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September 23, 2020 14:05
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mdn
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| { | |
| "nbformat": 4, | |
| "nbformat_minor": 0, | |
| "metadata": { | |
| "colab": { | |
| "name": "mdn", | |
| "provenance": [], | |
| "toc_visible": true, | |
| "authorship_tag": "ABX9TyORReCu3z+1UU3w6F0p+vKS", | |
| "include_colab_link": true | |
| }, | |
| "kernelspec": { | |
| "name": "python3", | |
| "display_name": "Python 3" | |
| }, | |
| "accelerator": "GPU" | |
| }, | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "view-in-github", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<a href=\"https://colab.research.google.com/gist/taroushirani/62afc76accc946d140606bafb2f2d40a/mdn.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "Gh5T_EKNmCR5", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "<script async src=\"https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS_CHTML\"></script>\n", | |
| "<script type=\"text/x-mathjax-config\">\n", | |
| " MathJax.Hub.Config({\n", | |
| " tex2jax: {\n", | |
| " inlineMath: [[\"\\\\(\",\"\\\\)\"] ],\n", | |
| " displayMath: [ ['$$','$$'], [\"\\\\[\",\"\\\\]\"] ]\n", | |
| " }\n", | |
| " });\n", | |
| "</script>\n", | |
| "\n", | |
| "\n", | |
| "# 混合密度ネットワーク(Mixture Density Networks)\n", | |
| "\n", | |
| "原文: [Mixture Density Networks](https://mikedusenberry.com/mixture-density-networks)\n", | |
| "\n", | |
| " 混合密度ネットワーク (Mixture Density Network; MDN) はニューラルネットワークの一般的な枠組み内で構築された興味深いモデル形式で, 教師あり学習で目標とする変数が単一の標準的な確率分布では簡単に近似できない問題に有用です. その本質上, MDN により条件付き確率分布 $p(y|x)$ を確率分布の混合としてモデル化でき, 個々の確率分布と混合係数は入力 $x$ の関数として表されます.\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "bRYRHWQepYNX", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "%load_ext autoreload\n", | |
| "%autoreload 2\n", | |
| "%matplotlib inline" | |
| ], | |
| "execution_count": 1, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "7vhJFKZxpY_f", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "import math\n", | |
| "\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np\n", | |
| "import torch\n", | |
| "from torch.autograd import Variable\n", | |
| "import torch.nn as nn\n", | |
| "import torch.nn.functional as F\n", | |
| "import torch.optim as optim\n", | |
| "\n", | |
| "plt.rcParams['figure.figsize'] = (8, 8)\n", | |
| "np.random.seed(42)\n", | |
| "torch.manual_seed(0)\n", | |
| "torch.cuda.manual_seed(0)" | |
| ], | |
| "execution_count": 2, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "r6nAPK2Dlw6D", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "# generate data\n", | |
| "n = 2500\n", | |
| "d = 1\n", | |
| "t = 1\n", | |
| "x_train = np.random.uniform(0, 1, (n, d)).astype(np.float32)\n", | |
| "noise = np.random.uniform(-0.1, 0.1, (n, d)).astype(np.float32)\n", | |
| "y_train = x_train + 0.3*np.sin(2*np.pi*x_train) + noise\n", | |
| "x_test = np.linspace(0, 1, n).reshape(-1, 1).astype(np.float32)" | |
| ], | |
| "execution_count": 3, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "Uum0iSEnpjC2", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 87 | |
| }, | |
| "outputId": "a301d819-049b-4b26-9ce9-cc5fef96a37f" | |
| }, | |
| "source": [ | |
| "print(x_train.shape)\n", | |
| "print(noise.shape)\n", | |
| "print(y_train.shape)\n", | |
| "print(x_test.shape)" | |
| ], | |
| "execution_count": 4, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "(2500, 1)\n", | |
| "(2500, 1)\n", | |
| "(2500, 1)\n", | |
| "(2500, 1)\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "06p76YsJprUC", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 483 | |
| }, | |
| "outputId": "e5d5707a-b97f-4fc8-8ffc-50abb0c0d7df" | |
| }, | |
| "source": [ | |
| "# plot\n", | |
| "fig = plt.figure(figsize=(8, 8))\n", | |
| "plt.plot(x_train, y_train, 'go', alpha=0.5, markerfacecolor='none')\n", | |
| "plt.show()" | |
| ], | |
| "execution_count": 5, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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ttFKcW0xNa8152V88QIaphRBCXHQG5omtRisAWo2WN068wYoPVtAX6mNs8limjJjChqoNVDVXkZuUS4gQ79zxDtXN1Wyq3gT0D3FnJ2Tj9DqxGq3Y3Xa2121n7ZG1ZBozB3vbQ03CWAghxEWn3F1OSA3R3NWMP+gHIEzTH2m3F9zOW5VvkWXM4gujv4Cr08WZzjMsmbQER6uDNUfWUGguxO62c7zpOGGaMLbXbicnMYeTTSdRUOgN9jIrY9Z5mzuWMBZCCHFRsbvteLo8jE8eT1xEHOuPrwcFpo6YilajRatomWmZyaoDq6hpqaGpq4mEqASe3/c8MRExJOuTuWH0DWx1bGXxhMWcaDpBh7+D3x38HflJ+cRFxLF08lL6gn2Dc8cSxkIIIcQ5bE4b90y8hw1VGzjmOUaWMQuNouGXe3/Jz6/7OTG6GDZVb6LkSyXY3XbWHl2LXqcnGAqi1Wjx+X2UucpYMmkJVqOV9Lh0VtpWkhSVhKJRyE3KxePzoCjKYDWnoSZhLIQQ4qLi8Xm4PP1yAHx+H3ERcWg1WroCXcBHizvYnDaWTVk2OB9sc9po6W5hQ9UGbs2/Fegfgh6TNIYMQwZ7GvewZNISLAYLjlYHX3vra8wcOXPI70nCWAghxEXFpDdRWlnKsinLyIjPYH72fAA0igab00aMLmawuMPAHuSB1dfFucUsmbiE69Zex/rj69FqtBSYCzDpTeyu340+TD94ndMdpz/y81CSMBZCCHFRKbIU8d33vsuicYu4PP1yfvLhT3C2O9GH6znqPspr9teYnTEbu9uOSW/C6XV+ZPW1o9XB5SMvBwXeOPEG+aZ8rPFWntv7HA9c9gAbqjZQ3VxNY0cjd0+8mwpPxZDfk4SxEEKIi0qBuYBJqZN4rfw1znSewdHqICEqgdOdp0mPS2dy6mRmWmay1bGV9Lh0Sk+W4mhzsGTiksFKTAvHLSQYCrJi64rBohAzLTNp7mlGVVVyknL42qSvEaOLwdM19PuNJYyFEEJcFAbmfAfmg31+X3+N4unf5rXy18hJyuHW/FsHF3AV5xazqXoTc61zWWlbyXff+y45STmDlZgcrQ4KUwox6U14fB6S9cn4/D6WTVmGxWDB6XVSerKUuda5Q35vEsZCCCEueOfO+Q4E5QsHXmBLzRZcHS5sThszLTOxOW1cnn754Fyxx+ehwFzAiqIVgyd2DSzOeuHACwCDrw185+qy1ei0OimhKIQQQpzrH0/cshqtLJuyjCPuI4QIkRmfiU6jo6mrid8c/A1JUUk4vc7BhVwDgXpuucSW7hZGGkay5sgaTHoTRZYilk1Zxuqy1YO95YHzqWWfsRBCiEveuauiB4aqE6MTcbY5UVWVheMW0tLdQnpsOh/WfYg3yvv/DDEXmAsoMBcMFofYVruN28ffzoLcBbg6XTyx/QkAKjwV/Ozan3Hv5HsHh6oH/v+hImEshBDigmfSm9hcs5nK5srBoeqdzp209rRy/2X30x3opqalhv2n92PSmzjiPsKKWSsGA3QgxLfXbqeqpYowTRg5iTlkGDL4U/mfAFg+dTn/d+f/5dqsa6lsriQ9Lp0Cc8Hg3PNQhrFUbRJCCHHBK7IU8dKhl5iYMnFwfvfQmUOkG9I55jlGY3sjdd46OvwdGCIMhEIhVtpWMueVOcxbO49n9jyDNd5KMBTke5d/j4SoBOaPns9blW9xuuM00eHRjIgdQWVzJYsnLKY4t3hwiPrcQ0SGivSMhRBCXPAGDuY4evYoJcdKaOluISEygXAlnPUn1vPl/C/zi+t+wen209y38T7cnW6+k/Udbi+4ne9t+R4VngrWH19PuiGdL439EidbTtLS3cLSSUt5ZPMj1LfXoygKWQlZGCINHwngc+eeh4qEsRBCiIvCuORxg73bgaHqu/52F5XNlbT2tPKa/TW0Gi2d/k5GGkby1+N/pTvQTW+gl+9f8X2Wv7OcZVOW4fQ6GZM0hu9v+T5bT23F1eFCr9Pj8/tYOmkppSdLmZgykcToxMF9yUO9vUnCWAghxEWhyFLEE9ufYPnU5VgMFjbXbGZn/U40ioYtp7YwOmE0uUm5AIxJGkN7bzuVTZXsadxDnimPjt4OPqz7kGd2P0NPoAdFUYiPjCcmIoba1lpe63iN9x3vow/XU1JewsTUiWgUzXnZ3iRhLIQQ4qJQYC7AFN0/VP38/uc56j5KIBQgPzmfOF0chSmF7GnYgyHCgKPNwQ05N7CiaAUrbSt5dOuj9PT1sMWxhYSoBDSKhujwaE40nWBu5lwqWypRVZX4yHjykvI46j7KVdaruCX/lvNybxLGQgghLkjnroCubq1GgwZfn49Tbaeo99aTGpvKLXm3sLN+J4fPHObG3BvZfGozbb1t+Pp8jIwbyWHXYY6dPYY/6CcpOokpaVPYXb8brUbLVdarONV6ijcr3yTDkEFfsA+LwcIz855hR+0OVh1Ydd7CWFZTCyGEuOAMnLgF4A/6uS3/NgwRBvqCfeyq30V0eDRjTWNx+VxEhkUy3jyeX+z9BadaT6GicvOYm/n1/l9z7R+v5YPaD0iPTScnKYc3bnuD5dP6h7n3Nu7lgOsAoVCI/yn6H6alTeNk80ler3id6enTcXe6z9v9Ss9YCCHEBaekvISIsAj+cuwvTEyZyImmE4QIkRaXhlaj5UTTCbr6ujDHmAmEAnx57JcJ04QRCAXYVrcNm9PGF3O+SGVzJY3tjQRDQTr8Hay0raT8bDk1LTX4Q36usV7DwdMH+dbmb5EYlUhBcgEvlr2IKdqEOcZ83u5XesZCCCEuKHa3nTJXGYvGLSIpOgm9Tk9jRyMpMSkUWYq4bext6LQ6fH0+8k35TDBPICEigW1129jbsJeY8Bh8fh+HzxzmuOc4sRGxxEXE0exrpsnXRIo+hUmpk+jp62Fn/U56g72oqspY01i+O+O72M/aeXz749yaf+t5u2fpGQshhLig2Jw2ZoycgVajJSUmhSNnjvDjq37Mz3f/nHBtOCPjRhKuDe8/3EMNseXUFjZWbQRgZsZMRhlHMXXEVF458gojYkdQ01xDQnQCE1Im0Bfq4y/H/oIhwkBqbCpxEXF8eeyX+4fFa7dywHUAVVUZZRx13uaLQcJYCCHEBcbj83Bj7o2UnixlVsYsnqh9gkOuQ7R0tXC86Tg7nTvJTsjG3enG0eoY7MF2+DswRhoxx5jJT87n6WueZkPVBio8Few/vZ9jZ49R01qDMcrIdVnXERkWyW8P/pZsYza3jrmVn+36Gftd+3l4xsN0+jvP6z3LMLUQQogLiklvwhBpGDxowxhp5KkPn6KuvY6WrhaMkUbcnW5SY1N5+pqnWXnVSnRaHQlRCWg1WoosRZSeLCUYClLZVElKTArGCCNXjbqKt77yFn+99a8kRidywHWAkbEjWX1oNcUlxTR2NrJsyjJ8fb4hP3HrH0kYCyGEuKAMhGmMLoZ7J9/LL677BePN41mQu4Dp6dPJT86nyFLEjPQZxOhiCIaCKIqCq8OFz+8jRhfD7IzZPL//ebY4ttAb6CUjPgOzvn9BVoG5gBnpMzjdfpooXRSJUYn8av6v2LBoA9eOupbd9bspshSd13tWVFU9rxccMGXKFPXAgQPDcm0hhBAXroESh4fdh+no6SBaF40hwoCiKKiqOvint9dLl78LFPoDGYUJKRMwRBjoCnTR2N7IwnELuSX/Fh7f9jg35t7IroZdeHwe/EE/B04fwNvr5SrrVQDotDoURaE30MvKq1Z+5velKMpBVVWnfNx7MmcshBDigjGwv3jJpCV4e7ysP74eFLg572ZcnS5eLHuRq0ddTW+gl8mpk3m78m28vV7MMWYKkgs43nSc3fW7SY9LJycxh/Kz5bh9bvxBP4ZIA/dddt/gNRaOW8iGyg1cl3UdB10HyUvKo7K5krl5Q3sO9ceRYWohhBAXDJvTRnFuMVajlV0Nu7h74t3cXXg3uxp24Whz8NC0h9hRt4MFeQuYlTmLmIgY0uLSuLvwbjxdHn40+0c8OO1B2nraWDJpCY/OepT52fMJhAK8cOAFHK0OttdtZ2LKRNp72/lKwVco95RT11bHq0dePS/nUH8c6RkLIYS4YHh8HiwGy8f+HWD6xOk8tu2xwdeDoSDw0ZrDNa01pMWlYTVaAej0d6LX6Xnv1HvUeeuoaa1h8YTFHwneYCjIkzueHJYgBgljIYQQFwi7287xpuM8vPlh9OF6DroO8vDmh0mISsAf9JMWl8aehj1EhEWw0rYSVVU56DpIhiHjIzWHq5uryU7MBuD1itcpKS9hROwIYnWxLJ6wmJcOvUSWMesjwXs+ahb/KzJMLYQQYtgNzOPOyphF+dlytpzaQmdvJw3eBjw+D33BPgAe3/44seGx+IN+ZmXMYkTMCA6dOcRPPvwJl6dfjqPVQWNHI1nGLF6veJ2VO1YSq4slISoBa7yVyuZK5ljn8NKhl3C0OgiGgoM1i8/3CupzyWpqIYQQw27V/lWDYVnZXIlJb6KurY49DXuYaZlJd183x5uPgwqpsanow/UoikJCZAKKolDTWsMo4yhaultQVZXW7la6Al1kGbP44cwf8ujWRyn3lBOuCSdMG4Yp2sSNeTfi8Xkw6U0UWYqGfIhaVlMLIYS4YNnddjZUbUBVVaanT0dF5X9m/Q8AD7/7MHqdnqToJJL0SfQEekiNSWVPwx4mpU5i4biF5JvyWb5pObmJuRTnFmMxWHhw04NsrtlMs6+Za9ZeQ4e/g7zEPPIS8+js66SqpQqz3sx9l903zHffT4aphRBCDJuB4elpadMYnTCaReMW4fF52FyzGafXSXZiNofdh5mcOhl9uJ7mrmbmZM7hufnPEREWwVbHVjbXbKalu2VwFbZWoyVZn8zE1In0BnuJCIvguXnP8eScJ9lau5WG9ga+Oe2brKtYN9y3P0h6xkIIIYbNwFamTn8nD7/7MM/vfx6dVscjmx9hZsZMikcX0+Xv4qDrIABzrHN4cseT+EN+GjsamZ42nZLyEsI14bxy+BXMMWaKLEWY9CbOOM7096b7emjqbuJ9x/vownRoFA23F9zOmiNrhvnu/3/SMxZCCDFszt2+lG5I52TTSUJqiI7eDjZVbWL5O8vxB/3kJeXR2tOKo9WB1Wil0FyIIcLATudOjrqPcrrzNNUt1TR1NbH26Fp6Aj0cO3uMUChEa08rGyo30Onv5Mk5T6LT6tjTsOe81iv+JNIzFkIIcV7Z3XZsThsen4fjTcfZXLMZR5uD/5n1P5S5yvj9od+TlZjF7IzZeHweYnQxbKvd1j9sbczm9oLbeeXwKxgjjXT2dhIdHk1eUh5dfV2MjBvJ7vrd7HLuIj4ynrykPMyxZg67DrNsyjKSopJQFIVn9z7L7QW3D/ejGCRhLIQQ4ryxu+2sPboWvU5PSA2RGJXIz3b9jMjwSAKhAG+ceIMobRQPXPYAC/IW8OSOJ7lzwp2sLluNt8fL21Vv0xvspd5bz5JJS/jf7f/LtPRpBENBJpgn8Ov9v8bV4aKjt4MCcwHlnnK+Oe2bzBs1j+f2P8ev9v6KnMQcbi+4/bzWK/4kEsZCCCHOm5LyEiK0EXx1/FexGCw4vU6+u/m77KjfQXJ0MlFhUdw/5X6qW6vZXLMZk96ExWBBp9XxlYKvcOzsMeq8dXT0deDp9hAbEUuWMYtAKMC+xn1oFS1hhJEUncTMkTMJ14bz3N7n0Gg06LQ6XvjCCxdUCA+QOWMhhBDnzWH3Ye6ccCdWo5UKTwWbqjfh6fYQqY0kWZ/M9PTp5CblMjFlIi8degmz3sxK20r2nd7HIdchylxllLvLSYhKICosCp1Wx/7G/TR1NeHqcNHW04aiKJj0Jry9Xs76zrJgzAJiI2IZlzyOnMSc4X4EH0t6xkIIIc6fv58zNbClqTi3mOOe44Nv13vrWb5pOdPTp4MCR9xHQIXFExZT7i5Ho2hQFIXG9kZWbF1BYUohqTGpbKreRF+wj/S4dGakzyAyPBJvt5d9p/fx++Lfs8u5i8UTFrPVsRVg2M6g/mckjIUQQpw3hSmFrDm6hjBNGIvGLQKgurWasaaxLJuyjE3Vm3hw2oO8ceINjnuOU5BcwE15N2Fz2rh74t0ArC5bTbI+mbiIuKzcxMkAACAASURBVP4QDvXh7fEyLX0aKTEpLBy3kPS4dB7c9CDeHi82p43JIyYzf/R88pLy2FS9ScJYCCHEpWvhuIWsPboW22kbgWCAMG0YqfpUYnQxBENB3J1uYnQxGCIMzMqYRXFOMSXlJayrWMfblW8zInYEh1yH0Ov0NHc309nbyR3j7yA/KZ+kqCROd5xm+cblWOIt1Hnr0Ifr2V2/m0mpk7C77eSb8gerO11IPlUYK4oyD/gloAVWq6r6k3943wK8CsT//TPfV1V142fcViGEEBexgS1NtW211LTU0NzVzIjYEYyMG0mHv4OH3n0Ib68Xc4yZuda5nPWd5TcHfoNZb2ZRwSJGxo1k1f5VtHa38viVj6PX6Xl619MEQgGMUUYOug4yN3MueYl57G3ci9PrxBhhJMOQQURYBGuPruXKzCuHtTrTP/OJC7gURdECzwPzgXzgK4qi5P/Dxx4F/qKq6kRgIbDqs26oEEKIi9fAHDFAUA0yKXUSPYEeFEXBrDdzffb1TEqZxOXpl3+kaEO9t56rR13NgtwFvF7xOv6gn6ToJH6+5+c8ZXsKg87AB7UfsO/0PsI0Ybi73Gg1WuIj48kwZGCINPDI5Y+waNwiuvq6+MXuXwxrdaZ/5tP0jKcC1aqqngJQFKUEuBGoOOczKhD3978bgNOfZSOFEEJc3GxOGzmJObx06CUenPogV1iu4K6/3UWZq4zEyESqW6tZUbSCGF3M4JyuTqvDYrBw9OxRmruacfvcdPR2EBUeRSAYIMeUQ0gNEaYJIzo8mi/kfAF/0M+p1lM0djTys6t/xo93/pjNpzbj8XlIik6iJ9hzwc0Xw6cL4zSg/pyfG4Bp//CZ/wU2K4qyHNADV3/cFymK8nXg6wAWi+XfbasQQoiLlMfnocHbMHhGdLmnnBhdDFdZryInKYfmrmYKzAUEQ8HBOV2T3oSiKNww+gasRivHm44zwTwBQ6QBV6eL78/8Pr/a+ysiwyJJi0tjetp0jp49yoyRMzjoOkhpVSmJ0YmDlZmqm6vZ17hvOB/DP/VZLeD6CvCKqqo/VxRlBvAHRVHGqaoaOvdDqqr+Dvgd9Ncz/oyuLYQQ4gJld9spKS/hz8f+TGtPK/lJ+UwdMZX85Hxes7+GgsK+xn1kGjOxu+3E6GIG53SLLEWsPbqWlw+9zJ0T7qSjt4O9DXvpC/WRGpNKubucHXU7aO1pZXTCaH607UfoNDr+fOufWXdsHdvrtjM5dTKHXYcxRBpYc3QNhSmFw/xEPp6iqv86E/8erv+rqup1f//5BwCqqj51zmeOAfNUVa3/+8+ngOmqqp79Z987ZcoU9cCBA//9HQghhLggDRx9GREWgcfnocJTQVxEHF19XVyZeSUbqzbi6/ORFpvG/Zfdz77GffQGe7lj/B2DQ8kDYW5z2qhqrmLyiMmYY8zY6mz0BHpQVZUrM6/klQWvcGPJjRw8fRCT3kQgFCAnIQer0crJ5pNMT5+Oz+/7yHefb4qiHFRVdcrHvfdpesb7gdGKoliBRvoXaC36h884gauAVxRFGQNEAhfe2nEhhBDnjc1pQ6/T89XxX2XNkTVkJ2Tz0qGXaOpqYv/p/aTEpNDkayJWF8vG6o2kxKQQVIMArNq/Co/Pg0lvYuG4haTFpWGNt1LZXElxbjHey7w89M5D+Pp8pMSksNO5k0AowJNzn+Sd6nf40ewfAbC9bjuHzxwmKTqJm/JuuiDni+FThLGqqgFFUR4A3qV/29JLqqoeUxTlCeCAqqqlwMPAi4qifIv+xVx3qZ/U5RZCCPG55vF5CKkhLAYL/qAfb6+Xp69+mqc+fIpyTzmpsamMSx5Hakwq71S/g6IotPW0sb5iPZPTJjM9fTrWeCtbHVs52XSSeyffS3pcev8Rmj4PQTVIZFgkPr+PVQdW0dXXRX17PaZo02Doxuhi0CiawXnjC9WnmjP++57hjf/w2o/O+XsFcMVn2zQhhBAXM5PexLGzx1hpW4nNaSOkhnC0OnB3uTHrzUSHRePqcGGKNjF/9Hzq2+rZe3ovoxNHkxqTSpYxi8rmSnISc9jdsBun10mBuYACcwF2t539p/fj6/MxzjxucLvSuop1pMSmEAwFcXqdlJ4sZa517jA/iU/2iXPGQ0XmjIUQ4vPt9YrXWbV/FfmmfGpaajjTeQZHmwN/0E9ydDKebg8aRUNhSiGLJyzmF7t/wejE0RSmFKJRNCRFJ2GNt/Ly4ZdxtDnINGRyz8R7SI1JZf2J9exx7sHZ7iQqPAqA60dfTyAUIEwThk6rw6Q3fWTP8nD7V3PGEsZCCCGGxKr9q7DGW1ldtpqNVRsxRBoYETuCxvZGchNz6Q32cqr1FNFh0aQb0ukJ9LC4cDHVzdUYo4x4fB5GJ47G7rZjjjHT3tvOB7Uf4A/6yTZm0xfq447xd9Dh72BH7Q72NO7h2zO+zbdnfHu4b/1j/aswlhKKQgghPjN2t51V+1fx+LbH2VC1gQ5/BxpFw3VZ1/Gdy79DkaWIiLAIDFEGOvwdmGPMjIjrD+juQDdtPW1Ut1TT3ttOU3cTI2JG0NDeQEgN8cjlj1C6sJSRhpHUttUyInYE+0/vZ1f9LpL0SaTHpbO5ZvNwP4L/iBSKEEII8Zk4tyyixWBhpW0lrxx6hYSoBEYnjuZU6yk2Vm3E2+ul3F2Ot9dLb6CXDEMGxigjSdFJvGZ/jaToJMrd5bi73Kw7vo6M+AyWTVmG1WglGAoSCAXo7OskOjya0QmjmZw6mc2nNlOYUsj7p97H7rZfMEPTn5aEsRBCiM+EzWmjOLcYq9EKwFjTWP5w5A/4g34SziYQpgkjqAaJi4hDQSE5Opnbx9/O5urN1LTV4Pa5SYhKoKW7hSszrySxO5HFExazr3EfFoMFu9vOGyfewNXhIhgKsq12G9+5/DtoNVo0aPD5feQm5WJz2i66MJZhaiGEEJ8Jj8+DxdB/1LHdbaehvYGrR12NP+inpacFFDBGGQlXwjnbdZa+YB9fzv8yhamFjDWN5d073uXIsiPcNvY2Vt2wihVFK6hsrkRRFDZVbWLdsXUEQgGuGXUNC/IWUOet4+HND/NW5VtkxGdwwHWAxRMWX5AlEj+J9IyFEEL81+xuO8ebjvPwuw+Tk5RDY3sjMy0zqWyupNPfyayMWbT3tlN9thqz3sx483jsbjvLNi5jRtoMRieMpsBcgKO1f7X1wKEf/qCfs76z/Ln8z1ybdS2LJyymtLKUQDDAlRlXUtNaQ83BGlq6W1BVlVePvEpqTOpwP45/m4SxEEKI/8rAXPHiCYs50XSCcaZx/PHoH/H4PKTEpJAem06nvxNFUUiISuB7M79HTWsNvYFepo6YSnegm1pvLU9sf4Ky02V09XXh6/ORnZA9uNfY2e6ksaORb737LSLCIhgRO4LlU5ez4oMVxOpiuTLjSq7NvpYtNVs45jnG6xWvc0v+LcP9aD41GaYWQgjxXxmYK54/ej5Xj7qad2vepaqlivcc7xFUgyREJzDePJ77p9xPdkI2jjYH9d56IsIiaOtp42TTSfTherac2sKH9R9ijjFz14S7uGH0DWyr3camqk3srt+Ns83J9PTpFOcW0+Bt4PHtj1PdUk1vsJeQGqKhvYGlk5fy2OzHWFexbrgfy79FesZCCCH+K+XuckJqiOauZvxB/+C8bpOvieuyrmND1QZsdTY2VW2iL9SHMdJIc1czjR2NzMuex7VZ19LQ3oC314s13soo4yi2120nPS6dtp426r31zMmcQ4G5gJqWGvY27GVe9jz2nd5HT6CH28bexrVZ1w4u2vIH/Dy27bFhfir/HukZCyGE+I/Y3XaWli5l/Yn1/PHoH+kN9HLQdZC3K99mW902jjcf58F3HqTeW09bTxuTUyczKmEUQTXITfk3MS55HCuKVuD2uSnOLUZVVSaPmExrTyvFucWsq1hHamwqujAd12Rdw21jb6PD30F3oJsDrgMkRyeTn5xPemw6NqdtsF17GvZgjjEP45P590nPWAghxL9toDxiQ0cDK+esxNHm4KDrIPtP72dJ4RK21W2jL9RHe287Xyv8Gtud22nrbeMbU75Bij6F5/Y9R6G5EKfXObgK26Q3ERUWRWN7I8FQkOrmahytDlydLo57jjM7YzbpcekE1SDONicaRcPUtKmUHCvBGGnEP9HPnoY9PLv3WW4vuH24H9G/RXrGQggh/m0D5RFzE3K5a+Jd3DbuNurb64kKi6LcU05EWAQr564kKSqJNyrfwBhlJDshm1ePvMrRs0cxRfeXRiw9WYqiKDhaHVjjrbxV+RZzrHP4+e6fU+etw9XpYoJ5AuWecr6x4Rvsrd9LbFgs6YZ0Fk9YjFbRkm/K58jZI1y39jpWHVjF7QW3X1SLt0B6xkIIIf4DA+URsxOzB6spRYZFkhGXwTHPMXRaHcnRyVybfS1rjqzhp9f8lHxTPss3Laelu4U6bx02p430uHTKq8u5seRG9Do9YZowXj78Mg3eBnIScwiEAuQk5nCN9Rp+/OGPOdV2CneXm1mWWexp2EN7bzvlZ8t55cZXLrqDPs4lYSyEEOLfZtKbaOpqIsuYRenJUnISc+j2d5NsSCY6PBp/yM+33/s2sbpYosKiiNHFsKlqE7WttSRFJ7Fy7kpcnS6e2f0MXYEuRsb1nzc9UIEpOzEbc7SZuaPm0tjeyG8P/Zbm7mbS49KJi4gjPzmfYChIfGQ83X3dw/w0/ntStUkIIcS/bWDOuK2nDa1Gy9uVb9PS3UJQDXKV9Sq+WvBVNlZvxOa0UZhSSGtPK3a3nQxDBtPSp2GMNBIIBfAH/fQEeqj11pJtzOZrE79Ge287D737EJY4C1dnXc0DUx8A4IntT7C3ob/e8bPzngXA0ergD0f/QFJ0Evdddt9wPpJPJFWbhBBCfGbsbjs2p43atlp21O1gR90Ouvu6WZC7gGut19Le286jHzzKYfdh+oJ9WOIszEifQaYhk/nZ8/n6pK8TERZBRFgEPYEe6rx15Cbk8s1p32RXwy6usFxBvimfOm8dB08fJBgK4mh14PP7cHe6MUYaB18rPVlKcU7xRXkE5rlkmFoIIcSndm5lppAa4v7L7ue5fc8xO2M2j1z+CCeaTvDqkVeZlDKJLY4tFOcW8+z8Z1m1fxXFecVcmXEluxp2oaoqd46/k4fefYjuQDfZidlA/1y009t/uEdrTytH3EdY/LfF+IN+dBodzd3NlJ4sZVvtNswxZm7NvxVDpAGT3jTMT+a/I2EshBDiUzu3MlNzVzNXWK5g/Yn1dPR2cO9b99Lc3Uy7v53JqZNxdbjo6uvC7rbj8Xm4MfdG/mj/IwdcB4gKi6Klu4XG9kZM0Sb04XpeOfIKPr+Pv534G/GR8USHRXPH+Dt4p+odWntbae1upSfQQ2tPK3cX3s287HmsObqGfY37uGP8HcP9aP4rEsZCCCE+FbvbzoaqDbg73ZhjzPiDfpxeJ9Fh0RxyHSI1NpWeYA/h2nC83V4y4zOJ0cVQUl5CWlwark4X7b3t6MP1pMemc+TMEfQ6PddlX8dfKv6Cx+chMSoRj89Db7CXheMWUuYqw5pgZbp+OhpFw2zLbH5X9jue3/88FZ4KUmJTCGqCF/VKapAwFkII8SkMDE9PS5vGonGL0Gq0vHDgBV448ALHPMfwdHmoaa1hXNI4Fo5byJnOM7g6XBgiDOxs2Mkz1z7DD7b+gGxjNk/OeRJDpIEXDrxAp7+TrY6tTEqZBIBOq8OkN1FkKQLgsW2PkRSdRFpsGmc6zzArcxYjDSNZ+tZSxpnHce/ke3lyx5PD+Wg+E7KASwghxCcaGJ6+Ke8mNlRtAGDppKXUtdVx4PQBrPFWgmoQXbiODxwfUJBcQHpcOjPSZ+DxeXjz5Jt09nYSq4vlzZNvsql6E3eMv4Olk5YC/SGcFpfGzWNuHlwVvdWxFZPeREFyAYvGLcLj87C5ZjMAUeFRg/PLF/t8MUjPWAghxKcwcGRlhaeCs76zPLDpAVRVpbKpklvG3MIjlz/C6rLVaDVarPFWXjn8Cl2BLvY27mVG+gweu/IxTHoT87PnYzVagf7e9voT65mWPo0VRStwep2UniwFoKS8hIiwCIKhYH/POXUSd024i1/t+xXZxmwyDZkoikLpyVLmWucO56P5TMg+YyGEEJ9o1f5VWOOtVDZXUpxbjMVgYc2RNfxw6w+ZOXImAHOsc9jXsA9Hm4PatlquH309ITVEfGQ8U9OmUuYqo8xVxoyRMyjOKaa0spRAMMCtY28dnPN1tDpYXbaaMlcZz81/jk5/JyttKyn3lFNoLqSquYrIsEgAZmfOZuG4hRfNfPG/2mcsPWMhhBCfqMhSxBPbn2D51OVYDBY212zmrcq3uNp6NVkJWUxLm8ZLh17iVOspDJEGMuIzKDAXUGQpoqG9gZcOvcTT1zyNt8dLaWUpP3j/B3T2dfLcvOc+EqYWg4XD7sPMGDmDqpYqHG0OTNEmTNEmdjfsJkYXw3XZ111UIfxpSBgLIYT4RAXmAkx6E0fPHuWD2g843nScpZOW0unv5LFtj9HW3cbY5LHUeev4Ys4XuXrU1YNhub1uO2mxaXT6Owf3GM8YOYNd9btwdbrYtX8XHp+HhvYGTjaf5NjZY7R2t7KhcgM/veanLJm4hJ3Ondy36T4ev/Lxi64IxKchYSyEEOJfGjhxq/xsOU6vE0uchY7eDjr9ndjdduZkziE7MZvd9bs50XSCLae2EBEWAfSHeHVLNVHhUYOHhVgMFhytDl4+9DJ3/e0uUmNSiQqLoq23DVO0iQV5C1BVlRPNJ/jD0T/wQe0HKIrC3My5uH3uYX4aQ0NWUwshhPinBs6gPnb2GMFgkA5/B4FQAIvBwvP7n8ftc7NsyjJmZ8wmKyGLG3NvJCo8iqiwKB7f9jh3rL+DHbU7cLQ6Bg8LqfBU8OjWR/F0eUiJSWFe9jzOdJ2hL9RHUUYRKTEpuDpdPHDZA3h7vdw54U4MEQaWTlp60R97+c9Iz1hcMgb+de/xeQb3MX6e5pyE+KzZ3Xa+89536O7rJjYilkUFi6hoqmBzzWZ6g70AjEkaQ74pn5W2laDCwzMe5qkPn2Jj1UbiIuLo7OtkyeQlPLf3OSrOVuDt8bL++HrsZ+3MzZxLZnwmqbGpJEUl8dRVT/G7st8x1jSWSamT2FG3g/cd7/PAxgcoTCnE1en6XGxj+jjSMxaXhIEDC+Znz+fRWY8yP3s+Wx1bsbvtw900IS5IA78zvcFefveF3xEfEc8Wxxa+kPMF3v7K22QlZJGbmMsB1wGe3PEkexv3cvOYmzFEGvD2eikwFzDSMBKf30eRpYi51rn85uBvWPHBCsK0YUSHRzMxdSJJ+qT+c64JoaDgbOvfNzwpdRLHPMeYYJ7AG7e9wXVZ1/Fi2YuY9ebhfjRDQnrG4qLycb1b4BN7vAN7Fn+686e09LSQEJVASkwKJeUl0jsW4hwDv2MbqjYwLW0awWAQrUZLQA2wcOxCPnR+yN7GvTS2NzItbRoN3gbunHAnidGJtPe286fyP9Hp72TRuEUAaDVatjq2YjVa2Va7jdiI2P5zp8OjqWyuJCo8ilePvEq3v5t73rwHVVGZnjadPxz9A0E1SJ4xj6c+fAqT3sTSSUtxtDmG+QkNDQljcdE4t1qMxWDB6XXywoEXAFg2ZdngawOHBhSYC7C77ZSUl/CXY3/hmlHXoNfpWThuIQddB8lJyOHX+3+N3W0fDOR/DHuz3ozb56bcXT4Y4uOSx8kQt/hcOvd3zN3pZtG4RXxY9yE/3fVTwjRh7G3cy4f1HzI1bSpXWa8iMSqR8rPlrC5bTWtPK9trt5OsT+bqUVdzuuM0h84c4qa8m2hob+C5vc9xZeaVeLo8HHIdoq23jeqWaoxRRk61niJMG0aAAITg3g330t3XzWOzH+PWsbcOti8YCn4ujr78OBLG4qJxbrUYAKvRSqe/kzpvHWuOrBkMT2+vl++//30KzYUEQgH0Oj23j78db4+XqPAojFFGFuQt4A9H/8CMkTOwOW2Dwb326Fr0Oj0hNcSxs8d4vel1bsm/hdGJo5mcOpmDroNY461sdWwFkEAWnyvn/o6ZY8xoNVq+NeNbPLP7GXRhOo66j9Ib6OWw6zCzM2dzheUKdGE6kqKTWDhuIb/a+yvWVaxDg4YXDrzA5NTJaDVajp09hi/gY651LmWuMrbXbscYYcTf58cUbcLR5iAqLIqHZzzMTXk3sbpsNTWtNeys34mnyzP4j9/Py9GXH0fmjMVFY+A4vgF2t52alhqyjFk8OutRAP7Pjv/DCc8JVFWlraeNCG0EZzrOsCB3ASeaTjAncw7b67YTDAXZXb/7I0XJS8pLiNBGcNmIyzDpTVQ0VRAMBfnj0T+yIG8BszJnsSBvAY42BzmJOay0reTxbY+zav8qmXsWnwvn/o4VWYooPVnK6ITRZCVkkWHIwNXhYq51Lr++/tcsmbSEbbXb6O7r7q9V/Kdi3q15l6iwKNIMaUxMmUhvsJc9DXvYULUBb4+X1WWriQiLIM+UR2FKIac7T6PT6rh+9PV8peArHPcc58WDL/KXY38hMSqRcE0440zj2HJqC5uqNlF6snRwaurzRnrG4oLwesXrrKtYR01LDSFCZBuzmZ05+yPDwf6gn5W2laiqiklvorG9kTGmMRijjFR4KvjA8QE/uOIHnGg+wVnfWbbVbqMwpZBDZw6hKAq+Ph8/2/Uz6rx1vFP9Dr4+H6WVpfiDfgAOuw/zjcnfGDzuz+Pr/xf5ovWL8PZ4gf7Tgcrd5fQGekmJSeHRWY/+P0PjQlyM7G47x5uO8/C7D5OTlDO46Oq18tdwep3ckHMDC4ILSI1N5c2Tbw7+3uQk5hAIBUjWJ3PZiMs46zuLy+fCGGXEEGFAo2gI04TR2t3KrIxZABw8fZCcxBwiwiLoC/Xx9Ulfp7G98f9j78zDmyzzvf/J0jRN0qZL0jbdS/fSQimLslT2TRBxHXeUGdSDy8w4owMDOo4HFXEZl3FDRUVcUVkUyiJLKVC70NKV7vuWpGmbNmmaNMv7Rw4ZcHzP8byvM8xoPtfFRWkfmoeH3P3d92/5