{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# 1. Brief Tour of E-Cell4 Simulations\n", "\n", "First of all, you have to load the E-Cell4 library:\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "from ecell4 import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.1. Quick Demo\n", "\n", "There are three fundamental components consisting of E-Cell System version 4, which are `Model`, `World`, and `Simulator`. These components describe concepts in simulation.\n", "\n", "* `Model` describes a problem to simulate as its name suggests. \n", "* `World` describes a state, e.g. an initial state and a state at a time-point. \n", "* `Simulator` describes a solver.\n", "\n", "`Model` is independent from solvers. Every solver can share a single `Model` instance. Each alogrithm has a corresponding pair of `World` and `Simulator` (these pairs are capsulized into `Factory` class). `World` is not necessarily needed to be bound to `Model` and `Simulator`, but `Simulator` needs both `Model` and `World`.\n", "\n", "Before running a simulation, you have to make a `Model`. E-Cell4 supports multiple ways to buld a `Model` (See **2. How to Build a Model** [local ipynb](tutorial2.ipynb) [readthedocs](http://ecell4.readthedocs.io/en/latest/tutorials/tutorial2.html)). Here, we explain the simplest way using the `with` statement with `reaction_rules`:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "with reaction_rules():\n", " A + B > C | 0.01 # equivalent to create_binding_reaction_rule\n", " C > A + B | 0.3 # equivalent to create_unbinding_reaction_rule\n", "\n", "m1 = get_model()\n", "print(m1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Please remember to write parentheses `()` after `reaction_rules`. Here, a `Model` with two `ReactionRule`s named `m1` was built. Lines in the `with` block describe `ReactionRule`s, a binding and unbinding reaction respectively. A kinetic rate for the mass action reaction is defined after a separator `|`, i.e. `0.01` or `0.3`. In the form of ordinary differential equations, this model can be described as:\n", "\n", "$$[\\mathrm{A}]'=[\\mathrm{B}]'=-[\\mathrm{C}]=-0.01[\\mathrm{A}][\\mathrm{B}]+0.3[\\mathrm{C}]$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For more compact description, `A + B == C | (0.01, 0.3)` is also acceptable.\n", "\n", "E-Cell4 has a simple interface to run simulations with the given model, `run_simulation`. This enables for you to run simulations without instanciate `World` and `Simulator` by yourself. To solve this model, you have to give a volume, an initial value for each `Species` and duration of time:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Nem4vnlh1EfX/0p5T7v8HC5Zv8DuiiIjEqOr0aJyK14PRBrgL+MrMZldeopJS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\nz8Lp0Xgc+Abv2SQby7VPAJ6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run_simulation(10.0, model=m1, y0={'A': 60, 'B': 60}, volume=1.0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To switch simulation algorithm, you only need to give the type of solver (`ode` is used as a default) as follows:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KKVtpouEmbauGcSV4J+t2HrI7FKWUUso2mmi4ScQjzSHBl/ErtaaGUkqp/EsTDTcpW7Iw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\nJ58MHT9vumn3sS9+EaZPDyMau3bBDTfEl09ERKQAFcOIxjr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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run_simulation(10.0, model=m1, y0={'A': 60, 'B': 60}, solver='gillespie')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## 1.2. Spatial Simulation and Visualization\n", "\n", "E-Cell4 now supports multiple spatial algorithms, `egfrd`, `spatiocyte` and `meso`. In addition to the model used in non-spatial solvers (`ode` and `gillespie`), these spatial solvers need extra information about each `Species`, i.e. a diffusion coefficient and radius.\n", "\n", "The `with` statement with `species_attributes` is available to describe these properties:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "with species_attributes():\n", " A | B | C | {'radius': '0.005', 'D': '1'} # 'D' is for the diffusion coefficient\n", "\n", "with reaction_rules():\n", " A + B == C | (0.01, 0.3)\n", "\n", "m2 = get_model()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Even though the properties indicate a floating number, each attribute must be given as a string.\n", "\n", "Now you can run a spatial simulation in the same way as above (`egfrd` would need long time to simulate):" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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dkKZUQZWdPhotgRPAGiDWLdGoPGXbhDe4MegMb8f3oeoX1zGiax7JMS9evDb0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\nYBXwpUHfYdCQJKlUbRE0ImIEMAm4pfdYZiZwM7DPoG8cO7b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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "run_simulation(10.0, model=m2, y0={'A': 60, 'B': 60}, solver='meso')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Structure (e.g. membrane, cytoplasm and nucleus) is only supported by `spatiocyte` and `meso` now. For the simulation, `location` that each species belongs to must be specified in its attribute first." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": true }, "outputs": [], "source": [ "with species_attributes():\n", " A | {'D': '1', 'location': 'S'} # 'S' is a name of the structure\n", "\n", "m3 = get_model() # with no reactions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "E-Cell4 supports primitive shapes as a structure like `Sphere`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sphere = Sphere(Real3(0.5, 0.5, 0.5), 0.48) # a center position and radius" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "E-Cell4 provides various kinds of `Observer`s, which log the state during a simulation. Two observers are declared to log positions of molecules. `FixedIntervalTrajectoryObserver` logs a trajectory of a molecule, and `FixedIntervalHDF5Observer` saves `World` to a HDF5 file at the given interval:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "obs1 = FixedIntervalTrajectoryObserver(1e-3)\n", "obs2 = FixedIntervalHDF5Observer(0.1, 'test%02d.h5')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, `run_simulation` accepts structures and observers as arguments `structure` and `observers` respectively (see also `help(run_simulation)`):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [], "source": [ "run_simulation(1.0, model=m3, y0={'A': 60}, structures={'S': sphere},\n", " solver='spatiocyte', observers=(obs1, obs2), return_type=None)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "E-Cell4 also provides visualizations including an interactive visualization on Jupyter Notebook like `viz.plot_world`. `viz.plot_world` plots positions of molecules in 3D. In addition, by using `load_world`, you can easily restore the state of `World` from a HDF5 file:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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7N+OkXYlPXqCDDhCj0pkDjmEYqNVq0HUdqVSqZflLr2syR9lC5qPHB9VFzS+0\nwoiQlyTgN79JIpMBTj1Vg9PQclsUgpoSuINrQ+7470Gm34V/q1iIdiU+vRBoirIeEvjc4nq9bkUg\nst+x8pfd5BZ3Q1RTg5j7ttfocZ6oXRujl4WW19dy2WUZ/OlPjTH19NMiPvc5pcNfuHMpxiWlJQyO\nPtrA0UfreOKJBBYuNHDSSf1Zx8O88GlX4pMX6H68OU7vHAnygGKaZtMkxuCtw0FqG9hpAeC1+zao\ne9aNy5pP2+qmP3O7a+n1OrdsER3/2y288L7yioC77kpg3301LF8uT5sQWWW5qG6PBEUiAfyv/6VC\n11X0GwoRx3vp5/m2ClbsN4Kb/z3LcCFBHkCYa4/9j5+sBUHo2zrsRJQs5DgVOOkVfk88rMpiPCtW\n6Lj//oT1371SqQCf+EQW4+MCgDQ++9kkzjhDa5oQDcOwUrqi7t4O4nwGMC6xI0HPM61KfLLAWTfb\nLfZzrtfrME2T9pAHFfvqq1qtIp1OI5/P++7qC1qQWx2Pr8Ht5SIkSoVP/N4T7+U6v/AFBffdl0A6\nDaxc2bsg79wp7hXjBo89JuKMM5onRLYFweqMU/UwIki6KfHJCzT7W0atVkMmk/HVUIoCg311bRAE\nAaqqQt4b3VEoFKy6xINOrzW44wa/4IhS2lYyCU9qWx9wgIF99jHw1782nt2xx07/zrhUD4ubGzhO\n5wpE53zbRXCzdD8Ga97yyiuvAMDA5yADwODNwi5gucWTk5PWz4J01YbhsmZWq67rmJychCzLyOfz\nrvdSezmW37Q6DltwVCoVJJPJvsU4Kta+nXweuOaaOj77WQVXXlnHqad2Fnk2IbJ0tkKhgGw2i0Qi\nYbWZrFar1oJN1/XIXj/hjig/PzYemXeS92KZpokHH3wQb3rTm3DGGWdg5syZ+PnPf47x8fGejnX1\n1Vdj0aJFyOVyWLFiBR5++OG2n7/xxhuxdOlSFAoF7LvvvjjvvPPw2muv9XRstwytIDMXCNuTCGPQ\nBn1MTdMwOTkJ0zQxMjIyMEFrPIZhoFwuo16vI5fLoVgsxiJArVdmzQLOOEPDMcf01taRWcbZbBaF\nQqEpjkBVVdRqNVSrVdRqNSiKYrWjHGaG/fr9hAk00DCSjjnmGPzwhz/EihUrMDY2hrVr12LevHl4\n85vfjC9/+cuuv/fmm2/GZz7zGVx++eV47LHHcPTRR+OUU05pKe73338/1q1bh3/4h3/A008/jZ//\n/Od46KHlfVoLAAAgAElEQVSHcP7553txmS0ZSkEWRREzZsxoctWGUVs6KFhghaqqSCaTvgethQVb\ncOi6jlKpFHrwVhxhe325XA6FQgG5XM4qVKIoCiRJgiRJqNfrVktSIrqw5xPX92B0dBTvfe97cc45\n52Dx4sXYvn07rrvuOrzpTW/Cjh07XH/PlVdeiQsuuADnnHMODjvsMHzve99DPp/Htdde6/j5Bx98\nEIsWLcKnPvUpvOENb8Bxxx2HCy64AA899JBXl+bIUAoygEjsmQYxmTGLEWgETfjhorYThsuabUGw\nADUvC7nwDJMAObkTs9kskskkDMOw8taZe5tVuyOIfnBaRLA61vvvvz/WrVuHH/3oR/j+97/v6vtU\nVcXmzZuxevVq62eCIGDNmjV44IEHHP9m5cqV2L59O26//XYAwNjYGG655RacfvrpvV6WKwbPTOqS\nsPZzg4AvgsGKxMd1pdwKltIky3JfHbiIzrjNN416epUXxO2a4na+dmq1Ws8pT+Pj49B1HfPnz2/6\n+fz58/Hss886/s1xxx2HG264AWvXrkW9XoemaTjzzDPxne98p6dzcEv4ZmLIhJUT7KcVyYKayuWy\nFdQUdCpSEMdiQWqyLKNQKPhWj7rVtcR9kusX5t7OZrPI5/OWextoRLjXarUm9zYrUtKKuNzPOHkB\n4nSujFYWcpBFQZ5++ml8+tOfxpe//GU8+uij2LhxI1588UVccMEFvh53aC1k9rAHTZD5Os18tbEg\nJ7sgjqUoipWy4+eeeFxEImzc1jv2uznGjh0CfvnLJDRNwKmnajjssN6C3YhoUa1We057mjNnDhKJ\nBMbGxpp+PjY2hgULFjj+zde+9jUcf/zxuPjiiwEARx55JK655hq87W1vwxVXXDHN2vaKobeQBwlV\nVTExMdEyqCmOq2U7LEK+UqlYIjCIAWpxh7m3+fSqTCYDURSb0qtY9DYLPOyXDRuS2LNHQKUC3Hpr\nEgMw5D0hTgtLJwu5H5d1KpXCsmXLsGnTpqZjbNq0Cccdd5zj37ASuzxs+8XPeXToZ7JBsJD5ns2t\n6jQHbSF3ck/2AquopqoqstlsJHJkwz5+XBAEAalUqqmcIitOwopBaJpmjWFvugV5ceatvjseAjco\n47NWq/VVGOTiiy/Gueeei2XLluHYY4/FlVdeCUmScO655wIALr30Urz88su4/vrrAQBnnHEGzj//\nfHzve9/DKaecgpdffhkXXXQRli9f3tKq9gIS5BDrSntxTLtItUr18Uskg0LTNFQqFZimiWKxiHQ6\nbf2biBdO1cNYiU9WV559jnlA3Lq3TztNw/r1SWgacMopuueiTOMtOLzcQz7rrLMwPj6Oyy67DGNj\nY1i6dCk2btyIuXPnAgB27dqF7du3W59ft24dKpUKrr76anz2s5/FjBkzsHr1anzta1/r/YJcIHQx\nwAZqJLJ9LdM08frrryOfzyObzQZ2/MnJSYiiiGKx2PN3qKqKarUK0zSt0p+tqFQqMAwDIyMjPR/P\nLdVqFZqmYXR01JPvY+k1LG2L7VN6fRwn2DFGRkaswCRmuUmSBFEUAx033RKHcwQa95m5uNn+M7Og\n2RzF9p+TyWRo0dts8ZDJZHxLrfMSXdct6zIKqZ5uUBQFiqI0zY2XXHIJ5s2bh8svvzzEM+ubjgOW\nLOSQXE/9uKzduKi9PF5YeN0WshfYfQs6MG6YaZde5dQtiKXz0fOZTtzeeYb9Wfbrso4LQy/IQLzE\nyq2LOu7w0eKD2haScIe9nZ+9W5CiKE1R3kHk29NY9A+nuXgYeiEDQyzI/AsVhiD3sqfrtI/azfGC\nbPfYz7H4giadUprispAivMFNepUsy76nV8WNuF0/WchDTpSjrFmgiyRJSCQSKJVKkWkl6CX8dbpx\nxYc9yYR9/EGjl/sZdPWwuC0A43a+QGsLmQR5SIjyxMqCSBRF6as0ZNQrdfHXOciueMJfOrm3gWYr\n24v0KsJ7yEIeYsJyWXc6Zj8u6jDpVkh1XUe5XIZhGJG7zjjFF4TF3Xcn8MILIlau1HH44dFJrYtK\n9bAoEKdroj3kISTsPWSgtRXph4s6qsKiKAoqlQpEUcTo6GhX19nNNb36KqCqwL779nqmzpNaFO9p\nkNxzTwLf+U5jAfXb3ybwrW/J2Hff7u9JUN3BePc2X5yEd2+zRizt3NtxEbi4jk97hUES5CEjDAu5\n1Xl44aIOEzdCyUpg1ut1pFIpFItF367z8ccF/P73DbfkkiUG3vnO3tPNiGb+8pcpd6+qCti5U+hJ\nkMPATfUwAE3FSWgM+A9LM+Tpp3RmnKDNE4Sz2nUSLV3XMTExAUVRPO9eFGZFMjusR3O9Xkcul/NV\njAHgqaemvnvrVhG67tuhho6VKzVkMo0xNX++gSVLouOy7gZBECCKItLpNHK5HAqFAnK5nCXWzGNV\nr9cBIBJlW90StwU94LyH3E8RpbhAFjLCdeey1SBfjapb123U4MXf/mLx++KlUqmvakdun9vs2cDu\n3Y3/njHDRIxvbeQ4+GATV14pY8cOAYceamBQvIqt9p9VVW3Kf45C9bB2xGXRwENR1kNI2HvIvGgF\nUY2qnUgGQbcpTV6yZo2B0VEBsgwsW9bdc47q3nuUmDfPxLx54dyjDRsS+OUvUxgdNXHhhQr228+f\n82D7z4IgoFarIZvNNok0VQ/zD1b+k/aQB5wwJ1v2ok5OTsIwDKs93SAS9r54KgUcd1z3z3nnTiCT\nASgrJppMTgI/+1kKpgm88oqAn/88iU9/WvX1mHxd7ahVD2tF3BYFdqOBbRMMwx7yUAsyIwxhZitq\noHM1Ki8Icg+ZPxYrganrum+LDq+tftMEvvjFBDZsEJHLJfDVryo4+eTpnyPr2Vu6fYai2GixyB5B\nWFsRUa4eNgjjkwV0xXkbzy209kewEyuzFlmLuWKx6LsYh4WqqpicnIRpmhgZGfFcjP2a0F56Cdiw\ngXV0EvCznw3+3lUcKRaBj35UxezZJhYvNrB2rRb2KQGYcm8zbxCrxS6KIjRNQ71eR7VaRa1Wg6Io\nsQoQ8xt2H/h3u1qtDoV1DJCFDCC4/VVd1y1rMZPJWKIcBEFayOwY1WoVqVQKhUIhVtWQRkcbrmr2\neObN0wGE53IcdPoZkyecoOOEE4IPm+9mLIRZPSysmBEvkSRpaCr3DbUgB2kZK4qCarUKQRCsnsRB\nCnJQGIZh7fnENY96xgzgyis13HBDAnPnqvj7v69C15OQJAmGYTTlpJJlQ3SD2+phzMoe5Oph7eCv\nd1gCuoAhF2SGnxayvQAGsxb1vcmwQXZg8vt4LKWJdbHKZrO+TiR+Prfly00sX65BlhVUq43gO6Bh\n7fBFI4CGa55qIg8HXr8/XlYPa3eMuOB0f5nLOk7X0SskyPBPrHRdR7VaHYqevnwedbFYtHKN4w6f\nzpLNZmEYBgRBgK7rkGXZSucCEPmcVCL69FI9rN1CMK4ua7uFPAw5yAAJMgB/BNnuorYHbgVdOcuv\n4znlUesDUAqLXRebBIvForX/x6waTdNgGAay2azlcrTnpLqZNAnCCZbHzJqt8PvPLHKbfY4fa3EU\nYEaroiAU1DUE+DFwW7moWx07zlYkK4Gp63qTByCoa/PrOCxVS9M0pNNpK6e01XFaBe3YJ80g9wSf\neUbEli0istk03vY2Ddmsr4cbOuzPr14HqtVGVTg/j8nGTzqdbtp/1jRtWveqZDI5EBbysDSWAIZc\nkBleTez8RJ7L5XzfQ+0Gr8VLVVVUKpWWHoC4Yi/taRgGFEVxfd9aTZpswrRXdOplT7ATExONLkym\nCShKAoUCHPOoie5xGgdPPSXif//vDCoVAe96l4bPflZx+Evv4fefM5lMU/Q276nRNK2p0lhU5iQn\nnO4vuayHDC/EigkUAFc1muNqIZumiXq9jlqtFngJTL/h98FHRkYcA7h43Exs/KTZak/Q64pOqiqA\nH1aKEt0JmCfKQtGOn/wkhUqlce633ZbEhz6khtLxyslTU6vVAMCxeliUt1LsFjK5rIcA9tD7Ecd+\nBSpOe8imaaJSqUBVVWSz2ZaRj3FbbLitJ95vmpPTnmC7ik69BofNmWPisMMMPPOMiELBxFFHaQCi\nU+Xoj38U8cADSRx6qI7TTot/vMHMmVNjIp02USiEP+6Z8PJBYk7pVWFUD2tHKwuZXNZER/p1UYc9\n+LtB13WUy2UYhoFisWiJSph4Ifz8Mww6Et6e8tLK5dhLcNhJJ+k47jgdqlqPlBW0bZuAr389A9ME\nfv/7BHI5BSee6G/96X7QdeDJJ0VoGnDUUY10Pvv4uOACBYoCvPqqgLVrNYyOhnGmzvCVr1qNtaC2\nUnqlWq2Sy3qY6GVi79ZF3eq4QVqRvR5PURRUKhXXrSHjYiF70QrSy2v0OjgslQLUELTOMFo35Ni1\nS2xyp+/cGf6E34477khgy5bGeH/hBQPvec/0Yj6lEvD5zwezb+wVYVYPa4dT6cxarYbRKK1yfIQE\neS9uxWqQ91Dt8BHjfraGDAN+kVEqlSJXuD4KwWG9cNttSdx+ewIjI8CnPqVg//2b36mjjtKx//4G\nduwQUSqZOPHEaLust2+ferd37ozXe+4kbk5EvXoYuayHBH5AuRFkwzBQrVY77qF2c/yoWshhunLd\n0osl3u0iIyrWfjfBYWHlo77+OvDrXzemlD17gF/9KolPfKLZRC8WgW9+U8ZLL4lYsMDAyEjDoo4q\nixcbeOyxhlAddFCET9RDnKqHOS0G+6ke1gqnNC1JkshlTTTDuze92kMNWpDd0q87PioiZodfUEUt\nLa0b2gWH2fNRmXgHkY+aTAKiaMIwGsdp1dwrmwUOOSQe4rZ6tY4DDzSgaQIOPdSAqsYr9sMLnBaD\nbKz1Uj2sW0iQh5BW4shKI0qShGQyiUKhEDn3pls6LQDs1zpI7ngWlOblgioqtMpHZZXEWAlX3t3o\nx3MtlYBzzlGxYUMSM2eaeO97oxus1Q0HH2wCiNbishu8XECwxaCbWIdevDVOC0fKQx5CnMTKaxe1\nm2OGBevTrCiKJ12agrg2t5Z41PeLvWZiQsTu3QkcdFAKtVrVCuAJIt1l+XIDy5fHK8CpG6Lyvroh\niHPtpXpYt+5t2kMeEtrtIfvhonYiCnvIfJ/mQqGATCtfY8zgA/BSqRSKxWLfi4x2/44CjzwiYt26\nHCoVAatXa/jXf5UgCIL1TFt1E7IXJgnj2qJ4P4nucFs9rNV4oz1kognebeu3RRUFC7lTE4y4whcx\n6We/uN1EEUWuv36qatSmTUk8+2wSRxwxtV/LF4pwSnfhqzkNQrMCItyFTqf0Knv1MPt7xor2kIU8\nZAiCYO21eeW2dXPMsCxkt00wvDhW0PAW/6DtF3div/2m7nkmY2LOnNbBU+3SXezuRq+jaXnCXpR2\nS1wWKFG7r27Tq4BGGds//elPOPzww4dqD3kwInZ6xL4SY6u2QqEwUDm3dlhKU71eRy6Xi23wltMe\nsqqqmJychGmaGB0d9VSMW5XTjBIXXaTgH/5BwTveoeH7369j7lz30czM3ZjJZFAoFJrS3RRFQa1W\nQ7VaRb1eh6qqMKKcr+QTUXvecYYfb/l83jKABEFApVLB6aefjoULFyKdTuOGG27Ao48+2tOYu/rq\nq7Fo0SLkcjmsWLECDz/8cNvPK4qCL3zhC1i4cCGy2SwOOugg/PCHP+zxKrtD6GKADeRIlGXZaioA\nwFUlKq9g/XZnzJgRyPGY1chSF4rFYk/VqdwwMTFhRaX7hWmaeP3111EoFJBOp5v2i72y+DVNw+Tk\npNVsQpZla3wwl1uxWOz7OH4hSRJEUUS2z/6LzN3I9p/ZxOhFcJiu66jVasjlcpEPuGPNGuLQ7EDT\nNNTrdeTz+dgsuNlWYSqVwtNPP41Nmzbh3/7t31Aul1Gr1TBnzhysWbMG3//+913NLTfffDPWrVuH\n//iP/8Cxxx6LK6+8Erfccguee+45zJkzx/Fv3v3ud+PVV1/FFVdcgcWLF+Ovf/0rDMPAypUr+728\nji/HUAsym9DZJGsYBmbOnBnY8ZnLOKhjTkxMQNd1JBIJFItFXye/IAU5n89bOZFeR8PbBVlRFGty\nGyZBtsPvBbJFHtAcrONWBEiQ/SGOgszS81gQoqZpmDVrFl599VU89dRTuPPOO/Hkk09i/fr1rt7x\nFStWYPny5bjqqqsANOaMAw44ABdeeCEuueSSaZ/fsGEDPvShD2Hbtm1+GEodT3io95BZxGmhUIBh\nGKjX62Gfki+wwAhd163grUFyx9dqNZim6UuEeFSLnIRNu7rbfLBOGKUW/WZQriOq2OtYA8CMGTNw\n8skn4+QuGnurqorNmzfj85//fNN3r1mzBg888IDj3/zqV7/CW97yFnz961/Hj3/8YxQKBZx55pn4\nyle+4vmi1omhFmRRFK2i5fV6PfBJN4jAJz7AiVXaCWJCCeLa+CCQQYoQjxtxrbvdC3GJtgfc17KO\nEvY5g6U89WLhj4+PQ9d1zJ8/v+nn8+fPx7PPPuv4N9u2bcO9996LbDaLX/7ylxgfH8cnPvEJvPba\na/jBD37Q9Tl0y9DPYHbhCOOF8+uYrAQms4qZ5RJ3+NQ0AMhms5EX4x//OIn77kvizW/WccEFKmI0\nR3aNU6u/VnW3ecu533dAkoDXXhMwb56JIQqsHzj4cSBJUqDbA4ZhQBRF3HTTTdZW1Le//W184AMf\nwDXXXON7jYZoz2IBwAR5kAohtOpIpShKYF4Avyxke0UxWZZDswDcHveBBxL4939vKMSWLSIWLjRw\n6qnR7nLkJaIoOtbdtqe6KIqCVCrVk/W8e7eAH/84hVoNmDnTxLp1KmKwzUtwOM0XzELu5R2fM2cO\nEokExsbGmn4+NjaGBQsWOP7NPvvsg/32268pLmTJkiUwTRM7duzA4sWLuz6PbojHTn8AhLFX6Mcx\nWUpTrVZDNptFqVSy3D1xcl05YRgGJicnp6WmRX1/d8+e5n+//nq8n0M/OKW6sEh/TdOs1KpardZV\natXTT4vYu92I118X8OKL/k1tcXmP4uiyBqZbyL3mIKdSKSxbtgybNm2yfmaaJjZt2oTjjjvO8W+O\nP/54vPzyy5b3DQCeffZZiKKI/fffv6fz6AYS5L0MQvAOiwjWNA3FYtFxZRnX61NVFRMTEzBNEyMj\nI8hkMjBNQPfZ0PRiXJx8so7DD28Iy6JFBv7mb7QOfzE8sLQpoBG5nMvlrH1oti1RrVYhyzI0TWv5\nHGbPnvq5IACzZsVznA8zTs+WRd/3uqi4+OKL8Z//+Z/40Y9+hGeeeQYf//jHIUkSzj33XADApZde\ninXr1lmf/9CHPoTZs2fjox/9KLZu3Yp77rkHl1xyCc4777xASgoPvcvaTlwtZJZL3a7cZ5ArZUEQ\nPCscUa/Xp3Wg2rkT+PGPE9i9u4i3vx047TR33/Xqq8ADD4gQReCEEwx4kdnQacsjlwO+97069uwB\nZswAYpKBEjisi1AvwWGHH25AljXs3CnikEMMLFjgz3sctwVt3KxjO/3WsT7rrLMwPj6Oyy67DGNj\nY1i6dCk2btyIuXPnAgB27dqF7du3W58vFAq488478Y//+I9461vfitmzZ2Pt2rX4yle+0ve1uGHo\nBdmrgJJ+jt3PS85SmmRZRjqddlVhLMxIUdMEfvc7AZWKgLe/3UC7FF7+2uylTDdtEtFo2Szg978X\nccIJjfZ/ndiwQUS53Pjv3/5WxPvfH0y1KVEEZs0K5FADg1Mf3nbBYUuXJvHmNw9f9bBWxG3x4ORi\n96KxxCc/+Ul88pOfdPzdddddN+1nhxxyCDZu3NjXMXtl6AWZEUeXNdsv1jStqcxhK4K2kJ3u5Q9/\nKGL9+oaJ+Lvfifj2tzXHiGP7tdlzAHnvUSIBuA2y5lPN2Z4jEX1YScV2wWGyLPfV5o+IHnHv9PT7\n3/8eq1atYh5Dp9Xi70zTXM3+QYK8l7gFdbGUJgAolUquSmCG2bnINIEtWwTcc8/UcV98sZGqYi/m\nxbe+bHVtp51moF4X8corOlat0pDLuUvaX7nSxL33ChBFYMWK+Cy+iGacUqtatfnjG2N4dey4EKdz\ndbKQ495Y4vjjj8euXbsAAPPnz+dDu98N4LsAruY/P/SCHIUB240g88Eu/J5q1PnRj0Q88ICIHTsE\nTE4C++xjYskSc5oY83vhrFylEyMjwLp1BiYm6l3lIB95pIlDDjEhCICbMt5x9JwMI06Vw5h7W5Zl\n6zP91t2O0ziI07m2Iu4WcjKZxLx58wAApmm+AgCCICwB8H8BXGGa5n83fT7wM4woYVrIbuFzcPup\n2RzENdpd1ps3N4R18WITtRpwzjk6TjihuSALq+3tdi+8V6JQNGLPHkCSBOy7b/wnTa/w6nk7tflj\n4uwUHJZMJi2XOBE+Xu8hRwlBEEYBrAdwl2maX7L/ngR5L1F3WfMlMHut2RzmhLNwoYnnnmscf8UK\nA6tXT11zt3vhUaHXc/zjH0V85ztp6DqwerWO885TPT4zgkcQBKRSqWl1t1lwGKu7zbu34zD+3BCn\n62hXGGQQEBoP4ycAZAAfdvoMCTJHVItMKIqCarUKQRD6ag8Z5KLDfi8//nEdd98tIpEATj55KrbB\nzX7xoPGb3ySt/OlNmxJYu1ZtG21OeIeT9cwHhrHKYaIoNu0988IWF5GL4lzmBvsecpAd+HzmXwAs\nB/BW0zSrTh8YekEO8+XqJJC8GzeVSqFYLMZmMrCTzwN/8zfNQYaKoqBSqbTNne5EVBdR7Zg718Tz\nzzf+u1TC0Jd4DPP58cFhmUxmWtcqRjftJIneaFUYxM8WrkHx05/+FAAuBvA3pmlua/W5oRdknjAm\n91bH5N24uVwO2Wy2bzGOSoBSkPvFXtHunnUbtX7uuY06y5UKcOaZGiLeArgJWQbuvjuBUgk47rjB\nq8fdLjiMWc+KosAwDGzZksYLLyQxbx5wwgl6JJ9j1N8rO/bzHQSX9eOPP46PfexjAPA50zR/2+6z\nJMgcUbG2BsGN226hUa1WoaqqZwsNP/Hj3IpFxHbf+KKLsnjkkYal+LGPqTj//Hhehxvs7m3DMCBJ\nEgRBwMsvG7j7bgDQsGOHgFxOx1veIkQqOCxOrSKBwdxD3r17N97znvdg1apVuO22224SBGG+7SO6\naZrj7B9DL8j2vaGwLWRWJrIfN267YwHhWci6rqNcLsM0TRSLRavIQz9EZRE1DEgSLDEGgHvuSQy0\nINth709j3CaRSiVhGAYMw0C5rEGS1IENDgsK+/2Ku8v617/+NbZv387Kc77s8JH/AXAQ+wdtikQA\nVhawWq1CkiRkMhmMjIx4KsZBYxd/RVEwMTFh9Wb2QoyJYMnngUMOmYoDOPro4S1T+YY3AAsXNlKn\n5s5N4thj01Zfbl3XUa/XrfdZURTouh7KwjFOC4JBtJDPOeccK2jQNM2Ew/8O4j8/9BYyT5gW8uTk\nZF8pTW6PBQRrIfO9meMemEYAV19dx/r1KZRKJs48c7i6VvHvjSgCZ5yhoV5vlHFtjOn2wWG8C9zL\nymFuzjcu8HMDizWJsyB3Cwkyh5cditximiYURYEoihgZGemq6lQciNN+cTtYhTRZlq0JNY4TXr+M\njgLnnOOPmzqOYyPbomKrPTjMXnebfabfymGDRCsLOc4u624ZrNm/B8LaQ2aWo2EYlhs3qLSKIK6R\nHUNVVc/2i50IahHF3I6iKDZVewIa15hKpSCKIv7f/0vjnnsSeNvbdFx0kdLmGwcfTQO2bRMxe7aB\n2bPDPpvwCKvudtyCupyIu8u6W4ZekMOAjzRmK+kgxDiol1NVVUiSBMB944uowsRe13VrYmCLAFVV\nLXFWVRV33pnFt7/dWM3/4Q8JPPusiM99TsaiRcNnSWsacOmlGTz1lIhMBvjKV2S86U3OC6e4eRr6\nfY+cUqv4jlXsGEych8V6Nk1z2jwY96CubqGgLjT3RPZ7ctA0DZOTk9A0DcViMXAXtZ/XyPZ8yuWy\nFZAW52IK7FkBjcjadDptpbUkEglrocHc8Xv2NK5ZlhutHX/96wTOPjuL118fvuCnF14Q8dRTjWcv\ny8CGDfFf+/vx3rCxlE6nkc/nUSgUkM1mkUgkoGmaFRxWq9