{ "cells": [ { "cell_type": "markdown", "id": "66702a68", "metadata": {}, "source": [ "# Hyperspectral Images Manipulation\n", "\n", "Author: Riccardo Finotello \n", "\n", "This notebook explores the `HSIMars` class to manipulate and display the hyperspectral images (HSI) of Mars exploration." ] }, { "cell_type": "code", "execution_count": 1, "id": "f0ff455d", "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "code", "execution_count": 2, "id": "02b6eff7", "metadata": {}, "outputs": [], "source": [ "from hsimars import HSIMars" ] }, { "cell_type": "markdown", "id": "adfd84a5", "metadata": {}, "source": [ "## First Steps\n", "\n", "We first need to instantiate the `HSIMars` class:" ] }, { "cell_type": "code", "execution_count": 3, "id": "736b8dad", "metadata": {}, "outputs": [], "source": [ "hsi = HSIMars(\n", " hdr_path=\"../data/HC_frt0000580c_07_if164j_ter3.hdr\",\n", " annotations=\"../data/HC_ground_truth.mat\",\n", ")" ] }, { "cell_type": "markdown", "id": "6c8dffe6", "metadata": {}, "source": [ "We then proceed with the extraction of the HSI:" ] }, { "cell_type": "code", "execution_count": 4, "id": "7c16d78d", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "hsimars.hsi.HSIMarsImageData" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img = hsi.get_img()\n", "type(img)" ] }, { "cell_type": "markdown", "id": "d7566a3d", "metadata": {}, "source": [ "The object is a `namedtuple` containing several attributes, which can be accessed using the usual Python interface `img.`:\n", "\n", "- `hsi`: the HSI data,\n", "- `wavelength`: the list of wavelengths (units: nm),\n", "- `shape`: the shape of the image,\n", "- `height`: the height of the image,\n", "- `width`: the width of the image,\n", "- `channels`: the number of channels in the image,\n", "- `dtype`: the data type of the HSI." ] }, { "cell_type": "code", "execution_count": 5, "id": "63f063f4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "img.hsi --> \n", "img.wavelength --> \n", "img.shape --> \n", "img.height --> \n", "img.width --> \n", "img.channels --> \n", "img.dtype --> \n" ] } ], "source": [ "print(\"img.hsi -->\", type(img.hsi))\n", "print(\"img.wavelength -->\", type(img.wavelength))\n", "print(\"img.shape -->\", type(img.shape))\n", "print(\"img.height -->\", type(img.height))\n", "print(\"img.width -->\", type(img.width))\n", "print(\"img.channels -->\", type(img.channels))\n", "print(\"img.dtype -->\", type(img.dtype))" ] }, { "cell_type": "markdown", "id": "8c7c8a5e", "metadata": {}, "source": [ "We can also recover the annotations using the same principle:" ] }, { "cell_type": "code", "execution_count": 6, "id": "5144ba48", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "hsimars.hsi.HSIMarsAnnotationData" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ann = hsi.get_annotations()\n", "type(ann)" ] }, { "cell_type": "markdown", "id": "a3b65953", "metadata": {}, "source": [ "The output is another `namedtuple`, containing the following attributes:\n", "\n", "- `labels`: the annotation data,\n", "- `shape`: the shape of the image,\n", "- `height`: the height of the image,\n", "- `width`: the width of the image,\n", "- `dtype`: the data type of the annotation." ] }, { "cell_type": "code", "execution_count": 7, "id": "861a276a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ann.labels --> \n", "ann.shape --> \n", "ann.height --> \n", "ann.width --> \n", "ann.dtype --> \n" ] } ], "source": [ "print(\"ann.labels -->\", type(ann.labels))\n", "print(\"ann.shape -->\", type(ann.shape))\n", "print(\"ann.height -->\", type(ann.height))\n", "print(\"ann.width -->\", type(ann.width))\n", "print(\"ann.dtype -->\", type(ann.dtype))" ] }, { "cell_type": "markdown", "id": "536bf09e", "metadata": {}, "source": [ "If you prefer, you can also call both of these outputs at the same time:" ] }, { "cell_type": "code", "execution_count": 8, "id": "d2c58cea", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(hsimars.hsi.HSIMarsImageData, hsimars.hsi.HSIMarsAnnotationData)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "img, ann = hsi.data()\n", "type(img), type(ann)" ] }, { "cell_type": "markdown", "id": "e1080048", "metadata": {}, "source": [ "## Visualisation\n", "\n", "You can also visualise the annotations and the image (in **fake colours**) using `opencv` (a new window will open, close it with \"q\"):" ] }, { "cell_type": "code", "execution_count": 9, "id": "6d56618d", "metadata": {}, "outputs": [], "source": [ "hsi.display_hsi()" ] }, { "cell_type": "markdown", "id": "ec987ece", "metadata": {}, "source": [ "You can visualise the annotations (close the new window with \"q\"):" ] }, { "cell_type": "code", "execution_count": 10, "id": "1865851f", "metadata": {}, "outputs": [], "source": [ "hsi.display_annotations()" ] }, { "cell_type": "markdown", "id": "4d2beb5c", "metadata": {}, "source": [ "Or you can display all of the information at once (close again with \"q\"):" ] }, { "cell_type": "code", "execution_count": 11, "id": "8de44a94", "metadata": {}, "outputs": [], "source": [ "hsi.display()" ] }, { "cell_type": "markdown", "id": "9767f692", "metadata": {}, "source": [ "We can also plot a particular spectrum:" ] }, { "cell_type": "code", "execution_count": 12, "id": "ca3f005c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hsi.plot_spectra((128, 145))" ] }, { "cell_type": "code", "execution_count": 13, "id": "613bbf49", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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uiUTmp5/MTj+ZnX7JmN3OnRuJRCI4HC4KC0tjulKFqnPXPbPZTHlJOYV5hbS0tbD88uVccdEVCCFISUlh++7tfPmOL/P0S09z4dkXctOym0a55fGXjH1vrBg1O1kcJ6G+1SokffpWq5CGr2/VAGn4ZHb6JWt227ZFJ+P17YwXi5Uq4PBqFXkjW3HBYrFQmF9ImjuNDm8HQgjcLjcL5yxk+97t3PfofXz9J1+nIKeAxecsHsXWx1ffahXS8PWtVmFExizZpRERQuDv9suvsHQSQtDtl/npIYTA7++W2ekgs9MvWbPbti26bXRpaQUOhytmjyOEIBAcnfwcdgdF+UUUFxTjdroB+PntP2fh3IUEegJ85rufoaauZsSPYxTRz4vk63tjQQhBd7cxs5PFcRISQtDU0GTIDpcIhBDUNcn89BBC0NRUJ7PTQWanXzJmJ4Rgz56tAJSVTcZiic1KFX2P1dzeELP8rFYr/7j3H+Tn5NPU0sQdv7mDnmBPTB5rrAkhqG+qT6q+N1aEENTVGfN1K4tjSZIkSTKYnp4eqqp2AVBRMRWLJfY748VSTlYOv/7BrwF4+qWnWbdpXZxbJEnHJ4tjSZIkSTKYvXu3EgoFsdsdlJZWGG6lCj2uvPhKzjr1LHp7e7n7r3fj6/LFu0mSNChZHCepFEtKvJuQ0CwpMj+9YjmjPtnJ7PRLtuy2bFkLwIQJU7FabTE/vhTz2Lzn/fCrPwTg1bdfZc2Ha8bkMWMlUBUAwJJkfW8sGfUbEVkcJyFVVSkuLTbsEilGp6oq5cUyPz1UVaW4uFxmp4PMTr9kzK5vMt6ECVNwOJwoOpdaGwpVVSnILhuT/BYtWMT5Z56PJjTu/uvddPu7Y/6Yo62nuof939zPtiu2RVdKKR6b7JKNqqqUlxvzdWu8FkkjJoTA5/UZcpB7IhBC0OmT+ekhhMDn65TZ6SCz0y8Zs9u9+8jOeKmp9pg+lhCCLv/Y5fe9L38PgLc+eIvte7aPyWMORbA2SNfmLoK1weNeX/XdKrZetpXWF1oRveLw50Vy9b2xIoSgs9OY2cniOAkJIWjxtBiywyUCIQRNLTI/PYQQtLTIlT70kNnpl4zZNTbWApCbWxTz8cZCCNq8zWOW38I5CzltzmkIIfjbP/9GJBIZk8c9nq7NXWxdspXNizez4792sHnxZrZduY3u7dGz2iIiOPSrQ2z5+BZanm1BRASuBS6m/306Qgg8LZ6k6ntjJbrKjDFft7I4liRJko6rqireLRh/QqEQ7e3NAOTlFSbFZLyjKYrCp6/7NADPv/Y8bR1tcWtLsC7Irv+3i8C+AAj6f/y7/Oz+9G5CTSF23bKLhr82IEIC+1Q7k++fzLRHp+Gc44xbu6XYksWxJEmSdIzqavjmN+GKK+LdkvGnb83mlJQUsrLykq44Blh+2XLSXGm0dbSx8p2VcWtH40ONaH6N1NJUKn5VwcznZzLt79Mo+EwBvd297LxpJ771Pkx2ExN+NoGZz8wk/Zz0uLVXGhty++gkZbPb4t2EhGa3yfz0stliOz4ymY1FdrW10NoKWVlQXDz49ffeC88/D5EIxHAe2KhKpn5XX38QgIyMHGw2O2Zz7D+qUy1j+55ntVpZcuESHnvmMZ556RmWX7Ycaxz+CPB+4EW1qUx9ZCqWvCMrJ7jmujC7zRy66xAoMPmBybjmDr5LoT2J+t5Ys9uNmZ08c5yEVFUlvzDfkDNAE4GqqhTny/z0UFWV/Hy50ocesc5u82ZYsgQWL4b/+q/of6+8ErYfng8VicCvfgUf/zg8+2z03wsWwN//HpPmjKpk63d1ddUAZGbmYLM5Yv54qqqSm1k05vldv/R6AN5a8xbNLc1j+th9gnVBnHOcAwrjPlmXZQHgnO08bmGsqipF+WOfXTKIrjJjzNet8VokjZgQgva2dkMOck8EQgha22V+egghaG9vldnpEMvs6urg//0/2LcPhDjys2sXfPrT0NQEt9wCf/0rhEIwdSrcfz88+ijMmTPqzRl1ydbv+orjrKw8UlNjf0ZXCEFnV9uY53fOwnMoyC0g0BPguVefG9PH7qMFNCz5g6+123e5teT4Z7SjnxfJ0/fGkhCC1lZjZieL4yQkhKCjrcOQHS4RCCFo7ZD56SGEoKPDmG92RhfL7B56CPx+KC2Nnh1+/vnoGeHPfAa6u+Gmm2D9erDb4Wc/g2eegXPOGfVmxEyy9buGhhoAsrPzxmRzk3gVx6qqsuzSZQD8+9V/4w/4x/Txh0oxH39skRCCto6xzy4ZGLk4lmOOJUmSktwHH4DNBo88Anl5Ry6fOxfcbrjrrujY4gceiF4mxVffMm7Z2fmYTMn9MX3j1Tfyh4f/wAcbP2DHnh3MP2V+TDc8kaShSO5XnSRJkkRdXXR4xNGFcZ/LLosWx7Nny8LYKJqaosVxTk4BKUm+lf2sqbM4ZdopbNm5hT8++kd+88PfkO5OH9M2tDzbQsuzLYNfqZzgegVO3XZqbBsnxYUcVpGEFEXB5XbJv751UhSFNJfMTw9FUXC50mR2OsQyu0AA8vMHv67v8pKSUX/YMZNs/a611QNAVlbumJw5VhQFp80dt/xu/8ztADz7yrNs272N3t7esW2A0P+jKApuV/yyS2SKopCWZszXrTxznIQURSE7NzvezUhYiqKQly3z00NRFLKzBzk9KZ1UvLMbg9XCYibe2Y0mTdPo7IxuipGVlYfJZIr5YyqKQmZabtyKlKUXLWXmlJls272Nu+67i7/88i/kZuWOyWNPfWTqiH4/+nmRHH1vrCmKQt5gX2cZQAK/HUrHI4SgtbmVrJwsQ/5FZnRCCDytreRmyfyGKzrBwkNWVvw+aBOVzE6/ZMquvb0FTdMAyMk5zun+USaEoK3TgxDxKVRMJhM/u/1nXHXbVby2+jWef+15PnHlJ0i1psb8sd2nuUf0+9HPCw+5SdD3xpoQAo/HQ26u8bKTwyqSkBACn9dnyBmgiUAIQadP5qeHEAKfr1Nmp0Oss3v2WZg2bfAfRTn+9dOnx6Q5oyqZ+l1TUx0ADocLh2PwtXVHmxCCroA3rvl97PSPsfSipQD84t5fUFWdGPuWCyHw+uKbXaISQtDZaczXrSyOJUmSxoGj1zce7o80dpqbGwFIS8tIym2jjyclJYWffPMnZGdkU99Uz11/vosOb0e8myWNU3JYhSRJUpJ75JF4t0AaqubmBgDc7oykX8btoyYUT+AHX/4BX/nxV/jXf/7FVRdfxZLFS2L6lXvdH+pG9PsFny8YpZZIRjK+XnnjhKIopGemG24MT6JQFIWsdJmfHoqikJ4ux2rrEcvsTjtt1O/SUJKp3x05c5yJeYxmSSqKQpozM+75qarKDVfdwHOvPscb773BnX+6k7MXnk1GWkbMHrPuD3UwgsMu/EIhmenxzy4RKYpClkHn9sjiOAkpikJGZuzeTJKdoihkZcj89FAUhYyMrHg3IyHJ7PRLpuxaW5uAaHGsqrFfqQKMUxwD2G12fvyNH/POunfYtGMT/175b25efnPMHs+1YGTjuqOfF8nR98ZaX3FsRLI4TkKapuFp9JCbn4uqymHlw6VpGvUeD4W5Mr/h0jQNj6ee3NxCmd0wyez0S6bs+orj9PTMMVnGDQ7n11bHZK0II0xFmjN9Dtddfh2PPfMYf33qr1xz2TU47I6YPNa0R6eN6Pc1TaPB00BBbkHC972xpmka9fX1FBYa73Uri+MkFfAH4t2EhOYPyPz0CgT88W5CwopVdn/4w8h+/4tfHJ12xFKy9Lu+DUDS07PGtGDoCRnnPU9VVb5661d54tkn2LBlA2s3reW8M8+Ld7OOy58kfS8e/H5jZieLY0mSpCT3hz9El2vTKxGK42TR1tYMQHp69pgNqzCiaZXTuGDRBbz6zqs8+NSDnHnqmVhjsHqH9wMvznlOVIuxzlxK8SWLY0mSpCS3YEG8WyANRW9vL+3tLQBkZGSP2bAKo7r1+lt59Z1XWfn2Suoa6phYNnHUH2PXLbtQLArO2U7cC924T3fjmO1ATZHF8ngmi+Mk1Ld9tBEmVySivu2jZX7D17eNr8xu+GKZ3aOPjvpdGkqy9LtgsKd/6+jMzOwxG1ahKAqZ7hzD5Xfpxy4lPyefxuZG/vbPv/HlT32Z7MzsUX0Mk8NEb3cvvnU+fOt91N1bh2pVcc6NFsuuhS6cpzhRTINnoygKudnG2+EtEfRtH23E7OSfRklIURRcbpchO1wiUBSFNNco5Of1wt13j06jEoSiKLhcabLv6SCz0y9ZsmtrayYcDgGQnT12WzkrioLTbrz8TCYTt1x7CwD3PnIv761/j0gkMqqPMW/dPKb/czolt5eQdnYaJrsJrUfD+76X2t/WsvOGnWxYsIHdt+6m4S8NdG3pQmhHdsaJfl4YL7tEoCgKaWnGzE6eOU5CmqZRX1tPYfHwZoBubdrK6wdep72nnXxnPhdXXMzEjNH/GsvoNE2jpr6eUr0zaLu64MEHozsvdHfD1742+o00qOjs4xoKC0sNN/vY6GKZ3QcfwLx5YLGM6t0aRrL0u76to61WGw6He8weV9M0GlqqmayVYbRzZrf/9+28+varbNi6gd888BsWzltI3ij+4aCoCs5ZTpyznBR8ugDRK+je3o1vjQ/vGi++jT40v0bn6k463+0EomebXae6cJ/uJvemXA7VH6KksCSh+148aJpGTU0NpaXGe93K4jhJhUPhAf/e3LiZBzc9yMKihdww64Zjbv+HtX/g3nX3Drjs3rX38oNzfsB1M6+LaVuNKBQOH3vhtm3w5pvQ0gLZ2XD++TBjxpHrg0F46KFoYezzRffdrawcu0YbRN+ZL2n4YpXdLbdEC+PZs2HhQjj99Oj/p6TE5OHiIhn6XX19DRDdOtpsHtsnJxwZ5D3PAFJTU/n5t37OpTdfyrrN63j1nVdZdukybKm2mDyeYlJwnuLEeYqTgtsOF8vbuqOF8hofvo0+ert66VjVQcdbHeTelEsoCfpevIRCxsxOFsfjxBsH32Dl/pUsm7bsmOveO/Qef1gbXespz5nHnPw5NPga2NK0hZ++/VNOLTyVisyKsW6ysdx5J/ztbwMv++Mf4fOfhy99CbZsiZ4hrq+PFsWFhdEp/ldeGY/WStIADkf0S4x162D9erj3XrBaYe7caLG8cCGccgqM8/lfcdXb24vHEz1znJaWgSVZT/PrsGDOAi459xJefPNF7v7L3SyYvYApE6eMyWMrpuhkPfs0O865Tuyr7TQ/2Uykc3SHd0jGIovjceLDhg9xWpycVXLWMdf9deNfAZiVN4uHr3wYe4odgN+v+T33rruXJ7c/yffO/t6YttdQVq2KnhEGcDqhrCw6dKK2NlogT5gAP/pR9LK0NPjc5+CGG5L3O2wp4axbB9u3w9q1sGYNbNgQLZbffz865ALAZosOvegrlmfOBIN905nUQqFg/xrHbnfGuF7G7aOsFit3fO0O3lrzFrv27+LPj/2Zn93+M+w2e8weUwtrdG8+fMZ4rY+uTV1oIQ0EoIJ9mn3Eu+tJxiWL4ySkKAp5BQNngNb56pieMx3TR95weyI9rKlbg6IofHXhV/sLY4D/nv/fPLblMdbVrRuzthuBoigUHT2D9qmnov+98Ub41reOFL3790fPGn/nOxCJRCuKu++GzMz4NNwAorOPiww5wcLoYpmdqsKsWdGfT38aenujxfKaNdGfjRvB74fVq+Hdd6O/43DAqadGh2DccsuoN2lUJUO/CwZ7+pdxixbHY/eXiaIo5GQUGDq/6ZOm87Vbv8bPfvcz/vmff/KVT32FsuKyUbt/ERF0be7CtzY61rhrUxdaMFoMKyalvxh2nebCdaoLsytaPgkhKMwrNHR2RqUoCkVFxnzdGr44XrVqFc8++yz79+8nEolQWFjIhRdeyPLlyzGb9TV/9erVvPTSS+zcuROfz4fT6aSoqIgFCxZw882x28N9rCiKgt0x8C/q9kA7c/PnHnPbbZ5tRLQIthQbpxWdNuA6q9nKjNwZbGnaEtP2Go2iKDjsR+W3fTsUFcH//M/AU2kVFdHLbr01ekb53nuj/x3HFEXBHqNtXpPdWGZnMkWHUZxyCtx2W7RY3rZtYLHc1RX90uSttxKjOE70fhcM9uD1tgPRraPH8syxoijYrA5DFil9VFXl/137/7j34Xtp62hjxcsr+NItX9JdB/Spv68e71ovXR92ofUcLobNCo6ZjmgxvMCFa54Lk3Pw5yP6eZHYfS9eFEXB4TBmdob+0uwPf/gDP/7xj9m2bRtTp05lwYIFeDwe7r//fr7+9a8TDAaHdX/hcJgf/ehH/OAHP2DDhg2Ul5dzzjnnMGHCBOrr61mxYkWMjmRsaZpGdVU1mqb1XxbRInSHu4+57Y7mHQBMy55GiunYCSCZtkx6Ij2xa6wBaZrGvuqj8mtrg+nTB/+Oec6c6H9PPXXcF8ZwuO9V7xvQ96ShiWd2JlN0gt4tt8BnPws33RQdIZQokqHfdXf78Ho7gOiZ47HcAETTNGqb9hs+v7zsPK5bEp0gvuKlFfi6fSO+z9p7avG+7yW1LJXCzxQy5cEp0eXdnpxOyTdKSD8n/biFMUSz219t/OyMSNM09u0z5uvWsGeOV69ezdNPP43NZuOee+5h8uTJAHR2dvL1r3+drVu38uCDD/K5z31uyPf5q1/9irfeeotFixbxzW9+k7Sj3v01TWPXrl2jfhzx8tHOlm3PZn/b/mNut6FhA4qiMCt31qD30x3uJj01PRZNNLQB+YXDxy98+y7PyIh9oxKEEd/oEsVYZxcOw+bN0bPFa9fCpk0QCkXnlKoqTJuWOLvrJXK/6+3tJRDoxufrACAtbWzPHANoQpz8RnGmKAqf/q9Pc99j97Fp+yb2VO1h4dyFI79jAYF9AZQUBREWiLDANf/4Z4s/KpH7XrwZNTvDFsePP/44ADfccEN/YQyQlpbGV7/6Vb785S/zzDPP8MlPfhLnEM7YbdiwgZUrVzJhwgTuuOOOY76KUVWV6dOnj+5BGMjs/Nm8vO9lXtr3EpdWXgpAU1cTbx18C4AzS84c9Pf2te0jx5EzZu2UJCl2IpFoMdw3MW/TpugKhEJEzx73FcOnnRb9MsQl5xuNiWCwh1AoSGdndFhFRkaW4dZ9NYrpk6YzZ/ocNu3YxIqXVjB3xtwRrewx7fFpAybddW/tpuHBhug446nRccbuhW5cpw69WJYSnyGL4+bm5v6zuBdccMEx18+aNYvc3Fw8Hg9r1qwZ9DYf9cwzzwCwbNmyEY9RSkT/NeO/eGnvS9y+8nZer3qdLFsWr+x/hZ5IDwWuAhaVLjrmd2o6azjUeYilU5bGocUGU1MDzz6r73q5nJsUZ/fdFy2IP/wQenqixbDZHF2RYsGC6M+8eXJkULyEQkGCwR5aW5sAyMzMHdNhFYnmmsuuYdOOTby2+jW+84XvjKg4ds134Zrvgs8ftULF2uiaxl2bu+je1k3j3xpRVAXbFFu0UP7IpDwp+Rjymd23bx8AbrebgoKCQW8zZcoUPB4Pe/fuPWlx3Nvby8aNGwGYPXs2bW1tvPHGGxw6dIiUlBQqKys599xzsdlis6j4WFNVlaLSogFnHhYWL+RTcz/Fgx8+yH/2/geIzrI1q2Z+dO6PjlnFAmDFzugY7DNKzhibhhuEqqqUFw3Mj40boz+DUZTjX68o46o4VlWVoqJyedZLh1hmd8890a44ZQp87GPRM8Nz50aXb0sGid7vgsEeamsPEAz2YLc7yc8vGdNhFaqqUpBtvF3KjufqS67m+3d9n91Vu6mpqyEjbXSGtakpKq5To4UvnwctpNG9pRvvB168a710b+nGv8M/oFieuWImZUVlCZOdkaiqSnm5MV+3hiyOGxoaAMjNzT3ubXJyol/1NzY2Dun+AoEAADt27OCee+7p/3efP//5z/zgBz9g3rx5J7yvUChE+Kjd0/x+PxAdN9M3dkZRFBRFQQiBEAP3YFcU5ZgxNkO9/OjH6Pv30fo6mKZpqKraf72qqggh+OYZ32RB4QJe3PsirYFWCl2FXDvjWmbmzBxwX323b+pq4vwJ53N60ekIIUbtmI4+lqPbeLJj+ujlH23LcC8/0fNkNpuPPJ8FBdHKAlCILnP5UYNd3jfv2yjHNPQ+duR3h9P2vssH63vxPKaTXW6kvtd3tnD0j0lBCNi3TyElBUIhQSgkmD8/umRbMjxPR/e74bY93sfk9bZTVRX9trSycjopKSnHHE8sj0nTNFQlVn3v5JcP95hKi0qZPHEye6r28PJbLzN9UjSzUX+ezOCY58B1qosiigj7wnge99D0UBORzgj+nf7+NiVq3xvJ89R3GyHEkG4/2DH13e5kbR/rscmGLI77Cs7U1NTj3qbvLG9397ErMHyU1+vt//+77rqLGTNm8LnPfY7S0lLq6up44IEHWLNmDd///ve5//77KS4uPu59PfHEEzz88MPHXF5VVdU/9jktLY28vDw8Hg+dnZ39t8nKyiIrK4v6+vr+YwTIy8sjLS2NmpqaAVspFhUV4XA4qKqqQtM0QpEQtS21VE6sxGw1U11VPaANZRPLiEQiHKo+RP2hegpLCjGbzJRNLCPgD9DU0EQ55Xx+4udJsaRQXFqMz+sbcD82u438wnw62jv47/L/BiDQFKA10Ep2bjatza34vEdmCKdnppORmYGn0UPAf+QPjuzcbFxuF/W19QO2ss4ryCNFgdrGZlQOYUmNLplWXlSE2WxmX/XAY6osix7Twbq6/stUVaWyrAx/IEBdU1P/5ZaUFMqLi/F2ddHU0tJ/ud1mozg/n7aODlo7OvovT3O5yMvOxtPaSqfvyDFluN20e72kWq30BIPR7aCBvOxs0lwuqmtrB2wvXZSXh8NuZ3/1wBVCjHRMWenpZGVkUO/x4D/qD8O+Y6qprycUDhPyR6j1CMp6SrC6rBw6VDXgmIqKyjGbzVRX7xtwTGVlldG+d6iK+vpqCgvLMJvNlJVVEgj4aWo6cqwpKRaKi8vp6vLS0nLkWG02O/n5xXR0tNHR0dp/ucuVRnZ2Hq2tHny+I6+n9PQsMjKy8HjqCQSOvJ6ys/NwudKor68ZsKVwXl4Rdrtj2MdUV3dwwPMUq2PSNI2urk5mzVow6sf0q1+lsnmznT17sti8GbZuhYceUlBVqKgIctZZqcyZE6SoqBaHQ0u45ykUCrFu3VsUFkbP4MXyeRrtY1IUhYMH97B9+wYACgpKgOg3nmPV94JdEZqqG5k291QaPE34jzqm3Oxc0lxpHKo/NGCb5MK8Qhx2BwcOHRhwTGVF0df+/uqBE8AryiqIRCJU1x15P1RVlYqyCvwBP/VN9f2XW1IslBWX4e3y4mnx9F9ut9kpyi+iraON+bPms6dqD6++/SpXXnQlUyqm4Gn14PUd+bzPTM8kKyOLBk+DrmMSmqB3Ty/OA06613fj3eiFjyyS1dPTw+p1qykpLOnve3qPqa2jrf9yt8tNXnbeqB/TaD5PZsyUpJfg9Xpp7mg+ckx2O8XFxbS1tdHaeqTvfbQ2iq4yU828efPIyck5YW3U1nYkm7GgvPnmm4abovrYY4/x17/+lZkzZ/L73/9+0Ns88MADPP7445x66qncddddJ7y/7du388UvfhGA/Px8Hn744QFjlHp7e7nttts4cOAAl156Kd/61reOe1+DnTm+9tpraW9vx+12A7H7iy8YCbKpcROuVBcWk+W4f/FFIhGqq6opm3jkg8JIf8VGAt30btzI5JI5WOzOAW03wtk7IQT7a2qYWFIy4OseI55BGe3nKdgVZtMmgXPuFKwu67CPKRKJUF29j7KySkP2PSM/T5qmUVOzn/LySXzUaB5TOAybNmmsXQtr1yps3gw9PQqKIlDV6NCL006DBQsEp52m4nQa/3nSNI0DB/b097vjtXG4l4/FMfn93ezcuYlvf/tmDh3az+23/5Jzz/04kybNGLO+F/BG2PXqVhZfPIlU58CvuI36enr93ddZ+umluJwuVj21iqkVU0f8PAH4t/ujwyjWeOna2IUWOHybw3er2tXoOOWFLtJOT8M23cbeA3upKKtIuL4HIzxzHNIgAI7ZDhSLctLbf/SYNC26lNukSZMwmUwnbLvX6yUjI4MXXnhhTNZGNuSZY/vhDRh6eo6/vm7fsIihhGQ/akOHSy655JjB+yaTiSVLlvC73/2uf2zy8VgslkEH//cVAkfre2IHu+1gTnb5Rx/jRLc/+udEbRmty/Uc02CZDed+YnVMRw8JGOxx9T5/Q7k83s9T9JhF/++O5Hk1ct8b6eWxOqaR5D7Uy1NSYMEClQUL4AtfiC7dtmULfPCBwtq10f/fsQMeflg5XCwrrFiRGM/TR1+zidD3QqEgXV1eamurAKisnIHJZD7u7WNxTKqqjknfO97letr+sdM/Rpo7jU5vJ29/8DZlRWXYUm3Dfp66tx+ZgOdb76O3uzd6ZV8xbFNxznPiXujGvdCNY6YDxTTw8yJR+95wLz+mLSpoaCiKovt5HWrfO951sWLI4jg/Px8Aj8dz3Ns0NzcPuO3J7q/vr5XjTfDru/zorwCSyXdf/67u31VQ+PkFPx/F1kiSZBQWS3TZtlNPjf67uxseeyw6mqizE3bujG/7kl0w2ENV1W6EEOTmFuF2p5OSon/1hfHCbDaz+OzF/Os//+LN999kyeIl2FKHP8N0+7LtAyaNqFYV5xwnroXRJdwcpzhQU4w3YUyKLUMWx5MmRb9W9Hq9NDQ0DFrQ7t69e8BtT8Rms1FSUkJNTc2AMcBH67s8GVasUFW1f0hFn2d2PtP/B8JQ9d1eUcZXcayq0fG//fkNYanA41IUeO210WlYAlBVdcBX29LQxSs7TYuOQT566+gTfGlnSInc77q6Ojl4MDoZb+rUU9C0XlJSjt2tNJZUVaU4d2LC5bfkwiX86z//4t3179LoaSQ3a/hL4ClmZUAx7JzjRLUMPQdVVQcMqZCGTlVVKiuN+bo1ZHGck5PD1KlT2bVrF6+//jo33njjgOu3bt2Kx+MhJSWFhQuHtjvOueeey6OPPsqGDRtYvnz5Mddv2BCdDDF16tSRH4ABRCKRAcM/rpx6JQrHfr0hDW5AfkdNnBu2Qb5SSnYf7XvS0I1FdkLAtm1HiuENG6Bvjmbf3852e/RM8sKF0Z9EkIj9rre3l56eAPv3R4vjKVNmIwSM9e54AL1aBIOWBMd16ccuJc2VRmt7K2+vfZuJZRNJcw1v3/P5G+ajWkdWnCVi3zMKo2Zn2FfCJz7xCX7wgx/wxBNPcNpppw3YPvqee+4B4KqrrhqwO94777zDX/7yF7Kzs/nNb34z4P6WLVvGs88+y5o1a/j3v//NFVdc0X/dG2+8wWuHz+5dffXVMT6y2NM0jbqaugFnj39x4S/i3KrEoWkaB+vqjpw9/r//i3eTEoamadTVHUzYs3jxFMvstm8/sive+vXRoRNwpBi22aKbgPQVwzNnRnfMSxSJ2u+CwR6CwR727t0GRM8cK4oy5huAaJpGQ0sNM7RKIHHyc9gdfPz8j/P35/7OyrdXcs3Hrxl2cTzSwljTNKrrquXZYx00TePgwYOGPHts2OJ40aJFXH311axYsYIvfOELzJs3j9TUVDZu3EhXVxczZ87kU5/61IDf6e7u5tChQwOWQ+uTlpbGD3/4Q773ve9x991388wzz1BWVkZ9fT179+4F4JOf/CSnn376mBzfWLv8icu5Zvo1XDHlCjJtmfFuTmK56qp4t0CSRmTZsuiXGH3FsNUKc+YcKYZPOSU6UU8aW8FgD01N9XR0tGIymamsnIHP1xmXM8eJ6vql1/P35/7Oexve41D9IfJz8of1x8W6metG9Pjzt8wf0e9LxmTY4hjgS1/6EjNnzuTZZ59l+/btRCIRCgsLueGGG7jmmmuGPS7r1FNP7V8CbsOGDbz77rvY7XYWLlzIsmXLWLBgQYyOJP72te3jznfv5Nfv/5rzys9j2fRlnFN6zqAzSSVJSi5m88BieM6c6EQ8Kb6CwR72798BwIQJU7BaU+nq6jTcWTQjO33u6RTmFVLfVM+q91cxffJ03E73kH9fRAy3mq1kAIYujgHOO+88zjvvvCHd9pJLLuGSSy454W1KSkr4zne+MxpNM7SPvrl+Z9F3WLFzBXta97By/0perXqVXEcuV0+7mqunXk1JWkmcWmpMA/J79tmR3dk42j4ajr8cj3Ryscpuw4bo2eJkloj9rrvby4EDRybjRSdMj/2wCgA1QU+U2G12Fp+9mIf/9TBvr32bm5bdNKziGAAFHLMc5CzLIe2sNIY7PScR+55RGDU7wxfH0vD1rVZxtFvm3MItc25ha9NWnt75NC/ufZGmribuW38f962/j9OKTuOaaddwceXFWEzj+5RS32oV/b7znZFNrBtHxXHfqgHS8MUyu5MVxpEIPPJIdGGV9nbIz4fLLoNrrolJc0ZdIva73t5eAgE/+/dH18qbMmU24XAYszmlf53jsaKqKsV5iTlmVlEUrrrkKh7+18Os/XAtdU11FOQVDPlb0ZJvltC8opnuLd10b+3GUmAh+8pscq7OwVo8tL8oK8oqRnII41bfahVGJIvjJCSEIOAPYLMfuyD6rLxZzMqbxf+c/T+8su8VVuxawZraNaypXcPaurX89O2fctnky1g2bRkzc2fG6QjiSwiBPxDAbjuc3+mnD7843rQpugRAgp6N0UsIQSDgx2azyyE7wxTL7FauhDvugGuvha99beB1mgaf+Qy8996RMckHDsAHH0Qn7/0iAebyJmK/CwZ7CAT8VFX1rVRxCuFwEIvFgtWaOqZtEUIQCHYjhPPkNzagM+efSV52Hk0tTbz1wVtMrZiKy+ka0u8W3FpAwa0F+Db6aP5XM20vt1H/x3rq76vHfZqb7GXZZF6cedzl3aKfF37sCdT3jEIIgd/vx243XnayOE5CQgiaGpoom1h23A5nMVlYMmUJS6YsocHXwNM7n+aZXc9Q563jyW1P8uS2J5mcNZnl05ezZPIS0lKHNwM4kQkhqGtqorLscH5/+9vQf3n9erjrriMLxR5eZWW8EELQ1FRHWVml4d7sjC6W2a1ZAx0dcPHFx1731FPw7rvR/z//fDjrLGhogMcfh+eeg8svh0WLRrU5oy4R+10w2MPBg3sIBntwOFwUF0+go6OV3NzCMT+DK4Sgub0BIYx5Fu9k7DY7Fyy6gCeefYK317zN9UuvH3Jx3Mc1z4Vrnouy75fR9mIbzU83928jXf2TarIuyyL76mycpwz8A0IIQX1TPRVlFQnT94xCCEFdXR2VlcZ73SbedyjSqCtwFfDF077I6ze9zkNXPsRlky7DarKyu2U3//vO/3LO386JdxONb88e+Oxn4ZOfhM2boaAgesptpOOVJWkUbN4MOTkwffqx1/3jH9EvOC67DP74R/jEJ+Cb34Q774yeSX7uubFv73gQnYwXHVIxefIsVFVF0zTsdkecW5Z4FEXhyouvBOCDDz+grrGOSCSi675MdhM51+Qw/e/TmfXSLAo+VYBqVfE86WHHdTvYcf2OUWy5ZFSyOJYGOKP4DH510a+455J7yLRlIoQg1Hvs0njSYQ0N0THJV10Fq1ZBWlr03y+/HB1rbLC/hqXxqbkZpk079vK2tiPbQ99668DrLroIiopgy5bYt2886u72DhhS0dsbQVVVrNbE36U1Hs5ecDZZGVl0+7tZvW41nb7Bd8MdDtsEGyW3lzDrxVmkn5cOAnoOJtj2kZIuclhFkkqxDH/RUk+3h2d3PcuKnSuo7qzu32p6ctb4GhoAYDnZMoGdnXDfffDEExAMRndRuOkmuO02cCbmuL3RkpIyvid0jkSssmtvB/cgE/i3bo3+NzNz8OK5sjK6eUgiSKR+F4lEDk/Gi56FnDp1NqFQEKs1ldTU+BTHKebEXuja6XBy3hnn8a8Xo9tJf/z8j5OZnjmir+t96300Px0dh6z1aKCCa8GxwzUsCdT3jMaIu+OBLI6TkqqqFJcWD+m2ES3CGwfe4OkdT/PuoXfpFb0IIXBanFw2+TKumXYNs/JmxbjFxqKqKuXFx8kvGIyOQX7gAejqim4jdu218KUvRb+3HudUVaW4uDzezUhIsczOZIqeJf6oHYe/IR5suAWAyxVdycLoEq3fhUJBOjvbqKs7CESL42AwSFpaBmbz2H8sq6pKQXZZQq5W0UdVVa5YfAX/evFfvLf+PTwtHgrzCoe9rFvIE6LlmRZaVrTQU9MDAqzFVrKvyib76mysBQNXsFBVlbLisuPcm3QiqqpSXl4e72YMShbHSUgIQZevC6fLedy/mve07uFfO/7F83uep6Ono/8s8amFp3LN9Gu4pPISUs1jO2PaKIQQeLu6cDuPyk/T4J//hHvvjX5HLUT0e+evfQ0mTIhvgw1ECEFXlxen0224CRZGF8vsCgujhXAoNHDzj/ffj478mT178N9rb4fs7FFtSkwkWr8LBnvYs2c7Qgjy8opIT8+itbUJ53DX5x0lQgi6/J0IkR6Xxx8t5yw8h8z0TNo62li9djVlRWVDKo5FRND+ent0Et67XkSvQE1Vybo8i5xlObhPP/59RD8vvLgTpO8ZiRACr9eL22287GRxnISEELR4WnA4HQM6nC/o4997/s2KnSvY0byj/7bZ9myumnoVy6Yvozy9PE6tNg4hBE0tLbgch/NbuRLuvhsOHowWxQsWwO23R/fclQYQQtDS0oTD4TLcm53RxTK7hQvh73+H3/422nUhulTbusM755577uC/t3MnlCTA/kCJ1u+CwQBVVUeGVPSdnIjXkAohBG3eZoRI7FWJ3C43Sy5YwsNPP8xLq17i4o9dTH5uPlbL8dcrrv55Na3PtxLpiIAAx8zoZiBZS7IwOU++GYsQAk+LB1eC9D0jia4y04TLZbzsZHE8TnzjlW/w2oHXCPWGEEJgUk2cU3YO10y/ho+VfQyTOvY7MiWML385enotNTU6rvjcc6PfNW/cOLTfnzcvtu2TpJO4+Wb417/gwQfhhReiY4z37o1eN3s2zBpk5NSHH0aHYlx22di2dTzo7vYdNRkvOt7YYrHGrThOFlaLlRuvvpFHVzzKxm0b2b1/N6VFpeRkHn/IW9MjTdEd8g4XxbbJ0efAv8c/pMd0zJGriyQjWRyPE//Z+x8AytLKWDZ9GVdNvYochxwjOyw9PXD//dGfoVKUIwM7JSlOysrgV7+KLqTS1BT9AcjLO/4mH//4R/S/Z5wxNm0cLyKRCH5/N/v29Z05PoVQqIfUVDuWE5zhlIZm2qRpLJy7kPc3vs/Lq17m1FmnnrA47tO9rZvubd3DezAFTt12qs6WSkYmi+MkZbMPPAOxdMpSrpl+DQuKFsSpRYnFbjsqv8LC+DUkAdls9ng3IWHFMruLLoL58+HNN6G1NboU94UXgv04DzlrVnQFi9NPj1mTRlWi9LtQKEh9fQ0dHa2YTGYqKqbT1dVJTk5BXNuVakmOs9Zup5vlly3n/Y3vs/Ltldx2w22UFJVgO85ZeUvhyFdLsCdI3zMi+/HegOJMFsdJSFVV8gvzB1x25+I749SaxKOqKsX5R+X3xhvxa0yCUVWV/PyhrZQiDTQW2WVlwTXXDO22n/hETJsyqhKp30Un40XX0JswYQpWayo+XyepqfErElRVJTezKKFXq+hjMpm47ILLuPNPd9LU0sQ7a95hSsWU4xbHc96YM+LHLMovGvF9jEfRVWaM+bpN/FeCdAwhBO1t7f2TPKThEULQ2i7z00MIQXt7q8xOB5mdfomUXTAYOGp941MIh0OkpKTEdbyxEILOrraEyG8oMtMzOf+s8wF4e+3btHe0x+yxop8XidH3jEYIQWurMbOTxXESEkLQ0dZhyA6XCIQQtHbI/PQQQtDRYcw3O6OT2emXSNkdbzKe1Rq/pTOTrTi22+wsvWgpAGs3raWxuZFATyAmjyWEoK0jebIbS7I4liRJkqRxLhKJ4PN5OXBgNxA9cxwM9uB0piXFkAYjOXP+mRQXFBMMBXnr/bfwdfvi3SQpgchXoyRJkiSNgWCwh/37dxAKBXE4XBQVTaC3txeHY3xvOR8Laa40Fp+9GIC3170thz5IwyKL4ySkKAout/EW1U4UiqKQZsBFyROBoii4XGkyOx1kdvolSnahUJA9e7YBMGXKKdE1500mrNb4rhShKApOm/F2KRsJs9nMskuXAbBu8zrqGuvo9g9zqbYhUBQFtyu5shsriqKQlmbM162u1So0TWPXrl1s3LiRvXv30t7ejs/nw+VykZGRweTJk5k7dy5Tp06VXxXFgaIoZOcmwJ6vBqUoCnmJsGeuASmKQnZ2XrybkZBkdvolSnbRnfF2AtHiOBTqwWpNjfvmH4qikJmWa8giZSTmzpzLhJIJHDh0gNdXv87MKTNxjvJZ+ujnhfH7nhEpikJenjGzG1Zx3N7ezgsvvMDzzz9Pa2srwKBfU6xevRqArKwsrrjiCi677DIyMjJGobnSUAghaG1uJSsnK+ne7MaCEAJPayu5WTK/4YpOsPCQlZV8H7SxJrPTL1Gy6+rysn9/tDieOnU2wWAQtzsdszm+q6oKIWjr9CCEMQsVvZx2J5dfeDm/f+j3vPzWy9x0zU3k5+Sf/BeHIfp54SHX4H3PiIQQeDwecnONl92QXpGhUIgnn3ySv//97wSDQUwmE5MnT2bGjBmUl5fjdrtxOBx0dXXh9Xo5cOAA27dvp6qqigcffJDHH3+cG264geuuuw6LZeQLbksnJoTA5/WRmZ1puA6XCIQQdPp85GTK/IZLCIHP10lmZo7MbphkdvolQnaRSITW1mbq66uB6EoVvb1hXK60OLcsml9XwIsQufFuyqgym83csPQG7nv0PvZU7eHDbR8yoWQCqaO4MogQAq/PS46B+55RCSHo7OwkJ8d42Q2pOL7pppvweDxMmDCBSy+9lMWLF5OWdvIXdGdnJytXruTll1/moYce4qWXXuKJJ54YcaMlSZIkKZEEgz3s2rUJIQT5+cWkpWXQ1uaJ+5CKZFdeUs4Z88/g7TVv89o7r3HROReNanEsJachFcdWq5U77riDc889d1h3npaWxvLly1m+fDmrVq3ioYce0tVISZIkSUpk0Z3xjkzG61vfWBbHseW0O1l89mLeXvM27254F1+Xj+xMOadEOrEhzZZ76KGHhl0Yf9THPvYxWRyPEUVRSM9MN9zXFIlCURSy0mV+eiiKQnq6HKuth8xOv0TILhTqoaoqujNedPOPHlJT7aSkxH+ooaIopDmTcxiZqqosvWgpKeYUahtq2bRjE729vaN2/4qikJmenNnFmqIoZBl0bs+QiuPRWnFCrlwxNhRFISMzw5AdLhEoikJWhsxPD0VRyMgw5pud0cns9EuE7Hy+zqMm40XPHBtl+blkLo4BiguKOfWUUwF48/03R3W3vOjnhbH7nlElfHEsJRZN02isb0TTtHg3JSFpmkZto8xPD03TaGysldnpILPTz+jZRSIRDh2qorOzHZPJTEXFdISA1FR7vJsGRPPztNUZNr+RslqsXLDoAgDWb1lPd2D01jvWNI26xuTNLpY0TaO21pivW1kcJ6mAPzb7yI8X/oDMT69AwB/vJiQsmZ1+Rs4uGOxh584PAZg4cQqqqpKSkmKo8cY9oeR+z7v43IsB2L57O41NjaN6334D9z2j8/uNmV3MFlf8xS9+gcfjAeA3v/lNrB5GkiRJkgwtOhlvO9A33jhISooFq1w1YcycMvUUCvMKqW+q55117zB98nRSUlLi3SzJoGJ25njnzp1s2rSJzZs3x+ohJEmSJMnwQqEe9u+PTsabOnV2/3hjOQ9n7JjNZs4+7WwA3t/w/qgOrZCST8zOHF955ZV4vd5Y3b10An3bRxtxkHsi6Ns+WuY3fH3b+Mrshk9mp5/Rs+voaOXgwb1AdBm33t5eHA5XnFt1hKIoZLqNtxHDaLtg0QX84/l/sH7rerr93aS700d8n4qikJttvB3eEkHf9tFGzC5mxfFVV10Vq7uWTkJRFFxu47zxJhpFUUhzyfz0UBTFEDt+JSKZnX5Gzi4SibB791bC4SBOp5v8/BJ8vg5DDalQFAWn3RgrZ8TS4kWLUVWV2oZatu7cSn5OPiaTaUT3Gf28MGbfMzpFUYa0oVw8yO90kpCmadTWGHMGaCLQNI2DBp1Ba3TR2ccHZXY6yOz0M3J20Z3xosMLJ08+hUgkhNWaitVqnMl4mqbR0FJtyPxGU05WDrOmzALg7bVv4+0a+bfbmqZRXZv82cWCpmkcPGjM160sjpNUOBSOdxMSWigs89MrHA7FuwkJS2ann1GzCwZ72Lu3