diff --git "a/notebooks/.ipynb_checkpoints/01_data_exploration-checkpoint.ipynb" "b/notebooks/.ipynb_checkpoints/01_data_exploration-checkpoint.ipynb" new file mode 100644--- /dev/null +++ "b/notebooks/.ipynb_checkpoints/01_data_exploration-checkpoint.ipynb" @@ -0,0 +1,262 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "a5ec83e3-2504-4827-9625-6f8257873c84", + "metadata": {}, + "outputs": [], + "source": [ + "# Setup\n", + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "from datasets import load_dataset\n", + "\n", + "plt.style.use('seaborn-v0_8')\n", + "sns.set_palette(\"husl\")" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "8ae7f119-7a57-4949-9351-28e832f3f824", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Loading CNN/DailyMail dataset ..\n", + "\n", + "Dataset splits:\n", + " - Train: 287113 samples\n", + " - Validation: 13368 samples\n", + " - Test: 11490 samples\n" + ] + } + ], + "source": [ + "#Loading Dataset\n", + "print(\"Loading CNN/DailyMail dataset ..\")\n", + "dataset = load_dataset('abisee/cnn_dailymail', '3.0.0')\n", + "\n", + "print(f\"\\nDataset splits:\")\n", + "print(f\" - Train: {len(dataset['train'])} samples\")\n", + "print(f\" - Validation: {len(dataset['validation'])} samples\")\n", + "print(f\" - Test: {len(dataset['test'])} samples\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3dff4e96-a3b3-475d-8779-07cfd79674fa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "======================================================================\n", + "SAMPLE ARTICLE:\n", + "======================================================================\n", + "(CNN)The Palestinian Authority officially became the 123rd member of the International Criminal Court on Wednesday, a step that gives the court jurisdiction over alleged crimes in Palestinian territories. The formal accession was marked with a ceremony at The Hague, in the Netherlands, where the court is based. The Palestinians signed the ICC's founding Rome Statute in January, when they also accepted its jurisdiction over alleged crimes committed \"in the occupied Palestinian territory, includin...\n", + "\n", + "======================================================================\n", + "REFERENCE SUMMARY:\n", + "======================================================================\n", + "Membership gives the ICC jurisdiction over alleged crimes committed in Palestinian territories since last June .\n", + "Israel and the United States opposed the move, which could open the door to war crimes investigations against Israelis .\n" + ] + } + ], + "source": [ + "# Vieweing Sample\n", + "sample = dataset['test'][0]\n", + "\n", + "print(\"=\" * 70)\n", + "print(\"SAMPLE ARTICLE:\")\n", + "print(\"=\" * 70)\n", + "print(sample['article'][:500] + \"...\")\n", + "print(\"\\n\" + \"=\" * 70)\n", + "print(\"REFERENCE SUMMARY:\")\n", + "print(\"=\" * 70)\n", + "print(sample['highlights'])" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "3978ad78-14da-404c-b2c7-d9adf88cb6e8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + " Length Statistics: \n", + " Article Length Summary Length Compression Ratio\n", + "count 11000.000000 11000.000000 11000.000000\n", + "mean 680.276545 54.789091 0.100635\n", + "std 348.646984 22.580713 0.095983\n", + "min 55.000000 9.000000 0.010490\n", + "25% 416.000000 40.000000 0.059533\n", + "50% 610.000000 51.000000 0.086446\n", + "75% 873.000000 63.000000 0.125000\n", + "max 1919.000000 564.000000 7.593750\n" + ] + } + ], + "source": [ + "# Analysing length distribution\n", + "test_samples = dataset['test'].select(range(min(11000, len(dataset['test']))))\n", + "\n", + "article_lengths = [len(article.split()) for article in test_samples['article']]\n", + "summary_lengths = [len(summary.split()) for summary in test_samples['highlights']]\n", + "\n", + "# Creating Dataframe\n", + "df = pd.DataFrame({\n", + " 'Article Length': article_lengths,\n", + " 'Summary Length': summary_lengths,\n", + " 'Compression Ratio': np.array(summary_lengths) / np.array(article_lengths)\n", + "})\n", + "\n", + "print(\"\\n Length Statistics: \")\n", + "print(df.describe())\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "333a850a-ec5b-4c4a-af48-dbc7aa41b9bb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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AABCCtNeN9r7R6cyZMybrwcsvvyyzZ8+Whg0bSs+ePaVt27b+LiYAAAAAJwZxxo4dK//73/+kaNGipgcOAAAAACB7HTp0SD799FMzbdmyxQRvOnXqJAcOHJDhw4fLihUrZNiwYVQ7AAAAEMSyFMSpUqWKaURUr149+0sEAAAAACHsk08+MdNvv/1mbprTFGrTpk0z7TBbuXLlZMKECQRxAAAAgCCXpSBOzZo1ZfDgwfLaa6+ZhkTevHl91usAnAAAAACAzNPeNa1atZIZM2bI1VdfLWFhYSm2qVq1qnTr1o3qBQAAAIJcloI4O3fulEaNGpn5w4cPZ3eZAAAAACBkPfzww3LTTTdJ2bJl09xGU6vpBAAAACC4ZTiIM3nyZBkwYIAUKFDADKoJAAAAAMh+s2bNkrZt21K1AAAAACRlv/w0zJ07V86cOeOzrG/fvmawTTjHjkpFpMezV5tJ5wEAAAAElnr16sl3333n72IAAAAACKSeOJZlpVi2YsUKOXv2bHaXCRcgITJMDpYsQB0CAAAAAapQoUImE8LMmTNTHYN03rx5fisbAAAAgAAYEwcAAAAAkDM0hXXHjh2pXgAAAAAEcQAAAADASSZNmuTvIgAAAAAIxJ44Lpcr50qCbFFj+zF5fuJvZv7Rp66Qv6oVo2YBAACAABMTEyM7d+6UpKQkT3rr+Ph4Wb9+vfTv39/fxQMAAADgxCDO+PHjffIxJyQkyLPPPisFCxb02Y47x/wrPCnl+EUAAAAAAsOnn34qw4cPN0EbvZFOAzj2DXXly5cniAMAAACEkAwHcS6//HI5fPiwz7IGDRrI0aNHzQQAAAAAuHAzZ86UG264Qe69916588475fXXX5dDhw7JmDFj5KGHHqKKAQAAgBCS4SDOW2+9lbMlAQAAAADInj175KWXXpJq1apJjRo1TGq11q1bi9vtNgGeW265hVoCAAAAQkSYvwsAAAAAAPhPnjx5zKQqV64sW7duNfO1a9eWXbt2UVUAAABACCGIAwAAAAAOosGaBQsWmPlLLrlEli1bZua3bdsmkZGRfi4dAAAAAEemUwMAAAAA5Dwd90bHwylWrJh06tRJZsyYYcbI2b9/v3To0IGvAAAAAAghBHEAAAAAwEEaN24sX331lcTHx0vx4sXlnXfekffee0/KlSsn3bt393fxAAAAAOQigjgAAAAA4DBlypTxzFevXl2GDx/u1/IAAAAA8A+COEHmr6pFpd2c68285fJ3aQAAAABk1u7du2XKlCmydetW0xsnuW+//ZZKBQAAAEIEQZxg43IRvAEAAAAC2JAhQ+Tw4cPSvn17yZcvn7+LAwAAAMCPCOIAAAAAgINs3rzZjINz2WWX+bsoAAAAAPyMIE6QiXAnSdET51IuHC+cR9wRYf4uEgAAAIBMqFKlipw5c4Y6AwAAAEAQJ9hU2xUr08YvN/MDhzeVv6oV83eRAAAAAGTCyJEjZcyYMdK9e3epWLGihIX53ph1+eWXU58AAABAiKAnDgAAAAA4yJYtW2T79u0yfPjwFOtcLpds2rTJL+UCAAAAkPsCJojTt29fKVGihDz99NPm+caNG2XUqFGmgVO9enVzp1rt2rU92y9atEheeOEFMyBo8+bNZdy4cWZ/ZVmWTJ06VT744ANJSkqSW2+9VQYPHpziDjcAAAAAyG3Tp083bZRu3bpJ/vz5+QIAAACAEBYQUYvPP/9cli5d6nl++vRpE9Rp3LixLFy4UBo0aCD9+vUzy9W6detk2LBhMmDAAHn//fclNjZWhg4d6tl/7ty5JsijjaNp06bJZ599ZpYBAAAAgL+dOnVK7r33XnOzWvny5VNMAABkmNstrv2HJWnnXvOozwEAgcXxQZxjx47J5MmTpU6dOp5lixcvlrx588qQIUOkWrVqJmBTsGBB+fLLL836t99+W9q3by8dO3aUmjVrmv01CLRnzx6zft68eTJw4EATBGratKnphfPOO+/47TMCAAAAgK1NmzayZMkSKgQAkHWWJWF7D0rElp3iij0h1ukz5lGf63JdDwAIDI5Pp/bMM8/ILbfcIocOHfIsW7t2rTRq1Mjkg1b62LBhQ1mzZo107tzZrL/vvvs825crV06io6PN8jx58sj+/ft9BgPV19q7d695j9KlS+fyJwQAAACA/5QqVcqkf/7iiy+kUqVKEhHh22ybNGkS1QUAOK+wfYfEdeKkWJGReuHs3EKXyzzX5WH7RJLKl6EWASAAODqI8+uvv8off/xh0p2NHj3as1zHudHUAt6ioqJk69atZj61YIyuP3DggNlXea8vWbKkedT1GQ3ihIW5zJTbwsPPdZ7Sv792EMub9zKd9w506b4REY7vfOW3OrUfQX06Dcco9elkHJ/UqdNxjCIQrV+/XurXr+9powAAkClut4Qdjz0XwElNeLhZn1QmSiTZjQIAAOdx7C/12bNnZdSoUTJy5EjJly+fz7ozZ86YHjXe9Hl8fLyZj4uLS3O9rrOfe69T9v4ZUaJEwVSDKLnh4EGR8IgwicwTnmJdRGSYz7y9jc4XLVpAihcvmKtlDSRFijBoLPXpbByj1KeTcXxSp07HMYpA8tZbb/m7CACAAOY6clSsdIIzut5sV7ZUrpULABBkQZzp06dL7dq1pUWLFinW6Xg4yQMu+twO9qS1Pn/+/D4BG93Onle6PqNiYk75tSdOojtJEuITU6yPsyw5XDyvZ97exp2QJMePn5ajR0/lcomdT+tUL+zExp6RxMQkfxcn4FGf1KnTcYxSn07HMUp9Ohk3BOWe48ePy99//52iXaM3kunYngAApMWV6P4vhVqaG7nElZgojIwDAM7n2CDO559/LkeOHJEGDRqY53bj5auvvpIbb7zRrPOmz+1UaGXKlEl1veaW1nVK06pVqFDBM690fUYlJVlm8hcdf85KZRC6bZWKSLfnWvluaB4sE6BwuwlSpIX6yV7UZ/ajTqlPJ+P4pE6djmMUgeTDDz+UMWPGSEJCQopzfg3ibNq0yW9lAwA4nxUeIS4r7vyBHMsSKzxlhhcAgPNEODmFgNvt9jyfMmWKeRw8eLCsWLFCXn31VdOg0UaMPq5atUruv/9+s029evVk5cqV0rlzZ/N8//79ZtLlGsSJjo426+0gjs7rsoyOhwMAAAAAOWXatGlyyy23SK9evVKklgYAID1WyeLiijmW9pg4elOA2222AwA4n2ODOOXLl/d5XrDgubFcKleuLFFRUTJ16lSZMGGC3HHHHfLee++ZcXLat29vtrnzzjule/fuZjDQOnXqmO1atmwpFStW9KzXoFDZsmXNc32t3r175/pnBAAAAIDkYmNjpU+fPlKlShUqBwCQeRERklS0iLhOnNRcvSnXJyaa9bodAMD5AvLXulChQjJr1iwZNWqUzJ8/X2rUqCGzZ8+WAgUKmPWagm3s2LHmDjbNJd2sWTMZN26cZ39tEP37778yYMAACQ8Pl1tvvdXc5RYM8p9xS5W9J8z83+ULy5n8AfkVAwAAACGrTZs2snTpUoI4AIAsS4ouLWH7RMKOx4qE/X+PHM1ok5BgAji6HgAQGALmCv/TTz/t87xu3bry0Ucfpbm9plKz06klp4GboUOHminYVNp3Ul6Y8JuZHzi8qfxVrZi/iwQAAAAgEx5//HG56aabzHiglSpVMimkvU2aNIn6BACcn8slSeXLSFKZKIk8elxcBSLFCosQd7Gi9MABgAATMEEcAAAAAAgF48ePl1OnTkl8fLzs3bvX38UBAASyiAixypWSsOIFxTp6SsSd5O8SAQAyiSAOAAAAADjIjz/+KK+88oq0aNHC30UBAAAA4Gdh/i4AAAAAAOA/xYsXl+joaKoEAAAAAEEcAAAAAHCS+++/XyZMmCA7d+6UxMREfxcHAAAAgB+RTg0AAAAAHGTOnDmyb98+6dChQ6rr/4+9PwGSZbvLe9F/ZlZ19Tztee8z6OhIBw2gAYQkjLACHA9s8INrwSXew8/Gxg8wk25gHg6DDbbBwPXjPeQwEtgEOMAhLpgp7gOM7TDDta8NAiOQGDSeaZ899TxXVXdVZeaL33+tVZ1VXd1dPffu/n+KrR6qKnPlWitX9vl/6/u+j3/846feJoPBYDAYDIYOtFoSLSxLlLYkT0qSX53SDCaDwXD8sDvLYDAYDAaDwWAwGM4Rvumbvumsm2AwGAwGg8HQG3ku8cM5iVfXJIe0iSKJ8k2JllYkmxiX7PZ1/Z3BYDg+GIljMBgMBoPBYDAYDOcIf+2v/bWzboLBYDAYDAZDT0DgROsbkpfL27+MIv2Z38cPRbI7N6z3DIZjhJE4Fwybg4n8+Wsm298bDAaDwWAwGAyGxwvvf//793z9W7/1W0+tLQaDwWAwGAxttFpOgVMkcIpIEn09u3HFrNUMhmOEkTgXDHfvjMnf+4fvPOtmGAwGg8FgMBgMhkPiV37lVzp+TtNUFhcXpVQqyWd/9mcf6Fizs7PyAz/wA/KhD31IKpWK5uz8vb/39/T7e/fuyfd8z/fIRz7yEbl9+7Z893d/t7zrXe9qf/Z3f/d35Qd/8Af1fW9+85v1OE8++aSNq8FgMBgMlxRk4KiF2h7gdX3fzWun1i6D4aLDSByDwWAwGAwGg8FgOEf47d/+7R2/29jYUJLlICROnufy3ve+V8bHx+Vnf/ZnZXV1VY8Rx7H8/b//9+VbvuVb5LnnnpNf/uVflt/8zd9Uhc9v/MZvKKHz8OFDff3bvu3b5Au+4AvkAx/4gHzzN3+z/Oqv/qpE5nNvMBgMBsOlRJS29s+7ISMnTSU/rUYZDJcA8Vk3wGAwGAwGg8FgMBgMe2N0dFQJmX/zb/5N31314osvqsrmh37oh+S1r32tvO1tb9Nj/Pqv/7oqc1DYfN/3fZ88++yz8o3f+I3ylre8RQkd8Iu/+IvymZ/5mfJ1X/d1+lmO8eDBA/mDP/gDGyqDwWAwGC4p8qTELpF93pRLnljEg8FwnDAS54JhbKMh7/79R/qP7w0Gg8FgMBgMBsPFwPr6uv7rF9euXZOf/MmflKtXr+5Q9Xz0ox+VN7zhDTI8PNz+/ed8zuco6QN4HdInYGhoSN74xje2XzcYDAaDwXD5kF+dkqjV2vM9vM77DAbD8cHs1C4Ybs/W5Lv/1Uf1+/f+o3fKJ0cHzrpJBoPBYDAYDAaD4QB4//vfv+N31WpVrc7e8Y539H0cbNSwQgvIskw++MEPyjvf+U6Zn5+X69evd7z/ypUrMjMzo9/v93o/iONI/x0ESRJ3fDUcD6xfjx/WpycD61fr18cJl3K+lgYkmp6QeL0q0uu600zy6QkpDR6+Hnkp+/UUYP36ePerkTgGg8FgMBgMBoPBcI7wK7/yKzt+Vy6X5fM+7/Pk27/92w993B/+4R+Wj33sY/JLv/RL8tM//dMyMNBZYOHnRsOp+ev1+p6v94Pp6ZFD5+eMjw8d6nMG69fThs1V69fHCTZfrV+PA/nkqyW/+1Cy5TWRckmf9eTwSbMl8dSURE/fPpb8PJuvJwPr18ezX43EMRgMBoPBYDAYDIZzhN/+7d8+9mNC4PzMz/yMvO9975PnnntOKpWKrKysdLwHgmZwcFC/5/VuwoafUff0i6Wl6qGUOPxH8NpaXdI0O9BnDdavpwmbq9avjxNsvlq/HjsmJkVGRiWaXxZJU5FSSfIb1/WrrNSOdGibrycD69fT69epqZFjP4+ROAaDwWAwGAwGg8FwTrG0tCR/+Id/qLk2n/3Zn32oY3z/93+//NzP/ZwSOV/yJV+iv7tx44Y8//zzHe9bWFhoW6jxOj93v/7617++7/NmWa7/DgP+I7jVMhLnuGH9evywPj0ZWL9avz5OuLzzNRa5dqXzV8fYD5e3X08W1q+PZ7+auaDBYDAYDAaDwWAwnAN84AMf0Mybu3fv6s9/9Ed/JF/8xV8s733ve+VrvuZr5G//7b8tm5ubB87X+fmf/3n5kR/5EfmyL/uy9u/f/OY3y5//+Z93HO/DH/6w/j68zs8B2KthxRZeNxgMBoPBYDAYDKcDI3EMBoPBYDAYDAaD4Yzx7/7dv5N/9a/+lXz1V3+1XLnidrV+93d/t9qb/fqv/7r8l//yX6RarcpP/MRP9H3MF154QX7sx35Mvv7rv14+53M+R+bn59v/3v72t8utW7fku77ru+TTn/60HvdP/uRP5Ku+6qv0s1/5lV+pJBK/53Xe98QTTyjJZDAYDAaDwWAwGE4PRuIYDAaDwWAwGAwGwxnjF3/xF+Uf/IN/IN/xHd8ho6Oj8qd/+qfy8ssvy9/4G39DXvOa16i92Td90zfJv//3/77vY/7Wb/2WpGkqP/7jPy7vete7Ov4lSaIED4TOe97zHvnVX/1VVQLdvn1bPwth86M/+qPyy7/8y0rskJ/D68cRVGwwGAwGg8FgMBj6h2XiGAwGg8FgMBgMBsMZA9XM53/+57d//tCHPqSEybvf/e727yBzHj582Pcxv+EbvkH/7Yann35aPvjBD+76Oucunt9gMBgMBoPBYDCcPozEuWBYHy3L77zjZvt7g8FgMBgMBoPB8HigqHL5wz/8Q5mYmJDXve517d9hpzY0NHRGrTMYDAaDwWAwGAxnASNxLhge3hiR//XvvuWsm2EwGAwGg8FgMBgOgOeee04zaFDHrK2tye///u/LX/pLf6njPf/hP/wHfZ/BYDAYDAaDwWC4PDASx2AwGAwGg8FgMBjOGH/9r/91+cf/+B/Lxz/+cfnjP/5jaTQa8rVf+7X62uzsrPzar/2a/NRP/ZT8wA/8wFk31WAwGAwGg8FgMJwijMQxGAwGg8FgMBgMhjPGl3/5lytx83M/93MSx7G8733vkze96U362r/+1/9afuEXfkG+/uu/Xr7iK77irJtqMBgMZ4dWS6KFZYnSluRJSfKrUyIlK20ZDAaD4WLDnnQXDNPLm/JFH3qk3//2O2/J0tTgWTfJYDAYDAaDwWAw9IGv+qqv0n/d+MZv/Eb5tm/7NpmamrJ+NBgMlxN5LvHDOYlX1ySHtIkiifJNiZZWJJsYl+z2df2dwWAwGAwXEUbiXDBcW9qUr/+FT+r3f/rclJE4BoPBYDAYDAbDY44bN26cdRMMBoPhTAGBE61vSF4ub/8yivRnfh8/FMnu2FppMBgMhosJI3EMBoPBYDAYDAaDwWAwGM4zLrONWKvlFDhFAqeIJNHXsxtXLk+fGAwGg+FSwZ5uBoPBYDAYDAaDwWAwGAznEWYjpuSVWqjt1U2lknvfzWunNjQGg8FgMJwW4lM7k8FgMBgMBoPBYDAYDAaD4XA2YiHzpcNGbO7C9ybqo33zbsjISdPTapLBYDAYDKcKI3EMBoPBYDAYDAaDwWAwGM6pjRh2YXvZiPG+iwzs41Ak7f2mXPLd+slgMBgMhsccZqdmMBgMBoPBYDAYDAaDwXDOYDZiDuT/REsru2fi0FetlssJMhh64TJnSp0lrN8NhmODrVgGg8FgMBgMBoPBYDAYDI+xjdg+OpXHG6WSZBPjah/XU5WUpvq6FeUNO2CZUmeDy9TvRlQZTglG4hgMBoPBYDAYDAaDwWAwnDOgGKDwuWex85LYiFH0jR9KR1GYa0eB0y4KGwx7ZUoFdGRKiWR3bli/HTMuRb9fJqLKcC5gJM4Fw9JkRX7hrzzT/t5gMBgMBoPBYDAYDAbD4wezESsgirTom9244m2xUi2c5lcmTYFj2DNTalcbPp8pxZwyFdcx4pL0+6UgqgznCo/v3WLoifkrQ/JTX/0Z1jsGg8FgMBgMBoPBYDA8zjAbsZ59kt+8drHt4wzHAsuUOhtcin7vh6gixwu1YIRa0nKYDEeHkTgGg8FgMBgMBoPBYDAYDOcQZiNmMBwOlil1NrgM/b4nUYXN2tKqRNWqSL0u+dSk2awZjgVG4hgMBoPBYDAYDAaDwWAwnEeYjZjBcChYptTZ4DL0+15ElRI49bqqBqMsd0SV2awZjgFG4lww3FioyVf9h5f1+1/6K6+S2avDZ90kg8FgMBgMBoPBYDAYDEeB2YgZDAeCZUqdDS5Dv+9KVKWpRLWa2qk5oio+vjygVsvngbXMnu2Soms2GR53TK425Mt/+xX9x/cGg8FgMBgMBoPBYDAYDAbDZcyUorDeE2nqXj9oMd1w6ftdiapWa0c/RGsbIrFTGOWocMZGd80D6hvYsz2YldKnXpJ4bUOi2pZ+1Z8fzOrrhssBI3EMBoPBYDAYDAaDwWAwGAwGw+kAVcHMvMQPHulXfj6pTCkK6VGzuV3sJmy+2dTf87rB+v24CMIoS0UiT+AMDzlFzi55QP0ifjgn0fqGUzYF5U+HPducTeFLAqObDQaDwWAwGAwGg8FgMBgMhrPCZbFKQlXwcE4tpTQYnoJ2vqn2WxTFlVTZK0vloLBMqbPBJeh35mr8UDrmch7FIq1U8pFhyacnjp4H1Gq54+9mTXcUezbDYwcbYYPBYDAYDAaDwWAwGAwGg+GikxpnjA5VQcBphL5bptTZ4CL3ew+iKhu+KQl5QIODx5IHxHF1XdgDwZ6NfjZcbBiJYzAYDAaDwWAwGAwGg8FgMFwWUuMsYKoCwyUgqjKJ9N7taaXWbw6TV+YlM7MijVTy8dHexyvYs11IoszQASNxDAaDwWAwGAwGg8FgMFxsXBa7KsPjg0tGapyqqsDud8M5slnTHKZWa1td168yr5FKXK2LbFQlHx6WDIu2bmXeQezZDI81Hv+ngMFgMBgMBoPBYDAYDAZDL1wyuyrD44PLZpUEgbrvvXZUVUG435eWRWqbElHg5pzzi5JNTz3e97sRUxc+D6hbmYcCJ9+oSZQkEtXrEi+JZBznkPZshscbRuIYDAaDwWAwGAwGg8FguJC4VHZVhscKp0JqnCOggINA3fOaj6gqiB/MSvzKA4k2GxLFkSdtc8mrdYnXq3r87Imb8ljBiOjLkQfUS5mXJJIPD4nUNyWKY4lqNZHJsW1rtX7t2QwXAjbKFwyzV4fk/f+P17e/NxgMBoPBYDAYDAaD4VLiktlVGR4vnAapcZ6AWgAF3K7341FVBa2WJC/fE2mmEiVx4aCRREkkstXU17ObVx+r+92I6MutzMuxUFsSkVpdoiiWaG1D8snx/uzZDBcKj8+qZegLKxMV+bW/9LT1lsFgMBgMBoPBYDAYLjUum12V4fHCiZMa5w2lkhadjxz6vguimQUlaqJSb9ILZU7O6zMLkj8uahwjoi8NdlXmoRy9Min55JgSODLAfTTWlz2b4WKhQE0bDAaDwWAwGAwGg8FgMFw+uyqD4axIDciLnriAVkmoBvKxUYmaTVUZKQh9bzb190dRFZCD06HA6QFej5dXjpZLMzMv8YNH+pWfzwsRbXj8lXnte6IXsFabHJf05nXJbzxeajLD8cBG3GAwGAwGg8FgMBgMBsOFw2Wzq3rsAtR7nmdALhMgLchlUts/+pi5CqlxUa2SjhD6vi9y7vN9SFtez48vl0btGKvXRMYn5CRwaXKTutYCuXnlcqyBl1mZZzgwjMS5YHji0Yb8P3/hk/r9T371Z8j9W6Nn3SSDwWAwGAwGg8FgMBhOHVYUO55CNYXFbHRYi4tRlh69qLnHeaLpCcknXy2XBidJalyk0Pc+kF2dlGRhce9+S1uS0bfHlEujaqrVDYnWN0VuHj/hduGJ6DMixw61BgZSdT9S7ZzaDRoef9jIXzCM1FryeR+Z1+9/7q8+e9bNMRgMBoPBYDAYDAaD4Wxw2YtiB9xN3rNQTa16rSqlh7OSjY5IfmXqyEXNvYLa4/Wq5HcfikxMnutd848DqXHZgMVU9tJ9ibFqi3vYqmWZZJWKs6I6zlwapu/L9yXeakpeGTjW+beDiE5TzUVRMjVOJB8flSjLHlt1xlmRYwdtjxLY6xuqmoN0PSlcOmWe4UB4zJ5qBoPBYDAYDAaDwWAwGAz94VIWxQ6zm3yXQnW8tCpRvS5CEbO2Kflk6rIZDlvU3DeoPZZseU1kZHT/GOez3DVvOH+g8P+qJyR65aFEm5siceLc1WDGID0GByV76vaBCZZdc2nIL1lYlSxrStxoSTy7oJklxzr/CkR0vLIuUa3Wvq4ob4qsrUt29Upvkvq8Y5+1IColEi2vi1ydPh1Sdt+1KXEKoRtXTq49l1WZZ+gL+zwRDQaDwWAwGAwGg8FgMBgeU/iiWOu5ZyQbH5V8eFCyiTH3M+TDBSzyd+wmD9fXsZt8rr9CNbv+tWjsSkdRHDlVU1dR8yDh7v0EtUu5v6D2w1yn4WKDezp9+o5k165INlRRZUzGPX/tivv9IVQUu+XSREurEm/WJVICMVZFzEnMP8igaLMhsrHh7kUlpnLJURaNjkpeKT+Wc72vtQAip4+14LTaw+un0h6vzMvu3HTKMSNwDKbEMRgMBoPBYDAYDAaDwXDhcVnsqg65m7xXoRrbJt313xGgnnX0YShq0rfHFdQe8Xor3ds+bWZB4pfviQwMqKXUDiXCaeyaPys87vZxJ9n+E1Ay9MylUYIThVqYd7nkRQu345x/aSoyUJLsiVveSi2TPIklH9ue94/jXO9nLXBrTnoq6/Z5a4/B0I3H5+42GAwGg8FgMBgMBoPBYDAcy27yIvHSq1BN7obu+u8IUI+PVNTsJ6g9x6ZqF/uqYJ8m61WJIXpamyIbVcmHhyWbnug47kEJpnOPx90+7jTbfxjSdhdyaUcujSc4Uaa1AbkJmVjAcc2/9j2Nymdqouc1PY5zvZ+1wK05yaVsj8HQDbNTMxgMBoPBYDAYDAaDwWC4ADjIbvIitFDdZYtGcHqxYpxnudv9f4SiZq/z7ECz1TOovWifFkH0cJ1capJobg/5Pftd5+OMM7OPU+XTvMQPHunXg9jnPRb2d5BLD2al9KmXJIacqW3pV/35wazOL0gmVcR4BOs0/TgEzvCQU8Wg0FlelXhxWaKVNYkajTO7p887+loLWmnPteCs2sPrp9Ueg6EbpsQxGAwGg8FgMBgMBoPBYLgAOPRu8kKAerBoUmXBRlV/VgInFKoPWtTsUjhko8MS1TZ7h7GnmcRT3l6rle1qE4d1VZvIAfxMfs/k2PZxL9Ku+bMIXe9WzmSZxKvrIs+/LPn4mKSvf1Zkt/ach/YfhlwK6CCXXC4NX0Nf6PzLcphNiYdHJR8almhhRS3WVKEDqcLr9yGBSpJdn5ZoceVQFnJHUogc1rruNCz7eqw5ReQQOBNjpzcf9mkPBJ2SeSfZnvNklXie2mJQWO8bDAaDwWAwGAwGg8FgMFwA9LJ+6sZuxEt3oVrJm6EhkWpVcgLUsSs7SFFzN/usZlOkmYqUS5KX3e95r7ZrekKip2+LrNT2tImDYMo3ahIlhcJ2nKjNFZZTe13nZbLJOxZyo1RSlZOSZKizGK7FZYl//yOSPvNUXzZoZ9H+4yaXOrJ2BgdEHsyJXJ2QaGJE5OUZieqbEhXtBvNM8ulxSe4+kOSlVyS7fvVQFnKHuqcPa113ypZ9O9YcvxawPsQ3piQfnxBJTy+BZrf20L/t67/oVonnqS2