{ "cells": [ { "cell_type": "markdown", "id": "73734a08", "metadata": {}, "source": [ "# Getting Started" ] }, { "cell_type": "code", "execution_count": 4, "id": "f0ecc512", "metadata": { "tags": [ "remove-stderr" ] }, "outputs": [], "source": [ "import jax\n", "import augmax\n", "import imageio\n", "import matplotlib.pyplot as plt\n", "\n", "input_image = imageio.imread('https://github.com/khdlr/augmax/raw/master/docs/teddy.png')\n", "\n", "def show_image_pair(img1, img2):\n", " fig, ax = plt.subplots(1, 2)\n", " ax[0].imshow(img1)\n", " ax[0].axis('off')\n", " \n", " ax[1].imshow(img2)\n", " ax[1].axis('off')" ] }, { "cell_type": "markdown", "id": "f6ad27f2", "metadata": {}, "source": [ "## A Simple Augmentation\n", "\n", "Augmentations are composed using `augmax.Chain`.\n", "\n", "An important difference from other frameworks is that we need to keep track of our own PRNG state in `jax`. When augmenting your data with `augmax`, you therefore need to pass an `PRNGKey` along with your image.\n", "The nice thing about this is that it is easy to get deterministic transformations. Whenever you pass a specific `PRNGKey` to an augmentation pipeline, the transformation will be the same." ] }, { "cell_type": "code", "execution_count": 5, "id": "76ca3e31", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "InputType.IMAGE\n", "InputType.IMAGE True\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "transform = augmax.Chain(\n", " augmax.RandomCrop(128),\n", " augmax.HorizontalFlip(),\n", " augmax.Rotate(),\n", ")\n", "\n", "rng = jax.random.PRNGKey(18)\n", "transformed_image = transform(rng, input_image)\n", "\n", "show_image_pair(input_image, transformed_image)" ] }, { "cell_type": "markdown", "id": "77e618f5", "metadata": {}, "source": [ "## `jit`ting an Augmentation Pipeline\n", "\n", "Now that we managed to do that, let's try how well `augmax` works with `jax.jit`." ] }, { "cell_type": "code", "execution_count": 6, "id": "030fce7f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "InputType.IMAGE\n", "InputType.IMAGE True\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "transformed_image = jax.jit(transform)(rng, input_image)\n", "show_image_pair(input_image, transformed_image)" ] }, { "cell_type": "markdown", "id": "e6545866", "metadata": {}, "source": [ "## Additional Data\n", "\n", "Transforming additional data like segmentation masks or keypoints is easy. Simply specify `input_types` to your augmentation pipeline." ] }, { "cell_type": "code", "execution_count": 7, "id": "6c7e0755", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[, ]\n", "InputType.IMAGE True\n", "InputType.MASK True\n", "InputType.MASK True\n", "InputType.MASK True\n" ] }, { "data": { "image/png": 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2bdvGzp072bZt2w2dUC3LYnx8nP3797Nv3z6OHj3K+Pg4MzMzmKZ5Vdv0eDwMDw9z77338mM/9mM89dRTBAKBO/LhXAu3YplAVyRSfoWeoMLjg15CuoRXlZC4dbMCrismnJrlUqiLICBXd5gtWWRqDvVWEIBI2QfjMbY8/ih9O7az8wPvJZRK4Qn4UXX9AlEf13GwTJNyJksll2Pm2AmmDh5m6ew404ePUi3kMWo1HNsB10Xzehjcs4ehu/fQvW0LWx97BF8kjMfvQ2tmGS7rOrcUEVttgOctKFrBgFmrIauq6AJojWvN7V/P37M1ZhrVKuXlDN/70z9nYv8Bxl5/AxC8k66gykO9OmGPhCJJTBVtcjWbhYrNcvN3aOk2rAev10s6nebxxx/ngQce4Bd+4Rdu2fvyYuiUCW4gXNdlfn6eEydOMDY2xokTJzhy5AjHjh1jaWnpHTuGcrnMqVOnOHXqFK+++irDw8Ns376dnTt3smvXLnbs2MHIyMh17a2dnp5m//79vP7667zxxhscPnyYfD5/zdttNBqcPHmSsbExMpkMuVyOJ598kp6eHrQ1WpA6uPkR8ojSQF9IJaRLeBTplswItOYTx3WxbCEYlK87zJct5ivCP6DQEBOQq2qE4wniA32Eu7ro3baFnm1biff1Eh8YQPf71uzld10X27IoLS0ze/wkyxOTnH3zLTITU5SWl6nkctiWhaJpRHuShFJJQskEQ/fcTc+WzSQGB4h0p1F1DfkyugNcx8Go1WhUKu0Aw7EtbMvGbhgiqAgGKS0tYdbqwr+gWR6QJAl/NIrq0UWrYSyGrCjtIOJax5p2uVRV8QQD9G7bQnl5uR0MGLZLoW5juy6aLBP2yOBCzCsT88qiRGO45OoiUDPttbMepmmSzWY5duwYfr+fubk5YrEYuq7fUXoEnWDgCuG6LpZlkc1mmZmZ4bXXXuPZZ5/lrbfeIpfLXVX6/3qiNZmePHmS73znO2zatIlnnnmG973vfQwPD5NOp69a17vFBzh9+jTf+973+Nu//VuOHj3aZu5eT1iWxbe//W3Onj1LqVTi6aefZmhoqBMQ3IJI+BS6gwoDYQWPcmu2ELZ9BBCtghVTZAEWqg4TeZPlmjASkhUFSZHxhcJ0b9nE1scfo3f7Vra957F2FqA1kZ6/fddxcGybRqXC0vgEY6/vY+boMU69/Cpmo4Fj20iShObz4guF6Nuxnf5dd5EaGaZ/5w6hFRAKXdB9sNa5uM3Vv2NZlJazFObnKS0vY5kmtmFgNRqUs3mSw0PE+nqYOnCISi5PvVTGFwphWya2bdO9aSPecBhfJEzPZgXN70fzepAVZRX/6VqgqCp6IED/XTvIzcwhyTKu42A6kK2JFk3bAY8i0RdSsF2oh1WSJYts3Wa6JNGwLCqu+M75aBGbjx07hqqqjI6Osm3bNqLR6B1Fbu6UCS4TrYmwUqmwsLDAd77zHT7zmc9w9OjRG1YCuF6QZZne3l5+/ud/nh//8R+np6cHv99/RbwC13VpNBqcPn2a3/3d3+Wll156x+6Jrq4ufvEXf5F//I//MUNDQ3fUA3o+bsUywcfvCpLyyaT8Mppy4UR4K6AlIzyWNZkr25zOmmTqDoblYrngIhGIx9jwwF42PnA/yeEherdvwx8VQkEevx9W3LfnXwOjWmPu1GlGX3ud2WMnOPqd52hUq1iGiWUYeJrSwcnhIVIjw8T6ehm6ew/JwQFCqSSBeBxZkVet2teDZZjMHj/BwunTovRw5DhGrYZZq5OfnxeSxYaBJxDEtkwcy0LzeoXpkWVjm0a7LVJWFLzBYJMHcRdD99zNyP33EevtQfN6UK8DO781vlbzBUZffZ3n/9dfcPaNtzCai5DdXRrDEZXdaQ9eVShbttQeTUeUct6YNZgpWUwWLExnfV5ET08PH/7wh/npn/5ptmzZQiqVuiXv17XQKRNcI1qtKqZpcuTIEb70pS/xuc99jrm5uWvabuv2at1nl7rdVt68bX7RZe7LcRymp6f5t//23/KpT32KX/u1X+OZZ56hr6/vstJgrutSr9d58803+fmf/3mmp6cvOwC6kvNaD4uLi3zyk58km83yu7/7u8Tj8dvmAb0T0B1QCGgS6i2WEXBcF9OGkiFWn5m6zWTBJluzydQcLM2LJxKgK50m2tNNpDvNwO6d9GzdQiiVItrbjarpyIoMsiyeheZ967outmlRKxQoLWcoLS8z8fZB0SFwdoLi0jKKqiCrKsFEgnC6i3AyQf+unXRv3ki0t5fE4ACBWBRPwC8Miy7yTDiOQ71YorS8THFxibNv7md5YoLc9CyLZ86KtkTLolooYJsmruM0V+DiCQ3EoqheD4qiUlg4p2pYzeexGg3B8m+SHWvFIgN7dhHt7ibak0b3+a6phbHFVdC8XiLpLob27GbmyLF2MLBcdYh4HGzHBbcZDEGToAqKDF0BGdNRKNQdcg0Ha50EbqlU4tChQzz++OMkk0ni8TiyLN8RC5BOMHAZeO655/j0pz/NCy+8wPLy8jVtS5Eh6pHpDSokfAoRr0zEIxH1ygQ10Wp1PuqWS9lwqZiif7lkOOTqDstVh6WqTcW8/MzExMQEv/7rv85nPvMZfvZnf5af+ImfIJlMXvQ7y8vL/P3f/z2/8Ru/0ZYXvRQkIOGXSXgVgrqEX5PwaeIhtR0wHFiu2syULMrGxQk+ANlslq985Suoqsof/dEfXd7JdnBToDt464i5rAxyLQeqligHLFaFq2CuAQ0HTFchHIsR7e1hw/0iGxDr6yXW34vu96PqGqqur5qgW335IEyFjFqN5ckppg4dZunMOGOv7yM/O0+tWMR1HTRvEG8wQKS3h/TGjcQH+9n00AN0b95IKJW6YPsXOyfXtikuLTHx9kFmjh7n9KuvUclkqRWLlDPZVZ+XZLnd+aD7fHgCAfp37iAQj+ENBpg+dgKzWsOs11kwhR9CrVCkmi+Qn51n7sRJqoUiA7vvQvPqqB6PMJ7iMlc+60DVNSLdaTY+eD9vfeWrVHI5XEeMgVGPjGm7OKqQtG5dFkWSkF1I+xUcF3I14QppOWsPOJVKhQMHDnD27Fl6enoYGBi4JbNxV4NOMLAOXNfl7bff5t/9u3/Hvn37KBaL2E1BjytFxCOxMaqyIaYxEFaJemVxwzbfl6SLPx8+VSLavB/d5n/OkZmgYrrMlCwmChZTBYvFqk3tEnP2gQMHGB0d5Rvf+Aa//uu/zlNPPbXm58bGxvj85z/PH//xH180ENBkSAcUNsZUNsU1ugMKunJOa36t8xOa7S7TJZvDiwbHlkzKFwls5ubm+OY3v8mDDz7Ixz72sYufYAcdXAVcwHQgV7MpNFxmyhbTBYt8wyFbc0ht3cZgfz8Du3fSv+suQskkwXicYCKO5hO99K1U/VpwLItGpUJ2eobs9AwnXniZ6SNHyc3OkZudRZbERBzp6mJg9y66Nm1g62OPkt6yiVAyiebRhSDRFZb4zEaDuRMnOfniy5zZ9ybZ6Rlsy2p7FkhN8x7bNPGFQ4S7Utzz0R+mb/s20ps2EOnuxrFtbNNC0VSq+TylpWUWx86wMHaG+VOnOfPGfqqFAuVslsL8Av07d7BwepRHfubj+KIRNP3a9A0kWSaSTuN/Ikr/zrtwHZfczAymI1b7p7Imd6V0ApqEct7lj3rFKqtquMyVbWrW2uNMixP21ltvIUkS6XSagYEBAoHANR37rYBOMHAebNtmaWmJP/mTP+ELX/gCy8vLNBqNK+IFKJK4+bYkNLbENNIBUSvVZKndW32lWW5pnX+4rkvEIxHQNDZEVSxHZBKWqjZTRYuJgs10ybogLdbqQnjppZeYmJjgZ3/2Z/m1X/u1VWWD6elp/u7v/o5PfvKTa/IDfLpCf1BmY1RhKKIS8yloMu3zhEszihUJhiIq6YDCrpTOG3MGhxYv1CNoHfPMzAyf/OQn+aEf+qF1LUw76OBy4LoujgsNW2Te2q8Ds1WXbN1ltiLhJHuJhqJ0p3vo2ryZSDpNamSY1IZhvKEgmseL5hNueNJFym5Ww6BWLDJ7/ARTh4+QmZxi6tARcrNz1EslJBfig/1E0l30bN1Cz9YtxPp7hYRvVwrvVYpxCWKiA5KE7vfjj0ap5PNtISBZkTEqVYx6Hd3no3fbVnq3b2PTQw8S7+8l0tWFJxRscgYskTHw+/CGQnhDISLd3SQGBzGqNXIzsxQXl6jmCyyPT6J5vQzu2UNyeJB4by+KRz+XIbgCtK6ppCpospfuzZuoFYoUFxexDIO65TJfttmaWPv7uiIykxGvTNgj0bCldQMCgNnZWSYmJigWi5edDb3V0QkGViCTyfDKK6/wmc98hv379zM7O3vZ31Wbgir9IdFC1RWQCekyQV3Go9y4fmqpWR/TFXHDAwR1l5BHoieosDPlUjQcpos2o1mT2bLdTsm3uABnzpzhL/7iL6jX6/zGb/wGXq8XwzD4yle+wt/93d+RyWRW7TPm19gSlRmJaiT9MkFNlAG088Pxyzx+TQJVAz2s4lUlQrrED6Yba36+Xq9z6tQpXnzxRT7wgQ9c8f466GAlTAeKDYfJohjwZUlwG86UINuAhZrCpru30rtjG9ueeoJ4Xx+634/m8eAJBi5p9dsqDbiuS61UJDs9w7HvfZ8TL7xEZnKKaqHYtBRW8UXCDN29m4Hdu9j99AcId6fxBq9uRdoWRHIcrIaBWW+ge33E+/tEZ4JjE04lCcYTyLpKZnySwsICyeFhdj39AXY89QSx/r5VtXJZlqHZzeMLhfAFg8R6urHv2o5RrVHN5Zg8eBjHtsnNzpGdmaFeKpHetBGzXicQjeLTNCSZa/KolpAYuns3jXKFqUOHsU2TmikyjKbtguSycsUkSRKa0sqwysR9Co2mMNF6mJqaIhwOk8/nV6mm3s7oBAMIr4AjR47w3HPP8dxzz/H6669fNlNeaK2r9IYUuvwKCZ/ocfXr8tWWxq4ZsiThUyV8KsS8Lt2uOLa+kMJCxWa2LBzUCg3RamNZFmfPnuVzn/sc6XSaj3/84xw8eJDnn3+e06dPiwcB8GvCd35TQqcnIJPwyXiUK89yrAVJkvCo0BNUUGQP2brNiWXrAoJhK6Px7LPPdoKBDq4ZZ3ImMyWbsbxJ1RRCQZYrYSOhBYIkhvsJp7tQPTq56Rki6S4UTcUTCCDLl07VV3M5SkvLTBw8zInvv8jimbMsjp6hXqkgyRKpDSNs2Hsvvdu3svODHyAQjaD7/eg+7xWVAs6H6ziYtRqjr7/B2Gv7yE7PcPcPfZiND+xl5/vfizccpJovUFhYFJr/hSJGrc7GB/bSu30r4XTXZU9+sqLgCfi596M/LDIaWzbz8l9/VhAWM1ne/uo3qBWL+MIhRvbei3ytcsgSbHn8UWzL4tjzz2ObBpZhkK2JsU1uLszOhyqLhUZvUMFyXBYq67eBZ7PZthNib28vmqYRDodv64Dgjg8Gcrkc+/fv52tf+xrf+c53GBsbu+R3FAnCHpmkT6Y3pDIcUekPK/i1m09MRZIkVAmSfoWkX2FD1GGmbDNTtFmoCmZ0vu5QNFzGxsb4sz/7MzZv3szXvvpVjhw5gmk0CGiiLWwgrLIjqTEYFjoFV3KqwsXNpWG5NGxwcdFkIUCjrtCnV2SJdEDmwV4PsyWbYuNCWVHDMHjllVdwHOeOEgXp4PqjdeeYNlQMF9NxsVzRmmfXDdR8gYXRMUrLGQrzizQqFSLpNPGBQULJOHqz5U9ZoSLoNB0FG5UqS2fGyUxNM77/ALMnTlJaWkYP+IkP9BOIx+jZtpW+HdtIDA2SHBxA9ejXFgS4glBUK5YoLi4xvv8AS2fHqZfKaB4PgXiccFdSlBxcKGdzlJYzWI0GmsdDcniIYDzWFiy6+MWTzl1DWSbclcR1bBRN49j3XyA3M9fmFmSmppk/PUpqeAh/LIrnGmvw3mCAcFeK9JZN1EtlGsUittEgV7cJeaQ1gwFZQmQePRKhZsbWWEeIyHEcqtUqZ8+epVKpvOv6Me8E7uhgYGlpiZdffpk/+7M/Y9++fZTL5Yt+XlcgoAn2/4aoxo6URm/w6gR83i34NJlNMZmNMY1yQ8iojuVMxgs2pYbD8SMH+atP/yVv7nud0vIc3UGR9bgrobE5rq1i6l4OHNcVKTlTmLjkag7FhoPjuvg1mahXJqRLBDQZX7P9TJYktiZ0tiRMDi4YGOfxNm3b5vTp0xQKhTvWVKSD6wNfs8tFlSVMx22K0oi0fqNapVGtkpmaanoKRBnf/zaxvl5G9t7HwK6dRLrTxAf6RKag2d/fCgRyMzNMHDjI/OlRxl5/g+zUDJIsM3T3bobvu4euDRsYvu9ufJEImteL6r02DszK0kBhYYH5k6c59dIPsC0LfziMNxzCH43giwjbYrtFZpyawbFtgokY6c2bCCYSa7bSrfRMWDkItEqV/kgEXyhEvL+fA1/9ulA3rFaplUpkJqeYPHiY3q1bQZKuKRgQZRWNcFeKDffvJTMxhWMYGKbBYtUmqMu4Ubf92RYUWcInQVhXiHhcApqM7TisVy2oVqucOHGCSqVy1cd6K+GOCwZaN3SlUuGv//qv+ZM/+RPm5+cvShBUmhHlQFhlZ0pja0IjqN/afacSQiZ2q0dmc1ylbrkcXzY5umzy4je/TESX2JtW2BD10B9S12x5vBhcV3QKVEyX8YLFsSWD0Zx1QZ1OlkTr2baExo6kRpdfaXMPHhvwcjpjYdgXRuW1Wo2jR4/y8MMPo17OKqaDDtZAb0hFkSQKddGyWzZE6aylFNiq99uWJeSA83mWxieYOXqC+EAf8b4+Rvbew7YnnyDS3Y0n4Gfm2AnmT57i0De/zcLoGI7j0L1lM7s+9AGiPd10b9pEqCuFLxQmmIidIx1eh0WFbZpkpqY58LVvcurlHzB54BB9O3eQHBmmZ+vmVZPw8sQkZ996m2ohT3rzRgZ27cQfDaN61hYKMmp1YVWcyeKPhAkk4hdyJmQZ1aOz4/3vxRsJ4zouc82MyOSBg/Tv3IHi0Yj19V7zuYa7utjx1Hs4u+9NjEqVSr5ApmoT8chUTRevemFXAUBQl4h5ZXqCivCQWCcaaLUZLiwsUK1WiUaj13zMNzPuqFG0NeHX63V+//d/nz//8z+/pKGOrkjsSKrc2+1hICxsV283yJIgAN7X4+G+nmur57Wuse3C/nmDfXMNFlaQFs+H48JsyWa22V742ICH+3vECqnLr9AfVqjnXOprPLBXIn7UQQcXQpSo/JpEwicyfo4rUWi4K1wAdSRJxnEcbNPEbDRoVGwc28G2TKr5Ama9hjccJtbbi+rRmTl6nNzMLK7rkBwZwhsM0LtjO92bNxFOJYn29KAH/Ki6B1m9uFjQlcKxbHIzs2SnpsnNzGKbJt5gkHA61ewcUMB1z2kD5HI4to2iangCAXSfH+W8Y2rJF1dzOXKzcyydOUs43UW8v4/UyDCSouACRq2G0mx7TA4Pkp+bJ5RKMn96FLNWp7i0RHFxiUo2T6NSuWYxIs3rJdLdTay/j3ImS3FxCRuThiUcJHVFYa2Ci1cR411Ak4SFNuuLn7muSyaTYXl5md7eaw9gbmbcUcGA4zgsLCzwC7/wCzz//PMX/aymSDzYq/Nwn5eI51y/fAeXRtWCLxwtM16wMK6g1LZUdXj2TB0Jib09QlBlOKIyW7LXDAbK5XInGOjgqtHS9/Cqwv0u1QxaCw0bJAnVo+OPxdC9XhzHoVGpUM5ksZv6/YWFRYoLiyycPo0kK0S60+C6FBYWAZdYXy8Du3cS6ekm1tNDIB5D9/nQ/f4bVlq0TZOF0TGyMzOUMzmhYJhMEO/ra2c7XMehWixSyeep5gu4tuDeqLreVDM85//R6oYwGw2yM7NMHjzE+Fv7SQwO0rdjG/H+PrFN26aSzeEJBPBHwqRGRsjPzRPpSaOoqpBWXjTIz85TXFykks+jejwo1xQMeAjrKdKbN1ErlshOz+BWc9Qtl2zNIeKR1+xw8muCSBjUZTRZQpbWFj2TZRm/38/8/DzT09Ps3r37tu4quGOCAdM0OXr0KL/zO7/Dyy+/vO7nfJrErpTO4wMeIh65HTnerjfA9YTrihX8Zw6XmSmunw24GGqmy7fP1Ngc14h4IOaT0dbhU12p/kMHHawFjyqR9stsjmsoMkwVbWzDwHBdJEnm3p/