Aula 3 -  Correlações e Causalidade.ipynb

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    "colab": {
      "name": "Aula 3 - Correlações e Causalidade.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyN45apCwMeACPEoXc2Rd4PX",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
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      "source": [
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      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "crXMvRSsEVVU"
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EopIiRPoJMwD+HDR5BBz82m9XictgtRoPZMGeamzXOThtm9MbZKTDT3DTs3pMZpm+ZcWZm0aaN03rTtN44PUUdmp4xTd0ysx5s2jQF5+iMM5OGGd3czNTcNNTMwiHjFOrS7KxuZlYH0G2cmTXNzDn0U8Ss3tlQKWPsmWHtmeOmKbgZntZ6wmWdx8TlcaNEJRwhATIJoLDAHxyZUNzxcUJcEvT7ggAnKJEEMwnACSITeB8Bf9gL1fOEkyA0BHF82vMXJ69//VLrFwr7VxeLV5XKU0oUKcXKVcWKlBJ5YqkssUyaXCpJKRGvQiZZXSwFgzLUJJWKk8pgK00qlSWXgMGZYmwSbLiA6mXJpaiRDxhULhm5C1u4SpRSKlxVIoRbpECbt7WcVCR8oEyeUigGNPre2fr/ru2FR0AJJ1E0ZxeGE4o9MKUAmUQXyQS7/zESSREx1FKbFFXEQpSTviJFMcHyEOWVxBVXXCtbf+BkAh67zW61Oe0mu83ocs143F2TE//5/PNP0+ibOdwNTM5WGuMdfrNArmjr7xsQi6RymWZIOzYxPgNeo9FoMeEBXQgCPv5edyk0NOu2xsCPR0ThohJL4AhpSNSO831GwgiaBRl+o6x36gKMNS585R1EMsNnIwopYiGKJ2Inap5clFnife9orgAcRNMMuMFzdxpNRoNhbnZmRjc5OTkxMT42NjoyPDoyNDqiHR1GNjKkGR7W3q0NwSXDSzY8NETayNDQ2Mjo+MjY+PAE2MTo5MQobMcmRkcngZBHxiZHJsBw5TiuRzY5MqYfngDTwbVjwyMTmuEJjVajxEcnp8cmLaNDIaVQ9Wr+MGuPjr5jjJ2meeMFYkhJuOwBtxPgxOVC03Sh0VzI4NnRci4fNpqLcvZ/f0Rhx10ITvUGg0AfFJmg+AmamiuAZwd2ebzgr7uiKKe8nSB+Wtj4rSvNjxT0pBQDCZAgIU8CK8VYUi5NrJAkVoiTKkRJZcKkUhFFCIhJJAnYAEuwAZ9IAFQSwUqlyMokuADtgOHdD9p7zgSTwRaaWlUmW1VKmjylTJ4MVi5FVipJLJIkFSm+UCj7RsHAY+fqTo2b9QThWFgIoEmEMX2EA8FwwB8J+cMITvD4LuAVah5hdML9iUSI2GqpWYoqYiHKSV+RophgeYjySuKKK66VrT98MgGzOmxAJnNu96jb/er16z+jMTbTGZtZ7K10xn+/+kZRb3/jwEBTe1t3X49QJFSqVCOjo9PTKBPebDTZcM9jNWswaAkk0MaJzeWwu+4wRgsbSSP4jNsMjmAyQReh+biQQTOYTD6kpxQ0fCYioeL+RcFETIW4hIITNCHXEpmQ0RSny2NzOM1W65zRaDAaJ3W6IQALrValUimVCrUafisUcplcJpXLpbK7NjhZLoOrPmhyhRwaVClkGqVMq5RpUFkhUyikKqVMhXbUKoVGIVODKeUqpVyplis1cpVGrsamUCqlUo0YTK1RqBVKhVQ9pBwaU6mcGrmjtkKamzXFSdMx9ig4mf7aSsIwveBxBr0o0wYHTMAAReAHkQlwCWkUkSyK8vd/T4TQ4q61SCaAIihsQo7sgnr4cQOgzM97/CFjaEFJEIx+1ffO1XyxsOdBhBySxBJJQjFAAuCBLKFMnlAmSyiXJFSIEyslSdclCeXCxDIRAg8EJFJ0FNsiliAyIY8mlqEWqC1JJmWAHx9r+BJ8FXARABJpicUoJgPNJpVLE4pFiSh+okm8Jl99dfBbF1t/VdnZQxAGlG1Chk2CobA/GPH7I0F/BDz+KM6ABzIBcgEuI8kEA8wnFYkQsdVSsxRVxEKUk74iRTHB8hDllcQVV1wrW3cmEwomYicSJO5J4EzDlryWLC/tksL+9scLHFyLzWpDARNvr8H4t0zWZhprC5u3hcH4ex737aqq652d1a0tTa0t7e3tA719SqVyeGRkamoKxUxwyj7cibSYiPTdcZyEjHug9R+hAO48uhVagMXpdbidZrvP6bWbbQ4r3NvldHltDjeYxxeEs8H5x41Bp+CwFcMJ/IdY5vMSyRKxFQUT9y1AEXILTjcVNLkdTqg1BxGcOJ1um91hMltn5gzjk7rhkVGNRqtQKMRisQhJCCYUDn6EDQwOfNBgIxwcFA0K32dQia5CG6lcqhEJZcJBkVgqHBD1Dkr6BsXwfewXCaWiAYlUKBvoH5SIxLdfLhFCfwb6xT394t5BMbQjEvVJFEKlol88JZHauzuHjr89zM6YZaePMdLUz+cSI0rCYQm7XX6fHz09bP3w3Chagt4KWvQEXsd7yITy95efEFdgva+TmDjuRUEy5T3g8wOh4N9BryfgdYZ8rnDQGQzNEUT9AvHE6YqvXW55oHBgVQl4/3IEAIhJSCwhTZp0HfhEjLal4pTrCpJJEsuVCSWKpDJ1UokyCcihWJxQKMRkggED0YgiuUxBAgagBQUqd2n48sRSJWxxr1DIJaFMDIb4BHpYKEssVqwulX6lsPdPz9e/MGyZJAj3AuECGENhEn8g4vOGvKF5NDFXFM8jHIUjCE6ATDCn3COckPBAFsDpJ8tQwDQRM2GgiJkoJ31FimKC5SHKK4krrrhWtj4LMkHO/b0L+d0fLuyX35XgaWwO55zNbpxfyDpzZsO+rE2s3Ke4+VuyMne+9UZ5V+fNluabjQ1NLc0d7e2Dff1qlWp0MWYCrwJNzbU4ziomAicefnCOO5AJiSU2uxNoA90DzcQFcGJzBlw+IA6322d3eo0OtzUcMQRDs/6A0ee3ef1WOxoShlcvgSJilziZfITeRyYknJCEQs0ZDEW31+X0AATCF9ZgNE9Nz46OTWiHhmUyORBJf/9Ab29vD1Y3qOuerbe7Z8l6urqXrLcbHervGehs6Rzo7BP39gm723s7mro7+D3drYOD/Z0dnQO9Az2dvX09fb29fehy6ABsyL70dHX0tHf0tnf2dHV2dne19/R19Pe198g6uvW9fcbaKnkufZyeauRlKZhpUwXnCOvcvMPudbmBxdBYNiAU/8omE7SeCZqMC1+JyMQX9IKz7gr77ZGQKbwwRBD/3SD87kX+N8olidcGkktQmILCknJsmExQTQkZIcFWIkmpkCWXyVLKATyUCUWK5FJ1cqls9XV5IpBDifC9ZKLEZAIUgeMwt7PHR9simSSgLeoDNEuSSUKJOBn1CuoVKWWyLxQPfPGC4K+vd7eF0AzCACfBaBitLRnx+iOBYCQcDkaiyIJgkSBeMv6+yeRTEokTMRTlpK9IUUywPER5JXHFFdfK1qdOJhRJ3LvIa8GVJ3dvF+ni343gVHDWZyxWUzB0Uypbv2fPBiZrLZO7mcn9Bx73VFP9jfaWqsb6ytqaBj6/pbVVOCjUaDTj44t5Jp8mmdhcgB42MEQm+A6AJW4XIAsKhLgcbrvTA0wy5w2MenxFosHcwivpx96pVslNkajZ6XYgOLEDllidKJEGLnKiGhITPgdRMBFTkVwREwGWgAsLTjdFJFi34ARccqcH3jl8MFazzWgwT0/PjgGZaIelUrlwUNTXN9ADBNHVA4YAAFv33VsHMEPXksHuosFuxwC03Nwmau+UtrRJGhs1rfyhjmZVZ4u8p723vXkA8AXdEm7di27a3YX2EZB0d/Z0w7a9uxOstaOjvbOrubW9ubmthd/SyRdI29tMPR0TJ97RcjLHabsneRmdzFRCKyVMhkggAK/CRTIZxjI/fifvG81FOfvLUggjsN7XT8QXdy+81nvIR2W9Yzrx+4J+T8jviQTMkcg0QRzXmB873/SVa70pl3seLFegQAQKlUgTyhchBBNCcqkyuUSRWCJLrlAkV8gSS4QPlgofKOpPKeh9oFQCh5LKVAkl0iQ06EuUfAMYRrwEJ0llwA9ooFdiCVl5L4aABA8no2pQQgtsk8ulKRVyuGMCAE+JDPrwcEHPN09XMXo1SoIwzxN+gIdIIBT2eUO+AB7GhZGCzDBB83RhJrk3LAEBOSwVPg1RMBFTUU76ihTFBMtDlFcSV1xxrWx9umRCgsQnE3k5uPJLZXL3ngQXWOxOsy8gt1h3vvXWJlrOeg5na/7BNWkZnIsX6sXC0pqblVWVdY0N/OaWtvYOqVSm1Q5NTEwAmZhMJngVnxmZoEm5ADRQ6ASOu6x2p8nlNgZDE5Ho8xUVT9My12Wlbs5J/5cDvKvtbUZ/wO5yo3eDsATgBHUyTiYfIXC7wYVF3vd7tQgnaH1Fj9MDL9BusZuMiEzGxyeBTJQKFQkn/f2DwCcoatHbB5QC1nsnI+nlg/a+05ZsoKdH3NWlbGubaGubaWocKy0evnpReeG0quCSnl870dWi7GqR9XX3dXf19w709wtR5Kavu7uvp6uvt7t/AAwV+nrbOwFfeprb25tamvkCflszv6OpQdvCdzXVSfazR5mpE4zdw3lZk6ffIeamok4HoAiOkOAME4/Lh4NIiEpuC5lQzv6yFGIIrPf1EwPHXQtO9wGcIDIJBUIBH7rcFwx6wyF7wGcmiI4A8etq4bcvtj9YKEwuFCUUiSkyASwBxkAMgMZfoYhHkQJsdZkyuViUVNjzaHHPH19u/s5F/jcvN3/5SvtDxZLEIpwEgi4UJlwXLZIJGFTi9JJSoIhPQCb4QoqRkFGVJVQyTAKOqyQVSx+5Lv/SRcGTZ66XeYgZgnAGw/DEEYBUlGeCVlsMhoPYACtQNvwnwBIQwMPtBdL1J3djIrLB2Ipy0lekKCZYHqK8krjiimtl6xaZYJSIsUiciJVIz/52UU7xosjK28+0OZyzVvtsMHyqte2nDOYmDgfIZF0O4+95eYWdndf5TVV11VU3r/P5/Na29gGhSKFUjY9P6PV6lP5uNqNHwFgSQzK5tWzi7aO5EJnAxmq3QZedZpvd5vVNu5xzBMEpuLY2I20dm/4km7Yln/OLw/v/PT+3X683ez3QFplngjPpoU0XAAJ+E5+1KJKIhSiSiKkoCvkQ3Q4n8Ok4bHaz2TIzM6ub1I2OojwTlUolk8klEimYGEskwkkidzKUifJxJoIWsMFGKuyfEA+6B3onLp8fff1lTS5Lw8rSsrKG93PULx0Yu3zC0dc83temFvVJ0QXQAaFIMjgoFg6IRYMSST/0BHUGNsLOro6Oni5Be3ODoKGlpam1sU7YWG/oaNVfOa+gp81xMsZpu5S52YHuVsJpi7idJJMgLMF8Aq8BPknKwf+9FUkcdy/wxNFMXChW4gsFgiEglGDYG446ovPDBPH2hOtH5xq+drVvVZEEDdaiJsUiYyYoNJGEJvCVpZTIVxUqHgAyKRI9UND9tdKub569mS3Rvzru5A1Z/6NX99VLXasLxKvQwC15QrEQp78vIgSJE+VoINatYVp3a7gRikmgV9S4MkCgpGJZQpE0uUKVWK5MqlAnoDnEZA8X9f/R+fr/4osUBGGOEE4vfgPAJNEw8AkyNFsXAoqYkAk4/ZgmUA1ZuH+RLBFbUU76ihTFBMtDlFcSV1xxrWz9npEJub2jwD8mC+TJpMwOx6zH2zc9++vX39xIZ6xlMrfyctelpr9QXnmzq6eiqrqq6kZ9bXWLgN/d1Q1+p1KlntTplgIm6BFiSyZkJgkFJw47zjABgzs4USI7ug/8GO12o89rJ4gSYf/61D2bc7lr83hP5nHWsBh/lZ/7Szarb2YaToALSDJBj47JBMPJ5yCKKmIhCiZiJxI/lkRyyHtE7sOp8BwO+BBQjM5gNE5PT0/qJsfGxkZHR7RDWg2WGgvN1AWmvhcjL8Gm0qhJG1IpdCqZebBbefxtRR5rJCfVxMww01NNOXsNtLSR7N2y3EzFuy+6hW1GpWhYJoVOaLUqYCXUBegH2sFdwnOGDQ4M9A8OdPZ281sF/Ga+oKG+q6Fe1tQ0W18z8urhYdruGfquIdru8ZPvEBMjhMvhd7tQagl+co8XvSqXy0M5+L+3Qr72XQudHQzB1h/0+f3eIKoI+gJhR3hhliC6osRPrjV+7Vzjo0XC5GJw/Sm/nyITPGgKkUmJLKVYDljyYIHkK2WiL19o/O6psjct4QGCUBFED0GccBLfOit4pECcdE0MtJBSBpBAEQ45TxeaU7gc4IQclPU+9vgoIwdxIbBBrSkSypDhZmVJJYrEYnlSmRLVlKNElIRi6aoi0VdL+v/k9M3Tk/ZJgrACkYSjaGGTSNiPySQUJqfkWhrNdc8CeFgqgNOPaSJOJstXFBMsD1FeSVxxxbWy9XtDJpRjf49kYnQ6R9zuN+vq1mdmrWWy13M4TzGZ2954s6y7r6Smvq6hqfJGZVNTQ1cHyn1XypUjw6NTU1MGg4EMmKBHiDWZuB1OMAwnsE+2jbDEZQfQwItCOp0mj2fG51VaTb994fCWnKx1LNYaLndjXt5fHjq8KT3jNy++PDAzO+dxwzU4/f1zjplQSBEjIZiIhZZaw9hBicSS98DJYkI8OhNfhT8lh8VmNZpMM3OzM7NAKFN6/eTE5DhsdboJMCh/mE3qJpZMB+djgwsnJ8aXTDc5QZphfMQ/rJy7WSJiZ81wsow5O605Oyw5u+z0vY6cPXZG+kTOLjFjj+rEa2GV0D01MTU5ptONQwemdLopnV4HbUPrE5Nwk7GhEcAUpUItlsi7evoFLW2NjU0tTfwefvOQoGmm5JI8L8vASZvK2a3m0r01NwmTOeh0hdBoKC/CEo8LLTXp8y/rIVx3IRI57lLo7FDAB1gS9PoCHjQxVyDgCUaMUUJBEDmdyu+cufHQlZYHS0UJhaKkChV2/eUYCRCZYENjtABOVhXLHi4c/PJ5/l+cu3liziMnUKK5kSDGCOKqOfQnp+q+dE24qlAKtJBcIk8oEpP8gJZHXCQTxCQYTm5nj4+228gE5cEnlqpQKjwZRQEUQTVg8iRqhRPZ6lLZAwX93zjf9M/X2/lB1D1fKBIEHolE/JFwIIyXNUF4AiwBRuac3LNIhIACOP1LZbJw/yJZIrainPQVKYoJlocorySuuOJa2fp9IhPY2nDplqEsELsDb8FFRiehOpvVZgWz2OzTTlevyfRXTOY6OmMdh7ORxfwrFvOtysqb7Z1VdU03b1Q3NDXyBU193V0KiXRYMzQxPgGuqNFopB4Ak8mSxUC3kQme9xdaRdTjtNvcULBBl9EEx3Mut2l+/mRj/c9zsrYyGRt5uRvy8rfmH9jCYD6Tvu+tG9V6f9DgdqEF6p3QQyta4wQ16XY63HcPJ2QvqJ37EMkAsRLGihiIbArQg9yS+jAyIeEERF5Ifirw9TVZzAYjgOrs7NwMIApZIMtk4aMNzl8y49wtMxnmwMyGWe+0jhiS9+5njbP3ze7b5szZ7srZZs3abs/e6c7aZc/YZqXt0rPT+jnpCwOtUYPOPDdlhGbnZs0AzwajCRt0yjhnmNFPT09ODw+NSqXKwUFpewcgSSuf39zSJJC1tuoabqrfeWmCnW5gpI3RM1TPHyDGRqMWS8DphKcHMkGPD255MAwbRCek3a4P1HzwlOUgEjnuUvCsgRBaAx7IBJnfB3RiD0XHCeK6n1h7ruqrVwQPlPQlFg1SqeTlyNFHAQpqDBWCiqRS6epiySPFom9cbn/sbPWRaY+aIKwE4cFmJohrY7ObTld/7WzLowWiB4rkKUWSVWRYo1SKyQSaQoSDjYQNynAk5D0oQtVQWe9kjAUjDUUmYIhMUGWpDJOJIqVckVIhTSwRJZZIkoslq4rEXyns+97pG4c0s8MEYQMSiSygIW1AJeHIfCC8gNc6AZag8OTeRSIEFMDpXyqThfsXyRKxFeWkr0hRTLA8RHklccUV18oWRSaUG/5JBbxAFqAphBGxFnLhF0tAIuCMWxx2MORZo2U+nHjiXCcQitVmdrntc4ZZh9tltLsMEYJ+4crajKyNXO4GDmszLXPXu2/e6O2urK+rrq6tqaqpb2ps62gX9Q9oFSrdxOT09LRhjgqY4LtR9ECVYiGnw+Vy4PUQyWl/0X/IoNYGnYety2X1h+Qm68533tlCz1nHZKzPzV2Xl//UgQObc7L+55UXRTNzM063yeEwWS2AZXiRe3gX4H/7HXa3C54cL7m4hCiYgt5jaC0VJ5r7y44piTztkwnTRMyEkCJ2wuTxfr0HS0i9twouhOciPxSwpS/2+0TWf1DU4fcKauGDsuECSiUCfraY3VYLYZoLtTQM0tPm2Gl22g4fY6c9/X88tN2u7F3uzO3u7O3GjP8xsHerGbunLh4jTNNOmxkRN+JuyjCIo7saDYA8c7pJ3cjIqEKpGhSK2ts7BHxBc1NzdxN/qK155ma5No81w9w3xUiXMTOsNZWE2bjgsAc9bpRnEgy4vH6vH/np1HqDPowopIBXqBrKUAVln78ozrh3AZl4A16Ak0AI5dOHAmFvaJ4MmPyXQP7HFwWPFPevKpclFIpWVahIGgEwSC5Dc3Ctuq5KrpAnFIseKJd9sUT09Uvtj5+uPTnhHCIIB0GECCI4Px8kiCmfu3Zy5nfX2584XffNC52PXO5/qFC8ulicUiJJKkaGgAHaKRWnlMsTikTQ/vvJhIIT6u4o275MkVSmRJhUrlg8E7EKZdTl0CZZc/u1aN36R8ukX7nU8uPi5tYQCpu4g0QktOALADxEF4LRqD+MZlLGrAJ2r3RCAcSnJgomYifKQ1+pophgeYjySuKKK66VLUQmpEcVK5EEEUOBN3+rsEgmZkwm4D+i1QdtwCdoWXS4t8frMlkM4G+bXU6d3dU+PrUlPXsDk7M5l7eVzfxbNv18W3Nla/PNGuCSmoa6+uaWlu6eHrlEOqodntLpZ2dmAEvgnZC3+zSEgYGKl5D+L/y2gdlt0Hmzxejweubc/kb18M8YjI1s1oa8vCc43I0HDm7i8X5Myzrf1TbmdOlMljlwRx12nDJvB0ABtxKtxoinG0az3y4yCIKH25iENFxHkokHKvBZn1AUUsRIJFHERBRn3LvgWqo3rltvBn907xF14AOiDn9Ai2+eEoCK124DMtGfPznKy5mj7XRkPwtYEmTstqU/68nZA2TiynrWw9wxm/UbHWvP2NsvEjaDm5zD7TaRnYT24RsLX93Z2VmdTqdWq8VicXd3d2trK7+R39rIH2xunm4R6I4fGWJmzXH2DTNS29nZhH6cMBn8Nms0HEIp8L6AxwPUAWRC2seQiRfb7zuZkFji8rjB6YXHt4eJkQXi/IznyYKWh650rS6VJAMAFMtWwbZMklAqWnVdkVAgTCiSoFURSyQpJaJHy8RfPi/4sxOVp03RERwnCS0Q4PAuEAsmu1U2OtQ2PFo549xxs2fN0co/O8v/3sXWr15se/Ra30Ol0uRiCVp1pAzNNYz4pxxliZCwgcdoIZxYqiFjJjjYglCEzHshR5fdrUFTJbLVpdKHi/q+d74hd2BUTRBO6LM3FCBXMfGFQj48a3BkHgwq42Tyhy2KCZaHKK8krrjiWtlKoHgidsIQETORLhdZIIX9eacNXDso46FcTjvKJbfYbDan3Ww1WWwWi81qcLomfIHtr76xOYe+NS9/LS1nS9a+/MuXq/r6SmtQvKS+vl7AR4nvIqFIq9HoJiYMs7MmA1rDBJ6CutmnIHAmERiA3ksmwBguj9PqsBocthl/8K2bVWv37tmUx1uTy1uTn/8Eh7eVy/2X/Fyl2ymbnp60WMeMRqPLZcETeTk9XpSh4nD6gE9uwxLSkP+6WEX62vDbjsgE2Xv83HsU6b7HSiRRxEoUZ3wikZff3g5Zvl1k/QdFHf6Abg/MoH2XM+B2Ehbj7IXTisxdVtZeN227c9/vPFk7nJm7XFl7PDm73NnbHFn/Y6M/O0XfNfb6c4TN5HbYSTLBTSKRrcHbg0r4MwE4mZmZGR0dVSqVAwMDACctzS2NdXU9zc1KfpOlrlqYx9JxM/WMVC03Z+jIm4TduuCCb4MNXn8oEA54g8h8QbSoBxDIkpbiI4sgAr+92H7fycTj84Tnw26/zxsMeYPhmQjKWf/f11u/crru4VJRMl7xfVWpIqVElgJ4UCICOEkulz5QoUgsECYVi79QIvzy1Y4/P1fzrt6hIAgbQYQJIkrMR6Iht8chk0ukcpl0eLR3bKplxv5Gr/Jg/xBnYPSfK3u/f77li5d6HgLGKJbhnBC8FgrKX0epLHicmBhP4SVBELKU3Y4AQ5JUigzK+Mz3ssdHGgU8JaLVJYPfuNr2F+8U1gYI/QLhBQgJzQf84VAgFAlHwP/HGfDRYACw5A+ZTCj3fAWLYoLlIcoriSuuuFa2YkMmS4EXkiJiJeS9LxZuCXMIdukdNqsNjWaxkc69A8gEPHu72zVjsRiD4fOt7T/JzNrC5mzkcray6P966EBZd29pfcPNurrautqGhobW1taB/n65TAae3NTUFMISsxmNkPnUAiYgNM7KgTIZkPBjkGQCNGVz2sx2i8nj0jocae++uzEna0M+73Ee94ncvA37D6zJ2He4qEgyN9M7pB22mF86e65dpTb6A3NwLTCCx0M2CB4qiSV4mflbcEIK71KQAoaZ5ZOLJIpYiXS1YyWSAT6ZfHgOXXK7JKrdRVG1HxB1GIuqIuX1kE48FNExkkysxqlLZ8by6FOZ2120nZ6cHa7M7V5ammPfblfmDi9tpz3rNxb69ilWxvDrLxImg8cO32702skmQWQnUXsYTuBv0GQy6fX64eFhiUTS39/f2trSIhDwGxoG+XydoGni0hk5LXWakaZn7tMe4Ib7ugm3K+J2BQEzXB6f24cDIyuHTND67z6EY0F3KOycJ0YJ4nnN7A9OVX7pWtfDlUocG0GTAicVSnBAQwpkklIhSywcTC4YeLRM8qWLrT88X/fGtAfNw0sQARJL5kNWm0kqEw1p1RqlQi6Ty9Saabd3jkDtawiikyCyhDPfP1n/pUudqwuEySWKVRXahCK0JCI5HAsByRKZAE7gdPYENNEWOpRQKoRuoFmMS6RL1HE3hskERX5Wl0sfutL5vbN1v67pURGEcZ5wheZ9gXAwFImg5UfC8OkH/aFoKBqOk8kftCgmWB6ivJK44oprZSs2ZELyQ2yF3OzFwu1CERNk5BS7OH6CmAT9z2Q0Bt9hm7NbDT5///TMb19/c1MObR2btZZB+wmT/kJZ6Y32rqr6xqqamurqakGzoLOrUyQWa7QacmlFo9EIXh2Kw3x6Wuo5la9PkQkY1JD9n3U5RSbTP7BYWzjMx9nMNfl56/cf2LL/4Mb0jNK+3na5VDw5cXOg/+/TM/5z/8FaucIYjVp8PhMa24VWRAH0QFN1YSxZIhMwm8tFmh1NjYu8WJJOPrEwTcRMyFmPqUjH/X4ETv/tomrvRdSV5OqF4McvLmMI3cN4aiXMc15+rYidpWOk2el7HFnbPTm7XJm73Vl7nenP+mi7HPSds4w9Sto+09XLxPS022x22uAzpMgEN4ZEPjIIvlAWi8VgMMBXWqVSiUTCrs6O9rbWpiZ+e1OTvIVvaKzVPpc3yUifpqdqGelT504Q40OE2xHyecBFB8Txev1ebwDMB9iBhW7g9UHvlx4AVf6hkAn44v5g2BcMOsKRidB8xzzxdEHTly8KHioRAZYkFEmTStD6iUnFKHiCsKFcnlQOrCJ+qGjgq1c6fnim+tiEXUsQJoLwUQGTBYvDqh3RKJVypVymVSk1Snkw6J/HJ7hxFsoUQYgIIrtT9b3jN752tXfVZWFKsfKB65qEYgkavkWmhdxmGEhUieVg8sQKqEHQgsIm5HCv9+LHRxhOl0fXJhSKHimTfuNa95+dqDg3Yx+D/ocJTzDiD0f9oRAwKLwbwJL58EKcTP6wRTHB8hDllcQVV1wrW8uXTEiR3vvtIskELeOBcQT2rGgpEBQwMVrMABYzTsew03mcL9iclb2OydySn7suO/N/Xn2lsLOzor6purquuqqa39TU0dHRP9AvVyqHR0Z0ev3s7KwZi7rNp6TbyASBFVWJokBOl9tis5rt1gmrpd9sWr9zxyYO6wku+4nc3A0HDm3Ozf8FL+96T7egr1c4Ppr9xuvP7E19OiPznzncxuHhmVDA4ve4wK9Eye9oKXgMJ+guJHqQZGJ1uW0uNyYTpPshExInYijKs46dSN89hvoEbSIvHgu59It+POxCUwgjrabg3BQxpOjezx5iZxqZ6Zas7a7snc7M3ciydjjpu2Zpu4YYaYM8znxPr3dkxGk0oJU5nc6lxknXHArkHeEQ/NUAYE9NTY2MjMik0oH+vmYBv6W5VdDQ2CtoGhM0GK6e13BzdLS9U6wMEXPffFsjYTMGnTa/1x0IBjw+v8eHyAQQZalxH+YVMCiQT4NKfnioZbFQPMUZ9y5/IIgSTQBOImFDOKokCGav5rvnGx4s6EkpAb9fkVKuSl7EEnJtkOQKZXKp5Aslwi9eaP6z01UnzdEhnFsCTBKOzkcXiEn9dL9IKFUq1GpAEoVGqQj5vdFwMBoNLSxEgU8iBOHHEwpLCWJfl+YHx29+5WJXyuX+pEJRMuIQtEwKAolbCSewCwSyNNALAQZ1Gh7TdS8mTSqX4mx7ZXKh+OGC/u9dafnHksbWebQqvDsKcBIOoCFdgCeBSBj1Oj6a6w9bFBMsD1FeSVxxxbWytazJhPTbPyicXvI+MrGb7Ra722n3eqY8rp652Z/lZK9nMDbm5T2ete8fDx44Xld/vbXjenVdbU1dY219R2tbX1+fWCrRDGkBS8ilFc1WC9iH3jUm+iCZ4BogEzTTkt0+bZidcjmqNKqNaXvWMHKezOX+iMt7gpu7hZf/q+deqOzoqG9t6VTImEfegQd8msl8mk6HQqVCZiYWLF63HSEOCpZQcILBhMQPHDDBZHJfkRIkCiZiJ4wSMRbpqcdQn6BN5NNjIV8eTQOFog4gaArIxGKcs+nHXRqpjV8tBFRgZ5rpux05Oz2MNGvWTjtzzzRt+wQ3Q5LPGL580SOXW0ZHZ3U6q8VCfgRLtwDXHLeKBPXwnYI/SYPBoNPpNBqNUDjQ293dJmjtamlrra9TtQlm6m6MHHl1mJE2Td87wdo3/vrzxJiacFojAZ/T7SLJBMHJ4tomqF2EJR4wICDSvIBC2JbDCigUZ9y74MpQJOr0+m1+3xRBVIeIHx0v/drl1i+USZLBjy9XAJagPBA0ZbA0Ea9nAojyYJHoi5c7/vxc3XG9W00QdowlCwR4VvPjk7qGphZBa6dQLJfJVGOjEz5/gHS55oFK4L8o2oHzPQtowRMJQbD7tT+6LHj0cscXSgcSivsTy0QoJIKDISSE4CgHjqXgqYETSqEbwEhyDCdwCCjlffjxUYaw5Do8lDy5SPZgofAbhT1/cq4qV6HTEIQ1suCPzgOJBIP+cAQYg8w2iZPJH7IwESwXkU5JXHHFtcK1rEdz3VFoSRNMJuCBk2SCIcXu8rjMduuU1WoiiJxzZ9ftS9+cn78OLa1ITz12tLyz+0aj4GZNXVNDU2NtXVdbm3BwUKFUDo2MTM3MzBkMFosVTzqMFjD5lHSLQzCZwO5SDZjNajOaTHNm05jNcqG7Y9O+tM153CdzeU/k5a3N27+Ozvz1q28U8wUNrS2Cvt4GmWTXkbc3Z+7bRKM9RWf8Mi+3WqsxL8wb3S7gEmpAFzIMEnieYkwolKEzEMHA+6POuXthlIixMErEWKTjHkN9gjYxLCABkMDO0pKO8Mh2m80wOz0zPqyXiwxdzboLJ4YPMGfZaYbsbXPZOwystDHGbg0vYzCfJjv+1kRz08jAwIRWM6XTGY0G+AuADwKahabI9pcENXAIvlZA2tPT02NjY3KFfKC/v6ets62R3yEQ9DbVj7Q2TVUUqvIY0+xMXdYuOW2vq+E6YZ8LOiyBYBCAhCQTKi0GyAPHSD5IJqT9PpMJuhKRWHTeEI3KCeK/6gd/cLnlkas9q0ulCcViNCdvMRCCPAlNzisnl1lMLpY8eq3vz661vzgTJFPePRHSpZrX6yf5zS2t7d2Clg4whVLjcnujCwTATyQyvzBPRCPzQDBg82AE4V1AqSlw38z+4R+crf56YccDRb0ppcIkvEYKJhM09RaOkAAaSRJKgJEUCSUknEBnyMjJvZIJgpykUkVKqXJVifQL13r/qKD9qcImvp8YC0Q980QgFPQBRIcCgSBKO4mTyR+2KCZYHsI+SVxxxbXSdW9kAi4RWSDn1f30hBz5O4ny5sH5sjutZjwbF3LAca3NZrbZp1zu7pnZLZkZ61nMDXn5m9jsX7BZl1pbrje3Xq+uq66ta2iob29r6e/rkctkw0PDOv3UrMGIwiUW62LrsRF4n1QJi2wbzIlXXwG4AgoiD7gWawxG44zJpDHMXert3pC+d0su9wkuZ01+/lpe7gYG879eee1aI7+6iS/o6uhRyRs1qowTxzempT/N4mxhsP7p4OGmiUlDdN7k8ri9Piu8IfBSvT5o3unwuBxuD7AbGS7BLAKvbZFM7o1NMErEUtDN+xEAAFmApkgeWCaiWAEL+fYkn3g80E/42M1m89SUfnxYOyQWDrXxdVUl6jcPj3JS9fTtes7eIW665BCz/7VDvWeO9JUV9PMbhL3dKpVybGJ8Bk9sDS3AZ3H7XUgfHQrwKuAQmW2i0+uHhkekYll/Z1cX8peb2xsbxa3N022CkaNvqpn7Zpnpozm7Bg/mEFMawmVBySU+P/jT5JKLXjybLEp8XyQTBCeYT5bIBLHL5yEKLu5a8PJDkTBsg8Eg7OKtPxgOBcIRJ16p/ZTO9sOz9V8rGHiwQLSqWI5n5gVDfv8iliigMqVw8GuX2/6pTiQgCD3QBR6dBZgxNTvT1CIQtLU1t7YLBK1tbR0ypdwX9AOZIA7BXhfpfaEhX3DJwq1hXSK03rz8T05Wfv1a5wOFg8mlUiCThEIhynoHDilXJVDJJAiTcDY81JDZ8PeGJWBAWYi1SuWJJdLkMvmqEtEjRX3fv9BE61IrCcK0QPgioUAEUUkgGAmHF+6GTCho+ExEEkVMRPnmK1v4O7lchH2SuOKKa6VrOZIJ8tc/RHAMrzNnc9idbic4eR7oFJrUyu6wmCxmp3sqFNn++hsbaTlr2ax1bPbGzKyDBQVlbe3XG5qqauvrGxoFzYL2jpZBYb9apRwfG5+enkVYYrODkQEFdI9YiHwQ7HtTiEI27HK43LBBO3YABHCoYReFTRxOs9Wqn5tTzc6caWvZmLZ3E4e9Pj9//YEDa7jctdnZ//H8i1cb+NX8ZkFHe69MIpueah4dTTt+8uks2iY6awuD/TdMdtP4pClKzDk9Fo/PCi/HjrISPJ6Ax+Xz2p1etAI9mX6yXMiEhIpYCRPBshBJCx8UHIKnhu+GyWTS6XTDWq18cEDcWKcuuyJ9/aCWnarjpA4dyBI9x+p+88Xmk0fqL52tLy9qbqzv7OoUy6TakaGp6ek7ksmS4D3AIfgjhVvMzMyOjk2qlBpx/0BvR0dbs6ClqamzWaBqETj4DX3sHB0z3cBJlzF3zRWeImyGsMMecLsDPtgAoqDBZ4AlOKPE9z4yWbLfFzKBXiIcCQbJa0kygT8/pz+kDxPtUeL/1Q5841zrQ4XSVYXShAIxJhMUlMDjqRCZJJYqkktkD5aKvn6l7V/qha14oi07hhO9ydLS1d3Q3NLc3sFvaWttaweMlCkl2jGtN+CPIvcPfsAVjszPR+GfXRQ8AaSJwM4CwImBzDnpVP2vU1Vfvdz5cIk0sWAQsAFjiQaN3UJBG+gM5hCUiI86cztv3KXBgySWK4FtgEzQ+LRyQBTJA8XwRB2PHy+vjxI6gnCEQz60ymIoFJwPBsgBXR8jCho+E1FUcd+iHPMVLxIJlomwTxJXXHGtdC07MsHe+4cKDtscDiATuw08bLS6A+oUQIULOMU75/VdaG//KyZ9I4u+ns14hsv5p7y86/2D5Y38itqGm7X1jU381rbWrt4uiUw8Ojqi1+nnZg1o9RO702pHrl4MyQSEHHlgACigIVvIUOPYUKft0HW0dj38B3AFfuScwTA5Pa2embnS1bU1LXUDi7kuL/cJHndTfv4zXO6zb7x1pb7pZoOgvaevSygSj42Lp2YG50z00+efysz5aW7+UyzOU5lZDROTRoKYcXkdHr/b5bNbgI48gHLAJPC+yAUx4Cmhc3h7b1gCIokiJiJxIobCUPD5i0KEOwmOwoPD99xoNI6Pj2tUKkl/v7C2SnnhhPI57igjbYKXJXyBJ3j9cN3xd66fPlV++WJlaUl9bW1bW5tQJNRo1Wh6a5OJ/Hbd8V64C1QqvNFk1k/NDI+MSiWS/r7e1vYWvqAR4GSQz5/pbBs5d1JFT5+m79Wx02R5OdGBbsJmjdodEaARlxutQIjCJnAPD3AJwEkA+AQFZ95nn49I3rh7gf8MhAUFzCRoQmQo+EJh1wICjFyR/gcn675ydTClAKhAlAJ+PIkl5eKEcoATxAPgzaeUSFeXSh6+3PaTWvHlBaKDIBQLxKDRdrOrr7a1u7VroJ7f2tHTI5KJ5GqJXC2SqUSaYTVKjF+ILsyHF+ZDYCgSAUJpJ+CKLUCtD8/WJSMIbv/ID882fO1K9wMFA0nFUhQbKVYkVMgTKoCObh+4hfqGt0s1d2UIsYBMyFVTSlA2fFKZeFWJ+NFrvd8+3/DLYr6SICzzhDccjoQjfk8wEvqDjZlQjvmKFyaC5SLKK4krrrhWtpYXmWB//qOEzgCXCwq2RcMOv9nhmLY55Cbz7958YxMtaxOXuZGR8xNazvMlpVVdPWXVdder627U1PGbmzu7u4QSoVKjGp8Yn5udMxvNwCXvIZMYCVpbKtxOJihGskgFi+YkMWXOZByfmpJPTl4Xip7au3cTm/Ukl7sml7eey91EZ/znSy9frm+qEbS19w5eLCorbuQrjGawjkl9+onTG9P3bWWh037By60dHbUQhNHlczjRqvBur9+CJnTCMwkjMoGuoJvint2zSKi4f1Ewcd9aaor0yD93UXzwIYIToMPwF2QwGMbGxlQKhainR1ZzU/Xua9rcnElGxhAnp+OVw9fffKX46LFrp84WXb5aWlxaU1Xb0tw6KBxUq1V6vQ6ohvxe3X47fPNbgqNwjtVqm5kzjE1MKJRKkUTU0dPBb2lsEfA7m5pkAv5cU53mubwxRtoUfc8IZ9/kmeOEbpywWuY9nqjPHwHXHY3h8ngBT/w4NvK5YcgdhHHjHhQMhn1eeKQQuQvXA6e454nJCNEcJP6yuPNr59sfuiZeVaxILBKjNA8ULSHJRIziFaWy5BIZkElyifDBgu5vXmn5mzrJ/63o2FbSmFNSc2VAXtsna2rvb+3sHRCL1SMqqUqoHpIp1RKFSjY8rJmPhIhoGDAEGYEDKJEI/Eb1xEJoYcGNh3XJCYI5OPGnp2q+fKn9gUJRUjEeu1U8mFAuwnnwJIfAFs38+0mSTMAq0LA0TCYykkxSSiUPFg5+rbDnh2eqT4wYJwnCEVkIBAFIosHAXeWZUNDwmYgCi/sW5ZiveFFMsDxEeSVxxRXXytYnz4CnYCJ2wm78x4t08hGj4CsQltjs0zb7VCB0rqNzw76MDRzmeib9x2zm/7z0Ynlvb0Ujv7K6rqauoa6hqb2rq6e/T6qUDY0OzcyiBUwsFpsdjQVDmfS4+ViKfCjwREk3EfADJevDvZxuvLQiSrdHBTuyObNZNzernZgQjY42qtR/lZG5lct9gsN5gsPdmJe3mcP+5wP7i9raa1raO/ulxy8X/VtmdnFvr8JsVtlsbTr9niPHNmdk/ZSXv4VG+2VeXoN2xBwlrN6Q3e2zOl0or58kE2yLZILS4hFt3IsQVcRCJE7ESpQ/vgxEgcKHCE6AZ4c/HyCT8fFxrVIp7e7SVF1XvZg7zk6fYWfJWbSW114te/dY4fGzBWeulFwtrii5Xldd397aPigUqjRUzAS+WvBZUI1+QOC4wzuBE+ArZ7KYp2amh0ZGpHJpz0B3a3szn9/U0sTvb24da26eunxOxcvRM9Mm6Knqg9yFjmbCaorabQAnIbcnhNYwQdMdk5nu7wuRLN3rjkLeP9ZHnHM/IgHj7hX0ByPhKBTI/oQiEYcvMBtFMJDaIvvmqbqvlIhWXRtMKhSvKgevXZJYDk68NKFCggwloEuTiqWJRaLE4oEHS/pXnxM8eqL2G29XfPeVyz968eT2gpriAXVVa59EqVFr1XKVZGhUpdEqVEqZVqNSyqWTo8NEOEiEQwQa1zUfJebn8TrxxALwSQTqojjnZJYc1tUm/f7pmq8W9q0uEKagObhECaWDt5NJUjk5K5ckoRS272GPjzZMJvKEcgAeJR4PhtpJKpWsKhE/eK3/u1c6/rWyu9GHuuGLLngBTqCLH0ImQYA8LIoYPhNRVBELUY75ihfFBMtDlFcSV1xxrWwtFzLBnvzdCc+xS5UdDuiHxek0BAJiu+OvcmibOOwnWUzw4/+Oyz1WW1PZ3l5eXVtT21Bf19jc0to3MDAgGtQMaSZ1E3OGOeThocCL047n+KJajJHQcC0bch+BAeDxoJ9o0RWP2+xym1wei9uDVhfxeO1en9HpnrU7TG7nlMWomhgTDo80SBX/nn9gI4PxBJezNi9vLY+3hsHYnJFxtb29trO7Y0BaVMf/u9TUXzJo17q7Bg1zQoOhc3o27fiprfuynmIynqbT/k9efuukXu8Pmn3BOasN/GXoBZo6GE8EtkQm5Dxd9ySSK+5fJFHERCQSLBNhd/1DBSfAs8MXHqh4YmJiVKUa7u0ZLi9U5WdPMvdMcLIk+7kNb71VdPzU5ZPnr5y/WlxQcr3semN9U1dnt1Qq0w4NTS/mmUA7VKO4Waq0KHgtcAJ8XhaLeXZudnxyEnzmAdFAR1d7S0tzcxNfUFevbmubra9SvfbcOCdTT0/VAJ8cfZ2YniSc9ojdHnQ4w160sglKLCEBBZPJEmeQSf3UzgcEDEAWoDNkIbbCuHEvQiuch6HD5GgubzDkjCzoCKIyRKw5W/XoOcFDpeKUYlFCoWhVuRKtxQ7uO0UmUuTQl0gTMZkkXO1KKehJudD+yIWOR082PvRa8RcPn/7T3DcyzpV0j+jFas3QiEaqECnVUoVCqlErYTs8rFHJpRMjw0R0fgEP7QovRCPAJAQUIyhsguoWAtGol0BTCYsIIq1H+92TVV++1Plg4WBCQV9SORkkoSIkSeWwRQETNNHWe9njow0NSyuHx4ELSTJB4ZekUnFyqeSBEukXr3R//1T1iyM2FUGYIgvuSMQPAPIhIZM4mfxhiESCZSLKK4krrrhWtpYFmZCu/F1qcRwXuhC6YbHZTE6H3ufNOXt2fWbmWi53Y/7+zXTG3mPHr/d0VzTUXa+uqa2r5zfxOzs6JRKJQqmYGB+bm5sxmox4Pi7nUszk3vrxcYLmwDcEALCgld3twAQWt9PgctijUXMobAmF7JGwIxq1hsOAVYaAf8ppGzXMDE3rB7Tamn5RxjvHNtLo6w/kP8Zjrd2fu/ngoU3ZtJeKy2p7+lv7Bnu0Q/+2P/entMy/Z7NOtLR26fQSg6lTr885dXJrRvozDPrWnKxnMtKaJsbNBGH1+RFRoGiJDeCEig8BoICLjCfruichqoiFSKi4f2EcWEYiweDDBCfAs8PXA+hCr9frNCrjYK/y9BEtb98Ee688N3PwjeerT7xbcO7MpYsXrhRcK60or6qpbhY0D/T2q5XqifGJmZlZC17SBJ6davROZAKCSjewic1iMRqAZ4ZHx2QKxcDgQFdHe7tA0Fxf39/UON7WNFV+TbufMUHfq2en9tF2WZvrCZdj3mqNutwhlAGPWvL5yYR3P2IUNKor4IcjXrTU4ocJvH+yANeThdgK08Y9y+txRyORQCBo9/gdBCFdIH5Z1v7tS4Ivl/StLhMmloiAQFaVqROK0HLvyINHSSY4Ax5YpViWWCROLupPvtKVfLp19QlB8ptVD7xa+sjLl77MfPnPd9H6Lc5+jUqqEiu1UiATjVYpV0jVwyqxXDQyMqSUy0eGhhCZoAmEwQ0DT9uPiqB5IgJeN0EECcJFoEUPhQTB6NX+6KLga1d7v1AiTgRbGruF13zEXIF56TbwuAsDJhGhdlAOPTQiS0LzgAGZiJOLxauv9HyzqGfzVX6thxiPosx+H8rEIQHk/frsyYRCihiJcsxXvEgkWCbCPklcccW10vX5kwnpx98SVEAlMrK8WLdoNhyLAEMbh8Pqdk1aLP2zM09nZm5kc9byctcx2f+Yd+B8W3uZoOlGfc3Nmpr6hsb2trbe7h6ZVDoyMkwuCmEym6EFJ5omCwUR7oNMyH6RwmWyAufl291ug8NuCfit81F9wCsxzt6QiK92dZ3j8882NZ1pbDjdUH9WwC/s6Srp7qjs6RRPjHUrlAKx/LmrRRuzstZw2Wv38x7jsZ/g8TbQmNtff6tJoarr6GxXyne8+drmfWlbs3P+npd3QtDcMzU9oNd3Tk6mvnsUXsUWes5WWs4/8Li1Wq05ErW63TjFxG51OwCQ4KXZAEsQOK08MvF6kaGVRSjDleQvSvgM6jh1DvrlxiVKZD15Jlmm9pEP70X+PA4pgJEbco5dOAGeHb4oVotlZnpqTqty9XWIXzkwzE4d46X17M/pO/NO9YUz1y6ev1Z4tbC8uLKmsr6pvrOjQyaWDmuG9ZP6udk5+OuDRuCG6C6YQJbKpG4dcsNX0Go3mwxzxgndlFo7LBJLeru7O1pbOlqauwV8SXPTXGvj6JFXh9gZes4eDXtv5/O5xJyesJgW3K6A2x0KAmCg/mMsIdeGBywJgvm8CE4+TIABZAG6QRZiK5I0PiiAJjD0G9ktQUeCQTQFMhS9/qAjQkwSxKlR8w/PN3ypoHd1YW9i8QBeH12aUChLKlFhMpFhLMFz9S6SScLVnoSzLavOtK4+1pTwcnnSi4XJB888xHx1DfdFvtE+ODEq18iUWplMIZLJxSqNQqFVqIBKFDI1CM0HOBYIhuBf3gU0iCuCEk7Q6C7kk5HLwwfmoy5igVwhPqd39E9OVH/tas/qImFSsRjPYoyy2Mn5tXCvUALMLcNRkSUjaeT2GhwtAfqCpgC9lEklaB5kDCcSgJ8HSiVfuNb3x2casnuG4e6GaDQYDd0eM4Hi0t5tZBKJUPbpikKKGIlyzFe8KCZYHsI+SVxxxbXSdW9kQsFE7ISd+Vujs4A2gDycNqvTanOitHTABXQU+flgTrSiogMq7OBXu81Wm8lun3O7Z6LR9HePbszO2cjL3cTL3bAvk3P2XG3/QFld9fXqGzV1tXy+oLurWyQSaTSaiYmJWbTiuxGhDXVXCiU+kezof0vb7W4nWjvP5YKizeVw2SzQb4/N4TY43ebo/BT4QK0tjKtX/s/zh/86l/cMg7E+Yx/0c01q6qasfesy9v6ElfOXjOx/y+OVdLQPDI809QuP36z+GYu5KY+3Jpe37sD+x7jcrfn7f85iFwuFTaJBIJPnigp/lp3zNIO9KYf+17ncU10dfTq9WDfTMjSe+taxZ7JoT9GZW7Ky/+3wcw0arXmBMLjdvoUFazjkJghTMGD2QvfghaLxZh8rjBKxFEUVn1TgeZMFaAq75Xctr9eNDROEx+dG65gDcrhvo45F2EDO+GIZal1urwu2mE/cXg9aNRGxhhsZWtod2qT2XT5kUOP3ewJgcNDj97gDLofX7g/6yLQjs9FoNc56xrREb2svM3Wcm6rmpgrffbHt0qmqK5fLi4orysuqam40COraOlqEg4MapVo/PmmYmbN8YCgXKXDWyQJ0dqmAWMnpgL8mi8k6M2McG9fLFMr+gb6OzraWFkFzY0Nvs0Db3OTm13WzMsZ4qRPcvSJWqqXsKmE1EA5byONC83Hh5Qi9/oDPD459MODFWwwnaGbhz0MUbXxAKJaDoQk6C3tBP1gAGwhekXd+PgJvxxOO6qNExwLxrzd7v3mp/cFCYUqxCMcl0MAt7LWTMRPszZdIk/DS7wlFkoRCYdKV3qTzbUknmxLfrkp+uSzxwKWk3BNfYLz69TRujdXbPTYh16qHRjRKpUSjVShUUoATpVqhUMpVKoVSKQebmBwHRkKzdeGAyZJDBr/AX4ZCcH7BixPiFQRBa1d8/2TVo5c7VxeKE4pk0JNFwEDzGq8qJ9ECGZBJUjlAixzP5YU6v0QmOGcGWWKFFCf0I8gBLEkuAThRkk+KRogViVYXiwGE/uJ0TaEbhW5coZAvEAT28GGuQwGfEC6TazBGwiHEI9FoCOqjsBeOwMmfiiieuG+RrVFeeVxxMokrrriWnz5PMiFd+1tkgvjjdjIBjwplRlBk4nSgPI1FSLFa4STXnMMxHQhc6uz6OzZ3E4uzhsnewmL9c37+zYGB0tramw11N2uqGhob29ra+vv7ZTLZyMjI1NSUwWAgR+rHQnbwXtGkv1boK2Yc4BTooN09Z7LbAhHTAtE4PPxLLudnbNYTWfvWc1hPoiUg855gcdbx8rYcPLSOx1uXy1nPY23isn5Cp71TVdU9PNLYO3hN0Pr/XnnlyewsOGHt/vzHuJxN+XlP0Rkv3bzZJBULRMLyvoFf0tnPgOXtX8/M+YdD+ScaG/sm9MLJmfYx/e4jJ57JZjzD5Gzcl/kLFlOg080RhECjfauy8s3KykGTEY3ycrnBpSbZ46OFaSJmIqEiVkIwcffCWAJb+EFYgnmE4gzEH/gUikZuGVQCumAywRdQcILOvEUmJMj4ocqFa6ECPPogSSZuP/j4Lk8QXQgQCwjjttmt0zpCPzJ7+aSKmzHC2CXjpYsuHG0tvVZVWHSzorKq6ia/pamjt61f2CtXyMdGxmb0U2aDEX/T0CcCvcIA8qHCzwL45HLD99TqBBjX6Wa1w6NCibC3v6e9vV3A57c28fvr62dbmsbPH5cwduu5aaOsVM3zXEI2SFgMCx5nAAd5SCzxISBBCRtgiElI+zxEgcgHhMkEuomxhCITygI+bzgURPQYDlsihJogXhp3/Mm5ui9e7UspwtntZPwBkQkVf6A8e7wiIbj+QCaJhcLEyz2J51oTjzckvnkj6YWi5AMXk7jHV9FefTgtN7WiQeTwC4fHJEqlWq0EFFEopGQBgAS2UFYoZFAenxgLBoPUv8EEAb4y6ZaR7lkkGo3Mz/sJwoJn60rtUPzp2bovX+75QrE84epgEnTmuizpujShWITXZKTIhIQTzC2ULT0IIplyyaIBmUgSS6XJJXIgEzA0/Rc+J6VCDu/hi8XiPz4v+IfSNgn8E0EQ3sh8IIggBKgp6A+GAqHofMQX9IaiJJyArw9YQpJJEJFJ5FMZ30WBxX2LbI3yyuOKk0lcccW1/PS5kQnp1yN9gEzA0UcLBFqRO4XWAsRkQsIJuP4uOGYxAQaYAEvcLqnV8pvXXtuYlbWew9nE4WzNyjzSUF/aIrjRUF9dV19TU9va2trT0yOVSrVarU6nI7EEngXfOwaC1txulwPACQVNnBboqt1tsbutweiwy3uwsGhLWuoWJm09h/kkj/1EHvexXO7a/fvX8vIfZ3I3H3zucTZ3/f4DP2Kx0KKKOTnPvv56nULV0C8uELRnnjr7Ew53HYfzZC7vRzzO+vzcLSxm6okTzUp58+Bgi0RxpLLmr5ncDTT6OjZtAzPrLxk5x5oau0dH+ycm2/Sz+85c2JyV80wu7yk24ykmLePqlc2ZmeuzstdlZj62fVuhWGwMBCzwtkn4+EhhoIiNKJ6InRBM3LWwp04ZAg6EHF4XNsQgpDBzYPZA+IFPANTASIMvxeVFmMGGBzsBfvjcaOAWaX406smDRg7BLkCLC3n4roAnEPKEPDaP22QNWYzEpFb+PG+UkzFC3zv68gFZ8eWWyrKmqqr62romAb+jp7NfNiAfUgyPIaI2GYx2+BvEYS7oJsUfdxL5HLiIsMjrdnrsLpvJPjtrGp/Uy1UKoWiwq72zvbmtRdDS2dSkbW6yC+rkBznDzDQdY6+Ws2/szFFiBqXCB1wOcOjhYZeCETgP3oft8xFFIXcWHCWjJVSoBHU64A35wfwRPGWwLRCemkczBa89V/W1q20PFg4iLFkik9vtA2SC1mVHZNKWeLwp4c2bSS8VJ+SfTWC/m0x/7cHMw1/bxcyrbOqdsYiGxhUqrUYzNDw0pFJRlAJAotGqluBEo9GAowz/BJNbELiJaBcN7UIuGuwsLcLI7FX9+fmmL13seQRwArpaJk6skCSUCFMqcJzkTnCyVIkfRIpmQKYMLkc8g8lEAYYvgRPECHXKFA8Uir5a2PPDc9WvKidHgI4iC/5QOBJZQLnwATSeKxgOBCP+UDQAZBIJz0dCC4AtETSo69OKmWCmiI3I1kinPC4QxQTLQ/jvIK644lrp+nzIhHLqSZFkQsEHRSZgVB7JIrfg4xhP7FaAEzhj1ukY93mP8/lbs7I2czgbudyNtJyd77xd1tdT1lh3s6a6urqW3yjo6uwaGBhQqVTj4+MzaByXiXwQ8ub3L/DbUSa902G2Wy1Op9npdnoDFn9I7XBnnji1PjV1C4e1nsdek8v5EY/9WD7vR3ncv+Bw1nDyNuYe+mEOew3vwJO5+zceeu4xNnczl/e3LPblzu5Goaywse1QQcnPWZwNbPYTPC6Qydq83Kdyc3/13HM1EnGbRNLUO1grlL1a3/TLV15Zx2Ws4dCe4jL/hs082dTQMz3dMWsSmG3bzl1Yw6A/wcpel8t8LCdrLZv9IxZ7LS8PEO6f8vf3jk+4QyH7XUzPhZkiBqJg4r611BTpgt+9MFu4saEy/GDMQDEO2FliDRwVocZuLZ7gd3v8aDV9jx/vknCCAikoloLJhMzEwNkXQS8yVEZLFCJSQZkmQW8g5A74rZ6IwxcyWoi5aW8XX5mfM8ZKU+bs1R9/S3GjvL2uprWpsaW5ubunRygRK4ZVw7pR3bTeYDRazGZgdPLZMXW8R9BrsgC+O3pUvIuQyev0IDKBr6bDZLTqp2Y1Q1qpTDrQ3dfZ0tHa0t4uaB5saphubpy+eEbJpemZaWOMvZrnc4medsI0G3Hawa2HdsjhW14gE/RYaNKuz4tPSAT5EOEBZ34fuUwk0AgmE2TgkyJeDIUNoQU1QexpGvz2+bqHS/qS0TguhCVLORuUN48c+juQSeKV3sTzHYknBYlvVye8VJRw4Fwi71gi/Y2kfS98Mf3gn6RyD1U19+gMg5pRqUKjVMA/PLfIBLYAJ9ohtUarhvrh4aFQKBSNolmDCWIBCmg7H1kgwF8EpxFln3gJwkQQEoLY1zP8w3P8r5zvfKhQnFIqRukiwCflJJmg7qFuLz4ImvV4kUySStFuQokYG9RT52MyQUYt3lIqXHUdyvJVJdIHrvV8+0rz3xTUN0eJaRw28QUiPh90Fa1bHwgFAE5CODwSQdESRCZ4bUYgk2UdMAGRrZFOeVwgigmWhyivJK644lrZugcyIaHiEwuceKr0noAJmmgLj88CJsHogfED76PSe07Fh2xWs8NlN9iseo+732L+p/z8TUzWWiZrA4Pxcw77WG31zc7263XVtXW1ddX1Ha2dfT19EolkZGREr9cbDAZyjUiqyfuX3QFeH0ott6GlEm1u77TFppyYNBNE2skTT6anbeLx1ufmPslhb9ifvyYXLei+Jp/7OIexKXf/Ju7BjdxD63mHfsTkPcnNW8fJ3czi/IxGf7GkrGlQVtbUdrK2/lcHD25iMtZwOY/zeI+x2Vvy837O5Zyor2tXKlqFksv1TftOn9528dzm/dACE/hnI4P2cy73hYbGo72DL7d1/efps48zaBsO8R7n0dcB23B4a/MObNh/aCM398c0eklPny0UQckxTirPh+SQ9wkzxf2KbIfEiU8mcLXJArRDet6fQBg8EFNQCIIpBMc7kAsPe2TmCT7B5fYBdaD7wgkAJIAlACeYT/Ap6HJAFycevoXCJmRiScAdCrjDPg/4wSHkEnv8AY8XTXLl8QY93ojbQ4DZ7MTcHDE1aSi8oOGmj3NS1fn0yYun5fXVHfyGtmb+YH+/WCjWarRjE+N6hCUG+AOEd0i+AegSCSEfJsqFx8ENjx8hlg/emd1tszjn5kxoBmGVSi6R9XT1CPgtrfyW3uZmeUO9VdCkeOX5UVbaDCt1iJE2c+IdQj9GuOwBtxOawoO4gtA0phFEJuhNoMm6PlM2oQDkQ4ViJsAhYb8XXOmwDwVPyCp4ZeGFBUcgAK72jQDxw+PlXy1of6BchJK/F1GE8u9Jw1iCbKke/H6UAd+XdLEr6VRz0ru1Ca+WJD1/OSn/VDL73QfZR1LSn394b+53dzNfqG0RGmyioTGFWqPSAJwgICEDJuSYLtiCyeTSkZEh8ObngUZQ2kkUR0oWwpEgFFANMR+cj5KRE4CTjGbpn5+q//rl3lXX+h+8oUKxEegPRRoUnKB+4qjI7YZz3MmjcJoCJ77Lkyk4gUoyA14IWzi0qkyVVCj6wsX2P7vUyJFMDhOELUp4wvOhyEIYtqFIJLLgBzbBCe8oywTlvs+j32h/uQ/lIguUVx5XnEziiiuu5ae7JROSKGIi0gmmhFjD4bC+n0xwuokdD9/CdbCx2/H8vuBIO2ZNBoPXPUcs7C8pXp+RsYmXu57N3ZxD23Xkncre7htN9ZVVN+pqa9sEbR0tneDhKZXK8fHx6enpmAdMoF9WM/QKed1Ol8fpC8jHJ8XTU69Ulq/PzNiQl7v+wP7HuYANvHW8vA28/GcOHVrPpm3k0DcxgSJ4G9kH1rH3bz7w/Bo2byOL9/O8/f/A4/7u8OHarr6a1q4rjU1733prC522HngmN/dxLncdj/sMh8W+eL5RLmsVSy7U1PwdPfvHXOY6LvNJHmfL4YNrOOz1LNYmFvvHuQc2sbhrWOw1ubzHeMzHc1lreOy1vFwgkydYvPUM9k+z6SVdvZZAyAY9/3AyQVQRO5GO9f0LQcYnFgaSpeFYaCgWGQQhyYTCDvhBafFgqAadgMIiqJY6C05H9EJdjIZxedD4LY8/5A4E3UGfJ+T1ov9fD5VBj3ve41pw2AinnTDPETM6YkhJCHsJfu3kq4fGmLsnuGljbxyarSwS11f3tDV3d7SJhUKNQq0bm5yZmjHMAYZbyWgJUAc8PokfHyHKi8cU4cU8hQI9Tp/D6jIZrVPTMyOjozKZbHBgsLOju4Xf2tYoGOQLJttaZ8qLFJx9etbeKWaamJYa7W4lbCYi6AccDKCscmSYRBCcQKPuZUwm2CgyQUn70ZA16LfjtPJ/r+r7zsXmBwt6bi0SgmkEufWYSagBUXcmk/5EIJMzLUlH65LerEh6uSD50IVk3skE+tvJOa+tznzxoZ2sb/829Z2m9gGUDa/VDGkVChkYySRKnAQPu1KZeHhYC2XYAoeQNBKJhqPzKHIC/zSDIx2NhKEQCId9eJ0TMUFkdgz9r+M1X73SlVI4AB1LKFPgSboQaVCdLL194BYy9ICLj4BOK1EmofmC0fkITlAlIpOkUjSaC5OJelWF+qFSyVcvt229xq92RWcBTsIL/iCVWRIKAYfMUyO4wjgNHpEJPAImE0wssRWJE/evpaYorzyuOJnEFVdcy093RSYkUcREpAd8SwhDPpRMcMo7ghKoREyCycTptBscVp3X1aqf3JSa+hSPt47D2czh/NOBA+daW260t5RXXa+qudnS3NzKbxH2DaqVajLxHa/4HtOACZYTWrRBo067022wOp0E8U511Zb0PRu5rB9xwDiPsbkb8w9t5B1A7HHw0P999cVDdTf/8403n2awNzA5m/cfeozB/t/vHs+puJ52/sKv8nk7Dx9s7h+oFbRcrLj+ZlnZj2m0jVwuQAXAyVoe7yke99evvVwmGqgf7L850Lv7+NtbmFlb8nmPM1lPcnM3Hji4lsddy+Ws4+Wuy81fA5aX/wTKoc/beHA/0Mu6vPz1bN6WbEbWybNDFrvF5UUzdC3vaMkHRSLGJxJCi0XDfHE7jaDj6AdTCjIUC3G5/E5kUPC4nW4PEKgbDLWEDlMGyBDwugFCQh5PECpwFfrlcwe9dsJlIsw6YrBt9PhrXfS9g/S9csYeTfbOKeZeA3P3GHPX6LvPzzVUSBqrBzrbJMIBmVQ6Ojw2o5u1GCx2s9Vjd3rRbRGTQP9I/PgIUV48ggivxw+8jKY68Lp8TpvbarYb5ow6vU6tVUtk0v7ewY6WruaG5o4GvpgvMLQ1D7/90ggvc5y2a5idPvhCPjGrC5uNwFjo6dAwNRQ88XqBSBCHgX2WZELRx0eJnD4MiBBnwONAD7CJN+Szhdxz86ExgnhTMf2jM/VfudrzQDE1tAnRCOXW38KSDyETSWKBKOlK36oLbSmnGlOO1qS8UZHyYlHKwQsP5p9KYb6Vkv3qI5nPf2Mn/Ye/2cWXKxVDaEn492EJFMC0Q2qZXKLRqkhKWViIYjhB3hk4zqSXthCdJ+YRpngjEfiHZYYgZATB7NL82YWGR651rgLqKAfGQPNrkWEQCkvKxdgWU95vQy/8sIhk8APenleD4ATFYQrFScUyNAlYofjhooHvXmxK75QDEZnmCW8gEomimInfF4pGiAhKeY9EwkFEJqg8jxgluuzIBC4nXfDbmyJr4gKRSLBMRDolccUV1wrXx5MJBooYiGyKdIKxS4+FMIQik8VZfOGkWzETOPg+MjFZzaaAZ8jvTj1xdAudtoZG38DmrM/M5F25WjU4UFZbXVlV2djYwG9q6uvuHewbGB4aRjMFz86Sie9kH2InO7mqOvTTDHASCGus9vSTx9dnZzzJYa47dODxXO7jHN763APrWLmbOLn/792j7S57r8tRLJf/58uvbGXQ17OY67m8tUx2elEx32ZtntHdFPbVtbfeqK2pqKs7V13zN3TGZhZ7HQeFTZ7kcjfzuP9wIP9kC79BNFjZ05lfcuUZZtYGFmPLwUNwo8e43Cd47CfzOE/m5j7Oy3uMm/dk7v4nc/MfY7MfZzM35HI3cTibsnN+88rrraMTsy6PlYTB34doyVIjGCA+sRCJ4DAHJhO0T4ZPyGahCpkXJ47AmYhPXE6fy+FDWydKJUeGBK4+PgsZJhCP30vCiQu2+CggC2CJk3BZCLPeUnm1j506xNozxdxtYO4yM3baGbtstB1g0+y9Qy/zZm9cG26uE7W3iAb60Jd2TGecNZEDGz12h9fpRFACcIKyVj7EFkU58phM3D4HIhOf3wNs5fA47G6z2TI7Nzs2MSaVywcHRD2dfW3NHW1NLW31jUMtAntt5SAnU8fdN85MHWSmWW8UEw5L2OUIuRxhryfk9QdxCg0mErgRzof/rETRx0cKZ72jOAk+G88jFvB5Qj5rxDdJoMT3X1V0f/t864NXBh4sV2M3nSIT0pawBGyJTMBIMkHTcxWJkwsGV13uWnWuJeVkU/KR2qRXK1JeKEg5cDaJ9c4XOMdWpx7+yrac7Gvl/Tq9YlgjQyiiGh0dBiOjJUApZAGMRBSoGR7WhMIBNIiLIMIAJFCKRhGjRIAHIhFigVyE0UoQSoLY1zf0rZM3vlLcn1IiTQYmWSQTKmPkdjJBYROKTPBDyRcNGAaMqsEnoEFfKWWy5BJZQrF8VblqVYnky1faf3iyvNRHTCwQ0DmPH80gHIkshABFQvOITCJAJkE8MVcUl/AAr1iLxIlPJricdMFvb4qsiQtEMcHyEOmUxBVXXCtcdyYTjBKfUMhbv41DcB3axQ7wBwSnIN8Lr+mOyQQN2wJfzGmz2MBtxlACx61W8EyNBoPD6TA6rGYifFnc9zQzG41c4uVuojP+KS+/vLe3UsC/WVdbW1fb3CToaG0f6B+QSWVjY2N6vd5oNJpMJrJLMZXNhSYRs1gcNqPLZQ5FmrTDP6Nnb+TQNx/Ie5zLWpvPW5uXuzF//3pu7uMM+k/y8w5V3WyZmm4ZGS3q6/3Xw/s307PWMOjr2JxNLE52UVHt6FCNqLexu+1mQ015ddXlmtptr7y2JSsH6GttLlrbZA2L+TST/tLNyrr+/pqujtevl/yCx9jIgNsBBfEez+c+mcd6ksd6kstbw9u/Pv/5NbmHHuOieMsGLueZXO7T2ZlZp062DY9M2mxGm9VisSx9UuD6x4pJwHEnC9AaduNjLEwRn0Q4EoLSI1yYTABIfGRKidftQm6/Fzxtl8MF9OH1Bexujx3c+YDb5bZCMRjwAiEEnJ4geOWAAXi1EnD5XRhCEBfAjwd8YE8QGoVWvXCBd95uI6b1puKrMva+SeaeOdZOC2ObNedZZ852V/YOZ9Z2e+Y2M3PvCDNd+9pzs/waVUezUiQcGR6dnZ4zGkxoIggXdAQRkQ86A11H034hIiCXYL/NSCpBohx5JKhGQ87QUcAJl9/p8FjhozeZdJM68JalUnlPb397Z7dA0NLKbxby+aaO1rEzR9XMDB0jdYyVOvxyHqGWEg4b4XaF3Z4wtIMiN2EwNHQNTdNL3ekzEEaPj1EoEIYnDYSjHhRA8YUjQXhfzoDPFA5qCeKAwvTnZ5q/fql/9WXhAyUKtHgiIMcifkBhCUvAUD1p5FFsCSWSpBJRSuFAytWepPMdiScEie8gOFn94rXV+8+mMI4+nPbCjzJ4gjmrcEInUSrHJsbhUyAz3eGrOzIyrFDIVSolzoxHKSgAJxqtSqmUjU+MwFdxAYdNCGIBoIQgojiCEoHKYCQaIhAemPFUwvva5d8/1/Tw1b4H8BKQScWylFJFCmBGsTi5QpZQiskEDeVCEwST4SDqucoVCWjNExle80SRUKbE2yU4kWADEkPDvR4qGvzK6dp/udkJdzShbJMoTnuPBFE6CYqZoD0cKYmiiboAU3AcJRbCazgikSzxiQXON1mApkhfPK7bRTHB8hD2SeKKK66Vrk+LTD4o7Md/QAAiCEswmZDXIjKhDPWEJBN8DHzHWYvZ6PP0z+q3nTyygUXD47i4T2VkvlVVc6Otraq+vqq6pr6uoVXQ1tvZI5VI1Gq1Tjc5MzNjNps/jaFcmEygWZPFYTW4XWMuz8sV1zdnZ67nMtdyWevyuE+wGeu47A0s1kY2+8fPHdrAYvwVh8O7VlCvUNSIRZd7O3/BoT/FZACWbM3L28qgMy+db9IoKpobbzTUllffLKipyb9w6ac5dLj8SZRtwtuYl7uVzco8c6a2r7++q6uoveW/Du//MYMOt3iCzXyCy9yQz9mUx90ANMLkrWPlga1lcjYxmT9js/9lf96FzvbBab18YmzGaJienjLhOZThtSwxCbm9T4EHRhagNYwSMRbFGfcuNEDLjUY4kTETPEkXxhIfwAgc87ntTnC+ACyg8+Dtoxx3l9nnNgf9TpfVHPX4w05fBBEJDrz4EZmg9hCVoMx4FJEB9x/lzcNvb9DlJlyucDNfSM+apO8x07bb6c/ac37rzP6dO3u7J2uHO3O7K3OHIe13+sxdKk626sy7xoHuKY12WDNiQp+Mxeq02z0Ot8/p9Tqhd6jr7yUT7y0jqQSJcuSRYA9IgiITnzfodvtsDqfFZpubnp0cm1QqVQNCUWd3T3Nrm4Df3C1oHmprMdRVqQ/mTjAyZpmpasYex/VCYlZH2KwRtyeKhkahacaATEK+cNCDM08+K1Hw8VEKApkEAxGvP+QLgjMfRm8qFHQvEPoFoi1MbD7f9M3LvQ+c73uwSJ5cKFlVjubMvUUgd2HI6S8RJRYJE68NJFzsSTjTnnicn/hWdcqrJQn5Z1dzTn0169Wd50tbJ6b7NEO6mVkUAwmjdBHSM4bt8PCwTCYDKIF/ncgQCh7TJVWpEZwATUXn0TzCcC5Kho/4F4jI/AKKpeDKKLQFcCIkiH+qEf3Rla4Hi4XJ0KsicUqpbBXgR6EoBfqJhnUhW0p/v0UmlJEBE0VCKZDJEpzAmWJs5CXyVSXiLxf3/emZqmOjxlGCsM8TofkFoHrABbySCUAIIpN54K4QlKLojcfJ5PdKFBMsD+HveFxxxbXSFXsyIS8Hn53cXRLpyN9BcOS9B0ksAdcQXDNwk6E5l9djttuMFovZ6530+Y7zmzZkpm/icTbyuFto9IwjR0ta2qqb+NXVNTU19Y0Ngs72nsEBkUatHh8bnZ6eNhqNS72KtRCZ2GwGq9M643YqHM7/e+Dghpzs9Tz2k1zmpgP5Ww/sf4rH237m3C8PP7eelrWJy9rEYT/DYOScOnGlpfmqgH9B0PyveQd+TGdtZDE3sRlbMtPZFy/UDAzWtbaVV1Vevl7+TuXNv2NxSDJ5gsfdlJ+3hcP+5/z8Gz19lfzmirbW7Dde/7ucnGdycn7MZT+Ty93MpG9lMrcy2Vvo7J+w83+Rf/hfn3vxf15+5Uh1VefIcI9K2SsRKzVo0lIAtqWXA09CggQpRBX3IYAHsgBNkSwRW1Gcce/CZOLDae1eoAg/jpkgLME84XQ7gx63x2YN+txBnyvscUTdNsJjJvw2wmUlPO55hydk84RcaKESjy9ABl48XuiQCzcNTOCDY163E9z3hWCYcDuJ8aGR114EL99I32GnPevKedaV9awza7s7e6cna6cnc0eAttexb4eTnTHJ2dfNo1mbGwwK9czEjBVN1mCzuRwONP0Xpgtki2PHsMEGjRmj9m6JcuSRYA+fgs4gp/v1291uq9NhMZtnpmaGh4Zlcnn/wEB7e0ezoLmNzx9obh4XNBmvXlKzsudYGZO0PYp8GtHfRjitXrstiG/vgh/w9/1hBGfwxJ+VKPr4SAWDIegSbHEyvC8UDAJDzYTn5QSxs1743dONj1zpf7BY/kC5KqFgMAXlWuDBTndrcLI4sUySVCxJLBAnXhUCnCSeaU08Vp/81vXVrxQ9kH/2i+mHX2rs6tfNqsb1Pv+t5RRJgS8I/xChuYQBCtEGZZ7geYRVMrlYrpCoNYp5QBE0rAtctQhgSQgc/oUoOOposi7wtPFUwkMEcdZH/NGp6i8U9SRdlySUipJLxQASKYXC1cXSZJRCgwgE9RljyRKZLO1iAzBTkpkn5Ki2xZgJGKIaaPOB4oGvnG/8eUFjcxRl4Tvhxc4veMNhFMOJAIWEouHgPBrGBSABNYBecTL5fRKJBMtE1B9JXHHFtbL16ZLJUlPYif8wkWhC2i3Z8YpycL3FYTfDnsdt9Xim3Z5Bs+VfDx5cs2/f1rzcNTnZf81mnaquqRK01NTV11bV1NU0NPPbensGZVL5yMiwTjdhNFJhAardGAuN5rJaDTanbcrl6Jqd25yatonNWpvLfTKX+zibuY7F2kpnXhRJ32zk/58Xn99Iz96Yy13HoP2Cy6adPHGmpvZsdd0b5Td/88obT9Fpm9mMZ9jsn2Rmv1RQcr21o6z65rUbFcdvVv3bwcMbmcx1ebk/YjHX8bgb2aynMzPLuvtutLSXNTSUNAt2PPf8jtdf3/722//+3HP//corv37p5V+/9MpvXnl975FjuZeuvn2j+oqg5UZb+43GxkZBc3t7u1gslslkCqVKp5+anZ0jx7lhJEEiiYJEi08mgAeyAO2QLBFbUZxx7wJ8WDSUR+J3owwTl8/jAEBBkQ6nx2Gd97kCdgPhthCmGWJME1UOOHv4UekgMTFOWGyE3b3g9gY9Phc6G2WoIC8dje6CxmHf5XU7Qj53wOmadzgJh2VhoEuSkzqXs9tO2+bK+Z03a5snc7sza4cre6c7G8VMfNm7nft22HN2TTP3StgZpopiq0xpnTbZzDY0sYLbicMzJICQjLFIJnhD1i5WUKIceSTYw8fRGSjG4vH5nT6v3e2Cxo1zhsmJCfCShUJhd3d3S2trs0DQ0tioam0x1dcMvfrCOD1jjpGuoe2eOf0WYZwK280BtwMeFpDM6wdIwQu2LLPRXGR3wE8OBUJ+tw/cUXsgNEEQxS7iL45d/+Or3Q+VgsON/PJkHCL4BGSCHPdiWWIBgpOEy/2J5zuTTgmSj9Ykv1b8hecufjX7hePd4sFx3YhuZj6KxmaR/h/8awvOMWyhk1qtVqFQ4DFdi8vDa5QqtUyjVQCcDA1rUG4J8qrRPMLQQARHUYBM5sH3j6KcEx1BnLOE/+Tk9S8WtKeUC5PLRWja36LB1cViRCaFgBZAGot22yOgJU3wsidoDBgaskWmzpPnIE7DARM8DAyZOLlE+KWi3h+cr+PJp9QEYZ0n3NF5IJMACpug+AgmkwBsEZmgSbriZPL7JBIJlomQSxJXXHGteN2BTDBKxFKUD39nkUACbhLc10rCCbrGZrdZrWAOp9NgMZucDpPHPWW3GRYWniurWLt771YODwDgKXrO3qNHKjs7avlNNTW19TV1gobmno5e8aBUrVSPjY1OzUyRZEI+F3nLmMqOFn+3W40W85Tbc12lXrM3dSOP92Qe78n8vLV5eVt4ef/26hunWzqO1za+UnXzl/vz1tNpm3icTUzaj2nZmcdPHL1Rc7668c2Syv96+eWn4VAO4xk65xd07jvXq67zm4qrq07duJn6zrsbs7PX5/IAddZw2Vvycjdn7Hur4mZlW2d5Q0Nxbc2V2rp3S8tOXL95vKLyncLC46WlZyorz964cam65uKNmxcrrl8ur7hWWn4TXlEjv0nQ3NbZPSCWyhSa0bHJ6ekZo9FIvpwlILlPMrldFEzETiRjfGItYgma89bnRjgBgOHAc3aB8+6ym6MuM2GfISbU5rKCsbdf1r7A0RygqXOZurdec96sQHP+WufmfU5w0MHL9/gC0Bjy+92eoMeDcsQ9zgW/h3A4CKuVmNX7bpQO01KdzDRXzjZv9rO+fdu9+3a4AUtoO1207c7sba7MHY592+3Z2+foO4c4aROn3vapVbbpObsZkBwFslAXEfSQnUcGTIWCPrdXeT3YIb+jwFfH6erQST902Of2+xxu9BEDkU7rp0aHRwBOBgYH2jraBc0CoJPuxvqJVr6+6IqGy9DR0qdY6eq8nEAXn3BZom47SndBY6SoB6du8umLBI+PFYqU+NGyM8FAJOSLuL0RcwQtBvJvNcJvXWx9tGhwVZmUHJGF8jFKxLd77R9vOKqQXCpNKZEnFkqTEQOIky71JZ1tTzhWn/JO5QMvXvo686V3O/okuintmI4kkyWXC/xj2MKzaDQaNRYwCWlKpUytUWiHVCoNwIlsdGw8Gpmfj0ThGrgEeddQRnEUIjq/ECLQAoiXDK7Hjhb88UX+w0V9D1ZIkspESSXClBLx6lJZSrE8CS3uTsZDbgMP0hB7AJOQhoMnVEL84gnIUCY9kElKmeQLxQNfu9axuUBQaQ3PEYQ9uuCPRoNRlFgC7j4OmyAyQWkn5JKLsVCcTD4bkUiwTIT/SuKKK66Vrs+fTPBMXFab3bJIJoAlwCWoGjwncJDNNpvZ5Zp22Kfc7v7Z2Z9kZj/DzV1HZz7D5f49l32ls62mqx289Orq6sb6xvbmjoGeQaVMOTw0rJ/Wzxo+pSm5lgS9Rd02W2w6p/sdvmDtvn1ruRzAkify83/IZK1nc/+Sk5t5/NTR6rpXy8peqCj/Ww5nQ1bWJjZzC4sB5fQjx94uKj9ZWf1WddU/5+U+w2BtpbOfzmb+7uXXS1parlXdPFN5I+/CpS1ZWRt53Cc5rDU8tN7iUzn0A5cLy9s6KxrqS29Wni8qKrxRVVBZdaXsekF5RUF5+ZXSkktFhVeKiy5du3bx6tVLV64WFhYXFZVcv3GzqrautrGps7cfyESjGfn9IhPSG79PkYnviEzwHlrF3e1zOFFNxG0n3GZiQtV1mCOkpQ9l7xnL2mZk7TXR03T0DCkrU/LG88SkinDMRT0OQJGQ2zfv9hMuN+F0EHYrYTEQVgNhmiWmdAu9XbaSK3JezhQ91Y4iJNs9mc8Clvgydzqztjtztrtp21052z05u8DctB1m2vYRsDcPEePDDv2U22xxO5woPx+Tx2Kox4uwxL20IuQtI933OwqjCU4P8VMxF3iT8HHbrDbjnGFifEKj0YrE4i4ybNIi6BA0ivh1tu5WzWsvDbOyJ7J3j7LSZa8dImbGCLfN57Rj0gEAQAEZ3PZnIYo8PlZBNLOxC5ApGPH7oxb/wiRBHBux/q/TtV8q6HmwVAQ0klQhTyxHGSPYBb8NPD7WFskELZ2O8s6laBLhywNJ57tSzrQ+eKz2wZcu/zH75YsiuWRyQjUyhvLecYYI6XWR7hf8UZBJJkq0RPziIow4ZqJQSRUqmRqlncj1k7qFaBQMaGQeHOyFBWTgZ88vhAnCQhA1Jsevrwt+eKr6y2cFjxQPrC4XJ5UJk0rFKSUInJJKAEtUKI0EzREsxyO7MG+gSAiQCbneIjwOVUnOL0wNAEOFxam9ikUPlEoeKuz/1tnG9FaFHM8P5otgLAEGwVs8dzBJJqTFQHEy+WxEfieXibBPEldcca10vZ9MMErEUth9/1ChlBKnFWyRTNAswUAmKIiCR3MZjSabwzVrtc1AORqhHTu6JZv2JI35TN7+jekZhwuvVfZ03mhpKK+urGtsEAhau7v6pGL5kHZoYnJiZm7WaDZabdRDUbeMqaBRFNmx2iwmu97mzi8uXpOVuRYQApHJgTX7Dz7OZG7mAGlk7Xr77ZeKil4rLH61uPxXvP1b6YytPO5GWs5PaDkZR4+9WlJy9GbFOzU3/vXwoR8zWVuZrGeysvZfOFfcLLhYXfNyYdHPWezNHM46HgfIZCOP9wyTvf2VN4pbOm40NZaUl14rLCgqLr56rfDCpctQAgq5dO3q+csXLlw+f+7C2fPnz1+4cPHixUtXr10rLiupqqvmNwu6e3rALwIjU02W3g+8c3BbSaiIiTBQxEYYK+5bKDcEJb4DnFD7bh/KNQHG8PsJs4HQyCXP7R/l0vS0vRbmXhtzjylrmz1n19y+bbPsdAU7TfbOc4ROTThMmEZchNlO6PWEVkmIe4guvr3gvOpwXm/GbtG+XaOc9NHs7XZ2miNrpytrmztzmzt7B5qSK2ebI/tZXLPdk7XTmfGsa9+ztpxtesb2qbcPEkphcFrvN1u8dqfX5fG4AEjw/F9un99NLiLiocyLDAVvUMzkzoSABnH5A3A1PDAafoVmN8ZU4/K4HC6LyTozMzc2PqlSa4UiMXwrWloErYLG7uZ6bWuDq7m2k54+m0sfz94jou0N86sI48yC2x304GbJKQA+EzKhqOOuhOdOCwbcoaAzGJpeIOq9xD8Ut337cvOjpQMJBX2rrisS0GglNGxpdYUCRwzu1rDvLkbOPQ5EoJFRRaLkAmHypZ6HLvWkvH3za68X//R4sTRC9A9rxWr1rMFI4gT8U0tuwT8eGxtTKBS3kwkUSTKRKyWaYZVYKhzSKBVoKUZ1dD4ErjVcGCEWwFATUJ4ntPqZttGJm7PO31YLHz/f8qULbV8oHUgpFyZVoPx1NFJriUxwdvvtZIKzTSgySSyF3cVZhtHTUQEWOIc0KAPqPFwm//rl7sdP112zo4FkPqAjDCIhlG0SxfN1kSARGywBxcnksxHFBMtD+NsdV1xxrXQtCzKxOeHGACc22CXJBIoWiwXwxOl0max2i8c/6w+U9vT8gkbbwuZuydu/ITvnX/bnV4kGK1v45bU3b9RXN/D5rW0dPf0DMoVydHRkakpvAKyxmJd6AD43VboboY4s/UJGVeC6xbLT7nCarVa4jWHGpLO6eNcK1mVnAT88nsv7IYf3RF7+kzzuOg57E5P+cw5r+yuvvFFS9m7p9eevFP7vg4c202mb2MxnuJyf0mlpx949WV99qr76CL/pnw8c2JSd/RM6Lfv40cK2lqv19W8UFf9zfv4WNnt9LhetlsjhbKYx/m/+ofKe/rL6uorKirKS4oIrl69cunT18pXLl65cunz5wqWLZ8+fOXf+9LlzZ86fO3vxAlRcvHL1CmBMxY2Khqb63t4euUw2NkLNELD0SS1bMsEUcWeRQQMUTFhcnAQM6hbjDFQVeeLiyfgcXIGSTdDUv94okMbclP7aBRUzayZzjz1njyNrhyN7hz1rm5+915b1rI22U8/YJeOl+asLiXEVMaIhBgZ9dfWmK5fH33lNlJ/Tn7NLRds7SkubZmfOsDP07DQ9c89czm4bbbcza5sne5srZ7s9e5s9+1lH5m/d+571Ze50ZWx37dvmy97hyNk+Q/vd2MEsZ1URMTlCzM0uWGwhh8vnQiuwAJOEnJ6ow4VwyGEjHFbCiRaVj7qdIZS9D6xAEgJsKSN/oUAJSSbwhEtkgqIuaHUWu81hMJomdfqh4RGpVN7fP9DZ0dEiaOpoaRrg1851NatPvK2h7ZuhZ4wwU1Uv5hJjWsLtCtpcQW/A7bIvQzKBJwxHIu6g1xb2m+bnNQSRK537kzP1X7rcurqo74EKGZpXF8+uu6octqJ7JhNw4sG5J7PGoaZYlARkcrkv5Uz7V880/9HLV1ldqgmCmHbZhXK5QqWZmp4NhiLIvyYWfMHA6MSEXKNVDo/KtUMAJUq1UqWSy+VilVKq1iiUACcqqVqrhF2VUqJUScYnhsHzB/8xNB8FMoFGoDH91JRUqRQPDXdOzpXNBP6rWvT9c/xHrnatLhtMrpAkQ1cRmQB4oBXiF8kEkAM4BA3ZosgEGTzUncgEoAtfQl1YIl1VLP9SseRrpwW/LO+R4RmE/dEoIpPwPBhACiaSxd+xUGzIJBKdh/8i8N/tZIJwBW2WjNRSYSWJYoLlIcoriSuuuFa23kMmJEvcp0gH964FF6BJg61Oh9XptCFfn5LZaoEykInZ5pxz+6VGS8aJk1uyc7bm7X8im/YzBuOlspLqrs6apsYKAJOGxpbWts7uHqFCqhrR6nQThtkZo8m8tJLg3Qtcc+SdO8BAcDVe6w4KaDV6qIBfCKTQcDOb02ZzmS12o8mqm5weM1jerGnYlEXbwOU8kcd98kD+Y7m8jQcOrs/NXctmbQUCYdD/5+WXj9ysOlJ547nS0n/MzX2aw9nAYm1ls37MyMk+c/JyV/vVzo7zHR2/zOX9LCsz8913itrbihv5xyuu//vzh7aw6Chmkstbx+NtYbL/NodR1NVTXFdXdqOytLQEyOTq5ctAIBfhvwsXziOdAyOLUHP16tXikpLKG5V19XWtrS39/f1KpXJifJycUpn84ODBSZYgoeITi2SJGIokkDsLx0CCXl8QLVPiCHqdfq/T5bRBLzxoJQ+EIk48+xZe/tDvRRP9+nwYUfDlKMMEECXg9cxbDIRCqHrt0BgjzU5PdWft8WbudmXucOXscNJ3WLN+ZwU4Ye0ez9mm359tP/LyzCuHh3NZanqmJitthJ4+zskYY6XqmBnjzHQtM1XOTBWz902/fGCSnWmg73Hm7PCgOMmzgCiunG3u7O3erB2efTvcmbvcWbucWdttOdtM9O2TjJ3jh5gzp98metsJwwzhsM97PBGPJ+pyEQ4nYbcRc9OEUuzvbSOG5GjkmMNCeF1o7fkAvABvIOCHTw9NSoXJxIuGXVGGsuD9PjgB7fkQicF7hU/cYrHOGQwTE5PwfRAOinq7+9pa2tqaBR2NtaqWJiu/TrOfN8nImOKkSZh7LDeKCdMcINM8eNluN9wHjQ5bFEkRMRfFHHehoD8QhvOhTxG/eT6sIwhBmNhwsfHrlzoeLexfXSJKLpWC241HMYFTvuim37Whk8ulieXypDJVUpkaOfElaFX4lCuDD17s/dqJxg3HK8qsIQNBhAhiQqeXy9VK9Yh6GP7MptUTo8rRkUGlSjyuE45P1fWJ5ZNTyhEtSnxXSbRqlGciU0qVWqVSq1Br5Bq1HOfJS3R6Hbjn5MzBkYXorHEWTlOoFZqRoT6Ntk1nKJr1/uPNwa+fb/5CYV9SieiB66qEIklKOQKPlHJlQjE8ozL5uiahRJZUDpSCnwLjB0ll+CWg93DrEFXGZLK4Uv6qYukj1wa+f7r+yJh1jCDMACEITubD/igRJkI+oJRoAOiEYoIY6H6xBISScwh4d9ArlK8fQfhBLABKhefhCHBedB5sProA58DJqLzCRDHB8hDllcQVV1wrW587mSDBNYAlVqfL5nBh1x8BC3iXFpvVZDLbXF69w3O1revHmVmbWOwNvPyNbO5/vfF6UX9vBb+pqrauoZHf0NDU0dHVPzgo0yi148NTUzqTwYAmXf2kZOJyIFsiEyjgXwBOLrsdnF5wfj12u9tqdWIysUzPzA3NGY/U8zemZ65nMdfmcx/P5Ww4fPAJNntzXv7m3Nz1DAYQyE/otJ1vvn6iseGd6qpXb95EY7To9C0c1k/yeD+h5eScPVvY01vS01cwMPCvTMaOgwev1DdUNDWfr6r5zasvbWHmAJk8mctbC2TC5vwNnXmxtb20iV9RXVVaVlpw7cq1K1cuX7yIuIQiEwQkl7EQlhQXV1RU1NTU8Pn87u5uiUSi1QLC6cjV8eGDox48FqJ4InYiIeKDAiYJ+D0+uwVlnJvNhNM2bzNGvQ6/x4mjJQhCPG7AEmQoYxt8aWR+fBQ1AFji8mG4sVkJu5nobxfzsqfYaQ46mjLLvW+nJ2sHsISDhsjBlvWsed9vTbBl7pmm75nI2TPJStdxsya5NC0jQ8ZIFTPT+mhpk2+/bCs8Q7RUEaJuoqt57shrmpy9RtouB46ZOLOedWcjMoGWPVk7vbQ99uwdpuztBvrOafquKXaqjp2uZqZL9zNGTr+LwjI2MxpjZjMRU5PWups9z+dJXsgVH2L1H2QK33jeLqhDfOK2B5yOEFoM0g0MgskEOCSAAyaU3kcOsAvPDx8WfPQmk2lqagq+D3KZXNgv6mzvFvD5na3NffwGXXOj6eI5LTt7krlnhL1X8WIuIewmnM6oC626uOzIJBCIhsIIzyJBXTgsJYjUFtkPLrY8cq3/wWLhqhJqDcHkEjBwyj8ZmcgTwekvUy+SiTSpULLqqvALF3q//Fbl/1feBje1EOCrI7P7o+IJg3DK0qef7dbpe3Qzg0Ybf9Lw7EvvrP2PbZda+8T6KbEW6EWuJtNL1ErVkFqukiuVMsASrQbIRKpQKiZ1OvCq4d9roBSxVKTAGSlwjmJI2z8yVjdjz9fa4DG/VNj/APSwSJJcBliChqulVCD8SIAOV6gSSqCME+Jve6KPNswnUpyZo4QnfbBE9sdXuv6xrKPBT8yip/OHQtGF4DwRWIAtcARaIv5TMBTyoAxPWnbXNg9bIJIgWqM+HAmBIx5EAawwAZj3HjJBWILOx6O/VpQoJlgeIp2SuOKKa4XrFplgrIiBKAf/roWiJHbk9AOWOMHptzndUEJDusxmixE8J7PDqZqaS33ptS0ZGZs4nCc53CcZzF+9/PKZttaipqby6hpBW7tA0NLf1y+TyrTDQxO6SfC2LWaz7d57g853uoCKbOCxgaEquxMZ9BAqPVan22xDmTG4jy4yI0Y/NTUyMSkaGz/Gb16flr6JzVyXy34yj/sEl72Jx/3VO+/87YEDP2azNzEZm5n0n9Cyn33zteONDaf5TUca6v/t0MGNGembGcynOLxNGVmp7xwr7umvFUsq2jtePHbyBr+lmt9aUN+068jbG3Iy13I5a/Ly1ubygNB+TmOcqK2/0dJaXV9XeaOyrLS4uLCw4Oq1K5evgABFQAUFBQAkpaWl5eXlN2/erK+vb2lpASwRi8VqtXpsbGxmZga8Uvj00XPHKGACInEiVkIE8SFC6SJOC2E3EXLZ3PXr9uYmQjcGgBH2oLFLKMUdpZN4XR4ASWATr9+FsjVQiIRkEmQ+pxcvkmh3EBbzQkeLIpc+w0kz03bYwLKedeVsc2Y/66Bts2dvQyO7Mnd46ammzJ0T2TtHOOkSbproIF322vOj50/ZGm6Exb2EcZqwzM5PDQUn1c4hmbG3bba8SH44b4KVYaTttEBT2XhVk5xtruwdACrW7N+YGdtmWHsmOBnj+fRhXvYwMwPRDiddy9w7mLPXeuEEMdhFdAlGXtovy9ml46XrWLv1nD0TzD1jrDQJPVV75BViTE24LGFyKRW/1x8ELAEoQbP6okjJewUePFmAFwivFz53+AIYUNhkYnhoWCqW9XT3NTU3t7Q1tzc3qlr4tsZa7cuHh3J2zXLTVYw9cxeOE3NTBPCP24UA51MmExI57l7QCeiWNRjUE8Q1B/Gjkze/eqnzwSLRqhJxMl6mI7lUllIiR5NrLS3xcdeGz5eTCxSSo7kSSyQpRdIHrwm/eLn3O+/eOKI1TBCEjSB8BOEiiM5J49Op3H947t2s0gZWdWtWRdNfP3/kq79O/8Zvsr/1m+xv/vvOtxo7uvWz4tFxxdCQWCFXaTUyhVKt1gCtKOUSNKYLUYpSLlfq9frR0VG5QqYdApKRyeTikSGNXKka0I406MyvjLsfu9L68KVONFdYoXQVgBNOg0kqlyZdlyZcFydUwLMrcPLJPZEJkJsksQLNZpZSJocn/dLV/h+caWD0jw8RhBOtAUmgiYz9ASIYmg8FI6EAGt0VC1sIR8HQIpN4S1kUT1YWjdyLQWsBIhpCUxvjMA9wSCgEtIOmPlsIRxbCaDgasEkUcQwqUD77yhDFBMtDlFcSV1xxrWwtFzLBg6UAS1xum9Njc7hRsMPicFhNJuOc2aJ3uE/VNTydkbGBQX+Sw9mUn79uX0bGqZMFLa3Xm/jVjfyunl6xUKRVqSfGx1HihMFotVjIHHrqNncn1BeMJaTBLo6SwBbFRgBLbG4f4hNEJsjgrZmt5slp/YhOJ9Hprg4ObMnM2MJhrieDG3m5mzjsf3/rLV5Z2T/l5W/JyflJbu5WBu1vuOzUo0eO1tdebGt+8+aNfz98+Md05kYWdwOd/TMak37qzM1BoUAo5Hf3NbR01Da1ljS1pB0/viYzYy2X+2Ru3prc3E1s9s+yaW9fv1Hb2dXA59fW1dy4cb2ivLysBDAEqQyroqLixo0b1dXVwCR8Pr+9vb2vr0+Cl8YHLJmamjIajTEPmIBIooiVSAi5o/weF+F3zk8MKd5+o49J72Dl6K5dJKZ1hMPmR93wIkJxoyXd0bIlLrff6fHj7BL4WcISJ0op94fcXmLOsNDRpjnIm6TvBTJxMHcCkDizfufO3uaib0eUQtvlyNltz9mrz94z8+p+y5Xj3sbyYK+AGFEThmnCaliwGmwzU8Zp3fTkkH5cPayWqHo7xhrrZSeOyg+wxjjpU4xdxpxtNtp2aNmRs91G325ib5/k7lblZ4++9aKt6LLh8tmhVw4rc3M0tB2AH3rWXkXGNiUncziPNknfbaTvsDG3W3J+C30zZ/3OydhtZqcp6XuHj79BWGbCTmsk4AdUQGQS8ATQqo93IJMlAUvAm4DPC7758DWAP5zJiUmlXNnX09fW2dHY3NTSwh9sbppu5RuLLo1xM+cYuydytivysqKiHsJuieAhcsuKTODs0Py8PRieDUXRTMHV/X98lv+lQiH468l4mY6lOX9TUBoGGqT0Pl/8o43CkjKcZIKulSaWiFOKJA8VDD58qulHx673EYQBM4mbQOsSvlbf9Z0dzC/v5D74m+wHfpu9+nc5if+d9aX0Qw/u4H15z/5Hfp31J9uyX6xpaR+fFo5NijRq5ZBWrlTjxHiZWglkItFqlRqNFsikra0N/n5lciATjUwpQ6O5tGqxWtMzNlVv8u1qVX3vTN2XrvU8WCJdXSxLuCZKLsPdKxMnXxcnVggTK8QppYrkeyeTxAogE0lCiRitl1+IGOyb13q2XKhrtIU8BLHg8xMeN+GyEy4b4XEQHidaXdTtumsjz7+TuRzIlgq3DO71YWa7gznMhBtvvQ4i5CMQpaAJ0yJorFeECIMhMkGYQiakxMnk8xPllcQVV1wrWxSZkFARE5Eu/r3pvWRCxUysJiATNOuV1Tbr8rQPjz775hub6TkbcnlruJz1TPpP6bQLQCat7XWtbZ29vUq5YnxkVK/Tz83O2i1WIArS26ZucXeC3ttQxgsev4WwBDDFCVvgFacLiMlltjnMOFUfXpnJbpu1mqfNhknDjHpirG9kqFDY/9S+tC0sxnoe93Eeb01+3no282/z816vqTlcVPwv+Qc2Z+zbymA8w2b9FZux59g759sEF5qbjlRX/Wr//jVZ2Rt5uVvZ3I17U2knT/KVSkHfQHNHT01jcym/Nf3kiY00ePa8J3PzEZlwOH9Jox+5Wd3Y09vS3i5o5jc01NXV1gKEVFVVwbampqa2thaApKmpqbW1FXya3t5ekUgkk8kAS8bHxwFLZmdn3xcwiYkonoiRMIB8qALguDgshEYm4tBHaPsmeXRpLt0tqCMshqjT6YFnQhPvorUKAUiATHwuHEPBue+YTPwOj9+Opgz2eO1OYs4Y7elWPXdwPCfNhgZZbUN56ploTi171m+t2b9z0HeaabsmMneOP8+L9jSh6YPNU2HDdGBG79JP2PRjlunJqYkJ/eTk+KhWLh2UiAd621p6a2oHiwt733lZ/AJHnZc1ztpjoKPgiTVnm4GxY5S9W3aQ1n/klZ7zpyXl5eN8vrFDYKwtHTn2fD/t2THO3hluBpCSjrZnlrbDzNhuzP6NlfY7J32Hh7nbnv2shbZjjpUuYu7zdLaC3xZFY7gC3oAbzO8F5MKJJh8uwAl4yfDpw9fAYDDAn8+wZkg8KOzv6+1ob2ttFvQImtSCeregZuIAfY62w8jcNcRK1QAImWYJhyPg9sBdPiUmIUUxx93JHwh6gyH7PJo/6qh29odnar58teehYhnmEDQzVRJ46qUSIJNktNwHpot789TlVO47ulCWVI4mEU4qEj58tefrp+p+Vdk1ghdoD2E40S4Qv3r97Je3s1bv4j2UcWBVal5yan5y6v6U1AMPpB5M2ZX34A7uV3ayvr895+X69u4Zo2RyXKSWy1RKYA+1Bv5OxRqVZFirkisUXd09zS0t8Lfc29cvUyiVGq1EqRSrVX1jE01zDlarFKDoq6cbHrrStbpo4JEyKVoJvhwtJZlYMphSLkoux09dLE8uQmuYvO+hPsKATFIq4ZFFSWi2AGlymXJ1qfSha91/fq42t6GvS6zSNzf76qsiDTfDtdcjTdW+2spgw817sRuhxpuhRti+34INleSWLCyV4ZIPMfLo+w31rf5GqLbS01Dl7u8k3HYiFAQXOLIAfBIloigUQ47pIod1rTRRTLA8RHklccUV18oWIhMKKWIk0sW/e8EF2BCZoLxlmxPHKNDsXA6XzWA06GdmRqdnR2yON6urfs5ibmCz1ufx1nNYT9HpO15/42b/oKCvv08o1Go0uomJ2ZkZk8HotNpdiC3Itu9BcLbNaQeDItrYUH4JcIjF7gBosjhdFqfb4vZY3G6j2zXndRv8njGzYWRuRj4y3KNWlYsH/veB3K2ITHiP8fKezN+/jsP+MYv+YlnJ2xUVb1ZW/ceB537GZD/NYgFi/RWHmXbsnaL+nsutzScF/L/mcjYyGBsYzJ9yeT+n0w5eucwXiutbOmr5bcX8lh3vHtnEZK7l5D7BRTGT9SzWX9EZZ5oEQC9dPb3d3V2dHUAf7S2trS0tsGkl/w9rZycgW+/AwAAwiUKhQMuXjIxMTEzMzKA1TMiVXsgHp6jivkXiRAxFIciHKIj+t6sjKu4X0dJnmRlT2btGWelDb79EDCkIpz3s9XrdTrfL6XPi4Ag1uguHUdCEXT6XN+BcJBOb0RKYmSPU6skzpzS0TENOqjVnhz3rd86sbTjPZJudtt2Ss1OXs1vN3me4esarFs2NqfXjo1OTk6apKaNeN6sf1+vGRkdH0WIVKoVosK+vt1vQ2FBfebOhsLD53Ik2wI+X88UHGCO8fVNMxCfTzN2q3MzBVw/xTx6tu3pVUFnV08RX93RMDbSFJR3R1pvyQ0w1Y+8MI9VC322lbwcmsdGf9bB32TOfdWRuc2Rvs2ZtM+fsHmZlDbzxKmGzBa22YBDNm4XJxIPGNn0cmcCrgA8OvgPwfYA/n8mxcZVcJhzo6+nqaOML+hqbhgUNs+XXxvOyrKw9Tm6anp3WlrM32NNO2O1hNEHv8iITpzdgWSB6PPP/Xlj/g8uCR0uESQWiVeUqvNa7GC1HWApuOpq6CgMGZowPeOQfZh9CJoOPXm7/9pGys+awniD8OMPEShA1s67v7OZ8MW1/0t78xNT9CXvzEzIOJ6QfStiVl7j3QEra4QfAduZ+ZSf7m/+d+nZrX8/MrHB8VKRRK7RqFRqohchEqRD3D/QJ0F91W3dXT2NjU2d3r1I7IhsZHxifbJ2zHu5R/ejlC985XvVHl1sfvST4alH7g6drvlLQuepq1wOlolVo7UVRSgnAGOCZLBmPYXvfQ32E4bwaGZpkGT2yMqlMtapUtrqw9wcXGv7l7csvvn6s6YXDily6ipWhZWVoOJkqdiZs78X2aTgZGu4dTM1OXyprefvAUBlORpfcydCZcMl7TMvJGGLvG+VmDzH3qfIYrVwaMaQkvO75UDA6H47OA56gWQUWyQQKCysNTigmWB6ivJK44oprZSuB4onYifR071KIAHCCOZlcDnCCMuAxEZjtZjCLzWo0madmjeKh0V6dftsbr29hMdehqXg5W1isv8ymvX2jqkuukKlUwyPD09NTc3MGi8mK8OYWmdxDl+xAIkBFFJ4AHaFJw2wet83nsQcClkDAHAiaQmGdz6u226Rmo8JqHnLYx+12zcRkl1Ra2tux/a1XN+Rkr+Hy1h44DGTyBJv5Yy6Tfvr4yRuVJ8oqT1Y1/Asv/8d05lY2eyOD/hMmfee7b51v5V9qFZxua/nf+XlP0WhbGIynmbT/78XnL9TWN/cO1rZ2Xqpv+o+XX97AYq3l5D3OyVuXv58kk8KevlahqH9wUCwUioWDYrFoUCgcGBwQCoWAImKxWCaTKZVKtVqt1WrHxsZ0Ot309DSZ8m6xWJY+rFgFTCiYiJ0wfdxB1GG32+9yLjhsxIhqkJUBvr6ZvUdH3yGh77aVXyUMMxGnI4iyTIA8PAEXyojweAFLyLAJ7PigAacLDc+zu9zwSqxT077xMZugaei5Q+P0fbOM3Sb6NiPtWQt9u52xy0rbbaCljbCyNG+9NNtYpZcMauB7p1SPDI2OqYeGlWg9b7lKLlUq4BMZACjpaGvmN9bX1lZdv1leUFx5+fL1U8dvvPtmwxsv9ryYp8inTTJSJ5hpQh697ZUXqk4cL714ue5GdVNtfaegcUjUr5cOBodVhH7Meu3CGCPNRtvpynnWse+/XVm/dWb+NsDY60IrNu5w5Owy5+yZYGc30bKJ6ekFqzWEAyFoefrb898/XO8Nm8zp9brhYY1EOigcAK5qldQ2Tl6v0Lz2/CQr1ZSzzYpoKlUOzuiZ44TdBq9vuZFJMEIYo0TJmOnHx4q+fUXwcLkwqViMKAIQokyUiEyciBYkkeEl0u91dNPSaC6STORoeFhR/5fON607WtxDECaCCBDzQCZQ4NV3f2k3d9Ue3qqMg0nph5Iznk/Z92JyxgvJGc+BJew9lJL2/Ko9zz2y99DXdnL/6Nepz1UJembNwrFJsVojU8qHhlRqlbS7q6W5tamjq6O5pbWrs7u9tY3PF/DbuvpHdM3TFl5jz/fzj33n7fIvvlv5lTPV3zhT9vCrJx4+/GYC84UvnLz5aHHfF0pEyYWiVShqBG8ARY3e90QfbdTzliiSSlQppZqEa5LkQvHDxcIfnGv8t6PFz73wZutB3ggzdYq+Z46+d5aZOsPYC4V7sT0Gxh4DUPoHbJa2a46++312x0rKGLvmGDvfZwb6LiP82WbtNNL2TNFTh5hZspeeI6xmIhxEmSeITBCQIBqJk8kyEOWVxBVXXCtbnz+ZYCxBZILhBBnsWp12k91isJpm52YNc4aJCb1YqelUqi60tT2VnbUll7eeywXvfEtOzv+89FKTVCobHh6ZHJ+Zm0VzeVnsTjTVF0AGopN7JhM8kTFs4DKTy2n0ecyRkJlYEM/N8jXags7OY/V1+QVX9506sevI26nH3n2uuKSwo6tfrR1QKW/2d3EuntmQlbmWw3uCm/84L299ft56WuZ/HMw7W1t95Ub1pcraU3VN//3SKz9hsH6Wl7eVQftLFi3r5NFL7c0FHW1Ha6r/49Dhv6TTf8qg/5LNPlVZVdvRc6O180RN3d8f2L+GwVjLy3+Cm7d+//4tXO7f0Og3xdJ2sUQklaoUCq1KpR3SqjTgH6PlpTUaDdDIyMgIAMnExAQwyczMjMFgMMELeu8cwbAlC/cpEhViKwpEPiDqsBuNzpp3OYmJYePFExpwTVg7Z+nPjjF3CnOziGEluCALXo8fpZd4A56Ax+txkqkRKM0EkQlAisvltTvdNqfTYDRO6yYnlQqraHDq2hXV4XwZY894btoYe6cO53uM0dOHWDTF84fU1y5omxtEne3CwUGJVC6XKZRiuVIsk0gk/SJhZ29f/6Coq/3/Z+884No6z/0vwCNp0za9t7234972f0dX4pnRpCMdafbesWMzzR6SQIBY3nvF8bYxe2gCkhgSQoi9tTcbARLaW2zs83/fc2TXSdM2acht8gm/PD4+OkjnvGfIeb487/M8HUI+Xyhoqq+ro1LplEpqaWFx8dVrpZcvMi68zzt5uHc/eTg9cTQjWbw/S3DyaM31a5SSUnolvaG2oU3Y3NfVoZLIptTa2eEhC6dqOCvFig/3pIQupEb48KFzqVGuxDBvyh4/McaRHGlNiZ7MJHRmpiMqJeJwzLpc4ByBl+73+aCz/vf00bDJjGFsfEQzqJQM9Cjau3Sc+vHr19QZ+BlSrI0QYSfumUpP7CWlILIBxG6Z9bi/aGTi8s3ZbiF9C0gUr+/7N2o3lrfdUyULQpNMMCZBWw3C3h3/UMwEc9YBlgQshC7dUNnznWu1iS1SLZr7Po/cmkOQKQR5NO/sPXF59+AP4RL2bSCcCE48ios+AJbBiUeCkg4HJR0B6yEJR0NiDnw9bt83wtJ+EkdOo9bVDU+JTHa50dKn1bX39Ta3CxubecJWQUdnR7Oguaujs6Wts6G9t1Y+nNvQ/v/Sj33nwI37TlC++QHj36/Q7z967jv7j/zH3kPBien3nS79t/KOf6H031Pat7FSCuAEnn4VeuJ/cV5/zcCZBldpcFRwmppgimo9Q72BIv5WRe+D17k7j+dfPXa2L4ekJ0TBgB6A5NRoW3K4IyXCkfwx5kQNroM3/NnCnSlhwGCzoA+bEx/hJkRiS8zA+t0v/8LAj8L/wiI8+MhZUqw9KcwJKIgYr0hNXmwTwl5AS/O3VmDM5BYs0oU66SiffNUUYIIvhgJeyZrWtKavtlaHTFCv/h8R+CRGJnanExi2Ds3tsjjtZpvFZDJO6fXDg0MymaKtb4DT1//eiROPkkhbMzMfTCdtzyA9nko4V1urmjHpzWYDGjBxWB2AbIATCtNB/jqWeIBnjuai3FkHAgt0GICOPGa3x3bz5tCsv7C9lVxWGnru3NO5uduTEh8i4rfgUx5ISdqUStiSStySlPRCVjart79DLuf2d51kUH6Tnr6NnP1AetaW7L2byVkPkdJeyMk8V8Moq2aV06uLmOwbdbz4cx/8PpXwaErCr1KTX8ghn2LX0NrbKpuarrBrd+fufTImLi+/sLajp66jp6qzN6+88lFS6qZM0tbcvJ9nZG7JyX44nfRaTl6zWtclkyvVmonRsRHd4MT4+IReDwxocnJyamoK0IjRaDSbzQBIMCax2Wx3ZnAFzn2VFGCF1RMGIX9N4A1g/F6Xy293IGbTze429f6MidQoa1rEdFq4Im3PSP55xGxAnA6/3bk0uwDLvqH1uOa8kFGANw3bmHh8XvCcAAS12wzAIx8d1snk2q4uTUOtrOzGwLkjvYdIkn14aV6KOIfYvzdTdOqEKP96L5PeVsdua25saxd2drd3dLb3dff09/R1dfZ0dfd1dPS2t/W0CztamoSNDQ21HDadyaigUGC3mfzrRVeuUC9eqD15vOtA3iA5ZTgzqW9fetOZI9QrFyvLyhkV9NoqjoDLa28WinrEOonSrFbp2QxtLt5K2uNOCfcm7fbiw9z4UH/qHh9hjzspzJ0S6SbGTqQl8vAJiH4MsVnmXE6/2412NIHUEXDw/57AJQU30eF0WO02/aR+aESnloh0bW1TbNbIkf2TqfH2tBgHIdKC36PBx04UXEOMU4s2k9dtR9vPB/jh7pXPImwnn1bgg75ZCKFG/+LoClI04XiwgH1/meAeal8QTQxnc8E4CeQK2FWQiYVNYOjjI+743zCUTKQhVcogqhJHUYQwlOspoq+Xd/7gAqPavTKNppf4EcSFIL2upX+LztqYfCQo5QiOcByHP4VLPhVMOHPbTgcTTgbhj+MAnyQdCknYDxjmG3vI34kiPbb/7Itnrr189BzxRnlV9wCvq0fY2dHS1tzaJhAKm1qEbY3tvQ2yQVIl5//h992ffuLr+y5//eiN750t/rejF76/9/D/7Dv0fTzpvnjSd48V/L+ipm9frv+XorZ/ocs2UiXBNBHKZp+KTOQ4qiyYqQyB0+EUOIro/hr5v5e0/u5yTc6hc0xyjiI1aQa/x47f48bv8RKivIAc0NmPH2PJocBcmKEV6tzAAhW0w7ywWl3AwOMNtqP2Fzv5W4Z95CMW7oJfkD02PGyTaidET6YlDR4/hIyPIHOzyC0EsMnC/DL4H+Hi4iLMPIGQ8tWikwATfDGEOSVrWtOavuL655MJZg506tSdl8DgPC6recZomJwY16k1YpGkpaOL0955vr7hd6lpW4iEh/KyN5PTNxOSX9qbJxwdG7c7YIa61W4HZOJwAY/zzg4/RnDq2J/JBBbKhd1LwJrX6Z+dBmx0E5m5hZysqnqGlPZbIvEhPH4LIfXh7NzNZPJPSaQHsrK27N37U3ImWD6YnvFYatrF+oZunY7b23m1jvVMbu7W9MwtWbm/yMzelJ2zLSPjNyRiVmF+SU0Nvaqmmt1A5XCLGnhnqqtSrlx8PS/7jwkJr+DxpXX1bIGQ2SiorG+kCVpr2rpq2ztre/oqe/pfyM3bREjZnA3bLG7fu/eRfXnbkpMyrxe0KbW9MoVGpxsfG5/WT05PThkNhhmj0WQyARrBgASgCCYsoQieIyosTgL8e0gVqyGUJlZNGH78NYE3gPFDOV1Oq23WYEDGx6aLrg+mx0+lhJpJEfrMGEkO/lanELFabnq882B/Xp/H60dbmsC8cEAmMG7i8fpgWhMssDZlmBweHlRIpAMdXR28BiGjQlBwQXjxeMf7BztO7W87fVh49mTT5YuNxcUNdBq7mlnfUNvYxG1uaWoWNrW3tXa0d7S1dba3d7e1drUDE3a0ClqbeI31dbXM6ioKnVpeUVpaXFh843rl5Ut1Z890Hjmgy8YPZSX17E1tfv8o7frlyopyRiWNw2Tx6+uF/CZAPfI+yWBfn6mV30dOmiBFA9cK+HZ+UqQbOHD4CB/qCDqTw+ywlDCh/UA2MjG8aDHBmInHA0smg5PEPP1PoDtzuswWs8k8Mz42MiaXznS26a6cH85MMRNjHMC9S90znRqr25s539WxNDXpt5scDjPaQQUKY4M7kPBZhO3k0wp8EJyvw+N1LSyrTY5u361Q/sCPCuq/WdkVTBmAc5mAb01X4xgqHBO2cocJ8Riu/IVH/tcNTVZhygGZBFNUITTFhor+bxW1/KpS0LuCOBHEh2KJAUFSK+vvj8ndAPCDeAqXdjYo7QNc6ge4tAs4EmYfBKe/H0Q6jUs7iSMcxaUcDk46uD4e8snGaPL60JT7dif9+864hKsVXOUIp7WzuaNd2Nbc3N7Ka+/lSofSSmr+IzL1m0n7vkY+dU/u2W8fuvC9g2d/tPfYLw4c/WEy8Xuxyf8ajf9xzuk9nYMnbciObv33C4X3lXR+HfAYVYTm23zkpP6qoSQmw9GlwUwFOPdguuSb5V0P3OC9cabobNbeJkKSLiXGlBxpS4oEhOxJCUcbiX6Mge0+PDQAIXcIBBh4eWd7wACZwOQu7IMfYY9/xFz4SBch0oYPdaXBkIuJED2cgfcwKIjbhSwu3Vy6BfgEdnSExbmWFpcX18jkn6iAV7KmNa3pq61/nEw+4un+w8J2AeMbDph0DvxENAPe5QCIYbHMGAwTY2Malbp/YIDf0lrTJCht5JOu5/8qPW1LRtqDmaSHc7N+ER+bTaHoZ+cNNjiTy+l0w12hs8IcaNvGj9GHyQQIuGWAZICrZfTOTi2tlPR0/yGVsDk+9uF00iPkrG0ZWVsz8zaT9z6Qnffz7Nxf5OQ9kLvv51m54OWD5OzNySkxZ8/Wiwe43R3lgsbw9z/Ynpq+OSf3p1lZP8vN2ZST/VAacffJ4wXsGkoVk8GsoTNZdE59Jaeusp7LFAirhG1MvrCmgc+u51fXcuv4wobmtoa2Dv7AQHV/386jxx4hELZlpgMy2ZKTvSkzY1Mq4VeElBJBS+uAdECu0A4O6if0FpPZMmNywMQceF+wW4OtAN0dJ8F0Byewlc8usKvVUoA//rrA4cApgJOy22wz0waXYcarG0LEYu0+8hh+jyU92pgWNZQWM3TqIDIxgjjs8+CRcjlWlldcTg+EEz/siD6LVusCZOJw2i02MyCTQZ1OIpJ2tHZwG7isKhqrrKCm4FL1lXPMi2eZF8/RL51n3shnlBTTKJWANJgcFofbwG/iC5qaWltb29s7Wto72ju7umDopKuno7u7vau9pRX8tLa+rppdQ6uiVlBLS0puUPIv135wpv3oXm1O8nBWQt++tPbzJ2sKr9OpFCaNXsti8eo5Al5De3Nrd0u7qLVlolWgPHdclhprTIt2pUXa8bt8aRE+fIQ7MdRDCHemRRoIkdLU2DFaydLkqMs47bDb4OXxuNFZVjAH/u8Kc+vRC+u2O6xW8LWbGLdr1S5+nWxfxlhajDk10kwMM2XG6TKSDAVXF1Rq69iYdWbS6bSAj2CRGWwnKCP8c8gECNxa8GxY7fZpi73faKfOzD1ynf2d4pZ76OIQGkzjhmQC4USBg3W6xMGfMoaAmhQHdkWF1b3W0eQbS7u/fZUb3qYZQaMlc2ibRS2C/DQx55uJh0Pwp9eRzoVknA8hXwoiXwnOyQ/KuYHLvRGUez0k50pQ1nkc+Rwu8wwu7VQw8URw8tF1iYfWx+/dGJd7b2zefRGZ33gjLuYanS3W1Xf2NbS213f2Vg1okgtrvhuWel9c7sbkg/eQjvzr3pPfyzv2v/uO/2/W/v9IIvwwNunHCWnbM/YXD00qEESNIF0I8r4H+eGNxm9R+jbAusmfikxkWDMTCCd02UaG7N8Lmv/4ATVh7/EbxOS2xFBd4m5j4m5bEpypBcMgBBgMcf6FgY1obCQctvH5sAG6vmMQJABOwHlZkR5g+M9shEgXPhwOgBjqTgtzEnbbUyMNxFhVTjqiUSF+P3ITFg3GGsAjKyu3lsGLNTL5pynglaxpTWv6auszkQkQ5uxiXu8/Lug3QjKBTeBvm8tmt5rMxqnpsdFRtVrd29/fKGyu4fEq6+ovsdmvHtj3SHrqFnL6lhzy1sz0R/H49smpaY/fDJHEi+3U6XHb0Cz4j9FfkAlw1eEUMr9/euXWARr9cULK9vTUrVmZm7OztmTnPpCe9UB6zgMZeT8n527Zd/Dn5OxfZGZv23sAYMmD5KxfZpGfI2cwB3q4vZ205qbskvJfEtK2krMfyM39SU7Wg7mwyO/zubnvUyllVUx6VQ2NUU3n1NFr6xl13PJqVkkVi1bfSGE30Gt5zIbGar6AJWzliSUlrS2hJ45vT0r8ZU72tmzylizy9pzsR3OyH0kjvHFgX1Vbp6CjW6pQagd1+slJs8lsM1vAdUNjTx86aQgiH84kAd4/tvKR7Z9FGFR8dmHs8bcFDgfO0WazWSwWk3FmRK01aAYX1doZ2K08xZAWYyJEzJCih3IINjYTsZoXHZbFOT/Ak/nZedhUETjS4I/X53d5wLOCkcm0QT84qBUNiFtbOth19TQ6vaK0qKzgWuGViwWXLty4dPHGpUtF16+XFhdVADJh0KtqOXU8XrOguRWmJnd2dXd39fb29vcNDPSIB3ol/QOSfvB3f3dnV7OwhdfI58DgCaOSUkYtvFZ78VzbsX2a7KRhcjzs5n7pbH1pURWdxq6pqavl8Hm1An5Da7OgtampQ9Ao5tWOMiv792cOZyaCk7KlRjoAkCRHeFNjPBmxk6kRuowY9el9tu5m58TwzOSEyWxyuB1uGCLy/72iwQEBnx4s0bAJeCQcNtO0e3pqUaOayr+oIcXPkGLMhPCZtMgxcrzycI6T3zAtFk8MDZuMU3aHBXyXwB3B9gOEEULgxT8qbCefSgsLC+CDMCjm8ximp6anDVqDlTNkTOaJfpTf8I3Kno1UMWw+SFcBMkHTS2S3E+I/LZnIcFQJ2khevp4mvbeo/bsX2Hkqkx5BZm/dWkRz35s8K/8el/2t9LPrIJNcDMq+HJx3Hbf3RsihsqBD5UGHgZUFHyzC7b2Oy7uCy7mEyziPS3sfhz8VlHx8fcqRoPh9wXH710fvvW9P7rffTYm+XEmXDNUph6sUI3EFzH8PTf1Wwr4NSQfuJRy+j3jg37MO/O++Iz/PPvCjROKP4lN+FJ3wSHpeiWZkCmUkF4IAZKoDpJRf/82S9ntg3OPTnW8wUxZSpcBRpRuosm9QBjYVNr1z6OJefBotMaI77h1d/LtT8TstCaH2xFBnSqgjZTeKIrAt6d0G8MAD2eOjWOIh/BlLPh8yiXAk74YxxlQAJ7vt+J2utHAnKWaQGGcoK0ZsVmR+YXlhaWlhGSDKysIibLy4Rib/PAW8kjWtaU1fbf3jZBJwez+zIB6gBskEC5g4nG67E5LJDCSTkaFhhVLZ1dvT2NzEbqijcziVjY2Z+fl/zEjfnkHampv9QGbmphQ84Ubh1MotA0o3KHSg1bU8cMcfI5RMwBGBHw+8c3SDy+X32m+tHGDQHyXCGMWDmelb9+b9gkx+IDN7S/beBzOyN5