GDhiJc8Hw4OaIfO//8tnt7w0Gg8FgMBgMBoPBYDBcEhxlN3mPUPjWM09I1GhKjCInoM+i5q4Kh4EBkSRVZU8+UO4Iny8NDkjUo0C4w1IKggllEIXzkE2CAILQ9/2u8zzggLvcTz10vUBuxChI6vXt+ZRlqqSKWk3Jo1gkbUn21J3HMjT+wORSMWsnKUlcq6lixBFcBQKHeTg8LPHKhkRbW8pL8Dvtw26Vz50bx35P96Uu6nHew37u0Oix5mh/35iW+NqEyDLrzinOiF3aw9p0kmvJqff7WbXF1D1Hwjl9mhkOi42Rsvz+W06IGTYYDAaDwWAwGAwGg8FwrnHk3eRdofBaf24X3/osavajcNioSuu5Z1wbw/HzTLLqmEhlsCPGuZellCqDlkQkWFhJJDlEQLN5srvmz2CX+2mHrrfJjdQTFBwX97qNqpISAnkjucTLaxJXa9KSSLInb+3avvMaGn8UcomxymfnJZub1/mnRI3eLBCUw5JNjkpCzg+ZTdx/FMYnJw5lIXege/qw1nVnaXnXteZI6Ywj3Lvbc5I4T1aDJ9UWU/ccC4zEMRgMBoPBYDAYDAaDwWC4KDjO3eTdeTY3rvZ1jP4VDksSpXm7OB2VYslWcolXHkk8OtomNXpaSvH7K5OST46pjVq01ZT0iZuS99nGs8Bhd7kfxSbvKOQG/aoWauIJnEajoDiB/MhEBsoSPyT7Jdl1h/5pt79fHIlcYtyeuCnJUEnyRiY57UchNjbiiJvl1XbfOSLIq8QOYyF3gHv6sNZ159by7iID0uQTL0q0vq7KLs0h65UPdEr9flJz4DwpjR5nnM+nmsFgMBgMBoPBYDAYDAaD4Wx2kx9x53S/CodkZkHywUpHcU/t1MqlzuLeXpZSFM7HRyUbG5X8PBcCj7LL/ZRD1wO5EWWp52oyp8ApWoYhPUGRw9ygULvXDv3zEBp/QuRSNDgo+dSYuqV1/D70XZsIio9uIdfHPX1YddGBP2fWWIdHYX3lnogaLYnylshG1am4UBkWx+KUrAZPxPbwPCmNHnOcsT7NcNx41b11+bHv/e/6j+8NBoPBYDAYDAaDwWAwGA6Cjp3ToajXsXN6bl8SwPlL7QGKwLXN3kX9QnGP97Xtq8ZG1S6tfWwspZpN/f25tE875C73XjjN61dyA/ICJQmnYpzUQq3wHn4/PNgmKPZq+472M/bLqxIvLEo0vyT58ODpjh/nn5mXeHZeM22k2ej9vj7IpYjiM8foQrvv+D7L9dpPxEIuXMuDR/o1z53V2p7ocd6+7lk/1vGDWSl96iWJUcDVtvSr/vxgdv9j7NH2cK9fpvVVx0EJUbfmkT8VL62eidVg/3MgObV1z7ANo7guGCqNVJ715A3fGwwGg8FgMBgMBoPBYDDsiu4d9ZNjR9453ZfCYXlNsqnx/q17TiN0/ATVBUfe5R6u/8qExM+/InGrKVmcSDYxSiKNRLMLx9feoJyhJdio5dm2qgRASlQGVJmTYxMGQUHbsVubme/df7QfoiZNJbn/yJGCjN/oiMQbNZGHc/sqvI6MHgozKSWS3H0gOcXpaez5xvW6+s2QisolySfGRFawxNoubqs1FsqKKJZ8eKgnWXkkC7nd1HJbDYm4P69f3bUve523X1WSqkZq9aNZYxXbTrvXqzrv5cVXJH3ilsgzd+SxRD/rR5cyhXmSb9QkSvxYMffIoZoca8+Z07IaPAnbwxNR91xSGIljMBgMBoPBYDAYDAaDwXAZUCwyxomqIiigdxSBX7wnEkci05O7B9Xvl4uwn30WygfOTTEzdnZoPd/XXdzrLpIeF4Fz1ODtXsVbvwu9/TvhmPn2cdLUZflkmeSQIfQBX3fb5V5sY7kkslGTpLoq0fyi5CMjSoj13d4+wDHQ3mRLaxJX6xLpIOS6UV8JnNFhpzCBoKDwvLgsET9z7bv0nyoQanXJrl3pvDT66hSyMToUZqiYFle0PTI0qPOM8chaqeSjw5JS0O6THMPGLy9kO2nfx7FkAxBdkeTYYx2zhdyuOSODFYnWE82byrv6ec/z9mN5NzosMcTUEa2xtO1r6yJrVYlrdYlYb+izPJfkUy9KtLIm+Re9TU4VRyFwD7B+7FCmYAfJPVTfdP0AWJvXNiSfmjhdq8ETsD08Uu6UoQNG4hgMBoPBYDAYDAaDwWAwXGT0KDLGi8uuIDs6ul1kpvhI5b6+JbK06kiSQ+6cVhLgoXQWtslWmV9ShQdEQLS5BbXRzoKQa1O9i3tHJVlOKni7V7uyukTP39VrVLICgkMVElsiqxuSX5tWFVJUKF5D7rAbXwZKkj7zxL5tVPKBom/J79THgok+vzJ5fGRIUP5cn5bkzz8lArkHKTEy5PoG6ys4qTyV6O4DvYb0qdu72O+JFvbPNBujSwERLa26PgxZNXrOlpIu8cKSxPUtySBy+plnu6nEnnlC4rmlznsA8qhPlU+/19INbffcokSbm5JXKn2ft+c9W/hcDiF11OB733YInI7+B9wL5bL2f/bifZHpaTlxHMPacpD1o5cyRdffJWwLC2sCyqRm82jz5BDYbw4ctC0noe65rDASx2AwGAwGg8FgMBgMBoPhAmNHkRHVATknFBk1g8ERAABlTEzhDsukgqXPgXdO9yhsUzjPp8Ylhwyg0E27sBHyWRDRooiM3dpR3Ds0yXLCwdu92hVD0JBTAz21vOaIMFVIDKptVPLSPS2s7yheR7nr+7mlnddSbKOOXb3z810WTMdKhpTLkr7ljZJPT0n8YMa5qmH/xDe0Z7OhygkZKEu8sr4zlN23R+3KjkoAHAEdCohefQjId6lvimAPV6+LpONOKdHvPIO4uXmtg9w8CQvAfXNGmG/Xr0gG4ca91e9597EsJLvmqNZY2nZI5F79H1BOJHv5gcj4+InHuR95bTng+tFTmcL5rmDlN+bUeWkq6cSYZM89czoKnCKO27byBNQ9lxUneycYDAaDwWAwGAwGg8FgMBjODmHne6GApoXCtnWPJwDY+R2yPLJUX9fC21F3TvvCdnbjqivaQuAUbISw5NpuR90FzReLe7zU1f5eRdLDhqIfKHi7GMR+f0bipRV3jOVViReXnKXYxoa7FvoPq65Gw79OcHckEdZk9HWocvOVQunQkCooel1LsY0dY1eEt2DqaO8xInvylmRP3dEMHB1HLVrnIus1tfDKKdT2CmX37YmXl/smAPZFcRxm5vsa+6IComcfohJjrEL4T6E/d8wzf/7opfvS+vDHnBJpr3aEe+DOTclvXD1ywbrvnBH63t97qjiZne+vv2jv1SklaqNWsz33jyP4nrZrBk6vObz9Lvf/Jx1232NtPOjacqD1IyhTdjsea+LUhGYsnQmBc0JzFvUOuVmQ2+35g7oHsnts9FSVRo8zjOYyGAwGg8FgMBgMBoPBYDjPuQtHyGvoVWQkh6WjCFzMYFByZdgpYwitP6ad073ascNGKIklX14TKZXbxT3NJDlBBUdfBXHqqxS/sQUq2NHxO4LrZWLUFc03sIjaUlKDzJioWpPkxZrI2Ih7fb2qZIH24fiIy5Chv3ndF5J7XUsHAdE9du03udfyowaF7zbX2KGPJdrSsmT1LXeuJJaoXJIoEG/RzlB29/tIpJWprZK+d3NTBOKnXO7MQ9pP4XUE66uiAqJnH9Y2lTrI2nZwhf5sHyOR5GPPOxJrvSrx5qakwxVJalsilUHJF1ckmzyeTKLjyRmJJX4we7D+2quPR0ckarYkHzi8NZa2HaJuz/7JJeLcYV6dEA5CwOy2tvRNqIX78TIqU45b3XNJYT1lMBgMBoPBYDAYDAbDZcdRQp0N++OwxedjyGvomcGAUoRCKtk3FLT5uVxqF6yxxIoXcxFUMuycPoYsj57Fzi4bIS3ejgxK9qqnJPPmMR2f8+HzUZaq9Vg+MuSULVwDBfVDzNt+CuLx4orkdAGh8Strer7o0ZxImkkcZ5pnAxED6cXucs2/gfBBaTQ4sH1s+pAcm62GRBkWdj2K3T0ImGIbdezCmHRciBvXQweF9zHXtJhNxsrg4Hb7lle1sN9uT5EQBGlLklceifCetXUtzkdxLLmsKxmQr1clHxlWQm8/AuAo1lfFbI6efcgc4qqGB327M5EqWUPO5g6yKVpZb889yDrGMqbPUaxATNFnECfHkUl0DDkjUaPl1G0H6K89+xhlGeMIiXVIAkLH98VXtteVXoA8hhj1mU8n9Xw7MAFzJEItOXzuzHl+Ph+kbT3sBg3945yMuMFgMBgMBoPBYDAYDIZTxwkHxp8qznGh67DF5+PIgtlRZKR4qn21IlEpdr/PcskWVyRCFeIzTSiitl79pCtcH8PO6T2Lnd5GCN4mvnXdnaOVbX8uq7usGVQeMcXQXKL1mqqFZGjQEShRJKVPvXTgebtvQVyJo3U9h44HiiHuG8gjSIeBspI3aseFTVSwA6s6i7o8GxEZdUocyDL6Oh9IeitWdiFgOgiI8VEljTRLqAjIBVQthwwK72euiexUsOxoT1Cw0EdLq6qkgtSCAIshubZqrs9QK0EIkEFDvyykkj39xO7z6wjZRdKlgNitDzWrCTUR41irS3Z1WmSrKVHedARUtS7p9Su983QKuUTHmknUC/2oOUaHJd6oHqy/Qh9zLZBzjCOEW1BL8a+MUm9QYojLwwTfl0qSPnFLkk+9KFGvtnFOyFnug6OG3e/zfFO7uL3IpD4I0X4JtY5r6VeZcp6fz+e5bRcU5+OvGcOx4eUnxuTvft/n6/cPrw9bzxoMBoPBYDAYDAaDYVecaGD8WRWTskzi1XWR51+WfHxM0tc/6/M7zgiHLT4ftWi9S5ExorC+1dRCrDSaPn0iFxnDQm1T7c1QxuiOehQXNwuqiyOgn2In9kkR17Ox1fm55++6PIVQTF2vSdxoiJRLIuQqrG44uyOKsgedt/sUxFHecP30WbtwX4U8qki+kbkCLcoaCImhitpsKUkGMdFKBc4n2/CWasODkkPu0Pe5SHx/RmR0qK300Pb3ImC62ojCB/KjnStC4Xt42LX/MHZMfc41wtZ3FL272+MVQUrg1Ko6ThkKJvoHZdLmlmbP6GHoh80tkcEBybOSZNend2/fJ17cvv6iBdtu1lc9SN0OBQTnhohDjYYiY7AiGe3eqOq15BSlUbFwrbx3q6n5RjGKsYrPdepGUCFNjh/a3q9fQno/NUceR/1Zhc0uuHlHHyytKVkVM9cZSy3M505pxthNTzgicWBAWs/dOLQ1FvlKOj8WFtU60YX3eCKSeTw1LvHUeAeZexLPN+aj3m8HIWC6cRR7tH2UKef5+Xye23ZRYSTOBcNWJZGXnhw762YYDAaDwWAwGAwGg+G845hIgrNGfO+hKyhB5lAsp5ipRU2RfHFZ4t//iKTPPHVmO4MPm7twHHkN7SIju/LpI1Qli6tK2KAOySlYYwNVHtBMkBhLqdU1ad64cvxh030UO9VWDWJGtkkcEGFpFSLnUbxsNUTZEafJ0df7mre7FMf3KogrUaQWYNtzR4kMSBpeazQk2mx6FYcvYjYI8EZFFKslFO1FXaDtHR9TEkpt17ATI1MGpQeqicFBSZ+63fN+62gjBW5Qrbm+GRmRbGpcj3kYu7t+5xrX1Kvo3ZFtlDslRUyGUHVTssFBp86hT+lCyC9IGwhDCJmBAc1ayacnJcK2rjiXCwRttL7u7MHyRgep0HFPQzowxvvkwEAWJR97QeLlVWejNjaq8ylaXnEB9INDIiODShBGjOPmluSQhSiqIJ3IhNkrl+iwmUQHUTfso+aIHzzaV2ECkRLPLrp7JYokefBIFW750KBTj4U+RbEUCN4rk9vnOqw1VhRJ682vc2v3/Vl3u3E8cqS4t8ZGJXr6tshKTU70+bZR1bUxqrm5uAN9EqIHtkd73J/PJ9m2c6yoPWtYLxgMBoPBYDAYDAaDwXAJcWwkwVmBIuS9R1L6xIsiFNAJlaegzs7xSkWLvKosoeBE+DwFOQrkp4zD5i4cR15DuyiMOoS3L65KjKIFRcxARXIK6uROoMjRoPpEd6cnj+a1T4+b+NpXPdBj5zbzL7t2RaLlNUcS8M/v3MeyK0cVQSG2kMOyY972odbarSCOAqQUVzu7VYvrouoNVDiam4IyCMUG7dnclJw8IfJjXG1fCbP82lXJB0oS319ToieHQBgdduSPp6p2RXfRfnRYP+NoLDmS3d2ec62dQ+Ryh7LJCZeNUix6h2wjyEGs5dJMMizuUOCgrmL+FQ9P/w0NSsYxGLvQp11zuWO3v9rxtXqSCtsDk7t5Qr7TnrZwIlIpS/qaV3VcX8RIDlQcGbN9UH8MZ4VHO1SJhbKqGyGX6DCZRIdVN+xCprTtC7kuf31FazSnlKrpOOnYYwPYSNVSkfVACd7CNSqJiTJpdEgznXTOH6XIznx+6o5kt3cqekqDA470O4Xnm/b1WOloBEy/9mgX5Pl8Im0ze7Z9YSSOwWAwGAwGg8FgMBgMlxDHQhKcIbQo/2DG7YrPnTojqCUidu6vrPmQ8khkZVXiak1akkv25O1TVeQcJvh6z8+1i86p5FEs2fDN/YvCkFxXBiSHyCLjhvPxBpQmkA7kynR8MDoZS5zdip0TPjT+/oxktTGRCuMWb89Tis+QBOSNvPJQ24pdFO1WRQzvo0i9y7xt9wMKBV+81mydHmqtHQVxCtlzC2wv3/4dtmjYgtGGyoDkUS4Z6g2UORT7J+9o5hCWXRSjtXhOUHuaSfJgTrNA9HeQPJBPw0OSPXHTKSjW1iVrXT1QOHh+xB3sPecahWztq7q/ryK9liipuiwbslEogBeL3pMTnqibEakNipCr0ky3Sa8uIof7dlfio2u3v5IPEAv+PW1SoZArpAot2YNAUfJi2Wm7yOTxv4P8495IyO8ZH5G8lUrGeVGFYKM2UNJ1BsVGfnVSIpRAvY7vc4kOk0l03OoGJSCff1kE9VK3NRokiVrGxZKjQqJHsImDoGHMGI+gHvP3l6qwqjVJnl+T9DOeFaltHU8GygmF3ff9fMsyye7c7J+A2es+O8ZrOc/P55Nom9mz7Q8jcS4YXvvSqvzQ//cP9fvv+o63yaefcbtQDAaDwWAwGAwGg8FgOA5y4VzAFzydRVPksi3CdVBcZ1c5xWF+5i18PzCghSJ20p+oV393kQ+LsIMGX/fKkAlB8QUCgsyVhCKqRDuLqD2Kwrqjf2TI5XygRplfkuxaIYcEtQV9iTKHcHPsuU7CricUO/3u6+TFe27ndimWbCWXeOWRxKOjjlQpzlMK7pPjkqME6SAcPBHQa94W+iFeXJGo3qki4TpzCt0QfXRB19xA6ZMPDUmE7Vw4hxIwA07BxLlKA47sQVXDZ1BsTI5r8T8QFGrZxNwsJY6EgoDiMyglNmqSvPJQMsgEFCzHvYN9v3maR87yLRAbITuJnJuQA0RBFtUMFm7Mi5EhZ48XrLAKRe8wZm3iJZBeXSSRU7f0Jj527PbX7B1ym+rbxJ0nG/PJCdc+jlm4hp5gHEDX+5TEQJW2lbk5Uae94rKYUFlxnaiKUIZh48YYFyz22rlEfLubBdceBIBm06xXJcaOrpCRdFh1Qzy35DJ6okLB3auYmBu0P79+dZsA496njysVp2iEfETtNOLztlE6MkcgfcK1neMMlAM/3/YiYBi3+SVJZueVvFI7Q8biOEis42r/KeLY23aerePOES7vlV9QxFkuY9Vm+3uDwWAwGAwGg8FgMBgOGzR/qB3lp4B2gReigQK5FoR9XkoD5Yb3Q2JnPtZq/md+dWLFoD2K6eyGb2f19Ju70JUhowROgYCAKMhHhjVHpVcRtZflDYVhduKrHRXFbF6v+UKtL9Jq8Y1ME1QOq+tSWlmX7Jk7kpfKx55P0Gv3tRb6yYkJ18QO+cI87biGAE8E9Jq37X5AwQQB1qOwqGSA2rRFO+YGx8kXV9x4Fgk0CJvVdSUzItQaqL7oO8YFZQ2KlOU1/UyeZt4CLlfuIq+U9f3R3KLP94md2oNr9OPQunG1r6JwPzvY5elb+8zT3KnX1hPJ6DfuI/qjQOBIM9X8lKDqSCDEIESnJyW/7jJVin0WxiwQL23Sy7+NfhCycQLxAUFUIDi0X7quH/IkXpLCOJCBQ9tcFpDkqUR11Di7Q9eKbZO07d9nqVoJauZNfVPidX/9dAFKNr/OZIwncwQrPezlID8gkAYHlYCD5NhBnO1FtJGRRJ36pXsSYUWnpLPPSBoedoRRkYTpR93gi+KM5Q7ilw9zHtRIqMNCE/1aqrk/G6iaIMO9ui3N3HqABd7U2GNRZD+W51th3FDMRUrsRSKP5tpjc1Ik1rl7PhcJSFR5W1s654+jbefZOu484XzcWQaDwWAwGAwGg8FgMBhOF30EzfcT6nzs6MMWKti5hIK+K4qKFok7LJt8borabnm1xkkVg/YqpivZtNlQ5Uw7/B0VAsX+6cld1RLtDJmlFYmqVdcPBaJAg913KaJqH/XIw+BzWqT2xJezWCJPqOl4MBQKUSzRRlViCnWoXijGT0+4ojNZLBQuIU6OkolxgN3XHfNUFRnuGpRQCAqIMIe75m2YK6q0oJDdC1oczyQLc4MCamEOZsMViTk/9meoE1CW0CfMoSyVaH7ZKWwGyk6p4NuSoU4Zh5xYVfsxV4x3eS46XyBHvCoqbzQlzkWyq9NKJPD6vkXhPvtQWtf2nafZ9asSLSwpsaQkGn3LPQW5gSXaAL8rqJ3IhmEMehWwC2tLm3gJdnfYHjLnyK0ZHtYcHe4NJSfKjTbBES/wodj1YYHE0J9RtzGv01RSVBDPvcopI2bmJcq39iS/VIXW6/eqWon0WpnnEXMlLosg6qtviUDocI6hYYlrm3peSI14YljS8oC0IDl3seDaa21AgYW5oa5Lq8uO3aKfIfnqde07veYDqBvaRfHu/gq5V5UBiVFGQRShYuLQWKfNLDjFkdr/jbu+gnyr1nVeqoLMk07nvsh+DM+39rjFsY55m9RMks6xOQkS67w8n3chfWV1Q7OuctarHpafB2nbebaOO08wEsdgMBgMBoPBYDAYDIZLiv2C5vsKdT4uHCDYuG3nEgr6FDcpSuJI0VEM8sH3FEVTr9Y4iWLQfsV0zo+tFJkTipCcnveVIaNElJI/FHF9jsVeVkuM4eKq2qVp4bGYh0H+DaqP+bqziRogRJw2JpLRVygilNShoB5rsR1VhubWrFWl9HBWstERya9MHclO6CC7r7vnqZJXS7kWplX5wM+7zNswV1RpsVvzfL+CZGZehB3wnvhBTSN1ckQGXV/R76g1IOEgfiYnJH3dayR+NO8Ik0B0QEby2eGKK5BjUQVBdm/GESSquthuEL/LeQ/XdOtaX0XhfvswXlgWuTax9zyFVLh2RW3jyIdhzlHwJ9fHKXDirvd7YmaXAnZxzDLmDvc3xV2uEyu2Vz3hVGSQOhCFxfnMvJ+elPj+I4kDEVGEz7FRBY4ncPpVL7Rzsrr7ibXh0bwbN1XNFSz3+L9mU+3U8tEhiaqbjpS9PqXknbanS43Uxl59jjqsXtf7SjBF3Ki740FwbW7p2qU2Zz73p191w46ieMj9KZxXHs46pU0h+0jHtNlCoyN5taY5TfnEmCTrToWiFoCPUZH9SM+3wrhFmhPUNbYQ8yic/NicBIl1Hp7PuxKQ16/ouhLNLSgBfJS2nWfruPMEI3EMBoPBYDAYDAaDwWC4rNgtaH63UOcTxEGCjTvsmrwaRRU5Qti2I3IoRGfkkmAPVFRrnEAxaL9iuloaNRqSNWnvZEehs+PadlEhRVG+43N7FVE1+6cUe+FHwYoJPmd+yfUB/fZwTlU9cavpdtjTV3mmVjma+wIpNjSoRe3k/owrbFO0n1tSizBVU5Bn0kuNEa4FW6z1qipS8oHK9jUdZPd1j3maTYxJC3JgZX3PedueKygtsKnqcUpVNo2NOus75s9mQ+2jYp//ou/ZqEs2Crkw4QgxcojGRtrXvN2+JUlmFjRPJlMFRFWS2QWJGw2XNwJpQX9A4tCfEGoDZd8Xsaoy9Hx9FIX77UNVgPHt/LKqjfYCbUQVlE0Pu/7vVcDuyiHq2VZV90xLNL8oySOyqGK1DoMU0HsU5cr0hCSfeEEEm6qCWqytuBodlXhjo10o33e3fz/qhWlvs9fjPZAXKIWUsIPQZOwZDl1P3NQJZFYMKXtjWqKBskSrVYnTvKdyaq+1IVpbl2huWaL1dXcdkSd2sOdD+YR9G8sZxN74aN/qhn2L4vTt0JC7tGL20RjKxqoI+U+Dg5IsrEiOMgsyF9KilOja0lYBdmUcHWhd7bXW+f5CqZhVx0QqkEZd5OEpPd903Pz8j5dX3T0EAVgkM1lTGBsIxZMgsc76+bwP6UueWrS5JdnwUM9srMfWOu6cwkgcg8FgMBgMBoPBYDAYLjv2CnU+DRw02LirWEvhKJ0YlfiVhyKoBpLI2QRREMb2K2RLnFAxaM9ieiGLpZ0x0X1tK6siaUtilDI9VEiOgMh72qO1C9GhiNruy4EdQfCyUZMYRYG3lcpvXBOBsEnL2i+ytu4s6fgdr0Pq8FnUANWaI18gISAtVtYkGhly6h6KeBTIGR+uB0UVr2uOBDv8Yy0Go+qQxWVVr7Sv6SC7r3vM0/zm4N7zNswV3kWBulvB5K3pQLy24bJZNjddqD1qJN93USnSwj3zLLt2xb1/oyoZ/RaKlkpO5ZKTlzIyLBG5MdivjY9IvtiUaH7BWYe1mo7EyVo6XhTNsWLLbl4XGR9rF4b1/FiE7WItuG+xnrm3uq6kXHZ/1iuI+iB9xkckYlzVNq9TMdQzh6i7gB1UdS/dU/JKs2bYpU/+EiMBEba2LqXnX9ZMmx1qMU8S8I87BqJBr72P3f79qhe630M/ZYyZv0f0ikMOE33AP4idkLNV1PMk8a7KqV3XBvro3iOJV1Yk4v5gPkDobbn7U9Uw4Ryocu7c7Fvd0E9RXEmh4UEpffpll/kTMDyoKijsG1HfcL+kT9+WBDUXRA7vYU7DBRcUUn2vq70Ul1ldoufv6jVzb0XlRLKVXOKVRxKPjh5Y5dfX820v2848l2RmTqKlNUdgtlK1nwvqKM3D0gWiYBN4kkqRfp/PfViRHgR9Kf3oj1Ii2VEUSOfFOu6c43JfvcFgMBgMBoPBYDAYDIYzR9/WWmQ2lBJfpEq0OEwhXT9LIeiZJzVwXIvV5L9Q/Bob2TUv5biwVzFdLbXY6a5kwaAI6qDuQtV6VWLyBa5MucK7EjWpIzoo3Y2OSDy3INJotYPluwveoYha7MuOIHgNo/aZIxQec5H0qZuSfPIlJTe0mI66gsIvBWtsuBpNyWkXbeDcWb6tyshdcR/CjOtTbYoWEDMtxqE2gQwJ1xppFsyWC8XWsRt0bd6t0JymmgWkRcKZ+d0LkhQuUbosrBDwo0qL/ObVndZefF1ac6RCUGQVsoWixWVHekGyQCpsOPKpYywhqBZXJEVNUq0rcRF/7NOST0+5fJvVNUmW15xl3ciQWlS5HA2UHJnEEGC8r0ROUur62du4MYe0XbEjRCC7dM548qKXdV2O0ufFe9pM5kqb1KNQ7gPtGWeZHlfSLX44qz+j6tq1KE6/DAxINlFq54HsINuYP4OV7XlKds3wzU5V3erqdl9r50WqKIsWFrWfNGcEsqqo6CjMp0AScE/klbK2qS8lQp/qhe73yOagUwkxbvcfOeVFYFF03vu54HOCWFc6jBt7qZEg6JbXJV5fd0X1AumKYite2XDZOxxUp0kkMjjg7m0ljhiLkioKd6h89irY91MUnxxXC8H0yVvuXvXWeLpewktBLE6MOQIMdVKBENY1AIvFoJA6wLraS3GJZSGKN10bWC+xqaMvsHLspfI7YdtOVTKyDjDmDDIZWNh1cm9uNSTjOPRTQY12pkqRA1iRHgSnmVVzHqzjzjuMxDEYDAaDwWAwGAwGg8GwP455l++BikU+tyFBzeGzJ6JQ4BkdbisGKP6kzzyhdl+nWQzqufM9FNLnFiRGgQM5k+dS+uQLkqEMeuKm6z9V6myKDFWccgPChcIuXA32X6hHth5JjkKk2x4tFLwXUsmefmKnTZkqdlw4OWOnO6Zp41BFFTcJGSBYXJHJAflC4ZhyHNZqnlxQNQjKnFJ5e4i0qL9NcLii7qYL+4aoCXkR3XZVheIvqiOydbrzUDT/Z2FFYlRBIyMSNZr6nvjFV5RwSW9edWHa7Jb/+PMS35/RHA+soCBA4vllkZfvSfqqJ13hV3fM+8L+9WlJPv6CxKsbklcoqo+5ojTFdoiXrYbELXeRWDrttF7LlbxJXrznrOeqNSlhnfbSfVfE1CJvS0kH9cHiemkXFnW+HeE42n+MHz9BPNK/kGGoVlCDYCk1NuqILK+6alsLPnCkisvgceQY2TGytuHGhvyfZurJpGElnzg/hEl89yHpKx0qio4x8sVozbp5SEaKI/I0q4WLhPCA8EMVBvHEJbRSSSgYYzF3fdq1CxJMCQpPfEAUQmLRDuzTuCdRfc2nkmumRu95orZ+AwMHVwoW1Qu7rV2F9yhB5xVQ+dySSJJuD5cqiAqzAJUbZOxuxexiUZ37qN6QOG5pH6gqENUgpCPzBFUWHyqupUp4xZIPDrg5Qz8csGDfT1E8fohFYqkzL0eJ59XtsdPrylxGUSCEIZeZ69yjoyP9r6u9FJdFpaL2dV0kLfTtLplLh8W+tp33UrcxgPF9OOuJ1diRyaxFnsjRnCvINoi5M1aKHMSK9CA41ayas7aOewxgvWAwGAwGg8FgMBgMBoPh1Hf5HqRY5HIb6lqQLpIYWqSiwDpWkuzOthJg12IQH5tdOH4iKux8X1114eRZKtE6hUkfkL5eo7ztFCiRSIKC4VMvqZ1ZrrX9SKTqgsV1BziFMX6Hcof+JheEXfLkzxRIHuUC8kwVJRTP232JPRFEyOKye1MokKIu4Pv1miN3IA8gbihMYuWkzFHklEwUKfWAInkjlbi8bbmk6g4NiC+MEe18OC85OQkrkAu9C3soi+IHM+7zKA3GR7Zt5OglCDhsy7BRmhiR+OX7EqMo4bqwOattSv78K6oCQSlEX2ubllddEDykXjOV+JUH7cJgG+WypG96naTtov723ODn0kv32vMLdQnKpA4iB/LBkzEEv0NwRc3UFaIhfVq5yNiQkhMZAfEDZZcxQt9QrEf1gypLO9UpPLBRIxNHTwNhsrbmCZKyxAONnqqr5OV7qrKCTBBUNUsrEmMj2Gy4oPrVqhIfUq6KPFlx5wI+Z4b51FZRBHANFO/JQEJRcnWqfR8l+fOusM39xnX5zCTtJ65hZFhzZCgYJyiaBisSMy70SXVTxxe7QJ1vdJ/PGVI11kbd9ZFXgLTnCXMSJQnHPqzC4QBrV5GI5ZohghkPHW+11PIKnIlRSb1t4G7F7O6iuhJzmjuT6DqWoFRjciVkzXglTvfax4+QXKOjbiz9nE1m5p3yjRyWtr3itmpPFWeevNyvKL7buqv3VIGwVSKK4/FZzXnylo5DQ5I+90zfa2gvxSXHKq4VSuCtbohMbM+HfvKhjsu2M7n/SDL6lnulaEc5OuLmqbeT5P7Pr0xrP5ypUuRAVqQDknP/Ppp3GV37PAPPJKvmrK1dzzGMxLlg+PSrxuU9H/hL+n29ckJejAaDwWAwGAwGg8FguDQ4qV2+fReLdKd23eUlhAyOInbbqV0sBh2WiOpXfaQeVU55Q6aF1vnJIsFkrNFSa6RodGi7MEqBGkKF3Am+ogahQIhtU8ha4JCQKVrQTySv1yV76lZnETXYH/H5xRV3vVcmJfmjP5OoStHYkzIU2pQ8wEotFaltSc6xAAoaVaFsOWUEpAKFed8uJUYoTlerLtuE19iVXgz41j7IJBoccGHgxSJw+3XRa9R8ForSpZIWsyGTUORgGxWj8KhuOJXS0pokn3pZf+csxnxWT3NZsisTLlgelRDEnhcoBaujiD6pbUry0ivu2isDO+ymdmTr8PqLr7THcjsHKHF9AiAfxkaccgN7JfoUFRDvAbRnNXV9xriVYpGtXPKyV7HQSM7NezkmAfZFoN6B8EMdhZVVoZDOuTSDR9U3zJe65FNOqcH/UAbkSw2J+XyeigyV3bx5NCtSr0n+pte6U6DG8XM1C2HykECoUMbISRnS76P5JSWEcqzYrk079dTqhlNf0I9ddnTb9+KSZAPYYNXcPaDEJOSXSA6xWeaz4YIjp0DDugvSsDinuK5GU9Lbh1c49KO6gETT+5s+RIm1gnomkezqpFt3IFUZ39a65BMTkt647q5X84ZqknMPb6UShTnWo6iu719yKpO2yohr5bogtnQ92KlGVIs81GqNhiSQvqivlrANjCX65EvO5hBF2OaWkmb5TCTZ5LIjdMP59yiKt9dd5lOBDFJbM09g5rSrlUm8uNS27FPlTu7X4wOMTS/F5Y61gtdVEbiLyukIitB+bDv1XFhITk102lFCNHHvswauV/Wt2cigZNyrPHuOuJHhxK1I55e0iWmroWrBCKHhfs9Ay6o5VzAS54IhS2KpDnf9IWUwGAwGg8FgMBgMBsOJ7/I9Qolhj2KRFhcpVw4P98536GOn9oGJqH1IH7l9VYPioyWK1LFTZNQ2JbtxzWW5oDShqMsmfgrdFNNdKkzx9JJvNpydUstZd7XzZvQNXqHDe/iB/gl2T132R/p2X+SMH805IikQOP5kEDWCbRo7sAv9oHknnHdoUK3W1NpLeYxMCRIK2Dn5LxRMW86iS4O9i/C78rNKxalGUAVgBRcuJ8skxs4NkoM2QQLxPo6taios1Uad7dv1KxLdnSkQXOEa/P9t1iWeabpspBYqJJREvg5CMZzwcc5Hns/ggMRYcU2Obxcrr0872zpfuHciCMaoJOm1KSn94Z+p/Z2el+I2xNZWUzJIKvonfAaCrUjgAJQ3ZAclLf18zjhAkDWQcZAr1HBEDXOKeQGhQV9CDjUzDZrPK5Xt/u2yIePU8fySm1tZJun4iEQr6xKTFcUxdBwrIs3Yqa64L+intXXJeM8YxFCk5E3ImVFlh0SSPnV7Z54O9wjKp5C5hBUXc0JVHLGSPt33JKRIcm9GVWg6/VBLbU9DTwqkmv0C8UdbVL2GOgxSwCvMUO5g4XVohcNeaxek2Mq6JK88lPTJmxKvViWqVp3CDFvBJHZtHRp2ln+orZg7VyeVHAn9E5W5ryuOMN3cVDUUpOSOojr9SL6PJ2BVBeEJLFXe6c8VVXm0yb6Bkrs/hitOfcZ94m3OlAxNWxLVt0RYM1kbmR5ZrnZ5kHDNz/ksVcXtuS4zdo2WJOQUkdMULBwhdFfWHJHs72dUQ8HekbUY8nhfBUY34aLkUKfqaMdaoetRN0FMG2KJH8weSRHaT8YLa3WbMOpWH0HcVes6Jhkk69CQxBBzn3rp2FSpJ5Vbk6BAJe9pYlikgXox72szxqGyak7QevUyw3rQYDAYDAaDwWAwGAwGw9F2+Xr7paMUbnYtFvlQbXZFHypc+RBE1K6kD+qRuw8keuW+ZK++I9FGTZL5FUlm5tRSip3pWk+DBKAQj9WbFuzJ60m06B+K8fp/rVSy6SlJ7j2SiIJuL1DQhDAYcuqOntcYrJy41vuzIlPjar+ltldkr4TzUdBH/VEZ0eI8bVTlTO6PERQ2qEiGBiW9dU2LlhFZQ1wHBe0t8kGizpB3X9TNnn1SSi/ec8V4lDIUfyk4Y4OGqkWPnTq7NXazk+NDxgrDcPe+RMMVJQcoUkNw7ahNQmagBqDYHVe2LacgnsIw8R5eV7s3VEGZIyNKJYnv3pf4pXta3NYwdQr3XsWi5MWjWYl9IZ1CvhIuXhXgLO7EqWwgbwD9RfshUHgbtWeK+FpczSSrYFeVOxKAdmleUOK