{ "cells": [ { "cell_type": "markdown", "id": "efef8642", "metadata": {}, "source": [ "> Seaborn is a library for making statistical graphics in Python. It builds on top of [matplotlib](https://matplotlib.org/) and integrates closely with [pandas](https://pandas.pydata.org/) data structures.\n", ">\n", "> \n", ">\n", "> ——[An introduction to seaborn — seaborn 0.13.2 documentation (pydata.org)](https://seaborn.pydata.org/tutorial/introduction.html)\n", "\n", "# 一个简单的例子\n", "\n", "## 完整代码即效果一览" ] }, { "cell_type": "code", "execution_count": 1, "id": "a19be5e9-2d61-4061-809c-c11a72136f14", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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BB5k0aRLvv/8+TzzxBHfffTfFxcUAGIbBvffeS0pKCnfccQelpaX83//9H88//zzvvvsu06ZN4y9/+UttGU455RQ++eSTJgURID0SQohWll/qIxiO1NvuC4QpLPPSr1dsB5RKCCGE6NwmT57Mz3/+c7Zt28b06dO56qqr+O9//1vbu5CWlkZSUhImk4m0tDQqKysB+Prrr3nooYcAyMzMZNSoUWzYsAGA1157jaqqKj7//HMANmzYQF5eHtdccw0AkUiE6Ojo2jKMGjWqWWWWQEII0aqsZq3RfRZL4/uEEEKInmzcuHF8+OGHfPnllyxcuJD58+cDYDaba99jMtV/dDcMo95rXdcBGDNmDEOHDuWhhx7iiSeeQNd1xo4dyzPPPANAIBCgurq69lir1dqsMsvQJiFEq0qPd5CV4q63fVCvWFLjHB1QIiGEEKLz+9Of/sSCBQuYO3cuv/vd79i6dWuTjps0aRJvvfUWAIcOHWLt2rWMHj0agMGDB3PjjTeya9cuvvjiC0aNGsX69evZt28fAE8//TR/+tOfTrjMEkgIIVqVxaTy84tGMWFoMgCKApOHp/CjC4ZjVpUOLp0QQgjROV199dV8+umnnH/++dx8883cd999TTrunnvu4euvv+bcc8/lpz/9KQ899BBJSUm1+y0WC/fffz+///3vcTgc/OEPf+DWW2/l3HPPZcuWLdx5550nXGbF+H5/SCdXUuIhEulSRW6WxEQ3RUVVHV2MdtcT693d6xwByj1BAOJcltrt3b3eDWntOicm1u/xaQq5f3Y/PbHO0DPr3RPrDK1b7xO9d4rGyRwJIUSbUKkbQAghhBCie5GhTUIIIYQQQohmk0BCCCGEEEII0WwSSAghhBBCCCGaTQIJIYQQQgghRLNJICGEEEIIIYRoNgkkhBBCCCGEEM0mgYQQQgghhBAdLDs7m0GDBrF8+fI620877TSys7M7qFTHJoGEEEIIIYQQTRSJGKzeVsDri3aweltBqy70aTab+e1vf4vH42m1c7YlWZBOCCGEEEKIJohEDP7w4rd8syW/dttJw1K4+7qJqKrS4vMnJSUxZcoUHn30UR588ME6+5555hnee+89NE1j6tSp/PrXv0bTtBZfsyWkR0IIIYQQQogmWLujsE4QAfDNlnzW7ihstWvcddddLFu2rM4QpyVLlrB48WLeeecd5s+fz4EDB3jttdda7ZonSgIJIYQQQgghmmBPdnnD23Ma3n4iXC4XDz74YJ0hTt988w1z5szBZrNhMpmYN28eK1eubLVrnigJJIQQQgghhGiCfhkxDW9Pb3j7iZo2bVrtECeASCRS7z3hcLhVr3kiJJAQQgghhBCiCcYOSuKkYSl1tp00LIWxg5Ja/VpHhjgVFhYyadIkPvzwQ/x+P+FwmLfffptJkya1+jWbSyZbCyGEEEII0QSqqnD3dRNZu6OQPTnl9EuPYeygpFaZaP19R4Y4XX/99Zx66qlUVlYyb948wuEwJ598MldddVWrX7O5FMMwWi9nVTsoKfG0apqtziYx0U1RUVVHF6Pd9cR698Q6Q8+sd2vXOTHRfULHyf2z++mJdYaeWe+eWGdo3Xqf6L1TNE6GNgkhRDMZQDAcgdZvgBJCdBKqqqBp8pgkxLHI0CYhhGiiiGGwN9/Dgq/2kFNUzbjBScyakElStK2jiyaEaCW+kM7+/Cq+3VZAIKgzblASAzJjiLLJI5MQ3yefCiGEaKLduVU88srq2tefrz7E15vzuP+GScS7LB1YMiFEa/AGw7z88Q6+3VpQu+3rzfmkxju4/YqxxDnlcy7Ed0mfnRBCNIFuwJuLd9XbXu0Ps21/aQeUSAjR2rYdKK8TRByRV+Llk28OynBGIb5HAgkhhGiCYFgnu9DT4L6cYk+bZOwQQrSfiAELV+xvdP/i1Ycorw61X4GE6AIkkBBCiCawmTWG94tvcF//9JhunQ1JiJ4gHIlQUR1sdL8eMQiF6y8KJkRPJoGEEEI0gQKcf3JfLKa6t81eKS4GZEZ3TKGEEK3GatIYMzCx0f2JMTaiHOZ2LJHoaX7/+99zyy231Nm2bNkyZs6cicfTcI94R5NAQnQbVr2y9v/mcBVaxN9u11aUhv8vupfMBAf333ASl8wcwJQRqfzo/OHcdukYomzycCFEV2cYBqeMSW90mOLlZwzCapLHJgGlX72O78Dmev9vqdtvv53NmzezePFiALxeL/fffz9/+MMfcLlcrXKN1iZZm0S3YCnaSvniF4g971foZge+5a9iiklGG3EWutq2qTmtgSLCOdtQep+EGvahH1yL2uckQpqzTa8r2p9hQEqMnbMnZqKqCrouw5mE6E4yExzcdfU4nluwmaLymsYou9XEVWcOZnjv2A4unegMSr96nfKlb+A/MAxf1pba/9uvHt7iczudTh566CHuvvtuJk2axBNPPMFpp52G3W7n8ssvx+/3ExsbywMPPEBmZiYvvPAC8+fPR1VVRo4cye9///tWqGHzSCAhujxLpBrP6g8IVxRR+u6jmBJ6Edi3HsViI2HgJHR7Sptd26yEqF7xBr5dq3CfVEIwfy+BA5uIm+1CyTyJLrZwvGgiw0CCCCG6IwP6p0bxwA2TyC/1okcMkmLsRNnNcj8XANizhuE/MAz/wS34D24BwJY1rNXOP2XKFKZNm8ZvfvMb9u7dy6uvvsqVV17JM888Q1paGkuXLuW3v/0t//rXv/jnP//J0qVL0TSNBx54gIKCApKTk1utLE0hgYTo8oKqE9fMGzEWPUMwZwd6VSmK2Ub8hb/B34ZBBEDIMOOccimh0lyqvlkAgGPEDEgdJl86QgjRRdlMKr2Tjg4lkfu5OMKeNRxf1tEgomZb6wUSAHfddRennnoqf//738nLy+PQoUPcdNNNtfs9Hg8mk4kxY8Zw0UUXMXPmTK688sp2DyJAAgnRTRiqCc0RVftaMVlQzO2z2rChmlDtUUAOAJozBkORj5YQQgjR3RwZ2vRdZV+90SpDm45wuVxERUWRnp6Ox+MhIyODBQtqGit1Xae4uBiAp59+mvXr1/PVV19xww038Je//IWJEye2WjmaQmYNiS7PrFfjW/4qvl2rUCw2TPEZRHyVlM5/BKuv/sJCrclEEO/XbxDM3oZj6DRM8RlUfT0fJW8Tisy6FkIIIboVe9YwbL2GEXPyJaRe9QC2XsNadWjT9/Xt25eKigpWr14NwNtvv82vfvUrSktLOfvssxk4cCC/+MUvmDp1Kjt27GizcjRGmk1Fl6drNmx9RuHft574C+8CezSVn/4DU0wSEXPbTngOY8E5dg4mVxzmkWfjCPvwb/gEJbG/dIULIYQQ3Yw9a3id3ofW7IloiMVi4W9/+xsPP/wwgUAAl8vFo48+SlxcHJdddhkXXXQRdrud1NRU5s6d26ZlaYhidLGnnZIST7de+Ckx0U1RUVVHF6PdtbTeKjqWYBl+SwIA5kApaBZCpvZJl6aho6MBYFJ0woZ23GPkd91ztHadExPdJ3Sc3D+7n55YZ+iZ9e6JdYbWrfeJ3jtF46RHQnQLEbTaIAIgZI1r1+sfCSKAJgURQgghhBBdncyREEIIIYQQQjSbBBJCCCGEEEKIZpNAQgghhBBCCNFsEkgIIYQQQgghmk0CCSGEEEIIIUSzSSAhRBdjMqlomnx0hRBCCNGxOuRpZPHixVx44YWcddZZPPTQQx1RBCG6nOpAmNU7i/nz/9bxz/e2sCu3Er1rLQMjhBBCiGa48cYbKSgo6OhiNKrd15E4dOgQ9913H2+++Sbx8fFce+21LFmyhOnTp7d3UYToMgLhCC9/soNVW4/eTFZsyuOmC0cwcVAiEk8IIYQQ3c9zzz3X0UU4pnYPJBYtWsTs2bNJSUkB4PHHH8dqtbZ3MYRoc4qiUOUPoUcMouxmlBacK6e4uk4QccTLC7cxJCsWl1XWlhRCCCG6svz8fH71q1/h9XpRVZV7772X2267jZdffpnXXnuNpUuXAlBVVUVZWRnr1q1j48aN/PGPf8Tv9xMbG8sDDzxAZmZmu5W53Z8+Dhw4gNls5vrrr6eoqIgZM2Zw6623tncxhGhTQT3Cii0FvPHZTgIhnakj05g3vR/RDvMJna+0MtDg9mp/mMrqoAQSQgghRBf31ltvceqpp3LDDTfwzTffsGbNmtp9v/rVr/jVr35FMBjkqquuqv3/vffeyzPPPENaWhpLly7lt7/9LS+++GK7lbndnz50XWf16tW88sorOBwOfvrTnzJ//nwuvPDCJh0fH+9q4xJ2vMREd0cXoUN0p3ovWZvNywu31b5etiEXVVW49bIxmE1a7fam1jmx2NvgdptFIzHeSWJC1/pcdKffdVN1hjrL/bN76ol1hp5Z755YZ+g59Z48eTI///nP2bZtG9OnT+eqq67iv//9b5333HvvvUycOJHZs2ezc+dODh06xE033VS73+PxtGuZ2z2QSEhIYPLkycTFxQEwc+ZMNm7c2ORAoqTEQyTSfQeEJya6KSqq6uhitLvuVG9NU1m8+mC97UvX5zD3lL5E22t6JZpT55QYK0P7xLF1X2md7ZfPGogFutTPrjv9rpuqtet8ol+qcv/sftqzzlX+MLuyK/AGQvRNiyYt1t4u122I/K57jtasd2cPSMaNG8eHH37Il19+ycKFC5k/f36d/c8//zwlJSU88sgjAEQiETIyMliwYAFQ01hfXFzcrmVu90BixowZ3HnnnVRWVuJ0Olm6dCkzZ85s72II0WYMwyDWbau33WrW0NQTmylhNWn86PxhrNtZzOI12bgdZs6elMXAzBgMmWkthGhjQT3CM+9uZtv+msYMk6Zw3/WTSI/ruGBCiO7mT3/6E0lJSVx33XWcdNJJzJ07F6fTCcBXX33Fm2++yeuvv46q1iRd7du3LxUVFaxevZrx48fz9ttv8/777/PKK6+0W5nbPZAYNWoUN9xwA1dccQWhUIipU6cyb9689i6GEG0mEjE4ZXQaX6zNrtP6e8npA3DbzCf84B9lM3PqqFROGZmKqiCZmoQQ7Sa/1FcbRACEdYNNe4rJiM+Ue5EQreTqq6/m9ttvZ/78+Wiaxn333cdf/vIXAB5++GHC4TDXXXcdkUgEgCeffJK//e1vPPzwwwQCAVwuF48++mi7lrlDZmhedNFFXHTRRR1xaSHaRWaik/t+OJEl63Mpq/IzfXQ6g3u1vPfAMEBBggghRPsym+ovO+WwmeVeJEQrSk1N5dVXX62zbfbs2QB88sknDR7Tq1cv3nrrrTYvW2Mk1YsQbcGAzAQn15wxEEVR0PVIR5dICCFOWFK0jXOn9eH9ZfsASIyxM7xPXAeXSgjR0SSQEN2K8p0hP4qidPj8gZqhTdJkJ4To2jRV4dwpvRk/OBl/MExavBOnVTv+gUKIbk0CCdFtqEQw5W1CiUkjYrZD3laM1OGENUdHF61Rlf4QFZ4gLruZWJdFYg4hRKdlUhUyEzrv/VQI0f4kkBDdhiVUQennL6KYrZgTM/HtXkPi5fcTdvXq6KLVoxsGH63YxwsfbMUXCGPSVObN6MeM0elYGhiLLIQQQgjR2cgTi+g2/OZY4ub+inB5Pr5dq4g768cE3O23THxz7Mv38PTbG/EFwgCE9Qivf7aLLQfKOrhkQgghhBBN0+RAoqKiot1XyxOiOczhKqrXLARFRbHYqFw5H4uvqKOLVY+qKqzcnNfgvg+W76cbrxcmhBBCiG7kuIHE3r17mTdvHpMnT2bixIlcddVV5ObmtkfZhDgh8effRsKl96M5ozrlnANFUfD4Qg3u8wVCRDpjoYUQQgjRLjweD+eccw7Z2dkdXZTjOm4g8Zvf/IaLL76YDRs2sH79es4880zuueee9iibEM0SMrmxTb2SUPIw/PYUXHNuI2BP6uhi1aPrEaYMT21w3+kTemE+wdWvhRBCCNG1bdiwgcsvv5z9+/d3dFGa5LiBhM/n47LLLsNsNmOxWLj66qspLi5uj7IJ0Wwh1YFh1DyIB7F1cGkaNzAzmlPHZtTZNrxvPOMHJcoCT0IIIUQn98knn/DII480ulDciXrjjTe47777SErqfA2hDTlu1qbMzEzWrl3L2LFjAdi5cycZGRnHOUoIcSx2s8ZPLhzJqWPSKan0E+W0kJHgxCoZm4QQQohO7ZNPPqkdnXNkVekzzzyzVc798MMPt8p52stxA4mCggKuvvpqBg0ahMlkYuvWrSQmJnLuuecC8P7777d5IYXojpx2M70SnfRKdHZ0UYQQQgjRROvWrav3urUCia7muIHEHXfc0R7lEEIIIYQQotMbM2ZMbU/Ekdc9VaOBxJ49e+jXrx9OZ8OtpcOGDWuzQgkhhBBCCNEZHel9WLduHWPGjOmxvRFwjEDiT3/6E//85z+5+OKLSU1NxfjODFCfz8fKlSvbpYBCiNajKMhkbiGEEKKFzjzzzB4dQBzRaCDx6KOPUl5eTr9+/XjllVcwDANFUQiFQlxxxRXtWUYhRAt5g2H25lVxIL+K+CgbAzNjiHNZOrpYQgjRJSiKgqoq6Hqko4sieojFixd3dBGapNFA4vbbb2f58uUoisLkyZNrt2uaxqxZs9qlcEK0J3OoAlUPErAloihg8+UTtMajK+ZWu0Y4YlBQ7iMYjhDRVLR26CHwBnSefX8rG3cfTdvssJm497qJpMR03hS5QgjR0RQFckt9fLutgP15VYwdmMCIfgnEOFrve0GIrqzRQOL5558Hahak++Mf/9huBeqKzOEq4PCCaKFyguYoIsdfokN0IuZQBd4lLxGuKCD2nNuIVJdQNP/PRE27BG3gqa0STBRVBXhuwRZ2Z5cDNVmbfnjOUEb3i0Oh7Rah251bUSeIAPD6w7y/fB83zhnSZtcVQoiu7lCxl9//+1vCh3siNuwqIjXewR1XjiNaggkhjv+0K0HEsZkiPvzfvIl/5evYfXmUvvUgpryNKIqsTtyVqHqIcEUh4ZIcSt9+iNL5f8bQQ4TLC1EioRafvzqo86f/rKkNIgCqfSGefHMDe/M9LT5/YxRFYeeh8gb3rdpagDekt9m1hRCiKzOAd5fuqQ0ijsgr8bL9YFnHFEqITkaazVtI12zY+k/Au30Fha/8BlQNJTatzuR00fkFbAnEnvtLNFccuqcMQw/hGHYKlvFzCWuOFp//QH4VJRX+BvctWnWItuqQMAyDxBh7g/sSYmyYNbkFCCFEQ/yhCNv2NRww7M6pQFWlwVCI464jIY7NMBS06CQUiw0j4MWSmEXE3PIHz54qoEcorvCjqQqJ0Ta0durZURSIeEqI+KpqtwXz9+AIeVslkKjyNd6rcTC/Ej1itFldh/aOw2rWCHyv9+HS0wdiNalEIhL0NpU/HCG7yENhmQ+bWSMrxU2829rRxRKiU/MGdfbnV1HuCeCym+md4ibaYe70GeSsJpWsFDfbD9QPJnoluTvFvVNRoNQTpNoXIsppIcZpOWa5vpu578hXTmf/PYjOTQKJFrLgp3LxC6g2F1GnXk3Zp89hHzAOpddk6ZVoBsMw2Fvg4V/vbSa/xAvAoF6x/GDOUJKi6z+o6QYEwjoOi1bT/3yCNMLomLD5Cig6PJzJMewUgvl7CZdkU/HJ34k691cE1ZatPh13jIfNvmnRtXMkjnwpHCr0YNJUeiW7cFlb9jFNirZy7w8m8uYXu9i4q5jEGBuzp/RhzbZC9uZUMHVkKklRMun6eCq8If7+zkZ2Z1fUbtNUhZ/NG8moNp7nIkRXVVDh58//WUNpVaB2m91q4tdXjqVPsqvdH2JVwhiKCcMAk6ITNrTG36vAvFP784eXV9Upp8tuZlifuHYo7bFVB8J8uvoQH63YT1g3sFo0Ljq1P1NHpGAz16+XOVSJcWgdStZ4wiYn5pJdQIRQ/CAJJsQJU4wu9rRbUuLpFK0A32X1FwIQtCdirTqEbosnZDqxB8/ERDdFRVXHf2M3U1wd4jd/X4b+vd+t22Hm9zdMqjOprbAywCsfb2P3oQpOGZPOnMlZRNmbP+nNFPGjb/0MS9YIFJuL4PZl6NWVmCfMQwt7qfz4aaKmX0kwtl+Lb7KBsM6f/ruOfXmVdbarqsIlMwcwdXgqTqtGTqmXh15cRSBY03sQH23jrqvHE98KqVojBhRW+vnk6wOs3JRHMFwz7tdpN3PfDyeS0E4t613xbzwCPP/BVlZuzq+3T1HggRsmkRHfeM9Va9c5MdF9Qsd1xvtna+qKf1st1Znr7A9HuO/5bygq89XbZ7Vo/PEnk4lxnNi97UTqbYoEiOz4AnPaQHDE4l//EdZRZxO0xDZ6jIHB/oJqPlyxn0OFVUwYnMz0MekkRrV/T2SdOivw1pd7WLjyQL33/eCcIZwyIrXO95bZ8OP/6kW8O77GMewUHIMmU7LgMQwMEi+7H78zo51q0Xyt+Td+ovdO0TjpkWgFAVtSzX8M8Lt6dWxhuiBFUfh6c169IAKgyhtiX14lo/vFAxDSDZ5+eyMHC2puKou+PUi008KcSVnN7gFSwz48e9dRtWYhms2NFhVP1PSr8GsOwpoD97m3E9ScrdJSYzVpXH7GIL5Ym803W/KJRAx6Jbs5eUw62/eVMnNsOmHD4JWPt9cGEQAlFX6+2pDDvJP7tvgBUFXh/aV76z0MV/tCrN9VzKxx6dIq1Yiicn+DQQTUDAtYv6uIzITe0gspxHccKvQ0GEQABII6+/KqGHP43t4eVN1P9f6NVH49H80dj+4pwz70FDhGIKGg0CfZxc0XjiCsRzBpSot6wVtLcWWQj7852OC+Nz7bxdgBSTitR3slwqoNx+gz8O1dh3fLV3i3fAWAc9TphG2N11+0v6eeeoqPPvoIgOnTp3PHHXd0cImOTWZaig6naQo7GhiDekRJ5dFJylW+UG0QccTq7YUndF8PWmKJnXUDRsBLuKIA15gzCDjTju5XWyeIOCIp1oYvEGLOlD6ce3JfkuMcvL5oB7On9EZTFAKhCDsPltc7buOuYlqjETkYjrCjgfMD7DxYhqrK7aAxHl/wmPv351bKxEshvqfKe+zPTYUncMz9rS1ojibmtOswQgHCpbnEzvwBAVdm0w42DExq5wgiADzeYKONS9X+MN5AuM42w4BQbD9ipl9Vu021OXFOOI+w1rKhuz1VIBBgz549BIPH/jtvjhUrVrBs2TLmz5/Pu+++y5YtW1i0aFGrnb8tyJOD6HC6bjD0GONN46OPZh1yO8z0To2qs3/i0OQTGp1uCZZS9vEzqDYXpvh0Sj95Fqsn5wTO1DRRNjPXnDWE+Ggrew6VkxBr57c/PIk+KS4A7GaVIVn1W4bGDEyiNZ5RLSaVIb0b/jkPyoojEpEVWxvjdlg41lz4PunR3XrIkBAnIsp57GFLMa72HR5kCZVT/ulzKBY75sRelH32PNaqhlv1Ozu304LWyBeD22HGYas74ERRwFS8k/IvXq7dFvFX41n5Fma9uk3L2h0tXbqU2bNnc+mllzJ79myWLVvWKudNTEzkrrvuwmKxYDab6devH7m5ua1y7rYigYTocIZhcNKwFEwNpCKNdVnp+53Awawq3HThCMYNTsLtMHPO1D5MG5F6QkNKdLMTx+ApxM27i5jzfoVr1OlELK4W1eV4Yhxmpo9M5a6rxvLTeaPIjHfUtnCpisKVZw2u8wWQGu9g2sjU1nlINeCsSVmYTXV/zlFOC6MHJMiwpmNIirYxdWRag/tUBUYPSJRhTUJ8T2aii9T4hlu77VYTfb7XKNTWdJMD+6BJxF94F9Hn3o5rzJltfs9vKwluK7On9m5w36UzB+Ky1p1srUX8+LYuwdBDOEedTsLF96CYrfh2fI3mL2/7AncjgUCA+++/n4qKmsQb5eXl3HfffQQCLe9hGzBgAKNHjwZg//79LFy4kOnTp7f4vG1JJlt3Mp154lxbSkx0s3prPi9+uJUD+TX1HzUggStmDWpwUptBzVAdq1ltUVezqkSIGDUP1poSQTfaL7Zu7Hdd4QuRXVSNSVXITHLVZKZqJYoCOSU+VmzKZeehCkYPSGDi0OR2m2gNXfdvvMIb4rn3t7B1X2ntNrNJ5eaLRjGi97HHGMtk6/bRVf+2WqKz17moKsD//W8thaVH50q47GZ+feVYMhNOfEjNidZbRSdCzT21ve/5LfX9OnuDYb5cn8t7X+0lGI7gsJm49PSBnDQ4CYupfr3M4UqM3C2QPhLd5MRSvhcjEiEU179TNyR1tsnWe/bs4dJLL623/Y033qBv374tPj/Arl27+PGPf8zPf/5z5s6d2yrnbCsSSHQynf1Loa0cqXcoYlBSWbOORLzb1ipDejqrjvxdq6oCChgR2q0lXTNCRFQzCQk19TYRIkzzs211pKBukF3koajCj9WskpUcRazz+HWQQKJ99MT7Z1eosy+kc6DAQ0V1EKfNRFaKG3cL01p3hXq3tobqrChQXh3CGwjjspuJspuPeU9XFKXO/u+uK9FZdbZAIhgMMnv2bMrLy2u3xcTEsHDhQiyWlmdYXLNmDbfccgt33303c+bMafH52ppkbRKdillVSGlkJea2UBUIc6jAQyCkk5bgJCna1iNWA2jvh0lTxEd40ydYModCwjis3jx86z/BNmEuQXN0u5alJSyaQt8UN31TJIWgEE1lN2sMzug6n/OuxDAg2mGuTZF+vIah7+/v7EFEZ2SxWLj//vu57777qKioICYmhvvvv79Vgoi8vDx+9rOf8fjjjzN58uRWKG3bk0BC9FgF5X7++MpqKqtrMi4oCtx43nAmDm6dyc1dyZFp1m3Rya8ooBbtouqbd1FWf4g65yeUff4KenU5WlQC6sjZRCJdZ3iBEEKInm3atGksXLiQnJwcMjIyWiWIAHj++ecJBAI88sgjtdsuu+wyLr/88lY5f1uQQEL0SOGIwfMfbK0NIqCmZebZBZvpnTqFlJiesdKzP6SzYU8JH67Yj82icf4p/RiUEV2T5rCVGAZEEvrjHDWL6g2LKHrvSQCsmcMwD5xKUIIIIYQQXYzVam21ORFH3Hvvvdx7772tes62Jt/gokcq9QTYnV3e4L7swp4x7lZRYNX2Qv757mayCz3szq7g/15dy87sila/Vlhz4Bgxo84217izCVllISQhhBCiq5JAQvRIJlVtdF0AUwPZLrojXyjCm4t319u+cOV+lGMtmnACrN48Suf/CQBFqxnLW/r+3zCX7Dzm+gxCCCGE6Lx6xhOTEN8T67Jw8qj0etutFo2s5PbNbd5RDMNAb2DSdSgUwWjt5VtDPiIBL9bMYaTf+BjOUadj6GEMb2VN6ighhBBCdDkyR0L0SAowd3pfQmGdlZvzAUiOs3PT3JHEucydIpOFgUFhRYDich9uh4XUeAfmVpy74LCYOP+Ufry2aEed7bOn9m7R2hwNCcb0JeGSe4lY3Fji07CMvxDHkGkEo3thdKE87kIIIYQ4SgIJ0WNF281cf85Qzj+lH8GQTmK0DatJ7RRBRFCPsGh1Nu98ubu2POMGJXHN2YNx21rnY2sYBiePSEHTFD5YtheLSeOi0/oztFdMq5y/7rXA7+pV+zqsOQhH9W71gEUIIYQQ7UcCCdGjqUBSAytnd7R9eVW8/UXd+QtrdhQyKCuWWePSWy3YsVs0Th+TxrThKSgKWDTpHRBCCCFE08hTgxCdjKoqrNtV1OC+j1buJxBu3TkFhgFWkypBhBBCCNHB/va3vzF79mzmzJnDCy+80NHFOS7pkRDiME1TatY8aOdVnxvS2DoOJk1t9YxKQgghhGg6j8fDu+++y65duxgwYAAXXHABLperxef99ttv+frrr3nvvfcIh8PMnj2b6dOnt/p6Fa1JAgnR4/mCOjuzK1i1rYAYl4XxQ5LplejqsNWtIxGDMYOSWLjyQL1950ztg+VwwCOEEEKI9uXxePjBD37Avn37arctWLCAF154ocXBxMSJE3n55ZcxmUwUFBSg6zoOh6OlRW5TMpZBdBmKoqC28tN9UI/wn0938Lc31rNiUx4LVx7g9//+li0Hyjp0fYOsJBc/OGco5u+saXH6hEzGDUyUIEIIIYToIO+++26dIAJg3759vPvuu61yfrPZzBNPPMGcOXOYPHkyycnJrXLetiKBhDgmVYlgLdmOJVSOOezBWrwVzQi1ezmKKgN88PUB/rd4NweKqlvlnJoRwlRdwNqdRVw0MZYrpsTV7vv3B1uoDuitcp0TYVIVTh6RwiM3TeGea8fzx5umcPnMATisWoeVSQghhOjpdu3a1eD23bvrL/B6om655RZWrlxJXl4eb7zxRqudty3I0CZxTNZAKUXvPY4lpT+qKwbf9pUkXfkQPkdau5Whyh/mDy+toqI6CMCibw5w/w2TyIg/8e4+RQEtbzMVn/yTB+b8GNuuz1EwqBh3Bh+uKaHCE6SyOojDYm+tajSfAbFOC7FOS8eVQQghOoFQxCCnuBqPN0SU04LD1fmy7YmeYcCAAQ1u79+/f4vPvWfPHoLBIEOGDMFut3PGGWewY8eO4x/YgSSQEMfktyYQf8HtFL/5BwDi5tyM35narvn/c4ura4MIgIgB+/OqWhRIGAYQ3xstLgP7kr+BaqJy8k18+VklADaLhsMuHw8hhOhoxVUBnn5nE/vzKmu3Dekdx/XnDCXOJQ0ton1dcMEFLFiwoM7wpj59+nDBBRe0+NzZ2dk88cQT/O9//wPg888/Z968eS0+b1uSJyVxTKaQB+/WZYACikL1pi9wJfUnaI5ptzI47eZ629yO+tuaTVHRrHbCgKKqhDAR1mtSq15y+kCi7RYMmZAghOhEFAWs1bno1mgiqgV/zi4USxJGNx2p7A3q/OXVdRSWeets37a/lL+/s5E7rxiLxdQ96y46J5fLxQsvvMC7777L7t276d+/f6tlbZo+fTobNmzgggsuQNM0zjjjDObMmdMKpW47EkiIY1L0IOGyfOLO/yWqzUXFZ8+jhAPQCs/xTZUSa+fS0wfw5ue7iBgwYUgS/dOiWnRORQGKdhPM3k7MebdT9e0CkvZ8yOWnXEJUbBxDe8dIECGE6HSswRKK33gQx6DJaDHJ5C59jaQrH8TnzOjoorWJAwWeekHEEftyKzlUXE2/FHc7l0r0dC6Xi6uuuqpNzn3LLbdwyy23tMm524IEEuKYgtY43GffQsjkBBSi5/6GgNryqLs5TKrCGeMzGTcoiVA4QmK0rdF1FprKMCCSMpzEK36P35FKzFnpRHSdqfZEZDqzEKKzCphjiZ11PaUfPgVAzLSLCTqSOrhUbae00nec/X4JJIToQBJIiOMKaq7aORHHCiK8QZ2ckmrMmkpanKPZ3c2KUvOArxsGhRV+KjxBUuMcRDvMKECCu3Un14VVK2F7zXyPoKUmY5MEEUKIzkw1dPTq8trXelUJ5kgIXeuecwXs1mN3fzuOs18I0bYkkBCtosIX4vHX1nGwwAPAyaPTuPL0gU0OJkLlhZjzdhBJHY4/fz+hEg9PflqJosA9100gNaYDsycJIUQnYQ5VUrr6Q6KmXYopOpGyT58jcdSZhDRn7XtUpSYpRaejQChsYDYpTU7Y0TvFjUlTa+evfZfDZqJXcvv2kAsh6uqwGUqPPvood911V0ddvtMwU7Mmg6IY7bY+g+nINYmgGuFmHasZwdqF2o6UHWBPTkVtEAGwdH0uuaUNj2v9PkUBf/YOSt77K8FVbxH+5DHi9n7MGaNi8frDfL46+7gL0ZnDVVh9BTVljPix+fKbtaCcAeSV+Vi9s4itB8sbXUPiuz8zkxFs8D09QcQwyC7x8u2OIrYdKscb7Lg1N4To7LRICOXwk/N375sNMYDqgI7Fm49Jr7mHWv2FWEIVAPgt8cTOuwd1yEzC6WNJu/aPBLO3YPXl175X2fEZWsTfdhU6AdklXp7/cDv3PLeSFz7aTk6pr0n36DiXhdsuH4P2ve8Ai0nl9svHEiXZ9YToUB3yCVy5ciXz58/n1FNP7YjLdxpWfyHeVQtwTL4Eo/QQoeJD6NHntOk1bd48vOs+xjHpIvT8nUS8lWj9p6Erx+8eNuk+QhsXYu09CtUZS/U37+CYeCEBazzBUP3Wooa2NcQwwDlwPL7RZ+BZ+zGKxc6Bvhey4P1sACo8ARRFobEmLHPYg2/5fwnm7iR+7h34tq+gYt2nJFx8N35Xr+NeX1Fg/Z4SnnhjQ+22rJQofnnpKKK+kzFKwcCUs46ItxJr/5Pwr3kP28BJBKJ6N6me3YYCX28t4l/vba7dNDgrlp9eOAKXVb7UhfguzQgS2fkFpphU1IQsvF+/hWP8OQRs9VerrfKHeXfpXqamBWD1P7AOnoZ7zOmUvvcYWlwqzuk/JGR2E7AmAKAoCoG83ZQvfhnNHUfc7J9R+tEz6JVFxFpsKH2m0RlyRuSU+vj9v78hrNcUZun6XL7enM99159EWuzxe5sHZ0Tzh59MYeehcgrKvKTFOxjePxG3Re0U9ROiJ2v3b/3y8nIef/xxfvKTn7B9+/b2vnznEvLh27OGQO5O9MoSHIMmYwT9tGVKJCNYjXf7CgI52wmXF+IcNRNLJATa8a+pRIKEig5Qve4TVLsLIxzGMa4mLVnf9ChsFg3/4Zbp9EQnGYnOY52ujmDBAaq3LUOx2DCCPlI8OxiSkcS27GrOPCkLXY+gqgqRBvrrdZMNa8YQfDu+pvDlml4uc3JfIpamdXlX+sL8670tdbYdyK9k64EyJg0+OolRNUKEywuoXP4GpvUfEy4vwpIxBFqWQKrLKfMEefHDrXW2bT9Qxp6cSkb1jWvkKCF6JkUPES7JoXLp65ii4tG9lThGnga2771PgW+3FfDFmmzS7fEkxmTg2/Apvg2fAuAYeRoRU92DDMPA1msolvRBBHN2UPT6gwCYU/qipg0l3AkeslUVvlyXXRtEHBEKR1i2MZfLZvRv8L7+fYlRVhKHJaMoCoZhkJjopqioqq2KLYRoonYPJH73u9/xy1/+kry8vBM6Pj6++4yHNBKGEjn5Uko/fwkUlbjpl2Byx5HYhgkojLgRhCadR8Xyt1FMFuKmXIA5rn7LWMPc2GdeTc7zv0avKiXxvFtwZw0CIDHRzR9/NpUd+8uxmFWG9o0nPbHpvyvv/hCWpN4kzrmJqi3LCfh9nD8ti6tiY0iKtbNySwE7D5UzYUgy4wYn4XLUnVioO0/Bu3kJwYK9ACSc+UPs6VlNunbpgVK8/vpDvLILPSSe3K/OtrD9dKo3fka4rADn4Cm4B41Hs9jqHdtUiW35y24jeRXFDY5XLqrwNbk+XbHeLdUZ6tyd7p+N6Qw/57rcBKddhHfbcsIVRcSeeiXuPsOIUuundti0pwSA/y4vYehFF+IseAQAU2wqMWNOw+SKbfD8