FzNgEmIaVvzsj4zeFDv9ybuzUr46G87C1p+O1xkSdZ9EZRL7OJf5HFeTEz9yFixtbsvJ9lZjxAzthOJv8mLT33RmERi1PJqqVw6s5VVpwsL7nKqi5vFlS0thQ3N5c1t5QL2+id3Yy+vqstzcSSopePHnkknbQ9J2sziiWb0kkASx4nZzyRhs8tLqziN7e1d0tlCq1OO2WYNpvNbrvLC4uboSeIahXB428rQBWrIYw9/lLAb8ZWwOHAqQEqBqc8PTmlH9PrlFqtTKXvF/s72qT7cybSE62p0da0qJHUaN3JQ4hKjjjtcy6n1+GcxYpy+cEf2HJxzu31w5iJA5DJ5PS4VqcSiQba29obufxqRlVlWVnxjRtF1/MLr10vuHqt4Pr14oLCspISCpXCYFbV1tY38QXtLe09Hd39ff0isVgik8gUUo1GqlXLtCqVRqlWyVVSsbynW9Te1ivgtzTUcqsYVeyKCv6N/I6TR9XklLHMZEl2qvTyBy3Uyno2q76urknAbxJwm5u5zU28NmFTM7++tb6mn00X3bikOJQ9kpFsSIuzEGPM+BhzWvxkWqw6M055Nm+MXTbc3TKqVkzrIZlYHFYb/DoBOPnQhK6AF48qsOkugSuMtqV0eS3Gm1OTc+0tsB0+Kd6RGmMn7jGkx6qyUzQFV8ZamrX9/UM6ncE4DY4FvmjgrmFhk9VSYIifUmAMkLVddvOMYWxsfEChaZZrL/dpHi9q+F5p632VfetoUrS7ImyFHkxToFjyKckEpqbAvu/Avw+mStZVDtxX2Pqji6yL07MGNGCygCBGBNkrFH2XePSejLPr914N2ncdd7Ag6Ggp7nhFyClGyJmq4NPMoJP04NN0sAV3uAy3rzgopwCXfhmXeg6XcgKXeASXcAgXtw8Xk7chbt/GiMzvRmX87sjlXQVVTxw8/909mV/bQ94Qn7c+Ie9+/P7/l3P8p3lHfpF74MdJqf8Zl/Ld8JifxaeUq7STKJP4EMSNkgkPQf7rQtV3K3tCKtBZbR85qb9hdHkwVbaerlxPVX2tXPz9ss7fX62OSc74IDyUE/lud8Tr2th3pxJ2mRN3O5LCXMnYLKxwdwpgjI9YODbXC5vuhWWbOLFl0i4XamDFkwJfulPA9t3oe8A7P6OFwjAOMcyFD3USdjuIu2yE91ykyGlSjJiUgvT1wNaNy8vI4s1bCwBNEFhJ+KsFJmtksqY1rekLp382maBAAiwAJ+he4W/9gdnsNrNlZto4NjKqVKl6+/uamptquXX0mmoGl1vKF7yRk/dLEumBjPSt+/ZtyQSuP4kuk1uXVsx2ACQuJ+AbNGDy1wYKDgcJ5k7MxOtx+DwDk+OPJyc+kp31M1Lqg7k5v8jOAmSyNTt3Eylza3rmQ6SM32blPJSY/FBC/MuHDvw+I/XBqPCHkuJ/mZLwbGZq1JH9LTJxjaApn8WJOHri4ZTU7Vm5m8iZm8gZ27KyH01NjzhxOr+eV1xTm19VHXPs8DP4xBfTU1/MJD1DSt1x7Gj46TMRZ87uOHLkhdzsP2Rn/JJM+jmRCI7+i5zsn2WhWe/Z2Y9lZ21PjHvv6KGrdWxWY1NXN2zortNqp6enrdAXBQ574IT/z5gEEwYVqyIMP/5Sf0kmWGfAUQCuUoVcqpS0d060tkxTyhSpiZaMRFtqlDEtWk1KdtIqEZNx2WFf8nr9MA0ercwFdgjIBICK2wueFZvNNm3UDw6rJRJxZ0dnE4/PYtZQKinFRcXFBcVFN4qKAFUWolhSWcFkMjgcdhO/qbOto7+nTyqSqBRKtVql1WmGh3Vjo4PjY8PjY6PjYzBZY1A3pJBppGJld1tfq6C9oZ7LrapqLS/rPntCl00cz0yWZ6Vqr13qqa5qbmxsaWnp6OpsheWXhO1tQqGAL+A3NPNqG6upHdTSgYvvK44dUpBJo3vJgzkkWUaKfG+G4v2jsvJrMm61rKtdrZCPDg8bDNMzlhm72+kG5/vJYiaYMDKZ9bmXrTPIsG4y//JIepKZsMeBj7KlxQ6mxSqO79XW0PobG6R9vWq1enx8wjRjBl9VcEf+6WQCPoU+G24bmpw2pBuSKzUtvQMlnaKYht6f5tf/a3nnRqoohA4rCIfQVLAbOqzQJflUtapQMlEEozWIQ6iidRW93yxs/sllVrF1CQAJwBJgAFHeKai5P/3U+qzzQQfyg46W4E5WBp1l4M5VB5/nBF+sCzpfi/uADdZxZ6txJ5m4I1Tc/jIcgJPMSzjS+7iUk0H4E8H4o7iE/RtSDq+L27suirw+Iv3eqMyNkRn3xOVuiM/dkJj79eSc/8w4+Iu8I1v2HfrPhJQf7En4YXjs/+xJuC5RACxxoiPxIogVQaQI8r55+afFTRvzhRthjbJPdb6KEJoipFK2kSL/l+KubQW85/efSw+NKN3xJve9V7tDX1FFvT0eu3MmYbctMdSRFIriR8RfMQxOAoZmgAALQytowWlgWOYJTH/HQzK5nWryIcPY5tMZFpxBj+hODXcQdzuJYebUyJG0eNWRvYjdhPi9yNwinNY1v3TrJhJw2L8yCjDBF0MBr2RNa1rTV1tfFDIBK8CZhq6122VzwTpdwOOxW6xmgwn+UlyrAy5je0cbj8+r5rBpbHYZq/ZqHe+xpJRtGeQtefsfyMrenk7adfaM1GSy+LwOD/i0Dezdi3qxHyuH3Y65wsDHhXzi9Vh9bkZn26NJiVsy0rfvzXswO+vn5MwHs8jbs7IeIpGe3X8g7Oy5/OY28YxV5/QMezxap2PE7xMODZW1tJysqIjJyeG2t3MEgsrGxgPlFY8SidvI5C1wPhh5E5m8PT3zmey8s5z6Mr6gvLk57oOz2+OiHiMRH8vM2Jqa9mhm1jYCcSse/3A66eHM9M1phG3gUzl5P8/J+8X+/T/JztqUnf3L3NyHiIRXDx54n11dWMviNPG7urslItHI4KBhymAxg8sGA07/x0wChF3G1RKGH3+pvyQTo9E4MT6uUasAnoFL0SkUSpsF+gaO7tj+8fREEzHClRk3nZbUR0hGlHLEal5y2RcAjnjdsEbX7drBPo/f6/Q5bY5p0/TQ+JBSpezv629pbqnj1DOqqioolNKSspLi0tKS0rKyUhqtsrqa3tDAbhLwOjvbxWKRUqEc0g1OjI5NjU8YJvUzgAqMM8BfnzEBMxlnDJOTEyMjI5BPpMqBflFre1tLY0N3Fa3v/CkNOWmcFKfIJIwW5ksb6rvbO/r7BiRSuUgqgjYw0CpsEcL2/tx6FrOWUlZfcENw9VrrhQvNZ042njrafP5M85WLgoICAYXWXs/rae+UiqWDatXUxNiMyQhIGwiduPZJBa4wLDfsdSIzE0uCehWZYCYnzySG2QmRk2nRkqwU9Y0LEjajR8DrAxSkVI0OjpmnLQ67Ax7on0om2KfAswEefpjBP2Ma0gxJRLLOflEJv+VIc9+zZbwfljTfS+0NYfQHMyTrqOoQqgbtTAKTvD/qjv8NQysFQzKhiddR+0PKur+R37i1sI7pR0y3yWQaQZ7+oOy+jPfX7b2KO1IccoYe/EFN8KX64GuNQdf4wdcFIfmCkOtNwIIv8YI/qA85yw4+wcAdKoWTu7IvBmVewBFP4/DH1xGO4WJy1ycdDAFwEr8vKHYvLiYvKDb3nuS9G+JI/7P/2AP7Dv00k/yDhPjvx8T8R1TC9pSMYmkASxbhSG650YyX66b5/77E/JdCwdcpA0EUCRj8R0/qbxigOIZyHU16L63/v0sFz5wp3Bmdcuytd+hvvsJ798Wu915ShL81smenITHMnBTuQKMlfwEkAcOCJ3fWXSkwH92Bj7ATwm3EcLCEdnsmmIcYiRJFAFfuNixj/hNbuJ8QOYuPmk3e40/e44alh8PhrDNixDQxXJ4e6+KxEacdmZ9fXli6devm0vJXLmgSYIIvhgJeyZrWtKavtv75s7lgxjYgEyBAJm5IJlYXoAp4CIfVbjGaJ8cngW+nVCp6erqbhYJabj2TzaazaqlNLTHnLmxLITyYmfWLrOytWeSH8clX+I1Tfp/JZXd54CQTsHP0IJCA4DECf0GhEZVAUMXj9ZltNuecv1488BtCysNZmXD2FDkT7POhzMxHCPjQc+9fEgr7ZkzisSnJ4KhYre2XK6Qada9cJtYNDeiG+3TDvWpdc2c3h99UyuFcqqv7bTppW2bGZnImgIoHMrO2Z+U8SkzLodJLBMLyFmFmSeHvMyGE/IJE2pqzdxM5Z3Nm1pasrM05WQ/mkB/MQj+Vnfez7Nz/JZO3Hdj3SF7u5qTEJzMz9lVU5HPYlFoOrxm2OFDIpOMjI9OT02aT1eEAUAIc91VLav+EwohitYTSx8foY8lkbGwMPBj9A/3Clpa21paWhgYVr36sOF+bl24kxZqTwqyEuLGMVN3Fc2gFYbPXafF7XX603yKAE5iJ4ZvzOv1uu2fGYhqbHBsc0ink8u7O7ia+gFNfx2RV0+gMGpUOxGDQq2uYdfVsobCxo7NVJOpTqZTDw0P6Cb1xatpinLGaYAUCgIjgUbI5XDYHfH7NZuPUlB4Q1PDgkEql6hX1dbYKRPUs0ZVz2qzksbRYQCb60kK1gC/p61NIFVrtoHpQoxnSiiVSqVjWKmxtbODWsmpqGHRKSRmloJh2LZ92+TLl8nl6/lVK/nVqUQmzgtHA5jU1CkUD4kG1GgCSccaIPe3zMAUeFg/GfHdYrQsa+hfcens7XIHb5r2eFZcV0Q/qzx0fJcaaCdGejHgTMXKYnCA9c0jOKG+vYbQ28no62+US6dTopGHcYLdCsP+nkwkYAHh4wEgsVuvU1PSIbhhcPZ5ASGsUXOa1JlY3//xG7bcr2jbSeoLpACoAmWjRVPi74ASNhwDDOpbctoCPjr0NGl0JnPUgysB6av+6sq6vX+M+ThFwliCZzKNIMIUgvz1ZsDH9bMjBGxBLzrODLnODAYoUteIKW3HFbcElHSHFHeuKOkPy20KuCIIvNODO1uBOUHGHi3H7ruNyrsC0k9RTOMIxCCfx+9enHMXFH4T9T5IOhyTsuw+/77/3HvvfnH0/z87+L0LK92Oi/is+flsy6XLngAGdvjWL3AIjmUUZiWJb+VVRw3euNtxX1nUPVYyrFEMy+TOcBCop3z5r7FLIMENDQ3Lwka8xxN8sET5eXP8WaX/ym+9ce/P1qlef5b/zfOfOF5Thb4/seW8yLtSUGG5PDncm34GTSE9yJMYhd0VIwlEgibThI02EPVOpMYDMtcRoNbDUPRrinkFi9AQpdjo12py6x04A74Q563fMhd/txod6UkK9n8Z8+AhfSqQ/McqftMeVFOFFC9y58KHW1N06Yqj2zEFkRIPM+VYW5hYX5gCcQAE2wQymwwcM3X4rsBmu3/7hl1wBJvhiKOCVrGlNa/pq6x8kE9S3XwUFmAQVXHO77xhwPQFX2KxWo8EIyEStVvf19bV3tHP5jey6OgAnlPqGK/XcP6aStpLSHiBnPJgJu6q/fuhAr8lo8LpnrBaPDyscjM0Ug+Zyut1OuESPBfuYwIxxl8vmdNlcLrPTOeH1vJCZ/pusDAAnW9PTf5ud83RWztm6+galsntkqE0hb5dI2wfErb19HX19nX09vWJRt0TWo9C0DMha+8S85paGpmYKm1PQ0BB27v1txNQtmQBLcrbmHdiUAQMvYR98UNbWTmtrP1tT/WI2eQs+eWt29vbc/Zsycx/MyHogk/xATtYvgGWTfwEpJW9bXt7WXPJD2aTthMQX92bvLy+7UVtbwqxi1rCa+Pz+nh6VQjE+NmYwzJgtNphY43B93mSC8cOqC6OOO/jx14S9GTigGJkAKtCoNP19/W1tbc0CAb++oauuVlNTpTh7Yjg13kmKt+NjpojxA8TElVY+4rIsee2Lsx7Av8CPBe64e9bvAnTiXXTavFarHTj042Mjg1q1RCTp6uzmCwV1vAZOXS2bzeZwOHV1dY2NvJYWYW9vj0Qi1mjUo6OjU1NTM0YjLD9gtcLOnmjQyuX2ON0+h8cLbojdYQM/Ms+YYG/14UGpUgrYRN7M11YUy9LiJ9IT5GS8vvTGaEerWiIZ0erA3RyZGNGNDWmGBuUKZV93b0tTc0NtXRWTWVpWUVhYXHS9oOja9aJrV4ryrxblXysrLqZV0mqq2Xy+oLe3T6NWjY+Nmkwz4MkHNwuA18LsLNbbZG52YdY/D5YwIWPWNwuLAMAf+NA8ebBcXliat9kQm9ErqFWkxs/gYzypcY7UmMm0Par9qfKy/BY6pYld28xv7urskstkEyOjZoMRnB34Mq0imQRo49MIS38HjwckE4tlchKWWROLxcLWdha3qZTNPcLiv0Th/r9i7sYSYQhdEgLzTACZqKA7zpTjmNBBR5PaFcGwfhfs8o4a9NfvIhMZ6rirYRiBKgou776nsv+ey/U/ucIscy7NoGQyh/LA85cp95DOfO1kZdD71UFXG3H5zcFFbcGlHcGVPbiKnqDK/uAKUXDJQEhRX3BBx7p8YfClhuAP2LgTNDTtpDA47xqO/AEs2EU4sQ5/IiTlBC7haFDS0ZDEQ19PPvjjnFM/yTn8YN6BHyWn/CA25vuRUT/bE3u9vdeMTt+aQ25i87gmEaTehTx8kfmv52q+fk24saQvqLR3HU0CO+LTsIpksPUkTJiB9QBUQUz0asAawWIcfSCINgATaSjSjXTpt8q7flbS/OSJgvD3oo6/9mrhy09Xv/LHxref7nrvRWXom8MR7xrjwq2JkY5kyB7O5DAYEkmK8BNjvPgoV3KYlxjuTNkF0MKdGm7Dh9lS98yQYkcyEvsyUiauX/I3cJDeDqS/Delv8dVXTVw+20eMHUqLtabHW1PCYMJ66m47cZcrLcwJsATW8vp0hs3m8uIjvSlRwCClpIT7YNrJe4a0MHVmvKuqDHGbkOVZZHkJJY9bwNDe8JA8lm8tL8O8+GV0O7JyExjsEw97n6wAUvnSw0mACb4YCngla1rTmr7a+kfIBGLEaujv7g381Gazmc1mvV6v0+kkEkl3T09jE59TX1fFZtHr6sp5fOLlaw/hU7ZmZWzPy304O2tzfOxBJsOGIDMutw24KQBvPkwmmMGjej5EJlaH02J3TDqdJa0tv09O3BYT/XBcXPips9TegWa5ql0mF/T3c3u6uf0DPJGoWiisaxE2tbVUMOlFVVVMYStfqgBva+oXVTXymTzeDTaHXFLySAp+W2bOpqy9v8jM3ZKVsz0j/cmsTEZff0O/iN3ft/vQwcfTiNsyM7Zl5W4h527NztmcTX4wJ/MX2Rk/J2dsycl+JCf3saysR9MIv0yJ33Xi6KkqxvWamkIag1HNYlWzhPymgd5elUo5Oj5uNJktVrsL+KKwceJXhUywPBOdZhCCRFeXUNhcy2E3cdh9HLa2okSblzFFiLWlRhtTIsfTEifeP46Mam45ZuZdtoV5PyATN9gN2CGME8y7HH6H3QWc2ukp/djosEalBn5tZ09XS3uroFnA5/ObmpqEQmF7e3tvb69MJkOzLMYNBgN4OGGIBH2M71wfD3CRfbPA4DMGnmI7jJ6YZmYmJye0Qxq1TKJtbx+mUZTpyYBMJKQEfcn1ia72EZVKPzw6PTk1aZicMk2PjI/rdEMysbS7vbOJ18iqYVVQqIUlpfk3CvLz869fv5aff62g4EZpaQmdzmDVsAWCZoDuGo1mbGwMXBkwJDAYQCaAQ/6STOZge0S/1+cBbj2KA7OL8/M+hxPxepDp0fYs/GRmsoMQ60yOcmYmaUix6g+OdlNK+DXVjbU8Ab+lq7tHoQRIPGIyTttt4Hu2mjETDDY+rcAHweMBTtkKYyawNY1UKm1r76rjNtFZdeeZtYlVjY8Wsr5X2baeMgAIBEdVrqvW4GhStLfJXWRC+xCZoPGEQJAhQCZMVRBNDuhiXUXPPRU9913n/eBM+fWZWePtmIkBQWKrhd/IOPO1ExXB52tx1wS4gragkg5AMkHUPhy1H4IBRRpcLgsuFQcV9wQXtQflC4Iuc3FnWbiTzKBjFNyhYlze1eDsi8Hp7wenng6CbRlPrSOeDEnY/8PMkz/JPrFl77HvxyX9MD7px3EJPw6NuNLVB7DEDwZw6yYYgAulo/Yl5IG95791qHDjOfbGa61B+R0hZX0hlQMhVHEwGABAFLo0GJKJFCMTHBOLICnQGsEDQXRIJuspkq9RBr5fKHziSs3LhH2kN9+9/PJzla/8if3ak4J3n+3d/ZI64s2xqB2ATGyJkWjABFjYbNoeR0KoOynClRgGi24RQt14QCa7bMQwS0bsWHpcd1KE/tr7yKASRjLtNpiG7ncgfhvisiLGCUQtnrxyRoKPnkiLNRIjrMQwV3q4JXmnJxVm0qNVvG5Tx135JHc23m0ePJbEAouAefCRKJZEBMgk5T1LathYaqT6YDoyKEFmncj83K0lABuQQD5KJoBFYBfGj5DJMrA1MllFBbySNa1pTV9tfWoygcSwGvokewNvAA4o8BeBCwj8LeAOiiWSju4uXhO/hsOm1bAYDfwCLv/l/fseykj7eXoa8OwfJWduiYjqN1pm/PNmt9vqctrdMDMc3R1qt/++M5vLgbqOFqsN+Pf6GfOgwaSasTTI5I1KdaduWNAn4ja31AuE1Kbm/YVFzxKJv42NPcdil/P51FoOq5m/Iw3/q7Bdv4qNeT4zM7PgRj6PV9JQf62m5jyn7pW8fdtIGb/IzHqAnL0lO+ehHPIjyQnFTQIAMNzevousml8nJTycStxETN0OmCozbXMmcXtu+i8PZD+cR95KIj5GSnsmK2vngYPnqllljYLCKlYZo7qcQq+ooPJ5/JaWFpFYpNJqRvUTBrMJMBisfPz5z+bC2GDVhYHHJycT8GxAkJg2jAyPyuXKnt6+ZmFzfR2nvqaqtZal5tTozp8eJKfYshJMyWH29BR1arKlioJYjYjf63Y6vD6X1+/xz/r9fuDRQgPgCh42s9k0PT01MT42qNMplEqJVDYgEgGPv7+/H7AKxiQjI4Aaxo1GIxgA+Ah4oj50Zfw+GIbxzwEDA571eX2Agewuh806YzSMj42NqjVjPX0TTIY6I1mfHq8mp0yXXDf09egHhw0TU+YZC9ogEz7zE+P6QZVONiDtELY1NjRUMxmVFeXFRUUFgEig8ouKisrLy6uqquvq6ltbW8EItVotGBvgJTAqMBZwfmhcJIAN6BwutMWJ3w8wxe/xLAAQmJ1f8M+v+OeWHA7EajJWFCgyEo2keFtKlIsQM0mMUx7MVpfeaKVVNlTXNNY3trV0DPT3a3XqyekJk9nocMI8E2z/n10Bzvj0Ap8FVxuMxOawGYzT46PDKoWiq6eP29RSxWm4zuQc4TS+Tan/ryLeNyp71lHFsI87XQbJJDCFCcUPbF5TIGwSwBJsUtNtOJHjwBuoEhxGJqXt37zG/e6xshNaGwCSBTRmAhClYNTyr6QT3zpFDfmgbt311uCizpCy3mBKfzBDFEQXBQM2qBSHVEpDKiVB5X24sm7ALSGFbUFX+MEXGoLPcYJOM4KOlq07VBSSdzUo6wKO/EFQxpngtKPfyTn1s31nNuUc/WE8/nvRCT+MI/w4Mv5Caxc4ohc7+q2bbhRL2GbPf5OPfffglftOlt/zAWv9JW7Q1eZ7yvtxJT1BFDAASQhVGgyMLkUndKHFlGHMBJZUxgFsg3AiBhdnHUX8TUr/Lwoan887s3tH6KHXX73x0tOM156pe+Pp1p0vDIS9qot6Sx+zwxQfZkebLUJsSA6bT41yJOx2JYd7kiN8KRHepN2elN0uYhjAjKH0OPWxPETWg7jMiM+OzHuRhTlkaR65OYssuJGlWWTeh8y5EKcBEbUrDpFHMxKtpFhL0m5AF14iOASEnzs0gvWV/zsWyJ4HnwqYF/s4IdySEjqTvkdKjJwovozYjIjPg9wETAIJBI2QAL8dwgn031FcgWQC4QRGVsCmNTJZdQW8kjWtaU1fbX06MoF+/Wrozt7g1Je7hG3HhP0IrFitVuCqTU1NDQ0NKVWqvoGB5tbWhkZeFYvNqKmlNQpySkt+SUzZnkv+aQbpoeych1OI8WcvTM4vT3vcFo/L5oH9FgGIoIESyCTgJTCwAg2tAwbn25jMU9OGcf2UVjcqVw12iqUtvX31TU31XF4tm8Ph8vZfuPKH6LjfEAi/xKc8TUo/SqVRm/jl3LqLnOp3D+Q9lpzwRAbp4biYZ9PTjtIqrzXUn69hR546uz0tdXNO9uacnAcyMzeTSb/OSN1fVNQsljT19fElkqQPzj2fk/1kVtZvM9L/mJP523TCH7JIzx3Ie/XYkR2nTxKu55+kM+nNbZVsbimtpqyCUV5GpVYyYBv5em5bR4dELtMM6canJgGZWO12cIrugJP8OQpzv1ddKHd8UjIBwwC3EjwYBoNxdHRcpVQDfmhpa2nkc7n1AE6Y3ayq8Spqf26aPjPWlR5jTYmZICZqj+1H5CLEYl6C/jps3LEwD8ABuO/AqfVjzxsaozMZZ6b1+vGRkVGdbkij0apUKgAkwOkfHh4GhAweRZPJdAdLwAexUcHxwZpfs8D8/vlZ/7zP6wEHAIzicUAysVktU/qpycHRiT7RZHWVKiN5PBU2XTGWXDP2dU/oBg16g8Vst9kcVqvNYjIbJqdHB8dUMnVfV29Lk6COU8NkUCvKy0pLSwGTAJWVgQeCymazeTxeW1ubRCLR6XR6vR4jEzAciCJ3CYwLLGD8xA8DKQvA/PNz3tkV/8KCzY64nSvS3oGslIn0eGNKpJuUYCHGDqWnKC9/0E+t5NGoDZxaIb+5u6NbKhGPjAwZTFMWW6BqcOAAn1kBzviUwj6LPR4uD0BW05R+QqfV9oskgpb22gZ+WVXt+7RqMkfwSGHt90pbvkbtCwEeOU0SEgASaBiioEEDACSYBbDkz3AC3obNhqIOBJd3ry8Ufu0i5/6j5UktmlEEcd8MdFqUIsjPck5/61DRPefr199oDS7uCqnoC6aJYGNHmhiSCcCDSogHgBMA5AA4CS7tCi5oDb4uCLrMC7lQF3ymKvg4JehwSdCBG8H7rgXnXlyXdfq+zGM/zDz0/UTSj5LSvhcZ9z+x+Exm7RSKJbO3YMTGjyAzAEumHQ+Sj21MPrhh75Xgw0W4E5XrLnDWXWvCXReGADip6A+iSEIoshAqVqcLJROG8i4yAWAGuyuC07y3sv+Hpe2/vch4a09Sxhuvvf/KcyUv/anmjWd5bz7b+d7L0vDXh6Pfno7baYoPtSdFYGTiSdrtTQl1Jod5U/d48ZGepDBPUiiAChtpz3B6zNj5Y4hGgvidyPI8sjKH3FyE/j5y8yayCAysgJfLi4BV/IhlCpH3aQ9kT6YnO0lxzqRQd1IYMJQuAmRyt30USP66YfWInYlhdrDMiBlLj+4kxCC97YjPjczPI8sohGCCFHLr1jKGKzCOgi2X4U/A2hqZrLICXsma1rSmr7b+Pplgv5/GBNyd/0thziLw/4APajQax+H8lsGBAUlbe1dTczOnrq6mmkVjc4r4je8eP7w5jbA5L+eB9MztqRm/J6ZT+8XWWzcNLjsgEzBubDoXhiU21LBWJzD/3o6VJzZMjE8M6oakA1JRn7i1tU3QLGior6vlsKqYtEom43RR6TvZeb/CE39JIj2WlvZMFvlYZWVxQwOttfVqA/eNA/t/iU9+PD3tUWLKH9KJWRWl+c2t5JLybamETdmZW/fm/jwzHaw8mpG24+D+juEhoUgsFEk4ff35DY35PMEldt21uvrrdfUFDbxSfnO5oI3e2lXT2sluaq1ic2m0GmoFs7KUWllKoVMYdXUNjXxBd2+PXKkcGh2ZNEybLRaYV+Byez//ulyoE77Kgj79JxZ4PxgG9lgCPNBPTIK7JpPJ2zs7mlqa63n11VUMfg1DXlulK7ykTIs2p0UDz8aUlqAiJphLCyCZOBwLXtesz+33uiE5+Gf9HrhfjIVhE3QbAA+TwTCjnwAuLnD1AwJMgoVKwAOJfSPASLBRYdOZoM8/PwdezPnmAJDAVPtZWAQM7NzhtNvstumpmanhiUmxbJJTo85O0afHaNLjpvLPWwa6xzSq6ckpqw18zbwOhwvLTtFPTGvUw2KRtKO9vZFfz6mtrq6pYjAYNBqNTqczmUwWiwWwRCgU9sKpfaqRkRGDwQC+MuD6wFHBIMk8NCgwukAAZXZuHjILGi1Z8M4te/yIy4kYJ/QlV4azksypexyEGHtqwigxXnUoT1pZ1sSg1ddUc+vr25pbRL39aqVCrx8zWWdsLrv7dg/4z64AZ/xDwvYAThk8Fzab1WgwALCUKRQdXd2NjU1VrLoiWvXJau67FO7/XmN9h9K9nibGUUUhzD9TB4ycMBWoKYOZSgxLMBrBLPBO4NbDVPK+4PKuDUUtGy/UfuME5bdXWSoE8aAxE7CcQJDUurZ/23ftG+drNxS0BJV1BVX2ASaBSEOThsBeKDBkgb6ErIKjDgRV9oaUd4YUt4XkN4dc5QdfrMOdqwk6yww6AfikLHh/AYCTe3PPfI2Y9y948rdjUv5fTHJqBU2Ppbzfgk494BMLgvBnPL9IPfS12L0biGc37r2x/nAJ7mjZhosc3HlOcEEbrqQHVym6i0zQYBE6Sw3tQalCe1DCbJMghmQDTfzdss5HbjQ8l3sq7t13T7zy9LWX/lT58p9q33pWuOOFvl2vaiLfnoh91xC3w5Ycbk/C0t/DvfgwR+JOOz7UlRppS9ztTonwpUbbAIGnRsoOpiLmUWTWgSzOIjeXl5cWEOQWcP0BjyyvADIBEIAsLgJQQfwuz4Rc6hjomW/gqMjEGVK8PTF0KS12Dh/pu2s2l48QecfubPxY86EGVtD5XXBylzc50pUY7iBEmFKjBokxupMHEYsBmfXC7BEwIsAey3BmF7KMAANwAvgDzSn5EJkAg6tfZgWY4IshzClZ05rW9BXX3ycT6KzdXvmnCBzaZrOZTCbgF46OjikVmoF+SUtrW11dHbumhlFTTRfwT1QzHiKmbCZnbCJnP5yV91AyMfLsOZXHpfe6LJBM4Lwt6Mm6YJa4HTXHbTJxWG22GbNhcgrLsx/o7e9sbW9ubGRVMVAkoZSWF1UwaUXVrKNlla/uPfBYatoj6aRfZZCeTSd9wOYU8/jMrp78lpbns8i/JOKfyMt+JBX/OAGfVUHdV81+Yv++B8kk2CoxJ/vBrMwtRPzz5HS+Vi3oHxB09TT19DUPSAS9onaxoq1f0tYnausRtXQO8Ft7uIIOTn0ji1XPoFbRymmUUgqjgs6kMlnVLEAmAmHLgFii0enGJiamjQZwfcApAocdeMAoPnyOwlhidQVd+08s7CNgJODZsNtshinD5IReo9H0DwwI29oaGnksNovLqWllMZT00sFjOeOkGCMB1gKaTk+UkYmITIy4HHNW8+KsF5DJ0vyc3+P1uWHdW58fTr1yuwHlWe02q8VsM5uAWcy3BYDkTlYJeB8QNnjw2YAgmQAcmJ3/M5l4fH4vLMbgdtidDsA1U6OT03LldANHk0fQp0frSDGGa2ddki7DsNo4pbdYbXa04yh4Nq1Wy7TBNDKqV6t0IpGorbOF38xt4NbX1gaS8uvrGxobG1tbW7u7u+Ry+dDQEMAn8E0BwwPXBwwMeusYmaDsgGW9+wGWzC0AAz+f9c6t+BduujyI3brUJZDkEceIUd7MBAc+eooQJ0tPVl8938mg1LGqAaQLmpp6OjsVEsmwVms0TFlsFrvL4fWtWpvFAGT8owJ7AGfn8XnsDrtpxjwJ45/aAdFAW0srt4FXXc05X8nMZgueLGL/oLDp65T+YMoAbEtCk4fQYHgEeudMBTAAJ8FgiQFJIJCCTfeC9YJDqFJIJhW9IRU9G0vaNlys+/op+vdyLvJcK2a0ItY8Sgj9S8j2k8Xf+6Dm6zcE68q6wbFQCJGhJsXRpEGBmVSogZcwigLgpCukuHNdYXvIdUHwFW4QyifBp6pCjlbee6xs494L9+ed+j754A9i8ZmshjEEcaAsNHvrlh89qGgW+Wk0+f7YfRtTToakfoDLvIzLzQ86WoY7QQm+XB9S2B5U2htUIQ6igFMAdATIBD1NmAovw9HkqIGxwfz4dTTJfZX9/1MgePZ0yevh8blvvnLpxT+UvvwU683n6998pjv0VVn4m8NR707G7jQl7LIlhzlg+3aYB+IjRjhTdtvwobAccGKoNzXGgd8zmhIpyUlGBgeQeTtycw449MtLy8APBV4+Av4KeKQwInHrJjI7uySXKgeVymmZZF7UM33jko4QbcVHOuJ2+RJDMcD4xBboLo+RCfZZNyHCA0gmGVYTtie+50iNMKfHSYixXkE94nMiSwsobKzcBGSyBJgJJRMYKoE5J+gP4GwuFEeWb91cI5PVFPYcrGlNa/qK6xPN5oJ88E8ScP7AEk0AMBsMBv3E5LBuVC5RdHf1Ap+svo5Txaqi17ErW5t3nT29LZW4lZy9lZzzeFbuYyn4YzXMyZV5k89ldzuAXwgM7ZwCDeUTl8MFvEWH3WK1GE1TExO6Qa1ULu3o6moWCjkcNp1OodEqKqilheWFhZTS6xXlFdzGM8yaN/YffJiAfyQz/REC4Q/E1MvcxqruXlZfL1M08ObBA9sTEh4hpv06K+dhQtqOK9eeOn16cxZ5Mxm1jAyANC/kZBUKmtol0q7efl5zCxc1ngA4nS2NTQJeo4DHa+bU8uiMGgoNlqqtqKisrKgsKykrLy2n0+n1DQ3NLa2d3b1KlRpw2vQ07P4O+Apwl9cDHGWUHj5PYWCwukKJ41MI+xR4NsCJW0wmw/TUoE4nl8l7u/sFfCGX29BQx+axGGIWbaL4sioraTojxpYebUiJUBNjB04cQuxmxOP0OWwLsz7ArWitKtgd3jfn9wFM8Tj9XhdgFbfL53R4nY4/TzLEHkhM2BiA0E8H5EeDFHDSFHT6/WD3gEzcs16wR4AbkExMlunxSaNaZWzkaPNSJkmRE5lx0xeOevuF5kGZ3ai32ywASzxePzg5h9M2Y7Hop4xjYxNajUYiE3X3dnR0trW2tgibhS3C1vb2zq7OLpFoQCaTDg0NTk5OAiwB+IQND4wDuvtoYsk8CicQS+ZnvfPzvvkFn39x1rfod8/d9M4hdjsypBm5cEJDijOnxxoTdlvw0fosovj4fiWzopFRWcup4TXy2tvbpaL+YY1qamzUZpoB3x33R7vM/+MK4MVnExiKy+eD32ur02K0jI2OKpXyvt7uVqGwobahhFZ9tooTz+D+Ir/+u5U9GwCc/JlMAjVzUZOhQQNod22E70HhRBZMA2TShyvrCrohXH+5YeNJ6jcyz711nTGCBkz8N2/50LBJ/pj9f48Xf/da073FPesrROtockACOBqcKAWzOGCfR4AlaEN6qjKYooDMUykKKetfV9IL4GRdgTA4nw/4JPh8Xcjp6o3HK795tOhf9577n+yjF8VKgCW2QKP3my7klglB2CPG/4pMvz8y9564I7j4Y0Gk93HkC7jc6+uOVoScq8Zdqsddb8EVdWNkgjESGA8aCJIGw7lbkElwdBGwYKrk3grRd0u6Hr7EfjvtYNwbb59648XrL/2R8urTDe+8yH/r2f6w11QRb43HvmeID7UkhdtTYBMSWC8YH+lOCXOmhNpTwtzEPe7kKB8xzpwSNUROutXTiPhmkCUvcmsZ+KDzC0sQSW7BWVLg/0M3l5fgi1sI+EdZIpKMDA2rVYpRtdyuk9kEnOHDZGN6rJMY5SdEfmQS1x37MJDcMTgkjEz8aIcTsBHLhvcmh8+n7nGlvOfP3GPCh49lJMqO7EWGVMiC9+bNRVh0a2kFnWIGJ3QBDx5gyvKtpaVAlATCCcoka2SymsKckjWtaU1fcf19MrkzmR6Cwj9JYAwWC/zV9fTk9NjQuFqukYikbW1tTYLGanY1raaKwuOeb6j/fXr61jTSpgzYr/2RNNJLB/KEU2PTfo/N47R5HIBPAJO4UHPCZo4fIpPJiQmNTi2SioRtLQ2NvBpWTXVNVXllWTm1vJRWVs6k0FhVFTU1lY38K1zem0eOPEIkPJqR8SiR+Hwm+TKXy5VK68Tiyr7+tw8ffTw1Y3tqxpa0jK3krIf37duaDWAJ9jMB1PQQifTSvr0fsFnc9g5hSxuvkc/lNXL5fE5dHaeutg6IU8euYddUsZnMahqdWlpeXF5eVlJaUkmpZFQxq1mshsbGzu6efpFEqx3ST0wZjTNWq81uQ3vCuP8vpnNh7vjqKgAcn0bgU2AwTuC9260mowH4oIO6YZlI2S7sFDQJGuo4DeyqLjZTSy1Rnz6gI+0xZwD/I8xITpDkEN08NuKyrbidiz7v4sI8eLTnFuY8fp/b5wFk4oMTvTyAUNCW8YAQ4MwxTNgVwAT8fjAMzPsHAitAkG5gNgckFEA5YD+wCBgkE4/TAx47x4zRZBwZt6uVjqbakb346bSICULE9NEsP6/KJ+lamhxetJnn3GAskExgb3qHfcZsmZo0jI2Nq3UakWxAIhMDFEFz8kVikUQqlanVqqEh3fj4OIYl4DsLhopdVcAiGJYs+FG3PUAmc775eTCs5bmbC975FacbsVnmmnn9+JiZzEQbKdqaGj2TnqTKTlOXFggppQ3VtIYGjqC5qaenW6WQTowMGSf1DovV7XT7YUrNF4hM5uYX3LNzTnAjAVKa7VN6vVajEov7uzrauLV1Ney6G/SqA1UNL1Q0/egG/19oMGwCyAQNHWDRgztkArHhtgXIJGA0aQjYWNmPK+7EXW9ed5kbcpxy/4Eb30s5JPDBwMUcmu8BsEGHIHk9gz+5yPluQfs3yvs3AvBAEQhm3kM4AQZgQBFEVeIqlUGViiCKLLhSElQhCSkXhZT0hBR3Bhe1Bd1oDrnatOF83deOU/7taNH/y3v/aL96FI2WAAoCCATgBOaWjBkeSt3/rzF5G2MPB8cfW5/2AS7jXHDu5ZD9BSFHK3Fnq9ddawq60RZc0hdUIcJRJBCQ7iYTrEgXQxLEEAUzROuo4vvLen5ynf/8mbLQnZGH33jt/EtPVbz2dPXrzza9+1LP7tfkUW9p97w9lbDblBhuS4Y9E11wohRgAEAm0O9HawdHupOibEl79PgY8+XTiE2PLHsRBLj8K4vLSyuoHwpnTEHB9BJgfq9HpZDrtGrYLEqn0mplOkWvS945fP7IUFq0hRgFoAKQz9+jkbsNDgYdWPid3osw+wUfCSAHvHSl7HQRdjmJkYa0WHUm3lFVibjNyJL/1vICIBFIJktwWhc6j+s2mcDcePgHZRLMvsRCr/8XRQGvZE1rWtNXW59oNtcXQVi2iWnGNDk+OaQdUsoVfb29zcLmWtgOr4bK5pQ38olXrjyMT9lOztySSX4oK3tLSlI2jWJYWrT5fRa30wrwxO30wt+A24EzioZOXA6702qGE/on9BMqnbJf0t/a3soHqMDiVDGr6HQ6lUajMelMVlV1bQ2HV8dpaqzt7LxUV//2wcO/IqU/SiI9lJL05tFD15r4PIWyViov7e59/dCRR1NJWzPID2aSH4QdG8nbyNnbs3I3ZZC3Z2Q+lZOzr7SU29HdyG/mNTaya9ksDotRxWBWM8ABmQwag0ajUKnllRWl5UVl5UXlFaWVlAo6GA2bVd/Y2NrR2TcgUqo046P66Ukj2tcPJssAynJ5PcA+DzS545RDjFhtoaDxjwh81gNgzGGzW8zGKcPo8IRcqunrEbcIWxu5DVwOi8+kiqrpQ+U3FLnJk5l7Zgi7LelRIxmxQ6cPwPZqLses3Qa8Wa/fC/x1H8YTszBwAlfhH8gWMKn9w8Ig5OPl98+hBj8P/oOd5j1g/x7AJ24Yh7FNz9h0wwtKuauaMpwRa06NsOAjpwgxIzmksQ9OzVRRkcnxW3bbgtczBz7ocbndTsjOZpvBaB6d1A+Oj2gHdZqAtEODQyMjI2NjY3r9hMk0g800AzcLGyRw98EQ5mcXFvwL8765edjCBI7LBxNh/POu2RXv4qLXv2QyIlPj/Xszh4ixNlKMKyPakBo1mJGsff+UmE7l0qmNtawmXkNne6tENDA0pJmYGDHPGD1OcDp+vxccI5Dj8RkVYIvPJkAmvrlFj3d+1j3rsbksRtPY6Aggt77+3raWFg6ntozGOENjk+q6HrnK+V5xy9fp4hC6NKRKBbEEeOpwjpN0HVOBo4qDmHJclQJXhS4xJgHbUW4JokmCKSJcSTf09S/x1p1i3HOg8D7SmZevM8ewfHTU7GgLdmKn7j/fZ/wHpXtjadcGhmIjaxBXARFlPdg/nE4Gm6zjUDpax1DA5BOqLIgiXQf4pHQAV9ILEGXdjbZ7L9Z/9zTtP3I+eF86OozuGTAJQCCsEhfP5PpZctbXIlLviT8QnHgshHBqXcYHQVkXgvZeCzlSGnyShvugNuhqc1BBZ1BpXzBFHESTokAC56fdns0FJ5gFM2UAS3CU3nsZYpj4fp7+Skou6e13zr30dPErTzNfe4b75vPt774sDX1LHfHWWPyOqcSdlqRQrI0J1kUR0IgvJWoWv8dPiHIlhvrxgHLj1aQkpIWHeABM3YTREeDcozWuVm4uw6gJ9EfBYtnrcapUcrlCMjiiVmqlmkGFUi1Wq/usmj5LVbEiPc5I3GNPCvXgI+4kltyBkzus8hcGfgRGFeAZb3K4NznQ/BH96W4P2r3RhY+0EqIN6fGKHDyiFSN+O7LgB6S0Mr98cxH47gj4g0HIMjS4igZNvvRYAgRvwBdGAa9kTWta01dbXw4yAc4WGAlwvMxms9FgHBsdwzpOtLW1c3mNLHYtk81hcLmXWDXP5WQ/kpn+cG7uZjIZIMrDiYk9BoPB55tB+8qDvfhg7AfGTOCJOeGMLpvFDoAHkIl6UC2Wizq7OoXNQl4Dr5Zdx2bVgZ2zOXW19fU8PhdYS1tLXVOTUCIt5Ate33/gsVTiY5npD6UkvpSVRekbEOiGq0XSGx2dz+fmbiUQtufkADJ5IDNzKzl7EylzW96+LemZf8zJIRcW1nV0N/CaGrjcGlY1wBIqnUJjUKj0Siq1glJZAf6UVpSVVRSXVRRRqBV0Jr2Gw6rlNjS3tfX0D8iVKuCRGqaBLwpgzY5OU3M73QBLvF86MsF8/X9M8PPgdJ02pxWgiUU/blSrR0RieWdXtwCAYn0tt4rRVs1UMija80eV6XvMmXvMxN3GtMjhnGRbVQVinFqx2xdgeonXByEE/BfgCrACsQQwy6wX/vS2MPr4W/LDVA6IJLBCV4BMYA1hsOL1uU0W76RhZXjUza2X5qZPZ8ZbCWGetGhrSpSZlDSclizNTh8rzEcMU4jdtuRx+z1uFE5cDpvTYrZPm81TppnJqanJyUm9Xg+WQFNTU+ABB98LmGuEflPAVQEDwdx9jEzmIZnMYoZSkxfQ15Jn7qZ7dtFpR9w2K6NClpZozUyy4SMsqeGjaXvUh3JUBdfb6HQem93AYQsaeQM9PUq5bHh0cMowabNawLjgVDW01teqKMAWn02ATGbnl33+xXnfvN/ltZrMk/rJwaEhsUTS3tHGa2ykV9UUVNUepHN3lHF/XtT0rfKu9TRRcLUCzt2iSdcDPKDJQ+gyWBf4z/ETYLfJBOBEgEzEQSU9QTfagy/xg09VrTtYsj7r4vczTp/ukgNUAMCwgCacWBFEgiDkgdEfn6v8QUnzNyl9wWX9G2nKDVQFrnxgHU0KaGQdUxXMBHACoSiIIlnPhHyyrlISUjZwD0Vyb2nPPVf43/2g5ntZ584qJ0du55ZgKe9g/wMLyE/iMr4Rnb4uLncD4QQu5QSOcDKYfCEo9wruQCHueAXuDDPoMi84vzW4uAccPYgiguP/EJlAC4aAJA2mie6h93+jomNzSeOL+98P3x155PWXbrz4R9orf+K8+pTwref7dr6qCX93OGrHZPzOmaT37GhfRfftFu8w3z0lCnj/sDxX0i4PPlKPjwbPEqJVwG4hK6gjD+EExh9Qhx9mloCl2+1QqxW6QY1aq5ApB5RaiVIt1WhlGq3EpB6w1zMkGUnTqdEOtGrw3TRyZ/0jBbhuG3gPRBG0cDAs7eVOCocGt4dCMoEGT8GJj7ISI0cz4ycKziMOA+J3gWGuLCzdgmWCb84vLGA0EmCRwF/Y4sutABN8MRTwSta0pjV9tfWliZmAkQDfy2KxzJhm9JP6waFBpUrd19PfKmwHLmgNi0NnsSub+JmlxY+k4jelp23Jyd6SkbklMWnP2dMzyK0Zr89id8zPzrkdDpvdCtNOwD5dsGm63WK3mMzT01NDI4MKtWJANNDd3d3a2tYsaOE3CvmNLfymVn5TS7NA2NHe0dXR2d7e0drZ3SKWVnZ07Dp27JdE/KMk0q9S03+XknajtYMtlXEk4vKerlcPHtiKT3kwg7QpN/tBMnkTGfZ035yR+bvcnJRrV9md3XWNAk59PYvNYjDoNBqVRqMACAFYUkmpLKdQyqmVFTTYvASgS21tbWMTX9jW2tPfr9RohkbGJianZ0wWi9VuA6fh9sLMBI/PDe1zSTT5nMgk4O9/Fnk9PrQir93snJ6yDI7qZWptb39fS0szv5FbV13Fr6oSs2uGaSWi/WmT5DgLIdRGDJtMi9YcyEL6exCHc9Hjm0dDIzBGgnIFihYomaCZInDrJxZKJXfMD1ubQDjxzgHAcbqWHY6ViQmPUCjOzhpLJ1hIceZkmCvsIEZa8VFGQtwEKUVMwo/cuIpMjCEu1yL4IFpADDjZHocHFuwCT68NzmzEBMAUCAuVgO8IdoPAVQk4+5hmF9Aei/C8sMgJCk2+Rf/sksuFOC2IWiLLSx8jxjpS4+z4qGlihC4rUXnxjIhSwaVSuPX1jY2NnR2dEpFkSDcIvnpmqxl8gwAveeHkN8A6q6MAW3w2oWSyODu3sDC3AO6eA81PGx8fV6nVvaJ+QWsLp55Lqam/QGXnVAt/V9z4vcLme6m9wdVSHBPmfoQwUDygAvbAHHcMTjDDAibQAMOEVIqDinuDCrqCLzcHn6kJOVx2z76Cb2ae+1/yqQq9A8CJH4UTHwoPOgShe2/+qpj94zLB/RVd95T2biwX30OR30NXwWMBPABkQgHHlW9gKDcw5etp4g2VffdUdN9b1gE7OV5kbXu/onzcPgGw5BayBLDk1q1ZBDEjSNOM539jM74RQbo3cW9w0gFcwqFg0tkNuZdwOZeCDxYFHasIOsvEXagNKWhZV9INOy1WDKBkIkZbvyvQaWywGBdYhjDUwVT5Oqr4m9TeH5TyH79Q+m4CnvT6K+dffbb85SdZr/1J8NYzXe88L9/9+nDUe1NxYTMw8T3UlRzhSY5EXX9AJmEutE27G7/bRdhhT3nXTggbJERpLpyEZa8W54GrDxuGwAbrywBLlpYBXgEwAQzuUClkGjX4F12t1qrVGrlaLVep4LQunUZhVIj9Qt5AevIkMcaaBAv+YkwCwONuMsFW/sIiYPd3WNELrIfdLuQVBZZgkG78LkAmAKIASgE4cRAipkjR/enxyEA74neuLMyC0S0uLi0uw8R3QCFg3DBUcptP7tiXWhgSfEEU8ErWtKY1fbX1pSETIGxCl9FsnDRMjesnBoeGxSJZV3uPoLGZw66jVVVX1tddb2p87eC+hzPStmZnbc/OfTg987ep+PzWZuPcvNM3ZzZZPC4XcDdhmAGsAffK6XZYHXaLbcZoHJ8Y0w5qZQr5gEjU09Pb1dnT0dHb2dnf0dnf2dnX09XX1d7V09HVBcgElkPqEUoklV2dr+7f/3ga6fH07F+lZj6XmX2tuZkt6qN3tZ+tq335wIHtGRkPZGZuys7alJPzYHbupvSM3+flJl65xOnureUL2A0NnDpYZ6m6qorJoNNRQqFQafSqahrYwmKy6mq4PK6gWdDZ1dUvEsmVyuGREf3U9LRxZsZswVJlIJC4vF63DzPgnWIUsYr6PMgEI4vPKK8XnK3D7bI77Z6ZGceo3qAeGhJLxd3dnXw+r57D4Vaz2qqqFewqbcFFVXr8TFoUIAETMXKQlGAqvIoYDYjTvejyAHK4TSZzwFCyQMMe0MD6J9WHsOQ2mcx5/fMe36LHu2AwIKPD2vPnNIRkW2qygxjjIITb8LudxHBPWrSTEG0hxE6mp3QTElfaWxGrdcnrXUBnl8EyXy54l8F9wOKHdwt8NbAbhF2TgKd/RzD3Ha0XBs4O/NA3B8YF9rk867/ltCLG8dHCS1pwNcDREyPtaXGjaTHaozmK8gIhtbKhqopb39DS2t7bJ1LIVWOj44aZGZsDPnewf6Tf4wPXZ5WCJgG2+MyCcDI3vwjYZHYWXBnwLwZshTQ8LFMpWzo7+c0tDFZtWRXndHXjLmrzg4WN367o2MgUBzFg5ncQ7DcCK2hBl50qB9iA5WPcCSygBqMrsElicR8gkyBAJmfZQUcqgvNurMv44F7i8cdPFzQ45rF6vsD1nr2FOBFkEEEEt5CYbs1Pb3B+eKPxe2Vd3yzu+Xq5eCNVsg7sjSZfT1fcS1dsrBi4t7znfkr3d8pbv18q+FFB/c8uM8N4A3Ve2Freg2BYApnHhiCN064tKfu+EZGxMW7f+pTDuOTDOMKJYPJ5XM7loAMFwccqcKeZQRdrcdcbQ0o711X0rasUQaCi3iYTtOF9cKBSMGAk1Qaa6h6K+F+LhA8XcZ7eeyxmxzunXn8u/+U/0V95sv71pzp3viDe9bIu4q2x6PeMCWGmhPdcwN1PjvSn7AFLACdOfJiTsNtNDPWk7vak7bTh37YQQjXEPbqCC4jDjCwuIDcBj2Ap78AJBY4ocIxXvB6nRi3XqBU6rQagiUql0mmAKXVq9aBGo1Mpp6Xi2ZamntTEcUKMPSXSkRSIh7hgA8dPSCYRWJKJhwAbLGJbvMRwLzHMTwifJUT4U2D9LkBW5tSokfR4+bE8xApQanbB54XktALQBPYtQfu+ByIny7AyF7oVc/C/tMKQ4AuigFeypjWt6autjycTFAT+yQLOFrYCxgPWsZdwzr3DOm0yTE5NYhWE+3pEbc1t3Houo7q6oqa6gsc9yWRsT4x7LC93S2bW1gzyo+lpu8+ekpjNZv+cw+O1O2wujwO122RidzqssMTTtHF6TD+mGdKptBq5QiGRSKVSuUQsF4nlAwMyqVje3dnd09nZ1irs6Gzr7OtmNzXyJeLrQuEbh4/+MjVjGz7tV6mk53Oy3+fU0Lo6Chr5h2nMF48c35SWvik7++dk8qac3K2Zmb/Lyky7cb2uu5cnbOUKmhoFTVwer6G+vpbD4bDYHBYHUFZtHTihRl5TY5OwqaOzo6enRyKRqNVq4GBN6PXTRqPZYrE7HOA+AYNogqZvA/O6gKe++mQSgIlVFeZGf3IFfH9UgU1AfnC64BrAbi5Wm9tgtIyAp0Kl6B/obWkRAq+ax67nMWo6qmuGahjyg+QRUowtI8aMDzNlJijJ+Ft9nYjNgrjdS9BxBywBlp+NTCCOYPO50KgLGDYMvczOeWdnnU5wrPk2oe7Q3ilCgocQZ48P9cHOIWGw+QMhwpYY6sRHmYlxY5mEqWuXkJmZJbdnEewMAA6cETYPoMMDk/I/en/vXE8wgICbf5fQDHh0DSIK8NcX0bLBvkW3HbEZkL4WeQ7BkBZnS450EmINqfEqMl579f1eejmXQePX1vO5/I6O7r5+yeDgyKR+ymIFXx8XnOEGsGQOGDi3VSCTAFWshhYXlxYWFgChgBN2AWZ1OMwm2PRGOzjc0z/Q2tHBqqtj1tZeYLCyapqfLqr/j4Km+yp7NzAAlgATw1wLJgwmhNCAKVHfHdbjgrV9AZMwpCFMWQhNtq5CFlIsCinsxl0R4N7n4I7RNhypWJ+Xf2/exXtTD289cVFwE5m83Zp9Hp2CBVhFiSB0x3xCi3TTZeaPC5r+tbDtO9SBb1T231Pefx9F/I3yvm8Vt/9bcfMP8+t+cpXx+9LajG51tW1ei+a4g12B/cwjtwCfWBGkeca7OeXgtyJzNsQcDEk6jks5jks7dc/eK7isC7gDhcEnacFnWcEX63HX+LjC1uDynhDKAMAS2NsRTuWShtDRimRUZRANbWPCUAMyuYemuJ8q+kkh/7mTN96JSiC/9vzVV58sf+VP1a88yX/r2e6dL8lDXx2Memsy/r2ZJFh9y5Uc5k2OmE3e40sCcBLlIobb8btchF0eIrAdtuS3bcRwQCZDhRcRtwVZBmRyc2lpGeDJCtq6EPzvx2a3anVKzaBSqZar1SqdVqdSKEd1Oo1cNqhRa5QK8HpaKvI1N3YRE4eToyyAf5LDMCYBcHI3hIAtH2dgO8wqgYGRFBgkgaESOCUsAiAKMFizC/wU7ApO7gp1EMINhCg1OcXFZSEeOzI/u7wESBCGdwCJwOwYMHxYQRi2NLlNJl9uNgkwwRdDmFOypjWt6SuuLxOZADmcDpvDbrKaZ4xG/YReqx2SShXdHT3AwWdzOPSaagqLVdHc9NbhAw+nEgESPJS7d3N62iOElPy2tqn5BZPb7ZvzO5w2t8fh9ABvFm3A6IDd9WxWq8lsMswYxib1w2OjIyMjw8PDg7pBnXZQrdYplVqxSCrqH+jsaO9ob20S8JqE/Oa21ho+n93b+z6n9u2jJx4jkh4mEH+VlvpsZvppDvtqA+8it+nd988/lJn9IBmQSdaW3LxtGRm/JREPVJZze3qFnV3Cjva2ro6W1lZBU1NLs1AoaBY2CVuaW1taO9rau7q6u3r6esQSCcAknW5wdHR0Uj8JTtxsMYPrAJu0gCuEXhafF0ZLYG2prxyZ+Fyw+QcsAGC3Oy0m6+SEfnBQI5WJOrs6+PwmfkNTI5vLY9ZI2ayhgsuKrJQpUow7M86YEj6SHq8+cxiZHkPs1mU06x0eA5IJShj/EJnA9wKwgXByN5nMz3nnvHYbYjF662tUGXgjPtqLj/ICGEjY7UwJsyXtQmsZhc+RYmYSwyZSYwePH0CmJxdd7gW4H8BM87OAKGB7xI8ZDebc31n5qMDmgMGdzM0uzfoWFr1+xGVDjGPjl04MZ8TZUqNtieHO9MRBYrz82D5VZXETrbSexeTXc9tb2vv7xQqVZnxCb0QDJuCRQ0fhm53D7K8c9xMrgBSrpMVFFEwgjfnBDXB7wIV3GKdNI6MTcqW6o6sT0H5NHbuAWX2qhhdN5W+50fhvpZ1fo/Suow8E3yaTIEgmSpRMVMF0ACeATGCaeBBDAt4TQhWvr5CtLxGvK+oOutaM+6AOd5KJO1CKy7oSlHt5Y+4HXycff+jUFa5zcQrNVvejUOFDYPAEbFEgSNMtZL/O9puypv85z/yfK7X/dbXux5fY/3Wh6vFyQXiH9rjezVxAOtFIi+l27GUFQs6KD7lpRhD+tG1zYs6/xuRtiD0UknQCl3IK1ghOP4cjXww5VIw7XBZyjh18oSHomiCosBXr8xhMEYVQpOvQjiWAsgK1kgGZ0FU4hjKIqQqmyu+tEH2vtP23N+reJO5NfOvd0689V/LyH5iv/qn+9Wfadrw4sPtVbeSbYzHvTCW8Z0oOtcO5W2hOeWK4PxHCiZsQYQd+PzHUhd/lJewCSys+XIOPUl88gbhmkMXZWzfhtCjo2yO3AJeAf8QGh3QKlUQzqFCoZSqNUq1UjQ4NK6XSIa1Ko5arFJIhtdyiEJur6V3JcYNJkTNJYc6U8H+ATLCsEjf+PXQGF3gZ6cFHoTW7sFYnocD8sKZwhDstZiglSnf8IKJTIT4P7Ai5vLASiJEAMrkFM09QQkGxBJzRGpmsmgJeyZrWtKavtr4cZIK9BMJ+PW612qwzZuPU9PDYmEKj6esbaBG2NjUJ2HW11Oqqioa6y43c3xKJj2TmPJhO3paTs4WIfzabLBgZNs/PWRw2H/y9M8AS2DUd7hotIewAcGKzmczmGZPZYDBOT01O6SemJsb1Y+Ojw2NDgyMKuUIsFmNpJk18XiOXW1/P5TULq3gNrM6261zuW3v3/TYj89GMjEeIab8hpp2oqz/MYr98/OTWdPKD5Nwtefs3ZWc/lEH6fSrhckN9c39/T/9Aj6hfLJeIxKI+cA79/f19/QO9A6I+sUQsl8mUSoVCpVJqBweHRkcn9HrD9LTJYHTAGsFWNIkfhn3csIkJnMeDZpj40Ek9Xy0ywWJF4G7CAJjFbpmemZoY02iV/eK+1o52Pr+ZV89vqOa0V9doqyiKM4eGSPFWUqyDHD+CD1dkJCw2sgAwLDjtKJnAlHEs5IEazMdAKeUTC34Kkgn4CyMTuAPvAqxh5fMsG8Y9bJqUEGNMi3YTo9xJsFLQLHEPWAHL2dRoa8J7FmLERGqk+nAmoh+Zd9ihdw33hYY7IH18iJQCrv1fVwBJAmvzftjDZGneu7Ti8iFWk6e5TpoRP5W2x5ka7SBGG9LiFFkE+Y3L3cxKXlVlHaeqmd/U290nkcpGxkanDJMWmxnAMHgegNsPp0zBAQR2/w8Lw4nV09z84tzcgn9xASb+g7GBO+B2+Sxm+9SkcWh4BHzXALLWNdRTWexrVbX7qpufr2j57wLh/WVd99BFIXRAJvJghgr46zBaArAEGuwHjxWwQslEFEITra8QbygTrSvpCbouDLpYH3SmKugYJehgCS77yvq9V+/JOf/dvA/+J/vMkV4toIsZtFQXoAvfygqgFAcCp2aNIYgGQaQI0r0CTYYgKjQjZRTthTKNBkY8aMhlGYDN8sLyLZiW4UWQWoVuWzzp+zGZX4vfC1Pe8cdxqaeDyRdx2VfXHSq953R1yFkWxJKrguCCtpDS7uDyXoAlQRQYMAFAAs8FDZgA7gqiAgZT4hgKcNbg3O+v6Pp5Ae/p49cjw2P3vfLStVdfoLz8dO1rzwnfeqF316vKyDdHo982wIBJmJUQZSNGwFmIhDBPUqgvIXI2OdqdEunEh7sIEQ6MHFLC7SmRuuQI6ZEsZEyFLHpXluaRW3A2F3CHvT4v+MdNrVbqBtVKtVQ9qFDrFMODOoVMOjysU+vkSo1YrR4Y00js0l752eNdseHauNDphN22xN0YmXzE7qaUuywwmwuM00sIBbzkw++GW1KiPWDAyXtg+j4+1E3c7SHs9qeE+1IinCmh4N8HLT7RVVGO2GzI4sLy/BwCm8KjrUvA4GF948CsLpRY1shk1RTwSta0pjV9tfUlIxMgh8NltzkcZpvZYJyYnNQOD0nl8s6uLtgcu76BWV1Nq63Nr69Punz5oRTCtgxYtHdrZsa25ERScZH55i2Lx+Nwgz3aHV4H2kYP7huGTWAFYZjHArDHbDJbTCYz7D1hME5NTeknx8fGdVqdVCrt7u1u72jj87jAaeM2NLI5dZyG2uqGWga/8Upt7esHDv4ylfRwBvnh9Iw/5ebsKcj/VU7uNnL2lpx9P0snb87K+nVO1vOkNFp7W7tI3C8Si2USlVat0Wlh5ieQRqNVawc1g4O64aHB4ZGhoZGR4XG9ftJgAMhksQC/2+q0waaKgEzAqO8iEy9c8XhdgXyQVVYAJlZVAbT4xAo446gCm4BQnECrX4FhujyAME0W49QkcG6kcmnvwEBTcwu3gd/Arm+qrumrYahLrqtzUscJ0UZipDk9ZpwUoz6YiQyrEL8b0IMfBjtgvAPNNgHLOxWEP7HuZKrAT2FkAidigd04bGbEZfY31MjTE6fSom3Ah0sOA54QLGSUHOFODIX+U1qUKS1ilBSpPpaFjA/6bRawBzgsP8xiB3AzO+v5VCQAUAszQBHzKJnM+ZYW3POI3Y3ox/oOkocy4maIETZCpCk1ZigjUX3qsIhSxqNV8jhVPC4HYLhYJFGqVOP6CXBdHU6bxwMDdHcapATmif2jCtDEaupuMoHUND8PW93b7S7TjHlkZFSjUbWiGlYAAP/0SURBVPf0dAuaBdWc2mJ61RlmQ3xV28PX6/+9SHgftX8dDZCJAiMTFE5QPqHDyl1ohxMIJzj6QDBtIKRStK58IAQWDm4JusQNep+FO04JOlKOO1CEy7m6Ie/6PVmX7s+59N/7LodTGpvdN8dRIAF8MnfrFgCMeRQ5wEvAHi40KuJDDWwHXjD2U9h8HPWFERhhWL6JrMwuLw0ZTB1jxsRixvejSd9M2reecCSIeCKEfAFHvhRyqBR3hII7WbXhUmMIxJKOkJJeWIyrvB9gSTBVAuMkaEku1OB0tSAqXMGBdYYspLL7Pytan7hIfSExM+2dd8699FzBC8+wXn+J/8YLXTteloW/MRTzzmTsDnPibnNSuJ0QZSdAMoHJ7om7vIkR/mTg60e6UiJcMBUkzJkUZk8MNcXtGowP7SbGLLTzYCneW7AoF7KC+NxeDUwpUSjVMpVaipGJSieXy8U6mF+ikmukKq14WCueVoscva2tZEJb+DvqmJ2ATMzx7zmTsBlZ4BsUCgxLO/nrBmeduZJ3u1J2uZN3epLfQyt0RboSI52JEU5Y9RjOQHPjd3nB9zE53J2820mIMhETB3OzEZkEmZ9FlhdXlhZg70XIIjBggsIJQBTAJJh9iRVggi+GAl7Jmta0pq+2PoZMoK/+RRUYnBOdt+Ow2q0ms2F6emxsTK1VD4gG2tvamhqbapjsKlZ9eV3DORbrpb15j6SlbiNnwl6H6ekPJyZ26KdMs/NWtPWHc9ZthXO6YPlT4OOjs6Pg7oHsaPzEBkMzVrMJ4IlhUj85OjoK+AEcqAuWFW7mweSQhlogDotTx6axWRRe4xlGzat5+x9OS9uamb4tM21LRtpW2M8kC2DJ1ty927KzHyXiIw/sbx7ob+vtlcoDc7TGJ8b1k5P6Cf3kbZvST01PThunpsGhzWYASmYATE6HMzCHC/299WoJ4wSwAqgP2/IRYW9YFQVwYnWF5ofA6WxuCGs2i9U0M6PXT+gGB0ViSVtbR1OjoIFTx61mCWuqldUM4Hzr0hNmSDEmfLiJFK1MjTEzyhDT1C2f0+2yLcz6fS7X8vzCnNc350WR4tOSiQ82MkSDJ34wrFmv34+FtFyORYN+toWv3EeeJCXYiXu8xAhX0i4vPtKREAqbW+PDHcQIY/oebXr06OWTiH7YZ7XAh9INTnEBEBOa1+FG0efvCHroqNBJZV5weYC7Pg/T3xeXZpdXPH7EZvVUVypIcXpS1Awx3JwaNU1OVuzPVORfbqms4NWwuLUcoaCpr7dXIVcMDw9PT09brRYwFnAT4TlikZLPhiVAGEysrhYWAgauwcICwDkYBwOPNvg2T05ODg0NSqVS8BXm8njMGtZ1Rs3RmsZdtMYfX6u9n9KznjqwrkoRzFQGksLhPC7gu8NQCQ4arCCMZsmLgqniEIoopKwnqKANd0UQdL4++Ew17kgZ7mAhbl8BLvt6SHb+fftLvr2/6N/3Fvz6YjVZKBXdgpkngEOwmr9Lt20BLbeF2q0l5OYyaotoHSvgNgJbunVzfmXJZJ3RDmmlCqV0ZKLD4IgvYX4vPuPryfu/lnk+JOta8IGSoGMUMIZ1FxvWX28OudG+vmQgpFQSXC7DVUiD0BlcQSiThNBkIVjaDFgHW2Civ3w9TXIfpXtLOf/FvJORu8KPvPHK9Refrnjx2brXXmp5+6W+nS+ro94ei905HbfTkrjLATu+R7jhE4umkoNlMjS0SFekjxDtSAhz4SPAO61JoUPROzqjd2gvnQZYDlx85BYy6/KNqAaHVBrdoFqhkahQg91LtHKVVqnSqZQ6lUIt02lkeo3UruzXUYsY4W+1hL2hid05EbtjJv49GDZJwfrNw1wR79/JgMcMe4m9DY4ZneUFJ3rBVieEMDec7gXjP8D8xD0OYoyOGD9RfAWxGxG/69biAgKDVreWlxFoMPcE3K2Vm8vLX3IwWSOTNa1pTV84fZRMAgTwRRVGJmjYxG41W8wzJuDS64bgL8i7u7sEjQJeLZ/FaqCw64p5vIyC/EeTEralkx7MzABwsjklJfzkaTOCGF0em9tlcdsdfjcgE6fL6/bACV5wOhDahBEeCG1+j1UDg01UjEbg1gAXTaVSiUSijo4OgUDA5XLr62rra1k11UwGq4ZW11Bazz9Or3n+yOFNGcRNWaRN2ZkPZmU+kEnenJ23JStna3rGo0mJx0uKm7u7uvr6lSr1yMgIgKvJqakZk2nGaDTdNnBeFpMZnCBAI4fdDigJjAS9AIHYEXAQA9zwOQsFilVTgCVWVWC3gAjAEowWu2sWi2VqagoQn0Ku7Onpa21t4zVw61ls4HD31lRP0svF2QR9WqwtdY8jLXoiNUZzOAeRdCPOmWXg93tc8z4/1vpjAezX9w/M5gJYMg8/BLAA5pmAIfo8bvDEmmdnppblIt25U2pigoWU4CRGufDh9qQwf1oM8JDsyaHOjLiR1GhJdpKjlrY4PuyxWJwOgKFzPi8gJkAWMAcexYK/I+iVowKDWFyYBdQGZ17BxPfFRbf/psWMDKpGjuZOpO6ZSYs0k6KMpFh1eqL83CkptbKRSuNx6pp4jQD1JRKJVqvV6/UmkwlcWPDggbMBZ4nt/LMLRYlVFqARTIHX8+DUZ8GzAcYPvsXwFxlqdX9/v1AorKurq6yquUivyWByHy+q/35py73lPesZshCGAkcFrjyAEwXaGV0cxBCjMRO0ZDAAFZokmCoNpoiDy/qCizpx11pwFxtxZ2HYBHe0FMJJ7g1cTkFw3o17Dpbef5z+nUPFDxy/8eSJy0dZDaabMCQCOw6i1HG34Pwg4PcC7/cWLKoLU61v3QTPkd5gUA8NakeA5y4dHtRJ5CrxmEEwYcmqb/0RYf/XCCfvO1gScrQi+ExVyKWGoCuNuPzmdWU968okIeWykApFUCUMjGCTuACZwIYtNKxJCzzTEKoshCL7ekX/D0qFv75IeTcGn/3mmxdfe674+T+wXn+J98ZLnTteloa9NrjnHX3ce+bEUFvSbvDQor3YAQ9gzv1dlhzhTgK4sseREmZOfM+U8N5o3M7u8LdqY3cjOgUy5112OScHh3UygCEKlUqmHVJqdXLdoFKhkspVMpUWMIlCPageGtIMKcQGaZ+rp5WdnsTY+XJX1NuyyDfGY981QjIJBeQD0AgdCUSOv04mn8iwvo3QUsLmCZHO+Pec+EhjRkI7IQqRdML0/cX5WzDZBGIJuEkwhrW4AshkZXFpjUxWUQGvZE1rWtNXWx8iE8z3/UILoonb7YSdsWFcw2o1zhhH9WMqrVoiEbc0twgbW+o4vMoqViWXd53b8Pr+vQ+RUjdnZz6QlfFQVuZjKSkF7e3WlRWz22UFSOL3Ak/fCfM1fGifQjivC/7qHRV2wLvhZHx8fGhoCMBJX18fgBPg3HC5DRxWDYtVXV1XS+XUVdby8hua3jxxfHtG2sO52YCINmdlb8nO3ZoN53Q9kpH5VEZGpUAg7O7ql0g1usHx8QmwZyAYogH4cZehfd0/ekfAqFBeWE1h+0TB4aO0g21cRaEoscoCuwWuJ1gBA0bvmxtcSbPJPD05PTQ4LJHKunt6mgXNDcAPralpqWEqa6jqy6dHs1NMhD32lEhrasxgWqz+6mnENHbTa1v0wSQKFC1gvAROh/qUYIJlhQP/HRisGez3wyRsp9NsN1mmx9xauZHN0OzPHU9LmUmJ9abFgzG4U/cAT8iK3zNNjNeSieqLJ119bY7hQZvB5LCBB3HO716c9cKaWnAsAa/+bwm449gKwKo5v29lacHtcXtgeGluxe1GTIbxwis6Upw5NcpKDLekRw8TYlT7s9WlJR00Oo9Z3dTAaxO29Hb3gEcduPLgyQeXFFxYcKnv3vlnFwoOq6wAl9xFJkDgsmEPxvT09MjIiFKp7O7u5vP51ZzaUib7OKM+lNb0i+u13ynrvJcuW3dXgeBgNOUdjZkAVx72W0ST4xUhFMU6inxduSi4uAd3owN3pTnofMO6cyzcsbLgo8XBAE6yLwftvRqy/1rIvqvfPnLjPw5cePTQufQyetfw+OiUweNyLS8tAMOmA8EOHzeXbt5cXFlZWFxe8Po94J+cqckJjUollUplKqVEKZdp5Aq1DJarUuvU2nHZmKlz2rWX2/1fOefuP3Rj42lK8AVW8NXG4IKW4LJOXFk3BKdKKRwkMLTIGNq3BKsUrMTIBIZQqNKNleJ/L+18OL/uudzTcW/vOv3yi0UvP0V76Y8Nb7/UsuPV/t2vqSLfhAGThF2WpFDAz26AJXiYRoKmkn/EALFEulKizPG7rClhhoSduj1v9UW8VbXj5ZK4MMSknxT3aAZ6htTKIZ1WDVBEKVWr5FqNWqfTAQZWqZToFC+5Wi4yaxU+aT83J/Pq83/i7XqjfdcrgExG4941fM5k4k8JmyVEwJhPWrQudY/0UCYMm/hcyOISAEpAJovLN5dv3VxYWoQ37UufAL9GJmta05q+cPozmQSc3y+4nAAe3G6H2+VwAvcdMANsvDitHx4bkSnkvb19LYLWhrrGak5dWXUNhc8/Rqc9jE/eQk7flJO5LTdrc0ryO8ePDZhmDD6vxQMDJvD32QBM7G5ggEy8Lidwz1H/Fgo4u+CYd+AEuDXAUQNwIpfL+/v7u7q6WlqEDfV1bA67is2m1rDptbz3KYzn9+ZuS4ezyDZlZG7OytmWk7cpg/xoVvZjqWkx585VtbY2tbcPSGW6IVgCGMMScIjAbUB1Zws4OsoIAQHXEFvBxva5CpLEagtjidXVnd1iYwZLcHHA9ZsxmsbHYIu9AZGopbUVMGQti8WtZgrp5YOMUtW+dAMpwZUWZ00On06NEpOi57v5iMt80+cGPDE/tzQ7u+hFE08+A5mgvd/9fpfbA+6lyWqamhwdk/Xb+ruGblyV5ZJHMlP1pCRDRoKeEDVJjJ4i4xXpeNWpY2Mc5tRA95RGY5iYsprBg+7zuRb8sEwXsIBP/7cFfHFsBZAJACy30zk3DyHLAzu+2+fbBZoDWcaMBCs+3J4aOZMRJ09LHLt2ZYBC41IY3Bo2THzv6pZJpMBbnJycNJlM4FEEFxZcZLBP4PRjO//swrBhdYVhCVDgNSowcvBsgLMAXze9Xg+cYLFY3NbWxuXxq1n1V+i1uSzB04XsHxUKvkkZCK4QhVQpb+e7Q0PzTLBmi2i+OIATinJ9pWJ9hXRdaT/srZ7fvv6qEIZNTlFwR4tw+6+tO3wj5MAVXPb79+278J3cs9tPXD3UKWufcfYPj8uUaplYNKxTj43opqf0JpNxxjQ9bZgYGxscGtIqlHJocplaqdSq1FqNRqPTKnVqhVYuV0lHhnXgHTrVkEI5LB2e7jC4sltE/3ng/LfPlH/9Wv36/Kb1ZV0hlD4cpR82LaFJ1tMAnMgAmYTQsL4lyiCaGq3HJQ9iynDgp5Wib1X0/7xQ+Oyporcik/e+/ub1F58pe+GJ2jf/xHvzud6wtyRhrw/ueVsfv8uUHGZLDnNg7d4/XBfrjnkgMEQ5UiIAmdjwEZNx7yrDXpXsebcx9I2rrz7Vd/HUrKLPqpEOSvsHVbIhtVynkA1rYR8TwCMaFSwTPKxRjahkMxq5ubej5fSxD579U8WLzzS88XzXzleUe94ejn5ntcgEzt26K3seW3GD80raDTufgC3p0QZCuJqcYGHTsArCK8uw5PHC8vL88sLCyuKtW1/2HBOoABN8MRTwSta0pjV9tRUgE9Tr/zLICeAB5rBDMgFCKwgbTIbxyXHw/2+RWNzZ0cXnNzdwG+nVLCq7ltra9tbhg49mkB7ISH0wK2NrZvpD+OTT9XVTy0tmj89idbicsBmIx+V1uwClAA75c8wEEzwmOkcI/iYehZPx8XHg2chksr6+vvb2dliZlstlc2pr2HVVtbzDNwr/SCY9kpu5mZzx0N69gEwAljyUk/1QKvGlvL1nmNUMPr+1q0sklQ0NjwB/xGKxYIcIHO8vBCnhtjDPG+gj2z+LPnafYOOqC8WHz13gQGD8TofTbDIDr3pkZEQml3V1dzcJmurr6upY1TwWQ1JDG7xwZigTb0mNsxMiTcTQ4cw9slN5iGkccdrm3Z553/y8fxHmjQPU+DRkEng/LMvlBYZlwLucbjskJeO0flwrFw8NdCsbWL35F0Vnjon2kxX7Sep9qdIcguRQTs/ZY/2lBTJ+g7yzQyeVTY6Mm40Wu93tcc/5fAu38+A/Tchidm5pfgE81guAArwexOdEJganr5wbTo23p8XZUyJtpOghUpz0yH5VRUUzlVFfzWls4La1tIr6+9VKlX4CzuPCAiaBHa6eAtCwqgpACSrs5SJaRRg7IngwwBcZnNHY2BgWNhE0NdeyG0rp7FN0diKjcfP12n8Hnn1J74YqNVo+WBpMl6Alg/+MJbgqGfDpQ2iKdRTF+krZunJxSElfSGFX8BXh+ku84PcZG85RcceKcPsuh+y9+LWsM/cT9z97saRQPtY55ejWjklUOqVKOaRT61QyrVKqUcqBV47OZZKqNAqlWqHSqFRqFYYlgxpYFUOlUipUMplSrBlUqDVypVIGNqqVao1mqF870jZj3dve/7Ozpd+9zL43v2lDec86qhhtWgJMDAM+NGCyYDRzBkdXBzF0OLoGVwXOCLaV/BpF9IPynseucHamH0547Z3TL79Y/PKT1Jd/1fjun1rffUES/jaaYbJjKmGXJSUcIIczGVZuAGRyu586tD+7+4QId2qkKzXKmhRmStg9GbtDHfFG/+7XeW+/wHjr+fPP/75ub9oot8ozoppUSwalfSMq+ZBSCYhMJZNrFLJRrWJMITLLRYbWpprs9HMvPZP//FM1r7/Y+PrzvTteUYW+ORr5jhEwz20ycRNgW5I7R18VA1jiJ4R5U3Y7k95zk6L06bHyg2Q4FW3etzDvv4msLN1cxGbcoR0YYRb8l1oBJvhiKOCVrGlNa/pq60tJJsDAChi03em02Kwmy8y0cXpwZAj8T7u3b6C1tZ3bwKura6BX1VAbeKdqqh9NSngkO3NTdub2vOzt6WlP52S3G4zWxWWrw223u7xev9MFcMQDvEgszwQCwV2Ch0WFRU4MBsOdyAmAE2FLC18gAEdsaGhksGpPlZT+IZ34SE761qyMTWTyZnLWNnLWL7Myf0XEp129WlhXX8Pjt3f19Isk2sGhGeAlob+QBodAieDvCHO7gcCosJXPQyhHrLIwbPi8BdAAOxy4PsCf/nNewUB/W1sbj8er5bBZVbQOFmOYWqY4kDOeGmdLjbKTIiZJESJStI9bhdjNt9yeJe8szBfHEONToYkf5pzP+QPd34EBVHI5XA6rw6g3TAyPKaXS7jZhp6BByKxoun6h9cKpllP7u84eajt5sO386eai6wIGRVhf193eLheLR4eGjAaD1WpzgKfTC7uazM8tYk72Jxego+WFRZ/bc9PjRhymlR6hjBhvxMc48NF2YsxkWrQsM1FdcK2XzuAya+pruXx+E3DZFXL58OCQYXoakDPAPPBUBHa3esJYYhWF8sifhW25QybgJXhCsAdjampKp9OJxeL2tnZeHbeGXX+VxjjEbnypovFH17jfrhhYR5GGACyBZAJMHgQLWKFYwpTjqiW4KrBRsY6mhBOlKiXBZQMQZgo7gy/xNlxkrztDCT5e/LWjhf+67/K/EQ+/nU+pm7L16i19qmGFdgRW4tMB7pBq1TIAJzqNEoYMNABIFAq1XKlRKlDmGNSCd6k1SqVaqdBqVIOD6sFBlUolHRzWSBVipVo+OKiRi0XawUHx+FiT0XxIOrrpMvN7+bx7ClqCS3tgxxWGZB0DkIkIhRPY2D4InMJtMgmCxZHFwZSBf6ns/en1xmeOF0Tsjt7/8kuXXnqa9sZTNW88wX/nj/1hb8jC3hqKflcf/54xKdSaHO6ESedYhsmHvPk7wQc3PsyO3+0kRthTIgwxO/UxO7WRb/fsfIX3+nPVrz5d9upT557//YnXnqnII5n7O+ZGtU6dyjk0aFQqbEM6i07lGVE7ZH2800fP73zz6B9/c+2FJ4uf/yPjxSdbd7zS/faLyl1vjEW+MxP38WRyZwyf0dz4UC8h1I/f7Ul+z574niUtWpMWb6cUI24rsjyH3FpaXllEbWn55sqXvmbwGpmsaU1r+uIJkgnq8n9JBCvlwvKwYNAO1GwOu8ViMs4YxicntMNDMoWyu6dP0CTg8/g11eyKqppiXmPChQuPZaRty858ACzJmdvwhMRr+WO+Wat31u7xO1weiCOw6q4HHACyyMcJZRM4z+pO5ATAiUwmF4kl7Z1djY1N9fW8mtr6Ig4n9PTxbcSkh3IAlmTCelxk8u8ySBEnj19iVpVVs+obmzpRMhkaHjEaZ8De4H5dsN4vVgL4Q4axwm0BnxtbAePBVlZdmGe/usKw4f9AAA3AEhwRnAh4WIBXDcsxDQ7JZbKerm5BU1NDXS27hsmvYfQxqdrCq8O5BAMhwpYWaSSET6THKvelI1oV4nCueHyzXsAkHv+cB8AJBh2fTABj4Ewu2LbdB1gXnj54TO1mh0lvGtOOygYkHXBqWS27msYoulZ14xLjylnGpTPVlz7gFFxnFhWy6XRuA7epWdAv7tUNqaamx00Wg8vjgKE9dPeYW//JBQYwPzu75J9F3E5kanTgAHkqPdlJiAVkYiHF6zLiFCf3KRjUJgajgcXm8RpbWltFYrFWq50YH7eYzA67HVxMcFUDu1sloSixmkJh5EPCNmJkAtbBCjguvB0uF/jSge8vLLXX39/W0lpbX1/BrjnNrEmta3vkGvs/K/s2VMDeJnA2F10W8OlhzESOY0pxTDFYwmlRVGUwVR5MlQZRRCEVfeuK29dda/rGtcaNp+jfPsf89r5r/5159pBQ1maw9Y6MSQdHNIPDcqVCN6hVKGVqjUKjhaaGvc/BUqnWqlUAUbQqaDAPXK5VKAbVyiGtalCr0qrlWqV0ZFADPitTyeSDStUQABg5QJR+taJnYqLRYDmvM/y6rOl7+fxvlXd/jSbaSOvfQBtYRxUBSgmBWfvA4IkEMTQ4umodQ7GeJt5I7f+P0tbfvE95DZ+Hf/PNc689V/DKn5hvPMV95+m2Hc/LIt5RR+4YjdkxnbjLio+wYSW5IJlE3CaTMMzQPobQ3PjdDsJuawqEB1Pc7qmYXZrwt3t3vSHc+WrtWy+UPPu7wheePP/M748/8/u8J584t+td9v7crivnRcXX266c4546fHnP7rTHtx944rEzT/7m6nO/K3rh9+UvPFH1yh94bzw1EPa6Nuqd0ah3PpIBj2a8fAgtPouBXbnwYOe7vYTdsDNjSpgtJdKYGqfMJiLyPmTODVPhAY8sL62sLK2skclqK+CVrGlNa/pq68tHJljvkTtkYnfYbVbAJjNThumxiQmVVtsvEgPvCpb0ZcMZVnQe/4Ma1gt787anEbfnZG0mZzySnbNpT2zb5LTe47P55mxurwO4+n4vgBzguGAc8hEB5wws4fFvR06MRqNerx8cGpJI5QMicUdnl6BZ2MgXUOvqj1IqnsokPZpGfCw76/GsrEdTUt7MzTlDqSxiMKs5tfUN3J6eXgVwLYZHJvR6O1ryCJLJR5gEMwgLfxYYHraCDWlVdGdXYOefh1Bk+D8ScN2xFXA6GEaC2wQ8bI1KLervb29ra+RyAZvUVTNbWNWaGrr8cNZkdpIRH2kjRFqIewbT4i2VZcikHnG75v0wQ8Tnd30qMkGr9KJwggZMAE64vW5YhNpiN4wbJ4YnJf2S7q4eVi2HxqBWlhcXXr+cf/UCsMLLl0quXy8pKGAyGKza2kahoFfSqxlW6adGZ8xTdofF43WB3WNu/d8QAJc77IKtz8/Pzft8Nz0exDIz21CtTE+ypiU6kvc4CLHjqXHyfWnqwkvt1MqGqipufZ2gWdDd26NUqUZHRwF+26xW8GiCmxjY4+oJpYlVE0oiUH+5fodMwBLcIHAu4IEHX2FwdsPDw0qloruzg9vYQGNXXamqOljD20nl/9c13v3lfRupomC6FEcDBhx6FEtgtok0UD6YpsABMoHFu2TBdMl6av/G4tZ/KRT8yxnGj8/Qvr/v6sPHCt7vHW6ddPVpRwB8yBUKhVyu1ajkcolSpVAo5XKFFGCGEjXwI2hYholSrlQCDlEAMlHJJQqZWKGQqBQyrUKuloF3yjQ6jUQtG1AMqDWAcCCoiLXqrqGhRr3puHTi1/m1/3WV8/0b3H8r4H6nSPDtko5vlPdtAOx0G06CGbCr/Qa6/F7KwLepPQ8U1L+y/1zYjvADr7907ZU/UV5/quqVPwreflYU/qY87O2RmF36uJ0zSbtt+LsrBUPzESN8xHDM/owohFAnYZcdv8uasMuSEDYVs3swcoc47O3mt16sf/N55itPATi58czvLj71xLmn/3D8yScO//E3+373y5wnHt735ON7f//oiSd/88HTv7vwp99cfvJXN57+ddnzv6W/8nvOm3/iv/NM966X1HveGY/deYdMPARYNfgOlmCRk89oHkK4JzUckAlALEAmPgA/KVG2lD1DqXFDV04jlklkzo8sLSEry4BPllfghK41MllFBbySNa1pTV9t4TCH/8siCCRofMEJOMEDHXpYw8pug7hgMsFJGiPDUpWye6BPIBTyGrisGpiYXtHYlH79xhMk0oNE/OYs8rbsnM3J+NDTZydWbhp9sxaX2+nzOH1upwcNXPxNwTHcjpwYDIbx8YnBwWHgMPT09TYLm/lcXm09t6iate9G4SvZuU/gib8nEEKPHjl8Pf9GJaWCRquqqmri83u6upUKJXD+jMYZsCtwFug5/d8J+GfYCjgjSA+rIcADYIntHFvHXqKk8DkKQ4K7hW0Hh8YwEtymkZER4Pn19PTAcmo8HofNqq+p7mTSxiuLJZn4mfQEF6zTFTGeHDl0KAfp60QclgU/YAqb3+9GYyCfVABKoMF+i3BOl8/vcwEycTmsdrtx2jQ8NC4SS1vbOnjcRiaNXl5cUlxQcONGPrDC/PzSwqLKkjI6lcqu5/DbhF2iXtWgZmJqYsZkBA8IwBxYg/ivx0yA7411PgQDwKAEWwCbd7sQpwPRKHQHydPpcVZCtJMQYyLEDGemyN4/NlBZImQw6qpr+E2NwraWAdGARqOZnJwETzgWMPkbB/3HBGFiVQVB5JMJHB08G+Cxt1gsWCq8SNTf2t7C5tUWVtMvseoyqvi/L+F//0bzfZUDOIokiIkyCUAUqgQ2NoH5GzDtBGsPD6vuMmQhTOnXaP33Fzb/97W6GKEqu0V2QNDPNbh0/pt615zB4jCbwNEsZti8dQaY0YSaEaybTAaj2WAE/3YBs5hmwGaLyQyLhs+A224ww3dNwzriM0ab2WqbsViM8KfgZzMmg9k0bZ6ZMs9MWyxgzTxqd8vdSyy946RkOLtPmy0eTpVOPlMr/UG+4BvlPfdUyXAV/bCTCUUaXCndSJd9o7L3hyWCJy5S3otKyn7ttXOvPFfyylPVrz/Nf+s5WCk49M3BPTv1sbtnEnbbk8MwLHGnoN1L0GYgXmKklwiW0CClEFAjRgC33oUPdSSFWhJCp2LeG47aIdv9Zte7rzS+/mz1S3+seP73Rc/97tqzT1x+9okPnvrN6T8+dubpx0+jduapX51/6jcXn/z1lT/9+tqTjxc/8xvKC7+rfu3Jhrefadn1Yl/k68rod0Zid5gSwc7DXGjGCyCTAFGkhN2d9/KPG3o6bsAnhHB4XoQoDz7KRYg2pMWKUvcgvQLE47g5P48sr9xaAmSytIRGTgI+/pdTASb4YijglaxpTWv6auvLRybAhYdk4nFjtauA8+R22F02m8NiNRoMo/px5ZC2RyJq6WwXNDXV19UzajiUOm5+PQ+gwiPppG252T9PJ20nk39NIt3o7DSt3ATupxXghgcwjwOlj7+lwDD+nHNiHB0d02i0Epmkq6tDyOdz6xuqOHXXqYyTZdS9BcV5BYUnSkuvlJSVllUw6LT6Wk5Lc3N/X59arR4bG8PSi2Ef+s8zb+RvC0OIzy7g8AXWPiwUEz5HBZjgwwLbwamB62q328FtApcaeNtisbijo5PX2FTDYtfVcpqqGKpquvL9E2OZyVbCHm9qtJUIfzk6dfUcYp5edtlWZr1+rxtyxt0KwAdqfyF089ysfw7riAI7uHu9DrfTardNTRsHh0dFUllbR2dTo4DFrKaWV5aXlBYWFBYUFBbeKCgtLqGUV1QxmfW8BmFHW79ErB0e0k9PA08VPHBgR7M+LwQeSBwfo/m5BZiy/yEygWs+r3vFaUdMRgu1TJsaO4OPcBD3WIjR+rQ47YEsafH1NjqFV10NoBqgdWdPl1whh212YH6LFVxAMH5wXoFjrJICPLF6CmDH3xN4Jzg6OB3wbIDv3W1klfX0dfOaefTamgIm80RV/W4qf0sB71/LujfQZTiaBAeWsMAubFAILEAmdFiHF+vDGEyX3Efp+d71huM2pBNBhhHEgCB2tKf7Mtq6BDhcmCE34WIF9sNAV4Fha5ih78L+wnTzFuw2jvZevPNm1NAfwj0hKzeXF2+tLC8uL83fhE3lHQgyjiCDCKJBkH4EYSHIG60j363oDqkc2FijxFHFQRQJwJKv06XfKW595Ebdczknkt7eefqFZ/Nffpr22jP1bz7X+s6L/e+9pgp/ayz6PUP8bkvCboAZgASweVwYmcBUEwL04ANO/F1hBzeabeJMDjPH75qOe280Zocy/E1x6Outbz/f+Oaz9Jf+UPbC7wqe++21Z3595elfX3321xeffgzYhacfv/j0ry4/9eurf/p1/p9+XfjUr8ufe4Lx0h84gJTeeb5918viyDc0Me+MxrxrSQrDyAQdT+CgqxUzAeZBTwEGT/ARXpRM3IQ94F+G8dRo+YF0xGFCZn3I4hLMN1kBf4AtB3z8L6cCTPDFEPZkr2lNa/qK60tGJkAQD1DDyMTpAI6f0+1wOKw204xp0jCtGxuRqGHYRNjW2sBrZLJrK1m1jObWQ+WUh5Jh+seDWRkP5WVvSk7ccfJE77TBPDcPXDDggcGeiyj3fKzAoYFDc2f9DpxMT0+Pjo5qNGqxeKCtFe1wUltPq2LfqGCcLyw/X1x2sai4oLiktKSUTqU01NV2tLZJxZJBnS7QwA5gFdhjIIbxTxCkh9UQtiuABNjLO0Lx4XMUSgQfI3Bo7E4BOMF8UJVKNdA/0NbS0VDPq6utrWXQumqY6spi5d60SVKslRjpIEYZiXvkafFzrU2I27HksC8B9/7TkAm2HcABbNTom130zs6BW4vOOZw2GofHxqQKRU9fX7NQyOFwmHQGraKyorikHFhJSWVFBYPBANsFguburh65XDU6OmEwzFitNjRm4p71eeb83r9GJgtoYWAgOC4Y5YBYAthowedBnLZbXe2K3PSJVHCaUc60KENqlC4rWX3+5ACDwq1i1LHZzYLmzo5O0YBoaHBocnISJr6jlYLBztDdr5owllhdBcjjkwmcEXhswINxOw1pUCqVCNuE9XwurabmIr06u6rxuZL6HxQ3fY0uAq48DraEx7qny2HMAc7mkqC9QTAyAbgi+VZl148uMWsRRI0gJhRLPAiygPZ6x5ZLtynljq0AGAErKJIs37wFDfaAvwXejL4fvgz0g0c3QgpBDX42YLfubMSOMofikBPlEzOKKH0IcsJ087tFbRuoElxlPw6m9cvXUUXfpPT/tFDw/PGCnRHJea+8nv/KCxWvPlvz2rP8t17o2/W6Ivztoah3p+LfMyfugg1AkyFpuJJhDxOspfpfJ5MIV2KoG7wZH2FNCZtO2jWWsEMZ+bo49OXOd5/nv/k0+7U/UV76fcnzTxQ++9uCZ35b+OwT15761dWnfwUoBdi1Z35z45nfljz924qnn2C88EfWK09x33qudcdLA6EwyUQf9x5WmAtGS9B5ZZ8LmYBdpYT54Ao8CkxoSYl0pETOJEeq0+KtHDridSCzc+Ce3byJZcOvkcmqKeCVrGlNa/pq68tHJk4HTFLH4ASSCYx2wDUn2vzbMGMc0Y8rB7UDcmlbV0ejQFANOIEF4YTe3vnG4UMP4pO252U/SCY9lJXxCD7pWE21fn7ePjtrtzuAN+mFXRche/ylwKGBo3ZnHY4EndYFDqrXTwwO6RRKeVdPp6C5qYbFotOZZeW0/ILSq/mF1woKi4qKmQwGu6amkcft6uiQy2TDw8OBCTMAr8Ae/2/JBBwQW8HgYVWE7Q34fHfWsZeftyAPfJywYYAzBbcJEOCdigXdXb0twrYaVk1NFYNXzRQxqdpLpzXkxGlipJ0Q4SHFjBGjlScOIuMjiM2y7Pd9WjLBsAQjkyX/3LzHB3AX0NGMxTQ+OaHWasQSSXtnB5/PB3TEqq5mUCnAaFQqk8lksdmNjY2dHV3ifolWqZscnzbNWGw2O3jWvD43OrXM8/FkMgvJBEZMMByBCeuz83P+ea97xWVHpifGL54dTEswpcVZ8JGAwWC6/5EsdXlBK5MOsKS+oaFZ2CIWSWUS+cT4hNFoxNKfwDUE5xQ4xCopABOrqgBz/E1hbwNLbBjg2QBfXqPBMDE6rlIoOjrbha3N7Fp2IZ1xis6OZ/AeLKz7dnnbesrAuiplEFUGsCSIAlM1YJ4JEywhmcCccpo0mCb+RkXXf16pYaJhihEEmUCQaQQx3rYZlBMsKLEAbADmQuHhzjowDCfAG8DbgN35KdiCmQ01sIK9DXtpRXcODBzOcHsdrEwhiB7FJCGC4JXW7xR1bKDC7iUomcjuqez7XlnHb65x3kreS3hj19mXXip98WnGK083vPlcx45XJGFvaSLRjI7E92wpu+3Ju50pocAcSTAjHHPfscCIC7UP56CHQzJJCnclh9uSw4xJuyeT3xuMfVO153VR2KttO16off1PzFf/SHnpD+Uv/qH02ScKn/p1wdO/BTQCLP+Z3xY8+0Txc09UPvd7xgt/YAMseeM54bsv9ex+VRHx5ljMDlPCblvi7YDJX5DJqllSqDc5zJsMTwRgiTMFIpkzKcyRHDmTlSI7nI2oJIjfd2t+4ebS/C3YBx7Yl3hCV4AJvhgKeCVrWtOavtr68pEJnMuFwgNYYAYEPFCs96LZYpkyGobGR+VqVU9/n7CtjVVXX8WppVfXUHm8M7Wcxwj4h8jpm8kZW8gZW1MJz+/N7ZgxmOfnLXan2+nxub2BPf49YYNx2O02q3VyUj82Pqod0vRLB5rbhbX1tXQ6vby8oqioBFAJsNLSUhqNxmKzgN8Jp3IpAxnGVqsVIxPYS+WfJJQgPhdh5PB5CyOCvxTwPrFhgJsFrrMBrfWsUqt7+vpaOzrqeNza2toGFrujulpLLVUczZtIj7cTolz4cFt6nJKU4GUxEIdt2e0Ge/nQUf4emWBYAvgEGEYL4OMut8tis0xPT42ODKkUcpFooLOjQygQ8Boa6mo5LE5NFbuGXVcLcKW9rb2/D2C1cmxo3DhpspptTocLQJbP7wFY8jfIBBLRbTIB7jfAk3m/bwm2VnTMtjWpsglTqbGWtBhbWqyJFKvLSlZcOSuqpjUwGRxObVNzS2tbp0KhHtQNTU1NAdiGX7TPIWAChKLEKgtjj78tLBUeCBsGvCkul8Vknpk0DGsHpRJxe0drA7eOwaq5RqUfruG+VNHwH9c436zsWkcVrafJ1tFg2CQIGFOBYypxdNi4EAZS6FJg91b2fTOf96RAdd6PlPmRSudNlheh21eqnDfptjm61UefcTMMzqope5XeCow5AZaOqgkHS+9gjds5eid7ws7W21h6W82ktXrSWjMJ19l6O9jOmrCCdZbeXjNhq5mwVwObdFRPO6tnPFVmf5VtgWqdp7mWKa6VCudNqhdheBGKGynz3CqYQzInF39B7fmXSslGiiKYCjlqA1P+zbKOBwq5zx27FrUz+ujLr994+QXaS0/VvvaM4O3ne3e9Jgt/c3DPu2hrxV22lF1OFD8AmWDdFTH3HazfTSbwZcAAukR6kiNcACESQq1Joaak3VOJO4dj31Huebs39DXBuy/Uv/1c1WtPUV/+Y8Xzvyt77omSZ39X/Ozvip77XfFz4OXvKp7/PfXFPzBf/mP9m88K3n2+e9fL0vDXddFv6+N2mOPfsyfuxsgEm80FwzjJoWA8t4++CoYWGQPnCM40wgOrEkcETpkQMYWP0GUm2ilFiGUGWVq4Oe+9dXNxZXkp4ON/2Mu/8/ILzi3YIL8gCngla1rTmr7a+rKRCawaDA2ywV0GXzqcgBOAD2o0mcb1et3QkFQu6+7t4TU1sevqWCxWRXVVqbB5zwfntiQnbSNnPpCR/nBuzuak+JQb18wI4piDcOIBbPLJFBgOAAu7Y8Y4M2WYGh4bGZCKWzvaGhu5tRx2eXlZcUkxsNLSEkolpaa6htfIb2/vkElha239hN5oNGLp72D8/xQywRz3z0/A+cOWn6swIvhLAe8TLMEbwJli2SaTk5ODQ4MSGExrF7QKG7jc2hqOoIolZtJV1y5oyYSZ1Bh7Spjz/7N3HgBRXVkfB2xJNtlv000xdulYwa6AvStY6b3PDEOZSlGqJcUkxt6RDlaaCiiISodh6FiQXqZXms537nsDQWOySRaNu+Hsf1/ue/PmtRnw/Dj3nONl99DToXw3XVHOUggE3UJl6jloMJWAXmKoNBfKfVfW6MIWIomEJxR0wnezvbXpSf2Dmho2uyy/oODu3bu3b9/OyMy4kX4zNf3GzVuZOTk5hfkFZawyRAiPGwFLuOg7iT1DiQhrroKCIbhv/YLBmbBX0EUApsilkh6JWMHpUDQ8YO0LrPV2bibYdHo7tvm6PKS4s4LoRRGnbsRGXbt46dq1FMCSvLyiMlb540fwtURVGeAbDp8dfuShNSVMDKnhyPHbNkAmsD9cBjwm9MXo5LQ2tdY/fFxZUZ6Tk5WeeT0pNelsVNQP8VfIlzINjl0ce/bmWxfujo4uGommb5WqoNbpLFU0v0tJJignPrpoVFT+u1H33z+TMfnsDY1jV+ecSNY7GKf7XZTmgTPTwo5M2/PDNL9vptH2TfYKmuy5eyLRf7w78ytXv/GufhNcmBOcGZNcmBOd6ROQaONdqJho49EqY6ITY4IjbaIzbaIrfYIrfaILY4Irc6JHwETSnkneoZOo+6b4HZyy5yc4kc4PUTo/xesevTT9+BXdY5enn0nSiUz//Gzmu6duvxVRODoayKR0ZEzJW9EFX52/vfj7yM0eNOq2XT+uXX1u3YpLm1be2Lo6Z+f6EmuTCtttdY67GlzNOwiWnR7mOH4AmQCB/BqZDI6ZiIk2YoKtCODEA3VmbHW3fOi0s8J+W7G1aa6VabbFlps7NyRvXXN5y8rEjcbxG4xj1xvHrF8GgkH8euPEDcaXt6xIMl2RvnNNjsX6IqtNVfamj5x2NLns6nSz4Lkrp3LhMZPBZNJ/Af+pBES4NUsBqvplg1JNiNYiAqrTJSRbtxAsn3g5lvt5K0rzFUKuolfWK5cMJpPBhgMJeNv46htrOBK8Iab0SoZt2Ibt723/dWTCE/H5ICGgAcYk4PPhOfFYoS4UNulob0eTNB49qsaaqd3Ozkq7kQaokHD50tmrlw9evbLS32+Gj7c2japNo8ykeGlYm1+vq34iFXdIJB1cbG7V7zPsevhCrqC9tb25ufXBo0es0tJccDdvpqdeuxYXF3MhKiIyKiIqMjIxLiHlWkpmxu379/Mq2BUP6x7AFYKvzMMCJq+fTDBweLWGnOm/lEzA8FfhGuDDQlN3mpsfPX5YXVuRV3DvTk52SnLKtYTLKbGJWfEX2dHRFWF7ar1d2sg2HSTLFrJDpY9747lTioYnz/h8qUiMsjcwzIAjimRo+VIygV2EQCJY8ELJMzIZOPh89Bd6HrcTVZBretKAMvKrqkrY7ILi4sLCory8/Pvw/6LCUlYpUOvDB3UN9QhcOVys0Y5IhI4rAe6QK+njFwYb0fWAv43hGKhLKu4VCRUtjV0pCXnu1i3ezp1kh1ayXS3ZgeXvXXXqyN3YqOSEhNRrKWkpN+7l5AKWVFVUNz5pbGttg8eFf3DKow+p4SwxtIYjx2/bYDLBDZ4U/Oi1dXY0Njc9qKstLiq4dedWavr1S1evnYi9tO9SullEstaZtPcvZI+OyseiJUAmxapxRapxqNOiajQLn80FcDIiumDkhXujTt9++8jNj45l/vObqx8dvPrBwbh3Qk/+I/Doe4wf/+n1zT8J4e+47n7LmTnGiT7anjLGjva2Le0dW+rbNr7v2FLesvEdYwvyecsG5DvGhjLGhjrGhvaWDe1tK993rH3ftvN9y873HXvqPxzob9sz3nby/4db0DvEsH94HXiP9sM/A47+X8iZ9/ZFvfdtwr8OXf7gaNKHJ1LfOZr8ztnbb8PFXyhQiSoZE18xMqLg/y7c1zuVton5te0OyzCTDcfXGcdsWplksubW1nWF5psrbbc+dNr1xMW8DeMKlPuO8MOSB645yUpEAt8dRRX4HrCKkkxeyDMRE60FbuZoNhTRlke0bSfaNhJtHxFtawg2LGfLYkeLfDuzu5bbb+/akr59Q5rJ6lSTVUlbViZtWZWMtDLFZOX1rasydq7JMluTa7W+2GZjlZ1JveOOZqedHa7mqEQYwXowmaB0F2yCGSxfrLLVr4Fr+z2Ce+F7WiGhLBp4r42YCEe2EBLNxF7WPE/bJnebWh/3B4e/VTQ/Ugg5ir7uZ78SEhkgEzB8y5tp+BW+Iab0SoZt2Ibt723/rWSC+fPo/5gwMoFRP5y0Njc31D95UFtXWlJy9/7dm+k30pKTEi8mxly9cjYt1ePwTwZkTx2KrxaDrkP1neND3hUW8qBb3iwRd4qEPCE+X+zfi8uHEwr4PGFba0dza/uj+gagjpLC4rtZd1KSki9eSoxNiItPjE+8ePHKpas3r2fk5OSWlpZXVdXUP2lobWvv4HDQEVCdMaFALAZnUCB8mWD7cy+hJidIqNsJ8AyONPi232XgdL4GA792YPBKDQHBrxj+KizhruG704G6WDRUV6MO3Hfv3smAr0VyWkrileSYhIKEi9Unj7D9yA0+9q0Ec563U72XSwnD5+ndLAWH0y0UdYkl4Pv3kwmefQJr+AIV40KREvSqRAAc008mqDaXBFhFAp8vPAq4CF4np6Otvamp+eHjx9UPHlZU11RUVLHLylllZcAqNbW1KM0DUSsqMcvjc+E7De/rJ5MuCYIeObj36AQ/C62iW0VrcB0iuUTYKxIouBzFw9rKINoTb6dWgi3Xy7HJy6GK5p63L7Ao6uz12KjUq9euJ1+/nZ5VmFdUU1nzpL6hrbUdnhI8LvzRKWFiSE2JBUNqOHL8tg0mE3wJFyMUizr5vKa2lrq6mpqaqtzCvBuZGSkpNy7EXfkp+qpfws1Fp66MO3fzveg81EYd62eiihqrF6nElKjElKJWJxiZqEUXqkbcH3H27ttn7o36KeOtH26M/Pqy2oGYkfsiVAOOj6QfGeV1cDTp6xEeYSM8QtTc96i5Bo5wDhjlHDjaOXCUk/9IZ381Jz9VTCMc/UY6+qk5wpYANcfAESB7/5EO+A7MEc7+o1z3jHTZM9IteCQhbARp3wivb0fTfxrjf3x08NkxX8eP/O7iyENXRx1NGX0sbfSpDLXTt9Ui7qtFF6lEFatEFP4zsnDcmcwl30eb2ZMYJqYHNxidXbfo8rY1qaZrcravZ1lsqbHb+sRlVwvW8Z1PsON7oGR3AQqYWApJSAKs1weQCc8DJZ9gs7ws+mdAIYF/L/C0ayXZPSDYVng6VNAI1XuoNaH+1aEBRXTvLA+nm3bmt2zNblttyzbbnL1zY8a2tZnb1t5CWnN7+9o7O9fnWmwost5UZrel2sH0sdP2VlfzDmcznrsVoA6I626FVwnDLgwL12B0hBEULEE2KD8EExdbYlnsGMNgQqntPwu9pCQT4C4SYIklkAnqLk+0RfEfIrzFTEjcxXM34wH/+LrVezrdJzk+y76ukPCfycQKLAMeKASptw8E/0Pq6YFNuMP98w6YXm6D9xisobJfHE25Ab9EpcEaLmSKn4e4vbg+5Kb0SoZt2Ibt721/jEyUgQIECGgW0us3uIB+HlHacyswBm8OS4VvaW6uf1xfXVNdUFhw+/btG6mpVy5djklMPH/l8pnrKWup3nPoNHUqTdffX8fHZy7B82T2ndbe7lYhv1Mk4gjFf0ACURuH3wBk0thc+/Axi115735+emZW6o2bSWnXr6WkJaXduJ5+KzP7bm5RaUl5Ve2jJ/VNLa2d3HYeH97OFUn+nWAftBsPScwXifiATyJhB1CYUAhoxONiMIWwDLzYfxN7wWDhlRv4tQODV2EIO/6d4X4wDGB/uHH48nR2dsK3orH+SQ0KphVkZWVdv34j6UpScuLVzNiEisTo4q93l5Nt2z1tuR52HLJrtZdL7cF9isaGPg6vB25FAISA8IMv5Mm7ARaEGInIpZJumbRXKu0RS2WorK8cJwSlYfiChDhFJBbyhVwOr6ODA2gK34KGRviWNtQ/fvIYUxNsamlrb+/o7OTAxwlfZ/wZ4ofCCEQOJ0CSAooAhcglgCuYZPIuOAFgydMuqYzXoRBwFS0tzZERlT4eLSRHjqdjp5fzI7JTWaB3ybnDt2LPpV2Kv56Scjv9Vm5OLru0/EHtw4bGpvZOhCX4SeHRYW6/MmV8SAw/4JAYjhl/2uAIcD3o0xQJ2zo70GzMutoyNjs7++6NtMyLF5Mjoi99G5dsGZ2kfeLiR+ezR0cVjIwDFAEyQcKanJSoxbPUYktVogpVIvLUzt0bcerOiKOZI35MU/vm8oj98SrhF1SCTqsyj6j5/qhK/laVuF+FEK7iEariHqLiFqTislsVKRCk5rpbxSUQl5ozrt2qmGCAC/bHtAfJNVjFDVeoKvkbNd8f1BiH1QJPjAy/ADikdjBhxI+XxhxOGnE4WfVEhurZHNWIvBGRhaMjiz48lTX/VNoy7xAnk50H1q86vXFJ7KZF17atTt++vshiS6W1yQPHbQ1uu9rdLbkE8OltBWheFpqahUVILAWeSBifwNIG3HdsNpeFiGAhcjcXY2DAIdk2eNqXkuxr9wdyL0c9LcxRPKgGQlY8qIGB+N6tugsn06nEVHuzOzbb86xM8yxM8i1NCm1Mi2xM83ZtZFlvq7TbUWmz7aHTrnpnsyYX83Y3ACErAYrhoBpZfHcbGdkBMIPrZgaXgXqnEC04RItOoqXA255Hdugg2rUT7RvdrFrJdk0kmw5v1MCHS7CWeNqJ3C2FrhZyb0cecBfJjk+yFxAdhEQ7jG3gjiyEnuYCTwu4UxQtIdiCJPBGojkS3C9gjKd9p7fzE4pHSSBV0fxYIZcoerrBXe/pARLpe/YUOKWv7ylqdfIMsKQPW/Sr99lTEAyewo6/EOz8Ur2w25/W4KMBAuCX9PSZogeuF8cCuHoEHn3gFvShatVY0TeskBz+6lMF0iuFE9wpGbZhG7a/uf03xUyU8PGbBrsBNXVg9XwbGtC0GVZZ2b17925nZKYmp1y8dDn60sWo5Cv+p4/PILhr06gAJ9OZfjM8fbaF77vb0tzytLett6+99ymutp6+f6vWnr5meXeDRFYvFNd2cNiNzfk1D7JZ5RlFJWm5BSAYZJWVFz6qZze3VndyHglFjfKuNjh+3zO86g73N4Xv88JueN2eFnAgu7oFWHo0eLwAKTw+UMqvGgYLr88QQ7waw9Dj3xj4nfgAfwvcPnw3Ojs6mhuaHtY+KCstycu9n5GemZyUevXitdT4xKzYCPb5I5WB5AayA9fDnuNu10h2KKMRurMzFHxeV2dHj0wmFgERyHt6u4EQgUxQ4gfihB6JuBeW8KJQIh5AEVwobgJS/kcqEkn4AsSTnZ3ctvaOlpY2QJQBwRaAFi4X+Brx9sBH9twx0RlR8GRAYkmXWCoXiiTIYZeIe8QChYiv6GxVFOaVBtIfkV06PYFMULe4SopH5cG99yJP3LgYnXw5EXA953Z2YW5BdUX1k/qG5tbWdg6AuRJLBkACIcVQGH60oTIlYfxZgyPAJcFNCsUiDo/b2tbyuP5xVVV1QX7R7cw7KUk3LiZcORKdSE9MWX3uyrhTN/4ZlT86umhEHAuLnIAQmaApXjHFKpEFqhG5KqeyVY9lqh66rvrdVdV9caphkSpBZ1T8j6vRD6v6fK/i+Y0KYZ8Kca+KRxiCEyVXBOFSdf95jFZdXxS2HX8LJmAbXHA04gEVr29VaD+q+B1R23NaNfScyv5I1W9iR/9wUe37yyOPp6uezFI5c2fMhbx3zuRonLm1POzkNhsPxoZNx9Yvi9q45OLmJTd2rM/euYlttbXWdusjlx1N7rs6UZlgRCZ8jEwkBDsRog4LgacVEootWIvJ9uCp87GUcRHBXOBhzvO07fBxeeTjlufpJLsSo3hUqRB0KKRChVikkMsVXd2KLplCJlQI2hSPKx+cOnTNenues1Wh7Q62w85iq80V9tuq7LY/cDCrs9tR72Te6Gze7GLR5mbVgZUhBnE9bEFikh3P1RydFPjB05qHgMSuw8uuner6gOzI8rDPdbGppJMb9gY+3ssspXvcc7Op9nFrBD7xtJd4OgJsCAjWqOIWRiZCooOICEucTMwxWYhIVhiT2GGykRAtxEQLIBO+h7WIbN9OsG4lO1bTiPyUiwpBJ7oprAsNePk4mXT1dCmhpBcWqCQ0hgEISzAyeTpAC4OFk8Mv9cJuf1pKxkCYgTRAJnDlIAAruCx0E8/6enq7kGswUJ0aIxPYF24OaZhMhm3Yhu0V238NmSjJ43cY7MzhcDqxTmoAJ9U1tUWFxfey76ZfT0+6lhR/6WL0pcQL6dfXBTBn+nrPYDC0KFQdX5qGO5EcG3eOxTpTUHAuX6nzBYUDiigsGtDgjecKCs/mF5zOzTt97/7R29mH0jO+S07df+VqeOKlvRcvB8fFM89HEA8f9Tj0k+ex4z6nz1DPn6dHRfnHxvrFxIBgEBAXB8tfk19cnF9cvF9sgl9sPDaOY8Yl+Mcm7ImOq5N3NaHgCa+Tz+UKuAAnsi7pr03rwn3c12YYDrwqw5Hj9xu8BS4JvhtcDgc1vXn8uLqiorSoCL4VN9NuJl1JvpaYeD0+qvTihYpvg+qo7p1kx05wiTztarwc7jJIigdsBa9VKuDKZcAkci6PJ5NLxTKRSAaXIsM4oRuW+KwqEMpAxwTO+C/HcPUiCfCJMtz3ggSoDheaAwa7DWjgIJi6pNIuuaR7QF0SWO0SiWXdPX1SkbhPLO7taFO0NDSe/KHCx7mF7Mj1tO8kOzzwcmYFMSrOncyOvXD9UmLq1SsZN2/m3bvPZpU9evgIHgtejwF/wogkBhk8Q+XozxqOE0NoSsL4UzbwdrgwAEb46eB0djQ3NT5+9JhdVpFzNzcj8/a1pGvnEy8eiLviHn9D52TyJ5E5oyPuj8IamCAsQVWDWarRJapRRaoReapn76ocz1Q5fEP1+2sqBxJUw6JU95xV8T+hwjiiQvlRxfugCvlbFdJ+FdI+FcJeLHICfBKm4h6qFGzBBwAtHsAbv1+hKsR9KuRvVHwPqtAOqTCPqQSeVAk5oxJ+fsSBqBHfJY74KU31WIbayVvvnL790bH0+T9d3eLuR9hqtn/9mvObVsRvWZ5kuurOLtMi8x01NrseOexscDdrIVgAAAgI9ohMUAq4nRg1fUdxEj4mnEwQlrjbCMCDB4+fZNXutqvVx6WU5JQbSFewihTcNpSGAV57Vxf45oreZ4qepwhO+roVvVKFhAM/UE/v3spj+pYQHWrcrWqcdjxw3N7sZtHsalHvvKOFYNnmbtWJSg9bc1HvFCwJBC4DuxIREXAIm1RGMOd4WHQSbRtITuW+pNLQPX05txWtjQr4/vM6FJxmBb9F0VjbGH261N+32tOlheAo9XbpcN0pJGO5+wQbkYedGAWFrFDYh2COLfGqwQjJhG7WQtRl0oxHMBOQEM+IyHadHpZcL4eHXk6sILqCXaiQiXq6pODZd6MJXAATuNOP4whaYM1q+voGqX8i1WsVVt1YKRQAwa4EBmjWGVwt4hPYqmwNCq8qyaQ/ZjJMJsM2bMP22uyPkcnAJC4cAF6bIeD43Qb7w3UCnLS2tjY1NdfVPahgV+bfz8+4kQFkcvnKlei42IQb18PiY+YS3Wf6+mhTaToMPy0KXYvkpeHipuvqpufq+kvpurgMSMfZGZe2s7PyVWcXPWcXHUdHLTt7dSubKeYWUywsp1pZqVvbwFLDzk7b0RHeCHvquLnqurtNJ3roebjDAJb4WI/wEukSPHQJBB0CEaSLhFZ1PUjT3UkznV0Jhw839/ZwZVI+eFdikUCEsmzeBDLBvdtXZzhv/FGDC4OvB2p609j4oLa2ks0uzC24nX47OSnlyqVL1xJjs+IiKs8drQymPfF04JHseJ62Ld4Opd4OvMQzCl5jF7dNhupjdcmlcnDVxYAl4NZKsf8hgJCgXBNs9hbKCsEkRRWzfh4PrII3DBej/GCeN/T0sPjKwBtfEJoqBmgikXdLurrE8i4AErEE1SmWdsEFweApX6DobJfcSsv3dmrwceB42XM87Zs8Hct9PUp/+KYoNupWYkLq5Ss3UtPu3skpKSqura4GgAeU53G5cAH448VZAmMKZegJH/85w1BiiA1Hiz9nA2+Ha0MfiVgs4PE6O9obGhqra2oLi4qzc3JS0pITrl45EhUfcjl9XdT18afS3o+8PzISzenqb7NYphJZpBKRr3ruvsqpbJWj6So/paoevKKyL0415IJq4BnECbSfVCiHgExUAU48v1Hx+kbF8wASUAo+wKRK/nrQKrz0a9r3C6Htqt7fqlC+R+eiH1PxO6Wy56xq6HmVkHOjvk1U+fbyiCM3Rp3I+OeRVM3DScv3HLEzs9+zfv3R9StiNi6/vGXVddP1BWY7yi3NHtiZP3Eyb/IwbyNa4mTCJyAywWDAGpGJB+pngifE42690MNORHAAdOF5WLaS7VjwHdsfoqitUgj4im65oq8XubKYPQU4wZxfeORP++SKZ129Hc3ycpYw7RrL37vM3aqBZNPsZt7uZt7hbt5OtABxgQSUWSJAQSgyg10GyAJACBCC746whOPlUO/lXM305cXGKJqaUXwGcKi3V9Hbo+iWKfq6FHKRQtipqCjpPHusmkKsJ9m3kyx5JHOEWARrsbutxN1GrCQTnElAsMUWXhK5WQvcLblEcw7RjAsgBPfuYSnytIFra/a0Y3s5t0WcUHQ2KrrFz9Apn3WjqVzoRnuBBRAQAJMogAN6nvX1YpnymJR88hcK6GJggCMBunBEBoBSKMaDPiqMSQbIBMEMRiYIUl6Z4d+WYRu2Yfub239BzATnjd9v+Ftg2dmJusI/elRfV/uwuLDkXs6969dvJKekJCYmRiUkRKQku3z79UwSQZtC0fMP1GUG6lIYM2nM6RTKdIrvC9KDJY3yUs2gUmb4+s7w8Znu5T3T22eGl/d0speeJ1mbRNIkEjUIBJCOl5eerw9I29vrhbcPSO/lourSabo0OkiPRptOpc6gUmdS6LMoNANfn2UUn6vFpby+Zx0ClBwPdCLkv7xnI8KF12U4PAy54f7xf2JwbfDF4HF57a1tT57U11TXlBWz7mblXE9LS7p29WJCXEpsZNnlWNYP+yq9XTq9nHge1lxPuye+jhXBPs9KcxT8tqdCYbdI1iWUinkCFPmQwkgoEwu7JMIusbBbChLJUQI66iUC6gZckEoGhK/CcmAHqVg0WIO3D37jIIm7ZIIuqQCdTozNIZOIeqQCOHVvV5eIJ+wRyxRcrqL5Yek+/xofx1ZPG+Crdk/7Oi9XdkhAScTZW3GxqRcvp1xLzbp1pyC/qKKi8uGDBy3NTTxOp0goQJkqg5Jkhspwlhhaw9HiPzS5TN4t6wIBnPDQnK62h48fl1Ww7+Xeu3Ur88rVaxGxiQfjr3levTXzaOIXEdljIvJGo7AJC2FJVMmIqBLV8ziZZKkcvanyY7LKd5dU9sYCmajsPqPid0yFcUSVfkSV+pMq5ZAq5UdV6o8qlB9UKT+o+H6Plv1Sw7YPEqy+IHz79y8R9aAq7UcVxmEV5gkVv7Mq/udVAiNU9lxQCb6gtj9O5evEkT+lvn0s/YvDSYbfRmxy8fYx2XxwjWHExuUXN69MNV2XvX1LqfmuKkuzeierJjfLNqJVpycKUwjQrCdbvoe1EMGJNSpRhapUYQknnghOgFhEBHuhm53Aw55LtGukepSFBSjYxQqRUCHvAif2aW/fsz40W6i3pxf3O7E/z/cqFH1yifBRRVl9SaGoKLfp/NFCskO9p307warT3ZxHQEkjmCy5BCu4Er4HKgg2gA1Cdwuxh6UEja0FXo6PvZ1Ye3wVeVkKHkchkyl6ujDvugfLiQAs6FV09yp6uhUijqL1kSQlvpTu0UJ15npa8z2thSQbCcFWiqar4TdoI4KbwiQh2MF2GSAKwZpHtuKQrWB/MRlu2RL2FJCsWolWT7wcygO8FGX3FF28bvjBg/tTKHowf7+ntxcG3X3Pup4qup4+61Y87UEwoAyhYKzyF6v76VMQFs9BQIAuDP6PYQhAFKJIFEPpFzLYD5teNkwmwzZsw/aK7X+ZTDhYKnxjY9PjR/VsFruwoCjz9u3ktNTLly/HxMcnJCd9HRVp5Os7k0JDARMacyYzQMuHAgygQ6f9Ulo06kuFkQNNl0rVo2Dypeh6++r4+Gp4eWn5+gL2aPr6gjRgSaXA/i8cFpc2HJ/xcmky6JoMBkiLztChM3RpDD0aYzqVNoPipU9wO3Y9vbNX0SmSCIRiAbjLIskvyQQHhtdjSox4BabEi//A4CDocfAFnR2oUOzDh48q2RUF9/MyM9PTrqdcuXL5Snzs7cSYkgsnK4PpjzztOz1QRm+rp3WFl33bhaOKlkeK9lYFl6fgCRScTjRZRdipEHDQXHMQv10hAHVgW7hKCXk/jwdWB2/kD9oZBC/hGrzxOcF52zBhb4S38zuUW0R8BR/EU7Q29qYlllKcW3ydeF52nZ42zb4uLJpnxZEf78VEpSTEJ11JSkOV4vJKSspqa+rqHz/uaGsV8XmIsiS/2i/lPzElTAypKdniP7Puru5uaRdIJpHCL432jo4njU+qaiuLS4vu3c1JTU5NSLh0Iu5yyKXU7ReuqZ9K+/DC/beiC9VwOIkuBTJRu1Coei5X9fQdRCY/paocvKLydYLq3hiV4PMqe06juVUBJ1X8T6j6YQo4oeJ/XNX/OAqn+P8sbDs+Po4JVl8Qvv3ntwzSEZXAYyq7T6nuASYBIopWCYpWCYlWCY9R2Rc78odro39I+teRNJ0fEjfSw+x2mYdsXnli/ZKYzcuvbF6VsW1jntnWcutdD+zMG5wtWz2sO1AKuzUPy2VHrQaxmVQoqwQnE6yGFZ5twgVCINmLCI4cD4dWL5cyikdfTib6TnYBG+DurEKZ4QD+LrjlKI0Bebwcbkd1VUU5q6SypKClNF+ac4Mdxqgl2nFIdqhIsYeFgARoZInFTFChLRScQTW1AE6U5b947qixSRvBBt5VzCApqorQT2KX7Gk3ONtAB9hf9+EK4GTY7CRgJMVTuaJHoOA3NkQcZns7tno7dHrawj1i4RFrCXZ3IixAhKpykWyAUiQEGyATgBYe3CzZSkC2EXmiUl2wswiV8LJuI9lU+DiWHzugEDT3KLo6n/XyFQqhQiHGJOhv7Y8LxrBRqlCIsH1+v+A4r0JwPSC4GLlC0Y34EX1eiJ0QtPT1wgeISnNhyTNIYMNkMmzDNmyvyd50MsFY44/ZwLtggIdNGhoaaqtrWKWsrLt3U27evJKUHH/5ckRCbERqCvHw8bmevrreFB0aQ5viO8ufqUulAGa8IB1Y/gInQEosodHQDhic6PpSEJz4UqbT6bAR4AQEO+gx6LoMujZGJuhdzws2av+CSXBpMmgaTLomCMGJvzbNX4fGxOInXtNdHQ9cvNIs7+OI5Vy+kMPlSKQS5HwPMiUxvBbDEeIVmRIv/gODg8BFwjPh8nhtCFkbH9TUsopL7t7Nzrh181py0sWLCVcTYnITo+tO/lBBdW8j24Ob0ulh2UFxqfJxfRp9VpGeqrh141l6iuLOTUV2GlLWdUXWTcXt64pbqYrbmDJTfhZsVI5hAO+9rshMQ8sBvbD6s2A7CN7yglIU2amKLOyAcDHo7XDSZMVtONd1RXYG2n798iN/z2Zf53rnnR2eti1etnV099L9IcUR5zLiY5KvXE5Nu5Fx605uQUlFZU394yftra3wcyIVCrBiyH87MumR94C6ZHL4csAvjda2lof1deWVrPy83Mz0jMuXrsZeSfo+JoFx6fqS00kTz2e9G5k3IqYE9ViMLlEDRRapRuSrnL2rcvKW6vGbKoeSEZx8k6iyP1ZlL+BBpEpYpGpYpBq2VEVbolTColRCL6AU+bALuNT2wkY0UEVCO79MF34p1bAI1fDzKqC9kSqAQ2GxKuFxACQqB+LQNXx36a0jqf93OGncoUvzw46Z2TrRt6z7ZqPh6c1L40xWJW9dl7Nrc6nV1hrHnY9dzZvcLNoJ1lyiDR/F2VBPD5TaQUDxARDukYsJNuC+wyq8ynE3E5JsBUTHVqJztY9ry6lDis4WhVSEplHhCIL/C4NhCbaGksPht1RVdXkpq7i2uhL++7A0V1SR1xR7qorszCE68tyAfGwBRXhEWw7Jhkuy4RNshUjYlWBzyToJ5iKqYxPJutrLoWiPr6KyCMVDeuTIl0bq7emV9z3tAR+6G2Okvm6U5YG87l5xa3VRd9ndB98G13o7t3o5crGJaigUQ7AQYpO1UMN7xF0olwZuHxXmwtgMOATIBHYQk2xgfykwDAEFlx5RnTPhF0Xu7fvlJZcrK+IrKqLLWIlVpYmVpfEV7LiKyriK6tiKqriqioTKikvs8kvsisSKyoTKP6B4UNV/qrhBgtXEmuqE6qrEqqprVZXNT3tEimddKF6CCiADHQCZoAhPP5lgcAI2TCbDNmzD9prsf5xMsGyTltaWliePH7PZ7HsFBRl37lxLTbt07VrMpfjzVy79cPHaJnrgPC8fNB3L11vXx2u6j+90H8pLRKGClIGRfunCEqiDRp9OZyBR6aAZmLR9UMAEzcJCgQ66FgUFTHQZDB0glpdJC8VGXiJ15oAYGgx/TXqAFt0PkYyvpz7Z49jN9I4+RRtfJBCLhVIRD2uOgjMJGA4Mr8dwfnh1psSLP25wbfgAPw6swpPp5KKpO/UPH1eVl+cX5GXlZKVeT7t0+XLixYS0uCh29NmSUMZjimu7px3X27GVZN9Adn7g5VpGdikgOxf6uOR7O+d5IRV4uRV5uxd6uRV6uRZ6ORX5OMOy0AuWShWQnfoFq9jbseVvK9/zuYO8RJ7ORSSXIk8XGOR7OeR7OeaTnEq83IrJzmVEuyYvx3aSLd/LscPb8aGPY4m/Z+nJozkxUWmJcUnXrtxIT8/JzS8oYdXWPWpuaua0dwh5PBk8JbFIilJl/kZkAtbT3dMt7wYyQdkmAtSqv6m1ofZBFau09E72nYz0zMQrVyMuXt4bd8U27qbeyeQPzmWPjikcFVM0EhRdOCKyYMSFPNWzOSPOZI84mal69IbqTylqP15TPXhZ7duLqt8kqH6doPZ1wshvEkeAvrsEG5G+ThjxbeKARn538efVbxJ+v0Z+kzDqu4SR3yWofQtKVP06EQ4+Ao72/SWVH66OPpo2+lDS2MNXZx2MWumz28XEZN9645/WLY7YZHTRZHXGzs255pvLrE0eOO9ocDdr9bDsJKLUDgFyxC2FZHDNUZBEiPLdLcVENItJ5AHkgCZ0CT1tRF42fJJ1h5v1E7JLPoWgqC5FAb3ebhQoARrp/3M7GPiyaPGsD34W2RWssvLSigp2VSWbXVZUV15UX3JXfPdmBYXY6enCc7OVEO357rYCkj3X0xYkINmhOAaaXQZkgkVRvO2avO0qfRwr9vkrygsVYp5CLkVJHOg0TzEm6QVh08bQxC64Dnilq6+7pq6yml3YVpTTc/NqGcWjgezYiWqLoelhGJZY8IiWPJIl1s/EAiuObIWRCQ5jcL92XIKlmGwnwOeSEW14Pva1VOf7ocwf6D6Gu3ZOt3fUcnDScXHRc7PXcrbWcXbUdnbRcnbTdHbVdHHWdnaa7ghy1nFC2Ym/U1oglyEQXACun7c4OWo5Oc5wtGeeO9mB6hLAs0NzzoDlep9hc88GkQl6tsNkMmzDNmyvy94sMsGJYqgMOySvs7Ojpbmp6Ul9XV1tUVlZVm7uzYxb15KT4xLiohITYq+n0386tsqTvJxKXe4fsITpv5juv5S52zggyDgwBLSQ7j+D6KXp7A7ScvXQdPVQd3HX8iCBNNyJU109NIhkdRJ5GsETlhogIiYSeQqBNA22k701fSkaPr5TvbyneHlP9fFRp1CnevtO8fKBpQaVjmsahTaVSptMoUyh0qbS6NPoDJAGk6npHzCZyQRN8WNMRWJOY/ppMPy06XRtX6/lAYwbtdWd3V1tPFSbiyvicAWdAtSYEXECwoXXZbjT/+oMR4shMAm43yIBX8jlCdraO8Evf1Bbxyoru3vvfnrGrctXki5fuXY1Li47OqLy3LESOumhr9tjH9fHXi4N3mj5iOJWR3OrprrW0N1raR61VGIt1RNURyXVUQk1VNdammsNxbnG1wVXLcV18Hjw6kuF74PvNjAerDpY+rjV+bjBEvTA1x1toTrXUZ3QtcF10giNFLcmkl0byRarFOxc5OXM/n5/3oVz6bGxqYkJN9NSM29n5hYWVFbXPHpU397axuNwJELAEtSx/hVQCTIlTAydKaliKKwbyKS7W44VNRCKRVwet62jtf7J4+qamry8gqzbWalp16MSLx25eM3/4o01p6+MO3PzH5E5/4jJfScu/+3YvLeic8dE3R8dkfPW+Ttvnc0ec+rW26cyxxy7MeZI2pifUsYcSn77p5S3fkx+68ektw4hjf7x2luHBqTc+PZPyf3ja2MOXf39gv3f/j4JBMcf/ePVt35KegsO9VMyOvWxG++dynzvaKr64ctrQg9t3mUTsG3LoXXG5zcsv7h51c3tG++abSm23lLlYFrvuqPZDasUjNLNrVB1YKI5CJ9ABXyC6vNiCeJY4MJaiLVf5BHM+WRrrpd9JdG+8ewxFDDpkT172o1lV6P+fbDEXU2EKAqFSCiqq6kF3qsoZ1eUl1VWlFVWlbFLCx6yikT5dx+G7X7i4cDzsJeRHAVAJkQ7LsmaQ7IUetlyPMy5HuZSLzsJGZUL6yQ71JKdikOZimqWQixQdHfjOS3IX0ap5wAkcD5UcgoDIoWirw9WHz6qY7GKq9hlrawScXpKTahfvZcjh2QjJtnCTcEtcwnmXIIFj4TGfOz2hXDLQGLoZlEWPp9kA2TCQ/1bULoLmufpbV/hR7wS4kf0cDN2Ixr4+s2h+M3wpepSPKdTyXNo9NlU5gwaczqdOYNOm0mjzqHSQLNotJmw+rsF7x0SzaTRUEokJjx5ciaVMpfiM8vROrO+ToaRiaIXGAV1joRHBk8TTclDZKdATxBloAC7DJPJsA3bsL1y+98nEy6ns721paWp4dHDB6yKinsFhbduZ6elpV29diUmPi4iPjEq9fqhq1cPZd85UMj6/mHz0RbRsTbp8XbZyc6uE5yuox2yw62SH5uFsDzSLj3cLj3UJvmhVfxju+T7NvE3LUKf4lrfkjpvbDkgn9I6StlD57sl25Nvbb503eRaxtaUWybJmZuu3tx4+YZJ8q0tSZlr4lMWnoqZ/dPZmT+enns8cvaxiFnHIuYcv6B/IlLv0OkpB376LHDf+/TgD/33fugf/nFA2McBoR8FhsLgU//wz/zCvqTvod8rZCkU5TxBPZfTzuNwRVy+mPe/RyZKqBgSQ2QiFgpFfIG4s5PX0txS/7i+srK6oLA4KysnNeXG1aspVxMvXY+PLYiLzPs2NHcP9W4IMyeEeT+YAboXQs8JoWeH0O6EMnJC/HJC/O+EBN4J2Y0t/bJgexg1K5iSHUTFdSeYNng8eHWQYH+l7gTDbkiDx/hqv6g5QfScIMadYHQBd5GYOaG0u6HUHLjUQErebhprN6WWSaqnuDaSnR54u5UEM4tPHsmOibqRmHj9ypVbN2/eyckuLWM9ePCwsbGJ08ER8PgSoViKioHJZNKh7Ks4YEqeGCJTIsUQGTpcT7dMLpXKJSKZhC8ScLioIydgW0kJ627OvYzMWxevJp2MTfwuMYWccMPwwg2dqNsa0benRt2eEpUFmhqVNel85uRzmZPPZkw+nT7l9M0pJ69PPXF92onrU46lqMPgWOq0YynTjuNKHiTlRvUTqQOvTj2ePOVE0u8U7K95NE3jMBw/Fd447WQKCB3tRNqkY6m6529pHk1a9lOcCYnhvss8dN2qk2uM4jeuTNm85s6OzYUWJuV2pnVOW5vcd7W5maFcc+SCo86JSr8csMTDGiuKZSH0MAfxPbCmh+42IJGXTSfJvJNsV0qw67p9A0HC027EI+C5govb04uoAM+fVig4HF5d7QM2q6ySXV5TheIlbFZpZVV5dSX7YXlZZ969xwf31hEc+CRHIBOhh50AuJpo0UnYxSOZi7yssWpgqIJwK8nhAdklj0JSVLEUfK6iuwfVI0YZJejv+n3IuUZxE5RYMmBP+yrZZXC+cjargsVuLWMLM68/+i7kkbdDJxHrHw+4RbTkEQBO0Fmw4AxqdY/S7uH2lWRiI8TyUrDmkrCPDcfLsc7b8X6Qb6iX+yZH+4WePpokyizGHm1fmi6TOt2PhsXPmbo0pjadoctg6DHo0+moionO8/OBf5+oQyLd5wWXNIvmq2Vv+W3SRSlAHHxSPehhKskEr8rVTyaoijCKqiBIUWLEKzDlRzZswzZsf2/7XycT1COdx2lvb21tbmxsqKt7WFrKzsvNzczMQH8cv5gQl5gYdeXyiaSk73PyrNLuTD0SO+lk0vhTaRNOXwd9dSrtqzPXJ5y9ARp3Go1BX55O++JU6hdn0j4/k/bZ6dTPz9z44mz652duwnKwYPvnZ29+fu7mFxcyPotIH9CnZ2+Axp67+ZzOp4+NyPzkfAYIBp9duAVLbHD7s/NZn52//UXErc8vZIyNzPg08tZnF7K+iMiC42ucuLor8dZ1Xk+tuLtNKOKKheBXCURY5dnXSCY4P7wiUxLFEBnWrFAmFEnEYhmPJ+zoAB+05WHdozIWOz+voL/x4pVr8Qk3E2LvJV44/22wte2uHQ5W2x2stzvabLW3BpnaWZk62Jja25o42G1xcNjs4LDFwX6zo+1GR8vNTlYmTjam/drqbDd4PHh1kKwHtNUZdkMaPMZXn5eNiZO9iaPjFgeQwxZHmy2O1qYOtjsd7c1sLVzMTKJphPtMz0ofdzaVVHb4+7yo8xnxMTeuXLqRlHQv+05xYWENVim4vb1DwBNIhBKZGGuV8moCJmBKpBgKw3FiCK0bhU265N1SabdE2CURSEXwS4PT3tnc2FJb8yA/vyjnbu71Gxlxl5OOx16mH73wwZqdI1ebqYBW7lRZZY602lxl5S6VleYqK8yQliOpLtultmKX6rKdqsa4dqgYbVM13g5SW7YDHwxoYIsKaNkfkfH2EUY71Ix2qCzfqbJ8YPs21eVwuu0jl+96Z8Wud2cZW1k6+Ww2+WH9mrjNa5O2rMk0XVdgblpus73OYXuDy85Wd7NOD0uehy2fAEhgLfLEgiQoI9xWRLQToYpVVlivD4QrKOUDyIFgJ/K2ayeatxKtSkj2iBPkEsXTXuwP6ihdAeEIrPWgAfyGqKioYLPLKsrZ1RUV1eXllayyqvLyqsqKqgp2TRlLwCqq+T6smuzAIzsJ3W247lYiL3spxb7DY4dA2ZTdmku05Xi71nq5Fe5mKGoqFAIeSrXvRg4zGPAQWvZhJbmU/u2znt6u3r7uurrqygogk9LKCnZ5SUljcWHPvdsPvtlT52XTRjRHWSVAIETgEwRmQqKdmACyxTvc43W6YABCSTUENJmNj1qs2DX7urH8vWIDfXY5Wy71dJtLpc32263lQ5vJ9J/OZGhTfFARRSptBj7Ll07To6F5vygj8UXq+LcCqKC8Is2geM31dAuNixQPkEkvqiCMHuHPZAJYAp8rrAzHTIZt2Ibtddj/PpnwOjncjs629raW1paG+sbaqrrSouK7d+9cv3kjOS01Oi7mbGLi4dQblLQsneMXPz2b/q8LOe9G5r4XnQd6J/L+25jeunAPNDAeHXH3raj7aBYHrEbmvR1V8FZk/gt6N7boH7GF78QUvB1TMCoyd2Rk7piY/LdiC8ZE5Q0IXgK9FZ2PxnHFY6ILR0XlDxZsGRNZ9NaFoneiCuEsY6ILRkcXjo4ueiuq6B/RRR+fv6NxLCm4rLlQ8qyeL2kTCDngbmPpJeDT49jwGgwjiFdiSp4YOkNkIpOjriRiqUAg7OzktLW1NT5prKmqKSkpzcrKvpF289qVZADWhPj46+lJvuH+yzxd5/uQDHzJ+r5e+j5e+t7ec7zQUt/bZ46P72wf31nKpc9MH/IsX69Z3uTZ3l645vh4Dx6DZnnDDoNFHqw5PrAb0uDxYM32Jc/29URLH5/ZPtRZPrRZsPT1AelTqPpeXgtJhA3uTkQXm6v7g/KCmIWhuwvPn81OiLueEHcj6ertm+lFeQUVZeVPHte3NDdzORyxUCwVSeVSOdakBSDildCJkir+Y1PCxJBatxzgRC7vlkm6peJemagLm+/H4bU2tcKvCxaroqCwJD0j80pSatTFpC22bu9p6I/WMBipOXeE5rwR2gtAo3QWjNCcO1Jr/iitBaDRmgtGacwfrTF/jOb8URrzxmgvwDVaax5olMZcfAkvDWg0vBcfw3H+iGD/MZrzRmugs4/Qnj8aPxEazBsDL6kbjJw4/eMp0xfPnBdsYXlsy6a4jatSTddk71hXYmlabbu93nFni6tZh7sFz8Oah/EGeORYYglgCXjhgCV2YpKdBNWqshQTLURE5MSjYsFEew7RqsPTutHDkuXt0k8maBqXEkuQH4v+AC8SiIBJysvZKEJSXQF4wGaVAitUVVaWg8G4pJhfml97KLyMaN1KsOG5WfEJtnzUM8RCSrGVeFujhBYyKv9VSXIuC/ZTVODRki50OnCie+E/KFKD/ZH/2dNeNJsLxj293YBINXWVJaWFQCbl5WVsVsmDyvKWkgLprdTKUNoDL+tWojkPyATP7PewEXqgOshiTAIiQBpKcRmo1oVTioSEKil3kJyqfQm3QplMouMqgsM8ho+WN3ka2WuWv7+2j4+ur+8sGnUOxXcODCiUmVQQmjoFrPKnpJyCNYRSlsL39Znt7TnTwTq1plwCIInqGWM9MRHpIRJBHyIGIpjQAguYoGf9igx3SoZt2Ibtb25vEJkoeWLIDeCEy+3gdLa2d7Q0ttbX1Vey2fl5uTdu3EhKTUm4du2nxMtBN7LWnL824XT6++D9R+aPjC4YFVM4OrYIlqCRsUj4GBe8NDquaFRcEfZS0QhMI+OKQcpxbJFaVKHqhYIR0UWjYktGxZeOjCsZEVusGlUIW0bGFL8g2GdEv0bGlQ6MkWJYI2LKcI1EQq+OjCkZGVn0z6iCseduGZxJuS58Vi2UN3RwgUpeM5ngCPEqTAkTQ2oYmWDdEFGzQzGPLwA4aW1pfVj3sLKy+t79vMyMrOTkG4mXkmKTUg5cOLPWx2MexXMGw0eXSdFh0nSxAmt6SjFA2DwN/M+iWMMZOn06LH8hrEzCrwne+PsF++ONbrA30pm6DBBcBiqxMIvJnO3jvYhEWOfsGLQnMH5faPbRw7eiY9MSLqZcSkxPS8nJzi4tZgGcg8/d3t4G4C4SCCVCMTwROerfiMdNhgZOlDAxpKaEiSE1FC/pksu6u6Q9XeJuuUgGXwyBkMfltHe2NLXV1qAo6+3s7NT09O+Onp48c8EnGnM+VDf4WGv+x9oLP9Ra8KH2/I905n2gZfCRzvwPted9pD3vQ01c82H5gea897UM3tc2eF9r7i8ELyn1gfb8Qauws/7vFuwMgnfNf19zwUdaCz/SWvC+zvz3deb9U33mB5qzPtac9flUvU8//IxksvXQ1k0J29df37k2x2wd22brQwfAEot2VwuuuzUwiQDIBMEJjFHyN5rmhPxygBOUiYEmd5EssJiJFXjwfIJdB8Gqk2zX6GFdSHJUkglelQtzL3v6UHqHUCyqrK4sY5dWVrErKstgWV5ZVlbBYlcCrAAtlNdUlDdWlnfmZj38KbzIdSdwDjCS0NOBS7Dmki35XlZcD/NOD+t2smu1t0cRYEl5sUIsVPT0KAA8ngJ7IFcac5oxfxpN4kJU1NvbBWtVtZWlrGJgoYqy0pqqCnZp0aMqdltxriA1oZDmUke0bCWYA1/BLYvdbSQggp2EaI9HhOAGESARUEYNSvonWAtRKjyQiQ3Hw6rN272Y6fMTw8vU0XKhp7u2j5cOnaLnR9f08dQgeeiSCHrubjNcnKe7uOi4uWm5g1y13V113Nx1XD10Xd11XVE/X9TS183j94nwn2uGO3G6GwGk5+IB0nV2g+VsZxfCoR+anvXKFAr4sUeEh5pjwjPESUEJIv0sMmj4agx9dYZt2Ibtb29vCpkoKWLojS8SCsAD4/B4HRwOuBqNjxtrq2tKiovu37+ffjsr8mrywZQM5+ScaUcufXzu3tvRpeD0q8YUgVSiC1VjS1TjSlTisCW28QWhfbAdXpBqXKlaHGtEXBkulZgSlehiWKrFlanGlg4I9sEH6KX4MpU4FlJsCRI2VkUbS7ExWyW2XC2mHPgEe0vJqFjWyIj89yLvjTue7Hm7jPVU0STp5vD4eEUu8OwxcHjlhlPEqzAlTAyp4W3UUUYFlnDCF4i4XEEb1nixuqamuJR158791Ju3LqZlnEpK3R60ew7JfTrFW5NOUadTp2HlmzWYqLfMQOU0VNCZQUcFCeh0LRpNm874NWkxfkV05h8RA86CNdKBJV2DTlNHggFdLzBQnUKZyaDr+/rMJ3iYkEinT51IjYu9Gp947fLVtORr2bcz83Lzqiqr6x82tDa1dXZ0wE+HWCSUisVyqRS1Q5dJsLbvfy8y6eqSoabwXd2yblCXBJ6FVITBCb+1qbX+8ZMydkV+UdGtu/dXbNnxhdbsL7UNPtPQ/0wDlnPHaoL0P9PW/1Rj1mda+mM154A+1Zj9qQYsYdUAXv1Ua/YnSHNAH2vOxgQDkP7HGkp9omWgHGvO+URz9ieas36nADzwA36iof+pOlzSvLEa8z7Rmvuxlv5nOvofT9P7VH3651N1x03UmDlh8klXp2izLemWm/OtNlfZ73zsuKvV1bzTzVJAQLO2gDeQsCpYQCZYsWDU3wMjE/DLgUywhBNEKaiYbzvBqo1k+8TdJtvBXFFWiJFJN+5cwgKwRCARVtZWscpLa+oq2eziikoWu6KUDRuq2eyqMlY5q7ycXcsue1JSKC28e4fiUk60aEadTODgiAp4ngAn1h0e1m3ebrV0cqYPUfGwSiHkIv5B1APo0/W0n0ywyVwYFMEItTDvq6quKCzOh2VZaTFgSXVleRW7tKYkX1Re2HDupzvOux54WLa4W8Dx+URbMTAJ6gRvLUFxEhAKCsEAHgVeOhmDE0QmfA/Ldk/7R3TPm4F0Z2fbFSQ3A4qvFoWiS6fMoPksC94dfDPtm4z0b6+n/Xjzxg83b3yXnv5NRsY3GTe/zUg/mJ558GbmD+l/VLeGRD+Cbj6nnzKzj2dklbS18549E8jRdE6UodPT09eLai4DhDyPJa/D0Kc4bMM2bH97eyPIRAkRr8TA+eTxBByMTLitbR3NzW2PH9WXl5UDmdzIzolMz/7+Xvn0w5c+PXP7vZhiFKDopwWgC4wKlIJV5fZ+qWFEocSJX0gNWCIagASQBnYug9WR8eWqsfir/YdFBFKqGo8RCBwNGCaerRSMQbBDQrFqQpFqfCmgi1pMGWo+jS6mRDUKhW5GROR8cDZT99i1M63dLFFXq1CApnNhdIIvX6kpGeIVGA4SQ2+ISpAjDmQiEcmEAik4552dnc0tTQ8e1VVWV+UVFN3MuReXlUU5fWoumTwLVYVm6NCYOrAE/GAyQDpIMKZr+dFw6TBBdG0GLAE2UAHoVyc4L7oABlMHqMYProGuxfTTZvhrUOnT/QL0GPSZdMosb/JCoofHvvDo5KT4q1evJSffTL9xP/ducXHxw7qHLY2tna0cHpcHWIL3MOmSITIZ2pLBSpgYUlOixJCavFsmR2WD0bQu1BS+C74c6IsiE4k4bW3NTQ21D+rKqx98e+T0R5N1vpq+4Eu9+WMBTrSASQw+1QKomP2pDrDB9LHasz7Vmgn6RHPGp1owno1p1litmZhggGs2DjCD9ZkWMMzA6sCezwk75ov6RAvIZCboE41ZQESfaQIOAQuB5nyiPvPjKXpjNWah5WTdSeOmbJujH+XikGlnxrLbVedg0eRihQVMLPr9b6VQCjjKOLfgEy1RHSpEJjY4riA+QQnxqAFiB9G6ycPqkYt1lq1ZfXykQsRTdMsVT5XZ50KhgF1RxmKXAJaUluZXV5dVVZXhcAJLpHIWQENtaVFTYR4/MzXZxqSGYAlk0uZmyXOzFREceESbTk/bdh+3KirxRqCP4km1QsRVKDNJwIUFx7nvKWIUhCW4YCtWWOppbXV1OZsFWFJeUVpdg/JLysqKaytZT8qLBQV3bpKc7tvteOBi2exq1U6w5WIQgt07nl2DeAzjE1sxyRpNYPNEeSZYCMWOQ7BppLjeY5J/9CGsd7Be5Osz3Zc6nc7U9fbW9yQdvZ3N4vDK29rLm5ormprKm5rKmltYzS1lzU3s5ubyplZQWVMzq6npdwt2Hhqxm1sGVN7SWtnWUcflPeLyW3ji1k6+WC6XdneJ5QAnfc/6epGeJxOUbvLqDXdKhm3Yhu1vbn89mSgJ4tUYX8DnC7lcAacTTejitoEP2trW0NBUVVVbzGLfLCy9UFhlm5g14fiN9y4UqEUWj0ysQLARg4IeP/MDLoAE7CX8VRxO0CoiDYwinteIhHKgEVxAJv18UqaWANTRf8CBgyt55sWDoJcSilQSClXjS9TiWWqxQE3YRiCTmMJRccUjYwv/ceHe56dumlzLvyNTPJLIO1A/eJEQ/dX3OTLBYyhCsRBewtYG9OdNiRGvwHCOGHoD51spGMsFfIlQIOHx+a1tLU8a62se1Bazy9MLis7cyTKm+Mz09tWl+unQAnRo/roYmeCNL7XxIAneB5MJomoxkDTo1P5YCh5XGSxljOU39cs9Bxpu4ljy8yoWh6HDGZFodE0aQ5cZoEml6fox1H29ZjJoc3y8DL08aSeORaalXrl+PT3rVn5RIaus7MnjJx0tHdwOLvx0SMSiLqmkSypGSzSZC8hkyEwJE0NqOEsMocERZd1yRCbyrh5QNxCKXAp8IpdJgdt4XFQ5o6WV/aBh1tK1E2Yu+Ux3wefT54/VmfsZpk+19T/RmTNWd84n2jM/0509VmcWCMafAJ9g2ADw8Jk2rtmfaWPUoflSMlHGWzDNfoFDsHc9t2VA6CzaaInoRXM2HAcFcLT1x4LgUOqzP5k2+6MpMz6dNuuzceoGUzTDd+7KcHFkO9k8drFtdUUTk1AxLgQbuIA90AAjE1SfCg08rHjuVlh3dkuBhwWI74HKWLWTrBrcLR45WxY4Waf6khQdzYousQJrwc7nclA+CbsEoUh5UVVVaVUVCyABn9CFNpYVV5QVV7NL6ksL5eySkh8O3HbYUemy84HzjlYPSx7BnuNux/F0fEJ2Lqd5ZuymBXs6BoUH8LrlUoWiB3NgkZ8MHILHR/qxBJZd3T21dXVsvBhXRSmK0lSw4EqqKkoflRd3lhfmHfv+srlJid2uh06IzVo8bDuIdnySHao55mEOgocgQOhlDVSGPQ0LHioWbMMloj3bvJwr6aQYBtnR0Wqlt6eOlxeaUelLnU0mO/146Fp+cXZh6f3CoqKSElgUFBXnF5diKi4AFZUUFJfkF5fkFRfjyi0qep2CMxaUloJgUFRWxq6urqypq3/c2NzY1sHhiGRSoVTc3dvT19ONcA9DEuV/hslk2IZt2F6j/cVkgvPDqzN0AlQiVghLgUjYymlvbGtpaWt/8LihrO7x9ar64PtV889cH3v27uiIYtXoUlUUrGAh8PiZGX4Wvv1n4XCihIqXSBWBxIt64ZiD9Nx7+wVkUgJSBSwByAG2gYOgsxerxRQhxbFGRhf868KdKSeSvi5vZskUTaLuDi4f/pkRy8TAHTweDyGESCRBSALeKOaNi1EHCxGS5I/CiRIdXpkpEeIVGZZQgWEJSjXB/jKOQA7+YW5qan7c2FRcXZNdW+t69Cc9D3d9/92aPgxdauB05h5NOk2dQdHwp6kzaXqBgUAC2nQ/LbqfJoOpwWCgOV1+TA0mUx3JbxrT/xeCjcxfE7xLg+GnwfBXZ4L8sIOAGOpMurY/U5NGwyIkTHWKr7YyJsNA07rQZDCcWNCUMG2GP1wV8IyePxOVAPLymkuhrGMyTl9PS8rOys7LLyote/DgUVNDE7ejU8jnw1dAJhN3S0U9EnGPTNItwxxybDrXkBjOEkNoSpgYakNZJigFHs3q6kFs0iPt7pJgxYRFQiGHw+OKZN579n2mM2+i/vJxs4y+mLHo8+kLPtMFPpn3md78z/RgCZo7Vlf/5cI5Acngc525v0eIeXTnfqKHBAO0UXsuvH1AOBeBPtGa86m2AegL3XlfwvVooZfG6s37UGvOWHiLpsEnGnM+Vp8NGjtJ96vPJ22dPf+qq2ulp8djV7tOFAGwBrcb8ANN08IS37FMd2WeCbYdhBJOBCRbPipLBc46quHLIVq0Ei3qXXc+sN/BsjOLM90gTLuikHYqnsFPFq+ivJRdVvSgrqKcXVhVVVJTxy4rLwYsqahk19RUVldXlBTn11Wxa8uK21mFgozrF+3Ms223sexM61y2NxLM24m2rSSHBk/XCqZPSjAzyJdgSSGuILnRTp+ulXWhzhsYk2DNFFHZKJQZgWIoqHBUdV1NEauYVcmqrKsoKStEVcDYZdWV5Y+ryhqL79enXrxgtzNlx8ZSq2011tueOJk1uVu1ERB1CAiorTvWvwU1fRfgQqiGanZxiTYcsl2zp329L+FeAM2P5LqR4DKP4q1FQ/1z4WdtOZX247Xkq7eyb966fSvr1q1bGfAzl511Jzv7btadu9l3crLu3IE1TDD4i5Wdk3P33r28goLiUoDGmvrHT9ra23l8Pvxe7O7u7uvtBSlZ4fUa5pMM27AN29/d/koyweHhFZtQKARnXAwD+M3bwUN9P9o5nLrGlqInbVee8HYl548/ef2dM3dHx7BHJVSoxCBCeA4//lIBmajGo+leaCoXRiYIb1AeS/GI2BI0nSwaliXvxOV/dCp1fUL2DamiTqrgSnu4YnEnn4vSvHGDp4DFUV4gE/Hfj0yARjChsRieAwauHB6/s5Nb96SxpP5JVG7uAi/SbEARL9+ZAcHaVH9tmr8WcIIfdSqTou7PnEz3m0LfPZkeNIkRPIEZNN4v6Cu/PeP9g2Ew3i94vH/oeP+wXwg2hrxU4/yDxsG7mCFI2J4T/EMm+gdPCgia4hegjnJL/DR86dP9AvvDJnSEJS8K7QZkokGnAb2gnHgqbYYvZaGPD/30yZSC/DtFJSVlFY8ePeFxuB1tbQIBTyoXy2SAJaJeiahbgsImaJLbkE3m+u8hE6RuODx2hp4uRCbdQCYiiQQVmJbIM+8XzVmxacqClRPmrhw3Z9m42Uu/nLkY45OFg4RiKS/VF3oLvtBb+IcEBxw7Q6nPZiz8YvpzL4HQQHc+CAZfzVqCtsxY9KnuvE9nLPyXrsE/Z8x9b7rBP3UM3teZ+zFIy+Bfk6d/OmXGlxO1NT4e95OF1X0gE0+XJlerDgAPMirGJfZEvd5FSjLBsETplyPXHCcT1B4eywjnEeGN5s1Esyduu+rsthVZmKTt2JLgYKXgN/dwGx8AFbBZNRVlVeySyvKSyopSFru4vBKV56rCKnOVs0trq9hVxfnN7GJpaeHtQPoVM9N71ltZtqb1HuZPPMwbiTaPfVzZTN/0kIBAb3fAktWBNOOQ3QspFPejx5uePpMoFKhnOSzR1DFU5Rb9U/ZMUVtbU1RSWIZqErNKK4pZ5cVV1WzAkuqS4mZWUWduVjTR4azp6us7NhRbmlZZm9Q77mhys2hFLSZxMrEWeViLUZVk1AgfhO4d3bIN3HuHl109xaWE4R3hS7b2cJnn4TKTTlGn+WpRfWaRyY7ffHcmOTUxKeXq1aupqUlJyVfTUlLTUq6npd5IS8N1PfV6aur1lOtvgN24cSMzMzM7Ozs3N7e0tLS2trapqYnD4cCvX/gZ6MNMyQqv1zCfZNiGbdj+7vaXkYkSHF6xCeE8HL6YL5ZJ5bCG8YngSVNTo0haKOg9UPJE93Tqh+eyRkXkDqSqo0jI83jwFwoPp6AxipbgWAJbikGAJWqxLJVoFLcZEVvwr5icL49eJuc9KFcoGsQ9fFkvTwAYIUQMgvUWFKM+JyhuIkTJ8UjwCuiPccn/ApkM5hMZ3JBAKOIJhG3tnCaeIL+p2e67b2eRSToUH5RlTmeiQAQNC00wGSjEEbBnHCP4y4ADnwZ+99HuHz7Y8/37Qd//K+iHD4IPfbDn0Ae7D30YdPhl+unDIHjpZQr56YOQwx+GHAG9H3z4g+CfPgo69MmeH8YFfz8+YN80RrAWbY82bbcmhanjx9RkULFs+58T6/vF1KJiSwZcLQ32QdXDKNSZnp6L3N0uFRcV1NRV1T1sbWsHg09cKBRgFCLplopAXVKRXCqWS2X9tYOHwJQ8MUSGQcQrMizHRN4FVywFPOnpAcm6e2TyLomsu5UnsiF4TzJYqmG47gt940kL14w3WDZe32jcHMMvAVH+nQBjxs1a+tUfEeyP3tWvFw74s2Yu+WrGkgkz0Vs+n7n409lLPpln+N7cxXpWdoa+1LkEkqaF9fuLjP+ho/8BSoYxGKcz77MpepqTtJaNn5TBoFVTSO2+Lu0kKwHZWky24bjuROWAidZigg245ngHD6ylIOadoy2ITLAEDFs0lcvDrJlo/tB5W7Xd1gLzLZnm286bbri6m9bzqOpxSXF1SWkdi13LYleXsavKK0pLWeUVVXW1D8tKyqoqK+uqK2tYha0VJcKSgrxD350xXX9t+4Yc802lVlvqXcweOZs9INix/byTQwOZZHdrGnkl3cswNGBuSMCCkN2L/RhWBw60KBTCZ4peNH0LFZKCZU9vd21tNZtdWl3NZrEK2eXFbHZJbW1lRVlJNauouay4LedWBMH5uzWGUSarru/akGO2vtx2y2On7c1u5u3uaLIWRiY2Qg8brJ8J3sXFWoSxCgiRibdjJc09ZTfFx8V2lbPDPIq3NtVbl0md4eO1mEz+8WrS8Zj4mISLMdHRCYmxCYlxl8EuXb1y5Vq/YHz5ypVLsBW99NoNkGnAkpKS0tLScDgpLCysqqpqaGjo7OyEX+/ws9bTgyqrKVnh9ZrSKxm2YRu2v7f9NWSi5IZXb0AmIq5QKpDyUWI46kTI5Qr4Uhm7U5DGV2yMzfr4aMq70XmjYhGQqMQUo2JcbxKZIGFzwLB5XIhMUO2v+CKVeFTpSyWmVC2OjeI8sUVvxxW8fz5T4/ilRP7T6m5Fu/ypUCLnITLjiYEmEIAAhSBKQXCB/iNEORZCwd+KTABJxGgWF57sjeIEMABU44sl7XzRQ57waEbmEl8fHS8yqsNLo2lQqZoMlPWuQaVo+/lPZgSM9w/9MuSHsftPjTt2+bMT18aeuPbpyaRPTiaPPZU69kTK2OOpX5y6/itK+6U+P5X22em0sUjXx56+Afr81PUvT6ZNPJE8/mD0hqt3jX6K0vQN0qUFa/gyNeg0DToFqEOHzniJaEw9pr8Oww9dM5WiQ6fpMRizKJTZHu6uP/xw/+Gjx23tTW1tXB4Pbh8eBBAIKsmFkkxEMolQhhqgS4ew3yJOFENlSogYegMs6QHBKeCKJV1yaXe3vKdX3tUjFEm7+hRxKenq8w01Fq+aOH/FlCXrJy1aO3H+ygnzVow3WP6VvvHv0hyjr2b/bs0B5kGC8XhMsOXLOUZfAAvpGyMZIH0x23C8vvHEOcYT5hh/OdvwMwOjTxetmLBx68qA3StDQ5eE7Fm+P3z1vr2LfKmfL1/3L715Y/UWfKoxZ+y0meMnak394FPG+vVlu+m1ng6dvo481NDDUoJSvVF5XDHBVox18MByvnF/XUkmqA+6kkys2j3Mm9x3PXDaxrLcWGq3PXnzmljTjT9t25QcHtRyP7elpKyZVV5fWlbHKgM4qUB8UskuYVWUsmrZ7McVLMCS9vw76ftDv123PMpkddr2tTk715dZm9Y67Kr1sCumeCT5+/r7knb5em7Y42cYunvhvuBZoYH6e4MX7Q2ZS/Gx+uabJ31PJQpFj0LR29cj75bVPaxhsYtLS/NrqsvqasurKkqrKlhV7NI6YJLK0ua7t0442R1YaXh8jVG8ycqUHWvuWKwvs93y0HFbi6tZu6sFmqimJBNbrJ+JHeCZGB6IhxUIngCHZFvv5ZgfSP6W6m7iaGno5TmbRtXy9Z5JpxgQCe4/HjoUm3DsfOS58xeio6LiEmJj42MSL15MTLx86eIV4BOky1cwJrn4V5HJYAM4SUlJycjIADIpKCioqKh48uRJR0cH/BsJPwjDZDJswzZsf639BWSihIbXY3yhWCDhdvAASHh8oQDIRCh+whVU9ipo9x9NPpL6wYXcUTFY/AFVxyoCYXOlfoEHf5UwLMEDJv1kUoqwBATX2Z98MiKOPSK66J2YvE9Oppin3i9SKOq7nnIlMoASgUgoFUmlKO0doRmGJWKJSCAR8TEBmTyXKP9vTQkQQ2o4NrwGU8ZLMDIBLAE4wWbsSPhyeatUXtTO2Ra2V4dA0GPQp1F89fz9NGgUDSZdHUSjavgFjGeGfBLw9bifYj4+ce2DC7ffi8x5Lwp0973o+5hyf1P4Pi/q3ch770bd/0dULui96Lz/i8p7PzJ37PmcSWfSt96q8c17bHTglLpngB5jjwadrsVEyfcvMgkmbSodKyCGygoDR2nSUHRlOp0xm0JZTqOfy85+wOM96WwXSlFejVSCwiMoSIJYRIxJMqjf4hAYBhRDY0qIeCXW3dPVC+qG//YAk6DawVgyfK+sR9HIEa3cYT11/nIdo41ahpsmL14/CbRw7aQFq0ET5q/6NY2ft3JAE/6g0Fvmrpw4d+UkAyQYwJav8O2DDj554ZpJ89D4qyVrPlywbOKWHYYMP8PgoEXhwbNDAueE7l4QFmQUFDTT3vV9g6Uf6c3/ataSsZoGEzT1NabqzP9qwiUvQk2gb4OXvcDLTuBhKSfbYWWprHEy6Z/NheYyoalNMAAygbGnPTjxHA+LDoJFi7t5veuuSvut2dvWZOzYmGiy7vTmtd+sW33G1bUqIVFawe5glz5hFT1gFdWWFtaVFT1gl9RXslqqWB3lRVVJCdEUQsjyhWdMVsVsNr6xfVWu2XqW9dYKJ0sWjZTg5xVIJezw9VwRwFwUErRgf/iMoIC5+8NmhgXNDg1aEBo8n051P36sQioVYXBSWVtVVJJfWcWqqCytrSlnleSXs4tqKkurSvI7asqbcjJOuNmHGS0+vso4cq3xVZOV10yM71pvKLPbDGTS7LKrw92SizeA97ARDZAJih1ZS7BnAlTW6uVUzSAm7/G1cbFYQnCcz6Dr+FJnAfl7em5h+n8dFXPw5JlTZyMiIi7EREdfvJR46crFK1dQcOLateSkpBRMyUnJ1zAl/eWWmpp6/fr1W7du3b2L6vVVVVU1NjZ2dnYOkMlTlAH/F5jSKxm2YRu2v7e9bjJRAsPrNL6IxwVnTMITCHkCUbtEXiGQ3e5R6J9I+/hk9ntYOEIlGouZxBapxQOWvEFkgpLgMTLB4ASjFLSxBKSWCC8Vj8C7psSwR8YiOPkgMmfq0cQf6nm1CkWrrIcrkwvFEgm43kAmqCoXTiYijEkAW/gisQDFUv6IKWFiSE3JDa/egEngZCCMTGQyqRyRiVTC7epqVSi+S72u4+ysR6GAc6/JYOj6MTVRGxMqIhM6fTIj8Av/vZ/uOz7ufNq/Im+/FZM70H9zZIyy2+afUXShWnQh1h6nWC26eGRU0aiowncjcj85mbkhvc4r5/Huew+M9h6Z5knXoNI16S9vmYLghAZwQgM+QatYorwm3AWFOh2Ixc2dcOxoKbfzMZ8rkEvhhwFuXC7tgiU8AnxaF4qVwH+HCEvAcKgYElNCxCsxFCIBwUje3YX6LaJ8kx55NyoydSQiYfJc42mL16kvWj95/lqdldsnLd4AfDJ58bpJi9ai+MmCNQOatHDdrwjt+XsFOy9cO3nh2ikL1k7FBANYxV+F8w6cGjR+weovF65+V3/plB2Wy/z3GIeGLQwFLNmtfyBsZvge/bCgxSHBc9xJE9eZfGZg+InO3C90Fn6hYfDlFD3tCVNdlixm7d3zwMelk2QrJtkJ3FAZLizlHWgE5ZwgYWM8loJSTcB3xxJOuASrDneLNg+LOnvTEsuNeZab0revv7hxVeSGVYdXGocZLvnGdPN5b0Lu+RO8klxpTZmkmiWrY/c+qWktuHM38tR5Bjl869rdRnOPb1h+Zs2ShE2G17evvGu5Md/JLMfT+RKdDFhiTiWuCmQuCguZExqsHei/8Juv54SFzg4Pnfv1Pv29oQAnixh0gJPHz56WtzQXVpZV1lVUVCMyKWeXVFeW1VaVVRTltlaxGu/eivByD1m++PAq44i1yyNXLb62efnNHatyzNewbXEyMQMyQbO5SKhzC4AZ1lwSj5lYiQgWfKIVPKKHvi73dvvuJTmucbUxoJLhV4QelTHT23eJl4/vj4cPHD918tyFU6fOxETHXLyYCGRy5dqV1DRw/m/euJF+82YGKP1menr6DUw3/xLLeN5u37597969goKCsrKyurq65uZmDocDv97hB6GvD/XyV7LC6zWlVzJswzZsf297rWSiRIXXbEKhRCrh8LhiuayFw3ki7y1WKJzSi8f+lPJ/kSVjYthqMeVY1xHUYHFUPHj/L+LBXygszwQV6cKDJ2pYNTB8+4iEMpUYIBPUM14tsnh0XLlqVMmY8/fHnklfmZiVJnr2QK7gyPt4AjGfJ5CIJSg4giZ1CSUigUjMF4IkKKL0RxNNlDAxpKbkhldvGJnIQDDAoycioDaZrLOnJ7eTM9PJWZ9G06XTdJioIhaKTiAmwXosMvwm+QV97L9v/LH4jyMz3om9NyK2ACB2REwpankZg7r1q2L5P4hs0ZzA36sRWFNO1fgykBqW7AS0+XZM0cfnctamP/Av7gy/Xx9yr9oo/AdtXyAQJoDHL9LfEZzoMZlYM3imLtNvgEw0EKswZlHpei6OhzJvtD7rbUUTHLGJWyg8gqWWAEYgJsH6eChBZQhMSRX/sWH88OoMyKS3n0xkIHTdXT2yXkWzsHv8jIXqi9dPW7xR13ib3rLtkxZumGa4ZerSTaApSzb+QrDxpXpht3+vqYuR4LyDNRleMtw0ZekmGExeunHCkvVfLV0/btWWqea2i/12G4aELgoJmR8WMm9v6PSgAP29IQv37zXw95/vRZmw3vSj2Yu+0jeaMMt4nPaiSdMXTpysOfur8V/vMK0PorWRHXionaINH+thoqwgjJGJyMNSDMLiBoAoA2TC87DudLdoct5Zbb250nFbruWmm9vWpJiujVpldHa18eHVRt+uNgxbsThoxWKm0fyQ9cuP2uw4aW8WtNpwz6qlfkbz9yxb+PUawx9WLolYvyJi5eJrJivSdqzOsDFJI9mfpZPovoSdFNJKf5phaNCs3QEG4aGLvvlaPyR01p7gefv2zw4NNdi/Vz8seGFwkHFgwMaAgCvlZSUNjwvYpSysaUl5eVltdWVFSWEju6TxXtYZsjtzwZyja5edWGN0euXiSyYrL28wzNq5ttByU4Wd6SOnHc2uFp0ojQTNUsMAzIZPQveIwkfAaURzLsmyxcuOxSCcY5At7S2XeZOmU3x0KL6z6QwDMtk8LDzsxKkjp8+ePHn6YkJiQmJ8UvK19Iybt7Nu5dy9d/de7v37ebm5+aC83Ly8XFhB63+J5T1vhYWFpaWlFRUVgCUNDQ0dqO+qAH4H4AGTYTIZtmEbtr/QXh+Z4Jjw2g1OzOcLeVwBt0PIbxZLKvsUBx9xtE8kfRxxf0wUa0QUWzUapWqoxZaoRaOCV28emSChVay3IwYnOKWgppAj4ovV4gpHxBaPiC4ZHVcxJqrknxF3vzp2jZH/sKhX0SDt4wglHHgMYpEAlQ1G5bkwMhEAkwiUUZQ/ZkqYGFJD0PBa7OeYCfqfBFYBW3nyruanT92OHptOJE6nUbHivExdPz+UrcGko7AJjabO8J+yO/xfAQfUY9LfPZ8+IuoeVoeANSKmbGRMmVp0qSrALTYbEM2yG/QJ/h7h8Ina18SUYllDJaOiCz48f3dd5iNGXktoVm1YTlVwTtmqbw5r+dC1aX79/eCZWgyU8o4LOAonEx06A6Wa0GiwUYfhp0mhz2AwZ/iQwdu729LY1iVHDggWL0KZNjIQPoMLmEQiQTGkvxeZoECJrFuGmk1KUc1k+H9Xn6RPYePJmLZojfayrdrG2zUWm0xbtFl7+Y6phibqRqZTgU8wTVm6uV8wBpngmrxkS782T14CLPHHhHhmMdJUTNMWbZoGA8MtExdvnATQYrRlkuHmcUabvlxlOmGr5dLA4KVhe5eE7V0IXntwsH5I0Nx9YXNCg/WDgmZRaPPJlMkbt3861+jL2YZfzTD8UmfRWE2Didpzpo6fsm3WzHtUz0YqoYPkICbbY9WosFAJyVJAAjgBLLHAyURMshGgdAuUdiIi2cOyw9Wi3c3ikcP2MusteZYb07etvrpxecJao3MrFh1dvuDQykXfLZv/3fKF365Y9LXxggNG8742mvftsoXfLV/83YpFB1cs+mHFwlNo5yWXN626arIq2crkoqvlKYo7hU4y8fFYvcd/wZ6AucF75u8Lh9uZHbRnbkjY/PB9+qHhc8LCZ4QGzQkPWRAeNsPXdwbBY1NgYFplRemT+pLKisrqqvJydmVpcVtNZdP9O0fdnZhL5v602vjEyiWnVi+N2rQsdr3h9a2r75ttLDLfWGVr+thpZwtOJh5o6hpqMQnCcmzQ3DaSJY9g3uppXevrdDvQh0p0XuvubODtpUulzmYyZ3t7rWHQGcePfXfy9JFjJ+JiYuPjYq8lXb11K+Pu3TvFReD3l7FY5eyyCrii8nJQBYxA5W+AAZBUVlYCkzx69KixsbG9vR3+iYDfCvDjhgdMhslk2IZt2P5Ce7VkgrHBX258iVjEE3DbJeLHPU9vyhSbr5d8fCr93cj8UdGlI6PZI2LYCEvAuY9BfwJ/08gEdYiHJerzWIyuDWMSLOekDO0QX6gSX6AaVwDXDy7y6GjWmAu5H55OX3AhI5r77FGvolMsFXTJOoVcvgRoBE3fwmMnYiE8FSwT/neYEiBejWHI8JoMcARgTN4tBzwRoeLJElF3D1+hiM7Ln+dJ1vP1Re0U6ZivjwIRdG06DbVaZzDV6X6TAsP/tee7ryKu/1/M3ZGxBRgfsuGZj4wuAz7BoLFYNa5IFQ+b/AHh8AlHK4WvH7AxsM3omIL3z2ZtuP3QL78p7FbVvtsVX9+rZt7IXf3NEW1fPx1GwGQvio5foAaNqUFH/RkBpQbmdOHZJv2hFVSzS5NC02XQ1F2d6JERbQpFJzCJvEcskvR09WK1gsH774YPAiBFjEJKQ0AmOFQMiSkJ4pUZyi/B+i0ClfX19gGcdSsUCddvay1dp2G0RcNwq5bRdk3DbTCYZmwKmmr4s9SNtoGw8VZssPUXgpdM/piMt07G8AYOqGG4TX2p6bQlJlNBhqbTsNNNMTKdsMz085Wmk3bZLw0MXRgUtigsfGFI2ILg0PkhIfPCQmeF7Jm3N2wGjbGAFjDT3v0L4w1fzFsxecHqcTOWjp9p+KXeoi819SdO09Me++WhXTtqAmhtVA+ep52YbCcgWorJNjyCmcDTXOxlJfO0EbkDmVgDmaBsEwxORNi0Lo6bZaebVYPTrkpb00LLTXfMNqSarExcbxi5ZvGp1UuOrlp8eMXCQ8sX/Gi84BAmGBw0XvADYpIFPy6be2zl/DMrF0WvMYpfv+LKjo3xThY/ert5U4imDO9lu/0WBu2eGxwE7GEQGoJAKyx0fliYQXDI7JCwOeF7Z4eHzgzercdk6FEos0AeBKt9X18tLit51FDMBu+/rLGS3Xgv+yTRNWj5EmChYysWn1yx6MyapZEbjS+brEjfvrbAYjPbyvSxs9kTp13t7lY8rE+LwMOS74FCRhKSrYhgJfYERLHkedo0U93y6eSTVPI2F8dFPl6z6TRtiq+uF3mhF9n5wL5vzp4+fOJkxLnzly5dTE1NzrqdmZ97n11SWldZ/bDmQf3D+iePGh4/qq9/jOsxEhr9BfZkkDU0NACQNDc3t7a2dnZ2wr/UgzNMhmdzDduwDdtfa//7ZAKuKJfD4wj4jfIulkKxt7bj88NJ/4ouGBNdhBzBGBYSYAkSqsP7RpIJmvajEgNeLx4wAT8Y9ZVHOyAyyQepxRWOjGGNimaNji7654X7Y4+kON+pYz1VNIi7eN1dXAmfL+b1k4kIsEQiBCcdpaBgfPJvDEeIV2FKYnhdBmQCzrdAxBeLBN3wWITCNqmsWiqzO/j9LG9vXRqqx9UfhUC55mhCF6IURCbj/UPfC/x2XMSN92Lvj4gtwskEZfgAlsTAxwG4+KfIRBkEQ9GwkTElI4E/44pHx+R9fCF7bXo1497jA9k1X9+qOHCr/Jv7NQGZhcv2/6jhDewRqEnz02T4T6PR1ekMdTT3DAGJLg1pEJnAgIkKdtFpM+hUfXf3u+0dHX3PhPIemRwlf4NLjp6ISAx+iUgikncDl/ynZIIBxZCZEiBemcmlsr7eXmmXrKsXPROJrOdJh8DC3UfDcIO6kSmwgabRDpCG8Xb1ZVtB04wQhOBCG38xBiAZ2IgJVn+vpgGWGCHBQaaBliKpG21XN94BWDJlqelU421fLdn8qeGmKTvslwUfmL8nbEHY3nlh4fNCwvR3By0MC5sbGgJYokun6VMYC8n0SZt2jV28ZsKSdeP0l42fY/zVrKWoBcr0hZP1FmhO1DT67Mt7gX4PKYQ2kh0XDxoQLUVe1iJvS67HToGHOapP1S/w3bG0E1vgE76HNZBJk5NZnd02ltWWe2Ybbm5bfXmjUcy6JWfXLD6+atGR5Qt+Mp532Gj+YaMFR4wW/GQEoLLo0MpFh1ctOLZy3ulVCy6sWRK3YXmsyboYm12H3R0oFM9dfhSjQL+5IXsASAxCQ+fCvYDCQ9FqcBDcl354uP6+vfp7w6bvDtDGCGEW02+mD3WBF8U8ZN+tqoeVD+sfVbDr72Wd8fIIMFp4cMXSw8sWnV655NxqhCVxW5Ynb12dtWtDqZVplc22BmfzZhezTtQFH6s/ht27EHV0QeIDnpFtOr0c2V6uaUEBni5Oyzzc59CpWlSfmQyavhd5LY0adPLYt8cOnzx9KjY6Oin5WubtjIKCvEp22ePaB831DW1NrZ2tnZx2TkdbB6eTAwCAW8cbYHAZHA4H/wcafr3DL0b4se3u7saCJUpTssLrNaVXMmzDNmx/b/sfJxMhXyjiiYUCWRtfXNX19JJcMe/C9Y9O3RoTAX48Fh7BoyVI4COidHP01+tBbPDXCiMTWIILW4zNFML/uA5+MBuDE9hHSSYwUIstAcoaFVs65kL+RxG50w4nX2jsqutRtEhkIpmEL+Th+e4YmYgB2KR/NZngtPA6DchE3t0lEAlQC0qJmCOVdCoU36SmzHBzneFL0aKgelaodQkmnExAmgzGVBpjHDPoHb+vv4pMfzfmnhr6LODbwlZTYglbBYEi+piw5XMf4m9JiSW4gJNL4KsIeDMmJvf9M+nr0isDch9/k131bWb5gZsl32ZX7L3DDsstN97/oy41QJPC1KAxdQP3AJloYCjyUjLRpKIW8hpU6gwmYwbZc1toaLNCwenqFsrkAr5IJu7q636KNfKQo/BJ13+aZ4LjxBCaEiBemfX29MC3oru3RyAWy7ufdisUh8/HfTVjoYbhxgEy0TAeIBPTaUamAyChYQxAgvRr4z8q9WXbphiDtk8DGjHajp0XmGT7FMOtKJZiZDp52dYJK7dN3Wa7LCBsScje+eF754aF64eF6YeGLdy/f86ePfNCQuCDnkWhGRB8xm/Y8fGi1V8ZbZxouOGr+SvHzTGaYGA8Xt/wM5254zQMpk2ZpTd2AmnRkto9jGZvZx7ZQUy24xEsgEzEPtY8kpnA01LkiXAFJxPku2NwguWcWHPdrVqczR477Kiy3Vpoufn2zrVXtxjHbVx6Yd3Ss2uWYHCy8MjyRUeXLTm2bAksD61YAmRyZNWCk6sXnl+7OHqDUYLp6khzk8NujnRPD3Oa98pA5oKQIP2wUINwABJ0R3P37oXxnNAgg5AgQJQ5e8NmhoVoMOlYO1Ea1n+dNp3O0PPyNSB4bqcz75WW1uffP+ruuHv5ooOrlh5evuTkiqXnVhtFbViWYLrq6rY1Gbs25FpuqbDd8cB+Z5OzWbubhbIql5JM0GQ2AdFCRLLke5hxPW0bPZ1LAhn7vMgbHOwXeJN1qD66TMosmu9iT0/yoR+/Pn3iyJkTEZEXLl26mH4r/X7B/TI269HDB63NzZz2TgFPIBaiPDb4BQu/dwZM+XPy2k35O7ff4EoGfriASVDrd8z+KibBTemVDNv/tD1plD9RDodt2F5u/+sxE75QwJVwBF0Nkt5ShcIuq+zz48kfRBWMvABOPF6Etwjz6YvArVfO9X/DyEQlAZEJymroJxNwiBGZoElosA9cP5rNBXeBUVapalTxW7GsMefzPj95a0PkrQKFokYg50mkApFQiHUvwSTE2iwCn/xlZIL/O/2aDSWXSCVAJnK5TCCVtPd0321pXuFH1yN76vhStKk0TRoV67OOWq2Dcw/SpFLArZ9KoX9B2/0O88BXF9Lfjb6PkQlOiWhanUpsuUocG2EkjiU/w8a/10A9aCxsgjgZPtO3ovM+Ope5MbM6MPfRgUz2d5ns72+VH8yq3Her7EBelf/twuX7AE4Ctah+mnR/uDYdvwAUG3lhNhcW/NFl+gGcaKOEE6oehTLfx/tEVlbb02e87h6JDPXv6JH1omLBMpm0Cwj2P5rNhbPE0BruPL1q6+7tlXb3CmS91U86FqzZqrlknbrhJkQmRls1sWDINBTQMJ1mbAJ8MgASmssBHl4y/tMCMpkKy+U7NJajIAks1Zdthy0oirJ824RlJuOWm2juclgRGL5kT9j80PA5ISHgu0/fHWiwN3zevr0GIcF68CmTved7USdt2vnhvOWfL1rz1ZJ1n89fMXnp+gnzV6L+KgaGn+nNH6+zaNI0A+0pM+aNHRfrYP3Yz7vNy5lPshOSbfhECyHZik8yBzIRgKeOyATN5uonEys0IFhx3S3bXMwbHXfW2W0rsza9Z7bhxvZVV0yWxW0wily79NyaxSdXLjq5ArHBqeWGJ1cYHl219MjKRSdWLzoHWLJuadymZYk7152x2xlE9rD19VrNpCwKDpy3N3zO3r1zALTCwgzC9+pjc7dmh8M9hs7dGzYrLEg70E8nwF8dfkj96JoMmjoF/czOoNIWeHuvdHLw8fU6SfPZvXzx18sXoHOtXHJ2lWHEGqP4jcuvbVtzY8e6HPNNxVjXlAYn8xZn8043S9TJBJvNxUezuSwFBMQkACfwHJpIdhUUUlpQoJmNjTGZPMvXewb8oqB6G3h7moeEhp46ffDU8dPnz0THRF9LunbnXk5xWUlNbU1zUyOPwxEJhGKxBL683fDdksnR8q825Y8TZvCjCluARvDWJXiQZGCgpIS/wpReybD9j9qT+w8dVhcuxeXWMswnw/ZrNvRkokSCN8P4AhFPIGuV9FX3KOIFimnHr7x/PuudqMIRUawR2Awc1YRi1QRw7kElKGACXuabRiZIKPcAKZ6lgvqugCPLBrIaETMwgwgX6hQ5Ig6VihoTU/LPM3cmH03yK26sViiahDK+CEt9x7BEjNqYgMRi2PhXkIkSFF6X4X4zZlIenyfvlvNFwg6ZtEWhIJ06qe7qNMsf3HqEIli0REkm4NajLVT0p9lpFPqXlMDRPqGTojLfi7o3EivDpfx00HcGsASEZwQBY2BZQL9P/WQCQnCC88nbUQWfnL29OaNmd17918Akt8q/uVH6XUbFwezq0PTivXfYgbeKlu87pOnF1KT4adL8tRkBWljZLgQnmBBTMZAQn8AWP38NKm26n/8MH58de/cWdHJa5F3C7h4AEZFQBJ4TNs8N6T/5o67S8Rkiwz2qV209vd1w76jpe59CqlAQ/cInzDLSNjLRMjbVHAQMIEQmwCqDQOKPCuhlQC+8NCDNZeilacZbpxiZTjI0mWKMmGTysq0Tl2/9YvmWqTvslgWELQgMXhi2d8HeffohIfohwXPBfQ8NnhMaPNPPb7YvbYEn5au1Jh/MMZywZN2X81d9tWjNpKXrxy9EDVg+n2X41dzl4/WXjdNdPF5z/sSpM7W+nOQwz+Au3bveh9DmbiumOHMJFkKStZBgCQ4638MCYxJYxWdzKQXbeah2sCX494/td9bY7yiyMsnetf7GttVJW5Zf3GAYs2Zx5KpFEauWRAAbrDI6u2rpufXGZ9YsiVy/NG6j0cVNyy5vW3PJ2uSEh627t8cmf6pREHMe6qUYOhvIJHzf7JDwuWEo5X1WeOisfaFz9ofNDNmjG4CqeOv4MTUZdHXAEjpNk0ZH+eg+3kZEDzNnByfTTcxVRvuN5/+4Yt6xlfPPrzM+t9owdr3xVZNVGTvW55htBCyptt9R72TW5GTW6QZwZcUloP7uPKK1gIiaKoqR0O13ku1rfN2y9zAD3JxXu7kaUCgz6NQZNF99H/IKiq/fsRP7j504fv5sZEzk5SuXMzIzC4qLq2pqG540cjs4YoFQIhbL5LKeXvD8e3q6u+G/aNjbg0ZvjGExkp9pBHcIcEL4q/gEv4Zh+9+0+w+VTDIMJ8P27+x/nEx4AlGHSFYneZqnUOxKyv30RMp7Mflq5/MHyEQlrkglvgCLnKDZXEoH8Xk8+AuF+b74BDMsJyGehYQX5lKSCXJkAUiUO6C7KFWJLhoZV/KP6PyxEVkLLqRfEyjqnyo6xN1CbCYX1gwe72SCoANb/htT8sTQmZIY/gKTdHXJUD8XqbS1uzujqWm6q/N0mo86xRufuIXP43pOFIoWhTbFi/K5t99IcvDkyMx3L+SMiC3EvjnY3C3UCUdJJhiooA/o9wurZ9C/Ch86lnDydlThp2eyN1yvCrz/+JvbFd/frvjmJuvADdaBdPa3MM6uCMti7b5dvGL/YQ0vpg4tUJvuj1XrQkCCC83jwsmEydSg0zVojOmBezRpDC2y92wCce+1pGaFokUiEaDpbfLuHrlMjup1YW1N/rwpkWKITIkOr9jgpp8+eyrt7hX3KnIrH0/WN1ZftEFjqYmW0TacTHAswYXBw1aNZb9bsPMg6vhdwqeK4Sy0fNskY5MJRlvGLzP5HGGJ7bLA0CXBYXODQ/RDQ0EL9u2dGxoyH01/CtVl0Gf4Uub70MYuX//+7CWf6xt/Ocd4nMGySYvWTDHcMH7BqglzV06ev2a8wYovZxl/obdkvN7iCTrzxn05ee7ESd/s3PYggNZCdu4g2YGbDjSCtxrE8kxQYglOJiKilRC4hYCan3AJVp0eVq0uFg2OZg8ddlXYbgc4uWe2MXPbmrQtK5I2L7u80ThhvVHcOuPYdcbR64zisNJYVzYtS9qyMtlkTZL5lkRns+/JjpZU0oo9fotCA/RDA2eFBeNkoh++bx4qxhU2e2+Y/oHw6aF7dHb7ox9GVDrPR5vJUIefVqafHo2h7+1jTPY0cXW027GFsmHlN+uXHVu95NjyeWdXL7qwzihh08orW1amb193z2xTseWWKrttj513NWOFxXgeaB6XAKsRjMiEYC32sJa4W0s8rHhE2wayY2mg73GG93Z760Ve5Ol0mi7VdzqZZOjj5bBv397jpw6dPHP6/LnEiwlpaWk5d++WV1TVP2lsa2kXcgUyCSry1tXT1fust+9pX19v7zPw/2H09Gkv+u+bYjgMDB7/5ab0SsAaW37+4/ofUIWDW4XD/oehsbycRrnyUMP2UnvdT1ge5fbCoUAVUY3Kl4dt2Abb/ziZcISiRpG0SqEIYjdNPXb1g4jsURfy3okpGxXZHzNBTFKIx0ww7/ANIxMsjNP/B/UB9ihBXfnAhUVk8rxrC/vHlKhEFarFl4yJLfhHRPa4kykutyru9yoaZM94IryrCaoaLMK6v4OU8PGbpuSJITIlI/w1JoF7F0iE7WJJq0KxmkGf6UPWofnoMGkop1ZJJvg8KLomRiaaVKomhTbZi/KZF1ONtHtK9K1/RN4ZEVuAgDa+UC0OzQNEjx2LtuEBLuXH9PuEzeAaWFWSyTsYmWy8UbM7tyE8nfV1Juv77Irvsiq/u1V5MLPi63QWwMmB+1Uh99lG+36cSqJpU/21XyATDEs0lEumBsNvGoWmS/efSWPO9qEs8fa53djY1tfLkYpl3TKxRCCRiiUy4JPuv13MpBtNdJF293GkfRutXScYLJ+xymzaEhPAkpeRCY4cpr9bfxhOBjJYUFxl+XYgk/HGWyas3TFhq+XK4L2Lg0Lmh4Qs2L9PPyxkVtAeYJIF4WGwRYdKnU1nzPb0fm/pindnLPxsjtG4Ocaf6y2eMh+AZMVXc1doGG2esmDtFIxMvtJf/tXs5V/oLf5cR3+SzszJ4yeu19G65ePRxPBsI9kLiHZCD1sJ0V5KtJUgPnmOTEQkSxHJgk+04JKsOohW7e5WzS4WT5zMHzqYVdvvZFlvyzPbnL1jXcbW1Wmmq5JNVl1DPdeRkkxXJm9Zcct07Z3tm27vNL3hYBlNtAvyctpG9zIMDlgYuscgNAgVOw4P10fzuMINwsNA+igcFKQTgOIkWqhABWoxpBvgB6StS/Mz8KGvIHnvcnW132HiZ7o2fPXiI2uXHjbUjwIm2bg8Zo1hksmam9vW3N21vtTKpNp222PHnc1u5h0Ei04PuH5rABI+xiSoVQvcqYeNxN1GSrRvI9jVUDzSAnzcPRxXerrPpnjr0Kk6vuSFNF8TJiP89Nnvjp08eepcYuLFlOTkrKys4uKSBw8etTS3cju4MpG0R47SNrr6unsVfU9BT/ue9SEueTPJBLdfbvlLTOmVgDW2hLpV/MKR/cNy2N+SM+z7vtRe9xN+KZkUht5XvjxswzbY/vvIhC8QggRILxicekBgaLc2sbRO9jRF+MwoJuOTU9ffibw3MqpoxLmit6LLR8aWq8WVYSnLGJkgB7GfTEDPE4JS2GQbpJdu/Fk4JAzaMnj/AR8UNHhP5ZStgThJ/0CZ747q0mJ7YuWDcTIBJkGRE7xqbT/AYKcAMlGJyh0ddf9fZzK0TqQcbpRX9yjaJV1ciRQjEgAS5ZwuHD1+W0NrSkYYEsO6JaL0Efy//asD63hiiUQsBqEF/E8q4UnEfIXi++SUOZ4kPRpF14+uQfPtJ5P+GVBogMhEnULR8KVO9vT91JOmQvCfHJX5zoXsfjIpUENJSsXw2DEyQVjyR8kEPlP0yaJxMfZe9Cm/HVX08Zmc1anV/nnN4bcqD2SWfXOLdSCT9c0t9sEM9nfpZfszSg/klIdklwZmFa3+9piWt582zV+LjrU66ccqPGaiATfF9JsGuOIXAGQyncrU86HOJHpaHTjQolBwerpEMrGsC6gEVQ+WDLQ3GaTn15B+zXCiGCpTosMftG5MuMEhfvsosGdPN+qw2KNQfHfigvbSdVrGJtMMTTWMd2gabx80mwtV5cLg5A+TST/SDFCHKS7spedexbFnmpHpNEQm29WXAZaYfmVs8tWa7VN32C7fE7Y4KHhhWOic4D36YcHz9ofDcm5o8MLQkOkUynymv76n9wfL1743e9GHegu/mLHky+lLJswxHjfLcNK8lZMWrJ4wf/W0heuBTCbMXTlx3urPZxh9OdPwc91543TnTNDQVf90bNjmdeX+Pg1kZ5GXM9fNWkywkxLtRB4ofgK+O5ZkYoFKV3kCnMDAkkuy7CRadXhYt7haYnBi9tABTesqs95aZLHlvtmGO7vWZe5Ym7Fzbfr2NRnb19zeuS5r+9qCnZuKzbflWe7KdLGP8HZm+Lhs8fddFBwwP3TPXCyfBKOR8NmhIbNDg2F1tnISF0WTTtWkMTRpdA0Y0Cm6NPpcKsPIw9PE3sndwsJ33arw1Ut+XDX/1JrF51cvjl69JGGt0Y0dG25sXXNn57piq8019tsfOexoct7V4W7BJWAiWfGIKGEGS5uBG7QRedgKPewEHg5N3u73GeTvvdw2udrP9SbN8qNp+XoBnywiedAOHTp48vTRE2ejImMSEy5mZmTm5+VXVlY1NDS2t3XwOfwuiby3C82VwsnkmQIc/p/JBNcbYkoawEy5qX8jeAb44DUb7pQ8b/In91/+130Ht4eh+5Vy+E0ne5hPftNe0xPO2f/iu4ZjJsP2a/bnyQTz/l+3AWzwBGKeQMIXiAR8obBfCEZEfL6QKxLzuVxUF4XD4QvE0ifinjy5wq+o4Ysjl/4ZmT06pmBkDOutyPIxF9gjo9mITOLBFwTnUulfYs79L+EE9yDxP2/jeDB4O/IsB+nnOAa+ZdD++FuAhfBZQNhZlHsCSxSrJhSjfPcE/K/vIAxUEJmU49kI+GGVB4wpUY0uUYsuVYvGCh/HDFwzuio44Mi40pExxaPP5Xx2IXt5wp37fYp66VOOrJcvQtnvgCMCARcWGJnAKhJQAz4QChFB9KvfsR8KUxLFUBnCDxlIgtq6yyTYGBdq8w6nk0nBOxULhHKpDBBLIgUHvFvQ/TSnsWnjnj1ankQNKkXX33+ARjQwaTOZOgys2zqNpkmlTfP2nUzy/oTgq+LGmByV8V40VjU4rgibBDjAtMqAiZIufqfQG3HyhFUgEzgm+h6Oji5+PyJ3dlyRXzE3+FbN11kVX2eWfJddtj+96GAm69uM0v0ZJfuzWCEZhfvusv3Sc9cdPDGNzNQLCJlMoaoz6bq7mVOp3nAX+BSv/pldcEdMXRpDj8aYRaFq2dlFFxcDofGlUp6QL++WiWRSeFgyqVyOGAUJZcZjfeIBXCRyGRJOJsrW8ciUGDEUhh9NCQ1/yoA0euVdPdgx5Momiko46e3pQZ99tzKxBGX/dvegr4q0q/eZorj6ibGp9dRF61GXkuW7pi3bqY7V48IiJwgYfgEnv0uw/7Rl20EAHnAoLSPQVpCmsan6MtDAMZVYAqvTjE1R+vuyHZOW7fjMyORD480aVi6GASEIS0KD5wQF6ocFzd0XAkKDkD0zqZT5NIYBgfzJ8rX/mD7v01mLP9dd8KXOQiCTcbOMxhusmDB/1cSFqyctXDt10YapCzdMXLAGKGWC/qrxs5Z/OX3pF9rzx2nOUZ+sNefjTzICGA9oJK63MxfrWyL1tEehEmUHRtR7UdDfhBE1ZPS04ZNsuERbDsGW427d5mbR5GpW77yzzmFHld32MmuTYqtN+ZYb8iw3FFhsLDDfVGSxudhiM9vSpNJmJ8vO8j7JJYrq5k223+jnvSg0cH5YMICW/t6QOXtRDa5ZoSHzDuxD0RJ/ugbNR5PuC0CiwWRq+PlpwNebSZ1N8zHyIm1zcHDdZcbcsCF81bIf1y45tmbBmbWLotctvbjBONV0FRDRXfMNxTYmlQ7bH7nsanQ1a3Mz53pY8D0sue4WcF+wFBEsQXxUkcyeT3LoJDi2k5xr6F4JgTRXN4dFLk5zqJSZDNosqq8B0cMyJPjb02ePnDiFBUyuJCWl3r+fyyore/jwYXt7O4/Lk4glOOuiLI6nCEf6eQTZG4UlA6ZkgjfDlF7JC/Yr845e8uf2RnnO/opfmaQ07AT/ur2eJ/zLs+znKV8atmF73v7LyASLhIhBAj6QiVJCJCH42XxhZyenVSIV87iALbI2obSuV5EgVGj+kPDh2ZtjYlDi8qj48lGR7DGRFagNRRxLNaEEzcmJRW3UMTdxcORhQIPJpB9O8I3YdiUq/Czkp+JY0r8zHgDBPVclmWCrA3v+BpnA9YDzipPJz9eGvQvPNlEmnChPhG4EXeTIuLJR8ezRMUXvRORMOnP96+qOymeKBnGvtPtZB1cAjiU8KIGAh0VFfptMQG8umYCzLEWty+ViqVwikaPWgUiybpm8SyoVCgUisbALXF70t/8urkDCFclbuvpCLl6aQXDXpVN0AlBLEC0mlqfxEjKha/hSMTLx+sTdG8hkUmT6u1FAJviHqPwo+8kEYQl8ZPgH9LuE3liOfb6wWqwSj3JX4KNHNQzO3h1/7o5rXvvu3OaQW5X7Mlhf32Z/B4iSXvptJnt/ZtmBrPL9t9n7s8sP5NbQb+Yv3XdkEpmpyQwAMplCIesG0HX8EIrgk7vw+Akgig5WWXgGlTbL28skNLhWJhM+ewZMIpPLxHKpQCweTCY4nOBkIkY7IDgZTCawwKFiSGwIyETe1StDcAKGY8kAmcAFK549g/+gW0Ibu+WohUOfVI4yTIIOnpiov1x9qYnmil2TjLaD1JcNJpMBkBgc4vj3GkQm2zVR00acTEwHkQnap1+waqq1asdkwy1TjbdNWbVrroP3Yt/ApYGhi4JC5gcFYe570Nz9YXPCg2BgELJnOo0yj0pb4kP9yGjVO3oGn8xc9OG0OV/qLBinvQAjE2OMTFZPWLhm8uL1UxdvmrJo46RFawFOJs5dPWHOynEzjL/UXfyl1txJ6jM0vpxoPnPmg73BT8jOHUQbkact38NKAnBCsgYOEREtRQhLrHBKgbHY00ZIsuETbXkgD2uOh2Wbm1mT664GZ7PHjrvqHLZV2ZmybTezbbdUABtYm1babqu2215nt/2Bg1mNo3Uh0TmB5k73dtzAJAOZLAhHbVhQ9/qwEP3wsLl7w2cG7Zke6K/DpGMBEwoiE+w7rE2nzqZ4LyUTtrg4uJjtom/csG/lip9WGh1fvfjsusWR65cmbDRKMVmZuWNtjtm6YpvNFfbbHjrvbHQ3b/OwgIsELBESUCUuAcGa546a3ItgTLQUetpyifZtns4PPJ0LgpnBPsQ1TnYLKT6z4VeBl9dcH5+NTCbt0E8Hj588c/b8hQvRQCa3s+4UFBZVVVU3NDRwOBz4xwm+wC8UvHrzTckEb4YpvZIX7Pf7zbg18kJfNnEIXOfhuUMvt9f2hNEUMuWeDrG84fT3Yfs1+y8jE+APER8Ji5OIeEIRTwBYIoaRWMQXijg8QQeHz+HyRRxJ9xNpT4lCsfFi9rgzN/4ReUc1Jh+hSDRLLbJsFGr9zlKLL0Uw8HO2AMYAyGXsp47BTuSg7f2IgmEJHKRf/b4pEtofuZvKtwx6SXmoQVtwDdCL8jjo7bEwBlDBgATXoFexEAq8hL/aTybRRdgYRVdGxJWNjCl+Kyr3g5Np04/EpysUD7sUbXypQNYFRMLj8wA4sJjJwKwtwBI0EAphZejJRIkTQ2i/TiZSkUQmkYAnKhYJe/t64YbgyyHq6uMrFCkVlfMJaPq4NoOq6YfaqGvR/XAnHpvEpYyfwECdSlOnIDKZRCDjZILFTHJHos90qMgE+wTRG4tVE0tVElmqieyR8WVjogs+jc6bE5vrkdsSXtQRlF61N73668yabzKrD2bX7cus2ne7en9WTVhmZXh2TXjuw7Di+sX7j0yjMHX8/LQZvjoMHw2KD5bWP4hMsGpjOihsQptO8Znu4RpyKbFVoRD39KKPHkADXPmBeAiQHDZGEAvCYyaDyAQGbxyZdKGAiTJmgsHJQMXWvp4e+D709XTDrYDvCHeAyKRH0a1Q5Fc8mDx7qebSjdMMTdSX75xktG3qsh3Px0z+JJmAsP3hONtRO3ljFC1BB1RGSLapG29HWoYLdjadarRJayWcy2TicpOVtD3L94QvDgpZEByyKCxsTvAegwPhs/YGz9kbsmBfuLaPz1wqfaGX7z8XGb0zY9770xd8rDP/M50FYzXnfqGzcNwMw69mL0Nzt4BDFq2bsmQjkAmCkyXrJy1aM3He2okGa8bPXvbVjCVfaM8drzVn8lRdnY8/i3N1rWP4tHo78D2tOl3NhARrkQdKDQdhM7sQpWAxEwtgFWwelA2fYMsn2GBwYtHuZt7ubtXqZtXkYtbgsuuxy47HLjvrnXbVO5k9cjardzVvcDVvdLWod7ZhExxTfF1DvJ02Mzz7ySR8Xlj4/FBcYXqABPDtpdJRoTkGDYlG16VQZ1F8lngSTBzsnHftYmzcsHflikMrjU+uMjy7xjBqvVHC5mXJW1elb1t9d9f6EustVQ7bHzrubHQ17yBadyIssRJ6WPfXGbMWuFsJ3YFMrMREGyHRlkuwafZ2LmOSEvZQt9iZLyQT9JlUDS+yPo22kOzlvO/AN2fP/3jq1NkLkZcuX01JTsvNzSsvL3/06HF7e7tQKITfRuhr1gdfNNRJ/b/FlEzwZpjSK3nB/qjfjOzlWQ1LVz/MUe4wbINs+AkP2xtm/21kwueLwZ/m8QBOgEy4QpBYAGQCoMLjCAWdIjGfw+PypV0N4u5aheJoPffLH+P+FZUzIip3RALm2UezVM4XYYkZKBkDkQmak1OMefO4jwguoxIn+n1HFt6BERP2KhaUwMAAK5aFNJhMUMIAaNBx0KEw5OjPaEdj2A24CBfs//MplO/FojEDG7ELQy/hUosrHRHHUosrU4tj4xepvNRorPwx8EwMGo+ILRkdU/ivqLvjTiaZp+ayniraexQtIrFALkPOKFZHeMAAHvAB/EOL0cgAlrzBZCJGXrOSTH6GE8AVeBXgRAweKJfPF8JrPU87pN2NTxWWe/dN93CbQafo+DOnUKnqVLomDbnsuND0JxxL6HR1GiKTqWQfIJOP3LxwMhnqmAkSolx4L4qYwXcJRfNGRBf+I+r+x6fS9WPvW9+sZdxvYWbV777zxO/2g913n/hlPwzIqd99rwGWjOyHtDsPfe/V+eTWLPzu6GQKXc+fqUX31fMH3FLe1HNkQmfo0mnaFB9dL9Lq3X5pjx62wnOTdYOjLpahEssIRbCJW4AfACewrtyICQYIXfqJZQjR5D8nEzAgkW68jwQGJ1h4BBlcbpdMBmQCSxjDefr6FAJJt1ShWLvTVmPhai3jLQASU0FYCxEAhp/JBIU4fo5vDAaP3yM4iIbRVqw1CmIS5UGUx0H93dWX7cBCK0oyUTfeCJq0bMMyMm154B7j8DCDPYEGQbtRdeB9oTPCg/X3hmpRKHPpTH0P8qfL1r6jZ/Cetv6nMxZ9qj3/c92FX+gt+kx34ZczMTKZh8hk0uL1k4FMlm5GfLJ0A8DJ5IXrJ81bg8oHz1ryue68L7QNvlSfpT1Re6uG7l0apYHmwSHbCMmojQmWF24LEoMIthicIDIRepgJPSwEqBOINQgQRYDaL1ryPGw47tYd7pZtbubNbmagVlfzVjfLJjeLZoJVC8Gixd2yycWq2t0+w9PxINlpJ4VoGOS3IGSPQUjIvJDwhWH79XcHzfTz06FSdKhUHSATGhMAW4dO06NQ9L29DT2Jm50dAEvoGzeGr1r+00qjk6uWnl+9NGatceKG5SlbV6dvV+aWVNltf+xs1uBs1uqG5bsDR7kDX+HZ/FZCuGC4bHcrhF4AV+427e7WDyiuGXt8vJ0sVpJcZjMoWlSfGXSqgbfPZv/A3cdO/HD63PHz5yNiYq5dS87Kyi4qKnr0+FFTUxOPx4NfRfDVRTE4zJRe/3+DKZngzTClV/KC/Rm/+VfftXR4BtEvbfgJD9sbZv91MRMgEy5IBBfAx3NOsMld8AoPNgKx8AVCcadYXtelSJMrVsXd+vT8rZGReSPjWCPjy1UulIzE5j6BT4/5lChVAPAABU8wMgFv/heOIwIJLL8ZrwyLplqpId+RPSKufATKAEFTrTDBzvAWjCgwh1Up7MioU3hMOcoYiatQi4MB7sgWYRN48Pqz+OkwPzUeVym6MNTDBO2MHw29C034wads4QfH34VfA9wCkmpChWpCObrsmFKAk7ei8z+Kyplx4caJR5zap4omuZQnEYETL+SLJChOMkAjgw0HkkFYIhEh/W7DD4sTxNAa8i0xg4uXA5mIEZaI+sMmeGMO8D2FYhGWAS/lw93J5ByRDH5lHsm4Pd3ZWR+ltvvoBPhrMFFaLe6+62IzuGAVnHgNBmMagz6NRpvm64uTyYeuZBVXGk4majEYzSr1n5AJPiWvdCR8TDFohh62BY1Hx5eOisr/Z0ze+2cyPz+UpHk4eeax1DnHU2ccuTbnRMqc4ykzfro66/C1OUeS5h5LmXPk2oIzaQYnLs09GqURfGAynYnIikrXC9iN3RpecwyVRe4XTZtB1aNR9DwJpLNnn8h7edJuATzQLjkwiVguE3bJRIgUEJl043nxQA6YkOFk0oX1jgfvHzOcK/4Tw4+AccR/ZC+FE1QuCXxHOUoDgK9Nb+8zkbRb9lRxOiF5sr6RluEmdcMtWILH9olLt0zF+AGDChTlAJxAWelY38PfQyYD7UrU0dwtlF4yiEkQgWAQgu+MyGSqEWIh2Ki5Yrv2qu2TF6+bvGjVRneva5V120PD5tN9l3271yBk94IDe2eFBc8KC9H195/N8Jvl7vnFyo1vacz6fI7hh5oGH2vNBSb5WMPgixmLv5i59KvZxhPmrpy0YA0cDYBkytJN0wy3TF26Cchk6pL1Uxetn7xg9YR5y8fNWfr5zIWf687/UnPepInTp382KdzEtJrp3expJ/J1FJKQ1y4h2Ind7ZEI9qhUl5JMdgndzYXumLs/UL/L3YrnZsVzR30YuR4WHNTzxILrbsVxt2onWLWTrFs8drW4m7e5Wde5WN9xszlFcnT2Ja4LZCwJ2j0vJHRe6D6D0L1A1NN8ydoMHx26ry4NyAT9bOox6PpUHyNPgqmjvZPZTuqGDWGrVvywcumJ1YvPrl0UtXbxxQ3LUreszti+7s7O9QUWmypst9Y7mTe7Wra4W3QSrbgES6ARoCwQoAhcqpBoK4J79ATWgi02XA/bNi8Xlr/PjxTCZgeLBb5kHSbgEH2Gj89SL2/PHw4dOHnm++MnIuJi4y9dvH79RmFBYXlFRWNzU0dHB/yWQz8pWMDkvwtLwJRM8GaY0it5wf6c36xQPIl9adL2/2bCyZP7qNbWv30mL7fhJzxsb5j91+WZoOCIUMAVCHgoaoJhCT69CxxhIRoJO3jix0IZW6Eg59ZOOpHyzrmcty5WjYitUIksU4ssVTlfMCq+TCUa1ePCsQQ5/cj1x0r0xgx4jYABuO+IOZ3I7xwgkzLVeDbQBQjgBOvFPpCejtxK5SwvJUugI6BXYTck9C5VjEz6AQawBDXHwBxc/O3IPf357XhMRrmKhAdbVGOLUdhHSSb9WBLLHhFfieAkjoXlqyDWggtDqfCR9z47c8M2s+RWl6JaLOZ1Sbl8oVQix6ZvKU2JFC81HEveZDKR9ZOJCG8ZKEUxGpkMCKz76dMOkbhD3l3BF65h+s3w8tKi+OoFBkyjocnrKFOcRsPJRAfLLUFkwnxNZIITJqAIRibow8LHI2JK1KILR8YW/DO+8IPz2arh0SNCzo8JOfd2WMTboef+ERbxXtiFt/eceTfo7D+Dzr0Hg90nPwo5+VHAwbGMMPXAEE1mwBRfuhbdHyMTvCYyTQeTFoOmiQltofjMcHO7UlYJzMaXyyVdcrFcKpJLhV1IEpT/Lu2WIHUN5g70CSAygf3fQDIBQ2QyACfYnK7evj74Nvb29HSjCV49UnmP/Kmitqlz5Q7bKfNX6SzfNmXpFgwbtmuvNpuMxoAN+OSr/4RMTPGUdzzqggVGtk9dDkJkgoTN5ppmhMVqELqYTlmyAYBhjZUTu5XbqVCUCIXrd/st9KPMDw6YFx6sHxYyIyBgNtNf34v6geHqf+jOHTt90UdT54zVmjdWaz7oM92Fn+ouGG+w/Cv9ZRPnr5q8cC0cEAGJ4RZ1VHZsszpoycZpi9dPQb0XV4wzMPpi9tLP9RZN0F06YaqB1uQZq6fpZHoRn9AIrWRbLsotwZx4goOI4CgmOIgJdtiELnMh0UxEMBd7WIFb3y804wtDFIxSCFZ8ohUPJXWgziFckg2HbNNGNGsnmre4Wjxwssh3toxzt6OTXHdRvVcG+i8JCzcIDtPxC1CnUbQYFC26ty7dFwub0PRogCUUIy+Ciau9465t1I3rQleu+H650fHVS8+tWxy5YVHcxsUpJituob4lG4usTCrttj9yMmt2tWpzs+wgWnUSLeEyEI3gTIKuDasUDECFVR7jeVi3k50e0T2v+/u6uzsYE1xm0SiojSOFrk/2MdsTvPfMue9PnT586lRkfFzqjetZ2VmlJSWPHj1qbm6Gfwrh1wx8b/GAidLf/+8xJRO8Gab0Sl6wP+s3/03+qI8xifLWXjOZ/E2e8LC9fvuvIxMwPk/I44g4XBEXq9CFBUyAVLg8Pk8AjmmruKvmqSKa0zXj1NWPz2T8I7pI5UKpWiR7TGyVWkTxmLiyEeA+xqDuijiWIFcSJxMYo1k64P0jYOgX8j7x3ZC7j8VPgEz6hc3+GgAJHCowP1Up7FUcV0ZgPig+OwvtFoO2jADAwE6EYCMOYKN4RGyRGhKqC4wdpD8ag1UK7mcetCd2THBhUR68WgxOJmVqCRUqsaVoelgCsBZKoB8RxwZPd0xc8b8isiceuRxe016LuuyJOQAPEkANVEEY18/48QKBKDdiO/xu+6vIRCqSyhCcSMAr5fH5ErlcIJW1S2Tg5/lfiJjlSdLw8poeEIDwg07XoIOPTtdmoplOOkAmtH4y6Z/N9UrJBO2PT+dDb0RfDGBgBCfwsWKf+CiA0ojcd6Ly/nEuW+Xbiyr7Y1X3RqmFXRgZFjVmbwzo7X2xb4VFjwm98HZ4xD/DT38YdOjzwAMTmXs0UFf4AB20RGQCQKJLBw8PDYBJNJi0aUAm/n7or8Je3su8fBoUCl5fr0AKDxSl7Yi6JMIuiViO8ni6Ae0QmfwMHuj5v6lkgr8fwUc/nMAWWXeXUCJ+qlCA+4hO0tUrAtrqUzD3HZw811h7mQkgxKQlW9SX75yC9V/vx48hIhM4AsKSbQAkGJYgTUPTw/AoilLTjE2nLt04edHKZdut+L0KmUIhVyiECkURt9N8f/iSQDTlyXDfvrl+AQaelPcWLn9v+oIPted+qq7/lTYqxvWpJoqZjJ9t9OUsI8CSCfNWTFqwesqi9dOwaAkqVYzIZIum4TaNpSbqS9ZPXbx60sKV41HYxPjL6YbjtBdP0lw4ceJM7U8mBqxYVRFAa6I4dZAtOj0tOJ5WPJKdgIjDiT1WmMtc6GkmIplLCFYSgo2EgCZ64UsUPyHaiok2IqyxOp+onOvFJVhxydbtxF2thF1Nrrtq7LcX2u5MdrD82sGGSHQ3odOW7t490z8QTa0EFGHQdai+ulRfLCGKOptCWUommTrbOllspW1cFb7K+OAKw6Mrlp5ZY3hhw9I4k6VXthre3LHyrvm6YpstFfbbHzjuanSx7PCw4RCsAa54iK9QR0W+pzUIYy0AErhUO7hOuMJ2guVjiss9f6+DXu6bnO2X0KganuQZDP9ZXtRl3rQ9J05/c/zEkbNnzkZFJl67knknK6+osLKqsrW5idPeDr/m8C/tfyOWgCmZ4M0wpVfygv1pv/nXciGeaz3+a/kSSA6xLzQTlOfEPnRQ7o8lVPyyr/mABnvnv+bBg37biW9EZwx1e7EcFt7uMCr2ZyZB+tM88Jc94V+Nrjxp5EXtr+h/1Eqhu0aFjFui7v/b7Hl4biiI9NLnFhrbknP/t9pE9p/9+YgQei+c+qVv5IUO3vNlevFhvvyZvzRL52X3gl3My5pd/kff518Jgg3S8237X1YJ+pdn+TP230cmqHCwUNAp5nIQmQiFfBG2EfBEJBBLW7mCevmzO32KndfufnUq7d3zOaMji0dGs0fFVKhEFI8GHx3wIL5EFeV1ICcS5w2cTMDFVInFcQWERVTiC5VC8PAzcqDsDuVsK/BKi4AlMJwYYAmQMoqCdsawBEcOTMUjweOMKhwTWfCPyIJ3I/Peicp9KzpvVEzBiNjCkahKWKFqTIFqTKFqdAnK18cPhaoDIwhBx8QpCMHJAJkgOEFkEgdwAjRSoooSqcHNVZIJVl+46L24ok/O3pp98mr2U0WdvJvT1d0JMIdyTYQisQAHD0AViRi8ONCg5BIlmfyCWH7TXiOZyMQIRtASFQ4WSWQiCSzh+mFXvkjMl3V39D27VFa6HHwdb28drC36NApVm4lmPWkw6Vp+KA0DkQkWM8HL7MI+6lTaNB8gE+/nyeTekJJJkQpKdoIx9vGhagcDNAtwUjoqHpUxGBNd8Nb5HJWDV1T2xartjxuxP04lLEolNFJtX4xaePSIfdEjwiPeCjv9YejRsRiZTKP76TADtQC0GAxtBl2XTtejIQGKAImpM+nTGKjPiQ7Df7ovTdfZJfzK5TbFU1FvN5CJVCYVy5VCk7akGJn0z+QCQ1O53lgywedu9afC95OJvKsP3Ro6enevVN7brVCk5eTrr9o0ecEqAI8pS001V+yabIRKaU1F/UxwxkCZIcqJWDiZoOQTJX78hp4jE4xtsIAJghNMKHKCDdAWDHUQAqkbbpq2aM3Knbb8PkWPQtEHHPX0qezZM4FCkfHokene8EV+TMPdQauDwr9cteVd3fkf6s7/VHve5xoGX2rO/Vxr3rjpi7+cuRQ0Xn/5pHmrsIDJmqmLN6gbbkGZ/UamQD7TDE01DbdrLNmqvmTD1CVrJy1CFYS/0l/51cxlk2Yum6i9aPxUA51J02e88/5NGrWG6t7qY9vubQl8wkF5Gnain2MmFiKyhdjTUkKykQKHeNggMiHZiUl2WCACkYkYNTGEPW147paITNwtgQraiWbNHjufuOyotDUtsDS9Ybn9pNn2ECd7W6L7Ck+SvpfXDCptJo0x3RfRiIGv73xv36Vkr5VEwlZne2czU9+Ny/euWXpo1ZJjK5eeWW14YZ1R7EbDK1uNbpqtzLFYU2y3udpp+yMXswZXizZ3a4QlKG6DlxSz5RFtAI1AfJINIhMs50TkAftYN3ralPkRYgJ8HBytjYkeM7x95zAD9ci+8zy8XA4c3Hf85KETJ05FnIu/lJh64/q9vFxWOfvh40ftLc1iPk8qQX8B+S8NmIApmeDNMKVX8oL9eb/55Z7T8w7xYOfsFxrk6/+i6QfmRP5cbOoXeo5MeL/a1vDXcOJX61/9ip53Gf+Yveon/IcKDf+uG/+NCWPodL/Y/yV66d0NDkD9qtwe/oJPgAd+66QAVC9eMMDPS8DpxQ/xCXw5n9/nRbm9ADP/0ff5yf3fPB1c8PMV1dDlvXiuitDfpL7faX+STDBG+EtMKBRK+AIxVyjkIEgBQ6WDOQJep0DAkcpaZd0VfYofGyVTj1z+10kUMBkTXTISHHc0wwqcSNyhVOZ+4MKz25GniE2vQkCSgMUcgFJQBkihSgJGKTHIAUVsgHn5I2OLVKPzRkbnjY7KB69xTHThyKjCEdHFI2NZo+JR4a8R0SWj4OCRRSqRQBqIW1RgGVP4VnTBe1H5H0bn//NExicnbo49fv3jUzc/OHvr3fN33onKGwOEE1M4MqFEJaYQDqIaWaoaVToiijU6ig0aGVkGW1CXd/CG8SwUpQuLiAX/ozsK4wBoJaDsFBTVwdAIj7eMiSl5+9y98advut8qKVUomrp6+WKJACWYCIRiIUgCrr5IKPp/9s4CIKq06+NDGOuuG66xNtINJkq3iQJiK3bR3daG7rplo3TOkHYHKtIxXSCgiEl343znee6ACKOL64b7fh7/e/fOnTu35s5wfvOcqKlqbWpoakBVhHvBCXr8+qI3GgAJMUPww99oKPMdkQkRu4WS3tFCVJULqwmwq76ptaqlg1/XuPNUoKqDnRoCjwCiKSExNgJkAoJ5PLyARCScwENFgkzc3KWdXEbauZLsfGUpKd39TP4SMgGhARN8K7JI8Tg1CBOL8C5FaMoSS0ANTyRjcwaF3SX9lCD2cyLpYDzpAFkMsOTnONJPsWIHYyUPkoceiPh6/8nRu36SCtijgOmLSOWHKdHGBHEXAV3+cOIByn57VH12q3v5T/P0Mt8VkP78adXLlw3NrXA921rbmppbAO4QBYLvhZmBII/WZpStATNAJg2w7K8jEzAMF+9lxEjJa2TS1tKCuik2dXSiVhOtbZ2NbYLqVsEWD39pLWM0oIHKcK1UQBKW5OrOfSfyTEDE/Cv2GLBQHNer0l6ox6INwhvTlTh8a5mC6Qo0GmNkrWy4ZPJ0w5U73B6VN7R1CcBHAzLpFLzsgG//8srch4+S2dzFe76bH7BvzY+HJustGKWiPVJp1nh17bHKWuOAT9R1EZZMM0JYomUuO2e+nO4iNGCij/NnulNc0NkZgpYpGFrKGVpI61lM0bGQnr1w8jQz6emmE1W0J6toycpqqI2XX6M2vejH74vdtpR7baxwWV3luLbeeVONnW2z69Y6x3W1TvDQtt4J9WGsd9oI/j0xSIJLDCMyqXe0rXdEbU9qUTfD9YABdQ6ouPALx7Vl9qtKgEw2L8teveTWisUJSy2OLbfyWLNs7WbbBfY79VxcZ3t4anl46bp6mji5L9rhtHLL9s1rVjkvtdi12PTgAoMj83VOzdMJna8PWJK4yOSCpenNFXPT1i7IW7+Yu9XmwfaVZTtXP3OwLXdCWFLtYIuT3fHojQtgyQZArBrnjXBIDY7r6+3XNThuKHfeXOK1M/07b1/nHebbNs9x91D38Jnus1vL1Xup327c8T0oNDKCTIm5dOl8WmoqjUotLi55+uxZdVUlfF/CLQdY8t+qFNzbhEzwYZjQK+lj7+E3v2lMQ9RrRf3Y3O3JifotuZdHKPII+yPHAFcDE+Egcn6Ir07LrH6D3/kWT30A9o9c4QF1WnztSPApl7WUIvU58Tecr0iqsXt16Xo/2/8IRbzLCELgtSJwRcTIgMhL8QfE2HPX9T8jQKxe28Hr4BPpfzB94ISwP30/ix51edvN0POuibyZ/5T9GTIRMsK/Y5hMahCcoEQT3G2xBlzpehTt+6SxmdfYniUQGMTcGBN0/et46iBy/qA4NFghltA9+gGwgXw+cCXBaycETiGR+A5uJS6TlcQQPw1uIlU8GXzEfBIlWzwhH5XfjaMPic0bEp39WWz28Ji0z2PuDg+/MSoyZVT4rZHhKV9H3h0Zmzk8Mu3TqIzh5Nxh5NxB0dlDKPmfJDKGAifEZA1KoA6Ly/kiLGVi6I3JR5NX3Ob7cKu+e9DkU1htfZMhdez0+LAbn0enDYpFa5IoQCaAJVTEQrE0yRi6ZAzwCVuCzBSj0EkUnLUvRCzMHqiKl1BCxxc/hdEFXGcaiQzUxBwSRx8RmaoWfC6qsq2wQ/C8obmprb2uob6hqRHIpLqmBv7QNjWgemdN3WW5hPahkgmqzQVnAVCFHyIuQZCCDhMNm9Q3Vze0VHQJEmmMqfY7p/p6qaDmg7tUcJlgcNkxlvgIyaS7ehVKOMF5t0rePgo9ZGLvSrInyCTjryITLPQmEjlIYohMWOhNFBY5QGRCorBIiRyATIl46uCYLInAa6Sfk0gHExCc/EQh/UQm/UIR+4Us/hN5yP6IEd+fHBXw4yTfXXJ+vgo+3rgZvJBMQASWYPkr+sB12K3ivVvDZ7eKh6eGk4N3TNSDttYacOSBOdAYSRtwH5AH+F2ITzCZICxpbgGPHyjigyQTwBKEJEBWCFCEZIIPGlALJfIDmAhaXgrO3EyXn2OiaLgI88bKbgmxpBeZ9FU/9nirUL9FAksIMkEVumDjKL0EBYYtByyR0V2sYmSpoG2+eP2OoqfVHS8FnZ2C9s4ucNPaX3Y9r6yic3iFzyuPn7s8RsdYY9m66Tbrx081nKCmN1Z19hiVWd+ozh6noTN+mv746YaTZppKaZnLAJZoL1TQXSyvt0TBwKqHTOTRHjGDGS1TMLaWM7KUNrCcordEes6iyTPMJ083mjxVb4LKzMmK06SlVGdPVDhus6xkn2+Z+6YK59X1Lutr7NaiDieumxqcN6B+8DhzowaV5NqAyu+iCsJALLYEmeBne8gEVthQ77CpxmHDC8d1j+xXF+9YyQEyWbP49vJF5y3nhVvO228933Xlko0bVi/butFix9ZFO7ZbbtmycuOmjWvWOS5f7rtkwXfzjX4z1ztuph00Vztsvk70Qv3EJcYXLM1uoXaKi6gbLLlblhVvW1m2feUL+7XljuuqgEDQoM36Ojw2go7N2bbaGY2Q1DpurEOjJevqcHb+E/ftjF1uYV6OS7esN/Bwn+rppe7lO9PLX9/F0/33Iz8eDzwZFhYZFZmcFH/z+pXczEwui1368FF5eUVdXS18CABLiAGTj2Ty/ib0SvrY3+A3iwo4eaMn94YQl7+PTESEBr1+siJWeK8Qmn/kCg+ATF57C0TuvVS4O5FkIiqk6mDfuK/uLfTbfv8Tee2tEXF79DvC9/DpRYyW9L3rXm2n//sl4i56j/tZ5HsqYhdC63ln33am72jvTCYEH/ybVoc6mtTVNKIO5gAoqAk8Soovr6sra+2ivRT4ZhfLnLo6POTuJ+R8yQSaRGK+RGKueFIeiIjLwr9SgweP8sVR0ggmE7xE6FmiIChyPorXQg59nnhc3uC43E9isj+LyvgyKuPr8NSxQBchV+TCL6qGndM8mTTtRLxmYJzGqUSN0AuKIZekgi9/E3Lty7Cbn0ffGxqVBjQyJDYbfMohMVlfht9WCL5on867KxBwBIIigaBEICgUCBgCQbpAsOZi2sSQi1/E3hsamysRi+AEHF8UexaXL06hSVKYg2IZ4tE08VgUwSWGxnCEoyVYyMcVesa4uBOIYBJipGhQEosUi7YzLCZrXOSNJRcysjsEj9sATpoq4aI2NoCjiUoFNzUBVyC3/j9CJrhAMCaTBjx00ojIBKmhsbW5ramp/UVj60OBQNfRXtPVUQ2RCTjoAao+OHALOe4o6aI3mYD7TpAJghNv33+dTMQoBD8zgEwGUXKGkbNIxy6RfkkmHUwk/Qx8Ekc6SCH9GCv5I+WTH6JGfndqjP9Pk7x3y/n4Kfj44CwahCJw1gi0uudVgcq8/VEWije6FGq+PlO93A283BPp1Kqurvqm1rr6ZmDWuvqm5rb2auDWtja4PcAQlqDk8b+FTAi2eD9DgyVYMNNjiEwAWJqBudraa1s6G14KVHXM5XTMFY2WYIQAf53Qq2AtNLjRrZ6F7yxMJhhOYAaWIOaBDQKQKJmtlDdeqmxio2piLTXdYO7y9XVdqLkKEAkiE4GgVdD1rLKCymKzCosDoynSs/RGq2t9raL1lcKMsWo6o5W1xqghjRViidHEmaaTZ+NiXDoL5fUWK+hbKuhbKRhYKxqh4DSCTORNUIViRETGS+WMl0obWkvrW0nrWEhpzZ0wXV9qpv54Na1JqrOklbTkxspZyquk+fuUetuDl1+5Y1Wzy4YG142Vdqur7dc2uWwmUkqI/A0AADx+gvI36p03I3UPoaABE8eNtfYbEZnYbyx3tC2zX3N/+wrmZpvMtYtvLl9w1soseonxIQvD7ywM/a1MPa3nuljPc7ae52Zl7mVp6r/EbN8ikx/nG/5upnvSVCfcXC98rn7MQoPEJUYXrE1vLZ8HWJK/wYq7dXnxNtTkkejyXm2/phaREmKnejtUj6sOjfmgBixw2A32qNoYwFWNk22Vy2a+x47r3/u47lxvYr9tpo+3mrfXNF+/ac4uK77/4YeQ0MNBwaERkfHxcVevXMxIT2UxGCXFJc+ev6iGPz2N9fAhaMcGLv5HMnl/E3olfex9/OY3vHbgZPIGNw70d5GJCA9+AG7rG344H5j9I1f4j8nkNYf4DaMiwrdJxLMDuW7YhADz+tkNADz6++v9ty/Sp3/zsMkbfXoRV7X3+9v/aPu/++9xP4tOm3nTO9Kz8nvcgf3s3chEyAb/rtXXITqpbqyrqq+rwvnvdXXgPD2pbSzsECTUCGaGXB4fmfYZmSoOjngiHTMJQSbgTRIOJcYPFPuE09mFbqWQTFA0FPb1B8UzBsfmfxKT8xUl54uQm6NPXFQIu66TmGlxmb4tvei7opqwBsEFgeCWQACYcUcguCkQ3BAIzgkER5+3uVBLF13OmRF3Wyb86sjAi99E3hkRdntE6C2pUxd/fdyUJxA8FQjqBYImrFY8D0uyBQKvktrx4dc+Db4Dxy8ZmyUZny1GyRKPy0EJKhSqJJkmEUOTiKZKxNIkUFAZTRw1ZiESWrCPC6cQR0XQgp6FGRRFBmcNeEOiUAcncUhk2mBK/vCYtCnBFw4VvGB3Cp60ddW1tVfAhUUk0YyLnCG3HrAE9IGTCVAISiwBwQHXC8kEQxU8gaKQahrbqgQC3+goDfvtmj4e6gFEgWAMHrh4LipU5Y+S4AkmIUQ0gFeDdf6ZMRO0BVxXGqMy3ggK8ULkiciESSKjED54KyXj84bE5w2NySAdu4zI5Kd48Z8TxH6iSB6Mk9xP+eS7yJH7Tn7j99Mkz11yXiiRBk6qh0bgvIgu2qifCYIuP3X/XYAoip5Aa94aPh5qDjtWHzxQ2NhY3txS19TW2tbV1NRWC8Ta9bKuuRmllLRgLOlFJo3/ETJpbUM9b9ApdAkaXwr2/BY4eZq+ktFiFTOUQ0IAQ28sQa68CDIhVn61zgCEOioioXnhXvA2UdaHtM4iFSNLZd1581dsAFhqfiloe4nIBBy0lpedT6oqaGwO537JqSiy7NRZoxU0x6vNnqCqPUFN92v56aNVtL7RmD1Kdda4V1gyF7Uu0VkoC1hiaKUITGKwVMFgKR6lQaFcKIVG2DgFDdfIGS+TMbKRNlwqo7tYas68CTMNJ80yGKehPUlDZwKQidy0qeOkv7NYXBjg9dxlK04dsa12XFPnur7eBUgDVRPuJpMNwAAEmSAgwWTS4LwRR3a9IpM6NGaysdxh/WO7NUXbV7I226Svsbi5fP4Fa7O4xcan5usema/76zztg3O1D8zV3m8++8e5Wj/NnXVw7uxfzOccNtM+YaIdbqoXbaZPnm+UtNgUsOTmirk45d2Ss3V5IWDJznXP7GwrHdZV2a2u2bmq3n5tnf26OntbRCb2G+od1zY4rW10tG1x3tzksKnJaTMcWJXb5jL3rfm73H7ztLfetl7f20PZ00PDz2eqh5upt6fnyRMHAk+dCo8kx8WfOXP67p1b1PycosLCJ4+fVFXX4EBHAPbWnjiuj2Ty/ib0SvrY3+A39+cB0Z7cKwkTjkvLeqiglx8mci9/kkxE//AvfLLHRHnAA7ogIu0fucJ/SCZ9nOY37R1vp5+X/A4XRPhGv/asiJf397NFvDX9diHyLvojn34g5Pna9RSxl4EdSY/eej+/YVxF9Lhc96V7r1G7fvYOZEJwwb9taIQEUKS+trGhprER3OjauprauoqG5kfNL3PaBeuuM6TCUz6NTBsEDjoqhAXKE0MSMgnyBZET+UqITBCWCAXuICk6bzCFPiyW+mlYxqiw1LHHLxjE3w1gPg4prbndJmDisY4HWHA/PRIInggEz/AUbj/QQzwMAqvd7hAc4T/ddj1f+Tey4omzCifPb7zNyscr1wlQ7Z2mzq42mHnZVd7SUlTXxBcIzgsEK9MKJ4TeHB6a8knk7WGUtCHktEHkdEQplFxSbC7ik5j8wbEAJ4BeVHEKHQV3xWEgQWdHlQAYQ0MlRG4JWkK4uahVCwXl7kvG0SSjMkeHpZhQUi63CApaBRWtHbWtbZVwZRsa6+rBzW9pqicGHv4kmQi54e83FL3V3IKKdjY1t6JGgJhMmhvqmxvBZa6ora/seHn3Qameu9tUL7epAb7ynu7grONBA9S7TcWvF5mgHvD+iExgBX8U6IXW+efIBA1/4Y3QSUl0MRB+ExF5otoGDPwW54vF5UlQ8obFU4eE3yP9do70Y4LYgTixH8mDf44f9CNl2PeRo/YFjvHeP9ENsMRHwdtbCaGXcCAIpgSlEGSiDku8vFGnbT9f1Avfy03d022ao92hK5dewFdmS3t9AzBHZ3t7V20T6poObn1Tc3MbXNbGZqKCMJAJ6C8I4cImhIj3tTeQCT7Oxta2ppeCNAZf03iRstFiRRNrGf0lQnJ4xQ896sMqPeu8O5ygKcEkeAZtZKm8vqWm+XKpaYZLNzo8qW5q7hS0db7sfPmy62VXl0DwtLKCzuM9fPr8RFiUtPr0MQrq49W0RspPG6M4Y4zizG9UZ0+YqgdYMmE6CuLqxpIFqMW73hI5A5Ty3n38QikYIxQBITJBCf3L5AxtZIyWyRjYyOgukZo9f7K2+UQtk/FTDSdpGo5X1pZVnq04WdlsikKKu9t9N4cadzugjhrnNfVutkAmVTvXdZPJhlrAD6d19U4ooAuNUeAMeIwltrAcj12gQli1jpuqEZlseGK3tmT7at6WFTm2lndWLrxsaX7awixynmGQuV6gue4xc+0jZtqHzeccMtM6ZDbrEMKSOcdMtYPN9aPnGsbNMzptYXrJyjxl+fyM1Yto6y15W5YV7VjzYOfaJ/brXziur3ZaD4fRaL+uyX5do70t6l6PhmvQmEmd45p6h3WNjhvqHRAm1blsfuy6me218/Jer43b1hs522t6uMNHXt3Lc6aL09af9/8UFnw4KCQ0IubM2XNXr17JzEpjseiPHj4sf/4C/XyDEt9b2jvaOjs7hD7+f9OETPBhmNAr6WP/iN/8Rk9ORLoz4VD+PWQiah0RPt8AVxugveEq/bVX+F3JBD0rMpe6rCWtX20uURt/40/4xI56n52Il4sY6BgQNIr06UXdb6/W7PfGiboVX99C/wMe0EZAA7mfwUS/rSIuafeRvIm+/qQNlEyEXPDvG0EmtajIbW1DA0rcRp3gnzS1AwycKKpRCb36Rfidz5LoJHIeOOvYTQTfEfxI5DJiEc1JsAuIRTiIwnlwB8m5XyYzv4zOGht+TyrwigE59ZdHrddfooAruFMrBYJagaARccVLeHtBgBatAkEHzlhtR0s6WwVd8CywRzmmFJZAcKFesCL8nOGvYVeaEbo04Ve1v3wJL3leXcUuKcktKsl89CyZ99D/eqbZiTi132JkfqNIH0sadyx51KlLw4OuDQ27NSjqHikmgxSbLRGdM5SM+ATBCZBJHM4ngeOPp5Li0fAIOmXgK/QrO60bz+iDkrgkMn1QMlsinjYsifV5ZPqEwAuu2cUcOMiGlsrW9trmlpp6+IvbVI+qWv1nyATVtQUMaUB9FhGZNAnJpKGlpaKl9WF7h3PQqRluLqpe7krenqoBgByo5yBgCYjo7KGIyQQPpAiTT5RRzS6MLt7e/yCZoDA8dB8CliQisMTF2eB9JFgarYmKKMAtGps3NDZnGMDJr2dJP5BJB8gSB+MkfyR/8l34yL3Hx3h+P9HVB8hE0dtb0durD5bADAFm6nAdvD3V/HzUd/kp+XqqBfhqBvhP83TXcbLntbWUt3XW1re2tXS1NLbXNTaDF9bc1gb8gHLKMYvAhNBfZUKIeF97I5m0t3c2tHZUt3bZ+e6T152raGQpK+youBQQBQvV9u0BDyIbHieEoFAoXOEXpYv0A5gBCkWLyRuhxBLYkZKxtZLBEqnpRhZrtz8sr2vpEnQirwx8s06YffLiGZPPL378NIycoDR9zgQVAJKpI+WnTplmMFZZa7zanPHqOqNVtCZO1x+roTtxpglgibT2QhkdC1ndJXJ6lnIG1nKGS7uPn8jpJ/a+TJ4I64JjMFymYGAjZ7QCyERO10pG22KKLoKT8VONJk8znaCmN0FplrTcVPXxsm56BoXf73vsalfrvLnO1bbScWWNE8DJpnrHTa/IxPE1MgGGwfW7UKI8SvBA6Siw5qZqp42Vjhuf269/uG11weblVFvLtJULry4xP7vIlDLfKGKuQbCp7ikTnUCTOSdM5hw3nQ06YaYNAmgJm6dPXoi6vCMsWbYgc/Viuq01Z6MNCuKyX/fE3va54/pKdDAAIbbNDkiNKM19YwM+Tji8eicUzYUoxWFjjeOmcqdN9z12ZHzr9YPjloU7Nml7eyq5uk/z3zXN1XWhv+/uU8d/CzoZFBEdS0k8d+5CWtq9/PycwkLe0yePqyqr6hrQVw7cZR2d7R0fyeSvM8Ip6Wv/iN8s2pN7QxwO9ik/kgm2N7y2/+m/O5lgYU9a5LvQy0Qxw5tjqIRs82rXA3zrB7iaqIMR4bj3bK2fuz+AN1fExex7wd/jfsYm6v3qd0v0HKqID9R72YDIRAgFH4ShFiaos2I9rstVV19dW1/R2FTcLrjWIliQkDo25Npn5Ewxco54EpOUyAQCwT1DUCg/BhK0hHDyXhdyCkHgcQ5LyP407PrEoEtqRxIiyrvyBIJiPMoBF75BKACPrlZBRycKCO+qrqt9Vv7i0eOykocl/AIem8vmFfBLHpUWPXlUWl1VWt8MMPNcIHgsEBR1ou0A1QDGdLzs6BJ0FD0ozGJQ03kFGU8rfr5xz+rHo+uPRR68mU3mlF56XHumtO7n7AcWUXfUTl0beeLCsNDrkjGpYrEZpKgMyegcyehcieg8MTKK3UIHDx5tHOrHQkpCLTLQEtxTHPu7CMZgKpnIIpHz8cBL/vC4vJGRd9WDLtwAWHopeNzQUt3UCj4ouPeoYzoGkKYPn0y6o7l6yATlmzQ31DU3VtTXVbzsjM3N0nF1Undz1gzwU/X3U/EH7xzIRNh5EGZwkgkiE8ASNe9dMEU1uwL8YKGKn7eKj5eCh8e/QibiFMBOIZmQAC+JTjuAJQksUix1MIU6PC5/0KmbpN/Pkn5OEPslXuIgZegP4SP2HBvl+d0EVx85Ty95Ly8gE+AQEIElBJlg+ar5+6oHwDl6Kvl6KPq4A5mo+PqqenhoOu10CwuGu72uqbO5rq29sbOtrbO5DSEJ8ANBJgAkf+FoCWFCiHhfA35qB6GjxQ0WYbttqJ0J6tLS3iVIvHxLRddcydBCydQGPHWchg6wYYX1Ck4QkCCffqUCzsoQYomptYIJ6E+QyXIloxWKRqj2l7yxjbyxlbyBhexss/mrNle1ot81utBXcZfgZfvLrrYXFc+oTHrhw9LgaLLCtDlj5TUmqMz8Rgk0a6Ka7iiFmePUtMdiTZyqL61lJqWFsUTbQl4XJZYoGiyVN7SRM7SRN1mJ1F1zDA2bEJFpuESYsqGNov5SBSNYuFxJ30ZOZ4mM3kIgk0kzzCZPN5k83Wi86pxJyrOU5DU0vh51xs3poa9HueOWKse1tU4ooAsAoN4JPP5NdUACzkAjto24SQjOfd+AIricMJZ0k0m104Zql41ADlXOGyoc1j/ZvqZkywrWeqvsNRaAGRet5sYvMoqapx9uBnCif8pE95SZ7qm5ukFzdUPn6oeZ60cuMCBbGCVZmV2wMb+5Ym7GmkWAJbxNK4q3rC7bse4ZKvmF2ykiHMJjJrj0FhxbjfPGGifgEJQBj0qKoTaLqF5wtdOmJy5bGP4ukXs812xda+LqOMPLY6qX70xPHyN3T6dDh/afDDweFhoWS0k6c/7GjZTcnFwej11aWlJRUQ5/dOD7BkC9raOts6ujs+s/GcTVY0Im+DAM+yT97G/wm0U58e/gyfU1kXv5/00m/Q/mD8nkTZsSCpfYEv12iHzhO/jKAwUbUacgYhhhQMMmbwmCGsCbK+JI+h7we9zPhIm8qq9voedMB3SrvIv9MZkIieDDsBpEJjU1iEcIOKmvrGt80tzGeinYzX426fjZr6NTB5Oz0VhBIks8iSMWzyRywbHjSGAJ8iAJJw+LYBJwDamD4vI/JWeOjLouHXp2cyrrFg7KqiKGOF4K2l8CUbxsF7xsedlR01j39MXTwkIek05l0GksFpPNZrJYDA6byWYymAwGnUGns+hMLieXwcxjsu8/LH1RXdPyEl5OjK6AK9L17FkZlZFLKy68df/hz5dTrL7/5VhqbsajCkZxWXFhURGTXcgs4BZVpD1/uftu4cyg818dSRwaBnCSJoHIJHsQhhNxIA1yvlgcFUdzgV9L6yYTBiYT5DETkkhClWcRpwHJkPMkY3M+j8udEHx17enbdIHgQXNXTWtnTQPOM0Eh1M3dZILGTzCOoEYnBJYIH7+u3ibkhnc3PAbyboK9NcIOcQMTYhH8q21pquzoyHn+dNmP32m6Omr4eKr6ojEEBW8EIWiEBAtmekoGIzLxEZKJMiYTZT9vZR80ZiLv6iHt6DLKzq27ajAiE5zAQ9xI3QTYDSr4dkI8DJcapmiUA99g3QuJ+gQolwm9NQSfYIAEIbBBrXKITvB4CVoIUxSwB/AplsiWSORIxtE/iaN+Ss4WO3mN9EsS6ZcE8Z/jhu4P/2rP0ZEe+ya4eMl7eCl4gTx7kwmBJXjeV9XfF2hE0cdDdRc6UxW4Dt4+03bv1vR00XVzOktjVHcImpq6WurbW5rb4YZoaUbhXGjABLU4QZ1MPgAyaeuvbjLBcCJcqRmmza2dz6qbFq/dKjvbVMnIUtkMDyaYAnv0jJn0I5PufPFeZIJz2fuAByx5tRC9nJjHL1yO54FMViI4MV6uaGQtr7dAScd04fJ1LV2CDvAMOzsE7a2CzjZBR3PNiyccDptXVHwyPEpec+ZElekTVWeNVZo5QXXOWOXZY3GX93FqOpOmGYKkZhhPmWkmrb1AWsdCTs8SmIRILJE3ADJZJiQTk16lkAFLUDY8KlKsZIhWVjRapgTL9W0U9ACWFk+ebS4zZ8Gk6aYTphpITTcEFpJVmakkJbNURbnguz2PXHZUum6sdVlX6bC6znVDjQO4+BtRF0WHdXUOa+qR34+r9ArJBIdyCaO5EJmgNHrn9VVOQCa2L3auK9u+umDTUprtkrsrFl5ZOu+spSnAScxcw0hzw3Bz/dC5eqCwubqRc/WjzPUoCw2SLY3P25hfW45yS+jrl/A2LQMsKd269pndhnIH2Oa6Ksd1NU7r6nA0V539OjiqKkfbSkdbVDsY9aFfV+OAutHXOm6ssd/wwmlzofuO1G99HLbbLnTaoe3pqurqouXrr+XktnLXngOhYb+ePHUqPDwmPuHshUvZWTm0fGpRUeGzZ49raqrReAm6y9rbOxGWfCSTv9CEXkkfe4PD+r9JJgMLGfrw80z+DJmIfAv6aUu/clsir4aot/gNNsC3b0CnQNgfD5t0b0rUy0Wdzh/rLycT0W9H7wPuXuHdNjsgE00mQg74AK2+traxuhp4pKEGnNK6mtry+qYHbYJbrQK1U2dHR90GtADAQKH5cWykeHDHidJb2OdDLiAaIUG/TKPWHywSmYEaEcblD4rLGRqTPibqlnpo8qHHVfk4jaQern2XoLXjJZGWWtdQ9+T5k8KiQvAe2GwWmwkcwuSwWQAk/cXjwjqAKwAtbAQrTAa/gP+wrLSxtRnIBNxnLpdL5zJzHpQEZlCt9x+OzsxjPHz0gM0uvXOLFxHEDTzMDw7iJSSXMnjZJc9+zS9S/j32ixPnJUJuSYTfEwtLEw/PFI/MEovOFovNIYEouaQ4VBAZx3ThMDbk6b5yeRGWgLOL4ARJMo42mEL9Oipd/viZQ0XVBV2C8ubO2gbUP6+2pg5opPlVv0Lk+vcACPwHD/qoD5wIOePdTQgbAxas3NTUWlfbCJ4CcZwgOIXKppayLsH+C+fVne1UvNw0/P0AMJRQ2VwcrNVLPS67Cs4zIVJNCN8dVe7y9lZ091Jw8ZRxdBtl507a6Ssbe+szcrp4XJ4EXGEAD9TFkg7zwCqScfkSlLxBiYAf+YPIeUPJ+cMo+Z/E5Q+Ghwl5kvE5kpQcWDg4On9IDH0ImYlqrMWzxRNYqHEnmqIC1igDniCW7veOuHWJuxdRSjxbLIEjGc+QJOd9Eoez4QOvkn5OEj+YMGx/1Nd7j45w2zXZzVve3QNITMnHB4Vy4WiufkIn+LpQlJeGj4e6487NRw6z6xqrWwXNzV0NuL1JW1Nre5MwlKuhDakJ5cEL09/f0zBBvKsBhxCBW6+prbWzo/1la0snAFUH8AncHy1oUK1ZIPjpZPTEaQaKhkuUTWxk9ayUTFaBB4/IgUALIWB0cwXOzVDA4U/d0VxIRL9FVEHYEPU5QRhDLBd2PrEGob4lgCWAPaarEBgYLVM0XK5ivELNdJmmiaXsNO3NOx0aqsoFrfWClmpBM6he0NQgqHhWymKUlJSGxCQoz9QZp6AxTnn6WOWZ41W0gEzGqcwZq6INWDJOXXfSNCOpGSaob4n2QhndJXAucvoISAjhbBZ0kOgY8FkQZ9Qt4lCBSdBDNIpiZKNgYC2rt2SK9kIprXlSM80nTTeeqGkwXlVngtLMKbKqMyZKBS6zebjX94n71irX9dUu4O4DAwhbwqOIKSfbBmFDQzScQgykoPR3xCe4DbwTLN9Yg9sdVjquf2639vGO1SVbl3E322Stsby7asnVpfPOLzE9bWGasNCYvMAgdoFBzHx9mEm0MD5tYXx+ick1m7l3Vltkrl1CW7eEt9G6eMuKxzvWPtm+tsIBtrmp1nkTwiEUToZE5OLjSLMNNY5r0VCJA8rCr7YDoNpY67y51HUbbbd7iLfT0m22uq4O07w91DzctTx9zD28dx0PBCw5GRYeGRN79tz527dvU/PyCvn8srJHFRXl8JWD7ry29vaO/wUsARMywYdhQq+kj72P3/wGJ0/Uaz8QMhnIz+Eif5UX8eP9QO0fucIDcuvfcCT9VJzW+4UfHJmIHjZ5dUg9exS1lw+GTN5wJD3H3P3sO1zqAdt/jEzqgEwaqqpqK+obaqtraurqG5+3dNE6BQ4p9MnhVz8lpwNgoN+nUQ1WjngcG9c7ekUm+HdrnIOBl0gkc0kUllgsDXzHz8hpo8Ovy59ISGhHKSXP4I3FURYv0fCGoKO9/cHDkoL7PBaHwWIx2MAbwCQsFo/N5rKYIsVmMmDK47D4XLQOi0FHS+Dhff7TF8+ePnlKpzMYBZw7BXy7sFjX6MTckocPWfQH55Ky9/qyfBz4HjuZrnbMPf7UY4fLaPTMx1Vbzt4d9Svls9AU8VO3xEJSJcLTxSMzxaOyxGNyCDgBvkLdIRGZ9IspIrCkO76LEDz8NDZ3bHiKSdydtA5BSXNXVXMrIAY49031Tb3IRDhsQsw0vc4kPSLghJCQMP6U+i34AzW3tFVX19XjxP2W5jZwo+sbWipaOzPKK2c5Oap5uSqCq+3vr+YXoOoXgOGkj4P+Nil5+yghMvEAMhlp50ba6SNLvikkk3jAEqY4hSFBpg2h5HwSm/4lOf2L6NQvYBqbNiI6bWTUvVFRqV9Hp34Vk/pl7N0vom9/HZv6VdidryPSR8bmfhqZPTgGtebsPa71uggy6SMmCRcXlkhgAAjBfftJXO6giFTS8cukH+OHHoge9X3gCLeASa6eih6eyj5oGOSdzlcF5Z/4TPPxmuHsHJSWUd4lqGvpaGptRWWIiKYgqAAX6gnfgDoxwgX/M2QCL+wjYrhDlN5i8GxfLAHBMba2dgCZwCF3dXQCmbSBIwl/C2rbJmjooj7ruCe6jL6litlqnIDRx3F/mzCiII8fefZowIFYiPNPhOvADCFYvkLOCI29yAHDmKyQ11usordAefqcrRttmXcv37+VWHgxvOhCGC8puPRiQtm1C9cDj6SfORMdFSenMWe84tQJqrMmwoza7FEK08erCZlkvKbexGmGQA5TcN8SWd1FQCYyetayBkthLyAFIziddzgpIsQLLoicvpWcnqX0nIVTtOZNnmE6cZrReHW98SqzJyvNVJVRWaakct3ZvsjTvspze43rphoUuIXIBHeFR2SCsjgwmRBM0ptMkIANnDbWOm6AF1Y5ou7sL+zXlW1fWbxtJc12afZa69QVi24snXfZ0gwg5IyF0WkLo+RFhjBzwdLkspXpdWuz1BULstYsodpaFWxeVrJl+aPtq5/ZratwWF+Fk0ZQixIUqdWbTLoPA8Vx2dY4oAMG1ThveeGyme/rcGmfl8O2tXOdtk/3dNXw8dLw8NRx89y4/6cfjp84HhQUHhkVF59w9fKVjLQ0+N5+UFL8/Pkz+MvY3IzCuMD+o5W4+puQCT4ME3olfew9/GbRcTWivckPhUxErvb6yYr4SX5AFPEm+0eu8EDd+gE2v+/91nx4ZPKGSyqkx+6L9obXijydg09Rs8i3qc/5/hVk8tbBn+6r8R5I/Gb7L5EJTiyBaU11dSWqS9vUWl7bXNIpCCprUgk6PyLm9qD4LHHUroROSgAaAThhEjEzhPOH3XFEJjCDPL9EJglmKPShCYxhcTlfhVzRCE4+3YES1p/jfBIUwdXeBVhSVV3JK+Qy2DQai0pnUQFOuDw2n8flczkAHm9SHzIhxIGlTDqTSecwWRwOh1VcQLlzy3LXHkoe9X5xYVnK1fzdvg+8nZ957HjsuKHUYdNDTyeGtzsjKIjHuZ9cWi37W8yg3xMlA69KhNwWC7kjFnaPFJFJiswWi84hgSh5WPkkCg77eZ1MeoCkt4ZQ8kfEZU8MPO+VwWPDp6mlubK+Gv3A3NTajOEEk0Z9gzDBBEdMvRlO3l89bDNwwX/Nrc3AJXCIiFwbmmqb2yoFgs2HDmk6O6r5eihgMlHw8FTftRt56v3c8bdIydtbyd1dwdVV2sl5pL0Lyc5LhnwdIBb16U+gSyYwJSj0YRTqKErm6LCrE4PPyYedlwk5Jxd6XjH0omLweYWQc/KhZ2XDkORCziiFnpM7eVou+PykkEtjo1M+J6cOjc/GgWE9EV+91ffNwmKSKMRgIMxTByXQJCm5gyjZqDrC4XMSB6K/2Hv0K7ddE1w85N09lL18lLx8VN6FTAipePtoeHiZ+QZwahpqOrpq2xob2+DT1tjc2tja0tDaWtfcVtPcVtva0ohABcHJO6i5n3Dk1ZvU1t3BvY9gYWtLGzzbRyinBG7ejvb29ra2+sZ6eNja0dnYIdjo7K+kZ6FkvFTFfIWU/mIFs2UAJ2jEoJ+z/hb1GjwRDkeghHITG6wVuFsICv0CMoEdKSJOWKZoulIWFcVaqmJipTBDZ8Oq5XWMFHbU94UhXgXHHB4ed3sWtIt7wP3eLteL3+464ec/faqWlOosnFsCQDL7a/lpE6fqTZyqL2SSGUaTZhpPnmWG+5YskDdAAyYElhBJI0Sy+58gEwQnBlbSOoumzJ4/RWvu5BkmqKm8uu4E5dlTZDRUx0rtsVhyf++uMqftVU5bqu2AOjaD6lC2CZFfDtrQLQQGIBzKhYSwAaWeb8CxXhuqHdaX2697umNV6baVBVtWMjfa5K2zzFxtAfiRsnzedRtz0LWlZjC9vWI+LMxcvShv3RLmxqX8LcsebF/5eOfq5w7ryh1sqwB1gEmcNtWhilvr6x1sheo+AFADnlYCnLhuBoapcN78yHN75h6XA972i3bY6ng4qnm6TfP3n+npvdDHf3dQyC+ngkLCIwBLzp+/cPfOHWpeXtH9gqdPH1dXV8EfHQDinjLBYP8DfCJkgg/DhF5JH/vL/WbR/tkHQyaiD/ttPeDf90frf+QKv4NbD5vNFNnq/jW9OrwPkExEr0wcVbe7/6a76z1PR2h/CZmIfn9fOwtRF+r97T9HJnX1dbX19ahScGVj64PGztv1Asvz2d+EXR9GSRdLyBVDKcjECIkwfqnbpetNJgAqTCAT8USGZBxtaHTWV+G31KOvxdS/BO+8vLvWFnxNdnW+LCsro7No+YxcJo/BwuLwmVwecAUK4gLQ6E0jfQRMAlNYh8WgE5TSE+vFYaJALzqfk5hyY29ExL3CglIugx4WSHW1K7XfVOWyuc4FlbJ55rj5vtO2vL3+3Nu3s8rr9IOTP/05dvDhs4NP3RA/dZ0UnEIKSSOFZYpFZItF5YjF5IqRX5EJghPih3ZMJiLhRDKOOig2e2xMqlb4pZjnjUVdL5831dc2N9eh0ZJmgJMmlHVS19BYB3yCB1JwRkc/ovi3BGRSV18DHnN9Y11dY31DS0tNS2tNlyA5N2+mvZ26u4uqr5fabn9lL2+ip3sfF/wPhcjEw03B1UXayfFrB2eSnWcPmZBicyUTGIPi6IMjM81ZDd8JBIcEgsN4elQgOCEQHMczR/ASELEkEC/5USDwFghmUp9JxKaKx6HBLkLd9yfoDWQSxyTFMnFPRnhbUS9OcVBczpC47EGhKRK/xA3bfeQL190TXb3lXD2UPbwBTt71rOW8fDT37FNy95rq4OIXHgnfOtXtAHu1jW1NTa1NqPRuSz1c45bW2rZmIBNgi1YEJwPX61gC6hnu6K/uRHbgkP4SQSbAIc3tzXVNdfDS9g54CMfa0i4QJF5O0TBcLKu9SNlkubS+paL5cgUzGznsjvfx1N8uoA45Y2vMIShYC9PI8t5kgluFLJM3tCJyOZTQS2DJUmXjJSqz9datWNpSmEML9H50yul54I6q49trjzg+/HYbb5d9/nd+oc6O5lNnyilojFWYNl5l1pRp+t+oaAGWjFXTGauhOwG1eAcmMZXSMpOaM1daZ4GcvoWikVVvMunGkncmE7gUQj4xsJTRWThl9jypWWYAQhM09CZq6I6XnyYvq2Yqr3J22/YHXm7PHbbUO27CpYFxgWCEIohMGpw24PGTHj7ZgMcxkGrtUVEsXBcLkUmNw/oqe9sXO1Y/3r7q4fZVhVuWczZY09ctAfzIWmORvmph+uqFaSsXwEzOWrSQucGat9mmaPvKhztXAZa8sF9X5bwBZdU7oKGYBufNeONAJkL1PgYAlUb4LnW2rXLZUOm44bHbNnaAU7y/0+rt60y9nKd5umj4eE3z8tZ197L/7fefQkMPBwVFREcnnz599erVrMxMNpNZWvqwvPwF/OlpwuNvQCOEGw0zRI/F/7QR5/KBmNAr6WN/3m8W5ZyBRPtSHxCZgCHXvM+aosX5QWRp3Xeyf+QKv5NbL7SyFpEkJlTPXt7lwooyUSMDIt56kSf75hED0Ve1OK0bPN54eUW98N8ikz9/Fu9nr8iE8P6JefgW7nlIzPzzhjHkNcOL4YCq6xvrX1RXlTW10TsF+1mPJ58892XMvcFx2eCrdfd/AL9N+Nsz4ZQLk5WFCcqITFA0VzxtaBz1q4i78iEXfymt4woEFRhLUBAXzLS2FhXdp9HzWXwWk89gcGlMLhXE4tLYHDqLhURgRs+QSB8RfEIMnhCCleFhAY8L8yi+C6XIM+5QqVQW8xEtJz/oKN3Tscx1e7mE5JoSAAD/9ElEQVTLpgqHdShO2n3zE7fNzF2u96+eoz9+ah194asDEZ/9nkz6NVky8LLYyWtip+6IBaWJh6aLh2egtJOoHFIMOM35JDK4reDgCplEJJwQD0nRuV9SciaGXF17LY8uEDxqaXuBkt2bG+tbEIoAkDTUNjSihseAJS11gCtvIJM+UVb/kOC/+vqGGgCp+ubGupbWitZ2Xn3D6h9+0PLyUPXyUAvwU/b1VfH21fAPIGpz9XHE3y6UZ+LhJu8GZOL0NR4zkSbf+JScJhaXK5FIJcXmDIqjDYvNV71ZasFqnp9dvpRRY0mrsKSXW9HKramgCitaxWI6qNyC+nQJ9Zk1vcKCVmFGrZxb2DL2KndQImBJ7ruQCUMiji2BYhQRmaA144BMcgdRcj6j5Aw9duHTfSe/cPt2squfvKsnkImqN+os2eek/kD+AQpe3hq+ATM8fVRt12c8e1b3UlDX2Nzc0tHc3NHS3IY7KjYiYQ5A6eV9UOOtem3ko7mlvaXtLQLaeD24q4+EANPW1kHM4CNraG5H8WZ1zQ0tnR1NnS/5TyqWbnWRnj1f3Xy1vCFKFJE1sZY2tFQyXQag0sdTf7uIMRN5NE4CEEKkmMMMPCSewuMnxsAJS8HRByxRQXFfNurGluqzdF22rn9yO7EgNOBZsHNtkF3FkS1tIR5Pv9tR4G/P+G53rIvbwlnaioqak5VnTNbUHacye4K6zjg17dEqsydOM5iIhkpMJs8ym6JlPmX2XFndRXJ6i+UNligYWmG0QKMlAxwzIVCkz0IQQSayektg49La82FHk2cYT5iqP2mG/jjVmVKKmrKjx7vo6jJ3+VT6OFXbAYeg4QhEI2hQApEJRpSNuFCvCDXiKR5gQWFdABUAJ+UopmvVw60rijbbFGxaytlgxVxvRcNibLAGcTYu4260ub915YPtq0p3rHpitwZhieN6eDngDWAJsUcgE9h+j5qcNjU692hjvSOq2VXjsuG50/piP8cbez0CHLcusN8x29Nzqjdgidd0e6eV335/ICL8l1OBgaEh5Li4S5cv30tNZdDpRUVFz54/q0aJ7w1w5xNjJkKn/n/ChEzwYZjQK+ljf95vflssSj/7sMgEWc9v53acPi/cYsf5AXfKE675nvaPXOEBkElL6ZvOCBDlYL8f71+9OwNEizfZAN/6d75DRA6bCPW2F4o6nXcALcL+IjL582fxXiaaTIj5f9eEONLLYCEcWV1DXUVdTWVLc2H7y8sdAp3oK6PCrw8hZ0jE54HrJklhgbAbh9y77nx3Gu42iBsOErnv8QwSGbCE9nlM1vhTl7ffZebhXiWoOQn6w9PZ2trC43MZTBq3gE1l5rF4dBaHxuJQsWg8PovLA7H5fA739XGSHhFkwueyiZETYgkIHnKYDOCTQj6Px+WA0VhotYfU7PvnE9N3efC8HR+4bq1w21rjuqncaX2py0bGLlf+xSTO02cbT9/6fO/JIfujhh4+I3H0rNjxi+KBt8RP3pUITpUITZMAOInIEgcyickn4AQ1g8cEgs8a8YnQwcXCVwb1XhSPyhpJTpcJPB3xtJH/UvC8rbOuuaWhoQUlnDTUNTbWNCDVofiuOhQ1JUSRPnoNGN5P72DgMjfU1Vc3tTTWNDWUNzc/Ewh+v3JZ29VF3d11+t49Kr4o1wINmMAUYQnK8x64UEsQD3d5V9cpTi5f27uR7HykyTc/paQDTpDIWWJxeWIxeYNj8r6MzfsqPP2roDujw++NCEsZEXZrVOitUcE3RwXf+jok5avQlC9Db30deXt09N0RIbdGRaR+EZ76BTl7UHQmisWKy5eMoxIaFE/rEWqIKUL0QRQGSALd3t0kA1ug5H1Czv0q4s7Xv8YMd/92grOPvAsiEyXU373vSb1dir6+Sj6+mgG71dw9pzs7bztyBHC9rqWroamrubmrBcNJK5Ee0tzW8jeTCQjDiZBAeqk3n7S1tQmXwGG1d7WhMZOu9ubOjvq2trpOQXDyJalZJjjJ21rBADnlwA9yxtaKpssBIXp7538ozB4glD2Cq/GuQsWvUBAXsQJgiTWQCWoYIsySt1bSX6SuZbB11bKyO6cfx/5Qfsq5NnB7zeGNzYFOD/Zt4vrtpO/1O+vjv1BthoKc2njFaRPUtceozO6pwYUiuGYaA5lIAZPMmQvMIKu7ELBEzmCJohFOtTcCqBACSS84+ZNkImdgCRuX1VkgPXuu1CzTidMNvtHUHq08Y4LSdCV5tZmjvznr7PjI363KZXMt0IjjOhBO5EDVgVGauyMaFek9fNFHwiEUrBoADEeAk7XPdq5+vH1l2faVJVuXF21dUbh1OX/z8sItK+5vWVGybdWDravKdq55ar/uucO6F/Zrq9Fr0agLiuDCZEKMxvTZEYjYF4BTnf3aOkfbSueNTz230/e6B/o5r9qxydDNTc3VY7qv/zRXd2NXN5/Akz8FnTwafDI8Oir5zJmbt25lZ2cXFBQ8fvy4oqqyrgG++xCW/C9lmBAmZIIPw4ReSR/7s36z6ECjN3p4HxiZ9Kz8tzl/r+wfucJ/SCbE1t620z5hTq+ujKj37l3yH0Qcm4jL/u7A8IYLC3rrGMhfAhV/GZn82bN4L+sbzUVQwYdgQhzpZbAQjq+mvr6qubmkvoEuEGxOZU6KuDw04sYnSXkS8fkSceC0sQaTWYNQtjceMMEeOQaSPFJiPikR+eIEmQyOYw2NyBwZcnNO1NUsnPJeC0QigO/q9rbWxuKSQjaXyeazGGwah0vnsGlcLJjhsOkcLpPDZbG5LJi+iUwIICH4pIdSCnkcHsAJG81zOCw2AAqTwWCzCgp4hWz6cw6tOjOFc+IXtp9rieuOJ06bnrpuLfa0z/9u18N792jPqg0PRQ7fe3L4LxTSj7Gk3xNIR06Tjl0mnbghfipFPOi2WEgqKSwdpZ0AmcTki5GpACe9yQTBSQ+WvFrIkEygfULJHhN6TTf0HHyY77d0VLeg3ib1jY31TXX1TUIywXkmb4zmakYtD99X70omjWjQpK6uoQaOoLql+fnLzjtPykz9vdXdnKb6+Sp4eAJaaOwGPvFT9w9Q9vFWIjoPDliYTFDV4CmOHl/beZF2+k8hpyAyic8hxedKJqG6wIMptE8pecMi07+MyRoece/zmIwvYjK+jsoYGQnK/Doq66vo7C9isj6D5eSsz8LvfRWZ+VVk1vDwrM+j8z+n0IfG5g2Jze0nVNpLpIbEgvIGk3OBaoghQXg3JShUWAJ4OfooZZj7nvEuXgpuHsBUSt6ewGZ9Tupt8vVT8PJW37VLzT9AzcdnqreXlrNLyK3UF+2C2paXTbjgFaBIG3hpuOAAkADKHukTr/VWYZIRiqjw+1a9RiC9BNbSoza0AM0ALaEjawVA6Whs72wQCEpqm+T0zOUMFisYLFU2Wq4CjrsB8r9RnomJjbxZD1QMSASZwFTJaIUy6k+C4ASmAANKuBovoAKQCdqmKUCCjYLeIlVt4xVWi9vZqUWhex4fdag6vLXp+PbWE47Pvt/G8t1K/cE/wdtz4TQtuSlKUiozJmjqjFaZPV5Tf8JUw/Ea+jAzRctUTnf+5NkogmuK9nwZvYVwLvKGliiPHxAIFdrqGSfpDSd/hkzQwRtaKRhaAvzIzJk3RcsMoGjcNINJ043GK2lNnqI+VVrFUkaBv293mYfdC5cN1c5ra3DfkjqnNTDFNbg24KwSAlfeqBqHtaBaJ4AZ22qHdZV2a8p3rn5ht+bpztVlO1eX7lhVumP1o+1ryravfbpz3bOdaysc1lc42FbCmvCq7ggxUE/AWD1qoQhaJ9RruwMsWQtrvnDZXOzndNHfxd5pi6H9Fi0vTzUP7+ne/rPdPDb++OOPEaE/nzgaHh0Zn5R45drVjIwMFotVWlr67Pnzqpqaxu7RErCPZPL3mdAr6WN/0m9+pwETsL+aTPq/VuRqIl3bXmv+fc7fK/tHrvAAyeQdXPZel+7N6RADsz7Mg9QPbERdpT+6RCKRCfQH1CTqdN5y64q0v45M/uxZvI+JJpOeGYIH/hUjaKS3wcKa2rqquoYnjS0FnYKE2nap4/Ffxd4eGpcmHp8lHk8lyAQk2Y9McBt4nByfyAA+AWfuEwrzq7B0uZMXQ6u7SnDKe7vgZedL+MPTUvroPp2VT2NT6Rwam8vgc5kFbDqfReex6FzAEjYDxXFhMiF6mBCDIf1FxHEhMiGSUgBzmAweG4EKYAmTxeDzOTwuh81ls3Dp4QIm7RE9p5WV9zg2jL3Xl+thz3a3z/Jx58XEPCp8cKWkfILHj5/sOTlkfyTpQBTpZwJOzpOOXRI7cZV08gYpKIUEcIKHTcRQTFcebnWCnFfMY+hSiCCTRCYpDvVy+SomXfrkBc/sIj58Bptaq5tagUHqmuoBThoaa3G2Cco5f1N5rj6M8ef0p8gE7b62oaGirbVE0Lkj6ISqk52Gn7eaDwpkUvXzV8IzCl5eQCZqqAd8P3f8zVLy9lF095J39ZR29ByJyUQayIScLhaHyIREzpGMow2KyQHq+Cri7qjwW2PCbo6JuDk2/OaEsJsTQm5OCL45PuTW2NCUMWEp8OxoWB55Z1zIrYmhtyeG3PnmVMqYoJQxobdHh4lUyht0e2T4nS8j7n4alT6InCsB7yau9DCInDcyLuPrwzGfuO2a4IqASsHDHXWTfEcy0QjYLe/hqeTno+TrperrrebkvPz7n2gVdRWtXY2tHc3CfA40+kFgAB496T0o8g7qxxsiJdJQx8cetaGEFAxMGJba2jqamtoaWrvgQ73ayVtK20zRxFrJ0EbZYJmK0TJl5JfbyBpZy5ouB707mcBLlgPkKOPmiYrGqxSNVyoBmRguFQ5imNigODHTpcoGFipa+rarlzcX5nBOBbwIdG04bt9ydEfzoZ3l+7dzfbfl7PaM9XCdpzFVQVpRTl1rnOqsMWpzxmnqj1LRmTjNeLwmIIGx1CzTKXPmApBI6yyQ1beQN1pC9F3BWfggVN0Yc8gr4VGUvkfeo7eTiYKRNWCPnJ6FjM4C2O8kLdMJM41Hq2mPU9GWUdGeMkll5jjpw1bW9/f4PPLcVuG2vsYF9Xqvd16LOr4TLdidbeud1vUTCvfqkRBOHBGf1Dna1qJOI6jrCGp1Yr/umT0AyZrndrYvdtpW2G+otEexWzj6a12VPZAJbAFoRFiGq0e4crFQsH3c4RFREz4221qXzaXuO3L3eh3zdjLfvFrb21Xd3W2W/+4Zrp6L/Hf7nQw8cPLYyYiQGErMuQvnU27fzs/PLywsfPLkSWVVZX1jA9yqBJP8j2EJmJAJPgwTeiV97M/4zaJ9qXd+yUA9OZE+er/dDZBMyvpsjfND/B82QX8/+0eu8ADJ5K3X/LUr8/q+3hVE+5iI0+l7Lv3pZSC3hwjmGQgyiTqdd+OK97mf+5mosxBx6/511jea6981IYJgq8cirB5bXUN9bUNjRV3T/Yb2DIFgcdKtceHXPiGnDU3OFU/IxZEtDFwv+FU0F/5RGdXmEja8Q2MmqBGheFz+p7H08cF3N16n5eFiXK2Crg5BV6eg89HjEl4hkAeVxqGxeEw2h8FnMwtZSAUsNBhCMAkaMMHI8aYxkx4R66CMeSzitSwe3gKmGjZAC+AKl8vncPgM2gN6XgU1+/HV8/SjP9/+NoAVRy7jFGQ+LN8ceX6Ex69D9gSLfxeGyOTHWNJPFNJviXjk5Bwp8DLp1A1S6F1SeDopsruUMDkPN2HEfcQxnACQ9AiTCRpBQtVvY/OHk/O+DknRjrl9prKrqF3worGtrh7lcACONONGIXUg+B/6J5QQJP5yDdwATfCB1Da1PGvvOH2fr7Btk4aPlxrqnIhExDLh7oo+WO8WzQVkouzho+DiKevgPtreg7TTRzrmxnByuiQKHaSKoTY41OGxWRNjUs1vcU1P37O8kL7k/D3Lc/esQGdSQZZn7i0+e8/iXOri8/eWnE+1PJcKT1mfTbM+n2F5Lt0KTy3PwbSPYGGaSC0+m2ZxKc/gInVydOrnMVmDyFTJeJZEPEuSTB1ByRx9mPypKyITBQ80bKLi/Y4Z8IjlAhDL7fGX9fGAJWqeXjOcXA+ev/S8o6u2ta2+uakVgUk7qAFVbEajGsAnre3CPPU3zYuUMDLrrcJr9gr/eqsQsTS3tTV1tDZ1tncKbmSyJ2oaKBguVjGzAXJQRi67cEwD6KInOaSPj/5WgetPjE4gBlAyWqmMWigCmSxH4zBG1oqmy+RRSxMrVcOFqrO0d2xaU3oviRO++9lJ94bjjm0n7NuP2NV+v63Qe0vuHm+Kp/vCGVry0ooKKjMmKU6fpKEzSnn2WA29cZqG46caT5xuOnmWuZTWPBmdRbJ6S1CclQEaKpEzBDLBrdzf+eCR3kQm3bKBXcjqL5bRWySlvWDynLnjZhiOn24wQVNvouqcKYozlSYrWSppXHJzKdnt/sR1Y43rpnpAEee1DS5EaeANmD36YAkI0UIfliCEI69QX/YaBzTkgnoyIm2sdiLatyOhdiXOMEUJ93jMpO9GQD3FuNDDV5WLETjVuG587rqF4+eSuM/XdvNaQ5edml5uUz09Z3v6mLh52v3864Ggk0dDg8JiIhNOJ165diUrKwu+jR8+fFheXg5/fZrw0GDH/yKWgAmZ4MMwoVfSx97Rby59Q9nZP8oUfy9P7g2x+LhteVkLHNIbM7n7uneiPf43i7PFrviNzdEHaP/IFR4omYDj3r+XIrbS1/zjAY1pCN8C4Ro9ht+RzNeX/wF4DABdRFv/Fw6Il0SOAhnYFfdPLoIbLC3z6WsNXpD9pWQigpTedQzn3ewDJhNUAlY4T1htfV1VQ+OLpnZ+l+A75hPl0CsjY9IlY7OJH7BxQ3eGWDyLFM/CXbRRijD45ZhSGBIodZiOySSflJAnScn5MjpHJfwOubwN3qpalGHS0SV4WVtfy+Ux6az8fFY+g8tg81G3RD6bVchig+AR6rHIBYxAUy5HmEDydvXBEiaHCVsGoerDLAYPjbowYC9MJkzZsHkAoRIuvYyeU3b3xsPUlGIWm1r6zO/MrYlO33/hc2LQ7jDxbyNI+8JIP8SQDpBJPwOcJIgdOSN2/ALp5FVSyG1SeJpYZKZ4TLYYXBlKbg+ZoIuDU01eE0IURG7iFPonFPrw6OzJITftbrFoAsGjZkFNQ2tdPaKSZtxmpK4RAKCprqEBcIVQN6H8i2pqbe2oa2ytaGp7KhBY7v8OfA5FTw/wrVXBye5NJv4+ikio3fsrR/yPhPqZeHoruHrIOLqOsXcn7fCWjbn+eWw6aqqIi7+Jk/OGRqStKUVluCIFAnK3KN1TYoaYj8eKw4Il0QJBVK/VBi541RGBYHVJ1+fRmZIx+RKo6gNLggJkkoXJZPd4Nx85T9RsUZnotNjvvN4oTCYwI+/nrbjLVyVgl4ZfgIab2xxHh9xnTytbW5raW5qbAQibO9u6WprQkAluB9/w59Te2tijjrbm91dna0t7Y9PL1s6Olq76xpc2G5yVcKY4USlL2QjlgcgZL5VHWAJ0gRzx1/3yPxTQCA6awlSghEdOlISgYqNsthwkp2ehZrhIfZbONtsVZZnnC2L2PA5yrDy8ve2YQ8cxx4ofthT6bGbt8z7j7zdXfZqstKKU8nSEJSpa41Vmj1fXHaepP36qEcaSuZO15k3RXiiru1gBRaBZyRogLEFk0veo3kF/RCbLYPuyBpYy+oun6C6S0pk/RWfulDlm3+B0fCl1nclTVNXGywYstqQFeJZ57ax021KDeimuq3VeXwPw4LKpxnnDG4Q6LRJCZbWEErIHzFQ5IiCpdBaq2mWTCDnD9kGvNtUj4JZXm3WBlyNVOaPe889cNxW577i323O3q/0iu23a3u7q3h4zPL20nV1X+e/+PvDU70GnAEsiYyIvXrl4N/UunU4vLi5+8uQJ/ElqaoJvmP/B9JIeEzLBh2FCr+Q1a3lTlSrkkR9EIuNyumQ03zdTXCi74gF4Ue/nyYn8Ufl1bemXyI7U74fnN0DOHwoNrQg38W72D13hgZMJIdzBA+XEI6G9936WI5oKBlrQDKvfmysCBuC8UKuQp/1J7M+Hig14qEFE0v+b1e+C/LVk0u/ivMemBmL/MTIpb2x61C64WNFqmnBvROC1ryg0STIN4QfiEBy7BWSSwCIlMsXwElJ8Pi7GhSJekBLBO88XT8gdGpsxJvyO5RUaHSe+N6JQLkF7Z2dxcREHQQINdVTkIYpgAjyw2TwmiwdUAmzB5TB5SDDD5XDQU/1QpI96kwkHkQmDyaGzOHQ2G4WH8YURYnQ2h87lsVgcJotF47LzC1h5JfS8Ih4372Hp7uSLE+38vnL/5VPf4MEBkSTfELE9ACeR4vtjxX6kiP2cIP5bssSR86TAK6iOcGgqKSJdLDqrF5ngCsJ9mIRQPB08bBKZKpHAkoxjDI7JGRl+RzPk8rHimvtdgqpWQV1LZ1NLR2NrO1JLZ2NzBzwkfjJH2cutHb1ENKD4R9Xc2gFHVd3cCWx5/Or16S6OSh4uU/ftUfRFEVwIS7BfroKGSv4MmSh6eyt4ecq6oX4mo+3dSNs9FWJufBWbMQjV0YKrxxSPZw6Jo30afU8n+6lxRqlx6n2Te8UmqcWmqcUmd4tgCjJLLTa/WzT3buG8u4Vz7943Sy0yvnvfMLXIIL3YMK3E+N4D01SRKiFe3lsmqSVm6Y907jyYmV427jxrSGyueCwVVX2IQ2MmXyEyoXzitnuMu4+0l5eMp5uir/e7Jf2j6+YD1wrIRHlXgKKvn6Knl9beXeo7t64M8K0WvGxsaXzZ1iJoaX7Z2ChobkKdy5vqBU11f1LNDa/U5ymhcHP0d1C9oKWhrbZK0PXyt2NBSnPMlA0tZXQXK5ssVzZcqmRorWBiIwsyXSFnAkSxTBk3RO/jmv+RMIeYLEVRVfi1uC4wyiqR17dSNV6mpm+hNkNvnbVlPe0mO8TvUZBdXfD25hM7W484VP6wjeG+LnOXC8Xbbd4sLRk5FWn1WeOUZ05UnTNJTXus8qyJU/XGTzWYOMMEsGTK7PlotETXQk7PEsgEpafj2r5v54o/1ADJRNZgibSehbTuQmnteRNnGI3X1BunpjNBTUdKWUtaSslAWv68/Y4Sf9fHrpsrXDaUO20od9lY4b75uevG5y6bn7tsGaBeuGwpR9r8Ar1q8zPXV3rhtkWEXLf22QIh2A7alDMSmnHdCmsSKz9z3fLQ047u5xrt6bx62yZ9F8eZvl7qXp4zXF3menjsOnz898DgIydPRlNiz549ff3a1ZzsbB6PV1ZWVlFRAVjS0tKCCiz8b9Xj6m1CJvgwTOiVgJWJ8AX/lFBR3be6UG+tS0sIiAJ5qH/gib7Nj0Q/dcMqIiOOQJwtvX/XHwDkvEnv4C7/g1cYoOJtwGDHIa6t6FGC/hJezDdYWR+GeZNEg1ypKAjpqwGBbm97SxDaH9gAi0cDxXW/BX/Z/dzXXh+Seoc77U/Zf4NM4Ck4PtCzhkZ+S2fArVy5wItfhmd+GsOQjGWKUegIOcBTROFJTCwcuYRYhUYSVgpGTiSqQxVPlYzP/TwmdXLQhSPP2+4LBHXdDUyevyhnMYQVfnl8DpvLYrAZgAp8gBBABg4s4TB4QgFwgL07mTDZXAabx4ApMA4fDcig7XG5QCZULh8NpDDZNC4X4ITKZTJoHH5cepbKxp2T3b8f4vzjML9gMa8QknfwoH1RYvsixL+PJv0QI/5TvNjPSRKHz6NG4EE4oAuRSSYJ4ISMKtKSMJy8BiQ9iqcPSmSSYvMlErli8Swxch54txNOnrdJvptS2cZ8WsN/Uln4uBx0H/SovKi0vKisoqgMpkjFjyuFelJR/KT831BF0ZOqovL6m5z71gF7pru7qvl5y3l5IPwgyAQ53OBtIwGW/CkycZd1d5ni7DzKAcjESyHmJpCJJAUVgkO1p+NZEglMydjsoTHpwyLufBF594vIVEKfR9wFfRF+96uwuyPC7owIvfl12K0RYSlfgCLuDI+4MyziNrzkc6JUlwjdhdX66PPwu5+G3P4iJnNITLpETIYkMDmFNiieBSLIZNThuKFue0Z7+Ep5e0kjMvF6x3JkvmoBvgo+nnChlHftUg3YrejlqeHnqePjqme76l5uZuvzJ4LHDwWPHghKCtH0YZHg4X1B6X3BgwLBw0KkN82/0v1XKi36Yz0qeQeVFQse3Rc8efggO2vZYisNbWMVIwtZvSUqpiuJPBBUlct0uRyu9qtkbKNstBRlrvfzzt+q5WhKkIkw5QONnyibrVA1sVHRs9CYabhp+Yo2fh4rKOBxkFNt8PaaI7YtR+2efreZ77eF+q1nrJeL2VTNSVPkpDS1xmvMHq+pM1YV1QiePE1vwlS9iTOMJ88yJ7AElQbWt1TAfVd6yOT1g3lnDZBM5AytZPSXyOgBGi3ANYuNJs0wGKMye6LqbFmVWXJjJtppa6f5eXD8nO/72Bd6ORaA/JzYnju5Xg5cL8f+4nk7iRTf25Hv7cAD+ThwfRw4WDDD83Xii1Kfl/cWv0c+LiBYwvV24vg40XZ7XNvjvdd+27ztW+Z4e0318dH09Jzj5rrxwIHfgsOPHDsZHBYeFx9/69q19Lt32UxmSUlJeXk5/E0kygT/Dw+YgAmZ4MMwoVcC9ob4ogEJO144jEq4sbeaqJ+WRWkgrhj2a3u5xXZENJfw2bft6/VfoAfqo4vQgJOS/7kr/CYee6Ve15YYHimGy9jHvX7HQsngoD9FIzx9Ljhs9uDTP3TK4X1ENPVeB/CavXpD/9RQQ/fxvHZXEMfT71z+yvu5j/Ua9fobc98JIxFI8C+aED76Wf8xEyCTp/UNrIZWzysZ0scufB2dNySKLhnLEgcyQSFJTNQ/EcEJEuF2i8UDmdDEElEcFxo5iWdKoqpcOSPCr88ISr4tEDwSCJpx7ntrexufx4M/S3w2CrlCuR8IR5gAH3w+Fz9EQVwMHpuBYALNA6r0gRCR6ksmPDoSQhT0FPAJB7CER+MVsmA5kAmHTS/k0gvY9AIWj80toT98/kPy1fHbPL9y/2mI55FBfiGSAaGkgGDS3hDSt2Gk76JIP5DFfk4WR2RyiRR0nRR6RywiTTwaBXSJk3PFcaMMgBOC3PoqHgV6iSewxBN54GQPPsv+JDZ9UuR15YNhWo7+87e7Ld7uYr3dxWaby7KtLsu2OC/bAvPuSz8YwcHYbHK23upqutlB185lhqeXmp+vvI+3orBAMHAImqr6ouAuYBJFFNnV2xH/AyEy8XSTdXWWcsZVg7d7y8Xe/Dw2fVBcvkQ8uqSkRLZ4EmdwInMwOe/zeNoXlLwvyDlfkLNBn8dkfRmb/VVs9ogYUNaI2AxAmq9iM0EjyLA868vorM+jMr+IyfoiJrufYCE8JUJfRmfClj+hZIkDIMXnA1hKxDFI0XmD4+mYTOKHuu0d7eEn5e39J8gEXa4AH3lfT5Xdu2U9vVX9AlR9fZS8nHQ87JZsXP2zjxsjJLDw0MHSQwefHT74/PBPzw//+Pi37x//9h2hJ7+jeWL69ND+nmmv5aAfHv+6n9CT3w/0qGfha/oNRLzqbXry+w/d2v/k0E9lx4+k79/vu3SZrraesp6p5ryVKCMcdRqxljO1kUM1f1HOurLRnyITnOOBhRq9dws9lJkzT0PbzGHLtqd3L3GC9j4Odq86ubP22ObGo9tf/LC1YNcO6vc+0W4O5jOmySkoy06bPUZ1xkiVmd9oan+jpjUJYYm+1CxTqdnmuDTwInn9JQqGgCVWODEd4cT7Y8lbhTJnCOF9LQVEkdZbJKM3T0rbePws3QkzdSdO1xurPGuyyiwlpanSX44M9HS/9tO3t3/ce+fA97e+/+7Wjz/c+umHmwe+vbVfqJQfv+vR7YP7b/8sVMpP3/fo9k/f3YGNYN08sPfGj0Ld+mmfCP347a0fYUff9d5CH93+6fs7sC88Aw9vHNx3/uC+mN/2u/u6G7s4TvPw1PD0mebmZe7r5xcccvB44KmgkOhY8vnzF+7duk3PyS3k8x8/flxdXd3Q0PA/jyVgQib4MEzolXw05Iy+S2BSL73TT/If7aO9g/Xck39n7jth/xkyASypqql5WldX2NRGflilFXFjVNi9T2NoEmQEGyjoHzVYBBFFqPAQASITmKeSkgBO0PgJkMmgeMZQVCH38oYr6QwcytWCct87q2oq2CwGygHBNbVQI0UOGsEAMuHyWGwOg2AJJg+JyF8HrugDISLVh0xwXxQcLYYS30GwFxqLS+PwYfvwLBNYhcvM4zKpsHMGszCXdf920eN1QeSxzns/9fhV0ucEyfOYWMAp0u6TpH3BYphMSD8liR06Rzp2kXTyGikkhRSeKhaZIR6dhciEIuzi9wYyYUgksVFyDoUlnsCWTKIPi05VjE75yn7fZ0bWE/QWSunNl9FbIK+3SEFvkbzufBD4TDK6FoSkdRb1qGfhPylZXQsVQ0vw5Mbpzpu51XGmh6+qt49qQACQCWYSHyV/lPWu4usHZII979cc8T8UIhMPd1lXlylOrl+jPBMf2dhbw2NRBrxkAlUyiSGZzCZFZn2ZyBgekTYi7O7XQTdHBd8YHXwdNCroGkzHgIJgeu2bkGtjQq+OCb02JuT6NyHXxwZfHxuE9E3wjW9CRApWQ696Xei1I0Oufx52a1j0vaEJ+Yg8yfmARoPiaV9RMkehaK4937j7ynh5yXq4Kb87mSj4eSsF+Kru3q3s56/s46vu4z0rwNPYacv2jauTAjyzvFw4ztsLHDY/dN5SZGf7wGH9I5dNj1w2Eipz3dwzfeK2pWdKCC/f9Mh5yyPnrYTKXLb1qNRpiyhtLnXaVOq0ccCC7W+777KzIMA3Zc/uZUZGs/SMVeDuNVgKLCGHyUQeZY0DloCWYSx5J3dfiCUKMDW2IbBEGU8VjK00TRZr6xgkHDn4gPLb01OeVSfsao9saT5uX/2bA8tnY84et/P7dpmra8rJK0tpzBqjOG28uvZ4Td3RqoAl+oAl46caSmmZC/u7CxspopT3f5BMUApND5zIGS6V1V+M8kx0TCdo6RFkMklTb5LK7LFTlDWnzjx04ADl6CHKLz8lHj6ccPgI5fDhxGPHko4dST4qQolHDyX0EyxMOvp70hGso78nHPmtR4lHfxep+CNC9dlObyUfPXz66OGkI7DxQ3GHf4k5/nvIqeN7j/5u7uU5zd1D09NnuqePvoeHZ9CpX0NCgsLC45JOX75yLTc9q4DFKX3w8MWL1zq+C134/1ETMsGHYUKv5KMJejUWRD+NC/M9+klElNTfHWbz0f7fWvfIz9+b+07Yf4lMKqurn1ZVF1XWZjd07UhhSgdf/TwqUzw2XzIe/LPu6BphKBcO4iIoJRHIhCoGQgnxNMk46lBy1oTgi2FP6x8JBE0CQfvLrraXLUUP+KhRCZMOIAHAAOQAnEAkhKAxDQ6Ni+OvcCcTJMQP3Sknb1ffMRMOSimBXXDYLA4LVxNGSxhsNovJAuDBIWIcKtopFz3BvH8/o6joQknZnF0/DXf6frD3kUG+JwbtOkUKOE7ac0r82yjS94hMxH8/J370ojiQSfArMpGIzZWgoIuDegIStNZP4qhqMF2CzBhMYQyh5I2OvifzI3nwwi2jjVZMQUm3yDdSBJcI3CNDcJUWKxiBq2RNCMe0CIX9p39B0joWUvqLJxlbjZ1nM9PFd6qXv5qfvyJKlnhFJuBzE2knPZknAxSQibynp4yr2xRH95F2nqQdvjLklOHkNIn4XInEfNTrkJwzPDZrTMiNRXfv29xkrbpGXXkldxXWysvZhFaArmSvvJq94mrWimtZK67CfM6qKzmrLmWDVl7OerMy+2jFlSzrSxkrUjmm15lS5NShUffEyDmoMDTc2AnUL+LSRx2JGebmP97NU8HDQ8HdVcXH6936mSD5Kvn4KPn6aOzeDVdS09NTx915yRbbQFeHe57OXLedD5w2PXfb9sTetsZja4375gqX9ZXOfVXhZNtnCah74ass596qctkkSpvfUZvKHddWemwtcd3K3O19eOtm4xna03UWaKA6vzbyRkvlTZfKm9gQmevgjmPA6OOg/6G6y/XCdlAZLiIf3QY+Herahk4bVz+8Ev0o1K/8yPbmE3adgS4vvtvK8tpA/d6H7Ok6d8YsWXnVCUrTx6toTVKZM1F5zgQVnSlTjSdrGE1UN5TTXgBkIgNYom/RjSX/Cpn0ghMDK4A3wCQZ7bnSWqaTphlKTTWYpKw1XkbNzsU98GRg2IkTp37/LSzweNjJE6GBxyODToWfOB5x/AShyMBAQhGBJ0DhJ4/3UUQgCFYTCl77hwo7cazPRkARwk0hRYKOHyMUcexo+NGjwUeOnThx8tfQ8I0//jTbzW2qt7emr4+6i8PyA98diiOHJ8QnX7584/YdJo3x4H7R86fPKisrGxoaWlpa/uexBEzIBB+GCb2S/+fWOwPkj4N/+kbvfCSTj/b3WHdU3t+c+07YB0wmWD1WXVNTUVX5rKKy6PHTvOc1UY9qDKOvjwm/8wk5d3BcriRqV0LFoyUEnAjJBMMJTQyNmQCZ5Ivhxh3DYjMmnzyXLhC8QAMmKPG9uaM5l5bFZlF5KJiKwWTRmWzEJHQWlYk7LfJ4wCEMzCH91ZtD0BJYE0OLcGFvMoF5AmlwFxNgEIQh8BA9xeViJAIcYjK5NFYBk8lj0Tho6CSngJP15MnJfPYoO//PPH8d5HFI0veEmP8JEvDJ3jDS97GkHxNJv50TO3xB/MRVUtAtUuhdsQhUoYsgE8ASEh4zIQkHlDCTdA+hkCj5EvH0IXHMT2LyR5BzJgddH7ra61ODlRMMl8saLJU3RF6RkskKJdMVCiikHtOI8JdmFMGCmAQL/Zbc/fOzglDLezVb6OMDvbYcOYh/xkdcpmiCwuJljKwnG1mP0F0w0Xqdtt9eVU8fdf8A7JH7KvXklvj6qyC9K5n4YDJxl35FJrc+I6dJomYm2QADnyTSP428Z8msOY5LZsULBAkCQaJAkISnME/U4+pdlQtE6V5CrDNwwUvIAkGYAJUCW1Xc8WlMhgTOeAFJJuZ/EXdv1JGoT938JrihNouKbq6q3l6qvj7oUhAn7uv/unqdbA+5+aD1Fb0R0qj5+Gp5eJjZ73Bx3JHguCNzm+19hw1PnTa+cNxQ4bC+zm1TlSPRa++VahxxBz08rXO27f2QmNY62b6DcLPwWscNA5UT7HFVheOqcreNxT6O+T/9sFHPUGem0VSDJaoEyqJ7FYgCldVC9+e7Fd6FuxStD/c2frhUycRK0cSqu/fikhlz9EL3eZTE/lxxyrPpmEPLYYfyH3ZwvLfRv/WNdra3mDFjiozCONUZ4zS0x6rOGacwe5KSzmRVfempplKapjIz50/RmjtlzjxZ3UUEmfTUCO7BElDv4+n/qSFOp696rfBWvfpUwucdlsDlAjKR1l4ir2s5edZcBE4zTCeo6kxSmmVmsfyHXw79dvTosWPHjx05EhgUePzUiZPBp04Fwb9TwaeC+ulUEDwVdLKfToUEBYUEBQ9YYCK3czIYdEqoUNjsqZOg4MCTIYFBp04EHT584teTIXuCQxf4+Mzx8VHzdNf0cZ/utPNbcnTU5Utnb6Xk0OFLm/vkUVllRQX85cEZJm3Icwc2EYr43yvr+/i/aUIm+DBM6JX8f7bX0j8G9ON0n5pXH6O5Ptp7WZnoegY9qTL/zA3215MJARIw0yernlg+cEMNTLARL4etVVZVPn3+vPTp09yiB1eKn+5K4045fuHLqIxP4/Mk4vOEXd4TGKRE1ivnO54hnsASS8SsgnMDBpNzPotO1Yi6RsW5720CQWeX4NGTJww2A1XH4gr7u/cSHiQRjpD0EMgrcVlIfC6sQucDk7Cp9+/D+vmFgB1MOotBLSwAxMkH9uDhrvA8NhIiEzQ6gsgEbQQVFIYHHC4PjoOOOjvymJwCABQ6nUPP49BzigrTXlQuC6F84bD3E/ffh/idkvAPEt8TIv5dOGl/LOnn06TfLogdvih27Ip48C3xMEQmvaO5SHFUfB1QPWWiahkusowuESk2Z3AiYwiF/nlUrlRE+kjfkySDFWONl01CLRSsFAytFY2WKpmiGH1506VyKHBlmbLRcnDsYAa5L8KOb6ClsgaWSqbg8MHC5UpmqxRMVsgZLlM2Xa1kslIOEw52d8DBWg4LFQ1XKhqiX2d7toA8v4H9Kgx7gSlsSh5VULUBHw52PXr23C/05021c53u7afug7xqJW9v5QB/BfDL/QOUfQNU/Hb1dcf/SHjMxEPG1XWKk+tIe3fSTkQmw4FMKDni5DzUZhE1cc/9PPyubvrjaZdYOtd5utf5uteQdK7yiBm0BAuexeJrX+URz+oJxRug4CVzrnJmXePPSHkwOj5/SGyuGDlfAvcVlYzP+youbeThqGFufuPcPeQ93RXc3YBM1Hy9CTjBYBag4rMLyRcuBVyTV1cDmARn4yARUAczGj5eei5O6+y2HbDbcn77Ouq2Vfd3rnlst67CYUOVw4ZKB1vcWU/YR+Lv0YZ3EhxMjfOaWrd15Y5rnnpu5/t7nHF1mTdNS0vXXN1wiZzeYhR8BSiCRyHg3pN/W0dCQj08IAzignsbXqhqukIFHHf9hQqmllNwkJiS/kJzY7NnN5PLgvc9/sm+6oBdmf8Wno9d7rd7ye5ei6fPlJ8iM0Vz+ki1aaM1Zo9RmzNeWVtKzWCKptEkTaMpM82lZ8+T0VmAsERvcU/Ku7zhUgIVeok4NuFHRskUBaQp47MgOAQwSc4USQH9lICKhsE5vt6NUXiCokXQDpaCMUDRUnl9K1mdJdI6FlNmz5edM2+ypp7idH2vgB9+PxJ46Mixw0eOHDt+PPDUSRAQQ3BwyL9loaGhYd0KDwsLhSUhIQBFgC3Hj544fvzkr0dP7D8W6PL7YW1nl+lentP8vDVcHJf/8H3ojZu38mlUNq+k5EHF8+d1NXUtTaizYltbR2cHwMfLlx0vX7Z3vuxEEsIIzHa97OjsAv3X4UTIBB+GCb2S/8f2OmYMKM/49Zf8E5E2H+1/1/AQnIg0kn90wATsnxszITBj4NaHTKqrq8vLy58+e8YtLGAVF1/OoYdSi4wjrk+JSh0enTEIsCQ+m5SYi0ZIEIeg0ZIeMgGh4lSokFH+kJisEdGpZuczWbhYcNtLQWengF9YxAJU4LFYLCobdxfpL84bhBkDnie4hcHnM7Pz0wuKuUw69T4fYITBYtHYqOIWnceDnaAeJiB4IZuI5mLBRmCPDAYen+HzWXQWjcrjANDkoPrBwEPoNXlsZtbDUvL9skkOASO8fhd3P4LJJEzsuwjSgR4yuQRkIhEkJBMxgkwQluSTULo2k4Si3VDiDQps6yYTySSGWGzuMAptdGSm2qkbJPPNn+ktHau9UEp3kYyehZzBEnlDKyXwUUAoh5iIhCHIBHk5hIeEJYzpkke/TC9D4y3oZ+mVsvrLgExgTSXwnIzA04LpcnmD5crGa4BMwMcC70raYDGQD3YZ35lMFAytwJmT1bWYqD1/pM7ccQttZrl5A5xM9QtA3UjA7d61S3XXHnkvXyUffzX/3cgd78Ueb1dvMkF5JnavyESSkj8onomj4OjDYrKHht8dQc76Mirti8h7X0SkgT4PF84Q+ioqvUevlkSmfwkzf6QRkemEYP2vIjOGh6d9Fpk5LCZ3WAJTEmEJ4GXuoLjcEfHpIw/HDHMLGOfuJefpKe/uruINWEIIkwnCkt1IvgAnAbCkN6dhekElg7FwhomXx3zHnc6bNwRuXnd103LqZpvCbSvLdq4pt7etRnCyHvW/+6POd/+k6pxtqx1X17muq3ZeW+6y8ZmPS46Xu7fFYv3pczR05qmZ2ijoo94miGZRBWHCa+97dxHqSybIWUfjLfImy+UMbZQMl6N28qZWSubWMqbWCmY2U2YYRQSF0SOP83/z4+61Z/pup+92o//84+k9+xdoaitOUZBR1fxGfeq4mdqj1LW+UdeR0jSW0jSZNNVk0kwzqTnzpHUWyupbwCeOKMaFPkeIuoU4AXvsCbKCg0H8jz90uKsjGgJCB/w6meBe9QAnKxSMkeDleAa9/I3C59gjTCbw+bKW0V0CVwyOUGa2+SQNbau1W38+FHjocODhw8eOHjt+4uTJk0EISgAKwsIACkD/skVERACogAUjCwnE5AQc9fORY3uPHV/57bdari6q7i7Tfb213d32xSekFxYz7xc/efasqrKioa4BNQht60A930WRCaaTj2Tyt5jQK/l/bO9MJn0S5f/+1OSP9j9tRHBgX77tuS3/sRG5v55MiKGS3lBBGLFk4NabTNCASWXl8+fPy8rKuHxePpN5MyM7+l6ex418tcDzYyJTh5CzxOKzSIk5pIR8sUQGuOBENjxyvoWDJ0yJOOYgCm1YdOaYyNvbch8UClCx4C6Ak7ZO3P6QyUdjGkAar4KvBiJ+Aa7cxQTGQLFYqPvJw6J8HodfcJ9JY7BZKKuExszjFDCZbCqXx+CDuEygFAAhDogPYnL5DH4hkwmrMamwkfzC+9lFJen8otyCYhZsh4V6qeTzCzOeVtuTLw3fuWeQ12EJ/1NiiEyiSPspmEzOk45cJB2/LCST8HSx6Gxxcl4/MsFxbkhAJojfxBMZQxMZn0RlKFCyhm3aTZq+cISWxcTZiEyk9BbIGlrIGYEzh/pnAzagMJhugStDAIk8juaSM7IivBkgDRWz5eBaAWmomK5QNlmpDO6RobW8gSU4hdiRAjJZJqsHlLJC2WyFkqmNshnwCS5w9O5kIqu3BLBEas58KZ2F38w2HzZVT812u453gKa3n6qfv7K/v6Kfv5JfgCJgid8uFW/wv9+JTHzkPVA0l5ST+wh7T5Kdn3Q3mQxKoEnGMyTjmINBMdnD43KHRNz9LCb989gMQsNj0nurZ3nPU72XDFiZwyLTP4/JGRaZOZxMlYjMIUXlDE5iSaCDyf2Kkv71IfInrnvHu/rJe/jKu3sp+yDYwBKOmSj77lLCAyaqvv6q3YWVgd9AiiB/XwXckhLgZJq3p5Gb06odm/etWx29Zvn1tVa56614W5Y/3L7q2c41lQhO1tc5bax7A5nUOqzrUZ+n/j7VOq4DMql1QWFjVY4bXjjvKPHxPO/ktGq27qzZpmrG1vL6i3HmhrW88VJw32UxbPe+tXpJiAFCdZOJHNx4pqsUjVYrGK6Q0V8MHxAFE2tlY6sp04x+OXDo7P7vb+/zzfjB79b3/teO/e6yctUsJU05aRUZ1ekT1GaMVp0xbqrOGJXZ41T1JqgbTdA0mTBz7kTtBRN1F00xWCJjiIb+8A8BKKUefRy69y4nHDzBY4wwg8gE2AMOHqE+iMCSHjjBAWawZh8swaMo3dsUoX5kAuQjC3BiYiOlu3CK9jwl3fmKs4wOHg35+dCJQ4dPHDlyHLgEFbfCNBAZFRX9YVhMTEwUtojwCDiykJCw4FPBcKyHjx//+dQp38AT5l6eM3y91Lw9NJydVv700wU6g//s+aMXz6prq5oaG9tagEuATDo6CfIAdXSTCV4AzAICaMESuvj/URMywYdhQq/k/7H1rRds17+3d4/hzhWvr/zP/J790f53TZi21Dtb6T1LHv85+2+MmQCZVFRUPHv27NGjR1wuLysnNyU1jXz99v4raYsjL08JufZFTLpkXKZYYg5qpIh6m6BGE3h8ABxx1GdQPI4lTmEMiaMPj84YG3J134O6IpxkAmQCIMVislmITDh4DKQve7xNqLIwnQ1TJpvLLeAU8NPptEu5eVlFD/IYvMKCYi7KI2GweHQml0Zj57G4VA4XJa5wuCjDnoU6ODLYPHhIKyiEXdN5bBagyE1OYVR6fngq9QqjKI9bzGLzCvk8KoOZwSuOYRQp7vptqOcvkgGBiEy+jSbtj8Nkco505AKQiXjwTSGZRPUmE5ii64B7m+DukwjYCH6jfxKXNykhZ8JBMmmO1aczF4yeMX/irPmTtOdN1psvpQ9wsljBAMhkhZKhjYrJcowWONiDwBJTJDSDmAR8qaWKRlZKRlYqJkuVjCwV9BdL6ywGjFExgdfCEitlFE6zHFiFiGXHDd0WKZpYAZkAzMgZWL3mKr1BvclEGrd9ADKZqDV3/EzTLzX0xhgsmOPoOdXDRx3IBLxtX195cND9d6n771byBB/9XcnES8bFQ8rJo5tMUobHpktQciXiqaSYXNSeMjb/06i0L8Jujgy5+k3IlR6NCb78Jo0OugTqPf929bwQNDb0+sigayOCb30VmfEZOX8QhSoeTxOLy5OIywEyGfF77FCXPeNdfOXdfGRdPeH4cSUAwBIMIb4I0rAQlvTUK+vGEj8FJNQvX9XXa46Hy2L7bXYb1/623Dph2ZJrKyyy11pyNtmUbFvxZMfqSgfbGof19U4bexPIByBgkrU1jqtrYMZxY6Xd5icuDvwA3yOrVutNnaOpvxAQQtlsGRCFkvlyGZOl0sj5fmcykTNeIasPsL0SfQqM4Va3kZ+zQENn4QJz6/B9+487OET6+9otWSw7YaKsopq8+ixZTe0xilMnTtWZoKkzWllLStNQZpqp1DQzaa2FU3QtJukhSRlYyhkTHwFUKRgYXphkQvAGBpIe0oBjwG3sl78K2cIijlm4MgrxQkyiZLKSeJW8CQghzauT6iUchAlCH2pC8ImGQ8L8tlRG30Jeb4H0DP1tbv5HgyIPHT159FjgyZPBwQAlgCTRMZS4uPgEZIn/kiX1suTkZGJhfHx8HCU+OjI6PATFdx07cezQqcBfIiN2/PbLLE83dW8PTS/3aQ72+0+f5lRWVrU2V9XVNDc3oUCudmREBjxiE8wkLzGEwKStS0gmLz+SyV9qQq/k/7WJ7EfB2dKnJFf/dT5iyUf7C+zV7Yda1hzsjb5/ew+T3va35JkQM73zTAjGeCfrP2YCZPLwwcMCfmFWVs7NlNvJ127+nnTR48ztmSGXxoTd/JScKRGfJx6fLxZPI3JLxJLoYkk0UjyNRKFJJLAk4uiD4/K+iE4dF3jueGXXIzRm0tkh6CwpK2awGQwmyjBhc3C9YJbogC4RQpWF6bwCnDzCKaBzOUm3UhY5e+2LTmI/fM7iFHB4HCabBhDCYNOAT+icfBYXHgKrAJMA1TBwVS7UA57LpjPpNDaLz3j43J9yTsttz3SHfY6nkrLvP2ayeXwuGyCHXlB4s7hsSXDcJ67fS/odFdsbQtTmEv8lWezQObGjF8ROXBELui4edkc8MkMiBqW/o7YbqDxAPvivEkjYkUUCfmMBmQxKpH8WlaoUfoO01J40zfwLNcMJWsjLn6w7V8pgvrThQjkjS0XDZUqGy4FMlAxxmH6P74KCW5DAoVE2WwGcoGq6TBFcK71FaiaW6iZLYAqgogzPGlspGlooGS0BXCG8LvDq5AwtVeaCw2epYLwEXB9lM/xL8ACGTXqTCcoV1reQmjNv4kzTSdNNxk0z+kxltszilTre/tN8/RU9PJR8fFQCAhR9/FR9AkB/jkymOLl/be8hzDNBnRbzJeCmotAGx9M+jUlXv5Tv+qTNi//Cm/5gF+cxoQB22d8hX2ZpQFGVS3Gj1iUmAPmQ+HxJ4My4/EEJ1C/jMkYdIX/mtmeiq4+Ch7ecu6eSD+roQtRNBmEIIQaR0ENiCa6w3A0neEbNz2eqj7uR8871G9b6L7cOtFqYbL3gqs2C7LVWQCb3tywr27n6hf3aGgfbegQnG/qEVP27akR5L7Z1zng8x2FThf3mSn+Pe+4uK7X15+iZqRsvgfsZfG4ZQ0t5s2Xy+JbrfWv10pvIBPz+lXL6y1RNV6marpDXtVQ1XD7NwGbaLPMZU/XUpFWnKairKqgqq2gqasycrDpjvMqscWpzJmroTlDXmaCqPVldT366icxUY2kgk1m4nSIQiBEqggdAIq9vicjfBIU+wk4J6ugWDs1CdLFCzmRlf8mjmMmVSkY9WqHUa7QEXiVrvBwN+Ig6XyI3DIuAE6HkTZbJmi6XNrRSNVsqP8fM0GL58bCYXw8fP3Eq5GRQSHhEVGwsJTEx+fSZs+fPX7hw6dL5ixcuXf437SK2K1euwPyFCxcuXrhw/uy55ISk+FgKOTo6OPhUUHjIqZjog+SYhXt3T/N00/T1Undz1nd1SXv6tLytta65iQjkIlx2mAJ3dHR2grAb3wVz6CFeLmSVj2Ty15nQK/n/bv0GQ96uP9HP+6N9NNEmEozRPfa2vvt/g/0TYyYEYLyrvYlMWEx2Rkbm3dTU0xcvhSad/Tbh4nLyNdnA8yOi04ZQciXjkAsuDliSyEAluZLoOOcEN4CnUIfE530Zkyp18mxkI+qx2CroahW08oo4iBMwYwBCcHCJLEKAKD1iihQq4QUvZKKcdm4h9/79O0z2it0HZm1wOJ3FoJU8onJQvBaDQQXsYQKT8IlKxAyU785ho1QTlKzC4LIBjmiF/AIGi08tfbHA97shplafmK4cP29N/sPnDA4XZb9w6AweO/vxU5fzN8d4Hxjs97v43iCJbyPFvo8R/zlB7LfTYrgNPJCJWOhtsfD018kkTwJc2DgqSCKOyDBhAplIxDGGUHImx6WP8viVNHvR8Gkm32gYTJhhOm66kZSu+RT9edIGi8BtQuH4RssUDW0UUVSJ8FdVzCQ9oSPYvzG0VjZaqmwIvtpiDePFKnpz5eeYyMw2kwbNMpKarierZSSjZQwPp2iZTZhuKD3HTHqOyYTpeirGFoqGi2T0FuJixMIAlbcLsEQOpQhbyRsukdZdIDVn7uRZZpOBTNT1v1bV+Xya3kw7V23/3epeOMXC3x98dGVvgBNcnqsfgbxJRDSXrIu7tKPbSDtEJrKxKZ9jMpGMo4uRqYMT6cNi07VSeMcEghiB4KxAcKZbp3vN/4VKwhW6TgkElozK4bFpYrFZ4vAWwzubQAMyGXko9lPXXRNdvRQ8POU83BV9vZX8hB1d+nAIcR3gIQhm0EO8jqqv3zQfH21358U7NjuvXHrQckHYYvMzVvOuEWSy0aboFZmsq/+X8kneogYn2ybXDY2uGxtdNzU4rK9z2FjptOW+n3vQju3aqtM0dOYCyqoAkxhaIQzuvnVFSTSZyBouVTFfrWRMgLqNop618pwlU2eaz1TS3OfsamFgMkNjhpKmlszUOZNUZ05URy3ev1HXHqM0a5zybJmphtLqeiCFGabys+bKzZ4vPWuuzJz5CvqLleCoANSNrOVwJxOC3uGzAPc5pgUshBCIH/DoBwjRyNvIBFVGxmSC1wcykUUE0nOCr4S3Twy8CD/RPZIysFYyWyGnPV9db37AD78eCwoLCg0PDgkNj4wixyUkJ58FIrl69frNWykpd27fSrl1N/Xuv2Kp2IQPsN2+fTslJeXa1auXzl84m5R8OiEhJjoihhIdQY4NTk7eFRMzx81Vw8sd4ETDyWH78WMVAkF9R0drJ4rkIpLfQZ0YRtpRXNcrShHCiDDz5L9tQib4MEzolXw0bKVlqBv6ln7d0EFo4cFi8kC7sH+0jzZAAyp+vdm8HQc1+xc++8/Z304mBF38CRNJJg8ePmAwGdk52Tdu3jx/6XJ0YtLhhDNucZeMQ85NCL/1KTl7CAVccJREIYzjSkClcpEXHkcXRynLOV/G3JU6kRzXLihCGfCdrYJ2/n0OB/UqQc3XubiALyEgk555hCtvEBcFYKHsElgLsCa/+GFUev6Mjfbm7v53n7zILeJzClgFqE4XDegCSAYog8MGFGIXsLh89GoQh8eBbdB4qM08l/vk2ZYDB4fN1P1ippHJBntaSSkqV8xh5DPymPe594qLwrjFSrt+/sTnoPieExL7QsS/ixD7MVbs10SxQ+dJR6+In7qBySRDLCpXPDYfeIwUn0eKz5WMzxsUlz8IwQlNnLgm8ezBFNqI2IwJh5NIc20l1QxHTjUcp6k/aboxYMMUHTMZvfmy+otRwzVjJJTajrLbbRRRfq0NdlyEYSTg1oAbpzF3Dcow1l+kpDtPaY6pvsWyZZvtfQ/8vv9Y8OHQqKOhUYeDI349Ff5rcNTvobE/n4w8GhH33ZGTG5w9F9tumW5qoaBrLq+3ACco9/Wc+osgE/x785Ipugum6MyX0jIHMhmrpjdW02CY8qyxcy1nu/vM8t+l7Omp7OOj6uev6hdA+N894PGHwhnwqAe8rKPLmJ3upO1+8jGITCQoeYMSGajiWTxdIjb30+j00bHp4yLvTgi/PSlCqInhtwYiuG/fRSlTolLHhNwcS8n8LCZtcFyORCK8v/kSSQyJRNqXlKxRv1OGu+6d6Oqt4OEh5+Gq5Oup7OdNRHPBiRMhW7jBCy6p7OergMkEaETNB+SP5OU729N7gYPDetu1uywXnrAwi15sem7p3OvLFmbbWnM3LSveuhyRicPaase1dY7r+oDBvy6iWnGDC8zbNjih+K4qx/Wlnvb53+/dqKs/a6aRmoGlmrGNitEyeX0ixbzvrdUtkWSyVMZwCcwowY2nY6E2d7WG6QrVmXPnqM887rolI/D7ILft8zVVFeQV5abNHq84bbyK1mjlGWNUZsGMlLr2RGWtyapzFGYaTZmqN2WaocJsc0UtJGXteTCFh6r6i1QMFinpL5TXnS8921xOd4Gc7kI5vUUgZWNrJSMrBQM0rtKL3oWUIoenKHYL0wgx85eQiQwaw7RRmDN/zTa3EyHRQSER4RER0bExCUlJ5y9eunHjVmpqWkZGVk5uXj4tH0Sj0/4xo/cyJjbhAzo6CCqVmp+fn5GRnpZ6N+Xa9asXLp47ezoxOZGSnBRz7nzcndS1PxyY5u6m4eet5uE63cHuEo9XKxA0dXW0dba1wwRFbAGitBOJ7ugBCulCgILy3xGzELTy34YTIRN8GCb0Sj7aR/to/7/t78qAByO44k/bm8gEvPjs3Jzbd+4CmcQmxp+Mi99PPr055pJS0KWvo+8NI+dIxqEMb9T6nSAT5JqDE0mTSKBLxOV8Sb43KfB0XCdBJi/bBB2FRQV0BhWll7BRMxNcNau30EKY4rERoYATCME8g0kr4MEqNIATIBVqQTH1Rc23yRfkbLe5xsbnPi7N59BYTCofNsUCLGGxcMlgHpPFx2kmKFEF91sEKEIjMHxODjwuf0G+c3fX0cDswmIqn0dl05mwagGLymdkPyy58rjC4MDxzzwPSOw6KrHnlPi+UIkfo8V+jif9dpZ05JLYyWviobdJYeniiEyoQCaozWJcnqRwzIQmAZBGDCLFMz6LzZYj3xu6Yy9JzfhLDcORqjqTpxtNmGowRctMWttcVm+BnN4SeUNULFjWBCUNywMPGCMmwcEeyJshnB7k/eBwL1nthXZ7fk1llRS+qCutaix8XM598Ph+2dPCh49494tA/JIH/AePuCWPSh6/YPLv3y99XFBadv/xs6LnVaxH5Qkp2eB+9XGb+qsbS6xl9FGaiozBIqk5c6Vmm0+eYTJ5uvE36rpfqelIKs2cvsVBy9N3GnK7fQFOFHy81Xbv6sMeb5eit1dvMhF7RSa5pDjgPSqJQhuUyPokjjYsNu+z2LxhUdmfRYOyQJ9GZRIzb9GnMe+o6OzhUbnDIrLgPh8clytGyUUpQ2hgEGgTyCR79O9xw132THD1kff0kPVwUfL1ADLB6e89YyYAJMICXEAm8ji3BMhE3RvkrwHy8DJydV+9dZvLimUHLczDFhnFLzG5sNT85vIFueuXFmxe8XDrysc7Vz/HZFL74ZFJk9umGoe1ja4b6p1t6xzXVtuvrkOt6LdyfV3PuLuaTp0zU3eBpp6lqoGNKty0BiJCB/GN3Z3agefxciCT7tFCYytFI0t5/cUI1OfMmz3byH7pYlbw3kchAfk/e/24cvFUaSlFVU2lqTpyU3VUtY2nGpjpmC/Wn2dpsdx2o73bdg//7V4BO3327Ps98GgoOTg6+VRk4oFDp9z3/Oi+7yfv/b877tq/3tnHZqvTwjVb567cZGi9VmfxSnUjC+AWRZ35ssAwOvOV9BcpG6CRFiB5OAzis4lLUxBAhUrn4flXZCKHo7l6nykh4fnidQg46V6CArqUTJcDg+kuWPnr8YjQiNjw8MjExISk5MSLly7dvJUCTAI4wmSwebyCwvuFhUWFRf+gFfeznuUwLSwsLCjgw3c4g07LzshMu3vv1q2bp8+dPXvpYvLlyxfvplHSMmY7O2l6uU/191Z1sl/z44FHL7vqBF0tnTiiSwgnbWikpKuzrbMLk8lLwBJUaR5hCSwXBnb9d03IBB+GCb2Sj/bRPtr/b/tryITgBzBACAIn3t+IzRIzBJk8f/788ePHBYWFNAbzbnr6pRs34s+eDouLOxEbv4tywTzy0uSw68Oj0yXj8sXiciVQhkl+98gJTeI0SzyRLplAHR6bPubkuRN1gmIBbrMoEHB4PAaLDVMen8tk0vg8Dmo8gvM6OLjXOw+LaGzC5QF9MLuT19EMm01ns2iFPDaXxeTzeLXNLfnFDzKeV6rudNHz3XOBw84v4vMKuWgjXDaLg1/FY3C5dC5un0JImBAP+FLApvHZsDn6/QJGYQGjgMvkAdDQaBwas4CVz6XnPSy5+6RyxYnYEe4/DvI7Krk7UGJfsPj3keI/xYn9dpp05LzEqWukoBvi4WmkiEyxmDwxcr44GaYAJ1QSMBtAGoUmEc8eFM8E1/Yb8j3ZX6JJuksGTzUZoaY3TtNg0nQjqVlm0rPnyeLuCmjMxMASuWU4Ubi3y9ILTlYqGK9UMV2jaGAzZda8g6EJjxu6MpgFuawCKptHZbFpKBgOLhSLzqCxueh6sbhwtri5JIuJCppxOPkc3v1nVZezmChvHpVqxfFjfX63fl14taVy+hayugtldOdLa8+drGU6cYbRWE39Ueo6n6vM/mq2sY6L50wvH3UfH2AMOV+QN3jnffDjLcJjJu4yri7STq6j7DxIO16RCapvlkgnobE42uConM9i8j6Lzv0sOmc4OXc4GaY5QH3EzNsFqw1cw2NzhkfmAJx8GpszKDZrELyh8LYm0MUSGQCcX5GBTCifuewZ7+Yj5+kp6+Gq6OPRgyUgPE4ixBLVAJRtAmQihyp3+amiPBw/TW/fOZ5eC+3sdq5e9a2VxfHFJtEWBsmWRteWmaeuWURbb120ccXjrauf2a994bi2ytm2BjVD7K6L9Q/W4PpDwVHV4myTWuf1NS4by902P/TYRg3w2L18he5UnRnaC1V0rVSMlisa4hhFXBoYhG4q4R2+DJx4GYOlRBUskCyqzYBXQF1Q4M4HULdUMFysomU4V3dO0n73sjC/qkCXBz84pvo47F270m3bTg833117D/z46+/Hg4Lj4hPPn7947caNlLt372ZnpFFzUVdXHhd97fAA0IvuFxcXPnxQ+Aig/SH/4eNCgPmyp8z7JRk01rXUjHPXb4dRzhw8Hua17+B2j12WttumG82Xn6GnoGWkpDtf1chSxdhS0XCJsrEwb17emDgd3LDFdKWiyUpUwhvpVWE94YdIeL5o7EXOCNGLtL4VnDUifyMrBSMreT1ERHYeeyNik6Nj4mKio8+cSbpy5eKdO3dycnPZbG4B//7DB4/Kyh4/efr02fNnT+HfP2XwF6HHXmDrPQ8rlJU9elRaUlxUyGKzc/Np99Izr928denatQvXrl67ffdSVnYAJXaGq9NUb3cNT9c5bi5Hb1yv6a7ZCF47wAmASFt7CyBJR9fLji6BMOsdl+oCVOlAwPKRTP4yE3olH+2jfbT/3/a3ZMD/JdazKZgBMqmuroY/Nk+fPC0pfgB/DrPy8m7cvXPm0sXYxMSwaPLBqETbqPMzQi+Oirg9hJw9JBEPFMRT0a/aSXRSIo2URBNPpksm0T+lZI8Ivro1u7gA9zOpa2nlF95n8/g0QAY+rv8rbDaCEk4wjaBAL+RF8IRdF9kcnCsvFIPFogLRcJg0HmBFAa/jZRfATf6Lih1RCYpbHX+7eAlYgooHXsA/5xcggoEX4vJcNA4q1YWqdbG5dDQIw2PTuUwaGo2BfcFZspiwABcXZgCTMPOAW7L5/HuPYOMXvnb9abDvsUG7AsX3BomhgC6K2K9JpENnxQKJVJM7YhEZpOgcgBOJ2DwEJwhL6OJJbFIcgxRDG0qmfkXJVIxNkVi2g6Sh/5mGwWhNw/FTDSdOM5KePX/K7AVyOhZyqNmipZwh4ZMhddMITInSojb4d+UVQCYKhitUjFfK61jMmr88KP58k0BQ39pZ09BUUY2a91dWlL949hQhH5wjiw6EBteKSUdDSXCWDCaDX/Iw9uxlfcvVvcgE/eL7h2QCDpm83iJZvQVTdOZO1DIZN8Nw7FS9Meo6X6vM+VJTV956tYFPwFRvbyATpQBfVHiqH368RUAmcp4e0q5uU5xwnskOPzkgE9x5He4lEjlPPJ4xODZvJCVnRPDNMSG3Rp+69k0I6CpoTPAVYubtgtUGrm+Cr449deOboJtfBV//LPz2J+RcEry5CahA9qB4xtdxOWMOUYa77Rnn5iPr6SXj4abo4wlkQpThIsiEwBIU3+WPyETB30+eeIh7LE738jR1cVm5eZPXUsvfLMxDLIwoFgYXrIxuLjPLWreYuXHpg42rnm5dW+5oW+60DsikGpPJ69Wx/mXV2a+rBTmur3ESqtppQ6XzhlqfHXzPnWddHVfO1teaZqSpZ6VqiDuBiCITHMi0XMlspZyxDTAJuOlqc1fhBiOw/jI5fStZ/UUyuuYyWkYKKmp+21cxog88C3GrPbqz9qALw9/h9qGD8cePxYZGnAxEPcujoiKS4uPOnU6+eunCrVvX0rJSM/Mzc+m5VEYek56PhlvRdw4ag2XAVwqPC8iOyo0DtHNQeCd8Zjj8Ak5BMb/4Eef+g1wm914u7VLK3cDwaLdd385dvn6i+hw5LRNAFDmdeWrmcMBLVOethMNGoyhmK9FvB8Yr4NOE4rsMlylhOHn1IRKe73IF01VAJkpmq0C4SLEN6q9qYKGst1B77tKIuHOhEeTo6NjkpMTLl+EsrmdlZbJYrKKiktKHZc+flVdUVFVXVcMX9T9p+A+O0PDfCuEPZITBClXoe+fpk8ePikpK2LyCHCr9bnrGzTt3rt68fiPl1pXU1ISszBX7v1d12DHTz1vD2dHq+++YNbUN+Berltb2l4hB2gkywWFbL7s6BQSZwKPOl+3tXR/J5K80oVfy0T7aR/v/bf8NMgGDPzMVFRXPnz0ve/iokF9IZ9DTMjOu3LyRfO48mZxwPDrRL/a8deSlKUGXv4rN/ASwhJwniTuZkJKYCE6S8yTOUMUTaUPj8r+MSlcPvZovEFQIBNUtLfz7fG4BF9xlBpPOx5WDuag9O4fLJ5q0o8YjIOQwvIr4QvFdRIgXr4DF5tC4bBrQy/1Cbqeg82lleXpRcQiVO2XVJo+gsOwHDxl8PoNOLywsYLPZHA5sHe0F95VHgydsHiITDgf2gvYB7ggX9YJHLgnskMVgcMBHYVLBOWFzGJlMdtbTus2hZ0e4/izpc0Ii4KT4nhDStxGkH2JIPyeSfj9DOnaBdPIaKThFLDydFJVNis4Vi8kFOJGMo5HIgGpMiUSOOIX2BSVPOvreNwHHSNONP5mqN2Kq0RgNowlTjSZPN5GZs0BaeyFgiaweYAnR0AAFsRAZwN3qIRPwbFDECAptB4owsFTSXaBpMK+qpaulS9AhEHQS6upqbGjgwXmjawcuF4vBZhQW8jlMOpfFul9UcvNeps2mnShBBf1S+w5kogBkYmABnqKUzrzJ2ubjZxphONEfqar9hcrsz6bpzrZzneUDrrkPGi7YhdzxPvjxFil6o8EHTCa40yLOgP8iJmMQOR+QACXBR+d+GpmmeTbnmEBwqk0Q0iwIbxMqtPXV/FsEqw1cYS2C0GZBaKfgqEBglnp/eNRdidgciTimRDxbIo4GqDnyUOww192YTLxlPDwUfLzReMjrZELkxMPZYThBoyhK/t7Kft64UrCr5Y7t29es2rdk/vEFRpGLjJItja8uNUtdMT9/gxV/68qyrWtebF9X4bS+optMUBUsYpjiAxozgUNaX+u4ocYJqc5hQ53jhlrXjWXuWwq+8/t1+XJDDZ0ZOhaqcK+iItcgEWQCTKJsvkoepmbg1qOGnvIGlurmKxUNrKRnmStom5lYrdr30285926XpJ5mhO96FuJaf9yhcr9DrvuWGz/tSzjyW2zQqZCgIDKFnJiYeOH8+WuXL6fcvHEv9U52TmZOfg6VSaOj0hpA5iyUpcZmwYeCjooE0lgs9G0A4vM5QPIg9JDH5XY/5hTwOYUFvPuFrILCPG7RjSy674FD2vNtFHXmyoH0FyoYWyri8Es4F1n4jKAP0Qpc+HuZsmgyAa1QNF0pjXNv0NUwtFY2WapkYKEw2/SHQ0HBUfHR5MTk5DNnzpxOSbmRkXmPyWQUFRU/efKsvLyytqa+vh4+341NTU3N/6C19LJWbMIH2GCFpqbGurqayqqKJ0+eFj8oxXBCS81Iv3Un5dadW7fSU+8ymQcTEnVdnae6uWh6uWs42H2bkPBCIGgWCDq6BG1t7W1trSh4S1gwmGhg8pLIh+982dHenXvy3zUhE3wYJvRKPtpH+2j/v+2vIZOen68IlvhLrGdrxJZhF5WVleXPXzwuLXtYVMLlsPPycm/fvXvpyrXkxDPhsUm/xJ52jL04J+TipMg7wyLTBhNFcpNYpHi6WDITyET8dJ5YQr4EJf9zCnXMsYvemQVcgaBcIKAW8qkcJosPZIDS3gELcOYHE5USRqKDmGw6GkXpJ0AFOiufV8Bk0HJZDFptbVXHy45nVZXZD0rPlVZI2ax3PRGcyi/MRw3mYR/w15xJvBQeoD2AK8KisdhU1CeeCQTCRnn3KPMEmAjgBJEKzPDZbD6XzaRTwa2nFz+897xhVfDpL1x+kfQOlPA/Jb4nlLQ3nPR9NOmnBNKvKKCLFHiFFHSLCOjCwyaITEAouAvIJIE5iJw7OjpN7shp0sKNJHWdMTP0R6jpjtU0nqBpPHmG2ZTZ86V1FiEsMbCWQ0kmNrguMIKT7jETEEoIxpH3ML8cRYMYLVM1X6UA3p7+QnX9uZlMfhv8dRcI2uBvOL7VwHNB589isuBc4FS5cDloqB0+kwEP7uXQlm6yk5pppPiOZCJvCMe5WNZwsbT+wsk68ybMNgE4GT/d8BsNvVFqOp8oTJ8833qWm9eMgABlH5QL3hs8/lDCqsGu7lOc3IiqwbKxtzCZ5A2Kp4uT8weRaZ9HZ+qm8E4IBOECQUyXgCwQKvblq/m3CFb7Q1EErxTzEu3ouECwOO/xyLjMIXFUsVg6IpN4VDX468Mxn7jt6iYTTwUfH6LiFhacO8p6x6kmvkq+PqqoZJm3ij+Qiaeqn8c0bzcTZ3vb9Wu9llr+ssgsdIEhZbHxeWuz2ysWZK62YGy0ub9t1eNtayrsbCsdbSud1gGW1DjZNrhsbHDe2CfZ49/WBlQy2GkjYAnwSYMDaH3ljlXVnlsfetvn79u1XsdUe4aJpv4iJSNLJSNrkWQirW+phJgEbjDUsUQF7nYDyyla5hrGS1bbeZy9eY//oKzwfjGfms27lcAi/1QY6PbwN0eW75acXa7Xftt/LiQwNuRkQjw5ISnh3IXzN65fv3vnTmZ6Wn5uDoNOpTMQlsDnH75v0K8fACbC7xdYwuCiyE/0GwUIPvHwFQGfFBYuZc5koi8iJnotEovPpXJ4zPsP+I+eFz6pPkk+O3fVFk0zyylzzADXlUzRjwho5AQnx7+dTOSMl+HREvTRQysYWKma2ijqzV++xTEkNik8JiE2Lun0mbM3bt5IvXeHRs8vKOCXlZVVVlbV1dU3NQIkICog8OAfs7ZehhuQAEggI56CKeBJU1NDfX0d/Pl4+ux50YOHwHXZubn30u6l3Ll54/bNm2lpKSz25t9+m+PhpubmMtPbU3PzptTHj2sEgpYu3Ie3va2jE+Wc4EpcQjhB9bnQKEoHzo//82TiciTloz7qoz7qvyvs3P319ufJpDczEAjx9xmxo+rq6sqKCgwnj4oLC+Gvc1ZW9o0bKRfOXYpLOH0yJm5f7Glb8jW1UxdGRt4dTM4ZlIgbwCcyUeHgRJpYQh6JkitByfs0gfFlWKpi8KXv+C9oAgGjpj6VxcrjcvJZHBqby0ShFEIsQfnpWOBGo+Au/EMmkAsePMFkwmZw+EgsFr2kuAj+SnUIXr5oaLhbUHI0jaFka+d2LCi3pISGW5cAcPD4aNgASKOQBWLx0KaIPBb0uykaUcAG3NUt2AkLjqWAgyqA0TmczJLSSy8aZ31/Yrj7bxJeJ8T9TpJQM/hwse+ixQ7Ek35OIh06h2sH3ySF3hGLzBCLyREn50lSwIfOlyRTAUvEyLmfUTInR9wYsXMfSdPkCyATlVnfqOtMnG46eeY8GW2LKdoLpPUsAEvkDcGtIcADfBfk5SA/xhQ1ekMzRsJRFEAXFPRiaKOEOr4vk9ddoKY/71F1Y+tL4ZgJ/l2uq6mhDuANOV58uJTMggI2g5ZTyGEU8jh8fmFqFtV6g5289lwFIA3AIeQh/QGZEILDkDO0kjVcIm1gMUV/4STtuQAnE2cZT5xm+I2azhhNvaEqM9U3bZ/t4zc9IEDRy/OdanMpefsounvJOXtKO3p+bedFsgtA/UzIaZLxuWJxeaSY3MEJnMHR+cAqnwdfGx16bXzY9TGnLv/l+ib4Sreujg29OSr4xtdhN4dH3BkUiQL2BiWySBSqRHx+N5nsHufmK+fpI+PhhcgER2oRwmTSXSkYrgM8C2Ti56W2y3O6n5u+m6PVtk0Oy5b8YDH35CLTmEXGyVYmV5eZp69ZTLW15m1dXbJ9zdOdayrs11Y5rgMmIQYoPjQsaXBe3+Cyoc5lU53LZoCTeqeNjY4bmoBPHNfXumx64rK5aJdXzE4nU+VZWjrz1YxRnWuCTORwsBbhqQuFsQRuSDVTGyWDJXLa801XbD54MqLw8Qs6r4DGZNNoDFZeLvvederp8HtHdt39we3uPq97vxy4FRl6jhydlBCbfDrhwqUL125cv3PnTjrGEmp+LoOWjz7LTBDidPiAwxcMoAlACXxFAHgQ47GE4AsHDZNwUZFx4suBWJFfwOcV8OE7iFPAz2MwmNyCPCaX9/AZtfDR7t9PzF60TFZnHtCUvL6liulKPAyyXNl45ZuiuQgpoRaoy+FZBX1LZUMrJYPFsxcsO3gsODwmPpqcAN+x5y9evnkrhUaDTzGrtPThixcv4Ou/qakRKADrnzaCRgjrqeULBvPd1oH5pKW+vr6quvrx06f3i4sYdEZOdnZaWmpKyq3bd1PTGMzQWymGbm6zvLw1PdynOTnYfLvvqUBQ+1JQ39LShQO6QPANhhgEYUn3Tt4vA77PH/iP+qiP+qj/ooQw8ZfaX5YB/3cb7AUQqLq6qqKi4umTJ2UPHxTweNS8/NS7965euX76zLmw6NhDsQlelAvmQWcmhlwbTsnGaco01BIe8QldPJEukUAXp1AHxdGGRmd/Hnxj0tFk16yCa62CuzXNN4vL0orLsu8/yC+8T+PzaFwUoYXaH3LZNA6LygJK6YYSEHYOQOBZ0Fk0Bpv+6EkZMElzZ0ejQEB//Cy/umXJ90dVNzofu3g9r6QYwILKzOcUFgD2sOEfh81nsfnY0yAegl55HnhIgYlHVRDMFBSABwPiFBVlF96//eTFvnT6WI/9wzx+F/c+Ju4XSPI/KbY7VGxflNh+CulgIun3s6Rjl0gnr5OCU0gRaaToLLFYBCcSFJwKH5c/hJw1Pi5d6jcyyWjZEHX90WpzJqhpTdDUnTTTdPx0MxndxZN1FsgYLJbFZIJShLuLFOG6PThT9jUyQZW78LjKclkj1IcRHBp5LePSqsY24YDJyy7EJp1AJugHYDadwwPni87nA4/RCuDqMmhcLj81i2a10V5ay0wBpfC+A5nIGy6VNQAysZQ2WCylt2DiHPPxWsYTZhqNU9edNM1wlLLW15o6n8420Pf2n+Hrq47d9D748RZhMvGUc3aXdvQYicjEH8jkM/I9ificQclwRzHEKCxJCmtIHO2TuNxPYrOGRKV/Eps9jJwLgpm/QTlDYrI/IecOjskaFk8dRKFJxjOHnuGKx9MkE/K/is8YdST2U/fdOAPeRxaPmeDALR8VlObuCzTSQyYouAuVLPNW9fNS93eb4+W00G77pnVrApbMP7LQOGKRSbyFycWlZrdXLchbZ8XZuKJo29rSHWtf2K+tdFgDWNJDJn3A4F9Xg4ttvcv6OpeNACe1jhvqHNfXO9g2oKaQtk1um5/brX3obsfbv99O20h/ppGq9gLVN5CJvJGNLOp7uFTNbDlgicxsc+PlW2Iu3WY/eEQDHCi6n52Tw2CwcjOzslNu5F07nxkXmhFxIiP01J3wsEuxscnxlAsXTl+6cv76zeu3797JzMzMy8slsITNpHPYgBH4sw7C0VzENwB89tHYCTFUymOjYuUoPw0+/QgGWCxURoIHq7JZDAaNwWRweBwGiwabgC+iwuKSPCaHzi+mFz86GXd2+tylCnoWigZWABvwQYZPE0jegKjf9erj03O+SqawmjWsrGxsowyXQn+x9CyznT7fnoqIjSbHxSUknzl38eq1mxmZ2fn5+SUlJc+ePYPv46amhpaWprb2lh4yERLBP2JCH/+t1tHeAQjT2NQEf0Sev3gOQMXlcGjU/KzMjPT09Dt37l65fTeFw3M+cXKqvcNUd/dZPl7T7HdGZWVW4hIpLe2ogjB8feFBEqAQIqCL4BHif2juT1ifv+4f9VEf9VH/RQlh4i+1/wyZgCEyqamuqKp4+uLp48dlJcXFHCYzJysr5fbd85euxMbHh1ASDkTFb48+rxlydVRU2hByjng8VTwhnxSfB2SCusLHsyTi2WJxqHU3+I6jYjMnh92QPhxndSb1cHFl8tO6m08q75U8zCkuhr+91OISoJT8wkIQFaYAQlwuIXClGTw+k1/A4heweQUMDjeHSc/ns6lFBZklJVlVjf6J15Q2e1rvP5Fa+jyDx8vncViFvFw2B20E/HEuG15CZMHTYVMc1EuFCf46j40inXhsKo8FonNBbHoBL7+wIK+wKLPkYcrjJ+EFJar7fhvsuHew12/iPkfE/Y+TAgIJMhH/gUL6KRHVDj56UezkNbHgWz1kIkbOI8Xlk1D54NwvyRkKIdc+sfUkaRh+paH7jbr2BA2dCdMNJ840nTDLbIruwikGi2UMlyBHzchG2WiZCsqdRZCggDpJr0Q9sFHsFiqi2ptMZI1tphhYyhtayWrPV9YxI8ikEwV0vewUdHW97GxsrEN1zDg4158LTh1cFVohh8Fnswrvl9zJpC1Ys01WZ76cgSVAEZAJaEBkYmAjbwAkg0oJyRhYSOnMmzTHbLKWyeTpRuPUUBHkL5RnfTpVe7L1yjl+/mreXu9EJore3gqebnIuzjKOLqPs3Eh2vrLkm5+R0yRQi5g8EiVfIpFDimMA9UlScgfH5w9Nog+KB6F89L9HdNiFODlnUFwebpqJqj/DYYijTvB5I+LTRh+OGe62a7ybt5wn7rTo44mzSvqRCWqt6K/ijWO6/Dw1fVyMXO3WbtzkvnTZz4vMQhcZkZeYnrWae33ZgszVSzjrlxVvWvVou+3TnbYVDusqHVZXO6+rdkLDJqA+YPBvC7BkXb3rujo0bLKxxmk9StB3XFfnuK7BeX21/Zp6180vXLcVuDmkeHmbKE2fqT1fHd/nbxozUTVfIadnIac9X9PU+sApMqesEo+W0PPz8wAQaDR6Rlp62u2bd69eTDmXdCs57io59npi8qUzZ69duXLj+pWUlOup9+5kZmVQqfkMBhUAg8mksphUNouGI7UYXBYDlbcAVmHSUdI7KiyOamyAWCwaCvLE9Tb4fEAXYYgXrNYzj2O98gsKWDBDZ9B4BffZhcX53MLCp1U7fX9QmDNfycBSyXApkIk8YInRcvhMvYlM4PThfGX1ligZWqsZL1XQWWCybPPhMEpEDCUmJubM2fOXr16/dftuXj61oLDw0aNH5eXl9fX1ra3NoPaOVnDfe8Yu/jET+vhvsU5EJgAXzS0tdQ311dWVz58+eVBcBO8dsOKdu/du30m9k555MyfvKptr4Oo629tL3dNN09Vp6Xd7WQ219QJBE3BNR2tLW1N7V1s7qhuMSaS962U70XZROIDyJ6zPX/eP+qiP+qj/ooQw8ZfanycT4ARiRsgNf7/BvoBMqmqqyysrXrx48fhRGRo2oVLvpWdevXErMTk5gkwJjInbTT67JOb6pJOXv6JkSyL3MZsUnyueSBdPYJHITMlELhpCSaCJU2hDKNQh4alfR9755uSFKb9TjEPObj97+2g+L4LOp3CKk7gPzvAenOM/uFhYerng4c3islvFj0ApRY/uFJelljzOKH2e+fB5TumLzAdPsx4/z3r+4nbZkwTu/bUnImW2eM7ZdTjqYX1KZUvqk/J7pY/TSx9nP6vMfPwiE9Z8/Cyn7EVOWXk2EsyAnmU/epzzqCy3tCzn0ePMsicZj59kP3qSVfb0+v0HV4pKk7nFUcz7TskXp7j4feayd6j3L5Lev4v5HBYTkkmI2L5Ise9jxX6MJ1JNxE5cIQXdJIWnkqIySdHZpNhcEiVvUBJtaHzOuOi7cj+EkdSNh88wHqU2Z4zK7IlT9SdMM5o0y3yK9nwgE1kjSzlj1C2km0yWKXeTiYLxSllD8GMQmSiZLuuJ5gIsmay/BBBFwcga3Dh5LaMH5XVAJl09ZCLoamisA8eL6AbD5rNQ5QAhfzG5/MJ7uYx5qzZLzzaXN1giZ2CFmqggMoH94hGbXr5UP6F10AwciYGwH7yUlpkU6m1iNE5db5S69nD1OZ9pGcxwcJnu5YV6m+CW52jQAEd2gbNOqAdIkPAKSt5eiExcnWQcnUbbuZDsvGVjbwyPTYP7CohXPIlJSmBKJHPE42kkSi7uxQ74R8NdLP9KkeJQeWIsKgl1V8zHPWpog5K48KxkIgOAc1BCLiaTaEwmnvKeHvLubkrenkQxLoJM0CkDmSD5q/gGKHv7Kfl6a/h4aHk4WNhtcVy95ttFiwIXmkQvNEi2Mr+4dF7qysXUtdb3N64o27rm6fZ15Xbrqx3XVTuuqXZeC6pxWgd+v5AHsGoc1ta+pnU1WD2Fs/ro9WdtsWCm78t71oHt410IH2IJ1yRU47Cm1mk1kiMqz1XtYAsHXOO4psZxdZXDqjpX20qHtZXOG8s97Ni+XvtX2mqr60zXXwy+OI4JtCbiFXE6OBozkTOwRinyBpbKhkummVlfzWTSC0oBGlDOGJNOzc8D7zYjIyPl5vWb1y5dPn/2fHLS+eTkC6fPXL185cqVyykpN9LT7+bkZFKpeagHIINKZ+Qj0sCpIzDlsuk8ROYAJ3T0QWCjpxBvdJf+Q3X5uAxUUpwjXF/4Ei5iEhCPx+RyaQAnqH4gGm9BRTnoHD6zsJRy6Y6iznxVIytl9KlEkZZygPG4EreQTNAvC0SIJpK88VL0iTa2gfXltBeo6i/c+/upUHJSJKrHlXT23PnrN2+lpWew2JyHpaXPnz+vrKwk4rgQkxD6IMmks70D4KSlpaWhsaG+rra6sqKs9OH9ggIGk5WVk3sr5U7K3XtXgU+Y7J/PndVycpju4zXV22OGk/2+xPjnAkHDy652QVenoKO1s7WtC+WcwDYBS7rJ5E8OmBDW5w/8R33UR33Uf0tCkvir7X3HTITQ8E9aTV1NZU3l86pnj58/ePiQzeNm5uak3L178eLl5OQzIZFRv8YmOFIuagedHRl285OEfHAiwV8UQ3EvbPE4NonCJIEfmQDuIwP1+ojNGhKTMTwidUTwjW+OXpj0W6LUgQj5AyEav0bNOUrRAx2KNjlGtghOsgpOWhqcYBOUsCwofnVosm3E2R2Uq45Jt5wSbzgl37RLuuZ0/s62pOu6B06M3ek72i5gQcTFDRcytp2/tzXphsPZW05nb9glXnFMuuaYdN0p6QZ6VeJN56RbIJh3Trzhknwd5Jx4zRmtc80xGU3tk2/YhCTPP06Z8d3xSe4/DLfz/9Tl2yGeP0l4/SrufVjc9zjJP5C06xRpD5BJhPj3MeIHKOK/JIkfPid+4orYqZvi4WniUVn/x95ZAESVb398AHW71266kVDpNulG6TLoLmPXXd3QtTtQ6QFUVGzpbiaYoZFuGGDocP7nd++A4OrGe7tvff/Hed93986de3/33nHifDi/cw4nlmrCCRgWXfjRjRTxqBSCptk8SdUv1ykvFpVfIaG8Rkp97frNvPJaeAMTXlQp2FAQazA3+y+sOCQAn5jiARPMs0G5s7zqJtyqRtzK+nxKurxyW9ZKKtR19I5hZPJySn3MfjQjBRXmIqOOLmWYd4XNbCmvKM/IL9xubgcswaOgxaukx6OsD2fkU0VlhZA7pQknnb6MWcL/4gt+JHIuVQz44Fh5bVReTHbrKmn15ZKqi8QVvxKX/0hs48otuqqB+8T8/MQP7BcJDBADGgkIEAoMEj14UCAoCPz1mYgCTrwo+PH+AUK+PgJenjzu7gudPXAy+TQyYz4ROATrloNqUpM54iiccWQUoAM4iSGht9ZfIBxLph4inAYVccTlccTlo24q6ERoBzgpF+rxn/cFMWPR2ciPfA4s9fIFMhH09RXx9xdFTIIkipUPRrgVvE8oeL9I8EHR4AOiQQEbAry3eDpb2lsGG+ie3KZxXUstTg8lvj832ZZnoU+1Nq51NG/dY9nhbNXrYdfrYQtkwvC0ZHjs7HO1YLpa9qNO8MADrwQPYSMTQMXFos8DwQzDGR7aAC0wPW1Q23gsiAHCAhr4rDCbXhd4yhY4p88NxtyJxkTPwlEo7gH7oIceVgx3gBM41mYKS3aCsNFgH1haMj1haYFmcLnZMT3s+2BA2MfNvM/HqtNjB8PbqtfHvsdrd52fd6JfgIWsqqLCNiFFHWH0LgLGNkT5VJummoeqmQipIjIRUTOQ2WxUWttSgsKaqFxeSXFhYWF+Tl5OWnrq02ePHibcvXfn1p3YmLu34+7euYXq6qY8T81IzMnPLCjKKyoqKEWFLUgoYAJMgsHGq3LkGJzgAuSh01Az1lJU9aKUDOxRSaOUFtPLyAAhsCeQCVANWoePD51cXk4FEgGAIZOKK8poFWV0KhlYpYJcVnM/LZ9fYbOgqq6wBpYtg31UBTRMhTTMkDRNhDThIwwf81eV9+DjjM3hNOBX2K5tuSskOvZmRGRkVNSd27efPHmSnpFRUgIsVI4HTPAyXHiuOfLQJ8bfTTLBkkEmUI2toeGhgYE+BqO1uflF7YuK8sqCwuLc3PzE5NSnySmJOTmPCvLtf/pB3MV5nb+ftK+PZlBgcl1DD4KTiZHJsXHW+PjLsfGX4zDSy7EJ1gQ8GPuv77M4V5trzuZszt49+7fIhI0K/0Hr7+vvZ/T1dvX2tPe0t3bUNTaUVVUUlhRnZWc/f5Z4987dmJiYixHR30be3hmewB/y+POIrPeJhVwxKELCGU3iJFJRN48Y1B4e/DwCEftTd1QeV1j2ezcyP7ic8vGFZx+djP/4l5iPf4789KfwT74L+Wj/hY+CznwWdPpz/+Of+x793Punz71++NT1+09dDn3lduRrt8Of7T240PPIZ66HPthz4HOPI597/fiJ5w+w5zznbz/zPfap108funz7mft3X3h894Xbt4s8Dy90P7zI/chMwSCgr1y/+9LlW1xfTOlz1+8+djvyqfcvH/v8Mt/zpwV+vywIPDk/+DRHIGDJOc59FzkwLCF8e53j+1CuIxFcPxG5jt/iOnOf6+ITritJnNczOENzOMIxOIko+Dg8lzc66yOPIwQp1U8lFL7GsGTlOtW10prcG7byyWvzKuoAFSD/HpvZ8hZhMYoZZAJYwqtuCmTCowxgoMsnt5lbUr6ugwFkMv1TM0UmYKgYAE4maNYKFdUaKqssy8gv0DK3WyOtijo8KunxsskE3CZEPohM2K24ZwlztqbJxFgA/Cq4BgU9XnkdRCbrNVfKaCxdp7JIQuEzkQ2LZNUkrB03gneOIieBQn5+eAxBeN8+4f37sEgC0isyCYQ9A4R8fAW8vBCZuHgSnAP5IhM/i8haEF3EBRDC7uNJ4oijormC6E2F3lqw5d8WeYamN8LIRQTAEkQm7MgMJyKTEq6YwvnE/C+iMxeejf7Q5+ASb18+P18BXz8gKwASwJKpyAkWNgnaJxy0XzjoANygeICPgreL8W47l51GP+puubRFJUJLNV5f87HR5lTT7SVWhuV2pvW7drbstWjZY96NEt9tUKgEyMRtR7+LxYArYAZOJpaIGdwtYQUnk0EPNL1qwMehz9MeCIHpYQeI0udh3Q/CAiyo3DAuFHWx7XOHfRzQCiITNALqSeJm1+dh1+duy0SyYXohDXjZ96PUdoQx/R6WSNNTudwRliA+cbcd8HCAAYFYBtwtBzwt+7yserws+3xs0Dw0N/s2LxdqoO8FS2vVdXIyytriGsbcSnrgvgtvMeeGd50mah4qqGoqrGokhGIm+hu2GNc0d9bWNVBQdXESlUrOL8jLzM5ITU95+Oh+fPytO7dib8UQ79yKuXMn9vHjhOTU5+lZyXmF2cUl+SRSIZlcBCqlFqM4IY0EghUaiFJMn6USNKOThhoZoZoZVEQdpTRAEThpYTmdWlEGH6ASGtAKjYzvU1ZJLyYVlZfRsbIdqAZ3cTGpvKbhXmouHyITHSHUflEf/6iiahazPr+ITLAVIz6gFzUjlG2irC+qqvPL5dArN0MjoiJiY2MfPHiQkpKSl5dHo9Fqa2uxxPdevGgvYMk0jbzLZAIXBxoaGBxkMrvaO5oaGqsqq+GFAjJJz8hMSc94np6eWph/MeGuqp+fTECgpJ+f6F5n18tXm1gsxuTkKGtidHJ0ZGxofGIUfZkBkYyOT7JejqLR/7uNzQTvhrF/LeZszubsf9v+dTJhs8J/1oBMmL3M3u4+RndvR0dXU1tLTX0tvYxOKiFlpmU+fvD43p340OiYk1GxvsQE9ZsPVoU8+yQyd34saR4RyKQYm2mDeXgxRRyAK2j6TSEnsYAzIpcrNGv+9YwFV5Lfv/TsvXMP5p+6O//4rfk/Rc37PnTet9fe++bK/OBzC4LOvh989gNQ4OkP/E9+FHAa18eBZz7wP/We36kF/qcXBJxBDRADzy4IOg+a73+Gy+fE+wGn3/M78Z7vL+/7HccOOTNTcCyu9/1Ogt7zPfE+HDKlBd7HYeT3Ak5z+Z3k8D/FEXiGEHyWEHSWEHyBsO8S4cAVwjchhEM3CN+Hcf4QyfFzDOHkbY6zCZwXn3JeScbIJJsjPIcrIvcDYvFXoZl85+4QNpkTxBUXSiotFVNcKa6yRkpj7frN3LLbeOW1gSv4Ua6IIXj5rzHADP01ZEIrp1DRZHpSKY1Cq6Cl5+VvM7NZJaXy75AJShgAOFHU51PQ5ZHbDmQCWiGttlRS+TOh9V9IyC9W3aoUuF/C1188EMUQ8AiJxMFvBAMCYeVtZMLv5c3t7vm1izfBOZgvIuWL8Nz3ouAdReKMwQVsQOUAoeDJTJD4Y4p7m8iYXtuI4AT4h5NI5iJSuYilsIR1eHsviC78Kip70dmYD3y+Xezty+MPcOIH94XllgQJ7gsQ2BcgtA+V6gIyEQnaLxq4TyIwQMbfc5O7k52V8T7D7ae1NG9uU4vR0XhkvDXZTCvXQo9qa1LttLN+j0WLi2W7O2r63uthi4IYKHBh0e9qw3RDhbkwwLBFT3nYwgo8hI1MN9teF5teD/tuWPFAlbIYHna9XvY9qPUhaoAI4wByoJgG+3A7VE0L9nGzGfAArrDr93Ds93DqBThxtWW62A642DDZIGTNcLZCIRE3wBVrJFR6C1XfgnXAkl5gJ2xAABjYPuhhDYKjAGYGvOwYLhbALV0e9i2B7nlBfrZKakpymhIK2qJomhPqqygAbzZEJmaCqiYiKkbC8FZU1pXZYtjU089gDpDIpNycLDK5pADIJCsjMenZvXvxd+/eIUZFxkRHx8ffvnMn7umzh0lJT7Jz0gsLc8jkQlppCZVUUFZaXEknlVEKK0uLy7HlTFVgqiwtqaKRq+nU8lISqKKUVAnsAShCKamkAXMU0SikynI6mVRCBYApLy+hormRJGpJeUUZqaS4oqKMSqWUlVWMvGTdTc3jlUcxEyF1IwFVAyzyOYUl+MeH/RFGn2J4iMVSTIXh4ya/3d774NXI2+HEmPDIiDvx8U+fPs3OziaRSFVVVU1NTdg8rlcBk/8iMhkbHhkeHOpj9Ha0tdfX1dPpZUVFRTk5uWkZGU+SElMLcp+Qimx/+UXGw1PK3182eJ/Err0PKmtRBeGJifGXY2Pjw2OjIy8nJlnjLydGxydYk6Mo8+S/m03YTPBuGPvXYs7mbM7+t+1fJBM2KPwjxkDq6WZ0dXe3drTVNzVUV1WWldJzM/PSktIT7t6Pjbt9NSrmu4g4u8hHMlcTFoWlvYeyk4u5YoBM8GgJrBShOTBxACdoyj4hIpcQls1xM5Pzejrh0nOOC085zj7kOHWfcOwW+PpcP0ZxHg7jPHSd85trnAevcuy/zHXgMtf+i/MPXJq37xJX8EWC/zlC4Pn5B6/NO3iNsO8yKuO7/wrngRBCMKxfgY3zDlzhDL6IQhz7LnLtv8QFI2CC7SB8nTP4Eogj6CKIExSIxBV4YV7g+QX7Lszfd2EediyavrUfm8EF64AlB7FmJt+FEo5EcPxI5DgWh9rAn3/IeTmR61oqISQdboojLHNeWMZnETmrQ5Letw0gbNz6kbjiEnGFVetUV0uocq/ftHbjFkQmijqIK/4NMuHGyIRXbvPaKTLBZ3OBvUYm1CkyoWD94IFM0vLzt/7bZILcL1VjfmUDfiU9brntqzdsAq2UUV+2TvlrUbnPRTZ8KL5RcKetQtB+CWyakyBqvxgsFrxPyB9cdsQkv0Umzj4E5318Eamfh+e/F0XByYSLWMJFhCU28yqOQrj1F5LJW4SiJfC+pWBkAlhCAcHFvBdd9HVUzuIzsR95f7vE24/X35fX348f1eZCdySwPwAEfIIVEd4HWCLmHyjt66Ps6Wy028rdePuPWuqXt2tEbVO/q7c50VQra6deiY1xmb1Z3R6rhr2Wbe7WHR5WHW6WPa74tCssIQSYwd0Bn+KF9Q+xx4Q9BDBwAX6wBrpgeACTgOyBTFA7dnebLjebHjcbhiuiBTQUlknf7WYFxIJGc0MFtYBGet3sGW5ozH53+wFX+0FXu0FgD1RlC5/3hUdOEAWhXoqudugoN2s0YczDmuFp243NEBt0tx90t4Wj+lxs+2EEACRnSyCfHjfrNje7Fwf8otzdlAXEFJV1RJUMxFAZK0OsIbq5gIaZoJqJsCqQiQGfvJbMJoP2/mFUBXtyorSUAmSSl5uTmpL06FHCs6ePb8XF3L4VC8uYmKh7d28/TLibmZaUl5FGysuiFmRVkvMrinNeUAoaKIUvirJbKIWNxXmNxblsleQ2lOTWg0ho2VCSV1+SD3vWkQtekArqqMVVlKIqKqmCQqoqpaJ0eSqlnI76LlJLaQAnZACYqrISUnFJSUlFZUXti9rxyZdDk6z4lFz4JApgWTSCKGEGPi/ok4tCi2xhTIJhCWwX2bwTPjtwp5omDscvh18NI4ZFEW/Hxz94+DA1NRU8+LKysrq6ura2NgaDgQdMgExmoggGJu8YmQCbzCAT0MjQ8CCTyejuaW5qelFbS6VSCwsLM7OyElNTnqYmPy8qiC0q0gwI3OAfIObtI+Xlo+rp08Fi9Y6NDY2PvHyJTVkbHn059hK+2kbHR8dfwuhzZPKXGfZbMWdzNmf/6/avkAmbEP4h6+9nothJH7OH0dvR1dHS2txQV1dbUUMpKs3LKnzy6Fn83fvhUcSzETEHox+YhT3mvf70o9D092MKgUPQZJhYxCQoWgKgElOEWCW6ECkijxCWw3Eji+taGtelJM7zzzjPPOI4cY/w823Cj7GcP8ZwHYnkOhzO+V0Yyug4dIPjm+scQAX7r3J9c52wH4DkKuEAe8kFqHDgKsfB64R912CJdoOn9l+FQwAk0IFvFDzF3vMax5Q4918lIFa5AFTDBXhzAMa/wnEQTgFDXeOAJY4l34cTfoji+DmW45fbnGcfcF54wnk5ieNqCgeA1s10rvD0j8PTlt9MXvNTBEHR4H0Jla/FFVdKKK8WV1mzTp1n4xYeOcASbX4VPdTrGgmlzM4EgNmaRSb86sZ8GqZAJjxqxkAmPEraazdqcksrvOhkYLW52L82byOTUtTmBZFJal7uFlPrlZLKM8kE+U8YmeA9VWZfBlvAJOypXFNCZKUKjKTDo7B9zcbNq9ZrLJdSWSKhuEhC4ROAE2lFRS9/6YBAIX8f8QP7RPahbBNsjhPy4HGhKV54ijx7Npc3j5sHqs21O5gvIu2z8Pz50WSuWDzBo4gTzexCtIBiceg9Nhs8/nphJ0JCDzliAZBK5hGLgUy+ishecjLmU69vl3uiDHheP5xM9gmC9qGwiXBwgEhwANwaQNe6gEBFby+9vY4OlsbfGG45q6Uarr0pXmfrY4NtGea6hZaGpbYmL3ZbNu21bnW1bnez7kTwYNPr6tDn6jDk5cT0sO9FWOIAGwFXGK62DBc7UI8LetjtYoUCFJ4OA56ODDcAErsuV2sGHA5I4IkE6ILiKljEA0CiF7GEFcMTlmgfgJNeNCYGMB52KOri5sB0c+h3BbqwZbrZMz0ce1ztelxt4VzY6WwxWaPzetowvW173K2BPWDnITcH0ICbfb+bA6DUgBcsbfo97RhusI9do+9e+k+HvDQ3KUgqSSrpCqnoCWma8IKDjsrQmfGqGPEpGwmqGAnI68io6bcxwOFngacLb+renp6KsjIahfwEKCQ+Lj4+NiY2HBQfH/MoIT75ycO85KTy/Pzq/NwWcn4XtaCHUtBPKegryunJTmXmZAxkpTEzk5mZScyspP6spL6spN5sJEZ2ck9WckdG4gAlr4+c20st6ACeIec3lpGrSAUVZIQolQAnpJJyrEUjhUQqKMjNL8htbGxoaW1BlW1ZL4fHxkdYrLspuTwbNPkVtIRVDYVUDIWx3HdMMz8++BZcZnxK+pLqhj7fHA2JuHU9NCr2dvz9Bw+eJybm5OSAB19bW4tjSX9/P2AJzgb/rLGd69812BET4orR0aHBIfj96OrsbKxvqCyvoJApOXm56VmZz1OSn2ZkJJWWHoyMWufiKuUfAN8SMm7uP9+608tiMSfGh0dHJicAT9BfXF5OskbGRidZMOocmfxlhv1WzNmczdn/uv1pMmHzwT9tvQxUqquzu7Oto7W1uanxRUN5aVVBbklGRs7DR4+jicSQyOhfwuM8ox5sDElYciPxw4iceShaUoTawMcUz48hoTwBVOmohBCNwUlkASEsl3Azm+NaGnLrLzwjnH3Mefohx/H7hGN3CD/FEX4gEo5EEQ5HEL4LJ3wXBjzA8X0YiPDtzZlC3AJPHboBzADrBBDAAzx1CPghDAlAYkr4CGwdgqNC2YN8M60b878PBQ4BGgHaQRESAB4QGvM64bubaBy4pCks4Th1j/PcI7h4zsvJnHAjNzM4QzPeC0//OjRJNOQRh+FegrjaFyKKS8WUVkuocEtrrpHS4JbdAh48No8LIxP1f4VMeNRNudWM16oYcGNkskZKHieT34iZINHQRPlSOpUdMzG3WfHnyWQaSEA4pfCpGvIBmajo8ihprUV1ujavlFFbLqW8bJ3S1+Ly7wvJ8BntVAjeLx7oLxIEznqgENYoHWmKTHA4YZMJyoD3wsjEi7A7iC8i9dOIvHlEMtYnBxAXxdwQ6OK0gMiEzQx/XFPZ7a8J3q4oG+rXmgEnxSAsz6R4AbHwy8ispSeJn3l+u9LDT8AXzeYSQLPU9mEKQrWDgUzQLQeJBwau9/Pb7O5ma2/lb6p7TE89RFs1RmdTgt62JCOtvJ36VFuTCgezhr1WLc7AJDZd7tYML3uGl2O3m1Oni0O3u0OXm12nhwMm+y4P+253xx43R4aHU4+HU7enY7enfbeHLUAFAEAXAIOHbRfCEmAMmy4P204P2253WwYSmtbV7QEbrTs9rZA84CEghx2gDiAKAxjG17HLy77L07HTDc5i3+MOSzi7PZyly9MBe8qhy9MJk0O3px1carcHisAAfvS52jBdbQFLgGoASxiu1ohJUAkvGyzgY9fhs7syyONZoN82CVk5+a2iytoCagbCm3fya5gDmfCrAfeaCKgY8ctpS6vqtXUPwNt4bHTs5cTE2PDIyMBgf3d3RSmVVJif+OxRdNR1YtT1x/fiUh/eI6cm5yc8ID14lBURnnjueMb5X3IvnSy6eKrk3IniEz+Tjv1IOfYD9dhh6rHvKce+J//yPeX4YfKJwySkI+TTPxWe+oFy+UTe+aNZF37JvHom7ealrLiIyqyUBlJBUympjlpSUVJUnJ1FLihobWzoZXQyGF3wCQMfc3R8bBz+y2IBQt1LyeXdoCEoryWiYiikbICTCXyO8MoWmBCNTAnFUviVdHSt9gKWhKDMdyLqYPLocVpaelFRUUVFBZ74Dt+6g4ODIyMjbDj4R43tXP9hg0NGR0cBqwaYzP7evtbm5tqqajqNll+Qn5GdmZKW+jwt9XF29t3i4m379sMHRMTDE5Y6B/bntbf1was6Poa+yyZZo6MT8CqPT06M/Xs94N8FYzPBu2HYb8Wczdmc/a/bnyMTNha8Awa/K729jJ7ero6utvb21pbmlpqa+hISLbeg6GlSUvzd+KjY2EtR0d/H3DWJSBAJefRlaOYHiEYAS4oWxJAWRJeAuKKLOaJJGJkUEaILCBG5HKHZ88Oy5oWkovTxi884zz3mPPOQ4+R9jl/ucB2/w/XLLc5jsSiX46dopB8jQZw/A7FEEA6HcfwQAUK0cOg6x5FQwpEwjh/DQYQfwghHYBlJOBwO4vghEt9zpjhheTicE56dwSpskgHIgTG/D0U7/BDJeQQJPyM+LCdcz9FYwnHAEtTJhHD+MeFSIsfVVM6QDK7QrAWhmR+Hpa++/mx14HHCOo2PRFWXiautEFNZLam2Flz29Zrc8tt4FbUQlqjq/1VkslpSrqaj53fJhIKRCXWKTDabWQOZACb9a2SCIifYzC4+dVQClU9Nj1dVZ638ttWym1dt1Fwhrbp8ndIScYWvxBU+Wa8sscdVBvAjALX7ED24XzAIwQlCkdlwIhQQIODrw+/tya4avNufPyLpU6BcImqPg0EF1i3nFY1MM8Of0BSEzBSgDqJobGV6I171C6/ZBev4tC4QvLFBhZ9FZS4+Ff2p17crPPwEfQFO/AUD0NwtHLqweVyoSBfA2LoAfwUvL4M9uzzMjX7U33JBWzVSV+2uwZYnRtvTzHSKrI3ojmbVu82bXaza3ay73Kx6wNf3tOv22dXutbvRzaHZ06HFy7HVZ1er965mT8cWT6cWj10tHrub3WG5q8kd7dDkYdfuDdxix/By6PZ1BDHgcDfbVg97UJuHfbs7UpuHQ6sH7G/f7GULavG0b3N37HJ1As5BGONu1eZu2epl2+rn1Ojl0ORl3+QJOzs2eTg0etg3eto1etqipYcjkqddEyCQ7y44aaerVZ+nHXAISqN3tel3hxWrXnfLfg9sHpqLTa8LSkTp9HJ44bmr9GDwMSs7VUmFDaq68ClA7x8NM3jLYbE4RCZ88tpSarrtjEH8vfwSlaEdGh8cHGIwelpbO5ubGmsqq6jFdbQSSmpi0YP7sT/+RPzmEDF4f3xwYPJB/0Q/lzR/t+wAz4IArxJ/ryIPF7KXa6kPyIXqi0T2cSaBfJ1LfJ0LvPfm+znnBbjkBrunB3kmeO19EOxz+0BA7KH9sT99nxZxo7ko72VXG2uYyRofZr0cZ02OTaKJRpiPiUUpR8bHx1mse0lZvDJqAnLbRJT1BJX0BNWM0EdVHT4j+AwuHEvMMSEy4VXRF1bT+fHs1WuhEcTomFtxcQ8ePkpOSc3NzYMP7fQ8LiaTOTQ09B/uqPg2YzvXf9jgEGzG2djw8NDQALOro72xvq6ivKyYVJyVk5mVlZGUmvI0PS2ZSj358PEGVzdULcPDQ8bL3S/setPY6DBwKeoB/3IcNPkSvdRjwCj/3YYjwTti2OdrzuZszv7X7b+PTNhXwgAxevsZ3b1dnV3tbe1tNS/q6BXVuUXFqVmZj58+jrsdFx5LPB5J9Il9sOl6wuobKZ9GF6L+dLEl86NL5kchMpkXhQp2EaJKMDIpJETmEcKyuMKzuG6kcYYkc1x5znHpGTj6nOcezYPl6fucJ+9ynLhDOH6LcCyW8Esc4Xgc54lbiApAwCdHEbFwwMqPEUg/RyHBylEi4edoDkCaY3Fcx28Tfo4BtnmDfiRy/kgk/BD1Sj8icfwUDfCD+Ac9BCKClWhsh0g4KYzJ8ctt1MPk1D3UYPHCE8LFZ4TLSYSr6RzXM4FMPriZvvBGksjlBIKC3jxRpYXiaivF1YFMVkmqr5DRWCW7mVtxO6+yDpCJID6Vi00mRq8BwAy9gUx4NUx4ZpDJKglZIJMRjEzwn77Jl5O9/X0UKmpWjdUUIrGxhEahlZXSK8vS8vOwmIkSIhNlXV5wp8CLgiv5k2SCNaNA5V95VPX41fXXKGxDTVrktyIykVBeJq70tSgKmyzZprfex08yOEh0XxB/oD/ACR4kQXAyY1qXQGAAv583n7cHj7vbYmd3wm4fwYinn0dkzCcWcWLJ7ihnKQb4AQDjFZbMYIl/R8Aks7GETSbUqZJcaB7XFJkUz4vJ/yIqbcnpiE+9DqzwRIW5gEyE/INEA/dhcIKE1eYKEAn2X+/vs8XVxdrGKgh1fNe4rq0aq6fxwGhrovG2fEv9UnsTwJK6vTtaXa07MDLp9LRt8nJoOeDV9MOBWtBPB14cPfji529qf/rmBehH0CFcdT8fgi11P3/T8Mu3jUcC63x3v3C3rfW0awh0bjrk9+Ibv6qD3ph8qg/41n4TWPNtUPW3QVWHAqsO+Vcd8qs+5P/iG/+G/X5NAe5t3ruANGq87VsO+7ad+q7u+DeVPwbX/Hyg/ui3L346WPPj/pof99XAlh/3wWVgV7Kv/qfghu8D6gNdm91sAGwYHmhaFwNPsnezGPCyRnDijuaD9bnaMdytO9yt2zwdqwI8EgP97ZQ1NkirrkPdP4x4QaipjiG/qjGvoh7Pxm2SKtqtPUzk+o+NsibGWWNjLObAaFf3UFt7S3k5KT21LDu9LCOpOjOlKSt9qLhwvKiIRSGzcrMmnyX0x4S2XD1X+csPFT99V3/8p+oj3zYdPdJ09Pumo9+BGo99V3/0EK66Y4dqjh6qPX6Y/sP+2tM/doRe7iKGsdKTWPlZLBqZVVnKqqKPVdKYlaWD9dXMptqO2orxvm7W8CBrfOzl2Bh4zQicXk5OsFj3k7L4ZNQE5bYiMgGpGfKpG/FiDYgwMoHPDnyQ2WQipG68Rnazve/B0Ng7YZGRkRHh9+Pjnz17np6RWVKCEt9bW1u7urrg6xdPfAfnHmeDf9bYzvUfNjgEJxMgqwFmf29Pd3trS21NdVk5Pb8gLyc783ni86fJyU9zchKKSY4nT0u6e0gF+K3z9dzg7ny/lNLHYsF32sDQyORLFrwEsATNkclfaGyvZM7mbM7+t+0VmUw7/QwGA0MAZPj2d8rgivp7mcxe5kAfk9ELZNLd1d3e1tHa2NJSUVNbUlqaXZCfmJJ8L+F+TFzMtajonyJv7Yl6KHo14UssFZ6DWDw/hsyFMQmIA0QsAWHZJvkc0bmckdmc4VmcoRkc19M4r6VyXk0mXHpOuPCUcP4R4dxDwrkHhDMJhNP3CKfvEk7GE07e5TyZgAm45R7HiXjOE3c4T9wGwTrHCSAZJNSXHekeCEVgYE9MU9ux3X6J55wSx9E7IDSL7NhtjmO3UF47Jg6AImAbtoCR4tGYMNTZhxznH3FceAwoxXUtheNaOtfNXK6wvPnhOR9fTxIMTfzYaT9BctPnYiqLxVSWi6usllRfI6O5ZuPm1XJbAUv4VPSwuqJAGtMC3+VtYZNXZAI+HJAJL0gDsMQQ/DluRS0e+c2r18k/Ss9F6cJYngm4SrDoZ/YBmJSWUml0aikdi5zQAFXI9LLS8qryjPz8LSaWa6RV+HBSwgM4MD7iDTQL5e1kgmuaTIxxMuFVMwDxKOuuld/OLb99zYbNK6XUAE6Wiil+ISr7kaS8hP2ejUHBEsGBACcCgf44mYhiwuFEIChIIChAIMCb29OVx9Pty917CE7uKy9EfR2Z8l5UNlcM0GwRIaoI3lFADihnKa6I8zaJI47Midqb/A2KpWLdQkuQsCpzwCTY2VE/kwWRGYujkhYdvfSpm+9Kb29+Px9uLy/hwGBEJgH7hAIOCAcdwG