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@baracoma
Created February 13, 2020 12:03
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Imports\n",
"import xarray as xr\n",
"from affine import Affine\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import cartopy.crs as ccrs\n",
"from cartopy.mpl.gridliner import LONGITUDE_FORMATTER, LATITUDE_FORMATTER\n",
"from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
"import matplotlib.ticker as mticker\n",
"\n",
"# Read the data\n",
"da = xr.open_rasterio('D:/Data/SRTM_Ph/srtm_luzon_clipped.tif')\n",
"transform = Affine.from_gdal(*da.attrs['transform'])\n",
"\n",
"# Define extents\n",
"lat_min = 13\n",
"lat_max = 19\n",
"lon_min = 119.5\n",
"lon_max = 122.5\n",
"\n",
"# Define the projection\n",
"crs=ccrs.PlateCarree()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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jtVgS3cyxHzym+fE5cVXDfEE4PyEkMVKnyM2tZkDW4jebt3IsDqXTDwXO6aR2qqMGdE67M94TjCFcz1VPcbuANMX9VBeE+uMJ5XtjgsDyvYjNuWHymSO9rjV7qQPBKpHrrQaZ+hjWjwxdrmWLaYN2nyJIbwIuEaKNozqxtCPBtBCvAu1I8LH6EQPKvRQZEnoC2RiII+T6FlltlJcZtDKinFIoMi25euNzX1Z3vWu+ojzalowMd7V323e5nDJqVOYen2imN5sQnj5Cjo8wiw3NJFbSt64xNwsl3/tNFzIZ612k2nH8rnHIaN51DCeKtTt3uqbVq3eqpO1QHhE8MpvizmfYGyVX8Z7R313QvH8CEhNtAtl1RztNaHMhXQRsA+IEcaji94HQjmH5fsTkC7YdJkDFenPtYjUToTrRTGj8vCNYzY66UUR4fIRdNdiLG6LlBnM61UymaQknM+RmoYGnf+5DF0XKGn+70E7VgIHs3Q8ab5C/AbcdQn2n7SbetM3wHrOu8e8/wDQdzUlO0u3I8ebHD1WQeT1HvFe7jshCG+D8ROUOVfXdP+3v/BEOeDtwTq0cvdvuTJK2QzYVsqn0QxlFhDTBlC3V0xl+MsJcLWifHFOfxGQ3gdErR/rpNdG64+Rvlow/rxk/73RY8rmjHQvVuUc8RBWkrytspR2m9DYw/azBx4ZgYPTSE5UQlXDz8xjpAqOPb0lel8Qv5phVCWmCn42RZ6+QxVo5m4sr/M1cDdNjnUaXIkfyTK/I7z/GpOnOkW+f0PwGz+HQadtXvolAvucQEX3+1io5bgw0Ld0spT0rNGMcJ4RUX+Pq/ZSQJ9qtC4EwznGnEy2tb1XDhIgakH2HOGQ0PwBIou1rkyZqHNVP7NJfucNiiRkV6lmzWIEISR5jNhWhabGrmvHrJbf/7IzikwX1ByeU5zG2CTQTQ1R6Tn7ZEnpNium0mxSvPT6xdCPL7OOG1XsJpvPEi4bqPKM6MuSvA10B3UjYPIgwbkK0ahGXUj8ak31yg5kvYQga65LQdZjTk509hA+70Ypxgbm8IcTRVuH6tRnK15VF3u+EbV/1N/c10xlezxBsjKgdyNWcBGjePyZEQnPUK7lbT5dbyqcTirKBLMFnCfZ6pffT62jeLC2/CxwCzbuMPc9f6TkLSWItFQza+s57X95xocOKVQXWYj59RQg6GyVlg7Qd4083W76kOhZCZFg/CZz9pXDzJzHxImBaIIAtoToypHNL9rrCZRFRHcAFlh8V+EgYveo0uDQw+sLTjoSbP0nURuI4IXu+ISQx7mREEKEbRbTTiMlfXeBfXKgz32SkXbLI4icZ9tVcT4y2N87q1/h+Fe648vUYujQSRUjQkmo/sNwR+N0X9G6KO0+evmVtjfJwziGrDfF1SnU6o54aJp1n9SRm/EVLvOq045QluGnC5oMR+asK/BHRxS2s1kgU4b7D0YRDoHmXsVcmhKbRk67tVLY/m24/iIMnDb2vcBjldEc50c0GWW5oz5QYjG4rNh9MWb0fISruBWD+M4PLAvEKNo8DtlatTIjg9scJs99AN7Jkly226iheCouPMmztSW89pg1c/ROdicovdIbKx5bw/ojsdQU+YOuW6mFK/qLadonCKNfBy3EBTbu7EluLplSxvu6e3A1vEAH78z53As4QRES+fgL828ps/rH3MwQZY7RzZo2+/ihC4lgV0tkY6gapO/KLhnqaUZ/EasHRBsymxU90PCX+Yk50m0PndSYuTzUILb7bkYRDoPkBIOxf2WPtNIS6QSYj/OVrzFnf2uxP3ubhmPooZrzWk3TzOGPymyWy2pA/N8AY+mQpv7QsPxDK9xzuZYT/yYbwSU59JEQlIOBS01tG0Iv4AqMXDabx5Bc185/lpDeB7BqyG8/6gWX2cUt6UxNEiC8XBGsY/6pTEliE8JOnyGKjNhjeE46nSN0gzX7A8Hp193vK4K/gaO4EnD5bCU2r5Pkbg5nfutbG/yPuz4iqfZtGX2sSa4CJoi2puw1CeQaRxZYttk1pcyEqA6ZxtCcZLjUUny50cPXFJdQ1xL1ifJTfJde/AxzI4HcZeyfUtnxwPRkcPP7Va+Sj9/HHE6gb3KNT3DQjmtfkFzXtcU6Yjog2Hikbyp8/xI1T8s+XBCMsPoy4+RNDdRogCtz+wuEuU+Kl0E4D4rXt3Y4NxWdr2mlEiC2makkv1jrG0DjldVrYPBCqI0Nx6ekKQzNL8Kml/vBEOyHGsPoXH/a8jCdkCX6SEUaZkpsivXtgt3utzn15uHIPQ7YzZDXDBLhYo4OZvV5n2AwxTD+b8ag/ib/FFvg3mXTtbanYft+XS5LnmOMjDTKjQoWK2eA5FKtx2SjHFwnVwxzTQVQH0oUjWtaYxmNrr6uOJznMJoSP3lPtzWaDf331ZS3St4xDRvMDwXBlkzzbnZAAL19rGQWYTY3MW9zZFHEeP4oo359ga48fp/hIWH6QkV1HtGNDdSL4ONDNnNZRTgiFIyot008C2XVLV1jyixpfxIw+3yBNh1QtfppjakczSzj+5YbV05xuAt1SWH4IxStD/lpIlk5PgKczusJQPNsQJgXBWnyRaFl1qW6A9JYYg4vcnSnl4euvyGbulE7GKJ/VdXf2fQfndye73QkGv4rn+c6w38of0Pv/hrZVlzxrlQiPI0Km7XqzqhHvkU1DMtdJ+fLM4hKzHemQLtAd50Tziu58QnS50p1c0zFhUxGa73bu6RBo3lEMLd273INXkVuvojUPzpQAXm+QPMOPU8wy4BOLXVZERqjOU1wOxiX4WIjqgMsN3qrHjATBvIxwSSDaCOncEC8Do5cNiw9SRi9bulHU24BWlE8nxLct8fUGf1yQXpa4PCZeeya/tWQ3DtMasmuPBIjXekK72Ghm1XS0D8aYssOsmp2fzmqNpClhve4nknWhnV+tvzEY3NkMQZ/59ZnQfim160L1ZVS/vTM07V2DrTfLn6+bBB9ut3f7YYqar8jC7ryG4UIxZFQ9H0OfwYQ0xo0SXGbxkRAeFMTLFqxQnSakNy22UbHk+ukI0wa6mTD9hyXSeeJnV6pXAtzzV1//IfsWcSid3lUYo3xMFH1ZFzKcGFW/+7rroKoxmwZ3VGA2LWZZ4rIIWwfa3BCM0EwM1cwgDpqpTm8XLwNHf68nX33q2TwMpEvP1Z/q/NHqSczqSUy87rj58yM2ZxHtJCYkure7PstxhV7P0kUgqpRUrk6ELhXq4xhcwMeG5HWJLxKaaYy0HiKzNVqXUaFreJsWmUwIIWgAtfbLJ21/TLZBZu/4iIguwUuSO+3t7dexugmGvgQdAhLsgvu2zBrKmzvvy17gGcR1cbTlg0LX3Xm+gzQBa3XRnohqXoYWtuzI3xBZgrW4PKbLLZuHMfWRHlvTODYP1F518WFKvHJMPq/JrrXNPf50Q/l4BBfXGmTalrB8e540h0DzLmGvfg9tpxxDz1dIlu46E6NiV0J5D22HX66QqsE0DnuzxI9ykss16VWFBKiPY7pU8Am0I0NUwvTTjtGLjtUTQ7QR/MgRr4XlezpoufxIaGbC6GVHM40pzwybx0I7NrgiJkQG23pcYjCtJ3/d4lLBpVCdCsuPhPLY0o1jfCqU72mbux0ZMBCsUD2Z6PT2sW54MMdHukZmOMG9Ls274yS3t4ET7o4ghBD6ztyXsxRJ4q1RlJ7ksv0bYBew+vv9UpDZuz9J4t1+Jef6TQR3CVexdtuil7gneAHqWrVQeaaeyfokEKeGY6ZTwWRb6Gza6r2I+iwjvelI5h3pQi1YcYFoXmEbj70tKT5b6LJAY1RvNSp+jw/dt4ND6fQu4Y30fDgBgnNQeWQ8ItSNniAnR4SXr3e/B8JyhQn9Jkrv6WYFLrOkc0e8aGhGBaYMtLlw+tcrfGyoHqQUrwKbh0L6MmL9UYepDNFSiDYq3KuPrI4WFNp1tq2m/WajHIi3hm5k8Yl2pUwHtgLjAIEgqHmWBZ9agoH2KKOdKN/gRxnSun6kotKre09evqmjMWmqgWWvEzVwMnsHbrvCJbAfcMw2wwhNswsse/7Mb96XiPBmp0v6TRT+jQC3m7Eyfacw3okOvceMRuA8oa5hU2q3sMhUMT0MmoaAWVUkTcc4NbRjQ7zRbaIRepHoMkN+3RHNK8y6xJ8XOsD66lqFkW2HfPAE/+tPv/Hj9m3iEGh+IAgh6LCh02FKqRsC/SbDbjcJDeiCtsgSiegHoGlp3j8iqtUTuDrRbQXtyRhTB/K2Q4JlPjFEtxY38nQjME5oBHys5VawYJcobzCcU2WLGSeAJXtV4tOI2x9n5JehNzF3xMsWn1hcpplPVAVs5fCRkF5VmOVmZ7Qeq9COKCLAnSzBpLp0buvB0rZ6UnfdTmsTwnap3pDViLU6C9VzIr5UbQ9vGmr15u9vHvd9vuyOsG4/gxn+bghyogS0jEfKvwwt+NkEVkYnseMIn0WQzLA3S8J0RPl0SrxoMZ3HOC1F1w8s8SZQTyMtd1+1ZC/XdKc5yc0CW3sQof3RI+xf/RpzfvpWgwwcAs27if3Oyv7VdO/EIol3Fpl7J5UqSVuC18VwtGpSLq1n+rdzqve1RJHOkz9bcv0Xx7hESyTTwvRjWH5gCVGgPnGEKBDPrernVkKyCKQ3HdGqISQRq59MsaWnGRtGv21YfTRSnmbtqWdGd3uPImztSW51Rmv06Qp7syb2XlP84URMYsLVjS7KiyIkeEL/mrfEqeu7TF2361JxlzQPzg8yoTv8li+rLU+ClTsczvB3OH9ntir0Q5r72cogrAvDUGgIWhrBVrsiAG2DDOVVb7YuAEdTTOdgscLcLuFkplPrzuNjQ/koI7tusLXDpYbJF51mNFVg88DQTizxIiH59StIYkyr7338ySs4OcZ98fI//TP3j8Qh0LyL2Pe+3dfShKBtzrRXew6/aNvtFTXU/SK2ttuaRkmeEV8skc6RPYd4mdE8HNOOIsQpn3L89x3NxNCMhdlvPcunhnAesLOGNorJnsd4q7yN+IRp44kvlpg20Ewto5cNQYTRs5LqPCVZtrTjlM25Jb8SNg9i4tKTv2qggfbxEfVxQnZZ9U6BuldKilxntqKI4O2O1KUPIFGkPMRei3+rodnr7ISqVuK370ANx3Mga7cl0T6MbAWCd7YM9AFln9chisA1SkqPCr3NMJ0+LlTx3FuShskIiSztkxM1lLeCWVYadCLb62MKio/nFJ8vcUVC9SClGRvSW09Udrg0xjQBMGRXahwWmhaqChtHOlhbljse6C3jEGjeBey1Socr8H7JINbutjbGfam0Ke+UTYM15pYg7n8nWQZlhbQRocgwiw1mVeHHGUFGdIVh/Ew9gbMm0OURLhZ8CsQe3xqkNXR5IG4FlwWMC1TnCfFLz+g3c5Y/P4YAfqwCvfxFSXuU4mK1kGjGBlsHTBdopxHdKNKTJxN8avFp3hObfluahBA004njfi2w7hoHwHHXEKs3vYIdfwL05G//s32+a5gVewP7XSxxbi+TMluRoRSFbm/Y74Ql2snysxG4gJkvcQ+OMcsNYZxjrhZgDdH1mpBGSKWzSxhD/ZNzmpke8+SowFQd3SiinqrLYX0SE5VausabjtnH2sFrT0fELy6Q4yPoHO7V62/ns/gH4hBo3hXs+c4M5KckyW7CeVjsjhKZw+zTlhT1vbHUnj5DxELwhFpJRik1CDU/ekA7ixEH6XVLclPhs5jlBxmbhwICPg7ElzHppVCdB8RBNwokcyG77kgvS6RzbH58gmkD6SeXLP/ZI2wdiFYtpvEgan4eVR5vheS2o8ut7pNqDeLBpVZvG/evrSw1oCaxamgmEw0ywevsj9MuWxhe5742Bu6WU8MQ4XDbvczmznHfa4HfKZH6gC1JrETtYI9aZPo3dYMUOf5ojJmvMLdrugcziGb4IgZTEKxBxjkhjfGJRXxAykbNrIwQ39aYztOOI5qjhGQO5YMY0wV8akjnHS4x2MoRv14Ttx3N+0ckv3lJeHBGuLrBL1bf3ufwD8Qh0LwDeFMPsv2+n9omjnadl+HKHUV3Bg55Y/dycB6xgENLDecgsrjTI1xmSa4boqsV7mREO8uY/zTB1oBAdeY5/lshXgW6DFwuTH/r8ZFgnMd+gp1sAAAgAElEQVQ0KrwjBIpfvsKdz/DTAvHK/UjZ4o91YVybC11m+zUulmZiya5axOnvbCkQCelliVmutRy0llBWyket1zrlnRe65cH3gbd7o4W9jyHwGLMjb4OWQwI77UysmeIg5lNrBrO7j31vmzzT92LIbuoSTo9gXYILuJPp9uG7WUp9FGOamHjZ0j2ZQgCXG7LnG9qHU7qxvl/RqqU6SaiODNmtZzPKMB0QAl1mmHx+i3Se9qTA5zH2ZkHy/13i6hoLuHsQZOCgo7n/MP0kcwi7dHz4MNOTnHuishAC5mh252eA8jTO9WtK9EQLbm+t7MA5dJ70Yk38cg7W4GNLvKjJ5oFmJvgIiPRr08HRb2umH3uiOnDyN0uKlzrBXT6d6Mnw+JjmJCMkEfnLkuS2oTvKiBcNk08qHcQU7Vh1hQ5nGhd0WDMR3VMVG2RVaukxDALuZSZ+uVLepG62St79iec7txfRoNsH3tA0hLrWY9FzLBJFu6/3g4vInliv19rEEZieKyoynT3yXpf0+YB/cKy8mVcBomkc8YsF6bwlWWhAjZYNydWG9KpWLVFktOP2akNznNBMDKZTK1XxEK8cpoPieUVIInCe+GqNy2PC8XRrzekur7+tT+E/GoeM5j6j903Z5w9k/2o8nBBJDFWtitiiuHMlv5Pu72MopbbfBzXIqmpdxzEtwClncvnnOeungWQOzakje2mJF4HlU4PpYo5+paRyc5KRXmyQTU10Cc3TUwCyz29xs3xL6sa3G/wkw/hAcelYvhfRlQbbBJYfGLIbLSGOfl1hVw2mavCTArPu/YGtgcbviFdjdPSin2wOm35v98BP9SMZ247Q0JXyX25fb3ciDcen3/E9mKPfQRKrVGCU48cFEgI+i5C+y0MtyKZWD+c0QapWfXs7R3wZESKDWWxAhPKnZ9vJ92AE03rMpibYEeMvGhYfJoRWaHJhPO90UHJdYy5ulBzPc6KPP8d/lZnXPcAh0Nxz7NtPhrYjGHaEaJ+hDCm7JAmSxLoYbOiEfFWQGTiJAaJyek6PoXOEPGX90YR2ZNg8NCS3geIL4fbPW0zekfx9TjYPnPyyxrQel1raWczqcUR6NKV4XlE+TInXnmReE5IIl0UEa7DrhsU/PSO7bkmezYknCZPn0OZ6Fc9fq/GWaTQIrH48xtaB7KJU68myukuEx5ES2qKDh1sY25O97R4vpcdkENLJ3jEcsqB9kZ3sCwO3hG/YaXHEbFvdZl1C22HqhDBSUp2y0gxjud4Rzk1L8B65mm+7VPXPHuKtaobEeUJsscuaEEekVzq4ms2VkG/HFtMqZ2OWJWSpdqesRT54D7me9xne/Qo2h0BzT6FX1r6TNEg99kyQQtPs2qn9aluiiLDu9xy96dPydRgsCaY6P+THGdXjMW1hSJaeLhXaieASsAuLswHp0/j1k4TJpxU3f5oTr3T7QXkKySKmnhqqI8PJokE2NenFDeFkRnM+UvPynnBNP58TnYwwxynGBcRbfNyTm795QXw5RRZrmh8/xDqnGpqyVCI3BC2lBp1NtxPgSWQJdVCHwabdlY57eHMkYLCRCF2/N2or6NMAFZzTrGmwF8XpoOP1fLtVQNoOuV4SbhdIH7ixFn95rR7I/daGkKZqID/KSV6tSMuasNrofRQZzdNTxAXW76W0hdAVwvTTwOhZSTuJwUD3cIapOtrjM9JPrnbe0PcsyMAh0NxbDD4pamHwRik0fNNfJQcTJzW8qnd7l91+afQNQUdExxKcJwDpdU16VeFGMaYNLG1Eed4/nXlEcwS2FuJNwCc6ib16ovNPBGFzHtEVSha7PCLqn2d7VpD++hXlf/YYu+noziZE12uk82AguSgxTUr661cQlN/AA+MCu2oIT86Rm93V2kwnfYDt5fltPzaQZ4TOIafHulzPGoJ/Qwn8VfIAdnNRd0YW3nTyC0Hb2zbWLhioRaoILFvdojms+S0rwt46E9U6ofqZsoJh2j5N9D07PyFERue/InUynHzWYiu9mFTnKvAzbaArYponOel1S/voiOhqtdvkec9wCDTvILZdkV7LsV3YPi50p/LrKxh4goFr2CdD30RPapYfqjeNLVvMpsHHFnKoj4RkCWElbN5zBIF0GWgLoTyLya47qiNDN1KyuD4Wpp92ZBf19jHD8ZRoXkEckb5a49MIU7XIpsI4R1G2tMfqYRPqhubPnuprFaGZRYw+XyObbkdaj0d60mapvsauQ/J8x8f0q2Qk7l3pMiW/w3q9G8RMEnxdf7O73BuCSPpxhkAvfqQvZXt3w60pfK8Ihj7DSmLCcrV9TRKibacqbEoNjqMcsy4JSUx6aTC3G4gjfJGoJ/NNSbSsqR6pkbtpHMXzlnYcg9jd672HOASa+4pvsH28o+UYFKzW9kvX1rvfDaIy/aO9+97jb3rlaugc0bpj+aMcQoptA5N/WIARjv9BqGeW9WMhjB3dyrB5oMblYJh8mhCvA5vHqrGJNirCCzYjveml9WWDzJd6cm1qomWJH2dK7MYRbpRgqw777LXaQYiwfhxrd+VVP5w5TjEXV7tJdSBESoZLp681ZAlSNeqF25Owocjgaq62CHF8Z2Zp257ey/i25YeRu/u++599yftmCG7D7d7IKoaAtL2t9+qpYzuYTeHsWEcb2t50PU8xi5L66bGOaBQWlwjxKEIC5L+9BhHcLKc9SvFWiBeVktN1i+l9eu4TDoHmPmN/InjgDgbupZfPbwNKEA0mYjCzMf5mvrufgQhlF6TC8H2S4Cc5wRiqhynLDwymBZeCrSY0U+Vqlh/oAjkCRGth/k86jv/K9lspA+WZweW6Frd46Sled9vBypD1V9l1iZQqrXePTrU7U9VQVtiLK3h0riXIk4eID3SFkF96XYIHmKVObvvVWg3X0cHFcDzVOai8nxuKI93OmaWY+ZLwyTNtTY8K5Xb61vRgdDUEDjMZK1lb1zvx4yDq+wZLz61VxxC4tzuxza5cK3JoWrV+8EGtIPrnI22rYr/5ApKEEFukabFlhyuifsVNoCusBvLTMdHVSl0SI70I5C8ccrtSS42XF3/Ip+07xSHQ3FNsr7QDDzMQlEObtp9p2porFYWuVzmeEW72bBn3g8wwDCgGMQLG4t4/x0eGdpZQnlhOftlRzSwS4PoXug2hHQndONAedyTjhuxfLnF/ecLqQ5j+JrD8UAgWkhuhK2D9xJCsDKOPF1RPJiTdbpqcoDac5rMXSG8xOrShZbHGv/8Ysy7pihnxKmArj/iAKVtdhHYrmKE7tt4QxGsnqJ8JQgSzqnRXVNdpWQJbTmRYR4O10DTq3WMsYb3+crdmCC6/g1zdGmONR9rBA6T/f+snA3eDzGSszy14QohgXiGjESGNtQ3uA6bRxX2mdoTIUD5I+vdfdDFgFqsrYhWQdUWYjghJtAt09wiHQHNPMfAwkiS7r4f5nSF4BA8S6QfcGEJZIvvWk/tmUPvqYhE4nkFkMTcrbNthminpK1j+bEI2dwQjRJVw/aeG8hEQwI47/sXTz9h0MZ//RWD9/5zhUojXsH4SmHyKji0snPIzHoq/fq6vJ0uQvoyRxUq7TkMJEwJiDH42xo8TzKbCpYZ447GNch0+idQqYaLmWNJ2cH6CH2WEWL1xo5uNDiuGQJiOkLJWpe9ir2TyQcnaowmmaTVYbTa7Dt+bc2VDoN8jkrejDb0VhWQpkueEbhA/ev0XJ0pEV2o7IUVE8J0+/vZ99gg9vxRZuLzWdr21iFNjKvGBIJAsHF1hsLcVYVIgdcfQGSh/cqrt8dZhHp7jnr+8V92nQ6C5r+gH+7ZdpMHWcVCrbhWpsRpCNa22qK9vvv4+xYCxMBvDYoXEMe7RMdXDnCBC/sWa0bOS+iQlXuqHOHudwqVQPoB8XPK3lw+ZZjXzvz0lDtCOVa16+lcwetEQbTpM3SEuELJI16UYwY9SzFqtKdofPyJ+frPtdEms3ZsQW5qjFLPK8BHEa1XNSoAQG/zRmGAFaR2yqXBHBW4UE7/e4MdCd1zAUQ4B4hc3aiJVVeo13MsB5FgtF2RTEW4XW7tOYFca9UFG0lQzDufvDGOCDmQSq28xqHGVzo01O2/g4AlVoy34/ewq6QWD+93EtlXL0vF4a4lBCASr82m27IgWNe1HY7qjDKyQ/Oo54k7IX5fq+3O1wJ0faQl5j4IMHALN/cZgmj1souw6FahNJoTlEikK3IOZLgZ7fqPGV+zpQ77CclIiS3cyxiYxoe3wsTrk+1y4/cWkHwGA9WNLsgjYNujk8C10/9cJ6z+rOX+6pps6ok1EmwVMJ0gINEcR6esNi5/P8FYHJqd/uaY7m2E2LaGfQbKLevf8hrWuUYS9uCGaJrhJiunol9TpCpRgDR6Q1mNezwlHE7pxQnK1oTvOqU9j0psWH9k++yowtyvNHppW/WDiPqOq1LA9tFqObrt4/XDqdiCz7+ZJhAaKoLocjN0t5eu6nvfZC0Rtt523Ghb6DZPzYu3OgGwgoEUIZYWZjAmjHD/VBW/idUVKsEZHFa5XFElESAx23dL89DHSBcRp6eRvF5jVSjOie4ZDoLmvGK6qSawnSq+NkeMjJVBFeRqzaXRNbFXtHOH2Rgu2u4nEKGF6NMFsWtqTAluqb4lpU9YfjFg/1olp6e+mHQnxOiAhIE6o/+WKs3HJb/7/98lvDbaG0fNAsnSYLhAvOlY/meowZBMYf7LCzwracUTSOuzLK9qfPMaum942ocC+bvUKXFaEusYuGuoHOclth2kcPrVI67G1Q+q+m9Of5LbqaM4K1o9jggjZRU1Udvg0AtPPMa3W2qWSiPDkTC1BbT++kSSaMe6RuL5pd5lN1/XbP1vltaJIbTCLPtuoKiWPBwsOUHLZWqT3dZb+MYb35c5tewTn9DlGkZLALytCnqqRfOuRjaOdJkSRJf7stR6v5Rr/0ycktw3NcUrW26aGtoOzAq6+IbP9HnAINPcRWyd9vx320+nhSAVoeY7MEjAGN8mIbhZbv5k7DvtDkBl4hckIN8uRzhMiQ3OaY8cJQYRo7SheCTd/KhDAOO0y+URY/bgjvrG0y4TX85T8pg9IHXSpYGuhy9SrNl456olh/HlFN02x65ZgBDeKscdT2kmMaRzuaIyPDSaJtbXbbx+wN0vNamKDyyy2cogLmEWpgXaxxh9PcZOUzZNMNzhYSBcel0ekzxfYda/k3ZRa2jQtcqTKZ5oWKWv8eqPHp+fBpMj1mDW6VC50HZRhu5BPkljb6HGsAWNT3lnatz3mvRFXcL03Td8dC3V9R1uz9yZtTcqHeS2CR4wQfVESxkUfvAzueES02ui2yX6rgvhAtO7ojnLi1RH+8hr/6Rff3WfzD8Qh0NxHDI78XddbPrZ3lpoFMXAyg+tbrDX9EGBPZLqw3bi4zWRAT5DOIbXDjROCFdqx7gXysbA50y5Xei1s/osNTW0RGwjrCMk73KhFghBKS/2LkjBPGH2mXrXVic4pJYtAMzHEm0A7idVbpbWkNzVm1SjX0Hiq85x42e9+mmSYZaXcRmTVrtL2gSzoDqr4ttLbLUpCntI8HNFMI5qxISrVFjRY9S4OaUw3SUk+v9p6zMiowB2Nldupmu2EdihLDdqjQvU83W6yfTA9D2WvGC4dpiggCsq1DDNSPX82dAVD0/TCwWFPdm+tOpSveyZbA4JzCBaZ9V2nWt/vMFbrB7OssGVLc5oTRZFuIB2PsBv1WkaCTtuLIB+9j1ze4K/n3CccAs09xfYqOnjiDt601uhis1ev4fwUFittD4edD42u1OiDTL8U3j841g+iV4tNN8tpJ5b6SP1+lx+pcZUfd8TG47CwjImOa8R4sqzldLTh84sTRv9vzuZRoD5Wu4jkVog2qiA2XcC0wMSSztUNLr1QotdNUoIRgtVMopvlxK9uNYCOC13tejrFOB3U9KL31x5lJK/XtA91w2ZXWKpjQ37taAtDMzHYNhCVHp9FxFdrwvxW54+cwx9NdEdU69S752a+G9uYjnfiv6baie/2ICJ621GBv11sJ7qBO1nkVudkd7uYtrYTPYez0+XslbdJoqVTbz8x6IF8kagZVpdgbpYknSfcLrZdOuqWkMfEn1/iL6/0ggOYnqC+TzgEmvuGfcn74N7fC/TMqIAi1xTbB2S51qtleGOOqXec29pMxDHeGHwRYzYtm5+dYLqALT1BhMVHFgmB0Re6viO8jEgM+Bh8nYHAykDzOMJ8ntEWmvnkF4HNI+nFfZDOA/HGE5W6dyie15rVeI9PI82iJpb0sqEbx+S/uVL/lqhX6TYtdB4X6zaEIKJt7mW7Fe1VD1LqiWXyrN2uabG1/i65rjCLUjtK9B27yVi7XwIS9Sd3nOjzOj7Stnvd6gns3J2NCTCUnxo4wnqj+5nesN64MyHfj0OgT003hXYdZjq5K6IE5YX6rCu0ysNJpwZkSN9ds4IbJZirgLm8gVFfSrUtIY2JX85xry/1o/Ozj7Q0bDs4KIMP+Er0k9lvytu3H2rnoMj16j9VsZduavwK7zIjgNVWdhwTsgQ3TmiOYmQab7cPBCMsPlLfXlsJtoRkHminggxdHzF0BdQnAffJGNsoWTx6HrBNIFnqSRatA/l1R3yrhK2tnbrsud4wPYmoTxOilaOdxMSrTg3SQ9gaNYWjiZKhrQabbqwdJPEBN0nBQD212CbQFYb8eUl9nhEE8s+XOie0WOqamTyHPNMxB8De6IkXIrstS4c2N1WtXah9Y7F93iXX+xgGKIf3Bdh2Bre7mgaPoMGQbFTsvIy/AjqvlankoG9J+3G29bSR2mHr3ocn6uUCl9fgHOZqgb++wT44x53N4LMX8Oh8W2LfJxwCzT3BcOW8c3Xcn1XyXhW/5yeEL15qu1bMHk+w5wcMW32Hn40on6jb2+bcUh/p74cxg3jV/7+EqAwk68DowlEdW6oTYfM4ECLV9EQroXgBoG1v2wRsrbYRwUCXGZpxRnajOhpbqpamOstxWS/p77OK+NVC5fKjlHaSqPPcq4VmNQBGu0jNLKE5Skiva1ys4xCbB4Y2twQpyF9VuCzSVvBKTaQkVuLWT3LakxxTOSWd60a3Q1S6pdGLIGWFX2/6Y9yXpnu6m+Ccjg58xb7sLQ82uPANGVHbq7rjCH95rT8bHuPO33uG1SzU7fa+zPVSjeJvdQA0FJn+iy1mWW63W/jrG8zJMe7hES6LMMYqz/TmPqp7gEOguSf40s6gvREEczRTMytrCM9e6M97ERhGdkOGcbQV7/nZCGmd+sjWntV7CdWZkF4FklXAx1CeqUWkbWD0wpHOO6rTmOX7ltVTyF9DdqVeKC4LTH8L2dxTnhjlQyKh6IMSAZqJIb902NJhmg5fxFQPcp1bygymC6Rrtfr0kwyfxayfpJoZ3faZjfPYTae7t0Hbt0eJcjuRoZ4Zoo2qj+OlQ3wg+9UL1bxMRur3kia44wlumhCtWqRsdWTDqStfaFpd3FY32rruy6HtEGUftLcbEfY2Yd7BUOYOU/R7hmTbdnUuiJiv3nPdz1r5xXLX/UoTLanKWsvKItNAl8SIC/hJjj+fYv7mt/oYcUQ3TrS0PD9GNqqnuW84BJp7BMnSne9JTwBLHBGmI8xwtUxTtUioasJ7D7VcyBJ8loAVXB4TX66QVQki1KdTghGdrPYw/bQhRIabn8XYKmBrGD9viTaOxUcZ5YPekOoaipeediSMngc9wWtPdWSYfdzQjXR1rUu0DS4e8suOeN1tXeJcHhGvOrrCIi4QLx3BCj4y+DSmOoupjwzpXIOWT2M1N1/X2E1FGOWE2BIbIbpa0xwnJEtPftEgzhO/vNVRhsGPxpp+E4HDvp5jlgl+Uqh3zPUtZCnh5nY3m7Ta4PdLJuhnoNqtkO/rBin3sfUIGsYp0lSzKmthVKhtx5vYs+9QTY+KA/16g6QJMhnrypW6JWQJITKqAUpi6tOM/CdPkddz/MsLUucIWUrIE3hd7gjne4RDoLlH2F45jdEZmslkRyxOdJ6JFxfaieo6pG5wJ2Ps5YIwy2mOVFsRtx3ubIK9XpPMW5YfZEQryK88UeloJ7rV0DTKw5guUD5IdOTBwOi5krnFRUszi7Clx9aB/LIliGiZlBu6VP1nQqSlmG4/8NSnKdlFqZ2jSFXDiGBrj2kc7SzBpcLmTD1sdId3IMS9Uth5LQGaFnO7wkbHhDwhuW5IQyB6cbMzk7q5VZFamtL99Amm6TC3G21jL9fY1Ua5rSInXN3ssg3nldzdg/SrbCSOtGM0CO3e2K29vf0+p9ZLECSJ+47fzjpUkviuzejwHg/3Udd9oDJq5jV8HkKANN625Nd/ckozNRz99RzpvE6xFzkh0y6VlI1mvvcQh0BznzD4nfSS+LBeI0mMrErCOFd9xWSsnaZHZ3QnI20fu4BPtVU9/rzCH4/pihipM0IkdLlQXHqyqxa7rCgfpIyfdZjWE69aNo9zJIBxgemngXjlsJXHOE921YCH5NZTPUipjixBoB2r+lc6VODXBuoT3TcUbRzNSUZ5qsStjwzZjcMnhmjdYlpPfRTjcu1cZXOHyyztOCJ32qGKFyvlayKrBlCAEcFs+pP/5paw3WHtECOY1uGzGHE53YMp0eVKZ4Uurrb8Cd7rYKqxd+wdtuMFIjoi0OyI3y8FmTd8abbWHQNfxt7myzSB668gZwd+ZlQggL9dbNfjAhpoJz3PdjKhOStAIF57zM0KPxsTfv4hoSfbzavr720L5e+D37luRUT+ZxG5EJG/3vvZiYj8nyLyD/3/x3u/+59E5Nci8isR+W/2fv7PReQ/9L/7j+y9yY9seXbf9/kNd4w5pzdWVddIdlNsigRlG17Z8MY7e2PA3tgLAwIM/wHWzisBWnlhGzCglaWFbWhnL+yNDNuyYNMCIYrNJtns7qquV29+OcZ059/v58W5NzIy6xXZ6qa6UuI7wEPmi4y4GRkR99wzfIf/Wr1VNftdqD2LD5VnMiMoS+gc9QcH+MUUpmPU5YqgoJ5Lj+4SgzdiuFY8zDBlR/l4xMWvpWQXjvxlTXxe4iayrraltAVdL9eZnjeMnzek5y3RqqWZW/CwfZDgEk07lTlJdu5IVp70wgtyOAIUlCeaNlfUiwiXXH+sVh8YfG/+1kwMzSLBRzLjSS6F3hCUoh2LTnB1kss8Zj6RFmAP4GauNjJXWW2EDFmUIocZgmjavLrEvllB57HnW1TnUGuxhg1tRxgGum3bM6r9tXf2AIgchKl2lIK3aPDu6wQNSWYQL9dK5mdDpfPyDYNljjx2T+0QZNtVllLJOIdfrUW8rB8Mt/dn+MRSHYq0JwpCErH67ozt+yOUc+hVgb9aypA7upvJ5ud5Vv898N8Cf3/vtr8F/O8hhL+jlPpb/f//C6XU94D/EPgN4CHwD5VSn4UQHPDfAX8T+D3gfwX+XeB/+8v6Q/5VieAEpq6TRNCyeSZX4yxGV05Y2mWNv3cg3tbHCdtHKbb2NFOF8hHtSBF0SnmkaeaKyfOAKRqREGgckz8+pzsa463Cblvic7l677hESgavq++kVAeK89+MiVaK9DwQDBDAJYp2DKOXAVsGqXBqQf42M0Obi+9TehGI1556ZuhSRXLVYWpHl8dyde7P5+SiI/nqApIYH1s4E8xJKEoBp6U9H6rrriuRJN6JSYWihNUaqgo9ncgJ7MPOSG5HnERmYb6sJKnvVTMqinrO2N46+i+a0bzNBTN4sPEeMdPvSLEDcVNl2a7K0ou5DIMnYxj1chFVQ/GRXL+DibGFZ3tf3BCUD9gqUM0NbpKiL2TQfBfdD4b4CyuaEMI/Am47Uf17wN/rv/97wL+/d/v/FEKoQwg/A34K/GtKqQfANITw/wapN//+3mPexX4Mym5dJ6vWUQ5K0y0ydOuo3p/3MpVOgHdtYPmRps01uoHNY423UJxoNu/B+JnHbh2q83TTlGYWs/rNQ4r7CbZ06E2DPl+hiho/Ttl8tsBNU3TrSdYO7UA3inYiyaQdC2UhO/OoAF0K3kJ6HqhnimZscJEiWXl0K1a55YFme1/jI+gyQzONMJUnf1nL169WxG+2+MVYti2R7nEl/WoZri1n3bWHdqgb1GIm/0+ErxQKwdLQdYT1WmgENxJHPxux9uYQeO//X1tjcwuUtxdhECLb/3mvLbzTrNk/5tBeaUlCajLeJaSQJfhZTvGdGeVHh5hGXuNgoZlqRq8c8cpB2xFtOvLTDl1JeynzoLuZZOAXn9HcCyEIoiKEl0qpk/72R0jFMsSz/ra2//727W8NpdTfRKofUvJf8Cn+SxjDetU56dedw5+eow8XeKsxQHJWQhxRfDBl88DiEqk0TCP/2rHB1DLUVU6GrHZdo5db6nsjLj+NaaZw8gctumrRV2v84ZQQW9kGWUV5LyV7XRG0wkeCtZk8DTQjerCc6rc/snFKLx3tSBMVUM018UYSjM97zE4H4rMtJ009NUyeCmo4OavopindWOxhVZ7SLBLyN0uYTQkXl9I6RjHKCHBOz2dyEteNYGOiSIa9PY4mbLbX8IB9FO9OHzjI7X3bswNEdt3Ox+l2vC357GJPKB6QWYm1gsuJoutjDlgpowWk571swopSBubTES63oMTKRvWJQ3koD+XYo5cd7t6c8iiSgf6qbx/vePxlN3RvS/vhz7n9rRFC+LvA3wWY6sO7m6b/RUSvOrfzbQIxrTeK6l6GLRxBiU5sO1GMnzlMG9BtoM01+Ru5CioP7kxRnGhm/6yifbDg/LsxzRziKwgG9KrEH0wo3pdNhykd9VR4Q+mZJj1vqGYp9UIRrxxtZkmWHhcbukzmNc1E41JNcWKwRSA7l9K+mWiB+QeZ39hCfLp1qyEgg9+N0AgG29dmohkh2JndjKNvNWgbwrYXlyp6V8pBeFypPaBfrwc82KX0c5idQqHrNYL3fa8ikeLY9za/nVjedtsQA21B9ULxamiZ2gVaChAAACAASURBVE4EvQbnBK13OBniSORHpxm6RzPTOUzRsX2Q0ObixW23gXohCT9eKdqxRbWeaOtxiRZ5U8aEO0aivB2/qPf2674dov86qCE/A97bu99j4EV/++O33P5XPnYAvb2WaWd2NrgwWkM9M5jSUy8i2onBJYrxc8/6fYOpAunrkmAUXaqI1w4Xwei14+iPZP6iW8fiJy2zzz3JlSQmtd6KObxVNGONT8SWtjzWFA9E4mH2s5rxC4+pHKNXLcFKVRNtRJRpe18Sx1Dp+EiOpVuRkFAemgmUJ4rioWL5kSbeepKzGpdb6sN0J1XpI4VLDGZV4Y6muMOJuGdG8TWs31oBtmXpjiMVIivUgiQWPliSiD1w3AuYD0C69jr57OYwPZTgmlJwPXPZb5f2KQdDizIkl50/96B8ODwmS0QkK8/g3hF89FhapYMZfprjp5n4Zb93H+oadzimeJihvMhztDksPwu044Bpeu3mTGNXFU3/GXCTFLW+W7ymt8UvWtH8L8B/Avyd/uv/vHf7/6CU+q+QYfCnwD8JITil1Fop9W8A/x/wHwP/zS/1zP8ViTCggQdPILhmE1c1KkvxkxGjFzXF/UQ2RsVQUssJ2kw02ZMaW+aiild7dGeIVw7VhV5z12Bqz+iFJ74oUS/PCIdz4tMt8ZtAezgCDXbrSFaW8tBw+b0JBEHhbh7HjJ8LnmN81dDMRJ0/2ga8ZcdJasZCstSdYGu8VaRn0OXyf5BVeHWS4GLVA/hge1+TXArVoXxvKho0XcCoXIw6vYfL5bUUw4AdaWUWMmglh7YViQdvb7YU+44RcN3ugOBfBoY1e/wyrYXasF/J7LSCwg17Ytk83SJXht5zK4kJcSTGcMdTkTZNxFLGx5r4y1Nxruxkk1ctFPUBeCuCY82xqBkmS08zVoQkQruAN0pW+MXeKv6Oxl+YaJRS/yPwbwFHSqlnwH+JJJh/oJT6T4GvgP8AIITwx0qpfwD8CdAB/3m/cQL4z5ANVoZsm95tnPZjnxW8V8KrXorSnraoewnJhZyt8UbLB624VsTLX5So1gk6uDCY0mEvthAC9rIgetWKD5I1cLSgORnRpYbs5Zb46TndyQxzucXOcnST0uWG7X1N8cBitxBvLLoOVEcRqw8M42ceU0slQgCXqp1NCkC8CqJU0QZCrehGMP3S7xDF2weG9MLjIoVuwdaBbmx2drzxsy3KOSFfFuW1gHdPJaCnCKi23yw1DRzMZXA8ECB70BxwvYYeYjBbG/R+m7dskPiGtmk/qeyvwo2+XskPtJBImOtojc8sXWrwsUY3Hls43PEcs9yilwX+PcHOHPyJZ/mRppkGzFbTzgLr9zW2guJRhu4C1UKL11WSoJpmJxNxF+MvTDQhhP/oG37073zD/f828LffcvvvA3/tn+vZ/RWJ3QdksE5RSkrw/gSjaXEf3ie+6lg/Thi9bvFWEW095ZEW4afIoLc1al3gHyzQjacbWaI3Aa5W11uWrkPNpC0R/pCifDgiA3TV4mc59VGGqRym9ngbkV4olh9rmqXGRIHixNClUsrXC0Xowag+khYpvpIkEwy4WBJQvAw0U0WbKZTXuAh0EygPNS6D9Kyv0jqY/nRLs0jQVSOVQxrje+EqXVSocS5tSd2gtuXe8NXLib3a3DzphmSjb00KvO/JqerGfZX3N5C9f2EMxw6eUHfyGocg3Ko+sYdYTjVvtDDXnciwhlhkR+sPDoifXpK/LBl9JReL4iTHpYrkQlEdB5pFgEtFNzhE1NBNE+KDGRTFnSRTDnE30T1/xWNQyFeRhcM5ynk2H+R0qSa76PBGMfvRCpdFTDR0uSjL6UvRidVVi+5i7LqWK2sI0lKkKWE67u1KxNo2aFGmc6NYBMS1oplomGgmX2yIRgY82K2myxQulsFkMw+kF/SD3f5EDbLq9pGIYCXLQH2gaMcB5eU+7UQRlQGXKKKtUCDiNbvVgI8VPrNkXy3FFeFohC1a0WZpWkH6WnHl9POx6Lc4v5PZ4GK5WzffqEHelmyGFjUEcOE6qQw8s/4Yf+7GaT+URqWxKAX2IuQqygl9haOqjqRoCEqh11tCHImDp/OUD0Zs/8Y9kqVUR83UcPCnNdWBZf2+IdooqvuOyip8pEkuJUFnp4YojXpFwLvpuw3vEs3djJ6xTRxJbx8CPlK0I4i3mvFPl7QHOV1uKE4MuoVJITawXK7oFsfoRnRmVdPKCeeFb6Q6R4gsqqjRXYrdCjWgPoiJIo1d1uSvGqojAZxlz7f41DJ+abj6RDP/qac6UMRXiupQtle2YEesVP2OUTtJNtFaWqtmArYSe5at1j24L5BeymaqngpNoZ4ZdO1ws4ziQUY90+SnMnBO9yoMU1SifRxZVBCrkuC8EFOLt0gy3Hp9d2zrAXtyW8+3Z2H//Emmb+WsJfT8JrQ4GKB7PZyilHZt0jtmViKM7o8W2MLRjjXNVMCOXa7YPEowlbzG8RLascbda/BFTJcrynseu42INinxeHTnxK72412iuSux3/P3zpRst1AkMJ+iHDt8DErRjQy6DYyfySalm6aYdY06kRI8pLG0Xpttb/Wh5QrL9TYluqqEZZ0YgtWCm8ksynmhExxltGNNctGRv6iop5lsmbQklWBF/pOgCDaQvZYWqTpSmAoI0I2gWXiSM02XSiUEitHLQJsroiIQLzvSU08zi0guBURYfDgFJe2Zv1LoJgh9wSjSV4KX6eYZ9jL0diZeKom9ge7XX+O9ambPf/trYYzY3Pzc7911ZaSG33+5FMvbXgA9LFcyO9IVrNeoNMWfLMQDsKqJLzTBKtqRoTzQbN4P5M8V1THUB06WABtN9DTm4E8CV58pTCUuFdGbNYOD5V0F7b1LNHch9mczut9U1LWsadMEN06IN44utWSnvVVJpIhWHXHZggu0ixR7tpaKZb2BFSLgNJxwob/KOkdYixC4bjtClmCKCiKLO5qC93TThGAUq/ct6VXAJbqfOUDxINDOHLrSTL/QKKeINkg71kPjo41skuoDSC4hfaOpTjx2o/BxwJaKei5tWLwVkXQXW6KNp50YMiMWu9sTjY/l2Nt71/D7kBjc0RSzbURvp7xuEQFpEW/xpG7EnkDY8LqH2/MYa6H9OhBuR1nov4YgpMYhOdG0Oxb+4GqpX1/Iaj2OZFZWVYQQ0KtCxNYfLwhaUR7JJq/rJX/bscysorWmnXvauUN5kdl4+I9rlh/GJEuPzxPMco05WODOboP470a8SzTfZgxXoEGGYLgyOo96cCIiRvMxy88mTL4sSV+X4ALBKHQb2D5KyN5okq8uSF+di0bNoB9sjPTswxVOaSHrmV7i0xhCIq0ZSuEWOT4y2GWJXdVkp4bqULZO09qjlw7dwfxHsH1osQXES0k++amnONZEG0H/gqyz25lHBfmbTKFojnpHAa0pjxXNLKC8aFNERWD9nmH2paObJLhIkV4FLu8rqoWmSxVhBaBQtaO6nxOtW+ymkRaRvqLo3E2u0pBQ3pJwwiBYZbTMaIb79RXgWx9zy87mOpH3nuKjdJdoQt1AWYpXFH3iSZMdmjmMMnwWoTqPDjB+7qkOYlAw+wlcfs8TbEB1CkYddIrpHwqy251pFj+paMeW8tGINDHYN6s76bsN7xLNtx/7LdNA+ktieHMGsyndNBUZzdNVv8b1+KMZTa+nm7zewHq7E3wieEG5WgXt4IgYwPRfIwNHc3xkRCpSa0Ke4FJLO7a7tatLtcxd+s+srjtGr1tWH0TMP/e4SNqn6RPxg06WguvwBkwZYKLwuaOKPbrSmEahsg4TeZqppX7cEL+Q9XI3ls1UtBGJiupYMDbCqwoU9xS2hC5V5Kei3BcV8sT01eZGdRJ60zeVpdfM7tvxFt7SLmkMVVDb27IMcp5viRvt2UDQdLdmPfePUXUDb85RUYQf56iyElpFVWGmE9Q4FRdPq4mtZvFngqx+7x86rj6OWP2aI7Sa/IsI5SG98JRHluirjuzJmhAZzMVKhNDvYJKBXxwZ/C5+mdDqBvBLWXvNtwFUFKHGY0IS004s+esWtSkIVY0/nOLyiNHzCpcoQmRgNpEZQF0LmS9JdoJZQ0Wzg+RrJQlJaxmkbktZ83ZedHkTuZLrVjZDppHWaf3xBOUCix9VvYQmRIWnnhs2DwymFgBbmyvaqeBiVKMhc8TvbWmnDoIiz2vq9xpGixKfwNVvdLhIdIttBZuHEc1Yc/HXFJvHPVWiFT1j2Xgp8evuAtHrlcxn3nJyhbLatS5vSyw3koHSNyqTQe6TsPfeDHfdY3xfHyrsGOJ4d/379DWeRuWZyDhUNUxGggm6d0T14SH69Apdt+htTfqzc0afr1j8cMXVxxGmDsRnBrOUedLotWP0qmHxp2uiV2t0UaG/fCFJpm7eLlZ/B+JdRfNtxL5i275ns9ZS+o4yWXl+uCBatdhVBVnaXzEDzSwme7ll+kSJR/O2hCyTkl0p2brcwozstGiVKNiFzl9LFhQ18Vo0b8xqTMgiVBD5B9MGkouW7cOY5Ycx2bknPWtEy3cWE8aSDKq5xiUK7QStnCwD3RtD9WHHJK+o8xjWllU3QtWG6NBRPqzQZwnlex35V5Y2l62Vt+LM0GWB5FKM6aJCYPh26/BW08xjohdOWpZSZEt3TOn1+pondsvRQO5wc0bzNSmIfYLk3jGGhPM1N1C4Fij34WtVlDsYYUAcF7Yl/t4B7X1hnZvKUX33EcnzJeWHC2wpeslBK/LXMpQfPRdaSLRFLGaA6jij/mxMVHiyFxPsV29EQuPn3ZL9iuNdovlVx1v0TW74BEUxrLeE2YTiJMLFESf/91qkD5yDqZDeVVETv+q1aI0R8l7bXZ8gA2ZkB0rrtWl7VX/tnKi/9fyc9iTHnm9Fg7jtyDcVySTFZxZcQHeywg4G2omV1soH8tOOoCMZ3h6DbiVJ6AZ8FKDRdK6XZlg02K9Suoln+WSG6kTGM/3OmlWSY3+QoFso7gd026OFC4jXommTXNTUhwl269Ctl4Hwi/41cF4qk0oGuPpgLlKddXOTQPmWQfCNTc0tgF4IQbhKRfm1n+3es4HIeVtjuE9wQakdvypMRoKdyaVt3LyXEa8lYbYjTT1PGD8pseua7Mzg70csf022eC6FzWNDOxKRsXgdsBuHjw1hMkIrhbv4BiH1bzneJZpvM25p0SprUXkqJ0fbMf2yojqKufrtYxa/18jJ1HTkX61Eaa4oxTZktb4Js98dX5JNcB5FQ+jLegWEth+c7rUWbpFj1jXBanwWgQ9EbzZUj6ZEW0fQQuBUHpQLPeYlMHrZUB5HpOcC5rM9/yleKYKxXGUj5gcb1puM7lFN8nmKaUR+ol7A+irHnsasP3JEV+Klba8kac2+EMlRccAUMiYKlDeYV5eyyVFKPK7SBNoGNRpd85f6Qexuq/TWNuotiNp9cJ/zssHr/bP3K5vd902zk/i4Pm6AtutFxzoBTRZVT1MY004iUD1IcZRimiDUjicIRsgobB3IXmq273u63rJGOcXixy1224lFTS+XMfiJh59/Mf8ri3eJ5lcd3yB0DQhA71KsXLvjKc0sYvr7z3H3F8KXOXuDNlq2S8jcJdy21vgmhVQfGLRsg/PXkP04wueifeITQzcS5T3dBtGQWVcEqymOLVERiDYyD7HbQNCKLtfE69BTIQIEdla14oetaJ3CGo93CnUZ46NA1vP9k0tF+nsx3UgwJNWjFryQDbPXmnqumX5e9yREMOua5t6I+ExWw2q1ueYs9fIPYSscKbK0162pBfezjw7eoYCHzd8eKvhttAOzh5UZhvbDaz0k9KaR5zI83vWJvZLtn+qFx4PRgsKeRdjSE60dmP5YClxu6SYT4ouKy0+n8tG4kt/fTAPtCE5/K+LgRwqzSdE9EFMZjW/uXpKBd8Pgbye+AVQVSsFXhKrCbBts6cTbB66vrkpBXQtWZog9D6h9bVoViWaLMv2wc1ilD/7dbUtIE/S2JiiFvaqIT7ck5xXaeeq5ZfNrC9IXa+Y/Lph8sSFoRX0QEazCJYp6pimPLNOnHaOXHcna0+ayjm7miurEM5pVnD6fY5+kpG80Lg8UD+VK3mUIOriD2Ree8U8ilFMoJ0RN8Ynq3S8vt+jlprfCDXC5ItSNzGiGtrD/G0PXEVZraXuiWGZc1n6jdu+NGH42aMwMPuZve8/25zWDaFkc7+Y1qnM7hjllRbCGMErpZgn5Ty9Izxo2j2PK+znRukM3sPogph2LLMb4hWPyzKE6aMcBN3b4RLhhm4eG5rCXy0hiWQK8A+y9i9uxSwBD9GA9NR6x/PW59O7nVzDJ4VIwEn6co+vmJq/FXw92d1dRpUSVLollvrP7Heoa3GaMlPTWED09E7tVa1CrUn5+FEvSmGUQAtVJxuoDS5cpJlZAeboVSYji0KACxBsB7Ql8RpG+1mwnGSpxtO87mtqAU+AN1SF0I48tNMd/WFEdRiRXgfgHmuKBDIEB9OkVySu3Wz0nr7aoV6e9H1K2q8yGdimUpeBUylJg/uNcKApN+3ZJTt2Tvr5hjY2+Rhzf1qjZAfh6QXMVR5KUOhFDV2UlSWdgzSMzG107/CzHpQYXw+lvW9Izw+SZ4/x7BoImN5rkquXsr6UEC+mZovaG9A0kK6maypMI3Y3QbUb0IsDV8k4mm3eJ5luK2/iMwYRMRRH1R8eMn2wxz88gidGbUtbVSsMXX8HB4ibqdQCZwXVVo3scTU/wo99IKLUHu/cBipJwtKB+by4kS6sxtcNsW4JRuEjRTi1qOHzPaTKNp5qL0l5yJTiY4n5g/FSRnwp/KTkPtBNF9rOY+sDDSc3kWCqx9shQnmforeCBtg9FrHzytGX9OGL0PDB+2ZE9uSLMxvg8xkcGnxiSHz2HLMMfTFDbCi6X+PuH6E2JaoJA/3veT2gakcnMUklGtb/+22/rx7wNSayVrKwxN1qq/STztRiOOxBa5xOC1YIETiPM1Qadp3SzFFN2xOuI7WNFeawAcQ8dveq4+rUx2XlHvArYCpqJoht5TK3FsO91LZrCCuzFFnc4wZQV7vzyn+OT+KuJd63TtxRhr8zfRdvu5A3M+ZowGQk2ohOtlVDK5sOfne9poNzahAwbFh+kZUiT3Wp2h9XxQTYy3uFPFuKs4AM+1rhUyexlEmP6k1JsVRSbR5b6QLZB64eWZq7ocsHTJEtPciXmctVcExQ7SVEU+HnH/aMlR+MtB6OCe7M1etQRbKA6lufejDXVgWX+ec3kaUv+43NCZLj4nQOKxzndyBK/XEGe4Q+n6FWxM1ej54CFtu0riP4aOmx+jBY3Bdt7lg+e2epWK3W74vFBHtMjtwfawe71vi1K7oNUQP263Q+br/690hfrnQhWiPq5j4bJzwLRFrpsEAKzFPdFUW/ytMFUgiVCw+oTuV83skTPL4hfXKHqFv30jRjI/Rzumr/qeFfRfBuxT37Tt0rxtiF+vSGcX8qJYDRhveldEW6RAIeh5L6Vx9AG9N+H2wCuXq92cAxAa9w8x25aXKzJXtXUBwnVwmDrwOh1RzBQHhiqQ0XxyDH7U0M3hnYEoxc9wE1Jq+NiIQLqWvhKLu2rIOOpWsvp1Zjj+YZJXDOdlFRJR9uOuPiuQjuFrkVgKzmvKT8+pJkaqoUwu5UHnKP68JDk5VpEvIywsIPRkpCnY9gU1xUg/fB7vRUZ0GkPblRWXre23fm93X5dd5Vh10krtvuxunX3vfapd7q8UbEuN+iyN76LZAivWoeLNCEVa+H8TUc9j9BOyKqrTwAf2D6QqlG7gKkUoyeGLodmDPmrIO3u2eXOikZNJijv8KsNdyneJZpfcXxtLjOU8MNXY/CfP7nGvDiHeu8hqqx24to4hxqNCEUhTodRtMPZBO/F16h3OVSFuBnsfpfp5wdGw2yCenmGzVLc4YTs2Rqfx5jKM/tcBsTKidxE0IryxEKA6gjy172UZAnVXLSBTd3LQDzy6A58GlCNwmceG/mdU+yLL49QqSP5WUL9UYWtFeGTgqqIGP8ophlr1o9yupEiuQjEK1mlz14UdCdTkpdr1OVK/JyMJqQx9nTVuwrE0iJ1Duirxq6T4XeewmojpMu63r2Wg6D4W6kGPX0j9Hgc9Q1CWENi2SWhJEF1nWyiug7GuSTGQXkPqfhW70cQ4PIzmU81U0V8JSqFugZTC3DSFp72oUU3iEYl0MwtyRuFjiLC0QK9LYWxv37nvf1XPt4qtziIXRtD+70PiH8iuu1+tZZS/avnuxNBHx8RlitB+tb1Tt5S9UC14GTV6kcpuumur+w7u1ZQWUZYb2E2wb9/D70qxRFhlqOLhrhuZaDcedqDHF13EGD2hSM91zQzEbsKBooTRTsNJBcKfRUwVWDypaa4FwizDjAQedKsoWotrjPkTyzR1tLlEBrD+Cks39dEpxFdDstPNKaEaBPILh3rh5boLNDNxeUyenFJGOf4WS6ExFVBSGPZ0Hkvs65xLsl3b16imr6tiiNJPloTQn8KdF2vwcFNDM2QHQlykdjXlupX4UM1c42paVHG9V7c8Q4kqYaZTb/Jii4qRpnBlo5mZjn7zf798QpvRU6jzRWqE4cI3UkrmlzB5LlACKoHY6JJio804f6Y9Mev5e+7YxYs72Y0dyl6pf/Qa+Lq6URmK9ZK5ZJlhCTauVeqowPRnRmSlzFytc5T3DiGzuHvHYgJXW9YNrRjKo7xo5RuFFE/Eji8TyzFB1PKRxO6eUo3z3CJZvXxCFs4tvcN2weKehGo5wGXBVwKyblC9yr9q4+gvCcynir2xGeG5HlEsU0YpzWz6ZbivY7t44CpYPKnciVf/J8p+Qu1GzqbWv5Fa1nnRltHM7UkbwroHG4xojlIUWUjc6tx/71ShL49uUG2DP1cKpHXRfXynyoSJ8mdTQpcVxz7COI8+7o8aP9V7Xleh/3B/HB7ZAXs5zwhiUXi82KJco70rKLLDMWRBiXaPS4NdONAO/H4RJKLbuVi5CNpR5uJZvr5hs3DiOoo3vmah6reKQ7epXhX0dyV0EpW2z70K1IlSWTAy7Qd6mAuJ1EUSRtwtZI2aO8wqlfc163A2vW6JGw210PP4SRoW/SmxESa+iilvTelWcRsHhomz2ReUB7InGb1gcYlMboL+ATqY0dyaghesB3BiJIegJs4QqUJJqDOYuIVbB8Fglec/vAEN3FMPrdsH3mqY7Ab8Z46/NOGemYgGJTvhc2DHHv8zIlERgiobYU/mOBGeyA9rdGXGzmBQYzXekoCXG+ZVJLsBKJClknCvVpfb6P8zU2SbAKvMTQ3dGv2k1J7XebcmN/sxMq1bK7aVlDZjWghq7pDRYZ42TKy4CNLO4ajPwwUxxrlAu1EEov3ivlPa2ZfBq4+Spn9ZIve1sy/iKjnEXbTYt+sRAe6aXq3iLsj7fku0dyhUOMRdikiVCKSLWByPZ1AHOEWE/SmpPnomOjVWiD3OiNcrQR23ycnn8eorj/BilIqnUiSF3EsTN9xjuocZtsQJZbqOKHLhD+zeWBppsJZcqlgZTaPFckl5C+C2NrOPSHzYALhPKJ64LBXBj1q0asUU2pcGtANjL/SuDcpyoF9YrFFYPJ0sNMNTJ611DPD5MsC7XKKY0288WRvapp5RHrRoa+2Uo1YQ7fI6DJDtO4IWSyzpLIRg7bV5hq8B3KSB7+jGYRtAYuZDI6VklnWxVW/iRoS1VsU+vZtV/bBfu3bT2Zpn0zP6t5DCvd+6n4xRTUt5nyNyw/xVjF+6ehGhvSsZv1Y3o/8tSgWAnQvDNmTNUfLmvLhiNHpErOJcfcSlp/kHBQtTDLCj+4eluZdorkjoZTCz0bo85VcYZtWrrjjEaFzqCzFXKwIRUWklJiGpUkP1uttPawhpAkut9jzUvSCBzO6OJYNhVK9j5QF3wsy+UD+vACtaGYxtjJk56C7gOoC5bGlPFYsf91hCo0twbeazkBIHG7eobOOsNWYZynJhaIdQ3x17fFkt0LI7DJ2WjPxUnSDz78Xoxvo0jGTZzX5s5b6MBXPIjUWkfXIUj0Yy3MKQTRwzjpwAdWz1lXb7TBD8nUv2YDMb5JESKvj/JqlvZjBaiOvebj29r4RvcZw2L99b+51A+znvcxmBsLm8P+BxlCU6B68V38ku/1oLUlm8pVHN47sLOAiiLeBei4csnpq6H59xuTHS3EsjSN8bMlf1rz61zOyByPyr1b9BeVdRfMu3hIqTQge/OUVejYVoiRS5YSiECnOJBHNmTdnMJ/tsBqDUbzayAxCdUF0aoYPeg+9V3XbG8nLRsrNMoLRuNRgfOh9nxXKiY6vbj3lSUK09URbMJXY3naZGJyNnhnWH2rsBxvaZyPSUzmRbAG2BFMFVh9BeyDVTjd3zH9oqWfQTgLeKtbf7VBxA5sIXSqaacr4ZUT+rCBk4jQZIkN7kOFSQ2cQn+9tP4cwwowOaXJti5vEUNW3AHnhGidjjOBvjJbkvtxK+2m0rLq1/7qUx34M1czbkkwfoWmEiDngeLpOaBWwAxSq6YT4+RKMpluIx/zkjy5wixEHP1jSLlK292O0g2YRpMp7VdJNU5KfvgZrsD95BgdzZl/GMnHttXmGFbu/I0Phd4nmjoQaj1Fnl3jv+4Gek1lMUaKnE3xvXB+cQ88W+Pn4Wl2upyD4owUqBHyksXV7zYdSWj7oo1y2UUUtJ1UW0WUGW3SYbY1dVfi09x9KZcjoEoUthb80ed4RtMK88nRvNN4qynua9tkIn3vasXCU2rE4LNpSZjftPY9/1BI/Sdk+DnT3G/RZxOb7DVHS4TqNXmvipWBxgpLB9PKzEdMvSlwqpmvVQjAkpobJlzW6aGQEo0QALFjR2wnWCKP5bQ6TcJ0oOtHiCWki6+n1FnRA5Aj7asUH2U7Veytj527OaN6CGJbH3kpAPYaJEMTqd7VBVQp3/xC7rIienrP+nYe4RGQg+dedBAAAIABJREFUdBeoDjTVgQzXNw8MwWSY0qM+OCZ6cYl/7z7mYsX0jy/g9ALmU3lOSfJ1wu23GO8SzR0JsUrpV9RlSQgBMx7hL68kyXh/g0ipGpH1DE1z/cGe5gR6iQErGikCg/coZWU4XNSi8gaYzqHLeHfMzaczvBHRcFsHdBOIl45o0xGtNabs6EZWnCq/o3EppGegO00Vi4aMywIuCaSniupoYEQH0ryhnMWYw5pP751xdphTtxHb0xy7FBM1U0NUelysuPheSrQN1IcJgwtm1+NH8tMO3Tjag5zoUkSvdC2KeCFLRAhsX8JhP+EMWyFrBRbQdju9GME49VKcSu+qmtAn8hCam8cZPLz3ks0gML+rnnr9m92Wq58Lqb5984sxwSiWn4wx7QwCFEeaLoeTP2iICsvsi8DVx5byBGxpyEuPrju23z2R16Pp6KYptvej8t//BPvsHMYjVNPeiarmXaK5IxGevugxMNdXXnfRc1aGZBL12itJtOPR7LYkPZ/GJ5Z2FmGvKlnJrtZy0hgDZS8lGV+LkvvE4mNpAbIXYiMbIoOPZOuh6042YZ2hm0R4K26TQUHzSQkho/64IlSGZq6I1pIQujzg0wDTlnxUoxQsvnPJNK25KHOqJmKS1ZR5DEuLLRTJZRB5CQ3FPcXRH3mqhcH3HUqXK8bPHclphWo64tO+VVKKEFuZ0bSdzGaGimNfVGw48fsTkk7ImCGRZKvqRl4rBTuf4b6q2WnW3BYWG77nloCZ94K8Vuoa0e2dgCdX10hvc7YixBHmfkpxbHCRojqR9rNeWM6/Z0jPZQvnE8XmsWLyzLP6eMz2geb+/7PGTRK6SYT945/hP3sfn/SVU1nuhNK/7XiHo7kjIQr62df5T32o2VRW1yHILMb1Q+BULFnUthRL3NYRLVtCcpMESBwRZrK9GuQL2uMx5mJDdLrB1I5uHAv5rxB3AULAjSKaeUJ5PwXApRqXQHXssZGjeq9hNiuYnmzguMbFEBJPc+AwBzUPT67wXqNU4CgveL2cYI2jOB2xqRJ8YTGlIrkYNlwB3QXGTwPtSNHm0MxEu3j00pO/alA+4EYJPo/pZikhi8V5M0/ktczTvRfuWtjrazEknOE9GOfXmruqX0vXtdijlFWPIvbszOZ6xvb1r/q6ut6AGA5ddz0zKysZDkcWP83ZfnqAKeW96nJRJyzvecpDzfhpYPmZx6UQrYVceflZQpsrDn9Yo5ynmSdkf/KS8P5DXGqpFxHNowUqz/u/89vH1LyraO5Q+G2595/rYaSyVgiBvaZKGOeyZdpjbyvnRQqhHwLropFVLkj5X5SC4Rjn0LR0RxO6kcVM5MNYnaQ0E4OtDPHSoFpPN47Y3rP4SNqaZtKbwM2EWNlWltFBye/ef8r/8fmn+E0k3Ean0POGPK95/uwAnTrq1zlfNpZmlVA9H5MsFdswwmwMuhEUsKkD7VgxftHhrYD34o0kny7VVHNNPBa3hmAVyUXvzW21SC9sK2mBevH1XQXj/U1Bqv1qJAhRMeSJIIz326y2QaWpkF2b9vrxwzF7n+7hMdeE1j3LmxB6u9rmWjDdGHG0TGNcHvfqgQIFSM8Dm/cUulaUJ2KDGzJHMDHbh4H2qGX0ecT4uSe+qjn//pTRG0GAu6kkWt0E7LqWNnKUQ1V/6xuod4nmrsZt58qyhMVUYOxa42OLHiDtsYWmw01SUaHbNITIoGB3FVVJLBumSYI5a7Bna3STgVFUxxldKq1ScWgIWjZPLhYmMUAzVVRHcrU1DdhCoZ4nbI8M/zR6xOOjK55sj3FZ4PCDSzZlwiIvaeeG8jIjWmnU+Rg9FSO5aKWIrywoMBVERRCpyh4Fa0pP8mrdS4pCfZKJbEWqGX25wacWXXWSXIZ2aKhe9pOFNaD2PuZDkhnu6wOq7f27h5PR9/yn0Uge37ZS6ezLQgxJpU82N+gIw5xm0GvukdgMFrtdB00DbUT04gKzHrH63hztAk0m/DFTizd5dQImcaz/zQJXyt9RfLdm/lPL2V+fQID0TSVJzWjsqmLzfopLJox/BroegTaEZvkv7KP688S7RHNXY+A/9e6SWItabQlVRffwAN15qPo2KwS6RS4JwoddMpIDDJIIetdadCdTglZEFwXNvTG2ujaWrw8UtlLoTrAbozcOb8XEbfSsx3VMFaDE2ExZ1pOMuo04uL9kvcn4dHHKD5qHjOOaxw+v+Nn4gBfuiPjcMPlCpD+VC2QXHc3E4C2MXtaYVUM3l+cYv1rjJim6agnGkH1xQTZYl3QOc3VrwDtINBhNyFNZX4cgREaQik8rdjYCw+PM9dqfqNcYVmonUkXTCmn19gr7m8iVA5N7OH5P6sRaGcqbPbLspsA9PiZYjYsFX5QsA/E67LBGybmh9gmmVERAN/GoVrH8SPBMR39U4mODWkypDyOi8y3peYdygW6SEL++EOPAbzneJZq7HFpd+zFttoK9+PgDdNOhareb0ygner8E0EWLyyPs2TXtQMVxP5fxogucWWzZ0dwbE5SimVlM5VEBpk88tpCTqJ5pTO1RnSK9QkSwckU7UVRHgfag4/jxFbO0IrMtZRfxweySZ5s5VRlzWWU8uVxwMtkwvb+mPTIsjzMWf2AZv3DgIdp4ok2HXdZsPpIr9OjLDcWHc5qpIXvTcvlZzPynKfFlJbMYxN2RgX3dVzGDWqBPY/RtR4hBo2ffBWHngCCkx50/1JCcQUCRIJoy2ouj5TCjGaAFt7SI1d7tA40h9Jo0uzQ3KBw2He1sRFQEkqX4VXW5FlrHJhCvYPRM7So/l2jWH0JyFYi2AbNpZMuYWpYfWrxZMP3hOeWHC5rMEKcJbMy1zOm3FO8Szb8EoYwRHlSWwbZE+0TaJUBVDcEa7FWNm8bUx6m0H6WIVnMhJXPIU7pZhouECWy3oBuHcn5nKxtfgQoBl1lcYoi3nu39CNMLXjdjWX0X9wPusOWDx2d8/+A5X20P+N3FE17VM/7R848IQRECvHwzR6nAS6dpG0u3ismeW0avHS7RVAs57bb3DMk6ZvzlFl20XP7WHJco5p9X6Nqh2xhbdFT3c0zlMWVHiDRm1aAbWU+rtsOnCSEyokg4aPN0TrhPSsnm6NYAGJAtVS8QdkMrCCT5mJ7xPWBphsQyVI57s5/dvGZIZoOxnNwoq/LBnqXr8GmEKTqyyrF5nArtxCiy045o3dKNZcPoMk01N1x9N6Brxfo7kJxrpl8YLn9jyuRpjW7BJQo/TtCtBzR+lKHOBf4Q/LfnYvku0dzF2PPkVkajslS4SonA2tW62F01w3REiC3tQUpxEmEr+aC7qWxi9CiTjUmWYM83mG2ECiPqw4gu1XgrAuDNVLRrTSOUBOXA1J78TUczFXaxj8UeBR3IZyXfP3jODy4esa5jfncBP7x8QGIdZ2+mRK8j2pkDr6hPE+KlJi1g/MxjSs/lb0UEDfEKZp+3ZC82hNiy+u6MqBAUrGo9V5+OiLeB4kFKm2uSlbRyyXlf3agBHazFkypLhMeUGmmJ7PXM6UYlA9cJZ5++cFuL2VqBAlT1zdu/IfbnM7sZTs/ivp7fKHk/jcFsG1RRUX9wSP66YfswplpodBtIX7X4xHD1cSw8qBT8UUO4jPGTjunnEe00pjxSlMcp1XFANwofW1YfxIxfdITUypxowA99S1XNu0Rzh0KliaCCb8DftQzz2hYWYr2her8grJxMaE2XmR7/gcxUDmNG2xaWXj7onTgqtAc5xUnE5pGmmQnidPyVpZnJlmeQ34yXgajowXuVOFbWh/Kc4g82nEw3nNVjzjYjZnnJPz77mHFc8+TZEcp6bKEwtSU97blUbxymDlx9amlHivQ8sH2oep8ooUxs3s/ZPDQc/6DCrhu6cYytPPVUA4p4EzCVF7veUYRKLMp5zKqSBOE9qqyF6d45mbso1R9f7vu1amaP8Bjqeo8XJduonR7NwGsa7v9NjpA3rFyupUH3k8zud8QRqqxlptR5oosC1JigYoJRNMci06E72fhlF4HuD1NsEVh/GLH8DKrDGG+hmQcRLz+AN787YvalVC/mfL3jZ+2UGIf4FSadd4nmLsW+3MAgBem9eDYnMd08x15sxTJ3W8qVNgTcKMZH8mFKLlqamZUNzShCN41wa6zBTVJ8LNSBZBnoRor0tSSu2RdS3hfHBtNIAtre00RFwEWyfSofdUzvrzmZbPi3j3/M71+9D8DriylXSYv3muhVRDf2JJdgC1nVxivF2fcFeAayHt98x6FrRb3QLP7M9aLogdmTDrtuKB7lmDqQnbXYyhKvWrrUEIyiTbUkwrM1Pk8ksdSt4GecQ3ktpm9lLa+ptTIbiaPr17pzMqTt1fhCdWv9Gzyh62cqabIja96Qithbc98Uy/q6fKoaWignM7PQdbuBsVptiVdb3L05dt2Qv1bEVzXF45z4qsOONcWJDNGnTxzBKFRQLD+BzXdl9jP9QYwtgjDuE0jOapp5TPtwQfSku3Zl6Fftf14I6TaSi95fUrxLNHcpoghCc21O34cyGuZTglGExMrwbyTr3hBb2nkCCsZPa8GEaAUBYTZrTYgs9eMZphCuUlR6MX5bwvTLDh8r6ommuC+iVqZWxEtpo1wsV8nyYYdqFE1reZAv+SeX3+H5esaD2Yqfnt+nWMbEF4bkShGvDM0ENu9JEqsNNLNAN4JopWlnHl1p4ivF/HOZoWwfZ7hI+D1BSyVVzQ1dbonXgWgjpnbRWUk7T1EuEBKLuVzLa6V7UmkPSBwqkOA8SonEKa1skIgjSUBKEYrqmpO0a6lutUbOSbVZBNBOBsLD/feTy20TuuFnVvy1qCqC85JkgpYEV5awmBGymOo4E7W9ucVuO8Y/WeKziPTSUM8Uy89g9mea7UPVV51Q33ekf5JRHwSSS6lIgwGfGHE0LSqphrlZ0UjC5CZea7i4DYZ8WlDNof3lZzvvEs0dCWV6T6eeE0PY4zYlCSFNMLVsalQhRmTlZ0fUc0OydNJOJBpbdERr+WBE57LWdLOM+HTbUwsSRs9K8ueKzfuZmMwfxDTTvsSPAvXUoTsB6ukOuiygJy2fPnzD7yye8tPtMa+LMU1nuCgy0nlFdZqRnirK+wE8uCzgZx20CpU5Qm1gaTB/fUn9dMLkC0X+xpO9rFh/mKE8FCea2ZcdPjbkrxq2DxO0g/JQE3RCeuGwG020rEWfJrIiBKa1UCsGDE0IBO8F5KgVoXPX7HdrRKUQdk4Q8gYMj91fY/dVTd2D9fa8ncKtIfCO37SfbHaHcYRW6A0qsbsNVCgK1GxKiCPcKCE5r7CnK4I+YvN+RnZmic8KTO3ILgxdrtm8B9XDjsmPLT4Gv5VZV3Iu8p/jlx0Ey+o7CXluSM5i7Gsvc7peH0e2kPL63LaMUT3ny5eVgCF9h4qjXxrw9y7R3IFQaSLlbFWjxiMpc/fMzkJRos8uCYdzuWrXDUzHRKsW3XhcakjOa1xmqQ8T0tclPrG4WYatGuzrK1m1pjHZK1mdnn8/Z/K0ozyOqGdStZgaGSYmvdDSKECQ2Y1fRSwPBdq/alLOlyNca/C1IRq12I2hHUF70pKMa9K4o+sMo7Thw/k599MV/9ezT1idjchfSZsUDKBg81g0gpMrSZYu7bVa5lLZ6A6qhSJei9uBWRcC309jlOsZ2JFFKSct0U5KswctOgdJKq+BNcKLqtubM4qvCV31MxqFtFhpInOgKJbk9OedeHugQGVML4J1jURWpidsWrXTENatwzw7hTQh/fwNyfOE6oM5Lo/pMnFKSC4DPlLoQlM88vgoMPmxCIlpJxinaNtx9UmEjyBZaVTre/lWI6DNpiE0DTrp6RrOybDYB8ERGWF+q6YVUfZ9mMAvEe8SzR0IZe21NASgJmNULRSCEIJA4ItSSJLLFepgAUZjti12VVE9nNCNIzF9vxKmrqk6QbyGQEgTQmQFoh5g9XHG+IWjPLSYNsgJ3vsJ2UJht4b0XFqY1aee7P017SbhvckVAC9WU4wJtKXGnkVwFqFbKN/rUDrgvSKPWxrt8QFOyzH/9Mn7hDcJk2d6d2KkF47qOMFU/TYLtduamdpjC2hmohmevwykpzJ3QCt01eJji1312yJroN7eIJvuNGgiS9iW4B0qy2R287YYyJO37G+D9z0