{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e9ea50c4-a137-4716-a4f0-6db1d126797c",
   "metadata": {},
   "source": [
    "## Homework\n",
    "利用一个星系的公开图像、光谱及星表等观测数据，从星系的形态、结构、星族、组成(除恒星之外的其它成份)环境特征等多个角度来进行论述。"
   ]
  },
  {
   "attachments": {
    "86a5db05-c1bd-4db1-9029-14087e1c2978.png": {
     "image/png": 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cVcW5sR1zVYmamHFWGFPMDwaaiaFNvRquSl9JFHS53OZmk8rCjniOlNtGjzox4m8rUQBWQ2XDmFDuWR1/PfGXrOZWS1lZOMcAAKkjlGpxoTdWa/XBmC2VGjY1at5qqUf9JI1narKq6luNgU00XQPRX1fxQ+vKNhoq0Oj3d2RN2q8vZjES9fas5ixquhMmStnKNC20swCAKjFWKivchpTdBorTxAntbFNZGZLGAO4HQ1flWW2cO821ar40rH5spePHadRwVVWqVSdJFdijRPFD6BqqJNXlCVNrJXQr7ub8e1dNUBe65orPFv/uxF/esx43eq/+oCQtdgVCOxnWNQMGAMgsQqlM8AyPyabK+thENfX8C2e8KqLEiShquKr4IXecTXhejPq4btpuywbih6jxb1GFT3QHwVNmfwxf725gcb4CgbRVxTWvL8a5hVF9yJG0P7D7qajVRq0t/hYr6yepB6LiNDUAoK0QSqUvTkqnstxF6FZq+MGkI478fY2qHM9dtiHub3PXqn4SNeDqlKBocKtOB42YGB3e/FnHFMPmClrPMfPGcfbLXqayRryb86zT7oS+W0GnygrK5t9iTc6faqIpAEAbIpRKX6ADUhN1x7dbXZ7+RfJHlSFZDZM8Kaph7NSAHmtxymDPdeGhzfTQ9m7Uu7VNmxjnbKz5V6wxPQlDhQZUVe6g/0td9peqykxpBVsUDY6CqhnkBgBodkw7kQnaUKh3HFWTtqm/eRq1uTolo+zP2kJfCS1kVIGr0eDefdWreDiNfwG38HYzN/TdCopRpRSb3a4qCxM42+uq8TFD/C1WEyrH74gIAABZqazwB1EVDBpJ+vFEpQq971tNr7xEn60m4PRkRSpQw9C3VquqYQPXf3c/tMBR4XRUtsSfuKjgtA+UuXT89C3+9cfJZuja3BFKnuXrJ2rvkvZ2i7k7UZ/11FsFZYtzFKLSZQ2IfxKdYwCA1kYolQlRw6Wa69ocs+XtvhKaeKnTvjfmTnMNe2zWu/NnyTs4pMq+UnbPPfuVOO+aOp8D/gjQIyrX6lZj4HhlfxCOf3dqLrDymJFzA77CjdkKAKAF0MEvfW7jMvTWfllRq43KHpRNBXga7qENoMriKC2MCl1VnFLF4TZz61E/7sINW1U17PJUENBGZTYak7fxRGvxP+tXWVHdDo01b6bXMNGaiL1HlW2x4mxY2S3WI7tbzTkGAGhJ2b0/2j6irsQVH5rQFUbd/S17Vzg0ZRQqzg1mN+2WqLRRpfIXLHTTMbdYq5LEqcbKVhVYsuLcl2dDobF91KfiLBDn3crEPPH8L1aWpIrz1Yh5asWvgZjfR/8mKqiTpIvFL3nZFGXZLUb9tkQVr+xBifkbyMUUANoQHfwyobY9uALtg9CcUmjOoewH3WU8mzDRbRS3DP4l/Qt4XgxV1/oxTostTjVWsyp7yYpPm5iVHKd4ZcMSO0vjebcyiVrzLUCPe1p7nTTytD9okp9y1WwxqajvVPxvJQCg5ZGVAgAAAIDEGCsFAAAAAIkRSgEAAABAYoRSAAAAAJAYoRQAAAAAJEYoBQAAAACJEUoBAAAAQGKEUgAAAACQGKEUAAAAACQ2K+0CtLtcLqd/249Ljnq99cietvY+AgAAoPWQlUKa7IgRAAAAaCKEUikrm4lq7XRNa+8dAAAAWhihVLa0YZamVCoRUAEAAKDpMFaq+VQwjMqN0Eqlkg5SCl1h6EeiypDov6EFc7cb+KD7WU9JPHsRtR4AAAAgEbJSWeFv/etbgXfdV2Lyfyr03aiPJFpV/NK6S5Z9peJtAQAAAEkRSmVR2Ugmaae4wPKBz0aNyypZkq4w8K79ij+r5v+szc5flS0MmSgAAADUFqFUhsRs7ruRTzXpl7I5pZiJr6jCVxPDxPls2WW0/ERTAAAAqCHGSmWLjvaJil6qjExCVx4VacSM0JpiskGiKQAAANQWWan2FTPnk/HecZ6pKdySVzy0DAAAAAggK5U57sx1tlwu17DAJssRlM0/H0ZNukECAAAAAWSlsijpFOfxY54qRzRlJxoJ7bDn34vQHozZ2SMAAAA0F7JSTaPsMKqkazPxMmBZDjbijIAKfXyWsaqxkYk+AAAAtAwakSkr+/jaqGfaRn0q5hYD3d7ibCX+w3P9H7c/4r4Yc7HQrQQKU/b5vMxFAQAAgIoRSqEp+XNlnNUAAACoNzr4oYmVzYYBAAAAdcK0E2gdJKMAAADQMGSl0MRIQwEAACAtjJVCsyo7qwQAAABQP4RSAAAAAJAYY6UAAAAAIDFCKQAAAABIjFAKAAAAABIjlAIAAACAxJgMve6YsBsAAACNx/Ry9UZWCgAAAAASIyvVIPHvCkgWi+VZnuVZnuVZnuVZnuVZvprlUW9kpQAAAAAgMUIpAAAAAEiMUAoAAAAAEiOUAgAAAIDEckySWG9JhwnWW9bKg9ri+LY2jm9r4/i2No5va8va8c1aeVoVWSkAAAAASIxQCgAAAAASI5QCAAAAgMR4RG+DRD0ojT6sAAAAqAyP4k0XoVSDEDIBAACgtqJamIRYjcEMfnXHDCoAAABoJNqfjUFWCgCAf7Dv40oTJHBnl3YJAEAx7QQAAAAAJEYoBQDAP2jSyf5D/tY/AAAQhFIAAAAAkBhjpQAASMwdQ5XLMZMTALQXQikAAIL88wjruxJBlV0eANCSCKUAAAgK5JfsSMmOoxpaJgBAxjBWCgCAxEInqEivOACAFBBKAQAAAEBihFIAAFSOUVIA0LYYKwUAQGJuBMUMfgDQbshKAQDwDxog2X/oHH3yRyBesh/dS4YKANoKWSkAAP7BTSuFJppiLgYAaG1kpQAAAAAgMUIpAAAAAEiMDn4AgNbhPj/XHr9UKpUCw5kCr9Skn16iMoQWqfoyAAAagKwUAKAFMQMEAKDeCKUAAK0jdEIIeVH/df+I+qwrlyvGL4ObngrdolskAEBTIJQCALSmLCSmslAGAECdEEoBAFoWkQwAoH4IpQAALSj1nnI8txcAWh6hFACglaUYyaQezgEA6opQCgDQmrKTF0q9AACAeiCUAgCgXkhMAUALI5QCALSsLEQyWSgDAKAeZqVdgEYL7WVR9jrnfopLIwA0hVKpRP86AEA9tFFWKpfLRV1NK3iLCzMAZJD+OJf9Vbf/8H+ksjLYawvcfQts0S0SAKAptF1WykRf0uJ/Sq955KYAIFNCf5btF90Fav5LnrQMXEoAoEm1UVZKeC6ibkylr0Rd9rh9CAAAALSntgulAAAAAKB6hFLlle2qAQAAAKDdtF0oFb9LXswl6eMHAAAAtKG2C6WME/xEDYgCAEDkcsVcruh/BQDQbtpxBj+TRiqpgi0S2gEAAIA+UJnVpqFU46fgIy4CAABABSpoRhJ9NUa7dPCLelSi+7QoAAAAACirXUIp1YCHMwIAAABoee0VSkVFTURTAAAAABJpr1AKAAAAAGqCUCpSzFQVGS0AAACgDRFKlRc6HQVzVAAAAADtrL1Cqaj4h7gIAAAAQCLtFUqZsKjJE0dFPX5K/0vvPgAAAKA9tcsjekulksY/UbGTPy4icwUAAABAtUsoZWYipdCIyBNERX2KfBQAAADQztoolBKVhUAETgAAAABsbTdWCgAAAACqRygFAAAAAIkRSgEAEFepxHUTAPAPXBIAAAAAIDFCKQAAAABIjFAKAAAAABIjlAIAAACAxAilAAAAACAxQikAAAAASIxQCgAAAAASI5QCAAAAgMQIpQAAAAAgMUIpAAAAAEiMUAoAgBhypbRLAADIFkIpAABiKOXSLgEAIFsIpQAAAAAgMUIpAAAAAEhsVtoFAAAg60ql4J1H9xUAQLvhSgAAAAAAiRFKAQAQV2FkV9pFAABkBaEUAACx5ZnHDwDwD4RSAADEVSwW0y4CACArCKUAAIgrn+e6CQD4B2bwa5BcLrxPSKlUanBJAAAVIysFIFOiWphoDO6uAQAQF1kpAIAiK9UgZJ8AoAWQlQKQKVEtTLJVjcHdNQAA4iIrBQBQXBIAAAAAIDFCKQAAYsnlcjt27KDbDABA5BjDU29y0aWeAaDZaRDFTzqAjKP92RhkpQAAAAAgMUIpAAAAAEiMUAoAAAAAEiOUAgAAAIDECKUAAAAAIDFCKQAAAABIjFAKAAAAABIjlAIAAACAxAilAAAAACAxQikAAAAASIxQCgAAAAASI5QCAAAAgMQIpQAAAAAgMUIpAAAAAEiMUAoAAAAAEiOUAgAAAIDECKUAAAAAIDFCKQAAAABIjFAKAAAAABKb1fhN5nI5/wKlUqkxJQEAAACAyjQulCobQblLElMBAAAAyKZGhFKeIEqDpdBl5EUCKgAAAABZU99Qyg2QouIi+/XApwioAAAAAGRNHUMpOyJKFAiFhlW5XI5oCgAAAEBG1GsGP3u8UzUhkP3x+KOtAAAAAKCu6jsZeq3ySERTAAAAADKlXqFUlcmo0BUaRkwBAAAAyIZmekQvcRQAAACAjGimUAoAAAAAMoJQCgAAAAASa8QjegMSPSeq4hnVsyZqwoym3ikAAACkiCnZ0pVCKBWf+6ze5g08mrfkAAAAyKaoFiYhVmOkFkq5BzhwKthPpgpdHgAAAADSksJYqTjRc1SgRUAFAAAAIAtSnnYi8PgpIiUAAAAATSET0054Mk4MMQIAAACQQUyGDgAAAACJZSiUIgEFAAAAoFlkKJRioBQAAACAZpFaKOU+MyqtkgAAAABAUilMO1EqlSRwYsZzAAAAAE0qnayU59FSUXGUO+8fAAAAAKQlhayUcIOiQBAlySsyVAAAAAAyKLVQyuUGV9oVMGoBAAAAAEhFhkKpUIRPAAAAADIoQ5OhAwAAAECzyGgoxSgpAAAAAFmW0VAKAAAAALIszVCKvBMAAACAJpXOtBMaRBFNAQAAAGhGdPADAAAAgMRSyEppJsoz0TnZKgAAAABZllpWigdGAQAAAGheGX1EL4EWAAAAgCxjrBQAAAAAJEYoBQAAAACJpRZK+SeWyOVyzDwBAAAAILNSCKV0HBTBEgAAAIAmleZk6IZoCgAAAEBzYqwUAAAAACSW2mTo/unOyVYBAAAAyDKyUgAAAACQGKEUAAAAACSWQgc/f9e++MsAAAAAQFoympXiuVIAAAAAsiyjoRQAAAAAZFlqM/hFadVkVNR+0ZURAAAAlWnVlnOzyEpWKjcj7YIAABAicIUqFApplQQAkBEpZ6XaJ3Yi+wQAAIAqlUrHcrmXWf8Nb2G2Txs7XemEUp6jKycEhx8AkGXFYjHtIgBoR3YchdQ1NJQqGyCRugEAAADQFBoRSpXNQbnLEFMBALIsn8/KYGMAQFrqHkqFxlFESgAAAACaWgo31YijAADNjrFSAIC6Z6XcLnz6BzEVAAAAgCbVuKxUaYa+4nmWFM+YAgBkVi6X2759+4c+9KG0CwIASFMuxdSQGywFUlitkbZqpX0BgLblXrNOO+20P//5z6kUBgD8aH82RpqP6PX0/QMAAACALEszlFJRU6IDAAAAQDZlIpRSxFQAgGbx0ksvpV0EAECa0hwr5dFK/TtbaV8AoG3xmEQATYT2Z2NkKyulOPAAAAAAsqxek6HTQw8AAABAC6vjc6V4NhQAAACAVlX3R/QSUAEAAABoPfUKpUqlkj3eiYAKAAAAQCupb1bKDajqujkAAAAAaIy6d/AzxwdUpKcAAAAAtIBGhFKCgAoAAABAy2hcKCUIqAAAAAC0gEaHUoIZKQAAAAA0tXRCKcMUfwAAAACaWWqhlGCKPwAAAADNKOVQSjCACgAAAEBzyUQoJQioAAAAADSLWWkXIEiiKYmj5F+7B2D1PBFa1IaiPlLbggEAAABoIhnKStnqNCNFYD2BkVplP8LILgAAAAAio6GUqcMUf1FBkd2r0P+RwB8AgDbHPTUAaGfZDaVEnMRRBeu0/xvnQhj4iCf6AgAAANAOsh5KieoDqmpiHtJQAAAAAAKaI5QSNQlp3JVE9dzzR+ve8IUAACAASURBVF/EVwAAAEA7q/0MfqHji+zXMxiEVFOkXC6XwT0CAAAAUFc1DqUCmZzQMCPd2COtmc0r6GFIhAYAAAAG52dWvTr4uRMzZC0wqGDyCQAAAAAQdXlEr0QppVIpm/FJYHCUFrKu6bKsRZIAAABoChU0I7PZCG89tc9Khfboq/lWKuaZdgIAAAAAYqrvDH6hUQqhCwAAAIBmV8cZ/DI4fV/U1jPbFxEAAABANtUxKyXBScvnoFp+BwEAAAC4ahxKle3Rl27yJ2rroa/7YySyWAAAAEA7q30Hv9YbH8VDeAEAAAAE1GUy9Cxz46IK8kukpAAASdnXjqj+Gu7YXe7lAUBm1XcGv+wIXLTsZ0mFLhN4Jf5HAABwBQIk+7ICAGhSGc1K1WPKisCtvpi3/exPcacQAFAB96IWmonSB9wb+pYDQDPIaChVJ3aWSS5dcS5UelVz1wMAQAV4CAcAtIDUQql0LyH2nb9EHwEAoDJt8owQAGgf6YRS3IoDALSP0L7ixFQA0OxSCKXi9JQj1gIAtBK3rzijoQCg2aXWwY/rBwCg3dhDdtMtCQCgeu0yGToAAGlxpz7nfiIAtICMzuDHNQYAAABAlpGVAgCgETzPNgQANKOMZqWYMRYA0HpCIyh7cj93rj8uhQCQWSmEUnKdYOYiAECb8F/vAu9ycQSAZpFmBz+6NwAAAABoUil38COaAgAAANCMmHYCAAAAABJLISulmShPd3CyVQAAAACyLLUOfgyrBQC0s1yuqH+XSnQSAYDmk9HJ0Am0AAAAAGQZt8EAAAAAIDFCKQAAAABILLUOfv5H9PKId3P83Bt2VQReD0zR0eaVBgAAADRGClkpbeszTV+UXC4XqJzQsEr+KJVKgT8AAAAA1Fuak6EboimvQMzpz+MBAFAn8buKuB0l6EkBoIUxVipz3PCSKw0AIC2Jbnra/SO0x0Tgv/SkANAyMvpcKbJVXGAAAACALMvoc6UAAECm2P3Mo+54ch8QQFuhgx8AAAgXNUqKkAkATCpZqTi/v633G80NPABAS5ILGXMjAalgUEy66ODXIEkvMFyTAABZEHiwYeDaFJhVAkCDRX31CLEagw5+meN+JfgyAAAaTx/FwWUIAEKllpUKfeasSfLwipbHwzcAAKkrO9UEALStdEKpsj/Hbd69zf8QQ31Lasn+ryHiAtqAeysq0Z0XbtMgvtCOEpwzACBSCKX8cZQbRbQnz4Uqqp86gDahv5OBYSox27juxwGX9u4LPU8CN/Xc103Y/T5u/wFoMRl9RK/hvhcAAOnxT4AedYEuO206V3YArSSL007wOwsAAAAg45gMHQBak9tZmhtVAADUEKEUADQrz8hSfcuel4KO0wAA1FAWQymmnfDI5YqlUha7ZQJovEBc5ElDNe+MPv4nZ7ivAwDQMKk1yste1Lk0AkCVcpa0y5KYW+zQ8ImLRXbkcsW0iwAADZVCVkpvjrpdTZrxYo+0+B+tQ+sKMC3xRQg8H5Y+igCA7Ei5g19U7MSVEgCqZwcezfUYn9DOitxuAwBkSjod/PzX8ma50iNdbvceOvwAyo6gmrSDn+G7DADItvQf0UunLABIRH82Nelkv2JmfkvdNI5nYQAAkFT6M/hxFUf9hAbqNB/R7NyzN+p8Dn2dkx8AgJpIP5QCqhTVc8md+0tv0tOUBAAAQJXqNVaqSfvlo8WUZqRdEAAAALSaOk470bwDndFcSpbA64G/OSGB5mJ/Z/n+AgCypu4d/OhPhazhbASyL/AEQo2jWun7WyqlM4kuAKBW6hVKufNEtdL1D02nldph/mcTG2cfK9v3qE8Fts6DkjMrlyuaJm+s29GUvqLvcn0BAKSuvlkpu2lFegqpa8PTz+0fVbYS3Ok64nwKqAfPicc5CQBIXSNuWNqDWBhAhVoJPBsn9I+W5H82ceht+wrm3ggMP3PTAvrkorKlAgAAaEmNmwydDBVqK/6jddr8fIt4stCxXO5l7utuFOo+5hUAAACmMVkpW+CWOU00oE4CAaTz35A4SrVt2AkAABBfCo/odWekMDTdUDctHK7H2bUW3n0AAIB0pTa5U9SgDqAe2jZWdx+uBTSvXK4oMxM23sjISCrbBQBkWcrz5DIjRcVKpWNpF6E5VDDjQrOIejaxOT7Z604dASCpfL6Jp5UHANRJJq4NBFRJRc0ZAFda97AzpVWDSQAAgBRlIpQSBFRxnPrqoik3ZwAgKp4d3n0aFYCurq46rXnXrl11WjMAoK4yFEoJpvgDasj+EsXJTQV6Ayb6LNDCikXy221tZGSE8XIAXJkLpUzYjBQEVLbCCPcv25r/2cTVf1k8j+V1N9q2D0oG0Fby+Tzj5QC4svu7wBR/oXKl7B4yNIY720TpeKFLJkoreT4YeN1fmGp3FWhp9OvLskKhYP+3WCySmXQFagloQyk8VyqRkvUQKp5AZYwp5Yol5lGAF/cdgJqrX0aCgCqbAoETKalQhJdA1kMpoQFVm8dRhqxUBXJtes7wZQFqpU63J0qlUqFQKJVKNNMzKHBQ2ipmKBQKPT09aZcCaA7N9PPd1E3DXIRKVkU0lUiJFA2ALMrn88ViUf5NuywIYc8z0VZjpeKfkO1TJ1lWwxYmKsB3oMnYT+blKb0IxTgloCm0Rhx13JWohXoByNGx/9vsRyq++AFS+9QJECWdUKoN5/gqRUi6nlzuZTpWiqdLIY5crpj0OcWhy1ewHgAeEke9973vXbJkSfNeDY+7ErVQL4BAlEtWKlT71EnW2BN+1KqFicqk8B3QOSQCjwElLxlHqXSsVNIpqslKAUCzCuQ9kCnu0WmfDEw+n+chWhmvgWKxmPESto8Upp0olUqB59XYgZP9Llyvec1L+jdZKdRcqXSM8wpojPXr1x86dOjIkSNpFwQh3L6X7RP3xg/y2ye8dKU7OUcL9A1uGSmEUqHP/bRfkWiK+fpCffvbewg1UT/EUUBjyC95R0fHiy++mHZZEE7DiVwu193dfcYZZ/zwhz9Mt0gNE7OZ3j7h5cjIyOLFi+1X0o1kyGlnR2qHgTCpMvn8LBq7SKyFxoIDrWR6ejrtItRSqYUmmLXnmXjTm940OjraVk8Aa5OslKePXMYDFTsrxYOS05X+ieJJUiFUs/9yIQUtNBYcAJJKOqqkUCjYLem//vWvxphnnnmmxsXKqkSdx9qkHe9GVtmJtWgWpisr5wFiynhK1504xDObCLOMAAAaIJ/PB1r8ocGVLrN3796BgYHt27c3onDZE7+lUfGInewHYIH9cnezAQGM5xaAHCOpxiw3C9tByrVPSiqpjA801ONo/6FD4DxHmWgKAFAn7nVTWp+BpqosVigUHn744aGhoZ/97GfSVJ016x8Dy9vkUhW/peEGXXESgIVCIcstGRHYr1SyUlGbGBkZkWMk1Zj9ymxtWQxk2+SnqjIZz0pVgAcgAABiqmwCaDc2cFuf9ponJyft12fPnl3BRptCaH3WOyvVFC2ZOFmpek9HHrUJqXZ51hlToqcutVM5qlsXeSq/jGelKkDkDACoq0DbXXJNgT5msoC8ePToUWPM/v37tcHa0OKmzdPSsCttZGTEDYpapq4alpXyT30RuhWpdslKtUyFN68UDkDUHOjm+FY1LexQrfG1cR/Q3OBNhw7Tcl/3/JfzExDZH/NQvY6OjrSLgH9wRz3F/JQ93Zm2RO3rqb6or0xPT8srLTbRos3TUg9d3q4faejbr0hwFWejWbgp7D+R4mSlqm+PlS1DaEXZWanWaBY2tXRq346morJPZKVCZeQHqKw4UUe6/frcAN4d1hUY+hVz3BfQVpriF6lKOlQGqYtqXMYhzVY3ZBLaKi0Wi5KV0tcnJibk79YLqj0t9dDl7Vb7xz/+8UWLFl177bVRC3g2moXWv78YZUtYk/ZYZWvQT0WdzGikNJ8r5bZHS5a0CpZxzfKFKR3PfisQWTXyWMum3UgJANAUKutuZ7c4A3f03WXy+fz4+Li8aA+aMsa89rWvra74mVNNVkrmiDdWF7WYzfqMtP79xShbwpoEhDr9iZuekrklPB8MTa6i8aj95tMa35nQXp1pFYPeekDFWuMXqZ35h60XCoVM9eGsJitlju/dF3hLW6Vf/epX9cV777234m01Bbcecrnc4ODg8PCw/4MjIyOvfvWr5W/9EYjZrM9I67/KcK4muxBVFTpHXxYqCn71OkK0TeskI/dyAGRcqZQvlRpxDW6HX6QjR46kXYQ68rfVqgxdaq5sVmpkZMQNDgO38ENv5+/YscMYUywWn3jiCWPMueeea4y577775HVx4okn1nBfsiC0MoeGhm677TbPp+QRxieccIIx5g9/+EOxWNQHHNU1K1Xb2eo8J1Lo7YPAizX5athnY5zX7a2XXQaNUccLLUPz66HFblE0/gyhUx9QQ/4uKC3jxRdfTLsI9VXBHGJpidN+1QJrv6nJyckDBw7YC+jFtFAoyGIDAwNXX331kSNHRkdHjTFvf/vbjTHT09NSOV1dXcaYl7/85aFbzFTiriy7tFGV+cILL7gv6nkiR0FiTuOERmWfhnz48OEsnFSJxkqFRju1KkPonBaeT9kTTrRYs7AZ1av27e5bBFQ11DJfGPvEaPxwKQCACG2KaRDSFFkpCYeM1S1KFzbGXHHFFStWrFi9erW+Iru8d+9eyTjl8/nDhw9PTU1NTU3deeedxpju7u6enh5ZycMPP2yMefbZZ/VfV6aqqKzALHz6t9ShpONMxOVSlpd/TzrpJHfN7px+gWVGRkZWrFjR19cn67ePnb/YNX+Akj/nE9ii+zWpYQzjntX+2fn27t1bKBSOHDlCHJUFdTwAdvuYgKqGsvyTrUfZ/sOeSdw409+RJgKaVKDZiiblGTikfze8UJE800Ob49NNuvzBgweNMVNTUzL+Z2Ji4oorrli0aNEnP/nJdevWPfXUU8aYxx9/XJb/4Q9/KH8sXLjwgQceMMbITOjvf//7PaXKVBXFYUcv9qQRJixAcgUqWSfnCE3duEHC9PS0Topov152uzWvZ/8KPe/WMK6TGtN6C9zCCD3bv/jFL65aterxxx/PzzxdqlaFQQXq++UPNJqJpmoiyz/Z7qx9UVP5ZWSqRs5JoGL0Lamh2bNnp7Xp0IOoL2YtWnab5oFnGdkFdkdD3XLLLX19fRIdyb+PP/64/XF5cd68efl8fs6cOQsWLDDG9Pb2XnfddSbiMMVMqmSH1ol7cEdGRg4dOuT5oD0LovaZPHToUD6f1yf26vplko/AJiTLp/QY6YCrsluPz39Q/EFI4N3A1jVrlKg8Ljf7VCwWteN0VPda7ZsaqHCkohG1b7eYSU9Vadu2bfbkQqiAmzpLPaIDmlEKI55zrfNVlSH76pWvfGVaJZGDGGjFyovSEs1UQ81t/mpDXBeQPzRrqhPNTUxMSIbKNnv27Hz0Y3+/8IUvbNq0ae3atYsXL7Zft5ev7FuQYuhlRy92Q1z+qxfE008/PeqDZia5JH8fO3YsEAzYywf6ED7zzDP2OgPhmb1kDXY1htBDHwgI3QXkPKz+q+Huu67zyJEjAwMDw8PDoVOl68KZutPRnuo3VuqY8woBVQ1s3Ljx7rvvTrsUzSr0DHRftP/Qt0IXANqTtrAbfBUvFV/WmGkJbfaX/bTTTqvVagNzwb300ku1WnNSoSGxNoILhcIvfvGLtMrmikqgaWwwNja2f/9++y193u709LRMKWH74x//qH/39fXJH/Pnz5fPzp07VwdNGWP0eVMaZ5qItF6t1COiCCTu7Ea8fRpoCOp+MKpHqJ1g0VA2kMwJfIlkeUmw+Itd83r2Z5bsgNPd+q233jo4OGjP7lgBu4oCAW2xWBwdHR0aGtq8ebNxKvwPf/iDMUbHShFNpat+k6G/LPR1Aiqky+18GHjL7nno+S+JLLSnwP3R9evXf/SjH22TX/KlS5f+6Ec/qtXaZs2a5flvA/iH1Iv+/v5Vq1atX7++geUqL7Soend/69atMqVBPp/fv3+/DuNZunSp/NHZ2akhkzFmamrKzPTrmz9/vrz4mte8Rrel7dTOzk4zk6Oosk0fP0CSjnPVbMvdbiABEmjEz5kzJ06p7IcXFwqF3bt329GUCesALFvfu3ev/Pfcc88NTAEa9be+0oCYQavI3pybFPrNb34zNDR0//33V7/FQOJO6+2xxx4zxkxPT0edbPZdAKQonaw9ARUaJvQeNrEQsizOxMq6TA2bWWW3azcy5JWDBw/qffqWV9eIItDrqUplzwp5LpD8HTUYo1gsvuxlLzPG/PnPf65h2aqRy+UWLVrU399vrJnfjHVODg8Pa95p7969fX19K1askKzURRddJK/PnTtX1qAGBgZkAE9XV1dvb++aNWsuuugi6dFnN6mlT2YgR6GTBNQpMRUVPFT2xQ+MwOnr61uyZMmnP/1pe3OeHbETNdJVUsLLoaGhL33pS8aYsbGx/v7+7du3G6vq7CSVvbYTTjjBTnMFIiV3xyuoZF0+tLpCO+lpFWm6LBAiivhpZP+RWrZs2aJFi55//nlZuQ5/spexo1YT1rk0U11w21Catc8Uf+0mlyMHDZRn9x0KFegMU6toKs4dX/uavXv3bre7VAvL5/N2X69Q8Z8vVNvYKaBs08odceQe/WuvvVZmtzONmqEn5pksZ11g3I4M97rvvvvkla6urp/+9Kfyt0T7l156qfx33rx5xWKxr69PppQYGhoaGhqSrNTcuXNXrlx51VVXBbqx2R299uzZo81rfVG6WsXf0zhtX8kAB1IW1bDn55A/JBeq48fy+fzdd98tncdCPffcc2YmDpcp+ObOnStvSXLvgQceGB0dffDBB91HV2mN6Qgreevo0aPDw8NuxslNx1WQlXIHIAVWaCJ+9+ygMRATCnnu1vPPPx+nGFobdrWMjIwcOXJEamPlypXXXHONsUJKu1SBAX761tGjR+nglwUpB7JM8QcAAe5Vv+zEVvJHNTFVnIft2ndnC4XCypUrQ9fTRFOZ1VxG2jTFcpOhmZnTRvI8V1xxReDdW265xdOkrpOyZ6A8J9dYuSD5Y2BgYHBwsFgs2jlSfYCsMaa7u3vu3LkSO8mGVq5ceeONN+oCnZ2dy5cvl+5txWJRUlI6lsY+rBI12SmLffv2fexjH9u3b1/8QDpOJsEzMMlOKsbndp+TfJ0M2ysUCrfccotOCm+M+fvf/25v0Rhz3XXXLVq06Ktf/ermzZs3bdrkbmJsbMwYMzo6aocfgfynBgZHjhwxxnzpS1/aunWrWyFRWanAz4v/18buu+i+63nRjk/crJQGpVHPGQuUQU9U+zZZPp/X2p6YmHjyySftbR05csQeiBXa9XF8fHz//v1kpVKXidqnvx8AxOdeO/UGdtJV2dd1fxigMx3774M240W9trFfWpGkbjcwHiaO6elpmdhaPrt+/XpJ78S86V4TcSYeCJDz8KGHHpLMkrTjxTPPPGNnP2ThSy65pKura9myZXIOL1y4UN7q6Oj49re/ffPNNwe+WZKE1GBAOvi99NJLgZP81ltvffLJJw8dOlR9IB0YwKYld5e0G+UxQzjZu1wut2XLFskpyZqffPLJkZGRj3/84/fdd9/TTz/tFkA3JF09f/Ob32zZskVeueaaazo6OuTvbdu2SW7KGPPf//3fupJAKkyPy+mnn75v376dO3dOTU3t37+/UCjs2bPHLrC943ZHO7uW/D84/iOiffnct2655Rbp+igbvf766xctWnT99dfrB+3enq6oHwF7W56f0GKxeNNNN2llSj9bEfia3HHHHc34k9tiMnQACKhQb/QwRFMItOcCj80x0XdMk7bk4kw8YG9UtzUwMHDrrbfa72pjrhlvkYbe6pY9itNIta9WibpjaRu0trQMbntOc4ZuMDwxMaHRuLZoGzlKSs+cqGaofSwOHz6suyCj840xP/jBD8zM9BLnnXfexMSEjOQxxsybN88Yc+mll37961+X1JZs7vWvf70x5ktf+tIpp5xiwkae9PT06DdLZrSTze3fv39gYEBel1TYY489lujMD/22Btbg9kCLGvNTNoDXyeIWLFiwefPmL37xi4VCQZIqEtv89a9/NcZIRN3d3a1b12rX81yWFC+++OL9998v03h84xvfMDNn9Ste8Qqpyf3792uIKyvU43LCCSfoM6zuuOOOVatWDQwMyH/tLpTG+g0MHCApW5wTJj5Z+eHDh40x//u//yube/nLX26MedWrXiXLFItFOxaNWok5/g6UcXql6oO5RC6Xk8UOHDhg51f37t1rh6M6QaWZ6eNXwW6ihjJ3wSOgAtC2opq5btcXu+OK25EmPvu67m+xaaemNWvWDA0Nvfjii8YY6THV0dEhPVi0uZa0GA0WGLHghn9566lK2qmsLDfo9Yuata+aGQWM1UPJHD83Q2CxwC4PDw9r4d0HCjVA1JljPwD3/PPPlxflubrSGB0aGpIXJdQ555xzzMxQlrlz50qrXe7rX3TRRaeccopdP9/73vceeOCBhQsXho6HEYsXL5b+frLmycnJw4cPr1mzZseOHfbC7nApT2fXp59+evv27W5b362BgYEBmcXBra7QTl9++XxegkaJBDRBpB/XTIgWxs1C25OkX3755fr39PR0R0fH8uXLzUzfs0Kh0NfXt2rVKllgcnJSJvw466yz5BUNgyV619BCw1etonw+LzM0HDhwwC6MHYEHajsQt0RVSOAV+eJLPegTmSXmlBZpnL7QgYyiJtPszn72/gYEnpJ85MgRe4t/+ctfzMxv74EDB5ru1lXryegBIKAC0LbKDhvQ67FemyvLStktJPuzbgtPNnTvvfcODAzYjZ43vvGNZiYkCG2MZmrclMYV9s5qts1eMjQ0LTvnhJ1DcGOYmKr5lIbi27ZtM2E5Ft3TzZs3b9mypVAoaKA4Ojq6Z88eeVda241kT1zmhrU6zsR+JJHsy7333mtmMiEyN/Spp55qZjJFZ5999saNGwcHB6+66io5fMViUUIjDajmzJmj50DgObwBn/rUp4wxR48eHR0dnZqampqampyc1ETKH//4x9CcUqhVq1Zt3LhRHhnk+cjk5OR99923a9curSX5Q4Mcuyo8JbfpPO/2vHB79+6VmyNuYdyz6Ne//rUxpqOjY+nSpbJdnT+9q6tL6vnIkSNr1qzRIOqKK64oFovf/e53ZcoQmazi6NGjMlzKzAR1gdDODjyKxaK8e+jQocCNJBPxrdG3ovqOPvLII4VCQRJQgQ/Kb9r4+LiUQWIqeziTFsBdbWDKDTufH8hQyTKbNm3S2fmffvrpLVu2/Nd//VdgnfaG5L7A+eef39HRISFf9u9etbaMhlKCKf4AtJvQTimeyEqHJodmpfxdXNx2dtSScvn//ve/r3Od7d6928w0oWRSY+O08NIi96dDb/mH3oQ2x++7hlvylnYSK8sOwEK3FWjw/d///V/MNdtCgzRtpY2MjGzYsGHjxo1btmwJ5BPsCtmyZYtEU9KAlg5dDz30kMQt9vqlEWnnqWoeHgeSsW5Yq/toT4ogpC0uAaFkWvTZUMaYOXPmdHV1XXLJJWeccYYJS1PYtyHklZ6eHk/M3NHRMTo6+j//8z/y37GxMc2JjY6O6oSHWvJ8xFOhpFGukxbYGRX9Y//+/ffee+/09LT2twzNxijPcZFbIRs2bOjv79dZH6S6tDz22qQ/5B/+8IfQubkl47d8+fL169fnZzoN2h80xuzYscNOcJ1yyilbt2598MEH5b8SSo2Pj0v0a/d0lZbeU089NTY2tnfvXo2ptAxSdTZPTt6TbDTGfP/731+1atXWrVvtF2V5Oy+Uz+dPOukkEzZ6zS1MQCDusv+bz+flt9QeCnXrrbdu3rx5586dxpje3l7prTo5Ofm9731PP3Xs2DFjTEdHh572ge7WaLBMh1KGKf4ANKGYbc3QBrE5/l6s/tduaV1//fWrV68uFouf//zn161bd/XVV2/btu3w4cPF4+dtK9vfzL6uf+UrX+nt7Y36jZVGgNtukCaRTohsjBkbG3vooYcCe9RIOuDH3Xfd30CppOoCS+oyMr48jnw+r3e4AwdRX5QSyusvvPBC6Mp1saiBMaEBoTYZpXl677332o1I+5lgOl/f9PS0hCLSAv79738v5bebtpLEsPt01Vwgp+rmdtw+ZsaYb33rW1u3bpWdlQkkpGF6ySWXBDoo2vkuu11rV1qcxE5PT480Xh955BF5ZcOGDfYCP/7xjwMzIsS8rWAfI4m+RkZGbr/9donTpqen9YupOToZMCNLemIJuyS7du0aHR3VBxjY5572ZBO//vWvdVqFqG+TsQ6NZAKNMXPmzJFA1I6jjDFnnnmmhIULFixYunTp61//erlDMTExoSGBeP/732+M+eUvf7lq1arvfOc7+ro+2HdqaipwqkTVsz+OcgtpfyowSlAqTavCTWS5a9BsmHuO6XokrNU8YcCZZ5752c9+1hizZ88enS/R3dM1a9bcfffdnvKg3rIeSgkNqNr8sapEkqhAqZQPfU6x/yM1WU+Kdu3apb1iMsh+zEhg7odisbhjx46HHnpI+4k98sgjH/3oRx999FFZJp/PP/roo6Ojo48++qhMVy19jW655ZbVq1frs3RMuSkQ9DIvBdi1a5fdsIhKcHV2dtrtHjuIMsaMjY2tWrVq3bp1+mPVmAyVW40ajQSW1P3Vt7Zv3/6ud71rcHDQXsOWLVtkYgMTb75jM9OPaMWKFbfddptx7kBrwaTa9fVzzz1X7+hrCTU5E3r4Aokm2RG7TSkzXE9NTW3bts1uvelqtf+edq+67rrrjDG7d+9et25doMyyjOZb4gwUSUr2dN++fXv27JE+b4Hn8Lg1WSgUvvnNb27evFl2VutQTs6TTz5Z/qvnp/bus7NSdpDmaXDbzj77bDPTe9AmHbQCA1fsCMfugeleyt1wbt++ffZDEXoIlwAAIABJREFU23QeCFng+uuv7+vr27JlSyCWiMpCy/oDkcNdd92lf+/ZsycwW6OEOnZ1BcItM9Nb0lhj2BYsWFAsFt35VB599FHZ+qWXXrpx48ZLL71UJnKYnp7u6urSoVOiUCjIwnJwZUOSCgvdtaiQKXB83c9KL77AA3DjBMBudlQFOl0H1hYIqKSbtIzBM8Z0dXXZ2bCLLrpIsmFyj0BOG/csDQ0I0UhN0zAybR9HAQiVzQcZ+YskWSb38p/P53/+85+vW7du3bp1eudyw4YN4+Pjf/vb32QZvTv7t7/9TR/zunv37kOHDo2OjsokZlonnjZB4DIv12Od3MzehUKhsGnTJhn2cPnll3/961/v7e3VMhhjZCB4Pp//1a9+FdhKY7JSbscne+90R+xWl35EOh3ZUwiMjY1973vfk+cUTU5OSnPHcwFau3atmUkXTE9PP/LII6EH11htO51I4Nvf/vadd94pf9uZB3e/7IFeeavbmCyzcuXK3t5eGbczPj4ubdkHH3wwkFWQltw//dM/6Wqli6YGV6Ojo5///Oft0fAXXHCBMWbWrFl2zFZbUi2f+9znVq5cKadQVA5E/9a2bCCq6ejo6Onp0ahA2uv6QR0iJZvo6emxD1PZsXDGGhRkd/vctWvXlVdeaWa+CPKiPQedxp/y77nnnivL2FOxBUKCwMQDknbTBSRnInM2lA0YZBn93QiQU+XEE0+08zAnnHCCBt7GmL179+7evVtb/OLUU0+1A60bb7yxo6NDyunO1PLwww8bY5YuXXrVVVeZ44/v5ZdfbodecsgkvJHp6TxRrh2Cht65sDNCoZ1+jRWw2Z/S/9ofkbsq/q9AII6yXwzcIpGIUeoqcE9KHDt2LJ/PSxRtZk6b0EMcP3OOemimUApAvZVKx9IuQmKh2doGjK6M+WhIzwLu5b9YLGp0pPkl6UwiHZmMNbnT+Pi47GNHR8f4+Li0KfUOZdl7q/l8fmJiQrqBuf3QJKGhr9ht6zlz5shsE8aY+++/XzY6ODi4YcMGN5QyDZl5IhCO2m/Zu2YHFUrqc2pqSmv+nnvumZ6eHh4eHhwcXLFiReCmrxtTaRwi7XsZqu6WJKrk7mHSsMd9MTBJtDbLnn322ampKR2R39XV1d3dPTo6unbt2oGBARlxceDAgWXLlvX39+vYm4MHD8psYMbq1Be4SR9IpNQjzSjrlHo+9dRT7bamvDU5OTk4ODgwMKCJGnucT3d3t95okMBPuiN2dHS8973vDRRYJ5aQP2RbPT09/gkn1Jvf/Gb5Q/J4ZiYhJmGGDkMyVmhk76O47LLL7HXaiT5tbUuYtGrVKgnUjxw5orMvaF3Jcdy2bduSJUtkZjxPyGGHbUIq8+KLLzYzp67Gh1rP8sX/5Cc/uXLlysC8FF1dXXa4dd1118kzjvL5vOTujDGbNm2yn4P8gQ98QGZQzM+MPuro6Ojt7b3yyiu7u7tl63Y+Sn7TZKc0PH788cf1J+vpp58eHh6WM9aflQqtFll/IJRyfw+VZIeKxaI9uikgsMXDhw9v37599+7dUjOaSCwUCg888IAx5qqrrioWixpKBZ6LXSwW582bJzUjubvQ4mmEj1SkEEolbeIw4QSyJoM5kFrJ5SKvEFnm/kQEhlnWRPweg/4wxn7WpJuV0qkINHqRJr7bi+PIkSPSkcm+B3zSSSfZKZFA28Lu21YsFvv6+jZs2LBt2zb7jnWhUBgeHt64caM2qYvFoj64U27k64X/Jz/5iYxLGRoa+slPfmK3A+yWn0etvk2BxqgGM1IP+pCo/fv3b9++/Yorrrj++uuld5wOAPvd734nf+grOqOAphFCScZmcnJSG6D2HejAnkqRXvGKV+iSgWPU39//0Y9+VJ4wk7cmgdC77/aR1TNNav7ZZ5+V6UDMTB7j4YcfHhoaOvHEE/P5/NjY2PT09OjoqHZZPHr0qLYO9SyaPXu2NLvf/e53m5nQUYdzlA3RK5DP57Whv3Xr1iVLlqxZs0Zrb3JycseOHfIQXv1I4PG7gdEm8rSo5cuXa94patOLFy+Ok4xSb33rWzs7OxcsWNDb2yvpAtl0sVjs7OycmprShKF7vDQy1O6I0mVOz9KxsbHBwUH7MbVdXV36XSsWi1u3bl29erWORZyenta+cKOjo/mw4Xlm5ptozxZop9QkCJQbCqeffvratWuXLl2qP54HDx7cu3ev1LY7VFJOQsn15fP5c845R/ZXQqnOzs6FCxdedNFFuvyxY8f0eyGd6ySQmzt37sDAwM033+xWuB4+nTZdU1WFQuGmm27asGHD2NiY1rY5PgttwtLUAYHEpruMPTJKVq43IKIKrN/QrVu3bty4UWbkm5yc3Lx5s6SOi8Xiww8/3NHRceWVV+ovwFlnnWX3Y5Szd+XKlRK3y9f2lltukcdnHzp0SMJRY8xLL70UVR40QKazUnYQ1ewBVS5CDdccuq1EBQv9bG1L2xri3GxGujLeHzj06i4tLW2v/OY3vzHHn2yBRtLu3bsDtzCNMwLEfdctzF/+8hfNgD3zzDPSYjPGjI6Oap8uaTpI27RYLNotV72c240AHVYRusVqwif7s4Gee7rFYrE4MDDw7//+75OTk5qJOu+881atWtXX1zc1NTU9PT09PV0sFu3xITruyB0c5f/Kz549u1gsyvzj4u67716yZIl2g7QLJofGUz+jo6PStpNYWgMqu1HuZqX0sxIVz5s3zx6CJeeJVpfGIbIhCTzUwYMHp6enzz333M9//vO6C7KkznAQehQqdtttt2nt2a12iS5WrFih05fZLrnkEvnj7LPP1jhQ5s/4whe+8IMf/EASNYkipbKKxWJ/f78Mh3vHO95hjLn66qulqBLz6BC72267bdGiRTfffLMeLz1YeudC415Z5sEHH5RbEvl8PpAblCcL7dixY3R0dHh42MxkEQuFgg5488yF8NBDD01PT/f29koQZXcnk6kgpMKff/753t7ez3zmM2amz9iDDz74sY99zF6Vnlf2ACc7xZfP5+Xkl9BIppsTcixkmdWrV2/atKm/v1+rRVI9nZ2dxWLRfsBUPp8/fPiwVsj4+LjWquyynoFuxsb/e6j8zRudJdXMfGE1rnM/WywWx8bGBgYGpMCS7tu5c+fw8LD0chwaGtqyZcvWrVtlnJgUTNKqmqnr7OyUIyUlt4/X/v375Tvyhje8we5yWacWJuJIrUVY9njbL2a8VRRHKUINN8HXpmFC7/whU3Izz1I0EU296tuCnm+c/7Z9II6y0yl2s3hqasp+HEqgaWVmWrednZ06AbEx5k9/+pOJ6Nmia5N/f/7zn8vrdq8k6asm97knJyeLM9MkTE1NdXZ2fuYzn5HVnnfeeX19fdKY05acbdGiRcaYkZGR3bt3j42N2W9V891xnzZrZwDkxWKxuH379qGhofHx8XvvvVejrAsvvFAW0ORGPp+3m0Raw9PT04EJ0P1ZKVmVhL7S0JQcy9TUlFaOVOP+/fsPHDhw+PBh++G8oWfL4sWLV6xYsWbNGlmDnhuHDx9etGjRkiVLDh8+7D7x0xyffFCvfvWrd+zYITMsm5necXYElc/nX/nKV8rfcvSlJS29y+zJ3Pbs2TM8PLxv3z5/hSQyPDws4YGSUFOiCzPz7FcpzKWXXirLvOUtb9GFi8Xitdde29fXJ5k0Y4xkSOTvmJ334sjn85dddpn0p7rqqqv6+vrk5oKZaQfrIC6pxp07dwa+76Hn/5YtWwYHB6UTr5w8kiaaP3++RCzylhw4SX5KIPf4449r11/ZdHHmiXP2+uU8f+Mb3ygx51lnnaUjcKanp/VuiGSY7aeK6fTlSiNYu4bN8dPKv/71r1+7du3ChQvz+bz966SncU9Pz4UXXtjT03POOefoz5Skan/729/mrRky5MHHN910k569dq1Kxn7nzp3f+c533G5+DzzwwMDAwO9+97tApsgl0wYaYzZv3rxnzx47T7V+/Xp7nkY3jWyTr+SWLVuGhobkiWc6b/6GDRs0hB4bG5ORafPmzStaQ+OeeOIJY0xXV5d8I0K3pXes7MM0a9asercw4ZFCKBV6dN28SmB5+ZdoweXWZ6IJD3WZwEc8f6ACFT+vs8GaMUQslUruL0Mul9MzNvTKV0FqMZfL+afhiikQO2lz5MMf/vCiRYvkzqUxZtasWUVrhIN0aykUCtIq0pEtc+fO1XZ/R0fHCy+8UJzp4dbf379kyZLQTRcKBU2MHDx40B4FoZHPb3/7W/lDWvOBgdErV6782te+ZiK66UuRbr311pUrV+o0vq4KpoOzl9emxpYtW/RJqe973/s2btwof+tdf3P83XFjzJ/+9KfizJgHmX5tYmJCj8VZZ50lQZHsiH8Sv/Hx8eLMTADS0NSjNjg4mMvlJI4aHBzs6+vbuHHju971rk9/+tOygPThkb+7u7v1pJJzbOfOnT/72c/MTGx84MABPSjaoSufz2vXRCF3taWDn65t3bp15vieXZrJceeCN8b8/e9/NzNhnv2pO++8c8OGDbfffrunQpJyJ2fTQTLaq/Yd73hHb2/vrl27NmzY0N3d3d3d/W//9m/yVkdHx+LFi2+66SZJcZhaZ6JsuubizGwf+pakCHQUjQYD9iAlOWT23Ycbbrjh8OHDmzdvHhoakhhpfHx82bJlUgMnn3xyYLIHJd+7AwcOaAJn8+bN0nwPeOqppySvsnDhQokq7f5gzz33nOaXtLenviuv2OOd5Hsko+9CY1TNA8vO6u9Dd3e3vmXCfga1K6B922hwcPChhx7S2Gb58uXyhw5wkpPznnvuWbFixaJFi5577jn97F133TU0NHTXXXeFZqXsK7I8dNgYc++9965cuVLuR8gvgNuzesuWLRK1uhMVCj3ik5OTL7zwQnd3t1TXs88+K7+6R48etZ+aYGbicDuEs0NTeeXkk08uFApuTwSkLlv9lIiUqkQFNow/7RC6PN0C6yS054Zd4aF3AeyPeA6NHQPrOvPWsAdPqTwTE5vje57I63KHNdD5SjvlHzhw4POf//y3vvUtaRVpk6JYLMrd8b6+Pmkc5/P54eFh6Qtkjp8wwC6ztsB+//vf67U/MLJcSijthpNOOqlYLMrYEim2NH3+8z//s7e3V6IRM9OykfaHjLDq6Oiwq8LeZX+vGxGYN0Lv62tOxhgjLVEJWnQiss7OzvHx8QMHDsjYksBwmhdffPHIkSNavd3d3VNTUw888EBuZsbhO+64Y9euXV/4whcGBwdXr17tKeHmzZs3bdr05JNPdnZ2SsNRm0TDw8Of+MQn5G9pINozXGuFyB86WN8mNVksFr/yla+sXr1a+3+uW7fupz/96ZIlS5YtW6YTZogbbrhB5kkL6OjouPzyy+XvBQsWnHfeefrW4sWL3/72t/f19WnU9LrXvU4PkzT75L9S/r/+9a+mRuPcPJet//f//p9McTY4OPihD31IuzjefvvtEjkvXbq0s7NTd8pNklRfPJf+CATSTXLof/WrX0kxNPH44x//ONCUlzyS5IVOPfVUDY+V/AhoFy9jzNGjRwO/Jz09PTI6S9v64+Pj9kSUZua7c9ddd01NTfX29p5zzjkSjt5www3yzGJjzKOPPmrfDdF6s5OWdmfRm266qbe3d/78+YF4NVAhur9aHn3KrSam9IDa9XPgwAE7jz08PCzHWuKWm2++WcKSiYkJuYMg95K0En73u99pPWvUEZqlD30Wkx2oaP7NJvP1y7cgMFGhDoKVw/f444/LjsybN0/i4UcfffScc86RWYLkl1YrQbOpxkpVBc5hzw0d2n7pSmfaCRPW4S10YTIhMWlFRX2j6ERbWxXcSk8afaWiKQrpcg9HPp/fsWOHnueBGSPiJ0MCFzOtH7eh5rb4i9FPeikePx46autHjhzRmcqmpqbGxsYOHjwojQbNEUnk0N/frzfId+zYsWHDBs3M2LQVaIzR0SnPPPOMpgWkV6H8LZvW3ZSuOPK3Do0wxlx44YXS80pI80JyaPKKJ3gwMb5KoZ2IjNU80ndPP/10HfSlYcOKFSvWrVu3Z88eCQjtRuG6deukbNPT09INSWODCy64QNZ84YUXXnLJJfbQ+VC//OUvjTFz584NPCTKGPP0009LOQMThSm9tT9nzhy3J6GkvA4cODA8PDw1NfWNb3zDzDSy5blAMveAsRp2Z599tiS7AnfN16xZI3N2G2POP/987dZ12mmnGWPe85739Pf3ay7rxBNP1OqNGtQu9wuqiVj0ZOvq6tJoXORyOXkS7kc+8pGLL7547ty5bgS+bNmym2++WdqpUlqtzPrdurJvqdgnpBz6HTt2SOCtM20+8sgj9tc8P/M0Ian/XC4XOu/l0qVLr7nmGln/aaedNj4+LiMY1amnnqo/Ajq0xs6sKtmcRG7y7hlnnGF3MdU+ePp4KNuCBQsCE9atXbv2fe97n7uknWjSV4rFopRNDpM9z4cmqXTiitNPP31qakruFmkkI794AwMDa9euzefzsp5jx45JdzhjjMbSZmaiP30Etuz+I488MjY29vzzzwd+LszMVylwM0KETlCuB6ujo0P6xGoUFAgdzcx41/nz52vvgAsvvDAQgMlJGxWXyhdZD5B9cO3firo+QRtlcZu8LWiDku6ztdKqWammKGTAhg0bvvWtbwVeXLNmzbp162SqbuPcYggEMP6j6bb7tf0UeCxs4IO6cFQ0pdfLqLv7O3bskN5xciPWzOQH3v3ud+t8ADKWwG6sy03cwBRnuteSTzt8+PDExMSCBQuk/Sf3YgPTD8gannjiCS1/6F1/Wa3b7Ig6l+zXn3jiCTviLSsQPsl/9eOvec1rZNxXd3f3DTfcMH/+fP2gzKBljr/TrCP4Dx48KE0ZbZxp00o2UbbDmDu52dKlSwcHB+2VuEfE9Z73vCfwyv79+6+55hrtuCUr0acY2UueeOKJ8oc0vHp6egKB2Wte8xrtLTZnzpx//dd/lb/lBrkUUtOSp5xyin5NpNnd19dnj78PDL2rjGTbjDGLFi2SWSLUu9/9bhmhd9lllwVSuPrdufzyyxcuXGiH1vaa63RjSE8JLcbixYvz+fypp55qjJEp6Y0xf/7znyXCkWSRzDInX72pqanTTz9dkgwHDhywn/eqWcGrr75aDlBPT4/kDyXstx9GrGnMyy+//J577lmwYMH09PRzzz2nvypSA5IclrnL3RsQxprh/Uc/+pFWo96VOOmkkzSjqz8Rr3rVqwLVIhUuTX8NjeRfmaFe5pMIfESjXymSbGh0dDTw6OrOzs7zzz9fTnup50KhIEP45s2bd9111/X29sqP5GOPPRb4cc7n87fddtuqVasee+wxuwAy/amM6lR2Wn7hwoV9fX1Lly5du3ZtX1+fPYvM8uXLBwYG5JdHxywFzsDR0VG5hdfd3a3hk/6hvxihZ2ngLpukDV/96ldL94Hu7u4f/ehHoUkzpCJDzSaa+FUqm5hi1FMNRTUTPT1eoprUmdJ0Wak77rhjeHj4m9/8pv1iLpeTMcqhMUDgv/EfD2Vf27QTi7tkLpf7wAc+oM1o1/r16wcHBw8cODAxMbF27dre3l63/5i0qLTlKi1gbd/ryHuhOSIJpdzO/VpmLar0KTr//PP1eqwNF/sJM5OTkzLewFiDQAK1IY0nbU/I1icmJvr6+kKfCqoTDxYKhc2bN8sYnpgCx/Hw4cN2OPHSSy9JMS644IKrrrrKvvu7c+dOWXLZsmWXXHJJYFaJ0dFRycbooCMpYdTXIWqMxAUXXKC1dM455+joLDlbJiYm5INRHzfOHB5Lly6dnp5+8skn5RBIe66vr0/672lsJkPCZG6G5cuX67F46aWXuru75e67Meaiiy4qFovSItTWs5lp1clxlPJ3dHR84hOf0Da3tOQmJib03sTf//73qHZ5fPL11DF7xpg3velNWj8ygMeeCjwQR+m/UZmoGs42ESo/MxW4Maanp6erq0vOq7/85S/yqzJ37lw5CdetW7dq1aply5aNjY3J4Ld//ud/loezyRz6ekLq82olepeVS6Nf3HjjjV1dXXKH5cwzz5QXOzs78/m8rPD73/9+oHOdnMyS1tNT2h5Kd8YZZ2zatGnNmjWlUkkXKJVKUhLtn2aOT6e7taE99+yFjTFf+cpXfvWrX1111VWBIxL4Re3p6dH859vf/nbJ5HR2ds6ePVufmlW0Zu3XJwqccsopa9eulakUlSbxpqenJT1lT9epAkM99QvY0dExd+7c/v7+9evX9/b29vf3y9dZR0lpBk9ST1ot9lake+opp5xy8sknL126dMGCBe985zvlLZkfyL7d49aMW13SIfmkk06STHLgdwxpyVAoRZez6kVN6aF/0LuveoFHZAZ47sT7u3KhMnrrNJReF92slP23JzC2Gw12HmZsbKxQKDz11FPyVmDo1JNPPqlRkHvcf/3rXw8NDa1evXr9+vXPPfeczM1tju9k8i//8i/2R0ITGtLQkWuqbMj/zPv169evXr36q1/9al9fn2RpOjo6ZNCLmZkGzRgjLX7pM/Pd735X5wc7evSoXVGBmtERShMTE7Nnz56enp6YmNA9sqd/WLly5bXXXitHRGI/uzEdEOg/9tBDD42NjUlq7qmnnvqP//iP7373u/rurFmzZE4OiQcC4/WnpqZmz57d1dU1MDCggcTSpUu/9rWvlUqlfD7f3d2t96QlYxAVKvzkJz+577773N/bZ555RgfoX3DBBXL7/PHHHz9w4ICkCuXJufp014DAJI0dHR3Lli2zX+np6fn0pz/d399vT95lZoZmPfnkkzfeeKPMsiiv33nnnbfffrvdEDfGrF279gc/+MGll17a09Pjdkd873vfOzg4KBOKaL8j/R7pLGqBeGZkZCTpuCn9ctk3mD784Q/39fXJya9PT7KTn24cFZVerl8cZbf+A1u/8sorOzo6pqendRyOXYzp6elVq1ZJF80PfvCD8qI8RUo+aIzp6elZvny5JFh05R/84Ae19+O8efOGhoYWLlzY09OzdOnSjo4OCa2LxaLM6bdjx46JiYl9+/Zp5bzwwgsLFizQGpNuY5rDlJN/4cKFEp9Lhk3ekgGZ9o0bORNCr2WB2tA4U49aaGUGwmCNDebPn3/JJZfs2rXr29/+9s6dOyUzKW9JjG2n8uy6knlH89bzBiYmJuR7LQkr/UjgcVJCfpf6+vqWL18eeo4Jue8ggZD+hMqS9qSgxpgLL7xQauDqq6++7bbb5syZI7lEie5OPvlkLZJm/ObMmRN63dHbRvrLFjq6Eo2X5mTonv/Cr2x1hS7ALJm1sm3btqgLQ1SwpK8nanA0ftK/im8wZ5P21/Lwx7f2ddT++4EHHli1atVdd901MjIicVSg6jQ1pG9pc1PmRpuamhofH3/00UdNWE99ufbLaKXOzs63vvWtMtTB7hYid2ftEU2BSSMC7rvvvtHR0X379k1MTEib2O6V98ILL0g7aXp6+uKLL5ZR6cPDwzrS6VOf+pTdz00aZPpfOwzQm+UqMHue7oIU3o553Mytnc7duHHjqlWrpEjf+MY3JiYmhoeHNZjUebHmz58vzZe+vr7u7u4vf/nL0k4988wzizOD+OUj69evf+tb3+qWTSJDTxPwta99rfuiNKqWL1/e3d29cOFCvW/9uc99Tmdg//KXvxwYLKECg6m6urouu+yyG2+8UeettodMaBSk7xpjAk+ykvJLUXWxYrGo01j39/cH5le88cYbL7744osuusjecff8lHE+ukz1vxsXXHBBsVh8y1vesnLlShmZJn29ZJflaNoPLwpt4zbm52vx4sV2nzTbRz7yETm4L3/5y40xZ5999jvf+U7tnSvktsib3/xmCbfkv295y1ve8Y53rF27tqenZ+XKlcuWLbPPvTe/+c3XXXddZ2fnmjVr7Cj6vPPOu//+++15CxcsWDA1NXX//fffeuut8l2QxoAcL3tMztve9ralS5dKsBSoTF2mv7//y1/+siQz5ZXTTjstqrNr4J6UHi+JzQKBli6jf8tqtWUi1VgsFk855RQtXnHmIUsdHR2jo6Of/exndT35mQFFhw4dkskedCigOT5Rr48pl587yUppNkw+JUNP7RRcsViUZXTwqn3/yC5GYB/f+MY3arJOjl0gD2ZH5vJHYLV6aKK6GyB1aU6G7iZJmPG8eqFzo7uLUckV27t378aNG2+66abQdz1ZqWp6wjRM8fjxP1kmzWvPUylt7lMU9e9Ag8ydPUIvhIsWLbrmmmvkLX0Wk+fO5S9+8QvNYcpEF7KqOFdE2S9pZt1zzz1ve9vb5HVpol1++eWBc0m2Hhix4+YczPH3Yl/3ute94Q1vkL9feukljUnmz5///9m7/+ioyjt/4HcuYAyJDCUxSCJFKkSMglLIMNRafh2La9kIWqpLG0tl93SlSTmn6xHQdY9nzxKhx9qjZOH0dC1q9nhsrbKbVg/iirjWlSRYa1VQbI0UiYsS24QARuDe7x+fbz774Xnufebe+T2Z9+uPnMmdO3fu3Jm583zu53k+z0033cSN72g0Wl9frzShlLBKlsPiHmXsueeeoxvyjbBtW0/HKYdRHttIJELr79+/f8+ePRwny1wcZZOqqqro+DQ1NbW2ti5YsICajKWlpbScLslTtyi/WJpeIM8a5IcPGm92/fr1Dz744Oc+9zm+lrxv3z6K5ZYtW1ZeXj579mw6pLLTdWVlZVdXl7zWfvToUdu2V65cSRnCxsbG8vJy3mFuKcq8B92lXOk/ceKEJQowypc8c+bM2bNn8244YtCReXgYfYo2bNhgpXBykw+hMJK+I++99551dpvVFiNq+AbP90qrJXyn0i4Wi8mDL2/Tp+LDDz8sKytbtWqVUlFDRr9kypQpd9xxx7Jly+jFUhJGNrLHjBnzyCOPUPZJeax81+hT0d7evm/fPnnJT06ny1u49957aTZev8jQcZwxX0mAAAAgAElEQVRFixbRLsmTiefbrQRLysfS8+OhZw7p4k51dTVF+0oGko8J5d/obHDmzBlbVFDct29fc3NzZ2cnnSqlt99+W78MSnE7zZDLB4GfTv5LSWZ60mnTpvF2+AKWfMv4cFFHShkKKgfNs3uqHtlS31c+e3uGppAruWnY+aVEDH3PuO5fBndruDAcXst4kCEI6lH2pz/9Sb8rSBASqsFh+xckyBDlymI+ox8SvoAnP9V81Z9a27t27eLJmshLL7302muv0UN+9rOfPfroo55fCtmOp19Q6qrO8RsPjPFsK/zqV7+SGS1LixOY/uxcqJryDLxxTv7EYjEuEWYN/fS6rtvY2Hjbbbf913/9V0tLixzHrz9FNBqdOXMmvxY5ORW12O69914KAGpra1taWjz3nMnTzogRI6gnG2+wvb1d3wEeSSULxNlaEXlnqBAiV8pqa2v79re/zd1duClz6tSpd999NxqN0my8MolBV7KvvPJK6plTVVVVW1srk3KxWIznqGV8WV1/vbRXrus+88wzK1asoIV0crBFh7Ta2lqKnBsaGhobG7mf0o4dO5SpmRYsWGANlRagw15aWko9CJYuXdrS0vK9731PBi0cStXW1kajUerOpESGdPviiy+eP38+z2QlX5ryoZUNR+X11tfXczxAofLDDz/c3t7e2tra2dkpCzaShCcu2tXnn3+ePtKnTp3inZfpmjNnzshcCt3w+x5lenBUQrxj1L+XAvva2trVq1fLAXIU1vJXhr4p5hMv52eUhfxm0V2UmaFDR6NxiOfwPCVa81uBtn/ttdeuWLGCS5XokTYn6/y2E+TdWbhw4ebNmzdt2iQjKGUPbdv+5je/yQ8555xzeDV+mZ2dnXqJ+a6uLq5r6jgOffAoYS5LmPL6fHhp45w8p+FPjuPQF4EnVHAch+oEWkPlbRobG+kko4SChCfaIlwkhmvksHg8TpuVU/zJx6KCX27lrM0UsBg6xvYkFCRA0itS6Et4O57LLSSyhlC7zbN2Kp8o9WaE8oMXkPlab9qjrEgk0traet9996V3sxlCR0YZB0J4GIBlWZFI5M4773z44YflCv/6r//KpcN/+ctfbt269brrrqPjqSes5FtAbZQNGzbQJfO3337b8zeS8OAiviQp7+WJoeSriEaj0Wi0srKSw6SFCxfKHaAJH2lTXBDCEhfIV69efcstt5SVlS1atEif+VSqra21bZtj0ePHj1OhtpkzZ1JHlLKyMg5KPefhZUq76m//9m+3bNnCvdForAW1F7lC3aRJk/g10vPy8ZcHisZ3/cd//Idy9Hp7e3n8GH8Ze3p6Tp48OWXKFNn8ooM/e/bshx56qLm5mRY++uijbW1tra2t8v0NfoqT40ksUcKBzqu8Tdu2KUCNRqPXX389RbbyXrnNH/zgB9wQpIaRjDAp0OLHylbptGnTZs6cuWzZMv1nlEaqrFu37t57762oqDBMqEo4z6Mcbdd1W1tbm5qaGhsbo9EofVypG1VbW1tzc/MjjzwS6hIMvdd79+698847qa/p8uXLKcqVMYblNXuv3ENDUjEnbNumEJeCqCuuuILPIa2trWvXrqXV5LwClmVNmDCBTxGy9p18v3g7Mgbmz6HygSS7du3auHEjxdiffvopf0n5AoH88HseSd6TWCy2fPnyNWvWLFmyxAofsgZPWk6fPp0KeFha+QqZoZo4cSIH9i+++CLvPJ+veHSfXpiBIih7qN7ppEmTZJw5ODgo/5WHhRP4d999N+3JypUrLTGBmG3bTz75JEdrzz33XFNTk9xtuiF3yS/3az5in//855XH+s3jDNmRR5efEwZXSEl58jxi+gH0O7bKQn0dDK9S0FV8z0Epfo0ky7IGBgY6OzvpUqW86J4nNf04Kmtra+N53/Oc49WljeiFepUZ4uX1WmqwlpSUKPkQGgElJ4skkUiko6OD2/GyVaesSevIi6m8Tn19/TXXXKO8Fsuyamtrd+7cuWHDhmeeeYaWUEsoFovxR04mT2praz2/mHaAoVM0ESRfAe3r63vrrbfWrl07Z84cbsZxOBSkJbRixYqGhgbXdadPny5DXGqa0M5wEYsvfvGLXA5OPoU8Snv27HnjjTe6uroOHTpEqSRrqOeM30xH1tn903ibNTU13H7VAy361zADpk62O+kocRaOd8BxnE2bNm3evHnnzp3KhWS95WrbNnVbikaj1157bWNjIye7rLMvltEDeW/Ly8tXrVrFUaJ+NChE8dxzz4d4NuOoIdjU1LRjxw5aIqcLo7H+yvPSDTq3KNd9bNvu7+/nGmulpaUyhWiJIfi//e1vLY28MhUqhMs0auVbQ70TeRSl4zhTpkzheZM5HUrfbs+UkdJ1UH5WlcsNvJA+57y8r69v+/btdK/e2y0I+SmVX6skBI94ZapN+b7I/eE96e7u5utZfG7k84w+SQN/buk9Gj9+vDJ2ka4x8b/8pHTFhGZCl3vCX8ze3t7du3fTab+vr48yV/r5n8bKWtrYyC9+8Ysy9+t5qKl+Dw895fMz5FYenYN0QdJWAPlD/tQpd61Zs6a5ufnf//3flSaU+Qcma9dc6RRPHQwKpauAoQml/3wq17ZljEGlAmgyFqVlNjAw0NzcTBOPyBkt5db0fCP306DpMpWrkp6pDw7tPvroI8dxrrzyStd1aTgNTw4re57wlWnPpnPCj011dXVjY6My0oMaFjfccMPSpUuVdsyFF14Y5HO4Zs0aGnpBOJFFbQI6zlztqry8nGqXWZbV29vLTW09K2iJcsOWZVGJPGqvyOu7PGJqwoQJ/LqcITIxKJue8h3XewQZyHhs/Pjxa9eupRp9lvhIUAuYJj7ilijFNnoM4DjOwoULq6ura2trV65cuXr16muvvVZOekPxLb9rVPmaLgFwIk7vZMU94vjAynU8QxG/z4/h/KZUd7TEqEu+QtHZ2dnZ2clv9IYNG7q6uqLRaEtLy5NPPsn7Rhvn8mue10p4T3j9fMNzssnPmOM4a9eubWxsXLRoEb0vFDFSlRRuaoc67cuoIxaL8amPwzM613HzXZJP5Bc/cx4slajVM2nmScmLyi8vZ+oMx+e73/0uXdHg2br8atxt2LChr6+PM/wK+Vsgzx6NjY1U5EPGdXxsaUZpMjg46AxdYqOvLZ+LuJM2lfZhy5cvp9yv5ZX3o58VGit18cUX00JzZwHImrwOpQDyinJh1bPUmOcPRiQSkaNF8+oyKqGTPnWK4IIKeY72WUk3EWoT62O7PVFT4/zzz1eCEMdx+PplJBLx7GhE4YfjOBs2bPj+97+vh0nK1U3+t6ysTE7TNDg4SI+lt4D2YceOHdQDjdbh6Ur4WZRsA++2cvmWyNlaZ8+e3dTUxBPLKLXI5Tavv/76zZs3f/Ob3wzyoZUXjJ2hgQSTJk2iQ0fHmXMpn376KTVlaDXP5pHjONSSpmdXyh9blkX1GAg3L2QlEjrmfFFfjn3ilhlf/TX3h1Qo14xlPQDltfDnyh6qX8KvTm6BmsLbt29/8MEHaWWKo1zXnTNnjuu6yqerrKxs8eLFN954o194o2zcs1OWZyhiiKPotfCErRzKHj58mEpQKFVblK3xQTh06NDu3burq6sfeuihRYsWydIdtAK3Mj2vosqrADkfHyXF43H+lNLBkV9G27aXLl0qa9mvX79+8+bNixYt4nDF0qpZ8JZliC5rFfCjLMu6+OKL6+rq6uvrZ86cKR/uWctU+THyvC6jvH2hjkZylAscyinUGjrvUREIwkfv4osvbm1t5QGKllewQdPmUqy7bNkyzzOb8tHlGzz6VB4Z7qEgWwg0w7V8LJ+L+L3Qfy/kJQ8Fv6Lq6mrudsE7z1fcICdy06TDCCgoRHR5lQd4+F3NUmbCkbq7u/VmluEZ+ReFrubKMzVVhEviVXjKw+jOTD/Iy5cvt4aufNMSv+uRfOaRheZoeJXyE84zhOhRGXUzox9R27Y//PBDjrtkEd5jx45t37798OHDyqdl4sSJU6dO1feN+q3Ji9P8geFMGid2LJ/WDz/w8ssv5+WUtKGuLDU1NfKVLliwQCnPxZutqamRl7rNlM/2dddd19bWduONN3q+EdSP9MILL6SugLQ/kUjktdde47FPvIddXV1U28A6O4YZGBjgq++eXf64qpseM5gvagTvB8FXrA1b04NbvxjY0vKKc+Z4XxHYtm3bPffc09zc7Fd+Tdm4312erXa/UVW0k/xRvOWWW9auXRuNRnt6epTKIjJ+kIkFy7I6Ozvpes2iRYu4LDuj95c6N8r4v1DweYBatzIElfkNWmfKlCl8RSNhoOJ5uUGJuyoqKh566KHW1tYbb7xRlg2UvTE9N+j5pifdnU8XfFN0lGR6imNFeRmCZhqYP38+fVXpONDKdE6gnCefZuvr62XdfyocRVkp/jwrH2D5oeV/5YfZtm350yAv4vT39/M6vM90w/O9kE9qPj7XX3+9vk3ZXRyyLwftJ0RQw1ueDP7JBDptcf9mv6tZhl9EuuxtvhDoubVM57JSv9yYJyXU5Qv585//bF5ZaS7zY/m18AXmhQsXKoMNZs2aRdPFUC81/nXs7OyUSZ4DBw5s3Lhx1apVFE3J3VNmWSWffvqp8qbrbz3VtjbgB8q5jyg+mT179i9/+cuVK1fKD+rdd9+9bds2eTT0a95JfELi8fiUKVNuuukmyhcpr4KaLxdeeCG3P6gNtHr16u9973v0Fvzxj3/k9Zubmzm1y82XDz/8kFpUJSUl3AOTix8qr0WXlpaio3U6kq1bfgeVJq/+tnInKOVQRyIj6F7Z2Y83Lp/FsJOpnz3kxfW5c+fS7UWLFt1www1+02QpJzr56uhngjMG+s7PmDGjpaVFL2VWQKhKgQyfZBOcV+P3zlABj3hmq/R1aOOUeeblnpcGgnyp5Sc5a1fclHSQ7ZVTtW27oaGBazzwQkuMIKqtreUEzoQJEyiRRRdDacuUO1KuwvBPvHN2FRBDSCwfSGenHTt2KOvwG+13mcZzm+yKK66gG5QAt4fykx0dHa+88krBXQwdZnD0i1QkkqlMfeqN8vzEaRA+z+pF/JYsWTJnzpyXXnpJOQie0/uQgFkpvamUsPEUCj2LYSh/rvhFaPSTI6/LUMOFXggli5QqAuYg/+2337Zte/PmzQ8//DBNgtTb28sBUlVVFXdw51wW/bpv27ZNmTSG9oHe9FdeeYX2h8pMJYyiqYe9kpVSWvw0SMaPZ8Od3XzzzTQsXjbl5WdJLuchPQkbefpj9dFcNB6MCwZSV8bLL7+cPnUff/yxbduUhaDkrTXUK0kOylf6In7yySe0phw09dZbb3nunvIS0tUxzDyShKvS6Y/SF8pgLMhT85MmbGSnHjTKFuStt966ePHif/u3f+NKj7QOXePfs2dPJBJ54IEHfvazn3HdhS1btnBj1BqqokZzv/qdA2XvzUJEc8Hx8DZ5AOXb4QSrEh6cPM5mYdvf2flxV+JM2QVXWUeOzCT0wi+99FL6V2b+o9Eoxfz0Cy7nOlc2UlZWRhkwWepQTjRsD/UNVt44yoO1trZSH0I+ecp9o9t0HuP9JJ4dttntt99eX1+/bNkyCv+UM/ZwbXcVipGJV8kYVJKAAsKnKm4L/u53v/urv/oruQ4XYFUkHaIoPyqGe1NEr66srKyvr89znLdZRlNSe/bs0Zsa999/v6x4blkWdcajF0JDmGRHuIDeeeedV199tba29u6775ZjiEtLS3kgTVVV1dGjR+fOnTtz5syNGzcqvTX4c0LtS85rvfHGG/KnlLvXG/i1h8wxoTxWsglCH8Lx48fL9rff88qtpZJn5riuoqKCLz3U1dUdPny4t7eXJnqibNKaNWsqKyt5qqg33ngjFovRXbW1tXyQL7jgAsdx+OgdOXKEqoRPmDChvb2dFhr6z2SUX2vGr63s2bMu1Fcpm00opcV2zz33cGxw4403Hj9+vKura8SIEfyJfeyxxyZPnlxVVXXq1KnLLrusra3t0KFDNF/Qo48+SgXQp06dajiJFXTrsL6+ngfvkVgspr+5mUgmcPYv4cYDRly8cqp7Fv6JEp6jPPdfzmjHc+9aQ3lv/oGrrq6WR4AvzMke2vJZ5FdAf156uF+GVtntXbt2vfXWW/oAJ8M74jjOLbfccuzYMcenSr7heSHTcnb0EUcNV/pX2nXPDN1I8+ctm53KOFGg38VtTeqzpFw4V2zYsIFKohPu7qK/lkgksmHDht/85je8Jq0sa53xAKoU+1XS6+I+bEkc2Mydyj23/Prrr/OUSoT7idH6kydP5jwS0ZsCXPPNsixqxHOcbA0dBEqJUHKJ0A/tmTNnbNs25BuVMrXd3d1btmx56qmn6N/y8nLbtv3mzZTjBPTGhIx1k5vgxfDTq/elCd6E0jMt3PKQvRlPnjxJPQ9pZDw1Qbq7u7u6ujjcOnjwYCQSodnA5KVlZfBMX1/frbfe+uCDD65fvz7gTgZh/gp7MiTuwr5HwdfPchOKsyucarOH5uyiiaR54h3S39//85//fOPGjZS25aLVdNVj/vz59KnwDDXpiQqxgei67pYtW2TBGKZM5WQZywwkTWZOKFsrT3RSqFA8m+U9Ej6XoYSpZVnl5eUNDQ001fiXv/xlXm7btgx1ampq6L1Q6s1wgR/G4ZPMBckVOAyj076+vnX2qdW2bb9CEX7vSDwenz17Ns/xLddHVirncnaewoip4kF9/TMhuR9aDu1CMV8u8lzOAQmFWHSprL29nWtAJ9x4e3s75UaU7liWZR05cuTw4cN0WylHEeJVnf0SeNb2sAc2o6dyzy3L2r5K8/rFF1+kG8oPJB12eXxKSkr4RNTT07N9+3Y6AnLjSiEsayjoInofJCXvxBmSgwcPtrW1bdq0iZrpFDNQOQcKqHgiHb9f66RReTSukGFpMY/Sqc/vFQWhh2GyNBkf7fvuu6+hoeHGG2+0zg5fGb0FNDhqYGCgsbGxurq6rq6uqalJfwpqc9PludLS0tSv08mZu4JL7sSiCFuYLo2FAcx4f7i6uiU+OVQ7ZMSIEfJzpXSBPnjwIJV3p2/iXXfdRY1+v1eaiTAjO2bNmhXw9yJDWSm+8Eej0fRpanlPQgVI2YmmAj6LHpda4sx2yy23NDQ0lJeXKyc6uqG0P2W5CMsrlPIM9Q375tfXN+ESM3pn/S5XQQ7lIJTi3zlDNIX6foUrm9/q5J4rbGhHKSM6YXEzXVLOm8eOHdu7dy/VJCBKxz/ZM40f6/da2traIpEIXwPm7NP999//9a9/nS73ypNpEr/NkUjkhz/8YSQS4X5Tni/TIKNXxz23LA8XNbvpxGLbNgWfNB+8RGGSckl48eLF/O/GjRvlpLo0YoquHcoEFxeldRxn3rx58o2moIViLc/qw9ZQgPfss8/GYrEpU6bU19fTYGj+/VY6b3huJDmVlZWyop18FsNXKZVvtBL/k2PHjo0fP379+vWyJJeCK0xUV1dPmTKlqanpySeffOCBB2igl3w7uO+NZVkdHR3UcywnMnfNyE9u64Dboso8LRkYGHj00Ue3b9/O69B3s76+nlrzPHupNTTi3/ASCjQrZRkTBXpKIRPP7gzNEE3H35DoSPuzZ5PnQaYjPHHiRGWCJkqlKp0FlEs8xG9mcz5ZybMW/2jSGFoK3pyhkoNhLxOYP/Ccb1QWmr9HkAW5OU/JaAohU6HLk9JtgUSSuVwt+0TJUU9cMUw5J+7fv7+5uZmq/cp+d7fccgvdGBgYoI/91q1bOzs7KVIKsg+WOAVTGSIadi9PrwF/m+W7Fo1GZevHGirYEPydzdyFMd6ysjMyOqVhxFzXjkIp/aelpKSEBsHzkoMHD9IE9vqT8kRSNDKYnkL2+/rss89s266pqaHUCqUc6eNBsdaECRN4Zb8ZrtavX8/zuiZdYishPlbUNVH/sJkvjqbyI81bpr6j1Ltm3LhxCTul8HXi9evX33TTTXR7zJgx9BCZb1R2Hhdos4Zjcj7m27dv37p16549e7hHGV0goKl+5GPr6uo8O68q289azi297KGyBPpdyvKMtoBt26bjrw/+Gfa4i501dPr17LVrn11KioQaLcxxF01tb+jyrT+v326bH4hTXB7KTTF0JXyKaLK/V5A05aSQz9cRXSeZy8ZyVAD1YyF8alZeMlUa6O3t9Tvrbd++nfqkPfroo83NzcpGPAMYjqP4Si212jkV4xlv+FFW45iQ0RiG4G+lfqksXQG2X75LL594+PDhSCTS2tpKSaEbbrhBWeGcc87Rt3bOOecYnn3+/PnUaqffWtnvi4qb02XOurq6lpYWSxzJaDR6zz338Ggu5VIoozeOfrn1VxSwbl5C/GNPMVUOm6dUzluP/yVKX+zevZu+I5999hkXEvR7iGye5vP5Z7iyzy4yeeDAgQsuuIBuc+9NSieysrKyhO9U4V5oN2Tpw3YVS4I8b1D7Pg9Ls6aF53GW9RLpZ7GlpaWjo4PKRco1edaE4HNz6+dkfRxakFOQIRwyfx70l4zgKh/gVwdSolzm11FVUD8FkdEyN+NoBc+qD4aHVFVVWaJatwyE9IdUVlY6jkOJI/55oCJ11tlJ/+BdYjyfRf5L72zAN8izA7fcVJCNGLZMW/DbTl9f3+TJkykX1NbW1tfXR9e8g2zf81Jlf38/jVyaOHEidQvk/mbsRz/6Ef3mlZeXb9u2jWfIIWVlZTSrUnV1dUNDg9+zZ7RjZCiZbrYeOXLEGrrKcPToUcMLLykpocFjFGFSHMhfQCUO5EsJ9G+6mhQJZ+4C2aZU3pSenh755noO1CkrKxvG7b88ad3GYrG2trZXXnlFqdAzbBiOs7zsSNls/Zzz8ccfp5755M7GdKGKKuwFOat7rpPEEKz8+REpZrms4GeQq72CsPQTmbIkr97Njo5XEq+k4fPUhg0bdu3axcupb56lndD1WszUMpODWeliIYlGo3IolH5Ix40bt3nz5q1bt65atUoJluQO0GOD/ITT+kqYJHfJCnmCfuCBB+69917OJ+/Zs0fuRiqtChnHGrajRER+17z9NhKPx6kEGent7eXJbZcsWcLLaSiU2dq1ay0RADz55JN33XWXEmgl3B+zJL5TOU/104gCjv8NLYZjx47JXpd05dj8AeDl6WrCBr9KDYzrpliW1d3dzbeptgr9ZUqSapjJn9ZtwjNnQTMMRrLFfA8cVsViMRqYSpSYPzl8rqBz/siRI4Mc8OTeFM93cxi/vwUkL77teSgttZiGN5lCkekCz3NTiqW6/XYg7HnQdZNpUNJ5amBgoL29XY4p4kt9dIJTWqunT5/mcxydbWW1N8pKUXfBkSNHmk+Fhw4deuyxx/r6+vbt2ycnO7Is69SpUzLS4LfDnE3y/KWXHcy4zIbhCMunePrpp3lWHyt9fT4jkcjcuXNp9LDcGT0wmDJlirJEP6S7du16/vnn7aF5YKVPPvlEiXaoNIhywXLy5MlKzKYc+RMnTuzevTsajX7jG9+Q61DtCjliisKhLDS5kqjrnTlyNi3D9eC5c+fybZqcx/PTyKXkPSfBhGyKxWL610ri+J+SVB999FHh9t9LyHNW2Rwaxofaj35Vkd4ROYQ14S9vEmhe5oRnoaSf128MHuQWfnW8Zb8WU8GRo3cMKQheLZXn8hs+FHazSTezHMfZsGGDYbP6ntBpmp+xtLRU/3HlDn68Ec+2oLxG/sEHHziOw7EEV7gOmL2Rz8VPREkzZayOM1TsWC70i9CUCWeVV5Hiu9/V1UXXFA3bUarZWl6th+3bt1O6TA7CfvLJJ83PHovFuIfes88+e/nll1uiEU+UmHnhwoVUYoSvhlZVVdXX18+ePVvZuP5epz2LK8d36cOxckh/g6iRPW7cODkJlSNqYfE3yHXdjo6OHTt2KFtI8QJtXqXQC87f/M3fbN68ed26dcpyekf4GtDNN9/c2NiYV5HGMKZP9VY8+OwqTwvyl2Lfvn1pD0vkGK2Auxd2+8oSXD/KB7kphp7wFytr3fwCVrlAVQydIyahM3yTA57HEyZScsi27Y8//lgWWVZGmpqHUdHrog4tVLvcGho04vlc5iN23nnn6XkVJY5KOGJKibhkqEZJjPb2durYFvYc7Tnci/8N+xbzy3z//fdD/WBceOGFnstff/31vXv3Ug0JehNpmzKmJTRQh47M+vXrGxsbGxsbXddduHChJaa09wyAFy5caA8NXaN7J06c+OCDD65cuVLfpSJp6BjO53zXVVddtXnz5iVLlsjIPNQn0NDhBzJtxowZsVhM6chnDXVs3rFjx09+8pNly5YtX768qalJ9puFjCradjafWuX5+fe//30WnjrhMU86xPWc969IfkTymVq5CxSegRMtxCVMyysrlVznriSurBgesmfPHr9CtKGegv3P//yP/FfOOxGJRDxLa3AFP9pJmt+jqampvLx869atcn9Onz69bt26aDRKc1aaj8NvfvObq6++OhaLccFW6v82bdq0uXPnzpo1K4mslIFhU36DkfRHJXHY6R3kkPW3v/3tRRddxNtZvnz5E088YXg4VdJzXVf5/h48eJBLJpaXlw8ODtLonaNHjypNQHqLKY1j23ZTUxM9+w033BCNRql/pmVZsViMO0PqL1l+OzzfF+VdyERnvPzJRFVWVh49erSysvLjjz9W7lq8ePF///d/33777Y7jNDU1PfTQQ7S8pKTEL32Ba7H5hj7h/H5VVFRMnTp1//79V1xxBS288soraRQcOillU3G2s/3mzXvmmWcy9IxUdsKzN4enJL4Cfq0anAlzrqjfgFD5Jb0qBtJTVuBGud8Knin44E+dxF2ezEO5nESF7Jqaml599VV9+VNPPfXoo48q51ZZpJtChZEjR7744ovt7e3KEVB6kVFGq729XY4ksSyrq6urq6urra1tx44dGzdunDNnzgsvvGDbNu+zZ8bP74DLDJXMbjMNisgAACAASURBVBkOkecXQX8LkhjbxmHA/v375d7KGVo9+c2xKFEvMk6AKFP68jy81tm/i47jLFiwgMY+SbZty/dLZqVkNKU/Sm6cS0gPS5dddpllWcuXL9fv+ud//ucnn3ySW+F8eA0HBNdi843+dvz4xz/euXPnD37wA78VIAvQzs5OsMGlhhL2CkkvnAnzQc6+Y35d5rLWgy5gvz66oSSgEE1xw1rJSkUiEf3yvF8cIqvVJXey8zuD+C03dMPT900+yi8DSWmErq6ubdu2yeXUqt60adPWrVtlVsoaasETSolwwKCMCFKme5IR1DvvvKPvTHl5+QcffGBZVn9/vzye+qvbsGFDU1OTrLKl6+3t3bBhw8aNG/024nmQ9QxMZ2en556EqkTy7LPPzp07d/369fRATgoxpcslTS1l1t3dLadT5AlwZJk+inuV6wXKTxd11fCcKFYfwEbPyHXn6S7+dCX8RZw0aZIy1WkB+Yd/+IfGxkaeqFpyHEcedj6YciJm/SFp30NLu34BodDnnMur2GfPVMspazTuswnt7KwFG9XV1TQJXjaPOb5Q+SA3b0DCCCTTIUrRhkDpwt9ePSu1atUqeXj1ggEyDJOryX+DDKq57rrr5s6d65cS8dxC8BBLrvmd73xHqZvHeEy/nC69urpab+9ynsRwkqUj85//+Z88daB05sz/VZWUORM2YsQIqsN++PBhc6/L9vb2rq6ul156yW9PeDUu/s5vt/kh5Oabb5ZvDe+JfHioHxs6eq+88go9UG/vygDV8hr7pHNd91vf+hb/y++gPp2lHkd5HgcOfXnEDq/MsQFtnCd6Vt4mz/dd7vAvfvGLRx55JOFLy0/nn38+dUY14ANLsXH2T9Q7duygjxmERdcU4vE4fVvLy8uVb0qWm5hA0JfSCpmaS3rsBvcSR1aq2OQglJKpHv0jm80BSAGfy3O1Ih8oxd9efayUPpmp/oOaxNPpCw0zuKeelZL27dunVKizhpr1jPvFlZaW1tTU+KVf+FAcPnzYs5n4/PPPb9y40R6aWNBvl7gtLslSFv39/X4vlp+X8zAG/ML1LuC8fVkDgxbKfNff/d3fUViVxBmfjgDnjrgHhV60Qw6d2rJliznhxuRhfO+99+jGp59+Sje46KIcAKZ/4C2tscL3xmIxZawUJSflCvKxCSOHQr8A6bf/+iGlrn3KXGeKzLURi/z0njR6c+mKQElJiX5Bx7btYq4pBzkhY3jzVzvF0aqGYbGZU+g/CsNDLqfoNa+QueuRAYtGBNyB4kxwyTyD7MrluabfmUWJr5TTQcIOYEr/N78tK4L0KzPnxOrq6lzXVZ6C2+7XXHPN2rVr/ab45Ed5ppV+/etf07xVx44dU+bqra6unjZtGv8rZ/tlPDVwe3v7li1bEp7NP/74487OzlAd7ZRXTfUzbrzxRsND/Praeb5HvDMyepG1yyW/CXNnzZrF3+7gP40cjHH+UE45GorhwoHfm0JJmOHdgpfvqUL/+l977bUNDQ1XXHGF39YyF0ehXZI0uvQwODi4bNkyvRMy94NFngSyKR6PB/zIyakjkuD5u5xpyErlg3ys4KfX3Uqj4ox80k7JStFCv3hJaSfJ9Q1lJ5Sx/vqWDaXJ/K7TGC6K821zdYRly5bRSAB9lyZNmnTw4MHy8nKqe66QH7zS0lLPWOvZZ5+lG9Skrqqq4jJ9NTU1cg5ZSihVVFR4HoS+vr7t27efOXPmrrvu4une9dV279596NAhz73V2bYto7tIJBKNRkeNGnXbbbeNGjWKX5ffOb2ysjJIclKOnbOGKpJLfvUSPTdiWdbo0aP9wlqFftrhEVl8rdEytrM5TaqMpOKFtm1TyKSM7LIsq7q6uru7m+YFNivcX03zVRVnaP4oWnLrrbdaXpV/Mw3tktQtX76cSoyYk7cAwwyN7aSyrll7UmSl8kFxvQF+ZSSy89RhZXkPkyNbHvx9liOFgrSfLK/TAf3rOU9REPozRiKRvXv3/vrXvzY/0D57ij3ljSgvL1+wYIHnLtFgG7/IhHvTOY4TJN3BO8DNbv0ZDT0AraG5mOQD9+zZo5ziP/zww4R7wvvzta99jUdAlZaW9vX10feIY5vRo0fbtu350R03blzCN1EJYilDpUcdVqKqEkE+LZSt4rwWvZAZM2bIQhR8lpBNQBpV7Nko/Oyzz8w74DjOTTfd1NjYqH8Abrvtti1btnhWt1MU7q8mHTTPQ6fPB5WreIb6ZObkqYeN6dOn0zFE7ASFxTBqIAju0ZChT75nQ/GHP/zhiy++WNDNyGGgGH8zhnEvmqxdC+HIR0ZKAbNSnuGT3qtehgFpaVeVlpY2Nzf//Oc/lwvpiCkZMOrT77cdv13y64c2YsQIZeOrVq0y7yqNLKLYjJJRdJsrvxF9RFB9ff2yZcvoNo1VoFQSZ1SSaCZGIhGKauQXRwYDHNGNGTPm4YcfVh7OsdCLL774wAMP8HK/tKFy7wUXXDB16lRltZ6enhQ7tVNHjosvvlgu/OlPfyorMfr9DvkdQ05/eeZSaJTIkiVLVq9efc899yj3Xn311TNnztRrrOuyn6hJo+Bf5Bxmh5CVSpG8FIVoCvKW3hQ0jBrIW7W1tag7mnP5+LnJUCQdcIhUhmTnefPkeqrsdWZolzz88MNjx4717IGm/JvE69IfMnHixAMHDvjNOETRAkeGns9YX19/6aWXKqke9r//+798W17ckq1zetSXvvQl885TVKYX8Bg3bpys2a337ps2bVosFqMBV5S6MbcLjx079tRTT5l3hgwMDMgXRT85tIRjxe7ubp59mNFODg4O3n333YODg4899pjfd4Fbz5FIpL6+njZ76tQpz4rYkydP1o+PpXUynDp16unTp/WqIcRxnMbGRp6lSnnfP/e5z/FtJTHluTWihLvyuQyPss+e3tSwmnmFPBe8YZ3DeAat/xShkyQUqBMnTqTycNkJPxM8fzqpN4ffryoSU9mRy3mlzMvTG3sUyecpaz9g9GO5Z8+eLVu2zJkzZ+/evZZXOy8SibzwwguvvfbaG2+8wW8Br/bLX/5y06ZNvFAZT6WUTeO7gmTePFucR44csbSZajhdQ1dSOY7yPJIPPvjgokWL6Dat0Nvby53EZJAmi3FzNQhrqHtYwgbxwYMHlR0YM2ZMLBa74YYbeM6W8ePHW5ZVX18/f/78lpYW3j4/pKenh55r/fr1d9xxh3X2YaTt7N+/X3/2+fPnK/HAddddd80113gGJJ2dnYbfj87OTi67l3DaXD4ytbW1XV1d7777rmVZg4OD/f39crWvfe1r1tnV5+W5Qhk3/MADD+zcuZNuV1ZWNjY2yi58tm2vXr1afgjlIUruCqVncUVrqIHul/MM+M0t6JRUKIhnChc6SUI+M/RoCDiw1o/8VcoanCrzQQ6yUjy8Ww9vMpqPsoZ1174so5bfd7/7XS4M4Fet4c477/Q7c1FOIxKJuK771FNP9ff3y5ai0t/P87Z59xTUMlY+Y7J4RsJKpp4DwxQJP8PxeDx4NKgUqbv++usPHz7MsZnrunr9vbFjx8p/HcfZvXu3vv/Tpk2j7eg7vGnTprVr1/KjLK8MGL13FFwlMY/qJZdcQtMTe34lJ0yYcODAAX5GZZIoyssp3Sll0QjlreF9cF139erV99577759+yj8i8Viqc8TrTAXcTJ0WEXrE4YNZKUgbwWvRRRWkPlFMqF4LrHlrXz58VZGyGUo5vEbk5fPo/RSqVXtJ/UhVfREo0aNosb0vffe+9xzz/HPpzJ28+TJk/LMReksS0zgY1nWpk2bZN8wObwnEok89dRT/NYE+ZFesWLFt7/9bc+7uCybfCFKMsq27RdeeIGecfHixcr63Br2rIgwZcoUK9F8OKEazRRNUTghH6jUi5s0aVJtbe20adOmTJmyefPm6upq5bno5fC/POGv/l3Tj7BfpoW89dZbfnfx08kAw/PjR6E4PbWMzcrLyyk9JdXV1cnZdRX6yDe5P1/+8pcbGxu/+MUv6iunJZgxn7v8qlagT5QOV1sLF947ACgeuRkrRa0Nv7glT7r2BazJXoiZrtSbjBs2bDh8+DDXf+vp6fnVr361ePFiKvNt7hnFz673+KIMlXV2sfXKykrughVw57u7uz3jHEtLwTuOc+2111ZVVU2fPn3evHm0kHIyVE7tyiuv5Brlyiip8vJy/SVMnz7dcRxKufgJ0mim8U6WZT3yyCN79+7lzB73pqNgiSPAxx9/nAPC2bNn19TU9PT07N27989//rPn9mliq7fffpuDLuK6rh7q6Mec9+fIkSN+L7aiooJfKV+uq6ystG3bUMjeOruXRUlJiX4FsaysjOooJsQ5wPr6+vfee89xnHnz5l199dW8gh7D8Bc/1FWM4Mz1NgAAINP8Wggo4QBJyGVWynVdJQ7Rl6TrWfzo6+hb8Ayospa/Ct7GUiZ1NaSeUmy3dXZ2/uEPf3j11VflPLMfffSRNdTtylyk2/DsPBCI2bZ9+eWXmx+uvFJ6azzjNEubqsi27e7u7ra2tqeffprDEhluyYE6lJLyS76xhFdkPRvTlZWVy5Yt48E8Mkc3e/ZsKvrnOI5S5E0pdWgNBVc0n++TTz75zDPPyPV55yktc/jw4V27dum7J78Iy5cv14MlfrqXX37Z8qm14PkxmDx5suM4+qGzbXvt2rWrVq1SvllK7z59BxSnT59Wjj+9nNbW1i984QvW0PFRpnvi2/LTpc9qFUTCkceen/94PI4OfgAAmUa/Pn4zvIcdIluIF9Mh7XL/420OYyDpBlbCct66hJOfMn14JbXp6U00d2+ztNYkt55nz57NK3A/Ov2DkVy6wLNYueM4lCGh+uP0vLJQhJzCiEtTWJYVj8c9z7lBei07jqNf+vrSl750xx13NDU1UcKHazwo/dM4RcPdIznAk1FBTU2NZVm7d++Wceb27dtfeOEFuv3SSy9Fo9Genh75Ynn3lFyWXnDizTffpBunTp2yLItm5NS3ow+jKisrs21bP3SO43R0dOhF+SidNWPGDOUiol9Aru8qpzdbW1st/7L7/K/nZgOqr6+fMGFCKlsAAIDMoV+fhGWQAILLfSiVz7gRr1wpz886Fo7P9E2ea3ouD55q0y/Y6+1Rz4CHhsQoDdbbbruNbvD8tjLZouxV0qNK/BL6TKndxzWyCV/EMgRLfk8xadIk+W88HqdQR0HPLocVVVRUyHJYjuPwDwCla2QiRY748tz+xo0b77zzTrrd1dXllz2zbVsOY3v99df1dTii+8Mf/mD5dIooKyt7++23lYV6cUJ9mwrXdX/6059ecsklvGTatGnBYx4eDmd5fXjktyYej8t7w367Kfcl584y7I8OffwAADLNLx8FkDSEUkHlc2kKT0lkpVz3TJAtB6w/5rna/fffv2HDhjfeeIOX1NfX6z3B5syZ89d//ddDe5WgRRuwVW0ev8Tbufbaa+lfilWUIEGGH