7CNF0Gtu2qBVL1IolctMzABj1OsXFReZOn6a4tMSG++9l9zMfJJRI4I9GiPZ04wkE28TAGzmOGNUapUyWqUNHyM/MYdZrhLq6iHSniXSn26twSZLwRyJUMllmjh6jUa2i+XyEUknMegNZltsBQaNcoZLL8dbff5Wzb77F9NFj9G7bSqyvlw0P3E9hYZG5k6eYPnKUuZOn2PLYo9z9Qx/CFwoT6RZ6DOF0itLSMo1Klez0NPm5QWr5AuFU17WftARDd+8Bx2V5fILcyRIlo0HpIqqmigy6KhHUJQK6RN2WqK4hdua6LoZhYNt2h0B4u8AwDH7wgx/w3/7bf+P1119fU0QioEkMR1Xu6dYZCKkEtJasZScIuFyYDnxvvM5s6eoCARDpuqrlcnjR4JEBDzLrqzOmUqk7QjO8gxsLWRLlwKhXJu5ViHllQXK1bcxGg1qhSCiZIN7fj+rxYBsG5UwWyzCo5PPMHDvO3HFRF8/NzNK/6y580QjhdBpfOILq0S8qRnTNaJXmTJNGpUJueoZaqYRjO7iOg+714guHAPEsOQgBJABF04XqnmFgVGsiYGh6AQDUSyVys7PMHD1GZnKKeqlMtKeHYCKO6tFZGB1j/uRpZo+fwLHsthuipMh4g0HRitkqO7guxYVFasUikqzQImpe63WJ9nRTGugj1ttLYWoSq+FQs1wM28W03VXZgda+VEmQlqVzl+8COI5Do9HAaZ6Tbdu3dffSuxIMLC4uMjo6ysTEBAsLC2Sz2XbKNxQKEYlE2rrQw8PDdHd3X7V1bb1e59lnn+Wzn/0sr7zyCrVabdX7miwU8LYmhPNVwi/juw15ATcapi0UwA4vGeuagFwuXBcmixYPuxfnLwwMDNy2D2YH7xxkSUKSXWJemXpAYTCscjprUrVEr/7U4SMgSQzu3kX3tq14g0EUVaGSz5OZmkaSJOaOn6S4uMjEgUNseGAvicFB/JHINbcKXgmsRoN6scjimXFqhSKObYuWQZ+XQCzWDqpdx6FaKKDouqjpj45SL5UoLiwKc6Tm8bqOQymTYf7UKFOHj1ArlfH4/Qzu2UU03Y1lmEy8fZCpw0eYP3WabY8/SigRb3/fFw6THBwEV8J1xMSfmZyimsujeTzXhTApSRLx/j4a5QrpzRuZO3UaN29TNspUTBdNcdcsFagKRH3idXudaKDVXtjKDFiWdVtbqL8jwUArqjp8+DAHDhzg5MmTTE5OtgOBUqlErVbDcRz8fj/BYJBEIkFXVxd9fX0MDw+zdetWdu3aRU9Pz2Xv13Ecnn/+ef7mb/6GF198kXw+v+r9nqDCppjKcFSlN6gS8cjXRUDnTkTDFl0Dhcb6KQFZEiJNCb+CLnhMFBou+bpN47z2wUrTeNx0xUrmfHg8HkZGRjqZgQ6uG7yqRCqgcHdaY6lqY1VtDAemjxyjXi7jj4TxRSMoA/1o3giBWAyjWsMXCeOLhKnkcmSnpjnwtW+xPDGFoqikNo7gC4XekeMvZ7JkZ2bPmfSoKsnhIVTdQ6NaXTX5ipIFgsHruBTmF5g7eYp6qYwsK8iqQn52jvG33ubECy/ji0TY9NADDOzaRXrzJuZHx3jrH77KwW8+iy8sOAJ7P/ZjxPt68YVCSJKENxQk3t+HLxKinM1AWZgN1ctl5k6fbvMJrgeCyQRbHn+EaqFA7uRx5g69wSbTJaitPR5JiC4xjyqhKxLGGqlMRVEIBALUajXK5TL6ZRpD3aq44cGAaZpkMhn279/Ps88+y3PPPcfExMS6es/nT9iKopBMJrn33nt54oknuO+++7jrrruIRqOXnAhOnjzJ3/zN3/DSSy+t2q4mQ29IYXdKZ2eXTlC/+cSCbjUYtstU8cLfVELwMMK6TMQrkQ4IuWavKuE6sFizObFsMlOyVgUEWpOxWTNdzi/XybJMf38/XV2Xr5LWQQcXh9QUpYGEXyHmk2nYLvm6g9VoUMnmWRg9w/L4BJruIRCNoqgqut9HJJ1G83mRZBmrYbA8PoGq6yydHSeYTKDq+mU7DF4NWtOYZZqY9XpbbthFdBcoqiJW4iDsfWUZT8Av3ARVwWOwLYtGtUphYRFFVfGGQzSqtWY5waV700Z6d2ynd/s26pUK2alpZo+doF4sEevpJr1xhEi6C28o1M4MOLaNZZgoutYWMZIV8bdtmOBevzKs7vMS6+tjYPcuFNsic/woVRvKFqgNB10RnQMtG23hSbF+iaB9bV2XYDBIOBy+Lsd5M+OGBgOmaTI/P8+zzz7Lf/yP//GKtP5bsG2bhYUFvvnNb/Lss8+yY8cO/vW//tc8/PDDpNPpdaO1YrHIX/zFX/Diiy+2tfVlxMTUHVT4wIiXgbDaCQKuEywHcvXVs7avSdLpD6tsjmmMxBSintUp0y1oBDUJx3UZL5yLBpI+BQnhJW+eFwzous6jjz56W9fvOnhnsbKzwKPI9IVUHBfqFtQsh0a5zMyx40zsHxFudls2AeDx++nZshlvIIgky7iuy/LEJJZpMnnwMLGBfnSfDzW+du/+dYPr4jg2tmXSKJexTQtwqeZER4E/FjunGChJBGIxvKEQmtfTbDcEyzCYPz2K7vPiDYcw63UUTSOUSrHh/vvo3rKZeH8fb/39V5k7cZK5k6fQvR5Sw0OM7L0XXySCouttvoFRq1HKLKNoGoomphpFU0U7ZXMhd73Y+bpP+C5se+IxVFXh2AsvU3DyyHWThumQ8Ml4VSEu5bpCdrpQdzAcERisBcdxMAyDnp4e+vr6sG1bKE3epmPODQsGHMdhZmaGL33pS/zBH/zBBbX6q93mkSNH+MQnPsFP/MRP8Gu/9mts374db8s2lGZPrOvyla98hc9+9rNks8KrW5Yg4pHZk9Z5csiLLnfIgdcTEqCuuJw+TeK+bg93pzXSAaUdka/1ve1JjbLpslCpU7NcVBlGYiqSJB7Y873HPR4PzzzzzI07mQ7ueAxHVHQZ6qbLbNnBaDQozM1x+NvP0ahW2fX0B5BVFc3nI7VxhME9u7AaDYxqDaNapVGuMPH2AWJ9vbiWxYYH77/hx+wNBgnE4+fKAS5YhklxYZHM5BS+nTvOjXmuS6K/j8G7d3P0uecFqW9O5sy+NwklE3Rt3EDP1s0khwYwGwa6z0t+foGzb77Fga99nUa1RnJokL0f+zH6tm+le8tm9GZ2pLV9RVHRvT5yM3NUsnkAGlUxDwSiYa5rv7YkoSgK+bk5Krk8/kiEqUyJsmSyMShaxXVFBAK2Cw3LpdBwqTQc6uvYpvt8PkZGRojFYvh8vtte3OyGnJ3ruiwvL/OFL3yB//Sf/tN1CQTO3/7f/u3fsn//fn7zN3+Tj370o8RisfaNvrCwwO/8zu+Qy+UAsULdmtB4tN9Df/j2/kHfLfg0ie0pnYliDUWGn9oeYENUbTspXgxeVWZ7QqNhubwy3WBzXHggSMB81aW+onwgyzLxeJz3v//9N+5kOrjjEfFINCyFuM8mU5ewTRezYVBcXCQzOc3C2Jmmg6EPVddJDA1SWlpmYewMliGMc/LzC+RnZ4mku3AdF1YsQFzHaaf3V752TV0HTU0ATyCAZRjYhomLS71cppzJXJATD6aSpEZG0DweLNOkUa6QnZoiPzNHaWlZlDg8HnyIrEG9VGK56bQYiMVIDg/Rv3MH8b5evOFQ+9hd18VxHGpF4dJo1uo4zbKwMGHyoVyHsolj29imSSmTpVEqU8nnmHz7IJmxMVSjhk+y8StCV6Alcw4utiMk0osNB9Nx1+QkgchAptNpYrEYgaZy4+28gLxhwcBnPvMZPvWpT91QXeexsTF+7/d+jxMnTvAbv/EbpNNpLMviD/7gD8jn87iuy7aExoO9OhtiGlqHa3bDENAkHun3kA7IeBWpWYK5/O8nfDLvHfbyniEviiRsSjN1h0Ldwl6RGUilUnz84x/H6/XegLPooIMmQ90nCHa5hspCxcZyHKqmQyWXZ+nsOMe+9wK7P/RBoj3daF4Pfdu34pgm00ePUSsUqJcr5GZmWRqfINSVwrYsQZaTESl9224L+rTq6ec+s/ZAJZ07wAuOF0kSQUjDEHoBtRo1w0SSJOFO2JRcb+tySBKxvl4kSXgKlJYz1EslFkfPMHviJNG+HjY99KBI77su9VKZ3Mws86dGAeG2uO2Jx+jbsR3N60VRmx0Ize07lkV2eoax1/dhG0b7OCPpFIFYDFXTm2ZnVza5nvNHEAFKrVBk/M39LJw5w9TBw+TGx5GqJfyNIv1+i6QX0gEVfUV1UphSOSxUrDWJg61j9Xq9DAwM0NPTQzwev6LjvBVxQ4KB733vezz//PNMTExc9HMBTaIroDAQVkkHFCIeCW/TErdhuVQtl3zDIVN1mK9YzJTsC0xrcrkcX/jCF6jX6/zhH/4hpVKJz3/+86QCKk/0eRmJKgR1WUwwt3FU925DkiRUXDbFxIr+SjUaRB+yKDW0vjZdNFe1KSqKwtDQEJ/4xCc6v2UHNxzCj0QhX1fxlmxGcxau41BcWOTAV79BetMGNI9OrK+X7q1b0f1+8nMLWIbRbqErL2fIz86zdOYMIPT9M5OTyIoqRG1qNaxGA1lViff3IiGj+3307tgmitmSkN29HO+CQCxGtCfdVhp0bJvCwiLlTIZqvkCtUMQbDKDogr+gKAoev5/t73uKM6+/weyJk+Rn5xh95TXqpRLxgX5CyQTeYBBvMEhyeAjbMNn1wfcR7ekh1te7ujTQhGNZTB06wtk39zP2xptUi6LNUdF1ArEYsd4eujZuuKpOgka5QmFhkemjx8hOTTN34iSZqWmquTzFxUUibo2U7rI5KjHUdJLV5NVaJQXDIVt3yNQu5CO1oGkayWSSJ598knQ6jedabZdvAVz3YMB1Xb7xjW9w7NixdVWb/JrEri6dLXGVpE8R7R2ycJVqrSZdV+jb246wFTVsD1XLZaZocSJjMlGwMB2xv6WlJV588UU+/am/5IeeepinN/rp8xjEPKJ1pEMSfGfQsku++u+v/vdM0V6VFdiwYQM//MM/THd399XvpIMOLhOqJBHSJHqCCoYNZ/IWjitUB7NTU2SnpgklkwTicVRdJxCP0b1lE4tnzuA6LvViiUo+z/L4BKd+8Cq2Idj+xaUlXEdkB4xaDddxkBWFYCKO5vXiDQYpLS3hCQbRm8qAgWgU3edD1tR1Rbg8gQCBWBxPICC6F2QZxxKqieVMhko+j6JpqM2JTZJlNJ+Pgd07yUxOMj86htlokJ+bQ1ZVZo+foGvDBmK9PWheL4FolOTwIOGuLnzhMN5QcFVpAITwkVGrsTgmOi9KC0vYlomiqHgCflIjw0S602jeS+sMtLZpNRrUy2UqzeBqeXKKmaPHyU7PsHB6FKdcwG3U8RtVunwuXV6JLp8QjtMU6Zy+gkjEUDOFgZphX2iPDqIUmU6nGRoaYnh4mGAweEe0MF/3YODMmTMcOnSozeC/YIcSPNjrYXtSI+UXgcB6t4SQd2gRA8HFbbtNzVdspooWU0WbfN1mcnKSv/vcX5Na2s/2qItflpsywtf7DO9MtK6/aQs3QtMRf1uOEO2wVvzbdNw1W3ZaGQNNU4RlseISUCVUhTUDtpmS1c4MRCIRHnzwQT7ykY/c1sIfHdw8UGWhX78hquG6EgcWDAzbxWo0yM3OMXPsOJ6An2hPN8F4HG8wyNC9d1MtltD9fpbOnCU/N085k2X2xElqzRWy5vVSL5awGg1sy0L3C8OeRrlCuKsLbyiI7veR3ryJeF8vvTu2M7DrLqK9vfi00CoJ7pUZMn80gmWahFMp8rPzyGqurZa4ND5JbnoWj9+HNxQEQFZVvKEQ29/zOLPHT3Lmjf0Y5TK52TnK2SxHvv0cmx4sIQHJoUER+MRieIKr7YdXWic3qlVKyxnOvPEWs8dPUFxcwrUdtICXUDLJ5kcfonvLpnUNis6XF3cdh2q+wPzoGBNvvU12eobFM2fJzc5SzRcoL2fo8kFYl0kGZTbFVBI+hVRA1AVWjypi8i8ZDqWGg7lGa6Esy+i6zs6dO9m7dy+bNm0iGAze9uRBuAHBwMGDB1lYWFjXDbA3pLAzpdF1HsPcdV0aNixVbYoNpz0JeBQI6DJRj0zII5zFIh6Z3pBCb1ChL2QzV7ZZqhrMjB3nRHCOkGKvG2B0ICAyL0Ku02xO4JbjYqyc7O2Vk754z3RWT/y262I7IouzMhi4IOSWhAhKIByiKz1IbW4Gt1zArwqyVtQrE/MqhD0yEmJfyzUHxxUpu/vvv58Pf/jDbN68+V25Xh3cmZAlkcnsDirs7dYZy5sUG2JlOX34KJIk07VhQ3M1LoJUo1qhXiph1usY9RogUckKd0CAerHUlrhtOQiCWF2XMhkquRyyopCZmkbzeAgmEqQ3jpAaGebuH/khIuk0/nAYPeC/4Hh1r5etTzxKOZMhNzuLDeTn5gGXhdExQqkE4a6u9opeUVVifb1seeQhzGqNky+9TCWbo1GtcvL7L5GdmmbiwMEmPyJNMJnEE/ALkqBto6gqZnPlfurlV5g8eJiJtw8ye+wEjWoFyzSRFYVYXy8j999H345tq3wS1kKtWKSSzZGbmWX2+Any8wtkpqZZHDtDNZejupzBL9vEFJcNSYWeoGhDrpjOufFnDbgIyfTlqigROFw4TOm6Tl9fH4899hh79+4lGo2ivEMKku82rnswcOzYsYuSBnemdOK+1YGA5Qhm51TR5nTOZKFs02gSOwKaTMInMxBW2RxXifvED+NVZYaj4vVs3WGyYJGtOzhmQxBw7tCUgO0KkR5rxSRtn7eCt5uTuWG71G2XmikMhhq24Gk0mn/qlni/YTdfsy+9fwDV40H3+fAEBHNYOLX50EJB/N1pYnt2s/TSDzjy3eex6jViHpGKHQirDIZVIh6Juu1SNV1kRWH79u382I/9GE8++eQd82B28O5D0FgklGZA0BdSKDQcXNemYroU5hcJxKbJzc6h+bzgwvzpUeZOniI3Mysm/Gap9GIK3a7j0pqWHMsSn5UkzHqduizTqFSxGg2qhQLR3l66NorUfXrzRjiv+0DRNHq2biHSncYbCGA1GpiNOpV8gdzMLMWFJcLpLoLx+Dmdfl0n1t/HwO6d5GZmWHAc6uUypUwGJAmjWsUbDJAcGSYxMEAwERd+A7I4xkouR3FxmTNvvMncydPMnThJJZdrd0cEEwnig/30bttCICacG8+3SDZrdcxGnUalSn5ujsLCIpmJSaYOHaG0nKGwuEh5aRm7VoV6lUhQId7MEqf8ClWz2R1gizHOdV2xIJSk9urfckTAUGw4VExnzeylx+Ohv7+fgYEB0un0ba0rcD6uezAwMzNDo9FY8z0J2JZYzeq3HaHy9easwQ+m65zvVLuEw3gBji+bZGo6Tw17myRD8QMpskTKL26I2xEugCvSW03lUNymRK9gBzdfb74viJcOFUNM7FXTpWw4VJp/lw2HqikCgDVcgS8LsqqgKEI8RFaEdKmsqCiqgqLrRNJdJIcGSW0YITk0SHJwkPhgP5FuIT/qui5bn3iM3Nw8s8dPkK1UydRMji+bRLwyu1KaIH0qMr39A/zyL/8yH/rQh+4IRm8HNxda04BfkxiJaVQtF1mC+YpDdnoaSZaZPXaC7PQ05UyWI9/9HrnpWYxKpR0IXBWaz7xr29RLJRqVCvm5eeqlCsP33k3fXTtIDArjpFb3gSRJaF4PGx+8n9OvvMrM0WPUymVsw6CWLzB7/DihVALd7yOwN7oqkEiNDOHx+6gXi5j1OtnpGRqVCo1KheWJCaaPHiO9eRPdmzc1HRmjeEIBFk6NsnjmLItjZ2hUKs3go4HruEiyjOrR6d62heF772XLIw/jj8VRdW11OcB1KS0vU5hfYHlikqnDRyjML5CbnmFh7Az1chmzVkeVBKkz7JHZEFVJBxX6wyp+VWKubHMi61KxXPyWg+MqrOxqdhCLm6WKzXLNoWiszRcIBoPs2bOHDRs2kE6nr/73uwVx3YOBubk5jGYryfnwayIdrMjnBIKWqjb7Zhu8OrP2d1qoNnvQvarEk0NeuMV9pV3XpZVNl6Vzg47LuTpW62Z1gHLDodAQk3rFcCmbYsIvGw5Fw6FsuBQNkfa/JrTafZrtfeLfAOJ1RdeI9fWS6O8n1t9HtLeHWF8Psb4+Ev19xPv7UXTtor+NJEl0b97Ez/33/8o//OEfcerlV6hkc9iu8CF/YbKBR4GuRIz/+7/8Zx5+5FEikci1nVcHHVwD1Kavxoaohl+TqVouc2WbRjHPiRdfQlZk6pUqy2fPYjXMdkngesF1HIxajbkm43/i7YN4w0H6tm8n2tvT5gG0MLBrF41KFbPxDYoLCzQqVWaOHgdJolYoMnj3HlT93KrMFw6je73s+ciH0YNBgskkk4cOU8vnqZfKGNUa8ydPkZmYQvf7RLDSdDu0GgZWoyHaJR0HF7fZfTBI7/btPPBTP05iaJB4Xy+qprZLDIW5ecrZHMXFRWaOHic/O8fy+AQzx09gVKvYponZaKA1uWJb4kLAbDCiENJlNFm4TZqOGCt9qsRSxUaVQFm1bhBj5nzZYv+8wXLNpr5iJSRJEpqmsXPnTnbt2sWP/uiPMjIyQugd8pS4WXDdg4F8Pr+u70BQXz1BVC2XU1mL1y4RCLRgu/Dds3U2xlT6QyqXoWdz06JsuLw0Vedk1mJvt8auLp1Cw2W5apOti4m/UHfI1x3yKzgUNwySRDiVItrbTbSnm0i6i3A6TbgrRbiri0i6i2hvD+Gu1CVd2C43SOvauIGf++T/w1tf/gde/ezfMPrqvvZqqmHD9GKO/+9v/Ta//du/zQc+8AG6uq6D/3kHdzRWhspXMnxIkoSMS8gjYToy/SFVBOaWQW56FiSwjAZGrX5hIfo6oUXQswwDx3GYPHgYVfcgyfIFwUC0t5ve7duYOnQEo1ajXq5QzRfITE6heTxkJicJJuJ4/AFUj46iqsiyTKS7m97tW9vCSUtnzmI1uyCMag2jVqdeLuPatgh4VjzrmteD5vXi8fuJ9/eR3rSR/l07SW/e1PRy0Jp+Bw0a1Srzp06Tn5snMznF7PGTlJYzFBcXKS4uIdkWuiKR0AWJM+GTGYqqJH0yXX4FtSng1CoHuK4oAzRs8cdyYKX5bMUQY2m25mDY7ioJYk3TiMfjbN++nV27djE0NEQgELjjSpLXPRgIhULrXsTzeR3jeYvTWfOKnh0XERD8zF0BfNdTzvIdhukIy9/Fis23zth8f8ZC93gwTZtGw8S2xaR4NeOKNxTEFw6LP5Ew/kgYfyxKIBojmIjhi0TwhSP4IyH80SjBeJxwV0qkHFv6ACsEQc7/d/u1a4QkSWgeDw/+1MfY8dR7OP3Kazz/p3/BmX1vtD8zNjbGr/zKr/DDP/zDfOITn+Cpp5665v12cGfhfIZ6+/UV/39Z97Mk4ddEq/L2JBQNh9mSwdxVeK5cC2zLoprPc+y572M1DBqVKl0bNwhBoyaSQ0N4gyGWJyapFgoU5heol8ssjp6hmstz/PkX6N95F10bRgh3pcS1kCR84RBD9+whOTSEPxLmxPdfpFYqYRmGCNRdty0iBLTTmJIsE0omifX1khwcYPMjD5MYHiQ5PEQ0nW7yAmrkFxYoZzIU5uYZfe0NlscnWBgdIzM13VYpBKFBk/QpbI6LcsBgWG1f+/OHfUUWc0vJcJAQfKia5RLQRAAHsFR1WKg65Bv2BQurQCDA1q1bee9739t2xr2Vs85Xi3c0GCg13HavpyTRTG1f+ZJ3omBRNFpOVLfmj6bIoisCxI1crVvUTYe73vde7v3Rj9C/8y7qlQqOaVEvl1d9V/N4UXUNSZaRVRXd5wOEc5fcjPCl8/60XpOV5mvSitcVuWlp+s5fS0mSkBSFUCrJrg99gA0P7GXq8BFe+5u/4+h3nhMkqnqdr3/96+RyOWq1WseXoIMrRqXZW56vO/ia8rSaLFL/mizaWy8XMmLVaTfJuFcCqfldWWhsYdiiDi4DhuO2OUGXWgTYpsny+IRoc5yeYdcH34vu9wshH0lC83oJpRLseO97kGWZcCrF6KuvYVRrVHJ59n/layydnaD/rh3c/ZEPo/v9yKpCNSd0ERbPjjP+1gGKi0tNVcTmAa84MEmW6btrB7HeHqK93US6u9sZxL7t29B8XmRFpbQsOiSKCwuMvraPpbPjzJ8epbiwKFwW6w1wLPxNd9PugEzUq9AVUEgHFAKaJCb29YYnF2TJRZNF9thxhYuqX5OwHKiaLpNFm5mSTc0CSZLxeT1EIhE2bNjAyMgITz75JHv37r3jeAIrcd2Dgd7e3nXVmhq2S8FwiHtlFEkioEuEdJnFiojook12aECTyNQc5ss21TVYbq32kIhHQblFtSBkCQLnlU0c22F8/wEkRUzWd3/kw23hkJWQZAVJlgAJSZaQZTGSyYp8wQr+RsM2TYx6nUZZtFPVyxXqxRK1cplGpYJRrWLW61iGgVlviP9vGFhGo8mSNrDMZt3RMESLablCbnYWa8UKpFavc/jEcb749a+ydedONg4OvmPn2MGti1YHTbYmym1LVVtM/rLoSOryywR1mUiz5njRJ6fJ8zFsl1JDENLWU7A7H6oMenu/wjRHbooKqpKEixgf65bg/dRtoemxXlDQWmkXFhbRvF4yE1PE+nvxRyJIioKsyKJLoLeH3h3b2m2L2clpKrkcmckpZEXBbNTpvWs74a4U3mCA4uISS2fHmT1+goWxMUpLy5iNRpOjJSPJUrNbSIgjDezeSWJwgHh/H+GuLgKxCIFYjGAijllvUM3nmT95mtzMLMsTk0wfOUJudo7s1DRmrYbkCmOygCbmgoRPoT+sEPXKxH0KYV0IB11s0We759L+pi28B1olAtFO6FI1HcETkCR8fh/RSJSRDRvYs2cPGzduZOfOnaRSKfz+C9s17xRc92Bg48aN+Jor1fPhAvNlm4hHRgF6gwp3p3ViXpmQLpPyy