+Z45QpB8sa/YN1wAJpsVyrolro+98Dkf7+vg/zg8JsfmySCnWue/s+GigJ7Voe2GO57OLrtifYre2LjI4KDmkBGRMIR9HCQospJgXqLTWNpTAgjikYC1JyRW2d4FmNz2YdaQFpB5ztwDH0XhigOvVvJ8RJbR0LfEKM/ojff2zhy6K77V2OXvGTRFILO4X7k3OrUV87oOyawv2diNj0qIdmhE0p/NHc6KU8HKkVAaBCVFIMVxVRZ3WcB3jMDUh6ciQxK88wrPPZUD5c2l/eBIrbzYle/KO+50nylS1ApnIfQ1ByLhDBjJHmSccg3FDxUZu0/LqnuQC18O1ZljsQUaorWPNqcywOUMZNzYi0aM5yVC3aVYWqryau+d2W993I8FpN3lUPtdM3xrWCn+NqLuiiU7FJYQB1xbIrMMqQvvJeFFl4/Jaz3GD/NX7JWfOjp2IKvVEcmsgTlnvx0cOvhnjIFk1p2C9eplhJM4FAzt8BpRRFWkMJJIVd/EYDAaDwWAwGAwGg8Fw3Lt8qQGxmx9bnmLhZn7ROVOR3VHqg9TZpViUUfAMBepDhCsfiIhCybMH6aMFbnapw10QaL+8LvF6XYvz8dq6qiQo5qryZG5BC+bYR0VaFHbWZ5AnSghQGB+suDB78nJUOdHjGihu81q94ZQPe+QSaL/ByFBY5FyQE+F8FPanxrWNSoKEPBwIgcVlDaWnnZHm8MRq5Vaq1SWDoLlxVbKnbjvFjEzstHOjmIwC6eGcyN0HkkAkNHzBmeZwDs4PIafCn1gzZ1Sdg7IEUCzebEiWtZxiiM8wBnyA9kJKBHID9RO5GQBSibGnDRQryV/Brs0TN3rdoXBP4Zt+R4kDUQFRBGFFO+DW+Cxtz5zSRK2/OA59AvmVpZJdQTmy4a6RQreSTX5upoFMS5Xw4ZoziusUyFHjUIhubbprgazh3HPLIht1yW7fEIH4QOlEoDr3kZJWXfOedlFEnxiXWLOSIPmaLmeHtnJiiJOOjBnVsomg0lDlQybpxJgk92fcNZM7A0lKe7DNg7hbr2r79H6ob0kGCeTzh5jrZCbptQYlk7fa4njZ2LC7Rkg/yJJA4Pl7lXFFJcX81KtjnWCsgsKMe5+5foTd+7uuXcGekZe4RghDCvKMMcor+pt5eHvSqTJCfg/rE1k58wuSL24p0aG2cXduu/6HFKS/Vtclv1Ny5Es3IPSYhxAlfn4pYUf/oqJJ6N9IFXHZa5+W9PYNRzYurzoCZ6PuivHcq56wkXAdPrdGz1FO1HYtJetpN3KhsM4FlVAMmcw10EeQkcxRb/PG8Vi71FoPC0NO92DGzawu0l5J8NVVba/avAUbNs1Nqup9z3HcfN7OnlFCdXjI2TcWxgs1VMhk2pOEuDKhCqvdNhL0lfGCTdwTN1zWWndmlKrTYrcedD9vDqJKPUalSj/XFEPmkfOz13H2yx3qI6vmNKxX98UFVgFdjKswtPHal1blX/6zD+n37/1H75RPPrv77giDwWAwGAwGg8FgMFxy7FPw6GeXb0wWC7VDn03SLlTW6hJT4KPwhx1TLzurXkWW7mIRbSQP4pDhyv3azQQlT0/ShwLeypraVqEYoKCaYWdEoRZbJQgElAXsXMfyyNubCQoMbL2aLYlb2GUNu+I3Kpm6y3NRe56RUclD1kml7OymUq8goRjPeQit75UJRJETizeKcL5Po7ThgtQhLCg6FvJGtHhKG+kXiCjIkjSVUrMl+eamU8hQoKQ/KSwvr0pOYVSLriiKfNHXK4xiyDrEH/SDWt+JCwBvpU65gVqF/Beuh1exHGMsIbAgA/hKgZz3srt7bUsi+oE+gGDgusLwUVCGYMA2TeeaSNTIRWpzzkos5GmggkkziSlEQ6gwhyjcU+iGT7r7UO2q9Li8f2FJYmzrBsi/gdxKJfM1WqzYeGPrDU9KQtg9OTf0J6SG87zrnEoDzJ1IMn4PmbG8Jvn0pOQLi95Kyql1lMygEM/con9CTgrKFIra84vb5FDHCWKdV6qSoX18DzlE/6K08plGSmpBoAT7unpDSQIs23RcV1YlWiOjJnHvg0vjgCjLNuuOREMVAVlHvhCEFt8zLlPjInOePB2sKPEUoTzzwe/p03ckgoiDBIRIoJsgK7LcqY2uTOhnmJuaE8M8ZW7vZdN0wOLsbmuX5vRAokCuoQxhSFAmLa+ociiHpGN+UYyenHA5NJ94US214pfuO5UKfYGyS3JJP/aCZuLEmk3lMo9Kz9+V9KbPzimcPyiANJvkzg1JKHpDcHmFXh6V1KpLlUlxIqWPPa9Wc6rqY+5iKbbCvVuwEGTtaqEM8qQRixjjzUso3vgMxC3/u3G13Wc91zlIq3Dv4fBIm5hLrEmANcKvw9H8siQoy6YnJWpVJX7xFSVgII7op5h7lTUxWLR5GzYlQZnb2B7STu79qXGntqGNzC2dWtwfLSXz8qSHRV3HYOdKqJb+6GNuXuymAOkz48WpQrsUJZBzkI1YHu6iCt2XCDmIUqXf+d7HNWmOTz9ZQLupWc+T9epuuAQqICNxDAaDwWAwGAwGg8FgOGuc9u7RPgse++7ypQC9vqEqjR2FSoqO4kOhJ8faVmSEzWfXr/ZXZPH9QpaI5sFQUO8uVBVIjEPbzRSUPB2kTyEfREkRlApYg0F0YPlD0Y5ipYZpcK11V1j3SgOKoKpeId+C41Lk5n0UMMkEIdOCIi7kzsSY7iLPCY8PeSxcE+oVjjc16QrqFG+7cwkgxh7MSPz8PYkXFiSubipBpBkxNA2LJwrUhKDrZyE7cokhMLJUXcD0fJAKFNs5n7fBQg1CczLUFhTgB8oSz827AjeKgclRSR4uSEwRkfEiE4ZcEQrkSjKQpeJVRqhMQrFb2++tyCByIFEoItNuJShyV/inYB4AWaH2ZlTBkcvkHcSGdn5ScioBdtSj2KnXJZlb0PmoFl4QaIxF7Of04orEIXsH5RTjybhSsKWATaH6xlUl3bDJok16HFWgRM5eievVOeTHRl+kxB/p9UQ5yomWm7u0lWtQxlBP4q6La0ZxpFZjInETIs4rprS/1GtK8s26EkVq6cXvIZ2CjRZF2A2fq4J6DdUNJA1jOVjWa1ayh7mGsqjZkHiNuVhxpOTyqiRra95Cjkwb18+q7mIsQpOZ/xSGORHnRk0BacNE2mqowoeMnZABo3ZyXGMgEzmGt6jKIbrCvON0U5OdQfGHLXzT/i2uDVu9bWjWiydNVCWk88V9Xu26tmZdhhJkGGQz9y9Whxs1VaMoKcvwDg04dValpPdRyn3M3EZxB6nFzzQ/WM8VFUDN1GWUMOd9PlKw7csmXf6Q2jai8uK+CQQT9y/H1myc2JGjmjMVMmRyyT2JyLzlHIw1PzMmqIRCn3WT2zpOKOcg95iLtMl5QzoyhTk3XFHLwfzqtGsXbfZ9pMQXY4+NG6R6sDhk7jEfhwf1HqGlrP+ZEgs+fwbi/tmnXDsWlpUci6dGJbtxXTIhC+fRnuu3e+ZgOVlR0m0vBYgSNPec7WTIwoIo1/WiMJ+6VaGyOej6chfFZz9ESF9KlV4E0j7PyX1zayAguT87Utn6V7P2gwMrXo8Z8XlQAZ0wjMQxGAwGg8FgMBgMBoPhrHBGu0f7Lnjss8uXgig5MO3XQqHSEzjuZIm33yLfZsvV3SnooqjwpES7uBeKLPx87+F2oY2ieZpqEDk7s0Mmx57hyh49iSjaGSzBKIZS/Lv65A7Sp50PArkQVBRYcjEmFP4XVpx1V3XVZZz4oHtV6mCTBgFB31Ccp1BIQZh+8EQO36BsUYs2dvjXN7UgrDunlTnJnN1TZVAab329ZHduduYSTE9omHrp9z8qMaTJRl2S9arkECkQRWRzUICmjyn2bohaQMn0uMQUkSmecx1+l7qqNzxJpOdFEcI1UBCkyE5ROeTmYOFEMZ7xnlnYzmahkK4FYB+GTqEZhU8aKaEjqG+YMxyLYi+f4fqjWLL1NZHXPq12Z9qXGryOQmZAiSBtg9+h74go5AIMGhk1Xt3C/KLAzGVgN0Zxmb7GuivD9mpVBCsvxqted2qhUATn87SH5mcQJJAhNSXgmCtqSVSvS8T9wzWRR0LfMB5BYcP4cR+pFVXqLMUoyGubfWFc83Yg0Dz5t7klcbkq8tGPu+L3xJjkZTKQHAFH6Hw2OuSuH+WNFu8hfrZcZhSFaNrIuHNcyDLuGchDiAbOydfJEUeEBgwPSV7fUpVBsuiUWEr6YYXnbfmULGPMmSu8Vk4k9zlEqtrAJi6razsyyGeyQxaWJUFRNDqiJJ/ezyhI1msio0Pt7JFwPUoacn9yz3UFxR++8J1r/gqEK6SDu5bUWepxIapSgi0rrK98q2Qt5PS6yPVrau2V0f75Bafi4V6mvY0tiembLeZaLFE5c4o35vH4qMSQPg9nJGU+oETks0rYZd6mD3XSlpsLPg+LNTF+NCcCKct8h+9iDWBNCffv1SmJufdohxIpuY6zzkW+ooyqbUpM1o23A9RjQ1IU+qyb3NZ5s+jXMdpEW3X9hlBG7dNyc53zsdYkKK9qSjS313te988KVQFxXOYzY1GvS7ZKrpYjwFU018OeS1WYpVjiKbJpUPRlexPx4ZmDdWFQJ+2mAAm5Rhs1p/ihH73KMr1zc+fztqAKZR7E2Cfuhb2IkD6VKigk+87+6dr80Xr1k95Oriu3hvctrYqUnELroGrWfnBQxeuxonXGKqBTQo/ZfX4wOzsr733ve+Xtb3+7fMEXfIH80A/9kGz5nRz37t2Tv/W3/pa85S1vkS/90i+V//bf/lvHZ3/3d39X/upf/avy5je/Wf7m3/yb+v4ifvqnf1qP+da3vlW++7u/W+r8UWYwGAwGg8FgMBgMBsMpoqNA2XMHMZ5FJ1Pw2HVHcSgmoUjQXdPTWjCOZ+aVDHFFbsLaKeQOqJ1OgBIj3RkeFCvVzqrmijjVmu7W1mItKg9s12YXVaHjCsW5lD76CSl96iWJKVQ3XCYHgfOQEtgCUbTLJsak9dwzrqC1V/HIE1HtdqO8oJAXzo86ZnVD26BFOEgfrt1nIATbIrV+ovoUCu/DFac20Z3wrkDczqhABaD5GuQ9DGqmQ4byQAv2m1rQlBYF7JZErabmu6i1mKp4Sk50QREOpQuk1eiQxPdm3Os3rymZgzoknltSYium3zxRE3gCVb9QUKVY7QeCvBLIAbUx4vjkVKAkoW18kN97tY1ACGz5WgkHXNvQLJRoeVkL0jEWZMxRbOaUbKq5bBAUCJzT9yGZNY7Aa0hMn0LesHsfRQRjD3HF75hji6uSP5hzbcF2bnRI25tBiDAX2uU/9UHzFlPB90zDdvSfEiGocLgG2sVch8gJOSIcC4KOsQ+WaowrbYZs4Stt3mxIXK1JfPe+K2DPLalNWAxB5rNvYt/nqpTAao6+LJW0KKxzZ3FJhGJ9UBBxDS2yZlz2jv6O/uO4akEoTolEJgf9OIRiIXZkBO2GoFHiJHc5S2UsqSBenDVbm4xT8U4kMjLopiRkzdKKRNzH2IfRL1p8zbwCq6XzVdvl57BbA1CJuKwWBe/z6hGUSjmfpR8ZGorc2AMyhzY3JZ5blNInX9L7V1DEYAu2tq7EH2OR03eQQj7DaMf6d+9RX2tV/PI9JX25h5Q88Pdifv2Kzr3khbtuvj6YcYStWgiiLBuQHDUMfQfJxTqjaruGJLUtiZdXJHo0J8ncohInzqbOkdGsddpc5ib3MaQKawrtQQUF0YOiB5tBCu2bDUlRIKCMYt4yvrqm5G5u0ieMkZKxNdcdkHNhzdGMJK9uo9hO22kO8w6SE0UTc8MrepT45mf9wfOHy6t6vybMZ0hBv8a3bx+Oz4m1GK4pSq7vGeOtliOiWOL0XnHKqY71nmtiPrFWcDzeFxYkbN1Q/UFu3Xt0INVHe03ugfYzh+ydot0kaw3Xy/0HWTO70Pm89RlM2dVp/adr0R7P273a0JetZz9KFUjMVx65/ltcdoQzc7n72dxsSvxg1j0juX7mKnZyL97T+5l8raJ13vYz0BNz3dhHzdoPIJHaysgTUvschwrocca5JXF4OELgQK787M/+rLzvfe+T3/md35F/8S/+hb72Ld/yLXL16lX55V/+ZfmKr/gK+dZv/VZ5+PChfpavvP6e97xHfumXfkmmp6flm7/5m90fASLyn/7Tf5L3v//98n3f933yMz/zM/LRj35UfviHf/iMr9hgMBgMBoPBYDAYDJcKByRTTr3gMU/Rc1ZKn35Zd3eHIOoIa6q5BclGBiUrlbeLTATb016KnRSIfTFRK4EU97yVlRIzWgncLtrqTu5mS5KPv+DCtRcWXSEx1AdVuhJJtLTsdkOzU9nbmbUBUTQzr9Y7fC32GzusUfDEtB0lhSoh2Km/7or25NysrLoiXlAf6U7yyBVUtYDrrMe0EMXuegrTFLQp2FJQVbIn3x5P74DFN+kzT0j6mqfduegLir7quIV6JZMoc7uvVZ1EIZXcFXbUkx8DITE+pgVWCpHF68XeSYkm2vDKI5dzon0bS0x/0V6s1LAHKpek9eRNya+MK7HBuXUMBj1pw67+0OHsBlerLJQGDe2nmPZR5F6vu8L5WlX7JVpcFllf1+wOJUwoFNJXkEhcC9fMYSEcuGaKq/Qb4+Nt1nQ+VgZcX9AH9CHTZ2BAsquTbje89r8rSKr6iX9qzaXhHa7CBWmmtnDu2HqNnCcoFcjHUVURpFHDHS8JBKqfrz5TR+e1npOidE1Kn3hR4pk5JaIc0UUbSjpGapwGGaB2Vk55FN9/5IqtEFSoTTRnpHBcndP+fIHIgZzx8zO/OikZcxG7QuY248B1aJaLm0PaF+SVqOVaSXLNLsldlpIqsCDu6k5NhtJroyoJ9zUFbUg0xk6JFHJ0uI9RvXmiKRRk+aoZTbSb63CWdjqOW8yHqsTk7WABBukFQcc9yv0DYakKJEeS6X0EcUF4/UZNkqUVJU8h9XYUgJNEkvuPtu2xusH5mf93H0j59z/i5udWU78mD2clhjjx9mdK7tFOiLtHc5Kj0MKWjn71Si21gPQkck57Ub+oUqPlSBadT6ioIqeG2mrpMbXWqLk0Lbc2cX1eaaNrweiIFtRRySQPZtuko7s3t1SdpCQQaqy0JTF9hrINAo97fqCk+U56jzMHIMkgdiGHGe8nbrg54PNrdDqxdgTFnCqS1lRZBKnGuh4trkrpI59wZGCbJAj2af4nPosiSRVzqVPqtDIlO3LawnjyHl0fN9xXJUkdMdhGUKAFIoh+RjUxic1bnygS8V3QdjFmWFLS36imFlfcHAhzor4lJYi8l+5tZwkd9Hm7Rxv6IUL2VarQ7vszkiwudW5wgHgq3B9qS/qJFw+8+cM9A0eciq5wbzNmOp/2ULP2g6OSXEdBdAAV0OOMc6shevHFF+UjH/mI/Pf//t+VrAGQOv/8n/9z+Yt/8S+qsubnf/7nZXh4WJ599ln5vd/7PSV0vu3bvk1+8Rd/UT7zMz9Tvu7rvk4/h4Ln8z//8+UP/uAP5B3veIf823/7b+Vrv/Zr5Qu/8Av19X/6T/+p/J2/83fkO7/zO2WIHQ4Gg8FgMBgMBoPBcIHQaDR0k9v3fM/36H8TAf6bip/5767bt2+rQ8G73vWuDneDH/zBH9T34XDwAz/wA/Lkk85uynA8OCsP+X4LHpqnQDEwWJSo7RmFGKyjMokfLSqRohZnVO4gASiYUbSjGByCqykmq3qg4QrRFJu61ToaaxI7IoXd9MV+od604eyDlKCg+F4qSfmPPqYB6tmtaxI/mnd2KhRqvEWOvPiKpE/ckuzJWy7j4MYVl2lBgYwCM8UsDQxPVG1BUH1eeqBkAe9NPv2i20Gvag8IkVwL09R3Ywq8FDbpC4r3WEfp7m6/yx7CgPoCRXeIDxQAd1O9tnb+ylZT8sQVldhJ7YqLkCZNVRSkKCyuTW2TQklJi5Oq8KBgDOFFG7HU0vyYhkRkuqTYa8WuiK9WaVAMIulrX+WORRHVaX0ceQABBalSHJJsu3ivlleah+JyXpxlmFNnaNEOAsyrnNRCrZ1T448PgcFXro92tXfyuzaoYgCyio8z3yhs05+8d2xEMggsiu5kCKnEyJMsDU+IqAwm3yafOB59obZqLlcoJ0+JMWxmEuuJYqcY8GoCd1z/VTOOKAwHUscFu2uRncI7hfKrkxKRWeOzJ5SAyVORjZYrvHNOiD7sjCBKOB/zQtU3XrGlh/f2b/ygX3OnOFtalrS66dReqqiq6fiqjRZzi2vhA1gTNbZjgbTf4kjS4UE3zyBNAikT7iUl93Kn9tGiO30dOes8+hwSgfuU/lFex6uUAimr44hiB/s28neQXEAqYouWOFIEe6dWpmOnbfIWdTJcUeKA4rqwrk1PSgRhCWGxVMiPKaxD2EOpLR9KC0g6bNhQrnEfVx3BqoX85VW33pAbg53X/KKqQfSzzCmuoenWIIgE7RHmIKQM7fPEg/5+aKhtHab9AuFFPyoZhwrKE1oQORCX9CH9QnZMUQ0ScpL4Fiu+mTlH8DAFsb2CCOb8qmxyhAdzJ2l5tZ5+MJJoetyvoawNVckqA5K+6TN8X9Yl03Y1XU4RxJInjxSoZ1gjuJfDXGe+QpCNj6l1Y35lwmUlqQ3aulOzMY6qrggKMqz0HBkaVcqagRSHe5z7jTHw81TfrtlS3ItNN4e9uguCDMI6+dTLkn7WZ/RtF7oj94Vr4NpQq2B5d9P1e9ECs+Mh0kwljlLJl1bbdpz7Pm+77MpQpepttlv2zG5ECH2xvK7KRVXqFS1Iw1RfWtWx1PVQSTIeNLFEw4Od90eWSbyyLtlNVyvfAZ5nS8tOscr/FzL28iduSjJakfzT95XM6bBcOyr2sV49DrXPbjho7t3jinNL4ly7dk1+8id/sk3gBGxsbKhy5g1veIMSOAGf8zmfo//xAXj9bW97W/s1iJk3vvGN+jq//9M//VNV7gRgydZsNuUTn/iE2qsZDAaDwWAwGAwGw0UBltTf8R3fIZ/+9KfbvwvuBs8995xuhvvN3/xN/W+k3/iN31BCJ7gbsEkOG+oPfOAD6m7wq7/6q66IbjgWnJWHfF8FD4pOFFoJmffoyIfhFxScdDd1JPHqutqGqQUWRVJfZNbMnAaZCN4iSmte+bbNT0fDyIhouiwLirEBEDj8vk38xG4HOxkn6xtSml9yCgRvR6Xv88W15FMvqo1Seuu6xPOLSqho4XtgwGc1iCsCq40QRdhM5BPPi9y970gWVCB8hkImVkfYI/F7sn3U4ijXzBi1lEKZkaDIYbc+xaLcW4xhzUSAeuQIES0WO8WO27nsw+2DIkODZiJJ8PCnoP/ETUcAeOIFdZQqYR480h3mSqBQ5NNiOu9jzmSSS8v1I4VJmkoxslZzFlLN1GXMhMwMLSxnWnjXXs4K2TYgCFUgKmBh/Hna6hEtOHqCJQxTUOTwe65zcNBZhIXjUcxTVcyW2mpFkGAoW1qoByLtN3KEKEDm5CJh20deCAVhtcPyihZfR24TKhRB26ROJjKYaC4MY5dLQ3IK+dqVgXwotLm9Q92TEhTYaT9jS44TxEyGfZzLwsFWzZ0f4s7l0agKgXyUZEgLx9mVKSU6seFqt7dbdVJ0iWMMWltSqm1JVhtwRVzUNBTpKaBDgg4OOdKAMYIsDQRLBsEiSpKgjHGKH0cuOJYsd3ZeXgmSb5GfA7HSlHwSaz0yS4YlwXItWAMyvkG9oJk4zPeWRBxHp6yfD6xnW4ybt3UbKOv9r+RFZUDXDyUF28dtiEAUT4xJBJka1pNQaKW9KPcoaJPjo7dGU+cA+Un56LBbF5ijEDWME9eBtRtrA21UOzp3fTo3UVAR8K4ZMy3JISLJ/+G6uFcgGLJMUvqQYju/o62QjFhcqT2Y71MICuYI1wsRxXsmpzqy49VubsyTOhxveFjVMHo/QzhyLJYA7sdAiLF+anaOU6mRhyNkpNH2a1OSDw26jJylNWm98y2iFOnCkiQzqAw3dW1DZaXWdnkq0camRBUUXCjPID+dWoJsK96focRirXow48gWHddMyURts6q73JqG1WMGUceasr5aUN1AcGF92XBrLOsJFWcUTrQfK70wzTnO1ITaWOYP5zrD5gNpkmeSVcdEKnzOzz2I+Ds3lEhJ/uxTEqNWSsgfGpO4VlMiPx9019RNFOhaTRuCrWdxnvV63u6TVdd67aucJWR39kz3daBaW1pz9yxjBoEOqYmtJeTZ9MR2VhNqRshCnVtOialtZ41hHrL2TI4pcZUznr3AespzGstS1KqQpIV2y1M33fPq1jXJWPeOGTuItn5JriMi75V7d0oqoNPEuSVxxsfH9T8WArIskw9+8IPyzne+U+bn5+X69c6Bv3LliszMOH/YvV5fW1vT/4gpvl4qlWRycrL9+X4Qx5H+O20knsF3yvMeO5cKv+P78DNf+WyJhcDQs0/DV8PxzFHrz+OD9enxwvrT+vO8w+ao9afBcJx4/vnnlcAJ1tIBH/rQh47kbmB4vHeP9lPwiJdXXYh7QMiHKbRFiRqKtBSn2PnPjnAKUxQHse+hoDpQcQHxeswVtxt4wu3O3wGIAz4PERNyFCiKe1Jo+8TOQoecFD0u1m4UdCnUd/x3HTZJDd3xreoTSBOIpIUldx4C55Ugckoaf1Ga2ZCRp0Lxcd0X/LQdnkgaTpx9EaqF6pbkY4M+r6KhwdqhDY6wybUg6eyq3Fg6tYwvfPrsku3BcUV+JWZKJS1g5+yYh/SieEqfYD+mahMUPRTot1zhD6JDi+vOYkeJHIiQ3OV3lDY2VB2UT/uCLoVeNsdS5NbicVPVDe0Mi5BnoetHIGi2A8ydusbNjUDoOLLJvx4yarQzIsm8ioYweIrBUZjfkBbMC4rA2AZR/OezFDHJL4LIYd4xn+hPCDMlJYr95s8ZRCehLRSMISZoFmoari8QU4xfBtnY9JZrZUfo6Fx0xAAf1PnNNVLgpiDJMReX3D535UX8WLazS3zTmi23855rGxmWqEm+xX6ZEb4faQ876ingQo5oe0oSIY2ByGFecExvgaX9xVxobEnU9HNXFUKMgycKlSxMXRG/VBgbiBeIojhRhYISAWpn565VYn/tmkGU+KIz6ixPRkIMeRsyVWOomgmVFpk3EHQtEewN6U/u/bDecS/4rCTtQe5h+mvSrTsaxK4ZR8xtP6aQOmrJFrlivZKQuSPZfK0MEkRVNJo9hFrGkQtKyNBOxoP1LMdSL3PjrqotVyKFHItLA5JjaxcUG94uzS0+23Nai+uq1KPvm27csRXjnudYEI+FNRPiSZVZFPlVAeUUfdp3zBts2jgH18VcDKoxuoF+Wl4TmZ5UUkLzqB7MOlL26rS0blzTXKD47iN33VzXVkstFhX8HOzHWD/5mQwW1ri6I1H1tr52RdeGtiUaakOIqCGf+XRlQvPRtE+4n7hP6WOIcNZwxoz7Rcl0bwHG7zkfqhCuDUUV61sIm2euF0gT1FnZSi7xyiOJR73VlycESn/+vNoARqxbtIF1AyVjtCVRtepIn/FSJ5GGQkmVeFjrJboeKrm44/6DnBVJ/vSTjmRiTgTVTNGujOl458bOzRVd5I8SKswjb/dGVhTPXqwu81pNMojUq9Mu++mRu0e031u55IwL6+Qg2WsNyZgjqFywP7vqrE274c632b7/tX2FdkfY+U0XlGKHRZdCKSh92kTbjSv+9V1IruNG6exUQKeJx6b1ZNZ87GMf04ybn/7pn5YBv0AH8DMWAYAcnd1e30QW6n/e7fP9YHp65Mx2oM3Osu7FUh7YOTHjSiK1oVL7+/CeUjmWiYlhmZryckrDDoyPm5XeccL68/hhfWr9eZ5h89P69LzD5qjhsiKQLt/+7d+uDgQBR3E3MBLnAuwe7aPgoUWvQsFDMy5CgHz7lxQAN1yAN4V2iBEKTez0pXBe1qq2U1rUyeuoOGKjVx2bXcbslMYeiQIku7kJZF9ec8VBiqS6K95VyJUjGBt17aIAuLAiQkZOERA0qpTINFsjo6CKckUtfhoiaz7QvUgoqe8YORBbqgJROxqK6BQ5izUA+m1sWLJrVyWnWNVoSsZxsRmiYLa0pooG2q/lZN5PHTAU1jUPxisl9Lw+6F7HxxeFg1oLy6A0lRRCbKTpdqBT6BsdcteR17ZJq3AszXRxlmAxx2IHPUXvAXJSEpEppzDCvi5adeoVLR6GYjlcQSlxyoNgpVW0/dKiN/PBF9j1F14tpEX+MEhBqeFzjzx5BSHWJhFQMKhdVsjSaUmkv3MEDAVOLW5SlMQerR4syArqm47x87ZYvMYxmFOQYHNLTimDVRRtgPDSHe0Ey6Oo6KoJafshI4JqyKtzYme3ptk4eu96iz8lOpyiwxVi6+7yscRDBURxtdifvRD6ADJH54Qn/FQ1BolCoRTLPV+wxrKv5NVCtB87O1VRZdvj0Sbh/Ng4Ty2vouFt5OcMaoFeiRV2+mPlxxhCCqnNFOMDOcOHMkcaohTR+ewIJ22bkk3edstb8eVZVUlelC/Z4qqzMAw5TGqd5wjQHPWMKsgCaVzXey6DNFhcdXaBFKKbgShoST4y4ggG5kx7SkTOEi5k2KjSxK8f9BEELAokJfP8vYg6grUgtEsVS+R9uWyctrVesBLUSn/i71XXn6xbqoAZGXbXgCIGQmxxRTIUF8y9zYbk168qecx8UEIJNRFEhJQkUlUP53AqnHamjZ7b28Itr0hEjtP4iGYb5agDNfunpUqUnPlWrzvSfJ5CuifWlGTBio++qLgCO3Oy1dCcMpked3kpnBtbQ85Pn3jiMcV6jb5GdMa1YdsGwakEN8emr8pufQkWjNw3fm3R+5n7mnrsYNlZinFNWuzPtjNeCuOoJIZmvDjSREmqkJe2/UbJ6Yu5JSVG9HmEbR/n8wSOKl54xkCwoYjk+14EDJlpkPuobLxai+cIBIyOoV9T2uRTFymg+TWQZtW62ooqKT02rH2gCiwllxPtL+6h6P6sZGp3h4LUZUWhvNGsJm5Z5iZl7CH37GT8lYzgObu86q6Duest/PQ4rLNM0e6NEuHeVrvTQ2IfhVKbbGNek2Mmp4fsjFRAp4nS40Lg/MzP/Iy8733vU7l/pVKRlZWVjvdAwAx6eR6vdxMy/Iy6h9fCz92vHyQPZ2mpeqZKnLSVSZNdN134+BNj8p4f/79s/8K/p9XMZHW1JsvLsNKG7j6lsLO2Vpe0GL5mOPQctf48XlifWn+eZ9j8tD4977A5erywDUGPH77ma76m5++P4m5wku4Fl06NWBqQaHrC7Szvdc0UvqYnpEQWyBHQs19vX5X4z1dElpZd0TKoY9h1jfIkpl2EdHt3B8reWEsVkeeqrojDcf3ualW6DJQ0kFsLeRT5sHZ58qYW7GJC2fOhtuWYFoa1AL4lOZwAnyOEe2nRx6y4/APNm6A4zL/r1yThfZRnVUnjC6yFvlM1kCcmdMc7RWCCqzUM3u2I1mPRDk8QaV4DO599cVumxrXYr0VlvUwn9VB7MpQxFITZuc+lNDK1ktN8mfFhV+SmbyB1AsFEUU/7KylYgnkFSQD9QYFX1Q1cf+zIMerFavsWKdmlBXx2o2+QRYQ1ny+e8zl/TCUNgjKCMaHwTb4M4z0+6jJFKOZSFMU+iQK7Lxpr4ZVio2badGaquHHzxXQt3HsLOfoW4knHIljAeQJhEzWUD3zXz1H0RY3mLKTafdB0BXTNTXn2qpuX92a0sOzsnlyft0kTbU4hlF27l+NiHdVQTkHfq4QXx286tRLqE9qOKkWLwm6ubhNPvoCe+vEIVnfMI82j8dZUan/nVTgAogDSSYVdDVVmUExW+z5AoTn0WzcCuaNkWlAWcS6IEl/CC2oHX1DW95BpE8LnlWdRNssTDv6YOj6ekGDC0vdx7LgcCuUooJhfzBNsoJoNLdLnEyPu+hgjOpd+ZI5hu8Wk3Aykk58HzAH628+9uGATqPdqNVeFDpktFJ81qwUiCWuvsRFJOMaqq7lRgIdIjCElGIMQnE7fMy+5D6bYYT/gs1i8aiV16iQ3VVF1QSb4bCvWJO4XzVXZVpGptSD3M4V/iLhbkyLzSxKxKKE0gQgMNSOOSV9yghvTzqJN5xykwaAjrUIRfWtLM0qEXBoIgZvXdG5iZ6dtGiHHZkMt09y94TOHfKaTU9t5az+Uglg+Xhtvr8sQbJB30cycU/kxLsxxn9nVVqVBCEKahFszqJm8taMeT8cBi0anFFKFk7dIVP7v2qQjOCBXJkZVRZdDQnjrN72PmBs6L73lHO3mWphfQwMiEITjo379ZqxaznbS/6y/832nX/n9xoZkrSlJsNIL9m4Baxsua63CvHXkTkauDblVT94q5KvFur4xl1QJ2P08m1t2ikDyxnRuB8VYyY3hyur2hoq4LGV+LmbVNZsSv3LfK0djJXKitCk5mT08P1Cs0BFTWJAO+0yqliRrVbVHi0acolPXJci1ZoHIyQckEkfYxNPjEn/iRSW6dR5iNzgz75ZAnjtBCcV5uq4xRkk1uyjJuJs/B0V0f8Ypcjv+JuGeH1BLu3x23tl/nhWeviXSuibx/LLrA9avq1MSo/o6wdOe1t+u557E+f7v/375uZ/7OSVyvuRLvkR/d+PGDbUFKGJhYaH9Hxm8zs/dr7/+9a9X2zSIHH7GMgC0Wi0lhcjh6RcZQXa9HrinBKdM7v/8vBeConUCnocXBdY/1p/nHTZHrT/PM2x+Wp+ed9gcNRg6sZd7QT+vn7R7wWVSz+WTr5b87kNnk0NhSYkE7IlaEk9NSfT07WNzgaBfOXb7fNcmRKbHJOf7jQ1HKH32G7WYy27d9M8+7QpF6ss/JBn5L4W2aHGJQhE7h3272XWukSkU68DQgLseCvClWHLezw5n/jcyKDmFekgE1AVlClWJ5CvrrtiFUoziHkU+lALaL6kqZAafcf2SVgckgxwIVjns5icnAZshio5krFDc4jqwHRobcUQKxcsQYk/Bjawf+p+CMNeCJbm/hqgyJrlMSYYChvZqzT6TfHZZyiWXCxEImahcUSJIA+XBlQlni+YJpmx8RGQVJUWwugpcRyF8HgQljap7UEWgFCFrInF9oUqiDRFsam5cFXk4546nBTw+A7HjMi2CrZgSNFwzO8U5LsQAO9YpqtJJtA3QN1r49UX5LQiQLdf3QdkRFB1tlYBvp2br+FITahvN36Dg7Yk4tcfyWSLKUIX8Ha9Aoa2lWBKUFFEsyf0Zd1wKuVVfPESlBfVA/kuQk2TBdgtrrbInEoINGQVq+tLtUNcMEs7ps2GkGXmSRkd7u12BJNKBYxFMtpUuId9Gr71LDUQbdCxoj1dVBIVQUiiMK8G52926baPVLlgHQiIonPT8qcjQsCefXG5TOz9Js3686sa3L6EvNK+EeZHo/ZJAMGLDNDHidvrTz8wNT1A6RZcvZit76ceZ/qx6S7O2nV1Qpvi5SFv4kftLj4GMw1+7Wpt5ooy+rpSldPuqyznBSe3KuGQTo5J9+M/deSE7Nh0hqe1CicYcR3H39G23VpAPBDkxOiQ5pAj3DXk6A+4eVJKVflL1EmMx6PqCeRrs/yZGpXzjqiNPS5FkzFevalMCKxB8OvaxyHpdEgrbyvJipxhJRDaLJ19R0mWoYsgFolAfs7ZV3PpJ363X3O2v8zwEPPn5p3ZtibMH85aHzEPWJs1tYb0bHVTSIoOgrW9JPDrtcoFQ06ACWd3wCi9/LzAGQXVE/7OucM8wRlwD697AiKp49L4bHlJyoHJjWkmYDGUD7+UcKEC4J/V+8aQ09wnHQFXEBNesIfdMk+kJSW5fkwi7rfCs45ome/+9MDzs1mB938NZyTlugZjIsfNkYjFXGXuujbl1bUpizUxqSDy5rdDMR25IhpIEVQ1jFJ5bmjuTSHT7uuRzSwzGzjuSZ/Jg2Sk5GaWhssQFt6PW//gzSZkazL00kwyljFpN+lybIZGIvuQ5wVrL829tQzKukfmn5JFfOyujLscH5ZZXbUZjI1IuRRIzD29MS04GEH0HYVyOJVvDFq+uJE9065rEkK+90God6m8s/Zug1ZBoYnj390Caj1YcIXqWuNbDKu8UcNJ/u55rEuf973+/ejT/yI/8iPzlv/yX279/85vfLD/xEz+h1mhBffPhD39Y5f/hdX4O4D9AsGIjqBMW97M+67P09WADgCUAuTive93rTv0aDQaDwWAwGAwGg+G0cRR3g5N0L7i06rmJSZGRUYnau0dLkt+47grRK8Eq6/Ao9mt296FEQfkT3B1U0YE1Vyb5J19xO2kpKK1WJWKHOfY0o0MSU7Bth46TqTAgUa0p0Sz2NihkEi3c6agXNxBi+TIy4ux+UNNA+qzXNFhbC4TsVKb4TDGNgjK7yMk+2dx0CgYKWXkkOQVFCoZZJo27M17hQzGxLhEFXkgNCCCUL/yOIpgPqaYYma9W3W5pCr/MTax/tJlNF6rOZa3WRCh+Zbk0N+pO/QPxQ9Fuxdma6a7xZlMSNkuGDJDygORlX6CnWEk/cW56Q7N0fNGXYin2QltVZ0MVrMm6jWcCKUDBLhACqKQWVkWGsbjyRfqlVckpxo6OOrKrWnM2SKgsNA/Hkw38rqDuUfKs5AqSedTy2RwtZx+kxVifx8H3ITOI4nPIfwkND4VXzgHx0vQKAs1x8deiJFfDER9KmnkVilcIKZj3gWiIY6HnhPwXCpP5ulNHoKzgnlACimtinvl+whYt9LESNZCCvAHrqJLkNW+HpzZVEJO5WuTpnFXSIvS3/9pr0y4kFh8NWSXt+V1QUikppcEj2/kpqD7U7syTY0qMuPwlfXMXf1fsXjdnukp3mq/kCTru2YS+bjmLOvol9C3kg7bHWbMleSZpmJtYMEFq0gasCJlDzAklfhLH1XAunQ9NP3+8ZZaSM9gjlp1KTdvs85GC5ZzuzmetYIyb20qgoD7j/GQhke2DwqUyINlWU7YW1iS/dVXk5g2JXnkk0YufkoR7Ui2ighUh5Iazbsvjkmv3/TnJNSMl1rwbzZ5Jc83pgjhQWyufW6UN1agFjidKbuo9BEmF9SNtxg6R41Qqkl8bl+h2LPGjWaQMjizgnsBWK4kkaTQlDUq4Sib5/VmRmSXJp8e3z8lStLklMdcwt7ytrlljHSyJsD6yJrImB3Ugc0htCVtuHWJdHBxwokTmLjkf5AexTt+fc+oD+rUx6+4TrOfoq7ZFoiePU+4VyNx1Z6XHfa9qL3cutSFkyrE2k7+i584km12SCFs71mS1aXP5SjqOjC/zTeeAO5YSSKzJrEOsM9Mjkj37lLu2KkSsI79RW0XhZw9qtxA4tVpDM9IV9E8zk0hJXK+eYn2gf71qRbVJ9Ov8in5lnWMMw3osbFhgTCuo8Py9psrMWKJxVC1bLkdIM3a6/37JJX+0KDlEP8+quCR5cDtqtSR5OO+Un/QRbUKRw3znH+PAcwyLN+6RYAfHeULO1FbLPbPaiwmqPxRxbn3W65lfkYjnMMScZq6lTuHHfKKftrZ0w0Veb0i+EYjpQr9GkYxMjB3qb6zo0bxEzPMerlDbXZRL/vz9ToXSJUDS42/Xk3AvOLckzgsvvCA/9mM/Jt/wDd+g5Axy/oC3v/3tcuvWLfmu7/ou+eZv/mb5nd/5HfmTP/kTDdsEX/mVXyk/9VM/pUTPF37hF8oHPvABeeKJJ9qkDZYC3/u936vWbKh3/sk/+Sfy1V/91QeyUzuvqGylcnPB/ZE/c3VYtth9YzAYDAaDwWAwGAwFHMXd4DTcCy6nei52gdJFHHMfpBSWllYl06yHXmMTaZEua7Q01DmlyI9vP3Y5ZABoYdwFP2txkKISxVwsekKWDUVE9aP3h2Qe6E5s0cKTZjpQHCUkm2ueW3IWSxRgtfDIjn1sY3wBnEItCh4KVs6fyhW9Xn7grH8GKpJhlwJpE9QhhFarXVLsnLFoF8QVhdKtpiN5KIwRvI7lUI4uCIu0XAOyyU3g/Hyar9HKkLMbo530oSoxvLKDgqHabVGojLU9MjQo0Zojk/JVgtrHnbUR/YFVkRZ1Q7Fun3tErdXqWjBXqFXagBaq6SeC2bUQrxnzmQtsZ8wodKq6gOKtL+SqvZEvEOsu+S3J2Q1OhgfFQsg2JaTKErW84ijME44brKwCQuB8KABT21O1zh4ImTDt8fXWXjqpfLE5KDmC2kVzcrAKQ0ngi9x6/cXJ7X+GAFWlBXZmBMfH3uYP0rKlvJB2FtkhFEY1r4M+Q8G0z/3G8SlgBnIiEE/hWnzeT7tPmHeQWXrKUJD3KqCwNqqKx6uxwu/Cdel1eGuyYJ3ki9cQMPQDO/5RG1DoTjg+BeNwH4TicFBhcGBvSaj3E82BdPVzC2UZ9o1qGwaxBfnIC8wjCvFKWDLGXKe7rhzVCfdaUHupBZ1/X7BvU7LEk1cQOp5gi7zChXslHZ+Q1ltf60kI128lSAhIlaLSqW1RBgFXdoRlDVXaevv36uxWHpD09c9KTKbW4pLEzGlPKDj7wFKbgMoprqM+hEzgXHXUPG7tSG9d89ksTV1DYtrGNes9tOXVVb6/fbaQHjOOJEMhxKWTIwPhgD0hlmqekFLyg3UCpZBmbI1IBKHGcdRSjfu47hSEqqZybc2mWHdaklPDXFxTeyvWGZ0nED8QF5BHYT4GJZEew99PrHh6/7rcqWCHp90c5hpkBz9jc0fWF2pK1mfOR3v1msgcYUzJ0Rn0JB3/mGuohgbcusI/1t6FVclQD+r9kmrGDvdoXO8mTTJdm9UWDfKabCRyYVCOMdacf6MuMfPS5yFpW9lcAGlDX9IPae5Up1jy8VwYG5WMMVqrbmel3JiW+OGM413pZGz+eJ2DYnnGusraOTyohFbGNTeb0oJA88/oaGZRScBkccnZEPJh+hFileeKNi2TfHldsptXt+91Po4Sh/EiVw1LPsgfPs9mh2bTvXWoLBnHoV+X1lx+ENfJ3KDvyLkjyweyTPumphlGOzLvIHtvXJF0Y+vAf2PxnG730V7L5FbT/a1wCZGe8N+u55bE+a3f+i1J01R+/Md/XP8V8clPflIJnn/4D/+hvOc975Gnn35aiZrbt2/r6xA2P/qjPyo/+IM/qL9/61vfql+DNO/LvuzL5MGDB0rksJvsi7/4i+U7v/M75SLgVffX5V/+sw/p9+/9R++UTz47edZNMhgMBoPBYDAYDOcMR3E3MDy+YPd0ppklqRY0yWSgiK2hyCETYW1Ds3DyK877P78yqRk5+n7d+UtBK7g0Rc7KCDJEbXpQc6SqatGCF0VHis3sit+oSczu962m7o5PR4bVToY2qOKGY+tu5U2Jaqh/sPnCootCmFeiUHBvoeShmIUCwZEo2MBlY0MSs1PbF66jiCKpJ06U7Cm7Yh+/oGDL72kThIAni7QgR10zZfezC4Yn90Z3tFMco5SqJIUvkENqUKhU1QHB77lEkGRXiDBAkdN0yhYKsRRSlcAhb8ITARQG+7EohN9A/UOBGzs1bIywQKPQ3GxITHEUtUYIlt/adG2l7VtFwsATOj5fRwuIhJO7kRfZxE7JXVsgv7StGmLf3KVhLvMnKHz2n4SFb4IKJ+y0BxTEA+ERlB1hd7q+RoHf9z9tayt5vHpAiQ+fa1J2wei6m93nhyjTFMgY8ushIJWg63V9u4CCOPOagr8SW564CWqRQEgpaYFqp+kKxxSh16uePCgSeF4R0t1Pmt/jCRLNbvFudli6iSMFIAzJLYrVsi1knyijt10U16waV3TXe4HPDXubLO4/iuS0ixyYrYZk2EaFPBPmmreEcgSAVy6o2CiXjOdH2RFsegmsLf6c+jWQnCF/JliRQUKovZpTRUDGoPpjvdH8GEZrdFTtGdtThg8oManBz+24JdqtUwSCpMx4okLbFPnEC5K+4TWqxBGyPFbXHD9In2GjxXoAkUDbsNbylm7cuxnEpiqEKmq/GM/MSzQ4LPmAU1ZAkkLQOBs7dx/kQ9s775UY5BvWnSxT9V+bWOGehxBBOTdQlpS5jjVXoyytoQFJvLWiqvdYN5gDqraIHOEBkUC/Ys/F2sK6yzpJNorPm1IVXsg/8kHzbVs/VW04MlSvHZIiqHHIYwnzhi+QnZ6E13kC1zM8rKRYji0jJIeOM2owNpR7Es+vH9rP4baHlJpfdLc1NnkhbJ6+WlpxRHkYZ8ierCnxZlOy6qbE3J+QP6xsQ0M6vro2BQVOe26kkk84EkcVlDwTWONGRiR96nYHqaFkPllQDyEjyTPyFpusCdwDgSzyUVhKZkG4TWLzRw7Tdklds8awb7v7wCsAXT+zLivJ5bZIKAmka4feTrnL7anV9b5T8pnrmxxTso/npD63yiVJpyYlWl3VY7Qzh3ReDLSftWoDCrHHHONZCWk1VbAVY67zLNf2dSqf+kFHH+36ptz9LWC4XCQOChz+7QaImw9+8IO7vv7ud79b/x32+AaDwWAwGAwGg8FwUXFUdwPDYwSKc/Orkq2sSDSzoASNqmG81VKUN7VQS2Eumxx1RcHhoc56PEX9qQlXjOOzFK4XCOqmgFiSnIIWRUyKet7KCesf3Zntc2eiFeyJUA2wa5iCJeHiWy5TQ4uizqqN3dNqvdUIeRBNp6ohC4HiK+1Ri7eSRJPsNCaToqo5Fjk7qCnY6+7/iiOb2I0diAC1QPI5JVwTxIcW8J0VktamQjaLkhyQCZ7ggaDhunkThTPNW/HqgpA74oujek5vT+bOTfdArjS0fTkKJ3axh8D5/aBKFxdQrsQbpTzs5ZSoIf/FF+hyVyTn+jXgXlU7RVs7HwgTsdPeK0coMK9iV+aLvcruYG3nlQWofYICBDVL2GXctrfyNk39iu7C+9yW7s7f+UJkmwQJlm7at7zBM0+BVCieVwke90M6NiKJ7y+dW75Qn1dUotGew/RR5rOC1G6r39xhKroU/L3KJygb2kRLICpUNQIZ5ezJIA218ByInvbxeiiyinlDSjp51Qj3BAV9dvtTMNV55FUvkAH8AFlHX1DkVZWQH3vai0qMcPOQeabkTi5RveUKxsypjbrkEJmar+TnhSp8Qrt8GzXbCrKsrPevmz7b94uqZbhezqGZK4X5CMkTcoF4nZ+xAuSeZg2gyaiCVteUgAlKFtc3xC6V9NpVlcS9ODamSholTn2ROaFA/+E/l2xqXFrP3FEFB6QqpJcWm8n2Uf4ldu1GqRMNuXFinUo5ZkVJUx23MmvGkGuTsmn+/g8ZREXbuyjSNU7XIIgw1HHkoFBAp72oEhnfUiLJxga6EyWO5Pq0pDPzUsIajfORfQNhgqpM86vKml2lirv1dUeSqcoFyy2fX8R4sNZkXYQiRDT3sAqpUKG5dut8YK1SSy9I5UjnCfMZRVPGeZk3jBXkkyqatpySCiWIEjme0FQVZrBYZM10qifUSJpZBvk+1ZLWq590zwedRyUlRSBU9BmwtCrxlrd+XKuqBR2qk5jrwQYW0g8yBRWnkjfYb2bufiB3iLmBzSR9rZ9ZF0EN1QtY4q2uaXsCkRQvrWrfQ7yqKsaPpwp96PfNhqSf4VTLRYIj3qhJBjFKewLPQS4Rc5tnFuD+xY5viPEcdLaFVUicphI6PA9Zi/TjzGcINsYHAngjKBA97c59wFrGmq/38KZk16+421PvFzWldPeWVx3ld27IYZFfneok23pAn3lX3QYQwyUicQwGg8FgMBgMBoPBcDIg3Poo7gaGMwBF5wVyCCjWlVyhpLATeAcIvSbAeXVNd2nn+ZDI7Lwky6u6WxfCQ+FtjyBvKHqqHZUWJXdBrS4x1j2oPCikBYTi7OKyc4iiABVyXCCPNPC67FQE5N74/AKsgJzFmlcPaNt90RlihwKUWtN45QXFybQpMj7si6euCKs7nCF5IHLqNe0rrJOwp4lD4Z/CFpkBcSxZoymx3yWvah/NLfDEjJM7bIfba4aJJwVoG7vctXjvC7mqjAj94IrRZFJQ0NMd4RRjGQ/NzKi4ncqVkiMO+kHIAvHtUuLG2yKhpKJvNJ8EdQBFXbXy8sqmbl5CC7jbmT3u2H4e6HgVLNO8C5truGwXIYskSphDB4bf3r6jfcH6a7sQvE3g+MqlkgStnZ+jX8olzShpqx4ogkI1QLxRMGWOM9a+uB2TyZI4a6kIr7W+eBxvS6U2cL6Ar3OhQL5oZgYh96ihNtXyTNVTYZe6Wl8VOq6Y+QL4HotB8fMtKAQgniAph8e1eK1qAQrMSrxCWPnB1GJ9IZeHn4O9GkoNH1QuI0OSU6hGMYCSQy3nmo78gkwJ6hklyQp9rZlCW6okycvObgqCUa8DMoN7WvvD9w+EbyD9Qj/58aRQHq+soi1Suyx9hesgtH54UNKsJckW1o3O6k8JISVrfHE93K6sdVh5ocTyVmlRJZW41ZKyht4nktfW9P6BtNF1hXEihB61B7ZUFNSvXVFLQoiW+OG8sy1kvWSd4fomxtoWXkpqliJHsmFBpzZ3vsjNpaMEYWjJrFKSxNuG0W+BxB50mWOsFQosv7h++ozcGzJ7bt9UgkJzqzYbjmhgrCBYfB4Rc0wtMFF4sKa3VUJuLdN1R4mB3JHJtGFoUGJsy8jvgeiAwEIBgn3ZE7eVVIvJLGMuBLWmt/nSdWGg3FYWkhOklodeDaT3hyoEE0cK0eeswcwbsstuehKHKXX7uipiUGGxfjJ/stypmbBH0+cVP2BhtrIqeXNI5NY1yZ9/WYnEjHFBReRjMrSNkPs8L69dkZxrwiaT+wRlVuHegxCkPUokoXap1dr2djn3B9cOSTRakezJW65ffXZd+xg8j59/2VmxQdoFSzT+DQ2ptSzWhapsRenF9ZKxtll3lnKDTp0XjQ3rXMhnF1xuE4qwK6h1/PdYm4a260aIhsuW00Zg67Yg2aufknxqzJF4qHR4pqNiKpU0E+fQ6CLbdoC52qVQMhwvrGcNBoPBYDAYDAaD4RIAW+rjdDcwnBIKZIzLmkGFsak7Ytt2ND0KM3xGffMpKKp1UOoyZFAFUFDeEGc30/5ALFLbcEWr3XYth3wZzWnwBA5FQqyYVtfV/qWtNKBoGiWSlVNJGls+7iTWsGvNnmE3N5kbEDUUo4JSIOz0pxgbsjCw4YG8QX3jiQnsn7TNFLB8wT6v1iWuLbmCGuRNtul3n7s+4Diq1EERRMGrGey4vGKgqJAIpFQIqtfvfXsoVuvO9lhkCxKHYqm3KKJwi3sO17jhs1zIZ+D3XAdtJeNGyYh98mOK5ww5MUHxw/H9TnaXBRE5my7arfMEgmGX4ytREFQuYZ6FQPpw3oI4RAt2tMP3UXd+zGGir0IuTri2YkZEqA8GFYFecyBHdjleUdii+T7ke6RKomhoPVZbFHZ5Y9v+zZFwkXhVQt9qomBP5udCcZK0+9QVrIvqHFUGMMV5z0C8/XlV0viftY/9uDMnNUdnuxCv31P8pyCe+2vBoq/uclDaKqC0cNxg3UdBnXstFLrpUpQXkLqNhsQcA6VBWwHl51vod2UjAnHp75FmU2L6kmIx9meBTKtU2jZRjkzcVhC0AQGSEuweq61htLYm0UNn5af3isQSr69r5o67770pXuE+zTfJtMolIfdE10YIzLp7Ta3CyHYZUEIIAiNW9dmWIzN8J5BRo2QYFm+QItzXgD6m/yBa+NzUuB4fIgclnP4ujBHw8w5yxSm/UOzVNHPKrZO1jqVaiUYUVde8ckHVWlUlFFz+U+KIOq55dV3tutR6LGSLBVJOhycSGR2VmCyelDZGmk2irwSiR0nfWDPRYghv2sW4QSZjxci8gTAKZG5QCtL2QewoWc9aOt84dhTUbyF/STN0XF6MbgbgvlN1l7Qt5PQc9bo+gzpmA6TRnRuaU1Z6NOcsLHkWTY07orrwPogciPt0ZFCvw7XPXyNQMts/P9JIMn9faHt53iw5m9DiMXluZbdvSLK47G639j3nco6K5I+Ss2T13Ly2fQyud3xM8sVlXe8D+aPzhefuxKhESvjF7eduVK362yx36io3Wi6fbbAiMUQWCibGnGcu84rnCfMasi0oQxlnfb5AmlW0b/n7oPnOtx47odIm2wp/jxSVPvr3iOHEYCSOwWAwGAwGg8FgMBgM5xQdZEyAFoS3/fwpfnWg1XJFlsJn8pU1pw7xuReqSBnxapn2yXyRdi9Pe7VQK7xOrgy7gzX/pVkgOlC9bEqyzg5jvzOcgieFdB/4rQVBtS8rECfFyl7Y1a2FfTz+a05YQMGX8HF2xpMVQ6GeAi1Fcopp7Kbnc8MjIhtk+eSu4MSOa2/BRK5EmzRS26ddrM18WPYOooFrDcRCC1uk0Pe+cE5hEAUFxfFmUy3nKOLR76Ho1cmU9EAo2usY+aIxQxqK9Ko6CPkkLd153d793f78Lsduk1T+/UXbtZDvovZc/r1aSPWWSWobdwzhze3+7GpkOG+RlFBFi1d37AYNmaddnsjS2BRn90ZBtJhfpEVf5gtjz9zl85AckAXd7emGkowF67SgeChCh8wXWEHZ32dkrGhOjrc+c35H2zk24TCeDHDn8L/zhFZMMTfaUrJE7dS0f0qaA7VNdoV/FN59HlLuFFuavVFyRW8tNo+OSPxw1hWQvcIgx9YpFLKDrVrbPrBoi+fHaNOpMDIK22pJtewIEJ1HhT4tKJW257YbOy14r9clrpSc8oNiOcqTsI5hD4XCDDIWkg67K+YjRWv6T/OttueTWnlBYEEAcywUBJA3XuGic5p5wZoUMpE4ziKWUSWnjAmKHUhpiOIBr/DSBczfG5ADkKj0GwpFyBIUYHydnHCWXxTiu7h2PQ7zGjvDoWuOwFE7yFhkg8yXzK3hjHEg3lmzIf5Qc0AmMQcYH835id3aii1deUAiFCAQVBBAECw+h4y+zVEdoVzRnK2yU/lAxqt9mLMoi+8/lGxu0RXmadd61a31mlcVeRLcEwlcB/ecEoyx6/dA4OgULyjMeO96redmheSVR0rARCjnmDuQc1j/BSVOmEM6txJV2ej4cd4wMdUekzW/3KkiVB4y0vFX277wHAs5LtwPVyYkQ12kmXEud003NRSfeZ706V4l0tc/K/Hvf0RyFFKcB0KMebZRlyhpSYaKaHBA0ivTEkMWedWhXi9zlKZw3ZBwKHqYi5BOSqwlEqMULCWqIkVtqGqwoIxscQ2Z5IODbp7zjJxZkPzm1eMlcjzZlt244pXBaYfSx3CysB42GAwGg8FgMBgMBoPhPKIHGdPLz5+CSkfIMruEuwsqIdtidNi5Z0EwoGYJtloSqaVOMaqkFygCaxGLHygustuYf2RIqBIkvLFQ6KUt2KFBYrA7f9PtEHd2aH5Xf/H97QvxL1Dsotgesme00J4627LygORRU2KK5ewWH6AY2dSv9EFMMZHdyxTlKI5RqtbCM5khFMU8cbUfer2nWOwPWTFKcDirKXcNsSdzFt3vKUKHz1H83fOcoR/E21r5vghWaZAUFV9YZ46omsOTC7qTXg53XV6o4/reExIcD5JDC4beZ+0wCpx+0S7ye0UK17XX3AxzJWTVMF/ixBWz+R1FcMDxgoKBiyDTQ4PMm26Xe698ml4IpF7I7imCwq+2Q/UR202kIAtxoIXlQIR5tUtR8bXb+Qouc5qhQQE4KDbcb53qJihEQhvJY+K8uos/cTZe2B5plkfiCsUUj2uxyGbL5Www5nwGopBcqHaXBDLG/0i/QQBwj6epxD77SgkzJWmDHWG3UslDramcUoPCf1wlP8bliijRFqBWeWVVrkBM5KPOnkuvVwkf3yBdg8I90FTbR82kqZTVVk1VJoMDTjHC7+kT2hkUTSH/CiKkuqlZJEomoUJCPYgah2uEoICICCSuEuCZREoc5s5Wi3aiLrn7yBE5gcBScs6T1xTosTaLI4khzjw5Qd/puk8xHsKd9kJcK2mXSM5CPTHm1D4FqMoDcoZQey7lxjXJr007RZQnzNSSk/GOPRlGQX55TeKlFaeSgaSBIOH5MiYSPZjV85L54hRRjjDTkfT9p2oT7jWIJ+YMyp5uBNtM5hXqoF6bFci0CTaA9CekUm3LWZpdmXDWgsztkSG1w1SbNfoZcqu2KTFWaBWvglI1lrfMLN6HEFCcC1KlK8cFq1K15/QZcD0RSJ9ulMuSPvOURCurErG5gSwenou+jTrfllclYWDYVMGzkGeiV9kppwshRbbN5ISOUZssYkw3N11+k96vFcnSxH+W9d+p7JJqTW0J8xujkjycEVlb31OxeyirVgBxc/NaZx8d5jiGA8F602AwGAwGg8FgMBgMlwePUaGhJxnTBfXz532EDvvr0qwVdi8XC00hc8MTOVoMZEc6PvsUQgmspjDM+UJAdTcoKFH44nNY1kDe6O7tLVckD7UyNus3nZWUWjxJSfL6psvFaduI+eD1ovpgx8UVCsYhID0QCwMVV0zUInMmsVoANSVDoUCmPIQNdULNsNnyxUeK3kGBQmGZInPo7H1q9/0SFt0KFSV3fDj2jv48AAtSVOSofY4r0BPUrhZTkHCQVnSxV/sc6Nh7XUewTApKFiXgHCnQxkmROu2MmH3eF8iUgi1fhIWX5ioVFFVKUPkicerUXAqKqcXr6addu6mRmGeqNCu8TtuUYPFEp/rrUfj16p+Qs9PzeP7zOuaOtCPPpG2xpuPCnAj3ONZpkBIwCp68DUQKREsUS4aCDVXG8KDEs4sSLa/o/e/s18hXIg8nFNPznXNB2+Xaq4VkPVfqyBeuSckN7s2CReFu0HaRIeKVShTv+diWVwEVoesSRfsRiZnnLZ+NE86n5/SEXwRRU9NrT0K7Nqq6DkE4OPWIJ3lYk3R8PEmhtlZOAQOBopxiTCg9ZHKsBXPl1MJ51brOEXTkC2W8D9KBNRVCYLPuLLAgjjVLpuIURKhiUAdBRAxWHAHUbEmMmgniQpwaB+IGxAtLzrZs3GfsBHVUERAwV6cdwUFbIGOW15x9F2vF0JCzGYRwgRxopRLPL21najEeKI+YQ0MDOqbtzQTebg/Vj5K6wxXJNyO1zuQ6sqEhSdbJaSpMXwikDKVY5MiPOJb40YL2gZILzEl/fK4rfzSvZFJeQ7GYKZ+Yr9RUVamkK3MEVRG5Z5onM+jsxniWce8x1iihgvooZJ2Ffgr2mz1yXPQ5urSy+8aJLtKnp90Y70FBhCprcMyt0xA6nHF8TGRxVeJ7D90aAdkUyEpuZ+5l3k9/3LoumZKcEHeRXg/3Jdenmymmpt01QHRB8NG3KIy8uk+VcXspdg9p1boDux1nfsndO9PjSqad57+1HhdY7xkMBoPBYDAYDAaD4eLjuAoWp0gYaUj3bm1Kg7oklfjRnOTzE664pZkrWxLNL2sBS338KUhOjks+t+wKkOwSbrbUbx9CZ/t8qWRXJ12hiF3TFGwplKpaIZHsiRuSPfuUlD71krNeYscxxd6QvwGCnZNeP8VYduW33GVwPFUE6dn6JxqCAiGE3pcpwLvcCb22LULTnZUbyhuCo1UZpNeQOSVMyB5pn9MXt0PDT1JVclSknQVIR2SF3f+eoeA62R0NidPONDlGtPNowtgWCZwDjOVJoa2KKthc0SdK1hTaynxkXnAfaOaJUz3saqe37/n6fC2MU7DCQ35CkbxtzeXJp11t/bh3CtcWxZJzXwWrMs3oSTvvxQCOGZQYSurkIktLItmExJCwkLFaPHZEUdTivRAEu4xt98+ozto2fl7hFsjWA5J7gWxVBQrFajJbIHUy9YRz9zx2a6hTIJ7JDfGFdR3LtHBvFPJ8NOSd3zRTR9xBOqPSgIgoTp1ggxcaTkGdnBmsKFH1sK5AiGBbpmPl2rqdG+Ryx5QoHx+TeGVVCZWsVlfyTAa3iXW1oUpziYcHJYNIGh9XWztZXZN4y2e6KFHUFEk3dF1zZDzzWiRj7Ubph/qEc4a+TluSTU9K+pnPuecEJD/t8dcYZakkD2Ylm5pQciF+MCsx5L++6Ak/iBbW0tUN3waXNaU5N61NNx61pmQQT6PDTr0yOuRs3RgbnkPcf5o95ZdviKOJMZfDMz3RJhdUsRSei7ynUpJouaG5MHrirYYqmZQQUIs89wzJnripzz6ygNLbN5yaiGdSK5UMcgqrwDx37yNHKPQTVJnawTV35rgwzlhfYknWS23TRfrsnMCRKmOxE8x4DnNPoXilb4L1JfZqEDPkFrH2wNWh+AJqienW13xjQ7LPeNZ9hmc9ire5RYmDDWrIj4P8Yi5CBiqvm6ulqGYo7VDseuVWqyXJn35K4o2q63tIwWAptxfx04/lK39rLa1qfzMPUFHpeJ/k31qXBEbiXDA0BhJ5+c5o+3uDwWAwGAwGg8FgMBwyW+aMCSO1dsk3O9/LTmMtkNS9LUzN7d72RRyKJRRv2F2PNVFGMepVtyUqEc48LDm5BhR0+QyFrgD8/4eGJCZ8mwyFwQFJZuaddQwh0jevacFXkiVX5KJYTHEGCyLNakm2yRYtxBaKt5obQdHJ26cVyYB+EYqLxbBtCmGqAAoh7qhFWs4SiX4KBe3dSKOTtgQ7bqi6o5DF0rahc8VXLXr6HfRabD6G2Jq+QCGcwv1x5OQcFIE4KFrPaeaM28HeE0GVk3XlMJ3kfFBpia9mB4KDe4JibaXsyAslGvroQy2oe3VXaDP3gBbyC/dI8dy6o9+TK+RrcDrUcV5RooQQ74UrCWqhg4xnMeNGVVF7KJX2uK6Qp6WWY5AmrDGoEFAcBpKnviUxxBH3PoVn1BvYU6myz+fM6L3i1UnKQBALlDkCJ1hQtZpKIBAqT5Fc+2doaFull6MciZWY0OL8rRuqQixxXu1nSDPysLDoI3PLn1czqjIl0zOImGbT2ToSXs/a6+9XffYMOUIC9WQ8u+Ss3YJ9YL6dB6XGfFzP2JTkA1isNVyBnCySybFChotTVZLPotfZw/ZKv+fZorZfLoenrboKBCTthiBqOSLc9WOs66sqQnwmGJsBUhQfzGFeI7KHXCQICp4XKxsiIxXXr55U4DkTCBIlF1DLhGcc114e0N85BY9XyKnqCMKsrIqerDLoLDNHRyXm+Y0ia2nNqcLo761YVXgZypckkazQT6io0ju31EauFxmjapqH0vH8DjlmO0ifHlDSjA0Vg4OaiZN058iR2cZY1Rtqn6djBqHLXFP7SN8dPN/CuMaxkm7KrULiLK76PKR4W4lazAxCacQmjS7Frty5LtnLDyS+OyM56iuUaNxrkDnDw5Kx6cNnHPWyau3H8lUJHJRR5NjxC59BdCJ/a10yGIlzwfDSk2Pyjf/sXWfdDIPBYDAYDAaDwWB47LNlzowwCgoediAvLOmu6lAEUgIHpYzmn1AorLvMA4o49brEL607QoVqTyNzO5DvPZJ8c0pkYlSih7POPojCpGwXgCngaM7MwqruIlayAGsWPPjZ6D8zL/niskRXptRnH+ulmN3lnIdMiFCEjroK5a7V2yHrhy2Ut3eI+wJsM3U71Iuqh2BpFELYi7/vddL9AuzPE4rXozv0fbGbb4MdD8VleDKUAT6c/ESvMYyl5p74X5xGn7btvAIxEggtL6Ug50jVIMFGcA9CotheJRmDbOC4lUw+y4l8Gu2nVIu5GqIesowOy4EFtQwEAAhZOPo990zB2k37CaIDu6665AMVp5YLeUJtQqvPnfLdSh1V3h2FzPOEnB6Hn32ODxksbQ6MuZ9K3ipLPj0mMYXuiXHJazWnINRr9Wo0TyrH/IgygqI5ipZS7MjntXVnadW22PMEYCCGIZA4DlaFnJr1kHWX17W/vaWZrjnO8pH8ecjUOM2k+ZmvkeTlB9s2d9yrOm2xe4SEGJaYojqaMVQrmjnllWHMY+2CVCKswSBxGqhcQr/7LoPkCRkuWMUND0k0uyDxwooSWNn01I6Ae4iIhPWcXLEwX9QWzivCNOPIz6eg7MOeTslC1hieR44kgsjJhyPJBgYkxcZNFT5rEqOUwn4z5Dn554wSBWG0OQ9kj7cHVNKC87NpoFaX1sO5tj1izjMLGzHIm3JQtOUiMwsSb226c/n7HTuybGRE2wmpkAWiCyIG0m+vZz19mMSOXKJtkG/0P0TQfn8f8LfG3IJa4aGOiecX1fZPlbiT40osqVpoq+n6HfIUsgm1KP2CsgmCEtKo2dA+cJtAcsmxBqRtjP0Tt1zeDvORjRrFfR7kHJEZVSSO1EIu1XyjTFVU/m8Ifc3NIf6WiBHocZ1Fq1ZIuV3UxdqeYp80Gnr9avlIO4cHOzOIjvlvrcsG6zGDwWAwGAwGg8FgMFxoHChbpliwOG3CqIeCh8JffP+R7jjOIWFQ4ITiC0VgLFS81VZcJatm09m2EazNLmuKmvUtaT2al7je0DpxPjXp7GRWq2qBk965oZkJyf0Zt4uZY1AY3Ki73eUUGCne1OqSraxrMLNmMlCEJGyZg2reTbAkCrk3BQKFAqYqZA7Zr75wqxdAIVx/7lbWRNv5FBcZgSwLtk/suib/gsIfO+8bLYm00nvCCP0cFC+n5ZCzm70Xu//Jx2AuFq3H+p4PKEn8RaDqOqjFWh+HLx5T7/GRIclW10X3rAfF2kHOG5RmxWvsIDa77hNtAyq2hrcXI4Q+2d8ybdfzd39ODo8wf7j+QGwpWQEh3dQCfoaCZKspGaSzqv+cUhDVizsG6xWkil9rVMWB6sYrl9SazStLNLvIZdCoPSQfgOBmXMLrW24sMqysqpsSP5pxyhAlEAKZGlQkmSOQ6E/WXYkk+dTLjoBAIan3pbPyUhI92LpBFOn3TdeeoMBRNVPI+cF+K1ZVg5ImSSzJg4eS0kzsvegDSCDOMb8sMQV+iuySSzy/LPLyPUlf9aTbPOCt7/IrE5Kvb0hGZhBEA8+EYLelF+3nkm4I8PZuaj+I8rLsyS5HmPEcyG5ekfS5V6kCRZ68JfndBxLPLrQVQvnYyDaxAKGwvKqZajxjINY0j0aJaW8jR/u4pnXIi0wyrNhQoaAQWl5XWzK1A4RsgvxAncTYTY4iV9FNELyHz5PTg82drg+1upR/74/1eKpYKtqAdT9/IVk3ajrvVDGzx30QPsszOLn7UDOI3PwjJ6ksQlZdUKsFa9DwjCdnZ3VV8mxMLQR1c8bwyDaZyjFY39ho0WhI+tTtDssydWTUZuTadizkutunPNzqukRT9M92P7fBHMJyjs0b3lqNtTTfQ13M+NJ/2fS4xCih5ha9copNFiI5ylDuHf5W2CPH77znE54XWO8YDAaDwWAwGAwGg+FCY89smfabCgWLMyKMeil42BUbk/WysSH5+rpaqGixkJDsVsPZtniVgQbas9OcQGysa8ZGJCcXYHVNIgqepUSyyQkXCE7Rk53eFJxeuu/UOZtbEmkGgvNCi6IB9dZXix/NfciktFFXqzU9V9uTv+TzOIIywpNMxc7sldVxsJ7dzrrgH7vSuxF2z18GBLs6bx8UbW46xQDfYwNFBsNa6rNETrFNZwhVNqgyzGWGHLhNSnYU1GTH2rii4scV/5WCW6t6cvOQNoPu4Hu/thcnFIgOJWvPGEWSK5BvnqiMdPlBXbYlGZku9VzyeqTroJIckNshcyugbTeY7ewrXY8C+Zc48kDziTwRDOlAZs7IoJ4Xgjxv+jVO28Q65C35QkZVyAWi0I4V2MiwqnFy+pb1HrtL7L2CMoU2VDd1zY7Wt5SAdW3Dzi7aJkl4L2RGadDZmNFOSIH1msQvvqK2WRA52Z3rkqC8ZG1sP4Mip/hYWZPSn31C0qUVSd/wGvfSwopE84siW01JhwYl6UWAqzrIK3HCaxBbqipzeVMRxNpkWeI0