9RPQA77UcYdkfr6+l/84heiN+kZfqwszF1eXk7Neg6WotEoPbuhbKDsq0Yo9FImn/U0b9485dVRKOg4zhVXXOH3KCVcpNmfLr30Uv336fDhw3o4XVpaatu2nq2SL81zwigZSlkioOXn9YtjOSvFf/1K/FlD7+/atWvnz5/vubWEEqYl/UImjNQHAMg0+sn2C6j8+u0DGBRpKOVZwc9zTb+eh1nrkRj8WrVyxT2JrJTrBooSE46bp6DFc7XXX3+9vb1dtpUvuugiPviydxb17NL7wukVq5O+nE8NfTp1dnd303b8pnPV6b3UPMu+19TUyD2MREZYXkOAPv/5z3NaiZY0NDRwnzRaIpvpdJBlMXe+y3GcIBfeFi1a1NDQIJdQpT7l8Crl+84991z5ZXnppZf8tt/X19fW1uZ5l9654o9//GPCHTbzG6TE+Sg6enqPPj2GWbp0qax0ElyQjyJCJgCAXOnt7a2vr084DAEguCINpQwlKAKun7VdTZo5K+W6HvcGTLh5thdPnTq1d+9eOd2Q52oUQlCvMDJt2jQ+njRjrLIbSiiV3rLRPG6HxvD4bbmlpeWZZ55RDql++UqptE6oAoTC8yMkexjW1dU1NTVR61/ulRLpyX5rXGWb/u3o6NDLeBh2oKOj4+mnn7YsKxaLPfHEE8pTsJEjR9bW1vK/R48eraurW7p0qd8TKcrKyjwP8vvvv294lOM4MsHF/Q/r6uoSBo3KMVTmD/VMIqE0OQDAsEQ9sX/84x973hv8WioAy00xdAgo1ARQwcdK+XXkCxhKeQZpPT09zc3N/K/fjL3cgueWcWlpKZUuCPhcelYqaWvWrOnv76d0//Hjx7/61a/K06hesFs5pNygr6ioGBgYGBwcvOiii2gJF9RuaWkJWLbbdV16XX/5y1+ss4tkyNf7+OOP67tEU83KhckFA54P0etSKC655BLbtr/yla988MEHb775pj7kKRqNygObxNtn27Ycnkdxl+u6smplkI4ZFGomPDJJf8ZQhQ8AIM+lsRUBYBVtVqqAhBpeH7AWmV9HvvRmewxbowE2zK94ugwPSkpKZGApoz6/V+oXGfLyd999l7saHjx4ULkcRWNvuHCCo82sKnupXXDBBZZXYUO/PTxx4oR1dqGFSCSi9DD0PIBKwQ/eJT27klzEQjdc133llVfWrVvHd8ly50eOHJGPop51d9xxR2trKx0Hqbq6WlbdOHDgwOrVq+k25xsjkUjCgE3ilUN1fw2+fQAAKBIF0c8I8hmaF3ktVG4heFbKs1npl0fSBRnWYr7qk3DuHc+HGIqwhd0aMecxZFw0duxY86Zs225oaFi8eLGy/KKLLvI8DhREyT3/7LPP5ArU4ZBuB3yBvFo8Hg9Sk11/uBKK8w9MNBrlvounT5+mLpHcs+7MmTOcB+PygzRsrLa2dtOmTbI+eF9f36uvvkq35WAznpI4FFkN0jwfiF5bwrzZ5D5U6BYIAJD/kviJ9JOwODAMe+jgl9eohdrZ2ZnE194QyfiV4AvYEFSGtVRXV8u5es3Pwn796197LldqvjmOQ0XJT58+7TgOJZT00VNBdls3duxYQ8fovr6+888/nzofzpo1y7Cd06dPP/DAA+PHj5cLb7vttv3791988cWGqFJGa4cOHZKrTZw40fMActdBnRIhOI4zbdq0UNkev1C8trZ29OjRdLuvr4+CqIqKCuoDOTAwEI/H6Y3j6Gv06NEnT56MRqNTpkx59tlng+8D4Y2byVShuXtqqA/JcI2IcPEVACC9nRTKy8sxS1WRQ1Yqr/E0tQFXDljBz68EX3LnF88pjPyehfNR3HFOtvXp6s7y5cvp3zVr1jQ1Nb322muWZY0cOTKJCXk4MAtVwr66upqitXHjxhlKaLCRI0eOHz9eyeqsXLly06ZN5mFLsmn7/vvvc8Dc2NgoqyN4ZlGC1Ig/cyZQdXte39BBtKamRolgubg8VU6XOyzXNHyo9JLofoJcSqACGH73Zic6QjdCAIA8N1wvlkGu4Ic/rymt84Qry5Zc5rJSVGfPjLYmS71JAwMD77zzDt0uLy/n7nPnnnuu3IdPPvnk1Vdf1RNHnlXsPCmviEI1Tsf75eWbmpqUPedS2oYn8ivRrpSMk2RHRwopY7GY67pNTU2zZ882PF1A5sROLBaTg9b0bpPvvfce/9vc3Lxz507PzcquidRnkuvMelYvZIYreTSWLCF5YF3X3bZtm1+EGSrISbpeOX6hAQDyHK55QXrh85Tv5GiQhGtmJyvFleuYXnS7t7fXc2u0cPv27b///e95oZyxVz5KmVTX7xU9/PDDnkknfeQS1T/gAMYv0jjvvPOo6x2tICsueDp9+jQdfNkEl5NE+e25UkNC4feoV155paOjw7xL9PDu7m7zOm+99Rbf1mdYmj59urzXSjRPvOM4nMSjNWne4YS7qtPLAPo9Y8ANht2N5KIpzBkFAJDnMnTNCz2oixZCqbzG8wUl91i/u/w2GPCJzj333ITr/O53v/Ncrk9NawXr6EWx2bJly/S7tm7d6vmQMWPGeB4ErjbhF0rNnj1bVqS44447zEemr6/PMyvFwW3YFjY91u8dDJg/tG3bL+3DEZF5JBXHotOmTVM+h5MnT+bbXMte7nBbW9uWLVtuuOEGWb4iiFBDeINP1ozLkAAAYOHnANINn6e8Zm5Se64s//VbM43nkWg0euGFF/rtj77QPP9de3v7ww8/LKdU0p8u7B5KlOYyl3ojMgi5+uqrEx4xPbxJGPAoqTwZb9BjUywxFIvF9KyXDIH09eW/cv/Nse6PfvQjusHrHz9+3HGcmTNnjhkzRilf4RkMB+EZjwU/ROh6BwAAVlrL91nBpjSE4Q2hVMEwT9dL9RWUsgF+D/EbK5XwWSRqE9fW1q5bt07PfuzcudO27SBBiyVKUPT19b388suemSuSsMeagl6pUhWwpKREWSJFo1EOX4MUkTM8tXFqL7e1tdUvXWN+bCrTC86dO7e+vt7cT4+fxRrKEQ0ODhrm1NKVlZXxZLhyV5csWbJw4cJQOxwqo2U4LLgMCQAAaWe+QAzFAMXQ85rMDJjbgp7N67AFoEOtzyOO5GxC7KOPPrKCXa1pa2sL/qShCvFZPiUQR40aZXhIbW2tHmomvIgVi8WUKDTpuYmsRFUuUtny5Zdf3tzcrL/ResRC61x88cWHDx/m8vf8hnqGUhxucSc95YX86Ec/Ch6rJ8FwWJCVAgAAgLRLcyiltHQxCC9FSnhTW1urVGJgSsxADVZDaKTPVeXXQN+zZ4/MSPBbPHbs2FmzZlGJtv7+fuVR+/btmzNnDt2ur68PPrvRuHHj/HrxOY4Tdi48ekW2bZeWlnIlA3qlfomp48eP27Ytg8PgZT+UpzZHREm3+1PJSlmBIzHa823btnE5Ddu29Yojnj0GOdDil79ixYqEz9jS0nLnnXcmXC05yEoBAECGYKLeYpbZrFQkEkE0lQrZ6k3YvP7+979PEYvruobmciQSmTVr1he+8IVf/OIXyhZCNTcnTJiwZcuWII8KOFFswojLtm0+W/3gBz+4//77E26TI0yaMZYWdnd3++1zdXX1vHnzHMcZN27c0aNHaWHAhEbYsVJJN+5TyUpRVwR+asOEv0S+v47jKMmohoYGWc+deL6PnArTXzXnqegNSmWuwyRKrQAAAKToggsuyPUuQM6kOZTilhnfQDSVCtmQNbe8DeXjdK+++qreJe+ZZ55ZsmRJ8BbnyZMnaeV0NVL9qk3U19d3d3cfPXrUcRxuuOud9Do7O5Vy5O+88w5npfSuhvfdd5+yZN26ddbQGDA5XitgzKOMJtK7/HlKGMzoUsxKKe+Xua66XxfTEydOuK5Lx1yuTwspGeVXc3/+/PkfffTRvn37lLvk/FTJQQU/AADIvuAzzsPwk+bmhWwUcgQVGZLe5yoGwbNSng8M1Xy87777uEuesin5b2lpKd1YsmRJwO2fOXMm+G4ogXdtbW1ra2tVVZVlWatWrXr66af9Hqi/3k8//ZSXBCmAUVNTc/3119NtTknV1dUlHSuaa6DzZtetWzdjxoxQW056l6jghLJj5q6GfAxlZ0XKIHl+xjw/sfxJtm1706ZN27Ztk3f5PXvYLhOGA46sFAAAeEqxe17AYk4wXGXkSi23hpVmMQKqsMzJJUt0jnIc5/Dhw6k8FzWOX3rpJX0f5L9ybAztnt5+raurk//y1Zog7/6JEycOHTrE/8pxU/v27eNSOfqmDAdKLjecMc855xx9/bKyMr+2frrSrcuWLfvJT34il5hjsHg8HjCI5T3kAHjevHnKOuaQ2/zxS3iv57P4PaSiooL2s6KiwnXdhoaG+fPne66ZxJFHVgq/9AAAnvSe6sFRPd5HHnkkjfsDhSXjzQvXddHBL2kyuZSwg19PT0/wLfslo0eMGKFvWf7LPeVkmKd0nzNMDGVZVmlpqWdhCYof3nzzzddee00udxyHhzkxpfwoNROVXT1w4MCcOXMikYgcGkRnTMdx3nnnHV6ztrb2lVdeufLKK+kVyUiGpt/1ey319fUrVqxI8ROeRMIk7LQYo0eP5udSjpI5HEqiLLtnFoufRb86wLfnzZvH+2lZ1l133XXPPfcYX1YIyEph8hMAgEzA70uRy9KVWlfIzjMWCb9m7h133DF37lx9OBDzS85wZoZ5niPmz58vwzwlsKGyfn7mzJlTW1urL6fPxsmTJ5Wteb7G/fv36/sZ/HSmF6PjAhXK0+lTKkkPPvjgmjVrAj6pYWcylzNZvny5/Dcej4ftKWq+V9+aeftB+uBxoz+NhwVZKUx+AgCQIfiJKWYZee/RkS9d5CV8zxaq30gqOv40uZPflgPugx5aWJb11a9+1Uq2lNyYMWM8l1911VV+D9GLZOgCnsiome44jjL9LkVi+isyjyVNcfIo+dTJbSSh22+/fe3atYYVzHmnWCwWNmflV21Cvl65jr4+DWxL72HBVUMAAPCUYtI+lZYADAMIo/Na8A5+nvSAlsdW+W1Nr6umkKGF37nDr/vZdddd57m8ubm5srLy/PPP97zXcRw9malk1U6fPh2wzAY1023bViI6Sg3pryiVLtRmfJQyejXLcZylS5fKJUpeKO1TCXtuTWbD5DN6XnM5ceIEr5ncjgEAAASUYtIecVSRS38x9PRusMglzEr5lUr3y/wkHPq/d+9efR/kv+Xl5ZTPMYQu+oArQmOo9Pl8v/Wtb/X29oZqN8ti5ZZljRw50hASrF27lnNQdPFpzpw5crzWoUOH+LFKpGEu7JNiXXLeSIpbCMjztSR8CcoBaWlpGTt27G233WYl+kz6bUd5xqamJl6BAnUaGqe/oRUVFUouMbiijcqSqLYPAADBeV5VhOJRpM2LQpF0VuoPf/iDvlBOcxR8a3qVAsuyJk6cSPvm2ZhWOsXNnj2bblAo5VkewzDiyHNWqOPHjytLDAHJ7t27YJRreAAAIABJREFU+TZXRZdXoU6ePJncgKW0pPUzOlaKtkxlOc477zzPdYK/BNd1FyxYMGvWLPrXc+BTwl8UZbyWnM9Xzs+b3ggTVw0BAAAg7RBK5bXgY6XeeOONhFtLYpYqfQ5W+re2tpb2jWOAxsZGrrasRD5/+ctfLFHq2vNV+O3P4OCg4zhBZoUKGI1w5zFLK9rumZ9R0l+KdGWlMndBi/aQ6st7Jo3j8bi59roiXdFjkHVC7RgAAED24VJdkct2KFW0FSkiPsyPCp6VevfddxPug2z3BwwA9FCBMksc3dEN13VXr17tN6yI54nima+U847fOCXLskaNGhVkP4OPlZJ11ZWi7Z4Nd56rt0DRMdGryae+zVQECR31z0PSvfsAAAAyJOcdyJNrYUK6ICuV14KPlQoiiawUPaSzs1NfThPFcvhh2/bBgwc9N9LQ0GCJVNXkyZOVoIur59G/1dXVPBHweeed5/kalfIYfX19tm03NjYGeVFM7yUYNjuUlhRNRnMvvHsNDQ1Tp05N7zYzKr2HBQkuAADIBAyUKnJpLjuBINhPcgU5khgr5Tllk+eWPZfLgStyH+i2ElP5NamVwhK0S9xJb8yYMXJOp+rqaiUgWbRoUXV19aZNm6yh4yZ75fm5+eabu7u7E67mJ7nwoCDS+lQCUe+rmfTWMncFznXdPXv2IOwBAAAIyK+FiTZ5diArldfWrl07d+7cO+64w0pHq12Z28dvNRkvKfkiudw6Ox6TG/zjH/8oV9Yv2PDXu6Gh4R//8R8t/wI4b731lnV2/zS/knqpxFFWsgn6/G/081CodIVAmZ5AI+FOmmsqAgAAAGRNmkMpjoxdH+l9uqKSejtYNoJDVfCT3QKpZx09XDapE24wEolwXUHOSq1fv37WrFl62YlJkybRjaNHj8oQa/PmzXxXclzX5X6Ap0+f5lIZSiAX/LOa/9EUSVcIlNGsVBCZm+lruJJ1/wEAACCN0t8kQryURqNHj7aGWkLmCn779+9PuDXZCDbkcGQxQNnD0NKmpfKLIvSxVZao8dDQ0MBl8Xj7Suucy21n1KlTpwz3+tUbLFzpivoympUqiD6TAAAw/KAFC0nIyNVlw2cRualQPv7444BrBpmrO2Be4tlnn+XbX/va1+bOnftP//RP9C89vLKy0q/Ln2VZFRUVnvUn+CHf+ta35KPk/FQJoxc5+W9lZWXC12LmOE5FRYVSEp39y7/8S0tLy7D5uKYrRAlbPB1ybseOHR0dHcPmkwwAAJA/0lx2AtJLlpjz7FVl23bwYfqGrlmeeSRrKCqWSSTLsqqqqsztctd19cGO8iEHDhzgDcq9Gj16NA2L8tv+mTNn+HZVVZVeqTzUIMuSkpK2tjbHcTwP4Je//OXhlCHJebXWgAplPwtIpoe3AQAAFC20WvKanPjIrzFETU8OIag3IAUkynVopUWllJcIshuG1ZQWcEdHh1JL0NBE5qwUF0w3rMy98qqqqgz7HEQWpt/NH3nemOZBa5B2sVhsOH2SAQAA8gd+XwuG0hiiQEgv2EDDq2go1JtvvinvUmIDv6IRHM8wHlhlDoeUJTQ3FA95/+STTzwHaNE2KS9EBdOnT5/u9yzTpk3jjYTtZqY31imp5feihtm1/EJpTCc85pioNwnD6ZMMAACQPzLeusKMy6mQHfyUxpBSi++jjz6if+UBVxqdFBtwLemXXnrJ80mp/riBLE1uMGbMGEtMJ9XX16c/0LN8xenTp/0mvJPV25Ie+yF7CeqxqFQo4UcQed6YHhgYoBsYiJUJOAkDAABkAsZK5TWqPG7AmRO/inyRSIRDDspKlZeXDw4OWiLQ4slbKysrjx49KgMwirs4onjxxRcty+rv79fbu7wOJ7UWL178la98RXkJSmEJJVapqKgYP3782LFjDa/X767genp6+HY8HvcbJ5bnsUdYeR6i0GeSue6ZSGSE38oQFmpOAABkiBOJ2DjHFjGEUgXg5ZdfjkQiHR0dnvdSdBEwU+SJO/7phRyUvBb96zmxDwceVEvQcZzLLrvMGpqvqaSkhNrK1OtPfxRpa2vj2/wQw/oZNZxSUgUHcVQmIEAFAPCDKfggOWgsFgDPwSE8SW6o6MJzZcOgIApmlHu5i6C+P8q/vGWOvhoaGgyPcoZYlnXjjTc2NDTolTM89zOIEydOeC73e+3DLCtVuFz3DP11Xfe5557L9e4UJMpJIo4CAABIL4RS+Svg8Ibg0YU+Ey47fPhwkKfwy4yx2267jW7whFGG3SspKfErRG5Z1po1a9avX68slOHNVVddZd4ZBSfuLr30Urkc2ac8RwEA/S0vL0dfNQAASDse2g0QChqRBcOv7IQVZky5fJQscf7hhx9aQ1Uu9CSYMhDr3HPP1bcci8Vc1125ciW1dDkfpey2bAd7dhS0bZuDKz3IkUvOP/98j1cYwNatW+W/hirzSEzlG8S9AACQdi0tLV//+tdzvRdQkBCCF4YZM2Zs2bLl4MGDvETpQReQDIr4Agw3T7mKmtkll1zidxfvDGel6F+9wLon5eWYX1qmW9WxWGzPnj0ZfQoIC8EtAACkl+u6XH8LICxc4i0MR48ebWtrU8owRCKRpqamvXv31tfXW9qIyerqamUj3/nOd1asWKHHSwFPH5FIRMZynji8UXr3cdjW399vWZbruvPnz586darSu0/OJerZOZCLpE+aNCnIPgdhCMnyvOpdEUJWCgAA0s48HgHAAJ+bwuBZ6cGyrK6url27dl100UWWZdXW1lqWxdFOTU2NsjLVJdfL4gXnV3Ldk4xDuC8fVwjctGnTAw88oD8qSFaqrq7uoosuSv0CEvU29JvDCvIQrhoCAEAm4PcFkoMOfoVB/4bzkg8++IBCqYQPURw6dIhu8JWYEydOVFdXy2mXPD3xxBMJ95MHStHG9VDQMEJJuaGgRLyFEKgo4aohAACkHX5cIGn46BQGcwEGTwlnmuKqfRzVnDx5Us9lKcwTLyiBkGEol9/+B8lK4dLRMNPR0RGwLh/eegAASLuwU8sAsIyHUq7ronhxJoQNMwxV/oJcjOGHz5s3z/CG6lkpv+FGCUMsQ8flsFePSktLW1paQj0Esin4DxguHAIAQNrJ6sEAoaBdUqj0NuWECRM8l6dXwOnA6ZTEO8MDtKhvHvHcVW5VGzJa+tWjH/7wh/Pnz/fbmdGjRy9atAghfd4K/qFFr04AAEg7pKQgaQilCsMnn3xiuLeyspJvjxo1KuzG5RlEFqUIPl0VU9rEvGUuhsE3EpZxN2ellLvmzZs3evRo89aMOw65hHcHAAByCF0eIGn46BSGvr4+w70TJ07k20lM1/3oo4/u2rWLbgecACogw7nJ0PePxOPx4Fkpa2h+YU+9vb04S+YzvDuZ5oS/LAIAUDxwRQ+SltUWTCSAbO7PsPTRRx/Jf1euXCn71Hl68cUXt2/fri9fvHhx2GdXTkaG7lh+rWcZXwXPSlkih+ZZOB5nSQAAAABIryyFUsHDJARUAfnFBjxxE7ngggv8ttDf328+1GPGjNEXfvrpp4aHBE8vBIltkhsYw3NYQaFAoAsAABnlumcM96LmBCQtG/NK6e11pQCAvkIkEkGRADPPoGXy5MnKLLqu6/q1U3fv3k03ZCIrYQc/8wy/2WkTew6jCh7jua67YMEC8/oAAAAwbEQiI3K9CzA8ZTyUkmGSX3QklyMlFVZXV9e0adPkkoqKit7eXv43YaZIJrLMkVJucc8927b1hJW5MocS423atCm9+wapwOVAAAAAKERZ6uAXfHYpXg0xlUFpaan898yZM5ZlDQ4OeiaFQmWKBgYGzCuY01Zh28TmhLuCe+6ZX9GJEyf0hXo8iU5lAAAAAJCKfCycha59CcmSfWxwcLCqqor/pZgnGo0mUR7NEMd6BipJoL0KlXA3R3GcTzt58qRcvm7dOguBEwAAAACkWzZCKYRGmSBjAw4eysrKLMui3n30t6SkxBBFzJgxQ1kiw5X+/v707e//xx+GJEpKcJ13z9wXz1ilWLZsmeu6+oRXKMCdWzgtAABA5oTq9gKQtGy0JtFVLxNkJNDR0eG32jnnnGOIGcaNG6cskRNYKRUsci65Oa88I8mEEwQDAABA4UKdCciOfLwwj9ArCBkJ9PT05HBPssY8T7EfiiSVJBiyUgAAAMXGiUQ8pyzHPOaQtHycV4puoP+PweDg4GuvvaYsHDNmjOdBM6dfwgau5kJ5WVZRUUE3kpuBCgAAAAAgaRkPpZRC534xleEu0B08eHD16tXKwnHjxukH8IMPPjCkX0aPHm14lurqan1hcr3ssiwajXKRQ79IEtFXznF1ewAAAIBClJuyExFNwodAQsePH9cX9vT0GLJSXMjBk5y6l+XVACq/0u0jR47kKBEd+fLWjBkzVqxYgS87AAAAFKjszSsVfM1h2bTSo8eAWbi6urqAT/HEE0/If3mWXj2WiEajAbepU0qNZ83kyZP1hYYJhTl75ld2Il07Bkl78MEHm5ubc70XAAAABSzpFiakRfYalG4wWdufLEv69VJ984A+/fTTIKuNHDmysrLSsMLy5cuDP2kWuK77+OOPh/p4jB8/fvLkyX4PQfm+fICAFgAAIEXF1qLON2jK5LsJEyYEXzlgTYgTJ06sWrUq4WqeHfxyJVTw09vb29bW9thjj1k+7XXPmakgy1BHEQAAAAoa2jHDiufYJz0ICdhJ7+jRo2nYpzQJ2+bmqhJIQOUtzO4FAAAABQ2hVL4bMSLEHHOe5fU8g5CC60SbRJubXjgSUHkLWSkAAAAoaGjH5LszZ86YVwhel8JAKURx6NAhujFp0qTUNw7gB1kpAAAoaDZGJRU3hFJ5rbGxsaamxrxOwroUnq1VHo9IwVJtba2899133w248YCyNvxRltNAMz3PxeNxZKUAAACgcOVpOwZlHC3Lcl23qalpzJgxwR8ybtw4faGhtfrhhx/SNKmec1KlVzQaTWVK1oBt7ssuuyzsQyCHEO4CAABA4UJbc1iZOHGisuTtt9/evn27spBzRBxBXXnllS0tLbyC55irFO3cuXP37t1JP9yvzS1327KsP/3pTwkfAvkDI9kAAACgcCGUGua6uro2btyoL1eSfhMnTly0aBFPROBZCTBFmagx4Lou7TYvGTVqVHqfAgAAAADAU8ZDKb85mM0yvVeFInN5FSVk2rVrV6ZzOClWvg4YhnHBjOAPAQAAAABIAtqaw0rYnAwPXurq6pLLe3t76UYax1ClmJXyC8OU5XLKLHTwAwAAAIDMyXgolbXSbcNSkNhj2rRpfPvll18OuOWrrrqKbnDUpDwX5QbTmNjJUFbKsIfISgEAAABA5qR/SIzOdV1qlwcPq9DHL7jy8nK+ffDgQfPKHR0dFM+MHz/e0pJRGZVijigWi4XdrN9DAAAAAABSl6XL9hREIUAKK0j4oUzR6zmpLh95Qy87z+cqLS1NvJeBZSJNxNtE/hMgFNdNMP03AAAAmKEHVF4LEnuMGDGCb7uua55UN2x3uKqqqoQ7EFCKHfwAIHUyfIpERhjWBAAAgISyF0pxoe20rzyMOY7T399vXmfq1Klht2lpOSjXdXnJ5MmTefknn3wSauPm581EVgrhWUFzIhHn//f+RYYk41z3DMInAACANEJWKt8lDBXGjBkTaoMUz+hRDS+RnfouueSSUBs3P28mBi+htsTwgCZ+FuAgAwAApBeaoXnNtu1bb7016YdHo1FliSEwy3R6J0Pbl5tVho0BALGR5AcAAMgAhFL5LngEonSJdF13586djY2NciEPWHIcR3bkszKf3snQ9uVm01skAwAAAADAAKFUvktvBMIDluLx+De+8Q3lLn39J554Io1Pna5NSbLTYNgZigEAAAAAkoZQKq/J8EPvrZeEHE5oG4/HM7p9y7ImTpyY6acAAAAAACCFFEoV4bRUsoD42LFjwz5cRmLc+Q0l7wAKUUQwL0xly6lvDQAAoHhkKpRK+48xba3YfuBlAfGBgYGwD5eJpnPOOcfyqUheWVlpiRDr9OnTye1tzi1evDjXuwCQKZ5TRNCSFGeP4MfK7RTbyRYAACAJmc1KpevHmLdTbJNNJTGt7cmTJ/m2fOzIkSOVDR45coRu0Ky+HGKdOnUqhV3OpemXXZ7rXQDIhozGOYimAAAAAhqZoe26rivzSEmHQPK3vNjiKGsoiVRSUjI4OGhYp7Gx8U9/+pNcWFFRYXkNf5JZqePHj9ONYTM1kxtxotFoX19frncEIOMikYjfKTH10yafwAEAAMAgU6GUdfaPcdi0kv4rXoRxlDWURLrgggsOHjzouQKNgGpqauJck8xE6RktmZWifn36yseOHUvHvufG3//93+/fv7+9vT3XOwKQKYY4R19uiLgAAAAgRZlNR+g9+P1GNhtGPKc4DKCgURLJkDUaPXq0dXauSa5sTjetXLmSn0Uu52yVVWgH33UjS5cuveuuuwponwGS5hdQuUOyvD8AAHnOdl3PKcsxjzkkLRs9uww/6uZqUWgNJDFWyjMrVV9f39vb63cvRVwcd8nRVro8f0eSOGIABcdvOBMtRxU+AACA7MjeIJngF0pxSZUljAqo2p6MHzwzUQsXLuTbev6KHivnuvXE5dTzVjwe9yxRCFAkinxwKQAAQJbloNHpJpL9Xcpn5jTLyJEjaepbjh8mTZqU9NbMqDNhnkNWCoqE4VSZ+okUGS0AAIAgcP0+rwUMDBzH8VuNytlxwygWiw3vpA3iKCgeSVfxSe/2AQDyQXKzjSsrY7JyCGs4t6qHAequ9vjjj3d0dFB9c0+yNIXS+tHn2+WOfBx1JDH5LwBkmfylD7KmUtfHvL7fAwEACkLSE5DKOcotkdVHPykICKFUXrNtO+EQJuvsVIzSDDpx4oRlWaNGjUr7vuWt4Z12A5CUH3vzv0lvFgAgnylxFM5gkE0ZnFcKUkcxUpBufryC5+lj7Nix+kIOOQz5roKDsVIwXAVvGShrJnwg2hwAMAyYT2WoygMZguv3BcBQlY777/EK77//viUq+/X09FiWdc4553huNvg+RKPRMLucM4ijAAAAQOamlA476MYMaYRQKks8R0Mm/DLzjE/mqhJyhYMHD1qWNXLkSMuyHMc5dOiQZVmdnZ1+Gw9OH3aVh+LxODr4AQAAgKSUiR5O0VRyLUxIF3Twy2sBcyx62oom5LVt2zDfbpBRWIxis4LgumfobyQyItf7AgAAALnnOaE5QOoKpn1c6JL70tKcUQmnnfW7V4nEUumkd/r06UKJpubMmWtZFuIoAAAA0EdJDbOMjV8Lc5i9zLxVGI3jIheq7ITyQPmvXyx04MCBILtBmS4AAACAPEeBhFLrHCDtMKqkMNi2feTIEb97/dJWShe+VAY7FUpKCgAAAIqKnmtS4igp4AR9AAEhlCoAlHGiChOeAhZaSCUcovmpJBqSBAAAAJAPDBUX/OYul3OUW2dPho5wC4JAqqEAJOzgl4UK4Hr5ijwcjOREIpZl2UjiAwAAFBMlMaVMVk53ua5Lf/lfK/xEfAAKhFIFIOmyE4rUq5kXyuxSAAAAUGwMgZASOCFkgnRBB78CkK6JklIf74QRUwAAAAAABC3jAhCk/16QdQYGBtKxOwAAAAAAgKxUgTAnphL2ACSDg4PKkpKSkpR2CwAAAACgWBVSKFW01VQSlp1QVmhoaFBWeP755z0fWF5eHmpPUh9tBSDZrosyIQAAAFCgCiOUKtogiiRMOsViMV7Bdd277rpLGU/Z09OTyg5wtQmMlQIAAAAAIPkeSilBVHFWXOGkU11dnd86cjbetNdGRwQFAAAAAKDI01DKc5K14oyjrKGslOu627ZtC7J+uir+AQAAAACAn7zLNugd+Yo2gmIJx0olLeDYJwyRgqR5TphoWA4AAABQKPIrfVHMA6LMQiWaZNxlbqeG7bmHcuoQFn8CPb/diKMAAACgcOVRKOU3JqrIa05YIjTKUG4qIY649HLqAEko8m80AAAADA95FEoR13UpjuIbpJgDqng8TkFUwNyUstratWv91ly9enVLS4vfvVy4Dx38IDvkIMmi/b4DAABAoch4KBUREq6s9/bRA6o071+BoOgoYFZKWW3p0qV+ay5ZsmTBggV+naw4GdXX1xd0RwH8mb+/8t6i/aYDAABAAcmjrJRh1IRMVWVxj/JIKlkp27arq6v9Notyf5BlnmESLVQunQAAAADksxw0o5PuqlfMbaxQWSmF4zg1NTWed3HXQU8oMgE5UeTXTQAAAKBQZCmUwsXmFIXKSinRkflRhntRZALSjrNPCddBHz8AAADIc1kKpYq5aEQaOY4TJCJNunI6QOYE+ejKEwUuvgAAAECey3gohSp8aUHRUXJZKXOwhLFSkCfkuQJxFAAAAOS/bDSjPVtFwcv6gTUUDgXMICE6gvzB33GZbtIXGm4DAAAA5KeR2Xka2XhS+M3MC1I8HrcyM1YKHfwgozy/1AE7++GEAAAAAPkse+kLd4hhnVCTUBWhpLNSZWVlwVcGyDJZiwLzyAEAAEChyFJWSscNJmSrgksuK2VZ1sSJE4OvDJArMppCHAUAAAB5LmehFFPCJPP0nSk+l6FxZti436OyH+AlPa9U2vcEIO30LxquoQAAAEA+y7vOXa6g3JXiVWolzaU8RcDkWEH0PlKSV0nPKwWQHfzNkl8xxFEAAACQ53KQlQreQkpj3OI3WY3sSmQe5i5beLkKopLu4JeulQEyB0EUAAAAFJYCy0ikGMOEbaKZA7DU9ycsJeypr68P+KglS5Zs3rzZ815kpQAAAAAAkpD7sVJBpCti8cs7mRNN+XmN3HXdzs7OWCyWcE3btj//+c9fdNFFni+kQLNSrnsmEhmR670AAAAAgOKFjIQvc/yWD/GVXxREk1DJ1QyppwLNSiGOAgAAAIDcKoBmdFpSUvqUNel6ihwWnwgVBfnFXQWalQIAAAAAyK0CCKVk/JNKLigTcVRuBYyC4vG4YU0lhQUAAAAAAEEUxlipzPWmy9pEwEkEbPr+hKpybn7ssGTnQa9LAAAAgPQq3Ov+w15hhFKZoHwoMz32KS3bV5JLwfvm2baNjnwAAAAAhSiJZiSir+wY/pkKXSQSMUy8m8+SzkoFKfQHAAAAAADBFVdWKmvd+TJEiYhCJZqKoYMfAAAAAEDWFFEo5TffLhQ6zxQ23mUAAAAAyKhiCaUyF0flsMmelmLohU5/Z9E5GAAAAACyoLg6fZnDniwXosiy4d3Bb5i9WQAAAACQ/4Zz81qnFJwI/qiAC7MsVKJpWGal0LUPAAAAAHKlWDr4SZ6d/fIhNApo+fLlX/jCF8I+ahhnpfTYCdEUAAAAAGRacYVSruvKkClh+MTr019qoOe8DODtt99ONzBWCgAAAAAgV4oolKKwRw+HEj6KV86fwVQUF6EYui7ngS4AAAAAFImiaF5bWqvac1pev5a3vnJuZ/V1HIfiImSliGf4hDgKAAAAADKqiLJSulCt7fxpmtu2nURWalhSemwCAAAAAGRNsWSlhpPkslLDm18nTAAAAACADEFbvICFykrF4/HM7UkOyZl5EUcBAAAAQNYUdQe/AsUd/JCVIvnT9xIAAAAAigfa4gAAAAAAAKEhlCo8PFYKZScAAAAAAHIFoVThQQc/AAAAAICcQ1u88CArBQAAAACQcwilChKCKAAAAACA3EIFv8LD/fqGa31zAAAAAID8h6wUAAAAAABAaMhKFR707gMAAAAAyDlkpQpPpgv3YcZbAAAAAICEEEoVHq7gBwAAAAAAuYIWOQAAAAAAQGgIpQoPT9ELAAAAAAC5glAKAAAAAAAgNIRShQdjpQAAAAAAcg4t8sITj8fRwQ8AAAAAILciqHydaZFIxCq0CuO0z9bQbvO/VqG9EAAAAIAiVIjtz0KErBQAAAAAAEBoCKXAQ0VFhfyXL2ng2gYAAAAAAEEoBR6+8Y1vPPPMMwicAAAAAAD8jMz1DkA+uuWWW1AkEAAAAADAAKFUlsjKDRIyPwAAAACQHL8WJmQHQqksKayQybZt1FsHAAAAyHN+LUyEWNmBTlzgAbMAAwAAAACYISsFHvSsVEdHx7PPPpur/QEAAAAAyDfIPIAHz6zUNddck5OdAQAAAADIQwilwIOelcLQKQAAAAAACaEUePDMSmH0FAAAAAAAQ+MYPOhZKdT0AwAAAACQEEqBB8dxlBqaruuiqiYAAAAAAEMoBR5sK0HU5LpnsrMnAAAAAAD5CaEUeHAjjnlO4UhkRNZ2BgAAAAAgDyGUAg9z5sw13IuUFAAAAAAAQikIDSkpAAAAAACEUuAtHo/nehcAAAAAAPIXQinw5pxdr++KxlvMo6cAAAAAAIoKQikIZOTRo7neBQAAAACAPIJQCgKJDJ7geaVQdgIAAAAAIIJeW5lGEUjBHWcnErHFPiv/AgAAAEDeKtD2Z8FBVgoAAAAAACA0hFIAAAAAAAChIZQCAAAAAAAIDaEUAAAAAABAaAilAAAAAAAAQkMoBQAAAAAAEBpCKQAAAAAAgNAQSgEAAAAAAISGUAoAAAAAACA0hFIAAAAAAAChIZQCAAAAAAAIDaEUAAAAAABAaAilAAAAAAAAQkMoBQAAAAAAEBpCKQAAAAAAgNAQSgEAAAAAAISGUAoAAAAAACA0hFIAAAAAAAChjcz1DhSLSCTiudx13SzvCQAAAAAMD34tTMgOZKUAAAAAAABCQ1YqS5B9AgAAAID08mthIluVHchKAQAAAAAAhIZQCgAAAAAAIDSEUuDLdc+kuAIAAAAAwHCFUAp8RSIj9IUyfPJcAQAAAACgGCCUghBc9wzCJwAAAAAAC6EUhII4CgAAAACAIJQCb/bZtTVtFHMHAAAAABAQSgEAAAAAAISGUAoAAAAAACA0hFIAAAAAAAChjcz1DkAuRSIRvu26rucSZaF5TQAAAACAIoGsVFHjEMgsYp3VAAAMdElEQVRwQ1loXhMAAAAAoEgglIKzUK4J0REAAAAAgBlCKfg/iKMAAAAAAAJCKFV0IpGIMvaJl1uIowqf3/sLwwPe3+EN7+/whvd3eMP7W5xQdgIsSysskeJqAAAAAADDHkIpOEskEjEkppS7/CIr1z0TiYxI854BAAAAAOQTdPADyzq7NF/qqSfEUQAAAAAw7CGUgv+DgVIAAAAAAAEhlAIPGBMFAAAAAGCGUCrvhK0Ak0rFGH6gvgV5l99tz8dmev+xfnrl2/5j/fTKt/3H+umVb/uP9dMr3/Yf66dXvu0PJAehFAAAAAAAQGio4FfU9MFRfsOlgq8JAAAAAFAMkJUCAAAAAAAIDaEUAAAAAABAaKb5WCEtMEYQAAAAALIP7fxMQ1YKAAAAAAAgNGSlAAAAAAAAQkNWCgAAAAAAIDSEUgAAAAAAAKEhlAIAAAAAAAgNoRQAAAAAAEBoCKUAAAAAAABCQygFAAAAAAAQGkIpAAAAAACA0BBKAQAAAAAAhIZQCgAAAAAAIDSEUgAAAAAAAKEhlAIAAAAAAAgNoRQAAAAAAEBoCKUAAAAAAABCQygFAAAAAAAQGkIpAAAAAACA0BBKAQAAAAAAhIZQCgAAAAAAIDSEUgAAAAAAAKGNzPUOQFCRSMR1/19797YtqakFALRqJP//xz3qPOxkx+MFF8hNa86npFvUYomyBOlPZLPl/zYqsioVLMKPVYWvpCtzSHzjpVjaBvq0GsX3Fn5rb1tv6Ru1+N5FQePdlmr3MBXf62buLInvvYR65wz3066yOtlLRwULiiRKuZaCylKp4fFNl2KpT7DEt7PIre/oXi2+d9Ht/pwoJb5NDW+M4vswUqkbSLwB3W6z3Oy04HaD09cnu/uMnCE/yhLR/vHNOhBLR5WcHsrYFilojOLb1Gkn+6gmxfcuEjXcof2mj3J6IPGN6N8Ya8X3qBTD+VZqdumH93abZUvbbYrbUrtF0gdabZY+EFufjXjB7X+XxXdbalkkfiCOFDz2LjbGZeDEt53dlhupvT7xPTqQ+MaV9Vm7PUzFt8xpG0mXGhtfpiWVepR4k0u8GnFfnk0kWHHuy00VvCHWGO9l2zdKvxPpH19tvIWjWu0WXzeKiuJ1KL6ckkpNLfKJVFqLFrh7Ph7eY8Xv/mXEdyrt4utRPQPx/RIepj31nwkpvl9CKjWv3Gde6/YZPB+P6lM/kXr/v9En9Z/gvAUSjp6gWZM56x49+Ldccf3lV4T4DlHx1udhOqdabUd8v41UalLx1yctWqOHcSM/wdrNnU4TqopBSU9Doth2bDCeLbdodMuDiu916Uy4fw2LbztH4/y5qrdrT+d2CqIsvrykUpMb+3bz5fHcUvDL9aZdcPFtJJ4tD0mxqO705VfunzPE6m68fQ8yKo5uFNddmeY6vLMkvjOTSs1onk+Qtd5Gdr9c//nv1l+1TbK3