0Q8MroiUTQcXpluMJ63WIsTVzFdbNflyip/Nw8UCYIrCDyax4NlGJSWlxl9dR+WYaBoGvf8yEfaK/8bDdd1cSyLeqlMvVKh0fq7UqFeKtOolKmXq2KCr9Uw6vVzk3uTRdya8M1GA6vREIYploVjCVMR2zSxLRvHtrAazfdsG9uycFukK0kiEI0K5nIqQTCRJNrbjappFBsGz3772/zyL/zCO3JNOrg10SoNmLYg2Z7OmSxVbRbKNmXTbQsKbYkL/lHYI8TPXNYuGbRteR3INxxGcybZmk31MqIB0Zook/TJBDSREQx5ZPyaRMIryIiG7VK3IFOzKTRc5itCb2U97XwQLq71Uonc7CzHv/8i2558Am8w2M7MyopCuKuLjQ/spWvDCJrXy/HnX2Di7YMU5heErO+Ro4RTKQZ27SQxNMjC6Cijr7/B2TfeYubYccELaJ67oqqoHp1ITw+JgX5SI8PsfuaDRLu7CaVSBBPn2hUdy6a0NMP0kWPs/4evMnfiFHMnT606fk0GryYR0GRSAcEL6A6o9IWEjLD/Ms1kGk2ugO1AseEQ9YjrrEit7I1oj7Zd8Goq6VSK4ZER3vu+9/Poo4/S19dHf3//Ze3rdsZ1DwZ27txJMBhc9/2zeYsNMeFmF/UqbEtI9AYVQh4RELRgOYKtm2uSPs7HDeLovGOQJdEi04I/FqNREazdaj7PmX1v4lg2wWSSrY8/Alx9nX6lv3ijXKZeqWJWqxi1enviNqo1zHqNRrlCtVgSAUGp1Fztl6mVWq+1Vvw1jFpVOKOtU5NdD5IkCfeygJ+AP9bWIvAE/HhDIXzhEOF0F5F0mnA6RTiVItbXS35unqNf/xYvv/hiJxjo4JJwXLFomCnZHFkyKNaFtLntgoRYLRqWKB14FOgOCEXUtYjJjisykqNZk6mSxYFFg5rpXrJMoMtCNG04IjQ0Yj6ZdEBu175VWcJptQgDpq1RNV2mShbjeZPlqsNyTdS519HSwajWOPq950lv3kjP1gtFuTzBIKrHw55nnibe38fGB/YKbf/pGSq5PDPHjlMtFAmfPIVlmORn56gVC7iOgy8cxh+N4I9E0H0+vMEAQ/feTffmTaQ3byI5NNgmIAJkJqeYPzXK8edfYGHsDIujY1Ryecx6vX08iiwCgYRPIelX6AsqDEWEfLCvKSF8JeRwvZk1KBkiyEOCbN0l7hWZmJBHZmNMw6PanMjaRCIRNm/Zwk/+5E8SjUbvCN+By8F1DwbuuusukskkmqatqUI4mrN4qM/Fp7rIkojOV66Q2wcmSwxHVGZL9prBgIj8bs2sAIjVwspgQPd66BoZIjszS35+gXqpzNjrb/Dd//4/SW8aIdrTc8ltWg0D02iIFbdhYJlmu/XHrNdFL+/cghDwaNbxKrk81UKBciZLJZulXipfcj/roqlopmgqiqahqNq5/9c0VF1H1TU0n49QIo7q9aJ7veh+P75wiGAiQbS3h+TQAOFUimAigeo5Z3WanZpm5uQp9FK5HYDciUSfDi4fhi3MzkoN94KSo21DoeHgq8Jc2SbskVGaHinnw3YFI32parNUsSk1Lh4AS4CmiAkv7pMZiggztnBTQVVqlgZan27t0XHBr7k4KJi2iybbGLbgVp1v0taCY1nkpmcpLS9TK5UInTe5KU09kEi6C2vbFnyhEJ5ggFhfH6VMph2IK5qGPxolMdCHZTQIJpJtMnIgFhVE5GiU3u1biff3E+3rQfN5RTkgl6e4vMzi2Flmj5/gzJtvkZuZpTA3v+pYxIpfcAP6Qgpxn0KXXybpFxlh9So4YC2FVMdtcpCQ2oGTJIkSjU8FXRHZlEq1Sq1WR5ZlVFW947oG1sN1Dwbi8Ti7d+9mdHSU2TVYtktV4SkQ0DT8+vq+BADdQYWkT0ZmtYKXIkHSJ9/SlsSKDNEVwcDS+AQf/f3fZubYCQ5+81kWx85g1uuceP4FXvhff8lHfvv/g9KUO3UdB6fZ2uNYdjMNb5GbnSU7NUNudpb83DyFuXnyc/PkZubITk+vqsFfLiRJapIQpTbpcCUhUZKl9r8VTSMQjxPqShJOJgkm4gQTCUKppGhP7Batip5AgHq5zNirrzNx4CBzJ09RmF/EqFZxHIdANMqmhx9g74//KD3btghykyxTr1RYnp5Bq9dxHOeOMA/p4GohIUlCOXOpYuOsk71q2C7LNYcTWYuuoIKqyOjKipkEhGSw7bbHrsXKpUsDqgxRr8KuLo3+sMqmqHpB4LrW2CdLwlxtIKziVSRSfhnHhfGChbFOGsK2bfLzCyyPT7I8PkkokVjT5ljzeklv3EhqZISB3TtFWa/RIDs9iyzLaB6d1IYRMhOTZGdm8YVDbdtjj98niII9PauuS7lJOFw4Pcqx554nMzVNbmaWcjaLbaxeDEpAOiDTF1QZiWpsiosM8dWi9YuWDcEHkCW3fQ11RWofpoRQZDVtB8t2OH16FJ8/wP79+7n33nuJx+PrlrbvJNwQ94Wnn36aw4cPrxkMAPxgukHSrzCoSReVDQ5oMkm/QtQnr8oODEXVZhR/664KZUnCowjGa9UUN3Epk+Wxn/s/2PLYo7z86b/i4DeexTJNnvvkn/LAT35MtA/hUlhcZOnMOAujY8ydPM3siZNMHz5CrVC8vJ23Wgbb/171r3MypR4PvnCIQCxKIBrFH48RTqUIp7sIpZKEkklCyUR70g/EoutqELiui+s4lLNZnv2vf8JLn/5rcbxrDNKZiUkmDx7ipU/9NR//oz9g14c/SDCRaBMLgx4vS0tLdzTzt4NLwW2n1tUm2Xa94mLNcpkuWiyUVVQJfIqMpjSfCNclU3NYqNgcWjSYKwsp4kvBo0oMRxT6Q6I3/moQ84rVcqEuJHTrlmiZOx+SJKF7vRQXl1kcO8PwvXevv8iSBNHYGw7hcQK4jkOwqewpyc2AYfNGEoMDKwTIJEFIbBqENSpVKtksxcUlJg8eYunsOItnzjJ77Di1UplGpYpjmeAKtca+oCgHdAcVhiLCpMyvSat0AK4FqixhOiJY82kyhu22z19CZHrMpvaABDhNp9tvfetbxONxVFXtBAPcoGDgPe95Dy+88AJHjx5leXn5gvfnyjZvzxuosk5f6OKH0BVQGI6oZGtiVavI8PSIF8+trDjUhCRJxLwyVVPk/+ZOnGLzIw+z9YlHGb7vbp785/+M7/6PP+Xod77Hdz/5p9QKBSb2i3Yfex1hp1Xbb8qB+oIhvOFQU3sg1K7L+yMRfM16YDAeI5CIN53JovijUTSv55ICQ5cLx7ZZHD3DX/2r3+Tsm29d1nfMep3P/87/RSCZZPPDD1ItFGiUK/hUjbGxsU4w0MFFcblUFseFepM7ENIlkr5m7ZlznQgLFUE+rFruRQXAJAn8qtTWzY94ZHxX6Ovd+rSmSHhd2mRDjyqtGQyASH9bhiDvOk1PgLVKaG0Z9xUufJrXu+oziqqi+/3CW6CZGYRzGcny8jLLE5MsnRnnzBtvkZudozA3T2k5IzhEtoVXER0TPlWiL6zQ5VfoDal0B2RU+fq2hJstYzWXFU6158jlLqBIQqOg1R1ZLpc5duwYCwsLdHV1kUwmRbbzDi473pBgQFVVPvrRj7K4uMhnPvOZNT+zf76BrggJyZb50FroCSpsT2pMFoSX+NMbfPSF1PV7Tm8hSBLEvTIzJREMLJwepZrLIUkSnkCA7s2b6d26hYNf+yZev589H36a+37sR0Sngaqh+7ztVb4vFESSZDSfFz3gxxsIoPv8Qhp4paxws6a26t8rVgAr/18c4/W50GffeItv/NF/YdPQIL/xc/8U27apVqsiPalpKIqCbduUSiVOnDjBl7/8ZRqNBka1yuirr+GPhDEqVUAMfAsLC9fluDq4fSE1W+MdR2gDrJ8bEFio2OiKRFfAxaOKLxebnQPTJZuF6sXLAxIiPT0UUekPKWxPaAR0+arq4C3IksiQhjwywYZDvn7hZ9xmV4HrOMiqim0YbUfCq0VL/6O9D9fFtm2MWo2pQ4cZ33+Q8f1vM/bavlULE1UCjyK1DYS6gwo9IYWgJhHQZXT5OvJ8mj9moSE8WLyKTEgXAYjd0muQhPuqXzv3OkChUOC1117jQx/6EMlkkp6eHnw+3x3NH7ghwYAkSezcuZNnnnmG0dFRXnnllQs+YzpwYMHAdOCxAS+JdVJpmgybYxo9exRcF0K63OzPvfWjARmIrTjv7PRMW2BIkiQs02DiwCEADn/nu7znn/8zwl2p9vvnrkGzrt+c3FeJDt0E16leLrM0PsHYm2+RTyT5j7/7e4wMDa8iAbakRR3HoVqtsmfPHn7/938fy7IoZ7JU8wWsJiHVcRwymcy7eUod3AJQZfCrQsAm5LFxcNZdWYMIBjRFYqjhENFlDEd0IsyW1yYxnw9dkUgHFDbHNaGXosvXLJmuSEJ/RZJop7/XOgNJFlp7rYDgYhbBVwrbspg8cIjZ4yeYOXacky/+oJmlK2PbtuiKkETXRFiXiXplhqMKca9CwieL6yBzQ+TjHcBouazaDqYjJnO/KrU9XzRFanJGXLyKaENsXcMjR47g8/no7+9vBwR3Km5IMADg9Xp54IEH+PjHP87JkyfXHLzLhsvJjIksSTwx4CHivfAGliQJjwqeK5EIu0UgSawKgsqZjNA2b8KxbHIzMwDkZubIz8wS7enGcwsKY7i2jVGtkbEX+eP//F/4l7/8y+zevZtAIHABEdBxHD70oQ/xb/7NvwGEiYqsKtjNYMB1XbLZ7Dt+Dh3cOhCsctBViHhFy1rNWj/NDoI7UDZEfb6gO9QsIXzWqtdfDLIkxIRSftEvH/GIQOB6BOOqfAk1FUkS7qErCL3Xsl/HcXBtm1qpjFGpUCsWmXj7ANNHjjF99Djzp06vMmLSFKGjkA6IzomkT6EnqBBsispp1zMbsAYatiB4Oo4IOBTpnKCTJElN7oLIiLZeb5WQZmZmSKfTFAoFUqmU8Dq4CRZQ7wZuWDAA0NXVxVNPPcXY2Bh/8Rd/QalUWvW+i2jtOZ4x8WkKD/SohPR3VkHv3YQEJFeUSBqVatutS9GEzWeLkWubJvOnx+jdse2WCwZUXccfixJMJChnMnzj61/HajTYtGkT0WgUXdfRNA1ZlrEsC8u2KRUFGVJRVbo2DOOPhNvBgOM4nWCgg8uCX5XoCymcycvULZfC2u7qgCCYlQyX6ZIt7L5NsVgpXIZRmE+VSPhktsVVugJC9OZa4TZtjA1bZBE1WVo7KyBJ6D6faN1Vtauqfa/UCrFNE6NSYeLtg8wcO87ciZNMvn2IcjZLtVBcFQhIiBbpdEBhd5dOOiBkhN8RSCA1Sznlpqy94FaIzLO+QpNOUyRU5Vz5oIVTp07h9QpC8mBT1fRODQhuaDCgKAqDg4N84hOfYHZ2lq9+9avU66uLXo4LhbrDm/MmPk1iT9pDQHEu1mRw20CWIO4TZQ/HFSS7WqmMUavh04QNsLYibZWdmhI63u8QXMehXi5TXFyims9j1hu4rousKOh+H95gkEAshi8cQmkyjdeCquskBgbY8uhDHPj6tygVCnzxi19ElmUCgQAejwePx4OiKBiGIVwvJQlvJEwgkaB7y2a8wdCqYCCXy71Tl6GDWxi6IhHzipWq7bpUmpP8egI+NdNlsmCR1SUalkuh4VxUWEiRhObJ1oRGX0hlOKrhXUe46EphN4mN00WLhYpw3VsLruNgVKt4AgFCXSlhI7yC+HdZ+zKEXXBhbp7c7By5mVnG9u1jeWKS3PQMxYUlLNNsS6OHdHFdN8XUdgAQ1KVrahW8UjiOS8MWGZ2WUqMiCa8JXTnHGQGIeWQyunSBxHOhUGB2dpbDhw/T09ODLMtEo9F37BxuJtzQYABA13U2btzIv/k3/4bZ2VkOHjxIpVJZFYk6rkuhZvDcBHg8XrbHVXxYIs1zow/wOsFopqpsR3Q8+NTLYcyKNJpXkdqCKPWi0Pf3hcPIikIocc6Yu5TJtifEdwJmo8H0kWMc+ta3mWtajLqug+rxEOlOkxwapH/nDnq2biHa002wychdC8mRIR75Jz/D3KlRlicmMGuC9VwqlVZljCRZxhsMEh/oY2T7Vnq3bye1YYR6uYxlioGoUybo4HKhyBKy5BL1ypQNQcSrWva6wYDluBQbDqYtYTVtcS+GlsJdeoWpjtA4uPZjtx3hVbBcE5mKxjqlCkkWxGFPIIAeuPysYWsMFhLkJSr5PLMnTrJ05izL4xPMHDtOaWmZSjaHWauiNPv3PaoohXT5hXJgwie3SeDvxCKudRXspk9EzRJywyCOT1NE58BKqLJ4Tz+PM2BZFqVSiYmJCbLZLPF4vBMM3NCdqCobNmzgr//6r/nVX/1VXnzxRYrFIo6z+kmrNQy+fDSLs3cj27wFArIpWMA3eURgOS5n8yZjOYuS4RLzyuzp0kkF5Gary9onIEki/dcdVBhvdks0qhXMWg0AVdfo3rqZEy++DIhWO+dKbdIuE62BwTIMbNPEdRxyM7Mc+ua3+f6f/QWWYa7ZqyUrMvH+fnZ/+Gne/y9/CV8ohKyobVfF1rn7QiG2PPYIP/ff/ytf+ff/gbNvvY1j2eeCQklCURX80Sjb3vMEz/zmvyLa19vexszRY7iOSE86jkM+n78h16GD2xNpvwLNlXa25mCtEQ2IHnSx0rwYt2Dl572qRF9IpS98Tk/geo1XdVtkJs7mBW9hvUNSNI3uTRuJpLvwBUPCgfRysgJNwm6tWGLx7DiLo2Mc/Oa3mTtxiuWJiVULD10R5YCYV2YwrJL0C25Awi+jya3Oo+tx1pcPy3GpGDaZmk3JFKn9iFcEfIosdB1bhEvLcVEkSAcU5is2jRVqjqVSif379/PQQw+RSqXo7e19Z0/kJsE7EgyAmBC7u7v57Gc/y//4H/+DP/3TP2VsbOwCXXvHcfjyvtPs3DLC3liDAU8dn9zqDr0+Eff1hOu6vDnX4KXJBtlmGk9CdEr8091BUv5LP5QbYxpTRREMmLU6ZkNoKmheLxseuJ/v/6+/BMDj9wtnwhtwDgBW3eCFT32a/V/+BxbHzvLBX/0X7H7maTSvhx/89ecoLixe8F3HdliemOR7//N/8cKff4re7VvZ8ugjPPQzP0V640ZUjw40FdA8Hobu2cO//OLfsDh2hulDR6gWCtiWhTcUIrVhmP67duAJBC7YjyTJbdFW13Uv4J900MHFEGky8h0XJos2bs2mfp68r7KCqGc5l/Y/ifuElsBdKY2EV8artsSNrg22I4KR0azFdMlmsWJTW8ewSJJlVF3DH4sR7+8jMTRw2bNyZmqa5fEJjj73PPOnTrM8Pkk5kxVKoJaFRxHBjlcVJnJxn3AV7A0J4SCfKqEpvGsLtoblslBxRFbABU+zVd2rSMjn/Q5aM2OgKytDBIFqtcqpU6c4c+YMqVSKgYEBfD4f6jW0Zt6KeMfPVpZl/sW/+Bc89thj/Pmf/zn/8A//wNLS0gWfO3LqLMcVmd6Ij60JnQ1Bi6GIdlOVDVzXpWrBi5N1cvVzN5eLILV8c6zGz+66cGI7H1viKi9NCRUt4QIoeAGaz8eWxx5uE+8i3WnUG2CqYZsmcydP8Zf/579k/tRpAJ7+tV9hzzNP07VxAxsfvJ+nf+1XGH/rbd788lc4+p3nKSwsoHk9BJNJvKEQtmFSzmaZOnSEqcNHef5P/5w9z3yI9/7SLzB8790XHHfXxg1CUXFlMHiREUWS5XbfcycY6OBKIEkiPezXJGI+sbo1bRej7qxbLrjo9hBp54RPlAZSfrnJE7j20clxhYBOri46GeZLFlVrfd6Cqut4gyHifX0EEvE1A2k4pwBq1GoYtTqVbJa5E6eYP3WasdffIDMxRXFxsS3a02oVjOgyYY/wEYh6ZSJembhXQVNoZwTecbSIlU3CZ4sHoCsSXlXCo1w4lLR4BLJ84XstfZO5uTnm5+epVqt3pHnROx4MtHrKd+3axb//9/+en/iJn+Dzn/88X/rSlygWV8vp2rbDTK7KfKHKKxKEPRIfGPGxPandNGzPN2fr1NYQA7RdOJs3adjgUS7OTu0OKkQ8Eobtkp2Z4fW//SLf+3//jOkjxyjMz1PN5QH47n/7n7z6uS8QH+inb/s2Ntx/H1sef5RY76VNjNZDo1pl4sAh/vpf/SaZiUlcx+HpX/0VHvnHHycxONA+brPR4MDXv8W+L3wR3R/gR/+v/x87P/g+QqlUu33HrNc59cqrfOv//n+YPzXK4We/w8zx4zz+T/8Jj/zMx/FHI8B5ZZPL/B1Fy1QnM9DB1UNXBON/S1yQ/CqmQd1aUYNuTriXig9aBkTbkyp9IXWVx8i1DkumDaWGw8mMyamsyeIlhI6C8ThdG0fY9aH3kxjobx7DGgfhuliNBgunR5k/NcqBr3+TxbGz5GdmqZVK7eygIgkpZa8qMRhW6Qm2ZITVS7c4voNoWFA1HQoNm5rp4rguPo9M1CMR0FcfpSRJBHVhGS8jiNst0vZKnDhxgkAgwN69ewkGg+i6/s6d0E2Ady0Poqoq0WiU+++/n+HhYX7qp36Kb3/723z/+9/nyJEjglGOiJQdGyyE7ORozmJb8ubJEMyXbex1lhemI1onU/7zk1YrIAnmcX9IpdAwObPvTSYPHMa2zGab4blIw6jVMGfnKC9nmD9xiqPfeY5QKsmmhx/i8U/8E1LDQ1fEIHZsm5kjx/nWf/6vZCYncWyb7U89wcM/84+I9fchK4og601N8+Kn/oo3v/wVPMEgP/3H/5GRB/YSSsTbXQSuK3p2dn7gffRu3cqz//W/ceS7z7E8Pskr//tvMKo13vtLv4g3eOlMyZqXqWmG1NrXShLqzRIYdnBzo2Vgsymm4tcEs/xswaS+QmL4UoGALAkho76QQtqvtB0IrxWt/VZMh0zNYaJgtT1L1oQkoeo66c0bGbpnD10bN+ANh1Ydi+s4GHWRBShnskwfOc78qVMsnR1n6vBRqvk8jWq1/RypMgxFNLoDMl0BhYGQilcFXZWagcDNU6Y1bIey4bJYdbBcIR/taZYC1PMO0nXBRXQZdAcVZstrE0hPnjyJ1+tleXmZVCrV7nC6U8aXd7UoIkkSgUAAn89Hd3c3PT09PPXUU0xNTbG0tEShUGB+fp7jx49z8OBBbFe0/txMaJar1oTrioc7xdoTtOO6FBsuhxYNpksWpu1il8rA+jbCruNg1uuY9TqVXE7ogi8ssnj2LPf96A+z64PvxxsKXdYNvHR2nGPfe56zb+3HsWw8wSBP/uLPEx/sb5uSFBcWOf7CS7z15X+gmi/wkd/6TbY8/ii+SHhV50BLwtgXDtN713be98v/HMexOfnSKyydGefId54jOTzEAz/xY5c8rrXQUlVswTRNGo0G3vN01TvoYD1IkoSCS9gr1AV7QwrFhk3BEGJDdouadBF4FImwRygNhjwtnsC1wUUEuIYtfBCWqja5uoOxXg1DklA1jUhXF92bN9G7fRuBeBxN97TLbo7j4FgWlVye5YkpslNTnHnjTZbHJ8jPzVFeXhayxbZFUBOZAL8mMRRR6A4IKeGugHwBK/9mQcMWEsSVZpuoIoFPExP+etULVRYkSFHOufDaFgoFFhcXWVxcZGhoiEAgcEfJE98UDAlZlvF6vWzbto1t27ZRr9fJ5XJtZ6kjR460P3uz3ZuKfHEbZnMN4o/tCG/16aLF2bzF8YxJpupcclWyFhzbJjczS252jmouT61Q5K73v5dYX+9Ftclt22b6yFGOfe/71EtlJEVm+L572Pzow6jN9JjjOMyeOMmBr36D/MwsfXdt5/6P/Sj+SHjdDESrDDR83z089PGforSc4ewbbzF/6jRv/8PX2PbEY21J5SuBdF4w4LoutVqtEwx0cGWQJFRcEj6F3V1Cr362ZHEqa1IyXOxLfL07IDMUUdmZ1Ah4ZK5DLACILOJixebwosFkUQQD68UCqqYRiMW46+n3cd+P/whD99zdfmZbsBoN6qUyUwcPc+aNN5k+cowz+97ArNXbXgKaDH5dYntCYziq0tt0WLzJhtg1kau75Oo2FUNcJ48i0eVX8FykpVtXJFJ+BV1du0xgWRb5fJ633nqLoaEhgsHgHTW+3BTBwPnwer309PRQKpWYnJzk+PHj7fduNrNCXbl4Hc1ZkTkQhEPR2jRTsji8aHImf2n3wcuC6zL66usUFhawTYtdT7+fxODAuq6D1VyemaPHmT56DABF1bjvox/BE/C3swrVfIGpg4cZffV1NJ+Pez7yDImhwctOm21/6gnOvrWf7NQ0mckpJvYf4Mwbb3L3D334ik9PkuULzmV+fp6JiYm2kJXH4yEUCpFIJIhGo+tqHnRwZ6J910oSEi6qLDJ3RcOlbLqsQ9gHxMQZ0mU2xjT6Qit8B67D6qRuCW2D0zmTmbJNrr6+DgJApKeb9MYNbHviMRH0N7N4kiRhGQYLp8eYOnyYuZOnOfHCy1RzOerlMka1hkd28TUdFVN+4R2QCiiEdAm/dvFW6JsBliN8CBYrFpma8JrQZCH8FG12dKxljbzyp4p4FOoWa4o4FYtF9u3bx5NPPtlWJLxTcFMGAyAmzhdffJH9+/djN+UvW6YTNxOCunzR8cB2AFfwHSqmw5m8xaFFg9GcdVFls6vF0plxvvc//xSr0eDBj/8kkXTXmp+bP3WK+dOjmLU6SBKegJ89z3xo1UAwd+IkU4eP0KhUiPZ0c89HnrlgO67r4ti26EmWhK96C6qus/2pJ5g/eZrM5BTVQpG3vvQV9jzzIeDKBh1FVVDU1S5qL73wff7+H77K1NQUkiTR1dXFjh07eOSRR3j44YdJJpMEAoGbenDr4N2B6D2HiuFSMy9uSwyCjR71yCT9MjGffF3GoVYjTd0SfgjzZZtSw1nVA78KzfJAtKdbdONsGMEXCoPr0qhWaVSq1IpFJg8e4uyb+5k5foKpg4eQED32AVUi7BFmQgMRle5A00hIk1Flrqut8PVG61rZjigRZGsOhbqQifZoEl5NIqSLQOD80kbrnxJCoVB0HKx9ro1Gg8nJSbLZLOVymWQy2dzGzXttrhdu2mDAsiz27dvHyZMnV71+swUDCV+rrrZ2KO8iVhwTBYtXpuuMFyzqV5gMaEW1rQfiUuWEzOQ0r/zvvwHg/b/yS2tmB2ZPnGJ5fAIQacf0xg0XpO9njh5j9vhJFE0jnEqR3rLp3Hk1gwCjViM/N8/y2XFUj4dt73lcHHPz4Rnas5uebVs49K1v06hWOfHiDzDrDTTvlbXuKJqGop1LhTqOw6f+5I85PLHQJnC2HDI//elPMzIywm/91m/xsY99rM0KvhMe6A4uDw3LZblqM1e22/og66ElOTwQVugOqkTXMFS7WrhApuowXbSYKNgX5UQpqkq0t4dNDz3IxoceoGtkGFlVMet1po8cY+LtA8ydOMWpl1+hnM1SLwuSbVAXQcDGmErKrxD1CM0AnyrjUW+eDoHLgeW4lAyxqGo5SQY0Eah1BZSLtjuqskRAA58qOkLWQqPRYGpqiuPHj5NMJunt7UXX9Tti7Lhpg4ETJ04wOTlJtVpd9bp2k2V+417loqWLhuXyxeNVTmQNjEsVJM9DSzGrN6TiV4XL43wzPbbu6qGJhdExDnz9m6Q3b2L3hz94wc2cn5mltLQMgOrx0Ldrx6r3XdclMzVDdnoG3e8juWG4vQ3XdWmUy7z++b9j399+mcmDh5BVhQ0P7G0HAy3ofj/x/n4SAwMsnjmDUa0ysf9tNj3y0JVdC01fVReVgIeiZbIZmdmSvUqdzTRNTp06xc///M/zve99jz/+4z8mGo3esQYkHZyD6wri2VLV5nTOItcQ7oQXQ8In0xdS2ZLQ2qvPa4XjirFhvmJxdNlgpmRTM511SxWa10someDeH/khtj35OD1bN2MaJsWpGfJzcxx//gVmT5wiOzVNYWFBKIY6DqoMEY9MOqiwJa4R9sj4VcG6VyTaQl43/2MhpN7LhsNMyRbkSkmMkQmfkEcO6euTB6FFIFREEKSIa7PeT3/06FGi0ShPPPHEjTmdmxA3bTDw9ttvs7y8fMHr5o1R471qJP1C+vJ8yAiv7a+P1mnY7hWRA5M+mbtSOvd2622L45WZgUzN4UTG5MB8g7nK+hdk5tgJXvrUX7HzA++9wEiokstTK4pefVXXSG/atOp9s16nks1QL5UIJhIEVuh1j7/1Nl/4rd9j9uRJzHqD1IZhHvzJj/HUL/3CmscRiMeI9HazeOYMjuMwPzrGpocfvKIRSNW1C0hSXk3iZ3cH+frpGqeyJpU1VlWf+9znqFQq/OEf/iEjIyOXvb8Obj+4Tf5OxXTJ1R3mys0JeJ1HSEKoEsZ9Qlgo6VfQ19C9vxq0fAcWKjYLFdFOeDEFZFmR0bxeoj09BOMxVI+H4sICcydOsXjmLJMHj5CdmqaUyWBUa+fOocmyjzSzAX5NXjdFfrPDcoUyY6Z2zkVSlZulD4/cVBdcH7IkoSsuvmaZoKUXudZln5qaYnJyEtM075iOgps2GDh8+PAFZjQuYFyGZvg7BUmS8GvQHVSpWWZ75a9IQhazbLrUL8ZKOg9Jn8yetM7WuEYyIKPL5zFjm/+b8Mk80OthQ0zljVmDfbNrOxkatRqLZ85w/PsvsfMD7131nm2ZOLbVOhEUdXWwYDYa2JY4Idd1sK1zOuWv/u/P4zg2uz/8NFsefYSRvfcQ6+vDqNV5+6vf4Nhzz1Mrlfj4f/oPJIcG0Tw6uq/JJXBdiktLrHAXvSwout6WNl55OXyqxIc3+oh5ZQ4tGizXVo/sjuPwrW99ix07dvDTP/3TbDov6OngzoGLqDnPlm3GCxZjuYvX6zQZIl6FTTGN/pAg2V0vVE2HTN1hNGeRqdoX1xRAdA0Z9RqZySlCqSSl5Qxjr+3j1MuvMHfqNOXlzJrfsxxh45zwClvl65HVeLdQNkQgMFey2qZNHkWiJ6iS8CuXPZ4k/TJFQ75oW/jx48fx+/0sLCzQ3d2N/xazjb8a3LTBwMTEBOXyhf32xhVMru8EZEliV0pjuWqTaU5ELlyW0UkLYV3i7m6dzXGNpE84n12MG6HIErIsSggP9XmomQ6Hl9ZwM3RdqvkiJ198+YJgQNV0FFXDRAQSF+zNPdd07VgW1fw5dcin/s+fx6jV8AQDyIpCZnKKN77495x98y0KcwtYlsnTv/or+CNCcdC2rFWmJ651hfUSRL1Uado6t9XSmoFSUJfZ2+NBkmD/vEHuvBpwvV7nc5/7HNu2baO/v/+Oahfq4Bxamv/zZbtdb14PEkKJrysg0xWQm94G14c06ABLNYeZosVcyb7kWCEhLIaruTynX32dxTNnUT06y2NnKC4uYZTK665wXcByWxnVWzMj4LqirDJbspgp2SzXRDnFq0jEPBIRr4RflS75+7SuT8KnUGg4KNK5bNH5UBSFarXKa6+9xlNPPdUJBt4tOI7D8vJyu2VsJRo3WTAAMBJRORFUqJgi9Xe5eue6DBvjGjsSGgMRlbhPRr2EbkELEoLhnPLLPNjnYSy/tmKZUa0yefDQBa97Q0H0gJ96uYzruBjnXWvN6xWEPUnCrDfIz85hWzayItOzbQuu6zJ16DDHn3+R0VdfZ+7kKUqZDCP33sPuD3+Qne9/H95gEEmSaFSqVPOF9rbVKyQPgsjCyIoICCxDGDmJmqdIhUa9MjuSGjXL5fWZxgW118nJSd5++2327NnDli1brnj/Hdy6aAWPpiPEhXJ1YQl8Maiy8DJI+QX7/rqIC7lCaKxmu2SqDotVh5LhrFu3Vpo1cSSwHAez3iA3NU05k0GSJMpLS9imhWuvH1xLgOOIFPu5V670uN12Ju+d5Nycsyp2adiwXHPI1s5lUXRViAgFtPW7A9aCR5XwqeI3ra7TUipJEvV6ndOnT/Pggw9eh7O5+XFTJo1qtRqlUqktSdyC695cmQFBRnKYLQtLzMu9HbXmqv7ubp2H+jzc063T5RdM2Ct91BRJYjCi0h9aO01mGQbLE5NYhrHKITLclSIQiwHg2BbFhYXVx+jx4AuF0H0+bNOkuLhEfna2/f7s8RPs+7sv88YX/57Z4yeJ9fVy/8d+lCf+2c/x6P/xM8T6e1E0FduyKGcybcdDSZIId3Vd1RpFVpVVvIGVxjCSBF0Bhc0xlcQaTpG2bXPkyBFOnz59FXvu4FaH5QrzsPG8xXzZptC4eDAgzHlUdqV0Il4Z/TqUjVsZwzM5iyNLBiczJuZF3BHDHolUUw3Qp0rg2DRKRapLi1QWF7ANA8e2cdz1OUmaLBj4NdNtB89Xg4bNRTkNNxJV02WuZHEmbzFfsbGbDoUxr8xwVCXqVfBpl39mtuuiKdAXEhyQtWBZFrlcjjfeeOMCz5zbFTdlZiCTyWCcN3m1sK5E5zsM1xVSmKM5ixcn6ixV7Us+LHKzRSkdUNia0LgnrRPQry0ekyRQgOGIyljOuiDKdR2HeqmMWa+vIhEmhoaI9nQzd+IktmGyMHrOTlqSJCRZJpLuItyVYnl8gnq5zOkfvMqDH/9JAMb3H2D+5GnCXSm2P/kEmx5+kI0P3U8wHl+1/0o2R2ZqmuKicKaUVYXuTRuvir6sKIpwPyyXm85xq7ehykJ4ZDCsslgxLvj+2NgYExMTV7zfDm5dtIaQiuEyX3E4smxSNNx1iciyJOrQg2GVgbBKzKugyedY99eChi3a4qaKFoWG0657r3cc3QGRLazbQnu/brvE/UqbfDjdcNZNc7dgOeK58KoSpgOa7F6Wu2Jrm5bjYtouU0WbkC4Rawr7vCMZAles2iumw1zFpthw2m3ZEY9MOqCwIaribdsSXxytUorW9DEIeRQUee2simVZNBoNSqUSY2NjRCIRRkZGbutupJs2GDg/K9DCxR6gdwLi4RMP48EFg2+fqV9WgKLKIpLdmdLZk9ZJB64vQ/V8p65LoXfbFlIbhjnxwktYhsHcydNYhrFq5Z3aOEJqZIjl8QmMWpU3vvj33PfjH0XVdQZ372Lo7j1Ee7svCABacB2HM2+8yczR4zi2jSRLeENBerZtvapzlFUF1dvSDKC5Wlt93roiEV4nwJqfn2dxcRHHcTrqhHcMRNlOlAccFqu26O5Z55FVJPCqUludr1UeuJY5oLWvhu1SNlyWa44QOlorPU1r0SC3/QGqloumCGOlpF/BsB1KDYf5kpjs1zsXEPyEVopfBPtXdiKWI1oxFyo2hi06pzzq5ZP1rhatUzJtl4rhkqkKboXlusgShDwyUa9MzKegrGFLfDGoshgnPIqwnZa4MLPiui6WZVGr1Zifn2dhYeG270a6KYOBbDbbVh1cCRfhYf1uoVU7Kxkuz52t8cbchavPtSBLsCul80i/h56gckOUvkqN9VOFkgTyeT4FqQ0jDOzaSayvV/Qmzy9w9s39bF7R8je4ZzcDu3Zx/PkXsRoGJ158mePPfZ+7Pvg++nfdddEo2XVdKtkc+7/yNcZefwMATyDA9iefxBcOXdU5yoqC7hHkP58qeorPPwRZWp98Wa1WyeVylEolIk1yYwe3N1xXEAenijbzZRvDWj8QADFJJP0y/WGZrjXKTdeCfM1hoWIzVbSpr7Oo0WRBiL0rpbEjqZHyyziui0cVE7Hj0m6vmy1bFJsZhou1XNctl5IhsgtXOvSUGoJweTxjEvHILNdkHutXkN+BbjsXyDdEC+hozmoLMumKRH9YJR1Qr7j0IUkSXkXwQVp/N2xpzd+j5VUwOTlJd3f39Tmpmxg35fKoUCisGQyAyAy8W7kB04HRrMlfHS5fdiCQ8Er83K4gP7rVT19IueKH8XLgujCat9Yc5FRdJzE0iO7zXTB5b37kYR74yR8HBOP/1c9+flVpJt7fx8j99zGweycgugo+/Su/xtk332qT+NZDJZvjs//6tzn63e9h1kTfczCR4D2/8HNXfZ6KqqL5vEiwLqFLki4uTFUul9fUr+jg9oTpQKkpMpSv2xeVAG8J9GyIqkS8Mh5VWPZea2bYdl0KDYfxgjAma1jrmxAFdCF5PNI8Bl2V8DYDAQmxkvUqIl2/t1sX5OOwiiaz5tgiIYiTdcu5KLfgArhiXGltMl8XLX0TBeuS2YjrAcNyydcdji2bnMmblAwHBxEIxLwyXX6FqLel/nplP5AkCXfDmFe+KE/LsiyWl5fJ5XLk83ny+TymuUbX1m2CmzIYME1zTb4AQLXJ1r/RN+P5yNZsXpys88WTVWZLl26N02TY26PzS/eF2RgTD2vL0e96wnJcxvMWk3lrzQdd9/sY3LP7gv1KkkRqwzB7nvkQOz/4PhzL4q2//ypLZ8Zxmq1/kiSx6aEHePIX/xmaR3QAVPMFPvkz/5Sv/Yc/ZvLgIRorFCIdx6G4tMQLf/5p/vMzH+Xws99tdxHE+vvY+2M/wuCe3Vd9rrKqono8yBJE1pOEdbmo4Uy1WqVQKKz/gQ5uC7jNMUJ0ELjk6zYVw2W9WKAVYIY9Mt1BBb8qX1Ta9vKPQ/gelAxRoliu2mIyXecYgrpE3CcEjnyqhCpLqE2ho1ZgosqilW44ojIQUekLKRcV3Wm15tlXMW7absscyKFsuBTqLg3bxb5BA7DrusLO2XHJNxxmSxbLVQfDbv1GQmcl6pEIrJMdvByoshhD1IuUGBzHaZPZi8Ui1Wp13UXq7YCbskxwMbgu1E2XoA7vVN/sVMHi1ZkGp5sqdxd7DBQJuvwyDw942ZbQCGitmuP1PVa3WQc9tmzyynR93UHOH4mw58MfXPM9WZbp3b6VZ/71r9OoVjn98qt8/8/+kh/6rd9k/uQppo8eIzs9S352lsTQIPOnBBO/Wijy8l/9b978+38gGI/hDYVAkjCqVSrZHPVSmUo+j9PkfUS60+x++gO85xc+sa6L4uVAVhU0r6fdSrjmdeFCa9KVMAzjAonrDm5PCK6Ay2TBYrZsUzLWvjEkhOfJcERlOKIyFFZFVuA6HIPtQs1ymC7ZzDUntnWPQYb+kMpIRCV8CdljVYZ0UCHmU6hEHYK6zMmMyVzZomGfewZcBCEyoEmYTSLilTyBZdNhqeqIrEQz+zBXtkkHZOK+G1MrsFd1foj2SxAdBD1BhQd6dNIBFc81zF4+VWIkouJVQbpEvmR+fp7p6WmKxeJtXV68KYOBS5G7ioaDX7u4J8D1wqmsyeszDSYK1ppytysR0iU2xVX2dOn0hVSC19gpsB6KDYeJgsXxZZPpktUWOzofvkiYgd07Gdl737rb0rxe+nZs56O/99sc+Pq3yE5Nc/Q7z7H/K19jfnQMs1bDMkzM+jmJUyFmVKCaL5Cfm0dp8hHa7oUr0L1lE/f88A9x70c/coER0pVCUVU0rw8Jkc5dC67rto2L1oIsy3eMvOidDZGaX6zYTBSEYt16t4UiC/OanqBKV0Bpr7CvRwDf8iCYK1nU1ylxqrKYnIYjKhuiKj1B5aL1fUkCt8mf12SXoCazISbq53GfzHzZJt8QJEVFpu1I6FGlKxgzBXGw1HDIN2xMx21nJ9ZyBryeKNSFg+PZvEW1WVJRJPH7dAdV4j4FTbm2Dg8XEXQkfAplw6Virr/in5iYIBaLtbMWjuPckCzvu42bMhjw+/0XDQiWaw5dAeWKItwrgciAuSIQmDU4kzdpXMJpsDeosCUuzEz6Q+oNcVdsWC5TRVF3HC9YQlv9It0VyaFBdn3oAwTisXU/I0kSms/LyH334gtHWDg9ijcUxLFtSotL1C7RY+tYVjsDsBLxgX4Gd+9i6xOPsvmxR+jevOmasgIAms9HMBFHkoS3/JrHAxetCyuK0nYx7OD2RKvdrlUeyNTsixLsWgJDcZ8QGLqeBF/TFpNqru6sewyaLBHUJfrDCkm/0NkX6e/1j6P1jiJLSJJL0qdgO6LUIUsi01FsOG1fFNN2Me1We517Liho7mPlnlxXBE5VUxAPS8a5QEpC6Htcz3nwnBurKKlk6g5LVZulqo1pn2sHTPhk4l7hr3C15YFzOxVcjrAuN8eS9YOBbDbL0tJSp0zwbiCRSKCq6x/afNlmW0Jb9/1rQUslbKpo8+p0g9E1evdXQpGgL6ywO6WzNaGR8CnX/UFxEYplU0WLY8smk0Vr3ZRnC5F0mo0PPsC2Jx6/6OegyWVQFHq3baF32xYalQrFhUXC6S6Wzp5tp/7NRgNJktD9fgKxKKquYxkmlmGIeqYs4wkE8Eci9O/eyZZHH6F/145VJkfXAn84TGJgAAna5ZfzYTtc1A9C13V8Pt91OZ4Obk60SkWLVZuFqkOufnFVUJ8q0RdSSfllQp7rG8S3ugeE0+jamYGQLrRHtsQ1ol7liv0DJEQKfSCs0BtU2BRTKTUDkBcn6pQNl7MFi7DHEBbGPpmYR0KWpTVJY05T3G3m/9/en8dIdp3nwfhzzrlL7Uvv23T37MMZkiKH61A0JUuW42izoNjRxwjOijhxjCAIHCSAEcOADSNGbCMGPtsB4sCI8334GY5sS7L8yaYWSpQoLiI5wxly9r33tbr2qrud8/vjvbe6e7qqp2eml+qe+wBFztStqTpV995z3vO+z/s8RQ+TJRcz5eU5kPmtl1vhHltxFBZrHt6ZsjBb8VCw6ENNQb/RSJqyJqbYhAKx/wYdUYGCrQC0Jgbato3FxUW8/fbb6O7u3rOlgrYMBvr7+9fdvc1WPMggd7SJUIp6fxeqEq/equHqBoxMBpICPzkSwUhaQ2STXUCUL8OZtyTem7ZwZsZG9S6cBQAwolEc+YkX8OTnPo3s4MA9f64Zj+O5L/0cTvzUJzB7/TomL1xEbmwClaUlMC6Q7uvFwLEjiKZSqJVKqBVKJH5k6MgODKDn4AGkurvANrmXP57Nou/wQWi61jIYsD21rrpcPB5HZpOCkxDtCwWaJ3I1D65sfc8kDdIUGEkLJA3eUpHuXiGVgu0BuZrEYs1DxW7ujshA2gF9CQ1xPSC03Ts7HgCgAMEVYjqHqyRqgkoD1bpEyVY4P+8gG/WQMTkGkqKRCQEok6BxapvO1Sh4eX/GRq6+bJceNxh6YgKG2OwygU+ytCTGi+QbEUgOa5xS+Yc7NPQnNKTNzUnPU4mFQRdESkyZDBW7uTQx5xz1eh0ffPABPv7xjz/wZ7cr2jIY6OvrQyKRgBCiaVpm2o9UN9OfXvlqV/MVD9+8VsP1/PqBgMaB0YyGLx6N+Wm9zbs5gjRdzVW4vuTg2zfrLXkBK8EYgxYxcfD5Z/H0P/gCDn/01AONI9HZgURnBw4++8yGxhz8X0kJKSXgeY2SC4K2phWvW/GPlydr1fjPHa8hAmHH0CBSnR0wtBqkAjiWrwGlSAyqFUnLMAx0dnait7d3oz9BiF2E4HLx/OsgXycG/HpZgYTBkY2Qml3EZ+9vBoLdddGWKFiyqT5KsKPPRjg6o9RG+CAfzxjV0bmghU7j9BmuR2qpU2UXJZsjbzLqEPAErAjNZQGfYLEuMVv2KKNR8uD42QyNAQmdbJANcS/cg/URaLcEpZTZsoeSLRseNFGNWgD3pTRkImS/vBlTLWMMHAo6J4JlTOOoO17LLLBt25icnES5XIbruutmrncr2vIbmaaJw4cP4+bNm2tsjAEgX1coWhIRTWAT/EMagcCNvItv36hh4i6tg6YAPtJr4HOH4yR6sVk3Bg0GtgfcLrj44Xgd1+6SnViJTH8fPvVv/w2e+Nynkenv29RAqcWBVa9xLRulxUWU5xdg1WrwbBtWpQKrWoNTr8OtW41WxEo+T//Ok7BrdXiuAyUlXNuGUycnRatSgXRdCo5cF3atBrtSgSuB/+9qDR8fieCQT5wCaPJd8uuNzTA4OIj+/v6QQLjHsVSTuJF3MF+lYKBVG58mqE4/ktEwmNQ2tTfJk0DBkpipeJhvEpwGbXL7khr2ZzQMpTRsKt+Y0XyyVJMNQR3LA+yaRK4GTJfJtU8XDAMJAU8BtkfdA46nYHskQwxQArYzxrEvTaWMuP5gQctKeD7B8sysjbEC+Q8E/jMaZ9if0bE/LTCcovLAZuu0xHTia8R0IG8BzdqypJSwbRvlchnj4+Po7u7ek2qEbRkMAMBjjz2Gd999t2kwAAA3Cx5SJkdiEzzGHQm8N23hjUmr5a4yQHeM4yf2mXi6/96d9zaCmwUX705ZOL/gwN4gV8WMx/HJf/OL+MQv/UtEk8lNT89L10M1n8fcjZuYuXIVuYlJFGZmUV7Moby4SP/P5XxNAbWqiXpD3cgb6Fk2NY5slGNfQmA4LXBgJIbsHe2FV5dcnJm1W37mE088gePHj29kRCF2JSgjULCIjV6xJZwWaYGgg6ArKpAxxaYzwx2psFD1ULZVU6dVwYGIxjHk73ijDdnjzRmHJ2lBx4rNihns6BmJ+jjwuQElyp5IRXNhIE5EbYlATOc4mCFidDZyd3LjRhBkP4uWxGyZuqMWatS1oECOrjEDGEiQ5oKpbQJpsAmSJkfKJkIlZ8v+Bc3Ga9t2Q4BoL6Jtg4GnnnoK3/jGN3Dt2rWmx2/lHRzt0Hy9gfuH4yn8YKyO92ftdT3ONQ4c69RxatDEcFrb9Mmj6ih873YNlxYcLNXluqTFAInODjz29z6FT/6bf4Xu/SMkDHQPLS/S9WBVqygvLKC4sIDCzCyKs3MozM2jPD+P0kIOpfkFFOcXUM0vQXoS0vOgpKSHXxIIWm4eRAmKM1IXS+gMaZOjM8bRGSHpZtuTGE5rGEhq4AyNGxdYnpRuLDl4f9bG7ULrTEoYDOx91F2yKaZad/MaMOB3EGgMGd8CdzMhlYIjqUxR83fad0IwSoF3xQTi+uYIHAHLt6Dj0U4/+GTuf56pUTfAgkcpcUcCeUs1siIKy/4IhqAySiZCDo6dUYHYJjAHG2OUVEaZLruY9wOngAoW9bs7uuMC6cjm/T6rwMjAKapLGA1hp+Zy1YEAUaVSQbVaXWXqtlfQtsHA448/joGBAei63lQCcqzg9+2q+48WXanwvbEaPpxzkK/LljvKiMbwdL+Bx3vIYGiz6ooARZxTZQ/fvVXHRJG0DO7me2TG4zj80VN4/uWfx/6nTiLV0w2h66suTKUUnFoN5cUc8jOzyE/PID81jfz0NC3uuSVUCwVYlQo8x4XnuvAcx3+48FzHf45aB+U9ttQIf3GPaP7DJzNFNBJAieoMcZ12RDHfj1z3iUmCLdc8X5+wkDap3SraoiY0V/Hw42kLN5aclr/dyZMn8dhjj6Gzs/OevkeI3YW8JbFQI6GcVoGAYLTIDac19MZFS82K+4Xtkab/ZImIe81aCpMG1d97YlQH30xIoKGxUHUoIDIE0J8kR8+MKXB6xsZCjerzHMsKhQClzpO+LHJfXKAnLjCc1lref/cKBUBKum9v511cWHRQ8DdADKQweCCj4ck+EhfSt7iqZwiGgYSG6bJEpcWGpl6v4+rVqyiXy5BSwnEc6HfMubsdbRsMpFIpHDlyBH19fRgfH19zvOzrjXdE+T1Hq8Em9s1JCx/OOcjVWk8cKYPh2UETj3Tq6I6JTdUP8CS1/PxwrI7bBa9pOnElOKOb1rUtQCkkOjqQ6e9DaWERC7duIzc+gdLCAsqLOVRyS6gWi7DKFVjVKtXuyxVYlQrsWg1O3YJrWfe8yDMGJHSGqMb9hZ52HMGiH9M4IjqDKagHWjCq/TX+z5cX+uD/wfN3kjCrjsStgoNn+syWE1HZlnhzoo6beRe1FkmBSCSCn/u5n8OJEyf2JPEnxAoCcFViqUbmPa0SVaZg6IySjXjCWCbabRbKtkTeF+txm0SngpGCZldMIGGsL4kbYOW7rPdSBdITKFoKuZqE6xMAOagk0hMX6IwKfETpKFgCFYcyKVItqxUGj64YBSwZPxC/V3fANWMLLIlthVxd4uysjbmqhyV//g0EjQZTAn1JCtI035NhS9Zctaxh0B0X0ETrsmYgNrSwsIC5ubk9FQQEaNuZUQiBEydOYHR0tGkwIBUwUfIwkNAQuwfJgaBv/