7QXyzIR8nX3czJzt3M6AedzZe1NKL0N9812vrcTCt7py7FWq/SzrBhz45mZ4sOV5tON9suD7sWn10lbo6s5MesF5Ws1kZWeyOr+QWrvZnV0cJqa8LUjJYdoEZWWz2rs4nV3sCqK2eGXiwPci/x3TsZH8EqL2FVkFiVJFYVmVVOYpVRWWV0VikNLctgSWWVU1iVoBJWWSEr5UF1sGeFz97aX75lVRaz6stZHQ2s3nY0eHsTq6We1dbAasWWbXA9LayOVlbrC1ZrDau5ciQ+ot7ftdvTscfdtsfNcsjXvtd1JxMxiRVWpNgOy1ex6fGw6vK0anOzrvfaVfGN/3UHe01JRRlFHQlNEz41Az41ffhcCGuY8crr8m3YKquh39DWjTlPL1mjIxM9jKHG5s5SWmtxcXNBfmthXkNuWlN+WmthRnthZk9RNrM4d4xU8JJUiIgCRKey6BQWHdZJSKUlaB3utwyWZFYFiISJzCrDdsP3LAWRWaUUFg02ou2TZZTxcupoBXW4snSosnSgij5UX9NTXTHe2cHq72MND7HGRydHR+HzlpCcvVpcQUBuq6CyLr8yULohN+A6fGw3m8MnhV9ZX1jdCD7IqCu8hhm/kq6CtvmF0OiQ0NDIiLC4WOKjBwnZmVmFBYXlZeX19fWdnZ09PT2Dg4Mzi3H948Z2rn/TXk4gTdv4xMTo+NjY+NjQ0CCzv7+nu7ulubmmpga+mgoK8jMyM5NS0h4lpaaUUG4kp6j7+0v7eksG+Ih7uBh9f6iOxQI4GYQhWICBYxPjKH7yXz6Za45M5mzO5uydszeTCb6Ck8A7Zv0zyGQAHjL6GN09nV3dHa1tbbV1dfTy8sKSYviBefr06d07d8Kjos+HRu+LuLM19P7qkEefRIJDWcIFXl00CLw6NpZgKuaIKSBE53FE5XFE5nKE53CEZhGuZxBC0ghXUwhXklBLdUAU0EWglMdsUDn7iOPME06kxyhj/vQDjtMJHGfuo+XphxynYQsSAXRmSmcfv9L0Rtjh5AOONwnBzKl7nKdhzPswMoEtND4cxYGPA+B06RkK8lxNgivkupnNGZZPuJ71QXj2qsiMFYcuEVQMP1insVhMdam46sp1aii9ZMNmHrltPApa4H7xqugLqLPbGvwumWDNFmeRCR8GJyhgoqwvoKq/ZoPGSnHZe4npoy+npnIhMpns758iE1opwElFFfg8qJc2qLyiLCMvT8/CYaWEAq/CVh4ldFV4g4V/mUz40IQuQ7g1HiUdbnmttRu3rpLWWCEJt6+yWFzhU1HZr5U3b/D0lfD1FQ8OEtuPpjxNkwmKnOBkEhzA6+fJ7+vB7e6yytPzoz0e7/l/vzr86VfRGR9F574XXTg/ClQ0L7qQi1iA2h3GFs4jFs0jlrxJxX9Srx2ONB+4mli8AJ6NLkRCuxXOj8n/IDp7cWzmksu3v97/09duXqu9PPn9vAX8fQVRcv8+YSCTQDaZiAf6rff32OLmtNvK7BsD7TM6m29qa8Tqb35ovC19h06hhS5gSb2TScvene0uVp2uNlg+iX2T754Cb2cWtZjVz0B/oZ8cQ/OIXk6wwEmbxDQxxpoYZU0Os16OsCZhZYw1PsJitA89iCsIcMv3d2VVU1k9rawxJmu0Dy1HmGicoVHW4Ci2HGYNDbGGYHs/a6CT1dPEqqe/DL1IcnNsvXQSCIfV38UaHWCNDbImYHwYfBStoPVRtD4GZx9Hz/Z1sNrrWLTCCnenbg+nPk8H1J/R1QInE+ZUNWFUcdjdthfl3Ft1uVkz/PdUezoWHwzco75NaeMmYfltQpqGApr6PCo6AqqGgkoGfOs3S8hu6mYMvBwbn2T2DTQ1dJWV9ZTSmHT6IK2USS7pKcrrLs7pLsnpIef2kHP6qHkD1PzR0sIJOmmCTh2nl06U0cbLaeMVtPHK0jFMQBe4RtCSMlKJizpeSZ+oYAsdUkaDYyfKSifLqIAlE+VIY2VkXCPllJGqssHqir7KCmZd7VBz42hXBwvl6LMeJudwSynzbNAUVNYRVDMAMlmjogdkwq2K4pDiW8xQapmygdiWnXCPfPLbPPb/cCMyNjQs9FYc8d7dO0nPn+Xm5JRSqNXV1c3NzYAl8OWLz+P6byITDEsQmUztC/+Fqwc4GRkZgdvp7+/v6Oioq6urqKgoLi7OyclNTExNTst8npmdUkrzuHJZ2t1F1Mt9/b6Ada7O51NTO1isIZRwgrqawNt/fGRicuIle+j/TmMzwbth2M/FnM3ZnP2v2++QCXxxIxx4h+wVmYCH0NfP7GP2M3p7GIzuzo72lqbG2poalNGYl5eSlPzowcNbt+KvhUX9HB7rHJMgf/3uopvJ70WDB4mamWAz9cnYEgkV6YopJCA4wbLhsVJdKCH+RjYH4pN0DFFSka4kEy4BpSQSLjwHccwQ4fyTaXGce8px7hlb0zvA8iJ27IwR2Dr/jHBuSmefTukJBwrXAAg9Jpx7hKAI14WnHBewYfHRAJyupnCEpHJcT3s/Op9wIwPc1g+iCj66nsJ99fEXtr4EMeXPJdSWiKkul1BfJamxWlqdR3YLn/x2fvBOVFFfRWAADDam9FYswSdWgWaRCa41ijqog7vcZh4pxcqmDiATcALgTfZGMikqKSylo6ZytFIKjUZNzcrWNrdZK6X858nkjbO54MKM8FR4XmVdbgXttbLbVm/YvEpafamYwrJ1yl+Jyb8nvF7Ywk7WL1AyMEgkEJXnmikAFUGMTLh93Xl93PjcXJbZOy10cptv5/H1ofM8N58uDk/7Mir38+jCT6KKPo4s+Di64OOY/I9j8j4h5n/6ZuV9Ssz9w4KdXzscCQb/KBpOUfBpVP5HETkfx6CTfkbM+Sosae3Nx58EHf3A1mXZLlcBHx8BH0/hIF+RfYGCgUFCwfsFg/cDaAkHB0kF+Kh77jVz2OlvrH1cWzNEW5Oou+muwebnJtvyd+rQrPVf7DJt3GPe6opnmACZ2AKZNHrvznFxYGUks3o6R5m9Q4N9wyMDqKv24EBPR0dtZWUlnVZdQa8so1SUUSrLyyrp9HJySX8ZpfNOeMlBr6IA1+bQS2y6AE0MvxwdmhwZgvcHa3gcHD0Wc6ivrX24o22yrXGSTmJlpUxG33zh59rg61zm59Z46fRIST5rqH+S2Ts+PDA2xBwfHoTl6GDf+FD/cG9P24sXHTXV/TWVnRnJg3eIXUcPt7rv7nN3YrjZ97hYD3ra97lYDrhboTpgACSodSPq3tjngcqCoXbyno5oTlew9x0fP00RGSn5zUIaekJbDdeqanEraAkp6Qls2LJecRuTMTja082oqWCUU/vLqEPltCEaZbiUMkwhD1PJTGpJf2lxX2kRiEkrGqIXjdKLx8tI43TKOJ06BiqjjpZRRssBJ9gCIBkuJ4Omt4DGy0tBY6+pAkTBNQ5wUkGdxDRRUTpSTh2Ei6ks7y+nD9ZW9dVWj3R0ssZZ8Y9T1koq8spq8ilu51fV5VPTQ/MbNeGjgcrZ8amgmAlIVMOYR26bvr3HxZsxN8Kjw8LD4+NvP3r0MDMjAzx1+IfFAybwzTs9j+u/nUzGMTgZG0dzugYHB+H3DtCrFqsgXJBfmJ4Kt56TmJr2LC83gULS8PHaEOAr7u8r7uMl5+lRNTHRy2L1jgxNAh8PAxWj4lz/1cZmgnfDcKdkzuZszv7H7c1kgsMJ4oB3kEwYiEyQAEswMkHXCHDS2dHW1NRYV1ddWUUhkbIyMp8/Tbx3NyEiOvZ8ZMw30bd3RNzjDXn0RWT2gqh8Tix7GJu7Pz2JH5Z4HeESQlQxIbKQEJ7PAQrN5QjNAQGlEK5nIoVkEK5ilHI5ZbYwYrmM6VIix+Vkjssp03q1G443bMhJeaVLcPivlcRmmMtJWNxmhuB006OFpHFcx1qXhGYRwrI4wrMJYdkfhmauuJG8aN85gqT6p+tUFomrLJdQWym5aZX0ptUyGrxyWwUUdQSV9AWw7iWg1zz+Nwpc/9fJBLwchCVGvGqG3Eo6/Eo64AytEd84gCr+/1bMBE3lopFLqSRaKbmigp6TX2Bk5bhKQp5fcRt7NheW8fK7ZAI7sIWye/ErNIF1dKAa6mwNkANkskYOI5P1GsslVZZKKC0SU/hCXGGB+EY1/33Svv6SwfvEgE/YmeJsOBFEDU8C+AN8+LzdhT091jjuXmq7+ys7V4Lpro88v195MmrpuTtLLz5YfOHhonMPFl1IWHT5/sJL8Qsv3l30ZsX/Sb12OBIM/uX5O4sv3V9+KWHJhftfX7q/8PL9xRfvLD8dOd/1wAd27ksdXAVcPPndPQR8vAT9vYWDA4CvsKrBcDsBogF+Sr6ehnvs9uw0OKStcXGbWriWerz+5sdG29LMtMiW+lV2Ro27dzQ778TKBNt0u9t2u9t1uts2ejmRfVxYKc9QzGRyfHxibBT92Rj92zK6u0vJZAqphEouoVKKqJRiWmlpKZlSQSE35Gb0PCSWHPIq8t1DOXqI1deFWmmPj7BeogYTExPgIoKTOMkamRhnDpWXltKL8psKcwuuXni+14nusafZa3eTh8MLzz15Xi5diY9Yg30oqDKJUinGJ0Zfvhx/OTmKimQx+6pLSyuxKVWloddyvVwq9tr3ejl37bbp93BCLVZQB0a8STzedwW1TMG6plj3o8rCqO0Jw8Ohzmsv7fB3AVq6cjLKYmraPCpbBTR1BVT1BIG3JdU3KGyrq6jtrKrsr6QNlJPHqmnj1bRhOgnBBo0yUkoGShmkkQfoINJQGXm4DJ4iAUXgpMFWJYiKCYgCyIQ6hrYgAWPggtGAYaaZZBS2AH6gJQqwjIHKEZBMVpS+LEdLWB8G+KmqGK4oG6osG6qtYVTXjPUPPU7OWim+kQfIRFmLV1mbX12fT00fPrb82B8X+FQMBFQNRNWNBBW1N2wz/e7UlesRcTfDImNvxd1PuPfs+bP8ggI6nV5TU9PS2go/B+9U4vu0Ya71b9pbyAT1cMcMbgp+VAC9Ghoa4H5JJaSC3MK0lIzE5ORnGenPSorPPHoksWfPOj8/icAAMTdXv9CbbSzWIIuFaqBNYO/BOTL56wz7SpmzOZuz/3V7PQMed//fYesfYA4y+wcAS+BamQOISwBM+hmM/u7unrb2jtbWhrr6Mjq9sKAwLTX90eOnsbfjb8TEnYyMDohNUAl9uCzk2afhOQuiUa1VLMN4uvwRiYBaMQKxkAn4LK+oIs6oIo4IQJQ8EEdEPmcEsEoeZ1geZ2gO180czhtZIBRRmdaNdMKNNEIIjgoZM4XaseMrcMhNtl4dOGMfEOFaOlt4rAYNiAkGZyud80Ym+wLw0UKzOcNz0CS08Jz5kbkfRuUtupkqcek+l449QVTxa3HFJWJKKyRUAUtWyWxaI7uJV2Ebv6KugLKB4O9U4pql18hEEOu0iJPJWiVdIXVDfiXtlRIKpo4uw1j6O84mbyQTekUppbSEVgpkQqooKy2rqPju2Bn+DWp/ikxwDvm1MCxhkwmPsi4gE7ei1hq5rVjjRbVV0mpLxRQXiil+Iiq7RF1ry7dHJLz9xAMDRVBXeCRUxmofKmYlFBQgHOAn4OXJ4+wi4Oq+3Np+qZXD5yZWC/R2zDOy5jJ15DLdRTBy4jLdzWW+i2OHI2GHPWGHwxtkDnL8k/rVICBzBw5zOy5zh/lmjhwmsGU3p+XeeRa755nafmBqtcjKns/JmX+3M5+rO6+np1CAn3Awu5ukUHCgeJDfRn+fra57nKx37DPUOqmlcVNLPU5X84HB5hRT7XwLg3I70/pdO1v2WrS7WHWh9HHUlJ3hYQ+I0uDpUOjmyMpIAjIZHx3BfZqJsbGXY+N9Pd3kokJKcVEpkAm5mEIqopLJ1BISvbi4i1rU9TAq74BLoYc9+cgBFqNzcnwU3MKxcTTVH2xkYnRsfGxyeHS4p49GIlUWF3YU5VKunKMFeLd4u3R4OHZ7OzV7ONEDPHueJrB6u1iDTNbE+OjoyPjLiQmgnHG4krEhZl8FhVJVkN9VnFdy6VSx795Wf+dur119nk5dLrYMd7sBb0dUnhh1hMT7NqKm8liqCTvhpM8FEMWhzd2pJsg7KThIa6OylPwmEZVtQhrwAdFB8x6lNJXU9Vuq6wfrX4zUVg5VUIYqSLiGK0hoLlY5BfBgWqMVtLFyENAIbaKCPlmOBCtY9AOnC0QdaLIWJmy+1iuN0eFZfATaKKiCLXwLvv8kW0Ay5HHEKvSXNVVMKmmwvKy3sqq7sTWPTF8lKccjv4lfRZtPVYdfTU9Q3YhfFT7sJjzwqdc0FVAz5FfQElfRtnL2DYm6fSMsOib21r2EhCfPnmZmZVOopdW1tY3NTV3dXfAVCx483sME/bu/M4a/D3/L3k4mWPdFFDaBWwP0am9vBwyj0eikYnJaSnpGZsbzlOTkvPxnVJrJd4elPLykgoLFfHyUAvzultN7WSzUa/ElCwD9bWQyfXl/6Dr/OWMzwbth6BdjzuZszv7n7b+PTAb7EZn0Mft7+/v6mfA/xCig/u4eRmdXV3tHc1NTVVUVmULJyclNSk65c/d+ODHmckTkkejbllEPxS7fW3Iz86MoNJUfw5JCbIkmdwGQICaJoeBkQogq5oxGfMKe3AVLEE4pGJ9gsZRsECFsprIIoZlIaD0HF+wJMMNWWC5nOFt4NAYXmjn2BgF1ZOIigPCRQSg8Aqdmj88WDBiZxxmV/15U7sc3UgXDU5a5HyaIKH0mrrRUTGG5uPLKdWqrZTat3rB5jdwWPmVtQRUDARWEJX+KTPg1TFGT7BlkggIU6ka8Knr8Krq8clu+5BEn1zb1j00AjsCvPwKTN5AJpYRSRCktrqgopVKKyumUisqK5xl5clsNeWQ3caP5J3+cTFBiCf8Uk6CNbCxB09JgELgwDE608QrCK2TUlkgorZZWB1QDYPtMSknCbo980AEJIJNgcOLZEtkHfBIoHBgg7Ocr6OXFvdeZe/feVTb2S0x3rLawXmps9qWu4Re6Rp/rGH+mZfy5ltFn2oaf6hp8rKv3iZ7+J3oGb5Cu4Z/Sxzr6H+vo4Zoe5FNd/c90dL7Q0ftS2+DT7QafaBt/rm/2taHpVwZGq21sVlhYrLK04nXcLeTpI+Dty+/jLbY/WAiVCQ4SCfRfH+Cr7ulm6mjrZ2Z4THfrZW2NKB2N+4Zbnptsy9qhS7I2qnI0b9xt0eZs1eWKmipOkYkdRib2uc42k0mPWAN9QwMDA8zBkaHRkcEhcOu629uKcnNKCvKBT8glhaTiAgqJRC4qKi8prs1KabxzMzNwD8l7N/n7A6ze7v6+XnBwB8EZHIDF4MDwwNDI4NjgUH9nN5BJeUFuZ0E29cIpssfeRheHFmebxr0WL5ytSrx2dTy4zertZMFh8JFHf8AfYA4P9g8xh0eHAI2ohYXlOdmdBVnUK6eKvR3rPWw73O26XGyY3rt6Pey6nC2YXvZYE3rUoh5FTtxspsgESzhxtQJc6XJ3aPF3Je8P/NnGUWGdvLTCFhFlLUFlHT757QIbt61X3EbNLx54UTOIhS9GKsnDleSBsiIgk7EqFPqYgg1MFXRc7FyRKeH7jJVTsd1QDgmuiTL6tOAhkMlo2Ss4+bWmkk8wSqmAoaiDlJIxOm28omyitqaHXtbX0pHwPHWNtMIaWQ1uxW38arq8yrqCakaoy7uykfCmHWuV9PlVDcTU9CVVtS7ciLoZGRMRRbx9586DR48Sk1MKCotLaWUv6hta29p6GIzBwUG84zvuy2JQ8E4Yfj2/ZW8nE0BixMYjI3BrgF5dXV2NjY3ww0EqIRUWFKampaSkpydn5iQWkC49TVby8BHz8hH395f09nS/EVI9ODQwyRoZnxyDb7m32PTl/aHr/OcMR4J3xNheyZzN2Zz9b9t/KZkwe5n9jH4gEiAUwBJ43N/H6Ovu6u7q6m5uba1+UUurKCsqKcrMynry5Gls3J3QmNgTkTGBxPt6NxJ4riV9Fl4wP6qQg1jIEZPPEVOAlV4lc0QjoRUsJx4vu8RJLOKIwjJPUPEubCUyHwAACUggHHgghxCBC4EBR2Q+EAJGMvnTgo2cWMiFC4u6TAv1dpxW6NuUwxbGHlNCMRx0rplniSrgQFk0hR9EZn997enGsGcEBb0P16ktFldeIaa0cp3qKmmNNRu3rJHbukZhK5+KLlb8Cjx48Oaxcluv6xUATAtxyGwygY3YTCojHmUdYU3DZRJKTv6HBlisUVT7fxxrmAy/OG8gE3oFtbSMVF5OoZALKsoppfRSauWLXb4HgUx4lLQE1A3+GJnAsziZIEaaIhN2Tjy6PA0jGIdPVR/4hFtJC26cW3HrUimVFdJqC0UUFoopfiS0YYmmrpL/PokA1OgDNV6cIhMAFXDohfx8BL29hLx9Vjo48TjtXma+Y4mRwVIj/SUG+ov09Bbq6C/UMfhaW/+r7bpfa+su1NZeqK31l+hrrW3TmrF9OzxcBCtaul9u0/lqOzr7Mn10PQtN9FfZWvI4OfHtdRXy9BX2RVcuFOArGOQvEhQo4e+n7OOtt2eXk6X5twba57Q3hWirxehpPDLemmquXWhtQHMwqd2zs8nZqtPVttsV9UcHJunxtOvysG11t6rxsMlzsxt8eIfV3TXA6O/r7mN09cInro/BaKyrSU9+npuRkZuZmZuVmZ2ZkZ+bm5+dXZKTVZ2ZXBt7PTPILcXOouib/ay+3p6uLkY3Az6njO6e3p6e7u4OBqOrn8Fob27Jz80uTHlen/qccv5kkfvuF26Oja62L5wtK90s87zsm+5Fs7paB9pa+hk9zP7+jq7Ozt6eTkZ3by+jpaGhIDOTlJr8IvVp4dmfc12tW32c2lE/eOvOvTv7PW0HvGzxklxIKLfECtTvYQ00AmK4W/d7wy3vZHihxot0b7eU4APOmjqKMmrrFLWFlfV45bW4ZbaIrdcIv3ZjvK15tLpsDAVJXs3FgofDtBIEG4gWSkGACtOaohGkiQoACcQSGE6whUgD8QYdE84epWNlOL0gTY2J78zW9CyvkXLKRBWdVV0JZDJCow2Vl/dXVTPbu9z996+RVlwjq8mjrA2fJlSGW8VIWM2UX8VYZPNOHhUjIXVj7vUa+348HRIeHRFNJMbFxt+Lf5aYmJ2TV0ote1Fb39Tc2tXD6O9nz+MCPx73ZTEoeCcMv57fMgQiEyg+AsL2RxtwYSNgU7pQ70X4aWlvb6+vrysvpxcWF+QXFz5JSnqenJGYXfSkuNT13CVpbx8xP18JH2+J3bviiksYLNbQBPKl8fP82vDTzVx5Nw0jgnfF2F7JnM3ZnP1v238dmfQNMNFULmASIJNeFDjpHehDdbr6e5k9jN7unp72zo66xoaq2hpwdvML8lOSUhISHhJv3TkfEfVT5C2XqIeSlx4uuZn5IaBCNGrgjfXwRk0h8JjJKzJBzxZzAJkQsW4nsESFYjE+iS4ADJhJBbiAYXC9IhlM+EZOUGQhV3TRtODhtDgiCn5LGN5gXITTEVwAdiI0fhHaGIWK2AJHcUUXfBGZJR6RTDDYRRBXXiilulhEbvU65dVS6mvWb+KW3wZ+PwgFJfCIx58mEzM2maCqo7BEk6YwGazeoLl+q3FpfefgS9Y49vYaw7IRMDJ5CQw5RSZUIBPUAL60mIYmdJUAmZDIxRUv6u88SxOQ3ySgrI0mhs3OgJ+6BlQZDEvEN8EiNiDUogG/FySMtfhUsZgJ7I/gBEVOsGldOmsVt6+U27xyo+ZSSZUVUmpLJZS/FlecJygtYukg7RcghjUiFAoKENoXKLwvGHX/CAgQ8vXm9/Tgd/dY6eDI4+i02spq1Q7TZUZ6S/V1luiC9JbqGYCWaOsu1dZZrqOzVHv7Uu1tf6e2L9PRXqajt3i77mJt/cXaesv1dVcY662yMl1hs3O1owP3bmceF08BLx/RQF/RID/hIH+xAL/1fj6b3V2s7Sy9jXR/1tp8TVszUlcj3nBTkrlWjqUuxc6g0smk3tmyBRx6V7seRCaoTXsHyoO3anK1qHSzStu1cwDIpK2to7Glo7m9tamtvq6hra21qpz2/PGD9OSk1KSklKSk5MTnaakpGSnJmUnPqYlPSCHnH7s5JTvZJvt4sVpbOlpbmxubmxtbYNnW0tLY8KK1uaGtpbm2qjLx2eOC5GdVzx5l/vx9+m6bsj3WdEfzij07S3aZJrtYVcWFTja/6Kp/0drYWP+irqW1tb6pEdTW0lpbUZWRlJz3/Cn92f3sk4ezXeBAs8bdO3tcbXrcrAA8elwsGCgqYouiJYhMLDEBmaAtgC49bhZMH7tuD+s2F5sWP7fSIP+bDru0pJU3yG4RUdDiU9Dhk93OK6GsprrpcWzMcG3VWHXZSAV9uByoAOcNYAYqHsTAKII6XTsLZaGgxHe2UAIJEgU0mzQQkLCnbFVgW17tTB1H1b2mc+gxVdBGMA1X0saq4Uqow/TS4bKykcqq4Rf1zKaWKxev8kvKrZZWXi27aa0i+rDDp4lf2VBIzUxYcwePEvqTBL+SzjZzxysRsSFh4dHE6Dvxtx88TMjIzCopoZTTqzrautrbO/v7BwawgAmKL/w3kglcLY4lM8hkWughNqcLr9PV09PT3Nz84kU1hUrOKchLychKSctJTMt9nlMYnZmz9cABKT9fqcAACQ8PdS/vmvGJ/pesgaHhCRiDrVmDT4wD/qD/opXpre+esZngr7N6Yo3D1kKVrYUOR7vr8U3ZNSpbaZEN+IPfMuxH4522zKPo1qZ1JIe9/R21HHjlZ1ywc0s9+4k5m7N32mZlwP8jhhJFUKrI671T8O1vMiy3ZPZ/2bO6elGVrq7urta2tvqGhorKCjKJlJOV/eTJ0/j790Nj485Fx+4n3jOIfMpz6eEXodkfxJDxliZcRNSxDmXA49nwrwp2laCaXW8XoAve1OLNQg0cZ23heLs4o4vfKOxZwI981G4F1iNhC9rIFV1MiCiYF0vmiC7hjCbPi6Gi6WdRhe9HFS4PTec+eJEgt/2DdXIL121YLLFxhaTS2vWb1m7cshYjEwGsxQEfar6GHPopp//3hahAc4egpjmfiqGgGlbbR9NUWMOUX1mfT0lnlZTKoZOXBydZI1Pp7/BrjN5lqCfZ5OjIMA2wpJSC1+Oi02YJtVysKKuoa9TaYccvt0lIRZdXUZdP2RChiIax8CZTIXQBwCRmAqg/Nwg4xEhQw3Amlsy41FmIBYTDp4pVEFbWA0dttdzWles1EZmIKS4WlV8oLveptIJG8EFxL2+JoCDR/fv4AvzFv/lGLGi/qF+gqJ+/kLe3gLu7gLMLn5MTt43N6p3mK42NluvrL9fVW6ajC1qui9ZXIAGfaGFw8jdJC7Bkibb2Ui1dIJNF2vpL9AyWGeotN9VfYWmywsZijdMuHmc3AU9fQR8/4QAfkUAfwBKZAD9lX1e9PdZu5npH9LZc0NEM19G8o7/lqYlWxk6tElvdKiej+l1mzXutO1ztGa52KCPc3abHw6bLzbrVxeLFHvPSPRZJDju678RMNDQ019Y3VtfVVtRUV9fU1deRSorv3Ip7mHD/0YOEJ48fPXr08MmTx8+fPk559rTgYULB5fO3dtneszJ75O022VBXX4OOqq6uraqqqa2pra6qqK2ueFFTSaeSnyTcS7wTR7535/nhg4lOlsWOO0j2xiR7kxxbk8dOluVxEb1VZQ3lZTXllTUV1S/QCJU11VV11bUVVPqj+/efxd8qeXD72Y8HntqZkh3ManbtbNpt0brHEk1LQ/nuKP0dE6wAk4DYWwY80EbYoQebw9bu6dDg71zyTaCnlo68lIK4/NY16zfzy2kJbtzCIyIjL6t47fiJNgp5rKF+qKpytLpyuJw2WV2B88PLchqrqgx4A4AEy3GnjACxVJUh6pgxO2u8gj5ZCRunsWSGKuBY6nglqi/8sroMwcxUpIVNMvAsGoQ+Wl42UgZMQhusoDLLUW2usbr6idbO8gJSUPBBvnUbVojLrdmgif4SoagjpG4kqIY+sBi0mwhpmAuq6EtpGnx3/HxIeFRYZGRsLDHh/t2kpMTCwqLSUnrdi8b2ti5GT98guN4YlrDd+nfMcN/6z9prjADjjE5lm3R2djY1wrusrKiYlJNbmJ6ek5SUnpqRnVxccogYvcHTQzIwUMTXV3jv3sN37/WgxosvRydHx1+OjgHgAORMIOd6dHx8HEhoHDW+BE2Oj6Hi2tPzyl6z+mbcj/+1HIiD7H3+TmMzwV9lDS2zb4d2JLs7EnnzNRnsPX7LMJ/kd6w+hjZj/DfJmeZ4tCYqZ/hv8sJnXsA/SCazXoej8GZ8m/Ucmd5tjkzm7L/EEJmwUeAdMzZ2/BmDo+DXpaenp6Ojo7m5ubq6uoxOLyooTE1JRanw8feuRUUfI95yjk5Qu/lw2bXEj8Lz3yMin54LxUyKCLFFhLgpOJkhjE9+S3iM5e9SNCyLUDnjmEJOBCEkbFlCiCycH0fBQijFC2JpHJEkQmTRe5GFn93IELr6/FMTV4LA+q9l5BdKSC+XUVwmpbx6w2Zuue1rFbdjZKInqGKA6ur+eTLhVTUR1NghoGYsomEiDL6Osj67a5uyzsZtJvm0asAS7Od5DH702O8yrFvy6PAIKhA8RSYzVVpKoVDJpXQqvaoqNO7eUiFpAYXtMD5wBQrpaBjzqxoIYYWMEZmom/NPkYmAhiGKivzqOjEBk5hhMoWrxcjEgEdZn1tJZ4389lUbNq+UVl8pqbJcXHGJqOwX4hv5jHYoBx8Q9/cXDPAXCg4SDAoCMpEI2i/iHyDs4yPg4SHg6srr5LTW1mbVzp3LTUyW6Rss1zdYpqu/FOBEV39Kekt1dKYFCPHXarG29jJ9/aV6cCI4tcEiXYMlBobLjA2WmxmutDJfaWvNvWsPr4ungKefoK+fUKCPSJC3eICvnJ/XVncnKzuTYIPNp7TUQrTVY3Q2JRhsSzHTzrXUKrXTfbHLuGm3edtemy4X+z5X+z432x53my53q24PRCY1u81LnHY8tjFtvxU9UF31oqKymlZeBv9upbTyioq83NzIsLBbMcT423Hxd+7Ex9+5dy/+YcK9Jwn3M+/GZ547HW5rEWVucNt110gtQEVZKfxjU0upFBq9lA7/7GU0ajmdWlyQezeO+JgYlX8r5sE3QQnWJrm2xvnW+vnWBhnWJvcdLWlxkR3lpVVUCp1aSkPvFHjXkOlUSjmVTiooio+LexAblRsf/eBQ4ANr4yI70wrHHS+cdrTstepElIUX47Lpc7PGhWEJW0wklHkCOyAe87Tr8HWoDHZ/ciBYhU9EZuMmUWU97g1b1sqo88mo8IpIC/IJ79Qzirl6vbuqdryllVlZNVJdPVxRPlldCcAwQkcoMl5JH6ZTxippWEI8FTaCEE6UYVBRRsMewvqvyARRDSITNp9UAvaw+QR/CgObsuEy+kh5+Whl5XBVJbO6cqD+xWhrW00x+exPJzXVty/lFVklKYf+GLFxM6/Cdl5FbT4lXT4VfRTYxGKkwhqmgopaFs6+VyNiroWGxd2Ku30r9umTR5np6WQSpbKiuqmptburt7+XOTKE0jDAcccxAMOBd8hw3/rfNBgHD5vALwijh9He2gbcS6OWFRaUZGXmJielpqSkJmXnPCghbQkIkPTzE/b3X+fnv8HVraCjg8liMceHJliopAP60hubBGHO/uQ0mbx8jUzedNX19d2Hp93HrbTDWYP17Gf+dsOI4C+zeiK4yzWRDUAjs/nhKOpS+rvG/r34fRuuz6lxfDU+LSqnJzOnJepojaPz9Ea0/UjMMPuIv87eDTIZjpp1pzWZ7O2/tjkymbP/PiPgGPAPGo5G02gxbfiWP2swGg4n2KTheqy5LzU7KzcxMT0h4Wl0zK3L0TFHYm45RN8XvZqwMCz9g6iCebEkwBIOwJLYEkyzsGRar9HIf1DFBCK6PI6YYnbfemwjZ1wJISofxWSIJC4ihSuKxBVZ9Fl4nlBYBu/BKwQxlc+klL9eJ/u5sORKWY2lMuqr5batVdRaq6zFq6orqKIvpGoIZIInjv/Kp3+rBGCpaQ7ODb8qmqcuoGIgpGYovsWcX0mHT37r7oBD8Dsw+pI1ikq7IpucQD82+K8O/PaDUwpCs7lKKeX0UlAZJthSioVNqOVltNoGVV1TXtlNQmoGfKpGaF4WXCGWMYJNHmOHTbAZZeBpoalcr13klF6RCTychhNeFX14HdbIbV21XmOVtNoqKZWl4nJfiG6YLyKtGXRgnb+f+H4swyQoSPzAQaGAQKEAfwFfH35vLz4Pd+49u9c4OKy0tl6xc+cKU7MVxibLjIxf01JDw2m99tRfIGPjJUZGsFxuBDJZami8zMRkhbnpSgvzNbY2a+wc+Ha7Cbh4C3r6Cfj6CQb6CAd5SwR5K3k5m++y9jDX/0FH8/J2tSidTfF6W58Ya2VZ6JFs9MrtDRqczZudd3a62PW4OvS7O4Af3+1m3eFm2elu1eS8s8LJNN/B9K6FYV3Uzb7KsopSKp1MphSXkEpIFDIlPSXl+pXLkaE3iJFhscToW3Exd27F3LsTl3D7VkpcbNLJY5fNDa/pbY1wsmZW0suoZFJJSXFxSUkRiVxMKilERb3IJUW5WRnRYTfuht7IjAqPD/KN36mfYamXs1M7c4d2koX+Hfud1FtRzTQyraSopLiouLAYVFiYX1yUTyoqzs3Kigi9cTv8enpM6J393rfNdHKtDGl2ptUOZk17LLvc7IBMsErBbyaT6S19Hja9HrYotcbLvsF3L/3bA0f0TdaLyIvIafHLb10lo7JSUnGFyHpuYZmVa4V4+URVFDW+DThASs8damofrm8eq6sfqqgYr60era4YqyqfqC7HMkBQDslkZfk4Sm1HwtfH6KUoA/6NQt0YEZmAhulk0BCNNF5FH0Zzt+hjNUAjFeN1L0Zqasbr64fqGwfauh7EP9jt5CIqJrNkGe8KbvGVwhuWiciullKGDxGf3BY++W0CyohM0PtfzRCWQuqG0luMT1yLvB4VF0WMjSUSnz56mJGWWlRQWFFeWV/X2N7W2ctAGX2jw2NjKMHk/1XM5NcGQ8E9oroMTCaju6e5oamqoppUTCnIL0pNTccqCGckkajXUjN47ezXBQVKBvivc3Fxv3yxHWu8CAgCL9DIyBj+jTc2igrQwZAv4WsQI5OXExM4lryNTCYnZ5FJ5H+MS/5qMsk4+gpC6rPZ07qQQ4xv+j3DfjT+mDW2zCCT2X55Y8+RGV6742/FE/4VeyfIZNbt//aVzJHJnP332T9PJm8zNmr8SYMDgUzAurq6mpubAU4qKisLi0oyM/OfPkm+fetOWHTUOWJUUMztLTfvcYc8+eRmxnsoYIIKBwOTEGLJf5ZMXtvtX9Zrw04Ja7GCwAlVD8PIBBU1xrYXcsahy+aEa44o5Agr+DyOsjgkTfrCA4KcwXuSal+KyS6VVFgjq7lESn2tku5qBa21SjrcKjp8anrsqR0YlvxZMhHaZM6rYigMYKAKgxiKaBjzKGgJq+qJKG1rHZjAAyaTLPhlRn9ExH9r8F+dmWQCSzoNa7OIiV7G7nBCppVSK2tOXg0TkN8siJrTGwAFAZ+gs2MZIxiZoLQTEJb1jjTzCmcIgOSVMDJhz+niVtJZi8Imm3A4Wb5O8WuxjZ+Kb/xabYvygYNifr5SB/YLBwYIBgQIBQYKBvrz+/nwenvxenlwuziv2b1rlb09wMkqS8tVOy1W7ti5wnzHf0zLzc2XmZmtMDdfaWa+2hxObb7SYudqa4s1ttY8Do68TnsE9noIufkKevoK+voKBfiKBnqv9/fY6uq028r0O2PtM1rqYdvV7uhueWy4PdlMu9DGsMze6MUukyaXHa0uFl0utr2ITOzBie92s+p0s+xwsWjcY17uaJLnYBZrplsbHdpdUVoO/3YoLQjAgkQmkVOTEq9cPBd6/Wpk+A1iVMStOCKQyd3bsfdvxSXHEp8d/+m8mf4FHc2bDpYDVWXlVDK5BB1IKiJRS8ikwkISquhVlJOZHnrtSlzIldTwm3F+nrEm2qk7dLJ2aKWbbX9ksj3GxpR6m9hMp1CLC4qLi4qKioFtMDIpAFABMoGzx964mhp981aQJ9FoW4a5DtnasMLOpGHXjg5XuBfbPg87hqt1r6sVrplkAg/73KxQ2omnLd4hnuFh1+69q8LLOT0w2Fhus5TMJoENGms3qK1er7pMTG6VmPxi7nVLeSVW8IgtXsrzxWeLxQQk3Bz2hpw4Q8vIbCSTG4qLmNVVw7XVY/XV43UAKpXj1dWjlYArVYN0OqwPV5TDQ1if1lB5GWzENVhGG6ksBwHkjFRXjtVWT9bXjtXVjjTWDdS/YFRX1ZcUVxcUZj54dP7Hn21Ndy5bsubTr1Z8vnjNMl6xtaKyKwU3rBJTWCululJSiXujBsAJr9xWQVU9vKEqv7qRgKoen8JWl/0/XI2+ExodR4yJuxcfD/+I+Tm5VDLlRW1dc3Mro6dvgDk4PDg8NoKCCTiZ4Mt3ytjO9b9t+FBwp0ODQ32M3vbWtvoX9WW0cniPZ2RmPU9JeZKS8iwrL4leZXXylJSXl7Q/StxS9PK4lpGGzelCdbqAQeAVQt90wCGITBCf4GQCJwAg+V8gk3/T0K/FH7TfIBNkM9zxv5of3gUywdJdaqL+0ISuOTKZs/8+++fJBMcJsJnzynDM+NcMHwfIpL29vampuar2BZlKy8nLT0lNffDwQXQs8Rox8qfo2L3RD2Uv31t8LfnDyKIFqFIwePwUAqzEkF9jhn9aAD+YYshcRCqII4aCcmBiCgjEPBQ5iS7kIBa/H1346fV08fCMrx32EdapfyGpvFhMdo0Mqo27euP2ZTJbuJXA0dfnUdfn12TX1ML9+z9FJiA2J6ibCMOBaoZCagbC6obLxBWPnAtBDcjQ1C348UXl/l/N5sIMfvipVDJOJrCCM8m0cGghl1Ko5eV51DJdm728clvgFMAhGFfMugY8Ax7TH5mNNg0n6OIRosDroIjgZI3s5pUy6isklZdKKH4pJvvxOjkxWyfl/d+I+fmJBQeL7d8vHBwMZCLg7wdwIuDjLeDlxevqshaLnKy1s19rY7fG2ma1lTUspwUP/2ZZrbG04ra0Bq21tl5tY7XG3ma1vS3fnr38zm4Cbh5Cnl4ivr4g0QBUKVjNY6+pg4W/sc5xLc3r2upxOuqP9LckG23Ps9Sn2BlVOZo07d3R5mrR5WbNcMOmcrkgZ73HDYnhbt28y7zSwTTf3iwGyCQmrK+2orqCXk4vBZAEyoB/yYy0lDOnjt+8fiU6MjQuNurOndj4+LiEe7cTbgOZRD898eMZE52zWupXbMxH6moqaehAOvxrk6hoPhiZTCWTSqnk/NzsG1cuApmkRYTG+HnEmumkWehmW2inmW97Yq4VZWlIj49tpZdWUEilFAqFTAXRSuE4uIDS/JycG1cvE69eyiSGE/3cgUzSd+iQMDJp2mMJZILqjLm/dTYXYEmvO9ypZS/WD74Pm/fV5WHf7LWbEuh3wsZRXUpJTEqZd4P6mvXI3V8urLBKRHGZ4IZFPOuW80su5xNftkZ42Uq+JUtWrli2Un6j3A4TUx9X9zM/H42+HvI4LrbweWJFds6LwqIOejlopKkZNNrcOt7aPq2J9o7Jjk5YTrS2T7Z29FXVdtIqOugVFTl5lLT0jIQH9yOjQs5f+PG7w94eXgb6RtIysl8vWv75wqWLVvIsWiu4hE9slbD0ckGp5YIyK4VlV4rKr5BQWrVRfY28Jo/8Zh75rahfpAbCctHNpnzyWzeb2V2Jjr8cGh1JjAN79vRJTmYGoF5FWXljY3NnZzeTOTg4MDQyBFyCF9f9fxgzAT8YX5keB25zeHh4kDnA6GK0NDbXVNVQyJTsnNyU9IynyalPk9MTC0jXU9I1AEv8vWWC/IT37jb/+Wd6/yBjkjU0Bt966FsOG3AMr/6FKhNOTqBUE/hGnCOTP2DoFfyD9jtkMjsN4y/1yN8BMsFgA1Bk1otAi2pkPz3b5shkzv777F2MmbAJ4181GAGf09XZ2dna1vaivrG8sopEJmXnZD599vj23TvhsdFnoonfxj4wvZEgcOXpl2G5H6A8+H+FTLAwy9+tqTlmMWROIoUTkQmIzBVXxBGTT4gp5IormRdb8nFk3oqQZPFTtwjrt30oofS50PrVUsorJFTWSG/mldfjVdDnVTLgVTHg0zAEMsEdenYq+et+/O8IZZhsNgfOEdI0EUJ/gtUXUtMXVt7WPcYamsTfVPATMw5kMsHCqgWDB4BpaHgIJZPQKDQ6FVZgORNL8BV6Ga20jF5WW38yJJJPbjMwDz8CIbhIM3R2dtgExyoTfkx/gExAQCZmAmqmeM0uflVDXmU9bgWt1bJblkurLZdUWb5OeaGo3MdCMqu36it5+cv4B0mgNvCo5aJQUCCQiaC/n5Cfn4CXt4CHJ6+LK8+evby7dvM67eJ2dFrr4DhTa+wc/lbxODryOjjy2+8C8To4cTs6cO9xXLvHic/NDa5NwMtTyNdL1N9XzM9XMiBAycdbf4/jLgvj73W3XNqmFqmtdldXPdFoa6bp9iJr/TJHkxe7zJr37EBYgrLA7bAWHzb9rta9bkg9LpYtu3aAi59ra0I01a6LCx9qqGl4UV1bXVlVUV5RVgbLvJzM82dOht24dgvDknvAJAl3Hj24+zThbkZ83LNTP5800T6trXHFdudkc2N9dXV1RUVVRWUlvaK6vKqiDLzvssrK8pLiwrCQq/FhN7JiIm8FeseYaqfs1Mmy0E7fsR3IJNrKqDrhbndV1YtyemV5eXlZeVkZGgS7gApSUREce+v61ezYqLgAr2iMTMg2RpX2pjiZdLvb9bydTPrdrXvdLXvcLBjuVlifEySGu127p2OZt/PzQH87ZXUpMVleSeVV65RWSiovEZRbJiS/iF9msaDMIgHJpUJSy4WlgQ2W8QrziEqu4BVcuoZ35Vr+pSvWcvMKiQhLKGxQ2KysobdVZ4eBqZWpxV67Xa5Ozp573LxdPF4TbPTY7erh5Oq4w87K2MLCaKeWppamyiYYQURIfDlAyAruRSv5vlrOs5RXdJnAOjgvnH2ZqMxioXWLBSQW8a1bLrRhpYjCSjGlFZIqyzaorpDV4JbfwqeoJahmIKBmyKOIpnGKq2jt//l0SNTt0Ki4yGjio0cPkxOfF+Tlwqewtrq2va2zp7sXyGRocHh0eGRi7BWZvIPGdq7/JYMvKXxlehxYGRsdGx4c7mP0dbS11714UUanFxcXZ2RlJ6Wkp6ZlP0xKT6LQAq9fX+/lKurjJh3sv97b6/TTxLaXKGwyjgIkExPjY/CdNzw8gJMJCKOUGWTyZnsLmWRVT21EckA58YMZxGqHqdlKqP4VtmN9VvNh5ymP2bk641dsM2sHONC5Gj8LAgJUO4u9HdNUtnpDNz4tyoE4hG/Atszw+LfSHJxpR7KnnkUzuFpgB9g4Yx+4HtoR4lSdrpmGpaPMyJinOR5tyXyze/0r+z0y+Q2vvT4HXaTjry8ypucNjntjT9RR2quhZh/4Opm8tvPb7gjNN5v1MsKYR3L+cEoMVnELO/WsbBPHNyfVvIFMXqswNnXgW3JXXivwNb19atbc9Hn/3As7Z3P2dnvnyISNF/+ewTgAJ+xU+JYWNKerjF5UkJ+Wnprw+GHUnbgrMcQTxNvuYfGqN5+svpH6UUQuZwzm/cdR0PIPawoe/n7FoSUACRYwQWRCiMz98D6VEJkzP7Z4PrHoi9AsmZupH5p6cEqpgoe9UlplhYTyKkmNlZKbuDfqcMvpCigbCqgaCmgYAZlg86BMsTxycPrBa3/Nj/9NYZ698CYzbmV98W07+FR0F4krnomMZ7JY8JsMv8Bjo/A9NTkJqyiEghUMxjQ8OkIpJVNplFIgk9K3kUkpiUqiVlRmUyo2mzvyKWoLa5jxqWKJ70AgqBgXHvBBZDXVWeVXV/gGITLB4AQvK2zEh+Z0aa+W37pig+YqafUVkqpLJRQXSSh8ICC13na36r5vxP38Bf38xA7sBzhB07oCAoT9A4R8/IS8fIU8vfld3QVc3fhdXPn2uvDucZ4t2PJ3iQeWzi58e10Fd3uA+Pe4oYduLjzuLjxebny+nnz+XoL+PqL+fpJ+/ut9Aza5e1jbWPkb6Z7Q0ry5XS1OT+OBgWaq6bY8C+1Se8OqXSZNe3e2O1v0YMWp+lxtmQhOEJlgHrxN917L1t07K+xM82xNYsy0W+5GsTqaO1ub2pobmxrrGxvqWpqbSskl169ciokKT7h7+/HDhGdPHz1/9jgl8WlG4rOCxw+Sz584aaZzSkfjir0Fq7ujvakR8KSpsaGhrqG5oamhvq4RxmluLCunR4bdfECMzL8Te/dAQJy5brq1fp61fpaV7nNLnVgbk6bnT0aaWzoa4KT1dfUN9Q2NjY1N9ejwhooyGjH85v2ImwXxsbeDvWOMt2da6FHtTaudzP8QmXhY9blbMFwt0XY3K7h3eAUA0tpd7ardHUnBHiFOdhrr5AVFFfnhfSKusEJcfpnIxiVCMsuEQdKLBSUXCUgsFZJcJrRuCb/YMgHxxbwiKwQkl/OtW7xWbCWf5NLVQsvXCC9ZJbB0teDiFfy4lq8RWroatszS4pV8i1bwLlsjDIcsWSUIKwuX88E6islwiy7lFlvCI75ScP1ygfXLhTYu4pVexCvzNZ/0lwLiC4UlgE+WCa9fKrhxubDiMlGVZevUlsioLZfdxK+kI6SiD4QvqGbIq6grpKS7c7fX1YjYa2HRUbG37sTHP3nyKCsrg1RSXF1Z3dzY0t3V098/MDQ4Mjw0gvIlxscmxlHBXQxP/l/N5gLHGF+ZOdT42Pjo8Nhg/0BPd3dzU2NNTTWNVlqQX5ienpWSmpGUkZWYmx+bna317b51fu7iQb7Cnu4ye12qJln9LNbA0Cgc/nJifGR44OXk2OTkGMISFgw9Dud4e7QEt7fHTGYV70J+/K/8/urD4CACD8zcuLU6g308sozpfPSjzRmAKFO7Hc7CyAQzlCLC3o7IBMtlZ29hkwkbYGiR2UP1DUM4hLx6FjPsKOCQlgzYAe0zlWoCei0J/hUOwYDdGTP2/EOBiN8lk9kTumZ67VjQA9xlYIbhetDMZPrX5kTNeAoxBpZnPzOJZdalvvLg8Yz8V8e+aTfYBz87+2V8C1e8wfCpXPgt/4HQ0FtiJjN4Y8apZ8LJrFd1Bsyg7TPP+4pM/vgLO2dz9pv2z5PJ9CQuNlX8FYYPiGebAJy0trTWVdeUkslZWVlPnz+Lf3A//FbcudCIw1F3d4Y/Er/26IuwdK5o1G+R6xYVAcAf1ity+NuE6hfDSlwJEqygqE4pwAlXbAkhPHtBXPG8yNyPonJ5orKX+5wkrNf6QFx+iZTCsnVKS8WUuDds45XV5pPT5VPQBzLBckuMBTXxeVDg06NYxJ8lEz4VA1jifd9RkwQVnU07d1V29sOX0zgWIAEsgTfWJPzuwxY0x2EqZjIyRC6lUGgU6q/IBITP5qJSSWXltEJySUVj6zcnLvLIbhEB/FBDmiITQxxO4CEfQAuCq9ev8E1Cs7nwCV2oL6QaunIeZd21ittXyW5etR7ByTJxpSXiCgvF5D8Wl1Nw95UNDF4XjLWBDw4SCgQ4CRQJCBIF+QUKe/sJenoLenoJeHjwu7vzubnBckoe2FM+f5MEvLz5PD35PbyE3HyF3fwE3Lz53VGchM/bg8fHgy/Amz/ITzDQT8TfV9rXV9nL22D3Hjcz4x90t13cphajq3FHT/2x8aaMnVpFNnrljsZ1u81b91p0OltiARMbprsdkEmvi3WvqzUDU7eLdZuzVaW9ab6dSZy5TkdCLIvR2d/TxUDNEju7umGlp6KsLDz0ZvztuCePHyYlJqampgD/Z2Wk5aWnkpOepl0+DWRyUkfjqpMVa6C/r6urp6uzGz6Wnd3gBLd3dHSBD9jLqKuvi42OfHorlpRw9+F3+2/t0Mu0Mci3Mci10U+21r9lZ96ekszq6mF2omM7Ors64Nzd3fDRhkVDfc2t2KiHcdElD+/d+yYwxlQ7y9Kg1MG0dvfOpj0WGJmg9iwYmbDhBGOSqSLCHtYAJ71AJq6W/W6WTFcrpitAml23u0Odq3WZt116oJvzpu0bxRV4hWW5pVSWi8kuFpZeIb5xhdh6wJLlYuuXiEgtFJRYIiy1SGAdbAFiWcwvtZhfeoWw7FIBmWWCIGlcS/gllwpI4VrCDyQjMa2lAuswSS7ik1gpugGWsPNyQemVwusX80qsEtm4XGjDMsH1S/hgtI2L+dYv4d+4FEVvZJeJb1gsLLlURGaZiOxyUcWV4qor12mslN68Um7raoVtAko6/ArafMAnagYiKgYbNhkfOxdyMzI2NJJIjIt78PBBcnJiUVFhRXk5sGJne1dfH3NgYGhocHhkZBRw5CX47P9LZDIxPjE2Mj48ONzby2hvb61vqKusrCCVkHKz8xITU5LT0pMzsxJLin+8d2eDt5t4gI9kcKCUl7fVsRMd4NOh3rKAIWOT46N4kgkKkfy1ZHK0mf3MLFyZhpDByBlOM1AH214FXth7vqIO5+bpUMZMMomcgSUgjD26cQd3JofAlzqc8TUymb3DzGFntDSZUVz4SDZ720xWecvEpBn2+2QyOwIwwzMGB/o1DJjhds889QyffvbhUzvPQI4Z1/Nq40xWYQ/LHnP2BaBL/cNkgo0wfT1vDw1N2V9PJrPyW2aTyR97Yedszn7H3pWYCRsp/iJjMlGvExgW4KSnm9He2t74oqGqrIJcTMpIT3/y5MmtO/HhxLhTkbf8iQ+23khYEZryYXThfCKJEIXSOWayx29rJkL8HUJZ70glqHRYXBG2kUqIoXEAnESVcEUXz48t/pCYtzgyne98/CcGezhFlL5Af/uXWyalskJKnXvDVl5ZLT45HT4FXUEsxQLNZULe+bTelj7+FmkgJuEFzx4LVgio6vPIbjp2NWIQC5hgf3/D4QTNGMZDJbiBd8McYJaitPfSN5IJW3QKhVJEKyslV5QXVb6Q1NATUtHnUzacms2FkwmCkxlk8ifISgBjKj5VQ1SqCOsKv1puy5qNm9es37RCQgW0REzxI0EZESOLTfsOivt4oTpd+4KFgoMBTkSD9wGcCPkFiAftE/DG0k58vN4gXx8BX98/Ln4fnzfqtd1w8fuBfECCvr7CPr4ivv6Y/IT9fFENMX9/gcBAgUB/sSC/jT4euu6uNlYWwXrbzmhphOto3NZVf2S8KXnn1iwbHbKjce2unS27rbr2AocgLAGxe6K7oSxwEHjzXW42zXstq5zMi5zM43fq9zy4zWL2jQwN9Q0N9A4P9g0M9vUP1NbVR0RF3UtIePr8eXpmdnZeQW5RcV5BQXF2Fj01MSfk/Clz3ZO6mjec7eHY0aHh4cGhAebgwMBwb99A78BQ//DIwNgYlU6PI0Ynxd8pffLwyeGD8Zb6OXZGJfYmhfYmKTbGcbY7ezIzWf2D48xBZj+zt4/ZP4A6bfT29Q0O9rW1NcXcjn384D4l8dm9QwdizfVzbU2ATOr27Gx2tuhEhYBRajuWAY8CQTPIBN0vIhYs2wRhidtOpqsF09W2z9W+w8W608ehysU838P2foDvJgExUZH1q8XlV4gjGFgqKgNMshhoREgSwGCRkMQSIaklQtKgpUgy01qChLa/JmCYxYJAMkhLhCXZEpJcAtuBcATWwcpSIalpLRdaj0EOaP1yPHICEpRZLii1DHYQXr9UVHa5uNJyCdWVUhorZDatkt3KraAloKAlqqInqKojrKa7TlXX1f+7azejwsKjoonEO/F3nj1/mp2dVVpaWl1d09rShs/jGhiEfyQ8YDIOwsnk3TTMzf6LbXR0fHR4dGhgEH46Wtpba+vq6DR6cWFJdmZOSkrqs+SkpzlZj0opFj//vM7DQ9zfH3U42b37Xlk5A0uFh9cNvgDHx4BMEJOMvxybeDmGIsfY9+JLlH73RvuDZNLN3jgLQl6FR2YGOqbJ5BUbAIfgm16xyitamIEQsCeao4VByxR7TLPEdP9EzOqzWyJnzOb6tc28pGkImbFxFq5MO9m/76b/G2Tya3sjbLyZQH5/5xku+IyLZN/R9JajsyY41ee0RP2x2Vz4iWZcz6zbfNPr9peTCfb2YLeL+R2mettrOGdz9tv2/5NMwPBhgUy6uxkd7V0tjS1YlfrSgrz81MSURwmPY2NvX4uO+zHqlvudRKHL9xeGZ30QUcAVhZrBv4Yf/6RiSFxEMhcik0ICEk4mpUAmC4i094gUjtCcLyKzuEMerw46SRBR/UJcdZG40rJ1ysul1VfIaHLLbuOT1+ZX0OFX0sX7qc/EEhxUXvPdf1vAA4AlAppmgprmcOyajVtUDa2rWruHJlnjKErCNvYvDWb4+wx+lsGZpJZSqTRUgwv1VXwjmdAoFeVUErmohEYpq2/68cLNNVJqvIq6Iprm2NmNZ5IJ1o3+T5IJRlZ4tAfIhFdZZ638trVyW9ds2LRGRnOVpPpSMaWFYgrvCUhu898n4+sj7OctcfCAyL59IPD7Bf38xYL3wVI4wF8owE8oANW/mi0/QVCgPy5+f7+/WAG+AoF+IMFAdC7RgEAxfyRY4ff2E/QLFPAPEg0KlvD3VvVy2elg7bvD+CdtjWtaqjE66vf0NJ6bbcmw0sq316ftMm/YbdWx24bhbNPrwiaTPlRd1x4li2P1qbrdbcGtb3K2qNyFyCTWRKvvyT3WIHNkYryXNc5gvexjsZgsVk1nZ8itWw8yM57m5qaWkFKKS7Jp9DwKhVSYX5GZknvz4llLg9MGm2+6OMCx42Pg6SJeHZ1A7ThHWayBSVR3tYhCjYmOTk24X5749NkP3963Nsx3MCE7mpc4mmfYm9/fbcfMz2cNDI8PjY6zWIMTLOYkEhwIvmAjo+fmoye3klKz0zNjf/yBaGGUa29KdzRrcLZocbHscrdheNqiRiUuVgxnK4ATrBgXjii2WL47Fjxxs2K6WeBk0u8KG+27PWxb3Sya3XfSXC0yfVy/1zeQ4RcXklTkkVJaKSG/XGzjUtENy8RkYblYVHqpmMwSkfVLhTfgAhqZgSUyi4XZWiQoPSUMaaa0RFhqWtj0sHV4+GWGAE7YYwKcAKWsEFqPL1cIyawQ2bBcTG7FOqUVkqorpNRXrd+0asOW1bJbeRW1hZV0BBS2iWjq88hvUtU1v3g96kZoZERE5C34J3uYkJqaUlhYUFFe0dDQhMJXPX2DQyNDwyMjI6PjY2NYt0C0fGeN/XXzlxrcMcDJ8NAw/Ih0dHU2NDVVVlRRSdTcrNyM9Iyk1KSnGalPCgtDklPXu7hK+/uLBfiLeLrbnT1dMTLcj3Le4ZsQVebCYiSwHEPlQF7ClyPCk3+CTGaM/AYyeUULbw5ugDVg7DGrhSKWNzJzn7fbm8gE0c7UxpkdGNlhGaQ3T0yaYX8/mbw2f2na3rTz2xz6X1HB7BAHSsD4c5EE/ERvvZ43vW5/OZnMjn40/hZTzZHJnP1r9k6QCc4Sf7nByL29fYxeZmcnam/S2FBfVVVJJVNy0/OSn6bG37l3PTzyQiRxX8Qtg/BH/FcfL4zMmx9VxPVukQmZEwnWsUaQqKgxBcRJpHKGkz+IpHwcWbAiNFXuSgJBTucjCY2FIkrLJNSWS6qvktm8ev1WXsASJV1+FV1+VX0UK1A34UNLPP0dld/F5ji97r7/hrCKvWbcykYC6mbCGibCKtrfnLgIDiL4i9PhkbfYS/jXKMU6KlJKSTQ6mrv1JpFLivPhWXplOaWyqriygW+9uoCijoCKIXbNcOXsVJMZZPL6Rf62MDgxQv3vMTjhVtDiUdi+ZuPmVdIaS0QUV65TXS6hsnid0mJFze2Hvl8fHCSKYhF+Yvv3rTt4QMjPTzw4WDQgQAQUGCAc6P9rCQUFTAubDPY7mrn/HxAAD8ISgUBfNGsrAJgErhAtxYIOiAd/Kxr4jVTAPjkfL33XXXtN9Y8YbD2noxqmrXxHT+Ox4eZ0C+18W32yo1HV7h2te6y7dqNpS33giLvaMEBudr0eDr1uWPcPLGYCZNLoYlGxy7zQyfy2hV7P07uskYH+l+NkRnvxQE9RP6Owl/GkquL7qPCTD+5dSnwWnp0VmZUVkZGWRC4hU0gVOen54ZfP2xieM9pyw9mONdg/OcHq6RsuodXQX7TRXrSXVDWV1DRVt/fcfvQ0Mioq/fHDqpTExJ+/S7AxLHA0oe4yJ+/amelgfneXdV9BHmt0bGySVdfTV903WD/6smpgvHbo5YthVnZr7+EnGUcTcyJScq+cOBVmY57rYEbfZd7oYtnqagWAAViCBUwQg01P6JomE9AUmaCYSb+bJZAJvBQ93nbNruZtnha1rhal7k5PPdzMNipJiGwQllTlXqe6RkJlhZjiMjGFpWIKi8VkF4luXCIKlCIHWiYit1RYdpmQ7HIhWG5cNoUrGLGsn5LMEkGpaWFhFrbgKZxeFk+t4JoeZJnIxuWissvFkJaJyQGTLBdXWCGpvEJadbm02goZjZUbN62R24q6KypqC6no8StuF9XQE1PXCjhy9EZ0bGhEZExMzP3795OSEnNzc6lUSl1dXWtLa083o79/AGurCDyCmpj/T5PJyOjA4CCjtxd+OF7U1pXTysnFpNycnKTUxCcpz59mZSXTy3adOSPp5irm7yMR6LfB0+2Xhw8YwOpjE2OoiPA4dnGwQJyC4iUvEZb8w2TyJv0+mbBtJk5MCQutsJ/HrWEog1jj8HrSC1v/IJnM+rt+43BmTI2j88xU9Vf6Pdj498hk9lVNPfWH09/xu36Nsma9FL8GgL+ZTGbaH3ph52zOft/+f5IJPiyq0NXb19Pb39nd097Z3tRcX/Oiqqy8rDiflJWa+/jh4zvx8aHRxONRt9yJjxSu3F187flH0YXziMWv48E/KIQlFIATjthiAhIJ77jCSSQviCp9/2bRl6HZ4uFpX1j7EkSVvwYmEVNZuU59paTmmvXb1mzczqeow6+sx6+qx69uMJNM2FWt/iUy4UM94FHAhFdeS0hhc/8kaq0IP8foxxdppk39nRD+/3Kiq7uDQiFRqaTfJpOKChqa00WjksvKKFV158NurZZUQSm87Hpi7PJc2DpgEpZ/8qvr/A0JaaJD0OsAcIKVD+ZR0gZPbu3Gzaul1ddIqS8XV1ooLPu5hKykraNiYJCEv7+wvz/QiFhgoDCQSWCgRBDAQIBYUKDomySMiOUvkBAKy/xafiIAJIF+wkGIgsQCg8QDg0FisAw6IOq/X9xv/3ovv00uzrZOtoH6W8/oaIToKEfrKCfoaz432ppnqU+2My53MqvfY9Gx16Z7LyITNKPJBZEJqq4LcOKGtgCczCSTgl3mtyx0Ox7fZo0NNg0zdQM8N7o5Kfl6ynm4yrk5y7ruXe+yW3qvk5ybi7SjvZS1xbGYKBK9tCIvMy/88gVbo/NGm2/stWEN9IF/dvbKzSU8oqtENq7GUslXr5NfKiTJKyFzMzw84+nj6tSk5KPfP7A1KnIyLd29g7JrR6a96b1dVv1FeayJiaGXrMvx98/df3r87tMT95NPPEg78zj70IMstZPhqifCrM+G7XL3C7G3ynUyL9u9o8nVqt3NGs8wweZxsSGE6QE3+Go2F5b3j8gEMYmbBSoijFrg23V6Wnd6W7e6wTgW1c42Rd7uZ+2dlMU2iEgoc0trrpHZtEJKfZmU2hJJFRCg7CJxxcXiiktAYopLRBVAS0VA8kiibC0RlpuS7BKhmaDC1mLYKCq3SEQWBCszhW2UWwyDiCsslVAELVkHUlq6TgULkKqv2rhpleyWVfLb1iiizkV8KoY8inoim0yF1PVXrVfVs99z4/adSzevR0ZHx8fHP3v2LD09vbi4uKKioqmpCfxv+BoexDJMRkexaAnGJoAo7zCY/F1kAhoZGxscQWGT7q7uxvrGqooqeim9oCA/JS0pMS3paWrK45yc6Nwcrf371vl4Sgb5i3u4bD+wL7eppY/F6oeXDtUCAcNKBsN1ApBg+qdjJtWRWd0Z00J5569CH79HJmDsUl2v6VViycy4ijM7CT7jDTGTGQTyNjJ5M2zMsH+ZTGYe6MzO1c78E7DxRjKZ4f2/jUxebZ/VCHJavzEnatpmhUfeptejQ/8pMvmjL+yczdnv2z9DJjg//N0GJ+oFMZndfYwuRkdbV3NdS21lbSWJRC3ILXr2+MmDhISbUdHnouMOxz20iHzEE/L444jM+cTC1/HgH9Q0mcQAk5RMizOGtCCa8hWRsiYsS+zMbYLUpo8lVBaKKS4XU161Tn211Ka1G7Zzy2lzK2jzqejxq+kJqBtgPUBMAUj4NJH+NTIB8aqAQ496mPDLbT547OwIFi2ZHB95OTnGQnMZsFaLyGBlAm1kV/Qfb29vLSEV0ejUUlyvMwkuMoVSTKWWkCklFFppaWXN47TcTSa2fPLbULFgTTxCYgx0ARLE9GfJBOXBA19hc7oE1A15VfTAjVuruH2N3BZu2c1rJFWXCsutkFT5TGTDCrWtm/yDpX391gUGSQYHi/j4SAUFS+/bJ+YfAHACiPJPKGBdgP+6gABYByyRCArGtS4oWNw/SMwnQC74gIanj5mDo8cOsx/1t13YrhKprx5vqPnMeFummS7ZxrTCwbxu987mPRYMNwfUvcTVDnfZwR3v9bAH9bvbM93QRoYbyjPBZ3MVOpnHmGv1pTxkjQ01jg+b/nxI9btghW8PqB7+XvXQt1I+XlJ+3rL7g9Z5e27w85H1cD12L55UVVmRn5MbdumCtcE5Q81QZ1sgE3hb+B44LCqvKa6iJay0XUxNV0Bxs4S6loSS+tUboWlPHtWkpyT9/N1DW6MCB6NSJzOSg2m2nenDPTYDQCZjo4Ms1tlb96+l5Z9PLTqXRjmZTDmdWrY/iS537YnY2fitZ2Mc9/14dZd9zi5zmpNZk7NlB0YmiEamOAQDEqwkF7YF7nTAzW4Qbtnduh/kYY11grdjeNh3edh2e9l2uFm0u1vWu1gX7bVL3hfsoqUvLCm/QnbTYtnNCzduWiK3ZdF6jcXrNRZJq4EWSql+LakCWghLCWXQV+JKiyVUF4mrgBaKKU+vLBRTWowqLrwu2LhoSksk0czMKSmjcdapLpZUWyKlvlhafbGM5pINm5Zu3LJYZvPS9VtXbNy6Sn77coXty5W0VyrprlI2WKVkslZtB6zwqRuIqG0/HnLzGjEilBgedzvu0aNHaWlphYWFVCq1vr4esITBYAwODA4PDo0Oj44hMsFyTCZwvVs2nYiP+91/vaFk9ZejExPDY6PDw8PMPmZ7a3tDXUN5WTmppCQ3JysjMz0xJelpRnoimXwoKkrO20vS11smyF90z6594ZEd2BRH1M4JudpsMoEBx7GiwexTvMH+M2QyNZtrasIt+pqesj9AJmBYua3XHWt8/zdHQv652VwzqWDamX6z5/1nwiD/ZswEN6xu1atDcL09FsE27CzONVjhr1mKmq69hvTaq/GfIZM//sLO2Zz9vv1/JhPcevv7evoYPb2dHd2tDW311Q01tLKykhJyZkbmgydPIx48OX33yf67Sdb3MyVu53wclT2PWPQ6HvyDikFwgomCRUsAS7C+7zElXJFFn9zIErqZQjB25ZDe9IWY4kJR+ZXrVFZLqq2R3sQtu41HQZtbSYdXFchEX0DNUAhBiBlGJsaYAFSm+oT8GfGpGopsMuGV27JSXLZraAx+cVkTI6zxIdYEaAQYhTWBNTJBK9h2lBuPGjC2NjeUUklliEnIVCoJOIT2JpWXl9LL0D5l5XR6ZSW5ssb/yPG1G9T5VQ35sKANYhJsUhY2uQsFT2Ze3h8QKh+MMm0wOOFVM+BW0V2jqLVGfvMKaVW+jZu4URFh5UUS8p+KSMtZO6r6+Eu5um308gbJuHtIu7mvc3Fd7+Ut7eHxl0jK3X1arz31a8l4uK93d9/gDksvGXcvaQ9PKU93kLSH+wYPTwV3982e7oa7HPeam+3T3X5GZ9P17SoxeuqPjLekmmrl79Sn25rVOO5s2mPZutcSD4/gWDJFJmgSF+7Bw0MGlgE/RSZmcTu0O5/cYY0OvhgeND56WOG7/Qo/HJE9fFj+u+/E/f0kgoCUAtYFB6GyAS57f7wXX1JVVVmQVxBx9ZKN4UXDTeEudixm38RLls/BI/wb1UXV9ITV9EQ0DCS2GAkpbxVRULsaGp7+7GlVWnLST989tjMutDeiOZlSHc2ybYwTHCyHivNZ42Pg811+mHjqSdYvzwuPJZKOJlKPp1b4Pi8Tv5bId/mJ6sV7VgePXdrjAGRCd8TIxPUVmUzdqc1rGfAIThCPAZPgWMJ+HVCmDWrzYt3patXqZlvm4ZS1z/+cXyCvwuYP1fQ5lPUIijqcKvqcSroc8tqEDVs55bU5ZLUIG7fDOlvrtxBktnBIIxGkNr+S5CaCpCZhnSbHOo3XRAChp9CSQ3rzDG3hkNnGsX47xwYtTlk4kTaHvA6ngh6nogFB3pBT3ug9JZP3VUzmq5vO1zR/T3Pn+5usP9y6i0PF4lMtuw+UdC2+OXoyKu5KVHhEbOTd+3efPXuWnZ1NIVOqqqqam1t6erqZ/f2AJSNDw+OoJNc4RiZY7vb/HpkAkiEymZwYHUf974cGBns6e9qa217UvqBSqPm5ORnpac+eP3melvw8L/dWTo7J4e/h0yfl77vez0fBzT2x+gW8S0cnUGYJeyoXFjRBVbrwE7zZ/j4ymbHnX0Am04bN2mLvjyPHDK6YUSD4HyOT2X/Cnxpthps+I7bwe7Axyxf/K8hk2rDpT1P7/I7vjrHEm0Mrs16N18b5z5DJH39h52zOft/+/5MJsr4+1Nyku6uto7WhpbG6tppKp6Vl5zzJLbyaku99N23jxVsiUemfhabPi8zD0s1/RQj/pFC5MEIMFeW+o2bwxVhaPGkBsXBZbP7HwWcJKkYcYsqLJVVXSKutlFJZK6PKs1GDV2Err7IOj6o+r5qhgJqRkKqxqKqZiCriEH4NIz5NEMrT+LNVgzEeMAEyWSomf+TMlRE0R2GUNdLLGmWwJpisiUHW5AhrYhRpfJg1PsAaZyLB9pcjbU21dEpRBZ1Cp5JoFFJZKXVadCpsZKuMXkqhlKD24OTiEnJJ+Ys64qPnG7VNeZR10Ww01CoRuxg2luCTu2Zd5G8K4ZmgurmAGtYSXt2YR80QXiUeFZ3VqPnD9pUyaiukVVZIKi0S3bhYTPYLIandh3/0OXvW+dgxz9OnXX75xe3kSdeTJ11OnHB9s45j+uWPy+3k8T8u95PHPU4c9zxxwvP4aY/jp9GVnP7F5fRRt1M/+5w+FnD0iLvnXk8rk++MtY5vV7u2XS1im/JdfY1E0205O3VJVgaV9mZ1u3Y2u1ihBAx3lICBeeooDQNlYsA6bMSYBMcSNJuLnQFvFr9Tp//5fdbocA2TaX78Z4VvD8h9D2Ty48ZvDon6+qK4TfA+scBAyQB/CVeXH+/dLSqvrMzLKwy7ctnK4JLhpghnRCbjQCaHfgbOFFTDmuGoGcC7VFBVS0Jt65WwiLTnzypTkxJ/PPTIxqiITSam+fbmCfYWA/k5rNEx5ksgk+RziYXnMuinU2knU2in0yt9n9NFQxL5Q54pXYzfuf+naTJpdrZsc7GCu0C3+XYyQXn/nva9HtaYbOEhYAzTzXYA+MQV9rTtcbVpd7Wr8XNJCvS8+ONP2w6dFvjp5oojN5YcubHshxvLjlxf+v21hQcvLQLtv7hw3/lF+85/FXCGLb9TX/udWOh3/GvfX0BfeR/F9aXXz1+BPF8XbP/a7/hXvsfRUf4nYYnrK7+TC4POfR10fuG+Cwv3X0Tn+vbyokNXF31/fdHh8MWHo1b+GL3y5+ilx4lLTsYtOxm//NT95WcerDx7f/WpmHUnwpzCHx698+zarbu379179PhRampKcXFJRXllfV1De3sHfDsODjJHhobGsNaK02QC7vXo/xiZwKAoTDQJSIbIBAyAjdnL7OnoBjipLK8sKijMy81JTn7+NOlZen7u06KiX+7fU/TylPb2Xu/nK+3s7PTL8T7sLzFoNhwaDLtQ1AseBY/xs7zJ/j4ymVGba8aeOAqAB4CvgP0OmaCZWjMpArOpOr8IOWZO5fodMvlP1Oaa4UnP8IlnHvV7DvTbvOrf23mG4z7jdOw7Qlt+dbVTkPDbvjt2R2+Lq8wkilm39h8ikz/zws7ZnP2u/b8nE+YAc2CgjznI6OvvZnR1drW2tdU31JdXV2eTqfeKaSfzK9WvP1xx5fGn4ZnvRxeCx4/CFK+zASZ27OJv02une6USdkmuV2RC5iKS5xMLF0Znrz57i6BlyyW1eaGkxjIptdUy6tzr1XllNXkVt/Oq6vCo6/NqoJJcQqomoqrmICGUoYHawPNrwgpgifmbJnShRI7ZQtvxbvHAObwK2zdsMSyvb2JNDrOYLUMV2UPUZFYrldVOZ7WVszoqWR0VrPYyVhuNvbGnmtVXx6gprinKqKPkv6AU1lKKaymkWjLpBaZaUjGohlRcTS6qKMmvJBfU0ckVlOLKchqplFrb0eW8/zCfsja3sgGfqpGQphkqMobmYhmA/iSZgFDMRFD1FZnwgn+sqsunrLVqvfpauc2wXCmtslRMbqWEwtd84uJKaleIMb9cu3Y8JOTkjevHr4f8cj3kWAh6eOLNuvYv6+QNOMVv6nrIqeshp0Oun7kWCoJrOHbj6rGbl47fuHjq6vnzZ38JtDf311L5RUvlqpYKUVczXlfzocGm9B3axVaGNBvjWkezpr07W9wsOzysu8ERd0ddBVHLc0QmVnjfd1TGyt22280GJ5MmZ0u8Ntdtc+3+5wmsQWbD8LDRj4eVD38n+91hhR9+lj30nbh/gJh/kHjQPkFfX+l9weKuLkcfPCgsK6/Myy0Mu3rZyvCCnmbYXlvWYD94bE6+B9Zu3CSAXnYjkOgWcwFVHSEFzUuhiEzKkp8//+HbRzbGhbaGpY4mFAeTbBuTh47W02Ry5vbTS6nkX56VnEymHk+inkwr90sEMnnOe+2p4oU7lt8cu7THMcdpRxmQyd5XZALQhVcN7oXbfCW4axsAjx53m243S1CPmxXs1u9i3e9sNeBmC69MnwtQjUOrmx090D3h8Df7jp6UPRW14trzhSGJX4Qkfnb16ccXH35y8eGnFx5+fDbhk7MJH5+5//Gpux+euPPhL7c//OXOR8dufXSU+NHPkaAPf4rA9cGP4R/8EP7+kdAPfqX3j4R98FPk+z9FfvBz9EfHiB//EvMRpg9/if3o5J0PT8Z/dPruR2fufXzu/sfnE+DUH19+8vHV5E+upX1xPf2Lm+mfhGV8HJH1aUTuZ5EFn0QVwPrCqPS11x+pX7sffC/j2v1nt+8lPE98npWVSaFSa2tfoIBJd88As39oaGB0BAVMgEjAJcdnc6GqUv97ZDI6Po7uGiEKOtfoyMhg/0A/ow/IpLmxuZRCLSkuysnJSklLfpac9CQr6ymtdO/pUwquLkqenorOe7Xc3PrBv0P5OaAxLMtkikyw8d9ifyOZzGokP9UzHmcB8ADwFbA/QCa/2s4mE5xY3pw98kYymYkxrzb+df1M6me43W9102cc9WYH+k952zN2frXx1WVM3RHa7Vd3x97tDXw1w7Arf3soaeZVzR7q98lkxva/Imbyuy/snM3Z79m/Tia4489+8BbD9/lHjdnbNzDEHBno6h3s7uvv6e9o62xvbS+vqSuorostq3N4Vsgf8uSLsPR5kfkLbpUSiG+BBDY/UP42vR1OUAwH4ASV5OKII3GCYqlcsdR5RNL7YVlrorO/2n+BsF7nyw1aS6U3rZHeJLBxm6C8Np+SLo+qHo+mPu8mQ34038lMWG2HkKoZeISCGoYAJyjawA4ggGbCCRaF0DAS1jQSVAO/3wgOEdlsDkjAp2ospGEqomrII632w5nLk6wJ1nhnV+G9onMeVeddy8+6VpxzLzvrVn7OnX7WtQzJBZblF71qQvfXxv7Q+OTyIClxoDSnsyijszi3m1TUTSpmlBT1lhSCGKTCbnJBNzmvh5zTQ83tJOU1lORVkorKy+jUisrEvGJBha1wPfzqhjyqBkKbzPjQur6gBrrCGRf/R4STDLp3AXVTDHIM+VX1BVX1uGW38Cps45Hfunq9+op1iouF1i/iFdU22XE1NOzMpUunMZ2/dvXE+bNnr1w6c+ni2UuX3iTY/gadvnjhdzVz/3OXL71R+HnPX7h8/sKVc5eunLly+dTlC2fg0cXzV04c/WGX1UEt5dNaSmG6ajHa6g8Mtiabaeda6NHszGocdzTu3tnqYtHmatHhZsFwR8Vzma42TFdbduFgbEYTIAoeOQE+Abe+2dmyavfOAkfzOzv0uh/Fs0YHqwd6jX46IvfNAYUfftj4/WG5774X8vYR8QsUD9ovHBgkFuAv4e72w907uaXU8rys/BuXL1maXDDcdmOPHWuof4zF2uV7kE9+m5A6EKYpQCaArqCavqjKtos3wp4/fFCW/OzJ4YMJFoaFdialTmZkJ7Mce7N7Dhb9eTmsscmWvrErDzPOJ5acTKScTCo9kUw7DmSSXC567RnvpcdK5+9YHDh2afeuLAfzil07mvbsxGdz9b6KloDwwlzT5bmwcAqawWWDq9/dBphkkN0L34bpZt8DZOK7O/uA75kTp/SPXeG99OiT0Kz3wjMXRGTMC02dfyN5fkjSgmvJC66kLLiSOu9K0rwrifMvJ86/mDj/fOL8c88WnHn43pmE+afvg+adugfiOhkP4jxx543iOn1v3pn7IK4z9+effwiad/4h14WHXBefzLv0dP6V5/OuPF8AZ7yevOBG8rwbKfPDsuaH5yyIyJ0XkT0/Kh+0IKpgPohYNJ9Y8F5U9tcR6TyXEqxup99MLbj3+FlWRmZRfl5VTVVTS1NHR3tvT/cgs39keHBibBT0EnzpUYCSSQxOUBL8u0YmmF/9NxqcYFpw72hCF+rAM9DV2dXS3FJZWUkhkwsK8tMz0pNTUp6kJD/Ly02hUY8To/Ye/s5hX9D9jIzBiZdAJkA4gCVjE8A5E3j6+/Swv7b6+llkcjhr8BWb/PtkMns7jO9wtObI0RqsgtYrhPgDZIIf+3p/9+kM+FlncUaneC3V+xWEgM3kkJyeGT3gaX/AhZ3dXxwbgZ10ETOrR7tjzKy2IWCzPPg3XuSMs8/c2REleLQcmZXRMdvbnskh6GKmr3DGHbEBhoY6ys9ulP7bYaL6GDQ47PNWMpmFajNHewuZvBZmQTcIt0abkf3yp8jkz72wczZnv23/Fpmw195uOBz8ozbQ1z880D883Mfs6+gCMunu6Gltaa9t60p70RZS3SEf8fyrkGfvw496HIkQXQxOP97Z8FeCjXgB379PeFPF11TChV0AIAoqyRVTjLYQUcyEEFn0yW3qR6EZvKEpBEM3zg06CzdsX7txK7/sdkFFXT4VA25VAyATPoxMBNTNhNR2CGJkAliCtQSZJhNYvplMQOCy86kawEbw4EW3WAioGIoq6ypvN80qJKM5Wv1VtKhDTZf39l926r3gCGKALjrg6r1gz7jg0HnWvu3CruYrLg0hAQ3hx+oizjcQr9UTb7yIBN2sj7heHxFSF37tRcS1msgrNZGX66Ov1sIK8WZPVmpDUS6dVEQupVQ2tuhb7+GX38ajqCOoaQKYJLzJTHiTMZ+a3p+MmeB3h987EtbUBd0mr6K2kJr+WtmtPKi9icYqKeXV6xT4peV/+OXklZDrZ86fu3T1yoVLFy9evnT+4vkLly5chPW/wi7/GbuE69LlqxevgC5funLpMlwVupRL587dPH3yor/79/qbzumohuuo3dHd9Mxoe7q5TpG1YbmdWf0ui+Y9Fu0ulp1uFt1uFr3ulqhU7iwyscLJpB/z5hlY5AR1WkRksiPOVLfrIZAJs4rZY/jzEblDB+WPHN74/Xeyhw4JenoL+waIBu6bIhPXI/G3sygltJz0vBtXLlmanjPYdn2vPWuwd+Qly9F7P68cQKYhvPJCGvCGNAbgFFHZdj7k5rMH92lJTx8jMjEqtDOlOpkDmWTZmdx1sOjNzWaNTDR0DV1+kHH+OZtMjieXHk8HMikTufyY9+JDxXO3LTEyybQ3K3cyb9qzo/N1MmEzyVQS/CthGSZIsILP5oKNKJTkYtvhtbvMz+XBj987H7+4/vztRTcyFkQVcUTlEaJzCVHZHJHZnOFZnKFZHDdyOG/kEG5kEG6kI4WkE66mc1xJ57qSArjCeTkRxHHpOYhw4dlvCXa49JzzSjLXtRROTBwhKYSQFI7raRzX0zlvZHCFZnKFZcFJOeC8kTmcUfkcUQWEaFAhB7EIxBldxImS5Uo440o4iAUfEfMW30yRvf74WErR3cyC7IIiWin1RUNdS3tre3vb0MDA8PAQCpjMJBPwqZEABN45NmH72v8Rg9ONjo4CnAwODvb29nZ0dNTV1dHp9OLi4uzs7NTU1MSU5OfpaUB7eXRqbiklm1TchQqu9PUPDIxgwR3QOAyEVS1EGSe/JpOZ4DFbDsTBWeEOXChXZCaWsAUcMhs/ML0iGQx+ZhbzhXWMMWZDwky9xicoseTIrHLANAfnGvYIU1aPSgZP7YC3a5w5y2sGxiBr6I48OmtAzF9nuyZvs9nBgTcLnOzfaBUCXv4r/xtvGvhWtx71QIS7fvUUXGHOrJ1nxWQaUTL6jGd/fUcosQQGnLWPcw1QCvv5N9jrCDE7CgQ2M14xQ8AhMwMjbM3gisYZVcLw12H2LDgQwok3DAJ6A5/8qRd2zubsN+xfJxP4pmavvd3YdPBP2kBfL/z4jjCZjP6+7t6eHkZPL6O3v7yjN6ln0iuzas3lR1+EZ34Ym89JzJ8fWzyPWIz9rfHXKp4fXfJGzSP+3YJLwoWuZAGx6L3oogXRxe/FlRIiCt+LKV4Ynsl9Ioagbv6Jou4qRS1uxe18yjr8qoZYmWB81hZ45KZCqmbCaubglPOrGwigToXG/KhUF97VZKbvDmLDiZCmMb+qAfqrNprEihCUJgAA//RJREFUhSpiCSjr8a3X2OMdPPaSxRpjsCqTy694dV3eM3DedvAc0sB5a0w2mND62LU9Axd3MS/t6TnjXH1wV5n/7qog1zLfvZX+LkgBeyuQnMsD9pYH7gFVBLiUB3pSA33rr1wYJOe/oBTQSknUisrUPNIK4Y0iakYCKsZCamYCKiZ8KobAJ7Ov/PcFt4OJ3WUSW0GNF+F+V8lu4VfR5UYxE7XVUkpLhaRtXXxuRBAvXr5y+dpVwJLzFy8AmVy6egnI5BJihP+0YViCgOTqRYCTy1euXIH/w8MrACrnL4eePRdx7MgpJ8vzBlsjdDUTDLammGrnWhmQ7UyqnXY27bFq32vV42aNzVmy7HOzQo3PXdGErl4XNI/rN8gk33FHrKlux4M7rEEGrbvN4KfDOJnIHv5+47ffCHp6Cfn4iQQECQcGigf6S7g6f38rJq2kgJqVmhNy8aKF8TmDrdf32rGG+kYxMgHCFFJH/wQzyeTs1etP7t+lPnv86PsDM8kk09YYyKQnO4M1NFrT2jdFJuSTSdTjydTj6WV+KXShCw+4z91XOnfL8sDRaTJp3G3e7mIFtwD3MruTyWwy8YC7tgImYXjYglCqCUqFt+rzsul2s+p2t6/3dc0+EHzp2OktJ8LXhCR9GpE/n0jiJBZyxOSDCNHw1VHIEVHAGVHIFVHAEZ5LiMghRGQjhWVzhGbPC8ueH5bNdTMLxHkjEwSAASKEpE0L34Ipg/MG7DalUDQCphzOsDwQV3gBnIUrspArGuioEAQcglaiSSDsDxnFIFghxBQTbpGBTxYQCz+NzFlx8YHDg7wISm0GvaKmvr6uobGzs2twYAi+pAeHR5ADjSeXIDLBqgajLWzXGkeCd8TYjvZ/ytCErlFUpGtoaKinp6e5ubm6uppKpRYWFqanp6ekpSampSRlpmcXFZTQS+nVlS0d7V09PQODg8AzbKqbAhIQPGSP+48aGwzeGQNHZHplzuZszubs3yKT34UTNh38k8bs6x3s6xvo7WcMjjC7e7p6+npbGL1lQ6zLL4ZEzz9YGZ79XmjmvKis92NyF1xP/jws46vwjK/D0t8k2J75Rn31twkbP2shEqxkLArPxJTxZUT2goiCeUTSvFjyB+E5K0Oef+59lFPVaKGy9kplLR4VIBPw/LBG74AlWPUqIVVT5NBrAK4Y4mTCp2nK97Z+IAhggG3QlBt4iDnxxrzKekIquiLymj2Do6yX4yxmc/O9U/UXnRkXHIfO2w6dsxk5bzN0znL4gtXQOWt4OHjecvC8Vf8Zq76TlmPnHUdO7Grxs2zxtO30cWz3sGv3sG33sGnztG71tG7zsmvzsm3zsoFli7t9k/uuOo+9RV4ujKd3Oyl5laXFpFIqreqFnau/IOq6aCyobCqivkNAzZRX5c9O5cJRhK3ph3yqhjyo8YsBj5I2kAmv3KZlohtUdE1PXw29cj30ytVr12/evHj58pWrV6+GXLsaAsur1/6kwaFvNPbTmIXMMPam1y3kesiN69eu3wiBFXiIHX7lWsjlkBtXblw/dzHy7OnI7w6cNzMgGusk7tDP3qlXghqYmNfvsWxztu5CsZHp6AEiE9xTx9ui/zaZxJjotN2/NdnbWdxcB2Qi/903gCWgDQcPCLi7C3n7CPujNiwSGJl8F0dMKcojZSTlhFwCMjmrvzlkjw1roHdkkuXguQ+PmfCqGM4kk1OXrj6+Gw9k8vC7/UAmBbYmFEezEkfTDBsjIJPOzLRJ5nB5Y/crMkmmnEBkQvdLpgucu8d99q7imVhUmwvN5tqBx0xwMmG83mNxpuBmrTA4scZiJjiZAKhYMTytuz3tWjwcKEE+t3485vrDBemLD74My/0gmjQvhoJ5/0UcsVhoAlWkIHNFkbiiirmiARKwcEp0LgdAS1Q+Z0QeZwQs8wFapkUIy5n5cIbyCDdzCKF5HGGwfz4Az5QAfoo4I4tBXNElnNElHCAiEmd0MRKRioSirNNkUkKIQwX9uGJKFkQVfHUjVebms5/JjakN7ZUt7c0dXd3dvYMDw+BCj068HBodQz40kAlKjkAp8Ow0CSwdHiOCd8XYzvV/yoBMcDgZHByEn5OOjo6GhoYyVN2xJCcnJy097Vni8+S01Oz83LyiQloZvb6hAfaBX0aAGThw5gX/I9f/RsMx4N0xcESmV+ZszuZszv51MsHt13yCA8E7Y8yhwZEeRl8vc6BvkNnT19PB7K3tY5awWNq38pdcTv00LG9BRP6CqJxPItJW33wuEfZc5uZj6Wv3JC/Hg6Su3n2lK/feoKt/r6Sv3N9w+eGGy49krjyUvvpA5tojqWsP1oU84L/5/POwrPlRRQtiqfPC8xdF5a84c+89M9dPNY2XqenxqOoJqhoLqJgIqgJXmKEYiLqxEMCJugnwBpAJCoaoGwGZ8GC1tsA7xAnklfsOGzeZ8qoZCmqa8akiD14YAEZNf7W0st+hHybhjTMxxGqmVlz06r26d/CyU99pSwQnF2yGLljDcviC/dB5+8ELKIQyeMFu+Lz9+Fn7sWMOHT47uzysezysu92sesDz87LqQoIV225PW4anTQ/Iy6Hd3a7bbw/Nw6781PcjxZk1xbnl5fSq2hfE+09XSCjxKxsKa+zgU0ZT1LBO9q8u+48LBxJc8JBfzXitkr4gvCCKOoIquryymmJKm70OHL4Zfet6aERoWPiNmzev37geHh5+M/TmzdAbEZHhYWGhYX/G4Ng3WsSfsciIyKjwqIgw+F9oeGRoBCg8FP4XdiPiZkhEyMXroRcu3zp1KsLdJWancYqFQZG1Ac3BpAYlXVi277XuBjJxQdO30CQu9iwmlFvS72HN9EQPmeCazyaTpj0WQCZ5DuaxZrot8TFjXa1ZVWX6P3wPZCL/w2GFH44ofHeIZ+9eIS8fQW9fQT8/IJN1bi4HiRFPczJK0pKyr13EZnNtCdljDWTSPzhi7xEEZCLCnoOHZtPhZHLy4pWE23EljxMeHNr3wNIYj5kUO5hk2Bnfsd/ZkpLY19ZZXNV8+VHmucSSU0mU0ymlQCa/pNECU8v5Tt1ZffK2wkmi5b6fL+5ywslkOmaCkwnc1Ks4yQwx3a2Z7lYghCjYtC6sqwmAil27p2O9n3PaoYPf/XJR85cI7pC0jyOKF0SjuZTojwJENN+SI4YMSMBFpM4jUtAWYiEHMZ8Qk0eIyecgFqJZVSiyAcvXRQBF/0pRRZygSEywEl3MRUSF+FBlDiwqAiIQZwkgBLsMKiYSRyxgCSITdGGxVAKRQiCSF8RRPo7M++riI5PHxYm9k5S2nvb+IebAyBBzZHz05eDwGMAJTiaT42OgCTaTzJEJMvy803O6Wltb6+vraTRaYWFhVlZWSkoKyjlJTcnJy6VQqRXlFe2tbQxUV4AJPIODDXugf9Rw1/8dN9wpmbM5m7P/cft3yeTXxiaCd8WYgwNDjN7+XuYggznQzextGR6qYbFOl3dwX3z6VWTJh9Gk96MLP47IWn7z+bbb6Q73M5xuPdsV89AxKsEh8r5d+F1ctr+p6d3+HdlH3Pu1HMLvO4U+cAp9aB/+0A4U8dAm4qFl1EOd2CTum0mfhGZxheV9EEP5MLxo2Y2MxfvPc263Wqhpwq1uhJIoVBGZCKhhyIHSxNEcLSwSgmIms8mEHRuZFmzkxYIqKEFFw3ytgq6gmqGwuv4aKYWOgaGJ0QHWYEd3WmzLVc/es0AjdiOX7KfmcVkNnrceOm83eM5u4Lxt/znroYv2oxcdRk/ZjB+z7/I273azYLha/B97bwHgxNX9f+NaqOO+hpS2lFKc9cXX3QVfB0odCsVd1n03uu7ubllf1t09nqwy77kzgVJ7nvax8vu/OXwJN5NJ5k4yYc9nzz3noN/N2xmP2BsNIxnjq2gsiFzkIVuzPhvjAXuTri+tKr45x4kLGaoofl7GqKgszyurNLC5tH7PERl5HUlZ1HhRUlbz9Wn/NeEJJ8TKLml4QWA5RV0pWXXpfUeldyoqqut7UYK8wPMn02hUOo1KCw4OptPpQUGBwcFBgYE0GAS9tMA/YaJdf2Pwsn/eQuAPOn4QHeYSQg0KpgYH0QNpML1AUgCdHED39fChOblE3bkVfMYyxVS70kq36bRB51mjvnMmgCXgo7OBTKzNQWw85X3EHj4FY5RzYodiCOCa/xGZ0LSOdoRQ+T3t6c8rVG9c23X18q7rP+25cX3Pj1c2nD69yeG8jOP5zZcufXLp4qc2Z78j+8fmpDPSk3I8XFyNdFw0D3mfNsE4w0wOz8Lu698lk4cu7lEhQaVxUdFXvnkVMymx1AYyCbEw6EpNGunuK6xtc3tJJo/SKh+kVtxLr/o6vUbiQfCa+0F7HlCMv7nl9hqZ/FGeyet62f2dEIzRFpR143CyzeFM+Xdf0m7f07vn9ZF77Ls+2fBdAyyZgRfHwweVwAMz6NUzkeAh4ISSGUGM6UHF04MYIkKgl/5W0+hADoATvyM8AoPr52Qz4qGK3xNsh5fCC4vj/Y5Q7T4EJ2WzgqumUcun0apmBFXDeCa58F1KvrR3wuO6/upxrJM7KhidHBNOTo1jfP4YuIQ4fwCTjBECJhnH+6GLyYQ4LmCGQCCAnyiDg4NdXV2NjY3l5eVFhYWZGRl5ebmpaal5BfnV1UAmdf29vcxh1CJmfAxVHgb9vJzr7zOR7/9mm8grEZvYxPb/b/vPkAkBAW+msVgsLpfHYnM5fOEQj9M6PhUvwBTIKR94pr1FL59OKnqLVrzEL+Mz7/ivEgpuhiXcoobeDqDf8KNe9yX/5E0SyYd07Q8ED/28278uOBaI8geiXvOmX/Wm/+hDu+xL+9aXZk2J3OcbLUFKf5tUMDuAMTug9ENamYRPyizLb986aLwGPGwlHWAP1E8Q7/5BLOLC13GhHiAy+EotKUU9EE4mmr8kE13w0TfIA5noScsDmRjgfd/VNuxWOfPNj6Nw1Yyzsb6aNtqdXqczY25WnEcGQhcTnqsp182U72oqcDEdRXESCyAWnrMZ38Vs3NVi7LHJxD2LkYsGI3YoyYEFAv8PxkjgMZszrS1Z1hZMG4shW3POlydHzpv1XbCosTVvun+dx8hrryytqS6rbWu95eEjuf+g5AHVLSoG0nKAJYSD+5cEZ6pLJNLgglfQlZbXXb9fc7OywSYF7c2yqhLbZe84eXmTaCQqnUKhh4SERUZGxsXFwW1MbExcXExUFBq8Mnjof2axSLHR8THR8dFxCWgy0TCbyKjAkFAqPYhCopE9vCLdnMN+uJR8xqzilGErwhLjEXiHAUtQJVyEJVwb5KnDmw9YCHzItDVk2xKZJ2hl1++SCV37GJAJp6s1pbJU9ea1Xdcu77qByGTXlcsbzpySsbeXdnDYcunLj788v83mzNf+XpGZKQUp8VluTi6G2m5ah31Om2LMwf6hEVObSxK7DgKZ4NGqf0ImDCATS50QS4P25ISB9q686mb3+Dyn1PKHqRWP0ioepJbfy6j8Ov35+nv0Nffoe+6RjL6+4XbqxF8iExCiEVQJwJRrY4IL8MxyyOFM7aULsdeu/3D76Z5nQStJWfMCcmcBV+BVvIEEAEvwNVTVs2igKiAThBBofRcD4AQQZSZevmIa4pCS3wjg4WfweF0vSQNV5PtzQovKpgWVTgvGhZMJbJ8RVAlkgqgpsBqt/iIVvBXIeM8j7lBgSvYLrGMcG4H/EAUT2BSGKnEhAJmYmBwbnxoF4XACDvUEXkX4/6dk8upYxHHBhEIhn8+Hn3d9fX1EKnxJSUl+QV5mVkZBYX52TlZxcWFLazNocHCAw2aPifrDjKP27y/1d5nI93+zjXBKxCY2sf3/3P7fJxMel8vlwF/+IJvXxRdUTGK22bXr3OPepxTNIjPm0UvfJeVt9Eo8FVf8MCbdjRbs6hvg4unt5O7xKz37A6FH3f59eT5z9XjmCre/0FNXj6funri8n7r7PPbweujh+cDD+7IPxYIa/YlryEr/rIUkxhxK+XxyyYcBOeufRUw7cuJDZaN1SmgtlhRKgkdltfAYiBYIBuCdI2hR0JJR0kcZ8HggZZMSbBd5+TKoVbyepBKSFOpIqLsJtsuqyew9WNbUPolNYqMDk+WxjS6ObLdznEdGk24WAmdjjosx29WY64JyS4Qo4cSM72TGe2bCQ3dNJ53MJ+9b9jvoMh3wTtvg/6HO3MSKGnOurRXX9gSIY2c1YoMyj0fsUdik/8szNV/bdwaRh8qKm6pKqxtrMyrKj1qe3rDvsAyqNquJ9Jfh5NdkIgP+sYLeJmVDaTntjbIaMrsPGZ529KWF+VPo9MCgqCiEHjExsYmJiRkZGVnZWenpaVnZmTk52Tn/c4NDZmZnZ+VmZ+ZmZeZk5uRlw0xgPqmpKXEJcaER4YFBIUFUGsnlWfTju6lfOzCsLdqszQbOoTYd4JrjK5rg3UaNzxF+2JsxHUyYjsYsOyMOKiIMO1j8AzJpD6Yw25riSwqBTHa+JJPdV35Yf+okTib2m7+88MmX57fbnQMyCU9LzEuOy8TJxF37KCKTkYGevkGTc18CmWzG1xC+IpOPZA8/cHaLDA4siY2Iuvx1lKFGkZl2hZVOsYUWkEmQhV5rYmxvS1tWeb17fK5TWvmDlHIgk4fpFSIyuUtdfYe6916A8dc3PE6fzDthSFQNfrWaC4SfO3G9vS70huDC+8GjxV1mPFsLpv2prvO2jKtXn9x6pHvfW8Y7fiElZ34QYxqtCPx+vL8Qan5KBEwAS2aJsASgBaigBMeS0lnEKqw/YgzEIURRvp+FYiC/2u2fC+ZTMi2YMS0YbnEyQWBTPo1aOjP4+YygahTYoZfNC62cQS18l5Kz1jnkTkN/C4ax0DquSSCTceHYC3wd12tkMg6gghZ1vXn9TESO9n/fXq3CIo4Ld4lUePhZwmQye3t7W1paqqurGaWMfBxLSktLyivKntdUt3e2DQ4NsFjMUYFQTCZ/yUReidjEJrb/f9t/gExEBPBGGpfDEfIFbCabJxjt5QqbJzFaD+9z3+QPfbIWkRmzScULKcWr/TKOkZLupRY7BYZ6BwTgdY/wSqzuHq/kBreoTOx/T+6/Kxc3dyd3d2cPDxd3D2c3t2d4OwtnN/f7Hj7f+NF1fMM3+yYv8slaEFg+i1q6kFq0jpy7xPHJHCWztYdMJOS1pPEIicQBDZQuoqQDQrkZRHoGkfhOhFBwOEGtThREbrq0or60koG0sgGgyyYl3S2K2ht2KF68/gCv+TeGMRsHY5/0ediynKz4T83GnIBDTHiuJlw3E76riSjVxNls1NlU6GLCR3dNJ5zNx+5b9DnqjTiYDVubsG3M+HYWAjtzgZ0Z3PJtzcEd5KFbM74tuIamHDvTIVuTAUeresdTtfeuC/KyOsoZ5VWltR3Nlx8/3rBHWUZBU0pW9WX549fB458KJxPUTh7xGAoZKeqiyJKSnoyc5lYFje1Kak89yd4B1MDg4MBAenR0dFpaWlZWdl5eXnFxcWlpaVlZWWVlBdz+JSv/j1hFRVlFZVlFRUVleWl5KVJpCaOosDA/Nzs7Iyk5ITwqEuYcGOAX7vI05da1/C/tWhxODANvoGCIMdMOhJYqsW0BC3E4ATJxMOY4mPLszXl2Vjy7EyxrePN/JpPus8YNpwwKLPUIMhlsrospzEW1uX66svvm9b23buz58fIaKwtJG+uNjo6bL5z/9OL5z2zPXvByDUtNyE2KyXR/5mpC9DMxxwZ62zt7DM9clNpzdCPK8IHPApVW2ySvvmX/wftOLpHBdEZMeNSVr6KNgUy0yi21S6x0XpJJTFdDU1pxlWdC3rOUMpT+nloOZPIgs+pSauX6O5RVtwL23vM3/eaG99lTBScN8Qx4w0Eb0yEblDECZMK1txBFSH5FJghaLFgOliMOFiNEG3iHEwPnz9V/cyHi+s0zj7y2u4YsJafNoefPDiyahS+UQn4/3l9oWhDASeUMHEtmBJfNCC2fHlI+jV46J6gKT4gHMiFg4/eEOOT1jkaE/qipERGlIejl15pGKZ4dWYXIJJAxM6h8Bg0VFodXmwZCS7xA8CJlM4JK5tPy3/NK2OUbmzuGDQGcCCeFwlHUAlCUXgJkIgQyQXESVDUYw/Vz0ODvMsK3/tsNZoLamwgE8FNvaGios7Ozqanp+fPnFZUVJSWM8oryqqrKhob6rq6uoeEh2Acw5tVSLsLzFr3Q32HEBN5Mw10RsYlNbGIT2b9LJiICeFMNyITLYgv4wiE2t3McK3yBaQamrfJIfofCWEApWURlvOOd/pFn7PfJxc8iE90CyN7eqD6Sp6cnXo31F/J8TYhU/idydwM4AUZCBWNd3Vyc3V2cUelal2cubrfcvW196Hs9I9f4pc0PyJ0TWD6TwviAUiTtnDBL58I7SkbrlPSklXXX71fdetBQUhYoBa/EpaCPhBZx6W5CafGvkYkC8vIRmSgiMpEEgFHSl5TX2qSgJbXn8M6DWunFlZPYC2x8BOsubg/4us/JkudiJXAy5z0xFjqbApnwfk0mJqPOxgIXE+FLMuk/rz9kj7pug1v8kkNM+bYmgCJEIjLPzlhgawxbwGsctjUdcrRotbdsvHxpJDSwv6Sorrq8uqEqq7x0xxEtaVnVzUpaUvLq/yqZ6ErJoe74ICmUAQ/btTfJqW/ce+jkhR88AwJ9/cn0wMCoqMjExMSsrKzCwkKAgOrq6tra2vr6+sa/buDE/EesobGpsam5sbmxobG+vqG+rr6uFqZVUVbCKMjKTo8HOIkMD6JRQr08Yh/ez/zx29qL5/ocrVAmD57YgxJL7EwBPLi2llwUNjFhAZnY4yEsPGxFJIv/lkwCdY63BZEGmmpji/PVblwDMtl18/oenEzWWlpIWv9MJtt/QybOQCZnLV6RieRrZIIKMxBk8owgk7CoK5dwMtH8DZk0whXomZD7LKX0V2Sy4Q4ZyGTfPT+zb66/JBODrjNGr5MJnNTPy7deIxOuLRCL+RBcbPamIw4g82GHE80XbTMvf/fg1oNDzvRVfsmLaHkzA4tmBjJmoUpcQCaEuy/y+/GoSOn0ELSYakYIThfUsln0SsQnQBS/zDB5JXzt1s/RkpeCjegQvyO8JNfrVblA0+jlM+EoIVXTaAw4+sxgwJLS6ZSyOUHVwEsITnAseQUns+nFb1PzJX2Svsmpa8SwAQAPDBOOjo6NCqcmxsDxnhCRyeTkxIupcQwkJpNXBjMhwiYAJywWq7+/H+Ckubm5rr4e+AS+hTBoaW3p6e0dHhmBnz4CoXAcNZTHE0zwliZ/45mIIOCNNJEzIjaxiU1suP1bZEJ4/2+gcV8aj8sV8Ph8gXCAx6+bxJx6BGudwz6k5C8ILJtHYyz2zZTyijeJyn2YmONECfKj0r28vH19fL09vX4rn9fkC7v9T+Tj7YPXkvWBsbeXl4e3lxtAk5uHq6vHEzeP7z18db2DP/GKet8/cza5eC69Yq5f/krf7FXXyTMOWixTNtygqLNZUUd6n8YWBbRwC2WViGImBJno4GSCslBeIxO4i1ZzoQVdctrScpqbFTSkd6mY237FAy8Gm8CEvZzCkEbns0POFnzXEwJnC94zE6GrGSITJFM8SPIzmcDtmJPplJP5+D2LgfP6TEcL8HrxxTPmbNTYzoRtb4zfgow49oZce0OOvTHL3mzIDtXs6nGwbHI82/boLpdR0FJZWl9f1dTdaXj2vPSewxvlNaRQqskr5PiTAixB/SWl4OzkdQBLcDLR3gynv++IopbpI48AD18KmUoPDQuNiY1OT08DLKmsrAQgaWtr6+jo6Orq6u7uhtu/ZPCU/4T1gN/T19/f29fT29/T3YOm0dHW2trcUFNbWVSSn5aVFpsQGx4aHOLvG+HqlHzvRsn3ji1fnu53sGQCEzqagJgOZuCsIzIBpxzv3cEBLERLvE5w/phMgvRUW+kB/Y01cYyCYz9d2XP96r9KJhck9xzZiBcegE8BJxONLfsP/W/IhIXXR35NqMs728Z8xNaYaW8EVyDTwbTP4UT5NxcDbt09dc9tq3vU2+S8uSiXHZihdGYQCpjgMRPC4weVTkcp74zpwSi7Y1ZwFUICWsXMoMqZeKPD2UGlswN/rTlwS3RJ+rVKZtEZswCBfqnZdAY8ZW5g2Rxcs19qFkwAcCWkenpwFV6nC0+dD4IJwAAFc0QQhaIxaGKzaeVzKUVL/DIOUDKCR7AuDGONj49jGFq8hbLeR8fx3PfJicmpiSkxmfzKiMkAnBB1uphM5sDAQFdPd3tHR1NLM6gF/n/o6oSv5zCTyeXzhWN4o5gp9F6+IpO/62REEPBGGuGLiE1sYhMbYf86mYgg4I00EZcg48G9AQ6vdXQyH8O2OActDUibR8mfQS54i1Kwxi/tMC35WlrRk9AYH3qwl28AmUwjB5BJ/qgsK4VEeV00CvV/LyqFSiaRKWQylUQmB6CStT6+Pj4AKR6erq5ut1w97HwoKh6B63wSF/jnzAe/JKDwHVLBKrfEd07/NF/ZeLWyvrSC9hZwxGV1gDRekglKcH9JJsRyJpR5glZzofgJvrpJURewZLOy/iYFrS1yqjI7FapbuoWTU6jvO7OxjnS13fkUx82Sh+e4C13NBW5mfFdTwBJEJq6mQpxMhChaYiIEMnEWkcngBQOmoznbzpxrD3yCMrDx2lDgDpqwkIzYDoAlhsAqTLxI14iD+YCDRYed1fNvHFkpcZ3FeU3Py2obG6qbu9Zs3SOx+8gmRbQu6y8KkQm8D5JyOlLycKaI04DfPpJX23rg8IUrt71IQZ6+pOCQsJjYmPj4uNzcnPLycsCSlpaW3t7e/v7+wcHBoaGhkb9o4Mf8R2x4aIjJHBkagRkMDQ0PDQ4O9PcCoHS0tDZWPS8vKM5PTUuJjY4Mo1FCfb1jnB7lXP+u6hvbDseTg/CWOhgPOxiN2KMFXTiZWHKIwsGo5aIZ2wZ8dEuWze+v5no9ZnL02mUgk503fvqTZIKv5kJk0oHI5LwkokrUA15EJnJAJofvP3P9b5MJYAmh18mEY4MgjWdvzoG3xcZw0MGs5eK5tGtXv7vrrPSMvtIndS6tZBaRUhIIvFHxy9VZZSgBPbh4elDxjGDAkkrYcwaBJYGls6h5C+n5ADbvkvJ/o7z3QAG/Edqe+7t6/+UO8NxXWkwumE9lzKKWzg6qnk5DdcMQmYRUTqOXAYeIkvLRii9RATFU2phW8l4gY4lL3KnsxkoM65t6IcAw4eTE+BQwCQgQhSgfPDk1/mJyAkQ45H+niZzrv9uIyQDKAZkIhUL4ITg8MjIwNNg3ONDd2wuI0tPfB2P4r4HN5fAEgtHxMTGZ/BkTOSNiE5vYxIbbPycT1K/kpYkc/zfbREhCGI/H5PC6hVNVGGaTUb7GK+YtStbswIIFQcXv+aR/5pd8Pi77aVyqZ0gEOTCUTAmiUYMD6cEhwaHhYRGgiPDIv1sREWGh4eEhoWEhIcFBoUFBMEUgJz8/H4CTp+5eV9y9T/oGbfeKXB6QMZ+SPy+o7K2gsqUBeStvUhfoX3hfxVhCSR+lsMujBVpSivo4k4ho5CWZIEpBWfLyKCMcX9yFNkrJaaMm6woakruUjhtaCacw+MGKjQ5hz5Nrne36XU/w3C04Tqjdu8DVQuBmzndBZbheJxOivQnc5TubTLlZCu+aDFzUH8a72nFwv5Bli2oHo1QHvEgXy86YbWfIsTNg2xohbrG1GLY1HUZNGC2fnz/Z7PFUWF7UxMivrqp43tBifMZx476jEvtU0bRx5PhV4eM/EjjEqGQZvBVKBiidBqX462yUVZfZo6JmctLNj+pDouEBk7C4uLis7CwGg1FbW9vW1gZMQgAGfBFE342/YqKr8983NguJx2VxWBwuvDBrZGR4YKC/u6ervr62rLSkMC8vPSU5KjQ0mEoJ9/ZIeXi78Mqlhgtne+0tBx1MhuwMR1AZLjOutQUI985fVuWyBSCBLWaoZu5rGfBAJoVW+sH66q30gOGWemI1174b116RyWoLcyATGXv7V2Ry0cs1NCU+NyE6x9PZ3VTXTeuIH5BJf297R7fx2YsEmUjJodrWm0BymkAmD5zdokICf5dMgi3125JiO+ob0ooqgEycU8sfp1e9TibrbpNQnsld339KJi+B5JXM2NbmPBsrvo0lxwZO2QwQjvHtBf/bD7QeBUh5JCwOyJ+NMkmqZwbWoPYgtLIZwZUzgl9lg7wiEwZAC1pYRa+aTkEruGZR8pcE5i/3TVn+JGrNo8jfau2jiLUPw3+rdf9Qax6EgdY+Cl+DC158uV/We+TCuZTSWbRKNFVAkWAUJ4HZAiDNCqoA4RWNEZzMCISN5bMohYsCcmS8E327uU0YNohh3Mmx0cmx8YkxPGF7cgqRCV6Ui9DfbSLn+o0xIhteIBBweVyAECaHPcxiot9VsFkwhu8mYIlwdHQcFRXA3z8cSMRY8kcmckbEJjaxiQ23vxYzEflGb7CJgOSlsXn8fo6gYQLz6x392CPyA/+0ObS8eSElC/0zV7tGawWmPUjK9o2KJQWHUWhB4WFRYaGRkRHRMTFxCQmJv1JiYvJ/RElJKX9eyUnJSYnxyUkJCUkJcfFx8bGxkeFhgcE0Mo3k5+vn5uF9z9XjS8+AI94h0l7Ri/0y5tIYc2ilb1OKJQJyFtnfX3jEaoWivoSC3kYlhCW/Ryai+MlrZCKCk83K+luU9KT3H1u+ZUdVcxdayTU1inE7eiMed7vZDDmbcV2M2c8MgUnwZiYAIajTIt8V8QkKmOBbULNFV9RvccLVgn/HpP+i/iDgh70p2wa8YUQm+GoiwhU2wz1FE46tEQd8ZRvkJY+Ac+xgPnjevPm8ZfmVixN56f2VJXXVlXUNTf7BUes/l9+MEvf/GpmgLH84fcASJUNpRQMgk43y2ptl1bbsUb56/6mXP9kvgAwAGBUVlZSUVFhUWFFZ2dTU1NXVNYC3dia+BURD6H9qoqvwP2c8LpfPZQt4XL6AD3d4fBQUhFkNDQ339w+2trTVVteUFRVnp6fFxUQFBwcFB/jFuDzJuHW1+mvHDsdT/Y5mQ3ZGQCYcGzMeIhNzeMMBCFl2Rvit6IP4IzJpCyIBmUTkZf0ZMglJisuJj8r2cPIwQWTi/zOZXJDc+ysy0dqy/8gDp98nkywL7VArAyCT9rr6lMJygkx+FTP5d8gElSmzgbfCkm1jNexwov5rh8irV7+/5/aFc8T7AXnz8eAD+PTTaVXT6BXT6OD3V4Lrjwci8MR0VBqLgdfjqphGKRc1NqExFlPzVrjFLrj4eIbxt/MMv/6Nvpqn/+Xvav4faIHBJdB8g0toH8NL83BNN/lm3sWnq71TF5EK5+L9H3EyQekl04OrAKJmBpXNCiqbiVpAosgJyokPLJ0VVAr/USzzTVcNTC/GsHYgE2wSyARvvoFKBeNYghcSxkXgwd9oIv/6jTFiVqJlXcAnfD4IgIQIlQiEQoQlQHg4l/wMJX/feYgI4E01whcRm9jEJjbC/p8iE5H7xuWK7nM4wzxBp2CCMYVZZjWs8UtfSMqFH8nzKEXL/DL3ecf8mFrsFpPsHxQaHBYVHhYZExmVlpKSkZ5OFGLKzy/42wV/CwsKUO2lwsKc/PysnNzk9LTI5PjgmAhaUKCXt6+zp++Pbj6n/AP3uNFX+aYuojJmURjz6SUf0ovWeyTM0LBZcth8/UHD9XJav0cmyC/E005+h0zA0Zfaryaz/+hRo5MC1PX9BTbBxZiNDR5fDrufYTmbcl2MuK6GcCt0MRt1NheiHvAIRUBCZ9NRZ1OBiwXfxQo1g39qPv7MknvTpNdRbxDFRpBTiGOJGVuUhYyvLEKLi0SVW2HAtrNk2lsAmQw5mnZftKy8cGo4OGCorKiusry2rjYtv1jdwmb9rkPg4xLI8efIRBvVR4ZTQ2vbDERkAp7xgeO6J2x8qUE+wCUkUmhIcFJiAgqYlJTUNzR0dHQAlozgWa1wdQGWEO7HPzXY7ZWBE/O7Jnr4zxpfwOMI+VwBj8fn87gCLggmNTLCHhxid3cNtDa11VRUFeRmJyfHE6nwYb6eCY/ullz+uunCuW4HiyHU49KUbW3Kt7Hg25ijYsH2xmwHIzzbx4xtD0AIH80/IhN6WtLx6z/uuX71i+tXd9+8/jqZbDrv+MkFh23WZy54uoQlx78iE3fNIwGnX5LJufOSe9Gn9pfIpD05DsgkrajCKzHv34+ZvJYBb8Z1QMsL2TYWw3Yn+i6cK/z+mwe3n2o9pmzwTF5EL50TiOea08qno4brZeDWEwnliEwQBqDBNLzDycyg6mnUyllBdbODqufQi5aSMhdfeDL96OlFhy3fP2hK6D0Vk1f68JDZb7Xkj0XsIHqdQyK9ddRi2jGr9753XUHNh//ZZqHEepQWj5MJEFT5jJCSGcEInKbjkwRNDy6bGVgyj176tnempGvMkw5eI4aNTI2NTuJtFcemQKhU8AQQyjhITCa/NWJWwB5gxLcYDP5HAMEAiIXAEngbiUrBr+t/byL3/w02whcRm9jEJjbC/jmZEC7+G2dcDhu5ZKJ7YDwuDxf6vTLchUdZXG6vYKwew541Dq13iXmXlD+PVjyfznjbL1fSPc42Lv9JQqZ/RCw9KDQsLCohLjE7MyMjPbW4qKi0tLSysqK6uur5S6uBv1XVqPzKzwb3CP01I17wTxoct7a6pqa6prK6pqyqqrSyIr+kOLUgLyErIzwigk4L9PTye+Dp96Wnn6534FavuGXkvHnot6dlc6iFy8k5q694zzlstVTJQErZALAEz6nAIyT4LbGaC7xDGdRqEGWBv04mIIm9RzfskM8qrRmHK2VyFBsfGikKb3G3639izPewACbhuRnxXIwETiajKN/dDIcTC+ATwJLXyMSK/9h8/IkV97ppn6P+AFqphX5XjdzBl90kcDKx4iBZvk4mw3bgSZsNOxj3XzBvOn+i5fEtFiO/rpRR87yqob3rykPXDTuVfiaT3+acoKYlvxU6QUkFHUk4a3hD5LU3y2lsPXDkiae/dwA5IIAUEhgYGx2VkZ5WWFQIn1ZLa2tfX9/Q0BCLBRfUz1hCgMI/NoJP/qMmGBXyx8eEADQw5o8KeEI+MAqHwx8Z4fX3jXR39DTVN5QwCjMyU6Njo0NCg4PIftFuTjm3rlV8c77t/MkBB/MRvNE7YAkflSIAPsTJxAEnE1EBKzPAkhF4823NOs8a1SMy0QvUU2sLpgy1NAYkxB2/9uOeaz/u+OlHRCZXrwCZSFlbb3T4Oc/kopdrWHJCXkJMjjuQiZ675tHXyMRRau9BgkzgwkNwIqf90b6jD53cokMCi2NCI658GWmiVmiuUW6pVSoiE8P25Pi22jpEJihmUvaYiJmkVT7IqP4qpWo9IhP/l2RysuCkAU4mxgM2ZkM2cFJAJnCa5kwbE5y7fkMm8JCtZZ/j2fpLjlHXbtg+CvjCLfYDv5w5geWzwJXH62hNo5VMozMICEE55fSK6TRUTQsnE3wL3KVXT6c/n0mvnEcrWu6dMl3/4juHLFYdNFqvrA/aoGywXkl/vZLeeiVd0AZlPQmQkv7PUtZDG1/fogR3cSnrS6gYgDag10Gvtk4FacUho7cOm0zTtllPy59LKZpJK0FTBTKBiQGZhJRPD2GApgWBSvDJA1zhXSApJW9TSpZ5Z2xzDS/CsF4M4029QO40IhPkUsMfMZn8kRGzIsgE7NUYmIR4aAInExGK/JJP/vcmcv/fYCN8EbGJTWxiI+yfkAnh9L9RJmIPHocN/hgPictDG/lsrpDNE3DQChcmizXM5QwJBE1jL5LGMDlS8ofeqW/RGXPoxW+Rc9f6pCgFJDzIKPaOSSCFhoWGR8THJWakZebm5hYVF1VVVdbX1zU1Nba0Nre1tbS3t3W0tbW3tnXAsKW9rbUNFwxAHbja/nsGx+1s6eho6WhpaW9obm5oqquqqSosK83Ky09NTIoJC6eRqK5eftc9fGy8qQd9IyW94gDAZlEYs4PK3qYVbfBKWXT6p3eUTTcoGErJ625S1JOQ1cbzKww2KqHs9k0KmpsVtDfKAZYAqwC3iBx3RCby2pJ7j+icsB3kjk5OYtg4D2M1NoXd7fQ8N+JmxnY1QU0VXVAOidAFyISAExQ5wSVazQVwInS1FD6zeOF0lnvNrOucBvcC6uXHd7DCy3OhCl0vBWNLRCl2JiAYsOwtR+yt8C4TxoMOpt0XTtVc/nIkM62zoqKxurqmvokcEb/ziI70ATXk3Sqiclu/EH4uv5WMPOoyKSGPtFERZZhs3nfY7ptrbt4B/gFkGpUaERaampyUl5NTUV7R2NjU0dFBZJjA1+HPYAkBEP9NQ0zycoSOh+YkELLZ3KGhkZ7unpbmZoDqvLzclNSUqKjIkEBauJ93wtNHeTeu1F+y7XGwHHYwZ8GbjPrGEM0uwWtHyT84KFqwrVEF4SFb8wE7835b0/Yz4OXr5VvqBhqot4TQ+pubSUnJx65e3ffT1V03f9p166ddV6+sOWElY2O70d5h84ULn1w8/7nd2S89XUMS4vPi43LcnT2MdBGZnLF6MdDX1tVjanNBco+yjLwmsLGUAqodvFleb8veY4+fucWFBeVEUEJ/dAw3PZ5nrlZuqVlxUjfHUjfU0qg5Prajvim1sNwzPsspifE0repJevXTzLon2Y3fptWuv+W/4R5l3z1/s69veJ89kWupU3/KqPus2aCt1bAtCpig5Bl78xF702FbE6YdkAne3cUGwRicMs/h5JCNVfN5m/yrV5/cfKL8gLbOJ2sRFS3QQouj6Hg9LoQfuGcPrALb6VUzUE1euIuiKLADnh9fNQ1vBr+AVrbMI3mOvsP7hwzXHASu0JFEyynxGB2KW+pIK2pLKWmB0BcN/9UAvBVwV0JRUxo9in53gA/Qnrh08CifqGgeqrOnpCuppLv2oP4Hh42ma9tsIOfDQWdSYRov63ERE0btF4FJ8CbxsCUYVDo9uHw6uewtWtUC7+w1bjFfF9ZVY9jgC2wCwyansNHR0YlxvEIXNjnxQrya698wmPiv9D83ke//BpvIExGb2MQmtpf2j8hEhAJvknE5HLS0HieT18RF25hcAZvPQ7Nms7gc5thoz9h4DYbZ5zfAT98lQcWzyPlzqQXv+6Vt94w5H1/gkpAeEB4RGBYWHR2TlpKWm53LKCmpqq5ubGoCGunp7gL19nb39fX29/b19fT2dvWiKq3EAz09XT293d19uHpEBV27u3v/49bTO9Az0N8z2N3b19Hd1d7Z0tzSUF1bW1JanpuelRITHx4Y4udPeuTh/b2Xv4kXba9X+AqftAXU4hm0kjnU4iWknBV3aG+p2yxVMJRQ1N2ioi+loLv+AICHoZSczmZlnY3y6pvkNDfKab8sJQwPgb+OOoRIyWqs2a5w/Yk7+CsvwGHh9GHNmU0BX/d6nGa6mrFdTLnOpnzUYxEgxBRfvvU6mSDhZGIugPEzy6mnZ5nfG/Xb6XIcTVnWqEbta2RC/PaagBNUIoljbwxb2HaWLDsr4BOmncmwvWmPnUXDd+f7oiN6S0saysvq6htKahrVzc9J7TsmJYeqPL3s3EcI4OT3YybS8lqS8pqbDxlskFPfrKS9Wfa4vLrhIzdfHz8yhUwJDQmJi4nOSE9lFBXVPK8B/oSP4FXAhAAPBAJ/bAQz/C+NOC5c90wmEyCqvb29vr6+tLQ0MzMzPj4uDE6JTIrwcEu5f7v8u4ttF872O1jg3rkZwAkS/v7jPjpCxFdkMmhn8ZJMdPMtdegG6s0h9L7mFlJS6rEfgUyuAZbsvPXTF1d+WG1ludHWbrPj+U0XUQ/4HfbnLnq6hiYnFSYn5Xq4uBvreGgd8zlpjjGHW9q79E7aSO1VQZ37lfRwMtHeIqf30Z5jDx45RwVSiuJDgi7bh5kcK7LSrLDQqjqhl2OuE2ph2BQX017XiPJM4rMJMnmcWnUvqeJBRt1XKc9l7lPX3PTdd8fvxA93fc6dLDipX3/SuOu0Wb+1xZC1Oc/eEmCY6WAGVxHq5QLnbgMyQTk2tjCwYNpaDZ4/W/HNl9Sb98/d9dzmFv9uQOEcGupbgsgEifD1CTLBt9NRj0WR6/+ylPDMoMppKNmjciG1fLl7yjw9uyUH9dap6EgpAVroySgYgPCLE75lmlJKSHBBigpRyAOoaEoqaryKWOID9H0kwpg4q6CacnigCe0AuLJeWW+piv4szXMS5Pz5FCATlEwC00PZ+T/TVClqt4IGcLcc5ZmEVk+nVMylVy2glbznnbLLLz6Mg7Vh2Mjo5PiLF8AkGDYlEPDGJ4hSXWIy+T9sIvf/TTWRGyI2sYlNbK/ZH5IJDgJvnBFkQsAJLjxYwgOBgzbB541yBTwWn80fFw4IR2v542lT2Fbv6Hf90+aRc+bTChYF5Ej6pBjSUh8nF3pHxAeFR0ZGRycmJmVlZJcUl9TV1gGWdAKQ9PUNDQ6CRoaGmcPMkWHm0NDI4PDwwMhQH3MQNMAaGmQOD4+MjMBf9M9/zYZHmCPsYSZrgDXcNzwwMNjX09PZ0tZSV19fUsjISs2MjYyi0+kefn63PbwuunnretA2e8W+T8qZSymeRWUsohWuI2W+Y3tr/iHTNYf11x44jlIs5LQBS/Cu53hgAfVSRL3h0S9iFbSkFTTxCsJaUrLqnyhqxGcXjaHk90lM0CvMIbW4nB12PcVxtuA6W/CcLAROFkJnS4EzWsH1W4kQ5ZnF2NMT4w9ODX6lP+JoyLIzQV23bczZIFuQ2ct1//gv7O0sWPZmLHtT1IQRJUJY8WytYLcR8JXPn2q4ZNvi5zVUXNRaUVZdXd3WPXDuq6sSuw9LyqIStCAcSERwAqDyW6F0GkUdIBPkLCppysipbpU/fv7H214k1FoxkBYYER6RnJSUl5dbXlbW1NDU1dENbzp4/HDt8fn8VxjwD4yghf+lEceF6cHXFi6Zvr6+tra258+fFxQUpKSmxsTGhAUFRvj7JDg9Lrh+ueYr+x7Hk0w82Z1IuoCPAJUMRrklaKUTOPHwWYzYmA/bWgzZmHaeNqg/qVtgqRNkoNaKx0zISSnHrl7d+9O1nbeug3Zc/m7tCUtpG5stF85vvHh+66Xznzucu+DlGpKSlBYdke762Mtc3137KOnciYnurq7ugeOGJ6T2Ht6kgFdIg49MTnurnN7Hu489cfKMDKQXxYdF/PRVuLFqoalGhbHmc0uDPAudcEuD1vjojvrGxMIyt4ScZ8mlT1KrHiRX3E+tephdfzGpQuK279obXvtu+ZjjMZP8E/r1J4z6z1n2n7MYtjYXOp5gnkP9JUcczADJ4AR51mYg/KzN4VIcsLFov3Am86crX916qvgsaLV36nxy8Wx6GcIS3Kd/rZ86QSblOJlU4WSCx0yQ0PZp1LJZ1PKFlJIVronzdWyXKutKKCPGQIEOnEzwXwHAtaclqQwXIYqZECE+6VcxE6VXZPIznKAYC96PCMGJoq4Mom60g4Sy7nIVvVkaZzaQcudRS2fQAEjwVo8ioMJnRZAJageJswq9bHZwJew5C/EV4216wbtPw05k1tZg2OAUxhodHZsYnZoYfTE5Dn7t2BiqLvW3G+Fki+2vmsj9f1ONcEHEJjaxie1X9vtkQmDAm2lEPgmfA+KDeFwBYAloeJjDF4wO81hDAlb3yHD72GQFhmnQkz50j3k7uHg2Je8tcs4Kn7S9Pom3U0q9olKoYTFh4ZGxcXGZmVlFhcXPn9e2tLaC69TXPwAcwhxhskZG2EwWB38/mCyEB0Ms5gB7ZIAzPMTBH2Mx0c1rhr95/3HjsDicIQ5zANWlHBoc6O/q7WxubX5eVVOUX5SanBwREeZPJj3x8Lju7GbrSZb3jljrk7SYXDCbyphJzn+PkrPOKXye6cW3D+qtVtSQUNQCIAFXHpwhQJRNSuDEI9+ISD4BMpHCyQRwZfV2ZYNzX3MmsImpF9iEABtqHAi5Nex+luNsxXcyJyRwAvZAWIJqcL1Mf3+dTEadLEafWo4/PsW/aTH4pf6wgyHbHlVDQj3+/oBMULdye3OerbnAxlxgbQlwgv9W22LA3qru/Jl616fDBbmdzyuqKsobWzqu3HkmufuQpKwGQiz8RHD9AzLRkVLQXi+rJqWoKaOoIbXv0FGTU96BEc6evhQKPSw0PD4+ISMrq6S0rLa2rqOto6+nD+AQPoM/iSVgBC38L010YDxsAhfh4OBgV1dXY2NjaWlpTk5OYmJiRFhoGDUg2tM1/f7tksvftJw/O4QiUUSyO0Em4KCbATSCmDiZMG1A4Nabdp8yaDihW2ihE6Sv1hpMHWhuIiUlH716dc9P1764dQPpyg/rTp6Qsj636byDzJeOH11y/Mz+7HlPl5CUxOzE2EJ/DxcjDSATn5NmWF9vZ0efooYxwCTAMFyEiEzktbbKaX+8+8jDx67x4WF50aHh174JM1QrsdCttzSqNtPLM9MOs9Btjotsq69PKCxzTch9llT2NO354/TqBxnP72XVf5Ves/6Wz/o7vjiZ3BRlwFsZdJ82HbS2HLGx5MHJnjMCMkEtJuF6szblnDPj4UUXmDZmcKY9F86UfXuedPuO1gOfjV7xb/tnw3dnBg1lk+NFgcvwklbAIcQSKcQqL8mECErgHn9gCXj/06ils6mlb1GKV7kkvKVtu0JRT0oJLks8Jom6nRK5XohM8NVcQB2iy1VaAYVW8NVcr5MJIbSgCycT9CXFnwKvqQN0J6Wku1xJd7b6aQlS9lxKMWoA/xJLAKtwskJkMgN1ihQFdmYFISyZTi+bGQxzZswLYrxLypVxj/Xv4nVgGAfDeGP8USEPm5ocE46hNotvAJqIHG2x/UUTEcAbaSIHRGxiE5vYfmPTCHf/DTfuz8ZD1Yi4Ah5HwOeALwa3fGKLkC+EHZmj3MExft/4xPMp7FZtv4xn7NsBuXMDS+cHlbzjm/6Re4x9XLF7fC4tPD4sIiYmOiYlOSU/v6CsorK+qakduKS3b2SIwx7hAZBwuCx4PTYSh83lsjl8NpfH5HGZPA4Lz7znszkC2AWf4W8N5gruLGHE1P8FQyEhLk/A4xH1YQGEhoeGegZ7Ons7m5qay8sqsrKz4hPjaMGB7r6+j1w9Lnv4G/uFbnMPX0bKmkstnEEtnEPKWUXP+/An72kqhuvUzFYpaq5X0NisrIdqIsnjLhH46wrE0na0PgS5QQqaMnLqG/cc++Gem/AF9uIF3mCxs7zD4wLrmbnQyXT0mZHQyUjgZMR3RuK5GHNdTHioXvCvyWTMyWLy2ampR2eY3xsNnNcbtDVAji8wCWo0/ruruRCcwC2QCUrRtoEB3qLbzqLP3qLu4pk6l8dD+dkd1WX19TX1jS0/3n0mtQfIRF3m5/LBBJwQQg7c6wI/D8AM0GuTktZGueObDxy89tjVlxbi408JCgqJjopOTk3Lyc+vfP68sbm5u6t7ZGgYfH34IES+/x+YCBH+boOZwIX3ak1XdXV1cVFxTlZWQmxMWDAtguQb7+KUc/tG3dfnO+1ODjtYsVAxLvTO46xojldwRouduPaWLGtzlrUF3PacNmw6qV9kpYvIJITa19Tgn5gIZLL72rUdN4FMbu25dm3tiRNS585ucrTfeMlx69fntztYX/R2D09Lzk+KS3O674aTie8pcwyguqtfQcNE5oDqZrjY5FH6BFxsW+Q1Pt6j4uzkHh8cXBAdEf7TD5FmuoVmulWmuuXG2nkWOqFWek2Jka2N9UlFFe7xec5AJqnPn2TV3UypvJvT5JhavfaO35q7fnvv+Vt+f8/r9CnGGdOGU0adp40Gba0G4UQAvQBLUBUyoGJ07TGtzdl2Vhw74BbzQXur+m8coq5fu3jz4R738Pf80hfSi2fRS1GlXSCNoBI8KoLIBHf6cVYBMsG7qr9kFUQm8BAAwDRK8SxK0cKAvJVO0Ys0rVfjWSWb8SsTxTqQ0CkjKWnh4RG4SnGQhi8giuO9zPIihKegIL38ekrj69+A6zYraG+Wg9fRXq2sP1/z7Aa/jPkU+L4XT8OT4GcGoXVov0cmFTNRT8YK1IoxuHxWaMVMGmMhrWSJR8phelo+hnViGHdiDDXiGB2bmpgaH/37F3OJvGyx/XUTQcAbZsTcRA6I2MQmNrH9xv5PkgmPK0SlU5EQmfC4SAJw3nncQR6rZ0zYOP4ihjV1MDx/iU8a/NydQWYspBQt90hQpyQ/TC3xDksICY2Kjo5NSEjIysxiMEqqa+taOjq6+nr7B4bYI3wgE+ANwBAOb5gN4rIAU3AS4YOXirAE5dxzgISEHLS07JWJQOQ/aDyENahELMAJal3BZTJZAyMDACctba1V1dX5hfkp6alhkeH+ZLKru+dNFw87D9JBV5qEd/xiUs4cetG8oFLU7d4n9a0Tl+co6q04rLdBBfd+ZLVk5MAl0peS15VCZCISCpvIaWyUVZf64mBYUh6qF/xiAhvnTNRmNz2xFjhbjToZjzoZCp0MBc6GPBckVD4YyMQZ77r4azKxnHp6euzOiaGv9AcdDYbtUAtFlrUZTiaoRvBvyQTEtTPnofxs5EfCXbat+bCd+eCXJ+u+Plfj9mSkpKChrLCyury5rfO7mw8ld6tIHFCVUdAAOPll5OQXTEIIvL1NQGVKOtKyqht2KuqfsfcNDHPy8KYFBoeFhiUmJmbl5BaXldc0NLa2o8R31ghcCqJ6XP/ARGTwtxpMA+YJXxZAqaGhod7e3sbGxqqqqqKCgtTkJNSsk04O9/ZMevSw9Mr3Deet+8+fQDEEvB4XvOEgcNzhLkpBcQAaBCyxQPGEM4aNp/QLgUzQai5Kb3ODf1LCkWs/IjK5cWvnzdv7b9zacOqMzDnrzQ72my46bL3k+JnduQtebuHJCXlxkbmuj/zMdb11j5GtT7zo7e7pG1LUMpVGZAIArIWuN5TpdGTTjr33b9+No1EZcTFBP34XaWWYZ6FbZan//IRhLiIT/YakyJam+oTCciCTZwmlT1Kr76VV30h/fiu/TZeWseSG99KbPjvu+ht8ddP1xMk8S8Pms6ZAJv3WwLSWaH0g6taCGkoC8cK1x7K1YNqBzAbtLbq/PJt3+etHdx5r3PeR8k1eSC+aSQP/njFT5NkDlgCfoNVceP4GQSbg6P+STGBPesnMwNLplKLZpPwFfpkrnoQv1ji3RlEfrjqcTBBv4F8xRP4I/vHsEfxCRWQCA5xJYAtxDRN69SigC/50BfS+wT6bQEAm8tqrlXQXapxd750yLyBvBrkQZo4ghFiK9pJMkBBTITKZjroxorgKkAk8CiQzi1r2PrlwnUvUgzZOPYaNvJji4y0C4cfD2BjelOPvM8KLFdu/ZiIUeMOMmBvhf4hNbGIT22/t/xiZgHcu4ID4PHwdF8EkIBRaQCW6eOxRQcfYRDmGXavpW+Mev8g/b0Fg+WxS4YekvE+8E37KKHeJTqZHxQeHRcQkxCenpRTmFVSVVTY0NnV2d/f19w8ODjFZXBQv4bF4vBEeb4jHG+bBGB0cX0EGRMJnc1EJMLaAxwZCAmbAGeK/YqggLO4a83goLsRm8VhMzghzZHB4oKunq7G5sayiPDc/DxArJDjY38//qbvXZWfPE57ULzwilnsnL6YWzaOXzyUxlpEKNzwKm3bUcslRQ+nDelKo0q6upBxqOCgJg5dkIqWEyERaTgP9Vnvf4cY+thDDxsf52ARnsiG/7pE1+9kJwA+eMwqSgDguxiCuC84keDb86+I7mQmfWUw+PsW6bNR/QXf4vBHLEV9OY2MB+mMygbEph/j9PfKVUWfuIXuz7gvm5ZdO1fq7DVeVNFaXlFaWNHd123774/qdihv2HwMHF4Dql2GTV+7dL7RZWU9in+omWdUvDmo98SK5+QaQqDR6YGBUVGRaWmphMaPyeU1Ta1t3b9/Q8BCLxcQ/hP8DZAIGM4GpstlsImzS1tZWV19XVl6anZMVEx8dGhoUQiZHu7pm375Z+d2Fzgsnh4neJqJsE9TGBN7qEVsTVDsYyMTWctjWvPOsYf1p/YITuoEGqi2h5J7mOr+khKNXf9xz7drO67d23bgjd/u+1FmbTdY2Wx0ctlxw/PTi+R12Nl97e4THx5QmxpR7O/saanhpHfY7bYYN9rV398lrGkvsPSwjpw6XGYpfyatJ71WQ2PqxsaZGqLtLfkRY5O3rYScM08w0K07rF5tp5Jhrh58waEqOam6siy8qd0/Mf5Zc+jCl6k569c2cxiv57V88Cn77qveSO+RP75MsbruQLn2VaWHQcNq475zpwDlztsPJEXvTIRtDVH/M9mWOE+rWYjrkYNJ1waLmknXU9etn73vvdI1Z4pc1N7BkBigEfHdCuH+Pj3FEKZ2Gtwf5FZlMo5dOpzJm00uBDWYH5M73Tl3xOGSR+pm1qA6ezkYiUURJRxK+X0p4TBJ9AfHcd3m9TfL6uPTQXcASuIbRIjckIrAJj+JkgsImkgrakvANRcEWLXgRKQWcTNRPr3NLmOudOTMgbxqlCAAJeAPHEmKxGU4m+KozEAAJzBaPq1SitWch1XOCqub5Fyz1zdrhE1eMYV1oTdeLcewFf0w48QLA5G9DE8KFFdu/bCIUeMOMmJvIARGb2MQmtt/Y/zkyAT4gwhTAIQSQiPiEgwIcnEG+sAXDaMwXm5xCPvTLWoiXqHqbnL/OK9EousAlo4gUGUsLDY+OjUtKS8nKyS4vKW+oqW9vawcsGR4aYo4w2XifFCATLneYzxvhc5k8LptItUc9t1GRYhYhnFjgoZ8Np4l/ycD7fSXCiDgJOjM+TyDk88f4vFEeR8gBOGGxAE76BwfaOjue19UxSkqys7Jjo6MDaTRPL597zm7feJKOudI+9opd4p8z26/oLVr1It9CCb/cxQ4P5qmgMqaS4BEq6m5UMZRU0MOFrxVRAqdHW1JeS+qAxsYDqjJ7DrYO84FMprAxbIqHdVS0+//U9+wcy+UEx8UMlykHwYkJl4iWOJkKnUzhFh8AkyCNPbUcv3di4JLuwHm9ATs9tiPq5QdMwhbV5sKxBIcQXGhxET4wYYEcUGIA08EcHOh+R7P2i5ZVV+y74kK6ygvrn5dU1VXXtLQZnrZf94XC+n1HpeVekQmBJX9EJtrgz22SV5ferXL+x7vO3gH+FIQl4eFhSYkJeXl55ZVVdQ1N7Z09A4PDgCUcDpv4SAgC+SMTkcHfaqOjo3ALk4HrEOCECJu0trVWVlUUFBckpSVHRkcGw5n6+iY+eVx440rjpXP9DhaotwliEqLRB4zNUesPO8ASC5ad1ZCtecdZozqcTIIMjreGkHqba/2T4l6Sye1dN+7uu3Fn3amz0mett9jZfeTo+PnFi/scHK/CUZLi84MoN48qkfRVPdWUAoBMhvq7evqVtE2l9x/dpKBJtLyUlj0utXP/emlpLWWlOF+voqiI7tSE0lvfp1lqFZ/QLj2pA2QSYWXYkhjV2lAXl1/ilpD7LLnkfkrF3cy6q9lN1sl1kjfJi37yW3af+tnDgO9J4RkuLlknTZ6fMOg9Z9p3xoRpazEMfOtoznFAnRZZ1nhejZ3ZsJ1xn4Nx09ens69+++jmg2NPQ9Z6pi8mF82glU6jl0wH9x21U0ThBULg6ONYUvKSTGALkAmRFo9XFiYz5tBKZ5ILZ/llz/VMXPowcKHGuVXKRpJKonAHwn4llOaOyAROH5GJ7iYFEZkQYRO4RIlaDoReksnPMRPAEklFlKOCMlUUNCUUdVYq6S8ABHKJneORNtM/ZzqlcAadMY1ajE+YIBMcqERkgsYzgsvQ/GnoBKfhbePnUEsW+RdIeqc6pJXWYFg/hjHHBOPYFE4mqJH5a3hC3PnFpv+GEf6r2P4dE6HAG2bE3EQOiNjEJjax/cb+fjIBR4oYgDuFu/f/0HhcDg+FLDgCLosPYxRJEHD4IHDcR7hjXfzJKgw7Fpq91CPxHRpjDoUxn5K/ipSuSE28mlbsHZsSFBYZGh6ZkpKWlZVTXMSoe17f2tTW290zNDjIHmFymGwBVwi4gY7DYfLZ6CAohIIvIUO9GzksIRyMyxTw2KNCwCGR5/rvGo8vgBPhCn5JJsQ6Ljg0Ok0+TzjKG+WOwMRgs3BgmNndP9Dc3l5VU1NYVJSSnBwRGkImkZw9PK67e1l7kA57hKz3Tn6HVPQ2rXqBb8lSf8b6p/GL9C++q2iwRsVgnYK2lLK+hDwwCeqxgBaZgLsD3o+8jsx+zY371GR2H47NYQgwbHxqFHshwHg9rIzARueLAy7n2M5Wox4n2c+MBe7mbCdDvqsJ18lI4GLCczICAZmMIiYxH39sPvUIsER78IJev73OsIMB9wJaMgRAwgQfEeVbG7PsjJh2RiyHVzIGjdgbDdsZjdibAJYM2ZsNnjfr+dKy8cuT9fcuC0pzmkvz6p6XVtZWVza2appbb9ipLLH3qJSsGmqRISrP9TOWSMmhjUR7eBgDmWxW0JDac/Co0cmH7n4efiQylRYcHBwfG4vW9RWXPK+pb23v6ukbHEYJJihWRrAHYQQDvD5+c+wVmcC1A7cw+Zep8PWl5aU5+bmJyUlRkREhpIAId/f0Rw/Kvz3f5nhy0NECcHHYxgg+Eb6DFVpoZ2sOfAJkMmJnMWhn3nnOpP60ftEJvRD94y0036HWOnJy3PHr1/bfuLnj2o2dN+7uuHpjxYnTEudstl64uNn+/A7HLw9e+PoxmZ4eG5vj5fboqAJF66C/uiL1tCnW093V1nNMx3LjvmMyChoScurwoWyRU1+18dP16yR0lZTyw0Jzw4JbEqKyvnNIt9IGMmFYamWaakZaGTZGBHfW1KQVlXsl5TolMx6mVt7NbLhe1H2EkvP2d54LbwQsveO/877nLVpY8qMHKRYGVaeNYOYD50wAtFgOlgBgRLeWERsUFBq2M2ReMOuwNar44XzA7bsn77h/7BS1hFw8j4zKW80kYiB4qAT1LREVCC4nsGSaaDUXPEqkxaNVXjPp5bOoZUAm00n5033T57rHv3eHMkf93KojVhIqxngPE10peU0peXUZVHpBc5MyXhbv5+STl5kkiF5QrxI87wsuWhGuwM6S8pqomJ4SSlORUUaxzY0q+uuU9FYcMZupdnbl06jZbkkz/LJm0oqmUYqIrBIcRYioTtm0YFHMBMbwEMwf4GRmUBUBXTNpJQvIJct8snf7J1OHJ1vxsAl/YmJsAmzql3nwMBrHJSaTN9pEHPCmmsgBEZvYxCa239ibFTMR4cc/MLSYCmEJW0iQCYopEOu7WEzeoPBF/QTm3yuU9opf7J8zh1y8kFbyITl7o2eUfWKuU0qWX1hkWHhEcnJqSnJqYX5xeWlVY11zZ3vXQF8/c3iYy2ID9XBGuHw4AIcjBA+Px+OwOKOj4yw2d3R0gsVkC1E6C1vAAzhBqSfIEfxPgAm8iJArAP0umQCTCAWjMJNx4RgHyITNY45whoY5vf3DHd299Y3NpaVl4FjHxcQEBwV6+/o8cHP/3tXT1I2y3TNmuV/WooDityiViwJK1/kXLvvS5S21sx+oGK5V1sPJBBwdAxkF8Jy0cKECVhv3a23cq772M8VLNx/zgUywyRdwM8rEOqt6It3a3M4PuJwZdrJEtYNdzHiuppxnBkJ3M/YzA66LMco2ASx5dnLqyWnBTfPBSzr9DroD9gZ9tnoDtoYj9qbgF6KStWiNFgyMmfaIQxCKOBiOOBqNOBoP2xsPwXYHsxEH82E7i357i+7zFs2XTuY5WPLigoZKctprympqymuam2LT83apaEl8oSKx9xhOJlpo8q9hicQB9Y8OGhKDzcp6IBk59U2yx7erqDv8cNMjgO7jTwkMDAJ/PSUpqSCvoLKiurm5rQuAb5DJRBTKRcT4mhEM8Pr4TTNibmDwbRoZGenv72tta6muqS5mFKelp8VER4bQqcG+fvEuzgU/XXl+yabT0XLkPOoKP2JjCsSICqbhi51Q8ATvatJ1zqThlH6JlV6E7vEq54fMhqqEgiztG1d3ff+d7O27+27d3XThy+VWJzba23/seP5Thwvbz9iYX71FCg4vjo0J/Pq8u6pSoJZKoM4hsrneaHUVq3Pg5JlLMjsPSh049tEh3U1yWht3H166ZuNGqU325uYpVHJBREhLbFjUGZNMS50ydFzdHHOtMBMthqczs7EhPbfIOy7DI730cWb13Zym8ym1y791W/Ct6+Kbvhvu+Rx96B4QFRt77XKapWH5KcN2a5Pes4ZD54yZtuYAJGw7SxAMhm1NWOdN+86btl46m3btynf3nRWf0lZ7pr5FLZtNKX9ZTpdIGcf7ltCrRWW4AEuCi3EyIbI4KhCZ4JnxBJnMojCm+efM8Emf5RL99i3SLB3HRUpmqw9abFAyklExBK5AkSJFDUk5VZRdo6SDR410ADNA0gAbIBVdSRU9KRU9abhWlfQ2KukBVG9S0t5ILN8iWoUqakkqaK+T11qvrL9CxWiegv4coy8/fBw+yzVxln/2dErBNHLRTBTwIRahIXDCQyUiMsGzTQgyQQu6CDKZQSt9K7j6Hf/CVR5JZmnVJXjYhIOam6Nui2Iy+T9nIvf/DTaRAyI2sYlNbL+x/2tkgq+qQgEGPsp3x5dYcQXgQSJ3XdAinMjBMGV6ygdeiQtpxXMojHdIBRKeCeq0pEcZ+T6xcbSIiPCIiJTU1MzM7PLS6trnTe1tXb09fcOolR4TXpzD4Qn5o1w2XpsLjMcFVGEyhwFHmBz2EIspADRB00ALyYTCUZjyf4pMAHlAvyQTpNHRMXQUAbjIKL8Z/p0YHWMz2WyWYGiQ09831N7WWVNTX1xUkpqWFhUVSaWQnT3cb7u62bv5HvEOlfKIecc/a0Fg2Xxq6Tt+edJe6XMtLs9XMVl90FBCUQ+1fheRCXJ9ULsPWe1N+zVl9qhK7j68T82wuW9oHMPGJiawcSEmZGI91VXeVxqcbIe9HVnuZ1lOlnxXS6G7BcvJkONiwnYx47qcGHU9J3x0jvWj1cAF4z4bQ9TE3cGSdf4k0/HEsJ0laNDWfNDWDHnDdmbD9oRMh0AOcAtj5BAP2VqMOJ4atD/Zd/5Ms+PpAnur7kAPfnl2R1nB8wpGVV11ZWPT7afeUp8pSHxx8A/IBAaiMR5L0ZaW09isoCGz96CqySmPgGAvP6q/PyUmOjYqIjI3O6eUUVpX2wBvZl//4MgIfPqo5IDIzf+liSDgjTTRFF8mnAwND3X1dDc0NVRWVeTmZiclx4eHBoVSKVGeHumP7hf9+HX9xZP95y1HHK1QEWE7U7YdipngQhlB4Mf3njVuPqFfYaGXbKAZbX1KWFteUlFscu2ywvff7L9yef+1a6sszSVOn5Q+ZbX17JkvbOwO2p1/6EeODY8oCw28q37QW00xUEORpq7ko3O8OTxspLY5wC9E4tP9m2WPbFFQ/ejA8XdWf7R0lYy09OYn9+7GB1GKo0LL/NxjrAzzLfUZ5rqllnp5Floh+kcTrnzFriwvY5T5xSQ7JeU+yql6UtG19Ydn73754K1vn3x43XXbbWc7F69wMiXCwTrL0qDytFGrNVx+JsPWQFwWbFtUeBqE576bMc+btzpaVvzwle/12zpP/SQ9Y971z5tDKZtJKwMffU5gxSxq6UxUawuceACP6pclg0umBRExE/SQaEEXTiboLqVkBqlgml/2DO/UWU6Rb90iLTp9feHxc28rmy1XNl6nbCiBVmdpblHU3KiovklZU0ZBQ1pBUwqkqCmpqCmhqLlBSXO9ErqVAPZQ1JZCLV/wOgFoT3V4lrScGqA1fFUllPTWqhisOGT89mGTWaqWi+xuLn4YMhPIxC9nOqlwGsyE/modmihxnyATlHmCJ8fPCKqYEYyEU0rFDFrZTErJAnLx+wH5G70S/AdHm4BMprBRwfjk2NTU+GtkglovjuMSk8kbaiLf/802kQMiNrGJTWy/sb+fTMB/IgY4ePxTA39RwOeN4mucgA84aGEXh8fhCvoFwhoMc8ivXesR9S4ldw61cHFw2Yfeaft94q6mlbjGJQWEhUTERkfFRKelpxcUMqqrGxsb2ru6egYHB4eGB1HXEB6PDYSD1pTBy48O8wQDfOHI2BiLz2NxOfwJGHBZqIAwTyAcY7IAjtA0/lNk8rN+uQGIiA0TEAhGhMKh0bFB4egwXsJ4ZITLHOEODwz39fQ1N7dWVj3PKyhISkkODg7y8fN94ub2nYu7mQd5v1foCt+khdSCWZTCeaSC5aT8lXeDph8/teyI+TolnEkUiPxaVBcILeWS1d64T11mz/ENuw4v+2i3leNX/BfYGPFzZGoM4/Zhg8+bgx82en3b5na+y9mmz/lsv9PJIdfTA66nhj1shlxsu++daf7esvGiRavjiXaH0y22J1vsT3ecP9fqcLrN8UzXl9btF063nT/ZeeEUqOOl2kEX0W2r/YnuSzatACQXzjZctC5zOFN7/XtmBFVQmdNRntNUVfa8uqqqsT61kKGkZrRy054/IhMpOe3NSgYSBzRgvFlZT0pWfaO85ibZ49sUjt544urhSyWRgoIDw6LCorIzsgryC6qrn8PbCJg6MDDEHGHh8Pl/iUxenxsxhquIyWT24Nkm9fW1DEZhZlZaTHREZEhwZIB/rKtTxt3r5d/Ytl04OXj+FMsB4ASvOoA6zCChhHgbs74zRq0n9KrMdXNNdOl6msXeri0VReFZKZrffnnku683mZtIGul/bGX2qaXpvjOnlM6cue3tSyKRU8gBAResHx2Xp2gpB6orhGof8jyuFHLBgVlc2lXbZnXK4aNdcpKf7Vm0TOK95VKr1kifd7hI8vGMCPAsjwxMuPp1pKFGsaVBiZlemaV+kZVOpP4RsqlOmb93K6MkLjnTMz79ZnTq7gs/Spz9ZqXDtQ3f3tv8wx3VW4986MGRDx+EWhgB1VSeMmg+Z9RrYzqEyASVGhuxs0R1utAqNct+B6vnl+xirv707a1nX7iGvEfKXEArnUmvmE4vnU4vmRMIiIIX2kJhE9GSLZR28qrOFb4gCo9IAJaIyGQapXg6qWCGf850j6TZztEL79I+/NbtbYsf3tVzWKF1buVh0yV7jq3Zc0Ri7+G1e1TW7zu0Yf/RDfuPEVq//9i6A8fWyiLBYP2B4xv2q0rsw7X/+PoDR9cfOLIBngLae3TdAbVlshrLj5gs1T61WM960anv3r/iNvd+0Cy35Jm+2UAm06ll06g4b4BwRMFnTtTmwlNiUMngipkhlUR5LpxMymfSSmdTGW/RS5d4pxwKTMnHsN5JDMVMxqYmx14LkIjJ5M02keP/xhv+E0VsYhOb2H7H3pSYCYEd/9R4KAl9VMAdxbPR8XwTgBI2n8kfaxl/ETLE3+YXt4SUtYCSP59WtJiUI+EZbxuT755e5B0RExwVGREdmZSSlANcUl5V19Da1tbd398/ONTHYg2zOGj9DhNFJ4RsnqCPLegfx/owrOsFNjA6xRyd6BkZZqO4Bh/lHghHWWwuk8UR8IWvWOLfslcg8vLViCEKDQkF7LGx/rHJHgxreoG1YVj3JDY4OsHiCYBZWMNAVf2dnR11DQ2l5eWZ2dmAXlQ63cPb566bx9cevroelC0+0eB7zaXmzwsqneeXJ0kpfN/h/hwV09WHzDbI68oo6sng5XRBqHywnJbMPlXpvcek96ut3Cb3ofQn5776DlXoAk2MYVNCbHQQ43b0ZIU1hTr3hDl1U+92+V1r9/y+zfO7Ztdv6h59WX7doeSyfcWVi5WXv6q88m3TvZvND263PLxdf/tq9bXvam/+UHfr+7qb39Ve/xbpxrc1v9B3dbcuV9/8vvbBteePb1Q8u90RRmYWpHUXZ3ZWFzVUMmorKuvrW+o7uk5d+Hrl5h1rt8lv+OLght1HwYFDXU1eIxNJWa1NcGookxhVGwMs+VhZR3KXkvE5B3JIhKd3QCA1JCY8NiEqvii/qLS0rKGhobOza2BgcGR4hAiFwYcLepNt9Jc2hhsMiEcBTuAKYQ6P9HR2tbc0V1WUFRXlpaUmxsdERQbSI3x9Ep0eF1z79vmX1n0XzrIcTqD+6HYoFR4nE7xU10syqTbXzjfSCtNW9bMwKqL6pcaG33V5rGt37tBpK5VTVgdPWepdsDvxzZfXHz10d3YOd3MO+vHbe6pK3hrKgVoqoRrKkdqH/Y4pumocy3r0qCE1MyU85ttL32po6OyXVVJSOvL1xW98Xd2DvN1zQsjpT+/4m2qnmOrkG2lWWhlVWBrkGqmmGB6nHFcKtz5VHRScFhb5zMv31I83jjpcUnL85uC3Nw99fd36sZuTHyXw6WOq7ZkoQ02GlX6FlU7zGYNeG7MhazOuvRXb1mLYznLI1oJtZzVsd7LD/mzRj1cf3H6q8dB/vVf8fFrBTHrZNDpetCq4dGYwY3pg0YzgkhkoN6NChCWIQ0DIlX/p5f9MJmg7lTGLVjzdL3uaW8Isl5iZdyiLrnovvvjwfdufVp7+brnWqXmfK7+7TW7pZweWfrb/g0/3fPjJviUf71+Ka9lWdAt3iS3Lth5Y/pEs0tYDcBf2/ODTvUu27f3gY3jWgXe2yS/YdXilwbnVNt8vu3jrvW8eL/7Jd/b90OkuiUAmqHAwuWgaFXU1+V0ywbfjiIJCKGg7sRtakEYvm00veSsga+mzkB9r+5oxjDMJ33qAk9eXbsFIvJrrzTWR4/9mm8j7EJvYxCa237M3gkxE2PGnDOVdoHpVqIIvqtOFL+kS9oxipRh2Kq1klU/iQnLePErhQv/slT7JCuSkh5mlPtGJ1IjokIiI2LiYrOzMwpLSipr6lvZuvDLsAIs9yGINsTkjLC4HFWPi8brZqB1yNuvF09LmZ2WtUR3MVgzre4H1AzGMjQEysFgs8PzAeSVc2H/fRCu3cL3cgrAEhUrGJ1pHJ59jmH9D73eZpV+lFIR2MRswbGh8AnZGzRdZw129nU1tzdXPawoLGYnJKeERkSSUCu9508XtrIu3nEfwep/4d6h54DktCC5/1z93o3vcDB37t5WM1yjqSykBnBBVg1FjEyk5Len9iEw27D62ervyyo/3vi+x5fyVa3yUa4JNYlNTkwJsjIWNDmMjHVh7JdZegdXnY5UZWF0uui3PwspysNI8rCQfKynEKkqxuhqs7jlWV42VFo4kxzKTo1kp0ezUGDbcpsSwcDF/ViwrLW4kLY6ZlcguTOdUFvaU5TeW5bfUVz6vYlRWljU1tje19V65+3DVlm1LN32+4Qvl9Tt/QSY4nBBCq7k2KepKy2nKyGlskteQ3Htk5xGde66eHn7+dFpwEDU4Niw2Jy0nL6fg+fNa4NS+PrSuD1Vi4HDwz2EURHj5b6YRQPLKfksmcCJsJnOwr6+3s7Opvq68jJGVmZYYFxMZEkz39wOESL97s+S7i23nzzAdT6Lu+yIyERURHrE17T1r1HxSt8pcK1v3WKzOcV+Noy4m+i4X7R/88PXtm9eu3vrpys3rl29cu3331sO7N70e3A95/NDb4dytowqemir+qvJBaoqRmgeDj8qFaR8maR19pqXqe96BeuuW+0/Xnv50zeXePdcHD93vPwh4/CjOyzXV6YGPlX6A9qEsC918Q/Uyc91yCz2GuXa2sVq4urL3cWVvS3OPL7+8/8MPV67++O2N69/eu3/p9oObT13v3LpLe/KYetEhQF8jXl+11FK32kqn9awhkMnwy/rUw3YWQ/YobNLrcKbqgmPUzfunH/hsd4l43z9rZiBaoDUN9VUsQ3WrQkqmBRdND2FMDyklyITAEnxlVCXak8jZ+CWZoBYo1CJEJq6Js5xjZ9yhzb3ms+Cbp2853vjw3A8fap+evV35HSCTbbIEmSz5dP+yTw4s/+TAio8PrMQFg1d3V22VBa3cCnf3L/10H2DJis8PLP8MJL/4U7kZ25U/0D/7vvV3C89fX/jd0zlXfWbdD5vtljLdK3M6qWA6tRhvrUiETX69mouAE0QmCE6IbHgUXZkJp4kWepXNpRV9QMrcQUrMmES/moEv/sTE1Pg4HiKBvxMwGMclJpM30US+/5ttIu9DbGITm9h+z/5+MhERx580VDML3aI8D9RbhMvk8gf4Y7WTmFMXf4Nz2LsBmfOpRQvIBSsCsj51C/8yudAtOT0gPCIsKjYyIjojPa24uLCsqqq+uaWjt6d3oBewhMMZ5LCHgErgZVlcbj+b3YNhgQNjKqREGdcYGc/4j51DbdPKyjGscwrrARQZFXLZI0IeG0VPYBovWeLfMZxJ8KLEL18N/uHwBUOj422TGAPDbLJrP/GMXe0UJuUe/albmN/gePsLjC0QwoRH2Mzeob7O3q7m5taqyprcnILExKTgILqfv+8TV9fvXTxN3Mm73EJXk7LnkPLnBpfMJeesJGUsueo594jVCmXD9Uo6knhOraSCjoS8toSspuS+Y5J7jm7Yq7Z6x+HlH4N7tPsDiU36J05Xt7SNYtgEBj/8UAQFm+BjiFI4KDmeN4DxhzDBCCZkY3xco3xMwMf4PEwoRAMBb7yns6usuLussLMsv7u8oKeiqKe8uKcCqbuC8UpdsKWS0Vla0F5a0FJe0lhVUVdd3dBQX99U397TU/a8yfS041LJzSs/2r4a3LVP979OJoBVr8hkk6KetJz2FiV96QPqW5W0pfcf2yKnZvXlFU8qzdPPl0KixoTHpMenFWQVlpdW1dY3tnd09g8MjAzDlcAW8HgoYCIc4wvAy39z4YQAklf2KzIBEwj4eFxtsL+np725ua6murAgNz0tGdgkNJAW5uud4PQ0/8a1xovWg/ZWLEdLlh0ACYElqNXJkJ1J1znDhlO6FZaahabq8VqHyIflXY8o31U9esfEyOnL80+///bJ5R+cfrzi8v03fle+c7Ozua5x7P4xJdfj8j7HDtBV5cPUlEKPyUerK0doqARqHfRUV7mvqvLAUNvvK8fA29ddLn/rffN68JOH0Y8fBH371d3jKp7qSiHaykk6h8qt9MrNtUF5hqopuodj9A5RNJTvKx64q3b8wQkLj8vfOF/99tGP3zy5fsXz9nX/qz88NjNyUT8Sons8Rf8Yw1Sjxkq746xx31kzpq0VSpuxMx+xMx+ytxiwt2z60jr9h2/v3Xyg9IS22jd9AbkQJbsHlUwLZKC8CyKSEFw6PaQEJxPw4JFzjyIPCEKATPBSV+j2dTIpm0YrnkYumOGfN80tZbZz3Ox7QbN+9J77zdMFDjc+OPv9h5qn536m8uFnSss/FYVNlm3bv3zbgRWfHlgJ+gTdLgdtO7BsG7qFu6s+QYIrfNln+5Z+tm/JJ7uXfbpv1WcKH25XnvP5oeVGdu/bXp5//sasrx7Mve4772HELKekGV6Z0/xyZ9CBTErwpWgwMTR5fMLEnH+Gk5fogrAKNCu4ahq1bFZozezA8jl+Wev9k+1zqiswbAjDRqemRhGQiMnk/4CJfP832ESuh9jEJjax/YH9/WTCQ6kjIBT7QK4+Xq8XZY7gfv+vjcdho84lHOTD403ZB/ijreNYAYZt94xe6pv+FqVwAbX4XVLeeo84i4jsJ+kFnhGR9LDQ6Oi49NSM/Nw8BqO4pq6uqbW1u793YKifzRkCLOGwh7kcVCKWzecPj40xeBMGETmrXWOWUoreDihY4pe53jn8TGIREEIH/KgeHeMJ+Rw2k4/qc8EzEJwASPwiiR2Pf+CVtXDWwDeJ9PLfXwr+oqVbqNYYamPCB+qAAwGWwKlZJRTD6bzrm/EetfBt34xlnglAGo0YxhwdY/H5TB53gDXUM9DX2dnT1NBaVlKRmZEZHRVOp5Pd3N3uuHhccPPTcAuUdo9/n5w/k5w7O7BgETV7jWfCuyd/XKRsvEpFb4OStoQi8AkiE0lZTYl9xyX2Hlu78+jq7QfXfq6y/KM9KzZvf3u1xMJla6Q+/dyLTGWPjgomJ8devBh7FUjBJl+8wH8oYgAuqJjXxNSL8ckXMJiEx9Aj2NDgYH1tTWN9bUPd87qaKhi8VF1DA6ieUHNzU3NTQ1N9bVN9HTxSU9dYUlGTnlsYFhtvftb2gzUy767euOajHau2frHy0z2rtsuJyGTfcSlZdZg8kIm0vPZGVGQMdYTYoqS3WUFrs5z6ZtljR0zO3HX39SSRSDRKSHBIfHRcZkpGOaOipqa+rb2zq6dneAQuA8ASrpAPXDL6/wCZ8AXogkQNcAaH+7p64K0uKSnKzc1MSUmIiAgLJpHC3T0yHj6o+vZCp+OpIUfLEVtjYjUXWsplZzZoZ9JprV9/WqfcUiNT91CS1qHQo4q+B+UfKsj+pCj//UHF71SP/KijdVlL4wfVI9+pyP+oLHf3kPxjlb2eh/aSjx4IPi4XrqoYpaYUp3kQBrSjsgFqis7H5O8clr12SO7yUeUrOmo3TfS/OX7oylGV64qyTocVqBrKYWry2caqhcZqZWYaFZbaxeZaKXqHI7WUKKrynocVnhxSvH5Q4buD8j+oq/yod+xHfbXvVFWuHJJ7cETR47BCmObhZJ3DxcZqNRbanaeNek6bAJkMnUPl4BCZOFp1Op4o+e4C5d49i5tPt7hFvU0pnE0lmhIiMkHUQQPGQN0/AEtekgn47oSImAlBJiDYQtQUhkHZdHrJtAAgk4IZbmnzn8W+fT9o0fduix3vvnf2yqoTX6/SOPXWZyordxxaAWSyTXblF0rLtsst/0xuxWdyK+HuNlkYwF3YiG+XXQnCt8Ng+fYDy7YfWLVDHvZZ9Zniku3K8z5TXqV7dvnJr963vbLY8daHP/m8dSdo7tO42V5Z0/zyZtKKp9MZOJmIJk8wySsRKPISS0RrvQBLZuBJNbBxQXDZe35pO0iJfgPCdgzjIjh5gaIm+J/xqTEQAScvcQXXa6N/30SOttj+oqH/hN9sE7keYhOb2MT2B/a/IBM2biK0+KURWIIvzUJ5I0AlKAWdj4T6liA++bX4o3wmmynkC9ksPos32j32ovwF9m1x01rPxHcoxXMDiheRilb6Z+7xT7ybXeERk0IJj4yMjoqPT0hPzygsKKiurm5qaurs7uofGABPlM1mApOAP0pwEJPHG56cSupjHQrKWOmbudC/eC65fEFA0Yd+mdJeMacyy/NfIDgZEI4zUZa8EFUOZo/w+RyBcJTDE7B5Ai4fuYNAF2glEBeV/YVXRuyB/uIBFvgX5c0jEQZPgJ2FHM44jyvgsGEy8OKDoxPtk1gRhlmklK12jXqPkjuXWjiXXPAOregD79SPnYJqMGx4dJQtEHB4vBEOt29wuKe7v72l83lVTV5ObnJSQnh4qJ+/31N3z2sunmfdqftcI9f6pC0k586kF8yjFywjZ6+9TZ2jYf3hQaM1itpSB9GyLmk5ban9GpIH1NbvOrx+x8F1nymtBp9p657lm3es2Pz58k2fLZXaOn/Jyk/2ytp9e9nJjxwSn0KPSYjJyM4sLstlVOYUI2UWlDV19jd29DW094Jaewbr27pApdV1ienZ8akZ6bkFWYXFyVm5EXGJlJBwUmAINTSCHBTmGUB97Or52M377lO3mw+e3XrodP3+s3MXvt2rdOz91VJvL9/w/hqZZdKfrkST2bFy665Vn+5bs11h/c5DG3Yfk8TJBK3mUtBFqfwKmhsVNTcraUseUJWRU98ip/aJ3LFvbtx38yf5kkhUGjUyMjIlOaW4sKi6Eq6H5s7OruGRkREmEydJ9MHgjv2biCUEhPxjI/gEDM1fAJeVkDXMGegbbO9sr6l/XsTIy8xKjU2ICw4MCvb1j3d2Kbl9o/pLm+7zlkN2RhwHC7aNOcvanGkDZGLcaaNbf0arzEI9z1A1SeNw2FElfxU5Z0XZ+/L7byns+0lh348K+y7L772quO+60r47ivseKe9zObjX8+Ae4JAwNcVojYMxuCLVlIOPK5KOKngdU3Q6LHdfZf9t5QPXlfZfU9x/U0n2/kF550MKPkcVA9WUo7UOZRocLzbTLLOA46JYTZrekSgNpUBVBd/D8i4qcg8UD9xW2n9Ded815b0/qey/qSL7QEXW5ZC8/1GlUDUVwKciQ7V6S/3OUyZ9Z80HrVFpOFQgzt6y3/FU/YVzyT9d/ereU/ln1NV+6bPJRTPpuAdPpLaL8INw5UVxBnwj4c0TfvzrD1Xiy6XQozPpFTMoZTP9i2e5pr3zNGrJVe95hhfnHDJ756DJikMma5X0JeS1tihqb5RVg8sSdQXFa07AVfpKoi2oCaPm5te0SUHj5RatTQqwj84GZb1VKnpLD+m/e9ho7iGThSaXlv7k/65T3Cz39BkBhdPxNvD4gq6ymXR8YjhTvTwpUdjk5RmJ7gKPzQyqxBvDl8wOLJ3nn7XCL1UvubwU/rubwngTL8bHp0bHxydeAJmMjk7wcTghyORVw5PxyV+mpPxVEznXYvuLJnL5/y+YyO8Qm9jEJrY/tv9RzOQfkAke/eCBf/0ambBAXB7QAnjdIiCBAboLO3BRdSwu7MEZ7eeNtmJYMGtqDylhiX/2XBLjLWr5+355m7wSTsTkOyXlUKLigyMiY2JikpKSsrKyysrKGhsb29vb+/v7h4aGmEwmTIyYITEfIJM+gbB8AtOPzl/rk7o4oGgutWIOpXQhpehd/zRJ72i77KpiDGuZwvrHpvphgkIhYAmbPYLmxxcCUQCjAH8wmSNCLneUi0gFRxH0B87wV2RCPAQS8ABj+BPCUQGcoVA4OD4Fh4ADnUstk/SKf9s/c24gY2ZgyVxa8Tvk3DU+qQo+0fUYNjIqhCmgusYcztAIC1zPns6e+tr6stKyzMzMuLhYGo3q7uX9wMXjSydvbZfg7Z5xS0lZ82iFc+jFb1MLVnkkLf3aaf4hs7VHTVfJa66T1QAy2SinLS2nCQ79hi8Ort+uuOYz2ZUf712xZffyzTuXbdqxRGbbso2fvr9hE2j+0jVzl6ye9f6KDyQ2S2zbtWHrTsmPd0l/uld62579h9RB8se0FI5rw+2BI+pK6rqKqjq7lI7sUT4KG2G876Dqp3vkJT/ZseGj7VKffiHx8efLJbcsWr5u8QqJd1ZJL14ptXDZ+gVL1727RmapxNbl0p8ulfh4mfQ2YJJVW3et2LJz1cd7YW5rP1fcsOuI5J7jUvvVUD6JvPbrZCIjr4F6Qcipbdx7WNPc+pmXn08AYAktNDQ0Pj4+IyOjpKSktrYWrofe3l64GOAyACYBiHxJJm+iEcjxj+11MhkVTgr441y2YGSY1dHdVd9cV15VkpuflZKaGhEeFUIJjPDwynryuPjK1y1fnuq3N2E5WqDlT+cATswGbY26rPUaz2hXWmnmG6omqh8KOaLgryLrLL/3kezuB7I77x744s6BnbcOfHFbbtdd+d2PFPc8VdzjfnCv76F9gcfkItWUYjUPxmkdBkWpq4QeV6YeVfQ7Ku928ADs9lhhz3253fdkdz2U3+OktN9deb//IblgVeVYTSAT1VdkUmSmkaF/NEZDOURV0e/gATfFfU/k9jyU231XbucduZ335Hc/UICn7/NUOUA+ohCmppykfajQSK3OQq/9lHHPGdMBG/NhB0tcJ9ounCv87iuvm3e1H/vJeMa+Q86bQcN7JiJnHc8RJ9gDx49/oFfcAnuisAMalM2gVUzzZ8wml85ySVn2NHKG5fdzD5qtPGy24ZCphCLqTLJZUWcjQLIiqsewCSV3Ee0U8Q6nqMmpNtxFLRfxmg2/0kZ5YBIdJLQPaie/QVF7vZL2aiWd1UfMFh47MfPklQ+fRc33zphFKZ5NL51GIVJNXpKJqF8kTB7Pg/+tcFCZGYSyTeANmRVUNodatMAva6Nfslcnu2EKD5tMTAnGx0cnx8YmhZMviLAJ/AEmefGyVzxswTf+qyZytMX2F03k9f9fMJHfITaxiU1sf2z/CzIhnP7fNRRPwOEEBkgIQohoCZvP5eCsIjJ8T5TyzmFxhIIxcPt7mfzeFyiqYJJWttwjdjE5fz61ZIFfwXq/rCP+Cc5Fte4RcUGRkZHR0YmJieCpFxcX19TUEG4oYMnIyAiBJaID4AbOKWt0tO0FRurlb3MLW0nKmk/Kn00rmhtYPDsg6wNS5jrXGMPoQgaGamQNTGJMIVrZxUZ1vdhsAZ/J5w+jVo1MwSjRuR2oQwgi2ISAkldDfO0X4hMe7MAbxWlMwB4d7RYIG8axQpTQ/1zaM/Ett6SFtOK54D1QCt+iFawISP/IKdS1aahjCsMDJugdY/PZqLbY8NBQX19ba3tNTX1hISM1JT0iIsI/IMDFw+MnJ3dHN+oxlxAp39TF5II51OK51OL3yfkb3BNnaNm+d8h0jbI+au6mqCspq7lun+qG/aprdx5cuwPIRG7lx/uWf7QHtGzzrqUbUeRk+cZPV2zaBrertmxfJv0JDJZKbV21cdsKqU+AIj5cv3m55Ecfrt/4wTqZd9dIvbdW5p010h+s37RE8iO4fTVYsmHLUomPlktuBRHjFVIfr5T5ZIXMp8tlPoWXXSr18RLJrXALd1dt2r5i43YULdmyc+XW3Ss+2rXqk32rgUx2KErsPPw6mWzE64zhXSC0NinpSMmqbZHX2Hrg6K0nnp7+1AAKLTAoGEg1NTU1Pz+/qqqqubm5u7t7cHCQxWLBBYBiWLiJOODNMwI5/rG9TiZoTRofvi9CNpvX2z/Q2tH6vL6quKQgJzMnKTYpJjQ6IoAS7+6ScevHmm/suhythoFM7My51hacc6jZYq+1UfNp3WpLrQIj1UTtgyGqCn6HDzgp7H4ku/PhgS/u70e6u2/HfdmdD+R2PVHY7ay0x/vwftKRA8HH5QEnEnQOJekeTtI9ArwRrqpMO6rgf0TO4+A+eIWn8rsfy++C14GBq9I+D+V9pMNyoWrKCdpHsg3VSsy1Kyy0Kyy1GOaa2YbHE7QOhh1XCFDZ76G495ns7seyu+4d2HHvwOcP5XY+VdjtqrjHW3kf9QhaPJaic6jQRK3GSrfllEH3WeNBW/Nhe4thB6sBx5PVlxwib91xvPl0p3Poh36Z81CvdNwp/4WP/k+wBPS7ZAIMMINcMt03f5FXxqqn4dN07RapmKxRMlwnjxZJbjigjoAEgFke+F9jszICDLzsBAiYBESMdTcq6W9U/D0p6OErFfECevA9VdCRUNRZq6izStlwnrLRDItv3nsQuNAnfbp/3iwag4iZIF4KLJ/xZ8gEFIhanUyHs0AnVT4nsGwRnfGeS4xyQCz8X9Q5gXHHJwSTE+MvJoVC/tQUSjVBDDIxhWMJIpN/P/9E5GiL7S+ayOt/403kdIhNbGIT2z+0/xGZ8PmAFb9jIiB5jUBEERIcQvgcIgVFtOIL3HAhhzfKG2WOcJhsft/Yi+pJzL2TJe0V/SE1ZwG1cAG5cDklf4tbzPXsate4NHpMXEhYaFx8fFpaGrih5eXl4IYClgwMDOArd0QBEzgmTA8MxqjQFYvZzuVXY9j9+r4Nz0LWBOYtpOTMpOTOCSpeSC9aQi5Y6xqnSonPGMdaMKxndHIYZgeoIQSu4PLHx4STE0AmXJgrWsqFkwl/lMg/wamEwBIRnOBIhgMXnJxgfJA/1jP+ognD0icxy6SyDa7x73lnLaaXoN+DUhlvUQo/9E3d6hXzpJlZ8QLr4o2xgKPgneAxmXwmi8fksodHBvq7u3sam1rLy6tzcwriYuODgoJ8fH0eu7pfc/axeEbe6R6DVqmBT0YuWkBnrCDlLPvBbc7xE0tVUCq8hKL22gNq62XV1wOZ7D689gvltdsVVn1yYPnW/aBlm/csldmxbONnKxCcbFsq/Sncrty8HW6XSH0MCAFaIbNtuTTQBdJKQJfNn63a8vmqLTuAZ1ZsRgPRqjB4LtrzUxA8ZSW8Jn53Gdzd+Bk8BDvAUQjB3WUyn4GWb/ocmGTF1t0r8YDJms/l132hJLH7iNTe41KyGvgvmxGZgFDLSEUdKTm0MEZ6zyGTc5d8qGE+/jQyhR4aGgakmpOTU1ZWVltb29HR0d/fDxcDkAl8RCIu+X+FTOA0+KNAyQh9ORz+4OBwV09XfUtdRXUZo6A4KzkrISoxnBoY4esd//hO6dVvGy6c6Tt/gmVvzrGxYJ01G7Y26ztn0nbaoO6ETrGparKuSoi6fMCxAy5Ku57I7Xwsu/PR/i8eApbs3Q6U8kj2C+ANd+W9gC60o7LhqgqJ2ofSDI5mGB5L1z+WpHMkRuNgMNDFkQOeKntdFHY5ye96KrfzCTxLfpeb0l4flf20o/KRGiopukfzjNXLLXWqrVCJrVIzzTxD1WStQ5GqiuSDB7wV97rI7Xoqu+vB/u2gx7I7nBV2eSju8VPZF3hENkpNMV3vcLGpes0J3ZbTBt3njIbtzYftLAYdT7Y7nsn5/tsH95zUHwZIeCS9hccWUHOPX5HJn9Dvksl0ask0v4LZpMK3PFLWPQ2bpn562TGL9Yp6gCWblfUARaTl1NE6Llm1rQf1JGXViLVbv5GODBAI3mXol9IDJhEJsbcu3AKibFDQWauk9/5R8xnGF5Y/DlnkkzGHWjTNL3cmyukX9V1BpIGwpAqf/B+TCZwUnAIFkKZiGgUGDFTHLyBr7bOQa1Wd8J/S0MQUb2pSOI7Wa03hOSegqZdkgup3oS4nYjL5G0zk+L/xJnI6xCY2sYntH9p/l0wI1vgn9jOXECMknEbwbHBcqEwVhy9kI/FZfA5bMMTlNQgnksex4+E5y72TFlHy5pDz36fmr3OPMYnKc00vpsQkBIWHRUVFpKam5ObmghtaX1/f3t7e19c3ODj4esAEpxJkcBflCg8Pdw4M1DM5pVPYdyVtW71iV5IyF9Hy59CLplMK51NL3icXrPNK0IjKTZvAGqew/tEx3uiYcHRiZIQzwmKz8LQVvgBBCE4mIAHwiYArFHL5IGIjHJWNlxnj40vU4KSHObye0alGDIvhY+bZDStd497zzV5IKp4fWD6bXLyYVrLUN+MTj+ibVV0l41j9MK9vmMscYY+wmUweiylgswTwemj2/YP9HV1ddXWNpYzy7IzsmMhoConi4en9wMn94lMfDdfQj93jPyTlzaYWzaYXLyblSPmmLDh1eeEhoxXKOmuVtdcror7U4Dmt33Nk3c6Daz9XWrtdceUnciu3yq7cvG/Fpt0rt+xcKQKM7UAphJbKbCO2gGCwbOOnKzYDisBD25bCDps+X7px+4eAFpu/gAEIBstkthNavvFz4pYYLJUGbgEOgdf5AkTcXb5pxzLQ5p0o6WXrntXbDqz+TG7N5wprdihJ7TsmtV8NyEQacQha8UKETTYq6aEtsqq7Dmk/8gjw9KMFkAODgkKjo2MyMjKKi4urqqra8ErBxMUAVwLh+r+BWEJgxr9gwrFRwcQoH26F4wL+GIvJgYu/vbutrrG2qqIyLys/JT4tKjgijEKO9nDOuX+z7PuLbedPD9lbEu3SR2ws+8+adZ42bjqpX26hnml4KEpbkaYm531wr6virmeyO5/s3/FEFump3BdACO7KewBL6KoK4epKcZoq6XpHco3V8pDUM/SPJWofDldTpByT9Tm0z11pt6siinW4yO8GLPE+uJ90WDZEVSFe6yA8q9BYvcJCG+iixgr4RI9hqp2pdzwewOaoAumQrKfiHme5nc/kdz5V2AkHdVPY7a20h3L4QJiaYrymSq6Raqmpet0J3dbT+n3nDIdtTYftLLscTtdeuhB29ZbVfa/t7rFLAwrmUstnI6/9P0YmqB8ItXSGb+473ukyLpHTjlstPWS0QR7F7jYD8x9Q3aSkDXCyUVFTYv/RzUqImTehvJFfSRu/hnV/pY1ojaKo6RDB3oQAUSQUdZYeMZlrdGHpXdrb3hlzKcVz4IzoKIkfzRAmDDMkaoihyf8hmaCACXpi2azgqplBFdPIxbPoZQuoRctIWVucQzMnsF4MY05OcAQ8+LEBQEKkl/ySTFAYRUwm/3sTOf5vthEOh9jEJjax/VP7u8mEyB0heAT95aP2ibhg/DqWvBJnBBz/0YGx8ToM+6Gqd61L9Afk3Hnk/HnkvCU+KXIB8TezK7xiUoLDIsPCw+LjYzMy0sENff78eUtLS29vL3hmxC/IiekRTIJPhQvuKfFQS0dnXU9f8SA7gY19V9bxmX/iSr/Ud2iFs6mMmdSyuZSSt/yyNvgmqdKTc/BlXd08IZM7Njb6AiAE+ZFj4+h31XhgBEVGUMQEsEQ4yuWPcnkEnMCZsbmo7jDRnIUl5PeNjrdjWCwP04jIX+YW/y6lYD65aD69dDa5aIF/zgr/zI88Yy8zWjO4WH7HYEPPUNcAc3CENcxhDXOBTDjAa+gUWMyh4cHu3p7W1o7nVbWFuYUpCUkhwcF+/v5PnV2uOXmedaEpOoWu805ZSM4D1ppLzV9KylxxjzJX+8ySYybLlbTXKWpJKaBUkw17j61DYRMV8P5XblNY9Yncqi37V23esxT4YdPPWr55B4gYA4TgHALssW0ZYMlmwJJtSwBFACq27IRb0JKNn4PQGFAESGPLLrhdIrP9Q6nP4BbwY9VHKKcFHoW7oFe7oVfYsnP51r0rPtm3apvsmu0K675QBnZCNY4PEGQCjh14daIFXRKympvBk9t7+NzXV73IgV5+JCo9OCIiKiEhEUi1vLwcSLWrq2tgYAA+dHjr/q/HSX7XhGNC3riAN44qIAt5Y1wWb2SY2dPf09TWBN+Iwvzi9JTsmIi4sKDgcD/vRKdHuTcu131l2+N4koATprXlsLVF7xnTllP6VZZqOUYH43WVQtXlyIf3+SjvASQAQnBRAH0BoOKpvMcfRUvkItSV47UOAWDkG6uVWGiXmGsVmWjkGaql6x2N1VQJVpMnHz3gc3Cvt/I+T6W9HvhCrIBDB4KPK0SpK6XoHs4xPF5iqvHcSrfxtEHDKf1aK/0KM518Q7UU7cMRqor0I3L+B/d5KO5yVdwJIOSuuNtXZR9JZV/QEdloeLr24UIjtQpTzYYTem2n9QasDYdsTQbtrZov2uf88OPjm88UHtJW+2UtIpfOpAJUEIEF3DX/E4u4Xul3yCSodBq5CK2ACipd6By3xTl8ntaZD+U1NyrCNQlfpaOblXWkFTRlFDSASWTkjn2kpLZFgZD6a0J3P5LX+K22yGtsRnnw6HYL6OX2zQqaW1R0P1TSnW/gIOkU8b5vFqDRXDoe/YAZok6Rf41M4HYaDXVpxNvhl86iMeYF5K71SXbMqqnFKwgLpsbHJibwFvDEIi4iyQQ0hQdR/g0uEZPJv2oi3//NNpHHITaxiU1s/8z+i2SCe/v/zFAqOyoETJAJYhKekMUbZfOEqIfhq+R4lB+P8IUDrr5A2MNkd0xi6ePYxx4xH/plv0UpnkcqfJeSL+OXZB2b455eQA6PDw2OjItPSElNycvLq6ysbGpqItbtvEp8h+MRWCKaLocD2weGhps7upt6B0vautIa21I6hyJ7eXequj9zDccdmuJ59PLZNICT4g8o+ZK+qQdpqVkY1oxhvYIJDncUwInPgnkLR5hsxCVooRbcoiAJAAlgyRiXi5b8o0OjisOorDCfxxHw+sfH4EVSpzD1qKL1vmmL/bPn0xkzA/IX0ooXkrI3BOZscQn6pqA2vJOZ0tKX19pf0t5f3dPXPDTYyx4ZZDEBs+AlgX+4bB6g1cDQUHd3X3Nja2VpRU5mVkxsNDWY7uTlecfN8wdXP8MnAdvdY5b5Z8ynFcwOLFocVLTKP23huWvzj5h9qKArqaQvo2AgfUBbar86eFSrdx9ctUt55eeKqz+TX/3J/tVb9676eM/KrbtWfLTzFWMs2/IFIo3Nny/bAmMYbMf1GSGCTAgBXSz/aBeIAJUPZbZ/IP0Z3KJgCGwERNn4OdyFh+AukU+CnoVCJbvxaAlqYLLi0wOoJNcO5Q27Dm7Yc1jygKqUrLq0rNZGOe3N8tqbgUzwVTES+FKuQ4an7jp7+1Ko/mRSUEhITGxseno6g8Gora0lAibExQAfEUEmyJt/84zAjH/BEI9M8AFORgWj4/xxPkfIZnIGhwc7ejoaW5oZZeVZOQUJ8anRYVFhAQER7i7JD2+VXf6y/SvrPkerETsLlo3lyDnzwXOmHWcM6k9pMcyPZRgejtdWjlCVDzwi6394v/fBfb6H9vkd2ud/6ADliFyIqnKU+sEU7aNZesdQ2V8Lrecn9apP6FZY6JSYagKcpOoeidU+GKahRD8mDwxDPSJHOSRLPyoXqqoYo6GSrHM410iVYapRbanTdNqw9axRy2mDptMGtSd0y8w0s/WPJmkfjNJQCj4OaLTf//A+mAD5sCz9iHzIEfloVYQlOfrHy0y1ay31Wk4bdp0zGrA1GrI36zt/uvybS5SbD87c8drqEvduACq4N4OGiGJaEPLgcd+dSHwHx/0PffdX+l0ymRVSPoNSMMMrfZlP6tYngdN2Hl34qez7m3au3CYH/ABYsklZV1pBQ/LA0eXb9n245fMPN21bsunTJZs+W7JpOy4YwN1PlwHVvwxFvi5gfrQPAf8vBV+u9zbumL5l37Qj5usf0N/3SQc0muaXD2iBsOTPkwnBJAhOgEwY0+klc0IrZwaVo6obgYy3fdI+90siDU52Yhj3xSR/bGwSrwk+MYG9BicohDKBr/P6l03kaIvtL5rI93+DTeRuiE1sYhPbn7D/FpkQfj9ij39sOJlw8MQSHgqYAJAAliAyQViCAigc5MNzUVyFxecw+dxBDrtvCqvGsJPxhSvdExYGFM4lFb8VkL/aN/VwcMbD7BL/+FR6aExsVEJiYnJ6Jqq/VF9fD1gCbihgCYvFAk9UtMwKxxK4S9wOjTA7h1nPh/npncyw1gH/mnbS87aA5+3kpoFbld2fesSvp+QvDMifQyuZRS2ZRyl+1z9vjUfCIWpCBGuyDcP6hVNcHoITIX8U5bXjIR+gDlQ5GG9UglfrQkJkgpZwscEd5ghHB8cnAEvSXmAq5MS1XsnvkPJnUwpmUosWBKLgzGr/1G0+MdcqW/0au8nVbUE1XaTqbmpdb1zPcBGT0wLT5nKZLDYcTMAd5bEFbBZ3eJjZ3zfY2d5Z/7yGUVSUnJYcEhXuRQl44OZ2z9XT4Zn3YbeQjV4Jb5OyZ9OL5wQx3qfmrX8WOd/40geHzdcrGkrI6knL6kof0Niw/9iqvYdW7lFZuVNp1ecKq7YdWPXJPiCElR/vBS3/CKeFj3YTpAF8svwjAA/RAKeUz5d/9AUOFUiw29JN8BAik1cDEIErr6Dl1f7Elpd396z8dP+qbbKrtsut/hxFSwgsWb/niAQeMJGR1dosr7MZlTDSEi16UdTaoqB28dp9d3+aT0BAaFhISFhIYnJSTm4uQapEwIRgVJRZIhCIvPk3z4iJ/QsGZCKYEAonhOPCsQnBOFwhwK4jzJGe/p72ro6K588LGCWp6VlJ8Unh9MBwkn+c27Ps6z/UfOfYef7kMJCJrSXL2nzY2rT7jEH7OYPnJzQZZmrZ+kdStQ/GaiiHqCvSUZd3+RC8o2KUukqcxqE0nWN5+molxhpV5lr1J3WbzxgCWtSf1K+xQnSRb6SWbnAsQedQlLpyhJpShJpyuKpStLpygtahZK1DOfrHSnAsqbfSbT9j1G1t2nXOuOOscfMpgxorHYaJWrbB0RTdQzGaimGqcsAnYWqK4aqK0eoq8eoq6TpHgXxKzbSrzXSbThh1njPptTHptzXpO3+i5ZJt2rVrl++6Kj6krvPLmUctn0mtmEYHuiidFvwXySRQJJxMCKdfRCbT6YxZtKK5/llL3ONlvaNzMawdw0YwLDy7Qnr/cWk5+DapblbS2nHcoH8KY2IYB+8TArevBHdBPAzj/55g+yu92gj7s/DfjMRMYp+4RS1yiVtIK55JYUyj/RwzmRZYMQ2RCV7d+I/JBJ0UrWRGcDkI4GTGS0SZFVS2mF683DNZP76sBMMG4KCTk4KxMSATBCeTiEaIZV04nPxbQRORoy22v2gi9/8NNpG7ITaxiU1sf8L+M2SCQ8a/ZC+XcqFYCTjqbCGfA347YAmKMICXzeeyWZwRpoA9zEfZFEMCdp9Q0IBhDxuHPvZO+MAvewGZAVpByv3CK+qHzDKP1JyAiJiImKTY2OSMjOz8fFEDk+7ubnBDCSyBwwISsDlwaBSzAJeUi3Lf2X1Mdj1njN7KNg3L2+UV94VPnGpg2uXCeidGnU9t5/dFTZ97x6wgZS6gFsxC5a0Yb9FL3g3IXukeq0BNCWOizPUe/hgCEwQ9aBEXC4BHwGcJOGwhoBYcBG8QyUW0gh4eBa9xvIcvbMGw1HHsUFDmaq+kxf45CwJLZ1CL59AZC0j5qwOytrtHX2W0eJTVuRVX3yhsNAov+Mwp6uNnEfI+Mc/q+yp4E11s7jBADsAQd1TIGRewR7lMHnNwqL+7u6O5uaaqKjsvJy45kRYa5Obj9cDp6RVnd0s3yn63sJV+6QtpjLlBZXP889aSC5f/GDD3yIllioYbFAyl5HQk96sDmaw+cHjl/kPAJ6t3H1yxQ2HFdnkAg9WfyaMecETv6o/3r/wY4cqqj/f+sfb9VigC88n+V2PR7Sf4q73Uqk/3o5QSXGu3K6zZrrB2h+LaL5TX7z4osfeIxP6jG/Yfl5LT3qSov1FeS+aA2iZ5DaLhw0ZFbal9R7RO2rv407wCKCQKOSwsOD4+JjMrvaSEAaTa2dlJJL6jDwU3EQT8z42AIhiIWOLlRuLuv28AJ/DSY8KxceH4mHCch2KQvCHmMMBJY2tTWVVFTn5eampKdER4MJUc4eOZ+uR+wZWvmy+cGbS3ZIFszVm2ZoPnjHvOGree1K+31K4wVisxUs3RP5qqfzTZ4GiS3uEk3UMpukcy9Y7lG6oxjDUrzbRrzbVh587TBp1nDTuAas4Ytp42aDihU22pzTDTzDVSy9A/lqZ3NFX3SIrO4XS9o7Cl0Ei1HPVu12k8qd8FXHHOtN/adNDGrPeMSedp45ZThnWoK7xmoYlqlsGRDKAj3cPw3DSdw1l6R/MNVYtNNMrNtZ5b6LSdNm0/aQyT7z5n1GNn3vaVdfH3X3rfuK1+z0faM+FdSgFKLwmumhZUgbAksBiRCXLNATB+46//Vig1BQmHE1Al3m+xDBXCohbPJOfP8cv4wCVin2tgMYb14eQQls7Y8MXBTXKo8u9mOY3tB7U72WMAFaMY6lIqfE1j+Ja/JHgKvFQnhoWMYFufhrzjljA7IBfP7C+dFojDCZwmTBLvZ0LgB9KvTorQrx56tXNg2Wwq4+2AfCmPBI92Lvwvx4bZTk6MTSBNYS/4o8ApY9jUi8mx8ReAF/9q0ETkZYvtr5vI/X9jDBwLYkDMjXA1xCY2sYntT9rfTSZg4KZzEZaMsgRCtlDAEfI4ArR8i8kSIsceHuAOcIYHeUzOKLePz20dn8ocx1RjGEs8kxf55y+mlL7jlyfhHm+bkO+Ulusfm0QPj46KTUpMSs/LKygtLWtoaCAamIyMjBBkAhNG7ABAghfHQvPnoOT1Hhangv9Cj5Ym4xq/xCv9Xc+UdV4JO72jf8itvpdX+bS82TGzcltAwlK/1PfoxQvgBza9ZA6l8G1y3krPRAVyUiQf/fKySzCKmsOjEIYQrUETAm1xmQIWCwUzYOMol4Myrdk8/iCX38njt+NYohmatcot/n1q0VxK8TRS4dzAkkWU/JX+mVs94r7NbXzGaHqSW34r/7mCb4KMR/Iyr8z33FOlAzJ2uYTEdo60sXl9rGG+ANUMEHDHAO14bB57ZHi4v7enra2pvp5RUpKWmREaGe5H8nN2db7j7HreyVPLhbrVO/H9gNx5VMb8wPKFPnmSPllvmf/wziHzlfJ6Ugo6krLqknKq6+SOrZE9unb/0TX7jqzafWjVLpU1O1HmyerPFVd9BoiisGqb3KpPDoBWfyr7x4JHf1+AIiBigG+RRYGRl0Jp7tvlcSms/Vxp3Q6V9TsPrgPtPrRhL2DJsQ37VSXldKXl9WRk8TX3itqbFXU2K+tJH1D7VFHtnpuvmz/Z2z+ARqdHRoRlZqTl5eVUVKASbUQhhNcDJgQS/O/tj44uAov/hI2NjgGTgISCMR4fkckwc6RvoLets+15/fPi0uKs7Iz4+NjQkKBQkl+Mq1P67WvPv7XvuXBqCCcTtq3ZMIIEi56zph0nDVqsdOvMtcpN1IuM1QpM1ArN1OG2yESjxBQxSY2FTuMJfcCS7lMGfWcMB20AMEx6rY27zhq0n9ZrOqlbewIAQ7vUTIthqllorA6CAUBFlZlmnaV200m9ttP6vedMBqxN4aAjNuaD58z6zpp1nzVpPW1Yb6VTaa5RZqZeao6ODmKYqJeaqpebalaZa9We0G06qd9+yqjf2rzvnEm/nUW346nKbxwjfrr69Z0nXziHfBCAFkmimABOJi/7vv/DIMmvhDoqls/EXfZXZDIDyIReAmQyC8jEN+0D59D9zuQyDBvEsSE8vVjii4Ob5TQBTjbJqn2urNnNEo6+wCYwbBJ7MQWA8eLFJIbBAGwKHHzw6v604FkAJ70YFs3CZO6QPvRMnkfOn0VDlbWm0X9LJgBROGz86qT+WPg5ls0MLJtDLl7hm6VCSc3HiYszMT46MTE+MTaKcGRicmpyYnx8cnwM6V8iE8LDFtu/ZgQGvDkGVzIxIOaGX9piE5vYxPZn7W8mEzxegorm4nW3BETMhI+TiQAt8mJxuEwmd4Q3Ci4+f2h4uE84Uf4C+6m6e4NP8tsB+YvIJR+Qitd6px/wjn2aXUJOSA4Mj4qMiImNTcrIyGEwSqqrq9va2ogGJuCGEliCjssXNW5EsQv4w+UOsdhtQ8xc9uSnTqFLfTIWkYoWUhjvUvJX+6ft8Imzz6h6UFD7tKThSknrF96xAEWLwRGhMWYHlc8IKPggkLHUM3G7d0wChtVjWM/YOIsvAPbAE2R4qMO8kMsS8piIV0YBTFgcIUcw2SOYasWwDAw7Fp6z1jvpPf/ceaSiubSyebSSt+mFq0jp2z2jv81vfFbQ+DCr+uvc2l3e0eu9Uj/wy1tELnqHVvy+b9pW9wjvytbeCWwQ8IrPEowJmRw2Ii44NTZzZGhgoLe3vbWtuqqmsLA4MTkpJDTY29v3qZvn1WeuZ5x8FdzD13smLSLlo8zd4IqV1MK1t2kzjp1apmwoo6wrKa8uJa8G2iB7fP2BYwAna/cdX4vS4vGaXV8og9Z9obxmu+JawIbtCus+V/xdrQG6+D2t3S4PejV+tQVFRV4KXn/9TqARBCQbdh2R2H1sw+5jEnuPS+5TlZZFDSKk5LSATKTkdKRkNVCDbXl0KwW4svugme1XvoFhHn4BJCo1JCQ0OSk5LyenvKysrra2s7PzVQMT/pvRV/G3fCKiin/bxvCACWDJ6Og46m0iEBI0PjQ82NPb3dzWVFFdUVRcmJqaHBUVERZIjfDzSnj2oPinbxsuWfc7nGDbmnPsLJg25kO2lsjjP2PSfcqw/ZRB0wndWkttgIGaE3rPrXSfW+jUWgIYGLSeNOw4bdR9xqj/rPEQoIUdPNGM4JOes4adZw0BMBpP6tef1Kux0iEEL1J/Ep6Lqml1nDXsPmc0YG0CWMK0MWPZWgzbwiuY91mb9libtJ7Saz6p23BSu9ZKq8ZKG3+6Njy34YRu8ymDtjNGnWfh0IZw0AE4usPJjovWOZe/u3v3odpDT0mv+IXU/NlBJdODK6YHo9VNojzvv+Kpw86imAm+mgv3+/FMemrxDGrxzIDcOd7J7z8NOvAsoAInEyGGRaYXS+08uEVea7O8NpDJDhWtXvYoYAlABWoJgsMJCA3AkUP3/oLB3uP4geJY2NZ7lPdcYucF5M6mlsyglU6jAZyU/g6Z/OqM/qEQ2wSWTA8qnRNYvsg3d7VL7I1GJvwXx3qBjaKlW+MC+PMCJcPD9QpMMj72r5AJ4V6L7V82AgPeHIMrkxjA3IgLVWxiE5vY/ry9GWSCwwmfw8eZBJEJIAN412iZFZfJ43NZQBSAKvyxZv5UjAD7zCPyPZ+0+eSiRQHFy31ytjwL/yG72jc1KzA8IioqJi46PjUlHXzxqqqqhoZ6oo/eq6x3MHBGke+Ot3QkyAQ2DrM57SOsXM7ENtewdz1T3qaXzSKXzKWVLCLlLfVM+sQ9+kx07vWMskeMhuuVXdt9ktb4Z8/1zpobiH5mzyQXLaYxlnol7fKNCuVjjRjWwR8bRt0WUScTOBUABq4Q5j8KpzDCEQ7yJvonsCYMCxoY2+sRvsIzfjEpdwGVMRPlzBS9Ry1c7Z+63T/+6/y6B4UN97Of28cUAqWs8097xy93Ea18FqloAbnwXd/UTz2jXIrrWrmjA2w2H+/sCI4CR8Bl89kcLqogPDgw0N3V3djQUlVZk52TA8RGowZ6evk9dHH/6pmHzjPyF26RywOy5tOK5tCL4Uwl/DM/uPBo8SHTNYo6EopaqJO6vKaMnDoBJxsOaGzYpy6xT3XD3mMb9hxZv+sQaAMhET/8roAu/lDrvlACEQN8iwq8GvHK6MX3HJbcewTXUcm9qpL71KT2q0viIvoqSstrS8nrSsvrApnAVKVl1VCP7X1H9qsaPvEMcPcJ8CWRwiLRVZGZkVVcWFRdWdWCB0yISsFvCJaAEWQCRtwVUcV/whCZ4P8KcQmEo3AU+NLB9TEw2Nfe2VZXX1tRWZ6dkxUfHxsZFhxC8Y/ycM64f730hwvtjqeHbSzYdpYjNuZM+xMAJ8PWKCG+39q064xRxyn9jjOG+Eotw9aTBu2nDLuAW04b950zHThnOmJjxrQzB0gYtjUjNGhjAnzSfdao65wxIAQ8se20PggG7WcMus4Z9Vgb99mYDNiYAtIAlrBtLDh2aEUZehGADRtTYBtQ1xmDDlzEc+GlOk7DRiN8AZjJkI3xiK0JHL3b4VTll47hN+9Y3nPd4R621D9jLq14ZlDZ9ODKGUFVMwIrZ9Irp9P+WgzhJZmU4WSCRyQCKwADppOLZ1KKZgXkzPFM+uAx/cAT/2oMG8bJJCq96BWZbDyAYiZAJpMIS1CkBFCEiH5093SXlZdWVpZXVFZUVFb+SZVXVpZWVWY3tPrU9O5zjXz3WdRc3+wZAYXTqSXTqQy8drCITJDQmAiD/HmVTQ8BOGHAqy2gFi8j5210Cs/GsH4MYyOumhibHJt4MTE6DpfWKBDG2Nj4X+USwrcW279jBAa8OQaOBTGAuRF+htjEJjax/Xn7a2RCePb/WcNDF8QrEz1MwG0CVEBFdVHpYLS0S8Bmcjn8iR7uePUUZhRTvM4neREpdw4p/11SwTrX+BMReAOT6Njw8LDYuPj4hETwwsHZqq173tHR1teHAiavSjARBjiCyveCeHBQRD4DTGYvh1cuxPTCMjd4xb/rl7GQVjyHVjqfXrYwIG+JV8pHrlGnkkp/yix5WPT8p5J2+YDU1d6p79GKFwSCX1K0ILBioV/eB+7xe6gpvn0C8Eu6xyaH4Bw4PPAzORw2HFLAH2Oyheyxqd4JrA7DgpnYds/YVb5piym5sygFcKy5lOL3qAWrvBK/8Iz4Kvf5g4Lq61nlJ+IZ27ziVvilvE3NnU8pmh1QPJ9SCie+wiP+aGBa2tBon/DF4AiHzWQLgOy4LD6KLwHZseGgg0OD/f0D7W1d9XVNhcUlqWkZ4SERpACqi6f31WeuNk99NNyCpT3j3qPkzCJlzaPmv0/OX+sct8jwwvtKhmsU0ZqujeBOgcevoC4lDzygIbVfA4HBASAEVRSa2HdMAjHDEYndh4EiflcoIWTv0d8K2OZnvMHHoF/tgyoCi3Rccr8afmgkoqkiQSYy+DyJ3BLUEUJWdZuimv33N7wCaCQyjUqjRURGJienZmflVJZVNjU0AaoRhRDggntFAn+jATQQA5gMIoj/jqFsE1xjYwhUhKj2A5vJHO7t62lta6mpe15cUpSalhIdFREWRA/z845xephz68f6S3a99idH7K3YDqhUF4hN9DmxsxhCsGE6BLBxzqjvnHH/WZP+s0AU5iDAGJatOdMWyOTXGrEzGwLwsDVHURR41jljGABywCsgILGFHVDjebSEDLAEoMgGHQ62EALeIAScM2Bt8lKmgzbAPzArS9iH6wDT0B9xsGi8aJ12+cd7t50Un9LW+KUuJufPppfOpFcQ0RK8/2Al6M9mmBDCsQQnE6JhCJBJ5QxaGUo6D8if6Zs12y3+vfvkfQ+84X+AETyZBCcTFTzPRHuTnOaOgzo9LCFACXLgXkwi5w335Do7O0tLiquqKsorysteCsDjd/VqB7RPdWV2fZN3Vec+l/B3HkcAmcwiFc2kls6klaB+iyj9/d8hEzhrVLBrVkj5LFrxYgpjpVvS2dSqMgwbmMLGUMv3sampifGJcSAM4N5RMZn8z41ggDfWCD9DbGITm9j+vP39ZIJqBfM4eB48Cp/gWIIWQbH5HCbq8yFAIRTe+AB/qnkSBRk2ukYv9kpbQC9aFFi0zD9jb0Dy9aQC//jUkKjIqMjwOFSQK6OohPG89nl9Y23/QM/gIGpYQQRMRFxCkAkRpsFT1eHUwFftY7FruWOkTo4KNWWdd9zbfmkLqMXTA4oWhlQtphatJefKOIdZRmXezC1/XFR/Jbf+ACltrU/KYlLOPHrJLGopghNy4TLftE89wl070JqH/klsCG/MgmMJnIVwmDfaJZxswDD6CCZPzfgQ9aIunENnzKQx5tJK3qUUrPVJlqenfZ1ddTO7/E5elU1i8Ufu0etpeQtIWXPohfMDy+eTGe9RGEvdEz9zj/BoY1VwJ1v7mTz+BGuYDTDC53P5owKekI/eUi57hDk8PDLc09XX2txRXvk8Mzs3PjY+ODDY29fvvrPb90/cTjiTdruGrvJKeC8wfy69EGBsqW/myh885h07uUzZRELBQEZed6O8lrSCBghlmctqSslq4FJH66lkEaJI7z8uuQ8o4qjE/t/qmMS+4/9AKPyy9+d9JIF2DvwseH1C6HBymlIv9TqZAJaApBV1JeU1Nypoyew/qqxj9tjDz93bNzAwKCgoOC42Li01vaykvL6mvq25ra/315WC3xwTYcR/2uB1hWMC0OioYPwlmcCXjc1mwbejq7uzvqmhrKIsMysjKTEhIiw0hEwK83JLenSn7PKl1ovnBh1PsuzB70dowUZpJygSgiOEGcvWlGVnyrKFAeAEquXFtDHHV2GhvHmmnelvhLgCcQsABh4YYeKvBqSBv6YZHIiNaoKJyAS1okeQg4S/Jjo6IaYNPJ0QWvSFyoghmXPtTFgOpj0OlqXfXgy488TitudWj/i3yfnzqIxZ9PKZOI0gtMC9dtEap9fZ458KPbH0FZnAK8xEZFIyg1Qwyzdrjlv8u3dJ+18nk4xCyZ0q6LsjrwNfn88P6XazRscxDAHJC+RWEmQCF2R/L1h3T293d2/Pn1Vfd0dvZytfGNzG/Owe+d0nEfP9smeTiqYFFP6aTPCUmF9Rx58SqiZcOi2QMSe0fA6VsYSU97l/sne3sAv1NsF4AgHq/I7qc03BFTb1Avuri7lE/rXY/lUjAOCNNcLPEJvYxCa2P29vCpmgRV2imAkIJYGwwaUXoJpdAu7oIHu0UfAiF8PUQpNX+6aANz83sOgtcuY6j0ir+Dyf3GJKZGREbHRkTHRsSmpGXmFldW19Q2N7Z3v/YB+45qxf9lUEAxxBURkeGwER3mNxaGSku3+goW+4aIDv2zhwNDhVwi9hsV/GAlrJbGrpbDJjrl/OGnqelFuYWXzB7axy95LGG8VN+72iV/mmvkNnzCIVzqKXAZ/M8c350DvlY69oCmvyOYYNTmFDTC5KhefzAbMGX7wALIngY7v8k1b6pS0kZS8ILp1JKZ6Hlo2hwsfyAfFXC+qeFjy/lVFunVrxiWfcqoDst0j5s6j5s+lFcykIS5Z5Je/0i/duHSpk8hsGmf3D7BEWnIQAzgpJICS6z8O7yOYMM5lDA30Dne1d9Q1NjJKyzIyMmMgoGoXi4u5528n1vJOXnmfINteID7xT55Lz5gcxPgxhrHaLn2N1dfGhk2uUTCUV9BEAKGhIKapLK4A0pORQt3VCMjA+oAZCIRTED78r9Zcw8zsiYiCv7iL8QPuLnistB0BCCH/o98hERhFhyUYVfSkFbXju9kO6jldueQRQfEmkADIpMjIKsCQ7K7u+tq6pobm3q3d4aJjA1DcNS8BEJPEfNRxLEJkAloy9JBPgZGB++A4wR1h9/QNtnZ3VtbWFRUWZGZmJcfERgUFhAf7RLs9yb1+t+s6h0/EEjiUmLDtjNqAIThHD9ggkADZYsN0WRNAIQg6CTPAgya+wBD0XwAO4gmVtxrYhAAOxCh4S+XkfRCA25jiZEISDhAY2piyRTGAmHFxsG8RLOJygV2bbmg05WDVfOJP04+Wv7rsfeBa6widzDhnFP9E3FJEJoIioXjDhfP+aPf6JUMDkN2TCmAFfUt/M2a6x79zx3//A69VqrsiMAoldyjLyWgih5bQ+O6jbxRodQ2SCwiZwS2h0bBwugDG09k4wOsb/k0J5Q5OCof+vvbcAcKPM//+zUqXQFncp9QIHd1ipC9JSb3HuuOOOw+6Qw+UO96O01FaT3XjWJe6+8WTdXbKabFx2t/l/npnpUmjhi1Ryv3/e/TD7zGTyzDOzT8L7tY/FYtyB0C1f5Mz+pnBKtiKFWgHlSWXbviMThCW/kkxSC2vQnAFsC4lpnJJvn8nQX5Qh+JOixhxFExZ7ItHIWBQqVWx8YjxydDwaQ3MH/xIR/jqhXyXc/cezCKORUEIJJfSzFQdkAsL54Ptk4vZ7R31e36h3dDTQ6xurj8VeM9UuppReQNNMoxvO4RgvzhVvYPC/NlZSxZKCkqKSshKhRCLX6/U2O4BJZ1ePE82/hGYKhpIDjYATxbEEE7LucB1ccM6Iy+XsH+jqG6xu7VW29ZPbBjZxxPMokgvohmk0yxRW5RS2/Rym8RKqYmlG2TPl2s8U1v2mhm/qB1YxFQAn59HQbL+pbMc0tgO1nJClv0svJDv9zbGYMzzhDo+NhMJ9kXBrLJY/OnFrWtFl2ZLpuZqZhXYSwzCVaZpN1V9Nlq9myj+2tvxXX/mpwvpPgemGI2WXZstn5uqmsSxTOKbpLMNcWsWVWbIVNOnhDrek01nd2d09MNTT1z/q8Q8DnWDLswT8gCgYpaAHOepH03S5nH39ra1taNlvQ4VUKCziFFDIOfsOH/73gSNPH8y59xBnCVUxK0c9nWOZyTZfyqi4am9x6pbnL73nyes2PIqWhEdtJjsWbtgO20XrJsFgNzYKZSfiE2w8+kljkjp+EDjbHJ+GgDyPfy92rcnYPQkkxwe4PYCTRRsfAmJZvGbHtj//M5OFBr7T2azCogKhUAhYYjVbgEx6unqGh4bdLmKmYBwGzromAYkgiVMtDEvQz+PIJISRSSjoDwKjDY24uvuczW3tlZU1Br1RIZGXF5XkM5jF2ZnifV8aPnqr+fXnBl560vXCnzz/fHz0nwAPTwxBvPjn4Rf/7H4JEcVxzSaoKxcKrFEF0OUHAQTifemvqIPW84AQaAQLWmn+hb/gbTJwCfwcrIUE7zmGdeIi3vuEG12FCCATLHAsIcgEchv5x5/bX3zK/u7rlE+/3Lk3d0Gm+NzciimcKsCSFBRooAhayYQIBCcnsMdPBxpkgsEJ8v2oV9h3ZKJMPcSd83nOqq8zf0AmC9fvgs/R/DU7f3/vA93uINZm8h2ZRMcn+pxOh6MS68Blr6qy4eGotJ40vjuh2mavdehb2yg1nbd/w5izvzAlS5acq4cvq++TCTDJd1hywh39eKBFTuzJaJS/LbUA7tqayjLOZejmHS4ld4x2xGLuiRhayyQSRoubRGNjaFx8gkzOnHD3H88ijEZCCSWU0M/W/00mODucNuFQAigCNhoSiEyw3lwBt8/nRQbbP+DxdkRiJQOhVUzppbnyWbSKmXTjeWT54szyz4y1R/hidllpaUmRWCBSKdUVZqO9trK5o63X2Tc0MOQaGoF84TIYjXwHJ3AEklgBUIMJkMnQ0FBvb19bW0dTY5vBUSeoakhzNN9Ll1ybKTufZpvGrE5lOqYwreeyTBdlS29IL/9jie4jJerW9WV196Y8+dXZwrkM/Tls+zSmYxrNel5uBcDJ78nc9LahhlisZyzWHR5vi8VKRsdvSS+5lCyZzaxIZRin5juSaBVzOcYrs0SbmIrPLG3fVNg/01n/JjbemMW9lKI4j2mawQYuMk5jG+bQNddmSzYy5J8bGsvqO3TVdQ1NzR2dXX19A0Mj7lEPQJwHHiQaQXPsTuHXB3fncruHR4Z7+3qbm5uqHI4KtVbCFeWz8tOzsj47eOjNb4/8+Qj99oyyK6maaVTDVJb9PI71Wqrmkhe+Pu/eJ6++749Xr9qOVi3csHv+6q2LsQVDlqx/AA+8fxe+XYSaUH4k4NUTAhvBcmLsxvI/aRAX/UEsXv8g8Al645odN63b9mUa7TCFSaYx2RxOeVmJQiYzGgy1NTXtbe39zv6R4RF4MpPCkeDMCOAAvyiihOOE6OF0Ch/4jqchFQ3hqBIKw91j0zMMA5MPDAHJN9Q32i12o9YoKBcU5hfl06hlWUckX31c9e5r3a8+N/LSXz1Yy8bIi08MvPhnYJWBFwBO/jIC8cJkPHlcHH/8+ECvurA47mSIk5xzwnEi8EEvQ8/9EQ3N/+dfhp9/AsL1zyfdLz/V/+JfG97+V/lHH7/60Td3HS65OFczg2lOzXOgrlzg1DEgSc6vRAPfOXYS2/pDL/6zAocTO5ZPZRLLnkQ3A5mkZCmmHeLP+STnri/SqidHwCuN81Gbya6F63cvXLP9tvv29Lr948TXL8AJuMuJ8Ynxnp5uh90OUVlpd1QCk/zMsKMVaZpaybWdyw+wZu8rwNpMDMkM1JUL67QGZIIzCaQRaaD44e38eGAd3lD/N5YtBTKBDJmWOXm2S9MFd5PLjbGYcyIWAq4aGx8LhmNjQCaQIpDj54jw1wn9KhHeP/5EVO6EEkoooV+leCET4ieiExSQGAWXjY0x6Q8Emsdin5saFqSXzqWqZrNMs3PV12UJHy2vSNdamVxBOY8nKOcqJAq9zmCxW2uaatt72vsH+11DLh+aqRfliwMJ+EI8gR/BbxCwZHh4uL+/v7Ozs7mxqa6yxlRhlun0bL3lK1PTxlzplWmSORTDDLollWFJohnOY5supciXpJU/WqD6QFX1jbH+S0fH3XmKa8mi82n6mUzrFLp1Jss+m2W+OEOwKruk2D3WGYt1xGKoNxpbfEWWeCZNPyPPOgWQg2m+uNB+ebZwFUPyibH1G13tlxWVzwi1N5G5F2VLzqEbp7JscM4MFsKSq8jCFVnlH+sbWOZasdFqMJnrqqtbW1q7unr6MTYZ9Y5ivcZ86I/hcKN+CDT3Mrwy4hoZGOjvbG9vqK2zGs1Kiby0sCQnl/ptWton3x74x/70zemFC9MFc2nGaSzHDLb1Cpr2zoMl5+945op7Hpm/YfeitTtvWA/ufxdaLWT9Hmy1dSKWrEW7+Pb4g786js/nx2LZhgcnAyBnydpdN67fNf/2jU+/9n4Ws/gwmUZncYqLi8RCvk6jttusTU1oacXBwUGXy4XjAS4CDs6qcGY4ffoemRyDE9RzCD4NAdTrz+PzDbvc/QOD7W0d9TX1FoNZKVcVFpcWFBSwc7LLD+9Xvf+O47UXO1/9R+/LT/f+66nuV/7e+crTna892/XKMz2vPNuL4rlfFD2/IJ49aWAXfdb56nP9rz0PWzx6X36m7YW/tb7yrPbNV3K+2Pvwf/YuS+cD28MHDSAEH7mON5WAOyem2EKscoId/1kxSSaOJLadxCDIZPohwZxPcu/6Iv17ZHLHMTJZve32+3b3uX0T+Ah4NHMRiqNHx4NBv2t4eBStufQLwj3qHvX5eqOxor7RW/5Lmftt0dQsRRJFfzyZoMBLi931LyUTEhvQC63iQmJaUwpqUjiOKTTD5TT1TQdYe61NaDXJIBoAfzQ6PhaOAqIkyOSMCceAOBRhLhJKKKGEfpXONplgM3NhvbeICGABx8A4YYuB+Hr9wdrI0TcVpnlp+ZewlHNoysuyhBuogo8UNrJIzS7mcrlCAU+o0erNNntVfW1zR2tPf8/Q8IBnZDSITUAM18GBBMwonsCP4DcIZAKetaenp7W1tba21qCvMBpNIrm8WKFMFys/V9s20YSLsoUX5KqnM4xT86zJjIpZLOOFFOX1R3gPl5k/1zYcqGjYW9m9iSG5Llc2m6mfwqgAMzSNZbmArr/sm7wXdQ01MTQZ1+f1fUszyi7I1c5g26eyrdOYxlk0/eXZ4g104SfW1n36+s/U1U9J7UvSS6/IVc9l2aYybCkM2zSGFfX1oojvzC77QG4lK40laq1QIddoNQ6btb6uvrW1va9vYHhkBMjEF0CLzIPLwckkGAhB+Lw+D9DJsNvZ42xraaupqtLrNAIBn8PhZFNyvzl45K39aY8fYtxxuPiyHPV5HPtMquGaXPUde5lzNj126eptC9btWLR626JVW4FPrsfm7V248rtYsGL75HYyFq3a+X/G8ef/nIBLnBgLV2xdsmrL4hX3Lrpz412bdu/NoB6hMHJZnLzCQj6fp1bKrWZTbU1VR3s7vtSmx+PBmQQXzgZnVzgznDHhcAIRDoahbgQCaFSSy+0eGhru6upqbGiornTI5TKxQlEmEBQVF5bQchRHDlV8+VnVxx/Uv/9uw/tv1733Zt17b9e//07Df95qfu/tpvfe+UXR+IvifYi3TxpNH6AC1L37OgQk8IOoeB+9K/vo/W8/++8jn6UtzhCewzDOKK5CwyRQxy2i71YyxwaB7/6y3k3fxW8lEyTk4sbxAMzo7ekZcDr7+/t+fjj7nT39/a3eIKdz+HdfZh9PJsks6ykgEwjsLSl5qGkoJa8mlVOVSq+4lCa/YR/1YGXLIJBJAFWrifFxoOAxtJrJz0UTwl8n9KuEIUCcCq/dCSWUUEK/TmefTABLUB8kABIvziREwItgp12jnn5/qD4QPVzVckdmwRWH8q8j83+fVfa6qCJTaaRzJcVlIqFAJpep9Uazrbq6oaW5s6erf8g5PDLkcUOe/weZgFV1u91gW7u7u5ubm6urq40mo1QmE0ul7KJiJpd3sFz4udq6K096fTrvQqp6Gl2fyjEDeMxkGi+kahemC58o1H8kcRw2NO2t7NlQoL2KrpzF0iczDVM5ttks8+Vk2SPSamMspgnHXjK3XpvJm5WjPaegJoVuOpdhuJqmWpun/NLRuq+i6jNt1RPF2kVp5VfQdedQDVPoaOT9TKZ1Tm7F1dnS5WTu20rrIaGSXs4rKC/jC3kqpdxiMtXU1DY3t/T2OoeHR9yjbsR4k2QCQj/RFMJ+j9/r8g0PjHR3djc2NlgsRrlcUlJSQmeyD2VS3v424y/peasyyi6jKGYzTRfSDAuzJLe8u/fmPz235o/P3PvY3zc/9vT9jz1z98N/v/fRZ+9//PnJ2PzYc5seeRbfHn/85wS86xfF8e+djC2PP7v54Sd3//mZ+/Y8/p/Pv8GwJI/OZheVFotEQr1WU+Wwg9sGzwfOG/w31DacSXDhbHBmBJfD2eD46+JHzrAIOEFDrhGcoE+g1+dyjQCct7e1VVdX2hwOVknpS+/8+4ln//G3p57511///uqDj773wMMf737gk527ID7esfPTHbs/27bji+27Pt+++zNIn8bY9dmOnT+IT3fs/Hjb9s927cbj8917YPeT7Tu+2LPng21bst9995t9h/52iH5TtnBWriaFZU4qrCTlIxQBm47cORtcOxoBn5SPejr90Iv/rDiVbSYQTmdvlcPhsNtPmCL4p6KyqrKqtlbf3E6u7bjjW8bsfflAJnhvriSm5ZSQCVppkWMnMW0p7CoS3TGVXXVevvWiTO7uQrkuHOsJTQTQvG+hSDQ8Nh6NjEUSZHJmhDNAfIowFwkllFBCv0onJxPEDGdECEywRpIQWkkRTeSLfBKGJv6AH6zkiMs94PZ2uAM6p/cdsfkhlmQTufwvbFGawpBTLmCX88v5EiFPqlbqrY7K2qbGtq7OvgHniGsYbDrcB5qlCo0FP4nAIEIB4GZHR0dxMmlqaqqqqqyo0AsEfL5AVFhcRmPlU4vK08pEn4krdjJlC9L4c3NUs9AwULQ04Xkc69xM+ZLDgj8VmT+XOg4Zmz+vG74xg3shVTWdY4ZzZjIqLqEoHlY16mMxviv8ir37ysNlc2n6aQzzdKZ1Llm5oUj7aXXHfq1pr97yJ4H+usPFl6JRNJYpTMtUtmU6y3w+veKabPF6uuQdsWEfX5pVVsosLigpK+GVl8mlUqPBUFVd3dTc7OzvH0H9QEbhfoBFsCDgBJLAJ35fwDPqd414BpwDXR0dtXVVBqNeIpXmlZQfYeS/kc3eTSlfklZ+IVVzbq52HkP/h7TSZ3OLPiTT9+eyvs3ISacw0sn0wxm5GRTmkWz64TgKWkYuM41Cz6AwMsg0ci6Dyc4rKi4SCAUqlcpiMdfX1YHbHhwccrlHPV6oC2etnQSQAE9AxYugOZiQ8ONnRdHoGF4YXKOjwOf98Cno6Oy2VdU/9fJbV//uzoXLN9yw6r7f3Xn3bXdsvPPWtXfdunrFH1atvHX1ytvWrLx1zepbV6/6/aqVf4CDvyDg/F8YcImVJ8Squ36/Espw1+9X3XnLCtjimd/1+xUrfn/Hjm07v0rPepHCvjWtCD6A5+WjeW9xd57CRgNOUmEX4ATDkrPZZoL8JVpvEbb9/X1QV5sbG5uaGn5+NDY11jc3W7v6chq67jzAnLO/AMgkOaeCRDOfojYTeCPkY0ti2lNZNUm0qqkM+2ymYSFF9G3DQHUg1usN+UJoWahAyI+Gm0z83DYTwl8n9GtFQEBcCq/dCSWUUEK/TnFDJp5AyBP0e9HYd0/A7wn4Rn0+jw9NHNQ/ONLVN1TTPSRrH8m1tX0pNaeprXShNK+sHC2sKJapFFqbxVFdV9/c3trd2wMGC4gG74HtxXrSn1TgxqAAcLOTZNLc3FxZVanWqGRyWXk5r7CwhMXk5FAZtMLiQyWC94WGbXTJklzZHIpiJkM/I9+WwjTN5lgvz9UuO1j2j0L1FzL75+b2zRzVZbmKqYyKFKbxHLbpQopiu6RGGYuVj0Se0TcvyJVdwKyYSjfOZNmuyFU/xjPss9QdUGrfFSkXHWReydZNoVRMZVdPYdvOzbOen6u5OoN/N0P8lsR4UCBPY3NoRRx2IYfDYQv5ArlMbjIaq2tqWttav08mCEYwMgG4g0AtJz5f0OsLuke9I8Mj/X19zc2Njkq7Uq0uFIi/LeC+ViC+M73kulzZXJr2Yhpqt9mcXvDC4ewP9x/4+sCh/d8ePHjw0MEDWBw8dORI+uG0sxCHjqSdNPYfOJSWkZWRSSaTcynknPz8gpKSIrFECIRZXV3d2trag5ZWdI16AHfhoaCB32ddBBycVQEdYWASwPEEPgjA886BQfisFQmUN6/dctOG7QtWblq2fseSVdtuXLvzhpX337RqMwS8dMu67Tev3fb7NVshbl695Xert/78uPmXxZabV99/skBluGnNVojfr9/5u7Xblq3YDNtb1m27Ze39N6/d9Lc33n01m7GVXLooUzCHqk9h2vBRJRiWOFLYdpxMTjDiPz9OJZnEYkfHx6PhYBCM/Vg0Eh0L/+yIwJuHY7GSft/NX5HP25uXmilPoRqmohnDTg2ZoMYllmVKXm0yo2o6p+4cmvnibOkOnpXrDFU7PU436nDrC/igMJFoeHwCuCRBJmdCBATEpfDanVBCCSX063SWyQRDE9RQgpFJyI/WL0FkMhrwD3pGR3zeIbdrYGiwq6ururbBWt8hNFSXaK0lqgpOGS+/pLSUzxdKJDqtvspR1dzc0t3dM+h0ugYHvdhSepCJG831dXIdTyaT40xq6moNFpNAKuYJ+cUlxSwmk06nU1nMTE7+wRLRB3ztFrpgUTbvIrpqGl2fwjBOYZpmMnTXUeUbM0tf4la8V9G4s1h3QaboHI45lWOG7ews6S5lo2wiVjgQesbYflk6bxpZcU6efU5+5SVHhM9LHN8aar+UaP9IL11E4Z8P0EKzptDsM1j2WZmKpWTZplzhv/mag1xJRl4BPZ9DZzMYLGZpGZ/LF6s0WovN2lBf39XROdQ/MOpCtwyPEmsxgdtDZIIm6fIHQoFwwB8CzANac42MDPYPdHR21TU0Gs1mrka/X6z9U57k+ozyixnac3PU1zPUKw6ynjhEefvQkc/37/vmm2/SDx0+AkRy6GBaJuDB4QMHD56VOHTo8MniUBqgUloaMAo9l8Zmsgry8yVSkVKtsNmsjY2NUHPQCBNgMsCzQBgjk+9NjXVWRMDBGRExE9dxwsfEo/Xgo/AqPJEgvvAiVI9Bt8d/NLZh15/mL79n6bptv9u4c+Fd915x8+rrb9+44PZ1C29bu/D2NQtuXzv/9vUQC29bt/DWtYtg+7MDTj4lAVnNv23dNbesnncrFGYDJGB745otN67ZtmztzvnLN63a/sir+zOfJhetPlJyBUUzlW5Bf/jH2kywiYPRrFzxQyYTE2Mu13BbaysWLa1tzT8zWtpaGltaqvqHmW39v/sy+8KDJfg4k1PWZoLeYiOxrEAmSQzHDE7l3Bz1LRTRR5Z2SXN/S6+rr9/lRW2Ro2NjqFoDlPwcLsG9dUK/RQQExKXw2p1QQgkl9Ot09snEi1Y89Aa9gaAXUCGAVn/3+0YDPpffN+B2948M9w/0t7c219fUVFSY5Uo9TyTjFJaU8wTlPMASMOhqq9VSV1Pb0d7Z3+cc7nd6R0Z82BomgCU/k0yGh4edTmdHR0d9Q73BYtYYdHwRv5xbyuEwORwGnUXNplOzWHmHS0UfivS72OKFWdxLaKrZTMMMhvG8PNNFWcI7D+U9X659R121MYd3FV09jWkEMpnBMpyfo9gkrOKHYvRuz18NrZdlCc5jVUxnW2bQDNdmy58q0v5XYvpcqNmVwb4+kzeHrpvFtM1iWObmahdQpPdTRZ/KrIdKhGR2PtARg0lns5lFxcWAJRK5Rm80O6qAx5q7O7twMoHfGzw9P1pDD+AEJ5NgyAcRgiRAiweey6jLNeLqdQ42tXVaqmq41qqvjHV3ZhRfQZXNoWsvyVUvOlz6YBrz+a+/fffrr/+7/5v93+w9tG8fTiZAAIfTjqSlp6WfVHD4bERmenoOOZucmcWg0grzCvhQK8RCk9WEWpNa2/qcTjQ3gMcLxBZAWBIBA0XwwZkV1Dc8gdjgGJxMdus6fQL2QPjxnbDZuTAywVc4QQNf0MMJBSNRb/ToQVrRZTeuWLjqfiAT8P0vv/9VidKcXcBPYxSm0/MP0zgHqez9uZxvczkHKKyDZNYhCvs0B+fEOAiRm/9tTt5BWuF+St4hejHE829/smzV/fj0bgBUW/720msZ7IcyihdliM/L1U9loXEXKexKCIxMsLmDf2DEf0FMkkklRiZoPZPfQiZ9fT2VDge2nskviMqqSgd8MbZ0UOo7lx9infs1JyVDlpxTkQQkdspGwKM3kpiOqSz7LIbhGrL44QIFrbpDYmuorUedZ4f6B73ukVDQhypzJJogkzMjAgLiUnjtTiihhBL6dSLhgHDW5Pf6gh5/0BPE1i2Hf16/1+PzjHpHXZ7RoZERtPphV3dLczP8P1unr5DI5HyBoLycyy3nC/giuVJeYdRXV1e2NDU5e51DA0PukSGfx4XmyvX5PcEQxI+RCbhD2EIRwK273W682aS9o6OmrtZsMavUSpGYX1pWkJdPZ3KoNBYV2CCLlZ9eIvhKpHusUH5DRullmZKLafqLc3ULydLtueX/KlO8KTHeS+VfkauazjJP5VjOYRsvylHdy7Uz+8OH63seVlZflMmdQddMZZtm0o3XZEieLlDtFem/4sqfY/OXHim+nKo6n64HmLk6vXhbgeQDoSaDJ83JK0INJQwWh8UuKSrkccvFUqlaq7fbqxobmjs7OrFlOoa9aF1zxCV+P74GPPzzRYKhaCAS9odDgRBgiicAEOge9bq7+vpbevqr2rr5rc7Hufp52fy5NMWcXMV1afz1acXPHcl986u9H3793y/3/nfv3q8P7N93+NChIwAlh4FKMhAPnCgECfDSGYqM9MzJyM7MoubkMOj0/Lw8bjlXJJJodRU2R2VTc2tXd+/QCICYGz0YfyAUBJsOZHJ2RHDBWRBa/Z1IotHvUSwi49FIOOCPBAPjY2OBYMQTiPjHjla29dyx5ZH5K7cs27hz8apNazY/KNfZ8kqFtLySbCozPTvncGb2wYysQ5nZ36ZlHDiSCXEoLet0RvahNPJkHDicTcSR7G+PZB9IoxxIy9l/hLL3EPlABg222x75+4LlW2++748LVm1dvH7b3z/e90x24R2Hi6+nqWfRKpIZ1lRWdQq7OonlSC2o+sUe/XuBvD7m+6sgtySmNZlakZwpn3aQD2Sy/Mv0qljMFYuFf2IEPPr6hQ0kJ6Jj4aGhwbbW1va2X6j29pb2DkffIK2577Z9tLnfFqVmynEyOSWzBuPjcBCAsRznsCznUyS3ZJd8qjTnqY0Kg626qr6jtX2gt8/jGgn5fUDc0bHoxMTJwYOAEkzEoYR+oQjjH/fCrEVCCSWU0K/U2ScTb8DtC7ix0SYAERireD1ez6hn1I0GRTj7gUzq6uqsVotGqxFJRDw+l8flCvlCmVSuq9A6Kq1NTQ1dHR0DmEEfHR3xelx+jwfIxBsIj4JNR32bTiK8zQSET8+FL2lCjIOvrDIaDCqlXCgoLynN5+QzGGwak8WkM1m5zLz0It5nIs2f8sR3pJUsOVR2w6HytZnlz7P5H/AUbwt191C4V1AUaHE3lukclumiHDWQCbU3cKCmC8jkcopoOkM9hW08h264LlP8VJ5sL1d5iCf7hKfYQim98XDh/INFt2SV7coXvCtRZQiluXkFgCV5TE4+O68ov5BXXiaViOE5WCyWupqGtpaOnp6+gcFBl9uFhvv7AkFfOOCLBFA3LkQmoUAw7A8FfWgQPOwAmbg9w16/p3/Y1THisw/6shucN2eWn58pmkNTX54jvz2t7M+U0he/Ovjx1998/vXXe7/d9+3B/YePHMrIzMzKImdnUnKycylkykmDTM45zZE7GTkU6nGRy6Az2Cx2cVGJUChWq3Vmi722rqmto6vXOTDi9rhHPX7s1406cp29USYEGpwFTZLJJJagheAjwWAUWC0YGBsfh09K6GhsNBp7+8tvr1t+7w33PbRg9ebrb1tzIJMuVehLeSIKjUGlMeC3ADXhCILQjMNpqBvdaYr0tMzvR9YPIi0t6/CRjCPpWUfSsw8dyTp4OOtwOiUtk/rm+1/etHbnglU7lmx8YMG67Sv2/PlVcv7D1PLFB/IvpWpnsuypjKpUTm0yu4rERi0ev3EE/DEyqUxi2n6UTBQnJxPMZqKfOJ9MTIzBZxbqSeSXKByJAg0Mx2LcoeANn2ectzdvcm6uU0UmSfmVKXmOVKZ1NlU7L6vswQLhtyJZmUyh0lZUOqpaW5qdvT2jIyNBvx8nk58zzgT32Qn9UmG2/39AhLlIKKGEEvpVigcyGfX5RwM+b9DrC/n8AXDYHq8PLWnucQ0NDzidQB01NdUWi0mjVUmkIqFQACGTSbVg0G3m2vqa9o72vt7ewcFBNxh0j8vnxTgHjSuIQPyfZOLF5g7G+3QBnAAINTU211bVWI0WpVQp4AmKS4o5+RwmiwXmjJJLp3AKjpSUf8OXvlemeIkjfDVf9H6R5CBXeoAvf5+v3ZTDu4Ism04zTGFaZjLNF1JUG0utR5qGvrI0PySrujJHfA5LO5VjOIeum0+WAJl8w1Vk88Q5Evm3cv3HYt37fM2nAs1evvxwGZ9SWJhDBxpi53MKSopKeWVciVik1arhUdTV1na0dvb1DAwMDg+hdTrcQCJhfyToiQR90QDwCZqSzAdbtGZFMOQNBD3BoBetboKG9bi8gTZPRBuMPck3X5smvDhXd3Gu9vp0/kNUPji5D/dn7juQtnf/twcOHzyScTiLkkGhUnJoudRcKpPGYNCYJw0o6ekMFgoaGw8Gg3Ms2GxWXn5+IWAJnydUqbRGo7Wqqr65paO7xzk4DGDi8+Jcckw4J5wZYTxw1nUimaA+ZGMRSAVRwwk8lPGjoVhMWmH//cZtizdsv2715mvvXP+3V9/RmOxKjb6EyyssLc2lMyg5uUAm6RkZaenphw+jJrTDaIzPDyjiFERGetaxgOt9FxmARFgAG6Wlw89MiCPpEFmH4I2ZOYeyaA8+9dLCVVvmr9m55O6Hrrnz3ic/+uYlWtGWrML52dI5NNNUhj2FU5OcV01i2ZMLqkhoVZMf2vGfF7+VTPA2k6PYYibRsfDg4EB9Q30jmpvrFwjOrm9utvf005r7bvkvZc7+gtRM+RSaiUQzn5qVFlGDiSOVbYWvsssoslWUoreE0gw+r1wskqtUNputsbmhq6drZHjY7/OHwpHEOJPTKtz3x78wa5FQQgkl9Ct11skEDX7w+jxAIwGPL+wLhMBIAqq40S5GJn0dHa21ddU2u0VXoZErpVIZCpVagfpx1VY1tzZ3d3cDUYy4RkZHgUk8EAGw5ODJA1G/P4IlTi68CGhgDTbaxI3Wmxty9jk72jub6ptqHDVGvVkpVwuEouKyMiabw2IDn7AZHA6Fzc4tLc/hSzK5klyhnMoT08sE6WWiD7iqLVTBNbnKmXTTVKb1HIb5ArJibWHFXkfHhyrHDp758mzhLLZuKtswi66fny35W57sAF9J4wnzBQKmSEQTiukCKVsgY5bxqXkFdDYzryCPk5dfVFzC4/IlYgnAmNVqqa+rbWlqdvb0Dw6MDLtGXV6v2+sBEon4IiFPJOT9jkxA8MMbDI4GAp5QyBNEsOILhYb9kfpQbF/LyE0Z5ZdmKi6nGq9Kl6yny98qVX6YRd+XRvn2W+Q7s8jZubQcJovOKeDkF+YXFAAgFZcUlZw0gA1Oc5QWF5XhUVJcPhllZVxgEpFIolRqEJaguaNbu7p6nf2Dwy431CaEpmgkBREENJwRYTxw1gXFwEsCPIIHKBQK+Mei6O/uaP66sYnBQPTRZ15ZsPyeBWu3zlu1+Y7Ne/IFclt1PU8gKuVyOQUFgOW5VHp2NjkTE+rAl5GRkZl1WgO11aFUxg8iMxP+y8jMzoKAHQxRshCiZOV8k5Fzw+pNi9ftXrD2gaVrdy/duPutLMYzjNJb0ssuISvOYVhS2JUkNtZJqbDyLJIJ3maCkwns9fb1oFEmaJzJL1BlVZWjpkbf3J5V077ySN7sffkpGbIUqmEK23GK1oAHkLNNZxgvolUszuQ/wSn/vKyMXFpULuLJlHKr3dbY0tTV2z00NAhfocFQODo+EY2ORU8mAkowEUY7oV8ozPb/D4gwFwkllFBCv0pnn0zQkHcv4AHmoL1o7uDAKBbeoGtkpL+/p7Orpb6h1lFtN1mNOoNOq9NWGPRmm6mqrrK+qb6jswObMxd12/EA5vghIzRXLvjRoC+Mejf9OJlMCgpyDE5cw0OD/X19XR1dTY3NVdXVFSaTXKPmS6WF5WWFpSUcDptOpzNYbBonPzevkFnC5ZTxWSVcdik3s1z4qUh7P5V/JUUxi2mdybLPohkvzlGsztN8qq/7t8R0f2nFFTmSc5i6VEbFuXTT9VnSpwrkmXJ9vlAK5q+Uzy3ilhWUlXKKSziFpeyCIk4+J6+AA4acy+cDjOl0WpvNjhZ9b27p6+4ZGUQshmgMSo8W8w6H/RGIkD8aDEQwEw5UgiYA8ASDgCVeCHgS4fCQL9gTimkCsXuLNJdmiS7M0V5J1tx8hPsC3/xFifggnZ2RQ83KyqbS6GxOXnFhUXlpmRAkFglFYolEJpVIZScPiUwiPm0BmaOrSEQSiMmLSiUyhVyl1ej1eoPZZK2trW9uAizpHhiAp4P1cEPd2gKhcATryYVNS3WmhAFA/Oh7WIJaUUKBcCgYiUT94WgoFmNypZctW37Dup1L1+5atOL+1z/YW9PYrVIbRCIpPoM2k5nPYHBoufQcMiWXQsmhkHMglUPJppCzKbA9LYE6CcJPuMIPgpINxzMy03NQ70JIk3NycxHJZJFzGOwX3vpg/h2blq558MY1Dy1dvXPr0y+/U8DbzRFfn1E+m6qfAgY9307KsyUXVJJY1jNAJguW37tw7Y4T20xwMsEgZdztHmlra+vu7u48Tl3/l+CM5rb2BpeX0eL8/d4cIJNpZCWJrDtVvbkgh1S2ZQ7DcF227F6q+D8lom/z8pilRVwRT6FRWRCZNPf09bpHhv3oSwhNzpVoMzl9Iox/fItwFgkllFBCv1Znm0zwaYO9qMnE50MLAgYg4Qmh8AXBeg8M9Pb2tre0NtXW1zpqqkw2i8VmsdotgCV1TXXtnR09fX2Dw0M4lnj9qOcOMAls4Qc2LVUQOdOfISgKBido3fmhwQFnnxN162pphotWWEwKrVook5Txufn5+RwWm8Vk5wE05BUUFpcWl5QVl/KKuIJcgexLuXELXXBplnQGHa2leA7dcHGObFWe8kOF422e/r5i/WW50pkM3RSm6TyG9bpM6V/zpTiZcHm88rJiXnlxaUlhXh5cIQ9lXgTZF/GEArFcpsFbS+obW1vbe3t6Bvv7R11Q1NFjs05FEHNg3XZCaElm2AYBTtC9o6m5EJa4fB4wQS6vb3gsVj8R+6K678q00guY2rlUzXWZkofzVHsVtiMlvBw0HxmrsKigqLiEy+VLhBKFTKHVagAINTq9HqAQNicPXYVee9pCZ6iogMCvZTQYjoXRbLLYbOhvzbW1da2t4O16+vv7gWnh2cDvFH6zGJlEA6EIBCSCBDicXmEAED8CICH6cWG7qKJEsK5caFhDLDYcOnrLui2AJUvW7Fy8cvva7X9RG+sMpmq5UisWSwU8QVlJeT6nCILDymPQGHQaFQ8ajZpLPb1xwgEi6HRabi4FEgwGIxeUk5tDyQGOAaJOI9M3P/LMwuXbFi/f+bu1D95+/8P/2J/5crliBbn04mzpdIYpNc9KyreS0DzCP/TiPzt+K5mAzcRHmEw2m4yPj/1SYwdnj2GTgJUO+Jd9ln7u15ypWYqpdHMK03ZKyAQ1mHDMl9G1vztc9neO/OsCPiW/oKC8VCARqHQaR1VVS1tbf7/T4xpB3XFDoej4j4x/T+hUCLf+8SyiXiaUUEIJ/QadZTIBLgmiBfACYCFHA35vECLg8YdQ+Pwut8s13D800NvT2dne1tHY3FrT2FjTUAtM0tTW2NbZ1tvbNzg4NASn+TyjQDd+nxfwxh9GHXjgh88H8aOLwJ8gKI/X6xn1ukZcQ8NDQ4P9g12daPnF6tpKs9Wo0qiEIjGfJ+SW8wvyCpkMVkF+AZovq6CorIRbWMKjcKWfSwxbGeLLyfJpNOMUpmU6w3ABVbaCo/i3yPx6iWZDge5CsmQ6Uz+FZTqXabk2U/JUkTxLZciXyHlCIbBJeWlRSWF+UUFBHqewqKisDHhFIJQpVDqDEbx3bX1dW1tHb69zYHBgeGRwdHTYg4aXAIBEgoFwEE09BT+BUPB1TLA+TAAlfnQIsCUQDY4GvN5ItHM8Jjsa+92hPKCm2Uz9HLL4VrrkE1UlVa5nC7h5JYBEedzyMolEqlJpgAjMJrO9ym6vtjuqK6tra6prfiKqT1vUVFVXT8bxF60FXGtqgl9TR0dHTw9giXN4aHDU5UJVC9OZJxPM/ceVTkIm0UhwYmLMHw4FJ2IffH1kwR13z1u++ca7H7ry5nVpLJ6pslmu1ktUColcwi0pKS0oLCsqKy0uK4YaWlBYkJ+PBdRU2CksLIDtaQrIHDD5h0FctAgwPh/4ncPisJlsFp1NpzJoNDqnsPQ/Xxy8Ze3OZat2L14BrLV101P/eodV8pd84VKKeC5NN41tJHHMyKz/+omDTzGZYAGHf5lwMhmOxfiuyE1fZJ1/oDgVysCwkKimU0ImqWzrOcyKa8iSnRTBRwWKNA6PU1hWxufKlTKj0VRf19Dd2Q1flX7vaCjgg7o1PpYAk9Mowv7Hq4hKmVBCCSX02xQPZALwgJMJ1lgS9HuCwVF/cBTN5+sedQ+5hvoHep09Xb2dXb0t7R2tnW0d3e3dvV29fb1Dg0OuEfeIZxTIxIuaXny+QNjrQ9PmApmE/F4IbMTFzxUUyOMbdXtccGkXWi69v6e7u62tqa6+2mgyGAxGiUSO4KSMV1xYDA6ptKi4tKCIVwb/xHSh6kupaQtNdHm2DP1dlmWZwTJeSFOs4CjfFZheKVKtydPOyZJMZxlTmKZzGOZ52ZLnSpU5GkOhXMEVC/l8XjlYwKLCkqIi8H/l5XyJVK5QqisMZkdVDZjv1vZ2wJKhoWGs65rL63P5/R4gkxBqLUGdlOCGAcXQyBrUggIOPBz2RyFCaIbk0Kh/1DsW6Q1G6mOxv0gsV6WXzaVpZucq5+cIHuNpc8y1+RJFEb+cKygVCvlatdpkNDnsjprq2obGxtaO1tbO1rbO9o7urraOjrMSaEZVgI/Ozh9EZ1dXd28PVIaBgf7hkSG3ewTo0ueFJwPQNkkmZ643F2b9401gGlGg20e7sAkGAp7oWCQai6mt1bes27Z45ZYla3fOu/PeLY8/62juUWjNMpWGJxbwRTypUCDh8UV8gZAvFAgEfD4ftiDYRUd4/NMcgpNGWVk5wDM2gTivtLi0rKS8KL84n1OQz8lncQpoeWV/ev6NBXduWrJ6543r98y7674X9x5+q0SyLld0FUU2i65NYZum5FdiTh3z7igw185xkPIqURCeHgw62Prj/DpxfJJMKv8vMjEtvPPeRWt3LFq/a+Garbfdt6vX7RvHoALrzYUgBeMTFBMTiE8mA5uB96difGI8FI3ChbjDwSUfH5mzv2BqNloDPpVt/ykyQfeIB3anWOBnHkujc+Dt8GV1MV1xY3rx60Wqg3kiMq24pJgnEAm0erXdZmttanH2OEddbvjmDof8Y5HwxNgYVrCETosIAohLEYYioYQSSug36+yQCcEBILCNWMAGDc4mAtv1A2qgNgzPqBu1YAwOOfsH+pzOgaHBgaGBQdRuMOwaAYQY9YAP9aFJc7GcsJVRUAobbILHzxacDfmgq46OQuYQ2Don3W3trXV1dXa7Q6+vUCiUErGEx+WVl5XxyrliHvgzUTlfzJKov5aZttGEV5BlMximqSzrDIbx4lz1XQzl62WaV0tVy5mKi2maGWzzlDzbLJZlPlnyj0IRR2/katUCuUQkEqP5kMFqlZeD/QPXpdXpTSZLTU0tYAn4b2d///DwiBtb3h5KCJYbDSZBw7pDaIvt4HDiDXnD4+DFI+HARMgbjSB6AYjxDUbHW2KxnB7fUmylyPNyNVdRpPfmlJDr2tg6U4FQwpNIxVKpRquxWS3VlZXNDQ0dbe3AZs5+ePb9A0PAiINQjDMW/UAbJwv4pfxAw8PDx54MxqfHsASEAwP8+P9la0k4Go5GoCZgWBIZGw+EQ2Pj0UgUCusPRiKu8