b2e8WYRCQWw2u+Emg4Ujyf+epygKi89eDMBrq1+jo7NjVO43ZNC+lwhCIWNmp2tYRVNT07Bun5eXp+dhJEmSJCmhBYOBAZPxwuEwLld6fBs1jt1w1Q385oHfsH3PdjZu3UhhfiFWizXezZIMRldxfP311w9rbNLrr7+u52EkSZIkKaE1NdVRX18DRIdVaFrEUOONx5uK0grOnH8mq9et5tmVz3LOGeeQk5kT72ZJBqOrOM7NHXxmphCC1tbW/n3L5Rnj+FAUhbwCY84ATQSKolBk0Bm0RhedfVwks9NBZqefUbMLh8Ns27YBgPz8Yux2B8FgwFCbf0A0v5yMAsPlFwtms5nrl17P6nWree3d12jyNI2oOFYUhcK8wnGR3WhTFIWiIuO9bkFncfzkk08e97re3l7Wrl3L7373O+bMmcO3v/1t3Y2T9FEUBbvDGNuSJiJFUXDYZX56KIqC3e6IdzMSksxOP6NmFwoF2bVrE3Bk8w+r1YbFYF/jK4qCzeowZJESC0suXMIdv76DlvYWXnjjBSrKK7Dp/IMl+nlhvL6XCBRFweEwZnajPiHPZDJxxhln8NOf/pTXX3+d559/frQfQjoJTdOorpKzZ/XSNI191TI/PTRNo7p6n8xOB5mdfkbNLhjsYd++vvHGpxAOB3G70w1XhGqaRm3TfsPlFysZaRksvXgpAM+/+jy+bp/u+9I0jf3V4ye70aRpGvv2Ge91CzFcraKyspLJkyfL4jhOjNjZEonMTz+ZnX4yO/2MmF1Pj79/Mt6UKbPRNEFqqjG/ldKEiHcTxoyqqnzq2k+hKAqbdmxi847NI+o/Rux7icKo2cV0Kbfs7GwOHToUy4eQJEmSJEM6cGA3Xm8HZnMKZWWVmM1mw403Hq9mTpnJwjkLAXj06Udp72yPc4skI4lZcSyEoKqqCrM5ZpvwSZIkSZIhhcNhtm5dB8CECVMABYvFKotjgzCbzdx2w20APPPKM6z6YBViHJ09l04sJsVxZ2cnd999N3V1dUyfPj0WDyGdgKqqFJUWoapyjxc9VFWlvEjmp4eqqhQVlcvsdJDZ6WfE7KI7420Bousbh0I9uFxphmpjH1VVKcguNWTbYunqS67m/LPOR9M07n7gbvwB/7DvQ1VVyorKxl12o0FVVcrLjfW67aPrtO4NN9xw3Ov8fj8+nw8hBGazmVtuuUVv26QRkGfsR0bmp5/MTj+ZnX5Gyy4UCrJv33YApkw5hd7eXux2Z5xbdXwm1Vj5jQWLxcL/fPF/eOPdN9i8fTMHaw8yY/KMYd+P0fpeIjFqdrrK9cbGxuP+eL1eTCYT8+fP57e//S3Tpk0b7TZLJyFXqxgZuVqFfkZdNSARyOz0M2J23d1eDh7cA8CkSTNRFMWwQyo0TaPWU2Wo/MbKvJnzmFIxBU1oPPfKc8POQK5WoZ+RV6vQVbI/8cQTx70uJSWF9PR0TCaT7kZJkiRJUiLbtm0D4XAIp9NNTk4+mqZhtRqzOB7PrBYrV118Fb/44y945e1X+OwnP0tmema8myXFma4zx/n5+cf9ycrKkoWxJEmSNG5Fd8ZbD0S3jA6HQ9jtdlJSUuLcMmkw1y25DoCNWzeyc+9OOTFPiu1SbpIkSZI03gSDPeze3TcZ7xTC4TBOZ3p8GyUd1+SJk5k7Yy6a0Hj65ad1TcyTkossjpOQqqqUTZSzZ/VSVZXKMpmfHqqqUlZWKbPTQWann9Gyi07G69v84xQUBcOON4ZofsW5Ew2TXzxcd0X07PGrb7+Kt8s75N9TVZWKsopxnZ1eqqpSWWmc1+3RYtaiBx54gDvvvJNf/vKXsXoI6QQikUi8m5DQZH76yez0k9npZ6TsWloaaGioAWDixKmkpFgMXRwD9GrGyS8errv8OkyqiaqaKrbs2EJvb++Qf9dIfS/RGDW7mBXH77zzDq+88gqvvPJKrB5COg5N06irqTPkDNBEoGkaB+tkfnpomkZd3UGZnQ4yO/2Mlt3Gje8DUFBQQmqqHavVhsVijXOrjk/TNBpaagyTXzzkZucyb9Y8AFa+s5IOb8eQfk/TNKrr5OpGemiaxsGDxnndHi1mC8wtWrSItra2WN29JEmSJBlOOBxm584PAZgyJbr5R1ZWLoqixLll0slcdv5lrNu8jvc3vE9zWzOZ6ZnyeRunYlYc33bbbbG6a0mSJEkypI9OxtM0gc3miHOrpKG4+tKr+fE9P2bzzs1s3bWVorwiXE5XvJslxYHxRkFLo8KIA9wTicxPP5mdfjI7/YySXTAY6J+MV1k5g5SUFMOPNwZQ5RlSKsoqWLRgEQDPrXwOX5dvSL9nlL6XiIyanTFbJY2IXK1iZORqFfoZbdWARCKz089I2R08uAefrwOzOYWioglYLFas1tR4N+uEVFWlOE+uuABwy7W3ANFVKxo9jScdDytXq9BvXK5WIcWPEAJ/t18uZK6TEIJuv8xPDyEEfn+3zE4HmZ1+Rsruww+jk/EmTJgCCJxOt+E3xhJCEAgaI794u+jsi8hMz6TL38U7696hy991wttHPy9kdnoIIejuNmZ2usccRyIRVqxYwapVqzh06BB+//EXzX799df1PoykgxCCpoYmyiaWyckEOgghqGtqorJM5jdcQgiamuooK6uU2Q2TzE4/o2QXDofZsWMjAFOnzkbTenE4jD9mVQhBc3sDQlTGuylxl+ZK47wzzuPpl57mrTVvcc1l1+B2uo97eyEE9U31VJRVyNftMAkhqKuro7LSeO95uorjUCjEN77xDXbs2GHIil+SJEmSxlow2MOePdsAmDx5FqAkxHhj6QiTycSVF1/J0y89zfsb3qepuYn8nHzDn/2XRpeuYRVPP/0027dv59RTT+WRRx7hoosuQlEUVq5cyYMPPsj1119PSkoKn/zkJ3njjTdGu82SJEmSZDjd3V4OHtwDRDf/sFpTsViMPd5YOtaFiy4kzZWGt8vLexveO+nQCin56CqO33rrLex2Oz/4wQ8oLi7uPx1uNpspLy/ntttu44477uCxxx7jrbfeGtUGS0OTYkmJdxMSmiVF5qdXSool3k1IWDI7/YyQ3Y4dHxIOh3A608jKysVut2OxxL9dQ5Filu95fVxOF+edeR4A76x9h05v5wlvbzFA30tURn196CqOa2trmTZtGk6nc8DlR2+3eOaZZ1JZWcmKFStG1kJp2FRVpbi02JAzQBOBqqqUF8v89FBVleLicpmdDjI7/YyS3aZN0cl4U6bMorc3gtOZHtf2DJWqqhRkyxV6+iiKwtKLlgLw7vp3aWppIhwOD3pbVVUpK5bZ6aGqKuXl8X/dDkZXiyKRCGlpaf3/tlqj22J+dFJeSUkJBw4cGEHzJD2EEPi8PjkeXCchBJ0+mZ8eQgh8vk6ZnQ4yO/2MkF0oFGLHjr6d8U4BSJjxxkIIuvyy7x1t8dmLcTqctHe2s37zerxd3kFvF/28kNnpIYSgs9OY2ekqjjMzMwdsDZ2VlQVAdXX1gNu1trYacs/sZCeEoMXTYsgOlwiEEDS1yPz0EELQ0tIks9NBZqefEbILhYLs3bsd6Nv8w2L49Y37CCFo8zbLvneUdHc65yw8B4iePW5tax30dkIIPC0emZ0O0VVmjPmep6s4Li0tpa6urv/fM2bMQAjBk08+2V8Mb9q0iS1btlBSUjI6LZUkSZIkg2ppaaShoQaAsrJJWCypCVMcS8dSFIUrLrwCgNXrVtPW2YY/cPwla6XkomsptwULFrB27Vp27tzJtGnTmDNnDmVlZbz//vssX76crKys/uEUS5cuHdUGS5IkSZLRbNr0AQAFBSWkptpwu9MNt3arNDwXf+xi7Kl2mtua2bJzC5Xlldht9ng3SxoDus4cX3jhhXz3u9/F4XBE70RV+dnPfkZ5eTnt7e3s27cPIQRXX301l1xyyag2WBoamz0xxroZld0m89PLJj88dJPZ6Rfv7LZsWQPAlCmzEUJgszni2p7hSrXI97yPykrP4qwFZwHRs8fHO3MsC2b97HZjZqfrzHFaWhqLFy8ecFlRURF//etfqampwefzUVxcPGDSnjR2VFUlvzA/3s1IWKqqUpwv89NDVVXy84vj3YyEJLPTL97ZhUIhdu7cBMCkSTMwm80JNaRCVVVyM4sMuWpAPJlMJi6/4HJefedV3l3/Lh2dHZQUlgz4RkBVVYryi+LYysQVXWXGmO95o/5KKC0tZcaMGbIwjiMhBO1t7YYc5J4IhBC0tsv89BBC0N7eKrPTQWanX7yzCwZ72Ls3ujPexInTsFisCbNSBRxeNaCrTfa9QXz8/I+Tak2lsbmRnft2EugJDLg++nkhX7d6CCFobTVmdvLPxCQkhKCjrcOQHS4RCCFo7ZD56SGEoKPDmG92Riez0y/e2R08uBufrxOzOYWiojIcDldCbTcsi+Pjy8nMYVrlNAC27NqCr9s34HohBG0dMjs9Er44fuedd0blwd5+++1RuR9JkiRJMooPP4xu/jFx4lRMJhMOhyvOLZJGS0pKCnOmzwFg74G9tLS1yCVqx4EhFcd33HEHX/jCF1i7du2wH0AIwfvvv8/nPvc5fvzjHw/79yVJkiTJyLZuXQf0bf6hJNSQCunkTpt7GgC7q3bT6e2kvbM9zi2SYm1IE/I+//nP88gjj/Dd736X7OxsLrroIubNm8fUqVOxDTKrPxAIsHPnTjZs2MCrr75Ka2srDoeDz3/+86N+ANKxFEXB5XbJZYR0UhSFNJfMTw9FUXC50mR2Osjs9ItndkdPxquomI7FYsVqTaziWFEUnDa37HvHcca8MwCoqqkiHAlz8NBBUlJScDujmbldMjs9FEUhLc2Y73lDKo6vueYaFi9ezN/+9jdeeeUVHn/8cZ544gkURSEnJwe3243D4aC7uxuv10tzc3SnHSEEqampLF26lJtvvllO0hsjiqKQnZsd72YkLEVRyMuW+emhKArZ2XnxbkZCktnpF8/suru9HDy4B4AJEyZhtzuwWCxxaYteiqKQmZZryCLFCCaWTiQ3OxdPi4eqmiqmTJxCXWMdjgkOTCYTefJ1q4uiKOTlGTO7IU/IS0tL4ytf+QpPPfUUn/vc55g5cyaqqtLU1MTevXvZtGkTe/fupampCVVVmTVrFp///Od56qmn+PKXvywL4zEkt48eGbl9tH5G2MY3Ucns9Itndjt2fEg4HMLpTCMzMw+n0z3mbRgpIQRtnXIL5OMxmUycu/BcAF5/93Uy0zNpa2+jrbPt8OeFfN3qYeTto4e9zrHT6WT58uUsX76cUCjEgQMHaG9vp7u7G6fTSXp6OhMmTEi4v5yTiRACn9dHZnamPBOggxCCTp+PnEyZ33AJIfD5OsnMzJHZDZPMTr94Zte3M96UKbNQVYXUVGNuanAiQgi6Al6EyI13Uwzr8gsu55//+Ser3l/F97/0fVRVxdflIys9C6/PS4583Q6bEILOzk5ycoyXna5NQPpYLBamTJkyWm2RJEmSpISydWt0ovqkSTMxmy1yMl6SWnTaIlxOF+2d7Ty38jkuPvdiOn2dRCKReDdNigG5zrEkSZIk6RAKhdi1awsQXcbNak1NqJ3xpKFzOVxce/m1APzij7+grrGOQCCAv2fwLaWlxGb44njVqlV89atfZcmSJVx66aV8+tOf5u9///uo/LX2wQcfcN5553HeeefxjW98YxRaawyKopCemW64rykShaIoZKXL/PRQFIX09CyZnQ4yO/3ilV1LSwMNDTUAlJZW4HQm5qoFiqKQ5pTDyE7EarFy07KbOH3u6YTCIf74yB/RhIY/4CczXWanh6IoZGUZ8z3P0MXxH/7wB3784x+zbds2pk6dyoIFC/B4PNx///18/etfJxgM6r5vn8/Hr3/9a0M+KSOlKAoZmRlJeWxjQVEUsjJkfnooikJGhjHf7IxOZqdfvLLrG29cUFCKw+HG4XCO6eOPFlkcn5zZbCbNmcZnP/lZTKqJVR+soqqmivbOdlkc6ySLYx1Wr17N008/jc1m449//CN33XUXP/nJT3jssceYOHEiW7du5cEHH9R9/7/73e9oa2tjyZIlo9hqY9A0jcb6RrmLj06aplHbKPPTQ9M0GhtrZXY6yOz0i1d2mzevAaKT8cxmc8Ktb9xH0zQ8bXWy752E2+2mMLeQi869CIB3172Lr8vH/ur9MjsdNE2jttaY73mGLY4ff/xxAG644QYmT57cf3laWhpf/epXAXjmmWfo6uoa9n2/8847vPbaayxfvpxp06aNSnuNJuAPxLsJCc0fkPnpFQjIMXh6yez0i0d2W7euB6CiYhpWa2pCT8brCcn3vJNx2ByoJpVFCxYB8MGHHxAKhWjtaI1zyxKX32/M9zxDFsfNzc3s2rULgAsuuOCY62fNmkVubi7hcJg1a9YM6747Ozu5++67KSkp4VOf+tSotFeSJEkaX4LBIHv2RCfjlZdPwW53YjKZ4twqKZZsqTbsqXZmTZ2FqqrsO7iPDm8HPp8v3k2TRpkhi+N9+/YB0a8wCgoKBr1N3xJye/fuHdZ933333XR2dnL77bfLtZglSZIkXaqqduLzdWI2p1BcXJ6Qm39Iw2MymSjIKyDVmsqMSTMA2LxzM13dXQRD+udAScZjyOK4oaEBgNzc4y9InpOTA0BjY+OQ7/eNN97grbfe4qqrrmLWrFkja6SB9W0fbcRB7omgb/tomd/w9W3jK7MbPpmdfvHIrm8y3sSJ07BYrAk9pEJRFDLdxtuIwYiyM7LJzcxl7oy5AKzfsh67zY5fDokatr7to43Y73RtAvL5z3+eq666ivPOOw+zeUT7iAyqbwxKaurx14u02aJvRN3d3UO6z7a2Nn77299SWFjIrbfeqrttoVCIcDh8TFs1TesfVK4oCoqiIIQYsC1i3+UfHXw+1MuPfoy+fx9NVaN/6wghcDgd/Y+vquoxbem7/VAvH81jOvpY+q7va/vxjmmwy2N5TGkuF5qmjehYjXZMQ+9jR353uMckhMDhcBm27xn9eepbCiyZjmksnidFUQb0u7E4pi1bopt/VFZOx2y2kJJiRQiRkM+TEAKHTfa9oR5TVmYW82fN55EVj/DBhx/w9Vu/TkdnBxlpGQl7TEO5/KNt6buNEGJItx/smFwu1zH3N1jbx3rSnq7KdteuXfziF7/gT3/6E5dffjlLlizpP5NrVL/+9a/x+Xz8+Mc/PmHRfTJPPPEEDz/88DGXV1VV4XRGl/FJS0sjLy8Pj8dDZ2dn/22ysrLIysqivr5+wCD0vLw80tLSqKmpIRQK9V9eVFSEw+GgqqoKTdMIRULUttRSObESs9VMdVX1gDaUTSwjEolwqPoQnkYPufm5mE1myiaWEfAHaGpo6r9tiiWF4tJiunxdtHha+i+32W3kF+bT0d5BR1tH/+Uut4vs3Gxam1vxeY+Mr0rPTCcjMwNPo2fAJMDs3Gxcbhf1tfWEQ0f+mMgryCNFgdrGZlQOYTm81Wp5URFms5l91QOPqbIsekwH6+r6L1NVlcqyMvyBAHVNR47JkpJCeXEx3q4umlqOHJPdZqM4P5+2jg5aO44cU5rLRV52Np7WVjqPGjOW4XbTHQigqio9Ry0XmJedTZrLRU19PaGj/kAqysvDYbdTdejQgBewkY4pKz2drIwM6j2eAZMNP3pMIX+EWo+grKcEq8vKoUNVA46pqKgcs9lMdfW+AcdUVlYZ7XuHqvB46snNLcRsNlNWVkkg4Kep6cixpqRYKC4up6vLS0vLkWO12ezk5xfT0dFGx1ETXFyuNLKz82ht9eDzHXk9padnkZGRhcdTP2AyVnZ2Hi5XGvX1NYTDR15PeXlF2O2OYR9TXd3BAc9TrI5J0zR6egJMmzY7aY4JxuZ5CoVCfPjhe+TmFqKqasyPKS0tk+3bNwCQmZlNR0cLDQ01Cfs8BbsitNW0MmX2bBo8TQPOguZm55LmSuNQ/SFCRx1TYV4hDruDA4cODDimsqIyzGYz+6v3DzimirIKIpEI1XVH3g9VVaWirAJ/wE99U33/5ZYUC2XFZXi7vHhaPP2X2212ivKLaOtoo62jrf9yt8tNXnYenlYPXp+3//LM9EyyMrJo8DSM6jFpmkZBQQEupwtfl49X33mVebPmEQwFsVqtCXlMep4nM2ZK0kvwer00dzQfOSa7neLiYtra2mhtPdL3PlobaZpGfX09s2bNIicn54S1UVvbkWzGgvLmm2+Kk99soDfffJNnn32WrVu3oigKqqpy1llnceWVVzJnzpwRN2rFihX8/ve/p7Kykr/85S+D3ub3v/89K1as4Nxzz+VHP/rRCe/v5Zdf5s477+SKK67ga1/72qDXzZs3j1//+tcnbdtgZ46vvfZa2tvbcbujY85i9RdfMBJkU+MmXKkuLCbLcf/ii0QiVFdVUzaxrP+Dwkh/xUYC3fRu3MjkkjlY7M4BbTfC2QYhBPtraphYUtL/+HqO1UjHNOQ+1hVm0yaBc+4UrC7rsI8pEolQXb2PsrJKQ/Y9Iz9PmqZRU7Of8vJJfFSiHpOetus5Jk3TOHBgT3+/i/Ux+f1dnH56DuFwiF/+8jEWLDib/PzihH2eAt4Iu17dyuKLJ5HqHDjaMlGPSU/bh3NMjc2N3Pat21j1wSquvuRqbv2vW5k+eTpZGVkJe0wnu/yYM8chDQLgmO1AsSgnvf1Hj0nTNPbt28ekSZMwmUwnbLvX6yUjI4MXXngBh8NBrOk6c9y3q9yBAwd45plneO2113j77bd55513KC8vZ+nSpVx00UW6z9Dm5+cD4PF4jnub5ubmAbc9kdWrVwOwe/fu/mXg+vT9NbJnz57+6374wx+SmZk56H1ZLJZBJ/L1FQJH63tiB7vtYE52+Ucf40S3P/rnRG0Zrcv1HNNgmQ3nfmJ1TEcP9RjscfU+f0O5PN7PU/SYRf/vjuR5NXLfG+nlsTqmkeQ+0suT4Xn66Gs2Vse0ffsGwuEQLlcaBQUl2O3OIb83j/TyWByTqqqy7w3zcqfDyRnzzmDVB6tYu3ktn73xs3R1d5GTlZOwx3Syy49piwoaGoqi6H5eh9r3jnddrIxowPCECRP4+te/zmc+8xlefvllnnvuOQ4cOMBvf/tb/vKXv3DJJZewdOlSiouLh3W/kyZFz5x4vV4aGhoGXbFi9+7dA247FH2/M5iuri42b94MMGBogyRJkiQdrW8y3qRJMxN+Mp6kjz3Vzjmnn8Nd999FbUMtTS1NOB1ONE0b80JOGn2jMpvO4XCwbNkyli1bxoYNG3jmmWd47733WLFiBStWrGDBggUsX76c+fPnD+n+cnJymDp1Krt27eL111/nxhtvHHD91q1b8Xg8pKSksHDhwpPe389+9rPjXjfcYRWJQFEU8gqMOQM0ESiKQpFBZ9AanaIo5OUVyex0kNnpN9bZ9U3Gq6iYjtWaitWqfx6LESiKQk5Ggex7w2A2mynKL2LO9Dms37Ke99a/R3FBMcFQEJv8Y2lIFEWhqMiY73mj+udNIBCgtraWusMTjfpm7q5du5ZvfetbfPe73x3yjnaf+MQngOgEuD179vRf3tnZyT333APAVVdd1T8JDqI739100018/etfH6UjSkyKomB32A3Z4RKBoig47DI/PRRFwW53yOx0kNnpN5bZCSHYsWMjAOXlk/tXGElkiqJgs8q+N1xul5tzFp4DwAtvvEAoFCLQI3caHCpFUXA4jNnvRqU4PnToEL/73e9Yvnw5v/vd76iurmbu3Ln89Kc/5fnnn+cb3/gG+fn5rF27lj/96U9Dus9FixZx9dVXEwgE+MIXvsC3v/1t7rjjDm688UaqqqqYOXPmMTvcdXd3c+jQIerr649zr+ODpmlUV1WP+dInyULTNPZVy/z00DSN6up9MjsdZHb6jWV2LS2N1NfXADBx4lQcDudJfsP4NE2jtmm/7HvD5LA5OO/M87Cl2jhUf4jNOzcTDMrNQIaqb0KeEfud7mEVQgjeffddnnvuOTZu3IgQAqvVyqWXXsqyZcuYMGFC/20vu+wyzj//fG699Vbef//9IT/Gl770JWbOnMmzzz7L9u3biUQiFBYWcsMNN3DNNdeQkpKit/lJz4idLZHI/PST2ekns9NvrLL78MPoZ1hBQSnp6ZlYLIk9pKKP9pEVFKSTs6XayErP4ox5Z/DGe2/w1gdvceGiCynIG3xnX+lYRn3P01Uc//3vf+ff//43Ho8HIQS5ubksXbqUyy67rH85s4+y2WzMmjWLV199dViP1bcyxlBccsklXHLJJcO6fz2/I0mSJI1PRybjzcBqTZWT8cYxRVHITM9k5pSZvPHeG2zdtZXuQDeRSCQmG6RJY0fXs9e39vDMmTNZtmwZixYtwmQynfT3JkyYwCmnnKLnISVJkiQp7rZuXQdEt4222RyyCBrnXE4XkydMRlEUaupraPQ0Mql8Ei6n6+S/LBmWrlf1RRddxLJly4a1jBrAddddx3XXXafnIaVhUFWVotIiuZyMTqqqUl4k89NDVVWKispldjrI7PQbq+w0TWPnzk0ATJgwGZcrLaaPN1ZUVaUgu1T2PR1cDhezps5iQskEqmqq2LJzCwvmLMCFLI5PRlVVysuN+Z6nqzj+zne+M9rtkEaZPJsxMjI//WR2+sns9BuL7A4c2IXP14HZnEJZWWVSDakwqbLv6WEymcjNzmXG5BlU1VSxdfdWAgG5YsVQGfU9T1e5fsEFF/DLX/7ypLf71a9+xQUXXKDnIaQRkKtVjIxcrUI/ueKCfjI7/cYqu40bo5PxJkyYgsPhTvj1jftomkatp0r2PR00TaO9s51TpkeHjG7fsx1vlzfOrUoMRl6tQldxPNje4JIkSZKUzDZvjk7Gq6ycTmqqDYvFGucWSUZgt9k5d+G5AOyv3k9be5vcaTfBxXSgR09Pz5Am6kmSJEmS0W3duh6Ijjd2u9Pj2xjJUKZMnEJBbgGapvHhjg8JhuR6x4ksZsVxV1cX27ZtIysrK1YPIUmSJEljIhjsYd++7QBMnDgdqzV5xhtLI+ewO5g9bTYAW3ZskcVxghvySOgbbrhhwL/ffvttNm/ePOhte3t7aWtrQ9M0Lr/88pG1UBo2VVUpm1hmyBmgiUBVVSrLZH56qKpKWVmlzE4HmZ1+Y5Hdtm3riUTCuFxpFBeXJ9VkPFVVKc6dKPueDqqqUlFWgaqqnDbnNF5+62V27Nshi+MhUFWVykpjvucNuThubGzs/39FUQgEAieckWk2mzn77LO57bbbRtZCSZdIJILFYol3MxKWzE8/mZ1+Mjv9Yp1d3+YflZXTsVpTk2YyXp9eLcIINs0d1/r63unzTwdg74G9tHe2U5RfFOeWGZ9R3/OG/Ep44okn+v//hhtu4JxzzuGzn/3soLdNSUkhPT1djjeOE03TqKupk2ePddI0jYN1dfLssQ6aplFXd1CeAdVBZqffWGS3ZctaILr5h8uVnlTPkaZpNLTUMEOrJMZTkZKOpmlU11VTUVbBKVNOIdWaSqAnwO6q3UyZOIWUlJR4N9GwNE3j4MGDhjx7POTiOD8/v///L774YmbNmjXgMkmSJElKVtu2RSfjTZw4DbvdEefWSEbkcrqYPHEyW3ZuYduubSw+e7EsjhOUru9Qvv3tb492OyRJkiTJkHy+TmprDwB9wyqSZ7yxNHrMZjOzpsxiy84t7K7aTU+wB7fTHe9mSToY6zy2NGqM9hVFopH56Sez009mp18sszt0qAoAlyud7Oy8pJqM10dVlHg3IWEd3fdOPeVUAHbv301Xd1e8mpQwjPqeN6Qzx3feeSeKonDrrbeSmZnJnXfeOeQHUBSFb33rW7obKA1f32oVkj59q1VIw9e3aoA0fDI7/WKdXd9Z4+zsPGw2h2G3vNVLVVWK8yoMW6gYWd9qFX3OmH8GAHsP7sXT4qGsqEzOvzqOvtUqjGhIr/BXXnkFRVG4/vrryczM5JVXXhnyA8jieOwJIQj4A9jsNhR5NmDYhBD4AwHsNpnfcAkhCAT82Gx2md0wyez0i3V2fWeOs7PzcbnSRv3+400IQSDYjRDOeDcl4UQ/L/zYD/e9yRMmk5WRRWt7K5t2bGL65OlyaMVxCCHw+/3Y7cZ7zxtScdxX3PZt6CGLXWMTQtDU0ETZxDLDdbhEIISgrqmJyjKZ33AJIWhqqqOsrFJmN0wyO/1ind2hQ/sByM8vSsohFUIImtsbEMKYZ/GMTAhBfVM9FWUVKIqC1Wpl7oy5vLb6Nbbt3ka3v1sWx8chhKCuro7KSuO95w2pOL7kkktO+G9JkiRJSlaHDkWHVeTnlyRlcSyNroVzF/La6tfYsXcHbR1t5OfkG674k05MDjCSJEmSpBPoG3Ocn1+M2SyX5pJO7OzTzgZg847NdHg7CIVDcW6RNFyjXhw3NDSwevVq9u3bN9p3LQ1DikW+gY+ERa5NqVtKivF2O0oUMjv9YpVdT0+AhoZDABQXT0jaSWspsujXzfKRvjdv5jyyM7LpCfawfvN6Aj3H3014vDPi7nigszh+9913+eEPf8jOnTsHXP7kk0/yyU9+kjvuuIPPfOYzw1rVQho9qqpSXFqctG/isaaqKuXFMj89VFWluLhcZqeDzE6/WGZ36NB+gsFocVNSUnGSWycmVVUpyJY7guqhqiplxQOzs9vsLFqwCID3N74vi+PjUFWV8nJjvufpatHKlStZu3YtZUctd1VTU8Nf/vIXhBBUVFRgtVpZuXIl77333qg1VhoaIQQ+rw8hRLybkpCEEHT6ZH56CCHw+TpldjrI7PSLVXZCCFaufBqA0tKKpFypAqLH2eWXfU+P6OfFwOwURWHxOYsBWLd5HT6fL17NMzQhBJ2dxux3uorjffv2UVFRgd1u77/stddeA+CrX/0q999/P/fddx+qqvLCCy+MTkulIRNC0OJpMWSHSwRCCJpaZH56CCFoaWmS2ekgs9MvVtkFAn5ef/15AM4448KkW9+4jxCCNm+z7Hs6CCHwtHiOye7c089FVVUamxvZV72PSCQSpxYaV3SVGWO+5+kqjjs7O8nOzh5w2aZNm7BYLP0rWZSWljJr1iwOHjw44kZKkiRJ0lirrt7Hjh0bATjjjAvkZDxpyHKzcpkycQoA67euJxgKxrlF0nDoKo5DodCAMSK9vb3s3buXadOmkXLURKasrCza2tpG3kpJkiRJiqHe3l7C4TCaphEKRVcX+M9//o4QgunT58qVKqRhsdvs/VtJb9q2SRbHCUZXcZyenk5dXV3/v3fs2EEwGGTmzJkDbhcMBklNTR1ZCyVdbHa5FudI2G0yP71sNvvJbyQNSman30iz83jqqanZR1NTHTU1+wgGe3jjjeiQikWLLsZkMid1cZxqke95etkH6XuKonDOwnMA2LJrC8GgLI4Hc/TwXCPRVRzPmDGD/fv388Ybb9DV1cXjjz+OoijMnz9/wO1qamr6d9WTxo6qquQX5htyBmgiUFWV4nyZnx6qqpKfL1f60ENmp5/e7EKhIOFwmFAoRGurh9ZWDx5PPV5vB5s3r2H//h2oqon588/G4XAadtmpkVJVldzMItn3dFBVlaL8wbM7e2F0veMGTwM1dTVj3TTDi64yY8z3PF0tuv766zGZTPzv//4vS5cuZe3atUyaNInZs2f338bj8VBTU8PUqVNHrbHS0AghaG9rN+Qg90QghKC1XeanhxCC9vZWmZ0OMjv9hptdOBympaWJvXu3c+DAbpqaavH7u3E4XGiaoLc3wmuvPQvAKaecht3uJD09eU/0CCHo7GqTfU+H6OfF4H2vIKeA4oJiAD7c/iG9vb1j3TxDE0LQ2mrM9zxdxfHkyZP5v//7P2bPnk1paSkXX3wxP//5zwfcZtWqVTgcDubNmzcqDZWGTghBR1uHITtcIhBC0Noh89NDCEFHhzHf7IxOZqffcLLr6Ghj374dVFXtpre3l+5uH/X11Wzfvp5IJMx7772K19vO+++/AcBpp30Mi8WK3e6M9WHEjSyO9RNC0NYxeHZms5lTpp0CwLY92+ROeR9h5OJY97o08+fPP2YYxdGuvfZarr32Wr13L0mSJEmjprOznZ6eAPX11SiKQlZWbv/XuY888lueeOKP/bctKCihqSk6r+aUU07D5XKRmirH5ErDN3/WfF5840V27ttJMBTEJvtRQkjORRslSZIkCQgGe/B6Ozh0qApN6yU11Y7D4aK6eh+bNr3P7NkLBxTGQP920ZMmzSQtLZP09GwURYlH86UEd9qc0wDYvX+3XLEigcjiOAkpioLL7ZJv5jopikKaS+anh6IouFxpMjsdZHb6HS+7YLCHfft24Pd3YbM5cDhcbNiwmscf/wM7dnx40vu96qqbsVqtOByuWDXdEBRFwWlzy76ng6IouF3Hz+7UWaeiKArtne0cqj9EXnbeGLfQuBRFIS3NmO95uovjpqYmnnjiCTZs2EBLSwvhcPi4t3399df1Poykg6IoZOdmn/yG0qAURSEvW+anh6IoZMs3f11kdvoNll3fJD2/v4v09Cx8vk5efPEfPPjgr44Z45iXV8Qdd/yRpqY6fL5OfvOb7zJhwhTmzDkDpzMt6YdUKIpCZlquIYsUo4t+Xhz/det2uSkpLKGmroYtO7f0r30sHc4uz5jvebqK45qaGr70pS/R1dVlyIHU450QgtbmVrJysuSbnQ5CCDytreRmyfyGKzrBwkNWlvygHS6Z3fAFAn4CAT8ZGVkDsguFgtTU7Mfn60RVTXzrWzf173QHcMkly/nEJ76I3e7kww/fZe7cM3E4XEycGF1dKSsrl/LyyfT29pKRkbyrVPQRQtDW6UEIYxYqRhb9vPCQe4LX7fRJ06mpq2HX/l2EQqGkXRJwuIQQeDwecnON956nqzh+4IEH8Pl8LFiwgFtuuYWysjLDLuQ8Hgkh8Hl9ZGZnGq7DJQIhBJ0+HzmZMr/hEkLg83WSmZkjsxsmmd3wBIM9VFfvIxgMkJJi6c8OoKmpnra2ZjZt+oBHH/09Hk90cl1KioXbbvsOS5bc0J/xokUXA9Dd3UVvbxhFUSgrq8ThcBEOB5N+SAVE+15XwIsQufFuSsIRQuD1eck5wet21tRZvLzqZXZX7aY70C2L48OEEHR2dpKTY7z3PF3F8ebNm8nNzeVnP/vZgO2iJUmSJGkseDwN+HwdgILHU09bm4dwOITZnEJbmwe/v5t77vk+vb0RUlPt/OhHf2TatLlYrcfu2hoKhejp8WM2mwmHQ6SkWOnoaKWgoGTQ20vScMyeFt0Doqq6Cl+Xj4y0jDi3SDoZXcVxMBhk7ty5sjCWJEmSxlxXl5fW1iZcrnRUVaWtzUNDQy0mU/QjLRgM8tvf/oDe3ggTJ07lF7/4G273kYKkpydAT0+g/0xxb28veXlFmM0p9PR0AyqRSLj/TLQkjcScGXMAqKmvob6pnsK8QsxmuR6Ckel6dgoKCujp6RnttkijRFEU0jPTDfc1RaJQFIWsdJmfHoqikJ4ux2rrMR6zi0QidHS0EomEsdudOBwuTCZT//WaphEOh1BVE6qqoigK3d0+amr209HRxj//+UtOO+0czj77UiwWKy5XOh0drXzta9fS2dkOwJe+9OMBhbHf30VPT4CMjGycTjc+XzugUlhYhslkore3l64uLwBOp3tM84gXRVFIc8phZHooikJm+omzKy8upzCvkPqmel5/93UmTZhE1jgYy34y0fXGjfmep6s4vuiii3j00Ufp6OggPT19lJskjZSiKGRkyq9t9FIUhawMmZ8eiqKMiwlMsTDesguFQtTXV+Px1KMo0cLX4XBSUjIRp9NNIOCnvv4gPp8Pk+lIcRwKhQgGA/zyl7ezf/8O3nrrP8ybtwi3OwNN07jvvp/T2dlORkYOX/7yj5k2bQ6RSJi2tmYURSElxUJx8QTy8gqB6OQ7oL8oV1WV9PRM3O70/k1Ckp0sjvWLfl6c+HWrKApXXXIV9z58L6+tfo1lH1920oJ6POgrjo1I1yv/2muvZcaMGXz729/mwIEDo90maYQ0TaOxvhFN0+LdlISkaRq1jTI/PTRNo7GxVmanQ7Jnp2kaoVCQ3t5e2tqaqaraRXNzAxkZ2WRn55Genonf30119T7279/J3r3baGtrxWaz938FrWkaVquVlStXsH//DgDC4RD/8z+f4itfWc6yZafy1lv/QVEUfvSjP3LGGRcQCHTT3t5CXl4REyZMobJyen9hDNGi+Oiz1RD90P7oZclM0zQ8bXVJ2/diSdM06hpPnt11S64DYP2W9eyt2kv74W82xjNN06itNeZ7nq4zx7fffjuRSIS9e/dy6623kpeXR25u7nH/yv7Nb34zokZKwxfwB+LdhITmD8j89AoE/PFuQsJKtuwikQiBQDfhcJjOzja6u33YbA7a2jykpFjIzDzyuWEymcnIyKarqxOfrxOr1YbLlX7MfTY0HOKf/3wAgDPPvJD33nuNPXu29l9vtdr40pd+xJQppxAM9tDTE6CkZCLZ2flynswJ9ITke55e/iG8bqdWTGXG5Bls37OdN99/k7LiMpx257hfucLvN+Z7nq7ieNOmTf3/L4SgsbGRxsbGQW873r82kCRJSjahUIiUlJTjvr+Hw2G6u320tDTS0dGKEKAoYLGk0t7efHhstcqzzz7C7t1byM7O49RTz2HmzPn9BbEQgr17t9Pe3sL06XMJBLppbKzlpz/9IsFggKlT5/D97/+eF174O2+//SIZGdlcfPE1VFbOID098/DSeB3k55dQUFAyhulI0rFsqTaWXLiE7Xu28/q7r3PVxVfh7fKSnSk3nDIiXcWxPBMsSZI0PgUCfqqr95KWlklKigW73Ulqqu3wZLkuensjtLQ00N7eiqqaSE/P/sgQhTT8/i7uvPObrFnzZv+lTz/9IJmZOfzkJ/dTVlbJL37xDd59d+WgbZg0aQbf+949qKrKFVd8gssvv576+moKC8tQVZXe3ghtbS24XGly10HJEFRV5fql1/Prv/yafQf3sadqD4X5hbI4NihdxfGcOXNGuRnSaOrbPlqetdenb/tomd/w9W3jK7MbPqNmJ4QgGOzB7+8iEPATDPbg9Xbg9XYihMBms2EymVFV9fDyaBGAAUVxOBzi5Zf/SUXFdLZtW8dLLz1FQ8MhLBYrl19+A11dnaxd+xZtbc188YtXDXj8jIxs2ttb+v992mkf43vf+y1WayqdnW0Egz1kZ+eTkXHkNdvZ2U5WVg4lJRXj/mvroVAUhUy38TZiSASKopCbPbQd3koKS1i8aDEvvvkiT7/0NHNmziEcDo/b4T5920cbsd/JhfaSkKIouNzJv6tTrCiKQppL5qeHoii4XGnxbkZCMlp2PT0BOjpaaW9vIRQKEgwGUVUVIQTp6VmkpFgO386PpmlEIhHsdicpKRYURaGzs41nn32E1lYPW7asobGxdsD9Z2Tk8KMf/ZEpU04BoLvbx49+9Hm2bl0LgMPh4lvfuovTTvsYbW3NuFzp1NdXU1pagaqq+P1dgHJ4ZYtuHA4XkUgYv78Ls9lMXl6RLIyHSFEUnPY0QxYpRhf9vBja69ZqsXLbDbfx4psv8vbatzlYe5AJJRPITM+McSuNSVEU0tKM8553tBEVx0II1qxZw/bt2+no6GDatGl8/OMfB6CjowOfz0dhYeG4mvVrBJqmUV9bT2Fx4bhZimg0aZpGTX09pYUyv+HSNI36+hoKC0tldsNkhOwikQg+Xydebzudne0EgwFSU+1Yrbb+tYIPHaqipmY/c+eegaIopKbaB9xHd3cXr776NM888zBNTXXHPEZKSgq33fZdzj9/yYB1hB0OF7/85SN0dLRiMplITXX0F7d9y62Vl08Coll1d/soK5uEEIKDB/dQV3eQzMxcHA4nhYVl42aN4tGgaRoNLdVM1srQuYjVuKVpGofqD1FSWDKk1+38WfP7J+Z9uPVD5kyfM26LY03TqKmpobTUeJ8Xuovjffv28ZOf/IS6ujqEECiKQiQS6S+O169fz//93//x05/+lDPPPHPUGiwNTTgUjncTElooLPPTKxwOxbsJCWsss+vt7QWiZ4j9/i5CoSBebwddXV5UVcVms+Ny5Q/4HY+nnq98ZTl+fxfl5ZOpqJjGmWcuxuVKIxIJs2HDalateoHWVg8AmZk5XHLJcny+Ts48czEdHS2UlU1i4sSpg7Yputbzicdg9vZGaG9vxe3OICsrF03rxe/voqvLS2XldFyuNLn7mA7hiHzP0ys0jNet0+FkwewFbN+znW17ttHe2U5PsIfUcbpNeShkzM8LXe8gzc3NfPOb38Tr9bJw4ULmzJnDn//85wG3WbRoESaTiXfffVcWx5IkSQbT0HCIzs42IpEwoVAQRVGxWCxkZkbHnq5f/zZVVbsxm1PYvPkD9uzZSkdHa//vHzy4h4MH9/D6688dc99Op5srr7yZj3/8uhNuwezzddDT09M/XMNqteJwuPvPIgUC3fj93aSkpGAypQACv7+LrKw8CgpKDhfBZsrKKtG0XtLSMgx3BkqSjma1WDln4Tn87Z9/Y+O2jQQCAdra2yjMLzz5L0tjRldx/Nhjj+H1evnCF77AsmXLAI4pjlNTU6moqGDXrl0jb6UkSZI0KoLBHoD+yWw2m33A9spCCP71r7/y17/eNejv2+1OPv/5H9DS0kRNzT52795CMBigo6ON+fMXkZNTwNKlN1JSUnHM7/Z9y6hpGp2dbVgsVioqph7e+S5Ie3srra1N2O1OQCEYDJCXV0R3t+/wRD+FrKw8SksrBkxiim7aIc8WS4nh7NPOxpJiobW9lea2Zux2OxnpGdhSbfFumnSYrneTdevWUVpa2l8YH09+fv6ANZGlsaEoCnkFxpwBmggURaHIoDNojS46+7hIZqdDLLILh8P9xWYoFCQ11UZ9fQ0mk4lAwE96elb/nJDa2gM8+ujv2LDhXbq6OgGYMuUUnE43ublFXHzxMhwOF2lpGQOK6T6apg161ra3N4KqmvB62wkGe7BaU4lEwtjtTkpLKwaMDc7MzKWxsZaurk7C4RCFhaUUFJT0DwHpK64H29FO9jv9FEUhJ6NA5qeDoigU5hUOK7vsjGxOmXYK67esZ9P2TeRm59Lp6xx3xbGiKBQVGfN1q6s4bmlp4ayzzjrp7aLrXnbreQhpBBRFwe6wn/yG0qAURcFhl/npoSgKdrsj3s1ISKOVXXTzi046Olrp7u7C623HYrESDPaQnp6Fz9dBKBRk06YPKCur5K23XmTnzk1UVe3qX4ZNVU0sWXIDn/3s94b8wfXRwlgIQVubB5PJTCQSwWQykZtbiM/XwYQJU3C50o9ZTcJisVBaOhEhBKFQsH9FjJNN6pb9bmQURcFmdRiySDG66OfF8PqexWLhvNPPY/2W9by99m0uu+AyvF4v+Tn5J//lJKIoCg6HMV+3uopjm81GZ2fnSW/X0NCA2y1nDI81TdM4dPAQJeVDmz0rDaRpGlWHDjGxROY3XJqmcehQFSUlE2V2w/TR7Hp7e1FV9aQFS29vL93dPlTVdHiyWgstLU0AWCxWsrLy6O2N4HKl0d7eis3m4PHH7+Wll5465r7mzVvEjTd+kUmTZvQXpsc+XnSDDbvdQWqqfdDCtaOjlUgkgtPppqRkAuFwGCE03O4MenoCOJ0nXipRURSsw5igJPvdyGiaRm3TfiZrFcjVKoZH0zQOHDrAhJIJw+p7F593MXfdfxcfbvuQ3t5efH7fuFvzWNM0qqqqmDjReK9bXcXxhAkT2LNnD52dncddo66xsZH9+/dz6qmnjqiBkj6apsW7CQlN5qefzE6/o7Orq6vGZrOTM8jZJL+/m54eP2lpmdTX19DUVIuiqAihoSgqbnf6gOK2r4CNRMK8+OI/ePnlf/ZfN3/+Ii6+eBmTJs0asM1yb28En89LaqoNi8WK39/VvyFIRkYWgYCfzs62w0W8gqqa0LReNE3gcDgpK5uEw+E8psg9WWGsl+x3I6MJEe8mJCw9fW9qxVSKC4qpbajlvQ3vceb8M/H3+ElLMea6v7Fi1NetruJ48eLFbNmyhbvuuovvf//7pKYOfPMLh8Pcc8899Pb2cuGFF45KQyVJksYLTdPw+Trw+ToOb7iRQmurh64uL3a7k6amOnp6/LjdGXR2tuF2Z2IymfrPNAsh2LNnKytXrqCjoxWXK53a2gP9G2xAdBOOP/3pOdLTswZtQ2dnOw6Hk2CwB5+vA5crDUVRcThcFBaW9i/f2dPjRwhBd7cPqzUVq9VGaqpNDnOQpBOwpdq4+NyL+euTf+Ufz/+D0+edjj/gH/KGIlJs6SqOL7nkEl577TXee+89br75ZhYsWADA/v37+d3vfsd7772Hx+Nh/vz5nH/++aPaYEmSpGQXDPYQDocIBntobm7A7U6noeFQ//CJviXPuru7SE/PwmyOfhUrhODVV59hxYqHOHBg9wkf48ILlx5TGPf29tLT4yccDh+eLFOO2ZxCIODH7U4fdP3gvjPBg53hliRpcFaLlWsuvYZHn36UHXt3UFVTRbo7nfycfDn22wB0Fccmk4mf//zn/PrXv+bNN9/kxRdfBKIbg+zbtw+Ac845h29/+9uj11JpyFRVpai0yHBjeBKFqqqUF8n89FBVlaKicpmdDkdnFwj4aWtroaCghNrag1gsViKRELm5A9dCtVis/Pvfj/WfHd6yZQ1r1rwJQEqKhUWLLqKgoJSGhhp27dpMa6uHm2/+Gj5fB9dc8+n++xFCEAh0093dhdPpwu1Ow+Fw43S6o5O1bMaeoCr73cioqkpBtvF2KUsEqqpSVlQ27OwURaG8pJwz55/Jqg9W8eG2D5lSMQV/wD/sCX6JSlVVysuN+brVvTCkzWbj+9//PjfddBMffPABDQ0NaJpGbm4uCxcupLKycjTbKQ2T3CFqZGR++sns9OvL7r77/pdHHvktP/zhHzj99AsIh8N4vUF6e3uprz/I/ff/gilTZtPZ2cbzzz8+4D5U1cSNN36RJUtuwOVKH3BdT4+/f7vnzs42Wlub+q+zWm0UF5eTm1uYkM9hIrbZSEyqzE8vvX3PbrMzY/IMVn2wiq27trLs0mX4un3jpjgG475uR9yq0tJSSktLR6Mt0ijRNI3qqmrKJg7/r1kpmt++6moqy2R+w6VpGtXV+ygrq5TZDdPR2T388D0A/PjHX+Cll3bxxhvPcc893yc3t4iurk78/i7WrXu7/3fPOedSFEUlOzuPCy5YetztmfsK497eCJFIhIyMHFRVJSsrl9RU+zFLqyUK2e9GRtM0aj1VTNUqkatVDI+maeyv3k9FWcWw+54t1casabMA2LprK1aLFU+Lh6zD8wySnaZp7Nu3j8pK471udRXHd955J7NmzeLjH//4CW/38ssvs3nzZjm8QpIk6SQ6O9sJh0N4PA0DLn/++cd54ok/AuDx1PVf7nS60TSN88+/gi984YeDjlM8eia4pvWiKCodHS2EwyEyM3OZMGGy4T6UJGm8sKXamD5pOrZUG13+LjytHtJcabR728nNyo1388Y1XcXxK6+8AnDS4njbtm2sXLlSFseSJEkn4PV2cPDgHlpbPXR2tg247o9//CkAJpOZm2/+Cjk5BZxxxoWknmA3rejax17C4dDhJd4EZrOZUChIRkY2FosVlytNFsaSFEeqqpKTmcOUiils2r6JD7d/yEXnXERLWws5mTlyYl4cxXSwR29vr3xyJUmSjhIOhwFISUlBCIHf301dXTW9vb0EAt1s2LAagMWLr8btTueZZx4G4Ktf/RmLF1910vv3+7sIBLpxOFyUlFRgsViB6AdxT0/g8OYd42ubWkkyqjR3GvNmzGPT9k28vfZtrr7karxdXrr93Tgdzng3b9yKaXFcV1dn2K0Bk5mqqnK88QioqirHG+ukqqoc93kcmqbh8TTQ0tIIQEZGNj5fJ8FggEgkTGZmDi5XGvff/wsApk6dzcUXL+Omm76CoqgDxgMLIYhEwqSkWOjp8ePzeftPRJjNZkpLK8nKyj1m97pkXXtY9ruRUVWV4lzj7VKWCFRV1TXeuI/T7uTCsy/kwaceZO2mtYTCIXp7e/H6vElfHKuqasjxxjCM4vjhhx8e8O/9+/cfc1mf3t5eDh48yPbt25k3b97IWijpEolEEnZyjRHI/PST2Q2us7Od2toqUlOjBWp9fQ0WiwWLJZVAwM+GDe8wZcrs/vWJS0oq6OhoIzs7D4BAoJtwOITD4aa9vQWz2UxvbwRNE5SUTMBmc9DbG8FqTcXpdMftOONF9ruR6dUixPh8WdIaSd8zmUzMmT6HwrxC6pvqWb1+NafNPg1ft2+UW2lMRn3dDqs47tt5CQauaXw8qamp3HTTTSNroTRsmqZRV1Mnzx7rpGkaB+vq5NljHTRNo67uoDyL9xFCCNramjCZzDgOnw3q+297ewtf/eq1tLe39N/e7c6gpGQCqqoSCgVJSbHQ1eXD5XLT0dFKWloG+fnF+Hyd9PQEyMkpMOySSGNB9ruR0TSNhpYaZsjVKoZN0zSq66pHdPbYbrdzzmnn8OTzT/LgPx7krPln0R3oJhKJJPXrWtM0Dh48aMizx0NO/aabbuovjh955BEqKys566yzBr9Ts5mcnBwWLFhARkbGqDVWkiQpEfl8nXR0tJOSksKOHR+SmZlDZmYOTU21/Pa3PxxQGANMmXIKVmsqDoeL5uYGUlPt2Gx2SkoqAIHVaiMlJQW3Ox0hhJzbIUkJzGqxsvyy5bzwxgvs3r+bN957g7MWnEUwFEzq4tjIhpz6Lbfc0v//jzzyCBUVFdx8882xaJMkSVLS0DSNhoZq7r//F7z77krC4dAxt0lNtfOFL/yAX//6uwCUlVXidLopKCihtzeMz+clN7ewf6vmo8nCWJISW6ollZysHP7riv/igb8/wItvvsjpc0+nJ9gzrjYEMRJdf5K88cYbo90OaZQZ7SuKRCPz009mN5DX28HLLz/NqlUvANGd6ILBQP/1RUXlfOc7v6aiYjp79mzjgw/e4MwzF+NwuLBYrJSVTSYSCfevOiENTva7kVHlH1m6jbTvWSwWUlNTOe+M83jg7w+wfvN6vF1eeoI9o9RC4zLq61aer09CfatVSPr0rVYhDV/fqgHjmRACIQSqqh4ea9zMa689C8DSpZ/ks5/9HtXVe+npCTB58iwURek/+/uFL/yQz372e3R0tPYvt2Y2m+VXqych+93IqKpKcZ7+MbPjWd9qFSOV5kojJyuHyRMms+fAHtZtXsfE0omj0ELj6lutwohG9I7b0tLChx9+SEtLC6HQsV8VQvQrPzkpb2wJIQj4A9jsNvmVqw5CCPyBAHabzG+4hBAEAn5sNvu4y07TNDo62mhr8xAOh7FYLITDYTZuXM2ePVsxmcxce+1/oygK5eWTj/n9rq7oph1Wa+rhH7kW8VCN5343GoQQBILdCJHcS4fFQvTzwo99hH3PYXegoHDuGeey58AeNm7byJLFS+jt7T1mScZkEV3n3Y/dbrzXre7i+N577+XZZ5/t3560bxWLPn2T92RxPPaEEDQ1NFE2scxwHS4RCCGoa2qiskzmN1xCCJqa6igrqxxX2XV2ttPc3EBHRysmUwomk4mengCRSIj77vs/AC666GqyjrMlrM/XSW9vBI+nHofDRWFhKSkpKWN5CAltvPa70SKEoLm9ASGMeRbPyIQQ1DfVU1FWMaK+57Q7SU1NZfKE6B/Oew/sJRQOEQwFsdvso9VcQxFCUFdXR2Wl8V63uorjp556iqeffhpFUViwYAGlpaVysw9JksaltrYWamr2oWka6elZmExH3lZffPEfNDXVkp2dx6c/fTt+fxe9vb2EQkFSU+309oYRQqBpGqWlFZhMJkKhEE5nWhyPSJKksZaSkkK6O53