L3GaLc/TPMW3WKNvMGbe29ea9v7MRRcjmxVNoX+Yv0efAGv9v4ykGzH9Htts2RjgI7ljP0kimtrvk7zf78QbLshiVGouLZ7KV+4R7i89Tb7K1pxnNaf0wk21PnGpGxHxLdC00kSks/Tzt/r9WXz7O53AWSxrJwUzvZmZVGpG3d5umn79AIkgujvPb/gUfKqY/1bpQmpqePUOP4G7OFo85uLStRfvAB4Et2aC30R+m8pRm9n9+LXFxCGNtp3c5ZKbTgybv//3PVYTTqpY7tAMw7GO4lsrKOLbQUEli++cOq97nrVDz+XbMSr1HJMsIOMukHCaLUfKVjyNJYF7jPSlokNWy/CvpPyrBjd15WEqvhfVmtGXoLP0bYxKTeT0XyyZZLGv3bcm7u+PkY6vu/8M2r2iFt8Z/Ma3+s1WfK/oMwThYdrO8m3mquYbfakuvt/AqNTDHTXaxBe02nkH6deN8Vv5UZHJV7B4qnS1n8Y30RjjRcq4TjooiG+7Q1PLDA9Tr7ouSkSq/8N04I2CMlKpJzhq6sGWf5puxQ+knaedDjymS1WJbyJY4ltRPFgX06SK8aWFslZT0BjF96Lgq5CEpg9T8a3oaCX0rMUn6j5MW78vox3ft91DZILfxb7aaspQWat2OZ1aVeB2plajYIlvN2V1WDdYF5N2IrJeMXRrjOJ7xe7dOHKLHhLf4IFYWjXbYAWKLwlSqdllrRBQsJxA2QoE21IupCy1qv20lPiOUlCH4nsvuaO13YJVdiB+xQeXTkuJ74S6PX93S4nv80ilAAAAsvlWCgAAIJtUCgAAIJtUCgAAIJtUCgAAIJtUCgAAIJtUCgAAIJtUCgAAIJtUCgAAIJtUCgAAIJtUCgAAIJtUCoA7eb/f7/d79FnQligDtyCVAuA2dK+/xOfzeUmogOlJpQC4h99e9U8/m2cTZWB+f48+AYD9oYbdjtR2y2n7W6tTnfY8iy1/YM9f97yaJO39fgs6MCejUsDU3v8afSJfJ6vmOwQo6xC3vmZc879+Myi1AczJqBQw3u93Ecv/Pd1y8hfVj+8FrqLW86BpT61wAGZjVAqYRVZqNHkeRV1l2ZGc6gG0dGBmUilgOr894N2usP7x19Kr/mYaPjAhqRRwDzpSXyv3K6l2ZwIAS76VAp4msnReYiXA4CKBdRfoO93b0Qa5y+jtbr/69mx1rKwlyEct67fy+Xx+zuRo8bdEPaz+MG1bOUcf8kWuq2DN714MwQsy8htP958+89Oqy207v9EEmI1UCniOxITAit36ukcp21uVUnW7p9u93eWfgcqqzM/nz/v917ZUujLTU1Wv189u5acTsPgJpAse/W3wFcYrJw2zKjowG6kUMJHdnlnwnfRuv3D52dXyzxNrBqYXCTwdzciS3tvynI+OFT+H1Y9NbB9fUPGobPCUssTHxCJbpkdyji6b1+u1yqMi9Z++MhNndfRDVpulE5vt4U5/ZvxiS9RDOu1pd50A9ORbKWBSu93i3MGfz+fTaDwq0vW8uLe01U9Ln8O2y7sqW6WWWowYFPezs4JyVJnpU9otclSZqz+sXlfB0ciCK+11Vj+5+2xdFQDdSKWAGVVcu+90+GW7zemB9uZ9lXcHC/ZWdrimXdi6dVJ3JwWHKD5uZFzo4iG2thly8EdFEs70eRbEvaAqpFvAnEzwAx7i+nS7ox2udlulV3eX74hupPpHcWUio0PphOfiEdPTAifRqCoAOpNKAQ9RlkF9zpZ6q3WgPntjqSC4122Ptf2EqWfWFxli7XYRjq0KgOqkUsADHQ0oRZz27VrPi2tn1cu/RRaXe5LDf1RiZp0s4lVaFcPDCrDLt1LAXI4+5d/d4NdyvlBu3/Sr+rKJtdfmNGSoMGh50PjiFlfy/BaGnMCcVQGQy6gUwD/S2UXdeVA95541/eekuolUVCLNblTPR8uFb7fZvg7oE4ghsxyP7M5+fN32mgQwKgU83HYcptYOt39esUdYd2+vvfG6ghG86md1O7950XZ98KbDoY1qvn80E/+g1qnhqSDAilQKeLJgT7Egoyg7UIe9pX0WTrdsfTK19P/oaDWhNHLoeDW2q/nE+OSQ2gO4OxP8gCdYzmJ6Hc8aKp4ktjrK7s7TZSN7W80hrNu7vfhx1F2+rdpqNMOtIH9LX5zpUrnHWup8pUUsY3H6A6VewLTGz5wG2Nrt9Z52hRPpTaTjGO8cR/KoeK51fW+ne0h3RuMrp53uM35KWY562wU/PJHJnP5V4qC7W5Ztv1sqXvMJwYLFkY1U3dE3h5GLUI8FmI1UCvh2n8+f9/uv0WfRUHBxuQ5nUmyezvQDKvN2vnPVeOAWfCsFfLsvyaMKBvTmMVs3+taVeS8qE5iZb6UAnu+n6x+fXjitsSt6n04TvVdl3shsuTTAD6NSAF/tLp3Uec4zvTBJzzN5PKkpMDmpFMDzPalLOvC3+Pdke5rnAzmAI5adAHi4o2lpY5fDLjO8ex2pzNd96nMGu+u+DA80QIRUCuD5ihdDn9Dw9dyeVJnTGh5lgAipFAAAQDbfSgEAs/h8/ow+BYAoo1IAAADZjEoBALMwKgXciFEpAACAbEalAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAskmlAAAAsv0POQhuQSmL6qEAAAAASUVORK5CYII="
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"
    }
   },
   "cell_type": "markdown",
   "id": "21266fbe-f6e3-47d6-b22d-1bf157bd0fc3",
   "metadata": {},
   "source": [
    "以如下星系举例：\n",
    "\n",
    "RA (deg) 179.2824702886607\n",
    "\n",
    "DEC (deg) 1.1483788393060095\n",
    "\n",
    "![image.png](attachment:d1138868-5740-4555-87f3-872ff5272c55.png)\n",
    "<!-- <img src=\"https://dr12.sdss.org/sas/dr12/boss/photoObj/frames/301/4381/3/frame-irg-004381-3-0085.jpg\"  alt=\"ImageFile\" style=\"width: 500px;\" align=\"left\"/> -->\n",
    "![image.png](attachment:86a5db05-c1bd-4db1-9029-14087e1c2978.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5219b0c8-5825-4005-8ddc-74bc688a3734",
   "metadata": {},
   "source": [
    "dec\t1.14077\n",
    "\n",
    "type\tGALAXY\n",
    "\n",
    "u\t17.27\n",
    "\n",
    "g\t15.75\n",
    "\n",
    "r\t14.98\n",
    "\n",
    "i\t14.57\n",
    "\n",
    "z\t14.22"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "66eb9b0b-e73b-41b8-81ae-bb5e117f31ed",
   "metadata": {},
   "source": [
    "星系形态：棒旋星系\n",
    "\n",
    "星系结构：核球、棒、较松的旋臂\n",
    "\n",
    "星系星族：1.u-g>1，在静止坐标系中对应4000A，说明星系光谱存在4000A断裂，其主要由晚型星的大气吸收造成；\n",
    "         2.光谱波段波长越长，流量越大；u波段流量不强；\n",
    "         表明含有老年星族。\n",
    "         3.强Hα表示有恒星形成活动，表明年轻恒星组成的星族。\n",
    "\n",
    "星系组成：恒星组成中有年轻恒星，但u波段流量不强，说明由年轻大质量恒星的紫外流量受尘埃的影响较大，该星系的星际介质中有较多的尘埃。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ec7f0778-0bac-41a4-aa45-0e09abf2a83d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking in indexes: https://mirrors.aliyun.com/pypi/simple/\n",
      "Requirement already satisfied: sdss in c:\\programdata\\anaconda3\\lib\\site-packages (1.1.0)\n",
      "Requirement already satisfied: requests in c:\\users\\xqf35\\appdata\\roaming\\python\\python39\\site-packages (from sdss) (2.25.1)\n",
      "Requirement already satisfied: pandas in c:\\users\\xqf35\\appdata\\roaming\\python\\python39\\site-packages (from sdss) (1.1.5)\n",
      "Requirement already satisfied: astropy in c:\\users\\xqf35\\appdata\\roaming\\python\\python39\\site-packages (from sdss) (5.1)\n",
      "Requirement already satisfied: Pillow in c:\\programdata\\anaconda3\\lib\\site-packages (from sdss) (9.0.1)\n",
      "Requirement already satisfied: numpy in c:\\users\\xqf35\\appdata\\roaming\\python\\python39\\site-packages (from sdss) (1.22.4)\n",
      "Requirement already satisfied: matplotlib in c:\\programdata\\anaconda3\\lib\\site-packages (from sdss) (3.2.2)\n",
      "Requirement already satisfied: pyerfa>=2.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from astropy->sdss) (2.0.0.1)\n",
      "Requirement already satisfied: PyYAML>=3.13 in c:\\programdata\\anaconda3\\lib\\site-packages (from astropy->sdss) (6.0)\n",
      "Requirement already satisfied: packaging>=19.0 in c:\\programdata\\anaconda3\\lib\\site-packages (from astropy->sdss) (21.3)\n",
      "Requirement already satisfied: kiwisolver>=1.0.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from matplotlib->sdss) (1.4.3)\n",
      "Requirement already satisfied: cycler>=0.10 in c:\\programdata\\anaconda3\\lib\\site-packages (from matplotlib->sdss) (0.11.0)\n",
      "Requirement already satisfied: python-dateutil>=2.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from matplotlib->sdss) (2.8.2)\n",
      "Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from matplotlib->sdss) (3.0.4)\n",
      "Requirement already satisfied: pytz>=2017.2 in c:\\programdata\\anaconda3\\lib\\site-packages (from pandas->sdss) (2022.1)\n",
      "Requirement already satisfied: idna<3,>=2.5 in c:\\users\\xqf35\\appdata\\roaming\\python\\python39\\site-packages (from requests->sdss) (2.10)\n",
      "Requirement already satisfied: urllib3<1.27,>=1.21.1 in c:\\programdata\\anaconda3\\lib\\site-packages (from requests->sdss) (1.26.9)\n",
      "Requirement already satisfied: certifi>=2017.4.17 in c:\\programdata\\anaconda3\\lib\\site-packages (from requests->sdss) (2022.6.15)\n",
      "Requirement already satisfied: chardet<5,>=3.0.2 in c:\\programdata\\anaconda3\\lib\\site-packages (from requests->sdss) (4.0.0)\n",
      "Requirement already satisfied: six>=1.5 in c:\\users\\xqf35\\appdata\\roaming\\python\\python39\\site-packages (from python-dateutil>=2.1->matplotlib->sdss) (1.15.0)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING: Ignoring invalid distribution -yzmq (c:\\programdata\\anaconda3\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -stropy (c:\\programdata\\anaconda3\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -phinx (c:\\programdata\\anaconda3\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -dna (c:\\programdata\\anaconda3\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -cipy (c:\\programdata\\anaconda3\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -yzmq (c:\\programdata\\anaconda3\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -stropy (c:\\programdata\\anaconda3\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -phinx (c:\\programdata\\anaconda3\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -dna (c:\\programdata\\anaconda3\\lib\\site-packages)\n",
      "WARNING: Ignoring invalid distribution -cipy (c:\\programdata\\anaconda3\\lib\\site-packages)\n",
      "\n",
      "[notice] A new release of pip available: 22.3.1 -> 23.0\n",
      "[notice] To update, run: python.exe -m pip install --upgrade pip\n"
     ]
    }
   ],
   "source": [
    "!pip install sdss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3c3d770e-d708-4a69-a79a-2a8b4719b879",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Empty DataFrame\n",
      "Columns: [objID, specObjID, distance, ra, dec, class, subClass, u, g, r, i, z, redshift, zErr, zWarning]\n",
      "Index: []\n"
     ]
    }
   ],
   "source": [
    "from sdss import Region\n",
    "ra = 179.2824\n",
    "dec = 1.14837\n",
    "reg = Region(ra, dec, fov=0.033)\n",
    "df_obj = reg.nearest_objects()\n",
    "df_sp = reg.nearest_spects()\n",
    "print(df_sp)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f764d8fd-c4d5-4787-b99d-14f65df3dc8f",
   "metadata": {},
   "source": [
    "环境特征：该星系附近无其他星系。"
   ]
  }
 ],
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