fvm48mOmREzh1gm3smriKt4oeYODTQcx28wUdhWyIWfDT3aNeU/GXi45X9R8wYeVH7I4wS1x98j0RzwL/XzHc6W2ErvTjt1h59bMW1k0bhEn208yaBmkdaCV9UfW0zHUQU1fDbtrd6OQKFiUsAh/X39kPjIa+xu5Mf1G/CX+jI6NEqGI4A8z/uD+nk67+2TrgpKekr9L0wVKA9lb7w627cZ2+kf7mayZTHJIMjX6GnIbc2kZbOHJ/Ce9J2Qv/5acrxWvmriK2MBYMtQZbC/fzhslb1DQUUBWeBY5MTk8eNmDKH2V3DHxDpwuJzaHjWdPP4tx1IjT5UQkFFHTV8NN6TdhHDWyr2Efn1V/hq/YF5PNxIJxC5gcPplh6zAFHQU8esWjOJwOvqz9kn0N+5geNZ3SnlJWpqwkPiiee6fcS2RAJM8vfp40VdpPNhCD92Ts5RJyvrnq3bPvEquM5dPqT1mRsoIKXQU9ph42ndjENanXoDPrAJBL5PSaetl4bCPB0mD8ff2xOCzEKmNpGWwhSBpEh7EDi93CnLg5aBQabth5A8uTl7MgfgGvn3md8t5yhAIhB5sPMmQb4ob0G8jWZJPbmEtWeBbHWo9xW+ZtOJwO4gPj2XxqM1nhWZzuOM2J1hOc6TmDWCjmTM8ZYpQx7KjYgclmonmgmdq+Wu7+6m4yQjOICojyzjJ7+bfh/LRBUVcRNoeNlwpfokJXgQAB16dfz6yYWRxtOcq8+HnMi5/HU/lPsbtuN+PV45GKpPiIfPDz8WN+3HwqtBX0mHtw4cJX7ItULOWVxa/wRP4TbDm1hV5TLzIfGT2mHmQ+MmZEz2DYOsznNZ9z16S7CJGFoJQqAXcm6qdkk/jf4Q3GXi4J55ulfMW+RAdE88iMR1ibu5aCjgKUUiVLE5ZitpkJkgaxr2EfcomcdTPX0WpspdHQSNdwF3Pi5vBu2busnbKWaGU0ch85X9V/RaoqlbzWPKwOKwaLgRp9DZYxC0PWIVQy90xjXlseIX4hvFnyJuOCxtEx3MHqrNUUdxXzavGrBPgGIBKKiFRE4ufjR89wD6+VvIbL5aJxoBGAg00H8ffxJ02dxvVp1/NZzWdU6ao413eO+6beh1Kq9KavvfzL80XNF+yq3cWC+AUkq5LpGe6hsKuQyZrJbkWsmBzqDfUkhyST355PTkwOg6ODLElYQkJwAh9VfoQAAU6nkxcKXyBNlUa7sZ3CzkJSVamMOcY43naclakrOdh4ELVMzVvL32Lxh4t5ruA5JoROICc2h1R1KsuSliEWitlbt5cVKStwOB0/KZvE/w5vMPZySchvz0cukTM1Yiqf13zOY3mP4XA40Cg0LElcwsDoAHaHnYTgBMacY4gEIoq6irhr0l3ETInhVPspNp/cjFQspUJXQY2+hrKeMmwOGw2GBvbV70MlU5EaksrMmJl82/Et9X31OFwOPqv+jDHHGA6Hg+jAaAQCgXtecqiTJUlLKOgoINI/ksSQRKZGTKXeUM+9U+4F3GnzO7PupLavls+qP8PlchEfFE+FrgK70062Jpu9dXvZfGozG3I2sCJlBbmNud5g7OVfkvPZqcUJi7lv6n009DfwdunbpKnSyArPQiQUeQJx00AThhED+e35+Ip9CVeE43Q5mRoxFbvTzumO04w5xzDbzPSYejCPmYkIiGDYOox+RI9ELGHtlLU8/M3DrP5qNXGBcWSEZhAZEMmShCWc05/jxcIXWZO9Bo1CwwcVH1DQUUC2Jpt5qfN+8mvIG4y9XBL0Zj29pl5q+2qZEDaB8t5yEkMSqdPXUaWvQoiQhJAE9jXsQyqW4nQ6QfC3vx/hH4HZbkYtV7MsaRkahYa6vjoSgxPRmXUEEEBM5qGLwAAAIABJREFUQAzhinBeLXoVP7EfQ9YhMsIyMI4a0fhrEAqEVGgr6DX18ubyNz3p6sdmP+aZNRYKhMyLd/8geK34NU89OSoginfK3sEyZiG3MZdfjP8FBxoP8Pvpv6fB0EC4IpyjLUeZHTv7J6ul6+Xfn/z2fCIDIlk1cRX7GvZRb6jHV+RL62ArrYOtbF6wmWxNNvsa9tFoaCRZlYzerHfP4cvU9I30uRskETBoGcQlcOHn48fVKVfTNNDElgVbMNlM7KjYwbHWY+jNbi1qH6EP16VfR0l3Cc+ffp4tp7YQ5BfEtIhpnGw/iUQkQS1Xs2Xhlp98ED6PNxh7uSSo5WqKu4u5OeNmhqxDOJwOzvWdY9QxSnF3MYsSFmG2mZGKpYQrwjGPmbk29VreLn2bs9qzjNhGkIqkKH3dqeDDzYfZmLORz899jtRHSlZ4Fm2DbRxqPsTCcQup7avFiRM/sR8TYyfydf3XLEpYhEAgYNg2TOdQJwlBCejNejLDMr/3B8B3R6uiAqJoNDTSbmynpLuEVFUqe+r2EB8UT3JIMksTl/Lc6ecwWAz8+fifvTVkL/9y6M16EoMTUUqVRAVE8eaZN1HL3LVZp8vJy0UvMz1yOrV9tfiIfPhl9i/5pOoTDBYD7cZ2dGYdg6ODjNpH0QRomBIxhcSgRKwOK2uy13jSzTdn3Ey1vpoKbQUpISn0W/p5/vTzWOwWQvxC2HDFBloGW9CP6LE77T85r+IfgjcYe7kk5MTk8NaZt3j65NNY7BYECIgJiEHmI8PpcrJ2ylr21O6h3lBPuCKcjqEOynrLUMlU/GHGHzjTc4ZAaSD7G/YTFRBFvaGeT6s/5XDzYSL8I9DINZitZgQIePSKR1m7fy2RikgyQzOp0FagkCgQIKBrqAuVn7uO/EHFB3/XJHKhIte5vnMcajpEVEAUR1uO8uvLfs07pe9Q1F3Em2feRCPXYLFbmBwxmTVRa6jWVXO09SgvLHoBjULD3vq9PHL4EaICogiVhyIRSTxd4+dPAt5g7eWfiVquJj4wnr11ezFajdw4/kaMo0YaBxq5Z/I9OJwOvqr7Ct2IjoemP0RmWCafVH2CyWqiuLsYoUBItH80hlEDOrOO2r5aUlWpOFwOrku/ji9qvmD9kfU0DTRhtpmx2Cz0jfQh85ERo4xh2DbMZM1kpkVOY178PD6o+ADAI8Tzc8I72uTlkqGSqVDJVDicDpoGmqg11DJFMwWny8mNn9/I9ortGK1GliUv494p9/JK4StUaiup0FWQqkplyDrE6kmr0Zq1ZGuyMY+ZSQlJYfWk1R6VLpmPjP888Z/Y7DamRk6l19xLha4Cpa+SlgG36k+wXzDVumoKOgouEhQ4P+4RHxhPiCwEsVDM+iPrefLEkyxLWkaqKpUAaQCR/pEopUpsLhvTIqdhHDWy9cxW3jjzBvPi5hEVEEVeWx63T7id+6beR9dQFyKhiHR1OiKhCJFAxNUpV3vNK7z807mwOevbzm+pN9Szs2YnK1NWEuwXzIBlAKvDyh9z/ohULAVgYNT9OY1CQ5gsjCVJS5gbN5fogGhC5aFsyNmARCShUltJ51Anqyau4paMW3h4xsP4iH1ICk5iYHQAk82Er8iXq5KvIr89nxhlDA6nA4fT8bMs7XhPxl7+4XyfuUN+ez4PTX+IekM9T8x9AuOokecLnuezms9Q+iqZHzcfuURO80Azjx57lJnRM0kKSSI7IhvDiMFTy01Xp7PpxCZuSL+B+/bfx28u+w39ln6cTidnes7gwsVX9V8RFxhHq7GVrqEu7A47pjETg6ODCIVCjKNGHjr0EOOCxl10359UfcLg6CAHGg8wPXo6v5/+e8p6y1h/ZD3PFzxPZlgmGoWGR694FOOokfVH1vP0gqdxOB18VPURLYMtrMlec5HE4L6GfSSrkrkr6y739fOfBiC3MZe1U9d6G768/FM5/z7Lb89HgMB9qnU6SFOnUaOvod3YTohfCE6Xkxp9DQD9ln4CpYG8duVrPFvwLEarEYVEgUahwWq3esaQzr/vcxtzWZm6ktzGXGZGz2RyxGSyI7Ip6ioiKTiJkp4St1uTsR2RUAS4N+o/N7zB2MuPyvcZLXQOdV5k7rC3bi+nO07jjHVS11fH+s71BPsFc1nUZbQZ21g/az3HW4/TPNiMzEeGRCTh6/qvCZWHcmfWndw/7X7P67UMtKCWq7ku/Tqeyn+K/PZ8dCM6zDYzMrEMkVCEUqrk5oyb+bjiY3pNvYQrwrE5bAgRYjAbkIqk2J12VqSs8GhOA5T2lHJ51OX89vLfIhKK2Fu3l9mxs0lTpaHx17B26lr+fPzPGEeN7K3fi3nMzPoj6wmUBlKtq0YukfNe+Xs0GBqYETUDgEZDIzKJjH0N+yjsLGTrma0IBAIONx3mRNsJAqWBdAx1eNPVXv7pxCpjqdRWEioPJU4Zh86kQyVTcW3qtQxZh8hrzaNSW0mwNBiAxv5G1s1cx5fnvsSJWwCka7iL5R8tJ8QvBJfAxYyoGZ5eC71ZzyTNJBr7G7lz4p0cajyE2WbmZPtJZkTP4J2yd9CP6An0DeSa1Gsu8dP45yNwuVyX5IWnTJniKikpuSSv7eUfw/e5Kj1y+BFWT1rN0qSlnutyG3LZcGQDLy55kZkxMz0BOjkkmb8W/ZWlSUs52XaSAesAG2ZtYGrEVG7fdTulvaWEycP46LqPLgrs57udNxzZgEgo4q6su9jXsI+m/ia0Ji39o/1Mj5pOcXcxOrOOqRFTsYxZKOwuJDUklX5LP3aHnSRVEn5iP1oHW/H39QcXNA02oZapEQgExCnjAAjwDSC/PZ9FCYvYfW43w2PDKH2VLBq3iJzYHHbX7aa5v5mHpj9EbV8t7cZ25BI5Ef4RvFL4CkKBkDBFGA2GBsIUYVjGLIzaR1mRsgKTzYREJCE5JNnz7/Li5R/Fd9fsoaZD/KXgLzQNNLEiZQWrJq7yzMv7iHw40XaCYeswDqeDWkMt4YpwBi2DdJm6MNvMBEgCWDttLauzVvPAgQdQ+CgYtg2TGpJKr7mXdHU6ldpKHpj2AAeaDtBh7ODr+q8RC93+xmnqNNZkr+G69Osu9aP5hyAQCM64XK4p3/c1b83Yy4/GhelYkVBEfFA8kQGRNA00XXRd00AT6ep0ynrLaDe2E6OMYVL4JLaVbSMrPItGQyOV+krWzVzHFXFX0GvuZU78HHJictCb9eQ25rLpxCbeLn2bKl0V646sY9mHy9CZdXQaO/mg4gM+r/mcst4yIgMiWZO9BrVc7Ql0uY25KKXuVPiqiavco1B+ARR2FuJyuZgSMQWxUEzzQDOGEQO3Zd7GCwtfQCAQkNuYi1AgRCaWoTVpGbQOEiQNYlL4JGZGz6Sgs4AabY27mzppKQvGLUDmI+NAwwFeLXqV6IBogqXBRAdEE+gXyKh9FJPVRLYmm2tSr6F9qB2bw8aKlBXkt+dfov9JLz8Xzq9Zk83Em2fepKiriFmxs1BKlSQEJ7Cnbg+5jblEBUR59NifnPcksUGxKKVKjKNGdCM6JEIJicGJ/DHnj9T21VKuLeeq5Kuo0lWhlqmJVkYToYjgzZI3aTO28esDv6ZcW47WpOWa1GsoWlNE86+beX3Z63QOdf4s+ya8aWovPxrfHf0BSAxOpNHQeNHnGvsbuTz6cmbHzia3MRe9WU+ILAS1TE22JpsnTzxJp7GToy1HGbWPehpMdGYdx9uOA6A1aWnob2Bc0DheWvwSANsrttNp7MRqtyKXyBEgID4o3pMm15l1tA+20z3cTUlPCTihQlfBnLg5pKhSONN9huq+amb5zcLutJMZmol5zMyu2l0UdRUhEohQyVTkNuTy5PwnaRlswUfow51Zd7K3fi+bT29GgICqvip6R3rZcGQDN2XcxJPz3eYWBV0FtBpbWRC/gCC/IE60nSAqIAo/sR9ntWep0lfx4NQHea3kNU9az4uXH5PzIh9ne8+CAIatw6hlarqHuz2n45aBFj6p+oSEoARPSei14teYrJmMr9iXLE0WKj8V8+Lm8Wn1pyxLWkaNvgbDiIH3K94nOzybt0rfYnnycrI12fRb+inqKqLB0ECKKoXB0UHGh47HarcSqAjkjzl/vMgW9efaN+ENxl5+NNRyNe3Gds/CAkgISiCvNY+WgRZParlrqIvFCYsvmufNbcjl6/qvaSltIVmVTJuxjc9rPqeku4RJ4ZM42HiQhv4GrHYr8YHxOF1OfMW++Ev8sdgtZIZlclfWXTx3+jmaBpqIVcbSaGjk44qPeWLeEzicDnpMPbQZ25gZPZN+Sz/BfsE09btVhV4oeAEAoUCILlhHsDSYpoEmUkJSyInN4f3y96ntq8XldOEn8WNRwiI2ndhEYoh7RnNF8goONR5idvxsbA4bl0VehkggYkfFDm6bcBsj9hGuS7uO3MZcHpr+EIkhiZT1lpEUnESQXxB5bXmsnbrWvXER8LPQ4vXyz+VCCdqXlrg3sA/mPshLhS+xIWeDZ92KhCLmxs1lW9k2UlWpxChjqO+rx2q3smDcAiq1lZzVniU7PJuRsRF32UUe5taYtg0T4R9BXlseKj8VySHJHoe18aHjcTgdlHSX8IeZf0AhUXD//vv/bgP/c92IeoOxlx+NnJgc3ih5A7lEjsPpQCQUYbaZuSnjJs8JWC1Xc1PGTdQb6j0L/VDTId4qfYuEoARPs9SofZTirmJKe0rJb8snITgBm8PG2qlrqTfUU2eoQy1Tc/uE2znUfIjMsEyMo0aaBppIDUnl+cXPc6jpEPfvv5/Hjj1GgG8AWeFZLJq6iJLuEvLa8gBIDkqmx9QDLncHZ1xQHCXdJch8ZLQOtlLcVcy+hn1MjZjKonGLKO0tpWuoyy2OcMGMZutgK0qpkkx1JkWdRUjFUhaMW8DR1qPsqt3l2YBkhWWxvXw706OnM2wdZk/dHlQyFWKBmBOtJzjUdIg4ZdzPQovXyz+X8xK0t0+43RN4l6csZ8ORDfz6wK95pegV4gPjUUgUrMlew9bSrZ5122vuZXHiYsAtCXtZ5GXkxOTwZsmb5LXmMT50vFuJyyVgUtgkpGIpZb1lyH3lZIRm8FXdV9w/9X5KekoYsY/wRN4T3Dj+Rs/G88IN/M91I+oNxl7+4SSHJP9dQ0alttKz0M/1nWNN9hqKuoo89eZFCYso7y3HYrfgwIHR6rZok/vIMVqNnGg7QVxgHNMipnl20Xvr95KmSiMpJAmRUMTSpKWsyloFwGOzH/O8ttasRSFR0DLYQq+pl0BpIEnBSaSEpJCqSqW0pxSxQEyMMgaj1YgIESc7TqKRaxgfNp5lScvYemYry5KWcbTlKHannW87vsVf6s/Oczu5Z8o9JIckk9eWx/GW48h95cyPn8+2sm34in2p6K3gvbPveTS3LWMWfEQ+bDy2EafLyezY2Rc1b3lSi9qz4IKs8KyfpUKRl/8/9GY9TpeTGGWM5z11vPU4LpcLqUhKYlAiDQMNaOQaekw9ZIRmsHbqWsBtJrGtbBt9lj7mxM5BLVez6cQmJGIJRquRzqFOt4jOcBd/OPIHAPca62/hqOAocYFxHGw6SKA0kL8s+gtlvWU8fvxxpGKpp8lzUcKii5oyf26IHn/88Uvywlu3bn387rvvviSv7eUfwxfnvuDmjJtZmboSlUxF30gfOrOO3MZcUkJSCFOEUamt5ItzX3Cm+wxyiZwliUuo1lcjForJa82joLOA3bW7+aLmC2Q+MkL8Qrgm9RqWJC5hZGyEI61HWDVhFd2mbvQjej6u+hiDxUCYLIw3z7zJ8OgwDpeDNmMbUrGU5OBk3jv7HjOjZxLgG8AbJW/wRskbzI6dTc9wD2KhmBBpCJM0k6g31LOnfg8mm4kQeQi/yPgFBR0FjDpG3fViuYpUVSrXpV1HcXcxZT1laBQaEIALFyNjI0QHRONyueiz9DEuaBy+Yl/UMjX+En8SghMo7Smlpq8GFy4mhk9kRvQMxhxjxAfFI5fIeWbBM9yceTNhijDgb6lFH6EP62auY2niUip1lZT1lBGuCPdc58XL/0SNvoZR+yij9lFKukuwu+wESYMI9gvGaDVy75R7uS3zNip0FeS15XHHxDs8a7ZcW86CcQso7SnFT+xHpa6SUfsoY64xpGIpPaYebA4bvmJfVDKVWy/eX8PSpKXsrN5Jr6kXm8NGdkQ2u2t380H5B2jNWjT+Gq5OvZpd53aR15rHkG2IOXFzfrIbzT//+c89jz/++Nbv+5r3ZOzlf833iXhkhmV6GrjOBxC5RI5lzEJpTyl37LoDmY8MAQIWJS7i6pSrUUqVvFHyBo2GRm4afxNh8jDeLn2bUcco44LHYbaZ6TX1kqJKYWniUg40HsBf4s+n1Z/idDr55aRf8nbp23QMdfDggQdxupysSFlBsF8w9YZ6jrUcY278XKIColh/ZD1ak5amgSauSr6KBkMD8UHxDFmHMNvMfFr9KdekXoPVYUWIkGhlNIYRA6uyVmEYMRDgG4BYKOaOiXfwQcUHyCVyroi7gheXvAjACwUv8NfCv/Jt57ckhyQjEUp48dsXifSPROOvITkkmXpDPTNjZpKiSuGa1Gt4rfg17p1yLwqJgn0N+zCMGMgMy/w7Cc4QvxDmJM/hUPMh9GY9hhEDlbpKqnRVLEte5p1J9vKDyInJYUfFDl4ueplHZjzC7trdlPWUcXnU5SxMWMj75e+TEpJCnaGOuMC4iwRBzk9JtAy2sDTRPaZ41cdXsWX+FvbW7+Vk+0l+e/lv2VG5g7O9Z+kc6mRq5FROtJ0gVB5K13AX88bNY/e53bQMtpATm4OvyJdzhnO0DbaxetJqWgZbPCfxnyPeYOzlf8X3zRKf9+w938D1cuHLdA11ESwLxjBiIDk4GZvDxqB1kKywLLQmLeuPrCdbk43JZiIpJImy3jKMViMPTHuATSc2UddXh0qmIjMsk6fyn+LVoldpHWwlXBHOV4avWJ60HIvdwqtXvsqeuj0IBAJqdDXkteYxIWwC/hJ//CX+bDm5hXnj5vH0/Kcxjhq55tNr2N+wn1H7KDmxOVjtVgYdg/iKfZH7yBm0DuLv44+f2I+dNTu5Pu16zvScITk4meyIbGp0NXxS9QligdjzPAAKOgrYkLOB98rfI78tH51ZR2ZoJhp/DRKRxDO3ub18O8khyUQHRBPpH0l+ez73TL7H44hz/vkmhyTjdDlpHWilqKuIEdsIj815DOOokc9rPkeAgGhlNEsTl3o9k738IDLDMrltwm2s3b+WZ08/S7uxnWC/YObGz2VRwiL0Zj13TLwDkVB0kQLWhVMSYfIwHjn8CBH+EejMOk+Zx4WLFwpeYMg2RLBfMCvTVnK46TByiZznFz3PL774BV/XfU2aOo3IgEgmhE0gVZVKRHcEgMee8eeMNxh7+V9x4S4ZLh5FON/AdbDpICtTVlKpq2TYOozBYmBC2ARKekrICssiTBHGby//LR9VfUTTQBNxgXHMi5/Hum/W4XA6iAmMwUfsw7B1mAhFBD5CH3fn80ATVruVMccYWZos1k5d61Hg0pq0dA13ka5OJ8gvCIfTQWxgrMepyWQzkdfmbjRpNDQiFooJk4dxffr1/OnYn7COWfm46mPig+LxEfug9FWiUWjICM1gX+M+jrYeRWvW4nQ6mayZjMVu8WhJ68w6IgMimR03m+bBZiIDIqnvq6fb1M3A6AAZoRmc7jgNQFFXEXGBcVRqK9H4a9CatJxqP0WNvga5RM66b9YRFxhH93C3x0P5w4oPaTG2YLKZON152u1oNeb2jP05j4J4+X8j0j+ScHk4kf6RVOmq2HxyMwcaDzDmHOPds+96xgPPO43ZHDbaje2YbCY6hzpZPWk1e+v2YnfYWXdkHfPj5xMoDSQ1JJX9jfux2q38Z95/IhVLsbvsJIckMyF0AsXdxVTqKglThGF32uk19XJzxs3sqt1FY38jySHJl/rRXFK8wdjL/4rvmyU+P4qQGZZJv6Ufi92C0WrE7rSTrcnmrPYsYYowxEIxEpGE3uFeTDYThV2FDFoGOTl0kvum3sey5GUsTVxKbV8tG45s4Lq063i1+FXkPnKGrEPcmH4j5bpy0tRpvFv6LuPV46k31DMvfh67anehNWt59+p3SQxJBNzjUh9WfsihpkMYLAauiL0CjULD4abDRAZEYrFbONBwAIlIwg3pN3Cg6QDLkpYRGRDJp1WfUqmr5HeHfsdkzWSmatwmEyOOEaRiKVKxlM+qPyNVlUpJdwkLxi3g2dPPEigNZGniUn416Vfc87X7xKs1aTnVcQqzzUyYPIzi7mL6zH2EKcIwWAzsqNhBqCKUyIBIynrLqNZXI/ORUdpTyuzY2Xxc+TF9I32s+2Yd7UPtOJ1OfIQ+BEgDqNRW4nA62Fe/7+/KBl68XMj58hEud7Oj0+UkyDeIAN8A9jfsx+lykhWeRWJwIr/K/pUn83W+z0IukXNLxi009DegNWvZNH8TR5qPcKTlCAaLgeLOYoRCIeOCxmGymUhXpVOhq6BSW4lSqiTSP5JeUy+TwidhGDEgk8joGupiyDpE11AXv5z0y0v9iC4p3mDs5QdTqa3kXN85fnfwdySrkgmTh6E1a6k31NNr6qVSW0n3cDfXp12PWq7GYDFwc+bN+Pn4saduD9EB0QBU66t5tfhVLGMWhAIhQ9Yh/lr0V+aPm8+7Ze+CABJCEnC4HFjsFgJ9A8kMy2Ra1DS0Zi0ul4umwSYePvwwf5r9JxQSBWabGYfTQcdQByabibdK3+Joy1ECfQNxupyIBWIONx3m7sl3c7T5KP2WfnbW7GTMMUaEfwTH244TLAum39KPQOAWzJ8RPYOOoQ6qddW0GluJVcZy/9T7PQIJxlEju+t2U2uoJdI/EoPFwKNXPEqMMoZT7aco7SnFZHMbUoTKQinuLibCP4KM0AxaB1sp6S7hysQrkUvk2Bw2nsp/CqvdilAgJF2dzhN5T7A8eTlGq5FeUy9asxYhQmZEz0AtU+Mj8mFHxQ4GRwe5LOoyNuRsuKhs4A3IP1++r6/jk6pPGLQOkqxKJtgvGIlIQkFnAW3GNjYv2Ey2Jpv1R9Zz75R7L8p83TvlXp7Kf4p9Dfs42nwU3YiOCWETqNJV0WBo8Lil9Zp7CZWF0mPqQeYjo3O4k6SQJIZtw4TKQ3G4HAgFQgYsA1yZfCUNhgZ+c/A3xAfGc8+Ue37271dvMPbygzhfy1w1cRW1fbX4if3YUbGDFSkriFXGkhySzBN5T1ClqyJGGUOnsROdWcfmk5uRiqUMW4fJiclh1D5KQ38DXcPuudsrE69kf+N+WgZa+GvRX90Whi48YgLTo6ajUWh4e8XbHGo6RIBvANenXc+wzZ3+/t2h36GQKMgMzSRcEc5DBx8iwDcAhUTB76b/jiMtRyjtKaW2r5bM0Ey2nN6CEydquZqJoROp6athUcIijrUeQ+4jJ789n0nhk4jwj+DuyXcTo4zh8+rPeebUM2SFZ3Gu79xFc5pKqRK9WY/OrCNMHsbZ3rN8WfslhV2F6M16liQu4WjrUcL9w5GMShgXNA6tWYtK5lYwOt9hHeAbQHxgPCqZypO6r9BVUK4tR6PQMC5wHE0DTfzH1P9AZ9IxMDrgETzpMHZw/7T7PRKk3rT1z5vv05t+Iu8JirqLyFBnsDJlJUVdRWy8YiMtAy2s+WoNWrOWGGUMWpP79y9qvmBnzU60Ji0SkQSdWceN429kcvhkthRsITEoEYfLgUAgwE/sR0ZoBu0N7fx++u955+w7+Ah86Bvt4zfTfsMT+U8wYnNnlDYv2Mzx1uO8Xvw6wdJgNP4anl/8vPe9yg/UphYIBEsEAkGdQCBoFAgE6/4v19woEAhqBAJBtUAg+OjHvU0vl5rzteLzesvnZwYPNh0kRhnDmGOMB6Y9QKoqFbFQjI/IhyC/IPzEfjT2NxKmCKN5oJlDTYcwWo0siF/A8uTlNA40cu+Ue3l56cv4+/rz5PwneXL+k2yevxmlr5IVKSso7S3ltaLXeKv0LaZGTGVr6VaiAqJYOG4hd0y4g8UJi7k86nJunXArljELMcoYzGNmOoc7iVHGcH369bQaW2kcaMTlcpEcnIzFbuHbrm8x2UzYHDaSgpLw93U3blXpqjyCJO3GdrpN3aSHpgPuRq3znqstAy3srdvr0b62u+w0DzaTHJKMZcyCRCzB4XIQ7BeMQCAg0DeQUx2naBtso7avFh+RD/nt+UyPnk5Zbxm3Z96OzWkjOiCaL899idJXyZmeM4QpwkhRpSD3kbO/YT8OlwOFREFBZwF1hjpiAmM8XdivFb/Ge2ffY1/Dvp+lvq+Xi/s6dtfuZlvZNhQSBTaHDbFQTG1fracODODn44ferKfd2I6v2Jdbv7iVjUc3olFoeG7hc0T6RzLqGEUhUfBe+Xtkh2czP34+3zR/495UJy4mwj8Cjb+GHZU7aB1spVJXiUws48WiF2kbbEMsEpMZmskN42/g1WWv8vUtX7MwcaF3Xv4C/seTsUAgEAGvAguBTqBYIBDsdblcNRdckwSsB2a6XK4BgUAQ+o+6YS+XhgtrxZlhmaSp0lg/az1Pn3warVnr2YUnBCcg85EhFooZsY4glAqZFTOL+ePmU6WtQmvW8k3zN4w6RtlWto3p0dPJb8+nrq+OtsE2KrWVF8lkflL1CWP2MTYe24gLFyabCbVMTbIqGYfTwZ1Zd/Jh5Ycev9QpkVPQjejoG+kjry2PGVEzcLlcZIZmcsfEO/i0+lOa+pu4IuYK2o3tiIVi6g31RPpHEqmMJDE4kW+avmFf/T4ONB7AaDVisBgYGRuhzdhGakgqH1V9RO9wL82DzYyMjbC7bje+Il/WZK+hc6iT+MB4uoa6uDLpSqKV0UQFRPFe+XssiF9ARW8FC+MXcqbnDNEB0ZT2lNI22EbHUAdvlbk3G7++7NfM3T6XcFk4NYYa7E478+LnERuVW1/tAAAgAElEQVQYS2N/I0/Of5LchlxaBlvQmrR0DnXyRc0XHg1uh9NBnaGOVbtWIRKKSAhOYFrkNKRiqbeu/DPgwhHDN0veZHzoePwl/vgKfanQVjAzeiZas5b79t+HYcTgOfm+UfIGEYoICrsKefSKR5kWOY3tFdupN9Tz+8t/z+GWw6hlavzEfjxz+hnajG3EB8YzMXQi75W/x9y4ueQ25mK0GhELxMyKnsW5vnOEykKJVca6RUD+SxbX4XRQ0FHAloVbLvXj+pfhh6SppwGNLperGUAgEHwCXA3UXHDNGuBVl8s1AOByuXQ/9o16ubR8V3daLVfzbee3qOVqz+JvN7aTEZpBTkwOeW15nO1169cCvF/+PpdFXsb90+5HJVMhEorwEfrwQfkHZIVn0WvqJUOd4fETPh8oQuWh7Lt1H8ZRIxuPbWTYOkzXcBfrZq1jT90ez72cbyKLDoimY6iDZxc+S21fLZM1k9l4bCPh8nC+qv+KhKAEAiQB1BvqqemrQaPQoPRVEq4IJzkk2X3vrXlMjZjK4abDpKpTibHHMDI2QmF3IXaHnaaBJsbsYwgEAiZpJmEZsyAQCCjqKmJa5DTeL38fJ07sTjtjjjHkEjl3T7qblwpfYtQ5SpjC3cX9YcWHBPkFoZAoUMlUdA93U9RVxIuFL5IYnIhKpmLQNsgN6TewrWwbY44x2gbbeCLvCcp6yliRsoIafQ1D1iHeKX2HtVPXUttXyxN5T9Br6mVu3FwQwJhjjGdOPsPcuLmsm7XOY4l34XP28tPh/Fr9pOoTrE4r9029DwCDxcCpjlO8XPQyIoGIWTGz6BnqoWe4h+7hbsIV4Wy8YiOV+kr6LH1sOLqBan01rQOtbDi2wW2FqErll5N+SU5sDg/kPsCYY4ytZVuJUETQPtTOiG0Eh9NBoCyQL2u/JF2dTnxwPDIfGbdNuM2juicQCMjWZHvffxfwQ4JxJNBxwZ87gcu+c00ygEAgOAWIgMddLteBH+UOvfxLkBOTw966vZ7GpWpdNa8UvsK8+HkE+AZwqv0UZb1lHhlHhUSBUCD0DPH/+fif2ZDj9hsG+EvBX/i261skQgmxgbFIRBICpYEkhyST355PZljm341RPT3/aXbW7KS0p5TOoU6Ku4s52nKUWTGzePPMm5zrO0dzfzPmMTMtgy3oR/T86fifqNXXYraZ+WPOH3kq/yl6Tb2IBWJWJq/krkl3sXrPao6aj7IydSWZYZnclHETm05som+kj6SQJARCAeOCxnFzxs18Uv0Jh5oOERsYy/So6diddloHW/ER+3Cq4xSHmw5jc9oIlYVS2ltKqiqV0x2nUcvUjNhHiFXGUqGtwIWLQesgMomMHRU7kIglhEhDGBc4joONB5H5yKjWVRMkDeLbzm+5MulK9tXvI0IZwVtn3mJC+AQsdgt3TLwDgAcPPMgzp54hXBGOj8iHbVdvw2wz8/A3DzMvbp5HkOH8fPesmFme5+zlp8X5tXq68zRpIWm8WvwqtX21ZGuyWZO9hkePPYpKpqJ9qB2VXMVTC54iKTiJNV+tobavlhC/EAZHBxlzjnFD+g28d/Y9ogKiqDfUc1nEZbxc+DKZoZncmH4jSSFJvPjti5T1luEj8sHhcpCmSuPatGsRCARY7VZuSL+B9UfWo5AouGfyPX+TvEz9+Ule/nf8WA1cYiAJmANEAScEAkGmy+UavPAigUBwN3A3QExMzHe/h5dLzHft1bLC/qaBfP6H9tulb5PXmkegn7vDuc3YRtdQF2e6z/Db6b8lXZ3uqaVeqC974ck6M8wthqH0VRIkDSJUHsp1adddpEQFfz9GlRmW6RnjefDAg26DBaGYGn0Nn1V/xu0Tb6fD2EGUNIon8p4gRhnDgvgFnhEpmY8MFy5mRM0gWBaMSqbiVMcpIgMiaTO2sbNmp9t/Va4mwj8Cm8NGq7GVy6MuZ7x6PC3GFvcGQiTBV+TLXVl3kdeWx5SIKewo34EAAe1D7YQrwnG5XBhGDDxz6hlcLheB0kAkQglquZplycuo1FZS2FGIv8Sf2XFup6eWgRZKekswjBpID01nRcoK9tbvpai7CIlIwp/m/InMsEx+c+A3JAYnkhOT87eOWZmaloEWtizcwuo9q5kZPZPNpzazJGEJJT0lbgMAHwWvLH2Fj6o+oravlgZDwz/3Debln0JmWCb1hnqqtFVUaasQC8Vka7LxEflwou0EAJ9d/xmnO0+zNHEp8UHxOJwOZBIZgdJAhq3DPHf6ORaPW8zh5sMkBSfRZmxDKVWyu2432eHZVOurUcvUfFT5EZdHue1QF4xbwLpv1pGuTufqlKtRSBQ8kPsAs2Jmka3Jvsgs5kLtdS9ufkgw7gKiL/hz1H997kI6gUKXyzUGtAgEgnrcwbn4wotcLtdWYCvAlClTXP+vN+3lx+f77NW2l2/3WACeD8ifVH3CvHHzuCvrLk9q+t2z71Ktq+b98vfZcmoLYYowbki/4aLFduHJOkYZQ9tgG6P2UYL9gj3XxChjPEpU8P2WjEqpErVczZSIKUQGRNI93M3J9pNIxVIONh5E7iMnPTSddTnryG/PR+nrNkmfFz+P98vfR2vSYhmz8NzC51iStIRDTYfY37Cffks/rQOtPDz9YcxjZrae2eru0PYPZ0XyCvLa8gjwDQBA6iOlrq+OzSc38/SCp3nrzFsMjw2jlquZEDaBc33nGBkbYVrkNJS+SvY17GPUMUpmWCZRAVF8XPkxTpeTpUlLEQlF9Az3cM+UeyjXlnOy/SSrJq7ijol38EbJG/iKfBEg8KTk6w31dA93c7TlKHmteayetJp7Jt/D9vLtrD+ynhpdDWq5ml3ndlHQUcCT857kcPNhfEW+xAXFER8U79kcFHYXeoQdvDXknwbnN9SlPaVIxVJUMhU3Z9zMoaZD7Dq3iw5jB06c7KzZyZ66PXxW/RnhinCuiL2CCEUEe+v2khKSwqBlEL1FT2FXIZGKSG6dcCtqmZrnCp7DV+SLUCDkteWvseHIBnzFvhR2FdJc2sz9l91Pr6mXvfV7uSXjFlJVqWwr28Zjsx/zvr/+B35IN3UxkCQQCOIFAoEEuAnY+51rduM+FSMQCFS409bNP+J9evkHc95e7a6su0gMSSQxJJG7Jt2FXOIe9znP2d6z3DHhDo+7kslmos/cR357PunqdP6y+C88Pf9pOoc6Pd2852ce6/rqWH9kPbd8cQs1+hquTbuWyRGTyVBn8E3zN2wv307XcJd7vIm/BfCWgZaLupfNY2YenvEwj81+jDeWv8EVsVdwTdo1NPQ3kBSSRHGXe57X4XQwKXwS28q2sSZ7DWmqNHJic5gSMYX9jfuZ9tY0Vu9ZTZuxzT13KZaw8dhGDjYd5O7Jd2OwGKjvq+e9s++hkCj4pPoTwmXh3JZ5G7HKWI60HqFSW8nnNZ/TMtDCmZ4zlPaUYrPb2DBrA23GNgatg6Sp01g4biFGq5GuoS58RD50DnUSExhDqDyUqIAoekw9XBZxGZW6SnpMPbxd+jZ1hjpG7aPEBMSgkqmoN9TzWvFrZIRmIBKIuD7temr7ajnUdIgh6xBzYufw+pnXESDg6VNPo5KpONN9hgHLAJvyNwFwoOEAOrOOvXVuh6uNV2z0KIl5u6//vTk/0uQr9uWVpa8QrgjH6XLyafWnNBgaGLWPMiduDv4Sf7aWbkUkEDFePR6r3crjxx/nVPspFBIF3aZuBEIBk8InEauMZZJmEqHyUDQKDTOiZzAnbg5Gq5FKbSUSkYQNORvYPH8zDqeDReMWsTJlJcdaj/FA7gP4if1Qy9TeQPwD+B9Pxi6Xyy4QCO4HDuKuB29zuVzVAoHgCaDE5XLt/a+vLRIIBDWAA3jY5XL9vIVG/834rr1afns+WpOW4u5i4gLj/nah4G8fnl/8PiIf0tXp3D7hdk96+vysK+AxjVDL1YT7h3Oy7SS/mvwrxhxjJIckc6DxAMdaj9E62Mry5OWe739+AX83vXWo6dBF99BoaMRis+BwOTziAptObKJ/tB+1XI1apvacqDNCM9hyagtjjjEUEgUPz3iYv3z7F4L9gkkMTuSG9Bs42X6SzqFO6g31uHBxvO04apk7vRwkDWJX7S4i/CNoGmjizj13MmQdIicmh/jAeAq7CmkZbOFA0wGCpEEkByczLngchhEDw9ZhkoKT2LJwC9d8dg1rst01unfPvssXNV8wN34ukzWT+cPMP/B26dvY7DZ+P+P3NPU34cJFaU8pTpeT3ed2E6oIRW/R0zbYRmFXIRtyNjA7djbrj6xn84LNlHSX8MzJZ9hVuwuVn4rbJ96O1W7l94d/T7BfMIsTF1Ojr2HTiU2o5eqLavVe/j34rrBH11AXv8r+FdvLtxMfFI+fjx+JwYlU6ipZkbqCKn0VKrkK05iJnOgcjFYjZ3vP4iPyYVrkNCq0FcQqY4nwj2BRwiJOtp8kOiCa0x2nmRg6kWMtx8iOyOZo61EmhE4gvz3fk70Ct3PZLV/ewuDoIE6Xk1+M/wWzYmbRMthyiZ/Uvwc/qGbscrn2A/u/87nHLvjYBTz0X7+8/BuilqvpG+njUNMh6g31nhGZIeuQ55SbGZZJhCKCB3MfJFmVTPdwN0sTl3K29ywzo2deJDhxz+R70Jv1vFz4Mp3DnYRIQ7A5bUhEEmoNteyo2EFWeBa5jbmYrCYWJy5Ga9LyyMxHLur0vbBefZ6s8Cy2V2znrqy7+LjqY1RyFY0DjaSr0onyj8LutLO/cT83jb+JeGU8/ZZ+zyYhMyyTA40HON56nObBZgyjBkJkIWSGZtIy0MKL37rnIsP9w4kPimdO3Bz21u6lz9KH3qxHb9Zz9+S70Zl16E16KvWVZIdnkxSShMlmwulyMil8EsXdxUQFRFGjr2Fi+EQGRwfJCs+i3lDPrnO7mBA6gc0nN9Mx1EGQNAi5RI7ZZmZN9hpP88141XhyYnLYU7eHur46BiwDAIyLHIdMLCMhKIH/mPIfbDqxicywTHIbcnHh4v7c+8EFKrmKLdlbKOspY2f1TuwuOzihc6iTvpE+fn35r7ln8j0cajrEC6dfoL6/nn0N+y7qFfDyr8n3Gbas3bcW46jREyBlPjKC/YIRCoQES93loHpDPaP2UTYv2MzOmp0e20OdSUdeWx4zY2aSqkoltzGXWzNv5U/H/4TJZuKd8ndQ+iqR+khZmLAQp8uJ3qzn2rRr3eUUsS/Lk5ezt9adcVHL1SQGJ/JW6VvcmnnrJX5a/x54/Yy9ACAVSznTfYa99Xu5Nu1a/CX+bC/fDsA1addQri1HKpbS0N/g9uiVqynpLuFs71maB5rps/TxQfkHHGw6SEFnAVqze/71dMdpfpn1S0JkIaxMWUn3cDd6kx7tiJZnFz7r7jAOjMXutJPXnseBxgN0DHVQo69hRcoKAI8H8v6G/dToa0gKTqLd2M65vnN8XPUx0f7RGCwGeoZ72FW3C1+RLwAafw3vlb9HoDTwouBS1lNGRmgGV6VcxU3jb0IsFBPsF4xSqqRKX4XOrGNi+ERWTVzlTlX316Mf0SMUCHl92eskhyTTbmzn+vHX803LN8QExFDQWYB+RI/dZadrqIu+kT5mRM/AV+xLSXcJIqGIVRNXIRaJeanwJSx2C30jfYTKQ+kb6SM+KB6JSMLc+LnEB8Wz9cxWmgaa2N+wn+6hbh6Z9QiJwYl0D3cTJg9jbvxcdp3bhUahcauRjRh4q/Qt1k5dy8YrNjIzZib7G/YzM2Ymg6ODSEVSlFIl6aHp1PbVkhySjEKioEpfxY7yHehGdB4t8TM9Z/im+Rt3/V2dfmnekF7+W7449wXLk5djspn4svZLCjoK6DH1cKj5EHWGOl4ufBmdSUfvcC+tg61U66tR+ipRy9Q09jcS7h9OsF8wVruVjVdsRC6Rc7TlKInBiSQGJ3K64zRLk5YyZB3CR+jDS0te4qn5TzE1Yirn9OcQC8Wc6TlD30gfJT0lSMVSSnpKSAhKIFQeitVupVxbzupJq+kcdtspevnv/Yy9wdgLAGGKMMIV4ew6t4uSnhIONB0gTB7GLZm3cHnU5RxoPECfpY9J4ZPoG+mjtLeUjqEO7E47Ab4BZEdk4yv2pdfUS4+ph/bBdmr0NZjtZtqN7fiIfNCP6CnXliOXyN0BwkeKw+nWq91Wto11s9axZeEWovyjeP3M62gUGhxOB0dbjrI8eTlXpVxFqNyt8ZymTsOFixNtJ1D4KLgh4wZG7aPcnHEzA5YBj3H5LzJ+gcZf40l/V2or+bL2S2r6ahAgYF/9Pn6V/StC5aHsqd/jkfOMU8Yh85Fx4/gbWZmykn0N+2jsb6R7uJtRxyhJwUnUG+oxWo3IxDIkYgmXR12OWCBm1DHK8Ngw+hE9dX11BPgGoJKpONt7llqDe3SkzlCHEydCgZBsTTaRAZEUdRXxesnrlHSXYLVbydJkoTVrGRgd4ETbCQq7CrGMWbhnyj2M2kfRmrR8du4zDjQe4IPyDxgcHcTmsDEuaBwpqhSaB5rZ37Cf+KB4whRh/DHnj8yNm8vx1uP4S/1xupx80/QNqapUogKiGBwdROOvIUweRpuxjeMtx1HJVN6A/C/I/ob9jDnHeK34NXpMPfSaemkbbKO4u5grE6/k8dmPc6j5ELWGWlRyFbHKWKZGTkUkFGGwGMhry2Np4lKEQiHtg+28UvQKWeHujMjOmp0UdxUjEAi4Kvkq4oPi2Va2jYKOAgwWA2KhmG+av2H1pNXcNekuT7PY/2HvvePbIM+976+1bFmWbcl7bzuORxw7ziKLOCUJWUAaGmYomwRKKYUHTlraQnlLgZbVpuwCZYQRKCEhISHOjuPYjveIlywvWbL2sCRrvX/oRAf69Dlvn/d5ejgF//60P5b1uTXu+76u3/X91Y/Wo7aqade14/V7iRBF8OAlD3Kw/yArsld800v230L/2WY8w6ae0dd6T2nRaWybs421BWtDv78YU9ih68DtdXNr5a1YXBbuPXgvnbpO0qLTMDgMGFwGAgRIiEwgUhyJWCjG4rLQoevA5XOxMmclAgQ0a5uJk8YF52uFEpweJ9Vp1fxw7g8ByFZksyZvDR92fciyrGVsLNqIfdrOS00vhTjQB/oPsCh9ETKxjNjIWPRTetKi07iq+CpGrCMggCe/9+TXRqW+yteuVdXi9roxOA280/4OTeNNODwO5OFy0qPTqR+tJys2K1QdiJREUhRXRJuuDY1dE3KMbyraxP9zMnhjUEQoWDFnBS+dfykU65gdn8338r/HkHkIZbiSBy55ILR2S7OW8v3i73Nm9AwvNr7IvQvuRW1WY5u2YXVb6Tf2M2QeIiYihnBhONZpKxKBhFfOv4J92o5cIsfv97OpaBMAm4o28VTdUzxT9wz3LbqPjYUbefX8q9jddgIE8Af8DFuGUUgVjNvGadW2Mu2bZjowTaQoEplEBgQPZt/L/R5j1jF2d+ymMK5wpmT9DervhT5M+6Z5veV1rp59NWaXmaqUKu7cfydzk+dyTH0Ml9dFijwFp9dJgbKAx1c+zt7evZyfOE+iLBFRmIg93XuYsE/g9DqZHT+bHdU7iJJEERMewxOrngi95mVJZSFPwaRjkm59N6tyV6Eyq/j1iV/TMNaA2qxmcmqS4oRilmQsYdw2TstECy81BT8LM/r/1szN+DuuixvUxZunXCLnlfOvEB0eTa4iF7VZzd4Le1mRvYJDA4fYVLSJAdMAT5x6ApVZhdfvxTZtQ2VWsTJ7Jb9c8Uvqx+opSywjSZZE/Xg9+cp8ShJL6NB20K3vxuP3MCthFhkxGaRFp9Ew3sCshFlsLt7MF/1fsPNIMH2ofqwenV1HRkwGbdo21heuJzs2G5VZRdtEG9mx2fSb+hm1jNKj78Hr96Iyq7C6rWjtWixuCwf7D5IqT6UmtyZU2qtOqyYlKoU+Yx/NE830GnpJj07nlyt+iSJCgcqkokvfxfdnfZ91hevY27uXrskuCpWFCAQCXt3washIZnAa8Af8DJgGaJ5oZsIxQaQkkkJlISaXiRU5K/hhxQ/5oOMDZBIZ15Vfx8c9H5MclUxNTg1NE02hcZITwydw+9xIBBLWFazjnfZ3UEqVREmi8AV8VKdUc2fVnRzsP4jZbcbtc5Mdk01hfCEdug4CBLgk4xIaNY2Ei8IRCUQcHTxKdERwJMvn9zFqHWVp1lLMLjNOjxM/fsoTy/H4PJQmlRIfGc+gaZBEWSK5yly8Pi8Oj2OmzPgN6W8/n4myRA72H0RlVjFhn0AhVbBl9hZipbG8ev5VLi+4nHR5OtER0egcOoRhQlq0Lbi9brIV2VyafSnNmmamPFOMWEewuq0ECODwODiuPs7ZsbMsSl+EwWng0eOP8sdzf+Rg/0GSo5LZVrGNOGkc73e+z6BxEK/fi9Fl5PTIafROPdHh0aREpTBoGmTIMoRIIKJhtIGfLv4pSVFJ3/RS/rfQzM14Rn9X7dp2Hj/5OCKBiLrROpQRSkqTSlmVu4o3W9/k3Ni5rw3oKyOU7OvdR91IHXOS5zA7YTZNmibMTjOWaQsBAsRExOD0OsmPy6dL14XP7yNHkUP9aD22aRsEIFIcSY++h+dWP0dRfFEwE3XgCOV/KmfKM4VCqiAnNmi8CgQCPFf/HDuX7iRHkcOuhl3kKfJIiEogQhzB7VW3MzU9xQsNL5AlyKJT10l8ZDw1uTUsz1xOw1gDXr+Xdm37/8TXLksqY8vsLVz38XWhPivAx90fkypP5cmzT/Ju17uIw8QsTFtIijwF+7Sdnx39GVq7FplERkpUCptmbaJX38tNFTdxZvQMz559lszoTGpyawgXhpOjyCE/Lp9+Yz8QdK5vKtrE0aGjNGma6Df085OFP+H3Z3/Ptjnb+H3d75n2TwPw/ub3+eXxXyISilBZVDx64lG0Di0FygJUZhUWl4WYiBjmJM1hzDaGy+tiwjZBr76Xo6qj3LPwHtRmNWaXmWHLMBsKN/DFwBfIJXIsbgvZsdn0TPYQJ4tjyjPFovRFfNL9CWnyNOIj4+k2dPN5/+fs790fKmPO3JL/6/S3FLqLJslDg4dYnLGY4+rjBAKBYJhIXBEqo4r8uHzOa86zKGMREqEEc6uZeFk8CZEJnFSfxOwykxyVzNr8tXwx8AXaKS1ur5t1hevYXLyZx048htqs5hfLf8HC9IWcHT3Ls/XPorao0dq1jNvGiRRHMmAewOVxIQoTkRCZgC/gw+K2MO2fRi6WM+2bxuV3fcMr+K+jmc34O6qLJ26RQMTc5LlUp1bTpGkiJzaHHn0PSqmSX6z4RahE9nH3xxhdRoxOI9opLYIwATKJjOSoZFxeFxa3hXfb36Vb343b40YmlnFu/BzKCCVp8jREYSLadG1YXBZcXhf5ynwaNY2cGT3D/NT5tGhbiBRHEh8ZT1xkHCaniR3zd9A60cqBvgOcGzvHZXmX0WvoZdQyyt3z7qZR08jyrOV8OfglVSlViMJEKCOU6B16+o39dOo6uaXylhD9538FEYkQRfD4ycdRmVVIhBI8fg9JsiR6Db0UxRWxInsF+3r3cWb0DEVxRfxk0U+4LO8yVCYV9xy4hzX5aziqOorVbeWOqjv4sPND5BI5l2ReEhrrUEqVOD1OIOhc19g19Bv7qVXV4vV7+VPjn6hKqWJtwVr29e6jcbwxmNPsdaCMVDJkHEJtVpMdk012bDYPLHqALXu2EBMeQ3R4NLdV3caLjS/Sretm2DrMhGOChMgE7qi6g67JLnZ37ObgwEGGzcPYPXauL78eQZiA+WnzqR2qxeQ08WHnh+y9sJekqCSyYrPY07WHRFkii8oWcX3Z9bzV9hbP1D1DijwFiVAyAwv5L9DfUuggCMchAMuyltFv7Cc7NhuHx4HH7+Gw6jAGl4GlmUvJiM7gmbPPcMWsKxCECbj34L0EAgGmvFMUxRVxevQ0fvzERcShkCp4+szTDBoHOTd2jrnJc1mWvQyAZdnLGDAN8PCRh0mXp+P2ukmKTOKhxQ/xb7X/htVjRR4hJ+ALkChLZHn2cvb37idaEPRKzIzM/WOa2Yy/o7p44q4braM6tZpl2cvIiMngQP8BqlKqqB+r/9r4hMVlQefQ8UHnB0SKI6nJqaE8uZzHjj+GSCDC7XMz7Z9myjPFtG+a15pfw+w0c9Pcm/D7/cjj5Dx4yYM8X/88+/r28fya56lIqWBXwy5W563m2bPP8nn/5wgFQqIl0SgiFIxZxxCECbBN23in/R20Di1Gp5EIcQRF8UWoreoQw3rYMozWriVAgNKEUrx+b7Bv69BicVlCYxhfpYANW4Z5sfFFJEIJRXFF/PHyIMP3gcMPkCBLoCSxhHBhOK81v4ZcIic7JpufL/s5zRPNpEenEyWJYlHGIrQOLVtLt/LCuRf4uOdjJEIJg+ZBBGECriq+CpVJhcamQSwQB/vvkQk8duIxxEIxKVEpJEclc2rkFJUplUx7p7FP2xm1jhItiebqD69GKVVSllhGt6Ebt89NkbyIl5tfJlmWDATnsH+84MfMSZrDB50fEC4MRylVYnQaeanpJQBMThPxkfFkRGcQIYqgMqWSAdMA+/r20W/oZ3nWcorji2mbaMPsNvPphU9JlaeSE5vD5uLNOL1ODFMGTg6fJEWewpKMJfQagrfvraVb2Tx78zf5dv7W6uIB0j5tD/Vsw8LCSJWn0mvopTCukGfPPkuBsoDYiFgWpi3kmPoYHdoOMmIzWJ23mrToNI6qjmJ2mbly1pWcGj5FIBCgdaKV4oRiMqIziIuM49z4Oab9wfdf3UgdO4/sZGvpVgCMTiMur4t1BeuwTls5OXySI0NHsE3bcHqdeJ1eRAIR6dHp5Mbk0mvoRSFV8JNFP6F7svsbXsV/Dc1sxt9RXTxxKyOUwTi/mAzS5Gn06ntxe90oI5ShDds+bee9jvdCNyaVScXdB+5mY9FGkqOSWZ23mjdb3yQtOo25KcL217YAACAASURBVHPp1ffSY+ghJiKGs6Nng0lJ4dG80fIGw9bhoBnJbcXn99Gr70VlUiEUCIkURyITyUiLTmPIMsSJoROkRqeSKk8lKzaLeGk8l2Zfyp9b/sxz9c9xy9xbONB3gC8Hv+Se+ffg8Djonuym39jPtjnbuCzvshCu0+f3/V2IyEVub2xELEKBkCHLEDdX3MyfW/5MpCgSK1ZKE0pp17XjEXlIlQefz7sd7wbzlgs38umFT9levT1kcpn2TdNv6A8BQoQCIbERsawpWMPDRx6mbrQOUZiI6tRqrGIrhXGFTPumea/jPWpVtYxYR0iSJbHnB3toGG/gD+f+wGe9nxEIBNgxfwc3lt/ILZ/dQoGyAI1dg9qiZvGfFxP270SWH5T8gOfXPs9LTS/xYuOLLM1citahRRmupGGsgaWZS3m77W0qUyrpnuzmnvn3IBaKmRU/i/jIeOzTdg4PHkYYJuT+RfcDUKuqDWFIx23jiAQibpoTBJ68cO6FGZPXP0lLM5eG5nhvLA+GgrzV+hZKqZL06HTqRutIj0lHZQm2LNw+N5kxmRQoC7h7/t30GnpZmrmU9zveJyY8Bo1dg9PrpN/YT3liOX2GPgRhAlZmryQ3Npe6kTpyFbnIJXJata2c15wnQICV2SuJFEdicpu4ueJmGsYbGDAOsDpvNfv79hMuCsfv97P3wl4+6/0MQZiAqpQqqlOr0U/pv+FV/NfQjIHrO6C/ndONEEWgdwZnXK3TVgqUBTSMN7C7czcTjglW5a5CIpIw6ZhkQ9EGXjj3AmKhmG1ztrEqZxWnhk8hk8gwOo30m/ppHGtkyjtFmjyNxKhENhRuwOFxsCRrCWvy1yAWipn2TZMZm8nlBZfj8Xs4oT5B3Ugd3fpuzk+cZ9Qyij/gJzoimjxlHsYpI9mKbIatw1hcFh5a8hAGp4H9fftJk6eFxoxODp8MntbdVtLkaXyp+hKTy0TXZBelCaVEiCJo0bQQIEBNbg1JUUlUp1WzInsF1WnVnBo+hVQs5ariqzg6dJSPuj6iNLGUCfsEfaY+XB4XlxdcDgQJQ33GPvqN/RwZPEJ8ZDwN4w0MmYcoiiuiLKmM6rRq1hWuoyK5AqfXidPjJEGWQFFcEfZpOzuqd9Aw3sBva36LRCRhRfYKBGECvl/8fbr0Xby84WVOD5+mJLGEJZlLWJS+iJU5K/lrz1+RiCTY3DYcHgep8lSEYULOjp3lillXcOKmE/Qb+jG6jNwy9xZKEktC9LT32t8jOSqZqPAoIsWRnBo+Raw0linPFPGR8eTH5aMyqzg9cpq759/NjXNu5NDAIRamLyQ6PJrHTjxGp66T4+rjDFmGiI2IRSlVcnDgIDU5NQyaBmdMXv8EXWwRHew/iNFppGuyC5vHxtqCtSzOWEyLtgXbtI3q1Gqq06rp0HVQnlROuDCcUesocomcssQyjg4d5ZPuIDVuftp8riy+kqNDR/H7/Yzbx5n2TXNi+AROjxOn14lCqmDQNEiaPI0nap7gzdY3adW1kh2bjcVloTqtmlHrKM0TzZidZswuM6nRqfjwBY2ACaU8tvIxrG4rOoeOFdkrZgxc/64ZA9d3WBcDIGQSGf6AH/2Unrfb3mZ+2nz2XthLYVxhKPfX7XWzOm81vYZeVuasDJV/WyZaeG7Nc6Fe6+r81RidRvZ07yE6PBp5uJzF6YuJj4ynU9fJK+dfwea2kRqVSoQogvsW3fe16LQfLfgRALs7duPwONDZdTx+6eO81PwSfr8flUmF0+vk5MhJiuOKUUQo2Dx7M1f4r+Cez++hNKkUq9vKyZGTTNgmAFiYvpBR6yiz4mdxXel1PPjlg6G4wC2zt4SCFv52bbr13WgdWoQCIVfOuhKA0oRSDg0eYmvpVtxeN2qLGpPbRGFcIec154mLjKNb382odZQwwpifNv9rgRrwHyjPk8Mn6dB18HT/0/j8Pv7Y8EdMThNd+q4QrWxlzkr2dO+h39jPgf4D5Mflc3vl7RzoP0CHtgOjK1iaDxDsyfkDfoZMQ9QO1RIbHkt6dDoPHn6QY+pjVKVU8XrL62gdWjq0HcxKmIVCqmB59nKumHUFafI0Fry6AGWEMmTYW5u/lsyYzBDJS2VSUZFcwZB5iIP9B/H6vTx+6eM8fORheo29JMoSuXHOjbzV9hYfd3+MVCxl0jH5T38vf5f01RZRm7aN5Khk6kfrUUgVAKH8bqPTSGxELJ/3fU5WTFYoyat5opn9fft5r/M9woXhePwebq64mZq8mmCrISqFUesoU94prG4rJYklDBgHyIzJRBQm4rLcy6gbq2P7ge3opnTcNe8uXF4XGruGJ049wZhtjAx5BoGwADHuGJRSJUsyl9Cp62RZ1jLqRuuYcExwS+UtMxWTf1AzN+NvuZ6vfz50q91YtJHs2Gzade2M28bZULSBVm0rPfqe0Mn44m2tLKmMYcswvzz2SxrGG6gfq6dhrIE2bRvXll3LsqxltOnaKE8sx+v3cte8uyhLLOOI6ggDpgGqUqt4fu3zdOm7ONB3gPqx+mCYwb8/9qnhU/y59c84PU50Uzp6jD1obBqK4ouIlEQSExGDz+/jlrm3UD9ez6RjkpcaX+Ls2Fl8fh8ev4fry67H6XFyecHlHFUdZVXuKoQCISaXiQnHBNmx2YxYR8hT5qEyq7hguBCqDgxbhmnVtlKTU4Pb68bmttFv7EcmkfHq+VeZnJpkY+FGTg6f5MzoGbJjs5EIJZwcPonarCY1KpXqtGr8AT+6qSDpaMA08DVq2EWiUctECwOmAdYXrGf7/O20aluDN2tZPDqHjvlp82meaKY4vpiHljyE2qKmNLE0RNfaUb2DUesoFreFAdMA7bp2AgQII4zcuFxyYoOhHU6Pk/sW3ceIdQShQMj+vv20alrxBDzcXnk7FSkVDFuGOTp0lFHrKCqzilR5KufGzhEhisA2bSMhMiE4ahVfxHH18VAudJOmiXBROIoIBZnRmWgdWiLFkfjxY3aZyVZkz9yM/y/qq4Stg/0H2VqylR+U/IBjQ8f4vO9zPrvwGbopHYFAgAv6C3j9XgQCAQvSFmD32NHZdaTIU8hT5LE8ezlnR86indKyNHMpG4s2Ig+Xc27sHE6Pk/WF6/H6vPgCPqpSqrhguMCIdYSdS3dy17y7Qilf3fpu0qLT6JjsYMA4gEQkYXXean4494ekR6dzWe5lJMgS2Fq6FZ1Dx7Y522Y24r/Rf3YzDgtipf/rNW/evEBjY+M38r+/S1r3zjqeW/Mc+XH5oZ/1G/q59+C97L9u///y7y7eqM0uM12TXbi9bvz4EQlE5CvzMU4ZgxGG9nG2V21HbVWzv28/YYRxZdGVfHzhY/Zfux+VScVf2v6C2+sOfpB1HbROtKKxaYgKj2JVThAe0DzRjChMhD/gJyo8ikJlIZ26TjwBD4oIBfNS5/HFwBcsSFtATmwOa/LXhALNj6qOEiWJYm7yXERCES82vsh9C+9ja8lWtn++nWHLMHKJnMrUSnx+H0KBkFPqU9y36D7WFqylXdvO8/XPc1x9HLPLTIGyAACPz0N8ZDzri9bjD/h5p+0dBowDiIQiXl4fxFXOTZ7L7o7ddOu76Zjs4PbK29laupXdHbuD0XKj9agtauYmz+W2ytvomOwgJzaHnx/9OfopPTKJjERZIuIwMXfMu4PNszeHNnKL28K1pdfSZ+zj6TNPo4xQkhqdSqu2FalYitlp5pHlj7C2YC27GnaRE5vDX3v+yohlhO3V23mv4z0+6f4EgUBAniIYI2lymtBN6VCZVMxNmcujKx7lqTNP0aZtQyQQER0RTWpUagiVGB0ezfy0+bze8jqRokjWFazj50d/jjfgpSanhnBROIcHDnN1ydUzY0//m/p7MI+L6/erY7/iZ8t+xktNL5ETm0OvoRehQMiuhl2UxJfQb+rntqrbOKo6ypR3Co1NQ2ZMJmKBGKfXid/vZ8gyhM1t49k1z/Jc/XMYpgzkKHKwT9uJkkRhdprp1HeyKH0RWnvQHBknjQtCQYQiKpIrcHvdXF9+Pbs7dvNW21ukydNCPelufTe3Vd7GZXmXcWjgEK83vx4KY5lx2f99hYWFNQUCgXl/73czZepvu/49ZemrH/wAgeDM73+ii5GKd867E/u0nWfOPsOgcRCn14nJaSIjJoPYiFguGC5QFF9EZmwm+/v2Y3fbGbYOY3VZade2c1x9nPc73sfoNFKZUolUJMXj93B54eW0a9vx+D0szVqK2qLG6DQSJY4Ksp0detw+NzKJjEAgwMnhk0hFUi7JvIQXG19ELBSHboMXQy7e7XiX7Nhs7px3J06vk4drH8bpdZIQmYB12soN5TeEXNRHVEc4oT7B2oK19Bp6MbvMrM1fS5+xj3vm38OxoWN81PURv131W5ZlL2PYMsz+3v3U5NZwZPAIjZpGts3ZhsVloVXbitfvRSaW0aoNHjR6jb28sekNfH4f+ik9SbIkPuv9DI/fw61zb+WFcy/Qo+9hScYSFmYsJE+RR6+hNxTIAfDQkYfw+X1cMFxg8+zNqM1qrG4rY7Yx4qXxTDgm+LDzQ2bFz0Jr13JZbnDcShmp5I8NfyQnNoeMmAzcPjeTU5M0jjeitqjJis7iquKrGDAN8E77O4gEIuQSOS9teInMmEweP/k4Xl/QHSsSiihJLOG2ytv42dGfIRFKgv1Bv49x2ziz4mexPHs54aJwHjz8IJUplTOb8j+gr7aPNHYNDeMNvNv+LsuzlrO1dGvIRT3pmOSOqjuY8kzxyNFHiAmPYWnWUsJF4Xh8Hi7NuZTn658nXBiOc9qJV+Tl7OhZKpIrkAgklCeXM2odZWPRRnY17KJAWUCUJAr7tJ0zI2fIjM6kKK4ICI5KWVwWprxTtGvbyVPkIRVJGbWOsr9vP4+ueJS5yXPZ27uXupE6YiJieK7+uRCPYCaz+P9MM2Xqb7m6dF18OfglarOaq4qvojypnKNDR7G4LFQkV/xPxoqLZq8POz9E69CyJGMJc5LncG7sHHnKPMasY0hEEv5t6b+hlCr5a89f+fTCp8FSbkw2qdGpTNgnmJyaxOK2kCpP5fTIaS7NvhR/wM+6wnXs691HnjKPutEg3P6k+iRLM5dywXCBZFkyPnzIw+U4PU5e2fAKv/3eb+k39mN0GunQdRAdHs2W2VsYs43xduvbCAVCShNLuaC/gG3aRkliCXmKPPwBP9vmbGN/734K4gq4puwaBGECFFIFDaMN7O/bT/dkMGzi+vLr2TJ7CyaXCce0g6rUKg70HyAmIoaT6pOM28eJkkQhEUroN/VjdpvZUBg0t43ZxpCKpazJX0N0eDRqsxqv38tVxVehsWsYt42jlCr59MKnNI438nrL6wxbhilJLOGzaz9DKpLSqm1lwDTAgf4DITOYxWVhy+wtjNvGkYqlVKZUYnQZmZs8l9c2vkaHroNR6yhah5bzmvOYXCYkIglVqVXct/A+Bs2DlCeVc23ZtZwcPklsRCwKqYKSxBKyYrPYNmcbV5dejcqswuQy4fa5Odh/kHPj57ii6ApGraO4vW7ade0sz1pOh64jBBwpTihmWdYyalW1aOwa8pR5bCraxOTUJBqbhjHrWKiketE0OGPi+Q89X/88YoGYBekLANgyews+vw+zy4zVbSVVnkrDeANunxvHtINXm19FZVKRGZNJq7aVNl0b3fpu6kbqsLls2L12XD4XKpMqVFa+ae5NFMYVsr5wPU2aJuKkcRicBronuwkQIEoSRWFcIUqpEplExl3z7qJV28qIZYQHLnkAsVDMoYFD9Jv6SY5KZnPxZo6rj3N1ydWsyV/DuH2cMesYP1rwI9YXrp95ff8BzQRFfIeVKEtkd8fu0C22c7ITgGvKrqFV2/q1Pt9X0XsioQhBmIBB02Ao2P76suuxe+xUJFeQFZPFubFzwVAGuxaXx0WnvhO1Wc2UZ4pcRS7hwnBODJ/A4/Pw+MrHGTQNBtGZpiBcY8ozxY3lN3JCfYJwUTjGKSPb528Pze7GSmO5reo2lJFKBk2D2N12Oic7mRU3i4bxBkriSzC5TEHs3ngD6wrX4Qv4MEwZqB+rDwah56zg1eZXKY4vDsHq93Tt4dMLnzJsDZavY8NjkQglNIw38IOSH1CWVEb9WH0QshGbzU0VN1GTU4PH7+G9jveQCCSIwkR0TXaxp3sPsRGxzIqbxeUFlyMUCAkQYNw2jlAgRCgQsq93H7VDtQgQ8PCSh3F5XXToOrii6ApS5CmhNd9cvJm6kTrMLjMysYysmCwO9h/E7XMzYhmhR99D12QXIoGIFm0LUrEUn9+HwWkgRZ6CyqQiShKFyWnC6DTyu7rfobFrGDANkCpPRRAmwOV10a5rJyY8BpfPRYQogvc738flcbG9ejsbijYwaBpEbVZjcpm4Ze4ttGvb+VPjn1CZVZQmlpIgS+DwwGF0UzoyYzL57arfUpFcwZmRMwybh1mcsZi/tP0l9HgXEY4ysWzmC/vf9fuzv+ehSx6iSdMUDB0x9jJmCx5grim9hlHbKCuyV3B44DCvtbyGY9pBVmwWmdGZnBs/x9Wzr+aSzEuoG61j2jfNhsIN+P1+jC4jYkGQCR8dHs1Vs65CLBDzctPLXF1yNfGR8STKEpmdMJtzY+d4ctWTFMYXcqD/AKdGTjFuG6db301FSgW5ilxSo1OJFEdSGFdIi7aFq0uuJkeRQ0xETMgAqp/Sz/gF/kHNbMbfYSVFJXF25CxF8UW4vC4SZAlsKNwQSmL6aprKRdNIjiIHqUjKsaFjtGhb+LDzQ9p0bbzf+T7DlmH8AT+fXPgkdIoviC9gfdH64EiFZZQ4WRx1o3W0TLQw5ZliQfoCMmMyOTl8ki8GvqAiuYKjqqPMS50XYuianCZuqriJ+tF6bpxzI59d+Izi+GIMTgNJsiQSIxN5o/UNrG4r8nA5IoGI4+rjpEQHGdM/WfQTpGIpN5TfgNPrDDG0EyITeL/jfYZMQ7Tp2jihPsH7ne+Tp8hjdsJsdFM6hi3DyCQyFFIF15RdQ3R4NLs7dlOgLGDcOs5H3R/x6vlXadW2IpfIyY/LZ8Q6QvNEMx6/h6rUKmIjYjnYfzBIzZp2YHQaWZW7in29+xi2DqOUKrFN2zg9fJpwUTjp8nTaJ9tpHG8kXhZPniIPt8+NyWVifeF6jqiOsL5wfbD0PdHKJz2f0Gvs5edLf87GWRtp1jRzwXAB/ZSeXGUuz655lujwaPb17uOo6ijnNedZmrWUBxc/iM6ho9fYiyJCQZYiC6FAyGOXPkaeIo9nzz7Lgf4DpMpTCRAgUhxJcXwxdSN1DFmG+NGCH5GnzCMsLIwHFj/ArVW3UpNbQ62qlrur72ZyapJNszahjFTi8Xk4MXwCebgcr98bqkSMWkdp0bbwZsubWNyW7/wtuV3bzmvNr6Fz6PhS9SUen4dry66lKqWKo6qgue79zvc5M3KGIcsQGwo3MGgeJEGWwKnhU9xYfiNikRi1Sc2ZkTOsyF5Bl76LAAH0U3oEAgE2tw1/IDi6dJECZ3QaGbOOUTdaxxHVEXr0PYxYRlievZzkqGTOa86zdfZWNHYNm4s3s6txF4vSFxEgQK4ilz1de1iTv4aYiBhOD5/my8Evua3yNs5rzs+kMv2Dmhlt+g6rXduO0WWk39hPYVxhyFihMqmY9k2zq2FXyEDSoe3gjqo7Qn+bIEvA4XHQOdlJalQqZqeZjOgMkqKScHgc6B3BHN74yHg2FG5gR/UOtv11G26vm+vKriM2IpawsDDate08feZpVuetpn2incXpi/li4AvUFjVNmiZEAhFTnin8AT9xkXFESaIQC8T4A34K4wpD8YUGp4FEWWLwJlC0geVZy4mSRHH353dzXdl1/ObUb0I9q+Pq4+zp2oPGpqE4vhixUExsRCzHho4xahklX5nPjxf+ONSL3t+7H7VFzR/O/YHz4+dpmWihJreGUesonoCHSHEkWTFZREmiQiNM7dp27tx3J82aZhalL2JO8hzGbeMcVx9HLpHTOdnJb2p+w/WfBEvgl+VdRpQkilfPv8qIdYTO3s5gCITfxx8a/kBseCzXl18fGluB/2Bo6xw6zoyc4ZMLnzBsG2ZRxiIaxxtJkadQGFeIUCAMJW3d8MkNeANe+ox9PHHqCa4tvxY/fg72B+eC0+Xp3HvwXmzTwS/sKEkUAoGAhrEGagdrWZm7knBROFaXlV+f+PXX+OQXpZQGYTFhYWEhaEuTpgmlVEm/oT9kGLxYbbm29Fp8fh9r89fyYuOLiASi7yRS8+J6LM9aTnRENCKBCKfHSY++J8iHlwarQJkxmRy87iB37AviTOOl8SzPWs6gaRBvwMuHbR9SnFCMQqpgbf5a7vviPjbN2sTOpTv5vP9zPu35FJfHxf4L+5GFy5AIJRQoC1BKlSzPWk5Nbg0/PfRTTqhPcNf+uwgLCyM7JptdTbsQhAnomOzgtsrbUJlVLM1cSq2qllxFLm+3v43ZaWbMNsbW0q3ERMTMpDL9X9LMZvwt1lcjA3v0PZQmlPLl4JeMWkc5NnQMIDRjemjgEK82vcq2v25jccZixqxj3DnvTv7S9hdKEkt4ZPkj7Ni/A7VFjd1tp2WihShxFAVxBTRpmtAc1xATEUOzpjk4eyyRIxEGx6TOjJwhOjyac2PnEAqFvNL8CunydOQSOWvz1+KYdtBj6EHn0DFiGeFA/wHumHcH58bO0TDegM/vC36JZC4nQZaATCJjTd4ahAIhey/spSK5grOjZ0NfCmVJZcENJkwAwJLMJZwaPkXDWAPjtnEyYzKRiWWUJZVxePAwrzS9Ero9jFnHiJPGsbZgLfv79nPvgnu5cc6NoRnpi5Str24ejmkHX/R/QWZsJtWp1SxIW8CQZYgvB78MjWEppUrKksrw+X2cGD5BbmwuJYklJEclM2wJsqT9cj8Aj598nC8Hv6Rb341SqqQ0sRSxUMwvV/ySDzo/oN8QDJxQSBVMTk2yNHNp6PXu0fcQIYrgNyt/wzsd79CmbeOpM08xO2E2+qlgss726u0ho9aIdQSNTRMCtZwfP8+rTa9ya9Wt5ChyQnOrvz7xa/pN/QgQkKfMQy6RMyt+FqeGT3HPgXtYlLGIyuRKbNM22rXtrM5fDfwHdhWCVRr7tD2UKLVz6U4ODRzi0eOPkhCZQGnSt9+Fe9FlHyDAudFz6Bw6vD4vXfouqlKq0E/pKU8ux+/3IxFJqE6rJi4ijifrnmRW/CzEQjFHBo9QmlTKjuodPFf/HK+3vI5EKKEwrpCSxBLebHkTQZgAk9uERCzhqVVP8eMvfozGpiFRlsgtlbeQo8jh5oqb+dnRn+Hz+5h0TFKZXMm4bZzt1dvZPHszPr8vNHsOoHPoqB+tZ1HGIm6quClUql6Zs/IbXtVvh2Y242+pQolMYcFEpkAgQP1YPaIwEfVj9eQp8liSuYQD/Qc4PnScPkMfsdJYOrWdFMYV8knPJwyZh2iZaOEXK34BQHxkPPGR8Vw560oaNY1ES6LZWLiRP7f+mTMjZzA4DUx5poiOiCYpKol1hetQmVWMWEcwThlJj04nPTqd1KhUKlMr+d2Z3wXNPrYxEmWJ9Oh7Ql8EwNcyVC/+Xwh+oV3cADYWbkRj1/Bs/bOsyl3FH879gX5Df+jk/kHnB9T6a3H6nGjsGhzTDkZ9o+gcOnY17OKk+iRr8tbwl7a/kBGTQZ+xD0mChAHTANkxQQC/UCAMpeW80vQKrdpWOrQdNE80M24bJ02ehjxcjm3axoBxgFurbuXMyBkm7BPcVHET5Unl7GrYRZu2DY/fE0yz8vm4f/H9FMYVUquqpTypnEeOPhI0zk1pWZS+KGS8yYnNCY1vPbL8kdCaWNwW8hR5XwOMVKVUER0eTd1oHS+sfQGf38czZ5+hc7ITr9+L1+/FPm0P9rYDAWQiGenR6VjdVjYWbeT2ytu5Y98dIeZ0raoWsVDMpGOSOYlz6DH0MGgaZNw2Toeug0eWP8KW2VvY27uXPzb8MeSm7jX0hlzePr+PV86/gkgg4qEjDzE/dT4Ttgm6JrvoNfRyz/x7aNO1sTZ/LXsv7AX4Vm7I7dp2zmvO88LaF8hR5HBo4BA7a3cSJYli2DqMw+NAY9dw/8L7GbWPAkEc5lOnn2LAOMA9B+4hQhTBiHWEq0uupmuyi0syLuHZ+meJEEVwoO8AQoEQs9vM+sL1OL1OJh2TrCtax9Nnn2ZqegqVWRUKntA79eTH5aOQKjA4DcRFxvHTxT8NHUyHLcNfq56lRadRmVKJ1qHl0wuf/t2KyYz+/2umZ/wt1MUb8YR9grkpc7mi6AqEAiGrcldhmDLQNdnFBcMFBs2D5ChyGDQOcnvV7SRHJTNoGaR1ohWXzxWag+3V94YQmpOOST7p+QRfwEd2bDZ7uvZQP1aP0+sMmkOiElmcvpg2XRtnR8+SJEtC69CyOm81H2z5gKWZS+nWd/Nx98eYXCZMLhMevyc44xoezbRvmprcGiB4Eh+2DDPlmUImCRqaypLKSJQlYnAaaNI0UauqZdQ6isvr4kDfAYatw+Qqcrli1hWcHjnNCfUJqlKrsLlt3Fl1Z3B+1udm0DRI03gTafI0TC4TMdIYNhVt4vvF32fQPBgCbmgdWq4qvop2bTtvtrzJux3vkhSVhFQkxeq2opAqUEgVLM4MVhN8AR9Oj5Oi+CLsbjsGp4HkqGTaJtqoG62jfqwel9dFniKPa8uvpSypDJlYxhstb3Bo8BDeQHCz3Fq6lVV5qzC7zLzZ+iYSgYQ3Wt7A4DQQCAQQCAR4fB4UUgX5ynyiw6N5r/09prxTTNgmaNG2MGgapFvfzRHVEcKF4YgFYuYkzaFb340iQkGvsZczI2coTijmByU/4IjqCLs7d2N0GkMViHxlPr8+8WsII8QHz1PmURhXiNqsZsg8RI++h2xFNrdW3so1ZdcwO2E2MrGMI6ojHFcfp0ffg0QoXBcnfwAAIABJREFU4faq29E5dCzPXs5x9XE0dg3XlF1DWVIZX/R/wRXFV2Bymnjh3At06jq/dS7sPd17iIuMoyK5AmWkkoK4AjJjgoas1fmr+U3Nbzg8eJheYy8igYhTw6c4PHiYs2NnkYllXJp9KW6fmzHrGO2T7QyZh/AGvGRGZxIWFobJbWJO0hzEQnEwStM+QWVKJTW5NfTqe2kcb0QQJuDS7EuxuC08c/YZ5iTNoTihmKK4IuKkcSxMX8iZkSDk5sXGF/EH/FxTek3IiNcw3sCK7BVcXXo11WnV35rX5r9K/1nPWPBf/WRm9M/XxdKg1+8NJTJdMesKTg2fwul1EhMRQ44ihy3FWziqOorT52TSOUmHriM0ApUdnU2cNI5t5dtweBzcf+h+Pur8iNPDp9E5dDxZ8yQ3lN/AtH8ah8fB0syl5ChyqE6t5sjQEeLC4xi3jYcMXxa3hWHLMJkxmawrWIfaomZD0QY+u+Yz6m+tZ0f1DmzTNt5ue5tdDbvY07WHWlUta/PX8rNlPyMnNodHjz/KDz78AY8ef5QlmUvYu3Uv6wrX0TDewAXDBbJjs0mLSqPP0BfawAVhAj7q+ghRmIhWXStah5ZB8yDhonA0Dg3LspfxyPJHUEQoiI2IRevQcnr4NIcGD3Fec57PLnzG1g+38pfWvzBhnyBNnkZWTBaf9n6KfdrO4vTFtGpbKY4r5k+X/wmX10WtqhZBmIDSpFJW5qzkufrnME+bua78OmpvrOWHFT/E7XPzYuOL+Pw+Rq2jDJoGKY4v5nff+x1Gp5H7D91P1UtV/P7M7xEJRNy38D5kYhkqswqdQwcEe/rz0+bz6vlX2bh7I1+qvqR+tB6Xz8WO+Tuwe+y82/Eu+ik9m2ZtIleZyyWZlwRLxLU7gyAXvx+pSMrshNnkxOYwZh3D4XFQP1bProZdvHb+NSwuC29seiP0xdukaSKMMEasI9w892ZKk0rZXr39azeksqQytldv54maJ9A5dKwrWEdmTCZCgZCjqqPcPPdmWiZaQnPf075pdh7ZyXP1z6G1a9lUtIm1+WupVdXSrm3/Rj5H/6dq17azq2EXvzr2K3Y17KJD18HGwo3svbAXlUmFz++jQFmA1W3F7XXz6xO/JlwYTpOmifLEch5c/CAdug7cXjd3zLuDlze+TO22Wp5f+zwJ0gQ+2PIB71z1DrdW3opcIqcisQJ/wE+PvofTI6eRS+Sh1KWlWUuJDo9G69By86c38+zZZ4OjVG4zjmkHW0u3sjJnJe92vEvjeGPIsOj2ujnQf4Cuya5Qdejk8MlveGW/nZopU38L1aHrwB/wM2Ac4Pn653F4HNTk1HBm5AxKqZIefQ9Oj5M+fR8ikQiP10OCNEjOadI00appRRYuIzsym2PqY6TJg6Qt67SVDHkGfvy80/EOhXGFzEudR7+xnx3zd1CrqqXX0Mu98+8NbvJeJ02aJq4ouoLzE+e5+/O7IQzmJM4JnbhzFDm0a9vpNfRyY9mNPH76cXJic9h5ZCezE2eHTvl1I3VESaJo1bZyz/x76DX00q3v5u22t0mITKBd2859C+7DOm0lNiKW3R27CQsLwx/wI5PIyFHmcHr4NJGiSGbFz2Je6jyeqXsmCNNPKiMQCAQxkHFFRImjQhCOwrhC2nRtNI03oXfqyYrNIikqieyYbKIkUZyfOE+OIoePuj/iwMABjC4jC9MWclR1NARBEIYJeW3DayFT053z7uRXx37Fh10f0qnrRO/UUxxfTGZMJi81vUS8NJ77FtzHrsZdWKetDIwMMGwZZkH6AtYXrufN1jdJjkpGJpFxsP8gpYml/GHtH7C4LNx94G60di11I3WUJpYybh3n4SUP0zTRREVSBceGjiEVS3F4HISLwhELxRzoP8AR1RFsbhvCMCFml5lcZS6OaQfz0+ZzauQUdSN1TNgmkIgkRIdHs6loE18MfEGPvoc+Q99/+n7UOrQ8cfoJwk4Ho/+UUiUFygICBDg9fJr9fUESnH3aTlFcEW3aNh44/ADZsdnIxDIeH32cnUt3/kuVQ7/Klr544DiqOorGrmFlzspQclhYWBjLs5bzeM3jAOxq2EVNbg2fXPiEF5teZMA0wM4lOxGLxKHHvq7sOnY17Poauzw+Mh6L28JnFz7D4rbg9rrpN/bzp4Y/IRaK6TP0kRmTSZUsiLvc37cft8+Nxq5Bma/E5/cRExFDTHgMN8+9OcR5f3LVk4zZxkLtg9kJs2c45P8kzZSpv2Vq17ZzoO8AGws3kiJPoSSxhA86P2B/336aJ5oJI4yanBrWF66nOKGYTy98isfvwTZtozypHLMreFIes41RkVzB/1jyP6jJrUEpVaKxaXht02uYXWbSo9NZX7ieHn0PrdpW9vbupX2inXH7OHHSODr1ncxOmE1lSiVd+i5mxc3ijSve4JKMS2jTtdE12YXL46J5opk3Wt7A7DJzePAwGrsGw5QBebicJZlLyFPk8fu633ND+Q3829J/4622t8hX5iMRSXij+Q3mJM8hTxncOIesQ4gEIhweB1KxlPqxeqpSqjA7zUSHR/P0ZU+TJEvii/4vWJ2/mgHTAHWjdcyOn039WD2FykLebg9SkS7Lu4zypHJ6DD0QgDBBGOGicO5feD+2aRtnR88G4+g8TpJlydxeeTuf93+OxWVhccZihGFCbq68GYB3O95lbf5alJFKIFh+b9O2oXVoWV+4Hr1Tz+yE2bi8Lkato2wp2UKrtpWTIye5NOdSxAIxbRNtWNwWTg2fwuAykK/MJ4ww/trzV26YcwPVadVMTk2yv28/JQklNGuaSYsOluCzFdkcGjjEusJ1jNnGmPIEwwHEAjEGp4Efzv0hPZM9WFwWRCIRDy56kBvn3MhHXR8xZhsjX5HP/t79mN1mkmRJTE1PcVx9nIzoDPRTeg70H6B2qJYuXReJskSSopJCiNG3Wt9CKpZy17y7uKniJjonOzE6jbzZ9iYqk4p2bTvycDmrclbxSc8nFMQVhMxkarOaHy/8MYPmwdDs9b9KWfSrY4IXQTNyiZzXm19nXeE6anJqyI7NRm1WUxRfFAKkHFMf46Y5N3H3gru5qeImmjRNrCtcR/dkN3HSOPZ07+GlppdQmVWIBWKGLcNUplRy69xbg2EPpgF+tuxn5CnzOD18mkZNI/3GoOHP4/NQkljClbOupDi+mCdWPcGmok2M2cZ4o+UNNHYNG4o20KXvYn3hekwuU8h0d3E0bdA8+LVW0oz+9zQzZ/wd0p7uPazMWUnnZCcFygJGraMsSFtAm7YN/ZSeuclz2TF/BzmKHEasI+gdeiwuC3fMu4N3299FZVbRMdlBuCic5KhkFqUvYl/vPgqUBfSb+lmZs5KuyS4uL7icI6oj7Oneg8VtCYHqwwijc7ITw5SBWypvwef30T3ZzZzkOUHcnttCi6aFYeswJpeJOGkcXbounB4nDq+D+Mh4di7dScNYA1q7Fnm4nEAgQLwsnuSoZJo0TWwq2sQHXR9g99iDRDHVUZZlLWNW3Cwm7BMcHjjMpGMStUXN7PjZpMek82HXh+zr2xe8AXpsnBs/x/y0+fj8PjomOzg9fBqNXUOBsoCVOSu5ofwGhsxDSMVSIiWRZMdmo7VrMTgNXFN6DcXxxZwePo1l2oLGpqHf1I9EIOHhpQ+zvnA91mkrEaII9nTv4bzmPEcGj6CUKslV5PLy+ZeZ9k1TmVLJYysfY8ozxdLMpRwcOEhmTCYKqYJPez/F6g4+xpB5iMSoRGbFzwrygyPjuLv6blLlqXzW9xlRkihqcmvY072HFHkKP5r/IzR2DcUJxZhcJj7p/oS5KXOJEEewNHMpLq+L26tux+l1cvXsq9FN6Tg1coqX178cHC+TxbGlZAtqs5rG8Ua+l/s9zo6dDc4rG3qxTdtIjkpGFCbC4DJQklDCb1f9li8Hv+T9jvd5u/1t3ml7hyHzEJfmXEpFcgV7uveE0qYGTAOEC8KpTqsmUhJJt76bVm0rEaIINhdvZsw2xnVl1zFgHqBJ08Tk1CRenzdEJ9M5dKFI0MMDh6lV1XJq+NQ/tcf892JIv/o8/vZ/f973ORuKNoQc/QC5ilw+7v6YI6oj/KnhT5wdO0uqPBX7tJ31hetDwJVOXSfxkfEkRSURRhjPnXsOt9eNw+MgWZZM7VAtWbFZGKYM3F19N6tyV3Fo4BDd+m4WpS/itebXOD50nMsLLueq2VdhdVkpTigmRZ5C80QzhwcOU51WzWV5l5EsT2Z59nIuybgkdDi8+NxHraP84tgv+Kz3MzJjMnF6nMRGxOLxeUiOSv6XORj9d9LMnPF3SBdZtunR6ezu2M1J9UkMLgN2tz0UfBAliQpBOIbMQxhdRh478Rgen4f8uHzS5GkhulTjeCML0hYwbhtny+wtPHXmKcZsY/gD/iBhKkxISlQKKVEpqC1q/l/23jM+zvLc+v1Pb5JmJI16t6xiWc1FNu42LhRjU03vpiS0QAiEhBbYJGwICaGHGqrBNjamGOMmF7lLVrFk9d5mNNL0PppyPjyv50B23pyc/e69c8Lx+qqZ34yeZ+7nvq91rWutYCgYzcmdcE9gdBkRIeLI0BFWfLiClJgULp92Ofv790fnJH0hHxUJgvCkbbyNBdkLODBwgLfq36Lb0k2mNpM9PcKY0LqSdZw0nOTU2CnUMjXbO7dHHyKFiUJlSwSUUiVlyWW4Jl3YnXaytdn4gj6cfidisZh759zLnPQ5vHLiFdaVrANAKpLSZm5jZ89OZBIZVelVKKQKjgwKymiRSMTqgtXsH9jPkaEj6DV6ymLKqDPUsSxvGWsL10bHPTLjMqPewyVJJbSYWvjtwd/yXsN7NI01kaROoiSphEf3PorVZ6W6t5px1zhV6VWUJ5ejV+l5eP7D/KXhL8zLmEdKTAqbTm8iQZ3APbPv4avOr9AqtKzMW8nRoaPRe39x0cXRe5SkSWJqwlROm06jU+rY0roFIKqA3dq2FU26hu2d2zE4DewfECjsM5XU8rzlfNr8KedPPR+Tx8T+/v2Y3CZCvhANxgZydbncUnmLkNsc9JISk4Jn0kPLWAuPLHyEvzT9hdlps+mx9rBiygpeOPICYsSEIqFoZXXKeIp+ez8KiYIp8VP449E/IpfIGXMJvfshxxBPLHmC22bcxq1f3codXwsisGxdNvnx+UhEElI0KZQkldA20fbf4o+9pXULn7V8RkZsBlMTp5Kny+PjUx8DQsvhDA39fSX4GW/pM7GjALt6dhGOhHl+xfPR9zy8+2FunXFr9HWXFl/K5tbNgkgyHOL0+GlMLhNNxiaaxpooSSphSvwUfr3o17x0/CUODx9mwDFAn62Pbzq/4ZKiS/CH/KyYsoK7q+7mkb2PIBKLSNGkIBaLSVIL36u6rzoqrhx3j5OoTqR1vBUQtAi7enYx7BimMLGQZE0yA7YB2sbbuGzaZcxMm8mO7h3/Um2DfwWcrYx/BDhDCf7x2B85MnSEtvE24hRxhCIhHln4CFdNvwqZRMawY5jKtEpGnaN80PgBp8dPMy9rXnRsYXH2Ym4svxGT24R70k1hYiEmt4mixCJEIhEyiYzDg4eZmjAVV8BF20Qb3ZZuPEGPUGUihAfEKGKwe+00jDVg8VpQyVTEyGMIhAIAdFo6cU+6eWLxE5i9Zk6Pn0YlVXHV9KtoMgmhC/v796PX6EnSJAlhDKYmluYupSKlgncb3qXeUI9KJiia83X57OjewY6eHSglSh6c/yADtgHuqrqLL9u/ZNwzjlgsxugykqBKYHXBamw+G5PhSfIT8vmm8xtuqbwFs8eMSqqifaKdYfswNp+NuRlzOTAomHg4/U4GbANkabO4pOgS4pRxFOuLkYqllCSVUG+oZ9Q1KtgY9u5GJpZxU+VNXFt2LRmxGdQM1tBl7qJYX8xlxZchEosQI+b68uuJVcSyo3sHdaN1bO/ajkKioFhfzIHBAwRCATQyDR2WDhJUCcilcqr7qtGr9RhdRuoMdUxPmk6vtZfver5jX/8+VFIVapmaUDiEO+DmwfkPEqOI4cKCCynSC8EAu3t2s717O4FQANekC4PTgMPnwOA2kKvN5avOr3D6BRahx9JDgiqBZbnLeHrZ0zQaGnFPuomVx7KmaA01gzVcVnwZW9u2MhmZ5A/n/YF+Wz8Gl4Erp1/Jvr59HB85zvMrnidZk4xWqcXpdyKXyDG6jMQqYrmy5EosPguHBw8z7BgmRh7DrLRZpMak0jTWRN1oHYiEQINnlj3DxtaNaBVapiYKNPov5v+C86eeT9tEGwan4e/S2t9fMxtObaB1/P+m2P/6da/Vvsa9c+7ltlm3kaJJ4cjQEQwuA/GqeC4pviRKQ6doUtjbt5eqjCqUUiXfdX9HiiaFOEUcO7t38ujeR0mLTcMf8qOWqSnSF3Fk6AgikZCJDcIsdrwynldPvErNYA1Z2ix+ueCXGF1GtAoteo2eYccwC7IWcGjoEN92fUuiKpEpCVOo7q/G7rMzZB9Cq9SSrc2mdqSWxrFG8nR5nBg9QUZsBoX6QrrN3bRNtEUtSwPBAPv69zFNP40cbQ5/OvYnLi66mFNjp4hRxNA+0U55SjlWn5VLii/5D+59Z/GP4Wxl/CPGmfQXhUTBS+e9RMdEB7899Fu+6/mOosQitrRtYcQxQkZcBskxyWw4tYG31rxFMBxkiXoJG1s3Mj15OhafBbFIzMfNH5Mfn8/vV/4+2tstSCyg09zJuw3vsn7GekYcI9Qb6pmXNY+suCy+6/6OcbdAJT697Gn6bf182f4lvbZeZGIZVp+V++fez9oiQUn65IEnUUqVaJVa7qq6C4A8XR61o7W4/C5eOf4KV5dejVquJj8+n7fr3+bioot55fgrPH/4+ajDl1QsZXfvbnJ0OcSr46nuqyYtJo228TZmps0EwOqzEiuPJS02jXA4TCgcot/ez4BtgHPzzqVutI4J7wRfd35Nt7mbgsQC5mfNp2awhq3tW9nZs5N4VTwqqYo4RRxxyjj29u7lo6aPyE/IZ23RWpbkLon+H2fwyN5HeOm8l3AFXLx58k3G3eNoFVoCoQDPLn+Wpw88zb1z7iU9Np0NLRvot/aTEZuBP+RHJpHRY+3h/p33k6BK4JaKW7iw8EK6Ld3kxeeRq8slWZ3Mefnn8dGpj0iPSeeeb++JHnaW5CwhTJiDAweRS+TMz5rPy8dfJlmTzF3b74rOZ/dYejg+cpyF2QuZkTKDYyPH6LH1IBFJuGnbTTgCDpbmLKVYX4xCquCG8htwBVzUDNYgkUhwuV24J90AbO/aTvtEO93WbvJ0eQzaB5mmn8aT+59kwi30lWViGfv69zHoGKRYX8yIc4Q+ax8auYb8hHxeq30tSuUrpArEIjH3z70f96Sb+7+7n3lZ85CIJOiUOqYmTqUooYh4VTz7+wWRoSvgYkPzBjY0bwDgmYPPME0/jUU5i35QKf/1mgH48NSHfHzq46i72hnUDNaQEZfBguwFP5g3v3v73ejV+h/c8792TgOiIqtxzzglSSW8t/a9HwiipiZMjZq4nIFWqSUjLoNnlz8bFTj6Q37Wlaxj3DtOakwqb9S9Qf1oPRmxGdwz5x729+/HN+kjEA6Qo83hvPzz+LeD/4bBaUAtVXNx8cV0WbuEdpJIHI31PGP4817DeygkCn5bI4jlktRJfNf9HTWDNazKX8Wzy58lRh7DvTvuZVfPrrOuW/8NOFsZ/4viTA/rjdo3GPeMc9m0y5ibORd/yM+AbYDW8VasXivxKiELeP2M9YQjYVrHW2keb2Zr21YaxxpJUifhCXqYlTaLn87+KQaXAYlYwjWl17Dx9EamJU3jrqq7WDllJe/Wv0tJUgmhSIhfLvgllamV7OndQ9NYE722XrQKLRdMvYARxwg6lY78+HxOjJ7g6SVP45x0srt3NyKxiMXZQtqPTqmL+k7v7tlNmDA/n/dzuqxdQuBE0MO4exyzx0ztaC0mt4lLii8hIzaDytRKTG4T6bHp1BvrWTFlBZ6AhwfnPUjtaC13z7mbP5/8M4UJhUglUl5f/ToJaqEqbjYJDlHDjuFoolSOLod1JeuYDE9SlVHFiGOEVy94VfBqTppGjDyGcCRM41gjWoWWhxc+zIVTL2RDywbSY9NpMDb8oHe4tW0rvdZeNrduJlGdGK0y+m39rCtZR+tEK0OOId5vep+dPTsZc41x95y7MXvNiEViYuWxzEibgT/op7qvmur+ahLVifRae/m261tydDn0WHvosnTx2OLH0Kv1xCniGHYMkxabhs1no0RfwmRIiKj8vPVzbp91OyXJJXzb9S1v1L1B83gz05OmMzN9Jnq1HovXwpB9CM+kh2xdNteUCjPDw45hVDIVa4vWkhqbilKqxOa1cdJwkk5LJxaPRUjbCodwBpzo1XqOjRzD4DSQo81BKpZyfPQ4UrEUm1/Ii35x1YtsaRX66Utyl7Dxio00jTUx4hwRrDKlctQyNaOuUSbDk5wynaIipQK1XI1ELGFJ7hK6rd2MOEaiB8amsSYGHAMQEcwyvEEvpcmleINeOs2d0T7nlrYtBMNBbqq8ifyEfBLUCeTqcoXetbGJDnNHtB+9qWUTnZZOtrRt4fDgYY4PH+fU2CkODh4kLSaNbG12tG9cM1jzA3FTSkwKVRlVHBk6Qnqc8Dv9suNLTo+fRiaR0WRsojK1kq87vqbP1kd1XzU1gzUcHToaXYNikTiqA+mz9dFn6+Oq6VfxSfMnGFwGfrXoV+wf2M879e+QGptKfnw+rkkX3ZZu3JNuRIiEpKaJNu6cdSczUmew8fRGlFIliGBr21Y2n95MWmwaczLmYHAZCIQChCNhlDIlt1TeQigSoiK1gkgkQp+tjwMDB7ix4sazPeP/BM4KuH5kOHOyD4aDdJo7CQQDBEIB0mLSqBms4cbyG9nWsQ2VVBVNMjoyfISqjCq6LF3IJDL8IT/L85Zzz5x7cE+6o97Hcco4EtWJ1AzUsL1zO3KJPJo1/Hnb55jcJnZ272RH9w729e0TNg/EuAIuvEEvNYM1SCVSUmNSWT9jPe80vMPvzv0dFxRcwNLcpVRlVKGRafjs9Gc8svAR9vbtpd5QTzAcJBKJ0G3pxuQ2ccuMW1ietxyT24ROpeOns35Ku6Wd+VnzkUvkguCp+zs2XL6B9ol2YhWx9Nn6GLANoJQquWPWHfzx6B8pSiyi29JNcWIxp02no4Kqm8pv4ov2L1DJVVw27TK6Ld1cX349qTGpPHvoWc7JPIfryq/jT8f/xKOLHkWv1vNFxxfMSJmB3W/ny44vaZ9oRy1VC2NV8x6IGiO81/AefbY+LD4Ljy58lIXZC/ns9GfUG+opSSohTJjJ0CRmrxmZWEaXRahYWsZa6LX28odVf+D68usxuAxRe0urz0qsIpYkTRKjzlFSY1JpNjWTF59HrCKWXmsvneZOEtWJdJo7WV24mhsrbmTUOcqJ0RPMzZiLwWUgEonwwDkPcG3Ztbzf+D6LcxZzQ/kNUZr9lspbaDe3c1XpVdSO1BKOhOm19ZKjyyFXl8uwY5jqvmoWZS8iEAowYBeMP4xuI55JD1dOvxKFVMHR4aP4gj4kYglWn5UZqTPI0mbhDXgJEaLeUM/xkeOIRWJydbl0WDqoN9bj9DuxeC2UJpdyQ/kNSEQSKlMqqRuto8/WR7OpOerIplPo2Nq+FatXUP2avWYajY2IxWKmxE8hNSYViVjCkGOIfns/9YZ6ihKLODl6knAkzNqitVGBVZwijtfrBEc2nVKHGDFdli5GXaNcVXIVUrFUuN8yNdOTp9Nl6WLYMcygfZAby2+kPKVcCA75K3HTltYtvFH3BjKxDH/QT7wynoy4DGalzWJj60ZOm05j8VsYdgiucDKxLDqTXz9aT6+tlxZTC/fOuZfGsUa2dWzjm85v6DR3Rqcezni7l6WUcXToKPOz5vPwgoep7qvG4rNEhYq+oA9/2M+Yewyn34larqbF1MLyKcu5a/ZdxKviOTJ0hPyEfPb372d//34S1AJTUd1XzVsn3yJLm4VELOHWGbf+Mx+B/7I4uxn/yPDy8ZeRSWTcVHET4+5xRlwjdFu6qRmsYTI0ybyseWw8vZFxzzg/P+fn3FxxM7t6dlEzWIPNa0MmlfGbxb9h3DvO/v792Lw2To2dEpSr7nH29e/ju57vWF2wmhfPf1EwZKh+lHH3OGVJZcQp4rhi2hXs7dtLkjoJiUhCrCKWjLgM5mfNxxVwcc+ce3D4HXzV+RXuSTfT9NOiWb/3fXsf/fZ+6kbrMHvNLMtdxj1z72H5lOUszV2KCBEfnfqILe1bSI1JpcvchVgsJhQO4Q16OTZ8jBZTCwaXgSJ9ERafBa1Cyz1z7mFqwlQajA20jbfRNtHGRYUX4Qv62NO/B61Ci1Qixew102HpYNgxzEPzH6Lf1o8/5CcrLou28TZer3udzLhMGo2NtE+0c26uQGe3TbTxb8sE9bPVb+X3K3/PhHeCprEmHH4Hh4cORzNe02LTMDgNSCVSmsaacPqddEx0ECZM7WgtA/YB4SAVClCWXMbs9Nk0jQnOZ+tnrKdIX8R79e/RY+khJSaFWEUsi3IWoZap0cg0OANOZqbO5NULXyUlJoU/n/wzQ/YhnlryFDt7dnJP1T1s79qOM+CkdqSWGypu4O36twlHwuzu3U29oZ5mUzPpMemYvWZMbhNmj5kJzwR9tj7+sOoPnD/1fHqsPbRPtCMRSei19dI+0c7c9LlU91UjFUvJisvitQtfQ6vUsjR3KTu6d3Bi5ATtE+1kxmWikCqiNqoNxgaytdkU6YuoHa1lwjNBfkI+LaYWVFIVCokCo8sojIwFvXRbutEpdXza8imD9kGsXisKqQKtUssHjR/wRfsXuAIusrXZHBs5Rr+9X9hIRWLck248AQ+9tl6mJ02nKLEImVgWTRqTSWTk6nKJV8UDsLN7J5+c+oSZaTMpTylnV++sn2pWAAAgAElEQVQuQQ2eu4w+Wx9xijiUUiX7B/azq2cXC7IWoJYJm9knzZ/w4akPowllg/ZBqjKqov3mGWkzSI9L5+aKmzG5TTj8Dr7u/JpwJMygfZCXzn+JxxY/xsLshezt20vXRBeugAuRWERJUgmNhka6LF0cGTrCFSVXUJJUQrwyHn/Ijz/ojx5GqzKq6LZ002XuYlvHtqixSFJMEllxWcSr4qOudhlxGZg9ZgoSC3hg3gNsat0UjU6s7q1mSsIUKlMrcQVc7OndQ7ImmQfmPcC8zHk4/I6zkYn/SZzdjH9k+ONRIQvVM+mJuuR4g146Jjowuo0cHT6KxWMhR5fDSeNJ3qh7Iyo4kUqkqKVqHl/yODafjX0D+xj3jFOUWESfrY9EdSJJ6iSuLr2aXmsvNQM1IIL2iXZSY1LJ1maToEqgdrQWX9AHQF58Hh3mDux+O0WJRUjEEgoSCvjT8T+xNHdplJ79ov0Lnj/0PI2mRhZkLWB95XrsfjtvnXyLJmMTebo8Dg0eEsz0JQp6LD1IJVLaJtrIiM1AIVWglClJUCWwMHshu3p28WXHl6TFpHHZtMuIU8RxZOgIN1XcxJWlV6JX6fm87XPEIjFF+iJmp82mwdjA9eXXo1fp8Qa93DHrDjLiMmgyNvHSsZc4NnyMBFUC9865l15rL0ankX57PyunrKTL0oXNb2N53nLEIjFmr5mmsaboNXhs8WMka5L56NRHaJVapiVNQyqRIkIEgNFtFA5QnnE6JjoIhUNMS5qGc9KJVqHF4rUwGZ5EJVMhEUl4q/4tYhWxFOoLWTFlBVeUXEGzqZlDQ4cYc43hDXkZdgyjkCo4NHAI96SbJTlLhI3e0imYcpjbAcFQw+V3sWLKCi4puiQ6z+0KuKLGHZPhSXqsPSzJXcJ15ddFleGlyaWoZCoikQgfNn3Inv49mNwm8nR5qGQqZqTO4MuOL5FL5CzPW06MXBD8eINe1k1fx+OLHyc/IZ8v2r/AGXBSkFBARmwGk+FJJtwThAjRb+tn1DmKWqZGr9ETioQY9wiucLm6XJblLeOOWXdg8VmoN9QTioTI0mbx/Mrn0av1dJg7iBAhRh6DXq3nyulXcnz0OP6Qn8q0SsRiMVnaLC4qvIh6Qz3+oJ9NLZv4oOmD6Dx0IBxgXuY8riu7DqvXilqmptfai8FloHGskQnPBFqlluV5y3lk4SO8cOQFRl2jnJt7LhcXXyyojLt2RA0zflvzWwZtgxQmFrKvbx83VNzArLRZwu/KZRTYCqeB3yz7DRKxhGHHMNvatlGWUkZpSilri9ay6fQmxjyCF3ROXA5DjiHKkssYdAxi99lBBOfmnkunuZPdvbuZEj+FO2bdQd1oHZPhSeG3n1iETCLDG/QSI48hMy6TB855gNaJVhx+Bx3mDjRyDZGIcP0sXgtlKWWsLliN1WdlXck6PEEPpcmlfNXxFUtzl56lqP+TOLsZ/8hwxkRiX/8+ZqQKtKndb6fT3EkwEqTH0oNWqSVOEUdqTCqpManolDp29+7G6DIil8gxeUwMO4b59cJf4/Q70al0zEybyZNLnuS77u94ffXrzMmYgyPgYFH2It6tfxeRSES3pZu7Zt/FpdMu5cTICU6MnECr1FKSVMLdc+5me9d2DgwcoMfaw82VN/Ozc35GjDyGnT07qTfU4wg4+Nncn3Fp8aV8eOpDrpx+JRcXX8yu3l0YXUa+6fyGh+Y/xH3n3IfFZ0Gn0LE4dzGbWjaxunA1PdYedvXs4sTICWakzaBYX0x5avkPlMxnxDMlSSVIxVI+bfmUAdsAh4cPk6ROIleXy6r8VfTaejF7zJSllHFJ8SU0GBtwTbrQq/WcGDnB2qK1zM2Yy2t1r6GSqliWt4yNLRsJhoOsLVzLvr591BnquLnyZhx+B8vylhGviufk6En6bf1cWHChELQgltE20UZ6bDqJ6kRurryZJlMTaTFpSMQS0mPTGXePEwgFGHIMcXT4KAcHDhKJRJiVPguTy8RtM2+jSF+EJ+Dhg6YPWFu0lqkJUzk4cJB6Yz3xKsHO89vubxGLxQw6BPrU4DQQjoQ5ZTqFL+SjNLmUAfsA+/v3IxaJ0Sl1THgn0Gv0JKoSaTe3c9+c+6KmEWcya7st3aybvo5uSzdPL32ax5cIG+yJkRNRf/DzppzHsZFjRCIRkmKSSIsR5lrLkstQSpUcGzpGv62fjLgMcnQ5FOuLOTp8lBdXvUiLqQWlVIlr0sW5eeeSq8vl0UWPsr17O0aXkd+v/D1zM+cy4hjh6WVPc0P5Dezv38+TS5/E6rXyYdOHxMhjcAacOANOGgwNtI+3M+IcocPcwZhrjDhFHJ+3fc7O7p0MO4dpN7ejkCiIV8ULlq0+O4tyFnFJ8SW0TbRh9VrptHSSEZdBni6PeZnzOD1+GmfAidlrprqvmhh5DEtzlxIIBTA4DcQqYtnWsY0d3Tvot/WTHpvOktwlwoHH0kW3pZsDgweYkzEHT9CDWCxmTsYc4lXxvHz8ZXptvfTZ+ghFQlxUeFHU0CYYDnJ5yeUcGhQOYmqZmttn3s6XHV8yO3027kk3xfpiQpFQlCX4adVPyYjLoLqvmhZTC12WLpx+J0OOIew+O8OOYZbkLiFOEcfl0y6nxdRC+0Q7Tr+TGytujPqmnxg9wZbWLcil8h+sr7P4f4+zauofGSpTKvmw6UMcAQfBcJBifTGNxkZurLiRF897kSs/v5Lq3mqCkSDd1m6cAacg2AAhOjC5jBHHCO1mgXIUiUQcHTrKs8ufFRJdREJii91n57OWz/i642smw5OIEKGRa3h4z8OUJpeSqE5ELVdz+4zbGfcKM7KGIgMPzX+IPltfNH0JYNwzTqIqEbvfTnFiMX22Pu6fez8t4y2ck3GO0AObdDPiGCFOEYdELInOXJrcJvwhP5tOb8Iz6eGKkitYlL0oWtH9tZL5+7i85HLG3GNcMPWCH8x89ln7KE0WIvvOWBP22/p59txnqUyrpHmsmZrBGsZcY0TCEaw+K63jrahkKqw+Kx81fxStOj9o+oA4RRyNhka0Si1SsZQRxwhNxiZuqriJOkOdYMISX0AoEqJmsAaj08iwY5jylHI+vvRjnjv8HH/q+xNSkZSipCJKk0v5pPkTdvfuJkmdxBftX9A+0c7rta/jC/kQiURcW3Yt15ZdyxftX/DxqY8pTCzk8cWPs7l1MzlxOezo3sGYe4xsXTZ3zr6TZw89y+t1r7NqyipeWPkCb9S9EZ3xzdXm0mXpIkGZwAtHX+APR/+AVCwlIzaD678Q+tfvNrzLefnn0WBsIEubhd1nJxAKsKd3DyKRiH8//O+szF/JpcWXsrVtK0X6Ip7Y9wRXfn5ltIc7K31WVEE84hyhJKmEb7u/pcPcgVqm5pXzX0Gr1PLKiVfwBDzoFDpOj5/mtq9vIxwJM+oY5dTYKVJjUqNxjdV91QKjIFURK4llwDqAe9KNL+RDIVGwumA13ZZuvuz4kttm3MbCrIVs69hGrDyW+8+5n8tLLuf12tf5ou0Lvmj7ghvKb2B+5nzea3gPp19gLaxeK9s6tlGYWEhJUknUT1sj03BD+Q3s7NnJO/XvYHQaiYgi3DPnHkSIaJ9o5891fyZJk8S+/n0UJRZhcBiiIssLCi6IRnOeHD2JTqnD5DYhFUl5+sDTaJVaYuWxlCSVsKZwDVKxlNKkUp478hzF+mJmps1kxZQVpMamMuYaA+DgwEFytDnEymOZOXUmvdZebiy/UfAjD/lJViQzJ30O52Sew9v1b7Niygo+bv6YgwMHsfvt3DbztuiG+/040r+3zs7i/xxnK+N/QSRrkmkwNtBh7uDYsFBtZGuzuavqLprGmjg0eIgh5xAqiYoEVQJJ6iS8QS86hY5AOIBYLCZChEAowObWzRTri0mLTWN+1nzsfrsg+vlfVa9n0kOOLoe6kTpGXaPEymPJjMvE6DLiC/kIR8J83fk1NQM1fNv9LaXJpVxXdh3fdX9HoiqRx6of4/2m99HINLxywSucMp3i+PBxzF4z9829jw+bPuTU2CnEYjFzM+Zi9VmjpiFlKWXEK+N58+SbDDuHWZq7lEcXP8q1ZddSkFjAZGiSg4MHuaLkir97vf565nPANhCl28pSyqjKqGJp7lLsfjulyaXCzOj/UsLm6nIJhAJka7O5cvqVLMpexIBtAJvPRrY2m2xtNlqFlggR3qh7g509O4lEIvTaeum2drOpdROnxk6hkWuYnT6bjokO7qq6C7vfji/oo3W8lSZjEz3WHnK0OSikiqiBhdFljFLZ7RPtbDy9kVHnKDnaHBx+R9SSctWUVezu3c2stFmsKVrDScNJcnQ51I7WsmLKCgoSCihLLuPrzq+jFGePpQd/2M9l0y7D6rPy83k/Z9wzTrImGWfASVlyGaPOUZrGmpiXOY+Xz3+ZprEmjgwdYdg5zJ7ePWzr2Mb0pOkkxySzMHsh/fZ+7p97PxWpFezu2U23pZu5mXMpTS4lR5dDMBwkRZPCrxb9ivMLzqcqvYpB+yDNY80oZUoMLgMAQ44hYRzrxMv4Jn24J91UpFSQq8vFG/QK7RlDEya3KVrh23w2luUu44FzHqDb2k2MIobK1EqCkSBvrBbuS1ZsFqOuUW6uvJkdXTt4fPHjfNz8MVeUXIFSquTI8BEMTqGdU91XTdNYE1Pjp9Jl7YpGD4oQcXDgIF2WLpI0SWiVWrot3Xze+rmwzkLCOpOIJBQkFuAKCMpmq9eK0WUU3MekChZkL2Bp3lJOjJygILGAbe3b6Lf1M+QYoiKlgmfOfYYifREvHnsRmUiYV68drWVqwlRh5nqkDkfAQbwynpdPvIw/5Bc0DuZ2Oi2dRCIRSpJK+LLjS7xBbzRPvCCxgHvm3MNfGv/CNWXXkBmbyactnzJkH2JOxhyumn4VNp/tb66Vs9T0/znO0tQ/Ipyp2Ibtw5i9ZoYdw4gQ8cTiJzC4DLxd/zbxynhC4RBWv5VR5ygauQbPpAe1XE1qTCqToUmODx+nJKkEkUjEM+c+Q358Pp+2fEqjoZErSq7g2LAwc9ox0UHrRCu/mP8LLii4gGPDx+gwdzDhmSAQDOAJerhvzn18dsVnlCaVsql1E1afFZvPhsltommsifUz1jNgH+Cbzm9IVCVi8pgYsgu9r4+aP6LN3EZWXBaDjkESlAkkagRF8MLshXRbuqN9w+nJ0ylPKY8+JPb1C2EUqwtX/91rlhKTEo30+677u/9AZ5/B/27TXlO0hrz4vB8ov9sm2khQJqCRa3AEHOTp8ri76m7GPeMY3AYsXgvpsek8tugxpiVNo1hfzMenPkYlU3Hv3HvZ3rmdLG0WCaoEQSHsGWdx7uIoNS0VS5mmn4bD7yBWEYvD7yAYCWL2mpmdPpuZaTMJhoNsaNmA0WWMhl88ffBp9vbtxRv0kqMVxrU+aPqAT1s+BWBp3lIkSPCH/Jybdy7ugBtv0Isv6OOa0mu4rvw6KlIqcE262Ny6mWxtNs+ueBapRMjBPj//fE5PnKY8pRzvpBfvpBdP0MPS3KUcHTzKnr499Fp7OTBwgBHnCAWJBbSOt1I3Uocn6EEqlrK2aC0AA7YB3qx7k25rN3q1HqvHyrBjmDH3GBEi1I0KmdlVGVWYvWbSYoVYy7rROnQqHXfMvIMtbVswe83IJXKSYpKw++3Rw82KKSvwh/wcHjrMvv59+II+UmNSuXvO3XzW8hkTngmq+6qRS+TkaHOw++wcGzlGakwqUxOnolPqKEgs4IklTzBgG0AukXND+Q2UpZQx5BiCCJg8JsQiMc+e+ywnDCfoNHeSq8uNtoVMLhNDjiEmQ5NIpVIunHohxfpiNDINjyx8BLPXzLsN7wqHo5Cgtp4MT/Kn439iY8tGzB4zSZokXjjvBTQyDU1jTdSO1tJv76fX2otz0sk1pddg99k5MXoCf9BPqb4Uq89Kg7EB96SbXy/4Ndu7ttNmboMw5CfmM2QfYjI8Sae5k1HnKOtnrkcsFtNv68fhd1BvqI8KEs9S0/91OEtT/0jw/SSYO2fdyaB9kH878G8cGT7Ca7Wv4Zp0saZwDe82vEuECEWJRYw6RxlzjeEL+bB6rcxMm8n5U89n1DkaDYA/Q9OGwiEAvuz4MkrZrv96PXnaPB6c/yAAVq+V4sRinjvyHIFQgMfnPU77RDv/fvjfCYVDxCvieeX4KyzMXohCqqDB2IBCrODCggsZdY7iDrhRSVV82fkll266VDAfyVkStYwc94yzUL2Qb7u/5cFdDzLiGOHq0qsZc4+Rp8uLftckTVLUjOIfQVlK2f/jA+X7Rg1nPuP74enff/9T+5/iscWPIRFLeHTvo0glUvYP7KdmsIbfr/w9D+1+iDxdHleVXUWftY8d3TuYnjSdNnMbzxx8JirmWpW/imcOPkMgFMAz6eH0+GmmJ0+n2dTMU0ufIlmTjM1n48TICcSIiZHHUJBQwAVTL6B2tBZnwInJbeLcvHMZdgwzP2s+91bdy/HR4+zr3ce2jm1M008TrEADTj5t+ZRQOIROoeP4yHEy4zJJUCVg9pgJR8KYPeaoeYh30ovdZ+eNujeweC0sy1sWHafpsfZwU/lNbGnbwvqZ66NjMK0Twny7GDEaqYZPTn1CVUYV2bpszss/j89bP4+mdL3T8A5Gt5Gy5DKuKLmCmsEa2sbbiBBhR9cObD4bTr+TUCTEhHcCX9AnKNTFUoadw/z55J+Fmff5v+Srrq9QSBT4g37UcjUA7eZ2wa0qewGjjlFSNClYvVZu/+p2xlxjtI23kaJJYXnucl6tfZXW8VYeOOcBlFIl4+5xdEod/pCfGHkMESLMy5zH521CBaxVatGr9bhMLo4MHuGSkUvwB/0kqhNZP2M92zq2CQIrJeTE5RAIB5iePJ0nlzzJ+03vc3DgoGDmEfSzKGsRarmavb17iVPE0WnuRCPT4J30opKraBxr5PavbidJncTRkaOYXCYWZC0AIEsrhHVYfVbeukh4xr90/CXMPjMKiYJR5yg3f3UzABmxGSSqEylPLudA/wEWZS8iRh7DqHP0B3afZxLLvv/bP4v/fpzdjP+FcCan+EzvMy8+j8eXPM7van6HzWdjyDEUjcE747Qz4hwhGA6SFZuF3W+n1dRKrCKW1QWraTA24PQ7WZS96D8sutdrX0er1CIWiYlEhKi79Nh0RCIRw85hguEggVCAipQK2ifao+/LjMvE6rPSNt7GLxf8km3t21iau5TJ0CQVKRW83/h+dDznjBq3IKEAkUjElPgpLMtbxrdd3yJCRGFiIetnrKcspexvRtJ91fEV5+ad+196jf+RTRv4gfewXCLn0UWPMmgfpM5Qx6r8VTy+7/Gow1RGbAad5k5iFDHEK+J5cumT0f9HI9PgD/kxe830W/spTy7nqpKr+KjpIzY0b+D8qeczaB9Er9ZTmiRUPGKRmJ09O6N50edknsOYe4y1RWv5sOlDzi84n2xdNgf6D7C/fz9apRaVTMV9c+/jrbq3sAfsZMRmoJapKUsuo8PcQZOxifOnns/CooVsbdvKmHsMhVRBni6PgoQCThpO4g/6MTgFUwh/yM/BwYOYPCZOjJzg9Php4pXxXFlyJRlxGfTYevBOelkxZQWvrX6N5rFmNrduRq/W84tdv6DX2kt6XDqVqZXcWH4j7zW+x5rCNaRqUrH6rHSYO0hSCweuvPg8WsZa0Kv12Hw2MuIyUEqV3Fp5K7858BtqDbXolDqSNEm4A270Sj0SkYTjw8eZlzmPzolOOswdNBgbyNPl4Q16eWj+Qzx35DnGPeNcvlnQNijECpRS5Q/WQ/NYMzu6d9Bn6yMcDrN+5npW5a9iV88uHtr9EBafRZgr1qSgkqvos/bxbsO7rJyykgH7AD2WHkqTS7mn6h4ODhxEIpawPG8529q3UTNYw6y0WSikCkYcIySqEhlxjqBX65mfNZ8IEWxeGyeGT7CheQPT9NO4qOgiqtKqOD56nOreau6uupvKtEqe2v8Uq/JXAfB159eMucZQSVX02/tRy9QUJxajkCg4YTjBJ82fcFOFMGfvDgjpWI8tfowF2Qui66owsZCawZqzm/H/IM7S1P9C+FtJMHGKOBqNjfxk9k9oNjUzGZqkeayZCc8ENp+NBZkLsHqtuCZdhCNhYhQxAkWcUsa0pGnoVDrck+7/MDd4hrIdc48xI20GG1s28nn756THpkcD0CViCXv79lKSXMKlxZdyVelVSEQS9vXvQyPX0GvtpW60joODBwmFQ5g8JlJjUumz9WHz2YiVC7OzErGE9TPWMyN1BkeHjzJkH+K5lc9xUeFF0T7VP0o1/0/h+5T2sHOYQDDAgQHBwzo/IZ+awRr0aj2+kI/PWj7D6DZSnlJOp6WTVfmrmJowFZvPxpsn36RtvI3K1EoumHoBp8dP025uxx0QjFjilHHMTZ/LoaFDjDhHKNYX8/N5P6dtoo1sbTbBcJBZ6bMYd4+zpmgNbRNtJGuSKdIXRdOeeq29yCVySpJLCIaD9Nv6ydHm0GHuoFhfTIe5A7FYTIOhgWMjx1DLhCQlT8CDLWBjXsY8eqw9aOVaPmz+kBmpM7hz1p3s7dtLRUoFTy19ij29e6gdreW68uu4qfImypPLqe6rJkmTxKr8VXiDXr7p+IYR5wjd1m6ytdn8Yt4vaDQ2Mit9FrPSZrG5dTMd5g68QS/xynh+t/x3HB48jF6tZ1X+Kj5v/RxfyMc0/TQMTgO58bnMz57Pvr59OANO+qx97OrdRbu5HalEikwiIxwJ02fvI1mTjFwsJyUmhdqR2mif/JLiSxh2DPPOmnfwhXysK1nHew3vsb9/P4cGDzHhnWBR9iISVAnkxefxVcdXvFH7BnWGOnqtvcTKY0lUJ9Jn7+PBcx5kUc4iPm35lDpDHZFIBH/Iz5yMOdw5607qjfV81f4Vb9e/jcFloMXUwoRngqtLr6bT3MnK/JW83/g+wXCQRTmLWJy9mAMDB6hMq6Rtoo2bZ9zMk0ufpFBfiC/oE7QagzV4Jj10mjvZ1bOLPxz9A4eHhIOzTqkjLTaNUCSERqZh1D2KWqqmx9oTpbv1aj0ZcRncNvM2JGJJ1GP7+MhxJjwTZ/2n/4txlqb+keD71diZ3nGnuROjywjAupJ1vHDkBQYdgySpkzC6jPTaeknWJAsUcdDNbdNvY2fvTgoTCylMLKTH2vM3w8LPbHItphY2nt7I7LTZpEnS2Ne3jy5LFxmxGVxUeBFb27ZSEF/Arp5d1I3W8XXn16THpGPymIRxmJJ1aJVaNjRvYEf3Dor1xUKwfGKES4svpTKlku1d23mn/h2kYikHBw8yP3P+39xk/9Gq9X8C36e0W02tHOg/wK0zbmVJzhL+0vgXVFIVI84REpWJZGmzqEit4OvOr7m+/PooDR4IBShMLKTf3k+LqQWj00h+fD7BcJCH5z/M7w79jm87v+Xw4GHBy1uhZcw1xsvHX46OGvmDfhZlL6JmsIZB+yCLshfxVcdXrC1ai0gkQiVVoVPqmJc5jwumXkD7eDvpsenk6nKjYqJwJEw4EmbANsCoYxSD08CgYxCJSEJ+Qj6v173OiHOE48PHmaKbwqz0WbxR9wYOv4O2iTbu/+5+zF4z+Qn5bG7dTIuphSRNEjqFjl5rL88cfIYkTRJpsWncXHkzzx1+jgsKLmB68nRunXEr7zW8x7PLnyVVk0ppcilHh44yLWkaq/JX8XWnEBG5tX0r455x4pRxDNmHoraaxfpiXj7+MqKIiIgoQqw8FrVMzeUll2P32emz9XHvnHspSCjgwg0X8vaat7l/5/3MyZjD5SWX8+qJV8mIy0AilkSzexVSBVKxNMp2fNXxFaFIiEODh7h/7v1oZBreb3qfEyMneHHVi5yTdQ7XbrmWD059gMfvIRAO8OiiR5mZOpP7d97PocFDrPhwBe6gm0gkQrwynrKkMuRSOZ3mTjrNnSRpkqhKr0Kv0oMIwpEw9cZ6ZqbNZMQ5gkwsi7aRmseaaZ9opyKlArNXCDdpMjYRjASZnzWfVE0qALv6dvH00qeJEGF60nQer36cRE0ibea2qEdA3WgdF0y94AcJU9nabLrN3RTqC/8JK+v/vzhbGf8L4Uw1Vm+o5/3G9+mydNFkaEIhVbDp9Cb29O7B5DEhF8uFflbARYw8hqnxU7H6rEyGJ1FIFEKO7fQr6TR3UpBQQCAc+JuOOikxKawtWksgFGB713bBRpAwiapEZqbNxOAyCLGHE23UjdZxbOQYd1fdTbOpGalYyoPzHsToMnJy9CSlSaUoZUqSNcmUJ5eTGZfJjNQZnB4/zeKcxXiCHuZlzqPF1MLdc+7+l1BunlFcry5czTT9NJrGmqICr0R1Iv6gn6+7vhYsD30Wri69mvUz16OUKqOvVclUuP1uri+7HrlUzsy0mfTb+oXoPLcJm99GOBJGKpIiE8u4ZNolRIjQbe2m1dRKakwqI86RaF95ftZ8UmNS2dy6md29u7F5bZQklbByykq+6/mOza2bcQVcdFg6QAS3VN6CTCLjtOk0gXCAiChCiiYFrUJLjDSGirQKZmfMpiq9irvn3M2BgQMcHz7OgG2AlVNWckP5DbSb22kdb2XYIbQvHpj7ABavhS2tW/AGvUxLmsaKvBXUjtTiCXqIU8RRmVrJkaEjnJN5Do3GRnb37uabzm8YdYwy4Z3A7DUz5h5DJpZx+6zbWV2wmj29e5CKpUyGJrH4LNSO1tI20caoY5Snlj7FhGeCO2ffybHhY6wuWI036KXH0oPFa6HH2sOBgQM0jzWzLG8ZBwcOsiBrAds7txOvimfQPsjS3KXR9KndvbuFme+ho/hDfvb37+euqrvotHTyVv1bFCYW4g64CRPm6rKryYjNoMvcRY42B6VUiVKqZFfPLipSK+iz9eEIOPBN+ijRl6DX6Llv7n1cX349RpeRff37uKnipqjTmD8oWNVKxBIy4jLY1LqJODX0pk0AACAASURBVHkcpSmlLMldwpa2LVSmVOKadJGsSaZ2tBaH34FapqYwsZCW8Ra8QS9Wr5XT46fxTnrZ178Pg9OAZ9JDrCIWrVzL1ISpdFm6ol7UZ4SLhwcPs6dvz1n/6f8G/L3KWBSJRP6nvw8As2fPjtTV1f1TPvtfBWeq3zNiokXZi9jdu5sXj76IRq5BJRV8lZ1+pxCf5rczJ30OBYkFGJzCLONJw0lKk0tJi0nDEXDQYGigMk2gRP8RocaZ3qbdb2dW6iyOjxznwOABXlz1Iq6Ai2cOPsOMtBncPvN2Pjr1ETdX3swNX9xAJBLhg0s+IC8+j109u3i3/l1BqRlwsOmKTUjEEqr7qilMLKTL0sWGUxvI0mZxdenVP5hP/rHh+9fz2tJr2dCygRHnCDqFjtUFqzllOkV5cjmvnBCSq06MnEAhUXBjxY10THTw7OFnMTgN6JQ6ElWJPDDvAVblr2LQPsif6/4shCxI5FERltVnpdfai8vvoiK1AnfAjT/kZ3fvbh4850H67H3UjdTROtHK1ISpmD1mLp92udDDtvXjmfSwpnANVp+VGHkM9YZ6Hl/8ODu6d+AL+qgdqcU96cbsNaNT6Bh2DhOOhImVx7I0dykKqYJsbTZHh44SIcLP5v6MzLjM6L0/MXKC7V1CjOPqgtUEQgGMLiPV/dVIRVI0Mg3xqnjEETEDzgEqUiooTy5nSsIU3m14VzDakMdyx+w7aB1v5ZULXuG+HffRa+mlSF+E0+9kb/9ekjXJSEVSylLKkEvkeINesrXZbGzZyNLcpfxk9k8oSynjqf1PMSttFh80fcDzK5/H7rPz5sk3+bDpQ2amzWRxzmKsXiuvXPgKW9u28sS+J3jzojepSq/imi3XcGzkGIuyF+EMONEpddSO1JKgShAOVj4bqZpUfjbvZwDcVXUX9aP1XL3laq4ru45AKIDJbaJmsIYJzwRyiRyNXIMUKVKplPmZ83lo/kM8sf8JLF4LLr+LJblLsHqt6NV6RCIRV5RcwcenPkYmltFt7WbUOUpFSgVOv5Mv2r9Aq9CypmgNt8+8Ha1Sy6/2/Io9fXv46NKP6LH20G3pjoomf8zr8J8FkUh0MhKJzP5bfztbGf9/FGce2hcVXvSDAIKagRpydDnRxJgzoq1AKIBcIidWEctFhRdh9VrJ1mWjlqlpnWilY0IwVSjWFwtmIOZuAqEAa4rW/F3qd0vbFi4qvIgmYxP+sJ8rp1+JM+Ck09LJdeXX0WBsQClV0jbRRu1oLY3GRjrNnYy5BAu/moEatEot5+adS6wiFqlYyurC1RTpi6KjGt2WbqQSKY8vfpyleUv/5y7yPwHfv54XF1/MwYGD/GTWTzg1dgpP0MOW1i0kqhPxBIQ+YK+tl8axRja3bqbZ1IxKqqIqo4qV+StZV7KO0+OnGXWO0jjWiMktjNEsy11GKBLimrJruKb0GhZlL8LkNtE20UamNpMUTQp1hjoODR2iwdCAN+hFhIhEVSKDjkFEIhGZcZlEiNA01kR+Qj6DjsFoH/K2WbeRGiMIrbxBL86AE5vPxpLcJUxPmk4wHCReFc9PZv+EvX17uW/ufVw67VKhbWLtpcfaQ5+tj719e2k1taJVaqOUsFwq58KCCwmGgww4Bhi2C2EMg85B1DI1M9NmopFrotGNrROtZMRlMOwYZsgxxIhzhKr0Knb17iIQDtBj7WEyPMn8zPn8ZulvyIzLZEfPDgxOA3Mz57KmcA0yiYyyFMFzvWawhi/avuC8qedxoP8Ab9S+ITjBKXXMyZgjUMJjTQLDk1LOgH2Aw0OHeen4S1j9VpbmLOXpZU9j8VqIlcdi99v57fLfopFp6Lf1M+YZo8nYxKB9kNnpgj1r01gTOqWO1vFWjE6h5RSOhEmNSSVLm8XMtJlIRVL6bf28euJVmseEgJAXVr3A/Kz5fNnxJa6AC71Gz4RngmtKr0EtU3N46HDUKtfoFjy/f7f8dzy+5HHGPePs7duLwWnglOkU6bHp0Xn6Gytu/NGvw38WzvaM/wXx18ppV8DF6fHTtE60kqxOJkeXw5sXvcmx4WP85JufoJFroiKVTnMnczPm8vujv8c36SNeEc+9c+5FIpL8BzXy/w5nqvK/NPyF/f37MbqMSEQSFmYtZG3hWn6191fRXuaRoSMopUrUMjXHRo4JtoR+Z9T3eFHOoijdt65kXbSnWZJUQsz/xd57x7dZ3nv/b03LlizLQ5anvB3HsePEdjYZJIQQAmG3YaUlZaRAKaGUAoFDoaRsKKMQAoESSBoaIIkhCSRxlrOHHe+9pyzJkizJsvbvD9V6EtrzHM6vzznQ1p9/Ylv3y5EvXff9va7v9RlSBW6vO8ia/leH3q5HG6ENnv+P5cJKRVKWZS1DKBCyNHMplQOVHO0+yttL32aOdg4ne07ywNcPcGfhnRhHjBhHjMzRzsHutvPaide4JOUSlFIllbZK3j37LmtmrbmIdb+6eDX3776fVy5/hR0NO1CHBuQ5v1vwO/549o/sa93HsGuYKZopTE+YjsPjwDhiDBpYeH1ejncfRy1Xs7d1L0uzlgKw4dwGLE4LKpmKEFEIKpkq0JZ1DnP3V3czOXYyZV1l3FN0TzBbGkAj15AQnoDdZafD3EGrqZVtddu4Jf8WjnYdZUrcFErbS7kh9wa6h7sD2mO/H709YEyis+uCEYG5MbmEiEMY9Y7SY+kJeJoLxQGSmqGReSnziAmLYWfjTtRyNc8tfI6djTuDjlJjjOmxc/x+Wz99w31IRBKKE4rx+r3YnDbO9Z3j94t+j2HEwJun3qQ4sZj7pt0X9PAeY/aXNJYwaB9kb+teokOjefLgk8SExpAdk43f4EcqkhIqDuU3+35DiynAq3B5XWRHZaMMUWJ0GBELxYRJwrht8m0AbKvdhlgkJio0CpPDxOf1n/PyiZeZmTSTfE0+m6s2EyYJw2A3sCh1ESe6TzBJPYnbJt9GrjqXZ488S99wH5UDlexp3kODoYGi+KLA+X6omlh57LiU6XvGeDH+gWLsoQ3/Z5ecEZlB21AbC1IXsK1uGz/a9qNgatGAfQCPz4PFaeHmvJvZ27aX3uFeUlWprC5eTXl/OSHiEDZVbgq2vJdPWM6elj1/cwN+Xvd5MKzB4/NQHF+MfkTP/rb9PPjNg4RJwmgeauaWL27B4/OgkCq4LP0ydjfvxuf38aOiH2F32dnTsofmoWYeL32cX0z/RTC4/cKH37e1vP/qGCvCY0Sr7Ohs/nT+T9jddnY07CAnJoeSxhK6h7u5IuMKUiNTkYqlzEudx9S4qexp3hM0OemydFHWVYbT6+T2ybfj9XkRi8SUtpdypPNIsGACF9mcbqvbxm8u+Q0bKzayq2UXLUMtpKhS6Lf1UxxfzBcNXxAREoHFaSFcGs7BjoNMiplEYVwhoZJQHit9jM3Vm5mZNBORQIRMJOOp+U/x5IEnAbhEewnd5u7AztTcys6GnaSp0jjVe4q5yXNJUaUE5UN7mvew9sBa7pt2H5lRmczXzufJg08yYBvAj5+o0Cg6LZ1olVpah1o53nMcj9/DZM1kJkZP5Hj3cUyjJmLlsTQbm2k3tSMWilHJVEyKnRTYyRfe+TdWqGOLIPhbYuC5/nPY3XbOd58PMJu1c7G77AyNDvFR5Ucc6TyCy+fChw+D3UCeJu+iOdxkbGJX0y6MDiPTE6cHz9OjZdHB7GuJSIJhxMA87TwSlYkYRgzBxcH9e+7n9SWvs6VmC2VdZQCsLFjJ5urN1A0Gspt/OeOX7GnZQ8tQCz2WHlJVqfj8Pj6r/4wvm75kQswE7iq8i3xNfvDvLYgrYHfLbnY170IboaW8v5xWUyuLMxb/p8+CcfzvYbwY/0BxIXN6bJf8cdXHuLwuDrQfIFmZzImeE1TpqnB73ahCVOTEBDyff3v4t4y4A65ID8x4AIDXTr7GZemX4ff7MYwY+KTqE27Ou/lvmNTVumrePfsuk2In0WhsJC82j8/rP0ctV2MYMaCz63B4HMxOmk2VrgoBAuLl8SxMW8i2um3MTJzJkc4jbLh6A+sWrWNL1RZ+vvvnrMhbcZF5xr/rTX8h23l+ynxKmko41HkIhVSB0+MkRBzCwrSF7GjYwe2Tbw9eO2a9ebDjIM9f9jwQ2IEdbD8Y1Jfuat7FdTnX4ff7OdRxiGpdNVtrtnJedx69TY/BYeD27bfTO9zLr2b+igJNAeV95djcNpLCk+iz9hEiDsHv9weiBl3DSEVSZiXNIkwaFkxGujT1Ug53HKZ2sJZ2czsxoTFo5BrMTjNFmiIaDY0Bk5bIgEa5tKOU98rfY2LMRF5c/CK91t7g+XbFQAVioZhdzbtIU6WxpWYLHp8H/YieJZlL8Pq8uH1uZH4ZVpeVqNAowqXhbKneggABCqmCHksP+Zp8PD4P7aZ2nF4n7eZ2ttZsZUL0BNafXc/q4tXfWZ+eHpmONkKLy+uicqCSAdsADYYGzKNm9rbtJV4Rz2Xpl3FX4V2sP7ue3uFevqj/grKuMuZq56Kz63j36nf5fdnvOdsXkEAJEATO0r3hqMPUzEmew/62/USGRqK36/H5fcHFN3+l8Xh93ovuT7VcTb2hnqL4IuZo53Cm7wzZ0dlYRi3UGeqYEjeFjcs3Bne95/rPsad5D03GJpKUSWRGZSIUCDmvO8+oZ5TygXKyIrN4YMYDaCO0f1dVMY7/PYwX4x8oLnxoV+uqGbQPsrNhJ4Mjg9yYciOT4ybz3NHnGPGMkBGZgc1tIz0yHY1cw4B9gLVz1wYL3trStSilShamLkQZoqSkqYSTPSfZ37YftVzN04eeDu6Wt9Zsxelzct+0+/i46mOmJUzj90d/T70+kDokFUlpGWrBMmpBLBKzLGsZt+Tfwpun38Tv9xMTFkPX8P+RSSQoA7rkcQOBAP6ey9c7y975m7HRKDRU6gL+y/fvvp9h1zAmhwm7y872hu0sz14ekEWZO2geamZPy57g7qzL3MVHlR/x1um3UIepuT7nej6t+ZTM6EykQikDtgHu23MfycpkpGIp1+dcjzpMTa+1l31t+7C5bEyInsDyCcuJCYthesJ03jzzJqd7TzM9YTo7GnZgGjWRGJ7I1LiptJpaWVu6FpvLRre1m2HXMLFhschEMlqNrdhcgehGgF5r70XyoayoLKYnTsfhdgQXmlGhUbi8LpqNzahCVGRGBohlWpWWdlM7+9v3EymLZErcFOwuO4YRA5PUk+gd7iUqNCqQSmYfRC6WY3aY8fq8vF/+fsAy84JOzN8jSOZr8smLzSNNlcZndZ8FcpRHAznKAgQI/AKGncN4fd5gt+nbMqhGYyP3FN3DFZlXsL91P1GhUfj8PpxeJzaXjZ8V/gyf30dyRDKdlk6iQqMIEYfQZekCYErcFDZVbcLqtJIRlcGQY4hNVZu4KfcmagZrONd/jlZTK4O2QfIm5eFwO6jV1xIiCiFJmUSSMomtNVs53nOcjRUbmZU0i7/U/gWpSIrX70UilJAVlUV2TDZOj/Oi3fM4vj+MF+MfKPI1+TQZm/j5rp9T3ldOniaPwvhCImWRnOs/x9DoEDFhMTw04yH2tOwhVh7LukXr8Pq8PHvk2Yse7ud157lvWiDecIyZGy+P5/GDj1OcUMw1E64hQhbB+rPr+bz+c5KVycEdSvlAOesWrmPVzlXcXnA7LcYWlCFKZiTN4GTPSaQiKXO0c/ii/gtUMhX72/aTFJ6Ey+PiZM9Jnj70NBOiJ4yvui/Ad+kMTE+czmsnX2PtJWu5dsK1vHXmLU7ZT7GyYCUAj5U+RmF8IVdlX0W8Ip6lmUvRRgSK1aneU8Qr4um19hIqCWVb3TayorOCDNsCTQE2lw3TqIkHpz/IhooNvF/xPvO181mSsYRHSx9FPxI4P+2z9nGq7xQrJ6/kdO9prC4r6jA10xKnkavO5UDbAXx+H1a3FYA2cxu56lwK4wtJCE/gTO8ZOq2d+Py+QCegsYQmYxMxYTHsbtqNy+vizqI7WZq5lD0te5AIJWgUGuxuO33WPk70nCAqNIoIWQR2lx2tUsu6ReuIV8TzWOljhIhCEAvEPF76eCCSECGzkmYxNW4qt+TfwnPHniNWEUuiMvGi1KELj2JcPhfSISk76ncQHhKOfkQfyHp227h18q1sq92G3WVHLBQzJ3kOp3pPsSB1AR9VfsSzlz7L5urNiIQi0iLTWD4hwKfosnRR3l9OdFg005Omc6r7FN3D3UxOmEyftY96fT0ZURlIhBLMo2bCJGG8duI1lCFKZiXN4sumL2kzteH0OIkMjQweB+WqcwOhK6feJDc2lxp9DaGSUEbcIwGyWNk6bsq9iVh5LO9d9R4vn3gZv9+Pzq7j1SWvkhuTy0vHX6JlqIWb827mdN9p2k3t/yNuduP472G8GP8AMdZeLO8vRywU89T8p9CN6DjccZiZSTOJDo1ma+1WomRRdFu7kUlk5GnyAC4iBQXhhwkxEzjecxyxSMzm6s2c7j2NJkxDojKRtQfWkhCeQL0+kOF6Wfpl9A73AgHTjzRVGg63gyHHEEe6juD2uvHjRylV0mxq5ljXMdKj0pkYM5Fj3cfosfWw+OPFiISBQIKfTPnJ//YQ/tNDJpaxung12xu3U95fTnZ0Ng/MeIDe4YBd4oToCbSaWrkp9yZO957m46qP8fq8wTEviCtAHaZmUuwk9rXuIzs6m/SodPQjeoYcQyzOWMyLx17k1VOvYnVZeWB64DhjV8suxEIxsxJnoZAqqBmsweayYRwx4sdPl6WLiJAIqnXVLEhdQGF8IV2WLnQ2HXnqPFpMLTw440EEAgFvnHqDyoFKJGIJe1r2cP/0+9nXto8v6r9AI9cgFApZmrWU/W37SVGmoLPpiAuPw+P18OmNn9JkbOK98vc403sGkVAUbAFnRWXxTcs3ARmOtReRQARAZGgk8eHxhMsCrlhztHPIqsuiZaiFWHlscGzHjmI0Cg36ET0TYyZicgTSwqoGq1iYupC82Dz+XPNnNldtJj48ng1XbeB4z/GA+5e9n1ZTazCy8ML7TRuhJUoWRUljCce7j3Nl9pVclnYZo55RBh2DAf5HxwGmaKawZuYavD4vaw+uRSFRUD1Yjd1lZ0fjDmYlzeLVJa/+jS1n3WAd+hE9uepcHpr5EBsrNgadzhalLuJAxwG21mxl1dRViIQizKPmYPzi+YHzLJ+wnEcveZSXj7/MO+fewe/3o1Fo/q14Gz9UjOuMf2D4tg71rdNvkaJKQRuh5cPzHzJoH0Sr1CKTyHh41sN8UPEBLUMt/H7R74O72zGt6YWtZ8OIIZiEJBFJ+LTmU8Kl4UyNn8qu5l2MekbRhmuxe+xcln4ZLp8LESJ2Ne8KtrfGQsiPdR5DKVPSYenAOmrF4/egkqkIlYQiForpt/YTERKBVqUN+lKP3+z/PVwYRDH2dbWumsdKH+PtZW+TGJ7II/sfIU2VRpIyCZ09sFhrMbUgFAjx+X2oQ9UIBUKiw6LJiMqg09zJ6d7T5MfmkxubS52+jucWPcemyk08Me8J3j33LqHiUF46/hKholCsbmuQIW1z2WgyNiEQCEiNSEUoCIRW5MXm0TPcQ72hHpvbRqQskmHnMFanlSRlEncU3EFpRyl1+jp+OuWnNBobiZBGEB8ezxztHJqMTUhEEnY378aPnymaKXh8novOeNefXQ/A6uLVPPTNQ0GrxgRFAumR6ahCVRzvPk50aDSL0xfj9XsZ9YySHJHMgfYD9Fn7uCn3JtYtWke1rppf7/s1DYYGJqkncW/xveTG5nL79tvps/RRlFDE/LT5LMtaxsovVtIw1EBsWCwFmgJ6rD20m9tJjUhFG6HF4rRQGFfITZNuCs7tsVCQudq5XPfpdUTKIhlyDBEfHs/k2MnMSZ7Dbw//lusnXs9tk29DIVXw8N6HaTe3IxVKv9M9M/Y3ODwOwqXh/Lzo5wiFQn535HeIhWKcHmfAyzw2D6vTilquZnn2cp44+ERw7jy892Gah5p5cfGL4/fl/yL+bzrj8Z3xDwxjZK1NlZtIi0wjOyabPHUeNfoaflLwE5469BQev4c6fR0vH3+ZQfsgKaoUdjbuDBo93Fl450VkleiwaE72nMTutgfYtx4nHeYOsmOykQgl5Mfmo5ar0Y/oOdl9kqNdR4kMjcTlcRGriEUpVZITk8PSzKWUD5SjG9HRaGxEIVWgVqiZpJ5Enb4OqUjK6uLVQZP5sdb0eCH+7+NCAt/Y1yVNJcxKnkVaZBrtpnayo7NZmrmU98vfZ9A+SJWuiisyr+C2/NuoGqziN/t/g0wk4/LMyzGMGJBL5eTH5tMz3EPPcA9rZq2hpLEEgUBAu6md493Hsbvs3D/9fs73n6fF1EL/cH/Q3Wlq/FRUMhXVumqEAiGRoZE0GBowjBiYnjid8oFyQsWhDNoHubvobl6+/GWOdR3j3MA5Vhev5r3y90hQJJCdno3b5w5ao35S/QlenzdYGMZ2gTWDNbSZ2tDb9FhcFj6q/IhRzygCBIFEq7BYHj3wKHKxHKFASJOxCavLSnZUdpB8FiePw+Pz4PF5+Lzuc073nqbN1EaqKpUhxxCHOg+hVWkDRcznZG7qXOr0dQgFQsJl4VhGLUiFUsoHypkcG4iNlIgklLaXkqfO40TPCYadw3+TdgSgDlMHU8UkQgmHOw7zdcvXTE+azl2Fd/Haydco7y+nydjENROu4b5p92F323n6cIDDsbdtL8uylv1NkEu+Jp+i+CJEAhHDrmEWZyymtL0U/CBAgEQooc5Qh8VpQSFVIBAIsLvtFMYXsqdlT1C/XhhfOH5f/oAwXox/YBiTNLm8LtaVrWPAOsCBtgM4vA6mxk2lKL4Ih8dBrjoXp8fJPcX3BJ1y3j7zNkszl16kL82OzuaJg08QJ4+jz9qHz+/jquyrMNgN9Fh60EfrSY5IxuQw0ahvRCwUEyuPJT0ynT3Ne8hR53BX4V18UPEBZ/rOoFFo2HTdJrbWbEUiCjxg8jX53DvtXhRSBXta9nBD7g3jN/k/iAsJfLOTZvPh+Q853HGYVy9/9aIzPsuohfL+ckRCEW8ve5tUVWrwtdlJsznQcYDawVokQglh0jDSVGnUG+px+9zUDNYEXZ9+secXdA93s2bmGhamLaTT3Mks+Sxq9bWc6z+HVCTl5vyb+UvNX7A4LcglcpRSJYc6DzEreVbApEIeF4w43N28G71dj9PrZEXeCq7Ovpr1Z9ejVWkZcY8gl8j/Uz/ysX/3tuyl2diMx+8hXZVOy1AL01Omc6b3DM3GZo50HiFBkYDNZWPT8k3ctv02YkJjONN3JhimogpRsWbmGgrjC7nu0+tw+9zoR/Ro5BqcHieD9kG2VG8JEsjMo2b0dj1LM5cGYxbHFjK1hlrEgkDn52dTf0aTsYlVU1cFnasOdxwOqgbWlq5lsmYyAI3GRibFTsKPH5PDREZkBi+feJmyzjKiw6K5esLVPD43kDmcpExiknoSraZWihOKWZq5NHjOrrPrgmQz06iJuwvv5vljz/PIvkcYsA/w+NzH+bjqY/qG+xALxRTHF9Nn7aOiv4KKgQrWXrKWCTETGLAOMEk9iRV5K76fyT2Ov4vxYvwDwIWsznpDPe+eexePz4Nh2EB8eDw91h6Odh6lw9TBtTnXUhhfiM6uo8nYxLa6bQDo7Dr+eOaPvF/+ftDgf3ri9OBKeUnGEqbEBUIZ3F43CEAoEDLkGKLJ2BRkdY6l0EiEEpIikiiKL+KG3BvQ2XUXFfov6r/g1vxbiZXHBokx35ZijOP/P77Nuvb6vIRKQvm4+mOyo7NJUiZR1lXGtrptyCVydDYdc5LnIBVLg5rRhekLOdF7gh9N+hHX5lyLNkLLpspNwZZurb6WLnMXLp+LRWmLsLvsbKvbRq+1l5vzbiZCFsGOhh3BlK7P6j4jSZmEzW2j2dhMWXdZMPjAPGpm1dRVNA81U9JYgn4kIKV6afFL5Gvy+bDiQ4RCIfmx+VQOVKIMUTLsHCZOEYfFYcE0auLtM2+jkWvQ2XW8X/4+fdY+cmNyyYrOolJXGZjzhiYUUgUdlg42Lt/I+rPr+bT2U4wjRoriiwiXhtNj7UEmlpEemc5NuTdxQ+4NbKvdRstQCxuu2kClLiBXOq87T6WuktL2UqRCKcoQJVurt/KrWb/C6/PydcvXxCniCJWEkqZKozihGIFAwP7W/fjxkxieeJGWe6xFDXB+4DyvX/E6Do+DdWXrEAvFLEhdwIG2A6xbtI5nDj/Dj/N+zMH2gxTGFSISioLkr6cXPM1Ptv8kGFzRZGxiw7kN/Djvx0Gy5cH2g/Tb+lk7dy0H2g8A4PP5qBmsoSCugAnqCZzXnadWX0tRfBFWp5W3z74NApiimRLU/I/jh4NxO8zvGd+2vQyXhvPisRcpiCtAgACH24HOrkMsFBMnj+PqCVfTM9zDVdlXccPEG/iy6cuAxEIUQstQCz+b8jMmqieSH5vPhnMbyIzKxO1z4/a5ubPwTrKis9DZdShDlEHCjMPtwOK04Pa4sbgstJna0Nl1yMSyoLm8Rq4J7Iz/aiZf1lVGxUAFSzOXBs3kO82d9Nn6/m7oxDj++xgLoliQuoBF6Yso0BRgHjWTGZVJq6mVKZopnOg+wX3T7qO0o5RQSShT46eiDFHydcvXOL1OjnUdAwEc7DjIl41fsqtpFzkxOfTZ+gJGHfOfxOaysbFiI16fF4lIEswe/qb1GyRCCQnhCTi9TmLlsUTIIpiWOA2JSELvcC9OX2B3OSl2Emf7zpIQnkBOTA4dpg4EAgEPz36YY13H+O3h3zI/ZT5t5jYK4groHu6mfKCcI51HuCLzCt5e9jZDjiH+VPknFqUtYk/LnoDJjamNtMg0Xr38VUrbSmkzBxjGraZWWodaqdZVA3Cg/QDmUTO1hlq0Si0KSYB5fKLnBCKBiD9V/gmTw0RaZBpDjiFq9bW4vW46zB2MekaJ+36GoAAAIABJREFUDI0kJiwGt89Nr62XT6o+ocvchVgkJlWVCgKYGj+VXmsvI54RqgcDgRPTE6cHP6+xcTeOGPng/Afsb9tP9WA10xOnExUaxYyEGZztP0tUaBSvnXiN6NBo2sxtpKnS6DB3kBmVyZaaLSQqEinrLgsyzJuMTXj9XrKisyjvLycnJoeMqAw+qPiAZdnLiFPE8Vn9Z2yp3YJYKCZcGs6waxjLqAUILLqnxE1hy41buDX/VhalLxoPgPieMG6H+QPGt20vl2YtZXPVZnY07CBXnYthxMCIawSP38PgyCDvlb/HO8veCZ4benweHpzxIKt3raYovojdLbvJicnB6DCSGZnJF/Vf8MS8J9has5VjXceYmTQzuLtIVCZytOsoQoEQqUiKSqYiQZTAqGcUu9NOeEg4o55RNlVuwuVxsSh90UW2gWNyC6/P+53MFMbxj2FsJ7OubB1x8jhCxCEUJRSRG5vLnYV38vqp18mIzEAj19Ay1MKp3lPkqnNpMjShlClRSBTEK+NpNDTyy5m/ZF7qPKp11UhEEibGTKTb0k1ieCJGh5Ef5/6Ydks7eruefms/erue8wPn8fl8aBQatBFaiuKLqNBVYHQYkYqkPHvps9jddv5w6g/M0c5hZ+NO8t7JQyqSEiIKQR2mZmr8VA62HyQxPBEAc6QZ86iZOn0d7eZ2HpzxIN+0fhNocbuduHwuKnWVvHriVQQCQSCbN0QeTL7S2QILy1nJs0hTpTHqGcXsNHN+4DyL0xcTJgnjpeMvUaGrQBuuxTBiCHpfNxgacPvcJIYnEhMWExiD4W6iZdEoJAp+OuWnlDSWkBWVxba6bWRHZdNt7kaEiAZDA/3W/os+ny5LFz3DPVTqKlmUtigQnRlbwNbareSqA5IinV3HBxUfsCB1AWtmrmFv217Wn13PTbk38XHVx3SaO3mm7BnuKryLr1u+ptfaS5+1j6yoLKYlTONEzwneOPUGBXEFdJg7eKz0MaJCowILNYeZXmsvhzsOEyIJAT9kRWXRYm65KAN9HD9MjBfj7xkX2l6OYWbyTKoGq4hXxJMemc7KySs53HmYl0+8TJWuKihlOdF9ArvLTr+1H51NxxNzn8DhcbCjcQebqzaTpkrD6/cGz5R/d+R3DNoHGbQPkqxMRiQUIRaIg7GIGrmGNbPWcLLnJBvLN9JkbOK1Ja9xa/6tbK/fznPHnuPJeU/+XU/ffzdby+8L+Zp8JsZMDDKtq3XVlDSWsCxrGYc6DvHi8RcDoRN/7WYsyVzCxJiJ1BvqKW0rpc8UOE+8Nf9WILAYLIov4njPcawuK+mR6cQp4vii4QtmJM3A5/eRFJFEpa4Sp8dJSkQKLp+LcGk4ERERjHpHaRlqYcA+wMdVH5MZncnV2VezsWIjU+Om8u7V76KN0LKubB2lbaXMZjYvLn6RtMg0HtzzIHNT5tJmagse08gT5JT3lzMxZiI91h68Xi8D1gHMkWY0cg2NhkasTisysQy5RM78lPkggChZFPWGetJUaWRFZjFXO5ePqz9mQvQEHF4Hfr+fG3JvoMHQwKOljyKXyLGMWhAg4I2lb5AVlcWWmi1EhUZR0V/BE/OeYI52DrWDtexr20eCMoHP6j5jfup8wqXhpESksLFiI+ZRczABaczG9PFLHicyNJJPqj6hcagRZYiSnY07WZa1jKnCqdxZeCc2l41dzbtYPmE5fr+fd86+g9PjJEIWQag4lPL+cva17mPNrDWc7TvLlVlX0mRsQhOm4bO6z5idPJu0yLRAhOZwL4vSFtFgaOBU7ylUMhU35d5Evjqf9yvex+fz0T3c/T3P3HH8Vxgvxt8zxoz3283twaImFAgxOUwMjQzx2NzHEAlF2Fw2bs67mTdPvckTB57g9oLbeW7Rc5Q0lfDOuXeIDI1EZ9cF4uYEQpIikjA7zbi9btpN7WREZiBAgM6uQy1Xo5arCZOEMWgfJCcmh8vSLyMnJodWU8BL2OAwMDt5NndMvQOAGyfdGMzDHSvu/862lt8nLmRaj43/lpot2F12psRNYZJ6Eqf7TrP+yvVIxVJKGku4Luc6bsm7hTtK7gi4eNVv58ZJN9JkaMLpceL2uNFGaJGKpDw1/ymeO/oca+euZfmfl3PthGvZXLWZCFkEr1z+CkKhkJeOv0SELIJRzyiZkZlMjp2MXCpHb9djFBjpt/bz1pVvBTs+1+Vcx8mekxzsOMjTC56m3dROr7WXgrgCMqMyg3P/D6f+gEgoIk4RR8VABcoQJW6vm+2N2wmThAV35Tfn38zspNmsPbgWnU1Ht6Wb6LBoGowN3FN0D/mafPR2PSsLVgZczmzv8E3rN8TKY4mWRZMSmcLe1r1o5BqSlEmkRabh9/tZXbyan2z/CVWDVRzsOIhKpgrIBEPVCBESERJBg6GB5xc9z+aazXRaOrl/9/0oQhSkR6ZTr69nd8tuQsWhQZlRSkQKhzoOIRaKOd59nPjweOanzCdJmcRjpY8xYB1g1DNKgaYAnU2HUCjkZPdJXF4XXzV+xfW51zPsHGZq3FSeP/Y8YqGYL5u+5K7Cu7g843KOdR3jzdNv0mpqBQj8HrsOk8NEmDSMmLAY9CPjXI4fOsaL8fcMjVzDe+Xv8eCMB5k5dSYne07yh1N/CGTA9gZaUtkx2WRHZ9NgaCBZmUx4SDi3T74dbYSWfls/H53/iMyoTB7e9zACBEhFUpKUSRw1HqUooYj3y9+nrLMMo8PIc4ueY2XBSrosXXxY8SFt5jY6zB2oZCpaTa2c7DmJzq4L6FNDo6nWVQcsFi1dTI2fyvb67d/3kP3b40KmtTZCi0KqICIkgucve56yrsBZY83umqArVHZ0NuvK1qGRazA5TCzNXMpzx57jm9ZvsLqtJIYn0mHp4O6iAIdjc/Vm6g31/Grvr+i0dPJR5UeIhCIiJBE88PUDFGgKGHGPIBQIMTvNXJ5+OdMTp7Otbhs6mw65VI5KpuLyjMsvIicmhCdwuvc0P/rsR0hFUkbcI7xw9AUyozPx+X0opUr2te/jhUUvsLJgJZd8cAn1hnpkEhnh0nDum3Yfe1v30mnppGawBsOIgSmaKYQkBuRD1+VcxzOHn6FioIIdjTs43HGYmsEaLk27NLBo8YPVZaXf3k+4LJyihCKmJUyjrKssINOTq9FGaAmXhbMsaxlpkWlU66o503uGNlMbIqGIfW370IRp6BzuZHbybOoG6yiMK0QsErM8ezmHOw7Tb+1nzcw19Nv6+aDiAwwOAz58XKK9JKg3/qTqEwCeW/QcdYN1/PHMH6nT1+H0OgOWpfYBxEIxdfo6HFUOHr3kUQ50HAgUc0U8dxXeFSSPzdHOYcO5DfRae4kOi8blcyGXyLG6rFw/8XpeOPYCyhDl9zNZx/GdMU7g+p5xqOMQi9IW0TTUxKbKTRzpOkKIOIQB+wC56lxSVCmMuEdoN7fTZ+2jerAajULDgG2AY93HcPlchIhC6LR00m/tx+v3IhQK8fg8hEnCAsxQv5cafQ0KiQKVTEWDsYF4RTzFCcXsbt4dfP1s71lq9bVBH90xZutYfJ4yRMmAfYAbc2/8voft3xoahQa5RE5peylft3xNn62PBakLyNfks7t5N1dPuJp6Qz3Vg9XUG+r5rO4zqgeraTe3IxAE2PVF8UUYHUbaTe1U6aq4MutKQkQhWEYtbKzYyJKMJahkKsyjZso6y5idPJvrJl5H61ArtYZarE4rOrsOj89Do6GRb1q+IUIWwTU516AMUTI0MoTdbad1qDVIToySRbGvbR8tQy24vW48Pg/DruFgoXN6nYSKQ5GIJFQMVOD1e7ku5zr6rf1YRi2BVvpfTSwemvkQLUMtNBmbKO8vp93UHgiUEMt49+y7VAxUoJAoghnRRoeR5qFmVk1Zxa9m/QrzqJk+ax9XZ1/N2f6zDNoHWZC6AIfHQZ+1j57hHjRyDfva9hErj+V4z3HuKbqH7Ohsrsy6kjdOv0FxQjENxgbWzFzDvrZ97GvbR5g0jBp9DecHzqOQKkhXpVPSVMI9RffQZGyiw9zB7ubddA13ES4NZ452Di8df4m82DzKusooji9mVvIszE4zHq+HjMgMWs0B6RSA1WmlKKGIh2c/HDwH7jR38k3rN1hGLeTH5mN328mMykQukfNl45cYHUauzLyS5ROWf5/Tdhz83wlc48X4e8aH5z9ELBRTO1iLfkTPHVPuYM3MNRzvOo7OrkMilHBp6qX0DPfg8rrw+X3cnH8zYqGYK7Ou5Krsq5CKpOxv3c/s5MB5nEAgoMnQhFgkpqyzjFp9Lb3DvcxLmcddhXeRHZ3N1y1f4/f7Odl3krzYPEZcI3QNdxEiDmFeyjyECKk31FOjr+Fwx2GyY7I50nmEFXkryFXnft/D9m+PC5nW0xKnBdmxdfo6YuWxZEdns7dlL9sbtiMVSrG5bRRoCiiOL0YboWV3826yorNYkrmEpVlL6bf1803rN+xt3UuIKISh0SEAjA4jIeIQpCIpnZZOFqUvotfaS6e5kx5rD1anFalYysykmUSFRvFZ3WcIEKAKVfFJ9SdckXkF81Lm0WXp4s81f2bIMURxQjFFCUWc6T9DpCySqfFTGXYO025qJ04RR62+llh5LDKxjGPdx+iz9fH+1e8TIgokSjm9Ts7rzmN327G5bOSqc3ly3pM0Ghv5tOZTVDIVC9MWIhQK6TB3kK/JZ37KfNRyNSWNJZzuO02frQ+dTceXzV9ic9n4efHPUYYoWX92PUKBkB5rD181fcXB9oNB6Vf1YDUNxgZsbhtd5i4Odx6m39bP6d7TNBgakIqlLElfgtFh5ED7AZqHmnH5XAy7hnnsksdoNjYTGRrJfdPuY0/LHs4PnMfldQX/P5FQhNfvJUedw235twUXJAKBAJlYxoBtgDum3kGHuYN4RTxJyiQ6zZ2UNJags+tIj0zHMGJAIVVgHDFSM1hDi6mForgifrvgt+MM6h8A/mE2tUAguAJ4HRAB7/v9/uf/k+tuAD4Dpvn9/nGvy/8C1bpq9HY9kycFzAEmx06mYqACgNna2aSp0nj91Ov8pvQ3qOVqZifNZmnWUrZUb8HqsrLh3AYWpC5AIVWQFZ1Fn7WPNd+sIS82j9nJs1mauZSnDj8FQHx4PH3WPjZVbmJlwUomaybz9OGnkQqlxMpjeXzu4/xk+09YmL6QQdsgMYoYosOiEQqFHO8+zo76HdxWcFvwvHgcP0xc2MKOU8QRHhJOn62PS1MvZXXxanqGe9hYvpGCuAJy1bmkqdJ45sgzDNoG0aq0ZERm8OicR2kxtQQf9qmqVPa27qUooYgdjTtoNDbi8DiIkkUxK2kWA/YBjA4js5JnIZfKaTe38+cb/kzxe8XsatrFmb4z5MXmIRaKKYwrJDI0Eo1Cw4yEGaRGpjI0MsTw6DAJigSqdFVY3VYOdRwiV52L2+dGKpSyq3kXncOd/OGKPxAhi2BPyx56h3uRiCTsag5kB0fJohAJRcxMmskfl/2RFZ+t4N1l75IQnsAvv/4lz1/2PL8v+z1nes9we8HtDDmGKO8vx+11s6F8A26vm05zJ7mxueSqc8mIDMiHpCIpBXEFnOs/R4OhgTO9Z9CEadAoNOTE5HCi5wSL0hZxtPsoFqeF6YnTqdZVI5fIWZC6AKFASElTSTCTeEr8FBamLcTkMJGoTCRRmcimyk1MiZtCaXspBruBzKhMpsZPZVvtNlIiUrC6rISJw5CJZcxKnsWbp9/ki/ovyIzOJDs6m6NdR7k1/1ZG3CO8V/4ebaY2IHB+/PrS18e5Hf8E+C+LsUAgEAF/BBYDPcAZgUBQ4vf76751XTjwS+DU/8Qb/VdEWVcZq6auomKggnZzO3cXBjoFb55+k/+Y/x/kqnM53XsagCfmPUGdvo5Pqj4JMl6/bvmadnM7cfI4MqMyMY+aiQ6NRiwSc0veLZR1lQXSZ1w2rsy6kvMD54mVx/LA1w8w4h6h29LNi4tfpGawhrN9Z6k31OPyurC6rUzVTKXD3MGjlzyKQCDgraVvBQ0NxvHDxYVmISd6TgRJWW8sfQORUMThzsMoQ5QUJhRSN1hHt6WbEGEIV2VfxS+m/4Kf7vwpzx17jghZBP3D/cxKnsWNE2+k09KJUCCk29KNwC8gJzqHYdcwhhED0xKm4XA72Fy9mS3XbWH1rtX0WnvJVeeyJGMJ37R+Q42uhiNdRwgVhxImCcOHj6GRIaLDojnSdYSo0CisLitDo0NkR2XzwuIXePH4i0iFUt644g06hzvJ0+QRIYtAG6GlZrCGdlM7M5Nm4vF6AjacI4NIhBJqBmuo1lWjs+mYmTQzEE0oCIxNqCQUk9OEyWEiKzqLKzKv4ETPCfqt/ZhHzUEW9ZhU79K0S3np2Et0Wjp5ZsEzHOw4yPn+8xzvPk6oNJT48PjgAuS6nOvYUrOFxWmLuSztMk72neSZw88wJ3kOe1v2Mlc7l+iwaNpN7cEUqCZjEz8t+Cl/PP1HGvQNeLwetjdsZ3fLbrQRWpQhSqYlTiNMEkaoOBTDiIET3SdIUiYhl8oxjhgRCoSsyFtBk7GJ5ROWs+uWXRdJDccL8T8HvsvOeDrQ4vf72wAEAsFW4Bqg7lvX/Q54Afj1/9N3+C8MvV3PPUX3kKRMYl3ZOh7Z9wiZ0Zmow9QXZYz2DvfywJ4HONx5GJfXxeL0xWgUmoC0QR5Hi6kFkVBEz3APV2ZeyfPHnufLxi/pHu5mXso8+q39/Cj3R1QPVqOSqZiROAOBQIDT4+SG3Bso7y/n9VOvk6JKoTihGKvbikKiYNQ7ygtHX2Be6rzx8PF/IlzIck9TpfFBxQcc6zrGHO0czvWdo3u4m1BJKEe6jpCqSiVBmYBKpsLhcTBJPYlGYyN+v5/JcZPx+Dw8W/Ys0xKmYXFaaBlqQS6V8/7V7/PogUexu+yMekbptfais+noGe5BLpVT0ljC9MTplDSW4Pf7yUjIYNQzyrm+c7h9biRCCQB7mvfQaelkfup8flrwUx4tfRTDiIFPaz9l1DOKIkTBhJgJnO0/S15sHo/sewSFVEGlrpIERQJba7fyyOxHWFmwkmNdx7hj5x2MeEbY3rAdtVzN9vrt1OprSVAk8PaZt9nbupd4RTw/K/wZEFgQmx1mdjXvYmHqQuZo51wUh7ireRcevweRQMTOhp00DTVxX/F96Ow6REIRicpEQsWhnOw5icVpIVwSjsPjoHqwGoFfwIzEGUzWTGa/bT9PHnySyZrJCAVCbpt8Gz3DPXxU+RE7G3cSr4inerCa9Mh0hhxDuL1uanW1pEelB8/ypXIpt0++nVvybmFLzRYiQiIuKrbjUsN/bnyXYpwIXChS6wFmXHiBQCAoBJL9fv8ugUAwXoy/I8YkKvma/KCt3eTYQMt6zH/Y6/dyoP0A+hE9MWExpEakYhgx8IeTf+DBmQ9y59Q7+fW+X9NkbCJJmcTult0MOYbQKDRsvHoj4SHhPHvkWbbWbiVNlUbzUDMJ4Qn0Dvde5E2rs+l49JJHaTQ0Umeow+q0IkBAn62PFXkr/n404zh+0JirncuB9gNcmnYpb5x6gw/Pf8iJnhOkqdKIDotmrnYuEpGEZkMzBpmBsq4yfj3717xy4hW+bv0agJlJM/H5fahkKj6tDSR9aSO0wfSiBkMD5/rOBVrKXjf3fHUPl6ZdysK0hUFDm7fOvEW3pTsYb6iSqTA7zLSZ2giThKGN0HK69zQ+n4/ZybOJV8QTGRpJVGgUR7uO8rOSQOEc6/DsatqFzWXjTP8ZfD4fXZYuvqj/IsA89jjwjfj4svFLUiNT+e2R35KmTGNi7ERsThvDzmGyIrP41Te/IkwaRmF8IfoRPRanhePdx3lgzwMsTFuIzq5DZ9NxpOsIQoGQVy9/lZO9J2k2NXNu4Bx5sXmUtpcGcqSVWn6z/zfYXDauyLyCMEkYQqEQy6glSKIrjCtkyDHEr2f/Ohji0mRsYu3ctUEv65iwGGr0NQw7h3H73AgFQmoGa5iknkR8eDyJysSAFMo2gGHEwL3T7qWsq+wiT+/x4vvPi39Y2iQQCITAq8BPv8O1dwN3A2i12v/i6n9tVOuq6R3u5d5d9zIreRbLs5eTHZ3Nm6ffDGqNk5RJbK3ZysykmSxKW8T6c+s513+OyNBIZiQG1kNjcoZZYbNwepw0GZt4ePbDfFr7KWHSMM71n+OSlEv4sOJDBAIBfr+fFXkrWDV1FU3GJqp11YF0G0Uc3cPd2Fw2pCJpIDbR5yUhPAGFVDHurvVPiLEHc1lXGbGKWIYcQ4RJwkAAs5JmBS0lI8MiaTY2IxFJ8Hr/uviz69EqtUyMmYjf7+epBU+xt20vMpEMq8vK04ef5qFZD5EYnsgrJ1+h09JJiiqFwrhCHp/7ONoILRsrNpISkcKMxBm8suQVREIRq79aTVlXGYtSF+HwOBi0DxIhi6DX2ot+RE+yMhm7y05ZZxlT4wPBKBKhhJO9JzndezoYWCGoCczlYecwLUMtbK3ZSnFCMSsnr6TB2BBYPIaquST5kmDGtlggZnbybIrji6kdrKXB0EBhfCEdpg4iQiKwuqxsrNjIluotLM5YzJKMJXi8HpweJ88ceYbLMy5n1ZRV9Az3BMey29JN81Az1+Zcy8aKjXxR/wUOtyMgMRRLKYwrRC1XkxmVycmek3+zcwVYW7qWv9T+hVsn38r1uddTo6sBAVyTfQ0P73+YBGUCp3pOUaevY83MNWjkGtafW8++1n1IRdKgCc84/rnxXYpxL5B8wfdJf/3ZGMKBPOCQQCAAiANKBALB8m+TuPx+/wZgAwTyjP+B9/1Pjc/rPmdrzVYSwxNJCE/gzzV/5sVjLyIVSdFGaFHJVOjteo50HiFEFIIyRMnSrKWkqFJ46/RblLaXEh4SToO+gQHbAE6Pk5vzbmZn407UYWrsbjt2t51XTryCXCLH6/OiDlPzwuIXKOsqIyIkgiRlEjkxOexp2YNarmayZjI+n49fz/l1MFDg5eMvEx0WHQgdGG95/VPi27ulpw89zTUTruF4z3HqButoHmomVZWKWWjm87rP0Y/oiZXHcnfR3bi9bt489SbZ0dm0m9pRhahIj0zn2pxree/cezx+4HFsLhthkjAen/s4D8166KJW6YBtgCUZSwgRhwRNShLCEwK8hRkPEB4SzpneMyQrk/H6vPRYe5AMSkiPSsfitATzt1fkrcDmthErj+VM7xnO9Z9DFaKiSl+FRCjBh497i+/lcOdhJsRMoNXUyrqF62g3t3PvtHt5+tDTRIdFsyxrGTaXjddOvsaxnmMIEPDmqTeDCVR2d6DlnqBI4GjXUc70nKEgvoDFGYv5vO5zmo3NbDi3AYvTQr+1nwnRE3j77NtEhUaRF5vHrfm38lHlR/j9fq7Kvop52nn8pe4vKKQBSaHFabnos2kyNtEz3EOIOITbJt/GpamX8ubpN1k1dRU5MTl8XPUxs5Nmo7PpONl7ksvSLuNQ5yHsLjurpq6ibrCOF0+8+L89pcbxP4TvUozPAFkCgSCNQBFeAdwy9qLf77cAMWPfCwSCQ8DD42zqv49qXTVba7byi+m/QBmi5JF9j2BymJiZNJNRzygjrhHO9J3Bj58Ocwdmh5kGQwMWp4Xs6GyyogM+uX+u/jOhklCWZS3jiswrKGkKSDbCpeFkRGbw9pVv80nVJ9TqaxEJRHRYOljz9RriwuMQCUVsqtrEtPhpdFu7WTVlFZ3STnR2HR9VfsTQyBDNpmZmJM5gzaw140X4XwhquZoIWcRFlqbrytZRoavA6XGSp87jvun3YR41EyIO4UTPCXY27qTf3k+qKhW3181XTV8x4hnh1vxbEQvFLExbGOyyjBX/sXn+xqk3SI9Mp8PUwVXZV2F1WvF4PLxx6g0UIQpuzr+ZT6o+IS82D4VUgUQk4VzfOVQyFbOTZyMVSdlas5UWYws3TbwJnU1HnaGOZGUyyeHJlA+U02HpwOa0MeIZQdAsYEXeCi7PuJxnjzwLQM9wD5urN/NZ3WfIxDJkIhlyqZxkZTIV/RX4/D4iZBEUxRfxVctXRMmjsLltaFVaCuMLWZ69nA8rPmRjxUbCJGGoQlRMT5yO3q7H7/eTF5vHXO1cDCMGJqkn4fA40Nl09Np6eWD6A+xv38+Wqi04vI5AW/uvbepH9j3CqqmrON17mmsmXMPhzsMopAqah5rJisriRPcJ7iy8k5M9J/H7/VhHrTQbmxmwDQQCK9wjjHpGv8/pNI7/h/gvi7Hf7/cIBIL7gW8ISJs+8Pv9tQKB4BngrN/vL/mffpP/SthasxWDw0Bpeymnek/Rampl7SVr8Qv8bG/YzoSYCcEbblLsJE73nKbJ2IRp1IQ2Qku3pZtIWSQpESncXnA7dfq6oK3fukvX0W/r573y97gs/TL8fj/dlm5G3aPEymMJk4SREZlBWWcZLp+LTksnEbIIeoZ7AuHw/eWc6TsDfiiMKwxms47jXwd/z73L6/PywfIPePHYi7y8+GVO9Z2i09xJg7GB+SnzOSY8RsmKErosXaw/u55KXSU50TlkRWcFg+/HuixjhfhA+wHuLLwTy6iFkqYS9rbspWqwivTIdHLUOTQYGhh2DjNgG2DIMUTXcBdx8jhyonMwOUxIxVJGPaNIRVIqdZVEyCLYWruVBkMDfr+fI11HGB4dDrSZzR10WbqYHDeZ/5j/HxeRHz+v+5w2UxsJigSeuOQJvmr+ivL+cpRSJXKJHD9+ihKKcHqcRIZGkqBIYFnmMj6u+hi7286O+h18XPkxhhED10y4hhV5K3jy4JO4vW6kIik1gzWsnLySbXXbONB2gDxNHnmxeWREZtBubud032kajY1YnBaumnDVRVnjieGJtJpagwukhWkLOdZ9jC3VWzCPmimML6S8vzwYyCKVSBmwDZCkTMLutjMzcSYd5o7gImgc/9z4TmfGfr9/N7D7Wz/7j//k2gX/+Nv610S1rppxzglQAAAgAElEQVTy/nIWpCzg1vxbOdJ5BI/fw4zEGTx95GkaDY20m9oxO8y0mlsRCURIhBJCxCHIxDKqddUIhULkEjlXTbgKh8fB4Y7DjHhGmJcyj+M9x5mrnctdhXfxxMEnmJs8F7FIzKMz/z/27jw+yvpa/PhnZjJ7MpN9soeEJISQsIRACJCwiChiccEFcWndqqWCWqut2ltbK0rRWkVELFZRlFKpoChGg7IFCFkIZCN7Jpmsk8kkM0kmmZnM8vsjzVz11/Z6b7W0+Lz/4fUikEye5JnzfM/3e875OU39Tegteo62HuWHmT+koKWAyUGTqeurG09DWvRsvGTjhb5Egm/ZV+ckT/QpXz55OW9WvIltzMa6Oetwe9ys2rOKuVFz6Rzq9J0wvjfrXu7Lv8+3Bwzjv9fH2o7xStkr/PHsH+mz9ZGhyyBGE8PqtNXMjJzJrdNvJb8p/0sr8ns/upePGj5ictBkViStIDc+l6KOIsQiMX74+dq+DowO4PF6KDQUMuQcQumnRISI9PB0lk9ezrBjmJdKXyJQHkhaWJrv8OPShKVsLNzIE4uewDRi4tXyV2kfbGdO1BxOtZ+iZaAFpVRJk7kJp8fJlJAp3JRxE29WvInb68Y+asftdbMyeSXH244Tr43nzYo3GXQMsnjSYtamr+WGv9zA1tKtaOVa+u391JvrkYgktFvbuTfrXtweN4OOQVotraxK+XIHrKSQpPGxp7Pu9D0g3Tb9NraVbsPlcRGsDObF4heRSWRo5VpOd5wmJyaHH83+Ea+ceYXTnae5K/OuLx3iEvznEnpT/4tMpAPtbju9tl6ePvE0nUOdiLwibvzLjdhcNuZGz6XN0oZx2IhrzMXMiJmkBKdQ3FU8PlEnOJGlCUuxj9lR+Cl8q5x5wfP4/eW/99UWLopfhBgxSSFJnGw/ycHGgyj8FMQExHC89TgfN33M6Ngod8y6g50VO2keaMY8Yr7Ql0jwL/LVfeRtpdswWA1cn3Y9LxS/AIx3+Oof6WdPzR5umX6L799a7VbaLG08VPAQKSEp6NQ6OgY7GHQM4ify45GcR3j93OvjwyWq3gFgddrqv1kap5KqmBQ4iZ1X7fRtnRiHjVgdVhbELuD6tOspaCmg2dJMkDyIrqEu0nXpdA52cnPGzdT21dI+2E5TfxOzI2dz3HCcZW8tQ+evG59apMugeaCZg40Hx08p2wcZdAxiGjEx5BxiVsQs6vrqaOxvxOF28FblWyQGJmJz2hhxjeAn9kMmkXFF0hWYRkxE+EfwfsP7BCuDGR0bZXf1btQyNYlBidSb68mMzCTSPxK7y87A6ADPnnyWGlMNcomcBbEL0Cq0vu+9ylhFramWo61HCVYGMzV0qm8SW4wmhu6hbt6ufBu5n5yfzf8Ziyct5qo9V1HTW8M1e68hwj+CxxY+xtWpV/vS8YL/bEIw/heoMlbxduXbGIeNpISkUGGsoNfWy6hrFJvThsVuITEwEblYjt6ix4uXEGUIDeYGRsZGeHTho+yvG59aYxw2MjtqNiabiUJDIVNDp+J0O3n1zKuYbCZEIhGbTmzC7XEzPXw635/5fdRSNS8Vv8RJw0lEItH4ykIkYkf5DvQWPRXGCubHzL/Ql0lwgXwxde32utl8ajP1ffVIJVJunXGrr+talbGKfXX7WBS/iHhtPOlh6Wwp2cLK5JW8UvYKc6LmUGeu8/WWfiD7AbaVbSMlJIXtZds51naMks4SZkbMBGBa2DSUUiVbSrZQZayix9aDx+PBNGJizDPme2A4232Ww/rDjHnG+OGsH/LQoYfYVbGLzKhMghRBNJmbUEgVOFwOlFIlIcoQX7OcYccwPcM9vHjZiwA8W/QspZ2lRPpHEiAPwOlxEqwMZnr4dNqt7TQNNOH1ekkMTiQvLo9gVTBnes5gtVvZdHITDrcDlVTFKcMpIrWRPLHoCc6bzlPaVUp2dDZr0tewp3oPp3pPYRox+VLbgO8aW+1W9tXuI0QVwq8W/4ravlpeP/s6mZGZbL50Mxm6DLaVbqOpv4mf5vzU10fghmk30GpppaSzhJ1X7fxSOl7wn0/oTf0vsKV4C1KJlMnBk7l39r2UdZXROdSJv9SfGE0MvbZeRlwjNPU34fa4UcvUpIam0j/Sj9Vppbm/GduYDaPNSKullaUJS/GT+NHY3+ir17wh7QZuSr8JkUjE74p+xw3TbmDIOURycDIlnSUM2Aeo7aslNSQVq8OKRqGhd7iXnJic8bGKqjAi/COE/rXfQV8cPNFmaWNmxEweWfAI16ddT3N/Mzq1Do1cwx/K/4DH4+H7M79PYlAiZd1lFLYV0tTfRPdwN6997zWunno1QfIgXj3zKrmxueyu3s3hlsOc6znH0oSl3JxxM13DXRxtPcrk4MnEamPJb8z39bfutfVisVsYGhvC6/XSaG5k1DWKRq7B4rBwtvssw2PDaOQavHhxuV2U95TjL/NnZfJKnlzyJI3mxvH+0K2Hx+vyR/uYFTGLaeHTcIw5ONh4ELVUTY2pBi9e7ph1B9MjphOoCMRP4kegIpCpYVNJDE4kJyaHRnMj8YHxzImcQ1l3GeYRM06Pk1Upq8iNy+XF4hcxj5pxuB0sn7ycmzJu4tbpt2IeMfPk0ifR+eu+dI23n9lOnDaO1VNXsyRhCYsmLWJB7ALKu8sZsA/wcePHHG07Sp+tD41CQ5u1jY8aPsJoM1LcWYxWoeXRhY/6+lIvnrRYuG//Q/yj3tQir/fCVBhlZWV5y8q+GweuV76zkhcvf5FR1yiH9Yd5v/59HlvwGE+ffJq5UXP5sOFDvHixjFq4duq1AHQNdVHYVji+kpUqCVYG43Q7iQ6IBiA5OJkWSwsjYyPEaeN8e0wR/hF82PAh35/xfRbFL2JP9R6OtR1jYHSAIecQAfIA+kf6SQpOIkQZgmHQwOO5j5MZmfmlPT2BAPjSCMSSrhI2LtnIzMiZvo9vLdnKe7XvoZaqeWT+I+RNykM/oOe5U89R2lVKfV89s6Nm89C8h0gLT+NA/QFSQlJ4ufRl4rXxNJob6bf3syB2ARa7hbKuMqIConwBb+mkpVSZqsiKzGJezDz+WP5HxGIxo85R6vvrcXlcjLnHSA1NZfuV232rxTcr3mR31W6WJizF5XFxumN8PnBCYAIahYb0sHSOth4lJSSFEFUIFT0V4y0zwzP4rOUz5kbNJUAegFwixzRiQiaR+QY72F127pt7H+/WvIvdbafP1seqKas43XkahURBZmQmC+MWcsJwAoBzxnPghZkRM8mMzOT1c68Tq4nFYrf4yqLCVGG8fvZ1tq3cRpw2jg35G8hvyic7OpvfLPkNMP5Qf8JwgnD/cHJicghTh/kO0An+M4hEojNerzfrb31MSFP/K4jG/5i4aXaU7+Ctyrcw2UzcMv0W5kbP5fHDj+PFy8LYhTx/+nn0Fj2BikAClYF0DXXhcDmYrps+/nTvcrAmfQ1vV77N6Y7T/Ffef9FobmRb6TYqeyoJVgRzuv009829j0JDIbuu2cWLp18kKSSJRfGL2JC/AaVUybLJyzjfe57Vaatxe9xCu0vB/+eL+8vbSrd9ad8TYHLQZHqHe1mXtY7fn/493UPddAx1kBmRyXu177EwbiFZUVlcnnw5ErGEVVNWsePMDqx2KwV9BTjdTsJUYXi9XkbGRnhyyZPM0M3g9g9uZ9g2PD5UQq1jacJSYjQx9Nh6aLe2ExUQRYA8AKlYSu/weOOQiddZ1lXGO5Xv0DHUwQd1H7BuzjpevfLV8Rne597APGImTB2Gzl/HyNgIOrGOrVdsJU4bx19q/sKH9R8y5hnDT+zH0baj1PXVMSVkCnnxeaxJX8OW4i3sq91HcWcxMZoYtAotH9R9wOyo2fwi9xdsP7Od5049R4A8gOnh0/87RX7qWbaVbiNMFUaoKpS16Wv5sOFDanprKGgZb9M57BzmvOk8zQPNqKVqSjpL+F3R75CKpVQaK5FL5Tx76bNCAL4ICcH4WzSxqhhyDLEhfwPrs9ezfPJyFsUvotJYyaL4RaSFpdEx2IEIEf2j/fzw4A/RyrVoZVq6h7sZHhtmctBk31O/2+PmqeNPsaV4C93D3bRaW7ly95X4y/xZPGkxSqmS5OBkXix+kfzGfCqNlfTaeiloKWDMM8ai+EWsTltNU38TK5NX+maiCu0uBf+Tr5ZFTbR0nB87H7PdjEwiY3PRZhwuBwAiRKhlavpG+ihoLkBv0VNlrOKzls+YFzOP3Phc/nL+L1gdVtxet68sqcnchJ/Ej8zITH4w8wcMO4fHDzNJ5EhEEiYHTUYulSMXy4kPjKdloIWz3Wd5IP8BhpxDnO05i9JPSYQ6AplExtaSrb4Di43mRk53nKaqtwqbw0artZX5sfO5OX28uuH1iteJCoiizdLGY7mP8eSSJ9lYuBGX28WMiBnsqd5DrakWu9uORq7hheUv8Lui3xGoCMQ4bOSF4hcwWA2khqbSZm3j9lm3+8qZojXRqKQqavtqESPGNmZDLpHj8riI9I8k0j+Shz59iJGxEaR+Uh5b+BjPn36e423HCVGFsCB2AVaHVQjEFykhTf0tmai1XDVlFWVdZbxY/CI9wz1E+EcQExCD3qonKzILt9eNwWIgVhtLU38TrdZWQpWhLJm0hM6hTmpMNSj9lCyfvJwwdRgJgQnsq93HCcMJtq3chkam4aGCh/B4Pfx47o99vYd7bb3sr9tP30gf6eHprExeidVuBRHo1DoONh4kKzKLa6dei1ahFSa8CL6WL6atJ9KkgO933Wq3sq9uH3jB5XGRHJLM9rLtSMQS7px5J7sqd9E40EiANIAfZv0Q84gZvWW8nG/Lii3AeDq2rq+Oe7LuoWOwY3w1Xb6Ddms7HzV8xLSwaTy68FFUUhU/KfgJ5tHxSoD0sHROdZzC4/WgU+vIjsnmwewHearwKQ61HCJIEYQXL2LEbFu5jdTQVC57+7Lx0ik8qKQqcmJySAlJYdQ1yguXv+D7nreWbOV873k0Cg1h6jBOtJ3A4XawaNIiOoc6yYnJ4e7Mu9lVuYtQVSjGYSPHWo/x+fc/95WAPXHkCbxeL4WGQn5/2e/ZdHITOrWOpv4mIvwjaOpvIjMyE61Ci1gkxmQzoZFruCvzLvKb8lmRtELYSvoPJ6SpL4CJJvnDzmG6hrp4PPdxSjpLONp2FLfXzY3TbkThp+Bg40Hmxc7jmtRr+PnnP+fFy16kvKec4s5iovyjkEvkDDuHCVIEUdBcQFlXGS6Pi7SwNOwuO0sSlpAWnoZULOWRQ48Qqg6le6jbdxDs2WXPUtxVjNVuJV2XTlF7EX85/xcWxC7A7XWPt9AUJrwIvqa/NYygylhFr62X+z6+b3wCU/wi7s26lwZzA6+WvUrHYAdDziF+euineLwerku7joVxC/m48WPWpK/B6XbSZG5iwycb6LP1MeQYYnrEdIw2IzGaGPKb8jnUfAi3101ySDIzImbwfv37dA51YrAaUMlUDDoGKe4sxjZmI1QZir/Mn3htPMGqYObHzueTpk/ot/ejkCiICohiX+0+JGIJYpGYKaFTWJKwhLsz7+ZA/QFKu0qJ08SxrXSb76Gj19ZLz0gPY94xX89qlUyFfkDPovhF9I/04/a4KWovYvOlm9lftx9/ub+vDWiVsYoz3Wdot7YzYB/guaLnGHIMcWvGrUwJnUJNbw1qmRqP14Pb4yY7NpsXil8gKSiJ6IBoGvoaGHOPCf3hL2JCMP6WmGwm4rRxvHrmVVZNWUVCUALLJy+H43DbjNt8T7gmm4lVKasoNBTSaG6krLuMq6dcjdfrJUwdRkxADNvPbKekqwQ/kR8b5m7g2aJnuSrlKnaU7wAgLSwNuVjO7qrdPLXkqfGuPsowfn3810Rrork+8Hr21+3nzYo3WZG0gsWuxWy7ctsFvkKCi8FXu209WPAgzQPNbCnegtvjJiEoAafbid6iJyEwgQH7AAo/Ba2WVvpG+yjvLichKIHDrePDKdweN9emXYsXL3tr9tJr6yU1NJUgRRDRmmjum3Mffyj/A4ZBA/Oj51PTW0P3cDdqqZrs6GzarG2MuccnHvXaevnN8d+Q35hPuDqcQEUgMrGMMc8Y5T3lSEQSLkm8hE+aPmFvzV5mRsxkVsQstpdtRy1Tc/fsu4nTxlHQXMBJw0niA+OZFDiJ5JBk/CR+TA2dyi+P/BKTzcTR1qMM2AewOqxs+GQDBosBf5k/m05s4nsp3+N0x2ncXjejrlGum3odLZYWZBIZL5a8yNWpV9My0MIds+4Yb7zitBEZEMlds+5i57mdPPLZI/TYergz807hgfkiJgTjb8nEeMSJoAz/vS/7xQYITreTfXX7uH3m7XQMdtBgbuD+T+/H7XEjlUgZc41x7dRrmRY+zdfX9rWzr9FqbeXuzLt5s+JNgpXBHGo+hM5fR2FbIX+qHu9brfRTsunkJvLi83B73OAdP3AzsU8sEPyzvpgBOtZ2jCWTlpAbm8vvTv8Oj9fD+rnrKe0q5aOGj5gaNpWDDQc52nqUB+c9SF5cHgcbD6KVa30Pkf2j/bxT+Q4B8gCuTLmSWE0szxc9T1pYGp2DndjGbIQoQ+i19fLKmVcQI0YukbNs0jJqzDXEaeM43XEasUhMx2AH5lEzFruFGE0MphETScFJxChj6BjsoM3SxnPLn0OMmDpznW+IhspPhU41XipUZayiqKMIpVTJ7MjZXJV6Fc+deg6pWMrz/c9jtpuR+8mZHzuf423HCZAHsHzycrLmZfHmuTcpaC5g7/m9hKpCUUlVZEZkUm+up9XainHYiEwio2uoi3kx89CpdUwLmwbAiqQVuD1uamNq0cq13DlLCMQXOyEYf0smDruIRCLyG/Mp7ymnqL2IzMhMCpoLCFOH+VJXo2Oj+In9CFGGcLDxIFa7FY/Xg9JPOf6kPW8DtaZa36GZ9LB0/lT9J1oGWmg0N5ISkuKbtnOy/SRpYWlcm3ot+c35HGo5xGWTL2Nt+loGHYPsKN/BzRk3X+jLI7hIfDUDNOwc5rOWz+iz9TEneg7FncUYLAYG7YPYXXauTLmSruEutpZuJVoTjd1lJzs6mxXJK1j30Tp6R3pZGLuQ2MBYvj/j+7xf9z4SsQQRIpoGmli9dzUer4fkwGTmxcyjrKsMP7Efq6auQtepQyqW0jLQgt6ip8fWg1gkRqvQsnzychZPWsy7Ne9ypOUII64RlFIlO8p3jAf85c+z89xOFFIFEZoIrp16LflN+RxsOEh2TDbLEpdR21fLVVxFoCKQyt5KFH4KghXBWEYtFA6Oj3x85pJnfGnpqeFTUUgVlPeUMyN8BodbD3PXrLvQ+et44fQL9Az1oFPp6Hf0c6brDAaLgQdzHiTSP9LXjSszMpOlqcIW0neBsET6lmToMliasJR2azsPf/YwA6MDbFy6kcsmX8aO8h3YXXYO6w+TGprK88ufB8ZLRyRIWJG0gsSgRJYlLkMlVfFh/YeEqEI4aTjJb479BpPNhL/Mn+LOYvrt/bRZ24gKiCLKP4qfL/w5m5ZtGm+MINMwOXAy79W+xwOfPoBKquLuzLsx2owX+OoILhZfzQBNDI0Y845R1TveszoyIJIN8zZwov0E5T3lyCQy7s++H5Wfity4XEJV40Pf+u39BMgCiNZE4/V6SQhKYHbkbIadw5R1lbE4fjGf3vwpM3QzqDXX0mvrRSFRMD92PluKt/Bp86d81PAR0QHRiEQiQlWhON1OPF4PR1qPsLVkK1XGKuweO6PuUVweF6cMp4gPjB8fc6gMpKC5ALfHzc5zOwGID4zn8dzHuS7tOuQSOS+XvkzfSB+hylBWpqzk/TXvs/eGvUQGRDLoGPRlwQoNhWRHZWOyjT8kp4SmcEXSFeyp2cPzRc8Togxhum46cqkcf6k/ScFJxAfGo7fo+aD+A0JVoWy+dDMbL9koBOLvCGFl/C157/x77D2/l/LucgJkAZR0lnCu5xw6fx3LEpdxvO04z1zyDPlN+QSrgvnlol9ypPUIqSGpRAZEYrAamBY+Da1cyx/K/0C9uZ4+Wx8uj4sFcQtI16XjJ/ZDJVURHxjPMyeeoWe4h/s/uZ/rpl6HSCTi48aPEYvEjLhG+PXiX/vqiYVetoJvyhczQPoBPRKxhAZzA48tfIyC5gIMgwaGHENcMukS/lT5J7wiLyJE7Kken8Ak95MT4R/Bdcbr8Hq9nOs5x7mec0QFRJHfmM9h/WHMo2b8Zf70jvQiFol5eP7DrM9fP14SFBCJy+Oib6SP6brpdA510jzQjEws496se9lWsg3zqHm8s9eoBYfbgcJPwZh7jDtn3cmwc5g91Xv4sP5DtHItKj8V92ffT11fHUo/JUXtRax+dzVSsZQZETPIb8pnwD6ATq1jbvRcX7mh0k9Jn62PjYUb8Xq9lHSVoPZT4/Q4GbQP8mrZq8yKmEW9uR6P14O/zJ9bMm5h7/m93DP7Hv5c82d6bD3sWLXjQv9IBReIsDL+Frx3/j3eqXqHdVnrWDJpCTkxOfjL/PnRnB/xzCXP0DrQSlF7ETvP7aRzsJPtZdvRD+gZc41xpusMLo+LjUs3siJpBQ3mBlweF3hhyDnEgGOAQkMhHzV+hMvjYtg5zFsVb6HwU3D55MtRSBS8XfU2r555lVB1KEsTlnLDtBvoGOygylgl1BMLvlETGSCHy8H6/PXsqtzFovhFZEZmEqgIJCYghsOth7n343tJDUslJTiFQEUgySHJXJ16NYviF+HyuHjy2JP0j/SzeNJibGM2DFYDG49t5FT7KRwuB6HKUAYdg9yXfx8nDCe4J/MeWgdacbgdNPY3khCUQGN/I30jfYSrw7ki+Qo+a/mM1NBUsqKy0Mq1WBwWvHgJV4ezZNISjrYexeF2YB4xsyF7A26vmwdzHmRF8vjZjI8bPyZeG0+bpY1wdTgFzQXjaW+5lmtSr/nSPaWRabA6rPTZ+liTvoZAeSCHmg8hEUlYmrCUZYnLGB4bRoQIq92Ky+Oic7iT2VGzuW3GbejUOgZGBy70j1NwAQkr42/B3vN7eSD7AfIm5bGtbBvrssbrAreVbWNq6FTaB9sZ84xhsVsIUYXQPdDNa+Wv0THUgVQsJScmhwxdBgXNBZzrOUdsQCw3ZdxEpbGSdks7SpmSFksLVyZfSWl3KQargUj/SCqMFZhHzWRHZ6NVaDlvOk9JVwnz4+azPHE5u6t3o5VrhfIIwTdqotxpogZ5olzulum3fGm+8UT3rdOdp3F73CyMW8hdmXfRMdjBw4ceBsDcaiY5OBmXx8XZnrOMjI0Qrg5nQ/YGliYs5Y2zb+D2usmOySYzKpPZkbPZVbkLpZ+SvLg86vvryYrM4uaMm7nhLzfw/PLn2Vq6lZUpK2nqb2LttLU8c/IZNi3bxB/K/4BOraOoowi9RU+YanyUJIDRZmTzpZuJ08ax9r21FLUXkRKSwqBjEK/Xy+7q3aQEp1DQXECMJob+0X7un3c/nYOd/OTTn1Bvrkej0NA93M1C2UK8eH0pa6lYisfrweV2cX3a9Zw0nMRoMxKsDL6QP0bBBSYE42/IxBtRtbGaw/rDaOVaqk3VeL1eznSf4YrkK+gZ6mF72XbMo2ZmRc5iUuAkZkfOpsBdwMDoADGaGJKCkyjtKuV0x2nOdJ9Bq9Di9XoZcg7RO9LL4Nj4QZjk4GReOP0C7UPtWOwWogOiCZAHkBCUwKmOUygkChKCErhj1h0cbzuOcdhIWVcZm5ZtEvagBN+Kv1WDPPH3MD5DeeJk8tNLn/b1uHZ73Aw5hpBKpCyavAitQsvI2AiVxkry4vK4M/NO3ql6B7FITI+th701e/nj2T+yIHaBbyKSxW6h1dKKyWZiZGyE7uFuZBIZqaGpTA6aTMtAC8ZhI786/itGx0b5oP4D+kf6aR1oJcI/AoAgZZCvU9jemr14vB4mB01GJBKRF5/HrdNv5cGCB/F4PQTIAqjqrcLr9eJ0j09+mh8zn1Mdp5BJZABMCZnCH8r/gN6iZ270XJKCkthauhWJSEJjfyPTwqbxxrk3aDSPN0GZHTn7X/FjEvybEoLxN2DiyT8lJAWHy0F6+Ph+bkJgAu+Pvk9xZzHv1rxLm7WNjqEOHl3wKA6Pg9y4XAoNhQzaBznWdoycmBxkEhnFHcUggiHHEEnBSZR3l7M2fS2rUlax4ZMN4w0GRG7aLG0MO4eJ9o9GIpbgJ/bjqSVP8WbFm1QYK7gu7TrumX0PJptpPBXmrxMCseCC+GKg7hvp8/W4rjJW8UrZK4y6RolQj08Nszlt3DnrToo7ihGJRKxOW02btY3NJzYz6BxEKpHyi7xf0Dvcy9uVb6Pz11HbV8vPFvwMtVTNzoqdvHD6BV9bWJfXRZgyDI1cQ62pliBFEAfqDzBgH2B25GyevuRptAotvzn+G5479RxPLHoCQ7SB8q5yXi55GZVU5fu8GrmGFy4b78x154d3sjB2fHX/o4M/8pUoxmnj2Fi4kcP6w0wJmUJiUCIDowOIxWJunHYj5hEzFcYKavtqUUqVJAQl4C/z9z1YCL6bhGD8DdhTvQe5n5ytpVvJjs7mypQr+bT5U3ZX7SY+MJ5KYyVauZbHch/jxeIXKe4qZv3c9f/9CURgd9lxe9yEBITw4LwHAdiQv4EGc8N4/bChENuYDavdSu9IL+ZRM8khydictvH9ZMf4sPSd53ZiG7PRamklITAB/YAekUjka3cpEFxIuXG5vF35Nm+cfYPbZtzGK6WvUGuqJUwVxsL4hSyOX0xBcwHby7bjL/XHaDOiH9Ajk8i4PPly3B43AfIA7pt7H/oBPbsqd1HSWcLdmXdTbar2tZAMUgRR1l1GpbGSGE0MQ44hApWBAISoQrA5beTF56GSqnwr9EmBkxgZG+HpE09z3nSeAFkAa9LXUNJZQoWxAplERmJQInHaON6peoc+Wx+FbYVEBkSO9w34QmfhOVFzeKviLTIjMw2jqDUAACAASURBVAmQja96z3SfITMpk5dLX+appU9htBm/1FZUeFD+bhN6U/+TqoxVPHLoEV5a8RK7Kndx6/RbOdh4EJfHxe+KfkesJhbzqJklk5YQo4nhc/3neLwe1mas5XDLYTRyDV3DXfTZ+rgi5Qpm6GZQ3l3OOeM5TDYTLQMtXD3lakq7SkkJTqHf3o9ULOVE+wnSQ9NBDH4iP/xl/jSYG7A4LKxMXolMIiM+MN5Xq7gmfY1wswv+LVQZq9hTvYdzxnOUdpayeupqgpXBLIxbiN6ip66vjsP6w6ybs473a99nYfxCDusPI0JEVlQWt824zXeK+cljT3K87Tif3faZrwf0xDCKNksbP5j5Aw40HGBXxS6un3Y9N6XfRIYug18f/TWPLnyUZ048w7VTr6XQUMjLJS9jHjUTp41jZfJKwtRh7Kvdx3nTeRwuB5O0kwj1D0Xpp6TV0soVyVdQ2FaIy+OiureaZYnLSAtLQyaREaYO40z3GVoGWpgaMpV+e79vxKnD5WDjJRsv8E9BcCEIvam/RYWGQnJic2jsb6TeXM/Wkq0Eq4I5bzpPsDKY7Ohsekd62ZC9gQxdBldNuYrbP7idl0teJisqi7jAOKQSKcOOYbKjsjnVcYpwdThbV2wlOiCaha8v5NPmT3F5XXQPd6ORa9CpdeAFh8fBisQVmEfN6Px1XJ92PW9VvoXdZSdAHuCrVRSCsODfyRdT1ivfWclDOQ/5Zn2vmrKKSxIuocpYxZh7jHuy7sFoM6KWqhl2DjMyNsK+2n0UGgpJCExAIpag89dR0FzACcMJzvWco83axqyIWcRp45CIJYSqQonRxFBprOSm9JuA8froiRnHE1tMXrzkxeYx6BwkKzKL44bjhKvCUUQqfPOPbQ4bBouBtRlrabe2IxFJSA1PHT9w1n0Wm9PGPVn3sDptNfmN+bx+9nUeXvCwr2HPgfoDLE0VMlSC/5+wMv4nrTu4DofLwamOU2RFZiEWiTFYDZxoP4FCoiBQEci0sGl4vB6SQpKI8I/g06ZPkUlk5MXnofPXkRuXy/66/eP1iZ0lbL1iKwlBCeQ35vPo54/SYG5gevh0XlrxEi0DLfzk0E8IkAYgFotZnricIecQVb1V6C16tHItv132W1anrb7Ql0Yg+B89/vnjSMQSbp95O1a7lQMNB/hc/zlKP+WX5va+d/49tpVuY1rYNJYlLuNz/ed81PAR4epwFsYtpLy7nLSwNO6bcx/PnHyGrsEuVDIVU0KmcG/WvfSP9HPPwXsIV4UTFxiHRCShrq+O1NBUHpz3ILurd3Og7gBLEpbg8rgIVARisVuo7aslMTCR7035Hq+ffZ31c9fz+OePo1FoaDA3MDtqNvHaePLi8vjtqd+SHJSM1WHlzsw7aTA3EKOJEdLRAh9hZfwtqTJWYbKZiNHE8OyyZ8lvyueDug8YdA4SpAgiXhuP0+Okd6SX5OBkvF4vLo8LkUjEvJh5/GDmD3yzTt0eN/d/cj9isZjogGjyG/PZUb4DjVzDNVOuoXmgmV8e/SWZkZlMCZ5CpbGSxOBEznSfoWe4Z7wJQdRcsmOyffWPwk0v+He3Jn0Nb1e+za7KXbg9biRiCfOi5/nKoiYYbUZ+Ov+n7Kvdx6OfP0q4fziXTb4MkUhEq6WVMFUYYeow9tTswe6yc1PGTbxX+x5qmZqEoATq+uoIVgQTogqh0FBIuCocu8vO6fbT7FLtoqy7jEsnX0pefB7H247zduXbRGuiifKPIiIgggZzA2vS11DZW4lxxIifnx+XJFxCum58PCnAgtgFVBgr6B/t582KN3k893HhHhR8bUIw/icUGgq5Y9YdbCnewo/n/JhWayujY6N82Pghr33vNc72nKXX1ktt33jrvhpTDX9a/Sf8xH4Yh41fGtQ+6BhELpEjFot55ND4lJa7M+9m88nN3JhxI7sqdrF+7noqeysZ84xhd9uZFTGLyIBIFsUvYue5nZR0lrBp2Sb8Zf7kN+ULbwSCf3sZugxumX6Lb0ZyqCqUa1Kv+f9+d002E/fMvge9Rc9juY+REJTg6yYnFUtp6G/g8dzxVfbEnrHJZmLMPYZ+QM/rZ1/n6qlXox/QE64OJ1QZOl63P9iOf6s/KSEp5MXn0WBuYEXSCkSION15mtKuUhKCEnz9ofUDerqHumkwN6CUKmnoa+DyyZdzsPEgefF5KKVKgpXBmEfMwv0n+F8RgvE/YeIN4oThBLurd3NEfwSFnwKln5IAeQBh6jA8Xg8LYhcw6Bikqb/Jd/Dk0c8fZVr4NH722c8wWA04XU5umXELlyZeymH9YRDBJQmX8HLpy+yp3kOgIpBNJzfR1N+ExW4hXBXOjIgZvFzyMvmN+Qw5hhCJRL7PPzEVSiD4d/f36pO/6B9NQQtRhVDRW+GbHZyhy6BjsAPbmI0T7SeIDIgkTBVGu7Udu8uOTqXD4XbwRN4TPFf0HLYxGzWmGlxuF3mT8thSvAWFnwKJSEJuXC53Zd5FnDYO/YCeA/UHWJO+hgZzw3jnPMt4tcLyxOUUdRThcDmYEzVHmIwm+F8TgvE/YeINYk36Gg7rD7MkYQnmETPmUTObTm7igewHMNlMtFvb6bH1MCtiFgBahZYYTQxH9EeIDogmLz4PsUjMEf0RmsxNBCmDqOur45FDjyCXyCnrKuM3i3/DdN10njv1HO/WvsuCuAUc0R8h3D+cxfGLiQ6I5venf0+VsQp/mb/Q8lJwUflbPbAnyvU6BjuQiqS8ce4Nbpt+GwBF7UXMjZ5LmCqMFUkr8Hg9vF35NssSl9HY38hjCx8jVhvLVQNX8bn+c2ZHzubDhg8ZdY8S7h9Oeng6uXG5wHizkok936UJS30PDykhKWwp3sJnLZ9R2VtJTkwOiyctpsHcIJQRCv7XhANc/4Qvtvmz2q3sKN9BflM+gfJAEoMSidZEc6LtBAOOAWZHzObxvMfRKrQcqD9AdW81sdpYeoZ6aLG0MOwcZk7UHJR+SnLjc3m+6HlGx0YJVAaSEZ5BVW8V9X31TA6eDF5oH2znlZWvoJFr2Fe7D4vdgsvjIiIgwtfyUkiTCS4mEyVR5d3l5MTmsCplle9+itHEjJcE9pwDEczUzfQ10ZjojLe/bj9PLXmKXVW7eHXlq3zS/AlJQUlsK9vG/hv3c9nbl3HkB0f+T69rIs0uHNIS/CP/6ACXEIz/SV+9EXVqHeXd5RQaCukf7SdIEURqaCrh6nBf/aFOreO18tf48Zwf09jfSHl3OX22PoJUQRR3FLMofhG58bnsqd7j25taELvAVx51rvscq/as4s5Zd+Lxeugb6aPR3EhicCLtg+1sukRoeSm4eP1fg9/dB+6mc6iTpv4mrki6gsuSLqOoowi3x81lky9jW9k29ly351/wHQi+q4TT1N+Cr74hXDv1Wt8bwv9UVrStdBuJQYlsPrUZu8tOq6WVSxMvRSPXEB8YT2N/IyGqEKaGTSUzMhPjsJGT7ScJV4cD42nutLA0RCIRYsRMC5/GvVn3Cge3BN8JX2eP+W/ZkL2BtyvfRiPT8Gnzpww6BglSBpEens4LxS9wc8bN38KrFQi+HiEY/x98MT0dp42joLmAJ489SZg6zLfX9I/eLKqN1XQOdVJrqiUhKIG00DSsditF7UXMjp7tm1uslqpxeVxEaaKYy1xkEhl7a/bicDu4O/NuOgY7fK/B11BA2KsSCP6mL57c9uKlorcCsUhM51AnN2fcLNTmCy4oIU39f3D3gbvpHu7G5rQh95MT5R/FD2b+gMreSlYmr/QFxb8XkBf8cQG9tl5UUhUjrhFSglOo76tHIVUQr43HPGImUBnI7MjZ3JV5F3V9dbxx7g1MNhNLEpb42ukJe1UCgUDwn0NIU3+D3jv/HicMJ9i2chsLYhfws89+RnFnMW9VvEXzQDNikZiUkBQKDYW+wPjF8Yotlhaqe6sJlAeyYe4G/lzzZ9oH2xl2DNM53Em7tR2NXENySDJ+Yj/cHjcN5gZun3k7eouee2bfw1PHnwL+7+k6gUAgEPx7EYLx/0KVsYqnT4yPWys0FBKqCsXhcpAZmcl503lWp61mRdIK3q97n0Zzo+//fHG8otxPTpO5iUj/SF4sfhHTqAm3x02oKhSFTEGoMhSrw8oJwwlOGE5Q1lXGypSVvnKJidpKgUAgEFw8hMr0r2kiqErFUrZctgWX28Xe83tptjQzL2oe7dZ2FsUvIiEogdmRs+m391NlrGJj4Ub0Fj1vVrxJamgqgYpAMiMz6RzuROWnIlwVTnZ0NqYRE/YxO6HqUDxeDyqZCoWfgrM9Z3m59GVcHhf+Mn8O1B/w1T8KBAKB4OIgrIy/pkJDIaumrKKoowi72871065nf91+6kx14z2kFRqOtR3jj+V/pGOwg6GxIQ7rDxOhjmDzss088tkj1PXV4XQ7CVWFopQo6R3pxeKw0DPcg9PlZMg7RH1fPfHaeBRSBY8tfIwPGz6kZ7iH18++Tv9ovzAKUSAQCC5Cwsr4azLZTFjtVgJkAdxz8B42n9zMsHMYu8tORW8FndZO3qt9D5VMxcqUlZiGTaSEpJASmkLnUCcpISnMjpwNQE1fDXKpHKlYilQiRafW8diCxwhThTEyNkJzfzOjY6PsqdlDbV8tNb01jHnGKGwrpNBQSJWx6gJfDYFAIBB8k4SV8dfkdDvZV7ePa6dei3nEzCdNn+BwOxAhIkYTw5KEJVw++XI+bPiQ0s5SXF4Xb5x7gxun3ciB+gOkhKRQ2lVKTW8NxiEjXcNdiBAh8opQSpVYnBYCZAEM2AewY0en1pEcnMzsiNk8feJpcmJy6BvtIyEwYbx3NQgrZIFAILhICCvj/wXjsJGijiKmR0xn07JN6NQ6tAotcj85Ho+HJ44+wQnDCSwOC1NCpuB0O+kY7CBGE4PeouedyncoaCnANGpidGwUvKCWq5FKpOyv20/7YDturxuNXEN9Xz1Wh5UdZ3cgFolxeV3Mj52P3qJn1ZRVFBoKL/TlEAgEAsE3RAjGX5NMIiNYGYyf2I+DjQfJb8xnTvQcrppyFVEBUbg8Lix2C1tXbCUrMguFn4LTHacp6yqjrGu8nto4YuRXi35Fwc0FhKpCGfOMIRfL0cq1rEhaQU5sDjKJjEmBk9Bb9VQZq7DaraxNX0uFsYKpoVN9U2uEqUwCgUBw8RDS1F9TmDqMhr4Gnlr6FOdN51mXtY6jbUfpHupm0DFIdW81Q44hqk3VtFnbiNXEkhefx+nO01iax1PQc6Lm8ND8h3j1zKtcknAJ5hEzpV2l1PXVYXfZ6RzqxOlyUtVbhcJPQb25HpVUxaBzkKWTllLbV+ubFCWUNwkEAsHFQwjGX1NuXC5H9Ec4aTiJ2+PmmRPP0GZtY9Q1ykzdTMZcY9icNh79/FEi/CNwuV3cn30/kf6RiEVi3ql6h9SQVAxWA9W91ZhGTJhHzQw6B/ET+9E52Mmoa5QgZRCI4JGcRzDajDQPNFNhrODmjJvZe34v92ffL7S9FAgEgouMEIz/ga+2m8yJzeGp409RZ65Dp9Yx7BzG5XFxruccErEEjVyDzl9HnDaOh+c/zP7a/dT11bH50s0cbDxI51An28u2U9VTRbQmGpVURXN/M5ODJuPwOHAOO3k091Fqemv4tOVT4rRxDDmHsNqt7K/bj81pQ2/RC+MRBQKB4CIjBOO/46vDIAxWA9vLttM70guAxW5Bp9bxX3n/xaGWQ+yr3UdiYCJ2t53izmJ2nNmBxW4hQB7AjvIdjLpG2V+3n0mBk3B73LRYWxhyDOH1eglUBNI13EWoeryjV0JQAkdbj5IUnMTyxOWUdJUwJ2qOEIQFAoHgIiUc4Po7Jpp8JAQlIBFLGHYOI5fIGRkb4dAth9iyYgtuj5t3a97F5XEx6hrlZwt/RkJgAg6Xg1Ptp5BJZNT11dHU38QTeU+wIGYBLQMtNPY3IkJEQlAC6eHpSMVSpoVNIz4wnkBFIIdbDrN40mKSgpM423OW86bzxGhihEAsEAgEFykhGP8dE6eWJxQaCrltxm0ASMQSViSvYOMlGzHajNT11YEX/lzzZ8yjZu7Pvp/UsFTOdJ/BPGpmQdwCGvsbidZGE6OJIUIdQUpICgHSAH6S8xOSQ5Ixj5qZHj6dP5b/kfOm87i9bvpH+wlXh7Nx6fjXEQgEAsHFSQjGf8fEqeUJE6VEiUGJvFX5FvoBPeGqcAZGB9Bb9EwKmkR5Tznh6nCuT7ue9XPWY3fbCZAH8H7d+3zW8hk9Qz0kBScRq43F5rQhEUl4v+597C47bZY2WgZaMAwaiNXGolPrfF870j9SKGUSCASCi5iwZ/x35MblcqD+gG/PuNfWy4ZPNqCVazndfhrziJkaUw0ahQapREpmZCYlnSUMOgZZ/8l6Lk28lJTgFALkAUT6R2K0GXk452GePfUsIaoQXB4X5hEzB+oPcHXq1dyYfiMKPwVDjiHWZ69nRfIKAPQDenZV7hJKmQQCgeAiJgTjv2Nif/a18tcobCukc6iTyIBIfpz1YwC2lm2lZaCF5ZOX4/F6CFGGsDJlJbmxuTx5/ElsThtpYWnYnDZ6bD2MOkdxe91oFVrOdp/l95f/nsSgRG7dfyt2lx3LqIW2wTZun3U7DeYGUkNTidPG4fa4KWovYvOlmy/k5RAIBALBt0gIxv9Ag7mBBnMDErGEW2fcSrg6nJ0VOwlThZETk4PX6yVOG8et029l2DnMnuo9PHn8SSRiCeYRM82WZpwuJwDNA82s3beWeG08KqmKjxo+orq3mmBlMGvS11DeXc5xw3G2lW0jKSiJXlsvMokMkUhEZmSmcHhLIBAILmLCnvHfUWWsYk/1HtbPXU9efB63ZNzCmHuMO2bdQbouncdzHycxKJGi9iLcHjdpYWnclXkXk4MmY3fZ2V+3H5PNxE0ZN/GLvF8wLWwaM3Uz8Zf502/v52jrUYKUQdydeTclnSVIxBJ+e8lvWRCzAIWfgjH3GHOj56KVa1mTvuZCXw6BQCAQfIuElfEXfLHJR21fLXI/OQviFlBtqkYilrBqyioONh7EPGLGYDWQHp5OkCKI3dW78Xq9ON3jq2CFn4IMXQbTwqaxv3Y/qaGprE1fyxsVb6CRaViRtAKFn4Ka3hrKu8tRy9TcOv1WEoISiAuMY3/dfo7oj2AYNPB47uPCqlggEAguckIw/quvNvl46NOH6BjsoKC5wHeYa2XyShr6GghVh7K9bDt+Yj8GRgcwjZi4Y9YdFBoK8Zf54/a4WZe1juOG4zT2N1LUUUS+Op9QdSi/vfS3ZOgycHvcPFTwEOeM58iKzPKVUWXoMkgLS8PtcSMWiYVALBAIBN8BQjD+qy82+QBICU0hRBXC458/Tt6kPFR+Kn597Nec6T7DgtgFBCuDuSvzLuK0cRQ0F/D62dcp6Srh9pm3kxKSwuHWw+jUOl5f9To/OvgjVFIVWpnW9/UMVgNJwUmUd5dzpvsMD336ECmhKeTG5eIv80cilhCqCr1Ql0MgEAgE/0JCMP6rrzb50Kl1HGo+RFxgHIOOQT6o+wDTiImk4CQA7s261xe4VySvIDU0le/96XvcknELb5x7g7PdZ7k542Z0ah1ByiCGnEP4y/35U9Wf2F+3n6L2IrRyLWPuMaI10fjL/ZkaOpU/V/8Z04iJQEUg16Rec0GuhUAgEAj+tYRg/FcTTT4mAqzRZmTVlFW8Vv4aFT0VqGVq3B43rZZWGs2NaOVanrvsOWA8xX2s7RhDjiE25G8gWBVMjDaGI61HOKw/TLAymBum3cArpa9Q3FnMrIhZBCuDOWc8R1poGssTl1PeXc5zp55jxDWCXCLnvrn3CSlqgUAg+I4QgvFffbXJx6n2U9jH7DQPNOPyuLDYLSQHJxNOOMOOYd6oeIOc2JzxlLT+MLMiZnHz9Jsxj5g5YTiByk+FOl7NvJh53DL9Fvxl/uyp2oPCpSBIEYTT40TCeM/rT5o+YceqHQC4PW6eOv6UEIgFAoHgO0QIxn81Efzym/KpNlZzvvc8V0+9ms/1nxMgC2DRpEUsjl/Me3XvEa+J55PmT3ji6BPEaeOYEjKFrqEubpl+CwBWu5XP9J9habCwLHEZBouB4q5iBuwD/CTnJ7g8Lt/J7GBFMBsLN1JlrCJDl4HBahC6bQkEAsF3jFBn/AUZugzWzVlHkDKInNgc9lTvwelxIkbMD2b8gE+aP2H93PW4vC5EIhEDowM0mhs523OW8u5yGswNAGTHZHN50uVcn3Y9Z7rPcNeHd/GXmr8w6Bxk57mdWB1Whp3DLIpfxPm+82jkGo61HUM/oOdA/QFy43Iv8JUQCAQCwb+SsDL+iipjFeXd5by04iXcXjcf1H1A90g3m05uIjEoEYVEwan2U2jlWnT+Oq5OvZq16WvpGuripZKXSAlJ4bLJlyH3k6NT62jsbyQqIIo6Ux06tY7m/mbq++p5q+ItliYsxWQzoZFreO/8e4hFYmFmsUAgEHwHfaeD8RebfISpw8iNy6XQUEhiUCK7q3fTbm0nOSQZk81EUUcR503nqTfX4/F6GHOPcVfmXeTG5XKw8SArk1cSFRDFqfZThKpCidPG+Tp4vXHuDexuO6GyUFQyFdW91bRb2ynuLCYnJocH5j2A3qJn3Zx1F/qSCAQCgeAC+FppapFIdLlIJKoXiURNIpHo53/j4z8RiUTnRSJRpUgk+lwkEsV/8y/1mzXR5CMhMIEQVQgN5gaePPYkH9R/gEqqwuVxsS5rHakhqSj8FPiJ/BgdG6W4oxi7y06MNoZ7Zt9Dhi6DpQlL2V29m8b+RkwjJlJDUzHajEQHRKORazhhOMHVU65mz3V7WBC7AKPNSJAyCPOImcWTFtNgbhBS0wKBQPAd9j+ujEUikQR4GbgU6ABKRSLRAa/Xe/4L/+wskOX1ekdEItGPgM3Ajd/GC/6mFBoKSQlJocHc4DtBfdJwkpv338yaaWvIisqi0FCIn9iPMc8YLq+LOZFzyInNQYSINyveZPW7q1mWuAyxSEyVsYpgZTAe7/9r787D4qzu/o+/zwzMDAwwbMNAIBB2k0BWsqlk1dg0Lenj0qatS4ytj3qpV+2T9qk/rf3VxlZrH2212phWrdGm8XFrqAa3rCRmIyskBAIZQiAEhn0YmAFm7t8fJBj92YbWJBMm39d1cV0z99zOfOdI8sm5z7nP8bGpZhMerwdTkIkffvhDWnta8Xg97D21l6buJkZaRlLdVk1XXxf2drtcmhZCiMvcUC5TTwWqNE07BqCUWgMsAgbDWNO0jWedvwO4+XwWeSE4XA7qOuswBZl4ctuTtLpb8Wk+nB4nv9jyC5ZMWMLo2NHEh8fj03yMjh3NMwueAWCDfQN3Tr6T1QdXs69hH42uRoxBRoJUEFEhURxyHMLpcRKsCwYFkxMm09rTypPbnsSoN/LT/J+yvHg5CWEJ5CfnSxALIcRlbihhnAicOOt5HTDtn5x/B1D0ZYq6GHq9vWw7sY0fz/gxlYZKIk2R/LXsr2RGZ+LTfBxuOszL+14m2ZJMkC6IOHMcrx18jSBdEN+b9D063B2sPrgaj9fD5PjJVLVW0dPfw6muU4QFDyxnmRmTSbQpmvrOenbU70CndIQbwnnj8BtYjBZ+OOOHFNcWSxgLIcRl7rze2qSUuhnIA578B6/fqZQqUUqVOByO8/nR/xZzkJmP7R+TFZ3FW+Vv0e5ux4eP0KBQTnadZGHWQiYlTCLOHEd0SDQ76nfw+qHX6XB3UFhZSJA+iOmJ0/Hho7O3k8SIRHTocHvduHpdALS523D2OQk3hPP9id8nNjSW0qZSFmQuYH76fBwu/7eDEEII/xpKGNcDI896nnT62Gcopa4BHgIKNE3zfNEbaZq2UtO0PE3T8qxW/y5sYdAbmJs2l9cOvsY96+6hsqWSb4/9NmHBYaTHpFPWVAZASUMJyRHJpEal8sjMR1Aontj2BK/sf4UmVxM17TUcdhzGoDMQbghHp3REmiKxhdooby5Hr9Pz2+t+S0hwCFtPbKXP18dVI68a3IZRFvgQQggxlDDeDWQqpVKVUgZgMVB49glKqYnACwwEcdP5L/P8Km0sZXvddv5e+XciTZFcnXw1ieGJ/K3yb2TFZLF0wlJMQSZuuOIGEsMT+emsn3LTmJvYWruVrr4uDjQeICY0BmuolczoTJy9TqJCorh/2v2MiBhBa08rCzIX4On3UNtRy7uV79Lr7aXd085deXdx/7T72Vq7lRUlK2QWtRBCiHOPGWua1q+Uuhf4ANADL2madkgp9ShQomlaIQOXpcOAN5RSALWaphVcwLr/bWduaUqPSifKFEWZo4wGZwNmg5nypnJ6+nqwVFiIDonm8W2PYzVbSQxPpN5Zj9fnZbxtPPdNuY8nPnmCY23HONF5Ar3SU99ZzwMfPIBBb8BisrCjbgcKRZOriTWH1pAbl8vMlJlsrtnMjrodhBvDCdIFyXixEEKIoS36oWnaOmDd5449ctbja85zXRfMmX2LVx1YxaLsRZSsL8HhcqB1a0waMYkDjQfYVLMJi9FCYkQiTa4mln24jFhzLB6vh7SoNLJjs8lPzsekN1HTUUOTq4lOTyednk5Cg0PR0GjqaiJYF8zYuLEE64J5dPaj7G/cT0Z0BuuOrmP5nOWsrVjr7+YQQghxCbjs1qY+s2+x1WzFYrIwMmIkEaYIXL0uHN0OEsISmJw4mdmjZvPA9AdICEtgvX09G+0b0ev0KBSrDqwC4IEZDzDeNp7bJ9yOzWzDarailCI5IpmQoBCSI5NZ+bWVzB41m+ITxRzvOE5RVdHgZ8t4sRBCCLgMl8M8s29xfnI+K0pWsK9hHxlRGRj0Bjo9nbT3tNPh6SDcEM6khEnkxOUwMWEim2o2scG+gQ53B9mx2YyyjGJe6jzs7XZ+WfxLRltHE6QL4lDTIbyalyRLEonhiVhMFhbnLGaDfQPfyfkOz+x8hlhzLIUVwA+8qAAAIABJREFUhcxNnevv5hBCCHEJuOx6xmf2La7rrGP/qf3Y2+3sOLmD6JBorkm7hpe/8TI51hza3G08svERttdt53j7cWaPmo3FaMHZ6+TjYx/zZvmbLC1cCsBVI6/i+tHXM8Y6hvyUfNbcuIa78u7CarZSWFFImCGMWSmzeG73c6y3r8fT75FVt4QQQgy6rHrGpY2lrClbw/tV73PSeRKdTkeKJYW8xDzqOuqYmTwTp8fJnoY9TB4xmeiQaPY17KOyuZKm7iYyojNYNn0Zfz74Z463H2fDsQ30+/px9jqpbq3GqDfyUP5D5NpyqeusY3PNZrJisnjv6HtUtVZR31nPo3Me5YYxN/i7KYQQQlxClKZpfvngvLw8raSk5KJ9XmljKa8dfA2j3ohOp2NWyix+uvGnHG8/jsVkoaGrgUhjJEkRSSRbkpkxcgZ1HXWsLltNamQqALeOv5U1ZWuwmCwcaT7CsbZj6JQOa6gVU5CJMdYxPJT/EBaThcKKQpIikmh0NX5mVyjpDQshxOVJKbVH07S8L3rtsukZF9cWYzaYuWXcLaw6sIooUxQJYQkcbT2Ku99NelQ69Z31VDRXkBqVOjimbDaYae1uxRJi4XjHcWJCYzjRfgKL0UK0KZppidPQlMbc1Lm8W/Eu9xfdz+LcxXIZWgghxJBdNmHscDnwaT463B2UN5ez6fgm+r39GHQGWntaaXQ14un3YNAb6OnrIcwQxrG2YyydsJTfbP8Nre5W3u19l5DgEE44T9Dn62NE2AgyYzLZXred9yrfIyUyhY+OfYTD5aC4thhAAlkIIcQ5XTZhbDVbOdR0iLfL32Zmykx+v+v31HfU008/0xKnMTF+IkccR1hfs553jrxDQ1cDmqax/9R+wg3hNDgbaHW3EmWMIj4snkOOQ/R5+yhpKGHWqFmc6jo1eOvTouxFg5eqQQJZCCHEP3fZzKZ297t5q/wtVuxZwe93/p7YkFh6vD1EGaOwt9mpbq0mKzaLUZZRAGg+jdDgUEoaSpicMJlr0q4h1hTLya6T2NvsZMVkEW2Kprq1mtjQWOo661Ao5qfP55O6T0iNSqUgu2CwhyyEEEL8IwHdMy5tLKW4tpjNNZupaKlgTOwY9Do9zd3NHGo+BMCMpBlUtFTQ5m5jpG8k0aZoHEYHYaYwjrYc5br06wD46NhHTBs5ja+Ffo3tJ7YzxjqGbbXbMAYbeXr703g1L23dbcxKnTW4yUSyJVl2ZRJCCHFOAdszPjN7urm7mTJHGZPiJ6HX6bGZbZTcWcI733yHCGMER1qOUN1ezfH24/g0H009TUQYIsiOzqatp404cxyhwaGEG8JxuBzEhMSglKK5p5lerZeW7hZcfS5y4nL4P/n/h6+kfwWHy0FpY6nsyiSEEGJIAjaM15Stod3dDoCr10WSJYlIYyQlDSVsq93GlBFTMAebaXI1oVDolZ5OTydtPW2Mto5mUfYi4sPjmTNqDvXOek51naLJ1cQnJz6hp7+HKFMU16ZeyyjLKK6IvYLbxt9GYWUhj299nGB9MA+uf1B2ZRJCCDEkARvGxbXFWEOt3DLuFqYmTmVs7FiyY7Pp9fbyg/d/QM4fcuj0dDIpfhKaplHXVcffjvwNr+YlwhjB20feZkbSDD62f0xlcyV6pWdxzmLKm8tJDE+kvacdt9dNv9aP1+dl2YfL2FKzhQhTBBlRGbh6Xf5uAiGEEMNEwIZxa08r89Lm0dXbhcVo4cEND/LG4TdocDaQEpmC0+MkIyYDe7udq0ZexW3jbuOGMTfQ29/LwVMHKTlZgtPjZFf9Lo62HsXV58Ld7+bq5KtZdMUiMmMzKTlZgjXUypIJSwgzhjF95HS8Pi/x4fHcNPYm7sq7SyZwCSGEOKeADeMoUxR/Lfsrbxx+g29kf4NJ8ZNo7m7Gp/lo7WklMSKRa9OuZUHmAq5OuZr7pt1H3og8okKj6Orros/bR4e7g9Gxo4kwRrAgYwH9vn46PB3sOLGD6tZqWntaiQ6N5sW9LxJhiOD5rz7PjaNvZOWeldjMNpnAJYQQYkgCdjb1zJSZbD6+GXOwmedKniM7JpvUqFTSItPQ6XTolI43D7/JnFFziDBGkGvLJcwQxv6G/ay3r6elp4UZI2cAoNfpaXI14cVLU1cTR1uOEm4IJ0Qfgl7pQYEOHQ+uf5CMmAxy4nJodDXKBC4hhBBDErA948U5iwGwmCx093VjMVkI1gVjMVmID4vnN9f+Bo2BRT0cLgf2NjuFFYUYg4xcnXw1ZoOZ6JBoMmMy+fFVP+Zoy1FOOk/S6m5lRtIMwoxh+JSPoqoiRllGEW4MxxhkZFzcOKaOmEplcyWFFYUygUsIIcQ5BWzPONeWy6yUWeiUDnOwGYfLgU7p2FG/A03TaHIN3MJU76ynoauBuLA48hLyeLv8baYlTiM5O5klE5aQGpWK1+fliW1PMME2gQZnA9NHTuc/Rv8H71e9z9qKtSyduJS/V/6ddnc7v9jyC2xhNvp9/dwx6Q5ZfUsIIcQ5BWwYw0DveIN9AwuzFvJR9UeEBodi0BuINEWyr2Ef4+PHMy5uHAcaD7C7fje7T+4mJDiEOalzSIpIorCikILsArw+L0a9kXBDOLNSZtHa00pRVRGZUZnEhsTy1Pan6PH2MDtlNkG6ILJismSjCCGEEEMWcGF8ZtWtM9sWJkUk8cbhNzAbzOxp2MOk+Elcm34td06+E3u7nRxrDs+XPM+aG9cM/vcb7Bu4IvYKZqXM4tWDr7L9xHZCg0NZd3QdHq8HTkCftw+n24kpyER8WDwJ4Qn4NB817TXclXeXBLEQQoghC6gwPhOkWTFZ+DQflc2VbLRvpNPTydezv05FSwVBuoGvfLT1KKtLV5MUnoRepx98jzMhWlRVRFljGa3uViKMEfT7+qnrrCMuNA6lU+xt2EuLu4VIYyQdng5e+sZL2Nvs2MJsEsRCCCH+JQE1gau4tpismCwqWypZmLmQ/7nuf/hq5lc55DiEOdjMbeNvY1z8OFbuWcmGYxtItiSzMGshPs1HaWPp4Pvk2nLJT84n3BjOGOsYnL1OcuJy6OrtwhZuIyQohEXZi5gYP5Hlc5ZT3lxO0dEimbAlhBDi3xJQPeMzexYXZBeQGpUKgKvPRd6IPNYdXcfSiUvZZN/EHRPuYPPxzdw+4XYqWypZOnEpa8rWfOby9r6GfSSEJ3DLuFvw+rzcMu4W3q18lwZnA6v+YxXJlmTuK7qPitYKevp6eOXAKzyU/5D0ioUQQvzLAiqMrWYrlc2VJOclDx6raq1ibupc3qt8j4c3PszRlqPsqN+BKciEvd3O3NS5eH1e9jbs5XuTvkeyJZnajlqe2/Ucv77m16RGpWILs6HX6bk2/VpeL3sdr8+Lvc1OfFg8/b5+vp37bYx6owSxEEKIf0tAXabOT86n3lnPttptg4FZ31lPRXMFja5Gnp7/NMvnLue/r/xvwgxh2Mw2AB7e+DBur5uiqiIOOw6TGpVKXFgcuxt2D75vYUUhceY43P1ubnrjJgrWFHC46TCefg/5yfmyuIcQQoh/W0D0jM+eQR1pimT5luWMiRtDRnQGc1Ln8MviX3L/1Pu5KvkqXH0u/rj3j3w357us3LuSaYnTcHqcPDX/KaJDoymsKARgRuIMNto3ctv42xhjHUNxbTGvl71OQngCAFnRWfT7+kmJTKGypZK5qXP92QRCCCGGsWEfxmdmUBdkFwxeYl5RsoIgXRAt3S1YzVYsRgumIBPLtyzHarby3dzvUu+sp+RkCVeNvIqsmCxe2v8SNR01dPd1U1RVREF2AYaTBl49+Cpen5c9DXuYmTKTe6feCwxMFqtsqWTL8S0yViyEEOJLGfZhXFxb/JkJW6lRqdyVdxdFVUXcM+UeALYc38KE+AnMHDVzsBe9v2E/Rr2R0bGjqWmvoaq1ip9c9RPiw+L55pvf5Hc7fseoqFEcdhwm2hSNpmlck3bNZyZ5LRm/hLUVayWIhRBCfCnDPowdLgfJlk8nbJU2lrL5+GbeOvwWMDDee9OYm/jtzt9S3Taw01JSeBJt7jZmJs/k5f0vkxqZyg+m/4DylnJe3PciPs3H1MSpJEUkERIcwvYT2+n0dPLxsY/5ydU/GeyBv7z/Zbw+r7++uhBCiAAx7CdwWc1WajtqgU8vWY+LG8cNY25gQcYCNtg3ABATEsNDGx7iqe1P8fMtP8egN5AenU6Tq4lDjkPYzDaau5vZd2ofs1Jm4fF62H9qP7eMu4VnFzxLkC6ImvYajjQf+fTDNX98YyGEEIFm2PeMz8x0LsguYHXpatz9bt6vep9JCZPo6u0aGA/e9xK/vvbXBOmCiAmNQYeO60dfj8VkYb19Pfsa9nH9/15PTlwOY+LGcNPYm7h33b3MHjV7cKMIndJx39T7eOXAK+yq34XVbOX60deztmKtv5tACCHEMDfsw/jMeO2f9v6JNw+/yc3jbuZX836FxWShsKKQU12nSIxIJDUqlTZ3G9/O+TYjLSMpqioiPzmftKg0qlurWZi5kBvH3Mivt/2alXtWEhIUgsVoAaC2oxZbmI0rYq9gdOxofjb7ZwDY2+xyS5MQQogvbdhfpoaBQE6MSOSW8bdw6/hbmZAwgdSoVAqyC9hRv4OM6AwAok3R7GnYg9fnpbGrkXeOvENaZBq2MBvufjf3Fd3HwcaDbKzZSFpUGq4+1+A+xzeNuYlVB1ehlBq8h1mWvxRCCHE+DPue8RkOl4NF2YtYUbICs8GM1+dFKUVtey3pUemUNpbS6m5lz8k9rLevp9PTCcBY61jcfW4anA08ee2TzEudx9LCpRxvO86ehj3EhMZQkFWAxWRhV/0uvDrv4C1Ssk2iEEKI8yFgwthqttLQ1fCZYx3uDsIMYTy65VEMOgNjrWPp9/Xj1bw0u5o52XUSndIxLn4cSeFJbD+xHZ/PR1ZMFmlRaTQ4G4gNjWVtxVqsZis3j7tZwlcIIcR5FxCXqWFgItdL+15iYeZCHsp/iCUTlmDQG5ieNJ1gXTBzUudg0BsobSqlpr2G7v5uDHoDXb1dlDaWMtIyEmevkx99/CM8/R6uv+J6gnXB/v5aQgghLgMB0zPOteViNVs52DQw5tvr7eVA4wGyorM41XWKb2R/gwkJE3h086M0djVS3VZNVnQWSycu5Ycf/pCVe1dy0+ibmJ0ym8fmPUbR0SIc3Q4WZCwYvK/4zFKZ0jsWQghxPgVMzxggJy6HhZkLuX709fT7+vF4PWhoGPQGHtv6GA+tf4gN9g1sOr4Ja6iVWHMsExIm8NT8pxgRNoKe/h7GxI3B3mbnpX0vsXTiUlKjUtHr9IMTwopri/39NYUQQgSYgOkZw8Cl6hUlK9hRtwMNjSBdEO5+N4uyF/FW+VuY9CZmpcyisKKQ+s56nB4nj25+lGZXM5qmUVhRyHUZ16FTOqxmK/PT53/m/ZMtyThcDj99OyGEEIEqoHrGMDCrury5HHe/G6/Py8HGg7S72/mv6f/FzvqdrD+2np7+HsbHj8fV66Ktp43K1kpSIlNIj0rn7ry7uWfKPeTE5Qyu7HVGbUet3FcshBDivAuonvGasjUkWZIYGzeWFV9dgSHIwONbH+eD6g/QKR0GvYE/fO0PVLZUsnzLcjQ00qPTmZ8+n8qWSrJisiiuLSbXlvuZlb3OHjOWrRKFEEKcbwEVxvtP7ed3X/kdDc4GHvjgAbJis4g3x+Pqc1HaVEp0SDTFtcXkJ+cz1jqWXl8vLd0t6JSOualzGWMdw/Ity4FPJ2kVVRUN7tIk9xULIYS4EAIqjFFwpPkI0SHR6JSOSFMke+r30OHuoK2njcfmPsYVsVfw5CdPsu3ENqxmK65eFxPiJwDwYfWHlDeX8/NNP8dqtpKfnD+4DaMQQghxoQRUGE+wTeD53c/zk6t/QoQxgsLKQo60HCEnLofxtvHUdtay7ug6DjUdIsoUxfz0+cxLncd6+3oe3fworT2tLLtyGfPT58utTEIIIS6agJrAtThnMZ29nWyo2cA7R94BwBZmY8XCFSRFJA1MzLLlcE36NcwcNZNvjf0W5c3ldHm62H9qP32+PnbV7+KFPS/Q1dsltzIJIYS4KAIqjHNtucxKmYVO6dApHbGhscxKmUVXbxe93l6e3/08bxx6g032TYQGhQ7+dx6vh3ZPO0kRSTw88+HBfZA73B1yK5MQQogLLqAuU8NA73iDfcPgLOgPqz/k55t/TkZ0BrdPuJ0mVxObajZR0lDC7pO7GWsdS1lTGTp0fHTsI+b8eQ75KflcnXw1hZWFciuTEEKICy5gwri0sZTi2mIcLge93l7+tPdPGPQGrGYraVFpJEYk8pfSv9Dn7SPSFElZYxlXp1zN3LS5vH7odYJ0QeTacsmOyUYpxdvlb1PuKOcPX/uDv7+aEEKIABcQYVzaWDrYG+5wd1BYWcj2E9uZlDAJm9nGSedJ9Do97e52NE2jsqWSTk8n71W+x9bjWzEbzNw56U7aPe0cOHWAzJhMqtuqCTOGyeQtIYQQF1xAjBkX1xZTkF1AV28Xm49v5pZxt/Dsgmdpd7fzl9K/EG4Ix+fzEawL5sCpA/T7+gkzhjEifATGICNpkWnodXoanA0syFzAvVPuxaA3kBaV5u+vJoQQ4jIQED1jh8tBsiWZF/a8QEF2AalRqexv2M/m45uZMmIKHx37CIPOgC3MxqSESWw9sZVgfTCdnk5MQSZ21O+g0dVIq7uV7r5uWntaSY9KZ2zcWH9/NSGEEJeBgOgZW81WajtqB0O5tLGUt8vfxmq2ck/ePfT09zAlaQpBuiDqnfX0ensJCw4jWB9MQngCABUtFcSb4+l0d1LaWEqYIYz85Hw/fzMhhBCXg4AI4zPrSCuleP/o+zy4/kE2127GqDfyzK5niAmJ4a7Jd2E2mOn19hJuCKff189J50lOOk8SEhSCzWyju7+bdk87ZU1lTE2cKuPFQgghLoqACONcWy5JEUm8Xf4233rrW2yt3UpaZBpXjrySD6s/JDUyldUHV1PdUs2x9mN0ejqxt9vx+XxomsZ3cr/DlMQpzEqexdalW7ku/ToaXY3+/lpCCCEuEwERxqWNpeyq38WIsBH87iu/46qRV3HYcZitx7cyMX4i7n43fz/6dzp6O0gMT6Stpw2DzkB8WDy93l5q2msYZxtHq7uV2o5aMmIyZLEPIYQQF01ATOAqri3GbDCTFZvFkglLmJo4lTcOvYGz14kxyMj2uu0Y9AYWZCygsqWSmNAYUiJTsJltbKzZyBUxV3Dg1AFCgkMorCgkKyYLnQqIf6cIIYQYBgIijB0uBz7NR0Z0BrUdtQD0+fp49+i79Hv7GRE+AoPegDHISKghlNsn3E5+Sj4763ey++Ru3q9+n56+HsbFjyMrJovKlkrZt1gIIcRFExBhbDVbae5uJj0qnRUlKzDqjcxPn09PXw8lDSV4fV56vb0UHS0iITyBxPBEttdtp62njSXjl5AZk8mzu54lNiQWe7td9i0WQghxUSlN0/zywXl5eVpJScl5ea/SxlJeO/gaRr0RR7cDp8fJzpM7cbqd6HV6okOiiTRFYjPbqOmoodnVTE5cDh6vB1uYDU+/h8U5i7lhzA3npR4hhBDi85RSezRNy/ui14bUM1ZKfQX4HaAH/qRp2uOfe90IrAImAy3AtzRNq/kyRf8rcm253DzuZtaUrWFd1TrMwWYmx0+muaeZ5IhkdDodB08d5FTXKczBZtxGNw2uBqaNmEaOLYf85HzpCQshhPCbc4axUkoPPAdcC9QBu5VShZqmHT7rtDuANk3TMpRSi4EngG9diIL/kVxbLrm2XKrbqrku/To+qP6AJlcTNW01mIJNANw64VaKjhZR76wnyhTF3VPulhAWQgjhd0OZMjwVqNI07Zimab3AGmDR585ZBLxy+vGbwDyllDp/ZQ6dpmkUVhTi7neTEZlBuDGcSFMkUSFRrNq/iv2N+3H3u6luq+bp7U9T2ljqjzKFEEKIQUMJ40TgxFnP604f+8JzNE3rBzqAmM+/kVLqTqVUiVKqxOG4MPfxKqUoyC7gROcJ2jxt1HXW0dTVRFljGW3ugfuLvznmm0xNnEp9Vz3P7HzmgtQhhBBCDNVFnU2tadpKYCUMTOC6EJ8RHRJNu7udeHM8wfpgrk6+mkZnI8fajwEQHxbPtenXYm+3Mzp2NPcV3XchyhBCCCGGbChhXA+MPOt50uljX3ROnVIqCLAwMJHroiptLKW1p5WP7R/zSd0nRBoiCTGEoFAY9UaWXbmM7XXbB+8jNugM9Hp7L3aZQgghxGcM5TL1biBTKZWqlDIAi4HCz51TCNx2+vGNwAbtIt8zVdpYygb7BmamzMSgM5CXkMe4+HHcPv52bGE2wo3hrNyzkiZXE7NSZhFmCOP3u38vexYLIYTwu3P2jDVN61dK3Qt8wMCtTS9pmnZIKfUoUKJpWiHwIvCqUqoKaGUgsC+qNWVrMAYZ2Vm3k3BDOBXOCnyaj32n9pFryyU+LJ5mVzOObgcPrn+Q2NBYTjpPcs+Uey52qUIIIcRnDGnMWNO0dcC6zx175KzHbuCm81va0JU2lrK3YS/PLniWsqYy2j3thAaFYjFaCDeFkxGdQaOzkRkjZ9Dp6aStp41GVyM3j7tZFvoQQgjhdwGxHGZxbTFpUWk8vOFhPqj6gPSodKYnTae2o5ba9lrsbXa8mpdHZj0yeF+xvc1OUVWRnysXQgghAmQLxbLGMrp7uznYeJApiVOYnzGfrr4uDjkOceXIK2l0NWIKMlFcWzx4X3GyJVm2SRRCCHFJCIiecau7lYSwBCYlTKLX10tdZx0nnSfxeD1sO7ENm9nG17O+zoKMBRRWDMw9CzOEYTVb/Vy5EEIIESBhHB0STbmjnOkjpzMlYQo7T+4kJCiE4+3H8Xg9aJrG8fbjACzMXMjqstVYjBbZJlEIIcQlISDCOCcuh9buVjbYN/CXg3/BYrTQ7+vH1eciWBfMhPgJVLZUcvd7d5MamUptRy2PX/O4rEsthBDikhAQYWwz23B0OxhvG8+y6ct4eufTVLdVo1d6cm25/OqaX+H1eVldtpp+Xz/RIdESxEIIIS4ZATGBq9HVyLIrlxFhjOCFfS9Q76zna5lfY1TkKEbHjgYGJmy19rSCf7ZvFkIIIf6hgOgZO1wO/nPyf7IgcwEAz+9+nvlp8/n+37/P9aOvp6iqiMrmSk65TrHkqiWsrVjr54qFEEKITwVEGFvNVmo7akmNSqW0sZT6znruKLyDlp4W6jvrWZCxgD5vH3dMukNmUQshhLjkBEQY5yfnU1hRSFZMFkeaj3Bd+nX0ens50XGCZR8tY27qXL4/6fuEGcIorCiUWdRCCCEuKQERxmcmYz1W/Bjx5niMQUZuHX8rubZcio4W8cqBV1hbsRar2crc1LkyeUsIIcQlJSDCGAYCeXTsaB6e+TB6nX7w+Pz0+eyq38XPZv/Mj9UJIYQQ/9iwD+PSxlKKa4txuByUN5fzYfWHgxO5AGo7amWMWAghxCVtWIfxmT2MC7ILSLYk82H1h/xx7x+BgR5xbUetjBELIYS45A3rMC6uLaYgu4DUqFSAwR7xKwdeYVf9LhkjFkIIMSwM6zB2uBwkW5I/c0zGiIUQQgw3wzqMP39/cXFt8eDiHqWNpdIjFkIIMSwM6+Uwz9xfXHS0iFUHVnG05ShHWo4QExLDawdfG9y7WAghhLiUDeue8Zme748++hE9/T3MS53H4/Mex2Ky8PL+l1lTtkZ6x0IIIS55w7pnDAOBrFd6fjzjx8SGxrK2Yi1FVUVMGzGN/af2+7s8IYQQ4pyGdc/4DGevk+1127lj0h0kW5Kp7ajlxb0v4ux1+rs0IYQQ4pyGfc8YIDQ4lA5Px2eOdXg6CA0O9VNFQgghxNAFRM84LTKNkKAQXj34Kl6fF71OT0hQCGmRaf4uTQghhDingAjjHFsOqZGp2NvtOFwOYkNjmTJiCvZ2u79LE0IIIc4pIMI4Pzn/M8tiyjKYQgghhpOACOMzty8VVRXhcDlkGUwhhBDDSkCEMQwEsoSvEEKI4SggZlMLIYQQw5mEsRBCCOFnEsZCCCGEn0kYCyGEEH4mYSyEEEL4mYSxEEII4WcSxkIIIYSfSRgLIYQQfiZhLIQQQviZhLEQQgjhZxLGQgghhJ9JGAshhBB+JmEshBBC+JmEsRBCCOFnEsZCCCGEnylN0/zzwUo5gOPn8S1jgebz+H6XI2nDL0/a8PyQdvzypA2/vPPdhimaplm/6AW/hfH5ppQq0TQtz991DGfShl+etOH5Ie345UkbfnkXsw3lMrUQQgjhZxLGQgghhJ8FUhiv9HcBAUDa8MuTNjw/pB2/PGnDL++itWHAjBkLIYQQw1Ug9YyFEEKIYWlYhbFS6itKqQqlVJVS6idf8LpRKfX66dd3KqVGXfwqL31DaMcfKqUOK6UOKqXWK6VS/FHnpexcbXjWeTcopTSllMxq/ZyhtKFS6punfxcPKaVWX+wah4Mh/HlOVkptVErtO/1n+qv+qPNSpZR6SSnVpJQq+wevK6XUM6fb96BSatIFKUTTtGHxA+iBaiANMAAHgDGfO+ceYMXpx4uB1/1d96X2M8R2nAOEnn58t7Tjv96Gp88LB7YAO4A8f9d9Kf0M8fcwE9gHRJ1+Hufvui+1nyG240rg7tOPxwA1/q77UvoBZgKTgLJ/8PpXgSJAAdOBnReijuHUM54KVGmadkzTtF5gDbDoc+csAl45/fhNYJ5SSl3EGoeDc7ajpmkbNU3rPv10B5B0kWu81A3ldxHgF8ATgPtiFjdMDKUNvw88p2laG4CmaU0XucbhYCjtqAERpx9bgJMXsb5LnqZpW4DWf3LKImCVNmAHEKmUSjjfdQynME4ETpz1vO70sS88R9O0fqADiLko1Q0fQ2nHs93BwL8KxafO2YanL2WN1DTtvYtZ2DAylN/DLCA0Q5jnAAACLElEQVRLKbVNKbVDKfWVi1bd8DGUdvy/wM1KqTpgHXDfxSktYPyrf2f+W4LO9xuKwKGUuhnIA2b5u5bhRCmlA54Clvi5lOEuiIFL1bMZuDqzRSmVq2lau1+rGn6+DfxZ07T/UUrNAF5VSuVomubzd2HiU8OpZ1wPjDzredLpY194jlIqiIFLMi0XpbrhYyjtiFLqGuAhoEDTNM9Fqm24OFcbhgM5wCalVA0D40yFMonrM4bye1gHFGqa1qdpmh2oZCCcxaeG0o53AP8LoGnadsDEwJrLYmiG9HfmlzWcwng3kKmUSlVKGRiYoFX4uXMKgdtOP74R2KCdHoEXg87ZjkqpicALDASxjNP9//5pG2qa1qFpWqymaaM0TRvFwLh7gaZpJf4p95I0lD/Pf2OgV4xSKpaBy9bHLmaRw8BQ2rEWmAeglBrNQBg7LmqVw1shcOvpWdXTgQ5N0xrO94cMm8vUmqb1K6XuBT5gYAbhS5qmHVJKPQqUaJpWCLzIwCWYKgYG5Bf7r+JL0xDb8UkgDHjj9Py3Wk3TCvxW9CVmiG0o/okhtuEHwHyl1GHAC/xI0zS50nWWIbbjfwF/VEo9wMBkriXSSfmUUuqvDPyjL/b0uPrPgGAATdNWMDDO/lWgCugGbr8gdcj/EyGEEMK/htNlaiGEECIgSRgLIYQQfiZhLIQQQviZhLEQQgjhZxLGQgghhJ9JGAshhBB+JmEshBBC+JmEsRBCCOFn/w+NzMn91PkXPAAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<Figure size 576x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "8wCwQlGHqb6Y", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 372 | |
| }, | |
| "outputId": "d3b198e3-e8f3-4b40-f691-a2c7a5515d1b" | |
| }, | |
| "source": [ | |
| "# define a simple neural net\n", | |
| "h = 15\n", | |
| "w1 = Variable(torch.randn(d, h) * np.sqrt(1/d), requires_grad=True)\n", | |
| "b1 = Variable(torch.zeros(1, h), requires_grad=True)\n", | |
| "w2 = Variable(torch.randn(h, t) * np.sqrt(1/h), requires_grad=True)\n", | |
| "b2 = Variable(torch.zeros(1, t), requires_grad=True)\n", | |
| "\n", | |
| "def forward(x):\n", | |
| " out = torch.tanh(x.mm(w1) + b1) # a relu introduces kinks in the predicted curve\n", | |
| " out = out.mm(w2) + b2\n", | |
| " return out\n", | |
| "\n", | |
| "# wrap up the data as Variables\n", | |
| "x = Variable(torch.from_numpy(x_train))\n", | |
| "y = Variable(torch.from_numpy(y_train))\n", | |
| "\n", | |
| "# オプティマイザの選択\n", | |
| "# NOTE: there are a few options here -- feel free to explore!\n", | |
| "# opt = optim.SGD([w1, b1, w2, b2], lr=0.1)\n", | |
| "opt = optim.SGD([w1, b1, w2, b2], lr=0.09, momentum=0.9, nesterov=True)\n", | |
| "# opt = optim.RMSprop([w1, b1, w2, b2], lr=0.002, alpha=0.999)\n", | |
| "# opt = optim.Adam([w1, b1, w2, b2], lr=0.09)\n", | |
| "\n", | |
| "# optimize\n", | |
| "# 10000 for SGD, 2000 for SGD w/ nesterov momentum, 4000 for RMSprop, 800 for Adam\n", | |
| "for e in range(2000):\n", | |
| " # 勾配の初期化\n", | |
| " opt.zero_grad()\n", | |
| " # 順伝播\n", | |
| " out = forward(x)\n", | |
| " # ロスの計算 \n", | |
| " loss = F.mse_loss(out, y) # 最小二乗法を使うということは暗に正規分布であることを仮定している\n", | |
| " if e % 100 == 0:\n", | |
| " print(e, loss.item())\n", | |
| " # 勾配の計算\n", | |
| " loss.backward()\n", | |
| " # パラメータの更新\n", | |
| " opt.step()" | |
| ], | |
| "execution_count": 6, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "0 0.13187164068222046\n", | |
| "100 0.02118375152349472\n", | |
| "200 0.020730912685394287\n", | |
| "300 0.019974876195192337\n", | |
| "400 0.01877412758767605\n", | |
| "500 0.0169682577252388\n", | |
| "600 0.014197880402207375\n", | |
| "700 0.010265116579830647\n", | |
| "800 0.006506443955004215\n", | |
| "900 0.004807714838534594\n", | |
| "1000 0.004334127064794302\n", | |
| "1100 0.0046583847142755985\n", | |
| "1200 0.004248274024575949\n", | |
| "1300 0.00402274914085865\n", | |
| "1400 0.0038566235452890396\n", | |
| "1500 0.0037305550649762154\n", | |
| "1600 0.0036349636502563953\n", | |
| "1700 0.0035625407472252846\n", | |
| "1800 0.003507638117298484\n", | |
| "1900 0.0034659358207136393\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "l35RSuZTsww0", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "# predict\n", | |
| "out = forward(Variable(torch.from_numpy(x_test)))" | |
| ], | |
| "execution_count": 7, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "yh8XLCaGsxg8", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 483 | |
| }, | |
| "outputId": "53927691-a32b-46de-e442-46d2d2c71086" | |
| }, | |
| "source": [ | |
| "# plot\n", | |
| "fig = plt.figure(figsize=(8, 8))\n", | |
| "plt.plot(x_train, y_train, 'go', alpha=0.5, markerfacecolor='none')\n", | |
| "plt.plot(x_test, out.data.numpy(), 'r', linewidth=3.0)\n", | |
| "plt.show()" | |
| ], | |
| "execution_count": 8, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 576x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "3sSn6VxGs5HC", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "x_train_inv = y_train\n", | |