VCDQ4Li2HbQ47vbOkDfguyLMuYnJwc\nyEhjFiVeq9WsxhdB4NczUxTFelYAmkotOh0vmUzife8TcOSRBnRdQCoF5HImdu8W8Oc/K5AkCbIs\nQ9O0oZhQ58wxm5p47LtvPBYl9Trw4IMJPPdcOFMjs4yz2Szy+Tzy+bw1TyiKglqtBkmSUK/Xoapq\n2yp/7Pvigt3FzjwGxSGqKxv/ZauH+DW5m6ZpTcj2ylRBR3b7cTynxhf8HmuccIoK37Nnj6u/HRkB\nbruthltuSeLyyzMwTQGLFxs47LAERBHTOg153ac3SsyebeIrX5GxcWMS++5r4O/+LvoR2boO/J//\nk8aLLzaex0c/quLtbw+vGhnzxjBBdgoOk2XZCg5j5T3jJMLtYEVY/Mo6iSIkyA54GQwR105GblFV\nFZVKxbL6mQs+7CIkvdCqvWU3ixhRBNau1XDkkQZeeknACSfoKJVSAFrvFw7qhHrUUQaOOio+gW27\ndwuWGAPAww8nHAU5rOfTTXAY8+jEaSzZ513mrh7EBWsrSJAxZTV6PXiZWAFomdIUVwuZpQFJkoRk\nMolisRjai+PF9fALJy9ywY84wsARRzT/jM9DTafTbfv0DrL1HFVmzjQxZ46J8fHGPHDwwc1u9qgt\nLtsFh7HcZ1mWoet6LIPDhi3CGiBBboK36voZuN2IVRxLP/KWZCaTQT6fn3a/grKQvZhg+NrhQeaC\nt+rTOwzWsx1ZBrZubbwjRx9tIIzwilQK+OIXFdxzTwKzZpk48cT4NM+wL/Z0XUetVpuWpmcvTBKV\n8eS0512tVi0v1bBAgszhhYi0cntGhX4XAI26vWXfq4oFhRctIL2gnfXMuyP5VJhBsp43bcri1Vcb\n9yx99WMAACAASURBVH5sTMS73hXOnvPs2Sb+9m+jv9/dCb7utiiKTePJqXJYMpmM1DwFDF+ENUCC\nDMC7fRbWPMEwDNfFMOJkIbtxwceFXkp6tvIC+EE769le6WkQrOfx8anFxSuvROc6FAXTrPU43Gd+\nTmkXHMbGU1SCw+x7yFEzaPwmvjOqD/RjITNLSxRFjI6Oura0vHKTu6XXBYAsy6hWq673i4N0WXd7\njG69GPwxwpqkBtl6Nk0Tb3yjjuefb/zbvncbBuUy8IMfpDE2JmDJEgMf/nA8swac4IPD7HW3wxpP\nVDazAQkyRy8iwoph1Ov1gWyewKdstdovjhNRdrnfemsSDzyQwJIlBj7yERWtbrOT9cwHhwFT1nOr\nvOmocfzxCpYsaVhwBxwQ/vk++GACY2ONB7B1q4hnnxXxxjeGf17d4uZddQoOazWe/A4Oc9pDHiZI\nkDm6FWQ+MrfX5glhWMhuaz/bU7ayrSrptzgOEK3IVL+Ct7y4xj/9ScQPftCo/PX00yIWLDDwznd2\nDirirWdgeioMAKsdYNSt5ygIMcOuA5lMdM7NDb2OSft4apcJwO899zt3OZ0v7SEPKb0MJn5yj3u9\nZificn1uXdZ88FaQjTzcsmeP0PbfbrFbO6ymOLN6AEDXRSSTCWSz8d979ouVK3W88oqAHTsEHHWU\ngYMOMhHTWjd90SqWgQWHKYpiiThzcfcznpzykIcJEmQON1ad1/m3QVuSbgSM7RdHVby6gQ/esldJ\nixLLl+s49FADzz4rYp99TKxZ03+kL7NcRFFENpuFYRh48UUTW7YIMAwdhx8uY999DWsijWKkbVgk\nEsB73+v8DOJ0j7w8Vyfr2R4cBjQWhXwevZtzcJqTqtUqCTLRWhzd5N92S5Rcu/x+eL/iFYXr4p9X\nv/2Y/b6OTAb4+tdlvPZao+ewHwHsoijihRcSSKUA00xh+/Y03vCG+rQyjE6T6W9/m8BttyXx1rfq\nOPvs+KcF9UIU3lG3BHGu7YLDWGoV0F1wGFnIhEU7EXGq1xxHWlnIcS/xad+D54O3+u3HHNR9EAT4\n3jc4kwEkqXGsXE60xrHdFdk4n4ZF9MwzaZx1VhGaJuDaa4F8vuZ5rm6cxhrhTD/BYa2irIdNkOPr\ni/QQfjJwmhhY5x8WDOSlGEfBkmRtBnVdR6lU6suS5Akix9rpPDVNw8TEhPW8BqmrVr+8+c06TLNR\np/nPfxYwMdH4OZtIs9ksCoUCcrkckskkDMPAli0GNG3qPj/1VHxy54edMOtuJxIJy5PIFvmscpi9\nraTTeKrX60OX9kSCbIMXEebCrVQqSCaTvhTDCHsPmW8zODIyEtngLbewFpeiKPpevCSOVt3ICLBl\nSwK63uhZ/MtfTn/e9sn0ne9M4MADGxHfpZKBU08tu2oBOIjE5ZlH7ZnwC758Po9cLtfUVpKvvb1t\n2zZMTk4O5R4yCbINJljMhcuqxYTZPMEPWARupVJBOp3GyMhIaGUjvYBdT7Vata5nkJ6XVxhGw2XN\nKJc7/83cuQLuu0/CrbdKePjhKo45JmVZzywAUJIkKIoCXdd7KtQSB+JynlGHLfjS6TRyuRwKhYK1\ncNZ1Hf/8z/+MhQsX4sknn8S9996Lxx57zHWqJs/VV1+NRYsWIZfLYcWKFXj44Ydd/d3999+PVCqF\nY445putj9gvNWJi+6tV1HZOTk9A0DcVi0dfybWFZyJVKBfV63Xoh/Li+IF3W1WrV1+sZlMlYFIGT\nT25Yu4kEsGqVuwYKM2Y0/m7ffeHoihQEAYqioFarDa31HCWCqmvgBSwbQBAEFAoFfOMb38AVV1wB\nANiwYQOOOeYY7LPPPvjIRz6C5557ztV33nzzzfjMZz6Dyy+/HI899hiOPvponHLKKRgfH2/7dxMT\nE1i3bh3WrFnT93X1gtDFCzOwb5ZpmpbLZM+ePTAMA4lEAsVi0Xer0TRNvP7664EFirHJkg1+P/dX\n9+zZg3Q67avbqV6vW7m2/QZvtaK814wsFotNAU8sijuTyUTW1S9JkpX2xFOpNATZy0JIfBqMruuW\nVdMpDaZer8MwjMi7J2VZttpzRp04nSvgfL5nnHEGLrjgAixYsAAbN27Ehg0b8N///d846KCDOn7f\nihUrsHz5clx11VUAGmPzgAMOwIUXXohLLrmk5d998IMfxCGHHAJRFLF+/Xo8+uij/V/cFB1XSGQh\n74VNroZhWPupQbhwg7SQFUVBvV4HAJRKJd+Dnfy2kDVNQ61WAxDM9QwSxaK3YgxMpcG4sZ41TSPr\nmWjCvlCTJAmjo6NYtWoVvva1r+Hxxx93JcaqqmLz5s1YvXp103evWbMGDzzwQMu/u+666/Diiy/i\nS1/6Uu8X0SeU9oQpFzVr5A0EG7zht3DxxTESiUTTdcYVvniJruuB7RfHqTtX2NjTYFoVkQBg1dyO\nups16ufHiMO95LG/Uyygthevyfj4OHRdx/z585t+Pn/+fDz77LOOf/P888/j85//PO67775QY09I\nkAHLjTYyMoJ6vVEoYVBg+8WqqiKXy0EURVSr1di9sAx78ZJ0Om21hCSiS7siEux9kyTJsxKMfkAL\nMX+xP+9arRaIy90wDJx99tm4/PLLsXjxYgDhPWsSZDQEuVQqeVIkvRf8srr4YiZsf5WvoOM3na7r\nD38Q8LOfJTBzpol//Ecds2a1/z774iKbzVqWlt/QZOwtvPVcq9VgmiYSiUST9TxV3SmBRIJqbg8y\nXhYGmTNnDhKJBMbGxpp+PjY2hgULFkz7fLlcxiOPPILHH38cn/rUpwA0RNo0TaTTadxxxx04+eST\nuz6PXqA95L0wN0UYLkk/jqmqqlXMZHR01NpfjUIhEqARVPStbyXw4ovAo48KuPba9i50tq2gqqrv\nke92SAj8hS2EM5kMCoWCtfc8Pi5g/XoBP/uZiaeekmnvuQvi6AFz2kPuxUJOpVJYtmwZNm3aZP3M\nNE1s2rQJxx133LTPj4yM4KmnnsLjjz+OJ554Ak888QQ+/vGP47DDDsMTTzyB5cuXd38xPUIWso24\n7xHy+8WpVAqFQiG0PZF291JRAN645XNj7aiqikqlYm0r8MU+wlxgxG3CiwvMen7++UZkeCJhYMuW\nBBYulKZZz161/3MLPXN/cFpA9OOyvvjii3Huuedi2bJlOPbYY3HllVdCkiSce+65AIBLL70UL7/8\nMq6//noIgoDDDz+86e/nzZuHbDaLJUuW9HT8XiFBjgBeLQL4ZgrZbNbRioyKhTxrFnDWWQZuuUXE\nyAhw9tnO+/YseMuLzlrDiGE0co+jTKuxmEhMFZFIJhMoFgswzan6yH60/+vlPKNK3BYP/PmqqgpF\nUXoW5LPOOgvj4+O47LLLMDY2hqVLl2Ljxo2YO3cuAGDXrl3Yvn27J+ftJZSHvBdVVWEYhpXXOnPm\nzMAGNCv1WCwWe/4Ot80vWN3qIHocs/zdUqnU8jOaxibe5p/zwVvtOmux6/GzTGalUoFhGCiVSlax\nC3YulUolknnItRpw330J7N6t4IADTBx/fHTX3ix1LWfLwyqXgc2bE1BV4E1vMrBgwfRIXD5ym81l\nflnPrc4zirTKP48qbNHN5q09e/Zg4cKFkGXZ1/K3AdNxIA7MlXpFHIO62rl0nY4VFIIgdCx553Sq\nfPBWp85TQVn8nXpkR40//1lEpdK4Nzt3ihgfFzBnTvTOsx2l0lRVMSecIrfDsp6J/nFqvThsHjES\nZBv8BB/kvlQvtVpN04Qsy5AkqWuXrpcicuutIq6/XsToKPDFL2pwkbvfEmbpG4bhW+WtbonjJG5f\n6CQS8RLjXhBF0RovrfKe+7We4zQW4nSu9vloGFsvAhRlHVtYMwVJkpDJZFAqlVyJsdcvaaUC/Md/\nJFCvCxgba46W7tby5yPD49428bXX3DVu8IuDDzaw//4GSiUTRxyhY+bM8M4lDJyqhvHdhdi7w0o2\nuhmnUfSEtCJO58rg56ZqtRpoJkVUIAt5L+zBhxH01K1wGYaBcrnccb+41bEA765PFBvWF+uX2+t2\nD9u779bSD+N5dfKePP64iJ07G+d/xBE6Fi4MfnJMJoG3vtWAJCl77+X0PW7TBF55RUCxaCImJY97\nglnCduuZWc6qqgJotp6HzVUaJk7vbq9VuuIOCbKNsKKQ3R5P0zQrWMrvfr9uyOeBf/onHT/6UaPA\nx/nnd1fljFn6siy3Dd6KC7oOS4wBYPt2EQsXRq/ym2kC11yTwkMPJZDJAJ/5jIJDD+1+28QrqlUB\n//7vaezYIeAtb9Gxdq02LdDPK/i9Z1ay02nvme07x3XvOY7nzGCCHOdr6AUSZBthWchu8DIFyMvr\nW7XKxKpV0ytmdbL8DcNAtVp1FbwVFxIJIJ83IUmN6ygWo+k63LVLwEMPNbYXZBnYsCERqiDfe28a\n//M/jXv2xz8msGyZjoMP9v/edWM9M/GOA3E5T2DqXO0ua7KQiVDoJFxeWpFRETxd11Eul2GaZiAp\nWP3Q7vk43c/ly3Vs2yYimQTe+MbwRK4dxaKJVArYqzeYPTu8Cdw0zWlbHWF5jNtZz0ys2aK4nfVc\nqwFjYwIWLDARk8yjSCFJUizSy7yGBHkvYe4ht8MwDFQqFWiahnw+70leYVDVyFodx56m1U/nKT+f\nl2kCe7tVdkU+Dxx5ZDSFmFEqARddpOCOO5KYM8fABz4QTE3wVrztbQpeeSWDnTsbLuvFi8N//+zW\nc6VSsQS43d7za68BV12VxuSkgFmzTPzTPylok4rvOU4WZ5RxOt+gGktEDRJkG1EK6tI0DZVKJRZW\npFt6Dd4KmmoV+OY3E9ixQ8DChVmcf35wTTmC4ogjDBxxRDSuK5sFzjtPDfs02iIIAkRRRCaTgWma\nVscq+97zww/nsGdPo9jNa68J2LIlgRUrohdHEGWG1UKO5mwYAcLYQ+aPKcsyJicnIQgCRkdHPRXj\nMOp1s7Ke3aZphcX99wvYsaPxXF54QcQTTzR6+iqKAk3TmvLGo+JNIYKDFRxJp9PI5XIoFArIZrNI\nJBKYOVOFrmvQNBWapmHGDKWnOgPDgpOFPKx5yGQh78Xusg4Le7/fQqEQ+jn1ChN+P9zudrwWRftc\nkMtNpZoBjVxWURSt64tjdx2ie9pVjGN7z299qwlFMfD88wIOPriO/fdXIElTnwkqcjvO45HSngiL\noC1I9uLoug5Jkizh8ivqOOjrY8U+/HC7+zXpHH+8iZ07DTz3nIBDD1Vw+OEqDEOw3GjMXcn+X5Kk\noS3RWKsBd9yRxOQksGJFMNHRYeD2nREEASecAJxwggkgDdNMtYzcZuPFS29RXD02dgu5n9r+cYUE\n2YGwWjAO2n4x76brN3graAQBWLvWgKqqKJcrABrXwAQ4lUohlUpZgT6iKELXddT3RoGF1R4wDO66\nK4knn2wIys6dIi68UJnmYRhm7JHbbAxpmgZZlgE0yn6yMTNsC7pWhUHmzZsXwtmECwmyA0ELssY1\nBg5CuPy+PlZjm4nTyMhIpPeLW8EC0ERRhGEYEEXRSoEBGpMoH+gDoGmyHaQiE+2oVKb+W9Maec3d\nCvKg3ZNWsL1ntv/Mp1V5ZT3HLcraCdpDHnLCGLz8fjEAFAqFWFmRTvA508lkEpqmBbJX5uUCw976\nURAEyLIMwzCs/WJ+EcUfWxRFiKKIVCrVtsiEH67KsDj+eB3bt4uo14Fly+JZN3v3buC7302jWhXw\nkY+oOPxw5yAsr8eyIAiWt6WT9czSquIstE5Q2tMUJMgOBGEh81WqMpmM9fIFgV/XZw/eEkXRcsPH\nZRJxav1Yr9ctcWXWDd+Dl0Vfs8mSWc26LuCb38zjkUcSOOooHZdcUkMiMXiT7f77N3JtZRk91cSO\nwp7nVVel8eCDjcXwc89lcMsttabiJEHl7fttPUcV+7gnC5mw8FuQ+SpVxWIRiUQiUEH2A6fKW4oS\njRxXt/BNO1jrR34cVCoVJJNJpFIpGEZjf5n9mwkz2zcXBAG//30a99+fgCAAjzySwN13p3Haafq0\nyVZVVaiqGuvevclk741FosDrr0/d63IZUBSEXmGrV+s5bi5rai4xRYxfIf/otT+xGxRFQbVabapS\nxY4VlKXg9fWxaxJFEaVSyXK7B1VkxYsFFF+EhTXt4K3iQqFgiWetVrOOy1zUfK1jFn0N6Ht/1ggS\nE4Spc3SabJlr26l376BYQlHl7LM1fPWraSgK8KEPaaGLsZ121jNb0AGI3UKOQRZyAxLkvfg9iE3T\nRL1eR61WQyqVQrFYjOWLw8OCtyRJivU1KYpiRUuzADS2X8yCudiEyMSSRcGrqtoUuMWL7OrVwJYt\nGh55JIEjj9Rw4ol1KMqUkPP/zybbTCZjifOgdR+KMitW6Lj55hpkGZg1K+yz6Uw765kFHdbr9Vhs\nh9gX0yyGg9KeCAD+BAmxfclsNjut8XbQ5Tq9uD4+eMvpmuICi6RmCwpgKlIamIqkZnv+hmEgn89b\ngswHbtktlVQqhU9/2kQiwSbM5rQXBrOymRUsimLH7kO8OJP17A2FQuc98CiOcbv1zC/i+DEZpzEz\nrKUzSZA5mFB5Kci6rqNSqTTtS7YiCsEtbuCDtwqFgpXyYyfKLmunDloALKuYfa8gCFaHHwDWnj9/\nbJZjms1mrb1lTdOs6HlRFC3rme8ixFzb/DHtwtwuh5VZ6+z72UQbRdGIO3F5N4Gp945VxOM9LvyY\niYr17BT0SXvIRBNevID2rkbJFlEvQb8M/Sw4BqHhhT2SOpvNWgLJ7gsTRVVVrVzkQqHQ0bJgOcms\nAQFvObMgNybMbDLkq37xKVXtXNvpdHpazjP7Gz4wjBhu+DEDTHl/7HvPUbOeqVIXYdGvQNr3i91M\n5GFVB+sGfq+VD95qRdRaWQKtI6nt+8UArOImyWSypx7UTvt8zHpmgWFMPHnrmbeaO7m27TnPduuZ\nv+4oTLStIKveO9pFWdvHTBSsZ9M0p41NCuoiPHFZs65GiqJ0vbca1T3kQQlI0zQN5XK5yWPBu475\ntJF6vQ5FUZBOp5HNZvu+XidLhVnPsixDlmVLwJ1SqQzDgKKYqNc1FIvO1jOzuvnAMEVpdBpiVn5U\n3JRxJYh7tnu3gG99K42XXxbwjndoOPtsf3pVd2s9szKwfsM6qlFhEAJAs2XXzQDk94vb7a22O2bU\n6GeBERRuFhh2675VJDXbW9Y0Ddlstqtn2A0scItZ6GwS5N3PTGBTqRTGx1O4/XYRsmzijW/U8ba3\nKZb1bBdn/vtZpbRUKtUyMCyoibYVUfKgtCLIc7z11iS2b288jw0bkjjuOB2LFnV3/F6eZyfrWZZl\nXxZ19nmWNWppF28zqJAgO9CLILvdL253zKhZyG6Dt9odB/BnMvvLX4CJCQGHHdb+u51Ss4DWkdSS\nJEHX9aZIar9xCtxiwlmv11Gv1/HHP2ZRq6UhiiK2bUvhLW8BRkamrPt2ru1W32+faCkwLBqkUqbt\n3939vRfvW5jWMwvoGsYxSILcJ/yEn0wmUSwWI71X5xanQhlR4dFHBfziF417vGAB8MEPAk6LaafU\nLKD7SOogseckm6YJVVVRLGJv0/tGRSzTVGEYjf1ptphwCgzj3d72wDB2LzoFhg3jxBgm7363hr/+\nVcTLLwtYs0bH/vuH70Fwaz33uqizW8gkyIQ1ANxadk6pM70OoqAtZKC1B6Db4K1Ox5EkE3v2AF51\nU3v66alz3rUL2LNHxNy504sLuI2k1jTNqjTmJgAvSARBQDqdxkknAamUgHLZxJIlClIpHZLUnPPM\nl/Vs7DkrliDzATvdBoYNYu3kXglCJEol4J//ub+ys36eZzeLOjfWs33eq1arQ5mDDJAgO+JGkPt1\n5zoR9l6aH8FbTz+dxGWX5SFJIk47zcCXvqR3/qMOHHigiWefbZzX6CgwOtp839hevmEYVmpWq0hq\nRVFQq9V6jqQOilQKOOkkdp1pAOm2Oc/MsuaDvPh7wD7LPAT2wDB7ecZBaoYx6AQ9j/RjPTtFhA9r\nDjJAgtyWVgObResC8MydG+TE5mQh+xW8dcstOVQqAkQRuP12Eeeeq+MNb+jvO0880cTIiIE9e4Cl\nS03wBrw9kprVmHaKpGbRzV5FUgdNq5xne1MPwzBa5jzzrnt71DazzoHWFcmiEhjmN2EvluNCt9az\nk/eNXNZEE+0GgizLqFarnu8Xs33AMOBzc72y9oHGNc2aNXVN6TQwMuLJV2Pp0qkJcu/aqKtI6lqt\nZpUyTafTsX/5mXXLJj32DDvlPPOLlTADw+J+/++7L4EXXhCxfLmOww4L5z3micr9bLUlwuc9A7C2\nkpLJ5NCWzQSA4d4QstFuD5lZkNVqFZlMxprwvSSMPWRN0zA5OQnDMDAyMuJ5ms9550k4/XQVb3mL\niX/5F8235vXMTZ1OpzEyMtIU6MQKD7CfsT7UrN9x2JOXJAHPPCNgr9e5J9h1sV7U2WwW2WwWxWIR\npVLJ8njIsoxKpYJyuQxZlmEYBlKplJWCxSxpNjYURYGqqlwHqykLh8VN8PeRbQGw2ArWM7oVqtqI\nltf738kIjT/8IYF/+7c0fvObJL761Ub+cJhE1Zpnizp+3DAPjKZpWL9+PQ477DD85Cc/gWmamJiY\n6Ok4/5+9M49vos7//ytJmyZpUq5yyLWCgrLiAhakwKpAuemJiuIBKAroIoKuIOqCiMeCKD9UWBYV\nAVfOpuWSQqUth4iCoMguArIg4hYqCLRJ09zz+6PfzzCZTtJck5lJP8/Hwz8MSfOZTDKv+byP13vJ\nkiXo0KED9Ho90tPTcejQIb/PLSwsxJAhQ9CiRQs0atQIffv2RXFxcVjvGw2oIAvAF2Syg3Q4HDAY\nDEhOTo76RVwKUXC5XKiqqoJKpUKjRo1EqaROTgZmzLDjgw/c6Ncv+hcK7g5Pp9OxZgLcHR+3kprk\nlpOTk2Vh+3nhAnDXXTrcfbcOAwfqcPVq6H+DO/hC6LhIT3JycjJSUlLY57jdbthsNlRVVaGmpgZu\nt5sVWiLOJKTIDTu63W6faA7ZAen1eiQnJ0On0yEhIYHNbVdXV7MRCe7rqquBoqIElJQkoaQkEf8X\nBZc1Qr/Ts2evP+ZyqdgeYkpgSEQFqPXdvvXWWzFq1CgcP34cX375JVJTU3HPPfdg/vz5+Omnn4L6\nm+vXr8fzzz+PuXPn4rvvvkO3bt0wdOhQXL58WfD5e/fuxZAhQ1BUVIQjR45gwIAByMrKwtGjR6N2\nnKGgefXVV4N9btBPVCrcnJrdbmfv3iwWC1sgJJZRBAn/6WIwiJVU4LpcLmi1WlF2+wRiPSmG+JHC\nOo/Hw85iBlCnklqlUvlUUkvZ1sRn9eoEbNlSu5YrV1To2JHBn/4U/I0LaddSqVRITk6u96aK5IjJ\nrjgxMRFqtZrtLyXfC8C3upr7eXGHXPCLcsjf54bGSeqA5J+JoP/0kwbl5eS9NWjSRIXGjUP6+GIG\nCbMKpTf0egZffqmBx6NC8+ZePPigGyJdJoKCmMHIqVXRH+R7kZiYiFatWmHQoEFgGAbJycmYOnUq\nzp8/j5UrV6JFixb485//XO/fe+KJJ5CTk4MXX3wRqampyMzMxAcffACtVot+/frVef6wYcPQt29f\ntG7dGk2bNkVGRgbWr18PrVaLu+++O9qHO7e+J8j/jMUQfsja5XKhuro64vYfOUHypwAibtWSEo/H\nA4vFAoZh2FYfJVZSt2/PBPz/QJDBFxqNBgaDIeSbKn89z2QnTOw8uXOeA/U8CxWGcYdhcKu2ayvA\nvXA6a2/Uasdayue8hEKnTgzeeceB8+dV6NzZi/+7L5SMUB0G5QC/yrpFixaYPHkyJk+eDIfDUadQ\nUQiXy4XDhw/jpZde8vm7gwYNwoEDB4JaB8MwsFgsaCrRUGwqyAKQu37iZSxGiJpPLPqQucVbAGJS\nzCTGcfFd0ex2u49ICFVSk5Cq3C5UWVkevPaaCwcOqDFwoAd3311/QZDTCdhsTqhU0b3JIFXVXDtP\nf3Oe+T3PwQzDIBaepMDnllu8cLsZ/PabFzfc4IJe70FNjW/vqtzOlz9atGDQooU8c7dyRujaYLPZ\nfHysSSdBfVy+fBkejwctW7b0ebxly5Y4efJkUOt5++23UV1djdGjRwf1/GhDBZkHCYMCtS0dsRBj\nQHxB5rZqGY1G9hiVhlCVO9kZO51OdhenpErqyZPdmDw5uOd+/70KS5eq4XRqkZurQk5Owv+F5IFt\n2zSorq4V+Uir2blV1cHMeeYOwyChbL4hCb/nWaPR4PbbGVRX2//v/CSwu3On08mugeyy5XD+5LCG\n+lDiDpmLzWZDSrTaMUJgzZo1mDdvHrZs2YLU1NSYvz9ABdkHUnFMvtByuQhEChExEnonxKIaM1o3\nGlzTEhK1AGpvoDQajY/vc0JCAisKsfSkFhuGYZCfDzgcHqjVGnz+eSKyslzQaIDFixPw+ee1KZU9\nezRYvjwypyc+Qj3P/L5nf3Oe+YYk/F5n8hhX2LluYUI57Vg7hsm1clnp+DMGadWqVch/KzU1FRqN\nBhUVFT6PV1RU1Pv31q1bh4kTJyI/Px8DBgwI+b2jBa2y5kAuFCkpKTH/wQdr1xkKxNqzurqabQdS\novUhaTmrqalhK3mB65XUZLdM5htzW23ITGNuAZISIedSr3dDo6kVJaMRIKfz3/++fl5Pn1YhiJRb\n2BDx1Ov1MJlMMBqNrBtYTU0NLBYLrFYrnE6nTwGZVqsVrNomx8f9+2RnbjAYoNfr2TA68Y0nbVVK\nP6+UuvBD1sGSmJiItLQ0lJSUsI8xDIOSkhL07dvX7+vWrl2LCRMmYN26dRg2bFhYa44WdIfMISEh\nASaTib1zV/IPnevlrNfrfZyoxBB/sRCyKA3kSe1yuaBWq6HX69kwq9C8YSU5S3GnUD3xRBI2bgRq\narwYNcoDcgj33OPB6tW1P+c77/QKDtsQAyFnpvrmPJPCMK4gk5RDqIVhLpeLfQ4dhlGLkkLWtGfr\nqAAAIABJREFUQjtk4tQVDs899xzGjx+PtLQ03HnnnVi0aBFsNhvGjx8PAJg1axbKy8uxatUqALVh\n6vHjx+O9995Dr1692N21Xq+XJGxOBZkHV7RiKVhCdpbhwi3eIrtGqYjkc+RWUgfrSa3RaHzy/tyL\nOD/Eym/NkSMejwc2mw0Mw8BoNKJRIw2mTKk7sH78eA+6dmVgtQL9+knnFBXKnGcirElJSUhISAir\nMIzrGEZy29yhBtE8r0oROaUTiZf16NGjcfnyZcyePRsVFRXo3r07du7ciebNmwMALl68iPPnz7PP\n//DDD+HxePCXv/wFf/nLX9jHx40bhxUrVkR2IGGgCuFiKf/tVIQwDMNeNEgBlClGPQwulwsWiwWN\nGjWKqL2K6+VsNBr99iJeuXKFdXQSk6qqKrb3NxS4ldSk5aw+T+pgKqnJRZyIBLn4c6uH5TI0gRh3\nkB5jud40BANXPInzF3C9spvsbvl2ntzrE78wjA9XnLl/PxqFYaQ/O5xQaqyxWq1ISkpSRO0EcXPj\nfq4jR47EtGnTMGrUKAlXJgr1fvnoDpkD98cqpbd0uIjlsx0J4eyQhY6jPk9qUnBU3wU3UIhVqHpY\nqhBopD3GcoNbJEmKtMguOpSeZ3/DMIDru3PAdxhGNArDlJDeAZSzzkCEm0OOB6gg8yAXeilD1qFC\nhIm4iwXTqiXHHLnQcQC+NphcT2qSVyVFP+HAD7EGqh4mIiE2cjYyiQRi8UmcmEj0JpSe50iGYXAH\nYZDXhDsMgxI9uJ87KV6kgkzxQSmCHKh4K5jXygXu+EdyHADqtMsQT2qSVw3GLjJYuPlJbu8t+Y/k\nqIlIRNu5LR5GQvqDWHwCQHJyss9nF0nPM/l+hOIYRsTZ4/HUGQkYL4VhSlm/0DWIdFM0RKggKxgy\nLCGc4q1Y/WCDCf2HWknNzauKZWfKvYgHIxKRXsTDCb8rBb7fdn2h4mB6nrkFeWT3zO155uaQhULb\nQiMByfsAwoVhSjgfcrrJDhb+51pTUxNyzUm8QAXZD3LfIfPtI8PZJcrhx8utpCbHIVS8BfhWUsc6\nryokEmTnzHWVIiIRysWbhOncbndE4Xc5QoZ6ROK3LRS18DfnmTi3hRPaJr3UpDCM6xhGUFJLkRIQ\nugZVV1eHXWWtdKgg85AqhxwK0SjeiuUO2d/nyL+piFYltdj4c5Xi5j/JRZ6IhD+4ufB4chUDrhem\nRSsXHknPczDDMIDAhWEA2N8d129bjsh1XULwb3hqampoDpniSzT7gkN9P3+EU7wVCClvOMSspI4l\n9eU/7XY7Gx7l5ye5eVU5jYSMBiSaIeYNVCg9z+QGKtRhGOT1NTU18Hq97BxpUhwmt8IwuW4i/MG/\nvjqdTvbmtCFCBVlm+PtBRVK8JYRUFw7uTQUZ/wgIV1KTQq9IK6ljib/QNr+1R61Wsxd0pfcYc5Gq\nMI0rngB8ohZCN0ZCwzC4BYRCwzC4NwDcqu14LQyLFXyXLmK12hChguwHqXbIQkRSvBWIWA+XCKWS\n2l+LjJIQCm2TsDbXMtDlctUb2lYCZACI0+mUPJoR7JznQKFt7neSX5gYbGGYVMMwlHIzwL8G1fq1\nN8wKa4AKch3IFzmSvuBI3pv/ftw8a6QuXvz3iiVCdp5SV1LHEiIA5HjJxVootE3EWSkXVcC3Slyn\n0wU1vzZWEDcwf3Oe+e1spLCQK7RerxcqlYodmBFsYRi355lbtS3WuVVayJoPsc1U0nc/mlBB9oMc\nBFls561Y7ZC9Xi871rK+Sup4c6giBArlcndwShyEoaQq8VB7njUaDex2O1QqFXuTEUlhGLfoT+6F\nYbGAH4FsyBXWABVkWSKUZ432jzZWVeTcftD6PKmdTifsdrssKqmjCX/3qNVqfY5NaAcnVJwkx0EY\nSq8SD6bnGQB0Oh0bufDX80z+Xn2OYWT3LGZhmFJ/OzRkTfFB6pA1MclwuVwwGAyi5eFiIcgknwgA\nKSkp7PEprZI6EkLdPfq7gJPQKlC371aqzyoe8vxcuDn/xMRE1sxEpVKxaYX6ep75hWHcXbNQ25ZQ\nYVgkwzCUFLLm1lEQaMiaIogUgkxClwDYcYNKhLvDJ3lSwH8ltVLCnaFCBMvr9YYlWNwLODc3KYcZ\nz4GsMJUOMTPhVsCL1fPsrzAs0mEYSoXukCmCxFqQXS4Xe2cdzeKtQIhxbNz2LIPBwF6UAlVShytY\ncibSHuNTp1Q4d06F3r29IHPShQZhVFe7UV3tQmJi7ELboVphKgmusxi3zz+WPc/8QSfhFIYpYYcp\ntENuyIMlACrIssBut7NVxdyQlpiI8YMVqqQmhTJut9vnAkQqqYH4M8WIdI7x3r1qTJ+uhccDtG/P\nYO1aB/jXKJVKha++SsKGDclQqxmMHevE7bc76lhKRnvGc6RWmHImWGexSHqegx2Gwa8rIHlnvhsc\nvzBMSSFrIWw2Gy3qolwnljlkEq51OBxISkqCx+OJ2Z1ttHPIbrcbVqu1TiU1gVzEycWD5OPi9aLO\n32GFQkmJBmQz9csvKpw8qcYdd9Qd0FFYqAHDAB6PClu3atGrV+17iTXjOdpWmHIikmPj9zz7M4MR\nCm0HMwyD388eqDBMSYLsL4dMQ9YUQcQsfOJOODIYDNDpdLBarfVORpIjTqcTVqsVGo0GKSkpbLGL\nx+OBWq2GyWTyyb8RNBoN298ZDxd3h8MRlSrx227zYvPm2oiBycSgfXvh70RyMkAKgU2m699TMWY8\nx8IKUyqieWxCZjCBep7DGYZRX2EYUPtdDLcwTEoaso81QAU5IGIJMnfCEbd4K1atSNF8LxJuT0xM\nhNFo9FtJnZiYyF5oyPFGY1KSHOA6VEXDLnL0aA+MRuC//1Vh+HAPUlOFnzdpkhsFBRpoNMDo0W7B\n53AFQmhaUn0znqWywowV5CZKjGMLtec5GoVhdrtdcYVhtA/5OlSQY4zQhCMlwg+31+dJLVRJHemk\nJDkglkPViBGeep/Tvj2DadOEhVgIod1VIIEgfttysMIUA7vdHtMbjXDnPIdSGEYqwg0Gg8/uOdaO\nYcEgtCGoqalB48aNJViNPKCCzINv2BDNHSvZTfpz3or1DhkIz6ubX0mt0+nqmPMHU0ntbwfBLY6R\nS8+tENzhF/FiisGd8UxITEyMKzHm7vqlutGoL3IB+PabBzsMg/yeuTdf/grDyHOkHobBzyG3bt1a\nknXIASrIAYiWQArtJpV6cQvFkzrU1h+uQATq+4ykMClaxFvLFvez5bpvqVQq9gKupMiFP7jpBbl4\nbgtFLrgtT8H2PHMruMm5C6YwjERHyBpi5QYndG2lbU+UgEQqyELFW/6Q+w7Z7XbDYrGw4XYxPanr\nK0ySMu8cjTnGFy4Av/6qxg03MGjbVj6VsVwxJjcaZPdWXe3GCy9oceSIFvfc48ScOQ5otcoZNchN\nL8jZhCbcnmeHwwGv1wuNRhNyYRgRZ6fT6fP7inVhGG17ovjAD1lHgr/irUDvLde2BW4ltclk8qmk\n5osxKZSJVnsMP7wnZd5ZyMUpVC5dArZuTQApqM/O9qB1a+nPuz8rTBK5yM83YPfuRDAMsGWLDunp\nDgwcWK2IojylOsIF2/OsUqng8XjY9AIAnx1zpMMwxCgMC2Sd2VChghwAEhYKB6fTyV64yVCFYAkn\nrxsqwfZZk3xbMJXU0a429rduqfLOpD0mkh5jALh0SQXu16qiApA6bRaMFSZZc+1hq6DTGZCcnCD7\nojyuGCsx189FqOeZVFYDYIU3mJ5nILhhGEKFYdEahsF/LW17otSBWxwR6o7Vn4AF+75ygpv71ul0\nbMN+fZXUsczNxSrvHK0eYwBo25ZBUhIDh0OFxMTaamkpCdYK8777PPjqKw2+/VaNAQM8GDLEC43m\n+s1RfY5VUoS2lV54FwiyK/Z6vdBqtey87VB6noWGYQiFtvmFYdxhGOEWhgldW2nbEyVqCAlYKF/Q\nSCqfQ6W+HXK4ldRSXvTEyDtzd/3RqshNSakVt4sXVWjRgkGjRhH9uYgIxQpTrwf+8Q+n33/n796k\nnvEslA+PF/iV4qQ2RahqO1o9z0KmJ9zwNhB6YRj3O0By/HSHTBEklB0yt3grOTlZFtWb4eLxeFjX\nMJL75t5Vc3+k0ShwEoNo5J3F6jEGAJPJ111LCsS0wlSppJ3xzM2Hy+l7GQ24YuzvexmLnmfy++FG\np0IpDPPXh0x3yBRBghXkUIu3Ar0fEBuDeH/vxa+k1mg0olVSx4pw8s4A4jbUCcTWClMoLynmjGd+\ncVq8iXGobVvR6Hnm7p65AzBCKQwTGobBh7Y9UeoQSg6ZX32s5B+/lJXUsUQo78wPrZLzrjQxvnoV\n+OknNVJSGNx6a93vrtRWmNy8ZKDPP9zQNj9iI9ebxHCIRg91sD3P/kLbQmkrodC2v8Iw7jAM7jWW\nnOOGvkOOn2+riAiJMglnWq1WJCYmRsUGU6odMvdYtFotOyCCm1/iFm/V1NSw/r9KE2M+5M7eYDAg\nJSWFzZUTampqYLPZ4HK5ZNuSRnA4gC1bNPj+ezX27tXg6NG6IUJiF0nyjlKfO/7nT26ASPSlqqoK\n1dXVcDqd9XY8cIvTqBgHB//zT05OZn3nuZ+/y+Vii7vIf+R6xx1uQWafE8gNAHkPg8HA1mEQsbbZ\nbJgzZw62bNnCGu2Ey5IlS9ChQwfo9Xqkp6fj0KFDAZ+/e/dupKWlQafToXPnzli1alXY7x0N4ucb\nKwL+LlakcrOmpgY6nS6kSupg3i+WF35SiEaOhfwYuHfE/EpqclGIt6k/xLVIrVbDaDQiOTkZWq22\nzsWJGDDIjaoqwOG4fj4uXapbMEPOnRzEmA/ZGev1ephMJhiNRjYHWlNTA4vFAqvVCofD4eMMB1wv\nTquvUlyJcMVYr9eLVp9Cdrbcz5/coNrtdlgsFlgsFjidTjAMw4bAk5KSfKq4iTi7XC72hp5Aqu7J\ntUOtVsNms2Hz5s149NFH4XA48OCDD+KDDz7A2bNnQ1r/+vXr8fzzz2Pu3Ln47rvv0K1bNwwdOhSX\nL18WfP7PP/+MzMxMZGRk4OjRo3j22WfxxBNP4Isvvojoc4wEVQgXf3lvD6KIy+WC1+tlQ7iNGzdm\nf+BiFm95PB5UVlZGlIcOFoZhcPXqVXYnTI6FG2IieSISsiIVq0oL4wYDyan6C8Fz886k2EVuPtse\nT+2M5CtXVFCpgIwMDzp2ZBRrisGFm3fm5jKJEJA6gEj6w+WIXNzFuF7nbrebDTMLzXnm/sfVF35h\nmM1mg1qtZivEv/32W9x3333o0aMH9uzZA7fbjcGDB6O4uDioNaanp6N3795YvHgxu+Z27dph6tSp\nmDFjRp3nz5w5E0VFRfjhhx/Yx8aMGYPKykps37497M8qAPV+MWkOWQDyg+bvWN1uN6xWa8TFW/W9\nbyx2yERUlFxJHQ0YhoHT6ay3xziYvLPUPtsaDZCT48Gvv6pgMjFITY2f1p9ALW1cxyfiuR0PO2S5\niDEQ+pxnfmGYUM8z/zrXsmVLeDweFBcXw2q14osvvoDVag1qfS6XC4cPH8ZLL73ks+ZBgwbhwIED\ngq/5+uuvMWjQIJ/Hhg4diunTp4fy0UQVZf46JSAWxVuxEmQyAhIAdDpdHTEWqqSOxCpSroTbYyxn\nn+3ERKBDh9rvjz8rTKVDxAGo/V2SSAW/atjfjGclICcx5uOva0Go59nfMAzuQAyXywW1Wo3q6mo2\nwpGSkoJ777036DVdvnwZHo8HLVu29Hm8ZcuWOHnypOBrLl68KPj8qqoqts4i1sTHL1QkyIWUFMKE\n6rwlRxwOB6qrq9kLWLxWUtdHtJzFotHvLAbBWGEqGX9tW9zQtpAhhhIGYXDFWAnpoVB7njUaDTsT\nntunfu7cOdjt9pgYI8kVKsgC8L8M4Tpvhfu+YuyQyW6wpqYGWq0WycnJuHbtmt9KarE9qaVErHx4\nOP3OYnyubrcbNpstLgucgMA2pkLRC+6MZ6G8p5xQuu92MD3PBPI8oHa3OmPGDHTr1i2s901NTYVG\no0FFRYXP4xUVFWjVqpXga1q1aiX4/JSUFMmMneLrlxpFSLgPgOJnGHOrwvV6vU9bAXHXaSiV1Pw5\nxmJe8MjOwWg0wmQyQa/XQ61Ww+FwwGq1wmKxoKamhi2SiQbRmEYlZ4gYa7Xaer+bRBwMBgNMJpNP\n1XxNTY3squaVLsZ8SMsT6UThF9ytXLkSnTp1wsSJE5GZmYmhQ4di165dYX1nExMTkZaWhpKSEvYx\nhmFQUlKCvn37Cr6mT58+Ps8HgOLiYvTp0yfk948WmldffTXY5wb9RKXjdDpRVVXFXiT1en3MQn4k\nRBytHyOpCne5XEhOTmYrGrmFSeQO1uv1spNjDAaDrPJW0YAfxo1lTpVcnMh4PBI6JTs3p9NZZ2BH\