0+f4h/9w5/kdW94PT/4t3+Qq5cumjf/GB7+ZeLcS7xT4dUiJOC6EqFzhA554rFzLK0vcPX8A9x4y2sRfoQbhgRBBOyz1Kmx2IrY6cV4voFS0JoEaLfbFQ5v2qxdxuMp9UadOElIs5yD/QOEcKjValUj1MHBQfX/Rg62zmg0YjKZ0Gw20dostxeXFonjmE6nzXA4JMtSwjBkf3+XkydPsryyTKZyo4UTx+zu7RHHCbu7u3S7XRYWFrh67TL93iEba2toz6dWq6P1iDAMcVyXMAiIoojhcMTu3i5r66v4zTqNNCPNFNs7O9RqNUajkenyHDNz0BY7LxUq43iK1gVJOqUoUsuUcJFS4LqWlYE0v1ZKiVltMVdVZa0l7FE2JsmquaksbqqKdWNWCoosz1CqQGYzfFpbIbNyJaEKs+KQ0sF1PIRwmacWlEvdUvBKiNxKEtsioNYUhaqybMAWFi1Up005sFAZeUGV5Qpf4EpTbNVak6YZcRyTeIqtzU083ycMAzzPJwgCwsh0NnueR6kr5NjgkOdlgmEoiadOnWFj47iVOjbPelmfKArzWdO5W1jK52xVlKY5Ki+q4nHZXWuShPF18FalHjlHg1QWajIF6lIlUpgaDtcznEDheQ6NeoeKKlv6q4ryKGb3AUDYoGEVOV3Xw3Fc8txk/p7nMxyOKYpS1uBPgkl8p8Nf/d//Ov/g7/0wjSj6jB37vHm+x9vf9i2snjzOX/5Lf5W9xx8lJSf7DLf3snLuYRiYB8QOyZAyIFWKMPA5//RlnnjoPk7d9FqEE4CAMKgThT7N0GFloUFvnJImGWmaIqSk1WwipelcDXyfw16P/f19kmRKu9tGYKCC0XjExvoxplOjax4EAZ1OhyDwK77weDxmPB7TbrfQuiCqRZWTd12HyWSC6xrM/9wz5+h2OwgpiMKA7b09HMcxjSuOQ71eJ03Tqg4QBCGDgZEoUEVB/+KAg94h7c4inuuWXBXiJGF5eRkpJePxCMf1GQz6ZtXjurTbLTzPBeEgnFmHpMBQ5pQuKPKUNE0Mpk3ZYWkKtI50jRaJlNbBlw+sXSTqGTZdKSZK0xAkLJ2u5HgbuKNsZVc2AVQVrbFkcZTMG12l2i6eY0XDKrXF2QCW0hFpDNVR51klPVw6RXNes0y7FLwCW2S056FK+WDhmEIp0kJB5njjacxIpDz02LmKrSOtjny5wikpjaVJSxMtVxbmuMu/Z0ENZvIBZrWQIaRh9JQceCkESoHE6u44JugFvs94MuHkiXWC0LdMmjncfG5RPxN1K18XjCYxjz76OFmWUWrOl9dtY32dG264wT4vpmBaQkRVIXWOv44wkNjBwR6TyRjX9ZhOMzuQw0Bcvd7A1qCGL80pvFzNqbH2PT/E23/k+2iE4Yv6yhxj9HlNCMGXvuGN/JV/9wv8kz//XbgXHyL7DHmTLxvnHkUhvu/huQ5hEDIaDMmET6amaKnY2R3yiXs+wWvffI2FJbP0c8PIyLeSE7iCNI4ptHGizWaDTqfD7u4u9ZoZ1DEZj8kzRb1uBLeceg3XddlY3yCOE2pRjTDyGU9GdtmtmUynHBwcEAQBp0+fNj88CWEYEgSBYQVYzfZer4/rujQahv41nU7I84yDgwPW19eZjCfUanXA4eDggDzPzfE1ayZTnMa0mk0ODrZJ87ziB+dZzHgyQamCIhdcvnwZqRWtdoc0zfA9jzAIyHNTxBViCSEdC8vYIp4qUDonK8xAjOpx0wY3LURh6h5CI4VN3OfocqU2zLOFpygHSDCnVc6sZV6WFTj7d2GdvlAzDZKS6ogos3+nYueYc5hN6BKY5X+pk661JldpBZUoW1txHRfPD6zIljlisIJdWqEL49iN+JhZLUShaTJSyigsJnmGjkKDo2KHZdhjFiUsUVZ7ma0aTOA0TtBo0ZfnYpq/isKsasqJYmXWPH9O5TFrrZFaViwajVl9RmGIc/okvufbwraVdyhXLCVzp7qOZZBzUJjglOfmuIvC0lCBer1Gp9uquPPV8VQYl737Fl8XQpIXBYiCWj2059WrJKXjOOXChYskSUK78YULy0gclChAeyz/qW/kS3/ke3kyCHgjL+y0B8BDQADcBtRf4PNCCG5+46u45cd+lAe/9y8h4glaZGUl+0Xby8K5CyGoRz61eg3HNqA4QlKQYbpEMzw34dxTF9l85l7cZI16w0cGEum7OIEijAKSaUqihFE+lLCoFlhbXcJzzA9zodPCdQOKvEDlRhN8Z2/H8KaFJKqHtJstIz6VazwtGE0m1BoNup0u7fYCh/v7xrlHIaNJTFpopmkOk5i9wz7be/ucOrFBnmc0bLG1VJBcXFrE93x293poW2D0fQddGK5xGDXQwkEJl0LnxEnM3t4eSkmQU2pRROB5JPGEyTQlzQ8M5u8HjIYj4iSmKR1EKA1WbZ07dilfFGbZL+ZoItWq22b2SkuyfMZ4MVLAOXlV5KTSIhFSYkiC1w/pEBbXrzRR1AwWKFRRNfhIW1A0/HC3KpgaKqVTZemzzHe2D9N0ZZxZXqRV4BFCUBSKPDcO2w3Ndij56dK2/ytDuSzZIGYyU07g+6jCsIrKfMl1vQr60LqUCDCFZ8/zmEzGc9i5svBLSb2UKGUkHxqNBseObVCv1003te0EKoqC4XBUTdi6jpuuS11+ywLSijTNyuolSs+JdikLTcmy41eghe3gBcsaKgueZdHXqYKKwDZ5WfJ6WRyez+xhFsRNELFB38o5SyHmYCeq62KO9QsTlzHML4kSCmf5FF/64z/K6lKDk0I8r2NPgYvAJ4BDzPrzEvAa4NTz7Q+YSkH2TW+F//BW3N97F0rnFC8RgH9ZOHeAKAxRhZmIo3IzISjTGZ7vGV3zNEGjuXr5IpGjcdYXiTzDp47CiCiI8fyAaSrIUQzGGUkhCcKQ/iSlXq+BF6EdBz+qsbe7R9Tq4AV1xuMx0vEocOkdHBJ5Ln7gIXVBt1Ej8DwaNY96oBnIAoRLfzCg1migJhO63TZpmtLpNi3vPUApRRD4HBxk1Ot1rl0zUwZPnjoF2vy42u0uSTLm4Ycfo93uoLVmMDDBoF5rUBQ5S4tLPPLoE9QaNeLplIVOxyynpaTd7tjsKDaqj5UMsTQsEbBMEF1BJGVmV2Z188+LLgdhoMlTo0uTl9ltOUqvHHdnC4wmg501vii0hSbKbBbAasPnedVUVE4vEgLT4KG1wWutjjxyrpgL1pmZgy3PpaTuzXOEdQm5iMI6cIVbdnaWSotZTpanRtNdSkpJ4TzL8H1vDm82f8IwrPD0ch9SzjprlfKJopaV3DUSEP1+77rVjlKaRs3nda+6u2qEE0LY2bia++5/iHvu/bipNYkymzfBb97ZS61Npmz+B6Sd+ltoo+kjzCppBsIIVAlRyXKFUFA2jZWrIyFACRchfYSVQxBOyXQyRdYK26fsbxA4UlSaOEpZWiblfsr6h5l4NSe58wVlGkkuMyQO3W95G4PXnEUIwWue5ztD4D3Ag0AEnMQ496eA+4A/A7yK53bAZ4CwGdD+a3+T/kc+SDAZMnmJx/2ycO5aawZ9MzvVFQ5RGNqqvOGol1K4Atjb2eHk+mrFx5UIHByk0ISBZFoIMjT1Wsh0MiJLjK56HE+I4ymO4xBFEVIq/ECyVlvkyuWYaTwl8hwKERDUamR5Tu+gz5nTJ9nb2SZjgoyGxHlOsxYyHI+YjMfUaxGT6YR6IyIIN0wTlHTY3dnh0UcfpdVq0+l0Kq2Tq1euMBzGJEkCdqzD4uIi6+sbjEYj8jzH8zwQmn6/T1FI6vU6jWaDQb+H53k0GzWSNGdpaYmLFy/S6XRwpMPO3i6dbof9Qtp5qdrObDVZlaHQWQ66lFYZ0Tp8KSyOjGXBpKYZrMjRzEavFYWDlC5BEFbDyGdQwKxrsoJQrEMui4wljQ5baBUCdK4rTLdUWBSFWV3I6zBj83fJzmEuoyyHW6gClFQ2gJpB5WVB2bGPuy4dnFN2XhqevZFsMNovBrKwevNZNtP3rwqQoBRmOIpj6JhKmWvnupIoigztMs+p1+tMp1OzQrGzbrU2A9iDICC3Yl0zZyvI8xyDejnVuc8Kn1b9sbpnAi3t9KaquDrXUObI2SpqrqBbPgfX1wFMgCrZSaYegJGxKMxvVdpOXIPMSJQyU87SJLMrAZvh26BUq9VxXUEt8D9rPuPzamWG3j3NXd/1HSw5Dt8ItJ7nK1cxUExkP+cDfSABPOC/Y4ZMrz3H998AvFUIfv1LX8nh7V/N5JP/HuYK5S/GXhbOXSDIMtPwEATejHFhG3PKDCdLM9I4QecFyXhMzfdNQ4vjooqMxbbP2lKEEC3C0MP1XKIwqAprrtdGIEizFN9vEgaC6XTMqdUIpSJEuo90axQ57O7tghAUKmGaTglbDS5c2SZPEqJjISsrK+wdHOBLB98LDATgCBSKZGp48kVRsLS8TIFmc3OTLMu49dZbCcIGly5e4tq1awihWV83S/U4ju0Pz3TGHjt2jH5vzGAwxvM86vU6SZJQFBlSurY4bAaHZFlGo94wEsZT06SkbMalrXN3nLkmJtvSjjZLfccqFBr2RkqaxNaxlwXKElMuQJult+E9O9XcToOylE55xsIwkI5hpWAz6KoeUG03R2TCXkfXFEkLTNYpnOpzSpU68GUb/AwqksLBsbBLyVvPi8zudrZy0VoZhVDK1YNZfWggnk4Q0sALjgCtI/LCBANpAwGU2bR5ftM0J8/H1TGOx+OKKSOEYDo1YnKu4/LJTz5Ap3PBSCF4hp2jlOLChfNVZus4Aq2lbcCz9EfrlLHnkmU5h4c9JhPD7ilZNvOSyOVn52mcUjjEcVKtJqQss25znweDHpevCKQoB4RIq0BZVIG6vGYmGDmkScb+3iG+7+N5vl3ZOOS5uWZB4OO6Lr4/13j2hWRuQZD5yNd8Dd07z/IXBLz5Bb4SYDJ1H5PwmF+geX0X47yXnuf7PvDNwIccn0ecV+MXv0rG5CUBMy8L524KcA6Li10EGomkUasxnGAdsY8jBWG9htCayXiM0F2Dl6JJ4pR4OuaWG1Y5vbqIIwWOd71aoSmEOmhtqvulpkhW1DGZpgPC4M3jyZTTi4ukec403uRYRyLElETHEHjs7u7QXVgwTAsAHC5dukIUhqysLONZRoyUktFohBaCTqdDmqVmyaw1YRjSaNQoioxms0l/MGQwGKC1pt8f0FnoEIYRW9M9wjCsMsBaaKQEtnd2WVpapGz6SbOUaRzbDEyhMRhyUdgGJWwWaGemlprtpb6KLjQ5BlcvcgNnmBqagApTL3FWk80KKQh8aTPXCtbGKWEE62xUUVhd8rltiRmno3SK2nLOCwFa2ylYEnJdyhDoCg8uv19yscXsCE0np3X6oCvNlbhIzGqw5IsrZfYjROWsC5VTZBmOlNQio/VvDlta2qhTBbkyK3avE01RFmtWs+tVrQxynnr6nM3K598zxxpGkXXwuirCmqYwUTFUKiweqpWBufZ6dg/mbMZwmRVFTU0itwFLVPBSGcTBQDxaYySWy2tefsqulrSlR5o+EhelIEkyKhVRCwcZ+Q7numP/wjEjBR2hOf3quzjpSV4FvBDC1MLg6x4GXw8xDnsV+ADwFbyw870NeEco+NgrX0dy/wo6ufiSjvxl4dwBpO/iexGT8QghcpLCIao5rDcXWGiEdOoBYVgjchV5PkVKRZGkhvGQ56gsY2FlmagZ4uCjpEQ7GheF55SnKcgxS3/HdQl8nyIx8zilo83YNRy6nRq6UGidMc5SCuGTpgUnVo0ufH8wxHHH1Bouh8MdDgcjKGKSJCfLWjRqHeJkQq5yvMAjixXNepPReMTFCxeZpim+5zMZpKytrHJwcECSZjSbbTSCK9e28cKIJ598Bg1EUUC32zIDPwaHdLsdlle6IJRdcoMjTZZuMu+E6XRsMGc1y9rBNU52buhCoRSONFxtWdgGGzVjXcyzQWYmLH86J6+W9eX0J1k5qLzIyebGEcLcNktnocvJQbNMvygK61xmcsHzq4FS79wUXs0g7FIuwUjUlxmmpW0qRZbnpsiK4dabjFhWQcdktsVsFYGDH/hIx8G1XPZ5wbZyGIfWogpM5bHn+Yy6ZormPkIYB+hIjdICzzMCaMLWEgTF9UJkVdFy5rjLJqxy1ZRlmd3/fICcHeP8/SrrII40g0hMEXX2nfIczH1RdsVn0qdqiVLVbmyHq5CkWc7+Xo8sy3Ecl6IwBd/ymMrA8Vyt+C9/c9BZRFbL+ZGvvJWvRRC8iG+1gNuBJ4AdTEEVIAcWgbte1J7hdS689auO8b53t+ldsfWPF5m/vyycuxCCwFGodEQzEiwutFld6dKquUSeIPIcaoFLqlyiKKTZqhPVAnQ+Jc8VSZqi8ozltTXWT5+gVmvhRD4idJFuaDPAUiRLzKYCaU2RZqRJbNrw05gijSmSgiLLUcWUmuehC4F2DStENyMWFhsgXLIC2nWXE0t14rQgSQvSYsJo1Gd/b0CrucTW5j71RkSuFRcvXcX1AtxAMBoPqYV14iRlb/8A3/dw3cA225glveu4ZGlKFIZMpxMGgz7l/NfV1WWGwzHTeIrn+hjWhWIyGZOmIaPxgKLIKLs4fd+nakqiXIYb50ipba4NTc84domQtrDI/HJaV9k2WltBKKs3bguthRWqyvPCQgkC4Rj2hrCrNIRlaMyPfXtWVlpCVKU8VcmlN/uyXHNZQkHlOD5ptVNm2X1eOVwLE+UFjjTDsQ3t05xfqR8j7JLAtefjeaVWka5kBUzGquwKSFWc9aLQhKFrBeekhT7UTLhLmoK0yWxVhYeXF2E+uzXwDFV2rRQolVtIq8CxDlaVEFe5FTGDvUpnP2s6uj5YlPBMmYWXVpQj95QpOAtRzBrcKAOKg+e6pGluG7Fi+xyWlFk9Hxc+ZVXx8rTyKtrjRxMphdducOb4KsGLjE8eBrq5jHHsO5hsPwK+Adh4kUdzk4Sva13md9LtuUN8cZXpl4dzB44vNuh2WzTqPr6T4zkp3U6dxcUlms0Wjuty2BuT6fJHbRxznhi6pJbw4IMPc/9Dj9PudDh2aoMTN56ks36KRncB4cwtC4WoMkbzayjHngl0nqALsypIBwckvX10ljMaThhPpkyTGCVgY22ZwPeJpzHD/pggrKNx6A+G7BzuUvcc0jgn8jIQksuXNlFasLKyiiZjOp0wHIwBU+CNooiDgx5xnNBqNvAcabjpqmBrc5NaLTQZm+vS6XRRSlGr1RiPpuzt7+M6LlqYzsM0E+RZYuEugVm5C4LAxXP8qnBpGoo0QjoGv1azwmY5hAOgHEBtHIcZPmFGQNvZnFlqp6gaoa2S9mgutcHMHc+19EhhHYwRAbtupKcQlDSPCh5SM373DAZx0bi24GgcesncETho2xRk4CmDpbuuaxvSDEuoUIpAOrhOyZYxvHchbCjRooKtzOjFsMqcS1661kZkzPNcO+s2Ik0T2808ptPpGKXQbpf9/f2q4WwmYSyqJqjSAc+au0oKqJGEKLNrOVf4dhwHzy8x96KqLVSNXs/K4kt4cubsZ3UPYX8HpRbRrBmq+hhKzcVfLVhcXKbfH9lGwbrtqM1sQJ/dr/lC9MvGBHb4vEcZkNI0sRpJ5v6XDl6JMa6ziHRfXMNSaa/CsF7Mk2iuZoqBZl5M9WEKRAJ2rj5BqxUx2ilZXLL6PTyfvSycu5SC1cUGrXbE2toSK8sdGs2Ia3sjemmBdCJa7S7Z4Aqu49DptHADl8nukMl4aIqKhabmhGxtHfLAJx7H96DdCGi3m7zuTW9k/cRxMzPCKbM/B9f3cV2HoFYzMrB+gBP4OH6EE4RES4uEkWEOdF0f5bjkaUo8HOMoM7kmFw416dPuLuK4IavC5cRwxP7+Noe9HVodzX4vZ2vTod1sEwWa4Sghs4Xi4WhEEHhEwjSQDIcjAt/D9wy2m2jTueu6AeNxn2YzRCDJMvNDklJw/Nhx+qMRjucRhiEkptuyZDyAwZfLOaqu4+HYLlatNQUFWhnKYyWZCyBmU3kq+mRZiKVUaCwQxYzjXTqFsq7hOC6O75spRa5rVCSVtsVejZEXUDMHr7Vpqc9zdFGYbtIqCzXZc55rW0C10IV00MLMS9XlNhCAYzRbpMSXkkyouYlMmkLlZl6twhadDbPGlaYoaIZ1mC2VDUclzi2EKdiWxc29vT3bdp/huh5FUZhAmxqNf9Puz3VwRdmdahgn16e1ZQAuOfMlf94EHHNfS5GvGQ+9LEnY/y/vo91vCc3MZ9BiztlrbSiOqrqHViwNgeP4VQKUZhk727v0+0PG45h2u0MYhiRJzGAwJI5ju5ox+yt1hj4V3vtcm3XQdrdSSFZWV3jjm97EW77oLdx5x510Ox1AEE9jrl69ykc/9jHe+773cuHceVQiKBxF7ElW8OgGL825hzw3G+aFzKYPXNk94NzuFvV22+oAmXu22F6kXnv+dqiXiXOXvPb1dxP6AV7os7JxjM7KMktK01lYpN5skCUx77t2jU63Q7PTRhcZw94u00mf6WTC/sGA3YHi2kGfUQ7FOGOaSJIs5v0f+ATSf4gchSvAdQwOGoYhvudTq4WEkUcYevg1n3qtQS2qUa/5tJohQRgifB+v3SFoNQm7i4ARaIp6++TDXYJ6RJ4p0nhCVIe1YInF5Q7S8WhEE3xqjKcJg/Eug94+Ua2F6wVsbu3Q7ycsLS1S5Jput4vnSlxXsLCwyNbmJpNpDMJFKcMFv3DhIotLLQ4OerTbC1y8eBHpB1V3rxDJHLY9+0FpVRimjRCmSCikpQUa6mORW/65FEgtqyxaChPgKgwY6wRKXRg7yk8pW/C0zr10yqKQuMrFZYbBomc68DMHZFcCVZDADnGa/UgtAcjsW5lOV2cOb2bu76oZCpM5ep5EFZost52tRY7MTZaWFwlCFHi+j8S1EEhZwC3523b4iHW8rutUg0NKB2wcsnHA0+nUwinKsmLKoSTPyqalg5TMCtzyekmAsiGoLGLmVq7a8zwL/ZjrVWrrl70OFjyqrnLJmin1c8pjnmnCCzzPJwojNLndbimz4DKZTOj3+vY5DDl//rLdjuDq1as4jmOVTlNbAC4z9uvplp8fE0CAxJAYTpw4wXf9L9/F2972Nm44fcbQjc1Jm3t8ACxp3nH729n933d53x+9l5/61z/DJz72gGFfOTnagd5oRKNWRwF+tfL/7JnCZPoBUNfwif4hd22c5BN+HUcGrB5b4tu/49t559veyUf/4LfhF3/lObf1snDuAFOtaLSbnLntVlZObCCFYiFPSScxu+eu8cQjDzPY3eGu22+j3mkQ728ST8aMxxP294ds7/Q5nB4wLQqUEqBgN02ZZinZzh6F1uSqIHI9fM8jyzJqtTq5sjdIKItTZtTrEa1mi26nxerKCkvLS9QbAfVmSL1Ro1lvUm+2CBdXcAIH120gwxAHQaAK8klCPpnCSLOy2GFhaYO73nQrT5+7zJNPf4LCD3AR9A6H+BJai0tMponJ/qSD60Q40mVnZ4/heMpwOGJtbZ3FxQU8z+C5OzsHpqCVZrTabbZ2tvE8lxvPnkXsZRZ/FrZYaXMYWwRVRUEmZSU6pSzvG2ZDHEocGqgw97K2WkJ+QtsCZNnFWH7IOkSNoWPmeT7jiVs+uh2vcZ2VHPh5p2p7cjAdDXYVUjr4QlFYho9T4d62Y9NK3BrOuIEJfNc3sIaUFQZu+g9iiiIlCEy9A62rjPrZx2guqcTzJLfeegsnTpysHEVRGOw5z3OSJKXRqFdOeHt7hwceuN/0DigzXWp+vCBwnQN89t9gnutZpm2yescpddxt9q10JYWslAIFrudWEE1ZFzGmrwsyBoIyiY8WkiIvzHOgJFpLDvZ77OzskSQpQsiKUrm7u0sptSDETO63LMbPzvPzBbob4FCSoAOPP/sN7+An/o//g5tfcWM1Ueo6y4AGcFYgHhWsvHeVb/vKb+dPffVX8a9+6uf56Z/+Z/SGPR499zQ70ylf/6VfTiFcll1DcfxsEjxzzG91nMY8dv48a51Vwle9kX+f/xu+5qu+ln/w9/9P7nrl7Ugp+PgH3/O823pZOHfHdfnqb/4monpEnsYMdrfJpxO2r+6Sxor+4ZAL569y46mTrKwsIQKHIhkbvnucsX8wZBQXxJmZZC8wBaFUQ5G4ZLkZ/OC6LpMMciHIckE8ivFc10wNshlUlmdMpmOuXju0hbkC33fpthq0W21W1lZZ31hhsd3gxle8gtUbzhBGbbvuBREGeF4dN4pxvB4Qc/7SHtP8HCdPn2R15c1cu3qGJx99kEBImrWIw8GE4eiQZj1kbf04165tce7CZRYXF5lMk0o6wPc98tzo5mgNrVaL8XiCEIK1lRXCKJzjnIs5525a0Ev2iJGbzVHKZmdQQVVaOkjpUaooYvHnMmsvMxVli48zK4NIuV9ZoUKGrZJVWaPjunb+p80eLWZcWMokWluJYWGx/jnoYA6+UKVUsYUrCmV47jDL5CvNdxt8ytfKU0mzlDiZAgXS8SibewTWOelZ5gs2dtlnqVav02o1qdfrNmvNKZSZaWome/k4jkOtZhQ9Tcbr2u2UImQlTKIt+2VeoMuCI6boUBElAj8gikI2NtarWkDVg0CJzc9cjme7YEHjOh5X5WZVUDdZdTnvVrC6tsrq6jJCmuNxpAdakCQFjz/+FOPxhCzLzBBuOzBkOBji+67ltAeUS74Scxfi+sD1uTcHUIShz1/5376PH/mhv8NCq/3cH/cw5aJLGN5iAQwFK6fW+JG/+0PcftctfN/3fR8PP/Yo3/Ktb8cX0PBEtac/vmkSrfCR+PZe/uY993PvH32Ei7tP0TqzxFd+61v4oe/6QbrtzuwhfAF7WTh3ISDt7XP+4atcuXKNIoMTJ04z6gkef+wZdrY3OXVqjeOnTuOFPmoyYNzf5/Bgj/FwQm80JRc+2pW0W10Dt/g+GoH0I/OQuY6dIG9+JUaBMUdkpoA6GlnsPjM/DtcJ8SMPVUwJPIkoJFee2eLpc9fQnqAWBnznwjE666fxpMvBlUvU6iGNpS7CcxBugPRrBG246003MO4fsnvlIUTisNZpUrvzDlAxo3GP3Z19rm7uMk01vd4u7W4T4TlMRiOajQZKGUw3jmM2NjaQMqx04Y0SZU69UUc6kl5/QCmZC+XPzCgKChTKYutZlqJUbrNbI4KltUZqM2HHcU2wE5VTExWf3cjK5lY3Xc9uIoBVk7xOdcPCGlmWVWSE0qmVfPtS9Kt05GWwAKPrQRVcSrc8jx8rC6MUBjUvVyu2QOk4FqLQzAUUZUb3FTnCSjTkmeHDu97su/YEqlMx+1HE04TdnV3arTbDYdm0VFRwTZIk9Homk5dScHBwWMErZTGzKPQsw2bGbjHNT9j7pxHa0Fdd6ZHboSOh7xOFIUFoBtGkaWr02+15l7UB13Hm2Eb235ZZVDr40sk7DpWssdYa4bl2/J9gOOwzmZgGeM91ybMMKcrArChy6Cx16Xa7bG/tGvmLSjXTXrzPW+aeIRyH73vrD/BjJ38U7z/68Kd5boqKQXDM+wrmieyO6/C2P/PniCdTPv7ww+xc3eS37nuAr/zit3Lfkzmve8UiUguEgvVlCF1NLjR+9Yw+h82xk2JMbc1Fcmkv5alrAzZHbb7mK/4UP/4vP8RX3P11fPtrv4L6PXVzbM/X/TRnLwvnXuQF937kHmrNDrVal2eeusSHP/ibqCJmd2eHm286zekzy6yeXsNpN0i3d9jf3WNzc5+rmz2csM7ZW88wGCdVh2WZBQWYyTvacZCeh3BBSEkowA1d3EYHKSWLy4v2YEwGZIZ0pMTjmDxNkRJaHZ9akeF4IQKFn44Yb19mZ5zxB7/zO6yuLHPjLTdyyytvw6u3QIaMJwMWl5p0O03aq8vEuxP2dy/ghQWRv0g2bbHUqtOpBxwOY65s7rHTG7CzeYUiVywsLOO5AcFSZIKO69rOVkkYBhwcHOI4DleuXmFpaYljp04jRDqHuZrz9TwXrQuKJKs02aHMUAF0xX0uZIajXZwy27LZrOsYRcU8L4yWzZzmjKi2xlwhryzMmu0XKkcnisyOrzMj6WYNU4400gaO680Kt0KAmjlZE7PE3DFrRCk3oGcCWKY130EVWF34kp1jh37bDlYhtKF8aoMrm30IijxDqTKTn3HJSwpklsOTTz7DY489VWXes8JkVmH0ruuyuLjAm9/8Fk6fPo22jrjMsstrFsexSXIshTLPS/Ethec6aCVI0pzHHn2UXu+gKmDPNzGV4m7zs0yVlOY+2tWpY5uwYCYPUImIOWagvJACnZtegLL4PZ1OLJZvVz+uJPQDQDIcDXFdSb1Wo1aL5qQUzB/XdfA8l08FuT4DKx9qayXIoq77iOR1X/ZGvv/OH8D7Qc/0+X/ti9hu4znekpJv+9a3s7m1zz/++z/Bwwd7/Lv/cIEn/ugraW9IYAGdwpd/I/z0P1DUIo2DgzN3f4HrgluhBPuFZoLgX/6BZCfzkec0H/ylXXauZnzzXxrxtPpVXnH8Fbwt+yrq3xGY1cUbgH8FNF/4Ur2gcxdC/DyGmrmjtb7TvrYA/CpwGrgAfKvW+tC+93eA78Isbr5Pa/07L3gUQhBnHg997AEefeRxdrYPyHPN2bPLLK+0ufOu2zhz9gy1lUWE77G3tcO581tc3hpwdbuHqrUZ7F8iCBpI1zEdorWIIPDRWuF7vvmxS4eiyIjCkHq9jud5pFlKmpkiY5KkCJ0bQJecWt2HdgutFLWay3TSJ8+SivkwPNzh8lMTtrcGXDr3DPfeex+LH1/iB9f/Os2VCO24bF3exJM+reVltBB4NZe10ychqDM9GNHf2sL3BEsLDSLfJXI1q4s16l7Ozv6YoNFiMJyajlAhGA4HbGysk6YZu7t7+L7HwsIik2nMeDxh0B+AiOzsUNt67prM3WiYl63qVIW0uXQahMWO0xgwbfrSZnZFYYZKpElMkWd21BqU05HmH2Rhv2OKoFbLBCxF0WbshcX8beFVOS6eJ3DwbHPSjJhTLevt78Nk4co2LZVqjHOSxEKCayC6vHDwXDkHzxinLi3XXekcrQSu7RcwbJoC7NzVmWjWTNLX4N8z7L7EwbVWlYaOY4NhFEWcOnWKVqtJHCdcvXqVLMuYTCY0GnXq9QZbW1t4nluJwQ0GA9vlLNhYW6NWa9DvD3nqqSctEwZ7rBZLt9BLWUcpEwHX1iGkKOeqClvYnRVty4InJUOmMNcwy/IKSqnVQhYW28TxBC0Ed93xCk6dPMmjjz3BtWvXUMrUqjzXMfx7KajXQu666w46HXNOo0GfP3z/B1/QHTyXOY7DSmeR+vGT6KUurZUFXJUzvXyZrXMX6e3tkytFrVnnx9/wN1j5TwswEfBKXjyx/DnM8zy+5Vu+kU9e+CRfdcdX8P73rZPGd7DzhINcVNCW/Oa/hz/7pZJ3fKP5zn48ZncwZKPTpeEHXJqOGBYTTjXaNGRAV0p+9UOaf/m3MnI5objcQhyuocU+v/IvfxLP+11+7O/8FAu/GsDjAr4J+GvAi1ROfjGZ+y8CPwP80txrPwy8T2v9j4QQP2z//4eEELcD7wDuwFzO3xNC3Kz18489T9OUf/1vfonAMQqBC8uLnNjYoN2UHFs7xu2338LSyZsRjsfmE4/w0P0Pc+HCNtd2J4wyQSh8ugsNorDOYDAkCEKajSYKjRP4NJst4mnCeDIhiWPaC22anS7SccgP9zjYN5OM1tbW8FyMQFcQUItquFIzHg2JJxOE9nAcaHVCXM9l52CP7Z1NLjx9jayw3ahpwt7mJgUeuRZ88P0f4sYbNrn9zlfheZDnfRZWjxPV27SOLVDrNhlvNRns7DPu9WhFPpM4oRH67PcTLm73yHMXIevs7OzSarfZOL7OM+cu4AcOtVqbMAzsbMucIAyQuWMUChGmyccx+G5e5BaSMNlNlVWXGECZ1WJG6OmkIJeOkWGm1HTPZxmywOq+PJvmNnN2pc2Gdyi01WqpBMTAQjRm+05RoF2XmX6J3YguYXgzFg5t+huM883nmpDsOSiQSpJbbfyytmLgl5JSaIOOFjjSI0tzVJER1XwcR+B7HourS9aplx2sxbMcpJ0/apvjpDTzCXq9Pr1er9JNmkwmaD2bXVCv1yrsfXV1xayaioI0TWm