l/IffUzSp+9Idn1aVSztAn0gcNQOdEWS2UVVmtBvapuGMmVrS3N+Imw+KegLGUAlvVZ9znEMgKJGCZaSRBt87yzJsJNkDujdPzbslCCLy26zwfCA5EMuQ0n7I4okWViS6PfWVCGTT4+rHRvPxLw8cDAFLfkyH3u+nS8TL6yKQIYwBqqoSfUa1fpT7TD9PA3zQFWm/P2R67NbiT6IMIi+QNKqamzDqeZY3+bmJbt6xVnEYSU4syj5AHlCFc3C6yZD9BnOcdr3ee7GBzNWntf0uT5bE1UsoaZS4ifY3u2mLq4M6HUnqyiAY1VEqQqSc0HecI2Qa9ynV6fbH1Wr1qWV08snvCAwEueCYaTWlNc/v6Lff/w1k1Id3mX3l8FgMBgMBoPBYDBcEvTMltnxpu2CxZkQRrspePD/937+8Uv3XAGHXbsEVdcpmjTcru8Qbh7skgIosrGLetRZTulOXAggX8xRZQ/nJciaQpEWEMMO9TWJ2HUd+WJesHnhnJxL1QqhGFrIaOkopHZllhwGFJc0zNzb/Wj2RQ9cFgInQHdzewJvreqIOoqEzKFqzb0n7Pq+4MjZpV4eUDWCFiyPdLDjatU+5wjt7LB0O8z5C3ZyQUkUjtnvsULWUr8oWrZ1NKVH9tRh0G6/I9Vy1ByNlsSbm14F4hQJu64F7XZ6QjncAypF9CqaYAHYTV7ouVOnnmCdZg3cypQA0Iwc1jzWPpglDRGigenOvCNdlzPJb6CaWHGqSc4Fue6VKcnWPZHlllNEhbHn+vg5d2qg9vqpqimM18hEarbX9qxUlry1LMncgiOeUKz4pmjmjRLuseRYYM7Ma1uw01KrMY7p1/VcbTEhk/z5WfOL86JtnYhdIc9T8nr4B7mWqjVbPliW5O4DSV56RTKsN+sNiePtzBXy25K5JUfgQCJgDar5ZdjntZyalGfT8pqkVydFxsf0+lCWKlCELq+LTI54ZYsfOizx/HBCarA5QW28oCm4tsUVyetNtUZrbz6obUqpVpe02ZScLLhazalQKwOSTY07wi38TVBU0PrNGqpORQ0DaUdGDfkyNdQpc9sWoigjsfHT8fRzkLELuU3hfuEaUbugaMozyV7zKn3uR2vrTnGzsu6UMmy8SCKJ781INr+s+UP5lSk3ZatVJXBQfSmYHxA/zaZkY6PubxP6g7y8jZojjFKfIbeyKvnYmCpsVTmlm0Ig1xqSfOTPJX604HJtIHcKfyfx/hwl4ey8I4JaaXv95X7VDR7YF2pOj7cbZP7xOmTTSecTXjAYiXPB8MSjqvzA+z6s37/3H71TPvms8zI0GAwGg8FgMBgMhssKte1g1+duFmd+p6raeZwRYbSvgofiB59hVytWZmB4UO1KNA9ns+4zFyiY+OIfZM3SmsQjFS0iUQhKsKUZGHAkDbuD+XweOaKnmIdB4VLDvQt2TMXirJI33iLNvehDuENWwfa1tomcQyOXPMUqjKorxaAeKpxLDwqpvhCs1naXxFoOaGE7ckoyVVSc84sO91EvEuRQTQ/b9T1OI5dot3McB4FTRLDwosCvxe6QebUHmbujW/waFNoWFE+sX73aryHx4fiRE9g0G6pYiFhfgyqQonwgSfMCiaZCHeZk7p45m1tK4FAUR42TkY2i2V0ttZ+Kl1f9OX2hW2v9nhgK/Ux7KP6H6+drueTyeRqoPJpu/k+Mqo0mBJESOGrX5q5TyZ/lNWexhmJzcFDyoaG2ukcVMGuQOpuO4OpQMPnnQvdjDeWKV0dCFkUzCyIoWzxBwfUqocLzq1r19mepJ3C2nP1bUXXF8wMlESS0PntE8js3VWmINVq0Ql95q0OeX9iOqW2cb5hmEUG8deZD0X1KZqAIQdGjfeMUS7qR4f6MqntQQ7n+bKl6pJ3hw7UkiSQff8HlKqniZlki1DxkS/HMvTblVDE8x1EY6aaI1HGFQa0V5gjjr0ocfvabL8iRoR+xloPYWttQm1NZWffkTYE8GRsVQVm0tqE2g+nEiMRYv2GLB7kEqU/eEXOQbCAUM/fnVLmUjg0ruYaVn45F+FtlaVlJtdYzdyTGFg0Fb6Wiv4vpK0iiuSVJb1yRnJw+Ha/EzTP6nPsFMo330pdcHgQZ74HgQskzNqoZVtjB9YRl5uwJI3EMBoPBYDAYDAaDwXCxgUf8xLgLAO6ltklTff04/NgPSxjtq+Ch2MLOYr9LVkHRxxdNlMjZamoAuO6IhcBhJzhB0Oz6pthHlgKFHjIYNqoSE6asyhtvjUMRZqDkCBzNYfA71ncrzHYrPHZTfBylsOsLh0o6hUB4Q48+PoKq4nFGsNeDpCySh487DqOgOi4VzHmCWk3FziJMrcy6lH77QfNvdukXquvdhJ+PmdJcGk8oaFEeAofDhHuLr2qB16UyVEUkn2spWY4dm5I3KBjU6jBzxfE8knhmzllnUfDW8fbHVks2snCy3vlTIadmq7n9lecA8x9SJNpy1mEocIISiXaiCIGwgDSYGFFVptqcqUVnQ/LGllPzKWnOcWKRAa4lKP408GzbMjMomdyFO9u5RkOy9aoqWqK1NcmuX5OcZxCqDxQl6+uOOFFrMK9Kac9b35faF26syVzJsBWjT6sumybmeIGPGxpyiiH/rNPNCN3jzTkmRt3zk7HQvmm4x+3mliTLEB+pI0r4nCfEcsauXpd4yduaQqikLcmuXZF4YcllyDE30kziVkMyLMd0DJ09mntwJZJHFdferCkRAXKZHxP9W4QcL69U0fgnZc8kfjAjwnnW1p0CjNd5tg9W3HUrEYSdXF2i+SXJn7rjVDGtQYnvPtBRyaYnJWPDh/+bRzP1yNerQe5E25tAPPnPHNS/C2YXJS8nkg8N6u90hPk/yJi0pUqqlHajEPYkEH9XKPkXiKpgL4jlHaRXUFsto/jZbtOJ5hNeQBiJYzAYDAaDwWAwGAyGCw981rHp6AgtprBAsS34sJ8hYbSfgkd33CYlZ8nDzuJgmzQ6ooUXCoAxO771YLnauhCQHKzQcggbLa5kbocudjooGNiRm2eO/KFYhgVLsOk6aEbHSRSRtUhKIdEXOC9akfq4cYkt5c4tikK0fkVphyVwjmv8tQbtiaSDCOmOKrorHsdVlh25EQgNtRSDaD6AZR55KhAaxf5R1Us7WKpzgHxx3f3o1X+aw9Vyoe0UqPcaH4rhw8Oq2mHdJaslr9e1+E+hXcPg41gyiuJXpjSjLNrEYsvbs9Gu3ZROWp13KhQiYzTXDBIDYoJrQolBNgyEA23mMBAckJwoL/gqTZH5hsvq4Xjkrwxyap4FZEuhCBly56NtsSdaOI63t3Pd445PTlsO8cEYbTYk4XlEDg399WDGEV+QD1jgaU7Nist2CeqbNkFUsN4M5BPkAP01OizZyJASFoKigz7F+otzQDQ0GmrV1uaU/HMUNQzPQSXJwm2ytKbEgqDugcDgeUo/tnON2FSRaWaQ3LiiNmtk7KAkghRRe7OlVfcMVwWNy9iJW6nkIRsOQik8s7iGckly+nK97rKUaA8kn+bj+Dmtc9vbrPGvvp0vo+2mj1FWcV6sxyDCWk3JWrGqYfJJpxhy9mWiNmlFxW+EVd1wRYS2Y0/He4cGJa9kjrhCpUsmEXNoaLzdZ0oyhuHh+2ZDFT3Yq2H3pgpQ/nGfsUFE1WfMz0Tnlo4qyipeHx50f8McZz5hve5UXosLktx9SaLlZYnW12TrK75S8msXiwgyEsdgMBgMBoPBYDAYDBcfZMvcuaGe9upnT5EAv3p2kx6DAueohNF+Ch52+LKbNXvipkSrGy7ImzIHljSoc8olSdl1S3GL3bGDAz4eZ9vWha9RfcMVqCjaUHyiTsNGXApp2M2Egs1hKrEnRbAEW5/LRlAYLgaK8zY/ASIk375HtNaKKoPC/mFs1Xyh9nBEkv+/+Dhs3SJnGaaqlq5cFv3dAQ6lWSBdBFcgI3asdRTVyZVy6hunqECZ2HSfCWqg3QhrXVNjkQbrMhkgTZc9s950RXas01AmDAxIPDIkQmF9cEjyTbKcgk0kxFkhY6yoLClawrGG5yWJ4pYr1nNcVZFsOgJhdFiL6dt5O54cUvKGQnmmSoxA0ER0MwoM5o/m5AQSy49HIASCdVzZ948SfZAYEERQKZEjG+JELcucM1smmX+2RVwfaiAlxApru3vwbIN2Q9Bs1CWGBICc0BwgyIymZLQR8qVScc9NNiTQfg4zUHbPO4g0rOVQKwUSQpWn5Ar53B9IFhRRGe0Plxs5VZEquRKJH80rmUHfxC8/lLhed22nryCsVAHFeQeUXMlRtBZdDrXfy5KXGhJtpSLkl+s9mnmCJCi86Ety57Zcm8O84+8HTx7m4yWJmV9s7Bgouyy7pVUf5ZS6DR5cJ+TT5Hauj7tuiJWKI+T4qvMMJc2AG3fAJg9IwvC3SFDshHUBVRrzivya5TV/PlEisb128Bn/d4eqgWsbkj1zQ+L796T0aEaiNVRZazr3s6vXdf623vEXJPmzj0rpY38q8aMHUvrkx3a9pfOxMWm9/g1S/YH/t4z8f/5XKf/X/2PHewZ/5Zdk9ed+SfKJixMzYiSOwWAwGAwGg8FgMBguDyBuCAM+a8KIgpe+1pIc6x5qH+yUpgAUMhMK0MIYyhqOg0c/Ycqz8xKtE2CfS14ZlHxiRItA6qVP8S1KXYGoVnc7sasodnwhT215fPGMYlSDH1oSsWMYy5/TyNXoF+eoKQbDuZ3vKOsovPqiurCEqL1Rn5/vzq7yxeC+7cvaWTO7vB7Ug/2sLR2KxC51IsXvg4BifS/0aoYWwum/dLuwzs+qSoBY8pZbu1kW6tqaOmu/MuvoluRkiYyOSLy0LFLdlGxyTOLqolqpaWFci+tecaSZTr6/IS00l8fblwUCh0U9ECmcCyXl3JLkibPciqqbjtRT5QxqC6f40GwSvS7f1lYqsc8s0ecG54ZU4hkwOCQROWv0tRILfk6FMVZui+dOSXLIIl5rbrbbqxZ0gyUt9qsVGHZlo5BbjU6Lzg5lT2EOobTyCp1E+8RfP2qOklOvQF5knAe1yvCQ5JBiOjdyVf/wHM1Q4SytiJClo5ZkZSV82qQO1w6JEZ6veq2+XZBF92YkQlWDFelgRcoLSz7PKFNrOrJ1lEDytmp6LDZSYHEaiD5VgXlyNdjeKXnmbfsYz6SsFmn63A3H5n5uoozdzl/KVe1CP0L6McZVZ1c3Miwxn1ldd+1DaQOJxt8TWPmpBRsqn1zisWHNmMt0TtFmiLCyRPWaxDMzIstLSsZlN29K1NiS9KlnJFpdltIn/0zHZeC//aYjkyADGVcIMD+Xs9tP6Bhsfv23S+nPPiwD//F/94Qf9mxDjowKxGHxtpm+Ihvv+AtS+tTHpfIffk37cC972Wh9XWKs+bgulGS9buWhYf276CLBSByDwWAwGAwGg8FgMBhOizCiiPJwzql0KKqxkzUEEA8P627g5BMv6C5ZApXxj6dIouqe9aoeIlpcluTuI4m36q4AozupN3WXdzY+ItnUhGQUgrRwE0uMrcmDWWfBE7I2ApnTVbfVHbgGg+Hxgg9GR4Hnivexz9GKD0DCeJUG//gMXylkHxcOQgxTXG5iuUXZsjt76xRYXUgaVZkULLroH1/Ad1ZlwXKyoELyqgmX05Ruv8Rx1qqSJ7HEkPeQCJqFwvLtM1TCmhw+BJGR+3HQ34dcsK6+SHOJs03JygNqy6lkEFkk5NAwB9KmpOSQjLjCuCpZQhZaIIrgqDRjJ3ZkTrgwrjdYFrZVSPG25VxSdnMkqDjYXICqI+m8flQ/2dq65JBFA36O8h7a1+FoR/9BHKbbfa39ynxgTAqKqDyVmOdmjJ2bI0VULcMmBwiDak2S2QV3vSheuAZsviBrsF8bHlFLOn3m6bglTsXabKnSJSolEm1GIhtOzRqjztL8IN8/PGPpLzJrUkiXxGXDoIit1iWHsNKsncT1D2raqQlJb16R5OGsRA2uPZV8ZESvUTOM/H2neUT8/bDVdO2GJGKO1Dd0s0WMZR3ET3lA4nsvSlRdlNIn/1zi+69oFlFUr7aJH9rV/NzPU1Ku9dl/QbKhIRn83/6NG6vlRT9uThGEYkrniA6cm8+1b/h7Em+sycBv/vr2PNS/I9y8VRFgib7LJH54398/qL/Ismrp3yBKyoRj6pzy2UHh9tnadLfY8KhkV7Cwc3/r9EJ25wlpvPsLJbt1W3/e+rIvl+bnvkP7L56dkWxqWvKpKf2dkn4XCEbiGAwGg8FgMBgMBoPBcFgUFTVJSW3R9rJng8DBhkR3A5MNQAA0RR7qY/PsznY5N7K0IrHu4B6T9LmnJXvytgifXVmV5OUHavWi1igeFF8o9sQbNSVrsjs3feEok+jhit8h7XMgVH1TsOUxGAyPN7iPUQts1F0+SuqKomoLRgYHldaQK9ONQCB4xR8qijzJ3Vp0WnlDvSzkVP3iCeczgVdJQDpoP+yiDCiSPUrIeAsyJSIoxpddZks9dooJCtulWCJI+UFswLAyy5ytF+QRhAQ1bo5TKjuChXaoyKVrPFRF4wvmfF8pSzZQERkdEpmZl0RzVlBo+fwWSA6fORJUKI68g/zxag8l7xqu7frcCDwaJBPndOPBhgFHari8HW0HxXw+x7V4EsN9LpOYPDgUo5AUvAaRpOdnfhbs49okge/zoFjh9xAdnJPrCWQTn0F5M40aB2KmrBsjYjJjeAdt4bqCxSC5dTntaUmeQZ401XZNiQWUTWTCeBc9jf3xSg9VFdVqjmBBrcSJ6R/UJUrcRW4MqhuSjY5JNjYlpefvSvzoFYkW5iRKG0pOkNkSr66onVj6quckGxmR7M6rJH36tVL5z/+7RLUNiR/e9XlBnjQpqlK0b3JpvPuvSPqGt8jg/+9/c2MWcn+8Skx/51H+H7/npuTbPk/XgXhxznFnzLuCLaCeRe33fL+HPD5vu6ZKNOZO+JlxUFVvpvOl+ea36d8lWSmW/KlnRL70f5J8Ylzi+y9KPjkl2dSUszeDZC6VJb12Q/Jr1yUfqEjUbMrWe/5nqX/rt+ypwulG+oY36r/LACNxDAaDwWAwGAwGg8Fw8XFAsmVfFBU1PvcmyjfVuqWde9NdiGi13Pu18JWqZYoGLIONqgtprmFJ48KLsSihSFJ64RXJVqvSetNnSDIzJzFe98Gvnt3TzaaGKmtBhc3iBCIvLEk+OurKstishMIYBZjzHgRvMBgOBdYQ2SzYfXGvQ0JANGgGSGObFAlrj4TcFYhgSISGKhk0ByM/AZKmqFoJ6D4PP1Mw1mto7SCbTgWhfUqSeHVIK9jChbR5r7wpvj8gdB5fSyVX6GdtJrMGtQrPgI2WU1pADHB8AHHTJiggCrwah/GCXQhjq+1gXU/0maJFezYHlL3F2c3rks8tOMKfjQPDI6r6ySH7+Lgej3OXXJaOqrBKmq8WkTcD6aG5QLQDssIpLlymTrBTq0geDzqruIGK5BOjuolA1aWq+PEkgRb+fZvJq5meVGWSI3PaHb49D4I6pzhv9DiQBY4waGcFQaLwVtoOiVRKNEMHUkCVRdh9kUd3ZcrlBFXrTukxOydJvSpRdUOi9VW1G43XVvTnfGJKspExycfGJX3tZ0ryPCqXlyV5+XmJquudOUXt8XZzovXGt0jt775Xhn7yX0rphU/veOa2iZM8l+TFj0uS59IcHJT0DW+SeP6hWpd1HHPHveEIQ64Pmz763eU++Zf1b5HcZR7xNwFEx1NP64aQ7OZ1KY9MSOttn4dRnZT+5A/1syhgZGDQWZANjUg+OCzZzaecoml0QrJKRWrv/R4lIVH/pNev6FqB6hcyMF5adRk8bCzxY5ZPTkrjda+T1jN3JL95fY+/yU4un/CiwXrngqE6XJLff9O19vcGg8FgMBgMBoPBcKlxGLKlDxQVNW1QIKOIRuDvQ2w/bnR8hoKFtsHvbtVAYIBahsIX/yhosBO2ErsdwfNLWniK5uYlvj+heQf5xJjIBkWqliuEUNCiuKkWQBS4fGg056G4pkUjX4w8T1k3BoPh+MG9H25zCu1l7Jl85gc2VuSeeOVIjkqE96ntVrAxI+ei5m3BdrqZHQqBAGgVdvHvl9dD4VvZBhQAjqDQNQzi+jQQivTddnRta7MCsRTs1Yqf0896W7agyuGlgQFHtql6qrlNVBXUPGq1qeMIAeBVOEpqoX6gUB5IDHGB9PxjfFFhQVpgpQYpl8SSkxdDQR+CA1J/akzHOCPXhPcODylxFw9hM8amgJZ7tqhSR0Q2sVvjfKhsIp9Lk6jVp4wMqvUn6ht9pm1sqAWY2mxxnWoR5jYjKDkEYbAJ4RKLTI5JpteISiyVaHVdoqB84vV6XaI1yIENibAOxTKUNo9P6LWhXInWlqX04CUlJ8lgURWQHxMlxzwZlE9OSzY0KPXv/CdS/oP/KgP/+dddzg3XxXQMapKgBLoLxZFLduOOpJ/xJkke3JXkY3/cSSj1QhQrz5bfuCZRhBLGW/CpdVy2/VElwTId43x8UomYqNWU9IlnJJq6KsndF7azhzBbHRxUu1UZHJHmG98q2U0ULDd1vOtf922S8drQoJuC5QFvGzfkcvnITGK+DA9JdG1KSm98RtaeeUriP/qYNL7ky12fbTUlXl7RsdTxXV1XJbCUBtTq1a0pkWRJIun1abWsUxJyeU3ya9OSQcBMjrk5wBhhLTc24r6/On12+YQXDFblv2C4f2tUvvfbP+esm2EwGAwGg8FgMBgM5wKHIVv2Ve4UFTW9wM7U1TUtoHR8hl3RtU0tHOku4UAeUXCjuBZ+xy7oRss581DhgMyp5xL92Sd1R7Ham1DY06IYHv7sEPdWMX6HsG6GZVf04pIr6BiBYzBcDhSroqx17KZHjbe23s4p0SI5he5glxVUIOEAPqRdq8i8N6g/DgL9fIGo4UeUAUEBpGRM3uN95GZowIkjkbxyMRSSt622ThjtLJw93hPW3NAeJdQLFnCq4MlUgaMF+yGK5AOukF9dc+qcNum+/Rlnf+btL/U8EB2FnBq1LcNCK3KKS45DAZ73QcQQfM+GAJ4RHJvzjgw5TmNtXTcQ5DlzY1Ai7Mdy/7lW06lwaGtUclZwheuKImdNpu1CCYIK59Oflnhu3lm6RZBCYyJJSZK7z2suTOmTH5V4bdmpwIobJvLckRZRLvWv+psS1del8u9/3qnBaAcEkypWeo9N+jXfKnF1VUof/m/trBX9TJo70rJoCba6LPGWD7kP9nhKTLn36TOZcdLnZDgH4+qtyUYnJJ++JtHyQiG7p3OepE+9Rlqvfk6yVz+j17b5pf+TRJtf7MaFZ/j4hPs3MiLxSlX7OXrwyLWVvxM2G9J81xdvXyPkm1fsqNJqclw3dOSas+M3g2xUJZ+YVpIHYlAd1YKdWrOpY632rHrLuQbr+YaGpPUZr1ZLP/7uiO7PioyPbd+bzFGIGK8IU8e7q5OSXbsqOYomQBsgDoM1H++fmtgeLuzzJsZNXXOMMBLHYDAYDAaDwWAwGAwXE4chW/pQ7hQVNbuB1/V9N662j6fZB5sNt7N1reqKP2OjrpBHAY3iCq9jjaLH9wU+ftdqSLQUSUahqUbosg+OVjucbUWPFvMgbSgCPpqXuLrpLHyK1kkGg+HyrIGLy65YTXE3kDXb7ku9UVSb+EL2gVFUK/gsFiUe8kiiIXb4R06J0pYmhPdCjGAN6ckQ1rwCcXBqiPoki1AJqZKjcL1BdaPH8f0JAd/0ahpPHujnIDc6zhsK8V6JUSS3+AVtgnxTdcagCNZgWLCtrLXzUCD/tVifZZIxfpVJl/NCZszDexLNzKrNWgL5r8+MmpT/5MMSL805cuXOq1XRkb76dZLdekoG/vMvS9TYkmhlYVtJFay+dPy2beUa7/6rqmAp/86v7bTQC33hFUfJg5fdM/bRjMuyaW55q7Fw3YGICcffJmYgejLyasoDXvXjc6AgPThmoUubb/sLLi8HbuG1r5OtL/1KnVPx8rxk165JXq5IhBVYjc0QscjgsCN72OyRtqT5prdL681vd3MwjiQrlSTeYnOEs2xTtczYqOTM2UpZ4pfvS/qGNzilyo2rzj5VVSo8syFF2YyxpsdTwU4gTfk7QNVVZUegoK4hzwciaGzEESO3rkkyu6B/G2Qjw0rQRGRh5bkqZRzBk6taRtuFOmhq0s2L9arkdx/6/KKSki6yvCox84jfBej8dGROW92VlJy6aXnVKWyiSNLbNySiHwt/L+kmEuzrgtLZcGwwEsdgMBgMBoPBYDAYDBcSfZMtviBCsSZaXNUCHEWh3ZQ7ulV3Pws2Hx4dFZVA2KBVa46YGRuWaGFF8qi6HTRNBgWEC4UTCkTsplabHp8pQBhzCHhuFrIYeiDGDgWP+mAF1G0JZDAYLj7yoOIIVl9n1Q5XmI8gHihUb9QcEQECURGW1KxQ6A8EN2viaWZ5+YygvkGRXdVCWI95G61ga8dhuBac5OoNZ2enKCh4QLOhRIkSAyhRIPPVdg3yx/0OQgVFiBbK63Up/Y//0xEvm3XNl8GSq/15yKFWS7b+yldLa+iNkk+NK8FQ+Y+/IvG9VzrVoECfMe7b5D52Xqg5pyW79aTES/NeSePHSnNZ/DOonV/jbcyU2KAPitxc1JHn0j7lq5+TPBmQHBVIqSytz/pcJWWSFz6uap6sMqj5LJrVMjAkeWVY8pu3lXSBNMlu3pTa/+v7XY6T5uFATIxrH8dcH3OMZ1+jKRmkxkZNshu3JRueFBkakPTJ2+55TD7NC69IfPeByxACfGUeZiV9DrumO+UYmTtKbiYlr9zBDm7N2deVxyWZXXR/NwyUJJ5bdLZy9AkWd+s1iWfnlMAhuwi1UuRJPvecZs5HqqDR6ymXNM+H8VYSjjwl1HUbG3p98fyyxFmKllcVXNFWU1LUN/xdwZjU6pJPjrVt3bLlNZFkwI9F5AgZzQ4qjBdKnK1W5/it11StFI37Y9PelTXJpiel9dpXSbS4Yvk2JwwjcS4YJle35C/80ax+/7uffUNWJipn3SSDwWAwGAwGg8FgOBNoEWwvsgXVzdKqxLOLTo2TZZLML7qdq1iZUPQpft4rd9LxMaee6SqAtf3gKfiMjWiNJFkrKIGwGxkedsUY3sMO1/qmO4+3wNGikC86uSJiLEJhL/dZCKq+6aMSyzGMuDEYDMEK7eDRX8cKtROrbUpcdkqENoph9gGs3SHri68hH+bYGtNtO9f1c3d2GGtusPnSYjuKjVTX+yhtSgTJMHXdExyZxDP3Jb73gidVWv5znlzxP6evfr20PvNz26cof+R3JfnUn+xsa8hOg+d5xxdJ6/otp+iIY0nmHkr8yvOdpFfXdUXNTUfw1BuSjbMhwW9QCGSTb3M3wZdN35C8MqQkBfkzSnSQP0M+Dc/IoRHJB4dEKkOSj4xK+uzrJI8SycenlGjY/Jpv9c/I2Nm5QcRh68d5gyVc7MgA1CNoZ1qf+249d+uz3i4qUPGEUcYztJRI1mpJQr5O2GTBMxHVKc/fzS3JMzJ4vOIM2zE2Q/jMonh1w52zVpcMazlUPLSDFmKdSgbMQNltoFDFWvBJI5coc91LO3k28zuUWm5yuGsM44R1HjZ1kCeDE+1NHPH6ho4Dr8ctlxujqp5KReK6z6Cij1RF5JQukDBuk0dLiRy9F+qb0nryppQ+8ZIkDx7ofQXJpGdfr0ke5arE0hZfn1LrPG3DJMocb2nIdGm1nE0bhCDXw9hwfN8GbBR184q/phhV19i0J+syVTahENLNLcyXOzcs3+aEYSTOBcONhbr8L//2Y/r9C0+NG4ljMBgMBoPBYDAYLi3U/kNTlLeLMcHSJI8Jjm5p4SfDpoRCCVkzfIa3o4hZEskJ7C0eUy1DtgsguiN6ifDluhZLnP1arjtUhQBgdswWwG7geEkkQiUzMqzhwDK36K2OMmfNQ/h4KF6ym1h3+rI7dz8PJIPBYOiBotrlDNU4WsTOkv0bwktBPRQK6/0IY7R4H8gS1s5M8qmr269v1iW597wSL+59vL/hVCkoYVpNyUfGlSwJiO+/KAP/9d/vJM/9c0WdxV71Wmm++/8qeaWiz5dodVFKn/jjHbkpHR/fRJXpiYA0kxxLtF5QgsY/W1CLck3NVKKoJdn4tMjVWxpGz/NOvbmwF1PSo6zHzEcmXV7K+rp27NaXf7XEPN8o9A8NS7TVkmij5qzY1A4Lazhvo+dJlObbv0hkoCRNnlHFfgiZQBT+iwQSxxgadgRWuEYUSPqzf7bRB42m5NioQXxoRo0n7tSirGDrF0WS3b6h9nEpitXlNYk2N53ShmNk6tMmMSTN+oYSRdpM1Kz0xSD2fT4nRsPmYkemLS7rhot4YUnt1PTyk7hNkum1qdVZ7gigoUGdi5HPgHGWePRbyHJKNGcqG3JKrIhNF8xf1DOQOpUBicjFg9Ti+BwLMohD+M0eajvIP/7GGJl0KhnG65q3fYVMe/GexPPzTgHWaEge7PqYJtgV6t8Q/J0jLvcIZU172jobvGx8TOJXHmh7lJiiPfyNwT8InPExJdlUIQxBdg0Ch7amuhlFlU272dLuhr2yBg37wnrKYDAYDAaDwWAwGAwXEhQIyLKBeEFxo8QJu4ApdKRbWrih6Jbfcr7tWrgJQchxlw1JgPfax++dHajRyrorQBUzZ/CPp0BC0WqzKVmRCKIYxc8ToxLfn9EdrBR28LbH5z4ndFotdpy3/KECxQ0Gg6FjMez6elZgTcNaKsN2rLxdrIcsefRKm0hpkzAociAu+L7ZkObnftF20bfZkMp//PkOdcsOy7WBimz+z9/YQZyU/+B3/A8+14W1niJ4CJGfmO48RrC03HkxXuri7DBZx/X8FLpR5ozw7CjrxgAlaErhq/uX3rjTcez0VZ8h2ZUbmsMSCBj9LMqZSkUzcPRZpH3krrP1pneKfNbb3TFpD4RCyNvR5jkiQov0azWJGi3Jr01JOuxsvXKIBv7xfs5bVEjptXkCSUkCrwINCpTQ17ym1mwoS/SJ5km4lnsP/7TdLu9FGQu1OXMWYPxerbxoIwob2g8hVd9yz2PNeXGqIc2D+fRLqmYlk0aJKzZQMG5KslREtlKRsQGnfJ0Yddkyvp9dvE4uEaQK172yJsmLWMu1dFMFJ4SggVjSkzP/1MI0U+WObrrATow5CLmzuSkR3aBzcpuY1P5OIvd3BKdfWtW26Olrm26jBgST5tilzoaNtutGDTJ9YrVayyYnHIHDHCPPhgybLJN4eUWiTZ8PxbgFMgiCDPlSUNfQt3EkKfaFV928Rnmj7W2h1XFtVPIxkJJbW5LnsSNwsGVrNiWbGlcSR+3d2PQS/iYKG2PSVOJPvCjZ617dm5TpI2twX4tag5E4BoPBYDAYDAaDwWC4oCiVtECQ3H3gPOmLZAyFEQon1PBWN5RYUXVOTjHKvWWHDQnQgN9Ew4rje6kkrzx0hSdAUWej6vzkKYpU62rREhNgjPUINjDjo64ohbULaDZdMapS0TYkfD7s/D3NDAiDwWDohdqGkh/beSueVGlbhLUkfeo1kk9eaX+k/D/+D4lWFnp+JqxrW3/l/yb59Hbw+cB//0/OqqsIH5TuvhdpvvVd20Vi1uu1lb3HjPMVEdQuaufliRJIkkCwoOAYndgmdljyx6el9dZ3ueJz+Iz/l1UGJBkZlnRwWGRkUKRGDs2WEjL8axMfvQDxHzJQuMypq9uqoaJQKZAySjShHCo8F5QgIdneEzhFdUzoJ7XldP0Ykw1zb0ai0WFHIGATxrMQwgUSRvkKf+I2IePzb1QdGlSthTbQNm2Tz4rT9niFip4/77Rv47hBtcLvIWuUNEmcTV2eiKCsYYw4D+2EAKpWlXiKVqv6zNRu06wgdx4lLfRZOqC5S1EpE8EWFevS6Ql9HmvODcTF4rKzKhusSD4yrHkuMu83dYyNug0dblZ2jFcELyWJJFzTABk3THZv36bup77d/I0wOOiIEexTi/zE0KDkVZ8vQ8oO40OfMAYVPz+9EjfaqGrOjV4fCiy+ohjebDrih99BoOjfDJ78Sv018rcKKh2UTrW6xHMLEnF9MipSySR56YHbQHLjqiqxVD3MOFyfFtlyeUIZ5NlTt7VPOkiWHgrkBFu1T73Uk5SJi9mAu2QNYsdm2BumxDEYDAaDwWAwGAwGw4VFdn1akpde8XUov6uYAkSrpV70QjELhc7kmCNYIFEC2aM7rF3hJEBt1LAA0dDisqRP3tKiSkwBhN23I0NalEruP5IIVc1mQy1gKIJowYjdtBT+Xrkv0fqmRBE7iMtOtUNhivYNlNyOXCNxDAbDbqD42+wkUzqC7VtNycYmJb92q/0R8lOS+y+693pLsbaKxX+m+VnvkPR1b2l/pvzh/1OSVz695zjkE1OSFkicaHle4vlHe35GrcuKxyiVJSqSOBS226SJI1A6CJEkkfS5Nzk1hidVOomWwmd8QZnsls3/+7duEwmaY+LVC0XCqJCJk4+OS+sNn737hVDohgxZXHU5J0q2eEuyvfLLtPC+izqq43cug2Tn7/3xfWaLU5twXk+48BoEgF47z5WyKkdilBejw5JvNZ29XSj+q5rGn0OtPSFxfJ8ooZK69wViLJA8xXZ5NZN7hhYuLqielNjxGxQgalRh40km2oU6JO7sV20LtqRRLPHMnMRN5g15MV7tE8ZXrzuTiFycLJeoQt7LmlqO8dxVwoc217fc3wI8l2kL82R8RKJFrN68lRkEExkx2i7mWkmzZvKxcffsh1DSPvfNp1/CHhFVBZUlnxjTTB61by1uIBkdFplflIixUgLKzz+Uaf//9s4DTJKzOtenqntyns2rVUZCAgkJSRibHATIZEywwVjIAhsbjH1NEmCTwZhoTDIYEHAJNtFg7GuSDQaTTRYghLK0K22c2cmhu+o+7/mremp6emZnZme1E75Xz2hnOlRX/VXdXXW+//tONpa4ilykxLHjPX8Ss9Exf7no8OEwCQVHlsWW1veKyiPpGINx3GwjHqeWsL9bm6y6L7ZSU4slTeXQt2dkzHsAVk89MYxfrbdfZNWd230/xAhHxSMSAafoQGadEa4aiTJE+eHAKQo4RZYSx7bB0ehsENJqajfffPOSn3fSSadYWW8iIYQQQgghxBqFGbbJ1s2zixPevLfFYtw5XshjRveIR5WQ9U5USx6/4o/NqVZ9lmleaCDXPWTUmzdajsinH8J5MxxmqOaFwAky9Md9drDXe66/OfQkYFYseffUE71HQVaIml5k/wchxOqGQm9dPFgQL6JZ4ko0PGilG341Ex02y+kShBaitqZ/44G155Su/flMNNg8VM84x6aLIs7AfivdcPWCz4mmJ2ffsFBNKBNa6sWKZNsuS1uz2KlZ7pWZSDEEpiJTF/+Ofx56QdyjxAqF73mYvscDjviY2RvHh21RACmst4sB+e9LWKb3ksn6fVSqXuz3eLDFLGMxjzmSmJ/1rfEeNlbcNoQShJnI0jaa1Yc4Mb6rfMIB4gaPLVPMn8i2JXst//7LhMK8L0zWjyXYV3ONpiB85XjfnOnQJ4ffswg4X7a7NhBnMvfKNFFerUFIRDjhsTzPH4uCSJwcQkVYr2h80sUAd56AR7QVXKvuJMrcRbhxWE4ptvjAQOgf05JtO46XPBoOMQexpLnsMWgehYbgwDi5c8wsrUxZeuJ2q56000rX3mgp5wF59CmuFb63PXrN3L1SPWVnOJ/Ysy+MEVF4PJZxJkaOY8b73QWxyehLNJlakglgaXNbmADSUjZDgEJQIoaVfjKD9APKYgcRe5ho4mJkHJw/7CeW7a4ks6jcEiLYWN+pFrNt/SEGbjL2aLQId1WhB6Cvd7YrXRvLY2lzEYYINc5viudGCFVMgmkgytADx8XV2