nqHCtMONNjIW8m0P5jEiRIrF61Gq1bIcB+fz5BWKxvBGNNzHmQ6JSAGAymdjaFYfDgdLSUpw5cwbH\njh3DV199hcrKSrRt2xYmkymk90hJScHs2bPRrl07JCUl4ZVXXsHRo0fx0UcfITk5GbNmzcKnn36K\nvLw8AMDNN9+MN998E5WVlWjfvj02bNiAd999Fx988AE6duwY9c8AwNz6nkBD1gK43W6oVCqYTCZU\nVlbGtC84FP/s+hCy9OTmi8n0JtI3yB2vRnbNcmjniQZysvkUI+8czWlUckMMUwyhvCe5OeK7VYld\nmNcQxJhbXEi+z3/4wx/w9ddfY/DgwXjhhRdQVFSEbdu2Ydq0aUhNTcUDDzwQ0vuMHj0aly9fxuzZ\ns1FRUYHu3btj586daN68OYDasPj58+fZ59944434/PPPMX36dLz33nto27YtPv744zqV17GE9iEL\nQO6aVSoVrly5wk47igXXrl1jXW0igVRSkxsLric1KZogFxmuqUJSUhI7CADwFQ8lFMQIUV+PsZwI\ntd9ZaitMsRFzwIe/9+PeIJFQtliFeVwxjqdKeII/X/Fr164hKysLXbt2xYoVK3wikJWVlWxKIs6o\n94dJBVkAclEEgKtXr/rMAhabyspKNuQYLtxKamIh6E+M/YmVUK+nlO084cAVKyXuHPlpBcD3Bonk\no6M5GlJOyKH1hyvO3JRCNGY8k9oOpfeI+8OfGFdVVSEnJwc333wzVq1aFXfHHQBqDKJEwg1Z832m\nSREFtymfW7wVaGcVbFhVrPF5kRJuj7GcqK/fmUDy0ko7vkDIJYzrb8ZzpKHteBdjcnx8MbZarbj3\n3ntx4403NjQxDgq6QxaAu0OOVgg5WKqqqlgv5VAgPwDid0tC7GRnDFwvVOGHAbVabcgTdciFiRtW\n5e7cpCQerCIDwW3b4tYcSNHvLAZcsZJrTpX8rrgFkUBwN6kNRYxJJwMR4+rqatx7771ITU3F+vXr\nZXleRYbukMOBv1OUe1GXkL+20Ji0aHlS88e3cV16YtVr649499wWssKUqt9ZDJQiVtx+ZsA3tB1o\nxrNSji9cuMfHtdmtqanBAw88gEaNGmHdunVx97uMFnSHLADxNwbC37GGi8ViAYCgS/65ldRGo7Fe\nT2qbzQaGYWAwGKJ+MeCG9EiEIZYuSdyclRjHJzXBHF99eWc5F+bFy/nzdw4SEhLY32W8ecID/m+m\n7HY7HnzwQWg0GhQUFMRjsVaw0B2y0iC72GDgVlKTecz+bDC5hhFizYolVniBXJLCHTxfH9xZuPFo\nFRmsFaacfbYD4a8ASInwz4HH42H7nAmkRU2O9Rfh4E+MHQ4HHnnkETAMA7PZ3JDFOCioIAughJB1\nfZXUXDGWou1HaDoMtyAGgM9kmEjWJKceYzEI1wpTrj7bfOLZd5tEqEithV6vZ3fQgULbSsKfGDud\nTowbNw41NTXYtm1bzOpwlAwV5HoIZccaC7iV1FxLz/oqqaVs++Hm27gTXrij28IVBiX1GIcDiWxE\nerMhF59tPvzIRrzdTHF3/vwwNXcQhpzGeIYCKaDki7HL5cKECRNw7do1bN++PaI2zoYEzSH7wel0\nsnd+brcbjRo1isn7Eh/pxo0b1/m3WFZSxwp/Rhj1jc6Ld0MMwNcKU8ybDaHcfyyEoSGJcX07f38z\nnrkpHrl9Pv5MTdxuN5588kmcP38eO3bsQEpKisQrlQ00h6xEhG6SvF4vLBYLW71I8lNiVVLHCq6F\nob/ReXwTBu7NhlJ7jOsjllaYQrl/sfPO0dr5y5VQc+LBTEmS04xnf2Ls8Xjw9NNP4+zZsyguLqZi\nHCJUkOtBihwyH24ldUpKChv6ra+SWmltFf5G5/FNGLhe3PHWYyz1zj8WeWduzp8/ASgeiLRAjQwi\n4bYWymnGM9+0hSvGU6dOxY8//ogvvvhCMMpHCYxyrtYSIXVRF6mkVqvVdTyphSqpSfGPWJXUsUKo\nKIxfqUqGgMipWjgS5OYuJkbeOVZheKkgngAAovYblNOMZ38Oal6vF9OnT8eRI0dQUlKCpk2biraG\neIYKsh+IMMZakAlkp2Sz2ZCYmAij0ciuJVAldTzuOkgonl+pqhQbz2CI9RCFcOBPSCIh1WALksh3\nVIm+4sFAxFjMnLjQjSpXoMk1QAzXPPIdFRLjGTNm4Ouvv0ZJSQlSU1Oj9p4NDVrU5Qcy6cVut8Nm\ns6FJkyYxuYCQdqakpCR29qsSKqnFJFDbj5D5v5xsPINBLr7N4RKoIIncJDmdzrgdDwnIo0CNm3d2\nu90AojsIg9ww8sX4pZdewhdffIHS0lLccMMNUTueOIROewoXIshEIGMtyABgMBjYnVJ9ldRyCHGK\nQSg9xtxcG/+CJNceTyErTCXjb3whUHujpNfrJS9IijZyEGM+3NC22+2OaFpbIDGeM2cOtm7dirKy\nMrRp00bMQ4oHqCCHCxmc4HQ6YbVa0bhxY9F/aF6vF1VVVawpe7Ce1PFY3ARE1mPMz7UB8rOQjBer\nSH9wc+Lc1I/SjTC4yFGM+UQy49nfCEyGYfD6669jw4YNKCsrQ/v27WN2PAqGtj1FC7HzyG63G1ar\n1WdyTzxWUgdDNCqN+bk2uVlIxrM7FVC3QE2n04WVd5YzShBjILjiPH/thXa7XVCM//73v2PdunVU\njKMM3SH7geyQXS4XLBYLGjVqJNpFk+zCNRoNdDodqqur2f69QJXUBoMhLi/kYhqaBNotxKooLFwr\nTKUQTIFaMHlnOYuzUsS4Prg3SfzQNjlHfDF+99138eGHH6KsrAw33XSTxEegKOgOOVLIRUGsHTIp\nGiOV1CRP7PF4oFar/VZSx6OZQizmGPN3C1yPbb4BgxhFYfFuiOEvxMnHnxGG3Hy2hYgXMQbqmsKQ\n3wPxmweAgwcP4vjx4xgxYgQKCgqwbNkyKsYiodxvksgQERRLkIkNps1mQ1JSkk9bE1A7P9TpdMLr\n9bKhI9IyovSLgBD8mc6xyomTqITRaITJZGLD43a7HRaLBVarFXa7nW01iwSXy8UOBInHc0huqEjx\nT7DnkBhh6HQ6mEwm9jyQ7320z0MkkNSSmFPTpIKcBwJJF3311Vd4/vnnccstt2Du3LkYNWoUW/sg\nJvv27UN2djbatGkDtVqNLVu21Pua3bt3Iy0tDTqdDp07d8aqVatEXWO0iZ9vk8hE88vHMAysVisc\nDgcMBgNrvE7EV6fTQa1Ww+FwwGq1oqqqim1rikfPZo/Hw+bPjUajZDlx0mebnJyMlJQU6PV6n/Ng\ntVrZPsxQvw/cnvJ4NMTg+r5H2rpFzoPRaBQ8DxaLJezzEAnc6Ea89foD12s3nE4ndDod9Ho9kpKS\n8MILL2D+/Pno3bs37rnnHqxevRp33HEH2rdvH5RIhkt1dTW6d++OpUuXBvVZ//zzz8jMzERGRgaO\nHj2KZ599Fk888QS++OIL0dYYbWjIuh6i/aPz50lN7vxJCIl4O1dXV7N5ThJaVWoRjBByzacK+TuH\nM9tZaivMWOBv/F40qM9nG4hN3rmhiLHD4fDJ+zMMg9WrV2PBggUoLi5G9+7d4XQ6sW/fPmzduhXt\n2rUTbU3Dhg3DsGHD2HXUxz/+8Q907NgRCxYsAADccsst+PLLL7Fo0SIMHjxYtHVGEyrI9RDNkLXb\n7YbFYoFKparXk1rID5fkd0IVBbmilDnGQu5Iwcx2lpsVphjwv6diRjekyjvHuxgD8CvGa9aswd/+\n9jfs3LkT3bt3B1Abys7IyEBGRoaUS67D119/jUGDBvk8NnToUEyfPl2iFYUOFWQ/8H90kQoyt5La\nZDJBrVYH5UnNbYnxV4wUy51CtCDTjJTmacwtCqtvtjPZzcnVCjNSIh2iEAncAQxiznduCGJst9tZ\nV0CuGG/YsAEvvvgitm/fjrS0NIlXWT8XL15Ey5YtfR5r2bIlm/JTwm+QCnI9RLpDDtWTOphdY32i\nAFxv4xHbbD5U4imEW58oAPDpHY+nFjXuEAU59FFH6rMtBBFjpd00hgL5fEivOFD7Gy0oKMDzzz+P\nbdu2oXfv3hKvsuFABTkIIvF/tdlsbCiIePj686QOx++XLwrcHtuamhp2xyaHwQti9xhLDTFXIDdF\nWq2W9UPn/nukvsJSI/e2n2jkneN9KhVwPUrFF+OtW7di6tSp2Lx5M/r27SvxKoOnVatWqKio8Hms\noqICKSkpitgdA1SQ/cL9AYYz8YlUUpMWENLG4fV62V5jrhhHy5OaiDMpCuOGUsm/SzF4IRY9xlLj\nL5/qb7azEovz5C7GfMLJOzc0MeaK1fbt2/HUU0+hoKAAd999t4QrDJ0+ffqgqKjI57Hi4mL06dNH\nohWFDhXkIAhVkEkbj9frhclk8ikGIn+HOyBCLKHihvH4Q875OTYxQ47cavF4tPoEAlth+isKi3Wl\ncKQo3dQkmLyzWq2G1+tlB2HI9VxEAhFj0s1BjnHnzp2YOHEiNmzYgAEDBki8ytq2p9OnT7PXzDNn\nzuDo0aNo2rQp2rVrh1mzZqG8vJztNZ48eTKWLFmCmTNn4vHHH0dJSQny8/Oxfft2KQ/IHbNjAAAg\nAElEQVQjJKh1ph9ICBkAKisrWTOH+uBWUptMJmg0Gr/FW1IJFTfHRnYJYk1FinfPZiD81i1+/l8K\nG89giffiJm5FPEGpUYxAELc/fv1GSUkJxo4dizVr1mD48OESr7KWPXv2YMCAAXU+93HjxmHFihV4\n7LHHcO7cOZSWlrL/tnfvXkyfPh3Hjx9H27ZtMXv2bDz66KOxXro/6LSncOEKclVVFevME4hwKqkB\naYXK35i2aFyI5NpjHE2iuWuU62znhhDCJUJFQtvcc8H12ea3tikJf2K8Z88ePPTQQ1i9ejWysrIk\nXmVcQwU5EhwOBwDAYrEAAEwmk+DzuNaWWq2W3UEQsQOuh6gB+fbf8sOpXHEOtdeZe4zxuKMCxBUq\nucx2jmQEplLgijE/TB0oiiFHn21/+BPj/fv3Y/To0fj444+Rl5cXl+dXRlBBjgQiyCQfTCYwcYlF\nJbUU8A0wyIUomFwnyVHJ/RgjIZbHKNVs50BCFS+EeoxcceZGMeQ839nfMX7zzTe49957sWzZMtx/\n//2yW3ccQgU5EpxOJ1stLSTI/IEIpAeSiBngW7ylVNem+nKdJITHPUal9xj7Q+o+aqGxhaQvPZpF\nYdzCn3g8j0DkNxxCtRhyyzv7O8Zvv/0WeXl5eO+99/DQQw9Jvs4GAhXkSCCCTEzzGzVqxP4bt5La\naDRKVkktBUK5Tq4NaLw6U8ntpkqM2c7cGw45HKNYRPuGI9B8Z6nyziSlwhfj77//HtnZ2Vi4cCHG\njRsXl+dXplBBjgQiyDabDU6nE40bNwYQfiV1pFNw5AjZORPzC0AehUjRhm9qIscbjkiLwvg3HMQs\nIt4Qe/cvh7yzPzE+duwYMjMz8eabb+KJJ56gYhxbqCBHAvkx1dTUwG63o0mTJnA4HKydHpmH6k+M\nG0LLD/+GgxvGAxCzXmcx4UY4lHJTRQSB7NqAwLlOrhjL9YYjGkgRio913tmfGB8/fhwjR47EnDlz\n8NRTT1Exjj1UkCOBK8g1NTXQ6/WKr6SOJoFuOGLZ6ywmXq8XNptNlNGCscLfueAKgt1uh8vliouU\nij/47lRSfP/Ezjv7q/w/ceIERo4ciVmzZuGZZ55RxG8vDqGCHAl8QQZQbyU1oNxJRqFA+m/VanW9\nPcZi9jqLCdcK02AwKFKM+QidC0I8F3DxJxrJ4RijnXf2Nwzjp59+wogRI/D8889j+vTpsjj2BgoV\n5EggF62qqio2JEs8qeurpI7nixup3Aynxziavc5i0lDSDWT3z7WHVboBBh+uGMs1Lx5p3tmfGJ85\ncwbDhw/HX/7yF8ycOTMuzqeCoYIcCQ6HA9euXWN/HI0bN4ZKpfKppCY/Em6esSHk4KLRmxpJr7OY\nNASHMdI9QELxGo1G8kKkaMOvGJerGAsRSt7ZnxifO3cOw4cPx4QJE/DKK69QMZYeKsiRcPnyZbaN\nx2azoVGjRuydbEOqpAbEb/kJttdZbBpC7j+YvLg/QeCOj5QzXDFW+g1yoLwzyf/zo1W//vorhg4d\nikcffRRz586lYiwP6j0J8Xe1iSImkwkpKSnsxYfs4viV1FarFQzDsP3I8QZp+SEVuGKE4skkHp1O\nB5PJBKPRyKYHampqUFVVherqajidTlaso43T6WQLYuJ1Z8y9eTQajX7z4mRSmNFohMlkYqMhdrsd\nVqsVFosFdru9Th5aDpCbx3gQY+D6fGeDwYCUlBT2pp/bbujxeJCfn4/KykqUl5djxIgReOCBB/Dq\nq6/GTIyXLFmCDh06QK/XIz09HYcOHQr4/M8++wzdu3dHcnIyWrdujQkTJuDKlSsxWatcoTvkALjd\nbjakarFYkJCQAK1Wy4ZSyW4qmMImpcINbUq1+w+0W4tWKLUh2H3y5zWHs8uVe4FeQ2nf4hZVJiQk\n4ODBgxgxYgQSExPRqlUrdOrUCZ988gnat28fk/WsX78e48aNw/Lly3HnnXdi0aJF2LhxI06dOoXU\n1NQ6z9+/fz/uueceLF68GJmZmfjf//6HSZMm4ZZbbkF+fn5M1iwBNGQdCR6PB06nEx6PB3a7ne01\nBuAzNzVehyfIscpYaOhCJL3OUlthxgpSpBbNvLhQgR4gXQ1AQxFjEpXjX3uOHDmC1157DadPn8Yv\nv/wCj8eDtLQ0PPLII5g2bZqoa0pPT0fv3r2xePFiALXnol27dpg6dSpmzJhR5/nvvPMOli1bhp9+\n+ol97IMPPsCCBQvwyy+/iLpWCaEh60jYu3cvrl69CoZhoNfrYTQaodfr4XA4WGH2eDysg5PcQneR\nwA3Fy6n/Vq1Ws33gKSkp0Ov1UKvVcDgcPqFUbuGdP7ihTVL0Q8U4eIiHtl6vZ9MMSUlJ8Hg8sNls\nMUkzELhirNfr41qMheZS//7773j66afRsWNHnD59GpcuXcJnn32Gm2++2Uf0xMDlcuHw4cPIyMhg\nH1OpVBg0aBAOHDgg+Jo+ffrg/PnzKCoqAgBUVFRg48aNGDlypKhrlTt0h+wHhmEwYsQIdkh2Tk4O\n+vfvj2effRa//PIL9uzZg6SkJMmLkMQglB5juRBqKJVrhRnPZhjRnNccCrGc7dxQziURY/K7JN/n\nq1evIjMzE3fccQeWL18e84K7CxcuoE2bNjhw4AB69+7NPj5z5kzs3bvXryjn5+fj8ccfZ2sRsrOz\nYTabZV8wGAF0hxwuKpUK27dvx08//YRhw4Zh5cqV6NGjB/bu3Yvc3Fz2hxFMEZKSds5Op7OONagS\nIOJrMBhgMpmQnJzMFr5UV1fDYrGwF21SZexyuWAwGOL2As4V41jfWGk0Gr9FYRaLJaRIRiAamhir\nVCqf1qbKykrk5OTg9ttvl0SMw+X48eN49tln8eqrr+LIkSPYuXMnzp49i0mTJkm9NEmhO+QgOHbs\nGEaOHAmXy4UnnngCX3/9Nfbv34/09HTk5uYiKysLLVq08GmD4hchRTKBJxYoaVZzKPjLcwKQlWtT\ntPFnoSg10Zzt3BDFmHtjVVVVhdzcXNx0001YtWqVZGklcmNrNpuRnZ3NPj5+/HhUVlaisLCwzmvG\njh0Lu92ODRs2sI/t378fd911Fy5cuICWLVvGZO0xhu6QI6WiogJ//vOf0bRpUxw6dAjz5s1DcXEx\nfvnlFzz88MPYsWMHbrvtNgwfPhz/+Mc/8L///Q8qlcpnd8DdOVssFlRXV/vkoaWG5N+Iz2+8iDHg\nm+fkhvlUKhUcDodiIxmBkKsYA76RDH4LD4lkkOhFoPPBFeN4jnL4E2Or1Yr77rsP7du3l1SMgdoi\nvrS0NJSUlLCPMQyDkpIS9O3bV/A15PvJhbSTxsvvMBzoDjkI1q1bh5EjR8JkMtX5N4ZhcPXqVWzd\nuhUFBQXYtWsXunXrhuzsbOTm5qJdu3Z1ds78CTxSjipsKA5jQlaY/uY6yzmSUR/+BtLLnVBmOytx\n+lY4+BPj6upq3HfffWjatCk2bNggi+PfsGEDxo8fj2XLlrFtT/n5+Thx4gSaN2+OWbNmoby8HKtW\nrQIArFq1ChMnTsTixYsxdOhQlJeXY/r06UhISMBXX30l8dGIBm17iiUMw8BisWDbtm0wm80oLi7G\nrbfeitzcXOTk5KBDhw4+4izUvhNLceY6NsXzhS0YK8xY9DqLjRSjBcUiUFEYeSyev7NerxdWq7XO\nd7ampgb3338/kpOTYTabZRUZWLp0KRYsWICKigp0794d77//Pnr27AkAeOyxx3Du3DmUlpayz1+y\nZAmWLVuGs2fPonHjxsjIyMDf//533HDDDVIdgthQQZYKYqhRVFQEs9mM7du3o2PHjqw4d+7cmb1g\nEms8IXEWy6ZQjj3GYhCOFWa0e51jAWnfigcx5iN0s6TEUZ7B4k+M7XY7xowZA7VajYKCAuj1eolX\nSgkRKshywWazYefOnSgoKMC2bdvQtm1bZGdnIy8vD126dAkoztyLTzTEgF+xKUeBiQYkfBtJLlXu\nc535AxTitUiNG6bWarXseQF8ZztL7RQWKdwbZW6Xg8PhwCOPPAKHw4EtW7bAYDBIvFJKGFBBliN2\nux27du1Cfn4+tm7diubNmyMnJwd5eXno2rWrT66MX5EaqRg0hOEJgDhWmHKzjWwozlRcMeaa1AQ6\nH3Ia5Rks/sTY6XRi7NixqKqqwueff47k5GSJV0oJEyrIcsfpdKKsrAxmsxmbNm2CyWRixblHjx5R\nFedo7BjlTqysMKWe69xQWn74YyL9pVYCjfJUwmxnf2Lscrnw+OOP47fffsP27dsFC0spioEKspJw\nuVzYt28f8vPzsWnTJmi1WmRlZSEvLw+9evViQ8vhuFIRkVJa9W0oiD0iMtD7xtLTmbtjpGIs/Dpu\nRwO3gl6Os539Df1wu92YOHEifvnlF+zYsQMpKSkSr5QSIVSQlYrH48H+/ftZcfZ6vcjOzkZOTg76\n9OnjE7bzt1MjFx6HwxFzkYo1ctkxij3XuaG0/IQrxkLIebazPzH2eDx46qmncOrUKRQXF6Nx48aS\nrZESNaggxwNerxfffPMN8vPzUVhYCJvNxu6c+/Xrx16UA7lSxWP1LUHOIhXNXudoipScEfM4hSro\nSeqHiHOsfiOBxHjq1Kk4evQodu3ahaZNm8ZkPRTRoYIcb3i9Xhw+fBhmsxkFBQW4evUqsrKykJ2d\njf79+7M7w99++w1nz57FrbfeyrrfENcqKUbjiQW3l1ruIhVJr7OSjjMSyHF6vd6wZzYHi5RFegzD\n+ExTI8fp9Xoxffp0HDx4ECUlJYKzhCmKhQpyPOP1evHDDz+wO+fy8nJkZmbirrvuwvz58+H1evHt\nt99Cp9MJhlGlmlsbLfztMJRAKL3OSj7OUJDyOGNZB0AiAPybDq/XixkzZmDPnj0oLS2NVz/nhgwV\n5IYCwzD4z3/+g/feew8rV65Es2bNkJGRgczMTAwaNIjtW/SX41SaOAtZYSqVQL3OGo0GNTU1AJR/\nnIGQ001HfXUAkdiqcsPxRqPRR4xffvll7Ny5E2VlZfHsVtWQoYLckCgqKsL999+Prl27YtGiRSgr\nK0NBQQFOnTqFwYMHIzc3F0OHDvUZssDdFShlpnMwVphKRai9Dai9YdJqtYo3vhBCTmIsRLRmO/vL\njXu9Xrz66qvYsmULSktL0bZtW9GOhSIpVJAbChaLBR06dEC/fv2wdu1anx3x2bNn2bD2sWPHkJGR\ngdzcXAwfPhwmk6mOOPNbReQkzg3F2MTj8bD2iQkJCXFhfCGE3MWYT6CisEB+AP7EmGEYvPHGG1i/\nfj3KysrQvn37mB4PJaZQQW5I/Pjjj+jUqVNA84Tz58+zBWFHjhxB//79kZOTg5EjR6Jx48aynunc\nEIxNAOEIQKx7nWOB0sSYT7CznQOJ8fz587F69WqUlZWhQ4cOUh4ORXyoIFOEYRgG5eXlKCwshNls\nxjfffIO77rqLFefU1NR6xTmWJgtiWGHKEbfbjerqamg0Gp/UAhexe51jgT9nKqVCxJkINLerwePx\nsAVcXDF+9913sXz5cuzevRs33XSTxEdAiQH1/iiV/SughI1KpUKbNm0wZcoUlJaW4syZM8jLy8Om\nTZvQpUsXZGVl4aOPPkJFRQVUKhWSkpJgNBphMpmg0+kA1HpyWywWWK1WOBwOVhiiCXHfImMF41mM\nXS5XvWIM1J47jUYDnU4Hk8kEo9EInU7HmqNUVVWhuroaTqdTlHMSKWSaUbyIMXB9Z6zX62EymZCc\nnMyOiiTnYPfu3Vi9ejUuX76M999/H8uWLUNJSUnMxXjJkiXo0KED9Ho90tPTcejQoYDPdzqdePnl\nl3HjjTdCp9OhY8eOWLlyZWwW28CgO2SKDwzD4Pfff8fmzZthNpuxe/du9OzZEzk5OcjOzkbr1q1j\nNtNZKitMKSC58UjD8XKf68ydNBZvBXlc+PamDMPg1VdfxXvvvQeNRoOkpCRMmzYNkydPRrt27WK2\nrvXr12PcuHFYvnw57rzzTixatAgbN27EqVOn/PY85+Tk4NKlS3jjjTdw00034cKFC/B6vejTp0/M\n1h0n0JA1JXwYhsG1a9ewdetWmM1m7Nq1C926dUN2djZyc3PRrl070WY6y8UKMxaQ3Hi0w/Fym+vc\nEMWY6xzHMAyWLFmC/Px8JCYm4tChQ3C5XEhLS8Nrr72GESNGiL629PR09O7dG4sXL2bX1K5dO0yd\nOhUzZsyo8/wdO3bgoYcewpkzZ6h9Z+TQkDUlfFQqFZo0aYKxY8di06ZNuHDhAqZMmYJDhw6hV69e\n6N+/PxYtWoQzZ84AqLXnTE5ORkpKCissdrsdVqsVFosFdrud3bUFglzQXC4XDAZDXIuxw+EQRYyB\n2upf/jkh3ub8cxLCjXlYUDFmsHr1arz99ttYvnw59u/fj0uXLmHNmjW46aabYjI60+Vy4fDhw8jI\nyGAfU6lUGDRoEA4cOCD4mq1bt6Jnz56YP38+2rZti1tuuQUvvPAC7Ha76OttiMSn/x4l6qhUKqSk\npOChhx7CmDFjUF1djaKiIpjNZixYsAAdOnRAbm4ucnJy0LlzZ2i1WnaQPNmlkYlTgdpEGopFJHC9\nUC0WPuMqlUrwnDidTjgcDlEtIxuSGNfU1AiK8Zo1a/C3v/0NO3bsQPfu3QEAjRo1wpgxYzBmzJiY\nrO/y5cvweDx1HMBatmyJkydPCr7mzJkz2LdvH3Q6HTZt2oTLly/jqaeewpUrV/Dxxx/HYtkNivi9\n2lFEQ6VSwWg04v7778f9998Pm82G4uJimM1mDBw4EG3btkV2djby8vLQpUsX9kJfnzgDgM1mY4t9\nlNYGEyzccZhS5Ma54stvp3I6nVHtdW5oYkyiOlwx3rhxI1588UVs374dPXv2lHiloeH1eqFWq7Fm\nzRoYjUYAwLvvvov7778fS5cujcnOviFBBZkSMQaDAbm5ucjNzYXdbseuXbtgNpsxdOhQNG/eHDk5\nOcjLy0PXrl0FxZns0ggktBqPcAvVdDqd5Bc00pqTkJAAnU5XR5yB8HudqRgzKCwsxHPPPYetW7ei\nd+/ekq4zNTUVGo0GFRUVPo9XVFSgVatWgq+54YYb0KZNG1aMAaBLly5gGAa//vorbdeKMvH5C/FD\nqOX+u3fvRlpaGnQ6HTp37oxVq1bFaKXKRafTITMzE5988gkuXLiAxYsX4+rVq8jOzka3bt3wyiuv\n4PDhw2AYBomJiTAYDPjxxx9x6dIlALUCUVNTA4vFwob/xM5vxgpy4XY6ndDr9ZKLMR8izqR1x2g0\nIikpCR6PBzabzaedqr5zQsRYrVY3GDHW6/U+Yrxt2zY888wz2LRpE/r16yfxSmtvrNLS0lBSUsI+\nxjAMSkpK0LdvX8HX9OvXD+Xl5bDZbOxjJ0+ehFqtphafItBgqqxDLff/+eef0bVrVzz99NOYMGEC\ndu3ahWnTpmH79u0YPHiwBEegbFwuF/bt24f8/Hxs2rQJWq0WWVlZ6NSpE2bNmoXMzEx8/PHHUKlU\ndRypYjUST0yUXjUeylznYMxN4gFutIN/Trdv344nn3ySTePIhQ0bNmD8+PFYtmwZex3Mz8/HiRMn\n0Lx5c8yaNQvl5eXs5qO6uhp//OMfkZ6ejldffRWXLl3Ck08+iQEDBmDZsmUSH43ioG1PhFDL/WfO\nnImioiL88MMP7GNjxoxBZWUltm/fHrN1xyMejwf79+/HW2+9hZ07d+L2229H3759kZubiz59+vi4\nGQmJs9JmOvurvFUqgXqdSYSjIYtxcXExHnvsMaxfvx5DhgyRcJXCLF26FAsWLEBFRQW6d++O999/\nn81tP/bYYzh37hxKS0vZ5586dQrPPPMM9u/fj2bNmuGBBx7AvHnzZBfhUQBUkAGwuR2z2Yzs7Gz2\n8fHjx6OyshKFhYV1XnPPPfcgLS0N7777LvvYypUrMX36dFy9ejUm645nli5diilTpuChhx7CpEmT\nsGnTJhQWFsJmsyErKwt5eXno16+fTwiQu0tTythIro9xPIgxH6FeZwBISkqSpNc5FgQS49LSUjz6\n6KP47LPPYtJXTFEUtA8ZCFzuf/HiRcHXXLx4UfD5VVVVPgVIlNA5duwYpkyZgmnTpmH16tW46667\n8M477+D06dPYtm0bmjVrhmnTpuHmm2/GlClTUFxcDJfLxRYeGY1Gwfwm6V2WS86Z+DWTFq54E2Pg\neq8z2S2RCIYUvc6xgF+UxxXjvXv34tFHH8WqVauoGFPCglZZU2LO7bffjoMHDyItLc1nV6tWq9Gz\nZ0/07NkTb775Jn744QeYzWa8/PLLKC8vR2ZmJnJycjBw4EDodDrWz5kb1iZTd8iuWapBC/zhCfG4\nUySQnDHX9jPWvc6xgLSrCVXI79+/H2PGjMFHH32ErKwsCVdJUTINYoccTrl/q1atBJ+fkpJCcydR\noGfPngEvyGq1Gt27d8e8efPw73//G/v27cPNN9+M119/HR07dsTjjz+OLVu2sLORuYMWkpKS4PV6\n6wxaiNUOTeljBUOBDMTge3AT8TUYDHWGLVRXV7NV9HKKaNQH6R3ni/E333yDBx54AMuWLcOoUaMU\nd6NBkQ8NQpDDKffv06ePz/OB2mINaqgee1QqFbp27Yo5c+bgu+++w8GDB/GnP/0JCxcuRMeOHfHo\no4/CbDbDarVCrVazYW0ymSqWU5A8Hg87yaghiHEwAzH47VRccZZruoGP3W4XFOPDhw/jvvvuw/vv\nv4/Ro0dTMaZERIMo6gJCL/f/+eefcfvtt+Ppp5/G448/jpKSErbtadCgQRIfDQWovak6e/Ys8vPz\nUVhYiGPHjiEjIwO5ubkYPnw4TCZTvTOdhdp2wqWhGGEA0ZlOpZS5zkSMk5KS2NGjAPD9998jOzsb\nb7/9NsaPHy+LtVJkDa2y5hJquf/evXsxffp0HD9+HG3btsXs2bPx6KOPSrV8SgAYhsH58+dhNptR\nUFCAI0eOoH///sjJycHIkSPRuHHjgOIc6YhCt9sNm81GxTgCQul1jhXEb5wvxv/+978xcuRIvPnm\nm3jiiSeoGFOCgQoypeHBMAzKy8tRWFgIs9mMb775BnfddRcrzqmpqVGd6dxQjDCA62IsxnQqLnKY\n6+xPjI8fP46RI0dizpw5eOqpp+L6fFOiChVkSsOGYRj89ttv2LRpE8xmM7788kukp6cjNzcXWVlZ\naNGiRUQznYlANQQxFmtuc31IMdeZK8bc4R8nT57EiBEjMGvWLDzzzDNxfb4pUYcKMoVCYBgGv//+\nOzZv3gyz2Yzdu3ejZ8+eyMnJQXZ2Nlq3bh1QnLmTqTQajWihWzkilRjzIeeFCDSAgOM8w8HfWMzT\np09j+PDheO655/Dcc8/F9fmmiAIVZApFCIZhcO3aNWzduhVmsxm7du1Ct27dkJ2djdzcXLRr185H\nnIkAEBEgvbakejiec8ZyEWM+3PNChpBE2utMjpUvxmfPnsWwYcPw9NNP48UXX5TNZ0BRFNSpS4mE\nMpWqsLAQQ4YMQYsWLdCoUSP07dsXxcXFMVytMlGpVGjSpAnGjh2LTZs24cKFC3jmmWfw7bffolev\nXujfvz8WLVqEM2fOAADbU5uSkoLKykq2PYfkj+PJjYoLV6DkJMZA9Hud/YnxuXPnMHLkSDz55JNU\njCmiQnfIMiPUqVTTp09HmzZtMGDAADRu3BgrVqzAwoULcfDgQXTr1k2CI1A2xHu6qKgIZrMZRUVF\n6NChA3Jzc5GTk4OtW7fijTfewO7du3H77bezLmHR2qHJCX+hW7kjNJQECOx77k+Mf/31VwwbNgwP\nP/wwXnvtNcV8BhRZQkPWSiPUqVRCdO3aFQ8++CBeeeUVMZfaILDZbCguLmZ7nW02G0aPHo2//vWv\n+OMf/+gT1o6nsZFKFWM+wfQ6u1wuwZB8eXk5hg8fjlGjRuGtt96K67QEJSbQkLWScLlcOHz4MDIy\nMtjHVCoVBg0ahAMHDgT1NxiGgcViQdOmTcVaZoPCYDAgJycHzZs3h81mw/jx42EwGDBs2DCkpaVh\n7ty5+OGHH3zyyYHCp2QnLWfiRYyB2t8P31qV795GxkVqtVr2WC9evIjMzExkZWXFXIxDSVlx2b9/\nPxITE3HHHXeIvEKKWNDhEjIi0FSqkydPBvU33n77bVRXV2P06NFiLLFBMnPmTPy///f/sHTpUjz1\n1FMAakOcZWVlMJvNyMnJgdFoRE5ODvLy8tCjRw8kJCSw06m4O2en0ynrmc7+2n3iBY1GA41Gg6Sk\nJPZYVSoVPB4Ppk+fjhMnTmDIkCFYv349Bg8ejIULF8ZUjNevX4/nn3/eJ2U1dOhQvykrQmVlJcaN\nG4dBgwbV8eCnKAe6Q44j1qxZg3nz5mHjxo0Bf7yU0Hj44Yfxr3/9ixVjANBqtRg6dCiWL1+OX3/9\nFR9++CHsdjseeOABdO3aFS+++CK+/vpreL3eOjtnrVbLjo20WCyy8XG22+1xLcZcXC4X7HY7EhMT\nYTKZYDKZcNddd0Gn0+GNN97Ajz/+iG+++Qbz588P+mY4GixatAiTJk3C2LFjceutt2LZsmUwGAxY\nsWJFwNdNnjwZDz/8MNLT02O0UooYUEGWEeFMpSKsW7cOEydOxMaNGzFgwAAxl9ng6NatGx5++GG/\n/56YmIiBAwdi6dKlOH/+PFavXg2VSoXx48ejS5cu+Otf/4ovv/ySFWfuTGeuOEs1ZIHM+OX6Nce7\nGPPdxtRqNQYPHowrV65gzJgx+Ne//oUbb7wRb7zxBm699VZ8+OGHMVlXOCmrTz75BGfPnsWcOXNE\nXyNFXKggy4hwplIBwNq1azFhwgSsW7cOw4YNi8VSKX7QaDS4++67sXjxYvz888/YuHEjDAYDJk+e\njE6dOuHZZ5/F7t274Xa7BcdG8sVZ7LGRZMav0PCEeIRr5sIt4KqsrERubi5uv/12rFixAg8//DA2\nbNiAS5cuYfPmzRgxYoToawuUsrp48aLga3766Se89NJL+Oyzz0QJrQ8ePFjwmr6OPIoAABNgSURB\nVLJ06VI0adIE5eXlUX/PhgwVZJnx3HPP4cMPP8Tq1atx4sQJTJ48mS0mAoBZs2Zh3Lhx7PPXrFmD\ncePG4Z133kGvXr1QUVGBiooKVFVVSXQEFIJarUafPn2wcOFCnD59Gtu2bUOzZs0wbdo03HzzzZgy\nZQqKi4vhdDolmenM3RnrdLq4F2MyAITvrGaxWJCXl4dOnTphxYoVPlacer0e2dnZaNOmjVTL9ovX\n68XDDz+MuXPn4qabbgKAqN+8ffLJJzh48KBPhODs2bOYOXMmlixZgtatW0f1/Ro6tO1JhoQylWrA\ngAHYu3dvnb8xbty4evNOFGnwer04duwY8vPzUVBQgPLycmRmZiInJwcDBw70EUaxxkYSMXY6nXVm\n/MYjxMCFL8ZWqxWjRo1C69at8dlnnyExMVGyNbpcLhgMBpjNZmRnZ7OPjx8/HpWVlSgsLPR5fmVl\nJZo0aYKEhARWiL1eL1vxX1xcjP79+0e8rtWrV2PKlCk4duwY/vCHP2DgwIFo1qwZNm7cGPHfbmDQ\nPmQKRc4wDIP//Oc/MJvNKCwsxM8//4xhw4YhNzcXgwYNgsFgYJ8bLXGmYlx7XbTZbLj33nvRtGlT\nrF+/HlqtVuKVCvsQtG/fHlOnTsULL7zg81yGYfDjjz/6PLZkyRK2+v/GG2+EXq+PyrpGjRqFa9eu\nYdSoUXj99ddx/Phx2loZOlSQKRSlwDAMfvrpJ3bnfOrUKQwePBi5ubkYOnSozzSpcMcTNlQx5k/j\nqqmpwejRo6HX62E2m2XzOWzYsAHjx4/HsmXL2Lan/Px8nDhxAs2bN8esWbNQXl6OVatWCb5+7ty5\n2Lx5M44cORLVdV26dAm33XYbrl69ioKCAmRlZUX17zcQqDEIhaIUVCoVOnfujJdeegmHDh3C999/\nj/T0dCxduhQdO3bEQw89hPXr16OqqgoqlQpJSUkwGo0wmUxsgZLdbofFYoHVaoXD4WCdqQCwZhhO\npxN6vV42IiQW/sTYbrfjoYceQmJiIjZu3Cirz2H06NFYuHAhZs+ejR49euCHH37Azp070bx5cwC1\nhiXnz5+P+bqaN2+OSZMmoUuXLlSMRYTukCkUmcMwDM6fP8+GtQ8fPoz+/fsjJycHI0eOROPGjeud\n6ZyQkACPxwO32w29Xi+L8KyY+BNjp9OJRx55BHa7HVu2bPFJCVACI9buuwFBd8gU8aAWf7FBpVKh\nffv2mD59Ovbs2YNTp05h+PDhWLt2LTp16oRRo0Zh1apVuHTpEoBa05Lk5GSkpKSwO2eHwwG32w2V\nSgWv18uGueMRj8cjKMYulwvjxo2D1WrF5s2bqRhTZAcVZEpYEIu/uXPn4rvvvkO3bt0wdOhQXL58\nOeDruBZ/lNBRqVRo06YNpkyZgtLSUpw9exajRo1CYWEhG0786KOPWHMZlUqFF198EadPn4ZWq0VC\nQgIcDgesVissFkvcjY0MJMYTJkzAlStXsHXrViQnJ0u8UgqlLjRkTQmLcKdSjRkzBp07d4Zarabh\nryjCMAx+//13bN68GQUFBSgrK8Mdd9yBxMREfPnll1i1ahVyc3PZ57rdbja0DdT2THMLwpTo1EXE\nWK1W+4ix2+3GxIkTce7cOezYsQONGjWSeKXKhIasI4ZWWVOiT6j9koRPPvkE//znP/HVV19h3rx5\n9MctEgzD4LfffsPIkSPx3XffoUePHtBqtcjOzkZubi7atWvnk3Mm4qzkmc5EjFUqFZKTk9kqc4/H\ng6effhonT55EcXExGjduLPFKKQ0YmkOmRB85WvxRruN0OvHkk0/i2LFj2LRpE0pLS/HMM8/g22+/\nRa9evdC/f38sWrQIZ86cAVBr2WowGGAymWAwGBQ3NjKQGD/77LP4z3/+gx07dlAxpsgeOn6RIjqx\nsPijXOfQoUMoKyvD5s2bWR/iMWPG4MEHH4TNZkNRURHMZjMWLFiADh06IDc3Fzk5OejcuTO7M/Y3\nNlJuO2d/Yuz1evH888/j22+/RWlpKTWxoCgCGrKmhIxcLf4o1/n999/RrFmzgM+pqanBzp07YTab\nsW3bNrRt2xbZ2dnIy8tDly5dfMLaXHEmYW2pZzp7vV5YrVZBMZ45cyZ2796N0tLSOpEcCkUiaA6Z\nIg5ytfijhIfdbkdJSQny8/OxZcsWNG/eHDk5OcjLy0PXrl1ZseOKs9vthtfrlUScA4nxyy+/jJ07\nd6KsrAw33HCD6GuhUIKk3h8GDVlTwuK5557D+PHjkZaWxlr88adSEYs/lUqFP/7xjz6vb9GiBXQ6\nHbp06SLB6il8dDodRo4ciZEjR8LpdKKsrAwFBQXIycmB0WhkxblHjx5ISEhgox1cC09SsU3C2mKJ\ncyAxnjt3LoqKilBaWkrFmKI4qCBTwmL06NG4fPkyZs+ezU6lkoPFHyVytFothg4diqFDh+KDDz7A\nvn37kJ+fjwcffBCJiYlstXavXr2g0Wig0WjYcZFC4kx2z9EQZ6/Xi+rqagDwEWOGYfDWW2+xLV9t\n27aN+L0olFhDQ9YUCiUoPB4PvvrqK+Tn56OwsBBer5cV5z59+vjMEebmnImfNhHmcMWZiDHDMDAa\njT5ivGDBAqxatQplZWXo0KFDdA6YQokuNIdMoVCij9frxTfffAOz2YyCggLYbDZkZWUhLy8P/fr1\n85krHI2xkYHEeNGiRfjnP/+JsrIy3HzzzeIcMIUSOVSQKRSKuHi9Xhw5coQdG3n16lVkZWUhOzsb\n/fv39xlkEY44c8U4OTmZ3YkzDIMPPvgA7733HkpLS3HLLbfE5oAplPCggkyhUGKH1+vFsWPHWHEu\nLy9HZmYmcnJyMHDgQOh0Op/n1jfTOZAY//Of/8Tbb7+NXbt24bbbbpPkeCmUEKBOXRQKJXao1Wp0\n69YN8+bNw7///W98+eWX6NSpE15//XV07NgRjz/+OLZs2QKbzQa1Wl3vTGer1Qqv11tHjFesWIH5\n8+dj586dkohxKJPOCgsLMWTIELRo0QKNGjVC3759UVxcHMPVUpQCFWRKgyHUcZFOpxMvv/wybrzx\nRuh0OnTs2BErV66MzWLjAJVKhdtuuw2zZ8/Gd999h4MHD+JPf/oTFi5ciI4dO2Ls2LEwm81sCxMZ\nG2kymaDVan2mUJWWluLtt9/G6dOn8emnn+K1117Dzp078ac//SnmxxXqpLO9e/diyJAhKCoqwpEj\nRzBgwABkZWXh6NGjMV45RfYwDBPsfxSKYlm3bh2TlJTErFq1ivnxxx+ZiRMnMk2aNGEuXbrk9zXZ\n2dlMnz59mNLSUubcuXPM119/zXz11VcxXHV84vV6mf/+97/MggULmPT0dCY5OZnJzs5mVqxYwVy4\ncIH59ddfmR49ejALFy5kKisrmatXrzKvv/46o9PpGACMwWBgnn76aebEiROSrL93797M1KlTfY6n\nTZs2zPz584P+G7fddhszb948MZZHkS/16iwVZEqDINSLaFFREdOkSRPm6tWrsVpig8Tr9TLnzp1j\nFi1axNx1112MXq9nOnbsyKSkpDA7duxgrFYrU11dzVitVmb58uVM7969mYyMDCY5OZkBwHTt2pX5\n6KOPYrZep9PJJCQkMJs3b/Z5fNy4cUxubm5Qf8Pr9TLt27dnlixZIsYSKfKlXp2lIWtK3ONyuXD4\n8GFkZGSwj6lUKgwaNAgHDhwQfM3WrVvRs2dPzJ8/H23btsUtt9yCF154AXa7PVbLbhCoVCq0b98e\n06ZNw+eff46uXbviwoUL6NOnD/Ly8jBq1CisWrUKn376KWbOnIl33nkHu3btwqVLl1BYWIju3buz\nRiGxIJxJZ3zefvttVFdXY/To0WIskaJgqFMXJe4JdBE9efKk4GvOnDmDffv2QafTYdOmTbh8+TKe\neuopXLlyBR9//HEslt2gqK6uRmZmJk6cOIGysjLceeed+O2337Bp0yasXbsWe/fuxc6dO9GvXz8A\ngF6vR25uLnJzcyVeeWisWbMG8+bNw5YtW5Camir1cigygwoyhSKA1+uFWq3GmjVrYDQaAQDvvvsu\n7r//fixduhRJSUkSrzC+qKyshNVqxY4dO9C7d28AtTdMkyZNwsSJE1FRUYFWrVpJvEogNTUVGo0G\nFRUVPo8Hs75169Zh4sSJyM/Px4ABA8RcJkWh0JA1Je4J5yJ6ww03oE2bNqwYA0CXLl3AMAx+/fVX\nUdfbEGndujUOHTqEvn371vk3lUolCzEGar2509LSUFJSwj7GMAxKSkoE105Yu3YtJkyYgHXr1rEz\nqikUPlSQKXFPOBfRfv36oby8HDabjX3s5MmTUKvVdHCBSARjoSkHnnvuOXz44YdYvXo1Tpw4gcmT\nJ9eZdDZu3Dj2+WvWrMG4cePwzjvvoFevXqioqEBFRQWqqqokOgKKbAmm8ouhVdYUhbN+/XpGr9f7\ntD01bdqU+e233xiGYZgXX3yRGTt2LPt8q9XKtG/fnhk9ejRz/PhxZs+ePUznzp2ZSZMmSXUIFBmx\nZMkS5g9/+AOj0+mY9PR05tChQ+y/jR8/nhkwYAD7//3792fUanWd/x577DEplk6Rjnp1llpnUhoM\nS5cuxYIFC9hxke+//z569uwJAHjsscdw7tw5lJaWss8/deoUnnnmGezfvx/NmjXDAw88gHnz5tH8\nMYVCCQfqZU2hUCgUigygXtYUCoVCoSgBKsgUCoVCocgAKsgUCoVCocgAKsgUSfB6vejXrx/uvfde\nn8erqqrQvn17/O1vf5NoZRQKhSINVJApkqBWq7Fy5Urs3LkTa9euZR+fMmUKmjVrhjlz5ki4OnkQ\n6rjIzz77DN27d0dycjJat26NCRMm4MqVKzFaLYVCiRQqyBTJ6NSpE9566y1MmTIFFRUV2Lx5MzZs\n2IBPP/0UCQkN29U11Jm7+/fvx7hx4/Dkk0/i+PHjyM/Px8GDBzFx4sQYr5xCoYQLbXuiSE5GRgbU\najWOHTuGZ599FrNmzZJ6SZKTnp6O3r17Y/HixQBqDXzatWuHqVOnYsaMGXWe/87/b+/uQto8oziA\n/x/RRkkRFKURGcqgHYzIRCElChOmTqSl7GKg3vhZFALDD2jUu7IbnaUTIYa0WGdYb6y9UYriF36B\nk3aT1QsNepGgI7jeVVARZGcXDaL1+22aN23+v7uc9yTvydUhb57nOQ8fwuVyYW1t7SDmcDjQ0dGB\n9fX1kNVNRKfiticKf06nE5OTkzCZTGhubta7HN1pGRdptVqxsbGBkZERAO/O6R4YGMCtW7dCUjMR\nfTg2ZNLdkydPYDQa4fV6ObgB2mbu5uTk4OnTpygpKcGVK1eQkpKChIQEOByOUJRMREHAhky6mp+f\nR1dXF168eAGLxYLq6mq9S/okLS8vo76+Hvfv38fi4iJGR0fh9XpRV1end2lEdEFsyKSb3d1dVFVV\nwWazIS8vDz09PXj16hUePXqkd2m60jIusr29Hbm5uWhqaoLZbEZhYSGcTid6e3uPfQ4RhSc2ZNJN\nS0sLAKCtrQ0AkJaWhgcPHuDevXsRvRBJy7jInZ2dYyvTo6KioJTCJRZuEpGOuMqadDE7O4uCggLM\nzMzAarUeuVZcXIz9/X2Mj4/rVJ3+nj17hsrKSrhcLlgsFnR2duL58+fweDxITk5Ga2sr/H4/3G43\nAMDtdqO2thZdXV0oKiqC3+9HY2MjoqOjMT8/r/O3ISJcYJU15yEThanLzNwVEXE4HGI2m8VoNEpq\naqqUl5eL3+8Pddm6czgckp6eLrGxsXLz5k15+fLlmflTU1OSlZUlBoNBrl+/Ln19fSGqlCIM5yET\nUeTo7+9HRUUFHj9+fPBkYWBgAKurq0hKSjqW7/P5YDabYbPZUFNTg4mJCTQ0NGB4eBiFhYU6fAP6\njHEeMhFFjsseqNLc3IyRkREsLS0dxMrKyvD27VsMDw+HrG6KCDwYhIgig5YDVRYWFlBQUHAkVlRU\ndGo+0cfEhkxEnwUtB6psbm6emL+1tYW9vb2PVivRSdiQiYiIwgAbMhEFxdzcHO7cuYPU1FRERUVh\naGjo3PdMT08jOzsbsbGxuHHjxsE2Li20HKhiMplOzI+Pj4fBYNBcC5EWbMhEFBTb29vIzMyE0+mE\nUudvufT5fLh9+zby8/Px+vVr1NfX4+7du5r3n2s5UMVqtR7JB4CxsbFje+OJQuIie6OE+5CJ6BKU\nUjI4OHhmjt1ul4yMjCOx0tJSKS4u1nzf/v5+iYuLE7fbLSsrK1JbWyuJiYny5s0bERFpaWmR8vLy\ng3yv1ytXr14Vu90uHo9Huru7JSYmRsbHxzXXQHSKoO5DJiK6EKXUfwB+EJFTn1srpWYA/CUiTYdi\nlQA6RSThA+5tA2AHcA3A3wB+EpE/A9d+A5AmIt8dyv8WQCeArwH8A+BnEfld6/2JtIo+P4WI6KMw\nAXh/8sW/AOKVUgYR0bTMWUScAJynXKs6ITYLIFvLvYiCif8hExERhQE2ZCLSyybePVY+7BqALa2/\njok+ZWzIRKSXPwDkvxf7PhAnijhsyEQUFEopo1LqG6VUZiD0ZeD1F4HrbUqpwxuNXYGcX5RSXwUW\nY/0I4NcQl04UFrjKmoiCQimVB2AKxwfRuEWkmiucic7GhkxERBQG+MiaiIgoDLAhExERhYH/AdJO\nBbJbC46RAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# viz.plot_world(load_world('test00.h5'), species_list=['A'])\n", "viz.plot_world(load_world('test00.h5'), species_list=['A'], interactive=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Also for `FixedIntervalTrajectoryObserver`, `viz.plot_trajectory` plots trajectories in the interactive way:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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jYlyyxJXJswFwSBLlKQaXza7n9Y8LCOgKUcnP49X/5KbUM3jssu9x+mcR8ur+\nhDPZy+r/eYQ7rpZoSr+PyzsVzJST0Fww453nyPnpxUw9eT73rHmd9U+/yZIY/O08F7UTFL6WtBi/\nYid1+wouuOdOPrjhxxjT5pFc10o0zUW2bSHevA7+47wKvly9Eck8nuhvL+fNG39KinMuE+1dTLZN\nQzJnEzIiNNKG3ZVKbVeIHYbKmoYQ4OWUpLvYad7ND1fcxrKp13Ft+b+gJNCUn/Hgjd+Httvth+3B\nrapqwnznRS/rxJWgZ8axI94qjn9Zh7u380i0kOOGokR9qG0dK2nDGuRXn8VSVEynh1BnBMvTge+6\nE3BfV462rYHu/3mBrneraTr7KsJX/BbZ0CirfIdPPRPZlH8C25ILWGCvZ1WXhcshURN8ih2br8Fm\n08jM6qG1JYnpU3ezfUMWmt2FpvUGTWtL7xAo02ZxxQffZq7jTC5NWQieEEpPCu82VZChmixOWoiB\nBfS+jxOyu2lpSsKRuw2vx0FOlkGk1cHmyHbWNu9Elc/m9EAa/zjfz7/veZ3/OqGKyfqpnBA5mXD2\nrL7Xv/aCrzFlYTMNz2/iwa73uKlCoylNpjZLpsRxIX61CMus5aGse+BPV3H8z36DO/Itti7sXSHn\nFNfNnCCbUJxEdZ7O9rBJ3TcfJ1WxUyiF8KEQM2M4sOFWnJSQCzHIt0PQDPBk1yuUuC4iolnksJys\ntGt4ZOs3eb9mDb866efkeDOO+TMeTP2D7XA9uKPR6JjuICYMDhHIQ2T/scWjsfPH0YqXrP1+P4Zh\n9C1SPxQnoMF4TisaJfbRR9hXvosRCKI4bMjRCNHn38L3y6VIE9LZcfsH+COpBI67HmNRJpakIBsa\nszY9z9qkfDallVJUX8Wu3FJ2kceEqvWUzljAysAO6lNXkq8vIjOrjdZmL0mvfc4C1WJF3lJqqtMB\naGnuLUfPn1PDO8f/Nx9/VECXbQepviTswSwu9l3PXPd5rIpq6BYoiolhyDQ3JpOR2cPHbdtxu5dQ\nnNVBRWs2050LeLr1/3rfo2k5lF90PJvqPbyyPpXzU/8GgNbvPXA7uyifILH9paeZ+Z8vUXqzl4Vb\nNT6a6aDc/TVKnReRryqsDLwCWDzU+jy+HJ2CTc8jnXgWFZpBQLHRUrmR/KYa5MkzYUIBnYrK9G0f\nUVzfxNoSmcpcCROT6ZmFbGjZgYWFicnMCUuYFL1wn8/FraSQGfs3qvX7+dqrV3NJwffxenaT583k\n9PwzCeswozrlAAAgAElEQVQRkh3Jx/z5D7bR0INbXAwkJhHIQ2D/scXxTiIjtfISDG8L2TCMvk5r\nCV2i3sP/zW+hr/yErKsvAZ8HU9NpXltN58KzqambRvjdUsxTylDbmlG8Lo7/9C9U5y/A17yLiBnh\nw7I5yJZOLDO77zl9U+eiSBLzw8UEk9fhMaaxemMS2Z07sDW0Ect2MX9RNatWFu2zL4pisaMyE7si\nc/5CaKiXqQZO8l5AbM9naGBROmMn29b3zhrU1prEFC6jvgM6XHs7HM3zT8do7KL5rItYFVzAqtV7\nt+OItrE1/Cat6k5+c+bVTM00+dPqDTwifcivsxV++6cA2xefSduy2ygFQkYd+c5J/FOr7nuOgmaD\nugk17Iy8wnGuc1gXg3WlM0nJS2WrMw+Ac+/6CWb7RlI7Tc4xwDHHxr1fcvNOoPe4lLFxatp3qOvM\noX9E2JPfZs2OdGoCn+NOi2ES4/n6n/S+R5KNl6vfoEdr429nPXpMn/1wSLQ5uEUv68SV2GfKUeZI\nxhaP5S9DvEQdrwr4fL5R0bFFXbgAtaOx7783zbmU7lN7xxB7KteR1/M5E87KovHDAMWffQzAxMA2\nnDE/5jmTOH9CK7UdLuqropzUtJ16yUfVhBLcssz8/OuROiyScrpp7tAp2b0KgMr2Jl7d/BSL+N4+\n+9Ld5aK5MRmPN8qqlYV9Je0OZTuSIwSRcmKWyYZ1peiKhi+3g93tDmraXehAnqYwac+IodMLv01d\nywf4FsyET0G3reTfTs5l2as/529nPMNXXv0uvz3tasoz4eVtFn/b/DiSDFuKVErrDRrK9w69cit5\nfBKJke+4HEVeSUirIsfspKJ8AtuiaznVezH5qk6tbvDenjAGqL3+apytzRB2INtdlDqc/Grz59w9\n6U1mz5tLUuQmuoKeL3wmz1T/BRTIyEpi0cQlvF33et/vDEtjU8fnAHxc10JZWhoZLgUTnfX+l8i0\nT8JJDhnOjCFvCR7NRDYDnYM7fv9ZtGrHPhHIg+RIxhaPxBdquFrI/XtRq6qKYRjDEsbH8vosy6Qp\nUklndD0zF/d2kFo//WL8yb1hPG9hNb6zXPi7U6nYmEXxtrf6Huvo9KMnS3R+vpEM1xYW3HAeXVWr\n8cQ0Gn77GKE/PMqWWBJLZzVSV1mILFuc7t6CLdyF35tFumRypvNSAkELy9r7GtZsSSFo+JG73GhI\nmHKMkC4Ts4oxIr3HVqVmgrbnxL09ZZ/XFDJNknxhevwu3KoPzTuP0iw/9fYf0xzqJt37PSYlZ/HH\nDb/hj2f+C5PTsvn5x6/wwo738YRNbnk6xKKK3gsqT+0HsHBJ7/tstZGu2GmTnMxx3wSSxOt3SGQo\nCtftWQwjV1Wo03vvcPd9PhnluCfOJbznv+VIJ3nZXTx8/iK2tqfx/LreMC5v+QxP13usKvv+Pq9n\nQV4JVR0bAMjxFNAQrNnn92uaNtEZmYdblchLUug0G3l2+yt8XLuZH87/CecUDN340aGeg1vXdWKx\nGLFYbNB7cItwT0wikAdBvFUcD6GDHeyjZaGHgYrFYgSDQSRJwufz9Y2zTkTR9iY67/s/pLpmonW7\nUDojlJ1zBtigKWsqPfa9AbfxoxQcjbvpKZhMQe1qUrrr+37XY0XYdcbJ/GbXg9R0t7CC8/B2mURV\ng6bzizl9msVzWyye3uBjkcegKLcZ6flt+AuKqDUyaFAmU9OQjt0ToDNgJ2r2v6frAAzAwqmAalrY\nJQmXpdBN7/vqkSTKC/wUZkTIS43w109XMtf4GgDlM3axfk0e0YiNht0TyM8LsrmtFs00iOgacycW\nc0JuGTneVP71jb+yua2WwkaDHz4axGM4eeiKXK55YjfvZm4gyezBQMMlp9Nh9LA6eBce2ce16b+j\nzTCo0nSqNPDJEhmKTNqeoGjf8/lv1mQmY+CyNVNS4md6kcT21gz+76MkYtEsGmOfsTn8MN9pmInX\nymTVnndgYeZpfNb6Hu9WrwPg68edR1nqZBo6PNy17ld979QzO3/Nsvy/MK84ndUt9by4exXN4W3Y\nZJX3m55jWmYeuc6ZyFLiV2pg34C22+1HNAf3QHtwj8Vz0FghAvkYxL8suq4n7EQfQ9lCtiyLcDhM\nJBLBZrPh8XiQZblvrHXiiGGzbQBiWKmd5N2yCMltp601CeWZtTh6WgDYVXQ8vvdfpfuML/U+yp5C\nrDCFgveeoNDe2fdsRiyKZnkpWqeT0u1nl1vD0g1oCWJpforuWEZjS5TpjnTWRSV2KxFO+WwXVsTg\n7YwT2WaqOAwNh2yQ4tYxIw6cMsiGQnpaN47Mnbxf/yEv7/qYv5x7Mx0bTseyZFyuGGXhvVOMym1p\n6HqY7liIG+aexJreKi7vNn7KpNTz6e5yYegyO6syKUrOZFtHI0EtwtdnnU57uIebXn+Aqs4mTlsb\n45v/DNGQIfPOd69nQcq5hN+6nrWTNc60B+mItjPXlsLmmI2Tfb9kdeAu7O/+nlln3YZmWbQbJm2G\nyS6tt3Ucn2OrWFUIWRbbNJ2JZiaOymw+2hKmSZcImo1sCv03rfpGFEvCa9loUfbO2BU0W1FwMM29\nDM3soTPcTMjXRUTZu7gGgKQG+Hv1cp7Zfj5m8jM4FQ/XTL2dFc3/j9ZQNztCn9Cp1TPLd/6gH1XD\nQfTgHl9EIB+lo5n+ciy1kE3TJBAIoOs6LpcLp9OZQCV5A4giSb3/IIgs9waq02UHlx0zGMXxz9U4\ngl1YpkUgJmMYVl8Yx6UEmsh3+InXYS0JpGWzCX3zfmx/f4yfApoCXBIF00JKcTJhQiY1H/rxJOcx\nVVXY7Ld4qyWL9qmzqbLsTA01c0bD52yddwkTcn3s8BsE9U7S1Ak0e17mykkLOW3S+axv3cbqtekU\n7Wl1hsO96yinFlRRkqPS2e5mc02U5vZM7NLeSfFn25egodMctpFX3ETdrmxm+46jKxoi3ZUEwI2v\n3U9DRys3vRzmvJUx3plr475L3FybVIJq87DrxlsIO3/H9p4VFDnOIkNxsjNyL+m2szkx6Q5ii3sX\nbLdJEhNVhYmqgm5ZdBgmO7TeVtwu3cAtSTgkaDJMmowYoHBiUQ8FeXU8vn4K7zc2IEd7B2i/Mqmn\n7zU0dvg52fcLXHIGEgrtDU3sMFqo9UdJUnI4v+hWntjRe/9ddbQRcTyEEU3lzMz/ZMrEzewO5bCu\neSsAHVoNzdFKJjh6O8GF9RDv1L3N+YUXDtpMccNlMHpwJ+JCM0IvEchHId47cqCt4rHSy7p/iTop\nKQmbbd95h0fqwkNVNyLLbUiSvs/PddMkrBu41N79tKI65hObcXb52ZE1h7KWtbRmlGA5nIRNk3bT\nJENWKPHVk7P2VWTL6HuuilPTmDZlArzwbXbXG0S2rWPLBytYnuaCNBeOjDSCz6zEqpoE8yAjEqA8\n0sXKrN55n8udEie37yTZFUZWLLrrNFRFw2n03kudkZVLVLd4rzKNC+y3UCRPY8bsejatz+3bhzlT\nDMCgy2rgFx/dxZeLr2Bt/Sau991Kur+L3Zsy0GwuAFKTDTq9EebELuZLS/Yu3BCqaeG/HwtS3Gjw\npy+5eGOBHSSJiWo+9poqmHoSMzo+ptXYiV1OImpBiuxloSOZHmxUSQrBaIwSuw15zzFW7aihkVeZ\nHP4XtscsptpUOkyTdmPfYyE7I0yWMxcpsIifzj2Dh1fdDsDKnmryeodjc5LvF4SlTtYHHyDLNpt8\nxyl0t+XjYx7Huef0hXF/iq2TWu1tApqHTHk+nZHPmGCbTrO2mYrA27TFqpnmPZPPmj/lt2t+RbGv\nmGlpM77wPEciUS6sD9aDOx7OB+rBLQI5cYlAHoD9xxYnYol6KB2sRJ0oTDMdMJGkAJIUIv7RxAyL\nrrCX2h6NyRkxjEfWQ2uIupowSoED07RomnYyACHLYqdmsBODhhqJWa5ifGqIHpsHn8tLvdeL1NHC\nzIyJhPRmnDlz6S7I6u05e1w25vvV1G3bQPO583GGu9Bli2pHat8+Oi0VkIhGVGJRlWjEhoIL9563\nsXX96bQCdmCSo3eeaH+3s+/xf+/5GUvovVf8xzWv4YlJBNe+yw2hTBZGHsZhybxcoPKkq5FTMo/n\nxOQiJk9pYd3qAhzhCPeufZ5vHnc2d/1DIhgw+dFNXqpyFSY1GCxqSsJ3UTp5qZt4N+TnS8k38IfW\nnwHQY5lcmvINALIBbyzCDt2kLRJknjMFuyRRGiuklJupNnXsGGSpCgvK6tm1LZ9Izgc8V/MKrvAV\nPLN6OjtjTzHJvpSPd7hRIr0XSoF+h5Il23GTyTzvtzGsKG3aFjJsvcvfJatFZKqzadXXf+EY2Bh8\nmp2fpNO46xJ8BSDp6dglNzErRGtsB+937KAz0jv2+5PGj486kBPRQHpwS5JELBYTPbgTjAjkI3Sw\nscUDcaA5nofDYLRYE6VEfSiGkU1TKMKmzk2YUgcusnHLhfjsNgr0erLTZYw/roRADPmSqbivnoLj\nH5/SmV6Mofbemz3uP28mfWIhH117G3WuDOoKT953I/UQaXCQfXIX09MmAGBf/ntYMRtpzkTMd3ai\nXHUhHrmcOt2gWtPJj7WS4/GwWTPZHI0xQ1XwYdHj34jNXYpDOfSybvHJQwCu9f4nK5/vJC+ynR+3\nluNqzwEstrtiBGUTWXKzJSmFHcE32Va3lsVdNzE7q4jMrB7qdmaTvrYBjoOeeTk8TYxzPovx420a\nXs3Fp7d9l3rdYN5JE7nULbH6k3Run3gPn4ajBEyLdNlkR2wTq0PvkffRJ5waPo0VF13HmkiMaQ4b\nvj0XZxWxjShWMjCJVVsUfDY/0/MUzpjyde56K5sIlThjuQSMRrxkk5v+Ix7yGEz1Xt/3Or2hWmb0\ntLK9pI5/NPyTqNHbTztDncHxST9hcdIPWR98gJrYO194v4JGO/k51XQD33zvht7HuZPJdKdgkxU2\ntPTeh17R9DFfn37TER9fo82RzME9FD24x4pf/vKX3H777cyYMYMNGzYMyzZFIB9G/7HF8VLP0QbR\nSN5DPpbtappGIBAAOGCJen/DseSjFQxgxTTk1FQsy6ItWk2Nfw09eisARiwTp91OkK20hTqJVnUz\nc5cCgd5Wgvn8Vmpmz2JeoJmtk08HICOzh/wP/42CZzaRs/NNnp50Jg4jStC2b2BusPLZ8EE+08I1\npHs1kn54K1KjTHq6i0/cLUzbmkJFqU6baXJC8wamTnKxg1ymyQprIzHedJRwbV4rp0dWoe98k/Yv\nXcfuXXtC17JQjFjfBULvz0yS/U2kdVST17j3xBBypVCXN5f21EJsWoS0ra+yO286J3lmcaL3fHRM\nejbLfL7DoHxGE6tWFjL/3O8CHUxKn8jyv1RQmynz9unTaV/y79gcWaDpVHz3eTpvuoL4HiTJMj2m\nyf+03MIENZ/ZrhOYff5NmIqD/PBuavCxPuqm1KaSrSpMVMvZEVnF2lA9x7lP5uPAK9z+/F+5MuP3\nRAw7s9KLQJvc9zoUNZNa796XK2HyQvjHXNaymCmdPj7IzWMXlQC06Ztoin3ORPsCZntuZKJtHutD\n9xO1uvf5jLrVfYO6LdRNjiefqLa349jO7iqaQo1MdGczHvSfg1tRFBwOxyF7cKuqOm47iNXX1/Or\nX/0Kr9d7+D8eRNIATtSJcdNkGO3fcetYSzvBYBBd10lOHt7p/rq6urDb7QNeYNuyLCKRCOFwGFVV\n8Xq9R3T1HF9MIjU1dci+zMqvf0ysoYWujTvpKkvGPzWZ0NQJSIaJo74bd30QV0MIR11Xb/l06dlY\nXRHq1jfgXTSH1J7eZQlNSeLThddjKHaSQi8Q1us4fpOMvyyfQG2IB6deDMC53mqUwjRe3uw75H7N\nb9tMtSeXLqePcxtWURRtZ+XUi2kwDbKckKW18nY4mWSXTmmqn9IiE/ejr7NtxjfAspi6/S3S/btp\nXnISXdU20jqrSeuswaZHB/weddm9OIwYLiOGJUtYFpiSimK3kGSJRq2HnxanUOReSrdRzQWZHiq6\nJ9CtwzyXE1Py45GSqdF6J/yY5zBxyi4atd1Eg1WceudD3H5xJ9sLHcxy/wsFjtPJVmTaDJNsVeG5\nzh/wpeSb2ahto9B2Nt3mvqeQVI9GIKKgGb3H1IbQH5jlvgWXI8CTTTcyLZrCX5oWUZ89k4czOni9\n5zGiVoRc+3zmem6j27YBd6wIRVKoNh5js/+LreW4G2YvZXpGCXOSL2bZ60upD9aTrBSR5A7y4BnP\noMoDa5tYlkUwGMTpdCb8THT7C4VCfYHc3/49uOPZEO8gtmnTJpYsWcLq1auZO3fugZ56zLjyyitp\nb29H13Xa29sP20Jes2YN8+bN4/bbbyctLY1rrrmGtLS0/f/ssCfD0XUkDaMjHVs8EKOphXwsJeoh\nbyFHesuX9pwszJfew7cbkt6RcRXmYIajxJrbkXNzkYqKaVl2PaWBCszuEOumn0BwwQwcgV0s3NAb\nyLJlYSh20jMCFG7XcG1TafTmYtaFaXLvXczgtUARbN67C3YJPJJMl2nuc6W6KmM66ZEuvl7xTzKi\n3YR8yeQ4Kvi8p5T6AJymt/LVjvWsn7uAza1prGxSkUquJTkaY3LnLvRQF5Kmk/3Ge2QDAXc6jROn\n0+3LYfKGZ5GCGptOuJIOj07Bow9QOG8CrpklWB/XUFdfTXWSh7QFX2Nd+A0aMr6MQzY4obuF4tZV\nJM/PoKoyiTQveOp38H7eEiZ5ctkdfY0e/XPUyC+YbLP4zIzxeTRGoerBoVp4ZRkDg4l5QSpiL/Hn\nimcxeyKc1dhNVpebbYUG60MP0KnvAM+NANToBqf5fkWNYZKiFPSF8frgn8n3zCCNE6nracQj753V\n64S0rxOIgMPW+/lucXTxcHoL1zZs4OLk81mUcwrh9M+4aHY+v33d4OSiAhZN6uLlDenIjTdSkLWE\npKQg22udrO14Bcn7Wd9z/2X9U+QmZXBpcQivLYksdTaLkn7IO93fZUvHRmZlHAfAS5uaWVCYwoSk\nfcNqf4nSqetoHGzfD9eDOxod+EXhaPTBBx/w7LPPsnbtWpYvXz6s2xaBvJ+hHls8El/kge7/QEvU\nw85u7/u/nh//kOBv/helMJ/kMxdi5k/C+soyJLudUFc7BQ//HTkaZd30S5ANg1k1b+Grq+p7fExW\nsbVW8ZEUoCpaTuPUDNodSViSjGQd+H7/gvBunIVeHFYyoR43n0VixPt157hMlgZX4432llDdLoMZ\nH3yIPjPEy+os3lOnQtZUrshqpchw0lEfJBzqpsswWOfN5fOpRbj0CMU9DeSF2nEsnkZ3WxolOz9E\nsjv45aJkTnfmEPMatF1zK+sqH+KSTfU4crxsqanHvdJP21k/JpS5DKcJZn0rb6flcdLadaR81cKX\nM4kN6xQ255WhqTbmeuEU1yXAJQA45b3Hym7dYHcsRJ69t7LyUfsWbjh+KmdPvY0/rn6NHvd7ZPTY\nSFfLSVPLyVCn7/M+xbAos9uIWBa1usHHPf9Bh76NctdVIINCMmsC93CW61raFR+BiAe7apLrc3Pn\nSf9OQ+skkp0Kb25rxdnVRJcrA5qW8FYkhNdh8mFlCrMKOrh0bitPb6ylqq4UvUfjlPItNG3roEtP\nJqoHsOitcNX3tHH3hj8AUOa8DIBUtYSVTSuZlXEczT1RfvTCNgBe+9eF5KY4Gc/278HtdI7998M0\nTW655RZuvPFGpk+ffvgHDDIRyP0czdjigRjJezFHciFwtCXqYSfvXTnLfc6ZRGbPxnnf3UimiVHf\ngCzLWKEgzmfug6hOc/FsSnZ9jCPQRpM7nYqs6TS50mlyp9PuSAZJQg4YqLYO8oJNzO/cii0rg073\nVFbHdFJkidP8K3jcsxiApG2fUexwkPelWayoSEWvTGaSqjB/kp+pU1rpebI3nlvn5JF9yWTMzS3M\neXo1U5WNPDD1Evx2L0+sycSjhbmq6g2yIl0ARFUHb835Ku2qhwa5gIqUIqxaGY8VIqh6cZacwWJ3\nIYohsa7tFdLSj2PSxAk4N/lpO2cCaRdcwbfffJBblCjNQZVLwivgrfW8e+W3eP/kiyhZpRO17NTI\nBvmRNgoysvH5NNxJVUzwufqGVhXKsHvPtUhqIEi9zw5IdHQt4prnf8VFxecwL+lm3r37m+hRNydI\nMpoZpF3fQrO2lgm247ABMQs0y6JRN1CtFiJmAyem3YTd6h0LXRuoYnbSNwjtqeRFzHZyvC5kycKh\nFLCrJQULCdNl4rblErEU0HRo3XtBds/bkwCQJBPLkjFMlV0181jgmofq1mmIfE5d+A3qQ1v3OYRS\nlGIAkpVJPLb9Ic7IP4v73t3bC3nZ39dx75UzmDpheO8hDpej6ZCakOeCQXbvvfdSU1PDO+8c/PbH\nUBKBvMfRji0eiJEqWR/JazFNk2AwiKZpOJ1OXC7XMXVeg8GpBliWxc6q3kk9fMkOfD4HDqeKVTYN\nafsWpPefIfXq2UirZ0FXB8bWCnqWfY3kU2di6w4BkFf5GQ3uDP484wo0xYZq6kwIdVDU08hxxRqF\n764gM9KFYplIRSnIX52G5FN4602LsGUxUZKpzziVIluAar+Nd+ZcxjkzOuioUnirMpk8p0WZ16C7\nzUtXRiWeqt5yeEZr70QX8vQsaA3ifL+ab29+io2pk3ih6FSCNhcPlH+Z3GALJ/jX8nhJA1Vt/83N\nWT8jI9+gUFtD9QcBdvpy2J5cQI/dixQwyVY08uVS/rL1Vp5pPIUP3T18XK9yrfti/mvyIj5rUyhU\nFTrTTodrT2emZbEuqlGpq4DJqY1rSPdl4krZylOVj2L1yHzJtow8bS02LYw3EmZ30UlYpobm9TF/\n+0o+L+u9GJlh/xG76mE7rcxOMVhUHiFk1vGLz+/l/LylhFonEQOSpc2sj7RhcSoAsxwppKX+iRZz\n7ymnJGkOYXUN1zVXUxezeDfnchq6LAypiWpHEmqWH63VR0yK0tb+awrT/4Owum8rLUm1OGVKJ4Zk\nUed3UdmlEPX3lpv1kEoWx5PlOJ6ptiYaY6tp1tbSoW8lWe0N8hS1N5i//vbV6JEcnKlzifrnkJU0\nkeseXs/vvzKNxcWpHMxo7PA0XOcgMxxGr6o6/B8eA7W0FNnlGpTn6ujo4I477uBnP/vZge7/Dotx\nH8j9xxZbljUsY4tHYmD+ob6EmqYRDAaxLAuv14u9X0k4EUgSNDUEaG7sLaPLNp0pPQEyALmuHeWd\n7VhdHQC4SgtxAewJY4CorPJ02Rl4LJif1siCt19Hjt/5rdu7Hfm0YqSTC5H2lG0jrgiEVVoMk8lJ\nMdq7bUxQZFK8MV7f1NsrOsNhcvWSWrZvyUbTZLwrmrAUhcrCk5i84wOs1iBkeGgons3E96sBKJnl\noViHXXt2sd6TxVOec0hT6/Aoz2MaKrn5XXiSsyh7aStTu3dTWTiXJ4pywJ+JIkkU26bxe/Nm0rUd\nuGZcw4lWClu362yM6vhkiQJVQXnll7gml6E5S9HSymBPxyWHoVFe+TZUwvco2PPq30NTHeiKnRSj\ndzKJGRWr2TJ9Md3+MJIew1L3Hhc2MmnfWcOcDx+j5LZzePCUO9i8OYtqm0qdFmD6tCxeXPkMuY7e\nQN4Q2/eYcnu38VL9fUzznUasPUynVIuuNKAaOcQHkL9ZfQdTUi4kWzsdZ/5/kRbqpF2XOE4K8bD+\nJmWeeUx2lhKsnkB+cTvHzWihIxrkjo+eZFtLkCXJvwVAs0K0aVvJs59IiXPfxSbS1KmAxAW53+DZ\nrR/hyXoVT9YrZKQuRHbP5ptPxPj5hdO4cMaEfR43mu8hDxe9qoqWc4d2ytKs117BPnPmoDzXT37y\nE9LT04f9vnF/4zqQTdNE1/UhK1Hvb6Supg+23aEuUQ/WajiTStNIzbRRsa0GIkmYmgq6QtTuxhEL\nYa2sO+BjA1srWX/tr9liQBSdU10hjlvxwd4w3l9uUl8YB6ISqzt6vx6ZikxBcStvr0ulPCuE2ukD\nesubHrdGxNDZ3Qaqtw3WNxGcNpnW5BImN36CubqBTVmn0dHuperEK5my+XlSPq0kvzifXa4JlHfu\noiK1t5Xm9+eR7/gWDdEuslZobNQ3cfyeWcLcrTWQWk63toFTbbPZ0PUKNzTUsTrNyZPGS2xrWckU\nz1VMsM/hq4saqVhTyKS8iaxzTmZ1RjmFoTZO9FezLimfN/IX0+1JIcuTjmZzYTgcKF6VUNhBSd0/\nyW5oIUmNEV24iPJYmC3zl+CJ9RDEjkcy0Kx2YmTRnFbAY2nfhTdMZtkdFGWE2NIVRda9PLjmA45P\n+tk+b69mBlFlOymyyjR9CnWuuazreR1ZK8fuy6a8oJnKXTnIkoRhapw8cSGv7P4rWY5VLPJ+n3p7\nFpgSvvr1nJk9g5kLdPLd1axYL2PuKGFnrUJKQTv3nHUN33jpKULeGtyBAmySmwlSMWkT3qcp2Ibh\nX0LKnhYywDnJf2Zny3p66q9mSjbsDq+gVt1Ej/3PpE328IuVs1jZ8GW+dcJC0lwqdmX0lm7j38nh\nOBeppaVkvfbKkG9jMFRVVfHAAw9w1113UV/fu4hM/Pyoadr/Z++9w+O47nvvz8xs77vovZIACIIg\n2EmRVO9dlmRZcpEcd8ctbxzHSe77Jnlvyo2LfB0nN3EsW3FRsaxKVYoUiyyKnQRJ9N6x2MX2vlPu\nHwsChEhbji1RVMTv8/B5iNk558ycKd85319jZGQEh8OB2/2b1ZJ3Ah9IQn4nY4v/Kzgf8bm/ady3\nJiR5JyXqc433B0PTIBSAdAp/tI+x0GFsioot6aGkL4It5v+NTU82XQu1RVivTTIVFJlRZLbYxmk+\ndgh9MrFoX6EhnwPGzVSNH8T6VB/brq+kqShL39BC1Se3JBBM6FBUATFloCebRSdoVJlhMGjkoZ21\ntOiN1BQm0erzEIen0K0FobUY7fg0lhtTxGIpMrZ8BurvpvXU06zq38nelnvnyfhM9Ktm+tVyrhkb\nR8e+BwAAACAASURBVMNHyGDnl7VXUREPcm//cfTaETbP7bs2kMSciPFk2Vp04ipubp2hyJPipJTl\n+cob8RmcNJgFbr4izfBQC/nTDjZMdLDf00ixJLJEr6OoOEo6rVIx2k7pmBfx1kbyYhqzIZGPrIuR\nGdTon8nZfeOaxCZTOT8L/CM3pNfT474EEDmRyXJicsH5r9Z09spoPLuXGuP1HIr/irjs4Tbnp1hp\n3oxreAdD2Wl2Dz7CtQXF2C1ZJjNRbNbcR0+SaYxFETIzDjQE2t213Dp2ktDMOp5XX+Jf+p7kS8vu\nYZl8C5H+DQxlIvzd5k/x81cD2PU+vLoCjIYqIjMllOYf58hsOybRw97IN7nG9X8wiHbqbZsxNSYx\nGyT8g5fRwG3ct1ni5ZGX2Cm8wG7/CDMv/S03tpZS7jDQWvDbvbAvAkSz+R1bvb7bmJiYQNM0vvzl\nL/OlL33prN9ra2v5yle+wne/+9139Tg+sIR8Oo3cBzFtnCzLxGKxC1aiBhDaDyG+/AwARXP/cgj9\n1nYa4F0Sx6OkGYo76M/KFIoCa17ZjsUiLdpXvH4JwtoyJt9wkbVuYcORJ7mn/xAvq5vo8y7YpWyC\niD+RazsS1RFQFD6yfob6wiQnBp1s63DTrmZR+gqYLKxnY+9+CsLDiJtKUQ6M4xg9xvP1q6ifzWLD\nTE9BFQFl4YVukRQSyiylVhufaBzkqaey9FS1sb1iA9sr5hzJ5DR3De4ka9Mz7l5DzegBolYX/8e4\nj+tYhdl6B02JIZrCPnrEKg7GFSSdlTvlE0yyhoe6nuPLa6+numaW4KspxOl29hW3Imsy2rSdvNAY\nVQMHEDZWIK4swbRHx4SmYnWFuK0tybdfqZw/3o7YKLe7PsPYzB62mo3YpDAvxw2o2m9fOdYYrwdg\nqflOCj0+vPpu8qPFuFQDpdZaRkIv0LahG4VCDvZHCCez6CUL1zf+KWZ9hnTeINpsJdOWfDLJKByZ\nJFbRhEGy8IPOx/nO6kYsM+VIb/SRH+3ia6EUBwqW4S3PFd6IykNIs+tYaoawPExaC/FK6HNc7vgW\nBtGO1Sjhthi4tqmQ0UCC1oIGVhZ+GbtRY+fIG1hkH0o2Sjq7bOE+fZ++O96vx/1uYfny5Tz99NNn\nbf/Lv/xLYrEY3//+96mtrT1Hy3cWH0hCPi1NvxeVWuD8259OO5NpmkY6nZ5PDGC32+fT6r3T48Ef\ndp7C8UNo1fWol13LQOo4gjFMY5EL5WftMBVdtG/EVogjliuhKABbm64mmD5Be3sSvUHlhsH9Z5Fx\nWqfDui4XA7uuPMLwYD6pq5bScQiOSi7szh6i4Yb58/Enco/KlKxyTXOQJUW5WNnWujB6AZ495eZo\nOkmrYQUhxwjFgyf4eS18eHM1ntcHaVWXk9RJ9Kam8XlWIoqwqS6MNuWhW5sgkSzjmpVTMBXkCt8U\nV6eGeaLqcrym3Eo9qjPSt7yNFe37KU2dJGs28aWaI9zavI7D3luwJxWuDnWgPuFjoMaF4ixElgw8\nIbZiTimMjq7jT2Y6+ON1q0kUldCfyV0jv6ry62Sar/bvIeCqZMyxlcLhOGLSSFaTueaxB/mHy2+