1mlbqQNkAaQJzGTiEZb+Y/RZVEdMEcVBW7E1pjdQgHFM8dl2vgpuknGnUZ1nZGGZG9JX32DwWgmarwd13v4JBv09RKG6+5WaE1jSbDU6dOkG/f8jyyhJJnCKkmaQW1kKWV5aIwggE5Gn8ItzNp5rjONz1irv49m//C7z1rV/P0rF1NgOflu/R0RoxnbJ9bZP3/ua7+Nlf+gVWotO85bdb8OQ18I7BbeKzglGcOnGK5Vfexcf+9XsYFCO0ugTim1Gj9+M3v5asWOPH/94n8VjiLV+9yFNDwUHvgKtZzCs3TlIPa7SJQMHOoM/OXo1f/Iea+NGPgDoNZDhcoXD/vzSP7bEa3sDXH/ti+GAMKoQlAa/HnMuLWAS94ClrrT8ghDj9rJf/DPBl9t//Hng/8EP29V/RWifAeSHE05jD+ejz7wOkKzl1ep1Gu2sGTjMhcJrcdttp1k8ew23VuPb4J/nIe36fg51t+v0JuwcTljaOU+8sINyAa9c2KfKM9RMniKcxkzgmtD9m1w2o113iaQzCYWt7j9F4ROAHHD95Fq0gjFo02nW29kdcvrLFTWcX8b2I/mBIkkKcFjQadRypCEIX6Xj0ByNqzQ4TNYSpIu4nXLp0lUmcEGeap89d5r77n2Tjow9x5oaTvPLVt+IFhyTxlKjdxIkC2jfeSuNYzOjKRQZbm4zHE6JWi8bOAb6n2B2O2d6f0qgFjEYT7vvkA/i+i+NK+oNDJlPfZJbCSBUwskMirFKgsB2VWZbb3i1pJi7ZTK2Cb+buicmETSEamyVXut9CWJ657XC13b+zouMsEwSTWQuBLcCVOP2se5Hqq7aztciQhYvjGBVLR9qux8oR64pVU8IEs45ICzXYqU9KKYTF+3NhWBRZliEwTlgr0wUbBhFGA9/ARGkW0w26hFHImTOnKxphmZ07rms4/sLMxUUIswqwmXzg+xzsH/DBD36QPM/p9wckSUKSxEynZizjZDK1MJcZvr66ukaSxOzv7VGr18mznMGwbzobaw2EcDg4OLRslVktRFQwk7n2SudVYJ2Hb6SVUy6Lp6VYWHleTikwJspeBtOxXHbRNptNgjBkPBpRFDntVouFhQ7nzh3g+QaHT7O0Yjp5rovnurieW8GkL9Va7TZ/8wf+Jn/jf/0bLC4sVJF+0T4yEqDRpHNzk1v+1k1863e8k8OLfWrfPYSTOfw94M8/6+H+TKzQuFdi3nbjm/lPT/0cWueI4mfQ+X9DZEukT78H+D95vBfyl/7y0/zdn32c7/rGr6K2fDvjIufi1assBQGdep3/+rvv4t/84pNcePD17Fz8ElCvx2Auf4tcvA+yOqOrPv/nT/4ANy+ega42QjM/xEuq4H6m8WxVa70JoLXeFEKs2NePAR+b+9wV+9rzmuNIzp45zvb2ARcvbdNth7zijXdzy9kznLzzLOHGHcTDJ3j6kU/y4CefZDjoITwf4YTUGx1cJ6DXH5EXiqARMU4mxOmUqB4x6g9JkwxVmIw1L3KGwwmD4ZB6vUa70zbFNUeiJWR5QZorGq0ublCjHyd4nS4H2xlObYWxEgwODxkPtzg5LGjVfZwAjh8/RugNONg55ML5y8RJynA0JZAO3XbEeLTPxfM5yXQEUnL3K+/m7C03EDUKVA5Bu03rxlP4iw3E5cs4h33qdZ/llTa9YY9Lm9tc3ZzwyONbkME4mZIkKYFvJlFtbu1Qb9Tp9foURWSkZ4Vx8LkyDTl5ZjByx3a4lS5dl6gM9rdTsTOE5cbnlXOHOYdSSgFIbzaaryoklQO6AS0otJhx0DGdqVURsdSGsYVGpXLyLEbgIYUHwoWS/46hQKqi/K6gVA+bTYIyL5XyAEJZ4mXFFS8LlqalH8fHC3wjDyyVKRimMZEfWPG3oZU+KEXGpH1uS1kCRRKb+b3mN1HQO8wJPB8pBK5w6dQ7yJYAqZnGUxxpxkCmSVqNASyyjCgIOXH8OHmeMR5PWOh08V3PdH6qnCQtUNqMN5RCWFkJ81wXVtPG932SNEFQju2T1crFrAbsbdGzsobrupWEs+tKI3ymJdKd8e4d6RD4Ef18yHgSs7y6zMr6Ck889ZQdJoFlQsm5Qr2l1wrHylC/eFtYWOBf/NRP8fZv/Vbckpde+oxP9wUhWF1ZYXVxGf5yDne58CU8v8qX0jDG+NYF8dyf3Y7hbf+UtfAxGullNj2N7NQp9gegX4cBw/8A3K9l1HsLP/9//wKP/N4P8pYveiP9yZT/8Cu/DBpue+1d1NZuJOHtbF8I0fpfYioGDwJXQN8CvJ9cBSy/cgPxBhf+AOOpT/CSgtRnu6D66Xb9acO1EOK7ge8GaNYjNq9tkyufehRx2y1nOHP6BGdvv42F41+Edlzu//BH2bqwz+52n4WlNtcOejQ7J0hzzXDcw/F8wiACHFSm8YVHJD2U55AmY4IwQOUZTU8hJzssBQ6ri13iZNdwvIVAeBN6BwltN2VjvUU23SMbD1lcWmJ/c8JCZ5neIGF7tw9KcTjIOX9hk7M3rPHFr7yBw/VdPnnfHgUZewfbbG5ukecTWp22oVlmKZfPXyJXmssXL/PKV9/Nm7/kLQSjmLQ3Iuo0CBtdNm5vMdy8xuGVqzgOdJoNOs1Flrv7NGo+Tzx9ictbMTIIyfKc0bhPd2GBZrNZTQ3KkhidaRwpyLWgyAsK281YOrYqs54b3CBL516YAqiay7arm6utpjpYLnSpLjg3YEMYQV5Q6MIUTy0vo2puKgnzs6BgTBUFmVJolZvOWelS6roYDrt15nOZZgkngVFxtASbueOdyQCb7B8rtWBWHkpoCpXgOY6ds+riu2augNHYN0PWS/57USgC36+w7zwvKFRMGIRW42cCIYxGY1ZXNPV6RL1ZZzQeUermRGFkBrsUqnLwQggajQZ5nlOr1VGqoF6rgfC4trXDfKZdipzNBmJIysYkrTSu55rZvbkRJTM1DFUxo8p77timPt8z17PU4UGURW87T9Ue27Vrm6ZxTiryoqDkuKdpQjxNquHYlRgZYtbjULkJc69Mf3JZEBV4aPIAal6Hv/1jP8473v52EzBeijkCvtfDjgn79JYBjwO/UcBv5ZAG8E+BL+dTHbwGnhrAw/fgx++lqzPOJw6kPYSbI9TPo4vfBbYg/2mEdzP9vTF/8AcD3vWe/86Jszfyuje8Cc/1eOjRT1C7mtF1W0jv4xTpfwO27U4CIAVR4Hseq7WOoWne8NJOv7TP1LlvCyHWbda+jtHFAZOpn5j73HHg2qfbgNb6Z4GfBVhZ6urDoSlkbpxZ5eYbznDy+EmWT9+JU2tw6ZE/5I/e/wnUOObEsRWu7e2BG1FIl9F4SFEUdGs+eaZoNetEroI8I9SaZicgTTVKpzg1gS+l6WgkJ5/u4qBQWUacJMTDHZN1aEExPUQp8FyHfLTLxmIEekwkE06vNciVZjAacXVrl/F4xK03HWdhISKIPB596jKddgPP8Wm360zHAxwX0IIoqFOvhxSqYHfzKhefPMfu/gF33HEHi3GOH7qEix3ax28k6izTv3SJbDih49cRHvi+InQLHHGNzd2Erd1D8ARimjAZT3GDCEGTosjJ09QUT8tstiz82YHLz2IrGhcrQKAoKLtOTZNTxX4pC3mWT12oAp2nuI5Vm5TM2BqFUdwUZZGPucCiHWb6GKXbp8KXDQZvoSSdV5BQKW8ghZGRdRzfjEWiVJHB/LvsqoXZd1VhgpQNRBV1UUp0XlDkBU7gmWzT8fDDOo7j0mq3DVZfYveOgypmfHQpzTSwsldCa43nBoyHQ1NDsAJnyrKwenZKU8nwSeLYLio0UVSj1WpxcHhoVkxKcerEScJaOHfuZhVUFsalEGSFRusyeBs9HCGkgYwwtYdSAmAeHikZM6Usr5m0ZeiLjpRkdmiI77jkuaLRaCCE4MKFCxwc7iGlIIlTavWQ/f19sxIqi9L2Hs4Gahvz0GT2rucSHCSdWo2w1cXxBXmckXzRV3PqL3/nS3fspT3f1xTwCxp+JIWeB4WA4iH4q2vwC3V4S20uMzDPU/5H9yPiB/B0DtIFlUECWvZxPA/NU+hC49RAFx9FJMvcfOsr2TvY59z9D6KHIzzf5/EHHiAZT9H6lxFOA+FKdC6A2P4BNPiuQ6f2fONA/niX4Pnst4DvAP6R/fs3517/j0KIf4opqN4E3PNiNlhoj1Yj4Myp49xw+jTHbrwFv3OS4e49fOTdv8zu1R08YrJCEmtNa2EFITxcmaFVDmrM2mKIJ8Y4QuGHAlXkBG4LlU3IVYbvBEStJUajMa7ngh+Y7Ekr6taRpbmRKy2UIklSilyRDIakWUaeZRR5RjtyybRLFLXodO/AlZr1Y2dIJglPPt7Hby1S9CWDwz267QUW20263YjR8JDDvR2KzKPT7pCOB9zz4Q/TT1KeeOY8J4+f4HWvey3LysGfpoQLbZZuvYNkb4fDnSsUoo4vXAJdo1nvcN8jl9k6PKQXx7Qih8AJq2ypKIwuuXHOuvoBS+lSCopVBU9h0PeSL6Gq7E7Z7BtmRVLz7zIwGNGq3JbvNFLNZpYaPfkcqWfdoqbztQwV2B/RXHEXML8+y+xRBVqXAmKzAh/SFEw9NFI4aKlnUNOMWG2duqFcVnM+tcGUcyGMJEJRkOUFQpugoLUmCCOiWpM8H3P50iWz31LkC9BaVgXQJIkrWYISqimKgquXL5OmKa7roLWRduh02rRazaoAur+/T0+bOkAURjiuY4axnzpVZde+65kArTVhGFDkqTkvtM2S53V9NEqZOou0Kej8sA7TU3C9Nvy8yBg2sJaUYjMuMrDUUpdut0tkh4a/8pWvYKG7wObmFsNRnyiK6PcGjEdXquLvYDCo9lUGGiVAaEEoQr60dYZv+oHv4vVf92W0V1dwfYd0kvKLjSZe7dPTQnKe33GV9+h6B/0se2wLdv4zyACj3fheePokfPcr4Xe/D45dzzXstXaYuPv8m0xxzvMhyeyjqsmTtIIUi2QMGnYun2fv2mVA4HoBj37844aSLBtEQcQ0PkSlhxjqSzmwvjQzOvNg/+B5zvKF7cVQIX8ZUzxdEkJcAX4U49T/kxDiuzB9XW8D0Fo/IoT4T8CjmHvw11+IKVNaK3C4aaPL3Xec4eTZk0Srq6TxFh//vT/k6lMXWW4IPKfNw1f3iVaO047qdEOHWj0i9AQqi8mSKeMkI9MS4dZoLC5y6sYzxHFCt7uIF0Q0l1dotNpE9TpBEELhoLKULB6RxaZQ5Ac+buAZnYxJwqQ/ZjDos7+3x872Nrt7u/SHY4p0gqcKNpa71IKCdGrZKGhG05S9wYSg1eXcY1eRKuHOm0+wvnEMSNjdP+DkqdM0my3cg0OC0OWJxx7joDfkzrvv4PbbzxraZqtOuLLGQtQgi5/AK0aIJQ0e1Bs+rZbHJx+7wmA8Jc2tch9lx2bZHGMz4UKhdQ5SYAY8A4iKDVM6xkoCAOMY9NyDp5nrRK2cvK6akcxzYF+zcI4jDfwhRTmarfzRmUyy+iGWpB1s0JiDEMq/jTnVPstibdlybvD8WaGVOaeH3VslbqaUCSNao4qMMDC4rtIQRjWCKCIfDujv79tzxwYbUIUZyJEkCaPRqKJKCkqVSYUrodls4jiSnZ1towuPuZ5amRVEHMegtZXOTfG0y3g8Jk1TyoHkvuuRKxgMBmbohTYMailnLKYSoqla/jENWuV9Nf92rdywnoPPSsevbDHWavpbRpCUBtYxl0/SajVZWVkhCHy63S6dbpcgCOn3D4njKaPRuHpWkiTmmWfOEUXGSWs73KaQsK4X+b+Ov5M/95PfS/ftN8HcwJMUA4E/W/O8wPCufx34UxiG46dA5Fpzud9jo9mqhrJ8igmgvQXcBOrjGFHeP4/mUdIgJgi9qkSTaY2jofbVX8T5U6/ioafvhSSeA5Zm+zUHmVcvqbnzlZ6LBLJ0QBync9+ePHtLgCCZTHnXe3+Hk7ffQjeMaPmhCdJ6/vfz/PZi2DLf9hxv/ann+PxPAD/xovZuTQAnVhu8/s4TnDl7iubSIlnvMvfd+3Ee+OgjxIceJ0+GPLm5Txg2uXFpgaafk+sBozhmOvIQKqTeWeXEzRucOHWG5Y1jdJaWabQXcP3AtJYXCuEsUGp/G5wyAwoEGSobk0/6oHKcshQvHHSuwTaI5OmEZHhI/2Cfw709RsMhSgqG/X2uXLzKYjfg6sE2S8trLHbaFKliPM3ptFpc3h7y0CNPcerkAjfecIKl1QUWuw2yJKFWb5KkY/a3nuCTasq1nQNe9+o7WC9ynMmIYGGBY6+4k96FC0zyyzRSF5cad998guWFJT70iQe5eGUP6Qg767LkaJesCoyT1gYLL5RZbpsuVDsg2XaelgVUBMxgk2ffMartmmetVC0sHTIzpzoH1RhGSgmIG8bO9Q+rptCfmn2Vmbu0E5HMW6UEL+a852RaS9io/D+BMAyhqpioKHJtpKD1TKK4nOAUhj5+4DE8zDnY71GuXIyTFBiCvcl2a6Fn5RJKoohb7gQpBVevbfOff/23TADUMwVMKU1zkRSiKmaWx6EtfOS5Ls1Wi0arRRzHLCy2GI2GNDstXM9DWT67oVAW1TXKcyzMYq6353mmTqI0Ss0NNbfXYu7ygzZ3RgrHQkez6+L7Hr7vMBoNyDNTpPd8j8WlJaNbpDXj8YR+f4BWmoODPkIMAInnCMKNY9xxqeCfvfp7+Ip//L8g74oMRl7uO4enC+j4cGzOcyvg5zAwwBLw/zIbNL38rKfTdzwevHiZsNHkxEIb6bjUhR3sDaA0g92IkBoD9ih4iEUO2IwuoL/3hzi+EJDbfSoBaZrwX55+mH8yusq+8BiKlGchTZ9iQkiOnT7Ja9/0Bl5x990stTo4UnAw6PP+93+QD7//A8TjEc9RkkQrza//+q/zLX/hL7BdH1P3Am5tLfHR//K73NlqsHDjSVScPO8xvCw6VKWUfPkXvYbbbjvD6tnbcRaO8fjv/wYfeveHePLh85za6LCz6xGPE06sLJH29rlCjN9usrh6M2dvvo0zZ2+ms7aG4wB2jFg8HXJlZ5teb8hkPEVo2NvfQitFVK9Ri2o40qdeqxOGPvVaCAiiegS6YDoZ4/gBo+EYBCwsL9Oo12nUmzTXjnMsT1BpQqFy4lGPjY2rKCVQjz1Dko5wpWLU3weVMRwNWV+/keW1DQ7293jkqV22dnq86XV3IT24tvU03YUFAmeJ4WGfvewcv7ezyZ2vfjU333KGuton7LRZOHsTThTRv/g0JHVqgc9ip0Wt8Vre98F7yWQBxYwWWDo2YbPseUecaVUxKKDM2AuUNhlxiZWIOTT707n5MtPWJXcdjRnMAaUuugUMELKYFS0tBDJP56uCw7z0cBUAZoyV8khMQMkR0r2+gFpm+3Y1Ma+SaAKSyVaLokDnRaXKCGbEXaMZIkROHE957LHHq9/gTPtlfgjGTO6gbAqqrk9Z5xCzXK96Tcpqu9LCHp4tgmaZwfcbzTp33d3l+PFjKFWQZcfI88J0fFpqZ8li8jy/auYyB2sCdom/Y4evPPvYSiVLrbXdr1PpsM9j5+VwkaIo6PUO57pjLb3ScTh+/Dj1eoPd3V329w6ZTCYopZlMxghd8De+7/t4/f/ntZxY6SI63vUPVA78F8hOwpe8CmrR7K0UOIfJ3LcxDZq3Y4p91zl3Idi5epmf+Oc/zdf82bfz1i95I+uRQ1IoAitapwXsv+oA8ZZ3sbP1CIvbh8Rxwug7v5Pbvv3ryFWBFJLdfp/tgwN+58Pv5z/+wr/nif1NhCuwfXjPY4IwqvH3f+If8s5v+WZ8161+S1pr/tzb3sG3fNO38Ph9H3+O75v7uXtlk7//Yz/OO7/zO3nLG97Aw++/hwd+8Af5jZ3ztGsLNL7+Lc97FC8L5+44krDmsXLDzdRXTjLoT/ijjz7Ixceusb5cQ7tTHr/YZ2mxTZbH1JfWuPmVr+H2V72e9eMn0SpmsL/JlWceZ3rYZ/PaFabjEbs7Owz6Iw4Oe2hlWshNyzw0mw0zROHgAM/zCP2AdrNJogStTodut02Wp2gtzMSj6YRavU690WJ14xinb7iBlbVVgloTdIKOc9ywwStefTevev3rOXfuAueePs/ly9doNT2k67PQChHSI28vEccTNvd6fPQTz3DD6UVO3Xgjg4NDikRxcmWF/d4uGQX33fdJpOdz8+kNinRA1G7QWlvHcyW9ixdZkC7BaIRyBF/z5a/j8csjdp/oAeWSe05sq3LuJTZrueIW4uD63z5V1+X1L1+XaZvN6evYERU2ryUIIwlbOpoiL5CywHHLsXx28MecoJmec4JVEdFS+IyTLjM9q+9uv1Pu1xyHFSGzmDwCNKZr10BDBkQxTUEaP/DsfhVhFNJqR+TFuMKoK6ydclUx68AVmKKm5V8CuZk8VdYpqHZYXUmDqFiWlv3hS5GhFLguZFmB55rlo+fNlBx9T+K65pjSLEMIyPOi4rPPVjflcerrZraWCp0znjwV1bF8H0xH5vx9Lt83WPxsTJ+y97u8X3mW40gzQzhNMlzXYTKZMhqNQBUcC0NO3rLCp7Ue8G/hzu/R6DfNrhWY+aNFH54awatW4UMO1HP4Zu9TN3PjqZPo6QH//Pu/j/Pf9Od5zZ/+anaIeestt+JLcAKfY9/xRg6//nbOKojO7/Led3+CtW95C+fSEb//iU+ysbjMY48/SZ5lRqP+sG+gs3j66Y/9OtPE0wkfvfde3v62bzbSwHP2gXvv5fwTj7/gVia9A97/7nfzzOUrrK6vM71wjejaY7xKS3b728TZ5Hm//7Jw7lprltdWaa1sACmfeO9/5dyjj1PzMjqNJZ7e3KG2usLamTO87ovezC2veTWt7jLDw12e+OT7eebxJ7l2wXDLo2aTSxcvUGQxrnUEruPjeK7RLQk8xpMJaa7Y2TtESwlKUMQ5RTHBcc0EpP7+jvmxK5hMYlSRs29byi8+/igP39PixptvYfX4cbx6jd7uDq4seM0b3ozjwC2338z21Sucf+YZrly4wjMXrzIYbJLkEjdqkOUjA+ekmvsf3ubppze55ewSK+ttLly4zNL6MbwsJp/usPn4A+xf2eW2225gTQtcH6KlDdxam4MnHqUmBc0iZ22xTua0+PBjZSFG2+W3xR6F5Z4LQJeFuAJdZBXGDqboWTI/pFMOE7/+Ab3u/1RhuYV8mmxblsiQzQCV5dtrlFM6hrL7taiagEzBtzwmgy1Lm+1WeL/9o4oMVWRUDVm2EGlm5ZYdtKYWQQkVaTM4WyttqJC26OoHLq1WDdfTxNMeQkDbFkArJyZnAaYMajPYyTjWkrdfXqf5QGX+O8v+K8evtYFppDQ0xkrhkmooh2lIykjTrILVCqtGWWbwUghcz0hXGYG87FnTkGayA7OgbNQyoyi0CpdFtb2yZiOlZDqdMhj0K3XLJE6MFo39fhzH1SxYaYXIptMphkH0Ajz3BeCfQT8suLY75I7lDlUlQ8M31OA3rsLHYvCPw60e1O20LYGocO8ojHjT61/He375v/Az/8//xasfeYi/8nf/Npf2BzRCyf4oob64yl7vgKVOg41XrFML7mLkaEaDEa+8+Tbj2Ccxv/Pb7+Lx+z9BvHdAEk9m2PoLmNaKj3/84/RHY2qdTvV6oRQPfPw+0unzO+bSssGAa48+QtrrM7m6ha8FuxRECJ4/b3+ZOHfHcbj5zlfjLZ5i8+H38fEPfZC9q/vccsMGT23v0jy2wTe9/Ru56a5bqTdbHGxucd/73suTjz3B7u4uw/4AlGJhaZEsj/E8j6yA3cGY0SRnMpmSJIkZhuwYLfdZe3xhhne4LihzLI4rybIUz3fxPY8w8KjVQqJagKM14zhl7+CArWuXWVtbQ7oex06e4uSNNzGaQL3uE9Q6nLqlwcbJY/S297h44Rk2N3d48IGn2O9PCClY6HaYJppRPGX3cMhgHLPQqXHrTWvEk11cUSPyIg63txGDDKTGCe9gbalNsrdPuLrM0p13s/3o4zTSHBm47CWT2bJcWMGrCpIxDlMIbSciWaqiLixebJylLqiEplAS3BmsAzy7kmQcBKVjlzPnVUoFz0tGiXKOaVYVn7TSVfHXME4kVBryc9sRoqqXzO0eZamSJQvEwOumY9QVLqXGe/meQKDKQGIlkhFYpzklCBdQRUyaZ1Yj/yaqZY11wIISwpoN3zCBBdI0rwZquK4LYiZWZq6/KapKKasGIzBZsJE9Nuwi13FQWhMEQUVPnDlnEyillEjHqTT1HUdW9MqS3SOlNFO4KkkHaQNDCW3NOo/NNZdonVWQU7kiU0rT7/dI04x2u2Ww/aJAKqrJWnmeWxliW8/xJK7n0G43iQI7WlprS3mZe6awt/wuGMYjPvHweR56NOVNt54m6LRYdENOu/BjK4r1tsOlieC4A0gT0idKMVCK4f4B42nM+g23snHHzTxz/6N85Ld/lenuAYu3neWNX/Yqbjh+jMPBQ9z1+jcynIx49z1/xI1nz3Bt6wne9e/+G6vtBT7+R/fQ2ztgPBwy3NkiGY5etGMv7cK5p7l47Rrr7XaVHA0mU+67997rpKufz3SRM9nbZWc6xRMu/VrI/iShjinFPp+9LJy7lA7NY2fRSvH4gw8y6PU4dvIYl3f3uOmum/iz73wH6+vH2N3a5J7f/wPSacLDDz3Czs4uUa1Od3WJLFdc2+uztXXIYW9IVggQDn7g0Wg0cZXL+vo6URTQbDQ47PUIw8Ao2klJt91hd2uHhcVFlFbsH+xRFBl5LtjaGyHlFKULBAX10KPRqNFu1tnaO6AoJuzsb5LmY55+6iGkE3L25pu54eyNhI11VhortFdXObm9yfLSEk88foGnnjnPJBuQJ4rJdMphb4zr1Lh49QIXLu7whtec5dQpyf7WIR4tRDZgsR1Si0Jy4VIoj2L7gNpim7U7bmH7iRy9v4PH1PKjdZWBI2wpyTrHkhlRZmxaG3qiEHPPry6n9BRQWBplib2L62EYg9GDLp2u1lXXK5TcjbIJypY4larYNLqcymSDhMQF4VR8dGUzQ1l2Ps7xd5RWKJ1YETJhlB1tEVAV2u675PSXTqqgUAVIC+VgmENCKkaTPq63TpFPTGHdadFdKPnGM5ilpCJqrXGtczWrkpzRaEI+zgijgFqtZkYNOg5a5yBMw48jJY7rWjliO8BdlBr1Vr0RODjYt8GDCroqs2jKorM2evhuqckPVnLCXk9ZBh/Lkbe/uXnZhlnELqWOZ3r7pkHNsHiuXdu0YnULuJ5lP0mBJ40mTamfrzXV7Fff9/CsoB8Aj+3CT/4MrPjwbd8Orz19nZNfkB7v+61f5oZTr2aqpzzd3+er73gVjhR8xdoqxSjn7iCgP0q4BuwMevhRSMvzeWT7Grvbuzz26KPUlxcRrovOcx69/yO8aqXFu/7bu/GKAqkFH/nt3ydNc568dpF6o87CtMCJJH946cPoQrF5/jzT8QT9wiD7p7XxwQHnnj7HG2+7rXptb3eHC088Nne9X5zF45FhwbtmNT1QiuwFtvGycO5IgdNYYPvcJ/nYh+5BChhNRiydPM63/aV3oMn4/d96F48/9iTD6ZA8ywiDkBvO3sqlKzvce/9T7BwMcN2ARtRg49RZlpZWSeKEWi3CdV16hz0ajTpCajrdBaa20tztdPBclyxJWV9fY2FxCSEFrXaT8XhIkmn8Wr1Strtw/hlyCbu9KReu7FKLAlYW2qwu17l47hKT0QDXdbnw9FOsnjjD3a95LWdObhDWuqzcUKez2OaWW27kwvnzPH3hMg898gwFOUnsM5mmdBY2GA4H3PPABS5fc/iiN9yFihOSZMqVc4+QJlOO33gTfqtDNwiY7B1SW2uxetsd7D1QELpjhsMBRZ7j+65lsJUl1XLodSlyNVuazxpyrodfDBRgKHV67r15ZkyZ1Ze86qrpSVSlXCpwuqI1lv8275nP6xk2XxQVlFCOjythbQR2iLOqKJilwyvPrwwBRsrW7GGWgRb2XGfwE+SEYYCUCYHvG1aMZbY47qz4KapVgHHAeZ7TbLbwPK/ihjeaCUnSJgjC63jvpiHHSOmWU4tKeqe20rpaw/ETx1joLpKmOeeeOYe06pNmoIm55qoozHUpzLAS17EBw3FN4LLFdNf1ZoVRZkF5VgierQTK4qpxzA5KFdWqAgQ7O7tcunSZLEs5e9PZmTywNvfGiIaVnbO2p0CK6nq7rkueFWz+85+n/h/+bwoc9GFE6998P64/c0UNN+IVN9zBz/7cz9NdX+Ub3vZNvP9jn6Bbb/DguYukWUa9Xsf1XJRSeL5Lb7/Hh97/YZY7y3zkA+9j++oT7F64iLaDwydxn3t/711IL6C50OX0TTfx4Wc+QOB63H77bVx86hkeuLaJJGfr2lVU8QJ0mBdhWZLy2EOPwDd+Q/Xa+csXGB7+MfjreYF2bMLzAh99eTh3BHl8yGMffA/nnr7M6Y1l4kDxDd/8p0mTlA9/4IM8/vAzbG7tsbiyRLuzwrXNHT587x8xGKYEtSb1+ho3nj1NLYLTp06Bgr3dPQrl2GXtAufPn8f3TSYfxylxHNNohMTEHOzucWx9g16/x8HBPssry7TbbQ77h7RaHu1WwP7+IZ7nsLyyRqE1h70+EofdgxGXLz9Ds+azsbbIckeRJfsUaUoy7HHp1Cluvflm1lYX8aMu3WaHWqfJ0soCN5w8zkfvfZDHnrpKb6QoigQ/gqRwuf/BPvH0Ab7oLTfTaDXYO9hGIYnTjFe98S3k2kE6EYPtHs2lDgs33kR9JwEN0+kEx7UTlSi56bMsTc/BIFWGPcfsKB1A2QQ0w18xTpnSMVuniqha6KWqKreUVMcyj1S2jlHe9xmUPx9UdKVpIwRIx7WOUJVvUzJrSsc+gxvmnZadJyoNxFA6SMPsMJCIdfuAuWYrK02zWsgNM6Qs2lLtzzCxstQM4oiiiJtuupmVlWVM0DTXdTqN8X2PolAMhwMODg5AQJoY/LmEapBUXcDGIUo67Q6Li0ukacb29haFysvTxnEEqhAUYIebGJjIoQzEZhKUlsI4fKfsSrWTn6otlcXU2SQomNUPTMeque5KaeI4Y3d3lziOqddrrKys4gcB5XhGEGR5bqQS0ORZxuFBj1q9bovELkEQ8pH7HuK+e36bZWIOcVi5/w/4isPvor5QZzeZEEV1hIC3vOXN/Iu//0/YuXCeq8+co93tcMPJ00xVzm233UZe5DhSMplO6fXHTA41+cThA/f8Bgf751DFNXQyTxUUpJMxQmak4zGH164RdSLyLOHiow8iVEGRqZeKvDy/acXFq5evG8V3/plnSJPnpzC+4GYL9aLy/peJc9cMLj3EZPcyJ49vUKQT7n71Kzl/8Wk+9pFd7r//cVrdFiduPM2Vq7v80Sc/RpZLVtc2WFoPDbbqOLQaAUkS40mPne1NdJYxTScURUIURWxsrNDrDbl8+QoHh4dmEpNsmYKZbQ1P0rSadH9wcIDv+bTaLaaTlGbYIq6n5GlKnBVWabLBsY0TbG9eBQqeuLzFo+cTuq2I0yfW6HS6TEYDnnryPNtbPU6c3GDj1DLRSsRG4FP3A1qhZGOpxf0PX+Lq3ojD7QFJ7qBRnL8yZu/d93P37Ru88vZb2Nk9wBEOj33sQ2zc9RpqjQ41HTDZ7REuLuIvrREEPtPxmCisI31h4Qpb1Cvpjrb9vWJy8CwWjJiHIMrv6MqpijIrFwKtHcMXL0tbcobJlF2PwmbfWhnHZjLwZ+nAa4zujAYtrHwBGqGLyjmXhciyOAmqCi5UBcOZuNdsnOBM58R1XdNQZbNxpTKkNHWAleVljFaK2UbgBtxw8x3kRc5kPOHg4ID9g31GozFaaxYWFmk2m7RabebpRs1mYRqOhGRhYYFWq02hci5dush0OjXXw552tQpS2ha9S4ri/DnNyyhYnRwN0nGQWpFbeKWceOX6Rto3L/RMUG1WNqjujfm3tE1tpfKlqM7fNDJJpMyrSUwnTpyg025XKpJlwHOkxPU80iRhMp2yubXF6soqQgpqUcTi4iL3PPI06oYTXHq6S6/IuSmCJ+97iJMdn+On1xlvXUPv9Pivv/D/I9veZjwdMNq9invTzTy+v8/C6gofvXYVR0p83+PgYB8pXJ687zxF6qCKCdDHtEFd72MAtEqIag3O3noLjcWugWC3ttm+fI1hr1d97rNlO7s7ZHmOY4XP9vb2PyurghdjLw/nrgq2H7/fKN9lAuU22TkYcvnBB3HdiEZ3mcJx+MOPPsRkknHm1A2sr64zmUyJ0ymOhCBw8F1JlggOD3qUHZFFOqbZ7Ri51ekUzws5ODxgPBmzvLRIs9mg2WhSrK2aJXZUo9vtsLO9AwKiqM5wPEUDeVYwHo9YWFggm47JlKYe1UizGCWh0WgTTabs7Q/ojTUXruySF4qTacKxtRRfwrlzCZlOOXHDBm5jge4JFz8KiOoNjm8c44P3PIjvupy/vIdT86lFNSbTKZ94eIteT/GVX/46JsM+vf0Dhg++n7te89VMva5puDjYQ01HOFJS5BlpYqb7aGeOh60UYt45zkEyn/J3+W9BFRTKYl+5FBfIKhOXAoQz04gps0TDhLTO1X6xyrCxhVw9w9FNicysDgrL5gFmQaVyfpJqK9aBzWfuBqNWFMVsMlLJ4S6dl2GhmGy73WqysNhFiMIqGZrzV4ViZ3uP3d0dhsMRjiNZWOhSq9Wo1xsIYRqG5s1MvjKBMYpComid6XTKpYuXyPMCIRSuY/nPpZcX5j65nleNT0RTiZeV5+NI05ykCjNyz3VLHR0jdSylUTg1A7TtBCaLd5eruPI+z4qq4jpGTen4y2chTTOKouD48RPccccdOK5j57Lae6YVnm/ok0prRqMh49GEpJ0QRTXDVHNc9ve3+fDFJzkRHUccazD9kmM8cu/vczmFvWKErwUf/bXfYHL+AmjwUMRZyqVHH0K4EVcunDcrFSHsY1cw7R9AEWLy4wnwPE3xQvDO7/wO/sGP/RhhEIIwXcIPPfYE3//9f5NH7rv3ub/7Gdj+zi55loFnpnrtWzmGz4e9LJy71pp4MqIfF1y6ukN7ZYnNhx9DA14guXD5EofDCVGtyS233MTZG24kncb0e31Gwwnr6ytICaPxhMl4TC0M8R2XOEkIgoAkNlocaZrSXugwHPWRUnPs+DrNep3JZEKa5QyHQ3zPZzQa0+v16XTaFBrG06nVB1fESUxRKFqtJpMk4+BgnyAMaTVbxElCvzcgDDxWVxbp7W+xuzek0Rww3D/gWvMiJ264iSwdkYzHLK+v0G53qa/X///tvXmQpdd53vc7337X3nt6mZ6ZngWzACAIggTFRZQskJQUW5sdLY5lLXbiVCpOnDhlR0pSlVSlnDiuxJXFVUmpbCuKtdgURa20xH0FCBIEQGKAGWBmMGv3dE+vd//2c/LHOd93bw+2IUwAQ7DfKqB7bt/13Hvf857nfd7nwR2bwglW+GitytLF61SfOs92J2K8OYYtGqRxSmtrky994fP82I9+AHIJaYXnvvYXPPzDP02eN3G8CnF8XfPFs4xBv4vve+SZkb4VptIVhqUhigbpSyt3Ri4vYBxlkmtRiZs/GWw7JzffKcsy6Lu5biElUDRMBbdtJNLUSwZTt+yC/672nDRKfrlV6OQUWcoyyWuollh8rnTlno/gzEOIpeBs16o+Mo9YXJynWqmQpX2tVW9bpHHCxUsvEscJnhdw6NCUMcTWJwk9semXTVOg1EwvYa2R/3LDECpPIuZ1Djn6Re9gaKCdZXlZ7dsG53aFq60jCyMVs5Fok3Ozoaq9Cdy8XeTGAatM+COng73PV5a9mc3NDbIs5cyZUwSBVr7UmjkaVw/DHNdxSeKUW7c2uHHjJmEY0Wq18bygfKyxqRnix7/JRRni7la48WdbBI5PvdrAqQb02m1u3lwBle5RiwSFygYk3ZhKtYrnB2RZRpxE+rvAoLzeayQbvvzVx+jGCTNT2oy0Vq2yMWhx69bKq9/2dUTUaevkrl8B/e73YXK3HZ+17T7dKKN98ybVwEXiceHFK2B5LMwfplIJaNYbRHFEq7VLq9PGsmyiMMLzHba2NqlWq/iBj60Eruex0+7Q7Yc4joNC0Ou3OLg0R73hs7u7TWunBUqxvbNLEASkuSTJcyampsmyjK3tXa3TLQWDKKJSq9PqtHFcnzjJ6PZ6pFnGxMQEg91dPN9jbm6GOIrIpcXE1AI7230W5ibIJXzj8a9wdPkeVAabmy2qzTGOnjhMvTbF1IKF59rUGx7NMY8vf/WbVCoWJ4+fIokjwiQjyXPOvbjNvSfm6WzfRMkazz3+GR766C/RzyQxFQb9npnQDbUdnkWpMyIEKA1kYwlnmKRHvuC3vzdFA9EqBpoKDP226yspyVHIXI/Tlzj3nordHP0tu8QHCoqmUloXpkB1lMzNSPvwGFvqsiCQluHEl3h7oVdecOY1l38UYhJCb0RxNNCKh0BjdoIwyjl0aEnDE0JTKS0hyPKcTrdFHCfahFoIKpUKvq+llX3fp98PabfbHDgwR61WI/BdbMMeUUp7m2ZZxmDQJ4pDbS6urBIPLzYuTW20h8NcJUNGGl0gRZpk+H6xOeoqXRYbqNTrbFm2YSNp5chUKGzb0Rg6wnihFsm82GhU+X4Va1Y0b6Mo5saNa/i+y8TEeInTF1LCeZ5hCQvX9Vhbu8XZZ84RhSm+75MkSXkyklKyeuUqMkwYdHah18badnF9nz4OyhKklkLYDsneT1b52wPvfg//8z/+n5idmiKXkktXr/CP/of/nue+fZbXTOwmbly5zJWrVzm6oL33Ein53Bc/z/ba+h3d/juJsNcbJnelSOLkNW7x3Yu7IrkDOK5PqxsSSz1RuNUasNvaplZvMjk5Q70xhusIatUqN2/e1Lii69JsNFhYmCPLEhzXZnd3lzRJSHJN/1MIslzS6bVxbJtKo4LjOjiOx8atDSYnplm/tcbc3JypLgS2rej1B9i2zW67zezsDJubW1SrVSYnpzTEk6TkKqFarZJlGevr6wwGAxzHJstSdnZahIOInU6PiXqVp85eZGlxmrnpKb759SfY2tzl/ofejeNVuX59jaWleer+GOOLLo63yikBjYrPl7/yBM88+23mFo/QmJzhnpP3MXNgieeffgzb20ElXbY2fZ55/N/y7g//PJXquJ4yVFonZtDv49UqFI1UqyCtSIUUuU6KdmFwvbeiHo7wj0AfI+9ZmSAoiDA6mRQJBAxOXOLIGtvVP0uOjGZ2KIEQhQiYAgy+bHD84lFGazMBZVO0iGIzKp47FFaA5TW0YmaWkeUZlUqAlBmzM9PU63WSuG2arcUmJvQpaDAoezHazHoIW6yvb3D27Dnq9TozM9McObzIqZOn8DyPLNMDYnmuue95lhvcW6LQdEYpjXJlnpMLxfPPP8/01AzLy8sAhGFo4JXCdrCQHxZ7Nj7btg27p1gLPeBTcunFKKd9VHJruFajPRUti6y4efMm7Xabe+65B8/zSdOUQr+91WoRRgOqlRpS7nD27LMkSczy8mE8z6HTaZfYfZal9Hd2CNttyHPIMmSSEA8G5MpCCpCW0ENxrxBr6+t0LJv33H8//Tzj82e/xc2V1Ve8/stF3O9z8do1Hnnf+0AIBmGf557+9h1zz7+TyLJsSEYwTLA3K+6a5J7mOXkmwbK4tdMmSRRTEzMszM9pvjYKlUs67bZWx3NdcpmztbVNs9kgy2LGxsaQUrG2toZnu0xOTZOkOb4fULMcZmenieI+W5u77Gy32Nxs06iPY1kOcZxi2zm27bK13cL3fcIopFqt0+tHOI5HFKfY9gDXsemHA+IkpdFscnBqGiUl67duEYYhcZTTbI4RVKooC1Y2tkiVy9kXrtNpTXDP8jLPv3Cejc1bfOBDH2T5xEk6uw1ks0nFreE355jAwrEcPvLROp/70hM8862zVMcbXF1d5eDSUU4eXuLS+ascPTbJ1lafrdWrXH7mazjCQbMjJAJtEGLnrhHWAkzjUSlVNlRLKd3izRiBE3Ipzcj+SyGbAlsvG6bmPgv/zeJ+pTBGHcJCSRuBhbKG7JYCvy+Z8KXcsNK+pwhjIKGGeiwKtH7NEE7QX5xRFUjTGMQq5QGUykkLD1X0UFEcRxw5ci8FCFBU7aWfrMzxPA/f98uqt4RgzOsMggoHDx5kbm6WZqNGv68brp7n4fkavuj2e3uQg6HKpYatcnPSKLxaldLSAqurq9i2jes6OI6L7/slZIPQuuvFZoqgrNAtY8LhOg6eGaiS0jCIxEsb6EopoigmDPXm5boug8GA69evMz4+xvz8vHl+evPe3t7h0qVLWJZm1gwGfUBx5sypEgatVqu4rlPCSzKNUPHeEX7HcVg+fZrZpUX6vS5Xzr1Ae3PzZfPE1toaZ587x0c/9IPYCs49f5HWbuuVE8vLRJ7nXLh4qfzcbe+2uH7xxe/oPu40hu8xIEQ52ftmxF2T3IWCwHNotTukymFudprxZpMoTkmTkLGxOkma4no+vlfRRsmOzaDf4fzzL3DgwCx+UGV3t8X42BgWAjfw9ygIrqzcIM1iapUajXqdMIxIkhjXten3uwAkaa6tyYyxQZal2I5No1lnMAiRCpJMEkYJQVAhTXOuXrvO9PQ4lpDYQuDaDghFGA3Y2Nqi3Q3JgcMHxpmfatIIBGfuOcLzl6/x8Y//AR/6wQ/wgQ/9EOMzM3iNCWRao1H18YMmlr3JX/nxcb70pUe5vHKdui359qNf4vzjcO+pY1w+t8Gh5UlarV2uPfsEu1kF27FojDcJ/Eo5yFSySUwLUjtn65ONMEYassRnhcHJDdaOVigUpgFrsB3zzilt0GGStJSUR3soKJhlaxWpcnIpELmm6pksYzYGRcFNL2mPI+yXoj8w/JvxU81SZMn8MDCNJcqq3hJDY5I8l+RKYgmwbRekolZxmJ6okaURyMwkdttsRrqy1rRAnfAsy8L3HfzAp6Blnjx5khMnTuB5Ho7BwktDFAWOrSdlHVtL+9qObdZMlcleG2W4nD59mpnpGVPx58RxTJZlOI7D5OQk1WpVJ2qlHXvyEVjHtg3DxTQ2lVLaiyDPNTQpKfVjhnRRTQHsdDpcvHgB0Lj/9PQ0m5ubhGHIqVMPEgS+eY/142m54z6eF+B5Gg66//778DyP1dUVBoM+eZ7jeX4pm1BpNLE9nzwZslkcx+X+972Phz/yQ+ysb/CJ3/hN2ptbvBzMkmcZVy5exFeKJJfcuHTF0Hq/g1CK7Y318lR4deUGO7c2Xvt2rzPKk6agLArejLgrkrsQgsBzqVd9hOUwXp1hLAjwXZduPyEME3w/wbYtBlGsj/VC0BhvkOWSne1tbMcnijOkAr9SY2dnm0nbodvrkCbaQcYPXAaDDqJWQ0hFEHgkSYxtCcIoxrY0bc1xPE3tsm36gz5RHDEYDKjV6vpL0O0jJQwGIUFQJc0ysjxmceEAG7e28XyfjY0NEIJatU6SC2wi3nFygYWmT28QEUnB9PwSGxeu8IlPfp613T4fHiS8490fpDkxjxAeXjNn2pL4vsuHP/x+HnuiytUrq7z7nfeTKsEzZ5+h4gt2Ozs8/PA76Yd9on5CY6xBM04RwjZeo0XiHEnsRQUPWKrgWCtyhnBM+f7YQ3PoYVI3H1pVaGqrkUvVS6rC0cK/aL4qcoQU5ukNIZhiMrWorEBgO7o6LYSvfN83RhUZwkw2KaUhPcv1sIQ73FSENKPyGXlpqlGIiEkOLsygZESeRvr+HMPbN96unufium5pR6cxdy0hEMcxnudx+MgSvq9NvfM0w3K9sqouEqLruFp3pai6i9UaaWJ6rkutWsVzPQZhSJZn1Ot1giDQnr9jejiqOJ3Yju5dpEYnx3EdY30oSpgGA7E4jkOaZGXVrhlD+jNRNJiTJDHUR5soirl1a4Pp6SkmJidQilItMk1Ttre36fcH5DnU6zUOHlxkZnaWXreD7RQbqihvY1s2Xq2B5bh7knsUhlx65gLH3/0QKytrrF+9wcsldr1gORtrV7V0xmDAxtUrd5xnRiPutsuez5ULF4kHdyII9p1HUbTo+D6t3B3P5cCBaQ4dbDFIA5IsQUURnudRrU5Rr1dptVtUPE9/SNNUNzOThKVDh2iOjbG5cYu5A/P4vs/42ARJnBCFEb5fNYNMUKnWyBX0+iGDMMaxYWpykiTLjfGyJJEx1WqNTqdDnkvSNGdubg7P8+j3Na4+MTFOr9cjTWMWF+bxXItcWmRSMuh2EI5L4HnE4YCqFfOhd59kYabOdqvPdqwIBwlhr8fByTFevJHy1a8+yeatHZJezHs++ONMLiyhghzLsRgTAilj/tIHH+Yr4gkefeyruJUm73v/+4mjiOee/TZf++ZZPvqRR9i6vFEe523L6IRLbbUnEEaOkLIiFgKEFBRThaNwir6aKBucdqE3U/ytPA3ohtnouPrI5/klHAYhDHSTjTQCC0y9SEpmmlNzsIeqhcLSptCuqzWCtFWeMDi23nssmeNgDJ+VcXIttWcEtuUgyBBkTE6Mc+DAJFE8IM8THNtY9hnIyHZsZmYbBEFljziYEJClWtu9Xm8S+FVs26fdbmMJqAqBb/lm0EgvRGZs84a8dVU2nIv10ao6esWiKCLNUg4dXqLZbOoKVRQbn662C/hFv5fC/H3Ioik2SU0btUiSjCQpGny3M6QslLLIc4Hn+fT7EUmSc/DgYTzPM++/LgyiKKbT6SMsUCpBWBJhKU0BBYQwQ1Bk5j218AP93c3T28f5FWG/z9LSEt3NTZIketVc0W13kHnOYDCgs7v7qtd9pSh7FUqxubH5nVf/ryNGWWJvRtwVyV0BluMyOdGkUXHIEOTCJs0kjapDvVbROtPCMlodNr1ej/5gQJbn9Hq98gt0/foKi4sHSZIU1/WZnJxESotWq0Wt5pPlin67S6/bJ00zfM9lEMZYlsP4eNPcd58w1Dt5tVrF9Txkrmi3O1SCAM9xaDbqkOdEccSttTU8P0AgSPMEy7awXQfXVjQbNseOnmZpukYa9fADm1nP4frOGpU0peI4TC/PsrLd4sblS/z2b/8e/bjPD/7oT3Dg4BlkXseR1xjLId9e5wc/8B6UgC985et86tOf4YEH3sWPfPTH+OY3HueZZ88xtXgCUdTSSmuODJukxf8oMfOiittL2xta6+mkqYxOixzBeoej68a3okzAxaZRvLdFgi+j+FvxeIYjKYTOzqV0bfEYBtqxHZ0wSorjiNxsgcMrwRBKGjpzkGYpeqNwsESOhcS2c44dX8RxFVKmSJkiHG8PW6YQIBvqm4/0F8xaBEFgJAy08xJGkExKiWM5ekRfaku8UVZSMYxUsFOKZF+sjeO6+J5vOPOqVF8sJmUdx8G2nOF7LY1cgtkM9fMdvsdKKfr9Xsmcsgq5AnNqKxK3ZsrktFotKpUKk5OT5eu3hN5IigZzo97g9Jl7iKKY3AwCFoWC3oz15uz5LkGlwsTkBJYYGVI2IfOMB8/cy+bVayVd9BXzRabvOw4jwl7vVa/7SuE6WkteAbe2t17XfdxJFN+VtyLuiuQuEFRr4xyYmWa8EdDqhyih7b1c18IL9BFxbGyMwWBgmjnb1Op1hGVRqVTwfJ/NjU0qQYDjuIRhyObmFoMwJI5S4jhmEHawXY8sk6RZTrVWx7YE3f6Aeq1GLhVh2C8rxWq1air3fjmRmGcZFd8j8H3SaoVmo8bOzi47rS65VNiuoBb4DMIBk7NVfvDB41RqFVqtLs3mBEvTddIkxol7bK636e5GrG+ss9oe0AFia4ff//jHyGTOh3+0wvTBRYRt4UmXCTI67R1++EPvJUoiWrs5R44eZf7gQX71/r9FGoacu3wL/akVJUul7HxaRdIdJkxgL8YNe5gUWpOlaAwVOLpJUAaiKUb6y+p7DySDgX9UeX97moqmaaoUw+eksQosQ/vQY/qFFIJucBZqjOXrMxiRbsyqUj5YJ0/NCsIkay39m3Ho8AHm58dRKkEh0S2A0TNG+SRLyd2CeqkKqEvp5+84jjlyC/Is2UNvFMpIMxT3anD2QnisoDwCGrM3ybxI4hoOU2BwfEsIlG2VbkCaNjk8eRWTpkphpmT1OiVJTLvdKcXHRk9bo8NflqWNtTudDkePHsX3AwqqqlSSwSDk+vUbANx3370cPb7M6soKu7ttut0uSZIYltCQdeP7AY7jEPj+8FQ3Ep7ncqzeZLJe3/NZfLkIXA/HssmztKQZfqcRVAPz2Va038DBIuu20+6bGXdHchdaP2RqappTJ5ZZ3zlHPJB6WCJNmZ2epN+LzHCLPq4ePHiQKI4R5osVRRHT01O0W21DHXOI45jp6Wl2dlp0u11mZidRQm8UnXYXFPieaxgukRlO0UdP13Wo1+vcWFnB87QmdTEibld90iTC8xyEUkyMj7PbCvE8hzgZEElB4Aredf8x5qcDnEqFg0eOEAQ+ByZ8Hn/061y9cYu17YSr17bY6mWEQFCvUE0leVrhY//q9+nvbvPv/dwvMb98P7aw8URGXaXITo8f++gjpKmP69fZuLXKi+trCH+MRPmmWrIZyZPm+KywhKFEFhlRDT049Xvxcnz3Qu2REQkAfYHSF5ZHfCGG5g/F/Y2W8eUJwVB1NOddlMluuOHoalugR+wFI6cDGCZYSoQJCmE0oa3RtAOUTr6e7xtEKkfJhEbd58Sxwzi2PqkItJNQkTyFoEy8xUYBRk1RaD2VQsclqFSGUJRSmu4IephISeIkxTFDdVmpIU+5PiVXSalywExJXUikWYplVbFszV0vG3IKvcnJpGxY5kZYzLIUhXNSnhd4O0RRbCpryhOYPjXox9evWW/gmp+uaDab2izELpq7ERcuXGBt7SaTk1MsLC5iWzYTE5NsbmxqDR2KJq00nq0MNyWpXjZ5B55HYFt6Gvnlsv9IVP0ARwhDM7wji+aXRK1eB/Tnudd+45J7+dEs4rvPtnzFuCuSO0IgXLBdh+VDs1y9scqFa32iLMF1asxMTHLl6g0sB2rNqqZNSm0JVkibep5nOvIJQkC/38dxbKSEoFJhamaKLJMM+l2CwMdzHGqVCs1mkzDo4/sBSRxzYHaGMApxXY9ms87C/Bx5rr/8cRwxNjZGGA7wK1U9YJNlZFlOrVFncmqCjfU1bDI+9N7THDnYpN6scujICSanmly7fIVvfvMST33rGpdWOlzb7NLqJ4w16rzj+DIIi+3dFq1un6XFGf74k58llvDXf/k/ZnLxNI4Q+HlMQwXsbG6wvfoiSZzgWALPtZg/8Q7iqzvlcbgo0iWUrI7cuBPpr7D+Q2GGfLv8ABRXGqn0FeQq2wPhqHxoXVfg0qMTpFIY++qRir3QpSneP/04+o+5NEM7mcaiS5mBonK1Cr73CBNhJDllI05BJUNBKVA5eR7jOjkn7zlGrepjLGfLCrNoJhaj/MUGNlwTjf0Um6WwLPr9PpcuXSp7HUkUkiQJvhHWKk5CnZ5OIo7jjJiX65cuCzjMKtZElRO05isCQhgoytJrpCS+F+B5LkmS7GnWDaEYSWHW0u12jZdBueDlBlZsZoU7V2zErcIwJAxDKlWPNE25cuUK169fJ4piZmdnyyrfdV2CSsDOzm456yGVwjWbiGb3KGSxud0WzUZdN4PLU+ArRxAECLT+fiGq9p3G2MSEXh8piQd3Zpzx3YjXem3fzbhLkrtFZeYA8SBkfnaKMyeO0O29yAsr20jRpNsPsSzN/FBS4Xk+O9s7VAwlrFarkaYpW5ubTE5OUalUaLdbIKC9tWlU7SJt9aWgXq8zNTVtPkiSRqPJ9PQ0GxsbOI5DHMUopQjDkLHmGJFxuG82Z9na3kZg0euGJWujH2lWQ6/XouJlvP9dh7n3WIP5gweYPf4gU9MLtFevcuHcNb7xxLN869IaN7d6dMKMuQMzHD28hJR6cMqybQZRyMZOBz+o8oUvfhmvUuHnfvE/oeZXuPniOpfOPYnKU/xqjaAxxvjMAcYOLFKfnGd9NymhA0bzplCo3Ahp5RkooygoRHm8L/VaRio5dE1LKQdgRtKlMn6ppotZwDLFVKa+v4L2JUpWSLHmQuhGoGMVU7KqxJzzLDdyDyMMGtPcLJgm5di+GjZ2pczJ8rzkfJevxWxsUTTADwSHj8yzsDCr/XaVHKFMaky5kC5WuSyryILxMkSAhqYj169dxXZsbMtBKklqql7fmFO4rp5mLfBnPf6fl8lUKXSlnkuTtBVCKZI0JjVCdo7jGO0X7XeaZZqymcuMLB/CaJZlkWYprusWzxSldDFk2aJ8f4rkX2BaxeZebERS5riuS7/fp9PpEgQHaO3ucu3aCv3+gGq1wtzcLK7rkBuFxvGxSTZubaOkIDe2lvqzpTH8Xi8miuOXrcybY00cxyW6Axu7INCaMHme6ffoOwxhCWantPOqVIo4evUG7r9LjBIUiu/AmxV3R3IHKgcOIXsd8iThxPJBLckrczZ3trl6/QZZJul229i2g+d5zMzOkqapSdjKaGVDHMdsbNxid3eXer1BmurpwkLXHQnNZpP19XWSJKZgJYRhiGVZ2ibM0qPU21vb3HPPSXZbLYTQfptZkiGNdZ1tOZoKmUsc12KsZnF08Tj3Hp9haX6a+aP3M3HsPXQ3X+RbTz3BjRs32Gq3WdsN2eplNJt1Tp+6hySOSNOUVGb0+30ypbi2us70RIWjh+d5/vxTDHYvcPH8dc49/Tma43WWjpxh4dgJJpaO4FWreixRpVgj72gBcZRVnNCNw9wkd53g9Rf65eEY0zgtf458L9WQ8jjUc1FlEixwYCGEkbUdYYaYys22JcoxdD5A5gZakMOBnOK0UPLBC2zeDCcps7nIwlx7RFxMHyJEWYlKFbE0O8fxE4fxXGESu4MsN0Fj7IEwWUmWX8gCc87yoUJlqdIoClckWUJBlj20JkwzbStoM9zI9EanIZFCVVHTQC2wBBJFbD6fdglLDXsJUuqBP5Xpyj4IfDzf1cSDtDC8xlT7CttALNuVXfr9uIRLhjFMQroZauG6LnEca3VUL+DKlat0Ol2klMzOzuL7vhGiw/Soaniex2AQlhua9ujVn78kTQkHfXNu3BuNeh3btuiZ4a9Xi6Jy18NoryO5C4uxWt0UBJLwDazchzLUOt4MVk4Rd01yRzkEM3O4rS5BEDIzVeXeI1M8E/aRWQbKotsNybKcubkZLRoURygjcdrtdul2u9SqVbIsJwgqDAZ9eoM+IPB9n0Ffm1x3u13iOMY1Sm0rKyvMzMywuLhArVZnY2ODaq3G4cOHGYSDsppI05RKtYIQ0G53OHPmDBsbGzRqPnmacuLQFKeXZ5mdmaQ+f4zGwZPE7S1uvHieFy9dZHVti/VWSJQpFhbnmZmeKptPYRwRpylJluJXqgz6PSwgcCx+5Zd+kWvnnubyuedZPrnM0j3vZO7YO3A9l6i9w+baKlvXr7By/Trnrg07/0pJw84YSrMKimRdwAFDDH2obzJM9EViL/NdmWhHmqeqyGNF1a+TuWbNC2QmjYKgycwMm7haGMzZg1lbt28yGjMYngpUQS8EUCax59opqzx9iDJxSoNNT041OHFimWrFQ6kcuzAqUejzQbGRMdxHlFKk6dCDVD+dERmEgtXDsCrTJhZW+XyLJmeBDw8bpUM8v3isLMvMyUOvnes6mq1jqKFpmplpVbeEfKSBsRzHxRKa+TKkmOrn7DjatHp6appOu29OEPmwHTICzQghqNWqxLE+BXY6HQaDkLW1tdJGb2npYDl34Dg2eS6pVitMTEzQ6XTNCWC4Adq2jes49Acvb1dXrQTYQjDo9V8rU+AHQfl9VK8Dc7eEoGLuoxjGeqNib89JvebG9d2MuyS5WwiriuX5NGdm6Xd7zM1PU/cc4ijhxfWILHNwbJdWq0O7E1AJvPIDvL2zQ6PRMJVGRL1eJ4pC4iTB9zzSLCMMQ8bHx1FS08EaDd1QmZyYoFatltVinEQsLi4yNT3N9PQ0q6urTE5Okec5/UEfNegzMT6OEIokCZmdmaSzu8XxpVlOHZlh6UCT6aVFxk6cIs4HPPvlv+DajXVeeO4qFy6tc60l9Ui6YzE5MU5vd5s0S8jRmKhf0U3dhbkpHvnQe/iJv/wIN69coX1rg3fcdz8H772P5qH7kYNNbj1/nue+/STXX3iBa5c3uHRzh8qBRSyhEJZxw1Fg4QECcoFQNgIHRI4S2m6soE5CkeBBCGkSmiqTsGaraDkChIVVJHcxlOvdI1Ng2BUKnUBHW0tFAldSoWSOUsP7EiP3o4tPUd47MidLJFJjKrrhSYFfS60LU7SxlIXKAfrU6w73nTnG5HgdoTJsWyCMxIFQtp4JEAoh8pJF8UqkjQJrF4AyuK01kvwVeys0wVBTRDeTzU85wlaBcqI0y/Ky0e15PpVKhTzLSVLdbJR5bhhBEssyUEyaYhtcu/SkNY30YlO1LMs0SD3yXEMRZt8sr1OoRVYqFdK0pRvCccLOzm5JD15YWGB8fLwcZsql+ZxZNrWa/l7pIUBRwngaalNE/ZdP3lbFA6WIe/3XbKhWDCwTZ6PG7ncewtLibwCplBoqeoOiYFXpB0brYr9JcZckdxDODDK6jOPazMzNIrMEa8rj3jMWrf6z9Aeh5iFbkiSLma1NmfHnHo7j0Ov1UFIRpymyv8varXVq1QaL89O0Wh263R7jjSZxEpNmMVHU5+DBg3iW4MjxowhH0Ot12dnVio+rqzeJogRhCcYnxrh+/bp+vG6Xeq3K7OwMcRSTRAMWpqqcOTLO3EyD6cOnmD31LjL6PPPol/j8n36KvhRstzoEVZ/jY3W2+gLH82i3tum0OwzCEM/3aNbHSGKI4y4/9qMP83M/+xHSLCJPO5y89xhHT7+fysElsu5Nzn7183zyz79CsrHD4TTlcCoJlSBUytDfMKyRBM9VKCWQxsNTWHojE8YfxhqRyYVhIioNmAsaohpWdpZ5AKUM62U0qReVNkNYZW/OH7JihDAJ3hqBWkZYM/o6w8cqKt0ikVq2hTJ4vMbMhxtBliUgwPNsTp08zvz8LKKwACzgKIRO0IZ7I82JRCpFbtakcCYqn4859oziqcVpQW+Ow7UsON2jp53ipY32J4q1vX2YzLIEnuuiwRe3rPKl1HIC+pRlkUtTfMjh7Qt65uhJzPX0pG2WZS+B4UZpkaM/8zyl3x+glGRsrMmxY0fLU2+W5SRpjCVsbNvG972SiqyVM011nMQkUUj2ConUMf2JQbf7sn8fDb9SQQCDOOa1aJMvF0JYVKs1/XhRSK//+rjyry++7yp3EFYNu76E5a9T8SRj3Sa2EyKE5J6jS+y2XmS3k+EGAePjk7iuQzjogxAEnmc0MCKOHj1Ckg6YmZnG9wLSNGHQ7zMxMU6tVkNYgomJcUOVUwRVD0VGvxuSphlTU9OkWUaaJHS7O8xMTbCzsULY3aZSqVJ1BZOViq5sXBcpY44tj1MfCxhbWGD6njNIlXDpG0/y+T/6FDvdlItrW7gofuSHf4B77lnmE5/9BmfPr7LW7mNXHPBdpHAJBxlp3OFHfvgBfvanPkxve52xyQkeftf7sfwG/sI4nfZVvv5nn+aPPvFJGqtbvNet4TVcLtoJsmYhfEh3IgR5ecxOsz5B4FOt+gzCkCjKEDho6zVbJzwhykRTYMpaJEppqYCR5D/aeC0TxN4fw0pejF46vP3ef6shfGSogaP3U+LNUpIbvnlx5w5guXqYxxIFdp+R54k5fQiOHJ5nfn6aLEuwBFq0rKRuFho7UPSHtSwwKGWagrlEWsW0pyqF0QCGUrkFbFSsldkkGF07MXxRpolZ4CHCnFiklGxubuqGqNJ6LUUz1nYcZJqWGDbmNFT0QvIsxew6WsfGsUfUJIcDUEM+/OgGOoTU8jyj389KfSU9CZwQBB6nTt1Ds9kElBlO8kniEZcoJVEqI021ZpN+zLxsAr8SjGLbNrlSdLqvnWgr1SoArXbrdWHulm1Rq+vkHoURUfjGNVRvH2JSSrzKtb+7cZckd90ss+tHyAcRVtpl/NAhrPV14mjAsUML9PsRrcEVWv2YPMtLGpTvuFjCohJU8D0PlCTsxwSVCmkSkyYaIwyCQE+pVivUKlVqlYrGN8nZ2tlmZmoaW9hU6lXanTai6mALIOkwXrVYPLNMo9HEcyyyOKTb7dDPBlRrPoN2h21XcKQ2R6YqXH/2Uf7833yMnfU2F9a2ubzRoe47zByY4cCEyy/+1R/hn/+rv+DC9Ta9LMH2iuZgyMMPHOE/+GuPcO35Z2hOTrK4dJCx2RlEpUrv2gU+86nP8Rd/8BkW2wk/VJ9ioyp5SuVc20hZ2e0wKyZwXUGWR4CHbWvZVu2pChNTTfq9kG4nMqwQA4IIdVvStUZ0xUdpkjqR6IlFp9Qmub0iGU3ALzXdfrn33yQGMdRDEebKUmrFxELTXFhDGKnIbLpZq08BqBzb0SeVhcU5lpbmEEK/FhxHwzVKV9QW2tdV54jCHsIkQkOB1f8eVrY6wQ+TsU6Me+cFMCeaYbIfJuRieAn2bmQYfPvpp5/myJEjTE5OAnpTK6ilo2bgxTprPRhRJmzX9cx7ZpV896GRyHAKVid8Rn7X/0gS7fpU3EZz3nMWF5eYm5s14mRDGVvHcct1sY1va5alpvel1yhN0le1l7MsizTPab+WmYUQJea+/Tot6xzXLXnuURSRJm+cxnrRnwEoWFtvVtwdyV1J8qSNHUxhBYchyxBOnyCMsLa2EEJx8vhBdjp9PNejnyQMQvMBVwrf86gGFfzAo9XaYWe7xeEjDdzAo9/vaFszyyIIHDzXpdNuk2cZk5OTtPptAs/F82yyOKbf6WPLFBuJTGMEOZNjDYJAkA62seo+nhtTryVMjFdBWjhUiXoxj3/uS6gvPMbO1otEYcROp8+NtTaDVFcmn/7SE8zOPMKBmSp//a9+mN/82F9w6WZM3I+pVTLuv2+Jv/7XPszmzRsEvubHNw4sgEro3lzly1/5Oo/9xVdY2kp5972HuNiQXFjZwa4e4PSZWX7i+AHaoeTR529ya2eLnd0+4IJyUeT0eiF5LpmamsYSLu1Wv2wG6gSvfxbtxGFTbuStGklWmiFeDA6NNI0YQjvDCr9IyGrkvoZTjwCWlAhLag2TInkVlaa5TQmPFLuM0tfJ0hRlIADfd4CcAwcmWDw4gxAZea5wHLdk7EhGMHtjiKFMA1IaCErmEl9UUUoipN4KKNaqXB+N0xevR8dQt6S43HBkRi43bCP2XBXPc5mZmdXa8kmik3Eukblm4Di2a2SPjUxwnuMaxUrtBlWomQ5nEYaJe6i4+UqNvYLpVMg8RFFEFEW4rsvExIRhRg37B1qxcuivq5uTer4kTROU0tIhvX6fV9NDXF+7ybfPnmXNTL6+Uggh8AIN4XRbu6+Jz79cuK5L3VT/cRRrO8M3KEq2Kfodz7O7KLkLIZaA/w+YQ39qf0Mp9X8IISaBfwMcAa4CP6eU2jW3+XXgb6O//f+5UupTr/YYSkl6GxcYW3ovwprEqipkeInqwSUmeiGDXohw4D33H0XGl1jZyehEiTbHEA79fp/BoE8c95F5huf6pEmKQOD7AY1GgGNr/nqjUqEXhtoWLwxJU0Wvs8Pc9Bh5MsB3wbVBJhGOSpicmsRxLDY3VhmfmMBzqrhek7HmpHagwYJckmcpjmjjuwHNuQUalQZpZYyVnmRSOLh+ndWdjD/53Lf4+R97P/edWuRnf/oD/O7Hv8r66i4/8eEf4KMffge9nV1ct8bR4/cyc/gE3tQ4g7VLnH30Sa48cZFGlHDm/gVu1hyefPEq977vA/yNv/v3QQVceuLPafUG1Fda3Hf/Kc6du8jOTg+LCkplKJURDhI2820mJiaNLENS6oUM34+9+OseKtdIFV9WqkXVP1LZjmLRto0Z7S+0S/ZSJofCYYAQ2njZtgxXf2h2/UpfY6kkykANti3I85TZA+MsHz1IEDgolZjHs8gEiFwiRI5j69eRSUmaaQMP3QwtOPcKz5OmOsz3slPkXibMXt/OYaVeeM4i9nQRhmcdMVLVC6jXGxw5cgQpc9qtNlGcsLVVTH3mJbavWTUZSuVUqtVSN10n9lRvWmamAERZUQ8hpSG3vdjEhdAMlCzLzFT2gH6/T55nVCo+vh8AiiRJS3XO1dVVdnbae9ZDSwoLo9qpYZler0vgeq+YA/7ot3+bT3/iD2m3Wq94Hb1yUOwS3dcpG+C5Lp7hDMdRRJ68PgmDO4rRQ6s5Db5ZcSeVewb8V0qpp4QQDeBJIcRngF8BPqeU+sdCiF8Dfg34r4UQZ4BfAO4FFoDPCiHuUUq9ImdJ5pIb336U2sRRnOYcwq4jnDHIWowfmCbubtHe7RLYFU4e7bK1e54BFvVGzTRrIqrSRmaKWAkGUahleKVFELiMj9dxbJutaEAY95iYHqfRbDLo9Zis2iRBhCO7jAceXkUyd3CehYPLeJUG/TDh2uWLHJma4fR9D2G7db726Jfo797knQ+8k7HxKWQyIIn7dLrbxOEAkcPcVI3Z2XFOnjrC5RfXee6Fa+z0cr51fp2p8Qv89GSNDz18ms5uwu//4WeZqvswSJheOkFQH2Nm7hDe7EHS3gpPfeFRPvfVJ/G2txnzXZ5Lc559/kW8apP63ByOrWhOHcV1D3PtyudwXZupqSYPPniac+cvsrE+QGEhc1vr0Sc5O9s7eK5HjCRNTZPUwCd5AX+IoZRAKRI2UuEPi3U1ZNOoIRuk+FsuFXYuS/xXP0ZeVtF70nbRNFXaQLrQUdePaGKkYavhkwyFZo4ISzE7N8mpU8tUKi6Qo5QDQuhBHkvXy1oJWTdXc6NXk+aZVo4s9xmrPIUUrB2ljBSBefxy4ymaqGL4FEs8Hcr1G62Yi/5C0YAtZG0KOmSSprRbLTZubQGitN4r70coQFKtVjl06BBjY2OkaTI07qAwHJHIfNi7KKC44v0p+OhSZmWC39zcoNls0mg0CMMBUubs7u6YjSU1XggJ29u7dLt98xp0j0Cbc+gp1eJ9zrMc13rl2j2OYuLotVkrCthav8Xl1Rtcu3H9Na//cuEYITiUYhDFyNc55fp64o1we3qleM3krpRaA9bM710hxHlgEfgp4IfN1X4L+CLwX5vL/7VSKgauCCEuAQ8DX3vFxwB6g5g02sVpzJHGMcIaR8gQu1JleukgijXSKOXw4SVu7XR55uJNYqkIk0RjjElOmsXEcYLrOQjD67YdXQW6jstYc5xavcrYWINaxWWlt82EN4ZTm2FqpsLJk8doHDjO1IEjBLUGCkEadVk8eJDe9jqt1g5Xb1yk1pygEthUJw5w7D0/hBQ+3a1Vuls36OysEXc3iVot0ihloTbG3Dub3HNkiaefv8qFq2t88bGv06zDj3/4B3jkh9+L62bMNFzW1q7y7nc8iOfVUAHk4TZnP/8Yv/OHn2aw0uFQ3WLTyVi70uL5rQ6W02P+mXPUnY/xIz/5S8ydPM3giS9h2xauYzE+XuGd7zzJ889fZWVlHdt2SGKNs2aZQsp4pHmqSs1vyxJkmRlAEUXjcYitv2TY6bZqHW5roaphMh/KAZux95FNorytGMmQt50czOdw738oHEcgrJTlowucOX2CIHBNwnGRyFIdUzguluvq111g/YY6qqnZxphEWNiWXTali+EopYZNsqIpa14NRUV+exN5FHrZg7+P/L0AamBYPWdZRpbnpGkxOKVGJlv1HEGaJqRpzurKTba3dwgCX6+pJYbKh1IhLBvbsoiTtJQ0GDaAtbiahlS04maz2eD06VP0+z0uX75MGKasrKxw69atPSJqShVMKr2hZNkQ9tHDWTnFZvLd4HgrKfm//sk/5V/9i9/k1urN13UfjuOUsN/WTmtkM/zuh4ar9O9KKdL0LvVQFUIcAR4Evg4cMIkfpdSaEGLWXG0ReHzkZivmsleMNM145sJVDhx7jsMTi7qakxW8+kFUJ8Ybl0zkFt2NTbI048TRQ7S6EReubkBuESWJNn0Qglq1QqUygeM4JElMr99hjmlqtSbd9i3iKCfz+nT6A6aaHgsHHJaWz3D03h9g+tC9ePUxutvr7Kyt0NvZ4PqlF+h2tugPdpBSsbpyi0F/ACLnhfMXefb8Fd71oY9w/NS9zC7fR7+1RevmC/S21+ht3WTQ3kGlCQszNQ4v/wCrGzt87qvf4vFvPEczqPLu9xxjeaHG9sYmi0dOUAlqVKZnOf/El+isb/KpP/wc8c1dTtfqVKfGefL586y2Ynb6gmoVLl68yn0njvDkl/+MH/6pX+X4/Q+x8a3HKPxI/UrAg+85QaVmc/HCCo7jYVkeWZaT5+kI3S0vE7A+wtu3MWjKT8FtycskmtuS1ijnW4x8sU0xi8bqC+jH2rMbFBCPlDlZqsrquLg/a4SBIITAFhauKzhz73FOnzmC6wlkbm4rbG3abXoAjqOreInZuCyBpQRY+nLLLgagtLmEyITxkB2tesulGHlWw7+XVEl0YlWiWIMCIh5W+ULzSHUCFkP1xtJYWmH0YCyT4IdDUEop8gz6aUiWSoLAp9gmHGfIkinMw5XSUElijDKkLCCmvHwPC3njer2GZSk836Fa9UmSiEJmuEjsvh8QBD5RFLO7u0scp+S5MvCNTmx5buA5Yb0yrvYdRrfVovsa8M2rhabN6s/UrVvrb2hy16etYY8ieSMhoNvijpO7EKIO/AHwXyilOi8dVR9e9WUue8nbKoT4O8DfAWjUKtxYvYkQOXHnGrkIsKxxRHUCqzKPSi3qhyeQac6g0yGLB8i4i0p6KOUjcxdkjuNYeK6nvzAyJ88yJqYnEcKl2+0QxV0mxqtUPIUQDkdPnuaBh97H4j334dbG2dre4Pyn/i3XL5zjxpXLqCzh1q0WYaa59UpmECcEnkNQr9DZ2eFbj36eK88+wdHT7+T+9z/CsTMPcfC+H6HXXmFr9VnC3euEW7v0uj36nW0Wpqr8zZ//Sa5cvEZn6yat7VsIBYtLp1g6/g6qM4dQ+QC2e3zxzz7F+sYG97keB+cCvnjjBp2OZCWSWLmFHCRcurzK2ecu4TgWz5/9MlMz09iOwLJdlLKwbIHrK9710P00m03OPnORfr+LsB3DLBE4jiipf1r3RLMubMfg3kZjHZMQR4/0ZUIThcogI9WrfueLadHi9sN/a/qhsFyGW4GBPMzgVK4UqWG+W5aN7bhgaQNrrVGjGBtzeOeDJzly9JDB9vWQk+OCkuAKDP5LqV9eNIGFkUG2sbEd27wmnYQtbMhEiUcXr3uUNlh+wIvS2zKiBUW1BohCMa3oZTCiymlOBgXMk+c53W6vTDi51J6vxeMPG6L63osK2fNcqtUKWZYiLPA8y5iVoLVejAiZNurODeRW9D6GnPowHFCrVWk2m6XUwoKZ3N7a2sZ1XQ4cOIBl2bRaLTqdDo1Gg1qtRhTtMpzKleVJoywI3jwW4KvG7vYOv/lbv8nY2Dh/+PHfR76RyV0qkmJuREkG8WtP4H634o6SuxDCRSf231FKfcJcfEsIMW+q9nmgMCFcAZZGbn4QeMn5SSn1G8BvAMzNTqljy4eZmpnh2vmnCTs9po48zKGxGSz/AHneBxVTnTlA69tP49qSv/TB9zI5fZnPP/YMjjdOUKviOpAmclil1evUqmP0uiFKDpiarlGr5SwuTnHqvgc4cv97acws09na5rkv/QFPPfFZ2ptbxGHOjZsb9AYJre6AQZIRZikiUzjCRtkC13eYHW8y3agySFrsdr/GlSsvsHT4MO94+C9xzwPv48i9H6W/u8bu6lmqO7fYXLnOoNXBr0nuPzVLp+3QbW0zM3eIpVP3Mnn0GKgeq888xeNffxKoMp1KJuaafOHKOk9tdFnpJ1iZJPAs0kzSi+FrT55jYW4C6xufpjl7nz4iC7QxhWVhW2AJyekzJxibGOOZb59jY6ONLQQqA5TEdozpvLKQmEpeZdi2hYVNKXClCibN3qZrQYm8vXLXCHcBn+j7GMoDFJUyZeKTsmiOSoaKZhai0GoRoMjJVY7jwMLCDA89dIz5BXNwNJtHicerYlJTaOE5dOLR8r4FpdPcr7LNRqbphbmU2EoiZaFTU8D9Rtah3ORuazTfBj8IQKrieamXnGSGlb80chQZruuU2ik6UY5OuQJIc9LKsCxBrVZhamoC19OCYUIU6oqCJEmxhE2a5bo524/IMq1f7xolxjzPzRCSz9LSEjMzMziOHo7KUi3/0e/3SZJED8Z5Hq7rEMcJ3e4a9XqdWq1Gvz8wnPZ8j8KjhrbePLz51WJ3e4df/4e/hq4B39gGp8wlkaFaZlIyCN8YO7+XizthywjgXwDnlVL/dORPfwL8MvCPzc8/Hrn8d4UQ/xTdUD0BfOPVHsN1HX78Jz7CtWfP8anPfpF2p8dD791hYfk4TjCOXVkibZ2nv9vh8H0PML9zi1434l4LdjtdLl/vkelShETl1GpVzZYRNnEUUQ1S7lmewxWSucU53vv+DzK9dJw4t3js07/H2SefJmx1SMI+V1d32Gr16HZDuv2ELEuQSpFkehxd5nrEPevHbGz0aFR9anWP2ckJ4lwRRwM2bl7jhace48H3foSj7/wAB+/9CN2tqzj+0+yuvUjYbTMItRDa7NQch48fZeL4OxAyY+PcN/nUJz7JC89eYqFRI8LhS9ducX475Np2QubY1B0tn2tboLC4ubHL4988ywede9huPUcuc4RSxgXIVMqWrt6mpyZ4+OGHuHjpGhcvXCbOEvzAw5MOcZyRZVLDFAwbhXIEmy2+sGUTsKjAEQi7wKlF2R1USifjYixey+dKs+nYWjpXRMVcz0hitBBCG2iPgiG5SlB5yvh4jQceOMmpk8eoVOzyRFBQJaVJ7Da6erUsmzTNSeKYXGbYoHFoRw/7DOEjQTiIiCONZdtWFaUsk+D1pG/B9ilLdfNC9cZxW/MXoXXdpTLjqkrDMC+b5zQLJktTo9eiE2sBZd1OadTsHahWK3iea2Ae/TzSNCdJtEnN5ua29l2VksEgKiEdx3GMCfYWiUlAUkp6PS2XXa1WsWxBp9Nl49YGQmgOvXZdkriuy9TUFJubG3iex/z8Itvb27RaHZKkTwHKFc35uylez/DT64kkjmnttkgWD7I7COl1XnsC97sVd1K5fwD4m8BZIcS3zGX/DTqpf0wI8beB68DPAiilnhNCfAw4h2ba/KevxpQBbQvWurXOJz/2cZ564RrtOCNOMs48+C5OPPRRsOq0WilJnDN/5gG61y+SXL3KdFrjXfcd59bGk6y3Irq7GbV6nTBKSOKIwPeYHPd56MFTnFieR6WKQ8eOMbmwxM2VFR77whc5f/bbyDzDtmw67S5r62vITFEVFmPTFRxvil4/otvr0xtEeFWLQ3OT+AryzOby6ha3Njvs7oZcvS6YPzDB8YNLIK