igmIAquuq8XX5kro4NjJdxfGLL76IyWT6/+3dd3hb1fnA8e+VLGtb3ttx9iIDEiCFsMIMexQoDQQotKUtUMJogbb8yiyzQEuBlhYKlL3CCIGwQgiEkRCydxw73lu2JUuypXt/f8hSonjLdiw77+d5eB5yde/VOa+OrFdHZ/Dggw9y8MEH93ORhBBiaNA0jaqqMgAcjmTWrPmGbdvWY7FY8fk8PP30QwCce+7P0DSNQMCPwWAkMTGZxkYnFosNv7+VjIwcEhNTaGx0Eh9vxGptvyqFEGJ4S09JJys9i+TEZOqcdRTsLmDqxKmDXawDUlTJcVlZGVOnTpXEOIYZ4uUn2b6Il5+0o2YwxN5uR/3F5/O2jQs2h//t8bjxept56KFbWLlyWbtr9Po4TjzxbHw+D/n540hLy0RRlPAC/6HhZ6qqEh9vJDt7hEyMisJwbnf7gyFO/uZFK76f2p7NaiMrPYvRI0aHk+Pm5uZ+uXesisXd8SDK5NhisZCcnNzfZRH9RKfTkTsid7CLMWTpdDpG5kr8oqHT6cjNHTnYxehXmqbh83mpra2itraSlpYWzGYLqqpiNlv44IPXeOGFfxAI+ImPN3LEESfQ2tpKIOBn48bVnHbahW3JtILd7giPrQutQBH693CM3f4isesbnU5HVqrsCBoNnU5Hfm7/rW6UYE9g3KhxrFq3il3Fu2h0NaKq6rB8bXQ6HSNHjhzsYnQoquR42rRp7Ny5s7/LIvqJpmm4mlzY7LaYG+Q+FGiaRqPLRYJN4tdbmqbhcjVisyUM+dh5PM1UVZXR3OyipcVHS4sPmy0Bi8WO19uMouhYsuRNnnvuUQCmTDmUX/3qj4wdOzniPoGAn7q6GnJy8jF3MXZwOMVuf5PY9Y2mabiaG9C0xMEuypAT/LxoJKGf2p7VbOWgcQcBsLNwJ83eZpo9zdisw28lEU3TaGxsJCEh9t63UX0VufTSSyktLeX999/v7/KIfqBpGjVVNe1WEBE9o2kalTUSv2homkZNTeWQj11DQz0FBVuoqionEAhgNJpJTc3EZLKg1+uxWu1YrTYWLXoJgLPOms+DD77QLjGG4EoUKSmpZGZ2/WvEcIndYJDY9Y2madQ1Vkv8oqBpGlU1Vf0WO71ez8xpMwHYUbSDFl8Lbo+7X+4da4KrzMTm+zaqnmO3280FF1zAww8/zMqVKzniiCPIyMjoNPOfPn16nwophBADqbW1FZerEVUNriRRWVkKQGpqBhDs/X3ttadYsuRN/P5Wxo2bQmVlCQUFW4iLMzB//jXhv39+fyt+vx/Q0Ovj8Pv9JCWlD9u1SoUQ/WvimIlYzBaaPc2UVpaSlZ5FRtvfIrF/RJUcX3/99eF1jJcvX87y5cu7PP/TTz+NqnBCCDHQPJ5mysoKqaurbUtwNaxWO6qqsnXrOjZuXM3ixa9QUrIrfE0oeQaYNWsOdnsiqqpSV1eNwWBAp9OjKArNzW7MZgs2W8Ig1EwIMRRZzBbG5o9l3ZZ1FJcVM3bk2PBGI2L/iHrM8f4aH/L555/z9ttvs3PnTvx+P9nZ2Zx44olccMEFvdpSdfv27Xz33Xd8//33FBYW0tjYiNlsZtSoUcyZM4czzzxzWG3RarbI7lp9YTFL/KLV1bjaWKGqKoFAgOZmF7t378Tn85CUlBru3d22bT1//OPPaWpyhq+x2RL42c9uoLKylM2b17Rt/FHGj3/8M9xuF83NLhITk8nOzic+3ohOp8PjcRMIBHo8I3soxC5WSez6xhQvf/Oi1d9JqzHeyPgx41m3ZR07inYw+7DZOBucwzI5tlhis05RZYOPPvpoPxejY//4xz9488030ev1HHLIIZjNZn744Qeeeuopvv76ax588EGMRmO39wkEAvzyl78EwGw2M3HiRJKSkqiurmbjxo2sX7+ejz76iAcffBCbbWgPem9paUFRFDKzM9E0jZ1bd5KRnYHNPrTrtT/pdDpyMzMHuxhDkk6n63ZsbSwoLy+msdGJpqn4/X5SUoI/WWqaxtKl7/GPf9xOc3NwnN/48VM55ZQfc9xxZ2LdZ1KMqqq0tPhobnaRnz+WpKQU4uP3/E2y23u+mcdQiV0sktj1jU6nIz05Z1iuiDDQdDodOZk5/XpPg8HAtInTeOP9N1i1bhW/uuRXVNVWkZ6aPqw68YKrzMTm+zZmo/zll1/y5ptvYjabefTRRxk/PrilYkNDAzfccAPr16/nmWee4de//nWP7jd+/Hh++tOfcuSRR0b04hQUFPD73/+eLVu28Pjjj3PzzTcPSH32h6qKKl54+gXOOO8M0jLS+Orzr7jxlzdy3k/P497H7h3s4g0ZmqZR53SSnJgYczNoY52maTiddSQmJsdc7DRNo7nZjdvdRGVlKaqqAsGJIA89dAuVlaU0NTkpLNwGwPTps/jzn5/AYun8i6WiKDQ1NZCXN4qMjOw+ly9WYxfrJHZ9o2kaDa46NC1lsIsy5AQ/L+pI7ue2d/IxJ3P7I7ezrWAbzgYnJpOJRlcjyYnDZxldTdOoq6sjOTn23rcx+zXxxRdfBGDevHnhxBjA4XCwYMECABYuXIjL5er2Xnq9nn/9618cd9xx7X7eHD16NFdddRUAS5cubZtIMzRdfenV/OuRf/HgHQ9SW13LfbfdB8BbL78Vk7NBY5WmadQ6nRKzKASTlNqYiZ2maXi9HoqLd7F58xq2bVtPUdEO4uIMpKSks2PHJq677gI++WQh69d/R2HhNgyGeObPv5a//OWZdolxU1MDtbWVNDU14PG4cbkaMJnMJCen9UtZYyl2Q4nErm/2JMcSv94KJcf9Hbus9CymTZwGwOfffI5ep6emtqZfn2OwaZpGbW1svm971HNcWVkJQGpqcExe6N89lZHRu1mW1dXVbNmyBYATTjih3eNTp04lPT2dqqoqvv322w7P6Y2xY8cC4PP5aGhoICVlaH57Xrd6HQBffPIFBx96cFvPWFBrSyvxxtjciUaIgeDzeSkpKcTlaqClxYfZbMVqtRMIBPjss3dxOmt5/vm/AZCXN5p5867GZDIxduwU0tIy290rmAhbyM0dRXV1BaoaHJKRkZGD0WgajCoKIYYpY7yRow8/mjWb1vD+Z+9zwekX0OhuxOvzYpK/NwOuR8nxT3/6UxRF4dlnnyUvLy/8757q7WoVO3bsACAhIYGsrKwOz5kwYQJVVVVs3769z8lxaWlw5rnBYMBut/fpXrHi7/f9PeLfleWV5I3MG6TSCLF/tLa2YjAY8Pv97N69E6ezloSEJOz2PUNkHn3093z66Tvha0499UKuuupWTKbIiSEtLS00NdW3betsIikpjaysPCwWKw5HMnq9npYWH/Hx8kElhOhfxngjJx9zMk+99BRbd25l/Zb15Ofm4252S3K8H/QoOU5PT0dRlPBA8NC/B0p5eXn4eTqTlhb8GbOioqJPz6VpGq+88goAP/rRj7qdVd7S0kJra2v436F9z1VVDffUKooSXupu758LQsf37tHtzfG9nyP0757avGEzOSMiJw3odLp2ZezseH/Wae+6hB4PTQTZ9/yujve07L2tE4DDbkfTtIjn7W1dY6lOvWtje67tbZ00LbgMWih2+7NOTU0NlJXtJisrr22752qSk9PQ6XQUFe1g06bVvP/+y+zcuTl8j3HjpnDNNX9Gr4+L/KWltYWGhnqysnKJjzeFN/0IMZnMaJpGXJwhHI++1knTtPAOb9H+jdj39RhKba8vdVIUJaLdDYc6dXZ8IOqkaRpWk31Y1Smaskfb9mxWW7+3PYPBQFpKGnOPm8s7H73D/976H3+69k80NjWSkpQSE69T6Jx9Pys7O3/f10nTtIgOya7K3pt8pz/0KDkOJY+d/bu/hRJOk6nzb0fmtqW23O6+7Rzz3HPPsXHjRsxmc3hFi6689NJLPPfcc+2OFxQUhFe6cDgcZGRkUFVVRUNDQ/iclJQUUlJSKCsrC9cRgsNOHA4Hu3fvpqWlJXw8JycHq9VKQUFBcFa8v4WSmhLGjh5LnDGOooKi8LndjZXetHYT4yaOC//bEG8gd0QuriYXNVV7xjGZLWYyszNx1jtx1jnDx+0JdlLTU6mtrqWpsSl8PDE5kaTkJKoqqvA0e8LHU9NTsSfYKSspo7Vlz5eJjKwMDAqUVFSjo5j4tt66kTk5xMXFsaNoT50Axubn4/f7KSzds66sTqdjbH4+zR4PpXsN8Yk3GBiZm0ujy0VlzZ46WcxmcjMzqXM6qXXuqZPDbicjNZWq2loamvbUKSUxkYzUVEoqKmj27KlTRmoqDrud3WVltOz1BSknIwOrxUJBcXHEGzjW6pSSlERZVVWXdWpp9lNSpZHvzcNoN1JcXBBRp5yckcTFxVFUtCOiTvn5Y/H7/ZSWFgLgdjeh0+nIzx+Lx9McsS6wwRBPbu5IXK5Gamr21NVstpCZmYvTWYfTWRs+brc7SE3NoLa2iqamPe8nmy2hbZKdi9LSQhoanHg8blpbfQC4XA1s2fIDb7/9PzZv/iGivGeeeTGjRk1g3LiD2uoXoLBwO6DR0uIjEPAzZcqhpKZmUVlZgsfjpqaGAa9TYmIKiqJQWVmKx7Pnb0RqagZ2u4Oyst20tu75G5GRkYPFYo36dYL9U6ekpBSqqsoGtE5udxNud9OwqtP+ep1amlXi4kwoikJ5VTnNe9UpPTUdh91BcVkxLXvVKTsjG6vFyq7iXRF1ys/JJy4ujp1FOyPqNCZ/DH6/n6LSPX8PdTodY/LH0OxppqyyLHw83hBPfm4+ja5GqmqqwsctZgs5mTnUOeuoc9aFjyfYE8hIzaCqtorGpsbw8eTEZFKSUga8Ti63C5fb1e91slvtzDliDu989A5frfyK7YXb8at+crNyqaqtGvTXKY448hLzaGxspNpZvadOFgu5ubnU1dVRW7un7XWWG8XHx3ebG9XV7YnN/qAsXbo05kZCv/DCCzz99NNMmTKFxx57rMNz/vOf//Diiy9y6KGH8uCDD0b1PEuWLOH+++9HURRuu+02jjvuuG6v6ajn+MILL6S+vp6EhOBC/wP1Ldbn97GmYg12k514fXzE+WUlZZwwo/PhJaedexoP/fOhiB7/wfpm7ve4Caxezfi8g4lvm/AUS70NANV1daQmJUXE60DoQfG5WlmzRsN2yASMdmOv6xQIBKitrSIlJfjr0kDUSdM0mpoaqK+voaqqDIcjGaezDrvdgU6nx+VyUla2m6eeuo8dOzaG7zNy5HhOOOFsjjzyJLKy9gwxCgT8NDTUYTAYURSF+HgjaWlZpKSkdfq6DlTvXV1dNampGe3ucSC0vb7USdM0qqsrwu1uONSpq7r2d528TQGKlxdy5LGZGK2RvwoP1TpFU/Zo215FdQXpA9D2qmqr2FawjVvvu5UfNv7Ab+b/hrNOOouxo8a22zFvUHqOW1TwgHW6FSVe6fb8jv6WV1VVkZGRgU6n67LsjY2NJCUlsWjRIqxWKwMtJpdyCy0K7fV6Oz3H09b7FW2QPv/8cx544AEAbrzxxh4lxhD8htPR0AudTtdujcjQC9vRuR3p7vi+z7H3/1dXVre7bm/LP11ObXUt6ZmRQ1U6K2Nvj0dTp45i1pv79FfZ9z2uqioNTU2kJSd3+LzRvn49OT5QdeppWYKviRbxR76nZQ89r9vdRGpqRvicaMre2OgEwOFIane+y9VEUdF2WltbSEhIwuVqIDk5FU3TcLubMBjiefTRP1FWVoTFYmXGjKO49NLrGDFiTLvncrtdeL3NpKdnk5GRQ1ycAb1e3+5LZG/KHu1xVVVxuRpJSUkf0DbW2fHBbnt9OR567fdud/1Z9sGoU2fHB6JOiqLi9jahaRnodB1vcz7U6tTfZezsuKZpuNwuMgag7VnNVuLj4znzxDP5YeMPLPpsERedfRFllWXYLDbstvZzpPbr66QDFRVFUaJ6XVVVpampKbxoQ3f5wv4Uk8lxZtsGDFVVVZ2eU11dHXFub3zxxRfcfffdaJrGDTfcwGmnnRZdQWNIZXnnK4jk5OVQWlzK//79P2687cb9WCoheq+6uoLi4gKMRhNmsyViUw2AlhYvLS0tpLb1nMTHG9m+fQP3338TtbWVHHvs6ZSVFZGUlMY//vEWKSnt5y7U19cQCPgBhfz8saSlZXb4R1wIIQaL1WIl0Z7I4QcfjsFgYHfpbqprq3HYHews2snEsRNlct4Aicl1jseNC46NbWxsDE/O29fWrVsjzu2pL7/8krvuugtVVVmwYAFnnHFG3wobI7pKji++8mIAvln+zf4qjhBRcbmaKCsrIj7eiNvdRG1tVXiyR3Ozm9bWVjyeZurqqlmx4hO+//5LFiy4kOuuu4CysiJ8Pi8fffQmAFdeeVO7xLi1tQWnsw69Xt82dCI94qd4IYSIFYqikJKUgsFg4LBphwHw+defk5qcSpO7ifqG+kEu4fAVkz3HaWlpTJw4kS1btvDpp59yySWXRDy+fv16qqqqMBgMzJo1q8f3XbFiBXfccQeBQIAFCxZw1lln9XfRB03RzqIOj592zmlMOXgKADVVNWiaJolANxRFobqujpXr1zPvzDMlXr2gKEp4UllPtLT40Ovj0Ov1bePPymhtbcFqtaPXx1FaWohOp8dgiGf37p3odDpuueWyiBUnQvT6uLbeYJg8+RBOOOFsoO1nT1cDXq8XnU5HQkIiqamZJCWloGnafv+5rjO9jZ3YQ2LXN4qi4LDF3i5lQ4GiKP2+O97eEhMScdgczDpkFiu+X8HSr5dy5UVXYjFbqKyuJC05bchuKa0oCikpsfm+jY1PhQ5cfHGwt/Oll15i27Zt4eMNDQ08+uijAJx77rnhFSIAli9fzqWXXsoNN9zQ7n7ffPMNt99+O4FAgOuvv35YJcaeZg8fL/444lhSchJ//+/fufp3V5OZHRx6UlNdE7Eahujc/N//nkt+9zueW7hwsIsypCiKQlJSz//YFRfvoro6+OuQ2+3C6azlo4/e4rzzZvL++y9jMlmprCylrq6KQMDP2rXfsHPnZnQ6HSNHjkevj8NoNPH3v7/B++9vZNasOZhMFn7zm/8LT9yrra1Er48jP38M48YdxLhxB5GcnNrpOLnB0tvYiT0kdn0jyXH0Qr27AxW7uLg4MjMyOWz6YcTp49iwdQOrN6zGZrHh8Xhwe/q2YtdgiuXkOGa/bhx11FGcd955vPXWW1x99dXMmDEDk8nE6tWrcblcTJkyhSuuuCLiGrfbTXFxcbsEsL6+nv/7v/+jtbWVtLQ0Nm7cyMaNG+nIr3/9axwOx4DVayD898n/UlVRRXJKMnc9chfPP/U85150LkcccwQARmNwzGaLr4XqympyR+QOZnFj3lerV7OrpASAx198kUvOOmvIfjPf31RVpaqqjPT07G4Tz5YWH253I253Ew5HMnV1Vbz77gu8/PKTAPz73/dz0knn4vN5UVUVq9VOeXkxAIcffhy33/4kNTWVaJpKWlpws6D/+79/4PN5MZut1NRUYLc7SE/PJjExGZPJPLCV76PexE5Ektj1jaqqVNWVMl7NIYb7zGKSqqqUV5WTlZ41YG0v0Z5IXnYepx9/Ou98/A6P/fcx/v3AvwloAZo9zTjsQytnCVFVlbKyMrKzY+99G9Of+Ndeey1Tpkzh7bffZuPGjfj9frKzs5k3bx7nn38+BoOhR/fx+Xzh5deqq6tZsmRJp+defvnlQy45/uaL4Fjisy44i5k/mskhhx9CSVEJNrst3OCSUpKor62nuLBYkuNuvPDOnt3TVm3YwFerV3Ps4YcPYoliQ11dcJ3l5OTULs/be93XrjQ3u2lp8aFpGiUlu1i9egWvvfbviHNefvmfzJ9/LWvXfkNCQhIFBcHhFOPGHQQQnpQX0tLiw2Sy4HY3YbXaGTNmUrsJfbGsp7ET7Uns+sbb4un+JNGh5gFuewaDgdSkVC448wI+XPYhP2z8gTseuYMbfnEDDU0NZKV3vJPwULD3usaxJKaTY4A5c+YwZ86cHp07d+5c5s6d2+54ZmYmS5cu7e+ixYyCHQUAjJ88HqvNSlxcHI3OxohzsnKyqK+t57c/+y233X8bZ50/fIaV9LclX34JQHpKClW1tTz+4ov86OCDMXaxe6LX58MQFxw721+C62dWo6oqacnJ3e7eONAaG+sJBALdJsc9Fdyx7hUuuuhXNDbW8/LLTxAI+DnmmFOZM+dM7rjjNyxc+Cxer4cPPng14tqxYw8Kj58PLoHWQGtrC3p9HF6vB7/fz6hR44dUYiyEEJ1xJDjISMngvlvu46a7b+K9T97jx6f9mNF5o2lpaRn0z4fhJrb6sUWvuZpc4TWOJx40sdM3SFZO8JtlY0Mjv/vV77pcQ/pA1trayu62FVJ+d+WVACz6/HMKios7vcbv97O9sJCyLpYe7G0Zdu7eTZ3TSWFpKduKiqjca5ehngoEAnh9vn4pk6ZpeDzNeDzubndj3FfwJ+9yXK49O/b5/X7uuuta3njjaR5//E5KSgrZvHkNBoOBX/ziFo444gQuvDC4Y+W+iTFAcnIatbWVNDTU4XTWEB9vIikpjaysPFQ1gMORRFJS/yTxQggx2GwWGxazhUOnH8qJR58IwPufvo+vxYfHJ73+/U2S4yGuYHuw19iR5AgnwIqikJqeGjHIPfRYyFdLv9p/hRxCdpeXo6oq8QYD8886izEjRuDxevnvW2/h7uTnn/rGRuoaGiirrKRur62co+X2eKiqraWmvp5Wv59Eu53y6mrqnE5q6urwtbTQ0tLSbZJaWVNDQXFxu92YolFYuJ3HHvszZWVFeL3t/xA3N7spK9vdNsEicmm0pqYGdu/eya5dW8MJcmVlKQUFWwBYuvQ9HnroFgBOOeV80tIycbubOOecS7HZ9gxxOvHEcwBITc0kN3c0Y8ZMwmSyYLM5GDFiDGPGTCQtLYvU1EyysvKG3DhxRVFITc2IyckpsU5i1zeKopCckCbxi4KiKKSnDvxykHq9npSkFDweDz8+9ccALF66GI/Pg6eDv8lDgaIoZGTE5vtWkuMhLpQcZ+dmE28M9horioI9wR7R4FpbWiOue++N9/ZfIYeQ0ES87PR0rBYLv7zwQgBeW7yYiur2uxD6WlpYu3kzP2zahKppbCss7HOC7Gpuxu3x8M6nn/LHRx7hDw8/jLu5mU07drBxxw7KKivZXlTE+m3baGhq6vAeLS0tVNTU0OR290vv8YIFP+HTT9/hnnsW0NLS/leHhoY6amuraGiop6xsNwUFW/D5vFRWllFTU4FOp8Pr9dDYWE9LSwvLli2OuL6qqhSACy/8JW53E35/K5qmcdJJ54TPueGGe7njjn9y0033Y7PZSU5OY8KEqYwfPwWrNbhqjV6vZ+TIcSQkJPa5zvuboijY7Y6Y/KCIdRK7vlEUBZtF4hcNRVFw7Ke2l2BPQFEUDj7oYNJS0nA3u9m+azsut2vAn3sgKIqCwxGb7U6S4yEulBzn5ueGh1SoqkrJ7pKIfcpPPvPkiOvW/bCOQCCw/wo6RISS45TERPR6Pb+48EJMRiNFZWV8sHx5u2R0d1kZ1959N9ffey8ff/UVfr+fRlf0f6hUVeU3t9/ObY8+yp8efZQvv/+eD5cv5+OvviI5MRG71Up1fT11Tieu5mbKq6rwtbTQ6HKFJ50CVNXV0eRy0dLSgqcfhtBs2bIGgIqKYpzOuojeaL/fT11dNV5vcHOOnTs3UV1dSVnZboqKtlNWtpu4OANms5X6+hoKCrawYkVw6cHDDz+OxMQUAObOvYDExBS8Xg85OSNJTEzm7LMv5ayz5nPPPU+j0+mYNWsOeXmjMJuD28Z3tj3pUKSqKiUlhRHvW9EzEru+UVWV8poiiV8UVFWlqGT/xM5utZPoSMTldnHotEMB2LB1Ay63a0h+nquqSmFhbL5vJTke4rZtDq4BPSJ/BIb4Pat37NtTPPu42Tz+/OM8/NTDQHBHPa9Hxh3va9uuXUBwMl68wUCSw8GPTw5+sXjro48or6oKv5G9Ph+ffv01WwqCX1DuePxxaurraWhq6vVQBq/PR0lFBWs2beK9pUv5Zu1aWvcaNvH0m29S39CAu7kZv9+P1WIhyW7H2dTE1oIC1m7ZwrbCQqpqa9ldVsamHTt48JlnWPHDD7g93f/kpmkaVbW1+HqwDnZpaRFOZx0QHB9dUVHC119/SmVlKV6vB0XRYTZbqK4ux2Awcffdv+Xii4/mm28+pbnZRVNTA6tWLQeCCfFf//oyl1xyLVde+TsaG+vJzMwlNTWDlJQM4uON/Pznv2Pq1MOpr6/B6w0ObRmuE+1aW2Ud8mhJ7Pqm1d/a/UmiQy37qe3pdDoyUjMIBAIcPPlgANZtXoev1Tdkh1bE6t4LQ2tQnoigaRrrVq8DYOLUiV32oCmKwqyjZuGscxJniMPf6qe4qJiJB03cX8WNaaqqcs2dd/Lkyy8DwWEVoXj+5uKLefG991i+ahWbCwpITkxE0zT8fj9PvfZaxD3m3XQTT999N2Pz83F7PBji4kjqZmlAVVXZXVZGrdMZXikj5GfnnceHy5dTXl3NUfPmodfpOPrQQ1m5YQNzjzqKqy66iNbWVlKSkqh1Oql1OlGAv/zznyxbuZL3P/+cYw8/HF9LCw67naSEhHZjcQOBAM0eD7uKi7HH21DVyKX+amsjh5MUFW0jNTUdk8lMdXUF77//Mo8++icyM3MZM2YydXVVnHXWfEaPnsSbbz5GYWHwC9xDD93ME0+8Q2Hhdurra0hJSWfUqAmYTGYuueQa3G4XJpOFtLTMth3PksnIyKGsrAi9Pg673YHL1UhcnGHYJsdCCNGVJEcSGWkZjB4xGgj2HLub3ZRXljM6f3S/rph0IJPkeAgrLS6ltroWvV7PIYce0u359gQ79gQ7uSNyKdxZyI6tOyQ5bvPQ00+HE2OArLS08P//aPp0Dpk0iR82b+b9zz8nPzsbt8fDq4sX88OmTRjj4/nXnXfy4H/+w8YdO1j0+edMnTCBWqcTu9WK2WTCZGyfzGmahtfno6K6moqaGlRV5YuVKyPOOXPOHE495hiuvuMOquvrCagqn3/3HQBvfvQRmWlp/Hb+fLw+H+nJyQBU1NSwbK/7NLndbQvVV5HkcJCfnY3dZqOlpYWC4mKavV6sZjPelhaaGqporFOoL44nIzcLu93B+vWRZSoo2MKECdPYuXMzXm8zH374evB5K0qoqAgOS9m8eU2H9X322UfYuXMTEJx8ZzZbUFU1OPzD4yIvbwxGowkIfqFLS8ukrq4aj8dNWloWCQmJNDY6JTkWQhyQdDodI7JH0NjUSJIjifqGeqprq4mPi8dmtZGVMXTXPI4lMqxiCFu7ai0A+aPySUhMCB9XFIWMrM5ngOaPygdg145dA1/IISAQCHDn449HHDv2sMPC8dPpdFx5wQUAvPvZZzS5XMTHxfG/t98G4PZrrmHSmDFcdPrpAKzfto2aujpWrl9PXUMDu8vKCAQCNLlc1NbXA9DkcrFpxw7WbdlCcXk5m7Zvp6C4mO/WBX8J+PkFF3DHtdeSmpxMZloaL/31r9x3443tyv74iy9yztVXM/3ss3nh3Xdpcru57W9/izhn3datpCYlkZacjLOxke1FRXi8Xsqrq6msrUVVVUqrqrCaTCQ7Eqmur6aiYjclJYW0tPjYuDEyOX777efRtGBciosL2Lp1XZfxHTNmEn/4wyMAfPvtUmpqKsnNHcVJJ52LyWQmJSWd+voqjEYTiYnJEdcajSaSklKxWu1YrXYyM3Pbto0efr0jwZnbOcNmDPX+JLHrG0VRSEvKkvhFQVEUsjOy92vsDAYD6anpjB89HoAtO7Zgs9oorSzF3Tx0tpNWFIWcnNh830pyPISt+X4NABMOmoDZvGdrXEVRsFgtnTa4kWNGAlBSWDLQRRwSSisrcXs8xOn1PP/AA9x13XXMOOigiPj95LTTSHY4qK6r48Lrr+fMX/+aRrcbm8XCKUcfjd/vZ2x+8EvHloIC7nziCX73wAO88O67lFdXs7WwkK27drGloIDdZWXsKimhrqEBi9nMrpISfn3HHVz5xz/i9nhw2O2cP3cuJx91FKb4ePIyM4mPj+fck05i7tFHA/DIrbeGy7Z5504A7n7ySQ47/3yWr1qFXqdj9owZALz+4Yd8t24d/kCA9JQU3B4PhaWl7C4vJykhAbvVyu2PPcZJV15JcUU5yQnJpKVl4XI1UFJSyMaNawA4+eQfM3r0RNzuJv7zn/vZvHktf/rTL9qNr77++nswGs3YbAn873+f8/jjbzN79smkpKQDMGvWHP72t9cxGk0kJCSRlZWHw5FMYmJqh1s8p6ZmkJm5Z8LpcF3sXlEULBZrTH5QxDqJXd8oioLZKPGLhqIoWAeh7dltdiaNmQQEh1ZYLVa8Pi/ORud+LUdfKIqC1Rqb7U6S4yGsYFtwIti4SePCy7hB2+zZgs5nz+aPDiZxpSWlA1/IISC0wUd2RgZnHHccF556KmV7TbwDSHY4OP+UUwCoqq2lui44Ie3wadNo9nhIdjgYl59PWnIyrX4/S7/9FoDnFi4M7ljYtsqFxWymqLSUpuZm0pOTqaip4S//+ldEeQ496CBSExNpdLlIcjjISE3FZDTicru5/6ab+OiZZzjt2GM5s23nyJkHHcRB48ZF3OM3F1/MZeeeC8C3a9cy//e/54TLL+f1Dz7AYbNRWVPDxu3bue6ee5h+9tksX7UKZ2MjNz50H99s+IovVyzBZkukuLiAr776CIBDDjmSX/3qj+h0OpYtW8wf/vAz/P5WjjzyRP7wh0fDzz158gz++c/3ePLJ90hLyyIQCK5m8Yc//I2bb/4rf/7zE5hMFjRNw2q1YzSaGDlyPJmZOR2+Pmazpd020cORqqoUFe2IyZnbsU5i1zeqqlJSuVPiFwVVVdlZtP9jZ7PYmDZpGgAbt20EwGK2UF1b3euNmgaLqqrs2BGb71sZczyENTgbAEhOTW73WFeNLW9kHhBcsSIQCAzLn6h7Y+fu3QDkZWaSYLPhsNvZUVQUcY5Op+PnF1wQMQEPgokpQEZqKjqdjh9Nn857+2xV/sI77/Db+fP5bv16powbR3pKCh988QULP/mE5atWtet5nXHQQVjNZvyBAIl2O2aTidyMDAqKi1E1jUS7nYqaGn5+4YUcPm0aZ8yZg9fn4+VFizj28MOZNDo4KaOipoZbr7qKtVu28M2aNVTV1vKnv/2N9du3c9m553LtXXfh32f5n53Fu3n45fsA+FldaH3iZnJzRzFz5lEYjSZOO+0iFi16CYDx46dyyy0P4/G4mT//WsaPn4bTWUtOzkiSklLx+1txuRpxOJLR6fSMHTsZnU5HU5MTqzUBuz04WdFstvTlJRw2YvFDYqiQ2PWN2g+bBR2oBqPt6XQ6Dj/4cACKSotobGrEZrVRU19Do6uR5MT2eUEsitX3rSTHQ1hjQyMAiUmJvbouNS01fL2qqpIct/Uc52ZkoNfrO32zThg9mv+7+moampr44IsvKCor45DJk8nLyiIxIbg4+7033sj4kSNJsNkwGAz84eGH+ecrr/DK++/jbGoiPzub/JyciIl3xx52GDMOOohHnn0WCCbcyYmJWC0WEmzBzS2y0tOJi4vD6/Oxc/duLGYzk8eMISkhAYvJhNlo5Dfz5oV/nvL6fMQbDJxz4on85NRT0et0PPfOOzzy3//y6uLFvLo4uAlHWlISFrOZVr+fuxcs4IkXX2LVxg0APP/83wgEgj0Qp512EUajCYcjiR//+ArGj59CfLyJI444AYMhnoaGes4++1IaG534/S0YjSZqairR6RT0+jjS07MxmczU1FSiKAo+n4/s7PwDvu0JIUS0crJyyM3KpaS8hDc/fJOfXfAz0MDX0veNnw50khwPYY3OYHKclJzUq+sSkxMBcDW6CPgDGAyGri8Y5kLDKkbkdPyzfojNYuG8k06ipbWVn5x6Ko1uN4kJCaSnpIST0rysLM458URSEhOpcTo5efZsPvrqK5xtwyqKysooKisD4LJzz+Wnp5/OqNxcWlpb+X7DBhITEhiZk4PNYiE9JSX83IqikJ6SgsfrpaKmhmSHg7TkZMqrq2n2emlobGxbAzMVTdNwNjWRl5mJx+ejye0mKSGBX1xwATV1dTy7cCFAeIz16Lw8Wv1+DHFxHDZxGps2qdz3xn38sGYFABaLjdmzT8JisZKQkITNZmf27FPCu9I5nXXYbHaMRjONjU4SEpLIzMylrKyIzMy8trHFiSiKQnV1OY2NTrKy8khKSu3HV1EIIQ4sZqOZeefM44EnH+DfL/2bM084k7i4uCG75nEskeR4iNI0jabGYMK1b8+xTqcjZ0QOOl3HQ8pD5/v9fhobGjGZTQNZ1JgXGlYxMjsbCMZvZE77+Ol0OlKSkthWWIhOUYiLi8NqNmPca4KY2WjEbDLR6HZjiIvj1quuYtb06WzYto05P/oRn379NStWr+ack07ipiuuCF/n8Xq5/dpriTcYMLXdoyNmk4ns9HQSbDYsJhNWs5mGpiZys7Koqaujuq6OgKpis1jISk+ntr6emvr6cPJ79cUXs2zlSvyBAH+++mpG5wWH2MTp9dTU12NUjCiKget/ew/X3XgB9fU1nH32fPR6PSaTBavVRmZmHoWF2zGbLTQ1OYmLiyM3dxStrS14PG5GjBiDzZZAfLwxYktfq9WO3Z5IQkIiGRmdt88DlU6nIydnpMQlChK7vtHpdGSljpD4RUGn05Gfkz8osTObzJxxwhm89/F7bN6xmefffJ6f//TnuN1uNE2LyYlue9PpdIwcGZvvW0mOh6hmd3N40H2oJ3hv+270sDezxYzRaMTn81FTXUN6ZvpAFXNICPUch1abgM7jl2CzYTWZSLDbKa+qCg+nCDEYDNitVnaXl5OdkYHZaOTMOXO45KyzADjlqKMi7qdpGi2trXi8XlISE6moqSEvq+sllXIzM8P/n5acTGpSErmZmegUhQaXi4yUFKwWCyajEbvNht1qDW8vHR8fz6J//jNcv0aXi2aPB71ejzE+nrq6BgKBJGzWBB566CW+/voTTjnlfFRVxWYLLheYnJxGXV011dXlmEwWRowYQ0JCIj6fl9TUDKxWOzqdjoSExIhyGwwGRo2agMFgiPk/2oOlq/et6JrErm/0OolftAar7cXFxWGz2Ljs/Mu45b5beG3Ra1x01kXYLLbw3/tYF6vv29hL10WPhHqN4+LisNltEY91t1qFoig4koIToWqrawe2oDFu044d1DU0YIiLC6/4oKoqO4o6jp/NYiEnM5Ps9HTSkpOxdNDDOyI7m4mjR5OdlkZacjIerxdVVQkEArS0Brdo1TQNl9tNZW0tzV4viQkJJCYkYG7rDe6p3MxMRmRno9PpyMvKYvKYMWS19SxDMJmfOn480yZMYNLYsZiNRmqcTlRVxdXcTEBVyc3KIk6vJzs9nfTkFBqbG3A3uzCbLZx//pW0trbgcCRhsViBYJvLzh5BTs5IRo4ch8MRHNZjNJpIT89m9+7OZ27Hx8dLYtwJWXEhehK7vlFVlZKqAolfFAZrtYqQBFsChxx0CJPGTsLr8/LJl5/Q4m/Zb1ta94WsViH6XWilCqvNGtWY4cTkRKoqqqirqevvog0pby5ZAgSXZEtJTOz2fJ1OF+65zc/J6TCRNRmN4XOsZjPVbcMdNE1Dp9NhjI/H29KCxWRiZE4OacnJxOn1eHw+Gl0uLL1IjvdONDv7Bh4XFxccAtI2wW/Lzp04Gxtp8fsZlZtLbmYmKYmJ2K1WksyJ1JSnEp+XT3ntbtzuJjRNIzk5LeKeCQmJ7XqGhRBC7F9GoxEUOP2E09m8YzNLVyxl7rFzh0RyHMuk53iIamoI9hzb7DZ0+t6/jMkpwWVe6mvr+7VcQ80bbcnxybNnR4wd7okEm63b1RYMBgOj8vJIT0khLyuLcSNHotfrsVksTBw9mhHZ2ZhNpvBwjLysrE7HG/cHY3x8MHFXFBJsNlKTkoK/JNiDQyF0Oh02i52kpFQyM3Nxu5tISEgML7kmhBAidhjjjcTFxXHsrGMBWLNpDXXOOnw+WbGiL6TneIjau+c4muWwQuOUnfXOfizV0FJVW8u6rVtRFIVzTjxxwH7uT7DZwsMcILihSEBVMRmNEeeFktSBlpyYyKS4OMxGY5dj0tLTs2ltbcVmS4jJCRNCCHGgMxlNGOONGA1GDhp/EBu3beSHjT8wdtRYsjKyBrt4Q5Z84g1RoTHHNrutw1UV8kd3PXs2tGJFaK3kA9GGbdsAyElPJ3+vZdx0Oh1j8wdu9rGhbUWKwRJKwrubrKHT6cjLG0VSUkqX5+17TX7+WEmmoyCxi57Erm90Oh256aMlflHQ6XSMyR8zaLHT6/WkJafR7G1m+uTpQHBTEJfbhdfnHZQy9ZROp2Ps2Nh838ZeiUSP7N1z3JHuto9MSkmKuM+Bxu/3s+KHH4DgKhXmfZLVobL9ZiyS2EVPYhc9iV3fBFSJX7QGu+0lOZIwxBnIzwmuuFRYXEhLSwvNnuZBLVdPDHbsOiPJ8RAVGnNstbdPjlVVpXR3aZczQMM9x84Ds+d49aZNLP7iCwDGjxwZ0YuqqiqFpV3HT3RMVVVKSwsldlGQ2EVPYtc3qqpSXrNb4hcFVVUpKu18daj9wWqxkpKUQlZ6cBjFzqKdoBDzm4GoqkphYWy+b2XM8RDV0BDs8bVHOUY1NOb4QBxWUVVby3GXXIKnbcLChNGjB7lEQgghRPSSE5PJzw72HFfXVePxemhyNw1yqYYu6TkeosKrVSTYujmzY6Etp0Njlw8k365dG06MAQ6eNGkQSyOEEEL0TYItgYy0DDLTgsuIllaU0uxpjtlhC7FOkuMhKjRW2J7Qcc9xdwPcHYnBpblcLheapvVv4WLc6k2bwv/vsNmY0rb5x95icYLAUCGxi57ELnoSu77RyeY8UYuFtqfX60lOSg6POy7YXUBLawu+lthe0i0WYteR2CyV6FZorLDN1r7nuCerVZjMwbV0W7wtMTnep79t27WL8SefzBW33sp369YBcOoxx/DPO+7AZrFEnDvQq1UMZ7JqQPQkdtGT2PWNTqcjN2PwVlwYygZ7tYq9WS1WJo0L/hK6ev1qAv5ATCfHslqF6He1NcFtn5PTkts9pmkaze7mLnuELW0JodfrJRAIDEwhY4TL7ebMX/2K7UVF/Pett1iyfDkAF512GrNnzmy3rJqmabibu46f6JimaTQ3uyV2UZDYRU9i1zeapuHxSfyiEfy8iI3YWc1WfjTjRwB8t/Y7AoFATG8GomkabndsxG5fkhwPUaHkOD0jvd1jmqZRWV7ZZYML9Rz7vD4C/uGdHD/0zDNsKywM/zugqiiKwo+mTycvK6vdt1ZN0yit7Dp+omOaplFZWSqxi4LELnoSu77RNI3q+nKJXxQ0TaOssiwmYmcwGDhs6mHYrXZcbhcFxQU4m5yDXaxOaZpGaWlsvm8lOR6CWltbw8Mq0jLSorqH2WIGgkupeD2xvVB4X1RUV/PQ008DwSXbQo44+GBSk9v3ugshhBBDlcPhCG8GsnbT2iGxGUgskuR4CHLWOYHgeJ3U9NSo7hHqOQZobo79hcKj9c6nn+L2eBg7YgRP3nEHo/PyOPrQQ7lrwYJB3aVOCCGE6G/GeCPTJk0DYMPWDbS0tOByuwa5VEOPrHM8BNXV1AGQ4EjA2EmCZ4g3dHkPg8FAnCEOf6sfV9PwfeMs++47AI445BDGjxzJshdeYNOOHaQlJXWZHMcbuo6f6JzB0PW21KJzErvoSez6xhAnf/OiFR9Dbc8Yb2TqxKkArNu8DlVTaXI1kZocXUfaQNt7A65YIj3HQ1BovLEjyYFO3/4l1Ol05I7I7XYGaGhoRbNrePYca5rGspUrAThs6lQS7XbMRiMOu53s9PRO46PT6RiZ2338RHs6nY7c3JESuyhI7KInsesbnU5HVqqs0BMNnU5Hfm7sxM4Yb2Ti2IlYTBZczS6qa6upc9bF5KoVOp2OkSNj830beyUS3aqrDvYcOxIdxMW17/zXNI2mxqZuB7mbzcHk2O12938hY8BrixdTVlWFXq/nyBkzsFos2KxWcjIySHI4Or1O0zQamrqPn2hP0zSamhokdlGQ2EVPYtc3mqbhapb4RSP4eRE7sYuLi8NmsTF5/GQANm3fhMfrob6hPuZWptI0jYaG2Ind3iQ5HoJCwyoSkxJROli4XdM0aqpqum1woXHHnubY3n89Gm999BEX3XADABNHjWJEVhaKomCMjyc3M7PLb6qaplFZ0338RHuaplFTIyt9RENiFz2JXd9omkZdY7XELwqaplFVUxVTsUuwJTB5XDA5Xr1hNUajkcKSQjZt30RDU8Mgl26P4Cozsfm+leR4CAolx46kzns/eyK01vFwm5DX7PHw27vvBuCgceO49aqrSOhgsxQhhBBiuLGYLRxy0CEAfLfmOxJsCSTYEnC5XRQWF8ZcD3IskuR4CAolx0kpSX26T2jMscc9vHqOn3nzTUorK8lISeGRW2/lqJkzMcbooH8hhBCiP1nMFqZNmobFZKG+oZ5tu7ZhiDOQ5EjC3ezG7RmeQyn7kyTHQ1A4OU7qPDkOJb5dCU/IG2Y9x69/8AEA55x4IhNHjyYvK6vX97CYu4+f6JjZbOn+JNEhiV30JHZ9Y4qXv3nRssRY2zMZTTgS9qx3/M3qbwDQ6/XB8eWu2FmhKvQLdqyR5HgICm8dndrxJhY6nY7M7K7H1cKeMcfe5uGzQHhNXR1frl4NwJnHH09GSkqvZ8LqdLpuxyWLjul0OjIzZaWPaEjsoiex6xudTkd6co7ELwo6nY6czNiLXWJCIgcfdDAAy75ZFj5uMpqoddbGxDjf4Cozsfm+jb0SiW6Feo5TMzpet1DTNOrr6nu8WkUs773eW+8vW4aqqozNz2fG5MlRraGoaRq19d3HT7SnaRr19bHxh3eokdhFT2LXN5qm0eCqk/hFIfh5EXttz2qxcszhxwCwZtMaKmsqATAajXh93phY2k3TNGprYy92IMnxkFRfWw9AWnrHW0drmoazztl9ctw2rMLrHT49x9sLCwGYNn48tih/rtE0jVpn9/ET7WmahjNGeiWGGold9CR2fSPJcfQ0TaPOGXuxs5qtjMgZwZQJU9A0jVfffZVAIEC8IZ7W1taY2FJakmPRbzzNnvDSa+mZ6X26Vzg59gz+m6S/VNTUAJCZloY1RscyCSGEEANJr9eTnJjMnCPnAPDMa88wf8F8ikqKUDU1JpLjWCbJ8RAT6jWOj4/Hkdi3pdyGY89xODlOTY3JcUxCCCHE/mC1WDl9zulcfdnV2Cw2Nm3fxK3330qcPg53s6xY0RXJHoaY+ppgcpyQmECcof3ueACKomBPsHe4QcjeQhPyfJ7BH3vUFzuKirj8lltYvmoVFdXVAKSnpER9P0VRcNi7j59oT1EU7HaHxC4KErvoSez6RlEUbOYEiV8UFEUhwR6bsTObzMQb47nsx5fx+j9fJ04fx+YdmymrKqPJ1TTo6x0rioLDEZvvW0mOh5hQz7EjyYFer+/wHEVRSE1P7bbBhSbkDfWe4zsff5znFi7kmIsvZnd5OQBZaR2Px+4JRVHISO0+fqI9RVFITc2Q2EVBYhc9iV3fKIpCsiNd4heF4OdFbLY9s8mMxWjB2+IlKz2LI2YeAcAX33xBs6cZV/PgLummKAoZGbEZO0mOh5hQz3FiYmKnyXFPt48ODavweYd2z/HaLVvC/19dF1zJIycjI+r7yfbR0ZNtfKMnsYuexK5vNE2jriG2tkAeKoKfF7HZ9hRFwZHgCI8vnnvcXAA+W/EZGhoNjYO7lbRsHy36zd49x53RNI2mxqYDZrUKl7v92KnczMyo76dpGg1N3cdPtKdpGk1NDRK7KEjsoiex6xtN03B5GiV+UdA0jcam2I2d1WIFLVjOI2YEe453Fu0k4A9QUV1BaUUpra2tg1I2TdNoaIjN960kx0NMaI3jxOTEPt8rPOZ4CPcc+/1+itqGUoQ47HbsVusglUgIIYSIDTarDZPRhNfnJTkxmVF5owDYXrgdQ5yBgt0FbC3YSktLyyCXNLZIcjzEhHqOk5I73zq6p4bysAqvz4ff72d3eXm7SQXBtRwNg1QyIYQQIjYY440k2BLweINLwIZ2zfth4w/YrDbSU9JxNjhpcA3uEItYI8nxEOOsdQJdJ8eKopCYnNirCXmqqvZbGQfa5p07+cPDD1NaVcXO3bsBGJWbG37c1dzc6XjsnlAUhZTE7uMn2lMUhcTEFIldFCR20ZPY9Y2iKDhsyRK/KCiKQnJibMcuMTERNaDicrs4ePLBAKzesBoIbuFsMBgGZZc/RVFISYnN923Ha4GJmOWsdwJgd9g7PUdRlB71LO+9CYiqqkNmXeAb77uPD774grysLMxGIwC5GRmUV1fjbdsKuy9vNkVRSEnqe8/8gUhRFJKSol9G70AmsYuexK5vJDmOXvDzIrbbXmpSKoH8AMVlxYzJHwPA+i3rKa8qJys9C7vVTn1DPQ1NDSQmJO63coWS41g0NLIhERZak9jaxZhaVVWpKKvotjc4tImIu8mNGhg6PcerN20CYOuuXeGe47ysLJY8/TSZqak8+oc/9On+qqpSUtF9/ER7qqpSUVEisYuCxC56Eru+UVWVqrpSiV8UVFWltCK2Y6coCplpmYwbNY7szGwOnXYoqqqy8MOFABgMBnSKjuKyYsqryvG17J+hlqqqUlISm+9b6TkeYlp8wUHzocl0nQltMd2V0IoXHk9wS+p4Y3zfCzjAquvqqGzbBa+otJRA25tqzIgRHHPYYez67LN+eaM1e7qPn+iYx9M82EUYsiR20ZPY9Y23Rf7mRat5iLQ9h92Bw+7gtDmnsWrdKp5/83nsNjvzz5tPYkIi9Q311DXUMTpvNHnZefulTM3NsRk76TkeYkIzSrtLjnti7130amtr+3y//WH91q3h/y+pqOD7DRsAmDF5MgAmoxFL21hqIYQQQgSFhoDMOmQWsw6Zhdfn5a9P/ZUlXyxBp9ORkpRCoj2RyprKIZPwDxRJjoeYUM+xsW2sbV/odDoSHAkA1FXX9fl++8O6vZLjDdu3U9fQgCEujkPakmMhhBBCdMxutWO1WPnb7X/jsvMvA+Cuv92Fuzm4X4DFbMHr9Q767nmDTZLjIaYnwyp6un007Fkvub6uvl/KN9D2To5Dxubnk+zofFOU3pLto6Mn2/hGT2IXPYld3yiKQnJCmsQvCoqikJ46dLbeNsYbsZgt+Fp8XPuza8nLzsPldrHs22Xhc/R6PS73wCfHsn206DehYRVGU+c9x4qiRAyZ6EpoUl5d7dDrOQ6ZPHZsvw6lUBQFh71n8RORFEXBbndI7KIgsYuexK5vFEXBZpH4RSP4eTF0YqcoCkkJSfh8PuL0ccw9Nril9EdffBQ+x2g00tjUOOAT5RRFweGIzdhJcjyE+P3+8KoSoWXYOqKqKiW7ezYDNNRz7Kxz9kcRB1QgEGDjjh3tjh9z6KF9Wtd4X6qqUhijM2hjXXD2caHELgoSu+hJ7PpGVVXKa4okflFQVZWikqEVO4vFgk7REQgEOPmYkwH4atVX1DcEf0E2xZvwtfrw+rwDWg5VVSksjM33rSTHQ4jXu6ehmrvpKW1t6dle6aGe46aGpugLtp/sKCrC6/NhMho554QTAJg0Zgw/Pf30fn+ulkHaa344aG2VbUijJbGLnsSub1r98jcvWi1DrO3ZrXZsVhuuZhdjR45l4piJtLa28syrzwDBpd38rf79MikvVretluR4CPH59qw92NWwit4I9Rw3NMT+1pHrt20DYFRODncuWMDNv/gFT99zD8mJiYNbMCGEEGKI0Ov1pKel4/V6CagBrv3ZtQC88t4rLFm2JHiSsmeJOpfbRUNT7OcI/UmS4yEk1HOs1+sxGAz9cs/EtsSysaGxX+43kL5duxaAcSNHMn7kSK679FLGjxzZr0MqhBBCiOEu2ZFMeko6NXU1HDb9MOYcOYfW1lZuvvdmNm3fhCneRENjQ9umWCVs2r6JiuqKwS72fiPJ8RASSo4N8YYut3pWFIWMrJ7NAA1tBNLUGNvDKl567z0eeib4k8+EUaOINxjISk8fkG2eFUUhJ0Zn0Ma64OzjHIldFCR20ZPY9Y2iKKQlZUn8oqAoCtkZ2UMudgaDgTEjx5CWkkaTq4kH//ggx8w6BoDFny3GZDTh8XmorqumvqEeVVVpaOzf3mNFUcjJic33rSTHQ0hoGTdDvAGdvuvk2GK19Gq1ilgec9zs8fCbO+4AgnU7btasAX0zKYqC1dKz+IlIiqJgsVgldlGQ2EVPYtc3iqJgNkr8ohH8vBiasdPr9WSkZqCpGgDnzj0XgI+Xf0xcXBytra1U1VShBlSsZivN3mYCgUC/Pb+iKFitsRk7SY6HkFDPcXx8fJc9x6qqUlTQs9mzoTHHTU1NaJrWL+Xsby8tWkRDUxMWs5k3//738G54A0VVVXYUDa3Zx7FCVVWKinZI7KIgsYuexK5vVFWlpHKnxC8Kqqqys2joxs5hd2Cz2mj2NHPkzCOxWqxU1lSyYesGzGYzvhYfKUkpxBviaW1t7dfJh6qqsmNHbL5vJTkeQvYeVtHdN62eNrbEpEQg2HPs9/v7VL6BoKoqjzz7LACXnHkmI3NzsVks++V5RXQkdtGT2EVPYtc3aox2jgwFQ7nt6XQ6kpOS8Xq9GOONHH7w4QCs3bwWu9WOw+5Ar9cTFxeH3+/H1+Lr5o69E6uxk+R4CAk1SoOh++S4p1LTUwGor63H6xnYNQ2j8eaSJWzasQOL2cy8M8/koLFjsVmtg10sIYQQYlgIDQtRVZXJ44K/zG7aviniHEVR0ND6PTmOVXGDXQDRcz5vW3Lcg57jnsrMzsRoNOLz+di9azcHTT+oX+4brUaXizqnE2dTE0kJCdz7r38BcP7JJzNx9Gji4+MHtXxCCCHEcGI1WzGbzTR7mjloXDAH2LRtU7vzdIqO5uaBX/s4FkhyPITsPea4KzqdjpwROV2OS9773Nz8XHZu28nObTsHNTn2+/0cet55bC8qAiDeYAhvxnHJ2WeT7HDsl3LodDpG5vQsfiKSTqcjJ2ekxC4KErvoSez6RqfTkZU6QuIXBZ1OR35O/pCOncFgID0lnV3Fu5g0bhIARaVFuNwubFZb+DyL2UKds46sjCxMRlOfn1en0zFyZGy+b2OvRKJToU1AerLGcVxcz7/3jBwzEoBdO3ZFVa7+sn7btnBiDHt2qctMTeXgSZP6bW3nnuhN/EQkiV30JHbRk9j1jV4n8YvWcGh7SY4kjPFGTEYTWelZAGzesTniHIvZgsfrwdno7LfnjdXYSXI8hOw9Ia8rvVmtAvYkx8VFxX0qX199/cMPQDD5H5GVFT5+0LhxJNhsnV3W72S1iujJqgHRk9hFT2LXN6qqUlJVIPGLwlBfrSLEYraQkZpBY1Mjk8YGe49D4469Pi9rNq2htbUVs8lMVU1Vv0zgl9UqRL8IjTnu73G3I0ePBKC0uLRf79tbX69ZA8DPzjuP6y69NHx86vjxxO/HXmMhhBDiQJOZlondZmfsyLEAbN6+mc3bN3P65adz+Q2X859X/oPNasPldlHfWN+vax7HGkmOh5DwsIpueo57K390PgBlxWUD/g3O7/fjdrkjjqmqyhV/+AMvvPsuAIcedBDnnHRS+PGp48fH5CLhQgghxHARHx9PkiOJUSNGAbBx+0Yee/YxautrAfh69dfodDr0ej1FJUVsL9wes/sj9JUkx0OI19ezYRW9FUqOqyqrwr3TA6GmqoYLTr6AJx99KiIJX7d1K/99800guGPP0Ycdxui8PB