MQfX3hzwfL7lq3bNX/FppvXbxWqDGqdSaXWC0USkUQsloikErFKqVCrVGqVWgP/1GotLs3ZDCgJFEGt1iiVKrlcjn8ky0rKIDh5hYVl/CNUzl1bHl6yZuuy9Tvm3XXPsnu2fV4uf7JA9fts4QU5cvDc09AgCrTwYgq7KpkDgVZgRK6dU0XiVEOg9hDk6a1JeWj9+GNYUoXFMWgBE892AJmk0I1AJjOPiHEyqcbIJHg0xlVaFtxxz9L1uxat37lg9ebbN+3qcaF+lQAesUkCOToBH7G6+tqmpob6hrra2prJxNGj483NjXX1NfUNtfUNsEXR2FiHR0NjXV1Tg7mzh1zb8Ye9OXP3502nKFJphiQmPs4Exyq85AhLJuGElGfHyKSKlFeNBzwBEt2alF+dUlhLYtsRtjGNcxiqhdlFD+XxPykQZLNKCzhlglK+XCE328x1tTXdHR2uwSGvezQUCEQRlkRQJMjk9IgggHgVYSgSSiihhH6zzjaZ/LgQlWACSADT6XK5wH0ODQ3BFgS7cBwEp8HJPzPPnynIbfK6cK2BgYFu1HLSVl9fb7PZjEYjmDOZTCYCmBCJZeDcRDK+WJYn1+5XWnEymck0T2NZZ9KNl+RqVzBUr5epXy1VAplcRNdMZRpTWJYZdNO8TOHr5YpCvYGvU0tUcgQ8yASCGRTL5VK1RmWxWB0OtMp7R0eH0+mEe4ciQcGwR0h0VfqBAE58QU8wGvAG/aM+fyg4EQmMo4mT/T5Ame6JmC4W21Oqu+Bw2TlkwCTtwrTy91TWfGtVkUrLk6vE4D81OqPRVFtT3drU2NPZ4eztxReKQZjmHh12uV3wUOJPeE2AxwK/PuJZYMKB4cyIQIE4E8KSINBJdHziKNalLRxFc3KFwQ2HJ2LkAt4Na7cuWr192fpdC++69x9vf6Qz2rQavUwqh9oNlVyhkIP/1+u1FovZarXaMREzQ2FC80mdDeElgc8jlAo+kjqdTqFQwMeHW87jcgWcwuIyqeJfH35+za2rlq7btmzjzutX3rvrtQ8/FJq2UUXXZAtnUdVTmeZUtgMnEwQniE8w146RSRJBJsAkiEwIK8+pPPbSSchkClk19SB/9sc5d35xBF8DPhKLlSvMi+68b8GqrYvW7Vy6fvvv797aPUkmRAsJ+q/P2eeotFdW2qqrK2tq0HOFhMNunZgYa2ioraqCZ247MSqr7Y6aKk1jM5DJyiOcCw8UJB3hT2OaSAxLCg4hJyET1CSC3Q4Euh1SXg1sEZuhZV7gSFVqQVUq2zKLY7qULFibU/hifun+/FIaq7C0sFTCF6p1aluVrbm5Cb4cPCNuNKdiMITNvhWBSJDJaRIOAHErwlAklFBCCf1mxTWZHC8cFUC4DYVd/Die28/M8+cId7SQIX5RuBxQ0CC2QjwQQmNjY3V1NfghPZg1LfrDrU6lVSk0UqW6WGM8qHXsZIhxMjnWZqK9i6F6rUT1SpH8dqr0Iqp62nFk8rHSyrVYZaYKtUFXUWHQaXRajVav1xlNBnBcdXX1TY3NPT29/ai1ZBjuevJ+J8t5ggKhkD8SResqglmIRMYhFUZ92wKj0UhzLPaf6u7rM8svYWpn56quJIu3FOtyajry1IZimZInlSvUWpPZUlVZ2dLc6OztBiYDHHTjDVMer8fnR3OfoYnUzpDgZn++TnwmBDGcEREcEH+CskXCkTHwjWNHw+ExfPokABaoH06X/76H/jrv9ntu2LD7ujvu2fjAX0rE6gqTTaFQicUSwBK1WlNRUWG1msE01zfUNzU1tba2YmuPn33hJYEtoHtdXR2wCvAJfHyAqXh8AVcoLORxi6XSFVt3LV55/6I1O+et2nLD/Y+8npn3SqnmVjL3Mpo8lapNLcB6OnGAT9Da8ODOUY8mrF8TBObj4VXUYHKs7xNAy/FtJsjx42SSRKuYQlGlfssFMlm9N7sqFnPHYtFYrERmXHjnfcs27Fmyfvf8lZtvu29XnzcIXIiTCdZschS8PHyxdXd39fZ09XR3wra7qwMSne1tR8fH+vt6Yberq30yuns68ejq6ezs66l3eegt/X/4Onf2f1mzctTJFH0S3ZrCPimZIPDAmkoQccHdYaCCs5YjNb8akQmgWkFlKqPiAoZmQXrJExzeJ4Xl6XlFeYXFfB5fqZQbbMbqptr2rs7BwSG/xx/2h6LhsTGAkrHo2FHUwYyw0gmdOmHmP65FGIqEEkoood+s+CWT40UY1WMicsHgAbZwAr49JSJcLQYnsAuXwKFoYGDA6XR2dna2tLTU19eDE7KCZQMjbzAbK8yaCiPPaD+sr/qOTNg4mWjuYigBS17KF99GEV2Yo5rGMKayLDPppuszhfstDdKqGq0DrJ/VZrNb0V+l0Z+lq6sr6xvq2trau7t74bpDQ0MASFCMH5TwJAoEoqFgwOfxBfzBSBgeD6BKNBL1RsfbQhF5OLY6T3YRWTSbprmYqryRzPu3tZVla8gTK7kypRgt62yw2x1NTY0dbS2DA073yDCQGQ4iPp/fHwhiy4OcORE3hYk4hIk4hAmcN5H6vjBeQMLd+WkVzgBxKyBU8I6hQCQUBCyJoXkSgmEwzZ/tz7ju92uXrd2xFGL1/Z8dJBsr6+VKrQRRCWCJGvAbKmRdXW1zc1NHB9TGbvgIQIUEVJ4UHDmL6u3tnfyTAXwkzWazTqsXisQCsQjNwc0rP0xjXXvL2iWrdy3d8MDCtTs3//VfHxTK9rBEi7J559HUaJIuFPZk1GyCGkkw4358CwPWJwo1MmBYQpAJhi4EmVQmsRCZkKgVKdnKKQd4sz/JveOLtEqszSQUi3HVtvl33Ltk/Z5ldz94/YrNt963u2MEG2cCZg5znPAfHmPjUXRoYgwfEI8Pjofv6Mn0xAkxHpsYi8WGYrHy4fDSTzIu/LZoepY8iayfyoHbQYX/PpmgYmONJASZpHAAYOxEexGaDMAOlJXChjsyncvUXUMRbaTy3yoQHsgryS0oKi4rE0vFOoPOVudo7GjudvaNjIwGfaFoaGwsCjgSAzwZi0GxEjr1wsx/XAv3EwkllFBCv11njkwIU/lrhWeCo8ikiNd+swgzezLBVeCiQCYgvPEE3BjOJ2CG6uvq66pqHbYqk80htlVnWRp2MSWXZ0nROBO2ZQbDcDFVfRdD8Wqx/OUCCZDJRTmqGSzTFDZahPH6dAG5oVdZ22Cpq6mtr22ob2isb2xqbIKc29pbu7o6nX39g4No+ASOJVASKA/hhX/MjgeC0QDRSIJG2Ph8kUjEEwx1haJglf6htF+XzTufpj6HrLguV/5noSnD0cxRG7lSlVSlVag1Zou1tra2sxM8aOfw0ADcMT7DFXFJNBlxGL/QmRFx2Z8U4b5PEPHy6RdxvXgSWkDxmMbHsLazsaOAJeHQRCR8FI0vORpr7h25fOltS1fdf/M9exatvG/7n58z12LzcckUYrFEqVRWVFSA0cfqQwcwyfGDefCPQzwIygOfSry/ZXNzc01NjcVsVWs0fBFPIOFzhYICruiPz72x5K4tN6zZvWTVzhvW7Xzq04Pv8nUr0wquoiunswwpHAs4crw9ISm/OikfIxN0BI9KzNDjxILHcVhyHJkk002kDPmUg8Lzv2De9nmaLRYbiMV8sVipynbVLRuWbXxo/ppdi9buXLZ2a483EgIEwSlk4iigxQQ2xRbYejT0JHY0CofB4qMmlYnwWBThBwYhEycEvAvgpy8WK+gPLPjwyNx9hdOzlWhursk14I8bIYPdC2rwwSjLDkiWjODERoy0yUfLvafkOaZw7NOYhkuoiluzy5/Ol3zN4VE5JZzCYoA9FVrDxFLXUt/Z1z0wPDLqCYSC0UhoHAo6NnY0MgFolWgxOfUivH98izAUCSWUUEK/Wf8bZEJkgYk4dEpFGOGTCV6FiwKc4D27wJyBRXM6nfiaaB3tHW3NbY11TY7qOkV1Y7a1cTdLCmQynWGcwrZMZ1TgZPJ6qeJfhZI7csSX5KrhpWkc2zk00/wMYW6TU1PfVNXU2NLa3NEORIBmmwIm6entdjr7hoaGXSNuYDG4Ol5I3AqD8LKdRGj5kmAUDS1AZ41FI/5wuM8faI3FaO6JpUcKL8gUXsTQX0pR3E6V/dfawqywFUpVYplSplBVVBiqq6sb6ut7+3qc/X0jrmGPdxQBTnyTydkVgQJxJgJKIhFgkomxKPzOotGJcGg8GBwPR2LjsZj/aOzPL729aMV9i1bdv2T1/QvvWMfmSVUGs0KtlcpkcrlcrVYDmVRVVbW2tkJtBxoHAMDxGPvExIvwzyZ8MAFOurq6MDip1em0SrVcLBOVcbmlPPFBMnv5vQ8uWb71xrV7Fi7ffNeeJz8uED2VJ1mazT8vRzGNZcYhJInjACxBgbUzJHNs2HG87xZOJvjUVceYBMcSRCZobi4S1ZCUpZqeJj33U/qdX5MtGDCMAjPIzfPu3HT96p2LNjy4eP2eGzfs6AtM+CZQRy/gCthGjm0nEwAb+C5+ZPKcEyMMv8pYrCcWKxuNLfo06/wDJdMpKhJZd2xuLsCS48kEtY1gt4PuAuAE69AFt4m1DuXDHdmS2JYpDMN5NO016bzddMG/8wTprJI8DporUKqQGswV1bVVrR2tfQPOYdeo3w81C8AXcASRCdZhMEEmp16E949vEYYioYQSSug363+mzeS0ijDCPyI4Aco/CSdg0XA+Abs2AJ6tx9nR2lnf1KprbM91tO5hy1CbCdMMZDKDZbyEpgEyeaNM+VqxbDlNckmuagbDOJ1tm0UzLUgX0poHDE1t9W1tQCN9vX3OHtRVZmCgf2hoEJsAdxSsIN59Ci8JWGE88VMKoHPQWvhBfyAcGg6FwCEZYrH1HNkVZMn5uZqLKaolGYKnRXamo6VAruWB45DJtRqt1Wxpamhoa23pH3QODg+4PS60pn7ckwlx6gkiXj6dIjgg/kRwCUYm4/AfOgJMMhGOHA2PxYITsUKxetGqTYvXbf/d3bvn377+sWdfrG3vVOr0IokEyATHEpvN1tjYiLeWQLXHP8LEwz1OxLM4S4ICQKngswmfSvg8Apw0NjTYbVaNVi1XKvg8YVm5kCtW/ePND29au+PG9XsWrLx/wer7H33jow952o1k3vVk6Wy6KRV1fMJMPNZugHV8QnCCWAX5eDTeHbPyxMDxSa+PBbGeCZAJKVOZelA04yPq8v10YyzWjnXoElqbrr3jvqX3PHLtqh3z1+z4w+aHhydi3lgsiEUAQwt8CwFHYOvDjsB2MvBXTwx4CeCnKxaTx2ILP6ec801BUoYklW5IYlpSEHJ8n0zY1SiwzmkYa6HuW6Q8GykfiwIgE3sy2zyDrrssV3EbWfBivmRfPjeXjdaNEUqFWqPWXmVtaqrv6+txjbh8Hn8IgDd6FCeT8bEJRCaJ8e+nWoTxj3sRhiKhhBJK6Dfrf6bNBLa4Ezpe+Ku/XUR2J+gHL8EuzieT3UjcLvdQ/2B3Z09ja3tFUwe1qm0PW355lgzIJIVlBjK5mKZZTpe/Xqo4nkxmcOznUA0L04X0pn5DU2tTR0dfb89g/+DQwBCaqtjtgitA+Hz+ANYva/LqeOInBGd4/WiECVoAPxJ0B/x90fH6WOzT2u4rDpeeT9Odn6u9Jkt6T64gu66XLtML5BqRRKpUyE0GQ211dUtzY19f99DIoIvAEp/X74M8CRuYaDM5TgQExKUILsHIBH5h42NjwVAkBGQydtQXnmjqGd7y+NPz7gIy2bnwrntXbXlAqjOoDRUShVwik0mkEp1OZ7FY6urq2tranE4ncDh8ACd/HcQ1jom40lkSFACKBB8N+FQODQ05+/o62tvq62qBrDRarUQkE/AlZXwxq1Swatuj1y+/b9mGXUs27Lzurnv/wyh/tlD5h7SySym6GQz7FDbq2pScbwcywdsQMNd+bAZhoqkEN/q415+EEyATfAS8MSlLlXxQOPe/BfP+/e2U9TuuXrflujvXL167dd6K+xdteGDB+j3z1+yEAixecc+S5euX3rl2GWyXr19y5/olyzcsvnPd4jvXLrlr3eLlaxfeuWbpig34dsHtqxfftR5i0Z0QG34QC5dvWLB84+VrtszY9ufL/3N49qHSqTmqVIaJxDAfI5PvioqRSRXROvTdfdkJMsmvTMlzTONYLmBoF2bxH8qXf5DPzyooZRUWlnNL5RqF2WGuqavq6mwfQTMFewLeQDQ8jvoJjqFxMeNoYoWxMWyJFcJTJ3QqRBj/uBdhKBJKKKGEfrNODZmAM8ATeL+juBXud3+diCww4XeKI8rI4Ehfb39Le6e+sY1Z24mRiXw63ZLCskylV1xEVa9gKTEykS+nSSd7c82iGRemC1itA+aW9tbuLiAT98iIx41m38LXZgFh67v/jEaS4wR3GAiHgEx8Qd9owDsajbRNxIq9sVVU2SUU9Vy66dIc9bK00s+M9fnWmnyRnCcQKRUKg05babc11td1d3UMDDhdo2glxyBcGcUPRVzptIm4TFwK9+LxI9yag44vG27ZcQGZQMBJiEyi46Gxo/7x2Jdp1Gv+sG7put3L1u1aetc9n+8/YrbblGqFUCqSKuQqtcpoNNbW1ra0tPT29uJzVUNtPDHzOBGUCm4fPpVQTpdrBB9wYrfb0dJDchVaKpIvKhNKPzuUde1taxat3bZow67rVm1d99dXPihTP0QXL8xSzMk1zmTZUlhWEsuaUlCVml9FYgCoYD27II1GnkCgdpVkjvWY1//O8Sex7UlMK4lmJGWrUg6JZ32RN//99JmbHrvm7j2L121fun4nEOCidbsXrN29cN3uhWt3LFm3fdnarctWb71hNdpCLF1DxBIU2yZj8erJ3e1L1+5cunYXHkvW7MBj8RrIfNcVGx+a/eA/Lns//dyDpakUZTK2nkkSsBYxAp4gKGycCaTRQeyO0Jotk73UUgpqUtn2GYyKK3Kk63K4/yoS7yvkUguLC8pKRDKxzqi3V9rbWlsGnU7PsCs46o8Gx8YiR6PRiYnxoxNjQCXRsfFIdCKSIJNTK8L4x7cIN5FQQgkldCp06ttMcO8enyLM768SkcUxwZ1icOJ1DbmcfQOtHV0VTe3HyEQxnW6dyrHPYJkupWtXslWTZHLxd2RiWJjOZzX3W1ragEyczl5wVZAdWucRsAQtOBnAllD8xWQCvwCP3xeKRkbDoa5gqDoWe9nUdW2G5HyqcXaO/toMwUMlGmZVc5FCXSpAnXe0arXVZKyrrmppbuzt6R4aHsT7cQGWYG78hyKudNpEXCYuhbvzeBbh1o/TWDQKh8cmjnpDYd/YRFVb903rtixdu2PR6p2LV27d+cdnxEqtSq2QyYQKjVKqVOj0erD1TU1NbW1tAwMDLqiW2J8bfiz/sy68YFBzoJwAJ84+Z0dHR21tjcViVqnUQqGIzxOU80XlcvXmx/+6aO3W69dun7dm+4KNu5/5b/rrJeo7M4RXkdWzqIapHEcKeHS2nUQ3p+ZXJ+ehwMgEjDuy7wSZIGePWlROIBMDkEnyIdGsL/Ou/yBj+qY/XXXPQwvX71y4dvsijEwWbXhg4bo9KAG7wCeIMXYvXbdn6XoUS76LB06Mxevg+IMnxuL1Dy5Y98Bldz963oMvXvZ+5qyDZYhMqEaMTKC0ePMI3usMYckxVsGagwC9ODUQwCfALSnsSsCzC6maZdn8J5jcDzklmQUlrMKicgFfoVZasEnMuzu7RgaH/W5f2B8eC4+jlRXHsJXqsUmDoxPhBJmcchHeP45FWImEEkoooVOkBJn8SkFu6G69PveIu9852NbVXdHSwazv2pOnvCJbOYOB/gQLZHIRVY335vpXoeT2XPHFVPW0E8mkC5EJPj+vH7LFlsDHroHMMHa1XyCv1xeNjvuDoaFwtDMWo/UFl2YKz6doz6ObL6GoVlD4X5obOHpzqUgsksoUCkWFTl/lcDQ3NnZ1dAwM9LvcrlGvB+joeEQgsj4jIi4Zl8JNcNyKsOrfF1BudHw8EIn6xsb9sdiTr7x1/V33LFi1bdHqHTet3f5tFt1eVaNUSKVSgUgmUen1Rmw+LsCS3t5eHEvwX8qP5R8nghLCRxIq/9DQcE9Pb3NzY1WV3WAwyOVygYDP5fNLBeLD9Lzr7ty4YN2OmzY/cu2KTesef+YdJu9xtmJZumBurnYqx57MsqcAhLCsgCgpeTXJEPmVSYhMUGCe3oZhyTEywU0/IhNLMq0iKUuZckh4zpeceR9kTt38xBX3Pjx/w64F67YvAj5Zj8hk0YYHUSA42b0YeGP9g4uOD+xV7Ph3sQjBDIofHMcD3rVgPU4mL132ftasg+WpFBWQSTLDBvdCDCkh2kwQlmAx2SfNkcSuSWLXJqFlFiunshzn043XZonuo/L/U8A/wMxjFpUVl3ElMhk8xpqa2rbWdmdf/6jbG/CHw6GxUHgsAhVr4ihAyThCkyhgSWQimiCTUyvC/serCB+RUEIJJXTqdGrIBOwLnsD8f/wK976nRJAbumGvb9Q1OtA/1N7dY2jtZDV0P5CvQmTCRGQynWW+iKq5nSp9tUT+UoHkDzmiC3JV05jGqRzbOXREJsymPmszIpP+/j7vqAdN0RsKoT5c2CXADf5iMgkEQ4Gw3x/yhaN9EzFTLLYzX3U5WT6LWnFerm5etvhZkYlmr2cLJVKZHLBErVKZjMa6mtqOtra+3t7BwcHR0VGPzwsFwKw4ISLzMyLiknEpHADiR5NFIuz5yRSORsdisQBgydGY3FZ16Y23LduA+hddv3zTI8++Vt3UIVcolTIJwIlcpdQajDaHo6mpqaurC68MUM9/zlXOuqB4UHmA6YGsBwYGOjraGhvrbHaLWqMSi0V8gaCknFfIkzz/78+vW37PwjVblq7fDoT22Dtfvss1rMsov4win8m2pLBs4NEBSwA2UvKqIY4nk2Nj3ycDd/xVOJmk0PTJWYqUQwIgk+s+zJyy+YnL7n1k3sbdCzfuQi0n63fPX7cbKGLRhodwCIH0AsQVx2IdioXrJttVThoEpUzGwvV75q9/4NJ7Hjv3oZcufT971gFuKlmd8h2ZICAhUAqRCRp5ggciE6AUNPKkBm4hle2YybRclqP+Q3rZ39nCvZwSGqcgv6hMKJKq1Rq7zd7c2NzT1Ts8NAJfUYFQFPUMjI6hBUwmsIHvKFALCkSCTE6tCAKISxEmIqGEEkrolOrXkwlOI5jh/98QbnxPlSBD7Cn8kEz25CkvJyunMayo0zbbejFNdztd/lq5+p8Fkltpsgvp2mn4eiZAJhl8dsuArRWtYDc0OODDyMQfwEaXYJf4FWQC5wf8oVB0ot8fbInF9raNXnuweE6u+lxGxSVk6WqWbJ+lnq2p4ElkcrFUo9bo9fqqyqrm5ubenh7cicKvFU0GdowQiHxPs/BrxadwUx7PIrz5yRWdOBrzQa0Yjw2Gxu556InFq+5btHrr4tVb59++QeNoUFeY5HK5Si5TyqRand5id9TV1Xd2dvb39w8NDUEFh9/O/3WJs6PoCYJyQmkBTlwjrgGns621ubrWYTDqlAqZWCTm80Q8oZzMKb37gT8vWH73jRu2z19x3+/uf+zVzMKnC9QLMngXsgypDDOJCUyCyAQblYGcPTEOniAT8PTHkwmagRf1m2KaUmjalCzZJJmk3v/nS+579LqNexYAnKwHONmNkAO1jQCZPLxow8MLNzyEB8Yqk/Hg4g17Fm/YfULsWbz+JM0mCzc8OH/jQxff8/ish1665L2sc74tT8lWp+aaUuj2ZBagCNakk+fAV1FEXdGAvjg2bEJh9OrkPU5hW85l6Odli/ZQ+Z8UiTM5RXn5heXlApVKazQY62rqOts7B5yDPq8fG7A0ERnHVy8ZH48dxefjgoBEnM/NBWYaT4yP/8/gE84A8SnCRCSUUEIJnVKdgjYTzPbHuzADfCoFecK9A50hMhkgyITZ0L37OzJxTGdZLqRq/0CVvsbV/LNI+gea/HyadirbnMq2zqQbFuBk0oLIZPgUkUkwFPYFQiOhaPdErCIWuy2r/OJs6Vy2eVa2bN6R4pc11XRbbYFELhBKNAqVUqm02m31DQ3tHR1O5ESHPR601juREyY8fbqFXys+hZn/+BXh039U0UAoEhw/GorFvjhCXrLy3mVr0XDq62/f+Man35hrGlU6vVwuk4pFSrncYrE4HJWAqT09PYAlLpcL/+DgD4HIL25E4AgmMJqwhYNQTvgEAWAPDQx2d3U0NNXaHBa9VieXKPjlAh5PXMKXvPXJ1zet2XzT+h1L1my7dvmmjU++8rHIsp4uuZIsPpdhTGHZk5g2gJPvD9LACIQgExxOjjWYwJYgE01KljTlEB/I5NoPM1MQmTx27cYHFkDgWIJ6ZBFksmD9gwAVeKBOXNiIESweWLRhz48EvPTDgLdfv/Hhi+59/JyHXr74vayZ33JTEZmYU+iOZBbcAl7sY2SSN0kmGJagZe8rsbR1BqviEqr8NjLvlXzJoQI+Pa+oqLBIJJJoNfpKR2VLU3NvT+/IsAtN1BeKhCPj4bHxyEQ0enQMLQEJMILQ5Oj4RAyL+BWYaTyRIJNTIsJEJJRQQgmdUp2a3lyY+Y9f4fb31AqyhRsHMnG7RvsHhtpwMmns3p2vvOw4Mpmbo745R/waX/vPItktVNkc6mkkE3CQgXDIFQz0jk3UxGJvG5uuPFJ2bo7qPHrFlRT5VpY4q7otT2cul6n4QplOa9AZDI6a6qbW1u7evsHhkRGXG36TxOAWtEUisj7NIi4Wl8L8f5wK9+g/oXA0GhqbCB2NWRra1u96bOFd96FZntZs2/jAX2QVVoWuQiyXiaVoxXc0U7DJ1NTQ0NHePjAw4Ha7J0eYgIjs4kk4kxwvOAjPxB8IwsfIPTLS39fb1t5SU1djMlpUCq1YKBWKpCVcQQFPcvcDf1m8csuydbsXrt4xf/W25w4yni7V3ErmX5SjnMG0pDKxseN5NjSjLjL3aIA41rwArPJjZGJMoalTsiUph3nnfMm+9sOslPv/csl9j1+78cEFEOsfWLjugUXrHliMN4xseAh15ULQsmfhRgI8sKaSSQIhxpz8n7Fgw0Pz7n74wnsfn/nwvy56L/vnkMkx4kKrLqayquFrKpVjns1QLaFwH2AIviiSZLJK8opLuTyeUqkym8z1dbWdnR2Dg4Pu0VH4XoIHPxYFDgQmGRuPjY1jzSQAJUfH0JL12Er1hPuPQ4GZxhMJMjklIkxEQgkllNAp1a8nE9yag8DBYP4/ToV731MuyBm/91GXe2BgELWZtHUyGrt35SsuJyun061TWI5pDMtsivomCpCJ/h9FsptpQCaaaSzzlO/IpN/W0t4BZDIwSSZoTi6EJsAGQZxM0A76L4hN1YXfEBzADuGvYEn0ui8SHhkba4vFmIOR5TmCS3OVc9mm83NUizN5n1saGQZrgVRZJhDLFVqNxmBxVNY0NrZ3dvUPDA673KMen99/DIcSZHJMOAPEoYgZgZHw5HEHIgAtiFuATHzRseHQ2L8++GLh8o34RLQ3rt2yj8w02CoVKiVgiVypUKo1RqOptqqytamxp7treHjY4/FADSeuBNfCfH9cCaeR4wUHoajwMQC897jdQPs9vd1NTU1V9mqD1iSTKng8QUk5t0QgzeJw5/1h/bK1O27YsPv6FZtv2f3kezzt9lzefLJkDlU3nWlNOUYmOH6g1dMRmTiIWXfRq5PNKd+1mSQjMuHO+Ip99UfZpC1/u3DTE1ff/ei8jY9cv/6h+VgsRJ24Hp6//sHrNzww/+4Hrr97z3zU3QvxCR4Yrjz0EzF/48PHB2R+zT2Pz73vz9MeefX898kzDuBkgvfm+j6ZYONMsKmEJ5mqKoVdNZVlm8HSX54rWpdd9GaJ9FtOeS6zsKikXCKR6vX66uqq1taWPmfviGvE4/PC48XGlIC1h39j40ejPyATFHEsMNN4IkEmp0SEiUgooYQSOqX6ZWSCWf04EphaPAFlwz3umRS6rtfrHhoc7He2d3dPkskVZPlMumUqwz6Dbp2bW3EjRfaG0PRSqeqGHMH5DM1UpmkqyzqLYVycJchvG7Q0Nnf3OUcGhzzuUSATyBIyDiF7BVgQQcY4BJQA++FgKBoMRFCzSABOCESC4bFwFGtSQUwSioS8Qa87Euobj5nHY4/ybVdliObSDHOoFddmSx8VmMn2ukK1qkwiFkkkGo3eYnVU1zY0t3U4+weGhgBM3F7vaX+GhNmPS2EOPE6Fe24QlDMSikBEARYIFsF/jkXBNEbH0clReDk0Ph6BihIZGwvGYiVK7XW3r128duv8lfcvXLnpyZff0pgdGq1WIZfKZDKlUlVRYax0ICzp7eoYHOgfHR2FXxZ+RYwC4lEEjpwgvNgBv981MgIfza6OzvqaOrvZptfqBXyhUCQtKhfylYa//evdBbevu2HtlsVrtl23autD73z1eqnuzizBlRTFTGpFKhvHD9S8cIxGYFudRCxWiIz+MThxEGRC1yVTZMlp3BnfcC78IOO8J9857/6/XbTh8avv+eM1Gx+9ZuMj10JseARY4jqsoeOajQ9ec/eD125EcR22PRYP/URcsxHe+AiWIYqr7v7jRRufmLn56VnPfnLRV5xzjghTs1WpucYkquVkZFKZzK6E40msypT8GhLLlpLvmMoyXMBSLc0u+Weh6EtWcRa7uKCwTMgXaVVau9XWUF+Pz4Xg8/tQ3cMeOz7gHdgE78WFYwoW8dta8r8lwvjHpQjjkFBCCSV02vS/TSbHC/e+Z1JwUbw7Fxpu29Wlb+mk1XftzJNfni2bSTdPZzpmMmwX0I03UGSv800vl6h/TxVfSFfPZFumITIxLMwop9d1OFrbu3r7IIfjyMQfDgTC2HAPrN0EGAVYJBIIjQUD0ZAf4CQYhtv1B7DwRdGBgD8U8AR9A9FI3UTsUOvI/CPlc8mq8+jmS3O0d1LEn1tbGHpjiVTEFwkUclmFrsJhr2xsaunq7h0YGHS5XPjfyLHbOo3CECBOhTvauBdgCbjvMYDSsXAEAiOTsUhkHMgkHEQrcgOWhKGyhNDcrv5wxB+L3f3wnxat2bxo7bYb7t51y9078gUyrcmiUiqUMqlcJlertRazta62tqu9daCvZ2R4CCoD/LKOXS9OhXPIiYIyw28Tyg934Roe7uvuaW1qrnFUGfUVKqUK69AlLBHIMxmFKzbtXLbq3qVrt1+/custW/74QlbxIxzVwsPll7HNU5hYryfEHkT3LTQCHnXrqknBhmfgjh/nlmSw+AxzCr0iiSJPSudN3Zc368PMWf/8dPZjr16w87mLtj51yf1PXnL/Xy7e/MQlm564bPOfL930p8s2P3Hx5j9BXLLpu8CP/ODgcfFH/NWLNj9x0eY/Q54X3//kRVv/PmfHP+b8+d9z3zl87tec1EO8VIp6Kt2cTLMeGwF//Nxc+NiSagxaUFNPCsd6HrviSgr/Hhr3P5yyNEY+I6+orIwnE8tMFca66prWlhZnXx98P8DzhGc+jomwzwmdNhEQEJcijENCCSWU0GlTgkx+veCiACYet8fpHGzt6q1o6WI29O7iKC7Llk+lGqcwrTOYlgsYhmVk8RtC46ul6pUMxWVUzSyWaRrbPIupX5hZVtDurGxvb+3uHBoeHB11+31eyDIY9IYDvlDAFwh5A2FfCBglBLAS9oejgUAEyCSM4ARoJBhA0OKHtwT8YEGj7kCgNxZTx2LrWKLLaLJzWWim4PnZ8me4xhxTHVumLBeLpBKpTqW2Gs111bXtbe3O/v4RDEvwLnnEjZ024QwQn8KNeNwL/OFYFLWQfI9MIDk+dhQqxMTEOOLYoB9OCUbHIrFYbong8hvvXLpu27L1O667fcPz736qr6zTVBhlMqlCJlUplRUVBmJ+tu7O4cF+qIfwSSeu9j9IJiC85AF/AGh/qH+gp7OrqaHRYbfrdDqxVMYVSIq54hKh8pX3PluyfMMN67ajOZTX7rz7hQ9eLFKtySy/kqKcTjOiZhM0nsSKkYmDxKk8tt4iZutREwqKFLYjlWlPpVtSacZksjI5TXotqmwAADDLSURBVJC6vyD1U/L0d/af88LH5zz51nl/emPO46/Pefy12Y+9MuexV+Y+/uqcx16e+/i/Zj+GYs5xAbvnYdsfiZdnP/7yeSjgtFdm//G1uU+8OfvJt2f87d3zXt87+0vqlG/ySId5yTmaVJo5ZXI9E3QLRCCIwppNklgOEtM+lVM5jWW5iKq6JbP06ULJf/PKctkFhcWlYpFYq9VWOhwtzU29Pd3DQ4hU4XnCgyWMc0KnWQQExKUI45BQQgkldNr0v00mk0UinO+ZFVwXyGRk2A32vr3LaWztYTX0YnNzKaYxzMlM8xSG8QKmYWm28G2x6Y0y9Xqm5gqK+hy6YTrLdC5DtzibW9Q5ZG1ube/tGR4ZQo7Q7/UTZOINBb3+kMcX9gZRA0oIrCLARyAYCQaATKKhQDgYCXsCnugY+FBs1fhwZCAUbUArvjdelV5yLkMxk6G5LEe5mqY4bG5iK/SFIolIKlOr1OYKQ62jqrWpuae7G5uCaeTMYAmIgIC4FG5n41OTxcM6bkWBRvCGErSDBpREgUwQn8APdCgUgjoSjoSOxhq6B1dseWjRik1oKqqVm5esuMfS2KUyWvliiUQqUSkVOp3WZrPV1dV1dLQP9PeNukfAhsLHCrsW6kKGY0AcCoeQE4W/CiWH+gafCzDWfb297W1t9fX1Wp1OqdIIJfJSnji/VMApE97/8F9uXLN1ydqd81bvuHLNzufSOU8Vqxel8y+k6qazzHiDybHRJviSJgSQYGuoY2TCwcnEmkozJZPVSWmi5G+Lk7+kpX6QNvXNr6f886Npz3ww4+/vzfj7f6Y/9e8Zf/v3TLR9B7awO/1v6MhkwC46ePJ4d/pT7xwLSP97xtPvn/PcRzNf+HT6q19O+8/B1C9ySfsLSOnCZIomOceQyrAmo7VZAEjwNh8UsItYhW1LBb5i2GewKucwTFem8x9gif5TIEhjF3PyCsvLuXK5rMJoqKmr6exsHxxwut1oijZ4pInWkjMmAgLiUoRxSCihhBI6bfqOTJDBPybi0PdFvBZ/wl3vmRdcGq1nMuLp7x3o6u4ztWCzBufLr6AoZ7CtqRxLKtMwl1FxQ47kPZnl33zdffmGK8mac2nGaTTjTIrmRoqYXt9rbe7o6wcD4PR6PGj4e8gfDPtDQR9EIOTzh/xoXAmGJWhVimAYkUlgLByMBiMRr9+LXkRLOAQGguGuWKzIFV2SVnRBjnQGXXUhU7MknfuaspZjqS2TK3ngReXyCp3ebrE21zf2dHYN9DsHBwfwv5ETt3Q6hQNAfAq5/jgTXircZ39f+AiTMB7IhKNUFD7MoRB4cQ948gm0tOKEOxJ76b0v5t22Ydna7Tes3rL4zo3pzGK9vVaq0knlCplcptGozGZTTU1Na2trb2/vCMJjF14ZfuTSZ0GTJSHI4/8SGGg8AW9EzSYez+DgYHdvT3Nri9Vur6gwSmUKgUgGcFIqkH59hPK71VtuWr/7urvuX7Bxzy0P/PXNYuWOPPV1GcLzGPoUjjUJ68eVnEeMgE9i20kcbM6ufDupwEHKr0yGYNlTGNYpdEtSliYpTUraV0r6nEF6Lz3p7f3Jr3yZ/PxHKc+8n/LsexDJf3835Skikp/6d/JT/0k5LmA3+e8Q/4bTfjqS4Jyn35vy/EdTXvp86lv7k947QvqCStpfmJIhTc3RJVP0U5hAJlZsRUW4BSKOrbFoTc1zTGVVzaJaL8vV3UYWvFYkPpBfwsgrKi0sFomFap3a5rA3Nzc5nT1DwwNerweqIjxPwjUndJpFEEC8CvcNCSWUUEKnTydvM0Ge+/vCECAehbvesyK4OrHSonOgs6vb1NLBqut8IE9+JUU5jWEBW5PKMMyl6W6iiD6Qmt7jaTflVVxFVp9HN81i22ZR9UuyRUW9fktrT0cPNgIeIxMfQhGUN5p3C/0IBQFIQhHEKwhLQmEwjcFIKBgGYvGH4A1owhxPMOTEVnx/Umy5Mks4m66byzZcminYwZZTqjvy5RquUCiSSdQ6jclsqq2paW9pdfb2Do8MudyJBhMkeIZxK9yX/0AYlhBj4XFGgcoDnnxiPDw+HgFqDcViZUrjrffsWbp2x4K7Ni+5695Hn35ZYbDLtQaxTCmWyoBMtKjBxNrY2NDZ2dHf7wRG9fo8UOnwB0Jc6WxrsiQ4b/wc4efDG6Fa+/y+YZerb6C/pb2trqHBbLEqlWqRWMYXSgtLeYU86aN/f2XpivuXbdi9aMOuy27f+Pinh18o1d+Ryb0kVzmNbU7mAJlUJedVA5mksFGDA4ljJeXbUACZFDiS8ivRsowMawrVhMjkiCxpPzfpcxbp/WzSWwdIr/6X9I+PSc99QHrufdKz75GeeS/pu3g/6ZkPkp4+Lp75gPTM+3DO/xXvQ4ZJADz//DT55S9Jr32T/EFW8lcs0v7ipDRJKlmbklPxE2SSDGTCts1gVZ2fY1yQIXqII/skvzw3r6Aov0hYzlWoFBVmQ3VNTUdH+9Bgv9s9jH/DwFNNtJmcGREEEK8ijENCCSWU0GnTj/bmQrb7mBABxKUIz3uWBAVAswa7R/sHBtq6Oo3N7QV13Y+xlVdnq6bRLKls+zSG6cIc1Z25kk8kpg+4QCY6gJZzGcbpbOsslvH6bMHh+m5Dl7Oxq9fldo96R71Bnycc8KER7ZGgPxryj4VgG4wGULsImqMrEgxHgFSw2bp8QV8oGobtaMDvCkVbY7FvOtzz04rPz1FdwLaely69MVOwz97GUJuKhRKhUChWSlVGjbXaXtcETrRzYGBwxON2+z1ef6LBJN6FW+3vCw6iObjC0XAIGCUaiY5FEJMEPFArIxMTfaOBx55/Y8Fdm5au37Vkzbab196fTs832msUaq1YKgd3rtFqEabWggdt6+1D/QmhJgDewANBuf8vkwkIfwv8av3B4KjXMzA81NPvbG5rrayq0un0cPs8vqi0XFDCkzCKhNf/fs2y9TsXb9i9cP3OG7b96TUGbw+Vf122ZBbDACYeyCQpr5bEATgBMrGS2BZw+RiZoGaTpHwHCciEaU3KNaZka5OPyFL2cZM/4yS/n5P05qGkV/aS/vkZ6fmPSM9/mPT8h4goIJ5FQUIc8uEJ8QHpWWCYHwlgEngjxPMfo/jnp0kvAZnsT32fnPolJ2lfadIRSXK2BsgklWH5sd5ccHwqyz6LabuSot5AEbxRLNvHKmTlF5SXlMol4gojWuOouaXV2eccdY34vaPwNQdPEo18T5DJ6Rdh/+NYhHFIKKGEEjpt+o5MwGRPCj8Czhvfxq0I23uWBAWARzU66ukfGGzt7jA1t5TVdvyVo5ifrZiVa5zBtMxhGOZRJJtowq+E+k/KlNs4ymvJkllU7VSmcRZTfz1F8FhOYUXfcNvAiLN/4BiZ+L2RkD8YCaBpuBCZAJME0TImACNAJmh9k1DY5w95PQGPJ+iDs0bCYed4TOGP3VukuQg1mFTMzdVfnyX9m7Q6x1RXJFXyBSK5VKrUKg0OU2VDTWNbS3dP7/DIyGjAh8bao6UdT7twBohPYeY/7gR2EE9ACTGbPSncduMtJajNBCeTYCgIB8fQeJNoJBajFfMvv2nFknU75q/eumTNluff/tBc0wBYIpFK5XIFminYaASb3tzc1N3dNTDgdLldqB4cay3Bt/GgyZIQzPF/CT8ZPTh4dOFwMBwC4hoZdQ+ODLe2tzU0NppNZr2+QiqRlZfzy7miEp7s1fe/uu72DYvX7Vy0fue8Ndvueeb1N8q1v0sruyRXPYNpRoNM8muwibnQfFbYkiCAK5NtJviswdZkqnEKRZ98REraW5b0GSfpg1zSG4dIr+xLeumrpBc+T3rhMwAJgijweA7ik5MF/hLAzPcDjqDA3gW088/PSS98SXp5b+pbaUn/ISd/xk76pjQlXZqUrUrKrUiim4+RybHAphFLYTuSGdZZbNv5ubolWcK/ccRfFvCyOAX5+QUCHk+tUtoc9vrGxq6u7uGhYb/HE4avocQIkzMowv7HsQjjkFBCCSV02kSQCdAI7vXjU7i7jTdBwTCICzn7gUzarC2Norrmt/i6+QdLLqbpz83RXE1XLSeX/bNUfoArPSjWPMgULMwou5CuPo9tOJ+hXpBZ9kAGW9fn7hj0OPsGR0dHvQGPN4zgBI0yCWGdtdAMwcgvYuuZIJOKZl4KA1F4fGPB0XDQF4k4w+P1sdi7hqZ5mYLzKOq5DMNFGaK72YqvrS0MhaGML5GKpCqp3Ggy2qocDS3N7Wjg+4jbNTrqA7zxnb6Hi5U27oR71vjU8a4aT58gMIoosB8ITpD3jkai4+P45Em+QCh8NDYcmrj+1lULVm5evG7HwjVbV2x/lKvUq9EQC6lAwNNqNVqt1mq11dXVd7R3OPv63G6XD01ZDVUMv8RZEJQev3GML4gyTO7+TI0dF7jg4QCc+AIB9+hon9PZ2tpaXV1tNBjVCpVYICov5RYX8/LLxPc8/Ld5d923eP2OxRt2Ltm4689fZ/+pSLsonTeXpp9WUJWcX5WUX01i2JJYYO4rU44fBA+mn21LYVlTqIYUijYlQ558kJ/030LSxzTSf7IBTpJf+zb5X98kvfw16cUvEUu88AUWX5Je/C/pxa+TjgvYPe7If4+Lr1DbyItfYDl8heKlryGS/rUv6bVDKf8mJ39IS/kyP3l/WXK6JImiItEqSCwzwifUwmNNQSP10bqKyWhpxcrpnMpzc3VXpPM3MUTvFwsOMlmF5WVlpSUKmRweS01NdUtLc7+zf9TlDvr90VB4fGwsQSanVrjFJ3aOE348DkWYhYQSSiihM6KTj4CPNxFWN84EBUNtJm4fkElXX5e9qU5ZU3dQadmUI1iSxluYLbrhcOETefwvRLJsLv9wGf9NrmJjdsn8tJIrMrjzM7m37Gd8a6zXtw+09QyPDIJxQmTiQ9QBsINNGxyChC+AVrVGDSVYoAEmgQic4x2NBoeC/uFgpCsWE0ZjvztUcFG2fA7DeDFNNz+d+5LEkl1RWSDVCAQyhUShU2lsFltNTW1re3tvb597xO1xe7x+vxdugribUy8CBeJMuP2NT03a8cn0CQLL/t2swQScoGNjgSDwSSwYPRqMxV776Kv5d65fsm77sg27rrlt/VeZjMqmNqlSpVTK1SqFTCY1W6yVleBB23p7eocGEBX7AwE/ajHBkCeeRBDGzxMAyTgWk2QCOcBt+bHlTQYHB7u6uhobGm0Wq16jlYslQq6gvJSXX8z791eHblq/fdGarcByC1bfv+rJl98o1688UnIlRTGdbkhhWQBFUJsJqzKFXZXMJlYwxNcJSQL3z7Kk0I0pubrkbEVymjB5fynpSzbpYyrp35lJ76QlvXGI9PpB0mvfkl7ZR3rlGyz2od3XDpBePZCEBSTwXdKrB7HA0xDfkl7dT3rtWKBd7MzXDya/lZb8bhbpvVzSx8zk/xamHOQlZ8pIOWoSw0DimFGvMzSwBJuPC1uJBYqdynbMYJovyJLeTuY9xRF8lVdAzWcXFReJhWKtRm+zOZqaGru6OkeGBv0eL3zdjEXH0KKKCTI5pcLtPrFznPDjcSjCLCSUUEIJnRElyOTXCwoGZOJ2jQ4MDHT3dtU01OkslSU6xxe8ir/m8B7J4T6Wlf9RSfkRbgmDV5pTUpwpVr5XLHmcUvJHtuRPdMF7fL2krrOmtae9vcc15AY08QS8aDKuIOpWA/cMaQg0Bh4cI8Yl2IqK6KAn6PeORQaCof6xWG0stjVfeQ1ZMpequ4BuuDxDcA9Tmm5pyFcZi4RyvlAmV2iMFea6qvrWxta+7p7hgQGfCw0wQZN/YWs2nibhJBBvwn1/PAt35D+i78hkkiFQswBsxyY8gWjoaExtrb39nh2LV9y7eDVa8X3N9sdMtW1CuVoik0slYolYpNFqbfbK5ubW7m7AkqFRl9vn9aJqEAr/P0kmoQhCekAvl8vldDo72jvqamrNRqNGqZIIxeVl3DKeiFEi2PGXfyxZtWXByi3zV2+9dt3Ohz488CLXtPBw+YVUzTS6YQo2ngQBCdb+8B2Z5MFxaxLbgi0DX5Gco07KlCYd4ibtKyJ9ySJ9QiV9SCa9l0X6Txbp3xmkd9NI7x7BAhLpKN45LtCRDNI7mSgggZ+A4rh34WdCVv/JSnqfnPwxjfQpi/RVQdL+8pR0STJZSaJqSSwjGvIORUJL16Myk1hVKZyalLzqKUzLuQz91Rm8B+mCD4sEB1iM/NKC8nKuWqExG2y11Q3wcPr7nV73SDjgx1vhsCaTBJmcSuF2n9g5JvxgfIowCwkllFBCZ0QEmeAAELfCnW68CQrm9XpHPd7B4eGOzs7augaD0SZVm/NkxkNlii+Lpft5svSyEkoRK49bQCtgk/OLMkuFB7jyb3iqDLm51FJXUdVQW9fU3zfQ7xxA6x36fcAeaMF3bFQJpNEUXeCmg2iESQThCmAJGhcCRtIXHesNjbXGYkdaRhZm8GaTFRfmWS/JVd+cxX9XV88yVBaL5GVCqUSu1uiMDkdNS1Nbd3vXUP+A1+0OeLyog0sQTVGcIJN4E+7If0Q4OYDjRoH2sZ9AJsHoRDgW6/NEHn3mlQV3bLhx3bbFqzYtXXkvrVCgNthVWgMQqlQi0ev1Zou1tq6xvb0Lap17xAVY4vf54LcFZIKti3J2yARuHEMJok8XfhA/8vP1AzIBSw0poC2AE6jno6OjQ0NDvT09LU3NVQ5HhU4vl8n5PH5xKbdEINuXxbxl3fabNuxetH7ntWu2X79h9zvF6rspwusyRXPo2qlsczLqHAVG/wQy4VghMDgxJlG1SWRlUoY4+TCPtL+Y9HU+6QsW6TMGik9oCFQ+oSZhge3SkiA+xgLbJX1CJ30CZ0JAAj8CQSV9mpv0GTXpM1ryp3QI/Mykz1lJX+WT9haTvi1POixMypQl5WhIdH0SFDXPSmJaUvMqU/IqSWwHIpO8atidwTBcSBbfTua+XijZn1eck88uKi0UicR6rcFurW6sb+3rdY4MDwV8o0Bz6EGOx8bGJxJkcmqF231i55jwg/EpwiwklFBCCZ0RkXDrH4ci7G18y+v3j3i8AyPu9u7euoYms8UukWuKhDIGV5RWUJpRUETJY7OL89gAJyV5eSWl9KJSWjk/p4xfJNPwlTqzzV5XV9/b63T2D454UPcqNC1XIBQNRCKBCIAIPAXUlwsO+gMRPyAJwpJAMOwLRkdD411HY4JQ7P4i7VVU1bk03axc9eVpvD+V6HIdbWypulQgAjBRqDVma2V1TUNHe2dfb9/wsGvU7UXjV/x45qfsQRPGP+6FG99406QLxx05fuRHRMAJ9g4ACUiFQ+GIPzIRjMUO0YsX3XXPsrXblqy+f8nKe5998329pVqlrpBKlUKhWKXS6HR6q62ysam1t7d/eGjE4x4N+vFpgiPYmvJnjUyO1+Tt48/k5wuAZGIMLWgCCXg7WGrYw1qYIlDPvV6gcvfg4GBnZ2ddXZ3ZYlFr1DKplMvl5xfzeDL9c298OO+2dTfc9+D8DTuvuOve9c+/83yRenlG+RU0xTSGbirHivWMwptNviMTbIg5Nv8V25LEMCTn6pLJqqQMKemIkHSAi7BhfxnpmxLS10WkrwsnI2lv0cmiOGlvCRaQmDxYmPRNAQnFd+9CuUGekPMRIbpWpjyJrCZRdSQ6GmSSxLYmsexJLEcyNryExEbr1k/Js55HVS4lcx9i8v5bIibnFXJKirgCrlKtMpkttXVNnR09I4PDvtHRUMgfjoYiY+NjE7HxiZP0O0rolIuAgLgUYRYSSiihhM6IEmTym+Tz+4dHRwdcLiCThqYWs8kikytKeHx2SSmjsDiXxeIU5BWV5OcXsPIL2IVFRUx2Hp2TxykqLuXy4UyDoaKxsb69o6N/aNh1jEyigRBgSRgt947gwY86cWELwWMPBduNeEPjg+FYQyz2fu3gtUfKz89Vz2UZLyDLbs7if21sYmmshSKZQCqRKeUavc5RVVPf2Nzd3T0w0O9ye0Y9Ab8fMAdvk/FjFzkFwn1//AsDgbgTbsR/ttCi7zhFgAEfQzMIR32Ro60D3g0PPjl/xeYbNuxesmbrqu0PF4kVeqNVJJKIxVK1WiuTKauq6+obWzu6+pzOQbdr1OfxQRXAi4BmIP5/jkwghZMJahTC4GTE5ert621qbnZUVekNFQrUx01cUsorKhdxyiW33r193sr7FmzYsXjDjqvXbH3qIPPxPMWVacXn0lXTWSa0pMkkmWDj4FEQZGInsW1JTEsSzZBE0SWRNaRMJSlDTkqToDgkxEKQdIj/kyFIOihE8b0zeaRDXNJhLukQDz+SfBhlRToiIqVLSFlyEkWVnKslQQCWMEzJbGsKmoarKpldnZKHAkqbwrLOYBkup4g3UkrfLBYd5BQx8woKi4vFUgk8BHgUTa1tPX1O98hIAC3WGUAVYWw8On40QSZnRgQExKUIs5BQQgkldEaUIJPfJJ/f6/G6hkcGO7q76hsa7BazVq0qEwjyy8pY+YWcvPyiovzioryyksLykuJS+FeEoqiwWCQQqVUqo6mipq66q6fbOTDgHh31+3xofDu4/CAaVwLMAPjgC6Al3oN+PzhIwBJfKOwLRkbCEx3jMaEndleO5HKy4nymYW6OakGW6GlpTY65MV+qKZfIJQqFSqetMBvrGurbOtr7nL0jw8PeUb/fGwpgZIIaTtCwlgSZnE3hFvz49M/Q98kEvRGNMHn/m/Sr/7B+0dqdi9ftWrBy88sffmGsrlNrdeC85XI5kHCFwWyzV9c2tHR29w8NAQsjLAFCxS8OZHIWx5kAV+AJrDCnhkzwQ8TAHGz+Zfhi8Xg8/QMDnd1d8Lmw2m1ajRrQRCgU5hUWl4oV73z17TV3rF1y947Fa7cuWrdz7ZOvPMsS3Uwpu4Qhn5qrTWHZk7HeXPjCi2gSXoJMIBwklj2JaUumW5OpphSqKTnHQCLrSNlqUraKlKVE20xFUqYcIvlHIgmdoERIk6kgZcqJyJKRsqRYyIi3Z8GrCpQhRYPaSai6ZIYhiWFMYpgAjZJZNjSBGGAJIpOaFLSAvX0q3XAhXXdTtvBv9PKv88spnMLiohKBQKhQqiw2a21jfVtPR/+wE8AtFPRGIyH0ABGZTCQ6cp0ZERAQlyLMQkIJJZTQGVGCTH6T/D6vZ3R4YKC3t6+nvqHeZjbqNGqeSFjM5RYWl5SWlpYUFwp45dzSEgGXW1ZSVlJUAnzCK+NCqJUKs8VY31TX2d0JVgnNj4Qm5UJLwIN/BjLxE2TiBySBDT57kjcUHg1H+sZiVbHYMwLLNYd4lzCMM7LlV+bK11MlXxtbmCozT64WyuQypVJvNNqrKxtbmrp7uwcHB9DksB5/APDHH0akg8gEHnSCTM6mcAtO7BznyPHEjwhv3EBIgg04QcPfq1u7L150yw0bdi3b8MC85fevf/CvGkedVKMTScTYwHexXl9httjqGpq7evqdA0Cpbr/Pj8+sADnCpUPYMp6QOX6NMyzUvoENMsF/R/hBhBa/ROCnx8fGYfsdmSCHjUUkAjlDRfX5fS63u9fpbG1vq62vM5oMSoVcLBLyBcKCMgG9RLD76Reuvn3NDeu3L1q9bf7qbbs/OvBwmeq6zJK5dN0UJjL9+PS7WGBkgpYNQW0pJKYDIplhT2U6Uui2ZJqVlGsiUQ1JNAOJWoHaUqj6pFwd6u71owEnVGABCTx0SVQIbTJNl0LTp1ArIOA4KQeApIJEM5IYJogkljmZbUlmW481mFQmsxxJrMoktEBk5RS27dxc7YJcxT1k7gf5/Ex2AWBYWUmpXKaAWlFTW9vc1tLl7B5yDwYCo0Am49EIeowIS44myOTMiICAuBRhFhJKKKGEzojODpmAP8ATPt+ZWID8lAu3OCCAhdFRN5j+3r7elpaWmqoqvV4nlckEQmF5OZfP5wuFAjA94AvFIpEQdgQCHpcHAUfUKpXVamlobOjs6ho4RibYoHfs+RCDQNAIeNiGo+Fh10ggFPZGIgPBYEcsRhucWLK/6JJs5Wyq/kK6elE27x1lFaOiqlCs4IvEcoVSq9NZbTY8f2e/c8Q14vF4UPsLGqqCPPqxS5wCoeziQLivBUGRIB1XAmeMJ/By4kLu+xcKnvXY+HgoGB6LTETD42DpA5Fx/3js8edeXrh847K125es2rroznuZZXKN0S5XqUUisUwmValURqMJTRvd2tbbC5XB7UMLvuMjTCaLAfb97GAJCKeI3y4cS04quFO4X/gEeL3eoaGh7u5urE9XpU6vV8mV/HJBaZmwsFx8MIf5h41blq65f+n6nQtXbfndrr/8gyNYk1V8NU01g2FKYdqT8YmD0SgO1KeLxLbjI+Px46gbFQsDA6adxLAms6xJTDME4gcskfyTgfqDMeEtsD1JJGNxbNdKgmBYSSwbiWVBU4ThncrQSia2KYVVJJYVjTBhVc5iV16Wo/nD4eKXimT7OMU0Nqe4pBS+jrQardVqbW5u7untGRoZ9vg88K0ADwkHPGASbJPQaRdBAPEqwiwklFBCCZ0Rnf02E9za/m8J974gKD+4HJfL1d/f39HRgYbVms1arVahUEgkErlcDgkwhXBErVYrlUr8uEwmg4MVFRUOhwPZgp6ewUG0psRJOQ38LGZpUUcbbyA0GAj1TMQssdjddPkVaZI5VP0FLOMV2YL7ONJsa3OBTM+TyICDMCdqrKmpaW1tdTqdeP5QVMgQf+aTt/DbBVnFodAzi3sRrvyXKITVhvHo2HhkPBqe8AfGQkdj1GL+khV337B2C5r39o57Hv37q5WNXRK5GiBZLJZArdPpdDabrREt740w2O1249Xg15XhdIigh9MpuApUDLhr+KDBE4DPRTt8ZpsaDSaTTqWRCiRcrriMJ2EUlDz1rzfn3bFhybrtN2zYNW/N1g0vvPsPrn7eoZKLaPrpDHMq1o8riW3Hp+VNzq9MLahKgiOomeJ7QWLa8GXjf3bAyfZfFGjqLTT6BS8JhAMPEsucimY0dkxl2efSzfMzRI8yhJ8WCbAV3/P5fD58O8FXRHV1dWdnJ/6XEagSeH2AZ4U75sSsXGdGBAHEqwizkFBCCSV0RpQgk18j3N+AoPzgcvBF3AAwADOqqqrg//d6vR5oBLYGgwF2LRYLEAukgUbAI8JxOAhOEUgGeAYc0tDQ0MnJJBBEa5zAYa8/jAa+R/uiaOD7B5a2hRmS83MqZnMsF+Qqlh7O/8jUxNRXF4tUQgREcriK3W6vr6/HnSiwE2AJnj+UGbPup4ZM8KziUMi/x7cwQ/6LNT4xHgoFJsaiE9HxYCAaPRpr6B7a9OjfFq3avHDVloV3bfrDhp2FQrVcZ5ap1Kgrl0wKVRGqH3jQtrY2QOjh4WGoDHg1+NXFOOXC4eF0C+4X7hrqLXwW4Dmgps6ONqvDbjTolXK5QCguLuWVcIVpVPbtmx5YvHb7orU7rl+746oN2/+eU3IvTTYvUzKXVjGFaU5mm5M5lmS2BVs2BF/Q8HuBMQYK1JrBgtN+QCAQxAnfj+9Rx/8dLDuCH6YtmWVPZsEW781lT4GX6JapHAfszmQaLs4W35ld/maB+CC7hMYpKC4uFovFUCvwv4xAlYDvB3gg8GTgFwE0MgkkCTI5AyLsfxyLMAsJJZRQQmdEZ4dM4P+CeAJ3t/9zws0NCG4BTB6QCbgcvNmksbER4ASoAMAD/scP6ZqamtraWvCFkIYjVqsVXoI0HGxqasLJAd5+UjJBo5P9oYg/FA1EfJ6ANzLWOR4rH4muzS6/NEN6Ls1wLl17FVn4x1IV2drAFGnK+DKhCHXdASeKN5j09vZOZj75wKH8k7fwW4TnEz+aLBLm/ONLk6UC83d8ArnyX6RoCM01FUJ1AyyDNxL7Mo127a3rwEMvXrdz4V33vfPFQbW5Wq6t4AkFIolIJpcBD+OY2tnZiTMwXhOgSCi//2NMyxkSTg6nW3AhuGus8gbdbvfA4GB7V2d1XY3dZtZpVWKJuKS0rKikrJAreuOzA9fefveS9bsXbdhz3bpttzzxwj/KjHek868iK2bTtOcwtDNZ+lkswyyWcSYTxTks02TgR2YwDBCTr87imI87B9IQlt8eMxiQP2SI0pCAa81imc5lms+lm2dSUfEuoMpuoJQ/yuF/kc8lYyNMuFyuUqmErwj4CoKvLKgS8A0GDwRqIzyiBJmcYRH2P45FmIWEEkoooTOiszbO5P8Zwe0AnIDbAwBwOp1AGsADzc3NgCgAHpBoaWlpa2uDg5CAI3AcBMfhSHd3N/43bDBJ+J+xiUyPCbnPyFjIE4gGxwLBiDsU6ojF/qOv/X0W9yq65nya9iqm+sb0ovSaNrZKXyyQC/gSmVSu1+uBfOBakD/ejwt3HqdEyPjHk8BO4QkoG/L78Srcf/9mhaNjcMP+SDA4MTYRjMQqKptvWL154Zpt89fsWrJ+z70PP81VGJV6s1SuFEkkgCVarQZgGLAEPCjejwsHYCK/uBFODqdbxMUi8PzQDMIut7uvv7+to72hocZirtBq1UKhoKSkpLhcUCTWrd31l4Wrti1Ys+O6lZvn3b1n10dHHqfLbkrnX50tuZwiuTRHenmO/PIcxaUUOcRlOYrJgN1LyDL8+I/F8ef/+shVXJIjvYQqu5iquJiqvISmugS2ObJLyFA21aXZ8iuosgWZJduoxW8X8w5wCpgFBcUlpWKxGGAVviLwv1zgVQI+QfBYjseShM6ACO8fxyKcQkIJJZTQmVKCTH6r4HbA94P7d7lcQ0NDQBo9PT3AJ52dnbCFNPy/H4gFtvhxXMAMcAROhreAM4AcTmwwAQGZjIXCfrc36AsFQhFX0N8Vi31uaVr8Ve7VR0rn50qv38d+SVmZo7eUSKQ8gUgulWvUhBMFHILrAvZA5mDCiBx/s3AMiE8REBCXwg3xbxZkFBgfj0RDoYnxWGg89vDfXpy//J4l63ctvfuhxWt2fpXB0lpqJHJ84LtMo1absLEE4EGh+uGVAf8AEvnFjQh0OM3CrwW/Dqgt8BDgaQwOD/X0djc31dusJpOpQi6XcsvLCotLi/iKvVl5i1duXbJu18I1W69dtfm2h595OqNwF4V/d65oXa5gVQ5vTY4AYlUOH2J1rmAyJo/giR8JePWk8YPTfjp4K3LKVuSW35XLuytXsIIqWpErXEHhrsguX00RradKV1O4WyhFL9Dzv2TnZ7LZ+YWFPD5fqVTiXxHwRTQ4OIh/OcAzgeeTIJMzKcL7x7cIp5BQQgkldKaUIJNTIPhfOwjgBBgDzB/8z35gYACoAwRpYA8QfhBQAX8JtnBksrXk+K5WPxCyUYAD2IomIx5PVyAi7B19KDN/+X7GnfsY/yzRkk2N+UpdKZ8vFgnUSpnRUAFOtKWlBZwoXAJKBZmfFHt+nXAGiE8hAohX4Z74NwsstR8jk/D4eEysMl17012LV9+/eN2Oa5bft+XJFytqWyVqvVgqU6uUSoVcp1FPDnyHuodXBvxZEfnFjXByOH3CPTexc2zACTwN+NT29/e1tzbX11RbLGZ4akIhv7S8LL+YxyqRPvLc29cv33zjPXsWb9h5zYpNe1778F166bts7tus8jcYJRBvscreYJW+Ri/Gdyfj9ROOnBClPxI/OO0ng1n0OqvgDXbhm6zSN5nlbzK5bzDK3mSWvMkofota+i6D9yat6ANm4T42J4PF5BQVlZdzpTLUu6+mpgb/ywV8/8A3D14f8EdEuOaETr8I7x/HImxCQgkllNAZVIJMfqvgf+pwR2BxJvnEdUx4YwgIjsMWfwkOHv8qzgw/8UzQxMHBAOQOP4dGXH2j/qphv3LAf8jckGFrybM058lNRXyJQCiUy0RatcJmteBddyYbTLBHfsqeOXK18aTJIuEAELfC/fdvVjgY9CEuCUfGJmIvv/nB/FtWLVlxz+JV911z6+p8qVZusCo0OolEIuTzKvRaswnNz4YPfAc8hnoINQGeFZFZPIkghtMm3HaDII1fEX4pAb/f6xkdGRro6+nqaGutdDg0apVMJuYL+cXlAlaJ+Ok3Plu0ctv1K7cu2bhr4Zr7b9y49fOMnG/ItP05jG/IVIj9OfRvcqhfZ8PB3B/EPgqcAAl02omxj0LfRz4h4CCF9kuC+jWZvJdC2U+m7cum782i7c2CzHP3ZeceyKYfJDMP5jIOU2mZ1Bw6k15UXCIUiPE21aampp6eHrxK4JVz8hERrjmh0y/C/sexCJuQUEIJJXQGdbrIBAw3CE/j3hGztWdZk8XAS3Vqhd8s3DXOIfgTOFHw6qRg96QlQUabECITPwITr9vlHhl2OYdG6rv7TM3tyupGXoWtTF5RKlTyBBKJWKJWKU2miupq1H0cnCjAD7AQXioi318i4vpxKfBSeCGR5f9fEG6Ff6OwnODeg9ExtF57MBpr6xn+499f3Lj9oRX3bfvgv/tt9c1ihUoEdUEEjKrW6bRVVZXN2LTUk5UB/80SOZ4NHQ8GiBjOkogywMPw+T2ukeGh/u6ejsaGBrvNqlbLxTIxVyI/SOHMv+2epWt2L93w4MK1O+ev3rTtr88eyqEdIVMOZ5MhIAFxKCsL4nDmSSP7SBZlMg5nkn91HJ/P8XE4m3IYJXIgDmaRD2bBFclHMrLTMsnp2ZSMXEo2PZfKpOXlcfg8oVKutpit+MD3AWymYKgP8BwSQHJWRNj/uBHuCSCBlw3fTSihhBI6wzpDZBInAk+GJ05rqSDzyXv/aRFvOEGY/UYKhoL+kB/C4/O63KODg8O9vc6GlhZbdXWF0SSVK/lCKZcvFgokCpkSnKjNZm1obOjq6hrChq8Az/z0hX5CRAniXphfj2vhJvi3C89tfDzqD/j9wfCoPzLkDg2PhkUKTTFPYKms0hmMUplMJpUp5YoKnd5mtdbX1eENJuBBoTLgv9ZTWKTfKIISzoaIEgDhBcIhX2B4ZLCrp6Onpxs+QSazQayQi7WGu/f8afFdW5ate3DJ2geWrt998707PzhwhMxgknMoWeTszOys4+PHBa+RT1NkoqBAZGVSYDc9OystKwOuiAoH2+zsHCqFxqCyOeyi4mKpRK7XVlQ6KvEGk+HhYfhmgMoATwM3ygmdYWE4EEcCQ4An8LLhFiGhhBJK6Azr1JPJiUxyfPrsCmwZnoiT8vyYMMuNhJGJzxfyeQL+YZfb2T/Y0dlVXVdrtlmUWo1AKikTicoEIjGYU5XeaDJV19S0d7T39va6sAVMfsttEiWIe2F2PX5FOOBTISLHMGpGC4Qibk+wf3C0vbOvHapEbbXZYhIIeHKpVCGT6zRas9FY5XC0tbb2YZUB/0hOPi4ix7MtHBLOllAB4F8gGvAGXW5Xj7O7u7ervqne7LDqbba9WdR5t65dsnonYMkN6x9atGLLo8+9SuYUUlmsXGoOmZKdTc46PuDISSObQs6mUE5rkMmUnGxKDplMzoXLZeVQ4BAlJ4dGzaWz6Mw8dl5xSRmXL1SrtVarraG+obOzEx+BBh9zvDIk2kzOinAMiE8RBiGhhBJK6IwrQSanRZMX+nVCjhsTkIkvCGTi9/j9Qy53r7O/vaOjqrrKbDEr1CqhVMwVi/hiqUymNlZY7PbKRuyvoZMD33/LbRIliEtB8XCHPZmIT2H2+5SJyBQjE5d7dGTEMzjkrq9vaqivNxr0cplIo5IDmcilMoNOX1dd01hf39XRiTeY4DUB3ozng2d4VjR5dYIPzp7wUoSDY5HQuM/vd3ncvf19zR1t1Y2NQo1+5bYHl63dtmzDA0vW7lm2euetG3bl5JWxi0qZbA6LxWAw6TQalU6nQVCpuRC5uTmTgR8hjp+ioMKFTgwoBA2JQYWg0hm5EAxUKgaDwWYx84o4RWWFpTyeSCSVG02mmho0N8bkwHf8dwGPgnDKCZ1ZERAQlyIMQkIJJZTQGdepJxPkauNJhJnFRBw6qyKKgok49H0Rrx0T7PsDAY/XN+Jy9TmdYCyqHA6LyaTWqKQy+CeXy5Rand5mczTWNXV1dA8NDk02mBBZ/D8hcFF4Ah4RpONWmN89LcLzDwb9EF6PZ3houL2tHbDEYjLqdVAd5GqlTCYR67U6i8ncUFsHWNLb0+MaQQ0meL2azOeYLz9rwtDgLAsvSCQyNj521O8Pukc9AP8tnV3N3c7XP/pq0Yr75q/csnTDAwtXbZ/3h41fHMgpKBXk5RcVFBTl5xcUFhZBQKKgoHBye9IoyM87JVFYkP8jUQBlKs6HyC8uzCsqyissKigsApWVFnOFZUKpQKpQqLX6isoqR3NzY09PN96GBlUC/0UQNjmhMyuCAOJVhEFIKKGEEjrj+n+fTP63hJvv4xUMhAL+oA/IZHikt7evubkZyMRmNus0aqVcrlEodSqN0WSqqq5paWrt6+6D0yYbTIgs/p8T7tHjU5jfPS3C84ca4fV60Po4XV39vd21VZU2q0Wr1UilYqGQr1apAEsqbfbG+vruzq7h41Z8nywbJI758rMjjAvOvojCjEXh6YSCEWD5YZdnxBuSaK133L1r0cqtN937yKJ1u+bftXnjrieYRYLCEm5paVlZGbe8nMfl8vHg8QVoy0PbE4PH5WGnlp+24Arg2lAInkDI44v4PCGkBHy+QCAUisVCqUqm0asrTEaz3WFvaqrv6mrv70eTR+NVAh4CYZMTOrMi7H8cizAICSWUUEJnWLHY/wcx9HcepdCuEwAAAABJRU5ErkJggg==)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "eamTGMSeEjsX"
      },
      "source": [
        "# Aula 3 - Correlações e Causalidades"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 246
        },
        "id": "5f1lPOUrE2iL",
        "outputId": "f6f8c1cb-9790-4ce8-99bd-242a13b0f1c4"
      },
      "source": [
        " dados.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>id</th>\n",
              "      <th>tratamento</th>\n",
              "      <th>tempo</th>\n",
              "      <th>dose</th>\n",
              "      <th>composto</th>\n",
              "      <th>g-0</th>\n",
              "      <th>g-1</th>\n",
              "      <th>g-2</th>\n",
              "      <th>g-3</th>\n",
              "      <th>g-4</th>\n",
              "      <th>g-5</th>\n",
              "      <th>g-6</th>\n",
              "      <th>g-7</th>\n",
              "      <th>g-8</th>\n",
              "      <th>g-9</th>\n",
              "      <th>g-10</th>\n",
              "      <th>g-11</th>\n",
              "      <th>g-12</th>\n",
              "      <th>g-13</th>\n",
              "      <th>g-14</th>\n",
              "      <th>g-15</th>\n",
              "      <th>g-16</th>\n",
              "      <th>g-17</th>\n",
              "      <th>g-18</th>\n",
              "      <th>g-19</th>\n",
              "      <th>g-20</th>\n",
              "      <th>g-21</th>\n",
              "      <th>g-22</th>\n",
              "      <th>g-23</th>\n",
              "      <th>g-24</th>\n",
              "      <th>g-25</th>\n",
              "      <th>g-26</th>\n",
              "      <th>g-27</th>\n",
              "      <th>g-28</th>\n",
              "      <th>g-29</th>\n",
              "      <th>g-30</th>\n",
              "      <th>g-31</th>\n",
              "      <th>g-32</th>\n",
              "      <th>g-33</th>\n",
              "      <th>g-34</th>\n",
              "      <th>...</th>\n",
              "      <th>c-60</th>\n",
              "      <th>c-61</th>\n",
              "      <th>c-62</th>\n",
              "      <th>c-63</th>\n",
              "      <th>c-64</th>\n",
              "      <th>c-65</th>\n",
              "      <th>c-66</th>\n",
              "      <th>c-67</th>\n",
              "      <th>c-68</th>\n",
              "      <th>c-69</th>\n",
              "      <th>c-70</th>\n",
              "      <th>c-71</th>\n",
              "      <th>c-72</th>\n",
              "      <th>c-73</th>\n",
              "      <th>c-74</th>\n",
              "      <th>c-75</th>\n",
              "      <th>c-76</th>\n",
              "      <th>c-77</th>\n",
              "      <th>c-78</th>\n",
              "      <th>c-79</th>\n",
              "      <th>c-80</th>\n",
              "      <th>c-81</th>\n",
              "      <th>c-82</th>\n",
              "      <th>c-83</th>\n",
              "      <th>c-84</th>\n",
              "      <th>c-85</th>\n",
              "      <th>c-86</th>\n",
              "      <th>c-87</th>\n",
              "      <th>c-88</th>\n",
              "      <th>c-89</th>\n",
              "      <th>c-90</th>\n",
              "      <th>c-91</th>\n",
              "      <th>c-92</th>\n",
              "      <th>c-93</th>\n",
              "      <th>c-94</th>\n",
              "      <th>c-95</th>\n",
              "      <th>c-96</th>\n",
              "      <th>c-97</th>\n",
              "      <th>c-98</th>\n",
              "      <th>c-99</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>id_000644bb2</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>24</td>\n",
              "      <td>D1</td>\n",
              "      <td>b68db1d53</td>\n",
              "      <td>1.0620</td>\n",
              "      <td>0.5577</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-0.6208</td>\n",
              "      <td>-0.1944</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>-1.0220</td>\n",
              "      <td>-0.0326</td>\n",
              "      <td>0.5548</td>\n",
              "      <td>-0.0921</td>\n",
              "      <td>1.1830</td>\n",
              "      <td>0.1530</td>\n",
              "      <td>0.5574</td>\n",
              "      <td>-0.4015</td>\n",
              "      <td>0.1789</td>\n",
              "      <td>-0.6528</td>\n",
              "      <td>-0.7969</td>\n",
              "      <td>0.6342</td>\n",
              "      <td>0.1778</td>\n",
              "      <td>-0.3694</td>\n",
              "      <td>-0.5688</td>\n",
              "      <td>-1.1360</td>\n",
              "      <td>-1.1880</td>\n",
              "      <td>0.6940</td>\n",
              "      <td>0.4393</td>\n",
              "      <td>0.2664</td>\n",
              "      <td>0.1907</td>\n",
              "      <td>0.1628</td>\n",
              "      <td>-0.2853</td>\n",
              "      <td>0.5819</td>\n",
              "      <td>0.2934</td>\n",
              "      <td>-0.5584</td>\n",
              "      <td>-0.0916</td>\n",
              "      <td>-0.3010</td>\n",
              "      <td>-0.1537</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4805</td>\n",
              "      <td>0.4965</td>\n",
              "      <td>0.3680</td>\n",
              "      <td>0.8427</td>\n",
              "      <td>0.1042</td>\n",
              "      <td>0.1403</td>\n",
              "      <td>0.1758</td>\n",
              "      <td>1.2570</td>\n",
              "      <td>-0.5979</td>\n",
              "      <td>1.2250</td>\n",
              "      <td>-0.0553</td>\n",
              "      <td>0.7351</td>\n",
              "      <td>0.5810</td>\n",
              "      <td>0.9590</td>\n",
              "      <td>0.2427</td>\n",
              "      <td>0.0495</td>\n",
              "      <td>0.4141</td>\n",
              "      <td>0.8432</td>\n",
              "      <td>0.6162</td>\n",
              "      <td>-0.7318</td>\n",
              "      <td>1.2120</td>\n",
              "      <td>0.6362</td>\n",
              "      <td>-0.4427</td>\n",
              "      <td>0.1288</td>\n",
              "      <td>1.4840</td>\n",
              "      <td>0.1799</td>\n",
              "      <td>0.5367</td>\n",
              "      <td>-0.1111</td>\n",
              "      <td>-1.0120</td>\n",
              "      <td>0.6685</td>\n",
              "      <td>0.2862</td>\n",
              "      <td>0.2584</td>\n",
              "      <td>0.8076</td>\n",
              "      <td>0.5523</td>\n",
              "      <td>-0.1912</td>\n",
              "      <td>0.6584</td>\n",
              "      <td>-0.3981</td>\n",
              "      <td>0.2139</td>\n",
              "      <td>0.3801</td>\n",
              "      <td>0.4176</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>id_000779bfc</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D1</td>\n",
              "      <td>df89a8e5a</td>\n",
              "      <td>0.0743</td>\n",
              "      <td>0.4087</td>\n",
              "      <td>0.2991</td>\n",
              "      <td>0.0604</td>\n",
              "      <td>1.0190</td>\n",
              "      <td>0.5207</td>\n",
              "      <td>0.2341</td>\n",
              "      <td>0.3372</td>\n",
              "      <td>-0.4047</td>\n",
              "      <td>0.8507</td>\n",
              "      <td>-1.1520</td>\n",
              "      <td>-0.4201</td>\n",
              "      <td>-0.0958</td>\n",
              "      <td>0.4590</td>\n",
              "      <td>0.0803</td>\n",
              "      <td>0.2250</td>\n",
              "      <td>0.5293</td>\n",
              "      <td>0.2839</td>\n",
              "      <td>-0.3494</td>\n",
              "      <td>0.2883</td>\n",
              "      <td>0.9449</td>\n",
              "      <td>-0.1646</td>\n",
              "      <td>-0.2657</td>\n",
              "      <td>-0.3372</td>\n",
              "      <td>0.3135</td>\n",
              "      <td>-0.4316</td>\n",
              "      <td>0.4773</td>\n",
              "      <td>0.2075</td>\n",
              "      <td>-0.4216</td>\n",
              "      <td>-0.1161</td>\n",
              "      <td>-0.0499</td>\n",
              "      <td>-0.2627</td>\n",
              "      <td>0.9959</td>\n",
              "      <td>-0.2483</td>\n",
              "      <td>0.2655</td>\n",
              "      <td>...</td>\n",
              "      <td>0.4083</td>\n",
              "      <td>0.0319</td>\n",
              "      <td>0.3905</td>\n",
              "      <td>0.7099</td>\n",
              "      <td>0.2912</td>\n",
              "      <td>0.4151</td>\n",
              "      <td>-0.2840</td>\n",
              "      <td>-0.3104</td>\n",
              "      <td>-0.6373</td>\n",
              "      <td>0.2887</td>\n",
              "      <td>-0.0765</td>\n",
              "      <td>0.2539</td>\n",
              "      <td>0.4443</td>\n",
              "      <td>0.5932</td>\n",
              "      <td>0.2031</td>\n",
              "      <td>0.7639</td>\n",
              "      <td>0.5499</td>\n",
              "      <td>-0.3322</td>\n",
              "      <td>-0.0977</td>\n",
              "      <td>0.4329</td>\n",
              "      <td>-0.2782</td>\n",
              "      <td>0.7827</td>\n",
              "      <td>0.5934</td>\n",
              "      <td>0.3402</td>\n",
              "      <td>0.1499</td>\n",
              "      <td>0.4420</td>\n",
              "      <td>0.9366</td>\n",
              "      <td>0.8193</td>\n",
              "      <td>-0.4236</td>\n",
              "      <td>0.3192</td>\n",
              "      <td>-0.4265</td>\n",
              "      <td>0.7543</td>\n",
              "      <td>0.4708</td>\n",
              "      <td>0.0230</td>\n",
              "      <td>0.2957</td>\n",
              "      <td>0.4899</td>\n",
              "      <td>0.1522</td>\n",
              "      <td>0.1241</td>\n",
              "      <td>0.6077</td>\n",
              "      <td>0.7371</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>id_000a6266a</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>18bb41b2c</td>\n",
              "      <td>0.6280</td>\n",
              "      <td>0.5817</td>\n",
              "      <td>1.5540</td>\n",
              "      <td>-0.0764</td>\n",
              "      <td>-0.0323</td>\n",
              "      <td>1.2390</td>\n",
              "      <td>0.1715</td>\n",
              "      <td>0.2155</td>\n",
              "      <td>0.0065</td>\n",
              "      <td>1.2300</td>\n",
              "      <td>-0.4797</td>\n",
              "      <td>-0.5631</td>\n",
              "      <td>-0.0366</td>\n",
              "      <td>-1.8300</td>\n",
              "      <td>0.6057</td>\n",
              "      <td>-0.3278</td>\n",
              "      <td>0.6042</td>\n",
              "      <td>-0.3075</td>\n",
              "      <td>-0.1147</td>\n",
              "      <td>-0.0570</td>\n",
              "      <td>-0.0799</td>\n",
              "      <td>-0.8181</td>\n",
              "      <td>-1.5320</td>\n",
              "      <td>0.2307</td>\n",
              "      <td>0.4901</td>\n",
              "      <td>0.4780</td>\n",
              "      <td>-1.3970</td>\n",
              "      <td>4.6240</td>\n",
              "      <td>-0.0437</td>\n",
              "      <td>1.2870</td>\n",
              "      <td>-1.8530</td>\n",
              "      <td>0.6069</td>\n",
              "      <td>0.4290</td>\n",
              "      <td>0.1783</td>\n",
              "      <td>0.0018</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.5477</td>\n",
              "      <td>-0.7576</td>\n",
              "      <td>-0.0444</td>\n",
              "      <td>0.1894</td>\n",
              "      <td>-0.0014</td>\n",
              "      <td>-2.3640</td>\n",
              "      <td>-0.4682</td>\n",
              "      <td>0.1210</td>\n",
              "      <td>-0.5177</td>\n",
              "      <td>-0.0604</td>\n",
              "      <td>0.1682</td>\n",
              "      <td>-0.4436</td>\n",
              "      <td>0.4963</td>\n",
              "      <td>0.1363</td>\n",
              "      <td>0.3335</td>\n",
              "      <td>0.9760</td>\n",
              "      <td>-0.0427</td>\n",
              "      <td>-0.1235</td>\n",
              "      <td>0.0959</td>\n",
              "      <td>0.0690</td>\n",
              "      <td>-0.9416</td>\n",
              "      <td>-0.7548</td>\n",
              "      <td>-0.1109</td>\n",
              "      <td>-0.6272</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>0.1172</td>\n",
              "      <td>0.1093</td>\n",
              "      <td>-0.3113</td>\n",
              "      <td>0.3019</td>\n",
              "      <td>-0.0873</td>\n",
              "      <td>-0.7250</td>\n",
              "      <td>-0.6297</td>\n",
              "      <td>0.6103</td>\n",
              "      <td>0.0223</td>\n",
              "      <td>-1.3240</td>\n",
              "      <td>-0.3174</td>\n",
              "      <td>-0.6417</td>\n",
              "      <td>-0.2187</td>\n",
              "      <td>-1.4080</td>\n",
              "      <td>0.6931</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>id_0015fd391</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>48</td>\n",
              "      <td>D1</td>\n",
              "      <td>8c7f86626</td>\n",
              "      <td>-0.5138</td>\n",
              "      <td>-0.2491</td>\n",
              "      <td>-0.2656</td>\n",
              "      <td>0.5288</td>\n",
              "      <td>4.0620</td>\n",
              "      <td>-0.8095</td>\n",
              "      <td>-1.9590</td>\n",
              "      <td>0.1792</td>\n",
              "      <td>-0.1321</td>\n",
              "      <td>-1.0600</td>\n",
              "      <td>-0.8269</td>\n",
              "      <td>-0.3584</td>\n",
              "      <td>-0.8511</td>\n",
              "      <td>-0.5844</td>\n",
              "      <td>-2.5690</td>\n",
              "      <td>0.8183</td>\n",
              "      <td>-0.0532</td>\n",
              "      <td>-0.8554</td>\n",
              "      <td>0.1160</td>\n",
              "      <td>-2.3520</td>\n",
              "      <td>2.1200</td>\n",
              "      <td>-1.1580</td>\n",
              "      <td>-0.7191</td>\n",
              "      <td>-0.8004</td>\n",
              "      <td>-1.4670</td>\n",
              "      <td>-0.0107</td>\n",
              "      <td>-0.8995</td>\n",
              "      <td>0.2406</td>\n",
              "      <td>-0.2479</td>\n",
              "      <td>-1.0890</td>\n",
              "      <td>-0.7575</td>\n",
              "      <td>0.0881</td>\n",
              "      <td>-2.7370</td>\n",
              "      <td>0.8745</td>\n",
              "      <td>0.5787</td>\n",
              "      <td>...</td>\n",
              "      <td>-2.1220</td>\n",
              "      <td>-0.3752</td>\n",
              "      <td>-2.3820</td>\n",
              "      <td>-3.7350</td>\n",
              "      <td>-2.9740</td>\n",
              "      <td>-1.4930</td>\n",
              "      <td>-1.6600</td>\n",
              "      <td>-3.1660</td>\n",
              "      <td>0.2816</td>\n",
              "      <td>-0.2990</td>\n",
              "      <td>-1.1870</td>\n",
              "      <td>-0.5044</td>\n",
              "      <td>-1.7750</td>\n",
              "      <td>-1.6120</td>\n",
              "      <td>-0.9215</td>\n",
              "      <td>-1.0810</td>\n",
              "      <td>-3.0520</td>\n",
              "      <td>-3.4470</td>\n",
              "      <td>-2.7740</td>\n",
              "      <td>-1.8460</td>\n",
              "      <td>-0.5568</td>\n",
              "      <td>-3.3960</td>\n",
              "      <td>-2.9510</td>\n",
              "      <td>-1.1550</td>\n",
              "      <td>-3.2620</td>\n",
              "      <td>-1.5390</td>\n",
              "      <td>-2.4600</td>\n",
              "      <td>-0.9417</td>\n",
              "      <td>-1.5550</td>\n",
              "      <td>0.2431</td>\n",
              "      <td>-2.0990</td>\n",
              "      <td>-0.6441</td>\n",
              "      <td>-5.6300</td>\n",
              "      <td>-1.3780</td>\n",
              "      <td>-0.8632</td>\n",
              "      <td>-1.2880</td>\n",
              "      <td>-1.6210</td>\n",
              "      <td>-0.8784</td>\n",
              "      <td>-0.3876</td>\n",
              "      <td>-0.8154</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>id_001626bd3</td>\n",
              "      <td>com_droga</td>\n",
              "      <td>72</td>\n",
              "      <td>D2</td>\n",
              "      <td>7cbed3131</td>\n",
              "      <td>-0.3254</td>\n",
              "      <td>-0.4009</td>\n",
              "      <td>0.9700</td>\n",
              "      <td>0.6919</td>\n",
              "      <td>1.4180</td>\n",
              "      <td>-0.8244</td>\n",
              "      <td>-0.2800</td>\n",
              "      <td>-0.1498</td>\n",
              "      <td>-0.8789</td>\n",
              "      <td>0.8630</td>\n",
              "      <td>-0.2219</td>\n",
              "      <td>-0.5121</td>\n",
              "      <td>-0.9577</td>\n",
              "      <td>1.1750</td>\n",
              "      <td>0.2042</td>\n",
              "      <td>0.1970</td>\n",
              "      <td>0.1244</td>\n",
              "      <td>-1.7090</td>\n",
              "      <td>-0.3543</td>\n",
              "      <td>-0.5160</td>\n",
              "      <td>-0.3330</td>\n",
              "      <td>-0.2685</td>\n",
              "      <td>0.7649</td>\n",
              "      <td>0.2057</td>\n",
              "      <td>1.3720</td>\n",
              "      <td>0.6835</td>\n",
              "      <td>0.8056</td>\n",
              "      <td>-0.3754</td>\n",
              "      <td>-1.2090</td>\n",
              "      <td>0.2965</td>\n",
              "      <td>-0.0712</td>\n",
              "      <td>0.6389</td>\n",
              "      <td>0.6674</td>\n",
              "      <td>-0.0783</td>\n",
              "      <td>1.1740</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.2274</td>\n",
              "      <td>0.3215</td>\n",
              "      <td>0.1535</td>\n",
              "      <td>-0.4640</td>\n",
              "      <td>-0.5943</td>\n",
              "      <td>0.3973</td>\n",
              "      <td>0.1500</td>\n",
              "      <td>0.5178</td>\n",
              "      <td>0.5159</td>\n",
              "      <td>0.6091</td>\n",
              "      <td>0.1813</td>\n",
              "      <td>-0.4249</td>\n",
              "      <td>0.7832</td>\n",
              "      <td>0.6529</td>\n",
              "      <td>0.5648</td>\n",
              "      <td>0.4817</td>\n",
              "      <td>0.0587</td>\n",
              "      <td>0.5303</td>\n",
              "      <td>0.6376</td>\n",
              "      <td>-0.3966</td>\n",
              "      <td>-1.4950</td>\n",
              "      <td>-0.9625</td>\n",
              "      <td>-0.0541</td>\n",
              "      <td>0.6273</td>\n",
              "      <td>0.4563</td>\n",
              "      <td>0.0698</td>\n",
              "      <td>0.8134</td>\n",
              "      <td>0.1924</td>\n",
              "      <td>0.6054</td>\n",
              "      <td>-0.1824</td>\n",
              "      <td>0.0042</td>\n",
              "      <td>0.0048</td>\n",
              "      <td>0.6670</td>\n",
              "      <td>1.0690</td>\n",
              "      <td>0.5523</td>\n",
              "      <td>-0.3031</td>\n",
              "      <td>0.1094</td>\n",
              "      <td>0.2885</td>\n",
              "      <td>-0.3786</td>\n",
              "      <td>0.7125</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 877 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "             id tratamento  tempo dose  ...    c-96    c-97    c-98    c-99\n",
              "0  id_000644bb2  com_droga     24   D1  ... -0.3981  0.2139  0.3801  0.4176\n",
              "1  id_000779bfc  com_droga     72   D1  ...  0.1522  0.1241  0.6077  0.7371\n",
              "2  id_000a6266a  com_droga     48   D1  ... -0.6417 -0.2187 -1.4080  0.6931\n",
              "3  id_0015fd391  com_droga     48   D1  ... -1.6210 -0.8784 -0.3876 -0.8154\n",
              "4  id_001626bd3  com_droga     72   D2  ...  0.1094  0.2885 -0.3786  0.7125\n",
              "\n",
              "[5 rows x 877 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 88
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xqi8T4LdJDzx"
      },
      "source": [
        "<p>Frequência</p>\n",
        "Pandas Crosstab - https://pandas.pydata.org/docs/reference/api/pandas.crosstab.html?highlight=frequency%20table"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Xa3oCA9lKdOm"
      },
      "source": [
        "Aqui ainda está misturado o que recebeu composto e o que não recebeu composto"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 137
        },
        "id": "bIGj9bq-IjPh",
        "outputId": "e830f5a4-4891-4786-ec56-c551d2f7ff26"
      },
      "source": [
        "pd.crosstab(dados['dose'], dados['tempo'])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th>tempo</th>\n",
              "      <th>24</th>\n",
              "      <th>48</th>\n",
              "      <th>72</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>dose</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>D1</th>\n",
              "      <td>3886</td>\n",
              "      <td>4354</td>\n",
              "      <td>3907</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>D2</th>\n",
              "      <td>3886</td>\n",
              "      <td>3896</td>\n",
              "      <td>3885</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "tempo    24    48    72\n",
              "dose                   \n",
              "D1     3886  4354  3907\n",
              "D2     3886  3896  3885"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 89
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 257
        },
        "id": "ZKg6wnZ1KkG9",
        "outputId": "fd2bc2fc-8bed-44cd-dbf3-cb8c7ff59123"
      },
      "source": [
        "pd.crosstab([dados['dose'], dados['tempo']], dados['tratamento'])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>tratamento</th>\n",
              "      <th>com_controle</th>\n",
              "      <th>com_droga</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>dose</th>\n",
              "      <th>tempo</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D1</th>\n",
              "      <th>24</th>\n",
              "      <td>301</td>\n",
              "      <td>3585</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>343</td>\n",
              "      <td>4011</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>307</td>\n",
              "      <td>3600</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D2</th>\n",
              "      <th>24</th>\n",
              "      <td>305</td>\n",
              "      <td>3581</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>305</td>\n",
              "      <td>3591</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>305</td>\n",
              "      <td>3580</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "tratamento  com_controle  com_droga\n",
              "dose tempo                         \n",
              "D1   24              301       3585\n",
              "     48              343       4011\n",
              "     72              307       3600\n",
              "D2   24              305       3581\n",
              "     48              305       3591\n",
              "     72              305       3580"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 90
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oRYZUcZbLSUa"
      },
      "source": [
        "Normalização dos Dados, com o index considera a soma de cada uma das linhas"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 257
        },
        "id": "Psny_FfqLYdH",
