Lesson 1.2. Intro to GridAPPS-D.ipynb

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    "# Lesson 1.2:\n",
    "# Introduction to GridAPPS-D\n",
    "\n",
    "This tutorial provides a first look at the GridAPPS-D Platform and ecosystem for data integration and accelerated application development\n",
    "\n",
    "__Learning Objectives:__\n",
    "\n",
    "At the end of the tutorial, the user should be able to\n",
    "\n",
    "* Explain some advantages of application development using GridAPPS-D\n",
    "* Describe the layers of the GridAPPS-D architecture\n",
    "* Summarize how advanced applications can interface with the Platform\n",
    "* Outline what are GridAPPS-D services and how they are used\n",
    "* List the GridAPPS-D APIs and their purpose\n",
    "* Describe the role of the GOSS Message Bus\n",
    "* Recognize the cores services and managers of the GridAPPS-D Platform\n",
    "* Understand the role of the GridAPPS-D co-simulation framework\n",
    "* Recognize the formats used by the internal GridAPPS-D platform databases"
   ]
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    "---\n",
    "# Table of Contents\n",
    "\n",
    "* [1. What is GridAPPS-D?](#1.-What-is-GridAPPS-D?)\n",
    "* [2. GridAPPS-D Architecture](#2.-GridAPPS-D-Architecture)\n",
    "* [3. Integration with External Vendor Systems](#3.-Integration-with-External-Vendor-Systems)\n",
    "* [4. GridAPPS-D Advanced Applications](#4.-GridAPPS-D-Applications)\n",
    "* [5. GridAPPS-D Services](#5.-GridAPPS-D-Services)\n",
    "* [6. GridAPPS-D Application Programming Interface](#6.-GridAPPS-D-Application-Programming-Interface)\n",
    "* [7. GOSS Message Bus](#7.-GOSS-Message-Bus)\n",
    "* [8. GridAPPS-D Core Services](#8.-GridAPPS-D-Core-Services)\n",
    "* [9. Co-Simulation Framework](#9.-Co-Simulation-Framework)\n",
    "* [10. Database Structures](#10.-Database-Structures)"
   ]
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    "---\n",
    "# 1. What is GridAPPS-D?\n",
    "\n",
    "GridAPPS-D™ is an open-source platform that accelerates development and deployment of portable applications for advanced distribution management and operations.\n",
    "\n",
    "The GridAPPS-D™ project is sponsored by the U.S. DOE’s Office of Electricity, Advanced Grid Research. Its purpose is to reduce the time and cost to integrate advanced functionality into distribution operations, to create a more reliable and resilient grid.\n",
    "\n",
    "GridAPPS-D enables standardization of data models, programming interfaces, and the data exchange interfaces for:\n",
    "* devices in the field\n",
    "* distributed apps in the systems\n",
    "* applications in the control room\n",
    "\n",
    "The platform provides\n",
    "* robust testing tools for applications \n",
    "* distribution system simulation capabilities\n",
    "* standardized research capability\n",
    "* reference architecture for the industry\n",
    "* application development kit"
   ]
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   "source": [
    "[[Return to Top](#Table-of-Contents)]"
   ]
  },
  {
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   "metadata": {},
   "source": [
    "---\n",
    "# 2. GridAPPS-D Architecture\n",
    "\n",
    "GridAPPS-D offers a standards-based, open-source platform that enables rapid integration of advanced applications and services through a robust application programming interface (API).\n",
    "\n",
    "The architecture of the development ecosystem is illustrated below. "
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FuHvOSZclSGPFhuet+Z5psTAbj88/jceHr5GS672lqWgdnefSSJyPlqagzZzDcsSWGPGnxKjoXK7LvoKojEvYWlhpM3JrRuEVvLksFU/MSWb95+X134S4k2gx/QhemHcS/+wbjse+W4R2q87ibRdH4jwydT/6b86UUl2ILTHqRojRTTlXsebsZUSdqcT2EnPklpBb0wqvyKlowzadID9ezs/Tcw7j7qCDsu5q1TUAb4Rsx7PR5zHQhVGkyflFaDE/EzuKr0Gvu7bl/4wNOVewKvMyYrKqyq0xxy11V21HqbIuqbkuYYwYIzJABii3KLfYOPPyxhkLchbkjc2A6CC0mnwQ3dfko8+6ArQdvwn/6DEFby44jCdW5sEvqcSphJp7OBctQ5Kw6FA2NmVdlL96i86B6lwuP30JC49XYGVWhTEtceCxcrTbWoy7Jx/AsNh0lmFeXobdPfcUnpp3Cj1j8tFz+Rm0+WEpHvx8Ot5YeRov1zASp/2Cw3h1fhJm7k6XYkKM+BOjboQYFZ3LJacqMf9oBdYXVkJMSww9fxk9E0vxzOpzuGt+Jte/8XJ2gnefQosZR/Huyjz0XleALmHJeLR3KF7wWYM20bn4vIZRpPdNO4Th27IQvv+MHLElR/zlWsSoEOuL0yox//hFxJRUQkxLDMiqRIfdJXgo5CAensOHEzR23XOr5xflx91BB9BttaXuetUvFkJyvRl+AE9EnYdPNaNI4zNy5FM0Vd0lfpRRdVdM1mWouivq7EVjWqKqu1oE7sP3W1h33Wr+cX+2f8kAGbBngHKLcosdQy9v3Nvf1Pw/C/qGZkB0EFoGHcCX6wswcUcxAneVYPyWXLwzNhr39piMtsvS8MzqfMw9UXVNnOC9mfIx6R3HLcfIFQlyOof41Vt0DsSom4gTFZibehHTDpcjqrASnyWU4NFl5+Vfq0l78XD4iTqtldLQMeL5nN+Xd88+gSfmnsDATYWYtNPCz7DodDw3IAxPDlmMF1dl4w0nI3EEe23nJeEfH03C0tQCyY8SW0vTK6UYnZVSjjnHyhBZeAkvrS8w+GkZuA/vrThe63W+mJfO87KhYyPW3Gox55SUW2O3FyFgV4ksf76Ym4B7u0zEf2fslutxDU4odpjPLWceRf/lh/H8N3OkFBVTocWIPyG2hBidd/QiZiSVI/JsBSamX8RT0XmSn0ciMtFi5nEEHC5gG8qL21DvLTqMllMO4ot1Zt3lt70QHcbH4KGewXglMhVPOBlFuiz5LFqGnUKfmVvw5cwtkh/xo4yzuqv3wQtm2eMfjwfmncTaLE5tbegyg+fznPKbecG8cAcDlFuUW2yYeXHDzB2FAo/Jyqa2DKgOQr8NBZiTUIqolHLjLzz+PN4eHoFH+s3BCysz8UJMPhYfyTHKne/XH8M/ZqbivbHLMGxpguxYiulA4ldvMWpCdC6nHS5DwIFSTEwqw1PR+XhrY4H8e2HuITz1QzjaRh3HdzsyjGPWNv3cvnGZF0+g+9eMIxgWW4SFB8uwIrnc+BsfnYonv5iKp31i8FT0eby/+Tz25BQaeS2mJL4SnoT7u07CouQ82bEUI7aU2JpzpBxTD5Vh4r4L6LO3BC/FmPw8PXIFOs9eg6eXncaco5QU3ngfbD6dh7vCTku5JaT6ksMmO4KjPtNi8fAnk/FC2CE8tjIPQ+LMddYERy3CT+PrpYlo8/VsOdpPiAkltuYfq4AQo0EHS+F3oBQvrLOUO6r8afFRAHqv2YVXotJrtU6TN8a5qab5i6gjaBmciD7rCzB7/wWj3hJ1mKi7uoxbgft6BuPFqIwqddfw9Udx/+xj+GLGZnw+fXP1ddfhMjyx0ix7ZN313Uy8uTIVvbecdjqyuanGndfVuHUu48/4N2UGKLcot4xOQlMGndfGgpwMuI8B1UEQcmtRYhl2n76E/Zm2f/O2Z+CZr2bhkR+j0WpOGuLO5OHl8MO4Z04aolPOo9+Mjfg8dKscrSXEhBqxJUZNiM6lz54L+Cq2EE+uykP3XcX4fN8FvBd9Cg93GIrslQPx78jT7GB6qah/aMZh/HN6ipRbK1PKsS/zMg5mmX8JZy/Dd/kh3Nd1Eh6Yuh9itNb0+FN4cFYqHpudgrTCS3Lk1tyDeVKKihE3YiqrElv++0sxJr4E760rwKsbC/DpnguSn+fHROGHAf2xY8EwtF56hnWhl/IjHkggpiUKubUlrRKCF52f2GMX0DNgLVp2n4yWYekQ6/x9vuyQLHs+XZaKHScL8PDHQVJqKamuxNaURIsYHbGrBG1W5aPL9iLJTq+9F/BQtwlYO+1b/DBnEUYlFpMfL+Tn2zVH0GpakpRbCw6WYZeDumv5/ly89E0YHh4WJesuIUVfCUvEPbOOYVXKeQyaE4ueIZuqrbsGby/CY9F56LbTUnd1jsnEfe8Mk3XXa4sSsTKz9k8ZZpvGfW0axpaxJQPeywDlFuUWG2Re2CBjoeu9hW5TyzuxKO47K0+i1aR4CLkVeagch89dwZniazhb8ov8E+/3nrmE0atO4rYPgiAWEG8Vdgq9lqXKEjjvynW0HrsO3adslFJLdCyFmFAjtsbvvYDvt+Ti261FUm59kXABQ09cRPfNZ3HfW0OQ1Lc1nopIo9zywrIs7nwZHgxPw0OB+6XcWp16EUfPX0XWhV+Mv/TCn7H9VCXeGbcOf+23GC3nnsT9c05g7r5s3ASw7fxV/K2zH6btyZVSS4z2EyNuxIgtJbYGbszBB+sL8NrGAnx7pFzy0yZgCz5/vzuiB3fBf1dw5J83lk0LT5XKtdPa/3RWyq249EqkF/1ssCM4Sj1/FatSL6JlF3/cEXQQd8/LwHPzUpFWIB4ZfgNjd+bgzvf95EhRIUXFNGgh1ZXYGhKbi++3F+PFVXn4cEexZGdQajke7TER83u+hiETgyi3vLDsEU9k7bbuNFoG7pVya2FiGQ5lV6279mVeQsCms/jz2z6y7hIPQPl42VH88vtN1Kbuem5NPj7fb627tpzFPe8Ml3XXywuTObXeC/nxxvKSaWbfoTkwQLlFuUW5xUqVDJCBOjEwJaUIL0Rnot+SGNz3WYiUW2LkVnLOFRRWXEf5ld/lX/7FX7E/8zL8Np7Fn9/xwV8HLMP58qu48ss1+CaVocXiXNz2/Wp0DtggpZbqWAoxIUZsDdtRjLs/DEDP6EyIDkK/w2UYn30JX+zNx+1vDKPc8kJ+hRT9bk8eXog6jU7+4Xh41AZDbqUV/IySS4Kf31B6+TqyS3+RcqvrlO34S+cAPDUmRtbcWRcv4Y2NhZKf23tMw8i1aVJqCSkqRvuJqYhixNankal4uPdcdFprkVvDT1VIfl6avhMfduyJiCG98PZqyi1vavRuzinDO+uz0X1tIlp+HIjXFpw05Na50l8kN4IfwZHgScgt8ZCLv3wWhrGrDuP3G9exNacS/1yRh7tmp+GO9/2MskdIUTENWkj1UbtL8OwPy/BWSDxeis5D153Fkp2RGZV48lM/TPu4PeWWF5Y/Yv3Hp6Oy8HXUBrTqHmiM3BI/zOh1V8HFX3Eg6zJm7inGH1/7Ucr1zAtXcPXXn+GfXCrLnr+N2oxXRqww+BFS1FHd1WZNPvoeKpX8DEgpw/+1s8gt/jBD4eBNZS/TSl49nQHKLcqtOnVqPR1spo+FLxlwHwNLTpfihVXZGLBhN1L2BWFrzDi0+shfyi3x67foIFy4/BuuXb+Bn3+9gaLK61Juzd5fKhv0f37tR0Qkn5IdAyG2lNx6Y8I6KSVEx0B1LIfEFcsRW3d09kOXJely3ZP+SWWYkHMZ/ZPNDoKYmsQ8d1+e11dsxWiJcYmFeHrFWQRtWY1zB8djuN8YPDBktSG3Thb+jIqrv+GX6zdw5ZffkVNmkVs9Z+7BX9qPwdOfB2DAjkwbfu78NBTfrEiVUkJ1LMVUMjHipsu8JNzfKxQd1uTLkVsjTldKfv47aw86dviMcsuL5MTBonJ8uj0X/4s+iZgdYTh30BeP9PDB/2YfMeSW4EVwI/i5ePU3nLTKrdYD5svyZ9LyWLSNOWvwI+TW3zv7yZFacm0/qxQVUv27bUV4bGAk/hcYh+dXWuSWKHtGn6lE66+mYWL399BrRhRmHKv6sIz6umd4nPor18T0v1fWZKPXugRZdx2IHY87O42Tcmv+wVIkZl+WQvTar5a6q7jyupRbYQml+ONrIyQ/K46mG+yIuuvvY7fhuR8WV6m7BD9itLGqu16Mscgtwc83KeWUW15U7vAerL97kLFkLN3NAOUW5RY7hKxgyQAZcIkBMYWs8+ZzeD8mBfF7piEn0Rc5hybgwDZf3Nl5XBW5df33m/j1t5s2ckt0EP785gg5WkKJrTumHEKLboH4eNYuOVJLjJZQHcv+W4rw+cZC/O09X7wVcQr/W5sPyi3vbByJKWQvRGdh+KatOLF/ksGPX4gPHhy0xEZuVf78O36/cVPKUSW3+kck4y9vjcUdH0y06Vze5ROL2zuMw5B1p+VILSG1lBQV/LQPTcC9n4aifXSejdx6IzIZL7/bFyEjv0PPTZku3QPubpTx+I7ZFlJ01IF8KUXnb18ipZYsfw5PxLO9x+GlaYk2cuvn6zckP4IjJbfaDFqM/2s3DH/7cYPBz13zz6DVNxH4d+/pRtmjpOiA2CL03VyIR/otwPP+cXh+BeWWt/K5p6Ac3WJz8O6aY9i+O9Qoe07smYDb3hpdRW5d/81Sd+ly67Z3x0khJWSoUXdNS0arT6fi3YlrDX5U3SX4+XKTWXe1XWsrt8S0xI2fv4T7IrO5oDzbYKx/yAAZqCcGKLcot3gz1dPN5K2NPqbbcWeKcTHjok8hW7F9nhxtozqWuUl+SNvnj9veHm3IrY1JeVgdnwbVQdBHbt32zjj88dXhuDP0mBRc934ZitafjUPM2gDkH5+CDalJ+HFnEVTH4E0hJj4KxLehGxGWWoG3NxagT2IpRp6ulK9iaseBfs/hvshzLMs8tCwzppDFJOLAnikWfg5NQM7hichN8kdo2Hg89PU8Q27N2ZiC5NOF+O13W7k1aPkJKbdue2eM7FzePmkv7u3mh4+G+yJ1/2RknFiIxckZGLy9GEJqfbo2Dy+MXY8Huwdh3vbjGLm3VMqt749dlPy8HpGM5zt8g8DRQ9F7axb58VB+1BSyMZs2IiNhgiEmRNmTm+yP1wb44rmgeENuzVl/GEVlVyQ/utxqO2atRU78sBJ3LcpGi2Gr0fL9sfCfORFZKcFIOb4WQQl5suwRUuvDpen411fz8OKAOdicXo5OGwrRdUexZGfIiYvGyK3us9ZCpJF1hllneEosRN01dH8eXliZgchtC6vUXbnJkyQT4mmJYuTW+sN5WLApWf4oI36Y0eXWXe/7y21F3XVnWDru/ToM//lkHFZE+8u6a8vRgxgdb9ZdQqrf81Egvp6xEUvSLqH9hgL0PnBB8vPVoVK0fHeklFscdex53HgKv0wH2SADtWeAcotyiw0yD23Qs0CrfYHGmNV/zPwPW6aQBW5ehXMHxtmKiWR/nE8JQF5qoGz0iwXlxbTE14cswiNfhKBlx/E4drYIRRXmtMS7PwzEH9sNx+295+KBj3zwU1QgCk9NR8HJaSg4GYKCtKnISZuFyZsS8GifuXh18HyczinB5es3EHKkAmJqR889Jeh/qAwfbs5Gi7eGY9O3b/Fpdx5YjokpZP13WaaQrYmba+XHMtrPIiYm4fyRAEQsmYiHvpwp5dbCPXm476NJ+EePQLzUbyYuXTOnJY6IycSf3hyNv7QfiVafBuOV/hOwc/sUk580Cz/Hj0ehz4KduK9bIIbO3oyKyz8jp/I3fLGjBP9dl48vD5RKfp6dtAU9un5JueWB7IiyfG1WKV5fm4VeaxOQvCfATkyIskfwE4gPhvri6QnbpdzyizqEez6ahDs7jMP3M9bZTEt8O2Ar/vTGaNz+cQhafuiLgZP8kZESgsJTquwJQf6Jqdiesh3txsXgocaC3YkAACAASURBVB5BiNlzXLYSd5+/hlfWFuLDuCLJTt+DpXjk08mY/ckbaD9vL59254EMiTUhn1+ZiQmb1kopKqZAi5HGUqprddff3h6Fz6Kzpdx67YeFeOKbObjzXR9L3aVNS7y3+xSL3Oobjlbvj8WsiACz7NHqrpnb9uPx/vPQbpCl7vr195uYc6xS1l2fxFvqrq5bsqXcSujzDCi36r/dwrYgY0oGmi8DlFsuyK2IuFxZ+bSIKcZOmwq8DL4x1u/iSimJbGLTfG8qFqjM+6bAgFhX6/noLAzesA3H9050KibyjgYh/9gUtOgwGr1WnIFvzEn86/MQ9F6TKDsCGxIykFduWVBerLl1T49p+EO7Yeg23Be5J2ei6MxMFGWIv1AUps/AuWPTMCTQH0/2nIjth9JlCb0t52e0XpUvR+s8syoPnWKL8NqiI7iv6ySEfdaecsvDyl65rtbBfLyw8gymbl6B7AQfyY8+2k+ICSFF845ORkzMJPyjV7CUW++PX4Vui3bgsa9n489vjETxpevIvmBZcytgV4lkSozWW7U+GMVnZln5CUXR6RmSn/27gvH61774aGQYcgrL8fNvNxCSWoG7rWu7vb4+H+9vLcKzfpvxYOcx2PbF8xgx3g9D9hewDvcQjuS6WtvO4Y1Vx7ExLtTCjxATYhq0dbSfRaoHIe/YZAzym4DHRqyTcuvfvUIw/OBZ/PnNkWg/OFxOiT5hXXOr87R4/Ln9GNzTcRRSDk63KXss/EzHytUBeKSrD/wWbsa1X3/D+cu/ofeOEln23LvkPDpuKUTH9efw74GL0LHr1/JhFpRbnlXnW9bVysLX63chOX5SjXXXPe+PRY8l6Ri/5iQe+TwEg3any3Jm6fajyLMuKC/W3Hrkq3ny8/cG1Vx3rd97TNZde/Ku4RkHddf93QMx6ZMOiBvwKv79E6dEN4U2E6/Bs8oB5kfzzQ/KLcotNug9pEHPgrj5FsSelPfxp06jU8wpdF6ThF07piB7/1izc3loAsSIGzViQogJMZVQjLbq8P1EPPnVLDzTby4Gb0pByy4T8YdXh2P6mkM4VfAz9py5BCG3/tV/gewg3NVxLEZMC8L507NRfHa27GyGLAjAc19MxJSl22XJXHG5BN/tzjDWNxHrnDy7JAP3fhkGMUWk/Q8LZOdy7Xcd8NwyPu3OEzhacfA4no/KxLCNW3BszwTJjxjxV1VMBEoxkX8iGEcPBOPBj3zQbsRytOjkiyknCvGH136UnGQUX5NPu9t+qhJCbqlFnf/ZfTyWrg5Gydk5kp9du0IwdLI//tdvMvaknpX8HM/PRjtt4XDBz39CD+GuDwJw78fT4TdyrORnyMQgjEosZl3oAXXhjxsP4+kVmQjfsgjZ+8aYZU+iryx7xDREMdovL9Ui1cVIq8UrJuG+rr54fdRKvDR0ET4Mi5Vlzwt9Z0LwcyT3qnxa4sfzkuS01r+9MwZvfDcJB/bPkPzkps/CkujJ6PGjPzoNnYuisku48fsvWJduW/bcv+Q8Hhq9AX97bzz+0Ws2Yr9qJ/l5dcFBOcrME+6/5pyG5PN56Lr2JN5dnYqtcSEu1109Rk3Cvz8PRuuv5mDgphQ81Guq5GdKVIKsu/aeuQQhtx4faFmz7b4PfTF4ymRknpgly54TyTMg6q43vvHHlCXbpBS9fLUMI/fa8vP0Txn4x4AIWXe1+36RZIejjtnua873LK+d/LuDAcotyi026D2gQe+Om5vHZKVRFwaGL9uGLiHROBb0Ps7GDTM7l5rYkiNujgmxFYyCNMu0HjHywX/OJDzQIxC+u9KknPhb+9EYFbEXO9Mrse1khZRbTwxeJqXFxwvi8NGsjXjgo3EYPysAbXqORZ9BPtg18wdcSFqA+am2T6QSa+TcNSwGt3eeiPs+C8O/v4tG34mLZQchYkgvvL2acqsu+V3f+7QJP4SJ48YgLbynIbbEE+3EdCCxvpYacSNG+wmxJaaiFqZPR07aDLz33UR0mBSNtiMj8KfXR+Jvb41B9IHz2J1xCRtPVEi59dd3LIs6j4pPx3+HhuN/A/zgMz0QbT7xgc9oXxxfOBB5Z7aib5zd0xTD0nFXn3kQ02If6hsp+Qn1GUO55UH1nxDrDy04hdgRH+L06gGWskcXo1JsidF+QVKqC7ElpjOLEZ/JB6bh3i7jMT0pG7e9NUaWMY/3mor4jEvYdfoSViSX4/PIY/hL+7H4R8/JGLLtGP75iT/6+Qeh48Dx6NxvHOb4j8T5daOQeu4onlmVbSPVbw86gDu7BuGe7tPwr2+WS34O9H1W8vNURBrEguX1fS/xeLWrw8es2IY3Q7fg6MQOta67IqMm465O4xGacg5/eNUi1vsGbzTqLiG3nhsRY9RdH4fH4l+fTMDY0EC8/Lml7lo/dQiKEkKxOs1ccF4tPN9i5Drc8b4f7uk5S7LT1Xcl5ZYHlT2812p3rzFejJcnM0C55Q65dbLQMo0x0jplMTIXvU9qN4L998Z0x1L0tu7TNrHY8t74rgIZ9vvZH5cVBRuXZIAM3CID4tfvvgs3o83cAwgf8RVOzu2JcwnjrKMmrFPJhNhSYuLUdDmlUEwv7OMbgGFRe/GvXlPkL99i+ljXievw06Ey+TdtzwU8O2KN7CB8OicWMaW/YOrBs/jXRxNw7uA2XEhYg4Its3Bu6RB8vma30bkUC4ff190P3/pNxNGEEPit2IinfliNQQGUW57WwNiYlIr2YbulIN0yvAsyVg+wii3LiD99xI1FTFj4Kc6chYc+8sHiE3n402sjJCN/fXMUAjecQURiGRYcLJNy684Pg+R3Uw9kYn3ZL/gkdCM6DJyOipMHULw3GrmrJiJ9fn/8c9lZyY++cHh4pB+SD4Sh98wtsoO5fMIQ2cH8MmQxphwpYdlxi2VHfbA4NSYOT81LgRhNd9i3M7J3/GhORRQjtqTYElJ9qlwrS0h1Ma1567YQtOk3FRM2Jhly4vZ3fSQ7gh8hJ/pFZcg12+7sNF6WPaL8ear3VKxYFo3Sw5tQuH0Bclf6IGrFVKPsEQuH3//VbLzQZxziNgdg9fYovDlhgyx/kvq2ptzyAGYUd8eLSzAgYgueCk/CrBEDkDbrY5frrlHTAtAvbAvafD0Tf2hnkVvvjY4y6q4Zey/glYmxcs02VXfNOZaHezv54NiuzbiQEIOC2Dk4t3QYvl27zeBHSFGxvlvfcRNwdP9UTFm5Hm2Gx+CbKdGSnaU/dMdrK/nDjMpDvmp9RQ+6t5gvzBdvYoByq77llgMBJRaLVHJrZ2J+FfElvres52XKLfmZ8bljsaUf15ugY1pZSJIBz2dg29ET6BAWh/emr0X0sG7IiPpaLt4spyIqsZVuFRNnZsnpPU/1moClSVmG2BJy689vjEK36Xswfnsxxm4rwn/942QHs7PvCiRU/ooZ+0/jjW9n4Gp+JiozknDhwDok/hSINjN3ySdS3fP5NLlwuFhLSYwSE9MgRQf3WOJMrFkdKTsI4cP6oFMMOwiedF/N27oXbcITMdB/GvaP7YysbT/KNbYsI7bMETdCTAixdfLITPz97TEYG7UXf7SOnBDTWu/5MADfLD2O8XHFGLG1CC17TMP/tRuGsITTkp9PAlchbOUOXC04i/Jju1G08ycsmu2HVjNToaSoWDj83DHLYvPi/EKwbdyxBLtmj5D89JoRhRnH+LQ7T+FHSIrhS4SkSJaL/adN64bcA76WqYjWadDiIRRSbJ2ZKaeGTZgdgO7+UXjqS8HHcOvfj3jph6UYtTFH8jNgY4FFmrYfLdnZU/ErHurmj9PHj+Ny1jGUpWxD9qYwfDN7Ee6afwatflyFe7qMxbwlgXKEmBD6Yo0vsYh9xIbVODLiLcnPvyNPQ6wT5inxa+7pECMAPwi3jOISdVf64r411l1t+/thZtxR/NE6HVrVXZ0mxRp1V7ugXXLNNlV3hSVm4r9fhciy59KZFFw4uB6pyyfj5dBYWXc90G8WXug7HmbdFWzUXVExSyQ7HHXs+W2h5n4/8frJqLcxQLlVz3LLlFeFiLC37ueL0dY6MkvJrowKU2j1Pmm+t1+8vtrj2p+H/2cjkwyQgXpiIHLHfrwcnoDeQfOwa8wHOLd9hGUqohJbmbNQkjUHI2cE47b2oxF9IN0YOSE6CC9/Mw/Pf7tQTgdrH3oILwbslB2Et4cvxJHL1xFbUIGneodg+4FjOHTwMHoOD8Xf3xqJOzqNQ4uOo82Fw8WC8+KpimlTLYIrNUhOcTt3ZDamzg9H761ZzPN6yvP6asgISTFmqUVSjPUZh7SQj5B7yM+YSibF1tnZOJ8xB4/1HIf/DQxDN9+l+NPrlpFbt789Ft0nrcN9H03Gw1+G4YMlGXjgy3mSr8kbDiP58nVM23UCHUdG4MSJdERFr8fzvSZCPP3s9o5j5ZTFhH3WhcNPz7AKiqlSUIiptWLtuLMHZuOzsHWUWx7GjmDwwNksfLYgFi/N3oOI4b1xOrKPfJqheLqhEFvigQJivb4DCaFo2Wkc/FbE4/Z3xmpyazh6Td2KOzpOwDMjYvDhylxjzbbjV67jYOV19Jy6FqPDN+FY6nEEz12OVu+Nxh2dfGRZ9l1QAMR6XIJTMXVWTKEVU7GF4BfrfuWmTEH6lkA+7c4D2RH8LN9zSNZdn06OwK4RnZEdO9xh3TVx7hTJzfaTefiDIUaH4T+fTkO7octwZ2d/vDFtP9rNSJRrtrUfukDWXVsLKvDywDlYFXcIR1NSMWBcuKy77nx/PO7qMBoLVkyxPPTCSd2Vc2Qmli8M5pR6D+WnvupBHodyiAw0LAOUW/Ust6qdOuhkVJcapWVMRYzMRdvEMtuOmoN9TUHWsNDwJmW8yUDzYyBg1Xa0CTsonyyX5PcB8pMmyRE3QmwFzp+M+z+ahEc/mYxxi+Pw5zcsckLIrac+D8HO9EvwWX0SrboF4y/vjsef37Z0QJ/uMw3rz5Xhp/QitPl2Dh75IgRthi40fj33nxuEkuwwy6Lh4sl44ol4p6bJDq5lBE4gcpMn4WBCCP4XnY7+u3M5gsIDOwpiqquYLiSmuorpQqfnf4HCk9OlmCjJnouX+vriia/mYuD09Xj0Y8u0Q8GOWLNt4pL92JJWgS9n78Wf3xorxej/vTpcCq5PpqxGfMWvGLH+MB7uGYRnf1iAf34+1eigxu8NhTi+ECAWQSEEV4icUmsIiiR/zN4ejaejzsL/cKFtveuBsWyOZa/NVNehnZG9aYh80qHI18y02bjz3VF4tFcIdhzLthHrQravOZiHRfsK8MqIaPzprTH44+uj8H+v/oi/vz0aARuTEXfxV3wYvBYP9ZyMl0ctwZ0dLWu6/bvbaFw4F27hJ1MILiXXzdGjYv048YCNwZt345U12RBP6WuO+ePp1xyybqcx1TVp/PvIOzjRqLumLhJ1lx/ueNcHk6P2yLX+RNmj111BG8/g/k+m40/tR8sySH7XeyrWZBZhRVYpXvx+Ph7oGYQ2Q+cbYr7fBP9a1F2n8Ol21l2ezhHT1/zavcxz78xzyq3ayK1I+9FYZfCNsa6rFVeqNWq0EVjGGlplDtfMUmJLvFYrt2Qj28lx2QDXYu+dNyILUOabNzAgJMXgxZvldKGQUYORHv4FitNnYPT0ANmpfGtwON76YZ5cM+nOd8bi0R4B2Jmag6Pnr2Jdainued8Pt7Ufgf/1n4CX+/rKDoRYvLf7tHUYt/Mkbn/XIr1uf2sEZi4NQen5+biQM092EqSgOCNGUKgRONoIiiR/ua7T1A3L8NzCIxBTKr0hns0tjSJfzOlC3ZG9aZgUCPd0HIG/vjEKYesT8be3RksuWrzngw9HReJs8VUczr6C6bGZ+NPrP+KRbmPRZbg/Wrw3Um4nRmmN2XwEn4THGlL0sY/HYE/CbCs/VkEhBVeoZQSOmt4qR/9NkoIiLSEA30Wtx38XJZMdD21TiKmuYj2u/gGzkDCuC/IO+mHbzhmSg7+8OQpbDp2W5ZCQ6606jYfvojicKb4m5Xq3wI1yuvTjPX3Qz38y/vSaRWA8/sVUzEjOQesBswwp2nO0P7IzwlGaOw8XzoXJkalilJhFcFnkupqeKJ7emHN4Irbvnom3IvdjzPJY8uOB/NhPdU2f3UvWXT4zgyQzL/Sdjq6jI/Gn136EXnedLPhZyvUHugXij68Ox3O9J+D1byZI5sQUxg4TliM46RzuskrRv74xAsERwbWuu8I3LsRTEcexJiGJ/HggP82trub1sk/izQxQbrkgt/TRWPqIKnOqoLmmli0MmvwSC8M7nJao30CmvNLPY3tMsb3dcVkRsDFABshAAzIgpgv1mBeLdjPj5HSh1CUDcfvbI+SICPWkqfaDwzBj1V4Er9iDTsMX4S/W0Vxzomfh0sXl8m/dzjDc3cEiKcSv4aLDOTAoCDlZC1FeGIGy/IWOBYWanijXTwpEToIv0mZ0x7wf+8rRQewg6PWK571X04XkVNdRXRCz1DJaRqyxJUbViBE3A4JXYXr0Xvgu2oZne0+T63AJhk6eXizZKSlZhrFzQgxJIfi54+0RiFwbivKiSJQXLLLwIwVFuEVQGCNwbAVF9o4RcvHyEeP98NS8IyxLGrAsqdq+qZlX36itUrCLqa5HpnTHB9+Pl7JBlT0PfjgR4xdtRcjKvegbtBoPfOAnv3/2cx9curhC8nMmazHe/Hai/FywI/7E9/sSwyU/ZQWLUJq3QAouNXpUPDTDItfV9ETL1OgzqwZg5w/vyIcoDFi0ifx4MD/2U11TFn2Nlh1GSLEpy592w6HqrqlRlrrrr+0tdZT/gmlG3RW7dx7uf3+UDT9f+QXWvu465IeTsz9GxPAv5EL4omysyz3BfWouNxgjxogMNA8GKLdckVu6TLKOxNJHXOnrY+nCS99GyaqIOPMJivr39gvKq+3VjVjTcdV2fG0eNy7zmfnsCQwIiaSejDd38Ke4r6PlKVOqs6i/CnHlv3A6LlVGWf4qonCpYgVKSpbDZ24IOg3xQ9qpCFSULsHFkp9wsTjSVnCJKUJZcyxrmBjrJwXj9OK+WDeki1z4XiyAz1Fb3nNviKmu6sl4kwZ/ib++4ZwfIa4SUhdV4Scz+yd0GzkJP84IRlHhElRcsPAjBJcQFGXVCIq8pEk4Ob0bZv74tZSiYlSiGJ3oCfcW01A9x/pU1+kjvkWHz36wEQ162SPev9JvAvIKllbhJ3bffLzylS+iYuegonSphZ/ixdayZ5E2AkdNb1XTE6fi3I7RODTmXflkR8HxzE3xZMeDxZZ+T+lTXRcP7obHuzovewQ/I2eHVGFHiNLAiOmy7ko+tqjWddeZVd9i8/cdpBQV9ahIk55Gvq++DGB8GB8yQAYcMUC55ZLcssDjSEy5IqFc2aYucsv+uI4ymJ/xxicDZMDdDKgn4w3wn45RA/qgwzc+UjiMmzsNz/Ueh3Fh03EqcwkuX1qJy5eirX8rcblS/AnJFSVHVFSWL0dl2TKjk2CMwNEEhVo/6VzcSOz78V05RalN+CGIhe/dfZ08fv3fS/p0obEjRmDk99/ilT7jMHR6ML7wDUSnof6YtXIW8guXaewIhiz8SFlaYRmNY+FHExRCcOUrQWG7flLGT30QPeQjvBm6RU6VFE9YY/7Wf/66O6b6k/EmDuyDLwcPlyOyRNnTaYg/vvANQvS28Kpljx0/kp1yUfYstcp1Jbiso0c1uZ5/JBDiCY4hI7+TI8jEkx0Fx+6+Vh6//vnUp7qO/7o3ug4a6/a6K2fXaOwf1VE+SVY8UVakgXlb/3nLmDKmZKB5MkC5VQu5xZuked4kzHfmOxmomQH7J+OdnvsZLuYtNDuVl6NxRf6twpXL4i8al8WflF0rLb+KX1wBQ3CJEThiBIWdoChMnYzjEztCTEl6KjwZYooS86fm/PH0GOnThSJ/7I3sdUMs8lNICIMdwZCFHZMfq+TSBGnVETgLjfWTcuJGYtfwjvLpn+IpoJwG5P3sCLbVVNduwcuwa/QHKEqZYuXHUs5Yyh6TH73ssQh2qyCVct0iuNToPzE9Uaz9J9bdyojsg6XDPpFTssXUbMGtp99bTF/NjOtTXU+GdHNP3XUiBGmB7xt1l3iSLKVozXlDfhkjMkAGasMA5RblFhtmXjKMvjY3NrdlRdBYDOjThcST8bJWfItL5VG4cmWV9W81rlwRf9b/G5LLVnCZIygs6yddyJwtn7InjimeuieevscpZE2Pc326UOzwLig84GeyIrlxwI8QpJUrrSMAl6NSG4GjBEVh6hQk+3aRU8jEUz/FlMjGukd4XvdxK6YGqqmuiZN6oPzsXOf8XF5lCnbJjwO5bl37LzduFLYM7Qwhz9qF7eXC302w3aTqrqfCk+RTXTMX98elkiUO+Kld3VV6LhwZEX2NNSEHLNyApGxKUZaD7isHGVvGtjkzQLlFucUGfhNspDXnQo3X7hmVuv5kvFXDeqBg7wRcvbra5u/KVavkMjqZmqDQpidmx3yP6GHdjSlkXFfLM/LYnfeaPl3owISuKMuYbcOOYMnkxzoC0EZQWKYnlp2bh4zwL2ymkFGKNm1+1FRXITEnjhmJzEVf4XLpUht+LOyo8kdNczWnRyu5XngkGAfGf2BMIeO6Wk2bHVGm6VNdRd2Vu2WUDTu2ZY8SpI7rrtxto7B+6AfGmpBbk7muljvrDR676d+fzGPmcU0MUG5RblFuUW6RATLgNgbUdCHxZLzdoz/AhWMhuPrzGsvf1TWaoFhlmaKoCYrCw4HYNboLp5A1Yz716UJHp32KyuKfNH7sBZc++m8ZstZ+j2XDe3IKWTPlR0wZ7LtwM16avQdiquu51d/jcmW0Q37kNEWt7CnLmYfTsz+VckxIMk4ha34dKlV3fTo5ArtGdEZxymSNnerrLjEtdtfYrlwTspmWPTV1vvl98ytPmOcNl+eUW5RbbuvU8kZuuBuZsWasPZ0B/cl4R6b0QEXeoiqCy7IOzkqUZ4chJagbRoz3A6eQkW01XUhMRxXTUrNXfmdKCm0ElxIUhYmTsOvHTpxCxo6lbN+oqa7vTV+LDcO7oehQgCYp9NFb0agoXYbslQMROby3lGJCjnFdreZdBoWs22lMdT3i3xUXs+c7r7vOL0BqyMdG3cU1IZs3O57eLmP6yGdTZIByi3KLcosdADJABhqEATVdSCwEHzh6KDIX9cPlsmVyyodYg+tSyU/IXNxPCgwhMgYv3sx1tcimwWaV6UKxo2QnU01PLDs7Fyn+H8h1tcS6S5xCxoa73nAXT1QVT1btHzALu8d1Q+nJUFzVRo+K9d1ih72PLiHRaB+2G0KK6fvzffPlyb7uElOd5ShS69T6S+UrkLX8W7PuitjIuot1F8sPMkAGGoEByi3KLd54jXDjsZHcfBvJzPsKORLiswWxxnShnI3DkLtlJFZp62oJkcFY8T5xxICaLiQW9xZTXYsOTkLmwr4262rxKWRkxxE74jMxmkaMCBUjQ8VU16LkIByc8KGxrpZY783Zvvy8eXNl/1TXc6sHI3+XD8TaXG+GbsEHc2Ox+/gJ8sN2NRkgA2SgkRig3KLc4s3XSDcfG8nNu5HM/K+QIyPECAkxUkKsa/JyeAKEuGBseG+4woB6Mp4YidNuZhx6zIvlFDLWZy6VH2KqqxgZKkaIDvSfJmUX19ViueNKuSO2UVNdjborbD+W79rnEnuunoPbkUcyQAbIQO0ZoNyi3GJlzM4AGSADjcqAGCkh1jVhJV77Sry5x0yM0PKN3o41CUnkh+VYrRkQI0THrNhGKUp2as2OKHtF3TV1zfY67dvcy25eP+t7MkAG3MEA5RblFitlNurIABkgA2SADJABMkAGyAAZIANkgAyQAa9lgHKLcstr4XWH7eUx+SsCGSADZIAMkAEyQAbIABkgA2SADJAB72KAcotyi3KLdp4MkAEyQAbIABkgA2SADJABMkAGyAAZ8FoGKLcot7wWXpp07zLpzC/mFxkgA2SADJABMkAGyAAZIANkgAy4gwHKLcotyi3aeTJABsgAGSADZIAMkAEyQAbIABkgA2TAaxmg3KLc8lp43WF7eUz+ikAGyAAZIANkgAyQATJABsgAGSADZMC7GKDcotyi3KKdJwNkgAyQATJABsgAGSADZIAMkAEyQAa8lgHKLcotr4WXJt27TDrzi/lFBsgAGSADZIAMkAEyQAbIABkgA+5ggHKLcotyi3aeDJABMkAGyAAZIANkgAyQATJABsgAGfBaBii3KLe8Fl532F4ek78ikAEyQAYaj4GIuFy0iMxFi5hi7GTjkvUzGSADZIAMkAEyQAbIgIsMUG5RbvFmcfFmYYe38Tq8jH31sd+ZmG8RAkIKGH+FiGhCbDuXHmXwjbFed1wpyzM35bljxkTc8+F7vno+a3P/Os/n+jtHbdLDbd0Q95OFWjnFe7dpM6aVz0bdpNdT4n3D11VGOSPT5KgMK0VvPb2U7axb3VS3Nu373w31B/OB92INDFBuUW7xJqnhJmHFw8rJcxmoruNQjx2G88VoKxv69XjMWt53RmekSidDiwHlltvK8yYhtzyAY88tSxqinNfuVV0cGO8br3ypNl/IzS2UKzXleT3KrVrkk1GfWNlrm1hme432ArZKvdMQ9wvPUe19Wcs2BI9FnshA82CAcotyy7ZCZ2XBeJAB72FAa4DbNs5Fh6L+Ooqm2Ki/Y9a2kWF0Rqp0MrTOE+WW29htKAac5/OtN8oa6hpqy3Zz2d7I28hc2JRXWjnmidNRyc2t33uKcYOBKuX4rZ+jNvmk0tE2xjrq2S496ntjJLTd9+p6+Hrr+cYYMoZkgAzUJwOUW5RbbusM1SeoPBYLPjLggAGtU2jTWTQEpSZ+7BrnRkdAfa4dSzXoe5/U9jdGV9ith2S/nzpehbavkE76dtZtjDSIYxv7ObjOigoYnY0q29mdR127fj5r2nuf1I5t/73Ncc0pKW0TpAZpxQAAIABJREFUiy3TU2y+146jztfEX828shecWvztYmSfZ8b/nbFUJZ/1fDBHVhjH0c5nfObw2FoaHX5fYcundRvzntLTQR7qVBYbo2py0cKBhDbzT00R02NeBpM/JyN96ng/m+fVpsoZXN0qN6Kc0K+D7BjxNmJsV5ZWm4+O71OX6im78lmlo21coXVUsuJOz7NC9HawBqDaV9WT8tXmejRu7Os+bQpmzcexxMZmu5hiRBjLENiVxU5jRwbrVGbZMcNj2N2rjA/7zx7KAOUW5RZvTg+9OVmRsiKtmQGz0aoa2jYCp6JC6xTqjXez8S078PaNYmvnvqZOg22H075zaJ5DpU1/NX4x12WDg06vioHRwLfpRAhGtPOo/Z1ej4Wp6tMttqka15rkm0pnU311GjPRWTPirTNmxlBJIiMP9TwX71W+1bfcMo6tMaKf28qS03QZ+5vXYjBchUOWV9WybzCSC/sySu5X5Xsz5g7LCi3+Ttk0tjGPZZ9/TvNeMnmr3LAssWfCiLeRN+Z9U2M+aowY+RgpeKo+n+zTIP6v0tE2sdRYs1GVU8YPMXGlxnZ6+a/21dMg3xvlmJP0qLLHeu01H8dMZ5VzyWOZcqv62Dnn31Fs+JnJJGPBWJAB72OAcotyi3KLcosMeDUDDhqussGvKiTze6PxboyisMgIs2FsNpb1Ct3h98Yx9M6qeS7bDoc6rvm9uRC51hFw0OFR6TA6AlW20fa3di4cplflcY3pFnHT0lnlfCquzevVjKkmMY0OlhkvgzGjI6ry3kG8HGxjm88Ojqt1TPUOp+LEeHVwbPMatDRpPOiSzdxW3CNmOqo9p2KMr1XqFNt4OmBBywcLQ1rMtdEu5nGs5Y62nynNzH0tn5n/rzH/6pUbcZ21OHcz4Mb2/tY4cCEfzbzX7l8tZjV9b5QNWhkiWDP2s5NOgh2n6dXOa8gwg1OtTqr2M+36xfHs2dNiYpZNDo6tbef4HiCDet7zvR13Ost8X6XuIi/exwvlFuUWb2QW5mSgSTCgNWCldDBH0dg33o3/q1+ajUa1KS7MRrI++kvrVDjYR/91Wf9F3GHDXJ1b62hU1/F03snQGvvqmA7SZlyPg+9s0y2mv5mxNGRNk2Ck7o0Ugxmjs2Z7LPv8Mf6v8kTEz2nsTVaN/WRH03E+2G5jTYcLx3Z4DcZ+ZhpkY9amw+g4HWz02jJQbTyMOOsyXNu/yvdOYm6TL9UxZSnL7EVZlftZO69eDpjyvabyrzpuxPU5uY5mWp44vHerLRu0fHSQV0a5bjNKWaunnMRZpUPyYDAl8lLll+UYajubuslBOizsKBYc1EmO0lfTcYzv1XEt90uVcszYzqy/dZaNqfX2a905iU219zH3YXuZDJABD2eAcotyizeph9+kbGhoHSDmVc33q9bQNTpyNo13s+Gtdwz0TphqGKv9qzSmRT5o51Hb669uk1tV5Ip5PaZEs+1UqnTJ66kx3ZRbjsochwzo96MRV72DqIkM43ttfTXjM7PzZtuZVB1N2wXIbbexY1GNtHNwbIfX4GA7ef3GPSOuwXE6HMWJnzkpr7V42t6nlu2NPI1ULDiJuXYcWX4Z+eesY1/N/azv6xZubMshVZ42Z0aMfFbxVmWInhdq+p72asbO5MKmXHckj9SxHbyqdFiOa9YhxhRYq5RX2xlyS0+nugbjM8WueTyddZvyx9inmvLQ2EYd13Kv2BxHXJuxnbN7wLrWG+VWze0nB6w05/uV1+6kPiMnHn0vUW5Rbnk0oCxYWbCSgWoYEI1afWSMXUNXl1eqkW4soKsa5lUqaa1hbt3GbExrjWz7TmZ1xzHSqB3b+Ky2Uz9sRYeZNk2k2KRFO6e4nhrTLeJtdqDMTlU1+WBzvqa5nRlnZ6MizJj1jiuE7HhqjBn7a58pJvVRMsZncjvzmEbnUssb9Zmrxza2MwRKBTI0HvR7yXZbMx3koe58G3lr38nWO+dGuWDGvIUmtM1jWMsiLf/08s623jCPpeefkcc1MGlsV2tuWJbY5kM1Zb1L+aizZ1eu28gtrZ5yUjYrjgwedAa1af1qu9qVNVraDJ5tRwD6qkXhq2NPS5ORTr38U/dFjbFzzL993vD/Ol98Tx7IgLcyQLlFuUW55aTx4603NdPdjCokrfGrfsU2X+0khN22ZmNZb3Tb/vJrbGO3r2roGw1/7Rd2U2o4auA7+qyaDo/Nvanta38+8X+tk2B2Rh1fT/XpFvywM2BfjjiLqchvxYn9NupzeSx7hsR+MfkWCaZJAyNvrPlp/L+6PHfx2FVGOLhyDtk5JQ/2PNTt/2YczXJKu0e1e1i/Bx1uq0kDp4wYxzPPWxcm684NyxJ7Toy8MvLGrK+N7+zvdeu29uWL4sLIU/tywME5VHrUuYx9tTLfoUxVx7I/h8NyTKurNE7N9OsP4TD5r1oeasexj4n8v1nHq+tRMTFeZbqd8G9Tv5r5oGLEV8aEDJABb2SAcotyi3KLFTwZ8FoGzEar0ZgVjV6tQW1WTHpD2faXbbPRrTW0E8V0HrNit2k8q4a+za/l5r4W0aSdz0iPo89clVuWtNikw9rgNzsolm1cuR5H25iCzIyr/bH1mDSn9w7jZR9/bQSBPhpLxckm7wQTRkfR5NHYxmDMzAvBuMiPqttoDCn+HRxbpMPYV2xnnMPx1B5zJJCZBvJglgkqX2v76oilqnHVY24+0U6Wc0Z5YqbF0THN/NWPVU255oTJunMj0uf83LWNW1PY3rj/9HtPq2eqy0dH39lzYxzf/v7WzqHnp76/sa/Gl/GZll7jM6dljeN6zky/3XpeTo8j+NGOZd3O/jiKC/Nz+7qYDKoY8dUsMxkLxqKpMkC5Rbll04FtqqDzuliIkwGtkaw13hkX3htkgAx4HgPskHtenvA+8YQ8MeSaJtw8IV1MA+8PMkAGPIEByi3KLcotu1/0POHGZBpYQdQ7A8ZIFmdrUzHm9R5zli2sX8hAHRmg3GJ5xDopIs6ceih40Edn6aPOyApZIQNkgAxYGKDcotyqY8OThQgLETLgDQwYv/KKKQ1q+gM73Cz3yAAZ8GgGKLe8oX5hGt3bDqpSf6t6XC0m79H3sHtjQ/YYXzJABhwxQLlFucUGPhsHZKAJM2DTOOZ0RLLehFl31MjhZ97a+KXcIrveym79pdum/raKLY7Yqr/48h5jLMlA02OAcotyi509dvbIABkgA2SADJABMkAGyAAZIANkgAyQAa9lgHKLcstr4aVtb3q2nXnKPCUDZIAMkAEyQAbIABkgA2SADJCB2jJAuUW5RblFO08GyAAZIANkgAyQATJABsgAGSADZIAMeC0DlFuUW14Lb21NLren/ScDZIAMkAEyQAbIABkgA2SADJABMtD0GKDcotyi3KKdJwNkgAyQATJABsgAGSADZIAMkAEyQAa8lgHKLcotr4WXtr3p2XbmKfOUDJABMkAGyAAZIANkgAyQATJABmrLAOUW5RblFu08GSADZIAMkAEyQAbIABkgA2SADJABMuC1DFBuUW55Lby1NbncnvafDJABMkAGyAAZIANkgAyQATJABshA02OAcotyi3KLdp4MkAEyQAbIABkgA2SADJABMkAGyAAZ8FoGKLcot7wWXtr2pmfbmafMUzJABsgAGSADZIAMkAEyQAbIABmoLQOUW5RblFu082SADJABMkAGyAAZIANkgAyQATJABsiA1zJAuWWVWzdv3rS+4wsjwAgwAowAI8AIMAKMACPACDACjAAjwAgwAowAI+D+CPw/95+CZ2AEGAFGgBFgBBgBRoARYAQYAUaAEWAEGAFGgBFgBNwTAcot98SVR2UEGAFGgBFgBBgBRoARYAQYAUaAEWAEGAFGgBFogAhQbjVAkHkKRoARYAQYAUaAEWAEGAFGgBFgBBgBRoARYAQYAfdEgHLLPXHlURkBRoARYAQYAUaAEWAEGAFGgBFgBBgBRoARYAQaIAKUWw0QZJ6CEWAEGAFGgBFgBBgBRoARYAQYAUaAEWAEGAFGwD0RoNxyT1x5VEaAEWAEGAFGgBFgBBgBRoARYAQYAUaAEWAEGIEGiADlVgMEmadgBBgBRoARYAQYAUaAEWAEGAFGgBFgBBgBRoARcE8EKLfcE1celRFgBBgBRoARYAQYAUaAEWAEGAFGgBFgBBgBRqABIkC51QBB5ikYAUaAEWAEGAFGgBFgBBgBRoARYAQYAUaAEWAE3BMByi33xJVHZQQYAUaAEWAEGAFGgBFgBBgBRoARYAQYAUaAEWiACFBuNUCQeQpGgBFgBBgBRoARYAQYAUaAEWAEGAFGgBFgBBgB90SgXuXWjZs3cOMG/xgDMkAGyAAZIANkgAyQAc9g4ObNmw5b0Tdu3sSNG/xjDMgAGSADZIAMKAacVJkO61FP+7De5VbhxULkleXxjzEgA2SADJABMkAGyAAZaFQGyq+UQ/z46ujfz7/ewPnyX/nHGJABMkAGyAAZKP8V5Vd+ww3Hvwc5qkY97rN6l1vnSs7hTOEZ/jEGZIAMkAEyQAbIABkgA43KQHFFsVO5dfna78gousY/xoAMkAEyQAbIQNE1FFVep9xSyk78Mka5RbFHuUkGyAAZIANkgAyQAU9ggHKL8o4CkwyQATJABlxjgHJLmS1A/jJGucXGrCc0ZpkGckgGyAAZIANkgAxQbrnWoWHHj3EiA2SADJAByi3KrUYdbs+GOxvuZIAMkAEyQAbIABlwzADlFjtr7LCTATJABsiAawxQblFuUW5xPREyQAbIABkgA2SADHggA5RbrnVo2PFjnMgAGSADZIByi3KLjVkPbMzyF2zHv2AzLowLGSADZIAMNCcGKLfYWWOHnQyQATJABlxjgHKLcotyi3KLDJABMkAGyAAZIAMeyADllmsdGnb8GCcyQAbIABmg3KLcYmPWAxuzzelXaV4rR2GQATJABsgAGXDMAOUWO2vssJMBMkAGyIBrDFBuUW5RblFukQEyQAbIABkgA2TAAxmg3HKtQ8OOH+NEBsgAGSADlFuUW2zMemBjlr9gO/4Fm3FhXMgAGSADZKA5MUC5xc4aO+xkgAyQATLgGgOUW5RblFuUW2SADJABMkAGyAAZ8EAGKLdc69Cw48c4kQEyQAbIAOUW5RYbsx7YmG1Ov0rzWjkKgwyQATJABsiAYwYot9hZY4edDJABMkAGXGOAcotyi3KLcosMkAEyQAbIABkgAx7IAOWWax0advwYJzJABsgAGaDcotxiY9YDG7P8BdvxL9iMC+NCBsgAGSADzYkByi121thhJwNkgAyQAdcYoNyi3KLcotwiA2SADJABMkAGyIAHMkC55VqHhh0/xokMkAEyQAYotyi32Jj1wMZsc/pVmtfKURhkgAyQATJABhwzQLnFzho77GSADJABMuAaA5RblFuUW5RbZKCBGEg4m4A+6/qg15pe/GuEGIjYizyoSyd61dFVzLNGyDN1rwyNHYqT+SfrlHd1yW/u41i0MC4NHxfKLdc6NOz4MU5kgAyQATJAuUW5xc5CA4kNdgoavlPgaTGfnzgf32z6Bkn5SfxrhBiI2Is8qAsXQ2KHIDQxlPnWCPkm7pfXF79eZzFZl/zmPiyvPYUByi121thhJwNkgAyQAdcYoNyi3KpTR89TGn1MBzsg3sSAECtjd43VSh2+bcgIiNjfitxan76+IZPLc2kReGfpO5Rb/CGmWbZXKLdc69Cw48c4kQEyQAbIAOWW1ni+cfMGzpWca5aNJ28SBEwrhZa3MkC5pRW4jfCWcqsRgl5Pp6TcYrnvreX+raabcoudNXbYyQAZIANkwDUGKLe0hjflFhvPt9oI5f5kqDoGKLe0ArcR3lJuNULQ6+mUlFssW6srW5vyd5RbrnVo2PFjnMgAGSADZIByS2t4U26x8dyUG8i8tsbnm3JLK3Ab4S3lViMEvZ5OSbnV+OUX65DGyQPKLXbW2GEnA2SADJAB1xig3NIa3pRbjdNwY4OZcW8uDFBuaQVuI7yl3GqEoNfTKSm3WE80l3rC/jopt1zr0LDjxziRATJABsgA5ZbW8KbcYuPZvlHJ/5OJ+mSAcksrcBvhLeVWIwS9nk5JucWyuD7LYm86FuUWO2vssJMBMkAGyIBrDFBuaQ1vyi02nr2pwcu0eh+vlFtagdsIbym3GiHo9XRKyi3vK+9YR9VPnlFuudahYcePcSIDZIAMkAHKLa3hTblVPw0xNmgZRzLgmAHKLa3AbYS3lFuNEPR6OiXlluMyhWVt048L5RY7a+ywkwEyQAbIgGsMUG5pDW/KrabfSGRHgHncmAxQbmkFbiO8pdxqhKDX0ykpt1h2N2bZ3ZjnptxyrUPDjp9747QzoQAtInPRYmsFnMXa2CayGBFF7k2PszTwc8adDDRvBii3tIY35RYbz43ZgOW5mz5/7pVb8fAJa43Wdn8+WVoh57FvVdp9EO/GNFJuuTG4bj405VbTLx9ZBzrOY8qt5t1Rq7eOemYZ2go5Zf9Xjawyz30ZvmvUvs7FVbVyy+b8BfDNrJqvEVvVOexfbc/p6nYi/Waa9GPaHs+8TjNNzs+Ri7YJl50KvirHuqXrdnwu27Q5imUFeuv5vKYMOzXZWNeYyGtz4XqqxEA7N78zGWMs3BMLyi2tQU655bhhxQYn40IG6ocBT5VbOSk9pBRrPBFGuaVVRXzrIAKUW/VTBrEs9744Um65pwPUfDqWupjSBY/1vUtyS5NE1WxvSpOq8sj8znJeR4LIVtrYp9WUOK5tV911V02fPQ/Vn0OkreZjiGPe+nVXPZd92qrE8mixrcQ05NatxcTV67GPJf/PMqwhGaDc0hrRlFve1+hjQ5155k0MNIzcqv3op/g4y4gvyi3n99OQ2CFYn75eqzH4tiEjQLnlnE1vKgOZ1trnI+UWO4a30jG0ESH2YkqMwrH/7BZG2Zgix178mFKl7Rrr9EZDuJj5a6RV+848pjmKyaXtNMFjK39EWuzTZ6ZBxdrROTKKzOuQI+C0dKr9bF/N7Wt73dWdS6XN2THV98YoPZXOW4yJniZn57a9/qpx5feMibsZoNzSWueUW7VvdLGhypiRAdcZaCy5peRV6zjLpD81Uqt1tA98ou2mMkZHIMcoF9WIKus21v1RHoEeYvpjdAQipBjzQbz2WU6WjzE9skeKOloOIuzOZco0dZ7aizkjqS684bREF4LkoZtQbrlezrBMblqxotxiZ7DOnUF9ClmNEsucytY2ocwyrU1JkaJrMISJo8/EFLg1ZYhQ63LZj2oy0lGMCOO9ORJLXZ+jc2QUmelS6325tJ1TkeMaT47PIfY1hVWLyKrXoK5FvhrXWpfrdn4ulba2W4utU031dKh4FaO3muap8uwWY5Lh0vWo81tkpC4nbUe7ubrdNWRo6VbCrvdR1/LRJj9uQdzyON4Tb8otrSFPudW0GoRs4DM/PY2BhpFbuqzqgYhyUcgpeST+r94LkVRVOAlhZdFRajv9eK0hZZUSWcb6Xrrc6mERX/p3spx1dDz79FFuaVUS32oRoNxiee5p5XlDpYdyy3s6VR7XAdakQM0ywJQNSiAIYaXWalJCRX1m/F9f28l4bzsyyhAc8nimHLIdUeVYoBn7RtZy5JYuxazpqjkGJmvG9WkxMPLXxbgaaa/DdVd3LpW2tgkVxlpoRixV2rZWOBCSVfO4NjFx7XrMcxijuwwuLBLUwpSL26nr0Y8RmYvapNuIJeWW62vFeXGsKLe0xjPlFhvPDdVY5XmaJ2uNJ7cAaKOpxKLz5ogqQI3sMkdSAcboLgejtXIMuaXkFGCM5gpTnymZpf6vFbZCt9lMhVTbUm7ZRon/UxGg3GqeZSbryjOg3DKFAzuptYuFISO0EUbmZ2pNKzXqx5QNSmDp8VZCRX5njODRn55oSqvqRuiIY5ppsJVgxjnsRIb9FEBXt7MZ9aUd0xUxYpyjznLLjKcSTzVet4vnUmkTxzWOad1XfSeuUb23zU8zXYbEdEkWmftVfz3mdjoHRjqNc7m2nbmfLSs6m3xfu3KhqceLcku1nAFQbrHxzIY0GXAnAw0jt5wJIn2Ulu02tqLJUigacssYgWUdwSVGdim5ZYzy0uSW8Zk6n1VuqX3sjmcRapRbWlXEtw4iQLnFstmdZbMnH5tyix23unZGTTFgjnTRP7PIjapyS8kL/bw2osQYTaP2teSReWxNRDjaVpNjumgyzqGJKJlGuymVrm5npl8XKULqiXTrMq6aRdsdCCfzOs24muey8lqX63bxXOr6ZT4ZsRTXpK7TEn+1na3cUveT2tZecqrv7V5dvh7zuDYcGelUMXNxO+O8Kp1qf7v0efFIoyrs8FpuaYQZ5ZbWiKbcYuPZkxu4TJv389mYcsteVtV65JZWVhqjtAyRVbPcshVoSny1BuWWHli+dxYByi3vL/9Yh9UtDym32Imtc+dXFwN2gshcx0gJKieywdrRthElxnHVvpY8MqWPKbeM/eyFlfq/li5jWweSR4+Bq9vp+8j3RrrFFMdKY0qfRfKZaRbbOj+HLsVs99HPZ+yvrtP+1aXrdnwudWyLPDK3MaYBWo+ttnMst6z3lU1MLjuVCsax7K9D/d+4Hicc1VVuSf7MY6rRZjbijDLIab7pTDaX95RbWkuacqtuDS82WBk3MuAaAw0jtxyskQU1MqoHIrKsi8Eb0wfNKYJiuqKx5lZ1I63Ud7WQW/ZyTZ4rjHJLq4Jq+Vblqcpv++mf+vfVfWc7is8Ql9oIO326ai0TWW+bU265VsawLG56caLcotyqe6fUFB9CCtgIAUNqKEFlCgSb7aqVW/oxzf3N6Wj6Z+bIGyUo7KWSIVDqQ26J6zOES1WRo48YcxRfx2mpJp42gqU+rtv5uVTajHwy8tISY3VtajtDbtU5JrW5Hn1bU/4ZaTGmyLq6nX7/azGpgRFHecrP9Fg23feUW1rTu7nLrRUbrJ2k5cGIL2x6DUQ2+pmnjc1A48itePMphVWelmhdPF7JKl1uibJR/9wqO6ToUJ/XQm6Zi9q3hnhqo+1ILiVi7ESLVj7Xx9sm87REu/XTlCi0XUtNxdRSrusj9WzXX9NirvJVE1vimJRbLDsbu+xszuen3Gq6nbCG6WzrEsGRYKqD3LJ5YqCjY1qlhiZdlHAxrtnBd4YAqUFcuLSddnxbmSbSa0oXIz02ckobuaVGJtm/2oszfX/t3LW6bvtzqP/bnUtdvyG3bBbPN69NbWcjt9Qxq7ya+1WJSa2upwbejGtxbTtzNKAtZ+a1s3yokl86i83wPeWW1mOqTm7Fx3cxHm2vdyRah3VBcEbTaPhSbjWNfGzOnQBPv3b3yi2tMONbhxFoGnJLk1ZqsX9oDwAIU7LKul209emV2rYWsdgDPaKF+FLba8fQthWCMyLLYTgb9EOO3GL95Onlu7vSR7nFzmt9dF6dSQJTvpiywZE4qCJK7AXX1gpzcXMpj7RRNg5lknk+NcKq6jkc571r22nH10WOIVccH1vF2jiHvq98r2Sgs/1v4bpdPJdKm55P6jMVS3EdxmeGLKxLTGp7PeY59Kc5SsFoE3vXtnPErX7dKr/46ozH5vc55ZbWPHe73MoIRhf5i/ggrPDAkVGUW+w8uKtxzuNa2KLc0grcRnjbJOSWMWrLlFKWUDpZxyzaBz42Esu6XZwPfGR9ZB7HnDpqP42xETLL7pSUW6yfmms9QrnV/Dpn7Kgzz72XAV1aOV/DS3+SJWUVea9P3im3tAa0a3Kr7mLKHP1V92O4s3FHucXOgzv54rHPgHJLK3Ab4W1TkFuGgNJHV1ljqaZ6WqYgqpFbEYhP6SFHHutTSn2y1AgwU27ZTB21E1+NkF02p6TcYv3UXOsQyi12/Oqz48djkSf3MkC55d74kt+a4ku5pTWf6yq3TGnVGl3i42FpgK3AILVuyfJBGLRcLfqrvdqvbZUyyHbqo/G9eawu8cGW4xrfxSNYHXvDCpyxOYYp0QxxpdIkXo1jWBrNxjZ2nzfXBiWvm52p+maAcksrcBvhbXOVWzlqLa24eFjkmBiZ5UhuiUwxR4BZpuB7xiguyi2Wx/VdHnvL8Si32JmrqTPH78mI5zBAueU5edE87wvKLa2D5Zrc0uSUFEVCIGmCKcwilAzhJUWR/r22vyaRjO11+WQIKFNuGet9Gfs6ObY6jnU7Q1ypz9WrEGLWKZLGNsax2ZhWseErWagPBii3tAK3Ed42BbllLgavj7iylVKWBeDNkVs5SlhFRyAiTj0R05ncUhmjSS4Ho8TUVg31SrnFMrg+ymBvPAblVvPsoLGDzHz3TgYot7wz35rO/Ua5pbXM6y63zuCMsZ5Wa3TZMMi6tpbtYvOmwDJHVMmGlrbvoBTVgDWF1qAU8739aKszDsSa48/Uca2vxggvMy2UW3Yx8sB10byxYc40m1xRbmkFbiO8bRJyC0pKWZ46qcJoTFc0FojX5RaMp1OKH0hspi0a2wNCnOlPRjSOSbll/AjE8swszxiLhokF5VbT6XSx08u8JANkgAy4lwHKLdUzAOCa3DJlkH3DzpRXltFZ5hRFSwPI/N7uGIZo0kZ1qZFVYWKqo3Uqonyvpj2qRpU2cksbhVXlXE7PYQo4yi0VU77as83/1w8TNcstc7SMRUCYBZQhGqIjkGN+XA/v1Dnrc/qZOqZ9mWZ/Dk3UhFX3nd0oJTXNTisndSnjLChNQ25ZJJQxileLgfjMjIOt3DJHfKk4q9hrsTUWq7fNN3sWncXXnZ9z5Fb9lEEsy70vjpRb7u0IsaPJ+JIBMkAGmg4DlFtaa7y+5VZrTTaJBmUV4aRGBjkVT0qS3aLc0o+vphwan1FusbHvfY19b82zmuUWrGsiqaljZgFlu1i4+fmtv1MiSkmPWz9i1XWbnMkSJVgs39tIFBvRogkYB2LLVuo4T3+TkVviEqvEwT7/7OSWGvFlyFEV++pja5MnzkPr9m/lhi0kAAAgAElEQVQot1hOe2u5f6vpptxqOp0udqCZl2SADJAB9zJAuaU1yW9JbulTCzeYC8Ob0wx1uWUKJdno0fc1piXqDVlzWqL9aDCbKYiaTNNFWnB8F8tC9UpsFZ6BMUorzEyL8Zm23a02yri/no9839x5cEVumdJCkw5KTFQZ3aQVYHV+6065pQsXdR4hstS1KQHTAz3ECCRt+ptF5vVAj2h9e03+aduKmEVk1RyAJiW3ar7cJrUF5Rbrj+Zaf1BuubcjxI4m40sGyAAZaDoMUG5pzX/X5JbtCAQxYqBL/ArziYVSDGlTBa0LzMtGmTFaynoMTSIZYsluiollja1bk1sr7M8r0rzcKrwot7iWihpByFe3s+CS3FKLf+tTzNQoJmPUjSi41Mgba3miZI8a0SO2VfsZ6yxZCzy1jRRKEYiQAkkXUXbHNmSUNmJILU6uf2eUp0pk6ce0TbPtouc+8LGRWNb943zgI8tEJcM0uVUH0Ue5ZWSQ172h3KLcotyqettevvY72ClrOp0y5iXzkgyQATJwawxQbmlthbrKLXPtE3MUlL7AvL4IvI3E0uSWaLSZo600gSa3uUW5ZTNSqzXkdElDeJlpNtJml67m2qDkdbMzVd8MuCa3NIFjFVZqvS1zipi9fLKUGfJ7Ja6iraOhDGFuFUTqe+NzVd4oEeX42MZoqyr7m+LJLE6dyS31ud2i5tERiE/pIUeYSullPYdPlkqLfg71mUq3/p2ZAkfvKLccRcU7PqPcYnlc3+WxtxyPI7duraPDjiLjRwbIABloPgxQbmnt+urklrc0gphOdgDIgOcy4Krcsp2aqISQkk9V5ZexvRitZcgntb2SQZb/K1FmTgF08r0xSkyd37pYeZXja4Wo8Vbto9KgvlCfq4XPrefW0x0Xb113TOyr0mYvsMzjWH5csD+POp/tK+WWbTy86X+UW55brrHOcW/eUG41n04ZO+DMazJABsjArTFAuaW17im3/j977/a72XXe9/Eud+1lL1in6D8QQJhcyLyI2ws3oBPfeAIw5YV94/CuCQkaRVMVYRAXToCKKCMEINgSLinTJmEqrkeM6cMwUn5CrMK1RIkiotJDjaihTA9ljSgOJVO07JlVPHvv71rPOuzD2ue193eA37z7sI7P812nz7v2fpedoHECTPueXQOD4ZZ9NPFB88w3n6nfR2Vhk4Jb4e4rDYlseIAgH265XWB9911+/s6wrl9t9NN03SxgFWCUgluoMx53rMqP8CHcQorIx39fF+6Gn4RboUXKOSfc4vhx1vGDcGvaQocLRdqPGqAGqIHzaIBwS83tCbc4eT7r5Jn1Xkf7w+GWAkov1o/rORjl7rndV6ojw86qHrhl4yJ88w6reGeXA0j6kcFLNn2Vtz1EHEAsuQFQpX8JUsMtY/CLkLIbq64v4ii49c3HTP2+rjqzuLy2ENEB4VZkkmIuEG6t00dxLNifnQm3zrMo4wKcvqYGqAFqYJoGCLfU1J5wa3+TOk606ZMjaSAHbtlHDavdWRoSqZe6Bzu30vApAE0WZuGdVfhEHgBKuI7PBjAh/iC4hbj6E/lI5+vDLWNfgI8wKIsPt9x7Dl26Gv6pbt07JNzyzFHUCeEWx4IjjQU5dSHcmrbQ4UKR9qMGqAFq4DwaINxS03vCLU6ecyacDEu95GogC27hMT0BWCmQBMikANcguGXUzq9qh9TF6F9LvKH6T/8QQM3BpwpIRfUI4FYIu3Cuf5ExUe8hYEvKR7jle6mkM8It9re5/e1RwhNunWdRxgU4fU0NUAPUwDQNEG6p2T3hFifPR5kMsx771HIe3FKdEw9nsQDh1ixm3CQRwq199mkca5b3C+HWtIUOF4q0HzVADVAD59EA4ZaaphNuLT9J40SYNj6zBgi3VIe7wSHh1gZGnylLwi2OHWcdOwi3zrMo4wKcvqYGqAFqYJoGCLfUxLsEuHVxcdnU75t52Lxwk5Pds052We8ytU+4pTrcDQ4JtzYw+kxZEm6V2edxrJruN8KtaQsdLhRpP2qAGqAGzqMBwi018U7DrQvz+PN4b0wKKL1gHsY7b55/3FwsDJwIt6ZPFDnZpg230gDhlupwNzgk3NrA6DNlSbjFfnurfnvrfAm3zrMo4wKcvqYGqAFqYJoGCLfUxDsNt940b776cLNb6pJ5+NVggtl1bwHQRbgV2H8BG289kWX+x/Ux4ZbqcDc4JNzawOgzZUm4ddx+kWNet28Jt6YtdLhQpP2oAWqAGjiPBgi31MS7FW7dVLuzXnrB6InY2rBp7fx0XXncPQGlfWifPg0QbqkOd4NDwq0NjD5TloRb7F/7+tej3ifcOs+ijAtw+poaoAaogWkaINxSE+92uPWmeeGl1KOJ6pHFAHrp3V7VO7LsI4tBHLXz69JT8WOPLt9L5tLzj5sX2t655aVTl/XyxYUCcQ7QXb54vH6U0paJk+ajTopZr31pm3BLdbgbHBJubWD0mbIk3NpXX8axZT1/EG5NW+hwoUj7UQPUADVwHg0QbqmJdxfc0rDKPpp47XFzuXnflr12803jdlcBiDWfFUxScAvv6tKfCjh5YEuHqY4dCOsMZ6Gbg1v1C+lrWLb0O8I4AV5vAkxb79/WhFuqw93gkHBrA6PPlCXh1v77N45By/iIcOs8izIuwOlraoAaoAamaYBwS028O+FW4tFEB7EcaHozCbwcWHr4VQ23EC9xTaVzyQKqoeE0YLtsHr8mEy5XBtkBRqi1zCSUk3vatUsDhFuqw93gkHBrA6PPlCXhFvvWrr71yPcIt6YtdLhQpP2oAWqAGjiPBgi31MS7G26FjyYq0GThk//yebtDSu26unzxgvv1RRUvAmX2MUPAqXpiOzRcDNkc3PIfV+SE+ciTYtZtX/om3FId7gaHhFsbGH2mLAm39tWXcWxZzx+EW+dZlHEBTl9TA9QANTBNA4RbauLdB7fco4mXzeOv4pFEHz65MMEjiQ3gItxab0LIyTdtvTcNEG6pDneDQ8KtDYw+U5aEW+zP99afr1Uewq1pCx0uFGk/aoAaoAbOowHCLTXx7oVbN91urcvPXzb+i+Kbiad6nFC/h8tNglwa7nFD/Rhh86ii3bl1ybidVm73lX35vMovnR7gm4vr0uNk2fmFtqAtltfAs1961vz0p3/a/OKVX+TfBjYQ24sPxmj9n/7BPzU/98LP0W8b+E3ay8ef/rj547f+eJTvxvibcZbvD2njYTYm3DrPoowLcPqaGqAGqIFpGiDcyoJbGkKlfpGwnqi0vuA9fKF812OJCqSlHm+0cOumflwysVvM5kG4xYn0sIk07bSsna68fsXwbzsbjNX3V7/9VfptQ+2+8ievEGzdXLZvGts2GG9ZvxBuTVvocKFI+1ED1AA1cB4NEG5lwi39LqtLT2FXVDyxce/GUsApC25JmmqXlzzW+NIL6pcY8TL6Jm+10wswzN85RrjFCXisU9qENqEGqAFqgBqgBvarAcKt8yzKuACnr6kBaoAamKYBwq1cuMVvTvntOTVADVAD1AA1QA1QA9TAChog3Jq20OFCkfajBqgBauA8GiDcItzi5HSFySm/Fd/vt+L0DX1DDVAD1AA1sFcNEG6dZ1HGBTh9TQ1QA9TANA0QbhFuEW4RblED1AA1QA1QA9QANbBDDRBuTVvocKFI+1ED1AA1cB4NEG4RbnEyu8PJ7F6/QWa5uLuBGqAGqAFqgBpYTwOEW+dZlHEBTl9TA9QANTBNA4RbhFuEW4Rb1AA1QA1QA9QANUAN7FADhFvTFjpcKNJ+1AA1QA2cRwOEW4RbnMzucDLLb8XX+1actqatqQFqgBqgBvaqAcKt8yzKuACnr6kBaoAamKYBwi3CLcItwi1qgBqgBqgBaoAaoAZ2qAHCrWkLHS4UaT9qgBqgBs6jAcItwi1OZnc4md3rN8gsF3c3UAPUADVADVAD62mAcOs8izIuwOlraoAaoAamaYBwKxduXXvcXH7qkrlU/V02j1+LJzgvvIT78efli4sIJvnhU2m+YB62eV4yl55/3FwoIHNxcbkpj87vYfOCCsOJaOwn2oQ2oQaoAWqAGqAGqIE9a4Bwa9pChwtF2o8aoAaogfNogHArE26FIKkfVmnghGMfPPlw65KJ0nz1YR9eWbh1YR5/HmmGn34ee564lVa2f/2H/9r8y//wL/m3kQ1e+ZNXIkDcpqGvfvur9NNGfkIbER+0+Se8Lr5FPH6u38d88gufNF9/5+uD/fUbX/kN+mvD9vX0Hz092FfS1jh2rd+mdD925fUrWf5C/0i4dZ5FGRfg9DU1QA1QA9M0QLiVBbccTLr8fLNbyoIm982nhVXePRe32vWl7iF8W5q4X+8WUzu3FPTygZjkRbiFieGcn1+8/kXzU7/6U+apLz3Fvw1s8OjvP2p+6fd+afACQRZ///DFf0hfbeAraSNi+5wFuPhWfMz2tU3/8vd//e+bnAX4zzz3M+bxLz5Of23UvmROMHR849i1TZtCX/bP/8M/N7/wW78w2F/ar4Rb0xY6XCjSftQANUANnEcDhFs5cMs+kviwecEex48RWhilAFY9UdGAy8VD+MsvPdw88ujuvXkTjyQ+bB7G445ItxVuOdCmJ0g8nm4XWSD8vV//e0o1PFzTAp9947PZcOufff6frVlE5qUsILbPhVviY/7bxgK/eOUXs+HWOx+8s01hmWu1o3vouM6xa1vBfOmdLxFuvXuexRUX0vQ1NUANUAPbaIBwS8137ty9Y771599q/WbNPpJYwSUHqvxdU28awKrw3VjVJFQBqYdfrWELwl++eME+ZmjTRPiXXkikC/DlHklEmkMnvAyXB7y4QFANZoNDwq0NjD4hS8KtCcbbICrh1gZGn5Bl7s4tfjEzwdgToxJubbPI4eKSdqcGqAFq4FwaINxSE5ZuuOVAEsCThV1P+Y8AAlblw60LY9NsdmchLYFWOPbTdeWyjy0+dckQcuVBq6GQj3BLNZgNDgm3NjD6hCwJtyYYb4OohFsbGH1CloRbE4y3clTCrXMtrriYpr+pAWqAGthGA4RbaoLTCbewg+op9cigfTTRh0lpCFXDFguvFIBC+Aqa2TQlH4CrGp4hnA+3AHEQFru4VDn5q4mtu/GGQi2EI9xSDWaDQ8KtDYw+IUvCrQnG2yAq4dYGRp+QJeHWBOOtHJVwa5tFDheXtDs1QA1QA+fSAOGWmuB0wS0Llp4CPAo+X3rBAhQbFu/GsnDJPcp4Se32Qvh6R5gLY18w36SNcGm41UAuC+ESv7poywEgxk9Aq6GfhFuqwWxwSLi1gdEnZEm4NcF4G0Ql3NrA6BOyJNyaYLyVoxJunWtxxcU0/U0NUAPUwDYaINxSE5x2uBXuigrAVgW83KOJaQjloJVMSPFoo0AVhLfXFKCSsHjEEOEs3JJwCqpVgEbFRbyh4Ibh+mEf4ZZqMBscEm5tYPQJWRJuTTDeBlEJtzYw+oQsCbcmGG/lqIRb2yxyuLik3akBaoAaOJcGCLfUBKcVbnUBo8Q9C6EG7PJKwi37C4kC0TqgmcpbJrn+n4tHaNUPrYbaiHBLNZgNDgm3NjD6hCwJtyYYb4OohFsbGH1CloRbE4y3clTCrXMtrriYpr+pAWqAGthGA4RbaoKThlt6x1UKGKldXeHjgxFwSr8HCzDM7txSu7n0ziyEszu3PAim4Fa4m4uPI9pHRodCrLZwhFuqwWxwSLi1gdEnZEm4NcF4G0Ql3NrA6BOyJNyaYLyVoxJubbPI4eKSdqcGqAFq4FwaINxSE5w03Jpv108bMOH1cmxMuKUazAaHhFsbGH1CloRbE4y3QVTCrQ2MPiFLwq0Jxls5KuHWuRZXXEzT39QANUANbKMBwi01wSHcKgcybQUE8+DWhXnM2733oHnmPSW45CHiPGYukvdnuPjeM+ZBr1yXzGPfnCHdFZIg3FrByDNmsXu41dsW0B7dztgHX70RWOiGeebF5v6Lzxj/rrrntbm2vkCFj9IKsl3gdBu41VVnbf/QZvqe7i9xXV/TxsJ98dnQNHX8/RwTbu3HF30lIdzaZpHDxSXtTg1QA9TAuTRAuKVmJIRbhFt90Gww3PrmY8E70NKL4xuvPliFc3AJC6+2hZkS7JjDxGJeFkgu/zGJrheHcGs9W8+R067hVl9baLkfwS0vXAhLFLjx4FbdH+SlNYdHutPYBG512g/9YcJeXh+r+0vE0dd0vXE/J00dPz6O+/E4zBJXCLeWsOoyaRJunWtxxcU0/U0NUAPUwDYaINxS8xjCLcKteeCWWjy94vZfYQF06Sm36Lp4pV5gObiEuC6MkujkQ1sGVS7z3jPmGe7cmmxbJhBbYM9wq7stoB1eMpe8HVQX5plg5xbSeeyVGmj7wApwS0MvXJO277fz7rRi+859ZQu41V3nxg8vPljvNlX9Vt13PmgerHbNaTvCd/qattSYNHX8+Djux+MwS1wh3FrCqsukSbi1zSKHi0vanRqgBqiBc2mAcEvNYwi3CLdmgVt2R0G4uHKL2se+6Y5lgVL9VYtotTCz6Vwy/oIZYZp4WPBhB8SLz5hnKmgW5m8MFpLx4ziqIZj+9G+0lA2LPNQphnZNmfWifkC5UTru3IIlyvgsAm5Fj6YZY6y+4zbkWx7t+DFzoXTsHk3EfQ23JAXXxlwbQdi2tPyclzhbH2711bmx04uPmcc8iNXEe+Wx5tFv7SfYVl/T1hqTpu+zqn+r+l2UH/2ahqEoR34/rUvbdSzl6BuzcH/wruOuDHlvtAUIt861uOJimv6mBqgBamAbDRBuqakK4RbhFhYCbZ9DFggWIAE6KY0B/jz46oV7T08SbqnFUnUfC7VgwdTEreAXFtdITwMkW4YwPtJFgPB+XQ4vfeyiCPOxQMCVvV64p9O0u1YGlbsuH+EW/FTG557hlgZMNYx1baGrDXuWh3YrMA3QoUFW6pqkgOsKXPem5eW8yMnqcKu3zk3f8eIz5kI/wt3Ee+yb6Fuc75xf9TVtrilpur5NNJPbj3v9aNh/6iIOPCbcGmioHQQj3NpmkcPFJe1ODVAD1MC5NEC4pSY9hFuEW21QC9fng1v13g7ALrd7A4s1LJD982jRrReHOE7tRFE61wvrelGPvNTOLoA5pCmLdxzb9FvKFkA1W2b7eJdb2Ff1jtL1CuudEG555tj9yb7hlpjPaVG3BatZtIMWSyMcdlaG5y5918bqpFy+aPth3PC8pQizXl4bboV1DM8tqNL9zysXzQ5UsSn6IA2yUte0mZr7GWmiXJegB/RZTZ8W9uOd4RHX9qO6bHnHhFt59toyNOHWuRZXXEzT39QANUANbKMBwi012yHcItwCxGr7HAK32h9pihe04aLILuYsIEKcenFsF032W/9mJ4FeqDULLiXtlkOkfclg0ZaXPuJj4Y5FJXY3+GUGAJDCIB9vJ8OAchNutbhyp5f3D7dgOGi5aQt2F6KGJgiLTxUn1R6rYAiDNoK4aCu4jnBoO+pzQLtAqlM/14VbQ+qsQBRAJB67ruwCO2o/pa5py+Snif6qBqCxb8J+vDM84NYMfiXc0n7d9zHh1jaLHC4uaXdqgBqgBs6lAcItNR/qg1sXF5cTv4D3sHnhJqFQGww62vVBcEu9TwfQSGTmFjxuIRYuigbDLewgUPqVF8M/KIvsrkXTNx/zfhnRlqlJLzzXycfpY3GKBboLjXpJ/eM0Ea/5lcYh5W6SJtxyNi7haNdwq6stQJPSnnRbe+8Z8xheKK/DhHDL7sqB1nUbAXxRbXVQWst7fFW4NajOGkQZY/uV6pFA2f0KW7o+NX1N2y4/zbgP0+m5coW78DztIArq3dVPI2zPJ+FWj4F2dJtw61yLKy6m6W9qgBqgBrbRAOGWmvy0w60L8/jz6ttabyEzI9y69ri5XKU9Y5oEb4NfuDsExA2DW/qF1LFusAAS6enFWg2lwsVasDjGwsjTYAYksjtS/HLZXVVZ6ftlswtAVbY6XdTJzzN659aAxd7x4FbCNtYOuKcX7sZYyKjsrDWlurTND/cOt6KdOBaaaBjt6xZtxepdwy/VputwaCN+GnW+DngNS2t5d64Jt4bVuWkDaBO2/4LtUm0kdU3bbkSaXf2i8nnlVylrV3jcQ5100TKPt4dbLbaO6ohw8FtmRbODr51ffwEJt7ZZ5HBxSbtTA9QANXAuDRBuqTlJK9x69WG7Y+vyxYWCJQK95gNRbmfYfGkOATYMM3zn3WC4JbrCBN9CiMTEXoepFjuYlANoYHGs4uo4TdoV3MD1rkUTwtgyqRdaoy0kwqTT98tmF6tI21v0o15Y5KN+yk5d5W7Kdii4ZRfqsEnzae0AmyVsBRtr/8N/O/rcNdxK6Bzgypow4aMaJEL7cfux7aDyowvngTTrY8nJhQnz99OypVrsYD24NbTOTRuw9mo5t49xi2kS7cazWEsaYR5emqqfUm3PQmWtJaSjr+l2iusI55Ut7+SIcAuat7bNM0kTGhpQ4+aodOaLRLh1rsUVF9P0NzVADVAD22iAcEvNXfLhFqCI2tn1/OPmQu2WssAK1xUow2Ln4VdVfDVxvoQ4kl4Yz95TcV96wQ/XhLFlkLRtvKbsYbpPXTIPv4p68TMEf1lwS2mLh/NY4DhwC4sv9WhaY6KLV58xzc8NmMeq/sDBLSz8vMed3nvGPPPNeew7dyq7hltzV/YA6a0Htw5grB1UoRy4NdxY2M08DW4Nz2+tkIRb2yxyuLik3akBaoAaOJcGCLfUzKYVbt18wTysoVMCADmAdNk8fg1QyIGnasdXAiTJ5LQPbrm0gx0eFahyeQCW6c/LzyfeEyYQLAXMmjoSbsF/8SfhlmowGxweBm7ZHUEOXMXmBABzYSzcsu90imPt6Qrh1p680V8Wwq1+G+0pRDlwK+7LALEwX3nsm243H66590ciPuZArk+0O6TxQwPVjjuER7g4bQvP9E462y/HOzKn+p1w61yLKy6m6W9qgBqgBrbRAOGWmrG0wy2BHDHgkgmYA0Huvn100