CbOuI/fF39RuSTij6fe/thYM6ew+VN7gvl0Hy4mOcWDSTmyUdef7Xbe9nlhn6Ln17graNZB48803SU1NZfLkybzzzjsndI6SEk+TWi+6Alv5HkoXv4I1cyjBgr0UfvA0yRfeRnmgdbMTHaEoYC7aSsXyd7D2Hknw0DaKPnke54wbCGrH7z2wBssof/+vqPYoTLEpFC98BtxJ+A/nL4+2mpg4KOHwu41mtRYl9h5ByJ5ERcSBNmgGNmCgasUAXvhwG8s25AKwZG02N80bwYQBibXHaroffdOHBAv2otpcRPweCt/5P2Ln3knAnnLca9tNKjFuK+VVgTrb+6VH16mDyQgQXPUWuqccW7+xVG9fgSVrOHrvKSfUvd5VW9RcVg271YQvUDf4Sot3Nqk+XbXeLdHadT7RL9XudP9sSGf827KEPXgW/RNFM2HJGELZkv+hJfYmEDug3ntPGpbCxt3F/Pz0RFyr/o0BqDYX4bI8Sr56A8vYCwhrjjrHRBmlFLzzWJ1thfMfI/aCO5p0/2trqqowekAiB/Lr/15GDUigvMx7Qmv2dMbfdVvriXWG1q13awckfr8fm+3EGxOP5dFHH6WsrIxHHnmkTc7fWto1kFi4cCFFRUWcf/75VFRU4PV6+cMf/sDdd9/dnsXoNCKOOKKnXYJp4Mko1UXolYWYHNEQaJtJcoYBSlQy0dMvwzRwOpQfwvBXE/reF1NjwmYX7jFnoaX0w7C4CO9agW5tvXE9QbWmHLp6NJCq8AZrg4gjPll5gAkDkzj69G6AUTOcKXbOzwke3ETV1/Np6lxru0XjZ/NG8pf/riUQqhmaNWFoMgMzYuq8T1et2AZMxJo5DNKGYctajpbUt1MMH2hPUXYTN180isdfW1s7XGH6mHT6pkqLkRDfFzY7cI6cgXvKPAx3CradSzGcCQ2+d3T/eK4+ezB2UzkK4Dz5ChwDJ1L+6T8bTMOkKAqhwoPolUWYU/oSe8aPKf/seYK5O4mUHELJTOnwOQSRiMGUESl8tvoQ1b6jE83dDjMnDUuRhT9Fl/T222/z0ksvkZubS1paGtdeey3z5s1rtfN3pbnEitFBn+J33nmHb7/9ttmRVndrUftumj4Fg4TEqDZvcThyzZqMGQaG0fT0RgoGxuFH9MZSDGpKBN1QD78/gtGE5GCNtTh4Qzr3/HMlFZ6jGZJmjMvgmjMHYXzn4qaIDzXsI2iJQyWMJVSJ33z88fpHxtsqCpRVh8grqcZhM5EW58Ss1f+5fPdn1tIUi129dam0OkhBqReX3UJqnL3JiwR29XqfCOmRaB+d9W9LoeaGaxjHT82qKBDSDZx6GWGTG10xYwmWEdGs9XojABJibVTuWAUx6QQtcViCpVCeQzhpKJFOtDJOcVWAdTuL2XGglMG94xgzIIH4FqwN1Fl/122pJ9YZOl+PxNtvv80f//jHett/85vftEowUV5ezo9+9CNmz57N9u3bpUdCHNt3v1CMJreht841a0LI5l3zu2Vs6MvQGigmcGADVemT0UwWoks2ophtBBOHnlBZnRaNmy4cyV9fW4c/qJMYY+fMk3rVCSIAwqodLDXZPyKYjhtElHiC7DhYRn6plz6pUQxIjybGYSbGEXPM4777M+vGz2NNEue0EOfsnotgCdGaDI6um3C8+4ZhgElVCKhH72FBS0NzI2ooJjOh5BG1PQ9BSxxKclyH90R8X4Lbyhnj0zlrYiaRSKTTlU+IpnrppZca3d4agURL5xK3tw4LJC688EIuvPDCjrq8aAYDKPeG0FSFaLup0S8Aq+GlaNMKPi3N4uP5X2OzmvjByfEM2vMKiefegs+e2vxrGzAoPYpHbppCZXWQ+GgbdnPLWtkKKvw89OKqOt3sfdOj+MXFo3HbJLYWQnQt378nd9aHdMMAvYFEDUJ0FX6/n9zc3Ab35ebmEggEsFpPvKetNeYStzd5ahLHVOEN8daXu1mxKQ+TpjJ3ej9mjEnH2sCK1QHFwcHYiSz8rCY1qNcf5unPCvjjlT8haGt4THBTGAZE2c111nQ4YQosWnWwThABsDenku0Hy5gwMLGRA7suW3UOhslGwBqPFvFj9uQRcmc0ae0QIYQQQtSw2WykpaU1GEykp6e3KIiArjmXuMNWthZdgAILlu1j+cY8DKMm7/cbn+9iy/7SRg8prKy7wrFhQAXuTvPQ6g9FWL2tsMF9m/eUHHcF7a7G5smm5K2HqVj4V+yhEvTNH1P02gOwZzkqzVvVXAghhOjprr322ga3X3PNNS0+9wsvvMAHH3zAggULuOWWWzjttNM6dRAB0iMhjqHKF+arddn1ti9enc34QUlEvtdFrRKhd1zdB3G71USC/yDmsJmQqWOy+igKBMIGimJQVhUgKdZBZXWw3vvSElzdLoOIYbaiOqMJFR2i8OU7QQ+DoqK64wkrWmOLhQshhBCiAUfmQRzJ2pSens4111zTqlmbuhIJJESjTJqCw2bG871hQPExtganaKu6n8yy1fzyrD58uCVIXJSNs/sGsa17DTX9l9ABgUSpJ8hnqw/xzZZ8slKjGN4nngnDktmdXV7nfWaTyqgB8Z12bPGJClgTiTvv9poVv/WaHoi4s35COGV4s7J1CSGEEKLGvHnzmDdvXovnRBxLV5lLLIGEaJTDonHFGYN4dsHm2m2qqjBzXGaDE+bCmgPH8NMYX5HNqDFDMRQNS/kBlL634rc3dfXs1hMIR/jbm+s5VOABoKyqiG37Srl01gAumzWQpetzySupZkS/eOad2p/UWHu3CyQ0I4Bv+zKIHB3GVLX6faKT+hGwxndgyYQQQoiura2CiK5EAgnRKMOAcQMT+fWVY1mxKQ+3w8Lk4Sn0SnLhDYQxDHBatToP34bJSiB+MBigRUIEo7PqPZwrSs3qEpqiNJjT3qSE0THhCejYNZ3KgMLBgipMmkqvZBcua9P+bHNLvLVBxBGBkE6FJ8QHy/YybkgyowYmcsrINJKird0uiAAwV2ZT/vW7oKjEnXkjld8sIFR0CN+6D7BMupJwD7oFaEaIiGrBMAxUI4yhqE1a40QIIYQQDes5TxHihJg1hSGZMQzvHYdhGHgDYb5Yn8Nbi3dz8uh0UuMdmDSV/hnRpDt1gus/wDZwEro7DX3755gTMgklDat9SK/yh1mxKZ+Vm/MYMyiJGWPS6mRjsoQq8K9+l/LMaSzZ4WV21HYqHf3556dV+AJh3A4zd149nrRYO9VeH1sOeYiyqqSlRBN1nNStw/vGMzArFqfVxAXT+7FuZxGrt+YzY0x6W/4IO1Q4KoPoqRehqArVW5fhGjKFUFk+jrFz8Pegj79mBIhsWYQ5dQCRhAFw4FtQNSKZE4hIMCEaYFJ0woaGooBihIm0weclu8TLwYIq3A4L/dKicFg6zwJyQgjRFD3nSUK0yJGhTBv3lfLywu1MG5XGjgNlfPL1AQCsZo3nbuiFZ+0nVG/6EseQqVRv+AxzQgbR599JQHOjKLB4bTYLvtoLwMGCKsqr/Fx71qDa6ygVOVRv+gLL3vWclT6U4LrlxGUMZ8awM1i4tpgqb4in397E/Zf2Rt+2guLAQPrb9+P3J6H1HYPzO1/EqfEOMpJcZBd6GNEvAafdxDtf7K7df8ZJWUwckkS8q/suqhZWrFiHzaT6q1cIHNyC7ikj7uJ78Rn1V8jtziy+Eoq+WYCBgWvULDxrP0JzxhB3yUD85sYX+xI9kyVYSmDjJ9hGnw2eUkL5u9AGzUBXWu9esb/Qw0MvfFu7QN30MelcdcZANEXmLgkhug5pihNNZgAfr9gPQHy0nf15lbX7AiGdlfkO4ubcjBH0Ub3hMzR3AjFzbiWguQ+/J8KSdTl1zrl0Qy7VgaMpYyvc/QiMuRSjuozwzuUY8Vmsjq4JIo7ILfaQX+pDWf8u04vewLz2DcwVORSVVNQ5t82k8otLRjNrYi8G947l6835dfZ/+s0BhvZpfJ6AooA9WIRKTRBlCxSjGfWzPXVmqmIQ3vstvu0rsGYNJ1yai3/Dp2hG6PgHdyN+Zxrxc38NehjP2o9QLHZi594pQYRokBryUr15CeUL/kTJO4/g378RLexr8XmPxAiqqrBkfU6dVa6XrMuhpDLQ4msIIUR7kkCiiwnqEfYWVLEju6LOA3h7UBSwHx4+1FCjWbRdIVxeUPs6EqjGCFbXvjabVIZk1X1wG5ARg8189M/QQgizt6j2teqrJNml1FvfIWKPRU0fRqR4P2pcOqv1QQT0+sMC4l0WLp/Zn/goW4N1qmggDWxtWcp2U/Sfe1APrcbmzaXkzQeJbP0MLdJ1vuwjhoIpuT8xp12L66xbiD37Jiy9RhBRO8e6Hu1FiYQJVx4NRo1wCMNX0eDfsRBBdyaxp11HuCQXIxwk+rTrCJqjT/h8EcNgb76Hd5fvZ8XWAqr8YZy2up9BVVUwafKVLIToWuSu1YUEdYP/frqTh15YxaP/WcPDL62i3NuOLcsGnDutLwC7s8uZMPRoJqakWAfDo6upXPY6prg0Ys+8ESMUoHzhU9giNROeFeDC6f3onxEDQK9kN9fNGVLblR8I62gle1F3LEZLHYh92hUY3jKyDrzHOeOPrjg9sl88mfoBIjlb0FIGECnNYbJlO/2SGw4WMCAxxt7grvioY2RcMNtRzBbKPnqa4tfuJ+KtQHPHYahda0RgwJmOMWA6QcOCnjmBYGy/bjmx/Fis/kLKP30O1RFN3JybURSFsg+ewBYs6+iiiU7IUnmAss/+jTkpC8Vio3zRv7CEyk/4fPsKPDz04rcs+Gov/3pvC8/M38zUkWk4vzOv67KZA4lzd99hlkJ0J4ZhsHr1aubPn8/q1atbdQ2qa665hjlz5nD++edz/vnns2HDhlY7d1voWk9EPVxeSTVLNxxdlj2/1MvO7HImDkw8xlGta0B6FHddM56PVh4gKdbOrZeNwayp9EpyoVsN4s6+CTWpH0FrPPHnuVFc8fhVV+3x8W4rd1wxBo8vhNNuxny4pyEY0lmwbD9lJQGumHwN31YmsG27wU/OuImd1W4++KBmWNKwvnFcO3sItkge6vSrqEidiLtgPZb4VMKWupmX/OEIwVAEt91ERoKDOVN68+HhoVkAV589mOSYRoIPIOhKJ+7smyh+588Y4SCOIVNRsiYQMbrehMiIUdNmYKD2yEXoAo4U4s/9BUp0MkFnGnFzo1BUDb8ltkf+PMSxRSxuXGPPwjp8JnjLCBXsRTc5T+hcqqqwYlNenW1b9pWgYPDQjyaTU1JNlN1CSpxd/haF6AKys7O5/fbb2bNnT+22fv368dhjj5Ge3rLkLYZhsHfvXr788ktMpq7xiN41SikACDewdkMoVH9bW9IUhYFpUQy6eCQAxncG+YYMULMmcWTgbyhlVINRuklViHHWbXk7mF/Fx4cnbu8qsFF6eBjKyePHMGBQNPclZ2HSVJJibGiKQoAs1EEZRKGhRk0jrKi1QYSiwN58D/94ZyMllX5OGZ3OhdP7cf60PkwYmkx5VYCEGDvJMTaUBpfWq2GpzqX042drXqgmvNuWY+09CjVzvGT66WIihkoobUzN36NhEIofCNDjemZE0wQtsWhjLiBgqBAVjRqVic6JNSAYhlGvR1RTFSwmjWiHmWhHTCuUWAjRHgzDqBdEAOzZs4fbbruN1157DaUFY2b37t2LoijceOONlJSUcMkll3DVVVe1tNhtSgKJLiQtwUXf9Cj25tRMcrZZNAZknPi43SM0TSUSiTTrocr43voPu/OqeP2znYT0CJfOHMCgjBjUZjSvVfuPDtEqrfTX/r+k3M/wXrFkJtRvDYxQk5qxpFqnsKyK+CgbCW4rVf4wj722jurDK3IvWZdD79QoTh2VSq8EJ70aOFeDAtUYAS+xZ/0EU3wmJe/8Eb2iADUjDK2YvUW0j+8GtRJAiOPRjaONBZETDCIA1LCfU4bF8tV6J06zwcBkC+lZ6cQ1kC1OUaC0OkRhmbf2fiaE6DzWrFlTL4g4Ys+ePaxZs4bx48ef8PkrKyuZPHky999/P36/n2uuuYY+ffowderUEz5nW5NAoguxm1VuuXgUe3IqCYZ0+qZFk3isMf7HEQhH2LK/jFXb8hmcFcfYgYm4j7MWQ0Pyy/088vKq2gwkf/7vWh644aQGH/4boqKTFQPRLgsn9XOy4aCXgrKaCc2ZSe5jHnuwyMsfXlpFIKSjqgq3Xz6WWJelNog4Ytv+Uk4bk97gityNCcYNIPGqPxCwxuFHI/6S+wibowhLECGEaAJTxE9444c4FIVHfng2+t5vCeeswzHwKhqa3XawqJo/vLS6zv1sSGbLG4uEEK3j0KFDx9yfnZ3dokBizJgxjBkzBgCHw8FFF13EkiVLOnUgIeMzupgom5kx/eI5aXBSi4IIRYF1u4p56q0NfLOlgJcWbuPtLxuOso8nv7Sa7y9QnVfiPe71K3whsosqiORvw797NX+9YShz1KXcOjlCapyNH547jF5JjQcjBvDG4p0EQjXZqyIRg+cWbMbttJAcV3cowcShKc0KIqCm1dpnTaxtjfRbEwmr7dtCaIoEsIRq0tpaQhU9Lm2rEF2ZGvbiP7iFqm/fw/fhn/F88QKh3J2oofr3x5r72a5697NAuH2HrwohGpeZmXnM/RkZGS06/+rVq1m5cmXta8MwOv1cCQkkeqiIQe2chCOWbsihwhdCM4JYi7di1quxBMuwlu5AURr/MkuIqp8RKT668UnMANnFXv72xgZ251Xz5y+C/O5LM1+szSFkiyMlOZ7fXDOBU0akYFIbH2sYMaC8qm761iNDpH552RhOHpVGRpKL688bxrDeLVsvQA9Ws2l/GXtyKwgHPC06V1NphIns+ALP4uewB4qo+vgp2LO8dl0LIUTnFrTEETvn56g2F8H8moU44y+8k4A9ud57G7ufhb/fSiOE6DDjxo2jX79+De7r168f48aNa9H5q6qq+NOf/kQgEMDj8TB//nxmzZrVonO2NQkkeihVUeidGlVnW5zbhs2sYfEVUTz/L/hWvErV589RsuBxbIHSRs+VFm/np/NG4rSbsVtN/PCcYWQdtydhF5OGp/Dywu1sO1BOXnE1L39VxNLIWMwp/XDZzESO8wWqKTB3et0P9AXT++GyaiRF2fjh7MHc/8OJTBuWjNV04n/qodJDBD56HIsnD3fRBqqX/Y/K8sZ/HsdjDlVh89Zk31IUsHlzMOvV9d4XUUyYUwcQzNlJ4Uu/JlSSjSmpT+1Eb5teiaKASgRruLLe8UKIjqUSJnhwExH/0cYH3/blaBF/vfce634mhOgcFEXhscceqxdMHMna1JKJ1gAzZsxg+vTpXHDBBcybN4958+bVDnXqrDp3f4loVYqi1CzmYBgYhsGcKb3ZeaiM/BIvTpuJm+aNxGpS8ZvSiD37JsoW/h2AhIvvwW9NAKOmm+1QiZdDBR5sFo1+6dHEOMxMHJTAlF6DqdTicGk6WrCUgDWhwXJEDANVVdiXW//h98PVBcwYaCYmoz8R4/gfyJF947jrmvEcKqgiOc5B/7So2om0hlETKbdkYm25N0TuoQp6VZeRvvpJjKCfcP+T+fzbQ8yZEY3d3LwveXOoEt/y/+I/sAnzpfdg8fspfudR7IMmYzvpYkKmo6lyDQNwxaO54wmX5WGKSYbDGV6svjxK3/0LMWf+iEh1BRWrPyBqzq0ELXEnXlkhRKuyhCop/Xo+miuWuPN+SfnnL+JZ9ykJg6ai21PqvX9k3zh+c814DjZwPxNCdA7p6em89tprrFmzhuzsbDIyMlo0L+L7br31Vm699dZWO19bk0Cih6j0hVi6MY91O4uYOiKViUOSSYyyct8PJlLmCeC2m3HZTBgGmIPleDZ9CaoGkQjerUuxTUojbHKyfm8pT7xxdHGUGJeFe66dSLpaSPHrvyf2zB8TLsulctMXRF94L9VaDFazWufLUFMUzpiYxRdrs+uUcXjfeJLjHWix6U0KIqAmlezAtCgGpkUd/80nILeomle/reJX42ehrXoNgOpe0/j47WzGj/bRO8mFJVSObnKiKzUr1VrD5YRMUcdMEWsEvOS9+kBNUKc3PO/BpOj4136AXl1O3Fk/puyzFwhuWYw2+gIiJgfmxCxK3vojAM6xZxExNbzoXlvQlEhtVhtFAcUIYygaxuHf23f3C9FT+c1xxM29s+b/9hSiz74ZJegh4EhpcM0Ik6owIC2KAW10PxNCtA5FURg/fnyrBhBdlQQSPYABvL1kD4cKPIzon0B+qZevt+Yza1wGJZUBNu8tIT3RRXqsiQSXiilchckdQ8xVD2L4q/Dv34wSDuDRbbzwwVYGZMYwsn8CwXCERLeJiqoqUpJjiZ52CWWL/oUR9OGcfg0r9vhZtWsrJ49OJyXOUTM5/PCXZ59UN/roNFZvKyAp1s7pE3uxelshX2/Ko7I6yHlTe5OR4AQUtIifsNIxaRA1TeGXp7nQPn+WSO+JaMV7iFn9HNef9gNMmoo1UELFwidwDDsZbcB0TP5Syhb8hagpF2HqNZogVhQiaJEQYdVKyByF4+Sr0T1lBHN3AmDtMxr75EsJqo461w4bGtbRs7EPPZVgVCYJl6QTsbgJGgqG2Y2t/zj8e9cCYOs9ipDWPgtaWUIVBDd/hmXYDELWOCzle4iU5aI4YgglD8ccPLx/+EyC5obnppgJEsKCooCmB9p9ErsQbSkYjnCg0ENhmY+4KDu9U1zYgYAlDixxJ/w5Pfq5MVAjQfRj3BcD4QjeQJhohxm1keEWigLVAZ1gOEK0w3yMVXWEEKJhEkj0AN6ATiQCaQlOPli2F4fNzAXT+1LiCfLIK6u5YHo/Vqzbx9VDqwlXZWPYnDgGTqBi6evYMoegV1egme34qsM47Wb6Z8Tw9he76Z1k56ejKjHnBlESTyaQu4uYyRdQvmI+pSELJruFkf0Tefbdzfj8IU6f2IvzpvbGG9B55t1NRCJw5VmDMWkqLy/cWttrsWprAet3FvHgD0aTQT7+XauwTriQkHZiK8u2REaii8XLDKZP+yEf7HMyaujJJJurWbszxKQJVgLrPyZUdICKLw8QFaimbMsy9Moiyhf9i/jZP8GW0Ae9+AChgn1oI2YTMdlQqgoIFe6vvUYwdydKdRG4s+pdP3jkwSNi4Hf1qt1u9eZT+OlzOEedjl5VQun7fyXxyofxWRoeTtZaTIQJrFmAZ+NizIe2EHXSBRj+Sko//TcoCnFzfoZn42ICB7dgLy/APuNGQtRNlxssycX72b9xTb0EAl68m7/EdtIlhMzHTvUrRFcQjhi8u2xfnWQW4wYncf2cIdiaORTyu6y+AjzLXsU9/Rr0shyCOdsxjzoXqP+5ySnx8uTbGygs9TGsbxw/nDOUWGf9tNVbD1bwzPyNeHwhTh2bwYUn98XZQApwRZG1V4QQDZNAogewmlXSEp28+fkuAKp9IV77dCdZyVGcNDyV95buZVCKBTUcRPdWUrX2U1S7CyIR7L2GYu0/gbBmI9oJM8dn8r9FNS3pNrOCEvajbphP+Y7P0X0eLH3HEOk7BfuaV4k5/QH+/vbW2knTn35zkIGZsXyzNb92UT2LWcVxeEjVd4XCEVauP8isgpewpPSBSJgWrAl1wpxWjQnjBvL3D7ex61AZX2yG4f0SuPqsQShomIefjr00D9/uVVSunF9zkGYi4bxbKPviP0SCPiLeKpwjZmAydKzBUorf/QtGOIhz+HQiAS++XasoXfB/xF/2IH5T03LGBxxJJF76W8LuNBQ9iNtXit8a3+Y9EmFM2EadiW//JkL5eylZ8Bi2XsNwjZmFZ92nlH7wJACqIxrnxLkEaGDNjUiYcHk+pW88iKGHsaQPQjH0ti24EO0kv8xXLyPemu2FzJqQycD0FqwJYegEC/ZT8sYDRHweHEOnNvi5CYQjPHU4iADYsreUz1Znc8mpfevcZ8uqgzz+2jrCh9Nif7Emm0G9Ypk4KLH2PSWeIDsPlVNa6ad3ipu+qVHYLTL5WwhxlAQSPYBZU/AH637h6BEDjy+Ew2aisjrIqj1BZgzPZFRvO95tK4l4K4meeC6BsgJsg2ZgGApmFdITXbWBwfYcL3tHDGGY8wv06nLsg6eyYF8UVZ5hTJowjk0HqutlXsotruZgflXt61i3jb25FQ2We3+JjuZ04558IT5zxy3KlBJj4/bLRlFU7kdVFRKjbbVpaUOmqJry7V5V+37n0JOJJA/BNfoMyr98BRQV5/jZ+ExOdMVB3Oyb8e9dS/yMy/FU+VDMVuxDTyFgjm5yIBDBhD/6cNYI1U6oGce2VNCRQvQpl9UGDf7sHaTOvI7qLUsxgjUPL9FTLyboSm2wTJbEXkSffDklCx4DIGrqxfgtMe1TeCHaWGV1sMHtFY1sb6qgM5WoKfMo/+zfALgmnIfvO8kZjvAGdQoOBxFHbNlXQuTUvnWGLlVUB2uDiCMO5ldx0uAkDMMgr9zPQy98iy8Qrt0/ZkAi1587FIcEE0KIw2Q2ZA9gGDAkq+5YdbfDTFaKC6tZpVeKm/MnJDDEdIiKVQtRbU5svYZRsepD7MlZhLd8ihapWWk6PcGJ3VoTf54yNJbBxTU9EbbBU/FtX87JsQWsPRDgofcKcNotuOzmOtcd2CuGiUOP5lDfn1fJ8L7xDZZ7dC8bkXCoptU7VAaASfdi8xxEwcAaKMLmy2+1n9OxWDSV9HgHqbH2OmtbWP2FtQ/ER1Rv+gJ922d4ty/D3n88qtVO2YdPYQ1XYRgKoeShWCZejMkVS8jkxjblKkLxA7vE0AFFAXPJdko/+kftNveoGZR+8lxtEAFQ9tm/MeVvRlHqV8qfu4vSD5/Ckj4YU2wKpQsewxoobpfyC9HWkmLtNLT8TUqco/7GZrBWHKD88xex9R2L6oim9P2/YQ3Xb4SJspsY2a/uEMcZYzPqfdknxtiJcdWdYzGsbxyGYRAB3l2yp04QAbBuVxH78qoQQogjpEeih+ifFsUvLh3NB8v3kRrvZM6U3sQ6LJw+LoPh/eJZu62QCpNCwknnEvFWYY5LxTFwAuGqUlRnHIZa0wIVZTfxi0tH8/hr61i9t4qZsyYR338K5l5DsWUNo8SaiduRz8gBCVhMCjdeMIKl63Mor/JzztQ+9EtxkxbnwGE1sXJLPuMHJzFmYBLfbi2g2nc0e1FSrJ0xwzOJGXULkeIDBM3umjUTCrdT9P6TxM66nvI1H6KabUSddwcBpf0yFh2hKRGCu75GrywCzUT8ubfi3bwE3+5VVKx8l8QLfkk4KhOntxTDU0LQVDPHwzAUwurRBftCqq3dehNaSo2ECeXvBT2Mc8yZOEfOJJyzleqty1Ed0cTPuwv/zm+o+uZdQrk7MCUOrDeR2hyTRMyMq1AzRqLoIfTC3YQtHdfjJERrindbuGneKP45fyNh3UBV4PIzB5PawkBCd8QTO/M61KxxuAIVRMrzCZncBIJhiisDaJpCrMuChsK1s4fw+ZpDbNlbwqljM5g4OKleQ4XTonHn1eNYuPIAuUUeZk/pzYDDQ698QZ012wsaLMee3AqG947pEg0fQoi2pxhG17odlJR4jrtQWVeWmOimqKjtWnwUFTAUvv9rV5SafxTAEiwnZI3GMBRMgTLCZheR78ScilKzvkJhmY9oh4XEGBsKoKo159UNKCr3sSu7gvxSLxOHJJOe4ERTvns9BQNQFYhEDKpDEVZvK+BgfiUDMmMY0juO6MO9Gd+d6GfWvfhXvIp32zIUs5WEy+7Hb09ts5/X8Zj1agJr3sXWbxyhhMGYQpX4v34Dx8jTCcX0qf1bVZT6P/O2/l23FVMkgFa6Bz22N2HNgTVQhOorw7C48TtS0SJ+TKV70eP6EFbrB3iJiW6Ki6tqf6c9YSJna/+uExNPbGK63D/biQKlVUFKKv3EuKwkRFlbJSOSqip1fn++oM78pXv5bNUhNFXh0tMHcuroNEyqUvO5QkHBOObn68i9+LtvCukG9z73NUXlvnrvv/7cYUwdVn9l7vbWaX7X7agn1hlat94neu/8vq1btzJ//nxyc3NJS0tj7ty5DB06tFXOvXjxYp566im8Xi/Tpk3j3nvvbZXzthXpkehhjAg01PxtGDX/GFAz4VeveV/QHNPge6PtZmIcFjyBMMFwBJtZrf2CU4HkGHttC1xDDy5HHqqP7OqdFo3DomIak47+vXG73/0SVMPVBAv21GwPBdHL8lDsyRgdNEovpDkxT7iIkGrFMGrmTFinXk1AsR6tHNQLIrqysGolnHD0hhmwJoL16ARNXbWhJxz7hvrdH0c3+tGIbqKhh+tmMSDOZSHO1UCygRb4/r10b14ln606BNTMe3v10x0MzoolI95xuOjGcTs7G7o3mTWFy2YN5Mk3N9TZbrNoDOoVc+IVEKIbePHFF3nqqafqbJs/fz4333wz1113XYvOfejQIe677z7efPNN4uPjufbaa1myZAnTp09v0XnbkgQS3VjEAH9Yx9GClIONqfCF+OjrA3y+6hBOu5krzhjE2AHxmNSjD/RNbfms8IZ4//3NrNlWyOQRqUwdkYLL2kgKwspCjICfxKsexrvxc3y7vsWePKhDUsMeoSvWOrFZR615IYRoucJKPx+uOEB2QRVnT+nNqL5xmLW2aaj4fg9DczU0gbuyOgjxLRtGBTC8dxw3XzSK1xbtoLjCz+gBCVw0YwCJUVYJ/kWPtXXr1npBxBFPPfUUEydObFHPxKJFi5g9ezYpKSkAPP7441itnfuZQgKJbqqoMsArH29n16Fypo1O49wpfYiyt9KvW4H3lu7li7U5QM0X1zPzN/HrK8cyJDOmWacygHeW7GHphlwADhZUEQzrnDc5q96XlWFAKHEIcZfeh98Ug2XCPJRIpEODCCFE9+EN6vz5P2spqfQD8PTbG7nt8rEMz4pp1euE9Ag7syvZuKeYPqlRjOgT1+D6DceTleyuGR56+F5pt5pIS2h5EAE1vRJj+8czvPckgrqB3aKiKYoEEaJHmz9//nH3tySQOHDgAGazmeuvv56ioiJmzJjBrbfeesLnaw8SSHRDoYjB0+9s5MDhNKufrzpElMPC+VN7t8r46HJviCXrcupt/2p9LiP6xBEORxo4qmG+oM7yjbl1ti1Zm8OZE3ph0eqPKjZQ8ZtiAAhrzg5ZW0II0T0VV/hrg4gjNuwuYmSf2FadW7JhbylPv72x9vXM8ZlccfqAZs+jSI93cP+Nk1n0zQEcdjOnjE4jxtG6w6ksJhWLPCkIAUBubu4x9+fl5bXo/Lqus3r1al555RUcDgc//elPmT9/PhdeeGGLztuWJP1rN+TxhWqDiCNWby9Eb6UvQk1RMDXQ1a8oCp+tzcEfavriYlazSr+MmDrbhvSOxdxAECGEEG0pymnB+r2hoH1So1o1iDAU+GjF/jrbFq85RKUv3PABxzFmUBI3nDOEy0/rT2pM+2evE6InSUtLO+b+1NSWJX9JSEhg8uTJxMXFYbPZmDlzJhs3bjz+gR1IAolOJrfIw/q9pazfW0KFN3T8Axrgdpjp970VVMcNTkJVWufhPMpu4oLp/epsUxTonRbFywu3sWV/WZPPpSkKPzxnKJnJNQsrDciM4YJT+rVKhhMhhGiOGIeZWy8bTbTLgqLAqWMzGNnIOjcnSgXSEusOx4xyWrCaTvyup+tGt87GJURnMXfu3BbtP54ZM2awbNkyKisr0XWdpUuXMmzYsBads61Jh2UnUuUP88gra8grqQYgIcbGPddMINphPs6RdZkUhR+cM5TXPtvJ/txKxg5OwuMNkV3iJT2u5S1WhgGnjk4jNsrG56sO4XaYGdInjkXfHARgybocThqS1OQhTsnRNh752TTyizy47eY6C761lKLU/FwVFFw2U7fKniSEaH2DM6L5w4+nEAjrRNvNrd6oYRhwztQ+bNlXSnlVAItJ5aa5I7BbtB49/8AaLCVsdqMrZmzhUgLmuB798xCd09ChQ7n55psbnHB98803tzgF7KhRo7jhhhu44oorCIVCTJ06lXnz5rXonG1NAolO5EB+VW0QAVBc7md/fiWjTqBFrKTCTyCoM2FoClv3lVBQ6qVvelSrBBIANrPGiL5xrNqaT2llgFc/2VG7LynWzoFCD3nFXqLdFnol1KygfSxRTisBb/0MJC0R1CN8tSGPNxfvwqSpXDt7COMGJqC1Us+M6JzMBAlhqfd/IRpiACVVASKGQYLbioqC3axiP849qyWSo208dOMkiir8RDstxDjMPfqh2RospXzBn3COnIklNpXij54m4aJ78DvTO7poQtRz3XXXMXHiRObPn09eXh6pqamtuo7ERRddxEUXXdQq52oPEkh0ImoDLfHq4XSqlmA5arCKgLsXVk82EbOdoCWu9n0FFX4OFnooKvOSluBiZIKPyFAz//u2kNtPj+HTbWbcDgurdxVT6QkyIDOajAQHSjPa22oWnDuadzwUjpCVGsXaHXtq36OpCv0zY/nts1/XbhvaJ44fnT+MKFsTelYUqPbrKAo4rS3rQThQ4OHVT3fUlvWZ+Zv4/Y2TyGiF1Iiic7J6c6n+Zj6OqVegGBE8y/6La+plBGxJHV000QmFdIOPvz3Iu1/twTBgxrgMLjq1H/ZGUmYXVwXYfqAMRYFBveJIcB87SLX5C1BDPsKOODRvKYqqEXCkoismHBaNrETJOAcQNrtwDD+ViiX/BcA+aDK6NaqDSyVE44YOHdpqgUNXJ4FEJ5KV7KZ/Rgy7s8sB6JXipneKG00xCG1fQtWahcTOuoGSz1/AMXgK5kmXEzY08sp8rNtVzFuLdwFwwUnJDN4ynwHeSu6afBba4v/j0tNuZFFhJW9+thuoGfLzux9OJCvRddxyGRjsL6jmqw05xLisTBmeSmKUlUOFHrbuLeWSmQM5WFCJ3Wpi9MBE/v3+ljrHb91XyrqdxZw6KvWYrW5l1UE+/uYgi1cfwmxSOXdaX04eldrgmhJNUVLhr7ettNIvgUQ3paET3LMa365VhD3lGCEf4eJsbFkjUAckIUPIxffllFQzf8nRhpAv1mQzbnASQxtIY11WHeL3//4Wj69m7prbYeaBGyYR08jQUwt+Khf/m3BlCe7Rp1Oy9A1ip12ENUvF65CW9u/SFQvm+Iza1+aETCKarQNLJIRoKgkkOhGnVeOeH0xg674SMKBXkhunVUM3wDpkOqa9ayld+HdMMSnYxs4hYNS0mhVW+Pl689GUY++tKmTInAtJXfUE2tcvYxs4iVDKEN58c23tewwDVm0toM8M93En6R0q8vLQi9/WBgFL1mbzwI2TiHJa2HGwjB0Hy0iOcxAI6qQnuqjw1B+itHhNNqeMTG20/6Os0s8Tb26ozTalB3XeXLyLkgofV84aeELjlNMS6rb2aapCqgQR3ZaOhmnYLJyecqo3LQbAPfFclL5T0CWIEA2oaiChRVV1w0ku9udX1gYRR449kF9FTN+4Bt8fxEbUaT+k+PUHKP/qNWxZw1HdCQTs0jv2fbZQKcUL/4590GTM8RlULn+DpN4j8DkzO7poQojjkECik0mIcTAko4H0qf5K9IoiAPTqMvCWocTEYhg1CwdFOY92scdHWYilAiNU80AfLtiHPeJHU0H/zvxnt9PapKFDe3Mr6vQklHuC5BV76Zvq5vJZg3j9850UlnmZNbEX4UjDE6zdDjOqQqM9EntyKuqlrAX4Ym02Z56URWJU81d2zEhwcsdV45i/ZA9Wi8aF0/uRGCWtXN2ZFvISzN9V+zqQuwvLUC9YOvfKoKJjZCQ6sVtN+AI1qVc1VSErpeFeWqul/nCnhrYdoSgGkYp8jGBNz2ioNA8jHEALe9HN0Y0e1xMFLHEkXHwPujWaiGYlsfcIAo6WpdEUQrQPCSS6AJUI4fzdaDEpJJz1EyoWv0QwextqdC90TKTFO5k0PJU9ORUEgjojMx24i1dhGnYyztFnUrrgL1i8hVx99hBe/HAbAPHRNsYPSmrSBL9oV/2HMLejJrvSrPHpjBuUSHl1kDXbCjE3sL4EwNmT6q9U/V3VvoZbAQ0DvIEw0PwHQVWpycBy