vGR9yZkvem90+n3++O2b1nEG2LjIhFngzAxMGGv/MZfW+/OvsU/59CEvfPx77HTTrvTMV03IYQQQgghhDhWuNCSRbcUixNeSCHigwJGNBNVQrPe+JC5O8frVcSI5M6dPCYkgxngUWV0pqBBoeTwUGgQnQs4FD4ocGTLKN2+P8SrMIPWssKfF5wqM7Ooj3ffCiE2Ej4jPrhR8sb2tV4taWKlG68p3E8xuk5oSRObut8jZwkyLV/8RLg/j5Sqf8nuXpt81KUzzxkdtvLPvrvgauaNz+dEgy0hTixt77K0b0vBsRKixIoulmTrrtmLOPsCq552l4ZxYvMJLZXzfsuWCo6XNUvtMzsTcFaKojtoyeuUKUlMFEhSS0cngtuF3i/eu4dorxZLq53uGJklaGXfZ0GkK1kSJxalOFMrM5Fh/j03j8BU63UUBdGEdXHhJ+vVkzuh/PbYkoh1TNwxYtOZO2U6c9iUY48Ui9pbvdDP/f59ipDD+4v3bx7dNWuoErOpSYuGiD5rCmIHYg2vTeQaj21v9b9xx0ZEr+0/ZHGaWOqunSiMm0WW9HW5CEQPvOTEE1xI8S0cOBw+D+ipk7mBItb34KDFzS2WtjabNZWCc8V7D1Fsncz6z0SWuHDF+ypE1rnTF+dLU8knhNjBKYuamyyln834ZIiRYxx43AifR9UwPojCxKvlMYAunkWhlxBiEK4qBKuOtiBS4cpxZ1pbOD4a9QDMomPzWFocNi60IcC4aJQPc+KTX4qfBUVRpnYO1iCCzSPfMicQ+1enPgsjEWcD0dLfah3bO473agghhBBCCCHEHYYLLWloDDwLRJ12os+INIvCDHCIIu9NY93tPhuYmarezJfb6makE6sW0xQ5L2iM0DciNGyuvRrFHWbTMpu3KQ6FEI/HoaF0JYg8Hp1WEH6EEHVvZN5AxeIwkV0HvFdLMU5stntl2ipnnW9pwfHR/NXPWTQyNNvxUie0TDzucrP2bFY5Ouy3vrSID5qsoX32mWOTmbNhseIKfVmammcJJPWiSdoTGpPnJJu32/RvXrzgc+qFHpw5/CwFet1smE+m1bahyxVwcqKCkEK/n9Y2s9ZmT+txFwnlf4rw9IUhMsudqdn7LBNaaFFjrW3BDZK7cfLvqnqRKZqJWUt5DO6WcYQf+scUeuZk7hk3w4yPW7Wj3WJEDtbTI+ky107Wt6fahauryWKWTc8XxKiUnjL142WF9aKJEu9tXEetQSQan7CkvcVscDgTqlKzvu4QrzaRRctNJxbxnczSET/aWq2EA2jfIUtP2GbT555p5V9cZykTNngtxiQTTtKOFrP2disNDVt1ctLSO9/J49miA4MhPo1eNqNjYVwRjhBoeG4nrqUg8rggNDzmUW8lBCXGYGg4rBvnLGwaohbrz2s0tVuUVkP0axqHCDZ36WSxrAzKOPFxLWb0pUGMwhXsjikz29xbE3K8bw09gRBqJqcsQeRhAsvOrR6R5pNU+LzMxTgmqLS3++SX2ccdgl81mLmyc7A5EWz549wJNO73264Z16CYi0QcIYQQQgghhBDrlrQ+CqR4H4UHXDdDw5YS/eE35q6bnjnNeeeAuMMM0ryXDY4aikwUYVzMCTOZI2plU2MWDU7Pnr2cRbZJwBHrCno1uLgyV1QJ74tpSzZtnxUnVvrVT6x0203+uLhSsXJdnBgFzul7PdSqp55Ve07TD/7b4r27F1yV6omnzxJxouHD7pRZdK8WhBlvFp7NJi8IJVZunvk9bzAPzS1WOeces+4P/zbP/I5oUyDdtM0mnvQnSxhkXIK9Vq2LJBNi9kGSCSEcczEuodSSw8OW0qye3jD0cvNostQiIteIH+PxOGK4NXN2uOsFcQWRJe+34++Puu9HL+wHQTOKEUYK0XxZ0b/2fAr43I6DdXA4uHBqfXAQCugzw/svzhytqaUeEVe1OG6yNO+H48vm32xdXAnJXjAXnPLv2akpj1Gln13U02VGPzw/P8j6uRDfhrMmj/XDeZKJETw2Gh52saFyzhlWTioW/+waj0V1sQNXD9/v2aoQDRfRC2Zzv6VbN1l6y20eBxf63hGhFhwxiERpW4u7ZlJcKpnTiDi3hPVk/YlPc1dNGE8e4+cfmZjGvx6DiLYSsx1NM72QPCUwi31j/OjTw3+4ZSYnLD102AUlXDoxvw+P4etxcYZefdE1N9RcyESkxVdfbyXEHl4fca2RGy938eTnYPQAqo9gK8Bx6e4k9qlaesyLRJx1xmB3s/3bA0+s/S6EEEIIIYQQG5q6KJBZMBu2t8sqO7eGog7FmnlcNzUo8JBLX634DNMqBQqKYcwkpfhEo+iJiVDMoZBC4WV4JBTBqKnkWf7gBalCQUyIOyo6rOhEmZ4OkTc+e7vZku0zcVrRwb1WpodKJsDM7ddSsequU61y0f1rzylf/SMr/3ThaDBEjkqxV8vhgxbvvjG85iLdKw3jxOqFlroic/WkO1k0NRHcMjX3SqFfS6nJ0raOuc4cL4KXFhZ1C+u1nDgxIVacosjR2mYpwsNY1dKbdrt44JFh/CDO5I5UIsCy53lcF58X3If7A2cHdfg89rPRd1feS2c6c3o4he+9rL9N8ble2ifCjO9PbqbYn/dbQuTZdzD0hMG9wiQJHge5a6foDvIcVMRUvsMjF0LSKA5OH3cXZZ8xw6MuNLizpFqydLoSHDmtrUHUIPa0itsHF0ubCx/xLbdbuanZqvRuGZu0tAMRo/CZwPIzocvdMbfvD5M8iG/bscXSgUGLc+GsuRSEIvrwlLPPFnrmsDgi7Lo7LMYNjHtlKjgOfaIIEXh8FhGL198c+uvgiNk/EPoxtZYtmsjOLRj3/HPLe/Dwuk1BrGsqh/FEwMN1MzJm1tkWhKzcXeP7vcnPn3DiJCdss+Ss0yy+5oaGE2NyPO5tc9bOg89VT9Ob5zwni2NzZ5L64iyIRJx1xt4t7fb2S+96vFdDCCGEEEIIIVYNxSgQL+7m+ezFPjcUKxZaSJpavGffrGV4RAizeimi0Dx5ZNSikfGZIhXFm5HRmRioooBTWK4Q8wstmbiCO2Tz9pnHTE9Z6bqfz7o/qhdamptn9WqJ9++x5i99auH3ypYdNrX9iTPPGTnsLpmFiMbHZq/+kXq1eO+I2e+FpKffou0netE2oi/LLMdL2Xu3sG5Fpi+8n9n5954txJQWFloq59/LlkxL69KfI8RqgqiuiUl3suB48H4ovFdcEEHIDTGgPunAmrwnnBf6bSYeDfEkRRhhWfl3mS9ontdc6ldbMU6U70WEGtaXCRZRbMnQiCVbN1nc3Oy9a6LKZHDXFHv55LBerD/bg+OkrSn0s+Kzge3lO9uIPUUYTi1qbraYXjUIPq3l8Pkbl/KExMxBQ++81JLb9ltpetpi+udMTwfXDA8kIhVho9DvJ/axnfY+OohGEc4WHlvOYuiIQPPJHwg0Wa8cxJVSyeL9A0FcYxvoq+Of9amlk5Nm9Oprbcn2T4iN8148uJWIhcuFrebmzPGLqBbGk9fx8ZkquyjjjIxbNDxq1RN3Wtrb6esZHxpwsSjt7gzrc3jInTgLToyBqSk/zuK9+10sR8zB9ZyOTYTjykWlGWdWUTCquZ5EQyTiCCGEEEIIIYRY39Dnhhmk2zZlLpoFHDd1ThufTVouu4DjefHF2acUSsbGLb7mOisxQ7aTGfxpKBB5kajAfA2gxdrEC3AViyaYrZ3F+mRCSrz7BotHh8wmxl3goIl90r813O/iyy8s2bQtRGplt0WHDx3xJSd+79kzRbNqxZp+8I2Fn0D/i+IqM+v7CHihsPic5tbQcL7esVJwsaRsW4Fk12k2RcxXXW+WmijDetQ7ZO58vv8AW1j37mlIMSZNCDHfGyX7vMKJkn9/Ea2Vjoa4MHrdeARYZBG3IwJkjeddWOEzwWPNiAFsCr1dvJ9M0WmzwvC6FPsRHfLPJMSN9jZLOjtcbLFbdgeRY75txiHD9zmTKVjfKA59dBA1PIoteww+IO9pU7UUgw8uHCLHGAM+bz0iLQ3OWhdyqhYhIg0Nu7DlwkveGyieCkKX964JSoVHn+07aDFiDNFp9JvJX58WRIg8bCfRZAhpjD+6EGIZ2+dRdtkkENatFFuEQ4doNfr88FgEKO5n/3gfId/pYXlsL/vVY+5yAR3BJHGxJs3PW/p6wkSUg4dqrqwIt9bIaBBa6B2UOWUaTozBMbX/IFts6ZZ+i8Yms144gz7Rhedbb1fot4P7hr6ExTi2QgSbaIxEHCGEEEIIIYQQGwOKz9u3NK47zee0OTRoSWe7xUSvMKs1fyxNeplVuveglSiQWOxNe71oUtcoXRxfoSWIKxWLhgcsGhp04SWaHPP7aQ5fE18O3O4N6b2BfH7brTfMXS5CBAIORadFrEY0ctjiPTfNui0+uHfp24O7Ji9y5YJMUVQpZf8iDnFb82wHSdrRFdwr/pimWqTYLKGlLiIn2XGSTT7msiWtJuKKBBYhVhl8LyEGtLRYWuazKw3FdG/9lDWqz52huQiAAJD1xbGoYhEiB06SJkSFijtAjhmIDe6EKVlaymLeiColRgw3SmtrcLvmjqF6EF/QbvjcnAq96jwejs9QF3Wy7eKnlHoPG38Or+HuHn4ykYjPRT7vET4yBw1Ciqsw/k/o8YPjBUEFIcbPF5pKljAJhGg23DMINKxHJqT4a/B3nH2XTE55GyPXhXy9gsMnLSOilSwiEq3cEp7KGLAOLUFcSsulICgxZr7P4hkBCscSolg+rsS7EZ2Gkxjxp7XZosFhs6Ehi4iI4/VJpcO95ZFrkS827WwP69lgYgy9gtxRU+z3lcWxsZ0IPMm2LZb29TT83pwVwSYaIhFnnbHl4Lg94mu3+O///oATbf+m2TNvhBBCCCGEEELMZV6nzciYlW7ZE2bxnrQzxIog4FCUQcyh343n91O/qXrhQ3kgSyB3sIyPhliuiTGLJsYyIaViUZXmzxPe9D7ZvKMWHVa65TqLRodnL6p300yc2MTsiK/5KF3787k37r9t4SfV92ZZDPSjyIQWXDdpW7ul/dsyAaXs7hwHIaW1zZIdJ1uydWfB8RJmwdcoN9nEU/4sFFQXS0ubVc8KbhchxAYjzYWN6SAiUNRHGMDVQpxanQvP4XF5M3oEgxixIr8zOsbr61aZLGYrsZR/iTObmraY6DGEFoQS7DPeByezthQjSjPXX8rjETZqy6V3Ftuf9Yrxvj+Zu2iyUouQCxMBEKqi0DcvqVja1mbRwFAQTxCRas6XXHjiZCANfW7oC4QDqlyydHg4RLQhoNAHJ+835OtolrojKvX7jd5DufuIfeNOoLKlCExxZGneS49zjqRsKY6ZEt+VLK/JIqtkAk6hBxHbwXfI1r7Q0qij3YUf75GDkDQ2GoSxfLe6mBTi53zE0iD4NZwYU6lY+fDw/H1ymprdoeMReflkmCLVqke0zduLUDganXVG/+CkPfnfrvffv33+Vok4QgghhBBCCHEkKpXgwMkLEEWnDUUXZhvj3rj1No8VcccNxY8Dgz5DNV+GN4fndo8w4d8sMmWtQ7GIyK9cGKFQ5f1api2+/VZLe4Pg4mLM8KCV63qopP1bLG1pq7lbooEDLmLU+rkssi9QQ1dMgWjw4PK3kUIa+4v17emviSfx3ltnP66lzSpnnef3x6UmSyfHLaVAxXPyuKHpqXBba7sZbhgvCC7M9G9evLT19aieY1xEFUKsL3Bd8H2GY8RzCzMnzULuUZ7jDo8siovvOHedHOPPn3xGBG4hhAb6vSByjOKipLdP9t2EKOC9cQpiiq9aNLPefB8jQuXuG5xE3J87Z118ScO2pdUg6PDjfYIyZy6xZ4gcnAtEaYiSRKDJRRZwZw/PZzFVS/v6zFhff9x0cONAM32/SmaT2We5u4um3XHjTh/sPRX6wwQ3DoJL7XsEFyXfM/SkQUTpyu5jfelbhPCTCzD5/m5in8VmHa1hHXFjdXeFceIxhwfwygRBp343uOtnyhLEpXm+qj1m7QgCDBFrCEKMw7y9CcWCSMQRQgghhBBCCLGhqS9A1Jw2WXQVM4A9bWYSx8iACzdpd4dn44eZvNWscJNF0uSNhO9I8siUTBiJhw/XZgT735Upd51EYyMWTY67u4W+LAgsteiwW64Pf/uM7Wl/bC5sHA3Rof1z5AZ33SwV9kcW/1XvwoHq6XeZiRRjNwwesOqu02txY96/hubWre0usPiP93spL83RUnzNBretB91OCLGOyR0a7jTJXSxHeALfJ3mvGu8lQ1U5iyA7FmSf4ynOk+YWS5qbrHraiVa6FadknjmWCUv869/XmfsEXMApZYJVKYg0LtZkAjgCDdudL4fbcLt4n5ks7gxBBHAAIXZ0d5oNjdYE9Ij+N3z/4zDJydbFxRh613DGUJmytKU19Hzxl4pCfxvi1YCoOL6n2pqtOjBi8SRxnYlFLlAllg6NmbWUa9F2uKe8tw9CEW6g1hZ3BqWlbncW0fvHxid8QgFqXcL9xK3RT4foNNZjZDT04RmfCEPT3kYobMNdEWWDmp/izLmf84S6PmdziGNL+3usum3zkXsTioZolIQQQgghhBBCbBxwzHgBoeLOCTLYZxUgyHbHgVNssNveGpoI++xfmj9PWpq0WUqByGf4+nTarMiViR4UfObr0UJhhUJRFg1Gf5SYxvaT40HcKDdZsvWE4FKpTltp942+7KSrd+Y5R4r8qiNL35/bl6WuNwuCy4rT1GzJliwarKnJStf/0ipnXzAjyExPWXzw9hlhhTixLTvNKHrl/Vqy6B8hhBBHQR6b5jpFXfzYfKTZd5p/x1UtLRGJlYSS/7ESchAsKO43N7nbJNm13V037nj0L7TE0rYWi4ZGCv18Zkeq4WxJq6lFbbhImi0anwxCTh6V5g9HrOG7CcEntbS1NcSVEWlGTNn0tEV8T6VVS0fGgyOI84iJ3GmbC1wFgSh3CfFcfiVWrSXbJgSVTESjx4yfT4yMWzQ1aemBaYtx+2zqtXTgsDtgXMzhOX5OEbv7BwHGXUnoV6PjHhdnnR2W4LSpNFk0NOqCDeJXitDU2mpJa7PFbVk/nemqRRMTvp3R6GjYk5t6LZmYtIjXzIUmBCTOfdgPWf+khocHMaHpxMJCDmPrEzEW6E0oFkQijhBCCCGEEEKI9Q8RaXv2hdi0PB4lnbDo0GAoijArNo5DQYgCzuSoRcNDFh/c7/9GBw64wFI96VSLR8csTioWDw5Y+Ve/sGTz9iAEJVUrXf3TmcJOVqVI2ztCdBjizWKjw/bcOOe20tHEhc1D2t1XE1PifbtdPArulHBb+eofuaiSu1eq208K8Wm5ADM1ZUlX1syY4tqxiA4TQgix8izy+2i2kFM1a2cCQxbXhesDASTvwbJSoAe0NFlCfBhu2OFhS0fG3K1CnFg6NmERkW6Z42XmuycTcnDDlEpWbW6xmIkYrktEFrPO7pyJLCWyrak5RKLhqMGt0tISllWaCv1yEDoQWqLYovHDHkUWIWwUX88dPflMCdan4uJThNuFSQws10WdqqWd5SBmIECNjFlELCtiD/326HlDXOsADuDYojLrUXZhxScxuHDVatHUtFXjksXptMWTOI1iSyotFh8eCbFt0N5uKf2MEG5YtruoYrNNPZbess/MJ6ZY6KfT0W4x50LtbZb29YSxHR0L8ac+HkxembLSoUEXfDz6rCDY+GQYnj9fTxxGu1Lxx4nlIxFHCCGEEEIIIcT6YmrKWv7lU6EB8fi4F2DKP/yhNf3ge7P6iFRP2BV63gwPWzSSxYx5jnyDWcUekxZZ0/e+EQo+DjNVqxbflvVNqc0Eno03DF5udBgFHGLNmPe8dWdNPCndfG3hBSJ3rlRPOXPmOZMTlrZ1WNrR6UWguNwUor9aaIC8+FJA5e73XvB+zaYVQojjCJFf3g9mCRGei3Xg1NNCkT62aHTC0tYmM48Tq/h3YxqVXNRfMaqJO0P4Dku7O/17N6ZfDeIDUVwJfWYy8QYxprj96CulECMWdbaH5LgtvZYeGDQbGrYoavKePh5JxjggnESRpaWmGXEiE2UQXxLvBRRb5CJFJtpwnsDf/sWauXJ4XcSSPJ4tNO5xJw3r6+LO6LjHmLlb5sABF1rilP44TPLIo+5Si6pTlhoOlyz6DpGMReJo6emyiNcpd7hTJqpkDmJErdbm4MzxqLK+8Bz2C/8eHrZ0ksdPm3W0ZXFm/WbjYy6URQOH3dnj8BjGh31bTS3Z1u8uJXrxxHvMkhO2zYx3uex9bbxPTyPHbLXq98+KTWvgilas2sJIxBFCCCGEEEIIsa5oe/8/WstnPjlzAwURCj9ZQSXMHk6tdMP1M9EntaiYrBDEDNYi/E1xIo+ioYjjDZNjF4u8SzTOlEP75hTKKne5MAgnxILh2JmaCHFhFDTKzf63F5Ba281a2sK/R8iIz+baCiGEWE8sVWDhsTg2ppYi4mRiAd9rjaI/G8FjvQ9LJhhVEE8Qb4g9K1kUp5YmOE6S0GdnqeQRXrwG4khPp/dNQbhJpyuWdnWESQNJYvEgPd9Klkxxfxbpxjrx49tVCm4RBC7iz5oijz+NtvRbym24TCYQSTJBhl4xiBi8DiIGLhpcMawLfWlYt1LJUkShkbFMOKtmPWoK+yx35LA+4BGiwUmTZmMXDw5ZledOTZtNBxeNR7M24wgKzp982ZFvz/SMIMTYk2SHoDU17XFsaUe7pYg0iDMuRMVm7W2+g9NOzk0ii/aOu8gTsb7EpbEtCFe9PZayW0cnwvQWljs07H188ji7dGjE+9akm3uz46DkjuZk26ZZ5ymMN+JO0e3s516Vigs4vj9cuDlkpdsPWDQ2bklfjy8jd0XXHnek/jobFIk4QgghhBBCCCHWFdVTT5v5o1wKxRtmuVIYyUUaZvluP8HSTVssbaMQ0mHlq35sU79xb4unK5Z0dFoUJRYd2G9pe6clWzZb2tbJtGcvWqWdXRaPTVjsPWoSM2bBFgtXFEBqOf1CCCHWDUXBfyWh+J8X6xe7fAQFJhgwkQARIJ+UMN96Zu4K/3ERZ5HuGcQZhAfIesPVXCMJIopZRPGeiQ4x65999zEfIiqIRUWRql6w6mgPEyNw/CCYTE6Hnjb0b+loC+tOXxrcL/THaSpZUsl6zbkzpWRRO31scOxMu3CC8IJzxYZHXbxh/ZKuTovTkTBeCClMxPBzhIpFrCe/0wMGAcdj07JJG8Sysc4tZYsOj7ggFPFajHn+OB//atheYt/GJ1zIiJqzqDEmkAwOhX45mWsHMcZwGXnvt+zcgf/5kKVm3tOH7Yxc2MKN5IINjhu2F9GKeDWOgyS1pLsruG9GxkNEW2XaUmLg2H+lyFL6DBGjFscW7x9wwSzZe9BilonTinEhoo2XxzWUpFa6cbdVT90V1hfh5cCA97aZ5Qg+YZuLO8FhU82cPr1B+MnibBk3F8iItruN86s2S/t7PIqtoctH1JCII4QQQgghhBBiXTF1ycNt6n4PyJoVN1m8+zaLb9lrEcUUnzmbWHTocPgdKHq0NNvkE55sSW+3lW65zWxkxNL29ixXP/YIFJ4TExdClj2zgaeYyRtls2frViIvYAkhhDh+4FJBaD/q5ZSDkJH3gqn1QDkKcndo+CP8zfcN0VuLJEWkoaebCyLVIAzkDpuiQJI7Xfw2hJxMmCESjaiuI31nMYT+HB6XOV6yPjM2VQnLb4otRdThPvrkIN4g6uQOldz5ijPVtzHrHcc+cs0itaSz3eK+7iCkTFfCMLP8sQmPAIsHBi1GQPJVIeasZNbUEhwoCDusT7NZ0t5qyfYtFh8etmj/IbMunK4IQ1NmBwbcueIuG4QYtr+1xWw6DsIO68x3f1MpuHUQR3gs64o4MoHIUQrP80i5zOHLcZabSPh3bJzOO2Ed6U3jcXTEt01bxKQP9h3LQZghCm3WYCO0MW65EJfdT+8+7z+UhmhXRJ+pirGmNhmOmxhRa2jEosHhsH1+roM4RcwaQlEpxKexrQhd1apFPo7sMwsiGqIT293eFlxKQ8OWHDhk6ZZNQcRDpGl0nCDcbN8y6754914XaBDV4vHxWuRaxLrjCDpkM2JPA5ePCGhE1hn7+1vtysefUfsI95W5AABjh0lEQVRdCCGEEEIIITYczHolbz7PWq8koUlvHnFC0948roPi0tRUyPhnFi9FGApDo+NWGhj2QpBNTltMEWR6KhTLKKIMjYaGwxQgJqfluBFCiNXISgg44OJNJuC4KLHMvjLF5fmkgkzYoJhOrBffU7g7QrOVI4Jo443oo9QShIxyXuQvOEGzyDP/G0HABZcmF4D8mzAXpWChbWrkDqIQ73pMajYxFfrGuPsmE6XYxlzccJEq3J62tHl/FxdM+LupbGl3l9mJO1z88O/h2hgjDKWWEmXGtlnudqn692/ExIpqYmmlGkQcRIKONhcaIqLXWluDa+XQoLtRojwujJhVlod4gWjAuiNCeOQY+yMTcRC43IWUFsS2kqWZo8TdOx6B5oMdfjzijXXNBpbHsAyPRCtn40U8K+JLFlXn+wdnD79XCtGuiHL8HSah+Gqw79paLB2bDOvf3GLR+GQQ9RBveP2JqfCavJ6fq0xlbq8Yv41F05PuZkoPJi70+PlP7hjCGcPa8RwELgSWA4NW7e/NjtUGvW8aUamEiDWWNxBi8GYdv+yHsXFLe7vCmDZy+QhHIs4641Bfq338kacf79UQQgghhBBCiDueNK1FduSZ7GStx/sOuoMm7e2pNQZ2KOpkM3093uPWycypk4bZotSQmElLrEqeuU9ufYUYFGZkhwKFItOEEGKdQ3GdgjquCzc2LFLAaeTYcWcEX0b0WsuiuNArWltdvIi86F4QceoFI9bDe7AEMSPC2UJhnqeg1birZDpEY7XjPsG5wnOymDZ3qyAkWCjs+3pkPV1cSFjCuOAoqa1bFOLdEKEQB1guEyGGR4Mjhddl3TL3jUsifLcigGTRZN6Thu1zIWNmue7wYcKEZW4YF6CIOSuFiRQu9JhFTLTgexkh4+ChsC3V1GKi1JiwUegv48tsLgdHDz9NzSGCFSFheMSdLpwTeB8dljs8GQQiF48mLaLnjfcjYiJHLlJlgpDHn2WCjO9cBKtqEKN4DL1u8u0jlhUByYWgLJbNCQJWOPay1+Um781X6MPjfXvo+xNe33sAIvB0tPqkFcY0ZvvYBu7HRczzGHOOn6lx1ECzKdY3Dduf79+aEJjpcriR6cOzuW/h48L73wxYvO9AONfq6bLIBaq5D3UBqXaOtoDLZ4MjEUcIIYQQQgghxLoAAccLARRDcvIZyBR6hoY9391n3w4NhzgTClkUYIhHy2Za49oJzY7LtUbDtbrD8JilzdnyJisuAgkhhFjFeERZUWyYR1xZCO9Tk8d/5S6LRVD/GlGxZ1r2ex6rxvcRTpBk1KI4c3545Twr7PP6iDCsizeeRwHKFpQ7HCjKIzy4s6Sc9ZhpyW5vcrEi5TvNXxuHB4V1nCkIC4gZ2bostidPvbiEswW3Dc9n/fihlwx/IxogYuT9b8C/b90XEp6DiLN9U3C+jvLYTHBi6BCjvKdP9jpsY/4dzt+sOm4chovveReqqsGJy9hxbuCCD0JWHESFau46Ycz4Xs/cK97bh/0UW5ROW4rjJ99POEYQVZqIQguRaL6PEFKi1CKEHc4vXKwJ/3r0GfsCJ6+vSzmMvY9XJlohpPi4ETfHtqfhNVubLY2JfcvOOXh99jH7keizzFmcMqZTU4Y85iLNdNVij8pLvAeO9+VhmycroT9Oto85z0FMi1LWP4ytO5gZv5prmaGI/XnVnd3zx53VTaahd2CEI4j97H2CCsusvSeCmym0AspELjEHN3oJIYQQQgghhBBrmiyyI89aL+LNjbvaLWI26r6DXkRiRi8FHJw2FGy8oEUZJ4+hyeNR8sKdR7hQZKqG2cAUUqZCLr8QQohVRt7zrGhsgDzWyx0PS8AjrLIFedzZPK+3GDLnTG1dKLJzG+X37DvHC/LelyRbzwaFb98GnpeLGfn3X+7ooHk9328IGlMIEROhtwzfid7YPrIqopH3k2E5PN/tqksbG1+fXBQq9MtBhOB1O9pC1Fuu+bS31X5HYPLXZ8KEJe4S8ee2tliK4IBLJXMcuZMF8YLHu5iTCVz8uPuWdDqi2lo9To0bYo9Cyydb5BF2yUw0WiY2pTiDRsa8/06cCU41t0u2LS7ssO9Zno93bAmuEUQrHt/cZFFTs6U4Y/LjK99P7FNEkDxmjvVtQZzJDlDv7xO2gXVKejqD+NXRYUm52d1ASW9XcFkBAtJ0JYguLJvnsk/LTZZ0d1nS1urjRFqfi3gcS7wuvyMy8boeJ1exqK3Nz2ncydPS5G4ml6sQX/J4NXciZ8veuXVxk2ncHZRtH8cmyz88MvdJLtyE8UKoOqLLZ4MiJ846Y+feUXvqZ6/13z/y2DvZnm0dx3uVhBBCCCGEEOKY4xnq88wMTbs7zW7b78WJhDi0iUkvUvjM4LgUZvdSLOL5FIryWch5sSWPLPG4FWb9TpmNy4EjhBCrjprDJivY5wXyYo6TR10tUahYyLkTLfD4qLAubprJnDQ4KBAYcuGhp9PFh3h0ODgvEHFGRoMAk/VAqUV2sf4Ux91lmsV1IebQR6UYx4WjArdGNfQ84XEJvWcYkii2dOtmS/v7LN27z0o33+5RoeF7r2RWytZz0eOTrRfbhUiEMNXZ5t+xod9Nh6Uj42ESBMIO697cFCLNEJIYCpwjpWlLb7rN0q5WFywITXN96OBhj9lCPEl5XktL2Ca+z7NeO2nUHKLF+rqCo2ZsLEzOYP08kixzJ4E7WjKHFuNE/Bivg0MlE1nS5ji4cREgGH9+8l45OFU4TWhry84h2CdBtEDASNvbLBoZ9TF09xFii4trMwIi5yzpNkSaEN/mUlFPl6Wbes2Ghy32HjZl7+nj/YbYHtYb1wzCDRs2PWVpZ5+lCD6sZ3OTbwPjHyPAIDr58T+zm3zcW2OLBjleSj7OaUt4Xg5/8+CEXju4t7o6Ldm22apnnz5XUGzQ/6a2nO5OF8cihC6PaUstpb+Pi5bZY9iWrk4fn6RnAZfPBkejss7oGpm2B3/nNv/9cxefbLbteK+REEIIIYQQQhx7IooC8xUW8sfkBTiPJukOxR8aJfudeeEri8vJ8+yLs7Xz2BiFtQshxOoj70XCd0FT5lLBTeCCfSYyFIUJd0gkRxZtvC9KU+inVih01x4HmSBTe44LC/GMaOARaKxTXHMeeDQnRXsElb5udzlE194UHuOF9WazQ4Mh+ooSLkIEogLVe57DsnFSFB04CELuakgtGp/wmCwPMMMFwmOZ1ICwgQuntdXSbZusum2Tx4yVb7kti/Zim7OIsBRHat2XXv696PFr2W35OjQ3h69QoktzOjss4TVuvc1K2QQJ3yYEBgQFXDNNZatWEovHxoIosqXHkrPPsCrrOjBk8a17LDpwOKw7IgFiiUei4UJhmdk64MLxnj9Nwd3kEzOy/eOryLHRFBwiLsqUgmCBwBDyvDxtDVeK92Zpbw8nD7hv8h56PBdHC49twj2FK4bYMkSs4MihJ01SbrIYIWd8bKanDdaYLBYON1Ta1xcELnr8DI9asrnPks4Oi6Y3mw0OeT+ZeHAouIZZfmuTpTiDGYOOrL8NDiG2mXFkm3hsa3Po+8O2sZ5Votnyc5hwnpP2ZoIJAlhrhyW4lcfGLc3Gj2VwzCdbNwcXEELLAgJLw8k0jC/OK45F3kc9XVkMLedXJRfxEKDoM4iAs5DLZ6MjEUcIIYQQQgghxJqHYk2UTjQUcqKhEbPuDktGsiIIxRnuaG22JGuO7DNlyYWnOOJNg7Oij89gpajDdOnMobPYhtZCCCGOPVkMlff98FiuLLLM+8YgRGTCRF5EzyLMHAry/nfWUyXvFZM7MHGMIOC406RO8Mnj0Gp/s+wsWi2Pj8pdHThbvMML0WVZT5WuDqvs2GJpb6+lm3qCg2Fq0sr7BzJRIra0sz2IB+MTofF87shhtXFcZK6HdHIqiAtNpTBRgb/TxJLMneFg6sHd0dkeIr9wR/C9x2QGd33Es+K/ssY5ZqVscoMLMIVeOjWRKxs3Isn4j2UT+8Vy/Ws0cWdR2t1l1fFpi8YnQ5wpBf6OVktx/lSrFvP67LeOZnfHxHv2WtrWbil9bdDAGL+hkTAmU+OZmyOzO+H2YZyJGfPVjSzt7LSU/nflbFJGEUQePz6aLG1r9nXyfUacV94GxvsMpUGgYd8zNrmIh9iFwJP1vAk9eRDKcD9VwxiUU0unpixJ20LvGoQMnh/HlrDfOjtmiV0ulvT3WOJCmwU3z+HhEDHH8zKXE/shqoTjycVFjvmJySCGsRzcLIg7rAfL4vjh8OV44ensC55XqVqCK7kFIa3Dok29lgyNBLcyIhP7B4cYIhNOnCMILPNNpkn7e8wOmYtLLuR0dVjS0+XiHJFx1e1bQoTaUh04lYoLR7wu54DLWsYaYv1umRBCCCGEEEKIDQMX79GhwVkxHjnM8PTCR0erVbdtDqLOvoPhYt8LCYctHRgKoSvFCLW8ibGLNpmgI/1GCCGyD9eZniHHlTjrrUJhvrszuB/yyDRcFx5dRlzXVHDEULxubg3xUXkfEoruCPgUw134wYkRmsj7c+iBUslEHe+RlpMJN74eRJyFHi24YbyBPc/PHEIhBqzZBROK58kpu6y6a4elu7bXllbp7rD4P/7bn+tfQThyED2mpy3FTYFwQeyZ93YhKo0o0FLWsyUJr0HUF5tQbgnfa6wXhfzcXYMTglUjogxxyOLQB6a5pRAlmm2b97jJHEy5m8mFixDP5t+PWS8dxBV3XdBjZZKYsyzGrFqxeO9BFwYi3B3sjLGqizcel9Zctoi5EwhJQE8WRJLJaYv33hJcKLwW+wfBaBQBhy2rBiGGIj4CEoJEX7fZocOh509fqyWIVIgHTVHYHziVkiw+ra/X/6V/DOJZPDRqUdIexAZecWzCItYpd1nl5wdEpOFyQRRpD/13UgQaxJRK4o4qxAkEBsSKZFNfWN/Dw5befsDdUTh1nKw/D44fBJxiTxjOadyxw3jgmsmPM3aB9znKBLmpSvh7aNTSbZst2dll0d6DVjp4yCyPM2M7iFrrbne3Usq2sv4cX4g6m3rD6c3mfhe8OE/i2Kqy/meeuihxZN7JNIw5y+/tCmPQ1mpJf6+lZ5yyPNElTb33jke3+fs38tdlvGpuniM4s9ciEnGEEEIIIYQQQqx9ymW/ePdc+TzWJcObCeexKES99PX4DGGKVzTu9RmpFC1yh43PdA6OHWpNQgixbpkVG5Y1i8+FifyzcF73YUHsXkjLqfVpyUQAFzUo7h+lMJ67QnAMNDWFGCqar9Obg6J1FJwK7kSh3wZCRjkKQsemPktGxixGHMkb3eMe4YdIL+KzcksGXwS5A8Nfr/BdkY+ZO25Cjxrvi9LVbjY85r1f3CHDOrCeFM276S+yyUUE18GK29TWZslpJ1u0/2BwbeBQQfbo7LAY8SKN3V3juwkBB0EGcaPM8nP3qFmV/jq1Pm+ZW4a7vIVO5MKGu4HaWoK45eKTuZPHY8jSIFRYdWrm+xBRDHHFXRpRNtchDv1Y6NvCsvI4tsy56m6WUlO43XutNIeIMP5lsXlEXB5vhpNokoiwabPBESuxf1jfXEBx0SjE2yHG+G2d7cFVghuH9UFEaSr7a+IkwfGU4MAdHA5CS0dXiHcjKqw5iGnJ1n4rX32dRfsHPK7NH0sUX+0Yz443xpQYO9ZpGjGOHjZ9YUxyJy/7mO05cUc438jOSdLN/Zb29lg0OhbcLoyPpZbs3FaLWyv2hOH3ElFqtd5KheMeERBHku