8KCg9Mz9rqBQNpkeKrPxEd6DGQifNMyAgpUqxsruHh70sLVXHNfgQCcASMpDWWHbFhdx/WVAl/FxAfnUZiZxdLUNAozM6gs5VHNF1ArFmHXalDy7l0Iwr8JNU4GHrr/50C5TBc0SUR10kSP6RQImILB8I+Z/t+D5++nRepO3C64KNYVojpbY0ykFO24zszYuLTooGS1qA0LgU9/+tP45Cc/GXYR7EEEZ10qyvQt1SSKlmzUnu8EAwWvGZN2g6ZG/fabMhY/+qi6JKFbttfOLQx0b2UiJKAT1WmRbYagdi9l0ClAc4G6Y3G8U7Sn7Hcw5C36fCqtUfktbXJkIgwa11BzFKoukW6DmCWuU+AuGJCNCiR0hvgmMBuXyxdUGpgpE1mwZCnUPdWQY44b1NmRiXBwznzuQlC82BoBeo0DSZPB8FUfW2UXlVLI5XJYXFwMg4HtxqOPPorDhw/jzTffhNtE5W6s4OJQVkNXbOOqYQoKcxWJ18ctzJa9lotwQmd4vNfAqSETMZ1tWuugAlB3JSZLHt6atHBhobXYBQP19g4mNJzs03FujrwRJIDCzAxOf/0bqORysCrVlhNfRGNImzR+7tfag1Q8Z2js1I0VOwJa2Cl9pvvPxXXWIGxuWaTuIyAXnZtzGuWElYFYEAhcX3Lx1qSFYgvGuKZpeOaZZ/Cv/tW/wsGDB2GaW0P6DLHzsDzqMBorUv3ZbdHKJziwL03iPJFNZqcrAK4kq+Jc1Vul3BdAMCCmAQcy1EWwXlbC9ogQuVRXjexb0mjO5A98GAqWxOkZC+NFDws1mt90wRAzOJIm9wWDGDoiDCqCRpk1GKbnyw4HZLrNhFSkHnu74OJyjpwIg5bLqA70xgUOZDQc7tDheMDVnIvRtEZlxC1YqZjPFgy+a1dMwPJU0+4PgPQGbt26hb6+Pgix+aTTnUZbBwOHDh3CiRMn0NPTg6mpqTXHp8oepsseBpMaUhtQDpOKpDV/OF7H7WLznHKwgJ7o1vGp0Sg0vrkLn+ORuuEb43VczrUmu2mc6opHOnR8YjSCqMYwXvJQdgQsCNTdGorTZUApCM7gNdkJmRrDvpTAU30mdAEYvj65IcjL29AoGt5M+dXNQskmOejjXTqiKwheUinSei97+LvrVSy14HoYhoEDBw7gN3/zN/Hss89C17dGsTLEDsNP9VYduiYqDqXJm4Gz5RJBOiKgBR4EmzgWKYGlOi3gd5YpGOie60sIpAy/Zx5omXvnjMyFzs7aMAR1HwwkBFImW2WkpMAglcJchVwRJ0seipaE62cUYn4mpCtKTojBIsZW8K1oYVRgfPN8GYBl18ayQ+Wbs3MOFqoUqATyyIYgg6ahlIZDWQ1Jg2O+IjFd9lCyJJImnbNOX+MgIBNujt4AlSEMwRoBVytIXz/FsizMzs4im80iEok8+CDaBG0dDGiahieeeAIf+9jH8Gd/9mdrjksFXMu56IwKPN6zPplD+YHAezMWTs/YLV8X1Rge7THwuSMxcGxuK4unSETo7Um7ZSAQ3ByDSQ3PD5p4rGe5XeIzh2IASFnt7UkLb5bXr/d3RDie7DXwkd7do8UfZAXenbZQdxVG0hpi/g0qFdnRfjhv41s3ag1ltJVgjCEajeKRRx7BH//xH+PYsWN7LoLfbZBKbeoCsxrLAl2LNYm6K+G2IAtQOx+l6JPm5noQ0EjoHi/bEmVnbZDKfIZ+V0wgqq9Y1Fq8H2dEBpwquY3atuVJdEXFcq+//5s6HgVDc1VSD7Q9CkZ0QSnwjigFEatsju/8YLY5To0BVnYNFOqUDb2Wc1B2VENLwBBEWOxPCAwmSIlR+JmKiiMxV5FIGhw1V4FBQ9IgcqPggFKbs1ELOplMQZuj1t9HNciDS0tLSCQSYTCwnXjiiSfw0z/90/ja176GWq225vitoouOGMdohqQqm0EphYKlcG7Oxndu1Ft+VsZkeLLXwE8diG26uIVSCh/M2Xhr0sLtQutFfF9K4OkBE491Gy2j1M4oR0+cwxBYV4sgG+U41LG7dsQKRA790YSFiG8rG9UZlFKYLHl4fdzCubnWwdzAwAD+wT/4B/jVX/3VPashvttQcZQ/2W7N+9d8bYHZChl3NSsRABQIdMcEBpMaOqKbL67vKbp2qy4RGO+EIYC4ztGXoBa9VlyBAILRQnkgq+FGnhb62YoHIYgDQOU9eu2MX/IMTJqIm0AGao91GziQpQzb1viotoanSN59rOgRt8eWjfOjcSAbEdiX0vBIF/kyBPSElMlwIKPhtdt1TJU8XM+7GEi4GEoKHO82kI3wTSN+apw2ThGNyqI6p3JPs5CyXq+jWq3uSdOitg8GotEoTp48iX/xL/4F/uAP/mDNcaWA23kXp6dt/ORo8yitYEm8N2PjtbF6S47AQELgqX4Tzw0aW0JS+fGUjTcm6phrUY8SDPjoPhMn+0x0x/i6YxAMGEnpONkr8daU1fQ1XVGOfUkNiU3uod5q1F2FH9yuoe4qvODzNRiAfF3i4oKDD1oEAr29vfjc5z6HL3/5y3j66adDlcE2wkyZun7M6Nack7qjULKICNfKsTIigIzJsS8lENMZtC2oiXtKoeqQdXCzziDOaPHORji1y91lW8sYg8GB0TTV0DUOTJc9uK6CggLHMvnwzo/TBZEBh1Oar2XgBwLbkCULZMFLftfAhXkbCzWJharXIDTqnGEgJTCUFDiU1dERFb7UMI0vYZAEcW9cYLFG/IvZCnVcWR5tmlImbwg2BTyH+wFjtNmIGwxxIxhD85Vibm4Os7OzMAwDnPM9pTfQ9sEAYwyjo6P48pe/jFdffRUXLlxY85pcXeJqzsGJbh098dUTTt2VeG/axjvTdsta4nBK4LkBEye6DRKe2OTvcHbOxg/H61iqN5+pTAH87JEYDmYDqc+7TxLdMY4T3To+nLdRdtZeuANJgdHM5osjbSUcj27407O04D/Ra1Bak7GGhnzMEIhEYxg5eBixWAyjo6M4efIkTp06hZGREcTj8bB9sM0wW/Eai2CQGN+MyzJIQ1ddhYpDDP5Wwb4pGFI+U90Um9dBsBJBuaLuLqfBVyLQwad2wo19vsaBvgS1AAK+vLBHnROOWtYwCCoGQUYg6YsFDSRJ4TDIMm71bBCU+Sp+6/dEycPlnIOaszxWU5C2yFBSYCRNREqSdV8eXVRjMAWdL1cpVF0PBUui5ipUbAVXKXRFOaQS6PLNk4KZ+16vreBMJQyOhL68wDdDoVDA0tJS47vuJeyKWVPXdRw8eBD/+T//Z/ziL/4iyuXyquNSAUt1ifPzzqpgQCrgvWkb5xcoPdUMg0mBU4MmDnXoq+tpmwClFGbKHn4wVkd+RfvOSkQ1hs8ciuJIh5/G2+CVLDiplz3Vb+C1sdXZAc78nuLYdicF7x9KkcPbmxMWLBcYzQh0x0TDd2CuSnaqtqfQmUzjj/7ojyCEQDQaRTKZRDqdhmEYuyr4eVjw3owFqQxSsNM2l5ArFXCr4GKq7JHiXpN7jIHa5HoStBPdCvtdwO8kqCvUXTQtVfTEBQaS1MWwUbkSzqjF+US3jpG0QDbKsVCl9smZigvhb14qjkLMYEjoHPszGvalNHTHSSNgKzoDWsGRlN27tuRisuRhvOiucgMMNBaG0xqOderIRkTLHT0DcLybrpuk7uDCAgUVNcdD0ZaI6WRi9PyAie6YQEdMPFAZpDcuUHWai0QFiEajYIzh4sWL6OrqQiqVeoBPbC/simCAMYZYLIaf+ImfwC/90i/h93//99eoElYciatLDp4fpFo7YwxXc3QBLVS9pgtxT5zj+UETB7I64jrf1ElKKYWaq/CD8Tpmy2vdsDiI2PPCUATHOnVKh9/DABijNODxLgNnfQXFAJ1RckEzN0kxbDtQtCSu5x3cyLvgDHi6z6RonzEoBUyWPIwVScTFcV3s378fyWQyXPx3AYq+V8CNPLWKRTRsilWwKxWqjkKxLlGxVcNhrxmyEeqxN3zXu80O+qUid8CqQxoHK+eboKUxptPOs6Gzv4H3Dq5vnSskDI79aR1dUSJKHnI11F0F1/PnA4PEwFJmILPMfS+Czc923gmlFPKWxGKVuBuXFh0UrGXXSM3PigylNAwkKGvZGRXUFbHOPZw2GQQTiGrAQs1Dzj/XtqcglYIrSTOmOy4xZCt0xygLcj/Xl1J0njqivNGNcSc452CMwbIsSCn31PyzK4IBgMRjOjo68I//8T/G22+/jTfffHNVQOBIYKFKtpuHsxqWahJnZmzMlL2mkV7K4Hi6j5QFY5seCNB4Li5QMHJnIBBEx4/36DjZZ9xzIBBA4+Qv/kSvgdfH6gg4S/v8OuHmeo5vHRxPYbLs4uKCg5qr0BvnONyhNyawikMTzGKVLJEt20Yul0MymdzRcYfYGGoOKQPGCi46IhyM8QdqD1tmqVOJoGhL1Nzm4mEMy7vrlMEa7YSbjUD0qO4quGqtcI3GSbCLfAjuvcYsfEGcvoRA1mPwJN3fBctD3VWI6eSxYAjWWHy1u3QrPCiCNHkgZZyrSUyUXNzM0yM4HwwUCKRNhtG0wFBKw0haI97Gur9DIFWukDIYenPC13IgJ8a6S46HNwsuijbxRTSuIW3yFdmfu2eiAoaAAhkWZUyOqqOaqkcGPiye50H6vixAyBnYdnDOcfDgQfzrf/2vcfv2bUxOTq4SI7JchQ9mbYykNXwwb+NKjhaXO2EI4NFuHc8MmJvmj70SnqI2pzcm6mvY/twPBE506XhxX+SBjD8YAwwNODVoYrLoYazowBTEwu3cYIlAKZq8XE8hulX507t8/nzVw5VFF7fyLkzB8Gi3gaSxHCDNVyW1S8nlf5PL5TAyMrLt4w1x71CgMk/ZkYhoDAezOhLpB7/WHElcgeky1ZObIaKR4c1ASkNHbHMsz5vBlWQRXPEXkZWzDmfkwtcR5Q/cxRAYDgWIrhDu34nlyPIo85OreTg3Zzfu1ZWBQMKg1sGRtIajnXRvb/Q8BBwIjTOc7DcxW/Fwc8nF1SUqGQRBSMmSmK3QpmE4reFknwGD35uolPDF12K+CmMzlEolFItFCCEgpYTrunuGo7R7isor8IUvfAGf+cxn0NnZuSoisyVwYcHBeNHF98fqTQMBjdPO+acPRGGKzSfXBnoGZ2ZtTJXXTlApg+FEl46PjzxYIBCAM1Il++IjMXREScGrLyE2bCpi+xmVa0utBZC2ElVH4fSMjfMLZD2cjfA19tATRRf52nJUpZRCpVLZ5pGGeBC4Eqg51B46UXQxVXLhyrubcrUCKXkqLNZIbbAZV4AzX1fAJOnfhJ+B24pdXKDiZ3lyzVg4oxJBVGcwHiAaYSx4LH8PvuLB1jy2rnlAgTICU2UP15coAzpR8rBUlw3yZERQyfJ4l4FHugwc7tBJMEls7Dys/L4A7dgHEuQp0Zcg74JgsafriwLDW3kHlxYczFVkS67Y2s9iiPrCQ2wdBUbGGDzPw8LCAlzXBd9ku/idxK4LaYIL49d+7dcwPz+P73znOw12J0Bpw69cqKDWhGEvGNATE/j5R+KNevRmw/aA6ZKLtyfW6hlENeCpfhOnBs11d+FKLatx322MQV/xjSUHcxVSZOyOk8NYNsLvKsS0WPXw2piFmbK7SuBoOyCVwpuTFi4uOij79b6P7osgtcJFTimFiZK7qhMjDAZ2H6Sie2O24jVMrTIRAZOp+yhnURBRd8km2FPNuQKNYCDCkTQ4otrWTdyUalZNAxPOAFMDIoJhE2T+dwzBvEQlEZJLniy6mCh5dI/W5CqNg4TB0RMXONyhoSdOhOD7B7X9mRp5JUyWXCgFX9OB5kBHArm6B08p6NwBoNCllgWa7jaXBsJDJNXe3M6Ycw4pJQqFAlzX3RPlgQC7LhgIkE6n8Tu/8zv4rd/6LXzlK19BPp9vHCvazXp8qd3u547FkTK2ZncAABMl0stvFpB+dCiCJ32OwPrvQRH20Q59Q5rcrgRevVVvpOZ+NF4HZwrPDbZ2+wNoVz5WcPHhvL3lNqHN8N60jdMzNpbqEimT4Winjid7V4sk5eoS+bpc9XsGNbsQuwsKpPlxI+9gqe4hZjD0xqg17F4RCA3NV0ngp1mGwRCUFdif0TaFsLge6h7tiDWGNVvK4K9R3+Rrt8JVFACMFym7M16kIMD21CohoYhg2JcmouC+lMBQcnN+fw4qt+gGwxO9JvoTLpI6w9UlFzX/GvAkUKhLXHIcLNZIqp73GeiOi4ZAUzMEi77Ogb4Ex3ixuWGRUgqMMUQikYYaoWHsHoXX9bBrgwHGGHp6evBrv/ZrOHr0KP7gD/4At27dav5akDHIJ0YjJOizRYFA2SajlBv5tSn35wZMPNpj3HW3DpAB048mLFzPufjckRjW29DYnsIbExYWa8urZdVVeHuK5HxfGo42DT4sV+GDeQevT1BbYnIbJymliAH87Zs1lG0FjQNHO3W8OBTBnTPpeNFbU+5hjO2p9NzDBKmoXAAlcXPJbXQAZCK8sSPbCGyP+AJLLVp2ASChc6RMygrwJov0ZkIw+oCKo+DdMSDBKSgRnLW0VW5XKAVIKNi+iFDBkriZdxs+CCsDMQYiZvfEBY526NTVFKMOjrupLd4Ny5cFA5RCOsIARoTCkkPlonx9mdBoeyR4BLiI6Qy2VEibdD3cqWnQ+K6gc5U2REPd8M7TFfgTBP9+L2kN7NpgAKAT2tHRgS996UvIZDL4lV/5FRQKhTWvO5jV8Ey/gaHk1orw3Cq4uL7krmE1j6Q1PDdgojO6sUBE5wyeAtXRGfD39kfWdBwoUPBxbs7G635JggHojFFbTNGiWvxiTeLFoQiGM1rjNTNlD6dnLFxedLBUl9A5sD+zPZeCJxWuLTn4m6tVlH23weNdOj7SYyBpriVzTpVc1JtwP/ZSeu5hgyMB11YY983CNE5lg4hgYP6i0er0BqnquktthQWreTAQENeSBqWVxSa3E94J4Q+41iRLIRiJAAWa+7sJ0icYF22FhSpJIk8UXeTrVI+Xis6VYIEJFMdwiloHk8YWZUIYkfw0Tmn96bJHJnQWtXAr+NLQtoInJRiIWO3E0bBYb5aoUKAMctz3jeBsrbJj0E2wspNgr2BXBwMAtRzmcjlcvXoV1Wp1zfG+uMCj3QYOZnXoW5gqrDhkzTlVWp2+1jjwE/tMdER5Y8K4GzJRjr64wNWcg4vzNkq2xOPdhi9YwlBziShzw2/hqfr8iNGMhhNdOk7P2JgqeyjbJP5RsKroiApkTNq5LNYkFmseKjbVxOI6x+PbYGZEjo0uvnOzjoJFk/qBjIbHegxK5zX5fQIJ0jsRyg3vbiiQdkTJVpiueKg5CgNJgf6Etu6iTa1llKqerfhCQ3e8hjEKMLpiHN0xgWxk6/vsLU/Bk7SQlGwGx48IAiY8A5Ut1ktVtyNKtkKu5uHsnI2pkoeZigcpg1Y8IKIBHRGBnrjAYz06OiKkfLjZAm7NYHAiHD/eY6ArKmBwG+MlF3V3OcVfdxUmyx5qroW+uIAnTYxkBGJ3tBkwBnBFwYAHIOW3F+buUI01TRNCCCwuLjb+vlew64OBarWKM2fO4JVXXlkjRBTXGR7v0XEwqyG+xcyd8SKR9+5MaR/t0DGa1qDfQ+dCT4xINxMlF2VH4eqig6qtkI1yGJwmnnydWngCmdKIxvB0v4HRtC9EIhXmqtSPO170MFP2ENMZLJe0vYNRZnx1s8Hk1l4KNUdivOjh7SkLkyUyVemKcTzRZ2A4pTU1ZbI9EjJpJiMdlgl2PzxFQbRUwLUlB5bvtBcsJs3qzFIBjgcULa9pSh6gXWrUNyVKbaAstxlQilqKiUC4PKZg55yJCCoTYOsXyQdFxaZ5ZdYvBcxXPUyXZcNkiIG8D0zBGsTA3jhveCAEgcBW/e7LFQO/ZGByn9Soo+qTSks+b0yBeAQlW4EzEqYzNCAbUWtKBkHnQnDdySY7/6CVvbOzE5zzPdVauOu/xeXLl/GDH/wA58+fX/W8YMCxTh2PdOlb4lC2ElIp3FhysHiHCVHMX6DvRWYYWHbsmirruLjgoO4qjBVdjBWbvz6mMTzSreOoL2l8oseAAnBxkdQXbY9SswVr+eLWOLXqHO7Q8ESvseFWxHuFUstcirOzNi4uOlAAEjrDE70GjnToSLYI1AqWRN1pwRQPg4E9AdsDbE/iVp7S64JTqShpLLvSrVxUpCJ9gZKtUHealwg0Ti1iXVGB1LbR95UfEKzOVEh/t5k0/NR0QLdvEwSBS9AlIBV8YqaHiwuOHxBIrNzjaJw2WknfTKgnxtETE0iblLrfXrGzQBeAUvvTZQ+eBCrOsuqsQlC+kWAFF5kIh6ealww4KMgBmhMIpZTgnKOzsxNCiDAYaBdUKhV861vfwmuvvbYmK9Ad43hhyNwWJb6aQ17ixRWUd8GA4bSGI536Pe8FOKOI+6V9ETgeBQJVW626IVe274ykBD41Gm3wCvriAtEBKk2cm3OwWKVUe7BL0Tm1Wx3p0HCii5i2WwGq4ylcyTl4f9ZuECtNARzr0vH8gO9K2OLnmauslXEGQgLhboOu6w3FtlYo2Qo3llzMVjzMZHQMpwQOZqkvfeXl4UnAcmnBqjbhknBQcEw7Vo6ksT0LU8LkSDYRPjIF3W91TzXUENsNts/Az9c9jBW8huxvrkYdEit/Zs6A/gTZDo+kNRzu0KH54j479dXI6hmI6hxP9BroiXvQ5u01ZSTLN0J7f9ZGT1mg7uo4mNEQX3GNcE7vRUHpWgphOp1GNpuFpmmIRCKIRJo75e5G7NpgQCmFd955B9/73vdw/fr1VccEAz65P4qumNiwO9iD4HbBRfEOIlNUY/jYcKThJnav0DhDb5w0EU7PWDg9bSNXX1b2MgSVEx7rMfBUn+n30S7/+7TJ8WQfOTHOlMkwpGRJmBqpgQ0mNSQMvmWTk+fv3t6YsPDhvN3QCdA5ETo/eyjacCRshblqc4lZIOQM7CYcPHgQi4uLWFhYaEm6IsEeBWkD4wUX0m/hGk0LRHVOQjUAbKlQsmVDk/9OMF9boCPCoYvW4jGbDccjNbzATjdYRBjzFQjF1ooA3QuUUrA9oO4pWL6cc64mseTLCZds0v8PeBAMQDbKkTI4MhGG0bSGjqhANsJhiI13gGwF7uwy6Ihyn2Cqw/IUipZaVboNMh8KFKglDYYOpZDQaS5Uvh6GxtDU0CpoKxwZGUE0Gt2Gb7h92LXBgOu6+KM/+iO8++67q55nAE76ngNiGwIBpRQu5ZxVNsKmAPalNYw+IEOf+ZPI84MRPD8YQc1RDUWtqE5WqOt9QwZKeY2kKYrfaqyc6CdKHl65UcVk0WtoBJiCSjc/90i8ZXvPSsxXvaY14cC4KsTuwPHjx3H16lUUi0VYltXydZ4CPFdh2iXhGKWonJSNAlqEQ2PEIynapC3Q1EjGDwayUbIJ3q6uE+q1V4hoa3f/FAzsbFYg6MJQfimg4kgULImSpTBb9ZCrkZ7HfNWD7ZFzH2dk3BNsTAYSAoNJgdG05rcLtkFkcwdSJofgAIOG2YoHT5F3w8pZhHwHqAOhNy5onvSliJXPSREMTVu6OeeIRCLYt2/fnsoKALs4GPiLv/gLfPjhh6uU6Dij3fJnDkW25cZTvp/4dV8nO0DK5Dg1uPks04gGRLZQRW0zYHsK375Zx4+nrVXEv44Ix1P9Bj42vPFzM1dp7jbJGEMikdicAYfYcvyH//Af8J3vfAevvPIKTp8+Ddu279qalatLVF0HFUdh1C+3dUQY6g7t9kq2Qr1J2iiqMaRMju7oMudgOxARHAaXqDjAymqIVLQA72QaHfAFn+qkzVBxJGZ8LsBSTWKq7MKVFIwFJkdRjWEwKdATE+iKcQwmKZ1OxkHtS4IUjLQOEjqH5SlMFD1cWLSRq612IbQ9YKEqcXbWxmyFOs4GkwKGYEgaQMVVTcXrurq60N3dvaYsvRew64IBpRTq9Tp+7/d+DxMTE6uOJXSGLxyJbbna2EpMllzY7nJlKaoxDCTFlvTtt3NvveUq3Cq4eOVGFfOVZcIRY8DhrIZnBkwc7dB9mc/13yuQWM7VWnMGwmBg92Dfvn04efIklFKIRCKYnp7G/Pw8lpaW4Hle06DAk9QWNlfxIPwdqsxoyNUDI5wmGSMENsFsuQS2TbdMsIM278gACMbAOamEbmdXuiepbFFzye7X9hQWqxJ5y0PBotp5xZao+d1FgU5ATGeI+4+hFNkMZyMcWb/s0ozU2S5YOSYOha6o8CWLNXiSyh8rjeOkApbqVDKIai5iGkPSJHKh4XdLVO+QtU8kEshkMkgmk9C0rdWt2W7sumAAAP7kT/4EExMTq6KzlMHwRB/14m/nCZoouqsINh1RjsPZ7SlRtAPIfIYkja/mXBSs5Tp/wmB4qs/A8S4DPXFxDzoP1B7UzHoaCMsEuw1dXV147LHHGu1YFy9exKVLl2DbNmq1GhzHWRMQkJ4AZQgCe+CYzvxgoFXGyBcaMjnifg14u+5CzpZ31Csvc+GT6zw/Q6BWBMmbjZWlANujRT5XJ72RiiMxV/Gw6JcDFqrLPgLknUAWy91xgYxJ3IDBpIakwZEwuG/qtrvmtKyfHZKKnA09qRqKlwFKtoLtS5v3xUnRUONUNohqDEt3vGcQDKRSqT3TRRBgV32bICvwv//3/0a5XG48zxnQGRU42WtuqbBQM0yUluvaDJQOH82sL5yyF1B1JG4VXNxYcjFZ8rBY8xq9vQAwnBI42Wdgf0Zv7Co2CgVgsbbW/S2ApmlhMLDL0NnZiUwmg4GBAeRyOczOzuIrX/kKPvzwQ1y8eBH1eh2u6zbtOChaElVHomCTrkDNIWJbM+zPkCa+IbY3Le8qgHOGnoTAWNED/B1l1VGwXNqsbPXUFCz6izWJsq8VMFehzoCSpVD2WzGDzFvSoAxKV5Q3pHr7EqJh7KRzv/d+a4e9ZdA5BQTpCJUMxosuLuccVGy1KuNoe6TKembWRmeUYzApYHtrvzdjDENDQxgZGUEkEtlzHU27KhjwPA+vvvoqLl68uMqoJhvhOJDVtqxFbj3Mrmh/S5rU0pQ299ZFEiBgIY8XXdwuuhgruJgurw4CTMFwpEPD8W4dh7P6PWssBMj5Dmh3QgiBeDwOXdebHA3RruCcg3OOVCoFwzCQSCTwiU98AkNDQxgdHcW1a9ewsLCAxcVFVCqV1cI9IJ2MokUBoivXak9onIiDcZ2kjbc7MRcQzqjfndjorlr2iK+79D0eBEopSCwvUgpA2W+xLNuqEQAs1SWKFnEDyrZqlAqojEI1/5jPrUiZHL1x+n9C50gYDBGdrxAOesBB7xAaQkIAGBR6/F1/1SVztqqzHBAoUOZmoerBkQqGYNSxsiJiEEIgkUigu7sb3d3de65EAOyiYEApBcuy8Cd/8icNFSiATnZfQuBYl76tE4BSdDEV6sta5D0xgb7E9rQzbheIfbysAz9X8fDhgoMbSw6sFfW3QMRoX0rDC0MmBpL3r++gFGUGmkUDQgik0+k9dyPudQTnK+jNTqVSeOmll3Dw4EE88sgj+MEPfoCrV6/i2rVrsCyrwSVYKYpzZ/12JTTOkNA5ohrbdqY7YwwaAzRGQUhQW3c96lsHKJMmldgQX+aOZxq3gfIFlwDWUDycr0rkaqR+WnVo4S/ZclVLXeAdENMZ0r5xU+eKbEBvXPjkwL25iQGATr9k4HgULLnSQ22Fn1zAH7A9hajGUPT5FAE0TUMmk0FfXx+6u7shxPaWo7cDuyYYcF0X4+Pj+Pa3v71q1xDTGfrjYsvldJuhbMuGBjkAX5Zzb/S/Sz8LYPmTy3jJxcUFB9dz7qodTrAj64xynOgy8NyA6UsvP9iNslDzmmYGgpsyxO5GYDKWTCZx8OBBPPfcc7hy5QrOnj2Lv/zLv8T8/Dzy+TzK5TI8z7urZbXOgbjB0BUT2yY0dCe4r8xncD8Y8RQRCBnp3W+EQBi8JvgGrgQWAvEfD6h5EotVcmu8XSQ9BqkA21WwZSCHvKx82BsX6PAX/s6oQEwnkmBXVCCiYVu1GHYSlDES6Ihw1D2F8SLD7by7Spo9yBzczLtw5fImL2gn7O/vx/Hjx3H06NE9FwgAuyQYUEphfn4ev/3bv72mpWN/RsNwevtr9ArLTFTA3xlHOJI6gysVONtZMY57AcVWqiFJqhRQsiVu5CkAuJV316i9MdB3HkwKPNZt4LEeA8lNKI8E9czFahgM7GUwRhoAuq5D0zTouo79+/fDMAzYto2pqSlMT09jfHwcuVyuUT5o1X2gC+bXudmGDcE2Gzpn6IzS7j9oY3P9BZrBzyb6LP+AuMcZMf4dGdx7xIcoOySsZHm06ai7qhGYlx3iTeTrkkoT/sNgzBfS4YjrDFGdMgBJgyOmM18kiEEXVE6hLo3dMUc9CIKFW0CBCYa+BHUZ1F2F2fLqckBgfxzMQwEikQhGR0cbZa6V77tXsCuCASkl5ubm8Jd/+Zdrjg2nNexL7cxuPL/C0SquM7wzbeHDeQdDSYGn+g0MJJqN6+6tdduBOydUqYCpsoerORfXlhxMl8n9qxk4A4526nh2gEyGyNdgs74UTZZ3uoUF0HUdvb29m/RZIXYaAQlLCIGBgQH09PSgv78fExMTuHnzJj788EPcuHEDV69exfj4OCzLWlUmDGAIhnTE1xbYoftL50BXTEAw1jC5cSSpJhLXAX6b33IgoAuGgiVRcxRsGWTkFGbKHpYsCgKgqERSdxVyNdn4fgwUgOg+8z2QGh9MauiNc2T8rgqdA5ogO+e9toDdCxhj4FDojwvonMHyFAqWA1uutp2+s52Zc45oNIqDBw8imUzuGvXTRoltg1bLuyIYuHLlCv74j/94zSQwnBLoi4uGscR2Y2XN/JEuA4ezOvKWh/embbwzbcEUDIc7SGd9X0pDV1TAbJNfvOooLNQkJksubhVc3Mq7qDhrI+IAAfnoyT4Dz/abyEQ5OIDLiy4cqfB4z+ZYIEsFLNW8pupyAFmG7tu3b1M+K0R7gXMOwzAwODiIvr4+PPnkk/jUpz6FSqWCXC6HX/3VX8X169cxPT29aoKL+LKynREiD4odKn0HtfnBlIAjSXeDgUptV3IOpsoeNF/yljHyBJgte4gbpEVQtshtz5UUWFh+G1xM49CFX46LcWQiVArpjAponF6bMjg6YryRHYGf+ielz535PdoV6QhHTOfoiPBGa/RctbnpFQAkk0n09vbiyJEjyGQyu4q8XKvVUK1WUa/XcejQoXVf2yZLU2u4rovr16/ja1/72ppjhzrIP3snot0gzRSgOyYwmBI4pGl4vMdA1VG4nHNwYd7B5UWHpIU5QzpCN3FXjKPLF/ToiApEtc1POwW7jKKtMF/1MFv2MFchydGKQ9bAnk+E9FqIoqRMhuGUhiMdOg5lNUR13mjbciVwq+DgdsGFpxRO9j246mLQE9wKpmlicHDwgT8nRPuBMQalFIQQjd2XpmngnKNSqSAajTadiDVO7PjOGNkE77Q+XtJgSJnLY5BAg83PGM0bGmfgIF2SIJthcoGU6RuKgb6X4ICpkdWuYCSGE9c5IhplAzTOVnVSmBpf1W2wmzsCtgSMfnedKyQMUllkDHCVi0ILbRPOOTRNQzweb1yP7QqlFGzbhuM4sCwLc3NzmJ6extzc3O4PBq5evYo33ngD+Xx+1fMaB/alxKbUqe8Xyt9GC043dVynm5PSdgpP9Bo4lCWN7BtLLsaLHuarEnMVCV0sp/h0Tl4DUZ0hpvGGtWZEYzA0+BfvchowaIXxpGoQXcgKVqHiKFQdYsJSzZF2Go6vQmbLZVOVZuAAeuIkPzqUIq/ytMlpfNpqn3LBFQQn5v/pGRsDCQ19TUsjG4engMUWJQIAjZ1jiL2JlQGxUgq6rkMphWq12mhPXJkVCLgrCYP7xmQ7v/gFLXsAfBGgZRMjU2OwXA+mIKGfdET49rp03OD0G9RdhZTJ/UwHlR0EA7qiopH5CDIIrer+YQywFsFvIjgRJ/elNJiCwfLnS9fPjq75d4w1AtTAxrhdsKoNV0pUKhUUi0UUCgVcuXIFly5dwrVr1/BP/+k/Xfd92joY8DwPZ86cwauvvrpGjGQgSYvUTnbDBHKnGZMjpi0TlyhdSDW6pEG1u+6YwLFOiSWL2MDzVRIDmauSmprw64e6L2uq+f8P0nxBJUQwCgaI7KcahL8gOLA9aj9yfOJSq9RXgGAi7YzSozdOoiNpk1zKon6A0wyMUTuXKchH/O1JC3//UNQXK7m/qUgqhaV6a+a4YRjo6+u7r/cOsfugfPdCIQSuXLmC6enpNa/pDbQ9NlYa3TIwkBlXwqD7pyPKUbRkYy7oSwh0xQSe6TcQLEsKa30LglsnuO1WHlsldbw7Stdtje44R9JkyEYFbFnHVMlrmMEFyOVyuHr1Kr761a+iWq3i6NGjOH78+A6NuDmklLAsC5VKBd///vdx9uxZnD9/Hu+8805Lns2daOtgYGpqCu+//z4uX7685tiBjIaYvjMlggDBjdkTFzC11sTAqM4xqHMMJilFmK9LLNQ8LNXJKKRoywZjuO4qn0yk7rqQ3wsEo+xDzN/hR/0MRNB7nI1ydEZod7XRxZyBBJ86oxzXllxcXHRwqEPD8a77r6kRZ6B5ZiCwD+3u7r7v9w+xu8AYQ71eRy6Xa/x9JcilkK5lY4cXx2BspiB+TcrgDXGbqqMgfKJfRAukcJZNjJq/37YN/aGF5p+TjqjCYJIuoKmSWi1KpBQqlQouXbqErq4uOI6DY8eOgfOdXX8A2jBbloWrV69ibGwMY2Nj+PGPf4yJiQlMTU0hl8vtDQLhO++8g3PnzqFer696XjDgQEb3b6qdQ/ATDybFhscS0WiHELS3eEphwc8UFCxSDiv5sqKWS21Gnv86qZZb/5qS/PwMAvczEwFjWXAgqpHZSDZKmYpAcCSusweScO6KCfQmBK4tkRHImxMWhlMaEsa9ZweUz11YrDYPBgzDQDqdRjKZvO/xhth9qFarmJ6ehqZpq/TgOeg6D0pq5k4xB++AKRjiOkcmwrFYIwvdgkXXtM6Xs4cMCHP5OwjGGAQow6JzYCRFGyHLVXA8D96KWmqtVsPly5chhIBt2/jsZz8LwzAa4kPbGRQEYlye56Fer6NQKOCHP/wh3nrrLbz//vu4cePGhgOAlWjbYMC2bbzxxhs4f/78mmNpX0Pb2OEeWdt3+xrNBO119wbmq5YFwcFKuJJq/4GcaM1vLap7qiXZjzM0dh5RjTgIwZ+3Sl2sM8oxkKDMSN1VuJ53cW7exjP9JnSu7ukmUaCMyFILzkAymcTg4OCOR+Mhtg+u66Jer6NarSKXy62yLAdoLe325XQDwtxOI2mQ8113jGO6zGG5HpbqCoW6h7LPZA/RfhhIakiZAkmD4/XxOuaqy9lZz/NQLBZx5swZ5HI5HDlyBE888QQGBwfR39+/rePM5XKYm5vDa6+9hvfeew8XLlzAxMREo2vgfgIBoI2DgQsXLuCDDz7AwsLCmmPHuw0YfOf79aUiAkpvTGy6bbLGGVKmQOrBCfpbCsEZOqIC+zMCFxeoLvXtGzUcSJNXxL3ESK4k7Qa3xbWczWZx8ODBTRh1iN0Ey7IadscrQX36QMTn2rQLBCdJ5KTJkTQYLI+j7ipUXcr4LTsWhGgnmIIBBtCfICVZV5EfhuMtE0Ety8Li4iLefPNNeJ6HcrmM/v7+Brdlq1AqlVAqlTA1NYWxsTFMTEzg3XffbZQHisUipJRNjb42irYNBv7qr/4KN2/ebHrseJcGrQ3up4TB8fcORHa8XLHT6I5xPN5jNoIBywO+dbOGzx+JIRvZeCHX8hTmqq3Jg9lsFocPH37g8YbYPWCMoVarYX5+vvH3ANR2Rwx9nW+/OVErcAYYnDKYmQiHLZfdFsv2shBMmOFqHzDGoAu/TVXnGEppUAAcD5BKNnRPlFIoFAr4wQ9+gHq9jkqlghdffHGVENGDntc7xYKklJifn8f4+Dh+9KMf4cKFC7h16xYmJydRLpdRq9XuKte9EbRlMLC0tITvfve7mJqaWnMsrjMMJbUdv/E5A54bMHa1xedmIaoxDCQEhtMCYwW6KC8vuriZd2F0Uv10I7A94k+0QmdnZxgMPGRQSsF1XdRqtTUWxzRxM2QiHPEd8iNoBV0w9MY4FhICrlSYKnpwlYL0FTYfBj+A3QoG4FBWR9rkMAXpxBRXOLM6joOZmRl897vfxdjYGB599FEcOXIEXV1dSCQSmzIG27YxNzeH+fl5fPjhh7hy5Qpu376NixcvYm5uDoVCAa7rrjLzagXTF6y6G9oyGPjGN76B2dnZpmnBI52632e7s7cSY1vvT75bwBhNyo92GRgr1ABQWu3HUzayEYHRDN/Q2bI9hcVa8whXCIGOjg6MjIxs3sBDtD0sy0K9XodlWWtSoJpvDKTz9vMB4YyyFmQLzGH6k7Hn+w/seI0zRFMEpyVhMAAClqcwU/Fged4qxVnP81CpVDA7O4u3334bUkqMjo7i2LFj9/W5waJu2zZs28bCwgKuXbuG27dv47333sPt27cxOzuLubk5lMtl2La9duz++JWixT+ikR8F2VPvsmAgiHD++q//eo3IEEA32OGsFqpqtSEiGsPBrAaDk8wqAEyXXYwX3YZr2t1ge751cRP09vZieHgYsVhsM4cdos1RrVYbxCgp5apdkM5Jx0O0AX/oTnBGk3HCZEjZHEmTg4H57WptNtgQa5AwOCKaQkTTcTPvouooWHfMTZ7nYWlpCa+++mqD2X/06NFVr7mXkoGUEuVyGfl8HhcvXsSZM2dw6dIlvPPOO1haWlpDnl0J3ugkYwAUMiZHZ4zjWKeO7hhpx9wNbRUMAMCtW7dw9uxZ1Gq1NccMQdK4IdoPgpFr41BKw408cQdsD7iRd5dFYdaBJ6lbomQ1DwaGhoYwOjraVspfIbYeyWQSnudhcnJyVaaQgYKBiMYQbTMC4UqkDQ4nBgwmBBjIargd+E4h7g7BgKTJcLRDhykY3puxGmTCANVqFWfPnsXMzAw+/PBDPProo+ju7m5IF28UrutiYmICr7/+Ok6fPo1vfetbKBQKqNVqTbNiAElTBwJ1Bmfojgl0xzkOZKjEkTBYQ7huI123bbWyKqXw4x//GIuLi2u+vGBAR4TfEyEtxPaBMZqQj3TqjWAAACaLLiZTAvtSYt2WKstTKNrNtcEBYN++fRgdHd3kUYdoZyilUCwWUa1W19RFA/0MnZPJz077EbRCRGdIeAwpk5Q6EwZD2E+wS+D7GHTFOOqeQELnKEPB8Q2kgNUdBmNjY3j33Xdx4sQJ9Pf3o6ura923D9oV5+bmMDc3h/feew/nzp1rmHHZtr0mAA4CAMHJoyKuM8QNhs6IQDrCkTYZeuOCpK0Fuyd/irYJBoKayXe/+92WFqWjaQ3hxrB9wTlwKEudHgH7tuwoTJQ8TJc9HMy2PnllR7UUG+KcY3h4OAwGHiIE88Hs7CyKxWJT5UHBSTCLsfYtG8Z1Dqkoa5byd2tSISQe7wIE56c3ThvQjoiAKz1IqVa1PwcKhVNTU3jllVca125XV9earpGVQa3jOJiamsLbb7+Nc+fO4atf/SpKpVJTrQAGP1Nh8IaWTEdUoDPG0RXlOJjVyPzqjhvhXq6xtgkGAPpxXn311abBgC6AkUxbDTfEHeC+gFJnlGOuIhvR82TJxZUcx/6M1pLoVbYl5luQB5PJJEZGRjAwMLBFIw/Rrujo6IBlWbhw4QIcx2k87/l+HnGdYWP01J1DVGM4lCXFVJ3jnrQ3Quw8OCMOwYluHVoOWKgCC3fwB4Is1quvvgrLsjA9PY1Dhw7BNM1V5YKAJDg1NYXJyUm88sorOHfuHG7evNnIiAeBgCFIXbMjyhHTfWfOKEc2KpAyOXpi5HjJ2eaUydpmdXVdF2fOnMHU1FTTVgmDh3yBdgcDpT8f7TbwWq3eyA4ULYWJoof5ikRvE1dDpRRKlsJ8pXkw8Mwzz+DgwYP3VIMLsTdQqVTgOA4Mw0C1Wm08H6ynsoU0dzuBM/IqWNn10K6ZjBBrwRiDIRS64xwLNQ7LU2uCAYDS/oVCAbdu3UIikcCVK1cwMjKCTCbTkCx2XRfj4+M4e/Ysrly5gnfeeQcTExPI5XLwPA+GoCAgrvOGj0xnVCBprGij1clALq5vrgxy28yutm3j61//etNAwBRAd4x+kBDtjyd6DfxovI6V+Z2lusQH8zZ6E9E1r/cUULJly06CF154IVQefMgQTHJzc3NwHAednZ0olUqNrKHwTQotV/lp2fbrKAhAnQU7PYoQDwKdM/TEBRZr5BnTTA4v2PXfvn0bUkr86Ec/QjQaRSKRgK7rkFKiVqvhgw8+wN/93d/h/fffb8jtM/+R9B0vB1MaUia1pqZMjpRBAUJEe3BRo1Zom0vUtm387d/+bdNjMZ1jMCVCxa5dgo4oR39Sw3jRbWQHCpbEpUUHL+5bq9iY990bm7k0JhIJnDx5EkNDQ9sw8hDtBiFEw6hoJZnK9igLlTR9B8CwdT/EFoL7JakBvytkruphrkpOs3eiWCzi5s2b+LM/+zMkkwkIwXHgwAF8+OF5XLx4Af/P//5TXL92AwsLCzC4b20d5RhKCSR8TkAsWPzFsuHcVl/fbREMBI5QreSHYzrDYKIthhriLmCMeN1HO3TMVzyU/RVe+rv/y4sOPtJrrPo3uZpEvkVL4cc//nEMDg6GJYKHFHdqC6w6BiwHkGEgEGILEcxrQaq+NyFQsCTqa+ltDc2BiYkJXL58GelkAswq49q507h+8QJyk7cQcQoYiHpIp3V0RGn33x3jiGgcht8qa4gHc5S9V7TFDFupVPDOO++sIgitRMy3/Q2xe3C4Q8e70xbKzvJEbrkKV5oEA/NVDwstPAl++qd/Gj09PWFW6CGF67pgjME0TdRqtUZgwABIpfydmWrb1sIQewsxg9wxR9M6JooeClbzectxHMzNzeHdd95BNZ9D8WYfrnx4BuNjt6AKUxiOCXR16DjaqUH5164IhIN2SGu/LYKBcrmMd999t+kxU6AhoBBi96ArxtEZ5SjaErZ/vzgSGCu6qDgSMY3ILxVHYq7qNfzeV2JgYABPP/000un0No8+RDsgaC1cWlqC4zir1QcFBQROs9pSiBBbBIMDwuQ4lGUYKwh4UmG+KluSWC+cex/T1y9iotPAcNzDQUPi4MEYBCf7en3FHnenV7gd79qXUqJUKuHcuXNNjycMjmyUQ9tpZ6IQ9wRDMAyltFUmRVIRd2C6tBxNz5Q9LFQlmgXYH//4x7Fv3z6YZpv7OIfYdAS92kF56M5gIOgi4IzKBartewpC7AVwxqAxIKozdMUEumICGm+9kJcrVSwuFTAxl0OlWgM8F0mfD2BqpAsQPIKOg53CjgcDtm1jfn4e169fb3o8aXB0RMMSwW7ESFpb0wEiFXBx0Wn4g99YcpGvr80KJJNJfPnLX940F7AQuw9KKSSTSei6DsuyVh1zJRmy6JxBSjQln4YIsRUgtVWGgaTAcFrzF/Xmr7U8haLlYbrsYqkuUXFW2xO3E3Y8GFhcXMT58+db8gWSJokuhNh9GE5pyET4KndHTwHn5214km6UmwV3DXlQCIHPf/7zePHFFxGJRLZ51CHaBYwx3L59G8ViEYlEYtWuKSgR5C0J5rOtQ4TYTgwlNRzKauiNC8R11tJzQiqgYCtcX3JwZdGB19qlfUex45yB+fl5fPDBBy2PpwySWwyx+2Bq1Ioz5ZcCAhQshbGii0JdoVBf3VLIOUd3dzd+67d+C7qu78CoQ7QLglKBUqqpUYtUgCsVlQwCEfYQIbYJJA5EBkE1R8FVEm6TFJUC4HoKizUJg3uoOBJRnUPjyvcNaI8Ld8eDgcXFRVy6dKnpsajGkDap7zLE7sRwWsN4aXUwAFB2YL4qUbnDmaijowO/+7u/i56enu0cZog2hFIKsVgMQoimeu0ABQSeUpBgCIuJIbYbhmAYSWuoOBQIVJ3m6X9PAbMVD5ZL6oWdAOIGbytp6h3dciulsLS0hCtXrjQ9nolQF0G7RE4h7h39CQ3dMbEmjXtxwcXtgruKONjX14eXX34Zn/nMZ3acTBNiZxFkA2q1GlzXXaMzEUy5gjF4KuQMhNgZGIJk8gcSGjpi4q7JKctTOD/vYLrsodxCW2WnsKPBQD6fx/T0NEqlUtPjaZOtYqOH2H0wBNAVJUGNlbjTrrirqwuf+MQn8Eu/9EshTyBEA/V6HY7jNA0MA94JB9t58lOIhxKB70TKJBnhqM6wnk6QKxXmqx6KlkTNt0JuFy7hjt5D8/PzmJ6ebloPBKiTIKaHu8PdDM6IANoXX53EXbmTi8fjePHFF/ELv/ALGB4e3uYRhmhHBJmhcrmMer2+Zo4gAiHxTzSGluStECG2EuQ7QW6CvXGBzqiAsU404EpgquQiV5co29IPBNojGtjRW2hhYQGzs7Mtj6fMMBjYC+iICPQntaYpNMMwcOrUKXzxi1/Ec889ByHCym8I0hWoVquIRqPQNG1Nt5ECabUbgqHsKtSaaMSHCLFdyJgc/XGBfSmB6DprlgJQc4G5ioeJkoel+rIo205jR4OBXC6H+fn5lscTBlv3hw2xO5AwGLpjzQO7Rx99FC+//DI++clPIhpd62gY4uEEYwycc9i2Dc/zwHmrqUpBqlByKMTOwtQY4gZDNsIR1xmMdfY0CkDZVsjXKDvQLiqaOx4MLCwsND0mGBDTOEwR5v92OwRnSBkc+1Jr75Bf+IVfwCc+8Ql0dHTswMhCtCs0TUM0GkU+n0etVoNhGGt4A0qhbXu2QzxciGgMSYNKBR1RjqSx/rpVsCRmK9LPDCy30O4kdmylDToJWmUGEgZbV9kpxO5C0uA4kFmrGzA7O4tyubwDIwrRzvA8D7ZtI5vNIhKJNG0trLlExtJ8RbgQIXYSglMH3GBCw8BdjPUqjsJS3cNc1VulTLiT2HHOwNzcXNNjaXN9IkaI3YWkyXAgo6254H74wx9ibGxsR8YUon0RtBYKIdYvEQCwPdVU7CVEiO0Eh6+NE+HIRPi6ngVS0XVbtCSqjoLVBpyXHQsGCoUCCoUCbNtuejxtrl93CbG7wEDmHr3x1Zfc6dOnMT09veMpshDthaCbwPM8KKWaBgQaY4gKhoIlUbbD6yfEzoIzaoXvjgn0xAUiGsd6VW5PAbmaRMFqD8+CHQ0GarVay+MxPXQq3EtgjMEQDPuzq8VjarUaLl++jNu3b+/QyEK0IzjnjS4Cz2tOt5aKMgIk6bq94wsRohWiGkM2IjCa1tbthvMkMF1eLhM4cmebDHcsGCiVSqjX6y2PRzXWVlKNIR4chmA4lF3LG/jxj3+M06dP78CIQrQrAkKVruvgnDfdMXl+qjU4otAuHdshHkYwRg9dAFEN6IzydUvdCoDlAVVHNeSMd7LatWPBQCAm0goRjUGEmYE9BY0DvfG1tZ/Lly/j6tWrYakgRANSSriui3Q6jWg02lSYzJVAxV1hVBQiRBvA4AwJg2MgKTbkq1O0JBZrEnVX7Wh3TNtmBkyNrVtvCbH7wMAQ1TnuVJheWFjAxMQEcrnczgwsRNtB0zSYpol8Pg/btptKVHNGE2+7sLFDhABo02MIhqTB0BMT6Imtv5Dl6h6myy40vrPdczu23FYqFViW1fJ4RGBdjecQuw+M0QUXN1afWNd1MT4+jgsXLuzMwEK0JTjnq7QFmvkTKN/G2JWKsgNhTBBih8EY+RNENIaUye6qOVB3FSq2Qt1T8B7GMoFlWXBdt+VxQzDwkBW058AY0BlZ65x98+ZNvPXWW2GpIMQqxGIx6LoO13XXXBsUCAAS/iOMBkK0CcjAiKMjItAZXX+ZtT2g4kgsVj3Ud7DFcMeCAdd1W7KEAex4yiTE1oAB6GySNrt9+zbeeeedMBgIAYBEhxzHQTqdRiQSaTpXSACuUrBdBdfbWfJViBArwRkQ16lUkDQ4EnprQjxnFNhOlz1UnZ0jDexYMLBeyxAQBgN7FYwBGZOtEeOwLAvT09O4dOnSjowrRHshKAlwziGEgKatzSYBNInWXAXbU3f1kg8RYrvAGIPGGQyNXA0jGsM62lmQiroKHAl4cmekiXcsGPA8r6V1MUDSjuHNvffAAGRbpM0WFxfx2muvbe+AQrQlhBAwDAOWZYFzjmw221yJkAFLNSIQhjbGIdoNEY0jYXLEjda6Oa4CLE/Rw1U75mLYPNzejg/WtHXtapUKq397EYwBmUjz814sFnHmzJkt+2zHcVCr1VCpVFCpVFbZ4jLGEI1GEYlEEI/HEYvF1pHBDbEdYIyht7cX8XgctVqt+W5JUamg7ioULImkwUPicYi2QdpkcCUH98nTDK3XNU/StewphZ3YCu9oMLDeZCvD2vGeBAOQNpuf93K5jEuXLjUsa5uxxwMopZDL5TA7O4ulpSWUy2WUSiWUSiVUKpXGol8ul1GtVlGtVlGv1+E4DhzHgeu6azJTQYBqGAYSiQQ6OzvR1dWF0dFRPPLIIzhw4ADi8XgYJGwTGGNIJpOIRqMtrwWF5Y4Cy1VIGNs7xhAh1oMhqERgCqzbKq8UUPd5LztVHt+xYEDX9XUzA6GQyN5FTCcNCfeOKpFt25ifn8fs7Cz6+/sbz5dKJczNzWF2dhazs7OYm5vD0tISFhcXG4FArVZDrVZDtVqFZVmwLAv1eh21Wq3xd8dxNlSLY4xB13WkUimk02n09vZieHgYQ0NDGBkZwUc+8hEcO3YMyWRys3+aEHcgmUwimUwiHo+jXC43PX8KtKuqe8sZxTA5EKIdIBhDRDB0RAUWaxKt8gKeAnJVD1KqHTPo27FgwDCMlqQggOoooVX5HgRj0LmCKdgapzmlFKrVKi5dvIC+vj7cvn278bh58yZu3bqFsbExjI+PY25ubl2digeBUgq2bWNhYQELCwu4fv063njjDWiahpGREbz00kv45Cc/iZMnT2J0dHTdDEaIB0MQAKRSKczPzzflGS3VJfriChEt9CgI0V6Qiq7J3rjAWMFtWSJgINJ83QVKlkQmsv3Zxx0LBmKxGAyjdU7P9pRfKgjv7r2E4GwmDIaqo9bcHFa9jrd/+H0cHe7FV/7yG/jaX38Dly5fQbVa3eaRroXrurh+/Tpu3ryJN954A1/60pfwC7/wCxgYGGi47IXYXBiGASHEuhkdx6NuAscLeUZ7HSsvg91yuzEApmDQBYkRNRUWYlRGUGhxfBuwY8FAKpVCNBptedz2dlanOcTWImlwLFTlmgu/Vi7i//vT/xvV1/4n/uZaFYtVD8xRiAgGhRWmNP4fWv291XObASklLl++jP/23/4bLl68iN/93d9Fd3c3lFJhQLCJYIxhaGgI8Xgc+Xx+3e6jmqswX5Xojokd7JEKEWI1OAO4v8ibgiGqMZRbSGcLRlLGO9UVs2PBQGBA0gp1d2elGUNsLZIGp8j+jnMsFZCvS3REGP7JY4nG87ZHjPGaQ4YedQ+ougo1h563XIn6itYc2yN5T9tb3jlamyz3WSqV8NWvfhWLi4v4yle+gmg0GgYEW4B4PI7BwUEsLS01DQg4I/5J3vLgKQ1rVSxCtBPu3N0rpVBzSSeCMwZP0f1ac0mWXirig9iegsaAqM5QcSQYaLcdWFgHQj+MMXhSIarRnxV8Jv8OXBaM+SUAtn6OWymgZFM2vFUL4lZjx4KBbDaLeDze8njZVnDCaGDPIqY3n7I9RTXgO6FzQDcYkkZr0ilw9yyAJwFH0rVV9TXBS7ZE1VGoOvTnXF1isSpRsORd3891XXzve9/Dv/yX/xL//b//95BUuMmQUsIwDKTT6ZZdHJRapcDPU9SJFEqZtxc8pSB96ejgprJ99ryn6N6TPvnTchUcvztE97lFdZfuW8Foh11zFRhDg2wX7KqjOrWWBnLAOgd0Qep/nDFofDko2I5rRCn4QQv9fT2VTNLW2bnrdseCgc7OTqTTaQghmioRlmyJHVRm3BQE5z1fl8jXPZQdhYotUfOVpmz/gl8JnVNdiXMGQ5ArW8rkJG1pcqRNtid8G6ItggEFoGxLuBLQ+PIue6O77bu9inGKvCMaQ9IEVGx5ggra1DxFGYe5qoeJooepsoerOadlVkEphb/5m7/BqVOn8PLLL6Ozs3NDYw1xd9i2DU3TWosOAX4mCJASqPniQxuxjg2xfbA9uq8duVy7myyR/G7F5w7VHIWiJZG3JLi/6JcdCtw9BZiCMkBVRyGq0xzIGc2lOgcSOkfZoYxAX0I0nutLkJVwVGfIRAQEo+CBr7+v2DQwAElDQPp6GM0gONATEzAE27Hy+I7qDGSzWWSzWSwsLKw5XrTkrssMKAVUXYmFqoepkofpsoeFGi3+riIOhFTL/usSa9sng5QXQNEtAyB8aWbBKViI6wwpgyMd4chEOLIRjt64aKTIdgOi6+TNPAUULHlXg4/7QSO4aDwBBHOCIxXGii4uLzgYK7oNmduhpIbPH4nhR+N1LNbW8hwAWrT+8A//ECdOnMCzzz67btYrxMbAGENfXx9SqRRc121okzQrFTiSsjpSKUDtjntgL0H5mRkFco+UirK7S3XKsFl+ya5ke41snOe/zpPLMryun7lj/k7ek8sZA9sLgnUKHBhT/mcDFgNqDp3/mkOBh84pE3A5R/NlVKMNVV+cI21ydMZEI0NZd6mlj/k+AcHcy9jGNyKtIAEU6h4YY4joRJxeCSqP+LwCjSGmb871K5VC3rf33ojnwY4FA4wxZLNZdHZ2Ng0GFmoSNZcurHZf32quxFSJdpFzVQ8FS6JsS1RsSkU/uIHK6jfQOEXNpljWvY7rDJkIR0eEoyMqkI1ypAwOs013SFFt/YRY0ZLoiPJtS5rNVT2cn7dxM+9iruL59Ts6dqSD42inDo0Db01amCp5TQOCsbExfP3rX0dPTw9OnDixTSPf24hGow1lyPWEqBxPoezI0Kxom6AU7eYd6W9sFJXcHEmPmqNQtGkxWqpJ2JKEoco2zY1FW0FfkbJvLsG7+mSuPLfenQaVCljZuGd5CoKpxuJeMiRMwRCrMdieQDYi4Ckg4XOXbE81/HAY/LKk7y0guGpwUu8nMFBKwZb0/2b/OuA7mBp97v3KDEhF66UjKbvpesBiTSJflyhabRwMAEBfXx8GBwdx+fLlNcdK1nJEGWnDBU0pimLHiy7Gii4m/UxAoS6x1S6Urn9jVe6IMKMaQ8akVFg6wpExKWuQjXJ0RDliWvtkDnQRjKW5iEx9G7JCCgCUwnjRw7l5G5cWHOTrq3f+pmA43KEhoTM80mmgYiu40sZ0uYmLnpT4zne+g1OnTmFkZASJRGLNa0LcG6SUSCaT2L9/PxhjLTsKqo7CZMkjslibXON7GQo0B81Xlgm8S3VK8S/WPFxfInt6XTBIXyHyTpGxrS4DrwwYihb9hQEYL3qI6Qz9SQ2GoEU/ojFYPokxqjNkIxxJg6E3oSFpUGn2fhbpYAhSwSdAN5nvFIkTDSY1RHUGD/e3MHuSgqD5Ki3+RUtituJRMGDffT7d0WBgZGQEhw4dwquvvrrmmKeABX+XHdG2qbizQUif8DJe9HB6xsKVnLNj5hIrUXOJlTtdobvMEEBHRGAwJTCc0tATF0gbDAmD+0SaHSSr3OWz7xQk2myQUp3CXMXD21MWPpy315xDwYDhtMDRTh3cZzGf6NZRsilQvTPdBwDXr1/He++9h8ceewzHjx/f0u/wMMDzPMTjcQwNDREzvIXeAPPrwPNVDxpn6G2zOWMvIDDSWax5qDiUCVj+MwUDtqQsTbDwe2o5lb+daOUBECzOdU9hpuwulwLAGhL4nJNqYERjyEZcjKQFshGOrphA3ODQOVtVzr3bODwJ5GoebImmHVSmRrorcZ3DvMegI+iSKloSZb/8Ml32GtmAki3heBubT3c0GDhw4ABOnDgBwzBg2/aa45MlDyNpDz0x0TalgiAddmnRwSs3amt25+0E2wNmKh5mKh7em7bREeV4rNvAsU4N2YhARAN0sTM7qfV0ugHA2eLgSkGhZCl891Yd5+edNRMHA92gL+2L+OlM+o06ogIHszrmqxKXFp017wsAb7zxRkOyOPQxeHDouo5EIoFIJAJN0+C6btPXMVB7VsaVWGaChHgQBDt626MNUMWRmCl7KNoSJUv5QbH0O3HWiohtVRCwsp0w+AziVTH/c1WjhNE0KPCf9BTgeQq2VCteS10LOmcoWRIMChVbwFMMPQqIGRQsbEQQT/oZ5LJD/282Ft0PPmI680sVzd83GLNURKh0JZ2TqqswX/GQtyQKdYm5qmyUY6x7mEd3NBgI0n+PPPIIzp49u+b4ZMnFXFXDUaXuupPcDihFF/+ZGRvfuVlvemJXjvKuQ77jQt3qsCJXk3htrI43JoD9GQ2P9hg4nNWRNHzCzDb+xpytzxmwt7BMoBSVWL5zq4YP55sv6DGd4ZEuA4c69DXHhtMaluqtOwzOnj2Lc+fO4Wd/9mfDUsEDIvAwUUphYGAArutifn5+7Qt9MlrRkqg6YQC2WSjZVPMfK1KWtmTJBimt4mxvx1cwXyjQZiIQ8bE9BcGplTBhcL8zQWK+6jVIh3ciqjPsz2iwPXrtYs1D3aNdPLWqUpBgebTbjugu+ooejnZq6EsI7E9vbOms+1yWpbqE5TbntER8YmN3jN+1JK6Axm+/WKPFv2BJTJQ85GoeitbagGyj2NFgAKDswGc+85mmwYDlARNFD+NFF6NpfcezAyVb4fy80zQQ0DkQNzgSOqXhg1ZAU6xeZBsOa37KreYqWB4agjpVl2pwW5kldyRwJefias5FR4zjyV4Dzw9GENOIrbkdP/PddDUcef8X9XpQinYw5+ZsvDu9NhsFULq5LyHwydFI0+NRjaE/oeFgRsOVpbW7VNd1cfXqVbz77rv4+Mc/vpnDf6gQ3DfRaBRdXV0NaeJm8BR8kSm6r6qORETb/S2424lgN13yd/2zVQ/FukTRllioSVRtmp9cT8FV2PQWuGC3H+j5cwZkTE67ZRBxOqIxJA2OhMEg/DbsmE7iQ4ZgmC55yNU9LFape6tZIJAxqfvqWKcOjVMwMVfxMFZ0kbeI9Nj4TUDzpXQUJksuPKmwWCUyYsYkgrZospEKusWqDr3ffMVr2lbIAXRGOfoTokFgXP0+lFEIBNXKjkTOJwVOlShDU7FpHXnQOXPHg4Hh4WH81E/9FP7oj/4I+Xx+zfHbBReZCMdoeu0ObbtRdajDoS8h0BHh6E0I9MYFeuLCv2g3nhlQjf/c8RwCBzY6yRW/97biSOTqCrmah1yNInT7AW9GBWCxKvHqrTrenrLwiZEonhkw7rpr3wy4d7lwDb41Y/AUMFVy8f3b9Zav2ZcSeGHQRHydFp/OKMejPUbTYAAAbty4gffeey8MBjYBkUgEnZ2d0DRtXStjz09nk08BmWGFYoTrQ/mtzq6/SanYCrk6LTjjRZe6onwxLsv3f9hMcJ/rQZwPf4HntLkyBEPW5H6LIIOpBSRpjrixHOilTE66/j7PTCoSLgpaEgMwUEDRGeXoiVNAEBimxXQGRwIaJ+0DVy53LxBZ0idM+u8/W/F83hVvoWlBZYeyzy+qOGuJ5RxARKPgpDNKwUCgyBiQDqUiLljR71BbrPnBgEXlmqpDG8uVCO6RgF9jmiZM07zrudjxYEDTNAwMDOALX/gC/tf/+l9rjlcdhakSRW0jG0zNbBW6YwIv7uN4fsBs1KeCi/m+0uwtXi6Ygi44EjpWXRSBRoFUNOlVHOrjzdU8LFYlFusecjXaFd1Lll0qoGwpfOtGDTfyDn5qNIqOKN9SWcy7TSpb1UEyXfZwfsFpSv4DaGI5kNFxqENf93zGdIb+hIAhmrdFTU1NNe2SCXHv6OzsRDweh2EYjfbCVlbGBUuh7IRS5htFkHZeqhPpbKwoUbA8FC1S4bT9LMBWgIEW93SEMqjUysexLymQiXB0RoIFmsHUqHWaM0BK5RuDLdtQVB3a3c9XabGsN5EeNwRxfh7r1TGY0NCfWM4y9cQFOqIcU2UPrlRYqJHs+Z0dECVbwZEuTs8ArjQwkAQGE2uzVUEAMVHycDPvEl9gxXiYP56hlIbRjI7htAZjRXXL8ZY3nws1IgXOVz3czruoe2vHtRK6rlOQJyU8z8PIyAgOHjx41/Ox48EAYwzd3d14+eWX8ed//ueo1WqrjisQE/PDOXvHgwHBGaKcbfmvxoKd+Zq1aPkJqRTSEaA7xuFIbdm5TVINrGAR03exRrWzxdr6PdgKFIFezTmo2AovDJkYzWiI61tTf3V8wk4rbIWndxDRX19qbSV6IKPhSKcO/S6BEAPVK/vjAreLa6OBSqWCmZkZzM/Po7u7exNG//DCdV3Yto1jx46hUChgcnKy5WtnKx46d8D+dTchKAfUXYWq6y80FZojpsteIwMQyAU/KMgjAIAiFcG4QWJpaZPDELTQpwxSCEzoVDfXBYPhG/yQKI+fjgfA/Kyh8jsAFmsSM2UX5xccjBc91JzmJncRjWNfUkNPTEPKXK1ZoQCkTQEGhsd6FG7mXSxUPcxUVr+RApWvp8se0iaVDdImR1TDqs1T0EEQpPTvzFJENNp4HMrq6I4tZxc8f6M3XSbi92KVMjSBAFqtSQmZc47e3l5Eo1GYpolEIoHe3l709fXhkUceQTabRSqVuut52vFgAKA04LFjx/DSSy/hlVdeWXO84ijcKriYrXjojYcsYQC+FCeaLlqk5a1QcTRUbImyX2pYqpHu/lKd9BDqTXa0dZdKM4zRZHGoQ0fa3PzJlRSxWrSJgTTGNxsli9QhWwlwZCMcI2mBnji/Kz+FMeqh7k82DwaklCgWi5iYmAiDgQdEsMvp6+tDJpNZ97U1n11dd4HU3TOjDx2C1rqqo5C3KBswXnQbi9ZSXTZIdPeDoO6v8+UFPOGXUDXGkDBIXj0b5egwecPWN2nSghgPtscrd9Fs7WcAdF0Ei+5MxcNEyUXRap4VMgR1B/XEST+gWebR1BiSYBhMClQdBU8pzFXXbqKkot9vseYhohFpVeOi4TaoFCnOFm0SWao1sWqPaAxpk6MnTu2KGiczJioNEyFwuuxhoephsuSBcw4hNHCNsiGcc8TjcWiaBtM0MTw8jFQqhUQige7ubgwNDWHfvn148skn1+XarERbBAOcc6TTabz88sv44Q9/uMa73lPEhD83Z+OTI5FNkYjcy9A43XQJA0CcmNieQiMYyPkZg7xPDipagZQr/XtPATeW3MYN+UiXjtgmL84rFf7uBGNAyth8zsBCjeShW6WQh5ICfXEN0Q16iGoc6Iq2vslqtRomJibw5JNP3s9wQ/hgjEEIgX379t3V94ExoOJI3C64yEb0HXOAa2c4ErhZcHEr72Kq5DbEmjYDugCiGkdfgiOhU20/rhPpLxsVGEgI6r1Xyi+vriXNbRSuJPn3G3kXE0UPhXrzQIAzYF9Sw3BKw9FODWk/OFmJoP0/IhiGkhoEo3GPFzzUWjjoLlYpcEoaLh7tZoj62haez1mYLtM8W2xC7uqOCYykNfQlSAzOkcCNInBlwcZk0cFsVcGTslEOSyaTDYlzIQQikQheeOEF9Pf3o6urC5lMBt3d3ejp6cGjjz7aWPzvxUW1LYIBADAMA5/+9Kdx4sQJnD59eo15Ud1TODNj48leY0s06/cyGCPXru64QHdcANBR9fuFr+dd3My7qN4h5aoA3Mi7AKOU/VBKIKqt7Y64XxTXcQTUOaXQNhtBANQKw2kN2Xu4tgRj646zXq9jdnb2nsYYYi2EEDBNE5FIBNlsFkNDQ5ienm5qcMZA2a25igdP7TzpuB0QOAMuVD3M+nX160sOSrZqumu9GyhtT39WIP5M0mDojQuf6U9s/6hGXVVRnS27B/q3C/f9+SiT0GQ+WY987Q+45qjGDnqp3jzI1/yWw9GMhqGkhqQpyB2wyWcGpQfOaP7piQscyOq4seSg3IRjVPeoU+DyooOhpGgEGVWHSJhjRRcVRzbGKxhlHwYSAicGktjfncTI6DC4EUNNaZC380gnLKiqDSNfRnd3d8O/JxKJIBKJoK+vrxEAJBIJxGIxRKNRJJPJBlFQCNHg1dyL0VvbBAOMMcTjcfzyL/8y/t2/+3coFourSEJBD/GPpyz89IEoBELf+PuBJ6n2tFCVGC96GCu4mCl7TfuFFYBbeUohHunUcCijY39WQ0Tcvy5BcEqX6l7TzABnaNxUm31+q45sKgcKkN94T0wgcQ8mIdxPb7aCbdvI5XL3PM4Qq8E5h6ZpiMViSCaTyGQymJ2dbRoMAKSAV3J88pvcOX/4nUbASnd9fsBcxcPtgoepMmUD5D2UA4IAIFB61DnV9TXBkDYYOqIcg0mBlMGRNDi0Fd4pm7WBAJZFgVxJGaDZCpU8a63cABlDQmfoipFfi3kXLlIwzIggc6OBhMBkyW0aDHgSqCnqMAgUSZMmI1+GOpURLHc52IqYOlJRAwcH0zg00omR3g707T8CFsuiBgN95iLi1Tpqlo3hWr2x6Hd3d0PXdZimiaGhIQwPD6O7uxu1Ws0vHwjEYrE1v/G9/uZtEwwANPif//mfx1/91V/h1VdfRblcXnXcU8Cbkzae6jfRHSN2SRgP3B3K72NUIOLL6xN1XMu5d1VPNPwM+FJd4u1JG29P2hhNC3zucAw9cXGfARkRB6fLzQmNglEKbStge1i2UL0DKZMjqrOGgtlGwDnWDR4cx0GpVLrncYZYC8YY+vv70dvbi2Qy2VLZ0VN0ji2XAl4Ghmz04Z0kXL+mvlCVODfnNCTe71UjIKrBJ/txRATQESV53sMdOpIGqed5PvN/g1W2+4YCsFinDrPz8w6WLNmSXW9qQG+co8s3btsodAGkIxyPduu4tOhgsbb2AwJxoppLhEMF4HiXjpmKh/GSi4WqXEWSHujrw6GRQXzhkx/F/tF96OrqRrKzH/HOPuixJD7qSJTKZXieh/3798O2bTiOA6UUIpHImvZAwzA2/H02grYLBgDg93//9/GlL30J77//PhxntUKcKxX+6lIFv/BYYt0+8BCroRTwvTELPxir3dVHgYF4As/0m6i6Ej8ar2OqTDfDrYKH//l+CT97JI7DHdo9220qALPV5gIcAE0m+zNbk971ZHOWMUASo/e8gfTbPddDK2OdEPcGxhj27duH3t5eJBIJ6LoOx3Ga/r6u9HuzbYm4wZDFw1dWdP0M4O2Ch9sFF9NlygBafsfR3RDwdkyNdtMpk3bKKZOjLy4Q1ambJmGwRgAQ6AVsacbWZ+Xn65SKXy+w0TlDUufoS2iI6Rz3ZlfBoHGFhEEZD9tTmGpiTgZQ1nq67IEz6kZaqHqYq3hQihbseCyKA6PDeOHZp/DIkUM4+eQT6OzpQzyVhmZGoRkRcKFBV0AsHodSqlEaC9oEg9T/VqKtggGALqTe3l78yq/8Cv7rf/2vOH369JrXjBc9vDlp4bkBc0tqy3sJgfTu1y5XcWmxuXzuShzMaPjYaASDCYGIL/VpcIa/ulxBzdfXqbnA169U8dnDURzrvDdyoVTAlcXmQj0AReRHOrfmsjQ1siStNglEWumGr4dgZ7AeQm+CzQFjDOl0GtlsFplMZl0BIk9RN03VUb74jGpdm95jCEoDtqdQtkk1b6xIgUCrVDqw3AVAizqDLoDOqEBcJ4Z/NkKBQNqkxbGZWt52CDwpEPG4ZJMxz8o0/J0wBBAzODqjxHUS93D+md/bbWhAV4yjaPGWwQBAJWxTYyj4brtlOyD+JdDd1YWPPP4Ynjr5FI4eOYShAwcRS3VAj8T8z6JxacCq3b8QYkNdAJuFtgsGAJpAP/nJT+L8+fMoFou4du3aquMKwNuTFnpiHIc7Np/pvlcglUKuJvHdW/WWOvoBIoLhxX0mTvabSOisUbM3BTCQFHh2wMRrY1bj9TVX4Y1xC4IBj3YbG06vSwVcztktDDuA7iipOW7FxB3VAoORtSjUyd0r6GveCBTWF0/SdR3JZPJehxliHfT09OCpp57C9773vZYOhrZH3UdFS6JiclgupYv3fihAcCTpLQQCW0VLtszEBdAEtbv1+WqqKZMW0ZTBkfT/3A7UC6UowzfrM/VbfauAe9Qb59if0WBq99+dtC+lwZPABy18TAAyIvLKHt6ZdjBXIf4AYwyPPvoYnnzyCfz8z/0cRvfvRzbbcZ+j2Hq0ZTAAAIlEAl/84hextLSEP/uzP8Pi4uKq4xVH4Z0pGxGN42CWPbQkofWwUJV4d9q3WG6RStM4EedeGDJxIKshY7JVCzFj1BZ0vMvAu9P2Kp7BXJUEfDqjAkOpu19K5H/uYbrUfAVNGBxHO/V7qtvfCzIRjpTJMFNZe8zyqCfYDmRsNwApgUILzQKAgoG79cWH2BiUUlBKobOzE48//jh0ff1SkgJQtKlUUHUlDMH3fDQQkIMnSh4uL9oYL5KOgOM13z0HBL9MhDW6AHpiAmn/73Gd9P6DLEA7ZFYcqRq776q9vpBaV4yjI8Ih2MYth5shoZNIUtZkKDmt1f88BczWOQ4+8ij6Bvdh/+EjePzxxzEyPIz9+w8gnki0xW/YCm0bDADAwYMH8fnPfx6FQgF/8Rd/sUadcKLk4oM5G4ZAWxgZtRMKFrUPXVhHelfnQH9C4Ol+E8e7DERb1P81TmzhfSmBSytS/I4Exosu+hICgyntrnOt5SpcWHCaih1RJM9wuGPrLsnOKPmSN4NUpEMwaAuY62gHrIQjFWYrrVMDkUgEvb299zXWEM0Rj8cxMDCAVCqFfD6/Zk5YCdLV56SkB4DvccKxpyionSmTUA1J665+TdAVoHEgaZCZWn9iORvQEaUgIK5zGJvYBfCgCJJA1EVApc96i1Rn0LKY8AMczu4vDgz+jSEYYhr9PjVPwm0SgTAAEgw1qWHf/kN4/Ikn