659VZ+ctppnHHccQNWJiGEEEIEWcwWxuWPA6C4rJgV368IP7atYBv+gJ/EhET0Oj0NrgY8Ps9gFXVASXI8hPRmtYr80T2fPZuWkYY+To8aUCnZXdLncnbmP4/9h03rNvHsUy/QvNeayl9+/334/++98UbyMjMB+O2ll/KXG27Avh/HG0MwfmPzh/bs48Gi0+nIzx8rsYuCxC56Eru+0el05KaPlvhFQafTMSZ/zLCJncVsITk5meyM7PCxaZOmYTFb8Pq8FBYXotPpsFlt+P1+mj3RL+2m0+kYOzY237exVyLRqd4Mq+jNYHm9Xk9mdjAhLSoo6ubs6G3bvC38/xt37nme5atWAfCbefO47JxzsJjNQPCNMzovD7Op70vG9FYs7hY4VEjsoiexi57Erm8CqsQvWsOp7ZmMJixGC9MmTQsf++lZP2XimIlA5AoWOp2OJndTn54vVmMnyfEQEp6QZ+y651hVVUp3l/Zq/HBOXg7AgPUc+/1+1qxaE/73V6s3APD2J5/w2gcfAPCj6dNJT0kZ9PHFqqpSWNq7+IkgVVUpLS2U2EVBYhc9iV3fqKpKec1uiV8UVFWlqHT4rG6k0+mwWq1cNe8q7r35Xt7+99ucOufU8PrHG7dtDJ9rjDfS6G6MetyxqqoUFsbm+1aS4yGkp8MqopGdG/wJpby0POL4zu07+XLpl30edL9x7caIiXgr129l1YaNnHv11QAY4uKYPXNmn55DCCGEEH1jNpmxWqycOudURuaNBGDmlODn8+dffx5OZnWKDobnfDxJjoeSgVqtAvYkx5XlleFjmqZx2hGnceUFV0YMiYjGpnXB9RIzszPR6RQ2bN/FNX/5S/jxW375y/22A54QQgghOhZvaN8BN/uw2disNiqqK1i9YfUglGr/is2tSfby+eef8/bbb7Nz5078fj/Z2dmceOKJXHDBBVHtrLJ161Zefvll1q1bh8vlIiUlhSOOOIL58+eTlJQ0ADXoPz3dBATo9QD37LzI5Njv97Nz287w45vWbmLC5Am9uufeQrvvHXrEoRj0Oha+9i4/bN4CwF3XXcdpxx6LyWiM+v79LRYnCAwVErvoSeyiJ7HrG50slxm14db24g3x6HQ6AoEAer0eCA6hOOmok1i4ZCHvfvwuh047tF+eK1ZjF5ulavOPf/yDO+64gw0bNjBx4kQOO+wwqqqqeOqpp7jhhhvCPak9tWzZMq6++mqWLVtGRkYGs2fPRqfTsXDhQq688kpKSwd3E4zuhOrb36tVwJ6e4+rKalpbW/nxiT/mrGPOCj9etKtvE/UKdhQAMGLkCBbcci0ZKXu+iJxz4omMys2NmeRYVquInqwaED2JXfQkdn2j0+nIzRg+Ky7sT8NttQoIJsLxhnhaWlsijp99ytkALF66mIrqij4/j6xWEYUvv/ySN998E7PZzBNPPMGDDz7InXfeyQsvvMDo0aNZv349zzzzTI/vV1NTw3333UcgEOCGG27gySef5M9//jPPP/88J510EvX19dx9990xvaB1T5NjTdNodjf3qi6h5LiqoorPl3zOlg1bIh6PZqKepmkEAgE0TWPX9mDPcf6YfFJSk3n23ps59tBD+dVFF5GbmUlSDA2p0DQNd3Pv4ieCNE2judktsYuCxC56Eru+0TQNj0/iF43g58Xwip3BYCDeEE+rvzXi+MGTD2bm1Jn4/X7+cP8f2F22u0/Po2kabndsxi5mk+MXX3wRgHnz5jF+/PjwcYfDwYIFCwBYuHAhLperR/d744038Hq9zJw5kzPPPDN8XK/Xc/3112O1WtmyZQsrV67sv0r0s/CEvG5Wq9A0jcryyl41uLyReVhtVnxeH/f+373tHi8rLmt3P1VVafG10OxuprGhkbqaOqoqqiguKmbHlh1sXr+Zzes3U7C9gLKSMgAmHRSc8ZqbmcZ/77mLX/7kJ1gGYam2rmiaRmll7+IngjRNo7KyVGIXBYld9CR2faNpGtX15RK/KGiaRlll+8/HoUxRFKxWKy0te3qOa+trqamr4ZrLriFOH8fqDav541//2Kd6a5pGaWlsvm9jcsxxdXU1W7YEey5POOGEdo9PnTqV9PR0qqqq+Pbbbzs8Z19ffvllp/czm80ceeSRfPzxxyxfvpzDDz+8jzUYGD1NjqMRFxfHzFkz+eLTLyjd3X54SVlJGTVVNaiqis/rw+vx0traSktLC5XllZSVlFFeWk5FaQWV5ZVUlFVQU1WD1WblmBOOQVVVLFYLmTmZ4XtmJCeTmKQMyOobQgghhIiO3WanvDK4epXH60HRKah+lemTp/PK468w79p5FJYUUlBSwGxmD3Jp+19MJsc7duwAICEhgaysrA7PmTBhAlVVVWzfvr3b5Li5uTk8nnjChI4nlU2YMIGPP/44/NyxqKfrHEfriGOO4ItPvwCCPcnFhcXhx8pLy1n05iJqqmrCyW9FWQXlZeX4WztfxLuxoZFFby0CgkM3jEYjaMHz4+LisFj27+53QgghhOia2WhGp9fR6m+l0dVITmYOdc46fC0+xo4cyxEzjmDZt8v44vsvmM/8wS5uv4vJ5Li8PPhtJT09vdNz0tLSAKio6H5Q+N7ndHbP0PHQc3empaWF1tY943Cam4NbJ6qqGl77T1EUFEVB07SInwtCx/dd8Lqnx/cdc7zv+aFB7aqqBreDDq1FqNO1K0tHxw+bfVj4sct/dTnpmens2rGLxx96HJ/Xx33/d1+HMYkzxJGZnUlWThbZudlk5mSSk5tDemY6d996d3i88rEnHosh3oDq84fjtXcZu6tTV2WP5nhnr5OmacQbDFG/Tj0p+/6uU0/LHnxN9lwbTZ30+rhet72BrFN3x2PldVJVlbg4Q4fPOVTrFE3Zo63T3u1uuNRpv7Y9fVyHzzlU6xRN2aOtU9wwbHvGeCNGg5Hq2mqsFitZ6Vm0trZSUV2B3+9n9mGzWfbtMpatWoamaT16XfetU/BvXlynnzd7l31/bxQSk8lxKOE0dTEW1dy2xbDb7e70nH3vt/d1nd1v73M78tJLL/Hcc8+1O15QUIDNFuwFdTgcZGRkUFVVRUNDQ/iclJQUUlJSKCsri3iejIwMHA4Hu3fvjhjjk5OTg9VqpaCgAFVVMVvM2B12EhITgrvy7LPVc/7ofPx+f3hYRHFhcXjlCk+zJ2INY0O8gdwRubiaXNRU1QBgsVg4Ye4J6PQ6Tjj1BDweD2npaZRcUMJH73+E2WwmJS2F1LRU0jLSSM9MZ9TYUeSPzqe+rp4W756yO5IcWG1Wrrj6Cl74zwsccughHH3C0fi8PgwKlFRUo6OYeJMFgJE5OcTFxbGjKLJOY/ODdSrcayWR0GoSzR4PpZV76hRvMDAyN5dGl4vKmprwcYvZTG5mJnVOJ7VO554y2u1kpKZSVVtLQ9OeLTBTEhMZmZtLSUUFzR7PntcpNRWH3c7usjJa9vqClJORgdVioaC4OOINHGt1SklKoqyqqss6tTT7KanSyPfmYbQbKS4uiKhTTs5I4uLiKCqK/IUlP39ssO2VFgJQXFwQXkHA42mmsnJPXQ2GeHJzR+JyNVJTs6euZrOFzMxcnM46nM7a8HG73UFqaga1tVU0Ne15PyUmppCUlEJVVRkez573U2pqBna7g7Ky3bTuNds6IyMHi8UadZ1Cr9NA10mn01FRUTKs6rQ/XqdAwE9xccGwqtP+ep1amlWs5gR0Oh3lVeU071Wn9NR0HHYHxWXFEasXZGdkY7VY2VW8K6JO+Tn5xMXFsbNoz1KgAGPyx+D3+ykq3fP3MLTSQ7OnmbLKsvDxeEM8+bn5NLoaqaqpCh+3mC3hHsw6Z134eII9gYzUDKpqq2hsagwfT05MJiUpZcDr5A/42VW8a1jVqai0iCZ3Ew1NDZhMJkzG4H/ORif1jfWMHDESg8FASmIK5eXlePx7PlcsFgu5ubnU1dVRW7un7XWWGzmdzm5zo7q6PbHZH5SlS5fG3EjoF154gaeffpopU6bw2GOPdXjOf/7zH1588UUOPfRQHnzwwS7vt2HDBq699loAPvnkk/C6fXtbtWoVv/vd7zAYDHz00Ued3qujnuMLL7yQ+vp6EhISgAHsOfb7WFOxBrvJTrw+vtNvfIFAAFeTC5vdhqIo/fItNqQvdQqVxe9xE1i9mvF5BxPfNqwilnobAJrcbmwWS8RW1gdCD4rP1cqaNRq2QyZgtBt7XadAIIDL1YjNltBvbW+we1D21+ukaRpudxN2u6PdPYZqnaIpezR10jSNxkZnuN0Nhzp1Vdf+rpO3KUDlN+UcemQSRmvkesdDtU7RlD3atudsdJIwTNueqqrodLpwGQOBQPjchvoGEvQJ2A62ocQr7e7TXZ2C79tGHA4HOp2uy7I3NjaSlJTEokWLsFqtDLSY7Dm2WIK9iaEJaB3xtPV+9SRIofuFrgv18HZ0v73P7Uh8fHyHE8hCjWdvoRe2o3M70t3xfZ+js/MVRaGupg57gj18Tmdl6e3xzkRTp45i1pv79Fed9j2uqiqVNTXYO1nrONrXryfHB6pOPS1L8DXRIv7I97Tsoeetq6vGbnf0e9vr7/dTX44PRJ1UVaW2tgqbLWHY1Km/y9jZcU3T2rW7/iz7cG97iqJS31SDpiWi07XvPOqvsnd2fCi/TpqmUVNXg2OYtr1967T35mtJjiRUt4qiKFG9rqqqUl1djaNtKdfu8oX9KSaXcsvMDK5oUFVV1ek51dXVEed2JSMjI/z/nd0zdLwn9xNCCCGEEMNTTCbH48aNA6CxsbHTCXJbt26NOLcrVquVnJyciOv6cj8hhBBCCDE8xWRynJaWxsSJEwH49NNP2z2+fv16qqqqMBgMzJo1q0f3POqoozq9n8fj4euvvwbg6KOPjrbYMcVs6XjioegZSycTN0X3zOauhyaJzknsoiex6xtTvPzNi5ZF2l7UuhvKOlhiMjkGuPjii4Hg6hDbtm0LH29oaODRRx8F4Nxzz40YP7x8+XIuvfRSbrjhhnb3O//88zGZTHz//fcsWrQofDwQCPDII4/gcrmYOHEihx12WLtrhxqdTkdmduZ+H6MzXOh0OnIzJX7R0Ol0ZGbmSuyiILGLnsSub3Q6HenJORK/KOh0OnIyJXbR0Ol05ObG5vs2JifkQbCn97zzzuOtt97i6quvZsaMGZhMJlavXo3L5WLKlClcccUVEde43W6Ki4sjlkMLSU1N5eabb+auu+7ir3/9K4sXLyYzM5OtW7dSVlZGUlISf/rTn3o1CS1WaZqGs95JYlLisKjP/qZpGnVOJ8mJEr/e0jQNp7OOxMRkiV0vSeyiJ7HrG03TaHDVoWkpg12UISf4eVFHsrS9XgtOpK0jOTn2YhezyTHAtddey5QpU3j77bfZuHEjfr+f7Oxs5s2bx/nnn4/BYOjV/Y477jiysrJ48cUXWb9+PTt27CA5OZlzzjmH+fPnk5ycPEA12b80TcNZ58SR6Ii5BjcUaJpGrdNJkkPi11vBJKUWhyNJYtdLErvoSez6Zk9yPDw+A/enUHKcJG2v1zRNo7a2lqSk2ItdTCfHAHPmzGHOnDk9Onfu3LnMnTu3y3MmTJjAnXfe2R9FE0IIIYQQw0zsDfQQQgghhBBikEhyPAwpioI9wR5zP1MMFYqi4LBL/KKhKAp2uwxHiYbELnoSu75RFAWbOUHiFwVFUUiwS+yioSgKjhgdvhjzwypE7ymKQmp66mAXY8hSFIWMVIlfNBRFITU1o/sTRTsSu+hJ7PpGURSSHekxmaTEuuDnhbS9aCiKErFJWyyRnuNhSNM0aqpq2u3fLnpG0zQqayR+0dA0jZqaSoldFCR20ZPY9Y2madQ1VEn8ohD8vJC2Fw1N06isjM3YSXI8DGmaRlNjU0w2uKFA0zQamiR+0dA0jaamBoldFCR20ZPY9Y2mabg8jRK/KGiaRmOTxC4amqbR0BCb71tJjoUQQgghhGgjY477KPSNp7GxccCfy+f34W5y49P7iNfHd3qeqqo0NDVQ56yLyZ1nWpvdGJo9NNbVE+9tv2HLYFNVFVdDA411sRm/geRzt+L2GPDVNxLf0nkb64yqqjQ0uKirazzgYtdXErvoSez6xtPkp9nrorG+gRa/frCLM6SoqkpjQyPOOucB1/a0Fg3Nr6E2quiMva+7qqq4XC4aG7t/34ZyrP3VyyzJcR95PB4A8vLyBrkkQgghhBDDl8fjwWazDfjzKEuXLo29wR5DiKqq1NbWYjabY2amb3NzMxdeeCGvvfYaFotlsIsz5Ej8oiexi57ELnoSu76R+EVPYhe93sRO0zQ8Hg8pKSn7pYdeeo77SKfTkZaWNtjF6JDFYsFqtQ52MYYsiV/0JHbRk9hFT2LXNxK/6EnsotfT2O2PHuOQA2uAjBBCCCGEEF2Q5FgIIYQQQog2khwPQwaDgcsuuwyDwTDYRRmSJH7Rk9hFT2IXPYld30j8oiexi14sx04m5AkhhBBCCNFGeo6FEEIIIYRoI8mxEEIIIYQQbSQ5FkIIIYQQoo0kx0IIIYQQQrSRTUBizH333ceSJUu6PGfJkiXEx8e3O75161Zefvll1q1bh8vlIiUlhSOOOIL58+eTlJTU6f3q6ur43//+xzfffENtbS02m41p06Yxb948xo8f3+c69afdu3ezatUqtm3bxrZt2ygqKkJVVa644grmz5/f5bXff/89r7/+Ops3b8br9ZKRkcExxxzDxRdfjNls7vS60tJS/ve///H999/T0NCAw+Fg5syZXHrppWRnZ3d6XXNzMy+++CLLly+nsrISk8nEpEmTuPDCC5kxY0bUMYhWNLF79tlnee6557q873PPPceIESM6fGw4xM7v97N27VpWrlzJmjVrKCkpwev1kpCQwKRJkzjjjDM44ogjOr3+QG930cZP2l7Qxx9/zMqVK9m5cyd1dXU0NTVhMpnIy8vjqKOO4rzzzuu0HR3obS+a2Em769w///lPXn31VYAuPzeGQ7uT1SpiTCg5njJlCjk5OR2ec9NNNxEXF/m9ZtmyZdx1110EAgEmTpxIZmYm27Zto6ysjKSkJB577LEO71dcXMx1111HfX092dnZjB8/noqKCrZs2YJer+fPf/4zRx999IDUNRr/+Mc/ePPNN9sd7y45fv3113niiSdQFIWpU6eSlJTE+vXrqaurIy8vj8ceewyHw9HuuvXr1/P73/8er9fLyJEjGTVqFLt27aKwsBCTycRf//pXJk+e3O66+vp6rrvuOoqLi0lJSWHKlCnU19ezfv16AK655hrOO++8PkSi96KJXeiDYsyYMYwdO7bDc37xi1+QkpLS7vhwid3333/PTTfdBEBycjLjx4/HZDJRVFTErl27ADjjjDO44YYb2m0hL+0u+vhJ2wu69tpr2bhxIyNGjCA9PR273U59fT2bNm3C5/ORk5PDo48+SmpqasR10vaii520u45t2LCB6667Dk3T0DSt08+N4dLupOc4Rp1++unMnTu3R+fW1NRw3333EQgEuOGGGzjzzDMBCAQC3H///Xz88cfcfffd4QYbomkad911F/X19Zx00kncfPPN6PV6AN577z0efvhh7r33Xg466CCSk5P7v5JRGDVqFD/5yU8YO3Ys48eP54UXXuDjjz/u8prt27fz5JNPotPp+Mtf/sKsWbMA8Hq9/PGPf2T16tU8/PDD3HHHHRHXeb1e7rzzTrxeL/PmzeMXv/hF+LF///vfvPTSS9xxxx08//zzGI3GiGv/+te/UlxczIwZM7jnnnswmUwAfPPNN/zxj3/k8ccfZ/r06YwZM6Y/wtIj0cQu5KijjuLyyy/v8XMNp9gpisIxxxzDj3/8Y6ZNmxbx2GeffcY999zDokWLmDJlCqecckr4MWl3QdHGL+RAbnsAv/71r8nNzSUhISHieENDA7fddhvr16/nySef5Lbbbgs/Jm0vKJrYhRzo7W5vXq+X+++/n+TkZCZOnMiXX37Z4XnDqd3JmONh4I033sDr9TJz5sxwYgyg1+u5/vrrsVqtbNmyhZUrV0Zc9+2337J9+3ZsNhvXX399ODEGOPPMM5kxYwYej6fD3sbBcvrpp/OrX/2KE088kREjRqDTdd+EX3zxRTRN49RTTw2/WQFMJhO/+93v0Ol0fPHFF+zevTviug8//JCamhry8vK48sorIx678sorycvLo6qqqt0wmMLCQr766it0Oh2/+93vwm9WgB/96EfMnTsXVVV56aWXoglB1KKJXbSGU+xmzJjBHXfc0S6xAzj++OPDX2I/+uijiMek3QVFG79oDbf4TZ48uV1yB+BwOPj5z38OwKpVqyIek7YXFE3sojXcYre3f//735SUlHDjjTditVo7PW84tTtJjoeB0Le4E044od1jZrOZI488EoDly5d3eN2RRx7Z4Tig0P32vW4oaW1t5dtvvwU6jk9mZiZTpkwBOo/PnDlz2iWSOp2O4447rsvrpkyZQmZmZrvnDJVjxYoV+P3+3lZpSDiQYhf66bW6ujp8TNpdz3UUv744kOIX6tDYe4cxaXs901Hs+mK4xm7NmjUsXLiQk08+mR/96Eednjfc2p0Mq4hRP/zwAwUFBTQ3N+NwOJg4cSKzZs1qNxGvubmZ0tJSACZMmNDhvSZMmMDHH3/Mjh07Io5v37692+sASkpK8Hg8XQ6kj1WhyT/QeT3Hjx/PunXrwvEI6Wl8oo2r1+ulpKSEkSNH9qAmg2v79u089dRTNDY2YrPZGDt2LEceeSQWi6XT8+HAiF3o/bf30CNpdz3XUfz2Jm2vY83NzTz77LMA4Q4QkLbXE53Fbm/S7sDj8fDAAw+QlJTENddc0+W5w63dSXIcozr6iTElJYXf//73HH744eFjFRUV4f9PT0/v8F6h4+Xl5RHHQ9d2d52maVRUVDBq1Khe1CA2hOpss9k6/aMWqufesWxubqaxsTHi8c6uczqdEV8eQs/Z2XVWqxWr1Yrb7aa8vHzQPyh6YsWKFaxYsSLimNVq5dprr203TvRAil1dXR0ffvghAMccc0z4uLS7nuksfnuTthe0cuVKPv30U1RVDU8qa25u5vDDD+eXv/xl+Dxpe+31NHZ7k3YHTz75JOXl5dx1113Y7fYuzx1u7U6S4xgzZswYrrnmGmbMmEFGRgY+n4+dO3fy7LPPsnHjRv74xz/y4IMPcvDBBwPBhhXSWc9u6Pje5+797+6u6+jaoSJU7r3HIu2ro/j0Jq6h80P/9ng8XV4Xesztdsd8XLOzs/n5z3/OrFmzyMjIAILjvF5++WW+/vpr7rvvPnQ6HSeddFL4mgMldoFAgHvuuQe3283o0aMjxvtLu+teV/EDaXv7Kioqajfm8oQTTuA3v/kNNpstfEzaXns9jR1IuwtZuXIl7733HscffzxHHXVUt+cPt3YnyXGMueCCCyL+bbFYOPTQQ5k5cya33XYbX331Ff/4xz/4z3/+M0glFAeSk08+ud2xqVOnMnXqVP7+97+zcOFCnnjiCY477rh+G7s3VDz88MOsXr2ahIQEbr/99gOu/n3VXfyk7UU6//zzOf/88/H7/VRWVvLVV1/xwgsvsHLlSu68806mT58+2EWMWb2JnbQ7cLlcPPjggyQmJvLb3/52sIszKGRC3hChKEp4WZmdO3dSVVUFEPHzRehb1L5Cx/f9qSP07+6u6+jaoSJU7tBYqI50FJ/exHXf8/f9VtvT5xxqLr/8cnQ6HU6nk82bN4ePHwixe+yxx1i8eDF2u52HHnqIvLy8iMel3XWtu/h150Bue3FxceTk5HDhhRdy33330dTUxF/+8hd8Pl9E2aTttddd7LpzoLS7xx9/nOrqan772992uCZxR4Zbu5PkeAjJz88P/39oZnfoZx8gnDDvK3R839mcoWu7u05RlA5ngg4FoXK7XK5Of1bpKD4WiyW8BFB38XE4HBE/64Tu09l1brcbt9vd7jmHmoSEhPDOi3uvNDDcY/fEE0/w1ltvYbPZePDBBxk3bly7c6Tdda4n8evOgdr29jV58mTy8/Opqqpi69atgLS9nuoodt05UNrd8uXL0ev1vPPOOyxYsCDiv++++w6AxYsXs2DBAu68886Isg2XdifJ8RASGrQOe74FWa3W8M53nb3BQ8f3/RAKbQ3d3XW5ublDcqUKgLy8vPAYqM7quW3bNqB9fEL/Hqi4hrYxHaoCgUD4D8++38qHa+z++c9/8vrrr2O1WnnwwQc7nSUt7a5jPY1fdw7EtteZUDurr68HpO31xr6x686B1O4CgQBr165t918oVhUVFaxdu5ZNmzYBw6/dSXI8hHz22WdAMCHe+4UODZb/9NNP213j8Xj4+uuvAdptAx26bsWKFR3+LBG6XyxtH91bBoMhvBh5R/GpqKhgw4YNQOfxWbp0KaqqRjymqiqff/55h9fNnj0bCG63WVlZ2e45Q+U48sgj220DPpSsWLECr9eLoijtkpzhGLunnnqKV199FavVykMPPcTEiRM7PVfaXXu9iV93DrS215mGhgZ27twJEP5MkLbXMx3FrjsHSrtbtGgRS5cu7fC/0EodV1xxBUuXLuWVV14Bhl+7k+Q4huzYsYOvvvqKQCAQcVxVVd5///3wJLzzzjsv4oU+//zzMZlMfP/99yxatCh8PBAI8Mgjj+ByuZg4cSKHHXZYxH1nzZrFuHHjcLlcPProoxHP+95777F69WrMZjM//vGPB6K6+828efNQFIUPPvgg/JMQBMdGPfjgg6iqyjHHHMOIESMirps7dy6pqakUFxfzzDPPRDz2zDPPUFxcTFpaWrtlfUaNGsXs2bNRVZUHH3wwYjzbt99+y4cffohOp2PevHkDUNv+U1lZyccff0xLS0u7x7788kseeughAE488cR2a9QOt9g9/fTTvPzyy9hsth4ndtLu9uht/KTtBRUWFnYah+LiYm6//XZaW1uZPHkyo0ePDj8mbS+62Em765vh1O6UpUuXar2+SgyIL7/8kttuuw273c64ceNISkrC5XJRWFgY/lZ0/PHH84c//CFiq2eAzz//nLvuugtVVZk0aRKZmZls3bqVsrIykpKSeOyxx8LDL/a2e/durrvuOpxOJ9nZ2UyYMIHy8nK2bNmCXq/nz3/+c0z1HG/bto1HH300/O+ysjIaGhpIS0sjNTU1fPyuu+4iJSUl/O/XX3+dJ554AkVRmD59OomJiaxfv57a2lry8vJ47LHHOpx4sH79en7/+9/j9XoZNWoUo0aNYteuXezatQuTycRf//pXJk+e3O66+vp6fvvb31JSUkJKSgpTp07F6XSydu1aNE3jmmuu2e9fOnobux07dvCLX/wCs9nMuHHjSE1NxefzUVRURElJCQCHHHII99xzT4fDboZL7L766iv+9Kc/AcFF5TtbK9PhcPDrX/864pi0u+jiJ20vaM2aNVx//fWYTCbGjRtHWloara2tVFVVsX37dlRVJT8/n/vvvz9i/glI24smdtLuunffffexZMkSrrjiCubPn9/u8eHS7iQ5jiHl5eW89dZbbN26lfLychobG9E0jeTkZCZOnMjcuXO73L5x69atvPjii6xfvx63201ycjJHHHEE8+fP73T3KQguxP+///2Pr7/+mrq6OqxWK1OnTuWSSy4Jj+mJFaE/eN15+eWX2w3A//7773nttdfYsmULHo+HjIwMjjnmGC6++OIuZ7KWlpby/PPPs3r1apxOJ4mJicyYMYNLL720wy8cIW63m5deeokvvviCyspKzGYzEydO5MILL2TmzJk9r3Q/6W3sGhoaePXVV9myZUs4kfb7/TgcDsaPH88JJ5zQ4XafexsOsfvwww+5//77uz0vIyMj/BPj3g70dhdN/KTtBTmdThYtWsT69evZvXs3TqeTQCCA3W5n9OjRHH300cydO7fdzqkhB3LbiyZ20u66111yDMOj3UlyLIQQQgghRBsZcyyEEEIIIUQbSY6FEEIIIYRoI8mxEEIIIYQQbSQ5FkIIIYQQoo0kx0IIIYQQQrSR5FgIIYQQQog2khwLIYQQQgjRRpJjIYQQQggh2khyLIQQ+8maNWuYM2cOCxYsGOyiDJhnn32WOXPm8Oyzzw7I/d944w3mzJnDsmXLBuT+/SEQCHDppZdy0UUX4fP5Brs4QohekuRYCCFEj1RUVDBnzhwuuuiiQXl+p9PJc889x8SJEzn22GMHpQw9odfrufLKK6msrOxwS3EhRGyT5FgIIcSQ8Nxzz+FyubjssssGuyjdOvbYYxk9ejQvv/wydXV1g10cIUQvSHIshBAi5rlcLj788ENSU1M5/PDDB7s4PXLqqafi8/l47733BrsoQoheiBvsAgghDlyapnHOOefQ1NTEwoULcTgc4cc2b97Mb37zGwCuu+46zjnnnIhr582bR3l5OS+++CLZ2dlA8Gf/pUuXsnLlSkpLS6mvryc+Pp5Ro0Zx0kknccYZZ6DT7ekT+O6777j55psZMWIEzz33XIdlDAQCXHDBBdTX1/Pvf/+bsWPHhh/z+Xy88847fP755+zevZuWlhYyMzM58sgj+elPfxpRn55oamrijTfe4KuvvqKsrAxVVcnOzmbOnDlccMEFmEymiPOfffZZnnvuOS677DLOOeccnn32WVasWEF9fT1JSUkcddRRXHHFFdhstg5j/8EHH/DOO+9QVFSE0Whk4sSJzJ8/H7/fz/XXX8/06dN59NFHAbjvvvtYsmQJAJWVlcyZMyfifkuXLm33HE6ns1dl6soHH3yA1+vlvPPOi3gNQ0Llu/nmm5k+fTr//e9/WbVqFS6Xi7S0NI4//njmz59PfHx8pzE844wz+O9//8u3335LU1MT2dnZnH/++Zx++ukA7N69m+eee44ffvgBl8tFXl4eF198Mccff3yHZT7xxBP55z//yaJFi7jkkkvQ6/W9qrMQYnBIciyEGDSKonDIIYewbNkyVq9eHZFwff/99+H/X716dURyXFZWRnl5OVlZWeHEGODjjz/mmWeeISsri9zcXKZMmUJtbS2bNm1iw4YNrFq1ijvuuANFUQA49NBDSUtLY/fu3WzatInJkye3K+O3335LfX0948aNi0iMa2pquPnmmykoKCAhIYGJEydisVjYtm0br776KsuWLeORRx4hMzOzR7EoLCzk5ptvpqqqipSUFKZOnUpcXBybN2/mmWee4YsvvuCRRx7pMKmsqqril7/8JX6/nylTptDS0sKGDRtYuHAhmzdv5rHHHiMuLvLP/aOPPsq7776LTqdj6tSppKSkUFBQwHXXXcf555/f7jmmTp2Kx+Phiy++wGQydTvmN5oydeXLL78EYMaMGV2et2PHDv7xj39gs9mYPn06TU1NbNiwgRdeeIHCwkLuuuuuDq+rrKzkqquuwmAwMHXqVBoaGli7di0PPfQQbrebKVOm8Lvf/Y6UlBQOOeQQKisr2bhxY/h+HSXIiYmJjB07lq1bt7JlyxYOOuigHtdXCDF4JDkWQgyqmTNnsmzZMr7//vuI5Hj16tUYDAaysrL44YcfCAQC4Z63UOK8b6J02GGHcdRRRzFq1KiI4zU1Ndxyyy0sX76cZcuWcdxxxwGg0+k45ZRTeOGFF/jwww87TI4//PBDIPgTeYimadxxxx0UFBRw2mmncfXVV2OxWIBgT/NTTz3Fa6+9xgMPPMDDDz/cbQx8Ph9//OMfqaqqYv78+cyfPx+DwQCA1+vlwQcf5LPPPuPxxx/n5ptvbnf9Bx98wNy5c7n++uvDPaNVVVVcffXVbNmyhWXLlnHCCSeEz//qq6949913MZvNPPDAA0yZMiX82GuvvcaTTz7Z7jlOP/10Zs6cyRdffIHD4eCWW27psk69LVN38dm8eTM6nY5JkyZ1ee6bb77JJZdcwuWXXx5uL7t27eI3v/kNX375JRs3buwwSf3www8566yz+O1vfxu+bsWKFfzxj3/kueeew26389Of/pSLL744/OXqjTfe4PHHH+eZZ57ptPf4oIMOYuvWraxevVqSYyGGCBlzLIQYVDNnzgSCyXCIz+djw4YNTJ48mSOOOAKXy8XWrVvDj4eS49C1IRMnTmyXGAOkpqZy1VVXAfD5559HPDZ37lwAPvvsM1paWiIeczqdfP311xgMhohEbuXKlWzYsIGxY8dyww03hBNjCK5UcNVVVzFq1Ch++OEHdu3a1W0MlixZQllZGUcccQRXXHFFODEGMJlM3HTTTSQlJfHxxx/T1NTU7vq0tDSuu+66iCED6enpnHfeeUBkLzwEE0iAc889NyIxBrjwwguZOHFit2XuTm/L1JXCwkJaW1tJS0uLiHVHxo8fzxVXXBExhGHUqFGcfPLJXT5vRkYGV199dcR1Rx55JKNHj6a5uZmkpKSIxBiC8UtISKC0tJTKysoO7zty5EgAtm/f3qO6CiEGnyTHQohBlZ2dTVZWFuXl5ZSWlgKwbt06WltbOfTQQ9slz5qm8cMPP6AoSoc/sbe0tLBixQqeeeYZHn74Ye6//37uu+++8KSo4uLiiPNzcnKYNm0abreb5cuXRzz2ySef4Pf7mT17NgkJCeHj33zzDQDHHHNMh+NIdTod06ZNA2DDhg3dxiB0v33H8YaYzWbGjx9PIBBgy5Yt7R6fMWNGu/HIACNGjACCPechgUCAjRs3AsExsR3paY9uV3pTpu6EVnvY+zXozBFHHBGRwPb0eQ8++OB245EBcnNzAZg1a1a7++r1ejIyMgCora3t8L6hMsuKFUIMHTKsQggx6GbMmMH777/P999/T05OTkTP8OjRozEYDHz//fdccsklbN++ncbGRsaNG9duwtumTZu48847O+3FA2hubm537NRTT2XdunV8+OGHEYnhBx98EH58b2VlZQA888wzPPPMM13WraGhocvH977fX/7yF/7yl790ea7T6Wx3LD09vcNzrVYrQESPeENDQ/jfnY2H7uk46a70pkzdcbvdAN32GvfleTu7zmw2d/l4qEyd3Tf0vC6Xq5MSCyFijSTHQohBN3PmzHByfNZZZ7F69WrsdjsTJkxAp9MxZcoUNmzYgNfr7XS8sdfr5U9/+hP19fXMnTuXs88+m5ycHCwWC3q9nuLiYi699FI0TWv3/McddxyPPfYYq1evprq6mrS0NLZt20ZBQQGpqakceuihEeeH7jF16tSICYEdCf2s3pXQ/Q4//HCSkpK6PLejxLWj1RsGW3+WKTQJsaMvNv31vN1dF+19Q4l9b1fnEEIMHkmOhRCDbsaMGSiKwpo1a6ivr2fHjh0cddRR4YRkxowZ/PDDD6xbty48vGLf8cbr1q0LryrR0aS1kpKSTp/fZDJx3HHHsXjxYpYsWcIll1wSnoh3yimntEuM0tLSAJg9ezY/+clPoq94m/T0dHbv3s1pp5024Du/JSQkYDAYaG1tpbKyssPkvaKiYkDL0FuhLwyNjY2DXJLeC/1ykJycPMglEUL0VOx1NwghDjgOh4OxY8fS2NjIq6++iqZpEb21oUT466+/Zv369RgMhvCY3pBQ4hQaA7qvTz75pMsyhIZOLFmyhJaWFj799FNgz4S9vc2aNQsITu7rqCe6t0KbWnS0VnB/i4uLC6+aEKrjvj777LNOr4XguOX9aeTIkRgMBqqrq3vUexxLCgsLgeBEQSHE0CDJsRAiJoSGSSxcuBCI7BmeMGECNpuNxYsX4/P5mDJlCkajMeL6/Px8IDhxL5SQhLz33nvdJp5TpkwhLy+PkpISnnrqKRobG5k6dWp4QtbeZs+ezcSJE9myZQv3339/h+OAm5qaePfdd3uUSJ5xxhlkZGSwbNky/vWvf3WYANbV1bFo0aJu79UToRUj3nrrLTZt2hTx2BtvvMHmzZs7vC4xMRGDwUBdXd1+7cU1Go1MmjQJVVU7LVusCk3IPOSQQwa5JEKInpJhFUKImDBz5kxeffVVWlpayMrKIicnJ/yYTqfjkEMOCa8m0dEqFePGjWP27Nl89dVX/PKXv2T69OkkJCSwY8cOiouLufjii3nhhRe6LMOpp57KU089FV7qbN+JeHuX56677uLWW29lyZIlLFu2jDFjxpCRkUFrayvl5eUUFBSgqipz587tdmc0s9nMvffeyx/+8AdeeeUVFi1axOjRo0lLS8Pn81FcXMzu3btJTEzkjDPO6PJePXH00UdzxhlnsGjRIq699lqmTZtGcnIyu3btoqioiPPPP5833ngjYkk5CPYcH3nkkSxbtoxf/OIXTJkyJbwixe9+97s+l6srRx11FOvWrWPVqlXthtTEKqfTGR633h/L4wkh9g/pORZCxIRp06aFk7GOkt+9j3WWHN1+++386le/Ii8vL7wjXnp6Og888EB4C+CunHzyyeHxxaFxyJ1JTU3l8ccf5/rrr2fSpEkUFxezbNmycE/hWWedxQMPPNDh8mAdGTVqFE8//TRXXXUV+fn5FBQUsGzZMjZv3ozZbObCCy/sdHe3aNxwww3cdNNNjBkzhk2bNvHdd9+RkpLCI488wrhx44COl0674YYbOPPMM1EUhS+++ILFixezePHifitXZ0499VRMJhOffPLJfh/WEa2PP/6YQCDAGWecIVtHCzGEKEuXLu37gDkhhBDDxv3338+HHzd6A/gAAA2+SURBVH7Ir3/9ay688MLBLk7Y3/72N95++23uuecejjzyyMEuTpc0TePnP/85paWlvPTSSzIhT4ghRHqOhRDiALRr1y48Hk/EMVVVWbRoEUuWLCE+Pr5fNgPpT5dddhk2m43nn39+sIvSrWXLllFQUMBPf/pTSYyFGGJkzLEQQhyAXn31VT7//HPGjh1LamoqXq+XoqIiKioq0Ol0LFiwgJSUlMEuZoTExEQuu+wyHn/8cZYtWzbgy95FKxAI8Mwzz5CRkcFFF1002MURQvSSDKsQQogD0Lfffsv777/Ptm3baGhoIBAIkJiYyJQpUzj//POZPHnyYBdRCCEGhSTHQgghhBBCtJExx0IIIYQQQrSR5FgIIYQQQog2khwLIYQQQgjRRpJjIYQQQggh2khyLIQQQgghRBtJjoUQQgghhGgjybEQQgghhBBtJDkWQgghhBCijSTHQgghhBBCtJHkWAghhBBCiDaSHAshhBBCCNFGkmMhhBBCCCHaSHIshBBCCCFEG0mOhRBCCCGEaCPJsRBCCCGEEG0kORZCCCGEEKKNJMdCCCGEEEK0keRYCCGEEEKINpIcCyGEEEII0UaSYyGEEEIIIdpIciyEEEIIIUSbuMEugBBCCDEQAoEAgUBgsIvRY3q9Hr1eP9jFEOKAJ8mxEEKIYScQCFBYWIjP5xvsovSY0Whk5MiRkiALMcgkORZCiH62Zs0arr/+eqZPn86jjz462MU5IAUCAXw+H3FxccTFxf5Hnd/vx+fzEQgEJDkWYpDF/l8MIYQQIkpxcXEYDIbBLkaP+P3+wS6CEAKZkCeEEEIccO677z7mzJnDmjVrBrsoQsQc6TkWQsSMkpISXnzxRdasWUNtbS16vR6Hw8HIkSM59thjOfXUUwH48MMPuf/++znllFP49a9/zX//+1++/vpr6uvrSU5O5uijj+bSSy/Fbrd3+Dw1NTW8+uqrfPfdd1RWVqLT6RgxYgSnnHIKZ511Vqc/a69evZp3332XjRs30tDQgMViITMzk1mzZnHeeefhcDhYsGABa9euBWDt2rXMmTMnfH1GRgavvPIKEExOlixZws0338yECRN4/vnnWbduHU6nk/nz53P55Zfz7LPP8txzz3HZZZdx+eWXtytPZ8M39j7+wAMP8PLLL/PJJ59QWVlJUlISxx9/PD/72c+Ij4/H5XLxv//9j+XLl1NTU0NycjJz585l/vz58vO+aGfz5s0sXLiQjRs3UlNTQ0tLS4fnnXvuufz2t7/dz6UTon9IcixEDNA0Da/XO9jFiIrJZEJRlD7fZ9euXVx77bW43W7y8vL40Y9+hE6no6amhnXr1lFTUxNOjkOampr4zW9+Q2NjIwcffDCKorBmzRreeOMNvv32W/7+97+TmJgYcc3atWu57bbbaGpqIjMzk5kzZ9La2sqWLVv4+9//zooVK7j33nvbjVP9+9//zsKFCwEYO3Ys06ZNw+12U1xczPPPP88hhxzCwQcfzOGHH058fDwrV64kKSmJww8/PHwPh8PRrt4bNmzg4YcfJiUlhWnTptHS0oLFYulzPCH4M/3vf/97duzYwfTp08nLy2PdunW88sorFBUVccstt3DNNdfQ1NTEtGnTyMnJYd26dTz33HPU19dz/fXX90s5xPDw6quv8tRTT6GqKqNGjeKoo46ioaGBtWvXthsSMm7cuEEqpRB9J8mxEDHA6/Vy2mmnDXYxorJ48WLMZnOf7/Paa6/hdru58sorueSSSyIe8/l8bNmypd01K1asYPLkyTz55JMkJCQA4HK5uOWWW9i4cSOPPfYYt912W/j8uro6/u///g+Xy8WCBQs488wz0emCo8saGhq44447WLVqFS+++CKXXXZZ+Lq33nqLhQsXkpCQwO23384hhxwSUY7NmzeTkpICwLx585g8eTIrV65kxIgR3HLLLV3W+/3332fevHlceeWV4bL0l40bNzJx4kRefPHFcGJeUVHBL3/5S77++muuv/568vLyuO222zCZTABs3bqVq6++mkWLFjFv3jwyMjL6tUxiaFq2bBn//Oc/MRqN3HrrrRx77LHhx9avX8+CBQtQVZVHHnmEyZMnD4lJkEJ0RsYcCyFiQn19PQCzZs1q95jRaGT69OkdXnf99deHE2MAm83GDTfcgKIofP7551RXV4cfe+ONN2hsbOScc87h7LPPjkhGHQ4Ht956K3Fxcbz99ttomgYEVz343//+B8CNN97YLjEGmDRpEunp6VHUGvLy8rjiiiv6PTEGUBSF3//+9xE91pmZmZx00kkAlJeXc9NNN4UTY4AJEyYwa9YsVFWV8ajDQGhs8b7/LVmyBAi+fzp6fO/XvrW1lcceewyAX/3qVxGJMcDUqVOZMWMGEPxlJj4+fkDasxD7i3y1EyIGmEwmFi9ePNjFiMreiVVfTJo0iW+//ZZHHnmEyy+/nIMPPpj4+PgurxkzZgxjx45td3z06NGMHTuW7du3s3btWk488UQAvvnmG4CIccB7S0tLIycnh6KiIkpKSsjLy2Pr1q04nU4cDgdHH310H2vZ3uzZswdsbG96ejqjRo1qdzw3NxeA8ePHk5SU1O7xnJwcAGprawekXGL/mTp1aofH169fT1lZGYcddhjJycntHt/72PLly6mtrSUvL49zzjmnw/vl5eWxatUqGhoa+qXcQgwmSY6FiAGKovTL0ISh7Cc/+Qnr16/n+++/5+abbyYuLo4xY8Ywbdo0jj/+eCZOnNjumqysrE7vl5WVxfbt2yN6jsvLywF6NFHI6XSSl5dHZWUlEPzw74+x1fvKzMzs93uGdDYkItTWOuvtDo157myylRg6Tj/9dE4//fR2x++77z7KysqYN28eBx98cJf3CH2pPO644zo9x+12Ax2PqxdiqJHkWAgRE0wmEw899BBbtmzhu+++Y+PGjWzcuJGtW7fy+uuvc/bZZ7NgwYI+PYeqqgAce+yx3fZ4768PeaPRGPW1ofp0prtkXn76Fj2xc+dOAA466KBOzwmt0DJ58uT9UiYhBpIkx0KImDJx4sRwL3EgEODLL7/k3nvv5Z133uHYY4+NGPMb6gnuSEVFBQCpqanhY+np6ZSUlPDTn/6UCRMm9Kg8od7XkpISNE0bkN7jzoQmNTU3N3f4eKhXW4iBFJoPYLPZOnx848aNVFZWkpCQ0OncACGGEuk2EELELL1ez7HHHsthhx0GwI4dOyIeLygoCPdq7W3Xrl1s374dnU4X8WEdWlZt6dKlPS7DhAkTcDgcOJ1Ovvzyyx5dE0pqA4FAj5+nI6HEfvfu3R0+Hvq5W4iBZLVageAXxH35/X7+/ve/A3D++ed3O09AiKFAkmMhREx4++23O0wC6+rq2Lp1K9B+DK2maTzyyCM0NTWFj7lcLh599FE0TePoo4+OGFd70UUXYbPZeP3113nttddobW1t93zl5eV8/PHH4X/r9frw0nJ//etfwz8f723Lli0RY5vT0tIAKC0t7dOWwDNmzECn07Fy5cqI1QM0TePNN9/kiy++iPre4sB2yy23sHTp0m7HGwPhX2teeeWViPea2+3mL3/5C9u2bWPChAlcdNFFA1VcIfYrGVYhhIgJixYt4m9/+xtZWVmMGjUKi8WC0+lk/fr1+Hw+DjnkEGbPnh1xzZFHHklhYSHz5s0Lf4CvXbuWxsZGcnNzue666yLOT0tL4+677+bPf/4zTz75JK+88gojR44kJSUFt9tNUVERZWVlTJo0KbzcGcCPf/xjiouLeffdd1mwYAHjxo0jLy8vvAlIWVkZjzzySDgpzsjIYMKECWzdupUrrriCCRMmEB8fj8Ph4Je//GWPY5Kens65557Lm2++yY033si0adOw2+3s3LmTqqoq5s2bx0svvRRtyA8Ifflysj8NVDnff/991q9f3+vr5s2bx4gRIwCYP38+X331FYWFhVxyySUcfPDBBAIB1q5di8vlYvr06dxxxx0YDIb+Lr4Qg0KSYyFETLjyyiv55ptv2Lx5M5s2bcLtdpOYmMikSZOYO3cuJ5xwQrslz+x2O48//jjPPPMM33zzDU6nk6SkJE488UQuu+yyiPWPQ6ZPn85///tfFi5cyDfffMPWrVtpbW0lMTGR9PR0TjrpJI455piIaxRF4frrr2f27Nm8++67bNq0iV27dmGz2cjMzOTkk09m9OjREdfccccd/Pvf/2bNmjUsXbqUQCBARkZGr5JjgKuvvpr09HQWL17Mxo0bMZvNTJkyhT//+c80NzdLctwJvV6P0WjE5/MNmQTZaDT2+7J+69evD69p3Btz584NJ8dpaWk88cQTPPvss6xatYoVK1ZgsViYOHEiJ598Mscff7xsNS6GFWXp0qXaYBdCCCF648MPP+T+++/nlFNO6XYHOnHgCgQCfR73vT/p9XpJMoWIAdJzLIQQYliSZFMIEQ2ZkCeEEEIIIUQbSY6FEEIIIYRoI2OOhRBCCCGEaCM9x0IIIYQQQrSR5FgIIYQQQog2khwLIYQQQgjRRpJjIYQQQggh2khyLIQQQgghRBtJjoUQQgghhGgjybEQQgghhBBtJDkWQgghhBCijSTHQgghhBBCtJHkWAghhBBCiDaSHAshhBBCCNFGkmMhhBBCCCHaSHIshBBCCCFEG0mOhRBCCCGEaCPJsRBCCCGEEG0kORZCCCGEEKKNJMdCCCGEEEK0+X+HuFbZtkeobgAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hsi.plot_spectra(\n", " [[128, 145], [129, 146], [128, 146], [129, 145]],\n", " convex_hull=True,\n", " bands=True,\n", ")" ] }, { "cell_type": "markdown", "id": "fe5831a9", "metadata": {}, "source": [ "Or even the histogram of a particular band:" ] }, { "cell_type": "code", "execution_count": 15, "id": "fcfe73dc", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hsi.plot_histogram(band=146)" ] }, { "cell_type": "code", "execution_count": 16, "id": "6945a81a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "hsi.plot_histogram(band=1493.0)" ] }, { "cell_type": "markdown", "id": "c58724c3", "metadata": {}, "source": [ "## Working with Label Names\n", "\n", "The annotation data includes a `label_names` dictionary that maps numerical labels to human-readable mineral names:" ] }, { "cell_type": "code", "execution_count": 17, "id": "13302435", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Available mineral classes:\n", " 1: Analcime\n", " 2: Plagioclase\n", " 3: Prehnite\n", " 4: High-Ca Pyroxene\n", " 5: Serpentine\n", " 6: Margarite\n" ] } ], "source": [ "# Get annotation data\n", "img_data, ann_data = hsi.data()\n", "\n", "# Display the label names mapping\n", "print(\"Available mineral classes:\")\n", "for label_id, mineral_name in sorted(ann_data.label_names.items()):\n", " print(f\" {label_id}: {mineral_name}\")" ] }, { "cell_type": "code", "execution_count": 18, "id": "7193bd4f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Class distribution:\n", " Analcime - 940 pixels ( 0.37%)\n", " Plagioclase - 1472 pixels ( 0.59%)\n", " Prehnite - 1560 pixels ( 0.62%)\n", " High-Ca Pyroxene - 6963 pixels ( 2.78%)\n", " Serpentine - 8697 pixels ( 3.47%)\n", " Margarite - 458 pixels ( 0.18%)\n" ] } ], "source": [ "# Count pixels for each mineral class\n", "import numpy as np\n", "\n", "unique_labels = np.unique(ann_data.labels)\n", "unique_labels = unique_labels[unique_labels > 0] # Exclude background\n", "\n", "print(\"\\nClass distribution:\")\n", "for label_id in sorted(unique_labels):\n", " count = np.sum(ann_data.labels == label_id)\n", " mineral_name = ann_data.label_names.get(\n", " label_id, f\"Unknown (ID: {label_id})\"\n", " )\n", " percentage = (count / ann_data.labels.size) * 100\n", " print(f\" {mineral_name:25s} - {count:6d} pixels ({percentage:5.2f}%)\")" ] } ], "metadata": { "kernelspec": { "display_name": ".venv", "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": "3.12.11" } }, "nbformat": 4, "nbformat_minor": 5 }