+ws/3bnH3ma7zvIz/D4vFTBNUmZDaBf4PWzhrNsTEWj59m4uh7yCzB7rnn+NPf/XOeu7bCcjdm3HK4VHe5tLHDZicmS8G1LDKh8H0PRQoohO3ywpV15uYnmF+sIX0HaY7nQml6nNZyz8hkjuMKTp1aZm5umgsvvMjayjpSKYKKT5pI0lRXq5RJvlAMG+LKxl9jBK5QBkbR7+keJg2F4NfwulKANJIDWFqgqlRltCwtAo+ZILWkvg8yfM/i2PEjPPTue5mZbqJUqn1HjZ2dbetEjcxLurne3LQGeq70QFSaKSyneH2FZ6pFnmpzjd1WmyiKqU9OlglbytHmb4G7SIphJbOTaTs8isfWsFaxF+ifZnNQw01QXzyUQhbCTIaaJF40a/Ugk15Fx7GYnBxnamqKLE8Jwz5RVJwAcsJBpK3vwoRwkGhvVUufWKTUTdF6vU6v1yeKwvJUsrm5wWDQY2pqkvGJcXzfo1IJSBLtMNXpdPA8j3q9TqOh1Rw1ZTJndnaWwSAizzsUBtxpmulp1e8W6P49FFmScu78CwjXY3Vjnfbr9Hx9PXEnbJmv8spo2SOvcJt/BPyjO30SWZbxR7/zcS5eXWGQZGxs7nDxxWt862ufZe7QUepTR/Hqi4xP1lGpor54gv7uLlm/x8GFWd7z0DH+7ReeobXbY6w5Rq1ShTxlbmaMh955jHc8cJLp6Ukq1QZSCs4+8U2efvrbrK1cp+YJtrd7tDt90kzRrAY0qzXGalXCOOHZF1bo9BNsAUcPTnD8xAIi7BPEDs9eWqMfpwjXY/nECdZu3uTi9W22t3Nu3Kpwz/FZojSk9/sbvPeRn+bIPacJeyG9XkwQVFg8tMTkyfuQ1XEGl7/BJz/++5x/9jpH+z1mpib4zOoKbccmSRRxCtKIeHm+R7c7QClFELhEcUKSuTz5zGXeX5tGzDRIZGIgDK1aKKUkSWLSLDNfcIv5hUnm5iZZub7Gc8++wM52Cy8IcF2fJJYkseZ4l1SxkeqxNOJQRcNslDWytzLVVadVpCeKak4pdCWLTswFg0EgUBZo9FqiRIrlWCwszvKOB09z6NABPE+hVIJtoTcEYWiJI5RNCm65gXP089X0yyTLcKWNVFp7vKiGw0FMu92l1e7g2LrJqqTWn9lr/K2wC2Nuw4kvDLlFIetgNj6l9HX34M6qYOWY04YRWPN9rzSzlsaNKc9SLCGo1qr4gRbYEkJgOTA1PaUlcIUWwsqNBr2qCRynRxhGjBlISk8U24RhRBhquCfLUoJAG45Xqy6e75TvcZyEpGmFSiVg9sAEWaYH4ZSCbrdPv59QqbhUqz62Y7O7uw1YDAY99FSsliAOwwF57mJXXpnn/naNbqfDf/cP/wG1RoMoiVm9du1Ne+y7YkJVKsWFS9e41eqz3QnxK1UyZXP+3DmOPPFlpg5usXz/DwBjZP2bWLbF1NFTqDjD6exyYnmed2316fTO06wGjDUaTDZ9PviBBzh5fIHFQ4tYnkdrt8s3v/o4l65cY2d7E1tlDJKIJImwvYBQ5nTCmJkD03QHIedeuMEgzpiZafKXf/wDHFua52tfepSwp3j2xi3O7fZo2YL5RgM/CGhOTOIGNRw7ZWVrG2Up2rsJJw4pzj72KbZvfJN0sIHMfI7ec5zp5RM4FZ/22jN86hO/x+Vnr7LQ77PY8Pj06hrxxBh5KyOM+liui43G0qUxCNac5AwpIUxSrt5ocfxEh9nZJlmuIM0Qlo2FMhLJMVGsbdZq9RrCcnE9l+MnDjM9M86li1e48uIqg16MlLoJmaXFSH5B9ius5nSiL2c2C8ZL0Rws82vBbDH/FeqP6A0izzOE9MAIhily9IFPl6eOK5ieG+f0mRMcOryIF9ikWYiS4Nhgef5Qjtdg2oWrkZKyFBRAQWq440mWYVt6X8kV5Km2p8syRafdZ6fVIc10k1KY51C8PrtwgtIdXc22sezSSBshcGwLy3ZKwTGljLMUYFs2SZIQRqG2bDRSvEGgE1+W5dosRkKaZJqOiqLZbHBoaUkzPWzj4yokSpQUHL2J2IVTle6TxHGszS2UXn/f9wkCn1qtYjD7nGazYSSBA10EpCmDwYAwTGi3eniej+/72FaGP1Wh2RhjMIhMgu+ysbFNHMclM8Z1fRYWlmi320RRgm07pKkkEm8eU+RuCaUkK9ffvIQ+GndFcldKsdUNubHRxq/41Ks1sAOeeeE6WfbHTM88yd8+dJzaxCx2EJO2r+COzTBx9DQbz3+LycYkD5w8xObWNt0wo9PeYqzpcPjwLEvLy1iWzY1r1/nao4/x4vOXibOMW2srLMw08P0KQaXG7m7EziAjzmBrs8Xm+k0qVZsPfvgH+Zmf/xmabsqf/Pa/ZnOjzbX1Ntd2IgaWx/LiPGowoLWzSa8XYjsVBmFElORstEOy1MKxFccPjcPOAK/eYH7pKHP3vAt/eo5w/RJf/djH+Npjz7LUVixP1PlcaxNrus7f+4Wf4p/97ifZvZ4RxhpSsQEXD9sc/V3HIU4yLEuSYbHTHjBnNEXiPAUhsA1dMUkSdndbSJkTVHwQCqUyciWpVF1OnlpmdnaGa5fXeO7si8RRimW5+rEUCIMr51lWJq6SA6+GTkoF86PA+rHUsAFZngGN3K6tQBoWiFH9tF1FreEzNt5geXmJQ0fncD0HpWL6/RQpcxzLpl6t4nuOYb3o5CtVoUWj/9NNVaO2aJgncZzohmUmkUpLE6Sphi92ttt0On1c19XDV7bN2NRUSREt1R/NAJY+xWiHKHvk5CGV1I5XpvEZRRFZmmPbrsHCo9KXt1arUan6WJZt5H51M7zT6RLHCY5rs7AwT61eI881xCGEIMu1x6pGhIZ0O9D9Ad/3S2exLJPGHEQY7NzBdTVduGgs93qDksMeR9pNqqcGGpufGcN2XMOZh1q9Qr1eJUkmGAwGtFptut2eaZjbKKVNNYoEX6tV4VUFCPbjux13RXL3XJef/fd/jH/xu3+MVC6eX6Hb66NUyuM7zzBWu8DpB+7lkb/6q1juJE6ljYojgulFGgduEndaHJhs8sDpZR7/5gtkWJw4cS/TU+PEg5Cb6+t87dHHOf/M83R7IUnUZf7AGONjVbZbKfgTjM24dNI1SFJ211eZmgz40Z/+af7aL/9HDHZW+di//H94/sIV1rYHXGuFdHPFgbEGXpoTAnGSEkYxSdQnCFxqtUmELRFOwgPvvIdGTeAQsHToHcwcvx9/ZpFoa5Wv/PGf8eXPfJ2ZDhxdqvNct4Xwqvz8L/0VDhya5Fd+7se5sP67vPDipi7QLEDlyEzi+S5Ihe+6uOgvVZLkSAlJkpKkemCl6uuqMIlT2q0OtjsUkUql5rqneUqSRlSrDlPTTTzXQsoMmSlyq6jYDcsFQBV68WoERx7RMjHvrRCgLCOuhcb/LUsbRyFyM54/0JVjPWBqZowDc1PMzk3SHKuhkGR5QmxYGEmakMYJtUqNilchz8CyTGJDUweV0o5JxaRnbpJwHKVEcUyS6MYxWEb+VhEOIrrdAa1WlyiKaTQsXC831E4LaapcKRNDKdTVeJplxnDEYOMGnsozU3Ubkw79OnXFPco8sm2LKErKpFpIAuS5IooSXMdjemqMer2GlnmA3ODlCIPvG2lmMNO0UqKMjLNt2WSlNINt9F5k+Z5pD9So3ATzXOvZaxaR/pzEcUSaVLEd2zTSC9kJC8eFZrNGrV7VU6ZxQhwnmqFju1hWk36/T6/XwXfH37gksh8vibsiuSul+MBDp8iE4o/+5AvkWPTTBJRE+i79JOGpRz/LAw+9i9lj78OqLiF7l5Fhm8bsLP3tW0ghOLp0kLDbp5fBQw89QL3aYHvrFl9//HFeOH+R7Y0d8HJOnTyCI2xu3tpl7MAyVmWCy889Rzpos7QwizPj8TO//Et88Cf/Br2163zlT/+EqxdvcquVsNqO6UWS6ekJ6s0aG1vbZApkV0/j+Z6L77tYUtFwLR55332cPjKOwmLq4DGmlo/gzxwi7azzxGf+hM/86Rdp7Iacmq3TCyShcllsTrC8fITKWIP5Qw7/4G/9HP/j//k7bOz0sRyB5ypEbFENKvR6eqCqUquRJTEWkGYZ/UFIt9ulEvg442MIIQjDiMEgZGJqEsvSVDulck0tzHMQutkohMT1bDzXJsuKKlWNmDqLYZIv3kNua8yM4uyq6DUOK0elcjzXZmxijMmpOvMLc0xMjBNUXGxXIMlJsoGBMLRbVVDxGYQ90jiBXBG4ARYWUrpYzoisrUnuhehVrnKEZZPEGWmW6ypWpsRxqhutGfR7A9qdPoNeCAJcL8VxtPnzjeurZAUXWkEUxxTWgkP9HavUTVeqYO5YhuPumuaivryY1HUclyDwjaBZamiGWfmdEEJQrVaYmppECMhS3UexjVibKHsMOgqDb83n12qgtXodPwiwLRvLNJ1ReUkV1Xx6hWO7aK9VucdHt2g2Y06DoL1Y8ywH5MjzUFSqLr7vkMtKCRtmWcbazXW63Z5+/XcL2f1tEK+1kuK7MRL87xqL87Pqv/17v4i0bK5fXSFJJWlmDCWEwLEFvuewsHiQ+sQMCBtkhMpjhCXI4ogkDJF5ThQnZLlkYmIS27bo9rq02119NE1T/MChWqkyGMQoHFzfR1g2nU4LJTMatRpBYHHg4DKW49PbuUW71abd7pHmOWGUIRVUKgGWbRHHiR69yXWV53p6IEcoSeDbzM9OYAmJZQcE1QC32kQIiywcsH5zlUF3QE1KqlWPUEnCPMdyXCanJmmMjxH2B9iWy+VrK3S6A0p9QaUn7TRVzjTLBFSrVYJGQJzq5qltW3hmKjNNNTXO93z8wB/mBWGYMEYVMUkyup0BWTr0Oy2SwWjcntxvv6x4gGH+EeUPIcDzHCqVCn7g7pEFLvRmCt57PjJkU2jYWJaFYzu4jmv8SotUZJ6P0iJNRSUvhDCQjRo6IJknXlTMeaaTmwAsR7sz1YO6HqkvX+gQYtorOSBKHvtLdzqGl6lh72JUlE0xKhksyuu5rkvge6WkLxR6P0MLvfJ9EUNBsvL5GUrTUJ9Ha83sYe4U3PsRNsvodHJxu3Lg6rbXKITRtR/h/Y8239M01faAlkW326PbffMGed7OcWB2iv/tn/2/Tyql3v1yf78rkrsQYhPoA1uvdd3v85hmf43uJPbX6c5if53uLO7mdTqslJp5uT/cFckdQAjxzVfagfZDx/4a3Vnsr9Odxf463Vl8r66T9dpX2Y/92I/92I/vtdhP7vuxH/uxH2/DuJuS+2+81U/geyD21+jOYn+d7iz21+nO4ntyne4azH0/9mM/9mM/vntxN1Xu+7Ef+7Ef+/Fdirc8uQshfkwI8YIQ4pLxYv2+DSHEkhDiC0KI80KI54QQf89cPimE+IwQ4qL5OTFym183a/eCEOJH37pn/+aGEMIWQjwthPgz8+/9NbothBDjQoiPCyGeN5+p9+2v00tDCPFfmu/bs0KI3xNCBG+LdXqJH+Wb+B9abOJF4CjgAd8GzryVz+ktXo954F3m9wZwATgD/BPg18zlvwb8L+b3M2bNfGDZrKX9Vr+ON2mt/j7wu8CfmX/vr9FL1+i3gP/Q/O4B4/vr9JI1WgSuABXz748Bv/J2WKe3unJ/GLiklLqslEqAf4022P6+DKXUmlLqKfN7Fxg1I/8tc7XfAn7a/P5TGDNypdQVoDAjf1uHEOIg8JeBfz5y8f4ajYQQogl8CG20g1IqUUq12F+nlwsHqAghHKCKdo77nl+ntzq5LwI3Rv79mmba3y8hXsWMHBg1I/9+XL//HfiHlHYcwP4a3R5HgU3gNw189c+FEDX212lPKKVWgf8VbTi0BrSVUp/mbbBOb3Vyfzntm+97+o64zYz81a76Mpe9rddPCPFXgA2l1JN3epOXuextvUYmHOBdwP+tlHoQLe/xaj2t78t1Mlj6T6EhlgWgJoT4xVe7yctcdleu01ud3O/ITPv7KcSrmJGbv3/HZuRvs/gA8JNCiKtoGO9HhBC/zf4a3R4rwIpS6uvm3x9HJ/v9ddobHwauKKU2lVIp8Ang/bwN1umtTu5PACeEEMtCCA/4BbTB9vdlCPGaZuTwUjPyXxBC+EKIZe7AjPx7PZRSv66UOqiUOoL+vHxeKfWL7K/RnlBKrQM3hBAnzUWPoH2N99dpb1wHfkAIUTXfv0fQva7v+XV6S/XclVKZEOLvAp9CM2f+pVLqubfyOb3F8Yabkb+NY3+NXhr/GfA7pnC6DPwquqDbXycTSqmvCyE+DjyFft1PoydS63yPr9P+hOp+7Md+7MfbMN5qWGY/9mM/9mM/3oDYT+77sR/7sR9vw9hP7vuxH/uxH2/D2E/u+7Ef+7Efb8PYT+77sR/7sR9vw9hP7vuxH/uxH2/D2E/u+7Ef+7Efb8PYT+77sR/7sR9vw/j/Aaw4341PTWiQAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Get a batch of training data\n", "mixup_fn, dataset, loader = get_dataset_and_loader(mixup_args)\n", "inputs, classes = next(iter(loader))\n", "out = torchvision.utils.make_grid(inputs)\n", "imshow(out, title=[x.item() for x in classes])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# display data after mixup \n", "inputs, classes = mixup_fn(inputs, classes)\n", "out = torchvision.utils.make_grid(inputs)\n", "imshow(out, title=[x.item() for x in classes.argmax(1)])" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.5" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 4 }