b5DqwZeDlKlHztM3rdppPPywRjSdWW59BRgm4Jg0Y4uxIthTrhz6eznhFuqwWxweBS4ZSFV+CL/BjDXC69wgSYGx7XEIm8Df/RlSbjVZ6F93Sfc2pc/+kqzH7iF/ij4tI9eot9qYJOCSABZ7XALcYO08dgo4JT9AlLyQBzALZzrNJpHFhH/xQfrH2Tx0unzwPD7hFvbLHK4uKTdqQFqgBo4lwYIt9TcpBtuAfxocCQTJcCjN42FUyE86tgp5eCYiv+Ugk0tu70wIbx88YJ72T3yualAlr32pnnhpWZih0cTE2nr8pwdZKXqT7ilGswGh4RbYvRwF8J+3isTSoJwK7TIvs8Jt/btn7B0pcItC/cBqFTFsKMLO6tsWAvKXP9XhQGc8nazAmYBbqkM1A8ApOMj7rz9KuHWuRZXXEzT39QANUANbKMBwi015xkGtxrIpcBQeqeWA0w+MArh2CWD+BaOrQW3qneDtZcnBXfOfo1wSzWYDQ4PB7fsgq02pr+wwyIrvUDzIJf38v4NHNOSJeFWi2F2eplwa6eOaSnWfuBW0EcBONn+LezLcI6dVA4k+X2g+9VS/WMLAF7VtSgvMRbSb8qFMHZXVp2vB7dsWQHPXJlazJ91mXBrm0UOF5e0OzVADVAD59IA4ZaanrTCLQFZagdUBXgU3NLwCrujLr/0sLksEynsklIvma8BkYNfCOPgltsN9mbysUTsIpNPlY4tY+paYueWVyYVp7XMOt9zHhNuqQazweFR4JZ9T4z0EQpM+Qu7YIEm9v7mYwY7GuQUizydxgZuac2ScKvVNLu8Qbi1S7e0FqpcuOWqhD4PfRjO0c/FfRzg06W6LwS4snBK0vb7Tj/Nvvi4T7jFBeG5FoT0N/1NDVADR9AA4ZabY5lOuBV844fHAi/pXVaJl7RjV5YALQev8G1l/WnDKGBWpd9AJgAzl2cTv7qvoFQm3Ootjwe/zgmzwp1q+4JbmIT7errkPZ6hBH6Aw8PALQ2mEn1LvbDzF2iV+xLvqpF+Qe9q2JOb9wG3EnZc0UhYWF9KPIK1YjEGZVUu3DpfXygOlbYfjlFt58uMXS1tKwJOfjgLrFTfhz7MtRf8kizihuNcsCurA26l8hPbcecWF3JHWMixDtQxNUANUANOA4RbasrfCrdaXiYf7eaqYJCCTep9XG1wy4KtBiR5IEvtoEqCqAXgVlietonyWa8vs0BQIsw6bFvQ1YsALBb6ksTEH9+U94Xf8v6R4FZlRywC1SIPOxjC3Qdt4Yf6eQu/lQq35moTSKf+YiJ4dGsLh/TkeTy4ddy+UFx5GLildq96u1otsAoBl2pL6ENtWLEMwiMczuudsgBohFtuMcCFEW1BDVAD1AA1cAQNEG6pyX473MrZtaTglt1JlROfYfcMzvYJt/TjExp4YWKvRJ449Cb6ift7unQ4uLUn4y5QllLh1lxtYq50FnBNMsny4dZ5+kJx4PZwKykjXkxYgO/c4qLxCItG1oE6pgaogb1rgHBLTUJmgVvq0UL9Lq49AxuWbThQ3D/cEkG7b6nr3VgaeNU7GdquX6q+/W4LrxrLRoeEWxsZfmS2u4RbeqeHesyz3gEXa79uE2IA166qnVip3SYvPmOeeUXa2GPmseqzbm9V+EFtqyOPrvxH+ieMdiy45fusrc9ru773vlBqR7gVKni/54RbXBDufUHI8lGj1AA1cAQNEG6pudAUuOU9TiiPGHHX1uB3gZQE18qAW26BXi/YgwVz9Qic7HBw4arFt1yvFuBt4VVj2eiQcGsjw4/Mdt9w60HzoH4ctHonVk6bUO86AzCz6bXBra62lbhnAVri3gLvWjse3HL+PFpfKE2ScGtkx7RBNMItLhqPsGhkHahjaoAa2LsGCLfUJGc2uEWwdUiwJRCuNLhV70pQIpf9J82OEtwLz/3Qcfjw/qSHT50AACAASURBVJrnhFtrWnt6XruGW/aHFwCO3CNtYZuw784CbALMwnt+cG7TrG0XphNaVN+3eSBNFdjea8tfhZ1yeGS4hf5O20fbX66H5zrskPth+KXPCbeWtvB86RNucUG49wUhy0eNUgPUwBE0QLil5i5T4FZJu49Y1uGPIYa2KgNuBYt1u/BWj0jhl6JSC7qe8KrJrH5IuLW6ySdluGu4ZSESdvcMgFt2Z1bTlpAG2gzOG6tFsAThgnQEvERhleUt3AriuUcmVeAJh8eDW8ftC8XNhFsTxL5yVMItLhqPsGhkHahjaoAa2LsGCLfUBIdwazz0CSHQUc/3D7ewmMMjhuGiGQv55mfQE3DLX2TH4VWTWf2QcGt1k0/K8HBwCzunQqsAWvXAra62ZQFWIo+ue2FRppwfC24duy8UPxNuTVH7unEJt7gg3PuCkOWjRqkBauAIGiDcUvMbwi3CrT4ot0+45e/IkgXPJfV4lF0YB7s+8JgOFtxVvBefMRevPlgtmup0XNoIr5rM6oeEW6ubfFKGpcMttIkbgFctbcjgfg/c6myLSEPnAdCVuqd2X05ykopcPtxy/ZXrv9yOvE77K9APv++5LxS3STn7xizc39fYpUR3kkPCLS4aj7BoZB2oY2qAGti7Bgi31MSKcItwCwuBts99LRDcriq3kHM7tpy01Q6GVy7ix5/0wrlanPeEdwmvfkS4tbrJJ2VYKtyysEpAE4CVbicNgLLAF/cQtrEawLENp3/xsK8tSh6AW5Ie8lDwy6U7yU028uHgVuAP7xcv++y/875QnEa4ZaW7+4Mjwa3ffuMD818/921z77Nv8++ANhDfio+nLmAf+cIt6uOA+kC7/29/++ZkjYjGJB2kyc/j9anSD0ztS3LjE26pKRHhFuFWG9TC9X3BLSXekxwSbpXl6H3ArbJstmVpy4VbW1ptu7wJt7azfW7OR4Jbn/ry980/+Y/fyzUBwxdiAfGt+Dh3QRmG/9nfedd88eZHhdSaxcy1gICo0OdjziUd/jumBaT9Sz8wRhdT4hBuKT0RbhFuAWK1fRJuqQazwSHh1gZGn5Al4dYE420QlXBrA6NPyJJwa4LxVo5KuLWywZndaAsQbo023akiEm6dyt2jKku4Ncps5p5x0dKxCLcIt9qgFq4TbqXbzlpXCbfWsvQ8+RBuzWPHtVIh3FrL0vPkQ7g1jx3XSIVwaw0rM485LEC4NYcVj58G4dbxfTy1hoRb4yxIuHWTQArgaY1Pwq1xDXWuWIRbc1lynXQIt9ax81y5EG7NZcl10iHcWsfOc+RCuDWHFZnGGhYg3FrDyuXnQbhVvg+XrgHh1jgLE24Rbg3+tag54Bfh1riGOlcswq25LLlOOoRb69h5rlwIt+ay5DrpEG6tY+c5ciHcmsOKTGMNCxBurWHl8vMg3Crfh0vXgHBrnIUJtwi3CLfGtZ0iYxFuleU2wq2y/EW4VZa/CLfK8RfhVjm+OntJCbfOroBh9SfcGmanM4ci3BrnfcItwi3CrXFtp8hYhFtluY1wqyx/EW6V5S/CrXL8RbhVjq/OXlLCrbMrYFj9CbeG2enMoQi3xnmfcItwi3BrXNspMhbhVlluI9wqy1+EW2X5i3CrHH8RbpXjq7OXlHDr7AoYVn/CrWF2OnMowq1x3ifcItwi3BrXdoqMRbhVltsIt8ryF+FWWf4i3CrHX4Rb5fjq7CUl3Dq7AobVn3BrmJ3OHIpwa5z3CbcItwi3xrWdImMRbpXlNsKtsvxFuFWWvwi3yvEX4daWvvqxefLK20YW4/rv/td+bIzBvZvmyffDMn5oHqni3DJXcev92+b+IJ1HbshNhPXzqO8hchmfx4Rb2j+hr/U95etcd0EbV26b67lxCwy/T7iF9vy2qdu3M+z1127W7b/yD3weasGFn36EPERTOF4ivyXTnmYFwq1x9iPcItwi3BrXdoqMRbhVltsIt8ryF+FWWf4i3CrHX4RbW/rKLXgnwS3Aiwy4de+zSyxml7Xl8eFWAD5u3FLQczu4BfhSChDdJ9wyBna8N4CMVy9q8FxDrzWAEPKYF26hfk4nyGd/fQ3h1ri+mnCLcGt1uPXxpz9uZBHIv/Vt8HMv/Jz5pd/7pcE+f/qPnjY//emfpq820qvYXnzw5sB+SnwrPmbbWr9tic1/6ld/ylx5/cpgf/3Mcz9jfv7//nn6a6P2lQu3OHZt066kbT3w4gPmF37rFwa3Ld1nfuf975g7d+8kZ8k/+NFfm2vv/mjVv099+ftGAEg5/wC3Uou/rntYNNbAA4vKey8+dFV//7Z50tu5BTiCuG8btwh10fZ8dGi4deVmvfNO+bCGHjfN/dXuPvhvhIcAPwOoMjQlwJdS9LJXuGXgh2e1L9EeU33AUA/lhkOeuhy5acThS9IJ4VbsvyFXCLcGLhr1RInHb46aYMJuL/+nl6sFoCwC+be+Df74rT8e7L+vv/N1+mhjnYoP0Hb6PsW3bFPrtylt8z4f6fsXb17QXxu2r1f+5JXBbUv8xrFr27b1xetfzPIX2hrh1pDlQFeYLoDVdc9fnFq4ldyN5Yd1jymuuZjussHwe8eGW7fMIx7Eavx/cSt+BNU+suoeNbXgCQDlym3zZLUj6Ja5qq7JY4mAEP4OIuikSbOCbNCgywdxbBrNbkGb/3B3LhZyt3BL+c3aC7vzLHiEHxx4Sto68Gn8GHPsO5unfRRR8vDzc31J7HOXh7tXpxnnVevET7t2OK4hDVdPC//EFrDLs8FuxplUQ7g1zpCEW4RboyaLmDTycxroo/1oP2qAGqAGqAFqYDkNEG6NWyC4WIlF4bPYUYV7KQiFBSIWhjhPLBjt4hX3mk+1Q8iVZ99Hx4Zbt83V5t1LFTBo4MUjN+Bb+Fp8hGvap41OAD3sI6oB3LLQoC89gQofxu+EC8ADHqd14GR7De0XbqlHE5v2B5jk3sMF3zb+sf5yvtb6AGx04An9BdJx8dyjyLgneehjVT6rn7eNywNhwzTRV6nrFaxDeGgN5ypclU9zH9rFLkZbBsSfT1uEW+NsSbhFuEW4RQ1QA9QANUANUAPUwCE1QLg1boHgYiUWhaPglqQYptWxyC0QbEkNjw63rmNxf/Fh834m8SGAQPsCHzt7POihd/Eh3SvYHQaAWisRgMU+1mrD1y+g99I3GoC0l8lpfP2jPcMtuzupejQRbRZtVWzl+9v6xnuU0Ribjt3xlUrL2d73oc5DH7vwNv0wXxXET9PtCHSg00/b1iUqc6NH6M5qF/G1fVQBJhwSbo0zHuEWJ7OHnMzyW/DlvgWnbWlbaoAaoAaogVI0QLg1boHgYnUtSLvuYdGXgguI97apYYUO6+65nSKuNHs/OjzcAqDEI4XJ3S8KbNidLfVOGA9uWYCQCu/rxkKHID3s2AkhhgMw2IEzP3yYosVdwy34WADOjeYXTrWvArjVamuAIBsXbbvxBe4HPq3Bk+4T9DGsjmuBXzvTHA63dN8D7VXXkH5bnVC8GT4Jt8YZkXCLcItwixqgBqgBaoAaoAaogUNqgHBr3ALBxQoWpO6G2okVLDCrMFh8NpDixi3v5fBYMMZwyxhjH3PyAYeX9U5Pjg+3HCAQQFNDgMDX6p1ZNaiAhoLdLxYQKLildm6lAIPduRX4P4ZbLgDutcV1Idc72jfccjvf7r9ys/o1TO0LB7Pi9unZGiDI7qyCTur+AmGTGvEAGuIhP+gp7ne603TarfMUf/tp+/2S3EdebdrF/bgsU9VEuDXOgoRbnMwecjJbyjfKLCd3P1AD1AA1QA1QA8tpgHBr3ALBxepavOEedseo3TnBotEBKz9sGo64dP1FtSvVXo/OALecL7Gg9wGB+MZCgtSuHECPJNy6beyjj/bRLwW/UukpmCbQSHZz4d1g1XkTZ09a2jvcco/8SXuFn9HqfH+nfO23a7R5/KpmnV4qntilb+cWAJb2LXbwdafp4FYVt9KfXxcHu1BmfDZgLdIu+qrQRrDV+E/CrXG2I9wi3CLcogaoAWqAGqAGqAFq4JAaINwat0BwsboWb7iHBWD9GS9O03DCwYZwgal3b82/aHR1m//oFHAL4NLCqYT/EEbA0sWH9tcPK21EgEDpo0nTAQzs1lFhFOCyO3CQZhvc2tk73HYPt9SOJYAj11p8f0dASdla33vkBvoLtGmkk9CI1Y/4H+HkGGn4fY4rI8Km0gw0lIRbUkuVRqW1hAat9lEe1MlZaeoR4dY4CxJucTJ7yMksvwVf7ltw2pa2pQaoAWqAGihFA4Rb4xYIjDXOAseEW+NswVjtFtg/3GovO++sYwHCrXF2Jtwi3CLcogaoAWqAGqAGqAFq4JAaINwat0BgrHEWINwaZ7ezxSLcOpvH8+tLuJVvM4lBuMXJ7CEns6V8o8xycvcDNUANUAPUADWwnAYIt8YtEBhrnAUIt8bZ7WyxCLfO5vH8+hJu5dtMYhBuEW4RblED1AA1QA1QA9QANXBIDRBujVsgMNY4CxBujbPb2WIRbp3N4/n1JdzKt5nEINziZPaQk1l+C77ct+C0LW1LDVAD1AA1UIoGCLfGLRAYa5wFCLfG2e1ssQi3zubx/PoSbuXbTGIQbhFuEW5RA9QANUANUAPUADVwSA0Qbo1bIDDWOAsQbo2z29liEW6dzeP59SXcyreZxCDc4mT2kJPZUr5RZjm5+4EaoAaoAWqAGlhOA+eGW/iZ+rfNvfan68ctGNKxPjSPPPu2uffZW+ZqFQDnN82T76djjLu6VLrjStMVq0y4RZ10+XSJe+XBLWpkCR10pUm41WWd9nuEW4RbhFvUADVADVAD1AA1QA0cUgOnhlvv3zb3V/BJANTcwEkWF4BO88Kt66/dNLL4f+QGFjDIZ4k6II95PouEW9TJPM7PSKU4uEWNZHh3nqCEW+PsSLjFyewhJ7P8Fny5b8FpW9qWGqAGqAFqoBQNnBluWUh0cauCRfe/9uNxq4XWWIBOgFutAbNuXL0QGKfhVlb0TQOXCLeok/UlUxrcokbW1wjh1jibE24RbhFuUQPUADVADVAD1AA1cEgNnBdu4TGiW+Yqdl3oRxP1tRs1/JIFtwfAesOEcKvtvIZV91582KxWULbmugVZ8fX6ccowXUkG15CGAmy95R63aBoSqzy4BZtTJ6L/qA0McfqIMGXBLWqk6ofa+skR/h8ShXBriJXiMIRbnMwecjJbyjfKLCd3P1AD1AA1QA1QA8tp4LRwSwMeg8WpeqzP3r+pHl2UxX1OGAAmgCV9jmPAp7eNg1uJe1W+KKeKUwE5hA/zUeH0u79a64b48YJorivFwS1rq9vmOnVSwS33Drm5VBGnUxTcokbMvVfCfnL5voRwK243Q64QbhFuEW5RA9QANUANUAPUADVwSA2cFW7hMSLsxArPDRasCmbhcUDE6Q/TBp1umSeb92YNeZE98sU7tsJzt0urXlCiLi5tB8WqNKK6oZwK3A1ZJY0IUxrcgi3h8/C8XwPG9IeB/QEE3PlZdVIS3Ao1EZ73+58aGdGVGMKtMVZb4NcSb37/pvnT7/0p/2gDaoAaoAaoAWqAGqAGqIFNNfDeD98zd+7eSc6Sf/CjvzbX3v3Rqn+f+vL3jQCQZf852COLaO8PjyYCAOHcGNO6aG0N4yCF/2uJt8wjXe/NQt5B2XLhFoCM2NIrO9K35YY9CLd83cEugUbEL7BdZMvA1pJgbxjqxLe7qdrkHH2PtO1l/1Ej1Y9yoD2kdjcu5ADCrXGGnXXn1t27d82dO3f4RxtQA9QANUANUAPUADVADexCAzI/Tf07LNwCbAjgUQ25GsBjw2A3jVvEAjJZaPFsW5h2aGF35Nj3bDkP+Duz4nz9+xLPzwcgyz3mGKSBum2wIC1q5xbsRJ2Y65U8oaPlIai0xSLgFjVSP7a9QV9CuOXGjJyjWeFWTsYMSwvQArQALUAL0AK0AC1AC2xlgaPCrRj+1BYGNKp2PLUuWgGy1I6cCH4gjA+dPAiVSr8BXbZ8QbqAaihnBeOqRWVbPuGOo6ZcyHuDBWlJcMv6IQCQsD91slzPVArcokZuE24t1wwWSZlwaxGzMlFagBagBWgBWoAWoAVogT1b4JhwC7tPgl8+VI/uVY+cKQB0Fe/HUu/fqvzWG6YNOgWQCRDLQhTEq18yD5gCuOV2jOHxOIQHVJPS4RoAl7qnyr32jpxy4BZ1YnW2AQQtA25RI1tqhDu3xs0eCLfG2Y2xaAFagBagBWgBWoAWoAUKtsAx4dZAh0QAKBFvSJhEtDNfKgduDfTSEA0MCTMwu7MEKwNuDfTGEP8PCTMwu7MEI9wa52nCrXF2YyxagBagBWgBWoAWoAVogYItQLiFnVEtTuSCtMUw7ZcJt9ptwzvOAoRbzhY8SluAcCttl76rhFt9FuJ9WoAWoAVoAVqAFqAFaIHDWYBwi3BrblETbs1t0WOmR7h1TL/OWSvCrXHWJNwaZzfGogVoAVqAFqAFaAFagBYo2AKnhlsF+23PRT8c3NqzsQsu26HgVsF+2HPRCbfGeYdwa5zdGIsWoAVoAVqAFqAFaAFaoGALEG4V7LydFp1wa6eO2VmxCLd25pAdFodwa5xTCLfG2Y2xaAFagBagBWgBWoAWoAUKtgDhVsHO22nRCbd26pidFYtwa2cO2WFxCLfGOWVWuHX3zp1xpWAsWoAWoAVoAVqAFqAFaAFaYAkL3L2bTJVwK2kWXpxgAcKtCcY7UVTCrRM5e2RVCbfGGW52uPUXb71jfnjtBv9oA2qAGqAGqAFqgBqgBqiBTTXw0bu3jGn58pVwa9zigbHaLUC41W4b3nEWINxytuBR2gKEW2m79F0l3OKkc9NJJ0EoQTA1QA1QA9QANUANLKUBwq2+pQDvz2kBwq05rXnctAi3juvbuWpGuDXOkoRbhFuEW9QANUANUAPUADVADRxSA4Rb4xYIjDXOAoRb4+x2tliEW2fzeH59CbfybSYxCLc4mT3kZHapb4CZLncXUAPUADVADVAD5WiAcGvcAoGxxlmAcGuc3c4Wi3DrbB7Pry/hVr7NJAbhFuEW4RY1QA1QA9QANUANUAOH1ADh1rgFAmONswDh1ji7nS0W4dbZPJ5fX8KtfJtJDMItTmYPOZnlt+rlfKtOX9FX1AA1QA1QA0tpYG9w6ze//oGRhS3/jmsD8fG1d3806e8f/fs/p0YO3E7+9ovvTNIH9CXpsC85bl8i/QB8vdbnu7d/bO6kf2B4HG1aORbhFuEW4RY1QA1QA9QANUANUAOH1MDe4NZaCxTmMw0u0X60HzVADZxRA4RbisbdvXPH/MVb7xxycrTUN4pMl99WUwPUADVADVAD1AA1sIwGCLe4QD3jApV1pu6pAWpgjAYItwi3CPP4bTc1QA1QA9QANUANUAM71ADhFhd4YxZ4jEPdUAPUwBk1QLhFuMXJ7A4ns/wGfJlvwGlX2pUaoAaoAWqgJA0QbnGBesYFKutM3VMD1MAYDRBuEW4RbhFuUQPUADVADVAD1AA1sEMNEG5xgTdmgcc41A01QA2cUQOEW4RbnMzucDJb0rfKLCt3QVAD1AA1QA1QA8togHCLC9QzLlBZZ+qeGqAGxmiAcItwi3CLcIsaoAaoAWqAGqAGqIEdaoBwiwu8MQs8xqFuqAFq4IwaINwi3OJkdoeTWX4Dvsw34LQr7UoNUAPUADVQkgYIt7hAPeMClXWm7qkBamCMBgi3CLcItwi3qAFqgBqgBqgBaoAa2KEGCLe4wBuzwGMc6oYaoAbOqAHCLcItTmZ3OJkt6VtllpW7IKgBaoAaoAaogWU0QLjFBeoZF6isM3VPDVADYzRAuEW4RbhFuEUNUAPUADVADVAD1MAONUC4xQXemAUe41A31AA1cEYNEG4RbnEymzGZ/cGXrplr/9knzBv3PMq/jWzwZ//4xcGa/d6vfZF+2shPaCPig6E7OsS3iMfP9fuYP/kb/6N5//e+Othf3/r4E/TXhu3rG//lvxjsK45d67ensA/79j/41cH+0n3m3uDWb379A3Pvs2/z78A2EB9PXRT/o3//59TIgTXyt198Z7JGRGOSDvuT4/an0g9M7Uty4xNuEW6NmmzpideZjt///OvmG3/zf1Wq4eGaFnj///p/Tc4C4Tv/6nfNzZ//jTWLyLyUBcT24oOhfYT4VnzMf9tY4Mbf+TcmB0Z+4yd+2fz4re9tU1jmWoHFoW2LY9e2gvmLz3/DfOsnnxjcF2q/7g1uferL3zf/5D+y3W+rqOVyF9+Kj3MXlGH4n/2dd80Xb360XEGZ8qYWECAV+nzMuaTDf8e0gLR/6QfG6GJKHMItpae7d+6Yv3jrnVGTDz0R4fEy753Yg125QFANZoNDwq0NjD4hS8KtCcbbICrh1gZGn5Cl7AwaOi5y7Jpg6BmiEm7NYMTBSfzYPHkl3glx/2s/HpxCf0DkcdM8+X5/6JJCEG6V5K3tykq4tZ3tS8mZcGucp+4ZFy0di3DruFBq6AKgLxwXCOm2s9ZVwq21LD1PPoRb89hxrVQIt9ay9Dz5EG7NY8c1UiHcWsPKyAPgyQdchFuwT/cn4Va3fXi3tgDhFpXQZwHCrT4Lpe8TbmW8L6oP3PB+P9wj3Eo3xLWuEm6tZel58iHcmseOa6VCuLWWpefJh3BrHjuukQrh1hpWRh6AW0vuqlojD9Rn3U/CrXXtXWpuhFulem69chNujbM14Rbh1uDHMuaAd4Rb4xrqXLEIt+ay5DrpEG6tY+e5ciHcmsuS66RDuLWOnefIhXBrDisOTaMPPH1oHtEv+r74UCXcce/92+Z+xLu43Tz6GAK0lviIe+W2efJCdpTdMldVrns6JNzakzf2WxbCrf36Zi8lI9wa5wnCLcItwq1xbafIWIRbZbmNcKssfxFuleUvwq1y/EW4taavALf8xxIfuSFlCOBTA6vqRxY77gFOAW7ZTw23cuITbq2pCOY1vwUIt+a36dFSJNwa51HCLcItwq1xbafIWIRbZbmNcKssfxFuleUvwq1y/EW4taav2uHW9dduGlmU34vdWoBWV26bqzn3LCRzcKsr7evI51kXfk2L5OTFnVs51jpvWMKt8/p+aM0Jt4Zayg9XHNz6/id+pfr57jce+FwrlLFh7nnKfJfwqtVOczxmmJsGH0v0G+DaZ4Rba1t8Wn6EW9Pst3Zswq21LT4tP8KtafZbMzbh1prWBtyKQZIFUHbnVbO7S8OtjnvupfRxHl1pW7h15ba5vqYpRuRFuDXCaCeMQrh1QqdnVplwK9NgTfD14dbVz5jr9zxaAyr92QGrHED5irn5McRtB1edcMvL/1fMzavxS9C/+wDyCD/9PIeGk/K7Muk0/fRcPV2Z2vN41Fz/xFd2Ba5S5Q+vEW6Na6hzxSLcmsuS66RDuLWOnefKhXBrLkuukw7h1jp2niMXwq05rDg0jRg8IaYFUNi5hRvGmKx7iZ1YXfENwhNuKYvzsGQLEG6V7L11yk64Nc7OK8ItDaY04GmOB8EtBYk6wjuQFMMjd6/ONwWIuoDSG/c4IDYsXFe94/KFMKg7D6lDfxphmlue7wZuvfmKeUvD1XseNe+8PK4RlRSrCLh1Ut+kdFQe3PqOuXVf06ff94r5yKvU6+adqs09Zz7wrh/nhHCrLF/uHW599MQn1ReBnzS33gztizYlbU7f19flXqrN6TA6bpiHnKt2jXEzat+pePNdI9yaz5b9KbXDLQuZgt1Z1fu4AKAy7t2rHzMcEp9wq999i4eAPvx3snm+rMqQfoda17vb6nuogI4f7iLU99T71xIa8tNE2tt/lg+3nA7cjszarhZUD2qv8KXy4yD35Obvwt8blQtl8DW9tXYItwYJIQq0GtzyIE0IpmQ3VXhtwuOEDmCF4MeBpusfax5v/NhnzPeDvGxZ1T2XptsxNSjc00/ZyakP0qQsYfncji0AqFQeP7zm6iGT8zdUORFvr5+7gFsJeCJ2BNzCggLnUatJXBgTJ5HM4pd2D7d6fLO4gXaWQXFwy/NfuGDGYjq10N6Z4UcWh3BrpOE2irZruOW1pQYYe5AK7Qn3NMRK3HvodWXlxH0vbRW0OiTcuvbuj8xcf5/68veNPLq2339YBIZAoSlxF0DouGcXvM++be5/7cP0ryW2xcf1aFG6Pyse/7FE6MMHAQJr5M+Bji5gkL7nAzI/jEvXGHPjVv3utyrPBopAIym4uj+ZVOWfo08Rm2/1z7bpoF1erX7RVGuhq4Tws4NbSLcPLiFcCKuS+Xv6CPs2lCHUdBiuqx7z3yPcGmfTdeCWfhSwF2J9ztxovhm8/onP1McK3qRgj73WgJ7v4r1c4a4mW46nzHftsduJBSBk01P5/vCaKxfe9zUoXCvcikEW8tef6TwkrgZccR10Gns63gPcAoh6Q0/233zF3Gp2bn3wUL1YyIFbY+KMa7LTYu0dbvX5Zlrty4tdGtyC/9556LkK6r/1xHeU0bGgJtxCn/yNn/hl8+O39rzIVe474OHe4dY7tv0ALilg/HLdxt5odlC1jkGAZHqn1dC41udN/joNe2+dA+7cWsfOzGW6Bc4Dt/TCXwMvQAoAA5xr24b3cP62cUCjuXblprlfgJV6FLaGFzfN/VcERtTpW9ChwslOwyerX/nUee/juPydW8a4nZzax/Cl1keXzRHepQE45bTQEt8CKxfX/aKrnz/08chFDUY9WGp/4ALpoExajy1lWPAy4dY4464DtxTgufF0H9RREAnb3xVkCmGPPUdY79PfGWV3X1XpOTjk76i6YWyaKl8b957MnVsaijVl67eBs1GqLFgY/TDLri5NGz/YsbbG9V3BLe8xDmlAWECob8LtZD6+V8Ov+DoWG8ZgMd+kp2HauPY6OVYxcCvyDareYVO9iMPi7Z5HjQYsWABWOx7Vbr3IV3oXg0r3VgU+14MzZcEttIXnzAfKZu7RRPgO9kN4194sUFbxQzXMgQAAIABJREFUPZur6x9ZHzcLfnvudmFCNWt9cufWWpaeJ59dwy2vimgrDm4BJKN/C89tdLQZNf6EYcNzG9ceNG1XpWFvrXRAuLWSoZnNZAucE26J2UIggHMAA23a8B7ONZBorl25ZR5REMuYBqRd3DKPqJ1bgBf+7i+d576ODwG34ItnFQTCrjpvNxf8i51RWhO4J9c0JG3CeumEPnThLQhL5o9wt8xVADEvXV0GyQPnWo9h3sufE26Ns/EqcMuBIbfDyF3Dwgb3FNxScAngxYM9dvfVowa7qfwdTRpuuXQBs1wZdDgFtzxQ1pRTlcmWpSect+tLhR0CuWweKl/YgnBrnOjbQQYWENDko6YVVFV+lIVGWxws5FVaAWgZW/op8fYOt9p9I7XusSkWcfd9MnifWgNTFPzw4VY6XfueGqRr2y7gzBRPDItbFNyCnSogjHbhFuPOf7Bfyu5NeKQV2hzXQx+H5xpODjP1LKEIt2Yx42qJFAO30HfZL1uMAai3QBhhAKBwXrUhtLnatL1xIw/EbdXmG4Vd5gLh1jJ2ZarzW+C8cAsAAY+jARAAaMgnYEHqnr87ywIG9UucFcBo4MQjN5AGQAnOkR+uz+/jOVI8BtyKf0gCkNHtjAr9EvoH98fArSH5qx1mFdCCTqFF8SbKgLI1n3oX4BxOz0yDcCvTYE3wleHWowZAx4ElLP5juAUIZWHONQWeBPbYnUuIW+9OcmkraJUKq+AYyiV5WaBkF1ZNGYNHKoeGc+V3gK1eXKPcbhdZfd2V2+aRgFuuns6uLq997NQKy7OHnVu19rH4hv7cIjya+CfaVhgmPMc34fbRR7soD1+ynUh8wUv7h1tS+bRvem0KG9tdX1iQ1b618QPwYa/bhaPLv1rAReku6KAg6ZLgFuzYvpME/vAX2qiy14babB5eD88tAE3ngbyW+iTcWsqyy6RbAtxCu/JfGJ8Lt9I7WC2gAggDGIvMjbaL8VI+121jhFuRU3hhpxYg3MIunhQwAFBI3ItAQhNGgAR221x82Pwqp6SDNDTEArgApEB++xPLUeCW/2gi7O/sDtjl3ouFMKFOnB8HP5YoboU2qsdTkbbLX4KgDABu4XkSbkV6XF9DhFvjbL4K3NI7jNwOqwa+RNDJAaA54ZaFRCGwwrkCVzZsAihpWDM0nI5THds64xHHMXBLx3EwLMprg0cPu8qwH7iFBuNABkCUt8hGMLuI1pN79/hTGMctSPzwbicYEl73swy4BZv4vum1KXwUQSqAy3CB5kMvQBnJHXlV16J0Ub7lP8uBW8pX6FPxaf0B+zeLYtgV4ZpPDyjauI2tEcdeD9Ik3FpelAfKYe9wC+NKCiThHvotr8/yfIQ2gn7QgbH+uF5CzYlr6xaOpYLNfI1wa2aDMrnFLHBeuAXYBLCAcwctnNH1PQAJ7PhCqCaM3m1z5bZ5Ul5WXl3TaSAOPl2a+l1duLuHz8PALfso4U3z5I3b9fvRKv/UVo5BUgibYj/GcAthBFpCX/AifJ3O3z7GGvzQgNjfATek7+8eAwxDTmt/Em6Ns/g6cMt7+TmAzpxwS6fp4Ngb9oXy+loAG+zCygGiodBqUDgBWQqchXBL7xhLQaF0Hhps6brvc7eWrtcu4NbLz9lfRpRmg0VBF9zCQqKezMeTe/9+nOa45jl/rN3DrQ7fhH6KrBOBD/jJLeoQB/4Sn8fpIl4DL6N0kcryn8XALdjI9qe6n4X9sciu4RZ8kGxTSM9CrMbW0XU/zfjRx+V9pHPgzi1tjf0f7xpuRVoP7BnstvLbkw6L/gzt0BgzOK5OB8eJ9HBrwU/CrQWNy6RntcA54RbgQBswCE2M8A34wnuSmpfD16GbMA0oAfAQKFFDhzgN+94ltVuHcCu0/fznFmBduRn8YqYDWc4PgFEz7dxSvr4/kb/b2YXdfPoToCzWUgW/PD3Ob7e+FAm3+iyUvr8S3BLo0geY8IieC9e7cyuAZvUjfXpR1QArtVMqgkmJe2mgFIOjQeFU+q3l69hdZfNILhr1u8bi8mmotJfjvcCt2BfusQ0sEqowzeLaApDAD/jmOoqDhUlL+HRzXP5qCXCr1Td9NsV9C0T8RVjKh/XOBQAS3XfIcbDDyKa7vJ+QQylwy9o2eKwJ7cK3c21XGyfVRiJfNhaJrsN3ja8Os3ML2g01qQBFZRLU3/VftaUQH+FdON2+sHOnjhOGgU0b24cf8IXyH/rDMOi0c5QLdZmWmo4tthg6Nq49dnW2j6oSsIvWSOMzwCvlG9uf9cX17jfpJXy99i7kc8ItLLj0YgwLQq3kbY4dbMDOHJQXC8ZtyuXnun6ZzgO3fF3WMED7Hrb3wyXBlN39A3AlXmziYxeQBWDIA+mHgCyVn6+KPZyJva69+6PJf5LO5v/so4Fie/gHpYKffL/gVy6tnxVIcn2LhqVIL/HZkT/Am4NrdXzkMVyPiXwXvkS4Nc7AK8KtGr7o90TpSbaDTjlwS9L0dzHJLimXh8Atfd/tznITWpcfdlhZoDTLY4kqfT3RDHdztQAuWxYdtzoGDCwDasHeay8Qks0iMVH3Fnn6vgUaaiHx0Ovxy3xTcfS1xn/LLP6StUxe3D3cStis1TehTRHX+sxf4EeLRQ/EKP9W6aqFfZRu0rSLXCwDbsHOIWBROxgrn8DGsC3OHzWygw4grGojbTaPriONME2cL+KW1kTn27nlbKrHSRy7NoH6C+DQ8AfxcU2H0zDEPVrtdr2p+14bUdWGH5o2iHIt07+h7KiLKsfEQyk3xqa+z7XHrqi/Cvs7qbvnB2WfCG4l2kNb3MqmsHkTzwurf2hlogMyohNu6YVhuHjMMORMQe2CUf1anVukblc+lMvt4MHCer0ynRZuAUJZjcH2WruAV7gHMGqMaYNXNt0mTngOKOIBjjrPrR8rs6ZIHBwKbik46R7105WGv6EF5XdATPhRomlfWn/r9MJjtxvMz99dD7WAvqL1EddIj2Gey58Tbo2z8epwq28Cyftlwapcf629QBjXLI4ba/dw67imH1WzMuDWqKodMtL8cEsBC++HFgArACEaIGVhVBvcQjz33iU8ju05BDDDgmLvbuJR3hq03HrZD7f3sz3Drb3bbu3ynRtuYSHoFogO3qztiTo/7HrYuhxh7fdQruPDrdDqPB9jgWPBrTEWYJw+CxBu9VkofZ9wq2XHVC60YfhhUI5wK90Q17pKuLWWpefJh3BrHjuulcqycEtq4WBWvUsK58+Zdx6qAVd9vR9u2Z1BFogpKwFupe7p9xR6u8VUfFXOaleXTgdp3/eKuVWV+ZPmrft02dWOpOSOP98OfvqwRwj7dNncMeGWs8Xejwi3xEOAW+EuJFxvdkV4v/LVdi+4nto1ITsm7O4F7LgxBgBJFufVn91ZgTQbGKd3X1zcNk9ekfCq7Lhv42OXRRNG3a9eIl6VEWGwAwSPacbXW3dkWDsiDcBDtWOkpe5D2gnh1hArMQzhFjXQZwHCrT4Lpe8TbhFuDX4sYw6AR7iVbohrXSXcWsvS8+RDuDWPHddKZXm4BWiFR0ABc54zHyho9JHd5YWdXypcYww8Burt3PIeZ3O7vGL7Ib0GIuH9dFXA8F4dxj5KiXLaRxqfM7ee+KTRkArgrY6D9FAenCPv+rFWDf6qtJr0bb5xJao8h45rHLsSBlzx0rnhFiBM89kFrxrg5L9HRsWv4gJCqev68UILlW7Wv3wGiNUAsEFwC2nYuMhrBNyyaQiESpVd0hwKt1LxpWwBkLuSrvsQyRNuDbESwxBuUQN9FiDc6rNQ+j7hFuEW4Va6bRzyKuFWWW4l3CrLX2vCrXDn1gdqR9U7LwOChXBLAaEK/uB+Y2cPbgGgtfkAeSDNOi2AKQvNALPwiCPO9a4vXKvCIF2UDTCrhls2faTXFM9exy4xL810HbhzK22XPV4l3GrgkAe2Er9EBqh05ba5+lr9y2X+O2hUnGjHVLMLCmnYXVYAQg5MAXD5jyUi3C3zJPK25cU9l4Z9r05UjiZMVI5YmWE5wnO3262GV/57diQ9B8WqukR5JsodF8O7QrjlmYMnLRYg3GoxDC9bCxBuWVNkHRBuEW4RbmU1mbIDE26V5T/CrbL8tTzcAuhJgx+3ewmP+oXhAKLkE/dSNg7zSYXBNcCoegeVhUx2Z1aTJ2BUEjohDSlTkzfC20cca7iFHWfhy+t780Vx1SfhljLGzg/PDbcEzDgIo1+MbGGN3d3UQLArt039KB8e23MORpxUOtU1AJ426GTco4l9cMvlgfKPgFu2HOqxwaC+KMdQuOXK5WDf0Lo7S6aPCLfSduFV3wKEW749eBZbgHArtsmQK4RbhFuEW0NaykHCEG6V5UjCrbL8tSzcAnDSv1aHa3hkT/1CpbczKw7XbVkNmxIhX37OaLhkwdJDr6dfNq+TSMItV+637qsfUXSPE/pl13npZNuu6zDhMeFWaJH9nhNu6V+Tax6hMw7MhD9zL54ExArvxdcBnoKdWxYq4b4DUzFEkhyxyylz5xYeCbTxg51bthwhVEO5HMCLy+XKdDVpkyCNAWCvr5UQbvVZiPfFAoRb1EGfBQi3+iyUvk+4RbhVMNzCokfvRtA/bZ8WfXwV6XTtZIhjlXhlU7iFRa3a0eE/WrWU/eFfBwBK8d3u4VarT+e2MHy4lEbmKe/8cMvv2+p3SWkbwC5a2wBTendWKlxQ5+CRxDovna4KnwzbPMaY0ISkZWEY7tudWU26uO5BObkXlN0L19hHHkVMXdf5quLjcNdwK1Efa0NUYJZP2FfrapaEZ02EcEvM6UCM3XkEGJPayZS6l/XOrdvmeuVF5Dscbl1N5V2V0aXhYJh7H9f9+qXzSEPBLQvmUvVVO8oEHKRfKA/YhTzxGb5zq73ufcIuE27Bx7BbXy1z78PuALM413rITTMVfql0U3lNu1Ye3KJGpnk8PzbhVr7NJAbhVqFw6/uf+JX6BbwPfG5VODX05btt4eZ9KS8m5f4CsG8BgG/4XTiks8zkPs5vXGOdI9ZmcCuxUHML3mXtHy2Oewy5J3/tGm51+rTHyNm3l9ZIdoGSERaHWyEQCsEPSmXhE/o02K8FVkk8Gwf9aUfYhO/dTiv1a4cRyFb3orooKOfdS5Q9zD98z1YqX9hGfe4WboX1a+rjxixVicmHsC+0MjnBRRIg3GrMan+9UEEBQCAFfPCYnn2vFe5F78AK4I5kg/QsVMKi1uUZ75CSiAALNcDQIOr+1z6Mfy1R76R6VnZfBflE5dB5vG1kR1pUDsRphVtBGpVdAFyG1V1S6PpXJNzSdrPvWuuqZe49XxtOK05TuSlKeGjM6t1qcFq6Y8qSG6c4uEWN5Lp4cnjCrXEmXB9uXf2MuW4nnr9ibl69EcGZ7z6AyXX8ef0TX+kJn0rzc+aGzfNR88bHPmO+r6CWBUU6zD1Pme+qMClYMzZeKq28a18xNz8G2/SXMy/t2B9zxl8GbnUswhLtou2dLYmgs1xaO7+uQm8FtwCM7EumpZBvvmJuvdxV2rnuYfE2TCd78tee4da2Pp1LG/OmMx/cmrdcTC1tgb3CLbat2F/nhFuxHYq9YqGcAknFVqa74CXCLQuJLm5Vj8vZnYHdVc24G8KtjKgdQSO42RF2b7dKg1vUyPoKItwaZ/PV4VYIhPphFSCO/vSBTgjDojSffqre5QR4ZeGWhkQ6fTn28/ABz9h484Eja0fu3DJveD9D7xoCIIUsYOpdQmpnALRQ7RAI4Ae+NZd7djdD8622PVeP2Zg43fob9vj6G3ZHAvKE7gLwospw6yEJE9x31cw62hxuJV9iDVs0dVR1H2R/Hb6yBuyOnQhB+qP8JQkjnYTPVBnm9FcRcCvp04S9sLtGbkX2wgvQVbtSYT6yttftIPCHTb/teiWORf8j3FrUvLMnvnu4xbZlfU64ZU1RyAFgBnaG1Z/zQ5P9maM8uIUdc7eMfZzU7toLdrNZSPm28XyJXT0SLxkGegDcbDtv9GJ3GKJsTkf1Lq34evoxVNEH8kIaKMPAui0ksbLgFuxNjYjf5M/T/0IaIdwaZ9iV4ZaDQtc/1jxWZ0GTAz8WVnn3XNwKVqh7CN+WJu4DctidWwp6+UBM8uqAW2Pj9ewE8wGas8eRri+zcwuwQT5jCAW/v/MyoIcK3wm3PmneAgSTz/uCcwucgsV0FUfK0ZefKkcVRy3csbC3+at749p6FWsruNUJhkJwgbqH9g7PYX8b/hXzUVVL2L0NbuX6SxJNxRH/BUBuZn/tGW7FNtEaTdvLProGnyl73XqifpE4dvdh90odB+khD5yrNlTBrcT1e5p3QU1oN0OjEm4NtdQ+wu0VbrFtxfog3Iptsu8rIVBYZzG4B5sUB7c0mLLvdVOP9dn7N839eLy1+swJAz0ALOlzHAM+1Y+c1r5M3KsemwRsUXEqIIfwYT4qnH4UtbVuiL+cooqCW9ZO8i462D7H/xoktumozXfiC9xTfrQANHHvIBoh3BrX/taFW/aRxKfMd+1x/BihhVEKYNWARwMuFw/hrz/wVPPIo7v3w2t4JPEpcwOPOyLdVkjVA5Zy4qmwPpRDuR411z/xmfqxyapcqo4oZwPFUE+BczfDugCcWbu6Rd+Np5v6tJal5f49jxobF+lP/FwLbmFhbOGDah/Y0eXeX4IFcQgqGjhiF+JtsEQlbowJ0w/PbdnsLi7AmMSuFcA6P4vRZ9vBLSmyq2cNHFvsGdo7PLegKfBXZM+W9APrhf4JzyV4r8+iMgaZjDzdN9ySSqV9au2F3VSwD3yEc61vXKvCIN20D236SK+xr73elu9IPwyNRrg11FL7CLdfuCX2QRvAWF63hV6Nox0drG0Rbu2jzbAU/RYoDW7hcTPsRAnP7TvY1Lu48Dgg4vSHAYAANHLnT752s9oJU++86rYv8sU7tsJzt0urzgd1cWkDzAS/DGrrhnIpcNNdpNF3S4JbsCP8HZ73+1/BLWtr9+undbqwPTUCURFuwRJ5n6vCLfsoXQBx/F1TN4yGOPrdWBXgUoAG4AXhr3/ic/ZdVDZNhH/gc4l0HWCqF9tDYc6weLa+dndCM0mt6h+nEe8oS0E6gWFfSdTlhmnLT+zUdi/OExPp+hM2nmv32DJwC7s5tPgBrFAfLJJj+OS+JW+DJUgL+QTndjGBvOpPwLMQlmBxYnexKHhiryHNYPGuazjmeFu4hRKrRZu322ai/a2tkD58Ps1fUupeny3kr/3DrbRPYS/0q/YTPkraS/ut8RnCB0AzbFMoRW++CLjQJ+HWQoZdKNl9wy1UGu3iUSO7Gns1ftC2RbgFPfBz7xYoC2452IPHrewnHk30du3U1m+FG4ijXvbeBy4euah34wBYef5F3t6OsQZMqV/HdHF9QBKVMywX0rflhj0It5wfYBO1awr+gN0iO7qX/QOIWQCGOKEv7O6sGG6dVSOEW06FOUcrwi0HcwCeHHDxHwEErLLgRe8WAqxSu4oQXtK1aTa7nnBPIA2O/XRduewCTKXdDnV64qkdVA4QuTg3nnbHfnlkF5W7B1v90Na7tlVcFxfHS+/qZ8zNT7iX+KfLouGX74v2+vfsbtM+U8frwS3XDLAQxuNOOAd8mgq3/PTcQgTp+/cdKEF59Df0iKPfSVQ/aufqM+VoM7j18nPG1k3BotoGLfCpBWy0+guPCFoQkoZbvj/6/SX2tgtK7AhSuyqqeiUXlFM8VcfdNdzq8Glsr8AWLfZCvLfuqx9RtLDX+rQGoAjn2lCdftv1IPfFTgm3FjPtIgnvFm6xbUX+JtyKTMILO7VAUXALUAKwwvtsAI8NA+jgYIeFSr1hfOikd1jZnVv2MTPnWH9nVpyvf1/i+fkAbskva9b/gjRQbgtccJ9wy3oBNvK0AdBFjVg7LXBAuDXOqOvBLQtn1G6kJABqg1A1TLHwSgEogJ4KBNk0JR8AnzYgpAENwmL3jSqngjMx7GmJZ+uL9PxP+yjiPfVOrDBd1Amgyp43L5C353h00eaXKLe955cBMK+yWyKMA2HaTtOOl4Fbfr1kQWwXuWrXHBbKgBtV/SuAMg2upPKStAFz2vPzy+09Qtmy+B/XzF2sLeEW9KY/a59Ms7+DXbAnXk6ehlv5/hL7oYzIA59tu82czacc7R1uaV/iuPIp9Kvan9xHm2iFt148+E/bP7C3Tl/AoxcfPlL5TnHGgLiEWwOMtKMgoslw7G07n3fs6jGC+uEStCv5PHPbItzq0UzrbSzW3zbu0azWwCNu+DDBwYW54QDymTvdEVXuiVIS3IrhT105QKNq100r3ADs0o+cAXrgE2Hgv8R5Kv0GRtnyBWAFUA3lrHabVYCqLR+UB59NOZA34Varqq0PLCCkRp68Ijpavi8i3GqVZeeN1eCWhTF6MaKP1a/+2bAANxYuqfdRqV8zRPh6l5MLY18w3waEbLoK2CjIY3dNpcKF18J46lxPTnHcB7fcTi0N6dxjk6gz4JcfXtVHytlblq80E/wQ1KXBW9vkf8j1eRcIaeAgC4AIYNgdN+qX2kR/M8AtD3w89Hr0zi1vwR3tRsICvFm0o7likW7D48a0z83gFuqj2nwNtqQ+8GMALmzdg/theL2zqgIo2I0FONIWv37MB/AxAi9WH7A50kn4DPWzZUacaZ+7hluoc9KnQTtrwkQ2juwF36Ftwn6wvWonYf5o4+F1DdWQ3EKfhFsLGXahZGU8HjJuSZh5x66eCiU07PrLc7Ytwq0ezbTdxuK9ggNLLMbaYMK0vLCgBsRYDpq1GW789XLglgOf9tGxptqwfwVEoaErt81VvB8rXNj3hmnTSQCZALEsSEG8+iXzgFlWF8hX4iXhllRIpVGlD8CmoBzhVovgqZH4cUrYZFof12Jw7zLhlmeOwScrwa0YmgDyuE/3OFwEbiqQ5KCVxNHgCeHttQDmYAcSwnlASEG1apKr4iJeNPmVMH3x7A4yB6T8dJxNbLk9YObu33jgKVPZScG+qC4qP1s/Sa/1scQAgHl5K1urPP3yd8Vvv7fqAmFwMzhPwM3g1nlMPGtNdw23Zq3pMRIj3CrLjzKuDh3XOHZt61vCrXH2B6R45OLWQj9fD3CggMG4onqxIojh3d33STlwa6AdAZAsAErEGxImEe3Ml0p6oXyvn4b4f0iY3ozOFYBwa5y/14FbXcAocc+CG7UjwEGwRyOwhPAOEjkw9EZih5eFPypvL/0qXwfbosnvwHgoV5R2BYxcGV25fSikH8GUNHQ4m7aCT/ZaYDeBdG33YIswL5RZ5xnZwQNiftnbwnKBMK6hzhWLcGsuS66TDuHWOnaeKxfCrbksuU46Ms61jVXhdY5d6/ikLRfCrTbLdF3HDoNb5mpqYamv3ajhlyy4vV08vWFCuNV23jwOZnfkoGx4TAwvCY+vT96R01a3LtNNuEe4NcF4J4pKuHUiZ4+sKuHWOMOtALfULiAFmtzE0UEe7IZqBTH3JN4ndc2BGw1ibBpqh5W9ZoGQylsDIRXHlVPDm+HxktBoINySXVfXbbn8usd1acqXAG/YgdZeFv1CeTxy5cO0tB20TYYdc4EwrqHOFYtway5LrpMO4dY6dp4rF8KtuSy5TjqEW+vYeY5cCLdGWFGDKQNopB6lsfdvmvvxOFj1mROmDWbJTi7ccwDLvdg7ca961A3lVHGSj5ul4kuc4DG3K2Hd5t1hlvIK4VbKKrwWWoBwK7QIz0MLEG6FFhl2vgLcGgY95oInTGff9ibcGtYwlwpFuLWUZZdJl3BrGbsulSrh1lKWXSZdwq1l7LpEqoRb+VbFI4nYiRWe23fJqPcn4XFAxOkPA8gEaOTO7a/gdT3O1lQL+eJdSuG5e29SnQ/q4l6S76BYlQbAna0byqXAXb5JB8U4HNwaVGsGyrXAoeBWbuUZfpAFCLcGmSkKRLg14tE6ArTxAI1wK2qDq14g3FrV3JMzI9yabMJVEyDcWtXckzMj3JpswtUSINzKNbWDPbKI9v4AmwCAcG6MATSK4FZrGECjGG49clHnC2Dl1QB5B2VD2KFwy5YzLDvSt+WGPQi3PD/wZDMLEG5tZvpiMibcGucqwi3CrcHvHJkD6hFujWuoc8Ui3JrLkuukQ7i1jp3nyoVway5LrpMO4dY6dp4jF8KtTCsC7gTwqIZcDeCxYQCmAIDw/iv1a3J43M8+3ogw7XDL7tyy79lydfDhVZyvf1/i+fkAwrnHHIM0UDfCLWd0Hu3KAoRbu3LHLgtDuDXOLYRbhFuEW+PaTpGxCLfKchvhVln+Itwqy1+EW+X4i3Arz1cx/KnjAxpVO54AgCIABtil4Vaw+8vCLh86eRAqlX4Dumz5grzDnVsVjKsAVVs+LeVC3oRbecJh6NUsQLi1mqmLzYhwa5zrCLcItwi3xrWdImMRbpXlNsKtsvxFuFWWvwi3yvEX4VaOr9wuJv3YnqRgoZJAHwWArr52s3l0MXhsrzdMG3RqABniA2LZXVyI97aR3VeAboBb7l1fb5vJv5ZYmQ42CeqXY9aBYfnOrYGGOnkwwq2TC2BA9Qm3BhgpEYRwi3CLcCvRMI56iXCrLM8SbpXlL8KtsvxFuFWOvwi3FvAVwJPd3ZTIY0iYRLQzXyLcOrP3h9edcGu4rc4aknBrnOcJtwi3CLfGtZ0iYxFuleU2wq2y/EW4VZa/CLfK8Rfh1gK+GgKuhoRZoGglJ0m4VbL31is74dZ6ti41J8KtcZ4j3CLcItwa13aKjEW4VZbbCLfK8hfhVln+Itwqx1+EWwv4agi4GhJmgaKVnCThVsneW6/shFvr2brUnAi3xnmOcItwa3249V88ZmSiyr/1bfDd/+l3zLf/wa8O9vl3/tXvmm//3f+DvtpIr2J78cHQXyoV34qP2bbWb1ti87f+1v9mvvdrXxzsr2/8xC+b289/hf7aqH1lwy2OXZtp9b3//cJ86yefGNy2dJ/50bu3jLlzJzlL/sHP5F74AAAgAElEQVSP/tpce/dHq/596svfNw9e/XMjCxf+Hc8G4lvx8VRd/ezvvGv+z//0ATVy0HYyJ9xiP3K8fkR8Ku1f+oGpfUlu/Hdv/9jcuZscMou4SLhFuDVqsqgnjjnHP/jSNfOtn/o31SRVJqr8W98G7/6L3xns8+/95h/RRxvrVHwwtI2Jb9mm1m9T1uYff8K8//nXB/vrTx98lv7asH29/d89OdhXHLs2bFeNRv7sH7842F+6z9wb3PrtNz4wP/vv3q0WLbJw4d/BbPDv3jXi49wFZRj+f/nD71EbB24f//3vf2eyRkQzkg77kIP1IUr30g+EfcPS54RbiuHdvXPH/MVb74yafOiJCI9v0IaEjtQANUANUAPUADVADUzUwN7g1tILE6a/7k482pv2pgaogSNpgHCLcIsTz4kTT8JMwkxqgBqgBqgBaoAaWEIDhFtceB5p4cm6UM/UADWwpAYItwi3CLcIt6gBaoAaoAaoAWqAGtihBgi3uBBcciHItKkvaoAaOJIGCLcItziZ3eFkdolvf5kmdxVQA9QANUANUANlaYBwiwvPIy08WRfqmRqgBpbUAOEW4RbhFuEWNUANUAPUADVADVADO9QA4RYXgksuBJk29UUNUANH0gDhFuEWJ7M7nMzym/Wyvlmnv+gvaoAaoAaogSU0QLjFheeRFp6sC/VMDVADS2qAcItwi3CLcIsaoAaoAWqAGqAGqIEdaoBwiwvBJReCTJv6ogaogSNpgHCLcIuT2R1OZpf49pdpclcBNUANUAPUADVQlgYIt7jwPNLCk3WhnqkBamBJDRBuEW4RbhFuUQPUADVADVAD1AA1sEMNEG5xIbjkQpBpU1/UADVwJA0QbhFucTK7w8ksv1kv65t1+ov+ogaoAWqAGlhCA4RbXHgeaeHJulDP1AA1sKQGCLcItwi3CLeoAWqAGqAGqAFqgBrYoQYIt7gQXHIhyLSpL2qAGjiSBgi3CLc4md3hZHaJb3+ZJncVUAPUADVADVADZWmAcIsLzyMtPFkX6pkaoAaW1ADhFuEW4RbhFjVADVAD1AA1QA1QAzvUAOEWF4JLLgSZNvVFDVADR9IA4RbhFiezO5zM8pv1sr5Zp7/oL2qAGqAGqIElNEC4xYXnkRaerAv1TA1QA0tqgHCLcItwi3CLGqAGqAFqgBqgBqiBHWqAcIsLwSUXgkyb+qIGqIEjaYBwi3CLk9kdTmaX+PaXaXJXATVADVAD1AA1UJYGCLe48DzSwpN1oZ6pAWpgSQ0QbgVw66Ob3zU/+vZ3+EcbUAPUADVADVAD1AA1QA1sqoEfv3fbmDt31GzVHX74l3fMt9/7S/7RBtQANUANUAPUwHt/ad774V+ZO3fdOFna0T2zFvjOXXP3zh3+0QbUADVADVAD1AA1QA1QA7vQgLmbnqnfuXvX3LnDP9qAGqAGqAFqgBqABlqGzFmx0VKJzQu3liol06UFaAFagBagBWgBWoAWoAVoAVqAFqAFaAFagBagBRIWINxKGIWXaAFagBagBWgBWoAWoAVoAVqAFqAFaAFagBagBcqwAOFWGX5iKWkBWoAWoAVoAVqAFqAFaAFagBagBWgBWoAWoAUSFiDcShiFl2gBWoAWoAVoAVqAFqAFaAFagBagBWgBWoAWoAXKsADhVhl+YilpAVqAFqAFaAFagBagBWgBWoAWoAVoAVqAFqAFEhYg3EoYhZdoAVqAFqAFaAFagBagBWgBWoAWoAVoAVqAFqAFyrAA4VYZfmIpaQFagBagBWgBWoAWoAVoAVqAFqAFaAFagBagBRIWINxKGIWXaAFagBagBWgBWoAWoAVoAVqAFqAFaAFagBagBcqwwKxw6+4dY/7qL435q4/4RxtQA9QANUANUAPUADVADVAD1AA1QA1QA9QANVCKBu7eLQNkpUo5O9z67lvGvHuNf7QBNUANUAPUADVADVAD1AA1QA1QA9QANUANUAOlaEAgXKn/CLcI4ggjqQFqgBqgBqgBaoAaoAaoAWqAGqAGqAFq4OQaINxq0J48lsidW6TSpVBplpNapQaoAWqAGqAGqAFqgBqgBqgBaoAaoAZqDRBuEW6RcJ+ccLMz5IBIDVAD1AA1QA1QA9QANUANUAPUADVQsgYItwi3CLcIt6gBaoAaoAaoAWqAGqAGqAFqgBqgBqgBaqBYDRBuEW4VK96SqTLLzm9FqAFqgBqgBqgBaoAaoAaoAWqAGqAGqIF5NEC4RbhFuEU6Tw1QA9QANUANUAPUADVADVAD1AA1QA1QA8VqgHCLcKtY8ZJwz0O4aUfakRqgBqgBaoAaoAaoAWqAGqAGqAFqoGQNEG4RbhFukc5TA9QANUANUAPUADVADVAD1AA1QA1QA9RAsRog3CLcKla8JVNllp3filAD1AA1QA1QA9QANUANUAPUADVADVAD82iAcItwi3DrgHT+2hVj/r9f418pNviz1/M69FLqxXIa88Zv5vn2219iuy1JN9d/L8+/Er6k+p29rDf+MM+/0t7PbrOS6p+zmJRxuqS6nb2sMg/O8a+09bPbrKT6v/X5PP9y7C1L3zIXzmm/OizhFuHWaPFoIfF4fCOc23YyoD//nxvze3+HfyXY4N/+V8b8P48O188f/c/GSJwS6sYy1m0xB3D9/t815qW/Rf+Wop1f/xvD26709RK+lLqdvZzSDn/3vxnuX2nnHHvL0beMozKeDp2DyTjNsbcc/0pbzAFc0tY59pbl36FtV8Al++ZyfCvtUObCQ/0bhiPcItwaLZ5QTDwf3xDntJ188yKLEv4rwwJffcyYP/wfhmtHwkoc/ivDAtIWpU0ObeMv/6Qx736+jLqxlMZ8+p7hvhUNSHj+K8MC0g6r9jhwdzfH3jL8ilJy7IUljvnJsfeYfkWtcsZe2eX1b/8mYvJz7xbIHXvD+TXhVuPhu3eM+e5beZPU0Jg8p/32oAFOsPfebfvl4wTbt8fRzjjBPppH/frkTLBlfCDc8u2357PcCTbH3j17My4bx97YJke6wrH3SN6M65Iz9hJuxfbb85XcsTdcexNuNd4l3CKYChtHqeecYO+5y47Lxgl2bJMjXeEE+0jejOuSM8Em3Irtt+cruRNsjr179mZcNo69sU2OdIVj75G8GdclZ+wl3Irtt+cruWNvuF4n3Gq8S7hFuBU2jlLPOcHec5cdl40T7NgmR7rCCfaRvBnXJWeCTbgV22/PV3In2Bx79+zNuGwce2ObHOkKx94jeTOuS87YS7gV22/PV3LH3nC9TrjVeJdwi3ArbBylnnOCvecuOy4bJ9ixTY50hRPsI3kzrkvOBJtwK7bfnq/kTrA59u7Zm3HZOPbGNjnSFY69R/JmXJecsZdwK7bfnq/kjr3hep1wq/Eu4RbhVtg4Sj3nBHvPXXZcNk6wY5sc6Qon2EfyZlyXnAk24VZsvz1fyZ1gc+zdszfjsnHsjW1ypCsce4/kzbguOWMv4VZsvz1fyR17w/U64VbjXcItwq2wcZR6zgn2nrvsuGycYMc2OdIVTrCP5M24LjkTbMKt2H57vpI7webYu2dvxmXj2Bvb5EhXOPYeyZtxXXLGXsKt2H57vpI79obrdcKtxruEW4RbYeMo9ZwT7D132XHZOMGObXKkK5xgH8mbcV1yJtiEW7H99nwld4LNsXfP3ozLxrE3tsmRrnDsPZI347rkjL2EW7H99nwld+wN1+uEW413CbcIt8LGUeo5J9h77rLjsnGCHdvkSFc4wT6SN+O65EywCbdi++35Su4Em2Pvnr0Zl41jb2yTI13h2Hskb8Z1yRl7Cbdi++35Su7YG67XCbca7xJuEW6FjaPU8ykT7C/cY4wMGPj77BPzdX83HnLp3miSRX5fe3O+fKamtHaZOMGe6rF9x+cEe9/+mVq6nAk24dZUa68bP3eCPWXs7asZxiWMzfI55/jcl/+Q+1EZ7zPm/Z6IiNM2B/jaffW8oe1+T/Kdtzn2dpqn+JtLjr3QpW6PcjyXTvvaxSjnvGnMZ9X8Xsr7hZdHpdQbaZHyB7lK+Yeu0ybDLdgu6NOggxy/h7aZe23UVSbc07rFOBKWKzC3d4qwWMt5N40xyCfHLjqN3LE31AHhVmNNwq3hnUQoIp7vy3ajJtjouIOBD52e7nTGHL//hANb0qmiQ0QHObYDHFMWHQfl0gP82mXiBFt75HjHS06wj2et8mqUM8GWsVLC818ZFsidYI8aeweaAuOSXpTIsR67BiY1f7CX/fHdljFYCKYyRr3a5gBTF0mpPHGNYy8scczPJcde6NJqXc2d55g397WLbI+1zPGX6j9mL3+iwmL7oevPvcItrEGgoznWRtBmqk/FPeQnn9Brjs8QFuUN3YN8UmUIw6bOc8feUAeEW41VCbeGdxKhiHi+L9uNmWCjo/p0MBn92kw7t/DNxFIDaapzHHJtD+XiBHuIp8oNs+QEu1yrHKfkORNsGSslPP+VYYHcCfaYsXeoJTBGYzGBsevTDw1NYblwKFs4f7jxRP/Orb5STV0kdaXPsbfLOuXfW3LsTekS16SPRzvdixUtRNH9xZvGfG2hnVtr1Dtn7N0T3NK2QT8+59oIOkyBpa57ulx9x+jz23Q+NZ/csTfkEIRbjQcJt/YFaEKh8ny4f7In2Opb17aOSpoJOjMZULzBG98ICRhTaeHbAHTeiKcnwEizyhfpSPoPJba14r4CcF4Hqu5/rXkEUtJFGOSPQSS8jnJ5ZWr6B1xDGtZOKs9U3fsGCLnPCfYQK5UbZskJdrlWOU7JpU/IGZ8kPP+VYYHcCXb22JthBoxBGHtSi1WECccpjMFY7GDsw3kVT42rUiwvLSyI1Xhnx1g15qNsyWql4qp8bFyEa5sHJBMfd5Fj7zi7lRJrybE3bEOwCdoN5plyHdeqdtm0JcS34aD7ph0ijm0XLem0pY/y4NP2Fz2PTiJfXVajyoZ2/9nmceE5yj+0DqgLPqWMQ8fe1eCWslXbmgA2/oJ6VUtlb9UHIwz8j3PPLzAE8hzQZ0J36PuRhHwiD+Spr4X5RmEzyqDzbDvOHXtDHRBuNZYl3BreSYQi4vm+bJc7wbaDHiawid4GHVnVwTVwS46rThCd2n3x8/xyHxNrGzfVgSMNlTbC204YYVR8r6PGfZWG5J8qu6SJuMinDW6l4g+te8KU0SVOsCOTHOrCkhPsQxmq0MpIX5AzBkp4/ivDArkT7NyxN8cKGIew8LDjajNu474dz5pxUMJjjMdCFGGrL6CacRNfRkmZcF+npcPq67K7uzpvyoG8EAZ52gVyy/hc1SsxhiMdOw/IMVpPWI69PQYq/PaSYy/mj6EucR3tqa0t2XYStJswHtp7lE5Hu0caofvCNJA2woX3pe3ltnvkjbSQB87RnvWO0+ge8kXBWj4lraFj7xZwK3y/WWiLoXCr0z6ZfSb0af2gHm1HPmE5ddikfzPL0OJO73Lu2BvqgHCrMSfh1vBOIhQRz/dlu9wJdjjIej2MmhgD/sh9dJDVxFV1bBjo0UniHBNxO9FtMrHhggmy3Lb38LJ55DMAbiHfsC5hOcJzna908NY2iTyH1j0sQ3jOCXZokWOdLznBPpalyqxNzgRbxkoJz39lWCB3gp079uZYAeOhXmjIsYx1Q8epamHS7LSqdl7IArk5x9hs02oWzxZKyRiIMVjt/gjD2/MGYiFdm46KK/VHvbzxFnmr+21jeo4Nw7Ace0OLHOt8ybEXc+BQl7guurdtAXpG+9FtqZlbIh7SS7YLNQ8VT3Wm3+JK5IN+BPl1poVy67aLaxPKP7YOqJrUYej6c3W4pWwFX8LWOJc+L7UGkfohTPjlge1HG7tHftNxsXaCwdTaDf6XT/TRyDPZFwf+7gzbUwZVnNbD3LE31AHhVmNawq3hnUQoIp7vy3bZE+yexwrQeYLYS5PxrgWdntzHAIrOfGgHrvMI0wg79SifRDlsHPVtse7MU+VKddq6XLl1b7qY1g9OsFtNc4gbS06wD2GgwiuRM8GWsVLC818ZFsidYGePvRlmwLgk+sEfxldvTGrSDK9V8e8zRt6DJV9UVY8X4Ry7sNXYjjzspyymEmMs8tFffkkRorE1EVfCoV56QaXH22gekGGzvqAce/ssVPb9JcfeNl1Cz9I2bdtQbbZqTwkghPaJXxdFOl0ApC/9Lu+h/NhB1ZlWS9tFGlLXMeWX8nXm21UBU/eDQ9efs8Et1VdK8bQNquImbBWGGeJbhLFwq0VDsN/QPjMsizYx8tR9se3/kX+j3VTYoWXQebYd5469oQ4ItxrLrgG3rn+imZQ80A5DbJh7jHntWnu40JE8p62ggewJNjpj6bzwDZO0Cxmw5IWwiV1V6CAr4o/4TacnUXEfk+9ootu0O3SQtgNX+dt7+PYB+ajBxQuD+6ocYb4oF76pCO9LsZCm18GrcnlpJPLEfdS9qWrrByfYraY5xI0lJ9iHMFDhlZDJH/reIZ8Snv/KsEDuBDt77M0wgx6Xwmi9Y7SCTbJjSxYhiFPt4FJjJq57cwFkmBjvvC+Q1DgZja2puH3jLeKoXRAoyhyfHHvnsOJ+01hy7E3N89BGAXo725ICO3h/lYYDSKttHipW70vf88zLbodOKm5nWmiHqp/QaYwtv04j2d94FYhPcsbeyXBL9VVYP2DXq5RD/FT9S9gq1Ir2bdRPNskgTGpt1ASpPiK/If+WPjMsi04LeXZpDuE7w/aUAWl0feaOveHci3Crse4guHXVmN8CvdSfHbBKG/yLH3PfuLWBq064FeT/xavxpPq1B1we0uD0n85zaDgpvy5TW3q6njjuyuO3PhGXHfGizyXqPdBnUVkKAI5jJti2gww0g8EWHZn2vxxXHTo6MjXwhR1oXwd+A2kE+UseGhKF5cCgWoVBGqocbfXC4IRyVfVq4iEPDFY4H1v3rg5c7i0ywYYtlD1RZ9RH27WvjDn3kT7slxMXYZHGUmWUfKBRTESRNz5RBu13tAcJg/t99Vxygo2yhp+o25L2C/PEOeyydN6oY8p/KEOb76SsCNPnP9Sr7VPyyBknJHzfP69fUm1Y4kKDKP/Sdu4ra9f9Jcs4xf8oV5/vcyfYY8beLvvpe31lxn2teTlGHfVYWI0FaoyApqr81HWdlhdHjbESR6et48gxxh0LwYK4KHdVzpa8JZ0ldL7I2KudFhyjrp691Vi0RB2DIow7hV8C3/UlNqWNStqwFzTcl194f8mx19Yt6J89rcJuQZioTTT3tf+9uqfSEZCcuq7bnDaIekJDt1Grxa60cC/0P66PLb+UL0gDZbM20nUIjiXs0LF3DrjV1s9ZG+r6KFtBK/Cv9i3G+rC+NkyffVruezpUdgvLom757a0lXZTTlk/XOdB5Wxl0nm3HuWNvqAPCrcayfXBLgyk0Pvs5EJRYSNQR3oZJ7NzS9yTvFCDqAkoSB0BsaLiuemtYFgpLzvvykPL0pSHpLFLvDh+k6lLStdET7MTgh45Mmgk6M+jeTjjQCXZ05r0deDBBlsEi1QnrwUXK5oVJlMMr90Mdj0pIp9yUH/W09ZtY97bOG9dnn2DDDsFAA1+ifhhoUY65PpG+tl9b2vAnyoZwSGOpMoYTqlQ+KAP0jk+UFff76rnkBBv2Cj+9dhHeXPgcdknZdLasA42HeaEM8Bk+4TspB8L0+a+vzJJ2zvgg4fv+ob9EufUnJtIof1j3vrTXvL9YGSf6H+Xq833uBHv02DvAKUPKjDDQi1c/ZTNcR3jdLqqiqLBIqwqD62qst0XHPT3uqJ1cts8N4qIMKBPGBMm3bR5g85x4MPvY21Me1FXqptttbn8NG0V+68l/9G34NvBdZ3qI0+hB11fiaVtAY/Kp64Qw0EZnfombS4698JkuO+aQXlECO4R1tOkEto3qHqaDthVeD2xoy5IIh7GkK0xfu59cfsk8UTatA1u+4EBsOXTsnQNuSfZoe/B7qw2VP2EjtAHtW4z1YX11mD776DL19ZlhWbRJvTzlRodfwrA5ZdB5th3njr2hDgi3Gst2wS0P0oRQRHYVhdcm7O7RICcEPwBNv4UdYB8z5nqQly2ruqfTBBAbFO5pt/ML8SAgKUtYPtzDZyoPuYd6VJ2DKifihZ8IP2u9Z/RZWN6tz5ecYLd1RLNfV6Bt7MRm9jItlODcE2w7yGDyI+WWX4d8eaEKBMmGg15w2zttG9i9QAucwEb4tZpogqIm39Afyort80PrueQEu800XROYtjglXe/zX+ib0HdS1zDM2PrnTLBlbJDwOf/mKmdOnnsPO9X/Q22aO8E+xNi7d+fPWL65x96+okF31dxXjc+5/TX6s3BB3Jf/6PtY5KoFe19aU9uopA97YQzuyzO8v8XYG5aB58tZIGfsnQtuLVcbpqwtkDv2hutuwq3Gmq1wSz8SNwCI/EHzLYXAoOpYwZsU7LHXJJ4AI7yXK9zVpMrxmjrGTiw41qan8pV7KNenmzoMCtcBt5Bf12dbHhIHwEo6p7AOXpqqrrPWe4AvvXIEEHHP90qdYGMiU038mnaUgg66AzzC8dwTbEwqxY74pkjbCXauJox60qqAYhVPndtJtA7fJBpOzL301SMX8CvSQjxc1996hmngHGG9ya4ukypzl3aQt30cNjFpR57Iy9q1WZSE97WN9fEWE2zUL+V/KRvK3mlPaYMPBbsjJTLs3XIfaXfpy/NNT3raljhG/dr855VBf9uqFpRhGKSd+yk2zBkPJHzOv7ZyetdhQ9GxagOt7bgpANKodKBsg8Uz9IE2K9GScVT+1YvKm8fhEBZtqDW+eidUKs/QXlP9nypXmIec506wSx17U3U/w7W5x94+m0F3+FIF7Qp6DvtrhNftE2HRTmTcRJtDfITBeZWOGuO8dNWjq1X5U21ZXZMXntv+QaUZ1h1l2LKP3mLsDe3A8+UsIG1g6NhLuLWcH5ZIOXfsDXVAuNV4pRVuKcDzB0/3NyQLkZrFuQAr7K4KYY89R9jgU++MsruvmvQAh8IdVTZNla+Nqx5lHBourM8QG0BkqTxw792BdrVln7vehFtL9EeT0gwnXN4CeFLK+468xAQ7tGVqcRnCh8/q/kdeOqzPMQEOJrliWUxivYk0woeL4SZNCYt4epKe+qWgsC4Ib+ukypQsc+h+FV7yQzlQfgRHvsjHTugLh1uoF+yIT08Pge8lTGUf2K7tvvK3l16fnjrSgz/sJ8rQLKxS/kMd23wnaYVhbPqZB2IbO64N+BJEwuf8ayund13ZxGsDbXZX9Yf/5bPqcxUcwz0swpEnrts4yF/5UWyP8PADzqP4HXlGtkJeE/yPcqBcUR7NhdwJNuFWmyX3eX2JsberplZ3GRoO2wr6O3td/eJl2E6r9tzkhfkUymDjN23WtgWUTbdlXJM2p9qqjRNWWodvGWNRDqQRjq+SZBgmzKbvnHCrz0Jl3xcNDx17CbfK8nXu2BvqgHCr8Xcb3LJwRe0w0tcwQGD3kYVBCi7B6B7sUTuSsJtKwgFaSboabiFdwCxdBh3O5qEGJpQxCdp6wkmZkLdN5x5jhkAuW5aELYbCLeQ9e70Jt8rq6Q5c2qUm2OEkGPDGmzBiEpqAF53h1Te2yCcZPvAbJrCYhIfnCI4y2l+KSeSHNPROorAMOEe68okdWJjsh+cIizLofk+OkSbuY3KOeOHnFhPs0CcoE+qqd8khrNjT3le7eFBPqXfffckH4Su7hPpS94emh7LjE2Xo8h/K0Oa7qJxIfMSn5IExfsinhM/5h7qEOvOuh3YOz5XdJR3YEI/Y2jakFspSTp1nV5z3E/lJHXUZu+LfwC/yBnmm7IR0pvhflyuVB67lTrAJt2C5Mj6XGnvbaq91Bx1Lv4s+GGML7qXap945FY6BVZto4FP1YzvSjzfnXv+eOZ7q/uEL99WPVtu8E5VF+ae0UUlW2yuRTe+lLcbe3kIxwGwWyBl7CbdmM/sqCeWOveHci3CrcdMQuAWgo8GSNC75C+EWYIw2uAd71M4lxJWwOm0LrVJhFRxDuSS+zSOEVgHMGRpOlx+gKayzBnJyD+W2eSTglq6nLr/OTwMwa6O56h3Yw8t3wLfvew7PCfYqfe9smSw9wcbEGRNlb8KIRama7Hr3wwlmIjzSx8Tci4/wQX+EifFQuIVJshg9nDjriTd2foVl0s7CPfRj9lPZQMKjHva+Alv6vgYAOh8cbzHBRh3hE5Qlsl1gz9R9nVbf/cgu8L+ybW56KDs+EV/7pTpWefT5LionEh/xKXnnjAcSPucf6hLqzLuesLN3X+nZg1tBuwT0RFzY2AORqTiJ/KWOSGdsnik7zeF/Xa5UHriWO8Hm2AvLlfG59NgbWiHUHc69X31WfTLan/1s+rjUuFmlBTiNRxVx3kDjVP8dXUu1ZVxTbT/sj3Rd52ijkh7s05WXzjc83mLsDcvA8+UsIO1i6NhLuLWcH5ZIOXfsDXVAuNV4pQ1uacCid1hVhkxAJwCgOeGWhURqYLGDnVxToMaGTQAl7fyh4XScsM6o4xi4peMAhoV52TIuUW9lszDf0s85wV6iq10uzdkn2C/7vziEyeuscEvtsMAEFCAF5zIhDSfhmPTmwi2UXbwQppEFtxKTdN2Xog6Sj65Hyvt99xFniwk2bKTrI+UJtSDXENb7Zn/unVsKPCE/D5i05Acb2s+B/hvimyFhbL4dBzkTbBlbJHzOv7ZyetdhF2Vn736g55QOUmVC+5X21xknkb+kp8vQGV9lrvNUl+tD5NMyJ4Dedb5RGkG5UvdxLXeCzbEXlivjc/axt6faoS5tm2j0DP3a66pf1EmjjWAclXu4JqBMvgxCGhU4a/oFXMsdT/UYi51b+gsnXTYbdmIblTRDe3n5DDjZYuwdUCwGmckCOWMv4dZMRl8pmdyxN1y3E241jmqFW8GjggA6lSFngls6TcAxabSAPvqaXE/9IawFQnPALalfCIFUnVt3XDU7n9rKosGWrixZ/OMAACAASURBVHsozkXrHdar8N1a2nZ7mGBjAau1iskQJiyYyOF87LdzNi+1sNP9L9JPlUXC4f7Y/HVeY45nn2Crd2Kk6uzVF4tFZTvvfsI+uI+0w2+dcV/saSfTQb+FSTkm5FVaLWVAesgPn9ZfiTpAE9AY/GLLEywaUA5odIguUC5bDmQSfG4xwUb9YSv5hM1Rbn1Pjqt6wJaBv+R+Zcu++6FeEF75FmUbmp4251D/oY5dvhkSRufddiy20f1v37GEz/nXVk7vesLO3v02vwR+9gCnule1C+ShrktdKl3hnvKz1NErA8Ik4lu/qnu6LcJeNlxP+/XyRWT12XcfQXMn2EuOvSizbYsopLKz3OvSvIqSPPTaZjKEu4jy9OWHNLEr0KXg9CHlxp/2+9A8dJo5x7OPvT2Zp+pj7YM+VtLoaCtyG+NVZbOmzdm2EbZJvEuvKRvKAHvj0/oReeu2rK/hWJdX1duWY2IblSRRVls2lc+Qwy3G3iHlWiKM1ZH2W5MR7Ahfy6duZxIMYcbaeok69aUp9egbb3G/ZLh1Rt/mjr3wMz4Jt5rW0wW3xFh9oAWPzSFcCtqEsEdDHt3p4LgCVl0wKXEvzAOODj8HhVPpo0z6E0AtTBvnNg81cdHxI3CmAZPKO4JoiXs2r6FQj3Crb9yYdN92xsr3GEwxiAI84HzUoKomWqItpKkLj/Q97WECuINBffYJdmATqTdsL3aBPSp7I6yaEHn3w/ABsJKFLXwN27fFl2+LMSkHaPEm8QPKAB96WknUISwT9IDr2h5yz07IO8qANPAZ1hPXw88tJtioJ+wln9bmyqe4r+1pbdHoBmnBv333PbsM8E1fetqeKEuf/7wy6ATU8ZAwKnjrodgQY96QTwmf86+tnN71hJ29+8rn1teIo/po0Yj2R6UPvUhtiWPbsWo/UsewDDZcTp7KWHP5PyqXykMf5k6w14Jbnv6DLzOsf3VFBh7DvmjrXdEG2TDQS5gu0kA/hE/0Vbg/pU5ddZh97O3KLNUeJLzyn2efwHZiG9jFa0docyo87AX72XhN+XAd9kb46jbSQbpyMbiGcVzie3HVTmBPo4kxFmUI4zdFrD6GhNHhw+Mtxt6wDKucwz9Nv+rpSOkO/san1sVUW69SzyATqceQMVfCFAu3Turb3LE31AHhVtNY+uCWGE6/Jwqdg3xq+JIDtyRND3A94Och8EjfT8Ek5AdQlA15emCQTV9NRpFXKKbw3JZFx22OAQPDODhfvN6EW8EwMe/p7JPkluJhIYaf1g4nVBItHLTtxKxZtIX3W7Ja7PLaE+zFKsKEkxYoeoKtFl7JRUjf/aRFOi7OnV5HVnPdyplgy/gm4fmvDAvkTrAXh1v49UsFHDGeYQdtsp0ONPfc43bf+ByOvagLHpsL7w+sxuBgHHsHm6rIgEWPvRkWn9rOJKul21pGdQYHzRl7S4VbZ/Vt7tgLdoBPwq2mGQ2BWzAaP4fTctpqfVstOcEeOup0TZLDQbTtXAYuTHLb8kU+N/Dthv62sYkUpo/BAmmH99vyWuo6J9hLWXYf6ZY2wUZ7qNpf82WEhsZ993OtPnd6uflPDZ8zwZbxUMLzXxkWyJ1gLzn2Vu3kPmPwziNArGoMfKh9cRq2L8SrPIBxsxlrMZ7qnR9efAXVcN1LL3Ar0msbn8M01h6bOfYGDjvYaWlj71jzT21nkm/YFseWZc14OWNvqXDrrL7NHXtD1kC41bREwq31IUwoRp7P44MlJ9hDBy50yHqBjC3Q4SCqz3Gs4+mFtZc/JuYN0EKeemIu4ZEmJuFrfzvslTlxwgl2wigHulTaBBvtBW0wbH9993NdN3d6uflPDZ8zwSbcmmrtdePnTrCXHHurdqJ+/a4aT5sxUI7RjjDOiaVwDW0Zn1UYjJ8NwMY9+cQYmoqP/gD3dH6ed5B+x/gcprH22Myx1/PY4U5KG3tHOWCGdib5hm1xVFlWjiR91dB1Y5Fw68S+zR17Qx0QbjWNkXBreCcRiojn+7LdkhPsoWMXQJOeMPfBra890bxUFt8OBx17mDe+5cVkOzxHeAzauiypCXzrJB0JLfTJCfZCht1JsqeYYO/E1lsUI2eCLWOlhOe/MiyQO8FecuytxjEBRRgX1S9YCozCOIdxDOOhfpE7xmUZi+19jLdqgSvpRfeRbwOrwvxCjyJ+1/iMNLYamzn2hl471vkZxt452pl4HW0R/UcJSsgZe0uEW2f2be7YG3IIwq2mBRNu7QvQhELl+XD/LDnBHjrgYRKNb4B1vHAQxbmFW+E3yc1kWqchx8gjnBjrybyEQ/o6nC4X7m81qHOCHXr2WOdnmGAfy2N5tcmZYBNu5dl269C5E+wlx95qnNK7oO4z5msPGYPxLhzHwoWR2FJf08ewM8ZUD261jMdhfkgDn0hLj7vVsRrPkYYOs+bYzLEX3jrm5xnG3jnamXgfbXGrefAYBeaMvSXCrTP7NnfsDRkB4VbTogi3hsOTUEQ835ftlpxgDx2A0CnriSrihoMozi3cUt8kI070iW+Rw4l3c67zRfptg3bf/SjvmS9wgj2zQXeW3Bkm2Dsz+arFyZlgE26t6prJmeVOsJcce6txqgFD9vE99Uu44TgGeIV3S4oxMC4nd26pMdWDWy3jcZifZ2yVlgZXOMb43JnGCgtujr2e1w53cvixd6Z2Jo7va4t7FEfO2Fsc3Dq5b3PH3pBDEG41LZZwa1+AJhQqz4f7Z8kJ9tABDpNoTGJ1vHAQtectnTkeZ9RppCbuch+TfjwKIdds+joBddx3XwVd5JAT7EXMuptEDz/B3o2ltylIzgSbcGsbH43NNXeCveTYW41T2PWkflUUY2xqHMM1QCV8Vl/0tIy3EqZKs+U+xmOknfrSaOj43JWG+Kzv/li/Ih7HXljimJ9HH3vnamfi/aXb2hIKyxl7S4NbZ/dt7tgbMgLCrabFEW4NhyehiHi+L9stOcEeOkCNgluSeGJCjcm0zhvpa4gl9+2AgEXAgEF760GdE2zt2eMdH32CfTyP5dUoZ4JNuJVn261D506wlxx7q3EqHNfC83uMCWETxjcPbDWGteNlswMM4yqAWdd4jHTD/CRppNM3PnelIen03Z+qD469Uy247/hHH3vnamdrtLUllJIz9pYGt87u29yxN+QQhFtNiyPc2hegCYXK8+H+WXKCvcQAdfY0OcE+tgKOPsE+tvf6a5czwSbc6rfnnkLkTrA59u7Je/1l4djbb6OSQ3DsLdl7/WXPGXtLg1v9tT92iNyxN2QEhFuNPv5/9t4udpLrPPP7X9p7pbtwQQQ7MJCFFgmyAggHzEW8c+Eo5IUDJfaFlroIkw02loEg4h2DwMvcZIVNLAiKNxrLgiFS0ZqyJdmeFWJSpOzZcVaWP2h9WRZtySQzlMSRuBQ5MxRnqCHFCp6qek+9deqjq7qquutU/xr4T3fXxznved6n6pzz69M9wK3h8CQ2Ee/XpR0D7LRu+gyw08rX2GgZYI9VLK3jxwywgVtp5XbsAJu+N6380vemla+x0dL3jlUsrePH9L3ArbRyO7bvjTkEcKvMN3BrXYAmNirvh+eHAXZaN3EG2Gnla2y0DLDHKpbW8WMG2MCttHI7doBN35tWful708rX2Gjpe8cqltbxY/pe4FZauR3b98aMALhV5hu4NRyexCbi/bq0Y4Cd1k2cAXZa+RobLQPssYqldfyYATZwK63cjh1g0/emlV/63rTyNTZa+t6xiqV1/Ji+F7iVVm7H9r0xhwBulfkGbq0L0MRG5f3w/DDATusmzgA7rXyNjZYB9ljF0jp+zAAbuJVWbscOsOl708ovfW9a+RobLX3vWMXSOn5M3wvcSiu3Y/vemBEAt8p8A7eGw5PYRLxfl3YMsNO6iTPATitfY6NlgD1WsbSOHzPABm6llduxA2z63rTyS9+bVr7GRkvfO1axtI4f0/cCt9LK7di+N+YQwK0y38CtdQGa2Ki8H54fBthp3cQZYKeVr7HRMsAeq1hax48ZYAO30srt2AE2fW9a+aXvTStfY6Ol7x2rWFrHj+l7gVtp5XZs3xszAuBWmW/g1nB4EpuI9+vSjgF2WjdxBthp5WtstAywxyqW1vFjBtjArbRyO3aATd+bVn7pe9PK19ho6XvHKpbW8WP6XuBWWrkd2/fGHAK4VeYbuLUuQBMblffD88MAO62bOAPstPI1NloG2GMVS+v4MQNs4FZauR07wKbvTSu/9L1p5WtstPS9YxVL6/gxfS9wK63cju17Y0YA3CrzDdwaDk9iE/F+XdoxwE7rJs4AO618jY2WAfZYxdI6fswAG7iVVm7HDrDpe9PKL31vWvkaGy1971jF0jp+TN8L3Eort2P73phDALfKfAO31gVoYqPyfnh+GGCndRNngJ1WvsZGywB7rGJpHT9mgA3cSiu3YwfY9L1p5Ze+N618jY2WvnesYmkdP6bvBW6llduxfW/MCIBbZb6BW8PhSWwi3q9LOw2wP/sfZ5luDvytX4Mv3J9lX/gfh3tIx+occpuGBroWdU0OvU/+/n+aZd/4YBptw4NZNmaALQ/kx3NvTuL+petQ1+PQa5e+N637Fn1vWvka29/Q9247v2P6XsGt3/73tq3H2OtjzceP7XvjPhq4BdwaPHCLzcP74YPeQ2r17aey7HP/RTEo18Ccv/VrMAZ+fPPi+tuD56ocPXY+y658Yfi94kv/ojoXHdevxR/8wvDcqh/Q8eQ1HQ3+7H8Znl9d57reyW86Gqg/HTo+Uz9NbtPRQONgjYeH5lfXOvlNR4M/+u+G5/aFv8yyP6TvTcrfGgsPvXbj44BbwK29zRObiff7X4hoh3Z4AA/gATyAB/AAHsADeAAP4AE8gAf28wBwC7gF3PrmfhcPNx10wwN4AA/gATyAB/AAHsADeAAP4AE8cHwPALeAW8At4BYewAN4AA/gATyAB/AAHsADeAAP4AE8kKwHgFvArWTNCx0/Ph0nB+QAD+ABPIAH8AAewAN4AA/gATyAB47tAeAWcAu4BZ3HA3gAD+ABPIAH8AAewAN4AA/gATyAB5L1AHALuJWseY9NhqmfTyfwAB7AA3gAD+ABPIAH8AAewAN4AA8c3wPALeAWcAs6jwfwAB7AA3gAD+ABPIAH8AAewAN4AA8k6wHgFnArWfNCx49Px8kBOcADeAAP4AE8gAfwAB7AA3gAD+CBY3sAuAXcAm5B5/EAHsADeAAP4AE8gAfwAB7AA3gAD+CBZD0A3AJuJWveY5Nh6ufTCTyAB/AAHsADeAAP4AE8gAfwAB7AA8f3AHDLwa1rV7Ps5W/zhwZ4AA/gATyAB/AAHsADeAAP4AE8gAfwAB5IxQNv3i7hToJPZ3PG/NaPs+zH/KEBHsADeAAP4AE8gAfwAB7AA3gAD+ABPIAHkvKAmE6qj1nhVqoiEDcKoAAKoAAKoAAKoAAKoAAKoAAKoAAKoECaCgC30swbUaMACqAACqAACqAACqAACqAACqAACqAACmRZBtzCBiiAAiiAAiiAAiiAAiiAAiiAAiiAAiiAAskqANxKNnUEjgIogAIogAIogAIogAIogAIogAIogAIo0Am3bt26lb373e/Ozp8/P+nv0qVLk1RWHO9617smxTClDV/84hcnxX/16tXsnnvuOUr8qvfpp5+eFL/On6LflHOVd+k35aH8TYlhyrmKX/6d8vjd3/3do8V///33Twk9P/fChQtHi//BBx+cHP8HP/jBo8Wvuqc+pMEUD085V7mf+pAHp8Qw5Vxde1MeW+i7jtn3ztF3HbPvPfW+S2O/KdfflHM1dp3a9z766KNHi/8Xf/EXp9x68nOP2Xc99NBDk+NXGVM8MOXcOfou5XBKDFPOlXenPHTtzDH/27cNU+eNuvem3Hcxb9yfO8wxb0y97zrleaPN+zrhli6us7OzyX9W0b43Wg1w54hj3zKmTjAfe+yxo8Y/dYKmTn5f7eY478tf/vK+1snPe//733/U+J977rlJ8WuANIeO+5TxEz/xE9krr7wyKX5NLvepe45z7rjjjkmx6+S77777aPGr7qkPaTCHlvuUoUHGlIe8Jw/uU/cc57zvfe+bEn7+wcIccexbxtS+Sx8M7Fv3HOdNnWBqgjdHHPuWob5/yuPYfddUuKix377aTT1P942pcFGT+6lx7Hu+7ttT4dwx+653vOMdU6yfn/v2t7/9aPpP7buUu7e97W1Hi1/enfKYa/63r/+nzhtT77uYN05jD1Pnjan3Xac+b9S9rxNu6eYs6q4BvijmPn9TVz3ZzVmAYJ/6p54z9QKx+DVInBrLPudPHZxa/NJhn/qnnjMVDG0lfl1HU7Xc5/ypkwPTf5+65zhnKphT/LoPzhHLPmVMndwofmmwT91znGP5n/IsD84Ry9gy6LuKrNH37jf2oe8t/EPftZ9/6LuO2/dO6bPsXPre/bxP31s4iHnjfv6Za96Yet+Vevxjx+w63j7M1xXUCbd0oKi7ABcPFEABFEABFEABFEABFEABFEABFEABFEABFFiLAufOncu5leKZFW699sZb2d9cu519/Qf8oQEewAN4AA/gATyAB/AAHsADeAAP4AE8gAdS8cCtN99aC7caFMdicOuHt9/K7v7MC9mdjzzPHxrgATyAB/AAHsADeAAP4AE8gAfwAB7AA3ggEQ8IwqX0AG4lYiwgIZAUD+ABPIAH8AAewAN4AA/gATyAB/AAHjiEB4BbJdpj5RYX3CEuOOrAZ3gAD+ABPIAH8AAewAN4AA/gATyAB+b1AHALuMUyS1bD4QE8gAfwAB7AA3gAD+ABPIAH8AAewAPJegC4BdxK1ryQ7nlJN3qiJx7AA3gAD+ABPIAH8AAewAN4AA+k6AHgFnALuAWdxwN4AA/gATyAB/AAHsADeAAP4AE8gAeS9QBwC7iVrHlTpMnEzKcgeAAP4AE8gAfwAB7AA3gAD+ABPIAH5vUAcAu4BdyCzuMBPIAH8AAewAN4AA/gATyAB/AAHsADyXoAuAXcSta8kO55STd6oicewAN4AA/gATyAB/AAHsADeAAPpOgB4BZwC7gFnccDeAAP4AE8gAfwAB7AA3gAD+ABPIAHkvUAcAu4lax5U6TJxMynIHgAD+ABPIAH8AAewAN4AA/gATyAB+b1AHALuAXcgs7jATyAB/AAHsADeAAP4AE8gAfwAB7AA8l6ALgF3ErWvJDueUk3eqInHsADeAAP4AE8gAfwAB7AA3gAD6TogdTg1rve9a7s3LlzOZE6K7lU4+nSpUvZ2dlZdv78+ca+rg0/vP1WdvdnXgD0QKrxAB7AA3gAD+ABPIAH8AAewAN4AA/gATyQkAdSg1ueTQG3EjJaiuSXmPnEAg/gATyAB/AAHsADeAAP4AE8gAfwwPo9ANwqcRkrt9ZvVm4o5AgP4AE8gAfwAB7AA3gAD+ABPIAH8AAeiD0A3AJusdSSFXB4AA/gATyQkAeuZheu+YXc/vXN7IGWXN771dv+oOL1tevZvS3H2kDpgSvNU/ItV15qaDXmWCu/GVN77Hc+0mzvM1+92ojByj2l56aG9Zw9eZmB/yn5gbbidzyAB/DAaXsAuFWOg1i5ddoXAjdC8o8H8AAeWL8HOiFSYBq3swsXXTsuXs+eCfvaXzRA0a5zPNwac2wE0trATCuMaamjEXNU9ql4uU3DOMto5a6HE/XJqVwPtBOv4wE8cOoeAG6VoyDgFjeDU78Z0H6uATyAB9brgXj1UgSx8km7jnHbIyhUgxzRvgoqRfV4kKU6dF7YNubYprcqMHM7e8ZWooWyq+Or4ypsU2vLCQMLr02Vw+ezOgTtWhFXabxe3xMjucEDeAAP4AE8MNQDwC3gFl9tOOGJwdAbBcfRqeABPHBMD3iIkWXDYIUHHK0w6PLNihaFMl/KngxbHShr7SfGHNv0T9UmB7dCHHZ8VceTV6p4m+2JQFuWZUOOUVMrKNQso75fMQ05phl7Ient7MJlt5KuBvKa5Tbjt3Kr50pD344SQloew9dPfR1Rbr0XdsTV1KSK55jXCHWTBzyAB/AAHjh1DwC3ysEPK7e4GZz6zYD2cw3gATywTg94KBFBjFboFMGNLAIZ4ZwKHFXAor4tC2CkzRtjjm2eX4GZ29mFr3aAqwBdeo6JVqEZ08mfA6iJYnUHFXBr1/4i/ipmV0D5soJksf7NY/MtFtug+Jv6yas+Hl+/B5vVdu+jyBNB5yzLLK5HhmmyzmumXS9iRRc8gAfwAB7YsgeAW+WYC7jFhb7lC5224W88gAeS9UANfgxbtXWnhxU9gMpDEFsp5IFJhWXa6x1zbKx/da5AiwMpLt4Qn7a5Nlms9ZVUFbCpl12HQNW5z2fSSfCnOj5a8VXut9h1XAWLdE3tiLu2gszDJYNIflt3/FZ//OzjrnJlr+KctdeVl+m0Nbjly27TLI6F99xj8QAewAN4AA8c1wPALeAWX0sMn+If92LkZoj+eAAP4IEWD3TCLQdWjGfoWStvPKxwsCjWN8CjGoSpwx5fdNtKLg9Bdh3r66/OK6BOFYtBnqp9OVBybQqwxWsTVhzVV07p2KouRRhDn7i9zf0+7vh1FbedV8Xd0Mu1Ic/TwPjjOu19vV019cObCsbtD7faNLMYeG65ZhlXMbbGA3gAD+CBI3gAuFUOf1i5xeCEASoewAN4AA+s0AMegNTAjIMoAWXMA7fMB63wpAOWjTlW5VfHlzDLgZ8cXoX3JTQK793qKrfNS1B7LehV07DaG8DPrv1hgNqheV5kGacvywM3lRHvGxp/qL/uz0rD6OuqtXINFo6DW7VYK8milWv1eMw3PKMLHsADeAAP4IHDewC4VQ5YgFuHNx8XPJrjATyAB/DAbg94oGKgItIthib+fQ2I+fM87IjgSARTPETJOn/Dqyh76LHVcdYm185r17MLV8oBigEiB2zCyi23zfGX+ks733+F0B0Rytq1v6apKyC8bEI4+4pfyLEvQ3GNit/nrql1AHV57tpy67eZ5mWZPo6gl/a5nIR2OrgY+SS0k+2sWMADeAAP4AE8cHAPALfKwQpwqzloZJCGJngAD+ABPLAGD1RffcuyxlfdNHiMoUn0v/pVAMfl0wONjtVYVdvrkKMOUlyZ+UB22LFNuFVfzfXMtWKAEupy8Yb2NNodx9L+vqq7Xc+2/X5biKmmc8vKrVhX14beryUOnBC0x6Q2e5Bl4NJvGwq3Kv18Xa0eHBhz5amqbLahBR7AA3gAD+CB6R4AbgG3Dk5UuXCnX7hoiIZ4AA+clAc8xFG/HUMTv99W3vht0W9q1WBYZvBDnhKYKiGNhxUeyoT9Y45t+rWCJQ60RDHXfuvJxRDgVrSyqIJOqu9qduHK9eze8iuQtX2+nmvXswfiH4qP9lsZ5ZCp+mqei6mK1UMkv8qpDv2KVV31bbUYXfxdXq809DksfijfYvUr7Twk7dLQVpup7Fo8LZp0xcX2pt/RBE3wAB7AA3hgaQ8At4BbwC0/geE1fsADeAAPrNMDHi5U5KL5yuCW8liDL81DtaUGMCJY1HZGJxRpObg6tjmgrcCMg1vRiiMDLflg0LWlVq7b3gihhIBVXY0j8vbv2p/Xv1N/BwX7YrIQLE99x8YQM7o2++K2agZrZSeUcfWVXfdMM7dLD94pH83xAB7AA3gADzQ9sEm4dfXq1extb3tb9uCDD9pQZeczX0tsmoMLBk3wAB7AA3hgdR7ogSE1kOFAiF+xEwYEreCkvuooHJu/cPAmL3vMsU0fVfDEwy3/1cQIvLl2N9tZXwFlcRuEqeqyPXqu2rNrf/CAi6FYEeU1qMrLj68dW66284DM4FauZX/8oX6XU21rj9vaWNc1lBHFlWvpt/XCraiNUTyhDravE5CTF/KCB/AAHti0BzYJt2xYM+YZuNUceDNIQxM8gAfwAB7AA3hgLg94GNUEdOg8l86Ug5fwAB7AA3jgFD2QGtzSYqx77rknx1ZnY+DVrmOBW9wATvEGQJvxPR7AA3gAD8zugcs3swa88quj3Kqx2evmU/lNfyqPX7hf4QE8gAfwQJcHUoNb586dy87OCqwF3GIAxwAOD+ABPIAH8AAeWJsHaiAr/nix4+uCa2sD8XBd4QE8gAfwAB5IygPArXLMxcotCHAXAWY73sADeAAP4AE8MMIDXXCr9jtbI8pjcpHU5IJrBW/jATyAB/DAMTwA3AJuMWBi0IwH8AAewAN4AA/gATyAB/AAHsADeAAPJOsB4BZwK1nzHoMGUyefQuABPIAH8AAewAN4AA/gATyAB/AAHliXB4BbwC3gFnQeD+ABPIAH8AAewAN4AA/gATyAB/AAHkjWA8At4Fay5oWUr4uUkw/ygQfwAB7AA3gAD+ABPIAH8AAewAPH8ABwC7gF3ILO4wE8gAfwAB7AA3gAD+ABPIAH8AAewAPJegC4BdxK1rzHoMHUyacQeAAP4AE8gAfwAB7AA3gAD+ABPIAH1uUB4BZwC7gFnccDeAAP4AE8gAfwAB7AA3gAD+ABPIAHkvUAcAu4lax5IeXrIuXkg3zgATyAB/AAHsADeAAP4AE8gAfwwDE8ANwCbgG3oPN4AA/gATyAB/AAHsADeAAP4AE8gAfwQLIeAG4Bt5I17zFoMHXyKQQewAN4AA/gATyAB/AAHsADeAAP4IF1eQC4BdwCbkHn8QAewAN4AA/gATyAB/AAHsADeAAP4IFkPQDcAm4la15I+bpIOfkgH3gAD+ABPIAH8AAewAN4AA/gATxwDA9sEm7dunUre8c73pF97GMfK9HV7qcf3n4ru/szLwB6INV4AA/gATyAB/AAHsADeAAP4AE8gAfwAB5IyAObhFuXLl3Kzs7OsvPnz++mWm7l1ke/cSP7wFeu84cGeAAP4AE8gAfwAB7AA3gAD+ABPIAH8AAeSMQDL958czD/WcOB586dy7mVYjnrCmgfuNVVFttRAAVQAAVQAAVQ3/CXuQAAIABJREFUAAVQAAVQAAVQAAVQAAVQYC4FgFtzKUk5KIACKIACKIACKIACKIACKIACKIACKIACB1cAuHVwyakQBVAABVAABVAABVAABVAABVAABVAABVBgLgWAW3MpSTkogAIogAIogAIogAIogAIogAIogAIogAIHVwC4dXDJqRAFUAAFUAAFUAAFUAAFUAAFUAAFUAAFUGAuBYBbcylJOSiAAiiAAiiAAiiAAiiAAiiAAiiAAiiAAgdXALh1cMmpEAVQAAVQAAVQAAVQAAVQAAVQAAVQAAVQYC4FgFtzKUk5KIACKIACKIACKIACKIACKIACKIACKIACB1cAuHVwyakQBVAABVAABVAABVAABVAABVAABVAABVBgLgWAW3MpSTkogAIogAIogAIogAIogAIogAIogAIogAIHVwC4dXDJqRAFUAAFUAAFUAAFUAAFUAAFUAAFUAAFUGAuBYBbcylJOSiAAiiAAiiAAiiAAiiAAiiAAiiAAiiAAgdXYDG49cPbb2Uf/caN7ANfuc4fGuABPIAH8AAewAN4AA/gATyAB/AAHsADeCARD7x4882DA6opFS4Kt+7+zAvZnY88zx8a4AE8gAfwAB7AA3gAD+ABPIAH8AAewAN4IBEPfP0Ht6ewpoOfe//992fnz5/P6z3rqv3SpUvZ2dlZOLDrOL9dK7eAW4A94CYewAN4AA/gATyAB/AAHsADeAAP4AE8kJYHUoNbnkcBtxIhqNwU0ropkC/yhQfwAB7AA3gAD+ABPIAH8AAewAMpeQC4VeIyVm5x4aZ04RIrfsUDeAAP4AE8gAfwAB7AA3gAD+ABPFB4ALgF3OI7xKyAwwN4AA/gATyAB/AAHsADeAAP4AE8gAeS9QBwC7iVrHkh1HxKgQfwAB7AA3gAD+ABPIAH8AAewAN4AA8At4BbwC3oPB7AA3gAD+ABPIAH8AAewAN4AA/gATyQrAeAW8CtZM0LnYfO4wE8gAfwAB7AA3gAD+ABPIAH8AAewAPALeAWcAs6jwfwAB7AA3gAD+ABPIAH8AAewAN4AA8k6wHgFnArWfNC56HzeAAP4AE8gAfwAB7AA3gAD+ABPIAH8ABwC7gF3ILO4wE8gAfwAB7AA3gAD+ABPIAH8AAewAPJegC4BdxK1rzQeeg8HsADeAAP4AE8gAfwAB7AA3gAD+ABPADcAm4Bt6DzeAAP4AE8gAfwAB7AA3gAD+ABPIAH8ECyHgBuAbeSNS90HjqPB/AAHsADeAAP4AE8gAfwAB7AA3gADwC3gFvALeg8HsADeKDXA1ezC9fKziK7mT3Qe+yhBxYutmvXs3sPHtux6z+03s9nd168nj1jdrjy0oqvHZebg/rW1XtwTx6z7iN4cZHrHQ2ZIG/Fy7QDL+OBU/MAcAu4teKBOTekU7sh0V48P8gDl28aWsifn/nq1ZnuYy9lT6rEBrBwk72DQoLYDy3xedCS3c4uXIzPmfP9seufsy0TyvKaN7zSU+6p+Nbrs6gn1+/HB67UblXVmzG+WQRg9fh0Z/5adJ8Y471fvR20me9+3tPGifEO6qeoY6Z+mTziNzyAB4Z7YJNw6+rVq9m5c+ey97///aGz3PXih7ffyu7+zAvciOmM8QAewAMr90BjwjjH6hAPHhoTzxXArZ74gh5z6NCV+2PX3xXXMbb7yX/DK90DsJAnG5DMka+evNz5yPF8G9o6RxvbctzT7sXrbosn3uY9Yvn2zyN8c4xJTaeGPbpPiRO41X3fmKIr56IrHsADp+aBTcItP34Y+hq4xcV/ahc/7cXzaXqgXDVQu7nPsGKpd9J2PEgQctQb3wG8fOz6Y3hwzPceXAyGFCfq26XytGo/+vtFy0pQ+Wewbw5wbY/J0UK6A7dWlucxnuBYPhDFA3hgRR5IDW7df//92fnz5/NZzVltbjPxDXCLjjVMIld0gRITvsQDdQ9Uk6Db2YXL1W8fNb/K4ieYEfyqTdCuu9/TijqSsOrEl6Xf3IpARTjOx+rPKcqNYwyrI7Ise/Ly81nVtuJ4bauvvmmLz8fS/ntgvh4roSi7u/xd+/Ny8nb31x+3KT+vZWLvY+zWwusbv27qrbqqdhTHj6/Ht08l1n3X/AprHFfxvtKhfn7siXq+j+Hbpg/bctapY5cn/DWXFxj9EzyxK4/t+/PSuup2fXqVB1d/qLvKXWf7ytNiX9Xv094zUQ5dLPVzmu1qeqPpYWtFEY8vI6rX61+2t7ON125XvykXvobty7Zay+drN7Mnw28Sxtec16L9/iQdfF662l3o1R5HlY/6/mq7tOuKpX6OWhXH0K3VMX7nsPJp3UNsRw88gAfwQGpwS982PDsrsBZwq3OQhLG5ueEBPLBFD7hJSDyRzd/7Nrtj49/9qU30xsKtaGJnb/0E2a/ssf327I7zEybbHT8/edm3I9obaxAmoqaDn8zVz7VJn59U1o+wSeq+9XfXXdRTn+gO08La1Xze3Y7inFH19OXRxHL57L7nOA3jnK3Jt7XJvzXQP1c58zo++dUKMmdx+8yT/przRZavDSbszqPTMi6nq+58rHRIP0Z1NXIc+bfPZzV/ReW69k+GW7UcjoVb17MH3G9m1YCva5vluO068Xkfepxrfv6y9Z7m9WuLxW2Ly/Pt6Pd7lE/G5qxiwQN4AA8czQPArbI3Y+UWnXPbgItt+AIPrMgDbiJiE6Bq0hGtVKj93lC0z0+0bfLTti0MTqIJdds5NonvqLeavFWxVLGrI2oHB2GC1Rmfn/BWZci3tfItZrXp4vXsQr4qrFgxYZPCwuuuPD8pH1m/r9typfIrHepf1/LH79Qi5KXypsod0o4x9fhjqzZ0eKElpnDvSMK3db9U7W3PmdemBgV6AVOVrzu9n5zPhuaxdr73dg3QVdeDj3dX2xrXzq5rsyX3NZ8Hgap4gjf2vV/4Nofr2Xuzus/kdXm9y3O9JiFEvWhduVXmrqWcvHzn8QJwFsdXOkTxRJpVxzVXTVVaDbxfDY6lXa8qlirmbq1YueXzw2t3j4s8jjZogwcO4wHgVtmjA7cOYzgubHTGA3hgXw9Ukw5bVfR81j3JbZ+45HW3TdDatoXBaVdZfns5cfUTq2gC+kzZ39jk2k+YamDGl2ET/874HIxyk3ABLKvPTzaHaF/F5Sbjo+rviCnXs0WzCMTt1CLkpf9aamtHtc15SOU19HJtsBxYvZ1atMeThG87oFDhl2bOvI75VzVr/0un08570vSr1VUBhC5vVnWl5Uef9zo8ckDE+67vfuGPi/0YdPV5inRt8Wylq6Lzx/fkr6Ucy1tVnpXl4umMubhmvFZ2f7Rydz1X9Vb+qLb1xOI17dM+uj/VtWq/5nfFzH50wwN4AA8s4wHgFnDraMsGuaiXuajRFV236QE3UapNmLsmYv54m+CU3miboLVta500VhOo+u8jldt9ObUZrXvTsnJiJ9Dx5fqJWA0UuNg6j4+vD6+fizF/OaQ8f355fNeksdSzOfGsrxraqUXIi2+Lj6O7HVXdO+BWXxv69jVi8z50enblrWMlT35Nt+W0bVuIoavulu072lTpVlxL1fu2lTY+F77NRb6Gn9udx26o3VL3yLZJax/jfn6svOnBTWiRwR6fv7AzeqHr3R9Xu/6reur3o933PN/GOlBq0dA81ReH25eX53Svl+9jLl57jfqP9bFFOvl+YUgs7pi4pPC+5V7dH1+zbdvsj2knecUDeGCdHgBulT0YK7fWaVBuHOQFD+CB3ANuohQmHi0vqomon8Dvnuj1Tx59WX6y3rJ9zwlTFXfbKqK+FWp+sudi83F0TYZ3ajqkvJb6fbktdVeT6iov1bYd0Mkm2f7Z19fiia6vOfZq3qefr6+lfbV7lj+2NbZiYxWL91SlT15mW0xt24I2viyXyxpAK7f7OFvaVOWniKl6H+Urr7vFExaTj9cAj+3zMbRq5drgy6nF21K3L7d2bHFvrdpS6V1ti9rny4rjt3Z0PHuAE1b/+Ha0trn8+q4/rqUNhed8vqu2dHmns42d4LXvPiQtXf3SJsTs8jZAm0545LVv1crXMyCWEF9rYcXGUutureifa/e7jvxyDD7BA3jgUB4AbpV9GnCLi+5QFx314DU8MN4DfnLRMxXJwm9U+YlW7Ss3HRM0P9FpTB7dRMmvDqjVMQwS+Nz7NlVwYya45SeCHZNwP9mu6u9oa6c+LTDBT44bdbcdP22lzJh2DNa8T79OLZq+9vWt2rcjc+bbVXnH2t+e4/r/VhfBl+j32Koy0/Ojv8brr70uJTTzPmvcd0zPjntCAyR4rSJ9WzzbnUMfpwdGHfdOF0d1Ld7MnrxSOr6vXeW51XltKwELHfwxO/1R81NHLEO171vJ59pez7XLHcfwDRE8gAfwwME8ANwCbh3MbHT8DHbwAB7YzwN+shVN2jRg8JMUB5/85K1aDeDLcj9q3lFGEa+fNPrJXtv2evnVJEy5v5pduFL93o6Pr3acj8XgkN/m2lgHBl2xuXZKr8s38x9fb50s+kmwr2dk/b5tlfbtP04ujf3xO7WIBolj2jG8Hp9bP+Gu57eCqW3Xtj927b6t52BXzjp1zHPj222e7NKz0m1MHruu+a7rwce7q21T/VjEYO2u2ldbHRquLa9VtEqsdr+o61fzXXk9x3FX7azXYed6TWrXnAedIc6yHZ33gbb9xQC7XrbTw13HPvdV3PVj/TGhzK77lcquxdoWS12XUGYe18B7tWtD0VfUY2YbeuABPIAHDusB4BZwC7jF4AQP4IF1e8BPYAz21HJWn/iFSYo/r7zXN57CqoJ6GflxoS6/z09aO7b31RvKrMOEELPa5Sdl4XhfV9mKfJ+foPnYonKihuf1+Xqi/cVbX97Y+n1cbYX7ssdqEQ2URrSjc0LvyzDN+/JoTQr+iWJSHv35VuaafVuDGtZA/1zlrFPHvH0+98U5Hkz4EsNr6ehzEHb4F1X9ta/A2SG914OPyU7wz77siX7cqaOHpZFPfEh67X3To0+4f3jPxWXZ+9Kz3Tn0WtV16da98r8v138luG+Ct9Mf0qGn/UXT4ljreWyNpU8vp71vU9C6di1X7e9rJ/vQCQ/gATywrAeAW2Vnz9cSlzUaFzL64gE8sK8H/MRiyKf6tjIhry+avOTn+201OOEndX5i6cGOn0B1bVeuo7LKvsZPjHy7/PbaJN9NsBpl5vt8PT4285uP0Wa3bhWR1yL/+qY/Pi7P12X6+G3x8fHksqi/LYfjtbD2lc8D2zG6nnhCHU+ya/6px+Tramuz/Fmb1Puyau0pYYjf5o+NvRY805XLru1F/D5uc0wcvz+m5t1WuOXrsxKjZ2uPb2Oyfuxrb/MaKe6L/jqqtGlq21a2u56lf03Dbu9059DH0hav32/3Aed9X7/ldQcIql0HVfOrV+ZpX/ZOf0RadMYStaes1WvfrZVr94427tv/cR4a4wE8gAeGewC4VXZiwK3hpuECQys8gAfwAB7AA3gAD+CB2AMVCIqg2xHgz5piiXXiPdcOHsADeGB+DwC3gFvr/jrSEQZD3Gjmv9GgKZriATyAB/AAHti4B/xKR1ttdaxx3JpiOZYG1MscBw/ggRPzAHALuMVFf2IXPZOLjU8u8DP3NDyAB/AAHjigB5pfKzzeqq01xcJ4i/EWHsADeOCwHgBuAbcYAB5wAMgN7rA3OPRGbzyAB/AAHsADy3qgDpTafqdr2fp9ftcUi4+L14fzAFqjNR44XQ8At4BbwC3gFh7AA3gAD+ABPIAH8AAewAN4AA/gATyQrAc2CbeuXr2a3XHHHdlDDz1UoqvdT/yg/OkSXug+uccDeAAP4AE8gAfwAB7AA3gAD+ABPJCuBzYJty5dupSdnZ1l58+f3021WLmVLJnlxpPujYfckTs8gAfwAB7AA3gAD+ABPIAH8AAemMsDwC3gFnCLpad4AA/gATyAB/AAHsADeAAP4AE8gAfwQLIeAG4Bt5I171yEl3L4tAAP4AE8gAfwAB7AA3gAD+ABPIAH8EC6HgBuAbeAW9B5PIAH8AAewAN4AA/gATyAB/AAHsADeCBZDwC3gFvJmheqni5VJ3fkDg/gATyAB/AAHsADeAAP4AE8gAfm8gBwC7gF3ILO4wE8gAfwAB7AA3gAD+ABPIAH8AAewAPJegC4BdxK1rxzEV7K4dMCPIAH8AAewAN4AA/gATyAB/AAHsAD6XoAuAXcAm5B5/EAHsADeAAP4AE8gAfwAB7AA3gAD+CBZD0A3AJuJWteqHq6VJ3ckTs8gAfwAB7AA3gAD+ABPIAH8AAemMsDwC3gFnALOo8H8AAewAN4AA/gATyAB/AAHsADeAAPJOsB4BZwK1nzzkV4KYdPC/AAHsADeAAP4AE8gAfwAB7AA3gAD6TrAeAWcAu4BZ3HA3gAD+ABPIAH8AAewAN4AA/gATyAB5L1AHDLwa2PfuNG9oGvXOcPDfAAHsADeAAP4AE8gAfwAB7AA3gAD+ABPJCIB168+WZJd9J4OnfuXHZ2dpYHW/zbEvelS5fyg86fP9+yl00ogAIogAIogAIogAIogAIogAIogAIogAIocBwFgFvH0Z1aUQAFUAAFUAAFUAAFUAAFUAAFUAAFUAAFZlDgwQcfzO655568JFZuzSAoRaAACqAACqAACqAACqAACqAACqAACqAAChxHAeDWcXSnVhRAARRAARRAARRAARRAARRAARRAARRAgRkUAG7NICJFoAAKoAAKoAAKoAAKoAAKoAAKoAAKoAAKHEcB4NZxdKdWFEABFEABFEABFEABFEABFEABFEABFECBGRQAbs0gIkWgAAqgAAqgAAqgAAqgAAqgAAqgAAqgAAocRwHg1nF0p1YUQAEUQAEUQAEUQAEUQAEUQAEUQAEUQIEZFABuzSAiRaAACqAACqAACqAACqAACqAACqAACqAAChxHAeDWcXSnVhRAARRAARRAARRAARRAARRAARRAARRAgRkUAG7NICJFoAAKoAAKoAAKoAAKoAAKoAAKoAAKoAAKHEeBeeHWWz/Osh/zhwZ4AA/gATyAB/AAHsADeAAP4AE8gAfwAB5IzgPHYVOTa50dbr35ytXszZe+zR8a4AE8gAfwAB7AA3gAD+ABPIAH8AAewAN4IBEPvPXm7cmQ6VgFzA+3vv9c9sYL3+QPDfAAHsADeAAP4AE8gAfwAB7AA3gAD+ABPJCIB966/fqx2NTkeoFbiZgMYAgwxQN4AA/gATyAB/AAHsADeAAP4AE8gAeW8gBwyxjbWz/O3mTlFlQaYIgH8AAewAN4AA/gATyAB/AAHsADeAAPJOUB4BZwKynDLkV5KZdPEPAAHsADeAAP4AE8gAfwAB7AA3gAD6TpgU3CrVu3bmXvete7skcffdTQ1e5nVm4BuSDzeAAP4AE8gAfwAB7AA3gAD+ABPIAH8EByHtgk3NpNslqOAG4lZ16IeppEnbyRNzyAB/AAHsADeAAP4AE8gAfwAB6Y0wOpwS0tyDp37lwOpzp/UL4FXe3eBNwCbkHn8QAewAN4AA/gATyAB/AAHsADeAAP4IHkPJAa3BLYOjsrsBZwiwsuuQtuTjJNWXzSgQfwAB7AA3gAD+ABPIAH8AAewAN44JsZcMvWdLFyC1AELMQDeAAP4AE8gAfwAB7AA3gAD+ABPIAHkvMAcAu4lZxpodJ8MoEH8AAewAN4AA/gATyAB/AAHsADeAAPmAeAW8At4BZUPgkP3P7bf5P98Hfemb366fP8JaCBcqWcWWcz5vn1rzxMjhPIsV2Lr/3+fdkb3/nLvXJ98/L/TK4TyrXyNeZaDsd+5y8z+cQ8w/P6+zHdh0P+RoyT6KvXn1t//U3pq2/96a9wTSd0/57UVz/xP5DrhHKta3Of+/cWzgFuAbdO1vxbuIBPqQ23vvh/ZK999ueyN757mb8ENFCulLN9PKoB2Ot/8svkOYE863q88bG/tzfIvPHIf5Dd/tZvk+sEcq08KV/7XNMCHvIJ9+80+i/df/OJ8AioZb6gr04jx3YtTumrBcle/+qvcl0ncP+e2ldf+/BPkudE8qxrUtem3ZNP7Rm4Bdw6WfOf2sWeens1YL75B/+9XbE8r1wB5WoK3PrR0x9feQsJzxS48fG/Pwlu/fjG/2dF8bxiBZSnSXDr439/xa0jNK+A7r9T4BZ9tVdz3a+n9NX5BPq7l9fdQKILCkzpqwW3eKShgEAmcCuNXClK/rfEPT5FSx1qED/fo5YHgFvp3KgV6ZQBsyZVwK108j1lwCxYAtxKI9fArTTyNEeUwK05VEyjjCl9NXArjRxblFP6auCWqbj+Z+DW6+tPkosQuAXcYqXZiXoAuOXuhAm8nDJgBm4lkGAX4pQBM3DLCbnyl8CtlSdoxvCAWzOKufKipvTVwK2VJzcKb0pfDdyKxFzxW+AWcKuw51s/zt78/nOAkxMFJ6wOW//qMODWinvSltCmDJiBWy2CrnjTlAEzcGvFiY1CA25Fgmz4LXBrw8mNmjalrwZuRWKu/O2Uvhq4tfLkuvCAW8Ctwg7ALcAeYG/VHgBuuZ4rgZdTBszArQQS7EKcMmAGbjkhV/4SuLXyBM0YHnBrRjFXXtSUvhq4tfLkRuFN6auBW5GYK34L3AJuFfYEbq0abLCyav0rq5bOEXBrxT1pS2hTBszArRZBV7xpyoAZuLXixEahAbciQTb8Fri14eRGTZvSVwO3IjFX/nZKXw3cWnlyXXjALeBWYQfgFnCLlVur9gBwy/VcCbycMmAGbiWQYBfilAEzcMsJufKXwK2VJ2jG8IBbM4q58qKm9NXArZUnNwpvSl8N3IrEXPFb4BZwq7AncGvVYGPpVUGUv/6VYcCtFfekLaFNGTADt1oEXfGmKQNm4NaKExuFBtyKBNnwW+DWhpMbNW1KXw3cisRc+dspfTVwa+XJdeEBt4BbhR2AW8AtVm6t2gPALddzJfByyoAZuJVAgl2IUwbMwC0n5MpfArdWnqAZwwNuzSjmyoua0lcDt1ae3Ci8KX01cCsSc8VvgVsbhFtXr17N3va2t2UPPvjgcOsBt1YNNlhZtf6VVUvn6Phw6/HstQ//nUwdvP+78dS3ht9nTujIKQPm/eBWMz9z5ub2E5b792a38zxafT+T3Xp5LYk9TkxTBsyLwa2XP5TdiK7X155RnpbWyMo3n+zjDStjTd7KsmThVqcX9slN3znrzFtfxF371ge3vpXd+mR5D/7kh7I3uwLfe7vlzq5bez/3NbhUuXs3PJvSVx8HbpkX5s7NEA3Xl78hUdsxU/pq4JapuP5n4NYG4dalS5eys7Oz7Pz588MdCNwCbrFya9UeWCvcUodfTJqH325O4cgpA+bRcKtl8qq8zAW33nzqZxzQXHryM9wdFlflv+MMvKcMmBeBWx1+WCPcauZQ+T9OHnc5L0m41euFXS0eu3+deRvbCh2/OrhVy+MSUMNyN+/9vXl9Wz1LtGGfTGfArVGyrS9/Y8Kf0lcDt8YofdxjgVvArcKBwK1Vg42lVwVR/vpXhq0HbtngN8vCap4nHj9uT7bC2g8Ht2yw+ZPZtdon+o9nt2ZaVWd5riDSOgRfS1xTBsxLwC2bUF7z1+XLH8pu5Su3ls6d+bG6T/TVuJYc9sVo+1KEW8f1gimX3vPa4Jbl8bUn3pt/0DDXBxdVZsZdt9V5/a9SuL6n9NWnt3KrP99r3zulrwZurT27VXzALeBW4QbgFnCLlVur9sAa4ZYNuPNJtH2y/MkPZbfyr7DZ5NYGzfZ1RttedUTVSo3ymDApj84N2x1YK78maeDFBtMaiOjPtvvaDvF6yoB51MqtZ4rJzrUPt+lqLY109Me6vL0ZyqpWfcV6VgDNyizrtXKk+xMfKr9C4z6dt/0BwEVfrXD7K//YMeYdy2dzexFXFFPefNtmZTidXJ1tbTf1dj1PGTAvCrc+7PQPjTA9orwpLyH/5XnhvemeZZnXLC/TcmF1ReVntt/0t7Ka2zu9FVZyWRkuh4rBx+RinhsAJA23Wr0g8SxfpbbuHut1La7Jn8lulF+NC/dVr30oy+enq/yu7YVR4/tOqK/Yvfi/64Jbdq28N7td07uUwW/r8v/OYywflruu97FPLDa7Nndd33G5aoNtszIshsNc21P66nXCrR49Jbd5YVdf3brfyi5zZGXV+o9q/JA71I5pLa/08IGepvTVwK0DJWmGaoBbwK3CRsCtVYMNVlatf2XV0jlaI9wKExBNiPwARoOYHKDYQMgGrfbsBq+Nga3giFaCtZ+bT1jdAL4Gsbq2z9BZji1iyoB5DNyqAcbWINt1DDDM8vbJn4l+o6nIUchxnlO/OszKdRMuOyY8G/BwA+pdcCucq/qtDvONnlVmc0LVDrfazlcZ8cC8ve2tcrZsnDJgXgJuNa+dtutthwYdfgjXeVceQ86szrYc9OVQAts5KsNeew+4HOrwHR5uSdlem1KEW5WWpp/lxets+4rnAAVNV3dN3rKvKJcQzO4/xTmWK6vD3rvyd93bFdYK7uOrgluWh/yas3tf2701vo+NOcZyFeeu4xos89/0l3Ldd3131eM8kvutjCO0PW6bxbnXpVw7aUpfvT64Zfru0DNc03Zc6RXTu2t/uB8PzM/O8mqpWPzNlL4auLV4emarALgF3CrMBNwCbrFya9UeWA/cssGQPceDompAbROfakWGDczt090sax5T3JLCdhtE2yDpkx/KbtsEyyBF2SWGc6Lts/WYIwqaMmCeE24FTRowosyB6RpWdtjguMqjAa766gk77r1ZPOGtJjxVGRWAsB9DNi90+yeWO44jfl/VWwy852h7HEPb+ykD5mXglqI0faPrtGtyYvnv9EM8menIY1x+JFics/h9cXiLt7r8qxM6Y3b+i+LY522acEstbfdCuD5a7rH5D5Y3dHVat4KWKm/6TydC+SF3hephe0e9Yf8R7+Nrglumh0HH+H3T/9XKZjtOMxAbAAAgAElEQVRn9zH13Pl7abi/R3lsu4bi6zl+78tt90jl1by/aXjQ4pzv2p7SV68Nbpk3usZcYb9de+F+Xei5a3+cv6av6vnZXV6bi5bbNqWvBm4tl5e5SwZuAbcKTx0Abv3o0k8XP0p88Tc6IUI45sPvyW4BWzp1WnqVUArlB6/0+CmFdgyNcZ1wyw0wbRDqBsA2sAkDbDfhsW3NwW9xS7JzbWVWeM7LtwFU18Q93j5317m7vCkD5jFwq1rl0P5Jtuloeivy2rZG3mxyUeW2PUeWgwpuVXU0ywiD4OCP6JhGHG4iHX2KbJCtGVcVk584VXGNb/vuTGfZlAHzcnDLIjed4xWRXbCqrmHnZKYrj2GyFJU/OIeKu4rBJtadOdThDe9YmysPmxpTntOFW9Zq06Xwgt0Hwr3VcmS5beiqcqwMaVvmyY53edP117w+izh21hvKOd59fD1wy/Q2Ldyz6d6SJ9M4XDc7j6muOeXOX4Ovlf9Trt13iyyW/1q55p3y2Y5teqBeTyPOPfqnWjx7vJnSV68VboW8R3o29TZ/FffKXfu9L3KfWP7Ni7X7Q9Tf5rmp17dHuiadMqWvBm5Nkv6gJwO3gFuF4YbArb/55ehrK2UnOwgufD67+Qn7r+S7wVUAFm1wq1b/T2c3/6b5VbVbF60ONwDIO9t6nUOPE3ioYvJl1strAxTddfxkduPS54eDq1q7qxhefarZ/rY4ltq2ry7zxDPMT/PUdVydrQ3rgVvtEKU5wawGNtUPW9vApmXlVvgksbgl2SCrOre9b7TBc3xc1/b2UubfOmXAPApu2eBS9zmv4csfyl576lsBZFX7ohzY+R2DUyljWtqEpVCrmqQYgKjqsH0OLlg9YTVGdIztD3HE9UZxt8ZlZRYebXooKqNRp+13cQ+wxpQB8yJw65n31n5rrq5DXaPmdRvtD6AhhlV2H7DjTTN7X+yve8f0ra7/+n4Tuyqj6a1mGc022DEWk5U77TlJuNXjhbovWrRpXB/FMXbejU8W/4tqNZGu8ubhcnVfqJ8fb2+JINx7hhzbdv6+21YDtywHETwqgGTp73CMXZPm/+o6C9dIuP/Gx9Rz5yFG8xqsVK1fv3GZ8T1c59XrMS9V+Y3KsLaFfsH2z3dtT+mr1wq3uvRs6m35KPTctT/OX/BVR352l1d56RCvpvTVwK1DZGieOoBbwK3CSb1wy4OECq6ET/sGwS0HiXqOr4BJEx5V+4oY2gBRH1C69uEKiA07rq/dzfgMQthzfx1qw7Qyjge3puli+kx9Dn7o8dPUOtZ0fopwqxoIxfcNG4S7VRd+8C5IY4Nav738gfgwYHL7NMHq2j5PdzmulCkD5lFwy30yG+7JpS7FpNMGrx05MJ07BqdqdX0CYzpYuQN/cytMaiwO+3HqaIIW4nBw1OVZbTTIZnHl7c7PczHlYdp7q9OeS/8NaLu1tu95yoB5KbgVe0Hv637o0sA0s2u0671pGeUx5Lk4v+2a7M+hlPZ12murz54tPncPCd6ZfwKsqFKFW51eMP93XF/hHhx0La+C2nkeMliuIm/58nfc21VDm2cqgFbGsPDTWuBW0MJ/cOHuybkutXzY9aHnlmvE5yJ/bcdEufPXYFv5ZTwhvqjctd2j++wypa8+LtzyubZ+0fJY3xe80JbLPHdRPxzls/gdNalo5UfXeLhHRPfeXfX1JWaBfVP6at1Hux/W7lh3f3/sPnuePZYbxRDX6/fZNT9PrWssBbgF3Cp82QO3apAmBglaVRRvm/B1wgAsGuCnAio3PlF+vfETv5z9KKorxOr2VWVWK6YGHffUe4qvUWpSUFtppVhGgCkXyxsvVO3IB5y1ffUVQj7ua/FxT70nOxrcmqjLmoBRSrGkCbd0e/Gdqjrdlo41HgDZQD7e3gW3ugbaVs4Ret8pA+axcCtvXu+PMPfkwDTuGpy6iZRNWAo5rcwin36Sc+Opx5v/W2I0aX3tGRsMRoPqEEfknSceb0I2i10D8fy8ekz1OG3Q6fxn54c6o5iKAnb+O2XAvAjcsna5CUoFByKN7NigQbQ/XL+Vbj7XjTw2jrfyipWFBiSDl6z+kEOfd6vTlZG3ybaXqbEyQhv2y+OuRCcJt0ybVi84MOj2N3ITdDWFTF+77my75cnlJ67f7snxdgetvb/ycZKdY9Uc4HkdcKvSubp+i8YHjZQb07L2e5TR5HbnMXHuovd2vvkk5MSOG3p92/HOI+Gesdw9us8yU/rq9cEttdQ0btEz6ofb+urgrfwDkbgvt7LL/Jkvwj3CPFv5r7+8vszMv29KX70f3CpyEF+/XS0zrcI9uOvA1u2Wm5Y6a+NDf+21FpT8RuAWcKswcRfc8l+J2wmxfiN79cPF1wJvXPrl4rWDMm1AKWxTh/mJX85u2e9yxXArxPGe7FZ4Xa3EMkgRynP1vvFCFde1sg2DjuuEOHUIZXXHz+116FwPuJptKMpxMdfa0lG3izUfDDaAXFVeW27eiM/vq9MdW4d+LbG5Y5swry2m92Sv2tdXoxhiPeP3uW7BG9ap/2QdAvbG882socOHo/MjmBrnfMn3x4dbyfd3B23AlAHzXnDroK3bUVkYSG1/ECUlpgyYF4FbO9LD7v0USBJu7dfUkz9rHXBrYBoagKHlvCHHtJx2Cpum9NXHgVszZmVXX71r/9hQ5i5vZP1T+uphcKuCetXvE2o+Mmws1PjwZ1T7Srhl/9NxANC2+t5WWQ+LZVTVKzsYuAXcKizZBbccDNi9UqiCFQZY/IqjGEaE9/ZJUO25vjIqrGLKgUcFh2K4Esp0YCSc64DPsOOa7dmtQQV42uoI8GOXrrv2O8gS6qnpV8KdACSbbbHceH1C3krYGK+MK+JvltWmy+5ym+XkMYW2e/BXHWs5D+0uc91Vn8XWtd90aANb0sPOD7lz2h9yG3BrZb3njnCmDJjTg1v1TwztPjL008odUq5+95QBM3Br9ekNAQK3ghSbfwHc2nyKQwOn9NXpwa1dffWu/UG2gS/mLm9gtR2HTemrNa7pfjRXrBXHVu0vVmPZcdUH8F3bi9XoXce3RVLW9cn3Zq99UgtNDGKVZTzx3uy1fAGKbVcZPeV7IB6gpP28wY5ztdvO13zyiQ+1rOavtMnHjA7GhXM/+aHsVv4fWhQxG/yzMWbXCjfgFnCruEI64FYFBCrQUG2zi9P2VQAiAAMHAmowwq+wCQCmglb136OqyjWwUcVQh2ChjjbQ44DX0ONqq75cmUOAR6jD1RtgSAA47fCkal/7/lBOq47u983C74xVGtZy486v2lQdW22roF1Rd3WM3WT0HI4fVK4ro6ZRtd3yXYGnKt91fatz4vbd1A/vD4in0ryqI+jsfHysbcCt4laVyr9TBsxbgFunArbkxykDZuBWKld0or+5lY68q4oUuLWqdCwazJS+egtwq95XR8Ah/2rityboP3d5E0KZ2FdrjtP9MEjkV27paNtuUKipR/H7WNVxYU6Vf9Wz6/i2SMpj3deTc/hTQqbXnrGyPNyybTaf13PZBoNTthIszIHt/AHnhnOsfNOn7VzTKAJjeRnvzW47wGYaAbfiuXnx/q3bwK3iCtkJtypwUUEAM2sTbgUo4aBADUYEuGPnFgmpynaAoe3YVljxzSzUEV9QAaAV9Qw9rgIZDp7kZVvcHshJjyruUEcN3MTtrHSt6qp/PS4AI6dlOLZNGx3X0KeKv5abcL7lsv5cO7atfv+VT6/LoHI7YnrB5bHULmjp8hi26ZhQn+Wl0LmpU719doPM2xnKqI7p1b5Vj6jeGY8BbrV15uvdNmXAnB7cWm8eDhEZcOsQKh+/DlZuHT8Hh4ogKbh1KFE2Ws+Uvjo9uLXRJA5s1pS+eircagMxthLJ9sXv42b17y+Bkf8dviceL/+DDkElA0oGp+LS7euL5X9OYHDLYFf4LTcDVPXzfWz222HV/9ppdRfnNvZbXfbbbfY+1O3/o5Hu+C0iVm4BtwovdMCtasXMT2b2e1VNYGBAoRtW6JwhMKINboXzYmBl77uARw9YCGW2gKfQvrbzHQApwM8+cMufU8GwWr0OTjV093GFeCwHJVxx5xeApiM34