8Oxzz2F0dBQdHR0wDKNtfstWaOtgQNd1nDx5Eo7jYGZmBq+++uqqdiLLA67mHEQ0cgrcKhb6boMrFcYLLi4sNGfBAjQZ9Cc0fKRXx2M9+rpeAMxvJTqQ0VcFAwClY6fLHuquXFesx/EU5qsS5xeap9oSOsNgUtvSc5iJEAM61oI3MFH0MJySyEbEXRcN5U+848XW/Id4PI7R0dEHHHWIAIH4kGmaOHXqFCKRSFO30wCzFRdJg8H2dCgJYI9PD5arkLcUruSchpLgSjCQJkBMJ02A7hjp8fcnqEd+NxCyHU+hbEmU1yl9cEYKpjGdMh8P2t2goGBoVC4o2E7Tz1Ug06J4PI5nn38eP/HSSxgdHd2w+l87oO2L7fF4HM888wz+7b/9t9i/f/+a40Vb4XLOwbk5e12CzMOEfF3iSs7BzXzzhYqB2vee7DPwVJ+JyAbuFuFnEe6ELenzFqqt0+WeJObvhQW76U5aMGAgqeGRrq0rEQAU4ffGBfalmt+ctwsupkrrE60CeL4V8kSLkoeu6+jq6tqQQUiIu4OMaVhDfe3QoUPo6+tb999YLildLlQ937hmb84PUilUbRK5ubzgYKFKfffBt+W+PHDaJKndQx0aHu3WcbRTw/6MhmyE/ACC33jlo31ARFDLI3M2R97dNyGwOn7Q76JxKpfEDA6jGXHSB+McumkiX8hjcXGxEQi032/ZHG0fDAAkxfj888/j13/915sSshaqEu/P2ri44MDbDGeNXQypFD6Yt3Gr4LYkDEY0hmcHDDzWo8PcoDsgZ2ip/FhxKDXZDEopFC2FSwsO3py0mr4mG+E4lNW2rKVwJQYSAie6jaa7hYqjcGnRwbWcs27LoFJUt7yaa12C6erqwoEDB5BIJDZr6CFA5GLDMNDf34/Ozs51uQOeIpW6YPHYi06GSvla+b6o0ETJRdmRDWIrB5GDkwYp6g0kBfYlNQwmNfTGBTqjgtrudgHnSioqTVb9un2rW5T5ZYGIxjbF8EwwBp2TiJImaGPUGgzlUhmFQmHXZAQCtHWZYCWSySR+9md/Fpxz/PN//s9hWasXloWqxLduVNERSWAkTSdhN0Rjm42CpXAt52J+nZ36c4MmDmX1e3IkZEDLwKHqSMzX1gYDShGB6+0pG29PWU2JNzoHTvabeKzH2Ba2ctzgOJDR8Gy/gTcm7TXHb+ZdRDWG3jhHT1xbUy4gNjOVFN5uEdwAxHd55plnNnv4Dz0Mw2jYng8PD2P//v24efPmGj2SACVb4nrexbEuHTH9XnpFdgcUaIGcKZOewO2C27jPGIC4wbA/o2FfSsOj3QaiGrUN7sZfwZHUMln3vQLW6ySIaKzhyfKgCDgWOgdiGpUenCZv7LoucktLyC0toVgsQkq5q1qLd89IAWiahi984Qv4n//zf6KjY22LRtFS+D8XKyjae3ALsEG8P2thaR39/d44xxP36e9giOYpsrpLJkh3Yqku8c1rdbw1abWs7/3kSAQf6SEVs+1CR5TjYyNRPN6zdlcZeDJ8b8xqOpFIBZyZtfH92/WWCo66ruPJJ5/Epz71qU0eeYgg5ZpOp9Hb24vh4WFoWus9jeVRmSBfp3YvqVrvKHcrXKkwW/VQ8X0Gon6L4OEODS8MRfCRHgMHsyQQpgsyB9otqeuVEJzuv4qvHdEKHOSFoAnyZHlQMEb29dkodaS06iZQSqFaraJaraJSqaBarbaUzG5H7KpgILiAP/e5z+F3fud3cOjQoTWe1IW6xP+5WCExir12198FCsC1nItyqz5CAM8NmP7Ce493CWMtI3FHqjXp8smii7+4VMGlRRtWk1VVMOBT+yN4ss9AJrI1ugKtQcppP3s4ho+PRNaUDGquwkTRxdnZ1Tt/y1X43lgNPxyvr9tF8Nxzz+G5554LNQa2EKlUCp2dnejr64Ou6y2vH1eSLWyhrlCxg0Vk78wL0rfxLVnEctcYkDTJqnc4peFoh459aSLmBrbCuxUMaHgtrHsGfSVEjbG7pPQ3DsGAuM4hgkE0gVIKjuOgUqmgUqnAdd1dpUC6a8oEARhjME0Tn/70pxGJRPA//sf/wJtvvgnbppSvBDBecPHKjRo+uT+KuM72dDvRSiz6uuOt5EaTBsORTuIJ3LulQKDmtvaQVJS+8xTAoXCr4OFvr1dbGiAldIa/dzCKwx06Ejrb9gmKMQCKIaoDLwyaGElpOL9g49qSi6JFvcuWRwYkwdedKLp4c8LCzYKL0jqOi6lUCp/73Ofw4osv7qoU4W4CYwzDw8MoFAo4ePAg0uk0bNtGvV5v+noF4GbBAecKfQlx361m7Yi6q1CxJSjA5TAEdf0MJAW6YgLdsftvrWs3WB4Fc1EtCGqa34WuJPVFhntTHVwPnAExDUgZHHGjtTESAExMTODmzZuIRqO7ijew64KBAJlMBh//+MehaRq6u7vxd3/3dw1jI0cC5xccdMU1PNatPzSSxVO+9ngrHOnQkdA5+H1MDdInY7WCAnUNjJc8fPdmDVNlb01rkymA/RkNH+kxcahD8wO1nZqmSKNdgXZSo2kNUY0hV5eo2goKCkVb4Xu3aijbCnNVEkuqrSN/CgCf//zn8cILL6Czs3O7vshDCSEEkskkBgcHMTQ0BNd1MT093fL1UyVqM6y7CjH9wURo2gkaZ4joDH0JgS5/4R9OaYgbJMFLgcDe2BAFXMC6t37WV2MMcZ3BVappbf9+oHzyoi5aq5gGqNfrqFQqKBaLSKfTuyYg2LXBAAB0dHTgYx/7GEzThGEYeOWVVxpKhSVb4f0ZC3Gd4VBWQ+IeHKt2KxaqaxfglTjaqfsyw/f+3gpExmoFx1OYLnl4a7KOG76DV4CYztAd4xhKajjUoeFgRvdT80TEcSWxgz3f+MfzM7kS9PeV9z09t/qzpaQF+s75wVVokIg8ScGKI2nnEJCRgsdKcpItaUz1kofbeRfVdQROVuKZZ57BF7/4RRw6dGjdOnaIB0NQLozFYujr60Nvby9yudy6wUC+Tl0FZYcUJrlQuH+B2vaBYKQk2B3jfgsc0BffelObnYDGGRjIHXG9U8cY+RIodXfvkHuBAv3edys9uK4L27ZRqVQQj8fXuA22K3b9jJVOp/HSSy8hm81CCIFvf/vbmJmZAQBMlDycnbVhcOBAdn1hnb2AgiVbEms0BuxL3V1MpxWkIoGhVqi7wNk5B+fmHCgA8VgMHdkMOrMpDGRi2J/RsD8JJDQF6bm4cH0c5bqFuu87T97z1L/vSNVomVpJ1lGg4OBOAk9QN73zm9tSQUp6D0fSLsHyFCzXP7aJE8Xw8DD+2T/7Z3juuedCCeJtQiaTwbFjx3Dw4EEsLCzg8uXLLV9LTncSF+dtPNlnIMF4w6J7N0PjtEgeyOz6qfyu0Dl1CSQNftcyQd5SMHy55c2A8HUaSOWRAo5WyYnAbrhUKjUlurcr9sQVFI1G8dRTT2F4eBipVAp//ud/jsXFRSilcHnRgembcIyktS0VtdlplKzmC1zQYpR+AAMgTyrMtCDNCc7AjAgWo30YHLJhGAYO7B/FM088hmefeBQjAz0wBWDXKnCtGuqVMv7iD/9ffDBxHYVSCY7j7lqyJ2MMHR0d+Cf/5J/gS1/6EmKx2E4P6aGBaZrIZDIYHh7G9PQ0+vv7MTc315LBXXUUxooujnTqiGhqU3rQdxp7MQPQCq6knXnK5Osy3wMOU9mWqLkcCWNzPl+BdAtMwdZlMBYKBRQKBWSzWRjGJn34AyCfz6NYLOLIkSPrvm5PBAMA1RD7+vrw27/92zhy5Ah+8zd/E0tLS/A8z5fAZchEBLKRvXsD2bJ5PZsxPJDMb5Bqn24hLBSNRPH8qVP4v//wv6NYLGJoaAipVKrl76yUwu8/9pP4kz/5E3z/+9/H7du3Ua1WIaVsPHZDcMA5RyaTwX/6T/8Jv/zLvxwSBrcZmqYhFouhv78f/f396O3txeLiYstgoO4S96NsKyQMIKI9PNbGewEKvtSwxiDYcndBs9cFHgbr8ZzuFVIpcEYByXrvats2bNtGLBbbMb5AMIZqtYrJyUlMT08/PMFAAE3T8Iu/+Is4deoU/v2///c4c+YMqtUqruQcgCn8g2Nx7AIJ7vtCq1pWYNpxv1BYX4c/lcng8NFHsG/fvg29H2MMhw8fxn/5L/8FSilMTEzg3LlzOH36ND788ENcuHABN27caOu2nHg8jieffBK//uu/jhdffHGnh/PQgjGGo0ePolqtYmpqCteuXWt0Ft0JRwKFusKtggNPKehcaywsIdofOietE4MDMYPDkc1Z/QxUPpmveojrDMPpB1/mPAmUbYWKs34nAUAlwwMHDqBUKiESiexIduDKlSs4e/Ysvva1r+Hy5cu4detWy/siwJ4LBgKcOHECX/va1/CVr3wFf/qnf4p3330X13IuvnWjhs8c2pupXJ21pkTpDzDj1V2FWwW3ZctiJpN5IA3+oaEhDA4O4md+5meglIKUEqVSCefPn8eVK1cwNjaGiYkJTE1NYWJiApOTky3byLYasVgMp06dwssvv4zPf/7ziMfjOzKOEATGGHp6ejA0NITR0VF0dXVBSolqtdr09QrAbEXCFB66ohymJva6f9GeQJC90TgQ0zmiGkOVM9Sa7NGXywT0qDkSpvZgLcyeAoqWRMlSqLaYCBlj0DQNqVQK2Wx228oEUkqUy2Xcvn0bY2NjeP/993H79m2Mj4/jxo0bWFpaaqnQuRJ7NhjgnByk/uE//Ic4deoUvvXKK/jff/q/cPrqZbgysDddVrLSGKlzBaYUhmCIagwRDYhoHKZgMDXW4B9ENTL3MNvI5rMjJiDyLpwmxAH3AWi1VUfh5lJrd76Ojo67pqBaIfjtVolHKYVsNovnnnsOTz31FDzPg+d5cF0XnufBcRzMzc1henoauVwOi4uLyOVyyOfzyOfJJGRpaQmFQgG2baNcLqNer8N1XWiatordm0qloOs6otFoI4qPRCKIRqPQNK2x2Hd1deHIkSN44oknsG/fPqRSKUSj0bY59w8rGGPIZDLo6enBvn370NXV1VCBa4VcjXaMZUchIwHB1K4W43mYIDhDzKC6fSs19aBMUHUkKo5E1VXQW6inrodgxpSSCM75OvEQWqmpMsag63ojGEgmk1s2PyilGqWAer2OyclJnD17FmfPnsU3v/lNLC4uNlrtN4o9GwwAdHLi8TgOHDiAL/1f/xeeeeYZnD5zGl/7P/8/XDv9PrwVNfag75j7u2vO0KgPcUYXEms8xxrHNd/AwtSC4IH+HtFI1Caq8Yaetek/9C0iMfbGeFP5TQWg3GpbfxcoRcHArUILB0TG0NXVhePHj9/X+7d6z0BcqllbjlIKPT09OHz4MBzHaTxc113150ABzPO8BheBc74qABFCgHPe8hHU/HRdRywWQzKZhGEYIT+gzZDNZnHixAmcPHkSnHPMzc21fO18VUIwD51RDwmdI2WSrW+I9kdMYxhICF9amYGD2o2boeIAS3WFqZKHqMbu24xpqS4xW/FwZsbCQlXCaiE+GsxZR48exaOPPnpfn7VR2LaNM2fO4Mc//jHOnDmDb3zjG3AcpzHf3Q/nak8HAwEMw0Bvby86OjowMjqKkZERfPWrX8Mrr7yCpaWlO2rTrSgprRG09+j+/1f+XRe0+JPRBf0/yDyYGkNMY4jqy4HEyoDiXjsfBpIalQPuIM0oRd4BEgBX96YzkLckbhVcFKzmt1xHRwdGRka2VWRnvUAhxMOJWCyGgYEBnDhxAvl8HufOnYNlWS0nxZqrMFvx0BPnYEwgtvWGmSE2AaQhwNAZ5ag6CkVLthQCqzkS+TrDbMXDvpSGiIZ7yw74xOlcjYKBJUs2zboG0HUdg4ODjbVms7MClmXh3LlzuHnzJsbHx3HmzBlMTU1hbm4O1Wr1gUnXD0UwEEDXdfT39+PTn/4MOju7MDg4iA8++ABXrlzBzMzMuqnF9eD6QjZUxb77CdGYr2Sl0Y4k4gcFET8wiAR/FtzPOFCpIni91kJjvCPC0RHlKNurJYkVgKItUbYUUiawUXHSkiVxY8nBhQW7pTnH6Ogojhw5sq6VbIgQWw3TNNHV1YWDBw9ibGwMqVRq3c6CwMBosSoQ8UV7ws6C9gdlbhWyEY6yrTBbYbC85u6EdU+hZEssVEk5NKarBnfqbmc56KCquQoLNQ8LVQ8VW7YUMQo2KIODg+jp6WlojTzI9RRkNOv1OizLQqlUwttvv413330X58+fx4ULFzaVZP1QBQPAcgr61KlTePrpp/HOO+/g1VdfxZkzZzA2NoalpSUsLS3dd2CwEbgKcF2Fmquw1IIHJxgp96VMjkyEI2NypEyOjghH3K+ZGYJSZaYg7oIhgAMZHbmaXONcaHvA7aKL4136XZ28pFIo1Mn69dysjbFC8wk1YHJvdUosRIi7gXMOwzCwf/9+LC0tYWJiAt/85jdRKpWavt5yFeYqHq4uUWdBX0JDVEPYWbBLMJzWoABMl12U7eZKg9ReKDFdZri+5KDuCoxmNrZpsTwScbu06OD8vINczYPttd7qJRIJDAwM4Cd+4idw7Ngx9Pf33/d3C7C0tISZmRl8/etfx1tvvYWLFy9ifn6+UQbY7G6rhy4YWAld1/HCCy/ghRdewNLSEi5duoTXXnsN3//+93Hp0qUGQcOyrPuuw9wvPEWSyiXbw2Rp9WIc1Rg6IpyMSOIcvXGBgYSAKRgOZDVczTko1OWaWtq5ORtHOnQIptZErEopSACOR+TKtyctnF9w1rVDTqfTeOyxxzaVLxAixP0guJ7T6TRGR0fx3HPP4Xvf+x7K5XLT+1aB7rGlusRM2cPtgoN9KQoIHqTzJsT2IK4zZCMcvXENJb9roJkvi+cHBGMFF0oBXTGBmNa6BBsonE6XPcxWPFzLOcjXyfOl1ezPOcfg4CAeeeQRnDp1Ct3d3fetLzAzM4O5uTl88MEHuHr1KsbGxnDt2jVMTU1hcXHxru2BD4KHOhhYiWw2i1OnTuHUqVP4j//xP2Jubg5vvfUWXn/9dbz++uu4desWKpUKlFKrHjuBmqswWfYwuUIEiOSGNYxmNGQiHEWLI3fHQn5x3sHSqIfumIDwL+0GY9avjf14ysL7c7Zv1tMajDG8/PLL+MQnPoFEIrHJ3zBEiPtDIpHA4OAgHMdBJpNpdJS0CghKlsS8YBgruMiYHJzxBtEsrBi0JxhjviyxQk9cYL7qwVOyeTDgG6zNVDxonGF/XUKLchhYWWqlfxfIn1cchamyh8mSi8mSC8tb64eyciwBVyDIkkaj0Q0RjINr0rZtOI4Dy7Jw7do1XLlyBX/7t3+Ls2fPYnx8/H5+ovsCUxtc0Xaqr3sn0OwnmZ6expUrV3DhwgWcP38eH3zwAT744IO2/V1WX+bLOJzV8JlDUeiCIVeTmK/Rzuhm3sF8deNpp0996lP4jd/4DXzkIx8J66zbiEgkstNDuGds1z0S3LdSSti2jd/4jd/A6dOncebMGVQqlZZpVY1Ttu35QRP7UhoOZHVwhMFAu6PuSvKbWHQwUfRwYaF1Lz0DkDIZDmV1PNKloytGFs8clA1wJBm9LdYlruVcjBcd0hS4i8CQYRgYGhrCP/pH/wjPP/88XnrppUaH0t0QXKdvvPEGzp49i2984xu4ffs2FhcXG51Qm7nhvNt7hZmBJmi2uAXuaB/96EcbbWq2bePq1au4fv06bt261RB9CERyarXaDoye0Oq0X1ty8QfvlRpSnkoFBkAbf++XXnoJv/d7v4f9+/c/+EBD7HksLCwgFottuW9DcN9yzqHrOk6ePAnbtjE5OYmxsbGWwYAnSVhrouhBKsDUGAkS3UdHT4jtg8aJUzWc0gBFXQMBefrO+UyBzvFU2YMuGIqWbAQIQVb0dtHFfFViouSiaJG2QCsEbetdXV146aWX8MQTT+DAgQOrWpebwXVdLCws4ObNmw1tgJs3b2JmZgbXr19HsViEZVmb8wPdI8JgYIMIIr2gFqSUQiQSwWOPPYZjx46t6XW3LAsLCwuYmprC9PQ0ZmdnMT8/33gsLCw0hHG2E4Egx/2Ac47PfOYz+I3f+A2MjIxAiL1plRpiczEzM4Oenp5tM3EK9COOHz+OQqGAc+fOYXZ2tsHOvhMKJFU8U/EglUJMZ4hquq8lEpYM2hUaJynpvrgGxwN6YhzS7wBoJgxke8Bi1fO1U7gv0S7gKSojjBc8LNQ8zFW8dTdHwfXV0dGB0dFRfPSjH8UjjzyCwcHBpsGAlBKO4zS8Aq5evYq33noLH3zwAb75zW+iXq+37HrZToTBwH0iOOHN+t2DdMzw8DAeeeQR1Ov1RnuIZVmNP9u2jVqthmKxiHw+j0KhgHK5jGKxiGKxiFKp1Hi+WCyiUCg0DH22E0IIdHV14Utf+hK+/OUv4+DBg9A0LQwEQmwIf/mXf4mPfexj6Onp2dbPPXbsGBhjqFQqsCwL4+PjDXvzZihYklLPfj/5YELDwWwoLtXuiGrAQFLg1FAElxYdzJQ93MivFUlTAGwJzFY85OsSCxUJU2ewPdKckGo5U7oedF3HwMAA/v7f//t4+umn8YUvfAGGYbQkDVYqFfzwhz/E66+/jvPnz+NHP/pRQ03VdVsru243wmBgCxAskpFIZN0ab9AeibRTLgAABKJJREFUUqvVUKlUUK1WUa/XUavVUKvVUK/XG8/XarVVx4MAI3h+5etqtRrK5XIjkLhfBmqgy/Dkk0/ixRdfxE/+5E/i+PHjYRAQ4p7w1ltvPZB3xf0g2L11dnbiIx/5CCYmJhCLxbC0tNSSUEia9qRBfyPvouaQUFg2Shofe8HyeC9BKgVPkpCQzsnauCsq4EkihhZsCbdFycCWCnlLQjhEMrxbtjTwHchms+ju7sbTTz+NZ599FkePHoVpmqsyApZloVwu4+LFi7hx4wampqZw9uxZjI2NYW5uDpVKZWt+kAdEGAzsIIIJK5FIbJiR73ke6vV6Q3+9UqmgXC6jVCqhXC43goJCoYDFxUUsLCwgn89jdnYWc3NzKBQKqFQqcByn6YSYTCaRzWbR29uLwcFBHD9+HC+88AKef/750JQnxH3h7Nmz+PjHPw7LsmAYxrYGk6lUCkePHsXCwgKklLhw4QLy+Txc1216/ZPQDDBR9FB3iFjImIa0yRta+GEwvD1o1QES7OA935BIcEDKZW2WpElthzVXwWuR75cKdyUHrkTgdbNv3z4cOHAAH/vYx/DEE0+gr68PnPNGCcq2beTzeczMzOD73/8+Xn/9dVy/fh0TExP3+zNsG8JgYJdBCIF4PL7hhTkgrLz77rs4c+YMbty4gZmZGRSLxUZAEGj267qOkZERHDlyBCdPnsQTTzyBgYGBUF0wxAMhn8/j9OnT+Ou//mt8/vOf31YZ6Ugkgt7eXnz2s5/FwMAAarUafvjDH2J+fn5dvk7VUZiRLqqOxEJNYigl8ESvAZ1vVL8zxGbAcgEwsmd3PNIMWKhKVB0iCjqewmKNDIkKdQldkCJhvk6GQvdCjF4PqVQKzz//PH7mZ34Gx48fx7PPPruKM3X79m3cvHkTf/d3f4fXXnsNY2NjDX2aduADbARhMLDHoWka+vr68NnPfhaf/exnG89Xq9UGb8GyLJimic7OzpAUGGLToZTCxMQE3n33XXz605/e1mAguJYNw8DAwABefPFFWJaFK1eu4Ny5cy0zZAAa7qZTJReeVEgaDJ1RMsmJ67xhbhbi/rHyp1egxbtkS7ge4EiFmku7/7pLqqqWp2C5RBJ0PBIaqjnE/Lc8Bc5p12959F73GwsE3QL79+/HgQMHMDQ0hOeeew5HjhxBd3c3dF3H7du3MTMzg8uXL+PSpUuYnJzE1atXMT4+jmKxuCm/z3YiDAYeUmxHq1eIEAFmZ2fx4Ycf7sguKZAg7+zsxNNPP41cLgfXdXHx4sWW5QKAFpW6B8xXPbgSiBtUJ1BKIB4myzYNCpRtUQrwJEmh11xa5CsOOa7maiQCJBXxOGzPDxL89r+gVfpBEASOSqlGMHD8+HF84hOfwLFjx3Dy5MlVm6WxsTGcO3cOf/M3f4MPP/wQi4uLDziCncWGRYdChAgRIkSIEHsTYd9MiBAhQoQI8ZAjDAZChAgRIkSIhxxhMBAiRIgQIUI85AiDgRAhQoQIEeIhRxgMhAgRIkSIEA85wmAgRIgQIUKEeMgRBgMhQoQIESLEQ44wGAgRIkSIECEecoTBQIgQIUKECPGQ4/8PYVZxU8aWXzIAAAAASUVORK5CYII=\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from augmax import InputType\n", "\n", "transform = augmax.Chain(\n", " augmax.RandomCrop(150),\n", " augmax.HorizontalFlip(),\n", " augmax.Rotate(),\n", " input_types = [InputType.IMAGE, InputType.MASK]\n", ")\n", "\n", "# Calculate a mock-up segmentation mask\n", "input_mask = (input_image.mean(axis=2) < 246) | (input_image.mean(axis=2) > 248)\n", "\n", "transformed_image, transformed_mask = transform(rng, [input_image, input_mask])\n", "\n", "show_image_pair(input_image, transformed_image)\n", "show_image_pair(input_mask, transformed_mask)" ] } ], "metadata": { "celltoolbar": "Tags", "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 5 }