tutoriel multiclass classification python.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gKsQsKZqCbVV"
   },
   "source": [
    "# <center> **Implémentation d'algorithmes de Machine Learning pour la résolution de problèmes de classification multiclasse**"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "soJ5-eL9EdCG"
   },
   "source": [
    "[OneVsRestClassifier](https://scikit-learn.org/stable/modules/generated/sklearn.multiclass.OneVsRestClassifier.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "It7iS4YXF1XL"
   },
   "source": [
    "![multiclass1.png](data:image/png;base64,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)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "5NUIZP9TF543"
   },
   "source": [
    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3S6fAuDaXztmrkTrF7MXCkGjVRIZDvL0naDzA/qlJyZ5M16jvy040fZGpiQv7Lx+/I29NFNxvu+d0L4wIpu2uDh4P9zIJyublfTeZKyAz3BHt2qweFW5jDhTD412N3mrrWjqnR1PV4o6ZEvN2UDe3pO/WOrO+oBr3TlF0dFFuVhqxuV2StVtfOrxTt6lWJuaqBed+KEnFTtduOptXu6GWmDhInmlAmo23brktWrztLuYKUMkUZKZVlaiQrxXRDCqpRD5SyMlzOyUh/PrkhrBexRK2pUEqXdTLqjxQ4cPXErSWAOyT9cBujRXl4k3pjUvH150NZjBGnBPQt17+0jfyM7Fov6bKu5TKu06uLuyGuCoGSNjt4t5WBeaV9uVBwPMI8n9KrtlRK+6S7B6LtrdJs8a56jSGtBJ9WRULHAbo4qkuehNRPx+1d9eipOJ4RPNeljxDdidza6ChR35Wff/zRLX38/UdvyTvTOc9H1KczlSUeAkP+RQDlMqKmTL4D7ZE1Zlt7akKkyo7aubkJ4++WY6Y7TckxIbL8ocfE4caGurVU42DPBxoMbk0l6VqtKVu7u7K+vSub21uy1WhIRc9vKkkvL9dkcUNJvKUadrboBgCRDmiGRlM1mSy1ZXwwLQMDbSVkHQSZrPQVlaiHhmVyfMRdCWV15OR0oPgP4urlqV0NMDh8Bp3Jxau/KnAl40gvfbVULOG4I15p688BT/K+vvZdzZ+WT4/2JoKI0wNrfxpd/90ujr2OoO2l59Pax1PaVwHnNlWr5pN83y1tybpenfXrFWNZlYKcXl2zPJbKqOad1wlaFeWm9pmOhm83VXloNWW8XJaZkSEZVe2Ah+Ug8la7Jdlg6eMs4+SJ+qeflKgn5O8/fPmImoJyJ9wXmMZwhi87a9D0Njp8RjunEnW12VLNWAlenYvZjhS58edDeGg4aBuitprzMau7nmNqUCXbPSbOZeK2elrfFZlfqMntBxvy09KOauIN934PBtBEKSdXh8vyxrkhuTRTlsFB1ZALbJVUYlbJq3DfwYjSTL+GqJGTd8qg/hzUdOuJmiujXUfU5Nbl3U9Ido5QLr5I1GcPXRM1yxbdRJ1BGaGvaB9BI97Rlryz2pD/uHFXfvj+Z8mpdl3K5iWXpXXp96p8JNv4mvrXUpJuN2oykM/JGxcvyruvXZVzo8NSVLWaIG7uf0FwbEVhQNlQ88Ig8+IHnB903OXFnx4qGILoZ15eHFA4qh7xndfVyV4/hphUuMmmbmihaNKbtY7MrtdkYbMlVdWSGQguFkw0FNUy2Lua69Sk2KlIUem40FFpVaXYrkq5U5chPT+ZbciFfFNeK6bkVyNp+fBcTt6czMpovi7p5o50mhVthIYMlUVen8nJ+5cK8u5kWq70dWQm19HwbRnNtKQ/1ZSSNPRSs6GXnKTNxivXegptL24Kof4gSsfklnL6FvYrjtg7HaViFbf+qC62K9zo2erIDXxEY/G9JeL0Qnum2w1AS9GK7KmvO2GXB/1UtD8Ky16JhsJvTtXhvr6c1JV872vPulHPy/fbSFl+2B6QHzaG5Pu1fvl+tSg3llMyt6GKSacs5WK/DBTyqsDoOEjXlMx3NT5uaL4YODaiPghxuO1jry4cLyVHaKFKThzt7O7K4tKKrKyuS61Wd+7e8x7DO7hpT0+5/dCq2e6JaulpNZ02o4Mno1csWdVOBvsy7j0shXxWFWHVVFTYdVMuFmRkWAeADpycajKOhN2SDIQM2qoQschitKqJujwBzVOoTXfBXPfPeurlVQENjU4vHh6L3jFHnCrsNZL1i8Bk2cP1kcRFzT5VHs7NzMjFS5ekf2hEssWypHJ5yRZKki/1S67YJ+lcUcPlpNg3oP6uyLvvvivXrl2RkSH/pDNXeUTJfZYXBcdK1HttlsARSiDeTTNlbelmYn+h7C+WXxRotXNTzYn7T6A2t9yjwq1xNGr14vaequv6bktmV3Zlfr0uO9WOtLj8cE2IoLW62ygaLq+dHimonU5dCqSo2obfLZJpplXTTslQNiXjpYYM52qqjaNNs12qKcWikrVq0TnuzJAvJg2Ns6VxNzS9Jnp0O6OSlQbSyUhDrzeb6s89YUbeTZLGZwJBr0a4TmJIsdzBHm7u2O/W2rKxXdPytdzHDHzdaARYnOC432f0TMQpBFvqeB+N+/6p9ou0SkbtGe3zafq99p22XnE12znt7Vn17x9nK+nPeD4j44WsUyq0x+iFmfbpovbdvPY93l2v8fSr/8sD/XL9wpS8fWFUzg/npcDLaPRq0vMF/cr3nhcBx9bPk3EamL4SOe4+98LDFf0RpXWVwk/S0SA+te7s1mR1fct9ALhSZedGct4NBhdIhSYNhMtPFusQjpU1Ifhm0+8WwZX3qfCASrmYkzyLe6pxo1HnVcMuqZu/H4NW76mxRRyaHnuxUzpw+KalT8PnwWWHiDFdyC6og/fpxSPl9nVvbGzJ0tKyM3+pVVtMD8e4H0fEaYG1OwJpPtze3sZ9kEwm6/oPXXl7lw9fb8rs3XuyvrLsXubG7qR0NiuZrBK6+qnr5Ra7O4YHBuTKhXPyyoVJGRnIS077m+ty/CTwvfvFwLGVhCFuq9FoU2wvcw9VoCk7kya1hlSom2lPzv5CadQKX9w97B9i07JSEcmlGy4NddqptWRTO/NWpSk7SmqqVLu3hKG5uIcItDUxCYUG29I/1bv1SMVpxCrplnsIJavC495e62gpUbdkpJyVoWJRiqrt5DuqoWBqa7kXYyXLKHA2N/9yqV0pqLj16Q5r1DxyXleNCZP1agZUSwehhnNr7bSflVIzyp4rFdan0brIJQ/sLK+uy4O5BVlZ33RLIBZiH+qCo9Oqg/4ScargmshbXVu54Uun1E7KwhtXXhWVTZ3cF/TS6cZKVb64NS+ffXtbvr85JzubNZlQpWGc7aCdql79bUi6tiK51rpMFuvy5lRR3r/QL9fGcjKcp7/plWCKNW+/26nV5uqS7bwvBo5xyvEDy5ovHGTd5j6suU1eMPQsUuIIgboJyruwY66hKiafzKo2Wu6Rb/+Km31idposkoTx+0bVtheXF4jTPSbOWUfUHSnm0zI0WJaBvj69hMwrGSuJ6mTQUrb07cLEShv5Sda9DIolElv3btv6NzcJ/cRr4vLgBBCbCd0viV1P17Vc6xubsryyKlub207D3gtmZsSZQNjiDs5hv+3r2mHXdltya2FdvrhxSz775jv56w8/yd3ZRfegy8TYpFycnJDxvpJbZGtVd6TdqEgp15GpkbK8dn5ELoyVZECP8ygELA6yzVMTckm5S7pjpLfnjGMsyX4jASMU/2vSDfN/divd3QiEhUJw7NzoVJ5sOTLTlZWOlmL7vi93hQcBeNoPTURJekvtvGTJ725yCxKOOFMt3kbY8MSp5/xFp0JJm3Vg3kjm9V3WhT1xk2Y2W5DR/gEZ68tLKV1VLXlb46y5B2A0JpeXTorHevWPpRg9Zi1aE1LRtInLJejLRJxG0+TClUP9E4SjPSLXenBv1tN88EHj9Z2ULG+2ZVXNOs9BqF+3Vs3yCnVi4mYnwvp6Y4gilKatkxLvlvFXZdQLdiJRD4GEhy8OKBjlNuE4lMRbAg5/IVZvYTx6RcX7x60vY9L3nOhxt3CzOqfhaFeu8mqZtOym07KmLvf1UvDH5Zp8dWtFPvv6jvzly5/l3p15adfrMjVUkrevjMrHb0/LW29MyuR0SfXiprQrO9KnfezK6LC8dX5Mrk71yXCf9vt03SkpTecL8U/b8qKnVJv9Qy8GtMcfF/zw3Jd9w40210USmPsecDjGrB4nIFD9cwTDn3ZuNxhYGoBMlZQ43Nlt+o/NtlqyU6/J5m7NLRXwbg7Hl2jJyl4sN3Bx6ZaXwjpN6hBKT3y6tHy9pySTzslAWTWUYlYKaaXx9q6O1ao0dXA2dST4x3HJE1n2l68dd9deHSDohKRdMirEipiD/e057UFz48hANWota6WZkd16RnZqKS0fteIHfpKQr5dklnfzjJqQBd/cbDRV89L8Uieu0txJ4k484tSFxFevU2cTrjD6E9bBY0r4C18uLHVm8tDZhxG0NYLvFg2ibYGygAtXfjt6NTi/sys/zC3Ln2/ckT98/aP86Rs06BVptXIyOT4tr7/2mvzqrWvy9qszjojPnyvJmGrNvPKY98uMD/TLq9MT8urMkEwMaD/NsLTmv+nZkpxOCJA0/ZTVaZ0kkqXDFwEvKPudcsCs2sOhUnfo/sxFu50bYNrl3V1vvz7N60n5KHC11XEvV9re3pWqujX1mJsskK97L7SKe4cvN2h8d3Uxe3gNh0fHEa/N0glU+9HgLH8UeWw336e6dEk2G1nZqKaUPIMhmgxiP42wR7qQiKad7Jvm3R4pJd2UEqqTvfSB2l1kli+bPFJaNr1y0LKy9r6rxFtp1FzZ8OEDaSZ1ktgT/WcNvqmkUNErjJ1K1S2f+OiJW6dAlwQ/CqcQ7COYV5y8WNASUUdJ6Wza7haD+UD49VO9ibq6+qbefTyOjJNKs/ozwUNd/e9o2LV6WubWG/LT3Q35+q+z8uUXN+WHv/4kC3fvSqaxLRfGivL+m+flk+tX5YPXL8m1C5MyNTigvS8lw9opJwbycm60Ty5NDsmVc6MqAzIxnJc8fOxyYia5NGDTHspV2AsCWjLiJJD0aroYVhpC6U05JaG1hBDxoNzjPjwLUdfbaJ1K3KqdVJOdH24gcWNOidM956d2JzpY+BILg414/EcYWpJVE0Hv8Nlgq5zqJJmO5HI5SeUGpJHuk816VlZ3VZuv++UZx3NqcWSvVtax94n6ALLmz6VNmRJJUnUCoWoeefnOVq0jW42m7OgEtamXwdvVHSVhdH8tofMOUVBTiamRtjsNJemqrK9vydraluzq5OUenU8IxS3CuLCYZk8EI3F+YeDKpj+ufJj74p4KVSttaULR8erF9aTEL0tjWvN7Qqur6GnEqoxwHXWgH+7Foz+8avf+Zk2+v78in397T/705U359rsHsrK4LYVUQS5PT8mH77wqn7z7ihL0tLw2M6AEzY1BkbJGntP+0Kfm9HBBXrs4Ie+8el7euDwu58Zz0q9dzX2mgjFiae7lSPNDBhxJR6KOeCbQqfxQ8V89CYRLdet0rAlrn2P3w85OXYm5pYSmRNzMSF2l0YaclQh9T9VgeqTh3VOKGre7sWfxuvQAg9ULj+2yZu2hYTWOTCblvshDR6+yy2S77j7J5bLFWgM7RxRu6cOJz60rkYb/hTi/XiBNW+RBE/Y7UrB33OPxG7sd2WRHSyOtmjyfAau5G6d7YTR9NOQ90bK0VOVmEptfXpeF5TXZ2q06Ldznaf/vYZcXF65OEnH1ntQF8ETsr6r2xZ/ld6+dtG71hHNzkvzYLi0IkgdLAC1ojzxV1N+6ttuDtap8f3tFvvjrPfn8qxvy/Y8/yuraspSKablyaUref+c1+fhXb8p7b7wqr12YkQk0aN6aqRM0O4vIRSajyoS292i5KK+eH5M3X5lWch+QwSL7sTUh7ZAuXwmF+dw4hwRJIV4QRKI+EehwcHeq0RYhUz5V5T9Xtb82CHhVoyhhdlRTRGsp6ADpU+mXhhTdRwGqqrk46lSPfjeG/wRRVuPPqD3jbtQxjPClJKXaEZo2wk1Cr6+SCgORiJQYOa8aMelu7TalUmvqMSfJl3vdEyk46UXObotgIvvumn8deF5aTjopjUtN/nYaDVlVkt6o6SVzqyCbtays72jaddIjXfxD1Jo28WnPdfnUUxD6/MqmLKxuubV793S9lnqfcLr/Aviie3kBQDG4yeseOkrqHjdXFUzgTrTVnXii5s9TsO8P2B1dakDXHbXtfVi/SMX9EPoaXQJ/3FtY1z5yR+v/i5vz8h9/vS2//+q2/PWneVlcr0qhb0CuvnpRPvjgVfn4vcvy7rVJeWW6T8aLKenXdixoPHmNLKuXVX5dW8dCquFuDQ6m2zLZJ3JuiIeyREpakIzOxJoFzSWF44oNG7kOgNaBvCCIRH3CgGxENdtOWokvnZOmSiOFZKWmHW1byXhlqy3bkKVquelsXiUndR2Fy3ppuQqZad/mqxl8E5Ent/xyh9effBNjmgTQARK6tHQwNltKjDpYkEajLrUqNy0b+2uSyVqBH9Z7hw/J3n1FBD978ss/XLn5V2tyxVCVpmrQqU7WveZyt6JuqtWTNJn1eiITD36co+Y3JTvVpv9yjcpOre7W7eEXlyJJJH6B5WUPziHJ6AuCX5RR4Xdr/LKQkLTvKYFA4G6nDAIBUj9++QMid1O/2vng8YZO5PeXdpSUF+TTz3+SP3/5rWrQN6W6uy1jgyV5+9pl+c0H78jH778pb712Ts5N9MmAsm1eNeaMdhRy5FpH43fvoKfBNG2/88QvB6JZc+2216tdAel91rft18XksG97MUBJI44ddCOEbscnanN62ZiT7XZONlp5WWvmZLmRktlqS35YrsuNhW1Z2G5JRc+3k8fDt5sFubvelp8WanJvrSHLlZZqo223nszntRqqcnaSLXV+rc4PAj8Yfce2ru50Kh3IdSXLWr2qmntd3XU4qjbOPmr2M6Pn2IdD2YfNmjav+nValjpDznxKyQn2X0hK/ejlrWrqXrjZ6G84srBR1SsK0mKNm6uGVKegJM1XaTLu0XR0N6UGlV0Ny7fTIWslaq2TbdXA11pZrTed2JppjctTuqaof6TrazosuzppeTigTO5I5TTA8vL0YmU0AZT14RrwZ9yEp2LaNssKPLCUa/M6gbqSpF53uYmMKVLrVvvVltbz0k5d+96W/PG7B/Ivn/8gv//yhnx/b0l29KpvcPK8/OrNV+V3712Vv7l+Ud59ZUQuDKdlKNtyWrKqGdrr6V9eC3Y54YebvrwpMqv5pNOgDGh+eMicl365OzCaF8fRsLX2H3YB0c692tf/vBiIRP2cAQGGwiOx3DhDY6yxdKGyW1fNpCKysNGRu8tNubnQkO/ubMt3t3bk25+X5Of7c6ot7jiyzOSykiugUbdlaW1TfrqzKN/9tCrf3dySG3e35Nb8ttxfqcniVks2NW408l0dWDXVPBt6Hcyj39Z/XV9X0334tsmHBeqyq5o7x+kM69RK16qdVupt1drbSphej0a3YeRD8D4ib3jgFoiW2dv34V38xSqEylIFyyx8w5E92rxDmA0GDVWld90NVK2vJF17kMEPS++HhyfIGw9K1JhUNM8k67Llkk4K6uwP4wDnMwtPVkxiXhO2VqI+tBqdC2ec4OYKbzWAyWKGgndqcKWnfYA2og12tKFWt5oyu7wjf/n2rmrQ38ifP/9C7ty5rRE15dLMpLz/7pvyu4/flQ+vX5bXrozK2FDOfVOTuPnz11EaN/2HdWb3x3qz31bpc+zbN5lJXZ/gz3Ulg49S4f14CT28WNAJ9aHiHxtubbTdF15+/okPB4zL37tvJiYftwXacPsVr66wyv7ZMwGqtgUrK/y3Itvu8r7CNwyrGdlWgt7Rzqg6oqxWlai32rKyvavE2lTi0pNKWJVKRXaryuJpiJM1YdUSWSZptCSrBJVLtaSoamy5kJFiPuvez1Eul2VYLzuH+9NSVnWyPycymE/JYCEl/UU+PKtxaH2irYC6jtb57ab89f6WfH1nTe4t895rPk4rMl7OydWZfnn7yoBcmcrJAB+t1TB5zTdvKWOt2EHjYHg5OqDtiHuvzdQTapAe06o8wILJ+nJN/S3v1OTLn9fkrzc3ZEWJQOcKV1/nxvPyyvSAvPf6qJwbyEg/6+4aH++GSGnaOgfJ7fWW/PHmmnxzZ046tR15+8K4/ObtS/LKaF7K5IeHHkjIfdpNoXXYId/+SH349tGpgZid/WRhOXtKuOUK7UyQXNJnuN8A0XZ4sxxevE/paENAw9qkknFXFoQlfXXgakx1WF5Mut1oy1ql6T7pdnduXeYWl2VpeVn9aH8qZGVmbEAuz4zJxalxGRspS38+7V4vwFUZ+zO4Suq4V90m9auGf9iK+w/kxhO086stYfnLmcX55QA/LrA/NOh5d/9CrU6JULHlN3f4AiAS9XOAe5EMKqHCqhdzd3dXNjY2ZHFRZWlHSakua7WWW/LYbGZkTUfTlrKUUrQSkZIRX3bRv5Rqt7lCyWm57ptwOvh8P9cf3h2tkmrWpN3yrz4t5HPS39+nRF2Ukl66DhQ6Mtafl6nhsowPD8jgQFnyvJEM7bPZcB+8nVvfkp8WK3JrRfNUYS92QeNsSKlTk+nhjFyeKsrFyT4ZG8zLkE4GQ5pGXjV7do/QNG4NUUnCfZSY/Cdt54vvVxjR4tCAecqyUu+4Jys3q3W5v7Qsd5Y25cFqRyevtNP8qcPBUlsmB1Ly+qVxuTimec9pWcoFKWhdZPQSmS/U3NKrh09vLst39xYl3ajIGzPD8skbl+S16X4ZUk3OPZ1GJtweYM2KWw7ydOj1Ob+rJKckwULJyYOcPQMcUdc0Gipep04mdS2buxrSyVKrTa84lBLVdCsN6oudQe5GNmlr+zH02kruLFLwBOx9bZuf7s7J7dllWdvWfqYV2T84KOPjY/LqxRm5qJPpmLZTMekHEGRBKho/kyBErZNjQNTUvyNXN0n68vre8jBRZ9XiQhyaqOl1TLcsqakzfk5Dkx4BIlE/B4REbUCz3t7elrW1NVlYWJX5xS1Z2aiqJg1R52VHu/ZWg/U/1ba13DwRyKjiY7/5QkFKvJdXybul2mGnzR7pvNR1xHXqu5Jp1aSjJMUXL9hWly8UXZhcTgdIu6WasWrVSnAjQwMyMNAvWUiazqxxNeot2anwdfKGrOukUUX10nO5bF7jbUqqXpVMtq3p+xe6F9UsqUY+lC9IuS8rA6q5DgyKqCLl7t6z/zWv+S8khI0yy5LEdj0lK7ttWVLNfWmnpWmxnKKkXNUJbLOiVxBNqWh6/pH1ptYh+rJWgWqBg4WyTJT6ZFQnnaFyVvoHslIs5aVZzMtSrSY/3l+X2fkN1fLr8upYUT5+bVquXxySyRKTB31IhfqkDylx2U4IJ0pQXHZndfLjrWwnD8jrWaDTjpZn72YczOxagqUDSuy/Ps8b6fzeaE+VnAFc7eyov6Wdjtyf3ZZ7dx+oYrEgW5sb7uVcE2MjcmFqTK5eOi8jA0UZHyqKNomjWD8pKuGTnPshbS9M1K6+re7VdN4SYHchLCMKdq2EsENnqr+HTnf53StQt/sZRSTq5wirWtbYsNeUVNCqt1Ur2dpGm1TRvs0TgGvKsUvbDVndrSpZq6PTnpVI1c6331jugKh5sKDdUu00XZCGsiA3fsqqerAEgoaUUwLN8WFDBa+JrFZ2pVndcXfOS6oBFwqqLWte2F3RrDVUAUPTUs04U5BWTtk2ndd4dNhpntkulWpUdQLgw10Nt7e1wzbCdl3KOtI0KRkcL0vfQE6Gi0rc6ZbLS78Gz2m+muwa0XRqjY6WlSWOliNqlnl22lo+1dqzqaLkNM1UOictJRX/DmslK80vHzFA40+r5q3KtRR2N3TSaUi5nNYrhrKkdeLZzeVkeVvj39ZL+FZVLvSLvH9lUj56dUou6JVAGoJ2JO0aQkWJmjQ4pJKcfojd/508no2ouUZw7znRsrC8tQ9/lcLDQCk+ZKwu7DdHKDbE6d4FrpPm7aVt+Wl2VWZnZ2VTrwB5WnVyYlwunJuRC+enZHqsoFc7npzRermBbG9M9G9K9DUaifroEIn6OYAqhZzNDoys/bGe1x7JTTtevM9ntbZUq13fVpJmTVpV0I3KjmqYKbflbH5ZNXEl8bqSWidd9ryjZJZT9XWiPyfnhksyWlLyyqv2nc85wuZ91WtbFdXat2R5bct9xquphNjQOHZaWamwm0PrGPIvpkpSyBUlk2frH8988WANryvVQajaV4OdIHrcVveG/jWb3LHvSF6vGiDOrGpSaFOQ9KhqWaP92o7qf3dnWyo6GbBro6Z69k7L72zZ0SuIeqYsHU0zp5p3TsPm8lq2vLKsxqlZcvXTVOJt6OTGpOIGcHXX3f0v51NS4MN4OvE0tLCddp9KSfO6I2O5XXn74rD8+s1peWUip/4hfL345yEeBbRMVMSHuMtjAJ+ciu71bETtlpe0MBTFU6NquO4+iV8UoB+yZ6fN1Zkes8y2pXrBwnpLbt9fkrsP5uX+3JKSdl1Ghwfl4uSoXJ4alfPjAzKh7DxYyEgpm+x3dhOCAq3dPThFqim/lZNFlWQMUMl+TRqh/j15uyrHqwp2F9yZu87Q6ZkD5ydsGiN7Q/d5h72G/cWZM4lI1M8BLHOw9BGSNcKxJ2w/cJSNtDP6Wy7sfGioH+xoOZv1jnugZUnr6ac783Lz7qKsqjba7BQcwSunyth4n1y7MCGvTPXJ1GBKBlTDzWV1oGj0PCCzuduW9a2arG3uyHqlKVs6KjGXVI3f0AmhqhovQySvxOnuxGcyblcJNwl5EMW5JkQNcTPYWJZwSwVavrJqs+M6SfTpBNGnpNmf4+aS2tVkvZp92LvVmk4KHdlupGRdNek11aw36mm9vObtezqp6NVCRjX2FEsSOT6zxEviqTd2x6DN66Sgfzm9wiio35Jmk881ZbNpqWp+KlrYZrOo/goaz66MZrbljXMDjqivzegEtNdlfF/y+jMd32uCWhh37K7r9/yeJJ6dqNlcSVHoXTpLuRuF+8s6nijZZreuHWxueV1uPViUu/MrsryuyoEqCcW+QZmcOSeXVHu+qH1rrF/bVee5Pu0XLJqxTY6dJa5OXf1hYtBvEG2kjk4T9H8yopXNfQByZ+m7dWR/yoV9FFG7STrAL4ga6fKz72CRnm1Eon4O4BLTSNlg1YwbJaObc5Y9yGylorxO60iCcOMHzWhDB9SPD7bkT9/elR/urSrRqSapl+/nBlty/cqQvPvaebmo2s5Qru3fy0tcraaOT7Y7paWuRMtadrXJO0I6srbTkBVlzNXKrsztbjjtp13NSGVHSV217m0l7Eo2+eSRzhgQdZ/meLjQkuGySKnQlGKGr7/k3E6SmVJehgb6ZGhoQIpK3Awv1sVd+VXTohx89XyjUteJpqJXCBXNQ809wFNraN60rtiCt6EEvlUbdJpxmhuZOtCKmYrkNL3yMGvjOcnnMpLVOPkyNXuxd3drqrU3Nb6CbGq98Ma/4fSmXJrIyvVXRuXaxUEZ7mefCLliSuSPV2D6HQXuXhfaH23D1gcuRU4cTNXPAJ0gO9xMdH2P9Xh2IbMoIe5Tr9wrYJ/90sq23L0/Jw9m52R1dV2roSPDw8MyNTkpr04NyuWxsgxqu5aKeTeHUTVOA1YBKCOuf6vQs6lCTDzgDjFDz0yyOHpTj2FZbVuI3k0kLpQLqb+0jF8mAe68Ox2krIb7Grk7kcSt1j1edtCzDCyFU0BeAESifo4IyTmEWxtUk87PFlOWEXxZ1ZWbMawlqgZZU621rhfvD7bb8vuv7spnf70nC1vajTN5uTaVl9+8PSW/ujohE318jaXp1gnd5S69lug4QrNRe1PJncFaVWKqQMiaxqrWMURd3UjJ0sKO3Fbtam6zIstKoBV1p6+X03mZ7C/KlYmyXJzol5GhjGrQoqQpToOe1HGQcVcPfFYJPYmkSdwPYPe9R80AWwDZise7tNmPy4M5VVXo2XEyv7Iq9xa25MFSRqoViFW1atXuRwbaOgHkZGS6X/o0D/m8J92sTl51ZZuV5TVZWdnVSaCk8ZbdF9T7ZVXroyFXp4ryyrmyjA7l9SojI/39/f7GbKbsth06oqaLJYqhVrNnohPHMxK160NQstYU6/FaML5vuavRzq9ty6LKTW4QLm/o1da2TnxZGR0dlUkl6OmpMZkYL8l0KS3DWlcZN3H5vstvOI9Z3/ZPrNL+eqCCqxc/fj1Be+0ZOELVH7872yof4RdSZdeHJ1f8+NORqCNRHxPCakbX4N0XXNK5y28Hbup13KPg7gj/SoB0aVVE5V++nlW5JT9tqaatA/CD8235b7+6IL+6NCnDyppZp8XqaNQ42hox+gr7YNEhWWvusNVB/x03qSqJyQUs690N9slu1+Rr1dz/fGdVbqw2ZUOJNKdMNtOXll+dG5CProzI5dGSW9pgJwFhc0qmecd2+whbyEqMGQpj24T1+Qdru/Ll7RX56u6mzG+oWzPn3uI3M9yQ8dEB9yV0drA0W0Vpqnbe7tSlUtmR9fVN2dmpSB13dndTBzpZ5bXAfaWMDOj1en85K4V8R8p6XFYyHh3ol3El7XJWpwPNOvys/C+qpCuhBysgWv+savtjCEczu9eGShyQR1BYFMWwJjy14D8Rwjr/FgjTi9c9EzedxXHdJ0XIjOsB32d40pQ+QVqQIOk40cqErFoasK5tQnw1zdRmjVcNdGR2eVPuzC3qxLYm29tbUizkZGygJDOj/XJxclguTAzLcJ9etWjdZXlVgf5ZFohrLztd8PneP2/HIboVFeDrBoQhzF93bAel/ig8S9jTh0jUx4SHiNoNJE/UfuL3ZYNLuTnmXLT8fl1RL1WVqP/9u2X5py9/lq/XW+5dIL99ReT/fP2ivH1+XIb4+Cfr3lzLJ0TNyi5fGmcwK0/ts4hG307rtS9W2EU1Dk7tKFl/M1+Rf7+xKJ/f35alnaYj5ddUw/r1K8Py6yvDcm4gmxCzv3Alf54ynh5cXSzttuRPN9fl05uLcnelJdUWn/3PyFh5S4b6ipoGl/Md2a0WpF5XMib/1KG6+RdIKVHzeL3OOn5nA3liB0JDc9rQfNaUrNmR0pYRjW+sr09JOyt85Km/oJf4fWXpH0gpseeU2FVzVw0cgna7GrQWoVK/PKUOrnm0XTrK7r6pHKhKKBXgvE/UhMNUeYiwvC8/BWibmZtGYuTrvDgNm3JC1P5eBos4bh1YPfg8qn+iV2Gi31bS5kMTi5s7cn9xQ+7O65XS6pZexfh7J9OTEzrmeEBFiXpAr1yKWRnQ+ijQf9y2SI07zRR2NOhF1BFPBtcfIo4bdFyTAG6woRkl4oaxDkRtpcG+gvSrVsiHZEuqhvcX8+7BFrdf26LR8AZ/yenheGIP+wcQHWOIgVTMZWSoX0mrVHBb61L1imRbDenDXd36NL2sTiLhfAnBENuj5HFgC1lZWXEk11HiVApqVN3+bbdbo16V3W2dNHgSTmV5ac3tYFnaqLqtfsu1nKw1SrKl8VQyFall69LMtqSZ6YjOO7JbY9ueXi2sdmR+rin3Z5t62b8rf/15Vb68sSB/+XlWvrw7L399sCALK6surWadHS1+YFgNepOK2j9yRmKFpCkrUx5ikxetxxEv03KiZ5HwFUO+jXnHhvrUem/pJNRQaSnzcsXRaShp1rPaHtrWdW3/ZlsK6reoMeUdifv3sLj1Z012blvkCy3rf9xYln/74qZ88c0NmX9wR0qtLbk+U5L/+d0Z+Z/empC/f3VQ3pvqk0uDRRnKcdXFgz+KtNK+mwQiThMiUZ84ktHeDUfU/qwqeDI8VJIhvWwvFVT7Ua1wsL9PL1/zbofGHmBk/Q9J+hdwozGEd4CAC/m0ix8a6TQbTiCQgmbAkbTzThpJJEl6j5RDAFpgQihklNSadbfLhCuqfDbn9vD2lfvck5SZjJJVhhtkWSXitNRaGam2s1LXfDSUrkxaSjqsgLI3O5ctS74wKMXiiBRLo1LsG5dS/7iUh8alb0TtwyNSGByUQrHgtvCxLusmLzLmyomYQ29YMT3p+nYDPrS5mvbc7cvDXN2ylMr+jgn3oxFpvjrcCkX8pMB1DTuIak2dtNZ35cdbs/Knr36Q//zLDfnixh2ZXV6XTK4gly9dlI+uvyW/+dU1+eiN83JtZlDODeaUoNnFkUwSLjnKrrG7K7mI04S49HFMCKvZPxmXLH0Y2WnZKDEPfLijdtPdUGMtlIcU5nZF/n+f35R//X5OigND8ru3R+STV8b00rUoJeJhX6sOXKqIdzr4pQ/VxPSPtVi0RA/V1DL4VRvhkuUVliDmqyn57KcVTee23FlYU006J++/OiP/8O55eftcv/RpRKwBQyJoioSz94UchMdd9kJPDdapVyryz9/Pyx+/vS8bu2kZHR2TV89lZHKYr6KnZHtrWza3/M6Vqmrc24267OhVeq2TVw2UW6maDnXW4vZrU686Om5feX8+KyU1+cxYge2D5YJeORSlXMp6N/YF834UDV7WyaJUVHLXCYMrGkroPxzsc+qJWw0tEzeprORef7ZFpP36CMnYXAlp7vvhsanov+8FrD2zRqx2xoHzqOGSuuQGLfrvjqrR69sNWVzbkVltr7mFFVndWJe65nlwYECmxobl/MSwTI8PyZj2k/5ixmnhNulSRndNpH2AdiJfPFAF9rfzPTvi0sezIxL1MeGXRO1Jeo/olIwpsRG1e7E7ak4no42UkhXl4H/+/I78y1/vqzY4In93fVLeuzQk40osBQ3IfmS3numCGFGzS0Iva/V8L6IGLh/6x2Swqol/dWdL/unPt+Xn+4syXM6rBnZB/vbtc/LqREEKrE93WB/WvCaXx/vxHoDHDFJHXFoh67tN+fef1+XfPv9R5pYqMjMzLR+/PS5XdYIYKWXcJ7YqFXaPsJ7eksXNusyu7Mj8WlVWawXVrLXvtOtSTFVlWGcuPuF0brQkE0M8Raeao17e57U+i3rF0KckXWCrnx7zTmRXz6qhQ40ZzS9ZdiTt8qcFdGSpk1RSFiNqdXUwkz0WvkZBr4ohvCdER4p6ZCEwOVvkQIWHi/xTfsmShPOvk5o2HXudN7bqssAWu7l1mV1ad1/GSelVx0BfXqbHijI1qZP4RL+2oU5KTFbaXLQYdeTKhEDUGJRUiZkv/tBPKd3DTzU+GyJRPzuObtqMODT2u204cP2hc9ED1zDOkZ+O+/gsuxb6cy0ZzKu2qISTR/PDi4+mCy5wYAIfVwg/gWgONLxG6ch5TAf7cEG1WiW0sT7VxHSgc1PN0YkSFk/68T4J/xXzx+Dh5H4BNDrSZuvd0EDJpV9KN1V7V7IdKsmF0aLMDGXc9sA3zg/KOxeH5P0ro/LJa+Pyq4uDcmGQy3cerulIs9l2332cGC7KqxdH5J3XxuSdq0Pyhvp7baZfrvBl69GyjGuZeKlUX1YJLK2krZNhQcl6X9M8oEoVXqvdo7qHigeRQnq058MxhL7x5QWftHMobnumTrM6b+pvWqpa89sqy82MXlWl5aeFlnzx46b84csH8ulfbsmPN+/Lzu6WjIzk5I1rE/LJe1fkb9+5JNevjMtFrbuRomgZ/R4gcuNvvrKKrhMNO0h0wsXNfcBCkXJbLS3fEacFvnUijhkQgg1kPygYmCAkCbuhyADneYw+JerBvJJpAXta3fz2LAcXQH9U/JDEyYcnBo/Epok5ftazPOjg1SrWKjtKXmm3C2Aon5JhvVQe1dkBN6c/63mCGbk7p8eI++127BKnxWm+i5reoKbXrxMRT1mOqiY8pGUuKWUNpBvubXgjWkFTWgdXhtLy+kRWLg2l3DIHmiYP+bBMMqZa9KXJkhJVWsZLLY2jLsPZhgyq9Ke5EcdrWlV0nsmpNp9T033YQN19vSeimfPVSr0a1XmQ9dAEvrbxYzElwNNenSFG6fsETf2Sglu+UrJmZ1BN09xspuT+VlO+ebAln95Ylv/4el4+/eui/HB3S7ZrOqlOnJe333lDPvrgVfnVW1Ny7UK/1omWW8vcp1c/PM3JjUIWasgRT7Wyxa+dzjnpZLQyM1rJPOBETshCxKkDfSTiGNCtpXDkXJxFafshUTc3sDG5/NVBrVJWlXdiqN9tMWM9lcv0h+Fj/cWfd3bpIPZn/p2h6TAxoKWX8/4x8IFCxq9rMks4r9pdVMgjl8ZJ6EeKhxFUb2FzGpf5aPSsG7OmXNJ0WT+2fczOL+yZ2DM6eZT6+qTU3y/uZVHNbeW4XdWMWzLcV5DRgbJOMDnJKTG5b+q5JSQlJKdNOjp0wg5llqKIE4MBYemFE5JDUqDkbGL7JVjmhRCNjp3GiuliNyEsPrjtmYi2QUM13IrKZiMlc+t1+f7ehnz57Zx8+dUd+fqbW+5JQh5ouXhuRD741Svymw+vyUfvXJHXL0zIzKCWWfuFI2E0ZehfCZj3ubgcs5ymZcjoZEUtIOTQl9fnqHeJIk4a9JiIY8IeEWN3Ds5x310FAkTcoFbTv/jG37obLGXl8uSQzOilfb9qvJ7EfDxuuOEfItU/e2TB/eHJCectHa8h8gJ+HwUPOogUuAmXbbvllcGc2pXbeCDEj2B+knQ4SjThR8njoSWFOFT4jl4x25RSQSclTT/rngZiosIfptaFVgTPmnAmXVAiLpcdUUtzXU9vSD61q2TVFl69qbqi5DQwCze8E9m/wF7pSYsBObc1Hu4JtDRtlw8tj6NTPbdHXurmCRs3MpKUCffEzx6cGzH5Ny2zxIA0EW0Rv+RAS1IIPDI5Knmq5uteVdusqgYtcn+7Id/dW5fPvnkgv//8vnzz/ZIsrzYlne2Xixen5b13L8qvPzgvH7w9Kq+dy8tUX0eG2bKpqfJ62VY6r2UrqPDZNi23yzNtlZCzS5OFFX+8N41Q7h5t+KwS8eyg10QcM6zrhl344SFPB3+4aRhEfeWSjI8O6aU979Xw2+j24sDCoHAO7kD/HH3jkMDTSIiEgxwIpQq1u+HGC/rLpbzkVXP1OcGjj9fHrb/8HBHIJ2n3lQoy3K+aYTHnjjnj9D7qg8lF07RSM8nwzhG+bMNrXNn5wmTDW/2gJ3bV+OLi3w58nXgtlluu3FzjIQ9P1vsCzARBYQNnXE2IgQrFTttAgu4FXNzoRbAnZM47UEidR3J4QRLvOllYq8jNO6vy1Td35E9/+kZ+vPGDVLfXZHwwJ29dnZJfqwb96+uX5J3XJuTiZEmGykyiEK+mrJFyQ9gJ2fiFhDk1MYS+MCNOG/wYjDhe6FjYu4pPDMQP9EQcUUNO2PlXLbcvL+dG+2V6uCRl1XL9XlofiSMwZU7vApEmZGoRBssG+wY+9rsAR3lV03mUeHK0LKODeSmhudtjbwrT2vF9dNqSJ4iiavBjQ0WZmRiU0QHe0aGkpmm4B0X0Up7LeQiOekL0UIqlnOY379bu+5S0hrgpyS4HzZpeHKhHV1AVyEypUbVyHjvhI1NZqahwq25L0+cmnvMYSDc0Uq1o96envfi8UxPUirvKUEJGMpoe7wnP8UpajZ9dIfhliqiqdr2l6vxSTeT2ZkP+cn9H/vWHNfkfn96Vr/66KGvrDa2DAbl+dVx++/a4/O6tQfnba3l5e6opF/rqqkHXpcTHZ1UTT7Wavnhtrhgondv/40zE68xcFqm49kvEwZeVfJl27ftMxGnC/iiNOH1A3Q3IkIc/Bvi8Fnt9VdN1Z/DjYP72/T8OnnK0C2gUFgsvMBpUjX1qckLGRoeloNo1b7IDfhkAm0+D0EcGjaqQy+sVw7Ccm56S0eFh934PSMProEmqzgqZtJUEO9LPjc/BPunvL0lJrwL6B/qkrHZeP83ktZdFNSF9T0M4Um4kWRbZ8/j0aEKYMCZw2r+mpfl1aXKsJiTN2wQ3d+ryYGFTvvtxTj79/EeVL+Wbb7+TWnVLxkf65P3rb8jf/uYj+fWHb8mbr12QqbFBKWmh7Ovttr+eB1QyGR7UyUhaZyYeVCUlI9ywVFSdue6fNTH4uo44XdBmjTgRJOPB09D+4AiHCVqQDXD8ZJSYCtpieTVVd0o0NK9fej/4BcnA24vM+3HOe2My8WtkkviF4IYG2Yc7JKNKGPm8JuhVR0d8tgQBwTuSf2aQbzQ9XpqU0cv8Pjk/PihTmocSe5z1rJ8QNC3NBlof2nCxU5VBachYtikj5ZaSdFNKpZb09WdUy3aXG24dmldysAbSTmtNKZk1NR2k0y6outkn0hhWGfEe3b5lxJfXyR4eqjwHTnOxYZJjyYUtk6xTKXjhFa+abetEwLu3d9tpWa005dbStnz+07z8+1c35V+/+Fm+uLUsy5qXvulL8pv3X5F//Pi8/O2vpuXdiyXVnrV86YaU23XJNWqqQWv8rZxGzAp8URNmLZqv5bDzuq5VVJeCavMIj+GHUxCTBBv1/DUF12NevLZ9FG0Z8bwQW+dEERJBDzzMCwre/6Bh9H9/2cFo/iC6fzQsFosOHkZjH1TC7OsrK3EziB+O0dIOU3wWuOUC/XMfIyjlZXCgJH1quiczFXvVkJTdAFHmdGbhnSc8TcjLlMqlojt259Uz8fbK5aNz/uizB8E/oMQHD/yzhinyr5NDtdl27+G+/WBZvvjmR/nDn/4in//lC7l7966SeVMunJuWjz+4Lv/wd+/L669fkUsXZ2SId8lqdDwp6HLDhOrE584tdbSUfFXaLe0XvJBKHe3Gp//dq7nH4kn9RxwvIlGfBNxISyQZInuHARg2XgvydoYsa6I5JQQ4wS9JeLGw3XE87PCLs94F4lVCcUsFCm7i8cpPvgPAOjC0gz8eXfZdBlPll9E9Hbic1z9omZ2ArL8XNf1MornzTmX0Q/fYhrvs92mjbRdVkxxOVWUqvSXT2apM59pur3VZycs/nq8x83y8xkQ5lN+cEI1XhdGgmyr+LCXF956QVDIxhbDgD3lu1UX4GrwGqqqPDVXpf6505D8e1OX/+c26/N//PCv/r78uyzeLTWkUhuXKK6/I7z54S/7bB1fk717pl/dUsZ/qb4leFPgdK9rwqRavb+U7l1mpaT7qmbY09CqikWtIM9eUVJY99ikptHNSbJQ0TFG1dzRs/94/4NeeWZdnnZz3lvOZtYbWNzXqasP5ZR8Iu1O4Tos4XaC/RZx6wAIeEJrjjb2xZCwRoOvwICTKl8blYt2Lct+ZCQGNNIhQPXHUpdw+NcJ4MFkuwKSM+zlyyfYEeeTd1cViSUqqTZdUE8/Zvm9AZHsFfc7gqT7V8LkS2NppyI1bS/LpZ9/Jp59+Ln/95htZWVmVgf5+ef3a6/Lb3/xafvvb9+Sddy7I+Zl+6S9z05YVG6YrD7fKpOVAe6Y4uax7p6CSadOZBldEDk0iXjjEd32cIYRNdXQ7Lk4/3NJIUl4u8YEd1+sNub24IT89WJFOqynnpyfklQtTUlZFFI3X64caxvUng4aFBff6k2qTqgXjg2hxde/ZcGHV7qqdCVKvOrCreE2bKQx//n0c86r1L66l5P79FXnwYFYWFhdkZ3vHffl9YnRILp+fkQvTYzI+WJSx/rzb681Tg9LiK+9q6lWN/04g6VveHra7x/Zdfg7GQWEjzi6iRh1xJmEEhFEul2RsbExGVQYGy6KKpz/nDdgtsRhgWty8u1vJ1pHAjglAOBPvNQmfBOGQdNH42WW+s7Mjc3Nz8qfP78tnn30tX339tZL1fef34qVL8uEHH8jf/PZDeffdy3L+3ICMuM+DJfHza2Rq6TwC4VVGxMuDqFGfIbysGjVatPtAQmIHdtxsNmW33pLtSl1aqlEP9JWkv4+vwrjOrb+q9bZbe/59Dfq+5M/6ekylaho5LwxhXTynxxk9mdQxmnOK90S3paWMzjcIqxp4va5a9GpLbt1dk4WFBZlbvCeZdEMGykWZGhmSi6o9X5gclYnhPukv+M+WpVV86h62U6eVpJULlj5CWHvTBx43ZKNG/eIhEvUZwstO1EZSlN3Kz9ew+ZpLvcW5tuRVVeVpSpYrbL8HTwdabbkbgwkpesMTeKu1Ixkl43SKz5fl9aS6uy5IRGpJt6Wd6UhFSX9ttyYPVrbl1iyfudqSpbW21Op1GR8vyuRYv5ybmpTzE/0yOZCT/lxGimlulLIhzj+27cpAjjQv7gVJakc6qvnnmSAegcMM10jULx4iUZ8hhE31shG1ldeRnNrD45b2FXvQxGvO6gd+ZdeIemNL4y87+cP1x84QXFibdn+EU9Jkv0RDGX1Hle3NnbbML+/Kg/lFmV9cltWNNWmqFj6o2vPY+KC8fX5Sxob63etaSzphsLORfcxQL7sueMe4p+QEiYVmdTnUdFKpgnc8AIcZrmHfeJn6yYuMSNRnCGFTvUwDsFcXDYna95PEjzo7N/3fXy7RA6suq7dEqzaklJndTcM0n8HyX2lvqBc+CLu0XpHZpS25pxr00mpFNrZ2JZ3JyMBQScYnhuTchUmZGMvJdDEvJXVnP7jbPkl0TpgElKDdi5D8RGN5RovGo3u3C3lKiPqohmUk6hcDkajPEMKmetkHYFgX/tFwf+xrBWL0GjJ2p5EnpI0PfCb6s3NxNMqDJRoPO6mbKls1UYKuy/3FNZldWJKV1XXZrey6ZZXhvpLMTIzIhakxmR4blMH+srrzSDv6N7FCx2pz+SJ+hHz4PELi7PHmW4Vew9a+7rKjPynelu3xUBkT+5O2eyTqFwORqM8QwqaKRL1PXGyOo7ew7usJ2mjY0aP65SZeSNTd4peja822bFcbsrJZkfsLm3J7dlUWVrek3mpJPp+V4aGyXJgZlktTgzLZX5ChYkEGWOKgLdyNSP+ZMp4S6qRZe+YVpz5uU+AxyIlfDuGhnJaeJCyPNSlyfd5UhO0dlvdJEIn6xUAk6ohTi8OS0z5RI5AfWiphEz07BR3zTgv/UiQ7m+iyUlOOXK+qBr22JXPzS7KwuCJra5tSqzWkVCzK5MSozEyNyuTYgIwM8BrWnJSVbYmRvdpuyUTz6rJr/VRN0nuoF+OcpM2PP/aTievv6pZWgrfy1mo1qVarbmcLN03tpiriH/IpOrNX/eAWDu1I2GcbkagjTi3omsjjSAZtld4CvJbKkUoQzGvO/qFpdFc03R1l6M3tbVlVDfrWyq7ML2/Ixvq6tOpNGSiXZXJ0RM5NDGv/7JfRwZL086GCVNu9tpSbhK5/0kURTY4vq/hEfWrAH3n4cjxM3uR977wKn0ODlNmbvbm56cxGo+HcrD548jGfz0tZ89jf3++EYztva/MgEvSLgUjUEacS1i0xH0vU9BPUWoI4bVoPWQhWG72o1dY49NgtRajbTl2UnHdkbmld5hYWZVW157XtuvBKEF4GNTU2JBdmxmVmfFiG+exZXtzHhTNKz2592cXkUk1EUyH5FK9lJV0ly4SOHWH7/z2ixs4TNqbRu2OgZW2rFr21tSXLy8vOhKSBkS/aNfEguJVKJRkfH5eRkREpFArOHSK3+rO6O0w9RpxeRKKOOHH0IhHrlmY+kmRY54X21A/+XRjWpFkrVrOhRM0LpXYqdVlRDXp+eUfuzy/Lwsqa7FaVtZWChweGZGJ4WKan+mR6vE816IL05XlIhZt+mj/34ihelbQP9xpVlZbSP2B5hVxCxU6rZ8nF+jHF2CuD+uDFSYl2D9hCWKvVZXNxwWnSCFp0Nnl3CEL5Qs0aEmc5hCWQ0dFRR9ho14QJ6838Y39kPUacWkSijjhxGImEMHI5HNQfGrWSMnouuyvc3mkl6kY7LZV6W1Y2NmVxaU3uzs7KkhJ0RQk6my/I8OiYjI2Oy8WpYSXqfhkcyEtJ1Wf//cS2ZFK8sTnpe7DyXp/EpulBhE4vxoc/53yTd7d4rVADG0X0RVIL4TQ+t/ShjpVKVZZXVmVJ82das61BmzZtJuQMYSP1et2tZUPORtbDOuEYsYOwHiNRn01Eoo44cVgX7CaWw3ZNwvmtdWi3fv250WrLlmrQS+u7sry6I3fu3ZfNrS3Z3dmRvJLf2OiIzExPytTkqIwMDchEuS59OaXeVEF7XU67n1/EIEtkAzJOpb3m7oWzaNhKnkk2ebjcH/j8OHNP9uFLmZzVfg7RLi8tyOzsnFRrXotmSQMBEDN10a1VY+fc7u6uu+nI+aGhIblw4cKeZm3hjeQtXMTZgm+9iIhTAEikm5yNWB4lrPU6clb+rDQ6srrVcI93f/HdPfn0L9/L519/K/fnl6Sp5Hvu/AW5/u478uF71+X6m6/K1fNjMjmUk4KSt7h3OPshkXLvqWZXNXlqOy0damWPtF/iwOQPGrbVZghQw2uevN37SFy90o/onwut6nSz0ZLNjQ1ZWlqR7S3etFdwBI02TdlMc7a6wQ4gXis/Wjc3EyFk1rVXV1cdeXfXZcTZRdSoI04cvbqguWGaNngQ6up1S1kaDXplo6KkvC53ZhdVm95yL9DvK5dlZmpcxkf75eLEkIz3FaW/4D9QUFBChmxZL/Z9DND3IERI2P/5Lw0k9oeg/vjwAOigYR/cR12XVtiW7raS7s72tmrSs+7mIXu9y4NeE6bMEC8CIGRg9YH2HJI4JssgLJtA8jMzMzI5OelI3OrS4og4e3j0CIiIeCwggW7pRuIOYZgkbmirCY/0BNTi6AWSUXFLHCotlbpqpDvNtqxsN1WD3pI/f31L/vOPX8hX3/xVVleWZaBUlNevXJCPrr8hH19/Va6/PimXpwsyOtCRcr4jOfeZcq+p7qWjdv48JXty9kgyaYchWGhOSPiRSBIhPR4dbympbrMNT7Vg6qBvoM+RqRGvkTBuELYRMTcRWS7hPOcgdgTyxj9b+tCsWQ5xySbhjfQjzh6iRh3xjEi0SQdrn4fbifVd904LSAcSDE6z0a2d4qENWx6gzfHLSe0DHKM9omGqE3s06hpXRUlqbasusytbcmueJwl3ZWN1WTKtqkyP9MmV8+NKyiNybmxQxgYKUshCu/5xFwC3kk/0aUxbyDhqHDS8cGd5gvdWLy4uOs2XZQ/bD21+QjswrZhj7CYcQ8SQeKVScfGcO3dOzp8/7wicc+Y34uwhatQRzxVeY05IJq1EwfemlHQ7iTg371E1xLZqmS1P0Diq3w6SUpLWKJoQdL0ti6u78u2Ps/KHP30lv//DZ/L9999JZWdTzs9Mykcfvie/+fVHcv2dN+TK5UkZHWXnhEuAn1/gOGkrJEo0YzRetGQAmdpyB/VlAsw8COF5S8NIm3RCPC6uiNOJSNQRzwSe0UPaKjz5t099EIIKxIDVvTKUT6vmpKFST4Ttc8oo7gVF2UxH0hlezt9ULbspzVRbanp6R0MuKUHfWNyRT7+fk3/+7Kb862d35NubddmtT8jF8XH5uzf65P/0/rj8T+9PyMdXi/LqqMh4XqRP08826xp/Q1K8TwPGZx5o6STRUnJUyfCxAK9iHwsgS0jUdmsASDpclw4JuxvmFp7HhKAtnnAi4BxuNklEnD1Eoo54DlDygEASElGG8KZC+UdUcfYmp1VbzrjvUnk/vOUOUgH1dkO2Ktty6/49+eprtOc/yGeffiY/3/zZrc9euXxZfvvb9+W//MMn8vFH1+XKxXHpK7CI4bh4D5DeaQNEyhIFRGoEC3oRtQkwM0T3OeJiIoCoWcsOy98rfMTpRyTqiGcCLyZyLydKjlnzdd8ySan2zNN36Zxqx8lTeE5r9f75UHhBhQdKGqm61FSD3tUzm6p1r0pebtfy8ofbBfn//KUq/49/mZV//vOy3HpQlVy2JL967YL8r799Vf7334zLP76ek+ujLTmfq8uw1GSgXZFya1eK7apq0TVNrua+7k26Og2o6IHbdoGZOB0TIMmQVCFrSNQ0XTvfLYZe50JSB0b4TGS29GHnIs4ufKtGRBwl4AWVbn6AjzLplBPembHPkR33lZbdek3mV7bkrz/MyX/+/lv54x//IF9++aV7ao93Wbz7zjuqQf9WPvnkPXnj2nkZHylLPsclPVEocaE5ukQyPnIlK2HN+5SgmzDt2NaUQ80X2HnMXnZgx6Eb8XHcHV/E2UUk6ohnAho0Ak3Ajeza4B3L2XbTi9ozJs6XkosKyx68XnSrmZaFZkF+XMnKn27syL/++a78y6ffytff/yiV6rqMj2fl4/cvyD98ckn+y0fn5aPXBuXqcFpGM3Xp7+xIqb3l1qBVfXdrztLOqbBzIq+afEE62bJKUdrpvLQyqtknO0haGSUyvoOYbqmo1mmPez9HQKDd2rO5dZNtL3T7sWNzC+MGaNfIYeOPOL2IRB1xZNgjDEfFXYKRgPt5jaZq0KopLy5tyRdfL8kfP/tOPvvTF3Lz1h1VgtvugY3r16+rBv0buf7uFbl8cVSG+/Num11GSdW9c7rdUkGL1kjTStIIBxq/ewLQLXHoROKWXEy6EWTsOcOIFIR2A27d0guHJVzC21JIJOqzjUjUEY9E9+DmctoexOAMm794wwULDOySdvug995mx6U3rmnVWtNSU9u2Oi3WRL5bqsu/fb8k/98/3ZA/f/GNPLg/J9lUS65dGJffXb8q//X9q/K718flw5miXC62ZTLTkD6pSqFT1Vg0fSXldrqkohqzastu3TkFWauZ1qlCzY6abCqBp31OfG7UY/LL2rqX3pT47DiIdCFQ9jrjzjqygW16wOodk/q2h1vCNWhbLkHwZ22DSTz2hGOYdnc+XDt2icVn5y19c4s4fkSijjgQNnDDAWpkYQM+HLrOiR9Hmt4N4AcNenV9V368NS9//Pw7+Y/PvpAvvr0hc0ur7pHnixcuyHu/elc+fP9teeeNC3L53IiM9RekL9uRvNIsGwDZ4MdCCzFCreyv5g15rht3EdBhmPcQXp4LqDsebuHFSZiQoO2nNqK1Orf6RnA3sfNhG+FuNxAhanuAxsgdP8RnYQ0WJ7B2DY8t/e5z3bB8RBw9IlFHHAgGpg3OcBBiOkJRyakdgS7dQynqv57OSiWVk/V2TpabWfl5rSGf/bQk//rlTfm3z2/Il9/fkaWVTSXosrx6eVI16CH53a9G5OM3RuXVqT4Z71OCzmUkB+F3NGbeodEpJKJaqLqhE/OkIW+sS6HTp1TSqpny3g3VzG3lHG2ZvDnR/CH+81laLhd3IscAq0PqlCcRBwYG3FdacLP9zkaCZjf/CHYQtouBc7QJRI1A0H19fY6sQS//FndIxKGbgePu8L1gfiyfEUeHSNQRj0SvAWoDOY3Zabt3N+vodEQNRdbbKVmvdGRupSLf/PhA/vjFD/Lpl9/J9zfvy1a1KcNjE3Ltjdfl/Q/elA/euyLvXJ2Sy1P9MlpOS0k1aKc5w1cqrZam/xChIkoq5MPp1erJPDuBJLz48wh+u8QRdZccI6g/06ohVUi5qZqw1a099m1LDiYAP9YumLZcYnEA4h0cHNx71SkIw3SbZg/Rna7B/PY63yueiGdHJOqIA8HAR0DPwazH3KhzL0lS+qvqeF3ebsvPc1vylx/m5I9f/awE/ZP8fHdeGs2OTI+PyvVrV+S3774qf/PWeXn/8ohcHRuQwdKgFNMFp+m69eKUkr7bX92SZhpRAtKTLRXPp/rTVnJyOzwQiIoTlj+IA9G860SyJ3vuij3vicWCPkdYHRq5QbBo1RAq5MyTihAzfjg2v0bWADNsF+LAL8do0pxHS2c7I2RtcVicYXsaLE7z9yjgBwH4NQnxuDginhzxpUxnGM+76Sx+BjjolZ7bwaE/mzsVmVvdknsLmzK7vCFLGzuyU6k60hgdHZMZPhI73ifjgyUZKuelnNPLf43WvQGaR7uJm+bVtJSWpKnHvCmPP4CJHu3InGzA2M5UyWh43h/dC5x3cXRLAs53OT1vhPXIk4NLS0vu5UwbGxuuvtC0TROGpEHYBmG7IPjhKUfiYkllenra7ZphAgCQMP4gUPyaBm6w+DiHRo4YoQPCEd7e0mdxhQjLFIn66BGJ+oziuJrNBl33QGQg15ttma9kZG19Sx7MzTtZWVt3j4j39Q+4L6fMTE3K5PiYjI+UZKCUkryybFY1ZvZU83UTCNh/7EoJm7T0n6Ra7eQjrlz0JU3vSRsNkZ7hTbpISuNMqwbOWWCmw362FUl4Jx5mPvwAzvGBeuS1pA8ePJD5+XlHlpAhhAuhWv27ukjstAXCMSaPiiMco0lfvnzZfY7L3kVNGhaeY4i2Ow7I2b58DulzbOfxT1x80AAtHZO8hfmz+AD+I44WkajPKE6o2Vy6kML29rasKEH/eTknq6trsr66ouzakP5yUSZHh+TCNFr0kPuKd18h675D6B54QXtWndmtK6sdkm5kSo4o3fBWZ5Y/NCFH5K7dbdyrnduH9AxisR6C7om4Z1boKmq6nsIPbvy4k4CJAfGnzJXwx0EvvdoNcoYg5+bmnHYNSUKARthGliHBQr4IYdGkASSNJs13E1n3DoFfwoXaNMeEh5jtg7qQNTc2zT9pW/p2gxKyZiKwXSWGcEKIOFpEoj4BhARhJdovd2LuIXHYI5oEesjHUR3U4Kz58K46yJwZQP3v+dOfhxUfO+POOpOewfui2W7X1LB85mptqyoLS2syO78oSysrMrtRlVwmJf06gGcmx+Tc9IRMjA46gi7rGM4rL0CCbhWZCBn80CTlUbs7ygSk0kY7pgzkfj8vDtoHktAPES3FsFVqYITt4ILqT1AZxGFh3WlFGP55onu4GalBzhAlmjUv/WciBKZZQ5TmF3I1wY3zkCdLHhMTE3s7PYxoAX4hUsgfd+JjTXt9fd19XYa0wwmC84Bj/BOe89hJj3SYGPhGo2nWVjZLM+LoEIn6BJDolK40CEPC2SnuL1qDelCggYYe2AHB0xwMED1sawSJT4UORD1yGuxD8WXczT/Sxp2x6EjRdQFc2dqWBFA3YqlrGlv1lqxs1+T+alVuz+/I7MqObOzy2tCGXOrfdjcJz52bkvGRARnuL0tZNWheukQcaMduXdnHquV0JfUHgPSDw5cZECkkvaITIOTJzUXcTLsFRqAcY2cZArLkC+SY9q1FziPYEeIAds5IemFhwZE0bhA8E4MRdRjewpAnNHjOQ9ZMDqyFm6aOP2DhIo4GkahPAP6yHb1un7ac9GwJc9QQ3UStpOtrhF0SECt/xOVd/a8Hrew/yrpfr4xdnrrGv3/Bv2ppGojPXDU0k7U6GjRfT1mRu7NLsrCyKdvVlqRzZRkcGZeJsSF5+0KfDPWXZKC/KAVVjHlHv9NOSVDjdEsaLm2Ph0qcOMbxvA80V1tagrRNu4YkAeQHkdp6MbtGbN3YlkkeNaQ5D2mzHo6w7AHJQvAWHhCHxRNODuTDCBu/LLPwJRnygD+L3+wRR4NI1CeAfUoFvlyPKp35VDpObCAJp/WU6qgm3GEgc17dU6pPp3LuNaN2mQ8ybb1sbTdVu1W/NLuLAv85aaWzUlPi32l2ZL3ekKXNhswtbcu8kjTfH6ztbEt/ISNTI4NyDg16alRGhwelr68gBWVnN5Q1SqJNM6HwGHmLJ+Q0j0nbhSTNjg7v5l0iPGw4QnZorhAi68aQI+eoSwgVYmaHCARr2iwwP90wN84zEfz8889uPZywkCzxQK6ki+A/pAaOzQ0hT+SNSQOiRojD0CsPEU+PSNQnAE/TCam6XzP3SxyWdd8Nmz/y69OEhKiTZQvsnISoVa9VmlS7+fOarn84pamxaA5Yc2RwpnNSb2VkXbXl+bUdubOwKg8WV2RlbdPdWCoXCzKhpHxpekIuTo/L5HBZ+otK+srOLKVkk6y2eSWeDnJ4g4cKeRjG8rxPySyGqBm0p9fXIoCtO5sAhmhT24pzECvSfR6BYAHnOea8DW/TiiF/vtHIWjiEDUmz5GHnSQPYscUNLE2EtJg81tbW3KTx2muvueUXzkVt+ugRifpE4Bc/9uG1Xi/evl/WX9KYq4mk2RxfO+yHduSdHHtY3Tmqdj7IAS9IquiA26m1ZGmtKfdml+Xu7JysrW9IUwfsQH+fTE+MyMXJETk/PizjA0UZyKelnIEEkvx3/H5fBw3T0ZghaZdtp1n7fHgNOiFplzvnwf39soQvLyBAG5KhpgxM0zUS7EWi3W5mN22ZdembN2+65RR2bNiSBf7M/6PS6Sbh1dVVR/ho1BcvXnS7QmwiiTg6xDFyInj2Tsyw0eHjLQmI1UtX/M6Pp24Iut5qux0cK1st+enOlnz255/lD3/4k3z99deysrwk/X1leePaq/LJh++rvCPvvHletek+GezLSD6nsad9XG4udaI50Tjb6uDWunWgu214bKhO0vZi6D6OCGFaM4SJhmtEGRIpYuTZC73OoU3zUA0m8Ydr2iYWd5gGfiBoI2ncyBdavr1PhAnAbkpaniOODpGoTwKowQ+9uyIkLnROOrlnQds57D8fK5LVU/7lQnwQtiHpTtP5R0NluQNfHe9To9Lmbat7Kus+KLut6c03RL5bFflstiX/x+ez8t8/vyV/+OG+PFjZlL5y0X3m6r9+cFX+l/cvyt9f7Zd3h1NyXhMdUAIuKvmydMLj4g2Nq+qukskn27qaOpA1FxkdzBktiw5qtzaCZoVoGHTnfbG/iBCQYzcgRxMjzJA4Q/I0cjVwzsAyFmSKm+3wAPgnnIUP3TDD+MJjzqOVszYNaXPjkzTCNCOOBpGozzKCAXQwdGDpgKo3eM1oTX7+aU4+/fQz+ad/+ie5ceOGuyE0NTUl73/wgfzd3/2d/OY378lrr87IwAA3l/wU0LbBaeNPrXxOK5/XyQBCZmAibotHYncwM+KwsOUOI8SQ9EJNFTMkZUibsJjAwgOLAzK1pw5xC4kewX84AQDSCIWwdmOT9MLJgRuMaOwcW/iIo0Fcoz4J9Kpxt/UuLHNiaqf3Vgaglp+Xa2iT4TOF9spJqyvqKJ2VVkq1XXXZVafNusjqVlvm5jbl5q2b8uDBrHptyXBfSS5NFGVmYkTOz5yTybFhKRf1klvDIezccHEn4Chc+Xbpq3idjCOPMARQCnCmtwXtt+/RR/QCgqEVihGikanBzoPuc08DiBICRWO2dCHYe/fu7T2mjibMjg0j1JBYLS+Pgk0opIUWbXurmfRZq7aHbkAYX5hOxOHx7L0i4gjhOzEdu97gMd4WI1dFBwWaKh0+6fSsE7tPTdHxnSab2PV0s9GRzY2m3L+3JV9+eUf+9V8+k//8/e91oN53W7reeP11+eCD91V75jNXb8uFc6NSLqk2psF9FKatuaSOBBrtSwPqDmI0zRJSs4dIOKZ9jUxNS+bcUZA0II3uuEjD0rNjA/ZQDgPioQyGp4kj4vCIGvUJgFIhTonGdD964JrCC3/OnS1v2DL7uyuoGh5K6agzopTqNufV9Gd9s+X2Pz+YX5TZhUV3R76ppN9fzGk9j8qlc1MyMz0lY/0ZKedUC9LwTsshIk2H9WOfcnLs6t3niF8Ps7OCnlyqu9+H4UNaTCrqydz2AtjJFwCPGkpWjyGM1CxcL4J9WhAn8UGmxInWe+vWLadRc4y2Hd5M7JW/R8HiRVgKYdmDOHjXyKVLlx7aU23lA0+aToTH0fSKiKeC48YD4JYJ6N/4cYMXixdHpMkhGyt2qyLzCxX59rsH8sc/fS1//OzP8u33N2Rra0cGBgblzTfekE8++Ug++fBdeevatEyM5KRYSLt7fY6W0fwwkzgxGVAHDarEmwsTsY9u0gXmBrGZhH6M7I6KwCw94rN0QpD+o9ArTC+E6YTHEc8HkahPAHTnvS7t1EwGj4k/ww1AXojEwyiNVFqqOh4qKruY2mo7ai4oQX+/WJE/3FiQ//HlTfmXr27Kt3dVi9ar23OqPX/05kX53Vvn5B/eHJcPL/XJxeG0DOU6Uk41JdOuqzbMenZO08jrpLH38LdL3+WFB2ncU49NzSZ7PbyEeSWECZ0pnFJ+gb0TSZldufdq4oUAxBWSrh0bGfciZfPzPBDGiwZN+kaolm532ka6j5IwDMdMALbEY34ijg6RqE8F6NQPd2zWn+nr3DvUA+cGrVUaIqs7Tfn57rL85esb8vvPvpA/ffmN3H6woKSblenzF+Wd6+/Ihx9el+tvvSKvXZ6UieF+KasGzbug0aCdaJwtjRyN3D1QqIlx3GZPNAm7gYaAg+yatS55PDTs4TyeOXSTMPXIWjXLTywNsH2NXRHYuflm68XgqMitO30DeeMJQnst6bOmZwRPHJQRk7jDpxwjjg5xjfoEgK6slOhK47u0lnOvGdS1A5WKNNRkLZqX5FW1OtZ2GjK/uCLzK+tyf3Fd1jd3pOXWn/MyMz4qF7Qep0aHZKi/LH1F1qBTwpZmliha3JhUrZg16UyyWOzXlyEX0neJq7P/83Z1dvWug9q5eG9mB9lg/Ub1LG9RY9+fuWLu2+2srwHy8eIA7ZJ1Wwia7Y/uPoGSGevEnEOzhTR5WAQTcrNdFCHRPi0Y0jasQw2aieLHH390e6khVaQXqR6GEiyfmDzlSNl4mx7r0+Hb9EAY31GU72VEJOoTQFsp0hM12m2CvWbQMnZ4QWnafdEbgl7Z3JYHy6tyd35VFpaXZW27IrVOQfoG+LzVsFwYH5SZ4bJMDBRlsJCVPC9CIiYNjwmXdlRTdhvsUiyo8D4JiDrrNfakntOqxfNHqL1uoR4tZ5hdrSI5H4GHayNM78+D8148UZt/M6mB/RulZx0QMuQMGSLYIW1AndoaNQTJDhxIjZfwY0LgRwFLB0CYaO6YkOkPP/zgXsbEEgVE3T1BWLsfhlDxQzoQNWlcuHDBfV2GG4lh+L2+pDhMvBG/xEtH1PsE0hv7KT5cLXbML++fIydQDOLeXrcH6FC1GM1vGIPl3rk6clNRB47Rr52LW+5ISUtlt56Stc2azC+vy4OFBZlbXJJNvWRO51RTHuiTi6ODMjU2KpOqSY8Mqmam7u4bhBqn28lBfESKZd9w6VktGG3SBZwerXn21P4w8GMI7YBXmO4hCLrvvG/zp7tjAHvT1ZkA5GSaKHWHcAxJ8y5phOUN06AhQ/NvRG3COTRrtFFeamS7JTgHjNi6jx8HS8e1aSJMGLyQ6aeffnLnSQuyxg7wY3byZWlaPMBM3BCWcHiIhkkHkub91EwCEUeLl46oQ0rtBVI0ik26pPvFDeF2Wl0v1TlHd3QvEnWvGN2HXtyK/zK3h+WcV5LyCHZKiRjRHyVnHVAMEPXBV1S2KjUl6F1ZWNmR2YUtmZ1bku3KrmSUiAeHlZynJ2RyckCu9GdkpJhzgy3cZoVgtwEVcbSAyKx+zQ4gZQgabZUlBgBhIWH7ALMTBpLDzsuRIOrJyUm3HGLxm8aLxgrZW3qPA3Ea6Vo44iA9XnHKy5QABGukbPky+0HgHGG4WkCbpnwQNBo15eD8o8JHPDleQo06pM9fIqwM72OfqIF2Y7+1WZFOMYjo3H5AGHD3L+JnIOOSxKThtAt7u4ux4762XWunZafWkbXtqtxfWJLZ+SVZXVuTeq2Obi4jQ/1ybmrCyfjosPT35aRPCZ6vqJim1o04UI4eDBUjT+wQH0SMG19K4ck/1qNpE5tAOR9qp2F72To2YnFBeOfPn3fhcXsaoiYt/Fl+Q+IkHr4ec/v2bXdjk3SQ7n5k+QVheAPHkD0aNZML2jQTDWWw9LvDRDw9eo/yFxas/PKSo1DcJrhEOL9/7PVcT6kWHq04166r8EIkFi1UE1ZiNuHxbXZP4C+r8fOaJHVxx46kUxpzWi9DUy3ZbjVlUcn5xoMV+ez7+/JvX96UT7+774632ykZmByRt997TT756Jp88PZFefPisFwczMhouiWFjN9/y6CwQWWDIw6Q44ERIcscaNKYAOLjBiGkRVtYG+HXhGNI2G4q4hcNm6UJ3kRnxGw4bJtaXwAWxtLjmHQgVIS0SYeJwpZpLK8W1o7Njh+WeFh/Z6Ih73zlhXV24gaEPWx+Iw6Hl4yoH4f9Tv4wrNNhUmUqyXoyQXD1Z5ToIWT2HbudFQxSvKgJQetxXf1tNNoyu1mVHx8syxff35HPv7ohf/32B5mfnWXRRC5Nj8tH19+QT371lrz/5jV59eKMjA32STHHY97kkcGzP6gMdtztHnF0MPKEiCBaCA6SRjs14oWosUNqECGCHYHcIDpMI2P8Q3iYLE2EpG9teVjiC/1ZONII3VmXhlwRtH7StJueRtZmEg4hr5QVfyztYJJn3kPN+jpxWhphWhFHg5eQqOlEYUc6gNAcCZvw7/VtT9L+VaKQL0hcJaMdO4smnfLauA+onV51al4LulVrytz6tnx7f0n++N1d+c+vbsqXP9yVRXUrlMpy5eJ5+eDdV+VvP7gm7107J6/PDMt4UQcymnmnrpMAK+wMHjUSMAiNPGxQRxw9rF4hodCOZgmxQnKQnmnSAH9G0N3gnJE4IIxtl2NJATGCxy9pmf1x6M6jETVuJnxrkWUWyJrJhbhtGYblDEiZMiHYTTjHRMMuFR4XZ5kGwgaHyVvE0+GlW6P2b8Xoho+X34cqA5LeNxTeh1aaO1Kb869d3x37W4wQsw4otUHX3CCsNVKysVOT+aVVuT+/6LbarW/vahFTMtivWokOmJmpSRnjK94DWekvkFJKVEfROLEne6BxdfWg0Hh5KMaObQByvOcn4kgRDhXqGOJirZe1aYgWwoL00KaNZI2kwzbBbu1lJIo/wkCEaKwQ6CuvvOLiJG7zgxnGdRDC+A2WF9xN4+dmIGvWCHaI2eLnPH4B8TAR2WQEyY+MjDjCB/gN04o4WrxURE1sRtMWUxgrppGu4eEj8+n1a/etQsRpzwrVtFupvFveqKjzdqOpBF2XheUdmZ1blOWlRdnWQZhOFWRwYEQmx4fk4sygnJsYlNGBgpRVEeMDAW51g6dcND4HTZYbmKTkvjWgyDAw1AwHrdmtSQ8zoCMOD+rVCAk7yx286IjvBtqHZiEy6j0kRQgYN5Nu4MfaDJM1aoiUh0dYWiBOw2Hb1OI08rT8WN6IH+CHyYGyoMVzhcBx90QDObOjA00acoakbQJBiOeweYt4ckSiTgQ8rB8bcMXF+/L+9ZiO6QgarcPH3VYNt97JyVa9LUubdXmwuObeYjc/v+AIuljIu33P56bOydT4lIyOlGVkUKSUdQspklNJO/InFR1gkDUp6r/7WIuakDVI6wAKidpMmtMGlw3GiKMBdQuBQVBNvfznTXRo02jWEDWEaiQekiF22sfOdQ85c8MPgmbLEgRa69WrV90EQLrEZ+38OFicYX4sD4YwXcBaNdo86+OUz0AYykYZIWuuGkCYhh2Dw+Yx4vB46YgabRcQU0KDiT1JD5JzySRpYagztcR+Z8h57wGXdEZP5aSh5yrtjmw2W7K01ZYfH2zJwuKqyqJ2/qoMFNMyMzoo56dH5fzYkFwa6ZfRcsEVKZUmPdKGoElE/5WgU2m0KD91GOBv9l0Dtxfb2Q7GaRswYVcLB/VZG9jknZtpc3NzTiBBtEwI3M6HZli+sA4Mdh6TuIgb0kRrZfljaGho7/xh6+qgPBwmvK1NGwgDGSM2WRw2HxFHg/3p9SUB3ctkH4mWg7iT/lKu024JH23FMaWdlFPOm55XunYvNGq0lKB3G/JgYUu++vqu/Ofvv5Q/f/ZnuXvnliP/yxdm5IPr78rHH74n19++KlcujclAPy/GIS1PuvuAmDWVZBD4IcavyekDxIL0IiDg6jE5ZwM8HPjgoLCnEVYeNFzIzDTV8BxidRLau916uQPiw45WG6Zh6TxvmPZsgkbPjU67YjiufETs46UiaroXeqoJ68HuA7GtuqRURKVdr0mnyQ0Vf0nIgGkpI7uteOyRVk13Q4qyIAW508zK58st+e/frsr/8ccf5d+//ll+vvtAxvTK8L0LQ/Lfrp+T/8v7M/KP14bk3YmsnC+KcOsll6qpMs5HRnc1ThYz2G1dUJ26IM1UQRq82jStAzXdUKlJ2wkfDW0Kj2ynD6FNHxeMXELgBrnYOifH3dJ9vtvfaQb5g0RtB4QRV69ymBzkHor5sbjC+jlJHOckEdEbL51G/VjsDQqImSUIr0H4gdSRar0jqxstuXl7U/746Q35H//8H/LHP/5B7t2/J/19fXL93Xflk08+lo8+/kjeeedVOTc9Kn3lgmSTFyXZezgcujs/h11Opx1cCpuWFZKNkQvudr6XAPPfTWanDWG+yCskjRmWo9s0+0HoPk98SAjiP0xcRwXSsbboxnHmI2IfL9/SR0s1oHZDR0RTe51f1oCQ+SispPOSLvRLJ1uSRion1VRWdlW73c5kZbGZlh/XWvLprQ35f//5pvz3P3wl//GX72VxZVMuzUzIf/31u/K//c3b8r9+cFH+y7VReXusLWOqMRcbG5JrbEq2XVENXtPUdFWHl3qqLHXVzBvOVQeiz57TmP3TjA2VprP7m5bJrUsdtMhpGyrhAIZYIHAEt4M0Q/x1X0qfZhIgn5ZX8s2aNKaVzc6Fptm7YedCP91+u891n39eoCwHtcNx5iNiHy8ZUScd0HXCoCMe0O+UX2RrpyV376/Ll1/+IL//z9/LH/7wB/dO31azJa9cvSp/87d/I//4j7+Vjz96VS6dH5ahgaKPH63IvQNa7UHHZmDzLhDt7u6vO3G8HjwODjxxYqA+QxLuHshG2EbIRgKhgDCMuZ1GWPlYs2X91naAhFqw5b+7HBb2UaCuDFZ3hwl3lCCt7gnUELZZxPHhJSNqtFEe5eapQtWglTDZq8xbOdBsqyrb6me1LnJ3oy3fPNiVP/ywIP/jq7vyb98vyFdzVdntZOXDy0Pyv1yfkf/rRxfkv70+JO8Pt+V8qiHDTkeua0duSitdkGZ2QJq5QTX7pcaZtqbdUW2zk1ENOyvZTlpy2ul5J0ja6dW8p1oHgx61O3mVoir9JSX8kqTbOZW0W1PPdGqUxBfphGEEFQ5uBjLuaNIhaYUD3E1YiRDGxHAaycDyRD4haraqGVFzzias0I7Zyx5K6GZ+qBdu4iHYOXfcsDyF+TKJOF68dEsfITFA3IAbhRAoD5VsbtXk9r0F+eKrb+UPn/5J/vLlV3J/dl7SuYJcefWafPzJJ/LbX38o7771ipybGJaBYk5yyveZtBJVpy28fCmTzmh8HWmoQs27q1m8cOnpv3Z7flzK7sGWA2H52xd+XWAnpwOUy+rUwEBmtwI323gYhEeseQUodh6oYOsZe4+NyMOwof0kyOkghHkhjxA0JIpp5QgJzY5D90cdmxukT3xo0vbeENI7aPnoeYD0uoU2RkzLjzheHO8+6iAl9lH/29d35KefD9hH7TRGC2AU5WdyPqkK+YUZZzsys45zdQ+N4FfDsdfZadHqpKfcm+zUXlettq7HLQ3EV1QW19qysLQm8/OLsrS8Ittbm5JLtWV0qE+mxkZkWmVidFiG9bivoBqxhrO87ucEE1fvQnqk1Q3vQ3/13wYoYCC4ABqu2Wo6EnBQP/v+uXnl43ax6IE1IXYQNilxh0Rqx2Y+CmG82JEwDcIbqRggaJ6sg5QhakiZtAiHfwRtlEejeeMa+4/Z9oWfMK+WzmmE1QuTDU8mPnjwwNUBSyGWf8pi9YX0qj9AOMLgn7okTh544e12r7/+uttDbeGBhX8cLD0kbB/Ssfd52NY/0qcNmBR4ApFj82vnEYvPzkccH06MqG8nD7w8GVGzlY0z7kFrT4YqaKb+Jhw+CadixTKi9keOqPHFm57XdpuysLYls8sbcn9pU1ZWN9wDKplMVkYH+5zGfF5lUsl5uJyTcj4jORj6CBAOWIRjG5DhsQ0UwEBmkAG73MYP58N9rrgTjnPAwpsbYmEfBfwA/BEWWPzkxeI1N7RlHkWGpHnCLcyDAX/4t726LB/wYAePJtt5I5Ywv6cJVi+YvJaU931QXtOATcumjcg75cEvYuWhbAh1YfUHSfOwC/552RGPkEOcgDAW/lEI0zFYejxxiNBOpGV9iPTIM32I/FMOm0DD+Cyfj8tDxNHjDBE1FGzHEITaXdYhZR3QaNCqSbvwGe1Qzj/fHcTOE4T+FaMVDbNdE1ldbcjS4pLMzc/LimrQjUZN8tmMTIwoMU+MyYzKxEi/DJRU01B3PnPlt9ZpxyWNZ4B19HAQmBsDCreQrDhG+0HTYpBhD7Uh01ARyI8BZgjTAk8zyCyfwAYraVu+OSZfPFKNaZOJaWn4wb+VBYHIjOwhat7EBjlwbHm080+T5+cJKwN5QzO9c+eO3L171+XTyNrKiGl1ZPZu4ga0J/WGOTU15V7Ez+Rl5zHN/igQJzC/HJNH2oXlJ/oQJG1tYfWLYEfoQ/bOapsowrweJh8RR4szRdReF0b4g5j1/N6LkRDCKLQjQdLuJf6pnDQ7OqDaTdmodeTuWlvml9Zk9v6CbG+suodbyoWcTI4O+SWO8SEZG1KNolRw73923yDUKCFpPhDL0kM6IdFnBYMFMDiANYWZuDNw0VIReweEEQDCoGHgQ4r24hwulyFtCByE6RCGY5sIDoPuQQ0sj5wjb5A0RMAx+UDIk6Vj+TVQLpZFIBH8sAyCFgk5WB6tXk4jMVj+yCvltpczhWvXYV1ZHeJmYuHRbG3dnva7cuWKe8+HaebA/APCPAphuvQX3ozHF2jQpnGjbSw+i5P8hRMLZaBNmETJk00uwMJEHB/O1NJHoi8rcWpn4pzTojG9P/doN6Ln8MuNPHZarO+0ZF615rmVTbm14L/z1qxsS38xK9Njw3JhSjXo8REZGywraWekoOyc0aRIjSnBWYg/SSeTDIRnhcXHwAjtgIHDAGbwM8ggQ8DgtQFGGIQBhhAGckYTY4CNjY05srT4CWMDMiSSx6E7bwbcueTnfRcQNeRryxmWbkg0Zlo+bA0bk7jQqu1y3/zh3p3uScLyg4mQR8ptL2iyNXnagXJw3mDl4TzAThtb+akz3pZHPVCHuJk/8CT1QBjywo1clmfo87Q5Gj95g3jJj8VpfQihPEwanKcPMWmYdk+8YZkijgeZ/5sisR8r1lW7vbO4IatrqzLQV5bLMxMy2a/kkZzXrpaYwLvqxbazQdJOo3Z+EFxVc0vz8EhGaq2MbNdTsrJZk7vzq/LDzQdy4+e7cu+BdtgaZFKSS+em5fVXzsvrV/Qyc3pUJobLMqAkXdRo0KIh43TSiRknfDi8o2o1nfWouilxWee3Y8Axg4VBNjs768iQcwx8G2gMagYeA840V/ww0Bj4CMAvYrA0zX4YhGHIG3ZMBjMkgEaJ5kbeIBjS4zyEZKQUgvAMdiMLQL4hLYA2Z3m29E4DyAuw/FjZaAcjZat/2s+IDyEMQhjKiRv1R73hxrIPSx4Ikx1+SY84LZzF8SgB1ja8ttT6D/mDbG0pyurfwmG39rBykDfi4bz1I0vDzIjjwZkjasDQ1u7lbhJy5Jc50lLtpGSjKjK3WpM7D9bkxztzStD35cHcgjR14Az29cm1C6PyxsVpeffV83JlelgmBosykE9LIaODQtP0cSdIOiM5sdzg9KxEHQ547Ah2hAHJQIcA2U3A2iIDBAJkkDGYgA00BKLAj2mxEAGDDMENArVwlo6l+SSwfAOIyLRp0iF9iAATUI7Qv5UzFGDloAxGDOSXpZunzefzhuUnLAP5D9uHc5CdEbYRdHiMH/xD0mitkDTlxo1zCHEbSPdxdcF54ucKjIkek/hoG+rV8oU/7OQDAaSFO/7NbnkGpiSAx+Uj4mhxJonafo1aIemGartrlabcmt2U736eUy36niwur0uz1ZHB/iG5dPGivKnk/KtLw3JpfEAJuiB9Ss55jYzNfmkGhcZm6bvU+dEO6eaD5AQG69VHAevsDBizMzAgZy6j2QHQTYD4Bfg3MTC4bIAxGLn0BWhTpqXZoOwO+ziQruUTk7jtk1EcM4ghKuykDUjL/CPAji0fgDzjxgQFUTO5MDFBfrg/ST6fJ7rzwXHoRr6pa8jWJk2AGZYZIrQysiYPSbPEYG0EwnJbeIO59wJpsBbNUgxtQx2GWyCBxW15MvcwHfJo9U+70Ka0L+2Mv0flIeLo8azK4QmBTuKF/mJH1UpNlpcWZGnhrtSrGzI+UpK3Xr8kH71/Td5754pcuzzh9kL3lQqy93UW7aR0Ricah4+Q2HCjA6voOXaVoLtrV8bXM6G7k1vHZ8BAgKxLs6YIOXNjEJOBAonbQOLY3Ew4Jh5bImGwEQ83kxi8BvN3GFh6oDufaGucJ38QgeXH8rZXr0Ec3fbwPMRA/ExUyGlEWG82KRooB3XP/QHIl5ujFy5ccHY+AMvntTAnJyedm31zkONwuQPBbnFb/ZjZDQuDMNGxjx2hLbonUNoujBcBuFu7WdvRfygP/q29ueqx8BHHhzNE1HSOfdGujKMD/YajfJZvEObk3PSgvP3mefngV1fk+ptT8tqlQZkZyUh/vi1KJ5JNIbz4iAGRxKSR8HSiP2IAop3qYHEuaNyJQNxHBAYDnd40SgYWgwFixY0BZpqQ+cW0AWeDy86bGyAcgx9A/LYjw9J6GtgAJR4GLuSPG4M51H4tn5aWieUPCY+xQwoQPiYaHBMM7pbmaYKVMbQjVk4AQULMEDFb7fgAAMKODo4hcAgarZp6AhbWYPGZu6VpCP1jpy65CmOSo1/QLjaBco50wr5DGMs7MDeLy87Tthyz1GU7RyKOF2dUo9ZOmxCoSUZJdFA15asXpuXDt9+QD1SuXpyRiaF+6ctlhU9dgf0QKgwuOmmy1t09EEjlIXHnkWdHOEAAAwHyg6DQioz8cGdwhYRsOMgOGJQQHybxES/xA+J9EnSnQ15srZX4KQd565W/7nx1w85jWp0QD3m2tdGzBCsz5bDJhwmT5QeWsDBZGrFJ2OrvcfX0OIT1hnBsVyhh3+EYWD57iflFgOWR9oCoz2K7nHWcUaJOSJoHXDpNybQbklcZznXk8nBRXp8ckCtDRRnLdKRPO1tJ/edVMmpvpLJOmiotXsiUUr0aotaOSGd0HdnxMSYWT+K8wKljfo8A4aAADCYGAYSKG0TNAMFuA+1xsDhtgEEUCGGJ27QhG6yHRZg24dH8IQNM4jf3UHq5PUoA+bIy286JswSrV8pDGcKyhejlBnC3Pvgo6Ya50U9YmqDucLOrHMuLAfvjhDAWzvqRXemQRsTx4kwRtdeiveyDTppI6GydTTuvdj0ldOd0MA4YBAQJ5SjQPYgxIT0uWxkMaFqm9dqA6QWLo5cQxjReBNIjfiM//DwNCEdeTUzbsjQtXszDioUjHiNqJgLyf5ZA/sM+1F2+XhKiV//rBcIRZwjCWr2ZRg0sHY4xqVNzO6xYH6K96Z9nrV1eBJwhotaZXeoqDaXkpKPwmlJ12ZOOds5GU6TelFSzLbmOXv5LVrJt7WhqT3f8rhITrysTrzdJw4CNoeC+/K3SRPT4KLuokRwDjAHA0gSDAKIGNlBAOIhDdxAem504kXCQQdQM4idFmLYhTBPYcSiGXudCCRG6d5PRaYeVxeo8FOqw+7hXvR4G3XVmoL6YiEMyxs3SBoclahDaiQP7WWuTFwVnSqP22O+k2JzQibTPu/VmLsWzKsmjhdrVtHN5n8lV+h5Re+zbPPbj7z7Tffy0CAepDQAGGCRqA8sGBSbHNtBwM3dgJsBuAsJ0TBvCBOZ+GIR+LS9GNmEekTD9J0GvfCNnDU+b5yctr/kN6xo77WGwOjW/4blHoVfc4EnzGHF0OFtE7bbUeaJh/wWftKql0lJVqaQzUlMmbrIupyTdSTdVE66q7Kq94j4Oq+r23odt4WyvSScdGoKmYzqx9e+WZFSyKrl20wn2Z0V3h2cAmaYDel1acg5/RozmZma3AMjUjrvDHhaW1zC/rFeGN6qIM/RjaT4pLJ/A1kXDdE87euXVykQ9WRuY9Konq8eDpBcsDjtP3MDCcN7Stwn/cbC8WZxhGr36Z8TzxRnUqA8GfQnlmW7qOxnKdda9yB80Wp7ke4J+mHTG40A4eGwQhFqq2Q24meDfwpjZC91xG/kBzj0piIs8WVyYYfrdgxrg9jgxEM7SsPjPOihLWF+hdJf/aRDWdQiL2+K3CZV0HwdrBwNx2DHm0/SdiGfD8Y4E+kwifqnCufYG/SIUAqXKKn1qz2nGU8KzekWVkgo7hkvqxT9pqAMhVVDhDK9pLKhbQQqZkksehEn7Dq1VAaG7HSAI9kDcx2+Tz3c9I4xAbbBi2lYtGwTdGpgNFPyYNmuDxs5bXL483m7Ajpg2FJ57FIjX0rb0IB3bXsaSDW7Ey9INfixuy5sJfrrF8s2SDII/trTxoA9pnCVYXSGPA36sXg7jPwT1FZoWnnqnzugf1C1tY0tdnMOf1flB6VvfQQiDSRiLh7ZhR1LE8eJwozXiSBEOBsCAgPxM67LBwQAyf+YHcI4BBuw8Eg5AG6g2yHAL43gaEN7igBDYD0zc3ATFDPNneTTTymLhEeycY+3c7JA9E4C96+MswdoBUJZu6SZEq0/s1nbPAuKi7pCwvm0ChWQtH3be8mtunLdwHIf9hzaDpIkn4ngRifoEEA4OYAOMAWDaEAPDYAMIENbCARtUhnAgWjhMI1cbZGEcTwJLDyLlUWnyCxGwtzZMG3/mF7FjYH5Cocy2P5cHQ3hi76wiLHcogLJ2w+ogbPNHIYwjrFfagodraGfTpml3zhO3+TNYuqGEbWh2I2v6KPFHjfr4EYn6hNA9aEyLhEghPhu0NsgYLAiwQW9gMJlpdsIhFobBy1NxxB/6exy68wlIn/hYnoBQSQOtmnxyzjTmEKRnZUA4Jm4jEnsiE5Lm0Wvi75X2aYYR20GgPL3KhJvV29PA2pPw9CHaGdAmEDYEDrCHfcfChXkmL5QDYrZz2HGHpIm/u/9FPH/EGj8hMADCgctgYoDxjgiIDNLCBAwM/HNsBA6wmxj5hWCAEQ9pELe9VyKM4zCwPNrABcTDoOUrIJC/5Zm4zb/lF7FwnLOBjhvn0KQhFcrO+y/Iq8VxFmFltfqijN1tZ+fsfFhHTwvqjLZgAqUOaQ/eHUPakDim+TOE+bC2weQYYjeyR4umrc/ylc5ZRiTqE0CvAckAgajQKO3S1ciagQORY4aDGrFjYPFybIMMsmaQEW94yRoO1ieFpQMp8BY4NGCuCEiPF/dAvJZvgEn5IAtMwpM//KFJ82g7ebO4TAMEltZZQPcEBCi7lT+sc3MP5TAg7m6/4TF1DEnbG/l4yAkB+Av7zkF1iz/O2UNY5B2S5lWstLmVLeL4EIn6BGADq3ugQFBoQwwI/BjZGunZALLBBsy085yDnCFBiJ44WUtmoDGI8W/xPC0srF1q87pOXt9JWqQJMZC+5RMToRym5UMC+KGMTFC8NB+ihlyeNX+nAdYeZqc81p6UG6EOcONc6P8w6PZrx5Aqkx7vuYasqVura+ofCfuPheM4bB8EO21Mn6R9aWv8n/W2OYuIRH1CoLOHHR47g4zBwKBgsDFwGNgMNAYXgwQ/3doZ4NgGEYOfgYad+CB+BiwgHsKHaR8WYZqEt2MGsr22E6LlHMRghG12ezEUx+SRvFBOSJpvBaIJWvmIg/J3l/MswNoCUAbKzvuh+eIKX8S5f/+++zAEpr3gn3qhzZ4EB7Uh9WfLSAh54crFJgbyFIblPMdG0uQXASx1cJXDRE+81n8ijhfH+3HbALeSj9v+/NMBH7ftcHllWVNX1/HP3qA9CFbtNqA5tgHDgLIPxjKIWVZgwKCxdocLwQBkIBIefyx3oO0i4SUrAw2/aEtPgzAPNnCJDzLg3deQEmujTDL4MX8IdsoBkUDqkLxpfrgbSAM5LaTQXe8hYdk5A35wg/RYCqI+IGLaBTK0OABxMFlZfTBJs/QFLA3iCtMLw3MuPDbgTlr2uTQmCdIHxE9dE5+1i6VBOxKOPseVGCSNdm5XOvjB7JVmxPNDJOpTgF5NgNbZ/XFbBg+DywaJDRgGj2lKwJYkWEpAm8YOOG9hsIfE+LQIBy7lgAyMnEyLC8tnxIT2bNvwTNs/zaAMiJEl5caOm9kB9QDQSJm07Gs9RtD4o32sDazNcKd9IWq0V7uhavVqaVj8B8HyaWGJn7zwJXu+w2massVjcQOLH1KGpCFou7cR+gd2HHE8iER9wjio+nGHfBnokDXEhxuDCRNhsHDMYDQigJTRUhlodvMHPwxGC2/xm/1ZQLrEE8aLGwRN/tGqSZu8IZAUhMTgR45isjgOWJ2H5aQ8lA0JyRftmS/qcDXEhIs75UTMn8WDf+oJMU0WkmYpCZLEr6V1GFg+gYXhmHzQl2yZxdK0tiFfaNpMmhA0/cfax/IQ4rD5iTgaRKI+YVj19xoICIMXkubzXGiqRoAMcM4bSTKgGGRoYwwyCBuSJl4T83+UIB/A8msgPSMxg/kJxdzPAqwOQ1A+3CE6wGewWGqAqGknyA4CpN7DMnNsYahDlkkQCJVjroYuXbrk2jQMdxiQHzOJy9IifrtHQD9CjKiZIMgn2jRp0ncsXeLpLvuT5Cfi2RGJ+oRh1d9tMrhsECFcskICdhnNAOQ8/hhkDC7ImYFmWjThjEgsnjAdI4pnAfGYAEsH4BYehwjDHUU+TgphuSFCSBrhSoJ2YGkHssYfbQGw4582QsyNNiUc7UydoFVzf8HI+rCw+DGZLLDblYvlwwRwHiHNMJ2D7BHHj0jUJwyr/m6TgWHakJGuadLABhruDLDwspo4EMKF8XUPzqMiSEuPOIGZlnY3us/b8VnAQXmmXrmnwA1grnyoWzRUJlHsVu+gu16IywibNkbjhayZdPkYrm19PEw9EXd3Hs2NY3MLz4Fex93nDBZXxPHhaK+DI54a1vExTWyQMzAY6NhtbRdB00Kwh2uJNsCAxWXu2CGFoyJpYGmYGCzNgwSE/s8CwjJaGTAhV9Z/ueLhGJK25QObIO0qyMqPhOcQ3NDCIWmuolhCwcT9MLD8WdzAJnpg6fYSO28mYvkNYXFFHB8iUZ8wwk5vgwyxQWZgsJhf7Ea2pomFCP0ZzI5/pHvwHQW607PjsFzAyCn0c5YBwULQtixFu9hEaOXDpMxGyFb+sK0QI1UmX+xo1mx1RNO2uA4D6xcWLyBea3trA3PDNL8mnAehW8TJIBL1KQCDpFtCjZeBxLGds4EFbMDbIDL3XrDw4CgHXq+0sYd57hbKEJbjtONR9cXaNCQNmdpNXUwI2e4nWJmtvBafxWl2rqIIgz/IGjtkbTf+HgeLh/DUP2kaLK1ud0MYBgntnLO8Rxw/IlGfcYQDyYC9lxtig5XzZgc2wE2eBBZ3L3S7c9ydt7OA7jJSR3ZsNwAhZIiW8mEHVs+mRYMwLs6Fk63d/APEBeGjUbNbg/OPA2FJM4S5he642UR6EDj3qPMRx4dI1C8wbPBDBBBFSBaAQWjnQz+HIYQID+qKOkOrtmMTq9fQ7bBC20CsmNY2uEe8nIhE/YKie9CjmSFoUcAIBEAIuJtELerxsDqiDtGCWZqw+sQ0kjbBrZd7L8Ef8VtbET9LIBZ/xMuHSNQvOBjw3cRrpGEamyEkHyOMiEeDOjKiDuva6i6sQ+yHFeKhfbDblU7Ey4tI1C8obKBjMtgP0tYA7kYGnI94NlC/iNnNPIxQ/6FERIBI1C8owoEOAUDaCJfQ3Pxiby4PZrBbgfVV/JofI3gk4vGgvlhWChHWH+aTkC5+bfLEzqRKGhEvL2Lrv8AwcsDk8pydCfb03IMHD9zLnnjcmTer8WCFvUsEkoj4JXqRLSQMSbOVLiTX0G/38WFAXEyqAKImjThxvryIRP2CwjQ6BjsEDDnfuXNH7t6960jayBkTt1u3bjkTIkfbjmR9OBhRI9SZicFIGsE9PO4lBosHN4gaiUT98iIS9VOCAWQDKUQ4GHud70Yvfxw/CSw9s1t4tGjeugcB8zURiJlHnRnw9uImE/xyHjLn6yO2L9ji66UpWr673V9kdJefuuRxb16IZfVomjB+zY/Vs5Ftd73hjtgxJlc31Dvxh/cUIl4+RKJ+QjDwbKtUOLiMyMzN5CDg14Q4TcCjwoWwsJgGC4tWzIvi0Zh5BwUEApmEL4O3d4WY2FNxvFYVYke7JhxxGslY/KR52Hy+SAjr2sCkxzukIVP6AWv+1Bt2qyPqFfewnxg4NjGSB9jxR9yQNW0Q8XIitvwTgoETigG7DWJIkifJQrH3DIeDEiFceFlrcRwGDGSI2tI2oocQur8OAxFD1PayIEgZE8LGzc5jkk/InfVrSNsIwxDm/WWDlT0EdcnkRz1CptQfAsJ26VVfnEPwj0l4SJ7+AmgT3jFOu0SifnkRW/4JwWAz7bJ70ELQLB9AcJCk3axjfRjitM8ymZYaisUJuongIIThDZAqjxyTHmkRL29jY8ADSBw/NugtPMcQN5qbEQ4kj1aOGRKP4bD5fNHQXW7qj/rlizrUXUjUBltnBoQ3gjZYOyC0G8IkSpy0X1z6eLkRifoJYYPMBisma4mQMKTMGi/kxtowpI0JabIEAXGzpICbfaIKhIPWBuvjQLqQaUi4uKG9ow0Tv2nNmHYeIS2IBDswN0wIwbRsjiF9W9vm2MIQn+X5ZUJ3+4T1xtfU+boOduorvIoKYfUPaD/8W30y2dN2uLFMhdCG3XFEvFyIRP2EYMAwoIz4IEbb7gYhm/bJORvU2CFzbtBBehC2vWD+oGWFx8FI0uIHaOqkQbwALc92I3DOwgDySNqYuGOanTghdwgbN+JEw7NzhsPk80UCZTcxUCfWZlyN8EV1yBU/9A2Il6sYJKz/MA7qmP6Bf9qOuicehDa0yfhlq++IfUSifkIwwNB2GHSQF9ozpMtaLmCwhmLLDtjRjBh0Ru7hsoINRuINB/RB6B60hLG3uDHoySMD3vbfch5ixjRi4Th0wzQ74ckv4YkPzZr4Q1ieXyaEBIsdsfqk7lirPnfunIyPj7v6t/Vm6tAmS/NrBE29IpC5kTSf4eIjxbSDpRXx8iIS9RPCBiYEC9kiDDIGGITMTR80USM5IzzcOAdhY2fQsgRimjWD1gb+YQYlJGn+MAlvNzGN+MmnnQdGEEYWobshDEPeiQcyN63aEE4uLwOol171RB2Y4Eadsfxx/vx5J+zYAJAwhE1fMeI2gqYvEJ7+AUFD9Gjl9CnaCtAe3XmIeHkQiboL3QOh1zGDzLa+MeggXkgaQmZA2aAyrQmi45jBCHkzIBEGKOvJLJkwYIEN+sfB/BCv5QmiJi3Lg5EyecCPuVs44rBjYHGFYufD+F9WUB9mmt3qFLH6hKzZqQHpIpAu7Q1ocxPahjBM3vjhy+MXL150RE8/AVb/ILRHvFyIRN2FcBD2MiEqNGD7PBIDEJJmcHKewcQAxI4YWZoABqdp2MTHjUjiMxK09B4H8wcRQ6RMGrgxyI00LC8G7AjnMMO82Tk7BmE8pIFwTHlfJlBmqzM7BlZniJ1HqB+WvSDfS5cuOcHOLg5IGWF5BDc0b9Ok0cDRpAHxWf3bsdkjXi5Eou5CONi6BwVkxdKCPUBiZMug5BxEa9orEsKOw7gZkAjhWFogbjt3GODP8sulNXkCtuRiafaC5aMb5oYJSRghk0fit8nksHl8GRHWLVdZaNcQ8uXLl+WVV17ZE47RoNktAnFD7BERvRCJugcOIjBIGDJF+8XOILTlDo5NC7WB2h1P6EYYCBWiJixEjUCGhyFBi8fiJG2bJEItDHT77Ya5h/4MFo9NRFZG0CuuCA/qhrrCpD3oJ1x5cYPQhBuPkLPtW4+IOAixd3TBiKmbhDhGa7WbP4DBhbtp0qHboySELVOwpMCSCssXhwHxGGmGeTZ3O2fphekeZA+BO2JkA0gnnAAsjZcFVv6DxPzQnuYW1iPgnAlXKxYOvGz1GXF4RKI+JBhE4RotAw3YQAThwHyUAEzInTBoWwCSPixRgzA+4rH0jVztXGg+jd2OjWAMpBexj5BorT2szhCrLzvXjbBuIyJCxJ7RAzaIICgbVGjNaNMhUYcDCzv+0ba7iRLYMee6z6NZEd62cIXhDgL+Q40Mu+0UCAnD4grjtLRNDL3s5qc7PRCWP8L3m7AOQ4T1BvAX9gM7jojohTjSusCAsUEVDiK0X0jalj26/Ri6SbiXHT8IRGeDGyFuyNpu2D0OlgdM1jm5sYnd1qoREJpmD9HLL7B84gZJo/mzps4x7hEPg7pHrN6s7kIx4M/aPzyOiOiF2DMeARtoZre1aBtcgOPwJpud6x6Y4bH5DYkatzCNw4LwaNIQtd2U6hVHmJeD0O2HOJg8cLc0bOuYlSHilzDStfY1AYdph4iIbkSiPgA22GyAARtwkBTnGHQI2iboRY5GwOEAxY5fIztLI4y/Fyw9izc00XZtBwGAYI1kAf44Jl3cSMfKYHEYOMYfwlUExE/c7FKwOqHMuFuekQiPg+rioHqKdRfxOESifgRsAGFCTEbIRmSQG8Rl5w474PBLOCND4kMAmqvdXHwUSMsEEB9LH5Ap4W1fNfFaHnFn7zd20sUPsPyEZQFG0jw5x4MYTAKkFxJ9RETE80ccaT0QapdGhJAXl/1GTubHiMuI1vw/CuaHMIS18MQNmdpNwW6EcZs9dIOoefINUiVOiDicCCBd06otvwA77pw3v3Zjk3LzMAaPNUPyIMxvRETE80ccaY8AJGhECmGFa7RGdpzDbsdhmIPEyNBg8UDQdrPuIBB/SM4hIE4eqoBY0YKNbDEtDciYvOLXNGfcLU7OEYb3egCeqoP8idfSPij9iIiI54NI1I8BJIZAbGiUCGRm2qcBt8PCSBPCww6RcsxEYGvMTwLisXxC9Gi/vEcC7RxNmW2F5DckWdOGrWyQNnnBLyRNeVhG4fFmTCYR/AKLx44jIiKeLyJRHxJG1GiqkBpEBglCVpAW5zGNhB8lBuyQNPFAsCxZ2Ba7br+90B0XQljyyLsleNEPmjDxQ76mXXNsAoHjBkHzCDuPx1MGHnGemZlx2jTlJm7cDaQTERFxPIhE3QUIyMRgdsgUAmM5ALKG6GxZISTqw4Lw3LAjrMVrSyuGg8i62z3MN/GxS4O3sUG29tpMSNnShLTNbsLkAymzdMIb3SYmJpyGb2VDQnQfR0REPB9Eou4BI6BuMjQChMAgNNNEITzzexiixq9pspjEBZna9rcnIXvisrS78412jmZ95coVR9jk3W5UkjbkTN5Jj2USlkt4oxv++cqILcMQX0jUFn9ERMTx4PiJmjEeykGAE0I5ARg5GUFhovFCqGjA2E0bhewQIzWAPXQ3guMYjRaSRzNHg0VCbbo77W6E57v92TGkD1kTN9o1r9REU4aEWdKwtezwncgQOpo9k4dp0gazh24RERHPHyklj0fR5dEiSOn2Rlv+9es78tPPP8rM5Lj8/YdvyzvTxYCT0SotAK4mJw+WCFjL5SO1fHkcomYtGA2U6oR8jSwNRtaYaLMIxGwkikk4gL9nJUPisHgQ0rV1dbR47JyHjEkXTRuzO+/Pmo+IiIhnR1z6eApAbmjUpp2ybGBb2mzdFxMyDAkSP7Y2DKmzowKSJi4jaQCBHgWMrI2QmRi40cgVAdo0Qtp2E5Ny4A+Q74iIiNOBSNRPiJD4IDlb08UObO3ZiJsPwvKe6XCLHGvFEDxEbTcQifOoYdqw5blbDkKoUUdERJw8IlF3oRehhRICskYbZW336tWrbq0XzdS0UojZNGs0ZnsYBU0cTbp7f7LhKEjSyPZJSfco0o6IiDhaxDXqHnhclRiZ4Y8lAogZO5/pWl9fd/uRcUdw5zw35yBqiJzlB5Y+iCdM67hI8qDyheUyROKOiDh5RKJ+SlBtRrSYtqaLydJHN9nZDTvTtkE3CVqY50mOpGESptOd5vPMQ0RExJMhLn08BSA505bDYwAhozGjPZtwHN6oM6I0hMfPmyCJn3yQT0wT3EMJ8xcREXGyiET9hDBSheiM0BDTlo3gMI3MkZAEjRy7/XHO3I4alg+TXm7mDiwvERERJ49I1E8II1pDSLrA7OYP81GkxznTbg2P8v+0sHyY9HIz94iIiNOFSNQRERERpxyRqCMiIiJOOSJRR0RERJxyRKKOiIiIOOWIRB0REfHSotfOp245DYhEHRER8cKiF/GGclYQiToiIuKFRS9yDuWsINXutLqyy17aYD+tnuxyeSp0Uu2H4th7hPynn9wj5H/nHiEvJTNHr1ds6pkjqddecUdERJw+HEKPfCzZwjqQmI77dkdgu046I22eGeDZAT1LKmnh49R6Tv9aTlLKFFn9S0lez5w0Evbzsm9LRH8wjw5h7IajTSEiIuIlwWE0YkdiSsd4hZvTPNiFE0Qs0lTybrbb0nJPB6skfNRxRH161LpUq9NmjrFDyuIL5eCO/K+3PjVSXZV6e0NUo76rGjUvZZqQv//obXl7Oidp5+1hvx4pV9/Pjl5xR0REnD48ZsAfcihDPWlpQEJOCNZSMsF0TvqXdpTMgaap0pKMNFUy6pbrnhBSh9D0jxjKi1SGyT4ecn341FMijFHFzXK+ivzFB+6GwN+eHBV6xR0lSpTTJ48G9Pk4eThKXNpqtBwx85nnjLojjp81REq1apTKh1npF7EeO9JkGCXfCTOHis9cCH8h8Cyiuvu+6FzVSTX2RNLMdk1110sP1pJCvyq4+TXuoxCNMkqUKGdAeo3fQOCERwjr0k5P1sicaCgouJ1ijTorrUSaybHqztJpZ5SG0sqFKUfkatN4lLJDOQGk9wvui0EFdcNfJFDkoxCI10TJeY+QOWfpHGV63RIREXE20Gv8Ppk0VfFUdlFGsXtwEG1a3VNSabSlqjpis5NWdyVoJWsnnp711/tWxy45fqgSXdOiUAQF085Dmdm3u1PPAJsIHDTFW+tt+bdv7sjPP/8kM1OT8g8fviNvTRX2/eyZ2Hw+9l2eBSczI0ZERDwpINunB3zRbit7KH0oNXtH1Z7Z0bFWacvqZlVaqkGXywUZLGWklBN0aijbkTTpO+7RMIZnpMGnhhJ1RXnaKFCzscfI+6a/VHg2gsuw9mNUq+ndhqi/viM3b/6sRM3NRIi66M75KrY8AfKiVX1StRQREXEmkWk1JcUOhQ56tVJvOidVpeI7S9ty896KrG9VpX9gUC5MDcnUUFEGC2kpqVKd4wq/01Q6UtbSMIaTUvM0XZL2wuyhE5A/dsRs4neDPIvw63VqL23iTWc0maxOWFozat+n6If9evllnE8nvWOPEiXKaZNe4/dJRONQXvF8hqkcA/EqmTSaHVla25Dvb92Tr364KV/fmJUbdzfkwUpN1nbbUlFeb2q4dtrr1gZ07JNAqt1puJUPXhrfZh+h2tNaqJQStT25w7lnfoqHODD1h7hubbTlP759IHfv3FGNelz+5r3X5Y1xTTfxA5xdYUp++lnzANxaeERExKlHByXx2eBUTEcbXqNmv0c9nZLbq3pF/5cf5Ksb96XWaMtgf1mmRgfl/Fi/SllmRksyNliQciEv2Qzb9BIoB2VYSzlmpJqdZofN3hBzSzkMYQZiPmOHNVlKa8EenleeHLagT8UR7821lvzhhzmZffBAJsZH5OO3XpF3pgvidtAkae0RNTb9zyT5eTZEoo6IOBt4RqJWGkGDBuyMhnt40KWqPHJnrS1/+uGefPPzvGxXGpLRpPKZlPTn2jLWn5HzEwNycXpMpseGZLivJMWsknU25bbyncSTiqmKqreQ6E6tKasbFdnaqe0tS7jLBD2XVy00+4wE11AGdpcNWtBOuyP3djLy7dy2rK6uyEBfWV6/MCavj2UTota0tDKBVS6TWE4vV56dqP3MGhERcdqxfxPvadHq5BxnZFtV98k7Hh2vtlqysCPy0/ym3FyuyXbNP1reUl5Kt2tSTNdlsJyVsaGynBvMyqUR1a5HBmV4uE+K+YxMZJ9d039SOKLmfuj9uVX5/seb8mB+SZrKk7lcSQlSC0bmldy4V/os6GidQ70QLkspqzIoC/Wi1GpVyWvBRwsiY7KplWokHZAygfQowwK65++nB1sBIyIiTj8gjWcCimZR+Uu5o7HmPkDdSbP/oyPbqQFZrmVlvVVWDTunrIMymNar9rqkG1vSaVSUtKvSn9qV6b6MXL5wTi5duiQjw4OqUBaT+I8PjqjRlW8/WJGvvv1Bbt2bk7oydSZHZrRQLZ1p0K7dovzTI9WosZS/9/Xu9fSIrMmAtFtNyel1x0CmIQONZbahqG9P1o6o7Ucrse5ucD4rnpXpIyIijgd7qtpTI9VqS0GZJ9dadUTtokSrLozJhpL0ZnpYKp2SNJkU1D3TritXbUurti1S35Fic1VGclW5evmiXL36ioyPDstH5wd85MeIVDXRqFc2KnJ/dlEWVzeUnPVEhh2FaWl3VMdVkubu57Mg1ahLXgnZXX60W/Kgkpdb6y3Z3d6WvnJRLoz1yfliLSFqSNqbGtJVIGaDG5xqi4iIiDgMUqpo5pTDCp0Nd1OwpdzDS5jWWn1yf0N5aCcnu+28tFjchVxUk84oUWdTDSlnOzJerMv5obTbQjwzMyWDfWV5Y4SHYo4XqUan3eHSgBt99VpNGo2m03jTkKNm3O0GUY7m1X/PArthSbzNZlN+XmvJn35elPm5WRkbHZGP3roi70yXNU31l5D1HhJNmufwH3J/YkD4x7++FBER8TR49vHeSJVUMRQptrecRt1QDbummikvhfv8p0X5/Na6bNUyks7kJZ3OSr5Tk4F0Tcb6cjI9UpTz4wW5ONWnBF2SfiXpnCreg8+6IvMUcETNMkPakSGVwu07T2kGVnWpsmeFj92bbM/792/vye1bt+SczlR/9/6bcm3Epw3C9A293CIiIiJ6AZ5htQD+KrWbkmFlQFmE4x9XO/LPn9+UP/+84og6mytJoViS4XJWzg3l5crUoFw9X5KpYVHNWiSv9AhDIiWV44Yqr059PR5YSpokGvW/fnNH7ty+6V5z+rsP3pS3p1n4N4SzKRRtEhEREXFIGI0osUDQPN0Med+6vyV//uIb+eHGDaWVlIyPjcjU+IicmxqXCzOTMjk2JOWC3z+9z0knhxPNQzftRhqOiIg4crD2AZRg4GzWorOZrPT398vM9Iy8fu2afPD+B/LJxx/Lu+++LjMzI1JUkkaFbZmueMI4GaKGkRNW3l/siIiIiDhKKMumal5Uj2bXGU83cytwqC8lV2YG5cN3L8tH716Rt66Oy7nxggzk05JXSmKRJJtq+Xd+nAKckEYNPWtt6D8TlklERETEkcPpgmyXUJbR/7QeD/YX5NKlc3LttVfk4vlJGegrSJYnsPUcmyvs77TgmIn6YTp+uCIiVUdERBwxoBjYN8WW35Zk0JLVLKU7MlLMymgpLwO5jBRTfMSWTwe0nTbtPqjCLrNjvIX3KJzcGnX3ZBV5OiIi4qjRRbTus1u4KQlDxp6QlcT1uNNuSavVdA/h6Y/6Vn/dPHVCODaiPs7NJRERERGwbCuVlzYiWeUg9nDwhk6Vdko6TeWkFkQNefPiuYxK1ol0WMnGPDldNsTpyIUi0nhERMTRA4pLq6aspN3quHcXQeDu4bt02pmeqI2sWaH27v79yqdDpT42ouYJx7DQbqle3dC0EX8+IiIi4mgAJSNu34bSS8etVSc8o2YqIWrn5sT7e0hOCU5Mo7b6cndiVU5RnURERLwggKQdUStJQ8x7xHPGCOfEiDoiIiLieQM+NgFOLUwlW/X21zwOEPV8Sgg9EnVERMRLBX8Vn+jaPNDykCQk7Sld5XQgEnVERMQLCZRhXowcin99skdvGjaCVtLeXzg5cUSijoiIeGHhPlai8jBZA7+usX93rBdB27v3Th6RqCMiIl5csMWuWxKSPlhOHyJRR0REvLhoK/EiAVGzXzoU/1BLRk1E7U6CMKcAx0jUdmmBBNCK6GjF8DDn/hlv8ytKp6OiIiIiziCgj8NSiPNnni3gYQM/XxwfUXdaOrM1nNlO+e0xPGPPSwebUpCGex0K/lT46IweNDR7iM/m6aiwiIiIMwSjj1BCDjYxuAdfVLNOZVVy3n4KQLaPCVSAJodg52XeStR8Q9HtQ/eeIiIiIiK6cIxEbbNU8mx903+WPd3elUynqiYv904Aa4fM7V436PTtiIiIiJcOx0jUCZSkebcHn21vNBrSbDSl1WxJOxJxRERERE8cK1Enqx1ubTrXrktZdqU/U1HZlYJUnRLNDVqndauQOZdB3njl3noVERER8fLhBDRqp1JLLpeT0dFRmZmZlrGxMSkUComHiIiIiIgQqtzCnM8fphTzcUm+prBTrcnSxoZsVSqSL5VkfGRYRsp59YlKvT9/uKNm8nRQ9nTcgY2IiIg4ThwbUdtn1yFq1kCgXh7QbCppt1Np5eCUFNzLUCJRR0RERIQ4do06Q3JKzh33pip1U+mkUo6Q/QtT+IWQeWoIYleb+36ZIhJ1RETES4hjX6OGij2wtR0tH/j8YU/HiIiIiJcLx0fUSrru4woqaNBYkkPNxP5brXDdJ2/UaUTPuDARERERLx+Ojaj3aVaJmKWOLrJ2pOxs3nXvD388uohEREREvIQ4tjVqEnFfVnCpQch+2QMHU5ZNp/aApr1pj8JEqo6IiHgZcWxEbVRtq9KepKHhZIkjOfol0nuv7o63EiMiIl5GHKOSil6MOL3a0bMHJtlAsCPeh/fbDkJGREREvHw4RqKGZm0Rw2N/qSOUbkDV3SEjIiIiXh4cI1FDwmn9TT2kO/8SdmZfWPLwO6sjIiIiXj4c4xp1RERERMTT4Bg16oiIiIiIp0Ek6oiIiIhTjkjUEREREacckagjIiIiTjkiUUdEREScckSijoiIiDjliEQdERERccoRiToiIiLilCMSdURERMQpRyTqiIiIiFOOSNQRERERpxyRqCMiIiJOOSJRR0RERJxyRKKOiIiIOOWIRB0RERFxyhGJOiIiIuKUIxJ1RERExClHJOqIiIiIU45I1BERERGnHJGoIyIiIk45IlFHREREnHJEoo6IiIg45YhEHREREXHKEYk6IiIi4pQjEnVERETEKUck6oiIiIhTjkjUEREREacckagjIiIiTjkiUUdEREScckSijoiIiDjliEQdERERccoRiToiIiLilCPVUST254tOU6WtKerckMpIR1Iq+0g5UZdOS4UzXWdTSDY5joiIiHh5cIwatZGvJ+DwyLuE6D5rEhEREfHy4fg0alFtmqTQjHV+6KZer1GDxF83knARERERLxuOkagtGU/HBxM10DPd2XJEve8jIiIi4mXBsRG16sl78JTb2edidUglJIyTd344W5yPNB0REfEy4tiIuqVCQpAtCxiacOKSQDVmu8HYK0MWLiIiIuJlw7FzH4Tr6RgdOxRP06HWfBBpR0RERLxMOBkl1bFvF1mzdS8iIiIi4hc4NqLeW/Kwgz14HdtjX6tG8G9hzEdERETEy4Zj3PVhSBY00KBJ2u3mMCSUzEMxEREREREOJ7A9z2wQtbPswe3rcLytP5atPSI3MyIiIuLlwvERtVuDbiv/pqTtHiPf3+GR0p+08vDeYzCmbQOI2mnYUcuOiIh4OXHs7JfQr7uF2NCfWlOl5Y/393wkhO1IO7FGREREvKQ4RqL2VNxR1bmpWvKuku9ytS0PNpqyXGnJjh4rZ6uPYInDEXRHQ3pdOyIiIuJlxJERNSsoj5I9qJWjak1kYWlLbt+9L7PzK7Kz23buDxFycKMxjCIiIkSv/tYtj0OvMN0SEXFSOEaNWklX+zp6dV1lpdKUn+Y25Jubs/LDvSVZ2Kg695aNh2QdG7Othj3ZGBEREfGy4fiIOrhB2FLrTqUmS0vLMjs7KwsLC7K1vSVtPX0QGUeSjoiIeFlxKKJGC0ajNeEYgTw9gXZU+YVlW9Ju1VV3bupxS1KdhpcUq89Z1Y7zaqZlZ7cqswtVmV8uKGGPycZ6v9y+syX3VhZkN1WTioatoV+3MiLNjNRQs1kFiZehET1gfSKlV2Am3e7tNjuOHu43HOOOgDB8KN2weCMijgtHrFH7QeFYFd6mQzMIUJUTSm802rK2viHLy8tSq9cknclIs9WUjY0NWVlZUeLe1dApyfA1F+LSHGYzB7+sKSIinU67fheSJ8e4I7hjglZLlYBaTXZ3d2VnZ8eZyObmpjM5DyBv7HbcTdi9CDwi4nnhUPuouz083EW9NuJImajg1hSDQzWYFjcIGSQpaSnxNtR9abMtf/lxUT77aU1mNzRspymZTl2Gii1565VRuf76tFydGZB+DVdU7VwDS1s1cVZO0mjtCeJAiQhh3Tgk7LCP4AYxr66uOlKu1+t7WjaSzWalXC7L4OCg9Pf3S7FYlFwud+h+RhyxT0Y8LxwZUYeXjwCC1sidHbdmKiO7rZTcmt2Uz769L9/M1mS7XXLacqu+LfnOtlycKMq7r83Iu9fOy3QpLcXmLqGlky27eHQ0eFMRB0WEIezC9AtbzoB8OYcGvba2tnfVxjH+IGKA1ow//OfzeUfYo6OjTiDsx8HSj30y4nnhkE8m4uXR3toaDUsWELR01NQ+qxek8KxDVS1z2x359qdV+eLGotzaVrdCWYm6I+3GtqQbVRnL5uSN85Py0dvT8vqMyKCSN5p5SoZcHJ2oUUf0AF0YoU8YURtYzlhaWpL5+XlpNBrOH2RcKpWcid9ms7m3zFGtVp0JWY+NjcnIyIgMDAw4vzZUuvveQe4REUeFQ65R0xF7yT72uqg6u0GDi+u4XIqKNFSW17dkdn5Z1rcq7ril591DLtmMdDJZ2am0ZGllS2VTKuzVc1HoD+Nuf+xFnCLQ1o+S44KRNLD16Eql4nYUPXjwwBFwJpNxpIsUCgXnDzfsEHdfX59b9kDTJizkzq4kNHEI/aDyhGlHRDwPHP5mIp3UZI+kQztAk/YCONNS/zXVWJbXtuTe7LzML85LZWdDOu2qnlc2TjXwJe1WU+rVXVlfWZXZB4uyvLQtDe7jpPTyVKMLU4mIeBQgVJY3uGGNNo3dSBhCZonDNGlMSJYwEDfnIXJMNOv19XW3XLK1tfVIso6IeJ44HFHvkbMJeLjDhh3Y8XRC1nT2WrWm2smi3FfNZmV1RWr1ivpvqRcGCZpXS5qNujR0QG1ubMn83ILMzS3K9q76c2q1iyoioifoe2H/g4C5Ybi4uOhuILKMgdiadegXO/7NjtiNRdanjazRqsNwERHHicNr1I9Byr3hDlO1EzWd9qGmDYTKTkVy6jY5mJOL41mZHmzLYLom5fauDGbaMt2v7iMZmVH3vkxTmnqpWtll7Tvn1rvb6ThIjhqPIh4jLfMT2g123OvS3467wzxPkBbEyro02vT29vbeerSdp1/ix/JlbiZ2jiURiBphhwjx2RKIhTNgD48jIo4ah7uZqBrvQ4vEe4MyNP1aNOe4sUiH5lKypeb29o7cWdyWxc1dqXO5qX7mGzm5uVqVHR1MA6q9XBgZkum8SKamhJ5Jy+RwWS5NDcjo2IDooaaugyfIaTcxRBwt6Ba0IfVMO1o3wTyIlM2/HUN6hO32f9QI82ZLHqxLs87MMgZka34OQvd58g0gaYif81NTUzIzM+OWUcJyWtjnXc6IlxeH3PXRfTfPOmR3x/THPN/S7kDUGdeJuZGz3Ui715lKSilX5eZ6S/7007wsLizJ5OiYvH/tsrw+XuCJGGk321JQdu4vqlZTyko667MYifp4YdqjEXUvQgrt3UTdffy8wZUbWi83AdkvDdgXzVIGk8ZhYGW0CYadIhA+JgR97tw5mZiYcDcc8XtcZYt4ufEESx90SJNHw3xgprUj57VTD5ZzMj5YkKmhgswM5WRqICtDuY4U2zXpT3dksj+v7mmZGdPzY0UZGczrZWvWxaMU4X4jjheQlWmWRmAAO6SItonZi8CBkd3zBukjtuwBsTJJQNDkwSacJ4HFSf6JB5N4WU7pRfpWBxERzwOHJGoG20HiEXZT9j7rj398XO2ZtHZ2RL1nVDNPdVqS1RAcp9WO4J7mKUVpSU75OZ/jgQT1rzn0q95xIBw3jKwMkDJEyM01HiCxh0i4cQeJhQRGOAjyOAmM/HH1hvYLQbPOHObjMAIwLQwETTx2I5L4Scf8GQ6rsUdEPA0ORdTsvOioVxMfDNknanyZaDfXM5B0S3m66UJDynkNkk0pKSshp9U9o4Mh01aibuvA6jSUvCFqT9YZSFz9O9HwKcg/4tgACRlh2eU/xDw3Nyf37t1za8DsUWafsR2zjQ1/pmWHRPY8YVo76bJGDWna1YDlwfLzpAKIx7Rz6gKJiDhOwLaHgtEwCO37ZO1N06YZPP6Net43xO3PpSSdyug5tB0XRHOhflX23kHNib0bmIQljKUT8TzRTVQsb0DQEDHCvmS0aPYVI2jXuHEOwobIOW9arZHoccAmFQjb9z9ucPtO1l2ubunW/sNzwOIibtOew7KhdUdEPC8ciqjpqiaeOkOhsybkCtR0+jfk6wYLHZoO39LBwCO8eOJlN7wdL+12iKCBe32Zzk5oHTSqWXdU806pdo3L8Q33lwchEYWAtCAj2+Zm7wxnfRbwJB87Kdj6ZgLYs8yNvPv37++9U6NX/M8DITEjplEDymLuj5JuhG7YqRekG5wLSTsi4qhxKKJOqHhPwC+7pXeha/s91XqsZiqt5JuY9Hvf9xlUaFtcmjKQdADwNQEH7xdxb+EjRsK4cC82DiKMg/Ck/kN0hw3tEBskywMjkC5r0JyHnNnuxk4KexSbp/14edH4+LjbFYFGa+ROeNZ0Le7uNI8SFq9p8YitUZsGfBC689ct4bleeNS5iIijwKGJGo+h4GZixMuZdFq1ZRWvHUPS7NxAMpLN8H4FtC/uonvppPDH4NJBZWGcf59KCpO43XKJH4BnXXthUNultolpaybdAz/0A/F02w1hnGEY7CHMHYT+AevMLGGgRUPYbEWDlCFi7KatIpChmTzNx0uM0Lgh97t377plEZZPLC+Whh0fNSw/Vh4jbEPYfywPiIUJ19eR0J/B3C0eCxsR8bwAG0YcM4wswgFvAkLyxQ9aKssKkB9rwpgc200ti4twmGF8Fmc3cIdgzI/Z0YBtVwd5gHx5sg+C5jxpQLykjR2B3PALIeIP/yyHcM52huDH0gjTP0qQPpMEN/5Ij0mGfJGW1TWm2XG3fJibEb3lFXcrJ3bKRfzdwG9ExPNCJOpTgpAobIcB5MC6sC0l3LlzR27fvu1Mbtzh5r6Ko6SNXyMZ0E1G3TCCCkEY0uNhEeLED8QXkhPpQIIIdhAeEydLJJA1dogardqe7gOhafZnBXllkiC/VnfEjXt3eiaA86GfXuCclY2lHtIwdwNxREQ8L0SiPkEYSaD1GekZ0Gy5MXfz5k1HzJAduywgPEjUHpO+deuWE47RdAHxId3oRSy44ReTNNF+jaQhaEzzY/4s3ya4kX/IGk0bQoOoITTcbIeIXQEAwhwViAsxjRrT8gqwW16B+TcJ3awchAGYdkx9sD5vRB0RcVyIRH0CCAkCQCCmDUMULD1AvqzxckOONWMjP3urG2RBOIgbQjf/tmRBfAYjKBCma2TEedJFmzZCJX6ICUBUTAKYgLwQhvDdceCHNIw0yTNu9lCMpR/m46iA1o/Gy3o6eaRumHyw94Lln3wD8mT5svJRbsu33TylbBxbvT6PskREhIhEfUJgkNtAx4RMIDSImWUNlh84hhiGh4dlaGjIkTTkySW+3bhjxwV2CMkePoHoIQ8IKCRSgxGLmZzDL8TGuq7lx4A/4gkJiWPyZ1o8/hGLi3PYmVQw7UoAd0BcCOeeFcRhwsTADhTqjTph4gHkt7sMICwb4SkDRIydchAHExf1TjtQHsB5cFRliIh4FCJRnwAY2OFABxAY5MxOC9OKIQcIB/JBW4RAIGkEO+fZiQGJ4w8QFsJmKQSiIX5LIyQUIxhzg6AhU8IQL/GHMBImXEhsZgLs+OM85bFjzptmassf5n7UIN9ovrw4iTqxCYh0yRN56wXyasCOX/KLSf3zWS6Imnbo9hsR8bwRifoEwODuHuwQpe2Q4BgCRlOGGCAbzkM22I0oIRHcIDzIBOEc8UD65q8b5gZZAvyhOUJo2E1rxx+Cv5BYccOOG8SISb4QC4Pd/BInYvk/alialhb5h1gha+qPZZew3gD57xaLg3qlvqkTwkD8aOm0B7A4QGiPiHheiER9AoAUACSAHVJgyYMdHBxDCKzvQoAhuWA3QkRCDZFwXJajRWKHqIkTfxxbHNgBxxbWiJb4cLd4LVyYpuUH0wT/+LX8IgATd8gckkYsHwbz+yyw/IRxUxfT09MyOTnp8sASiGnI5tf8c97KSlvYzU/KA0HzDmq0aY7NrwG3iIjnjdjLTggMdiNINFmIARJBA0SbBUYmRijhcbcA4rQlEkgxvIFnRGR2E2DhDRxDZiH5WViTg9zCMJZmSPKG0M+zgjioSyNSQB0waUHWFy5ccHVK+rZWjrbMcgzH1JPdSMXEnYkSkuZjASwtUa+GMM9Hkf+IiMchEvUJICQ2SIHlDgiDQc9lO6RgfnqJwY6NVAFxGKlAPJAQpA3MP35MzC2EaYnm3n0emBtxgDAeixuYO8e2TNLL37OgOx5Lk3rgZuvly5fl6tWrjnjJg5EzhE39M0Ha0hL5g5gh90uXLjmN3G4gRkScFCJRnwCMWCBXCAItzkgCcuGckU0ooJd7KIQ1QiRuCAkTkJ4RGn5D4N/yFJ4ze2h2uwHs3WGJz9IjT5TN0jlKWNqIATcETRrNmi+zXLx4Uc6fP+8Im3VntGZImPsB7I9mXZvzV65ccaY9Dm/1EhFxUohEfUIwcoFEEcgAMsM0kukl3cDNSAq7xWNaNUsfaI12DgFGPOYGodmSS3gOWLph+thD917nwnyRJ+I3osY0v0cBK0e3ANKCcFlnhqxfffVVR8Zozaw/I7jjhhbNTUjIm3CWP8tvRMRJIPa+EwTrtlx2Y0IEkJmRHBIS3ePE/AEIirgQNPWQqEEYDuDOkgs3MQlj68mhn27TYH5MDNiJg0mIMhKvXS0YQv/PAuI0Ic7wOATpszMGwoaMjaQRljhYJkH7pi6A1T/ojisi4jgRifqEYMQGKUKkRghGcIj5OYxY2O5jiJo0gJENcWM3fwCN05YD8E+4ME+9TIA9PAYcExaCtkmCJQZI0iajo4TlweoM0+wmVl6ESREyJj/hNkirH/wAjsNwEREnhUjUJwQjAQjFbmg9CRl0++U4JCfsEC5ifo2IOBdeynMMUaFNQqiWJyP4XrA4zQRWJkAcJrZObBq75fGoYPFZ2t3xh3bLI+U3/yHMr/k5yF9ExHHixIhadTpp6QBoq5jpwDhhsLh/1WZUvBuD37uj5yn9uD/nF3cVN0AtChX3o57xAuV42klCB5/6cuLSRPadnieMMIxUjFAhNjtvMD8I6A5rfkM/mBZXN3rFDSBpCBViZeIwrTr0E6ZlMLv5QygPZA+I0x6/7g4f5uUgmF/Qy04cvcSAP6T7nLmDblI2d/D/Z++/m+s41jVf8F0WHiDojURSoiRKlNc2Z5/Tt++5d2L+6vlEEzN3+nTEfKeJ6OiI2/fYvbe05SV6BxDeuwUsP88vs16gsAQQIAmCIFjPwovMSp9ZmU+9lZWVlY6TIcOrwOER9Va/D2ip3zfzkaQbmOmSELYNEUXhmIED7zB+oJ9GGGSEw0HSFKHI1P8YPRH3j0SNv8inXZdNGiyuEHZIWAFIeDNiynxJcBL0B38gTR7Aj9PicPtOxANwR4MFaT/PL+2GCUFDqAjx/EGnh/OwOyHt5yTNWmXyIj1WVXhZnlVLTefvknZ3pP2dXHdqGzcd7ufu6XgZMhwFvFZTH/m8BlJOt/Rt0W2raRVpfJV626pyrmtgQfp8YTGtK2vEhVrmgw9x+S+H8EUZvtlIWA1SYiTpB3GWToyXAQgLckScHHBLkwZwPycP177Tbh4H8QsAfk6K6bAAe1p7JzzwfTIgVvx9U6J0+p4m5SBMOh00cX+ZhHBO0j4HjDwrvE3ILw1Py+sLMDn2CwVCmZDOcF4e7O6eIcNRxGtF1FBqSxpwtVm1+ZVlezw1aw+mF2xsad1mqg1bqDdtpd6wirTrKoNVAqlL/7aCNGmkZWUp62XRdtEarYJMkbUGa0vk3ELLzokMNiUZvBhpeUE4MUBATAd0rtV1f8TJBOn0czhhAg/nx6TtJNmJtBvpEcc1YFZBQNq48YKIa9YO4uKXzg9y9Lf+uPiwLpk3+9LadBrp9PZCOqyXFZC/p02+rBvnVXy2fmW/bjaowu6bXREmXW5H53GGDEcJhX8SEvuhYr5q9mhmyRbm562/v9euXjhj5/tEKIk/YNYDuBtfNmeQbtQaNju/aA9HJm10bNZmF6u2VDFbWqvbigh7vaYwVTYy0i14Q9p2k4kOyASNj7lIpai/ltwZn+FYhN6S5OUQB20iOw3gHZyeBaTvxBDqI/KADNH6IJ2dSA0Q1gnL0+DYNU2IH0BEpAV4aQPC5IKQBvEI76TlWiuArCF4yJa0KR9aNfD8MImLYCc/D0dciJ6XRiB90knDy+32/cLrR/7p+pM3Fwh2DGR/E/Y5gbD9zUx/C9HfRCQd6ujpdZbhWcqUIcNhIKeOvn+15kXQkcu95bb9z19G7P69u9K6Tts/fvWRfXFGmiXhkiIxjw3yOsYlfkDXpFGbPZyat69/fWK3RpdstdlrXX1D1t1Tsq5ywXq6StYjcuiT2d8te6Ft3cWGDXaZDZZadvrUoPX0KnGlw1hlXLZbQbe2QiAAcuEfEvNMFz94HwBoeoiDr7ewjzRvKPoueA7CdJ4iJxJMJ0pIh+M0sbLKghc40GohJidlD+fxiYvgBjwt0kALRSPlNXfK6mFIj3w9PsCk7FwcIGrXpD2ch/F8/XgveP2Jl84TOxc433WQ9kPzB36x87jA4/Fwk/LxhqKvmU6DfDJkOEp4rTTqAA2i8OHyYknac9umFio2vbhmiysVW9OgXVldlmY1b7Mzs9KsFnQbPG+T47oFHntsi7OT1lPM6Za+z/p6eUsuJqnRHPIo6EKAch2BJR5E3y1sP3pxQAwQDBqfk4kTGESTJiqXtBthISbiQtKkhRuaNITkxE+cdHzE83I/7JheDjRx1hqTBu4Ad/z9DoBj/HlhhFe12QgJMvR8CIvpcT0dTLc/DR4XEJ40cENjZkoDwQ4oLxcoyoPdp5YoJxcXLj5o2Lyx6fXDPY39lClDhsPEa0XUjTZzyCIQOfSUNFhF1qv1ls1vNG2lXbRmV681ygO2lu+z5VyvLVu3LdTzNru6bhvSBvukPL17tmxnT5+w3u5y0N6RvDLKScK0R9CgJSJtCDpSBBq9yEaCPYY5GEAKru1Csq61psnDySlNIE5e7kZ84pIGbswvQ5jp+WHciYfpdk837Q44Jk2OIT0nP9KFhCFv7JAzmxhh8hCSi4M/HHXt29OlHJ6+u+0X6XiUC7KFoLkbod6QMeVC0JKpF/mlxadzAJo4Qj2drNN5ZMhwlHBwjHMIKBQieUGZUOjgYLedPnXSTgydkIbcFwebBigDEmLpFrGUSkUN3K5AJGE3tHNnw2AG9UYkuzw8prGp8a+BG5xeKiCHtFBuSI8yQxJoxJCRE6WTKUJ43D0udjRb4kDSHENUkKevtnDCBMQBpOXE6WkBwvp8NP7kDUiH+WZet2ZPjOvXr9uNGzfs/fffDzvTsVcGeZIe5YE8iZsW/J4XxPX41JUHhsxHM90B+ZI3Fw/K7HVAKAtCm1BHSJmLCe1N3ImJiTC37XUG3hYZMhwVHC2iZnykxwjjMoxNDVL96ipuLVe0fEMk0KrZmWLTPpaG/Pn5gl0oLVl3dd7KtTUrtltWKoqE2k1r19ft9GDJPr92yb744B27fP6slfPSJDUYi9LQNYrFTm0rKJ+gQ+84RmNB4uUhksXT4MS3mzjpOPHgBsmwHSfzyZAN3z30je4RJ1snPAgZYMcf0iE8RIQmTTqkiT/pOdJ2zx+TdAFmOgzwC4OHd3iZ8EtfDLyMkF/6opKWZwFpkT7xSM/nzSFs1/Dx49gvcpTBy4Fw4SAMbcWxa9+EZ3UIDyDJA/G2BZ5nhgyvEq+VRr05vDXQAKs10EKHh1mrOxQIhjA5uTPgajUnCgYua4TjLTADNbjzk9lsiARaIiLmVLZz0UsBgx8BaTKBZHnAxWoJNECIzlcsuIaI1uwrRDDRLCEu6oNWCUEzBQGBHQQol5exk8ic0DHT5E7dOKYOxDsIeBl8JQdl8CkZ8uJ4LwFpsqa9KSPHpAmZkxZ5+Tny+vv5ypDhVeC1ImreQ8mzFKRdkppXslwzZ6fKZteGy/bByS670JW33lbDitKS2pU1KzWq1psXCYvcZqYW7PHoss0u1m11Q4OQAalb5kKXpFwU22gw56R1SSzHbTDL25rSsDVYNUZzbWlobbT0F2+yNAmkiYxbeG7LmUZgC06fSkgTtGuMmGjQECeEAzkTj6mJ3dYt74ZOEvJyeTndzUkMOGk7PKyHT9sPAuQPoXKnAVlz7EQLOkl5JwGUiXJ7fKbJaF/Shazd76DLnyHDi+C1IuqwIiOMHVnCUj1pO7IO9vfYxfNn7Mypk2Hlxvp6xVoacCeGBkVc50V4g7Ywv2B/+9t39tNPP9vUJN8SJLpPZUCakQwQoGEa/jui65b5NHg6ewlwQkBwYy7Yp0F8A3uIFz80PgQygTAJhwZNOMRXWzwLSaexEzlx7ETnZSTvTs3T4WFcDgKePkTNxQliJW/ELxhejqcJ4dKkTR3Ccw2Vk3S5ANC+GTIcNRytVR+9O6/6AFjz+XVptRthgIZpCrTeXMPyUoh5ILgqgp6Zm7KNtRk72W/24TvD9uGVPrsgbTtvGzY3N22jkzNWaYhEuvqs0NNluUIuvpmoHNrhuiU/fsqcHKI2LfJJmak1fC8EJzNIxOHkBoFwaw/xcnuPYPc5WbRttG+mSnwfZV9t4Wk8C3YqA2Zo61SakByEB2kiEBthID0P50TYCU8DpO17gbIR3qd6PE/ayEl4r/Tw97DEdaTJm/RoZ1/O5/C0n6XMGTIcJF4LosYIktMAZToixxIrHv3JzpK5nEiiVLTVWttmF9es0WpI0zxt7797ya5e7LXzwywrE3O3cjYnzXphYdFm5+c0ONvW3aOBWZZ2qEEoStrKS7KlVOso2GXi8YJEzYBPD3o/djfIBEAWkC+36BA0L5IgviQON4iF238nSicjkM7jWeDx0vEhNIiSF0t48MZUAXY0UcRXnFAOL4sT9k7ppe17wdMiP4iaskCq5JMm3aeBNIgHiEMbcextRfqESc97d+JZypwhw0HitSLqOG8sqs6VxbkQNe8SSp2WvSiVut2UW71lQ115u3Z2wD680GeXxM8nSnkbFtn19w5Ye3BYhF6ziekZW1hetQ2Fb4n4i0U+Kptojxq7UDY/DWEVRAOcFSJWjwVBhT8API1Q3Q0CIRzEBGm7cIxAOqHMiYCDIGqPi9bMihLImTXLECVzuZC2TxdAoLhxDLx8nSSaLs+zli1N1MDzcHiddwP+TsZIOjx2plMwmU7iAphO2/GsZc6Q4aCwP3XkqCCMLQ0yDZiWWLxtImdeUxRRU5ET/WV7560z9tE7b9u1i6fsbF/R+nIt65HmPVDK2cUzvfbhh5fs0999am9fe89WN+r208079v2PN+3B4ykRd80aTTJhQCaDMuSJZog25nKwgED8FhyycDIBkF1aQ0VAJ2k48eDu5P2igLwgR14sYQkbRO1kDLw85M10BCQ6MjJiT548CRq3a7AHBfJyLdgvAuky7CUO7MShjbxduSAhO+Eg2jJDhhfBoWnUQTsOogEjc1Ea9cj0ki3OzdugtJir58/amT4IKRkYYXBoIPELE8McanDm0HSYpMBXokHnIoXY+rpLIuwuG+orW3dZWh3psFJDcUv5tvUXa3aup2hnBgatq1iyxRVp17PS7FfrVmmWraxb32KYCiFDRZMZBrNyg3a4MPBSjWzBn/EfbKG88TgUbMsQcIRgXWIgr1cSdZuZJhZ3T3LaF/ZDLuk8QJq8nHh5qQTS5ZgpFp9qcc0eO1MzECfpEQ5tG5InHcL4hcaB3fNOu+8GwiJcNBCAxutxMV12A+Wjfm4HHgeC9vIypdT5NmfafFGk2/yg0sxw/BF77CFhq4uKWPU/bP+sH0vueHgXHFPi1oBwUJLE6REKHggaPzq/pCRHcbQN9eattxy17HabtdUadPIvSAZaVTtdqtl75wbtyxvv2o2PP7UTp9+yubWG/Xj3iX3764g9GFu0lY1GIGdyQHJ5CLoke97qTT4+IC0u/GJtMNnbuikuwL4dwVfiGnmMBRirCGvCGbhx7Lr/dvGwW267I00IT4OTIHBNHLJlqsNJGoJj7pZpAR60QZIIJM0xAlnjTzi0XuKhiUOsO2mqz0NSxHGSTZfb0+qss4dBOvNLx/F00xcUj3fQIH0XzwOhjdPysvLP8Hoifxw6gw8u4IMgDe/0VLVt3ap1j5WLBTt7ose+fP+c/acvrtr7lwYt31i0O/du27e/3LFfH0/b+GrNVnUBqUkbb0qTzueloSu9vAZSDlFqQfOWZsy+103IOA+BQ8aQkwttjMZZFJkXdbS9fK8KacLAdK2T+eY0SUPC/oAtTSLp6Rr8IG6IGsHd55SZ4/ZpEI/rSNufBsrm89Jebi+7l8HRmQcgjAN7+piwpEX503PTuIGd0jsIePpgN3saL6MMGV4PRPXkNcXTOvdOnZ1uLtqRKbVbB2X9uzBgduPygH354QX76L3z1tNbtCfTU/a1yPqbW4/t4cyKrdSgXohWDaZ/RaWNCVmTUEt26LkdpnWwQc6uPTfxUVwefiba/YE0+86D2bHbYN8JrklDppCqPzCEGPylECdxJzhMNGXECZs0IDqPQ3zIGsLnBR2On6VcDo9HmpApx+SJ6eJI29NIu3tZEez+INHTf54yPi+8HIifh7Q4vPy71S/D8cZrTdQg3Zk7O/dOCBSqIHT3tgZ7rlWz/rLZ1Ysn7auPr9mXH39g584M29Lykv1y665999M9u/9k1hbW61YlvrTrtgYUDzTDkNHACZo1r6lLcryKLi2cbz2ic8tVvjpO8jwoUE2v706yHzDo0+F9ysM1aaYy0KQhkDQhI8RNmwiERxjCQ3gIBA1Zp7XqNPZbVkB6fgEgXcrkwA1J29MCyMuPPV/ScKLmAoP4FEi6bM9Szp3gZXB4OdIC0mXs9AMvWo4Mrydee6IGPqi8E+92rH/WUI0bWGUW800rtKtWam/YUKFml0502SfXztuXn7xv71x7x9qFot0ZGbW//Hjbfrw3ZuOLFVsT17RERGIjJUKSaNgtK2FqQIV5d7GyT3O0pEFD1kH3VvggoVSvHp1kwFpoltthumYMaTlBezi3p+d0gZM1JmTNVAXwZXykSzzg5rMAoubCQdkgWC4s6fRcOo8R7wPuD6gX6WCSNlM2XAjS9fK4z4N0/n7cabodpI/d7uLlz/BmIhB1Z6folKOG/XZY79xpYZc8YodahVcaRSasCmnJTyw63Ntl7791zv4gzfqrGx/YmRODNjMzbd/9+Kt9++sjezi1bIu1nFXUdGjXvHIT2ygOJvjbmVguibhT1LGjy6sH5fVzDMFCpJi4Q4ZpLdnDA46JA6Fh+jHAdKImDQgQMkSjZjWIp+Xh9wvCQ/yscUbTpyyki+C3l1AmkK4DWjn1o5y82YlgP2h0lsVBWXy6w+H+ab9O/70kw/HDa/sw0TtwWnZC2p+lekUFg0uZSWYFh+W6JHxPsCSN2KxH7XGmYPbBcLf98b0L9qfPPrArly/ZSqNl3z0Ys3+59cT++mTZ7q82bLnF53Lj3HX4x4sxrUbQquFip+VIzVC2/Kwm87dTAK8K3ja+rA4Cg6wgCcjNSRi7EwHhMZ10MfHHPQ2OIVdMSJELAcTKMekDJ9CnwfMjDkvnWELnUyAQLWk6vIyd8LI6+REPTR937hx44xOi5uKzE3ZKcz/YKR75I4D6U37an/bhHPgF08vsYZ+3DBlef8TR8prgIDoqlIkosZAeSbaZB0HkE734dmLbhvrL9t7VS/bV55/Y9ffetVIhb48fj9i33/1it+9N2PSyBldTRJwvWFPxAyG3lCbb/KUoOkrMPTZ5PDoqSBMXpAFZpbU52glCSZMqbh42HSYdFvG0COtETZhnhacNQUPWTIF4uUnT/R34gXR53B87xIhQNjR00kT7B53pcJx22w88vJcDYE+Xi7KzhS3b1PqHeVnSiMkDXaaLuMB1EnaGNw+F//bf/ts/pTtQGru5vwhIjS68WM3Z4+n4CvmANJnLF87a2X6RQxJmG1hNgRHI9EXAHDI6sG7Nc7q1V90QHgz6D604h1asMCUddkkFH+zrslPDg2FAr1fzNjq9btNzFVvdaFiJZWtdBWsXSkqHfS5IUxpeuybtPc5fszqEmhVYAx7WdceyPA2h3ZO295DhiLIGd5fnB+k4ofhSOkgBjRpxf8yY53ak/R1u93QxIUYIhzTRhtFggYfdKe000vkgECrHrqVDuOQBIN70RQa4H3VDiIfmir/v/025/KLj8Rw7ue0ELyNmurxud3h7sLKGNkd4gMv0EOTskn5xyC94njbwNP0YeJ4ZjhdeK436YEAnfkpHppOnOjov1fAizfBAV9jk6YtPP5Z5VXxet19++cX+/Jfv7P7j+bBnSLPNpIak1bRCPhIdxNBoQtwMJpFWGGgx7aMAH9iQB2XFdGLrxG4E4OSRJow0cCeuk2gau6WZBuVy8gWQFjsH8iFdpiyYXiGMTx04cXuZiIdghwwhRdIgPnt4k8ZBzE2n6+Ll7WwTysbKGr46z6v2aNL+YQjuDJyMCUc5CffgwYPwyTDqBzzt9LnyOmY4ntjzFfKDPvme2jaNWprq5Qtn9tSod/B5Rih+qxBFSUIZgTbkLI4NwhQIGz6FTZ8UhhUcDOEetcOwLBf7i3ZuuNd6yzlpRCv2aHzORherttTst1ZPt+WkXZcKXdKkS9Kkpb0rTbRspkFa7COidPfTpDu1e3CRe/Th/z4S2gOeDxocxABZuPb2LOfeCclN4np8JyHmgPnuomvEYD95QEZeHggZE3JmGgSCJS3cITfPCxOt1d2wY5IWGj37ePNxBspzECTt2Kle2BHKwjSHT21QpnRdEOzU1e9oiAORe104N7QfJnkhhE8jnXeG44FNovYO1omDPume2qshaiGdVCKBoFMgiDcHJvPO4lkF1U9jotxXsJNnTljf0AWr1Or2ZGI6bFrUrLdtqHfQhuQvHrdCOz4484Tiw8ujRdScd/JCE4Ws09qry37haXXGhWAgT6aOIEYIybGf9L083kc9bcjM13r7Q0vCIORHvtTH3QiDJs5HGZju4MJBHCd/5EVBPmni9DQhWja1Yg4a4gUsB6QMmJAvQhkR7E7epEd8fwnJw+HubQPwO6h6ZDha+I1GzckGfrIP+qR7aq+MqEE6k1xYYJdswsS6DDhZLtRbg6AQJPFpVUW1dSu3atZXMjs71GMXz5y2nnK3Lc3M29TEnM0t8ECux0o9ZSt2lRWxpDaVdsSXDQrUQ+RNVsn/3bBTu8ciaiBuHj09jf3Az7evdYbcGPyQYJpwPJwj3U+wd/qnAcmgybpG7USdTmMvpPPAhFwBmiXpQdYIxI34q+y+j/fZs2fDPt5o0ghk52VPk92LYqd0uGj4B3lpY8rs5XXNmPrQRl4m7JgQMvXDnXPjc+u+5tvzIyxIn7MMxweBqP0ku+nwTuDmQcBTeuUatcPTVh2lj7h106Tb4xNUakwcg4d8RL7dPQUbPDNk/QMXbU2DiHnHuelJa2xUrbvUHXbzKxel+RCNr6K3Uc2p59MH1E5tHlzkHn34/9swzwNIgWkBv8UGfuvt6OwbO/UVFwdhfBqC9Hhgh0CSwMOm4+yEdF5u97woO/ApAUgacva8IGe0aEwuEhBcJ5k5Qe5Vjr3g6bgdcEy7ok2jEXNMGZh+oRzePl4vjtNpEIa6IYALKu6ucdOunW2S4fjhjbv8hjcTJU1J+E4t+1mH3fVEnerwJRFpSaRcluRbLCVrhFfO6yLlqgZFPWjIXVZolaxbA2ZIYa51m/3fP+y1//J3l+3vPz0vnXvdvrv30P77327Zv9xfsofLLVtShs12WTn1iF4P/qWK5wWDHDKAPNDwsKPd+Xwu/k4Ebu88BmmSwI24pOPaNOmjUaMhprEfYunMw8nL45I+4mQNCbr2jkDeuJM3YTw8IG3K6XkcFLxsPABkRY1PW0CulMXbmXJ01odwXk/8vXxeNzRrNHQejDqxE9bjZjh+iGc3wxYYJGGgaLAlTg60YJYI5pmobihMGGTQrgaRuP7q5TP2D3/6wn7/x9/b4IkhGx0bs2++/d5++uW+Tc2w1Eq6eVPkxl6oRwQ+sH36AA3NCdY1PRfQeZwGhJEmGwRSwYRgPH2P62H3AiTkcbATL30MyaWJzsvRGdaBO+J2n+99UXj+wO0QNdMd6TsV8qJMfrEgLHafdoJ8Cc+xa9z4U0cuOgCSdqJO18/TzHC8kOe0Sr8Q1TAzK+IJmwtJy5JHTqTCJkNho+UXBN2WoaAhJJNbf6Wd5Bnf2Itzt5tdnSkC+QUJ2W8NghdBoj8nZUkQMtY/BrVIWLVX51c5IWWFzstekPpdlBA3NE5JhWLyWpq27/3RWyzYucFu+4frF+wfv7huH7511mor8/btT7/Y//XDHfvLxIrdb+VsUQMuznajZSuuJBdMCI69rusmXUuiMCpDCCcJL+YYX8nekC+/zRZ6qsSzx3+OmNuNwgB3goIsmCpAA8UtrWVy7ISH6ceEgUQcTiwOjhEImqkHtGriATf3C8/TgT0tT0Nn3E7sFX+/8PaCLLHTNmjTEDXgYugafZpgOUYop7fx0+pFONoeombO2uPjluF4IrztHAcxxBnNYDjS9peCJE/Jb7ul+x0cyMNlb2yFSsfhzUO2NA3CYBORY9CYvKI+1Fu0a1dO25eff2yffPSh9UgLejg6bn/98ZZ9d3vaJhbrVteYaom0NRqVYpSUdVurxJ364tnZIlrlHf4/XXZG9HUeYJBTD7ReCJW39DhGq4NQ8Ic0IIh0eI7REJ0oOHaygaQgacjJP8JL2DQBhbY7xqAN0KhpQ+oMSQNvP4CZboed2sTDIKRBOwLOD0Tt6Xv7Zzh+SNQpdY4g2PUvJWH1A5IhgdqirdvsICKd0Gzou1EKiIh8oLtg714ast9/ds2+uvGenRvqs8rsrN375bZ99+Nj+3m0YjMbGmxKri4NvZnj1pi7mbLlm2Vp8LqdlwKckwbN/iD5HHuE1HWH02XtZk8sQyzNvkQRwv+dfBwMcrRq3tZD+4VoeHgFIaS1NScNyAHTtW8nYsITj/iQPlq6Pzw7zvALkLcL7YBAzD414233vEIaTvhcCL2dAX5ehgzHC/EDJUGSgcyJDg4JScd1axnSQINGGw5Npn8aQEHQUiW60Q679PWUc3ZmuNs++uCiffX5Dbty6aI1NXDv3n1kf/vxgd1+NG3Ti2u23qgpSViZNIgtUR7MVLTZ6ClMC8VporCQO3yOjF9yqiQ7YTd3hw98CNQHOPO1ECtkjRYMCfsUhhMy4lo0cILAH+JglQN24rPiwld6HHcSoX7epoA2g6hxS7ext+F+xLXvtJAOgibt5yXD8YZGfbyNRuCGQDXqBPBQWjIkiE0VSRB7bDGJiFSkmpegVbNyhIeMXQp4pr/LPmQq5Prb9vE7F22wp2BT06P2/c83wzcaR2erttws2bpioGE3pDAxrZLLS0tt5SUFy7d0u9tmPxEFQDHFPyHv34qXKUosqJ9ETBKI2q0PfOCkAMGy1tg1a9whYNfenKSduAGEwVws86akB9nzirbPTb+Jt+S0D2SaJlcHbmkSdvjxbuKkTFru5sBOmhmOH6Qv+4mmE8WOFIa3rJG4M2yD2iS2khAstBAigmQDJsyw1SkfJYgf3mJGcVCMfeXCoH1x47J9/tl7dv7CKVutrNmvdx7Ztz8/sjuPF2x2tRm+IhMujOQjMi7olw/TLGjZIjudlDg2Pd8onMdO2R7GkSQu8cGeBm5MYbC8jZdEzpw5E+zApzSYd0Vce3aBrNGcfaOjCxcuhLhO0mli6cz3TcB+67xTuLSbEz5uncScvhhkOD4II8hvord+HG1Jhu1o8wHbsCxGgyc0EP9Qg9F6oWXsTGHkZINsJe2W9ZXzdv5Un3167YL9w2fv2McyS/mC3XkwYf/+/WP74cGSjS23bFnJriuVuA4Gqg8qNtcCi18/Z3B2DmaO3c3tnW7b6dvhJMAg94EOWTO/DNlCuhA2S8OYHyU8miLaNSZkAUEzxeEbHfnUic+nEidNNp3HxwVpoqTuXn/Xng8Cns5O6WVEfTxR+K//9P/5J05tPL3i7RwEs+kQAJsf9OlfrLZTbyb2StvkzUTmXh3pTijX0AEPuhTPA5UrmU+Og8LLhrbLoGQukjaM7ZgTsaJlM9UffBWvu2Q21AcR9luhPGjL1aKNL6zb7HLFqrxkUxCpd5XDhwxKYUlekg/aNEtLOE2Ja0SqrbBueQh+gMnSwy1sC9YBJ23mrJm6gHQxeSiICWnj5m8BMsUBmUPQuHW+2OKkktauwXEmFu46mAriToN6Q9q7TQF5e+8Ed8d0wucCCTgPTDNxoQTHuT3fZOSabVbyJrdPgWi2TrR0nqDIoRke9Ol/uNSyf/7psd2/d9cunD1t//mrG/bx+e6tfMI6aqcVCoHPQZdiZ+ykqWwiFCHlL2toneDk5eMAO7emTVlF6mJqqhC+WC5valcTdc+v5+zB5Jr9fP+JjY1PWlGn4PzpQfvivbft8ulhOztUjARPisTTP1KH8IN+rESjniyEcif2zQG7ZYb14ckRSFMGdd6NPDnGDw3a56iBh4d80MBdgKfnabk9fYzsRlyvIzrry26EIyMjYVtT2sXvMPBzwvU4tAPSqXm7P8DkGJJmGoq0mJ7ijoeLp4fF9Hb1tDwN4OcPt7T7TiC+pwv2Cp/h5UD0wQmVJPOfm3fVEk4JQ3uTCN4QeAfeSWgV6cdBAvG5xotf9E6OMSOJIbQh+3wQm4V15XbRehT/ZF/OPrjcY7//9Lx9+P4lKxV67fHIgv3r1/fsx3tTNra0bOvtZnjlvSltuoVW3WQwkqLyl8m42xzg204Vx789d7h0ulK3zbKm6hvrHP3R2tDg0JgRpkYQ5qHRtJ2kAeHTabnd4W7HGdxVsI6cuvqDxTQRY3Lsbmm7+7u72wHpkB7pQ/7e7t6+HtYlHb8zj6fB47js5ObuGV4ukpHCCd4aRJujGDM7D3vCm0ndNtpQfYMpYxM0dRQufXGtTZy/Hijm7Nq5IfvDx+/YVx+9Y2+dPWFLC7P23Q/f2zc/3LEnMyu2vNGyDRG9hlgyZS2ilqChNzXwmk0NQrJlsCYDNsPhovNCBJFyEYNMIVZ/+QWkL2KQHf4uIE2A6XDE566GYy6apJ++i8Hd58U5drf0cXoKxt0cabvnS9j0hTYdBnSmkeHgkZwtnYAg4Sgi2PmXnYDd4C2z2XxMS4S3FqXiBpNjNF9ud5GitVsla+YK1ijIXa1flrbc227YmXzTPhg0+7v3B+0/f/m2XX//LRFz07659cT+5w+P7YfHcza91ggvkLOpFK84MOTbDKBiKQjaPWS9NWZUKP1leDWAqLnjYA4fomOuGqLtJLU0Cbod8XBuJ66TPZo66e609BGNOU36np6LgzQJS3qUzcvnU1zp+ITtLE/aDezkluFgoDNMo2YN+yygq7tsYXsb7tqiioRf0IzDobQVESydm3nnwb6CvXvllP39Hz+1L774xPp6eu3B/Qf2t+9+sJsi7amFVdtocBEI0UMqnhKCdt1qyn/XAmR4mUhPK0CgaNMQKiaAACFDSJBwaQJNExz20CeUBoKduD43TZpcBLgYeDzS6JzawA14eg7slINX0NmJzz9qwNdndvu4Lkin4djJLcPBovBP//T//qfIODBIMvoxoHAk8eN3kHhdV32EUqhoXhqKpSG2KSD+T0IwAHHjMAEad0tCOrzMEhXwpuWaG1bMVayUr1tPV96Gh4esq2fYqhtNm1tYsbGpBVuorliuu9u6yyUrokkxOJUOX/miBPlkYPIwlp39ImJZ+MWyRWzXwzIcBCBJJ17g2i5k5y8MAcjNwyHEc0LEz/2Jj5+vYccOSZ8/fz4Qtafv+REPIve4abibEzQPOSFovtsIWfPwExOCxh9Bywak6VMmOxGz5+/oPM7wYhBR/x//xCAOSBO1ZOsw/g4Sr+/yPJAq265F8vLuEEAMDaHyUDF89EWDz9qNyJwFbn01OHPsn1y2geE+DcxzYYBMz87YxNSoLS0thL1Auss9Vi4VRdgMdkWXFPSvoAOOQ5MFYImSEfXLgxPYbgQJ2frr9U7oTqqdcZ3oIFV/uQiSh5z9rVGmP4iHeDzsxPX45OX5APzRliFpCJp9skmX+IjHw42lhZC2XyCYC0cI5+UFHieNndwyPD9E1P/P5FNcNKxOtgwIOrw6rgOE30EP6teXqNF6+Bo0M8S+RIZyxUV0tBSCdrtZ3mAlnAZVvmkFOr3U4DwvzUh7bhea1uQBYb4ksu1V8C4rKb1uxegVk58YatvgyV4r9nXbUqPfxubqtrYwb42NihVK0q57uqwsgoeoQ1Zqq01l2ssQEHw3W/agz+mbDienTpKC2JiicLKEPF2zJqyTnsfjGGIkDCQJwUOQrLThBSTWq6c3uSJeWvwi4PCLAYSPxsySQbZfJV3cfW08JuVE/AElZfALBeUmLV/J4uLYyS3DwUBE/f8SUXPCXQS1M2SdHtCJz4HhtX7hJZA18DL9toXSpd9WbBF2eCGGwdisWaPVsBzaTPjSDIN2a7AhGo3KLRe+v3jm/EnrP3XJ6o22LU+N2ML0uK2trmhQlaxfbdhVimt0ETaF+i1iedPnNcPBYieSwg2C8xUgTn5oyy6uZTtB48a0g5MpLxTxxifrpkmjk6T9vPtxp5Ae0xyQNJqylwcNHZKGmD2skzGrSiBv4jINQpnJg7yJ4/B4GV4eRNT/XxG1SIL1wHEcq9HjIIY6kJcxoF9foqadSolI64BgU23nQnFdaL+gZ+tAlCw3ueSl5RT47H+3jsvyRYPBjwRkg7wlfEVG+osNyH1Y7m+VqvbxqaI1us/a2FrRHk3M2+SstKO69PBuaUU9ZUXOWb2ds6by4aMDGy2ZukXipRsNZ10g1nWhkA/lV7j4chF3CInkmqH1uZviIsFlCSEUdeEiY225EI+6ZNg30FYhSARChJSdmJ2k/Zjz75tbIdhdm+2Ek6ULID3SgFyZ7nj8+HGYh0Yzh+zTa98J60RPuTC5eADWz+OGVg1h4058n3rx/Dy8H2c4OIiot3+F/LDwes9Rv3wwAIB3ejcZeAya4slB6+o/GT7ttbI4bwtz01ZBuy4Ura+3