fwK6Bjw0fNuuFXW58rpAkXNcjtiUvtCeWpXdZyHTbUc1o5vAUxh/652VnVZvIM18HlZ4DVwy7qtNJ6nDJiBW2nk2KKcMmBm5ZapuP5n4Nb6czRXhMCtuZRcfzlT+mrg1vrz6yOc0ldrTtD9sJVXMfipQ53wdTubv5bPnXArQJ763MWOr8fj4JatGLOv9dVWgTk41Fe+7TPgZGUacLL9LW0xeFWtCqzrY/ttnhWerS4r297nDTUtTYtY60oN4BZwq3BDF9yq/fh5BDsCMDCwUoGBNiDQDiN8mdX51Qoov80MHT9XgKhWRw9gGHSc2ufAWQ6fQps7Vly5Otvr8GDLtz0GMvXj4jgEAXPQ4yCWP6aChDty48734KgG2lybgga7dBlUbpXbpl+qfa9eLP/XyghE1vR19Q3/WmKsuX/v9I/q7dUm1mrG98CtquNK4dWUATNwK4UMVzFOGTADtyod1/4KuLX2DM0XH3BrPi3XXtKUvhq4tfbs1uOb0lePh1sOxpSQxq9u8l9ZNFhV3x+tpApwqVxZVW9a9b9kRnUp7gIyWTwV3KrXZwAqWrkVAJPtL6BS37kBXoXf0bK6O1ZuxW1phVvVQVZ3tTKs2qdXwK204NYHP/jB7MEHH8yTeFZPZfXu0qVL2dnZWXb+/Plq465XnXBLE/4KNAS6WiO1OwBKOcGvwYgImjXLLYFVH0xq2Vevw8OK+utBx7nyO+PrgRehjppWDszFgKhRVr/uBqN66wl1VGXFIKnz/C6oM1CX3eV2xySAVAG6QrPOuMs4u+rbqVN5flyf5Tyu9zTglnVE0j7+dMTvqzrJXbeYU9s/ZcB8WLjl80mu9/HplAHzYeEWud4nv3ZOOnCLPFvO9n1OB26R631zbOdN6asPC7fIteVs3+cpfbXmBN0PAz9ujhfmftW4KkCfsK84PoZb+fzD/XaWzUfs2Y6vx1P6w2BU+I0qq9/8U43be+NpACZrY1HeoHOjdob5hJUd7Q/tsv3Wlsx/LbHSuFoZVlcCuJUW3PLZOyDcKsBQ1+Tf4IGHYG1AIMCHAE3c6hgZ/OJvOKAhuOX3V6uzKrhQwRFbtdSsow617Nxhx7ny/QUYgFF72Y06/Ln5a4OB/edbOe26R3q0AKcqL6qnaktbblrrCHmK46zKshtt/tyiS3+5VTltMfnfDbsWfhi/iqU1hzt06IunbV9rXA0IWcVkOVvi+bArt6wTLDqRWgcSOkztqzpJf3PidZZNGTAfD27ZJ3xlBsn1ICtPGTAfD26R60HJdQelCbfIs0vh4Jdpwi1yPTjB7sApffXx4Ba5dikc/HJKX615TvfDwE8FXvJ5kYMzxblubP3E45mtQGpAHc0V83N3HF8LqDw21NnxvjZu7ym/AZisjTEs0/+G2GyLh183nnq8+b8lWvlujtzQIbSlBW6FVWE1EfI3wC3gVuGK3pVbh5m8LwEEKJPcbcUDR4Fb9r+kuE6k6Ix/JrtR+6+Gm53LqW+ZMmA+Ctwi13tbdsqA+Shwi1zvlevk4BZ53ivPOik5uEWu9871lL76KHCLXO+d6yl9dT/c2juk0zgxfFB6mA/EgVvAreLCAm5lW4EgtGObQO84cOu92Ws1iFV+cvPEe7PXPvx3opVb9qlO9clV66cwoZPznzz2nKs7lP+E54kPNT8BCv+LS1m3g3HhXPthzdqnVsuNK6YMmI8Dt8j1vm6YMmA+Dtwi1/vkOj24RZ73ybPOSQ9uket9cz2lrz4O3CLX++Z6Sl8N3BqjulsR5lZm1b4FMqa4kccCt4BbhWWAW8CtI33dDhg3DMYdB259KLv91M9k6tRzUFVCpteesY7Lfwpj2yq41fh+vX3iGDo7O3/AueEcK79labQ7JnSiHozl+63Okb3lyMOnDJiPA7fI9cgUh8OnDJiPA7fIdUjeiBfpwS3yPCK9tUPTg1vkupbAEW+m9NXHgVvkekR6a4dO6auBWzUpd7xpjunDmHzHmXPsBm4BtwofAbeAW8CtVXvgWHDrTYNDTzyeFd+hF1SyjqsbFNV+S8DKCD9Ob+cboKp3Z/7c8L39sBqrfm5jv9Vl39W396Huel1LvZsyYD4W3CLX+7lhyoD5WHCLXI/PdYpwizyPz7POSBFukev9cj2lrz4W3CLX++V6Sl8N3NpP82OcBdwCbhW+A26tGmywumnY6qYt63Q0uGX//bB9ra/2I5cObgWIZCurime/4qv4gUzdcuxriCXc6jnX4FX1qU/9XNuvgUftL4Zb9v5APe2UAfPR4JblhVyPcsmUAfPR4Ba5HpVjHZwk3CLPo/OsE5KEW+R6r1xP6auPBrfI9V65ntJXA7f2kvwoJwG3gFuF8YBbwC1Wbq3aA8eDW1n4H13UuReQyVZPVXDLr7aq4FX964xdcKvv3ACvhq7cirtSA2fArViZ8n2Zy1IfywW57pCrZfOUAfPx4BbXdUsqezelCbfIc29SO3amCbfIdUc6ezenCbfIdW9SO3ZO6auBWx2irnAzcAu4VdgSuLVqsLHlFUm0bdiqtGPCrSz8CLx9jbAJtwKEilZQDVm5NejcqNzG73lF+1t/zP6AnfCUAfPxVm5lGbkeb5IpA+Zjwi1yPS7XqcIt8jwuzzo6VbhFrsfnekpffbyVW/TV4zOdZVP6auDWPoof5xzgFnCrcB5wC7jFyq1Ve+CocMv+N8Kw+qkJtzI7RpDpicfDaq8hcKv33Cwrf+ur+Nrhjaceb/5vibY6ywEu4NbQQUV95VbIBbkeKuCkAfNR4ZZds+R6UK6ThVvkeVB+/UHJwi1y7dM46HWycItcD8qvPwi45dXY7mvgFnCrcDdwa9Vgg9VNw1Y3bVmnw8KtFXd6YRVZ9ZXINUY7ZcB82JVba1SvjCmRXE8ZMB8WbpHrKQqkA7emtHLhcxO5ptOBWwvna0rxieR6Sl992JVbU5Kx8LmJ5HpKX83KrYU9NGPxwC3gVmEn4BZwi5Vbq/bA6cItWyVW/8H46gfmZ+wRZyxqyoD5dOFWmrmeMmA+XbiVXq6BW/vcINPLs1oJ3DqdXE/pq08XbqV5XU/pq4Fb+9wTjnMOcAu4VTgPuLVqsLHlFUm0bdiqNOBWBbfWDrZ0U50yYAZupZXrKQNm4FY6uQZu7TNRaU6CU7h/A7dOJ9dT+mrgVjr3bzl6Sl8N3NrnnnCcc4BbwK3CecAt4BYrt1btgdOFW8fpHKfWOmXAfLpwa6rqxzl/yoD5dOHWcXI1pVbg1hT10joXuJVWvqZEO6WvPl24NUXx4507pa8Gbh0vb2NrBm4BtwrPALdWDTZY3TRsddOWdQJuje3ejnv8lAEzcOu4uRtb+5QBM3BrrNrHOx64dTztD10zcOvQih+vvil9NXDreHnbp+YpfTVwax/Fj3MOcGuDcOvWrVvZ/fffnz322GPDXQXcAm6xcmvVHgBuDb+dreHIKQNm4NYaMjg8hikDZuDWcJ2PfSRw69gZOFz9wK3DaX3smqb01cCtY2dvXP1T+mrg1jitj3k0cCstuPXKK69kV69ezS1zNqtxgFurBhtbXpFE24atSgNuzXrHW7ywKQNm4Nbi6Zm1gikDZuDWrKlYtDDg1qLyrqpw4Naq0rFoMFP6auDWoqmZvfApfTVwa/Z0LFYgcCstuHX33Xdnd9xxR+4H4BYrjQByJ+QB4NZi/eAiBU8ZMAO3FknJYoVOGTADtxZLy+wFA7dml3S1BQK3Vpua2QOb0lcDt2ZPx6IFTumrgVuLpmbWwoFbacGtc+fOZWdnBdYCbp0Q2GB107DVTVvWCbg1a9+3eGFTBszArcXTM2sFUwbMwK1ZU7FoYcCtReVdVeHArVWlY9FgpvTVwK1FUzN74VP6auDW7OlYrEDgFnCrMBdfS2QVFLBw1R4Abi3WDy5S8JQBM3BrkZQsVuiUATNwa7G0zF4wcGt2SVdbIHBrtamZPbApfTVwa/Z0LFrglL4auLVoamYtHLgF3CoMBdxaNdjY8ook2jZsVRpwa9a+b/HCpgyYgVuLp2fWCqYMmIFbs6Zi0cKAW4vKu6rCgVurSseiwUzpq4Fbi6Zm9sKn9NXArdnTsViBwC3gVmEu4BZwi5Vbq/bArT//P7MbH/t72Q9/9z/nLwENlCvlbB94+9rj/0326m/+Q/KcQJ51PV7/yNuy28/+8V65fvUT/1H2w0//Z5vL9fv/7w9srk3Kk/K1zzUtf8gnW7t/P/eZn89+/Tf/1821S/df3Yf3yfVW++o/+K1fyvS3NQ9P6at/+DvvzF79rZ/enCZby7G1Z0pfff3Xtnf//tbvvjv7Dz/yZ5vzb35N/s4797p/73PPX9s5b90GbgG3gDonewNY2w1pVzyvf+1fZfylo8GufHbtv33lL8hzQl7/0dOf3fseevtv/80mc/13f+0bm2yX8tV13e7aLp9s7f79b/7ff539V4/+2ebapTzpPrwrp137t5Zntedf/D9/kP9tsW1dedy1XdB6i3pstU2T+uq/+dzmcv3RJ57INttX7/mB465rPoX9wC1bFMjKrb0HMSkYnRiHffUPndAJD+ABPDDdAxowo+N0Hdeu4R997W+y//rTf02uT+BD0v/90l9n+lu7J4lv+/cdcjxPjn/jC9/M4RZ6zqPnWnQEbgG36KhPYFC2lhsOcWyrAyGf5BMPtHsAuNWuy9b8Atw6jTzLt8Ct08n11u5TtKfdu8Ctdl1S9wtwC7gF3AJu4QE8gAfwAB6Y0QPArW0OmuNBP3DrNPKsvAO3TifX8XXO+23mHri1zbwCt4BbTGhmnNDQAW7zRkleySsewANjPADcOg2/ALdOI8+69oFbp5PrMfd6jk3XF8CtdHPXd90Bt4BbwC3gFh7AA3gAD+CBGT0A3NrmoDkeUAO3TiPPyjtw63RyHV/nvN9m7oFb28wrcAu4xYRmxgkNHeA2b5TklbziATwwxgPArdPwC3DrNPKsax+4dTq5HnOv59h0fQHcSjd3fdcdcAu4BdwCbuEBPIAH8AAemNEDwK1tDprjATVw6zTyrLwDt04n1/F1zvtt5h64tc28AreAW0xoZpzQ0AFu80ZJXskrHsADYzwA3DoNvwC3TiPPuvaBW6eT6zH3eo5N1xfArXRz13fdbRZuPffcc4athj2/9ePsze8/B+gB9OABPIAH8AAewAOTPADc2uagOR5QA7dOI8/KO3DrdHIdX+e832bugVvbzOsm4dbTTz+dnZ2dZe9+97uHgS0dBdyaNJDnxr/NGwR5Ja94AA/ggfEeAG6N1yxFnwG3TiPP8iZw63RyneK9iJjH+xO4NV6zFHy2Sbh16dKlHG6dP39+FNx6640fZRKEPzTAA3gAD+ABPIAH9vWA4Na+53JeOr77t1euZT9/8TlyfQJj51/506uZ/rg+07k+yRW56vPAx772YkZfvT2PZG+9NZz/rODIc+fO5dxKoZx1xbMX3OoqjO0ogAIogAIogAIoMEIBDZh5bF+BL3z3tezn//WV7TeUFma/8ucv5n9IgQIosA0FHv76Kznc2kZraEWqCgC3Us0ccaMACqAACqDAiSgA3DqNRAO3TiPPaiVw63RyTUtPQwHg1mnkee2tBG6tPUPEhwIogAIogAInrgBw6zQMANw6jTyrlcCt08k1LT0NBYBbp5HntbcSuLX2DBEfCqAACqAACpy4AsCt7RrgW6+8nglq6e/Xv/Zy9rOfei6817brP3pzu40/sZY99b2bIbf/0x9+N9Of5V77eKAACqSrAHAr3dxtKXLg1paySVtQAAVQAAVQYIMKALc2mNSySY89dyP/nRblOP77hx//Zvb6m2n9mO12MzW9Zf/sj7/XyLHlXPt4oAAKpKsAcCvd3G0pcuDWlrJJW1AABVAABVBggwoAtzaYVNekn/30s63Q49e/9gN3FC9TV+D7r72Rnfvo041ca5v28UABFEhXAeBWurnbUuTArS1lk7agAAqgAAqgwAYU0ETXvq6kZ8Et//75G7c30EqaYAq0rd5i1Zaps63nttVbrNraVo5pzWkqANw6zbyvrdXArbVlhHhQAAVQAAVQ4MQV6FrhYV9h+vpLt05coe01P1699chfvby9RtKifIWWX73Fqi1MgQLbUAC4tY08pt4K4FbqGSR+FEABFEABFNigAm0rPAS3/tvPfXuDraVJfvWWQBeP7Srgr21WbW03z7TstBQAbp1WvtfaWuDWWjNDXCiAAiiAAihwwgp0rd5i1dZ2TWGrtwS6eGxXAbu2WbW13RzTstNTALh1ejlfY4uBW2vMCjGhAAqgAAqgAApkfoUHq7a2bwhBLVZtbT/PaqGubVZtnUauaeVpKADcOo08r72VwK21Z4j4UAAFUAAFUOBEFbAVHvzW1voN8OLNN7M/vvp6+Pu9Z1/LPvCVa+HvwT95OfuFz7248+/ez76w85j3fP7FUK7q+Jdfux7qVQx/8eLr6xcs4Qi/de12Te+P//WrtXz80h+9tDOH/+Xvfy/T3y5PqCzvI9XlfaZYeJyuArEXf+tbP6z5xbwz9P4z1o9W/kf/6kbNl6d4DzpluOXvSXqtPsm84Z//yaV/t/Oet8uD2v/Qn7/SWr76XR/L86+e3v9CC9w63f6AlqMACqAACqDA6hWw1Vv81tbxUqWJmgbMmsBpoP7AF36QD9B/7ve/n935yPP53zt++7u1QfsuKOEH4GNfX/rOrdrA/p9/6Vqt7q64bJLx2JWbeXsE5HhUCrz+5lthYmRa2WTsH/3e1ZBrvfYTMIEDO17P8QRrbH798bsgaVtc3ntWltrGIw0FNCFX3nSdmq/Mb//g0e8EH+reE3tR9yY7xz/HUNR8MfY59qPVIdhgMerZ34MU50994tthv4EJgTjV/3XXX2UAACAASURBVPUf/CiNxOyIcmtwy/o9g/cGSOPcKr8+93qtPsm84Z+t7xnru/h464t92Xodf7Bw92deqF0veq/4/AdE6k9V/lb6w7e//e3Z2dlZ7tbi3xbjXrp0KT/o/PnzLXvZhAIogAIogAIogALLKGCrt/itrWX09aVqMG+TNw1+DRxoMK8BcTwpS2F1gl9RZhMBAzYCcjbp1MTFVoBtZZDvc+tfG8TSpM3AoNdCuTatbDKWwgopW8VjHlYb1Bb9Kc8GYNVmgx1AL++Mw73WZNryZNejgSubgGu7+dAm99d/9OPDBTljTXbNqR0GJuxDgnd+9nsBQJhf1W7zaCptTg1uWd+gfNh90IMr6/cM3ls+Uuj3uqxr4Nh/QKS+Xr7T/VGgzu6T9iGB+oCU2vzoo49m73//+3MJgFtdTmA7CqAACqAACqxIgV/901/N/uln/+nJ/L3rU//bybRVeVV+l35osqUBrgb1NqDXsw1otS8FoDFVJ5t0xqBHA3xpoe2pr6zQJE4gQZM0ActTBHryiU1mBTFtFYa0kCZ6L422DjanXi9jz9dk2iCWJtG2kkSTabvXGEBNBeKM1WDM8QbxBLfMo4J++pNmBmbXeE9aM9wSnBHEshV2HnZrm32wkRLEGeOrMcfafdKuW0FmGyPoXmnQWdft2u+XwK0xmedYFEABFEABFDiSAj/3mz+Xfe5vP5c99d2n+NuYBsqr8rvEQxMig1ka3GuyqUE9A/qm2hq0GxDSygpNLjWo11eJUpiEa+JhMMuDulMAls1s9m+RJoKYgi3SymCXNOQxTgHdYwQRdK1IS8Esg1gC5qf4G0DjFGw/WvccgS8Ds7onGaQWCNO+Yz/WArf8BzcCglqNJDgjiCVvSisdw2O8ArpX6r4oz8XXuO6ha+tfgFvjc8wZKIACKIACKHBwBQQ/vnvjuwevlwqXV0B5nRNuCdJoQqRJpiZEwKz9cqjJpQb1+iqRgS7BrzU9NLEQ0LL41jjZWJNeXbEY7NLkTVpK07VN2rpiP/R2XRe6DnRdCGbpHiOIoGtl7as6Dq3V3PXZqlOBBkEcwS55Vtf9MSDiMeGWrk+BK31g4z+4WQP0mzvvayvPVmfahykaa+i17gHHhojArbW5hXhQAAVQAAVQoEUB4FaLKBvZNBfc0sRSA0xNOLVa6xiTnY2kpLUZGrhrRYoG8seGXFoto8mtVhxpYpvCyrJWUVe4UVpKU2krjdf4dbBjyKYVjAb/dB3oPTDrGJmo6hRI0H1J9337MEPA51D3g0PDLflNYE/Xpv4EVbU6kMdxFdBYQ/dMf3+QL4/xAG4dQ3XqRAEUQAEUQIGRCgC3RgqW0OFzwC19Wm2gI6GmJxmqBvKa3OvvGJ9Sa/Kq1TKsUFjePtJYWkvzU3wIkggmCJhrpdaxJqynqP0+bRaIFfCxfC39Aceh4Jbapfut2iU/sqpyH3cc5hz1ifrwR6BLwFX3zkP2k8Ctw+SZWlAABVAABVBgkgLArUnyrfrkqXBLE3CtMDnUp/WrFvOAwdkA/pADd/v9nQM2k6qyLF8ZI+1P6WGr1wQTWKGVVuZ1T9LKOn3goVW8S92jloZb6tMEVQWYj71aNi0HrCNawVXBVvnwUCvsgFvryD1RoAAKoAAKoECvAsCtXnmS3jkVbunTbCafx7GAJo6Hgh5araBJAo/jKCDtT2HFiICCVl3oq27cV47jtblqFdTS/Uk/rr7EKq4l4Zb+0xNdc4J0PNJWQN7Tb6MJdC39AG4trTDlowAKoAAKoMAMCgC3ZhBxpUVMgVsaNOoHsHkcRwGtbtHKgkM87DePDlEXdTQVEPA5hYm2VoHy9cNm/lPeoq/1CXDNDSuXgluCyFqtNXe8KedwC7EfYuUxcGsLTqENKIACKIACm1cAuLXdFE+FW/pvz5mMHscfAgGHhFsCmUuswDiOeunUahB563BLsFYrtnhsTwF9rU+/WzXnYym4JRCnlVs8tqeAVnAt+RVF4Nb2PEOLUAAFUAAFNqgAcGuDSS2bNBVu6WuJmgxoYsrjMAoIdghsaaB+SLilPPNj8ofJsdViPyov7bcOt7Q6DVBumd/Ws75uOvcq3yXg1hJxbiuTabdGPzC/5NcTgVtp+4PoUQAFUAAFTkQB4NZ2Ez0Vbul/JNJvq2jFBT+8u6xPBLXsB3IFPQQ7Dgm3VJeBNYEIVjcsl29pK40FMaW5tN863FJbT/V/hlzOSesoWV9N1CrfOR9LwC1da4pTkIvH9hRQ/7lknwnc2p5naBEKoAAKoMAGFVgObl3OHvrIXdld7u++L11ZQEGr577s4UW+9WLlP5RdXiD6JYucA25ZfPZfpgt46X8503se0xTQJMu+0hP/1+bHgFvWGq2w0WoiW7WnSSGPaQpIQ8Ed09WvYjoVuMV/UDHNQ2s9W+AyJbi1JABZa462Hpd+S+2nPvFt4NbWE037UAAFUAAFUGCXAovArZcfzu5zUMsA1ynArStfui8Heg89u0v55fdPhVsaLMb/1bsm6YJbWsklIKPfWtHXFk/hf3ubmjFpqVVZ0k8TQn2VR/q1/Vf0AiGHmoQJpCme+KEVRlq1pzwr33qtWPkx5lip5ntpJK2kmf5nNmmolQVtK+Kk/Sms3NL/ACoftWnQVJAta1dAHrev1KYCt3Qd6prUfZcVXGt32LD49EGB7ivqV5fsM1m5NSwfHIUCKIACKIACR1VgfrhlK53uyu761MNZtVbrcvbwIiu3lpbP2jNs5dblzxer1bYAtzRh0YCx6yHQ5SfwWpmhSYPAjCDOqU8etLpNA29N6jUJFCwUyJCm0qfrId00CVtyoO7rFlhRbH0/xqu2CGIqv8qzgI0miTq3ry2+ni2/lgbSwmCWXQu7wK80l/anALekke4ZuhbkIyBpmleE7k+6h+keZaAyJbgl1dVvKX6+KpumBxW1+iT9NqW+4i1P6h66ZJ/ZCbe++MUvZmdnZ9k999yTrppEjgIogAIogAIbUWB2uPXsQ+VXEftgkAEj+9pi37GV0AaObCVYAZCsrLIMWzUmsBZiKb+yGN7flQX45I/Pq7qSPfwpxWVfc4zKz2y/xW5lNbdXcM/KsHNce139D+dgzO2rmr7Xq6krt+xTbk3Yh4AqW62iFSq2Mkmrk/Ra2wx6bWmVl63GEsTShE8DbX2KrMmenvVe/025TQJ3JVKwQ+ct/fshPg5NCuw3oIZO9pRDgRtNJpRftVd+MXinMgUztgQw1BaDWMq12qo2q+16LS12wSzTXb6R1jpP2p8K3LL2Cy4IAGpyqtc81q+A7mHyuPIm//tVvanBLamtPk33WfVR6uO21C+t3037RSjP6V4pQK5+0n8go+1HgVtqyvve975MkIsHCqAACqAACqDAcRWYG27Z1/Lu+nzXL1TFoKcF+LRJ4sDUMLh1X/2rkZ+K3n+kBYbl9Rqk6oJbbfHrWDvP2mMr19qO1zFR/eFrnOuCW5JEE3ZN4rUCSSsvxjw0gRAQ0ETeoJdW/WgyZFBAE3zt04RJdel4+zvGhMOAlcWgAbRi059BIIMathpL27VfkGuf3yPTBF86aLIvjZceqPscWl1qt/KgtikPQ4CmL0dxSzPpYNBLE2Hl2SCn2mhaqs2msZ6PAcIMWFkcisniU6z6U+xqg9qi92qbjtE5+1wP0lbXgLSW5ipPOdjyQ7pJr/iha0uruKSxdND1w2M9CuheZvcE+wqiPBs/dH3M+VjqB+V1b4sfus/ZNanrUtf2MfqdOC7eFwrIb7ov+/tE24dF1o/NqdvVq1ez5557Li+yc+XWnBVSFgqgAAqgAAqgwDQFDg23AvwKX1msoFBYTdXSpHCeQaFwjMGjGBaVcMpWRnWtxLL9jXi64FaoOH9hq8ks9vh9iLtRfrniy+oP8dXLn/JujpVbVr8mAFqBpMmBJqqaDMwBIwwqCH5pUqFP0FW+/XkQ5gGD7Z/jWZM2lW1/BqysbAEnAx6afO8DNUxH/6xy1F5BEw3c/eR/iYG6r9u/jusSsPFxaWLRNqH1Zex6bZBTbTQt1WbTWM8GwiwPyr3fP8frXX5STBafYtXfWMgXa+EnZ2qjtPVQ7FTgVt+qQGksHwoS6/rTNafj9wHFsf68H66AfKk86DqQV7U6Rnnwfo1LE2jQNTvnYym4pTj7rmdBLV3/uk+or9O1qfvfHH3dnPpsvSx5SuMN3fN1P5Afd/VDuq8qX3M+7r777uyOO+7IiwRuzaksZaEACqAACqDAQgrMDbeysMKqfQWSwR7/4/L1bQartLrJAJMa77f7fbY9glsBJkX7Qzldxxtss7qj8wOMciu0PmJfTcyyLrjV2V4rL8Q7X6Knwi0NKtughib8Bj80CdBrTYj6JkBztSpeaWMAYspz26fAc8Xry1GMmjhp4m4rmbogoY6be6DuY/GvlTtNIuKHhzLygiCgVu8J8PVNEONy9n2vieaUvLade4gVGdJGGvnfWuubnAkgKAdbfshfgiVD7hHynVZ0acWQtJH3dL557xA53HIurG26l9qqVN2TlJ+xQEe5Um5Sglu6Foc8YtAnbQRfBV10bznEPXBInKkfI4Ct+5+ud/OS9TXSechDZeg+MXefee7cufzntBQDcGtIJjgGBVAABVAABY6swOxwy2CNvmbnv5r48sPZQ1+6khnIqvYZTKoA0S5JDCAVZXTApwCLov1dcCusCLPj2+GW1V2s1GrGXt+f7W6v6RXi3dX64funwi1NWDQRaANcFoUmmgI0GlRq8K8J0tSv6FnZqT5r0qNBuVY8aMBuK8M0cBe00oSyb2Ik2GZf0zqEBppYKNd9K2sUh32arvwqPoFN5V1tUnuHgItDtOeQdajNarvBSGkibWwSvAucSnNNyk4BbqmtglW7NInzp/uPNBZUkK7S2ICXri+Ve6r+i7Vqe2/3I3lMPtV9SPdp/dmqVN2Txq5O0vEqy+4fbXXvu22plVvqo8xHfffgtrh1rRu0Vrt1nas801Ari+TDvv6yrdxT2WYfVkh/fSAmDdXv6J6gfsSu47F6KCfqY+0ePPb8vuOBW33qsA8FUAAFUAAFVqjA7HArc0An/I5UscqpWL1k8Ki+8in8BlWHRgGKuTLr5XWtxLL6bCVZ13uL577svp4flG+LQ78BFn8tMf9dsBxYWX1Wvj13xdshwB6bp8ItDdwFrjRw1KB9yEMTHg02NdDURFQDVxvA6r22q0yVN7TMIfUe+hiDGrbywT511oRHfxq428R76GReky2tTtG5SwzUuzTS5FQQUxMO5WgopNJkxU+Y5RflWvEb9LIJX8pfL1Ps8qraYnmxiZnabPmSFkNXFek4aS3NpZXO3fJDGklD3R90P1Hbp3jCgJcmxHbtmf9UvvegrbSx+reks+mgtum+Kn+aHtJAENDuR3ZNTtVBOVQd0tvubbru53wsCbcUp/ooxS+9xkIu307dK60P0D001lzvdU9XPbrGpb3+tvaw/lBtU1v1Z3rYGEBQ2vSwMcAUHVSXytO9RDmUvvL4nA/g1pxqUhYKoAAKoAAKHECBJeBWHnb4eqLBnAoANb9iaOCpu8ENqBRWhRk86oJF0f545VYE4x561lZjta/cqsX++cuNryFmthJLEC6sxrIYTAvXXjs+HNutwdg9c8At1alJqAaRmjRqgr/PQ2UY9LJPbVWmJkUGv/ReA2IbHOvZBsE2KRgKD8bE6CeIqscmKxaHASfFp4mi4jWoYZ/a26fO+0yUNDFQHSpTE3HFs8RAvUsTX5dN+pQHm7h2nde1XRqqzLYJjrSTjvqTD0xjPRsIs1xrEj33Q2Va+Xo2YGVxDPGm2qZz93lIU2mriZ601uOU4JZpprZr0isf7HtPsbLiZ2ms/JgH/fWr1UryoAGfLi9ajs0rQ4FvHMvQ97Ev7V5pvvRtUMy6V6gdtoLNX092L1LsupfM9ZCu8qo0VB2+bMUy52NpuKVYda+WvmqPrvs5+xaVbd7RPV31SDvzm/TSnwEf2275tmf1RVbO3Plsy5eBfKvTgKnF49ugmOU/tcP6Q22zY+1+PgVixzFa32j3DsVpD12zim/OB3BrTjUpCwVQAAVQAAUOoMBicOsAsVNFvwJzwS2rxSbmmhhqEKnB61wAwgbVfbBBA2dNBmxiMNeznyCqDgNWNkj3Kz/2gVemn39WezVB1CDdoJYve4mBuq/fv26rS3kQzFRsWqWhSZafzPrzx77umjjZJ/3Kgf4MRMyVZ5WjMq18PffB1LHtajtemkk7W+nSBoh1LSkHW35Iaz8RtbZqm3Jg9xQDfrZ/qWcPHxTDrkm8waQ5vejLin2p1Sh2/9Gzvwcp3qVhm+mu+5T3bptP5XG1Zc7HIeCWxav4lX/1LfqT3nOCLqun7Vn1KJ/253Ou1+qL/P3KYJL3zpyvDRpZnfEHEMq/xarnufqENm1sm+pQf+TvE23ATDkEbplqPKMACqAACqDAiSoA3Npu4ueGW6aUJoYa5GqwqUmZJgQaBM8Ju6yurTwLDGqCqkmrJvKaRGjS2DZIV5ul79wD9S4t++rSJFoQTpMsTawEZ7SKZE7Y1RVXits1EZM20khaSTNpJw27gMSpwC1p0PWwe4quD03WNbnW5F4TaB6HU8Cgu79P9XlXkSlHqcAtxek/RIiVFWyS79SnqW9THydocijYFcdziu/b7qHKg8YXfTBN99G5+0xWbp2iA2kzCqAACqBA0goAt5JOX2/wS8GtuFIN/DUB8LDLVj9pQCqwcyoP+3qRQJZ9xc1DIa1M6ZtcmU59wMmOmet5TF0G6TzsUt41IRTUOaVJoNqqNqvt0sDDLOV/qO9PBW4JFnQBvtjLAibSVZBLQELaCgbr+ukCwnEZvO9XQLkw/0pn3acMug+9Twk2WI76axu3d6mVW/KSrtUhD93L1X/pPi7YpQ8ldN+zVXRzrVoeEsuWj9F9Un2QdJb/7AOBMfdQ3RN0HnBry06hbSiAAiiAAigwQAHg1gCREj3kUHArlqdt0q9JhSYImghpVYsmrpo4aBKb0mRVYEox60+Db7VDA2qbHNrXi9RGAT8d1/dpc6ydvR8DnOycfZ+n1KWJifIoHTTxU44NRhjg1D5NoqXFULixb1vmPE+xKmYDANZGgRbzs7VxCsQ9FbilFUCavErPsQ/5TOdrRZHKMI9JO+VFMGYoTBxbd+rH634sH0snD9z1VUvz7z73KZWra0H3D+VjzsdScMu+Aq52j4VTuvfLu7q3636ve72Al/VpBr1SusfNmbNdZclj1le0XcfqL/cZC8h/uifI38CtXVlgPwqgAAqgAApsXAHg1nYTfCy41aWoTbIMCukTdE0MbLKqCZLe25+tCNKgVX8GizRI7vrrqttARdd5HmCoLpvAWCz2mzs2mdF2g3QaXKvcfSBWV7xTgFNXmV3bl6hLoMFrqsmkNGvTUds16bY869nAZ1e++iZB2td1nrbbBMvqswm/5Vo5lhcVq7YZANDxatPcEOVU4Ja0F1CQnvrry2GXV/125UHeVV40WTbo6K9Ry7Hgl+rfGnjwsN3aKi38tWYfKmi/3UOn3KuUQ62iU7mWw5Tgljyk61jXtzQZspLW+86/Nv3Vp1mfYfc40936MYNf8uEU/X39a3ltfbvdW00L+VArqqxvNy3mWIEpHXXN6/4pPZfox/ha4locRhwogAIogAIoMFCBQXDL/ke/z/9f2UP6XwA/4v63P9Vj+8P/+Bf/74DF/xL40LM6OP7fCH2gdl5UfvgfDu1/G7wru+9LV6oTrf48Nl9Xdch8ryz+Kpa7PmLxWPz23mq1c+x/YLTt1fEqoyqn3N/Rrsuf17FxWVZm9bw2uFVF1v1KA1b7s4GyTdpiCGEwwj9rEN32Z6DCH+tfe4Ch+vxERPEcelK8xEC9S/VD1mUx2KTQcq1Jt+VZz5oE+fzErz0QjfOtffHx/r1NsKw+m/BbLFMmu9a+Mc+nBLdMF8EF5clW/sw52ffeshzHwMcDMHkjhqu6JswPh7j+BYx8fZr8W+x69rBA8RpA8e2w45cCeYKJ8qpWLMW/n6ZrcM7Hkiu3LE55TpqpPWrX3NB6CPAxAGb3J8uhPes68b6Y8zoxHfxz/MFAfF+WTharng1cWTvs3ur7zzljVlm6Nu0e73O2RD8G3PLu4DUKoAAKoAAKJKDAbrhVgpkcXBmMieCTQZgl4JaV7cBVDQJ17C9A2hIJMFDVD7fq8MnOcUCqI+4A7Tr21wBh0Lu9nSnCrfaWnN7WJQbqXSoesq6uGE55+ynCLcu3ARNBGk2MBbQPARc9ABM82DWJN5gUg9S53tvXmQ0cCMYZ4NCzhwWHgG2WH8EVgT+130Ck7fPPKcIti9+AidqndmpVmocmdtwSzwbADGD5nOu1PnQxT3iYNJfv4nIMGlmdu6DvnOCqS1+BX/VRuiZ0n9D90lYM+nOW6MeAW15hXqMACqAACqBAAgrshFvPPpSvKCqgyli4FUGwXI8W0BN0isu393dld9VAzuXs4XLl1pUv3ZfHd9fnL4dStJLs4XyVWLVpvldD4i/BV4gpPmd6u6zdfRBv9XDr2vXs3mil1QNuQd58ObuZPZDXczW7cG2+UpcsaYmBele80+q6nV24WK6Wu3g9e6arkr23W+5eyp7My7D3c+dyqXJ3N/yU4Zapo0mywJYAlyawAg2a3GvSz+NwCggaaFWWoIr9sLfA366VqynDLa+u2qn2y38GXNV+QSgeh1FA9wJBVUFGwTZbWacViX0wbVo/1t424Fa7LmxFARRAARRAgdUqsAtuFV+BM0hlUMbel82yVUYBQHUclx8egx4vTXReCdYaX4N0pxjkqa+Ucgc0XlodtvLKtcW14+H8q39uXyhnWPwP5effldVWWtlXCedol8UaAFoIMLxYNdxqAVuaIAG3ivQtMVAPxoheTKqrlse5gZMCNeg0L9x65qvFD99XfrN6lmhDJHj0FrgVCZJl+coZwS2tINF9QbBBk905fqunWdtpbhHIEUQwnQWzBBOks7b3gYRYsa3ALd8ure4TcNXqJX3tTrBL0M9W0WlFEY/pCmiVnPog6Sz/GVQVZGxbodVV46R+rKNQ4FaHMGxGARRAARRAgbUq0A+3SpDTgFYGhqLn3uPsK3nD4JDWYQVw1QNwssbvcbUBKVM/BlsWf3mOAaPwFci2six+O7d4bqxss7JyTeycQoN52lW2JWhubaye1wy3DC7ceflmFfC169mFRVZuVVWk8mqJgXpX26fUZXl84PJLOYS496tzr3Aw6GRwq6sV47Y/eblYbVbBrXHnz3k0cGu3mpoAa7KrryZpAmzAS9oJzgh6HeqrZLujXdcR9tU36SSAYF9v01fw7LcGtUJuDMyKW7hFuBW3UbBL0M9+/0wrigS8pKe2GfTatcotLvdU3stj9juabdexVsiNgVmxblP6sbgsez8Ybn35y1/OXnnlFTuPZxRAARRAARRAgSMp0A+3YoDSBYdK0BNAS9txS8EtCWfwyICT1VUXNUClEGd1Xg6nDEjZCqv66eW76hz7EXg9N+CWg3MPPWvnjIFbu9pVlhna0gw2Cbj1SNdKGYMa5VfeIgiWf53x4vXsQg4prmb3ll+NC7DCVhTlX5WzsjwgsW1x+V3bC30Nimgyp79QX1P+SVuWGKh3BbR/XfaVxJeyJ2t6lzX5bVcK+CXNagBs5zGWD8td1/s4jxZbuT3kqrn9zqEeecRiyLJsZ9xdaje3A7eamgzZYis+BG00WdbqLvnLgIOgg/YZ/NLkemvgwf92mLVVWqjt9jth9mPf2i+AMBVkteVGus/5OMQPys8Rr+kvsGXQK9Z96R9Zn6MdU8swgGrwyrQwkCp/6LVpscQKzP37se7WD4JbTz/9dHZ2dpa9+93v7i6JPSiAAiiAAiiAAgdRoB9uxQDFoFW0osmgUAAtHcflLaqDnnojo/MGfH2vfr6VfVdW+w2u8iCDW+FH2x2Ayrc12lEvvXhndbQBtCj+sKrsvuy+Twm8lefM0q44N81Y1wy3qq+bGXxw4CB8Fc32Fc8BihhYCL/X9VJ2ofyama0EsxVFxTk7gIjKyeGZHddRrwM0Gqzr76ThluUhh0MGjRysDPuvRr+tNuYYy4n5w7+31y5fAYK27MtBqsXpzmmFW23n65wyjs62WZzN67FrC3CrS5n9thtwEMTpAj4egGnSveuHs5eGYin8b4l92ThVuNWnyRDgY+BRHtSf+dWetVJMPra/Kavr+mK1fVo5ZXXpWTDUYtGz7lUWq54P/b8lWpxtz0eDW5cuXcrh1vnz59viYhsKoAAKoAAKoMABFeiHW1l21N/cMtikrwn6rya+/HD2UPmD8tmzD5WrpgrRDGDVji/1bO4zUFWuvLL6AqRrS4SdMwRuua9W5l91LM+xeqa0y8rwukThrhtuKdgYNBTQw8CUgaraKhmdZmDBr/qyba2gxUBFAR5C+fmxlWhhuwGSWplZFvYb4KhOnf3VEgP1riD3rcv0MOgYv2/Lk618s3N2H1PPXQVFHdCM8tjWTqvXYGT83perH663thSrulRi5dW8DPNG8KDF6cBdWyAt24BbLaIsvMkDsCGTeFuNY1B77ue1/m+JQ9MA3BqqVP04A2AGlDxI0mv+t8S6Xn3v9u3H+soctHILuNUnIftQAAVQAAVQ4LAK7IJbgkddX7sLkRpoCVDIVjDZ1wSL52LFlMGh+r62r/Wp/ACkwu9g+bKyzOLzXxHUa786K8QZVlLV6w4/WN9oR3Vm9criHwa36l+ZrM6Z3K5aXqro/Kv1wy2LtgIHAloBLISVWeUqG4MYBhbsfV6MlSG4UIKGsN/AQwG3mmCjiGNnvY0VZeNBhrV41/MSA/WuOvery/R2K6AsX6Z7S55M4wbcsnMcWOpfdfdS9kDf72ZZ3RZTtNKu6YG6RxpxxnFZ+SFu02O8J4BbXc5keyoKALdSydR249yvH+vXA7jVrw97ZG0oGAAAIABJREFUUQAFUAAFUGB1CuyEW/Z7Vjm4Mmg19GuJdYi0D9zKBQtf46vKK2BYlmUGpBz8agdbJr21wcpybbGyAqSzc/zzWLjlAVwFt6a1q4yhN84sWzXcuvJS7St9BhNqcMtWUHn59boBFooDrIx7Lxb/E14AKAFKRSu3ovLt/LBiLK7XvTc4MuRYd9rgl0sM1Lsq36suy0EEj4oVLSXgCcfYV/UMALmvc+48pg6d/Aqr+Kuovn2Wn2KlVrPe+n6dWa+n6YWoDIsbuOVl73ytrzBpdQqPbSoA3NpmXlNq1V792I4GArd2CMRuFEABFEABFFibArvhlgNIPV+BW1u7thxP8VXRCJS1NHjtcKsAIfWVPzmQMnAQgRP7SlkX3Arb8/P8Cpo6uKgfV9Yv0LWj3gA8XFwVQGtJwIRNSwzUu8LZp66gRQQIDRr15TH8bpUC6tC8OibKnYdQbeeW8YT4XK7kN/OQxZl7MAdUXfXU/RnisrqBW122qm0HbtXk2Nwb4NbmUppcg/bpx3Y1Eri1SyH2owAKoAAKoMDKFBgEt1YWM+EMU2DVcMvggIMPNVDUst/ARAAiASyYHtXqmuq3krQvBhctUMUgTU+9DWBi51j1Mz4vMVDvCm98XZXOtZy5r+7l+puWF69nT9oP/offqCqj2XlMnLvovZ1vPgo5seOK/yzAYFbDQzqvFW4pPldGXr6tQHP+CR40TTxU7VK8vp2vJdb14F16CgC30svZ1iIe34/tVgC4tVsjjkABFEABFECBVSkA3FpVOmYNZtVwa9aWbq+wJQbqXSotVpeBpwCAWiIYckzLaVvaBNzaUjZPsy3ArdPM+5pavUQ/BtxaU4aJBQVQAAVQAAUGKADcGiBSoocAtxJNXJZlSwzUu9RYrK4h4GrIMV2Bb2Q7cGsjiTzhZgC3Tjj5K2n6Ev0YcGslySUMFEABFEABFBiqAHBrqFLpHQfcSi9nFvESA3UrO35erK4h4GrIMXHAG3sP3NpYQk+wOcCtE0z6ypq8RD8G3FpZkgkHBVAABVAABXYpANzapVC6+4Fb6eZuiYF6lxqHrKsrhlPeDtw65exvo+274NbzN26PaujDX38l+7u/9o1R5+jgr790q/Oc5199I7v7My907mdH2gos0Y8Bt9L2BNGjAAqgAAqcoALAre0mHbiVbm6XGKh3qXHIurpiOOXtwK1Tzv422t4Ftz75169k/8m/+lb2K3/+4qiG7gu33nfphbw+1Rs/gFuxItt6v0Q/BtzalkdoDQqgAAqgwAkoANzabpKBW+nmdomBepcah6yrK4ZT3g7cOuXsb6PtMdwyqKXVV/o7JNyyOgXVHnvuRhAYuBWk2OSLJfox4NYmrUKjUAAFUAAFtqwAcGu72U0Hbt3OLlx8PrvzkavZhWtxPm5mDzzi9p3IbzQtMVCPlbX3h6wry8i16W7PwC1TgudUFTC4FUMtA03HgFtW989++tkccgG3UnXXsLiX6MeAW8O05ygUQAEUQAEUWI0CwK3VpGL2QIBbs0t6sAKXGKh3BX/IuoBbzSwAt5qasCUtBe58+Er+dUADSsd7fjpfKdZW/zs//Wz205/6TlrCEu1gBZbox4Bbg+XnQBRAARRAARRYhwLArXXkYYkotgG3ImVYuRUJMv3tEpOC7qj6Vm5FZ51IroFbUd55m5wCWrmlH43Xb161gaWxK7f+9OrN7N//9fE/KN9W/7mPPp39sz/+XvblF2/xg/LJOWt4wEv0Y29/+9uzs7OzPIji35Z4Ll26lB90/vz5lr1sQgEUQAEUQAEUOKQCwK1Dqn3YurYBt+xriS9lT0o+DzyuvJRpUqW/e79a/m9cbv+Fy9qn8wyoFMfq+AeulLnYcXw4LivjuHg9e+YAaVxioN4V9iHrGrZy67RyDdzqcibbU1FA91R7tEGuY8Atg1rff+2NPDS+lmgZ2ubzEv3YY489ln3sYx/LBQNubdM3tAoFUAAFUGBjCvzjT//j7K6P3HUyf3d+5Esn01blVfnd5/H6m29l/+DR72R6Xv5h8KnvN7di4HE1u7cEWwXgKs81WBX26TwDZBXcCr/v1Xp8lj3z1asFOLt8s2h+CdICRFtYlI/+1Y3soT9v/o9fS1T7x1dfz37hc+P+N7P94yDXsXbSXjnY8uMU2rjl/O1qm4dbdqyHXIeEWzHUCvG8+gYrt0yMDT4vAbe8TMAtrwavUQAFUAAFUAAFVqGAvjLBY5gC//Jr17N//qXGL7wPO3nUUXsAD/fj80/mK7TK1VsBVrWBsiIoOz5fldV5vAGxAqoV53SXOaq5Ow7WCoOf+/3vZ3o+1OM9n38xu/SdWweojlx7kaW5tN/64+BwK1zXFdCuVmHOobbdH8beE8z/VVw1OD9HaEcoow1uWRiCXF/47mv2dtDzvl9L/MPnX81spVZc0bCVW5ZXtxo4L8jyNjbfcRQLvjfPD1pdXLUzfNATQvP7yg+Vwr4xL8ZoZnXuXx9wa0xuOBYFUAAFUAAFUGATCgC3xqVRq4f+yaV/l714881xJ446um8QHA16WwbwtsoqX1XVsj98lTGs5iomljW41TIhqCBYGUPLMaOaOeDg33v2teydn/1e9vUf/GjA0fMdcv1HP85Xb33gK9cWXq1HrpU1rYiU1gJbh1kdOZ9X9inpoHDL7gFt13tWrcocA7vsHlOdY/elsbDD/B/DreL90JWhzXj2ycp85/TBrX1q2Rdu9dU1Fm7VoY/lbXi+D54j8/2gfsr82+I793X/4mv9far27RujmcUD3OpTlH0ogAIogAIogAIoUFMAuFWTY9Cbx67czL/O8eCfvJx961r521aDzhx6UN8gOBr02gA+/y0tlW/nlr+jZfvdAL+CVMOOD1GXZd17sfiKYjWxDUfM8kJwQ586C2r90h+9tDBI7A9ZwOXuz7yQadXeMkDT8tU2Sdx+rqWptJXG0vpUHoeEWwYV7rSvFEvka9ezC+Xv7NXvB8MysM857SW3+d+2CTQMm9zPF097lGO3bhNuPZ9VHrIctd232tU6eI5a+r72yLS1vNdeLL/e766VIu6r2b0Xh/uxvZ4xmkX3/vYCe7eycqtXHnaiAAqgAAqgAApsUQHg1n5ZFYD5+F+/mv2j37uaQxj9JtR8X5uzQXDxKXLxNR370fdo0GsD+GhVRpgU2n4Ht8JkNzpn18otD85C+fvJ13qWoKF+TPwdv/3d/PnQq7Vag8qyHGrp66iKS6v2NGnQyq55HqeXawEtXTsCPNJU2i4DDufJ0BKlHAVuua8uF21q8V64TzT3FTC7uf3O/JzovpRXYNvK+5gDBpWmVl4MSapzu+rt2l7EY+VW99Di+KrmJV9tD269lD1Qft29rnt33vJ+K895MxfKUfEfnNj5doy9L/Mf/Fj5oegPI+jp+rnwH6e4bfpPTwyuFf6Is2/1vZQ9UINYZVyXX8oeyPvLqF6DYqEvjfZbDNp/+Xp2IS/b2qgYonaFa8S2V+WF+Mu6dvkZuBXnmPcogAIogAIogAKbVwC4NT3FgjD6uqJWn2iyrtVGgl37wxkb6FcTMw3oi8FsNOi1wfPF69mT9qPvfhLr9lf/q6GVUXwSb4PmvPzW4yuNAhgLg/Bq35hXgkOCWQIb+j0ttW9+cDQmomHHGoDTfy4gsKnVe5pE7A82t59raSONpJU00zWi11v/0fg+Rx0SbjUm0GE1VIv3OmGC7kWalHedY/cUm4zbe3cPa71nWHl+wi/lbLv91lNLeYPicfX7+2JfcmbYp/vZnI/jfy3xpezJWt9g+fF5a8uR8nezhDouF66/qvdr9d+KLL6W2l5u7QMWi81DJtsmT4evFpo/4+yUdcRxlWU8oA9e8rL9+bbNtcsfY/WHmOw406z9/Hqby/pC/FaGjQfidlTvgVuVFrxCARRAARRAARQ4EQWAW/MmWitQ9DtRgl36Wt1PfeLb+QoVQRytVtGEPt3fFLIJze6BtVdVX93UD4Xra2cCfwIcgkOCWfpK2l+8mOb/jKd2KadabWZgU78ZpXbKA6m2q8jdfrlWm9V2aSAtBLKkjTSSVst8jde7LY3Xh4Vb0qTKZ7HyxSbY1YqWvpUgNQDuVsFU59hEvZiMBwgeYFlXXiyuKp7iSNvefq/ZHU+9vvj4+t75320SbtV+n83yU+Ut5NwgpsGd0gONHJT7c5iTw5vyq386v4Q58lcoN3jJ6nbesLo8wLRtF201lju+kfLSv6rDzrt8s6xbbaz7W6fviivsNz3CKq1Cs8Z+qzdvZ72+cGwA040GNDYAtxqSsAEFUAAFUAAFUGDrCgC3ls2wQJaAliCOVqtoUivgpUm/Xgt6CQRoRZCO238F0LLtsIlJPjEOk4yqTsWuP61Y+//be59YO677zvMttczSgCYAkU0rqzbA6QaHGxODhkENQCDATAMKs8kgwEOQzYjIxqthVskmRrgIQMhBQ5THkbutGDLHGAqGhH7NADYT2JEid9K0h5A0pEU9W6HEP2pTf6zkDL5V9a06dW5V3X9V99at+7nAc9WtqvPvc87j0/n4d05ZYjkiSzIrlj5TFRwSm7HEa2q/2JhVf0sbq37o46yrr9VG119t0Y/6Vn2ssaE2S2Dquljs23LDRflvXm65ZpUY8P5J7u9KVOV7cj09E3FSyYHZNPXJ+Ox9l58eXZ9KkuRPOL/iuif+SZ1c55ny5jyf1qLv71OVW1UUoPegqvqtEjBVdFH892Kmjyx7HC3lpYr+Xogc5xu/XGDmmvs7/tvka+WYiaOu0h4vxluWvhiTUX3ecl0juTRTh0h4qa6z9+tj3fczRmUd74TmZb7+fTDbinvaEn9HbpkERwhAAAIQgAAE9oYAcms7XW1JIOklEaAoJk14FeWi/9h1xJeuWRZYJjgCzJKhT1lkGee8S1mT7RWi/7A+Dv/z997P6mqhofqqnvpRxJrqufuRS/2NC/WPOYqNWSl6TewsOnVdAtT9bI7uCx37lEUeg87fEVd/0NDXqmNaV9dTbetzDPZHfrw5qa/FfSOf2/eKJc15aeWkuogomZUOaTSXJ+WLy620jPZ2Ou94sh5N5AtZUa+j07TXZ97z7fXp545+V/r8jGJZYtGgsm8zIVP1W3m9jFSqE6j3SX4vv5aLskoIFeKs6PvZfGf7v3wDcJPciiK3YkFWr10st6rxr37M03hMVoJsXr1m7peyLWc2c79WodnyfNscLad9PT0it1IifIcABCAAAQhAYPIEkFvj7OJYMlk6WCY4AsySJJZM+o/xdX5iqab8HXHlsiXjLEMQGv2MnVgySVyatY4Sm+5nHS2Z1uljp42lmvLukqh9SrV+qO12LuK9SbnlPo+PnuiXk2X925EKheTfkzRSKssvS5NMxsuJfPTvUaP0qERFXLf8vEGcLFifav/BqPxy38Lhx47q3+dnTHKrvsS16qNSMC3YR9oDshQ87pto3Hh8VtFi9b5s3HOrUW5FSw3jZYu1DqrLLS+LzPeZ04PJ+M7S+lpLvaK21Md2wazlfv475ryTZb4R24pPrSHlF+RWiYITCEAAAhCAAAT2hQBya196mnZCAAJjIbBRudUwia5NjOP7pRzw5LrhpROCOJPGz1eRLbVnNClfRm6V9XCPOf9l69PyvLMd6DhtuRXKPbEq+VOAjMdFIWIsRGvjwf1bPu9xU/VzmS7LurqeiyI/n5TrfHXZeRfXKombpI3zL9MX5aXfo2WJecnd9YrlXbWxfrcQXEhuNf4uFSyKA3KrzoNvEIAABCAAAQjsAQHk1h50Mk2EAARGRWCjcmtULd+PykxHbu1Hf02xlcitKfYqbYIABCAAAQhAoJMAcqsTDzchAAEI9E4AudU70lFliNwaVXfsZWWQW3vZ7TQaAhCAAAQgsN8EkFv73f+0HgIQ2DwB5NbmmW+yROTWJmlTVhOBrcmtGzduhIODg3D27NmmenENAhCAAAQgAAEIDEYAuTUYWjKGAAQg0EgAudWIZTIXkVuT6cqdbcjW5JaIXb58Ody8eXNn4VFxCEAAAhCAAAR2kwByazf7jVpDAAK7SwC5tbt9t0jNkVuLUOKZIQkMIbfeeOONcHR0lFX7YMjKkzcEIAABCEAAAhBYhQByaxVqpIEABCCwOgHk1ursdiElcmsXemnadRxCbp06dSo88cQTGTjk1rTHD62DAAQgAAEI7CQB5NZOdhuVhgAEdpjA6OTWg4fh6RfuhCev3w8XdMx+jsPlBzHkx9G9e+HV+FbXufMu870TLtyOE8T5quy03M/C5atN1/M8Xr3efi8uZZPney+33OfXH4cQ0v7Nx1fzGFhiXG2yQ1cqy+1ubtPQ43YIuXXixIlsOy3hQG6tNChIBAEIQAACEIDAkASQW0PSJW8IQAACswTGJbcKeXT1YXgrERFPv/lZVfnb9wrpJTnRPGGvHi7OLDkisSXxU4qNWp659MjF2p1Qld0tt0KI6z9Tg61c2G+5lfaHJU+9f+sS088sOK620qvLFjqvTSmnZfPvfh651c2HuxCAAAQgAAEITJAAcmuCnUqTIACBURMYldwqBFMunIoJ+dXjIpJLkTf5x5EmT2dRVItJiLfePM6FWBbBU2T04GG4nEVuefKviLGqnDJNKdDmya0QnKaUZq70lo57Lbdq40kd4H72mPH3SHLOPLOljuu1WLfT7Z7NfMhxi9ya5c0VCEAAAhCAAAQmTgC5NfEOpnkQgMDoCIxJbuXSyhPwYkJ+9V64UJNYhWC6fq9YmujnLZ4aRMXVh+FVy62ZpYYhhDJqy3m5m9I8/T1drujnQwiOEIskWXR346f7LLfq40noU8nj73F/+prGgvu7ivSytLQMcnRfdswiDt3FzqdIG48HjxFFEV5/WF/q6ntXH4bL2TJXj8n2upRjTuWXYzmOOHRd7oVXG+8PO26RWx4THCEAAQhAAAIQ2BsCY5Jbjz59FM69eC6cfO4kP1ti8NUffHVvxj4NhcC2CIxHbhWT91IQFBPySExlYqGY/F+4HU3YC3ilcLBIKCby+bJCP29RYWlQRVvFUVvuj1yQWBRYMMQyxE/6WNX7LV/a4nF/5VY6ntQJ6RjQWEj70s9ofPjcY6Z6vhxr8TLXdOzG914oxpDlVXKvrMfMfY/T9rpUcquIcizzdtua0qotzjtiU7ahv0GL3OqPJTlBAAIQgAAEILAjBMYkt+4+upvJrR1BN7lq/ujuj8Lhdw8n1y4aBIGxERiP3Com4OXkOvruCf/1x8WyP03aPWFvmKAXk3YvX6w2o7ecsqzIJ/+lqLAUizppebnVJFWiDDd8ur9yKxo/JXOPGfe/j5ZAetDPxOMqz8BjwdFb2VWPzUgUzYwnPxOJ2kqkuryiDn52RrqVjchOanVpSOP7dbHrdiZlZjkON26RW/W+4xsEIAABCEAAAntAALm1B528YBORWwuC4jEIrElgPHIrnVwXE/BMdlX3sqVa2TVP0OsSwpP6MrKrlGUxqCI/RbhIaJVLtep5lRvElxvPO50lQZynz6u6ErllJt3HOx/9Kpz69nvdDy19t6kfZseMx8usbLoXXi2lkSVYfqzklvOrj4dSbpURVEX6SG61vqTAZabj1teTPONoxiejNK5DXW55fDeN4yZeS0NvTIDcasTCRQhAAAIQgAAEpkwAuTXl3l2ubcit5XjxNARWJTAeuRVCLho8AY/llu/lkqB5wl4QKCTA01fzDeRLEXH7XvVmxJAuRbSkWH9D+XKJWEMU2Kp9tE66/Y3c8pjxeBJF93N1rUtuXcj2vPIebhZC6fe62FIpFkuVMKt6cPae61TkY4kViSqldj3z8ZzUxWnK6LHk/ky7fT+qu/MYYNwit6r+5wwCEIAABCAAgT0hgNzak45eoJnIrQUg8QgEeiAwJrnlCKp8Al+XW75X7k00M2E3DE/cJcIqiVGlL6JoigiYMoKmjN6q35ccKgVZwwbj9fvV5vRVGtdrO8d9llvu86ovLJK6+tjP3AuXy5cQ1J9XfpZN4lv+WEhZFMX3PI5a7pXj2vedVzFsSim2VJ4e/1WbXs3y8+9IJLeK8V+x6m+8Irf6Y0lOEIAABCAAAQjsCAHk1o501AaqidzaAGSKgEAIYVRyy/Iom9gncssyq5z0pxP2qjtLERBHoVgaRHKgFFtO2vBMJi7KMi0FIqFhaZHlUdwvn3fG2zvutdyqjSf1gcdMvf/q48DPSAz5PI/os9C6cLt5HMTLAssIvmi8WRyV4zPbZP5x69sS68ta2+oSvekwWvZYyrJs6DmtZZfrb7k17LhFbm3v95+SIQABCEAAAhDYEoHpyq3r4WL6xsGXroTbnZyd5ny48mHTg7fDlZf0JkffT783pWm49uGVcF51m1ufNK3LS98m6fqkzy/3Hbm1HC+ehsCqBMYlt6KJeiymlmqcJ+5xxNVSGUQPWwpIhlgERLeT01x+zH8uSTbo1/2WW32Mp0G7p2O/tyXKtZRdUaoOPW6RW0v0JY9CAAIQgAAEIDANApOUW29fDCdTsbWQTNpVuZXLrvOvd6u7eSMWuTWPEPch0A+B0cmtNZrlyJp6tNUaGU4g6d7LrdH1YSxMqwiyevTYkpVeU24tWdrSjyO3lkZGAghAAAIQgAAEdp3ApuXWj37+OHzy+b80Yrv76G449+K5xnuLX7Sgmo2Muv76vMiteaU4csqRUun3eemL+2tHbrl85ec6SHBdDNcXrELTY8itJipcg0D/BKYpt7z8qn9eu5YjcmtsPTYrt9YSW2oecmtsnUx9IAABCEAAAhDYdwKbllvPHr0X/vXX/9/wtR9/MCO5epFbZdRWh+iJ5NKV12IpZDEWpfWzivx67coSyxJj6ZRHVl18uxhtzlPLEsv6ngzzI6+cZyy3lKfrfTKUZawwsJFbK0AjCQRWIDAlubVC8yefBLk1+S4efQO3Grn1/PPPh3feeWf0kKggBCAAAQhAAALTIrANuaUy9ZNKrj7k1u3Xz+dLEl/LY5jK78UyxUz+WC6VSxctsyyJiu8zz+WSarE9t5yX0+hYSCnn+9L5fO+tsh6ptErHWpvc8vVFBFmaZ/UduVWx4AwCQxJAbg1Jd/t5I7e23wf7XoOtya0bN26Eg4ODcPbs2X3vA9oPAQhAAAIQgMCGCWxTbqWS65376y9LLGXWQnIrlUkWUrncSvOqIqSczlLJ39s773oWIVZEVlluWXYp9qq43x291VaerxO51d4D3IHAeAggt8bTF0PUBLk1BFXyXIbA1uTW0dFRJrfOnDmzTH15FgIQgAAEIAABCKxNwIJpc8ebWdRWU3n/04s/DWe/cX6tNpVCKnkToeVRLXIreaaSV3W5VQknSyTLrPR7VPVSYMWRW4ncisp3vfOyLNmiaK8s67by/LzrFdVjiVMit5aAxaMQWIPA77z2fjh69+M1ciDpWAloT8nf+MbPeq3e3x4/Dr/+tf/Wa57vP/48fPFbd3vNk8zGQ+DrP/kofOVvGl/7vHIlT5w4kXkrZXDQlgtyq40M1yEAAQhAAAIQGJqAJNMmP9pzKxVb/+r5n4Y//eH74acfvLv+hvKxVCqit9S+deTWSedT5m2J1CabkvKiTd9rcq3cAN75zIu88nMuP2tZuOhljZEsW6VPkVurUCMNBJYn8NW/fxD0w2d6BH5w/ElQZF6fnyHklup36tvvhTsf/arPqpLXSAhc+P4HQdFbfX6QW33SJC8IQAACEIAABHonsE25Zan18NPPs3b1seeWMnIU1ElLn+hYk0szMsgRUMvuuTUbndVWh1r5Ub3yuhbltvay5Va9vDxtLLxaM+i8gdzqxMNNCPRGQNE9X/7uz8M/fPBpb3mS0fYJPPz0n7N+vfXgs14rM5Tcsohre4Nxr40gs40RUFRo34JVlUdubawLKQgCEIAABCAAgVUIbENupVLL9e5LbmX5lVFWkQhKI7Dmya1ElJ1//XrL2xKjMp5z9JVFmd6yeL01cuy6N8CP9t8yj9lji9yaacdsykWuILcWocQzEOiHgCJmJLi0fIjP7hOQKPrSd46Djn1/hpJbqqeie85d+wWite9O20J+kpSKCJXYkmjt+4Pc6pso+UEAAhCAAAQg0CuBTcut79/9ZXCkVtqQXuVWmjnf5xJAbs1FxAMQ6JWAJqPaF0eS65Xbj3vNm8w2Q0DRd9pDTUJB+1gN8RlSbqm+aoPGoJaysUxxiB4cPk9JSi0zHXK5M3Jr+H6kBAhAAAIQgAAE1iCwabnVVVXkVhed4e8ht4ZnTAkQaCIgufB7R/+UTU7/+PUHCIYmSCO6JinpiCdJoaFfDjC03DJaCxKJOp2zXNFkxnmUiNS/F3oxgMTkUHLVrUdumQRHCEAAAhCAAARGSQC5Ncpu2UqlkFtbwU6hECgJaLL65z9+mEkuSZO/+MdHoe/9m8rCOFmKgPpGwkcSUm9DlEz4u/f7X4LYVKlNyS2XraWVat9vfvPd8Ad/fS98521FXPe/zM3lcVycgMacorO0BFaRWvr3Ymip5doht0yCIwQgAAEIQAACoySA3Bplt2ylUsitrWCnUAg0ElA018Uf3s8msY7MkGRg2Vgjrt4vSuZoqaj7QCJBwmcby0c3LbcMU5FbGnMSXBJdEq6KFJL8IqrLlIY9Sm5rXz73gfZHk9zahvRGbg3b1+QOAQhAAAIQgMCaBJBbawKcUHLk1oQ6k6ZMioAiMxQ1pAmuJItklyKINMmVaNhU5MakoEaNkcgSR0XKSWApKkYyR4zHED23LbkVIcpOJVwVKaRli4pek+zSnnGSL+LHZz0CElZa4qrfa+3jpjGosSjGY4ieQ26t17+khgAEIAABCEBgYALIrYEB71D2yK0d6iyqutcEJLMUQaRJsESDZJdkg841Ebb0kozgUxFQ1JslliKQzE4SQeeK0pJE3EZUTFXL2bOxyK20ZhpfElsac+L35At3Mvmqc41BSy/ka52clhZaYkmmmp31j5HvAAAgAElEQVRElqSW2On+2JaCIrfq/cg3CEAAAhCAAARGRgC5NbIO2WJ1kFtbhE/REFiTgJaJSdxIKFh6KbJGwsHiS5NoSR3dVySInh+byFkVgwSK2mNpoDb6LYaSf7F4kcRSBJKe3wXxMla51dRXFojib+mV8nfUoZ5RH+hnbCKnqW2LXJPwU3skSdU+jTX93llgaRxqaaEllp7T87vwQW7tQi9RRwhAAAIQgMAeE0Bu7XHnJ01HbiVA+AqBiRCw+NIkWlJHk24tcdSEW9EimnDrR+eeiOvoKDA9rx9PxJVP08+yosxCqikvXXN0mst3tJXrKEngukug6LqlgdJIdCmfXRBYXUNtl+RWVzssvuJ+dV8qes596Ws+uv99dL+2jZtlRZmFVFt+FsYu39FWrp+WCrvuEsq6rmf0vJa1Ot8uNrtwD7m1C71EHSEAAQhAAAJ7TGBMcuvRp4/CmefPhJPPneRnSwz+6L/80R7/NtB0COw3AckpT8R1nDep9+Tex1iUebLfdbSQcvr0GEf4SBQ42sp13NTbCrc9KqYitxbl6P710VLJR0fkpePF32NR1jX+fM9CyunT4zzJuy8veUBuLTqCeQ4CEIAABCAAga0QGJPc2goACoUABCAAAQiMmMC+ya0Rd8VeV+2pp54KTzzxRMbgoI3E0dFRODg4CGfOnGl7hOsQgAAEIAABCEBgEALIrUGwkikEIAABCECgFwLIrV4wksmaBG7cuBFeeeWVLBfk1powSQ4BCEAAAhCAQP8EkFv9MyVHCEAAAhCAQF8EkFt9kSSfvgggt/oiST4QgAAEIAABCPRGALnVG0oyggAEIAABCPROALnVO1IyXJMAcmtNgCSHAAQgAAEIQKB/Asit/pmSIwQgAAEIQKAvAsitvkiST18EkFt9kSQfCEAAAhCAAAR6I4Dc6g0lGUEAAhCAAAR6J4Dc6h0pGa5JALm1JkCSQwACEIAABCDQPwHkVv9MyRECEIAABCDQFwHkVl8kyacvAsitvkiSDwQgAAEIQAACvRFAbvWGkowgAAEIQAACvRNAbvWOlAzXJIDcWhMgySEAAQhAAAIQ6J8Acqt/puQIAQhAYBcJ3HrwWfjB8Sflz9d/8lH46t8/KH8ufP+D8L997/3Wny995zg8+cKdhX+++K27rXmpnN87+qeybNXjz3/8sKyb6vl373+yi5iXrvO+ya14DOo8HoM6/53X2segxs1vfvPdhcegxuuXv/vzznH4lb/5sFaH/3Trv9fG4Z2PfrV0n+56AuTWrvcg9YcABCAAAQhMkABya4KdSpMgAAEIRAQsrV65/bicpFsQnPr2e6UIkJyK5dW8SX0qIVTOMp/3H39ekwRpfnF9JTX++PUHtfqdu/aLsu4SGq67ntPzlhC7LsGmIrfcv5amF394v+yz3/jGz8q+dD/6mMqto3c/7hw3Dz/952WGYfiHDz7tzM/1dT1Sydv0OxSLWdd3ShIMubXUEONhCEAAAhCAAAQ2QQC5tQnKlAEBCEBgWAIWRZqAS0pJDDiCxdJqyhNuCQ3LE0V4iYMlRCzBxOUP/vpedl/ybFkhN2wvNue+S3JLoug7b/8y46vxlrIXf0vTv/jHR2WfffL5vzQ3fseuLiKSHbEouedoxGWF3LaxILe23QOUDwEIQAACEIDADIExya1Hnz4KZ54/E04+d5KfLTH4o//yRzNjhAsQgMC4CCgCxFFNllieMEvqKNJEomfXJsyboCwusXzxUkpxlGxQtJcEzZg+Y5VbiojTWJOsssTSEr9YHu561NwQ48AiWnLP0YgS0fodVkSlfocV7aXnxvpBbo21Z6gXBCAAAQhAYI8JjElu3X10N5x78dwe98Z2m/6juz8Kh9893G4lKB0CEJghoGgQTYQVCaMJsJZBOQoLiTWDa6UL4ijGivaSoNEyOQkviYZtC5qxyC0JF8sY7VUloSWxJcG1bUYrdfrIEklmibHGnCSXf9clC8V4TMsakVsjGzxUBwIQgAAEIACBEJBbjAITQG6ZBEcIbJ+AZIvEgUSWoosUVaRorTFHc2yfWn810DI59YFEgySOImskGRT1tekldNuSW4r8UySbRKpkn4SLl9H1R5qcughIaGnMpf8WbDu6ELnV1WvcgwAEIAABCEBgKwSQW1vBPspCkVuj7BYqtUcEFKGlSayXGI4tWmOPumKmqRI9kgwSXBZdirLZxGfTckvtlNBSOxXJJqm6aaG3Ca67WIajOBVdKPGtSLptRHQht3Zx9FBnCEAAAhCAwMQJILcm3sFLNA+5tQQsHoVAjwS0pEtL4BShJaFFdFaPcAfISqJHAkiRTBIMOh/ysym5pWWZEqsSeBJafMZNQFJLkXRepizxtalPq9y6efNmODg4CM8888ym6kI5EIAABCAAAQhAICOA3GIgmAByyyQ4QmAzBBQNJJGgZW9aAsdn9whIMLgPh5ILQ8styVUJEi19Razu3hhUjSUjJccVybWJKLtWuaXKvPzyy+H4+Hg3SVJrCEAAAhCAAAR2lsB+yK3r4WLt7YPnw5UPN9llt8OVl5reAJnU48Mr4XytnifDxbejes67Hz26yilyaxVqpIHAagS0Z46WFg0d9bNa7Ui1LAEJIknKIZYqDim3FK2lem9jaduyjHl+PgFFcikKdIg3pR4dHWXeSrXolFvzq8kTEIAABCAAAQhAoH8Ck5dbb18MJxNh5O/nX7/dP9DGHNvkVi68sno0iCvVs5Rb8+43lrvcReTWcrx4GgKrEtDEU2ILobAqwXGmU79KLPT95sCh5JaifbS3Fp9pEVAUqMZh3xFcTz31VHjiiScyWMitaY0ZWgMBCEAAAhCYBIFNy63v3/1lePjp543s7j66G869eK7x3moXo4it166XWdx+/XwhvC6G6mp5e4ATy604UsvXJLguhiuuU1TP8OGVcKWI3Crr3HK/j0ojt/qgSB4QmE9Ab+DTD5/pEbBY6LNlQ8ktLUVEsPbZU+PJSy8C0Jsu+/ycOHEi205LeSK3+iRLXhCAAAQgAAEI9EJg03Lr2aP3wr96/qfhT3+osPm65OpdbpVRW6nEqsRSFhnlqKiXroTbZZqToR7ZFYkyRYIlkilbTtia3uXFckvdV+V5/iULt/SZvJtLufVc8/0+BgNyqw+K5AGB+QS0ETkbds/ntItPKHrrN77xs16rPoTc0t5aehsin2kS0HJTvXm1zw9yq0+a5AUBCEAAAhCAQO8EtiG3VKZ+UsnVt9wqhVAsogqC119rWBL40vlkzyuLpEpCeUmjjqX8KuVYmt5SrU1u+bryupLsC+a07vK0Dul9P7f6Ebm1OjtSQmAZAloypI2f+UyPgPbcevKFO702bAi5pYgt1XOoTfB7BUBmSxPQSw4UvdXnB7nVJ03yggAEIAABCECgdwLblFup5PrpB+/2uixxabkVRUXF8msmn1JmXQnZrl3+Xqa3iLIcs8Tyd3ejr3tvrep7LtHan2++73xXOyK3VuNGKggsS0ByS1EzvCFxWXLjfl7RUNpLbVfkliLMtJn8EJuPj7unpl07vaRC/74gt6bdz7QOAhCAAAQgAIGEgAXT5o43s6itpvK+9K2fhv/lxX+f1HCNr+USwzTKqZJIM8sSi+IstBSd5fM4ais71zJEPW+55e/B+VtOpd/dplSC+bqfT5Y/+naZf9v98sGlTpBbS+HiYQisTEByS/vh6Ki3m/W98fPKFSPhygS0zPRL3zkOegvmrsgt7bklESLBhWhduetHk1CS8uIP72cvCfj6Tz5Cbo2mZ6gIBCAAAQhAAAIbISDJtMmP9txKxda//ctb4T/+5H7oe1livKdVvEdWJasK6WU59ZwlWCWXJL/K5xuWN2bsnH4puWWxdTKcLPbqKt+MGBrKfPti9ebEpvs9dCJyqweIZAGBBQhIakkmSGppeaKkiCQDkmsBeCN7xBvI662DjoDaJbklnFqaqDGpNkjO8dktAvp3Q3ts6d8RHfWRPCdya7f6kdpCAAIQgAAEILAmgW3KLUstN6F/uRVCKKO38j224uirUiZZTmmj+NpPKr/q92fSz5Vb9fR5WUV0V0s9y3295t03xDWOyK014JEUAksQsNxyEu1/pD1yvvitu9km0AgGkxnnUcsPFRkjmZD2pWq8a3LLlBV9pmWVapfap3byGS8B/TuhTeP174YituL+Qm6Nt9+oGQQgAAEIQAACAxHYhtxKpZabNojcUuYz8srLBYuSff+lK+H66y1vLfQzkfxaW26VMqypjtGG9Y1tSO4b4hpH5NYa8EgKgSUISIho4/H0o8gfSQUJBi0Z04T1797/JH2M71sgoOgmRcVoCZ8lZNNm7Iqi2RW5pXY0fdQuSxONVY1JCVg+2yegfzfUN/r3Qf9OqG8cMRjXTteJ3IqJcA4BCEAAAhCAwOQJbFpu/cO92QmdIQ8mt1xA29HiKpZNbc9O+Dpya8KdS9NGRUDCYN7bEiUTLFO08beWjOk7smszXSnB4+gXSSBFMy0iG6f2tkQtu7RMkVDRuZbQIrs2Mw7FX/vy/c5r72fSVMdFZCNvS9xM/1AKBCAAAQhAAAIjIrBpudXVdORWF53h7yG3hmdMCRAQAcmtZd6WqGggLRmTXFHkkGSX8vjq3z/IRAPLGNcbVxI1klLiKYlomaXIFwmueLlXV0l6bspvSxQniRWJE4ku/ehc3CRhFuXUxXCf70lca7xJfOv3WxGAFuFNkZ5trHhbYhsZrkMAAhCAAAQgMGkCyK1oSSCRW+Hwu4eTHu80DgJjIKAJqyaxOq7ytkTJLskESQXJBQsVHSVndF356xk9yycnIHkgSSg+ElcWCJI0iojRdd1fRdIonaK7JBp3ZVmi2r3O2xIlu5Re3MRSUtDiVRFeui4pg3ytfgO1hFC/l5KE4qNxp3GjMSNxrXGpfxP0zLIf5S0Brn8DWJa4LD2ehwAEIAABCEBg5wkgt3a+C3trAJFbvaEkIwh0EpAIsHjq822JkgipvJFs0MRZE2iV60gbT6Bdj84K78BNiatYGkiuqL0SBmq/5UEq/9ZtmspUOcrXex+prD4/f3v8OPz61/p9s7HElOSWPlqC6TasK6IsXmN5Y/kqLipHP5IwkjuWsOuW2yfvVfOyuNKYUNv0o3Gh9oq12q+ITX2P5V/T3m3L1EHMtWRZv+M66iOu7Lm1DEWehQAEIAABCEBg5wkgt3a+C3trAHKrN5RkBIFOAprcagLsj0SDpJMiXzTpHWKirwm0ynSkjZc+qS4WYJp8W4Lpun40QfZEPZYRyqvrp23CrqiornS+Z0nnsiVDXCcdY2mleuu7rlsaSK4oryH2KFMblL9ZqZz4o/r0+RlabrmuYi4RpXapfatEsDmvtqP7VxJGfesIuliAiV/c1zrXePVY0FERYc6r62jhmNZHv2Nd6XzPks5l6/c0rpullepscaX7fl5MlZd+x/v+qA0a7/p3Q78fcX8ht/qmTX4QgAAEIAABCIyeAHJr9F20sQoitzaGmoL2nIAmv0176Ggirsm0JvqaNGvCOoSc6cJvCebJvSbJnqjraBkRT/CbziVINOFPfzQRb3o+veYIK5ctGeI66bgNLqqDJJolZJPAUxSN2tznZyi5pXY0fdQuSxP1i8bkEHKmqWxfi/ta54o09FjQUcv50jHT9F3CKR2D+q7fsabn02uWpS5bcjiu26a56N8N1Un/PqgN6psmgafrW4vcunz5crh586b7kiMEIAABCEAAAhDYCAHk1kYw70QhyK2d6CYqOQECmkArEqXro0mzZYoiqyR79H3TUqerjlO+J8Hj6BdJIMm6RWSj5MOuyC3Vs0nQxf0qkWOZIqGicwmeTUuduE77dG6xJ5mn/tJxEdmoCLOtyK0bN26Eg4ODcPbs2X3qJ9oKAQhAAAIQgMAICCC3RtAJI6kCcmskHUE1Jk9Acou3JY6nmyVqJKUUnSOJaJklOSDBFS/36qq1nvPyuq7nlr03VOSWpKki0Zoif5rqKE4SKxInEl360bm4ScIsyqkpb66FTFxrvHnJsGSWRXhTpGcbM8lH/fuyFbl1dHSUya0zZ8601Y/rEIAABCAAAQhAYBACY5Jbjz59FM69eC6cfO4kP1ti8NUffHWQcUamEIBARUATVk1ideRtiRWXoc8U9ea9vDTxF38JBEkaRcRI0uj+KpJG6RTdpX2QlGefn6HkltotESLBJTm17EeyS+nFTSwlBSXMdO7lfJIyQ+wht2xdx/K8RKJYSxKKm8adl/CqHzQu/bKHZeusvBVdKEG7tWWJyK1lu43nIQABCEAAAhDoi8CY5FZfbSIfCEAAAmMmoMm/Jrjan0lRGprcShLo+zofSYRU3nizeJWhch1p4wm067FOuWNIK3EVSwPJFbVXwkCyST86915ekot6ft2P5I3KUb6OgNoluaX2a2mi27CuiNIYjvtB8sbRbOKicvQjCSO5435Yt9x1+7GP9BZXar/aph+NC7VXIlHt96bzsfybtzR0Xt1UrpYs63dcR33ElciteeS4DwEIQAACEIDApAggtybVnTQGAhDYAQKa7MZiRREwkk6KfNGkd4iJvibQKtORNl76pLpYgGnybQmm6/rRBNkT9VhGKK+un7YJu6KiutL5niWdy5YMcZ10jKWV6q3vum5poMgV5TXEHmXqL8lBR3ypnPij+vT5GTJyK66nmEtEaQyI3yoRbHF+TefuX0kY9a0j6GIBJn5xX+tc49VjQUdJRefVdbRwTOui37GudL7nCCuXrd/TuG6WVqqzxZXu+3kxVV4aM31/lK/46d8N/X7E/YXc6ps2+UEAAhCAAAQgMHoCyK3RdxEVhAAEJkZAk19NTNOPJuKaTGuir0mzJqxDyJm03Pi7JZgn95oke6Kuo2VEPMFvOpcg0YQ//dFEvOn59JojrFy2ZIjrpOM2uKgO7hvJljZhoTb3+dmU3HKdNQYkCd1XGpNtbXWavo9xX+tcMtFjQUdFhKVjpum7hFM6BvVd/dj0fHrNstRlSw7Hdds0F0m9uG/0+9kU8Ync6ntEkh8EIAABCEAAAqMngNwafRdRQQhAYGIENIHWBLnro0mzZIoikhRZJdmj75uWOl11nPI9CR4LAkkeyTrJxkWi6nZdbsX9qnEqmSLZqh+dS/BsWurEddqnc4s9yTyNKx0Xiarz2O2T1YkTJ7K94pXnQVvG7LnVRobrEIAABCAAAQgMTQC5NTRh8ocABCBQJ7CI3IpTKDJDy5skV7wcT0d910QX4RXTWv5cIkvCxks1JRMlsxSlJkkQL/daJPcpya24vRJaGm9amifRpagoyRZFNWl8IrxiWsufS2RJYGvceZmm/q3QuFTE1jIf5NYytHgWAhCAAAQgAIFJEEBuTaIbaQQEILBDBJaVW01Nk9DSRFiRNBZemhB7OZ8mt5osNy1ZaspvH66JmSSMZIyXV0pESWRJ2HiT/XWZTVVupWNEy2glXcRT407CS2JQ41vjUtd1f5FotzTvqX4XM/1eShKKj+Sgl/CKm4S1fnfXZYbcmuoIol0QgAAEIAABCLQSQG61ouEGBCAAgUEI9CG3miqmCXEqb7xZvMSDynWkjSbW3j9o3Yl0U102eU0RQxIGFi1qmzf+dgSMhJMkYCr/hqjnvsitJnYSg6m8SftA41ByUf2kHz2vn2Uj5JrK3+Y1yVO1Q2LJbVNb9aOlrRoX3nQ+ln+KHOz7g9zqmyj5QQACEIAABCAwegLIrdF3ERWEAAQmRkCTXU2CN/lZVABpAq5IEk/KdYxFhCbtmjhbSAxxlHSzHNBR0SxxfRypprrqZ2ziTnXq87PpDeX7rHua1yICyP0a97nOV31j4qpjVJGR8Ti0MHW9NO5cVx01LnUv/n1x2ZsWd8itdOTxHQIQgAAEIACByRNAbk2+i2kgBCAwMgKaAGvSO9aPIkk8KdcxjkTRZN9L+jzJ7/soiRBLBUmGuD4SJGP+ILf66Z24z3W+6hsTVx2fkqrxOHSko+s15j3GkFv9jEFygQAEIAABCEBghwggt3aos6gqBCAwCQJjl1uTgLzFRiC3tgifojMCyC0GAgQgAAEIQAACe0dgbHLrnfvvhB/d/RE/W2Lw6NNHe/c7QIMhsGkCyK1NE99secitzfKmtFkCyK1ZJlyBAAQgAAEIQGDiBMYkt+798l448/yZcPjdQ362wOC3/+q3wx9+7w8nPuJpHgS2TwC5tf0+GLIGyK0h6ZL3IgSQW4tQ4hkIQAACEIAABCZFYExy6+6ju+Hci+cmxXeXGqOIOYlFPhCAwLAEkFvD8t127sitbfcA5Q8ht06dOhWeeOKJDO5BG+Kjo6NwcHAQzpw50/YI1yEAAQhAAAIQgMAgBJBbg2DdyUyRWzvZbVR6Bwkgt3aw05aoMnJrCVg8OgiBIeTWO++8E27evJnVF7k1SLeRKQQgAAEIQAAC6xBAbq1Db1ppkVvT6k9aM14CyK3x9k0fNUNu9UGRPNYhMITciuuD3IppcA4BCEAAAhCAwCgIILdG0Q2jqARyaxTdQCX2gABya9qdjNyadv/uQuuQW7vQS9QRAhCAAAQgAIFeCSC3esW505kht3a6+6j8DhFAbu1QZ61Q1S65defRZ+H7d3+5VK5/e/w4/PrX/ttSafTwf77zUfjFL3/VmO7OR78Kp779XuM9Lu4+AeTW7vchLYAABCAAAQhAYEkCyK0uYNfDxedOhpPPnQznX78dPXg7XHlJ18+HKx9Glz+8Es4XzyuNfi6+rftVPvn1i+F6lGwsp8itsfQE9Zg6AeTWtHu4SW5Jaj179F7Q39w//eH7SwFYVW6pvBN/cTP8nz/4+YzkQm4t1QU79zBya+e6jApDAAIQgAAEILAuAeRWF8FYSsUiq0FuNYitdrl1Mpx8bXx6C7nVNRa4B4H+CCwvtx6HCy/cCZIm8c+F2LkvW73b97K8nn7zs8VTrpJm8dxDCM3tXKqOS5Xnhz8Ll69GbK8/9o2VjrHciqWW/t5uWm65zFRyIbdW6tqdSYTc2pmuoqIQgAAEIAABCPRFYNNyq2uZxN1Hd8O5F8/11bQe8onlViykZuXW7dfPZ5FaNWn14ZVwJYvciqpiCfbSlbDOvDTKsbdT5FZvKMkIAp0EVpdb98KrWc6WQP7eWVzzzUVEVfFMKdEWSdNc2oJXi3ZdfRjeKlK89eZxLvQWEU5pfRcsNS/jOFx+EEJYMY+4KMmtJqll0fR//Oe72dJELU9c5Oc//NcPw//wtZsLPRvnd/7/uZPJNJeroyXXG+9/zLLEuNMmdo7cmliH0hwIQAACEIAABOYT2LTc6lomMV65dTFcfC1eZtght9KlimkXWG4RuZWS4TsE9obA+nIrhFevK9KoEDKrkFtAVOVl3Aml3FqlnKXSzMqtEBxVNb+tq9Y3lluWaeu0+ckrt8O//ctbM2LJkkn3/tf/+/bCP7919f8L/+M3lkuj/P/119vr8OW/ejv8m5feXap3eHh3CCC3dqevqCkEIAABCEAAAj0R2Ibc8n/g+/9B9oa3Y5Zb1y2lsoirWbk1d1+tty/mkV3ZXlzsudXT8CUbCOwkgbXl1oOH4WktUYyjmXzNSxcV/dR0zcTmyC2LonIZpMqK0zjvq8d5XbJyj8OF60Wk1SL1c13KY5PcCqEmnFxu3M5g2ZcsLWx5tiyuPHEkXJ6+XAaZtXe+VCuzKU68LPE//uR+o+Rads+tNP9Fv3uPL//N1fHf/dXb4ZV3HgWWJS5KcTefQ27tZr9RawhAAAIQgAAE1iCg/9iNlzEMfd61TOLNX/xspMsScxnlpYcX326SW+oEX8+jvGobztfkVrpB/Rod2GNSliX2CJOsINBBYHW5VcmbemRRIWcsuyx1/F11icVU0/eG+lpwlWXFebiMYgmhBVQu3NJoqwXql5XfLbdK6eS6xvWJBFdZXz+nY/Jsdct1rdiW0jBLs7rcchmp5NqG3LLUcp2QWyYxzSNya5r9SqsgAAEIQAACEOgg8L9/72cLL41YZhlF27PdyyR+Gs5+43xHbTd9y3tuOdLK38+H801vSyyrF0mumeWHVR61Ny2Wabd3gtzaHntK3i8Cq8st7bFlGRNJl0LclFFWjmqS3LKEKq6VgiiWPbVnqnwXkluFQLPccv552iKvrvrVur5bbpXSqlbfO6FeZrKMsuVZF5vW2xJMZWVtiPb/cpp5R0dupc9Zcm1SbqVSy3VCbpnENI/IrWn2K62CAAQgAAEIQGBEBLqWSYx6WWLB0NFbehNiGpl1Mdo8vnxuRm5ZfMVvXxxHByG3xtEP1GL6BNaTW1UU0pNJ1JQljwlaTmXXY5mlB9LvThQdnb6USnEaS6MF5NaMQIrKqJ82yS3LvHzzfNepqU2+5/r6e9OzLtfPOI2u+9qqe5q1yS2Xqc3mN/HpKmc4uVX0oQWrjisIwsX5uLxFX67g5xWpV4ncvLz43qL5NdXUYzbNv+lZl7lOebP5IrdmmXAFAhCAAAQgAAEI9Eogllvp/6O8C3KrvvQwElTJssNcfhXLDxvvORqsV7xrZYbcWgsfiSGwMIG15VYZvVVEKVk0vRBNkMtoqXyCPSOYYlHVUnOnKcVPnMZlLiC3quixuH4P87cT1souJvqRDLFoysVdXRq4fvm9ZG+uklFL+12uORXt0GWXuaqUmSe3XPQ2j4PILbOMxdao5VYV9Zf1Ra3+0VhduqPq47Q7OXKrmw93IQABCEAAAhCAwEgJSG6lUstV3Q25FUIoZVUkt7zhfBbRle+5df7123nTyue9F9f4xJYqitzySOQIgWEJrC+3qsirJy20LJtKsXAcLr95L3ip4tNX843eLYIWidwKwRPvYvP6VeWWcDbV70HKOSovbkf8XCQgZtrUUl8xmH22KtuSzKxyqRXVJZJtVar2s/2UW+28Xn3zYXirHdead1zuojKqeN4vQpiRmsfh6auK6lo0v6bqI04V5VAAACAASURBVLfCmTNnmshwDQIQgAAEIAABCEyGQNcyifHJrclgX6ghyK2FMPEQBNYmsLzcWrtIMtgggb2UW6V07JBCFpxXH4bL12OBZBlUbepfRgtGad4qy4gjriK51Xg/7XjLrXvhQk1iFXW4fi9cyMRq2g6X4zom911Ppb3+MFzO8o6XJSbpS6nm60l+abWX/L61ZYk3b94MBwcH4ZlnnlmyyjwOAQhAAAIQgAAEpkMAubXdvkRubZc/pe8PAeTWtPt6H+VWGf2WLFN1NFwmq2IBVBNIFjwWRzoWYshpHGk1E9HXlFbp22RR8fzVh+HVN/NoxrhuF247vzi9r8X1i8pwHcu6+TnLreb0eRSl78Xlrf/7sTW5paq/8cYb4f79++u3ghwgAAEIQAACEIDAjhJAbm2345Bb2+VP6ftDALk17b5GblX7nzXLLUuf5nHgPc9i6VTKrmhPtLoccp6WRf6ellHc11JTS6nrj0Mu55TG6SvZVIq7cnlqFWmmOpb3Z6Kx8jrM3He5WX6z5aU1XuX7EHLrlVdeCc8//3xWnYNVKkUaCEAAAhCAAAQgsC8EkFvb7Wnk1nb5U/r+EEBuTbuv91pulQIo7+NGUZU8M7sfWx75VJNbURrLorrcsoyyeFpAbvmlA14m2SKb6uXl7Yqvxef53XodfN+irzy2lNfHb8cQcuupp57KVhyqfsitPnqJPCAAAQhAAAIQmCwB5NZ2uxa5tV3+lL4/BJBb0+7rfZRbNUFVRjBVb55sE1UaCTUBZuH0QtubQC2OivvlSwRWkVtV2eqzZlnWFJlVr0