| "y_train_inv = x_train\n", | |
| "x_test = np.linspace(-0.1, 1.1, n).reshape(-1, 1).astype(np.float32) # new x has a slightly different range" | |
| ], | |
| "execution_count": 9, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "LHHDXcTcs_Bo", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 483 | |
| }, | |
| "outputId": "9aa21fd4-101e-49a0-a532-c78964418cd3" | |
| }, | |
| "source": [ | |
| "fig = plt.figure(figsize=(8, 8))\n", | |
| "plt.plot(x_train_inv, y_train_inv, 'go', alpha=0.5, markerfacecolor='none')\n", | |
| "plt.show()" | |
| ], | |
| "execution_count": 10, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 576x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "utQVceLVtE07", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 372 | |
| }, | |
| "outputId": "cafcf527-b66b-40c5-c19b-6726ed1b31fc" | |
| }, | |
| "source": [ | |
| "# define a simple neural net\n", | |
| "h = 15\n", | |
| "w1 = Variable(torch.randn(d, h) * np.sqrt(1/d), requires_grad=True)\n", | |
| "b1 = Variable(torch.zeros(1, h), requires_grad=True)\n", | |
| "w2 = Variable(torch.randn(h, t) * np.sqrt(1/h), requires_grad=True)\n", | |
| "b2 = Variable(torch.zeros(1, t), requires_grad=True)\n", | |
| "\n", | |
| "def forward(x):\n", | |
| " out = torch.tanh(x.mm(w1) + b1) # a relu introduces kinks in the predicted curve\n", | |
| " out = out.mm(w2) + b2\n", | |
| " return out\n", | |
| "\n", | |
| "# wrap up the inverse data as Variables\n", | |
| "x = Variable(torch.from_numpy(x_train_inv))\n", | |
| "y = Variable(torch.from_numpy(y_train_inv))\n", | |
| "\n", | |
| "# select an optimizer\n", | |
| "# opt = optim.SGD([w1, b1, w2, b2], lr=0.1)\n", | |
| "# opt = optim.SGD([w1, b1, w2, b2], lr=0.09, momentum=0.9, nesterov=True)\n", | |
| "# opt = optim.RMSprop([w1, b1, w2, b2], lr=0.002, alpha=0.999)\n", | |
| "opt = optim.Adam([w1, b1, w2, b2], lr=0.09)\n", | |
| "\n", | |
| "# optimize\n", | |
| "for e in range(2000):\n", | |
| " opt.zero_grad()\n", | |
| " out = forward(x)\n", | |
| " loss = F.mse_loss(out, y) # negative log likelihood assuming a Gaussian distribution\n", | |
| " if e % 100 == 0:\n", | |
| " print(e, loss.item())\n", | |
| " loss.backward()\n", | |
| " opt.step()" | |
| ], | |
| "execution_count": 11, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "0 0.331595242023468\n", | |
| "100 0.04737945273518562\n", | |
| "200 0.04730753228068352\n", | |
| "300 0.04726356267929077\n", | |
| "400 0.04718538746237755\n", | |
| "500 0.046669550240039825\n", | |
| "600 0.04502984508872032\n", | |
| "700 0.04392532631754875\n", | |
| "800 0.04220898076891899\n", | |
| "900 0.040636930614709854\n", | |
| "1000 0.04028664156794548\n", | |
| "1100 0.04001014679670334\n", | |
| "1200 0.040011998265981674\n", | |
| "1300 0.03994625806808472\n", | |
| "1400 0.04001578316092491\n", | |
| "1500 0.039918288588523865\n", | |
| "1600 0.03988112881779671\n", | |
| "1700 0.03994515910744667\n", | |
| "1800 0.03986465930938721\n", | |
| "1900 0.03983500227332115\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "DNIjjujpuxi7", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "# predict\n", | |
| "out = forward(Variable(torch.from_numpy(x_test)))" | |
| ], | |
| "execution_count": 12, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "szBjfZoHu1QB", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 483 | |
| }, | |
| "outputId": "4e360827-7dc3-4310-9c8a-8235ac3e12b0" | |
| }, | |
| "source": [ | |
| "# plot\n", | |
| "fig = plt.figure(figsize=(8, 8))\n", | |
| "plt.plot(x_train_inv, y_train_inv, 'go', alpha=0.5, markerfacecolor='none')\n", | |
| "plt.plot(x_test, out.data.numpy(), 'r', linewidth=3.0)\n", | |
| "plt.show()" | |
| ], | |
| "execution_count": 13, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 576x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "NYngXlXJAMe1", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| " アウチ! 残念なことに, 我々のモデルはこの逆のデータセットに全く上手く適応できませんでした. 考えてみると, これは出力が 1 つだけの標準的なモデルでは効果的に適応するのが難しい問題であることがわかります. 元のデータセットはノイズがありましたが $x$ に対し $y$ が個別に 1 つ対応しており, $x$を変数とする正規分布で $p(y|x)$ を近似することができました. しかしながら, この逆のデータセットでは, $x$ に対し $y$ の分布が複数あり, 単一の正規分布ではこのマルチモーダルな条件付き分布を近似することができません.\n", | |
| "\n", | |
| " もし私達のモデルが $p(y|x)$ を近似するために正規分布の混合をパラメータ化できたらどうでしょう? そのとおり - これがまさに MDN の目標です. さあやってみましょう!\n", | |
| "\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "EEKVM_AYAZva", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "## 混合密度ネットワーク\n", | |
| "\n", | |
| " 調査の最初で述べたように, MDNは柔軟性のあるフレームワークで任意の条件付確立分布を, 入力$x$の関数としてパラメータ化された確立分布の混合としてモデル化できます.\n", | |
| "\n", | |
| " 特に, 私達はMDN を予め決められたタイプの確率分布からなる混合モデルとしてニューラルネットワークを設計することができます. このデータセットには, 正規分布を使い続けるので, 我々のニューラルネットワークは混合ガウスモデル(Gaussian Mixture Model; GMM)をパラメータ化し, これは $K$個の正規分布の線形和として正規化されます. 形式上は条件付確率$p(y|x)$は$$p(y|x)=\\sum_{k}\\pi_{k}(x)\\mathcal{N}(y|\\mu_{k}(x), I\\sigma^{2}_{k}(x))$$として表され, $\\pi(x)$はk次元の正規化された混合係数のベクトルで$x$の関数です. そして$\\mathcal{N}(y|\\mu_{k}(x), I\\sigma^{2}_{k}(x))$は正規分布の確率密度で$\\mu_{k}(x)$が平均で$\\sigma^{2}_{k}(x)$が分散で, それぞれが$x$の関数です. もし平均が次元毎に違っても, $x$の各次元は等しい分散を持つというように共分散行列を等方性に単純化できます. (PRML, p. 273を参照してください). また混合係数, 平均, 分散は入力$x$の関数で我々のニューラルネットワークの出力であることに注意してください.\n", | |
| "\n", | |
| " これをもう少し詳しく見てみましょう. まず $p(y|x)$を単一の正規分布で近似する元々の我々のアプローチは十分ではなく, 複数の正規分布を利用することがより効果的であると仮定しました. 従って私達は与えられた$x$に対し$K$個の正規分布と,確率分布を結合する相対的な量を表す合計すると1になる$K$個の係数をモデルが出力するように枠組みを作りました. そして, 新たに観測された$x$に対して, $y$の複雑な確率分布を形成するこの混合モデルのパラメータを生成し, そこから$y$の最もらしい予測を生成する様々な方法を説明します\n", | |
| " \n", | |
| " 私達が採用した形式主義は直感的ですが, いくぶんかその場しのぎです. もし興味があるなら, これを整理して一般的な確率論の枠組みに適合させるためにもうすこし数学を必要とします. 混合係数$\\pi_{k}(x)$から始めましょう. 私達がこれらの係数が全て足し合わせると1になること, そして直感的にそれらは関連した正規分布の相対的な量を表していることを知っています. 従って, これらの係数は観測された$x$に対し$K$個の正規分布の確率であると解釈できます. 従ってベクトル$\\pi (x)$は確率分布を表し, 我々は正規分布をこの確率分布に条件付けすることができます. これを正式に行うために, $K$個の可能な状態をワンホットエンコードした潜在変数$z$を導入します. 従って$\\pi (x)$は確率分布$p(z)$と表されます. 特に, $p(z_{k}=1)=\\pi_{k}(x)$, 例えば$\\pi_{k}(x)$を$z$が状態$k$になる確率と定義すると, $k$番目の混合部分の事前確率になります. これで,条件付き正規分布を$p(y|x,z)$として公式化し, $y$に対する$x$と新たな変数$z$の条件付き確率分布とすることができます. 新しい$p(z)$と$p(y|z,x)$の確率分布を使って, $y$と$z$の間の同時確率$p(y,z|x)$を考えることができ, そしてこの同時確率を潜在変数$z$に対して周辺化することで条件付き確率分布$p(y|x)$を作ることができます:\n", | |
| "$$\n", | |
| "\\begin{eqnarray*}\n", | |
| "p(y|x) &=& \\int p(y,z|x)dz \\\\\n", | |
| "&=& \\sum_{z} p(y,z|x) \\\\\n", | |
| "&=& \\sum_{z} p(z)p(y|x,z) \\\\\n", | |
| "&=& \\sum_{k} \\pi_{k}(x)\\mathcal{N}(y|\\mu_{k}(x), I\\sigma^{2}_{k}(x)) \\\\\n", | |
| "\\end{eqnarray*}\n", | |
| "$$" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "yL3Xa5FU2Szc", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "素晴しい, 私達の訓練可能なパラメータ$w$は確率的な記述の一部になりました. これで, 私達は直感的に$w$を条件付確率$p(y|x)$がどんな$y$と$x$に対しても最大になるように調整することができます. これを可能にするために, まず私達の条件付確率を, 私達が利用できる完全なデータセットである$(X, Y)$を組み入れて$p(Y|X,w)$に変更しましょう. そしてベイズ理論を利用して, より確率論的な要素を採り入れ, 損失関数を明確に定義しましょう:\n", | |
| "\n", | |
| "$$p(w|Y,X)p(Y) = p(Y,w|X)=p(Y|X,w)p(w)$$\n", | |
| "$$事後確率 \\times 証拠 = 同時確率 = 尤度 \\times 事前確率$$\n", | |
| "\n", | |
| "ここから\n", | |
| "$$p(w|Y,X)= \\frac{p(Y|X,w)p(w)}{p(Y)}$$\n", | |
| "$$p(w|Y,X) \\propto p(p(Y|X,w)p(w)$$\n", | |
| "$$事後確率 \\propto 尤度 \\times 事前確率$$\n", | |
| "\n", | |
| "ここで証拠(evidence)は変数$w$の関数ではないので, 最適化の間は不要です. 我々は$w$に関\n", | |
| "する事後確率を最大化し, 損失関数$L(w)$を尤度と事前確率で定義することができます:\n", | |
| "$$\n", | |
| "\\begin{eqnarray*}\n", | |
| "L(w) &=& \\frac{-1}{N} log(尤度\\times事前確率)\\\\\n", | |
| " &=& \\frac{-1}{N} log(p(Y|X,w)p(w))\\\\\n", | |
| " &=& \\frac{-1}{N} \\sum_{n=1}^{N}\\left(log \\left(\\int p(y_{n}, z_{n}|x_{n}, w)dz_{n}\\right) \\right) + log(p(w))\\\\\n", | |
| " &=& \\frac{-1}{N} \\sum_{n=1}^{N}\\left(log \\left(\\sum_{k} \\pi_{k}(x_{n}, w) \\mathcal{N}(y_{n}|\\mu_{k}(x_{n},w), I\\sigma^{2}_{k}(x_{n},w))\\right) \\right) + log(p(w))\n", | |
| "\\end{eqnarray*}\n", | |
| "$$\n", | |
| "\n", | |
| "ここで数値上の安定性のため確率の積を対数確率の和に変換し, 最大化問題のかわりに最小化問題にするために-1をかけています. そしてバッチサイズに対して不変であるよう和を平均化しています. 私達はモデル変数を$L(w)$が最小になるように最適化することができます.次のコードでは, 有用でない事前確率を$p(w)=1$としているので, 損失関数を単純化できます.\n", | |
| "\n", | |
| "$$L(w)=\\frac{-1}{N}\\sum_{n=1}^{N}\\left(log \\left(\\sum_{k} \\pi_{k}(x_{n}, w) \\mathcal{N}(y_{n}|\\mu_{k}(x_{n},w), I\\sigma^{2}_{k}(x_{n},w))\\right) \\right)$$\n", | |
| "\n", | |
| ".\n", | |
| "ヒュー!数学がいっぱいでした - これを実装しMDNがこの逆問題をどのように上手く扱うか見てみましょう!\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "r3YTUbkLOp2q", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "# 隠れ層の次元\n", | |
| "h = 50\n", | |
| "# K 個の混合係数 (PRML p. 274) は\n", | |
| "# K次元のワンホットエンコードされた潜在変数$$z$$として\n", | |
| "# 数式化できる. またモデルに$$\\mu_{k} = p(z_{k} =1)$$, \n", | |
| "# つまり$$z$$のとりうる各状態の確率を出力させることができる\n", | |
| "k = 30 # 3\n", | |
| "# 私達は共分散が等方性の場合のみを考えた (PRML p. 273),\n", | |
| "# なので共分散行列は対角で等しい要素を持つ,\n", | |
| "# すなわちyの各次元の分散は等しい\n", | |
| "# 従って, MDP は各混合の構成要素に対して pi & sigma のスカラー値を\n", | |
| "# 出力し, mu は各目標変数の平均を含んだ各混合の構成要素を出力する\n", | |
| "# 注意: 我々は目標変数の次元が1なので単純に `d_out = 3*k` としたが,\n", | |
| "# 次のものがより一般的である.\n", | |
| "# d_out = (t + 2) * k # t は PRML p. 274 の L である\n", | |
| "# 注意: 実際には pi, sigma^x, mu を個別の関数に分けた方が綺麗\n", | |
| "d_pi = k\n", | |
| "d_sigmasq = k\n", | |
| "d_mu = t * k\n", | |
| "\n", | |
| "w1 = Variable(torch.randn(d, h) * np.sqrt(2/(d+h)), requires_grad=True)\n", | |
| "b1 = Variable(torch.zeros(1, h), requires_grad=True)\n", | |
| "w_pi = Variable(torch.randn(h, d_pi) * np.sqrt(2/(d+h)), requires_grad=True)\n", | |
| "b_pi = Variable(torch.zeros(1, d_pi), requires_grad=True)\n", | |
| "w_sigmasq = Variable(torch.randn(h, d_sigmasq) * np.sqrt(2/(d+h)), requires_grad=True)\n", | |
| "b_sigmasq = Variable(torch.zeros(1, d_sigmasq), requires_grad=True)\n", | |
| "w_mu = Variable(torch.randn(h, d_mu) * np.sqrt(2/(d+h)), requires_grad=True)\n", | |
| "b_mu = Variable(torch.zeros(1, d_mu), requires_grad=True)\n", | |
| "\n", | |
| "\n", | |
| "def forward(x):\n", | |
| " out = torch.tanh(x.mm(w1) + b1) # shape (n, h)\n", | |
| " #out = F.leaky_relu(x.mm(w1) + b1) # interesting possibility\n", | |
| " pi = F.softmax(out.mm(w_pi) + b_pi, dim=1) # 全ての k に対し p(z_k = 1). K 個の混合係数で足し合わすと 1になる; ; shape (n, k)\n", | |
| " sigmasq = torch.exp(out.mm(w_sigmasq) + b_sigmasq) # K 個の正規分布の分散で 0 以上; shape (n, k)\n", | |
| " mu = out.mm(w_mu) + b_mu # K * L の正規分布の平均; shape (n, k*t)\n", | |
| " return pi, sigmasq, mu\n", | |
| "\n", | |
| "\n", | |
| "def gaussian_pdf(x, mu, sigmasq):\n", | |
| " # 注意: 新しい`torch.distributions`を利用可能\n", | |
| " return (1/torch.sqrt(2*np.pi*sigmasq)) * torch.exp((-1/(2*sigmasq)) * torch.norm((x-mu), 2, 1)**2)\n", | |
| "\n", | |
| "\n", | |
| "def loss_fn(pi, sigmasq, mu, target):\n", | |
| " # PRML p. 275 式 5.153\n", | |
| " # p(z)p(y|x,z)をzに対して周辺化することでp(y|x)を計算する.\n", | |
| " # 事前確率 p(w) を式に含めることもできるがとりあえず 1に等しいと仮定している.\n", | |
| " # 正規分布と仮定している p(z)p(y|x,z) の K 個の混合の合計の対数の負数を平均化している\n", | |
| " # p(z)はzの事前確率で,p(y|x,z)はzとxの条件付きの尤度\n", | |
| " losses = Variable(torch.zeros(n)) # p(y|x)\n", | |
| " for i in range(k): # marginalize over z\n", | |
| " likelihood_z_x = gaussian_pdf(target, mu[:, i*t:(i+1)*t], sigmasq[:, i])\n", | |
| " prior_z = pi[:, i]\n", | |
| " losses += prior_z * likelihood_z_x\n", | |
| " loss = torch.mean(-torch.log(losses))\n", | |
| " return loss" | |
| ], | |
| "execution_count": 22, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "3g1qxb3rOzxB", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 550 | |
| }, | |
| "outputId": "c4635170-bbaf-4bf8-a44b-4c7e2ea9d64d" | |
| }, | |
| "source": [ | |
| "opt = optim.Adam([w1, b1, w_pi, b_pi, w_sigmasq, b_sigmasq, w_mu, b_mu], lr=0.008)\n", | |
| "\n", | |
| "# wrap up the inverse data as Variables\n", | |
| "x = Variable(torch.from_numpy(x_train_inv))\n", | |
| "y = Variable(torch.from_numpy(y_train_inv))\n", | |
| "\n", | |
| "for e in range(3000):\n", | |
| " opt.zero_grad()\n", | |
| " pi, sigmasq, mu = forward(x)\n", | |
| " loss = loss_fn(pi, sigmasq, mu, y)\n", | |
| " if e % 100 == 0:\n", | |
| " print(loss.data.item())\n", | |
| " loss.backward()\n", | |
| " opt.step()\n" | |
| ], | |
| "execution_count": 23, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "text": [ | |
| "1.0679954290390015\n", | |
| "-0.4757034182548523\n", | |
| "-0.812084972858429\n", | |
| "-0.9572016596794128\n", | |
| "-1.0024714469909668\n", | |
| "-1.0286792516708374\n", | |
| "-1.0624200105667114\n", | |
| "-1.0438255071640015\n", | |
| "-1.0731945037841797\n", | |
| "-1.0809686183929443\n", | |
| "-0.4495038688182831\n", | |
| "-1.0840917825698853\n", | |
| "-1.0917996168136597\n", | |
| "-1.0912503004074097\n", | |
| "-1.0827083587646484\n", | |
| "-1.1000511646270752\n", | |
| "-0.8548318147659302\n", | |
| "-1.1020424365997314\n", | |
| "-1.1005085706710815\n", | |
| "-1.1030657291412354\n", | |
| "-1.0696133375167847\n", | |
| "-1.100264549255371\n", | |
| "-1.1089833974838257\n", | |
| "-1.1063233613967896\n", | |
| "-1.107763409614563\n", | |
| "-1.0645484924316406\n", | |
| "-1.11069917678833\n", | |
| "-1.11228609085083\n", | |
| "-1.0896226167678833\n", | |
| "-1.1139589548110962\n" | |
| ], | |
| "name": "stdout" | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "G_BiSfSVO4_X", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "それでは,モデルから標本を抽出してみましょう. いくつか方法がありますが, そのうつ2つを検討します. もっと詳しく言うと 最も可能性が高い正規分布の要素の平均$\\mu_{k}(x)$を抽出することもできますし, 観測された$x$に対し条件付き確率分布$p(y|x,w)$からいくつか標本を抽出しそれらをプロットすることもできます." | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "VYIRvskJO33e", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "def sample_mode(pi, sigmasq, mu):\n", | |
| " # 予測では,条件付き最頻値を使うこともできますが, 解析的な解を\n", | |
| " # 持ちません (PRML p. 227). そのかわりに最も可能性が高い要素の\n", | |
| " # 平均のベクトルを返し, 条件付き最頻値を近似します\n", | |
| " # 注意: これは autograd を破壊しますが, この仮定では\n", | |
| " # 勾配を計算しないので問題ありません.\n", | |
| " # 注意: pi, sigmasq, mu は テンソルです\n", | |
| " n, k = pi.shape\n", | |
| " _, kt = mu.shape\n", | |
| " t = int(kt / k)\n", | |
| " _, max_component = torch.max(pi, 1) # 可能性が最も大きい混合係数, つまり argmax_k p(z==1)\n", | |
| " out = Variable(torch.zeros(n, t))\n", | |
| " for i in range(n):\n", | |
| " for j in range(t):\n", | |
| " out[i, j] = mu[i, max_component.data[i]*t+j]\n", | |
| " return out\n", | |
| "\n", | |
| "\n", | |
| "def sample_preds(pi, sigmasq, mu, samples=10):\n", | |
| " # 各点について単一の条件付き最頻値を抽出する代わりに, \n", | |
| " # 各点について予測された GMM から沢山の標本を抽出して, \n", | |
| " # 予測の緻密な集合を作ることもできます\n", | |
| " N, K = pi.shape\n", | |
| " _, KT = mu.shape\n", | |
| " T = int(KT / K)\n", | |
| " out = Variable(torch.zeros(N, samples, T)) # s samples per example\n", | |
| " for i in range(N):\n", | |
| " for j in range(samples):\n", | |
| " # pi は合計して1になる必要があるため, 均一分布から標本を抽出し\n", | |
| " # それを変形して要素を選択することができます\n", | |
| " u = np.random.uniform() # sample from [0, 1)\n", | |
| " # [0, 1] を k 個の区間に分割します: [0, pi[0]), [pi[0], pi[1]), ..., [pi[K-1], pi[K])\n", | |
| " # そして `u` がどの区間に分類されるかを決定しそこから標本を抽出します.\n", | |
| " prob_sum = 0\n", | |
| " for k in range(K):\n", | |
| " prob_sum += pi.data[i, k]\n", | |
| " if u < prob_sum:\n", | |
| " # k 番目の要素から標本を抽出する\n", | |
| " for t in range(T):\n", | |
| " sample = np.random.normal(mu.data[i, k*T+t], np.sqrt(sigmasq.data[i, k]))\n", | |
| " out[i, j, t] = sample\n", | |
| " break\n", | |
| " return out\n" | |
| ], | |
| "execution_count": 24, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "vODil1x8PGwF", | |
| "colab_type": "code", | |
| "colab": {} | |
| }, | |
| "source": [ | |
| "# 標本抽出\n", | |
| "pi, sigmasq, mu = forward(Variable(torch.from_numpy(x_test)))\n", | |
| "cond_mode = sample_mode(pi, sigmasq, mu)\n", | |
| "preds = sample_preds(pi, sigmasq, mu, samples=10)\n" | |
| ], | |
| "execution_count": 25, | |
| "outputs": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "f4NqleKpPM-9", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 483 | |
| }, | |
| "outputId": "c2f4e0d6-1029-4f6d-8880-837305061014" | |
| }, | |
| "source": [ | |
| "# x に沿って各点の条件付き最頻値をプロットする\n", | |
| "fig = plt.figure(figsize=(8, 8))\n", | |
| "plt.plot(x_train_inv, y_train_inv, 'go', alpha=0.5, markerfacecolor='none')\n", | |
| "plt.plot(x_test, cond_mode.data.numpy(), 'r.')\n", | |
| "plt.show()\n" | |
| ], | |
| "execution_count": 26, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 576x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "_LPlT46vPQ4V", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 483 | |
| }, | |
| "outputId": "2c8bf72f-4be1-4c50-e3e3-0615eab207a5" | |
| }, | |
| "source": [ | |
| "# x に沿って各点の平均値をプロットする\n", | |
| "fig = plt.figure(figsize=(8, 8))\n", | |
| "plt.plot(x_train_inv, y_train_inv, 'go', alpha=0.5, markerfacecolor='none')\n", | |
| "plt.plot(x_test, mu.data.numpy(), 'r.')\n", | |
| "plt.show()\n" | |
| ], | |
| "execution_count": 27, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 576x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "metadata": { | |
| "id": "syYkIPsxPSe4", | |
| "colab_type": "code", | |
| "colab": { | |
| "base_uri": "https://localhost:8080/", | |
| "height": 483 | |
| }, | |
| "outputId": "66ee50cb-961f-4792-eaa9-e2699309f0af" | |
| }, | |
| "source": [ | |
| "# x に沿って各点の抽出された予測をプロットする\n", | |
| "fig = plt.figure(figsize=(8,8))\n", | |
| "plt.plot(x_train_inv, y_train_inv, 'go', alpha=0.5, markerfacecolor='none')\n", | |
| "for i in range(preds.shape[1]):\n", | |
| " plt.plot(x_test, preds.data.numpy()[:, i].reshape(n, 1), 'r.', alpha=0.3)\n", | |
| "plt.show()\n" | |
| ], | |
| "execution_count": 28, | |
| "outputs": [ | |
| { | |
| "output_type": "display_data", | |
| "data": { | |
| "image/png": 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\n", | |
| "text/plain": [ | |
| "<Figure size 576x576 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "tags": [], | |
| "needs_background": "light" | |
| } | |
| } | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "pyUoAtpUPTEr", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "興味深い! 私達の MDN モデルはこの逆のデータセットの $p(y|x)$ の近似をちゃんと学習できたました.! 実験に戻って異なるハイパーパラメータの値, 例えば $K$ の値を変えて適合の度合いを変えることができます. 特に, 平均値のプロットは $K$の値を例えば$K=3$に小さくするとより分かりやすくなり, また大きくするとより適合度があがります. \n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "hFzfRWN3PUov", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "# 最後に\n", | |
| "全体的に, 我々は連続した目標変数$y$が単一の正規分布では上手く近似できないような多様性を示す 「逆の」シナリオを検討しました. そしてそのようなシナリオに対する一般的なフレームワークとして混合密度ネットワークを検討しました. この記事の導出と実装が偉大な教科書である PRML と同様に, この主題における更なる調査のための有益な資料を提供することを望みます. 最後に, 探究心を持って楽しむことを忘れずに!\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "YCySsqg5PV9o", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "# Notebook\n", | |
| "[mixture_density_networks.ipynb](https://github.com/dusenberrymw/mixture-density-networks/blob/master/mixture_density_networks.ipynb)\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "id": "g5g0-o5oPYEy", | |
| "colab_type": "text" | |
| }, | |
| "source": [ | |
| "# 素晴らしい資料\n", | |
| "1. [Pattern Recognition and Machine Learning (PRML)](https://www.microsoft.com/en-us/research/people/cmbishop/#!prml-book) , pp. 272-277, pp. 430-435\n", | |
| "2. @hardmaru’s MDN blogs: http://blog.otoro.net/2015/06/14/mixture-density-networks, http://blog.otoro.net/2015/11/24/mixture-density-networks-with-tensorflow\n", | |
| "3. http://edwardlib.org/tutorials/mixture-density-network\n" | |
| ] | |
| } | |
| ] | |
| } |
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