        "outputId": "74814fcd-6897-49c7-c0bb-d93082b35448"
      },
      "source": [
        "pd.crosstab([dados['dose'], dados['tempo']], dados['tratamento'], normalize='index')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>tratamento</th>\n",
              "      <th>com_controle</th>\n",
              "      <th>com_droga</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>dose</th>\n",
              "      <th>tempo</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
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              "      <th rowspan=\"3\" valign=\"top\">D1</th>\n",
              "      <th>24</th>\n",
              "      <td>0.077458</td>\n",
              "      <td>0.922542</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>0.078778</td>\n",
              "      <td>0.921222</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>0.078577</td>\n",
              "      <td>0.921423</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D2</th>\n",
              "      <th>24</th>\n",
              "      <td>0.078487</td>\n",
              "      <td>0.921513</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>0.078285</td>\n",
              "      <td>0.921715</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>0.078507</td>\n",
              "      <td>0.921493</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "tratamento  com_controle  com_droga\n",
              "dose tempo                         \n",
              "D1   24         0.077458   0.922542\n",
              "     48         0.078778   0.921222\n",
              "     72         0.078577   0.921423\n",
              "D2   24         0.078487   0.921513\n",
              "     48         0.078285   0.921715\n",
              "     72         0.078507   0.921493"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 91
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NESJHgaHOAc4"
      },
      "source": [
        "Queremos agregar a média pra quando foi recebida uma dose de pequena quantidade e ela foi medidad um determinado tempo depois e uma dose de grande quantidade.A partir dessas informações é possível observar que houve um aumento da expressão gênica quando aplicado a droga do que apenas com o controle.É importante observar se tem algum significado estatístico a distribuição das médias. Será que existe alguma diferença entre drogas específicas ou compostos específicos? Fica uma boa investigação"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 257
        },
        "id": "kGydXv8MLgwc",
        "outputId": "a8531ac1-2d55-4335-f639-6a153d75a2d5"
      },
      "source": [
        "pd.crosstab([dados['dose'], dados['tempo']], dados['tratamento'],values=dados['g-0'], aggfunc='mean')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>tratamento</th>\n",
              "      <th>com_controle</th>\n",
              "      <th>com_droga</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>dose</th>\n",
              "      <th>tempo</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D1</th>\n",
              "      <th>24</th>\n",
              "      <td>-0.251760</td>\n",
              "      <td>0.367996</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>-0.122773</td>\n",
              "      <td>0.412469</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>-0.295271</td>\n",
              "      <td>0.286250</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th rowspan=\"3\" valign=\"top\">D2</th>\n",
              "      <th>24</th>\n",
              "      <td>0.010754</td>\n",
              "      <td>0.115253</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>0.013174</td>\n",
              "      <td>0.214480</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>72</th>\n",
              "      <td>0.070250</td>\n",
              "      <td>0.253439</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "tratamento  com_controle  com_droga\n",
              "dose tempo                         \n",
              "D1   24        -0.251760   0.367996\n",
              "     48        -0.122773   0.412469\n",
              "     72        -0.295271   0.286250\n",
              "D2   24         0.010754   0.115253\n",
              "     48         0.013174   0.214480\n",
              "     72         0.070250   0.253439"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 92
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RNgwJ_C5RGTD"
      },
      "source": [
        "Como podemos analisar uma relação entre  g-0 e g-1 por exemplo. Uma das formas de realizar isso é graficamente"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 406
        },
        "id": "ME5dmg0WRtXe",
        "outputId": "bf7bb263-3560-4d8a-f8dc-125bbebb3c05"
      },
      "source": [
        "dados[['g-0','g-3']]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "\n",
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              "        vertical-align: top;\n",
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              "\n",
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              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>g-0</th>\n",
              "      <th>g-3</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1.0620</td>\n",
              "      <td>-0.6208</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.0743</td>\n",
              "      <td>0.0604</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.6280</td>\n",
              "      <td>-0.0764</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-0.5138</td>\n",
              "      <td>0.5288</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-0.3254</td>\n",
              "      <td>0.6919</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23809</th>\n",
              "      <td>0.1394</td>\n",
              "      <td>-0.5080</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23810</th>\n",
              "      <td>-1.3260</td>\n",
              "      <td>0.9905</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23811</th>\n",
              "      <td>0.3942</td>\n",
              "      <td>-0.7389</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23812</th>\n",
              "      <td>0.6660</td>\n",
              "      <td>0.2044</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23813</th>\n",
              "      <td>-0.8598</td>\n",
              "      <td>0.7952</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>23814 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          g-0     g-3\n",
              "0      1.0620 -0.6208\n",
              "1      0.0743  0.0604\n",
              "2      0.6280 -0.0764\n",
              "3     -0.5138  0.5288\n",
              "4     -0.3254  0.6919\n",
              "...       ...     ...\n",
              "23809  0.1394 -0.5080\n",
              "23810 -1.3260  0.9905\n",
              "23811  0.3942 -0.7389\n",
              "23812  0.6660  0.2044\n",
              "23813 -0.8598  0.7952\n",
              "\n",
              "[23814 rows x 2 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 93
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "w0Jp6LO3SUTl"
      },
      "source": [
        "Quando o meu g-0 aumenta o g-3 diminui?"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 302
        },
        "id": "ngdv9tiCRRZT",
        "outputId": "e62ba343-8a16-4d49-cf86-5218d405b136"
      },
      "source": [
        "sns.scatterplot(x ='g-0',y='g-3',data=dados)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f051e35f410>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 94
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 406
        },
        "id": "ZLovn8UkR9xX",
        "outputId": "be16dab3-a068-4a83-860e-6ed00dcfc841"
      },
      "source": [
        "dados[['g-0','g-3']]"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>g-0</th>\n",
              "      <th>g-3</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1.0620</td>\n",
              "      <td>-0.6208</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.0743</td>\n",
              "      <td>0.0604</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.6280</td>\n",
              "      <td>-0.0764</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-0.5138</td>\n",
              "      <td>0.5288</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-0.3254</td>\n",
              "      <td>0.6919</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23809</th>\n",
              "      <td>0.1394</td>\n",
              "      <td>-0.5080</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23810</th>\n",
              "      <td>-1.3260</td>\n",
              "      <td>0.9905</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23811</th>\n",
              "      <td>0.3942</td>\n",
              "      <td>-0.7389</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23812</th>\n",
              "      <td>0.6660</td>\n",
              "      <td>0.2044</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23813</th>\n",
              "      <td>-0.8598</td>\n",
              "      <td>0.7952</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>23814 rows × 2 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          g-0     g-3\n",
              "0      1.0620 -0.6208\n",
              "1      0.0743  0.0604\n",
              "2      0.6280 -0.0764\n",
              "3     -0.5138  0.5288\n",
              "4     -0.3254  0.6919\n",
              "...       ...     ...\n",
              "23809  0.1394 -0.5080\n",
              "23810 -1.3260  0.9905\n",
              "23811  0.3942 -0.7389\n",
              "23812  0.6660  0.2044\n",
              "23813 -0.8598  0.7952\n",
              "\n",
              "[23814 rows x 2 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 95
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 302
        },
        "id": "O_BkOlYUScR1",
        "outputId": "e1b33021-3bd8-4097-b7a8-237589d6b069"
      },
      "source": [
        "sns.scatterplot(x ='g-0',y='g-8',data=dados)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f051e5aabd0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 96
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "prVzuipXoCBR"
      },
      "source": [
        "Quando o g-0 aumenta o g-8 diminui. Percebe-se que com o controle não existe mudança e percebe-se também que quanto maior o tempo maior o efeito da droga.Se ele está ficando mais inclinado quer dizer que o eixo X que é o g-0 está cada vez alterando menos, mudando menos, se ele mudasse cada vez mais ele estaria muito para a direita e não muito no centro. Se ele encontra-se mais no centro, quanto mais inclinada menos efeito tem-se no g-0(Uma suposição)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "IAxQ4XjDnXDU",
        "outputId": "d930f0e0-cc25-46c6-b7f6-c9e7b058a24f"
      },
      "source": [
        "sns.lmplot(data=dados,x='g-0',y='g-8',line_kws={'color':'red'},col='tratamento',row='tempo' )"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.FacetGrid at 0x7f051e1fd890>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 101
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x1080 with 6 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sdtFJTDtqsBe"
      },
      "source": [
        "Calcular a correlação de todas as linhas do g-0 até o 771"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 510
        },
        "id": "cZSPbhfIqpXM",
        "outputId": "c4564f98-8f55-48b9-e162-d1ef6c4533ec"
      },
      "source": [
        "dados.loc[:,'g-0':'g-771'].corr()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>g-0</th>\n",
              "      <th>g-1</th>\n",
              "      <th>g-2</th>\n",
              "      <th>g-3</th>\n",
              "      <th>g-4</th>\n",
              "      <th>g-5</th>\n",
              "      <th>g-6</th>\n",
              "      <th>g-7</th>\n",
              "      <th>g-8</th>\n",
              "      <th>g-9</th>\n",
              "      <th>g-10</th>\n",
              "      <th>g-11</th>\n",
              "      <th>g-12</th>\n",
              "      <th>g-13</th>\n",
              "      <th>g-14</th>\n",
              "      <th>g-15</th>\n",
              "      <th>g-16</th>\n",
              "      <th>g-17</th>\n",
              "      <th>g-18</th>\n",
              "      <th>g-19</th>\n",
              "      <th>g-20</th>\n",
              "      <th>g-21</th>\n",
              "      <th>g-22</th>\n",
              "      <th>g-23</th>\n",
              "      <th>g-24</th>\n",
              "      <th>g-25</th>\n",
              "      <th>g-26</th>\n",
              "      <th>g-27</th>\n",
              "      <th>g-28</th>\n",
              "      <th>g-29</th>\n",
              "      <th>g-30</th>\n",
              "      <th>g-31</th>\n",
              "      <th>g-32</th>\n",
              "      <th>g-33</th>\n",
              "      <th>g-34</th>\n",
              "      <th>g-35</th>\n",
              "      <th>g-36</th>\n",
              "      <th>g-37</th>\n",
              "      <th>g-38</th>\n",
              "      <th>g-39</th>\n",
              "      <th>...</th>\n",
              "      <th>g-732</th>\n",
              "      <th>g-733</th>\n",
              "      <th>g-734</th>\n",
              "      <th>g-735</th>\n",
              "      <th>g-736</th>\n",
              "      <th>g-737</th>\n",
              "      <th>g-738</th>\n",
              "      <th>g-739</th>\n",
              "      <th>g-740</th>\n",
              "      <th>g-741</th>\n",
              "      <th>g-742</th>\n",
              "      <th>g-743</th>\n",
              "      <th>g-744</th>\n",
              "      <th>g-745</th>\n",
              "      <th>g-746</th>\n",
              "      <th>g-747</th>\n",
              "      <th>g-748</th>\n",
              "      <th>g-749</th>\n",
              "      <th>g-750</th>\n",
              "      <th>g-751</th>\n",
              "      <th>g-752</th>\n",
              "      <th>g-753</th>\n",
              "      <th>g-754</th>\n",
              "      <th>g-755</th>\n",
              "      <th>g-756</th>\n",
              "      <th>g-757</th>\n",
              "      <th>g-758</th>\n",
              "      <th>g-759</th>\n",
              "      <th>g-760</th>\n",
              "      <th>g-761</th>\n",
              "      <th>g-762</th>\n",
              "      <th>g-763</th>\n",
              "      <th>g-764</th>\n",
              "      <th>g-765</th>\n",
              "      <th>g-766</th>\n",
              "      <th>g-767</th>\n",
              "      <th>g-768</th>\n",
              "      <th>g-769</th>\n",
              "      <th>g-770</th>\n",
              "      <th>g-771</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>g-0</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.086032</td>\n",
              "      <td>0.176188</td>\n",
              "      <td>0.011266</td>\n",
              "      <td>0.403153</td>\n",
              "      <td>-0.165478</td>\n",
              "      <td>0.238348</td>\n",
              "      <td>-0.374451</td>\n",
              "      <td>-0.604212</td>\n",
              "      <td>-0.428779</td>\n",
              "      <td>-0.547606</td>\n",
              "      <td>0.219762</td>\n",
              "      <td>-0.199453</td>\n",
              "      <td>0.472223</td>\n",
              "      <td>-0.346179</td>\n",
              "      <td>-0.201323</td>\n",
              "      <td>-0.513026</td>\n",
              "      <td>-0.433536</td>\n",
              "      <td>-0.002073</td>\n",
              "      <td>-0.074622</td>\n",
              "      <td>-0.468599</td>\n",
              "      <td>0.052445</td>\n",
              "      <td>0.022269</td>\n",
              "      <td>-0.076298</td>\n",
              "      <td>-0.337522</td>\n",
              "      <td>-0.235191</td>\n",
              "      <td>-0.422814</td>\n",
              "      <td>0.148432</td>\n",
              "      <td>-0.471092</td>\n",
              "      <td>-0.296871</td>\n",
              "      <td>-0.528327</td>\n",
              "      <td>0.558136</td>\n",
              "      <td>-0.133229</td>\n",
              "      <td>-0.155987</td>\n",
              "      <td>-0.120247</td>\n",
              "      <td>0.327593</td>\n",
              "      <td>-0.147800</td>\n",
              "      <td>-0.591868</td>\n",
              "      <td>0.602623</td>\n",
              "      <td>0.450769</td>\n",
              "      <td>...</td>\n",
              "      <td>0.365095</td>\n",
              "      <td>-0.528006</td>\n",
              "      <td>0.295970</td>\n",
              "      <td>0.067108</td>\n",
              "      <td>-0.250243</td>\n",
              "      <td>-0.110665</td>\n",
              "      <td>-0.214344</td>\n",
              "      <td>-0.280492</td>\n",
              "      <td>-0.036098</td>\n",
              "      <td>-0.128288</td>\n",
              "      <td>-0.498922</td>\n",
              "      <td>-0.469595</td>\n",
              "      <td>0.673664</td>\n",
              "      <td>0.538050</td>\n",
              "      <td>0.297528</td>\n",
              "      <td>0.066530</td>\n",
              "      <td>0.240252</td>\n",
              "      <td>-0.170949</td>\n",
              "      <td>0.485924</td>\n",
              "      <td>-0.093815</td>\n",
              "      <td>0.397476</td>\n",
              "      <td>0.017923</td>\n",
              "      <td>0.321260</td>\n",
              "      <td>-0.131709</td>\n",
              "      <td>-0.133430</td>\n",
              "      <td>0.178220</td>\n",
              "      <td>0.201902</td>\n",
              "      <td>-0.205648</td>\n",
              "      <td>-0.676835</td>\n",
              "      <td>-0.433554</td>\n",
              "      <td>0.005085</td>\n",
              "      <td>-0.239410</td>\n",
              "      <td>0.548401</td>\n",
              "      <td>0.425222</td>\n",
              "      <td>-0.308095</td>\n",
              "      <td>-0.052622</td>\n",
              "      <td>0.300241</td>\n",
              "      <td>-0.127375</td>\n",
              "      <td>-0.514201</td>\n",
              "      <td>0.405908</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>g-1</th>\n",
              "      <td>0.086032</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.054518</td>\n",
              "      <td>-0.027855</td>\n",
              "      <td>0.193647</td>\n",
              "      <td>-0.151590</td>\n",
              "      <td>-0.122541</td>\n",
              "      <td>0.144537</td>\n",
              "      <td>-0.009973</td>\n",
              "      <td>-0.047558</td>\n",
              "      <td>-0.009051</td>\n",
              "      <td>0.161274</td>\n",
              "      <td>0.037178</td>\n",
              "      <td>-0.009256</td>\n",
              "      <td>0.002632</td>\n",
              "      <td>-0.070193</td>\n",
              "      <td>-0.063414</td>\n",
              "      <td>-0.000944</td>\n",
              "      <td>-0.023748</td>\n",
              "      <td>-0.034714</td>\n",
              "      <td>-0.131031</td>\n",
              "      <td>0.196596</td>\n",
              "      <td>-0.061441</td>\n",
              "      <td>0.090620</td>\n",
              "      <td>-0.004299</td>\n",
              "      <td>-0.032600</td>\n",
              "      <td>-0.019435</td>\n",
              "      <td>0.015661</td>\n",
              "      <td>-0.098907</td>\n",
              "      <td>-0.091071</td>\n",
              "      <td>-0.053331</td>\n",
              "      <td>-0.049514</td>\n",
              "      <td>0.187382</td>\n",
              "      <td>-0.091232</td>\n",
              "      <td>0.045417</td>\n",
              "      <td>0.044373</td>\n",
              "      <td>-0.077671</td>\n",
              "      <td>-0.005265</td>\n",
              "      <td>-0.042213</td>\n",
              "      <td>0.050546</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.015556</td>\n",
              "      <td>-0.017184</td>\n",
              "      <td>0.043104</td>\n",
              "      <td>-0.189662</td>\n",
              "      <td>-0.050194</td>\n",
              "      <td>-0.007878</td>\n",
              "      <td>-0.083539</td>\n",
              "      <td>-0.042175</td>\n",
              "      <td>0.014307</td>\n",
              "      <td>-0.134166</td>\n",
              "      <td>-0.026985</td>\n",
              "      <td>0.088382</td>\n",
              "      <td>-0.077453</td>\n",
              "      <td>0.015545</td>\n",
              "      <td>-0.027527</td>\n",
              "      <td>-0.071078</td>\n",
              "      <td>-0.095445</td>\n",
              "      <td>0.049612</td>\n",
              "      <td>-0.040518</td>\n",
              "      <td>-0.074277</td>\n",
              "      <td>-0.022356</td>\n",
              "      <td>0.125763</td>\n",
              "      <td>-0.082779</td>\n",
              "      <td>0.020292</td>\n",
              "      <td>-0.023171</td>\n",
              "      <td>-0.207192</td>\n",
              "      <td>-0.066570</td>\n",
              "      <td>-0.057007</td>\n",
              "      <td>0.002062</td>\n",
              "      <td>0.029795</td>\n",
              "      <td>-0.205998</td>\n",
              "      <td>0.060051</td>\n",
              "      <td>0.115071</td>\n",
              "      <td>0.160140</td>\n",
              "      <td>0.015098</td>\n",
              "      <td>-0.003378</td>\n",
              "      <td>-0.030756</td>\n",
              "      <td>-0.006866</td>\n",
              "      <td>-0.095108</td>\n",
              "      <td>-0.032233</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>g-2</th>\n",
              "      <td>0.176188</td>\n",
              "      <td>-0.054518</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.042633</td>\n",
              "      <td>0.013968</td>\n",
              "      <td>0.018516</td>\n",
              "      <td>0.015190</td>\n",
              "      <td>-0.144205</td>\n",
              "      <td>-0.128029</td>\n",
              "      <td>-0.081332</td>\n",
              "      <td>-0.105050</td>\n",
              "      <td>0.011198</td>\n",
              "      <td>-0.063501</td>\n",
              "      <td>0.082011</td>\n",
              "      <td>-0.082204</td>\n",
              "      <td>-0.059607</td>\n",
              "      <td>-0.137811</td>\n",
              "      <td>-0.085491</td>\n",
              "      <td>0.053335</td>\n",
              "      <td>0.028813</td>\n",
              "      <td>-0.061160</td>\n",
              "      <td>-0.129131</td>\n",
              "      <td>-0.007426</td>\n",
              "      <td>-0.034230</td>\n",
              "      <td>-0.128312</td>\n",
              "      <td>-0.067363</td>\n",
              "      <td>-0.126554</td>\n",
              "      <td>0.036984</td>\n",
              "      <td>-0.129481</td>\n",
              "      <td>-0.017941</td>\n",
              "      <td>-0.152288</td>\n",
              "      <td>0.172191</td>\n",
              "      <td>-0.100086</td>\n",
              "      <td>-0.033010</td>\n",
              "      <td>-0.015481</td>\n",
              "      <td>0.001098</td>\n",
              "      <td>-0.020374</td>\n",
              "      <td>-0.157977</td>\n",
              "      <td>0.169464</td>\n",
              "      <td>0.144449</td>\n",
              "      <td>...</td>\n",
              "      <td>0.089525</td>\n",
              "      <td>-0.140916</td>\n",
              "      <td>0.008587</td>\n",
              "      <td>0.042106</td>\n",
              "      <td>-0.018846</td>\n",
              "      <td>-0.008093</td>\n",
              "      <td>-0.074404</td>\n",
              "      <td>-0.080120</td>\n",
              "      <td>-0.020085</td>\n",
              "      <td>-0.028099</td>\n",
              "      <td>-0.098775</td>\n",
              "      <td>-0.113000</td>\n",
              "      <td>0.175916</td>\n",
              "      <td>0.119166</td>\n",
              "      <td>0.071051</td>\n",
              "      <td>0.025358</td>\n",
              "      <td>0.078971</td>\n",
              "      <td>-0.086326</td>\n",
              "      <td>0.149456</td>\n",
              "      <td>0.033432</td>\n",
              "      <td>0.124239</td>\n",
              "      <td>-0.006327</td>\n",
              "      <td>0.120148</td>\n",
              "      <td>-0.041162</td>\n",
              "      <td>-0.030040</td>\n",
              "      <td>0.048549</td>\n",
              "      <td>0.096369</td>\n",
              "      <td>0.000494</td>\n",
              "      <td>-0.172627</td>\n",
              "      <td>-0.130200</td>\n",
              "      <td>0.090115</td>\n",
              "      <td>-0.055655</td>\n",
              "      <td>0.138085</td>\n",
              "      <td>0.061574</td>\n",
              "      <td>-0.093631</td>\n",
              "      <td>-0.053149</td>\n",
              "      <td>0.115415</td>\n",
              "      <td>0.014489</td>\n",
              "      <td>-0.078661</td>\n",
              "      <td>0.103985</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>g-3</th>\n",
              "      <td>0.011266</td>\n",
              "      <td>-0.027855</td>\n",
              "      <td>0.042633</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.033039</td>\n",
              "      <td>0.042231</td>\n",
              "      <td>-0.043177</td>\n",
              "      <td>-0.175692</td>\n",
              "      <td>-0.086167</td>\n",
              "      <td>-0.014052</td>\n",
              "      <td>-0.074101</td>\n",
              "      <td>0.181024</td>\n",
              "      <td>0.030539</td>\n",
              "      <td>0.192727</td>\n",
              "      <td>0.128792</td>\n",
              "      <td>-0.045688</td>\n",
              "      <td>0.033974</td>\n",
              "      <td>-0.070920</td>\n",
              "      <td>0.237669</td>\n",
              "      <td>0.112392</td>\n",
              "      <td>0.027867</td>\n",
              "      <td>-0.167263</td>\n",
              "      <td>0.197013</td>\n",
              "      <td>-0.049480</td>\n",
              "      <td>-0.113336</td>\n",
              "      <td>0.175615</td>\n",
              "      <td>0.111355</td>\n",
              "      <td>0.007168</td>\n",
              "      <td>-0.022381</td>\n",
              "      <td>-0.128269</td>\n",
              "      <td>-0.042827</td>\n",
              "      <td>0.098416</td>\n",
              "      <td>-0.091962</td>\n",
              "      <td>-0.083806</td>\n",
              "      <td>0.184985</td>\n",
              "      <td>-0.070933</td>\n",
              "      <td>-0.317859</td>\n",
              "      <td>-0.228039</td>\n",
              "      <td>0.084346</td>\n",
              "      <td>0.054827</td>\n",
              "      <td>...</td>\n",
              "      <td>0.039519</td>\n",
              "      <td>0.000851</td>\n",
              "      <td>0.011655</td>\n",
              "      <td>-0.116724</td>\n",
              "      <td>0.304819</td>\n",
              "      <td>-0.087159</td>\n",
              "      <td>-0.134135</td>\n",
              "      <td>-0.031211</td>\n",
              "      <td>0.174116</td>\n",
              "      <td>0.060289</td>\n",
              "      <td>-0.119276</td>\n",
              "      <td>-0.140391</td>\n",
              "      <td>0.110547</td>\n",
              "      <td>0.145925</td>\n",
              "      <td>0.155011</td>\n",
              "      <td>0.049182</td>\n",
              "      <td>-0.007754</td>\n",
              "      <td>-0.128488</td>\n",
              "      <td>0.078139</td>\n",
              "      <td>0.012422</td>\n",
              "      <td>0.040728</td>\n",
              "      <td>0.164467</td>\n",
              "      <td>0.171886</td>\n",
              "      <td>-0.069777</td>\n",
              "      <td>0.066560</td>\n",
              "      <td>0.102111</td>\n",
              "      <td>-0.036922</td>\n",
              "      <td>0.111994</td>\n",
              "      <td>-0.133740</td>\n",
              "      <td>-0.226928</td>\n",
              "      <td>0.075982</td>\n",
              "      <td>0.178422</td>\n",
              "      <td>0.016467</td>\n",
              "      <td>-0.089317</td>\n",
              "      <td>-0.166426</td>\n",
              "      <td>-0.179370</td>\n",
              "      <td>0.028452</td>\n",
              "      <td>-0.206077</td>\n",
              "      <td>-0.002142</td>\n",
              "      <td>0.058219</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>g-4</th>\n",
              "      <td>0.403153</td>\n",
              "      <td>0.193647</td>\n",
              "      <td>0.013968</td>\n",
              "      <td>-0.033039</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.057449</td>\n",
              "      <td>0.206405</td>\n",
              "      <td>-0.032748</td>\n",
              "      <td>-0.474828</td>\n",
              "      <td>-0.274167</td>\n",
              "      <td>-0.458021</td>\n",
              "      <td>0.116467</td>\n",
              "      <td>-0.207078</td>\n",
              "      <td>0.210440</td>\n",
              "      <td>-0.307280</td>\n",
              "      <td>0.019531</td>\n",
              "      <td>-0.275700</td>\n",
              "      <td>-0.422889</td>\n",
              "      <td>-0.012207</td>\n",
              "      <td>-0.088152</td>\n",
              "      <td>-0.311798</td>\n",
              "      <td>0.286106</td>\n",
              "      <td>-0.055368</td>\n",
              "      <td>-0.113396</td>\n",
              "      <td>-0.120743</td>\n",
              "      <td>-0.233682</td>\n",
              "      <td>-0.340708</td>\n",
              "      <td>0.070292</td>\n",
              "      <td>-0.360274</td>\n",
              "      <td>-0.225461</td>\n",
              "      <td>-0.402256</td>\n",
              "      <td>0.324362</td>\n",
              "      <td>0.091731</td>\n",
              "      <td>-0.052787</td>\n",
              "      <td>-0.073490</td>\n",
              "      <td>0.195062</td>\n",
              "      <td>-0.124394</td>\n",
              "      <td>-0.277002</td>\n",
              "      <td>0.285256</td>\n",
              "      <td>0.300517</td>\n",
              "      <td>...</td>\n",
              "      <td>0.215930</td>\n",
              "      <td>-0.292602</td>\n",
              "      <td>-0.008241</td>\n",
              "      <td>-0.005070</td>\n",
              "      <td>-0.284391</td>\n",
              "      <td>-0.116918</td>\n",
              "      <td>-0.252399</td>\n",
              "      <td>-0.250280</td>\n",
              "      <td>0.000141</td>\n",
              "      <td>-0.172896</td>\n",
              "      <td>-0.324769</td>\n",
              "      <td>-0.291644</td>\n",
              "      <td>0.302912</td>\n",
              "      <td>0.222951</td>\n",
              "      <td>0.144028</td>\n",
              "      <td>-0.020950</td>\n",
              "      <td>0.129354</td>\n",
              "      <td>-0.141319</td>\n",
              "      <td>0.215713</td>\n",
              "      <td>-0.060261</td>\n",
              "      <td>0.240649</td>\n",
              "      <td>-0.250950</td>\n",
              "      <td>0.144547</td>\n",
              "      <td>-0.045769</td>\n",
              "      <td>-0.083932</td>\n",
              "      <td>-0.100498</td>\n",
              "      <td>0.118725</td>\n",
              "      <td>-0.257704</td>\n",
              "      <td>-0.386764</td>\n",
              "      <td>-0.172222</td>\n",
              "      <td>-0.023752</td>\n",
              "      <td>-0.164868</td>\n",
              "      <td>0.404440</td>\n",
              "      <td>0.317500</td>\n",
              "      <td>-0.225094</td>\n",
              "      <td>0.124425</td>\n",
              "      <td>0.115579</td>\n",
              "      <td>-0.172727</td>\n",
              "      <td>-0.363673</td>\n",
              "      <td>0.250713</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>g-767</th>\n",
              "      <td>-0.052622</td>\n",
              "      <td>-0.003378</td>\n",
              "      <td>-0.053149</td>\n",
              "      <td>-0.179370</td>\n",
              "      <td>0.124425</td>\n",
              "      <td>-0.081016</td>\n",
              "      <td>-0.000886</td>\n",
              "      <td>0.137336</td>\n",
              "      <td>-0.101191</td>\n",
              "      <td>-0.013157</td>\n",
              "      <td>-0.016431</td>\n",
              "      <td>-0.009570</td>\n",
              "      <td>-0.102954</td>\n",
              "      <td>-0.066698</td>\n",
              "      <td>-0.093822</td>\n",
              "      <td>0.244340</td>\n",
              "      <td>-0.069415</td>\n",
              "      <td>-0.094064</td>\n",
              "      <td>-0.127133</td>\n",
              "      <td>-0.080124</td>\n",
              "      <td>0.043800</td>\n",
              "      <td>0.077647</td>\n",
              "      <td>-0.163991</td>\n",
              "      <td>-0.007126</td>\n",
              "      <td>-0.059084</td>\n",
              "      <td>-0.105259</td>\n",
              "      <td>-0.023880</td>\n",
              "      <td>0.128335</td>\n",
              "      <td>-0.119971</td>\n",
              "      <td>-0.107446</td>\n",
              "      <td>-0.035556</td>\n",
              "      <td>0.094170</td>\n",
              "      <td>0.158429</td>\n",
              "      <td>0.108885</td>\n",
              "      <td>-0.077054</td>\n",
              "      <td>-0.067268</td>\n",
              "      <td>0.334189</td>\n",
              "      <td>0.217292</td>\n",
              "      <td>0.049036</td>\n",
              "      <td>-0.031135</td>\n",
              "      <td>...</td>\n",
              "      <td>0.052898</td>\n",
              "      <td>0.121333</td>\n",
              "      <td>-0.038647</td>\n",
              "      <td>0.140140</td>\n",
              "      <td>-0.246716</td>\n",
              "      <td>0.000084</td>\n",
              "      <td>-0.021733</td>\n",
              "      <td>-0.003739</td>\n",
              "      <td>-0.010499</td>\n",
              "      <td>-0.045364</td>\n",
              "      <td>0.103892</td>\n",
              "      <td>0.056790</td>\n",
              "      <td>-0.046818</td>\n",
              "      <td>-0.082454</td>\n",
              "      <td>-0.050249</td>\n",
              "      <td>0.043764</td>\n",
              "      <td>0.028057</td>\n",
              "      <td>0.107099</td>\n",
              "      <td>0.006368</td>\n",
              "      <td>0.071568</td>\n",
              "      <td>-0.041222</td>\n",
              "      <td>-0.271532</td>\n",
              "      <td>-0.134224</td>\n",
              "      <td>0.100008</td>\n",
              "      <td>0.023745</td>\n",
              "      <td>-0.179493</td>\n",
              "      <td>0.113520</td>\n",
              "      <td>-0.331936</td>\n",
              "      <td>-0.050898</td>\n",
              "      <td>0.190015</td>\n",
              "      <td>-0.010391</td>\n",
              "      <td>-0.180252</td>\n",
              "      <td>0.003976</td>\n",
              "      <td>-0.027425</td>\n",
              "      <td>0.153722</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.048393</td>\n",
              "      <td>0.065450</td>\n",
              "      <td>0.008603</td>\n",
              "      <td>-0.001136</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>g-768</th>\n",
              "      <td>0.300241</td>\n",
              "      <td>-0.030756</td>\n",
              "      <td>0.115415</td>\n",
              "      <td>0.028452</td>\n",
              "      <td>0.115579</td>\n",
              "      <td>-0.139000</td>\n",
              "      <td>-0.005791</td>\n",
              "      <td>-0.419437</td>\n",
              "      <td>-0.209968</td>\n",
              "      <td>-0.291836</td>\n",
              "      <td>-0.279889</td>\n",
              "      <td>0.208202</td>\n",
              "      <td>-0.166361</td>\n",
              "      <td>0.243048</td>\n",
              "      <td>-0.241234</td>\n",
              "      <td>-0.042026</td>\n",
              "      <td>-0.363465</td>\n",
              "      <td>-0.247474</td>\n",
              "      <td>0.078093</td>\n",
              "      <td>-0.055035</td>\n",
              "      <td>-0.155576</td>\n",
              "      <td>-0.164930</td>\n",
              "      <td>-0.086306</td>\n",
              "      <td>-0.125517</td>\n",
              "      <td>-0.286908</td>\n",
              "      <td>-0.139057</td>\n",
              "      <td>-0.341518</td>\n",
              "      <td>0.102919</td>\n",
              "      <td>-0.257007</td>\n",
              "      <td>-0.141094</td>\n",
              "      <td>-0.372977</td>\n",
              "      <td>0.369303</td>\n",
              "      <td>-0.365516</td>\n",
              "      <td>0.058365</td>\n",
              "      <td>-0.062415</td>\n",
              "      <td>0.076001</td>\n",
              "      <td>-0.208400</td>\n",
              "      <td>-0.450344</td>\n",
              "      <td>0.463732</td>\n",
              "      <td>0.451185</td>\n",
              "      <td>...</td>\n",
              "      <td>0.234354</td>\n",
              "      <td>-0.463277</td>\n",
              "      <td>0.073003</td>\n",
              "      <td>0.006763</td>\n",
              "      <td>-0.143979</td>\n",
              "      <td>-0.034694</td>\n",
              "      <td>-0.171279</td>\n",
              "      <td>-0.200669</td>\n",
              "      <td>-0.031907</td>\n",
              "      <td>-0.057287</td>\n",
              "      <td>-0.288026</td>\n",
              "      <td>-0.177108</td>\n",
              "      <td>0.459642</td>\n",
              "      <td>0.291729</td>\n",
              "      <td>0.202785</td>\n",
              "      <td>-0.028499</td>\n",
              "      <td>0.130907</td>\n",
              "      <td>-0.233472</td>\n",
              "      <td>0.455238</td>\n",
              "      <td>0.141002</td>\n",
              "      <td>0.222363</td>\n",
              "      <td>0.074620</td>\n",
              "      <td>0.087545</td>\n",
              "      <td>-0.203831</td>\n",
              "      <td>-0.095647</td>\n",
              "      <td>0.048008</td>\n",
              "      <td>0.253031</td>\n",
              "      <td>0.087674</td>\n",
              "      <td>-0.403336</td>\n",
              "      <td>-0.394520</td>\n",
              "      <td>0.077292</td>\n",
              "      <td>0.000048</td>\n",
              "      <td>0.403211</td>\n",
              "      <td>0.241509</td>\n",
              "      <td>-0.250512</td>\n",
              "      <td>-0.048393</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.079364</td>\n",
              "      <td>-0.382607</td>\n",
              "      <td>0.351651</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>g-769</th>\n",
              "      <td>-0.127375</td>\n",
              "      <td>-0.006866</td>\n",
              "      <td>0.014489</td>\n",
              "      <td>-0.206077</td>\n",
              "      <td>-0.172727</td>\n",
              "      <td>-0.068537</td>\n",
              "      <td>-0.278587</td>\n",
              "      <td>-0.082554</td>\n",
              "      <td>0.268571</td>\n",
              "      <td>0.037013</td>\n",
              "      <td>0.184833</td>\n",
              "      <td>0.029409</td>\n",
              "      <td>0.052328</td>\n",
              "      <td>-0.137248</td>\n",
              "      <td>-0.016769</td>\n",
              "      <td>0.006056</td>\n",
              "      <td>-0.010654</td>\n",
              "      <td>0.164345</td>\n",
              "      <td>-0.161975</td>\n",
              "      <td>-0.096549</td>\n",
              "      <td>0.043702</td>\n",
              "      <td>-0.160018</td>\n",
              "      <td>-0.104794</td>\n",
              "      <td>0.011050</td>\n",
              "      <td>-0.057823</td>\n",
              "      <td>-0.046833</td>\n",
              "      <td>0.015717</td>\n",
              "      <td>0.061872</td>\n",
              "      <td>0.107534</td>\n",
              "      <td>-0.032060</td>\n",
              "      <td>0.086102</td>\n",
              "      <td>-0.108052</td>\n",
              "      <td>-0.154845</td>\n",
              "      <td>0.120802</td>\n",
              "      <td>0.040181</td>\n",
              "      <td>-0.082272</td>\n",
              "      <td>0.087573</td>\n",
              "      <td>0.078753</td>\n",
              "      <td>-0.032600</td>\n",
              "      <td>-0.061331</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.049599</td>\n",
              "      <td>0.017176</td>\n",
              "      <td>-0.005283</td>\n",
              "      <td>0.017348</td>\n",
              "      <td>-0.014663</td>\n",
              "      <td>0.101831</td>\n",
              "      <td>0.063218</td>\n",
              "      <td>0.151088</td>\n",
              "      <td>-0.116813</td>\n",
              "      <td>0.060308</td>\n",
              "      <td>0.087342</td>\n",
              "      <td>0.214832</td>\n",
              "      <td>-0.118092</td>\n",
              "      <td>-0.038540</td>\n",
              "      <td>-0.095170</td>\n",
              "      <td>-0.031114</td>\n",
              "      <td>-0.064939</td>\n",
              "      <td>0.044082</td>\n",
              "      <td>0.009613</td>\n",
              "      <td>0.146667</td>\n",
              "      <td>-0.059447</td>\n",
              "      <td>0.087822</td>\n",
              "      <td>-0.160610</td>\n",
              "      <td>0.041946</td>\n",
              "      <td>-0.001705</td>\n",
              "      <td>-0.116414</td>\n",
              "      <td>-0.033614</td>\n",
              "      <td>-0.029173</td>\n",
              "      <td>0.106610</td>\n",
              "      <td>-0.002356</td>\n",
              "      <td>0.020662</td>\n",
              "      <td>0.071082</td>\n",
              "      <td>0.013235</td>\n",
              "      <td>0.021152</td>\n",
              "      <td>0.151940</td>\n",
              "      <td>0.065450</td>\n",
              "      <td>0.079364</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.135853</td>\n",
              "      <td>-0.083713</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>g-770</th>\n",
              "      <td>-0.514201</td>\n",
              "      <td>-0.095108</td>\n",
              "      <td>-0.078661</td>\n",
              "      <td>-0.002142</td>\n",
              "      <td>-0.363673</td>\n",
              "      <td>0.144631</td>\n",
              "      <td>-0.143428</td>\n",
              "      <td>0.402451</td>\n",
              "      <td>0.441011</td>\n",
              "      <td>0.415967</td>\n",
              "      <td>0.550963</td>\n",
              "      <td>-0.238657</td>\n",
              "      <td>0.230249</td>\n",
              "      <td>-0.406279</td>\n",
              "      <td>0.386103</td>\n",
              "      <td>0.102904</td>\n",
              "      <td>0.406267</td>\n",
              "      <td>0.312653</td>\n",
              "      <td>-0.034036</td>\n",
              "      <td>0.091171</td>\n",
              "      <td>0.263679</td>\n",
              "      <td>-0.092925</td>\n",
              "      <td>0.008841</td>\n",
              "      <td>0.085105</td>\n",
              "      <td>0.370410</td>\n",
              "      <td>0.246689</td>\n",
              "      <td>0.550753</td>\n",
              "      <td>-0.190110</td>\n",
              "      <td>0.393393</td>\n",
              "      <td>0.295798</td>\n",
              "      <td>0.596868</td>\n",
              "      <td>-0.526634</td>\n",
              "      <td>0.231931</td>\n",
              "      <td>-0.039510</td>\n",
              "      <td>0.260259</td>\n",
              "      <td>-0.366389</td>\n",
              "      <td>0.228281</td>\n",
              "      <td>0.571426</td>\n",
              "      <td>-0.592994</td>\n",
              "      <td>-0.429418</td>\n",
              "      <td>...</td>\n",
              "      <td>-0.370370</td>\n",
              "      <td>0.514880</td>\n",
              "      <td>-0.155936</td>\n",
              "      <td>-0.010076</td>\n",
              "      <td>0.375338</td>\n",
              "      <td>0.014833</td>\n",
              "      <td>0.343938</td>\n",
              "      <td>0.369822</td>\n",
              "      <td>0.077286</td>\n",
              "      <td>0.246165</td>\n",
              "      <td>0.439648</td>\n",
              "      <td>0.367189</td>\n",
              "      <td>-0.618890</td>\n",
              "      <td>-0.378256</td>\n",
              "      <td>-0.264342</td>\n",
              "      <td>0.081357</td>\n",
              "      <td>-0.240273</td>\n",
              "      <td>0.285457</td>\n",
              "      <td>-0.468321</td>\n",
              "      <td>0.077384</td>\n",
              "      <td>-0.270256</td>\n",
              "      <td>-0.015109</td>\n",
              "      <td>-0.077811</td>\n",
              "      <td>0.206666</td>\n",
              "      <td>0.238529</td>\n",
              "      <td>-0.184568</td>\n",
              "      <td>-0.126731</td>\n",
              "      <td>0.034281</td>\n",
              "      <td>0.601289</td>\n",
              "      <td>0.488580</td>\n",
              "      <td>0.014331</td>\n",
              "      <td>-0.010849</td>\n",
              "      <td>-0.498222</td>\n",
              "      <td>-0.489116</td>\n",
              "      <td>0.284882</td>\n",
              "      <td>0.008603</td>\n",
              "      <td>-0.382607</td>\n",
              "      <td>0.135853</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>-0.425063</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>g-771</th>\n",
              "      <td>0.405908</td>\n",
              "      <td>-0.032233</td>\n",
              "      <td>0.103985</td>\n",
              "      <td>0.058219</td>\n",
              "      <td>0.250713</td>\n",
              "      <td>-0.093237</td>\n",
              "      <td>0.075019</td>\n",
              "      <td>-0.441309</td>\n",
              "      <td>-0.450561</td>\n",
              "      <td>-0.295420</td>\n",
              "      <td>-0.432786</td>\n",
              "      <td>0.144358</td>\n",
              "      <td>-0.229938</td>\n",
              "      <td>0.404019</td>\n",
              "      <td>-0.298917</td>\n",
              "      <td>0.004588</td>\n",
              "      <td>-0.385330</td>\n",
              "      <td>-0.372534</td>\n",
              "      <td>0.073349</td>\n",
              "      <td>-0.110113</td>\n",
              "      <td>-0.288734</td>\n",
              "      <td>-0.127502</td>\n",
              "      <td>0.003787</td>\n",
              "      <td>-0.162129</td>\n",
              "      <td>-0.302231</td>\n",
              "      <td>-0.223294</td>\n",
              "      <td>-0.362299</td>\n",
              "      <td>0.158596</td>\n",
              "      <td>-0.392234</td>\n",
              "      <td>-0.138101</td>\n",
              "      <td>-0.419937</td>\n",
              "      <td>0.447443</td>\n",
              "      <td>-0.303933</td>\n",
              "      <td>0.048098</td>\n",
              "      <td>-0.040134</td>\n",
              "      <td>0.175169</td>\n",
              "      <td>-0.187705</td>\n",
              "      <td>-0.481214</td>\n",
              "      <td>0.540181</td>\n",
              "      <td>0.453666</td>\n",
              "      <td>...</td>\n",
              "      <td>0.269242</td>\n",
              "      <td>-0.542694</td>\n",
              "      <td>0.130851</td>\n",
              "      <td>0.026660</td>\n",
              "      <td>-0.232375</td>\n",
              "      <td>-0.079203</td>\n",
              "      <td>-0.154633</td>\n",
              "      <td>-0.212674</td>\n",
              "      <td>-0.012768</td>\n",
              "      <td>-0.035397</td>\n",
              "      <td>-0.358442</td>\n",
              "      <td>-0.379846</td>\n",
              "      <td>0.561525</td>\n",
              "      <td>0.327231</td>\n",
              "      <td>0.283659</td>\n",
              "      <td>0.083172</td>\n",
              "      <td>0.193545</td>\n",
              "      <td>-0.195285</td>\n",
              "      <td>0.459616</td>\n",
              "      <td>0.099866</td>\n",
              "      <td>0.318208</td>\n",
              "      <td>-0.046797</td>\n",
              "      <td>0.190287</td>\n",
              "      <td>-0.175624</td>\n",
              "      <td>-0.081839</td>\n",
              "      <td>0.175881</td>\n",
              "      <td>0.237110</td>\n",
              "      <td>-0.035015</td>\n",
              "      <td>-0.551324</td>\n",
              "      <td>-0.341807</td>\n",
              "      <td>0.076596</td>\n",
              "      <td>-0.085319</td>\n",
              "      <td>0.426342</td>\n",
              "      <td>0.337007</td>\n",
              "      <td>-0.249602</td>\n",
              "      <td>-0.001136</td>\n",
              "      <td>0.351651</td>\n",
              "      <td>-0.083713</td>\n",
              "      <td>-0.425063</td>\n",
              "      <td>1.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>772 rows × 772 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "            g-0       g-1       g-2  ...     g-769     g-770     g-771\n",
              "g-0    1.000000  0.086032  0.176188  ... -0.127375 -0.514201  0.405908\n",
              "g-1    0.086032  1.000000 -0.054518  ... -0.006866 -0.095108 -0.032233\n",
              "g-2    0.176188 -0.054518  1.000000  ...  0.014489 -0.078661  0.103985\n",
              "g-3    0.011266 -0.027855  0.042633  ... -0.206077 -0.002142  0.058219\n",
              "g-4    0.403153  0.193647  0.013968  ... -0.172727 -0.363673  0.250713\n",
              "...         ...       ...       ...  ...       ...       ...       ...\n",
              "g-767 -0.052622 -0.003378 -0.053149  ...  0.065450  0.008603 -0.001136\n",
              "g-768  0.300241 -0.030756  0.115415  ...  0.079364 -0.382607  0.351651\n",
              "g-769 -0.127375 -0.006866  0.014489  ...  1.000000  0.135853 -0.083713\n",
              "g-770 -0.514201 -0.095108 -0.078661  ...  0.135853  1.000000 -0.425063\n",
              "g-771  0.405908 -0.032233  0.103985  ... -0.083713 -0.425063  1.000000\n",
              "\n",
              "[772 rows x 772 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 103
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "K2a6xaiJrk8v"
      },
      "source": [
        "Os valores negativos são onversamente correlacionados, quando um sobe o outro desce, quando temos valores muito próximos de 1 temos valores proporcionamlmente correlacionados, ou seja, quando um sobe o outro sobe também. Logo percebmos que o g-0 e o g-8, por exemplo, são inversamente proporcionais."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_YzE1IToth_F"
      },
      "source": [
        "corr = dados.loc[:,'g-0':'g-50'].corr()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "r6oguQHxs3h-"
      },
      "source": [
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 572
        },
        "id": "2qXDO4bzrLaO",
        "outputId": "540bf272-1788-44a0-8cd2-f25ecc0c4263"
      },
      "source": [
        "corr = dados.loc[:,'g-0':'g-50'].corr()\n",
        "\n",
        "# Generate a mask for the upper triangle\n",
        "mask = np.triu(np.ones_like(corr, dtype=bool))\n",
        "\n",
        "# Set up the matplotlib figure\n",
        "f, ax = plt.subplots(figsize=(11, 9))\n",
        "\n",
        "# Generate a custom diverging colormap\n",
        "cmap = sns.diverging_palette(230, 20, as_cmap=True)\n",
        "\n",
        "# Draw the heatmap with the mask and correct aspect ratio\n",
        "sns.heatmap(corr, mask=mask, cmap=cmap,  center=0,\n",
        "            square=True, linewidths=.5, cbar_kws={\"shrink\": .5})"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f051e31e710>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 106
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 792x648 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "agsAbjHjt3rd"
      },
      "source": [
        "A impressão que temos é que existe uma correlação baixa entre os valores. Importante lembrar que correlação não implica em causalidade -> spurious correlations"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Izf7xmfPvgG9"
      },
      "source": [
        "O c é a viabilidade celular quantas células sobreviveram a exposição do composto"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 572
        },
        "id": "Ww7i7Ia3uyaj",
        "outputId": "353f1975-d5d7-4b97-be59-a143812db7a9"
      },
      "source": [
        "corr_celular = dados.loc[:,'c-0':'c-50'].corr()\n",
        "\n",
        "# Generate a mask for the upper triangle\n",
        "mask = np.triu(np.ones_like(corr_celular, dtype=bool))\n",
        "\n",
        "# Set up the matplotlib figure\n",
        "f, ax = plt.subplots(figsize=(11, 9))\n",
        "\n",
        "# Generate a custom diverging colormap\n",
        "cmap = sns.diverging_palette(230, 20, as_cmap=True)\n",
        "\n",
        "# Draw the heatmap with the mask and correct aspect ratio\n",
        "sns.heatmap(corr_celular, mask=mask, cmap=cmap,  center=0,\n",
        "            square=True, linewidths=.5, cbar_kws={\"shrink\": .5})"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f05208974d0>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 108
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 792x648 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iSbwZ7DUwE4U"
      },
      "source": [
        "O tipo celular deve está influenciando na sobrevivência se um tipo celular sobrevive o outro provavelmente vai sobreviver também.Alguns genes vão ter a correlação alta para todos os tipos celulares"
      ]
    }
  ]
}