x0pFXsoJnB0kkHSraY06t9G6Fc/HC0NsU+WVTM0EhLyYvvEpnIjoGs2tsBlRPws4jxCfTzdAdj7VgHBu0WTRoJmLRoP21/Jd690vCEs/Yp6ZFR1o0uRFvk7GwDV5B4SbJl0XwAUEIR3I2okekBf9E3j4DAcDKUcJIxwyjvIr5K8K6VPBwGEwAdzTgwB7XW2xUqtLo56zX+4+snuj07beaNv5s+fs/feu2btvn7HzQ2bcoLLrRl4DL9+MXwIJrSizxdprrPgHC//S7Y7NQxBPJhp4OE6QsmZ4OpwMnfg4hvSY4kCL5hiC5LxDhC5pUn1WkC5fxkdIG8J3rdz7lYvn4eVMkzB9j3JC9kzHoN1fvXo17DcOiJOul9szHAwydeiIwknZ4YMJhEHAizLlgr3z1hn7/Zef2pdffmmnz5yz6bkF++bbH+wv3/xkj0YWbaUSdWKW8pFmDvKXtDRoPb0tEDI9uGJcJkyQNIFneHaE9k/Iy8kQIkaDZsnd8PBwID5MpkYgVOKkz/2zgDyYquDBIdMWED7avKeJP+TtaafzoZz4uQaNO8Tt8Vm9wooRSDvDy0dG1EcUndqID3IGDAMo36pal1VtsNi2Kyd77A8fXLD/9Nk1u/bWOWs2anbn/mP7l2/v2HeP5mx83WxNcWuFojVbOuXsl11gvjx2gNAJlB1DNO5h4k8mkEjV23iaw0QyPBv8vGJ2nmPOrZ9nTBc/7xCrE+leIBwEy7QHDwG5IPicMum4OLwsuHnZCOv5OaGTjj9IJG0IG3cvJ/D4GQ4OYYxmOHrwQemS7vhxgDGDrEElzZoVHoO9RXv37ZP2xWfv240bN+yEtLLxqRn77seb9s0Pd210ajU8UISgw1lv86gwcO4O2N0nw/OD89h5XoETm5Nd+lx7GJC2Pw2eNgTNVAWE7fPh5A/pejk64XFdvDzYiYPdp2MgaTT22B8zvExkRH2E4YMEcfhxu1mQlCzfzlup1bReacmnSzm7fqbf/nT9gv3xoyv29tlBW1uZtx9+vWV/+eW+/Tq+YJN1aUK5kq0Xy6J6pasBGJ4HQNwu8sEP7VqXAWsguUJYRdIib8qRSIb9o/N8Ovk50aXd3Q8T4JfWWneDh8dkTtmJ1Oe5PV3Pk+O0uJtr0J1lcjvuXAjIw8Om0Xmc4cWQEfURRXpA+gBz4TjPqo22Br3GAxMVfJ+xLL/+Ys7OD5Xt+jtn7Q9fXbdr717VWc7brXsP7F//8q19f/OeTa/WrR5iAQbUlqRpgKO0RAqPITM8O/z8gc5pDcQJ1MPg5wLS8fcC4SBQf0jpcckTdKa5G3njRjqIw49JGzMdFxAvw8EiI+ojhPTA9IGUhrvHQc4xA0LhpO22JS1pvDjxQd3TvSX76OJJ+18/uWz/cOOyXRB5z89O299+umP/cXPCfp1p2LzCbii9quI1JHF4aYAyKHkRR9o1Yy7syBf8IgJd88o7cszhhJVGp5sfQ1a7hU37+bHDw+x27j3eTn6dcH8Py7QH2C3PTjtwu5O6+xMfIV2O8XeydjfPw8uR4WCQEfVrgnTHD3YOE4l7U3MqYxh05S6R6VApZ1dP99tX16/Yn7761N5956qtbdTtu9uP7N9+emC/jsza7GrDahpb4cUWDbJ2GGjoz54aR1EgbLyjuyxMmbwhcPJKI01cABNiZIWF75Ph87isjnCttJPE0po1Zqc/2M19J6TDucYL3H2nuuyE3fL08mLuVCcn+AwHh6xFX1MwV9zMx3lj6TsaKTAokxPxXcIwUaEBytuQw0OD9v7Vt+z3n31on753zU7kGjb98IH9x7f37Ju7M/ZksWlrGm91hW2ELrFF+qTOtEpYBwKR+BuJgbr3N+CPC3bTFiE+CAty5g3A8fHxsG55bGwsCMdsHcomSJA3ZO5k5qS5EyG+KJz4MV28DnshHc+P3XTZyS8j6ZeDrFVfU7RSD/fYQAvSDOScQ8NBEjLVX5gO0QC6fPaE/d2n79qfbrxn5wZ7bWx22f5y85H99dcRezy1bKt1UXyYRiFBDUb911F4uT2IEiqE6ZYk7WB/85AmKIgJDZp9NJyYJycnAylD2piQNG7ujztxSCdNeJ3kncZObjuBcOn0WPcMIGjc3XxeePoIZWdtdWe5XyT9DDsjI+rXFAwFqNkJNT7qQ9v1QSICkMaNhL2qJaV8zi6e6rUvrl8WWV+1994+a4XGuj24d8e+++mu3X44ZTMrNVtv54N2HfVyxWVw81ZjMjgBiwMjfb85cFJ1IoL0mNaAiEdHRwNZQ8BOYCxjcyLzKRFIGm17YmIiaOCk9TSCfh5QLsrga549f8Tz8HrsJH6OAccAN68/dw+kRd122i8EuPk0EOZpkmELGVG/poBA0Zvpzho+yZQED46iKyTebBfCq+Z8AKKgscTe112SMz1t+/LqsP0vX7xjX16/Yv3dZXs08sT+47tf7ZubI/ZoZsWWqi2rtUPKcdDwNfVk2qPV0mBVom02dXqD4ASGCSlBtK5BQ8KAtcq8ps2bhZAk+2Fg5+1DJ02mP5gOgayxkxZw09FJWs9KXhA1+bI0L/3Qby94PmniBdhJg7QQ6urpd2I/+WTYPzKifk0R3h/UwOEEolPzMJGZZFZ/RIFgpVlJ8iLwHG8jhmkRDT75dfX12tULfSLqt+3LG+/Z+bOnbHm1Yj/dvGd/+/mx3X2ybLOrTdvgi+eswYXpSVd5hYuExm+4JKgMLyqvC7ysEBiaNEQLUUPSTsSIv2YNMNE4cYO0IXG0UIgOTZw0eMUbAiSs5/G87QJBkg4mBOqvogO/EHi771ccxEeTpuyk73UG6XyR/cDD7iYZtpAR9WuKkgi4SxpuMTzY4x3FsjVz3SLPLgmbLYkg8gqTq1upVbVic11ha6JZ3QIrdDPXtuF21d7t37Av3z1lf/ryQ3v/o4+t2TVoN0dn7d9+GbXv7s/Z2PyGrdc1WPPSmhLhAweNfDF8aPdNAYTlRMeLHj4PjTuEBfkikJVrok42bsfPtVwIDnJmKoSd7VgdclDk5OlwgYCoEeyQrO8p/TR4XTHTYbFTZoSLDhszUQ/PL13fDAeLjKhfWzAoomzZtovYWhZpOSLVQrEssxA/fivJ6xf08ULJBvp77N3Lp+13n12zz268a0P93TY1+cR++fUXu3n3sY1Nr9hKtWX1lgaw0mRA8mCRy0PMJj0wsSfHDNi01yY8jMvrA8iOzYggaZbc+VfGHZAYYZzUnfSc4LDTfmi5CG5MfyDYDxJcGLh4QKiYlMsfYj5NdgLuxEcA9fatV9Nx9kpnvyC+txt5+nSLt+2Lpv+6IduP+nUF7cHa6USL4T9XXRfoO3yggIV14QMHzCfzcVK+sSiTGO2SwvABBN0mi3QHdYd87kS3DfaXrNWo2cz8ij2ZWbG5igZpsdvKvTwcy4eVIGXp02jzrYT8w0cRSFJafljGR/HE6rl2KElYIEIZeUmHmW+WErZzzJnirhSTgdc5yF1Le1UgfxcAoTLdwdQH5IeGjIBOovW6dAoEmn4A5+Tnm/GTl4dzYMcN7NUmhPMwmJSTV735DBcmx+k00ul6vghlc3fKiNZPHdHQ2eLUP67r8TDTshc8X5C2k69vqUqetDkXR+xcHPEnfW8f7MT3NDxvL9NxQEbUbzB4KKghFTu5junUfHCgu3fABoZOiUy6NFgqNq/b88X5JTFRyXp7uq2nS4MkkC3z1bI1RdgibT6qG758jgR0nLfEGs4szC0b+UPUnfABdpQGGmQFafBhWOyQKiQNYexHG04TiT+Ac6LG9KmKNAE5sDvx7LdNKJPnhZAPwkWm0y/0gaR8+FEeL0d6cyfKxxfQ2YqVeXfS8LT2Wy5AXuSBYCcvTLRm/zo6wvw9wpdpENqfuwLCAcpO3HT+6XI8S5mOMjKifoPhTRo+y8V8t7TcsgiU/UJO95ft9KC06+6SNWpVDZppm5yZspWNptWL/dYWYYvVFSdnxTBYNNhb0qZ58QZNm7nzoPFrAIq4w2ZOSYb8RFGieA3wUICjT9SQCNocJAJhADRgiNoJZq+yEg4BHtaJGoFwmEZxDZ0wCHHSpsfdL0jXtX/iQnROxl4e7Lh5GRGOIWmIHX+mOi5fvhy+3egXKMJ52b1chAX7KSfxIFvy4mLgD1iZu/dNn0gff4Rjyg9hcz4A8bnIedt4nfaT/+uCjKjfYHjHjtMRIHmIhE0Ey/cXB4dPWO/AsDWkMM7pXE2LsFeWVzUwROKD/SJ21mcnZ0YDROMunCt+gauZiEkNGGzxiHXfDGj8jz5RO5FA1NyCQwyQH0SDH+2237ISNrRzQihOihAORO2aqqeH//O0B2UDpI2dB3+UmWPIDwL2V9vTZcLkwgNR4g8p8+Xzt956K3wazMuXxk7l3aushPP2Y2qDJYs8WCVf3HnoSl7cuXBR9Ie2AMKm/H53QDi/wJGup31ckBH1GwxoUhQRWzUha7o2c8xF+ZbU5t3FvM5PSbe6g9bX32dr6zUbnZyxidk1W6vzodZBK2vstBW5zkcJlE5eJA/5a8grMTTpMFGSQiTyQOKBqH87oHyQ7zXYDwsQF5o0t+GQhBMDhABR7KecHgYidDiZuEbO1AKECmk79kt8aXgcQPkAeUF6EJ4/BPQwEDdlQAiPH2GYh2aqA5KGrHFLa9CI1yFdvrT9aSAv2pV5fx7Q0ja0Ado77UB+rjEjtLuTN3G5aELs2HH3iydI1+91R0bUbzCC5kxnluq72Z+xbIoIFtItiLB7yzYwPGQ9/aes0c7b7NyCPRkZseraimkY2YkT/dZV5DVzDb5G3FozDJigLXvi0RZF+YYSxHw64QPsqAw0CIyHcWjVtJnf+gNIwu1PQ7pOkA9xMIkP2UCAaNQQ6U5E/SwgTeB5EB/hvFB28oAMfV03bk50+LFSBGK+cOFCMNNz55QHAZ3l8nz2AmEoIyTNm5pMdZA+Fwa0Z+zehxAvO3Gwpy+UaP20H+4QOAI2++AxQEbUbzB0s5u0qwZFW8TQghwY1AURtOwJgRKCD8OgXZ8eKNvFkwM2VGpZQ6R1d2TaFlZ1+5zvEon3Wa6ktCAZVpYobciY+e/4cg4SzyE2tmUl71CEDvhgd/NVAy0aUuFWmzI50Tqh4ObktRvS5OYEgh3y8WVzEBWC9ujA/XnbIZ0P6XgZKD+kDClCwuTp32xE+Ao6ZA2RQ4qk4+VwSRNh2m+/5aVNfbMq0vK7CeJy0fJ29YsWx7RVug6QNfC7AdwganffTzleB8RWzvBGgqkJujGdORKohDkMtwtxAiNOkrCYo6ect3On+uyTG+/bH3//O3v/g/dtYXHJ/uVf/83+/S/f2uMns7ZRU7rSuqHprZS20Hn8uoH2cgJwExLZCxCMC4SDeDwID0kTURo7ue2GcD6VFibpI8Tn2EkPO8IFAXJ0okZcq3eCJpyXG6GMuIGd6u3hngZImjsU5qYJS35cNEjX0ydv0icsAnk7iIMf5YfgKSsXUZ4hYOJP/OOCjKjfYEh31k+DSnaml12pbsrOjny448/HuIrtqpVbG5Ka9eZadn6gyz69dsb+8Xcf2qcfXQsD64df79r/9bdf7Nv7UzZaadiKyHpDsdmRL7Aze4W06pKGDiFzObW2BrUPTsy9BvrLBHm7OLxsSNodUul02w2kAZw4IU2PiwnQBN2eJtj9pJ9GuryI5w08PRd3cyE8ZUM8nrtjOtn7sZcRpO1ppPNDmKpAk4aoIVt/SOh1druLu2FyTLsj2AHx0aRZDeIPJI8TMqJ+g9E5nFCmgyTHDsh6UzRQeOGlqJ7T212wi+d67eMb79oXn39hJ0+ftYnpWfvm+5/sR5H2xNyK1RoMLA1ODaqQMoNYEn6yoqUz+HYa3EcJkBNkgMkttt+aO1nst/xOgIC4nhZt4A/L3N9x1NrGy/O85aLezCsj1NsvJmkydvtu8DCkhUl8ny6CpBH8jgsyon6TAW+qk6PZ5iXsrufCcfzYrW5Dg12iHw8HmxoUDQ1StO5+cco7p7rt7z59y/7uy4/twoWLtrq2Yb/cfmz/+t1d+/nxnE2utGytXVK8khLWYFJ8MghatRLeacDjdpQICvLk1hwycIIFThaU1cnjaQI8LPEQJ2q0abRCr7eHPw7w80mdmMZgeoJ6Q7C0Le6uOXfadxPCeDjSJh3S49ywGsTP0XFARtRvNBLi2FUgU7enXaX9JIeQeq960XB/2d67cto+//yGvff++1YodtnDkXH77qfbduvBqM0urUu7Zs4UAlJcAPsnZTjqgATQqBFIwTVqJ5/9COGJh6S1PfwgGOaKEewO0k+bBwHSeprsBzvF6xTgdXdgR5P2twtfhKg7hTxJjwsBq3Myos5wPADbBsZ1aEAF1Zl5P0R2xlgIQ1dhNYiISYf4NjU4rF2Thd356jbcXbCPLgzZH2+8Y59cu2wXTg7b/Nyi/XTzoX3764jdHV+x+ZoGqtKoiuVrSpOv1OwGBt9RASSAxstDL8gaInEigBw6SWM3cQIiPUzSgLiZ8vCXXYCHOW7wdvOpCSfXdNu47BfpOEg6/eOCjKh3QOeJf1Z5fQARuLgRmFmyTfWV0FUkEIxsCY3rX/xYAZs6FRV+sGT21skeu3Hton1247qdP3/RKrWm/XrvsX390x279XDSZparYZ9rDdOtLFLobMd02+4khwVfYcCSNbRANENIAbLZL6k6MWFC0BAKBEW6LInzedbDrNdhgnr5lA/19rZLn0+ve6dbp3ibY3fTyZ703f04ICPqDhynk7s31NFTGnXUo5k5ZmoDUuahFkI30YAKNh4mtoKwr0c7fDqmFOey6xUrNirWm6/ahaEu+/DyKfv9Z9fs+gfvWalnwB6Oz9pff35g394et8ezFVuSMs6e1rR5WkDn8VEABItGzRI25qshWt83Yz/lTJMScSBp0iAt0oSs06TlRPS6w+sD0m3gx531dbu770c64/rxcUFG1G8yAkknHVyGunggakzmoUP3CFMTTtY61PjaImtpMJsvxjQs36paoblhZUm/jk92m71zccg+uXHFPvr0Qzt54S2bXa3bd7cf2Te/3re74zO2WIlP/hGQth9FMDXBiyAIxA3Zdq7xfRr81h+CRyNHg/YXTEjPw4A0+RwnUC+/q9jtfO+XaD0+4T2O249Tu8WekWET++kgnP6nSdRMo3C8CQ9wVMCnuZLPcyGRorfAqo7gI3aOouLLjFWg6xCDgSLNOle0XLFLzmUFEnlrkOTl3lNo24UTBfvs2in7u8/etevvXrSCNPGHj0bt+5/v28/3p2x8qWqrjZwx48sue3GgKXXWXbOz006NxiDE31y8xT38UxravdOSQnrAO9KEwgO/06dPB3JlCgSyhnQha7+tR/w2HHE3SJoVD4Rnzps0SAutGhA21n8rb9B5/LLgdXxRpNNJlx07JE27IQ7cvJ08/NPqjJ/n4aTv4m7IcUFG1DsgfdI7Rf8Cmfi2nf5wzQUy043wbynDLZsORwB5ERyS4wWUZtCUI/3GIoY6JHWKEusV6VyDg7cPIW4dso1T20qKLKIOkgtad7eIdkA+53rMPrjYY7/7+C379MZ7Njh02samK/bnnx/bv/86Yvenlmy51rKm4oVBpnRzfOtRmjkvyGhUyp46F0o7+LdF74GwvcVdhM4230k8OPYUwrlOwfOFHCgfUxVs+cmGRWjFEC+E7eJaNgI5448WjeDGA8lz587ZpUuXwluB6fw8L0fafpCgLp3i7i8KL3O6LqSL3Zch0o5+QfOVH7QNYZ61DJ4O8Dz8wexxQEbUzwG63V4COs1oefFB8LLhddhJIqhDrAfz2UFyouVctG/RPYBgcRFpl9p2/lSvfXb9iv3hsw/snQunrLm+Zjdv3bfvfrpj90bmbGm9aVWNt3DpKJSCyee/GLit9ODdNoeuvEKRMF0ItAsoGgLS9n0glEOEAMmgDfOlE8iW+WXcIWhI2QXShpzdnfhMm7AbHQLhQyqe9mHCSXQnOUik60W7cZHirgR3LmK0DW1Hvt6+jt3KRRgPC7l7OhA27ckdynEi6mxTpucC2p46jmxR/OfHEv3D3LwSckCdPED894qBJuqI5Bp+XkzM5DR4fSBdN7mbqKM3izTDw8eEpMOgIpT+2rn4eBKBUssKN1DO2cnegg338lmwks0sN21yetEWllfDh3NzXUXLS0vly+cNDUbMXF4pkjEIbc9BJOpwYQj5x5J5XdIIcTsFdB4/BdQLokkD0kE79PXVDicRJx00Rh5EMh/Nns6dO9KBdHzQeXxQcOJ8Wemn4XkB8kOoM+3C6+N+8YJUXat2YO8Ud3fT04SgIWrcWJXj7XtckBH1M4IS0E8iUewBbt/T4dx6ROqyOUUQypKWiE3bdudtYMIEhCBqF14J5yAY+sf8NYOSPaoZoNGN16XzNjjQZ0MnToUVIWieM9OTNsuXPWoNK5Z7rLun28oKR1qRepUBxBcGKi0bXGJG29B5vEOQTuzlLzgxALQ4jqkTJOObCqEp+m23EziEgeYMQSNo1LgTlzRoHyewNDyvw8ZB5UvdHOk03Q6xMl+PNkybIfgRLz1XzbG3kwM/F0B40oHsfQdAv1M5DsiI+pkB+SaiIga6wAyCHRfcCaOOFYpMXRDqwXEM8eqhMqm8kQYl2MPxFmJJkzoSXg5eNw0f/eIDoRguIoRXcvH1cI4ZdKJ0adf5tki4pdtTDbwuhRnoKtjpoV4bPjEUpjxGZ1dsZHHD5jbyVi/1WqkbbTTP7LcVwysyzEujoUsrg+iUPi27VQIvRRqUO7oTdlOImwjYKabDycLtEES88GzFgqQhZ0y0Ol5ggZQhaR4YcgxBQyYez8nGJY3O44NCZ56d+XQevyjS6Xkb0gaAV70RSBi3zrZx+MXMxdue9CB8LvSEYb6f5wa0NUin8Tpj+yU8wwHjqHeSVPni+BGcxtLw4+314QjSZsIjkjeSRjzK5Rl86mpNkXsjzi3KIfjx0FDXabv6dr/98Xef2O++/MyGhwbt8aOH9uc/f23f/fjIZuYrVqnWiS5SVToM8hAfLUsEyiT2rnia3/7h5OB2Jxp/iOV+aNKQBcTM7TcmZA1589DRw3k8QHqvmlC8DAdVDr+Y7ZQefrSfX8y4uEG2ELZPXzgRu3CcdvN0PB5ETdujSTtJ08bHBZlG/axA/WJ8YYbiJKbLJvwAfwYnj9PibG38HQXEclkbSVWAV8hRof0cbPqp3ITFHv7aVmwzS90IHwYIs8UKG6pLKFkaDBaZOQ2yNiTFCzJ5zjOB2Gi1Le26Zl3Kc6i/bBfO9ttgb79V1zZsaWHZZqVh1+oFq7V0a9zNtEI5IX4eW9bD2u248oTyxYtFPEHbhSkZv5Ds1PrRfW+kicKJIE3aTioOjiEUxI87sZMb2M39RUE502VyExx0nl5/t6fBsbeVP3xNlwn/tLg7Fzjq4Jp0o9EIF0I0aVbS+FJHkD4XrzOORy0yPD8YF1vjNCK4dTrugs5x3XFcLPrXquMgA2jAjTp7XMS9MsISR/nRGXtKebty5YT9/d//wT7++GMVpW1/+/Zv9tNPP9rIyKQtrbBeGZJRYAZwQbE2e3EoeLRus784nCDSQEP2V76ZH3WNDxDe64t7mswBbruFf9nwFRKYCERHuagfctDlSKdHfb3etFHbTXgAAP/0SURBVAl3G5ArWjDuvlKG8qXLBUgHO2UmnK+mYS4aTZp00NKJQxqkd1yQU+UPp3d04OFSy/75p8d2/95daVGn7T9/dcM+Pt+9Nc63vegg19ChN31fGvZsDnnnWFRMH5Do2i4ndSb9iFvMSa9U0Qmj4SkLEwOx+GFz/hjtEGqyN1ieLOU0gGpDis3WhrXa6uRyLwTNl/qU5Ln1YIa65NgHNaxx9g3a8SexYiRe2WgmTP8PvN6i2ODMkruGLHzJvNhigycRGVq3MLvQsIezq/Z/fXffxmYXrCiN+oPr1+3T98/alVManCX2F2nQ8uHHX5HBqRPQbqHdRk0+YPOuwFs/cXd4wV4jOIFBek74gH7o/djdCcsqCzbrh8jcH7Jk6gEtlAei2P2iQhjiefqeH/4eH6Tz3g+8fOl0mb6YnJy0iYmJsPMdgIDJC4F0CZcmb9LgQe3FixcDSVN+0vOyuen5vM7Ipj6eA4GoVTx1Yw5sdWPVpqan1cFWQufqKrKYX509IYkwFUCUGC3U4mjUROVIFYRvHLbE3qtry7awOB+0lUKxLPJjPWpBfh5O/5DNNwMBg5uKSpJEAzd2wJ0CUQeLTCXI5SxPWuSRtFtXb4+VWE0xfMnaas/5xSWbmZuz6sqylXNtG+jKBw08aE4hT+iaySWSiA+lGKwttN1A/vikJYWOw9cJaSJycnKtlWMImq+eQIJ8qoqvoKCNsuICPz6JxfcgfY6YePRjTwNgpo/T2MltL1CudFnJj+kL5pnD+RQgZMTvABBAWB7KsoKGNez+ZiflgMAR7F6utP11RUbUz4mw7KykztOu2JOVB3brwY82uzplxT6zvp7+oMnxkVjYarOPUA06Jx0ncXql4DqjgjRVpPiKeM3Wmgv2ZO6ePZi4ZSvVBSv3l6ysQcHbhq3kSsNsA2Zbx21pO60cWnRJwiw18/Ch2gHo1kh84Mi8cpzioB2CiYT2EBG0pTWFwauwIlouCHxQ98xg3k4NlK2r0LCN1UWbnpu3yYWqLTT7rdbXb6WekvR52ltkzKvslIc6NUT8lLeItp8UCITCpY47Do86ILhO8nHic3fsEBxf9x4fHw8mx7hDhBCia6y4NaSpQoRMGRCONPAjjKfv+RHWyRSky/EsIH2Pi+lk7YI/hIy7+zG1wSoapjogaOzcBVAeyghJY0dI08v9vGU8KsiI+jnAEjzQLjSt2qzY44mHdvv2bWkqy9YjLfDkiVNWLugWsl1MtFA6SjCCQEpHoSZhikYFgahDp841bWF5xh6O3rXHIw/CoO3rG7T+3mErF3tUZnV+xeOL5IHsNAgC2wZXp90EO1gxt5yTVlA68QGrXPQvDv94W0vyGnGSnAZpyU6cOmHdfSesVm+LrBekXS/aaqVtZQXpl9JfgNwZoEQjLbnHdGOqEcElkQQdh68LOgnIjyErNOaZmZlA0mjMkB4kB9mhfUKAvpTQyRBA1mjanHvSckLnfDiwvyhRe1mBEywmc/6UiSkNJ2XeAHViRrCnCZp0Yn/ZImUvX9rtdUZG1M+KUBT9y7esbis2Vx+zu1M/2MPxO7bWWrJCT9tOnj5jXaUekUVXICK6jLqK4sHaQd/UUZo8Xi1a+aaKWbcNW7QnC/fs3viPNrn4yDbaa1buK9nA4AnrLQ+pzGirXh/YnbjYor4M+I8QhnUuca1LM0i0x5AhtNom0HTYs4NZfmnnugrwMdxmmLpAq26FueuyythfytkpCLu/N0xlzK9V7cn0gi3PL4aFKl0ioFI3mr3nwnSNRFeiQjLvHXL2ArKyJUgozWuNNBlBttPT00EgbMgP4nNic1J2cnPNGRNBo4asSce1WtJI5+EmSNv3CyfmTqIlP44xyZMyk78LFw7c8Seux++UNHZye91wdNjiNQOvRm9Im56Zm5QWOityqVmjXbXZpWmbW5ix9XpFxMNtmDoJ6h39RB0Roj4qXQZFM4g6MWVdqSyHsq9WlqyVa1hVdZhZmA51Wm+shTqE/k41QiW20e4m3GVLCEWktGwhjiENVP0PVL5VsIRL45RJSb5DIuorl4bti0/ftY9vfGinz5y1+YUl+/Hnm/bTz/ds9MmirW+QUlI2pVPQwOY4imN7GV4n7EZGEB3kurS0FLRp5qIhYFZUQHBOjv4wzo8xAWF5IIcmCxkSn3SYvyaO4yBIjzRc6/X8/RjgxjGE7KSdJmiQbgfqAbwdvH7HBVstk+EZoM7ertvC6rSNzzy0+cq4tXs2rN29YUu1aXs8dd/mVqat3qyp58A0STQ0S2mPR4ckKAcDsGEbjRWbXhwLsq47A+uuWqNUUd0mbWzukc2qrvWwzb+Q1Ad6l74qaVpBZIqwtWn8KC473rnEu4goIM5UQ8hBGHj6K0irLzarVmpsSKpWaEjTDs3FnYmIhl35pBn3lYt2ZbjH/tO7ffZfPhmwT66etY16t/1w84n9x9e37fb9WZ0bC9umhiXiulCG578M6iBcFPhxeeLHupOjck6eDkjISanT3lB7sWKC+Wg0YkgrPa1BGNwgc8I6IDS0aNwgZML7HDHp8QCSB43pvF4UTrKkRf7ptBH8/NhNlzQ43ik+8DSOAzKifi4wKOq2uLxgM/NTtrq+aPmiSKrctmqjYk8mRqSJzoj8NkQCEKF3LkyXV4/YodXJVca1jRWbnZ+2xZU5q+vOIFeSX6Fp69XV6L48bzVdeLZKLhuELHMniXXsJOg0GERh4iN8exESDS+xiEQhe6g8pBM0a10KmMKAdRWOTttdMDs/WLSP3hqyzz96x6598IF19wzZ+NScff/jr/bDT3dtYnJZdwW6FKkYsQTpgas8U7/XBU5CncAdAvZVHJAsmjGatK+eIEwnqXG8k6C9QtYAskYgcuJ4/BeBp4NAqJQ3TdxudzjpdpoAe/o4PR1yXPDmETXnPhH6AVTiEruFTm5bnUQqWLsZO4u6TliNwKoHVk2vtis2vv7QRhZu2kzlidWlCea61ZRS+Ooit/nqExuZ/d6mV++J3FYVgw5J+jQ3Oih6LBQeJf7IhZCxHEHSBwFYIH5WM8i+6Y99e01aOm60SD2UPvzwa7dVg6a0qRZESH0K0qDXbWZ1zMaXHth8c8Kq3WtW761aXVr1en7NZtembHLhsS1VpsPKkMB3qKiKG/akVr0YFGqe4BwFbVmaXBCW9yFodpCt/sJHCxo6Yu5a6UhYgx3CF9CcMeXGk0uiSMIDwphCkEJeml/3gF05O2B/9+Gw/f3nF+2ti4O6m1m0r28/sH/79bH9PLZsE1WzNYUPHyYITYXGr/rTZmJx6kDr4I+eGd5I32pKhWd9Oe242fpBCBbbPpFDgJOPE5wDcuMBIESNdoxWzPyu+yHEgbCdyELfTpXbjxHCkAYEysslTH+gpTuI79KZzn7gZcdME6uL+7kddPoD7MTfKY20vO6gv795oE8xtmSkxmMceEKcF5UlCP9iCGwNeayKfMcWH9uEyKtSXwrbIudK6gys6S3zdW2mEe7b+Ox9W6kuapCjzSgFJZPoiUoxEnNaQnYp+S3ch/Ik1s2AsoSyRuF/TBN9uSnSRhuK9YglAGi0eVtaW1RZR212ddIqtmS14ro1SjVrdjWsUdTtdG3FpubHdZcwbht1KC/GDeyJlpt0o5CznKNA1CzXY37YhYZi0MQycpng9W921ot6Mv6SPISNXW4El2gcBqJODhNRLIXrK+ftreGSfXT1tH32yXv2zvvvWrPcZbcej9uff7lrP96ftNmVulWYhfFBq7biHLN2nB/7Xtd03JDEc6WWC6xO4BgHK0IrxpZMECJsHr1UpEnHSQiShIAhakg1TU5pksZ0pIk1bfewngYEiBskzYNJgNuLwNNOiwO7p592f1Z43BdJ4yjhxVr8dQXnLjl/kJZTJxKc9Y/zS3+JJxoHhZEW2GhVbLEyaZNzT2xhZd6afCFFJN2SXy7PLWM+yGplxSZnRqXdjVtVcfCP7K+OqWYPmqgYbfsv5BSzQmTfjs0Q4ShtjacSiQ6h/IFI9ac7A9gz5EuYQIDS5lWmDd0dTC2M2Pj0A6tszMq/rvBqC6nFhRwPb9B5N2xuWRr3zH3VfULxpFnxZqIXUkbIM/yiU1q2oKPwma5EnLxfEOGiIA28p6/X3nnrrP3h43fsy/cu2qleXYSmxu3Xn36172+O2v2pNVtUvSqq14YIvkYZKKDuMgrs6CdCKupiFu6bdC5bCMtJVNfwUFj1pNoFORWS6lN1vkqDHDbSBMu0B0S9k8bs4uh0T0vanzScNNHSPf3jQn6vE+JZeFMR+hudE5J2wk469GZfxKJBGgxRVn3VZhdGbWZ+zFaryyIIdWpJq43GyjK0lnWViyL0usKJ0OdHFC6uoohpqsnDdAG/SNYhfbwSRJed4D6dvin3kF48QlvExtQCpBs14OhPnev6LazP6qLz2OaXxqzZXrWi6kLpIOpwMdFAbecbtlabk1b9SKT+2Nbri0pru4YGYm4p2eKGBLjS5SBnJ+sX74KcOe4MCiorbyteGu6xz989L8K+ZpfPn5ImuGZ/++mW/fXn+3ZzbNFmqjlb10WiyYsxITZbr7asLJKWq8gJcpZmGYia+5GoZVJSiDqIglAbNHQn6t9U9yXACdSB3bVpNN40UQMnXYcfpyWNtDtp+NwxFwJfspfh8PHio+S1hDpiGFaRoMEWScuNzhudt0wN16a0z5X1yUBYKyK4JuSLNq1R2xBRt0TUrSZvbTGA2raysWDjsyK3ZZFbc1GDmgGvpHRLDYntJFv57YZAgUngrfJ3IoSSVyAXaYOBtHUcQ/O/Yau2YhOqy6Q06mpz2fJFaZXi85IqwC+UlTwKqldhwxbXJ2xs9p7Nrk6I4pO7hE0k5domh4iQndoVwlWlz57osxvvvW1fffqBffTe1fABgtEnT+yvf7tjv9yfsenFqlVVwbo060DYaM7MUEuzjhPZ8UIaWlD22G6EkRA2hPf2PHykCRVB42Xa42ka9X4EcAH2i7Br1I1GfHMRM8PhI56FNwmBQ9Qpw0DjNheNCm0Je3QLQqeVETVfaS3tuq1VZ2xm8Z605Lu23po361KHLrGpUNMaIi1mg1mO1mzWpYm2rWrLNrn00EZmfw0k12iz164KINnUzIId7TUR5R4QypmSTXDAaVPkUIc4uLYDN+qlIEle1IWxF1zDZG/dZjam7dHcTZtZHbFmYVll3lCAatR3WwVmBMLFxwrSoroqttYetyfzt2xs4Z6tNVV/7v8dyieQW5jSQRL3vbDfcE9BqJ7+QTQsFSzrjPToLuBkd87euzBsf/z0PfvDlx/ZqZOn7MnktP3lu5v29c+P7N7EvM1VWlZrc7fBRacq0XkkMZ6IKrWctP5QHx2FRiRcuDvCDI5Ja786UG+IFZLG7to0cPIF2PcjOwF38tjNP8PLxZtH1ML2rkandokID93okIlzW6xTra/b7KI0yslHtsAaaZGuSUsLKxwUtqk4rCaIQ1qDJaxWYMOmRZuYG7HplQnbaIoImetMDaTdQSnT0ond3BOko8Ln4hWmnqNi3bJqaz08QJycG5XmvygXac3UgyVYDEgJJB0uPlyE8k2rtaqq+6yNTY+EddWiOPl3lMHz3MRvHF4KaNHwYJD56jAHH7XKsFfIUJd9cf2y/fGzD+yDt89Za33Zbt38xb7+5le7+XDWplYattIsWC1fDh/UbeXjniVcbEg3SIqg8PNahXxlCRfDQwR1c/Fj1353Il0Pl/ZL++8FT9/TyXC4eOOImq4ZZxu9k6oDbg1HCcMQ7QpW05GEOcq12pII9749mbttleaUNQobEmnSUJxGdF23zA1uC9X5WYkgJcyaRWnh+XmbrjwIWuji+kIgv9DXY0G2yyY4oAxpSbAZNmHf7RGFJICHcxFQpLno1FsbNrc2YQ9mf7aZ6ohV80siqLrqG+O1G6JyvsQS9kFVHvJr5CvWKK7bRm7JxsNdwm1ba6k+xHF4Xi6hjLQjkgp3wBA1W1HpF9SwYQV2WDHCHDgE2rBu1eN8V86+fHvA/m9fXLG/u3HZhvt7bHRq1v7y62P7t7tzdnuuYfO1kq1bSXUthrn5QMAqel4XrbCUL7Sf8nAhb4VhyTnCaT0sQJhOmhCov7UHOgk6Ta6d5LwXWbsW3ZlHhsPFG0fUW6DzpodWPA4dN1ijn/SO8IbhSmXJZhdmbGllIZAdYejiYX21bpWRZiNqpfiFeT4RKUvzViorNj07aTMLk7ZeqySDAxFiNtsR/Duxk5vQGX+n9HDTmWY6Bg15vb4mTXpSZRqzamM9aP9h72aRGxLrw5w7VBTrw78cg1ThllYWbXxm1BYqs7qT4K2+XUuXIIbgorcdT4+1b9BeSZuSBXVh9qIZSIaVOKzTblpPKWdvXTxtX332sf3hy8/t0oXztrqyZD/99LP9fPOePRxftMW1pi5k8RIYah/OdSxn0KRVCZ++itXBL7mY7njeDh6d5AoRdxJ1OowTtbt1xt8pPeAkjXgeEHZn+AwvH2+kRh1Bp2YAqwlQf8OSMXXCpjpn8JbGJOe6BuDSxoKNzj2wiaUR28ivWLssIpM2zRqPMEvCCgmlFTRpRW1AdOrQ4R2P7rY01nWbXHlsj2fv2vz6jDXCSyPkEzViOj4bB4XI2DVAMJPEtwT2CWGQQEnBGqZfEkmoKoqHTax1UQ8PAReqk3Zv8heb3binsi1bTtpmS1pkXbf/9QYrIYjD/4Y1mhuBjHPFkpqoYLVcU5r0so0vi9imfrWV5mJYWx7y9vzSwrSJ8uXHZSLhuJh+0LQlLwjuFApKJ7SGCIUUmf5g4yaWF1q7pmwqVmhXrLe9YRd7W/bZtQv2v/7hU/vovSs650374fac/Z8/zNk3j1ZtdKVuy6pMVVGbXNyCWk3BdRFrSOrqKy2d71BHnUOWK0q4sKXJzeUgAWGm08WEPH3DIvJvJA/8grJAXxIIxxw2ZO7xScvT83ID0uOYh4c+740bL8BA1ukyIJ5OhpcHdcUMWxBta3CHr4KETtu2WrNq88tzNjM7bauV1UACYdvMVMekEyNsvgRRosm1pEkzcPMiCoKvb6zb3PyMTc9PWaW6pnTkrzBN3hJUVpsbN1EGIvwGzzbg0SQhoE0oSapVba/b1Iy0+/npZJDJj3/BQr7BQQI0EMNPhKULWLORkKrCVtZ18Zket+XVJdUEMoaOk1ISPTSf/qWKHZyi9ZChAvlFTnbuDLrLOTt/tt9uXL9mf/rjV3buzCmbn5uxH3742X78+aFNza7p3Ld1oaIPsH5etVN88ZQIK9bESRD3sPb8EMA52wlpsoaoWQGCmSZrwnQSazo9t0POTtyeRnr/j93KkOHlYSdGeGOweVe7Keq8aMWys+65kVu3ldqUjS3dstHlu7bUnremtGS24WxJ3ZaiabmGdOmmbgubakqNh6Y0rIY0MCmn0lKVHrfd5bxVWis2vnbXHi/+aAsbI1IB1y1fFpGWGlLUpJuLAMg+8AmMunlqthVwyxruCBRJ4VK+0cvJlsFIMIrGw8D2ok2vP7b7Mz/aWOWx6rGqPKshz4buJurSGOtKM7xKrfo3sQWNVxcfaZJNtG0VtFVs23J93h7O/mAPJEv1aeneG6HegRJC9kpUZizTFonH8gFc0PxSF5MXAnc1PH3gpfi4WVRsGVU+vJbeK2uvXEsiIt3s6CSfVNt8cqZo/3htwP708SV799Kgbayv2Le/3LX/+bd79t3jJZuo5Wyt0K07qVJoF2qQazWs0Kpau15Rm9TUtv06FXz5moofPiBdNF3/nBZEy3I94MTqZI2ZJmn3c2L2cITBjlaNO+kikL2HyXB4cDbI8Bvw0K1uC8sLNjU1aUtLvAquwU9HlbbK3DMrJPjKNtqm3/aGW0WYT+AYYVig4a6trUqbnZZ2PiMNm28NQi7QyRZ9YU/G0QshzDlrkAIGGqi1a2Ej+fGJCattiKCT8gVtmXpwjD24x1tegBnsKhiaP+VD01pcXrSHjx7awsJ8COfYrA31OIC6HAgotP5o30BkupOhTrwk09/XbR9eP21//ONn9uknn1hXV9nu3L1r//Hnr+2Xm49VTy5YJCEiU1xFFAMWrdDVHT5WQJu9CmyeFwFChkgHBwc3p0CoJ+7p6Q6wdd63NOc0IGncfN00mjQfofVNmkgvw+HijftwgM8Lb62NTRCSZ35PgzKvAZnfsOm1R3Zr/K92e/JvNlsbtXpJWpQ0ZLQy5ivzLWnTKqYUzLDFJ19IUfe3urTRltKoS/NqNCA8BpU01Jw0MFuxsshuoGcofA2GSyUTB2FhXzKlEqoa6sxfRztskxge8iGFqKXiQ93wl7vIhTuDDZuz8co9+/7Bf9jtqZ+s0bUiklGuip+XFh3esFP8htqglReJsdojFkQXHpm6Y2ATpKhpsdalRk11i71hJ07328nhE1aS5prPlymVoAtUeHhJyShjVO295OFOJoA6xBjPC51NCWnEWuMSEfNtyq/K8wflE/YfEbmyerKg81VQPbiP6FOBhrradnqw206hldbzNjm5qIvavK3qmprr7rPuAebp/WIVhX1J6EtNuDxZVx7cU+g8flFs5p0AOwoEBIodbZptSXlTEXekM47D3T0MgMCJy5uITHmcP38+CFMrO2GndDMcLF5shBxDsEKAN/nY0nN2YTZ8FJROD+iPaCBOBN5B0T7Cag/9pTs9vvhBF6VS3Pi8Ki1lfn4hbEUZNtDRKeD17kDS4KD6POmEMsTfRl0Xnulpm52bDVoSZSTMZnaUP1pCmTkMWtem5kX9VE/ZmVcPZKU0mHunjeaW5qzB0sMklZCAJ3kEoOvoZnFUdNWfB8myJOXkjqcgEh4e6rHr1y9Ju/7cbty4EbTT23fu2L/+65/t55/v2/ziSpKKWT2Zv6UbhM8yHiJcC06TJETNl1zOnDkTtF/6F7vpYTpCf0zihD4qCX1BwI9z7a+j444mzaevmFZxf887w+HhDdOoSbOmVNDxmN9NEJKVH/OxaJT6TS+P2u3Rb+3hDHOw41YrVsO66bB+tiXNUlpmXh02L+2SOUtDe87V5a8wzFGjJyvJ0Kf1D4260a5YrbVkuXrO+vIn4yeumPcLZYnzzaEYoTyBRkJZA5jAdgR76lhljho1FwV+kBDuBOXllmUbW7hvvzz81h6z/rm4EBb+FlQH6oHWyws7DWmWrAxH0MTDFEhDvk0JZrhDUBimDVTPWl1t0twQeVetq9xrQ4MnrafQr/JTCTRyChFLhcYbyoYXRaNdqC+VjRV+boQmDkI+MS/uUKImHxHIOTGDq84J19wWKznkU1CbFuXWpaNeacYn+vJ25mRZdz1FW6tt2Pjssj2Zq9lqq9es+4Tlu1hXXFAc+sGSUt5Qm7DMR3XsqE/n8cuET3WQJ6TqKzdAmmCx+7ETMBdwwqORo1RA0BcuXAhk7Wk6qadxmPV7U/EGfjMxdtptRB2g/MQe/NY2Vu3R+F279fAnm5h/aOutlTCdgcaIZmYtbndFCRAZqzt038seH+y0hmZd03EdQgsvjWgQqOPXa1UNgnWrSQNtLResVBu03p4h6+tjc3fImkEeBwFkAiLtJEQd6p4S2mPzkFLHcIEMlQ7O5N1QWZbX5+z+6C376d63ugBNWKurFsqbl3/QmlX1QNSqX1ytgqm6MMAZzCJzBrJLWFGiH5oaBF5dq4vchu3sybdsqOeU7hASbVUSry+RPGPZkiKH/36Q2J8T6Z6yG7xNKTsRAukgIp6wM57OVzinBAruBevqLlt3X78VewbVNkWbmVu2+YVFW5FWXcp32Qlprd3qRnldgBVBybL/s9LqqM/LIDLIlXQ9bSddjv3BIuTK9AUaMiQM8AvnVkKccP5TJM05pU34fBckzcdkPY7n53k6Oo8zHDzeMKJWJ9M4ZU6RNdOJUyCTpjxExdKL1uzR7D374cG3dm/iri2uL1mtLdKFvJi/rrWtWCvI1HFdomN5yy5KrWuwVpXHhgZ/tWD5DdnDsaSm/Oolyzc1mNdFfBt1y2sA9AycsL7+k1bWwNdwkGYn90ai9UOUDH5WmYg4mi3ITu7Knmlj1nnTLnE/D9b1iiCZe9cxhNRsV3WRWbAHE7/aD3e+ticzuujUl0XgNV0WFLah8jJ+6xr0SE18EySWW40RpK1zRb0JpyaKwlS+4uc2VP+KLlLNXPigL7feveVBDfYuUTPnU+XSr6ByQWXx4qN0OJV+TjFeAEkq24SmSYuYRu7kHY8xN0FXox3DMwLVKUxDqeRy6y0V7dxQj10YVt2Yu19fsIXZMVtcXLANtXOre8iavV1WVX17SJ8OprjxYhl/JE8m0Y9z6hIyxkfna7MYe8JJGaTtANKEaCFpPhzA1A1uaSJGY/aLrm/mhEk84pw9e9YuXboUyJpjJ2LMTrsfZ3i5kBLRcaYPCQ+XWvbPPz22+/fu2oWzp+0/f3XDPj7frS6bIKiuXjS5hg5xAJ0ikB8Q2yVJBtLTwNGNoi2y7Gzytt18+IOI7Z5VmotmZd3W8iAxL3ZqQsLq/DGRCO+84T+HDHR0zmQgSTbtQnmjaH3tITt7+pq9/97v7d23P7WT3WeiTg1zhlUjSiOM+Z5Q1DDE9a8ozZ754fCyjYQfL16EqYSYfIRIoZmr6oI4Zb/oovPj3a9tdnXUaqVVa6ku5XJJmn7UqnbHtlr+FoqaF4m3dSHq7zlv71/+3D569/d26dQHIrgTVuLCkYQL2FZIfJL098jmILBXNw+viIeyxXIF8pQVeqd/1BpNm1+q2Mj4jN2+/9DGJqYtVyzb21ffsQ9vXLdLF/vsos4Nj0w5YTyADfP6ik934I6Hr9rwqbGtNqCf8IJRJOrgskdb7FUP/BGfooCA0ap5JsK3FHnegoYNPC00Zua0WTHC57sQLrg8SCQdwrlGDTKCPny8YUSt9IIKCRhSsTPHXCBT9vRg8yVeTBm3lfV5kbO025LisBdGnmErLbERP3FEeUKJNosVLVudmPxiyvEwsTHHK228VOy306eu2LkzV6y/PBD2lIhrFGK5AtolEUZMj3EftFIdNtHusCc/tOmQf5IVYB55vb5io1OPbWKeT4atK7mGzHh729XkKb6X9bcIPk8dkLqF1h1IrVa3QrPPhvsv2DnV5+TAOesp9qqslIwCcS4lQaOkiAkRhhDU9ml5HA7Cw+AElCaWHDf/rxsJMfdypWpPJufszsMRu/94zCo6jxfeumJXr16yD69csKG+gvUWmO/WudKVNa86hzl73ZGFhHVnRL3jmcMpsLiEfzreg6mfdbjSFyFZCJuvivtqENLxtCBqVnSwvI8pEydoJ3vCkQZw4na/DIeDN4+ok9cWAlEHchNwTpLmTbRqfcM2eJmBB48sUwukWA8DLsxt81XsAA22bUWKBwkd74p2uybteEPkoNtTaZ495SErsvStJZLWgOaWO3zXT7evZiXu2gM2W0D/mrmaiJgLBz/ILrnwkLUkDC7IQReXtdpa2NMD4obgdQOs0MpbN+uRLp6Gp9WFpX9LKh9z913S9nuth/oU+1QflYdy02Y8WFRr4hAJmpiQFRRNSfYqw8uH9zZv46D4JiV18NCxpnZdrzdsdnlNZD1lN+8/tsXVSpgi+OSjD+3t8yftrdMDNtStCyGE1lJ/4wIVElTd1S5cjqk74D9ePO8I4JX3AwJ9IK35+lw0AtwPE+JNP4h0kIZTBO5IZ7oZXj7euKkPpjgA5MZcboBnI5PWCJ1TgysQoUZRmzhBI6KDimCYJN4FpLh3g9L5I2nlRMT58KURXUKaVVuvrlijXpWWU7D+Pt1+MkedzKlval8CK0vChkFCpOrtdQlblSqPnAY+TtwtUJPwwVvVq6j2jOT+/CC9ems9vPTBZk7tJvPRRaWtuw4VJ1xsVM6oSYvMw49ZdtcqozadfjLxqkCvoJ0CcSKhHfkXCTT0C454ViATwp5brtnoxLzduf/ARsendOc1GDZ6+vDdS/bOxUEb7ilYWfGZqCJ2/OIO9Q45SDyvrXzCK6qdiEG3IRQvQdqedGC1fyTV6ER/i267Ie23GyVk5Pzq8MYRNXQBArl58phpAZ4VZmgiCCc5TghyK5CQsu4NAkfS9dZnUdzK+pKNTY/awsKMnTw1bJfOX7ShriGFFhG2eckmTdSyKplQnESiJ4mGgzg4A/UIySDja9qh7jjvder3GJjEhviDFoaDmogkN+/eE43eN2aCptFKeQmFj95Gouae4dXDiZqiU6btRC0z/ukUFDefp/Ih3PVay56IrO8+HrdfHszKNWdnh3vtgytn7Npbp+38cJ91FehrXPTxJQcX8vE8EALs0Box6CbiBc/tHZADaaZJ2oHbboS8U/jQf1JxOO50y3A4SEbxmwMGSvilezh9DgdIJXy5FIJBNBxzDQ1ORGSDBMLh9t1v4WWGTvsMAsP62ETCAKjZ8vqsPZ65Y7dGfrSHU7dsdmNchMCDn4RGQqEVQSYppR8iJoZEP+4GiCOCZL+8SCukIV1WEYOOzYR3KI7+7SYAYxfBCNo0SSXJbetQMDaOco0XDAg9rgSJZyHxPgKgdLRnaFMcQuH0L9xBuRRCs6FDcC9SlvdAOW9XL5yyv/vkmv39x9fswlCPzc9M2g8/3bS/3Xxot8aXbGqDmfy81SQ8geD857hgMt2REGNL6bNGfy8EssTcJls/ys00BkSaJtW0G/PNaT8E4JZGp1+nf4bDwxtH1I7NIeGWwDSQYCQ4CNpJOpJ2SwMpThs8K8Jg0r/Nzk4SCFnKgPJ5cWSpMmPTyyM2KRmZuWdz6xMa3Bv4bkXAVKQYb0u2EHKTo2dCXYgjgWH8ToVgDMLOhDrlKSCJkBUWF+BmgCcUSTqaR4+oqQODIZQnVf5wIZZPINJgVxgFcmKnRgNls0sn++wPNy7ZHz5+165eumA1EfHNR0/sz7/et58eT9v4St3WWI9OGiQSO0TIgf8x/b2H42ZUt4efm8kvpKvyJeQMnJx3wma/3ANO3J5mhsPDG0fUdLHt3YwOmpBXCnGAcoseb9P5PrXfrqMRbYrChbnulMTN5WVNZDN5/DVYw0sXOCYqHB/JXast2+zypC1UJq3aXral9RmbXHhiS1W2ESUy+crQgN5KdEuY+cUM2QSJWiB7UYT9LcKpprxAJoNtK/Cu4oN4JyFAXBuM6JgsNrMhMnlwsOURfzFIukSvHkmFO+FOiclNQrwrUdnVBiy3K0ig2RN9BXv/8hn7/afX7ZMPrll/b69NTk3bzzfv28/3xm10dt2Wau34ZUa1P+QcNHVS2yHrToR2T34xQtLuQRy/TSieq4hOsn2aXxrutpNfhpcP+tsbhaA40zfpb6HP4aAOHySZSYXgILdcUSRZDG+lNSVsxtSWxJdKEgmLsLcLxL0tTFrU5CF/NF0Gmg54iAhJTy0+tpXmlFnPum3kl4NWPT43atWWNHsGSBBOGQkQH205EU9P2NQCU8Kx1yumEwLuKbEuuwvtxsb6bZ8z2BT8sCg/VtewploSP+Yr10SwHx1QmJ0LRFV8JoczwNRHSYWPL6BzGW9aqdm0E6WWXT03YF98dMU+/fi6nTpz1uZX1u3HO4/tm19H7M6TBZut1EXWiuUkHc4pabOULlhDRnBomGpB5BSXEFIIzi/uW8TNj1CUr5NM0azT2nXaH7tLGru5ZXg1iD3kjQWduwNxBES7EIidwZNIJHkcnyIk4qbbNy8GEnhLv7gLXcNWpTVPzI3Z/PJsmGoplDUQ8834yavpcVvcWNLFgktIHKBxYCeDJjok4u6/laQk22RbmZ5TYplcknR3RTp3xQ/y9BiHhViqpH2BFzNx5Y7FJeUpeN3V9oFlW+G18nPDvXbj3Yv2h0+u2wdX3w6E/ujRI/v+57t2++GMTS3VrKJra1Onh+sdH4vgTAVFQWYgZ/z0g6AhZcg2BBISI3YtzEQyHE+8cUQdOv9mj04GXGIgccCg9UbNj013mIf0D5iGhXSb89i7SLLSYUuY704dJ/PdrNNeby7b5MqoPZ69Z3Mbk9buqlu+T/G7m7ZSW7bH06P2ZH7c1vgklkZlHLTpISmS0HE7aK2cTnQ9n+qIbv6dv0AziuqyVbbnl0hS5JeisJB2SgLwIYTy3BSlEcxXD+5YeJiHSUkjEoJuN38jsS4xRNCruVOhw8iv0G6ENdTnusw+vjRof7xx2T6//q4NDAza6MyC/eXmI/vrnTF7OF+xpXozvJkfVn9I+H4l7bfZhlLjIe+m/NIv5YSwMsg9rPJISrLZ3BmOFd44ov4tfER4F48DZvOhm8iRfZWDBA0SCT67SgTDJnHTv3ALG46jO2+g8QLK4tq8tOZRadPT0pprVijlrFTi+3Qa+Mp7cWXOxiZHbH5t1hqtmsoQ04tk7WVOmSQebUSPZkrSiMP6+SVeDHZGUowOeNzjifBlnqD1xnaBQLvVby6e7rMbH1y2Lz750N6+eM4qq8t289Yd+/Gnu/ZgZN6W1tjwS+1JXGGrrzho6/jbDce3VTOAN3D3vAhILLJeR5phlCQaX2A6EXYiLWlKvDQdH9BBtDsL179AyLIHunf3YOInKO1VadMP53+12+N/s9nqiLW61yxXUg7M+cq/pbLVG3yJha9slOzEwLB1F9gRJGrMaP7xWkuesR4hd2UQBDtuZJ34uQSEspDW8wmpM6/6m3QDtmiF/LdfNfRv0+6lPBoIxaRcm9isxZYE/1jmeLGLwB6/5E4QnaFGI9yNdcmhv5y3k4PdNjjYG/yXV1Zsiv3BF1d0X1G0Ym+38SHeYqJRs6NhoirELBUpSDiMl3u22Y3HSX76H8McnfbMcDDIzug2qLur8wfNpsAkh4hWxy4MIBnPgSSSjDioYj6VyqoG66TNL85pUDaUZd74xFejzraprTBwYdzFJWndk09sYW1OWnUjIYKkLC5p4LHNszPAy4bnF8k6HlHitAnS9qOApNx7NldnuWMtQz9hGVx0VDCd6XAu4uPcvi6zyxcG7YvPPrAvPv3YTp06GT7m8M3ffrCv/3bH7o8sWbXeUPC43h2JyTgB74btl4sMxw9vnEbtil2AZxHS5prFcIIcpTFKM1oXYS5X1mytVrUGj/yLbFYj7SdJYzfx1QFh7hDZdJeuI4G+lmvL9mDmlt2Z/MZmanet2b0QtWkRNv6xaE2VY8NqrWWpV3Ub6O2xU2yJWuxTOOZFVQUkpB8uK0GiLubzqMyxUg7KA3Eg2CWK62V7bvG0sOtfLsw7x/xFWzIpX3KHsSmptmYlDJFfMXK6W2IHPUoXKyKbJL6Isl0oOzUNtdHdV3yNhTsh6c/J1Ed4zsG8NWGbbF1bDa+T98hpqLtgp0702cDgoNWtZBOLdRtdaNlcpWn97XmNykLYzQ5yVkL8BYm9ws8fdo5o0a0wgc5DGTMcJ2RntANOkY1mw1ZWlm1yasomJydtaXEx7EDGYHhWeJrJ2ArHq2urNj0zbcvLS9KgNNhgdw1kHmaiSbOZvT/pZ8Cu6YIxp4saO6DxCShP8zfYxTnDy4f3jWazrb7SDBo2hM/mWvlSKdhZGcLrPv3dJXv38mn7/e8/tk8//cR6urttdGTU/vrXr+3u3bu2wJSI+gWn00+p9x+w6ZaYGY433rxPceXqMupWbyovlJ/Ex6wW/NiTgfnhjfyqPV64aT88+hd7sviz5XvXbaC/bD3SqousCWbT/KANsj7Y7ZJw7Qt6mdLBLl2rJQ1d/mFFieqxXJ+zWzNf280nf7GF6pi1uzasLTW9KW230SyLuEsa5HxVgzTqYac9Nn2v1ZpW6Bq2E4ND1l1il70NK+ZqMvk6SdQIdUqVPVujKk92akvMtog/7P6HOgao+Kbqf0ASQBtARWzQFD8a4K2Sls1om/FeMUJnoO0wY6H4ny6zS/ANrOkh4vkNdy/hYqsLLMq0TPpSeC5Bumjcob/EF+l7FP1sd97eOyXSHtIdU27F/nm+z36c2LDxpaoVek9Y70DRSipP0M1lxq/uKBkykMSPHdDfknMbCud3UwqTnO5tiBXYkmDIkSjY8Q9hMhwV0LvePKhjJw/YtwDJ0UnlQZ+trK/Z/OJ8uJDMzc2GBz+LK7wlyCBQAGlJm4l4x2bw8jAyWDV0kkM2/I+uaFstW1xcstmZWeWxLjImPXyZFhG1Kc2gRYfQMVn2Cw5a9VolfJx2bmVeF5q4XWuLCwtlJ6CXJylDhsODT1NsSsCmZROcGT87RCnoYtnT02Vvv/W2ffzxx/bVV1/Z8MlhG3k8Yl9//Y3dvDlq80vrQbsGvhUpSfM8o84n4ORH/vQFvmeZ4fjhDSNqBo60H7bhDCpKImHo8HyeOcmWVdorNr0xatOVh7bcnLCl+pRNrzyy2dVx22A9M6s+mJpQXJSQkGzYE2RdbhUdS0MO3+dSupK8SVPP8YWYNVttjtiTpe9tdOlnW2lPWKNUCR/NDetJpBGRHo+jGITMWPN6OdvLtcp1W25M2Ojy32xk/gdbqi2F+c2m9Vi93a1s+AiAtHFp+1wg4txlfGsOM9G5gsQCIxmeF4GYd4X8nLg32zma/A83Mokz5wpNubu7bJcvnrb/x/Ve+y+fnLGrZ/rt8diU/fdvH9h//2XOvp1t2qS6wrpS4OKeb1Ss1KpYOdxRsfdizqp59YN8jxJlp0XeopXBaiX5I5vr37lV4wFHUx0YQTPRHzsyNjQuwhr7DEcKgabeaNCbQRhYsYeiTc/Nz9rK6nKYO2Y1RmW9YvNyW1pZjloMt7TwsAYNT+kj0GwSa5Ich+HjqbLwoVlWeExOj9vyyqLItam0o3bEaoHw1e/U5u5oyvFzTjzHFAGLcFek1U9NT9jC0mIIgxYe95UmJyTDYaGTrHmQF39bZyP2geiWDhGO6T/qRNxlcQfGToSn+rvt0/fftr//0x/t2nvv2Ua1YT/dvG1ff3vTbt+fs4UV9T3Fo1+GWQ/uqNQf6TvhQhzKFHMDsffwPy1bxjZsRctwxPDGEXV8Po/wsKceyDLMI6rjN9Xz16xik5URabw3ba7+2BrdK2a969KyZ21i8b6NLNy3xfaSVaXP8nYhL8HEjeF9lYP+a9Axd0jjhhnbYKnZcn3SRpTu2Ood5TNj7XI1vO6Izt1uSktvShNi831JTppOQVoR+2M0peLkijnL9zRsI69yrP1qTxZv22JtQeUQsWtwNqTec70IJBAGXEM2XpDhAajKyFVFNgazrxbJ8OLYTtbYO2XLmhxtgqho054GRkn9sK9ctA8uDtj//ruP7H/57B072WU29uiR/eXbn+3rW2N2a65hM81uW8v3WSWnO6pcl5UUt9ysWK6uO7pNxP7o9OzqRLDxbkBwjfAwWy4ZjhKOHVHHueHdhe4ZuigEHTRhdc1kBHG0trFmswvTNrc0beu1NWN/6rxGAfs6L63M2+TUuC2uLoYvkxMPbdlbUTlEU/nEx2dx8CG11obNLc/Y+PSY4s9Zsx0/pUWMqDRDsaJ1MWiwQfRBZYKAYzl5a5Fb2KXVWaXzxGbmZ6xa4yEoBJykE+oii8oQzE3J8LIA0e4+FfJb99APuXuin4T+EcPw36VbF+YLp7rts4/ftj989Zm9dfGira5V7Mdfbtufv/nJfr4zFr4ww3ZQ+fBQUV1VCgdf7tl+7rdjyyUdRoKysnmc4ajhWBE1A2AvbA4GESLarpMjDwk32qs2vTpiY9Kcl6rT1izy9fGGWVF6eImdOZbkf9dG5n6yxeq4BsmaBohItF0US0ojbnepm3crcUyaVjnpr67f7NqsPZp5ZGPLY7baWpYWXJUWLG24qUHLPGFL2jMrUaSc5+WWh3UbOmiojE1Wg8Q565birTcXbWrpjj1Z+NHma49UrmXdETTCnHkcbGj3ihu0JrRpr3UchnElQjYgDxrxEvu0XzwLSCBrndPwybQwfRaX8/GImDPDVzn7dXS5J29/eveE/W+fXbbP33/LCsWiPRiftz/fHLe/PFi2RystW9aJrycXeN6S8Tlp0gkXfvVPF94o5Y6KZzEt9ZlWXneG7LeufsJuhuxtk3WNo4djRdT7gfdBf/kkLG9SB2eOr9pct+n5CZuaG7e16oo6vTSe0EIiTmk4PDBcXpuxJ5MPbGF1WoNjXT6QYej5EuaK0W6YT5aWGxXhMDe9sDRvE7MTtrS+ZA1easkrpgZmmJeGlDVACN8SOTclmI2qNCaRNtef8GFSBjQDTINwuTJns4tPbHFt2moqN6MrKmbUEEkyDwKC5ybcNcPBIVJl5y+2PAI5h7utpO/5tMemKAxnjU2aeB2orLu1bjkOi7WvXjhhX3z8jt248ZGdPHfB5teq9u2vD+zrnx7Y44mF8EkwOkog/nCntnXeI1knpaCfBYOLdQzrfSWEUDTMDEcLbxxRQ6UtXlyRFsLq1FaDTiq33IbNLo3a2Mw9kfSceivP0UPX1SBSM9GxC+jGSza3cs+m5m/birTusP6aMaHez1RFS4QNsYa576DlVmx5fdImFx6GVSPrrRXxOZqMiFqDBD2ZQcMbia1WVUnxdfIN5SdtnpUiSj/4BZ2/EVaBIBvNOd363rWZhTsq76T8V0Nc1l2zP3QEpzdeiILwF4xwGSFAhkOEEzJI7xGN+JLMss5Ll84m6/m3Bmc+zFtfOtlvX7531v5047J9+NYpKzdW7eHdu/b197ft23vT9lC6xXKuZBUrqicU1VfzYc8QJu5ybOjVqMoe19tD5Q35NzQGMHl2E8k9krZfVDIcDbxxRL1FW2kSM6tIgx6bfmTzy5Miwg3dYkb30HfRQui0EG+hahv1OWnej212YdzqDWmzAQrP3EOCMB5FmLXmqtKcEKGOibAXrCYtvKmLQNColThaNb/4cDMun4Kcw02wSBe3ZpA49YHJr95ek3Y/bjMqx+LqhPJZU/g43RFffIi1DAIZJEcZjg6ctNNgcqKs88fj7nDF1zFnrqCwXepe5wYK9sFbA/bF9cv28XuXbbCvxyam5+xv0q6/vTtpj+arttYsiKghYbTnJA/6RCBp9RFWiugoPlSXsoIpB1+TH79AFJGR9dHAFrO8IWA5XZEXBoD6IOup123FJpYe2+jMXVutz6tzx2VvaN30a6Ym+IWpZBEsUx5zi6P2ZPqhLa6z2b+IVX5MKTMuwvNFkWaztWZzS2P2ZOKeTU4/tpXlGatWKtaoMq2h8DVpNTWRbq2hY0mtJqmHTZmadR27KExDt7a849Kqq8DNosK3bXVpxSYnxm1sfNQWV2aVX9wGNRBzmLNBqOsWIQRv1SXTqF8CaNKnyW8gRxGhn48oPFOASBOXoCQQNGrZaNwnynl759yAffXhZfvixnt29vQpW1lbt5/vjtrffn5i98bXbFbXbd3rSSngaYVszEPz4eam7tZaSqtVUM/gzdHYI6BmqQ9RidAvw9HCG0bU6oIi6sBhSV9kjm5xfcaezNy3KZH1enNJpKsbQciOQcIcsYiajsza6SaaMEvtKpM2PvNIccak5arziw/RSjbT1eBYFYmPTd63R6O3bUpEvbY6b/WNikTkuyHC32hZXaRdF0nXq7wiXhNpI/VEEnsVUZwqZK1BJbJu1XK2rsE5MzlhI48f2OTkqK1WlkTW0sgpw+YbPduJGsShmeFoIE2KCVEnbpGsmZLQ+dJJLSDNhnWJaE8UzS4Nd9uH75y1T0XWb125ao1c2e49nrK/fv/Qbj+c151cVXda6r+6M4t3WyLhVjWklWfqT/17815LgwJlI0jWOY4c3jCiVn8UAfv8G8//NmzVJuYf25O5+7bWWN7SKOishOFzWW1J0Ex4Yq4OLb9aq25zq9M2NjdiC6wQ4St44sRw26jobanfa2sbtrS4Ji1agyvfb8M9Z+1k9wUNsnM2kDsrOWP9udMyTyXmGRvI435Wx/jJnseUu0l0PJS/YEOFi3aq94qd7Lti5fxJ21ht2fJixdYr1bCKZGuAI3HYx6EPtmwZDhnbmn77WXE7qzI4b7ED8j9q2GjU4Qoskg72JNRQb9neZ3OnG+/YFx+8baf7yzaju6xbv962X26N2Pjcqq02iuqdJVMvtEa+R2ScbBBF+kqSS3nMNRJ3JO8MRwm6uHL2Dx8Pl1r2zz89tvv37tqFs6ftP391wz4+373VRZLOGCHXeE8fD3fB/qoiIiZcrijSzdl09Y799db/aT8++RcR9aK05VZ4W7DE5jkqQrNdD1p3s5BXJ9fQYOqkWbO8lJRSc9DeHv7Qfnf9P9v1878TGZ+V0iI6F2M3GzWbWXhkI+O3bXJxxDZaFWsXW0rDrC7Vm5dYwtuNZJJoUVLWTUEC4vxlTvlyYaElOM6HDaHCdkdKJ8eKkVreyrkBu3Tmil196wM7OXTOSnxcINw2bG8vXEKbejuFMBkODEmz7gswZDgX8dAtzXAnhDd+cbpj63zpfOKs/sUmTw3ZG7jrNKI5L61WbXRi3n6+N2PTM1NWyNXsylvn7L13LtrFcydsuK83bPDEZgmc+TDEhNjVmG5BSeHCEDfUcuw0l57hcPHmEbU6JA9NWEK3Ia349tSf7S83/4fdn//eWqW65UXSOREye07zBQ06L+tMGxoc9RxvCkLUVRGqwtXKNihy/vDy7+331//Rzva9H9x5J5FlUpXavK2szdh6a1kkrUGgEdKAXLm/DBcK2VNEza1oKbnvDFuf6tdES8c3uU0tKC4/Hj4Sp1XX/0bB+sqDNjxwxnq7BwgVx3YywJIUFSua/AXXbAAeLPbR/TaxC1HH/a6F4EWf2AwQziN9wF24I2zK5JhuwwqPtarp7rBmDx48svsPH4TtcU+dOmnX339HhH3ZTvQWrUf9sKzwBfXl2APICaLmRx4ZUR81vHFETYdkkLCCYqoyZV/f/f/ZTyP/brOtEcuV2lYs9CmQummDDyQpbKEZpkOqubLVcr3qwE0rtzZE5CLLum5UayV768QH9ocP/3f7+OKfrC93Slp1LCelaRoaeV3kryMNQj6vlRdj61IQSDpsupTUk0FYbBVDLdsahbz1iIYPAs0qGIf4b+jiwYMiboXb0uK5bS0V+LBBHGCRqIM1MXi+L0fcuVDgmnBChgMCbbtfbCNqj7iVgNSBQMScfc4fwumiG+l2jX/qTvHMhngJmbJV7ro04oWViv3ycNZ+vjthk0t1G+jvt3euvmVXLvXbtXM9Nlgy68+zNkQ5MJ2CsPuX+nn8dqOnTdJb9gyvBq/ZUN3qyDth7/4kjSEkwd4YG2F53cTsE2m+FSuWyiI5acx0UAUKGyLp51oG/xhbocH0L7zZp6Dscre0PG/TbLS0Pq9gLK2L5ItyVCwUrZgX+bJjnyKG1SQqKEUlLZ8X5OFOeMCDX6hHXDu9hViOltKvNSvWalRF2i0riZi7S11WZrpDgzRo4pRT/+KDqURbD2nwP2pkSIZXhHgyUnCHeH78mP/0kS0XQRbu+MJ+1FuuQvAI/adYaNupwR779MPL9ne/+9TeefuCrS4v2C+//Gw//njHRieWbGGtpju9XFxrHS7hsTfS+WLv3IL3lyCbHUcWDlwSYNs6ynBQeI0+HJBYN7vCThL6WUJ0IqfE7sdYIEv+T1Zv2a9j/2b3Zr63tfaqtOmSSTGVxgvRMTXCyyqsWJb2LQJtowUzd9GqS2tZk3sjTkO0CtaospyuboMDPXZyYDC+xcgcd7iNFVVKww5bxSv/sP+0ilJgUMnCECkw7xzSx40o0pYKVWlUvKAgLSe4KrTId605ZlOLD219bc5KOu4udlsxTMkoL7RwheO1dlbR5qXJozHF2MnDRZUhSiSBDAeI2NB7S0ByQOcMAknGh7+485/zk5bgsy28yDqI+mWY24aopYu3Vq3Ublh/sWynTnTZ6RNDVu7ussW1dRubmLLJhVWrFnss19NtLV3k83kpKYUuxU36X0DsI/QVdG1WNDG1EvUT9SnW/HPXG9Zlo1DECwc3k4T38mY4GNCexxKhQ6cQNNVgmtUbG9KAp2xiYtzWK2vWaNStVqvKV1orc8hN6bJBmok9mmFvBnXUfFiHrU4ZtO62zIYtSmOZmByXpiKtOtEwgkHH5hY1KQ8PGpHdEeOSPo8Nt2ohPb1Zs9n5WXv0+KE9lMwtzFpNmnXITwHDfvIeoaP+Gd4U6LxD2upjdIGytOsLZwr25edv2ZeffWxX3r5ky4sL9sP3P9h339+xqalV26i14me/kg4beyDHIl24WEJa4QG2mJrtDUI+22QL248yHASOLVHvDLTjii1uPLQnE3dsembE6mwLKY2gLbIOKzbUYZkHZIMa3g9gcyTMooi6GFTunNXqfVat91iVzZLyLauXqrZYn7SxxXv2ZOmhVVor1pA2y5prNAyfS4Tw4zpndA6GA+6h90t0jOCOKtMqy84m8Ojc6DB1W2tM25P5e3Zn7Ce7PfGT8rpvy40Zq+UrisLgiSnm2AEeDXtTryFd8oxH7pPh+IE7v2ZrQGebZy1mpVbVhnRndrW7av9wrWz/25dv24fvvG2Ntab99OOo/ce3T+yXR8s2s9Zg84LQb8MdnbRr3oYM2zjpLjAvcg5jQ305Xy5ZKy8pIGV1UfXV0Mc1RqS0INwtZjg4HPvxmii3m+AVbP9gba1RCx+S5fNXYVpCgdmlrhE27sd00XEzEdkh3MB4AerI0mDQtpeW1OH5ZFdlwRrcGiYIRQgMCuUyNbEZOYEXMlXYxMp2mFjRc1ZWV2x+fs6Wl5aCzM3JvrIcNnEig826Ziz8RoNu0GxISVBfpf/w2baGFAQ+oHvt8mn7h7//zH7/+y9t+MQJGxkZsW+++cZ++fW2zczPh3CbnVsdir7KHSR7kaBx+4csMhwuXsM56r0BYcGFMYXY2ehk1ca6TdV+sa/v/Xe7N/GzVYvLVs2vWp3Nj6RCN1q8dEtkRB2WpXPBjinCREKaPCQkgzWR95qIW+nU561aW5VZt+GTZ2yo/6QV870Kz/QFM8Twpzp88lAx1CeUER+lysJspR81EXnwEQHmwBkgcl+1SXs485Pdn/neFmpTKvuaZMO6+ruV15B1lXoUS3lJGw+TPGjlNAJ1V4oRXChcQPyf4fXBby/y28Fp5y5ON4A6u00rFYuhBxabbStLM+6SFjzQZXb+3IAND/fpZrKiC/6U7jCnbXa5Zu3SkHX39luxFHtJIGY0amnLYVpc4yEoD+qXqAculCrPOGGPGlySOfMMB4Nj15KRlBJq2lQxsbZtbXXNHj54ZI8ePbKFhQXbqK5bpYJUrFqt2sZGVWRbjV/85pXu5LXuLamHcOvr64ls2PraWvhILf6rq6s29uSJ3b9/36Zmp4IGnnDlJkInD1MfeyAVB6BBT0tbJ4+401reVpZXbEp3Bour0uA1QBjEW0u2MrypoL+Jn8NHkTfHQPIAo97gYTgfJjC7fOWk/e53X9jnn39uPb099uDBA/uP//izff/DTd11rlit3lI0Xf7Vp+JHNoB6nvpfhsPF8dOo1TGJ2al5MGWxwEOUu3+2yblJq1db6sg90jb6rNgesFJryAr1ActX+yV9lq/1BslVkT4J7r1WrPdYud5t5VrJSo2idTV7rKvda90mLaTZb7m67PlBG+o7bYMDJ6XpsiqDFwioAvTKNAsH0kx0zBtmYW/gsIWOSk5VmV8Oc8yCxtdaa97uTn5n9ya/tvnGmFlPw5pdDVu3+PGBUqlsfb0D1ltWGVglgloVGizJFQIn3+AmaaPtkJGMDK8V9tKoed6Sa2/obo5RUNTdXkF9n5nmouULfA0mZ6Wc7sR099iru8bhnoKdHBoIWnS1WbaZpapNzq/aYkWEnuuysgi8WFbfEdHHVSFKV2OMG0rs3qsAVN5SX29Lwt3dpk+GF8Vr9MJLYt0DVAeJS+O2qrYhTXhqetzuzP67zVcnwjSIWFbCDSJz07pha9ABeRmFH29tbZUhThjQWSE+bi3Zqa5mxUKcrsjpFrFZLVhzXZRdOmfX3v7Mrl78yPrLw1ZoxdvPhHpVF6WbIup487gRvJge4Usc7JBH1nDq+MoD++buf7ebT/7D1vLz1jXQLa+8NHoNP11Arp68bl++9w/2wblPrS8/pLGqMkaOTsS1oQR+Edhnm2Y4POw1HPck6tCXWMHEnDJr6zd7Xei3kU7Z7zy46D6saJVWwZalPT+Zrtmtu09s5NFDa9bW7fypIbv+7tv2wdWLdvpEj1QAln1Kwqqn0D2Dy1aJ43gh6aCQZB3swHCsiHqzKpBptG2CL6nUa9XwZRbeFmzm+ASRSF392DucHPQ/agJhrWjwcQl0HOxhjbXKhx4c936WMz7hVTLSKVpvV7/1dUlTQWvPR/IPyYjQWdTHIUuoKDIf2c3lRfzhR0hpxUqD5Naai/bLyH/YN3f+h02t37NcfyO+/5sr28a6LjKrOTtVvmCfXPm9fXr1D3Zh8KqVW6wWURjyE5gu9PHNMsPw0YSQf3TLcIxAh0rGAUoAfUhnnSP1rfhEJIbBAsnmjY8j1xRueaNp86sVezQ6Z/fujdnc3Iz1dJXt2rtX7IP3Ltuls+rT0h/YWZLV/ZB2o7ERUi4USyEtLhMMiJLST7rcrtj7opPB8cYQdfBRmmF5XKDKuCMe7lHUA9XRwhSBSG47UTtIVccsYZIZfdwE+Mf11Wjm4YeGDituXhEUXhouh+w3wrOatog6z0cJCKC/fHiBpRwG2ZO5B/b1rf9hd6b/apX8dCDqNp+cFlE3akWrr5h11wfsndMf2hfX/mTvXfjEBorDoQ5MK9IkTCn6tCKf9gr1QylK3DIcI9DHEKBuwoNF+jtkHWkZa3CU0I9Ervkcn+a0DXWWivrHwmrDJiZXbXR03MbHx6xRr4Yx+vH1q3bt8nkb7JEyoc5VYj+D8LKLoA4VN4nSCFKaEPVe3Ssj6v3jeM1Rc+J3IGkQ3OQHgUYpiUTLVsyXpR1IdFySO8KcMgS7ZbooDj+RaNG6JG5KclvHJdKU8PZhIOkA1SeUT8c4USANjKCnU2b8NHAg1qCYS2tft2W7NfaN/fL4a1ttzlquhw2iknSUU17lJ1n2rWbJYHd3tw0ODEoL6lO6TNNw0VFwhCIExMtPKNaWY4ZjArg3qDgyQ3eTPUxXyGRkoIhsftVFR+wgSbiClIdSTn1IZn+5YEMDPTbY3xv2j1mtbNjU/KLNLa1Ytal7zrLcu3hxy/s36eoioISQ+ASE39OREfX+QSsfG3Dan3bqox//0ZyZ4ihYvh13CmPCIf7U2dTLkTBFsE3cjXnkOJeMhE2WWomptETvwSQvtPytF1yCU6qQcoOsGSz8INbQ8fnAac1mlydtdOqBLa7NaSQ1w85+4YO4zZbV603dIOg+oKg4hbatbizZ5NyYTS9NWEVqtu9FQnIhO7LHKXHjgpDheAKSDiI75z4oA8GM/+kEbVZyBJFT6IeRvrtE1L3qT0Pdebt4ts8+vP62ffzxR3bm3AWbW1y1H365Y3/78ZaNjs/Z4qoUBCXAEr44pcZTHCWvtMgzw8HhWBH1ftBiblrSZp6Zt/l40BYEO9MPuDMtgkiDDdLatIc4aLU7iauusGAQHybxpjNqymFYSGL4QJw4tET8iDR3Zr/X2wv2cPZXG1u+Y/XymklRD9MkYd/TRtGspjTr8QJQ6GrJac1mK6M2Mn/XZtfH+L6MsmdKRXlwlkNRkpyTcmQ4joCUmYDgYXg4lHBlVn9BQn+ESPmKUV0mq43q8ldfCh1USotMPrA7WMrbhRPd9tGVs/aHT67Zh+9eVjdv2N27d+2vf/vZfr792CYXK1Zt0beLIX3m2yDsDAeLY03Und0FcmQzJYSd6eiwuETBLglkHEl8O0m7H+S4myhH76QyopYM+bJkiUESy5CEDAgPI4kTJhMVVqeEJXcL6zM2Mn3X5iuTlu9SvgWRMW9EKkyhXdKAUZpNpdbSoCyqbMW6rdTmbXzusU0tjlmluax8eIkmFCQiKRv/oy3D8QNUHCY1kmMhIWo6QvAVKaOQQNCB1NWvQ48I4aQISCNgDrqs/tIjp5P9Bbv21gn76pN37f1r16yvt9cejz6xn369bbfuPAofLIj9G6IP/zMcMI4tUQciUkdLExLEyT7QSFgCFzSARJOVPUxnyHdzWiSYfhxNOmRTwgbvzO8FDTkQOBq5izLTbWUcGLEsUSDpeEHYRNBkJElBWZ2yVl2zJ9OPbHrpiVXCRwf4CjlErUEQplpE1PykGvMNSFaNMDVSa6/Z/NqkTcyP2PzqZPgIbzu8yk5+5KG8kXDRSbdMhuOCcF3WqU5unsKZr6srIvHBIjd/6kcQKuHorowD+nU+b3X1W8KFkFIYCuo/3Qo0VDJ7+1S/fX79sv3h84/twrlzxkeZJ6fmbGGlFh4kstNefEodp/0yHByOLVFv4jdkzZ7TEF2cnw6dNCHsoNEGsu6ULfJGIOhmIGlpEXT+bSSdvHqeDBKmKzApQ5RYniiEU5xA1CJdlRWteXF10R6N3beV6pw1ixvSedguh4uBMmsqTz6HrtHEpYS8AlGzaqRUt0pjyaYWxmxqfsyq4fV23dpyMUgk5k/uGY4rnKwBpMuKDkQ9LZx5NlsqqL8xxYHEsCzTy1tNfsxdB628WVe4pkZL1K575X7pZI999N4l+92Xn9p7771nJ06eNit2B6IOky3sDKl0MhwsXl2LRqZ6RqgjPKtAbtvcYqbhf6dX6OHxgP8g7e3ATsNFd/6ztC/sMxYF0pVLklVMNjHRgtE3wo2iBklbF4gQJ9/WoKrbSnPWxhfv28jsY6u0RbLlLmlDBW5QwwDis2C8xZhrsdtfI9yiorzzBZkc0yMi9QVp0+OzD21hbUpx15SbiJx9sMOg1ODU6GVKPcNxROgMQehz9NPYO6Oey3FYpIfmm5NrIFZ86JdxkSrx1JukGMR0wpjQH887ypLB7rxdv3LWvrrxrn36/tt27gSrpmKfjp1+786Vrfh4NnDeDg+p88hpeuqp8gCbATsdni7hFzorsuUeXWRzJw5cOkh9+1EUgnmnjx2fX9TSN4V8FZj5ZzpvEGkkkGNcUYLJUKA0XUqoZO1i26q5ik2uP7T7cz/YXH3KKvm6Ncs9Vi/wGTAe/0ivDg9CpenwIKhZFenq9jRcCZhHr+vGoGKrzRkbX7hv43N3rNpeVGbJntUqOXcMhYbuJ0TYGY4h6Hh5J+DYR3k5BaHf0n/x4DXvtsLxRfL4ynfO+E4omjNHIX5B/urL9NT4F1eGsIRvuNy2K6e77erZHjvdw1x2S+mjmsepvbjaiT73W2Qk/eyI5y3DIYOLiIYD2or+0IZ5uFOpLtv09JjNzIwrRPKgJ2jCjUQjljatW9GWJMxZa0Dw4JEP5jZbGh4aF3yTEfvaesUmZqZsYWVRt7QaQCUNTL48wxnPznqGDK8VsiH7KuBz4oGlucFoWa25YrPLj2186p4tLI5aIb8uDaUmLQeRBt1i+gLCFj23G1bPN6VlN6wqPbsWSFvpoP1IWGS4Uq3YqAj/ycKELTfWjI/kspVrUKQ565lSkyHDa4OMqF8BNm8Lwx+PCeu2Km16cnbcZuanwqfCmA9kSoMTxDRJDLx1Sxl23IN8mfKQVs1qDmbGw3I/yFtpLCzP2vj0E10ApkX5VfkSlvxCahkyZHhNkBH1qwKadI455w2rtGZtav2BtN9bNr8+Yu3isgh33Qpo061a0KZ5Am/SrCF1PpdUl8ZdK1SskWdFSFV+CNMlzGGvWz23bCutaXuydNceL96yhda4bdiyNYo1q+kiwHKtjKwzZHg9kBH1K0B4ZVwSZqZFrkuVpfCh3cmpyfBhgPCaeKOZiMg8sfNZsE17XWZTfpIWYXTcqkd7FFF6rWZz83M2PjFmc4szxkd444wHWnmyfitDhgxHHhlRvwrkmCtuSKut2PzGlN2fvGk3R3+2sYVRW2tUrC51t7FRtHalaLYmc61kTdkb6wWrVfNWreWttmHWXM9bbr1kuUrZ8qtlK6yUrLBa1LHyqErzrq3Z4vKkPR6/ZQ9Gf7G59VFp5KtWlMZdzCWvGGfIkOHIIyPqVwg+i8RXZ0ZHn9jY2BNbWl4Ku+CFD5LW61aT1OuN8AmwRr0mjVrHDT6wu2X6x3cJX1cYTI75DBhx+czYzPSMjT55YjOzs1ZtVUXQOdva1S9DhgxHHYe7H3Uqp0fJftT37u+yH7Vxa+4RcHV5veDNmzb5HBI79y6vz9v9iTt266G06bnHVpU2HR4Qhtd7RaeKAqmCptybcsBsyymsh+bLMe18eMuMF+Oh3rBENacwebT2tgieta9lOzN0yT668ol9ePUzO9l/PjYtC2szZPgN6Byxv+6GvWgj7gL5csfrs1BX59ptj7ufNd2d+byKdeAZUb9kePOmm9lXZqzXl216ZcIml8Zspb5gbbYyZdWevOM2q1v1bYp82Yu6IaKmGfjcVr7Ja/BxR5KiwsZXe+JqEFib6MxhtxuF8B3Hc4OX7MLwZevLD8tDmXQpwOvXpBleOuifW/11J+xFG68LUaexGwF3hs2I+k0h6kDC4spW3aqtVdtorQdNucDHR9kusgX5svkSfEs7SJuWPxqyf5WGF1tYFO2bMxUIK9m2bE/kTovxrky7kbNyrtf6Sv1SuHU1YI1eD4WRZMiwDfQwZHfsRRuvC1Fjpv12IuHOfDKiPsZEDdweiVp1CWRak7bMO4YiVXVuXuDlxd+4adQWUYftVuXLTh8xlfjCTHglXe3CUWydGKqptNnOFSKPmrnMFl+o6YokTSJlyevXpBleOugcsZfthr1o46gR9W5IpwEBH1WipjUzvARwcnc6wdtPssiYT3jleqTt9lmx3WOlVreV+dRXkznogki2JOmyfEvh5NfV6o0ity4xbTn5PFjYujVIWfZupaUw1mcl61X6OlY+hbARj7LlrG8xe4YMGRLsNG6PAjKifgnY60Qzk7ylsHCk0xC0bJ0QaSK4RELfEv8AQTLZkfxCyPBLhw3ac5AYPgjp+0UiGEevM2bI8LLgBPw0It5r3L5KZET9CsB+G3xRi4eDzDkzSRF+2OWHf5DA33G3PP/qzCbBtmVPNmsKHwNIv16uIGGrVRIIoszCvttKNNeSKG6BKZUMGTLshK2xdDTIOyPqVwD40nlTXSFSL9puovEGCsWKP2q2JGzkTsgYJIVkf48kfEwneAibjvpThiF9hWXyezNMhgxvBnYi3s7pyDRBd4Z9lQjPqtoNFQp2ULkoGlZ0t4YK6l8XfNFfQMIZHPOaNBsEAdqD4xAqCRoDcx1BRFFyx2tvedHfTmk+o1DHp4j+i3sVMgm89WVz2Dv6bXWWQpBWkOTRooiZr7208/kogZwReSbEHlZ/SHylCI8YQ1wFCukoX4U4hF9SzReSvX47xXkeedpvp/AvQ/b67RTnWWWvH2HoH08R+t/TZF/5PP0XOWJ3CXnslPemUIZkszKWszby0lE01nS72qjnbL2Wsw25VxWwofB8uSmMT+46Q+okIJM7V+5gGUEaS68COZE0RQllUjmTyoUiyYyFCmV/wfLllTjpAHJ8sNC0f/n5sT18cN/OnT1t/+mLj8Kqj0DLHrADoRH3QKzM64AXLeg+GmPPPPaTRoYMrwov1n/xjXeisomkQ3I4ylyq1GxutRL2de/p67WhgbJ1l3juwxQi04o82WG5LCoOHwBWxM2VLJiHi1y73oorwih9olbHq0qsVwQFC4GeG1zVwrcBk6OHi037ZxH1o4cP7cK5M4GoPzzLigX50iY7sPVWeXbGXv77w8GkEhpwVxylPJ6WxkHgTWvPF8Ve5+Mw6npU8IJ1ldaW5yWCUNVI1GjaddHQ6Oyq3RmZtIWVhg0OnbRLF07amRNlG+huW1e+ZUXihvyljW/ycmwzvuJ02EhKr5IHkka9Z7MedlljDS7C1plclWIxX0QiVHHUcznghqZdLBSsUNDVTHZer96RpFGV91CXPZ8XkYPCTmlvyUH9dkrbZb+/neIenBwUdkrb5aCwU9ouh4Wd8k7LQWGntI+ePP23P4gzgoIoYUojL/24aFYR340vr9nPI7P2zZ1x+/rWhP30YM5GpldteaOu0OK88PAegXcQJoE5PnwU/ut//T/+iUqEKQ9dOuKcJ9cSbgIw0aTh8/02zC5Q9M2Je8nCRttGZ1ZsZXXFBgcH7K1zp+xMH8vJtiOZmAl4Ok2/RnjBptzE0xpkP3kcmwbNcCzxwn04Z01xDXPPqMXYg0YtPpuvtuzR9LI9nlqz+dWqLVUka1VbW69arVFl5sNyxZLlJfHlnciJmPwOG7lma11VjTpzsynRUah7UjjA14n5qOWLIHyBRKQLUUO+9+cb9uc7EzY5MWFnTg3bV9ev2I1kjjqNtHZ9KLySyu+5sYfm/0bhMNrzsM7ZQeSzF45KXV8H7NEW1HIdtld9izpqyoSs+VD0w4WGfX173H68t2wrFT4QbdZVytlguWFn+ut26XSfXblwyi6dHLST3d1WLhWsWJQoHC/0HjZy9VZV9cnb2kbTFnUrsLZes6YuJ7lCWVxNkUSduUaUF0Cr0QhEzRQH23g+XsnbL+MrtrAwb4N9vfb+pVP2/knerIvTLIDzkJOG72TNtP7T4TGfH+GW6gWTSd8F7IYXLel+htpeeewnjRfFYbTnoZ2zPYjhhaEi+AP83XBYdT0K2LuaT28LasmKDlAW57SbjaBdN8RBY8tNuz22bI9mWyZF2liBBvcUm2tWbi9bX8ns1EC/vXVywN49228nhwZseHjAersKNvgKdp3MreusMbn+ZGLF7j0ct4mpBRNXS+XvsXyhW0XP20ahGT6m+iKApJl/LhTiQ8nZZp+NrZesurFuXbpSne7N29nimlpXhaEjhTnzBGGA0Ix7deIDwEEMxn0MhBcdKvsp5V55HEh77YXDaM9DOmcHks9eOCp1PQLYV/99ansoBfFIQbzTVxf/iKiLCs8Fd6lRsJmNnK1Yv63nuqwuN6ZFrFmzVm1dRjPopicL6/be8JK9df6sXb58yU4P90uhfLGFFc+DQNSsl34wMmc//3rfHo1OBe06V4Cou3SlyVldRN0qvtjJZdVHMZe3gkiZOZ+lwrDNt/utWa9bqZjXVaphQ405XdrixvnhTbtgSsegvWMiT8dTT9r+EPvwC9Z1P+V40cFyEHkcQHvthcNoz5jFy80DHIYmumddD6E9jwz2aO/9tALzABB1v7RRVnKUdIfOXf1arttWrcdWc0NWFc818kzwKs2WtNR6VUTdsHa1bd31eTtXHLN33r5o1959x86dHrbP3+4PaR8mAlFXmy2bX1qzydkFW1hes41aW7cIRV1hmNnJi2DrVnzBp505kS4aNdJqtW1ioyvMU/ONwBODfXb17IBd6FoP4SI5Yyoi9oShsT3t5MT+95p0wgwZMrxUoCEvl3qCwjcozukSeTDHDL9MrzVtZG7dJlZzttouiqhZRCHPVl3sXrN8K2fdhW473d20d4aX7cLZU3ZRWvWJgT57d+jwl+flNtot/drhzZxqS2VUAaFkJh5UNxOHh3UfpRd80MmKPCbs1R7WUAZ359r2zb3Z8Jmo06dO2JcfXLAb52lFBSZzmVhBMBOvDBkyZNgPoJEl8Q2cM6SDoghNemIgkkczLfvu7qR9K1mSYmrlsuUKbC1ct3KuZUN9A3b+1Fm7eqbP3j/XtIGekvX35UXeZidC6oeLXLNdaTfqUvOl+ufzRblELTpNitwUvCBPq3HQi+P8EFe0e/N1+9efR2zsyahdvHDO/vTp+/bhmVLQh0NbKkwaYflgYt8NxMuQIUMGAF/wFgi8ULaGlFBpy2Lqptjswfya/cv39+2HOwu2ut6yUrFgfd0lO9Wft4snC/bWuQG7dOaknT4xbAO9vYH/ULgxuyWHjcC/5VLZSoWS6sA65kCTHaSI24tJXIsoJATMdp684II2Hz4X1UHMDog9yD5+nXlmkkkmb7bwPw0xTTCDj6wsbujp6baTJ4ftypUr9smnn9iXX31lH9/42N6+dEmadW+cCehM6JCRa9fEkJQ91iuKQ+6BPwsty/EdvhfBJhHLbLXs4ULT/u3XJ/b44SM7pyvXP3zxod240JuEcwEqEJeyAHfbBZvhMmTI8MYDuuA1RKiL+dtAD7xbKP6ZXLLvb43Yk8l16+0/YVfeumhXLw7YuZN56y8zl61IbR5FSsHMvfqvQEc1N1F2f8ODVOyguK/ZVPpkoATRrpk44kiXqmKpFGQbCBrK01moDBkyZHgGwGFOI8ldfG9vb9Cgv/jyC/vyiw/sgw8G7ezZvHV3EVy6Kw/nFIc7fe74WQABfWG+CuTajQavC2KzsDXm5s0B/13Zjp95eiFIi47TGLHyD+Yb9j9/fGgP7t8PT1P/8fefJN9MjA3SCeLyZtHTQNqUNkOGDBlAeE1PtFEU74ZXQdCsxSONZiO+hc2zOfYZyvNCXk08FXfKy4eX/RA+zFELrBK31pBfTmx+yAhqbUuFY7s/EGd7IURIOhI3dgr6QiINmgbwuehCsWilUjnMEeXxSzRsQkdCJ5aOdrDvJiFu+J9JJpm86QLCXvo6CPTiFCNgDa+FF6SC6oB56IICBT7iQOArSeEtbSLDUeIYnqu9CnApsRwPEvNozTxM5EOpbDcqErUuHbH/Bn47N8b+BcJvqrJo1pA1x5Jg59IWCXwLhEvCJOJt/TTZOe9MMsnkTRP4oEu2sDcHDmjTOIqI82VxGsSch3zxxpN5jx6ZvTLZQkPBIemQAlo05uGvoQZcJsKVolMXVfFTgtuLIiHkXbDbqo+teLvHzZAhQ4ad4MpbwDaK0z/+sAe4BzG2YsU7dT92OXxQgkNCZ0XTpkR/v6XjxC/IIRY1Q4YMGY4QXhH7QbwpU8be+rLHyZAhQ4Y3C4esUZMd4o8rI9LmlhAmLRkyZMjwZuKQiXpLnHyT7WK3EXG0/zZshgwZMryJODSiDqSckjT8OO3eGSZDhgwZ3lQcoka9MyIhb9FyRtAZMmTIsB2vjKiTGQ8xs6hZEtdWB4ct2XXJXoYMGTK8OTg8ok7xrxMw5Bz5eZunhN30kh313ClDhgwZ3lAcvkYdCDgKWjWva4YtBMPx5iPGRLawqYFnyJAhwxuGQyPq+CIQUxwJ6YqYEbY5yef58gIkDVlvEXYQpkWIn2nVGTJkeENxyBp1oFxja1OmNRqNehC+aYYGDTFv16Yzds6QIUOGQ56j1r9E2mwzyNd+G1VrNWrWavLRnESjRtMOUyFxM6ZMm86QIcObjEMkarFt2HRbJM3e1DK7u7ttoH/Qurr4Cln0y5AhQ4YM23G4GnUy2Yym3NvTbW9dumDXP7hmb7910fp0HANtbWsajiH4YMrIkCFDhjcQufbu+4seLOBd2DYXP8m1lCvYbD1vGxsWNu4+2dO0M4VaDEOJwrvl8mgXFCf54NnhXVYyZMiQ4cjg8Ig6Q4YMGTI8FzIdNUOGDBmOODKizpAhQ4YjjoyoM2TIkOGIIyPqDBkyZDjiyIg6Q4YMGY44MqLOkCFDhiOOjKgzZMiQ4YgjI+oMGTJkOOLIiDpDhgwZjjgyos6QIUOGI46MqDNkyJDhiCMj6gwZMmQ44siIOkOGDBmOODKizpAhQ4YjjoyoM2TIkOGI49D3o05nFj9mCzDDN8fDUfwveNH4dHmGDG8UOoflTmOgM0x0YRwROsRIB5HD9sPUUbAqwE7ZZHjlODSi9myaIl0+9pLXcV62vDV11FI/0VGuHMKg5ocP2rbwU9w8X3iRW9aJMrwpaNe2s2q+pH8patX4yTF22skn6wLJxs9D13LFMIbKwQu/GKtV8NEG2la2BgQgKwyuGDkkI+ujiEOe+qBDJDZ1iO3Em/WODBkCb4Yx4uOBg8Rxy0igMGEQRQJ3v+QoCkTeFD23Ij2jEmV4/XB4GjWif7G76AqRQ5vWUci+rYs6V/ti8ItdT2E8sOOQLysZMhwmGAl8NRSgP+fbrjELGh/cdfr0IKGDLWjR4uJEGFOloGkzfhRenjk05bzCyWjoWIp1AHe16emPoFjLZOIkTp5kOCo4NOoLfJyc+4SbBXdIJMOhgmv00yTD4WOvodDpH84TfynHFr+E5HMiaMg8KNYJ52d4/XBoGnVT2cTrdFOdRp0oVwhzz2gB9B+uGNC2X8fdnqd0rUTPKMR5ugwHg71OPdNTGQ4PnI1qtIZ7y6jxRrSSc8EpQwtG285FdVmujCqe8eSDrZAjlYK08y6rtdq2tFy3SqVifV05OznYb93FQkyXDGVBk2YMtq2u/6TEHHe8u81wNHC4GnXSM/J5buHatr6xoU60apX1augoOyFEy/BSEJ8T7C4ZDh/09x37vBwDSeu0bDszHgHHRHT2ZBHlSoWemVmyu3fv2e07d2xmesYaDZHxHhfoDEcPh0bUxRxX6rq6UCvMRy/XC3Z3tmrfP16wW1NrNrcR+xtzbMV2XRpDI5B3kz7H7RuSIcMxBj28LE25rL5fbDWC1szDP+nO1pAnwh1ohEZHWBlSkaxaobVqpeaqtOy6rVu3LTTLdnOuYf9xb9r+/f64/TKjMVarWVX+bWsoPtoz6lJMc0tRykj8KOLQiDq5yAvx8r9RrdmkrvAPHj22J+PTtrLmN30R22iZKKH/bHPNkOHYgR6ObHb5lAl8BGyOBLRjlyRkXay7tLJhI0+m7M79BzY6NqG716rlkmWu21PcDs8/w9HCgRE1851Pk/A0I2jJOVtr52y00rZfp+r268S63ZlWp1ps2qou8qGTKFyztq7LPKHV8XIFa+azObOXhc1zlMCPW2p/d282m7a2tmbz8/M2NTVlExMTNjY2FszJycngXq1Wt6UDdkrX3dL2DIC555qEO09EWrVGTCEX56oZrDRXSxJceGaT75J0W7vQa418ny03ynZntm7/fmvB/nx/yUbXum2pMGxzuS5b0hDcyOlfTho1ko/pbklOeTB/zVGGo4TD06jDyysa/OppK5W6zSxUbG55zZbWNmx+ac2m55ZsVXbIIXTYvLpLPileju6adZ6DBiQZ21tNnMxJO3FyHJ4l6Hh9fd3m5uYCMT969CjI6OiojY+P2+PHuiN68iQQNrKwsGA13WI7CZOO2x2eF6bbMzhopy3x1tk0g4X21Hnj3OHAQ/l23iobdZuYWrTb96ZtdHzWljTOmrmy5UrdMgtWb7atwcV3M/3tgKAjSXtuGY4KDo2oW+pIbSvaeitvE8tNG5mv21y1aGvWZwvVgo0vVG1svmrLVTpeyXLFrqBN8ISbLhVpPsNBopNA3e7k2mg0ghY9PT0dSBiyhrTRrhH86/V6cEOjRrOGzGdmZkK8p6XtkqEDrHneRpas7mhYod2UrivtWqMAbm7rDrORL9uGZCFXskfVvH0z1bR/f7BiPz5esrHlllWs3xpdw9YsDlpDGnVN46+uccicd1R8olLEW8BRlHebO1fPO8NRwaERNdoxC+/Xqi2bmlu2qfkVqzYLunPr001eMWjX4zMLtrTCwxF1FLToZkMEn71L9bKQ1mghTdeusaMVQ8yuLaMp49/T02MDAwPW399vfX19Njw8HNwKhUIg7sXFxUDWTI+srq4GQgedmnNG0ruBdkq3FVq1S3JMW0pDbknW6jkbl4Jza2Tefrg/brdHp21+tWobrYJZsdus0K1wpaBxN1vhpfPf3J1u5ei27f4ZXj0OT6NWp6q0Cza90rCR2YrNLkkzk35Q7u5XKcq2tFa3kbkNe7LStOVmvOrHiKwWYVVohoOGE7Vrt06maMkQLgQ9OzsbSLurq8t6e3utVCqFKRGIuVwuh+Pu7u5A2gjuaNNo1UyNrKysbJI1cIL2vDLCTkOabq4YhJVRW9o1gKjjHaabtXrTpqX03HkwYT/fGbWHY7O2UKlZqyituFQO54n4aMoF3cm2NK5arZJio5cjeCfnI5HgmJ2SI4dDI+qwJG+9ZeNzqza1sGqVmjpbvmSlrh7LF8q2Xm/b1OK6jc2u2uwq71blQ0fLQyaKv9mRMhwY0qSJ+Jw0RAtBQ7IcuxbtmjOaNYIfpE48SBshDII7WjXpkB5k7eQMjiJRU5bd5LAQXhPfJOkUUQcDko6Cva47mKUVjaeZOZueXbSl9ZruThWniLYt7bnFXRJhdX5F1FwvWxA2eaTSjmkKR+dUZOgAZ+tQUFUnmVpYtydTS7aoW7NWO2eFfCFKQRqErvDz0qofTS7bk5k13dKpA6mz8gos+jWS4WABATlJO3H6fPPS0lLwR1t2LdpBWPyY6vDpEoC9KG0OzRoNHLJmygTtfKcVIcDzfdXYi4z38j8IkEMUqFOEqv7PnSiySdE8RAwadctKuZYNlHN2qr9s50702Nn+ko7lnWvqXEizrm+YNWuW5xzVmlbfaFijxoWHNoesk7bfPAVbJchwtHBoRL2yXhcBL9mT6QVb1u1ZOzy40BVfl3m0ZssXba2Ws5HZFXs4PmdzKzVpAOpgChN1gC1CyPBygNYLQUPUkCxki0C+kDBu6TlnJy/8cOcYQic82jUkz6vLpOkPIZ2YPe5RIeqjgk1CDkS6XSKjqt1E1sw2dxXadvZEn334zkX78qMrduPdC3b+ZL8UH9pV56kpbQdp1K0hbbsqqVV55uPp7YSMpI8iDpSod9I6cNvY2LCZ6VWbFgGvzc1YobJoheZ6uOq3Ww11DdaL1qzUXLH60rRNjvEAS2F19WeuGn063q5lneggAUn6FAbCFAXaL+eLKQ40aUgX8nViJjySjg8BO4F7GPyYAgGkC1mTLv5HEXtdMNL+3l4u+8F+wpKD07Ij0LbixVUZau/25toPKyjCQG+XXTl/wj68etauXz1nl04N2GChYYP5mp3rrdv5npqdyC9bV33WrDJvrY1VKUeURWWKqSs9BD1dwnkOOWc4SjgwovZBS2fE7iZAq5plOmOpZr2ttp0rqyOVRM7suJTDbFl3qWnnumt2Sn71ikh9dsGWqoWwIqSWdE560H46fIb9wc8T4NwxJw2p4u7THU7ETr5p0k6fY8AxYZkSAa5Zo4kvLy+HfuDpvG7w+iLp47R9N3kW+GM+nszwCx/YkAYdN2iS0tIuSq0pKV02YDLr0tgZLDbtdFfLTva0bKBQtRO2bhd72/b5pW77w9Ve++R83i4PbVh/btVytVVri6j9pZlA0rLLKX7Ug3PzGp6f444D1aiBD0LvpByHecueol04M2jv6/bs+rW37Mql0zbUV7RSvm793Tl7+5y0gvfeto+vX7VrVy7Yif6ytRtVMQj6dEPdKQ7+DAcLP1+QKas7fHrC56TThNMp+wHpIJC3p38Uka4P9rTSke7TwNvHL1ppfw/jdpd0uGcDcdLxlL4XNaQXteJaK2erGw1bXV2zvO5Sz58ZtvfevWw3PnzHvvj0hn3y0Yd24dxZ6ymXwoUg6EhISCGRxC3D0cOBbnPKIPQBjp3bZ8D85HKlaZUaZKsBoCCPVnP27ch8WBUwfGLIPrxy3q6fLFiX/FsN9OimnRjoscG+sjqRk3SfJHba5+v0GTrhGi4aL+ufmfrgGE2Y87dXO+/VfSBoHiSSzrlz5+zChQthSoRjJ7CjAG8HL1fnBQvg7uJ+Ht7dgJsAd0fafXfEC1m4gxTQpDeZua2RgFXJFHIqH3tOMzryBZuqmP00MmO3b97W+GnaJx9/aB9cu2gaPuEB4vryqjWq61KAemygt8dKOrcFNjrTXyw/Vuof089wtHCgGjUdsbMzcsxt9MnhPrt0YdjeunjKLp47aaeGh6xXV/e8NGb2xz19YiBo3BfPnLBL50/bmdOnrLenO+lIaDdHUxN73eHnCzJlDtkJyt2dhJ5XnMzSGrvD8zgKSNcXu8/NQ+C0DVNCTA0x187FjAsbCohP8xAnnYYj7ZZ23y86Y4Tlqkmasoi7RdTNtq2srdvM7HwoZ39Plw0P9kt7htDN+rtydubUgJ07c9qGh3jYSBqk7KKkwv9nL1+Gw8GBE7UjbQ8PpnT1LqsjlES6XZI+ack9rZqVahXrqq/bgNx6WyaN2qxHcftKeSurQ/EYkZm0Ay1oht8AAoVMnUw6CeZ5hXQQ0ofUcDuKoIyUDWL2aQ+fW+cVeu422NdkZGQkvK3JMS/0+Ovy1M3juenwNkD2C2IHoVyBRmNclODwsDH8aXTkirbWyNvUctUmF9bCV1wunei2cwMlG1DYboVjTPVqAPXkdZfbYobbl7tKpAChmSez1TqOaWc4WjgUovbbRzov/YDjYrFkBbQWFvbLjSu8f8vNQX8JnTRfDHsbZHg54FzFc7M1Qv14L9kLHgYTAgM75XcUQL/06TrIl71LIGcImSk6NGlei8eP9eG8ucnmVJA3YSB24Gmk6/csJP10bE2xAFq0ojuh+fkFlasS1rCfO3va+nt7Ir3rn4f2cgVHXCnetlPgITMcNRwoUQPvnH7Lu4nQY9AqyFIDtSWp6xquvo3JPub+gIPO02qyd0Te6k02kumWN3pB1pEOGk6Yfr7SF9WDQCdZIZ7nQcHTe5rsF2jGEDLEi9YMITP1Qbswt87acNaWM51HXZj+gMSdrH1/k4OqJ7G3LZnTnScSpjysYOvNnM1XGja9VOGdFhsePmnnTvRaP2+RK3ixFT8ZzUcIWGUVv6Eoh82pDxDHZja8ji4OnKgBndTx244aj1vqQM1mvBUuaBDk8wXZg1cAfE46xYI071xBXTLRBjIcKPz80Nbpi+tBkAw4qHT2guezm+wHEDJTGZAu2jLHkPPg4GDYhAqS5iErJM3xqVOnwqZUHKNN37t3L5C1rxdHfBrkWcrxNGxNq+iip//NZtsqlapVpOUDXvXv7kqe7eiYcQXC3cxu+WcEfeRx4ESdJmmwdazLPW9LsXG5ulBRt2HlEg9s1IGlG+TlzsU+AFOSUxhmzuKMWmDukF5nHhmeH76yw98kZEAjuOEHeadJBj+fj8WPh27YPQyE5Q8MPQ5upM+mTp4e6WMStxPE58Edu/chkB/TEGi3/oYjSMf3fuEXG88bezoPd3f4MSZ5MZXBA0PIF4L2PU6oZ1q8bQhHvQiHO/EfPnwYNGuQLk9n3jshzhRHEt4mSoMBki9Kkxf5Mh6q8plb27CHYzNqr4qdP3nCLp09ZSeHBoJag8QBrnOl8m7tH5L45qRz56RvSxGK7nGMhQwzHCnE85jhjUSaOCBSbulxQyNkhQaEnH5IBiAoCAnigDAJlyZLiIkwTmSQNP4QGoJ7IJ1UeE+b9Hh93bdJRauF9DDT88FMNZAv8RHST5fR3f2Y8gKOcU/Dw3ER8K/UEB7ypT08fcKkBTfKi90Je2hoKJikhWZO3T19TMK9KDx/qtFQsy8sMV++KGWnbcMnh+zEiYEkZIbjhEMjaoZHeg4a4ZXYfJDov4m2dApJQcIQY64N2T7EMrwofNADSInbeYjGCdr9APY0GQKICgJy8k37EZY00IABWink5yTvAohHOMiYh3cQMkTnb0r6AzxWYOBOGARCpAwQoKflZUyn7Wa6fE6yANKHpEkfd79oUa80Ibu4G/Xz/Gk36ohQFy40nh5CnP2A9U0IL3lF4SiBissbhLz+xWPLxfW2jc2JqFfWbKBcsCvDZTvTH8eJjxVqyOqQTZFWvSXyQwiT2FvJcYajhVemUas/ZHjFcIKDfCAlbt/RCiEpJyP8nYhxg5wwnbSA+xHeQTg0c5/2IF2ImrQcxCcchObaMg/yPF/Ij+kHVjKQBseUGdIm/P3798OUCFow4dNlBGkNFj8vL3A74bkQ+ENA8qCM+HOMEMYFd08r7UZe5OtkzevyfrEB6bK8CMibwcMHbBeXV3V3MR/KcPLksJ0YGrTSVvM+MzKCPro4PKLmdUSfNWuro6u3Re2hEL7n9v9v7z+bLEmy9EzwXO6ck+A8ImnxJujuqkZDBpgGsBjMioyMrOzH3V8y/2j3y64IyA6Amu4eNC2SlZWVJDh393BOLr/7Pkfvcbe46UEyIyrCw9Ne93NNTU25mb167JiaappnQIdRuUPtJo4uSF+P8+UUkhzfEhAABDMzM+PECOmgGWZJL0tQQVgcDzJjn3AcQ0uN0RKQ7dTUlNvAnWgEwkDiaMXYoBmrDLFTBsJSBsJD7mj6+LOPO+zBkCDkjqmEuCBbTrYIZRtEdD6UkTIQnzTJg2OUjbqRDhJ1RkDUA3+ENiAO+VNmtnRAlJFjLwNSpqSptMRB1P49zoHy9/sj+W5KpX64um2r65tWrVTtxOyULY6WrUa9FTYJ7ucjbjeEJ9uvPd3mOBJ4c0Ttpz8kcHAp6fp4Njj43AA5vg2yxAMgKEgQYoVoILGwVwcRB0FFvNhmCZLwoU1DrNnlugKQICSGvRmzA4CcITm0Z0gzNFvAPtouW9KijGwpIyQfRE85goRBtsxRvnAD4lAOykxc8jgsXBD1YQjNm/hsiUMdcKNZR/shLwI5pFzCdSDJP+3t7LZtZXXT9lT+UUagqI1Ha1XjS8Qcxw9vjKh7Uol7hY5vu+q2O8q57Vs9qhY7SaQF8IsQNi1rr8uSiy+/AF87IJ4s+UAwaJQQK5o1JhDIFjKDELMaZghxgtggJsLFLHkQ7/z8vGvIEGCAY2jraLJonQDSJTwkSz5BjGzZD4Q/6REHYqeMmBkYrUHYbJkA7uw2QFjKQZlJF6KNDucwkF6UKcoRwE3c8MMNotPK1uF5IHZKQb+kxbhpdGxPV3nrd0/aNEvZsXp/sVSxublZm50cseES73QIEakkUUvs30KDcoCn4+Q4WniDGrUu8v0/v/RExrrwsqIjSPpTCLd55BfN7xtBakE22JOZPAmC5RhkE4QG4UDIQVS4EciSMNiPCQfJMwnTwsKCE2o2j9A0IWlIDC0ZCXILEJZ8iBv54Mc+QnjiAfKGqEmXMIAwIMoa+3GculA39kknNH72kSwhZ9MKv0CUB3/SCMJmPzo63JHGy4H0I4+DvHDt1Tu2tr7t83sMDY/Y/BzDCEvSphMpHyDSyPo9D98kbI43iTdG1Lqt9oXfNNVif2SHro1KtyBtQI+t/qfHT5at768Cs29Ey/HSCKLIEgo4jGAG3WiraNWQ9YkTJ9x8QVqQIEQM8SCQIxKjMvADQfRIaMkB8icsLw1JjzwhdbbkEWUOd+wPCv4AguUpAEDUoVVnEfUCuIkfgEhJK/wH8wzE/rOEONGRZDHYwWSRjR9Ct4OwtiFjnVhBvKV7QTlIb2n6qvzLm7t2Z2nNdjoFm50at7OTVRsvpfiqoYS4Iew/ne9TiMOULeR54XO8FXAm3xBEBMqO33Qp+GChJLrAeIlR8hD8JtfBBaOD+bXzShgkhJDBY4Eg61OnTjnhzs3N7b8kg3ggQ4Q47ANIGS363LlzTvDsh5YcaRMWgobcITfyCSIPggyyzO5H/MgPP0D6pME2tHo0+ggPIMhBggaRRyD2CRcSCP/DEGGzmnTkly1rhAs5DHFP9HpqkwIffLEiOdSNttyxRrtny+tb9mRz20q1YZufnbLZ4aqxVKIiJfGbZVBeBt8kbI43iTdI1DneJIKcQJYUwg9k3WCQQCBAXi4G+Z49e9YJmxd5MfoCN4ROmDNnzngYzB2Q9GF5QaYQNWQKsfHSLTCYf+y/SEB0CKQLWUfnkUWQbZQl9iNuNj0w2D7sP0/ocIKU2SctypFN83kgtwgbZYK0y/5EWbJ2oWpru11berJurfquzY6LqGcmbaj2dBvmOH7IifoYA7IAcfNmSWVQ4vggIB9szNirg4yR0LQhZcj5/Pnzvh9f5w2mDShH2LvRxkk7bMyDBJPdxx0SGPQjLfLC/IJpJYg6jrONsmS3oc0PpjeIbD2ehYhP2CBawP7LxAeRfwTnwy+EBboa7YItre84URe7LVucHrbZKT5vV2DyJsLhxc/xjiMn6u8ADiOg0PwGMUgqEQ9Cw/SB9gw5x4tCBC0bgo4xyM8C5AmRhmkiq8nGNmQQ2WODAgY16sPqN1g3Ogk0etIgfEikOZhHdv8wyeYZfuSBDZ7yZcNmEeVy6f/JV6KwnbY2jIMy22j07MHyhm1s79nIUM1OiKgnhzETpjR9ZspM/XIcH+REfYwRhDBIUFmiyBLHYDgQ+3EMIkZjhpQRyBsyypIcpDSYDuA4pg+0acIgEeewMr2MDIK0yWPwOO4oU/hTD54WqBN+2ToEcGf3XwakEaNJaCPyiCcHcFjbAHJ5+hj2asZlKz2ltbzbs7srm9boFGxuZtJOTgz5dKbcxMTLifr4IifqY4ogHrbpJk6jKtBq40UgZMIWv+cRVJBHNk2Q9X+eZBF+UaZsuOfJy+BZ4QbTCDcdRYzFjvbJ1i/ivawEaFcEcibteNKIOg9iPz6iw2npuX56KiPYkUrNS8S19U2rDQ3byflZmx6tWUXhS5l05fJtjuOFnKiPMbLEACFjEmD4GtN58oEIX/Ox5cMT7LqQS/bl12GkAuJ4EAzhIKIgo6w/AvkBjkOOIAgxm0fECwzuPw9BspEnEnEH08nmCYnyQjT7VBBl+6ZCvOgAAZ0AL13R3F8WPgqV9JJ+7f/sr+6Z3VnesL1W1yZn5uz07JhN1QpW1rG0/qHaQG7tuDvH8UJO1McUkBGkCIFgt4WgIWVmqGPNP4R5Mtgy1wazvUHgDJvDdBBpZEkt9hHSDb8s2A+zRiCIDD/IGgQZRvxBd3b/MAyGRUA2jyyyaeGO8BA0o1ewI4Mo12HI5pNF+NPJQdK0X6Qb48gjHnmHZHGQtrb89cNbTx1dpydNumHLK2tKt+Rmj4mJMSuXOL/qWDOdC/FzHD/kRP2OghvzeaQCIA40ZTRnZpuDkCFjXuiFCQQS5wvBWB8QYf6NeCEXBIJEnuAwshkEx4mXDQuBoWGSzmCHEOEpG27CRnyAG2TDg2zZIOrQjnFHGLaEy6YRbka08EKUctEeYeMmDGkgkX5IpBX78SQSI1rixStaNfEjryxIP1s+LxNf5LKvW7Mnku4Vq9bolOzmwxV/iTguDX1hWpp6tWelQlpwgxRSWekQPHqOY4acqN9RBAkFYQRpBCEESUPAzC4Xc2rEC0AEbS8Ef+JgBokVttHCgzQDoa3i/zLIxsUNGcYoCNIYFMAxwH7UkboB9hH2IUS2kUeEpy5Zc0Ok9zywrBaETV60GxKEDSLfyCvckTbh4qtI2jPGm9NeUcaI+zyw2DNL0xGUNDvdnq1vbdvmRprbGk16fIxJq/oRBJ395FCcl8kjx7uHnKjfYQSJANwhkAWfaKMdQ9SQDoSBvRSBKNE60fYgNYglPmKBeJhNDqLGTIIpJJt2IIjzZRDkwZa8yYdhcZQTDTZIjDSDrNlyHP/Im+MRBonysA3SjvoEUUeYKMNh4Bhlis/eKRuaMR/mkGakH/lGGSDyGA4YxE7eDF1kMirq+rx8Dwflpb4F60hD3uoU7avVlq2urVutVLBTM2N2arRiw9y5B6ej75QW7vp1juOGnKiPASADBJKFVCBXzB3YnSEYbKU8hgeBEY7wkDdb4uDmOFolBA4RYSaB6CFukNVMs+4XIciKfCBBOgXygvAww7Alf9LEnZUoX8QPwiQscUCMzSZtxnOTdjbeIPA/7Bh158MdPughDYg35jEhfcpDPLYcwx5N3vESlhkH+fiH+DyxBKK9XwqUS0J4YtQbLZ2Dx16OyckJaep6AhJLp9bv18HTzgn6OCMn6ncYEEAQpt/YEkgD8wUCKUOKEDXHIBUIBkByQTr4Q8Zs0bTRLiEqyIe5okkLgiSNIDniE/ebgnikT8cBsZInmmukGaQWbvJAoq4cYxvlR5uFxAgDSUOWaNVRt28C4hD39OnTdvHiRS8j7UUesQ3tmTxpMwicNqON4+tMOjpA/qQJYvtCKBwvB1VRXyDg7m7Fbj7Zs2KvZWdnx+zcSMWmdMqh6i4L1BXKouh+R+i/OY4jcqJ+R8GNP3jzQyaQB2YP3BAixAOxsQ+pQLgQCPuQOoD0IMAgFvYhUYg+0oSgBvEy5BNhsiRPupAqGixu0oasKRt5Q3xZog5kyRp/yk88OhTqil0YwgTZsuEmzrMQx9iSL9owk0pduXLFLly44ORPmbLaM+HCXHLt2jX7/ve/7+YO2i3yjrJmy/JCFEW7/eX4d+ptPRUt27baf0z1mpuf0/msKk2OPp1mUPU3yivHO4OcqN9xxI3JFsJD+4W8IBIEf4gFQByA/RCOQ0IQDFsACUIw+JEGRI1mDVEFiMexb4IgRMqB1gmx8RKPfcocpEv+sY2ysB+dDFvqGuWBnPmUHfKnDtEmlC/yzILjESYLwkZ4OhA0arRkyBoN++OPP7YPPvjA3n//fbt69apdvnzZTR3UgycQ4oBIO5ves/I8FIpDyOUn63bj8YZt94ZUv0U7NV2zsZI0+O4eo/asLW2axW4ZP/2SKed4R5ET9TsMSCAIAAKDuCBVtOAgrCDkbHi2kEqEQUskDgQYZBhhIFFIMcZYB/EQ7mUQ4UG4yZNOAI0aokaDJf+wBeNGsuXGHeUkDKSOO9JB64X8oy2y+b4sohMgr0iD9CljTEaFYBphy8RU5Es7RVsThw6C+OxHewPcLwRhuqkOa+sb9mR1zYqlss0yimRE56x/x5IiyRI8pctrRHl882rneAeQE/U7iiwhIZAXRAp5Qa6QRWjQhM1KEFK4DwsDSBcSIi1IkvTZBhmBwTgvQpQXwSzDCIlLly45+UGK5AFhB1lSTjqKKCf1jOPY3yFMtNqww1OO2BIHibJFvrQLEvuBbLvF8fCjUwuJTi4bFuFu6rLknPIrFVlxRRo9Kza7ybloPYWhFl6TxK0ubIinGlsbFblYtpvton223LTm1qqdnRuzy3NDNlVRPtKiewVmJ5RbMYsF8lI5qUZPHcVLnocc7xZyon5HkSUZSAsCQ6OGJCARJ44MgqwA7pBnIY4FCUF4kDTEOUhw3xakwRA2NFZsvZA2dl/ygoyR0JzDjh1aNHFiqlVImjpHuQ6Tl8U3Df8UIpqaTqn43z76zqdavL8TocgW8kc3frTatUcr607AC3MzNjNes7KvXBuS8HWfHMcROVG/o8iSCcQGUUOkuCHWOD5IyLE/6BfIurOkRWcASYbJ41uT2QBIBw0VezCLE2AL5kUe2jKEDAEDCAzTBi8MCYftGHe8LI2yPkveDMhHEvn1d7NOF5r4oJndTzVwgm5LU95UEz9+uGyb66s2Plqz03MTNlpjdEdEUp3kTNpzVnIcV+RE/Q4jSJUtRBrmDCT7yA/CP4vwe5aAIDrSI33yiWOvC6QPWaNN81IQIuYFXkgQMyYSiBwzSQzDG3xyeLsIKh5A38s3hzbdQZy2jq+s79rS40fWVVvP68lhbqpmFWnTgymzn/xe7/nIcfSQE/U7ikGyzJIriP0X+cexw/yR7LFB8n9diPQhbLRoTBloy2jWmDfiBR4kHh/koGGHphzbt48D6jwUajrXm70NQwLqDCVb3Z7dWdqwteXHNj5cs3OL0zY1gr07tY9++uHRv7F2K439c/KC/HO8s8iJ+h0FN+3zCGrwWJDhYQj/w7aQMyC9sFc/L99visgj8gTkgckD0saGjYQZJKtBEwcNH3k3kGn/qO9+vUW7vYJtNnp2//GK7Wxt2MzUhJ2cm7LRcnpxmG315Fbc/XT4eX3nJcfRQk7U7zCCrBFILOy5WdLDfdh+VsJ/cItAoggEGSNAXjeiDiCIl7zDL7aBbHgwePytg+K4qC3dIJ1AMZOdmWEgMf6j394SzB5LG117tLZlJd2ZJ2cnbHa8ZkPFgjRqkpLO7cFJHMeBiONdcq4+nsiJ+hgAEkXjREAQXZDuizAYLvYjDQQypCMIoh6M821BupSf9EJ7D+BHXbJaPYgyhead1bKPHtROGbJO5B0kzZNAqhshmp2u3X28aes7DZsYH5M2PWljlQIfihutzsovKWQffg4y+zmOLXKifocRZAlRYR6Il2u89IPcBoktJIvwC805e5x90sIPgo7xwxH+dSHyDNImryDfbHlAdv+wYyGDeJbfYf6vDtLMSD8Lz6vLPh6JdPFTq5s42rZ22/bQJ9LiJeKMzc9MWo0Vxhlh/bX2Vhp+evkJAbHNcZyQE/U7jCBithA1X/hBptzUDKXLEq8TQv9mxx374R4EfpA0AmnyAo/0w7wCCEPeId8WxCUPJJsO7tCYw59tVgJRj2xdwv0iv9cGknThh7bukzF/+En4c3/WRXSK1q/qUW937cHytn+JWK7W7OTCnK+JWGVhgB4db/rqkSrH0lsO9+A2Rg7aI8fxQk7U7ziCcNBCIdL4+CPGVYPQTkEQHCaF0JbZZxvu7HHIHJMKoy3i6z+ENCPvt40oR5bsoz4gyhx+SPghrwvPS8lLEvm59MtVLGW06WVr7O3Y9OSENOopq5bd4OHhsucwpZZt+5QeyPrmOD4oxsWc491D9txxM6P1QqgQNgQLUQcpAcgXYR8yD22VMKFtcyzi8qUjbtJjwiPSj7TAUb12KFe2bLFP2aP84RfyuuCpS+PtPSXKT/l6LpGVeBd/16Y7PVvebNqj5TWz5p6dmJ20k3MTNlRReROj6z80ZiWQtVXjX4DQD4h8sG7fVHIcPWS76RzvODB78EUfZI07PitHM4agQiuDfIOwgrw5Fi8KIWk+2Y7PtUkTsgZxI2dJ721jkHwB9UGoK/ULUxDIlv33U4+nyS72eky2FETIRsLUHo12x56sb9nG5qaNDNdsYWbSxkcrxrJcKlwKTt2Sqy8H+LpPjuOGnKiPESAcbNV8tccn2YD5MZjoCLIODTqIK/tJOP6QAeGZYwOyhqSZUyNmiCNeFsQ5CoCAkSBpEHWko4p5QhD28c/WJRvvVYDpGEm02bc/9/dcgnT5kZP9Vq9oa7sdu/dk17Z2Wz4k79REyYZSEP2URO46Z4rkabk2nTocbt+uRM9IKc0cxxY5Ub/jgJwhmiAryBhbMl/xIRAsBBWrkUQ4hLhBthAzC+Cy6ABu5ldmkiS+DiQ9wmU1T+IfJURdKBf1ZVpWFum9d++eb5FYZZ31IKlntEe2Xr9PUD5vb7TjPlu3pE2vSZteXnnifqdPnbKJsTEnXsoWWzRxN4Ps4/dHza+r48rx+pDbqN9hZAkGd+xDzmjCzJEB0Q7OSAcRh1aJRg1h4Y+2ifkDbTzmXMbsEQTDsciD/aNy7VAWykWdWAmcRXnv3r3rEov0svYja0jGquwQOPvxtPE6QMskoV1S24TrQBSib29WF2E7OhePVtZsU9r0xPScnZ6btOnhopVpWwlhOtKoWXILt6fiWjVJkNP+h+QJisN5eRXJcfSQa9THAEHSQaJsMVvwApC5MiBd7NYAMg4zAKvBQGyQNKQd80MzvzPxIGkAsYepIHszH5WbmnJQr+XlZSdmFvaFgAEvQHkiiKW/sLVD6IRBu75z546trKx4HV8b+s0y2Dq9jjTkLi81Id6CdxBbW9u2trruHeni4oI61VGrltM59Dj9RNjte+X4DqLQ6TZ6Xexg3jNzVfCApcdISUm7bnfjAnnNF8nNja79/JPbdv2rL33M6M9+/KF9dGLoIJunvsKKq/Q1F+KYI4gUQoC4WE6LR35IGj/IAS0Zu3aQGeQMuaGVB1m8bdBJUE7qQ5lDg2afLfVBO0YgbDophDrEUwB1JB3iQ9RhtyYNwsXc1jGyhXDZvCK/56IA2atMXb4QLVq7oDZmHLSV9eiqJ5IOmnvHOkqzIbLeaJbsVzc27O/+7tcqQ8f++CdX7J9fOUlKDvLMIsrxPKCD91hAgDu4W0q3jISStwp1bdHB+TPd31Uv1z74YpJRKr1+pD5elGeO3z9yjfqYg5sMIkKbRLNmnT/W/WP9PxZk/eijj3z9v1j7D8KG5I7SzUlZgpQhXgg0SBOyDbMGJhzqitYM4ULO1AW7PeQcxIs/5iA6JZ4iADZttGwInLQJFy9fI/9XBm0qSUPtira5y+K16d3BuMqCyYm8QrIY3H8xMuXdd0LS4crxLqEYvSuCFp0k7YfkePcAKYUGCbjRISi0ZkZxYMMOYR+C5jjEBCll475tUPYsObNFeCrAfIPJA8KGxCHpw+oRNnncpAeB88IUQiceTxyYQOJlahaR34uR7iIUUsZPY4tO2rR8ie+HGamBbbpnj5Y37NHSPSuVu3ZmYcpOTIx42Q6Tl4faSuFZAaxdalm7qA5KUrCWVVqVp6Sop1aOdSTtYts6aNP9VHIcLWAs6ztzHCdwc8djf5BM3PSQ2GEShBBhYv9tIMgxW/YA9cIf2zrECgmjGQdJA0gZ/5BIC/94mQrQmiFt0kSbJr2w2Wfxam2RiauOotvt2fZew5bVMezs7OppZ9oWTyzYUO1VCPrrgHbTn++oFPHXL1G/bRNwE3b/aI4jBN2NyfohPcA16X3hJGbPY453CtkbPUt4L4NvGv51YzBv9rOkhRuyRZtm2CH7EDRmD8KiaUO0kU42Lho1x4OsOQZRQ/K40awZphha9WFpPBO9skSdSEFk7HN0qMProVXzNWhT/tLoi+oQ5Le607KV9S1Fqtvi3Lidmhyx4ZTKU3ipfDOgtIytTs9CbbnaKge2cXyeusMl0DL2bIWRQNPpXVWOowZfvPgw4P/NLpEcRw1ZwsM9KJBWmBSy8joxmPZhksXgfgDCyoZH+4VQIVu0YgQEQQ8+IcQ260/dAX6QNdsYqpg1fzyrTF9HSjeFPoijkuu3bx9W3s1WwdY2mj7iY6hWtZnZSRsdKfqc04chyvtNEGXwl4tOvfgoHU8rBKSypbDJlePoQd0qNmkuIl3cOkshCfmpe5fBDf6q8iYQBDxIiINliH3IFM2XER4gyJf40fEAthA3fhyPY5FOhAfsQ/b4Ye9G0Ly/GShr0lSDHA++VJSPDu91Cra83bKHKzvWaPVsbnbcTs6O2Jii0dWQ/6CAKPOLQRiFldZe7pat1CnLXZbeXLQ9ZbBXkrCVtNVuPAUU+0KcFD/HUQNnxpFO78FpShdYjncV3OCHEVP25j8M2ePPC/c6cViZsqSEO8gWxFhw/AZJOuoc+9l0IW3I91lhYpRHaNVZ23aEeTEoI2EPwqdSp/2G0lxZ3bSllTVfemthYdbmZ0at2o/2zfJ6FkhM55yeAfLVFlWsrd2s4OfFUjkgaf167BxHD0XmuU2nLMRPsX4QdnQmc9Z+5wB5ZckOxH52Oxgmi+cdywJiGSTFwPPyiHggwgymEelynC1kC4FCphwLosYdaUW4SItt1h1pZvezgMxJH/MHx6NsbJ8rBFKypNzpKQ8+bvF9HSmUXKvdbrTt0cqqbWxu2eTEhE/ANFrlpW9HxJomzxqUbwLyK6o6PBV3CmVr9UrWFBEzoqNqDUnTyr26VUxPI4Wu/BnvXRKXJ6Lm2wl3fcv8c/x+UGSSFwg6XV4gc2Jw5ufpncVhN9qLbryI86JwAUguGx5iC8nuH4ZsXlk5DOFPWlnNOBs+4g/mGeaPLLLHB4+xT/rEA88q02FIQVUO/3On/nlwLVpLya1t79mTtQ2fu2NmZtqmJqRNezCVR2QadXgVuPlSKUK+HZFwr0hHUBQ50xnUrWQtF+75nvwRXkD20MCfboocRwQ6n1ywnB0Ed7qAwxW+OXI8D4eRC2SH9hukOojDSCn2g2zRmJHnEe9gOoNpgkgvJIuIn41H+oPhBtMYlHSnMHqKF4PxsYx89NMWNW4xdvrJlm1Kmx4drtj87IRNDtf683qoPl8v9jcGSSCUpEPeUq/LxbaVu7tWWHto3fs3rLR8z0oby1Zq76ikTd3jXdG2niwOqpDjiKE/6iNzdrSJ8/Q0defI8XVARgHILbRRbMiMSWYukRCG0mFfDk01kVvaZokxS5jhB8Ifv6x/IBvvMAzGye4/yw1elG7ApyDF5KHoSYtGu8df2rRkdadpD5bXba9Rt5mpUVuYGbPxakkhVZ8uLy6fzvfbwnUvCUTtxRAZt3ae2M7N39nyJ/9oa5/9yjoPblmxvq6T1pCerT/CSlKpcxw19DXqvsQFijNtco06x3OR1Wyx6ULIfIrN5EjMUsfMdQiz1TGbHW4+185+VJIl4CzYD7/YEhaJDuKwMNltVrIY3AfhF+knjfgb0BZErbsF27TfOPrRnmiwZ3Xx8Mr6rj1Z37ZiqWTzcxM2M1azWhELNuU7aMdXgdeVc6L0KtKTyz1p0jvLVr/7pe18+Rtb++pTW/vi19a5/YX1Vu5Zob4qbXtbYZtWwritsiTJcZSgq52Twgnqn6T+Ocr65shxGIIAIVyIFwKGoGMK0dCk0azjU+/sFKMcg9yDGNlGmrgPI0n8+LAlPhMPLZ444LDtYTJ4jDoguPlKMeYIOawMz4IvOsvERjHaQndRQeSHrry517bHqzu2pe0YLxHnpE3XTERqVuJuKyn8N+gTng3Vh49tJJXenhUaS1Z/+LltX/+V9e5/YeNbj6y6csfadz6z3Vu/sfbKTSu3Vq1meyID1V914C/H0YLujr7LT87BCUp78Zfju4gskR0mAUwakC8kDSFDvpBdTIzE593MqxETIDEGGq0b0mbLCAtIMog6iJf90JwD+JEOaXOMeEHWES8rz0Ici3Ckgz2dNCBo8qBDiDDfBOpi/LZKt1bP2p2era6rI1vdkGfJZudmbWZq3Cpp7VqBeqZl0F6EKO+zRA1khTKkr/bY27SdR3dt5eaXtvnwtnWb2zaiKlWLbdteX7LVW1/Y9p2vrL362Hr1bSWuLoXZfwba/DAclndWcrxe6LSoUd22RuOmBg4X0tezc+T4GiA1tOKYvQ67NOTGBE/MTMeWWeqQ7DSqkCB2bDTtmNSfuGCQmAcBUUP+WaIOTfh5RHGYZhzh2FKXIH2ImjzYxvGXEoa66l7i0/H0KIrpo2N7zY49frJta5t1qw6P2ezsjE2OVnzsNMPh0ls87rPXcaepLsqz2dix3Yc3bPt3v7LW7c9sfPuRjZfrNlbe8221s2mFlVu2++WvbffzT6y1dMc6rR09DGCoeR3lyPE6obuCGyMrgs6TP8VJ8Pn6JZ7ju4AXkRufcTP5PrPOQXBozRAyRAyJEibS4DjumLWOuTViIiTIOiZXAoP5Rp6kAegMyIO0QJA1xyMsCHekl003jrFFiEvnASBphPJ9EzAPNDSJMPyuI8Imxa29hj1ZY+mvPZsYHbaZiVEbltab7rakJDEHdAcn6bh/IHwOjkCk6e/AZ1+kFXf2Nmzr8R1bvv6Zrd29br3tNRtSj1ChvXReimV1Emo/RnbvSJteuv2Frd+7bs21R9aT1t3zuUGeziMkIfY4HyHpaPhGiMNCIQnZUAe+X8fT4Z7eG/RJiPyOC4qFnp6FmOgcwc1jmH7p6Su6eKq9ok7o12/YHN8tQHJBagDzBpowBAvJQbxImAvwC/LMCoDEIVnIFq0V+zYaeaRFXhE29kkLIo198mL+ZtKhLPEBDMeirOyzJb9ID4Q/4QDpkgYdBQTNvNxo/pFWpJfdP0yKUsB7vZYVK03rFVvW1L2z3a3ZnfWG3V/fsEKxbadmh+3UeM3GpXxXKROjPVyjropmaj66GYHuE/egpfcFXz5S0bblos5A+2jtEHShK5/6mnXu/pM1f/3/s/Kn/8lOP/mNXeo+tqn2mu2pJ2iWytZQB9RUu4+W6rbQlqb9+JfW/O1/toak++i3Ork6DxC+ng5aEmg75a5sKBPtrLySNJNQKml2LbUDEl0WcZk1JSTVjXT0u1+vJN7BZf7kkQLzpEI79duAkKRD2ogTtdrdTTdKl+ZsyP9gtpZ3H30V+nBk9I/+Nsd3GRAeWiakGS8J2YecQ7uF7MLWC4IwkdB8g/TCxIBAlKxAEyaQ0GYJR/hsHqSFm8UQMKdQrqw2Tngkyhv5h8SxIPD4ZJzyMDc3JI070iHNl9GuFdTtux6+WFL6BaXbUb22bEf1Gh0ZtbmZcRsZJr1+JIV1cQzeZxCQjmW80dTZJa+uE12/A5Fvt1m3vaVHtvbV72zjyWNxFhNWqZ792Z5c4++0VTaF1nnQybCyCsJ+Y2fLVh7es+XbX9n28kPrtni5yJhwxVMbdVgGXfAXpmR+KA4Y4wAqn35Dno2vH/V6JucB5JEN6e6nAqVYL87v3QKfIyW6lnQR1Y5rI1WUE6Xe04Pm+C4CEgAQFoDYGAvNCA9mrwuyDU0a7TQ038MkS9aQH1o1EkTNy0iOB4J4BwHJYkKZm5tz7Zo8MaNAuoTnOMAfEmcb+SKUBX/qAkmTDxo6K7eTHoiwL4uOnj2twJMpZJ000cfru3Z/ac2anYLNz0za6akhm5Tm7ROfFVTGosIXK7rHOlaR1gh/I1BNuvOoB22QSJo4hUL60tCFUJ09620+sMbNX9jWp//Vml/+RxtZ/YWN9p5Yraj2UEnQQSvdXat2dqza2rbhzq4NibhHFH+sXbfJrUc2ee8XNvTpf7DiZ//R7NGvrVB/bOXetsqqtpOaStfLpKipniqXysGiuzxKdPuL70aJi0q7pPqUxS8VFRtrP0Ld4HoPRVykf4Rn+fSX0vA5SeToqSNRZeUjUdsWe+rkSbMvhFUFJfwwZas6KLnI67iA1uo7n4NvcLHmON6A4CA2Rm5AdBA1EtpplmSDEIPwgvRiCzkSL+JDsmjqMStehIu02ceNEJd4aNUsyMsLS+IzAiXMIAhA+6YjoWOI+JSdekDupIu5g3UTsbFzPFvGbFrPQxHyAv24dT1/P368og7oich/2PMY5SUorCICSy8fPaiw70ggiG/4C4++J5SmvEoiSqjaGnXbXXpsd65/ZXdu3/JOjzD+NCFXp90RyYtG+2TXaurpo99+CSksdY4RPHdv3bRtlRuzA08GxRLnIGWv5kkOL8sBDmUSD6OfCDsQJ8fLgatWGrR6SRedVHqw/RangV98geY4nuDGRdINnvaD4CBkRl7EzY7GioAg0ogP2I90AMRHGsTBP+zVmD7oBAYR4SO92BKPRWnPnz/vZgvSonxo+2yjTICyQ+Ix+x4kTZ4QPetJEh9Cz5Y5kHU/C8WCnipYPMC16oqtbvXs/sqWCLtls9LWz8yO2HRFmi33FGYIqZYNqX0tH/ohcu3VrSRN10VaLFp3W4TcKJZsV1q3i27Zhhev55+FFzfvmN38W6v+9j/a3PX/ZKdXf2WnbNUWCptWUxheUNZVppall4elbsuK3aaLT9iEbVwacU1kPGF7ttB8aAuP/9bGfvv/tvIn/y+z239jxb17ViuoTOIGbL91tcVuqWJ7kobK1FK9KVJZ2my1t+fixhhpy2xdu+61lHdTW+WNPd3bwKvhncnTwnN8aNaDR9Hpk2kDnkoWAIVUOVzD9xwpS1OSzGHHAbRFjhyHAnIKgmILUUJwCGQGSbrWJhKFEPELkh5EkF8WpBfkC2HGi0EIljSz6eAOTTdL2ADTCyaLCxcuOOFiuiAMRIwdPV5UYlZBY4/yEw6Svnjxops9otMhr8g78jmsTs9Du9XeNw/RTrOzk9LWR61ShlAUALVUBLOf6teb52sgLOZmLAGgo3ps8YHRjRs+Jn1vr+518MVzlR4v7NxcAhSHJcDaHXUAYty2tOxGI80OWKIsAm1epJ6KgmZ9/+49W755y9qqhzO+QNbJlYr8tWITv1++HK8P/hTGw2oS3h/rcVU9fY/unJPsJ/prpyPHdwTcyEFWbCHSMC1kNecsseKGKEEcjzDZtEKygPAj/QBhyAuJfZBNG5JHI2Y19XPnztmJEyfcLAKJEw8CgzAhZ15Achwt/MyZM74fNnZAulEXkHU/HwqnoqHDP9ot2K2lTWnTXTuhcp2bGbPJCtZdtDzVTfcYyZIywvshK9FR4IgOQ/Xuh0FXRGqKO9TZsMrqZ9a78XNrf/afrXz9r2zyyW+lDT+2me6OFTuK3y5Zr121QrciLbYkDVpt0GlJC0ejbin75v4oDUaB1JX3XqmqLbPs1W22cd+mV35hxev/VXn8Ryvc/Csrb1y3oda225zjrMUWLTfteUVSupKW2p4n9kTvXBPUXVsX3CkGQihkPyUdLqlzKTCMAw9+5JmWOksjSmjNNKKE0SZM18p5lKjeaRTb8QDts98wOXIchiBGthAwZMo2yBh/yCyIFJINog3SC79IK/xDSBPTRDbdAMcjHnmgxeMHIj6AjLExY2tGS0YuXbpkly9fdkKGmBGInGP4HTYMb7CcIOrzInh8bTe3d2x55YnXhQ9cZqZHrQr/krbbpulgfCOt16OqcimvA/Tr6L8JpN/Z27H1pUf24PYtW354z5q7W1ZR01cY4aHAHp40Sby/8fk/5En7tdXO2J1pL5VCyrI6XbVpSZ0VLwSpq3/WLu17e33VHt65ZUu3b1pD7gIaeb9AUexn4fDjL4p1gGy9n8ZBGrhCEogVcnxQ6HU6vZa05/5t5b8+/4DXPJ3c/Te8rxE3N7r2809u2/WvvrSTC3P2sx9/aB+dGDpoXreNR/PL12+Y49X47wKyhAWR8nELkythPkBDRQDhIiwgPDd8kDfIphXAHWmjSWOfRtv9+OOP980q2TReFsRDDisXQpqRLsezZfq24KUdZoVHrYL94tMH9qtPvrCh4SH7o+9fsvfPz9j4kDoZXdc8rKoUigFN8ieoKNAjH8mAGmWW0495+bkf1EluPrKd27+2zS//3noPP7Ohrcc23G7YkNiz1GP+aYXsD8dDyy1QN08lScoVrVTnR3kR3jVe3ePMX01pih1syW3fb6pP2SsMWWfyjA2d/5FNvffHVjn9ofVG5vqpJYSr6Wko3a7aWJ50Bcwh4mUhL475s0GKQ2h/ymCcdFu6sXceOqL4hdKIVz2dP4m8/TQhAp3KQa2SJ2cUkcKd0A/7ruM5d0DUFByT2ub4xghiC4QbEsxuQZBixMnGyyJLnCBLlGxjBELW/5sCEkZjjPHXIezjnyX/b5vHICBpUnqy0bNHyxuuTU9NTdr05KgNV/qfjfGTyQ+qcfujuyQ6lkwFKUwK7kckXdee15ce2tqju7a3vmzF9q5ViyJC2stj9NsXRcc1d4l/VJOE6VTRrl2rl5tVZQ785SYuuYpwSyoH40Z69S3bXnloqw/v2NbKI+vWd9XZRJmSKGJmL5E01UhV9R/fUlsIVrmTsv/5i9XGnvJYstW7t62F5u7lJ1WuI7Wrzpfb3onX74RVYE85Ug9EOxwnqOapqvHHpZYqnvzTRZPju4ggy0CW0IJQn4cIn00nuw0JzRdAohAqcfF7XST6JsC9stMu+MK1j1a3rKi6nJgetbnRktUK2IVFMGjNTlb9jkKaKxou/oDRyFX5WUEitxpA6SpOoWztQs06pVHrlketXRy2Rq9k9W7PmiJd6dpKh0UAmgrb0j5D8Orya0g5xb8tbbfg0pagTTP6oiLtudau21Br14Zbdau1GlbqQN5dHzvNhFLNblH5VaxXGbJuZdjapZq1vDzYhFM99Gie0tO2KqkVqAdPD9RWtKw8k4VeT08KD1FTv1JvVyr7ivUefWa7X/53W/vkv1nzup4W1q/r+K6iqXWURZcyU3al1pNHQeUqqiMs8gGPOpiy8mHMNp2ejxRx+7fkmKB/tSRSTr9JQHoK048aKMd3G0GqkHNWIw2CHSTlZ8mzwqB9YqcmbV4ABlG/S6C0zOuxvLpmu/WGjfFBzvS4jdSknYqaktablJ8DrZlYyZ99J5r9241jCutx1N4ixqHxKVs8fc7OnLtgUzNz8itas9UUofoaLdpHT5WGyuRKIi8o0U0dEmzh6b0caSqoylNSmJKIHoH0kILcXREhI1cYHVKtDdn84ik7ff6STSyetPLQiBN0ehZIhU2lTLZtBI07NPoI4fZvD5n23V+dQ+PJI1u69bkt3fydrd77yp7c+dIat7+wdmOHUnt4Bp2oKKqT2kjXHuPIMW+4aSfEy5BST20X7ncffrfRYDiwnbn9zBmaRsXmlUYy5vjuIsiUGwQSZfw0RMp45DgWwB0a8qA7i/ALiReJmCaCqN817EkebdRtbXXFytKIF2bGbXZiyKoMQPa7LJGZEwwR+O1/mef3nx9vKBjjGAiE4QG980CKQyL+0+/Z1Ic/teFrf2bNxY9stTpvG92S7YkUfXVxaZY+NE9tyP3rC9gWk/ab/FQKtjqfrKno2qrnqF80fJ2zRqdom91h2xk5ZXbmRzb+wT+3iff+1KoLV6RVj2XKlNJCQKHHk4N0Zp3T9ISentEh0qLSZQy59HKr9RpWRpN+/JU1rv+DNW7+0iqrN21s6778rtvuV59Y9/avrLBxy0rtNZF/Q2mktnPFkWlhVZ8DcOAwOR7YJ2okyDrQv6x8m+O7C0gTCaLm0200a14oogVDsFkixh12xCDi8B/cJwxpIOQR81ZHnu8SdsRP91eYA2XVhmsVOzE3ZROjVf9QRJXh3++mIJD0C5Eh6VgBs4cbB2g73X8KdECK6McV6w3PWOXkVRu/+mObuPQDK8+etnqxbLvNhjXb0qylyUK2oUGjcLkoEydp0vJtIljK4cL5UtyOzkWj3bVOWedi7rxNXv6x1ZSPzZ63XnXSOqVqSsOlzw9eOVLBl3NJzRJJA841REu3xOcxJTTplfv25MZvbfXGb8zWH9hkb88m1d2Vdp7Y7tJ9e/z5P9nG/S+suyui5mMZkROpcfmQk2cC3MNrMCDHB4moVSfXoqNu/XqyodnDO8d3F0GcmCZijmnASI3QhoOAQRBy+GWPgdiHqCM+nQBjmiFqjr9rRP1ku2cPVlatWd+1+YkRadSjNlxNmh+mC2pTFFm5WcCrL5KTRosZBAsulNcpVK1VGHIbcKt/SzKeuKx2QkrebkqzNmHVxWs2cfWPbPzKT6wwd8F2KuO2Lc26oPYsiGyNiZT6bF0gLpM09b9KLHQburexbGPVZhwys4F0rKWOoq68m0NzVl5UZ3D5D2z04o+tOHfJOq5J6xpQrGp3z6Xc156xP7cLFS9/t8Bob3UM4hTWi1QFxS8YSrBjK7f6hrWXb9n2zU9s55ZI+sltG+vu2kS5Y5NFvm5UgVp7Vr/7ue199ffWvvuZ9TYfq9x1XRN8Dp/GUNPp9KQ8JMHGj7i6qTzlJu9jgkTU/gdZ6wdxcNnkRP1dRhBlEC6CVs1HI3xMggmED2DQhiHcZyFIeRD4Q9CkgZv0GNfMy8R3EY839uzJxraVSwVp0xM2PV6Rm3omwtonaqc77ivusWTw8FEO8m9L32z7dKd8AE28NFQ2iJrBaxB/tygyHFmw4qkPbfTqH9jE5R9YZe6MyHTUidpa6jilFff6ZI3dGa00fT7ekF9TPA4xQ9TpNWQiamnk1WEbWrigNH9ktcs/MVu4Zt2heeuWhpV3SeSsUoqkKyJOiJpadFQytP2uiLqH9OvlZKn6J7OqSLaxY/WVB9KiP7X1m59ab/WuTXU2bKrYspFew0ZVkpEiiyq0bbS+JpL+xJ58/o+28+C6jz6h7WAtfyIoIomo3QzippBBOR5IV08Ad0aoJo8qx6e6Ob4tINIgY+zIEOrs7Kz7x9eKkC5E/ixNmPhIEDfhQyOH/PmMmy1pANKJsL9vkAtCDXkFp24p7YlcknAk+fritaAfic1Oq2v3lzdss961iekZm5tVXaoV3TuRBvFpFwgMiKwLbnyQG+sw/mmcNSMYaAH0Q5rS57PYf4FEesmOTGql6qiNLF626St/bKOX/8y6s+/bbmnWtnuiPGXLvNK9Xl3pN6ypCP61oAiN0ROQNy8PmfK00S6ZdFrbHjpjzRMf2tC1n9jYle9ZZeG0iLvmZQRJpWP4pPxEyDBEQWTMF4R0KHREbkumXiqvzx+k/PzlaVPlWLpru9d/adus17j+MHUctWHrljGnJOKtlPR0pRKOiLxLu+u2d/8L21acxt3fWm/7kfLas5K3HV1EEl1YyoinCCotN82KHBNwV/nFgPjr5n3RKdCGU8EFk+O7hyxJhhvyDK2a2eAwgUC+zM8RmnEgS7iAcJAzAjnzMhKiRoNmulIktOmsNv+mwH3NIzWi7kSZyweS9fHFjJ4QVB4vEztE0JYRCUvSpu8sb4nshmx28aSeOMasphuIIWNlPapC2B7NNT/qh6kDSWziL/UUCpKuSEvFjouS5BykKImoFZbRHHwCruMQVUGUZkMnrXDqj6z83r+1ysW/sM70Vdsuz1tDRe9IS+31dtX2u7YnTb+uc9Ioln1RA0i6rLp1pX3vtSu2VzlpzYUfW+f9v7DuRyL9U+9Zb3jCTQzMvhf17vnEUyMSae9iiEKnZKW2iFoNwVC5YocXiiqnyg5RMxzQ5xZ5suSL7Da//FurrXxuk91NGxEpM9yvobr7wAW1Q7G3Z8PS+kd6Ozar8k/tPZRm/Uvb+t1f2d6dX1tn+7E6GZ4DaEF1Am5aUdtA0m09TTA8xG0jlFVbZADUZVCOMtKdlCPHMxAXcJY4caNV87l2zJWBP6SbtVkTDokbATdkHXNAhyadnZcjwr8tUMtU0yygRe53/epgwcfPSQumXnLtiRseLq/a1saajdaqNjM9aWMjZZ+QH3jclIBwWA6uE/bBLZm07qzsgzZVuto40nF1ntJKJ+YX7cTFqzZ56QMr8IKxPGb1jjRV5v0QaRVEYoyRLrRFcm2dJxFau10UadesVZmw4uwpm7r0vi2ef1/n44TOMV8GKi5PEJw/OhXvsKTNoj5Lq6VDY94NtH7c1NOl3yGVCi0rNtett3zDNWnMHXtrS25DL7lJRKJroiiCh3wxyfioEZi2UFFda+roylZs7Nne47u2eeNTt113N0XW7R2FJZw4uViyTrlsXb5mpW2YS4SOzc8RrfQ0uM7eJZT+N6HvfqNYb/Ts9tKGra2u2vjoiJ0/OW8LY0yLGMg2rny9Yd+txj0OCLINCdJFW4asw1TRZqSASHrQZs0WQsYP8mbLPnFi4n9msIP0Q5seJOo3dVNFruQWX975nufPnvblhn85wssySHNpu2X/9PlNe7C8ZicX5+yji4u2MF6xoX3TBtFIB/JKuhEpxq9vdZw9/1UYNxekgw4fh913p2KltDp+PnBKEy1VrTgybK3xUWnPw9au71lnR7qqz+/dlZbelLbb8JeKfK7davVE1sPWkEZupz6wykd/bKMf/DMbXrhmxfKU0hXJ83GJ6llWPcvS6jGa8DRAehSEYX9M7N+Ttu62YkRkyfSs1L7YXDN7/DvrfvnX1v7yb6y3dMNqbT13KIzPp620qzxBSIP2aVv7JM048HZvQjmoTvIpt/RksLtu7a0nVmrtWkVKfXmoZqXqsJ44VLN+myEqsIqhcjKBU0YXHbyOXrR/lHBQixw5BsCFm714ww35BhEzCgSiZYpRTCGhFUPITJXJ3B1ozwjTjkLWhMG+jTbOBErYu/ED0REEWb/pm4fcEkEL+0yZfB2ZckHSPGGvbGzbvQcPfWKkE3PTNjVR8peILJVFPbwOsDtyKFKnEPnuZ3sYyN9NMv1ySFB4mcJUGVmhNmIjJ87a2Ssf2uLlD608vWB7hZrVRbgon24OgGdFkHzZ2KiOWG3+lJ269pGdufKRjc2eFEnrXHiayVxTKjEvinLq53lwjtjL1Eke6eMTacjKpCBCbT95aNs3P7Mnkt21R9KOW1ZTQyXSJ5zovD+c8CBd6qd9+TFhFGlW1RHwErO9s2Ybj27b+q0vrCkN23Y3VKeGtx1POHRctAPFivSOA3KNOsdzcXDz9AknA/YhXjRrbNWM2mBoHfsciziMuUZb5jiaM9ORMn80ZB0aeYRHQPghbwT9y63YtycHaSZdRqxLObwo1Clt+YBko92zX9zZtM9v3LITMxP2/UsnfbmtIRFLSSQT9SAyKe9/lehppE0cDfiHKRFA6Md0AnSWZYu/wvkcGCJRtspMWm1FveeEdUfmrDE6bjvSWjfbXWvu1W1CnWW5W1ESDEUp2+bkKWuc/dhKH/2Z1d7/mZXnP5T3jFJmelDqXfS5qqkD9XWzh8jSDR6lsrRXRnpQVh3S4aII11+E9qTFt3est3zdWmjSX/3cqkuf2Hh7xUbLHX8RyIs/H08t7b7CC0W0fFLya4aeBBv3mF9f5U7dhootGy40bLi1adWGyLm+qSBN70RKtWEr10bVICqLNybXTcs7yoLX5QDPu57e2LX2LcAZyJHjmYA4Q3sGXMwQL1uOcRPHcWzVaMnMCY0wxSiaNlOKXrlyxacbZZ8wkDRaNGlwMyJJg0vk/tZumgO+fAp+//ObKRdK7JO1pj1cemxFEdfi/JxNT41JmxZ56vg+ScNxz0j3G6NPziC+QEyF7gvtp79KtWbTi6fswrUP7Pzl92xkctbqnYLttnou3fKQTS2csvPXPpQm/Z406Xlp0qzd2AcOibJTqumPuhdUz2IpiDx1L5SAanq9cbSb1lh+aEs3Prf7N76wjdUVhRApV6rq87heuKYg/b563+94fNw1IfWDdsyoGDqGDi88FaZYLqpeVS/a3s6WLd27bQ+V/tbjh9bZ3ZZmzpwflIxUUjrPAtcZ8q5ATxVvp7T5NKdHH9mL+VnkyXFIFmAGARAuEiROvAPN8gDZuCDyiHCD4X+v2L8LKI+uPZFGut5ESCqHU1V/SBi+BN8U8f3d7x7bf/7VdSuVS/Z/+d4p++jSKRuuln3EFLqmx/Q2RNsLCkkpY79OQ9nwTUcY9aCW2w8XIK1iv2yUgDSZj8PD0Wb6cyiPki+NxdA43gvsWOPBF7byq7+15q/+W1qQeKhmUycWrPbxn9j4h39olamLItAxq7QZdaKS+LA6kaQnB1NTB86nDxj0UiDRDvwMYbvu7Fpvd1Oa9E1rf/Y3Vr/1D9ZYvycNu2mVmjp37NjUTW2L9j0kjRgbtT+x9CrWKKV3FEVj3pK2Nz0kTXg0+yrXg8rR1jXT1pPMLuPNx9Xe575nY5d+YJVT71th6qRZddifWri00jqWah1vHv30Cx3lTteYH3yz19s3BLXIkeNQcOFCsIeRLIAs4sUgJM0+EvvZLf6hOYf2DDiOhh55RD6R1tvD03mzly0OM8s1m11f3gtbPKaf6alpq0rrI5yXv297jaQGW/DpHF6EFLrbiacOnRe3HSO8SCx5OzI1qRrXw0LWpWLFJhZP2KVrV+2MnnLGxidsfmHRzp2/YKf1dDMxMa14zNnXb28Y+KmCqUMQOSKeosKwnFc2CNEcOq87K0+k5d6we7du28bGpspWsGo1mR/4NN3TiXOsNkznWIJX+PdTj+Ge1BF01J7e8evP/XRse3vL7t65Yzeu37CVx4+tVd/z5Ehw/5r1Td8dZY189z3wOnAfNeREneNbgxsB23PcSFmizQI/wjiR9IX9CBvHwy/24/ibgN+y/gOxHrAVv+wlmkqirsl2ukW79XjHbt9fsZGhqp09dcLOzw7ZUKFnNUnZ61CWRqqnDNXFoQz8ZRtO95C/a3yC8nUS9K8WFAIybDak4TJag07OrC2ts9kbsr1O1epdPteuKXpFWqPazE0IIsJCS5pp3VqFhlW6VSt3RpXeWbOTP7XGz/7vVvzL/6fVf/Z/s/Uf/3vrLP4z9ZRnFW7EhjvMiqiOZahuhfKelYuKX2yqNG1teZmXRmjorFhNdYJ6KSnPUDWq0a6b7a7ZxpN7IunfWHnlU5us37PR1qoNtzes2mtIo2bsStHq6myaVEh7DK9jJIpr4+2Wk7EvutvTdTVUtKbqs6O065hAlE+xxDgQxljv2nhn3aYbj21s67Z17//Wdm/92lpL98TwaOTSzlmWS+eCs6cWlLBN4idBQqfg+/oFnIOQo4T+VZIjR47nwe9rfgTu4WazY8sry7a5iTY9aouL0kwh5H6YAyiw3/P8HHLzhxeJQ7j9XTozOsGwQ5e1T8dVlsaOpEEYycSEOLG49MuakulDe0M1m5FmffnSJdeseaFb8qcgdQBtUaZ4M9mOSasf7TmA2gIpLyJJg6fc/XcPXSXKtiNibrXa1hIRu0ZMPSVBiC597drr23cTng67WkkaOU9vLMjLSjocB76V8GQ2PDRsNeaJURnw9pEwxwQ5UefI8TXEDZ4oz5Uy3L2itD2Tdme2stOzO482fOz4ualRuzBTkOaZ7Mg9RYDIGHPgX87JLerxX2zNSXsWkSAKw8RMaNaQF1oqx5mAyFobVli/b4XNh1ZsbRkTKqVJmVLafF3YlE7rkyEVq2nrtzS2YBYIYESywlKNUsUKw6esPHPZalOXrVc9qTg1a3WTzTnmMPIx0YqbdtQ5SIsuKAwLzKZPztNHM9U2c4+ImBXXAZmOT9vwqbM2+f4PbPvCD2x14qytF4ZtV1Wm7OOtHRtp7lhNpF1Wmq1ezTo9PXXwNWOvaUOddat2N5VnWvyg1dVxG1GNyvLvKM80vwgvGJvKe1d6/V5t2rozZ6x26rINnbxoxclZ/xydiabaJSrOmUBot9hm5d1ATtQ5cjwH3OpPQfd2S5riypMntrK6aiMjw3bq5AkbqihkP3DSixMJuMLXd0CBTyUoP46lkCAdxJTBp9Dby0t2984tu3f7pm1Je+806m4bl1Lq6TqIgobKH1qqtnQTfbrlkIdFY3Yff1nJUXUZImHe5WF98YcBIrwUlJKbpvq7Du1Iqx2fn7dzV67YpWsf2NzCosKVfEw94CmATgitOtWdcgB+KZXEK4ZGzVNF0vg7mIHovJQhhEX8psge+pqYnLLT5y7Y6StXbezUabPhEdVLLSA5TuSWE3WOHAGIpC8x3tmJDIE8dIgv39b2OnZX2vTW9p7NzC7Yxflxm1cIJyIFRkNNtKMtfopJ/ERE2GUTVRI2HUHrRqVFk96zYnvdbO2mta//rTV++19s91f/wbe9x59Zee+RtMtd/+qxprSZAgQyI0W06QLaZ6cmzZdpUnvW0h3elrLbYnoOacmFbtFKLZGgCunF1fFeqauwmBxUhw5aNHpyycvko1AUKH0SToaqlc850v+CsE+8LaXbRfstTVl5/LwNXfuZdT/4S9s882f2aPR9e9ybsa22NGSp99UOtnfFV57MI9Is6qnAG49pXNG2u9Ku2zYi7b3W2rVac1dxeIFZtB3Va6U7ag+rp2114YfWuvrPrfTBv7DyxT+w4tQ5adPjqovK7m1LBWnnvrhPVrI4zO/oICfqHDleElB1p9OzJ+t1e7zC2OCizc8v2OxU1ariGagm7nVIOnvbo+0GGbAOIIHxQtw3fkR8tr1uq3du2tLdG7a7+th2njyyJ/dvye+6tTdX3fwAtTu3aYstltlMIf30B2HTLajEyovOBvGMMGEo0/Qn8MNxSqwtI0jSIrJ+1NOE9Hw/efWhxLrqdEjLK+ElcrFizQqTCzZ2/potXP7IJubPGNOy1luhTXdUzWRnpoy0lbdX1J+OTOIL8OpRwDs2CUuD1Zst/2R8aHLWZs5esukL7/kMfzY0riJU3JzkvY+KRJrHBTlR58jh4A5PWrMTE9zjxCSqEoHgRHbqTbu/tGEbW9KmZ2btxOK8TZaTbZoIhHTSyUiK2d/rpwWVBjgCwfTQGtce+Axzm1/+g5VXvrCF5n070Xlk4xtfWfvmP1nj+j9Z58EXZlvLIuw6FmppoaGlg37qKksNWzJjmFkkrLdru8Wm1UttadcixyJ2YcVnAQBpuDXsz4qL5pyW1hL5Kynm6WtK6vKr6xgLGvg8JB4m0T3xyvIrYsv2rx6HpJBPWnn2qg1f+ZlVpVm3z//Uticv224J00RTwvwju0qrbnuKu6d0G4WqtbvMxtezSqsnTfqJjbRXrdLetk677rbunaE5ay9+aJWrP7XqNWnTZ35svfGz1iiO+UiYtp4GeMrwOaNo2H30PZ72FNgf9OvjGd5vAzlR58iRRZ8/E50egD00163tbXu8vOKjGE4sLtr8Qs3XASwkI7Ajbv39+zySco/ki9d+DvJCm2Sc8fLdW3b/+ue2vfLQaiKzUUtSE1m1Npfs0Y3P7fGtr6y+Lo2eFcOVCAsVMH7a0yR5zBoizWTASAvOFpke1clV9ZCgaTN9K7PWMd8G80lTjrQqSyolQqeDKElJwUkagvbSsyWwgNnEmd17N3Ku6H/UKnNnbfryD2z+yg9tdP6c9VjB3Ed/sGQYn3m3/YVnU/HaSqNDfLR+kXVZhF5mJRqRdKNRV7iCVSdmberMZaX5sQ2fvmI2OmtdyL8gbRo687KldjhO5JYTdY4cDm5wkZ2IAjuuK1/ul+hKNGfbYpRH621bWVmz4aGqvT9ftBOVlvip5NNswmgFCRpdoosUO1Ed2jqP+Yns3MKLdi2iLLW3rLB22+pf/LU1fve/W2XldzbS2TDpl/5RS0Vp1xRutL5qtZUb1pZWXf/8H6zz8EuzvXWVVZq4MiRNxIFdhNEkPnKjJNqsWE23O6NGuOndTFEsuxmh61sJJOyRUztQj6pIHKn1t2XFZ3pSMkSXTnWLineVZhJsz2jfVh62oalTNn7hR9Ku/8wap35iSyOXbbU7pY6pZtZAe1ZH1GtZu9yWZt203ULD6nLXe0Vp0UVb6U7b48pF257/Z1a8+q9t6L1/ZbVT37fS6Fz6pN3Lxro4PEEwn3eaA5wx3oVeZUCYTwhRu3j5Ec5WSIKbcw523zpyos6R4ynolugT0T504zPaYmO3Y49Wt63RbNn09KSdmarYJHNXiOB8zT5Y2Qls4LZH63Tml48E7dTHQcjNp9SdrVXbvPelPfniH81WvrJhPfIzAVFR5EMijCVGXxzp1m28vWmltQe2e/cL27r9pTWWH1ivseudAGnyym2fe9J4Oy9XUVuIK9FTKh1l7mYkTD4gaBhtnOW/QtjvBxHCJT9Y3XuoJCwWQAfW65N1afK0jV74vk1c/UOrnvzQurUZnyeb+ZdK2Nw7TV8GrFXsSFiPRkStYw1p2Y3qtBVmr9jI+T+0sct/YpWTH5uNnVDEIeXtBht1HiJntZE/QdCZ+BGAa1A4kiS1Bu6DWh1FpLrkyJEjEaqTKjSlGxe3tox8qLcLtry+Z8tLj224UrRT8zM2PjFu5TIaa4reLDHKAu0S4pCI3Mt6hGe0BbPV9RjnDHEJZUZAtzfMNu6Y3fyVdX73d9Z58JUV23rAd82V5WJ5iQYN6o/xc0yapG1JhN1ev287tz6x3Ru/tM7SdSs1pG339qRJNq2poEhHWjXk69Vy0wYmEp4WRE3eGeFO4jyrfCCE10FZqgIFF6Rhq0wqnNXmZm3q8sc2+57I9tSPbb122rZLk7anNmq19qRZ71ito606QlOnuNUdtg3Gfs9ftPmLH9n85Q9sbPG0eJ/VZaBnJGXjo1K85Kn0B0e+OdKL36MFapcjx3cefosHUfvegRuNebfZteXVNC3v5OiQnVyYtaHaMHzhZIq0RdJO1CIniK8sJ1LsSosTUXekHbb7GjcvAjtbD23nzm9s64t/sPKdT21sd9U1bPIN7RW3jwuGiIrMi1LwhV/LjTVrLt+wDZE10lq5beXWtuK1naRZwRyTMWsQ+igIB9SW/UvaJL+UycvV374OkI6POmE8YFn6/vCQleZO2/Cln9jo1Z9a8cRH0pZnxMl6YpFGXes2nKwLe3XTA4XVS+PWmblkYxc+tvGr37Pa6UtWHJ+SUqz2VOKcHdfvnVgzwkY9RSLrb4ajSNIgzmCOHN9x6KbWPZpu/j50szN8rCGyXdttiqjXrdnu2Pz0hC1Oj/rcFSmcyEgC5SXSE32EsRqtVneZp6kwJUZXSHu0tUfWuPlb2/7ql7b78HMrNJdstNKSJs563ryK4xFeaSg8Q9r8826Vr6g0q8W2jTA3c3vdCqu3fY6Lneu/tvbyLRHchsoASVFyxSdn7036hciIdzByBhKx9eO8IsrKLhkZUnqUiHlMOuURK02fsInLH9rs+z+x6onL1hqZVecyao1O1XZaenrBOj80bbZw2cbO/cDGL//Qyicvm43OKEFmPqF22VJSv34dB4g2hg8+S7IY3D9KyIk6Rw5HYi5uftfSBIiLv+1Wxx6ubtvS2qbVhobt1PyUzY1il+6HUzzMFSX9OVlDsBhf0a5FrFgZIBaOVpn/Yn3J9m5+aruf/6N17/1GmvQdGy88sWFbt4q/DOtJ+sPuRNKMJ2blEiYsMiba7+3ZWGHb5gvrNtt8aJXlz23v+j/azlf/ZO0VkXVPhG8Mt+MVaOps3DRAj0HRXERU/LmGrz/qoIPJgv7qRM3wOKZM9RedSpMRGy30/cKItWvSiucvWO39f2ajH/yhDZ/9QMQ8axv1stq6at3hGSvPXrbh935qtas/s8Lp75mNnVKiY0qZLkwlVdrpXKXztf9BjpMtWwJw9PkIcj7KJA1yos6RI4NE0v2bVpu27vX1nYY9XHpiu7t7Nj09ZYsz4zZUhdwSUTg/aIvdtwQZiiadFPvpuEmlq0f/9p51N0TSd760tRuf2dbju9ZtbFlJKnS3JI2T4XaiIUgW4kebdhFhe3xJr9MUcbPKd1vKeteqYsQyw9dWH9kmy11d/9Taa3essMc46z2Fayo+3QRFSlTMXuqCKH1IIJX5lUGdXUiPV5h0Y2WVGUs49S1ZVW05c/GaLVz5voj5ku1U5m23dsKKiyLpS+/ZiWs/sMnTl6w0irmD2fBSQ/uAFs+DnwycbOOg/7wUjjpJg5yoc+RwcNdLdNP6C7j+TY/ZY2mrYY9XN61Qrtjc7KzNjkA6iQrQ7CBVlvBi2Fqpq1uqh/Gib2VWOnw2XhJJ8zHL3o1f2u4X/93swac2vvfIRm3HeqWGNcoda5TQpqUxi4xZKdy/QOxr1iUWpmWqoS5kzoT7DV+Fu9LZtqnelk03lq36+HNrfPF/Wv2z/2LFR7+yUnNJ5dlTPCiZURhotXAnhe5rz0m9xrdfo5BXg3c0dDC0RW9Y5R2Wn7RhtREmnI6eNDo1HVs8b6XLP7XSe39p3Yv/yppn/4U1r/6FNX74M+uc+ZF1J89KiZ4WUQ+ro6E9++lTI38KSNI/e/3iv546HCXkRJ0jR2DgURmSbTS7trqWFucdH2PV9Gkbqkm7U1iCt/3b7RSPX0gIMnEf9xBh+QraG7b3+Lat3vncNpbuWAdNWtowE+u74iliL/mish03dfh0nxIIL4QXja4Pex6iWUhPPQUaIQvrFvl6b/WxPZG2vvfgpvU2nqiALPwqKAydCi8mvWz+6wX0bexBe68FvMRUWikv0lT+aisWPqAuvCj1Y+VhK8+dklb9kV346Md2+ur3bO78VZs8c8nKvlJLWtcmpaOtHIxgIcXIIaUe5c/ACft4QE9l/avsDSNfiuv54LS8zCPZYafvXXiUe9N40WWOdtblE24+EpHmBojz5aMt+8+/uGlLjx/b1cvn7U9/cNUuj0rj7X8k0hbxVLFFi5BbpYqTJwqrL8UFp9b3rLtyy5p3f21bt39pzZUvrCztt9jZ9a8JSyJq5tbo+YcY5p99OxkLieaS27VgwWejw86tXWaXw7vn5KfrRe6GpF6pWW1izorX/rnV3vsTKyx+ZN3ahNuJIT0+pEnL0rKn+E6byegC7fnK4H7/AZUqczmFk2sslejAL83/TOej+vRt4D7yhCRoC8pYUCmKHeXMR0TKRzEq3ZLP8dTebVu73bHmWNVqwyNJ+5dg7y4pPs8pTs6++C0JkjAunhkOdE7SPNg7Hjhu9Tk2OIxsIY40AuBAAGGzkuPb4WBCItpahFdv2dr6pm1vb1ulUrapiTFp02pj1xYTIKMArqAv4qPC9up1215ZsXu3b9uD+3dte3NDz/1tG1J6SJlOQWE5l77ElSImQaMOt4S0tG22mtbyJa10LRAP8RyVOwWQP8tRra4s2707t23l7l3bXF/fXz5LnN4HewdgL3zSNtVmEBEOiWXVAjwdxPXXLwq/cmMa6qhTEjGrN6EeflzSUT07XMdq0/LosA2Nq42HhtJBIUpx+GXdD7S/Pb7IifodAjcB2kosU5Ul5qdu6r4EnuWf4wAsoIo27bSiJuIrv5W9lt1d2bC9nW2bGhuxUzOjNsX6q07UiWx8GB4asc4DWmoJPRD7q4K0S4xp3rPdzqptb9237s4jG22s2djeuo3ubNhIY8eG24ziSBp1j6lCCw2lnBZ3ZYJ8n4uj25JG2bQStmtouSStulS1RpHplkrSoov+OTqTOvGF3xBjkTG1iKB3trZE7NI3mdtZ5eWOZ6Bc0q1hbcaE8JsG9eHr4fYZkp0+OBACyDOjMAR8Nj+2yqtYoNzrZq0l67WXpVVvu8Ze7JalKY9qf1Rad80n+zd1XMbCwGo8lGba09tU+TxNVKnEsc2aP6K4cfS44On65zgSeBkyzZI0yBJ39thhaeVk/XW47dZFt7i2egKXNr1ty0vLfnxhccGmpyalFWpHzRdtqJZOW218+BzuvpSkLdeGh21qalrxF33x20q14kTWllbcaelRX+TKZEykx7weaM4+ZlribvmnxWWT2yfP72v0LHHV9Twpt+rgpNlx88jExKTNL8z7klsjo2MH5fTf5yPKH+Lw6vKTBH9MLyy9BfbLLDdt4SJ3S08Uq0uPbUma/e6TFV/PMKVFGEw/aQ1N95J23m1TBz/cR0qItEhzH5HBdwQ5UR8RJJJIEsAdJo6QOJ4NH37Pw8uG+66CL/8YFeGjNCSbTbM7aw1b39q2yZGynV+YsPkhlkxF65RG628NpZlKo04jGURaLBDbLlpV7cyisFhim0PSFs9ettEf/syKV//UNiY/sK3KOWnB0zpaE5OJpOtbIuxNpVW3plTJdgGNmsWkWIWbl4uYCNDVK9YUL3daIrvWrhXb29I2GwrXsbrKta70lkpTdnfyPWtc/hMb++inNnLx+1Ycn/Y6olPXVGYWzHXbtkpJGdqqFRo1vAchJFJ/NgtyFXEtwZXeadBuSlNXmLcdUlSJirt3rXL776zw6/9orV/8f639m/9kdv8XZo0Vpd7ycdYVkXsRm3s7TX1aLDasXOKjHr4659OXXYVjslVS13mSPxNg8Sl+sk2n0oaV2r8x6suza/DugbrlOEIIQsX2xzZMHSGhKYO4KbJ+ETdrO8QvkHUfFVCmV5HXgRibS1tiM11b37DllRXXYmcZkjczbVWGVgj4JUASmEr6+9i3/Vyog5W0RIGicV9wdXJ+wU5fvGhnz5614eEhazQbtre35+VnYVY0ZbRs4rrI3+u2n5eAn4gt/OKs83KRRV9Z/JUFcedPLNrCubM2ceaMVaemfGHcNh29yLRUYEzzC+ANkZwgOVOe/qv8KWvU24Or/Czuux9Nx3fUfvdv3bJ79+7Z48eP7cG9u7Z066Y1njxBBe8HPEAR7RyhDftPJw7terr7iX/3kBP1EcIg6WQJGHBzcHPzcmtra8uFYWP4cZOicQMeJeORNPA6Se04gpZDaKG6HtcfP1mzle2G1camfF6PmZGi1Rix4Hpy0bqMuJBaivgLMWnVPUwX0lJ5Y1fRI3xNSnGpVbZ2b9L2Rq5Y+/K/sPaP/yfb+uhntnTyqq3URm1bGnlPGuRor+mLt3a1z/JZyVqszpoy9ZgWtWqtQlUaP6RuNiSNdaS3bdXOli6MXWsX5T+5aENo0D/6t9Z778+tN3fVWpUZdRdKQySKed2XwPLKKpGe0nM9G30VoKNSO3wEv/4OrkEPk7mGwjRDGNesBRQErsfdu7+xxhf/1Yav/72dWbppF7ce2vzSDbMbv7DNG39nu0u/U7k3PT3m9SuXVJZiTZpy0ZrFuu2Vt5Ua48WTNk1xEUaRcBba/ZKGVu2lO8bXd07URwCDBMo+RBtEzcUPIT+RJvLgwQO7JS3lq6++si+//NLlxo0bdvfuXVteXrbd3d2ntOkcLwfOgPOXyKchot5Y3xRhN2xsfNxmZiaNodN+NnRuOC0F2LIPP3/6R9mlr/SzKeLyc6itf96sx/VibcRG5xbt5MUrdubCRRubmEjasLRrxk4zXO/Z4BgmBjpckbs6g57i9tR5M+wNLX1y8YRNX7hks+cuWHFq1vNEk6Y8fqNTuDaD3rJ4Os/s3vNKs3999tsjgMKAInH/7h179OCu1Xe2rKq2GpWmX9Hx3e1Ne/jgnrTr27a9sWZt1T0hdRY8gYD0SRF4Xim+Oyj9b0Lf/Uax3ujZ7aU0G9n46IidPzlvC2NpLGmCX+59yNevhuNx0rLEjJsLPkgZrThL0o1GwwmaR8cVPUpubm46aaP1cYwbgy1+aNi4ic8jcGg5IMg/3NljbwrZelM/9uMpIMoTdvgw8wy66YQIw37EEXWJDJW2/pm7wi+dtJsUR98qviSm+PQ5LpQeY3IRtEPMGBsilS+fbNjvbt71Vb8/OHXCPtS1OVZDc+NPN43ilpUw82VgNG2iSRd7VuFFntJibmdfTIBRJBLywx7rLwIrI2ajC9YYPmmrvXFbq0tvbHes2t2xQoepTxvSfKlnyZq9sjWrI9IwS1aXxt0p7FpNGnS1u6eweoJqFmyrN23rk9ds9/KfW+d7/9qGL/2xVcYvKt8JpTLkHQUGCa4m8qeD8WsrxI+k42xTK6hdVWYfT9EPl45LN8cur8MsOMAxOiFGzBR7e3oUWbXeg0+t+enPrfb539rE+kOr+hSnOqfltnUl/mywu2nl1SdWbuzZ8MiQ2cSU6la2PbVRQe1V1bkoKatCYVj5VX2Zrjb5qATo0EwdW1aYOI+Uo63zz9NIx7cklK6NVO53H6k2Od4ouFH8Zsm4g7Sy+2gmaNDIqjo0yBlyGh0dtQlpY+PS9oaHh/dJGZImHNr1/fv3XbuOPDhOmpF+EOSbAnmHBKJcgdjP+uGGnBGOY8+lw2G/7TbdFO9Q9LNiE7IP3zk4gjYLkW3t1e3B6rrt6PEdBWJuatxGh5ICIU5QZvxDZ30PZD9/2lcb/aQQaRsu/y9UrDg8ZWMnL9mJq9+32bNXrTIyqfOROiG6UoajEYMxz0398Ljv3Ik5pNfyF2+8UORLv9qwNP5TF9IismevWXl8XlFrioD+mig65c+PfvfLGtusC3hJD4Qf+RGGX+zI8TSB2SMd1r46tfqje7Zy5yvbenjLijvr6lRaPnaaThQSFauqnbtW6egJggV879+yh7e+srWlR9ZSWM4j314W6DTVOaFXx2cuUR43tdAhcq/ImUqWKa//HewfF+Qa9VtGkEwQWJAU2jFa9NLSktv88K9UKlar1Zyc+SgA0gqBvEij2Wx6+CB1jhEHcBw/8oSoI683gahnNs+oc5Zowy/bkWSPR/kBW3dL+inhfArOo303oVwL8z3F8DsdYdRGSRpdwW6vbNsX1x/Y3s6enVmcs2vnTtjcOB1hIl2pzqIN1YF0C6h9XWtTJqVYRtt0PVRatDzIC4rBmuqfgRPI4+lYpWqV4TEfvgc9r0vx3NptisTa0jlFNp5fy4rduvzq0jLbVm6JtNsF2+kN2Xp5wranzpld/JGNffCnNnbhR1YdP6PrgFVP+nVURrR2kn45tPW6C4SiLP6U4WH6Is/UVliBmQCK8rulW+VihEjJ2kw6pbjM9leor1jhwWe288XfWf32L6y0estGuttWLqr8RZ/cVJ2P0pKwmIKPi1Yn297btPbOmi9eOzakTni44h8ANcnDn0RoT4VVefjS02dPEUkXIXI0bLW7txOVUEjOQowFYUWbqN9xAOclx1vGIElDtI8ePXKTB1oyGvPY2JiNjIy4G2RJDjKGuDkOibMPYUP0YbcOcjuMHH+fiPxANs+sP6Qc5hueIjDvILhpi8EnDYS2QnDHCy3+Hf0tmwGv/a1K0JcEXHvM67G6o7x3rVqp2fzsjE2MDaex0x5RP5TBXfpNKl0/TX45Ap07pRPUySMF6xM15cW+rCPF4QkbOn3Rpj/8ic1e/NhKEwvSoAsqR0saZlvaK6QmBm+r0201JXxirc64J215ZNrGzl6xqWvft6HzVxR3rk/SaKB90C4hyp+ype3T2C9vXyJO6nQkIljmIGGcIFp+RyRIP+pEKOJsLN23pZu/s7V7X1ln46GId0uaMyRNx4ANXaKOBi0Y0wUTlbL4QZWXoGuPbPP2Z7Z28zPrPHkkIlY3JRJmqGSUF+JN+jUaufLkhHCveJgEL4u2TtK+n+p0XJBr1G8RQVxZAoNgMV9A1DwKo0VDwhB01nYNeQXZBYkFeUHUAJJrS3MhDcwlHAtNFfebQLZu5B3544+bMlLf9fV129jYcIGk2ULcdDK0CaAexBusd3/Hr4793GLHPTI3r7QxJyvYE+g4xCAqtMdbHfvqzoqtrG7Z/PSkXT2/aAtTNScVwOgLT7KfbgH7q9LBvooXROLlwzat9PADkJXniVYtl69VqONIoVyz8siklYcmpZnXbEf1rTfrIuyetMuCVUXYuhDUVgX5lW27PGkNadIV1h98/09s5OIPrTR5TmmOq3zk6xk62OyTrUvy9Zeb3iKpVRD/VWS2UrBdfFSLEzSpckTXn4RYriU3N63w+Avblia9e/MXVt64Y6PSpIex+4tZu67tKrBiedm8XaDcoptAhgpSQto7Vt5dterucpqDe0hPL+IDpkNlhXU1kIcnjf0zTOJKm/cOvCag0qk2lFc7UVwk/bzzyIn6CADiCeKCpDB3oE1CzmjJYdYIgsq6QewjpEN4iBiShuRwQ9SYQCLcmyLqZ4FyQc7UFa0/q0EjEHRss2QdZh4nxH5907WRro6vXSEc5gb2nf6NvH9tcRAyKdiu7vhbS1t2/dZja7W6du7Ugl0+NWOTUlJZ3iqlAsl4FI/K59GwW/oMRvuUxw+obRUoBSMvOieIGg+OJ9JK1FmykrT3wrDIWk9Nhea29erphXGhvWfV1p712h0f/te2YbPp0zZy/kOR9B/Y8MXvWWnqtLhsQulwbrUBJCv45ErKNFl+dVD+3hJ+7kNSOb1s6cfbAzJ3cmcebC+39lXmAsMD2e02rfH4tq19/ne2des3Vli/ZyPtDRtRm1SKempQoNCKednYRQtXXT1/pQfRD3XrVu7sifC3zXbXbafVsZby6IxP29DwuOcHUfdLqKZmm8RblKT67czETV7HaIQI6qV993E8avGOI0gHMgqNEj80SCQ0YTRsthAw25B4sRbHQZhDAARIuoQhrcjvTSCbT+QL8ULOvPBki9kDfwiY+tJB0alQB+Jgb2fECx9OQOyQGHUFxPt6XdhPku5XfuX2cH3S9OPA6cg2GwV7tLJl20p7bHTI5mcnbGxYTzHKv3/Hp43E+cIBcaNlJkKEzPyxXXuUjpeA6WtH3WaItECHCNQf0Ulb/l1eMA5N2MjiJZt4749t+NqfWmH2qo/oeNIctvXOmG1V56w+e85qIuep9/7Axs9/z6oTpxV/VMlBaKqff5J3UOuEqCeupMVjeaZcMRKG8GkbhgNiY55R+bH6qnxWZHyi8um2nFTt8XWrf/mPtvnlP/lyYGPdHatJk9bJ8HhpUqm2yqYtfZQaDZMJVmc1tfmMJn6go25OT33tunWX70g7/0drffnXZkufK5DywRSiP0i53Refka9fSkqbSuy5yksHvW7pqeW44PjU5B1FkAwEC4FB0hA2ZBVa79eJKPkdTlIpLQTig+wgurW1NddQIT7SPSze7wPZTgFypY6QLaYdOhCO89SADZ6RLGwZzTI5Obm/z3FAZ8MIGGzvpEO6xNeteYD9HfKMOoYn+xmSpmy6BbihVzbb9vjJtrXaXZuemrDZKT2BlBMREM43+z+RAkeRRBsQMsLevii8E7WHIzIdRl/TJV3MINIaeUnXq05Z+fz3beTjP7e5q39o5YnztlOYkkxad/KM1S58aCPv/8QqFz62gvatNKnk1Bn3IGqSh9L489Q9ryQJ+CUCC9NLCpfCHkhKQ8qAdvmwp1eCqLVVUt29bWuvPpAm/U+2fevXVly9YxOddZssNUTUStHPNWnwZa1I1slY/65R8+G4ROn64rveLCJqbYfKPRsRMXcefWWNL/9P2/jq76y5uWTtpghcCdCWqeNLwjnJtmoWXk+vH0ePB45PTd5BZMkSbRdNEVIFQdSQGxJhg5wOA8eCpBHCQdT4M4oEYsT/TYNykC8dBRp0vOBEe4aIqStuOpYw2yDR0UDUmG4IF2mgYePOtgduJwaYwSUg/6i3ByVcuvmRPSmJK0921RHsSZOv2NzMqE2MVKyM0Rb1GSIkIhqjx2CPhPDvmwhcj07JI0+DuH1aYavyUuSgSJBKrPM1Mm0Tp67Z4tUf2cTF71tv8ap15i9Z5cyHNn3lxzZ29gMR+Akpt+q8VK79bkr17jEeXOXwaUPx9nYho5QTmjRbzPTk50flSHbdVAKQQvf1a6JT525TGu6mtZdu2daNT2zl+q+svXbfqr2mVdDmPS1RI3Zm5VRilEoHSTP/lTFzSErM59GTwmBNX36MWfO6lWFth3TOdb5bdWst35em/g+2c/NX1lq5LlZfV1la/tKYpdFSSVOZKbuXrz/8j4L4KfMwxwc5Ub8FJELRBeY3rG4JLkARNSTNFoJ6mnwOJEh40H9QAGlAdKSHlg6xkT7xQ1t/E6A8fJjD00KMB4d0Y4RKaPjRKSGUMzoo6kH4GDeOqYQRMWjYpJsyibaCSOMWzdyq/TZJfgqnPz5X5lF8dadtSyubVm/0bHJizOamqjZSxSKt8wNJ+3JSnA9CI/20+scSSadPnftc4QII6SYGSN1tromoOcIZCAHpJeOodWunrHTmY5v46Kc29vFf2NAHf27V9/7Uypf+0ArTF80qswoMUfOiLaiaeqeOxEvnhfASaZvybaHVet6pXLgSdVNutGE/5Pvoo4olUlXYbstaexu2+/imbdz4hT354m+t9+S6jTZXbLTQcCLu6nxhpmCa1UKHIYV6KpR/RVLtNPwjHT7qqfR2lC7j++ui6o61RNSd4pAIuKJOoWiTKsT47hMrP/yFbfzmv9jmV/+n1Z/csE5zS6HTmHI/w5SVa8M7YNW7P1SS04QZJ3sVHAe8ubs1xz6CoEEil0TUMV/Hs0iUcLF9kWRBXqQLwZHPmyRpQN5o0BArHQbkjA2acnDsRUK7UKfQrolLXXgZSbqEoTmT9gei/mmPLSuyKBEKQ4OIu7B/S0nUPf5kfcfWVtd8rO7M1KhNjQ9bjc6yH5toqU3T7d+nv4NsAnQSTnh9bVRehPOwyizFlC9k7e6UxH4yYhlfFQaP0XGbPHPBznz4Azv70Y9sjg9jJuZVSUwdSl2Jhrh5xXPhSYSnEHKX337CXG8cSzc89SxRTmm4zMJnjW2z5o76oT0lhuZKl5Q6Mf9vNay+dM+efPlrW7r1qbXW7tmItGJGw/gHLfpD2/VZBBW32xal4obqvZAqnY+hbkmrFrH3GuoAGgrYtJ40bqaHJQ3OX1laNuPRS826bT2+ZY9ufGpPbvzW6hvL/gLTa0b7qj0RkgeZs+LAdbD37oPzluMtI8gIEkOLDBIHQbqD5PuyIK3QWIOos+m/CZAvJB0aMNoxEh0IZXueRBiAiQSixi/SZOY47l+qlVYQ6bNdv5opqi511jdMgaSD+acctiEt+uGTbdvc2LSxoaqdmh21mZGSSIgYSusgYaWRXhOiVfuNQ7r9bBC+GuQTaz7uKCtTl/4xDyqyjCFqBzSe4CQj1im21FGrnL3SsHXnzljp4g+sdPmHVph/z3oVEXV3VOHKHt4XJ6BaPlQN/bfiabtpQ01AGyUNHk06zdBHjnxwUumJ9PbWrLl8y3bu/c72Hn5pnc2HvmAuhpym1dQ+LEarnFpbVty4a+1Hn1px6VMb375uk837VutsKASmuq4vXMD0owU6ODpg1bwjLdmHNOpYSQRdZeheZ9NHh9S6myLtXZGvrkkRdZdx1ooF+Q9J4x5tKez6dSuufGbdla+ssPPQR4iU1bZo/z5Hd7/daMsDSW36dOu++6A+Od4yIKF43OfmgsCCpOL4N0XER4IQQ2OP428C5IOpI+YhodOIkSyBbFkPkwDtQzuFOYf6YE7Z3UGrTrcooRXLwzuSB5n4rquVAjPeYe9c327Z0sqa0m5Kmx6zuekpG1In4jZfKItEXfYdEiFTrgNa6B/bz5RNNlxCHD3siNdXRI2dmRqVSzWrlodV7LJ/Mv5U3Q5LQV7iPbUHRU5Pbvill3ru0L86lHbdehtLtnr7C7v921/aoy9/Y42lu2Z7myJP16UlpK9SKO/K8KgNjU9aaWjUmr2S1VUWJpSCpBGIlkULiOFze4ugGVLoC/BSJvzZev5KUx4+nNELi2bNudVTJdepHhFa6nAKQ2NWY6je2ITOuZ7AlK5/6k+ZqAu5qaDKQoj29x1HKv/xQE7URxBZcgo3228jEfdtAXLFNg5ZQxph8oBwo1N6EbKdS9itIWpA2nu7u75aSrov+TmkvuID12L7Gib2YCYBerjRlEa9ZbVKwU5NV2x2qCiNDr3UB7GJBLBlqwxezopufhGIM4MS3C96zK2BLbjvCTG69s3Yg1SeRGkHEqUkBqTiH5ioHFJ55YHW7d/wSaRde/pJk/bsYbrBlHSAP/qiJOn2hqQxPfBBSUUkXZRW231yw1q3/sHaN/67dW/+d2t99TfWvPG31nn4GyvwAYqSrSpZNwDVRqyycM6mL39sI2fft/rECdsoDtleR4TPOGhLpoxep2kNkexOuyw9u2qNQs2XC2uqvXkGoUVpDUw3RTVfmWXIFB/bdbm7p3PbsC35bXSGbLU6aZ0T79noxR/a5NkPrDY6r9qrw1BdqkU9qbDabVEdhIqXxmdTUqWrPz7JISfa/rggnckcbxWQFcSDpokbYnoW0Wb9XwTCkRbkBjA3kM/Lxn8dwJzDaJawTVNH8ofAo54vAmEJl7TDVCfcCHWDrDF/oLGp1v3//tb9dDPjUPh+IMfubtceL63also3MTFus7MTNlSDjFNQdyiRZH/Fve/ZB54H6aW9CJMN9yIcpOPUK2LzhXZ1ex7M8qebdb8fiJwOxL0y2M9dcWkzTw8jsIiuu7NlWw/u2eN7t21nc01k27Tm3patPbpvm7dvWHvlkVlrz8mdhOnUetJqa+cu2Yn3PrZTl96XZj0urbdoDZ1XVm9PFJwKQccQ4k8mlEEN6Bq1mBXxT9H7Tw4K4PFa8qzzPqJUtuGJGTt58aqdvPy+DZ84a4WRMQXj/HtQAcf+zkF9BT/3xww5UR8BQDhBYhBpECsIIvOL/eAq3d9/kUBqCNpVfEQSRPcmAEGjTVMnykC+5A8oH/5RxmcJcQibBWmFZl5v1PtzOqd0uVURfiEH3d9uN+UFIppxsjSbPVrZsPvLa1aojtnCwoQtTJVtVGRY7pMjy2B1REcsjeVTZ6LVMtICNY7yMNKg2FZYcitZq1h26fLi0j99Rus/vJ258SA21zOVT0naLsS4VSraTkkU3S1K49R10epaualjtJMyaksVbRcZ6dJ0u2+ZqVEhSgjRsxJxQ7D7JBkEKjejNzYe2/qXv7LNm7+0wtLnNtu4b2eLT+xUb9nGNm9Y8/Y/WfPzn1vxzt+Z2Fxs2tITxYhtVxZte/L7tv3+/2qNP/p/WOfDf2M78x9YnWusuWPV1qaNdDfcxlyWxsvCYeV4aSh9uq12b7qWPWb1wqS07Alr94as0y75Oe6o/jtqs43arDVPfWDdj/+dbf/of7HGxX9j7YnvWbtyQvUbldaujp7zzBwoSpezTPv7S1hOqk4JvZ1K5ceOC3KifgsIEg0EUSNBStkw2bDfBJEGZEa60RF82/S+DdrShrO28Sz5IrijnM+S6FwiHeqAH1v2m02RCWsPKqyjz6NZYPEA2DkJV9cNvbS0bBvr665Nz83O2kiNF5zc5EnT89EICos5Ic1w8fsFPPsUtasMLoOVeR5UAdqFhXJV2dRBuSatOm9s2qP79+2rL7+wleVla7cgO+zgZX/aAttb23bn1k27qTBby4+l5hKmDyVTq5ZsbmHBrrz/gS0unrSK4mGrbvGEJI2Y8+FPL31N2rkyhI38UnUw0XAuuEbU+TBRldzVas3mFxbt9OUrNjc3b7Vy+jwf+BOFqsX58cLsHzn+yOf6eAsIksq6EUgtJiJiP7RGLv7QstkPssXfbwYh0gvEPi/wIDiGtS3oBuOLP9IgL7avimflH/7Uhxd+lIMw0RkBtoPxDkO0AWGzdaYOuMvVso1NjtnY+IjPdOfzaPiyVWpDJV/QI7ZPjCTyaEprq0tubBTsl599afWddbt8btH+6NKszY0ylpdyofljeqhIW1OnIJJmb7+kHHfWgFbZ+r+TLOLh+KFuXr8Ul9YOyfpSupRO0TXSGtown4VzrKInLElLbeAKo85loafy8CWj6thWGVrKg49d0LJ5OVfqMBRRbUV82qArspW23PrkP1jnN/8fm175pU21V2yoJG2+rHR9CSxWYCkxittG6ms2vHHLhuoPrVRVmNFhK1VG1A5qBfIqyT1+wWoj07ZuI7YijX9Vbdzsqf17VUKp/XkC4PNvXkyq7bFnt5t6AGlZVfVzA5OeTBhZstYbtkfS2HcWvm/D3/tLK//wf7Ghkz/WdT6jUKSmlkgN5sJ8IzzdFAuUWPdIHOs3LmXESs3fccHxqck7BMglyAbghnwhU4QLDZNBVhPleGiQmBI4FmngFyYEv0j7BBzaLJr01NSUf90XeUOYbwrRubClfAigHFG/5yHqSbxoB9zE9fj9pvR5JfTnIwuS19fAqAFximvTdCDMhzIzMyNNjpd1X0eU9aigWqnq3KmsXq5+u/hPv10HyitatZY6y8c3b/qCEtvbOx4tBeuHJZl+m/HLeeK6ebz02B7cvmWb2jZa6YtZgH3Z05DGe/Lae3bu/DkbHRvVNZgmAfNpXPtpRrpxDbDQLrl2pEU3lQdKSVvxJqem7eKli3bx4kWb0dNNsbzf5eUQcqJ+ywgS4kKGpCFUyIMbBfJFglyz4KbMEmCAcMThhuEmIB2+5pubm3OiDlJ/nTiMzMIvypgNg99hcZ6FbP2z8XAjPOaTJpop43Z1RJL0VN8jjmu/RemcZmu7Zg8ePvYOb3Zqwk5O1Wyo8nQnEu6s3+8fWFab0pIl5a61xMd1VYAyU3tKwYcqfDjCxPs+ckL1rTAeoqff7pBqKC27rPaStlzqrlth5bdmn/0na//yP9vIrV/b4sYjm63v2HR9z6aaOzbe2rah7qbi6VopNm2vrESLbRtq7ll16b7Z539rPWniI9f/q1W2v1BeW2rKrm3WarYzddW67/9rK/7gf7XSxf/BGpPnraWCtts7VmztWLlZt4Kuw56EF5alHk8Duq7bdWtIu17vDdnKyFnbOvmHVnz/X9nIR//SCud/aIUqo2ievt6/68iJ+i1ikHzRcpmICLLmGCSLVgxRQESQLP5BfFkCiTAcJw4khLkhtGk+v+Z4aN6DeX9bPI/EOIbtM2zMYaoIRDleVqKTQSIt2oKXpNQT+3MoYfulyhav7+YzduYKIc78/Jw6yLSCyyCeV7c3hexZ8tKoDVylVd0dUcSuOikJf/zTNq2dLVu5fcNufPm5ra8sic57NlQtW0l1pbp8Hs7HI5iE3KYcf3QGulaq0mobuzv28O5tu/fV57bz6IH1GiJfZUfbsCYk82kPnTxtJ977wM6cv+DXmZ9rFA3Okdv5lTbnTfvtNtd0y6/tnhKamT9hl659YKeuXLPK/IJ6Il7YYinBVJWt/XcbOVG/BWQJINzcWLjRqufn5/2Cxw+tGO0Yd0iED9IKwgsyzJI0j/WkB5kRljwg7EHS/H2BpwPyBuSJUE4EZNvieaCsETaIOuozVBuSDEvTYzxt2JfRqJWH5yMtUSTeVb035Ly3vG6bm1s2PjZmp2cnbbomjfQZxSD9ly3j6wCjN9Cak0X64PzwvKDuzuvlTAnT6iGBASj9gQ4++oHPrEuNZSuuXrfuV39tzS9+buWH/2QLzQc2V6mLgGkLRfJRLNLKmTxJGm6tvSvZk/CJt9KQRj9e7dlCb8vmVr+y4a/+xkq/+U9WvPk3Vt26ZSOM6lAKezZsjZHLVrrwUxv6wb+15od/YevzV2y9PGt7vRE1f7nfIeg6VdoNEfSG4iwPn7aNuY/Nrv3Mhj76H6x89sfWHT5hnaKe+oojOpdMq/rm2v2oIyfqI4IgTbTP6elpO3v2rGvXaB581RdjkSGnIC22QVqEYzwxxA5Jo2lC0ouLi/4CMcJD0odp5K8DpB/1CNBZYHoJso6nhKhDlOt5AqkTjrJH+EgjadSsgJPGP+vuzvxGWbRVWHw3tlr26PGKtLuWnjQmbWZqxIar/RdShPRwTyPK8SYAEYcMgiLu1452kCuKxcOE380i3tbGE3t86yu7+9VntrXyyIfJjYhV+YinyygOIrmog/cvA5P4Ulny2y+DyLUmlh2BaXc3bPXudVsizQe3raVrLJGHOv2izu3QlBXPXLbJKx/Y/LmLVhubVKHKUv51jepcMcKkJfGvGctVG51esDMKu3jhqlUWTluvKoLu8YEP51hSenPvUN4F5KM+3hKyJBX7uNlCPpAbbogtyC00Z8AWkkZCk0YApIi548SJE076MfSKOEF2Ia8LUa5ApM02yhcjUADlQAbjPQtRdtIiDeodpqLZmVm11wiZ+VWjmulPhKMd91FReEyva/vbuxv2xfUb6kDKdvXSebuyOGljImos2NmyZNsm/LN+r7PtsnBTBGRFiZQFuUCIaNP+yTWKturC00GHcjExkqTY3bNCfd3syS3rSJPevf5L6zz6nQ23dH8VpSEXuv45d0vJt6WttouibdWB5NQNKb40dqVXVvumtkgkTjuyJBjTl/bqW1bc3bJyY9eGVBDGS5drY8Zr2EJBHWV1XIQ9Z62heat3h63VLlmz0XQtui7Vv1moWmv8hLVO/cBqV//UJj76F1ZdvGLFkWmVQLkqf0Zx+HzVqhrleF4r/77OwVFErlG/BXDjZ0khNEYEf7aQK8PpLly44NswXWDWYF5pBO0ZLTo0beJB8GjRaORpNEPV0+d4EGOEfVPAnINWH3UIsqYslC3a40UScRH2o0MaHRndbzv/wAVyltslgz0pk49WVm17Z1ea9LQtLkzZSFXUMBAu8gv3G4XI1EUUlX6R0HC1o3OI+uw+OshxzCSF5o611pZs895127r+iTWWbotQN22YD1C6dGx8tKOwVYbiMSFVmh0P8vYq6qeoc1FGo1Y7m7RpPmn3yY86bZExH7JLEdhase07X/hHM437N6y0u50ItVhWeUasMHbChs99z2av/sgmT1+18uiMiLdiTXU1hdqojcyctNkLH+r4D2zo5CUrjEypDOqAyZ/ySeiqmIclxwFyjfotAFLJEmXsh1+40RghI8gXW6+/MOuTLUIYtG/IOEaMYI8OGzfxCR/I5hHxA4P7L0IQWMSJtEOyoAz40aHQsQRRR9jBOoFIP8ofYeioENqFkSyzs7PeNj7lpcL5xxa61UsiGaVOJiKQou2JkB6tN+0fP/3cO7j3rl60y2fmbKqidlaM7NUGsnWIcmbldWI/Tf3z+bivCONkDJIpwu28CtNjMUI/TplVRybjb6yZLd2y+o1PRNK/sMrjX1mlvWlDxZZVpfliwqDtSvyRjzTl1DlBiSkXr1Iqgmv1aNj0DB2xMGOie2jtRZWF2e721q3b2LZWsy6NumRlXXtW4amNMfJ6OikPWXVkQuxStb1W2zbbBdurTlp59pyNXfyRjb73p1Y7/aF1atP+FSd5iqol5KmOW08MkH+53y7Pku8ScqJ+yxi86MKNpgmSDTaRNWTMlmF2PPKjpWLaQCAsBLImDPECobEHYSJBjC9ChI1ygYiX9XsWIi7lYRtkjRkEZMvJ8ZBA5AW5EwehA6KePGnQIaU0oDOJEzREHeWj/EXblDZ98/6q/farG2qfEfvg2iU7Pa22FOelriBhMH9wmN/vB4yk6BO171EXEa1v2ZcLokYLxgP2bu9Kk35gu7d/Zxs3PrW9pes2Ub9rtULLTSJug1awksiPoXz++bVI2D+RD6JWm/GXoGOMKpFW7Z+slwilJzJ0cJFoBT1ceTbUWW7WG9YU0RbHp6w4wodUQ0pK56Kg+7g6LKn6CJNCuWrl8VkbP33Rxi9+z6qnPzAbXbB2AXIXsSsfXgNHx9FTfDTrgysjR/YazXFEAcFC1pAz2vLp06fdtIGcOXPGTp065dolxwkHqQTBQdJB+gGOBWk/D3E8Gy5MFd+UuCBTyodZho4Fsg3SZhtlJO1s+hB0u52+2ESIh0knSJp9KAzwm6bBTPVHu4bmGmK1td2u3X340Dqthi0uzNrcxKjVSrSBboE+MR4lFFVm8ZdzsWvTfX/uWEwY6ezi6Ik092xjY9U2Nlet3tgTyeocQbQSpg9lnuw0+3ZdkXeV3l5f6q4h+1eDhGsrfFvXizTqjrTnDnOcWENtuKfzU5ewJK00X2bEa/dse3fPVtfXbHNrTedpR+XhSUlKgeLTpuWJORu/9AOb/fjPbfZ7f2FT7//Uhs98ZMXhKa8A5JwImq6Ic5A63CLjxCU5DpAT9RFFlgghHQC5YuYIU0gMfcMkAmENkmeQKvEQEEQICB/yMoh4bCPtFyHSJmxownQ0EDblh4ghagRtOYYWxjbIHPs04emQTp486WQdnVKA291FXuTHH6/G6iKVx2s79uDRY6uWi3bm1AmbHqsYM4oSm5ndXlyTN4ssQUcNvYwHfOZgLo9qTdfEiK6FEWZH1AEnaghTRKjwmBWcZDtM1N8naZEvZpNCrymRlozmjSZNWyiJnjTpTgmtWoTpwnsQFp6gU1WapaqNjI3b2OSEVYcYh6740uAhajU+BTOrjplNn7Pque/b8MUfW/nUxya1WuUfpuRejXRV6qxJ408dpq5VlQfp1ziHkNopx5FDEKgTTl8CuON4II4P+gdJZ9OJ45BtVkMO/0grGyf8CJMl/RdhkNAhV0w0PAkwKgWtmDQh5Hg5iuYcL0shaICZB4InXpA0IH1lINGOi+rSz041gjZsp9m1B0srtrG9q45iwk7NT9tYFaLgKGn0479l0Ppuq0Uj9brIx7+0xHpLF4R3uPpPSsWyDU3N2dS5qzZ14QOrLlywvdqcbduY1btlt3kXxfgMR2yjOSs5NHKdFU/DXxr2hbbjXLGoQkuCRl6UMJsgM550OmXbbQ/ZZmHS2mOnbPLMx7Z4+Qc2yUo0lVFPMWYUZO4R0by1i7peasNWHdV5rgz5i0PqpVJ5ragd54lf34OsQ3LsI2+NI44g0JcRcBipxjHAPjc4hAgZMt8FEmO18Y9RFdl0A+E3mO6zEOWJeAhPAJhB0IwhXkwh2N0hX4SnBrRv3BA5WjQkjYkHwiZ+Nm1P31mMbSIyL5tu9qZIeHlzz+49XpEmV7MTiws2P161IUXoT8NPpTy9owCI2jsQ1eMpolYZ2ZVHqjMdIMIERcPTVly8bMNXfmzjV//AuvPXbKu2aJst6c3MKuhrDUKeELsUZ8TT40UlLxbRYJMtXI0hMu1ZSxp2V8RekAZdaCsc05F2qla3KdsdOWPl0z+w0Yt/bMNnf2CViVNWKI+qA1AKzDdaasvdUY4ifPk1i0wqVRFpV5Rv0qN1JaRzRT37SHVEs+bcHZ1zchSgdsq01BvEzY2u/fyT23b9qy/t5MKc/ezHH9pHJ4Z0+vpAq/ALB8SJ++6cPCefQy7W7Ol61vGsxEs8gHba7tt7Y0Y7SBniJgxhYwTJ2NjY/kvJZ2nQ7MexZ2EwDojycAxNmg4jbNUcozyUE7KmLJSJ8rCN9LJp+OT6+sPQwagBebibm351z+wffnfP/vpXX3pn8Cc/vmbfuzhrE4wD9hSSHSGle3ibH+b3+wGl5oMUUVnXRyeL8LSj7NN82NSVjTzY6oCPxMA23FFFm7tmK/es/ru/ssd3rlvj4Sc21Fqz6VLDR8UwvqUEYSo+0YuFlhN0ApRdU/50X1w7aNki+C4z4CmHXtkaNmqtsbNWPPGeLXz8Z1Y9+6F1ZxeVEHEgX1LxgnkevBj1wnOO5CKEv0MgfwWjWVM1OHqAnps9KF/+0UsgJ+p3CM86VYcRCWSHBFG3+wQdC8JiA8YviDo0ZARbMKSGPTleUEY6hM3iZYk6W/ZseXFzjLJE2uxHmdCeCRP5EC67D9LSWDiI3/GrRrUXWRTtzlrL/tvf/9Y+v/fELl++ZH/x44t2eqJsY7xI02N5t9f/VJnySbJlCxzm9/sABNm2bXeXjdXGyz7hPvXxTkh1q6iM2K6N0RWubQuUL4rYXLfGk09t5eYX1vr8f7fCo89seu+Jz91RtBEFq0m7TZ1TyZhOt6lksEUranFI+VWsJp4cbimfjrTwTpNxHrZTGrW98dNWvPAjG772RzZ57Y+tODZnjf5p9VE2OLRPcZoqL2VWDazMhzPur/KKfHu+6K2cFEPwzqcPTmW8RkxdVQ7w/Lssx5EChHGYQGyDgn8aEaGbRpoq5PzgwQO7f/++ra+vO0FDdpAw2iomBrRX/LANLy8ve/jHjx+79g1BAo6TNojt8wDhUp6IhxvNPvyzZQ3TBx0FZYkO4ilSVtjBfLm597v1OKSdph7ZVzcbtrq+7dODLsxM2/Ro0cpiBobAdRUx2af3Y38NL1PH1wl1QS4JaKJZUVn2i5nKTfnT2PEkvUrNqrOn7cT5azZ/7gOrzZyx3fK4bUtDr6u+za7It68t8xKRT87jJaI3Ik4RdFsEjfmD1467EPjotA0tnrO5i9dsRlIcSTZpsvb+lR1toymZw5uauD+uvsmD8Crlc5mHFg/JkZAT9TuKILosgsTw5ziECCEzW9zt27dtaWnJCTfIMMZkI7gRSBuSRJNFA3/06NE+WZNeNu0g2pDDECQb5aV8WbIPHEaI4Rfpk0Z2P9BWsJay6aCaiSkgNVTEre2uffpI9W+UbXZq2i6fmLZFaZDDTLUpzbEh8ioW28kEoDSiXFl5k4CIS70hl6Qt93yCJr4WrKhKFXok3bJ8GuIvBFkEt6w2QSP2V3doxlVrVy9Y78RPrPT+v7POtX9vyyd/Zo+GLthSccy2izoPhV1pq+tW7W5Ztb1r5VbDSmjQSFPt12EY3o7tKN2H1Sm7O3PN1q/8c+v9+H+ywns/s97kOZ/fgxzLSq+molIUSoxqgJm6LOKvqQ5lnljcpMIivdKkpcfTrKnjYdv/6QsbNOn0FiJHIN1FOd45DBLJoBvSgdgg6YcPHzrRAkgY7Tlrf4602IegOUYYyBw7NlOCQtikQZrEGdR0n4dI/zD5pjgsHntJ9MsxCYsDbDHOd21VZe7YwvysjY1Kq3uqzArEr2vVyX30cVDbZ4mvZq7zMzQ7Z6euvm+Xrn1o0/MnrVeuWktkT9uw1BiaOOGKpWSXRpPuScNmIqW6SLvRMasOj9rCydN27uJlWzh12qpj4wNt+Hx87VwN7Od4OeRE/Y4ie8EfdjOgcYYJA7MHCJNC9qUcxIuWjeaN4A8BY4oITRvTydramgvETfqvg6RDXhWkQGnYqvT+ImtHavaD9bptrjyycal85xZnbHqEQNL5JGh0TFSkEsgV+t3RB831PMFOrzMqhbxg3ZFF6535sdnH/6PZB39hu/PXbLk0YU9EwBsi4x3VeldR6orTxhLd27Jie9V2dOxR7bRtzHxolfM/sqn3/thGLv/QbOaMVGdmuXO92aUorTkNs0vinYTLwbkdPNdZd46XQ07U7zAGTQBZ8LIQkkYLhlRDQ4aYId4gZSRGgwRhs8UvhtFB1vhh2w4TyNtA9oZ/+kY/aAPqw2KpWzu7ehJY9tEkLA4wMzNqlbja1QZKzUq+7qHSEqk9ldwRxmAbPFPi1pZ7dGrKzl256stcjU9Mqvpoz6mdGnEteBsWjEVmkSGd85Onz9iZq9ds5NxZs7ExP+6aNx/HBHK+fSPIifodxrOIGiJFm2ZsNG60Y7RobmBIGtLN3tQQeVbwA4QjfQgePzTzJ0+eeNpHCelT5L79ulCxnV7Nbm8V7OHqpo0U6nZ+btxODuuJQsfbuuTb0qiZNpQ46IFoiO+KRv0icEMz0x2D7Rq9ku12KtaqzFvv1J/a0Pf/Zxv/0f/VWmf+xLZHL9pmb9x2OjWrd5g8SWG72lZmbGfuY9u98i+t+9G/Mbvy52azH5iVF6Sli+QLNTeVxJeTPvWqWi8Ni1R7ug2c/a9flzm+PXKifkcRBB2kGqSNYJ6ApNEm2Q97MlsEvzB5sGU/SDubXhB1vHwkLOkiHHvTyJYxyglUxP6PU4bq37TllVXvUNLEVVNWg6X74MXhAdQWDFU4Trzi7ZGcJb4h72N4atpOvv+BXbp0xaZmpvvXgllL55K2ajVbPmXsBWne733wgc2cOWM2OqonEAXiKcqfRPpQGz7VjFk880COb4ucqN9hPE1WiaTRoCFoyJRHWrTp7FhkBMINIfzgNgQEKaKRQ9j4Y/7gI5WjAuod2FP/8WCjZbdXdqxRGLLzJ+fs9Lj4RhpmudfWbxqnK3rWjzqqnurXN4G8CwgOfqbox08d5ovOjg319nw+6la7Zc3aonUX/8iKH/97sw/+nXXP/oFtTlyxx5UztjJ83rZO/JHtvf8/W0Gad+Xyn1hh+rJZVdp4ecpaxRF/GtElwlfnaZSH5GAMexL0a/R5uD3OS1ybg/s5Xh45Ub+jCAJFshc9buzTCBpTjEWGtNG00YSJA3mHhp01d8RNhEDcmEpICzdxANoXfkcGfa7A9rpXb9ja+rqtrm34IzqfjE+M86GHB/BwB+i3YSTwLoBz/TwR/JxK3PYOdcqfhX85z1asWG3hhM1dvGonz16w0YkpK1VrNjYhbVv7J66+ZyOLp6xQ1SMIH6gwTJC4JTp6rrvkvY9Dm+7AM3ttgsH9HC+HbJPneEcRhA0gYsgVwY+bM0iX/XDHdlDwD8kitHE0akga4geRd+T/upAtx7PS3/eXVocWx2Sea3stu7e0bnWVj8mfTsyM2UiZx3ZGq7Rd63S4Q/H9991B1PlZwnwZjULJmtpKrU5SVOdc7Nqe9nyUR2Xa7NT3rPzRv7LS9//S7CPJ9/7SOh/+S+ud/2PrTZy1dmnUx0pjz6dtAb9o0ggPJDo5ElRsnH1N2sUb13FYGXN8c+RE/Y5ikEizN8Eg8QK27IPssZDDkD2ejQNZ0yE8K96bBlN98nlyo9m2J2tbtraxIe2/atMzMzY6MuwrhTibZAjk6IKyPk+ej2R6iJpGnSUFnUO5/JiIvFAbsdLCaVu8/KFd/OiHdvbaxzZ16ryVR6bECjUP0x9w5ykciq8V5zlhc7wScqJ+h5El0gDuLKkGsuEg9EGifpYAtoQPsA9Zx/GjAHTHjXrH7q5s2+b2rk2P1ezE7LiN1SDxA+rignd+4fmdR/o+Fb2YAt8Qgo+fJS/AQTBGt4y4dAq8SS3bsM4XwpeOPatab/i0VU9838Yv/TMbOf8HVp06a8wzTVOp2/e28vHRiuMz3dFOPpqDALHVxjvCyDVcOV4ncqI+ZgiCzRJrVtMGQdQvA8KGLRt3pAWy7rcJKKPVFlFvN1yj5qu72elxSc0qPvEPIRIocZJwxe/RwEH5DpeXQQqnc8wESIjRCDqPOuCTJ+n64OvDtsi6U5uwwsiMFYanxeXDOpgoIfJSN2fMvMd2P38cELV7+E66Nvp/HrZ/rTxPcrw8cqJ+R/Gsi33wRgitNxs2e+xFAuKFY9aP/WyabxOUaKfZtkdru7a607Da0Kidmpu0uREm9uybaPY1aGbKwASAiUDl55hP9Znq9a4D/mT6DyRGZiQRgaoDQ6BttzPLD1tIPFNgZ1YK3j4h+whi9m249ePiIfqHQvvO8Trx1LnI8e4hS8oAAmV0RozQCBNFEGuWbF8EwmVNJKTFfgz5e1OI/J8tZts7e/aIsdPNjk1OTdv89KSN87W4mKiobSLjAAAcOElEQVTL7HB+qUNC6dXYPjnpj73jAurmRNx37/Oqi+ouoSV8XuinOltdR/4r4ZoKt8Qb+NB28qNPYT9OjteKnKiPAYKwACTKxykMy4NUeekHwcYNmbUtHxDd84U4IYD0EY4dBTREzitrW5INK5RrNssn4+O1/TURmXyIaU15OZa0PbWB/PutQEMkOQ5wRqZjgpSZSRpJTwzdYsmFtVxYjYVVxZnvhC806cDwaxe0h2ZNc4RkmJfdeBpJuSS//R9vS9R098jxmpAT9TuKIMnBLVpSEDV+EHVWK8aNvAyy5I4QDzMIkzUxudNRwc7uni0tr9r2bsNGfemuKRutJa0SFIt97dntr0HU/LHLb2q74wPVRwRMPRNJ63yLwFk/8UDQmuXPfNS+ogovGAkdzxyHI1oriPqplqMtc5L+vSAn6nccQabZLUTNZEqQKgQLWYMga8g8EPGCxNkGskTNuGyOkTYTPNERxPFXB3kqf/0iCbggGWY9TnvtrrR7Lx/1kL/cDfk92mrY3fU9P3ZismqnJis27GYPQaTkXx76pY4kw0DaU1pO3mEoOAqgHK9DVC8m63ehjge2Z14osnUbtfx7Pvd1Ou4thXfA3Skckv5S/BQrA64H8vL8crxO5C36jiJLkriz+3zuzUrdLKUFucYHKhAxJI0EKYeExgyy6XGMuKSBH3NnQNR0Atn4yLdDn3j119f9HP5wzaO7hG6GJalaygMyhtJZV4/tVqNtt9cbdn/PrDJUs7NTFTsxbKZ/f4mWXpAxLadTkLiJbclKSgdxeirA6gft93ZBOV5Rgiy9XghkfUDUIay6UiiyeALTvtJ58fI1HdtPbh/Jgz/CPZWOxH9oQ5QA5Mi05/EA7ZzjmCDIlS2aL6t3Q9rM/cFqLQCChZCzAskSJ0gcYR+BwCFptpg7YtpTjgWxvxr8Dnc5uLUh7wN/slERrayyM8kQH7cURC48wm9u7/niCN1W06anJmxmStp+RWlB6GjdETlHjncYOVEfMwTBMioDUp2ennYzBVpxaNVBsBEWgcARSBriDoJmXo8g6VjslheWEf/14ICoPUUnVlxcnkUfocA7sqQTQ+M6Jk2RCZiWNnbsyeqaVQtdOzk3ZXNTo1YhMFq3L6rae+pRPuNMcM2z786R44giJ+pjCkgUgj558qSdOHHCiRvSRbvGZh3265AgcI7FRExo4bhZR3FxcdHnziDNwOsj6gRSezrF5LM/U2f/RRVLZ2Gf3t5r2dKTDa/X+NiwLc5N2thIJWnTPrk99nil8ZrLmSPHm0ZO1McYkDNa8KlTp5xk2Q8CZia90JwRtG38ID2Os+U49miIHokXlBB6mEteC6QAowRzMe5fkCjF0qEZOJZGnMnFGGBE+bZE4A83W3ZvdU+kXLATkyM2P1a1ESXgCwkw7IzZ47yIroM/3QlwQEI2nlWOHEcYOVEfQ0CiIRArLwDPnz9vZ8+ede0YrZn5pCFktuFGIHKOYwLBbEIctGkIO0weYcMm/TcBKdCJcF0YZme2V+/Y0sqqrW9s2tDwkM3NTtvocNL2KZtP1BQ2DxLIkeMdRk7UxwhZgkbCnAGxQrSQ7oULF9wcwj7HQqMmPETMi0K0b8KeO3fOSZpx06Tx+4JrtXAqDsznzqtou3gqX5WzjHacmNpX0V7badr9FXUw7ZJNT03bqakhm6z0fBmqIp+Eu5kk2eJVtX5MgF8/E2VKViE5chxV5ER9TADRDiLINWzQjADBDHLt2jUn7CtXrtjly5fdDTGfPn3azpw549o3C6FC0tikI53BPF63jfpZKKEd91Xqnptpera1ndaEpGwTkxN6Uhixcilp+V2FgdxdFK2QWY4qR453EfkVfEzgj/t9gbyCXAf3ITLIF8JGY7506ZIT9tWrV5208UOjhtRDIw+CjvSzCL9B/5dFaLOehWvACCBNXaAQrY/iMGtr0ylVbGW3bdfvLtk205mKpM+fmrX58aqVpUmXFbZUJqLqiyi5jlTwyOcgxwM8vZcjx9FDTtTfYWDqCMGWHW5I/VXI97WDcojJvbORc3Njw1bXVt3Nhz3jY2PPuJApfyL8HDneZeRE/R1GkHFo3G+NmAezpRxRlv6m3elYU7rvRtvs7tqOPdncsdFqwc7MVmx2xExO16Z9Bgo3eCcbd6dYtl6RcSB9zTkcrsKH9p4jx9FGTtQ53LTxLHlj6BPy8wCtrm/s2fLKmhP3zMy0TU+NWCUNRslA5e4XPVH2SySeI8cRRk7U32EMknGWoLFNv3GEJu2CB9px17qSQqlke9KU765u26O1LSvU+MBl2hZHazassNkL2fVqpcHKJjHLG5Jqym/UOevOkePoIifq7zDC9JE1gWT33z4Skfb6ncZO3ezh4yc+reno2JjNzk7Y+FDZeHe4D4/CTzJ95FSc4zggJ+ocTyEI+q0QNXk+lW/ShfFiBr2l9T179GTDipWqzczO2+z4iI2UuIi7IuM0OsWJ2dNgpjyfyPQZZH3g+xZqmiPHN0JO1N9hZE0dgaz77SORKfN1NFttW15ds83tbWnT4zY3P2kjw2UrFig/EzBB1gfUC1nHfvLLkePdRU7UxxhZM8Zhkg0TOOxY9vjvA8l+zG9djkYo0iLgorULZfkW7fFOxx48WrNuq2DzU8N2aqpkYyWRuEiahVuZ+pTLmXmVXeTHfNPlvsTMe2m2vANRTP3JybEcOY4o/NrN8d3E8wj4TZE02i6fhDMbnllL0k6eSIH1/Yr+EvHROtOZblm1MmSzU2M2NVyxmps9+uV0F5czckC+4ZN8QdaHOOGfI8fRBVdrjhxvDyLkgqvU2JOr1iuwujlzdbRFwLC12UbT7OHSmu3ubdnkxIgtTo3aeLWs42n9v5xqcxx35ESd460CivUvvqUVO1GzGJQzN/NJJ8V6ZatlD5dXrdtp2dzspC1MjNpoOZktmBgv0XmOHMcXOVHneKtAay4WmWO6a4x5dtJ1oublYMHqbbMHS1u2trlnQyNDtjA7buPDVV/bz3pPr7OYI8dxRU7UOd4yUInbPnKD4dKQsxN1Kbk3d9p298ETq3dKNj07ZfNTVRspdUXUUHRvf3RHjhzHGTlR53i74CWixK3McqYLMo2Bboivl1Z3bHl5xWrVip2cn7HJsSGf9lQBPA7hPW6OHMcYOVHneOtAm4aly9oUk+3DzSBrTbO7y1tW392x8ZEROzk3YuO1opVE0rx8TCH7JJ8jxzFGTtQ53iqSqaNPuozykHYNSXckq5ttX26LxWpnJ0dtZnzMqiwOwJ+zM+Eh+Rw5jjdyos7xe0X268fDxLXnQtW6bsroWq/dsZZVbLtbts8ebNuDtS2bGCrb1cURWxwuWK3Qdrt0V5cuA/pKCl2E1hlL/RzJkeNdRk7UOY4I+mQKd0u2Gm17srpmOzu7tjA/ZxPSpktFvi9MQfJheTm+S8iJOsdbReLlpCFboWNW6lldmva9tbYtPVm1jrThK6em7PR4wYaLXV9uq1voWVO8nowemE5yjTnH8UZO1DneOg4044L1ikVrdnr26MFDadPbNjc764vsjoyOWoEFFAkFN7sLd07SOY4/cqLO8VYBzfLxCkYNFq6ta+/uk57dvbtklc6WXT49ZbPjLLXVdYXbumUfGVLSTs/nAuFrxmQSyZHjuCIn6hxHBrxc3Gs07N79JXuysmIjIyO2sLDgC+720LsxTLuhJGnSuS6d47uCnKhzvHUUutKOJdvi4QfbXXu0vGHdTsVOzk7YyXHpyyUWD8CGzYRNVenPTendO6Lsts+3l2YFyZHj+CIn6hxHA9Km222R9c6u7ezsWbU2ZHNzszY6PGwlkbTrz07W6NEM7UsfyRzYt3PkOL7Qla8LviedZF+YD3hQCKPQrySkcSAFSUn5lbT1yd8VyGdtiDL4O/2+xGxq/bivJpQll9cj+vnatfK0pE9Xni2c306xaN1iyUrNto02tuzqVN1+crZil6eqNj9UtJoIWmfOuqWCwmlbGNI1MaZrpiL92geKKK9cjpbo59D77xvIK4Ji6Cp08fV/SLOrZ7B90RGe5lRWL65Lf3w/E8/oWCpLP7GQt4C+Rj1YkkF5DXgqmT4pP+UezCe7P3gsx9FBnLtvKwL2ZpF1rVKx+elJu3bxjL1/+Zwtzk5bpXhgiz6IxWXLSi7pWG6rzvEsZK4y4eAK+rocBvlD2kcAhW4vfTrwdHHSpR9+6WZ4tduBz4CzuLnRs59/ctuuX//KTi7M2U9/8qF9uFhzzfr3i/y2fr14tfNF7PR6UAqMdjrtjpQZNO2Cv0QsSYt+EdL1mePo4VXv5Vc9q8qfJ/QAyfVQC0M1TOmnxZDTYUYUeQjnq375+1Mc7OMtDAlVCaLgIWGEGJRU7G8vVE7ileynqQZI27QPUl79sH0Jv9cjg+XK5dXksDb+JgJB82CqK0+nu1IpWa1WtWqtbHyI+LJW6KfLlMvRkMPO98vL6wCfUiWhRJRJnAPfwD3adp17Din3U9kPhnjzKHR6bpFxDG4DWAhfVdMt+Gxnqn2/AW6uH2jUJ6RR/+wnH/Q16oQULG7TaLVXK0PCq9u+cmTx6mOY0xWYMXFkT/PBJfMc6Jz2l+3KcVTAWXvxmXseINhXg66JbjM5XSuGgEu6vhJJJxxcN1xCgyVO+wO++3HfHPaJOgQcFD2BzwpKr9poPZZYOqjgAVF/mUwfP/7QPjpR8yY5CJXyTDZJ/F8HyWYehXK8IjhTvtbKq6F/8QVBZ+8D/F54X/AljL9wznF00FfMXgmveq/q4uk2klMETZkgal+fs39RuYlDDP31fh5NmzDxJiSDV63Wt4B/lEthEbTmw4Qw/jjwCvI1ZLyijb7WVh7oICDH0bFf7e/w8uXybSTOybcX/+3x5r0tVxolYkWRLsTrnyK2++7nCakcVr5c3p5wTl7tz0/sK0q3UOlLWSJtWr6JmDsSxoO0tI3V72N8SDKJMM8M266SysrbQH/2hKerR18Y/WEc/71Aiaeb9QDpBD8Lzz6S492E35B9wi2whaT9BRASRPx8STd1jhyDUIchgmZl+67bBLJqJ3ZrKQb9YaSJpLnm0rUUlm1dYe6TlbcBlVxF8d7loGj7gj9jDf2ZNOj724kvyqFkeLPvXwI7ElPjv+8l4D5MPPwry+Hly+XbyquCm0npFMsubkPEj7fzff/Dn/MO5KAsuRwdOeze+2YCsX4zeZrBGKnf6vls5S5tXVMRtuNbzLEhJRe/ptwscjD0E9EBh7vfAgrdTlMKiW6NKJGTckBu7feKFRX+1WyRkXQkf2uzZ//HJ3fsqy+/sMWFOfvzP/jQPjwx+DIxIUr0thopR44cbx5os98M2Wer5G6KqBnhibsjDZFx+Vir+bIVAw0f28EraWbGJJB15B2+vMlza7V22H/TcKL2QgaLIvuWdS+iazmv+nY/Kpp6hJ7dWO3Yf/vktt28cd1OnVjwcdQfLFb7jeA6FZu053EoFv6vildPIUcWca18W6Qb49XQv15yHCG8+vlIFPryeDrHtBfD77jOeJIvwiXaNlst26vvWbfTtVq1akNDVauU0lQFzlMK5JwlZ+wHCq98vX5ziKhbKkEqUJCoI0gboaA+vOXbgwbxGc9YQbrbseurbfurT+/Yndu3naj/7Efv2/uLQ8ovaxXqw8sl+IcQr4pX63ByZDFwnr4NeANvTLb07eEvILFX5zhCePV71TvwuPeficRZ+1fhU5ejdvpKZ1HKZjJ5FKzVLdjy6qbdefDIduotm5icshPzUzY1VrOhcsmqyrO8/3JRZfBV7zMJ++RgbxaFTqfd63baKot6k/5XYF6kgx9VLXqZV0VqVLq2m2si6t/edaI+sThnf/qD9+y9BYbnkWe66aIvDD067b9qOV6tw8kxiFclSJ3P3it2nn4zpmslx1HBa+g4X0o57HPK/u8BoG9mZQSlYtk6PUZymLWlHNx9+MR+8enndv/RExsZHbNTp066wrgwNW7To2UbKdNN8LJRkf3LKzkQlM1XNAN/GxRa3V5P/0nb5Z6RJ48IHcokN50Jt9Gr0htpeaX77Xp9vSuN+q7dvXPbTqqB/uT7V+3qLPM3EKRP1IQX4ishn+oyxzEDJ/lVb2qui/5FkiNHBsEluNp6qmeIXluXy53lhv3NL35nv/zyjjXF3pOTkzY/N2fnFmft4olROz1dtamatGspr1xd2LTDuFDpr935JuFE3erogQASdJbMXPByUrbXQdSD9+L1ta79ze8e2IP79+zEwrz94UcX7b05VpZOxQCxPWjq+MlxfKArzM1drwDvwPML47ihr6c9GxHguac+adTQbVs815NmjbGXNTn//tMb9k+f3bKt3aaVyxWrDtVseqQqkh62Cydm7PzitC1ODdnYUNlfNrp9W5kmdfLNolDvf5m41+zZbr1lLcx99CLS7t2crINu1H/FsjXq6X6krswgeHOjYL+6s2ZLS8s2NTFm37+yaN87VdzXorPZuUYt/9Ir9xbCK9Yjx2uGzisT4bwKuD7iqSvHEcErnlPwotvdiUvI6pYgu9+VlgnfMBWueNracjfaBbvzpGm/vbNqXzzcsM1mybrFqvNcod2wWq9us2NVOzs3YdfmSnZppmhTUxM2Jr+yEh8dzPANwImaPufh4zW7ceuuPRJx7jWa6kGYFKcsouZOUh/iIz++PYpKoyjNJ5ZQetIbt7s7RdvZ3rbhWsVOTlRstripYz2RNWcAy3Q6E8lGzVtb7SevV8Aram85XivSmX21Hthtka9+YeR4rUhn9lVwMEju5bD/Hk0bd+u/I85ptdtWkWbNbIwFOK1QsY12xZ7Ui7bSLNuW3G1Lx4pdcd/ehllz20asaQvlbTs30bEzZ87a2bNnbHx83M7PjKR83iAKO32i/urehv3Tb760G3cf2XZDPmUVplxzWzUfxOx/wvgtUVF3VvNpK9V7SbVeK07aZmlKR3pKu6dG2bPJzqq07rZ6wK5Pdel2oRTdh+il0QGvWJAcOXIcE7y4c2YW5xIDJXpMzlSwcqVihXLJmiLrRqFm7fKotQpD1u5VxEviFvFOQcTeaexZe2/HhupLdrK4bBfOn7MrV67Y4sKC/fB0LSX+BuFE3VR9H6w07Ob9ZXu0umV1RqaUh/W8UEuFV88Gmb4KKiJfBpvTq0HUD+pVu7XRtb3dXRsZrtnp6SE7OVTfJ+pkvO/3qJB0TtQ5cuTIIBltXwQRtbRqVq3HzfDgtihkfadpj9Z3batVtHoXu7W4pVByE0mh05a0xDY9my3t2OWxbTtxYsFOnzplU1NT9sFsSvlNotDtNHy4Yrfdtd29hjWa6k1Ezpg60ue8fbyiXYZeikYo9VeUvr7Wtn+8vmTLy8s2Pzdt379yxq7NqbF6bZE12jSxUu7+wYv+ez5TW07UOXLkEB+8kKh13Am6YEV/kufzcGnSIry7K3X77fUH9vmdZdtqSDMtSdNWmJL4p9Rr2NhQyRanx+3S3LBdlWDymBifsNpQ2Ybf/KAPPRF06+JNKuTWYTmxF0KG/X25XtQcL4OiHkFSqolov1pt2V9/etfu379np04u2h9/77K9N1/u26efPgnxZWJKIUeOHDleDiiFPMHzjoznc14YYgS5vdy1v//khv36y7si6o6Va0Mi4WEbFRFPjVZscXbSzixO2YWZqp0aLlilUvRvTTABvwWehqj39ok6CPpABGnXSaPt739L+IdjDCHxZKRRP2nZ//HJbbt7966dOjFvf/LDa/bhCb5MhKD7JD2Q5at/apwjR47vDsQj2KbhHYaxSQllEWUmNb39aM/+9pef22c37lpLx8fHx2xmesJOzE3a2YUJOzU7ZtOjVauWS1aJocuCT9j4FmgoETWAIF3wpWAHmvVrKRm2bk9b0u36l4l/3f8ycXFh1v7Z96+KqId1ON70pmKlBuqXI+3kyJEjR0LmyftwxMIBmE35OrFoDUW582jLfvW7WyLsFRsaHrWTeqpfmJ+yhemazY2WbbxasJqPG4VzDnTo/Y/23jAK3Z6P63Be5DEh7SSTRwIDvRkq84oIonZ3z26sd/zLxFs3b9ri/Kxr1N87OfT1NngLjZIjR453BAdE9QyE4pcsA0yfC1Evr23b3YdLtr69a+MTk3ZycdYmx4ZtuJwIusxINwlfMnbik3FxEXTU33ujEFEffEJOnbMSoD95ZbuM2ovOLywoN9a79vNPbtmN69fVSPP20598YB8t9pfiysk5R44cL4EXvlD0gRGJe5yy5WaqpZ1m23b2GiYqtkq16t9yVEtFH1cGEZeYI6TX7n9ynqg5aIkwbxpSlhl6h4k9TaVd6iH0KAfyWkwyqqUTcF/S3CJhXgF4pk2OHDlyvAwSjzxDIBN4HLuyeI1FUPigpSIZL3dtYZwP7YZsbqRko6WeVRW4v2xF0r5F0HAUfIgU+/I2IKZMBcvKwdoZyGvkziwRu1s/LskrR44cOV4bglrgVkZ+QNZu0mhbpdC2WrFjtUJHBN2Rlsx6L4nvQBppltgvKIq9OP6mUej12v0u4umNw92ibnqX1/FCMYNb62Y//+SOXb/+lZ1YmLOf/eQD+3Cx8tyOIVu0HDly5Hgh0ID1H0sNQtgO3go60fCTVFRnZPdi/wCumWfwqlMefBs8I0cqR1GR9Bn3axfVnQ6A5vOOoN8Y2TCBrF8uueSSy0sLPCOWcw3ZRTsInl0/IJGX+C7I3NeKhdRdSCUQqb55FDox6iNAob9WGMi07/y2iAT6m1vrac3E619Jo16csz//8Qf2gb9MTOaXhNimSK9chhw5cnyn0O5zByPtnFf626dn6YydA88DrsHx9FCKQQ37TaDQOuS1abYYuPcfG14F1DyT8O2Nrv3VJ7ftq6++tJOYPn78kX1wYljhohcLAf2I9Ig5cuTI8RKAPer9oXXOY32RHu2cnMhbCOuBf5WHW+hTDSZfXjFmQfw3ja8Rdb98+1uQPut+RaJ+KkWIGo36tjTqL91G/ec/EVGjUUejOWKb4uYadY4cOV4WsEdo1GkUiLvSr3gGl+8pYHqKD74RdMD3XDlM1BxH3wpRtw8h6mwFQDcK/YrwNPu4tZFeJoZGjenjoxNV7+WeBdY7y5EjR46Xg3ThLh+MCwVpxSLdMKzGx33JR1vXAiG6AZLRbjzIBzUNhHgj8Gmms/IU+h6DYb6tJKRmiscN16Cf7iueicPSzCWXXHJ5lqRf6cAZs2k6ltWwJXG8vzlqEE++JEu+MvqE3M/u1kbPfv6bpFEvzmP6+NA+PslcHzly5MiRI4s3b26h59oX9lUI6fXYkHLkyJEjx9fxxojaFfcMSbtejZcf7fvnyJEjR46v4Y1q1DE3H+YPiJsJvZM1hG3/WI4cOXLkeApvkKgPzPdJm05vWx2QNWu658iRI0eOr+GNEfVTlg1IWvusY8aq5AUfe5IjR44cOQ7Dm3+ZCMTSrGFWKVesVq1apVJx0s6RI0eOHF/HWyFq9GdGepRZj0wkjaBZ58iRI0eOr+PtaNQ5cuTIkeOl8QY/eMmRI0eOHN8GuUadI0eOHEccOVHnyJEjxxFHTtQ5cuTIccSRE3WOHDlyHHHkRJ0jR44cRxw5UefIkSPHEUdO1Dly5MhxxJETdY4cOXIcceREnSNHjhxHHDlR58iRI8cRR07UOXLkyHGkYfb/B8mMTbK90IvIAAAAAElFTkSuQmCC)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "MnV09__VHmCt"
   },
   "source": [
    "## Application de OneVsRestClassifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "m7-2nSwhB0Ne"
   },
   "outputs": [],
   "source": [
    "# Importation des librairies\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from sklearn.multiclass import OneVsRestClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.model_selection import train_test_split \n",
    "from sklearn.metrics import classification_report, accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Recency</th>\n",
       "      <th>Tenure</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>MonetaryValue</th>\n",
       "      <th>Segment</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12346</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>2</td>\n",
       "      <td>0.00</td>\n",
       "      <td>Fence Sitter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12349</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>73</td>\n",
       "      <td>1757.55</td>\n",
       "      <td>Potential</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12350</td>\n",
       "      <td>310</td>\n",
       "      <td>310</td>\n",
       "      <td>17</td>\n",
       "      <td>334.40</td>\n",
       "      <td>Fence Sitter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>12353</td>\n",
       "      <td>204</td>\n",
       "      <td>204</td>\n",
       "      <td>4</td>\n",
       "      <td>89.00</td>\n",
       "      <td>Fence Sitter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12354</td>\n",
       "      <td>232</td>\n",
       "      <td>232</td>\n",
       "      <td>58</td>\n",
       "      <td>1079.40</td>\n",
       "      <td>Fence Sitter</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   CustomerID  Recency  Tenure  Frequency  MonetaryValue       Segment\n",
       "0       12346      326     326          2           0.00  Fence Sitter\n",
       "1       12349       19      19         73        1757.55     Potential\n",
       "2       12350      310     310         17         334.40  Fence Sitter\n",
       "3       12353      204     204          4          89.00  Fence Sitter\n",
       "4       12354      232     232         58        1079.40  Fence Sitter"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segmentation = pd.read_csv('Segmentation.csv')\n",
    "segmentation.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 3046 entries, 0 to 3045\n",
      "Data columns (total 6 columns):\n",
      " #   Column         Non-Null Count  Dtype  \n",
      "---  ------         --------------  -----  \n",
      " 0   CustomerID     3046 non-null   int64  \n",
      " 1   Recency        3046 non-null   int64  \n",
      " 2   Tenure         3046 non-null   int64  \n",
      " 3   Frequency      3046 non-null   int64  \n",
      " 4   MonetaryValue  3046 non-null   float64\n",
      " 5   Segment        3046 non-null   object \n",
      "dtypes: float64(1), int64(4), object(1)\n",
      "memory usage: 142.9+ KB\n"
     ]
    }
   ],
   "source": [
    "segmentation.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3046"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segmentation['CustomerID'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Potential       0.521011\n",
       "Fence Sitter    0.338148\n",
       "Loyal           0.140840\n",
       "Name: Segment, dtype: float64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segmentation['Segment'].value_counts(normalize = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = segmentation.drop(['CustomerID', 'Segment'], axis = 1)\n",
    "y = segmentation['Segment']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "seed = 123\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2436, 4)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2436,)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_train.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(610, 4)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(610,)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "OneVsRestClassifier(estimator=LogisticRegression())"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ovr = OneVsRestClassifier(LogisticRegression())\n",
    "ovr.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred = ovr.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Potential', 'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Loyal', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Loyal', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Potential', 'Loyal',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Loyal', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Potential', 'Loyal', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Loyal', 'Potential', 'Fence Sitter', 'Loyal',\n",
       "       'Potential', 'Loyal', 'Loyal', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Loyal', 'Loyal',\n",
       "       'Potential', 'Potential', 'Potential', 'Loyal', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Loyal', 'Potential', 'Loyal',\n",
       "       'Potential', 'Potential', 'Potential', 'Loyal', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Loyal', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Loyal', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Loyal', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Loyal', 'Potential',\n",
       "       'Potential', 'Loyal', 'Fence Sitter', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Loyal',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Loyal', 'Potential', 'Potential',\n",
       "       'Loyal', 'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Loyal', 'Fence Sitter', 'Potential',\n",
       "       'Loyal', 'Fence Sitter', 'Potential', 'Loyal', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Loyal', 'Loyal', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Fence Sitter', 'Loyal',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Loyal', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Loyal', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Loyal', 'Loyal', 'Loyal', 'Potential', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Loyal', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Fence Sitter', 'Loyal',\n",
       "       'Loyal', 'Loyal', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Loyal', 'Potential', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Loyal', 'Fence Sitter',\n",
       "       'Loyal', 'Fence Sitter', 'Fence Sitter', 'Potential', 'Loyal',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Loyal', 'Fence Sitter', 'Loyal',\n",
       "       'Potential', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Loyal',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Loyal', 'Fence Sitter', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Loyal', 'Potential', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Loyal', 'Fence Sitter', 'Loyal', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Loyal', 'Potential', 'Potential',\n",
       "       'Potential', 'Loyal', 'Potential', 'Loyal', 'Fence Sitter',\n",
       "       'Loyal', 'Potential', 'Potential', 'Potential', 'Loyal',\n",
       "       'Potential', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Loyal', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Loyal', 'Loyal', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Loyal',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Potential', 'Loyal', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Loyal', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Loyal', 'Loyal', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Loyal', 'Loyal', 'Loyal',\n",
       "       'Loyal', 'Loyal', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Loyal', 'Loyal',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Loyal', 'Potential', 'Fence Sitter', 'Loyal',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Loyal', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Loyal', 'Potential',\n",
       "       'Potential', 'Potential', 'Loyal', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Loyal', 'Loyal', 'Loyal', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Loyal', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Loyal', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Loyal',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Loyal', 'Potential', 'Potential',\n",
       "       'Loyal', 'Potential', 'Potential', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Fence Sitter', 'Loyal',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Loyal', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Loyal',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Loyal', 'Potential', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Fence Sitter', 'Loyal',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Loyal', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential'],\n",
       "      dtype='<U12')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "Fence Sitter       0.99      0.99      0.99       197\n",
      "       Loyal       1.00      0.94      0.97        94\n",
      "   Potential       0.98      1.00      0.99       319\n",
      "\n",
      "    accuracy                           0.99       610\n",
      "   macro avg       0.99      0.98      0.98       610\n",
      "weighted avg       0.99      0.99      0.99       610\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9885245901639345"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(y_test, y_pred)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier(random_state=123)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rf = RandomForestClassifier(random_state = seed)\n",
    "\n",
    "rf.fit(X_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_pred_rf = rf.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Potential', 'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Loyal', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Loyal', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Potential', 'Loyal',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Loyal', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Potential', 'Loyal', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Loyal', 'Potential', 'Fence Sitter', 'Loyal',\n",
       "       'Potential', 'Loyal', 'Loyal', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Loyal', 'Loyal',\n",
       "       'Potential', 'Potential', 'Potential', 'Loyal', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Loyal', 'Potential', 'Loyal',\n",
       "       'Potential', 'Potential', 'Potential', 'Loyal', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Loyal', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Loyal', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Loyal', 'Loyal', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Loyal', 'Potential',\n",
       "       'Potential', 'Loyal', 'Fence Sitter', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Loyal',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Loyal', 'Potential', 'Potential',\n",
       "       'Loyal', 'Fence Sitter', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Loyal', 'Fence Sitter', 'Potential',\n",
       "       'Loyal', 'Fence Sitter', 'Potential', 'Loyal', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Loyal', 'Loyal', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Fence Sitter', 'Loyal',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Loyal', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Loyal', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Loyal', 'Loyal', 'Loyal', 'Potential', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Loyal', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Fence Sitter', 'Loyal',\n",
       "       'Loyal', 'Loyal', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Loyal', 'Potential', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Loyal', 'Fence Sitter',\n",
       "       'Loyal', 'Fence Sitter', 'Fence Sitter', 'Potential', 'Loyal',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Loyal', 'Fence Sitter', 'Loyal',\n",
       "       'Potential', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Loyal',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Loyal', 'Fence Sitter', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Loyal', 'Potential', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Loyal', 'Fence Sitter', 'Loyal', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Loyal', 'Potential', 'Potential',\n",
       "       'Potential', 'Loyal', 'Potential', 'Loyal', 'Fence Sitter',\n",
       "       'Loyal', 'Loyal', 'Potential', 'Potential', 'Loyal', 'Potential',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Loyal', 'Fence Sitter', 'Loyal',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Fence Sitter', 'Loyal',\n",
       "       'Loyal', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Loyal', 'Fence Sitter', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Potential', 'Loyal', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Loyal', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Loyal', 'Loyal', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Loyal', 'Loyal', 'Loyal',\n",
       "       'Loyal', 'Loyal', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Loyal', 'Loyal',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Loyal', 'Potential', 'Fence Sitter', 'Loyal',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Loyal', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Loyal', 'Potential',\n",
       "       'Potential', 'Potential', 'Loyal', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Loyal', 'Loyal', 'Loyal', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Loyal', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Loyal', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Loyal',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Loyal', 'Potential', 'Potential',\n",
       "       'Loyal', 'Potential', 'Potential', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Fence Sitter', 'Loyal',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Loyal',\n",
       "       'Fence Sitter', 'Loyal', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Fence Sitter', 'Loyal',\n",
       "       'Fence Sitter', 'Potential', 'Fence Sitter', 'Fence Sitter',\n",
       "       'Loyal', 'Potential', 'Potential', 'Potential', 'Fence Sitter',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Potential', 'Potential', 'Fence Sitter', 'Fence Sitter', 'Loyal',\n",
       "       'Fence Sitter', 'Fence Sitter', 'Potential', 'Potential',\n",
       "       'Potential', 'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential', 'Potential',\n",
       "       'Fence Sitter', 'Potential', 'Loyal', 'Fence Sitter',\n",
       "       'Fence Sitter', 'Potential', 'Potential', 'Potential'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred_rf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "Fence Sitter       0.99      1.00      1.00       197\n",
      "       Loyal       0.99      0.97      0.98        94\n",
      "   Potential       0.99      1.00      1.00       319\n",
      "\n",
      "    accuracy                           0.99       610\n",
      "   macro avg       0.99      0.99      0.99       610\n",
      "weighted avg       0.99      0.99      0.99       610\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_pred_rf))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9934426229508196"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(y_test, y_pred_rf)"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "collapsed_sections": [],
   "name": "multiclass classification.ipynb",
   "provenance": []
  },
  "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": "3.9.7"
  }
 },
 "nbformat": 4,
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