15VjJZ1sD6ApEQJbFxMqOoR70gVEAj6q132Cvm8V6uAzZGiTqCfWaeG3P5jIik15BEI600amkdLIWgy9k92MGZDIul01DTrjBieRldz40FBN9+PfvRp7vzE1Q5s++RdGwIsp7AUJJOowDPA7jw5t0l29OrA0QojmkECiC4igovWfRnTvsfjMMbhOvxFds6Ef/vXFOMyMH5hAr+TxlHuCpMTZcTkGAOA3uYi76HcELFFMS1QYkBFDtT9EapwTp7Vpy0IPTI/mpKHJfLO1AE1VuPKsQSTFHG7ZN+BgoYcn3lgPQN/0aOae2p9Pv95Pn/RoBmfFYTaphCMG1QG90WumJjQ86dBpNxN/Ar0R3yVBRM+gGyqWEWcSn9yPSMowIIItfSBG0iBCEkQIjqaDDoYixLgsqEBKjI2LpvcFOOYwT4dF48cXDCO3xIuiQGqsA4up8cxOYdWO9aRL0XQvYVsc8Zf8tuaB2RxTkypKCCG6AQkkughdsaCba4YvBc0x9fbbzBq9Epz0OvxA/t32/SNfXKoKqbF2oHkpYJ02EzecO5QLpvfDrKnEuc01y7MCvpDOywu31b53b04FhaVezj25L1XeUO0EcIABvWK4Zd6oBoOJ3qlRXDZrIK8t2lm7TVHgx+cPx20z9ejUiKLpgqYolPSxtX8vSvo4+dsRtTbuK+Of727C6w9z8ug0Lj61Py6bqcmLuVk0ld5Jx09QcUTI5KLAb2Hx1wfZcaiM08dnMrp/BOsxAhAhhOhKJJDoRpTvzEFQFKXFi6/5whH25FRQ4QmSGu+gV5ITk6rWaU2r9ocp9wTqHOfxhQiEdD5cvq/O9l0Hy9mbV8mI3rH1rmUxa5w2Jo2BmTFUekOYNIWEGBtJbqs8CIpm+e7fi/ztiCNKPEGeeGM9+uGgYen6XIb1iWfioMQ2u2YoYvCP+ZvYk1MBwJ7sCm66cCQTBia02TWFEKI9SSDRTSgYmAu2oLoTavJv526GlKGETMduPTOoWbjNZtJqA4+gHmF/gYfXP9vJvtzK2vdePmsQp49LrzNUyGkzEeu2UlZVN5gIN5Imp7K68UXnTKqKqir856NtFFf4GTMwkavPGtxoekUhhGiqKm+wNogA6JXkJLe4GmVwEooSIRJp/UGQZZ5AbRBxxJJ1OUwemkQ43HBiivamKDXrFRmG0eSeGSGEOEL6V7sJi15FxZf/oXT+o/iX/5fShf9Aqy485jEFFX6efGcTdz+zkk9WHcIbqskWtXlfGTsPldcJIgBe/3wnJd8LGOxmjevm1F+UJdplwdrAok4px0i/6gvp/PX19RQfXv9h3c4ilm3MRZGVqIUQLZQYYyfWXTPfanw/N78cWcg5Q1QsgVKMDe9jDtfPGtdSLpu5TkY9gKG9Y9E7ST7iCm+IRWtyePCl1by9dC/F37u/CyHE8Ugg0U0EtCjizr8N3VOGd9tyYk67hmBM70bf7w9HeOx/a1m/s4iyqgCvfbaTDbuLMZlUlm3IIRSq31oWiRgN9igM7x3DPddNYMqIVAZkxnD9uUOZMDiRX1w6Gtvh9IiqApfOHEDWMcYXV/vDlH/vi2zz3tIGV/wWQojmcFo07rx6HDPHZzJzeAzmfSsJLPw/Kj54nKq1H6MFWz+QcFo1fnHJaGIOZ74bNSCBKSNSWzzstDUEwhGenr+JVz/dwe7sct5fuo8/vLSKigbW1hBCiMbI0KZuwqR7qd6wCFBQrHaqvn2P2PQhBOwpDb6/rCpAUXndlZ/XbCvklJFp9M+IaTCpiN1qIiG6/joMCgr9UtwMPG8YAPrhxSqGZEbzyE1TKKrwE+WwkBBlPWYGpRinpc7K3gDTx6TXnk8IIVoiKcrG1WcMRFEULFk/o/A/9xDxVhB/wW0EnGmtnk3JMKBPsouHfzwJX0An2mlG6yQ9rLklXnYdKq+zrdwTZH9BFaP6NLzInhBCfJ/0SHQXhgERnbg5N5Nw2QOYohOPOdM02mmpbSU7YlT/eNS8jcwYlYQ3EGb62KN5va1mjZ9fPIroY8xX0PVInYd+w4Aou5l+KW4SjxNEAJhUhR9fMJwzJ/Wid2oUPzxnKGP6xx/nqM5FUcAXilDlD0uGRyE6oUjEQPMVU/bZv1EsdjR3AmWfPo+1Oq/Nrmk3a8S5LJ0miAAINTJHo7HtQgjREOmR6CbCJieWCRcTNlkJGSqu2bcRUBpfxdlh0bj9ijE8//5Wsgs9zBqdyCh1F8ULXiHpyoe48OS+VFQHmTk+E58/REpcTc706qCO06K1SjacoB4hrBvYv7M6bLzLwmUz+mOgoGC0+DomRSdsaJgIoysaRiRMSI+AasHcykOmwhGDtbuK+e8n2/H4QkwblcbcU/o1Olk8VFGEORwiZHIDYAmWEdGshLXG55EIIVouotmw9RqGdcY1YHHiX/8REXPz0mIfjwH4gjpWs4bWeeKHWmkJDqKcljrDVTVVIbMZ6W2FEKJDAomnnnqKjz76CIDp06dzxx13dEQx2l04YlDmCeKwmnDZjv0wbo74CGt2DAMs+AnSeFBwREC1U1YRwGrRMJssVFb7MZs1NFUhyqxTVA0uq4LLqqAZYdLjHPz2mtHgKcH30V/R9+URf8Ht+O0paAbEuSxY/GHyS6vZmV2OpijsyakgMcbOrAmZxH5vEqHF8BFU7GhGGAwdXW14IbmgHmHDnhLe+HwXZVUBThqazOknZeHzh8hMdOG2mQCjSS365oiXkOqoc/3a8gRLCaz9AMeo0/FuW4EltR+himL0YIhPinvRv186gzNj0JoRUBz5XahEUCMBwurR6+3Jq+KZ+ZtqXy9dn4svoPOT84eifqc/xurNRVUUihe/haPfWOyJWegmJ1Wf/gNzcm8sYy+QYEL0OMFwhPLqIFFOC7ZmrrOgGSEwIgQqw4R8NffOaFOI4OHP55GF6PwBvWbCteZAG30eXsNEWVWAhHEXoeoeLOFKDD1MdTBCtNNMEBu6asUc8aGbHFT5wngDYaIcZiqqg7gdZuyHk0pYA0XgqyAU1x+1eCd+7Hy6TSclWmN471hcrs71gO6ymrjr6vG88vE2tu0vIz3RxQ/OGUpyA8NXhRCiMe0eSKxYsYJly5Yxf/58FEXhhhtuYNGiRcyaNau9i9KuyquDPPfeFrYdKMNlN/PzS0YzMM3dYDBhDlXiW/5fHMNOQbO7Kf/yFaJOvxElohMxOwiaowGoDugUlvuIclqwmlRe+ng763YUctXZQ/hw+T5KKvykxDu46fwhPPXJTnbnVBHjtvKXS5PxffMmUbN+hJ67lUDuLiyxSfgqC/GsX4RrRi+C5miqAzp/e2sDe7KPpi+cNiqNXdnlbNtfxp1XjsVmrvnCt1YeoGr560TNupHQvvXo3gq0EWehq3W/lBQF1u4s5tkFm2u3rdycz+a9JZw6NpOXF27nrqvHEuOoG6Q0xByqwLv0FZyjTke1uqhc8grumTcQsCViUsL4Vr2Ld8tXBHJ34RwymdIPngQjQvycnxJVGeb//reOX185jiGZ0U36HVqrc6n84kWiZ/2IcMEegnm7sYyfS1hzoKoK327Nr3fM6m0FlM0cQLyrpj42fyElb/8RLSqeqNGnU/HtBxghH9GT5xLM3UkwdyeOwVMIu3s3qUxCdAeFFX7++sZ68ku8JMbY+eVlY0iJadoDrRYJYexeQsTvwRebTGTb1ziGTadq9xpcUy4hbIlmR3YFT761kWpfiGF947j+nJr5XM9/sJ6cwmrun6ETLtiAyRWL6ojGFZtMxVef4R57Jpak/lQueRltyGk8+F4lhWU+BmTGMDgrjqUbcvjlZaPpnWAnsHkxVesXET31YsqWvYF71EzGpE0lpmQD5l06ysgzMbTO9ZCeEmPjtktHU+0PY7eYMHfGrhMhRKfW7nMkEhMTueuuu7BYLJjNZvr160dubm57F6NdKYrCsk15bDtQBtQs2PbkG+vx+PXGDgBFpeTd/6PozT8Q8VWh+sspeethgps+QVMiFFT4+e1zX/PgC99y19PL2by/jJ0Hyxg9MImv1uVQcjiFqq4bLNlQwO6cmowkldVB9hcGCJXmUfK/31L66fOgqAQHn0nV1J+h+6rRwzVd3fvyK+sEEQDLNuQysn8CB/IrOVTkObpDVQgV7qfkv/dQ/sVLKJoJGpgV4Q1G+N+iHfW2V3lDmEwKhWVe9uRU1tvfyA8KBYWS+X+m+M0HiQT9oNT8SYcNE47x52KKSyVUfIjypW+AEcE1/BRKlHj+s7wUgLe/2EWTMzEqCnpFIcWv/Y6yj/+BYjLX/K6omQ/ibiD4MWkKpu/0eIQsUThHnEqoYD8ln/yLcFke9r5jqN62AoC42T8jGNWriQUSouszgP99tpP8Ei8AReU+XvhwK+Emjms0VAVFM1H19buUL36FUPY2NE8RgZBOlV+n0hfmiTc3UO2ryUa0ZW8p63YV8c3WArbsLaXcE2BTVSxYXRihABUr3qbssxcJleaiVxRR/N97COzbSH5ZgKrDGY12HSrHGwhhGAb/eGcTvhBYx8zBHJdGxVf/w5zQCzQTCV89irr2LUIRlVAbrFPRGjRFIcpuliBCCHFC2r1HYsCAAbX/379/PwsXLuS1115r8vHx8Z2re7ipvp8dw+MLoQOJie56741JTcM26Vx8O1ZihPy4R55KycKnUe1uosefhTkuipcXratdUVqPGPzn422cPDodTVXYuLu49lyJsXYOFhx94I9EDF5bVc3d48+iavkboGr4+83gN68dJBIxmDN2LplFZk4d56ZqW8PrUBxZbM4f0mvLH4npT3DUTCq/fR/FbCVq5HQs8fVXb80uqKr9Mv6+YCiCqoCqqQ3+XOpzY518Hr7dqzAiOrFT5+FMzyKq9uHeiTLlQoo++HvN2zUT1vSBVC/7FzfOuIJnFxeRX+rFYjMRF3X88dFG2IY+8RzKvvgPKCoxY2dhSUqq3T91ZBofLt9XZ9GrC6b3o29m7HdS2LoJjp5J1eqFENFRzFYsiZl4Nn6BKS4NV//RmNxN6yHpypr2++1eOkOdO+P9s7zKX2/NmgN5lZgtZhJi7OjeKoxIGNViJ+L3YIqqf18JmU+i6uv56NUV2PuNJZCzE2/WDMqDVqLM4PWH67y/pMJPUZmv9rU3GKG6NJfEUdPwbFtJJOAlatIF+A5uIeL3YBs0mU/3qvgCR8+TX+IlIdrOnpwKVJOGVpZDqCQHVBOhkkO4Rp8OqopidVAcM5yhsVE47cfvaT0RneFvqyP0xHr3xDpDz613V9Bhk6137drFj3/8Y+6880569+7d5ONKSjxdcvXN6WMy2LSnpPb1oF6xOCwqRUV1c5cnJrqpyj1AyZuPYopPxxyTTNnSN4mfeS1lS1/HX1WJR4kht7i6znFefxirWWPN9kJOGpbC8o01vTx7siu4eGb/2pSqZpPKradaqfrkDZwjTsW7Zx3GV//ivHGX8d+lBbyxopBzVCfDs2JJbWDxOKtZq02RGB9lo6ioCkUBc/5GKr99H+eo0/FtX0Hhe08RNfsWAqqzzvEmBQZkxtQLrABsFg2Xw0JWsqvez6UhtmAJJW8+gjkxC80dR+F7T5DoisfvSEdRalb6LvnwHzVvVjXQw1Ss/hj31EtYvbzmIWLC0BT0YLhp1yvfTdkX/8Ex7BQC+zeS/85fiLngTgJaFACJbgu/++FEFq/JpqDMy4yxmYzoE0tJydFAzuovpvzDv0JExxSbSrgsj6oNXxA1/mwqV39E0Sf/xj71itoJ2N1RYqK7ST/v7qS163yiX6qd8f6pKHD6hF688+Xu2m2nT8iEsE5xsQfTwW/wZ2/DFJNKpKoI80mXEzaOJmgwGwF8X75AJODDOXQa1VuXETPtEmI2v47r7F/gszjomx7F3u/0dA7qFcPAzBhWbSsgxmXlpLhyot0DqNzwOarVhi1rOJVfv0vc6ddiSuiFZ/WHXDKlP9uy7bVpswdnxbLgqz1MHZmG2QgRKC/E3n887mmXUfnlS0QqC1EGnYqx9TNSdr5FuM/PKPK0/tynnvh5gp5Z755YZ2jdektA0voUowNWxlmzZg233HILd999N3PmzGnWsZ3xi7ApgnqELfvK+GJtNgMyY5g2MrXeZGWo+SMvKSrHlL8ZNTYNvWgfhq8CS+YwSj/+J/b+E1CHn82GA5U89r91tcedMjqdk0en8f6yvUwZkUaFJ8j6XYUM7RPPmD5ucour+XJTMcOyojlrmB1LxSGMtBEY1cXkZufzyOc+Kjw1PQW3XjqakX3iCEcMlmzI5bVFO9EjBnaribmn9uP9pXs5fUIvZk/qVZvO0BKqwCjchZE2Eq06HyMUIBQ3oME5IIeKq3noxVV10gxOHJrMjHGZJMXYGvy5NERFR8vbiBrfi4hqhvwdGGkjCKs2VCMEO7+kYsl/cZ90AdbBUyhZ8BiKr5KKKTdz79v5OO1m7r1uQpMnF5rDVZC/HSN9BJqvDMNbRihxCIZRd0iApimA0uD6F+ZwFb4Vr2KOSUKJRNCry4lEItj7jKJk4dOgqCRefj9+V/cd3tQTvwwlkDi26qDOmh1FfLMlj3GDk5kwOOlw0gWwRaoo/d9v0avLSbr2T/isSfWOt1YdgHCQSChEwFuF7krGGiiD9JFE0CirDvLVhjz25pQzY2wGw3rHArDlQBlfrMnmlGFxnJRlRvMU1PQgBK3E+bPRYpIJRfdGyd1IKCqD9zd62XmonEnDU8gp8hDttDJ5WDJRdjMqYbSwn5DJhdlXSKAklw/3OThjoILLohKO69cq2e6+ryd+nqBn1rsn1hkkkOjs2j2QyMvLY+7cuTz++ONMnjy52cd31i/CpjKZVHTdaHRl0yMfGEWpGXevRfyYIv7/b+/O46Oq7/2Pv86cWTKTfScQEpBNkVWUxYW1BCQsbrWoP2h/9Pqz9+evPmrv7+FWbr3X0mqprdZqf733oT+XR731p1VsoUipVLxWVJSLoIgCEQKBEEISsk5mPb8/AoEYIBk6SSYz7+cfypw5c875TGY+Zz7nfBd89gyc/lrCdjdBm5tg2OLLo43sPlDLwOxkRhdnkpxkx263EQ63bd80bSdPXFbb2Onm6X0bhnHy/1BR08Lz63dz/EQri6cPZdroAbhOjppiGHCswcexOi/hsEVlTTNDB6YxJC8Fh9mxi82pbXbFMKDqRCufHzxBXWMrIwozGDcil6Av8hlVT71PZ9u/aQVwNBwkkDqIkC0Js+UYrS3NbNhrIzs9iYuLMslKiaypwZn7OHPfkXAEm7BsJuaRHW3tsrOKCdlcWF+8jT1rIIH80Z2Kk3iSiCdDFRJdMwxO5qhwh++0veJDGrb8HjMtF2duEeZl1xP6ys10XyDEZwdPcKLJz6RRuWR4HFhWx+GjbTYDm80g+JV5Enwhi8PHm3DaTQZmuzENA9Nsy6On3qtT33XDMDDNtm205fLwOXPAufYXbYn4fYLEjDsRYwYVErGu1wuJVatW8eqrr1JUdPqK69KlS7nlllu69fpYPhFGw7m+MK5wCz6bB5sRxgy2EDDb2jp398d7V0KWRTBskWQ3z7u98/54Ntr6TzhMo9s/sE9trzcT5IUWANGWnemits6LdXLMA5sVwLLZ47qIgMQ8GaqQuHBOfy1GOIhlT8LwN+PzFHRaZ9u+4zz1+50ApLgd/PiOae13NM6nutHHw89/yImmtgEmbp4zgnlXDO5y8sxYkojfJ0jMuBMxZlAhEet6vY/EypUrWblyZW/vtl851TH31Anf1VJJ/YYnyZh3J6G6w3i/eB/39OUEHOlRKSKAk1fhui5KzvX0sfpWfr+5jINHG5g/dQhTR+eR5DDPvnI3tteTYqGIALDZnVj42h+HDQeaDlukI78z6/QDe1rHJw043uDD5w+xZPpF/PWjQzS2BGj1h7osJAwDPvysqr2IAHjlr3u5/OI8clLPPgeOiIh0pJmtY8zOvdXsr6zH47JTNCCFLI8LTAdg4/hLD2KFgiRPLMGynX225L7gDYT4+e/+q70T4gtv7CbZ7eCKkZ1HVxERiZa9hxtY/dtthMIWDruNpXNH0dDUSmZK1/nRMAyavB2bU1oWHfpuhQFbrNzCFBGJQb0+j4ScW+UJLzv2Huf3m/bxxMs7eOGNL6g80UogKYvkCXOxQgHAwjP6mpia+biu0ddeRJyy7YsqTFMfLxHpGYGQxTNrd7UPtxwIhtmy8wgLphVjt3Wde8JhiymXDuDMie2vuCSP3PQkguEw2/fV8NCzH/Lka59wpNZ77g2JiCQw3ZGIIVW1Lby8aQ8AuRlJ7Nx7nFZfkH9Zkkf1m8/iGTuTQGUZNWtWk730IVrtGVHdv6tuL3gyCTlSMGvLCGVdRNDW9fwK6ckuUj2ODvNDXDok+6yjFomIREMwHO40J019s4+zTYR5pkDIouJ4Mw0tfgpzk1l1xzT2HW4g1e1g+MA07DaDLw438Kvf7wDgYFXboBYPf2caae7YuRMsIhILVEjECMOAL09OyrRgQibzC6rZXJPP0Gwb/uMV5Nx0L6H0IjzBFmiuwedIj2p7+qRgPbXrn8LmTsU1+BLqtm8k75Z/IZg6pMvXJrtM/unWy/j31z/laG0LX7tiMBNHqFmTiPQcj9PODTOH8eKfv2hfdvOckTjPM9iDBby5rYJX/roXAKfdxj+vmMzVl+a3r2MYUHa4gbFD0vnkQD1ul52BmU6OnfCqkBAR+QoVEjGiwRskP8vD9TOHMaOwFWvDy0zPG4Gt8ihNdgeZN9xP0PS0NWly5US9U26rPZ2MJf+bmv9YSeD4IdxX30Z90iC6OzhqUU4yD66YjC8QIsWlj5WI9CzLsrh6bAEF2clU1jQzKC+FSRfn09zYes7X1DX5efWMie/8wTB/3VbBN+eNah/cwrLg6qEmMwOfsX3oRIpS/KQ2V+BMH9vjMYmI9Df6xRcD6pr9/OSFj6ipbzsBHhtXwC3XfIvQ209jAZnLHsbnyOxyO3/PULD2cCsNn21pe2A68O7aTEvqCPKLhnS7aHHYDBxxWESor6VI3zlfXnPZbYwuymB0UQYAniRHeyHRcY6Ztv9b0GlbwWC4/flTcpJC1O59l/Ge3dB0HHvBCNIcM/DTd6I11LeISDTF36++fmjPoRPtRQTA1EFBrG2vYnOnYqbl4Pv0bRwTriXkSMVZv59Qcj5m2I/RVIU/azhNjc18WuGloqaV0UOyGHaynW8kwgEfgZrD+Kd+i+z8fMzaA3hDfpy1+wilFxKydW/253hS3eBjZ9lxgsEw44bnMDDLrYJCpJeEwxZlRxvZtb+W3Ew3o4dkkunp3j3S8upmPik7TlZqEkUFqezeX4sFTBqVx7XThrB+ywEATJvBnMsHEwp9pbhILyJz9jep3fBvAGTN+RYtjvRohtdtgZDFviP17C6voygvlUuKM0iOwws2ItI/KRtFnYVx8r82I0zYOvfoIYYBDa1BWgOhDsu9AXAUjaFy+I28sbUC+1GLa+ttDE+r4dgrP8E9cjKGFaZlz4fk3fwAL73dxDuf1QKw9m/7+f4tExlT3PUdjDMFnenszFlApsPEvekpcKfhLmimZuM6cm9eSShjeMTvRH9W3xJg1XNb2ztzvv6fX/LQ7VPJTdP48iI9wTDAH7IwDQObAXsON7D6xW3tz48fkcONM0cwOOf8Bf3B6mZ+9H8/IGzBkunD+I+/fEFLaxCAP5z8Ho8dlkNDs4/C3BQKMjsPKOFsKOf4m8/iyCsmeKKKur88TWrJP+J3ZEQ77C59sr+WJ092/AYomVLE0tnDNeeMiMQEjc8ZRYZh4Ty2C/vRT3DSCrv+jKu16pzrH6xu5oH/s4WmlgDuM64wvbknQM3opfzohe1s/ewYW3ZV89Bz2zjkSyWr9Lt4P3+Pli8+IGv2f6Oi/Eh7EXHKG++VRzz0qs2AocOKeOavVdRO+jah6nLYuY60K28ikF4c2RsRBw5VN3UYEcYXCHGgsqEPj0gkfvlDYd7ddYyV//4+q3+3nUM1Lbyz83CHdXbsPc7He6tpaAmed1u79tdyevJuq72IAPD6ghysamTUoDSuGJl71iICIOxMJeWy+aQv/D7ZN9yHe+QUQvbkvyfEC2IZ8Kd393dY9ubWg12+ByIivUV3JKLIDPloLdtG86dv4yq8GN+hz8jOHIAxcEDndrlhi2fWfkZza5B17+5nwZVDcJgmhfkpDMlLYffBuvbOf9A2RvrhY41kVn7Uvsy7/xPShk7G7Wo7QZ4yMCf5gtrSDsxy8/Dtl2Hfu5nmU/vYt430kdMIObMj3l5/5j5L0wF3FzPlisiF2Xekgaf/+CkA1Se8/OT5D/mHxWN475Oj7eu4HCatgRCNXj+p7nN/F9OSTzd/sp2liefZvttf5XdmYk68Dp9lg7R0bGmDCWFGElJUNLYEmH35YNa8XUZtQ1vz1xSPE4dd1wBFJDYoG0VR0JaEZ8oN2JKS8R36jJTxcwgPGn/WH/WBkEVVbQsAPn+INZvL2Li1nMtG5ZGSZCc9pXMTmsxkE39lGVlL/omcRd8lUHOY9IJC7phfjHnyhJmZ6mLu5MEdipBIJNsCBI98TvqM28i9bRVhbz2Gr+mCttWfFeYk87UrBrc/nnRxHhcVpPXhEYnEJ8OAA5WNHZb5/CHcLpOstLa+WTabwaJrLmLfoTqy087fX2vM0CyGnPyuVlQ1MXXMgPbnrhpbQHF+SreOK3RGs9RwLxcRDd4gL765l+8/8Q6/3fA5U8YMYNLFedhNG3dcPxaPU6duEYkNhtXPhoGoqWm64B/JPc0MtxLc/keatq3HkVNIoOYI2Uu+TyB/TOc2vQas3VJO2ZF6hg3KIBQKM2JwBjMnDaa6uhF/MMyGrQf54ztfYhgGX589gtmXDSTZasJvTwXA46+h2ZGDPdxKdVOIeq9FbqabZOffd9JzBBsIm25ChoOkUAM+e1qPdzLOzU2lurqx6xV7UShsUVXfSjhskZ/hxmFG1oG9K7EYc29IxLijHXNubuoFvS5W8+cnB+p47KXt7Y/tpo2f/s8rsdtt7DvcQG19Kw3NPq4ZP5Cc1HP3Uzr1PvuCYY7WeXE7TTJSnFTX+8CyyM90RzwQRW8zDIP/99Y+Nrxf3mH57UvGcElRBhkpzg79IxLx+wSJGXcixgzRjftCc6ecm9pqRFHYdOLMH0rmtf+IWTiW1v9ai5GcdfYf4RZ87fJCmv8WYM3Jcc1dDpO8LA+5KU6cdhuLrxzCNeMHYRiQmezAssBHWvtJpNnRNulb0JZEZhpkRumCecB+ekOtZlrCduozbQYDz9GGWkSiZ8SgNJbOHcmat8vISHHy7cVjyDzZRGniRVlgGG3DuXazCHLZbRTnnu7TMCir/3yPm1qD/GXrwU7L395ewZWX5nf7PRAR6Q0qJKLIsmwECycBEMSG4/Ib8VnnfoubvEE2ftB2wkhxO5g7pZhdX9ZQPCAVp93k+IkWBuakkJvm0rCjIhK3khwm8y4v5JpxAzFt4Dw5WIRhtA3DfLi6mfQUJ4U5Huy2+G7WY5oGniR7h8EeoK3ZatuIgCIisUOFRJRZZ3Q7CZ6niPiqJdOH8fKmPQSCYQDmTy1m+55qauq9/OBbkztcXRMRiTeWBW5HxyLh0PEWfvTs1va8eGvJKOZOGhTXF1bcDhu3lozi317/tH2ZYcC8ycUx2SxNRBJbfF/aiXHZaS7mTy2iMC+Fz8tr20+WAG9+eJDJowcQDFms/dt+DP2l5AwGYexhLwD2sBdD1yklzpimjQ3vl3fIiy9v2kNdc+A8r+r/LAsuG5HLP916GZMuzmPGxEH883+fzJB8XUwSkdijOxJ9yAYsufoirhxbwB//dqDDc+GwBSf7BAZCYdBNbTnJIIy9cge+Q7vxXL6Ilg//gKt4LMEB405OhygSH4LhcIfH4bB1QUNb9zcO0+DSogzGDc0CrE4zb4uIxApd5+5jLruNwuxkFkwr7jDm+YzLCtn+xTFsBiy+emi3O9jZLR/Gyc048PfEIUufsyAcpvnjv1Dz4gM079gE4RAqNCWehEJh5k/pmBcXX3MRGWfMExHvQqGwiggRiWm6IxEjhuSn8KPbp1JZ6yXZZZLkNBlVlMmg3GQGdnPEEUegntb3X8EzbjbYk2h6/1WSr7kNvzOrh49eepOFiW3gaJwDhuI/+iXOAcOwFVzSoX+OSDw4lRcrqptIT3ZRnJ+ie24iIjFEhUSssKAg0824kXnt4yUX53Vv4qRTDCtEsKmWmlcfAdOOmZKFEQ71xNFKHzKNEL4dG/Af3U/K+K/RtGMT/k//gjm2tE9m3xXpMSfzYoGGYRYRiUkqJLrgDDUTMD1YGLisFnyGp68P6awcwWaCznTSr7oZ376tNH78JunTb8Hvzo16ixdvIMSBo414fSGKB6SSnZI4TQ1iQcgycY2YinPAMMIFY8guHostPZ9WFREiIiLSi+K6kLARwtV4iFBqAbbGo4TcWQTs3Z/V0OE/QfN/Po/nkqsx0/M4sfE3pM//X/g8BR3WC4bDfHGonsrjLVwyNJPCbE+vDk/oCDbR+t5LuAYOJ2Qz8O7fQdac5dT+6Vfk3PxDWj0Do7avQMji+Tc+Z+tnVQC4XXYeXDGZvPSkqO1DuubzFGAkD8QKWxgFExKiA6qIiIjElrguJOzBFk688xKGaSdQtZ/sGx+IqJCwbA7M1Gxq//QkmCaO7EFgdr76vvdwAz//3XYAkpwmq/7HNLJ68Sp92GbHTM+hbtNzGHYntuQMzNwhZMy4jaArM6r7OlrX0l5EAHh9QT7dX8vsCdErVqR7ThUPKiJERESkL8R178yAI4WUCSX4yj/FVTSGkCcnotcH7cl4Lp0OWBAKkjJhLn5X547LdY2+9n+3+kM0t/buOOchWxLukdMAAyvoJ2XcbHyeAkIXXUPQjG7b4rN1dDTU+1FEREQk4cR1IeEMNtG0bT05N91PuLUZs6U6otcnBeuoWfMzHHnFeC6dTt3GZ3A1Heq03sjBGWSmugC4cmwBuem92zEwKdRA7R9/jpmeS/LEedS/8xLOE/t7pHlVfpabq8aebtqV7HYwZmh29HckIiIiIjEtrps2+cxUUhd+H5/hIWVuIa1mZDOD+uwZZC24E1JzCZlu3COuIODJ67ReTqqLf/2HKTR5g2SmOHHZe7c+azXTyJh7O7jTCTrTyC4eQyiloOsXXgCHzcZtJSO5ZsJAvL4QRQNSyfQ4emRfIiIiIhK74rqQAPCfHGXJH2ERAWBh4Mu++PSCvLHnXDfFZSfF1Xdvpy9zRPu/Q+c5zmhIcpiMHJTeo/sQERERkdgW102bRERERESkZ6iQEBERERGRiKmQEBERERGRiKmQEBERERGRiKmQEBERERGRiKmQEBERERGRiKmQEBERERGRiKmQEBERERGRiPW7CelsNqOvD6HHJUKMZ5OIcSdizJCYccdCzLFwDD0tEWL8qkSMGRIz7kSMGRI37v7AsCzL6uuDEBERERGR/kVNm0REREREJGIqJEREREREJGIqJEREREREJGIqJEREREREJGIqJEREREREJGIqJEREREREJGIqJEREREREJGIqJEREREREJGIqJEREREREJGIqJPpYU1MTCxcupKKiAoAtW7awaNEiSkpKeOyxx/r46HrGk08+SWlpKaWlpaxevRqI/7h/+ctfsmDBAkpLS3n22WeB+I/5TD/96U+57777ANi9ezc33ngj8+bN4wc/+AHBYLCPjy66li9fTmlpKUuWLGHJkiXs2LGDtWvXsmDBAubOncuLL77Y14cYNxItfyZi7oTEzp+JlDtB+bNfsqTPfPzxx9bChQutSy+91Dp06JDl9XqtGTNmWAcPHrQCgYC1YsUKa/PmzX19mFH17rvvWt/4xjcsn89n+f1+a/ny5dbatWvjOu4PPvjAWrp0qRUIBCyv12vNmjXL2r17d1zHfKYtW7ZYU6ZMse69917LsiyrtLTU2r59u2VZlnX//fdbL774Yh8eXXSFw2HrqquusgKBQPuyo0ePWrNmzbLq6uqs5uZma9GiRdbevXv78CjjQ6Llz0TMnZaV2PkzkXKnZSl/9le6I9GHXn75ZR588EHy8vIA2LlzJ8XFxQwePBi73c6iRYvYsGFDHx9ldOXm5nLffffhdDpxOBwMGzaMAwcOxHXckydP5oUXXsBut1NTU0MoFKKhoSGuYz7lxIkTPPbYY3znO98B4PDhw7S2tjJhwgQAbrjhhriK+8svv8QwDG6//XYWL17Mb3/7W7Zs2cLUqVPJyMjA4/Ewb968uIq5ryRa/kzE3AmJmz8TLXeC8md/pUKiD/34xz/m8ssvb3987NgxcnNz2x/n5eVRVVXVF4fWY0aMGNGeCA8cOMD69esxDCPu43Y4HDzxxBOUlpYybdq0hPhbA/zwhz/k7rvvJi0tDej8Gc/NzY2ruBsaGpg2bRpPPfUUzz33HC+99BJHjhxJiL91b0u0/JmouRMSM38mWu4E5c/+SoVEDLEsq9MywzD64Eh63t69e1mxYgX33nsvRUVFnZ6Px7jvuusu3nvvPSorKzlw4ECn5+Mt5ldeeYWCggKmTZvWvizeP+MTJ05k9erVeDwesrKyuOmmm3jiiSc6rRdPMceKeP9snZKIuRMSK38mYu4E5c/+yt7XByCn5efnc/z48fbHx44da79tH0+2bdvGXXfdxQMPPEBpaSlbt26N67jLysrw+/1ccskluN1uSkpK2LBhA6Zptq8TbzEDrF+/nurqapYsWUJ9fT0tLS0YhtHhb11dXR1XcX/00UcEAoH2HwCWZTFo0KC4/nzHikTIn4mWOyEx82ci5k5Q/uyvdEcihowfP579+/dTXl5OKBRi3bp1TJ8+va8PK6oqKyu58847efTRRyktLQXiP+6KigpWrlyJ3+/H7/ezadMmli5dGtcxAzz77LOsW7eOP/zhD9x1113Mnj2bhx9+GJfLxbZt2wB4/fXX4yruxsZGVq9ejc/no6mpiTVr1vCzn/2M9957j9raWrxeLxs3boyrmGNFvOeRRMydkJj5MxFzJyh/9le6IxFDXC4XjzzyCN/97nfx+XzMmDGD+fPn9/VhRdUzzzyDz+fjkUceaV+2dOnSuI57xowZ7Nixg+uuuw7TNCkpKaG0tJSsrKy4jfl8Hn30UVauXElzczOjR49m+fLlfX1IUTNr1qz2v3U4HObWW29l0qRJ3H333SxfvpxAIMBNN93EuHHj+vpQ4068589EzJ2g/HmmeM6doPzZXxnW2RreiYiIiIiInIeaNomIiIiISMRUSIiIiIiISMRUSIiIiIiISMRUSIiIiIiISMRUSIiIiIiISMRUSIiIiIiISMRUSEhcW7FiBbW1tX/3Oh988AELFy7scn+jRo0667Y2bdrEqlWrAFi2bBkbNmygoqKCiRMndrlNEZHeptwpIt2hCekkrr377rtRWefvNWfOHObMmdPj+xERiQblThHpDt2RkLh1//33A/DNb36TrVu3smzZMhYtWsTixYt5/fXXO61TWVnJW2+9xdKlS7nhhhuYOXMmjz/+eMT7ffzxx7n++utZsmQJb731FgCvvfYad9xxR1TiEhHpScqdItJduiMhcevhhx/mtdde4/nnn+fmm2/mnnvuoaSkhKqqKr7+9a9TXFzcYZ3MzEzuueceHnnkEYYMGUJVVRWzZs1i+fLlEe23sLCQhx56iD179rBs2TLeeOONHopQRCT6lDtFpLtUSEjcKysrw+fzUVJSAkB+fj4lJSW88847HdrZGobBb37zGzZv3sy6desoKyvDsiy8Xm9E+7vlllsAGDlyJMOGDWP79u3RC0ZEpJcod4pIV9S0SeKeYRidllmWRTAY7LCspaWF66+/nl27djF69Gjuuece7HY7lmVFtD+b7fTXyrIs7HbV6yLS/yh3ikhXVEhIXDNNk0GDBuFwONi4cSMAVVVV/PnPf+bKK69sXycYDFJeXk5TUxPf+973mD17Nlu3bsXv9xMOhyPa55o1awDYtWsX5eXljB8/PrpBiYj0MOVOEekOlfsS1+bOncuyZcv49a9/zapVq/jVr35FKBTizjvvZOrUqe3r3HrrrTz55JPMnDmTa6+9lrS0NIqKihg+fDjl5eU4nc5u7/PQoUNcd911GIbBL37xCzIyMnooOhGRnqHcKSLdYViR3nsUEREREZGEpzsSIhF4+umnWbt27Vmf+/a3v83ixYt7+YhERGKfcqdIfNIdCRERERERiZg6W4uIiIiISMRUSIiIiIiISMRUSIiIiIiISMRUSIiIiIiISMRUSIiIiIiISMT+PwXq46uZvqlBAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# 导入seaborn和pandas\n", "import seaborn as sns\n", "import pandas as pd\n", "\n", "# 使用默认主题\n", "sns.set_theme()\n", "\n", "# 加载数据集\n", "tips = pd.read_csv('tips.csv')\n", "\n", "# 可视化\n", "sns.relplot(\n", " data=tips,\n", " x=\"total_bill\", y=\"tip\", col=\"time\",\n", " hue=\"smoker\", style=\"smoker\", size=\"size\",\n", ")" ] }, { "cell_type": "markdown", "id": "a048fd61", "metadata": {}, "source": [ "## 代码拆解分析\n", "\n", "```python\n", "sns.relplot(\n", " data=tips,\n", " x=\"total_bill\", y=\"tip\", col=\"time\",\n", " hue=\"smoker\", style=\"smoker\", size=\"size\",\n", ")\n", "```\n", "\n", "这个用函数`relplot()`图像展示了`tips`数据集中5个变量之间的关系。