Mpr9xuR2YVSytn7teG/+5Ebp04cQK5Ves7vkAAAhCAAAQgAIEWAsitFjAbuozc2hBoitl7AsitaQ+BvZRbIZJAM3tPJaIqisLSSCjlT5KuJsSSe9WeWqkcsnhaJHIrfuuon0/zUw19zXtp+VgItVJm+bqPRZ4t97P2lXlbzvXzuzFE5BZyq5++IRcIQAACEIAABPaAAHJru52M3Nouf0rfHwLjklvFxL0mHBJBULyFLo9sGbCfNlXOgE1Q1vsqtzKsTSInjWiqjTWliuTR9cf1SC7nF20AH++/VaW1HErG7kxfp+O95fvMhvRRHTPR5vLyAmJB9/Sbj2ffluh2RJIOuTXTOVyAAAQgAAEIQAAC0yAgufXl/+vLQZKFn80z+Msf/2U4/O7hNAYTrYDAiAlMVm4VciqftK/QAcitFaCtluTOR78Kp7793mqJN5nKUmhGiG2yErtXFpFbu9dn1BgCEIAABCAAgQkR+PTzT8Mffu8PM8EiycLP5hlIcPGBAASGJbBzcmtBHPW9kxZMNMHH9jpyq+/+RG6tRBS5tRI2EkEAAhCAAAQgAAEIQAACEIDAogR2Tm7NRFQlS7SipWQSO9mPl6IVaX29XNpoaeHntQwsLie978gd53f1ODzttL63aAcM/Bxyq0fAHgcj6+MeWzhIVsitQbCSKQQgAAEIQAACEIAABCAAAQiYwCjllkVR7VhsiB1Lp/Ltdt6A262q3jxXLku0iCpEl/clyu5bWhRvlMtyScopc46vO89CdtTyLBNs9wS5tV3+lB4CcotRAAEIQAACEIAABCAAAQhAAAKDEhil3KpFxiSbcsdyKXm7XRmJVUqv4s14Dd+DhZZkl8/jcpNyymcK4ZaVZbmVCLO4HoN23gKZI7cWgMQjgxJAbg2Kl8whAAEIQAACEIAABCAAAQhAYNflVtaDlkwST4WgSvfcSr+XsmoBueW0sdCKz59Ebq31i7QzG8qv1cr9TYzc2t++p+UQgAAEIAABCEAAAhCAAAQ2QmAScisjVey91bZEMInEqi0h7IzcehwuX9XeXfnSR6dDbvU3PDcqt9zXmZCs9murR9sl0YL9NbW/nNyOONqwyN1j1GM2v+w23QmSsbmwnV3O218Fq5yQWxULziAAAQhAAAIQgAAEIAABCEBgAAK7LrccVZVvEh9P1itx4ciqEEd4vXAnlEKjSRTEMixK9/TV42yTeuRWf4Nxc3KrEDylEIrGSLzfWrAIisdTd3stlMo93rofX/9u05gtc3X9c5GVXS7H8L3wanYhZVEm7v0EudU7UjKEAAQgAAEIQAACEIAABCAAgZjAuORWXDPO+yDAnlsRxULwVAIqlluRCFpBblmyVnlH5Q5x2im3QqhErmRWJbvi+m1KyCG3hhgA5AkBCEAAAhCAAAQgAAEIQAACJQHkVolikifIrapbcwHlyCVdt9y6Fy5c19JTv4DAMiiN3PLz+bN5RKCfLa4V+75dzvJzej/j70U+jRFkyieuY6i98CDP9154NZFblmvec06t8zVHG8b3MirOo9gzriLV7xlyq1+e5AYBCEAAAhCAAAQgAAEIQAACCQHkVgJkYl+RW+7QQjCVQknXLatSWZTKqPjZSGJlS1u9J1t0/erD8Oqb+fLVPFLK5RRLYQuplC+Lre6pr6qfSHBZQpX3k/rOLDks2lxLZ7FmHlGbakzi+/2cb1VuPfvss+HGjRv9tIRcIAABCEAAAhCAAAQgAAEIQGCUBJBbo+yW3iqF3DLKNFpK1y2WcpFULdOblVu+V+7fZnFUiCFHSZXL/mKBlcmn4/C0XkygKKloeWSZbymYXLajyKLIrXhfsLL8e+FC9sKD6Hk32c8UUqysm+97uWJZdnmj15OtyS1JrYODg3D27NleG0RmEIAABCAAAQhAAAIQgAAEIDAuAsitcfVH37VBbpnonMit7DHLrkJERTKplFBl9FQRZdUmtyzOHMV19WHIlhT6e7H00PmWLzcIIcxcs6SKJZSvlfWJIr2ytkSS7Pq9PCIsTh8/M3PdzPo5bk1uHR0dZXLrzJkz/bSEXCAAAQhAAAIQgAAEIAABCEBglAS65VYx2Ve0ycxk+k6Y2cOnjxY2lBNP/JcrwhP8dOKvXLruNZfi6Jys3UX0zep1UxmWKfFytOgtjlk1mp7Jl5jl9WlqW1V/5FbFYpaX2VYMLZby5YHVUr7yesv+VB4bcXRUfi0XZRoneR6FOCuE0my+HpdRJJZ/J2IJVV6rIrfisVjmm6Wp8oyfKX+nW9pUkVvvDLm1Hj9SQwACEIAABCAAAQhAAAIQgMAcAl1yK58gFxP/cjL9MLylPL3PT98T47ScOfXvvF3kVZvQlwk84a/ERnmr4cSyoMyrT7kVSQuXUy5/KwWY6xkLmeK8ow+QW1FnRssB86sxSz/ncSHhWMmtUgSVkVK5kLTMstzKpFgqrrxRvcd2tlfXZ0WBrkNdcNY2lXe6aJyU9dE13y/rW+Xp+pW/r/Fm9TM8zKDfI3KrX57kBgEIQAACEIAABCAAAQhAAAIJgXa5VUzyLU48gfYE2999P8l35a/O1+WsnJGXd0WCopaXJYalUe3mzBdLp1QWlLJrJsUiFwoJUWur6+V6W1S4nr6ff5+NRqqXi9yKeRTsSt4p2+JZi9tSFhXXPTYjwVWOh/ie8y+vue9cXhSVlWVdXc8jxvx8Uq7z1WXnXVyr5JqXVKaRlR43vp6yKMoa4IDcGgAqWUIAAhCAAAQgAAEIQAACEIBARaBVbhWT51LeJJNpR4Jk932vnPQXk/NSEuRRKXlenmRb3iQTdecVT+RVXed19Tg87XLSZ6pmVcsOW59xPZK6NuRvsZWLh/qm4FmbirqZlZ+X+PC5I7Hq3wupkdTRz+TixOKjqKf5WCoWZZeSpcYgZHstJZdG9/XOR78Kp7793mbqlfLbTKmjK8VLJi8/GL5qyK3hGVMCBCAAAQhAAAIQgAAEIACBvSYwT26V0sRSwGJJRwuW8l4krCyjimdqwqZDBpURKVE5WR2cXyGCavk19eAc6TOz59ac/GfKi9sQn0cbgufsLNHEJpVZ6fe8IS4rl2WWW/GytSiyZ047idxqGhxc2yQB5NYmaVMWBCAAAQhAAAIQgAAEIACBPSSwtNxKoowyZJZb0T0vk5qRY5nsiqWO5U8SmRTllZVh+ZTIMkdLpV03b7leq9xqyd/CqWxPLLTi8xm5FUWmZcIuEoDeTytpa70syy0LLfMq8inYl/VKQCC3EiB83TgB5NbGkVMgBCAAAQhAAAIQgAAEIACB/SIwT26V8qhBYJWkGu51y60QymVRtx/mywwLqVRGbiXCp1yW2CKfyrpkJ4UQcp71m8U3S6JCGs2RZ3XhVC2TzPj0KreSelmARRuB1+pSlI3cauxkLo6AAHJrBJ1AFSAAAQhAAAIQgAAEIAABCEyZQKvcCoVksSBqEFgll6Z7Cwqfp68eN7+Vbh25lZUdR0iVNY1OEolU1NdLLS2QLPf8vZRIcfuStHWx53KOw2WLvLJtcQRbXjWndblhRm5F+T2wJHRUV9S84pTIrVkmXNksAeTWZnlTGgQgAAEIQAACEIAABCAAgb0j0C63vBn6nOWCItYkt3Td0qfYP6sSNrppSeO3txXonVe051YmnJzX3MitIt9SIBX5zhxcfg+RW3FbXrgTcmGXvxEvlVWWZLlE85LDeD+tVMo1PeO37c2PUENuzXQ8FzZMALm1YeAUBwEIQAACEIAABCAAAQhAYN8I/N7RP4VXbj9uafZ8edKScHuXCzlWF2nbq86QJefirD1q6+Gn/xx+85vvDlmFXvLelXr20tg9zOQv/vFRuPjD+722/MSJE+Hg4CDLM//fhuyPjo6yh86cOdNwl0sQgAAEIAABCEAAAhCAAAQgMBUCQ0RVTIXNrrdjl/q2K4Jw1/th3+s/RN8it/Z9VNF+CEAAAhCAAAQgAAEIQAACCQFFb0mE8JkOgX/44NPw5e/+PCgqahc+dz76VVZfHflMh8BX//5B71FbooPcms4YoSUQgAAEIAABCEAAAhCAAAR6IfDJ5/8S/uCv74Wv/M2H4f3Hn/eSJ5lsh4D68s9//DCcu/aLsGuiyEIO0bqdsdNnqRp7v/Pa+4OILdUTudVnb5EXBCAAAQhAAAIQgAAEIACBCRH4+k8+Cqe+/V42Id01MTKhblipKYrQ0t5G6r8/fv1BkOTaxY/aceH7H2TtkOTa1XbsIvs+6nzrwWdl/x29+3EfWTbmcerUqfCFL3whu8eeW42IuAgBCEAAAhCAAAQgAAEIQGB/CUgmWJIo8uI7b/8SwTDi4fCD408ymfDFb93NpORUIu8kVyW51C5FFCqqi884CUhISkQqWvBL3zneyBLn+/fvh+Pj4wwIcmuc44JaQQACEIAABCAAAQhAAAIQGAUBRV5ouaLeuKejJrBEdG23ayQS9HZLCR+JH23WPeUIJ7VXEYXaP8xRhRqXRHRtdxwqQkv9ov369O+DROTfvf/JViqF3NoKdgqFAAQgAAEIQAACEIAABCCwWwQkEhTB5eVikgySK5IqmuTyGY6AIrEksy7+8H4meCQSJBQkFqYSpbUoPYlVRRUqovA3vvGzLFJIG5ZLdkmC8RmOgCLnNOYkuSVVFaGlfwM0Nrf9QW5tuwcoHwIQgAAEIAABCEAAAhCAwA4SkGTQRFeyS5NcCRdFEEk0SIJtK4JjB1HWqixRKFkgjhJYkogSCTqX1GFpXg1XNs7ESrJLY1BjUfJF17RckyjDOq9Fv4mdfr+1d5t+ryUSFTknmaXf77FJVeTWoj3LcxCAAAQgAAEIQAACEIAABCDQSkBRM5oQSypILmjvnSdfuJPJBksvyRk9s+/iSwJLHBT1ZokV85LI0nVJLuRM65BrvCG2ki/ip3EnOahxqHNLL90X/31nKwb60Zs1LbFiXhJZuqdnxr4EFLnV+OvARQhAAAIQgAAEIAABCEAAAhDog4BFjmSDltVJMljkSDroXNc0kdYzihbxpHts0SHzeEgAuO4WLJYGaqOiX2Lhp6g3S6x9F37z2K57X/3iPpHkUn9Y5DjqUNfUH+4T9+W6ZW86vaSd6y6hrPZorKl9ir7SGLTw0zWNUUusXRV+yK1NjzLKgwAEIAABCEAAAhCAAAQgAIGSgKSOJuKSWpqES3Jpwq0fLcfzRDyWQr5vOWQhkR5jUebJftfR8iPNx98t51x+LOlUP8kr33OUkKWByh179EvZKXt24qhD9ZH7WtFz7st4DOrc132UHHK6pqMi8LrGXXrPQqopL12znHP5lnSup777nsas0ihKUOVMdVkrcmvPfmlpLgQgAAEIQAACEIAABCAAgV0l4CgwywAv62uTALEo82S/62gh1Zafl1W6fKKtdnUkrVdv97+PEphtY0bXY1HWNf58z0KqLU8vq3T5uxpttV4v1FMjt+o8+AYBCEAAAhCAAAQgAAEIQAACEIAABCCwQwSQWzvUWVQVAhCAAAQgAAEIQAACEIAABCAAAQhAoE5gonLrVrh0+iAcHByGa/X28m10BK6Fw4PN9tWta4fhdDY+Nlvu6NBTIQhAAAIQgAAEIAABCEAAAhCAwAQI9Ci3boVrlyQNToeDTFZIHByEg9Onw+nDS+HStVsr4LoWDjMJcTpcWir54nLr2mFRz8N5GswSpng+auPp04cd7Vs1nXCZaVLm6dPhcDkgBXtzSfIr2qK+O7x0KazUVWHVdjrdhkTktcNifGpcHobD0xsqd4XRTxIIQAACEIAABCAAAQhAAAIQgAAE5hPoRW7dktSKZE8mtCS1yugYyZRVJMLQcstiZZH6Rc9mbVP7Ttfb3SjIVkx361It76ysWnmr8IzkVtyGWr65+JKQXMonxnIrzjseF518VmlPMsBvXQuXDk+H063iz+1fVpYm5fAVAhCAAAQgAAEIQAACEIAABCAAgdEQWFtuXTt0pNbpcNgS8nPrliTVpQ0uEbTE6BYmty7ldXe0WaN7KbvKkqohT7XP0U8zYsX3lknnNC1MM4mzCk9zaZM7t0Jtyd5SUU2u8zLtFNyOdCX7xU7K/pzpgyK9heHpZcXdYuXzFAQgAAEIQAACEIAABCAAAQhAAAKbJ7Ce3PISr6UkyCYaaYnTIFrK4qNnFpIecyRMax4rpCu4tkcglY1Y8sRtbpNbzs7PHYSDbuPnBPMl1ap8ohLmnSK35hHiPgQgAAEIQAACEIAABCAAAQhAYHoEWuXWzZs3s72JnnnmmZZWW9rMEyUtyQe9bDnTIbcsWzJ54+e72uL2tuXZdr/tugHM3p8raZx06eMi7XSmrlcXEz+ro5/vm09cRvf5XG7ucyK3ukFyFwIQgAAEIAABCEAAAhCAAAQgsEMEWuWW2vDOO++0NmWuSGhNWdywaCjkUrW8MZYjc4RJscdSvIH96cNr4VawxInzqlfI9Xdgkr+3R0vNqUtrmSukKyPi+l4+Zy6LCStvtt/OJGa6Qjuz5F3pmjbU16b36uPq476Lx4HPs7p7rMX7fzUuI20uT/uPNa64db6LjOFCqGXLPst6JC8GyJbvRpv960UFcUOrJnMGAQhAAAIQgAAEIAABCEAAAhDYawKXL18OFy9ezBh0yq0uSrn4WEySNOYTiQFLlFxIxEKqQ3w4vUSB3vKnN995/6/Tegte1ybxljwNZbVG9XTUJWtgcX8m/SrpXD+1rUWsNEKdd9H5Lthvlmw2gJ3Zr9JOZdiWznWt92/54oKoTreuXcr73y8wUP9n46F4i2UmQaPxceDxEr3lMh5P0f2yPF1LX6jpNIfXwtwxrH7M9ngr3tLosarxq4yvFS9lcN3dloMF+6qzb7gJAQhAAAIQgAAEIAABCEAAAhCYFoETJ05kKw7VqhXllsVDLIeWhGQxkL2pr20C3yY+fP2gYRN7161DbrVIGwuKGYmRNc1lNrfZ0UOzUU5rpCsFx0FojR5aCrvZtPFOMnMfNQNJHl6jnVkkU8r1Vrh0eNgQMdXehvY+KKrq9rQKyKbxFLJN9mfFawihzE9vzWxjai65qKwFYjl9EcmVjh23Z/F9z5Iu4SsEIAABCEAAAhCAAAQgAAEIQGCiBHqQW56wp0KiIJZM2r1ErOZIomdq12vQm8uZO+kv826uX6vEapFeeZWa6xJu3QrNSyrdkFXT5enry9gkuepL8lzKYsd2MdSY3hzbOyhKtmo7W9JFOaen7v+0Wr6eSqIyvduTyC2n65JIfqaWt/M7kBQrS0lO3L5m+eWxqAi9mvhSLmX+zeM4KYivEIAABCAAAQhAAAIQgAAEIACBvSHQg9yyJGmZdN+6FA4VkeWfIjKlJgA8cW+a1JddYTFQLycXAs2yIE/aVb/mPPN0i9yL9kQq2pXJu9b9kZznsulKCLIcWfRQvERutb2YzKWLXVSu+6jWcdH92umq7XS6eh9XWd8K165dyqK48jFVcUyr1SigqowqWZSMufnjKRJNcVrzia/F5WXn3e3rrnN32pmiuAABCEAAAhCAAAQgAAEIQAACENgTAj3KrcUkiSfwNRmxshiwoGmTIerFjmccnRWLqYbzWl2zgWHRkO8BVYq7w3zfppmom3IwrZquzCA66YgSa21X3EfmEl+Lsk9Pizxr0UrpM+X3VdvpdGl/xm3NhVbGXHtpFcs10z7yOGutb+OYM5O0/LJhxUlRz1hkNea3QLroke46L1q3KENOIQABCEAAAhCAAAQgAAEIQAACe0CgB7mlIJjT2cZdrSIhAulnazLCYqB2MUqUnTaJj0Um/O3PVMvAosgyR5hlxyIyaKZeTXVJ69v0fdV0TXnl19yGGntFyxWbqNeP8Yb05rKY3HI5Mygaq7ZqO5vTecw0bajve2m9fL3GJa6rx1wsqLpEaJzWG9/HaZ1fWpF56aL73XV2f80Tb1GGnEIAAhCAAAQgAAEIQAACEIAABPaAQC9ya5n9gDyBrzmAZcTAQTy594S/S9A0C5OyzrGgmOlwp03z9/W4LjOJGy6smq4hK19ylFYNqG92HRdhV6R3GZ2s4rJWbWdTOtezmXWbdPM4W01upf0dty1alhgzX2YMt3DsrnM3h6SGfIUABCAAAQhAAAIQgAAEIAABCOwNgX7kVgjBkkEbcbcvy6uivGIvUIqm2sW0D5rER1Vuq8SwmKlJsaoeremK4t2u+nPNdUlrPPt91XSzOZVXllouWKaKlmsuKHJa3wAY5+nzVdvZlK7pmsux8JndxL1bFEWCKhFNTrfyhvKLjOGkzLI1nRGQbmuz5HMeHCEAAQhAAAIQgAAEIAABCEAAAvtGoDe5FbxUS3tWnT4M1xoN161w6TBf6ldzAMtEvSSSqhRjTfLllsWIyoylgEXBHLGj0eC61YSE843zXGToLJ/u1qXDcHjtVrMwLNu3QDtmqjeHQfHmR29crzos/lm+nXneTelcz1Rg1ffhqo2nrNvypbKtkqqxX1UL1+Eg1IVmXkO9sTJ/42fS984vrUgNWpF3bSxVD1isNZXbuXdclQVnEIAABCAAAQhAAAIQgAAEIACBvSPQo9wSu0pE5ALgYOYtifn10+HStYj1MmKgJqnyPCwF8jcVns73myo2Gj996Vq4lJ1HMsLltUiGqGZRm2KBZAES5VlP1PJt+XS1th1Ee4NFG983y5CWKpSXo76q7TNWSCHn3/rmxzKjhpPl25ln0pwuZnD69GHWv7l0OwyXiminGafkPj7QGFSa0+Ewfq2k7zeNAd/LGJwOp4v9yyz6DhpF6qWQ3Z+pSIynaF9TmZGQa+5P99eyYy4un3MIQAACEIAABCAAAQhAAAIQgMD0CPQst3JAt65dCocSJhYklgQSJU1RSJYJi4iBBrmlUvMyiw3gVd7p01nEUyXcKilgWdIsEWY7efb5ZgkzmzK9skK6W9fCpcNcalkYWuKdPow3iE/LmvfdsiRiVvZXLnTUV6t9VmhnVlB7OkVMxeNJbVft3DeNQydJU4s+85hrEU0hiVwz88NLLctunV9jRUyxaF9LmW5L87h0f1Xj2LlyhAAEIAABCEAAAhCAAAQgAAEI7DOBQeTWPgOl7RCAAAQgAAEIQAACEIAABCAAAQhAAAKbI4Dc2hxrSoIABCAAAQhAAAIQgAAEIAABCEAAAhDomQByq2egZAcBCEAAAhCAAAQgAAEIQAACEIAABCCwOQLIrc2xpiQIQAACEIAABCAAAQhAAAIQgAAEIACBngksJLc+/vjj8Mwzz4SXX3655+LJDgIQgAAEIAABCEAAAhCAAAQgAAEIQAACqxNYSG4dHR0FvS3uzJkzq5dESghAAAIQgAAEIAABCEAAAhCAAAQgAAEI9EwAudUzULKDAAQgAAEIQAACEIAABCAAAQhAAAIQ2BwB5NbmWFMSBCAAAQhAAAIQgAAEIAABCEAAAhCAQM8EkFs9AyU7CEAAAhCAAAQgAAEIQAACEIAABCAAgc0RQG5tjjUlQQACEIAABCAAAQhAAAIQgAAEIAABCPRMALnVM1CygwAEIAABCEAAAhCAAAQgAAEIQAACENgcgaXk1q/92q9lb0zUWxP7/tEbGdf5HB8fh9/6rd/qvV6LtvPmzZvrVD+o/mfPnt1K/VXuuvVX+kVZ9f2c+l381vlo/PVdr0Xze+aZZ8LHH3+8TvXDyy+/vLX6/+7v/u5adVfiy5cvb63+X/nKV9au/8WLF7dW/z/7sz9bu/5isOh47fs59f26H43Bvuu1aH763Vvno9/9bf7tunHjxjrVn8Tfrm3+7V33b5f6b9Gx2vdzGrf7/rfrm9/85tb4//7v//5av7tKrL8ffY+LRfPT3811P7v+t0t9uCivvp/T2F3no999/fdr3/VaND/mjdudN677t4t54+oupY95467/7eqaNz7xxBPh4OAg++ct/9+Gf+k0gPXQkD/rTjD1H3hD1m9e3utO0F555ZWt1n/dCZraP4/RkPffeOONhpG7+CWNvyHr15W3fgnX/SOh/0DqKmPIe6r//fv3F4fd8KQml0PWsSvvL3zhCw01Wu7SU089tbX6nzp1arnKNjwtBl2MhrynP9LrfDT2/IdsyHq25f3ss8+uU/3s/1hoy3sT19eVo9v+27vu3y79B94mOLeVob/963z+5E/+ZKv1X/f/GNv1v136MBS7iAAAAXhJREFU96utb4e+rn+315WL+vsxdD3b8v/iF7+4ztDP0m7zb5fk7jof9Z2CBtr4DH193b+9m5gbdjFg3rjdeeO6f7uYN67uVfqYN+76365580bP7Vrllv7x1j9isuRD/Kz7/xz7j8s777wzSP3mtXldseL66z8S55U1xP11/+PU9ReHIeo3L0/1ex8fjcN5ZQ1xf12x5bbvev2HYLtInuuKOfHXf6QuUtYQz6w7uVH9xWCIui2Sp8fvOsch/z51tYG/XXmv7frfrl2vP397V/tv077+9nb9GzHkPf527f7fLv72rva7y9/eafzt5W/XauOfv135+O/6++q/j51ya52JB2khAAEIQAACEIAABCAAAQhAAAIQgAAEIDA0AeTW0ITJHwIQgAAEIAABCEAAAhCAAAQgAAEIQGAwAsitwdCSMQQgAAEIQAACEIAABCAAAQhAAAIQgMDQBJBbQxMmfwhAAAIQgAAEIAABCEAAAhCAAAQgAIHBCPz/KLUnJOX8R/cAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[[Return to Top](#Table-of-Contents)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "# 3. Integration with External Vendor Systems\n",
    "\n",
    "External vendor systems are able to interface with GridAPPS-D compliant applications and services through two means.\n",
    "\n",
    "The first is direct integration through the standards-based API and message bus. This enables products that comply with the GridAPPS-D™ platform to\n",
    "* reduce utility time and cost to integrate new functionality\n",
    "* give utilities more choice in technology providers \n",
    "* scale up or down for any size utility\n",
    "* expand market opportunities for developers and vendors\n",
    "\n",
    "The second method is through the standards-based services, such as the DNP3 service, IEEE 2030.5 service, etc. that enable communication between GridAPPS-D compliant applications and external vendor systems through SCADA and other control center protocols. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[[Return to Top](#Table-of-Contents)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "# 4. GridAPPS-D Applications\n",
    "\n",
    "The GridAPPS-D platform and API enable rapid development of advanced power applications that are able to operate in a real-time environment and interface with external software and systems. Multiple power applications have already been developed on the platform, including\n",
    "\n",
    "* Volt-Var Optimization (VVO)\n",
    "* Fault Location Isolation and Service Restoration (FLISR)\n",
    "* Distributed Energy Resource Dispatch and Management (DERMS)\n",
    "* Solar Forecasting, Load Forecasting, etc.\n",
    "* and more\n",
    "\n",
    "Applications can be containerized in Docker for direct integration into the platform or interface through the API. Applications can be written in any programming language, but API libraries are currently available in only Python and Java."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[[Return to Top](#Table-of-Contents)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "# 5. GridAPPS-D Services\n",
    "\n",
    "The GridAPPS-D platform can host a multitude of services for processing both real-time simulation and control center data. These services can be called by any application through the GridAPPS-D API.\n",
    "\n",
    "Some of the available services include\n",
    "\n",
    "* __State Estimator__\n",
    "* __Sensor Simulator__\n",
    "* __Alarm Service__\n",
    "* __DNP3 Protocol Service__\n",
    "* __IEEE 2030.5 Protocol Service__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[[Return to Top](#Table-of-Contents)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "# 6. GridAPPS-D Application Programming Interface\n",
    "\n",
    "GridAPPS-D offers a unique standards-based application programming interface (API) that will be the focus of the lessons in this set of tutorials. The API enables any application, service, or external vendor product to interface with each other, access control center data, run a real-time simulation, and issue equipment control commands.\n",
    "\n",
    "GridAPPS-D has several APIs to serve different needs and objectives, inlcuding\n",
    "* __Powergrid Models API__ -- Allows apps and services to access the power system model data\n",
    "* __Configuration File API__ -- Allows apps to set equipment statuses and system conditions\n",
    "* __Simulation API__ -- Allows apps to start a real-time simulation and issue equipment commands\n",
    "* __Timeseries API__ -- Allows apps to pull real-time and historical data\n",
    "* __Logging API__ -- Allows apps to access logs and publish log messages\n",
    "\n",
    "Additional APIs are currently under development to enable communication and control of field devices, as well as cyber-physical network co-simulation.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "# 7. GOSS Message Bus\n",
    "\n",
    "One of the unique features of GridAPPS-D is the GOSS Message Bus, which enables integration and communication between applications, services, and external software on a publish-subscribe basis.\n",
    "\n",
    "The GridAPPS-D platform publishes SCADA and simulation data, alarms, and other real-time data. Applications subscribe to the types of messages relevant to their objectives and publish equipment commands and control settings.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[[Return to Top](#Table-of-Contents)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "# 8. GridAPPS-D Core Services\n",
    "\n",
    "\"Under the hood\" of the GridAPPS-D platform are the core services and managers.\n",
    "\n",
    "An application developer should not need a detailed understanding of the core services, as all interaction is performed through the various APIs, which will be dicussed in detail in the upcoming tutorial lessons.\n",
    "\n",
    "The core services provide the key functionality offered by the GridAPPS-D platform, inlcuding database access, processing API calls, handling equipment commands, and running simulations.\n",
    "\n",
    "Some of the core services included in the GridAPPS-D platform are\n",
    "* __Platform Manager__ -- Coordinates all of the other managers\n",
    "* __Process Manager__ -- Coordinates platform component interactions\n",
    "* __Application Manager__ -- Manages application registration, execution, and status reporting\n",
    "* __Configuration Manager__ -- Manages the setup and configuration of real-time simulations\n",
    "* __Simulation Manager__ -- Allows users and apps to create, start, stop, and pause co-simulations\n",
    "* __Data Manager__ -- Coordinates the integrated repository of model, timeseries data, and metadata\n",
    "* __Model Manager__ -- Loads and checks CIM-based power system models\n",
    "* __Logging Manager__ -- Supports logging for application development and execution\n",
    "* __Services Manager__ -- Coordinates all services available for users and apps\n",
    "* __Test Manager__ -- Enables creation of simulation events, faults, and network outages"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
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    "[[Return to Top](#Table-of-Contents)]"
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  {
   "cell_type": "markdown",
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    "---\n",
    "# 9. Co-Simulation Framework\n",
    "\n",
    "The co-simulation framework serves as the simulation context for the rest of GridAPPS-D. When a simulation is requested through the GridAPPS-D plaform the simulation manager instantiates a FNCS or HELICS co-simulation federation consisting of two applications. The first application is a powerflow simulator which can be either GridLAB-D or OpenDSS that simulates real world distribution feeder or feeders. The second is a custom application that serves as bridge between the FNCS/HELICS message bus and the GOSS message bus. The data that travels between the co-simulation federation and the rest of the platform are SCADA measurement, SCADA control, and simulation status and control messages.The bridge application subscribes to the simulation input topic to recieve any SCADA control, simulation control, and simulation event messages. The bridge forwards SCADA control commands and simulation events like faults and outages to the powerflow simulator. The bridge publishes SCADA measurements from the powerflow simulator on a simulation output topic that GridAPPS-D applications and other parts of the GridAPPS-D platform subscribe to.\n"
   ]
  },
  {
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    "[[Return to Top](#Table-of-Contents)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "# 10. Database Structures\n",
    "\n",
    "\n",
    "Default installation of GridAPPS-D comes with following data stores:\n",
    "\n",
    "* __MySQL:__ It is used to store log data from platform, applications and services. For details, please see Logging API, which is covered in detail in Lesson 2.7.\n",
    "\n",
    "* __Blazegraph:__ It is used to store power grid model data. The data contains equipments, properties and their initial measurement values. It is a triplestore that supports complex graph representation and class structure for CIM standard data model.\n",
    "\n",
    "* __InfluxDB:__ InfluxDB is a time series data store and is used to store simulation output, simulation input, weather and load data. It also store output from services line sensor service and alarms service. For the purposes of the GridAPPS-D project, InfluxDB is managed by Proven. Proven is a database software suite supporting disclosure, collection, and management of modeling and simulation data. \n",
    "\n",
    "For the purpose of developing applications, the data stores used should be transparent to the application as long the data model and standardized API is used.\n",
    "\n",
    " "
   ]
  },
  {
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    "[Return to Top](#Table-of-Contents)"
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    "----\n",
    "# Conclusion\n",
    "\n",
    "Congratulations! You have completed the first GridAPPS-D tutorial lesson!\n",
    "\n",
    "You should now be able to recognize and explain the various components of the GridAPPS-D architecture."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[[Return to Top](#Table-of-Contents)]"
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