IciBM3qpq9k/Eb5zPeJQKoncTWdQolSqh7dBFBcuO6jce91WpiGBlz7dsPpwIWPJ1Jz3RKURrTTuB8oEnuQwka089EbjA+Glg8WcN7djI4HxTXg+6rUUfH0LdiCJA26IPD+SzNcl2Q+/QuZsAxbb9pauad4nmDoTvXRV3q9C6EVW96USSzNpJid2zuf04FYpB52mOR5jKCaBrU1M9GGM3LdHpBrUpRKh8ltHOE8pDy/TzLfM/XVM+GDF5VtNlhnZsyF7LkDZeBZqJ6lsmiC801XHMw5Mr3ssu+WdXj3kwWfPVxQJqg7vfYGJHAD65d85HkzN+//V7nF+NUSrgvebizZTkeYSPQTmpXGwlV9/VBynr73hsqWTm1G96qmPhAKWnvTdUAIwie7GRai2PhWqhlCSBwaStZ7ljZVUdskQSi1agxcdpJyYe9gSuhupmZyi3B+bDyMBZa6k8h+2Ru1UF7d7Q6+QTum4HKgzDe+yDtMUDIDOdwzgjWtb4o0y8zTWc/fYMH0P+xuNieVy8EbpGvdD4xLN9bNFfamY/qynuiUh50EJCLQ8ttpgTv+7nWMcLuXBlCapp5Pl4L3wo2C0ZlLWorcwJQ9dXNMOc6hccEL9LNHcg9HQs8wJjxG+obtB9CzVUOf5qiXpwIpq4ZYOqFH6SEl1VdJOEoBXNYU72+bko7TctJLFYqNQdPkoZv6hFUOrjlOpQEW0Ms5+16DbgZ7JqDgpGrz3NWOQ4gw24dYQ7UFjtcV7z1cWC6jLFTFryUcXfuP+UD/MzPi+O+fHyhBAUxjrqy5T0RcRoKetyH0G09dhKGNoAxX1FOKrxLxKpdPrbg4YuFWKhqWH02tGlhm5IpOdbYZr32jOSYKzYjGSyfQpZIu3SdLSjJFA3wmRfrffkH8zNAfBgTzMkndAPcKNI6AjDcHWoar7Js3vfEUHr3q6lk2PtKq7e3G46RrUOUzt066kOJdkEJQ6esy9K2omI119+EpNeBFD2/2fvTWJk2/P8rs9/OFOMOeed3lhVr+burh7cjQAJYRBegGBjqReAFwhLyAsjsWDYW2LFggVIlhCDhASWjGSEQAIZ27JpN1bL7uoa36t6053z5hjTiTP8Bxa/cyLjTu/dV2WK1/T9SVc3MyIjMjLinN/5Dd8BFYSHFrUiu5LZXDprqA4z2iHM386YKEgfiLRpezwhOZkLs1utJXHcOHhaeqSnYWi9medEH9C55iWp9XPjdaL5EoQqBFS3aY3SlBgCcblCj4UmoHemhDTBv3mEbjz6fI7uJCwZg100+EFCmHTqUDOPv7GLvhQVvsHPW2Ke4IdpNx9RrG4p8guDdjB64Kh2DfmlZ/6mFd+m35wzzhsmKnJ7NOP/OnmXJ1cjiIqDWzNuj2esXMo3Ro+oQ8L91Q6Vs7Te0JQpqvD4b9asHgwobyhMrRg+lCuyLT2XX8sJFtK8xZkMnyvage64OrB4B0Z3I6OHjvLQYmqhK8REi6JeagndEFcvOyxNpy1DiBtrFXzYCGLFYSEn0GCwcSOg3Vr39ic/SPLxXCecLVsVue2ZQXIf3dB1Ez3hEmQe0j9XI6t3nIPLGbrM0MOUei8jnTlcnpDPAsEqmp0EUwWqPYuKwnIfPI5ohwiDZZqkdJhVy/rGABVg8qkjWoVy3fwlsdhFjdsfkZx4WIbr9X6eYq6Wm69Vh5Tut2S/bLzWo/kSRFyvRbNkuZLSVivhNeVZ970mLhboZYmZrdGnVzK0MwaMQjeCQ0mfLEV2oGxkDrBuicOcMCpYvbeHH6Qs3yyo9sQbO9rI7CuGy68bZu8m0i4NBBhWHUb8+2Mufr4HwFuDC3xUFHnLcFAzymr2sxX7+Yo9s+LT9T5GBUZpg1IRZQJv3TzHVQnRQLJSZFegWyTJvJdS3lSkv3tBczIgu1CYOjI4c7iBYX2gCQmERNb17VixOrasD1PM2smQdJSAj+h52c2ixOMq6s6qphduN1ocHBMr86o8kfcnSWSw+8xM5qkhcf91jHLCZalUA/aZa3TPBt8W19qe1/SYm+3nTrok07rOWyqg147ssiE/KZl8tBY4wiqQXjY0E8FHLd+ie08FwZ2UgZAqzKrFFwnZZUN61WKaQHbRkDxZoNIUN8mpbgzxhZX3441jmI6JRYofiU1PbOWYiTePxF5XKczujrwV2zImXzBeJ5ovQcR1hR4NN1eOfjCs8lwM5PJceE4+oOZLAaZpjWodygVUiJtkg5YZThgXuN2C+nCAH6WoEDn79QHLW5rV7Ug7Ei9nFUA5aW20izQjzcW3NJMPZesU98Rh8rQZ4bzhrd1LWm94b/qE94Yn/LnpJ/zB7Ku8f3VE2aY8uJxiVORwf8G9P75F/mHG8K4WzZl5ZHy3YXUzYX2sqL5WcfV4LJuuBEIi2Bndho0Tps8Vy9uCyxmeOHmNUxHosvNayvwtomQc5DJbyNJuthA2A2HVOtlS9VY0HYt6M6sJ8XrV+9RG6tobqpdPJco25zm3hGdjW5KCTla0Z3S37mkUOKCXa+zZEtU4TOWIig7ZrMnPGoKB4T2FWYth3/CkJT8XfFR9UGAqRzNNsPMK3QTakbDFw9EusZvz2GVD9bVj0S6yhmgMbmBEDL5pZYkA8hqLXDSMfsl43Tp9GSIEMWV/RgktXAkhUh8fyhU6RuE5LUvC0a5cZbNkoxHsiwKfGdqhJX9UYtYt7bhgfSgcqPwqUiYKU4nWiVlDSGXo20wVPhMZS+Vh9l7ELhRNZqmSlMonfG33lHmbszcs+f7ZbT7J9jksljxYTamcZVWlrM8LqkYM5IwWoB0BjIfxA8fqZmdEZyFWBr0ymFJRnEbyS5GPKI8SzDpChGYsrOXhw0g7NORnLbZsUbVHVzKYDTsj3DjDVA5zsaQ9nhKNEvGn3ArJtG6lAlRKYP9pglpz3cJsDYQ3xMh+bBPiNTejl0/t9Zg9zwP0tgWy+v+3JD57edDYDVjRBmWNXDx8wO0OUW2gnWRoL77jLtcMHtcMTh1RC9E1duBM03ry05r1jYzsJDD4+Ir2aMTydsbgpMUdT1kfSztWTw2rGyOCgZ2PAu00J7msyB8tcdOC5NYRPLmAm/ui3ljVv/BcZjteVzRfgthoBfe2rEmy6ZFVYmVw2TrUUjRo3RuH6HlJczCk3stY3xxAiDQ7CeWRlYPvainJJ9PCvlYQLEzuOnZ+LmtRW4lXNsD6SIa1V+/JawpHDcm356jC88bhJWNb88PTG1xWBffu73NyMiUxnh88ucmDsx0uZ0PKq4Jif03x0DD+uWXwQKOclPg7HznWB4arbwgAzw0iyaQm5MKLWh8rXKZoh5r1oaLeU/gikM4k8ZkmUpw2wtw2UrnJPCFh9o0pKoKei8k9WpE+uESVtchpmGsgn1qUctUuK5nXvKiCeeGHFLpqpr3eJPVwhO0k0s9mtmc2vW5wr5sDGzpAP5COTUOsKmgd9pFsF03lGH1aUjxpMbU8bvZOgvaRZBVoxor5W5blnQzdeNK5x02F2e8TzehejW4CzSQR/ecmoB1kMy/vb6JJFo0kYa1JHl3JTEsr9OVSKC7Ptoi/YLyuaL4s0ZfQSSLbCR86XkqLSlLZmgShHphVQ/PmHiqIAZtdOREmTxQuV+QhSr9tRI2uujHADbTol9QRUzlm74rQOArq/YCpFOtDRUgD1VcaolcoFdFJYNWk/PHpLdZlhvcatbSw03C+HlCWGa6yUGtMqXEDQ9ZCfiEnQ7oIKBeo9xLOfgP82OFTi75REYLGLg26lZV3ce5F7f844vZbCIrFu4r8icZnCtMkmMaSnUkCiYOM9Z0Ro7trkkeX0ibFiD1ddBVGIohhK8NjWi0gvqbdyEds40Wec6d8WfQWt/3jvH86sTxH3OyU9XqNmt7grsfs9Lo6WgmcYX8HvarQy0jYEQ+uwSdzYpFQnAUGjyouvjkgXUbKI41uwY1S0osKXwh9IHssSHDVJTdTOXxuSVaeYCQxahclOXsPVkult1rBwR7h/iPUeExsG1QcoScjqbp/wXidaL5METpwXouU4dZ24kq+MxwbEQeZDPRyRXbe4gtD/mRFfTwCpG/3mSYWKWZZs/jqhOKkJr3qvKyVojrKyC8jpglcfs2QzDXNXsCUYCpFPAj83jsfM29zFqOMYdJQe8tilVPXCWjx0k50YHe64pIh+lGBcorknwxJVpF2oEiXcPUVwc80E/Ajh8oC6TsL1lc5OvckpaI+iFRHoFshdCoPOE16akhWinYYiUvxl0pWUrHEzLB8e4QtA/ZssTG2j702cNMKWzuxsOzcHQaZmMV1A2E9WwnSt65fbIG7DdH3EWV4eg3+TKICnt5AbXs/vezz1qED83U/ay1qXeP3RoTUYMoWFaE9HJCeLBk8NrRjSSY+VfgcGqVwA4NdCsK4fGPM8INzwijFFZb0ZInbHdBOEgHy1fI3hFTj9obYc0kgcSKQCtV2SGitIEmJ88UvbdnyOtF8mUJv8U46kJdKrKxii4wYAm6UUu0asiuPWTbYuWwrTO3RjWHwJGDXQVbijWPyk0vcTkHIjHghTVI5YRdC3ksWnWvk0GNv1vjGMBjUVN6iibw7PueT5R4+aAGOzlPIAgTFvYd74BV4xXChSJaI7ksE4yLrPXFMUBHqvUB6amh3FM1ZgraQ766xv1FRN5bw4Uj8vhtwdyrs44ziiSJaMGtFcRYgQjuw5I9L2t2c/LwlOStFEmJUSJXiOhpCT0xdVzAayMlzsiKGCGWFOtwVmc9nTd7gKUb2Jv3ojjbQD3P7KgWeTyxbnKvnNlEb4SvB1OCFzNjClfdVAAAgAElEQVTP52KHwtWzEjXIiFpjF41ImqYWe7WmHY3JrwLpwpPNDOWR7lj3Gfm9GWlm8HtDgtUkF2tCkRAVtCPDel8xPFHYUpDf/euNWYKbFqR1SxjlaC2kTxJL+KcgBfo60XxZoh9GavXUJkMVBXGxEAHsxFIdZhTnMtQbVA2qbgmDHJ8bzr9tGd0PFHdnRK0Jw14V3xNSEa9uxiIT4QpB4aooxm/23NImgVs3LolAiIrUONqouSwLZrMBJvEor4gBkgsrwlaAXssqutqD/FyRXwbqqaKZKrKLSDNRZBei6hcyTfG4kwJtLHVU+MqKhniAegrJpxl2LWzt9CKSzQNmLb/LDQ3Nfo5pA3ZWiw/38RQzW19b4vbr7GGBKpEkoxTsTK7JlytR4YvWXm+BNp/FCxjZfYXTzYA2yODtQe+zj4HnZjUbxPAWKE6eX7AuSuuuGvPind7hX9SiZP2NGyTLluyiJp0p2klKsvJMPg2sjq2QbrUmvXcpA+40obm1Q0w6vaIY8ammGUm7FRKFLyx6kKHqlmRVE7USuEArc6hY1a/Z2/9/C1HMv/ZzVnkmoLP1mjBfoPKc/LQm/eQU9fUboBR+fwwuUO9YfCaiV2GQoudrYmYImd0AutYHVpwGEMnHehf8IKJrCHkkeZCy2Mn47tEj/uj+G9zcnbOsM1ZrkaEwJuKcwrQK5UA5hT2ocEHcF/ILaZGIosY3fBg32xFbKrSP2EqxfDOSvLtgVNS0zrC8v0t6KbQHALsWMJpdR5IyYEtPvWtJrxyD+yvQmnovI9iCZmJpRprJXUPyKMjJmaXi0bTNpG7ajmDZzUNiFPuaJLkmPW6vt/t4Ntkgf1///XM/t22X+yyQ79nn7jlZPcDPe3EeLYqnqiFVNYT9CXbtMedLwqRAoUkva4IVkux07WgmCe1wwuDDS9zxFDuvaKeJOI2uHD5PSReyBEgXkfSywc4rGZpXHaO8qgi3j1CPz2EygqvF0xSNXzBeb52+LBHi01uLDqIeZ4uNtUesKpIffgzeYypP1Bp9tSIMks1Q0LTXV1m9rDHzGjtbk84aTAvj+61Ymww6Jb1Lha1g/JEcCstlzgeXh9RnBfMq4+xkgr83IC8avNOYSmHWUg3FgcefFDB0uEGkngqQrN6TDVfUMkdQQYzRXK5kVlMEtI68Obnk6myEeXtJSIEIbhzxeaQ8VjRjxXrfsLiT4jJFyDR+IEC8/PEKNzCERFGcO1QTZAA+LAQv0zrUfCUnSVc9xHUlRNWer7NpfcLLT6QXyj5smcht3/ZsK7WlsPd5EWOkt+GNy6VsIrvjIJZrlAvYsyXtsXhr+8ygV/VGAbAdWbLzGrsWd4VotdjkluKOubyVsd7TuIGi2lXkpzX1forbLWSOlXb8sL0d1McPhCf24LFswv4pKPG9rmi+RBFjvKbv13UnLXl9VVRGw8EeESFQYjXUiDawE/Oxfg16LQUK7f4QO6tJlp5kLiedKxT5VWB5o99MdLozD3IudCS9NNQ3EnTq0U1COSvAK/JSZCN8HtEzSzrT+CrFDQPFqSE/kySWX0TW+8IytmuRmmwngfTSEJNIVSX84OEt8Ar/8QidREBRPFK0E6iOAuub0talF1paKQemCiQXjuZoyOrIsPNRjXIRO68EsOhkfqJK8S9XJuvM3zxqNJSvOzvgjfukvdaIeSq21fOerV76+68/PPm/93viBVyo/r7tDVRXXamOwKislYQThYLCjsi34jyqrEgfOvx0SFI2uKk4m5qypd6Xvyl9MMPd3ie9f0Hz5h7JxZqYGMa1xw0sq5upYKUi2LXoMvcyr9EY1OkFZDIIVjEQqxo9LDb6NL9ovE40X6YIkVCW195A27OaPJMkk2f4aY59/54gU60lHE9whdqQEkMqIDWMQq9qdO1pd3PSq4Z6PyNdtOz9sGL51oDBWaAtFFdfp/O/VtSuQNeK1fkAO2xpdzzpw4R2GnDDyPCeYp1L9aIc2JWieGQozgI+k4SwvK1pJxBMlDV6hJhG/NdK9sYlq3VG8BozN+Tn4tdd70kCa0eRmAY5IdaCmRk+CuSXThjOgxSXG/Z+XNJOU7J5yfrOGF9ohh8vri1NvN+QVQkIsno6BiBezUSIqtMCemHr9Oy8ZfM5PXNb3+Y8IxcRn614QFqhrNMf6gfG3stJrtRTMpsqTWG2FDBflwjDKJcLg/NisaPAni+xy1wSVt1gloar376BKzSDXFC/KkRcoXEDyGYRXbVkswq331U0J2fonnM3HAgVwYeNq+ZGAjRsXcg68fxXideJ5ssWIW5GAJswBg73UYsV9Zt7QqAbj/D7Y8z5AlN77Eo0Zapdw+CBFzuSVUPMEsy8IpoB9V5GtSfthqktSSlC3y5LmP4Mou2GsQuR9NS5I3glVdEkUDw0VEfCJbKlIlnKerV4HLtBrqa8KWjgej+SXiqqdx323BLSSLpbcWf/ioeXU9qHQ5QH7RQ+k61UzALoCDaSPkpIZ4p0JlWa7pdDMaKvVuQxohcVZlXjpoW0UhORz4hVLdSNRBjJPdt6U1l01jVx3XF39DUJ8lnFuRfGyxLQ9v1dqF4ewphrqUzvr7/e2jLG6wfJn+ocuqdSdBw4PVuJjMj+DtnHp/jDKVhDdrZGtZ4wHhJGKfmFY3UzISSadihbu3YIwShcDr5ISGYl6aelsP07iVO1O90QUWlb1HTyUpEvlSbQmM9+r7p4nWi+bKHVRi+l9/5RxqDKCn/7QDgplo3Cf/n1I5J5g4rgUxjNAn6YbGxx64OCdNZgr9Y0E4Guz980ZDMtLVAK7VhO9r7tcaOI23XQGnQqJ2AcetxAM/1AsT6Sdkg3MHwg85R2Ehnej8QEVu81mMJRHhqoReUuTByjQcWnT/bgUQ5a1ta+iKzfFnBeMq4J94YUTxTFk4itZaWNgvnbmv0fKiGNrlvM2ZywMwIXSM6EoZ5+dCLvYZ5twHuipyLr4zgebtbMyneyqSFAaDbv/Su1B5+VZJ6JuIUU7gmy/cBf1PeaTeJSiX1qw6NMZ0AXAjiuE5APcHZJ3JuiPz2Bvanwk0KALBEi5rwhz0VEq56mG8mJyV1HM9EilDYq5O0ta+JkhDsYYZa1PFfZYY/K9dMD7u590oOBtPYvgge8IF4nmi9h9Mklxoje3RGRpBBQrRcg1jDn6rt7TD5aERJFeSunGSvsWuQXzr5dcPAjsFeVnGAKQmopHq1I5ym6zWjGGu0jszc1IYm0ux6fiRd2dq5QweLGgaijWN86Q3PgsWvL6J7QFUwt7ZMbQDpTNDtgSmh15Bu3ThglNT96coNlVqCTQGICfpVggmjMNAcekoBOPVnR0v58zOihEhfGrtpSQUiFyVxRHlom3Zrb745R/UnoA8p5lt+7g4qR4tMFYZCgq/Z6Vdubu/V6K1oDQVqqz4rPq16ebZtexHnq52xbyOC+5dhOLv3Ku78ttnIckOdyDBiDGhRiu5NYQmoxaUI8u4CjfXHobBx25uXzfrDCjVLG92sIkF41NDsiE7K6YUkWqSgV7g1RvnMyzRPMgycQw3XV16OZ+7ekyIl1jZ6M4ex16/SnMlSn70oIwuieDGFnTHxygbp3ghoOcLem2DrQ7GZUO4Zmqmh2oTiB5S1BjbrcYKzIQYTM4vasQNQzQzMSIF1UYijfZDC4a6kOA6ZW1PsBpi2qQwCrRqG8wu+2+AxWN4VZbWrhIakA7RiilmrAnqTc293h5mRO2xoODhdUreXJ2UTAfJVsl+ykYTIuuXiwg7ufk84VzVRW9PYepHOHrjxuaDn+w1mXJBzluzu0Ay1WLIsGvahob0xJZ61UfIlB1w5VOznBrRGRqKq53kJZ+5S9zbaGzHPt04scDjYf2BbPaVsa4tnkZMzWQ66rg+ifrmRU59zQ/y6VpqKlkybENCF0ejaqe63+5h563RKNQpe1YIicJw5TfGZJzlfiUDqwNNOUZqjRThK4zw3NJCEahak82WkpVI0bh3DvEbFZy2xwCwGtjEaNRsSz803ifpV4nWi+ZLHp4ZUS7Mx6DbdvEN46xpwvaG/uUB0k2FUQLycl2JVmJ2BLzfoQBicRW3XKfIlmdVuU2EyVYGpPugyUhcYNZUibnSl0CzGLcr7sNwyHFVWd4O8PSGaakEbURUJ+BtUB1Lda0idW9FAWiiaPpHNF/ZtL0sQzymWF/Nb+JUpFPj3fg6sE0oh7uyKsEqwJXDyeklwY0pkgi4tzUffzmWJ9mJIsPGhYfGUsJmpnnmasWd3UuEIz/blHx0jy6IrVt45QLuInqdjlVh1Lu6yu2440lVmE39okuV4P5vqkeems5kUVywsoBn1Fut12bMTmo5zoz7L1+/v6x5OIlrTSulMLVJJgemBnjPjeGrm9bmFiLn9f8mSBnxaE3NCODdVU00wU2kurbKuEYCC/9JhWFABix3kKzom30zY9ov9bY0TlGarIX3l9/zrRfMlCpakkmkGBynPCzlgOLi8IWDdKhBhZB3wmlrbJEta3IuWNQBh58gsRhGqn4loQNQxOGuysxu1kG++kZBkZPQis9zSmAfsnmmpP4eoc/82GZpFivdACtFNQSgXjBhEzcDQ3I2ptyM8MxYli8ZXAKG/59eMHHKZL/uTqNp+c7KNNIEk8MY0MDldiNDeuuDle8OHdN0gWolWsOmsVIpTHinQOoxCpJ5pmrMgvI+ffthuD+2DYwOhjmlA8WBFyS1SKmHSUgW0KQAgoH0Ryw9UbeU5ATvr4BWc0z66+txLOJkl1v/v5Kkl1ejZbbYlS1+1Vv3W0Iu+qQhBtmCzpCJhic6vbgC8SVGKwjZBrY7dli3lCyOT9cJnGFfKZmwaqPUV5pBnfc2QnJXpVyfZpLtKovdd7rOrN0Fx1G7NwNZMk48MLk+yL4nWi+TJFx97t7TFwDlU3uIMx7TTFDTT1WDM4dfhcrujtSKxS0gtNfdNR3E1EurET+naFOAu4gUE3CVEp8ic12ZU4P15+PcUV0gaFXgXTQFUlKBtxhw2QYipZf7sBoCO+MuiZJT/VRAPtEGISaZ0h054b2Yw/aN4hy1tWj4c0acBOGlLr+Zfe+DH/4ORdPvjwJvlKEsXyTcguO1qEh2Y3oL2mGUqSWXzVU18YbCmtWn4pnC7lhamuWvGD0ssGVdW4o4kwtfvhagjiZrCuuuGqVI2xbZ//DF4VL/Jse9RjZJ5FBG/FtaREhI6kqXoVwF6jRinBsrTNZr0MEI2w0JVSIllh5STXrccXFrc7ILl7hj/cEX+mskYNUmKmSVaBpAyy0VRQ7W8hxu8MKR5rzOls434aW0f0KzZe4l3rFJ0TL3hrZZD9Mr3kZ+Jz05FS6g2l1N9RSv1EKfUjpdRf7W7fU0r9H0qpn3X/72495j9WSv1cKfW+Uupf2br9t5RSP+ju+8/V58qT/RmL7gDvfXb8zQP8/gjdOJJFS/6kFuyKl9J7dcOQziM7HwSShUKvDONPo2ygEg2dGr5deXQdRKQ81ZS3c86+XeALjW6u9Wiq/YgbRIpvXBFajXmSoi8T/DDgs66SaUC3itFeSdhxlG852oEQM1WrcK3hhxc3+MHiNrNVgdEBTMQUnu+9eY/fOH7AbwzvcnM4B69opoHq22vaXU+1F6n3Iqs7gVCIONbiLcXy7YBZaZKlAAHThdj0Kg9X7w1wOzkxseiylROsarBP5lCJDzfJ9fU0Oi+3d06WSusNIvc5Sc/t+Lwr98uoBl1FtREk79ulxF77eUN3YvvrwWtdP3VMxO7vCnkiK/zEynr/0QX28RXpw7noyViDeXKJWjedyqAivazILmo5DprOCbTDQa33FKab98UiIw4ywex4L0oCfst6pUs4sW4Iq5JYrp9nr7/s7XuFn3HAfxBj/Cbwe8BfUUp9C/iPgL8dY/wa8Le77+nu+33g28BfAP4LpVQ/Cfsvgb8MfK379xde6VX+WYskhd0Juqwxi5poNPZ0QXK5ZvJJgxsYklnD3k9rxncbkpWA29IL8faReYzHZxoVRKNXe7nSmsrj8r6/76w5KmhvNripJ361pFzlmJOs0/FVJJea4omA+dbHkfao5dZkjskd6blh/W6D22/RleIbt074rYP7PFjtkKcty2XOjTcvGAwr7i12+O3JJzxsd/jZ+SHf/MZ9fut3fsZwVHHr7TPCnYr0K3P0QY3dq1jfEfPr4rGmOJXXqRtpr5a3NeWR8Lvq/RSsJgwSsVYxWqQgJiNinsoJ4fwGNrDRYW5ascrVSiqKZ61wv2hst0vPsra7ZBNbdz276R/WV10dq1sVuVQ0SbrxC1eJ6BzrqsWPMmJmYLaQ+ZLrtWxk+B12J8RBhmpFClQqIU0ztVR7hvlbBrsCU8sFa/5mghtoYmoFp7M11H5KmDx0bp9dJfd5Ht7b8bmtU4zxEfCo+3qhlPoJcBv414F/ofux/xb4u8B/2N3+P8QYa+BjpdTPgT+nlPoEmMQY/6F8Fuq/A/4N4H975Vf7ZyRUmuDHuchVrtZopeRK4wL5J+ek44Jmf0ByUfHgz09F+KigE6qOpPNIeSsnP2tlBewDug74zMh2wkmrVE+kFVrfDJizFN1CGzPMSgvRMpFBbzuOlDcio3uKZtezs7/k0WIMj3Kamy0HR3PO7u8Q0siqTXl/fkSIiklec2sy5yf3bhBKS71T8z/e+23enpxT15af3rvBYFRTLjKqdcr+7pLlOkM9yHFHDXZmMLVgdorTQLIONCMBhIRU3CvRSFUWArqO+L0RelGJDQsQhgW6ap6iGCjb2ejmctI8ZYz2jJzn9e1bdIQXfmgvWHFvW+b2P9N/v/GG6rc5AuATj3AnVa21xLJ73XmE8QBV1tgHT+TxnRA73eYKpYijAXpZSnWSWJLTJTETf/ZmLJrBxWnAJ4qkQ5Kvjg2DB2v0Yi3SGUbDedi8V9E5mR22bYeiFnzXF6EkfCFSpVLqbeB7wP8NHHdJqE9GR92P3QbubT3sfnfb7e7rZ29/HVuhCoGEq9qLXuuyRNUN+mpJGKVS9g5SspMl8/fGFGcRX8DongxTV7cVqxuaeqqoDpLrYamRq6opHdmlI112K84M8lOpGIpThVl2xacCIjRTqWCE3wR2Ybg6G+G9xu+1vP3GKTvFWiApg8A0XfPJyT6NN1TO8nA+IdQGXRra2nK+HPD3f/we7TqBy5Ty/ggWCa41nJ1O8D8Zi3Tnk5R0psguhYdVT8W7yK6FEW5qaHYgu4hUe53NbdWil/W1E6XzhFG6Oam3AWYbCkCvbOc/p5r5rCSz7bv9bHLpP9d+vd397LYIes/aV2m6WWlv86/UoJBW6uxKDN7SVEze8kzmN1pJgtAKNVuKtETrQEOYFPhRhikd6TJsRMlQkM6l0jVtpJ2kMiQHWKw2pnIyGL7+fSrPUHs7T63rXyVeeRislBoBfxP492OM888Yr7zojvgZt7/od/1lpMUi55dXYP/TFAKQUqjONZA8I15cEUPEAu5oSnkrZ/nbIvF4+E9K8stUpBI+iSzvCJ+l2ZGVdbIUX2u0qLAli4Bdyaym2jHkF1EIlufiFVScKNxAPqpmJ6CCQqeeaC3BKvxQ0Lpv7F4xOqr5zek9/usf/jOkF4Zmz3NRDfEXGZfpgMR65hdDVG3In2iaJmN9rLBnCe6gJbvQ0g61UB1oohWJCFPJpkysWSBdBAaPW1DgCqlyTCUVXNRQnHVuEE0rDO48lZW2NZjL8vk1sveyMn4RkZIXVDPw2Ulm++vPmFlsVt4bQmW4ds3sEp7qEkevj6OMliRjDLQNUWfdXEl1wuqNtFXrjoBrNGFUoFqPaj1+lAknKoItO0gEoB2ETDR/lIPkQiAAsUhRV/G5vyM2TVfVOOJi+YUdK18p0SilEiTJ/Pcxxv+pu/lEKXUzxvhIKXUTeNLdfh94Y+vhd4CH3e13XnD7cxFj/OvAXweY6P1fnqP+pyhijFDVqMenncG6wn3zbezZgni1wD5wDKxGxVwGol35evFdRTITIF1I5ERsxop0ofFZTrIQS45otEg45oqdDxt8JgLm1a4mmwV0qwiJtEtRg99rSRJP6CqcaCLJsOXmYM6/efgH/NXv/z5ukZB8dcWv3zzh+z97A7PW1FWCs7pT4JO/bXhfUcaU9FLhR2JcnywgmwdCKsNe3URsRSfpKYPtwcOK8lYu4MAYiQZWtyPJQqqc0UNw44z0fC7CVtvgu6oWgF6I0gb0hmjbV+RwbbnyUp7TszIRz97W3/4iKc9nf6Z7nFKKp2x5oXvdW6/NWqm2rJXXua6kYvF+47sUq0pmJx0TXXkRZI/GokLEZ4Zq16C9yHeoIF5QydxT7VuiBbQAOFFKiKa9FS4dp6kXY+8WFV80XmXrpID/CvhJjPE/27rrfwb+Uvf1XwL+1tbtv6+UypRS7yBD33/UtVcLpdTvdc/5b2895nWAXNH6Erqb9qs8x57OaW7vSIk8GWJnFeM/ecLODy7Qa4duI5OfQ3UYcN9ZUh861l+vWd8QqYbLrxuWd1L5tLWsNEOiKI8TVsciHJWUsskxtUgIhCzKzwco8hblFNpDslthbCDVjr958TsoFbHjlp3xmofLCXppsWsIlcE1loObM1RQNLuRZkc8idJ5xCw16QyyWcA0AmFZH8omJCpZsZsmkp+3EIUM2Gse17sKFaF4Etn7SUt6WaNbkTpAa6kGOkxKLK+1bqMP1+C8fsjZdhuWfuP3KovQZ83h4MVo4Zc8Vin1PK7m2ZO324DFupHkYbRULsYIdyvLZA1dN9Lm9DYubYs+vRI1QNeZ6RmodjXBSCWTLmU2oxsvnuZRSJaqQ15jr1fqT713HYCwfz1fJF6lovlngX8L+IFS6o+72/4T4D8F/oZS6t8B7gJ/ESDG+COl1N8AfoxsrP5KjLGvw/494L8BCmQI/HoQ3EeP31ByxdWH+6gYCU/O0MbIrGVvSnNjjE815XFCce4w60CycKQLg6kU+oMhN37nCScfHGKXinYssxWiXLGiUiQrx+qGFYO2RAbC6Vyg/27QYWqSSBx5dg8WxKjweSQYRQyaNw/P+KOTNxhnDd+7cZ9/+PG7fHv/MX947+3OlE6h1ga1sLipJu41uMrgb3jUT3Imn0bqK42pQXsRxMrPI24oflPtUDA77VBTnEhC0F62ZKKHDNMPpHJrRxrIGfzsbOMUgRX5S5oWNcqIy1Le47hVGYQIwT1vX7sVL0QHbyODn/sM9TUS+CXJpj9BN4jbZwzkBDgYuplNQm/ZG4PZkEOBDdCwpwgIWVODzYjWoLwnDFJiotGtXDSSMnQQCXE3bXYzTC3gx8tvFhRnGaOfzWTGEfuBtd5UgzIPaomLBSQJ+Fdvn15l6/QPePF8BeDPv+Qxfw34ay+4/Y+A77zyq/uzEpuDp/s4QiCcnMrg7fYNIoimyPGYq69k3UAP0oVmedOy8/Oa4eMaFTPOvqu4XAyIQ4f53RWrj6cyx3is0K1cdYPR5JeCCEaDL6BBNjj1TmT4QInw1dhxY7zgpz96Q+YohwGjIonx3Bwv+FeP/oQfl7f42s0n/PTyCPfxSMiVuxG70PhBpKxS9GmK33GkH+e4UaTa0QxOIsWFZ3HHMr7vqHYtthR94d2fygHcji3BCtO4PNTkFxHlIsPHgWQVsCu/IV0CcsUdD1ALwXgA0jbFDkinzfUKu78iq+fnKttUgec/q5dUMv0w+DOqmRgjims6wrOaQxscT3+SO9fZ7nTo5Z4p3Q+021Ye37WCsadWKIXbLbBXFSrRaK3ILwLNWJOfibGe28mlXV04fJbACpLV9QIC58Tvfb6Q98oHWFfo6YRwefWFVtvwGhn85Yjuqha9R2cZoa47cJeBiysABncTYpagXcb6QJNfBOZvGdZHEVNnNFNFsohEC+7BkL2vXvCbRw842R3z/t9/Z+O66AoRSzJ1IFkrfKHwaRTbjn0PaaCqU+pDh0kDdy93UY0Mgc3S4GrLWTnku/uPeNTu8Pfuf5X5ozG60uSXivwior2iHUWy+5pwMkKnkF6mMvp3olU8+CDQDDXTj1pm7yQMHwfRFzawPhQ5i8GjClO2xESz+35gfZigIuTnDhUhmTdUxwXpvGX57UNGH4jxGlZaCBmaRqSe7vAymK6a8dculS+JV9amgc8dFvfPI3O36/ZpU830SUYrCHrDvVJ9ddTNaZQVkfG4KlFZeu32oJS4QXRrbuUi7W5B+mRJ+faUwUlLvWNZvpEzvA/KRfLTiqgU2YUivRDqAVkqz5sm3Qo7yGvTUXpa02njfME5zetE82WJLtlskgwQVyvUeITSGnWxIOxPxBJVWSafVKTLlGRpuPw2RBU5+H4kO9eUdyKLZcHfWXwNfbcgKWVo7Aspo5uRDBt1G/EpqKCo9x1vvfuESVbx4+wm1IbffOsuf/LwFhzW6POM4deu2BuWWB0Y2prSp8wfjzFLgy0VoweRZqzkOb3MdPLzSL0nrVEfpon4VDF62NAOLXYtKODsyhMSTXHaoBrhJYXcotqAmyYMH9dEpWT7VRjSCMV9sQJJtcLtDEhOOhh9YmFZStVgjaynujYpxq696Vwi5c3YogZsxWdWN9vxMnnP3l6lf54tr6he1U/CXyeZLUeMTQJKRT8nVhVoIy3TlpA9eUaYDGTG0rU7wSpiakkvG5ZvFqxuaHY/aFE+iheWUtR3dshOltfunVVFaFr0cCBaxXlHhbAWtbdLvJz9Qq4IX2yi8zr+3wl9fWUzuzuCW0hT9P4ecbEkzBeyWfj4AcWnC8b3GpKHl+g2oh20U4/yHdbEgDqqONxdYK1neE/0aKKGemy4ejfB1mEj7Ri1DAgxkcpZUu34zbfuUkwq7s53aWtLKOV61LSWzDjeHF6ya0v+1vu/hq50JwGKMINb0aqxa8HotCPx1U7KuLG2bQtFugws3hBZ0d331xTnHlt6isclPtE0uyn1YU47SaWKeVgSrFjFoLtkk3UCUmt4wWMAACAASURBVCFg5yLUHRMrwuSd8NWGq2Pt00NOpZ+2WNn+LF4xXjo47ofFxmzQvs/OYZ6SDt3ydXrq/35+1PHeCAGV5yhrRGqz6ljpxhCGBfhIyFNiYgi5wQ276seKNES6iJTHsj5vb02JRUp5nAjmJk0IuxPc199A5TkYg97flQSTd24RiUUNB9ct/heI1xXNlyG2/JykJzaoG4cibH2h0If7ojECuJ2c/Pt3CTf3Wd62NBPF8FNLdhkJiWBnwlnGI7dDcjfj6nsN+bRm/cdjph8F2pHC5RqXKeodRTaLrEYKgiJERW4cISr+xbd+xuNqzOViQDJsqNYp//I7PwVgNyn53x99g3aVYI4qfFNgHwjuxQ0Vw4cRlyvcUDZY1a4iKYXgWe3LibQ+tuRnkdXNjOGDmpAommlCcyfDFYrBk34eEdCNR9ctprQ0O6mAzOp+WAkR2bCYWUX51V0GH8/kCt0rFPYnqw8C6W/bzy79X0CsfEpDpm+DPgs9/KKBsRZ6yKZa0UpmNpu50TMgOKWuOVHd2nxDCTDSAsaqRo0GqLohFim6agh5ilk7hhdr3DjDVI50pnF5wuqmpjhLWe8bJp/K9q56e5eQKNKrFrOoBLeTi4JjrxWsslQIqol9ZX7TdrxONF+i6AXI1WpNyFL0YkUEscMdj1DpmORHn4qua1lz8MdLdNkQcsvZ9ybs/azm4lsZgweG5rDizu89oLAtD+cTLt9w7Hwo3KdqRyxWooXVLal4UJAYT6YdhZG5xXkloEDnZNbxpB7zW9NP+f78DR4+3EPVhvTTtAPORaoDxehBYHlb44YQTCS9Utg2EhXYdWTykUiHKtedrBou38sZdDoz408qVJRZUna2BhdkrZ0YfGGJVuE6CxfdipKcdgE1q8Bo8oelJJlu06Q2ert6A/kXHd+ubVIv4Ti9pJWCF89uNo4H8FyS2Z7LbNqhF/3ubbeEPrG1DrLsqXVyTwvoX2c0YoGs1o3QTVqHyydi4xsi598ZMTxxkuQUlEeS0OZvZ6xuKcAyeNwQtRLg43hEHOTyXq0reQ9dl+yc/8LzGXidaP6/iWevmFtltVqtN4CvWFZygA4HxEFOczhEH09pdlIG//hT1KigORyyPkwY33eUxwlRQzqPrCrLJ4/22dtdMftol8nHmmonsr4h4DjdAEpcB3wWIfMkOrDyKW8WF1y6AWmnCH4wWfHu9IxMe0LUZNqBinznO5/yo+lN4kVKcSLaOG0htIF2LLITIQVVX6N4k3UkWUeakXBtoobJp42s6888fmBRPmLagGocbneAWVS4Saf+D+RnQh9QrWydMN2Vv3XoRSm8MK1RdXNNLYgRArLJid0wuJ9/vCzZ9JXHKySbF1U3GyRwb6+rdTeU908nsu22qmeSE6X60k7W206OA+WcVGm5/I09Qz3qgjjMoayJhVAJlPfoNjA484REbSQiVrcERhA1jO8GitMW3YigvZ/k2KqRoa9WooHTmReiFGE2f/lx/RnxOtH8qmL7YNo+uLYO4ti01wPLxKB2xvC4EpBUVWMHKapxxIOMeLhHTAzpwxmoKY9+L79GfnpF8WFGfRDIDmdkZ2JZaxowlRJqgZNtQzQQ00g6aLn7cJ8H6Q68BfMm57BYog4jZZvyO5NPmZoVF37EcTbn19+9z+PVmHiegY7U+1JltCPF+IFHBU29q2hHgv41jcxssitHMxFUXjr3MphcOXY+aIgKkeB0QRwNrN58byphJvtUExKNboPwtwwd6CzK1qW3dAX8wQRzvrjWDO4Htf4Vr8qfo03zshnNhh3eyT7Icz29fRKFvXDdLnXYmQ2yuH/u3u7EWtHO6QbYsawEwTsshDqgFH6SolODfTIT+dbdAfayJD+B5dtD8ksB6K1uaHbfb1ncsR3auxMK8xH7+EoImZ3WjVp6EcBaLqHUX5h60MfrRPMrCqXUtRYsXB/A2wnIGLFnzXNRPDs5u+bCNC16VtLenOAzRXM0RLeBxTuHFKcN048Dj//5COOW6JVA/xXM1jnh1xY094ZkPxEuU7CK8nag3gNRYvM0c0kYxaDmJ6fHDLKGr45P+cboMR+Wh4zNmn+8epuPlgfsZyv+3dt/j787/yb/y6rAfTzCrGXQu3hLeEs3/9CRrAzVbq/QF6n2NcpFXKbI5gHtZCDdTAuK0wZdeZqDAaZ0hMxgr6Rcb45Gm2QTjcKuWvzA4vOUaJRUQFaTrNao3qkTMCdXMtfoDOQ2J298QaXysqrmM+I5HMzms32aovDUlmn7sw8Rkh6oqa8Hv31F0yeZfn2tFDE4qS46AqfygTjIcTsZZtViLpa0t/ewpwvCMKc5HuNzQz2WjcDyjhaiqoLxA0f+sMQPE9woITsT9nZ7MMIuaknYUSqr1wZyf0riWnBarCpCWT51f28epnpEqPMwGQuewWg4PZc+vAm4TKHHBlcIkOvDv2h5838NjD60RGtYvuPARpJRzfJkBDagj2tWs4LiNFIdCmObCOs7Hho5AcxOS7VOUTqyO1izm5Q8rqcMTcP/efkNfnpxzDir+eRyF6sCP748pnkwJJt3vkEjxfgTWB8pzr+VsPdTJxKgSKI5/H6DbgLDR6B9wOWmczoILG+ljO/WmNLRThKRG00talWRNg63M6CdZiQrR70vZmmmDqQnq45aocUOd77imTdWtjSOreQSrvlIn6eo9xn3P9s+PfX9y9bh/XP1lcxThmxdItpKSGqQy9C3U7NTiThSkiYd1kaOKzuvCXmCO5xgz5aEYY4fpZiyxZQtvDGiHYj8x/hui4qQnq7Ry7UM2teJJObEolyg3ckxuUUvG/T51fVc6xeM14nmVxFbrn5qOgHvxbKiqp+6Kqq+dE5l5RjzlJhn6KuFbJzGGW5ocYXC5YaQwvxdwcHc/dcCk59Ceh5ppoZ2EsgOHFwYVDQ0NxG9mNuCu2rHclWLhcdcWMJBSwwKj2I6LPnW7mNOmzGP12NKl3KyGDP7dMrq9hJjAi5qHn50wPiexpYCtNMdWHTySWDwpF8dC3YnmTe0k5TQKe63k4RqV6gVzVRRnAbKGzJbyGYe3YhUpfaB5uYIN7TYtRBDk0WL7hwO/DTHni27mc2W9m7ffnSUBBWjJPvtqmU7ifwColfPzmU2zGy49m5SW9ulEK9X1r08hepmId0Gbfu1byqgGDcJJvqAynpZCpEx9eNMBsJa4UaWkE9k3Q+s3hyQXTqGjz3locEXyCxPwdhHTG5xYxG+ygYpdl7hxnIBswsvsqfdmv5zpTQ+I17jaH4FIa6JHQahwz2gdCdO3eMmujLbGMJkQKxqwnRAGCSClzjYI314hS806TKSLUTeIdoobVISWR/JCZ8/UehG4f9oBxWEE5TdT2jHkeZWi7tdC4N3rkgeJ/gdh81bQqtlsRA0Z/WQNhguqiG3BzOUEu5TdW9MnjiGpkE5RXUgujamES0c00bWh5on30uZvZNQTzWLO5aQGtKLCrtytFOx+CjOPcNHDYMT0UVJlgG7jugm0I4t5mIp6oLzCt0GTOkwayfr7plUhPZqLRotZSWzmE6XBSsuAv2/55LMF1GR/Sy3gu3necZypa9wog+bz5sYrnFT2/gZpTuKROwAeflTRngoBZ005+bX7U8285lmmtCOLNWe5fJrMigWG5XI2a9lNCO9ucC4AnZ+VpLMG2KqqaeGemJoJ1a0jh4uUT7iBynt3oCwN75u4X/BeJ1ofhXR6Yf0B4/KM9TuFDUYyHakKOTnugNPXy1hR+xuo+nuv5wRs4T8pBaL2DYyuesZ3hfAnE486t0Vy7cgZOB3He67SzF4O2jxqVQvNnfs7i1xg0h1JCfe5GAlKHYTiQHe3b3gm+PHJNozrzJO6xH/3K2P0InHLhWp8TyuxsSx2zgYXL7Xi5Qr2mGnIeyEtDk4FVnRaDXtJCG9bFAuYteuA5IF0rknKR2mCeg2kKwc/kAM7t1OLnOY8wVmXqGXFWpdY84Xssbuq8BEWkfgGpULsL5mcL9QF/iXlfCkSzhbyUcZ/ZQX0lNYmRfpE/c8Jm2EAuDchp0tgl1dEpuOBfnciJeTOxxjygblIyGT+ZutYPGObCNdoah3oLyhmX8Vml2Rcr341oDz74xoR5Z2KMBNAiQnM9xOjq490SiSixL16FxmNL9EvG6dfhXRWZ+Gy6trSLq1HTzeoqZjlBvI6tAYOYh2x9B6KfnzFPfGPvayxJQNo48a1rdH1DuG7ELEppc3NKQeN4g0B4502DAdrbl6W6Eas6HFKh0wOkolFBT6q0ve2b3gg9NDmtow2C/Jbcv7y2N+dnGAD5qBbfjJ7AbRa5KF4sH9Pc4mQ7J70upUu+L7ZNaKdiT2uMVjhS+kTUtXYr9bHWZEo/CFpni4Rjee+mhAsCKiHowmPV/jBzKLConGhEjy4ArV4Tii1uhO1AqlOqayyCEoL7KlfWIHhPW+DtfEyviKYLPt1XZfgXRI3g1PiS3w3rbGzeZx+pnnC4C5rmwwT/8uuCZQKrXhYfWqi71aYj+f0aXYHvtRJgLjU0u28Og2Uh6KXIf2keGDSDtWuElgcM+SLCPpMmKrjmRrYXjiSRatiJ67QEgMyVUlMqH9a/ol4nWi+RVEvxKMCFhMFTlqPBJxae9FrX6gRRt4uSKOh4TUoIwIO63f3aP46AKA1Xu7LG8a8stIPb1Ww1MmkmUtzcCjh44k8SzKnBA02aClHiRgI+0yZWEieq/BLxKcM6TGMcwbqixldVHwY32Mc4bj6YKT2ZjKJVytC1iJm2XxSUqySrGrCEqoBSEFV0SaKBIP6+OIbiA/U/gE/FSDgvWhZnASSMYppnT4VJNeNWLfa6QqMJWIaqMV7fEUe1XS3JiS3pf3IGqFarysdkPYyJQCm6+V727vkbUvVM37nIHt1v/bCeaFA+DtmUx/3zaXqW+V+u/VM/cpJZXMdiudWAjVVnslPxdSi5ktCVOxsjWLNVEpTCXbOuWuJTVm71jKm6JUmD8y4mleia+5qQVImc0Cg3tLZl+fMOxee/rzR8TxEFU3+Cdnn3V4v1K8TjS/yggCUIvLFdoLPgFrBXQFotm6XKHqBhW6dkopolW0xxPsvCI/rdFtyuPfTUBF3DBQvDtnqgNXDyaQBeJFyqq0EBSkAT9LMPs11srV/JvHj/nkao+lybi1N+f9syOa1hJbDU6zeDzGTBruPdljMi5ZuRSjA/8Pe2/WZNl13fn99nSmO+VcAwooDAQkUGO32u12h+1wdIQf7PCD/eg3P/iL+Av1N3BHKNRu2ZZaVpOiQBIgxpqycrrjmffefljn3rxVAEWITRRIRe2IYoFZmVU3b56zzlr/9R/UrEWtZV2+3CSYa0dyrUnnwLCR0A2oDoqFop1KPIrpYH1Po3vos4G8p8BUHclKY6oOP8uEM1P36E2Dn2YEq1ERuuPRzgpCNe1tx7J1fNu+t5l4B+PjAKY71LOr2yLzwobnV2ya9n5m3/yz3NpxDlyZLat3+/TfAb2Dg95OSrAH/g5HWSv+Lnv/fmzFoFwlQ/HperCpbKSMwt85QC9KwsGIkFi6wwzdesyyJeSW7LolWM3oPBCsobobsWtFNpc8LFt5VBcwmw43Trj8ZzNMF2mOE8Y/uSD2nvj42T/aG/iXndeF5lWdffbvFgzOM0KRSSB961FVK+vsIqM5kULjMyVP/ZsWfbOmenPC4//GihPe4K8Zo2K9yXBzg880+bnGZ+ITqwLYf3HD/emSxlsu1yPen1zQBkuYiL4pTyzLZxMYQt4ikKYdv3f6nD4anq0nFK7j9GjFumj54ztP+LuLu2zmM5KVJDB0Uy+GV1FSL3ULs1/IU9PWkdkXQTqxa1l1m0aU2fhIeyzfq0oNJpV8JnO1RucCRqo+oPqAP5xgrpcDaW27wQlDtIgX6cYoJYwMurWCce3rcrYF5lulUb5YlL7Gl9kD7+NePtMLfJx9XGa/yIQoo1/wAgBvgdatfWYY5Cg+3F43RsNiRTw9Qi8rYubo7s5g6GRMLQF6oXBCaGy9LLFCxKdQPFUsft8TnGH8SDP5MqCUkUzuidiqjp50pD/6HJWmxNND1LknLNff4uL+1ed1oXlVZ58NvBX7hUB3UkjaojPYqoWjGWGU0o012VVH9qzeGSrF6Yj80ZrR40NJL7iKbB5oNpcFuuihiIy+FMPvdB6pThT9ONKsM964+xUj23BZjHkrvWJ2VHHTF3TR8ONwH9XL9mJyUtEHzVFRcV5OuFyM6Son3Y4N2NRLkfl0Rnah8SmUbwT0pCNep/g8oBtNfazEbc8LhpOsA4c/b1k9SKhONKZ1FF/WaB/RfUJzlOLKfmeqvd206E5iYnxmyL4Y/GYGIybVCqagtuH2SqE3Daqz6PPr21Xx/s8AbnVGv+p8W2bwyx7A+wUlhheC4navf2tuFcOtsVTibkfA0VB8y5qYp/L73WNU2dCfTLAXSywI5+WowM5r7PC9hiJBVd2QmpEwfhxoZkLiTG9E/Kp7sZGojyy2Dhx9VOKe3NB++Bbuci0F/NdkAX/TeV1oXuHZ8WUSJxsnpXA3FSG1+JEjFCkAwRmyq476aLBr7ALuakN/WBCd5v7/eYmfZjz/szHtNKJLQ6wMCkhvItUd2TREEwlJROvIjy7v87+9+5f819Mlmer46+XbdMHw2fKIq+WImHn0yrJYFsymwqPRRKoDx198/i69tsTaoB8nNCqnmCuJYpkGDt6eUzUJ9URicvtJZPqJ8ELWDwQI9qnGlprJVy3lXYntLd+cMPp0jvKR7LyUgqskyF6FCGWDSi3WB8zVmq0BVMwSWfXudytdjz8YY57fSGfg3ItU/m/igPyybdPLGM0vOTvcZh+L2Qd9tRJj9i2YvDUe38d4siHDeuf4N4DAw6o+ZgnRavzZTJJGx7nwcroetQqEaYF7Lt4yWEPIHfSB7rTAzhtsGfDOEJyA5ckyor1EJEejME1k/NE1WEPzzol4DDuDOr9+Me/qP/O8Xm+/oqMSMc7ephTG9YaYOPRzeUrr2tMdZqgQMFWHXbWMv9gQjKI+Tbn+s2PsvKI5dHzxP59w/cMRp39bcu8vA8f/nyK90hz/raKbKNwSpp9BdHJBv3Pniv/lrf/Eoi8wRP6v9Qf8i+nn9FFTNgl9bzALSyg8edGSJx2PygMADlyJc56Dgw0q87RnPfG9Devfa2nfaIk2st5k1Bc5OvGYShFdZP1AwGC7kfFt/UBRnlq6qSFdeLLLmvx8CI+vJI8pbovC4BSneik40WjCrJC1rlLEUUaY5rdYzfDLzNfE6UiiVIrs9kZ5Ia72pbHmmzqbbWF42ct3+7PcPjD2HfK2nJgX0hX21thq78/CUAD1QITbgtnbeNx8CLZzhpg6QubwhcOPEtEzlR3hYEx374B+IomU3emY6GQT1x1m4qRoNbaStM+oEZPyYzX4FimSZcfkp9f4w4KbPzlk9WaKXbXoZUkYnB1/U+d1R/MKzzY+JdYNOIduO3FO8wE/cvhU008z3NM5CvBHY0ztqc4cPlGEImHyo+cs3rnP4n3YvFEwehyZPOpwpaE60fQ51GeDaPJK47PIl5eHXB2M0CryF6sPeF5PeFwd8OH4GQD/z+W7MAoQFSEoxq7lw+kzPsyf8MP0MU/rGZ8ujslHDXoSyVyPnW24+Mkpvgh0Nylubuh7hd0o3NqIcfgE0psACvJLWD7U5H8TSeatEO4GW0oVAlgjLvzNUBy8J1qDuVzC4USKiDWEwzF+LJgMQycRihS9GmwhasG52OfT/LKzj6e8rKLew2iiD2K5sC0sIb5YZLZ/T4gvJKXsxqetFw4MBuLDejuGHZgdt5unobiGaSGYSy44Vl8YrALdBjAKtW7QVhMyR5iNcDcVzZ0xPteYOtBODOkllGcJbhPQnWB3xfMgXJuNxy4a/Cxn9bDA1hHTeMymJVxc/ZpX+C8/rwvNKzqx7W65GBpoW/yTZ+iiQNcNqVIkfU945z5oTXt/Rntg0Y2sj5tDxerdMRMknZGoWL0TqN709D9KaCfQnASKJwq31LSzQP1eS+wVhfX87c0D6t5ynJf83Rf3+eDBOf/D8Tn/9rM/Aa9QnYw61TxjM074xfoEQ+CH6WMCivk6R+vI+tmITatJrzWjJawfQjLXZJdQnxjcRlTa+bVwNVDCGlYhMvlSbt5+ZDFlItjKIBMIkwLddFJo9nORtMbcrEAPXY0VoDMaJZ/rvWzwmm7nZ+uPplKYgFtD8r218gsM4Zf+/74Wafj4C0UFbjdK+92REiX5LmkBBsBav1hktv9slg0q8rAjGaq6HVbaAbWp0WRSaMyA2yhJL9DLiv5kQjSK+iwlfxrRVpM+XdLemRASSSq193LSm57FewnByaZPd5DdCHhc3RvRjTW2FqP3/GfnhOPpb3Rk2p7XheYVnp1h0d7TM1YVOk3o3rlLP3HYTQ8j8V7pM013qEBBfRyZfRbFjHsTyK8jIbEor2kn0M3Ed7e6I9yIkAcICpUEvNc8vp7RrFKelqfc+cElB2nFRT9hkjWsmilmo/FFQKeesnXUmePL6og/d7/P54sjjAnUX03QEbLnWtjHKUw/Ea1TN1aMv5ANh08le6mbKpqjyOgrxeiZx1WB9RuW8ZMeXyTYupMgeq3QTTckFuyPOXsCxRh32xYCxELM2lUVUL0nHE8FSF6sZTO1v7HpX+pq9selfc/g7Tp6//P2O57t522/bv/v2WIw2+5l+3n7/70FibfY0tarBlBNJ7lUiSOkDt32YvrVR9qpw616KdCXS8JsRHk/I533g1TAYp/V9Ecj7KohJJbRuWZ9z1BcColSBRg/iiRrsUz1uYTLqQimDuQfPycWGfr8mm9JafxHndcYzXd8xKBIAEOVZ8IENhpzerLTj8SmxX7yBDdvqE8S/MhRniV0hRI9k4bZx7B8aDj/M8fVHxraseboo57sSpIP3FKRXouexY89dmkYH5bYRynh0zH+szHJU4c7q/hnJ485SkreTZ7zv771V+jjBrdSpFcGl/bcny45X084cBVNcFSto7wsCIVH9YrmJFA/aHFLWHzouf6jSHMIi9+DdCkXL2rgytTC+jVtpD7U+FTRjWVM2j7hVYiouhUAOO79GqwQwmSgkTlLNEa2KUbLzZkPlpObmheMwQcnvd1N/cu8gL9pLb39/Je7mP2C8XKR2Y5I+/+WUrddzLazChE1HgmgrcQdT16H4DR+mqE6T3dS4CcpygdJfLguKX56TsxTSeVc9LTTIaY41TR3xuI+OE3pZol0KFeB1QODW0dmn/Xk115W50H0ZP3IEBVSrE5nxNTiL6+/5ZX9jzuvC813eQY8Zhfw7mXVqcYjkeOPR5Iy6D2cHWG+OKf4coNuPa4MpItANheMIxqYfdrTjyLdKGIbGcFmn9WkN1A8i0QTya4UbmHE4GiRY2rF6EuFWym6g0BXOR6VB/zp+Ev+j5/+T/zl/D20inRTcdrrGsv5esL/+OZPeDO75g/zR/zv7/8H3nh4xYfvP8ZPPLMPrqHfKoshvdLUb7WoTkBHn0ggXTqPjL+IZNeCC/hE0hh0vzcaRQF7d4VlW2T238ZNJQ7/63KIetWYVfPi51kjhWc2lht+y7Ldt8X8pmKj1NeLDEjh2Oe+fIuf9df+XqSLVUkiDxyA2fhWj5Wlgsl0PWFcSFb41Zr+IMM7TT+yoni3ClU1NO+c0B0VmErG8M0dTTOVbKat7cbqzZRoRKG9uStFxq0jppLuyDSBYMRQLLtq0b2A9X7kUF8+/dXf5695Xo9O3+UZ2u3ovTA8EwdtC8eHBDfEnNYtkUqc6x/eITpDnxuqIzEejwbyy0CyDHRjTTJX9KNIdaiJFhZvW87+Y0l5LyW9NjtxnC0VwQXcBkwXaQ8jH/zwEf/l8ecUuuXfz3/AUVHxN08eEKNE4RIV+tOc+o8bfry4T2I8T9sZJ27Nnx4/5t998T5m2lK3DjsXwFf1ivrMwyA9iBqSBaheRjiAZiZZ330O6Q0k8x5ddTt+kOq/QSKwZ1IVE4cfy42q5xvC2VQ2MnkqDODEEUYp/kQMsuJhjl3WqFq2VGq5JvZ+IMipF8cgNbxh+z6+/9DZygj2842GtfsL2qjtat3aW7ZwrVGV4FIxS3Z/ZRzlMiofjTCrmui0JBgoUD0Ep/CHI9LPr2jfOKQ5yVm9YfGZIrsJRKPY3EtI557xo5ZuIutskNRRV0bamSVZ9PhM45Yd9mJJ9d4JtpIHmVm3hE31613n3+K8LjTfxfkmolfXQaPR0wmsS9HIFJlI8LtC8AUj7blpFK4KmE4RLEy+qFGdp5mNaA8j6ZVC+0g7Et/dbuqwVeTgk57rH1rSG0VzGHE/y+lzMI0iZIGffXGXsWv414efUvYJj64PCD8bE96u6c88048s7SHkScfPL89oakeMin/1zmekumc2qvC55vJqAuNAfaYxd0vM34+p70ZGT7b5TFHo7FPF/PeFJZysBNNRVxASsY2k32ft6sEcew+/GE50Fl13gxEWmLJDdV7kBlpLdHBq6SYWn2myq5bm7hi7FlBTT3NhCa8GUyy1Z72wVU1/k1n41xTWou3aFZLtz3r3+QKo77ok2BWZqBVqlN9iMtuHUJFB2wk/BiHb2WUjAXBTu8vOVp0Xzsx1STedkV8HurGhnShUkGC9bqzRPtIVGltFNvcU/UjhrzTpfBBQJsLdQkkCgmoD6eMFal1+J9jM9rwuNN/xUWYwF9+UxK5HjbQAwm0HeYq+XhE3JcSAmUyIZUn84E1GX5Z0Bynp+QbVefw4JWpFciP52D6BvpBNxPqeZfxMQNWTH3WUZ5bsStif5R3RHI0/NZT3FB9N7/C8nJDanuZZQdopQmPABao7suGa//gEAjz4L57w39/5Kf969DF/W7/FnXTJz9dnXDw+IL0yhDTC5yOShUT26j7K+KQQBfF9TXot6mACjB5HtJcVbUwNqhluwICsuf2LLN4IHQAAIABJREFUI9XuPeyERR1SJ0mKjRSdqBTKKJqTkdhQaEWXK/TEERKRbqRXYidB+fWntXLulv36suAR9gBd+S3GKNEt2x22eQmnUSIc3f3942I3Dqrm1j9YeDKDUddAzFNB1Or9gSNqRXrZEKwiOEV1pBk7gy8SfG7In2woH4yZPPJUx5r1Gwa3iphORLjtVAmHqYbiXGQgyaLHVh7TaiHkLXsRteYW1Xa/EeHkP3ReYzTfxdnnYAwEPTWboidjoZZXtbi++SCmzzGgJhNpp48PcU9vMPOS7NMr9PVKLAFaT9TyQI1aZP/ptYSCqQDdyNDMNPWhkc1PAsFssRtY/X5HyCPVKkOryCcf38NUkoagSgO9Ir9QJCuJX+mOe57eiB/M77kl/13xM366usPffPoW9tris0hfBNkaaxh/qVg91LQT6bLasebgZ0Fa9zWMHwdcKaCwkMcGlfUWAN6OSi9ripSEwgEo74XU5wOqatFtT0gHQDSTzia78bhNTzLvSW9aMd7eFoTZWFi8A24T2/ab19Yv/ftb8PeFILj9ruZlYFgr1GQEdUOsanmoBGH/bkmHO+BaKcJIAO2+MJIuqaE+Sykel2RXHXf+/ILoDPMfZPIlbY8KkdVbBp8qpl96uqmiz8DWgXQh+jLdScF3a0mL0HUn3dJXz+Q1+kByXRHOL37dK/1bn9eF5rs82/a4bqCqic3gdTncOOHZczEjz3Ni2xLThPWHx3T3D2nvz2C1wZ/MxC7hMJM1pQdfxF10hgrC9qyOFM1MDIwW78H8jwLNoayZlYfsoCY5LTGJ56bMyY4r+olHd5BcG7KnDruRi5MIyUHDD84ueZhe8uP2EI/ivz3+mHt35sQ3a5k+skBUsPqThuZYWMCmARWjbDiQMaovpEC2E0myRCt0LWPNlqhGjITZaFdU9k/MrFDrlUKFIDer0dB7dNOTXtWYJqCbgAqQPN+gfcDOK3QfdgmValNJN7lvG7HPkfmmiNx97Gi7bdIvFcV97gxIDlIn/jTKCSOcNJHvLd6OjNFoorNUdwt87jBNwKfDaOWhulugusDVvzzl/F+OWb+lKM8s/UFO9rTk7K8rRueBPlOs35LtlORdSZigaSLNVFIjfKrpZhkhHV6nMTs71F8n4vYfe14Xmu/6DGvP2AsreOtBs41jVZOxbEgOBOBMlj2bNzJ5ur15hnl+Q3t3AkCyijTHYjAFQBSbTrcRHkufSxJB8VQRbaA+lZukuu+pbzJ+cHZJXjQsL8Z0n4/RjaYfC3hbPJGM7OYwEt+qUCryr44+46/W79Bh+IvyA/7DzXuc5huBM3rQRY/uYPR3KaoX0Bokele2T4rNPcXoaSSde6ZfdKTznuSmQfXhxdEDBsHgEF62lRYA5nq9E1pGJ9T6baej+rC7eUwTSC9KolLYqwqCmEOpVUmcFBJXAntr6JfkAvDNHc1WBLn1+d2eb0q18J4YgnRLfb8jHW4NuuTnFiV7asBvTC15Vu1UuC0+UVTHhmjBbDoOPt5w9NOWkx951g80mwc5fpqg+kCy6AlGcfQjAYZVEEOr7MaT3YRd2sRWhmDW0mXFy2vUpkY9+W5Hpu15XWi+66MVse/R04mss63418ZqwAzaTtrmExEEJs83JKvA8qFl9e6YOJanmql6uhGMHimIArD2IwVBrCTcRnK4y1ODrSLuytId9Sw/8OhaYUY9T1cTNqsMVWvJdNKR4qlchOu3YPPuALA8kRb9WTPjxzf3+beX/4L/d/4On1yf8J9+9hbGBnwRSX6e008ka/vop55s7nFlpLgQfU1IwGdDDMub4mdrao+qumHV/6KHr+o9Zt3gJ+kLH4+pE6sIf7v6jonFzyT7SbggYMoWP07Q61KwlK5H36xF5rEqX9Qa6cGm4R+UKOx1NVvP333xZAy330cMt8Cy99LVWLvrXlXVQNPunAJV2xMSS3+YU584VIgUTyvcOtDMJIzPO8XmnfEgNgVbBdwa+lQRrKa6mxG1YvykxTYRWwVMLWvsaBjGMLUbLdOLUlbYIaCmE2KREuaL/6zL+9ue14Xmuz4hiuH4RrxtY9+LkxrsLD7peuxNSWw7olK4Rcv4qZeAtbbDXZfUJxmjcxlV0rlC9+CWURz2tg9KA/1YMq5tqbALSyw8+o2Ku8cLyjrFfpmhOvn6g480thLFt+4Udm7p3q0ofrDg7sGKv3j8Ll+cH5Oanj5qNlWKqjX+aY7qFMlC5AcHvwj4RLF421Efys3ZTAzNoSK4iHeKdB5w6zBYbbIj4339/QJdf0Mr78PtlioE6IOsgrXGF5bs0Qq9qjGlrLtV1chN3feCicUoN//+2XZNv0ylHeOO+/Tiaxl0VmoQRG5X3Vp8hrZhb7ETtnOsG+lonZUiUzVCUIwRs24Zf1UTjKKbJvhUtkzBQX2kSa87ooJ+ZChPLZNHPdWZopsYsotGNk29mLrb0hOcdHvBysbS1hIpnN50qEfn4IZrr+/hF1/96uv3N3Reb51ewVFbLkWMcuFtuxnvUXlGbFrUEmLwoIcnc5LjXSSb5CK0XPes3kqxZaRXinQh+U62lqedzxQ+lQvUKAhJFElB4ulqy5PnB5gnKelKoRu5CHUH7VSxuR9xK7BRUW8cm6sU3obNpzPu/vA5D7MrLpsRRdayPtHoT3MmXwhXJiSKqz8UQqCpoS8Ufa5xVUB5Q3apKO/B0UciplTN19fXL7xX3kuiAexA3FDImMCwlYrGoJAtjh85MW56MCF7usY8u5GtztYYa9/9bviY0lpSK4N+kVuzj71sCwfDlkmpYRQaOpUt/2b7sS0IrJQUmIGVvDPeCoIp0TeQJoRRLvYPI4d3mm5iqQ8kUdSW4CpxwutHBt14dBtp7ylUENsN1cPmQSbK+DdS3CYQjBpGL9nARSVbq+yiwS5q0Ia42ciCIk2IV795TdMvO68LzXd99LDdGGb22PU7z1lt7S7TOK7XqMMDqFrCNGf0VcXy3fw2Grb1HP79iuY4Y/XAkS4C/kSYnyih6USl8Jl0NraUdrm3Dndj8GnETwK+MthSUgqSVWR1KARAAN1DcmkwlWJtpsSR553pNQ+Sa/4qPuSPzp7w7//jhxSXipsPAzGJ4KU7Cg6ShaxVyzPN9POOg19Eulyje2nr3c3euLh3tqbbKuypt5UCZ/GTjOpeTjrvMMsWFYIAwkawGhXioE6WbGuclUK1BV29362lY4y3znXdS7qql+w1d6ZU27ONTNlupsLQ1cS94tT3t0JOraSg9f6FAqQS6ShiZiUVYixcmT4X/+etXMM7RZ8aivOO9cMc3UueeV+IJeqz/8pQPBENWX1i6EaK6Wcen2i6saYrlKj6ly3mF0+haeDsmLgUh0L/5Pw3cnl/2/O60LzCsx9ZodOU6D3xZvD9CAHKCv/wDu2RYCTRKFYPM/LLnm5she2pIL8JmMqT34BPNOWpRvlIeyBPOrRYRYRJj15autOO6Y8TqjsiM3Aryd32iWA9xRONz6QLihrao8D4zSVta2mD4d/dfEiiPX/9+C2yc8PqfQ+TDus86pMCn8uK3WeQzLcbj0B1KpdXU2jyi45oNaru6O5McefLr3U10RrBD7ajTNej64702mIXlUSKDOmcPrOE1OBTsTkFJD86RhlROgFiY57uguXUELjGfHW7Uv8mEaeWtNDY/AMOc1sg2QydzmBepXIxpmLwNlZG/p1t7ndsWzg+YKtzikqxORMWsO6jALoeqmPN+ElPe2BZvDP4Leci7ahOI92Rh2BIlpq+gOAV0Wr6QjaPuofkpkF//oxYltI9X82/nY3pd3BeF5rv+oQo/iFJgnKWuCnlqWqMdDmwuzhVlhKdwS1bfGYxTaQ+UiQbjW4i1V2D7mH0rKe846hOtHQ0QHWqCEmkveNxhw2xM2gdUb1j9Ik8RSefC509nQd0z5CiANqDz4VxbEuoTxXea/7NOx+z7DL+/Bfvo40nfj4iHAbSsxKlIvWzEbNztcOJbC2iymTp6XNDduWpjw2jcy9A7rBKds9Xt8UAbm/w7c2oZQRQIULd4epOCkSMqLanOy4IRtEcOZKlZ/NmTnrdSeTIgyOSr67kRp4U4sinteA1BtS6lA4q7skElJbY3O1WSqsdue52jFK3coPt58Bue7g9MU8F+LWDGbm1xCwRnRaAtfjc0c6Gzsaw2whNHvW4ZY/yAbeytAcWt/LMPlPUB5IsoYIexlQLGppDoRBk80BwQh8IVmGrIMX4B/exHz8irNbE9Utxwa/wvAaDX8UZ3NdUUUjByXO2uT9qPBKOR5JA77HnC+E3METD9sKLWL0p2pbyrmL5lnQ30cqFagZyVnvocQtDiAqlIqET/2CfAErW4PlloM/lJukmEjZGgH4SSG8imzci9VstWdLxfz99yHk1wVeG7ibDNArOGpzrqZ+MSC8NfQ6TLwLZdWT0zJNdyWufv+9Yvi3xve1kYMSaPeC19y+/S7fgrDED9V7viG6qaeVrAribWhTiQHViME0Qur5RuGcL+rMZcZyLWfkkk1UyA+ajtai6lf5a0VDO7X59DUN62RgLBtHl8LEtOHyzFE7UdjRTCrWp5BowBqxBly1u2dKPDeWJmMhHA32uCYmmLyx207O+Z6hO5IGT3USyS/H90Z2QIIORDtSVshKPBsYfL8iuemwVWT9IpYucTn696/Y3eF53NK/gKGPETKhtUUUu69bBGT82LXpUEHuPSgRjMNdr+klKfWQwDdSHBuWhvBOJTvCXfiRPwfpYDdumiFsaTKOIj3LCKIALkmLpoZ2CWyuSVcSVgutkV4IHdCOF/UiKRkgDemGZz48IBz0/OLokmzX0n45pTzzHBxvqzpLMNc1hILvQ9LmiOlNkN2AG+wGfwvpNyXVSvRQZXQ8Og+me6dUA0MbUQoAwTlA+SjiaUmA15YMxo0/nRKsJRYKuOqoTR3lHk1/IqKF8xJSiGYrO7EYnXbaE1NGfTWWj96jdGTupNB0K2eDju/OTGeQCW9Gk0V/XMAUJ/9sxjF/i36itoLLvZRGwp23y45TmNKNPNdpDsgo0U02fKuKxG7oRw+Sx5/r3DPmF/IzcUopKP1IUTwMhEXP4ZqYYP/Xkz2pU15NeN+j5hlGMsFjfeiB9j+d1oXkFJzQNOk1l45Q4yXHqe1F1F4WsvCdj6Hr6wwLdpnRjiysDtgwsHzrRCyHFpTkUPCVYwVjiIA5OL9Uua9s9MbJl0NDMIrOfC9cEoDoR0Z3qoZkq6mOFK4EI4y/EDrSbRNoZnKQbrPXURz10Ch8Um2VG1iiOfgTp0lOdCMbTzDTlWcr0ix67EQwjWBnNgh1o9yFKkdmexBFyhx85usIOkgEEl1k1qKajeLRm894B6XUr41MfyC87VLCUd8xuZFAhAwXJdSubnUKJVKH3BFtgyuaFlXocF9IpAXG9kbV0293yYV5WYg+iy12BCeFW2hTDS3qp4U+sFQ/kIgOtxWBeK/pMCrQrBd/KFsITcmtPdeJwGyHjTT9XpAtPSBTBKJZvSwhcNMKnUlHwmHakKXyE51eYZSpsdKOJZYU+PIDvcWyC14Xm1ZwQUUVO2JSil1GaWNVyAXgPLiWWFZwcoque5k5B8eUSP0rxuSVYGXP6URAlr4dtZlP7RofSEfssoTmOJHPF5FOINmIG7HnxvrTb+WVPX0ghqc6kXXdLURxXp5FkITG2zanHHDaczjY8Kg9oW4tqRDDYeYO6TkhWguWAZvkuhNzTTRSTzzTdSHP8UU1IMqKWYpRc1bc3obNi82A1Yfu71fQjzeqBIb8ImMbiU42KOXbTkSw7fGrETzezuOua5nAMyBM9XUB1YsluPCEz9DoXRbwT32HVCf6lQHKxJyP8YYH9Yr0j5MVxAYv1bmu0kypsi0YYYnm36QfWCmC8v60aNkykCTFNCOMUcz5HdT3+cIJPDe3M4hMlIlQf6QpFduPpC0116gaCoyG7kZgaAN1E2mPN4c97fKLwqUJ3atCSCUFPtT3qYEq4vN7ZhALfuWDy25zXheYVnbApxR+2rG6fiKu1KLvzFLIEmhZTNeRtDyFgL1e0PzimuAgsxgZbytapOwiYlaQ40mqiiXRHPfba0s4iKirsBur7cPixZ/yVpp0pigsBgydfBhbvCVmvGw3dUSIuedpDdIF+kXBRWpoTS5p2dL4AoNwI3lHei7ildB+jR4rVuwJGu7U47OnaM3oW0F0kf1KJhEArQpaABj9O6HPR/oREbCdRsHkQaA/kBtNK43MhpMnqXuM2IqTcvJGRXffCI7lrMK2A0FKA456wVRNHOfpygb9zICkJ60pYyMtaRlajifdPiImVCalqhgIyqLF3th/7DnyDCh9uOTchyoMkSwe5hN2ZqIdpga5b3A1on7C+n9LMNLb2tBMFCC5VXPQ0BzIqb5MLQNGONT5RQxxyoB0r8gvRkYmAMuJHYvalbuYig4hxGNF/SazMKzyvC80rOrFt5UnnnGxcYoQ0FduD3hNTR3t3QvrFtWATicUfFuRPBK/pilwAPwe6VvhCUgt0rQmTHrUx+HEg6ohbW5ojETh6pxg/8fLEC5HqWJMsI7NPJVSsORDsRqwaFNFG9NqgvMI+rCjSlk2T4JYK7RX1yEAWhjUJaK8wlXRXIY1Up4rifHgK91Hynfc1TVajSxlXTNmzfliwvmdIlpHVQ0VIA+oGbt63jJ8IE1odOPpc453Clh4FjJ6I7WmwUuzakaIdWWHWWkdxHshuenQXYORIfEAvK8I0x6wr4rqEspJt09FMXO1Sg0kN7qZCXQnvZovFxLa7xW9ClHFXKeJeMVLOCQhc1S+wkGORoZqe/mSMzwzNgaW8q/EJbKIRF8Uob+nqDUtzqBg/DuQXHSHVO0W3TyFZytiULiJ9rhide4IRHk66dSzs+h1J8VUIJr/N+ae7dfo29ouv+Kg8R08nImprW2gGG4GqBh9IztfDSlQTraY+S6nvjtCtJ1163Br8wPhVvRgXEUDVBjRk54bikaW6J6rsbgSb+5rqyBCM2vnDbu4rukJMq4tzYfQmC3m/omF3VTSbhGefHbNe5KRz+Xp6jVkbQhHQncIthUiWPdckF4ZkESUrfOrIz1vcpkf3QrLbJklGZ4hG048F+Dz6WUs7VfSFgNRbFXIzk9fYTAXvSZeedmYhwvLtjGjk+wAwHWKVUMjXApjGY1eDVURqUVWDeXwppL7EoZQiHB8Ma/NANzJ0U7cDiLeezt8kldh2pbukhK2D4mwiDxRj0GVNTB3Nvanwg7wUzvJUtEwhgfoMukLtLFDrU0V2Jd1YP5bORgXpWgS/UgQj743yg1thHxk9qrGXaxmfiuJrr1dPx7+Zi/jXPP+kOxpl9O6p9L2frQet1rd8kRhRB1OiNfhRgvn0CeHBHap7I+pjQ/G8Z31PkhGCkXW2WynQhn4ShB3vgCFPCSCZQ1RGNhRrAY6jAbcJ1MeW6kwR0kiylK3T6m3QraIby/iEgjDtSR47fC03+Ogn2Y6I1/ayxbLP5c+6qVzwky8D1amwgH2qyJ9U1GcFybzdWXZuV8aq8+gYaU4ykpuWaDSjZ550oekKzeZBHEy3BYPQbcR00I41+WUvK9vIYN4O2fVg4L0asKhrcfqPWrZO6UI4LP70AF02hIkYgOvLhZikd73ojpogeqEiwTSdiCC3BurWCMt3G/K2z5/ZJlpYs9MzYQ3+aEw3TYgK2jcOsOuW6tTRF4r2IJJebw2qBBBGbW02wDZxt/oenXvaiWBrBKEkqIiMl63HrZUQGoec7G8kGr7s8/OKzz/ZQvO1UPbv+2hFaBrUfLEDE2MrlHragNkac4dA9rykL8Zs7jiCg/VbomnJn0eW78kTTZfCFo0GfBFI5xq7kadk8Vywkq5Q2IFfoYKMMdklNMeK6gxGTyKmVtSngVB49MYQpj16YUUzNe3wCyfuba2wfkXEpwg20k0CptYUzyLJKuCqgG4i6WADkT9eSce17/0SI/00E9OleSuBZbkju+rpJgbdadoDual6F7HVLTW/PtJkN4poFfnzjs39hOIiUB1pspuAaWUT0xUa0wTcvEbVLf5wRHOSC3bUpSTna9RyI/YcQH8iPJOQKOrCkfsowXV7vB5iRO3fLYOGKiLdzS6NoWp2QLCuOlyMlA9GjD+SUDZXFYyeQnE+cKCaSDOTgtqNFbYU8/Zm4B65Ut47W0XcGojQZ4rJk57xz4VVbucQRin6UQmJk27ZGFmtD/hSWK2/80v8Hzr/dArNlnRlzAtzqVJqMOz+nruaENHj0Y6rsd1YqLolrlbyOWficr+5lzB+0mAmjuvfF5Pybgpmq8Wc9pi1gId2I7TSreTGrSLdVBIHRs88xVUclLziMxwSaI4C6aWmPFO4DdiNIlaW9FoRLhKa40