/DJBz/HFNbNgVH0uknW7Jnr4sd9ACscqwjvHFcTgRXT4JbBwEHp0wRjlPWe3p60QLOkSbT5MtlX1SXsMxGxGzT8Mjs10EoYr8Nj1i8xyw5Yf31F5GII4QQQgghhBBiXcDsSy7ei7MzvcrETFtmnPZ3W3xwMDQHptgzGYeeARMTIX4lIoAlxKx4wa6+qfMqmHAuhBArDi6TXFCpRYHFwXHiEWS5EJA7MQpFZYruxE15RT4rshfJo6lww+D0wFXCDa1tYVljE0d2OeZCk/e6oYdHFveFuwX3RalkyZZeM/qLjI6ZdbRbdboajBMU8t1NkVhE/xLEjr7u4NDsaLcEJwqOG3qc4LAYH7docrpWqK9NCuA7IY/YxM3C9rDdbU3uvgjj2BREBFwWcTn0/8Dxkbk5UmLO+nvCECI0eG+c2ZMOoHK3O1v5p7+yaN+BsA9w9SBmsC2sZ0+nJYPDwXHk31NRGN9KxZJyc+gxwq1Z75Wwn5osJYKsKXOAsK2sCPuDfUi0F/vCJzUkvh21/Z5/l7J/cSwRG8a6N5Us2brJH5fSiwbXB+PJWNOLB1eOC0yFbcxeJx3DGRSF/d/VaWnmbvHnel+XivfHsShzGSEGUbRHtMKBxCHBMcT3O+vWXnaBLNmxxfcZYoJHr23uDwIOAlhHmyWtbS5AEZFGn5fqWaeF5XIO0d9n8fBo+B0xICEeDPdS1kcGoaC1qTZGvt0+HpGvvwsi9DbC4VutWDQ2OWff1gQTj62LgmjIRBMEk7qeMPweHRwIwlIWBevHDMcPIhgiTqYCuqNo+1ZLt2+Zef6JOz1yzs+JNvWFnjhTk5ZMV626bYulZ5wanFiNXCt1gtLRTqZZ9jLrqVTC9iwgFHG/i3TrLFptfW2NEEIIIYQQQoiNSxT57Esu3kNOejXMSN10oke5lG7aHYpaeXGhqyNkyO89GJoAJ1nUDTN1Jyct9h46yWwxh+JhvbgjhBANP5OymfsukBynOEYvFlNAbSCu8HnGzbnDgo82BJHWVouYtY9eQZEXl4E/BecJRW16qYTivDdBRyCgMTy3YcQg2ikXNhA1+HzlsbhkenCUTHhslPcaQUDK4roS+qSwfMaMXh4joT9HkjlZItweHhBGMZr+HvQlabGkr9eqdz7NG8NHFLOTHo9qIt6r/P2fWdRClBniR4dFxEjl4kycWtLaY9XTTrB47yHvPRLdOmUxAouPTTrj0AQXtYIbJ2lrN+srGxIDvU68uTyCEk4aRBxq7rhJeC2cGYg4CDisPRFcCA0+TlWLd982u6dHHFvl/LPNJias6avfsSQr9Mfu6sjWi/EkYgvHUCUTeHr6w3dYT6dFN982a3f7VnAfI0jEGLchVOXiBONOXxT3hljWUwXhKysdIyIxhiyDvi9sazm2pKvDIuLIECEQj3DleDP7Vitfd7NZNfJosVnH3ZY+Sw9k8Wl8x46Pu8DnPY1c1OM+BKjstWv9bOh5Uw7jzPc028zP9i3eT8Z7uzQ3+3c/QkqFccBRw7lApgT6//28oHdOkd8FlDS10o23BGGsrS1EjnEn29TV7e8Vj6pDTHGnUtUS4tS6OsM+ZZzYj5yDLDZarKer4frw2Opd7uT9g+zm2zMXFcd864w45yteNWtvq8WwzXdOxLu43L/dowTxdzWKJfNjCzGwTlA62sk0R7PMWZt0YCAsdwH8s4jHFQSt9YBEHCGEEEIIIYQQ6wsKNDTKLdxEVErphptDvSrvd5PPaN3Ua/EA8TIToTgStfns5JQIGApJNDz2IpKsOEKseRq5RZZDPpPe+56E5vVelC5Gk2XRU6EpfNZXI/83f266xMizpT7WI6iyhvT5fflP3rPF+9rQ04RIrLYguOCe4LMPUQZBhobk9Dnxh8ZmTSE2yx0ZbDuRVUSH+cz+ODRjZ/Mosre1WupRZ2WLmlu8H0w0PhV6lWT9ZiiY8/mbTFYsxRnDZzH9TXhNxBtEhpERX2di0bxhu8d/NVn1ziGeyUWNYrGY4v3eA5ZOTgfBhPhMd6BkRflcEGpqtuTkE9z1EE9MWEqM2uRUKOC78wMxI5v5H0eWxMS3lSzatT0UpxGgcJcg1mzu84J+dHjEor0HLEJgQcjCpcN4IHL0dVu8/5AX3z1WbL6eHq2tluzcbqW2w2Y4jPg+Ao+Ky8QBHDiIFyx3U38Qk3gdHKU4TYmUY6AQPzo7vOeP9/0hDo39kLtIWPeTdli075DF42Mu1HjvFvatx4a1mDG+HNMsG/cIjhiW1dJiEQ4nxC2Epgxfh/y9MOsYxeWVRfWx/e6AoodOJowgSnhMXT6JIjuGEUJd5Io8IoxjyyNSeR3vOdQ857s/3d46++8F3zuRJbu2W7J9s5Ur/+vxYxw7PtYIVe4cmvTxcAdOJz8dHpFW7zRZsWgx3C1bNrtjCYeYu5eKEMnGcdLfQAQqLMPHpYwQ2GE2MBrGf96JLwss60gci2UWF1+tHLnfDe8nF+7WFxJxhBBCCCGEEEKse6KDgz5T14txNOyl8EFxkdmz1JjokWPjIfaGWc9eXGoKs34pZjEDPaUomxUP5MYR65W8v4c3Ms/6VKxl8l4aebN2iq9EY1HsXtbyCgIOwkIzzhX6e4RG9NF0iITyCCkXi7Pi86yu5IVqcr68PKLM78v6xkDeaD7rdVK7v36d8m3Nemv4A3lKvv/8dRCUCvvTI7JwJmZOHMQWCuLEUrU0Wczjh6bddRClOBPaLaWXjRfgEXBCId4XiehRiS3CjeB9Q0LPEo8LwyWAQ2bb5iDc4FwhaoxiPE3ZKeRTlMet0sljW0NPC5Z1cCAci/Q4me4NIkRrWM+0A3Go039vVCyO9h/y149HDgf3iQtrUYgNYzcgSnR3uCOCgjqOzLSjw4zoLWLQ2K+ZWyTFNdTZFpxFiBUUqXdssfLOTTY+ldh0T7fFCCCHh4JAtKnXKt0dFt+0x8eJ5vZhm2OL9h20FFGM76Rav5XGPT2Szb1WOnDQRS2a14cWRLP3v48bY0KPlxN3ZMdN1aLBId9XFP5dkMmElRQXaubo8Og3it6Z2JBu32xVIquuv9WsRFxYSxAw2PZ6MSaLA2N/mQtyWeE8c15Ud24L360TuLnyWDIzw4HSTt+Y9hBfh0DhrqBwiCaV1EqsTxp6AuV9mnyzc2HItzG4hlw0q1TmOlGWS7ls1Tud4gKjj5vHuxG7mlrai+hUDa4zBEWEsUZOkxWMFis6hFyQ9P5CfEZXXFxLTtp5dA6XBhNfjppjsUxDFC43djjNelDjmMK1jkScdcZtW9vtb//4brXfhRBCCCGEEEIUZm9mDXvrCws0CPbM/Lzg6U2cs39rhSsqTFkhyqujQqwjsqbsNZEhd40s5FzJG8vnoibLcLtBtgwvNqYz0Vr5cxaq7JXziK8VeI9lheFAcMB45FJLs8WHDy/9bezRYRQH3b+RzYoncisILe7woN+W9zDJPnMqmfPPnQSFDc/HCNwNk8WtsZBcJMp6gXgPj5aOEOeFwwURqh6a0fsKZDTatsxxM9PjI7hpEC68HE5B2Z0h5i6LhOJ8U2yl/QMuXHj8JMIG4NLBHcJ2sV6IE2wHzoXacOFAac5cSWV3CyCkxAgxLS1WxTmCQMFxUoiJQgyId9/uPUzSKo3ft1g8PmlJXTxTWnCtNDqkSnv3h+b0vV0eDZbmhXjEqtwhgQjR3uqOCJwDJbYrL7xnUWizxzDsr8qZp1rp5J1W6uuwNHM2zHUgdAanRRYD5e6kw8MWc19zaxi7+mJzXU8Pj96aInqu4CIqFLB9u3FOsU30oMmWl5ywPTiYWN7QkKW4S9vaXEhKu9o9YpRRS3Zu88gxd+3kLg9eF6eT75fInUYu6NWDiNKUrWNP6GvjwlAuprGq19xgSdwzM3mCj4xK60wfmrYWFyXYT/76CHIIZxwLBwYtwe2TxxI2OJ6T7HWOutdK/aK3bzZDNKG3EsdvZ/tsdy+TO3AonbDVnUjzxbOtSLRYwSEU3X7A4kMD/n5JiOfbtnnd9X5ZiPRIDieGayUFvVXExtnLG4Shrmb76m/tPN6rIYQQQgghhBCriiPN3qRAEo0yY3jKi28+25f+CsTkMHN5umIxES/0OFhvGR1iY9FIREHsoFCZxWh5tCCFQfptuBBDc/sGB37muKCyTMSUL54CNYVvjDzV6bAMnp+LMg2cBLPXr9BQfb71XWjbXJXInuBuoswxY4n3enGnCbFaza0WTdGEfZHL9u0tufhA4Zo4MF9PRCeK6wWnS0SPGZwWFKRZFxd5CqJNvTBWE48z51MexUbfD8aXdc4dO7kzAOGktt0I1KHHRXhcKfSsyRqhz4yJqzNZ75vsNZLUqi0lS0872ePDGBt3nnS0WrJti5Wuu8UbtvtycW3kUKznNmKwWBffhszVE+wi4VhiHYgB27opFPK5n0b2OG9wp1DApydKFjvnfW0mJy0hGov91tYSBBxiq4hjI/prMfFMOK3GcK5kn/l1hXhfQz7fe7pCBFgWgWX7D1ra1DxvbBPuoiqRaRTPF+tAoHCPEDIyljk6zB1J6ciYCy/e7L4ozNDTY/8hF9Lc2dPTFUQg4sbGp7PlVcP4lEJfGvaRLyd7vfjggAtXMcIRYg5xaPkxh0vKxbhsYgPPO2TBTZMdMy6c7d7rMXi+rweGZsYyX0/cJFnfEY7z6lmnzRUyMjdKPnkiGjhsRvRa7iBiv3Z1WLzvoIuT/hqsG1F2HG+4o4jn43jOnF/htROr7uj3scGJc7S9Vhrtx+opJ1p8825/T/i45DGsrHdbi/dh4tzhDosW47m7tlt1oddc75RXzuG01lh/WySEEEIIIYQQQix19iaFgc39lhKtMzpu8e37LaJBMsVtCkkUnoZHQwGJ4uBK9NQQa5/VEDe22B4vFOwRNfKZ/HmhHecFBXMEiNZyaGZPMZ/ibtb3IrhGqg3ElCBWJBT5fRmRO0UouKZdrZaORVmBP4v54vGsQ1YMnQMChffEyBxAeb8WhNV8nRdy6MxZbiac0JeEIvYOCs6R2cBQaNpeYXsXEavGcpubLOnqsrS55NsUNSPOxJYi2mTN6M2mzYhT8+fEYdvd3cDYZw6YPNatKOq4IyPvoZP1L3HhJ3M/NBHrNZmNS8mMj7HcIeiiT7bdzcz2D7d7NBcRYL6bszH1fjyZKsY/pbK7MqK+Pnd7uGOKojkBkju3ZcJenPWfoc/NZM294+veVA56UC5U5SACsQ1Z9JVHchG3xu1xyaJkKvQz4aH9PRYfQtQYs2h0wt0NeT6cu0sygQPRw0qd7jDhMzgUxSsu0Lv4Ule09cbm9NS5bV/jYm/mpIoHhqx6xinZ8YdbqM8/60sHBsO6FLeXeLjODktOO2lJRWKax7uQ0dRkMfsiExsj4jnpIXQo9GYrHm8levngEkJwYft4L46Mhh5B0xWr8jzec92dQUgorE904FBwcG3dbOmhwz62/B1eb9yifdMuUPi6DQ3XhAXcNPHAYReWqtu3WKm93SPZcFj554SLLNmLIEhQLMdptUDhvN6NErlAS++bdEbA4rjACdtp7paKGew2CxFxHBOIejh+cIZxDE+MW7plk1XuckbDfb9SeKRdFLnzpebi4r1G3F9/3+KFo2MRLbaI98B6JVkph9MaY2PsXSGEEEIIIYQQGxuKc53toZhGAYkCl8fFZMU9ilCn7ArFwmjQrHs8zBxmVjjxOu3tltKIm2JymSoWPTUUqbbhcaGBxt/M2s+cGFn/BndpHGuxr9ZPYxFuFRcACj1ViKCiMNvWZgmxVfQE4f1AsdzFkmroZQE8jpis4jZ55FfJku4ujxhLKzQWL5t1lH3mOk4KZtwTw+QFemwbCKDeVyoThjxirDiW3hAja2qeiTi8Hu+7bJ3njkG2TbUx4HmZsJXFMNHQG/cHLgj6oEQtZYunYo/RokDsrpb5xKFsPdyxceqJwcxy/a1ezCUuDDuKCxYUeIkbS1otpmjO8oqfEd7jIxfE8iizXFjJY+mqhZ42mRuAwr/rX9nj/PlJ5s7JBCGcAd7HK3PKZD120mgyRL3Rz6u9yZ09KT1SmqLQgwb3BsVxHDO4sIhMY192427o8AJpcrezrHzL7e6W8e0jdstjsaIQORVFVt1/0CO53K1ApBfiByvNmLDdrS3+nITl87k7OGRp15YZtwICRle7la+7OTSnx9Vx2olBIMghFmzwsPcBwdGSF29xWCLQ14q32THiThr2PUJE7vSph/UjtqtQ/M77j/i44TJCfOJx7KreXktOO7nWr2ZR0F+GYnPecwYxhV4v+VuXMcOV09s1833kLqIJM8TR4hj1ds3EkhF3t4OYuYmZ57HemdiXbO1v/DweS88j9h37t7J5lkvEBa1sPCpbN1n5p7+yaN+BEG3Hjbwe49HTbdWTd3qvoQUL53VuFHoaEU/GMVZbb0Si9uzY6mz3z6lSf49Njk5amkYWtTW7uJy6k4rlbbXkxJ1HbnB/tKy0k2YlwGW1Z98sAWO+98C6JVqF++UOYP1u2QblpN0j9uf/9+f++9suvavdfEJo0imEEEIIIYQQG5a86IGTBsYmLabIMTIaegQwk7m30FuBah2xMllRluISsTIUQCOKssyAna6EAnej3hRi9UIdt1Gtnj4nLa0hLo84qSKNXCPuzAgFNI+aonk3RWMv1GZiBMfGclxb87lUPG4qc7HkjopaNFnx93w5Wa8VLxxH7pKJSk1hG3GVUEilYNoXCui1IjfHPMILM/Yp+iNaeo+aqidxBcdFFuvFvxRlrTk0nm9GzEkscdGkwwvIyfiElX9xXagrMrQueGWuE4QO4p4QHDraLeJ5k9m4+WPoS4KLJHPo1AstNWeLd9oItyFGENFFgZqCHoVfnodQ4SITIkPF0qGRUARtKllEzJULSFnUmA9aEsQrnBA0ssftwBjRBwYBpBRZymcCgjBCgPeSwekw6aJIinAwMWmxi2e4nFpnXDETHGc0e2ccs/X2TaAvUbb/+WG/dbVblR4+iC84gCjEt7RnUW64E7KYLMYxi7fzoibbwrZxPHtEVRbLRhwZDg+cSDhLmlpD43oOqRRxpmzVs0+v9SxhXzBWSV93EALaWy2h6J6Jfh6PxecoYgljiGPB3w/VEIuVC0r8IOBwCG2dG0WGA9LFo6xnzSwBJ2d41D/HiWErvl/cdTQ84rPzc4Elj9AsOn18fIuumjYcJ5uPaf8RdwQVnuNjgKOm4A5CyHGnTm+IQ8MN4xFv85L68UpcX+XEHbMK2VZpsxgxr1jIr+8Fh9jDehGFtpBLJI6tcv7ZfqzG195scd+0Jbg+ejqDO2cphfPsdYiiK19zwxx3VDHSjeM5wkXVOuXHt5sBGX/ei8ejUH8snDTLpOjqOtJ7YN1TXj375Y5AIs46o22iYudeM1D7XQghhBBCCCE2OrWiB0XBTc2W9lYLTZYj7ydQLHp434H+3tmFge5OS4mSoeEyNcnJKUvHm73Y1rC4fLTRVxuBxbhHagXtxS4zb8wdzwgbFPfzXkYUcb0Sku2HtOrHANF5DoVFCv21fiN59FRhv3ncVZOLFB4DxH0Ud4eGvf+LuzIQNCiqjY2G5xFrtRhYDxeApmYfUwgmxWixvAG55Q6NwhjlooC7REKMGgJJ0t0RbmPdS5ElWzeFBvPFYiqFf9wqLj6F3jY+PrxmS5PP/vd+OQgRjA2iwuSkCw3eAN6FosjS3n5LiPfhNhwMO7ZYOjBoMdvkY8x4Z70tmnu94btHJ1lqpb6m0H/De2BkAogLUqF/S3CeJFmsGGOS9b7Jt9179BAn1hzimnA4IFYhDlAgrlQt4f2MwIKYg9OC5/i61QYirF1Lq/cOSYlO6unydYknJyxpbbY4ajYbJxYMgaRlrrBEhBj9c9j3CHxsN7um1GwRgVEU7hGschsR6571CmF8PcrOxaem4G6hYDkxEaKTyvQIwY1RCYV4BIt9B4MLg31Gvwgi2NLEEkRsYqw4rofHZ95TfO6Vm1yA8tiyXJjhdQ8OhuXW9aCYJQTkh19nW9h/rGfmpHDxGyGHsfUDILF006bgxsHBceYWi2/bP9tNQCwUj8sjtupBROTYY30bvXdw6hwe8tn5eX+bPEKzkRuFbfXfN/cf0/4jc3rruOukzh3k258dc4gx2f6eGeTU4kIsmn+08Va4/larevTd1vA5xMfT7tuO7MTw1+Ozb5G0tlpyzpmz9O90pXuaIEQQ6Ua8H9vb02lp87RVTt61rt0VS6LO1XWk94BYX2iPCiGEEEIIIYTYWEWPulnJ8cioJRSts6JHPoN7VqNpCpsdbV7E8sJkc7PPSPYZw7h2vLB9hLIWhXhf5h0Qs3U8BJh8uIq352JDMTKq+LuLEg0EsFpxM/ufiwYLUCiGepQW+5tZ21lOfooLgXJyU4tZdSq4CxANOtssHhwJxW9Wp6XFm7kjZMSjI6GnSQW3AgIGMVQsN4u94iUpqFLAb222pHNbKEizrCwqLMZBMT4RHBvE8uXjVmiSXdt+bvPb82itOhHH46my2zzWLBe5CmOO0ME6ei8WIsn4u2RxJjYRGejOhH0HXNxIh0qhmOzOtFB0911IM3O2AzcRr4HLBFGF+9jeyrRF9FBBeKAQm7tQPD6LPh1dPi6V00600q9uDA6Gzg6reh+HwfA24H9Ed+Hi8G1gfBHQpsNrHBgM/XUoNiOI8R7Njx8ECX/dpuCyYR0RZNzpEcbRo8F2FJwTvB5N1Fua3XlXSqqW5NvsPW0QYxHbwqx276HDIBOlSGN5/urrCcPONiLgsruyvi81cOkgzjQ3hfU+PBz2Sf443E3829aWCcDVcF8hEssdDl2dVvUeOYh7ZXdOGeJGdqy704Z9kH1OpZt7g3gTlSzC0cJr4jrCOUTfEz+egihEpJcLOFs3BYGjruhfX+BfuAdFj1W7s6I88HnI/iCODcHFxZ9eq5x+8qy+HfVxSFUK+72IWY1LlS7AcAw3ikXL8J4rBYfJLLGg3o1ypAboK9RzpNH3yRx3kEd8RjPRZL1dFg+N1p7jAg7v01nuldQ/1+ZzIC0o5HCMzdMn6I5gweOpt8eSk7Zb3N9p6cCoYksXcHUd8T0g1hUScYQQQgghhBBCrFuWU/QozuCuPYaZ+xR8KUwyy5xotjZ6SGQFbuJ/Dg/7DOJaZE/e6JuZ2PxacxUsxoJSiM/K3BSLdvv4c+ucI7BU4Sh/fSdbZ+9RkmRF71A4Z7sSIp2amy2mID0yHor7uUhBQRqxCzeMFyyz/ibgzdxLXtiuDUnRTZMXGimK52OaFgQgF1Io7GeP954eZe+54Mtpa7EqcVf05KDgjxOjrc+FnurJJ4Soqf0HzW4/6IVyd55QrKXPx+0HrTQ05GKAiwJEZg2OBDcG0Vg0fJ+uWOL9lbo8gon9j3ARDQx5Y/JkeMzi/Qcspmn3wVCsrvXRwRWDGJOJI7UILe8Unwl+iDEIHS4elWcLPowJ49bcHPp3ZMKPr28Hbg+Gmj419GIxFyK8YE/BnKbmHh2YFU/3HQiulFqfnBZLm7dauvdgaKZeGQvumbwPy2h1Js6N9cpEiwTxY0u/F6l9Vw4Oh1nhQy1mOB6qVYuZLY6wxTHEcZPvS1w97noyd55Ux6c99tDXHzFpOLgofL1xKuSxbogmHhOGGNIcRJruziCs1r/3GQdejx43iEc7t1m0dcii624OY+miV9a7hF4xPZ1ZnxmK3vGsOCzfJ1n/mlnlcu8VFBx+/jrEzSEA5vfzPkSUK5csaS5bZE1hWxhHXoN1Zj2z6CiPFvNeJ1PhuM6jwNrbLTkhNIVH4GCM0pPpI8Oym2acG/QCwoU1MW6Vg2aRR4htcUGjPtJq3gL/kXpQeGQlvTlSS4jaopeYC2JNVr3TKZacuKOxqFCMQ9q22WO25vuUCr19klok22IcJstqgL7CPUcafZ/U96ph31VP2GFp7qBAQDp0ODzHHUhjc+PH6IPEvl3AgTTvMCFi8zl3vDjC8eRxp+LIrq6VcFmJNYNEHCGEEEIIIYQQ65ZlFT0axb0UGy9TQNu62QUcXDzRnolQ+CaCbTJENNUa29NDh5ihvIm790vJHBVH0mT8hYhlylwYNBTxAnAo8s40ey9oQt7IPetVEoXeF96nguI/DgAKgtXsObnIwnMpIGfN7N34Qp8XCsY8hzgotpUiG84CisU+TqGnCsVkFzjolYGAc2jQSi70ZLPfGQ/WezyL5crHg6VQdKdvBgVqHBGIE+4iyeKosmYa3lC9ucmi0TGPh4o8pivNUsR4TtabBPGBdZmctgRBo73dbHNvWA8XUOLQIwUXBEV8Ctq93R4FFftMfwK9AunmHqu2lL1/iQ9VN86CjhAdRZHVY8tCrxQXAJnZ7w6UVkt3tFplx1YvxpZ+ca2lCHzEN+GKYHm8ANvI/mD7WF4u7lH7LmXiRDXJejO1h6Lv6Jg3dQ9OI8aWAj6z9DP3D6KIN5Jv9vg/r/rgCGHf0b+k2IScQipF1NsPWGmabaKHSUsQDxAgWMXb9od4rUzUqL2X8sgyZBfEIZxpRKb1ds/u9cGYbNs8U1RG1Dj5BEtdYBjPtjlzRWzbbGl/t7VOTdrU3gFLTttlyeSUxUSrUcRm3yK0IM4Qo9YW4uz8eOE1ETsGh2qxUsmmPt9ed4XkIH4gAvB6p+wK7/0kseoJ22sN5j2mrLPNqru2+fvOxRCcLLiJfFBi316iGb2AjtDlAmUQWFJeg23p7rJoZCSM8cCQx7BFWS8hHzfexx0dYf8iQuXCaxbX5zFuOIcQclqaXBDj86a2f4qfTYjMXZ2ZaBEECBfSEAk49qpVK5+yw8Z3bjf79c3LL/DP14OivijP+iy10fh8MVsZ3quM9+1CDpJ6AWoZDdBXvOfIQttV2HdpcZmF57jI45//dQIO30d5z6uFHEj1HMmBdEeywXqaHC1rwWUljh2r4B0rhBBCCCGEEEKsrqJHoxncKY29K9PGnHp+9+fRZDuPeiKCanzCEgrtHkMV+nUg8PgsfqKh0E8QRZjdj7DCMrxGmAkoeaGc5VG05O+WUExMOnu8+XcU4dJAFCrNFH1xdUwThRV5VJQLCdSU29utRAzP0JA3Nk/a2l0XiofHvKCctuCCqfg64UzweKrpKY+L8l4qvD7F6YkpS7zpO8VDXCi4QipBtCC6ieLo1n4vDtIIPPrVDTNxWxTNGYfBwyH+iWivjvYgMDFOFLaJjqLx/MioxZMVX3YurLmgRF+T0Ql/DOsYJZHF7Av6FPGYrvagk7XhuGm26lZEmnaLpohJy/bt8JhZe4sLN7lTpFboPXWXpfsHLD5wyEUn9i8F9Gj/IYsRIGg4nmksKYX0KRwiNJWnH0hoUp/QN6V+Zn+5bNVz72wphfX+3hAJNTpq6TiCXBKa0jeVLd69N0TzudOEXR9i4dK+Dqu2tfpLV0/aGQqziAbjkyHua1NHEJgqZDPFfhy5KEBvHnqLUPBnE1mPHVssOfPU2cVbfkdU2D7TU6MG49/S7EKIR3EhxuWRYIwDEVOtLZbgvMGhljVln/O+qi8q570v8h4lCEv9vVY9+3QrtzZbubfdkquuN8OJ0Ntt1S39Ft96m8XD45Zu2eSN6Eu37bdodMJSou0QUA8i9Iybcaxs6beI44Q4OKLwOK54/7E+7K+sL0tRyCql1waBBNGkKJDwviN2bucW76lVEwFO3WXxvkP++VClCL97r8UITVFsyeYtLrh5RNgJWzPhc8rim/a4AMdngcf38XkxPGZVhGHWsRCxh6DGmHhvGBd5mi3Jj6PDQzPxgfWukgaiBRFwtq3fylt6zAZGj22B/yiL8gs6Z07YbjEOyAWYV4Ba7Hodo54jy3EE5c+JDhya6ZvEsZAJOLP6Bq2EA0msetaEy0ocMyTiCCGEEEIIIYRYtyy76DHPDO7q6SeFu/MCKT0ltvRZ+YZbQxwUboC2FkvGJ8wmJi3pb7Xk5F0WM5Of5urEa+3eYzEmGhwoOEwoNGc9QWxsMkQ3EeWUpCEJjfs62y1pa7X48LBHgrmjxYtyVRdlInp0ZHFM3qScovqWTZYgPBEDN3TYKkOjlm7ZbGlTyRLWdWzCIhrb5305cNLgSqEofevtwTXS2WFJZ7vFE1OW4mqieI+ThaJoe2sQlRAj4tiq/ZnjhZink3dZNDbqjd9dVKDoTDGZdR8dc2eBCwe5o6izPUQ8dbRa+cdXW7x3vwtLLhgRkcYDT+n3CDSEgXj/oVCIztenucliBCIEGASfvECN0wUXRBaL5kV67q8XLBAWtvZbdVOPi23ppr5Q/MQ9QxHem5BnMXkU35MWixFxmlvcVcG2z5pJv9CxNDXl/WfcEYQQM12xePsWiwaHgqhB1BguoZ6umW3hGMWVQ2+U7Zu9iJuPfeWUXb4u8cRkGE9EFxw1RC0xfgwDzd3PvlPDwvN8bjXWxXumEIHG6+cxet6Lo8UjoPx4Hxn3WLKF3lcNi8qZK6paF1GFEEVD+crm/tr7rHL2GVbifczrsj24aNi3QyMW05umo9XSTT3unvEeR2NjFnEsss/pn5NFsPkxVt/bpCi0HUEgmdUnprBP2VeVTOXz/9e5PTwBjQbtWZ+V0u37XRjFsYOTx+vz3lcr2PPSbVs9ls7Hg/2ZRfwt2lVSL1q4a2wNFPiPtI279x5Th8kx6zmyDEdQ/hz/7Nt9e/gc5fM9i1BbaQeSWAOsJZeVWHG0V4UQQgghhBBCrF+Otugxzwzu2m07t3n8TnVo1OKJCW9o7qIGRfNTT7SUPiDM/KePDi6B7fQm6TbbszeL48rcEPlyiUTa3BfmXeN+yYr9iDMeq0MRG3cFlWIEHBwZFI5xSBBNRj2WQh8CDgW7zKVSPvtkS4fGLR0oOIuYdT5weKa4jTNiMEQvVRAx6G0xOGyl2/dZ4o3WZzsUfNm8ZvZ76MESBAFv3O230WA+Ez94IEJRf68lnW01oaS+sFi57z1CsXvvAYsPDoZkuv6+mX4RvMyuHXN2VVLsZZEV4hFGYqKRurstLUUW497Ys29mJnu9eEFUFlF5WYE23n2b7w+rdgeBhX3LGPR2Wqmnw9KRCUurWeG+8RF0xGOJ1wi9LPrD8TLPc6271aoIWBwH3itmZuwTftt3KMSHIeLhTuF4I9qrtdWSk3bOe4zP51aLiAPEpdPb7aKkb2Vbc3B9IQ7R5wcREKdY/Xur/n21nKJy3Xh5GGF9xGHeq4rIOI/aKs/qNRL6qJhN3/1sd6fNy3KL3g326YLHQfb4CuJNfqwyluOTFuX7CxE0d1k0+nw62giqtVDgn2cbj7UAdcx7jixj36XbN5sNDXu/qWPmQBJrhlUtwopjyir5dBZCCCGEEEIIIdZg0SMviG7tt9Ivr7P48IglLWXvh+G9RPLX6O2yeGg0FN+39FlCbNjQsLsFajFdCAQ4X3B1IOZs22TlX14X+vBwH+4LCr1EQ1GcxknT0WbVzZs8essXgyOGol8h+ina1m+lLT2WDoxaZUuds+iMU2aLSNtbZxekt7d6i5ZcOJiXwkzwXBCoL6ZzvwtBCCUU3xeayU7x8YTt3qtkucVpdzvgkkHAyBrQ44DxMccpdchC4XqBYmhN4GDd+3pmxoaeNQ22/VhH/s3nLEsRxpDMRkYsHh0PcXDs17ZMNFvgGJ93mXHJonTanUe4gOhL5DFleeQXYhGOMZxJ3ptpEe+roygqN3ofe78Xmt23874pxEsV9xfrNDjsx/IRuaOK3sVjdf8hK+09EARZnFfe8yqd3b/oWLAWC/zHWIBalT1H5L4Qa02EFccE7d11xs07O+25L75n7XchhBBCCCGE2PDcEUWPpiar3u0sq2ZxSXNeg9vp8eEN4bMeLAcOWXxgMNS+EWaaiMraUmtQHhwtvaHJtrs/uq20Z294PWKi2ts8Yi0XItI8eoloK167QZTSsmaCLzGSbtZj68WPYjzUscJdLX1mrAeiV04W9UY0WoRTZ2x8TvRavevhjuhBsKTXmK+gm/eZ6Wq3BMGF3xd7jM+zTFwuRp+YKPbYr3SWIBdinTzO7bQTaw6uY1pMbPA+tvE2q/YU9uFKOyeONYzXjq1W2bG1FrWmouzxE6BWa88RuS/EuhBhxVEhEWedMd5Wtp+fqQZWQgghhBBCCHFcih7zvUaj5u40ac+b3TPrvrvLm7sXC+D1xTsXIcbGPNpqTnPrY5WHv8SZ4Kshs3++3hYe83bIQs+UKA4CGes7n3vkiNueHP32LHV8F3KW9fbM6i+zWObrWZM0NxuNmfLouVmCXL5era1zHFx2B73HcFW5S2wh7mjnxHJRUfb4s1pdL3JfCLHhkYgjhBBCCCGEEELcASyluft8xTv6Z0QDQ0g4lra03GF5+EuZCb4aZo3P29uiLubN3U89XQu6R+bbnnRq2uPhkm1LaHA+D0sas2NR0J1vmafusnjfoVXbf2G1OifE2mU1fH7Ni4Q+ITYsEnGEEEIIIYQQQog7gqMpvheLd7t23PHRS0tZ91Uwa/yIvS2IVuvtDr15tm1eeGGNtqelyUp32mXpyKRZJTn6FV7OmB2Lgm6DZR7vfbkmnRNi7bIKPr+EEKIeffqsM06/ache9vYf+u+ves4Fdt3J3cd7lYQQQgghhBBCrHTx/XjNyF7K6x7HWePHxKFR2J64HFvUREllcmVWuMFrrCpW63qtdueEWLus4mNeCLHxKHQ3FOuBciWx7Qcn/IffhRBCCCGEEGK5TE5O2kte8hK76KKL7D73uY9deeWVGkyxNsgcGjgxGiKHxrpzTlTOPDU4q9pbPSLP/z5h25L7AwkhhBCrDTlxhBBCCCGEEEI05A1veINdddVV9qEPfcj27NljV1xxhe3cudMuueQSjZhY9cihscGQc0IIIcQ6RSKOEEIIIYQQQog5jI2N2Sc/+Ul773vfa3e9613959e//rV99KMflYgj1gbqbSGEEEKIdYDi1IQQQgghhBBCzOHqq6+2SqVid7/73Wu3XXjhhfaTn/zEkkTRzWLtOTSSE7Zbum2zmpMLIYQQYk0hJ44QQgghhBBCiDns37/f+vr6rLm5uXbb5s2bvU/O4OCg9ff3LzhqcRz5z1IoleJZ/4qVQeO68mhMjw0aV43rWkLHq8Z1LaHjdW2Pq0QcIYQQQgghhBBzGB8fnyXgQP731NTUEUesv7/DomU2FO/ubtMeOQZoXDWmawUdqxrXtYSOV43rWkLH69ocV4k4QgghhBBCCCHm0NLSMkesyf9ubW094ogdOjS6LCcOF8FDQ+NWrSqybaXQuK48GtNjg8ZV47qW0PGqcV1L6Hi948a1r69jxV9HIo4QQgghhBBCiDls27bNBgYGvC9OuVyuRawh4HR3dx9xxJIk9Z/lwEVwpSIRZ6XRuK48GtNjg8ZV47qW0PGqcV1L6Hhdm+MqEWedcf1J3fbUN93ffx/sbjneqyOEEEIIIYRYo5x99tku3vz4xz+2iy66yG/7wQ9+YOeee67FsXrWCCGEEEIIcUegM+91xnRTbPs3tfkPvwshhBBCCCHEcmhra7PHPvax9opXvMJ++tOf2le+8hW78sor7dJLL9WACiGEEEIIcQchJ44QQgghhBBCiIa8+MUvdhHnaU97mnV2dtpznvMce+hDH6rREkIIIYQQ4g5CIo4QQgghhBBCiHndOK9//ev9RwghhBBCCHHHo7ytdcadrxu0/7j8C/7D70IIIYQQQgghhBBCCCGEWJvIibMOidPjvQZCCCGEEEIIIYQQQgghhDha5MQRQgghhBBCCCGEEEIIIYRYhUjEEUIIIYQQQgghhBBCCCGEWIVs2Di1yclJe+UrX2lf+tKXrLW11S6//HL/ETOk1dRuvvnmJQ3JSSedYuXyhj2shBBCCCGEEEIIIYQQQogVY8NW29/whjfYVVddZR/60Idsz549dsUVV9jOnTvtkksuOd6rtmqYGJiwV37jr613Z9/iHn9owt75+PfYaafd6ZivmxBCCCGEEEIIIYQQQgix3tmQIs7Y2Jh98pOftPe+971217ve1X9+/etf20c/+lGJOHW09Ldax/aO47OjhBBCCCGEEEIIIYQQQogNzIYUca6++mqrVCp297vfvXbbhRdeaO9+97stSRKLY7UKuqPi10ARbEIIIYQQQgghhBBCCCHEXDakiLN//37r6+uz5ubm2m2bN2/2PjmDg4PW399/xGXEceQ/dzSlUhCYJg+NN7x/8tDErN/HOsf896nDk2bTZmNt4e/FsNTnDN142P7qVy+0rs1di3+NoSl75cNfYyeddLIdLxjTAwdabWRkwqrV5Litx3pB46kxXe3oGNV4rnZ0jGo8F+L00xVbK4QQQgghhBAbiQ0p4oyPj88ScCD/e2pqalHL2LSp044X3d1n2Pde/735H/DO8M977rA1EkIIIYQQQojZbNmy+Mld9fT1KdL5WKBx1ZiuFXSsalzXEjpeNa5rCR2va3NcN2RuWEtLyxyxJv+7tbX1OK2VEEIIIYQQQgghhBBCCCHEBhdxtm3bZgMDA94XpxixhoDT3d19XNdNCCGEEEIIIYQQQgghhBBiw4o4Z599tpXLZfvxj39cu+0HP/iBnXvuuRbHG3JIhBBCCCGEEEIIIYQQQgixytiQikVbW5s99rGPtVe84hX205/+1L7yla/YlVdeaZdeeunxXjUhhBBCCCGEEEIIIYQQQggnStM0tQ3I+Pi4izhf+tKXrLOz057+9KfbZZdddrxXSwghhBBCCCGEEEIIIYQQYmOLOEIIIYQQQgghhBBCCCGEEKuZDRmnJoQQQgghhBBCCCGEEEIIsdqRiCOEEEIIIYQQQgghhBBCCLEKkYgjhBBCCCGEEEIIIYQQQgixCpGIs4aYnJy0l7zkJXbRRRfZfe5zH7vyyiuP9yqtC6ampuyRj3ykffe73z3eq7Lm2bt3r/35n/+5/cZv/Ibd9773tde97nV+3IrlcdNNN9nTn/50u/vd724PeMAD7H3ve5+GcoX44z/+Y3vRi16k8TxKvvzlL9ud73znWT98Boij+0565Stfafe4xz3sXve6l73lLW8xtS9cHp/5zGfmHJ/8nHXWWTpEhViF6Fpn5c+/X/Oa18z5DPzIRz5Se+6//du/2cUXX2znnXeePfvZz7ZDhw6t0N5c3+c4v/jFL+yJT3yij9vjH/94u+qqq2Y9V+O6vO/lP/3TP51z31e/+tXa8z/4wQ/6Mc61EXWR8fFx2+g0qmXccsstdtlll9n5559vD3/4w+1//ud/Zj3nW9/6lj+H4/fSSy/1xxfRODce1x//+Mf2e7/3e378PexhD7NPfvKTs8bt0Y9+9Jzj95prrvH7OJd/05veZL/5m7/pn9VveMMbLEkS22g0Gtej+Z7SuDYeV+ocjT5reb/nUFeuv390dNTv2+jnY3sXOK867p+vqVgzvOpVr0of9ahHpVdddVX6pS99Kb373e+e/sd//MfxXq01zcTERPrsZz87PfPMM9PvfOc7x3t11jRJkqRPetKT0mc84xnpNddck37/+99PH/KQh6R/+7d/e7xXbU1SrVbThz70oenznve89IYbbki/9rWvpRdccEH6r//6r8d71dY8//Zv/+bv+SuuuOJ4r8qa513velf6zGc+M923b1/t5/Dhw8d7tdY0L33pS/29/5Of/CT91re+ld7znvdM/+mf/ul4r9aaZHx8fNaxuWfPHv9eeu1rX3u8V00I0QBd66z8+fdll12Wvuc975n1WTg2Nub38T1zt7vdLf2Xf/mX9Je//GX61Kc+Nf3jP/5jHZtHOMcZHR1N733ve/sYX3vttemrX/3q9F73upffrnE9uu9lfv/c5z436zGTk5N+3xe+8IX0wgsvTP/rv/7Lj92HP/zh6Stf+coNfbw2qmXwmUDNiGtIjs93v/vd6XnnnZfu3r3b7+ff888/P33/+9/vnxl/8Rd/kT7ykY/054HGufG4cixedNFF6Zvf/Ga/Nud68txzz02/+tWv+v2VSsX//t73vjfr+J2envb7Ge/73//+/hn97W9/O73Pfe6Tvu9970s3EvPV3o7me0rj2nhch4aGZo3nj370o/Scc85Jv/zlL/v9t99+uz/+5ptvnvW4/HNgI5+PJQucV62Gz1eJOGsETgr5Uih+2L3zne/0DzGxPH7961+nj370o/1NKBHn6OFDjHHcv39/7bbPf/7zfoIils7evXv9Q394eLh2G1/OL3/5yzWcR8HAwEB6v/vdL3384x8vEWcF4ASGixmxcsfnXe5yl/S73/1u7TYual70ohdpiFcATrQvvvjiWkFICLF60LXOsTn/vu9975t+4xvfaPjcF7zgBbPOhSio3/nOd/aijpj/HOeTn/xk+qAHPahWlOFfCjyf/vSnNa5H8b3Mz9lnn51ef/31DR/7lKc8JX3b295W+5vCGsXdvNi70ZivlsEEIIqIuagIT3va02pj99a3vnVWDYnxo0CbP3+jj/N84/qxj30sveSSS+ZMvHruc5/rv994443pWWed5QX1RiDg5J8R8NnPfjZ94AMfmG4UFqq9Hc33lMZ1cTXNyy+/PH3+859f+/ub3/ymT0ZoxEY/H7t2gfOq1fD5qji1NcLVV19tlUrFLVc5F154of3kJz/ZkDbMleB73/ue3fOe97SPf/zjx3tV1gVbtmzxuK/NmzfPun1kZOS4rdNaZuvWrfbWt77VOjs73Sb8gx/8wL7//e+7pVMsn9e//vX2mMc8xu50pztpGFeA6667zk455RSN5QrB+5z3fPF9TvQfFm5xdAwODtp73/tee97znmfNzc0aTiFWGbrWWfnzb36IBJnve5rrSKJScnbs2GE7d+7028X85ziMD9fhURT53/x7wQUXeNSSxnX538vXX3+9j+WJJ54457HVatV+9rOfzTpeibKZnp72z46NyHy1DI7Pu9zlLtbe3l67jeN1vuOzra3N7nrXu/r9Guf5xzWPVKonr3Vce+21/hna0tIy5zF8Dt92220elVzcJ7t377Z9+/bZRh7Xo/me0rgurqb57W9/2+tIz33uc2u3cbyeeuqpDR+/0c/HtixwXrUaPl/LR7l94g5i//791tfXN6vwwEFFLh8nQP39/doXS+QpT3mKxmwF6e7u9pObHD7gyTIl91UcHQ960INsz5499sAHPtDzd8Xy4ATmf//3f+3zn/+8veIVr9AwHiWIizfccIPnwL7nPe/xE5NLLrnE82NVJF8eZOaecMIJ9tnPftbe/e53+0nd7/zO73hGfBxr3s3R8E//9E8ujnOMCiFWH7rWWfnzb0QIiuJ8n3z961+33t5e+8M//EN73OMe54+leMjnYpFNmzbZ7bffbhudhc5xOFbrJwMxbr/+9a/9d43r8r6XEXGYyPLCF77QC5Pbt2+35zznOXb/+9/fhoaGvO5RPF7L5bIf0xv1eJ2vlsHxudD7eqH7Nc7zj+uuXbv8J+fgwYP27//+736MAp+3TU1N9sxnPtN7ZFEg51i+293u5mMOxXHPC8SMe/3+2EjjejTfUxrXxdU0//Ef/9HHEwGsOO70YvmDP/gD/647++yzvT8Lx+1GPx/rXuC8ajV8vqoisEbgDVZfFMv/pomVEKuNN77xjd708y//8i+P96qsed72trf5ic0vf/lLzchfJnxhvvzlL7eXvexl1traurI7aIOCsJh/N+Eau+KKK1wgo1GnWB5jY2N200032T//8z/7e50x/fCHP+wNEMXRFeNoPvvUpz5VwyjEKkXXOit//p07G0477TQv4jzxiU+0l770pfblL3/ZHzsxMdHw+lLXlguf48x3rObjpnFd3vcyxytjRxNtZkEj3jCJhZnL3J6Ps47XhTnS8bnQ/RrnxcE4Id5Q2P7d3/1dv41C+OHDh/1zls/b008/3Z72tKe5A6fRuKqWN/O+X+73lMZ1cRMEv/Od77hYUz/uHK98xr7rXe/y+shll13mbhOdj81/XrUaPl/lxFkjYMus37H53ypIitX4QfehD33I/u7v/s7OPPPM4706a55zzz23JkQ8//nP91k9cjosjXe84x12zjnnzJpVIY4OHCPf/e53raenx0++mcHDTJUXvOAF9uIXv9hKpZKGeIkwG4eT5ze/+c0+vnkhidmql19+ucZzmVAAInLhEY94hMZQiFWKrnVW/vz7jDPOcBc3szzhrLPOshtvvNG/Ux7ykIfMO+bEf2x0FjrHIfK00bjl1+Qa1+V9Lz/rWc/yQiNjnh+vP//5z+0Tn/hEbVKgjtcjw/HHbPmlHp/MPs+jwDTO8zM6OurHKp+lH/vYx2qfl69+9au9SIubDEh9+OEPf2if+9zn7F73uldtXOvHeKN/3j72sY9d9vdUUQjTuDbmi1/8on9/1btH3//+93viQ0dHh//9pje9yYXzr371qzofW+C8ajV8vsqJs0bYtm2bDQwMeDZhDlYtDhYOCCFWC5zAfOADH/APPEV/LZ8DBw7YV77ylVm38eXLl636DC0d7O6MJ9mu/DCbkp9i1qtYOpxw55nwwKwzxEZm9ojlZfBygpcLOICtnVl8Yvl84xvf8PzhvDAkhFh96Fpn5c+/+X7OC2M5zHameJ6POeebRfib7yIx/zkO49No3PKIFI3r8r6XiY2t/57Oj1f2BedHxXGnLkIxTcfrbOY7/hZzfGqcF4Zr8Kc//ekenUhht9jHhYlYuYADubuE45cxhzz+q/j7Rj9+j+Z7SuO6uM/aBz/4wXNuRwDLBRzg85W4wPx4Ve3ZGp5XrYbPV4k4awTUU74Y8oZJeQNkZugrJ1+sJrcDMUBvectbNOP5KLn11lvtz/7sz2onMEC+Lhmk6z2H9FhAJBWiDb1G+KHPED/8LpZ/UkgjRWzDOUT+cYKiY3R5nHfeeV4gIpKhaHcvijpi6fz0pz/1ptNCiNWLrnVW/vz77//+7z0epQjNcymQ5d85XE/mMGGAH27f6Cx0jkMT4x/96EceCQb8y4z7fNw0rsv7Xn7Ri17kTu5Gxyv1DuoexeOVugj1EWbuixk4/nAw5dE9wLjNd3xyjBMVxO0a5/nBice1OdfoXFfidCyCi4zP4uLjf/WrX/nxS2F3586ds8ad37ltI/TDWYij+Z7SuC4M3024Hus/a7n94osvts985jNzIr0Zd52P2bznVavh81UizhoBexVWQ2yZnPQwo/zKK6+0Sy+99HivmhC15mjkaf7RH/2RX9wwuyT/EUuHD/i73vWu3mDu2muvtf/+7//2WQB/8id/ouFcBhTBTz755NoPM0/44XexPHAxMZvkr//6r11o4BglK/4Zz3iGhnSZcOL8gAc8wIsYXMBQRCIf+slPfrLG9ChgxmR9jIAQYnWha52VP/8moub73/++x6bcfPPNHv3D5JU8npPvFqJ+6E3Cdw5xvXwHnXjiibbRWegc55JLLvEGxa997Wv9HJ1/KdT89m//tj9X47q872UmV+UTrigmUkSj2JX3zaGBN8cydRDqIdRFnvSkJ234OKp6iPujgTnnkowz55GM1xOe8AS///GPf7yLjtzO/TyOGfiIlhrn+fnUpz7lEYuvec1rPAkn/5zNo5U4fulh+Z//+Z/+mfGqV73KhoeHvaF8/rlAZBXL4IfoZNXy7Ki/pzSu87N7926P/6v/rMX9xBi+/e1v92ORzwHGdfv27R6pttHPx65b4LxqVXy+pmLNMDY2lr7whS9Mzz///PQ+97lP+oEPfOB4r9K64cwzz0y/853vHO/VWNO85z3v8XFs9COWx+23354++9nPTi+44IL03ve+d/oP//APaZIkGs4V4IorrvAfcXRcc8016WWXXebfSxyjb3/723WMHiVDQ0PpC17wAh/T3/qt39KYrgDnnntu+vWvf30lFiWEOIboWmflz7+//OUvp4961KP8c/CSSy5Jv/jFL856/qc//en0/ve/v3/ncM556NChFdqb6/sc5yc/+Un62Mc+1sf1CU94Qvrzn/981nM1rsv7Xv7EJz6RPvShD03POeec9HGPe1z6ve99b87xzrnRhRdemL74xS9OJyYmVmBPr79axo033pj+/u//vo/jIx7xiPSb3/zmrMd/7Wtf83G+293ulj7taU9Lb7755ln3a5znjuvll1/e8HP2qU99qt/PZwPX6g94wAN83Bn/X/3qV7UxrVQq6d/8zd+kF110UXrPe94zfeMb37hhr5nqj9ej+Z7SuM4/rj/+8Y/9tsnJyTn7gM/O173udf7ddt5556XPfOYz0z179tTu38jnY+85wnnV8f58jfjfsVKwhBBCCCGEEEIIIYQQQgghxPJQnJoQQgghhBBCCCGEEEIIIcQqRCKOEEIIIYQQQgghhBBCCCHEKkQijhBCCCGEEEIIIYQQQgghxCpEIo4QQgghhBBCCCGEEEIIIcQqRCKOEEIIIYQQQgghhBBCCCHEKkQijhBCCCGEEEIIIYQQQgghxCpEIo4QQgghhBBCCCGEEEIIIcQqRCKOEEIIIYQQQgghhBBCCCHEKkQijhBCrEEqlYp96EMfst/5nd+xu9/97vabv/mbdvnll9t3vvMd24h897vftTvf+c526623HrPX+MxnPuOvUfw5++yz7R73uIf94R/+of3iF79Y0vL27Nlj//7v/177+0EPepC9/e1vPwZrLoQQQgghxPplZGTEzjvvPLvXve5l09PTR3z82NiYffSjH639/aIXvcj+4A/+YFGvtZTHHq/rlsWQpqn9y7/8ix08eHDWtc5y+OAHP2ivec1r7HjCurMNi+Fv/uZvfJ2FEGItUT7eKyCEEGJpTE5Oumhw22232Z//+Z+7iDMxMWGf/vSn/fY3vOEN9qhHPWpDDStj8D//8z/W399/zF+L18mpVqt2ww03+IXA05/+dPvKV75iHR0di1rOFVdcYSeccII94hGP8L8/9alPWUtLyzFbbyGEEEIIIdYjTIzatGmT7d+/37785S/bwx/+8AUff+WVV3rB//d///f977/6q7/y8/qNxPe//30XpP7zP//zqJZz8803+3h+/vOft7XCn/3Zn/k12AMf+EA7+eSTj/fqCCHEopATRwgh1hh///d/b7/61a/sYx/7mD3ucY+zU045xc466yy/+HjsYx/rs6BGR0dtI9Hc3GxbtmyxUql0zF+L18l/tm/fbr/1W79lL3vZy+zQoUNH5YRCgFqsACSEEEIIIYQIMJntvve9r6cT/PM///OiXChFurq6rLe3d0MNZ/0YLJd3vvOdLoj09PTYWqG7u9se+chH+roLIcRaQSKOEEKsIYgH4CKFGLUdO3bMuf///J//Y+9973uttbXV/x4cHLRXvvKVdv/739/udre72e/93u+5hT+H+K7LLrvM3vGOd3j8AI4WBAlcPs985jM9luAhD3mIfe1rX5sV+/Wud73LnScsk/s/+clP1u5nVhu3ISZdeOGF9qxnPctvv+666+yP/uiP/DXuc5/72POe9zyfLZdz4403+jJ5Do/hd8SqnP/+7//27WadEE6YOXb48OGGsQQ4k9761rfagx/8YDv33HPtMY95jH3xi1+cs475v+ecc44v+wc/+MGy9kvuoCmXg8E1SRJ7z3veYw972MN82RdccIE94xnP8JlqQATD9773PY8wYDwbxakx5k960pNq4/W6173Ot0sIIYQQQghhtWuMn/zkJ3bve9/bHvrQh/p1AU754rXL61//enfn3POe9/TzcK59du/eXbt+qI9Iu+mmm+xP//RP/bqE5zz3uc+txY7Vs3fvXvvLv/xLu+iii/yxf/Inf+LXNUfD8PCwvfSlL3VRinW49NJL7Wc/+9mca7h//Md/tPvd735+vfPUpz7VxyKHCWbF9XrTm97ky+G5jBG/A9dLxRgyfr/44ot9mVwfMbbzwbbjgvrt3/5t//vDH/6wR03nriauiXhtritzuL5j3LnehM9+9rP26Ec/2q8r8+vM/PnsGx7LdRX7l3UlOu/222/3/cN1Ettf7wIaHx/3CY48h+1gouOXvvSlWY/hePh//+//+TYIIcRaQCKOEEKsIW655RYXZhAFGrFt2zY/AcaRwskvfXL+93//1974xjf6CfmZZ57p4shPf/rT2nO4nwsdcqH/+q//2j7+8Y/bE57wBD8Z5zmnn366X9gUZ2txcs1JMyfdxBAg/HASnINYsW/fPr+fiwdOjp/ylKe4XZ3YsHe/+91+Av67v/u7nkkNXByx/ohUiEJxHLvVPb8I4ffHP/7x/jpceBEBQHRcI1gWr83Fz7/+67/6hchf/MVfeNxZDhcOzNRjbBBT2tra5mznYvcJy9i5c6dftMD//b//197//vf78hCPmOXFxdzf/u3f+v1cPDF+jDHjUQ8xEFyYPOABD/B9gBDHdrNdQgghhBBCiADn0u3t7V7MZ3JWU1PTHDfORz7yEb/Oed/73ufXMVwj4agnJrl+YtzQ0JBf30xNTXkP0g984AN+bcNkuXq4jsnFH14DEaOvr88nYi1XHOBahIlvXGMgXnziE5+w888/35785CfP6sHJNRwT0BBySGhAZOKaIRdPEE4Qo9hm4s5+/OMf+yQy4DoknzzGdVcxfo7Xe8tb3uLXZKQdNNru4iQ7XC1cfwLxZIzfVVdd5X///Oc/90l3rGsuzPCcu971rj7u9KXheo1rQq7ZuF7jGiq/ZsrhWo19wSQ9JisyOW5gYMDHnJQKntMouYKx4RqKY4Nr0mIfIsQd3Fdf//rXl7WfhBDijkY9cYQQYg2RO08WY1fnooQTZ2YmId4AJ/bM4uJEl5Pb/CSf2zs7O+3UU091QYJZX8xYAi4YvvrVr7prZuvWrX4bzpBcYDnttNN8hhYn1sULABw4J554ov/OCTcXSlw85XAbr/OFL3zBZ3lxcYQbiD4xXHzRZ+b666/39eMiiAsphBLu5wchqFF2NTPQyHbmfkQQeM5znmNXX32134agk7ua2O6zzz7b/6af0LOf/exZ29kILnpyWAbrmjtluICEk046yWf8cSEDrO8ll1zi2wpcMPA8LkIa9fHhgoOL0NzFxH7hgo71u/baa+1Od7rTEfe/EEIIIYQQ65lKpeLFfxwcnFfzw3k5k7mY/JS75Ukl4Dojh3N2Jr0Rj1wPRX+iqREy8msuEgZwnHA9UoTbEC24fsod+a997Wvd6YIYwjXIUiGeGcGFf/OIN7blhz/8oU8UywUOtp0Jbfk6krjAegBiDZP2/uM//sOv1fJrrzwBAHEmfx7XInmKQ77+TOIDJv9xzYdARM+heljPM844o/b3rl27/LqT61DSE771rW/52H/zm9/061LEHtIGWA+ubUiQwEGU9yYiJpwJi2wHvV9zmAyYX/984xvfsF//+tc+6Y1rLuA6LL92Ba4rianmWhSRCXGIyXb119As80c/+pE98YlPXPJ+EkKIOxqJOEIIsYbIC/6c3B6Ja665xvOdcwEHoihySz0n1jmckCPgFC9q8hNiyE/qixct2OLrhY1i5Fp+Ep7DrDFOtosCCExOTtZs/8yOQrhhJtlv/MZveK41WcU4chBa+J14Ai62sMYj0CB01JNHsBE9UIQTdy7GiuQXKMBY5cLMQnBRCFzMcDHEv8xQ46IlhwsThC2EMlxO/CC+4DRaDOw7sqWLMCb5fRJxhBBCCCHERgdXx4EDB2adN/M7E9AQMPLC/lKa13OuzXVMseBP/1F+6uEah0l2uRu/0TXOUkHsQODIJ4PlcC3GcnM2b948ax25lsmvY1gv7ssFnPzxTAw7EsVrOAQQmC/SmbGvF3e4DkK8YfIZ4g3JA7hmEKXYDwg/eT9Rnl9/zcY1D9vBZL582cX9x/5h24rXq1wrFoUonExcNxLBjXDEteOjHvWo2vVe8dqadRBCiLWARBwhhFhDMJuIE3BmYhVdLzlcLDB76sUvfvG8sWDcns8UAxwh9SCcLETx+YBbpv45xRNp7sd18/KXv3zOsvKTaWZg4VbhYuzb3/62ve1tb7N/+Id/cNGEbX7zm9/sFwNY3rkweMELXuAn/TiAFkP9duez0Bo9biHyiwj+JeKAmVvMUsPmT3xC7qQhQu1xj3ucXzyQWY07iNl6i13XehhDqN8GIYQQQgghNiJ5L5c8IaAIkWq5iFO8LjkSSznX5vwcYYRrlnpyh/5SYZlMsCv2qWl07dLoOiYHl1F+7bBUeO5ir4+4/qtPRkDEIfUBcQSXy6te9SrvYYM7iVQF0hkQxOYTTxpd8xT3H5MSG21b8fFMHOSaEhGJ60quJ9lHRMtxbZbDuh/pulcIIVYL+rQSQog1BCeZ9KvhpD5vBlmEE1Pi0ojvogkkTTGZrVQ8ASc7+WidHMXGmoCodJe73GXex2OzR2Ai+xjxgx9mUOG8Yf1ws3CCz6wrotWw0BONQLQZcQC4Wngss8nyJp78zYyu+iajbDewnUXIYl5pBwt9dGgSykUI659DbBuC0yte8QrPeCbHmp44i+23wzYwpvXrX+8eEkIIIYQQYiPCNQCFeq4dKNIXf+ijiYBQvA4qghAwH1wvcN7OdVTRHUPxHzGiCIkHe/bs8Ulp+TUOQgWTz+jfuRxYJr1DuS7Kl8kP0WNMClsMiCSsf9ENhBuGHjmLGYPFQkICjpoiOF+4zuN6CCcNzh7GjmuzL33pS7VINybp8dPomo1JhkWnTRFcN2wbKQ857C/GLIfJgCz3wQ9+sMd506OUyZD8W4R1XyhGWwghVhMScYQQYo2BNZyTYbKBuUgh85fMY9w3/P3qV7/aZ36RB81J7vOe9zwXQjiJR2jgYuZpT3vaUa0DjpKPfvSjfsKMcEQmMQ0m54N15WT7+c9/vvem4Yf4NMQgLlQ40SeOjZPsX/7yl97Ik9lznMCfc845PhuNmDXEHS4+2AbyqhmH3P2Sg8hB/AD9blgmUWbveMc7/KKHJqYrDRdJbDvr81//9V9+G2IVM7+IUCMK4O/+7u/8oqUYSUdO8+7du+dcDALL4/E0XmX9iYRgv7JdEnGEEEIIIcRGhwlf9IUhOovrieIP10tMfuN6ohFcKxGDxnl2fZQysVtcm+D655rlqquu8jQBlouLpMijH/1ofyz9W5h0xvXWi170Ik8OyCeWzQciD48r/nCdQ6Q013BcKzFhjdvo+cIkvsVeBxB9TU+aF77whR5fxnZwHTY+Pl4Tb3KnEPfRA2g5INgQZV10xrB8Yq8//vGP11wvF1xwgU9m45oRYSWHNIOPfOQjfp3HdtLLles2JsHVR5/Nt21cT/J70VHDtST7DBcO11uIN4htxWhv1pltZxuEEGItIBFHCCHWGLg/ONllhhkzsh7zmMfYM5/5TNu3b599+MMf9kiy3Ap/5ZVXukOGiAEez4ylD37wg+4MORqICeMknIucz33uc94bhqaV88HMJ9aZC4QnP/nJ3sASgYbmnGQRY39nWzj5xmlDljWRaThumIXFBcvb3/52v5AhFoFlsH35c+qh983FF19sf/VXf+UXV4ggPD8fm5XmWc96lruEEI6YBUaTUbKjGXO2FdGJ+5gxyAVE3nyU21m/+hiChz3sYb4NZHkzxlyEMCaMsxBCCCGEEBsdRI173etes/q+5HD9wLUAQs/Y2Nic+x/60Ie6i4TzcPrH1F9rEQeGQMT5OpOrcOc0Og9HaOAah0llCBIkJuzdu9evwY4kuCD2IEAVf1jf/BqOiWz03WQdEXwQN4pRYEeCax9EJ66tmMCHWIFLKI/SRpTi+o3XQHBZDrhquPapH0MmnjF5Le+jSvQbMdiMV7F/EBPsrrjiCo/H5lqHfqKMw0te8pJ5X5NrPyKt2e88n+tgnpv3jgWunRgrhDiuq1guIhbXzTmsM9em9b2HhBBitRKli812EUIIIbKTdUSc5zznORoPIYQQQgghhFhFEBOGM4hkhly0yUUVBI68V9BKQOoDbqSXvexltpYgoWJoaMijsYUQYi0gJ44QQgghhBBCCCGEEOsAUg6IY6M3DzFlRDwj3uCIud/97reir0XiA+kB9b1xVjP0B/rCF77gPUyFEGKtIBFHCCGEEEIIIYQQQoh1QHd3t7373e/2njG4bugxc+DAgVqU9Upy6qmnepQccW9rhXe+852+zqy7EEKsFRSnJoQQQgghhBBCCCGEEEIIsQqRE0cIIYQQQgghhBBCCCGEEGIVIhFHCCGEEEIIIYQQQgghhBBiFSIRRwghhBBCCCGEEEIIIYQQYhUiEUcIIYQQQgghhBBCCCGEEGIVIhFHCCGEEEIIIYQQQgghhBBiFSIRRwghhBBCCCGEEEIIIYQQYhUiEUcIIYQQQgghhBBCCCGEEGIVIhFHCCGEEEIIIYQQQgghhBDCVh//HzElfDFwjqarAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualizing length distributions\n", + "fig, axes = plt.subplots(2, 2, figsize = (20,15))\n", + "\n", + "#Article Length Distribution\n", + "axes[0, 0].hist(article_lengths, bins= 50, edgecolor= 'black', alpha = 0.7)\n", + "axes[0, 0].set_xlabel('Number of Words')\n", + "axes[0, 0].set_ylabel('Frequency')\n", + "axes[0, 0].set_title('Article Length Distribution')\n", + "axes[0, 0].axvline(np.mean(article_lengths), color='red', linestyle='--', \n", + " label=f'Mean: {np.mean(article_lengths):.0f}')\n", + "axes[0, 0].legend()\n", + "\n", + "# Summary length distribution\n", + "axes[0, 1].hist(summary_lengths, bins=50, edgecolor='black', alpha=0.7, color='orange')\n", + "axes[0, 1].set_xlabel('Number of Words')\n", + "axes[0, 1].set_ylabel('Frequency')\n", + "axes[0, 1].set_title('Summary Length Distribution')\n", + "axes[0, 1].axvline(np.mean(summary_lengths), color='red', linestyle='--',\n", + " label=f'Mean: {np.mean(summary_lengths):.0f}')\n", + "axes[0, 1].legend()\n", + "\n", + "# Compression ratio distribution\n", + "axes[1, 0].hist(df['Compression Ratio'], bins=50, edgecolor='black', \n", + " alpha=0.7, color='green')\n", + "axes[1, 0].set_xlabel('Compression Ratio')\n", + "axes[1, 0].set_ylabel('Frequency')\n", + "axes[1, 0].set_title('Compression Ratio Distribution')\n", + "axes[1, 0].axvline(np.mean(df['Compression Ratio']), color='red', \n", + " linestyle='--', label=f'Mean: {np.mean(df[\"Compression Ratio\"]):.2f}')\n", + "axes[1, 0].legend()\n", + "\n", + "# Scatter plot\n", + "axes[1, 1].scatter(article_lengths, summary_lengths, alpha=0.3)\n", + "axes[1, 1].set_xlabel('Article Length (words)')\n", + "axes[1, 1].set_ylabel('Summary Length (words)')\n", + "axes[1, 1].set_title('Article vs Summary Length')\n", + "\n", + "# Add trend line\n", + "z = np.polyfit(article_lengths, summary_lengths, 1)\n", + "p = np.poly1d(z)\n", + "axes[1, 1].plot(article_lengths, p(article_lengths), \"r--\", alpha=0.8, \n", + " label=f'Trend: y={z[0]:.3f}x+{z[1]:.1f}')\n", + "axes[1, 1].legend()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "f4fee5cb-838d-4d4f-bc2e-6fee3fbf136f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "======================================================================\n", + "KEY INSIGHTS:\n", + "======================================================================\n", + "1. Average article length: 680 words\n", + "2. Average summary length: 55 words\n", + "3. Average compression ratio: 10.06%\n", + "4. Ideal summary should be: 10% of original\n", + "5. Most articles are: 610 words (median)\n", + "======================================================================\n" + ] + } + ], + "source": [ + "\n", + "# Cell 6: Key Insights\n", + "print(\"\\n\" + \"=\" * 70)\n", + "print(\"KEY INSIGHTS:\")\n", + "print(\"=\" * 70)\n", + "print(f\"1. Average article length: {np.mean(article_lengths):.0f} words\")\n", + "print(f\"2. Average summary length: {np.mean(summary_lengths):.0f} words\")\n", + "print(f\"3. Average compression ratio: {np.mean(df['Compression Ratio']):.2%}\")\n", + "print(f\"4. Ideal summary should be: {np.mean(df['Compression Ratio'])*100:.0f}% of original\")\n", + "print(f\"5. Most articles are: {np.median(article_lengths):.0f} words (median)\")\n", + "print(\"=\" * 70)\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Workshop2", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}