注意:我们只是提供了变量的名字。与`matplotlib`不同,我们不需要说明变量用于颜色或标记(marker)等具体属性,这让我们可以专注于解决具体问题,而非纠结于如何控制`matplotlib`。" ] }, { "cell_type": "markdown", "id": "3cdc5556", "metadata": {}, "source": [ "# 用于统计图标的高级API\n", "\n", "世界上没有绝对最好的方法实现数据可视化。不同的问题对应不同的解决方案。`seaborn`用连续的面向数据集的API使得在不同数据集之间转换变得容易。\n", "\n", "函数`relplot()`由于被设计用于实现不同统计之间的**关系(relationships)**而得名。函数`relplot()`有一个`kind`参数实现不同统计图表之间的简单转换。" ] }, { "cell_type": "code", "execution_count": 2, "id": "d8e01227-008f-421c-9d19-1a1c9c21a425", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "dots = pd.read_csv(\"dots.csv\")\n", "sns.relplot(\n", " data=dots, kind=\"line\",\n", " x=\"time\", y=\"firing_rate\", col=\"align\",\n", " hue=\"choice\", size=\"coherence\", style=\"choice\",\n", " facet_kws=dict(sharex=False),\n", ")" ] }, { "cell_type": "markdown", "id": "cdef420a", "metadata": {}, "source": [ "我们注意到`size`和`style`参数在散点图和折线图中都有应用,但在两种图中的效果却不相同。散点图中是改变标记点的区域和形状,而折线图中则是改变折线的宽度和虚线。当然,我们不用把这些都记在脑袋里,我们只需要专注于图像的整体结构和我们想要传达的信息。\n", "\n", "# 统计估计" ] }, { "cell_type": "code", "execution_count": 3, "id": "0e224cbf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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zz+WOO+7gIx/5CDt27OBTn/oUH/zgB1FKsXHjRv7mb/5mvocpppEruFgLtxkwIR6x6BkqkEo4mIa0xRBCCCGEaNS8TwSgEu5zyy23TPrc1772tYn/f9Ob3sSb3vSm+R6WaJDWmuF56iY8HcsyKJR9RrJlOppjCz0cIYQQQojThiyhihkruQFBoBfNCnwiZtE3XMQPwoUeihBCCCHEaWNx3MmJ00q+5LGAqQFTmIZBGGoG09JkTAghhBCiUTIREDM2ki3PSTfhaqVlG5WIWQyMlHC9YBZHJIQQQghx5pKJgJgRzw8oln3sWcwUPjqY5+s/fYW/+9Yu8iXvpJ7DMCpbFNniyT1eCCGEEGKpWZBkYXH6ys/ijfZQusQvnjnCi/tHiEUsimWfx1/s57oLV57U80Ucg9Fsmfam6KyNUQghhBDiTCUTATEj6bxLxD613YBsweWhZ4/yzJ5BLNPgqvOWc+k5y7jv0f088VI/l23vJurM/K1pWwa5oo8fhFimbHYJIYQQQtQjEwHRsCAMyRQ8krGTe9sUyz6PPt/L4y/2E2rNG7Z0ccW5y0nGbAAu37GcF/eP8MTLA1x57vIZP79SCq01JTcgGZOJgBBCCCFEPTIREA0rlgPQesbdhD0/5Ncv9fHIc72U3IAdZ7VxzQUraU1FJh23vD3OxlXNPP5CHzu3dZ1UHoJlGmTy7sTkQgghhBBCVCcTAdGwTL6MOYOQmzDUPLt3kIeePUq24LFxVTPXXbiSZW3xmo+5Yscy/r9/e4WnXx3kkm3dMx5jxDEYzZVZ3h6f8YRFCCGEEGIpkYmAaEioNaM5l2gD3YS11rx8YJSfP32EoUyJlZ0J3nHVWaxdlpr2sWu6U6ztTvLo871cdHbnjGP9TcPAD33KXnBSeQZCCCGEEEuF3CmJhpTdAD8IMYz6b5nXezL8n6eOcHQwT0dzlHdfu4Gz17TMaHX+ivOW840H9rB73xAXbu6c8ViVVhRKvkwEhBBCCCHqkDsl0ZBs0cVUtVfn03mXb/18H68cHKEp4fC2y9dx7ob2ifr+M3HW8iZWtMd55Llezt/YMePniDgG6ZxLm5QRFUIIIYSoSUqriIaMZt263YR/8fQRXjua5oaLV/Hh27Zz/qaZ38CPU0pxxbnLGcmWeWH/8Iwfb1sGuZKHH4Qn9fpCCCGEEEuBTATEtMpeQMkLsKzqb5cgCHnl4CgXbO7k0u3Lah43E2evaaGzJcrDu3vQWs/osUopGCsjKoQQQgghqpOJgJhWoeRRb23/tZ4sZS/g3I0zj+evRSnFFTuWMzBa4tVDozN+vGkqMnl31sYjhBBCCHGmkYmAmNZo1sWxa79VXj4wgmMbnL2mdVZf95z1bbSmIvzyJHYFIrZJOl+e8eOEEEIIIZYKmQiIuvwgJF/ycGqFBYUhLx8c4ezVLbMSEnQ8w1BcvmMZRwcLvNaTmdFjTdPAC0JcT/IEhBBCCCGqkYmAqKtQ9tGamuU/D/TmKJYDtq6d3d2AceduaCcVt3l4d++MH6u0Il/y5mBUQgghhBCnP5kIiLoyORfLqp0h8NL+EWzLYMPK5jl5fcs0uPScZRzozXKoPzejxzpjZUSFEEIIIcRUMhEQNYVak86XidjVuwmHoealgyNsXtWMPcthQce7cHMH8YjFL3f3zOhxzlgZ0SCU8CAhhBBCiBPJREDUVCr7hKGu2Q/gYF+WQsln67q5CQsa59gml2zrYu/hNL1DhYYfN15GtFiWMqJCCCGEECeSiYCoKVvw6jYFe+nAKJZpsHGOwoKO94YtXURsk4efm9mugGkqcgUJDxJCCCGEOJFMBERNI9kSEad6WJDWmpcOjLBxVRNOjdCh2RSNWLxhaycv7h9hcLTY8OMitslITsqICiGEEEKcSCYCoqqyG+AGIZZZ/S1yqD9HruixbY6qBVVzybZuLNPgkecbryBkmga+lBEVQgghhJhCJgKiqlzJQ+l6YUEjmIZi06qWeRtTImpz0eYOnts3zGiu3PgDpYyoEEIIIcQUMhEQVY1my0Sc6m8PrTUv7R9hw8rmmqFDc+XS7ctAwaMz2BVwHIN0XvIEhBBCCCGOJxMBMYXnj3UTrhH7f2QwT6bgsXVty/wODGhKOJy3oZ1nXh0k22ASsGMZ5IoeQSDhQUIIIYQQ42QiIKYolv2anYShEhZkGIrNq1vmb1DHuXzHMkKteezFvoaOH/9eCmV/LoclhBBCCHFakYmAmGI0V8Y2q08ExsOCzlqeIhax5nlkFW1NUc5Z38ZTLw9QbPDm3jCQLsNCCCGEEMeRiYCYJAw1mbxbM/a/d7jAaM5l67q2eR7ZZFfsWI7rhzze4K5A1DYZzjRedlQIIRaLUGtcL6BQ8kjnyvSPFCh70ihRCHHqFmZJVyxaRdcn1NQMDXpx/whKwdkLFBY0rqs1xtmrW/j1S/1cun0ZkWl6GZimgeeFlN1g3hOchRBiOlpr/CDE8zVeEFL2fIpln7IbTtz0aw0KCMKQMNQsa08s7KCFEKc9mQiISbJ5F7PGffJ4WNC6ZSni0YV/61xx7jJeuX+Up14Z4LLty6Y9XikolD2ZCAghFpTrBWTyLq4XUCz7FN3ghJt9jWEoLNPANBXJmDVpcSYMNYPpEp2tMUxDNvaFECdPziBigtaakWyZaI0b5f6RIsPZMtvmKCzI98MZdQBe2Zlk/fIUv3q+F8+fviKQY5mMSp6AEGIBaa3Ze3iU/b0ZekcK5MsehoJkzCIVt2lK2KQSDomYTcQxsUxjyg6tYSi0hnxRCiAIIU6NTATEhJIb4Ae65grTSwfGwoLWtMzK6/ljZUozeZdswcX1QwqlmV3Yrjx3OfmSz7N7B6c9NuKY5IseQShlRIUQC6NYDiiUfJoSDsmYTdSxsKypN/vTcRyDwbTkPQkhTo1MBMSEfMmj3rXopQMjrOlOkYzZJ/X8fhBSKHlk8x7ZvEsQQntTlLNWNLN1bRvrlzcRhI3vCACsXZZiVVeCR5/rnfYGXylFqCsXYiGEWAgj2RK2eeqX3ohtkiv5kjQshDglMhEQE9K52t2EB0aLDIyW2La2teHnC4LKCn8mX1n19wNNazLKuuUptqxt4+w1LSxrS5CM2VimQSxikYhauDO4sCmluGLHctJ5l+f2DU97vGlCrijhQUKI+ef5ISPZMrFZyrEygHS+PCvPJYRYmhY+41MsCkEYUigHJGPV3xIvHRgBYEudbsJBqCmW/Uq8vlLYpqIl6ZCMO8QcE9uaPkm3vTnGob5cza7G1Wxa1cyythiPPNfDuRvaMYza2xoR22Q0W2ZZm1TbEELMr0zBRQPGDMOAaolFTAZHS3Q0x2btOYUQS4tMBAQAZTeoVKuocTF5af8Iq7uSpOJOzefI5MukYg5NCYeoY87oZn5cKm5jGJWqGPVu6I+nlGLnOcv4/i9f58hgntVdyZrHWqZBsVyp0DFdyVEhhJgtodb0jxSIRWbvvGOaBn6pknNwsiGbQoilTUKDBACFsk+t++6hTIm+kSJb64QF+X5ILGKxqitJU8I5qUkAgGkYtDdFZxzHv2lVM0rB3sPp6Q/WmkLJO6nxCSHEySiUfDxfY81CfsDxHEsxlC7N6nMKIZYOmQgIALIFD9uuUS1ofyUsaGudsKCyG9LRHJ2VsbSkIoQzrOwTi1is6kyy98j0EwHHNsnkJU9ACDF/BtNFHGv2w3cijkk6X8bzJWlYCDFzMhEQhFqTL3k4Vu2yoSs7EjQnIzWfI0DTVOfrMxF1LOJRe8bVMDataqZnqECuUH+137ENsgWPcIYVioQQ4mSUxxqIzUUzQ6UUSiky05z3hBCiGpkICFyvdn7ASLZMz1CBretqhwUFYYhlKGKR2Us56WyJUZ5heNDGVc0A0+4KKFVpxlN0pRmPEGLupXNljLEb9rkQcypJwzNpyCiEECATAQGUyrVviMerBdXLDyi5AW2pyKxe5JIxG9NUM1q1726NkYrbDYUHGQZkCxIeJISYW2GoGRwtEovOXXECyzIoez7FOudyIYSoRiYCgmzRxzZrVwta3h6nNVUnLCiAVKJ2NaGTYRiK9uYoxdLMegpsXNnMviOZaScQEccknZOtdCHE3MoVvbod22eLZSpGstJTQAgxMzIREGQLbtVE4XTe5chgvu5uQBhqTINZDQsa15qMEuiZJQ1vXNlM2Qs4NJCre5xlGpT9QLpyCiHm1MBokegslgytJRaxGM6W8YOZnTOFEEvbgkwE7rvvPm6++WZuuOEGvvGNb0z5+s9+9jNuvfVW3va2t/EHf/AHpNMNlIQUJ8X1Avyw+mrVyw2EBZW9gNZUZE6a2UQck2TMpuw2frO+fkUKQ6mGyogqrSlKGVEhxBwpln3yZe+kyynPRCX3SZOTkEchxAzM+0Sgr6+Pz3/+89xzzz384Ac/4Fvf+hZ79+6d+Houl+Ov//qv+epXv8oPf/hDzj77bP7+7/9+voe5ZJS8AGpE0by4f4Tu1hjtdcqC+n5IU2J2qgVV09ESm9GqfdSxWN2VaGgiYNsGaSkjKoSYIyPZMmaDjRFnQ9QxGZSeAkKIGZj3icCjjz7Kzp07aWlpIR6Pc+ONN/KTn/xk4uue5/HXf/3XdHd3A3D22WfT09Mz38NcMgpFD6vKYlW24HKoP1e3WpDWGqXUrHbKPFEyamMZimAGfQU2rmqmb6Q4ba+AiG2SkTKiQog54Achw5kSMWf2wyZrcWyTQlmShoUQjZv3iUB/fz+dnZ0TH3d1ddHX1zfxcWtrK29605sAKJVKfPWrX534WMy+TMHDqTITePnAKDBNWJAb0JRw5jQJzjAUHS0xSqXGJwKbVrUAsE/KiAohFki24BJqjTGPOwJQ6c6ezknSsBCiMfO3VDGmWp3jamUns9ksf/AHf8CWLVu47bbbZvQa7e3Jkx5fZ2fqpB87H2ZzfJ4fEh0q0FwltGfPkTTdbXE2r+uo+fjRXIkNq1ppOa6i0Fz8/FLNMYrBEM0Jp6ESpS3NcVqSEQ7057nujesmfa21JTHpY8txcWIOnR0n/56ZbUvpPTgXZHwzc7Lny8X2fZxoIcentaYvU2Z5d1PVhRaYei6aLU1NmkLZo609eUphSYv93xcW/xhlfKdmsY/vTDHvE4Hu7m6efPLJiY/7+/vp6uqadEx/fz+/93u/x86dO/mLv/iLGb/G0FDupMI9OjtTDAxkZ/y4+TLb48uXPNLpIqE3eUU8X/TYdyTNFecuZ2Q0X/WxlaQ0n2JrCa/kzsn4jhe6Pr2FEtEGt9nPWpHi+deHGRzOTuxYtLYkpnw/vh/yWq6MvUga8Sy19+BsW8rjO9mL5smcL5fyz7kRhZJH30CWpoRDtTNotXPRbMrkXfYfMmmKn1xZ54X++TVisY9RxndqFuO58kw176FBl112Gb/61a8YHh6mWCzywAMPcNVVV018PQgC/ut//a/cdNNN/OVf/uWcdWIUUCz5VPvxvnxwFK1hW52wINcPScZsLHN+3kIdLVE8bwZ5Aiubcb2QQ33TlBG1KmVEXSkjKoSYJYPpEra1cNW5I7bJ0KgkDQshprcgOwJ33nkn73vf+/A8j9tvv51zzz2XO+64g4985CP09vby4osvEgQBP/3pTwHYvn07d99993wP9YxXyQ+YerF66cAIbU0RulpjNR/rugFdXbW/PtsSMRvTNAjCsKGchPUrmjAMxZ4jadYtb6p/sNYUSvNT4k8IcWbz/IDRXJlU3F6wMTi2QbbgUvYCInJeE0LUMe8TAYBbbrmFW265ZdLnvva1rwGwY8cOXn755YUY1pIShpp8ySMZm/wWKJR8Xu/JcNn2ZXV3YzSQiM7fhc5Qio6WKP3DRZLx6ScCEdtkbXeSfYcz3HBx/WMd2yBT8GhJ1S6TKoQQjUjnXBRqQXezlVIYSpHNu0Ra5m/BRghx+pHOwktU2Qsmyn8e75VDlbCgetWCPD8gFrHmfQW9JREh1Lpqwnk1G1c20z9anLZXQMQ2SeddKSMqhDglodYMjBaJRxd+FT4WMRkYLRIukvwnIcTiJBOBJapY9lFMXbF6af8wLUmH5e3xmo8tuyFtTfO/eu7YJk0Jp+EGYxtXNQNM21xsvIxoScqICiFOQb7o4QUh5jzlTtVjmgZeoCmU5LwmhKht4c9WYkHkih62PXkiUCr7vNaTZeva1rrb2iGa5DyGBR2vozmG22DScEdzlOaE01CXYcOo/EyEEOJkDY6WFlVMvm0phjOSNCyEqE0mAkuQ1ppscWojsVcPpwlDXbebsB+ERCyLiLMwF7t41MI2DYJg+smAUopNq5p5rSeDP83xUdtkNFc/hEgIIWopuwHZkrdg58Zqoo5JOufi+Y1XXBNCLC0yEViCXD8kDMMpHS9f3D9CU8JhZUftRjflckhr08nVpp4NhlJ0tsQolhsPD/L8kIMNlBEtub6UERVCnJSRXAlzkZW7ruzsarIFWeQQQlQnE4ElqOwGnJg/VnYD9h1Js3VtS92woABNKrZwEwGApoSDbjBpeN2yFKah2Htk+vAggKIrEwEhxMwEYchQukQssnh2A8ZFIxYDo6WGiywIIZYWmQgsQbmiO6XZzZ7DowShrlstKAhDLEMRXeCt70rScIRyAzftjm2ydlmqoTwBxzLI5MuzMUQhxBKSLXgEIVN2WRcDe6xpYqO7qEKIpUUmAktQtUZirx5Kk4harO5K1nxcyQ1oS0UWRbfn9uYort94GdHBdImhdLHucY5tks27snImhJiRgdEiUWfxXk4tA0ZzssghhJhq8Z65xJzw/BDPCyaVt9Nas783y/rlTfXDggJIJRY2LGhcPGphW2raJGCATWNlRF/aP1z3OMNQBLoy4RFCiEYUyz7FcrCoO5NHHYvhTKmh86UQYmlZkM7CYuGUvYAT17uH0iVyRY91y1M1HxeGGtOAWGRxvGXGk4Z7BgukEvXns21NEVpTEV7aP8w5a1vqP7GuXNgXy/cphFjchjMlrBnMAZ7dM8iPfvUUhgLLNMb+qIm/zSmfm/x1yzRoijtcvKWz4d1Zw1CEulIiuSUZOcnvVAhxJpK7nSWmUPIwT4hjfb03C1QSa2spewHNiQjGIggLGteccOgZylftkHw8pRQbVzbz7N5BfD/EsmpPHBzHIJ13F6RhmhDi9OIHISPZMolYY5dSPwj5xTNH6G6Ns355Cj8Ix/7oE/4OKZZDgsCb8nUvCAlDTVPC4ew1LQ2PNeoYDKVLMhEQQkwiE4ElJltwcezJN8L7e7I0xW1aU7UvEJ4f0lLn6wvBtkyaExHyJW/aFfyNq5p54uV+DvRl2bCyueZxjmWQK3qEoV6UiX9CiMUjPZZT1OjK/LN7BskWPH77N7bSdZJlmMNQ8+V7n+OXu3vYvLq54dcez4EquT5RRy79QogKyRFYQoIwpFAOsE7IDzjQm2VdnfyA8QvdYiyN19YUbahZzrplKWzTmLZ60PjPoOT6szI+IcSZSWvNwEih4TBCPwh5+LleVnUm2Ly65aRf1zAUl+9YztHBPK/3ZGf2WGVI0rAQYhKZCCwhZbdyw3z8DX//aJFC2W8gLMjBNBbf2yURtXAsY9okONsy2Li6hT0N9BNQQKEkEwEhRG35ko87Tajh8XbtHSKTd7nq/BWnXHntvA3tJGM2Dz/XM6PHRaMGw+kSYSiV0YQQFYvvzk7MmaLrc+LlZ//YilK9RGHX04s2rlQpRUeDnYa3rGtjOFNmOFOqe1zEMUhLPwEhRB1D6dKUMsy1BEHIw7t7WNmRYMOKplN+bcsyuHR7N/t7shzur981/XimYeCHmnzJO+UxCCHODDIRWEKyeRf7xPyA3iwtSafmjb7WGkWlXOdi1ZyIgGba+v9b17UBTNtl2LZMCqVASu0JIapyvYBMvkykweaKu/YNkc67XHX+8lnrw3LR5k5iEXPGuwKObTA0zWKIEGLpkInAEhFqTa40uZFYGB7LD6jF9UOSMXtSXsFiY1sGLSln2vr/nS0x2psiDXUZ1mjpJyCEqGo0X0Yp1dBNfRBWdgNWtMfZWKdQwUw5tskbt3bz6qE0fcOFhh8XGUsadj05vwkhZCKwZLhegA4n5wf0jRQouUHd/ADXDWhJLY4mYvW0NUXxG0ga3riymf29WTy//kXQMhW5gjtbwxNCnCG01gylSw0XT3hu3zCjudnJDTjRG7d24VgGjzzX2/BjKmNQZIsSHiSEkInAklF2AzihldhEfkCdiYAGElF7Dkc2O+IRC9s2p50MbFzVjB9UOinX49gmo3mZCAghJit7AV4QTurOXksYan65u4fl7fGJDuezKRaxuHhLFy/sH5429+l40Ygxo+OFEGcumQgsEdmCN6W6xf7eLO1NEZoS1Vf8PT8gFrFw7MVXNvRESik6mqPThvOs7U5hWwZ7D2fqHmeZBp4fyva5EGKSXNHDmFJ2obrnXhtiJFvmqvNmLzfgRDu3dWMoxaPPN74rYFsmxbIv5zchhEwElopscXIjsTDUHOjLsm5Z7fyAshvWbTK22CRjNtMVxbMsg3XLUuw9kp42uVhryRMQQkyWzpWnNGWsZnw3oLs1dkp9A6aTjNtcsLmDZ8fKkzZKUZnUCCGWNpkILAGeH+AHelIfgJ6hPK4X1i0bGqJJxRZ/fsC4iG1imYpgmmo/m1Y1M5ItM5ypXyLUtowZXViFEGc2zw8plP2GdklfeH2Y4Ux5TnIDTnTZOcvQWvOrFxrfFYg4JiNZKZMsxFInE4EloOQGJ6YHTMTIr62RH+AHIY5lNlwebzFQStGaiky7ij9euWPPNNWDIrZJpuBOu3MghFgaCmWfRk4HYaj5j109dLXG2LKmZc7H1ZKKsOOsdp5+dbDhHgGObVIoew11ZhdCnLlkIrAE5Ese5gn386/3ZOlsiZKMVU8ELrshbU2nT1jQuKa4w3Tl/1tSETqao9P2EzAMRRBqyhJHK4Sg8bCgF/cPM5QpzWluwIku37EMzw/59Yv9DT9Ga8gXZddTiKVMJgJLQCbv4VjHZgJBEHKoP1e3WlCgT6+woHHRiIVpVFbk6tm4qpkDvdnpk+U0FMv+LI5QCHE6CkNNJu8SmSYsSOvKbkBnS5Sta1vnaXSVPilb17by65f6KbmNnbMitslITiYCQixlMhE4w/lBSNkNJlUMOjKYx/PDmo3EgjDEMhTR0ygsaJyhFM2JyLSr+BtXNhOEmtenLSMqeQJCiEpYUKiZdoX/xf0jDKZLXHXe3OcGnOjyHcsoewFPvjzQ0PGObZAreNJFXYglTCYCZ7iyF0yppDORH9BdfUeg5Aa0pSLzfhGbLU1JB9+vvyOwpjuJbRnsmyZPwLENMgVv2h0GIcSZLVdwsaZZG9Fa88tdPXQ0z+9uwLgVHQk2rGjisRf7pm2aCJVJjQYKJdn1FGKpkonAGa5Y8jFOuJ/f35uluzVGPGpVfUwQQKpGb4HTQTxigaJukq9lGpy1vIk9h+uXEVVKgZQRFWJJ01oznC1PWzzh5QOj9I8WufK85RgnnnjnyRXnLadQ8nlmz1BDxzu2YiQrzcWEWKpkInCGyxa8ScltfhByuD9Xs2xoGGpMo9Kx8nRlmQbJmI3bQJfhdN5lMF3/Imgog0KDlTiEEGeekhsQhJNLMJ+okhtwlPamCOesa5vH0U22tjvF6q4kjz7fO20pZRivjibhQUIsVTIROIOFWpMredjH5QccHsjjB7pmI7GyF9CciGCcpmFB41qSDu50ZURXVcqI7p0mPMi2Fem81NsWYqnKF71pewm/cnCUvpEiV563YsF2A8Zdce5yMnmX514bnvbYyq5nJQdCCLH0yETgDFYeuxE+PtZ/f08GpWBtd7LqYzw/pDl5+oYFjUtEbZhmMtOccOhqibFnmjKitmVQKAeyYibEEjWSKxNxptsN6KEtFWH7+oXbDRi3cWUTy9riPPJcT0P5TZalSOdksUOIpUgmAmewkutXbSS2rC1OtEroj9YapVTN3IHTiWObRGxz2mY5G1Y1cbAvV7fKkOQJCLF0eX5Asexj18kUfvVwmt7hAlecu3C5AcdTSnHFucsYypR5+eDItMdHHZN0zpWiCEIsQTIROIPlCh62feyi5PkBhwfyNfMDyl5AU8KuGwd7OmlLRSZ2RWrZtLKZMNS8fjRT9zjDVOSk8Y4QS06+WD8/SGvNfzx7lNZUhHM3tM/TqKa3ZU0r7U1RHt7dM213dKUUWmsJDxJiCToz7vjEFFprssXJjcQO9ecJw9r5AZ6vaU1G52uIcy4Rs5kumGd1dxLHNqbtMhyxTNI5SRgWYqlJT9NEbM/hND1Di2c3YJxhKC7fsYze4eK05zcA0zTISC6UEEuOTATOUK4fEgThpAvT/t5KfsCaGvkBoE/rakEnijomlqEIwtrTAdMwOGtFE3unKSNqWQZlz2+oNrcQ4swQhCGZEyqvHW88N6Al6XDuhoXPDTjRjg1tNCccftnArkDUMRnJlgmnOU4IcWaRicAZquwGU5Jl9/dkWdGRqLq65fkhUceaVGHodKeUajg8KFPw6B8tTveMFMsyERBiqSiWAxjLnapm35EMRwfzXHHu8kUZUmkaBpduX8bh/jwH+3J1jzUMRRBCUcKDhFhS6i7/PvDAA3Uf/OY3v3lWByNmT67oYR63G1D2Ao4M5rls+7Kqx5e9gK7W2HwNb94k4w79o/X7BGxYeayMaHdrvOZxtqXIFlyaTuNma0KIxmXyLqZZezfgoV1HaU44nLeIcgNOdMGmDn656ygP7+5h7bLq+WHjLBPSOcmFEmIpqTsR+PrXv17za0opmQgsYic2EjvYl0Nr6jQSg2TUnq/hzZt4xMKYpstwU8KhuzXG3sNpLt+xvOZxjm2Qzrus6Ki9QiiEODNorRnNlYnW6Cb8Wk+GIwN5bt65puZkoRbfD3G9AEMpDEPNaW6BbRnsPKeb//PUEY4O5lnRkah5bNSxGM2VpXqQEEvISU8ExOLlByGu75Nyjq1c7+/NYBiKNV1T8wO01hiqchE40xiGojnhkJ+mM/DGVc08+nwvJdev+XMwDQM/9HG9kEiNmwMhxJlhvJtwtZv0SqWgHpriNudv6pjR84ahJldycSwT1w9xx16nUut57LXG7sOVAaahjpswgKHUjBciLj67i4d39/Lwcz28+9qNNY8zDEUQhBIeJMQS0tCd3/79+/mXf/kXCoUCWmvCMOTAgQP867/+61yPT5yEkhtM6R9woCfLqs5E1VrYrh+SiNmLquLFbGpORhiZZrt706pmHnmul9eOZti2rnbSn0JRKHsyERDiDJcrehg1+gnv781yqD/HTZeswZrhbkCu6HHOyhbM43YpQ60JQ00QaoJAE2pNEIR4fuWPGwRjuwjhxNcdy6jaD6aaiGPyxq1d/HJ3DwOjRTpbaoeBGkaludiZtz8sxOnrE5/4BO95z3vYvn37rD93Q2ewP/7jP8bzPJ555hlWrlzJ3r172bx586wPRsyOQtmbdFNfcn16hgusqxEf6rohzWdw3Hs8aqGoHx60qjNJ1DHZc2i6LsOKTEFiaIU4041kyzg1ugk/9OxRUnGbC2a4G+B6AY5t0tk2OTzHUArLNIjYJvGoRTJm05yM0NESY3lHgrXdTWxY2cLWtW2cs76NTatacP1w2kpAx7tkWxe2ZfDIc711j4s6JgOjxRk9txBibj366KNz9jvZ0EQgn8/zN3/zN1xxxRVcddVV/K//9b944YUX5mRA4tRl8+6k/IAD4/kBdRLFzoRuwrVYpkE8auF6tcuIGoZi46pm9hxJ142Pjdgm2YInJfaEOIO5XkDJC6pWUdvfm+VgX47LdyzDmkGVNa01xXLAqs7kpEIOM6WUIhaxaG+KUig1XsUsHrW5cHMnz702xEi2dr8A0zTwg1A6qQvRoJ///Oe8613v4u1vfzvvec97eOqpp7j66qt57rnnJo658847ueeeewD4yle+wm233catt97KH/zBH9DX1wfA7/zO7/C3f/u3/PZv/zbXXXcdH/vYxwjDkM9//vP09/fzJ3/yJ+zatWvWx9/QWaylpQWAtWvXsmfPHpqamgjr1GYXCycMNYWSP2m7en9PFtNQrOqcmh8QhhrTVHUb5pwJWlMRSm79uNfNq5oplHyODuZrHqOUIgz1tCVJhRCnr3zJQ9WY7P/6xT7iUYsLNnXO6DmLpYC2VIRkbHaCbjpbYoShnlFi76XndKOU4lfP198VUEqRlU7qQkxr//79fP7zn+erX/0q3//+9/nUpz7FH/3RH3HzzTfzve99D4B0Os2jjz7KLbfcwve//31effVVvv3tb/ODH/yAq6++mk984hMTz3fw4EG+/vWv88Mf/pDHHnuMX//619x55510dXXxuc99jvPOO2/Wv4eGloHXrl3L3XffzW233cZf/uVfUigUcF05SSxG46s4xyeT7e/JsLorWXX1quwFNMWdM74KTiJmk3Prd83csLIZpSqdQldVSaoeZyhFvuSdUc3XhBDHjOZcnCp5QPmix6uH0hNhNo0KwpBQa5a11y5PPFOObdLZGmVgpEQq0djkoinhcP7Gdp7ZM8jV568gUWNSEncsBoZzdDbHzvhrgxCn4pFHHqG/v58PfOADE59TSnHttdfyR3/0R/zZn/0ZP/rRj7j22mtJpVL84he/4LnnnuOd73wnAGEYUiwe62F07bXXYhgGyWSStWvXkk5P3xX8VDV0J/PXf/3X/Md//Afbtm3jXe96F4888gh33XXXXI9NnISi6086cRdKPn0jRa65YEXV4z0/XBJ18SO2ScQxyZbcmtv5sYjF6q4kew6Pcu2FK2s+l2MbpHMuHc1nXt8FIZY6PwjJFT2SsamXx937hgi1nnGloEIxYEWNYg2noqM5xlC6TBCGDTc0u2RbN0+/OsgL+4d549buqsdYloHrB5S94IysJifEbAnDkEsvvZQvfOELE5/r6emhq6uLbdu28eCDD3LvvffyF3/xFxPH//7v/z7vfe97AXBdd9LNfjQanfh/pdS85Oo0dOaIxWJce+21pNNpbr75Zu6++242bNgw12MTJyFXcCetVB3oywL18wNikTM7LGhcR3OUcp08AahUD+odLpLJ197xsi2DQtknkPA4Ic44xbKPrtJNWGvNs3sHWdWZqFt150RlNyAaMWlNRWZ7qFimQXdbjHyx8XKfnS0xultjPP/acN3jDBS5Qv2yy0IsdTt37uSRRx5h3759ADz00EO87W1vo1wu8+53v5uvfe1rlEolLrroIgCuuOIKvvOd75DLVTp9f/GLX+RP//RPp30d0zTx/bkp69vQROCf//mfufjii9m5cyeXXnrpxN8n67777uPmm2/mhhtu4Bvf+EbN4z7+8Y9z7733nvTrLDVaa3JFb9JEYH9PFtsyWFmliYwfhERsa9ZWqRZ7lYlUIjLtzfumVS1AJTyolsosHYplyRMQ4kyTybtVw36ODOQZGC3NaDdAa03ZC1jZkcSYoxCb1lQE2zTw/cYXJs5Z38bhgTyjdZKGI47JcJ2vCyFg06ZN3HXXXXz0ox/lbW97G1/84hf5yle+Qjwe57rrruPIkSPcfvvtE8e/613v4pprruHd7343b3nLW3jllVf4zGc+M+3rvOlNb+LOO+/k4YcfnvXvoaE9v69//et885vf5JxzzjnlF+zr6+Pzn/889957L47j8J73vIdLLrmEjRs3Tjrmk5/8JL/61a+45JJLTvk1lwrXCwk1k0qH7u+t5AdU63xZ9gLam6JTPj8TOgzRbh6dH6GY8QjMNsxE6yk951yJRSws0yCs0SQIoLMlSkvSYc/hUS46u3YyoGlU4oVnK/FPCLHwQq1J58pV6/M/u3cQ2zI4Z33tPiMnyhd9Oppjc1qVzTQMlrfHOdifo8lqLMzznPVt/PzpI7ywf7hmN3XbMsjmXcpecMYXkxDiVNx0003cdNNNUz5v2zaPPvropM8ZhsFHPvIRPvKRj0w5/sQmvsd//PGPf5yPf/zjszTiyRraEejs7JyVSQBUaqHu3LmTlpYW4vE4N954Iz/5yU8mHXPfffdx/fXXV/3BitpKXgDHrcrnih4Do6WaYUFhoEnGZp4foMMQXcoRDB/GP/IiQf9r6FIeIxJDDx1Eu4WT/h7mkmEoWpKRumXxlFJsWtXCa0ezeHVW2CK2SbpO+JAQ4vRTKlfvJux6Ac+/Psy2da0N3xT7QYgyFF2tc59L1JSMEHUsXK+xXcrWVISVnYlpw4NAkStKeJAQZ7KGlikuv/xy7rnnHq6//noikWNxjuNlRWeiv7+fzs5jK61dXV3s3r170jG///u/D8BTTz014+cHaG+vXfFlOp2dtWPpF4N64ysEGTrak8SjlVXq/X39AJy7qYvWlsmhQVprDMti9cqWhjpjah0SlgoEuRH8/DCEASpio5IdqOOS1Fo629FuP9HuszEaXJ2aT+vXtPHqwRFakrXjdS/c0s0TL/czmHXZtr695nGjuTItrfFZTwA8nd+Di4GMb2ZO9ny52L6PE53M+HoGc7S2JEidUEDh1y/24nohV12wesq5tJaRXImz1zfTVqOowGz//KLxCHsOjtCSamyX943blvG9h/bhhtDdNvV7am1JkEgEaLV4/60X67jGyfhOzWIf35mioYnAV7/6VVzXnVQpSCnFSy+9NOMXrBZHPtvlyYaGcjOqrTyuszPFwEB2Vscym+qNT2vNgcMjOLZBuVRZqX5h3yCObZCMGIyMTq6N73oBpmEwMly7Zr7WGtwCYTFDmBuCMEQZJjgxlLLBBShNHN/aGied89HlAun8C5idZ02aJCy0zs4UhVyRTKZI6Hk133ftSRvbMnjmlT6Wt9a+qGbzHgePjNIUn70Jz+n8HlwMlvL4TvaieTLnyzP157zv4CimAb43eRX8kV1HaG+K0BI3p5xLqymWfRzLxC97DAxMTfCbi5+f1hrf9enpTzdU6WdddwKl4NFdR7jmgslV0lpbEhPfZybv0hQxcRZZeNCZ+h6cL0t5fDLBmKyhicCJK/anoru7myeffHLi4/7+frq6umbt+ZeqshfgB5pY5LhE4d4Ma7pTVePhXS9kWfvUm1ytNXglwmKaMDcMgYcyLJQdq0wCGqAi8crkYeQIRtuqRVWH2jQMmuI2RdevebG0LIOzljex51AafcnU6iETz2UqcgV3VicCQoiFUfYCXM+fshswlC5xsC/H9RetbOhcFoYazw9Zv7xpXs99SimWt8fZcyRNxK593hqXijusXZbi+deHufr8FTWPV1QarC22iYAQYnY0NBH48pe/POljpRSxWIxNmzZx5ZVXzugFL7vsMv7+7/+e4eFhYrEYDzzwAJ/61Kdm9BxiqlzR4/jTeLbgMpQpc+Hm6gmvodYkopMTXYPsEGGmHxV4YBiVm3/n5BrgqGiqMpFwYpipmdXcnmstqSjp3gzROvfvm1Y388qhUfpHi3S3Vv8ZRByD0bzL8vbpL7pCiMUtX/SAqb/Hz+4dRCk4d0PtMMFJz1Py6WqNLUj9/XjUpiUZIV/0GkpQ3r6+jR89eoCeoQIrqlSWg7HqQZkyrQ2GHAkhTi8NxW28+uqrfOtb32J0dJRsNst3v/tdfvGLX/ClL32J//v//r9n9ILd3d3ceeedvO997+Ptb387b33rWzn33HO54447eO65507qmxAwki0TcSaXDQVYt3zqFth41ZzIcZ0zdTmPHjmMMm1UrAkVSTa8A1CNUgoVS6GHj6BLuZN+nrkQj1hVLveTbVrVDMCeQ7XLiJqGQeCHuDMo2yeEWJzSOXfSORQq58pde4fYtKqZVAM7f54fYhlqRn0GZlt3aww/CBsq57x1bSuGoXj+9dpJw5W+KV7d4glCiNNXQxOBoaEh7r33Xj7xiU/w53/+53z3u99FKcU3vvGNKRV/GnHLLbfwox/9iJ/+9KfccccdAHzta19jx44dk477zGc+wzve8Y4ZP/9S4/kBxbI/KWl1f2+WqGNWXc12/YCmuDNR11qHIcHwYbCiKHP2VrGUMiASxx94He0tnnrUtmUQj9avsJGKO5Vt9jr9BMYVS1JVQ4jT2Xg34RP7B+w9kiZX9Dh/Y2O7moWSz8rORMNdfudC1LHoaI5RKE1fQSgWsdiwookXXx+uOXEY75uSL0qVNCEWwpe+9KWJkPq//Mu/nPVF84bOVqOjo5Mq/bS2tjI6OorjOFiWtB9faPkq5d3292ZZWyM/wPNCmuLHwoLC3DDaK6Ps2e98qUwbZdoEg/vR4dx0xTsZLakobgNdhg8P5CjUudG3LYOMdN8U4rRWKFfOTSeG+D27Z5BE1GLT6ubpn6Pk0ZKM0JSY/fPoTHW2RAlD3VAS+Paz2sgUPA721965jdgmIzmZCAixEJ544gmCoDKxv/vuu6csmp+qhu7iV69ezd/+7d/y7ne/G4DvfOc7rFmzhl27dmEsoqowS9VIzp1U23o0V2YkW+aNW2snYcfG8gO0X0aPHkVFGiuJdzKUHUWXc4RDRzA6Vld2ChZYImoRUv8iuWl1C/+xq4e9RzI144Md2yRTcAm1nrPOoUKIuZXOlbGsyb+/uaLHq4fSXLKta9oV/jDUBAEsaz+5nKrZZlsmXa0x+keKpBL1mx6evbpSQvqF14ZZ2129mopjG+QKHn4QNlRuWghxcnp7e/mTP/kTCoUChmFwzTXX8Pzzz/OJT3yCL3/5y3z605/mwx/+MAD/z//z/6C15uDBg9x4442kUil+9rOfAZVqnx0dje1kNjQR+O///b/z6U9/mttuuw3TNLn22mv59Kc/zY9//OM563QmGjO+pZ2MHfunnMgPqNJILAhCLMsgYptorQlHjoJhnVI+QCNUJElYTEPGwWyu3slyPkVsE8c06l7YVrTHSUQt9hxO15wIGIYi1FB2A2JVupEKIRa3UGvSeZf4Cb+/z+0bItSa8zdNfzHNFT1WtCcWVQfe9uYoA6NFgjCsO5FxbJOzVzfz4v4RbrxkddVjlVJoKqFPTQmpkibOXD9/8iD//uuDc/LcN7xxDdddvKbuMd/5zne45ppr+P3f/30ef/xxnn/+ebZv386HP/xhzj777EnH7tq1i/vvv5+WlhYuu+wyPv7xj3Pvvffy53/+59x///28//3vb2hcDd25tLW18Xd/93dTPv/e9763oRcRc6dY9tF6ctWa/b1Z4hGrakfLshdONNMKC2nCYgYjNv2292xQ0SRhug+sGGaiZV5es+ZYlKIlFWEoXcKKVb9IVroMN/PywdG6F1ODSmiBTASEOP2Uyj5hyKQwSq01z+wZZFVnYtrEX9cLiNgWbU2Lq6qOZRosb09wZDA37c37OevbeGH/CK8fzbJxVfXrgWMrRnIlmQgIMYcuvfRS/vAP/5CXXnqJq6++mv/0n/4TDz74YNVjN2/ezPLllYXV1tZWLr30UgBWrFhBJpNp+DXr3rn80R/9EV/84he55ZZbqn79vvvua/iFxNxI59xJCW5a60p+wLJU1ZKWQaBJxW104BOOHjnp8qAno5I8nEQPHUDbEZSzcJU1AJriDgMjxbrHbFrdwrN7hzjUn6+6wwKVbfNMzqV9kd0ICCGmlym4nLgpeGQgz2C6xC2Xra37WK01RTdg48rmqvlYC601FaF/pIDvV3aCa9m4qpmIbfLC68M1JwIR2yST96bdYRDidHbdxdOv2s+liy66iPvvv58HH3yQH//4x3zve9+reaxtTw77M82T25GsOxEYr+jzl3/5lxw6dIi1a9cyMjLCv/zLvzS85SDmTmVLuzxpJXokWyaTd7l8x7Kqj9FoYhGLMNODCjXKqR8/OtuUYaHtKP7AfqzuDShr4VaXohGrEtozVk61mrNWNGEYij2HR2tOBGzLIFeUC6QQpxutNaPZ8qRSygDP7BnEtgy2rW+r+/hCKaC9KTKlJ8tiYRiK5R0JDvZlaapzrrVMg61rW3jpwChvqVEmVCmFDjWFkt9QKVUhxMx99rOfpauriw984ANccskl3HbbbWzdunUiWXgu1L1r2b59OwD3338/zz33HG1tbXzqU59i1apV/PCHP5yzQYnGVLa0J9/E7u+tnR/g+SGxiIXpF9HZQZjDBOF6lBVBERIMHUKHC1eb2lCK5kSEcp0yohHbZG13sm4/AaUUaCi5c/eLKoSYfa4X4p6QJ+R6AS+8Psw561rrxvwHQeXc1d26MOfRRjUlHKJO/XLJAOec1UbZC9hzpPa5zrYNRnOLpxS0EGea3/md3+GBBx7g1ltv5cMf/jCf/OQnufLKK/nkJz/J008/PSev2VBQ8wsvvMB3vvMdvvrVr3Lbbbfxx3/8x9x+++1zMiDRuEzBnbKSvb83SzJm09E8NUyl7AV0NUcqPQPs6IJ2w1VOgrCYIUz3YLTUbm8/15qTDsPZErE6Ff82r27hp78+xHCmVDMOWBmQL3mLdmVQCDFVruSh9ORzz4v7R3D9sH6SsF+imCmyojOJFRTRoQJU5USg1LE/VP5eyEpphlKs6Eiw70gap87EZv2yJhJRi+dfG+ay81ZVPSbqmKRzLis7au+iCiFO3vLly7nnnnumfP73fu/3APj6178+8blLLrlk4v9//vOfT/z/H/7hH87oNRuaCGitMQyDRx55hP/6X/8rAIVCYUYvJGaX1pqRbJno8d2BtWZ/T+38gDCEeJBFe2WMWNN8DrcqFU0RZgbBimKmqlflmWuxiDXWMEfXnIxsWtXMT399iD2H01yyrfpEIGJXLpBdLYujfKAQYnqjJ3RkB3h27yDtTRFWdyWrPkZ5RcL+vTQpg2QxgV8a+7xWTLQs15X/HJtjjE8SDJShKJab0Kpl3nK0ElGLVNym5PpEneqXfcNQbFvXyjN7Bim51Xu+jJ8rC2WfZEwWPYQ4EzS0TLFmzRruuOMODh8+zBvf+Eb++I//mC1btsz12EQdZS/ADzTmcVvaQ+kSuaJXNSxIa40RlnEK/XPaM2AmlFKoaBI9fBhdqt3MZi5ZpkEyZtdtLtbWFKW9KVq3y7BtGRTLPl6N+FohxOLi+SH50uRuwkPpEgf7cpy/qaP6wkDgYo4exA0d2rs7MWNNGNHKHxVLoaJjf2Ip1HFfM6IplBOr5EQZFgQewdDBeWuyqJRiWVsC1wtrdhCGSvUgP9A8v2+o5jGmaZDJS3iQEGeKhiYC/+N//A/e+ta38vWvfx3btrn44ou5++6753psoo5c0ePEy9R4fsD65VMnAq4X0OQPY1j2rPYM0IFH0P8a7vP/TvqJH6ODmXXZVYYJkTj+4H60vzAXl9akM2387KbVzRzozdbNJ1ComitpQojFpVj2ATXphv/ZvYMoRfW+IWGAlT6M64XEErGaK+u1KGWgDBNlWBhODO17hCM9p/hdNC4etWhORiiWa5/DVnclaU44PP1Kf81joo7JSLZMWGdCIYQ4fTR0JovH49x6660TH//Wb/3WnA1INGakypb2/t4sTXGb1tTUgHc/lyZpFFFO56y8vtYa9/F/JejfB4EPyiCnNebAUZydvzWjmH9l2hD4BIMHMLvOQhnzW48/HrWn6TEMm1c189gLfbx+NMOWta1Vj7EsRTrnSkUNIU4Do7kyznHdhMNQs2vvEJtWNU/9HdYhRqYH/DKuitA5C6WCVSRJmBuCaGre+qp0t8Z4NVeuGQqplOKc9W089mIfhZJPPDr1XGwYiiCsTKQkJ0qI05/UOjwNeX5AqexjWyfkB/RmWbe8aeoJPvRxcr1EE9XLX05Hl3L4h3ZTfvJ7FP/P/0TrsPIaThxr3UVELn0vsbd+nJYr3om55vyTSvxVTgztlgiztbek54pjm8QiVt2wntXdSSK2WTc8KGKbjObKhKGslAmxmIVhpZvw8WVD9x5Jkyt6XFAlSdjIDWCW0nhmrHK+cE59V1UpVZkMDB+at93QqGPR0RyjUKq9K3DO+jbCUPPSgZGax1imYjQr4UFCnAmkFeppKF/0pqxgD4yWKJT86rXuMwMYBjiROqVxqnBf/DlB76vodG/lE3YMs+ss8MrgxIhceOuk4xOb34g7UkBrTXD4OcyV22a0uq+iScJMP0aidd77C7QmI/QOFybFCx/PNAw2rGxiz+F0zdU0w5BEOiFOB0XXR2sm/R4/s2eQRNSa0lBLFUcw8wOEkRRuKaC7PT5rVc6UaUFgEgwdxuxaPy/VhTpbogylSzX7pyxri9HVGuP514e56OzqO8ixiMlwtkx3W3xS6VUhxOlHfoNPQyM5d0p969d7Ku2kT5wIKLeAzvYTS1XZKTiOLufx9jxK+fH/jdaVlfFw5AjKjmJvu57INXcQe8vHiLzxXdN2BA5HjuA+eS/ur7+DDhuvra+UgVIQZgcafsxsScRspgt53by6hVzRo2eodsUsyzJkpUyIRS6bdzm+CWeu6LHnUJpzN7ZPagqo3Dxm5gihkyDUYJhq1sNhlBNHl/OEmfk579mWSVdblEKpdmWgC87u4kBvlkzerXmM1ppsofrXhRCnD5kInGb8ICRX9HDsyf90e4+kaUk6tByfH6BDzOxRPCNCMlZ7hV0HHqVHvo73/AOE2f6JCj6Ry36b6JUfwD77SszWlQ2vVpltq7DPvYmg52XcJ2Y2GcBJoLNDaG9+b6ajjollqokmQdVsWFkpufrqodGax0h4kBCLmx+EDJ1Qenn3viFCrblg43FhQX4Za/QQ2oqBYVJyA9pSEYw56Hmiokn0aC+6nJ/1566mJRkl1LpmBaELN3cB8OL+4ZrPEYtYDIyW6lYhEkIsfjIROM0Uy/6U0JRc0eO1oxnOWd826VijMAy+S2g4UxKLj+c9/wA63YtzyW8Se9OHJ3oMnMo2tb3hEuwdv0Fw9CXcJ7/b8GRAKQMMkzDTe9KvfTKUUrSmIpTqVAVKRG1WdSbYWydP4PjwICHE4jOULhEGemLlX2vNs3sGWdWVoKNlbLcz8LBGDxIaJpg2Y5ukc1YIQCkDnBj+4EF0MPfnjohtkoo7NaugdbXFWdYW5/nXa08EbMug5Pp1qxAJIRY/yRE4zaRz7pQ49udfG0brE0re+WXMXD+eFcMJDSyzenKbf+QF/NeewNp4KdaKrbM6VnvjTkDjPfdTvFgzzo4bG3ugE0fnR9GpznlruAPQlHAYGC3WPWbT6hZ+8fQRsoXa1YEsy2AkW5I8ASEWGdcL6B8pkogdu/QdHsgzmC5xy2VrK5/QIWbmCIQBjJ1/Sl5AazIyKWxotinLgVKOcLQHo23VnHdb72iO8npPhmiNuc32s9r42ZOH63ZUt0zFaK5EPFq9+ZoQp6OjX/+rqp9f8Tt3ATD4wP+L27d/ytfbb/jPRJatJ7vr52R3P1jz8fVorfnc5z7Hz372M0zT5Dd/8zf52c9+xoc//GEuueQSDh8+zPve9z5+/vOfMzg4yF/91V/R29uLUoo//uM/5rLLLpvR9wqyI3BaqVS6KE/JD3jutSGWt8fpHF/N0hoz24s2TNxAk4zXnu/p/AhG2yrsc66fkzHbGy/FOf8WrA07G36MUgpMh3C0d163naMRC9M06ob1bB5LJKy3KxB1Kl2Gg1CaiwmxmPSPFjANNSlJ9tk9g9iWwbb1baA1RrYX5RbRY5MArSvn3lRiHgoYRBKE+SHCwuicv1QiZmOZRs3z1DnrKmWSX6izKxCLWAxlyvh1QiqFEI37yU9+wtNPP819993Ht7/9be69914GBqrnD9199928853v5N577+UrX/kKf/VXf0UuN/PmrLIjcBoplP0plR4GRov0DBV48xtWT3xOlTMY5RxhNIUu+sQitVem7c1XYG28dFabjJ3IWn8RANot4r/2a6yzr5w27Eg5McLiKEY5D/O02mQoRVsqwlC2VDMhsKs1RlPcZs/hNBdsrl5RQylFqDWFki89BYRYJIpln6FMmab4sd9t1wt44fVhzlnXSsQ2MQpDmIURwkhy0jGpuI1jzd05cpxSCiJJwuHDGE4cZc+s0ttMGErR0Rylf6RIMj71fNycjLC6K8nzrw9z5Xkrao53PGm4NXXqvRWEWAymW7nvePPv1v166rzrSJ133Um99hNPPMFNN92E4zg4jsMPfvADfud3fqfqsY8++iivvfYaX/rSlwDwfZ9Dhw6xdevMojtkInAayeTKU8q97d43hFKVbVwAQh8z20PoxCpVcBRE7KkneXf3T1DxZuw5ngQcLzj6Et5LvyDMD+NceOv0kwE7RjB6FLN705xvk4+bLjxIKcWm1S3s3jeEH4Q1S+fZlsForiwTASEWAa01PUN5IpYx6Vzy4v4RXD/k/E0dqFIWI9NLGEnAccf4gaYlOXc35CdShgWGRTB8CLPzLNQchiM1j5VNrmX7+jb+7fGD9I0U6G6tHqYZi5gMjJZkIiDELLCsybflhw8fBpiIjvD9YzlEYRjyz//8z7S0tADQ19dHR8fUPijTkdCg04TWmsF0cVKlC601z782zIYVTRPx6EZuoLKXbVj4QUjUsabEtfpHXsDf9xi6mJnX78FadyH2lmsIDu7CffqHE2VKa1FWBO0WCedxnI2EB21a1YznhxzozdZ+HgkPEmLRyBU9sgWPaGTyRfaZPYO0N0VZ02pipQ+hnRgct0Dh+SGxiEXUmd81M+XE0OUCYbZ/Tl8nYpukYg5lt3rC77Z1rShVyUOrxbYqFZWKUiBBiFP2hje8gX//93/H8zyKxSK///u/T1NTE3v37gXgZz/72cSxO3fu5J577gFg7969vO1tb6NYrJ/nWI1MBE4TZS/A9QPM41agD/RmSefdiSRh5RYwisNou7Jy4/shydjkC1iYG8Z9+ocYrSvnLC+gHnvrNVhnX0Vw8FncZ340/WTAiROOHEXP0w21MVY9qOjWvqitX57CMlXdLsPHhwcJIRZOqDVHBwvEIpN3PofSJQ715zh/YwtW+hCh5cAJDRBdL6QtNX+7AcerlBTtm/OSou0t0ZrVgxIxm/XLm3jh9eG6+VqmCSPSP0WIU3bDDTdw4YUX8o53vIPbb7+d973vfXzwgx/knnvu4bbbbqNUKk0c+4lPfIJdu3Zxyy23cOedd/LZz36WZHLmodQSGnSayBU9FGpSR+Hdrw3jWAZnr2mZ6BmgrcjEtnaoK8lc43TgU37i26AUzhtun1HX39lkb70WtMZ/9ZcE7Wuw1p5f81hl2pVdgcIIZrK95nGzabrwINsyWb+8iVcPjXLjG1fXDFuS8CAhFt5orlyJ809Mzvt5Zs8gSsGFHWM3sObk31M/0NiWMWUXYb4oZaDHSopayzZVuhDPgWTUxjIUQRhWrYq0fX0bP3xkP0cG86zqrH6TEXMshjMlulpj0mlYiFN05513cuedd0763I9//OOJ///whz8MQHd3N//wD/9wyq8nv7GniZFsmdhx29OeH/LS/hG2rm3FtkyM/BD43sTFTIdgGJWb1onHvPRz9GgPzoVvx0i0zvv3ME4phb3tOpw3vgtzzbnTHx+JE6Z70eH8rK7HIhaWoaYNDxrNuQymSzWPkfAgIRaWH4T0DhWIRSfvBoShZve+QTZ3R0hZLtqe2i3d9QLamuamgVijlOWgtE84enTOKqgZhqK9OUapVP08tWVNC6aheKFOeJBhVHZAc9JpWIjTjuwInAY8P6BU9nFsk/FN4lcPjVL2AnZsaB/rGTBAGDmWzOUFAYmoPekiZq1/AyrWjLViyzx/B1MppbBWngNAMHiAoPdV7HPeVHV1XRkWOigQ5oYxm7rmfGyGUrSkomP1satXD9q0ugUeO8iew+ljZVtPINWDhFhYw5kSQainrFLvOZImV/S5aKuBdhJTHheGGqWo2QvEP/IiupiurLhoPfZ3iLn6PIxEK0H/PoL+fZO+htaY3Zswl58NgA6Dhgo1qEiKMDcC0SRmom3a409GSzJCX41d0GjEYuOqZl7YP8INb1g9pWDFxHGOyUC6RIskDQtxWpGJwGkgX/Q4cS1o974hUnGbdd1JrPQBtGVNSnLzfU2iqfLPGxYzKDuKkWjF2HDJnIxR65DQK6F1OOOOxEH/Xvw9j0AY4Jz7G1WPUZEEYboPI9GKMue+UVdz0qm72t+ccOhujbHn0CiXbV9W8zjbMhjJSniQEPPN9QL6hic3Dxu36+Uekg5sXNlU9bFlN6C1KYpR41zmv/Y44eCBKZ832tdCopVw+DD+vl9XwjQNAzBAKVS8FXP52eRefITyK08RufS3UJGpE5ETqWiScPgIhpOYk5KiEcckGbUoe8GUPjVQCQ965eAoB/qyrF9e/Wfm2CaZvEux7E8KSRVCLG7y23oaGMm5k07O+aLH3iNpLj1nGaabRnkFwkhqyuMijoUOfNzHvgmGReSq353VMpw6DMArVf5WBqqlHV0ahkhqRiVJ7a3XgVfG3/cYRuc6rOVTdyyUYYKCMDOI2bp81r6HWirhQUzp23C8TaubeeS53roXvqhjks67NeNvhRBzY2C0OKV5GEA+neHVo3kuPSs6qfjCOK0rf5qOm7xrHeK/8h+oVBfWym1Edv5W5SBlHLvZVwZQeS17y9XYW66uOTYz3kSY7qX00D8Suew/YUyT/6QMs1JSdOggZteGOSkp2tESY39PpupEYPPqZmzL4IXXh2tOBABMU1XCWGUiIMRpQ+5MFjk/CMkVPZzjegG8sH8YreHcdU1Y2V5Ce3J95zDUmKbCsUy85x8gHO3B2nTZrEwCdOChS1l0MYP2y6hEK1bXWVgrtxJduRmjfQ2U8+jAa/g5lVLYO25ENXXh7fo3tF8jztRJoLP9aH/uq1OMhweV6lQP2rSqBa1h35Ha5U2VUqAhL9WDhJg3hZLHYKY0JTcAv8yuF/cTarhgXfW6+CXPpzkZmQgn0m6R8q++iffSg4SDrwOg7CjKiaHsSCWO37BQymj4HBtbt4PIFe9He2VKD/0jwdChaR+jnBjaKxJm+xp6jZlKRm3MGrlRtmVy9poWXtw/QlCni/B40rDkRQlx+pCJwCJXLPtorSddYHbvG2JZW4xlVgaNASesvrt+SDLm4B95sdLJd8NOrBUz6zQ3TmuN9kqExfRE3wHVvBxz2SasFVsxW1egosmJHQAz0YbZdRbaK83ohl0ZJs75b0UX03gvPVj9GGWAYRGm57a29rjmpINfvaoeACs7EsQjFnsOj9Z9HttSjEppPSHmhdaaw/3ZKc3DCH3yvQf45T6XjV0Onampq9ZaQxhA81iFoXC0h9Iv/oGwfx/2+W/BPvfmWRun2b6a6NW/h7JjlB/+Z4LeV6d9jIok0el+dCk3a+MYV0kajlIsVz/pbV/fRskN2He09sJHJWkYsoXGF4KEEAtLJgKLXDrnYlvH/pkG0yWODhY4d00SszRaaYBzgjDQJMIs7jM/wGhdgb39TTN6TR0GlWY2xQy6nENZEYz2tZgrtmAt24TZ1FFZDaux+qWiSazujZXncWt3rTyR2b4Ge8s1mN0bah/kxNH5YbQ786YZM3V8eFA1hqHYuKqZvUfSdSsMRcbCg/w6K2lCiNmRL/lkcu7ksp86xEgf4Ue784Qa3nLe1FBKAM8LSMQsHNvCP/ICpYf+CcKAyFW/i73+DbPe4dxIthO9+vcq4T6p6TuCKmWAHcMfOjijXddGtSajNVfzN6xoIuqYPP967epBAFHHYLBO+WUhxOIiE4FFLNSadL48KWZz974hlILz2guEVUreAWjA7HsJUDhveFfD/QK0m6+E/HglVLxpLORnG2bXesxEC8pqPOFVOTGs7o1gWuhy46tX9tZrMLs2VHYiqpTLU0qB6RCmext+zpPVWHhQM8VywOGB2t/jeHhQQTpvCjGnQq05MpAndkK1LyPXz0sH0rzSH3DtliRtieo5TF6gaR2reqPiLRid64he90HMtlVzNmYVSRC59LcwEm1o38Xb82jdRouVkqIh4fChaRsyzlTEMUlE7arnPNM02LaulVcOjuLV2Sp1bJNC2ZdOw0KcJmQisIiVyv6kZNVQa57bN8RZnVFSEaBK9Rw/CIk4JpGtVxO97v9quF+ALufAilZCflZuxWxbNSnk52Qoy8HsOqvSB6CYabgOtvbKlH91D/7+p6o/rxOrhCrNwfb4iaYLD9qwogmlqNtlGCQ8SIj5MJorU3b9SYsnRmEYNz3A/S95rGix2Lmh+gKK54fEdB7j5X9HhwFm60qil/0nVGTmnTpPVnD4ebznH8D99bfrrvirSJKwmCMcnf0Fkc6WGCW3+knvnPVteH7Iq4fqn+9MQ5HOyflOiNOBTAQWsUzBnVTx4vUjadJ5l/OXBWi7eqKbMbCHpuxrlf+PNzf0OtotgmljdqwdC/mZvbeFMiyM9nUYyTZ0KdPYCpblQOjjvfCzmjf7yooRjPbMWZOdcdOFB0UjFmu6U9NOBCQ8SIi5Nd48LH5cuVDl5jEyPfzkVSi4mredn8KsUQWMoQO07voGwYFn0NmBeRr1ZNa6C7F33Ehw9CXKD/8zupyveayKpggz/QT5+qE6M5WM2Zhm9aThtd0pkjF72vCgWMRiMC1Jw0KcDmQisEhprRnJlok6x1a2nnypD8eELSvilZJ1JzCKo7Ts+ynOwccb3jLWfhlNiNm5bs5a2CvDwGhdidG8rDIZCOsssVMJpXHOewsEHu5zP61+jB2ZyGOYS42EB21e1Uz/SJHROitgEh4kxNwazp7QPMwvY40e5LWMxdMHy1y2Mc7ylio9SLTGPvg4Ha/cixGNE73mDozm2r1B5pq98VKcN76bcLSX0kP/RJgbqnqcUgoVTaGHDtWdMMyUYSi6W+NVk4YNQ3HOulb2Hk5TqnMuk6RhIU4fMhFYpMpegBeEE3WufT/k2T39bO02caJVGsqEAfGXfgSA84bbG1rV14EHvovVeRbKmv0mNcdTSmE2d4+VF81Nm+hmpDqwNl9BcPi5SofOas8ZiaPTPeg5XnWaLjxo0+oWQMKDhFgonh/QN1QkER1bzAg8rNGDlLXJD3cVaEuYXLOlSuOuwCX+4g9J7P8luntLZRKQ6pzfwVdhrdw2Vl60iL/v8ZrHKcOsJA8P7q9ddvkktDbVThresaGdINTsfq36BGVc1DEYSkvSsBCLnUwEFqlc0cPg2Kr/qwcGKbkh562t3oUy9tqDWLleCptvwkpO34ZehwG4BczO9agqlYfmSqW86IZKeVGv/k2xvfkKVKIN99n7q04clGmjPZewODpHo62YLjyovSlCayoi4UFCLJD+keOah+kQRg5BGPLgXp/hfMAt56ewzSohQYaFCn0ya64iesntc74gMhNm+2qi1/wX7B1vBkCXq1dgU5aDQhEMHZx2t7VRsYhFImrjelOfb0VHgpWdCR5/sb9utTTHNsmX/Lq7qUKIhScTgUVqJFsm4oz982jNc3t6aY4ZrO+aeqGy+14kcvQZct0XEFm9bdrn1jpEl7Oo9tWo6Pwlwo2bKC+qw7rlRZVp45z/VqzV5wI1SpU6ccLRnlm7AFZzLDyo+msopdi8qpnXj2aqXjiPPw4NBWkuJsSsKZZ9hsabh2mNke2Fcp6jBYtH9xa4YE2UszonVzyz+1/GzBwFZTC48VbsTZdimSdfGGGuGIlWlGERZvop/vsX8fY+VvU45cQroZIjR2ctb6qjOUrZrb5osXNbNyPZ8rQ9VCzDkF1QIRY5mQgsQp4fUCr72FblwlRMD7Onz+XC9UmMKrkBYbwNt2srmVVXEHPqX8y01uhiBqN5OWZi+p2DuVIpL7qhUl60TvUfs+ss7K3XoEyrejlR04IgIMyNzOVwaUo4+EHtC+ym1S0EoZ4+PMhWjGRLsz08IZas3uEC9ljzMKM4jFkYIbAT/PDZLDFH8ebtxy126JDoaw+SePlHRI48hdaVcstN8cZLIy8EFW/B7FiP99xPcHf/pGoOmIqmCHNDhNn6ITuNSsZtlKq+E7p1bSvNCYfHXqjf5TgaMSVpWMwKHQZjzU0zBJkBgpEjcx4WvFTIRGARyhc9Jk69gcdLrx4h1HDxWSeEBfku6JAgtYz0xptwos7E5KEWXcpiNHViNHXNydhnYqK8aDQ5bXlRb+9jlH91T/XJQCRBmO6ZkwY74+JRC7NOeNC6ZSlakg5PvlK/2kjENskUPAkPEmIW5Ioe2YJLLGKhSlmMTC9hJMEvX8lxdNTn5nNTxJ1jycOJ579H9PCTlFecT+Hsmyl7AamEPe15c6Epy8G55N1YGy7B3/dYpbzoCbugSilUrAk9eoSwmD3l1zQNg47maNV+AIaheMPWLg705egZqr2raxgKrSFflF3QE8lNbHU6DNFeiaCQIcgMEgwexO95Gf/ICwS9rxIMHECn+9DZQdBzFwmwlMxNmRhxSkZy7kQdbCPXz7NHfbqbLFa0OmSyY8lXOiTx0g8ByG9/J64XsqIjUbfzZVjKYsSaMFqWz3qHzJOlDAujYw2M9hBmBiDWVD3R2TQJ+/YQHNqNtea8E57DBBRhdhCzZfmcjNNQitZUhNGcSzw69dfGMBQXbu7k508fYXC0SEdL9bwLpSoXxkLJpymxuFchhVjMQq05Opgn6pgor4iVPkToxBgpaP7t2VE2dzucs6ISSmkUR0i88D2M4iiFjTfgrqicQ4LApyU587wA7ZVg4kZ8bFth/P8BPf6J8c8rQCtQlU8EeQ/t+jPKz1LKwDn3JlSsGe/5B/Ce+ynOeTdPOUY7cYLB/ahlm1H2qeU8NCcj9NfoEnzhpg4eevYoj7/Yx9uvXF/zORzHYGC0uCTPdzoMIfTA9wh9F9wi+CVCd+z9o1QlT8Ws/MG0wLBh/GPDrFwPlQGGCYYBylw01+9TocMQAg8duJV8wXIB7RXRXhmloFyMo9Olys/EtDCiY43+xh8/C5NdUSETgUXGD0JyRY9kzEK5eYYHhzk8GnLDOZMvGNEDj2KP7Kew6Qb8EGzLIBap/c+p3TzKiWG0r5rVPgGzQSkDo2UFKIMwM4CKNU05xlp3EcGBXbjP/RRz2SaUc0IfhUgcnelHJ9vmLOGvKRFhMF073vWCTR08+OxRnnplgBsvWVPzOGcsPGgpXhiFmC2ZXJlS2acppjCHDxFaDlqZ3LcrjVLw1vNSEzdMRn4I5RXJ77gdv6Xyu+l5IfGIRcRu/DKofRftFTGiKXDGyjgrBRiVOxRVCVE6Vt75uP9XCjV2GxNpT8BrrxEW06hIouHu7wD2psvQbhGjubvq15VpQxgQDO7H7N4wo+c+USVp2ML1Ahx78q5JNGJx/sYOnnp1gOsvWkmqRnhVxDbJ5l1Krk/UOfNuObTWEPqVm1rfQ/tlcIsUCwp/cHRi8QelK/8WhjXRr0drXUlu12Gl6pNbmvg4rDyo8rixSaSuzCgrkwHTqiyCKfPYJMGwxv7fRBnG2PvRGHufHv+3UQm1Cf2xyaqGSbvtusrnxye3x/7WaAhDQI9NeoJjfwgrXwuDyu6VDivH6KDyecX4d1P5vTBtMCyMseu/GY+jymfe+2Uxkp/yIlMs+2itUTrETB9hV2/l0nHuqujEMdbQXqIHH6PcvR132bm4pYDu9njV/AEYW70yTMz2Nad0UZhLSimMpi7C/Cjad1GWc8LXDZwL3krpF/+A+8LPiFzwtilf16ZDMHgAs2vDKXVEriUeORYeZFRpSpSI2Wxd28qufUNcd9HKmuEGx4cHTdQ8F+I0Uir7hFrXPOfMNT8IOTpUIB5RWOnDgAbTYfehEvv6Xd75xjaa4ybW6EH85tX4HRvJtKypNCsc4/ohna3VGzOeSAc+2iugrMhYt/TkKa3KmvEUZtdZhIURwpGjlU869Xd0j+ecc/2xsZXzqMjksFFlR9HlHOHQYYyONae0+NPeHONgX27KRADgkm1dPPFyP0++PMC1F66s+RyGYTCaK7OsbXFef2ZChyHazaMLabRbRPtllA4n7pvV2A25SjVN3NTW+letTBpNYOrPttpjJlbDdeUmuzIJccEfu2HXGghBa0J0jcdXbr+L+ThBulh5zKQdq/Hb80mvOPaZsa+NH6vHJyZjN/NKMTH5VcZx/1/5PpVlVSbEx70fT/+9jdPf6f9beYZJ51xsy8AoDKJDn91HXNZ32jTFxkKFCsMkXv4xfrKb4qY3EWgwTUUiWqVRDmMrWKGP1b1pys31YqMME7N9FUHfvqpjNZqXYW3Yib/3VwRrzsdsn7zqrpwYYSlLOHIEo231rG+fGkb98CCAi87u5IXXh3nh9RHO39RR9RgJDxKnM601Lx8YZnS0QGsqQlMiQjxiVZ0cz4Uw1AxligRBiFPuB7+EdhLkyyE/eS7L6jaLyzbGCHb9G5GeZ8lvuxWvY9OkSYAfaBzLbKC4QlgpZmCaGG2rMOIts7ajqpTCTLRhRFOEo73o3BDaic/oPO29/BD+608Quea/TNx0Tjx/pJJ7RaYPs/nkQyZTcRtDVV8AaWuKsnl1C0+9MsAV5y7Htqr/bGIRk6F0ia6W+Ly9T2aT1hq8EmFhtNLgLQzHQnlslBNHKWPKDW2lQefs9XaY9NzKgGkWkab7Kc90xf30+1cTjZLlyEUk1JpMvkwUFyM/yIGsw0gh5LzVx3YDIkeeRiuT/La3gWFRKge0NUWrrszpwAeviNW5/pRjReeLEU1hxFtrdsq0t16Dufo8VKR62VMjmiLMjxBm+udkfE2JSN3qQWu7k3Q0R3nylfqv70j1IHGa0kAQamIRi9Gcy+tH07y4f5hD/VkyhdnvkxFqPVEi9PWeDC/sH6ZvuEQqGMUspdFOZTX8J89lKXuat293MJ/4JpGeZymtegNe+4Ypz1l2A9qanJqLBVprdDmHLucxmruxlp+NmWibk7BKZdqY7asxuzcCIWEp03BneHP5FrRXxn38f1fO9yc+dzRJmO4jyI+e9PhMw6C9RtIwVHYFCmWf5+o0GDMMRRBocsXTq9Ow9l2C3FAlSbV3Dzo3hLJjGLGmygTAtBddqK0QM7UgOwL33XcfX/nKV/A8jw984AP89m//9qSvv/TSS3ziE58gl8tx8cUX8zd/8zdY1pm/eVEq+wRBgF3oRZsOuw+XsE3YuuLYTXxx43WUV16IjjYThhrTqKzYnKjSMCyP0bFuyrbxYme0LiPoeRUdBlNCfJQVIXLxbUDlYl3tQq6iKfRoD4EdxYw3z+rYpgsPUkpx0dmd/PTXhzg6mGdFR/WffcQ2yeQlPOhkHIszrfypbJMH6MDHNXMEORdlmJX3znEJdhiGXLRnkWGoiZ0xrSs3eaNZFxQ0xW1aU1HiUWvG72+tNWUvoFj2yRRcsgWPUFdWrWzbIBk1McoZzFw/oZMCYE9fmd2Hy9yyocz6vT8EN0v+7Jvwus+Z8vxlNyDqmCRi1VfetVuEwEMl2zCbuuZtJ1VFk5jdmwmzA+h05RowXTKx0dyNc9FtuL/+37i77se54G2TzolKGRBJoocOoO3ISTePbElGGKiRNLxuWYru1hiPv9jHBZs6ak6uIhGTwfTiTxrWYViZBOaG0cVMJYbdiVXNXRPiTDDvd9d9fX18/vOf595778VxHN7znvdwySWXsHHjxoljPvaxj/HpT3+a888/n7/4i7/gf//v/8173/ve+R7qvMsUXGw3jfJLeFaCF45k2Lo8QsQycHp2gb8arDbCeKX+f8kN6GiOYpxwczPeMMxoXY0xyzfC80FZEVTzMsJ0Dypa/eQbjvZQfvoHRC75TYxE6+THKwMdSaIHD6CXbZrVzsmNhAedt6Gdnz99hKdeGag5EVBKoYF8yad5kV8Y54sOPPDdY4llvg+BC4FXScQLfbRfWVFUY8l3elK6mcInjh7NVxLtxnM0UZXENsVYkp1dSai0LDAcsOzjJg5jca3jxmNeGf/rhJucKV8fG46uJNBNxO3qStxuUKASrqE1xxLsxiY2OgSlMJq6T7uqIEqpSrGCSOVGvuj6pHuzKCAZs2lNOSRitct0lr2AkhuQybtkCy7BWJle21LHwo58F8NNY6SHKu8TJwFKUfZDfvRsls6UwdX+L1GBi975PjyrfcrreH4lcnpZ29ScKu2XK4nAsWaM5nXz2nF9nDIMzOZudLyZcOQoYWEsmdisfam2Vm4jPPsq/Ff+A795GfaGS054TgttR/EH9mN1bzipiU0sYhGPVE8aVkqx85xufvDwfl47mmHDyurXnMrih0vZDYhME5I13yZCf/KjhPmx0B/LgWhqwfJgxFSVBc5CpcrQIs13PB3N+0/y0UcfZefOnbS0tABw44038pOf/IQPf/jDABw5coRSqcT5558PwDve8Q6+9KUvnfETAc8PGR3JEi8PEkYTvNpTpuhpzlsdxRo5SGzPzyC/DTbeBIzdM8CUSg1a60qvgOZuzNTUC+Hpwki2o/NDVROHAXDi6NwQ7u5/I7Lzt6bcOCnTQluRU7r41TJd9aBoxGL7+jaef32YG96wqmaljIhtMJwpLcmJgNZh5WbOK6FLOcJSFuW7aKUmEtEmyuZNlM+zUJHI5BXPE57XjMVRpanxuuPHTiTZBS54J1ToOOF+vjIOYFLS3XGJdMd/feJTCjXl+GMFOMpujCBdGJ+7jFWROZZkp7WPkeocSyA8PSmliDoWUadyPnL9gIP9ORQQj9q0piLEIhZeEJIruKTzLn6g0VpjWwZRxzy22xYGKDeDURhBeflKtRMrAtHUxOv94sUcpVKJd17RRTHxFjSKVGs3ZCevYIehxvNCVnUlJ01IdOBXqqrZUayujQvSbf1Eyo5idK6HQppw9Aj4RXBqJyjbW69Bp3vx9z+Ftf7iqjupuHmCoUOYnesrCa0z1NEc5dBAvmrS8Dnr2/jZk4d5/MW+mhMBAFMZjORKLGtbHLvU2ncJS9lKTXqvXKm2Y8fmpNjEXNNjiw2TFiDQE1X0KiVv/cqiiNYEjoculcCOVa6XgQeBf0LCbyXpVxnmRA+f8ffgRMUjKtWQxu890JOrB2kdYrZWEsmDkSNQzldu6AMf/DLaL2Ou2o4Ra670Cjj8AtovM4CPVyyAX8baeBn2xp2EA69TfvRfAIhc+bvz/BM+c837RKC/v5/Ozs6Jj7u6uti9e3fNr3d2dtLXV7974emu7AXsPzyMmevFsCy0Mth1qEQyYrChqUT82fsI462oHW+BYiV2tOT6tDZFMU84oetSFiPRhtG0bCG+lVmjDAOzdRVB/z60aU+5ABrxZuyt1+I9/wDB0ZewVm6b+hz25IvfbJkuPAgqScPP7Blk975h3ri1evM2xzbILZHqQTr0wSsTlotQyhK6+UqlDV2JkVaWXbkAz/E4jiXZTT71zdbr1qwOMva3GY9j1EnQ06Uzqza2UoqIbU70RXG9gCOD+Ym5k20pHNsgFjnu/a9DlFtAFUcxy+nKPY3poCOpKc9/dKjI+r7/w43tI6iW/0RoVr8JrSTnByzviE9MzHUYVHKRTAujfS1GvEYPkwVSSSZuwYgmCDP96Mwg2olWLY+slIFz8Tsq/1/jJlY5CcJShjDdg9GyYsa7TqmEgxrIVz3vWabBG7Z28eAzRxkYLdJZo49KNGowvMBJw1prKOcJs4PoYhqNmvPQn7Awis4NEeZH0PkRdGEE7bs457wJo3kZ/v6n8fc/VdkJ1eO7hCHWWW/A3rCTYOgg5ce/NfH58T9G+xqiV7wfgOL376r62rG3fxKlFOXH/pVwcP/E53vH/o5c8X7MzvX4rz6C9/KDUx5vbbkaZ+u1hEMHKP/y/xv77LEFEaN9LdGr/jMApZ/8Xd0xeM8/QDh4YMrXjZblEGtGl7KE2QGU5aBicYxUHKwIamzXXzV1YZ//lkrUwIklxMVJm/eJQNXOsMedkKb7eiPa209+Raezc+rFZi7l80V6Xj5Ia3mQSMqCSBv5csCePperNsdoefW+StjAG34TrAhNqbEbUMtn7cqWSTeQQTGH0dxNZPn6BVvRmN2fX4qyXSIoZDFjU3/p9cXXMnD0Ofznf0r72dsx7GiV54jj5zPYKo3WTbM2vrKGkUyZRKx6tabWlgSruw/zzJ5B3rxzXc33sOmUicQd2pqOXTjn+z04U9ONT2tdqVbllgiKOYJCurKVq3VldSnloKyOObvpam2wJORCqTe+oOAT60zN6+/vTM+XYag53DdMayIGpjk7W/Rag1+CYhrywxAE4FiQ6IAavztBMUfT899hW6QPd92VWM1Nk45tSh37ncoWPM5anaSzNY7WmrBUmYzYKzdiNXcsyPlyRr/ny9oIijncgYOEbgkzlqwy5sr7KsiPknn6AZovfTuGdeKOcYwgn8aJlrGbOqmn2vg8FEOjJZJVegZc94a1PLy7h2f3DfPu6zfXfN50rkw0EaH5JBq5NTLGWrQOCfIZvOGjhG4JI+GgWpbNShheWC7iZ4cIssP42SH87DCD2WHab/jPKNNi8Nf3UD7yauVgw8RKtmI4MVIJG6c1TmEoTiGeGMtjOpbPFGvvINYaxzfaya7bPhG+OL5baqXaSIydT8wLbmCij8VxK/rJ1krPguJ5VxEUzj/29THRlaswE3HcjefgNqfGVvqP/XG61xFpjeNbyyhccMNxuw2AWfle4mNjyF/2jrEeBmPjNCwwDKJjY/CufGelX4JR6YNgOFGUHa0sBCkDLr6u8qeW1jisqCxy+oUM8Y4Uyqp+DRaNm/eJQHd3N08++eTEx/39/XR1dU36+uDg4MTHAwMDk77eiKGhHGFYu7JLLZ2dKQYG5mdFTochueF++l5/HcsEM5ag7BrgFvn16wWCEK72H0Glj1bK3+kETUAmW6RYCmhJOmQzx6rOaDcPpo0Zb0fVafk+l+bi56d1E/5oD6oQVr1YGzvegvfQPzLw6I9xzv2NGs9hog8epNOJMurNTtxv4PoMDudxE7VPQudvbOe+R/az69U+1nZXv2CV3YC9+4dZv7yyGjWf78GTUWt8OvAJSzkopithPmPbz8qwwHImxziXA2BuWsO3tsYZGVmY938jphtfWCqSG8ie1I3pyU4gZ3q+DMIQa3g/2T5vrPy4AaZNaEbActCmA4aFNq2xJG2r5s08gYtRzmEUh8F3QSm0Fa08xgfK1StrGbl+rGfvpYsiry77DbpWbYfcsWObUrGJLuzFkk8iZmNqzXD/MHhlVFMHRqoT5TuwAOfLk/0915GVhN4wuvco2JGquwNB3wHKe56kXCjivOH2KTe6OjRhzyuo9uJYOdSp/zY1f8+9gOGRAp5bvfrPjrPaeeLFPi4/p7tmDlXZDXh53wBnrTi1/LVGf4Y6DCplP9P9lSRwO1oJFXU1UD0Bup4wO0Bw5EW0V8LZcSMAhfs/C+5x7yMnjt3UzsjAcKXC3YYriJx1GSreioqlJhZB8kB+pADtWzDbt0x5rRJQGikACdh200TQ4fjfLuCOn0/WXV51vKOjY78XTWfBcZse4+ci16UydrsTVkydHPpAYaQARKu+RgCUx8fQfW7VMZTGx0DTsbtODZSpeT2Y7lypi0XyiWwl32uGFvti23yb94nAZZddxt///d8zPDxMLBbjgQce4FOf+tTE11euXEkkEuGpp57ioosu4vvf/z5XXXXVfA9zzmitCYsZskcP0D+Uxo6nME/obLn7UImulIm9bAPFppZKDeyJx1ee4/jKCxOTgM71dZPKTkfKcjBalhOOHK26dWu2rcLacjVGU/UumzC2oxRN4g4cQkdXzEoMcCPhQeesa+WBXx/iqZcHak4ETufwoPHQCp0fJixmK31lrNp1tWflNQN/YkUs6N9HMLC/ss1eGEUXRikphXXODVirzyUYOoi//+nKtr8TBydW6a6dbMdoXlbZgg88MGuXkRRTfePfX+XZlzOcszLGjlURljWZKEKUX0R5OQg1Cj3RawilxiYGTiW+33TQholRHMFwC2gF2oxAjZLAJzKKIySf/SYZ3+bfom/j+s1Ty4OOK7sBtm3S2WSji5lKZZ6OtQuSCDwblGFgNnWgo4lKOUvDnNIk0uzehL3terwX/w9+y3LszVec8Bwm2kkQDh1E54YwW1c0HGYRi1hEIyaeH1RN/L5kWzfP7Bnk6VcrfQWqiTiVhopznTSsA+9YKekwHDsPnNy/uy5l8Q8/T3BoN+FoD6BQx3V2dnbcCKaNkWhFJVpRdnTSjeyJPW+EWEwWZEfgzjvv5H3vex+e53H77bdz7rnncscdd/CRj3yEHTt28LnPfY5PfOIT5PN5tm3bxvve9775Huac0KUcwehR0sOj9BcM4qmWKTeRQzmfkZEsO7e043dswmfTpK+XvEoTqvGT8ORJwJm5RWYk2irNdvxy1RUwZ+u1wHhYma4acqIMEzMaxR94HWvZJlTVMKIZjMlQtCQjZApupVpKFY5tct7Gdp58ZYAbi17VMKJK9aBK6cWWWdgqn2s6DCrJvflhwkIGCFGmc8qdVo9//vHVcP/IC4Tp3spNfr5yo69LWaLX/V+o5m6C3lfxX/s1KtaMSrRidG0kEnUIYpWVRl3KEg68hnYLlcS0Meaa84lc9HZ0IU3pgS9WEpHHbhKUE8dIdeJccEtlDIeeq2xjR5OV6i2RRCVmdQlPHC49p5ueo338al+BR/YW6Eia7FgVZceqCO1j7+FJ+wvjSYWhh1EqTSQYasMmHKv8U49RGMYe2oOZ7aOw9Rb8SDOPhOfxUGE979+5qubjPL8Sb70srlFhgNGxFiPefEb82yknhmpfUykLGk1NOedZm68gTPfivfAzjKZuzGWTryPKtFCxZrRXIujdg0q0YTR3N1RUobM5ysH+XNWJQFdrjLNWNPHEy/1cek43Zo3FDRPFUKZUs6raqdC+S5gbIsxWIguUEz+pHTYd+mNJsCHFn/8DlHMYLcuxd9yItWo76riEdWvNebM2/jNdqDVBUCnQoI/VWWBSVLjW2AWXfMk7VojhhP+qkkdKa2l0NgsWZPn4lltu4ZZbbpn0ua997WsT/79lyxa+853vzOuYtNaMZstzsjKr3SLhaA9hMcNIUTFYckjGLaqFSL98cIQ/abofwzgHzdVTxhgGTNwwLoVJAIytgrWtIujdW6mtXa15mg5xn7wXFU1NbNdOeR6rUjYyGDyA2bXhlHdPmpMRhjMlqHP/ftHZnfz6pX6e3TvI5TtqrJDZJiPZ8qKdCGgdglskzI9QzLr4I7lKgm8kfspx/totEgy8TjjwGkH/a+hihtjb/gKlDPzXniAcOlC50Y+3YHRtwIi3wNgkzt52Pfb2N0+6yB+/CmetPAdrZaWOvA68Sn14rwhjvyvKimCfcwPaK4JbRLuFyp/jmtm5u+6vVBc6nmES+42PoiIJvFcfJswOTkwSVCRemUy0rkRFEpUkaXVm9S84a0UTv/PGONkgwotHyzx3qMSDL+f5xct5VrRY7FgVZfvKyEQ39EqssgmY6Abvx4xcP87gHuzBPZiFyg1dOd7NK4fTvDJo8NTwNt52fopUtPoTBn6IX8izoj2K07YcI7UweQBzyUy0EPhFwvTAlN1SpRTOhbdSyg1SfvI7RK//0JTOw1CpTqStCLqYxi+MYrQsx0i01X3dZNzBUKrmbugl27r55s/28OL+EXZsqF65Lh4zGRjrKZCskWc1U9otVhKA88OVXcNIYsa/dzoMCPv24h/aTdC/j9ib/wjlxIhccAsq2Vap6CXqCrUmDEP8QBOEGs8P8PwQ1wtx/YAg0Ey5ex+fBBxXlC1TDsjlSkwUdDvuawDKLRALNDWK8okZkB/hmCDUvPb6EbI5l672JlpbElMq8syU9sqVag/5YULDYbBskyl4JGNW1UUwHQZs6/8pKbNMcfmWKVFzJTcgFbdxbHPJTALGqUgClWxDF9NVQwiUMlBOHH/vrzBalmOtrh6rqOwoupwjHD6M0bHmlG7Q4hELVeeCCNDZEmNtd5KnXhngsu3VE9Mc2yBbcPH82e3IeioqdbWLhIU0YW64UsbRsDC62jBiJ/8z0zqs9HnQmvIj/z/Cgf2ABsvB7FiHWr2jUnbONIhc8u7K6nutKigzKAmrTBsVs+G4myEViWNvrh5XOy72pg+hS5UOs8f+5CYmIzo/Utl1KOcr4x4TufS3MZdtwt/7GN4L/wecaOX9GU/iGxGsVTuwVu+ohBz0vHIsfCne0vD3tNDijsHF62JcvC5Gphjw/JEyzx0u8dPnczzwfI617TY7VkfZtiJC3JnmPaM1Zq6PILUMrTWRl/4NpzjIoLWMF42d/Cq7kp7hBBx2MRTsWBXhwrXVd/W071LI5Olc1kFixZqqu4hnCqOpG9wyupyb0m1dWQ6RS95DcPSlSavXJ1JKVc6pYUA4chSdGyRInU2tGliWadDWFGUkVyIRnXrt2biyifamKI+92Mf2s9qqN31UinjE5FBflk2rW0568U1rDW6BMDNQuTYYFkSbZrzrEwwfJji4C//I8+AWwYlhrdpeKbcJmMvPPqnxLZSqpURP+DgoabRbGivNfKxMcyM/uyAM8YPKzb4fhLhegOtX/g6OyzfSGgxV2UE3DIVtGUScxv5tkjGb0K/ezRqgdHo1qV7UZCIwRoc+5vB+kp7PyHBA2rRoaWsh1ZLCjMQr1RdMCxpoKa4DjzAziM72g2EROEn6R4rkSz7xGpMAAP+lh1hv9PJi+/WsSE6NefeDkLZUZMlNAsYZzd34hdGxm9KpN4f2jhsJ0324T/8QI9VZKUlWhYokK02dRvswW6sf09B4xsKDssXa4UEAF2/p4rsPvca+Ixk2rpqaIDd+4s0X3ZMey2yYaKpTzBDmhlGBN1ZXOzrx855p/XGtNTo7QND/WqUUbLqH6I13ogyzsvrYvgaz8yyMtlVTa58vgvJwKpqqexM1HkI0/rOr7CoUMZKVlVCjbTXW2VdWmuC4RVRYRhcylXAlIMwM4D37o4nni1z3f83hdzM7tA6JPf99QjuBduKEdpwOO87VzTEu27CZwXzAywezPHM04L5ns9y/K8vGLocdq6KcvdwhYo29h8IAc/QguncP0ZG9OEGBfzbeyUvpJG3hG0mHcQrE6GqyWLHM4sIWixUtNt1NFrZZ5SQaBhhekZxnsn77dpzo4qhVP5eUMjDaVhH070V7pSkhj0aiFWPTZUClhrvRsrzm9UsZJirWhPZdSkf3ELh25fgqYZStqQiD6eqJtkopLtnWxY8fO8jB/lzN/CjbMim7Hr3DeVbNMHlT65CgkCHo3wflPJjOjCcAYXagsttoOfivP0Fw5AXM5VuwVu3A6N4wJfdiIeiJmvzHuqlXQmDV2Cr5cTfdY40Tx2v/V+r/j/1tmmOfO9Zt3WpOodzRSrPGwK9U8wn9sRYnGrQiJMT3NUEQ4PpQCkKKribUqvJ6Y31TJm70DUXEUid+E0yK75m0wnl83I8ee92xT7ga5RaPHTPxXIw3hZmNH7FAJgKTaCoX/mgUwiBgcDjLyMgobQmbZMzGMCqtgpTloOwYOHGU7VRuxk0bFIS5YcJ0X+VmP5oiCDU9Q0VczycRq/Hj1hrn6DO0DD3NI+Wz2bh5aryh6wZ0tMdwdGlJTgJgLHG4dQXh8JGqicPKMIlc8i5Kv/gq5cf/leg1/6US013tuaIpwkwfOBHMabbC62lJRRjJ1g8P2rKmhUTU4slXBqpOBKCSQDeSXZiJgA59wmKuMnH1KitEyo6eckKl++z9BD0vT9TGV4k2zOVbKtVhnBjO9jfPxvAXBaXURJ7B8cyOtZgdayc+PrEShtGxluhvfHRiooBzarkr88J3QYeY+UHUaAHDr4ROadMh3Xk2HUmL3yj9iLc4/QRdUXI6xnDJYfTlKP+460K6utu5jKfZUHyOKC5lbfGCt5Ln3TUMxuJsXRFhRcs6VrRYdNW66T+e1iivAEqRsTuId3WyfGU3Q0O5efhhLDxlWpjta/H79laa7lUJeQxHeyg/+I9YW66ayKmq+XyWg5WIV3YGel5BNXdhJDsnPW8sYpGKO5Rcv2rDxPM2tvOLZ47w+Iu1K6YBJGIWw5kyTXGHpkT9nRsd+mi3iC6kCQujlFMOBBoVm1n1oaBvL95LvyAcOYJz8TuxVu/A3nY9zrk3V3rPzBMd+pUb/DAAXWm8Bcf2YTQw0QnddsCqVOUyTHusPOdxndCVMVEutNFdbqcthRlUdpG01viBpuz5uGWPYsmlUHRxXQ90gApDFD62EWLFfEwCVFij8tvEDbo67g+V4gHHG2+iqBRggAKNUdlCQEE8QRiUjk1sUOiJhSiF6wTSXXiWyE+xBsM0iSdjhP//9u47Os7rPPD/975l3nf6DDoIgp0U1SmJkqguWitKskS5SF73EjlOOd4ku97N2s6e3WTttXdXyXFyYss+cbKx87OV2I5bYse2bNlWsbqoShX2TqKXwbS33t8f7wAkhV4IgML9nMNDAjMYXAwxd97n3uc+Tyjprgb0upL6rEXKNqNGSG4ZqgVCGb6xuWiUxqLpuF7A8d4SUkriY5RSE14lKpUnBEbPHvb5LezKXcP55ugXsutL8naI6y3NIGCYlsxHB4c9Z8xJW1gpYle+G+eRv8d7/SFiF98+5uNElYTSyN4jSMMaN2CYzFTSg3RdY9P6Bh7f2cFgyR2zk3DMGE4POjNlNcci3QphaYCw2BtdTJkWwp5ZU52w2It/6HnCnkNY130kqkziV9Hq29Eb16I1rUGrNYVRThpehR1OWQrPgoZiwrSpXPhOAr0W9IQBwq8i/JNnKdxll6BVBxBumYRXJumVaasOcKjB4ukTLi2aJLRX0JNYQ1i/mpY6m9syBsZkF/1vHItXhdAjTDRQMrIYZoy2pvSCNataKCIWR6tfgew+gIyPbowmsi3oKy7Gf/1htEzzmA0YRz9mAilDwkIPYbEPLbesdtg6euzGXJz9xwexx8jQMw2dSzc08vjODvqHHPLpsS+woxQhg6PdJdZbJqZx+ril7xI6JSgNEDq1BQXNQMQS6MkUwp166ddwsAN35y8Iu/YhEjnMC28ZaTQ51vmJuSRDH3wv+rt2pSCMGEK3wEpEF/hGrFZ3f/gi35hRB+ip8PyAgSGHzr4yZcen7PiEQYhEoAnQdYFpWiRse8xdlnl5l8omCWVp3JvD0HtTHPxfDFQgMAlNEyRsgyCUdPVV6NOrNGRtknELTdinZVGe+u+q63Ost4QuGFUiTSt1Yx17jljXaxQvvJsgu5wX89u4/4DL+84bfUHqeSFJ3SWRbCQwm5ZsEADRVriebyPo3Is0xj44rOfbsK75IFqtrfm4j6XpSDOO33MQo3ndjHKJp5oedNmGRh57uYPndnez9ZLR4xr+OQqlM7srIMMwOiNR6Iq21DV9xod+ZegTHH8d/+AOwu4DIARa/UqkU0LEM1ib7zoDP0Hte8swqgQ03MaeEBAEZR9ZqSDFqVvOwylN2snVJe3kv99MB3kXRK0cpYydnLvclgvGvOtW4IZNklBuxdAE7TP9noGH5lcIY2mC9Ao8TEJfsqI5fdaV4Z0reiJLkGslHOwYtUouhCC26Q6coW7cHT9AS9dPWHL55NdpCDsd9QnpPYwcSkTlRq0kSdsgbhm4XkDMHJ2qefnGJp7Y2cnTr3VyyxXjl880DA3HCznRW2J5YxLhO4TVYnTo13Nqu/AWwkrP+MIv6D2C88j/A9OOqv6svvyMldqWYQCBR1AOCKslhARpmGjxFMJKoZnWhGefzoRQShw3oFTx6C86VB2fbM5haKiCqWvEYzqaWl1fstT//BTpmiAZNwgCSWdfBV2v0pCLk7RNtDdMTmXH53hPEdPQTq5wyBCjdz/WsR2Yg0eQmoHbfD4ylqJ7yOfne0MSlsbaptHLK36lSGNzHrt1LcX+sRvsLCXRweF6ZLkfrLG3nfWGVQCEQz2EQz0Yy0Y3a4HagVM3qFUSWjOjvNCppAfl0hbrlmd5fncP11/cOuZB9IRlcLRziKaMNfeVq3wnWv0f6o5WcA172lvqb+Q+873oIGIih3neWzBWXjJhPv20xitl7SLfr+XFhlGfAiFHtsw1c3g1zUYzo6ZldlOOoj0YlaiUciTHVgYBhF70eLUAQoYBMnCQMgBElG4rZJT7ioyycIV2coVOaG+6yjMLQRPRquO0BS4icKPUA8PCz65EWikCKalUfNa1ZbHGuCBdSrRMY3RWpTo0+vCwbkS7pQ99FefJb2Fd+xG0xNTmgNPLje6NKugk8zQl4XB3mZhmj+SlDx+CyyRjnLc6z/N7erhxU9v4PQPCgJTuUOg4QaHgkbJ00ADDRsQzMy4PKb0qQedejOUXoNW1RQHAik1z2kNCyhB8L8qzl7X+GbqBZiUxG5sxrCC66F+A/j5+EFJ2fApFl0LJwQ8lutCIxTTSyRjZpEXojX8YV1k6VCBQI6VEL5xAppdF6Trj0HVBIm7gB5KOnjKmqdGQtUnUAoJC2aGzt4Jt6einbHPHTrxMYu8vCK00ldXX4bZcRGDYPL2/wi9e6SNmCN55WQb9De+QfqVIzLZJtq2ttdJWgQCcenDYn/Di3XvlFwSd+9BuuAfy68a8j4jFCatDhP3H0erap73qNJX0IIDN5zTyrV/uZffhQc5dNTpNxjC0aOepvzIn9bWlDKMqN4UeZLUQldQzZ15TOzixi54nn4d116I3rMJYdxXGqsvQmtbMvoxo4NXKdA7XiRbRKmAsDqaNZlrR/7Nugm6M+zNopnXaG/1U/iflcJ17GdZydv1akOBH+fC+C4FL6LvI0DuZw1vrmCWEqAUKtZxdzXhTb1kLIGkbnCj46LrAMvXJWgHMjJS1i/9aB2MzTphqiXoP1HbvpJQUyz4rmlMkxqhgs9REh4fbCDr3jX14OJ4hduV7cJ/+DvjO9B9/uNxotYBfGiCOJFkYQpQ0DF2MBOloBlLTuapdsHN/yAuvHOSqc/LI4S7TQofQQ1QL6G7UjDCNRlfJJJ5OYOgzD+hk6OPvfxZv18PgVdHqlqMlcpjrrprxY572+IEXPbdIpNDQYklI1aPH7KiLeq2amZlJI5z5S/WTUuJ4AaWqz8CQQ7kaXeQbhsC2jDOeLhfUAo+KE1BxfCq1lKPKKZ87+bFPEEh0XaAJga4LdE1Drx061jVB3DYJghC99vHwH61238aczcYVKt10LqhAoKavs5Pky98HiLabk/UEyUaCVDNe0+jVZEMXGIkoIDjRWyZm6LWDT1UStoHhDGAdew5p2FRXXYPbtBFp2lGXYKExWAn44dMD7O/2WN8c422XjK6JLdwKbqjTuu6cqGqRMkLoUUWLsO/ohCvbsUu2R4eHn/w2QcsfES01jabZacJSf1R5JNsyrVWjqaYHrWvLkk3GeHZX15iBAEQ1uo8cGyCXis34wkb6LmG5EK3+B170xjSDknoQHX73D+7AP/wCOCX0VB7djYLR2XbLHLn4lxJMC5FtQbNTUXWuebyYFqfUuUcHsMYMIHROreJRS0kK/OjnCFzwXKTvImtv/iNnhrTo5+FN0vVbCMGyhhSGLRgsOgyVPYQAOzZ2b5RpkSHCd6KDiAKCWJow1Yw04yP9H05VKHk05+Pk02fBIet5IjQDvWElfseeMQ8P63XLsW/+Q4RuRBXuuvZPqzxmdDA+OfIayTVYdPVXSMaMU0pURq+T5emQFXmdp3cPcNUyh+F3uOE9N6kbhGbUVE4DhBvQ1V+htT457de/lJLg2Ct4r/4SWepHa1xD7IKbo94jsyTDIOpBEoZgWlHFs3h6wbuSB2FIxQkoll36iw5eECKkwIppUa+iORyb54d09pfp6C1zorfMQNE57aLfnaD8ta4J4pZBotaZuj5jY+jRwlcQRn0Hhv/tudG/ixUf1/NHPh/U+hJEf0LWtmW59YqV435PZereHO9Mc+CfH+/EHXoLlzUU2ZgqYFX7sAaeI0zUjQQCqRf+iTCWJEg2ECYbCBINGPEcRtzAD0IGh6pkq8ex9+/A6NsPQsNtrVUAMiy8xmiyfflolR+/OEQYwvZNaS5bOfpAjnAr+OhQv4JUauHLKC5G0cHhvjFXvoYJK4V15XuoPvL39P36m+hXvn/81eR4Nmpw1bE76lSbaZ5yFYmppAdpmuDSDQ38+vnj9A5Wqc+OHrMmBJalc7S7xLq27JRXcUbqaRd7oy68QtRq0898G9w//hruU98GIdBbzsFYfRn1Gy5kYHDmu1JjXvzH02dNt14hNNC1k03JxrjPyPmFwCP0XXDKUU8Gt4xfDgmr5SjNSdNPBj1nVcqRQFhxrME+mhKQj8FQ2aNQKhOgYVkxdKOWTjUVtcPGUelDndDOIO1MtDM7wWMUy1E37qY6NT++kTBt9PoVhN0HkfHRnYeHgwN/31N4rzyIsf4azPNvmtHOXipu0jNQQYYghiu+nPI4V62XfPvpAq/1Gpy3rNZ/Y5zHsmM6pbJPoeKSTUzvzJa/93G8nb9AZJqwrv4AWtPaWc0pUobRGYXQA6GhpRvQ4lkwxz5AO59KVY+egQqFshf14KjtzE20EDUdrhfQ0Rdd8Hf0ljnRV6Z7oDJSEChu6dRlbNIJk6Z8nLhlELd0EpZR+7dRu/CPxmQaU+tPcKp8Lkn/wPiHhYfKqpHAXFGBQM17bzmX7/2syv2HotWtK9YkuPZ8m5RW2z4NfUIzgV7swuzZfTI9QDcZvOo/YAhJ/tX70Us9hGYcZ8VVOK0XI0/J0yy7If/24hA7jzm01xm849IM9akxqgm5FTBMhsxW2hvSo84gKBEhNPS6NoITe6LKP+M8T1p+GbFLtuPu+AHGzp8Tu+i28R8zFkdKG1kZIigNINL1aOnGSZtXDacHSSknnPAuWd/Iwy+cYMfubrZdPvZRScvUKZQ8+grROZSJSN+N6v4Xaqv/ugn2zH5nwlIf/sHnEEYM85zr0RtWYZ67FX3lJSNVNWZSxWL0xX8rWjx11lz8T5cQGhixqEmalYRatSRNShJ1cUqdfdHOgVuNOjZ7FWQYjJxRWOyEENjLN6KbAxD66IGPFfrkXJfi0BD9/UM4pSoxLcA0NZBRrfEobSQ6qC3Roj4VSNBMwkQD0krWqqhN/jtWcXysmE5bY1LNj+PQEllkrmXMw8PDjHVXIUv9+HseQw51E9t817RLaOqaRj5j01+ojlkdb2OrRS6h8cS+ykggMJG4rdPTXyEeM4gZEweT4VA3sjSA3rK+lv+fRF9x0axSFaXvID0HBGiJXFReeg66qM+FUtWjs69MseIRM7Rac9LZ/f5XHX/kov9EX3Th33PKYk/SNmhtSHJOe47W+gQt9QmyyYXdCVHmlgoEarLJGHdcaHPV+gy/fr3EE3vL7DhY4ap1Ca5aG2KbBuXz3xbdOfDQy71RHW23NLJq5eVX4bRtxm3aOKq+7Z5Oh395foiSE3LTuUmuWZ8YdR4ATgYB1dRyjFAjk1ApQRMRsQQi04As9oM9uuPwMGPFxcTcPhx98sOsUafNZJRjX+rHL/ahZRrRUg3jHvqaanpQKmGycWWOF/b0sPWStlHl8kbuFzc40VcinYyNOgApZQhOmbDYgywPIoWGMGe++h8OduDtepTg2KsA6CuiXSwRi2NuvGFGjznexf94OzdLgRACYZjR72wsAbWFbJ2T5QXHa5a32AghoteCbkDUQoVYAupyTeSWS8pVn66+In1lB1MExE2BkEF08e+7iNAjTNRF+f56bOSA6RsN1zf3/JAgGG5MJLBj+pKuEDRVWqYpOjxcGUKMMT8KTcfcdAci24z30k+pPvL/sLa8F/LT22XJJEx6B6sj/axOG4MQXLkmwQM7ixzr92jLT5zyONycqrt2VmqsC05ZHaL/sZ9S3f00IpHHbl6LsJIYKzdNa9wjjxf4SK+CkCHCTiEyzWh2akEO+Y7l1ADAMnUyY5Sgnqqq47PzQB/Heisc7ijQP3TyrEgmGaO1LsH5q+torU/QWp8gra5B3vQWx2/5IpJP6rzzsgzXrk/wq9dKPPR6iaf3l7luQ5LLV8ej5ja6SZBuIUi3nPa11TU3jno815f8/JUizxyo0JjWef+WPK25sSdC4ZbBiOFn2ylXJcsbE0uuHvZMaJnaweHAn3Dizl5++0gzp4nSiYYJoYGVAhkSFroJh3rQMi1oqfyYF2v5jEVvoUp8kgW1y85p5NWD/bx6sI+L1zWM/TNp0YGo4z0lVrVEZfOk7xCWB6PV/zCorf5nZrwiKsMA56lvE3bsBiOGsf5qjLVXRNvfM3w83LK6+J8BoRkwRmOms5EmBKm4SaotT8Xx6StU6Ss4CAHxuD5mxSyAMJR4QYjvh4RRNVggSkPIpywStkHM1DENTQUAUySEmPDw8PB9zDVXoKXqcZ7+Z7xdj8Ly90zr+xi6TjYZY6jqEh/j9/jSlTYPvV7iyX1l7to8+fxiDacIlVyyqZMTqnTLeHsex9/3FIQBxporMM+5foblj4NosSL0o7z/bCtaIj2jMtJngpSSsuPT0VumVJ1dACCl5EhXked39/DKwX78IKQuY9NSl+CS9Q201CdorUuQjKsD90vRm+Od5wxoyhi858osx/o9fvlaiQd2Fnlib5kbNia5ZIU95mr+Gx3t8/j+jgJ9pYCr1sa56bzU6C6ZoV/LjyUqhZduJUDH0AKyKRWJT4XQDbRcG2HvoSmVxIzeSJ7E3vo7o0rsjfn4w7W0w4Bw4DjhUCdatgUtkT8tVSZpm6QTJlXHx55gV2BVS5r6jM2zu7rHDQQAErbBYLHKYK9LOixEHXqFFq0oz3DVWEpJ2HsIrX5F1MzKSmGeuxVjzRUz3lGQYYB0SqBp0fMST6uLfwWIOtC2NaZoysfpLzr09FfwwwA7phGG0Wq/BJASTddIWgb5tDWSFmKamkr9maXo8PAq/I7dUd+QcfrQ6E1rsW/82EgJYFkdmlY54FwqxmDJHXNXwDY1LlkZVcm7+fyATHzy+SthG3QPVohbOjEzmk+dZ79P2LkXffkFNGx5K0PB9M+HSBkiq8VovkrVRyVUzfiiSXWZywCgXPV5aV8vz+/ppnugSszUuHhdPZduaOC8tU0T5uArS4cKBCbRljf50NU5DnS7/PK1Ij96YYjH9pTZujHJBcutMd+kglDy0OslHt1dJhPX+PA1OVY3nvJCliHCq9TqYceiknhWKtoiB8oll9aG5LgrZ8poWiKLLKaQbmXSC1q9cRXeq7/Ceeqfsa790JQvqoe7wMrQJ+w7RjjYFVWPSJzs5NlSl2TPsQHsCRaVhBBcdk4jP3/mCB29ZVrqx3gz8x20aoHcUDe9/QHx1jqMWdT9lzKMmn/tfpRw4ATWlveit56Ddemds3pM6ZSiih+5FrRU3Yz6MChvfqah05RLUJ+xGSq59BYc4pZO0jawYnp00T9Ompwye8K00BtWEnYfQNqjDw8P01L1APjFfioPfhlj5SbMC26e0op7zDRIxg1cNyA2Rs+ALWsSPLWvwtMHKvy786awAKOBIX0GX36E/KoNGHXLiZ13E5x/M1q2GSOTgP6pdxaG6EwVXgUt3YSWbVpUaXhSSkpVn86+2QUAUkoOdQzx3J4eXjvYTxBK2hqSbL9mFeevyo/Z/E1Z2tS79ggtal3uRBGy1Gs1y2sT4OrGGB9tyLO70+WXr5b43o4Cv9mjc9O5KTa0nDw401Xw+f6OAicGfTa129x2UQrb1EBKhF9FhD5SGLXDcana4biTwUQYRodNc6nFsT15thBCoNctj1a9hg/NjkPLLSN26Z24z34f7+UHiF381ul9L82IAoLAI+w9hCzYaPllCCtFwjbIJS3KjjfhWYGL19Xzq+eOsmNXJ7dvaR9pgEXZw+g7GqXYaDrSThA4IX1lSdMMfiVkGBAcfRlv92+QQz2IZJ7YJdvRmtZO/8GGH7N2RkEi0TJNaKn6RZNLqyxuuqaRS9vkVLnPeafFM8hcK+HAiUl3TvVEBmPFRfh7nyAc6sa6/O4p7fLl0zZHu4qMdfmaT+psbLV49kCF6zckiRkTrMCHPrETL5I5/BSaV6as+WTqlqPlWicdw1iklEiniNAN9OZ1CGv2fVrmylwFAKWKx4v7enl+dze9BQfL1Ll0QyOXbmigWVXWUiag3r1rhKbhN6xDVsvRar1bRnOL0eo9IDUNNJNzmmOsb47xyjGHX71W4h+fGmR53uCm81J0FnwefKVIzBC854os5y6zwHfRHDeqiW1lkfFcVBN7nBWWctWnKR9XObAzIExrwpJ5pzLaLyLsP46/70m0XCvGykum//10M+q26bsEXfsRVgqRyNJgeBzq6kdYUbUUEYYgA8QpTavSBFzYovHyvl5uWVnGNmpl95xYVAr0lC1529IYLLqkk7Ex828nEhx9GXfHDxGZJmKX34W+7LxZpBWFBOUhpFNGyzSgpxomDLje7KR8Y33rkFAy0vjG0AW6rlJblMVDS0edh8PyINoEaT9C04lddBtauhH3xZ9QfejvsK5678iOwXhsU8eK6Xh+OOYOz1Vr47x2wuHFI1UuXz3Gzm0YEOvYiX34CTS3iJdtp7jybQxZzViej2VO/5JF+i64lajgQ7Zp0exazkUAIKVk/4kCz+/u4fXDA4ShpL0pxbUXtXLeqjzmJFWXZsL3Qxw/IAzg1EKwQohxy8KeHPAbPhbUek8IEMPd3KO1UbPiUXH82mODQIysmQ5X6FPmxuJ4RSwCmhBousFQaBJPxCFRRyhl1P3QdxBeBc0pIrwSQsJFjYLzmpI8fyzk4V1l/uGxAQA2NMe48+IEGcMFx0OaCfxUIzKWmrSudhhGv9iqOc7MnSyZ14molbwcj3nBzYSFTrxdj6K3XzTjC2RR6yYpvSpyoANLCLJahUopwIrVOmkikEKAMECPPt68zuL5Y/282KVzxeraio0djxrXnPr4AmIxja6+Cu3NqQkvLKVXxT/wLNJziJ1/E3rbBVixBFrz+hnnwEoZRjsUYYjRshIjEZ+0nOrZKpSScOTi/mSTG9cP8P0Q1wvxw+jvIDxZxea0N7jhNzchajW+NSxTI2boeEJQKjq1QEEb+VsVBVDmgxACLb8smqumkEZprN6MSDfgPPVtqo/8PfGb/3DC8qJCCOozNsd7SmMGAivqTZblDJ7cV+ayVfbouSz0sQ8+Spioo3zOW/HzUdPCmBfS2V9heePE89+phncB0AyM5rVjVk1aCGEoKVY9uvsrMw4AimWP5/f28PzubgaKLnFL5/KNTVy6oYHGSUpOT1cQhDjeyapdVsygPmOTtE00TTDT63Eph88Hnfx3GMpoDpaSXC6OFgS1jyGUYbSOJqP3pEwihsqenhsqEKjRNMHGVXW8vKuTQsnFjulRLp0eQ+oxpJUmTDVF1VoCN8rhdopc3lZiU7PFc0d9LENw8TIdYUIYPz3vfyoq1YCGrK1yZWdJyzSCW4m2gic4DCw0HevyuwE5J7miwrShtkBeV2dxqLNITDfGq4xIW86gNWvw7IEKl6+a+LCaaWiUKj4DRYe6MQLFsDKIf2AH/v6nwauitWxAyjDaCm/ZMKOfZ7hJGaGPSDegpRuI1Tcguodm9HiLkZQSxwsoV30GSy7FinfKRTzDLVDRtJNlDXURla+c6sV7WAsmSo5HV1+F/v7SyCJYbRBotWAhHotqdqtdBOVMGek83LkXfGfSKjl6wyrsGz9G2HcMYVqT9kqJWwaGLgiCqNHVad9bCK5am+B7Owo8d6jK5pU2ZvcurGM7KF1wF9K0KV76QUIrc1rKrGlG81//UJX6zOQXutEuQLm2C9C8KHYBKo7PYNGht1AlCCSWNf0AoOr4PLazg6de7cQPJKta0rzl0jY2rshjzNF1QxhGc6LnhyAEph6lKqcSJvGYMW/XJ42NKWKT7zEoc2DhXx2LSNwyWN2aoVjxONZdolB0ScYN9FPTdDQdqcXBjCPjOUIpEaHH5noHEXiEZnxU3v9kwlBSdQIQUJdRuwGzJYSGVteG3zH5G91wrqh0Sni7HsXccM20KmWMJ2YaZJImxao3bjqPEILNq+P86IUhjvT5rKifOM0mYRn0FaqkbHPkwJeUEveZ79Z6AEj01o0Y51yHnm+b8dhPCwCSdWiZpmk3GVrM/CCk7PgUyy4DRTda2ZfRrstcNOh5o+EAwkQjFTfxnNH/z2EY7UT0Fpzo8LgKBJQzSBgWRuOaKBgQ2qQpflqyDi1ZB4C/62HCcgG9eW30dbU/WqYp2h0NXOoSgq6CR3KMGvTnt1k8f8jg0KuvcHXnyyScXoJEPcIdQpo2oT32+YVo/nNI2ib2OHOqlBKcElLTMZrXLfgugB+EFMsuPYNVyq6PLgRxy5j2DqAfhDz7ehePvnSCihNw4Zo6rrt4GQ1jdKefruHFEM+TIKLUxnQiRiYZIz68IKq8qalAYAypuMn69iwDRYcTvWXCakAyPs6LV4iTuwbT/D5+EFKp+iAEDVmburStXnRzROgmRuNKgo49SM2YdMU/6DmEv+8p/APPYKy8BGP9NWi1jrAzlU/ZFEremOX0hl203ObnO4s8c6DMivqJD/AJLZqke7q6aSjtxVy7BaEbCDuNseEajFWXjrxZz4SUMkpLCnxEMo+WaXxTlAENZRRol6seAyWHctVHINB1gRXTFkV1ruFgQTjBQg9FWSJELI7RuJqgax/SSk5p1VxKifQ9gkPPERx67rTb7Jt+H5FpxnvlQcz9z9AGSKEjdRM0g8rq6/Caz8cqHOHj1oMYqT66yhn6V91KctV5k3aUFhrETI3OvgrtzaMP+8rAA7eMSDegL+AugJSSihNwuKPA3kP9AFjmzJqDSinZub+PXz9/jIGiy5plGW66bDmtY1Wam4YgDBksORRKLpomSCdMmvMx4paBZeqLppSqMj9UIDAOTQjq0jaZRIyewQrdAxU0TZCwZr9i6HgBjhtg6hrLGlNkkzF1OPgMELEEor6dsPcwjLPKNMxoOw/t5v+At/sx/IPP4R/cgb78Qsxzb5zxxXXM1KNuw2UX2xo7EIkZgovbbXYcqnCrE5IZbzNCSoz+QyQ6XsTs3YcvQ/RcK3rTWmIX3Tqj8Z328L6L9Mpo8Xx0oG6GPQUWC8cLqDpRuk+h7CJDiSY0YjExq66civJmIuwUon4lsucQ0k5NumAihCB2wc0Ya6+M0i8DD2p/RCIHgL7sXEQiR7lcwalUMUUAoY+0apOblEgrRW/LZu57tYVgl8ZvN0tyU7i2NQ2NctWnr+BQX5eqPdzwLoCG3rRmwkPQZ5LnhxTKLj0DVRzPp74uRdKe/ur/sH3HBvnljqN09FVoqUvwgW2rWLNs4nNvkwlDSanio2mCVctTNKZiWDFdpSIucSoQmISha7TUJcmnbbr6yvQVnZHKCNMRrRL4+IEkaZu0tiZJxU31AjzD9GQduBXCoV5g4pJxWqoe69I7Cc+9EX/vE/gHd2CuvxqYWifisURNdpwJdwUuXx3n6QMVXjhcpbVh9BjN7l3YBx5Brw4SmnGqyy5lqOECltevmPZ43mikuY5uYjQt/Fb6bFQcn+PdRfYd7sf1o3KsMVMjMYOteEVZKvRkjiD0CfuPgp2ZsNraMC2egXGKMeiNa9Ab15AMArpPDBG3Tz8n5edX4udXogPvy/r8/SP9fPOJAT56XZ54bPLvHbcM+gsOhbJL4LsIr4yWrEfPtc57GeNQylpgUmWwGFUHtGNR7n+UBuhO+zFP9JZ48NmjHDgxRC4V4x3Xr+aC1XWzWoCUUlKuBEgkTfk49Vmblvok3d3hjB9TefNQgcAUWaZOe3Oa+qzN8Z4yhaJLwjYmPaAThCGVanTyvS5tU5+1J6wvr8w9LduCdMqEztSaz2jxDLELb8HceOPI4bjqo19HxOKYG65Fa1wz5UnZNKJdgcGiS9weO3hsyhisrDd59mCFWy6R0er/wBFCM06YagQhkFaa0qpr8RrWg2YQVAN6CxWa8zOvhy3dCgRu1A043bComutM1fAbcXd/haGKS10+iaEL7NjSLWuqKNOlpxsg9AgHu8Ce3arzMEPXyaYsChVn3HNSzRmD91yZ5RuPD/Ctpwb54NU5DH3iuVUIsGIaxw6foFL1SbasJp2oJ6HpzEe4L6Wk6gaUKh7dAxW8QGIaglRidtkC/UMOv37uGDsP9BG3DLZd3s7mjY2zyhaQUlKpBgRhSEMuXitGcvbN88qZpa5Ipylhm6xty1AouRzvKVF2/Ghl/w0rjp4fUHVCdA2a6uLkU5Z6AS4QoenoDSuQ5aPIIJxy7fuRA7IyxGi/CH/v4ziPfQMttyw6kNt6zpRWz3KpGANDDjIcPw1286o4P3uui44dj9BaeBm90o/bfD7lc27Da9iA13B65R/b0hkseWSS/rR7C8jARzoltHgarWn1WXkOwA9CCiWXrv4yri+JmVHKTzoRw3e9eRmD54f0Dzn0Fx36Cw4DRQfHDdB1ga5ptb9rf2qlQtMpG9fxTvl87b61fyctFcAoC0PLtIDvE5b7mWz3dKqySZOB4sQ7oqsbY7z90gzf21HgB88VuGtzZuKd8jAgFpRINS7DCdP0+9B9vICuRaW3M8kYCduY09121wuouAGFkstQySGIztUSt3Ti9uzSestVj0dfPMEzu7rRhOCaC1u45sKWcQ9ET8XwOQU/CKnP2DTk4ljq/KEyDhUIzIAQgmytnFZ/waGjr4xAkIjrVN2o7FbcMmhvTtVq3aq0hIUmDAurdS289iLSnrjZ2Kiv1XTM9VdjrLmC4PALeHsew33q22jN67Cv/sCkX2/oOvmMxUChSsLw0CqDaNVBwliSINeOVurhmuPf47rcEKITqsllVM/ZMuri/7QxiegA2lR6Cww7mUsr0BpWoiWyZ92hMMcL6C9U6RmsEkpJwjKwrTNzvkYOb/sPOQwMOfQNOdGFf+1PsXJ6wBGrlf8cbi4WBBK/Vg1oqla3pLlsY+Nc/yiKMqmox0AbhAFBZQiY/YVjzDRIxU2qrj9hOu1F7TaDlYAHXy2RTZTYdv44KYq+gxZ4+Jk2qFuONlAiUbuKCUPJQDGaG2YbFPhBSNUNKFZcBoserh8gpcQ0NOw5SjX0/IAnX+3i8Zc7cP2ATesauGHTslmfYao4Pp4Xkk1bNOfjswoolKVB/YbMgq5pNOTiZFMxugeq9AxWyCYtGprtOTlUrMwtPZFG5FoJB04g4hMfHh6L0A2M1ZvRV15CcPzVkeX9sDxAcGJX1J1Y05DlQWSpH5GKSu4FnXtI7HwQq9iPFp7MGXWbzqOca0eaCYJsO4W6DF/b20QgG7inMY8+yZvNZL0FTiU9B/xqVFEj0zzvubSzIaWk7Pj0DFQZLDnomha9uc9hgO16AbuPDHC8t0x/7cK/f8iJzhqcIpMwyaUt1rVlyKet0/7Ex3nNy1qTMj+UpFNxevuLp3QjjoIGv/bxdHd3FGUuCU1Dq1+O5nUhC/2I2Ox3BvJpiyNdHpMVIL52fYLBSshje8pk4xpXrjnl9LCUCK8MuoVXvwLGKAmtaYKEHe2oRUGBc0pQYJFJWuMGBaGUOG5AqeoxWHQpO36tv4fAMnXSc5hqGIQhL+7t5eEXjjNU9tjQnuOmy9pm3QjMcQOqbkAmGWNVS0KlICtTpn5T5oBp6CxrSNJcF18UpQiV8WnpWrOxagFhzay6hNB0jOUXjnwcHHsVb+fP8V75BQT+yOfNC7ahrb8aDAuRyBJmlzNECj1TR2hnR+ply1iC8sa3IoAb60P+4ZEefvlqiW0XTH5wN2EZ9A1WSdkGMXP0y1mGAdIpIWI2evO6kb4JZ4MgDBkquXQNVKm6PqahkU6YcxZgB2HIvmMFdu7vY9eRATw/xNAF+bRFLmWxqiVNrnaRX1f73Eya9ghRSwHSIRk3cZ3xV/yGSvOT1qQo4xGagdWyBvpemHGRhFNZpo4d0/H8cMJmVEIIbrswRaES8NOXimTjOhtbLQgDNLdEkKiPmnpO4SxTFBRE82EUFLj0DDqnBQWmrlF1T1YWC0OJJgQx88z0EwnCkJf29vLoSycYKLq0NSZ55w1rWNk8uypHrhdQcQJScZN1y1MkbZVeqEyPCgTmkAoCFr/h7e+gq4L0nDlplGWuvzp6zKM7wUqgJfOIRFSHH0CvX4F+1fsww5DujiEsUxt3NXvTyiSvri7x2N4yqxpMNrRMPD6hga4LugeqLGtIjrx5RT0BysgwRMu3oaXy00qHWkiuFzBQdOgeqBCEELe0OSv5KaXkcFeRnfv7ePVgPxXHJ27pXLS2ngvW1LGiKaV28pQlTxgmesNq/K694LsIY+avPyEEdRmbEz2lSbvS6prg7s1Zvv6bfr777CAf2ZJgRVbg59qRk5SAHs94QYGodf4xjTNbWSwIQ17a18ejLx5noOiyrD7BrVeuYP3y2aVmen4UAMQtg7VtWZK2ykJQZkYFAsqSI3QDvb7WbEzX56TxjN6wEr1h5cT30TTq0xY9g1US8fG/5y0XpDjS6/GD5wr83tY6svGJV8CsmE6x4jNUcckkrJM9AZJ59GzrrN7E51PF8ekZrDBQdBAI4rY+J8G1lJKu/gov7+/jlQN9DJZcTEPjnPYcF6ypY+2yzOndwxVFQZhW1HCscx9SiCkXWRhL3DLQdUEQSPRJqgLFDMH7tmT5u4f7uP+ZCvfctp66OapkdGpQcKYFoeSFPT08+tIJ+occWucoAAjCkFIlIGZqrGxOk0nGVACgzIoKBJQlScTiUbOxnkMQn79Ds+lkjN6iE21Dj7MCZeqCd12R4W9+3c/3ni3w4Wtyk54XSFg63f1l4rKKbsbQm9YuWGOd6ZBSUjql/Keha6Tic5P+MzDk8PKBPnbu76V7oIoQsLYty1sua+Oc9pzq4q0okxCxBPpI9+HJG46NRxOCuqxNV1+F5ASLIACEPmkqfOC6Jv7u4R7+8VeH+K3bN541KS9hKHl5fy+PvdxBz2CVlroE775pHRtmGQBExQuiQ8vLGhLUpW1ViESZEyoQUJYsPZmPmo0VexBztOI06ffUNBoyNl39E78hNqQMtm9K870dBR56vcRN501wXkBKdL+K7rocqzbRUNdG2lrcnYFDKSlWPLr6ypQdn5g5N+k/xbLLM6918fKBXo52lQBob0rx1i0rOHdV/qy5mFCUxSLqPrwi6j4cn1rDsbGk4yY9WmXCRRDhVREywM+1k7czvOemPN94YBffenAvH7p1w6IuwT0cADz64gn6hhzaGlO8+y1r2dCem/XChuMGOG5AXdaiOZ9Y1M+DcvZRgYCypGnZFqRbQTplhDWFHvdzIJ0w6S1UCUI54Ur/Re02+7tdHt1dZlVDjLVNoy+UhV8F3yNM5NDrGnGlzqHuMmZ/lea6BNlkbFGdXQlDyWDJobO/gucFWLUunLPV2VfmoReOs+fIAKGEpnyct1zaxgWr68ilZ38O5EyQUiJlFBRJKQklTL3QqKLMHz2ZJwgCwv5jEM/M6MJWExr5tE1/oUr8jek5UiLcMpg2XmYV1NIZ25tSvPP6NXzn1/v4/sMHeNfWtYtuFTwMJTsP9PHIi8fpKzg05+P8+61r2XJRGwODU2tiOR4/CClXfRKWwbrl2ZGqSIoyl1QgoCxpQtPQ69vxO/fM+lDcVGlCo34KuwIAb70ozdF+j+/vKPB7W/Okh7sTBy6a7xDGUoTZdqQZ7QDEgJip4/shx7pLdPSUaKpLRBVvFjAP3g9CBooOXf0V/EASt3TsOQgAegtVHn7+ODsP9GHHdG68rJ31bWma8/MT1A2TUuIHIZ4/fFEvQYqo69Ap3ZQ002Go7IKsVROqNRszdJ2YTtR3ROX7KouQlq6HwCMc6ppR+WWIfr/7BqunNxgLfYRXJkw01jqpnz5PbVyZ59Yr2/nZU0d44Okj3Hpl+6LIiQ9DySu1AKD3lADgnBXRDsBs04BKFR+hCZY3pcilLDUvKGeMCgSUJU8YMYz6ldGhOE2fcR7sdKQTMfoK1UkPz8UMwb+/PMtXH+7j+zsKfHBLCsN3kEYMP7cSGUuO2bLTMDTShkYQhJzoLdPRW6YxF6cuM78drj0/oLdQpWegipSShG2QmGUnToDBksujLx7n+T09GLrGtRe1cvX5zbQ2Z+kfKM3ByMcmpSQIJF4QNQyTUiKFQBMQj+nkUzFMI6oKpesamogOKGoi+tPUlKa3tzjyOUU5Wwgh0HLNEPqEpX60+PTTKQ1dI5uyKJSdqO+GV0FIiZ9diZzgTNMV5zYzWHR54pVOsqkYV1/QMpsfZVaqrs+uwwP85qUOegtVmvJx3rV1LRtXzD4FCGoNwfyQxlycxlx8QRdwlKVBBQKKQi0Ptm454cAJpJQIM4YYo2nNXNGEoCFr09FbIZmY+GXYlDG47cIU//pCkd/sKnHtJbVSelPI1dV1jXRCIwwl3QMVuvor1Gdt6rP2GW0577hRANA7GB3SnasGYKWqx29e6uDZ17sAuHxjE9de1EoqPvdb5kEY4vvRRb8MiVb3ieqip+NRx9KYqRMzNExDm9JFQMzU1Ru7ctYSQqt1H/aQlQLy1F95KYi2ukAgiP5xyt+1f2csGBjyEdUKxBJ42TbQJ98d/Hebl1MouTz47FEyiRjXXTp/PVGKZY9dRwZ4/XA/B04MEYaSplycd924lo0r5yYA8PyQsuOTjpusasmohmDKvFG/aYpSo6fr0ZJZwkoROdSNrAxGzWvM+BnZJUjGY5imgx9IjPF2BaREeBU2twQcaE/wqz1llq81WBmf3sWkpglSCRMpJQNDDj2DFfJpi4ZsfM7ecEIpqTrBSAlQXROkEnNT27rq+jzxSidPvdKJF4RcvK6B6y9uJZeau2DN80OqbhCl8iDQDUHSMqizbaxYdMEfM/RFl6OsKPMp6j68CgI3eq3IEKREIkc+lmFY+3wAoYQwAEIIQywjJGV7lMkQyzdNaUEDoh2Jt127mqGKx7/85gBHe0o0ZCyWN6Zoysfn/HXZV6jy+uHo4n+48EA+bXHluU2csyJH+xz1HAlDSaniYegaq1Q5UGUBqEBAUU4hNAM9mYNkDulVCcsDhEM9yDCIdggMa84m6eFdgRO9ZYwxzgoIrwqhRxivI0zW89brdY7966t8/+H9/O6d583o4JgQgkTcQErJUNmjf8ghk4zRlIuP+3hSSoIwSokpll0KJRc/CHG8ANcP8PwQ1wsJghCJwDTEnHUA9vyAp1/r4rGXO6i6AeetynPjpmU05OauKpLjBjheiGXqtDUkiVsGpqGplXtFGYfQNNBO7zg8nVd7Q85n37EC0pNY0zgqZBga737LOv7tiUO8eqCPYiXqxG0aGq31CdoakyxvSNHWmJx2EQIpJR19FV4/3M+uQwN0DVQAaKlLcOMly9i4Ik9jzp6z+V9KScXxCUJJc12C+qy9qAo7KEuHCgQUZRzCtNGzLWjpJqRbQg71IiuDhEJDmHGEPvuXT8I2iRk6nh+e7LoZuAjPQdppwuTJg8CWDnfduJa//7fX+OFvDvLem9bN+E1JiJONdaqOz95jgyRtk3zaGrmwd30f1w/xAzly4DVbcBgcLEf5wlrtsKsmsGM62hw0ZhsWBCHP7enh0RdPUKx4rFueZeslbbTWz80h4OE3YT+QpOImbY0p1ZlTUeaJHTNY25Zh//FCrbv31OeOuGVw941ryWUTHDjaz7HuIse6SxztLvH0q108EXYCUXW2tsYkbQ1JljemaK1PjOodEoZRp/Fdh/p5/fAAgyUXIWBFU4pbrmjnnPbcGak65ngBVScgl7ZoqUuc0TRNRZmMCgQUZRJC0xB2Guw00ncJKwXCoW6kW0JoJsTsGdfWFkga0gYnuovE4gIqHgJBULcqOgj8Bq31CbZd0c5PnzzME690zsmhOdsysK3ozelYTxFdO3mRHzM14tbJny2bsgh9f9bfczzDtbgffuE4A0WXFc0p7r5xDSua56Y5WhCGVKoBoZTUZ2zqMrbKxVWUBRAFA1kOnhiiUg2I29O7GBZCkE9b5NMWF6ypB6LqZJ19ZY52lzjWU+JYd4nXDw3U7g9NuThtjUma6xKc6C2z+/AAZcdH1wRr2zJcv2kZG9qzZ6zfyHAAkLRN1ralzsjZJkWZLvUOqCjTIIwYeroBLVUPbpmw1E9Y6kMCwrBBN2t5sbUc2drfEklUJV4gatXiJQKERiJmEItbOJpOuq4F39EnzJvdfE4jB08M8asdx1jRlGJ50wTNxqbBMvUFW5mSUvL64QEeev4Y3QNRN873/buVrG2bWc3yN/L8kIoToGvQVBcnn5rf6kmKooxmmTprlqU52DFEueKTmKzr8CQMXaOtMUVb48k5sVT1OHZKYPDKgX6e292DZeqsb8+ycUWOdW3ZM9pp3PGihmAJKwp+1O6jspioQEBRZkAIAVYS3UqiZVsIq0PIoR6kU0QYZrRToNtgGKDH0HQDhkuTCj06hKxpIzsJjXmPfccGaUjkwJ24/KUQgu1Xr+REb4nvPbyf37nzvLN2VVtKyZ6jgzz0/HE6+so0ZG3uvnEN567Mz9khY9eTWKZOe1OUN6zycBVl8TANndWtGQ51DFEse6QSc7tKnrRNNrTn2NCeA6I5Z6DokkmY6Gf4HJDrBVTcgKRlsGaZCgCUxensvHpQlEVE6AZ6Mg/J/IwfI2kbpOImVWdqaTe2ZXDXDWv42k928aPHDvKurWvPqjcYKSX7jhd46PnjHO8pkU9bvO3aVVy4pn7W1T/emP+/vDGh3oAVZREzdI1VrWmOdBYZKrmk56DZ4HiGU4rOJNcLGChWEUKwpjVDKj43xRMU5UxQgYCiLAJCCFrrE3QVXcJQTuliuK0xxU2b2/jFM0d55vVurji3aR5GOnsHTkQBwJGuItlkjO1Xr+SidfWzXqkPQ0mh5DBU9lT+v6KcZXRNY0VzmqPdRQaKLuk5Kj08n9zaGYC4bbC+PY9Tds66n0FZetS7pKIsEgnbpD0e45U93WRSU1sR23JeMwdPDPGLZ47Q3pSktX7+muxM1+HOIX79/HEOdQyRTpi8dcsKLlnfMCfb8xXHx/dDNi7L0ZJV+f+KcjbSNMHyphSaVqJvsEo6eXaspLteQNUNsGMGq5ZlSMdNsimL7oq70ENTlEmpQEBRFpHm+iRHjg9O+eDccJOdr/7rK3z3of186NZzyJ7BbfWZONpd5KHnj7P/eIGkbXDLFe1ctqERw5h9AOD5IaWqTzYZY1lrkmWNKbq7h+Zg1IqiLARNCNoakuiaoKu/vKgbbHl+QMWpBQCtUQCwWMeqKONRgYCiLCJCCNoaU+w5OoDrBVOqZJGwDd55wxr+vwd289fffYk1yzJsWtfAOStyC9oU63hPiYdfOM6eo4MkLIObNy9n88bGOVmtD0NJqepjaII1rWnSicV7saAoyvQIIWipS6BrghO9ZdIJc1F19B7eAbBMg5XNadLJGJqaf5Sz1LwHAsePH+eP//iP6e3tZfXq1fzFX/wFyeTY6QyPPfYYX/3qV/mHf/iHeR6loiwc09BY1ZJm79FBDF2b0hvgiuY0H3/HBbywp4cX9/XyvYf3Y8d0LlxTz6b19bTUJebtQrmzr8xDLxxn1+EB7JjOWy5t44pzm+asPN9wGlBjPk5jLq6qACnKm5AQgqZ8Ak0THOsukkqYC/paD0NJ1Qnww5CkbbKqJUkqYaoAQDnrzXsg8D//5//kfe97H7fffjv33XcfX/7yl/njP/7j0+4ThiFf//rX+Zu/+Rs2bNgw30NUlAWXsE2WNSQ53lsiM8VUn3zaYuulbdywaRkHThR4YW8vz+3u5pnXu2jOx9m0voEL19SROAPNcsJQ0tlf5rGXO3j1YD+WqXPDpmVsOa8ZKzY3AYDnh5Qdn0wiRmtrAjumNjQV5c2uIRtH1wSHu4okbWPedzmj1f8QTUBD1iaXttTco7ypzOtvs+d5PPPMM9x3330AvPOd7+QDH/jAqEBg37597Nu3j89+9rN84xvfmM8hKsqiUZ+1KVV9ihWP5DQa7WiaYG1blrVtWSqOz84Dfby4p4cHnj7CL549yjntOS5eV8+6tuyMttsrjk9nf4XOvjJdw38PVPADSczQuO6iVrac3zxnFXtOTQNa1Zxe1DnDiqLMvXzaRtcEBzuGiFsG5hycL5pIGEYliAMpSVoGK5pTpBd4R0JRzhQhpZTz9c26urq4++67eeSRRwDwfZ9Nmzaxc+fOMe//1FNP8aUvfUkFA8qS5fkhrx7oxdC1WXf9Pd5T5OlXOtjxehfFikcmGWPzuc1ceV4LTXWJUfcPQ0n3QIXjPUWOd5eiv3tKDAw5I/dJxU2WNSZZ1pBiWUOSc1fXk4rP3Y5Duerh+gHLGlI01SUW9MyDoigLa6jssvtwP3bMOCNd0B0voOJ4aJqgKZ+kLmOdkR1URVlMztiOwE9/+lP+9//+36d9btWqVaPudyZW9np7i4Th9OObxsb0oq44osY3O4t9fDD2GHO2zt5jg6TiszswFzcEN1zcyrUXNLPn6CAv7O3h1zuO8Ktnj7C8MclFa+sJpaSzr0Jnf5mu/ip+EAIgatvia5ZlyadMmusSNOfjoxrleI5LvzP7knm+H1JyfDIJk9b6JCaS/r6JOy7D4v8/PpPja2xMz+jrZjJfLuXneS6o8c1cQzLGgRMFctk4xWIVTYsqDWmamNH1RBhKKq5PEEgSlkFDLh6t/gtJaahKaag6o3Eu5ucQlvb4ZjpXvlmdsUDgtttu47bbbjvtc57nceWVVxIEAbqu093dTVPT2dEESVEWyvB5gWM9pTkpDarrGhtX5tm4Mk+x7PHS/l5e2NPDT548DEDcMmiui3PZOY005+M01yVozNkYukY+l6R/YPIL8pmSUlKq+GgqDUhRlDEkbIO1bRmEaRB4Pp4f4AUS3wkYM5yVIDTQNVELGKL0ySCQOF6IAOoyNvm0pRoQKkvSvP7Wm6bJ5s2b+clPfsL27dv54Q9/yPXXXz+fQ1CUs1J9pnZeoOSRTMzdyzaVMLn6ghauOr+Z7oEqcUsftco/X6qOj+uHNOXjNGTjKg1IUZQx2TGDxsY01humqTCUBKEkCMNT/i3x/RDPD/GCMAocfImhCdobk6QSMTXXKEvavIe/f/qnf8qnPvUpvvKVr9Da2soXvvAFAP7pn/6Jrq4u/uiP/mi+h6Qoi56oNdnZ6wxOub/AdB+/KR+f08ecqjCMdgHilsHKloxalVMUZUY0LUoRMlEX9ooyVfP+jtvW1jbm4d/3vve9oz535ZVXcuWVV87HsBRl0TN0jRVNafYeG5hyf4HFruL4+EFIa0OSuoytanIriqIoyjxSYbOinEUStkFbY4pi2VvoocxKEIYUSi6WqbNheZ6GbFwFAYqiKIoyz9QevKKcZerSFqWKR6HkkkqcfaXtylWPMITljSnyaUsdBlYURVGUBaICAUU5ywghWNaQpOz4OF5wRuppnwl+EFKu+GSSMZY1JOf8nIOiKIqiKNOjUoMU5Sxk6Borm9O4bkAQhgs9nEmVKz6OG7KiOcXKlrQKAhRFURRlEVCBgKKcpeLWyfMC89ggfFp8P2Sw6JJMmGxoz5JL2yoVSFEURVEWCZUapChnsXzaolz1GCgurvMCUkrKlQChwaqWNNmUtdBDUhRFURTlDVQgoChnMSEELfVJStUAxw2wYgufcuP5IeWqT33WoqUuqZr1KIqiKMoipd6hFeUsZ+gaK5pTuP7CnheQUlIse/h+yJplGZY3plUQoCiKoiiLmNoRUJQ3gbhlsLwxxZGuIrqmEbf0eWs4FoaSctUnlJLGXJzGXFwFAIqiKIpyFlCBgKK8SeTTNgnbpL9QpWewigQSlo5+hi7KgyCk7AQIoCFnU5+xMY2FT01SFEVRFGVqVCCgKG8ilqnTUp+kIRdnoOjQ1V8hqAbYljZnF+m+HwUAhgat9QlyKUvtACiKoijKWUgFAoryJmToGg3ZOHVpm0LZpau/QqHkEjM17NjMXvauFzBQrOKHkvamJNmkNW/pR4qiKIqizD0VCCjKm5imCXIpi2wyRqnq010LCAxdELeMKdX0r7o+rhcStwzWt+eplh001QtAURRFUc56KhBQlCVACEEqbpKKm1Qcn75Clb6hKgJBwjZGrexLKak4AX4Qko7HWN4YJ2kbZFMWbsVdoJ9CURRFUZS5pAIBRVlihjsSN+Xj9BUcugcqhFKSsA10TVCpBvhhSC5l0ZiLE7fUNKEoiqIob0bqHV5RlijT0GmuS1CftSmUXDr7y1QCSX0mqgC0GJqTKYqiKIpy5qhAQFGWOEPXqMvY5NIWYShVBSBFURRFWSJUIKAoCgCaEGi6OgSsKIqiKEuFWvpTFEVRFEVRlCVIBQKKoiiKoiiKsgSpQEBRFEVRFEVRliAVCCiKoiiKoijKEqQCAUVRFEVRFEVZglQgoCiKoiiKoihLkAoEFEVRFEVRFGUJUoGAoiiKoiiKoixBKhBQFEVRFEVRlCXoTdlZWNNm3h11Nl87H9T4Zmexjw8W/xjV+GZnsY1vpuNZbD/HG6nxzc5iHx8s/jGq8c3OYh/fm4WQUsqFHoSiKIqiKIqiKPNLpQYpiqIoiqIoyhKkAgFFURRFURRFWYJUIKAoiqIoiqIoS5AKBBRFURRFURRlCVKBgKIoiqIoiqIsQSoQUBRFURRFUZQlSAUCiqIoiqIoirIEqUBAURRFURRFUZYgFQgoiqIoiqIoyhK0JAOBH/3oR7z1rW/l5ptv5v777x91+2uvvcZdd93FLbfcwn/7b/8N3/fndXxf+tKXuP3227n99tu59957x7x969atvO1tb+Ntb3vbmD/DmfShD32I22+/feT7v/jii6fd/vjjj7N9+3a2bdvGX/7lX87r2P75n/95ZFxve9vbuOyyy/jMZz5z2n0W6vkrFovccccdHD16FJja83T8+HHe//73c+utt/L7v//7lEqleRvft7/9be644w62b9/Opz/9aVzXHfU1P/zhD7n22mtHnssz+f/9xvF9+tOfZtu2bSPf+xe/+MWor5nv1/KpY3z44YdP+13csmULv/u7vzvqa+bzOZwuNVfOjporZ0bNlXM7PjVXKhOSS0xHR4fcunWr7O/vl6VSSW7fvl3u2bPntPvcfvvt8vnnn5dSSvnpT39a3n///fM2vscee0y++93vlo7jSNd15Yc+9CH585///LT7/O7v/q587rnn5m1MpwrDUF5zzTXS87wxb69UKvKGG26Qhw8flp7nyXvuuUc+9NBD8zzKyO7du+XNN98se3t7T/v8Qjx/L7zwgrzjjjvk+eefL48cOTLl5+l3fud35I9//GMppZRf+tKX5L333jsv49u/f7+8+eab5dDQkAzDUP7X//pf5de+9rVRX/eZz3xG/uhHPzojY5pofFJKeccdd8jOzs4Jv24+X8tjjXFYV1eXvOmmm+SBAwdGfd18PYfTpebK2VFz5cyouXJuxyelmiuViS25HYHHH3+cLVu2kMvlSCQS3HLLLfzsZz8buf3YsWNUq1U2bdoEwDvf+c7Tbj/TGhsb+dSnPkUsFsM0TdauXcvx48dPu8/OnTv527/9W7Zv385nPvMZHMeZt/Ht378fIQQf+9jHuPPOO/nmN7952u0vvfQSK1eupL29HcMw2L59+7w+f6f6sz/7M/7Tf/pP1NXVnfb5hXj+vvOd7/Cnf/qnNDU1AVN7njzP45lnnuGWW24Bzuzv4hvHF4vF+LM/+zNSqRRCCDZs2DDq9xDg5Zdf5oc//CF33nkn/+W//BcGBwfnZXzlcpnjx4/z3//7f2f79u389V//NWEYnvY18/1afuMYT3Xvvffynve8h1WrVo26bb6ew+lSc+XsqLlyZtRcObfjU3OlMpklFwh0dXXR2Ng48nFTUxOdnZ3j3t7Y2Hja7Wfa+vXrR16MBw8e5Cc/+Qk33HDDyO2lUolzzz2XT37yk/zgBz+gUCjw5S9/ed7GVygUuOqqq7jvvvv4+te/zre+9S0ee+yxkdsne37ny+OPP061WuW222477fML9fx97nOfY/PmzSMfT+V56u/vJ5VKYRgGcGZ/F984vra2Nq6++moA+vr6uP/++7nppptGfV1jYyN/8Ad/wL/8y7/Q2to6KrXgTI2vt7eXLVu28PnPf57vfOc7PPvss3z3u9897Wvm+7X8xjEOO3jwIE8//TQf+tCHxvy6+XoOp0vNlbOj5sqZUXPl3I5PzZXKZJZcICClHPU5IcSUb58ve/bs4Z577uGTn/zkaZFxMpnkb//2b1m5ciWGYXDPPffw8MMPz9u4LrnkEu69914SiQR1dXXcfffdp33/xfL8fetb3+K3fuu3Rn1+oZ+/YVN5nhbDc9nZ2cmHP/xh7rrrLq688spRt993331cfPHFCCH47d/+bR555JF5GVd7ezv33Xcf9fX1xONxPvjBD476f1wMzx9E+cPve9/7iMViY96+UM/hZNRcOTtqrpwbaq6cHTVXKpNZcoFAc3MzPT09Ix93dXWdtj31xtu7u7vH3L46k3bs2MFHPvIR/vN//s+84x3vOO2248ePnxbNSylHVkHmw7PPPssTTzwx7vef7PmdD67r8swzz/CWt7xl1G0L/fwNm8rzVFdXR7FYJAgCYP5/F/ft28d73/te3vGOd/Dxj3981O1DQ0N8/etfH/l4Pp/LXbt28cADD0z4vRfDaxngl7/8JW9961vHvG0hn8PJqLlydtRcOTfUXDk7aq5UJrPkAoGrr76aJ554gr6+PiqVCj//+c+5/vrrR25va2vDsix27NgBRKfUT739TDtx4gQf//jH+Yu/+Atuv/32Ubfbts2f//mfc+TIEaSU3H///dx8883zNr6hoSHuvfdeHMehWCzygx/84LTvf/HFF3PgwAEOHTpEEAT8+Mc/ntfnD6KJb9WqVSQSiVG3LfTzN2wqz5NpmmzevJmf/OQnwPz+LhaLRT760Y/yR3/0R9xzzz1j3ieRSPB3f/d3I5VQvvnNb87bcyml5POf/zyDg4N4nse3v/3tUd97oV/LEKUKVKtV2tvbx7x9IZ/Dyai5cnbUXDk31Fw5O2quVCY1HyeSF5t//dd/lbfffrvctm2b/OpXvyqllPK3f/u35UsvvSSllPK1116Td911l7z11lvlJz7xCek4zryN7bOf/azctGmTvPPOO0f+/OM//uNp4/vZz342Mv5PfepT8zo+KaX8y7/8S3nrrbfKbdu2ya9//etSSinvvPNO2dHRIaWU8vHHH5fbt2+X27Ztk5/73OdkGIbzOr5/+7d/k//xP/7H0z63WJ6/rVu3jlRJGO95+pM/+RP54IMPSimlPHr0qPzABz4gb7vtNnnPPffIgYGBeRnf1772NXn++eef9nv4V3/1V6PG98wzz8i3v/3t8tZbb5W/93u/JwuFwryMT0opv/nNb8rbbrtN3nzzzfLP//zPR+6z0K/lU8f44osvyne9612j7rOQz+F0qLlydtRcOXNqrpyb8Ump5kplYkLKMZLDFEVRFEVRFEV5U1tyqUGKoiiKoiiKoqhAQFEURVEURVGWJBUIKIqiKIqiKMoSpAIBRVEURVEURVmCVCCgKIqiKIqiKEuQCgSUJeWee+6hr6+Pj33sY+zdu3fBxvHyyy/zh3/4h5Pe70tf+hIPPvjgPIxIURTlJDVXKsrSoMqHKkvKOeecwxNPPEFdXd1CD2VKPvjBD/L+97+fW2+9daGHoijKEqLmSkVZGlR/ZmXJ+PSnPw3Ahz/8Yfbu3ct3vvMdyuUyX/jCF2hqamLPnj3E43H+4A/+gG984xscOHCAbdu28Sd/8icA/OpXv+IrX/kKnudh2zaf/OQnueSSS/jiF7/Inj176Onpobe3l40bN/K5z32OVCrFnj17+MxnPsPAwABCCO655x7e/va389RTT/HZz36WH//4x3zqU58ilUqxa9cuOjo6WLNmDV/4whf44Q9/yM6dO7n33nvRdV11UVQUZV6ouVJRlpCF7WemKPNrw4YNsre3V27dulW+9NJL8sknn5TnnnuufOWVV6SUUn70ox+V7373u6XjOLK3t1eef/75sqOjQx44cEDecccdsq+vT0op5e7du+U111wjS6WS/Ou//mt5/fXXy+7ubhkEgfzEJz4h/8//+T/S8zx50003yQceeEBKKWVHR4e87rrr5HPPPSeffPJJefvtt0sppfzkJz858j1d15Vvf/vb5Xe/+10ppZQf+MAH5E9/+tMFeKYURVnK1FypKEuD2hFQlrzly5dz3nnnAbBixQrS6TSxWIy6ujqSySSDg4M888wzdHV18ZGPfGTk64QQHD58GIBbb72VhoYGAO6++24+//nPc9ddd+E4Dtu2bQOgubmZbdu28eijj3LllVeeNobrrruOWCwGwIYNGxgcHDzTP7aiKMq0qLlSUd58VCCgLHnDbyrDDGP0yyIMQ6666ir+6q/+auRzJ06coKmpiV/84hfoun7afTVNIwzDUY8jpcT3/VGft2175N9CCKQ6uqMoyiKj5kpFefNRVYOUJUXX9THfXCazZcsWHnvsMfbt2wfAww8/zJ133onjOAD88pe/ZGhoiDAM+c53vsPWrVtZvXo1pmny85//HIDOzk4eeOABrr766jM+XkVRlNlQc6WiLA1qR0BZUm6++Wbe9773USqVpvV169ev5zOf+Qyf+MQnkFJiGAZf+cpXSCQSADQ0NPCxj32M/v5+Lr/8cn7v934P0zT58pe/zP/6X/+LL37xiwRBwMc//nG2bNnCU089NaXvu3XrVv7v//2/eJ7HO97xjmn/vIqiKDOh5kpFWRpU+VBFmaUvfvGL9Pf38z/+x/9Y6KEoiqIsWmquVJTFR6UGKYqiKIqiKMoSpHYEFEVRFEVRFGUJUjsCiqIoiqIoirIEqUBAURRFURRFUZYgFQgoiqIoiqIoyhKkAgFFURRFURRFWYJUIKAoiqIoiqIoS5AKBBRFURRFURRlCfr/Aa4Fs10kG8YIAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fmri = pd.read_csv(\"fmri.csv\")\n", "sns.relplot(\n", " data=fmri, kind=\"line\",\n", " x=\"timepoint\", y=\"signal\", col=\"region\",\n", " hue=\"event\", style=\"event\",\n", ")" ] }, { "cell_type": "markdown", "id": "14e288dc", "metadata": {}, "source": [ "同样,利用`lmplot()`函数可以绘制散点图的拟合曲线和置信区间。" ] }, { "cell_type": "code", "execution_count": 4, "id": "d7182557", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(data=tips, x=\"total_bill\", y=\"tip\", col=\"time\", hue=\"smoker\")" ] }, { "cell_type": "markdown", "id": "62b73dad", "metadata": {}, "source": [ "# 分布展示\n", "\n", "函数`displot()`支持多种实现分布可视化的方法,包括传统的直方图和核密度图等。" ] }, { "cell_type": "code", "execution_count": 5, "id": "a9469d06", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(data=tips, x=\"total_bill\", col=\"time\", kde=True)" ] }, { "cell_type": "markdown", "id": "23ae36cc", "metadata": {}, "source": [ "`seaborn`同样支持强大却不太常见的图表,例如经验分布函数\n", "\n", "> 经验分布函数(英语:empirical distribution function)是统计学中一个与样本经验测度有关的分布函数。该累积分布函数是在所有n个数据点上都跳跃1/n的阶跃函数。对被测变量的某个值而言,该值的分布函数值表示所有观测样本中小于或等于该值的样本所占的比例。\n", "> \n", "> 经验分布函数是对用于生成样本的累积分布函数的估计。根据Glivenko–Cantelli定理可以证明,经验分布函数以概率1收敛至这一累积分布函数。\n", "> \n", "> ——维基百科" ] }, { "cell_type": "code", "execution_count": 6, "id": "e4693214", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.displot(data=tips, kind=\"ecdf\", x=\"total_bill\", col=\"time\", hue=\"smoker\", rug=True)" ] }, { "cell_type": "markdown", "id": "96b108b4", "metadata": {}, "source": [ "# 分组数据\n", "\n", "`seaborn`中有几种图像类型面向分组绘图。它们可以使用`catplot()`函数实现。" ] }, { "cell_type": "code", "execution_count": 7, "id": "3c49e175", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(data=tips, kind=\"swarm\", x=\"day\", y=\"total_bill\", hue=\"smoker\")" ] }, { "cell_type": "markdown", "id": "78765c84", "metadata": {}, "source": [ "当然,除了散点图,我们也可以绘制核密度曲线,即小提琴图。" ] }, { "cell_type": "code", "execution_count": 8, "id": "3978bf0f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(data=tips, kind=\"violin\", x=\"day\", y=\"total_bill\", hue=\"smoker\", split=True)" ] }, { "cell_type": "markdown", "id": "d0d6f39a", "metadata": {}, "source": [ "或者,我们可以只展示均值和置信区间。" ] }, { "cell_type": "code", "execution_count": 9, "id": "ccca1dd3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KfWUZK4slQGH393MtVzT8Xrnv98bK3bFYvXq1Dh48qPnz56tjx47Ky8vTqlWr3GobFRWlqVOn6qmnnlJoaKjWr1+vOnXqqHHjxpKkBx54QE8++aR27typxYsXa/z48YqKitKqVasUGRkpq9Wq1NRU1ahRQzNnznTvB3ZDqaGSmppqrCNJOnLkiLKyslz3Z3E6nTdNYKCiq4hhAt/r3bu3Dhw4oB49eig4OFj169fX0KFDtXDhwlu27dChg4YNG6annnpKJSUlCg0N1bJly647nGCxWDR79mz17t1b0dHRGj16tObOnas+ffqouLhYzZs3V1JSktGfqdRv9LZt27qWz549q8uXL8vpdKq4uFgnTpzwuDOn06nZs2crIiJCNWrUUHp6uvr06eN51QBQCdSoUeOmB8Z/e+bVyy+/fN1r+/fvdy0PHjxYgwcPvqH9nDlzXMsNGjTQ559/7no8ZcqUm9aya9cut+sujdtT37/xxhuSpMDAQBUVFemee+7R+++/71Fn9913n5599lkNGjRIDodDsbGxTPECAJWIW6GyefNmffzxx5ozZ44mTpyo/fv3a/fu3W538tsE/L1kBQBUfG7t+A0NDZXdblfTpk313XffqVevXjp+/Li3awMAVDBuhYrVatWJEyfUtGlTffHFF3I4HDp//ry3awMAVDBuhcrIkSOVmpqqzp07a8eOHercuTM36QJw265d0xNYrVaFvKYHN3LrmEqLFi30j3/8Q5K0adMm1zw1AHA7Kvo1PbiRW7cTHjFihM6dO6ezZ8+qsLBQd955pxITE31VI4BKzGIJqBKBUlhU7Nf1Zmdn695779W//vWv656PiYlxTe1iQqlbKhMmTHAV0K5du18bWa169NFHjRUBAJWdLShQf57o3tXynlg9z/2zaYOCgpSamqotW7YoJMQ7U16VGirXbvIyefJkvfLKK14pAADgG3a7Xe3bt9fcuXM1Y8aM615LS0vTli1bFBgYqA4dOuill15SYGCgx324tc35yiuv6NChQ1q8eLEWLFhw3dWZAICKIykpSfv27btuN9iePXu0a9cubdiwQRs3btTx48f13nvvlWn9boXKpk2bNG7cOJ07d04XL17UCy+8oDVr1pSpQwCA/4SEhGjGjBlKTU1Vfn6+pKtTv8TFxal69eqyWq3q16+fPv300zKt362zv9555x2tXbvWdWOtESNG6JlnnvFodmEAQPkQFRXl2g0mSSUlJTe859oU+p5ya0ulpKTkujs11qtXj1OKAaACu7YbLDc3VxEREfrggw905coVORwOrV+/vszXIrqVDHXq1NHOnTtdj3fu3KnatWuXqUMAgP9d2w1WVFSkzp07q3PnzurXr5/i4uLUoEEDPfnkk2Var1u7v8aOHavk5GTNmDFDTqdTNpvtupttAQBKV1hU7NHpv56s1xZ067O0GjZseMP09lFRUTpy5IgkafTo0Ro9evRt11NqqJw9e1aSNGPGDK1du1Y//PCDAgICXDeS2b59+20XAABVgTtf/OVpvWXl9sWPkZGRkn69WyMXPwIA/hcXPwIAjHHrmAqBAqAyqV3NqrBgq2sZ5jCaAKqcwACLXoxq6FqGOYQKgCqJMPEOrmAEABhDqACAD5Q4ivy23unTp2vcuHHXPbdv3z516dLFNf+XKez+AgAfCLAG6eC84cbX23riW7d8z4QJExQfH69du3YpJiZGly5d0tSpUzV79mzj91UhVACgkqtZs6Zmzpyp5ORkRUREaNGiRYqJiVFwcLAGDRqkK1euqG7dupo2bZoaNWqkt99+Wxs3blRAQIAefPBBTZ8+3e2+CBUAqALat2+vqKgoTZ48WUePHtXq1as1ePBgpaWlqX79+tq7d69SU1P11ltvadmyZdq7d68CAwM1bdo05eTkqF69em71Q6gAQBWRlJSkzp07a8mSJTp16pR++uknPffcc67X8/PzZbVa1apVK/Xv319dunTR4MGD3Q4UiVABgCojJCREd9xxhxo0aKD8/Hw1bNhQmzdvliQVFxfrl19+kSQtXbpUX331lT755BMNHz5c8+fPV9u2bd3qg7O/AKAKatq0qc6dO6cvvvhCkrR+/Xq9+OKLOn36tLp3764//vGP+stf/qIOHTq4ZjJ2B1sqAOADJY4it87UKst6A6xBHrez2WxauHChZs2apYKCAoWEhGju3LkKDQ1VQkKC+vfvr+DgYN11113q06eP2+slVADAB8ryxe+N9f72niqtWrXSunXrbnjPsGHDNGzYsLLVU6ZWAADcBKECADCGUAEAGEOoAACMIVQAAMYQKgAAYwgVAIAxhAoAwBhCBQBgDKECADCGUAEAGOPVUMnPz1fPnj2VnZ0tScrMzFR8fLxiY2O1YMECb3YNAPADr4XKoUOHNGjQIGVlZUmSrly5ouTkZC1dulTbtm3T4cOHtWfPHm91DwDwA6+Fypo1azRlyhTZ7XZJ0tdff63GjRurUaNGslqtio+PV0ZGhre6BwD4gdemvp81a9Z1j3NzcxUeHu56bLfblZOT4/F6w8JCbru2yiI8vJa/S6gwGCv3MVbuY6xu5LP7qTidzhues1gsHq8nLy9fJSU3rqsq/uf+/POFMrVjrNzHWLmPsfpVVRyLa3x29le9evVc9z+Wrm65XNs1BgCoHHwWKi1bttSxY8d0/PhxFRcXa+vWrerUqZOvugcA+IDPdn9Vq1ZNc+bM0dixY1VQUKDo6Gh169bNV90DAHzA66Hy2/shR0ZGasuWLd7uEgDgJ1xRDwAwhlABABhDqAAAjCFUAADGECoAAGMIFQCAMYQKAMAYQgUAYAyhAgAwhlABABhDqAAAjCFUAADGECoAAGMIFQCAMYQKAMAYQgUAYAyhAgAwhlABABhDqAAAjCFUAADGECoAAGMIFQCAMYQKAMAYQgUAYAyhAgAwhlABABhDqAAAjCFUAADGECoAAGMIFQCAMYQKAMAYQgUAYAyhAgAwhlABABhDqAAAjCFUAADGECoAAGMIFQCAMYQKAMAYQgUAYIzVH50OHTpUeXl5slqvdj99+nS1bNnSH6UAAAzyeag4nU4dPXpUu3fvdoUKAKBy8Pnur6NHj8pisWjEiBF6/PHHtXLlSl+XAADwEp9vKpw/f16RkZGaOnWqrly5oqFDh6pJkybq0KGDr0sBABjm81Bp1aqVWrVqJUmqUaOG+vfvrz179rgdKmFhId4sr0IJD6/l7xIqDMbKfYyV+xirG/k8VL744gsVFRUpMjJS0tVjLJ4cW8nLy1dJifOG56vif+7PP18oUzvGyn2MlfsYq19VxbG4xufHVC5cuKB58+apoKBA+fn52rhxo7p27errMgAAXuDzLZVHHnlEhw4dUu/evVVSUqI///nPrt1hAICKzS/n9D7//PN6/vnn/dE1AMCLuKIeAGAMoQIAMIZQAQAYQ6gAAIwhVAAAxhAqAABjCBUAgDGECgDAGEIFAGAMoQIAMIZQAQAYQ6gAAIwhVAAAxhAqAABjCBUAgDGECgDAGEIFAGAMoQIAMIZQAQAYQ6gAAIwhVAAAxhAqAABjCBUAgDGECgDAGEIFAGAMoQIAMIZQAQAYQ6gAAIwhVAAAxhAqAABjCBUAgDGECgDAGEIFAGAMoQIAMIZQAQAYQ6gAAIwhVAAAxhAqAABjCBUAgDGECgDAGEIFAGCMX0Ll/fffV48ePdS1a1etWrXKHyUAALzA6usOc3JytGDBAm3YsEE2m00JCQlq166d7rnnHl+XAgAwzOehkpmZqYiICNWpU0eS9NhjjykjI0OJiYlutQ8IsPzua3fWrWmiRI/Z7gjzS7+ljcWtMFbuY6zcx1jB4nQ6nb7scNmyZbp06ZLGjx8vSVq7dq2+/vprzZgxw5dlAAC8wOfHVG6WYRYLaQ8AlYHPQ6VevXr65ZdfXI9zc3Nlt9t9XQYAwAt8Hirt27fXp59+qtOnT+vy5cvavn27OnXq5OsyAABe4PMD9fXq1dP48eM1dOhQFRUVqX///nrwwQd9XQYAwAt8fqAeAFB5cUU9AMAYQgUAYAyhAgAwhlABABjj87O/KpqMjAy98cYbcjgccjqd6tWrl4YPH+7vssotT8crPT1dNWvWVM+ePX1YpX9MmzZNX375pYqKinTixAndfffdkqTz58+rb9++Gjt2rJ8rLN+ys7PVrVs317hdk5aWprvuusv1eMSIEZo5c6bq1avn6xIhQqVUOTk5mjt3rjZs2KC6devq4sWLGjJkiJo0aaIuXbr4u7xypyzj9e9//1tt27b1caX+MWXKFElXvxyHDh2qzZs3S5L+/ve/+7OsCsVut7vG7fe8+eabPqoGN8Pur1KcOXNGRUVFunLliiSpZs2amjNnju655x7FxMQoOztbkrR//34NGTJEkjRkyBDNmzdPAwcOVNeuXbVnzx6/1e9rpY3Xhx9+qAEDBujxxx/XY489ps8//1yZmZnatWuXFi1apL179/q5ev/6+uuvlZCQoEceecQVMhs2bFBSUpLrPUOGDNH+/fu1f/9+9e/fX3379tWkSZP8VXK5kZSUpFGjRql79+7atWvXdZ9N+B5bKqW477771KVLFz366KNq3ry52rVrp/j4eDVu3LjUdkVFRUpPT9euXbu0cOFCRUdH+6hi//q98WrUqJFefvllpaWlKTQ0VOvWrdPy5cuVlpammJgYtW3bVh07dvR3+X6Vl5en9957T/n5+YqJidHTTz9d6vuzsrL08ccfq1atWj6qsHzIzc1Vr169XI/j4+MlSXXq1FFaWpokaebMmX6pDVcRKrcwbdo0jR49Wvv27dO+ffs0YMAAzZ8/v9Q2174gmzVrprNnz/qgyvLj98ZryZIl2rVrl44dO6YDBw4oIICN5N/q2LGjbDabQkNDVbduXZ07d67U9zdp0qTKBYp0891fSUlJzMpRjhAqpdi9e7cuXbqkHj16qF+/furXr5/WrFmjdevWSfp1xmWHw3Fdu2rVqkmqerMv/954rVq1Sq+++qp69eqlNm3a6N577+WOn//Dav31o2ixWOR0Ol3/XlNUVORarl69uk/rK+8Yj/KDPxdLUb16db366quu/bNOp1M//PCDmjdvrrp16+qHH36QJH300Uf+LLPc+L3xstlsCggI0KhRoxQREaFPPvlExcXFkqTAwEDXMq5Xt25d/fjjj3I6nfrpp5905MgRf5cE3BJbKqWIiIhQYmKiRo0a5forsWPHjhozZowefvhhzZgxQ4sXL1ZUVJSfKy0ffm+8lixZoqSkJHXv3l3Vq1dXmzZtdPLkSUlXZ61+7bXXVKtWLXXr1s2f5Zc77du31/r169WtWzc1adJErVu39ndJwC0xoSQAwBh2fwEAjCFUAADGECoAAGMIFQCAMYQKAMAYQgVVRkZGhmuONgDeQagAAIwhVFCpLVy4UI8++qj69++vHTt2SJKOHTump59+WgMHDtQjjzyi5557TgUFBdqyZYsSEhJcbU+ePKmoqCgVFhb6q3ygwiFUUGnt3LlT27dv16ZNm1wzAEvSmjVr1Lt3b6Wnp2v79u3Kzs7W7t271a1bN504ccI1/c7atWvVp08f2Ww2f/4YQIVCqKDS+vTTT9W1a1eFhITIarWqX79+kqSXXnpJoaGhevPNNzV16lTl5ubq0qVLstlseuKJJ7RmzRoVFxdr48aNGjhwoJ9/CqBiYe4vVFr/O8tvYGCgJOmFF15QcXGxunfvrs6dO+vUqVOu9w0cOFBPPPGE2rZtq2bNmqlhw4Z+qR2oqNhSQaXVsWNHZWRk6Pz58yopKXHdh2Pfvn0aM2aMevToIYvFokOHDrlmSq5fv74eeughzZ49W4MGDfJn+UCFxJYKKq3o6GgdOXJE/fr10x133KH77rtPZ86c0fjx4zVmzBjVrl1bwcHBatOmjU6cOOFq17dvX82YMaPK3LETMIlZioHfKCkp0fTp01W/fn09++yz/i4HqHDY/QX8v/z8fLVr104//fSTnnzySX+XA1RIbKkAAIxhSwUAYAyhAgAwhlABABhDqAAAjCFUAADGECoAAGP+D9izq4CIv7F2AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.catplot(data=tips, kind=\"bar\", x=\"day\", y=\"total_bill\", hue=\"smoker\")" ] }, { "cell_type": "markdown", "id": "5f6822fc", "metadata": {}, "source": [ "# 复杂数据集的多维度展示\n", "\n", "一些`seaborn`函数联合了多种图像类型来快速而详实地给出数据集的总结。例如`joinplot()`函数专注于单一的关系,它可以在变量分布的边缘绘制两个变量的联合分布。" ] }, { "cell_type": "code", "execution_count": 10, "id": "8588c43f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "penguins = pd.read_csv(\"penguins.csv\")\n", "sns.jointplot(data=penguins, x=\"flipper_length_mm\", y=\"bill_length_mm\", hue=\"species\")" ] }, { "cell_type": "markdown", "id": "29c62a33", "metadata": {}, "source": [ "另外一个函数`pairplot()`则展示了更广的维度:它展示了所有两个变量之间的关系。" ] }, { "cell_type": "code", "execution_count": 11, "id": "835a8518", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(data=penguins, hue=\"species\")" ] }, { "cell_type": "markdown", "id": "fe73adfe", "metadata": {}, "source": [ "# 绘图的更底层工具\n", "\n", "这些工具的工作原理是将轴级绘图功能与管理图形布局的对象相结合,从而将数据集的结构链接到轴网格。这两个元素都是公共API的一部分,我们可以直接使用它们来创建复杂的图形。" ] }, { "cell_type": "code", "execution_count": 12, "id": "f1cab171", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.PairGrid(penguins, hue=\"species\", corner=True)\n", "g.map_lower(sns.kdeplot, hue=None, levels=5, color=\".2\")\n", "g.map_lower(sns.scatterplot, marker=\"+\")\n", "g.map_diag(sns.histplot, element=\"step\", linewidth=0, kde=True)\n", "g.add_legend(frameon=True)\n", "g.legend.set_bbox_to_anchor((.61, .6))" ] }, { "cell_type": "markdown", "id": "cb8609ac", "metadata": {}, "source": [ "# 默认与自定义\n", "\n", "`seaborn`只需调用一次函数即可创建完整的图形:它将自动添加信息丰富的轴标签和图例。\r\n", "\r\n", "在许多情况`下,seabo`n 还会根据数据的特征为其参数选择默认值。例我们映射使用不同的色调(蓝色、橙或有时是绿色)来调的分类级别。在映射数字变量时,某些函数将切换到连续渐变:" ] }, { "cell_type": "code", "execution_count": 13, "id": "a42595f0-06c2-4402-b17e-73853933f73f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.relplot(\n", " data=penguins,\n", " x=\"bill_length_mm\", y=\"bill_depth_mm\", hue=\"body_mass_g\"\n", ")" ] }, { "cell_type": "markdown", "id": "f6d45815-c8ea-482e-b723-7825a6819986", "metadata": {}, "source": [ "`seaborn`允许多个级别的自定义。它定义了适用于所有图形的多个内置主题,且具有标准化参数,可以修改每个图的语义映射,并传递给底层`matplotlib`,从而实现更多控制。创建图像后,可以通过`seaborn`的API修改其属性,也可以通过底层的`matplotlib`进行调整。" ] }, { "cell_type": "code", "execution_count": 14, "id": "68782adb-f421-4cbb-a093-9116486a17ca", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_theme(style=\"ticks\", font_scale=1.25)\n", "g = sns.relplot(\n", " data=penguins,\n", " x=\"bill_length_mm\", y=\"bill_depth_mm\", hue=\"body_mass_g\",\n", " palette=\"crest\", marker=\"x\", s=100,\n", ")\n", "g.set_axis_labels(\"Bill length (mm)\", \"Bill depth (mm)\", labelpad=10)\n", "g.legend.set_title(\"Body mass (g)\")\n", "g.figure.set_size_inches(6.5, 4.5)\n", "g.ax.margins(.15)\n", "g.despine(trim=True)" ] }, { "cell_type": "code", "execution_count": null, "id": "8705ff61-d01b-4a35-864c-ccef4f5938c0", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.10" } }, "nbformat": 4, "nbformat_minor": 5 }