Fh/SzFtcKR6cZibKU7aI49+VMjLX05tPaVx246msOUYDXKGVTbg4bIcMP6SMwsdlnv4m9jZvGZsGAv/lRTPJXOJFjh3vhUtirlHU16E6kPDUUfhWo/EHyVB5TCbcRiARR21RESSzyZ0E8SVIT02Rq9LG8FjzbDjxJCZvCpEWvQAHbVSCExBrq99fb+2U/CtIaYJ+JjbBJoO7q7E0kd2LS4tWfzwTHJqiNZ9GQXMkZ1Y0c3sagoGjXdSxFJlpHNmwL8xyuIWpMuAtor+kweNMm8J+QOvW5gvsSsEtF/AfpgJg+zphHZyzd5WL/i80+j0GyLjB3MqvntAcH2T2xb9MEMVusdOBzXmx3QqK7nJM5SnzjcZcn83SNmn3khc40U5YcNsTQQlLTQG0V2JWmR221TsgJ3HmTuN4rNsXQ+po6kVx3pgRHUUUF1V74muxRf4fV74iODErFk8ZUVHOFez+wndhBHKpJPjTjnZUI2i0bRHFrcsiV7XtLNst3NGo0S5XWMhHEiBLrc4XMn7X7n0Z3YTOTPFcENo1AY1McJdCP5vS+Ed1KeWfpUkS3E1MmV4lOjohSedOnpZqL4Np2MqXbT4ycZfpKhyw5zIbYNKkJz4AhO4Tae9KKGfs+SYtuNDXKCneRgS/rTWgiIVYs/EO8gcoed11QPxpjUsHyY4FOYfAXpdcPmQU5+0dIcOUwbxHtmKCC2lu/XrcGWsrbWvYgplY9MP63QXSBYLUswO6jRVytCVYuGru0gTSXK97fk/O6CwUMoG7DjNLCH9Kv9TcdvCzDs/S4aV+Xier+bpwfvElXW5OfCih0/7UkW/eBPEsnGDQ9/8Bw7k62NLcV1z9RyMQYDXSGbpvxaxIn1iWJ0LoBhSDS2lhunPhH6enMkpuT9OGJXBj3quP/wCpKAzyOmAbMyNMciYbAb2IbDTR578ivJoMquxDclJBZ3Uw+iQSUaJx/FZ6Zsh5EjimrZGTEZt9KN+FSEg7pHOq1azLySpbyOPhdcZv2GJiTIpkZJYoSKAykQ2Nwx3HzguPkgZXMvpZ3JOhxA+YCutyJMQz9yAoznQqIL+fDstSIX2Aa7bX9GMQRi7wWvyVLC6YFgUM6CVtT3C9BaOqcA6wfJsKoW17zlu/mQraQozptBdyViWJ9DMxO2974r3vJtYSkHq+gLi55vsJcr4QmtS+Km3Al2Q9PIQ2w/fndr+PU9nt/JQqPcoA0yBuWs/G6M4DLbDcG+ydH3PTYNJ8YITbPzCN4CwypxqCQheo8/GpN8foHqetxSNDHJSgSP8e+mlJ2j3zi0h/pMRJezT+TvV0FwhtU7itUDQ3UsSt7NmSW5rvGpZvWmdDjJXHAWf9DTHfdEE/FnLUrDs8uZROkO6u5kLm58PlUUFwOQvW2MQmT0qELXnugMug+ETBIKCOz9PNh1OCGzoKC+WwgJrwtiM1mDrWRskrU4qF6SExjGtOZQMflKtFXBik8yUVbpupeuph8pbCVK6C5X1IOXcj+ytLOEmDridEQ/SWmOHChIV4F8uPGjM8QsERb3NnNqP5UhcajJSHAZrfFHY/qDnOY4Jb2o6UdOxJUR2vF2EyaG8t6JR8zyYYLqRTjqSsQCIo+g5T2wpWA2Koox2ehRzfQXa5KbGi5v4GaBXpfEm4UwzPdGO5XnxHrYbIZX4wn8q87v1uiklVRnpXYrxBgjdB2h76X4aD1UdPO1rwW+96IT21Ze86Dx0afHhIurXUdmni+EDq8VpkzoDjJ8omgPoH6j4w+mN4ySlq9Gh/jSEp4nkmp5Y9g8CNiN+MtEJaBt/lyUvb5w9IUmfx5pp7K5MK2CzBM6jc8VJvGEmxR3rWlPPCjhbkj3oAaOjkd3mvwqkF53qD7QF078YIYV+rYDqO8X5F8N+FOQ/+kPCqJRZBc15f1czJu8uPZ3YxkBo9Fkl5F0MWypQiRq6cbqQ1lp+1S6pWRQr7P3Yw1GfmkP2VyKWHWs6TPH9PMGVTbEPCE48bPpczGT6keW9KqWjkdL5EQc5ahdHtTt5iwaTdSakFnRZm1a8nVD+daE9X3DcRdwi5bDnweaI8f1hxoVxP2wORQawNUf5Bx80lIfGLIrkXxs2dzN0YAtAqZFsriVQq9qIXnWtVw3W24P25eoUKOCsFh+79f6/vmd6mi2xUXlmXAWtEKlooZWSSLjx/B5W2ezF0Yo+H7HqOEHr9JEPIStJS7XqG2SYQji4RoDtB362ZXofUIkvQZ3ZfmbH71HjAr1Zc745wnBQZdrTB1xK003jkO3Eane6tjcl62TXTV0uZZkhGOoToWTE9aOw+M17rDhcFoSjbzG6c8syVyhO4gmkgzWstvsJd0JX0ZiWw3d1NKNLe1hInhJCLdFRrO70txc7DbpA9lly+hxw+hJg24DxTPBgLpiAIM1NBNFnyqSlWiBdAflnSGS5FRRnYjkITgZQUwr379ot6QLg2HEbEUntUvIDBHibVFqZ4OFw90J7dmI9myM2jfpeiE5QQ/exFFwpvla0katIrsOLN/J0L2oystT2cwVTyI+hWgh2USmX3R0E0N+5fGJgL/1sayWEnQWAAAgAElEQVS6m0N5bdl14ODjimhErqFWG9HJldWtfQXszNTUg3tSeLpX5573bc7vVEejkkTYtFvnsy2hKt6OS0qp/YfbC4CYGnQq3+eJMQpBzxhUIS0uIaIOZ7BYyseThHgwIYxSupkEx8nTXdEeGL4cHZMv1A4vya97fGql9QaKx5rmMIq/bxZFFWw0rgy0U4Op2BHbzLSl7S3985wy6VFFj8813UiRLKE5hm4m7nK6U7Qzy9FHjcgCtCIkGt0OedohEFKN2ey55MUo5uJb57wQMGUrT+fWQx+IThOtY/y4JdlYVg+kG21msmXxmUJfBkwnN19+IV1Z/lwKj2njjqSnAmTX8j5si4ytxIXPrTp00+NPJnRjRzSK6shQXIoCPLtu0Z2nmaQkNy2mbCW9oNM7SwhlDHE6IiaWMMnEOnRSEBNHP0lAQTuRjdjmzYLRF2vcMiOkmmZmBLx/C4LRHHYGnygu/rkaJASB5EpW+7q7fe1mUctYWneQpWKWtt2c1c1tkRkM3mNV/VYBwfC7VmiKXN7ArSS/72+ZmUYT4baTUUrcz7gtNrsi832u+7b09W2ImQ/o2ZRYN2LrWeQShZGlmKoBNWPaypPRbTTXU0PxU4k3GT/1JIuem/cT2plCvbXBfVyI+nmu6I7iIAvQ2Lpg8osV+XlCc5Jw9UNLNwP7ac7m1OFKRffxlLQW8yvdQDcGn0Zi4fGNwrTg1vL+rt9IGT1txUjreoiebSTYbMub6acZdjn4/yaD7mf4b6J0AtFqQmrJnsso1Uw1yUKSFZSXTsNWgr0wKJV7B/llxFZxlxbgShnd1KCOCAay9QCg5lpA4Kanm6aUdxzNTAkW0kgh1r0Ay900ERwpNehao6sXFd/owfvXalQP/b1D/MiRfnaJTzS6E07R/AeGdmbwbkKfCQ+omakB0A24paI61mTzyNlfRy7/dLhWtw33UDBt6WnvjABw1wOLPE13pmH7D059/y7xZvGCkyOAnk0Ii9Vv7hr+Nc7vTKFR22CxfazF6F1cKX4Qx+2xbncit+36W73YZn5vJ4jOaad/sqIq3hqYq+ND4nKFcg69KNGlpbpzwOaOIbuOJMvI+HGLTzXP/ywlKqj/uEJ9WeCWQmHfvKGwc4OthT2rIvSzlD4zzN+zdONIeiVJld3ESMb3Z4qQyipctEd6kCY4QiJdQzsxpH7g5hgBNtWQpCmEw+F7VPJxP0owpaQ7+CIRrAFoTnLpMMoO5QOL90dELavddBGxTaTLZQzpCkU7Fi+dZB3Q/e34uyW0BSubmmCkUJouUp5KZyF4UkN1ryA46ZL6QlbpKirhuzRQ3k1Ib/od3mPm61smt1Ly8zHC/lV1Jyr0UUJfGFKlyD+9JoxzmrOc0VPN6qFgSePHLc2hZfw0sHrDkp9r6jvS/blSCiYo8WtuoB9BcoOQ8woRm2bnleRZGQObzdeSGVSSEK9vJJDQGCIeXRRyX9jv/zb//l/Btz0DuLsbf7ah7PuYr/dilzlgBJEo3czWHHpg5P42gGRxtdq59KuB9LW7eHqPShLC6QH1/YkYUnfiYJfOe0ztWb6TUZ4JG3jxQ08sLflSZAq2ieQXMPkSNveFUby+Z+jylIO/X5FeO/pMkd6Iz296pRk9EQXwZqYGu08h9ykvT9niiZDGmokCLH0GIdU7j5uQGMleUhH6KDKBEAnOSApjJQUlJJaYaMnftor6XkF2XjJ60tIcOvp8yOCOkK6k2OieW7sEH0k2twBwcFJg9BACajogCi8nWUonlC48/ViEmcuHmnYaSVbQZTB+FPGJgN7FZcA0MhLa1V4nsy02IeKPRmJT8eiKGCO6tNhEE7OE/qAgpIb6yOJTITe2Y0X9Byn5ZaA+FAZzn2uSuUY34g2ULCPTTwQLaw+UZJT3keK8w607zE0pRXyx2plYvfywjG0r6cSTMbGqMXfPpEt2Bf4VRN7+qvM7U2hUkQ//oYSQtx2fBjMi8XndM6X+Bmzmt0mWEL2Q2FSSEK7n6OlECk2Ri0FWGPKlO5kFolFk1x3upmb13oTyjmb9tseUmuzOhvrZSHx/nwh4On7sJemw1XS5wq0jky9q1u+O8ZkQw0bPPfWhJp1LZ7C5o6nPApPPxPnNVLLGLp4pJo889UxT3lfkPwn0I8n5jkqIdlErsSBVasf67caOaDW26omd3hHqVCe4THmSCjaRO+ymox8ZCKJW7iaK9CZIKkAnN1WXa2wTh7W6BKn5RApSVODKgHfssqe3BasvNM1EHAQB2rMelBXv3TaSX3qSRUefS/fgVh0EBpsHAa5JE8JshApBYnadpT+ZUN7PZC1uDP3EsXrg8IlowKo7g22qBlspynuKfvD/CSaCU+hBn9WNhtX9l4HRs47ksqS+N4THOYtebYS3c13J2vobjh6PhIs1HhE3JfHBHcJPPnkl1/OvOr8zhYaqlptwe34JzhLb9mtA2A6j0cP49FtAyd4eZbS8PmuEvLcpdwVRrUuS8wQVCsn2aXr6sYSMZZeRvjBUb/T4x2PiuCeuRdSYLQLVicEncPSzGtUFmqOU8n5GdawYPROqvt0ETC7eL1sVtF2L3qY81eQXkfpYRrGLP9kWCrmpsyvxqU1WgW7iSK/qnTYoZMKnQSu6sSYqKwBxCOhW3ndjNMFAfaBJbzT1zKGbQHsgxcM0ktWdzbcSiq33saI6UeSXkeZgwGTWEe1l25TdDG50Vkn8Sow0M007lW6vG0Hy3OLWgjn1qaI/s5RnloOfi/hSdwG9rlBNhz+bie7JB1TdEQoZVUOR4c4XpPngLZQasscr3DKlnSW0U8P4K4XppJO5+uce1WraA+CkwTzKUEO9EC0aHH/U41Yi5VBlQ/ZkS3QccK5Nedv1vnz9aoWajHcG5Mo51HzNiwPW93d+ZwpNqGoxJRoVL4K6AEFD9IT15lcWkN8KQHjv7LxDmj0h3HgklgJ5il6XpIs1MU9pHhwQEs3mrh7meii+sJgGgktoDqPwY5rA+FEv2iar8SMxNm9HiupUMX4iWxiAox/NxYqi0yzf1qgwcEWiUP5tBe1M4TMhzuVP1eCH4mWsMpBcy40gmqUE3UfSywq7GfxgYFeEolF0Y4fpAuMnDfVxwvy9FBRibn4pGyUVZSUtQK2E1fdjIAhDGaB4HvBO0U5EsxWs4v9n701+JNn2PK/POceODT7HkNOd7xvqPerV2A2o2CFAonbNBqlX9AKpJcQfACxZ9D+ABEi9olmh2iBaSCxQS71BTXdR3fW6pjfeIW/OMfpo4zmHxc/M3CMyIjLu9O69WfmTUhHp4eFu7mH289/wHSI8TSK+RiGC9QMtK/H3hF4RHxmhOsTywZPflTbRJYK6tYtKLHtbqxbz7ExmMa3AuaodfmBRdU717p6s+OOIeiwgxOzTJUntsEvxBW/GMT6yjD6O8G1CcfOM5ATWbwuptTPe03XAnhaY+VqAnI0TqkPnV2UtwV99juvBQCRHqhpsgNEQP3pZLuKbiu9MojEHe3270Wu5dv7HIcib3MVVSWTXjfBbkGCA9vgDKhOZTz0ayuZsvQGlZZBd1cLIjS26chQHEfFcoPnDR3LxBy0yENVIt5/yBlNqBi8q4hdrjv/dfUwt1YmuZa4xfFxg1hWLH01JTmuqA5nT5HcV2ZknPxDS5eBZoJoq/MCTfWqEVDlWpF4RrxvsqqYZx5i8AaOoJprhkwpvjQyIgWoq3tK6dLgsIsod1cyyeiti+lFFMYtxVqgDQj8QvMn6gTg32rWiOAzYVUeylK2SaudRppLZDQGapK28NL3GTTNzEHloNMMnwiHK74lo+vihlxnOQKpBQBC3w0wY3i3CPKSWZtb6bbUVp7NamNGxppy186p3x8SLmvn3M1wsEg/5geBoNvdFJGzwTPzJ65FtuWWw/7NaqsJIkMb6fC2yok2DGg6kna7ra9fWoWlQWl3QLQ4//+jrO3c/Z3w3Eo2+hH/pkoV3oA1hs5a19q4B+0707ckVP/vGw3vpuUPoN2Z9lBVEEX4sswGXGiY/n7P+3oSzH0QiHXEcGD2R9XKxL+hT5ekN3oNSpOdSfaSJYv2OGJaNfyWo3qChmkUoB6OnDTY3spXJpEpwiXz6m5WmSQW5Gp8GsmclPhEGeTmLiFLN5o48jksNvrVljdaNzEo81JNY7HKXcjzRJrB+YGV97VQreBUIXhDGSSPt0eatgIsDyZm0jARJMC5uxbyCJF4Xt+LsEXjbtiTA6NdRO3sJ8j6cOzb3I3SA5FxcA9KnonPTtUk0Dr8nMxK1zlFFTXQObpSgnciSpg/PITI0swwfpyzeN9hcPviGTyrqiWgDTz5tWLwngl3jR671rILxZ1KR6QY2dyKitTDb9flKKsBhRlit8Wfncn5c9gBvQ6WJtNutC2ooym9cjPxyfCcSTcdjCpqtlouGsC5epu/DS3SDbvO0e9u3Jfqh8I5MpKBoPcEBrkKvc/xQyHiqdiRnNemJodxvgV6xJsqdOCLoQLzwxMtaGL5GkZxUNCOL3cjFmp14gjXUeyl25ckPZL3tEmFoN4licz8QbQS052KxeIkKIThmRzXNyLJ8J2L43FCNNdp1Mp4yUzGFAOSqmYDYQqQwpaMaG9ZvWdITuWjKiTgtJmdSmUCXOORv3HF+TKEoDgL1SGGXYNoZTXIeCEHap9CSEIOhV6JTjSSe7EXolep0Lev7wZFoGtPI+tq8mG/PE6Mp3hqTHOfoqgbncMMh1dSSPVxS3R+jS0cziEifruB+inJw+uOIg0bY2LoJ5AeGeqzYPAh9NTn+eNOy1jO81dh51b/uoDV+NhIb5FUpi49NfqXKn56MxJAwisQbzGiUMbjiBofNbyheSUFQSqVKqX+llPqpUuqvlFL/fXv7vlLq/1ZK/bL9urfzO/+dUupXSqmfK6X+053b/65S6i/an/0P6pZrID0ZX6mUp7KU0PpZX/iZv3TfXdrBt4XJvRMdQZSqllawbamkLfRQlCjvsc/m4ANmUTE4ctilrEHtqiE+WgtLu4L0uEDnQspUVYMpGlwiGjUg2xkfG+xRC6H3cmEMXjQ0rUldve/I362ph/RnSXImmA9deeqRtDWrBwZvYflWhG6g2BPDuGYoTgLaBeqhRjWBehgRFeJhtL4ftQlICIX5PdFk6TEstbCXTSViXaIY2PJ/Aq2gt+Bu6pGinAqEvx7J8Zf7srqvJ57Nuw35XWHDR6Uc//C5J3teiWHbLKFu2yJ3VwTMm72BqPwNLW5vKPOSIAksWEOxb8nvCeI3WEP2rGDw3DP9aOtUEc/l+exK7G6Gj2D1tubZH40pDzPi52t07THrEvt8jpnnMoSuGvRCFPP8sxdS9V6aSyobbQ0JBxkqtriTs2+F48FVcRuuUwn8RyGE3wf+APhjpdQfAf8t8M9CCD8E/ln7f5RSvw38feAnwB8D/5NSqkO7/M/APwR+2P7749scZI8dKArheYTQ+h23peRNiWSnkrkyr30bEo/3IkHQNFuKhQ9SwocgwL7TeXuyi92I6KeIjqyuvWwnKk92KlaoelNjjhf4QczmnQEuVpg6kJ54UaBblejVBpdq4rWskcuZodgXUqZZGnRuxE97DqOHgeTcEy+dVCdFkEHxRLZAzUBM6nwCKOFCudSQH0SYKlDNrCjYzUTfuLijeinO7EjU/qJNEDtcJ22QKQVI5/rHlNbNpXIh+xb/0gESyz0B4blBwNvWjaFSjD6OGD2S5J0eVUS5IyhwmSjn2aMN8ZM5RAZzssQnVtb1bXKsZwl+NMDktQyQ3x5STjXnPzC4WLN+f4RZV4we5gyelsIi94H8TszgWc3g2JGdedLzQLQOjJ46fKxRRUnybIUqG/mQeXECi5W0QM+O8POFtEJhZyTQV+mOsFzK/MZG39oE08UrW6cgr7LTAbTtvwD8PeA/bG//J8A/B/6b9vb/LYRQAh8rpX4F/PtKqU+ASQjhXwAopf5X4D8D/q+bnl+BYGXqSi641tNYjL52oeE7Q96d5NGjgTVXbKu2bdg32VKFppHX1fGgAHQ3U2qHkXUtK8u8wAwS7DLCJZZqKNKWelOQPg2YUjYNfhSjjk7RRpOmlnIvJj4vye8lIoQ9iEUBD5nnqEag/MlcBublfoBaEUwg2sjmKSoVm7sRk09lhZyei8d2PVZU08DwsXzi61aVYPlujI9AeTFLCwoZiJbSjpX74r4Y5TJ3ye+Kip6q6UW580NBBK/fUgyfyHbItJo6qn0eU7UzGS2oWtPSKACUk/dvc1/hYsv4sSI5zoGEaC0fYHq5pn7nALOWFkavC5RzeDtk/cAyfFbjpikEabvqoSB6TSVyqfGqbXlSQ5OJoV2TCF9MN1ErDSGgw9FnFap2mLmsz8NyTdjkUsh5j57Eclsr8XBt+ABKrGT8p4+/9Dn4dcetZjRtRfJnwA+A/zGE8C+VUvdCCE8BQghPlVJ327u/Dfy/O7/+qL2tbr+/fPuNEQB/PkdPRpI0gtiMdElGGbMtLTsZic7TpmXZAhch2+32SWep3M/JWd3Pf37ThLSuVeqkLbqvztFzLIIibOTqUU+PSTdjvN3HrhQ+0qJ/stpgvac+GPaPq9rHHjxcEBJBBGfHTasbE6OCrLrLcYR2Add6QpV7UM8c8akRZbtlIDlzaBdoUiNrZyfi2s0Aho+Fl5S9cJjC9w4FzbCdV9SinVPcFRvd9KQjREpFItQAsKbVo6kC1Vh0ZcRfXAbTUb6tcpRjy4kKUuF4Gxg8USRzT5MqoTScy/wov6uICkO0ihh9tEJvSnAOPxuBD1QHGXZeoiKDXuZYY0iGhvkHMXu/KFAelu9GgvgdywbPlIHxwxpabR4fK3QVqPek4uzM4dLnoiao8oowSFDzpViz1OLh1dujNE4Y/K8Ic7gPscV9B5IM3DLRhBAc8AdKqRnwvyulfueGu1/Vi4Qbbn/5AZT6h0iLRcoWC6BGQ3BeqplOeze2wu/oqpsLroFtNdAPWdufdW6C2ycUbRhjvjmN1VYACxtDp7pno94nGhfEK7qqUVpT3xmTfbZEbwr8ZAA75bVygejFAozG7Q1bAFpBcIHsJBVQXaSxj44YOsfZ785aS1aB6+f7EfVc0QyE/R1tRNelHmmaTBPlModYH2pcBvUwkBpFfC7Q/zozmFpWuy5RFDPN6j2B2JtcsDkdQbIe0FdE0Vo4SNq1cg9a8CUgAL5gRFPXWUgWvtcVJrSylxWt7q8ksbTwVFOZIUUb2pYGmpEFo2ToPF9TT1JcJpY0TBLUKMbHE+KjnPisQlfimukT0eGJcs/ghaLYlyF6cRgzeNygai9VVmjfr6EkvPisQi8LeHGCShOYL/GbvP+79xo3IRAWi1eeKno6JuS5OFJ+R+JzbZ1CCOdKqX+OzFaeK6UetNXMA+BFe7dHwLs7v/YO8KS9/Z0rbr/qef4x8I8BJvpAqsp2XacHA1Rs8VUl85qmEfxJUdIroWm9TTzeb9uj3bCiAaOMFrKcc/i8QKXJtRDvrzNCCJJEdtq/Psl4L0mzTYKhKLGfvCBUNeHOnoDIMouZr/DjFF27fjWu55ve+EzlJVHeUM4sUSQEVJ9a4pVvPYIqlu+n4i906AmTGnUUs/wQvDHCyQpIm2CkTSkOBN9S7oHywpOqhzI4BhnUgkhN2LkmOZHWpyM1BtESl4F0FoiKLQO7yVo7lbb66eU7Db0EJsi2xrbtl65lIJyc11QT01ZcQqGI59tW0T4+F0kFG9EMhJ8kYTB1IFrvVLVKsfjQMnrUkJw1rO/bnn81/HRFcX9AtZfIUP68EmU9ZcmeVeiiwZwtoSgJzuHPzreV8w4t5ra2QHo6JpSVnO/fobjN1ulOW8mglMqA/wT4GfBPgX/Q3u0fAP9H+/0/Bf6+UipRSn2IDH3/VdtmLZVSf9Rum/6Lnd+5XfggCaerUHxAj6XsVZ2fDmwvzJ0/4kuDYOdkY7UjbKQHAxEM+k1XM3p73KEbdrct4AVT+u5kdI6wbqHmeUl9OBBMTNOgz9fo8zWhLAl5jioq1GIlJ2ZVY58tSU4qorNcpCjmOcl5TXpcoHwgPXWUB4rhZxq1iYjWChfLyj079rhENjzLD6WDNRWkJ1Ix+Khtsc6FHKibNkk0kBwZTCG3lXsy8A0t3qUeth7g0BMclZeqBkSa07e0hM7Rwbei3boRBHG89GL5sg6MHot2jF150lMvshORIlpWxMcbkuMcPxuS/9ZdYc4HGSZ7qyj2NfmBpjgw+DSiGVnSR0uGzxyL9yPKPcEv6SZgFw2q8Qw+WZC8yDGrsuVXBQafLtBVg370An9yhl8sRc/XyaB/92v3/StPk8lIgHvfsSQDt6toHgD/pJ3TaOBPQgj/p1LqXwB/opT6L4GHwH8OEEL4K6XUnwB/DTTAf922XgD/FfC/ABkyBL5xENyFshGqlVXojbu69qaqLwKZOtvZriQ1RmYwrQ9PH90FbAydbzLh0hrxmxwQF+XFY26TZy9y5JEB+UZhjzfiF+0Dqm4Im6L3Ww7rdiqqlbx3ZUXcPXZZEfbG2KcLVOOo3pqx+CCStXkFs7/UFPvtr9cBuxL/qGqq0JWYoImesLQuysPg2OGtItroXpCq3FO4LKAaWL0vSoChaDdGI4Hh21VomdjyfPmBsK+jDZQzkXYAIUu6hN6lc/KwQTmwS7nodSMsbUIgOS3RdYxdiUxFdLxk88PDnqGdH0Qkz0WKc/C84vwHCc0Qho8FuXv+owGTT0r8KMbkDrs2nPzEMHgqSoDJOeIMucoxWomXU6TR8w1qtUHd25fWfr3u2d9fKLRCz6Yoa3GLb56J/UXiNlunfwv84RW3nwD/8TW/84+Af3TF7f8fcNN858ropC5VmkCBVDJJgs8LMWVrN1H9TKbTeYFeigG4er0NciIYgzK6f9xvIsmEINWKbNrUhWqmM5cDtgnHiXcPz44I+zPwriXetfcLO7+/o9sTFo20i00jav3O4ffG1FNLOVMc/kXD/HsRw2eexQ+kNRKZTE+88uR3DMMngc0D4RPpWga0ukEuyFXAlAbVBMo9sWxRDdQzj6oV3gitAdWKrhupJrIXgp3p9HK7WY6PZaWNVn0StGuhDpjcySC28qAgOc7J8ho3lmrNnK1lThUC7mDM+oHFG2F8d+/r/IO49aYSmgAKjn835u6/LlCNJ7+fEs8bJg8L7Ea4XOlxRXS6Fi+l5RJsjAJMXhLSGKxFffwYhoMvLQ5u7hziZ2MRdf8WSD58kfhOaAb7dS6fxnXTexyHFgbeKdb1VUwbF/AHN+EC2xZLDTJZFzq31fD9uuMmDI++4k/TzaC6lsp7Qt22f8+PBR06bj2Wd5NMh7/okmerSQwQli1Jz3sZYraqbqMnjvV9zeRXradSpqgmEVHuGT327QBW5iXRpjWgX4uPkskb4jOZVdiVZ/KJZ/QZ2Llu2w5FPW6BbUGM6UwVxLuq1QOuh8LNSpZeTOoamb8oL9utYk/TDDTFYUw1tpQHCeu3U4p7GT6OWL+Tsfp39qXKKGry+xnrdwckc4/LFOv7mmTuqO4MmX5SYTeBcqZxcaBJFXu/aDj9USII3TIw/yDBJYbkrCFoRTW1+GGCen4icpqbDWGxwp+ewWKFPzklhID7kgNb89Y9wnRESAzm6NXbqG9rfEcoCK2zQZb2620Vx60kppYBbqed6lzvgBBcq/rWJZrLF2+ru6oG2RYAGFp7it9U63SJ7KnMjqLbpSrmpgghoPKiNaPTUN1SIMA7wW8sc9LnhmiTiIA3EfVQhq6qDr0Or/IwelJy/j2x6Z18FEjmDrdRxPOGJjXEeavYX3tUi1xukoTpL2DxPUk2s58pigMZCDcpvUZuPZV2zK4Eb5PvifC6SVv5iEI2T1EeqEaCVemkMl2imHwqNi71QJOdNBBpysOMJlVtu9QarylYvB9x8Bc5LjViS/NOoBl5NpXBxZGo3y1LFh9MAFi8bxk9boTEuqhlk1SW/SA/NA16MMCfilUtX4XNSSODflU1uCfPv/zjfUPxnUg0aI2O7YUVdchzuTCHrTFYll1AC6vYgtvK76k0bUF/dZ94VBxL4nIeNRkRBinq2fFFguZvKjrEZze47mdFelvBdMmmS57d1935TdPIZIyLreIFdUHd4pEcUsWVpbRRaYytHasfTFm8J0PS/IFDl4rNfU3yC3ERULVn+KIhO1PYpaPci4gXTiD7rQmbWbVC3wcp8VnF4NhQTg26UYw/FbBbeh5YvKdxo3ZDNQm4gadC4zLPsGWLxwsZRrtYBLGClpW4KQXH4y24TJE9D+2myshGKoBPI5LjnM39CeVUk98FXcHwaWD4rKGeWppUk9/R2DmYwmCXMPtINoD1NGX664L8Xow3inooFXD85Bw2OW5XNaBbVnxFoUdDwZBV9a2wNd/m+Na3TgrElqRuBHbtvLRQ47FcMMbQiZUro3tfa7xA9/tVtXeCUWlN55SN2pYrRk3HhCQW0ekO9PeboCbsIpm7f/3P/MWvl7/fTTa77RS7dwkXWsiroOz9Y/mAOlvQTDOGD9fs/6ymnAWyJ4bsqaYeB1ZvGZbvxQCCDSmDXNSAyzTJcY5dut6uNUSa+KzEZxHxeU289AwfBRES12DXjqhAwIgG7FKhKoUbyircpUJxUB7SM5nBVBNZfcfzwPCZJz33JOcyNC4OFJt7mmKmhaMFmIVY3ArQT2gTPhFR82psWLwnRNJyX9wxxx8L4VJ54URVs4izH6fUA6meTB0Yf7wmJBZ3dv6l/vyvipDnqMHgO59k4DtQ0QSQga8xPR4kGIMqS6lIducOtMnG76CEu9sAvEMlcV8t6NmUsFwR5ks43Nu2WKozqvOfHyX8eVniu0DC7jX31cd2C6Yur+7ljru/dHGAfE2r9dKqP3jAQPD4wwN02TD/rRHFviYqBKU7+iyQe0V+F8afBqppjI8VdtVKHjipftAauyjxSYQbxeJJVYsyIC05mTQAACAASURBVCGQ1o7kWNOMLfXQsL4Xkd+RC9wuAvVEia+TkdmPXdOKRQWKvVaR737D4GHE6KnDrhx2UVEcpizfi/rqJ2jF4EUtFAOgujeUjVYt+jPL9zTVVOZD63egHkd42yoGrj3xeUO5F2FqzdkPRSNn8MwT54HsSY55dPSlZy+vCr0/E4mI1yDJwHcg0QAtr8NvBcpju8USdEPPTrC5Wwcr1WNRfF6I581oCEqj0likMyMjqmVNg+rkEu8eoJ4d955RqizxZXlhjtLHVXOc6wS3rosbKqddYNfF5/CvnNm8JCuwc/+X2igvfYZerln/4AFVK2sweKx6vd5qKjiWeiCMbHtSo1ygnsbYTUM9jARXs6nRm4qgNdW9IdGywiwL0BqzrvBphMkFYRyvArpWlHsBu4ThE0+0ETO40JIoVSPboKBbWYgjI8NhD6ZwrN8ZMPxkhd3EPP0PMsaPHLoOZI+WuHFCsAaX6l4+osxEmnTxIb31SbXnyJ5GZMcBUwRW78QMXjRs7kRMPvWMHubUY8vgZ88J8wVund/83n8F0c95XpP4biQarbazCuiHtkALdvIv42S6qmV/TwbFS/G1CZsNnWCWGg3AWsL9A9TzU8JsLNXMbCLDvUGKWmpUVRG4Arl5m6pltz26KlldUdHI4W/vc62axuWEc5st2250z9s6SoRNweDRBheP8FaTnnsGz2rOfhRjl7Jmnn5Si7RBXuMyS3K0wccRcVX1vCoA5T2mcC3eJRBijRslVDOZiVQj3ZvY1fsNeWFRrgUFxjLcTc5dSyfwhEh0fme/9mzuaEzuyO8lbA419WDM9Jdr9n/WkJxW6E3N5v0J+UHE9FcbXKLJXtSsH8Si3PeWwqWeer/DKIlqHwGqiWbwXPypDn46F+O70zlWa/xieQHg+SZuH9+JRNP70oSw/X43ubSktND9vG0jlFL9jEalibCfo0jkJjpFsjxHNw0kYv6u1gVuf4QqRRvWnM2lMrolRLyP6xLKVRXP5de7U8Vc696wO8PZTTY3JSW4eF8fdoiccrte5GRHMemJws5LTn53LA4MJ4H5j+DsR5bhE8P0NO/pEsp5QdcW7RS6cWAjouMVIZNWNUSaambZ3BErEm8FEwMBl0b9+rqcdr7aqmV+y0PGS8/ghSdaOyYbSWLRpqGcDCj2NbMAg8ciEOUHlnJqRK0vlmrm+PcSghHksWog2IDOdcuvEt9ruxAPKFN67Fkh79nj50IdeJNgvlR8JxJNL6NAe+GhthSDbti5Wxm0rG3xdwqybaobQrUQYqLS0kY1rt9WhdhuL1oPzUEmILDZRHhDN8VNLdRuJdP9v/v5KwbOt7LwvdxCXb7/FSTTlx9jR1ajrIg/E0HuZm9ANVVkR55moIjPhadU7CtGg7gdoIHCt9uoZnsM7YWpVjl+T7A93oprQmiFxFGg1gpdK+xGOEn1SLZIUQ6rsSY9EjTwiz+MSE9EcmL0xFFNUoaPcrwRUfN6HItGsYowhQiRNwOFSwzpcU2TKOY/0BQPGsxKY3KNj2SVHq0Vw6eBZOGJ5zXx4zOCjeB0LpSQayQ038Tt4zuRaIDtsNO5dvskeJkeddldLDt0gx4f026iVJYRNhtZdYdAmI4E62Aj1Mk5KrfU7xzgE0MzNEQbR0gTqYKq6uWkAS9vcC7HVQnlhiRzVTXzlXlSXUIW97IbXvf2wZSVODAkMc3IMn7kMGVgcy+imgTsQmE3MpuJT0VMW5V16w6QoFdiPq+8DGUB3CDCLCrS56X4Xd9PxOHSB6LcM/uF4GnW9zXFYcCnHns3x/zFiGaoWgXAgEsV2RFs7hqScy/ypLnYqdiVph6LSHA8F9Gs7Lhh+bZl8rDC5oHh44DyEfFc5jXeiNaNamDvr1cEazDLgnB8Kk6iRfHNQB1ew/jWJxqlthozL4X3W6Bbpz3TrXmtJZSVyBwqJSfNfIGaTqSCseJfHLIYtS7EPH2YESLdqtYF4sfzvi1TxmzRyPD5T77rkssVt1/Gv3ypuO3cJkh5EoJCOYda5yTPNbrKaAYGu5YVMEq8k3TlMasSN2qFsZUSb23dWhCXdZ9s7NNW+kCLRMXgKazeTSn2FGkN2VFNftf2jO/1uwpjPMUD4ReFiJaMGSgOoRl5xh8ZlIfkzIkK3kiQvvMPLE2iKfYV9UAzfNGwfCcmXnlMKdrBooMjx5YdSfVjzsUNUhUVPgShFbxq4P4mbh3f/ndyF7hGiw3ppD071mvnkmCMtEItb0nFVoa6QSxN0EoMtpKYkCZib5pEWz5UCERnOdGyIlpLEsIYkdd8lQzoZRzMq+571ff9bfoigfI34bDZDXJ968ZQVqiiJn66QHmY/rpi+LiV0fRQT4y4BszzfgajOkT1DuBQ+dBLkMo2SuD79UA8nppU4TLN4FnF6EmDXQkRMz8aEGLP5l5g8X3QlXhL+fdz7Lko8SXn4hs1eixI5MV7lsGx6MAUBwq7EWRysvAs3xOHguzEk8w9i/d163gZGPziGOZLVFFBXaNba5+XtKjfxBeOb31FExAqwW4L0dvhdtHJRDgnClvGSBJqMTAqtnLiR5GA++oGfb5E+aGwnmNLiEz7iVZi2gvHDWJUZonKCup2TtMOna+cuezGVW3WzvFel5R2kcEdDkh+5xo8zy0pCteGD6Bl69TDCLwm4EVeYm9C9nDO4rf3iJeB4lBRTjXjTwqCNaiiRuXVdjBvLMEaQpShl7IGDp2ER+PQRY0pY7ITh1tp4oXDziuqvZj8sJVgqBXRSrSFXRpoBh77wzX+6YiwiBm9UJjK4yPF6i3L6EktQ14nYun1GOwSNnc14yqwvi9WMXXrYa48TD/2RIWswcMwRRcVYb6Qtvzk7Iu9l2/i2vjWJ5ouXjmn2JV9MEZU6rrhbtNAO5ehaSAeEGKLykuZ0bQGbaooCaNM5BbjSAh1RbNlf9voQtLbPvcV2JrbYGeuSzi7/Kz+d/T1yaZLMjfhay495kvvZbvi7loovAYVUJuCkCWkJ3UrECUukD6RJKgLkZ7oFA+75INWBKNRjUOVFWGQAhq1KYmPFWYTo2uHKho2Hwg9YHNPhsHZs1b7twRXKMJc0xxPUKOAPdeytYoU+Z2I9duKwbGmGiuKw61Bm2BvRP5z9MQRdMTyfcXk48D0lysxaLMR6nyJ0lqqZGMuGhG+ia8svhuJpuMBXa38KT9zvickhjyXxNQlnbohRA1Mx6hlqw1yvoDhAL8/ltmCkRmPqkV1jUhjT9YErQnzRY9K7lninS4OvJwsLg+Lr7rPdbf1P9smDNExfsXm41UgvkuJRd4ffX1C7I6tbmCQEj+eE96dMX7kaBKFSzT2vBDpTKVQjaM5HKNKB+1KW2mNm0biT7QpCKm0oKqoiaqGkFj8KBZ+0kAExe0yMDiWauXst8T/G4Tn1Gy6rSJkJw1Bib92PdDYNWIdE2D1riJ7IVSFwQtB/Oo6kB6B3QTOfzRi/Gkkf/PDEdG//kXfjr+Jrye+G4nmlhFCELnJvoxvJSynE0gTWOeQtSTMFq6vlznBaNEQyYTHE6whKKCq0c7DYNBvr1hvhEm+K4p+HVr4VXObm2IncYQdgOK1cdskcxlHc9V92zZKZhgetVgTJkMR7nYBGylM6SkPM7LPFjJPyiJU7cSUbrFVgOvX3juYmwCy1RqLn/XgWYWpLPVQ46yo79nSc/iXgfmHBpNLgsiORcIhnXuqsaEaSnJafKAZPfaooCj2xdFBOdkquUSJC0HUCp0rmP18RTOOSX4mSrIhS4WG8ia+tvj2D4M/T3S6KkqhJxNUEov5XOMIq1ZprqzkU9oY+b6lMqiO9d2IMp9yOzq9kQyLw2IpWywbydzn8sV9jeXL9tiuThaX25jgnCTIy+JXnyfaTdDF49sKgPXPqVVPSu18zPGXENYhoBZrzNEceyZzl3Lf4lJN/t6UkEQEuyVXQgvecwFV1DL/0i3mSStU3aA2JfbpuUiK+oCuAsOnlRi8NYH4XDyUBs89009qXKyoJqJBvHzHkB+K0l+0gc27jvn3NIMjR3IWxJs7gsGR690p939WEq8Dg6cF5mRJ/GyJP5iJyPebJPO1x2tV0cC2qgnLJSoVtTwVx6LOd0kWsx8QL9fovJW3jAz1/UPi442gZZNYqAh1g9qbbuc/ISAOMlydYC7PX27gPF23wg677dlV3KXrklAng9Hp8uzo2lxIarvH1w2ed2Uk2LF96R6zqEmfLKnujWhS+XkzSYmWJeZ4QZxEFHcz4nlNdLreVmKtzKg8noduQKzBrCvSyuESQzx3lDND9rQmPVG9t3czBIIiOQ2s3xHhLLvUFHdCL8IVzxvieUO5Z2kSxeRv5pRvjfCRIj5ekzwTK5rm3pTok+dQVqKm+Ca+9njtEk2/OdGa4Dz6cH+rn7tayaraeahFz4bYwp19WOVCtDSa5NmKZpqK/qvWsrptN1fBaFSaSnXTat5cCeb7vDOZS9GLeL2KUnA5WjxRv6UzGtw1a/JdCkJH7dhNbs7Jhk9vt2CqKMEY7GmOmqWoWux1fWbRx2IbC7B+O8V9mDJ8WpP+qjXIaHYqpcgIj6iQ7/EeA1R7MemprKtN3lDcSWkyxegzz+aeZvkBxAsIWlPecYTUkX0SEy8D9SgiOSkZflzihmKpkj5aXNDssU/PUXWDX2++GSH6v6Xx+iUa2sEwCO/l+BQ1GBCKYstY9qJro0dDgveos4XMcLyHVOY0zSAiCuDjiOhcdHXrt/axz+dy0e1NBWa/3ohmSGvu1sdVCOIbEs2F9f1NG7brKplLw2A1Hm29vF11AZfTPZ+8We226SWDvf4/IpBljLhlOg1RwA1icAGzroiOK/wwBeeIzjdE8xw3SvCxQTdeNnqNkyS9M69xUxGNUTveRnbZCJWg8fjEkpxWNFlKdlQRdCwWvosAQRFtDHZlsCtZu+cHhqATxj89w5wr/DiT92C5FnT3ei3YmBYK8SZ+c/F6zWh2IjjfVwWhaAlyD+6iBu0wOJGEooYDAQHmxXZ+07gWlGZFeatuWP3uAwCaw7FQF0CAbcbQe2VfQ5AEXlnNXEU7uDJelWS6aqYo6NUDlRIAY9f+7B5TkkiL2K+2u8cM3YHJvxaKH9rn143HnqzR8zUhtTLjShPUpkBtCnRREy0KAfRFRtrPnQpKrXLM6QIzXwsOx4OPDdGyJHqxICQG5QLlfkzQYPJG7FuOAsk8MHzqGTwL7P2yEiM5JaZy8aLlrSlFs5fhpwNJMmXZVrPi3xU6PNSb+I3Ea1nRQIt5qUXfVdW1rKVfnBBC63RpDGoyJqQxKi+2g9Kiws/GxMdrmolcHH46IMod9TQmeb4RjI0eykZKa/zZOZ375WV/75fwNq+oaq6KW3GddoXZW05Yl3TQW5vfXgTMGBEzz1LBuLw4uYDo7Y+3ey0dvgYDdY15doafjiBL0PNWvrJpmfQtE76axthFhVmVrYPkFkTZP75vZP5V1VLtRAaUIihFM7YEA+mprLLjpcOuFau3DKOnjnhRU00sykN2LMeqK48fpuhHL4jOM9SmJKzXwnOrqjfJ5RuK1zPRaNWSLvW21XBO2qQsFUdIpQhncxE2H7cI4VGGT2PMqfT1apgQOvmEyqMrTzNL0IUjWhSE8QBO57131KuZ1q+uaq5rnT4XsTJsK4eO7S7yGe1F3kmftt5OrPMtO75ptnWuc1vEMMjt7dqbqkIfnxH2hN2+u+ZXra+SdkH0g5eFJJFuVpYlApbcDedRVQ1VjR9mVDMR1EpebKj2M8yyJFayFcyey2us9lOaTBMiwEH2rMAsSklcRovGUFFIkm0coShvx4h/E195vJ6Jpo3gtr1/N1gNm7wdmCppm1Yr2JvQPNhDOY8bxeiVFZ4T0AzlLbKLCnO8xM+GMlxtHByfihtD+3xf5iTeJY5eR6q81Qxnxz3hAoUB2vbI0wmThzyX24wmhEtbsV2J1F3Kh3fSp9DOfY9OtzDK7n55gapSzFqhnJfkfXTeVyt43+vf4LbEWBoHkUEv1wx+VRGymGAMyVPB6ujai/LeppJhfSV/X10p0nORDNXrfGslUxRSySyWInh21YfBN2wU+LclvluJ5rYnxQ1rZAXSUgyH0DSo0QiWG/ydIUErolWN2xuiao9ZloRYY9Y15nQlhzDfwHmr1vfufXh81AMEv9Qn5RWzl6se71WCWJ2wej+johWP0p0U6taV80J01YvSENzFn/dyqXqnjdp90ouD5eA9Kq8wLvSyE71GUMdJG2bS4kE7IG4rGpAZS2R6MCVJLIz6tVRBQWsIoCuHXRm8Fa9tvRE+Wqhq0SByXki08oZd+ba/id9MfLcSzW3iVTOQFtAXigI1GuIOJ/g4QucN1V6CMQpvDSryqMRQDyPMuqZ8b5/4iQhF+/fu4gYxZlOhvBjOBedkBsHVCeKCmfsN8WXLelm16+5Jt7IN7UxGZjdI0nBOElC3gNFXgAp350qdds1u7CaeTt8GI5SDzohvl7KRxqAVfhDLVqps8KMYvaoISSxD5cYRrKF8cIgp5eDMupJ5m3OC/lYyPDaVJ3vhqUcRTTYjPi2IGkcIHupii5d6E99ovH5bp+5C2blgejeELANr0ffuSLKxEcHofjuSHAu2JprLJ2l+L8VbRTVLxAyt1a9xI2mr9KrcXrzdRc3VQ91d25Obfn7bOcyt7rcLlrMWNZQNzAXE8G6L5Ny2tVJ6i625YM3iX66GLj8fSIWy2oCNREi+s7Dp5iUKzKpszerATRL8wPZYG9V4dO2pJpZqaqX6aWdENA6zKrFnOXZeYlqjuuT5Bl05QpZsj2MXpHnV+/ambfqNxHerovk8FiZtKKVQSYJOYtmytBo1ajTEp4mc/I3rk4UuxGDObCpio8jvxtiVIzrbUD+YUe3FclKflvhBgllbGSafL2T+s/O8cHP7c1V86YomhL6y6gbhQWsBpy12pDaD3ya2qzAl2kNzaUPUS6Vew5fqqhsfQAVJKkptdZo75b0sIXp+ThikwiszmqAVZl1JEoxE6yZaSqtU7lsZKm+CrNKLGjyELBLPpnmJfVYRkgh9tpLX3B1TR4bdwR/1s7Td1/Qm4Xyt8d1KNLeNy7Oc4Al7E4I16FVB89Z+n1BcFmGWhvyDmfBwAgQD8XmNSw3OQj02uHhKiIQFnLzICVajAHdvhl4WqDRFDQf4o5Mvzk/6nHFVhXThE3sXX3NZ8rRjxF9KbFv/qBsuvMsD4it+Hhwo5VCLdT+gVtZKCzWvCLMJbpqBDwLQ8x6fWcIgFoAkkD8YUuwb0f6NU6IiYfiRtK/6bAGbWOZpyxK1WMFoIPOpTbF1K7gJmHdFm62nY3ltTfOVuk7+bY/XK9Fc1oLxAYwitEJX7E9p7k5Edd8H9HxDnFc0hyOSkwJVNWzen4gP89spPgJvFZs7hngZsGtPlDf4NELXTtbgVU0YDwWLMl9uW6jLn56viNvOcLrYTTKXQX4vtwdtVQO9q8C1/Kob5ksvzWvgmuomgA6EWmRV+983pk8Aar7EdK2UUoQkohmL73d9OCKa5/3xOqtoMs3gmQAvVd3gD6eoZyfo9UYgCwDzFaGupFVMU+GkJUk/Hwr5DX5MWmFaax4OpzLAfpNovrJ4fWY0uxyj9l+Po0FQvGqxxvz6KcknxzIbiAyqqrGfneCtoZmkJMclugq4GJpEkR3LPKFJFdVYC0AsBHRe48dDmvfvSrvw4ljIm50lrzHipNmC5i4wpq+ImxLM5d+7jPB9CfG7+3gdvL+1pekRsZetdm9bhV2udLqZze7cpkv4rh0CdxbFm7y/XwgBlZeyafIevMxlmpEFDeX9kQx6TxoGRw5vwCWaZl9oC0Freb8HmbS+3SDaxoIAj20rSm9Q07HcT2/PhwvvZ/u38ndmMqieDghaSXXzJr6SeH0qmkuo287fqVfEW65gOEQZTRhm6OenhMkIPx1SPBCGb3JStno2MHhWY2pPORN0armniM8hykVdrhmMMEVDdLwSHs/dQ9G7sRFog9JKlNu6T8UbLuS+GrkG+He5eum+v+o+u48JXLywdpPPVcd0jXjWlUPqm1DOu8nIOcEqmXat3mF5HITVWobUZUUYJJjS4VJD0KIfo31g+bbQQHTdcmXLBj9KRaBsPKC6OxJDu3kh1avWmPNVXzkF71FlhV9clILok3Mco8YjQpbQjFOigz30+Rq/N0IbI1Xqm/jS8fokGtie/F4EzLsKAyTxKCObFDdOCNN76MrhhpZi35DMHSHSIpC0cUTnJW4SE+We7FiRH4jeSTAIYM8AAfwkwycR1dSSPt+g5xtUWQvcvarkhN618L0i+iSxM0+4yQnhuurnWvvcLnY9u1/FCr+UcC4km8ubvevaqd0qp9P7MRrQrbC8I9RCB9GLDX6YEYNUNQqqWUS8DlRD8dLWVfs3SlKazJAcbQhasX47ZbKuCJEw1UOWEMYZ6rPnkBfiatC1s7vfa40aDgCoH8wIkcLtD1H/5ueY8g7u2Yur36M38bnj9Uo0cOEi6F0qOynMt+5SHw5QjZD14vOaJotQDvBgWsCXLhrcOKHJIlyqaFLxiVYhkLyo0O02RjlPfn9AsWeYfpTLieu8OF5qRVg7uHtAeNqesFqjvH+pKrmqGtm9sLv/v6q9unG+c53R3E0J56Zkc1Nct/6G1iV053G7lXUtqN5QlKjBjPi0IkoN5cyinaKaRug64FJD+tkcPU5xg5hoU2NXupWqiIRT5WLiT44ES6MVykRtK+e2aoXGoIzBr9bo2RT79BxiSzPL0HH8Jsl8xfH6JZrd6CqcXtTJE5RC1w1NplEuggBR4YkK1+oFm37lGp+XFIcpwUATK6JC4+6nxPOGzT0h8+UHGlMGVu+mZC9qgprgswj7ZI6qrJiRwdbSZXc4uhMXBamuTki731++6D9XktmNVyWcl+5+TRsFL6+Kr3WI2Kl8oki2UZ2qYJpgn4gUR/XuHsoHxg9Lyn1LNYvInhXU98eYTUM9sVQTg6kC9SzB5I74qTgYhM0GrAie+f2xED8bB4slGIP74Tt9hcTRXCxhGoddbnDVK5xJ38Tnjtc70XRDyRBQsUUtN8R1Q31/yuB5iao9wWrKxGLW0tPrZYEfp3irKe8lNIlcLC5VFHua8cOacj/CJYr1AyXzg0qRLAMu0xSHQ9KTmvqtKfFHlXxydt5T1/g3b0Wqtgmxu/3yfboL/XIF80qHiFfZsVzVTvUWwRd//9rnva0GT5+IWpBglgrRsr3YVd0QxgPs0YZoYXCZxa4c9ciw+F7G+FNxuIg2DhWgnEW4WBHFGnsszgZBKdR4yOaHhzRDQ3KaEc1L6OAIzlMdZHiryRY5qnH4Zy+2zqdv4iuN1zvRdFgR56BWkCWwWGHGA9woxicG31rBmnlOfX9MdIZcVEqU94s9LebwKegKQqRY3zNUE6in8vjJsaKYKeoswlsAS3Jay2AYbsXR6ukRu5uRKwbIVyUf+Jzs7pcf9NX3ue2g+CoKw03hvAzqtQyBlZIKVBUVCvBmgMlrirsJy3cMxQE4m2KqhOzE8eLvWAgQz+H+/3Mmz5cmMBpQ3xlz+uOY4XPP+Q8TDv+8phlZ1CimySLyA0N66noHBzNfgN8QfvJ9+Le/fPV78iZuHa91olFGho6dXa7aFBDHEGnOfygSkboJzH5VQQiYVYVebHAHY4p9K0PII0c91OSZCGOff0+2UPlbjmACZi2GZS5TmAImn3qGjwsBoXViUZ0VzC7G5jqlvNZlM3QC6tcMiF96ra+SlXiV59P2gS7+7PIa/Jpks3sMXyjpdTyq8YBgI/HxXm7ABeqDlHKiWX7oiTaK/J4ivxsYPrIMnwROfycweKaoDgeYwjH/fsbBn51KAloEVm9r4nkgv5fhY0W+p/EWxo8c6bMN+Q8OST8+lRbu/XfgZ5/cYOzzJr5IvNaJpnOUDCFAVRGKguZH7wqq18PhX+ac/SBlc9cSLQdET89wh1OaccLooxWDgeX8hxm6DnijqA5EiyWYQEg8qpTHUR6xCFmKnYfwcbYXaJfw+thNMperl5b02b6AV77G6y7ol26/6jmvftNurnCuOu4du+Kb4srVfJdgNKg0xh2M8ZHGpwY1EpO5ahZRDxS6gnrmIWiSM83qfQ9o0mOF8oH1fQtYTCV8qBBrkqXn+N8LDD6LaDIZKMerQDQP+FiOI/vrp4TFEt80b1wqv6Z4fRPNpXalW23bZ3OKDw8YHDXED08Zju9hVy1ytKowx3PMuSH//iHFgcVuAst3NM0g4IYeXSiitSKUESYXuw/dAAqagcI896zfSRk8q9DrmPD2PdTTFxeV5eD69si5HsV7I4juJheEq+IS/+lLJZtbPPdVc5zLc6YLsxqvCesNeiF2NuXhhCZV2LUnPapY30sZPlYQDNNPGtZ3DS5WrD50qEZR3IG9v5SZ2fDTipBaFu+nnPxe4PBPNcWB2K4oB5OPC8y6op6l6E2Jn41RdU04Pb/VW/kmPn+8vokGejnPXr6yqgl+Tfw8RZ8vCVnC8OfHMks5OoPZGJ/FuGFC8myNXcWU+wmgMZXC5Zr0RGFXoKtAM4D0NAiexsqJXMw0k4cVLtHo/SFmIXIU4fR8u3WyUYsj2bngdwSrXkoKX2Xc9vF2k83lxHNLoN/2oUIvKdo5MlyobnwAXD84bmYpyWlF/W7K+n5Ekmnu/ukSl4q75OmPU+a/FbBzjTkoUdrjHw/Y3FdkLwK68hz/nRmzX+as3xoQTGD/5w3RxpEfWpTzqNqRPDwlnJ5BUeIvfxC8ia80XutEE9z25KX1V1ZRJBKUzhPmC/RsKpa5hzNCu/Wxj05w9/dwWcT59y3KQTMMBBuoZqCcIt0IWjU9czSpIh9q4mVgOHes3opJzxzJ0QY1XxHKsk92wXtJfjbazgG6C3d30GvM1gbXWmFfX5V4vmgyus0mCrbt221aqlckmy7JXL79AhDw5Azr7P1RlAAAIABJREFUHKuf3KFJFcrD/ENDORlTzRS6hNV7Af1WTn1f4zYR47+J0RU0A2SInxmGzxpOfifDG5j/FgyOoMkMe3/6TEwBgbA/JVT1xbb2TXwt8fommp3V6q50QlguCVqjpxPUbCoznEEqW45QCYt4f0w9iVnft2QnXoaJ5wpvFS4OmBbkO3oqSOHkrMHUBrt0bO5aJg8LgdEnEWoyRC0gNI2c0H1bdMntYLel2W074rhNmPri/a6jEXyu9+gWLRTcGmNz4+PdNrE1DcoHkpMKU0TUYwNBs3pX4eNAtecJmSP7qyF2Bav3PKNHHuUDR39XM3gOi/ct8TKQ31OMPwkUuWJ93zD7VUX19h7NMCL7N5/K6/vee/Dzj273+t7EF47XN9FAv23qPLKV96ITnBeEPEeNx4T5Qli6WUYoxQhO1YKvsJtA9qIkObdUY0N+R7P8MFDOFPVQERWKeBEwhcNlBl06ojJCNQFT1vjY7GjdaJTaoUh0eBijCd2xdi1VV8nsUgZ2N1BXzVm+aMK5TFG4KiFcN+S9KgFdN3Du2ONRdNGB84oIyzXx44D7/iHF3vZx6om0qdGpJdrA3i9rfGyJlzXzDyyjT2QYn99RrN6FauoZPFMc/FVFclqKFGjdYJVCZSnu15++ev3+Jr6SeH3Y25ej082tG1ltx6KKR92g7xxINdNpBt89kIFgEsN4iJqvsMua4ScrdCkoYhcr8jvgBh7lIF6CqQIuVVSzmMFDId+lRxXRqfhUKx9o7owJ07EwmDtAnlbSssV2u/pOku33bdukoqgnW+7a0spjXPGnu03F8FVGCNcnod2Ky8vrEka1RiXxy4zzJNlBEjvCckV8VjD7VUkyDyRnkD3VHPy56AVPP3asHkTc/5c5PlaYKjD7SPy643mblKKAj5ToCC1y0cY5m4vjxfn8TZL5DcbrW9HswOA7Pd9OnNyPh6i6YfX797FLh4818WlByPYJRmGWMdHxSmQ7bUQ8b1AhYvKxZh4ZqlkgmSuCgigPKBcoHozIPj4TxnhsUT6gakd0toa8eMkpICyXffvUHadKYkl+LWiNsKUrhG5Y3D/Opf9fbq2+0Ht2qR27beK6DofTkRh3B74t5SBUtTDs2zmaSmKCbys258AY8Y6K7xBtPKZUFAeKYGD/r+Ruh3++5Oy3x4weVUxWYvoXrwKFFbhB+kKAlUe/Z7lXTonPEvIHQ0Y/ffImyfyG4/VNNF106OCuC3EOdXRK/gfvsbljiEYaUwXW90fs/9WKemQxp2vmv38on4YG0hOHKT3lzFBPHNFSAF/lRNOkMHpSET9f4wcJPo2oZjHD8yXmbN1/6qtBKgzuXRrCrqyFlhaKppFPd9+2XDbaUhd2k8tNlcQ1yeZzAem+aHV0ea7Tta+wJVN2bVSaiIxDK+mhsgyahuCDbOpWa+xnx5QHb2NK2PuFJ9/XuBiSeaC4m1EP4eQnohE8fO6lvf3Ao2qBHkw/aZh/GGFKj374gtHZ8A1h8huI1z/RQH9BdyZpSinisxL1thWuzFRTDxXrdwatqt4+2sHRHyrihSJeenQdiDaB6c8N9QiKAwHxDZ96vNVgFNVBSjWNsGvP+nffIkSK9KjAnFnKt6ekv36xTSYqkuolTVud3EiwHFG0TTIA3Xp+V0mvYyBfrmrgxormc6F1r5KX+Lxx+Vg6TeHOmUFr0f+54JaAzNFiKzox8yWjnz4hfbBHeZgyeF5R7lniRcPpjxNW74LLPLpSKC9JyMeBZKHJjuXvZlcBe7KGusI/eaMv803Ea5loXkLi+ostRqhrzKpk8CITy1sToVzg5CeGeAEuNmgnJ7B5rtgcGpKFZ/KwYf5BRD0GXSvsKhCvRK0fpagnQu7zkUG7gCkCqnS4vYGYn40GUJSSIJQWNbiO1a0VWItCNlRbUe3t8BjYrry/AKDuC/Ohbrsx6o5rV2Crs+VtX0/npwXI2t/aVsrTyuzkYCYznbLG7Y3RyxVhtcb8esPw6YCQJcSPAu5gRHoaU000xfsF7jhh8wDx4bYBu4L01OGtYvxQHDBVluHXN8h5vomvLV7LRHMlLqJX6PcyG5mvGDzUuFGCKT2nP07QDRQHUE89HJT4PGLzlsKuFOWBYfZLIVUGHbALQCHEvKOS6iBDV4EwUERFwC4bTOHQVQPLDSaJqfcHxOucsM4vIpe9h3qH02StzHpA7mMQvyOQ21rDuluvnXffmyu0hl8Zn7eiuaTuF0JABS8tYRKLDe+ui6b3+GGCiiP0MsePM1AKczwn3D3ofcGl9aykMt0bMv54TbE3Qv15RnoinCd9v2D8ZwMmDx3xWYXLIpLPzuBsjlusPt/reBNfWbx+ieYaprRSCpQSKYbgwUaoxvccmXgZSM4DpobTH2vqJkEd1jSzhuYwoNYGu9QoF0iPFNUsAIrJw5pgNfkdizeI22XuiM8KmrHMbPwkxT6fEz/cEJKYMBqgj88gsb0nOD70w+Cewd004JoLPto7L2j79SZVvRvi1tXNNXIR11Y6O7f1WKFuPrPJIUtFsnQygrrBzUZUswSXGdLnEeZ8g1rn7XPuvLaWFxWaBlV7qoOUw59uqCeWYj9i+FizHFviRcBZhQqB+Fg2TTcpHL6Jrz9ev/X2NRoo/UUaW4giwlrWnXpVsffTc/b+ZsXko5zlu5pmGHAjz/tvH7P/1hw7rDC5pjhUbO4r8vuB9FgR5YGgFeXM4qxCN5CdSFtQHmbUo4h6lqJCwE2H+L0xYZCIVYjamVe0xm3/P3tv8mPZnu13fX7N7k4bXUZ2996qulX16vm9eg8JLARiBgMsgYAJkgcID5AsIQbMEP4DLDFEDEBCDDBiYHmGhcQAGXlGZ8t++JXLt9rb5c3MyGhOu/vf78dg7X3iRGREZuS92VXeWFIqIk6eOM2Os9dezbcJRSHAvrIUdcArK7NLbdFVQ+EbVCDb8hI3cl64zOJ+0fNc0tNRnXC4UkoqmtbBQKqW3s3SNDJP0XmzIZa6e7v4cYoaDLaG4IIz0t88Q7vAyZ8N8LFm+QPN6lOHzlrW9xW2Cqw+GRCMwX9870YE1dt4c/HhVTR0H+zYboSketV/lXbWG8aAYjOE9KOYajehHWgmnzuSU83pn2s+//VdzNqQfLognzhQBpd60mcGH8HkS9lG5XcszQhqJUPloCCdeUzVtSmdrauedaW797Jt2Yb192b3IXTs77ZLmOdAvU11sE26vAHT+2UCWa88JL6Cud090IVEeIHj1IMUQTZp1uAHnaOkUZh1g4s0zcGA+KnDpwnVfirC48catLkgEaqUIn40Z2p2WD+ICQqCCiS/ztANHP/csPuZF1fREIji6FbU6h3GB5lo0Fo4LLq94AYQyqqrIDwqhmANKgTKOynljsFbWPxYuEwQ2PmFZfmpp/p8jD6scI0ixAE8DJ56qrFhdc9gKjAlJAvhPcVrj2pBtwG7btDrElV1FYo1IsjNVgK45BogX7vbIyuOAVfMVq5NLZdap22dmGvdEl41rmubtm7fJBmlRcy9baHWhHHcoZ0FSOcnGe04Fmvb2uMH8SaBBgV+OkSXFSGozfEJTvyd4pMSlxryexaTi2DZnb9oKPYtpgmUBzHjX83wP/0E/uln3+693sZ3jg+vdYLzK5fvrv49QdE5QagmHUo4BOrDIaoNDB/XJEvPzmew+5ln+ivF+OuW4VcavEIbGcrqQmMamP9YU9xRuERQqYNnsuFIZw7VQnpUYIsW5QIYLRunEGRdPRzIydef5Naidiao0fD5N9O0m1ZQGb3FjbqUIF6CGr6sBXNdgnmlNuryLGh727T9GntQXhQROqlOVTeosoUQ8JHInbrEoBtHM5WVv0sV2oXz9X+adN7h3fsrK5mBRYpmSAfmc7hUs/cXZwx/v8IWHjdO0L979PL3dRtvLD68iubyCdivWOP4XC6ia1lU3RB/PSPpZiHxdEhIDNV+gi01i09kle3jQPS7jPZuS3xicQlkR4H0LJDMHKZ0qBAwpQyFdU+6Ps4hBNw4xZyuCG1L+5MHRI9O8R8dYuZrwmIJO2Opdpw/9z8CQAB7+IAyXCBiCl3BbNrCF8V28tiezWx/fVkCuvpYX0pol7dNbmtW4xzBWpQ1wp4eZOJ6EEeYoqG1CT5SlHczGajniuS4xlSO8u6AxGpU69GzlfhAtYIlMssKdTdh+tvAyZ8JB23n1wWqqFFnc1J3B32yuN04veP48BINyAnZadEEjTC3u1ZDTiR3AaXqdobkDzLqkcYlItnZDEF1WrSybYJ4EVHtBdJn0ioFBdG8prybMPhqjW0cwY4Fm5NZfGwwlcOsqk6gXBM9nuH2x4IazgtBwGoNhWxF1GhIWKw6QJuY0YETFTou+khfSDLXVCJXmc9dd7+XyoG+LDZ0gyuGxcZI6zQYgOkG4M7j90aoxklt7ZHZWYBmEhPNKmmt7mU0k4Tk0VyAfFWNGg0IeYGqGwaPCmyeYAvD6oFh/TBlCNjFCn7zJaG3zL2NdxYfXqLpHQcuadH0GBpZSncnL+BHCfWuDCXbTDZJ9Vix+2uxwo3WHl17Fj+KWfzME5+KfKePQa8hf5BiC8/qRyMGj0rSJ2uC1ehlKQTCdSEnWU8j8J7qzoDEg7bnJEsiK7o4ZdXNNbrZRugHvt9ua/Iqnt5X3eeVks0V7dtmptRrILctYTyR46IUOhevbHtSgM9oBwZTepqJIaiEbFVhCkfQ4AeJ4Il8RkiTTYWqVyXpoiCeZLh4yPquJjvShPsHhNlcEvdtvNP48BINXCBUAhtb3D5Cf+UtK8zTGWle49MYU2aY2jN8oojmFac/H7N6YKj2ABVQtaKeBqKFYvgkUE0UulE0Q403oA8TRr8uUFXAj9ONP7dermVOkyUQAsnTXLYhGsHylE3/ws45T84Dvks0XcLptjdXVieXEblbcaO5yzXxrWxcejRw/xiblrVrpdYFIbJyv6LCTwaUD8bouvfX8vhY0w4N9eFIvh9otEuwiwqGqbRGzhPiiPDVYxE0O9FMoo/Y/UVDiAz6eI67JU++F/FBDoNfFCqOxeMpjmVWEEegNeZ4TvbVguisxFtFeScjPXMMn3j2f+HJnihUgOyJph3B+oHGpQofCewdQHkIVtMcjFCd26UKAXdnuhlMlz/c2ySZ7UqLDlDYb6Q21ZjS5yBEf3Guci2e5jXIRfTeUa8tOrO4UNfi3VSKyFhIYlTjSB+vZM61FkuUascQz1vxN88dzUDjYk292yWZvMTtjAhWi5xGURBWa+xnX6EXYk0cqlsjuPclPsyKpo9tL266uY1z0IqhXHAOVZS4wwnlp1Ns7ohPCnyk8ZGiHmui3NMmCtMEdKMYPA0kC2ERp2ee/I7BZWDXgWaoafYHEMBNEtpRRHmQkpxU6DSWdexZKcPN4xJaTzAGpTXkJaGqnn/tG2DfudzlBTzNVYPgK9bbl7E0L7PXhRu0TVcJZHUzmrC94vYBtJehVj/DSROZWzXV5nHiozUhMpjCYSojbVTe0g4M8dJj1y1m3RDiiHZ/hHIevSpQu1MIHr8uCIsVJooI6/wWDfwexYedaOAiUth3Wx2lOtFyQ5iM8JER4aoQCJGhGWqWn2hciiBLo0C961CjlvI4RTeSZKLcM3yKDJCH8hzN0NIMBc8RLx3pcYlPjFy5V7nY7navx8zXso0pK4IXmL4yArFHc55kOn8ouNQGbSeUq6gIXVxOKje1Rem/vzLZXGXfcgmw99zv+yA4olYSPEoJcDETKVWQWbAaRERrRz02BKNwiQAhk5nGp5YwjLCrGlW3clzzEt/pAAO4k7Mr0eG38e7ixjW2Usoopf6JUup/7X7eU0r970qpX3dfd7fu+7eUUr9RSn2mlPq3t27/V5RS/6z7v/9Gvdba/AWxmdnItiO0rXyta8LXj4n+2e/Qi5x2mlHdGRCtPfE8MPoqMPgmYHLF+LeW7Jcp9W5AhcDoi5z0SU560jB8XDP+qqUZKMo9GfDqVoB9QSvMohbhrUEKWhMvG7may0HpXls/T9oSKn+VBPGaWqdX4j9dfq4+KT53H3XeAja1zGwioYKoQSZYoabF7Y9p70zE9/y0xJae6iCWQbAVqodPDGbdoNalDJRB5Fhf1SHzNt5qvMon8j8Hfrn1838J/IMQwk+Bf9D9jFLqT4C/Dvwp8NeA/1Yp1VN1/zvgbwI/7f79te/06l8xgnPP40cii9rdEZj6aU72xQzdBsaPWnY+y8lOPLu/cux+1pKcBbyF5Seakz+TtaxLDaoNxKclg2eO7KRl+KRCOWhGmnoa4wcRITLyz2rsSYFLLSGNBZ2cJhdPcKW7E1MwNcH5q5PMtqbwdlyDDL7RMfq2yOHt+22v3b2/qIO8kSft5lOtkyG50eh1JVYorccNI1QbNv5NLkZAfamhvDcgZLEoJZbVtZ7mt/H+xI0SjVLqI+DfAf6HrZv/feDvdN//HeA/2Lr974YQqhDC74HfAP+qUuo+MAkh/J9BPs3/09bvvPnoh6n+Iq4k1A1hlQvRr3WUDyfYdUv6tMAeL5n8f88Y/25FclZjS0hPFLufOaIioBc5dtVg8hpdNiSnNdnXK9rUkMwaho9K4lmNrlrZLLmAar3MIcoWtVijVrn4TfWJz8iVXxktAlgdGfG8/bioxdu9mZcig79t3Jh0CefSD1vAPWXM+UyoF2m3VqQittT4/M4ItczxscXOC1TjCVoRrQPJ3KEbqWoEjwQhtqi6EWZ2fTv0fd/jpjOa/xr4L4Dx1m13QwiPAUIIj5VSh93tD4H/a+t+X3e3Nd33l29/LpRSfxOpfEgZ3PAl3iC2+vZtISkVPP5shlaK7C+X0AG83MEEWo+qHFopojxgvg7Y3DP55Vw0UyqHLltoHdo0qLLBVB67qvGRQZettE2RxQ8ifGKJP392fpIZI4RPpQi7Y1isJKkMMjjrdFtUkITjkSHrVQPglyjtvWwAfDleVMlcnLtsWcT0M7BtWYmoUzX0HT/JOEKrhODaEUmVE3yT3xtjigZV1tizgEst3lragWb0uCU/FPXC+KxGF10VY+1tm/QHEC+99Cml/l3gKITwj2/4mFd9QsMLbn/+xhD++xDCXw0h/NVIvUZU50Zo6uIGxi9X4Bz+2bE4FtQN7mCCeTbHPD5Gr4RKMP2LY3Z+MSdeNKh1gdsZibp+UaHKCjNf48cpbWYkydSSZHABP4rxmSV6PNu0CpvhaS8xWlTyfZp04lBd+wSbamFjIXMd/P+aeFUszXYl88rtVL9x6ukUSov+T7eBUj3BNeoqm6pGL3LcKEGfLOQxnGBpoiJgC088qxgcddyoWFpQzhZSHd0Oft/7uEmN/W8A/55S6nPg7wL/plLqfwaedu0Q3dde8flr4OOt3/8I+Ka7/aMrbn+7cUmv5rkT8HROqBv0Z18Q5ks56Z1UNcwWqG+OZW6yzjGzFZzOxeWgI02qsiU5KfGpwcd2w1JWrcesBGS2wc1oRRhlIpswHcvWa5ASkliqnOFAuEGxyF1eUKWD5xPOdgL4jla6lxHFV/GlrnyuyxrBxshXa+V9xJEIfTlHmIkuTxhmEAK6dvjpCIDm7gTlxacpWrWoVtbb9cRg8qajLSj8ySk6Sb7Te72NNx8vTTQhhL8VQvgohPBDZMj7f4QQ/iPg7wN/o7vb3wD+l+77vw/8daVUopT6ETL0/X+6NmuplPrXum3Tf7z1O28/LpXbmxOqLAnrNWo8QiUx/uSMUFbodQHTMTQ19ldfSdlfVqjxEJIYN4yl1dJIK6AUunEyk9Eal4n2TehoB3406L6msu7uMDNhkAhcH84TS9sxvrfE1dVVM5nXCNq7jvu0kai4qkLa1soBOcZhewXfVTrWorIMNR0Lnma57jaCgfKhJJroNBcBeR/ABZqJ4G6i3FMdpITIwN4UNR7jq1u8zPse3wVH818Bf08p9Z8AXwL/IUAI4RdKqb8H/HOgBf6zEEK/8/xPgf8RyID/rfv39uNFPX23HfFnM2F4DwaEsjynAnT+RGo0IqQxbm+Eajz2aL4BktlZTrKqZDOSRIRIY5eVeDPFEdSNbKISmQGFYYpeFlLdhNDB8zNU1XQ4k6wbnvrngHuwVWG8gIbwqjOaC497w9svEyrFHRSZMW0b4nUznL5yYzzcVGPtwOAHKSGLxDerDCgfmP00Zv8vC5TraBtFDfMltC1mb1fIsUfHr/T+buPtxSslmhDCPwT+Yff9CfBvXXO/vw387Stu/0fAz1/1Rb7J0KMhfrW+Xp+l7Azhq3qzEcIYuX2QovOmm8N4VFVjF2WnIaOh9fhJIlWN1ai63QxIQ2TQVUvQGlU2hCQiGCPznJ48SLeFqmqhJvRESxCk7YsS5hXAuTce2wmvTybOobQCullUVRPonCvzkjAeoE7nuIcH+NiigsyzdNHIJs+IJYstoJ5G6Nqj2yC/WzdgNO7hAebZ/M2/v9v41vG94zpthx4MCA8P0aMhKk1w//LP0Hu7+J//GD0Zo7rt06ZV6fEtfVKaL9F5BxzrNW46uQciuyFNBqNxww5LYwwhtuiywQ1jsBo/SvDDBD+IcNN0M9NBKfEJr+uuDXlJYpEXK1+/RZJ5VU2a51DK25IV/Tq7Ex5TSSI/t61QLvpkFAIMMszxArOsiJaOYDTNXgbOYfKaZhJjy0CbabQLNCOL3xkL8FJJy9Xe3Tknb97Gexff37+M7sSYjIHDfbnaKkXz8QHlYYa/ty+KcH/8w04bpjv5TJdsOnwIedFtVroZSxJBEhOslqRiNPVOTD3uTNKspnggrUIziQW4FxmCVui8Ifr6BHO8gJOZJK3JSFqn7de9jbTlUmLYKPBddCIAqd70C7RZrtsyXRfPJaTtKqo7Hr37RKgqQl3LWruPJMaPUtzukFBWnXiYyHPo2hPShHaSEp8Ugrre1VQ7Yjes14VcIIYZ5b0BaIU+2L/R676Ntx8fPtfpuvCBUNeYs6WA9dKU6NEpaI091jT3pkTNVBLBH32C/fIIooiQ55tFfXBeZEE7pGsvfQACKPORXLltKfwml0Xo2oGCaj8lKKj2IuK5IvniBD8dSluWxjLLqWpU24234uh8uHpdIuhP9O3/N+acsT6UzZiOcvxi8XqPZ5/YougCjiY4B1WQNXQcyRavny0ZTb2bEC1qwv0D9NkSYzWqcfgsQjXC3latZ/J5xfxHCTZ3tEMj0IK1le1cAHOy6uAA6hZX8x7G97eiQa7c7vFTmbdYQ5gvCWdzsAa7KKnujVg/SKT1+egO7cM94ed0msOqF64y+hyoBkL8MwoCtEOLSwwu1YRIs/yRaBQHq4jnNfGiJX62xu2MUEVNc28qGxXbOVi2bjNI3VQycPH766JH5iYxHOyy/PND8p8dwnT0wsrmVY7fJvqV/TbXSWuheHRDcLXVLoUkIiQxzcjQdm0lrSQYlEKvKrAGva5YfTrBrhuiPBCMYvzLU8xshR+m+N2R+KrHESEvb5PMexrf60TTb25UluGfnYimSV3D4yPUkxPi45x44Sjupyw/HWEWJSpNaD45kPlNP2sw0vr0Q95gNEEp2nGEbjwuUQSlyO/GuERRTy31yNBMJGH5QYxyDjfN0EUrJx1cJC526GHgEt3gBkA9pWgnKQTwkRJvJfsKxew1J+9zrdMVwL7Q28i0rfCcVmtCLup6bpKg64CuPapoCIMUndeoxZr2YARVjZuk6CZw+icj4oWj2jG0e0NCHKE//wZVt8RnNT62hLJEDzNUmqCHGXo6RkXf36L9fYrv/V8hOI87egZ0Q98fPEQt1tK+uICpPPXUkMwczd4A9oeYshU8jDWygu43UZEhKIVPLD6WHF5PLN4qQqJoE7FiaVNFMvMiz9IGmnGM30+J5jXBasyiEv5TZAVTE9SGeS6zpZe8qe01d+eEaRclZhKJgt1ijX+RKNSWjg9wbTK7LGy+oSD0bdPG/0kgAaFpRHAMhNN0luMTAyGISNggwpyuaD7eR+dNhylyROsW3XiasaFNFPn9BO4nTP7Co745JkpiqQD3dwmnM3n8osTcORAQZRLwq/VLDtptvMn43iea7VBZBs/OCAc7qLIWK49YC2P7IwtYgoHx1y1mHJP+9ki4Oj4QlBdZiFQL6c8ovFGdnoq0US6FGo0KsL5rSGcetMV1ScmUBruswGrCMJV1eC8b4aQ1UVzB29BKuERXzW68J8wXaK0ZzFfStuTFRSLi5YqlTzJbmJ2rks2VoEE4b5+8ODWQpdL6gYh77e/Ke1OKNjUYpbCrWkTcnccer6gfTinuxDSZKBsOnjas7xnaFKJcMf4iRy3XhKrCr9fd3y8Vu9xBhp6MCasVHOyhfEBV1a2B3DuM20SzFaEQv2flHe5HD0ApomWDXbeUd2KO/9xg1xCUkiSzXTlEFqwWGH1sCAqZy2hwsbhXtqmi3IN4Kb/SlkqEtQwkM4dd1bKhUaAbJ3ic/mR2Yi9ydTK5dPsV9/Fnsw2u5ULFsr1Ru4IL9sLjdRW5sl9pq87n3JiNBpCKIvm5l4dII7QLaOdpJjG6aqkP97HzCruosCMLQVFNND7SxPNAUIpgIH+QMXki9BA9yPAz8dfW04lYsWhNcB69ygnjIWqQCaXkNt5JfL9nNJcihACffgLaYL5+hmoc9U7E2c9SmoFi/PtAchoYfLXEHUxEyEopmclYTTBqM18JRkGXXOqxotpVNBOwJegmEK1ksKlcIFk4dONpR7GYqW2tqHs1vucoBVvJ4EoN4SveW+grjc1jbiWY7aSzXb28ynB1e7WtdZd8rWy+okiSjdaEQSK2Ka3HLkU+IxhF0FqEyHcS8NJWpqctw6edb1Ytxw0kedcf7aFGA/xMwHoqTfDzhTgtlJUMwaOIkMWwO735+7iN1x63iWYrdJLAF49Qw4zmR/c2J87Obyomvy2IigAK5n9lSnWQUT4Yy0o6BNGb8eAGFp8YlAt4IxoqAPEykB6L6h6IbEJRPtwIAAAgAElEQVSU+y7ZCErfrmpMXl/QnBES5vZ259LcxF8jtbkNoHtRXG6LtjR7nqt4LsW23fCF2JoPoRUc7G6SDSCCYRNZc6sQaKYRug00eyku1rjEECJNclYRjCKe1dRjg24D2akjOXOSrJ8KKVPfvSMzsrpB7++J62fnqx7yHFW1cHaLHH6Xcds6bYdW6GxAc3+X6PdPCOMh2aM1eE91b0Q1Vuz8RpC/unLiktjJHYTYdojeAKaraAAC2CKQ31W4NGAqUF5h88DqgSE98ZR7huxI5CTacSKaLM3WDOWadmnbgkVe1NVaNRc8vi/PX7a/vmxWc8XjblbWfUu0rXPcIXWDUZsVNyDaycOY8uEYk7fgoZ5a7NphC4dLBEmtS0fydE11Z9BVMw67bAixxhaK9nCCnRX4QYwxBv/0mbyWFhE0e3goCOumhbsHGGtFT/g23nrcJpqt8EWJqhvsL3LY29nA5Mv7I4o7ljv/eI4bRERfnYD3uHu7qKo7GV1AhRaS3ntFqpRk6WkGitEjcAl4A+0Iqg71pwIMv6lxqREbFpAVb2dHcl5d+HM94bDFit6ez1yTZM5dE65IJi/ZLL0orqUqdHMZfBDKgZOvmJiQxISsQ04rUE5Ik8lpg13V0iqGWBT2rKbeH6BdID2qUC7gMovLNLoJJF+cyPMNYsJyLVo1JwK61Ls7qKenhNEAvzPEPD7FL25nNO8qbhPNVgjuw8ks4/FTdJailCZ7eor5k4/QT09htYa9HUKWoRcFYZDQ7qTYMxkk61pQwD7WxAtHuWcxVUC34I3CDWHwOBAMtBm0iaIZyzbLrhHNmlUhJ37dXKwSALzj8tD2AjP7iurnxoTKq4bCV1Q1GxnUjfyoOR8C91VVNwhWUUQ4OpVqpnWQgE8sIdIEqyjup9iuhfSJxSxLklVF+WCMabygqKcRugnEcxF1r8eGeOnwwwz19AS9XAmXqrKQJKhhhj85Qw0y/HSAKtsOWf3dNHpu49vH7YwGzk/Y0RBzeOdc57ZuBMS3XJH8i2/wiyV6OpH7Ltfyr5CrcH1nKAPNrmUypQx4k5kjyn0nlwDLP5IV6+Bpy+ixY/xVTTXRxPMWH2ncKMYdTMWBcTTodI1rqWb6Kib4TSWzGfK+qGW69D4vxOVK5gb36aukDdn0so6x3kYv9/rHXrAuSjhdPferB+zVUyso6pFwoZJnOUEp1veE25TfMR3KWssWb1u8LC9EQ2gyFr+uokTdPySs1pjTlQiYzxao8ZjbeDdxW9FshV+uMMMB/OQT9NEZfp2jHtxFtY6wXKEP9vDTIdXhkOyzp4JFUQo7qwiR+G37SYZp/UYv2ESa6iAlv6NpM5j80gKBeNEI78l76h2LnVX41GJnuYAAkwi1Ks43RW17Xl0ozQa1d5Vb5asOgbcTyQ02Ts8Ngfvk0m2bJLGECyt5Za1s6QCsJp43uMwQlDxHPG8hdFozZc3qjw7RdWD8dYUuWuJFBEFmOboJ2NwRUgt391FPPCpNcfd20esKjk5EuDxLRcXvYBe1IxcIZrdD4XcRtxVNH91J5U9nqK+eEsZDmYs8PSbM5t2J42knKS4zuMOpKMUtVpizJfZYDOhU3aIah50XrH84YvGToZT6C3n87MQzfNrQZkJB0GXL9P9+hK7bbiXezW6q5tySxIkbwoWvl+NF7dH2HGb733aLdNVm66XH7ApvJwRtTWTPdY6zFH8wFTXBDj3djC0+UpjaY4qWZiRrfV02BGsYfXa28cRqxzFBKUzZkswaUN0w/mSJ+vIbQVGvc2G9O0/46C7BGvyPHsgLWqwIXet2KyXxbuK2oumjN3Cra0Jdo4+RxBFHqPFI1thlQ3S0JDoVukH7UKDyuhtEEkeiZds6/CQjO6pYfZyiW8GA2EoRraWlakYWmzvWn06JFwPi3x5hO2IhPT3ACWgvhHBeJXAFbuaKSubCpmn76wve+3M/X4MGfk7mUz0/v3nO0rf1IhCmNdWhyF7oymNXDXpdkViZ2fg0whQ1bpwy+HJBeX8kQlc+4BNDuRcz+qoierogrHLUcIC/u4d+NiOsC4gjmt0MqzXmpNN87trLUFZvRwDsNp6L20TTxWWpS5/nqDgmrHOByv9gH3xKdLyiuj/GFMK/UU0rQ1trRQCr136Z57TjXUZfFNQ7MauPLC5S7J00RKcF8TcNfpTg4gHRo5lwq7pEEdpWWqUtw7srt0uX2dNcM/i9vG26Tkrhhhuoa/EzIK1ef7tzgtJtHbp1oj8zGWDXLdVBjEsspnR4m4k7xCChPhhiliVmXZN/MiFYxeqhYfJFjWoDphRskSprQtsSpiPyj0fYvYxoXqLzmmYss5zEanSeoE5mqHVBuLOL1grf8aHeu7g8jP+A4jbRdLFhGW9H03kHhYCdlVR3hzQ/2kHXHpdZot8/IjQNQYkcQw+tJ7KEYUoztjCy1GOhItRT0K0XzA1gTpYMn5yJxMEqFwH0ToDrwkfN++f5TVvau986LnOZbppgrnot/X163RznNg4IvVKhH6RCOo0NdtWB+YxCrxvR3Sn7uVUnUt4hq5WHNjO0gwhvId7KE2GQ4BJFciJ4HD9MGP52JvbG+yk2tUStQy1W3euL0aOhDPndu9tCKaMvklI3+j0eFdnz2dwHknRuE801sX1ShXWOPl2Sth6fWvBgjueEvSk8egK9TGV/wtUNelkw/J2n2RtQTRPaVDH8puPqKKjvDrGjBPt0jmpacVNwTvRwIjFF25AAXyY+fl01c13b9Iqcps1xuIqtDfRynZvYar3UdiLUECL52RYO1ThU46Xd7B7PLgTLlBytWX86wVuFLWXrpFtIFm6LoqHQR2dMGocfpehVQchimv2heEItG6q9GPQYm1jZENa16PukibRabyO2UdyRPa96jZGqrGnRadIlGaBpzoXnr7Y++4OL20RzRVwlUelPTtFGo5+sBEczX8ByeU4aBDkBlBLngsii8pIoBHaXFfx8QnomJ5RZVZhliSoq3O4YnVcitr1aS5Jx7iI4r4++itmKcNVg+FXjJSztPravvM9VUs512jxb0hBqC9tjDHpZ0OwNMJXDrGtCZCjvD1AukP2+QVU1NBa3M6LZFf2ceOXxkcKWnnzfCCapbPH7E9QghXVBczgierYmZDHV4RDTeHTtKQ4lwRMidNHKNvDBHfQyJzw+Qg8z/NtINt1xVUafC5j5IKZ6SUJYLKT1pruwqHiTgD6UuE00V8SFYefWCeWfncjPT55tXdWD7O56/eFed3ctoDulFM3+kHgpJ0y1G9GMd7C5wxQtdlZ0RvUyc+hBgxf9kS4ll+soCVcNda/DxVy3ZXoZ5WD7tfRAvUulP3TuDT3up6pl1RxZouOcEBnUukRpTdqLutedy0PrQEPy1RnmcIJLDaZ0LH+QYmqox5pmOCY7qok+f0T9L31KdLTi2b9+gHKQzhz2WcvspwMmX1TYpJPgWNf4JJIkM0jgxx+jjs7gDSaavj1ScSx6yXEn0eo8ZFE321OYvV2ZZSVJtwF0hKoSTFDbCjSgbf+g26jbRLMdV51k2xiRF4Tq3BJDLXMd1bkyNnen2EWJbhzznww6MmUgmlfSOhSVfPC63wuXTdhu8pqvev0v+lBuD31vKHIFV1R6fZLp/7+XhegTjDHCoh5k5/frve6GKWpVoItmA3IMmRxDvehaoJElfbSi/GhMeuoIBkzhKQ4jzKoWrZnGUz2YMPmiRtfiBtrspoweN6IlFIldy/xPdhh+U6FXClW1UkFW9fXJ+DXEpir1fuNppdpW0MvWShXc2wfHUTf8d5vP0IWvf+C2v7eggu246o/5nDzD9mykK4mnE8JoQPvxAUxH0v/XDRQl0ZMZellg5gXpmSM7akiPKtwwQuVC0AxFcY6P6f/1IuOXVtbXbpW2X9Ornjg3GAa/0IKlw/qEEDZX3tCzzq3dvCfVOlTVopc5PjYoH2h2s82MJsSW/Ic7cj8XiOc1zcGAeCbHKZ41+EiUCt0oRjUtIdK4WBMf5wByXEOgGRnsqiE5qwXgVwbsTCgjIbKEUYYaZJh7h692rF4lto5paNtOtiKW9sl7wnLVVbJyfEJVi8RFb6/zAcVtonlZXLVKvvD/QQh9p3N00ZD/9ID24Z7YiiSxgMmSiPJhN9gsHPZ4JVfkOBLkqjbPf7C2aAXbVrSXn/vC128TN7xSbugOfbK7inrQv+ZuHhHaVr5ube/6hGMfnxGSCFM52p3OHjiLSI/yjb6PzmuiWYlqHOnjFapxHbBPGOEhlspm8OVCnD6NwqzluUzhCZHGrCrikwK7djQHA2FzawSfVDf0AupvIlQv/tUjo/NCYAveE1qH3u2Iu8GLFXNVyczoRdCDP9C4bZ36eNEJ17dPWyfYRg+3bVFaiaXJIidJLIsfD9kpGvRshb+zQ7CaZmzFjyhv8MNUWMurHCYiwu37x75iuHuZxCiv6TUll8sEymueu/9+E93r7OdK22TKzZwmjuR71bUndSUzGGvw+zuoEHCpJf5KWNjmLAdrcAdjzPGS9u5UErlRhEhT7kUU+xpTQ34vxpQjzPGyq2xEdjUkBl17yDrBeBdwk5hqV7SbB1oRP1nK0H13IjsdY0RK4nWG7o5bI9QRZW3Hw+oIs9YKm9x7uSh5ARXqYSbAwh5u8QeeYPq4TTRbsY16fQ7jcFV4jz48IFiB1WM0xYMMWwbqgwH+3rDzc9KkRxXNJCL/wZB43hKdbg0hjRGpySsEtF84+P0uH8LrrppXECgvf7+dWC44M/TD4W7LJHiaWsiMWhF2xsLjSmNUVeMnGbqSEzxknVtnYrGna8IoI1hFM4yIli1BKRY/MPgIJl94sqMGXTTCzu4U+lyiYRTRjC3NUDF44mnuDLoWStMOJQmpqpt9dLa8ameKe3L07Y/lS47xprLxMhhWaUqoG1SaSjWTF3Is4/hc3P0DQzDftk5bobIMPR5BFGH2dkVxD+RDkCQX79x7OB0dw9Pjbv7QMPx8xfhfnJJ8cSpmZwPRTjFlS/pUGMmqDVLCAyFNNo91uYR/IVz+uyaZ62gHL4gNW7uPfvjbJ+I+wfT361nmpQy81aqQDVTTbuYwZl1vtlZ6novERhrT7KSYdUN6VKAbR7lv8RHs/NYxeFqjnQiF4YFWhOEHv18QrRqSs4Y2Vdi1JHS9KIiP19QjLRXlIKW5N6X8wS5hZ0xYvn6dmgs4LOfxvbWxVpsWKuQ51I1UOi9LLC/7+7znw+Lvb0VzVUXgHGo0pPnTT7CzEvVlhRoOpJTthMuBixoxSgkS+GwuALKiJHhPuLdPM7HY0pN9vULVLfW9MT4SKQlJOA5O54KZqOvz1fhW5fBK3Jzgeamp3HXxEgxN/7rUNjCvmz1cuE/bbr6qXi/YGkJZSrJORPxKtQUqr87X2k2L2x/hMoNdBuIjoXro1tOmRgiYlWgF54cx2gXswBKtWoJVRCc57Y74ljcjS7IIlIcJpopJv1mCh/EXBc1eio80dtUQz0VcTO3uSPvVbXleR1yJOjZG/j5d26l6TeVuBa6nExGR7yqgCzial11Y3vMW6/ubaC79YfTHD2jvTIh+/4Q2szSDEZm6jz5bEopSrF630b8hyImjRbeGppFtU9sxrJUiWrQiZFXLJsasGyanBe1Oihsn6DyGzpN6M/PYat2ubZuui5c6V16RXG9AO7iQ+Jw7b526pHNhUN0nol5ALATCqj1PSHWDWixlxVtWhKah/elH6LKlHUbo2tPspsRPV0SnJSExhIElPXXotqMkKBESawcaU2u8VUQIvUNVAZMYolUrqoWpoj4YkjyaE3SK8gGXKNqBmNeFhxnjf/qkw7q8vkTzXOjumHXbORVH3UyuG57HEf745PkE9YHMaW5bpz6Wa6LHZ4S9KbZomX8aUd4bEgbiSaQnY+HsdJgIPZ2A0fiFrCjVcABJIgJMaYp+NsOUssoNsSVEVnyLipro2Rq7KAU7s9V6hEsVzWuPq0B6163DLzPFr3hdFxIPdD7fYn0rCFjRplGDTLzJ60ZM99J0Y/mrxiPsosRNYgiwvh+LCNZOhi5rdNHIpm4tV/dmCNWupprqjVxEciTzLlVJYoufFagQsOuWZqAxZQtGE53muMSQ3zHE85bB1ysGX62hrFCT0Ws6yNeEDxsvLaXUuTtEEl8t+7H1ex9C3CaaLvzpDPf4KWqZoxpPvAzYVSN/6Ht35E7OyWAzjja2HrLKFQV+P5uLidlAjMzM18/gbI4+XeKmKW6SCq9psYbjs46E2d6sRfo2+Jg+rpN9eFE187KeX6lufW1EgqHH0PTOB1HnUW5MpxdsYDraXNXlPXkoKyGtnhW4TBMMeKPEH2uUiuynlkGvzT1tJhY14y9r0uMGUzmUc7TTjHYnobybESJNdJyjqxblweQNIbb4JCIoMDUUBxHzn03QRUP5px/JW3rT9rndZolu3qeUEuxMFG/kQL5zvKezmttEsxX6k4fQCi1g7y9mLD7N8BNBtYayxBclfjbHz5eEpj3HPBhzLqikDWpdiNjTfEEoShn6+YA5FUcFP1/Ih2y97vAcL7CnfR3xMnLldbf1yW0ryW2qlw5M2M9kNlia/ve3r9LOobRG+W7dm5xvV8J4iE8iio/HFPuW9X3xx3JZJLYrRuMyTXEoQDwVYPTYYRqPXdW0o4j6zpBmZFnfi6lHRgz8rMYsS0ZflQDoRU7xcEiUtwy/qTFNwJae+Z/uiiWO86jh8M2fqCFI1as79rZz4F3XPsXP318rSYA3fV3vaQV0m2i2InzzVIZxXz+RQaUL5A8y0TKpG/RoiN7bQY+GF5TaQlnhixI9GKCswZ+cEmZz1FAcEmlaoq+O4WxBWOcCYivLTTn90u3S2/rwXMd/2tbn7WdHvQB5j2DuqBOb92KMzB+ckzZBa2kV2863vBuk+3GKG0a0mSZeekwJ3kIzsbSjSKxVcrfxx9INNANNuRdT76VUuxG6ctRTQzNQZMcNq49T3CjBD2JBA1uNH6UkpxX1JMLmLcoHin3T4XI87YM9AGmL93be3DHu51qtg6qjZ9huKNxcMSPqE3x/MXtPK5aXxW2i2Yp+GOh/+jF+lLH3/z4jOW0I44G0AYf7uB/cJTy8KzOZ7fCdkXx/snWcn1DVAmJrGqiq7gTTssmq6++mJ/Oq8UJQ4g1W6VtVzeZqDFvVTLey7xPMtipgXkhyBRELC4EwzNBFg249phJRq3gZUA6CFjvi9b0ElxhcDMuHFl2HTpwcin3L6oGhmUQkM3ktsx/HpGfiRKFLQeH2UAKQFXhxNyV9Wolxn0e8uZ2HRjZ/b1IYK5TVpgKWWVXnSX4FhmrzO40wuTeD4iupMu93ArpNNJdC7+8RjMY8PoaTM+LfPcWnsch5dpq3WI0aDK78fXfceQ11J5PemcqHyQfUeCStVZqgskyGodZuAF399xdf0MsFqW4cN9YCvkSwvIQkvlCB9RYrW6p6OCcnRtVVa86jhgPZ0hkjlY3zhMTS7g5oJjHJSYUKkB07bOXRTaDai/EWXKqIV4E2U+hWksP6rqGaKtoMXKJZ37U0EwWK881g63DTTP5mXgB6ITEMHheEWKNdYHAsREy0Ro1GLyXPvpbw/nzwX9WbY3qjGc12hfsiIfn3LPF8f9fb14Q/m6GOjnFaCXgvjlDe4w4mqKLBfvkUqgpXlC9+nKpCdR7Q+mCPkJeycekFjXqcSZKg9DmqNsC5sNPWB/LK+C64mRfFVf5OVz19z126fHIa0wk8dVIRWmZcG5+nYSYYIg/NSD6CLrPoWqgduoTiQCgE4y8r2qEhKVryOzEuhnqsKA8CulWkx/KUycKz/KFBV4rTP47Z/2WNnmbk9zNGv56j1wXxupBKKo7If36AixXFviZaZWS/Ourf1Os+ms8ft7ZFFSUhSzuMUYXemUpVE3r7nBsmne5vtflcbStFvker8dtEcyl6kJQ5vEPzyQHrhymm8kQrR7LqkkuSoJWWVulybHrqfjisCWdz1GR8Du5brlCJQNFFKMvJCeicDASdOx+ybj3mc/EmksyLng8uSEts8DTb4MVtSUrDBikMMv/AGmlTtCaklvSJHMNgNaqR7ZFqPe0gJTmrsaua4nBE9qxm53cN60NLM4Jm15McGZoRVFONbgPT33qKO5podX7Fz56WtLsZehRL5fREyJnpUQUhgaBpRoZkNEDn5Tmz+k3KfPogFyLnYCQDaDXI5O+eF9Ka3lBZT/VzMujgBOZca/o9STJw2zpdGebeIe39XexvvmHyz2cMvlyjXKDdGQgob7m6OsnAuSxACIK9iSNZZ3YtREhl46ImY5nbNA1qNNzgKvqefYOq7XR335tS+LnN1Zb9iz5Prpsqp9MOVlG0MZADmcGYpzP0fC0yGidLQiwEy3ZoSZ/VRCc5qm6xuef0jxO8VdQTRT0NZI8Mw8eBwZOAbs+dQAkQLwJBK5pJjMkb2qHFd2TLZn+AykvcwBIvWqIiMPrdEjdOZEjdbcNUeoly8gaOY2hbKEq5uHSzO5UkEEU3Hvz2sxuR5Tj/W8hF4D35zHBb0TwXKrKE+QKzWosTwmqN+skn6MpR3EsJ9oBYKdyjJ1f/fhzLhySKxdnyzr54CpU1YTwQeHkqH2qVpZJ84kiM77NMtjJx1LkgdI/5qlSENx36EuepZ25vVTZBaxRKqq66kfcIm+0UZ3MYDcVVUin84a5wnbKE5Mka5RwhiWjHCcoHqh2Fbg3ROuATRXocSGceAkRraTVcZlg/sAQtRnQ2b3HDjoIArH80ITkRKEH6+RnN/QlNplj+ZMzoC1He05MRqopFdP5N68J0yUYZc8FiR8WRXIReVdPZ+XNVv85tdYM43x4kv4NK5zbRXIp+wr/5uW0xx3O0NcAeuvUi6dnHpT+c6lnMVYXe3xNZhLzEPzgQKoJS+J2RyFm2HaGy+wyotsssrpu9aA1N893L4Nf94fKB0BUvG0vcS/7bGx8qLf+neplOawiLJWhDWKxkM5Wm6NOlnNx39+TYzCvagxHlQUw91vgI2kwx/V1LMpehsC08pnKy3t6R+6Fg8UONbi22kAQ0/5Mdxp/nIoC1rGQYnSYUd2KakcI0ClW36GXRv6mrNYLeQATnCE1zLuLegQZVHBOqanO8b/543eavu0qpnkultXyu31E7dds6XRPKaGl7QHAxeYl9tkAVzUVOTD+TSRP0MJM2yVrU7lTapDhCDTP0fE1zOKLdyWgnKdV+KgLcPf0g6XydTHeSGr2ZgXznMvimH67v8hx9pbKlpRy6dgDkBAi1XKVDVRPyXMikVU1YrWQIem8fVTa0kwTVOkwhrpRBQ3oM9UQ8zdPTlmqiiRa1SHW2nuS0wtSB8Zee4eOA8uAjTb0bE629rLtrT7CaMJR5yOjzNdPft3ijKO8NaQ/G4uMFb4TRfVUoJWzuHldzrsF8Li3xraLbTm1EzpV6py6dt4nmmrhwYjgvpLevvkF9/fjqX+hL3eChbfFPn8FsSViJAZ2fDMDJynb+aUp+N6LNDG4gyQyrxZu6r4hU16NvOz++6XiV59i676at2+iunKvsXbhv8LJZaZpztT2jUTtTwiCl3UlFfW9RiWzEsiSetaQzR7wMJKfQjgTwZupAvRtLAskbqt0EbxTFHS26zOvuyq4Vq/uG1ccZdt2ii0ZoIM7jhhHZ4zU+RpT7nMiB+LPZW2tVN5gj3/mBbelH975Y3yl6HFP7moW9XjFuW6cbhjuSPep19hzBeWF5F6Ugh4eCEiaJCYMUvSqJygY7i0hOEsrDhDbT2NwQdlJM1clgNkZOBGsIXpTfXmUL8daib8fMxXnNBSmJPln6ICfS1n3oNmy9trJyMfasEFW8fuYTAvHRGh+NqB9YhkcO3QR05YiXBlN6vFWEyJCclKBShv+oojyQ4WroTtJ4FYgXDhTUhyNcMsHmjvjLU8IgxVQI/qavLrr3ELjhmvm7Rr8p6i5oPZpa0b6+v3r3t3pXM5rbiuZ1hVboYSZJJok3g9EwX6JmS4IWjdvmQABqLlLUYy1s5Z2YdhidA9+uEsB6nzZP8Dy7e0s/OPS+VJ13+OYryIC9E8ZSRuN//mM5uZdL1DfPZCC7OMe7rP5oSj0xDJ45sicV3ooucHJWoytHMzbUdzJ02RDPG9GmWTts6WgHBltIcopWrZAsW0/euyg0Lc2eAC9Hv1+hWn/R8uYtnZChrMQtogN2AlLVvObnf+XK+DV+5m4TzeuMvifOC9km5WJxG7KE+uNd2p2UaFaiGy/+RAMlXk9TjUs09V6GH6bQOtl4dOji7cd/6xFejCe54H/Vc57gObBhCOE5vRc1HGLWdYcnEskIvSxQixWhH4r6wPh3K9JT4SfZtUOXNWZZ0o4iCIhiYeOwp2tU40UeYmRphp1WzdqjG0f+8ZBqP8ZWAXO2JIwHFIcxu79c4dMI/fR042L5to91COGc89QRdTfmgG8bGd495wudL14xbhPN64oOhIX3GzM4kmQzULaLitUnKc1Op/BWBFyKuDSeOAEFzkv8IMIfTGXr0cXr/IO/crwIFKi3BLq2uE7P8be0rFm3Wep6Z0qYDFEnM7izK0qGy5WwtT+6g3IefbZg/E8eoxpHfJyjfMCUDj9MhFKgZFbjI0Xxgx3a3QHRiaBr5z+MyO9qVg+jzrgvIX1WE89b0mOhQABM/vIE8+QM+4vf4+cL9HRyc7Ded0wAzw1nm1r+RfacB/e2SLV99dL9u5IK8x3idkbzuqL/44QgV8SebRtZwiCh3k1pMkV+L8YWnmqqmHzpNivaYJSQ/7xUBcpomTG8zWHwK8a1CbBzjTgXLhdOV9gC9oVGrE7CZIRarPEHU1SRCeGy9QKeG6TUh0PsrKLeT4lnFXrrOPTtUDAa3Th0Ie2Grh0uBRcLT2r4JGBLEcXSlROBs7KjiKxzvHPovV0YZZCXQny8SXzXv0mH5FVxLFKxSouIWkfheKOKf6pkFUEAACAASURBVJfj0nsJ2znwNcx1bhPN64oeW+IcoXDdhyUirNaoLCGeVQxTQ7FvKHcN468cuhMpVz6gfCDEluib0/Pk0oVS6vwP/x4lnG1ezQUtYTjH1sC5JjJbyWl3SrAacbUH1Tj8OEV/8RTTt5yRJT5aUx8OMZUAAlUAl1qidQUadNlQ3h9RTzOyZzXxNwvKuxnKganobHQNug24WJMcFyK21bsyhIBKYtr7u7KRmr3Fkxs2yG9BB3v5+W1oFG3HVe6mr/lzdptoXmdssWqDc/h1Lq1T69DLkkHrCWZE8nlDmxrSpzk+teLxVDWbiibU1dZK+ApW7vuSbC4R+i77X220hHuXh57zlCQwW6C0lpmUUed8qDQRqkJZCVVgd0z89Yz2zpigECa2UYTYoosWlVdEy4RgFPGjOapuiE9rdn8F67uW7FQkI/CB7MsZfpIRqhq1I55O/nCX+s4Qu6xReXU9teQNhfiZdzOZzp87VNXbrWLfwvPcJpo3EdvESqVEtjOOUG7I6NcttA4zHYj3tlLoshYphVZW3Eopgn8BivNdJ5utfv1Ckjm/8cLdL2A4ulWuGg6gadFVI0PvHhy5N0afLjecI70uBVszL1n/aEqwiI5M7YmezAiDFPtsiVnF1A+n2EWFyyyr+5bs1JMeVdS7MT7WVB/vkP7ia/zDu5T3hmgXqHYiTO2JZh61XEOa3rx1+q7RG+71x2dLYuNDi9tE8wYjOI9SnlAU6DQRk7lnZyijMU0LdSNo4hDEdsR10pid9u61YuXvuqLZfn5zTiK9QEfo4vLmSXWr+lCWKJVthrKqqKAxhDQSWkJVE7KRrLkjYVQnZzWzn2Zkxw6fGpnj1AL+a/YHmHWDahzRWck4UkI5WJSi0ndSiKNCWaLPFiRA+XDE+q5m/HUQM7q7e6h1CbP5WzmMwXkU3ayq5yRVbynJveW4TTRvMEJZEZAPjl8sUUUhc400hZVA3ZVzoqHrBFHcJ5ltm9b3jlS5Fc+9rm2XxV7mczu8IK57+xW1LgQ31A/Sy46A2bRQ1eIqGVncvrRO6ZlD+UB0Iojr5nBMdJoTH62hbmgPxkRP5/iPhqACarFGTVP0KocVMB4TBinVvSHBKJJFIDmTeYhe5ISTszd8xC5GcP6c5/SuLyBvMG4TzVuKUG9xpLqNi7J2w9RWVk42FceErg3RuxnQiXHBORP3PRwMQz9v8BfkIi4PNTeVjzGyaTEG1bYijVD3yngtDDJUKb8btEKfrVCDBJ8YTOlwowRGwuwOVqOqFlU3It9ZNwx/dUr10ZQwyoi+OZPXslgKYrtuiGcVsz8ekZ45zLqWx/AeDvfhi0dv87B9kK3S5bjF0byD6HEnIQjBkLY916PJUkBYt/5giru/hxoNO8/m5Hxt/D4kmQ294JISXy8ZcV30Ak9pKoJPg6yzZNGE1UqqvqqWoTDIoLwRdrVd1gTb2bHEBp8Ymr0BqqrJ/8o99LrctKLJk5UwxlsHeYH/+B5ub0Jzf4dmkpCeONKnQikJkcHdmcpzvUPy4YcatxXNu4huFa6NFk5LIpuWEFlUXsLeFEqxa9XzTik/imRb0jknKKPfrArcDd8HcEF1r9dE6UmTV0YUSaKtaqnUrBFG9XJ9Tm3IC9TO5MJzhaSzHXEBHxlB/a5kLhOSGFM62oMR1mhUXsqxLCvCzhicxw/EwgXAlC3xcYUbp0THpxvi6wYo966P7QcWt6n7HcVG47XqTO6rGuKIMBrISZXGssrt5xdWPKyJ7AYQ+F7EZYHs/md16fbtCqyD+atecS8EVFFtCI10A1GhcGy9T6Uwy4pmLB5PpvJUuwn1foabZthlhT3L5bFGIjLm7+5RPpzghynVXsz6fkR5EGHyRoiuXx5vWj21LuV1jd+wa+X3MG4TzbuKKAJj0BNxvgw7Y3wsIkVud4AfJvg0Ev2URLA4JLEAu3ob3feFZHkV0OtFvuGd0VzohLAASaADmUn1VjVKqQ14LSQRqm5QeSmI4LwGDbZ0qFbQwKqSNslPh7STFD/OaMdJp7QnvKhk7smOZCZTP9gRzaCqlvnNKpfj/Kbtcb+HcZto3lGEshIXy7KEjoSJUTR3JwSlyB8OaMYRPosIxhCyTtN229bkfYhtJf7IbqQkhcF96TV2LdbGPjf4jV4PIUgF07lfhrqRr+u1DMvLWiRB0xi7KMXgr/bo0qEbL6p8ZSVAwdjKGt0FopM1wWiKuwm6DUTrlug4l+ezGrc/Em5Z03bymR5VVJj93XdwMD/cuJ3RvIvQCp0kAj3PMsJ4gJtmuNRS7keYOrC+a1AeRgZio2nGY9Ina1kH+85x4H0ZCHfRJ5ZeGfA5qYXLrzd0Gim9sHaPIDbyu2G1li2ca8RFIgTxRo8swWihD7QeldfggoAi81JkOZvutRQVzWhKMEqEr6oW5T1q2ZA8nW2gBOHeHVTrCFmCWqzf/fzrA4vbRPMuohelHg7BOdrdAe0oIr9jKQ41o68dySKwvqupJob/v70vi5Ftvcr71v/vocaeTp9z7rn3egwWyCSEALKMiBBRImJ4MXlA8hNOhGQJEZQ8RMIIKSJvSaQgQSJQnAkcQSyLBMELCMsK4sVgCBg829f2tX3vPfdMPdW0x3/lYa1/713V1d3V53SfnvYnlaq6umrXX7v2XnsN3/pW0THI+wbRjoUxmkAuS7C5OA3Y5nc5FMItMzIL7xEZDJ0AAUgI5Sd8Oq69IR0ZzONpPZkgy0FhADtK4TrKx0kz4d6UDmY0A3djyXs5B5s5YCwzpKgfIAxE/pPWe6CsEC1nqJSFJRVRbw3NWWKl0ImIXiWizxLRZ4joL/S5LSL6BBF9Ve83G6//BSJ6hYi+TET/uPH89+t2XiGiX6UL1T+4OJCVsRrU64C31qVUG5AMNLvNyHsGzgLBjKuZ08Nvp9U8JN8VXk1cuGzQHMxJYGbx6JJUciOATADw3BsNsygIZDpEkkoZ3BghM6aZtHEUWk7PCw3PnHh++2PwoAeTlghmpbQaHGQoeoHkdGa59Dd1ItmvmfSbufWBfE6LM8NpjtJ/wMzfy8w/oH9/GMAnmfldAD6pf4OI3g3gAwC+G8D7APwaEfnSwa8D+BCAd+ntfc/+Fa4emEVbmJMUNJnBTDOEI5kxFO8QZncJo7fKT2MKRvdxhnA3EeW5xmykEydZPi8smZh4YqLai2ePRuAkqfp9OEl1RlHNzeEsF2p+Ljo/PJs1RLxNzbkpS/DBGByFcE92RQA9tLBJgWCUwc4K2GmOaDcB/DzuSCpYrhOg3JJyOl2W/Nc1wrOETu8H8CP6+DcB/DGAn9fnP8bMKYBvENErAN5DRK8CWGPmTwEAEX0UwE8A+INnWMOVRDUcLgwleRnWgtv9+w5lTIhGDtFIcxaZq+n8zkm1xo82ueJwk5l4ZUVYDdvjnb1Dr+OyBDJI2BSIiDff2QTNNGSazIBuB0SE8puvARCjR3kJsyfGx04TuI2hTEOIAtG9CS1omsLkomuD0QQUhieOPG5xOqxqaBjAHxERA/jPzPwRAHeZ+T4AMPN9Irqjr30JwJ823vuaPpfr48Xnbxx8K4Iff0vWwAYG3QeMsGvBllD0xfh03hhJaTfJq/wFBRbMAVA+R82S47DEeyFrpQN9BTSV/2mWwHQ7cIsnumPZnvecIBo2NE0Aa+AORoBOWPC9YTToy/+LEhiNwdtbAIBivQtTOEkKT1O4YQdwgBnPwC/cAgMw/S74jQfPr5P7mmNVQ/NDzPyGGpNPENGXjnntMp+Zj3n+8AaIPgQJsdBBb8UlXi1QGEhPk/Y52Z0xTK+DYA9AXqC4NZASrQPMVK/aRSkHvmlWai5J6ASoDKRvEDxdMpWzTKc9LGnUXPgsUoYwpbkY4aKUqZ9FAZc13quVI7ezC7M21JG3BFO4qk0ie3Ed4Z4YNbfRhwsN7FT4Os9VMuKaYyVDw8xv6P1DIvpdAO8B8ICI7qk3cw/AQ335awDe0nj7ywDe0OdfXvL8ss/7CICPAMCauXUJzqSzBydpbXmLQhKYzMLnKAoEzglBb28EXutLiKUHPe8f1M2JF4kFT6aSiTCnbI/w2wlDMTYnhC1OR9r40SxuEMMwy/C3phaQIfDunrR4xBGYCK4bwgUGJgPy9Q7srBClP2ZQVsCmDLM7ln19Zws4OLgcxvyK48Qgn4j6RDT0jwH8KIDPAfh9AB/Ul30QwO/p498H8AEiionoHZCk76c1zBoR0Xu12vRTjffcOHDp4CYzSX5OppIQncwk6ZmmoPEU/Opr4NFYpBLyQnuInFSbiC4d1+OpE9OaGD6VHAZrZclX3aytDZShqkXDzRJJHqcZKM3ARFXHNwhwsUXZD8GhVdJfjvLuBvjuLdA0gd3ceLrv1GIOq3g0dwH8rl49AwC/zcx/SER/DuDjRPTTAL4F4CcBgJk/T0QfB/AFAAWAn2Vmn8b/GQC/AaALSQLfuETwIqrBc6nmHoJA8hvTmXBtBn1glkiYVZZS5m2IYp07lqn5LfNkqv+ZU4dNHpxl0pqxAtwsgVFjYiYzycM0dF08s7iCtXDrEoZzaGBmBeysEFaxJVAp4lfF7aFss2RhIl+Gqt5FKyqeAehS7MhjsGZu8XvDm1MFt9tbKHd25/IelfHxUo8X6cksS/w2ZzsBzzR87TRd6RSFoLdpPeHBY2mi3B9V66QgEGMdBKB7d1DcXhO9GgNhFpcOcFLO5jiULnAimb6Zl6BpCu5G4C9+/am+y03An+Z/iAP35MQY/urXR68Zysc7MjJEdWn81dnNErlKX4SRac78acBPnKwmbJ5BzuhU30+5NC4Oge0toQs0FP397HTq9cAPHiPYm8LuT0CFgx0lMLMcZir9UeZgJuFUYGD2p6CsgNvog62F1WpVi6dHa2guKQ6Vd58nFoaJLWLOwAAnC12dE6gTo9jowkxTyb/0u0tf5w4OJCwjght2ddxuUOsRs2jdmIMZaCZyoByHsA/3YNJckswtngmtoWmxMioDA8zJdc5p4+gUh2eB2Vg/eS3WSK8YgHK9i/zeZj3ZcRH6XDmIwcbUYVJoRbDcWnAkg/5cL4RJClBeilhWHAIv3H6m79OiNTRXEnZ7S6YnnDUWxqF6wzJnYIDayCwaHeaVk7nHwp3cAsDM4H4XLpJcS3CQALsHx76HGNXUBtePRedngV1NuYMZTVEOY+Rvuw3XDcCd8Hz29w1Ca2iuIMrHO3CT2dlu9KhKks+/NG9Ul4/9PVmrzGW3dHunAfVOJmmStaBpgvgVoW/R3ki0a46CY5hJKk2TkYULDFA4Sfqq3ISEUgbltlSemIDw/h7gAMQx7EsvPPV3uuloZSJuOo4zMEcNhfPSl9bOEQcPMXvPqyzb4MlwNwZ95Vtwzh0W2loEEVA4BLvT6vuwn5JJBDbiHVEiYVX0QOY7uUEE6zaA/THs3dsoHzw6++90zdEamhYADpeo5x4v/E8Swb7naMFQwc4Nv5P3rW5wKmHzY95DRDDra6I6+K3XVx8fW0hfmRgUlaVgqhT+EFqRA9WyN0ch3FoXZpYDT/aAfg+8f3AteC3PG62hualYNtZ20bBUrzULryOAlmgWOwagxDnvXZw2hApDsDZGUjc+XH0zBHNXk7N7o6cq98/JQDCDjVGlP30cGLheBCp1WkNoYbod8EhCM4oiUBTCHYxP/dnXBqc0tq2huYlYZmQOvWaJcQFqA0ONvys1usO6NKcNozhJQffugHf2lvY8kbVwj3dAYXCqPBVZoyNtrLR0NP9XlkDO8n+vOVw42Ef7wg7ud8Fjzf/kBUhlP01Znn2u7KrAsVT+itUuJK2huWlY5mE0PZmjDAxQJ4BNo5xtCID+zQzOjvAw3PHhUBP82n2Y9WHN8m1AtGhOf4Kb7VtwlkS20xjpeVJ9n0U5UsoKmP0J3OYQLrIoeyHi0kmbQxiiXO8JqW99TXRwbgi8mmM1u8vaw97vEWgNzU3CogoecMjIHOnB+Ncs2w6R9GJ5LWM/FrfJqbGrN0xyWYKXGBkAcGl6uvyIrpW7MSgtRImvKA9plrDvm5omMqbl3qYIYTEj2E9Fs1gH3VFeSk4nPUEPqMFSvvLwwwHDACaKZATOKeROW0NzU7CqkfEnR/NqRWZuO9VQ+kbimDQvw0Eg2r1N5jAwX/Y+6cQ77v+nPWn96x89AW7fAjInxsY/r8bEezeu11ElQ4adpZKfUfFyxJHciGRiwgmGpgofl8suXSmQtUAk9AXOskq0Ddlq3601NNcMFIXgopDkpcpeOp38eFTSl5rMXu/BGDsfTjSNi5aDm6Nw5wbHNVsTGl5MJQNxnlWbBS+ColCmT3a78x4VN9brq05EYB2ZK+LlGagIkN3uI57MRPumE6j8anD8Fd1cPhmPpwVFYZXg57KUUUFRCCotMFntd2wJe9cEZA3srU2QtTBra+Bcxb59GVc5LwDq3qSmUbA6ftfURoRIvBevcVx5ObZhdLxYug63I53SUPVC+fcs6huf9ZTNQyNf1JvIcrjxRCRT01x4MtOkNjSOgdKBjYGLRZfGRQHKXggEFvl2DyYrwb0OOAzgOiHsm7vAzt7xrRbXIFwifzwAoE5HQuEgAOJYxMTKEghW81Vaj+aagdbXxEhYoxMDkjnvphI1b+ZQfPMkSdma7AL7txlSqUfDoQpINb0e78FYC6AUjo3TkrHmbUhDqDOTJ2kamCOMjd3arL9LXsgYXEAMq455gXZuAwAxg4lEW3hWoOyFyO4MEO4lMhrn1hqoGACPd2XfTmfXSvLTe8WwFiYIJB8znUp7SZ7Lfg0s6NYmMG1DpxsF88IdSVTO9IDvdWWoWr8HDgPQ3gEojsGjcX21L8uaE9M0Mv4qRU0D5NmzVHkobBZCER1uN+ctGAdymDM2p8rXnITFipEXJl8or3M3lpNjmoBKJ4leb2SstCMgMGAS5T2wsIZZ9wWVjLIbItif6WjeGIZIcjZpenWyMCskqDlTY1KWIva9vibHjXNibMpS5pUPem3V6aaB9/aBwKLYHsIkOSjJwWsbMA925LzZWAPSHIhC0Si2FhRBDIPmZYhI/z7CwPj8DHOVRK3+dgy2DCok3GIjXg1KyLbdvBL9qWQ7F9HMDS1BlXPy3pMPFY0BR+F89cyPu/HftdqI/yzAJgXsKBU50ETkJjCaSEh2wCufbMd+l+cF5b+cmKBuTp0YT0C9LniWiFec5UC/Jx7h0pkDh9EamisMikIhsKUpQAbF7TWwJdj9GdywAzNOpcN5ow8zzaqpADQYSMXEJ4Ob42gBMSJeLc8uJH8BsNWrvDcURBDOvpH3OgOgrLwkQTnnzTxTP9QSL0a21Uhy6/aJCDydgYZ96WvqRqKq53NYgQHlpchBoA6bKuNRMuzuFJQX4NEErMp9GPZhlMXM+8d3jR8HshY06IjRek4G51RJaj++OcthtrfEm0tS8MFYTMyKNrY1NFcZZQl+19tg33wCBIFIJaQZ3OYAZpIifXkd0ZMZ7Ju74DyvTnzOdYZS5b34nEzdnc3NhG/Du2FbH1kMqk5qQvP1/oQ3wuVjBpjqEArCxl25R+kYzBkZ/12cm+supygEjacyCSEwQEBgE0hXNgAXhzBZgTKMQKWGWgYIH45U7tOBAwvqxHA7uxKaTWWyAp5V9ZBk6gMpN+VSJJHNvO4QRaGIv0+momHtnKgZZvnK+tCtobnCoG4XeO0BytFYdHF7HeDJHsz+GBRHCHuRCDytS+ISRHLQAPUBYm1dRQJk9hFQGxhj6g5niKHwV/3q6g8A5EAFJB+UZuIlyQfUoUvpQOzkb2vF2DxjdqPKxzSMDFk71yZB3a6IuhOJoXH6vUNI2OQYZRzLd8oKmLSE60UotocIdibAwydari7rMvhsJrdnLGFzlovWDRlQHIHHk3Mtix+ryey9S8fS+6X7k7Mc5vaalPT3x6BOLPvzFHPFWkNzheGmjTlGvR7w8LH0Cg2H4CSBfTISEe5ZCvS6QqTzWAyTvBfTNDBEECFvK0QI79X4BCujNkAwACnxLbCo2hIcgwoh8DE5GZNiLRAEEtKEOv2g+lILuZdFno4+PkQ89AbHl+GrLnB5nL/1BdgDTZQbiLFxkuRlks8xPtxKC1AcIni8D+51dK3Tmjdzxl4H50WdQDdGcmoXwcFp7GNmrqMiayW3xQxsrtWMaD//fAW0huaKgkLNkwy7Ijl5cAATx3K1yTPQ1qZc3b1x8Wxdf0Bblb209lAehq1MdKxCpSoZTHLVL90hY0DMIosZW1AnBE1TkGOAHICgJu85reo4FqmHNKurURC+BieJHMTOgb2zdUQZmwb9ehtRiDkWsw/zSofg8RgIg9p/8tFdVki4ZABWHg1NE9gsB+8dAHsHspaylFDTGC3xmoqr9KzgLJffzXOeogim10X5ZPfZN76QA1vFgFX6QkEgBieOQKMJirffRbYeIX6SwL7++FTLaA3NFQXnheQMGuNFPAPYDPrgg5GQqny+QitNAGqSXWjrcrV6M37ciJdOqAyMr9AQAGPBBJHGBADD9WMAVOiJCCd6L0DF2fGGw4c7FEfge7dAJYOmieRCdkpwcvwJQcMhaNiHG3RgxolIOGytA3sH86GUejve0FFaqk6wATHgYrmnmeSt7OOReFhTqbhQJJwbHzYRERzzvAzGWXg4eV6VjrksgSSBvbON8uHpTuilaJS0VxpnY1VTSD1RANrHxuBARtGg21F6QBs6XXtUJDFDsHduy0RGa8HjiVQI0kwa4ZglAayeCBkjV/C5JK+GRz4no/eVgTFUeQGuCpe08uQIRWThIoPoyQyuF8HsTxul78aB7UMh9Z7cxhCzlwdgIgTTAcL9BDYvQFEEt38wR/CbS/xubyC71YeLLSIikCFJ+AbqPQUBYE2dcwoDYQDHIeAAU5ZScdIAwfVCMTwbfWC9J2JXRSk5p/2xzErP8irMowYjlrN52Ymn+i1LB7JOLiBhIMYgSUDf+U7wV7/xTMas2fqxEqWglC51SfoG8l0DCzNJAe4gu9VD0A1huzGwb0/eHlpDc2VB1lQnHw2HEhZs3oY5mAqBbFdkKBGF4BISOsVWTlbv3cSNFoIFL4b97GqCGJqAtOwrm/UejSMCSVEJdlaiHEQIH00kZCvdnDfBzKpdo+X00sF1Qxy8NYALCOuvAsHYoNwcwkwSkE+25rmUgYNAvmeSAo92EOYF3LAHmiTCbwk9WVDaITiUE4SDRW9NvRD10CpvjBkoudoXRA4uCmDW+rK/Hz0BjIGJQumdyjLQ2hDu/oMzyalwltesXA0d6f5DmBdfON1nLCHlkeo5r2JouHQgU85X75hRDmKpHAYk88uDRoXxBLSG5oqCm3mSooB786GovmmrAWurgel0xNOBGqe1gZxQUShXbFWUYyK5b3oxalzkb2XK+vQIEexYS+YGsNMC9slIDJqhirMji+X6ACejbQniDdndKYbf7sCFBDsrQQyY8QzwhjLPpfRbltLIN+iDhgPwZAaazGCV3cvrA9Asrb007b1yUaCNkKgMCwdGQrXSSR6plNCPDVVC5RxbUJLC7hxoJcZV+7XyYO7dARclzN3bcA8enZ2x8bovRQFMJD9kNtaBOIJ7vHOyB9VMnHt4g+HZ4AvJ9UPrKMtKcJ7TDAQgeDyCnWSyT3uhqhO2yeDrD8dgsIRKG+vgJAH1JDkMf1VkBoUhXJICgx4QWCQvryF+YwzEQZ3w9aGSNWJMrBoZS5XxEe9GbuF+juAgkfK5tTD7Y6l4BVY8jqDRkEe0vHPbOVCSov+VJ+AoBHcCIRYyS1L4YFQZGbO9Bd81LU2RDuxIPKc4qo1MKAlbDgw4CuAii6Jr50r0LiSYnGEyB5sUFXcGgHgweQlKNNFrLTiZViEfGWFSc5bB7B6A14fCJwlDgLPqd3kWNA0WGwBJKl5GkoC6HcnNrSgjOjfo75Qg7XOiTixrskZkMyYJXDeojPUqaA3NNYE7kCsvZ9ncwcWTicT91gK7+6C1ITqv7taVnjCQoWoWtTHxhsWIkXFBfdVyIaH3+lS8giQH3nwEeuG2sEWn08qTwmwm/BWIyPchY+NROpBWjShJxVD45HUkpDBSsphsTLk7VsNAVxPqxFhacDdEGUtI6CKDZDuEKRjp0MBmLOzplBHvA+Qsyk4AOyvge5xcaEGBAXohTJLDMEso+fBJ/f2MEcMOyD3JBAgz6J8py5d871hzGijRyoliZpY8l13IpRzX82SonvUOiJdqGTRLQUUJJClsL5Zk8EmTJxStobkOWOj9Ya2KyMGieRL/v+lMTtBup2bp5qUIchvJYThrwEZCDLZAOC5AuUN4f089jxD2/g7Kx0/k/fcfzncv61WOp1MpuZsY7JxKSFihtDdL7Y7lACYCCt2OtVKJiWPAlVU/VdUEOvf9xWC6XgQXBcg2pVJEDii6BukaId00KLuAyQhFj9F9YBCNSzWoQNkLEEzyqiplppkmyI1waQAxfClXSVIAcHv7MLe3gcDCzhLpeHYM6sQyR/0Z0QyT2BQS2sUiOmW2NoTgd1QoVYl7UVWeb+oTeZCvOGq5fk6fyJiKU8N5DiQJcGtTPER/UVgBraG5DnA8f9+U3izLwweDtfVVMi/Aa/UURhdI6GRKRvBkKgf2JJED7mAk4ZG1cEVRfd6REgmep5NlQlkH5IBv9hI1GjM5UOFw5yQ/YSwq4fPFK6/P88Qq+WDErc+2IkzuBmALRCNGGRGmLxKy75ihP0gwuj/E4IUxyv0NFF1hCYfTAnaSyzC5WQbaK8DWwDjxZCjTcn1R1J6g6rFQ38I92YG5s43irXdgxyl4dw+0uQ6ztQG3t3+2BL88l9lZaSa6P9aC1o4Ppbh0dc6M6rnpvnvfez0UBnWF0B872oLASQoUheSKshxmxOCONuiugFb46rqhGZZU4ttOw6rGla90cOs9uH4HpYYaHBi40CCYFAj2Ujn4skKYxQ+faHk39O6GDAAAIABJREFUh5slK5PVeDYTZq2nrAOotG7UY/Agn0iuTobmd2kYnKKQvx0LSzUXA0Alo4wM9r8D2H8XkPUJ2ZCQ3C3wd97yBibjDnp3Jki+uo5wxAADQVLCjjNQUoBmWbW/KM0lbJul0s80nUmbgC/3qvdCnY7kjkZjBI9Hkl96+8tS9dvehN2+Jb1W0VmMCpakOiep8FzyQjzTyXSl7XNeVMaDy3LuAsXMkuhu0BGYWQzbZFp5nzyeVERQM1pdmL31aK4TlnU0+5PZWnGRnZLNAgsXB2BrkA8DhKMCbAg2KVEMQ0S5jCChaQJOs8bV/HQENRr0pS9GS7cIw7pFoKnbK4uWe8fyOq2W1TKhrg6bmKtKEry2DDPivRx3/jJEGUnCN2MDkxh87vV7iOICs0mMzj7BZoxgqlUno93mzkkI57fvYa1wj0K5gldawWkKdDuge3fESDoHGk3Ba33QhrCeyxdvwToHN54cOdnhVPBeZF6Ip7F/ILkwQ/obHf/bVKG0b11R4mbTuDBzPfuq2azqhecPxnWyv21BuIHwlZGmkfGhCqCEPWljpNIh2Juh2OhKlwCAcJTJTGpIYtjkhSRykxTodMCTiZY85UA3G+sSGhyBqvmudJo0DOtWB2DOwHCjsZOIAPUg9Ist/wBfedLyqzmYISgZvbQEhwbpZoh43yF+YmFf72H8zgKdBwGiERCNpaRNmc7fdmp0FhOcTU/BGJmmAMCNxjD9oYR8vRhMkvMyoyn42/dBWxugJIUhAve7MJ0YmCVSwTkjNT5fCueiAAUBzHAgVIeTRsAshtjO1SNUGqiPm7KWEXH6W1ojWkMrXnNaQ3NNIGzSxlUIgFkbgkfj+gplCGIlpPxNkxlML0L8eCbcESKYQpjElDu4XgyTZKLWN51JY6Z33aGJ0EFfmaTB0jyBnzRJGvNzUdZi10Rz7GQPNpKQJOCwAHgVQgm5UIh3aiACC5NkIOfAgUFEhHQrROcxw2YAuQDhmBGNxZuxaSnl2UJzGJ5YqFd3IpLQLAwl8ZkXwO4enIagkrcopdy81oU5mAlxMI7gHj2BubUFSjIxxne3gVsboDw/UzkI8VDUw5oJ52hVr5OIKj6WJ4BWz3smdrPL3+f7jEpbhAHaFoSbBEOigDbSE9058SYa0wjYGPFciOtmw6IUkh0zuN/VE1f+5Ssvlb4LkciCJimAdO6z3TiB7W8dbuBrXrkjFbUOQy1D113jfjve4LheBOrFMuzt/qM6HzP3nR207RpcAkSliFMBovAXCncm2itgZwYcELpPAJPLdmziYNISJi1AZVkzmcvao2GvPJjnckVnlp6fOJZcBYsXUPZi2NcegdcGIqfKDJCB29kF9XqgXhfu229Is+SgD3u7i/LR47NLEjs1/kaS6iaOV5p/VfF1NLE+97jxHPkKoE/oN8K3VibiJsEpaa/bkQPOyzDMZsrSXXg9s7jKAOA0KZtmUsHRHAXlpfRDBUbChzCQ6kuV01DkBexLL8jAt2MOumbPTJUMNouejLCUs80YdlbCJha2CjX05K+utCzPVeJakqeRxs0CZAnhjnSU2xmBI1NHYMwgxzCZ7hjvzVRhnuaiuARgRTOnSPSqrmRIZiCMqn3FWQaazMDdWFjKo6lc+ceTqhmTswzljvZKRdHZC5p7g9PMf62CRrjN4Ln3ej4NKW/JJ43Jt4KslqJpDc11AbPKLuTK3bB2Xv3NezXsJOwg9QQKqT5QIFRzWCsGxSdZicCdUAzPWE+ehn4MM4Of7B570tjtrbrJMWwYG39wVzkbEaayaYlsPUR3mqmKXQaUqCoiDEjZ1aHybCrDSdo0mhIoYCArxLvJ1XuqRLhYcjNlKfug0ESnr2iV0HaJos5leC/B5yrSFI4ZvLsnnth4IlwVa4GtDWBtIFo8jiVs0vYBaWPIAEPSaa/ymGd2LJTi0a4UojWnWyyq5TkGewPvw3Lf2e0bL/M2GXyz4FjKsdr5y1NNCPoDpHmSVS6OqzVwC+3ELpVlqyVMjkORenAMdGLgya645pp7WeUEkbCsFtpi7R6fgzc8zOJ5EODiAKbXke7zg7Eo8vkTohkOolTF/ghEJZCr+p/Xd+EQ5E+I5uC4QnM0edFo2dDEaHM/aYMXl642so7Bug8AVGEGZznYFDDjiTRebq5LWJZkwGAAHIykpWI4qPNdZzV6pgFO0krj5jgqQlNAjJkPkfear+NmYaF6b2tobgQqfRFDKHd2YdbWQMjmG/yq8SaepGXq5HCWg1WnBCy9T9Q48Gk80wpD3YF92qsvjadw25vyh20YFKA2LH50i7GYvBTD5AwXWbhuKMp344mc927he1WzpwzgSrA3mE49nDDQfEPjBPH7RkvizZCJvUZw8wsUXBPYDuWK1Aj7crFviBxPZJ9lIXjYByIlye3uiReTZrVCnQ9LiuJMtYO9sTHKY/LVpbnX+DDRC3tBczJENe/KkyM90VOPIzLas7ECWkNzxeEPHM/2pMCCOQDKmnw2p+WipUomyd3IwePAhalO/kprxb/HTwyYzg671yfADPqyqbwAd6P5f5Yq/ani5RKyMDqPc7jIYHIvwqBk0YbJi7oq4vtwPD3eh1A6fYG5zrOQH1zX9Jh8COY1b11Z84uaY3ybBtGT2RaxYBD8vmZmacEoYwnluh1gloI21sUI9noyPcGQcGJ6PVCewU1mYqx0yN2zhlSs/WNVR/+yJkhXG/1qEmVRwKsJ+rwNQ4yRbyFxs6RNBt8oGMlRmCgCTxqNjY2Tw/c/AZjj1lQnjzYyUhTK1SoINGdjQH6siE+CrggKA9D6UAxCp8FHUd2X2shw5TERF7C5tETEBxDW7jQRVTtv5MKgNgqLxga24guBCeyTxos6xNwgrmlVqxIfX2JMTzMeZq77uihE6sJPnLAGvD+R6lW/Bz9GGIEFjwEzMHDTqVS6AOnKH40Obfc04LyoCH5kjXhNzNLpn+WiPQ3NwxAJ5ydX7ehOB3xwUHtt7I0Oz+/TE9AamusCn6S1VrgU1RVsibsP1NMHvJfge3hyqgwXFwWopIrLQkR14vYY2Le8iHKzDxSuUuNrftackfFMVb+O0iF4MkNgSXuP0joXon1RzdxIxWg1RrZLZj6ZC89mXljkooHx218Qh5oTQT+hqlatBQ2jRCQh2f6BeBbdroZpdUKdul0gSUE9qRpSIeGTlJUzETZLU3AqfWYUhSeT8pbAaxNzptwgx6C1AWwcwU2mqHrM8ly4UzPxkk23U33eXO7G8XIvbwlaQ3Md4FgO9CZz0xDM1ibKB49OfC+gJ4e/mhsD6nbqXEWJuqRdlnUe4ogr7Oh77iBZt9j4yhQmKeqZ3L7VyTW9Cc2n+MfMMKNJXZEaT0TvBahDmcV7oD7J07TK2xDx8vK+/85zeSI3/1xzv6x65dbOdI+qAqVVJk5T0GQqFcJBX4xsEMh3tD7JXZPmQCQl9DQF9bqSP4/COUNLUXgqKVHOsio05tFIJC7iqBKFJyJhPXdiCffKEjQcwna7z9SN3hqa6wLnalU0Q0KMW7Gztt6GusSlA5cTADVLFBDuh2eeernHZRWNwVf20A9tJYtJRSPv0eiz8Sc3NQxOZXx8GOMlLsqav+MrIE3DOBfS+ZCqLKtyUJPtyk3j5Ml5zXUt2S/HwlDtCTUJi0Uxb3islf1lqKo2VT1F1lS/l4ysFc1eHo20jKySGSylay9TIeX2smoh4BMIe5WR8bkfziqynxn0JbRLUg0/lVRp5Due1qjN7aKnetc1AYXBqeLMyww50OrmOHQ7h+n7p4HG5FKF0RPIbzsI5Cq4pGOYtMGRZhkoy4XwpzwV6SNy1QlOpTYxNjrMK+PCXKvwU20sKqr8omHxa/Pekj+BfULcj2/xuZ0mA/g4I7MqrK29kajBoG1UpKoQDai+m3+OZwk4SeHGIlTGWSazulQknLNceDykuTf9XVirQDAkFaZuB4hCudcJFs1j3OfZqnE9/sIUNAwXUBENObDVb2c21mW7T4Gb7dGQKolheR7jSsHIQWtikV3kxztVxeestj9372UetPJg72zXMpqNZKrdncyXlhe8mTkPp1ERkhdrvgUNz6psGJFqbeawsWk+32QyLyR6n2kGeHM7eqU33U7FMZpDc9va/OqbIRuLmdsWT4QAyLpuNgZUFCJNoTwpr8dDPgzTxlfq92H85yQp0FEmsmOwK1TLxtSGrihAuZVudC+StrsH2tyQyRH7Y0km97qgLDt1YvpGGxpWghtZC3ZnMwzsIkFUz3YiItEpCYOzGXTWqDj4ewos7JbyY7yUpqG5fAsA7bFa5M40Trymh9KcmOD/B2ipWg1DRexrsJ4XwqKKYNbw8g6FTv57ncW+8Q+XGZlFNGU0PbGwWT5XKU0KgjlVP0DDMZ8oBiR/ZTSXY0hyazqTiXoqaKZ5oGbjbZMq4DkzXBRS1vY5rlDydLB+XO8Y1O1KQvmUyegbHToBdelvDgvu5pngOYRoVQjghYyyDGZz42xEl4D5PESTuu5Lt8omnuOj+N4hHzb5W9N7qfIzDSPjT96GRs2cgVgQ3V40IFVZf+HEajYSXpgX2wyncsnjzHGd/P+yrEr8VgYzz+v8TCji4VxKOwTKUrwdTSBzXudTaH1N7jVB7TWcfaXJezfe66n2t9feCYVfU08UjU/1lW+8oTmEpkFYEuM+NZ7DQb1YiuXSwe3uwXiv41nhBcH9/mh6F3lx2Jj4fEzDiFQNiT5H4m/MUrVZLJf6ZHBTZ8c/D1Q8mkPfX/eBvHQ+V3LpwuRmE2NlbFzlPVT73AvO540ks3ofPm/Fo7EwnbWzmpsTSq2tyuMAgDCc41lVovZeb8ax5OMcy+xtQDSnu11JTp8CNzp0WorG1XquD0Rb5y8zDo0zgRyU5ZsPz+oDKm4IqWrfXGXrCI4NOzdvBBa8jApphkNohlzLoNteyue4Sol+X/EDqnX7USeAeGKi1+ypBTKNgItC8nKsUq3aeiEyIao9NEuAbkdaH5Q8yFle/Q6VgfEqjGRqFUFoN1NggfUh8GhH1hVF8tuvaG9aj+YI1KNBRMKxHse62sFrX753jqtbjsodPg8YqhLAVe5Ae4Q8uY+1A3rxBmhuwb+2dIdDmKOMuFfZW5x8sPiyRWJd03u55BeIRRCReA3MNdMbUiWtDApQeTU+qVyJizGDhgMxNmTmWeFFIV6JzmUnL9kBSE7Hc4GaSfNGiOs1iaR8vnpCuPVolsAnyKj6W3gNhLziNFTSh0s6Xc2gj/TttxCNxqK3e9a6I8fBa6acMSiKYNbXJC8QWFChQ+D9Z3k936Yh9t6Ir6wURS3fCRwm0gHzBmXRO/PJXF9N8heCxQP+GStIFw5jqraAqtnSX/i0AXYuH1WWoq8cNnJx3iNhp+0Pul+DQPI+ZSlGYzLV3E4siWXfnmKtNqSWQGlAk5l07zODBn3w3v58Xumkr3QmO+Y6QmNeUhEpiiMgDGH6PXVLhbdQZfY9DAG3NpAPAhnf2nk63sGpoTmZuRj8LFGW4NkM3OuARhNpsNSEM2dZnTfI9eY0EazyFVWI1UwEN2/AYSPjoQczWVPlifzFYDEpvLhPriIq5brGb+rzKwC0eTaoeTt+dK22oMA58GQKt7sn/WuDvhy/gbDHqafHMJHKlIbyOXFUh9/WVs20zWZU7saAY5jhYL40fwJaj2YJmnOHEcfgF7cBAPTaA+EZhCGMLwuOhUE7Jxewd4BguoXy9jrsWZSWT7n2Y3MaT7vdvAAFBfB4d04yYY756r0NPTAXtU7g6qZMiuPlYehifiww4AIA1GMKArm5UjSFmzrJTX7NVfdqGpBJozqFQfVlxJs+HCo3vR8ZJ+yqkjXPZtqdHYLHY220jCoZEJ7OYPo9uYh0QwAyKZT9ZIhZIppHnRhgA1obAtPVvkNraJbBk5qI5IAuHMp+BHt3G/xkT7yYF24Dj3dBwyHIlYCx1UQAtz9C+CefBUUhyqekbD81jpIzOAO4WSKJRwNR21+QCWCD2vVmlaLQypT0YqnnYa1wmOKoJuU1mbVNT4VIhcfVjTcE9/Jt2B3VR97dEw/Ae58LTZHXBaIgmDdYxhouWqq67St5CuZKg4biWCRd/f7tqOZQpwMup7rvw0pWg4tCp4Oy/I8dkGey/2d51VZBcXRoLtdxaA3NMeBMRKnp2/cRDAfI3nEHQRSg7AQI3tyrrubOezXL3v+c8bRSAitvfzqFGQ7gkiW9NAsNmhX3wx/kDZ3gKrwzBNGRqUWj4MOiwIrafhTq5Eo5mezjA3AnBh7vaJWwkbNZWMt1wrLftsoVNr25pqfJrtI2BkqpOnU74ExlIrwkiOryUBhWkqacaYUqTUF+G5UUqqo4rjh7u83RnADO/ZXbIXwyAYcW9slYxLyjSE4Ea2HW1q5WOfWUMN2OGAdm8HS2kkHjZQehTzQG9dxmsqYOAfw9s/RM9XtALM2c5N+jhoV0DAr1unX3ur/CXuPfYhFc+iZS33qhRLyylKmiE5nYgLIUWoJqCgu7O9DEcCPX2OT1xJFO2BjVv6evgkXhkZSGRbSGZkWUj3fA33wd9IWvg0oH3lyrWu5JB9GbjfVreYCb9SFobSjxvHOr0eyb7FIfzqnyHXl2aSX6FFQGiP0Vs0FcYyPeDeJIql5hIBWRMBR9lxduCbmtShqvNnj+OsFXPpvTCgBoDkb5TmEkCf0sA08T1bjJJNwKA+DWpjZzdgBjK5lYGg4kRdDtiDaOVsVO09rShk6ngN+x5bffAAzBvnAHPE3U2p9vyHJRMOtDYHMdmKU13f0UqE9+IYJBB8ZTHEm5tJDhc2xj0FRyPpxmoEEPHAagvNBxsw2yoJ9YoKV2MIMHPZ1+ICcPNTVvbxD8TO2qO9t3iPe6Ymy0WsWJtjaUJVCQCIypgeEkBQ374AMH6ndlykMYSR4nsuLh7I+kP2rFfFhraJ4WjsG7+6DhAHiKJrOrALOxDmxvgEMrRmDFeLzegBqZrrrlKguKfk+MQyeSUShRAPtIEukU2Ip3RKOJnhhiVFAoNZ5Z504ZMUSjSdXCUFW7Qi/Iff1yNceiIUlRlZ9ZKQaqeUPdruzXsqxG/vJ4LFU8dkDB4IORzE1PM+DOtvx2aS4EwjQ7ukv9CLSG5hngZomU/ICaROX41D/CZQUnCSgvZCzuEgX9k0DWSuJxlkhXMRnAGpRbA+RrMWxaYvyWDta/sIfyzgbMOJEr63giOjVB0BgbstCkaY3wPAIr5VdfGfHCUs+ZVnBZUE3FAICyhFPWsJdlxWJYmeVibEiNUBzXJXIl9nEUwkyltI31oYy9mZ5D9zYRbRDR7xDRl4joi0T0g0S0RUSfIKKv6v1m4/W/QESvENGXiegfN57/fiL6rP7vV+nc+PLPH1w6mDiG6XevhZEBIJ7FaAIeT08t40hW5UCN1RyWyEqUt9cBACZ3GL2tAyYgfUFmHGFnX7yUKBRvZ9AF2IGnU80taH+Oeirc0cmaubBgq3yDSh7MdZnfEFTjUxTVdAzl3cAaaRVJ06rDX1pLjCT5J0LG9NUpCkPQm4/EA53NgEc7YpScO9W+XTUZ/CsA/pCZvwvA3wXwRQAfBvBJZn4XgE/q3yCidwP4AIDvBvA+AL9GRN6M/jqADwF4l97et/JKrwKsfSrR6MsEsvOHhNvZq/hBpwGXwk7lJFGGdAwuSlBSyM0xNj63h7WvTWQ+GxH43nZNiZ+loN2D+c7jfrceRhcG4H6nyjuI/GRDRU+/i8iPngNT+jLDh4u+8RWoWdelcGOo26l6m5DllYfipyX4thHfhAnnJFcXBGLYG7ynVXBi6EREawB+GMA/BQBmzgBkRPR+AD+iL/tNAH8M4OcBvB/Ax5g5BfANInoFwHuI6FUAa8z8Kd3uRwH8BIA/WHm1lxzL+DQrjya9JDgzspu2aOD2LZnJtLYulIAsl3BsNEH+0haCvRk601ySko/36kbNnV2Yu7eBKESx1Ycdpci2e3ABITzIUAwj2GkBfmkb5muvybrzenwtKb3+ufaZXSJ4rRlAQljOsipBzGkmxqSQeVI8GlXNlBTHwp8xFtA57jzsg6aJhLO9DjihcxG+eieARwD+BxH9FRH9VyLqA7jLzPcBQO/v6OtfAvDtxvtf0+de0seLz19rcIPYRmEA0++e8I6Lhel2YF+8WxuKp93OcAC89ALSt2yi3F6D60XIXt4ETRPw3gE4jhDsToFHuxL/7+yDk0SmGOQ5zNoQHFhwGCC5EyO/3UO6GSJ+NAUxEO6nsLMc9vXH4kU2urV9uHBTjQxQk/uoE9cXDzJCviOV9wwCVeVT4l4UqrqfDCKEVwM4GANxBB70JDnsWOapn/FcpwDA9wH4OWb+MyL6FWiYdASWfTof8/zhDRB9CBJioYPeCku8GqgGeVkDs7khQtSX7GRwk1mlA2wGfWB9rWqmo8kMbv9gpUQrhSGcJcSv74M7IYphLHwYIukafvi4Ohl4op5gU+s3CMBxBMpyuICw810xeg8dKCtA33xDcjRZhvIItux5dLBfNbBWm7zucCX2Hir3S/NdbpbM60uT6D5TGAp/aZYA05mUtfNcureTVKqSD1ZbyyqG5jUArzHzn+nfvwMxNA+I6B4z3yeiewAeNl7/lsb7Xwbwhj7/8pLnD4GZPwLgIwCwZm5djZjjFODSgfWq7bzC/WWCL5HOZtITwwzurIkA9rjR1XsETLcjyn7MMiNoewvRA0km83SGI+d3ayMkAeLWv3YftL6GwatjRPsd0R4uZX/d1KrSqeAYIAeng+cq+KGCDbqCG09qdrbXHCoKMSydGEgz8GgiBMndfRHCv31rZXLkiYaGmd8kom8T0Xcy85cB/EMAX9DbBwH8W73/PX3L7wP4bSL6ZQAvQpK+n2bmkohGRPReAH8G4KcA/MeVVnkN4fZHAEYXvYxj4SYzwMfiO3tL5WOWvk+rbuWTXZA1cA8ezesAH/nGumHQjcage3dQDnswSYFgWiB4PAZ2V/OoWgiYtc1Axauq2VIAqpnkCurEVYMq8gyMSBK/VTd4KAl+r0kTrM7AXpVH83MAfouIIgBfB/DPIPmdjxPRTwP4FoCf1C/2eSL6OMQQFQB+lpn9MfozAH4DQBeSBL42ieAWy/HU86KzHLR3AJuKlk0AgO8/vHSh5pVAQ0qDs2x+UoTvDdOWkbnBdH5kcJqpsBlJxSqOhFOzP8YR2Y9DoMveUr9mbvF7w+tVBW+xOky/Kz06SdIamWfBEn2exdHGFAYSzk+m8+NqItGl8ZMyK2ys4VPf/Cj20zdPzAq3zOAWlxrCS7ra3KRLgcWwVccaz4FIeE+dDng0qkIpKm3VquAZxGAnHs2Kjkrbvd2ixU3EknwZZ3nFLKb1NWn/0NlRyPJabsKQlMaLAquGTq2haXGuMBvrN4+ZewTM1sZFL+FYUKiNllkO3j+Y64sS0qmKXeUqSh+Fq9qZ1tC0OCcYkhPrzpZ0AbcAZsmhFo/LBBFFd3DTqZD4jJkfQudbGowkhXEKWsbl/dYtrjYcg/cPQDun75O6rnBpCup2l7LDlxmgizBKXPpKUzo3wYMG/XrCgi+PlyXa0KnFhcM3Vj5NU+a1hLKZaTCA6cpJTNaAwkCU8JrQPMmJbSDaMnDW4LyA09lNAIRA+ZZ7Msu9kvywK0t5tlWnCwB1Ypj1NXAnErW4KAT2R3A7exe9tJVAYSDViDA4UafmukhmPCtMvysJ1l5H21DWQVkGc2tLXlCWwqje2Zsb3XOopL9Ypm6O0lX43+cswEkq7QlBIHkZP0EhzaQfar9V2Lt0sC/fQ7m9hnwQIlsPUMQGQerARBh+ycBGEXg0qqQmTL8LOL4cJ6uhemazE+X9lqG7OtwsgSEDSkVigXsd0PqahB/dDpATMJvBvngX7vGOyFv0OjDauOj29uu5YSfMrFoqCv8sYJmKQJOZNr5m1XSEVcvbl56wR0QjAF++6HUotgE8vuhFKNq1LMdlWgtwudZzHmt5GzPfPulFV8Gj+TIz/8BFLwIAiOgv2rUcRruWo3GZ1nORa2mTwS1atDh3tIamRYsW546rYGg+ctELaKBdy3K0azkal2k9F7aWS58MbtGixdXHVfBoWrRoccVxaQ0NEb1P50K9QkTHaRSf5We+qnOnPkNEf6HPnXp+1VN+9n8noodE9LnGcxc2O+uI9fwSEb2u++czRPTj570eInoLEf1fnSf2eSL6Fxe5b45Zz0Xsmw4RfZqI/lrX8m8uct8cC2a+dDcAFsDXIBMYIgB/DeDdz+FzXwWwvfDcvwfwYX38YQD/Th+/W9cVA3iHrtc+w2f/MEQE/nPP8tkAPg3gByFi8H8A4MfOcD2/BOBfLXntua0HwD0A36ePhwC+op93IfvmmPVcxL4hAAN9HEIkct97kcfNUbfL6tG8B8ArzPx1ljlSH4PMi7oIvB8ytwp6/xON5z/GzCkzfwPAK5B1PxWY+U8ALI6DPNVnk4jErzHzp1iOno823nMW6zkK57YeZr7PzH+pj0eQ4YUv4YL2zTHrOQrnuW+Ymcf6Z6g3xgUeN0fhshqao2ZDnTcYwB8R0f8jGfkCnH5+1VniMs7O+udE9DcaWnmX/Lmsh4jeDuDvQa7cF75vFtYDXMC+ISJLRJ+BTCH5BMu0kgvfN4u4rIZm5RlQZ4wfYubvA/BjAH6WiH74mNde1BqP++zzXtOvA/hbAL4XwH0A/+F5rYeIBgD+N4B/ycwHx730vNdyxHouZN8wc8nM3wsZX/QeIvrbxy37PNdyHC6roTlqNtS5gpnf0PuHAH4XEgo9UNcStNr8qrPEaT975dlZTwNmfqAHtgPwX1CHiue6HiIKISf1bzHz/9GnL2zfLFvPRe0bD2beg4ylfh8u2XEDXF5D8+cA3kVE7yAZ8fIByLyocwMR9Ylo6B8D+FEAn9PP/aC+bHF+1QeIKCaid0DnV53xsk712eomj4jovVrY4ifVAAABBElEQVQ1+KnGe54Z/uBV/BPI/jnX9ej7/huALzLzLzf+dSH75qj1XNC+uU1EG/q4C+AfAfgSLtlxA+ByVp0kH4Ufh2T0vwbgF5/D570TkpH/awCf958J4BaATwL4qt5vNd7zi7q+L+MZs/QA/hfE5c4hV5iffprPBvADkIP8awD+E5SUeUbr+Z8APgvgbyAH7b3zXg+Avw9x4/8GwGf09uMXtW+OWc9F7JvvAfBX+pmfA/Cvn/aYPavj5qhbywxu0aLFueOyhk4tWrS4RmgNTYsWLc4draFp0aLFuaM1NC1atDh3tIamRYsW547W0LRo0eLc0RqaFi1anDtaQ9OiRYtzx/8HBs8WoglNF7EAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"ax = fig.add_subplot(111)\n",
"ax.imshow(da.variable.data[0])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"ax = fig.add_subplot(111, projection=crs)\n",
"ax.imshow(da.variable.data[0])\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Create meshgrid from geotiff\n",
"nx, ny = da.sizes['x'], da.sizes['y']\n",
"x, y = np.meshgrid(np.arange(nx), np.arange(ny)) * transform\n",
"\n",
"# Plot!\n",
"fig = plt.figure(figsize=(16,8))\n",
"ax = fig.add_subplot(111, projection=crs)\n",
"ax.coastlines(resolution='10m', alpha=0.1)\n",
"ax.contourf(x, y, da.variable.data[0], cmap='Greys')\n",
"ax.set_extent([lon_min, lon_max, lat_min, lat_max])\n",
"\n",
"# Grid and Labels\n",
"gl = ax.gridlines(crs=crs, draw_labels=True, alpha=0.5)\n",
"gl.xlabels_top = None\n",
"gl.ylabels_right = None\n",
"xgrid = np.arange(lon_min-0.5, lon_max+.5, 1.)\n",
"ygrid = np.arange(lat_min, lat_max+1, 1.)\n",
"gl.xlocator = mticker.FixedLocator(xgrid.tolist())\n",
"gl.ylocator = mticker.FixedLocator(ygrid.tolist())\n",
"gl.xformatter = LONGITUDE_FORMATTER\n",
"gl.yformatter = LATITUDE_FORMATTER\n",
"gl.xlabel_style = {'size': 14, 'color': 'black'}\n",
"gl.ylabel_style = {'size': 14, 'color': 'black'}\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2.7 (geoenv)",
"language": "python",
"name": "geoenv"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.15"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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