h\nsSJO91gTAMmMBbvNQ0vJHdh//QrJfDOp5Z0Yog/wuyDP00k4WcRkoBoQGGm8FZco8GnTtWSiIxhd\nRmJpP0cmdnNZ/ZeRRAtLzSY6NAsHZ/6TGukWEo0l1LbvY63jdqw136NwepqWl3uwx/ehGXWIywrY\nXbCcX/sW4pxd+gaiygR2qQynrhqD4CCjhTkc/99stP0FJcWnKHZnmZpqZYnOzk8OTLKuyommiXy6\nbQN3N0H7eIr/8cwA//yhRi68z9i3x0Xb97mRl5fHLbfcctb2Bx98EEEQuPnmm8/Lcbx/jSF/IC70\nEKR3Y8xYLEYikcBoNOJwON4VMn5H4JtGmJ5AbVsPxWU4Sk00VRegnfDOk7EqzZE+AslrriBQtCD9\niujY0ZNiOmzg9nQnZb5h1LcUqE8XLvxtsWZQFJFD9qW8WraONf5OXORSO5brcnPU5c+9fhsLk2yo\njSzqa1vnYRyiQkaT6JcSpNrqMYdmMc00I22uYtRZzkwgzuFUmohsoiXTxeeuHMXmGcDtyJDOllJT\nkKAqL80hUwUzLTVYklE0k33ROM+LTQw7SzFmExwu1vP15s+Tmb6NqbARg2rmtdLbOdpyG+vCo3y9\n/Wfc37ONayYO4hSgxrAGt3IDP3uzmCf9ecyYz/AiFQS+t/xunmuu4oR/lIG+Qmxz8+XS1XJ8Zpir\nGxa+3TMWB9NzfheJhhXsbX+O9smcJ3xKHHjby7tn/BCPT36FhP273NU8QUXMy7DexoTqZk/XSlLj\nZaQzYVaV30WRo5E9/f/Ki8NvYIilWSbUs8VRhN+6joTZw7KeHdRFnVSmFOxxH39VeJLOj5WzZ+kG\nfu0rp6Qwwerg8fmx7dJC1ayPlH8/V9pR7qA39RTJ8Eoe79jBscxfkrb/gpQwxPbuWaTYdZTrLyct\nC6TkPEZmEzzwi5N4o5lznd5F/DfD+eSKi4T833xMWLCZy7KMzWbDarWel2P5fT88hJNH0cwWqF+K\nJPVQbs/Zv9WXc/mMg7csgdVz+YfrliIVFONrXDHf/vnBkwxPF1BXHqNmepCJwnIUaXFyE+c9qwGI\n7+7iqXETEVVlf7+LZUUxrvYfJR3IJfbIFyGlaqhzsbIfWuudryIViOn47NM9pNSr8as54r56WZCy\nSyVS+Xaah2b49x01/LzmKqbMbq4ZP8jdM7+iavMsHquIXsswKSskZYH6oi4AisOTLOnq4MXay5lB\npNmgYyz1L9hpp0gC6xwRrhtJoOz10h/JnZdXVjmWzrLd4OKZ1i082NrMrMlJdWSCe08+ztXhDjbr\nRVYb9dTpF8jVpC6QymS8jjG1lr3JNLNzPgc3OL5IzFeC07h4PTiWVVA1DaWghLU3/jnLLfehajIm\ntQ6ADSYD5VLsnNe32fwxLnX8I5JSQpEuTlbUoQgishCkqXCG1KyDe6X7uU5/G9YJH19wfoPblJto\njpay3nQlFklG1nR0L72KMaOToUAfYwU534C61lv5yRE9r/e6uKopwGc2zBAoaKQ4sdjnoKL8MIGY\nntvKvwFAb+opYoqPVssXmA4rvDb+Egej3+LDG7qpK0iyo9PF914tZ8zv4T/uXUFKVvn0L3vom4mf\n8xwvdFyUrH837Nq1i/b2s6uKvVv4QErW7xXOt2R9WqI+bS8/X6viP+Rh/9dj/8EftU+iW9KE4chT\nCPoEo6qZ0sEFT+oeXZQN47kXYWr5OgZ6MqharlRhQjLSOWjEYJYRjFZ0dzZT+NBxMnoLOquAEE6h\niDpmrvpf5P//tyPpJITRUToEO3pJpfD4LmZXVjCTynlTOgxZ9sUW6iH3ei2kUgqnpl0M+c2USuWc\nCV/QxMSom57SEvySCYeS5draCG1PbkNCQ7q/jarSnAzdnF/Kq8d0lAoK63aNIO8ZoSqQ5GB+E6cc\nFVw3to8SnZ61wnqy8T6smQEieiuFQErUsTMvJyEvL4txy8pZpsMGJkMGJkNG4pkVbKvKkbVelSmN\n+yia7MBsshN0VgCwdfIopQk/3auKGEs3MptesGsPZOeSm6hmHNnbePjVxfdsBvAm4pRYbfhNbszZ\nhdV8m1GPQRDwZYd5MfwdbnD/ZP63uDJNX+oZ1jg+j5y4lx+0Ax4Yi/yUuKOTzzd/lJmwRLCzFFda\nwiU1M6wMoTqzHAm8wCUFN1OTtJABBp09pGuLGaWOkRRcIZwiT1uBGxc3rfCzujr3QdDaGmH7/sVq\nQ3/sDepLzYxNtlBu2MJ45nXejP1/bHH8PZc7v4OiJfnspX5kwcep1EssqanFyaUcHxHpng7wxa3V\nPHZ4gk8/epLv3LGMtVUu3g+4KFlf2LhIyO8BzsdDcTr5fSaTQZIkFEW5cCXqM1A2E8eSThOyxZh9\nM0hBJkipsthDfMNT0/P/F15+hgarm+xHatH2wvNVm9ErWVaUuqmWDqD84DB64ETrLaxufwKAsdJW\nVP12xpvzKTTnEXy5ANEOtRaNzo1bUQ8+BkW5+NmepIJ8hpD0xOEc8Ze7U9y0ws++ASfJhIG1NoE3\nYyq7BnLFJ0yGNLeOv06TLYK2X0aQBFQNUs8OM3jJ9WRkPSNqFg2oEQW06SiCRU+3p5pXPevY6D3B\nan/P/LgTlnz+c8k1uDIxanue44XKzST0OcezS+rD6CWNCk+aZ6etFLmibC7rp+4XQ3QXLKc3r5GE\nWEiHxUNcMsLcdO4tnSsQsFiBPwsRTSNyDnV2KOpnyZ4XGLn8toXrAZxKh7GKVsbjtSzTvreojVUq\nZqX1c8jK4mdgZclV7Ip0EM9oxMbcyIJM3HISR3IZtWIFRXk+bPEP0TMpMikpuGxJbOZ6rNYETOb6\n+KeVH4dZqKyMIhvzeHEwyqZyidFAZn6uTsM708yqlQPkJZ20ap8iqowTVobYE/46d9V8Fi25iof2\nVjGT9RGVdHyypRxNmCSuO8nAyGr6/RprqvNYA/zxE6f4mxsauG5ZwW+fyIu4iLfBB5aQ34usWedL\nJjrtRa2qKjabDUVRSKVSb9/wHcLvqwSoqkZlyMUzDcvpzZSTbZRwO7N8av8TGFLnTmxvSkcxekCX\nBwfyG+lzVnLXyGs0rcpD+fHR+f1aO56b/3/U7GL/9x6kLpjg1715yFYdbZqX/Kk4plQKKjafDjNm\nRpYokWNM6RenUJREjRPDDkJxPcsMOo7EZLJnnG6zzoXRUoI0l6moffmtJEix4dR28ga6GK9dRofX\nyBIlSXlkFEFWGVOcPONeT3NwkMsnjwAwXWGlx3E1B3QOsqKEKmg83XYffWe4FLWfzCdTnuLNiJ+9\nIw9jFaf59MrLsJKmKJMgpdeBXsemrf3I0TT79kvsU2v441O/JCnDqQ0fRdY0ZhSVSVlBYTF87X/C\nZ+78MC/3byCpaVgEAZOgEnCW8FLbCjSgWBIxCAIZTSOpCegEgTynQp7y26tjLYmOIZbk0RcvZbXp\nr+ntkTBHjRzTP8LXNqxCk8fo7ylkaqiELGk0NNpqwjzZ3YGo2TCJbuyiinCGj0Ch1cYbs3EMgpXB\nk1ZmJ6ysFnqoHpjgydpcqc1Kw1UcHnmEjTUdjPqNrLF+jSPJv+WvNl/H1op8nu7azSN7m2ksaaBQ\nWMuPd5/7+JMZhURG5evPdOGLpfnYuvJz73iB4aJkfWHiA0vI7wXebcn6rV7UTqcTSZLmC5JfiNA0\njZlohlOTETqnwsRdl+CREtQpk9RMjLFTWM9Pqq/nzqHXyEufYylnM6C7p4WZqIEdZWtZ4+tkaWAE\n5ccjACSWFGEtMKDbNzbfpKVvJ8v74NmqrUy4jNzX/woV8Zn535+qvgzm4v+vmjhEc3CA77XcS5Ej\nw8fX+jje7+bVkVzBBbcoMJCVUdBY5wCjPs6hoImujEDdXO1dRdTxxNG/4Hhdiuc911HUdYx9aRdW\nSyG3dj6JhMakrZgnai6nKB2hML+anU4DV53YQZfrWg7onBTHfUR0EklTHr2KjEuOEjLYsWYTHPIb\nUBIeCoVCvmBpxONJYDGeRA2PgjN3z7k9cYxGBZ1Oz5TOgysRw6yk+UnzzaQzKRQ1R2j5KBTo9BxI\ndWHX5bzMh2qLmfW3YRUEkppGXFWIKrux6K4g7aql7ujrlG668oyXfE6+dTn6MDhDdPZecdZl2zRx\nFKOg8mZFG+m4SLFNZDZh4LBPIs+SRLNfw791C1Ras9SWBVhRPUt5XGTgYDHd8Vdpj+0gX99Anq4F\nh7FyUd+HuwRq66bwpkqJT1owm2e4rCRE6tTsov3M8XsZCz9CW+NRuvs3c1fZ39FaMMWfvbqHyaCD\njfVGYvHFUvdp1OUZGQ2m0Zkk2sodfPLG/RzpH+fA8PWsr353k0f8IbhQ3wMXkcNFQv5vgjMlaqPR\niMViueC/goc6B3mt14/P7MasplkeGWL5dC8lydn5wqGV4Wl+VXsFP266hVukDhqOHFvUh3RPC7LF\nxKO7C8lLR7hy4vCi3y19XrS+xeN2N17BAauJcbWIG4rHCZQ30x6+hPyUnUR1iK6BXFrMWmuStb5O\nBMCEhj5h5sC+WtKCDHPryOBcWcE/vmIc8/gwxiUV6A+V8bpX5rDBRR0CkirzN8aNSGMqkGTSnEen\ns5obbf3oP76SXV0rOZZVMGUS3DG8m5Mr78al5DFqLeKgzk6REOPDA6/wgxX3ktE0CtIRRKuRUkeK\n8oFhDuYtYyrs5Y4rs4z5BLyjRcRDFRQbOyDhxxb1YkpEUcUpIhMSoXQBIb2Fb7V+LDchKlw+cYgV\ngX5scoqRijXkla+mT0kxnRW51vEpSNlJaznZIK3NcLXtOmKaxrFUmoFVW+gf38vm8q1IZ3x0SoF1\nDM7I8/MeyL5JIPgoN4ufYV/ZKrqHJuk6MsGDd9vY1+9CUSUsOpVQSkSZdBBXujAW5THgsAMaIe8g\nEsXMTt3Fta67Fl1TUZRRz8iTPTiwZP7/41E//5SoQmpef9Y9OD16G1WNvTQWavR6HXz/VQd2Gqgx\nxgimp3F6ullbpmExJtnXu4JINGeyGJjNKTZ3rCjky5dWsXt2P6vrI7TYf7sicBEX8dtwkZDPI96t\nFfKZErXVaj2r8Pj5zhD2u55nMJjEb3LiSYV5oPd5TMrZhsr8dJgHep7n+crN/Mq9kk0lApdOHUNE\nI6PT8ctEJXkdIrGkxIeHd6PTFgRXn9PF9rXrqEqH2Pz6Qm3cDlsV4wrU6CRi4ZxXsBPIGkAZN3Na\nry7L2hDIlWhMIWARQNE0TqZUdORCFE4f8audHqrat6EcKwYHfGhoJ4/XXMXOsrVcPXEQSVMZar2U\nqs0yr7WXUuAPsjJ/kqRPo1dIo2o6VugEHKkwhb5ehh1lvFZ3NU5V4cMd25guXkJmzpbdEhnnNXML\nd1T7iZYWQSeMG/Pp3nmSx5y/IhOu4G7XF1H1eioDI1QGcmqBfFzg+233wxkO55Km8Ke+J0gf6cFY\nUU5WZ2a6sBFBEFgimXCiYheLiKoq0bnrebmlEkEQsAsCm80mjiRTJPM3cDQWY5nVSlAL481aiWsa\neaKIQ5dlJiuxRVzBjdODJEz99LtsNNZUUyWn8PrjbDQbOJ6cIEP+3GpdQJKWEZ5K4ZkOc9I6iju9\ndv64o2ovdnEpADpDEIMkkEie27HKKFqZSI5SbSpAFRf7UegFC0d7ViIIC/fNWGofx5M/ADQ+X3UT\nm6s28N29QVLRQooKBvCHTSiZXPjUUydm8DiClJfr0OlkLIYL308DLkrWFyo+sIT8XuaVficJOZ1O\nE4/HF0nUFyrGRsLY7AYcbh3B9DjWUpHmET1dooMfLb+bT3Q8iV1OntXOqGa5Y3gX+xPL2VW6milL\nPrcN7+G5LZvxzhoZmTFz3fR+ClLhRe08kTDND/2ckmI9qq0AMSszaC+lR1ZZUZbA4+6i0OhBipYw\nNekgo4gcTeco1iSAO5pzHjtRnUtUWZPtYsBeRSKV++AxCnB1URZzXoztvQ7Gyz5Lg87AxpWTuCoc\nbIkNsVdopqBcpPXoIfzWSro7JEbiApfb+vDtC/Do8huJZnSsMOhBMjLrqUELTnDEXkNVfJJGkwlR\n1DGpy8UNV8Sm6cpfglkAfcyCw5nzJG4J9LPL2cinJ1r5uvkAY+oI4pKriQl+8rVSxiULYwYN3mKK\nv7NpAsMtGzDUF6HuGSZ+QysZvxWDQSaT0VGkkwgrKqcy2UXtdK5xvM5DTM/ItOx3cXDlVpI6A0fS\nWcCCUwS3NkSTYSl+FWZQsfgHCNs9nGi5ibWqylhGZAwT6YgVQS+xrDREdbnK5KyRfQMOFFVHQm8i\ngQl3enFxh9NkDKCTZEymNKUzXvrtDWfdPzaxikFeJC9dht9UgjZnb7ZmE8T1OdPDa6GvE1W8tFk/\nS4nhEgYzzxFRRuj1DbNDu5lUtI7S4h4K84cJBC9dZGcPRFzMdGxBNhxnf+YgX9y0Crvpwny1XpSs\nL2x8YOOQ3+84negjHo9jMBh+a0jTe5Eh7K0fHolslrGRMF2nfAyOnCTP2k2BI4JHELnU2UdWlXm4\n4SZ8JhfPb7wMuXzBDjdZ1MT+tpswOTJ8pH87XnMe/77sNuJZM9qURENohNaCINIDbQy1rp5vJ2ka\nFbV28tJ6YqrKoSVX8WTN5dRGJlkf6cEVXoG3u5GJcTeKItKdkTktsNbqdbhCY2T0FsaV3EtbngjS\nH1hQH6pEAXnfa4RSGo5wkLgscjQl8y/7C/nOdBV92VIAXsg08ffLP86OpMjRcO5a7FKW8MOltxHN\n5Jar4bm434k1DTxTsZFyIcxdgzsxCRmyqsJuT06CbQ4MMiWZKNfpmJpw8+uJnI2zaClY5BSHDRv5\nl8AW4h49aUshU8ZyXpccnNIkdIqOzXmLXbYe767kH7flsbvHSd/qYpxtVkqqvGQyOUKZkRXaM9lF\nBPRmKkN/ewjv3/yUky/+FNOBs1MOGgSBJlMDoiBSGsyFrHntRTxYGWZb+lmGLMPsnmmnSicxLCsM\nZTMY/C1MtVeTnbJxQ1WGttIEOlE9q+8zkVRnMRrSWC0hRoYiXDJxFFSZbx57mKnJLxGSBwFYYfk8\nPnMZmiCyZqYTgM3T7dzT/woAlzu/iyConEj8CL0+wTV5f4NBcFAhfpSDQ3Yi+hcoLhzE568iKy+U\ngNTrUixr3MGs0o4pu4GuxLNsG3jpIvFdxO+Fi4R8nvFOrJAVRSESiZDJZLBardhstgteguqZmHOo\nMYBvNJ/+9hLMnYOsOfYYG3e9wT2B/ehR+M+lNyIoFejGc5mfeuovZyIs0FEiUDc5Tk1sik/2PIdJ\nTjMdLyAtGXDWDvPmurUIlS6GS6yLxs1TzOgcNgYcK9htr8CdjnL78C4KXz9BYkJDm8u/PCQrBM4o\nwOERRcR4gJNFy+mxOgHYWbbYBtmraOyuuZpDgw6i1gL00sJ1TaVK8FgVmksC89tE9dzk4pZkynUS\nAUXleV8x+akp7jr1PHpNoenUy2yr2jK/75uVGzEARXMVhyqDuWPLq7WxWhhkxF6CX/Vw+a6n6JBT\nTGSs6ARoNehp1hupqZxLeGLLKQHNySkaQl72F6/gl+r1fPvlCg74jHRlM+xNpumei0c+LdFDrvrV\naOESYrc+xCrP/8vezz6INOfA5g50sfbIHgKKysFkBkP817QM7gHAZy3iSus9HPQ+ww/7/hyrpQub\nKDCVeY0xWSOaP42rYJSk9xCG9jHypvWsMZioMp49b8dHX+FA7J+YyOwjm7UxNrGM7Iq1vFG2CkQd\nj9ZfwzdTV/GNrVlual1w2BM0lSOFufjtVyo2UhOdoik4NP+7SpZXA39BNJ3hWte/Mxuuwmrr5Q3f\nU+zo72RwbMmi4zAaExh0KgWGOkLyIJqpm//o+Qe+uvcL9Ife4rxwAeB8Vnu6iP86LhLye4A/hJDT\n6TThcBhN03A4HGfZi8+F9yqH9pnjRecCWfWxBCUzr1D38rNY3zhFzFpA6iPrKftEJR8bf4Xi1Cwn\n0gInPHVoCMwULEU/e5IbDuzDkchlY3Jm46yd7pjve3zKQ2XUyp7JPDz9k8RMi4vYp0Ude6tXImga\njWYLRjVHMquPPobJGSasSzMuK5SbFhyQ3kilebj2Kl4uaEY2Lu5vZXSEO4d284mhV/jc4Kt85fij\nXJ304ihL8rXrRrmtzYcoavT4zQxLRmxVMURRQRZ1VMSnFvXVXJCmRW8gpKp0ZLIElR7sgecwZbOk\nRD0vVmxiyFHGyrmY5DACZToJce6aGufeq/G0SF6ziZX+HnaWrcEslBCR9TgFHysMepxzBH48nMsI\n5rHmzrXDXMIpVz1ZIbcijmckhmct+OSFa7fWaMAlHWe1LRdqVe4JkFL9pExWppfmMqS1/eTPmFKf\nI+BuwJAIsMqgx5GN85qwmlfqc8UYkhpEqnaQHP9T3IqBcmEVHRmZUn0u5vv4uIcTHQo39vbSOLAP\nn9TLk6HvYxamqNctVn/+QtWxLuClK/EIRWXb2Rv/Iu3hf2TZTM6pb9heysO1t/KLX1fRO2WmNjYK\ngDsdZZ1jdL6ff2i7n7L4DH9y4heszOTMAknVz+H4/57fJx5r4HrXQ1hjn0KvX/wMmY0Zprz1iKqH\nk8kfUu8p4luXfI9wJsxnX3uAH3X8GxdxEb8rLkxDx3nAhVab+O2gaRqJRIJ0Oo3BYDhv6S9/X7z1\n2NJZmeqJk1SNHkacc7xSRAlXaAzpsUFUTcMKfCT8Ci9WbmJb1VbCBhtGbx8l1U0U+Xrn++quqGZn\nwSbspFjy/C85euPHSd19P/3/6xvcNTbGYFk5oiKzbGSErCDxUMOtxBAolkT6sDHYcDNxUU/IaEed\nXvgmHU8tPA4aAgXJIO5EgN68uvntnx96Dk9oliwS+0ubESvW0dj7Ks3dLyEpV3BcLqSt0c+1jcfZ\nub+EdMTBJY/8gKGrb2C0ooUxa8nCHAGeqJ1ZVaUzI5NPhiuGXmZ91MlJdy07y9aSEfVcP7oPZa5O\ntQSUzJGTLpuibOokRzwNRF+doHXiOJWingFHOY/XXQXA3uhPaTX9BQBGY5Y8U278Xq/ld7qOJgEM\nUgZLyRiFzqXQbuGYz4VIlIDcg2cuNOrwZ77P6TN7Y8vtbPJ2cZOvhwMV6+k2t873t2W3l32SF9PY\nZcR0B3m4oYiwwYYtMUrMUsmwvZS/b3uAfCFIwu7jlO8ol/MZ+mUZEBBRUJE4ULyaOyehRovwxLER\nrDQiSyLdVT6u69nHy5WbAIiJJnpnTGDLSfsBk5MDESdbQ7vZ67oMgNdK17C7dDXXhFYR1R5nQOhh\nVu5gSXkvfeNLcbsHmE37mAxEMIh2ygwbF66hascbKKK0uJdak4FDkz18c2Ubn1n+Bf7yzT+jN7iQ\n3OVCwYX83vig4wNLyO8Vfh/JWlEUYrEYiqJgsVgwGo3/pYfqvVohAyjj4yiahiyryJKRiXIHQZZL\nuQAAIABJREFUZAtBNJCxBxBSFaiSnrrB1xEACY2bRt/AnY6xp3QVpdkZVg/1z/d3uKaRU4oTWRNp\nMNrJbsjVW+3+q7tx6fVY0mlMDz/Drvv/H15btpawcSGO1KuomAUBu8nJEl8P7nQETyZCsKwFZZWF\n7V0LdmurnEYRxEVkDPBwxTW4CqPY1AxJVwUmTcC5soTsqRj1vbsYTa7h0GwLxeUuPn5NnP/YO82e\nT37jrHkxGVRSGZEhWWFClqlKBvlw9zaCpip+Xr+BUXsJTcEhrpo4iCOb4KXyXBnGcmMSnZBTRdyx\ncSrHj2B1VDHmLEbevBpLtYUbD4/wWCC3KhVNCzmcJUmltsBEryvNZCjXR2EygGLNI6CqaCy+pzyi\nyOqyEGl/AV0TY8jar6jOv5NKT4bvnPhH7my6hJGhBlwTA4TK5uZJU0EQ2eeuZ5+7HkFbLDfHYh6s\nSk7GNygpbhvbxyPVl1GShduP/5RtNVvoctbg19wQcHOt64f0zuW08WaOUmTIZRebNbl4svZKANac\n0b+ahJcXhyWfE3sdW7lh9A1erNzEZsMexFEnR/MbWGb4a8qyfQxmttNWGSAejzAZrEOkjrU1O/FP\n5ci4K/kYTeZ7mAlZsZhDFBUMsd7axNGpPv78jT/huP84m4o38z/W/e3bH8x5xEXb9oWNi4R8gSOT\nyRCLxRBFEYfDgU73/rhkgiCgJhKE7v0o0a2XIN34SaaLl9FV5CKDibqAHWtWh6BB+cSRRVQQt+az\n2duOMxPl+crNPF57FXcM7SKRkYgUXII3LVMiiVhEEW/xWsjKjDRs5ZqjB4jbHeibW8imIexcIOP7\ne7ZhL7XSXng9YGDFyDiHrBVY5RSrurcjXb+JriE3Y6ncQxHXGYnrFswB64b2UyKkGclfyqzFQzY+\nSyiTJC4Z6Q81QXkTlOc8d7VkAmXQBoM2zEaZ1BnvwColxYhkYkX/UQ5WrmFcVmgKjnD15CF2VG7i\nmKcOhxrnPtcpqo8dmm93tCBn9yxmIc7V76whbbBiURVC1jLeHKuGMdDrspzOj/mdxi8wMK6R0sAb\n0THW5Z4nY4AZswenplGu07GkZoahgIWhWTNGAQKqyqEZK8Vk+Z9X3oTBoAI5e+yBiY24wi2Mo+Eu\nKaNaJ9GtKGiKjAaogsjNY28SMdiYMbs56aoG4OdLcjWRDZkgRakQNfEQrbP9HC5cxp7SVRiKM9zo\nGubFqapFHwgGTZ4n49P42olHENAYr6ihr7WFupJ+Bnfvxy/fzqi9+Kx7cln3GySjMWLLVmMpL6Oh\nZ5JXlCzdedVcn9jBxo6T9DkrOJrfiNPxRZ4/JJPILjxvYmahHq5OWEjFWVVxEkHQKLDk7PlHfUe4\nsfpmvrby60ji++N5vYgLAx9YG/KFHvZ0OtFHLBbDYDDgdDp/bzJ+r1bI2R89hDo+jm9mGkk7fQwi\nlbYDeAv7EVSFpf2vUTO6kMxjsGoj42UrAWgJDnLvwHYmbIU83HATo50DhPftRBWgcq5iUU7IhGaf\nhbqJSQLDE+j3v0lJyUKZPZ0q859Lb2S7UkdAUdE0jReK1nGgsJn9c/mclQf30WBTEIH65OLKQABh\ndzF9xcuJuytwmWy0ZCPcNvgajdkwBVJ2PpFlXG8hIRpJa5DWIKUtvmZpQ04qHvUslIu0SyI/aryV\ndncNG7IjXLppGnfDQmpMWViwn7rOyFamiRJjZW3kxX1k1QX7d1bWUy7krvVTnR72pzIcSmfoycr0\nzZjn5wRgg/ckm5QoNXod4dFihmbN1OklPrYyyH3rvUiKju60yrd2WRgPZ/AmcmFWy4ytOJMNmAWR\nhN5ExSuPohv6HrWRCTKSAVnU8XrtpWRrN/BTxy+JaR1IapC28HYu8R1gRXgSUTBxoLCZw4W51fyB\nwuW0JxsIHgsvIuMHBh/h+tGfkR/ct2gupwwaZiXDUNbJsVE7r5xoxhFad04yBlgthrlXN4ldSXN0\nKECPvYxGfz/jM6V81XGUp/QyDeFRPjKwnc91Pok5urha1cxsDS5nLhRuienW+e1Hh3LP1ssDCx9Q\ns9Nb+MyjHRwfXxyKdyHgomR9buzZswdRFM/6J0kSBw8efPsO3gFc/Hw7zxAEAfU3eNuexh8qUb9X\nUFWNdFrGbNajHjyI/MP/AGC2oR7TXGrGMuMMIlCupFnR8TzO6EKhiMniZsypMLUjb85vC1et4/7u\nbfyi4WZe+MRfAVChkzDOzYeiaeiAsplx9IrM7JX3E7+vlC5vjNqEn3t6tpGSDHS4azmW38DM6Xha\nS86B58pgPzOeWgoDg5SdOERl+Qb6jC50qox8xurG5y4hphnJzHkdn/Q0gqcRAKMCZlHAI4JREKic\nHaZh4ijuTJSpshrCumLsvn5eqbuKeDYFehvTtjyc2QRhvYWDjkqWhkZo0FJY1lTQWDRDfGDhRf5m\n+ToAqiOTOEiTNC8kwAhV1WLp6ySrLBCyyZzBoFcgoqMgFcKTnEZfX4EWsaJ6ezjkqOJzbUM8P1JG\nOGijVvARJ5/hrIJJgHqXTFlFmMlxJ816PaUrJth2ysPjB1yYC1NcVxVhWTO8OhxC9JpIyiKhmz7K\nPZ3PIPkOkiiqYiQj4ldUYjMneGiqmuP2LCfy9FwyMcOwM0SfVUU1FnGPz45tdohpc958nul9xQs2\nZ4C/KSthOPskFbYYNWya337c6Saj9JHUGclLhZjFxe6SXNjbNeP7We3rZvpjW/lZRzWyJjJpLaAy\n7sWoZKjVp/jWpI5/tXZwqrARvfRHDG5K8VJ1jIreBDWH0qT0RhKZXmpDPUwX5grUh8Jnk/1IZIod\ne59GQOCGJevZ2xehwFyBmk2xs2eWleXOs9q8V7goWb89vvrVr7JmzZpF2+rr68/L2BcJ+QJDJpMh\nHo8jCMI7JlGfrxXy8GCQ6ckYGzaXI3/287kxgYFbrqN1KncM4UweJCU+/MJ+dMpCsomJ/ELyZvvR\nn0EsDy7R80cj+xElHS0WM/vTud9ilgj9FglXxoic1SEJAgX+PiL2ImZM+RzzxnCIAqvSQQTArGRY\n4+9mtb+blxtv4qh5oSrPjoJleCxOmnzdRJyl3HnsZ3x7LqXknYM7qU766Wi6AXO9Hv+UkYbmCSbk\nNMeHi6gNpNlw8mm8JcvxrWghlTCgi6VY5j2BPZUL2zInQTREqIhNURkY4Fj+QuKKsH7BsapRJ9NZ\n4CaQ1dh1OMyte/opBFQEDs21Kc5EcKSDeIsa59slMxbEfBcp0cCqhg4cFToEAYYOFOKJGVhu0NHc\n9ToUVJAw2fmRdTnVJHBXGPCEFCZMDoTAFGJlkNkxC416HYNOP5HRYRxjl5GXH6OhPE6+I8u/7bET\nH7VzZERPdSG8OvN92uwPoCkeMuleikJeAD5y6Bf4DXZ+1HQbR+0NWGWVcVcBIYxcW/ICqwo3cHRm\nP9/wX0O5F4Z0CQbtyxfdSwZBZZlF4qjyOpX2FDdXXc/O3inI5GKPzWIe3SU30Ca8wqCnjASLqzkF\n3B40wUrpL9/gk7ek+GH/MooSudA7k5LBbNS43bkHNeXAnZhgTVkjpfn7saQ3YG2z8Hw2gpYSqJP3\nsNEXpz/8LU4s+fo57/tG890MpLZxR+NlNBdWoA+tRZVBE6J0TOnP2eYiLlxs3ryZO+644z0Z+yIh\nn2f8Jsla0zSSySSpVAq9Xo/VakUU318WBXWupF5k+575bbNNuYxK4pwEGVesbDkxsIiMd67ayGXH\n9jNVUI45K5AXzIWltFmW44gd4+jya5HPkDCDESuBaIJuqYcKtQkJBXdonK6azRxLZ5CBQlGk0Lfg\n4eqz5PPi0usYF3IvyJJsnKSqMGl0MJnJEvAsZctsN37TwurTJAiMX3418Wg+p6OVjskC15ZlifVY\nwWplqmwlVWOHmSjSY8uUsKzrJcRMmsR9n2bk6AgNfTtJzTmWnfD85q/s3Y56yhSJaq9AUbScwliu\nUtXR0jaSc+cu6ow4/NNntS1fq4MjIB8bR6isBiCWkjAKEHRXMly/npoD++nNW0qswkyDWc+xDg1/\nyIDXbKddTHFqLPdx4FNU9D4zYwOXkdHAFjTi8y1FFAQ2GDWmIn46DQ7EnkG+G2vjVEGGI2aRze05\nSS/oLCPoqiBqL6JV0mhXBF53N83dA/DX676LRVdN1dTXud0Lg6Vt7LDl47MurpKU0USmSLOlTmM6\nGwfMeMOQb4ZDse+y1fF3ADxafO2idrWRCTKijsO2pXjLKriy/2V0z/dA4zIMjW44PIVJyZCWDNyV\nyAfghqkOHrFeh4SDg9OnGAqWM6HUsD50gKvGdYCTZ+2dhORBXLpazoUb3T9jiXsXJqUWVc45ByaN\ne+mcXo+qafNhahcC3g9q23uNWCyG2Ww+75kPP7CE/F7elG8l5Hdboj5fK2S7w8iMN47/l8/iBCjI\nx9rSsmgfZ8qA9YxMR8dabscgjyNoGimTi/KZk/hcBeSH/MiShCIIrOjaxWNLb8BocrHWZCSsKAyg\nImQbCaMBIv+w8hOLxumTFdYIeiZdNewqXb3I2xpgSm/FoGapzU+iRc2UpuOUjR7kR423YkdDUWVe\nqr2C5ujiOO+fnngUa8ftoIOMprGveAVCzM/GozlCygZDzHaMEbzLgT+/DlkyUD16kCebbkOZy6Ns\nEVOsnuhCA4JGBx2eOiKqRiQzpw4Y8ti7/MN40hHGbAsSqYKGJRnCXjxBdLoU5og6OpccZNqvQ47o\niaUkpsJGRFSkbJYeRyPGehej9lxg0pGUDEMLzmGnjDl7u8eSxWZU0COilyREYERWmJAVKvQ6REHg\n2tkjDAp2Xi1axbQ1j81TxzhSXUrAaKc0OYshm2SypIWMKHMk+gLCrA1prrY0QJG+GbMlSGVER1xn\n4sWCZiJzNnJFy3Ak9j0+kvc5BjIOvHED3o4tGGynSGVkDGSRCZHk7I+S07hs8ghd7hrGbUWMh408\nVnIjLm0nAB3hCcokEaOSJiUt2OirotMIaPQNrsfj6WPKX8HKyjD/FPxPrmItGhB1rP+NZDw/j92X\nL/whxhhIvUw8u4Lh2SS1+b9bmNm7jYuS9dvjgQceIBqNIkkSW7Zs4Vvf+harV69++4bvAD6whPxe\n4a1E+25I1O8VbPbcSy5Z34zz9ZcwPPww3lPHc7r1HOpnUhTN9BA3WXl286VUJIpY0v1Gzplq9CST\nS1cyLim4YlEmSpbycHExazpmGTG5MSoZDiRUsqIE2M55DGfi0SXXnrXNKQoUCbC14xmmKmsRSsuJ\nd1vYeOxRfll7JSmdiZVGIxFVT3dWJqSoePSgqiJRQ5p7hD9C03Kr6IGsjE9RGaq+jJKCZlqCA+Rt\n/wmxL/014ekEZouOgFbOy6ZCziyb8ZWOJ0jp9RxfcgeqaOCtBYjNcoo2f88ieRtNY7TGCUMQGYpi\nbpkh1Z/L7zw76QIy/KpgM+xeaKICs8i4kiFG54i9LjyIWh3FGl9DStPon7OJ31SZJpsSSUbn7J1z\nSmtWy5FyoU5kxTIJ17EpVq/S8GsGeox2njXmyDZgclKanMWaCLDi1HOc2rgKvaWLUV2YJdEWUjYX\nCCIvdgboSv6C+6+7jJ90rkVWspSlA4xbPZxMP0hGm6RMKsBmUGif+0BR4k0ImsIS80qyBLlp+f9E\nnVFQUhJLJp6kr+xDACwLDlKSnJ2fN6fnTVysYjib8+xuntCjKBqjZgtJnYlH6q5h2L6Q2xogEMhl\n4pqJpdmQ/2X+2VFARMrj7eg0zzPMbKB6/m+b1U9qNo7FdZwdvQ3cbtJRYDP85g7+GyKrKgTS724d\ndo/RhF58Z1axBoOBO++8kxtuuIH8/Hw6Ozv59re/zdatW9m3bx+tra1v38kfiPfv2/99itOS9fmU\nqM+bl3VHO1BEqr4Zob4e5YknmClwYPUVAHnYo9M0d71E2mDlia2XEDebqA9GKQ4spDY8Xl9IffcA\nWZ2R2qCDuN7CdEkpeZksLjlOWXCUgoQfyWAh6yjmGXs12m9RE0rTYXw6C1lJz0qjHocoYgn3UZQM\nMGq5lmSvnWV9r7K/cDn9zkqa9RImCVa2eBk/ks9QVsYp6hEEsGeMgBFFzRJHwqeobAgPY5OTjEhW\ndpStgz9bR1k6TElqBr/soTO7wLaVcoKYnKXd1czh0lXMaJxFxgBJnQmDKpOfCmPLJlkXP0FXTQ1e\nVx5Jo5l6/yzlVQLJggQH36xZ9BBXlm+n2LKOg70umg061oXfpLj7FP/S+lH8yhRXju9A8JfS1biS\n0Fx2rlZ/L0ljPfYimeqqSQJ+G97p3Aq6Wi/hVxSGxQx1s7MUJtMMFRZSkEox6R8hkTagGCt4tvpS\nGkMj6DQFa2KWdYd3c8nHbkByWzg1IfPkkdy97bSkaOI+DvSCyahyxdCbvFh5CUJ2gI+vaebvXj/O\n46e+xG1L7qLctobxmESxpEfT9EwqKnrcFM1qhE0ysaRAiZTH6QSVUfdJGIa0lPua6Jm2UGVZmJ2H\nG25eNM9DjjLeCouawmwTETUHNsFNRPrNNmBBiqApuXmaDVRTmD9EJlFDKAHhuBFRENjakE8sreKP\nZy8YQj5f6mAgneIXAyff1THuq2uhyGx9+x1/B2zcuJGNGxeSvtx000186EMfYsWKFXzzm9/kxRdf\nfEfG+W24SMjvATRNIxqNIssyZrMZk8n0vrfrpHfvIf5Hn4Kf7CRbXI7W00NqZISuZ3+GOSthG/ax\nvPMF4tZ8Xl27lahVBQ1Kpk4t6scerMERG0WeiwFO6xQ8WR3NJiNjlVYmdA4yQ3rqhmY4roq/lYwB\nJo25FV9baga7uQIAY/gkCbOLlNlJxfhRkuk4uyq3Ui/HyDPnYbGkKSmNcnlMx7ZuJ35VpeAMW5JO\n1ZiKzVKoylw2uBsJjfXA0cbrCWZSnLIUMqZZYI6MdZrK5tg4u+2VoIMXS1YtUg2uHD9IxGDjpKeO\n1Nx5v1aWKzW42tdN0/Q0K8aHyVhNGNIpzGMn8U7ezPNxPR5TGk9qQVY/ePBZ7vbUgslFS99rlAQG\neHXFBiKinmq9i1eWfYJxTUeLfxipIJfMIy3pqalsp6zJTSKhp+tUriiG0ZSFlJ5avY7uhMzRziFq\ngANTx7jCaGAo5mHSlD8/9hO1V3Db8B72tbbR1nUE47+3037pTRSV6qlIjjFmrgBtYR5TisiLlZdQ\nHZ3k5qlOjudt4kpritue2I/zx/9A9Fd/gtG7lomQmWWlfUxO5lav43EBUEHQs7f4svn+RvRLOVgQ\nodOdk5aL9G2kFhepWoRg8Mf82bSHZ6ovJaY3s37mUVb5VUyijtdrmpm0rqI07kOKP81Q3h1UJ2Xc\n0z/nWN0foxNMBLJ9uMXVSFKWwvxRprx1GOQ46KxIagk3lf8ALeVEk0EUzuE3ksmQfW4b+ltuRjCc\nH7I+XyVYIbd6va+u5e13/APHeDdRV1fHrbfeytNPP31e5u4DS8jvFQGeDnlSFAW73Y5ef368MN/p\nso9nIvXcNqJ/+nWEM/p/48ffZ6q4EDRYNaqyvPMFEmY3HU3XI2kK9fuPM7ymnorJdgD8xSXkT08R\nEnqI6aJkLXN2xfEO0oWtGBUJ2ThONFbCjGBmf9WyRcdQpYOZVJqm0AieoloyBisBReHUnOzZbsyn\nIJOlQpLY4IswndeAOzhKwWQ7P264lbK4j1J3TtbV6xUiGRFLfgK36GI4q5AnioiCgDXmRzfVgbd8\nA1vik8xetYXCHXsBiDtK8GoiCXnxslcWxBwZnwFJVVgRGaUpFUB22DFinrdrmgPbEezrSeidHClo\nJGwvZAkylYkB8uPdABQ8tI1PCAIpk5OAmGDv0vsA+GfvGrrTY1BTj2Cw4Fu9lgFrHUTBqzhAAIOm\nEBL1VEz9GvI2EDLaKZgcYTZoYGbAREX2CC59CDksY/2/7L13mF1nfe/7WWvttXudPb33kTQa9WZV\n9yZbtsGAjQsBwgUScikJJ/cQQnLOTUJuSI4DJCG0hOZgig2425Jsdau30RRN723vmdm9rXb/WKMZ\njQvVjVjf5/HzeJbWXu+q7/f9te9PSJCOR0hVXs+kpQlV6OCeoypwmNWeUjrrF8IC4858vt20iyp9\njP1X38c1R55h9b6neG71LrJZERwQTb/yfd9Um8A5MEtz61H0ujvJfPI+sukUvvYRvL4pQlTRPtbw\nsl+9UsNdVJayp/SVDLxt6QAHO6pfsb3G+W6+V6eRtQbYNbAfeWCYF+5uJDF7DT1aERum2rh27CS7\ny7YxLHjpjX+J/x0vpTt+joi7kZwmYogqmiaT6HmGHdEV7C/fDoA1L0tuZkH5bTx7jnp94yKhEPXY\nMdKf/0vUo0dxfOkffu8X5S+HLEqvm/X6VqKiomI+tOh2/+pQ2e+C36803tcZb+YHcLkWNYDX633T\nyPiNRPp73yP+6c9gu2MXjr/76/nto6Ul2OUIjZM6y9ufJGd1cmjJUiY8OnkRFU/lJu7bexCA4dKV\nWG98LwDrO89jV3KkrBaykgYVy9AEg4xuMNpTRWTMQXyO7y51PKq1SKwfPYtNyzGdV0nOak4C+Rh8\n7uS3+PSp77J95ASzms7JnMJjZVvozSugsWsPj9XfRMbq5M7BA5ROmWQXjTg5tb+B8VPV1MgW0obB\nhKrRnDpCS+vPOFi4nKChQbCa7rhJFIPuItpjswwoCuJlIh3AfLnN5WiJj1BrN5goX8NE4UrqJ1qp\ni5ltCq21q0nJXm4cPspNwy8xLLvZL3kYj+UwAE0QOR1sJCvKONMR4vKCPvbB1fdyrsGUlByu2cwz\n1mZm4tb5+7XebsUnG4w7g9SFQwAkLQ7EQ/34dh+nvu8gpRMXsEzMYCWLo0RkpKqCJdoMUauLR8sa\n+UDJUc7suAM9fyHJSdYUPnTxCWRD5bzQxGBE5sk1d/GVZe+hLedkyr/YPVwfNTPpZaDpKiuzN5dh\njUTxHn2cs5Ex9iNxTKoklKj6Va8gACWF/dy3aYT3O/cSzETw5hYEVH7eaTbU8Ht7F/0mYvORtZr1\n6I9X7+DRq7/A2fA99GhFiPJZNNtLDLuKOFWwlBtHT1OdTvN1fw9/0t+FOPk1HEKQlGZ6eG4IN7Nu\neqFpRVp4eNFYM9kwrdHnSKWTKIqCYRjoF7vAYkF58imyX/nqr3WdvyveTAv5vwt6e3ux2+1vOBnD\nO9hCfjOh6zqJRAJVVZFlGUVR3vSSptfbQjYMg9SXv0LqK19F+IP3cvTDRfhfPIrzvI3Uio0UJu34\nFRc7Tu5GFy20LruNcesAjuGTjCsqdaqKL2HGjgcrN2D0ZNkGFM/MEPL5iIsSSS2ClPTRl04xI9gw\nWytA3cBZigcGGdt8I1gd9KkafUWmuleevOAS9SQmESSJSP0qtvScRi5vIRkP02X10CMHOLzCtCqX\nW2UyvlLKR88yXtyMcVmSiFsUKUZnNJPF1dbOvtpriFjdrLHJlI+do2bwKEcKW3ixdC3lySk+fPFx\nLpSsYtIRoN9qussnncGF54ABBpz1VWGEu9jZ8V1zG7A23Emvr4JopACHmmHVdBeyodEUGWRP+QYe\nr97BiYJlJGUHMaub89VbELzjjM4suI0PYAfV9MIcyuS4lIm93ibjmHvn/KKdCUklXW8mhWVlO6dW\nvgdFdqLINrgsycntzpB1xDlx9sdsmlJ5qWgD6wUvqUwezSO7qZTcDHlKUCSZ/aVryMgm+SczGsmM\nxvKgi7GJMDOyizXhi/R5ShCBHp/pMciXRB45Ws7IaIDkysUCGjqvThzJZJrnu2e5a1Xp/Lb8YB9T\nuoVNfjeZuJWG2DBng2Z8N5PJBxvsapH4h/0HKLZsX3S89/Xu5nDRCkbcRQtjK6s45VvFGY+GzzXN\niuY06/fX8eXSAXYrQ/zlZDH/p6iYTVNhzgaTDLsLqIwvtHFMxPO5/GoGhlcRDDzHxcwL1Fm2IwoS\nels7wvJmLNdeQ/b//DNieTnWd7819a9XAOFwmPz8/EXbzp07xxNPPMHOnTvflHO4QshvMBRFIZEw\nJfg8Hg+GYcyvkN/slerrSci553eT+spXcf3ZnzL1wAZIHEa3yxT88N8YXLGRqhmRFRcOYaByYdld\nKFYnmYCPqj37aX/gvdz96E/nj3XVsW+jXaYb7UxmidrKGZ5RiTo0EBa7J3urV9FbvWr+72AmwurU\nJMnSFuS5ezqsdlIZS6BYbMzWNVHce5a86CjNk+1cnZphb5kpnQnQoyjoZevYOd1HYah7kfBGcLqP\n9eEBnqjcwt7mO7lg8VAkibhFkVlvCeeqd9AeqGVTqJ3l6TBF6Vnc42eZkV30190wfxwLEBRFQpqG\naOisnOll2/hJdFFCmrOo62Kj8/uvT/UgGxrxfA/+B1tYNpsg+A/f5eCNC+Vdo5qBP1GCIWlcTD1K\nk+Pdr/m8ZnQdP+AUBJyieY+OFiyBGTB0HVW2oVhNcQ3ZqjDkfgI9V8Bazwpy0wHuUtbgm+7iVPEK\nJHE5DfFWrEqKm0de4htLTRK5EKh7xbgXZjJgdXNd6gLtziIi9sWkO6HpJEICwZyByyYwpS+8o26X\nhuFSmFI6EJJ+nDlTbnRZeYB3ry3j2c6FXtNT4Woy2TA1iRmykhWXP4tLSZOUHdiNagBEAbY0jhJq\nnyFmz5v/7Y/mntP6qTauGzvJsdIEfS9109J4C6O6le7pdmY+dy2O0Ax/1F7Fiy0l6G1hFNGKZFFx\nyTH6POUclrvmJVR9uV2LrtPln6XGuZ6+1DFO537IJs+D5Hq6YcVKtHvvRRgYJP1Xf4VWkI91yxZE\nUXzD5ocrFvKr433vex8Oh4PNmzdTWFhIW1sb3/zmN3G73Xzxi198U87hCiG/QTAMg0wmQzqdxmKx\n4Ha7EUURRVHm//3NxOv9EWZ+9GMsq1fh/KOPUw1Ue9aSK32J2dCzSGqO5e1PIytp9pXX47CbNcB3\nvvuDPP+1L1F4phWuuw32PsH52jpU2U8gJaBEJzkXbKDHV4Eu/HIPwnt691CQmeXfmt8IBoqQAAAg\nAElEQVTDjSPHGGveOU/GomRQKTThiz1JzFPC41P7KHcXUhS6iCtlTuIX5kpjZCBjQLtgo3PFfSyN\nDiFpKgFDp37gCLbICP+x9E5K3AnCGT+aqlEtW8joBqfkAFmfm9uHj1BiKORP95O02PnXhp0oL8vO\nVYFoLs2WUDsrpjsQLQKqMw8pttAfWbws02vZyEXw2/E2BTiW9uN4919z4lN/hwxUJCbpcxeBIBBR\nYYmuILk2oL1MkdUuCGQMA68o0K+q6IaADPjmLOVIxAcYqKLEku6fcmHpPWbnrWUDfGHPo9zRsI6K\nRi/jYz0UX0gR8hZTZ7XQnlMJj4fIE0QOFa+eH+9Wukn4PVjahukvWcm0RSSmm1PMXudiJS4wJVCr\nLBKGYBD3WYjKWQhdltxUmEYUQI0kUVMSTgs4JIPB2TQOewpJENDmNNInQ3WEpiup5kVU0UL+0gJK\njoXpkSvw2cyipfFUnHuWbeL5A89xovzeRedy59nHaTbM0MLmUSebK1dCZoy86WFWPfYSiWKD8k/d\ngtZ+gBtbJwjPJQv22iuZoBjsYLUvtm7z8oYJzCToZSl4rByemUISagnIoxyb+U9W9Q9gv/deLE4n\n6uf/guzEJLlP/ynqt7+F2FCPJEnz/71eHrUrdcivjbvuuouHH36Yhx56iFgsRkFBAXfffTdf+MIX\nqK395TXorxfe0YT8RiU6Xe6i/u+SRX0JaUWjo32AioMHcf+vv57fbhgGuc5O9ECQ5s5ncGSinF1+\nOw6XKVNp72mj75briJeXsvWxZxB9XjIuNy8uXYt3ys20nCGbv5CRKRkaHouIV7AQ0FWuO/tfTJRW\ncqiyjolUPo/VXsOGqTYAYoGKeTfz8hVj5BUkGIrE8RwdZ7BiI1sdK4n6TlA5cgqA0eJmKu12QqQI\n5xYIQBdE2vzVkDOD1FPOYrpKNyKLIpWqixNqDgvQkVOIzVly9/fsJlvcRHvhEs5lMsR/SVrG9aPH\naYgO49SyoADpBTLuW3MtA9V9MOf1PJ9XzzXjpyGR42eHWvH8j39EtImssVspzsD1HY/NW6adoh30\nivljuQQBt01jKiNSJ0uUWSwgqswqIlIwRs+ESVDRuWswBJFvVt9JYTREka+YE0NpEkoOu8VKWs3x\nLwefYHt4E7H6KoKiSHkmwlMVmzla0MykM4hTy5GSrPRn8lk6mmDp1AWumjJjqynJxoW8Og4VryRt\nWciItWGwcfqiKT5isVHx8FdJLFkL2983v0/t+BjZ0aMUlq6j12Im8ZUFs4zoBp3ji6Uyiwp6mZ4t\nZ7d6o3lt5yIgmAtBi2DmFDx5Jg81bX0FGQME7QZCaQB1NIaUWUjKqwhWEPlcNWXLK8l9+wyXghmS\noWHVFFRBIj8dIezwg5wGxcal1JyP7d1Dj7ec3rqlIEBCLUBAx2MJ4RkcBVVFqS/BJklITifWr3yZ\nxP33Y3z6M0jf/y56Xh6qanpPBEHAYrHME/R/l/nk7YRPfOITfOITn3hLz+EdTchvBF7uon554tZb\n1Xnp9Vp89M6kUZ54AkOSsN1mxlWyhw6R+Lu/Rxkaxv2HD+JOhDi+4mY6y2zUm5LOSNOTtN//Hqr3\n7Kf6L/8K4ZFv0FdTR3rcScIwcFskSlwSyzr2U5YMcaqlmUR9DDG0Bl/KAbIdWXXicBZTmuhlKp7m\npaIVAIyVruSSDld/bx7nxhP4p7xUaDpRr5nwlLMsPIejdUuJZQ0Uq0pFoYA2bWPs5eYl0BEwXaSa\nAccyOXyigITAzGXNQX7QaIpOkMnxajmS148cY8xVQHugliertgFmD+Kq+DhViQmqEhPYtRzVZ/Yx\nObEc5sKYR4pWUJIKowzJuKq2IBuTNImzFEUKMLQEUetrJ5hkDJ1kRsQCFEsSlup+1IEaPKJBfiBL\nLC2RiCwus8lKVoYdQYZzCow2cU/Z51lbME2B08tnHHcDI8z6y7Bn42wbOcYP629i3FXARiPNqovP\n8PVl76LDHuCOM7+YP+ZQ2WoqR8/gkO3zZGzTVbKihQ3jZ2maOGveD28JkxuvoW+leS9Lk1NMOfJo\nae3jTPAqLmYXMqx7pl69zGUytNhdvs+6FF5WSSQbZeztWLxt8+jPOF10C52rVlN2g0Y2l+G/XniO\nPzy+4Fr3hzSMF/uRgEQyhi2pEiiEPzv/AzJOESMr89CK9yPmbEi6hiKJeHNxBKDLbgpjCHNlT8X2\nDnwWDUev2VHsrPckdQcmCLRH0M6cRR8bh1gM4dnncP7hhzEMA1VV0TQNVVXnPWyiKM4T9G/q3r5C\n5m9fXCHk1wmv5aJ+Od4qQn49xtQN013Ysvdpwhu3IwhWnP/6b6Qe+meM1WtwfvwjeBMTdAdXEPcW\nE7ctdCyKFeehOB0s/96PEG+6FSGT5mxZCY1WBWvChsuQETWJlTO9iIZOaSpIbHDBYk4683EnwxQl\nHeBaztqRxzkv5NHtLed8VqHZDj5BJpORkZKN+EZPo0oyCVc+oqZQP3AUgKHytfhEP4O6TjrtJJbN\nsdwi4dJydGNh02QrV4+d4msr7yMqLl5MmRblb3YPO/3V860EfaKA16ZhiB4uSlZOFDYjGDouI01V\nfJwhh7l42D52mpAjwKO1Zrb0ymgPNw0cRp5bCOgIfHH1HywapwiNyTn7TZsbL08SmdJ0Ok7HsTjM\n7H7a/bwarnJY8OQ6eF4zyS+eXMJTp2DfWYP6jIXOfCdLrwrT/pzG41ULSVErO54hP7vwnJ9ddQ/r\nR05gyyYIBeuwT/fzeNGCwlFDZJC2QA2rprvmt/li43y32cyyd6aHmXSUoIkWHm64+de+zw2RIVpm\ne9lfspppu5+C9CzXjR7nkcvKsu7rfnbRMYtTYTaEwvRXj3EhHuQ6ZlF0lY/dcifcAnrrJPpj7YvG\ncbu8MFfJIwCOlA5k8WXjRG0e9LnMf4uuM1At84Q3RwWAkAYcZDQPNruFvKfNlcHyd/0ngm6QctuR\nV63G9uADSKtXY1lvdhsSBAFZlpFleV5Q6BJB53IL+m+SJC0i6FfDFXf12x9XCPl1gK7rJJNmOYPd\nbsfhcLztVqGvx/mMxbLIFztwDPYRvv/DRD72cXjpIIYsY9uwFn98nMn2UXSXirVpIw7FJAg1PkXf\nmhrqH3+Mwk9/GqHtLNm8fMI+P1ZRJeeYm1gMcKyqZsOZPpLWxZNKwhWkbPw88tggSrCQIk2kPBej\nGxAsOuczAtUWnQpDwu3J4s4ME/IXoAoGzb0H5o8zUdiETbMgkMMvGVhsKq0phdXhPrbqWQ4VtdDh\nqyIqytQ7dEpxENV0zuUUXIJA8jUmtbziDDe0d1IzeJZpm5dvLjPdyYbDj5I1PSZR3SCaFrFqKvlK\nikA2TkJ2kLQ4aPPVIxgm4cZ9BVjybZA2j72kJoHl7s0cffgCm0YjPFZzNQDbxs+g2mO8FNiOQ5ZZ\nL1o4kV2YpKc0nSlNx+JYkODMt+mEs6+csKsrYjQ0WfD95x7Kx0P8sOVdTGAjqQmc85ZzzlsOh5gn\no/u6n+WJJdfxXNVm7ut6hu3jpzlQsoaLkh2nr5x0Lke3IZFYeteicSacQepzY9htSSZDGQ5u+wAX\nLQu1qinHgutdMAyCFgEMgbBucOP4MepDF/jFiusZZXE5VLCum5gUpyrbxnR0CyFHAPu1lbBQicSj\nNabWtKSreJUU/mwCl2Ghcug8x0ruZHxwmvxyO0ZOQ3+xD+PoCIYAr6LpsQjKdATPVB/RCnPh0TzT\nS1teHQ+mD7HV82lIGSTav87t0nr2L91IRDlB/clh8358cAORq+vJVOeBKLDBdx92i+dVxxEEAUEQ\nsM6JiBiGga7r89bzpZJKQRAWEfTbbS66gtfGlTrk3xGKohCLxVBVFbfbjdPp/KXH/X22kPtmM1Tt\nfxaAiu/8G76jh8g5nVjuuZs8bZaOsjLarqkgUuhFMgTKRpIYmsqFBomkVSXUsoz2zWsxuto5VWKK\ncHguy65GgHOlTegIFM9MMOJNMukyWSnpCiKrWdqXirRWpHGmZknYvAiAvSKF1acwoKqc0DK4ascI\nzk4R85ZQOdZGYbh7fgixIHhpKFyGwJ0XT3PT8Eu05tVxsmAZLkEgajfLZVb1m12r1Dmr+OVkvGy2\nj2vTk+wsz5I3cZ7awTMcqnITL16GQ82wY+w0N7T/Bx+5+DgPdJmyeyvDXWyZOE9+JkpOtBC1e+bV\nuS5pKp9xVdCaLsQvmLHMF0arUP7xKBvGYsTtfi76qwGYKcznXOFyQGBA0Ym+Sp9tK2by1GqbzGa7\nFVWRkIBGefFavLRsFkEQyNzQiOjxcX/bL9gqKZQJufmFwvw9NHR+VHc9DaVZBl3F7CtZQ2TOhZ7W\n4Yi3hkF3MTXRsVecT9juZ71vCsnnY/+t9y4i45fDEATCGoTnYt2V7mHuLT3wCjIGSBQKHMwGmfWZ\n8XGPPcGjwzVUJCfn97l0n/+47aeUpMJkLCaxXTMRwaFmaHs+wez3TjDxT3swjpo14a9Gxio6/5TX\nwf8bNOPkctBPo2guhCy6ijH+KADlzo0E7FVgqHz2YgnLOkYBgdncQk120XdPYB2LmingwPHowxjG\nL++XfgmXiNdqteJ0OnG5XNjtdiwWC5qmkclkSCaT8/oHmqbN/+4K3p64YiH/lni5i9rlcr3prbp+\nE/yuMeQjU2N0ZqYZvHUTyt3XojgdqC4n2893sqq7ldNLNnCo2Zwo7RsllobBI+Vh627FKDdrTmeb\n6pntbkPSVC5WVCIicFtpLd8dMJOzMCCQK2Q6WEvedAchZzkgUJC0k3CZ9YGlo8N47euw5ZKkrC4E\nQUMQwBbMYXFoZKfs/OJYMXc4y/CqKYpGTnOmvoHVPSYp9wXjlMTtWHSF4OwgwdlBZmu3UmK1Mqxq\ncNk9erxwG+6ssihmfCH1PZY7H2SH/SxXDZym44ZbUEM53nfGvIaVs27IdZDOW0J+JkLZXGeryuQk\nFYkJQg4/26fb8E61Er2nEVddEd3TLk50BZETdvqUhbEiczKTIUeAL618gMrMLEN2U/1p69RZzhWv\nIqUsnG+XsliQBCAHDKuaeW2Xb5cVUBYmZtGqoRswZXSSvWoJK/acZEXPPiwVJdiTPnp9C5brlolz\nHCxZzalhk4SPFC8W3a+NjXBv726eL9swv+3aibO8UGyWqv1XZg0Urpn3ALwWbhk6jC+X4PmKDdg9\nKmc2ChSduvNV973QcS1lJZ1omgIY3H/+Wf6z9naGXUWL9vvM+YdxaDlsWo4ZmxfV70CuDdBkmaHN\nX8XVHacQLgs+j9gznNnm5qqVKyh2+TjX20Xi2Q7+NLyUTmuMjxQf40tTq1kT7mTSkUeHv5o7coX0\nRidYEriWotAUYb2AjAUsmkZfeD+1edvIej3YYnEMq0TN55+m/+9uI7a5GoCLyQMscV/9y2/Oq+BS\n4pfFYsFms81bz5qmoSjKfPw5l8uh6/pvFX++gjcW72gL+bfFpSzqdDqN3W7H4/H82mT8+5jUNZZO\ncCY6iWM2QtHp89SOTLLMKrKj+ySrulsZ9NUgf+ubLD16hNvu/xgNw4+axGZ10Lfe7IdsGEBXmvi4\nzIwvQNzlQsdYRMYlcSdFSQdt1VX4E1EKIhEQYNY6RM3gMQAaZiWcaTNTLCHbMSQBSRcoTNhZGfey\nwWojX0nw09rrOGv4Ga2rprfUtEiSLjc5NYo3dABXahbVInN44220B+peQVgAOdHCjK5TJ0tcZbey\n3WHjDo+ZyJY3nSVqkdEbYNXRhZpqf2yc7iKzvnmiditddQutB9fO9DLmKmTIFUSp8nNQjPHpvd+h\nMZhk+4oxksWjLLNaWGuTWevW+GTrI+ycPE9Fwmw3eImMAQ4VriKuAwh4fDmsmLIp5RbzPWyQwjzY\n9RTXR/totlrmP/Q8UaTSH2Ywtfhajx+rJRG3s1zcRCbaxFjJcmyJMKPkz5Oxz2reo4Mlq3k5VoUv\nsnIuLtznLec7DTs5MVfnDcyT8a8Lm5pl9XQXbiHNrN1HQw1Y9RU0Ou7CQGcwu5vnIh9FJTn/m9Hx\nJQyNtgACuXK4xdm96JgfbX8MiyCglfpINwfISDamnHWcW15KfcEMUbuPCYfpQXm4bIIdlXv4aM1Z\nvtS3m9t++vd85oXvYfW72PLHdzD6niqcso1vTmzEr1ux6SrLZ3vRRYmE7KRJjVGS9DAsVZKWHXzP\nH0ERDE6PPoGhaFx8920APPc/bie2qZqazz2J5+gAABPZTmLqFL8rRFFElmXsdvu89XwJuVyOdDpN\nKpUik8mgKMq8rO8VvHV4RxPyb7MyVFX1N3JRvxZ+XxIsNMNg/9QwVsPKtn/9FqsPnmD9HbdTNH2U\nlef7GS5bhfbsIxS0X6Tlrx5CUjRmqypQDXM1HrcpoOs0/eujxC0FXMxvYGzIzDD1WEzpRgwoiDqI\nzloYciVprQyQsNtZNjgwdw7CvNu5bvgMwek+DCBqt2I1BJqnApTEnURtOXaLz/LBC49yy9ARzhc0\n8FTJFsqmzRhuyO3m+t37WdHTAR4robxKZvQgHa9iWV4OyZ+YL3fxWeZc7WMzzNYspeKUKbc5WLaS\no7XLUSSJc/oQhqEh2t0MCKbL9GxDCw3RIQrTM7R6axG21RD0rMXuvIk/3/9TKlwKH1udpb4gg0sU\ncal23Goah9NDsWfxu3Lb4EFuHzqAwzAzeONRKznMxlEjcwuLkCVIJK+alYNHmVVVdGCJbGG5TaY6\nW0aDY/E1a4bGqWNVdHcUUFQcx1qj8kjt9QwIQWxzzzKaW1h0upTFjH42v4lzwcb5v0fdha+4j4Yx\ny5rs5LwQyiWU+TP85W0Di7ZlLTb6PGX05S/DMESaihXG4m5m9Avsi34Wq/cUfkvdvHv35a6+bzvv\nJly1WK4z/6MtjBc3QyRLWgyQstopnOqi8NkY9U+fwqGkObi0kefuK8J9TTMFjgruC/wZ377uG1Qq\nnyGuKHzmhR/weO85hHIfNZ9ZSBj7cPExYrpJonu8OSoTk0w5FsRHohV/yr+s/L/YGvhDyvacovu2\nW2lrqeJbsUra/+J99O+8mryHzrG8tQCH6KMjvgfVyPF6QRCE+WQvm822yL2t6zrZbJZUKjXv3lZV\n9fdmjvrvhCsu618ThmHMv7SSJP1GVvHleCvdQ7/NB9YamWIml6F41o7z2FEcf/IJZh/9CkuHUgy6\niziZv4zkDR8ivdOP4nGSyQ+gha34FRWLKJCYUijdf4xTt84pTAkCz+x4kMCsSMRRBIJBUcrOwKyE\njo7LkUUURS5WVrFsoJ9DLSuIu/2E82rJn+kDmG9IYcsJ6KJIyJUm5MygiTp3XjTLTVoiPZzathxm\n7OyXlyEVpFg/2U7C7UL84GpiFx0kUhBSF5NDo0OkyDA/i8TsCK22PLpCDpRAnLK0hxRJwIonlyCk\nNeA73sZoSQsTjetYv7kb/WAVpf1FJBHQCs5SmO5GEyFWsIlT/rVs7tnPz6uvZvzZTlxlhSytWE8i\nsJonhnPcXRNDtugIoo6/MA5AdfIc01o5+Bf0qlfO9CCsKqG89ym+Vv8uGmQZjyhwOrvQWCGSFXg8\nvxnym0EHi5Zl2ZoQY13FyKrEylKN7j55Pmc8khO5RB/D/RIX1CaydpGS1DRDHnMRcs3YSayawnPl\nm/jQxScZdwbZV7KGsGPBcn85PLkk28fPsCQygC6IPLTi/a/YZ20wxu6j7UD1ou2nCpbgMVREDLI5\nkaRipdDbxDXy/wdZCyWXVX692pLqYPfi87qgOvD6DaSRDPEc5AQLoqYQiAwyULWJovFh+moqWSH1\nY9WdfDj4F7jJZ0/3Y5TXnOHISA8A//vQIzgsVq6rbuFTlRW4h1J8e2IjhzDfz3qjct6rIRsJFMGN\nYOgYgohT3UjnUmAKjv7Rv7MT6OiHjpu2I16XY8e3/5GCD13NyIoUPcnDLHFf85r39jfF5d//5e5t\nYJF7+/LyqsvFSa4Q9BuPK4T8a+DyLGqbzfZbW8WX8EZ2XvplY/6mSCg5jk9P4MfFqq/+PYKmkf7n\nL1N863YGl6ziBw1zNbgNC7FCdBDiKnFdQbeJ6Gk7PZtuWHTcnGBlchaYNV+//sv+LTnsBAF2ezZy\nrG45yqBMTnKwu/IqliIRyMXxZ+N4lBSu2Bg4HMxaQRdkbjp2mMZRU4mr+6Zbub6igXxXBy/tG2d3\n+UZ6veVUrbMyPOYkkVpcpOoSBJa6BLrz4xRPmtTk8xXzgdbHebxmB/2zHqKiSmOhARNg17KUj50j\n5cyjv2oTRlZi/75qZK2eXm+CytQghcVZyvoKydpTyLKBPzxC0+wAuysUjgSaed+5Z1mWKiR1bQOq\nzxS6aFo2Qe10Ctv5EQzANj5LunYhS3r5jNkgYaKymKKzZ/DqKjFdotgiYhMgO/da1foUInErM3MJ\nUU6HyGOnCwANCxqBQQHJ0FAFc1F5Ia3RHB9kyXQvP6/cijanNHaJjK/qeJHNmQGyosyesvW0B6rZ\nNNVGQ3SY1oqlPJm/8RXvT0VigmsTo4huOz2G2TMZoCwxRdzlISaY11z78z2kA3WIpRof7HqSby+5\nw3yGvoUOWd99qRhBMNDIkZKGCQTzkUQ7TNvI6Oa7XeLIMJ5+7XZ8v3ipHJ8tx5qiGL29WQJ+K9/b\ncQcBXz9FQgXaqAdN1QiFq5Bmgzg1B2kSTMUFWrMLb+lHl3+Mn3fv5qme0+y1nOdFTNLcSgUnlRQR\nq4eWXC/uXJKE1U1hXwd3fv0LxIrKOLrlZgY2mqVXgkXDkDtYUpolGi1hPFzKix/6HM7INC1n25hY\ndZE8uYJCW/1rXtPrBVEU513cr1VelU7/iqD/FfzOuELIvwKqqpJIJDAMA7fbPV9y8LvgrSLk32RM\nTdPYPz6IANgUH661a+CIWT4UffE4leXF7Bo4QFx2MmDYmSgqJ2dxoglWDNFCVrQgoGOIcy0FbWl2\ndhzhdEMjfVoFZRYJe3YIt6Oa1kwGfU5py5afRVJFrIpEdXiKpOpiwuskKljpq9q6cD1zrsplkX52\nPXlgPvZywj7NykyAj1/4JC94f4j0yC9YbffT7ymjz1tG30L56yKssslImsDKyQU3Y0aWyASr+VD7\nz3l0zf306ToDIQeioWLTFHTD4MzWa8jPTxKa8CIbTmKGTszqYs1gJ/0nGygenSVtk1FzEpXDp4j4\nyymxO+iRipnZuYa8A214vv0S4uZK9GI3xolRrP2z6HYLAjARDBKIzXCpU8GFvDpqYyM0hMIkPAVU\nxifo9VcyamjzZAzQF5UBgxpB531nf8BI6Sp6K9YR13XiuoGeSqNaF9ckt3nKafOUz/+9OnyRC4Fa\nuiM5/iIzYD4fXaEhOkJboJZ2dyff0J/h6uIIH69bxhOdbqL6wsLPqWZoyw9w2GLBFjTJ9YaRY1h0\nlWfcW6iYushwYRNhe4Dd5Sah/6hu8eINIC8T5aaJ01BYwWRjC//zzJdYl3kvAUsjLkEADKz+HBmf\nRmF/linxla0ZLyGqW3mxdB2XbOfRaIDRaAAzX9p094+ML27t6bVsZm3eefYNmp6Zr1/4dwpdfm6t\n3MiGaScTL52g+Cqzf7U/Z4q2CEBVYoK2vDqcBT7ayuDLt4xROv0t/vTPv8eBu9/L6MZdkF5Gd7+A\nNnff1ldmGByf4bh3C42tvXS2HMBrKcIuvXop1G+CS9//r1qcv1Z51SVr+greOLyj7/AvezFfLxf1\n7yNyuRx9s2EGsglqrQUYugWHVedSRGvy2iYKEGiZNa21zcDE3/85aDqKzU60sIzBTVvoXXs1cd+c\nUlZG5qe1112a8xhVNYJCPklNmyfjEpdBRcaNXZv7WzSo636OY+seQHE4cfadoXq2g1mbh+N1LYz4\ngoT9XsSBhXNfnwly0RrjI5E6xEe+hSJY+FbTLqy6yjJ/hPbIAglZLTpWCYIOiIhZgi+zrqy6SNrh\nx2KoVAk6JXYHQ6qGU80gAD2120hpxcjpzPxvpjQNK+CUrWxqOwMITAeqsCTbcaVn6a6/GsGXxRqF\nPUY9t3/Ug/NoP8bhQQzNYDIvj9Z167Evz2f7j/dQPD1N0J2kfFgjGO7jyeptPFW5hfvPP0u6eCkN\n0z1c8FXQl4Eii0gOjVnVfK8bvCpX18dQtUoqO88R3uFF0DzkDZVSM9OLf2aQLy977e5CZ+b0vm+2\nTDDqzKcoPYPF0Gme7ePR2mu5JrGOP8+/j3zRyVA/NMrGojroS+VZl+jx5qEjFGVm+W6jmRg3XGge\nf97TAjTNXORUkZk0ZhN0sobIuupRKtQMmd6TdKY0bsj/HAYpGq0iDo/KhZSOnhNY2dPBPnnda17P\nJVw7eoIXytbP/x0VOrivoZSpwQJOxYbRbEWk1Kc5ntrPNvdnsVmC7B9snd9/dXE9tzdehffkMPWf\negzHhoVmJPZ0nIjN9KVXJiZpy6tDRyD2kW1sdcDtT/TjjHVyWPgBslWkLLNrkQb5LAOsul5h7PvP\n0rbqZnznvcgt+9kYvBXxV+i7v1G4vLzqCt5YvKMJ+bVgGAbJZJJcLve6uKhfjrerhWwYBul0mqlk\nnL0xMxkpl7Ky8pF/J/f9/5zfLzhoIJQZnGveRdXwSfyxMYo++C4mv/VT5GyG/OFe3DNTdK25gZLO\ns9zylc+Rf98uZj15/OCGnXhap5gqrGFGtGG7LLOzWBFIujOQyGCXgoTy66kdOII13oYSXE+idhWZ\n/iT14xfota1AdYa4+9Ax0rKVfStWsrynm4pohKacl6acl//w9fIHsTpK1UmymoP1FZN0Jrzoqjmx\n5VQBW2WSGSCpiuQlJDyHn+fcpnLKrUsIHD9Mxekn0ZbW4CgQUKICuprFoZoCDFMFjQiGQCzqmL+3\nIU2nyCIxUL2FtWd/hGjoZOweVnZfYMZfQcRbwIR3FnSZ7nEnX5eLsBfnk16/DUM30JwCkkPDFlPZ\nnjLjeF2NS5ixb6Lg2h6uudDPbNrDo9XX8MHep1Evs0hdVbvRJrdBwpw4b90wjl6bWkcAACAASURB\nVN+pYfhLUNsGWTvcz1DFegbn9r/kjr4ceakRZpzli7Z1+iro9FWAYVCSClOYMbPcJxQH+dKCpvQl\nMk7obbhFM8O6caaTrrwl+LNx9pWuna8FdqiZeTnNpVNddOXV8MdtP6DXmoE5Qp7VBnCKtQylGhhf\nUspZhxe7oLNj4hybJluJ+oo52VSCQ1iCkMqSNxKHmoXzLvVlGYu+0lqedOdzT+IMj7hXI1t1fEoT\nT3aJBIQcLYaFs8C9gwL35Kp5qSKGLMs8kFxOpzjCiJQicqYL3+fPUDemYS0vxrdqxfyxi9QEF7xm\nqVXlXBx50pHHNdE88jKNTP75p5h9+tvU3XITiUkrSDrTltOkklEqrNfRM7SEcecstXdY2fmN77F3\n8x2cbK1HbGplY+nKV1zLb4MrZU5vX7yjs6xfDaqqEo1GyeVyuFwuXC7XG/ICv90SJHRdJx6Pk8lk\nOJQIz28XTu/G/sj3F+0rLW1EEy3EPUW0Nt9u7ieKBHbuANHsWXTo/k+hWazs+M4/Iuf5kJ02Jl1B\n6jJ2miqbcAkCAVFkg91GkQySoNHc9xTu+DR2ySw9UWU7ScFJ9fBFAEQEYm6zHtmdk3nPvj1IeoZI\ndQv2vYc40Nyy6Dw/FK1DNGDD/scJOQJ8t3UJhi6w86E/u3R1xPtcpCbsFEy7yFpFDr9nE5ECN9Px\nY8TWb2RycwWTlQXEog4EXcMRnzQt5FXFbL+uG4czR09O4XAmx8FMDgWYNFTaLC6eq91KW6AGLTZF\nRlPprViHZIim+qZzGkHUyUVlcoaI6jRIKzZyUSvpCQeRfjffbNrFc+UbOWutIWsYhEbqOee/gaXV\nEgLwaOXV7CtdC0CtO8aWwmbCiQUr5sSYKbohuG2oLZVoR0YZ7Tatt5wg8nzxaopTC886nBnnq939\nDEWenN+2dLafsrm+1QgC464Cur1mGVRHoIaj6QwXsgrHM9n539wQqCJfmltM5C3BRZba2Og8GW8d\nP8uaA4/gn5lgw1QbU1YfTbEhpJEJfnbZpxZSzCSpzphM64if8UiaRqsVqtfRW7cDRRvnpmMn2dF1\njLjk5rGaxQlQl8jY/rLPt81Xw3nDbHpSVhTDV5HAKUDEACkTwqWk+EXdLTy+9OOE3LWM2XxYgh9l\ng+fz3G/9Ah/I/yuUB/6S4f/n80y8/0EG3MVM2QMkLA7sepa4xcnYf/wM+8kTgJkxPpGqIy0oGJKF\nrhs/gBYqwe3woAbOUlZazVDODAd1p3+Boqu0Djdx5r0f4e4nv0FhZweHL/rZ0z2Cpv/288bbbc55\nu+L06dPs2rWLYDCIy+WipaWFf/mXf3lTxr5iIc/BMAxyuRzJZBJJkvD5fG+Yi/qtWKFeXv/88vEv\nj5M7XC5Ssws5q8MbljHyi4epfXo31bv34QmN4Qv6iDmc8x2WRn5+gPI7t2MrKyJw63aOxt0MrtrM\n6tGf4YzNoP/Zn5FLThJpvhlPPE5hbJzSQDXdikpaN4iqCqXpMJWhKULlXug8SXrZGiY9WcZGhmgq\nzcOVDJN05SNnTQLZcP554k4nR68vwHlygqU//gUNjz9Hx+3Xc+ym63E7rNy9fx8ADQULVtzKIz/m\n1Bc/jhRT0DIyIKClLHRgYLNnkRSRE1M/45MtV5Hrd1CTcTOU34RsVakbPMKQWI5Dy4AsIUkGzS1j\ndF3IxxGxklTNCc+qi4QElTFvDae9i5seWNIZhH4bacmORZdQohKCaCDKOrI3hxKzohgpyv0hiqaz\n9HrKmc16GWDBFexUAmStELe6GJvrpjUQdzN8xEyIc0oGGWeIDaVZcjmJvu58wlIF6/X/onTsPEOV\n6znsLUcTROxaDouhowoi+fYSblo2wgdceTydUTFEC0mLnXt6nydqc3MifxkX8mrJSTJ2NUvGYqMm\nOkxWsjLjWcgCvxDz4HJnwUwUJ4mN0wWmWzeYibDlmizi1nqOdheQm4ky7S9iSdc5zs/2Uc0fERnp\nJVlWQ0TtI8/Rh0c3W99VB60ELBKGIDJV2EjCFaT43E+wGGYcRNZUFGnxlBYQBVpsVg6kzQXDoPhF\nqvT/SftcrLzAHiU0Uk7KgOU2nbG9/8ADS67nVKWPUCTGQIXZGcoVS6CGhxkrCGJ1FpAOVJOQna/5\nvX3nnx+jYODi/N/PVVxl/s9cExKPaCAUZXAYxYiSzLX1t5OdgKg2wGCsmBJrAVZHnPwv/yO3PPgH\nnO06z8ldDxKKjbOzuRCv/crU/Ubg+eefZ9euXaxZs4YvfOELuN1uent7GRkZeVPGf0c/1ctJ6o10\nUb/auG+X1Womk1kUJ+9JRlF0nduKGnhhfJCUmKN694uM3riDvttuxDc1wfuPHCU0nUOKTKP5gyie\nANGDp/BtW0u8poGjTbezpOs4wp1W4m33UJUOkSypprUowoa/+QfKdlzLdFEN/QoMqypZXWL5VB9T\n+fVMqH3YtyvYZkTsoTCt69dRN9BF0dRF+mryqR4xRfmzVhcH1l7FkOCg0N1KWWkxnrEJAj95khsf\nfZqxq9YRX9WIYZHYU7SQAdy16zocVhtezUrCrmAoAqomIWCQUwWMUScrXR+j2B8hnIogqhqTosZV\nJScw9rWTamnEn8nMK3p5vFk8ZXFCbisMzFmfhkG5xULSk8MRG6N4YoYpV4CE5CBq9ZCTZCzaQvJY\nbnaxW1UWnExGq5gMvvozS6mvdGzpgkhBOoRd1QGVB0qGmQw1cr6vGN0wsPk1xoubKRtv5XhVHUOO\ngnnN5RJZQ1d1Jg2RfHk9T13WuGrIU8I/rbyf22cvskQQaJi5SDiX5kSBmfjU5V+QsZR0DU2UiBsG\n8firxxttmkLs//4uls/ciyZKjLkKsCtp8uRpwndtZcy5kqsnDtCa9XG7+2oCjb2c6zQJWUXmdFZl\nnd2KLRNneftTTHpLebZmOxiw2hjl+GWymtVKkkqPmTPgEATShoElU0TJxJcZr/wkAKd6KtENaLKK\nXNvST9eZSWy+Mbb39DPz3CF2f8jFzOobafIpTEVf5H1jxVgMgROWKdoVNxNr/gQwkwxvHn2JsMXJ\nieLV5I32E7VOv/oDBOK6wI4T45zeVI6mg8O+jCywzv1JcnqCU7F/InTwCBu6y3G3dbGyrQ3jej9t\n1p18/8Q4tywNUpv/2guCK/jNEY/H+cAHPsDtt9/OT37yk7fkHN7RhAxmNnEikUDTNFwuFzbba2do\n/j7j5Rbyay1CLkTDlDs8dEfilIz3cfX5UziiKYSf/xzBsuAxOH7d1RgzYwQJkrr7fVSGWlEFkZ9X\nbceXS7Ar1Unua9NoVfXYUmHaJB1rKk7V8DDJL/498hcqKc0rYsjmBEGkIjHJ/qu2MBZ0sSlYhPvx\nR2HrHSSX+YmcOkWho5v+qk1YdNMacqemuf3Fp4kGrIQ9QaY/+zEiYyHKf/xzpLFJqlrb8TRXc34w\nTFfTeyhJmiIkU5EALkcPou7Dpckst8oc0nIYCIwrL1FdsIZcxMoPXsqnUk1SbfPiefJRtLE6UhV5\nTNl8VKcmFjV9urU8zn9MFJAA6jNjDOUV0J8CohJQymBRKQaaWftp6Di1NFZNQ9Y1QvaFNn+/K7ZN\nnuVg0QYKMzMYT1zELw/jLqvma55TfHrl/YxEVuKd6WUwaaUsG2HQXUxtbIS7B17gTF4Te8rW05AN\n0WU3Y6B2TSEzV/70RKCJFqtMQBKp6dpLwdARflJ3/aLxNXGxR+n6keO41DRD7uL5BLExVwFf+6N/\nw5rMgQRTjjzqClI8IS/0KF53TxkzHRKhZDm318nYEkmOj5ju95RhMJ7NcEfP42TtCj9btgPDVMuk\n01Y5nzS4YbqLG4YOk7G66anbzhJfOV05lc/G1lM9fZIDjvMcKliBbggsL07g80KgVCAg2YkUWyhX\ngiT/191Uq5VENY11HQcAU2jk8/nnOeoIs662mXvrT/Dk6fUYgsgz5Vu46fhPoGgV9YMXqWiqw9f5\ni/kyruqZMe4c3c+LzS1YRpIYTdtpPn6MCxvqSUUX7l3hM5/lb/YPkhc3iC6LzG+v3T/IwPvHmZ6t\n5GBf5Dcm5F83y/qdiocffpipqSn+9m//FoBUKvWmNwp6RxOyoihEo9E33EX9cgiC8JbK1L3WIiSc\nTTORSbKjoIJDoQECHgfTgWJKcuPIqhkTzEg2pr1+3IcP0b9lEwWqQvNsO1gk9pSsJewI8AddTyIb\nGrLXj56eYWwgxOmtV3PD3hcouGUbqY5e5EiYkqp6hnLmDBoJehgLupCELEenJyld4aD++R9TeuN7\nOXXXg9z00hOUjZ8H4KIm4ArlUNZdhb99N/l1GpWTk9izKty0ZdG1+msruafneX5cez2KJEMOEr5y\nMvoUXqEAURAonGtTWCJsZnr8NGsDNWjZfMY0ma8vvYvaqo0UTJ3CcsdyOCLgEXIoqilV2T5rI58s\nxowTlwjTDW5scharlsWhWCiZyeIlSLfQTaaoBH3O8nyh6/9wX9UfUz8rMy1keTr2HW5oyEPLNrKz\ndQLPyAhPVm2lPVDL9rHTbJ00S25SFjuP1N3AhDOf9VNt2DSFQyWmLGV+KoEO2BTTPWtVUrQMtPPZ\n4lr25RJ88OYZfqhfh5xTcGWihDwl7Bw6gqxp6IKAIYhc33eYrrnMa4uW4086HmPiquX8JN5Ma07B\nLsCBiq38OtgYMmVRmyKD84R8CTlpwYJe/9IBostWEc6ZSWbff8KHbqQI+fz8dG8dFzML34qLKN26\nj6fz1nLcFceTk/nw1nG+dbCUmGZOnB5BwF7ewml/MY09+ygbO0fcXciDfXsJRIYZrFhHf9FK0HRs\nUpqdq0M8N2Y2FHnqGzdQPg3lx6BhRCRUqKKIi6fJvwnPJXENA/svsEzo4N+X7yRmCfLchvcAoCxv\nxhMdwadmqGo/Qc3RF3BsvIaUy8f17Wdp7xoh6xNRSjdB9yy5ufj6mie+w7IXhzm+wce+TS7edccD\nxD+/l976a+lr2YIY1qksneDmurW/1jO4gl8fe/fuxev1Mjw8zK5du+jq6sLlcvHAAw/w0EMPvSnG\n2juakGVZxuFwYLfb39RV0FspDHJJw1YQBLxe76LawrZoGKdkwcI0CCphbx6Pb9hIQcJKxXiSMTVH\nvzVA82w/t8weYeb8aYLxfQD0eUo5VrSc60eOU5ye4Sc7ruPq1h7yZ4bovOsm8HkoNxQmZRuFjdXU\nWUKU9B3kWPlmAFqrq3FJYbK6myLbIGONq8lq3dhdaQqTZSRc+dQMHkMTBKbiaUq7LzD2rj9BeeY5\nUtaLjH90M0JGQhuuRM4o3Hj6JAAOm5WC6AT39O7mkbobUCQZYyCLnOfCUGDKlUbVZ0DLp1gSmWAN\n0bRIgyxx6+gz/P/svXd8XVeZ7/3d+/TepKPeZTVLstx7S7edXhxDYMjQMgwD9zJzYSr3vsPLMNwZ\neIEwkCHAMIFJICEJToiTOIlL7MS9yFaz1bt0pNN723u/fxxbshKHNoEwg3+fj/7QPvustXY561nP\ns37P7+kWizha0MJ3q26jeTiBogjo5TTyJXJNVXcnp7uq8BbCCtc0FzUm1IKCSqOwqUig1zFKJKBn\nUXAxilfG7/RwaPYb1NrVDCnPs6T6LoomLXzI+lFUsSSqkA7LVDuphip2RNrJ80U4VLwMr8HOrSNv\n8L2aYqLGPG6YOs6KmQuoZJm25BA/LNvGU9U3ENJbKSzW8aMWJ6pMFm0mQ9hk4tj4AZYktzOoWECT\nCzXnJQL0lC5htqKacyEN9eERBs3zzOuo1sRjdTu49+R+7tB7ea5yM0kFWgKDjBrzCekW5sY2BQbp\ndlTP/f/jmhtZOdtNTXgCYyZBXGPgaugoqMWRN4J3Mtd3yO7msg2+kFy4cF124VFshrW8ULEBM7C1\nYZrjYwvbLVLnVj0xcz4hWxElU52s7P4JmVSajsYdtJuLmLgkMVqnshIJh1isDiO/Mcqn9i2cdLVy\nhvSlfenptUvpSp6kpjtNZWreO1UrEn/W8Tz7i1dwrCBHLIwjUBzoR0Ygf1Urh4L/QV2Zjml3M5vO\nvkl1oY2+n73AmQ+0IaksFEpjTGtKGbx1Pda/KiRfzFAxnqFnsInQfZvRJ0M0DOxl6fcfQ//v38Cs\n+82m7t+tdywB0d9yH2bg3XGk+vr6yGQy3HHHHXzsYx/jy1/+MgcPHuThhx8mFArx+OOPvyv9/CL8\nQRtkQRAwGK4+Sfx3w+UFQDweR6PRYDKZFhQyT8sSFyN+mqxWJpOvsMZZgk3awoVOL+NZiX6NFrUq\nS1ZUk+7rZ3JkBF1VKWhVeKwlPF1zEw4pzpJQTtFo6/EzdLfeSdnZJ7nu7BmuO3uGLALnDHaKHa00\nz5zEEPPCJYOs2d/OzQ/exbNSnKwiUyR2M9XUjDWZwR0z4HHXYx7yEjKb0fWNofHPoBu+QHjjdZT+\n099S+MNTnH3z04i1g1i+7SFjFTlT34AsCOSHgpTHPLxv4BV+WLeDpMmFKqUgqRQmLHEUix6GJSaU\nYRrVNfRmJRTSLA8lWJ3tJl+r51BzHR0TubDpYVMT1eJx+vpn0ZrXMVpiRpFkNizLsN3gw+c14p01\nI/glWoVqBFuGlC6CZ9pC/mwxf+L+OxoWT6FWK0CQbGWQCz1FzE5bKZxuRyVlmCprprb3EBuHz5AX\n9vF8xSa+3rKLtEqL1pjm1Kp6hF6FVRd6sAWDbDecZ3feEiQExjUCWVNuP1uV6UXd8yb/229FdfYA\n1WUrGDQVAxDQWXjN4IBQ7h24aK3gonVhacOw1sy/Ndy+4FjHFUb3SnQ7qtk0dQav3k63o5q4Ws+T\nNTfhTIaIawxzNZPfii5LLUzOq1HVmbME1F7G/DkDrVNLpLK5SbdQ3cI+9/zm+v6et6du5XsHyRbV\n0tgwhe10jqkdF6x8vyaLopdJZCW0Ypi0bKUoPIn6ByepjHl5a8zKW1qNJp5FFlRICBQePUshakDN\n1CI92c3lBEdsPOnJo9R+ko++2U5eMsiL5eu44Kjk1cxK1nk6uPnEE6wuvAlfLMj4dISztXWoZ2QO\nrFlG/kgf1W43xowGj1PCXFSES2/h2ICdTFBPRh9lzU++ib42ReSBepQX9Aj/6wsoTz+NYHrn0pVX\nw++etxIFDv+W+9jInGrOfxKXCwZ94hOf4Gtf+xoAd955J6lUikcffZQvfOEL1NTU/JJW/nP4gzbI\n8PubE/xuQpZlksmceMU7kdb6IgGysoysnEYj6ijKbuRij49z6QwaoE7KYDAYOZfOYHDm8Ubr7bQm\ng1gmp3m2cjOKAHUmO2da72HdqR+Rlwwgxgb4+W3bWXWhhzXdXahRMLbcTkTKIM+eZsI0X4AgYCpD\nvH0npY98gXF3JSBgT2ipDJoJ6lLES8qoGQJjMk34wZso/uRpdEOnCW29H1mjRcykWbr+YdIFFoxq\nI5odm1nd04106TqPNlTRO3uUe/vSPL3oLiQEkoJM4549aGJDHFv/IHq5jImCSRbt62KkaTP/2ng3\nKwIDCCUt1ETUVDgTHPGLhNQmvqVspvLwGPklDibVCdRilvEv7Ma7YQeStgxZkyUuy3jSUK4VEBAR\nRBkQmPKaONmVT1STRVIEFAUaUgIGOUuV9yyp+lJ8qTycIRMu/BRk/eyYfIPnSrcAsMTfh6e8hMrb\nSlHdaEX65nFqprq4IxbkyZqbCHk1uFVRmocGaR4axJTMAD5GXW7iulzu7xpPB0OWYjzGd2CO/RK0\n4WX72Z8zq7fz3ca75o43JQOcVBsoiPv48MWfM2Fyc8y9GL/eNmeMXckgPv28QEtOa2se58NqWps6\n5wzyZWMM8NPaW646npL4CBPG3GLCGJkm6EqTf7wPVSpXBKOz6VYKZBiSFNqiUzjCExwpaGVFzwu8\nk8+YNz7I7CVxk4xKg0qaZ7qL1U6qSkqYtWoweAuJx65jsGKK5sHDfMbyGIt029G5buWsq56Vs92s\nmemkOJWkaDbF8xWbGCgpZc1kO+m9/8zXdjbx5+6/RsmKjE+bGZ82E2eAB5brqc6LEv7cGwytX8XR\nYRepv76V5Z98nK6/+Gua//XhX+VRvYcwkzOYv+0+3h1cds527dq14Pj73/9+vvOd73D06NHfukG+\nlof8HuB3aZCvrE4FOYP8VmOsKAqdIS+FehXJjAdhqp6BCyEElUyxSkUWmdqH/474hZMIKGiXbKBO\nV0nj6Aj7a2/Er9JhdWTQCQKS1sTJZbkCAhu6DrGxZ5qS+HwYsKX7BRp7X0VWBIYtRRiySW4ZO8J4\ny2rGb1yG7aVjgIAzrqMyaEYY6mDIESWgyZGy9JkU2UIz/d+4C+sbBxFQ4//05+baNyQV8nbkNJNH\n8/L56eYtAKTshVibdlIfDVJzqYqOlBUZvfFGGp8/RyJ6DiWrIjbUg3drK/eXXaAxOsqb+U2czEgE\ntGkEVc6H2jl2hLbwOMOuSo4l08RSKtRmgdE1HyKrbWDSEuOsPcA5KcNEWqHdEqPDHWSP9gCnnacZ\nKuklo53GFxtnuSvBA6UxDEEzTfJphHiKyFoD/3v84wTknOuakVWcKcilDYmKxFltPS3ZGAaVzJPB\nIvzLmwEouURck2U1pedn8UesvFC8gUcb7uQrrQ/wo/IdTKtz7O5jBS0LjLGomicPfWzqZT47s5ty\nlYhaznKft4uKS4Q+vSYX6u2yWBEAlTLvV1aEJ3Dp/aiRSas0CEBpbIbto0cWvG8+vR3xiu9d7Zdw\nvvsSYUyU0ZC5yhngVgVZSwgTgTljDBDSWbnp5BuoOj3z1zd8nCFJYePUWXb0vYxXZycvGXybMR6+\n924Or32IpC0nrqm5VJkq/ZZ95PPqClJJFRAiTyuTkE0MVzhQAW1JAw+ODfDx7idZfPB5Trga+dbi\n+3iy8joebtnFiL0Q/cwPKJt8haZRmR1FN3H2Cv/8dOKLxIyPExEm0Yla8n/8aURXPRcGmviH08sY\nvnsFRacOE8p4+HXxuw1Zq8h5r7/Nv3eP91NcnIscFRQsrKHtducch0Ag8K719U64ZpD/GyOVShEO\nhxEEAYslt993tYXATCqON5VgsbYE+/gOxEgRGXcPmfyzVGtUmDQBXv7MFxlobEHUS3QXBCgfPsSQ\nvZx2Qz7FKpHmxPxKNam3MlSRSzVa2vMGZcNn8OTX0d58J7bwFPbQBFIwxLjJjUYrU9B5Eq2UxrNq\nJ6P33kZeTE9FyIy59wRrul7i/meeZOWFnrn28/pLSZU3MPL5VWimhslIGiJbrse0egnOXTlZxpRa\nze5Nm0le8gjr436irgJkBBbHhufais5a6d2+jdWP/hAxEab1wAy3fuBPMNlk6m83YnX60AsCHSGF\nN2dzk3KeGGVZeJRVeu3cDygZ0DKusdNnjzBtTCIltEgJNQgKmXDuew5jGXHJwGg4wVAoTCIbZ01+\nnL6efJJCDGdvD0KTm68MT+Ee8aEfyF3zRXcLY5pCto++ySLzCLXRcfb0l/CzAwaKT/ehG8kJd6Qu\nEaXyEkE6HTWMmwsImk0oJtCYL5dLVNixZBZRUKiMTFKcCgMgSzmPtcadxH5dKf0xG22BXLh3XK1i\ny8RJ7h05hJzOGY5MRMur5WsWaE+PmguRp2PoMymiGsMc6zp1BYGrVkmzY+QNyqIeNk+eeeeXFxDU\nMsgCi72DV/38YraDH0YeZkMmS2N0vvax9y172yfzGtlXsorq8ARpUcPB+s2MOKswKhIpUU1cpUNG\n4EzrPaCXsYUn0YcCyHYtGjm3GHgrsWvp0UkuPKei+80W3OSu72zYgc9i56v+FaxKuUicPc3yp7/H\nrm/9T1IqLRMGB5IgsrwkjGuFlX9uXMxP/t/HCGWW06DzoJfS5KtE7IoRdaaByWiAE0dOIbqtOFYv\n4oIniD+q5YmZJtTRFIPjr/7C+/dW/L6kWv6+YvnyHFFuYmJiwfHJyUkA8vPzf+tj+IMPWb8X+G17\nyIqizNU11Wq1mEymX8jq7gp5Mas1ZKazZFMieoOaeLwVsyAhqZJUlrdzoXMdWQwsOv0q62aOYysq\n54n6dZhiEapcbw97jhe3UTDTizGRW1WmJJGiL3wK7r4eAJXDyrjJjVWb5rmPPIDem+QiFXz0wPOM\n1WzhYolIYc9hNPk28iWJgqnJubYLfBdITW0kWiYj4Mcp2aiqsIA+n66qKloHBziwdDkIAsZUjnF8\n2OjCFDURM7lwDp1GaKtFkUTktJqzG3Zx3/N7iXe8Sc/aLazY/QMkqwMEAdmuo1iVpSKi4dwlgtGr\nthaWhYdRUgGMghlRALOSYUJSwbQWlFxEwDneT6KhgETUxN72L+KTRngrHsj7J9JRI/mZAxBM4r29\njfJZJ594/ClcG7X4tRaO2KtwaLI0hUZJTzmpb0hSeMrLweIVGFNx6rMBTEDykuFL2kfZMTlLw+go\nky4XL61fhRSwIZPFmJ9lb6eLPHOaddMzRPyDTF5RtGNgRs8/zzRDFXzm/BMsK1zCWWctaz27MWkc\nfLzrZ/yw6VbCopETrkYA7rv4Ej+t34YiqphqXoTWkwEF/KQZrmsiG543yP7yNG3tfbT5+zjedjMW\nKU5EZWRRaHRBdSeAJrVEV1bDpOXqYfV8ZS3/ODBEWHsIg9FFj3kRAIPWUr7U9iAFCR/Txry58wet\nuQIjlxE2F/GVJR8EwKxEadI7SfRlaRt6CsptqNxmlJHc77RTnWbzvBgZef4R8vwjSKIar6OCodJ1\nJFDzs8L1PDj4Eql71pO4/35cRUEOdDphVqHOOoNxLMJJpRpZuIdKE4hqmY9smMI2Pk7c7GRqNsn7\nHP+TKedR9NowU90hvF/6JuXP/RXf/5DCh34A/YacJ6cemV0gFXoN/zns3LmTL3/5y3z/+99ny5Yt\nc8e/+93votFoFhz7beEP3kP+r1af+JdBlmXC4TCpVAqj0Tgn/XllHvKVSElZ+iIBFtvyqG/Ko6bO\niaBVoY+kUUJpBFlL5fFSWo7tByDkKKXI5mKvvYWozsUipxPV1e6hIHBhk2yKngAAIABJREFU0fVz\n/5b7L1BwyRh7n95Ll2JGElWY1QqNh09w84EXUUQVT1ffSH3PS9R0vczwjTkpxODJzgVNl4114x46\nTtGZclYcPEbd6BHGK6r50c23MO10oigKY5fCThXenDiDY8xPflxPMpykwO+l9shruWGqZGRFw+6/\nf4RuxxAZqxtvRR3moVzhDE0sDrokZtQsLsiVn5vQO3i6aBX9goWootDsTnJW/R+YyuPYPfPqTP7S\nWqSYGRB5wP6P2OMiGpWRUvtSVpS9n3sav4x/rAp3YYAlw2MIi1wEH36BGz//t0Q++yDi8mU8W7UV\nUZQpKEvzXPVGXrM2cj68HP1iI+X5fgbtZfxH9S28svGGOU80oD9L9/oWnt68BUckworjvSSiBvzS\neRKzKkzGLLtWTeMpaaU2PDY3Xqd5ISP2hLuJNl8vaVHN+Ttv4MzWWqKuKh7qeGbBeTVxDwWJXNnL\nk/oVaKUMGZWGD1ee40hzK/uLcgUfbhw/zieenxdcGHPngzlHyEnYUqjkLOZMHEs6BkBXMpcDPaPL\n42rIimq+0bKLf226h92VWxZ8pgjCAmP8yxAVzJxIpTFPdWFIxTjcto5OnxVTUS7Ckmcuett3+hat\nZVIdxz7cwZrpdgA8Zjd76rdzbqSBM4M2HjlYwmRAx/tXTPK+LQluv1PiT/yvsPhS9CGdFXnkYAkH\nfHmoRFBps+hFA4Wm3LM8elhPpnOMM95hVlQqnPk7PT/7wu0ogoB+3P8rXx9cXaXvGubR1tbGhz/8\nYZ544gl27drFI488ws6dO3nyySf53Oc+R2Hh2wmE7zauecjvAX5bP4pMJkM0Gr1qStM74WIkgKwo\nNFpdaNQqCgrN9KWylIwdoLqrk5C1iKDORd/GXGhyprqRnzmNXLRXUJlJYfFMki0sQTs5Qri0CEMo\nRN1nPkCseQWGfCtU29/WZ+zelYz6JFSKwkq7A+WBFUQn3Sz2aGhXqXi89QY+dO4VLEJu/NEdN+P0\nTRO4dxmOp3NhzuqJc6gUhbjVQUf1RvqK84hpgqx79nkyeh2JSzmDdoZRFIX6b32P6U8UMdu0DtfF\nV/FX5HJJFUlEl5ckFTDjqvoQ2WyGweWbKLOYETNZln3j++zb9XfEtRkkrxmLnOKhrp/yXPO99F2q\nJWzJi7LetJkZr4dMcQ3MK4+SVnLPeiKV5P6C/0W4tgZBFAknPZQHTQiCRJ3YA7Nx2L6I0/IFTu1Y\nyaGJH/J59f/Bq7djzQszFDKSMuXkHg2aIPHkUpbkRagtS/HmqIFT8RLU9lw0wqDNIonDTOU18cyG\nLYSmLajkLC5VM2FphMWlDhwmhYzGQMg172LZJkP4rbmth3opxPHCVk7nNaKX0+y/YGGdrojBKjhj\nnvcyAb689EHWe87jMTiJBv2Il97vjyfXcTGkmTuv0De64Ht27wXGdLmCCeMsyrkHhhSt0fOclFaQ\nVmn4Zbi8CPmzzqeYMLn5WdWWX3i+oMgol6omFeqSVI9cJKg10+3MkXVecDXygqsRxmBZNkhakwIZ\n9PEc76A/34E7qcEamWFR31EmPr0NnU1muTfNoWMSalmiU5ePNRYhrDVTnIlRZTDh6S0nTz+Jwwl5\nH6zjrj0X2dDdzp6i5Yw7KjgemCcL+Uyj6FXTuH8ywUNnDzFuySeQTXFyZpxVBaUMqQ6D2wpDXjKS\njEb1B+9XvWv4zne+Q0VFBT/4wQ/YvXs3FRUVfP3rX+dTn/rU76T/awb5PcAv0pX+TaAoCslkkkQi\ngVqtxmw2L0hpemufV36vM+SlymzHpM5NfrG0hDfpIbvYi2m2lsLpXhzCBF06C+TVAXDxklzisEbH\nsD0/p8/rLII4oLFy9OvPgiCjEkAtyYgoiIqMqMg5ElA6Q7ROjyMZwzc6SDpjQh3WEnDEaDIm6B4q\n5vHVN7Lz9D4A3FE/GDU4x2dJa9T4v/c0k7esYeamHYiWJehlLflxqP3elzAW1hDpmw8NF//gDeTm\nRWhnJin7+0+QaVrC6/e9D5+jgFay9CdS2E4OEdpYRWLKgCKJXNy8jeUFPmRU9P/9p3COZpmMabCK\nMpZUmLTBgVtvpD8joyCwt9MFuNAJzNUkNghg0il4k5fyvzUGfJliVj/8fYTJLnyVFTjv+iL1TRMI\nLw6RLjHSow/yLTqRp0RuHllKe1sDN48d5VDRElKzWvS6NMmUFjExhqUGYmMOshk1i8xputMKR/Nz\ni4wl+QX4ZT0iMlbjIkZ0uf3j/JSfPtUeZmMfROqcofHCEPbAGBSvAWDoUjj3wVUzDHaUsX7xOKcO\nhug0VSMrIh5JRmPM0m0pxpEOcfvQYX5Utx1ZEHmzINf3iKWIlmhuD25Z0MJ5/zyh75Oxen5uOA3A\ntMNJkcfLcbcEV1CroikTb2rW/lrvP8C/NO/8hZ+3+PvpcNbOGWOA6ZQeT2ErbfIFPjq8lz5tPq8X\nz6dlFcR9NLQP82Lrkrk95Om6+0hZoyze/xSksthf6eb4lmWkJBPuvDRT3hxTN6w1s3mmk/UTJ1EE\nkaCthKnxGjqdlajsr2L+m2/jam3kg+kQ/QkXL2tWEsnPeeFdsQJ2fPogBT0X0N5xB9KHtzJLP95k\njF6PikVuHX21TrTj46z76hGWl9v4x9sbcBh/+QLmmof8i6FSqfj85z/P5z//+fek/2tLq//iUBRl\nLn9Or9djsVjeZozfCVPJGIF0ksW2+dBen38Gg/l1tKY8+qu3MDiaYqLIxvWTJ/lA30vcM7iP4tgs\nN02eokmrplGjpl6jpk6jZpFGjdWepcQ3SIlRYMPUeVbOdrHUe5EWfz+NwWGqJnupSnho9PVTPzmE\nYmpCEypjQudD23mMZfd/gqWHX2A0XcLj9euZdLrQp9KQb0I+NYGwqhRFLWDtvUgqPU5/Xmxu7Mld\ndyPqdXS1zZepE/U60nm58LUATItajhQuYX33QfQdp4gbTOhrW6mazVAselBlYmS0RmaiuVDl1o5D\naLMqJCAgK1hSYSaKW4iLahQECjUCGiFnhVNX7Aboy2N4MokF9zulKeDQ7Z8hmbeavI1/hik0iDsx\nChMR9FtqOeMZwqLS8b4DOoxNn6YhMERpbIbEjAG1UWJFbS6knDcdQBEzvB7NciKdZCCTRaWX5vsJ\nrycj6VHSWTomcsZYJ6b5o4sv8ViHlY8/9xzKM13opQj7F920YIzFLpCiBkRRZmbCQbGpiPumTuMW\nBUIGkS7hCSbTx5nVaHms/lbkq9XovbkSgMdrb15w+LIxBnCHw4yKRfAWnrNKTnPb4EvISpJ3E65k\n6G3HTKJEiVrFWbGRJ0s3cbSgGWNmvt8RSxFR16UFlUpN1OhCpWSoa5lF9clVuTYuTLFGnGG9O46c\nXngtPUWtPC1HibWVYNbHWTRwkDUnH2PRCdD81df5jy2LeLq1gAp/kIdG9uBS5p/hnk9+lZ888hzD\nn7uDfkc/AGpRpM4N0XghyQILurEgyaxMLC3xq+Aaqev3H3/wHvJ7XXnpPwNJkohEIsiyjNls/oUF\nxK/WZ2fIi02jo9SQC1OmpASe7F5UKg3Nph10CgGYmqY/3IKr1kXzxaMANIRyoUf1bIromusW9FOU\nMpOpbqap+yUK/fP7kwoCAgrJkUmipzpxbNtIxuGmK15NpOcI3ltWcVMwi/jAH7H0W19HNePh5N0f\n4aklRXz64JOIUxGygoh6bSmqL/8RkTdOMdK4gYL281CYS3Oy+EuBC2SXbKB2YhpjIoK2xI3c2wtA\nxOnm9Qc/S9VQB62Cn0cbdqCW/ZxK/ZzNlruoUVdit6e5mJRJpkSsJhhz3YEuJnJZJFkW1PTlu+lI\npAGB6YyCWRCpM0JXfP7eDo0MopdLUIlGEGRQ5g3X8Xs/BoDTYMa59zzlRRZUNU569gzx0SfTDH3g\nYQSdik0DZ3mi5mZEjURecYxKS5o3gJNCGRc7ckQnCQUkFSTn0z86xx2AY8FzWTdxnqDWgi7hR0Sh\n7/716C0uTp5eSJjqij5Cbfx/AALhoAmMJp6yNLP76AibF/tZ3SLzwtDX+XjjV0lMaQkKb0876ZzK\nCVZk3hJy/mrL+3GmQljTMS44rs5Gyk+Gea58DaKgv+rnvy7KEz58GtNcmcoVwSFO2ytRgJisokJJ\nU6FkGVHnPNubx98go1bxcslauh3V+MqMCBGZjKhGrcmCWs2JI1UUlwZxNTiwXghw5vlxduetQATU\nAmTUHmw2GzM+PaE1D2K/xUdgOIghvwHvv52ArEzt4GH+HA2huEiPuYomeQx1IkhBaIKNt1p5+nQl\ncUnNy2cLsFpWsLRmkmKTFgWZbf8yy9fK7bhe6OKpDy2hseTd00O/hvcWf/AG+b3Au2GQ0+k00Wj0\nN9bhTkpZBqJB1riKEAQBScly0vtzEJK0WO9FyeQmU0NRHs2nD+JULyakl0md7se9OBe6rhEmGA6M\nE3KUEhMS9BbEMWbUFPuTFPjHyah1aLI5aqqAwkRRMyVA5/LlXHAvZenwMZZ07Ob5dWtR1Cr8K69n\nJi5if1+SYlU35cFTjLKcXmsFDaERupobSEVtrNnegvrR1wiebqckY8I8cAh9MoQ5msvD3XQmlw4i\nCSqyRjPJ7iEktYb9D/0t2lSc1Y/+E4/9769hk5LIyov8PPEaQavAJsf95Mf0rNPqkQaKmcrxujCJ\n8x5In60UrnB8mwwKCc0MK13jdA3lwp0qQxZ7shnES4s9RUTvTpKc0ZMf96MyWJgWNPgTGh4v3QZA\n2TOz3OK9h+gdZpJqM+/vfYXnKjYjolBpFqhMGQhP6qnQJIirrpR3/NUWlAeKVnCgKJfHvG3sCMJR\nH3tL3q64VZu6IRdvB+yFWt4UZqgoFPhsTQ35zj4yVLKs9B4mFIlmS4hg1Pm2Nka8C41pYXSGabOb\n1TOdnHAvZvIKQZi3YtqYtyBsN5o6QLlu6zuefzX4M2f40/EA/bYy2gtryKbmWzxlzy0EtI4UmrCG\nfklNFhFnKoRalnihfD2KIOBMhlgR7eMVJcfWTxU7ETxTrN4wyMSog4sDRqwTWl4tWcmJvMU4slMc\nkr/OmuIPg6+AscQhXGwilbHw3eMytv2PcP/ffALllTd5aJOfT9z0IGVdhbhiPlqDg8zo7XiMLu6b\nOouhvZ+/uDnJ3+47jzO7k3Akn9fb81lR6kelHubD65pJTtoR0xL1SpRfR6nqWsj6d4vXX3+drVu3\nXq5fcLVUlwOKosyxX68Z5P9iUBSFRCJBMpmcS2n6VX9kV6ZbRTJpZEWh2GBGURQ6gnuJS7NoMjdS\nYMrDM50LjxpbGlHt2wN+H+mn95Joyk3ivZVtFM6O09rzAl5HCReK6tj2138PgKutAaHUPWeML2Ow\nagOiLLN0tpezZVYOLLuB9R1HuOONQ+xbvgK/uQVbIkLwprtRiztYa/SjHxhld+Um3t//CmVjU+h/\nMIiSSuNYu5ItIwNkRQ0pQU3cVkjWmY9mNrd/OZNXS1JvZTavlvRSiaHZGXxl1dzWlM+xoY8TV1tZ\nMvo4K2MSqo1/SdJZxnhqnLCrgIKIgeLovFax+dIWgCUdI6JdKFc4GI+RCZ/jqa5e3CVVzIgO7p6+\nyDR6DtvmiTrJGT3V4Qliaj0fbv8PBGDK4OKp6uuJak2MafMZK87lOS7ORHi15noCCqxL+0im7WjF\nNLqEn+WzAfolhcWBQV4uW8efdT6FWskSV+v5afUNBHRWqsITc/vBANXhCbx6G2GtGVlQsaf8knrS\nFVFhQVFQBAEfi/BbQlgtSV6Y9JFR9BhNecSFCCHfehAUqowpEr5R/CEDmHJlFx/q+Rk/WrSNiNaE\nosy/jxVWL1ZfmIjOzLilkIR6obG+cfw4r5au5p3w6xpjALVzH/umUnx0dAyLuxI4S8Kjm9OZhlzJ\nS7UAaaAuNMaK1l7Kn5/kuYbb6NE78ettLO7txRwJ81zFJpQxP4F4Cl1WYFT7Jk9NdtBf+jECOhtt\n0Qm29b/GotV3cU4XJouRsD/BFmuKjrSOqRkbN1TUIfkipM+NcIeowbMjTOp66Gi3U5LezrBKhzGT\noDoyjvqUAk4Pi10B4he+QK32Nk6blnJq3MmpcSdbW8dJqHMREGl4GLG05Kr34a24FrL+3WP9+vVM\nT08DUFBQcCVN+w7gEeBbV57/B2+Q/yuFrGVZJhqNks1mMRqNV1Xd+lVxOVVJVhQuRg4zkxwkEdvA\nkvxcLmhibAp1Mkv6kW+Rt3Mb8c5ezn/9foqyRSineuldtAZPkYKU7mZFTwcbug8g/8Wfkhb16LpP\nApAORdDa5kUa7MFxBivXYgtNUN+7j6nlGxktW07LuVFuOnUSOEnYYkOXjqBL5RaTlYLIkzU38lT1\n9WyOnKE638aQLoNV5WQiVsRFd5ai7mGM+Q0s+tg2Xnnsm9zx5mHc3ty+W/n4GbocVQxVbuGGiVNM\nRx0ML9/Ixn2PcexGO20Xs9x/spv/2zqMxlxMSaoKd0yPLhXGmAhiSAQwxv2cL1hGm6+XDdPneKls\nLX22Mm4ZO0aPo5I+6xbithu5LL1h9wwyZS1HZ05z9/hh9hSvJawxzuXAtm/eAakES4/tZ7Uyir2p\nmNNTeoYDOtSpJCOBASIFrewaeo2UU0PBWDt5Hh8kMsTUep5t3sWFS55eTK2nOOHDlE3hTvhBmSdn\nFcR9BHRWlEYfNc7zeMfrCcwUUCLMcFGd+75aziKIajQkiJNbhHgSIp0zdsCOCkglIaendfldM6DC\nzvSltYkkqvj24nuv+p7ZnHrOh3M61QOaXPuuRAifwcbqQD8NwZF3NMjdma+w3vxnBFK/Xvh6hfMW\n3ijeQ8YvYfWcRjFVURg5t8AgN9iCTIasgEivrZzwbD41xX2UpYL06HNe//ca7uCu4YP8afezqKbG\n+NnKfD6okzg2UEWF40ZUCT9D0uNUlN2JL1DJzSdPMFJt5rSmm3LdjQgabc7iA72lNzM1fpxn7zHw\n6WfiTH3hNbxfvIPy1vWoxSQD5xRKRC3narZRNfgqlpMT/HFYhyCVMWg8yk3L/OwZK+e8cxEjYQ/2\nAguyRmTkwnM4VpXh0pZf5U5cw3sNtVo9p/SlKMoMgCAIjcBXgH9QFOXZBef/zkd4Db+RQb6c0gRg\nsVjQaH45o/Jq/V7uU3WJjDMR78WfbscmrCOZLiL/jf3M/vu/E1lxM2JxOcn77wciBFIqVA3FlBwK\nkswvRiVBSi0TraljrHQ5xoFOykdPoQ8H4dL1TZBP1RVuWEv3CwTspRgvEWxuO3TpXbwibcMaCdHb\nZiZuUSFl8ll+rJ97B/fzb6t28apuNQ+sKCF0oIOAs5ia+lHOpEwE6mvRRTS8/J2vEikoIKrXk4gm\n6Vq6kpIJL7srtgBQFJthf/EyVs10sskps+n0vFzkl4/G8FlBK41jTIRQXZJMlEQVKlnCba1i3FpC\ntzWfTlMJRo3EB8MOShzf5qaCvyAbFohcKh/43brb5to93bieNsXGmUyUaDb3zF4Mu9kROEjYaORC\ncyEfrQ2wuEbhqcNhwiNWJgvbuGXsKLXhCQgvfIambJLS2Azj5hxRLaoxQsJHf1keU+Y8wuocHyCv\nJMYHJ8/yg9RKhj3NmNTVSGo1CY2ei1ThUimsSfhp6XmRsKWQrttuwXq2j59rq3nfKg8Xp03s7XJw\nWWla1EmodDI6dZq2nrO8UTCvUVzteYa1YSPnrcV0FCxZMN7zwwu1hsszIXR2F75UFiml5pvvwI6e\nSL/JvbaddCd+/b3k3pEWqkpVDASnqPWM0VPfyIn8xQvO0Y96+dDsEdJSkv3eMBljDadbVpFUz28H\nRLQmfli3gy2Tp1hXrae4oZXvHSoiGdaybOYUVmGcxJo7ORc6z76io/xDrJQ/HstSs/hGTil6fJJA\nY2ySHlMxx0OlLC48zutLtVhjMh95cRyeOcfM/SpeORUgX/d+yrteY2l6HAGFaNyOdn0VZ/K9dKQn\n+XhbJcufPMVNPUc42JSPrBJJldjRjQZRCb/6NH4tZP3eQhAEG/AcsF9RlP/z1s+vsax/z3E5pSkS\nicztF/8mxvituOwhj8W7KEmWI37nNZb98V3EP/1pQukskaWrkJrrcaxbAno96vazyGOjGCe9DDkc\nGJMKPmOScpOBuCgz5ljEqdX3zbXfV72RTGvb2/p1BMfprKwifWnPe6BqPX23f4xnNm2ZO8e19iHy\nl91NqZAL4frKK6kXDWhlkWdPTJNyFOO+cJCyyjg7hnI6yWImTbiyHEUQuFhegVUr0llVxrOL5lWo\nflS3nYL4DNdNnLrqPXGFZ1GVlDFStoLOxu2cWbWL3Zt3Mm13YFTijFryOF1SQxaBWtHA15Y088X2\n9Wz+4sOIxtz1NOhU6PPnFyG9cT3npyYoPrIH8YoE5T2OLbxQuZ5lo4NIP+1E+sqb3HPgDH809Dof\n7X6CFd4L7/js6i+R6gxChgOrq/ibG5v5rLVzzhirTCmSWgkpkWTn4KsgQ2JGjyaZm7jNmThrwr0E\nnQV0NW7DGpmm7JWf02sHlZylu11htdODnQm0qSlMYhw5pSYT1hL1mxcYY7UssWNWojI6TVnq7aX2\nitO+Bf/Pigb6Urn70O58Z6GFEu16uhO/udcXm26iy70WOZulytLDgK10wefttlr6tTbsW0tZd72N\ne2LtfKbjx6z2dL6trYPFK/iS8XaOjlYiSVBpmGDbZCcj1Q0cHniELQUiVnuWh/L2I8lRlvYfIE8U\n8acEipPzi+5QwkndaJb7DqSYqjQzbrRR98wkq5MbKY7NoEtF6WndwvFN9XRUb+BEZjOu1CYeqN3K\nnoGzhJctRZuSKevLxWJUVZU4JxTsmuJf6Z5cC1m/txByq6EfAyngA1c755qH/B7gV/WQFUUhFouR\nTqffsUrTr9vvvIeca8e0d5S8r/wQgMBN9QzdcwOJunyMQ1rS2otMpTuoUOcm0NaHnkVz3y1MWwpQ\nAz5DCo/XgyOlpUIyYx7qQhYEdm+6nRm7Hl0yQt0IDBcUUemZ4kJZOQ1jowwXFtElarl9fJDSyXN0\n1FZy88njc+O0e71QU4/q6A8AmNxaRZtllMyJcs6lMnSlM7hWr6d/ykfNtgbOnlYW3Ev52Fm0TiPi\nBEiKSGVikuFLcoM7Bw8Q1apI61yosjJ9Li0UbEUT6GHZ4GmmU3pmKpdSUeWhqGQG/6MXKAwGkApV\nSLLIVCqGqBXQHf4Jtrie0JZbyd6yk0C4BxX5yOYMLpXIBLBIyLKoIUTnlMyA8RbkK35uzmSIMW0h\nxaM+ZDGNuLyYI4YSzhoKyKrVuEIhHnjtlas+x/rgCPtKVrLde4KaiJ+XVA4sls8iZ3Mh6E2+c/j9\nIhNvdLHI5WaNdYCj/mrCl7SlW6JjVM2co921mJCthO6GW2i88CIVMx6errqO7oSR1a/t45NX9OnX\nWnijqI0OZ+2CsWRFFd9s3ok1HSWp0mKInKUmeZbO/A/nnp02x+I2KBK7Lu7h1dLVc959VvvuMKnf\nCi25SHGvbGSweSfGUBKuWMOmRyZZYwyxt2wteQdfpiwRRGorQ+wLIKNgyCZJqPXUCz2Ma+uJXUEK\nKw9PU5maIGgy8+3xf6LGUcRz/Xtp91xge9P1vLZoLbe9fpzGvuc5XHMbHVkPRTYnUyEDwcFWvnGy\nDNXtpVhtDpoCEoctSQatJZS7exhpNbOlsA5/oJJo5cvkDU/iCy/Hd9rF6eA5uope5YEqJ9WdMcbq\njKTKHOj2vfPC7Rp+7/CPwGpgpaIosaud8AdvkH9fQziSJBGNRpEkCZPJhE6n++Vf+jUQP3KCis4T\nDK3bgvkjAoEtG1m+uJQ8UUBWBPqzAuW2eooCMTTZnDqWttiNrCioJRchXZrivos0/OxxMoKarOKm\napGLvvJSxvO0lHZ0kSnM5Tf7ClaSH9iPfWiUwbJirjt7mqeuv56f1pfz/lcOsuLVx0lptUzXrqKw\n/wTisdeR3fPek9msYXbahFEUqder6E5mOTKrolIqobpkgGpzBm/ECMSxDY2iyvNzUt9IQLbhNvkY\nlefbCqgt6N/Yxyu3rKe85YG54+nClXQngjSMHKXddoINW3KpVBvzZKSomiWtNnr7QEqoMbqSdO66\nFfXkICmjB60vSL6qlayoYMqqKYwbCEkRUu4wK2ojVPacJ3vRj9dcwe6Kzciiig3T5zhctgRvaw0d\nVW4anVFG+gbISrn9X5/Nxpub21j/evuC5xY2uxkuLiJPFaPHVkG5z4vH2oSQknB6jrJWAw2eEfSZ\nDLhye1dbus+ibz/Ma1tXoDI0Mm2vxDZ8hALvIFPuGoL2UnoattHSvYfG4BC7K7cQvq2N9oQRzL2U\nW1aTeukCo6YCDGIUdXoWhHwiqvlwdFRtoDjuZXXIQ15Ez5QlhE8/z/5dZxzHlQrPGWONNkImvbAI\nxK8DPWmSXD3N78qs3KyoJizOj9MU9vO3/r1IfgGf3s4zVVup0u3HVV1Ak9dCSG+jIOFnzFTAsL4M\nKSNi9nu4/joVM31JzgXdnDZWUFAX4lZ7Ge3+p+kPjPCp5X9PWCjBK0ocrVWxsddLe3SKIbuKv8qc\n4ZusJ6p2YWlr5JDZS3veCHtV4+Trb6CeLG8OGNixVuJs+DkkNGSSJjylAbZXDDHUn8eWzPt5zfM4\n/S16igeTlAwk8JeAeXKCHu9enJYqHJoytOLV67tfXrD+vs53/93xk5/8BODPge2Koly9WgrXQtbv\nCX6Zh5xOpwmHwyiKgtVqfdeM8ZUesj4Woe07jyEaTYzfdx9pcz3tE1bS6SLMck4xyGVxox3wQDQX\nItMW5RNymcHswpLWkipt5dxffonxL26h+FO3oRcUOuqbcGr1GNetZpUutwGa1drwFDTiVgsM6GQE\nReGB3kFki4qIKSetOVNkJliU876EsWHEJ74HwJtrazCGXcyM54g2I0Uh8uwCAUlm0p/i2NEKtGk1\nKjF3Xa17XmXknk/xWt0Wls32kNRo58Qr9FKaY6XLyFveygPeCMveBg/VAAAgAElEQVTPPknV0BHi\ns2/w2OwX+ULeS/grirmtS0KZihD+0nNoL0wTX1mFTjOvG/zQslkajSmSBSUINguj1jRBWcYuiljS\nGpSiANWVKWIpM/uPnMRx1s9UWTUzy9yIagG9JkJ15xHyI0GyUYmplJYxP5hVUdonnsUai/Ghl158\nmzEGMMYDLO09R2V4ggFtId+v3EZEY2Rx6CkeN32fQ6uX8uhtd/Dj62/g5Zqc8RM9MdYVCfxt9wkq\nUiES2SQZtY7y8dOo5dy7GLSX0dm4ndrQWC5sfVJiSjEgzzpwP/EaB/NaUASBj5x/kU93HGTtZC60\ne+fQQeqCOWW0CVM+J50r6MlrW2CMAQJxge8uvhsAd8KPS/7VxCzeCe9kjAHyVCJVTg/qq9geh5ir\n3qRC4e6hA2jkLLPRNdS9FsEVGGVGb8eQTSGJKlJpM8H4OfSVGUzWBDduSPKprqe4a+ggBqsKKbiG\nBuH/4b6KbzGTLqFYb+beokaSqjSxcxfY6B/ErG1BPjdfJvFL60r4/0oUjhgKyNffQKNhF6KgxWaS\n6bq4gfbOmznffQM9fRsZH1+BVitR3+RB6+tgpW4bM6pCpLrFLOpI4ahejaBAerSfnuh+jgUeR1Ku\nXqryGt47tLe389GPfhTgLxVFee0XnfsH7yG/V7haxacrU5o0Gg0mk+lXVt36daHW69FFojhDKqbt\nUTYW2IlE1RwbD1MgCjkqz2t7ST73c8wrW3C88Dyap77PtCATdBmQogGKIkbkJJj0bRhO7We6sAix\nMA+N7GM4BuWhAWQE0kEfxxcVUjUGlWIdZxph/blDbNKMYo3k9lvdE2HaS2PIogpRlhACl/YeC+sY\n6cuxc4ftERBAsUu4RTPT/gRCRGFR3IJen0FAoX37zUwNW9FqJVr8/bQH6ufIwaILelXF7Fv1xxSH\nxnEGx8j39XPzVJytsp1hoxnHuqUIXi/xH52GDi9yjZF/yzYT7bKCAAX2JBa9xPN936bbO86W/H8g\n37iYFGAXRdyVXppqfezusuKLmikYdBIwC/xL/gwNsXXYTBl2z3yRkK6f5dyNbzaDAy/SchsrnG1U\nHh2n+diLc88paTUiJDLoMrmJVi1niJjyqJsd45SpDqJpdo4cpCQGiSV/h8lvQQEUwYKquIqw5zmS\nehsTxS3YQpPYknHG9HY02RSabIqNR7/DYMUagrZixhz5eFbcgj6e5qKljA/te5G0qObx2luIqw38\nUd8ebJkY3vwSTrsbUdI+EpWrKNaZqQ1OIPuGOFS1htGrFHU4I5TPzTYzBucCve93Gx5JBn/BVT8b\nNxfwnYa7UAsCejmDXknjMbr4XuVWblQfJ6izEtRZASiNerghMEqHZxLbikr8WRM2RaYpOMRoxWJu\ncQU5PGCme8KKEhIJRLS0p0cQIxGiJzo4sLQRTdkK/q3h9jm3XZXezlrL9reMSiaSnSUmzVKkzcmY\nVjn1bG8bZyQSojAhUJ/nJa20cGJokFVt66no7aJCW0kAaPLVE1hcxcXpDkZCYaqqnO/oCV/zkH+3\n8Pl83HnnnWzdupUXXnjhCUEQ3vpiSoqieC//8wdvkH9fXtArU5oMBgN6vf5dH9uViwDhkqqXMSJR\nkG/hRGCK95U3EErq6RkIYFBk0n/1WQwf3ImgUyM6rIh6HQl/iJSsYC7UcyEcoDRswnleg9WX5vV1\ni0jJ3RhEI4awhaYTOTa1SmemdCpCwF5GwcxFpgvvwuscp7pnkIxaz8m2nbR0PsXqN59bMF6/1Ybs\nyelmG8UwAX3OKCXFBFqrjFaRmQroMEkjbKrTk1JnOEUJmpRER98UmvJNONJhik4foHPdXZSiYQgY\nUUTy2jvwDffS95HPUrz7UdzD3VSWFyEm9iAIAjog1tzEk0VriSbsaB1p8kQdigxnvVmQLfxJ8z/S\nO+IkK0uoRBmbRkEAfjJoYzylAwSMwRSn6uqpFhajERVE26sURe1MbKtjZaGd6KiRm944SnjIhW3C\nx+Xg+o+LEnjXfABFFBFlmWLvLMt7B6jwTGCJeTHHYLP+LLXBUQovVVq6s/s0r62uRBE1qGQRvaQi\narRhiQeJmt1EzW4SWYlAJsvplruo6N3PiLmQUUHHiKwhlhARFBdFaS8t/n6ygshPq6/Hq7dRnt/H\ns42rSEo2jCkt0Wk9xYJIQqshLWSZyIuy8+JF+ppLqO0cYG/ZdWyePLNAG/qXQZSzyOI7T0kqFoaj\nrwanKJJUFOK/gJ+RNpsR0RLQhEmRncvHvpx+VRD3EdaaKIt5KPF6KUJB3WXhZ8487rjUhrl/moNK\nKXe0hlhWNcqrfXHS0eW82adBtH+MyN2lFHbuY+m2NbQHFF4OdFKnz5Ee94X+B2pBz2br/wXg34+N\n0VRUxfJyByk5RFuZwIZCAU1WzWAoRtIbpO66BpR94yzX3Mzu2DN8qMKNtfsMWC3Iw8MkmpvQT63G\nT4bCwizGt+haXyN0vTfYs2cPY2NjjI2NAUxe5ZQRYE6h51rI+j3ClcYxm80SDoeRJAmLxYLBYPit\nLRTeapAb9jxJzSM/hGiUfS/txvCBXZTseRb17DTj/z977x0lx3Weef8qdHXO0zPTk3NCGOQMAiQI\nRlGkaFKBokRTWbZlryWvV2e1/lZer3ePvJacLcu2rERSgZSYJSYQBEAQOQ4Gk3POnVOl748eYDgE\nSEqWSMnHeM7pc2a6qvreunXrvvdNz3vP/QxsuA7TNBlq68QwDIy+YW6pD7CxMETGotMbiBGaPkbc\nGSCo1bHhhJs9T/XwwPPPXW7Tn54Gm8pUYSOexBRDjgHOrs2bqi1ahuKpDpyZK7mLE54lYo2KzEnK\nB5cosnJiluv/8SvYlRi9UhHtWQM5KZPBza5/+t9cr06SEy18oPclSt6fjwoO5CyUWPJFEmZuuJP5\nT/wxykgfyqGXSZ7rZP7p/aQcCYT31NOru/iXpjuZ9BWzYbKN8NgM4/MmExEbHZN+Pr7uHnonvIiC\nSZFDpTKYBatGx5SLibQFUckX0xhxF9HpbgBN5EObp5lMlpAxfTQFrqfYK5OU7AiAdyxvEUhZFT5Q\nc57zjTnMReuIIYqMFhbx5PZtHN78cZKOAAKwY+LsZWEMoGRS3Hbge/guPIaUyH+ftQewpyKYhkHK\nMIjo+fzu52Qf32i5m+fLtxBVXLTO9fLB3uf5wvmHebD7WdbM9fBE1W5GnYV8oO8l9pzvYWvPAHXD\nCr4ZF1kDMkrelTHuTRP35J/nyikrmmOxSELR8lSjq8GTW4rMfithDLBCseBIxd7ynJhhEHhD9SP/\nImOaXctQnEuwRnHSpFioLe6hfUKmVhDytJdGPmlYbTDQbBJRw0RvCCIqMsZzPezZ92q+ny6FzUM9\nTKZlftjvxa1I3NFsZV/kC7wc/UMsvS/Qve1mBj78j5zOVpILhpg0jl7uT6Gyhq2u/3H5/7tWh9lY\nUUTXVJr2+MPoM0m6LiqcPlEJ3dczPv8+Xnm5GatYRFAuxjezg84GN+LCPLa1K5iUg8wMiWieQQQB\nYpHc2477NVyJBx98EFEUr/qRJImJiYlf+Dc/+tGPous6uq5jmqZ0lc8yurz/9BryrwuXBHI2myWZ\nTCJJEm63+xemwPz3tAkglpUiFhbiPvoq2Fy0OiWOf+i9jN6+F7FgNTafh5r/9SVmDhzANAzs40Ok\ntBzunlEiajfDyfNYhHL80RThmWlSdhebT34X0dCIeMtoa9hF9dgFXMk5mnpe5syOYuasd5KzSDQN\nDxL1LnEZV42cYKa2lFDf2LL+uuNTCIaOKUqobi8xdwmwcPn4a1/6PJIJ8rTGsS4/ArBGGWCuvJax\nVZs4cn6Qz8kqYv8MKAU4HTk2+VOM9bgY1XTqFJlkcTHJtdvw7n8awTCw3r6OfT1+jmxYSpc6WbwK\nf2qp3d6BIL0D+b/9DpWpmIJPnsPmtuJVZVb705RIaQ63p3klvAHicPf6aRZMAcVew1Z/A2vdGV7r\n9GDTM8soNxzZHNc3/D45Z+gqDxBmrFlOt95LMHqClo4zELQjrCwifWIaWzIfuLljJgYzjzNevAJV\ntjFndXEylSL9Om5pfybGzaNHKE9OoyzmXEc9YSZLWjGEHP1OL922cu7t30dFcoqoWMyKs32UKjP8\na/Od+M00abUDLDupirjBdGIiYM0l6bLkTb7zkhVZMNFMAYehkhIX2zdNXHqWj3U9g13PMm/z8S8N\ntwNQlpyhIBPhbLD+ituXBcg43XmOkjeBBoxqy/XoBSN/QVq2YY93kZDtuDQHjsnN3ForY6ZVzLSK\nS80Qd4k44/NkDS+9tY18xx3ik/dmMIciuA4OQqETeXc14o8u8PuBQY5JhbRFCrmuOMZ3bv8dfvrX\n30VwORheAdXEyMQsjI4WsMv1l/l3zxRYZX9wWf/KCgQ210/yKZfBYMfvkU0rSJKBri/fWKhmPpak\nRm5FTbYy73sW6xo/M015M7ehxLE5IRbNUlyynFHu8hT6DbEI/ibiM5/5DHv37l32nWmafPrTn6am\npoZw+Mqa2L9qXBPIvyaYpomqqmSz2V9JStMv0i6AFA4TPJrP4R0YjTGTzlHtjHHixp1sV8NoCRWX\nIuEOOhBMg9DcKFMeBcvwNOcnnsXvq6Pa6aWkLc+IlZUERguqWCjfQs6aj2qVh04zpztwpRdYc2yG\nzroBLFmNDd1dQBdxhxt3Kg5AsGMQlCWBMRuoJrAwRG3/IXprd9GXXU9V1iQtuYjZdRKKSlLRKFaG\nMeImE3oYp0tm5w6Zv8veD91ddCZtTLXU4R6bhOpm4lmZ3GiAOn+SnohJhSkS0iaZuf9zRHfdzmuZ\nAVJ9Oy7bjazxCCW9FyDoY7oiLyCq4uOsn+nkxzX5ohoLqXyfd60x8OWi9HUXsaM4RfLQMFHLhvw1\n4UGeGPLh9MjIkoGelDgyFMAtZLi//SmOtqzgREMDD5w6hHdklgf3HeYb773r8lgYpo64WMShzx8h\nOONizrcJ/QPATy6gHpulveE2qoeOEoiMkFWcWHNJSibbAUjINjzZGGlHkJ0TZzgZambVQi+18SUL\nmgm4EtM4k3NkRQuPNd/F1qk26mOjAKRtXjrqb+RiNoOi53iw4ylUu4/Jok5mCmoxJAs5i50FAzp9\n+UjxHUUqOdPk6LRCiR+M+TT9kh0EgRtHjuLOxZkoreCHgaXNz6gzhEO6+rLUllUxFrcuYWmECb38\nbef767E+OcHm4bO8FA7hwkHOvkBhys/RjIoJRKweRFVj3lNMJi3gG51kx9f/jL/7p79GFAN8Yryd\n9OYqfI1B8FgxToyx5b2XIsUlXIrE+//4U2gGHJlKEQIu5vKTyTQEBEHHZPmG22bR+fR140RzKv0X\nClHTCoqiYdpneWrkefqyFxlXB7htuJLrNvwfoto4lWmRzMxBHGmwZeM4k3MkXQVYZ1eTBlT5Sgf9\nNZP122Pz5s1s3rycNe7w4cOkUik+/OEPv8lVv1r8pxfIv44do67rXOIZfydSmt4Mb3avDQUORvqz\nrLAVMpDsYUCL4k1ZMAwTSRAQTBNFzTJe2USlCZxtxNyyi2a/wIt1MaQVa9mHytZvPkLJv36dnr/+\nJJb0TSi5JKN12xiW3azt+Rkt3S9dLrjQX1HPM+tbsRg6n33ycUTFgiopDFZuob7/IAXzA3TW7aKp\n9wCBZpW26pX0THpwZS2EkjbCCQcmBsrIHKMNpWx44Rmku25GFaHJF6Wzto4PF2vMuQIEpw8BIEka\nvUzjuXAes2w346pKWZUXm22GFzLlQH6BdyYihCJdGJ5CBtdsw2LorIr0s8ExQWGtxGtNzfA6ZV6W\nDESrQW9SBFPgW+eCXHeuk2R1PgXF5s3izMmYJhhxhWzERos/wi0Hn2G0MMDZ5krCykH+smaGPxsR\nsaoqWy+0cWRlnuqxe/wRxNxNNFQXYZHtxJQcnpzCa8ObUFY1srr3OdZe+Anzej6vd6ByMwsOO/Uj\nHRTM9+PSMtwz/DLPNt7BofBaAAZdYVZ7prnQfBuGKMHr6wRrOjlVQy9fQ5fTQ2PvKxTPdNHpKGQi\nUMdKi8RA3fUUTbZR3/cKVUOHmY4mOF+5hpcWLR+t1kmaV2kcGU7CdCNaPIvH7oXFUoFHilZh03M8\nHtyJ3dRpXhigY7ECVLdteaUqyFsQXh8/HJCqmdDfPjKsJDXHuCOfC+10BvDnUqycSjJbALZMgGld\nXxZfZiCT7pcxLBZkQ+bIlz6PZhGoGZtC1jRekDby0jNJ7i+uZ1vbRcS9tcwJNgpeV/7ySK+XV3u8\n5HQRQTARMPnEdRMc6PLRPeVY1r8kcf6mXebpC1/GgZ37W/bwkTVruPvxvyTo8DMSH6BGdRFwqqzb\n/8/YXQqiqZNVnCz4ypn3VyBcvIB6gw/dpVLlXEuB680JV67hF8PDDz+MKIp86EMfelfa+08vkN9t\nvJ4CU5bld00YX8LVdspem0yxS2F4Pu97mjJTeEwvbdPT+NJxasgTQEyt20qwJIyrd4Th5iypnIzm\ncBL1FXCP00PgDz5P9PgpGj7+94z91U5E06Ci+xCKRUCTFGR9ybdVM9zDHlGjemby8ncWPUd9/8HL\n/+uihfaqGloO9OG2eplx1zLjzFAwlyPhsRPQJAqTDgJZO+z8ANocnDvhoDWUZCEuM+WR6LU4cVnz\nWkzrmgmGJ1w0/fmT9H5+J8OayPCQZ9lYbJ66QK+njMGyzRSQ4JbgEKsbVaxBBUGoIpUVeXXfGwIl\nrQbPj7kRDViNye75EZ4u3YFpqgiChaFoBWljGDlRjpa0sSkwzJ7DB5jyePluXTGOlIWHnm0i6NzM\n8x8RuPl7z7Kxq5NZr5d2m059+ANI4lKaT38gzprJvJDRShOcb93M5qOnKLg4g2mahLteYmTrA3Q0\n3YQtE2Xj6e8zVrmVCocXn5rirCYx7A7zdU8R5WQpwblsIZjUdXyigFVWmA414ouOYYlNcdxbyeqF\nfrwVtcxaKpgLVuNIjOHNddKeCXPBX8vquW7OBxuodCWwJL0UzJSgCJA1HfSlklSkI+wdO8Y3m+7k\nB3U3UZae5APdL/F8+RbKElOosoKOiMXuYMJcspi8cda2595aGIvAutgIbc6lZ3VCsFHvLSM028ds\nQR2maV42bzsFgaRpUiaoqAsRpgqdTBWUYQ2GsBgqTSNjLHhCTIo+5iNRLjZXsbX7AuqpCXobGpnJ\nGDR4sqRyEqohkNNFKgIZJqIKa8oTnB120TNlZ2d9hEM9PhTJIKeLhBQnm0Pj3LT7zymwFuOWC/j6\n4f/L+3KtrF/wEpoqp1C3kRF0cmqUYaWZueZdpOx+xnqe5MmBr/FX/5igcPvf0lcWw+9yYJPffFm/\nZrL++aFpGo8++ijbt2+nouLd4Qq/FtTFuzNJL6U0xeNxZFlGluV3/eV4q/YaCxzEFhe5tCW/SLVP\nzzKczvslJ4Mhxo0s+//iy7hnR9lU6iajm0ialY7IPMGebjh8AMNhYeYjnwfTxASyapbMzb/F0Y0P\n8OqWTzDvWzIzNoyM4Uimr+jL/g1bSds8rOh+iRWD/QhA4wunubn7LHd88g/Y9cADSPYcH9w4zsqb\nM4zFTuE6+jSzokEmJzIx5qdBsVAiSfSoGkfCeU0zM5SgfmyaF373K+ja8ihU0dCxoHO8aAWSy8tq\nxcL6oIvW9RZsBcrlsTvY4yWrveG1WcyBNkTQJI2+cZG44uQT1+XLQaYn7DDdgJayEyyMs7f9GFnJ\nwjNbtxEKNeB0KHx0TwU37nbSlbIzd2eecvTW48doSegMzh+nevIQpSeOA2AKcFDJM5vZ7HbOJZwY\ndzVwqlYF08QrihwazNPk+qJjmAhEPeUIhs7W7ue4r+95IM9iNpiz8Fomx7lsjmFVIypniRkmYVnC\nalUpLY+g3FPPTxpuwqWluXn4MNcd/Dds2fxzm3OU8IxjJxf9tdw++hpr53oAKDx8gfgTI/i1KJXO\nGBOmiI7A3hXDdKxcKvLQMjeIKspcCNQx6QiyfvoiszbvMmH8ZrBIBqK53F9cuhiDYQDbhw5zS3z4\n8rG0afJo5XVY49NIWv4+E4sbVN9iAF251Ul9yRLNZnbOSmrYScHsPKOlDdg627jBt0Dabqe7vALt\n+DgrPBleHHPxdycK+doL5Zw/kcIq6wzP21B1kXPTQ5wY9FBYeByva4IS3zy5Rf9wyJOhzq+zWpug\n5PzLpL79NT6z38JHe6zYZmYZLvXyjeYcN5fv5+tCDxPlm0k5AiAIVBRdx3tP5fvpGkux0fd+nPKV\n5TDhmsn634PnnnuOubm5d81cDdc05HcFhmGQTCZRVRWbzYbdbieZTHL18pjvLN7sxQw6LLjsgAYb\nCopJzKQpFVxcV1gOHGMhWIM3FyJui3Hqzt3c45TY4/Zz5Nww51wmySd/hNfQyIg5Elvy/tVvbb2O\n0kicVeFGzHg+6jf6vls5Nx1h108fBUFEla1okoI9G7/cl9buHo6vvQf14guUpWI0N9kx26ZobOuB\nW3aQcPh477EOurpKmLSHKXdWkdgoEDJELu0xRdOgNTePV9XosOW1SZ7rwWH3k66opyY1Qb9jKUhD\nFiWKZYmwLGGXTAxZJycZaAZcsmEsJGWO9S/XqAG0hAXNpSE7dKyJcVaNnuWYr5FvHlriGF5fHcN0\nqmw9dBxzPs1Tu28gbVuijszaLml8Aj9zVHF/1SAMRrjt9BmkjZvoqqiE11ki3cE6hGkDq2CS0UQu\nRkUq79rMwo1/je/6zdyQyJt9vdFx4q4QhkWkcOA5PPFZTm28iZ2iwoRu0Kvm282YJsOajrH4GDRv\nBG9FCtmZ5SdnPEzJbnanzl8OANt08iFeLWnkVNEWFEFijdWCz+ZhysiPvez2Epq7iDh+jlhhCz2l\nm/HHZvjm8KbL91AZn6A0OcOIO/8cNFHmpxXbrzo/AQps0CIoVK++yP55GeuMi57I8pznMT0voG1a\nlm8230Ft6Qws8nJYZJ0YVr5fu5ctC8O0eaqAfDrV9OJ1HYN9RIrLuBRmZ1+YpNDvxplLMRkZJ7N+\nFbotPyOOJ500xYfJPdtBqGYj43YroqIT9ZYsy7POpVYxr3VyfvwJ/rU9yjb7XxBcJA+b7Ywh/PQk\nEhAVc7Tb5vhmcI7j9jlm5MXypWkIK5Ws3PsnpNMq3x35Yz5e/hfo3gDr1bXAIYyBwTcdt18XdN0g\nlXxnI74dTgVJemf0ykceeQRFUbj33nvf/uRfEa4J5HcYmqaRSCQwTROXy4WivDnD0DuNt9PIHXYN\nYlBq9THi1JlLpRkTUpQD86EKtpcFkF54lWfLAjzRfpLrv/L3VJ9v49zj3yFRUkxgegrzwQ8C4I4N\n4JvqYy7gJ/uJB/Hd/n5ilfUs7Bujb2WAiuIwNRPjtNWWUzYHOasLbyyfVhCIzVI58DLqEz/DPTWE\n1PFVJrdtJfiNJxEwMbxufNNDhAY7qAESPj9RexlRbxkJZ5DC2R5Kx9tQ1BRrBVDr9tDrquCFsk1s\nqVNggmXC2C0ItFotrFjZS/Jrj9EzYPBH1e/h5f9xC/NHJpltyFBZbuPlTh9OxSCrC2hviIBNT9mw\nF2cYSAm8svIDy44ppsE6c4GiV89iDixg7KjB0ExCC4uR2697LP1Tr+IKrGKotoLKwXw1qptOHMc9\nPklicJy+2/agejyUPfUswsYPIhopDvd/h6DyEdY0yPTdvgHtO8/x0p/s5WbTxBcdY6akHilyiIbx\nEZ7fsAmnUI4vMozbYidg9XBWV8maFiy2XoxMPnjtwlSGnpnCZfdh2RlkQfLg7Y5zILyW14paqU5P\nEfaVIosiCVcB06ZEMBPl4J4VbPZsp6t9ks5YXmhOBPKap0OET517BKeWhZsbsJ1aXjdbsmus1g3O\n5Ja/K5qYxWLVOXBKYbbUTen+l2Dt1RdLQxBISE7OTTkvD/EqxSAbm6PDFuSoJjK7uCHWWcpvzlQE\nsXqyaAkZUwPLGjvXPfUU81433S0tWEY0vnk+wf13BdALQzDfQc+YjW5LkJZEH3Z3lrNSI7q+PHgr\nIDfh1T7PLrmbgDpCH80AiJLKI74ejtrn6FJiGJdIbASZ+oLdFDhrmBw/xoOBL5IwF/ie9rcMSr38\n1fTn+cPCrzH1e3+K9eM3Mnyul3pVx2Z56yyNd9Mql0rmOHls5B1tY8PmctyeXz0nejKZ5KmnnuKW\nW27B778ypuGdwjWB/A7irVKarsbU9U7j7dqMG2nsgpW+uQxlXgfZSY1jdrCV1rF6bSMehxW1oYmV\nX/87Tn7+s/zkT/+IjwzkzbKXatJX9E4w5U0jr2rBlrvIRF0N1q7zeJwy+sYtxNe9h6w1zv5164k+\n0s/cxTFKQkXogsCp1ntZf+5RAKomBzF3r2T6QD7Xtbg4yuz7d+H68Ws4lAzWL2yEaBatL0rquEbJ\nZDtlE23L7ic9NYnjy+9hk2rQewrGnYV05JZKLm4O9JB0hOkcd9ChQk9XKcqq3aw4/yMeeuZ/03Nn\ngNMhF58rzzG2oHBhzEWBP0Ny4SoLgCmQnrAz5MgHctmtk9T7vJyfspMTRAp/sv+yH1R8tZ8P8aZ0\ntsCJ5c8NWD82wP+1dlGk76Lm2RdY+dBPGNl8H3aLDY+tjB9d+Aa7iu9D/i93ct7RxN7im3CkFlDU\nNJ01blYcu8ikP0CuqYRAe5wVHc8hLPZonSKzv3wLXeSF8TZtCpfsYDTcw8WJ/HeiYPLiuVJect6N\nuVZAMA1uGDvBlukLCMCRTfcyUjvLdFcozwWdKuDxYTuRZDk+iwiLqUdNFonV5UmsHSKmISA2BjGP\nL8/v1NMy7VcZlUjKyr+NH+Qj4b3Eowl61t6LgEGwOMPs5FKw1O7xk3SGW5hCuTzmJrD36I8QDJ3K\nitWMh1YysyiFGxTozRqUSiKZIoGMRcPURPSogGyalBoZ2gOlBEYM+p3FPBn5Fvsnd+JZrLndvDDI\nE1Vw0VXLtolzmEXCsk3WwdiX+Fx0DYJ9NZ2+tfTJS33ttgUI5G4AACAASURBVAr4V/4295UW8L9O\n/CFF1grsuc+yqtGO027BpkrcmbsF1cyR9IwwPD3A1qLtmLMf5vBElO1hLwf+39/z8CuTJP7pBA99\naDWCahIqciCKS534dZisHU6FDZt/sUj4f08b7wQef/xx0un0u2quhmsCGfjVC0fTNEmlUmSzWRRF\nwel0XrEz/XUI5LeCYZqMp5NUOf1MR1TKPFYkTWDO6eHcTTdyvSNvppNXrSTwofsuX/e96ny+rInA\njK8Qf3yB8MRZjoSvI9W6Dd0weOynP8AaT6A73KyYlgmkrcw4TV792EewGGlWHzyPYGSZ8nvobLiR\npu483asgCBTt3szQRRfFtWk8lnH61uym7vSLGM/1Et3USudEDWXSOUxBABOMnErcMJG9HpxFxZhf\nP0m5IBFs8jFn89ExlyewwDTZfPoC8bIBLsg3MYcJcQn86xj5vXU4KxOIEmz3RjBN+Nk5N5qZ5vyw\nScnPURNhYHYBu7mkYc5avbhMnakd20nErSQ0iWFvAk00sWoiJTEHkikQtadZsOWwyUmqNVj5yjHS\nhsYPb3svAecHmU4Nk0keIfrl/0a5YCILAmsL96CV3MHx6XH2+Kwoq29FQMAXG0MTTF5hDmH1Om44\nepw7GeBV90ZO7d5AoP0YNTMiwZzGLaMn6GrJC99zpodb+18jklwNTpAMFUOQ87Sli5LmvrF9VM2M\nXr6/rccf5dhWB+ftd9EQHUbo02mzeGlULIyrKhKwKWjgKDpPdCKMnErT0XAjyYsVpGobLquoFkNF\nFS28maHz7vW3MDCeZi6S9zFbC7OImRTgoCU3zEWlgulwCdZSid1TBspML88HGgD4Wc31+PwhLoZV\naqftoOcolQ30kfMYRWtRFIHSeQ+Rsdcwu2YZXLGNqokJJOBMcQOj6bzPID0whKeziFhtOb2zQ9ic\nZciGhibKvFbcioMcqddxbd9ddzfKq88TjszxL44YG+U/RhOSyKYTq2SnMdBKzjhLbcEuWgrfh2KR\nic0LNAeC9OoLeL12YlGBqsRW/mf4X4nqDr4zNsmmrUWQhepAE394Vz2xtM5ob544RRRNCgqvXHfe\nTUiS+I5or+8GHn74YVwuF3fcccfbn/wrxLWgrl8xDMMgHo+TzWZxOBxXFca/LrxVUYu5bJqsodPs\n8+FUJCYWa9ZucBRxMTbHyCJDkiAI2Fq3IJjCkloMmIKAIDoYK2mlbPwCCW2QlL7UTvGFTspfPUTM\nmiWYsoIJDmkBp3UOBBFBFBAxGSquIjU+s6xvpY8+TdtP3fRmWrE2eemt2Yl5YgzPP/yUjae/T+F8\nL2yrQvrsRqK6iDw5c1n7A5BNnU90PsWu8OvMZ4LAfnsDoXOjBIjwRiSHXGizCtVegd5pO2MxNz6/\nQonbccW5ADc2TfDZzsdQjLz5tdjdTCQncnt4hoJ0hB9X30BOlMEq03h9mqSrAJ9ehSSXENSqiXmD\njBZ6sIgVhNQ6ckYRX4+dJbWhBJtkwbKY4tMzcwBpyz1EaipAy5JOKfzWF/47a7/6DzBipe1sCQ53\nBlE08KaG6HEJ1PrjXHeDE6PcS/LZToycwIw/y/9XdpHPFJ+gzWVy2p83obpklaTFzmM1exhfJCcp\nTU8SVPPPvzwxye+3/YDK2bErxqDxlIgmWSnIRJjQQlgxGdI0DC3Lfb0/ZUXgItJEK47p/L0UNKpE\npqIcep35X10kD7Fd5ZURBDjVl2IknX+2hdkYn33lKd73Wj4yv3F6jFWpaTqFMFvPdrD59MOsHTnG\nnbMXATjvKqFdV4jNSvQYKiICFbKdlpcOgmnSlzWYSmdxKI2MrdpI1uXlfLaeH5XtvCyMAR792JcZ\nr9jOjF7PE6sf5DsNt+NUl4ITUyg4bBqCMx8QOTu9nkG3iwbdztbQ74Go81Lkc/RknsQ0Tfqn5jmf\nlllT+lskojIbbCX81/UrKHTYUCWDferD/MnERxi0H0cXPdg1gS+uK6c8uzRITlEiqekUVzqwWkUi\nkQzJZPKyYqAv+sh/U9ai32TMzs6yb98+7r77bmy2d3dDcU1D/hXi9SlNHo8H+W3SD36TNOTRdBwJ\nCA8PgeziWNpOWIBCwU6p3cX+qRE+WNmEIkoUOi0ophVRNDAMyIo5bJqMYJp0lpdROXKSQCLOmH1p\nMg9tzZNkhJI6vpgNpyqTFPyohhVDmEY2BNSpNuy9vQx95Ldp3vfssv6tOf84Q5ktLChFlM0PXv5e\n8CpYagKYnRPor/bhs0sY5SG6FTvjoTBVX/sm/tu3IzaVs3ujzhZ1iG897WNa9tJWtIKkbOG9XYf4\nduPynbBk05CyIl9/pRRZMkAwSUSv3L869FlSUgG582N4sklCzghj6XyqTbMETQcOUSC5eLjuRl4o\n38AdL71MTNnMVOY4ZZathBMOZF+S69ePIYom3XM2RoYCBOZC3Gt7gIOuBDd7Hmd328t8pbGATZUf\nAWDd1/+B3KfvZmpyJTOf+6+E/+3HkK3B5pnF67YylZDwzE+hbKzlE6squLhg5ULTBt734j7CUxd5\nOHsAObON8vBv8dTr7iehWQipC8xY8n4zq5Zh1lVByjTJ5g6y7lvPcv72KooDewjGB/DN5slF/rSg\njQ+qebatWZuPWXv+eqeh89tdT6OIBvLjFxjdWEbaleCx2j10jVZcsQLdmJ1j88WnOLH2fbyAb9mx\nN74uVi3L09U3MG/Pn/d42dbLx35QuAYK11zxvOYME1JWLhGOnszk0N//2by0N2HAFBhwLAXuaaJM\nT6juit+pXJjErudI2iz41Cg7Ri4ysHY132c9AJ5wGhGB9ISOnpGYDf8eTD+CnrJhOhZQ59LoZhZZ\nsPHo6O9ws/dTuGUX/23DCsRFoaka+czrH/f+kBvLb+JspJvoYAl31Fw9z7jOawdVwO6wkEyqKIqC\nruuo6lIGdyaTQZIkJEl6xwrX/EfHD37wA3Rdf9fN1XBNIAO//K7RNE0ymQzpdBpZlnG5XG872X9d\nPmTI9/eN9zyWSlAuW5Gf+iEVqkrI5iLmK8PI1XHDxma+Pz3M0dlxdhSUMrkQx2bYiAoRZElDMGQs\nhoxg6gz784Ey3qxEXHcRl+KYCJTZz6HMRQl2r0UrdlIWddIVilLlPIUouFEw2bLZh//OddisKdQ1\nuxC+emBZHyu7j1K5+Pe8rwJnahZrNIXeMc90kZ+RFS34Gzw0lZhUDsxzXq+m9HwrrtpCrD6RyFAE\nT9jFp5L7uego5yfKOvqD9YwGqt4wUibF3hwfXT/DYydD9ExfqRVb3CpaUiZFPmCpeWCIkXAdNq2E\nS/bXTHQSMZvBfe867nbP8qMT5RSVrmTr04dZ2XQTkUV5Y9MkdF0gqenYbRq7145jqCLd/UGmx310\nFm+nuesldoYFJhaDip2yTszTR7OjmKGB1Uz87go0+ygRXz/p0d2Ujb2MxS4iXxznuaIqLopuDIfA\nv624i0nFTxmfh6ts/r9oPs/z0Soifhfbp87zSsl6ME18gkBgtownP/cVPFqalQv9hKIR0jYPohrn\nf86uYn9JAEXP8XLpRgAK0hHeM3qErmAdp8NrmDcFSAP44cpgdQDa7AWMVN9AIqNetX+vx8jV6EV/\nQahAy6GfMr1jDcnyItSkjJbIa+mrstNc3/0yf7sqH6gomjrGImOaMz3E9rlJUnYb/6d8nLVy8WVh\nDNA2fpaSwjpsxTrJQS8mIn/Zej+Y4PRbcfZ8Fs06iCRYkSxRTo8+yi3NX6I7sUCTO0BaS/F4/+OE\nPJtotW2nPLmBZtt6aMz/vser4HIrGIZJx8ggfik/FpPjS3XvTUPEblcuU/RqmoZhGGha3kJxiaP5\n0uea9pzHI488QlFREXv27HnX274mkH9JmKZJIpFYltL0H21iG6bJeCbBOn8Rxn2fRPzx97An4ijT\nvUiTnZgnnuWBUCHtwQBHixqZcldgs6SJCqCZMvVzHkAgI2tkF+kvy+QJcp4ubGqQ6VwDipjE4g6i\nFVcB4NBkJEPAKskIkoBi5PBXaqRVFzm1DMk+ifChVRjfb8O0ygjZ5UQQgchSfqmumlgiOqNJB0fm\ng5zNqNxaJvJhJQp/cy+5fzhOr+rk2XgdjrTBb5sCLfoEynUTPN3vJT1tg2WBvgJjUw7+dl8ZyaxE\ndUGaTdVxivwZnm0P0D/hxFqQRfHnSA7no3gPFq7DGgjTp2o4LAYpVaLPVcyP1+7lIw1JgqQQ5RgH\nfSvwZbKs6PgZuZtWMVBZznxnmHOnylFqp3hpyoUiGlS6VKoKY2wsHGd2oZDYZDG3dWY45XYw7cww\neecnWKe0YlGO4Y4lyM2mcJ/4CbF7vwiiQOi9NZwdDFH9Shs7n30F285qDsc2k1SWOI4bww5qCmRc\n2Qs82l1BcWaOgTGRM7WNVMYnOFy0Gl82li9JaJpESmpYM9uFIYicCDRwJNhMQDBoifSyfegYs7YC\nctKS73TW7uPb9bfm//k5955mKkJOlHFlUmADl54hIb25ZHboOVbNdHGseBUtkUG06jmGpRVkZm2s\nPvws5raVXBQq2eaSmM1Ch3plvaiL178Xi0/Das+RmOtk2vIKQe39tFlLaVsUxv+l7fuIxQ6+FsrX\nezpcfhOvVRjUxYb45HgXf7PqlmW/GcrupNx6kim1iYSexiXZl8Yl28XejfWc7xtAFmzcES/jGXOQ\nqeh5jgkCjrTOq50naLWsJ5wpZn3g81f0ORbNEYvmPe0JM46ag0IlREHIjj9gI5VSsSj5zYMgCJc/\nDocD0zTRNA1d19E07bIGfUkwX+JI+I+2jv2q8Nprr/3a2r4mkH8J6LpOPB7HMIxfOKXprbTVdwpv\n5kOeyaZQDYNSuwsCLoyP/g7CY9/FnJulp/Y6Cqv8ZLo7Wd3Xh62zA80iM17oprewmtFQMS41iCmA\nJuoYoogqiejZcdTMOsxsLcgRMrobZ6QWwxInZp/DF6uiZcyGmZxHN53I0Rjqt09jyWiQ1jDTGubi\n4vlGYfx6pJMqqkUkG/QTppJot4i/KYVFWLpHIa0iOCyAyVT7NLHeWYIrCmn05jjjzdE3b8XIXvnb\n1QVpysMpNoRTRNICkxmFdNJCS3GKe1bNYphwwISDI8487eNik3JGg8WIekuhg6FEjrBicHuRg0MT\nIs+XrsMl6FQ/f46WvUlSGzTOnCxH6ytCdCSxWkxk0WQ0ZUH69D8yuL2EbR+8Fcf3ThAe7UcoXgH4\n6WyfB+rz2qYHsjUtl4N7z5zO01B2NDfQ0vkcW/cP4KyvZ9JfTsNUO7UDh5kcrceVm+Ppgg3gAac2\nyZOV1wEw5A5TGx1FNvXL9YEBzhY0IpkGBYpOThDIqhYO+Zs45aoiZVkuOO8aeIUnqncDcOfgAUar\n6jimjyJLeb5gRVdxWpTLxR8AyjPzbFzoIxgZ4ejqe9gnLUXQ1Vpk+tTlcyElKRwrzhONDPmrWZFr\nwCmqnEOjd8deMqZCqSxRt3KS8fMFoC69aw2eHN0xJZ8PH7OQnTEZGvex84Ywz3T8hD+Y387BcL58\n5MLdG6lqlun/Tpw6h8wnh15g3/a7mKCcH7qruRr6ezeAYOB6Q55sbNSDr16gpmAbJOCPFlbTYY1w\nZOghgu4mHu8/wBppNU5hadwncqM0V9TgsduYnkyRSWvYHTKl5S6euXCBRGKUDwZ+h2xOx+u34vW/\nOQOgIAhYLBYsFgumaWIYxuWKRLlcjlwuhyAIl4XzNe353cM1J8K/E7lcjmg0X+/X6/X+WvOLf1mM\npeJYRYFC26L25PFi3v8pIqEK6voOMTgR4dSGWzn3/vv54fV7OFHfiJwR2X32DB994aesP/19PKmx\ny06+rEVBj9fS4tmCZDoRTAFJrUZKlJDz9TNjzZuAZdlB5ZcOsOCvJhsqw3DZESp8CK3FpLZVMb52\nCx0NS9VXcjV5v+R0fBJhVd5PO1/XxPwL+3hsRytHzDh1ARFlLEg0rjCfVNDUEsyUSl2RwQdromhF\nQSJlpUwm8wJzuy+DlpSxhTL4C5eXgLww5sLU8/TbAYdJmU1jPGKloSifiiUKUCddmWcZk/KLYZks\n4ki66TldxuEDdUTnndy9bgarVefl+jUMlq7FfLEXx5F21qwdIZeysD1j52N1EW4pTXBLaYLGZ/6A\n5s/dxwlrMeqKMFUjJ5C0pd2Dw5mlon6GqpZ8+SnFaqA98vf0y8NMz5wg/Ge/T+THPyU1Ocvarp+x\n/cITeOa7ASie6WHOUUC/J18Mos+1goyc73ulNMukI0CXL+8kKEzPc9fgKwDogsiUamEhJ5DTsviy\n8SuEMcAT1bv5WOdTBDMRDhavpWh4EEXcePn49qlzy4QxwClfNU81bqQ9ULtMGHtEgYiav++9o8f4\nozPfYkfiMOWuFGWyhAVImibHkznaEgYGEilTwQDKZIm+c2UsZPLP3CEIBESRvphClT3ffnkgRsPp\nQ9RUVZN4bSsPnHJysqzpcvvjmTIe7XWjWE10xYYzk+CuU89ReWB5rMMVMPNLrOxUsV08SWl8ilJb\nPVvdZfid+XHPiRbchoWUukDn1IsoRbX8v/kvkCjJMG/Jz8mwUkZkMsfwQIxMWqMgZKdpRRCf30bI\nUs+ZzH4A4tE3J+K4mlC9JHgVRcFut+N0OrHZbMiyjK7rZDJLwWGv90VfwzsD6ctf/vLPe+7PfeJ/\nNFzaJf6856bTaVKpFIqi4Ha7/13BEYZhkMvlsNls79ru85IvyWq1LuuzIbZxc1kEQ8/XH55LqZye\nStERrMGdzNDQfww3UxwKWInYfYyHQsitG9kXLsUmViAANn2ehVCIlCizpq8XTzbNwcKVCAhkhSzB\npBslK6EJEoWRELpkIpoCWqiEREk99k0BAttCaFW76bOU0xepImYtpCjThntuHukTG7Bsr4B4FmdE\nQLy5jnSgAN+FHpQ1DRS0Brh9rcrkWACHJ0V9dQSHVUfQFuDVIYTWYjJ+D19/VucOaz85VcHWWshT\nZwqwKQZV5QnSOYX1qpPCcITxWF4w9U466Z2zYldUJqM2eqbsxNwa+8dcHO13c2x8iWCkwR9DWkiS\ntOTNkwWeLKGcHfF1JBELs0400WQkIRMrKMIpOfBfaEdJxwlstjM0XEDfpJsXEiKn5+3EVJGQXWNN\nIIOlwg3HhhENjaGSEDP2DK6cQmTGTWQmv1n56tkxClvtZAMudnzxT7BPjpMgxouhOdb4a7Hmkjiz\nKXpKywjGYxys3cG0sGROBXBraaYFLxWJSRQb6JLM7pcewly1i9s6n6HPXYpNz3HX4AF8uQRZWSFi\nvXou2JmCRnzZODOOAD3einx6GrBqrpdjRSuXnWtBQxYgqtvo9FUtO5Y1Ib2oPzh9FlputPLq4aeI\nrVpFUzZIuUWmWJEQbSqabJJTl+Z3RM4yIqnEc4vBUoBFgIwJEU3AJwrMpBXW7YXJk71oFg9jzbtR\nF+k7t5alMOd85AwrxWEbkSjUxCYYwcZra24GQJKTfLG1i1cn38BzvghHSZqe7hj/JXKc/d5GuiZ0\nbETQNRfr5ro4bh1h2JJiLjlAXeg6As4quhOdJF0SSiKBW1wKcDMlnXRCZ2w8yrmRdoaT54lqM2x3\n3QaAP2jDYlm+JmmahmmaWCxvTUkqCAKiKCLLMoqiIMsyoihimiZjY2M89NBDfPrTn35XShH+R8LE\nxAT//M//zK5du7Db7bS2tmK329942p++3e9cE8j8/ALZMAwSiQS5XA673f5LlUy8JJDfKBzfSRiG\ncYVA1k2DuD5AwKqTUwt4bTjDxZkUmmHS6JMYp5A5t0hN50XCczEa121jXtfoT8YwRRmbUIS0Taas\nwYa7e5aVbfkUE0sugzo2RVYXyHjdFEatiIiImp1p7zzR0EVUqwvFXoMpSriG21EsLQxOWZkc0ggE\nUhhSL/VHznCkZQVniqpwWEx8LT4YiWIeHcV6cwV9tlV4R8Yobh9kSi9h3ihk7boxRjMJ/FYLxLOY\nx0Z5JVTHi7kQG2sdFI1MI+s6x7z1dI252NIY4cbKOOneCKZeiL88wuCMDU82QX1umD4jRPuIm+4p\nJyDgBWYn7OTSS4tbWOnknjOvsjI6Try4iRkDFjISXlHA4ouTLFugtSLCyTmZwYREwAKTWYGcpxjJ\nGSDQ0Y42lGCwuAwl48CSszCjqExmLBR9/M8xv/o4UcGCd1MVrvZuYt5m1tanWLFygpmMjJrIa6jN\nFTbiJQE2fOWrBHoH+P4DJVQkQpi776YunSRj9SDrWRZ8HkS7iwO2mmV+X8E0EDDZmJzEVu+lO+lh\n1YknkZuuI1lczURpKyXzR+lxVGMKAnvHT1Cg2IgXl7CgCqyb6SDlLiRnmPnIZSChXFmbd9qR51y+\nZeQ13GqSpCOIS7KQMJZyna+GApvGxEyOjSVR1t+6hcjYUdJmM1ZdZkTPUizKVBj5sYguat/FnhzR\nmRyGvHSf2dcp5hkTQKB/NkDTCi9VNQIj80uBfOWhFLZ4FCXrY8HMEk2LaBe7Odq6h7A2S0K20xAe\nY0IrYWzh6qZiLS0hF0ncMtqBo7KCYVwYCR3BYqN1rodRD+SKm6gP7SLkqsVtK8TvKGc22cd8pIca\n6woSepQvTd7Hi7FHuZA5ii5msZlu1ti2s9O1lCVg6Ab+wHKLxc8rkN+ISxq0xWJhdnaWb3/729cE\n8lXwqxLI13zIPyden9Lkdrt/4Yn9m4Cr+ZCnMymOzDqo9eSwWAZQ9byJMq3rHE+OUyi7iRW1kAi5\n2Hn0KOZjj1B5/V6mAYtFo7X4FMEX+jBGomQLgvxs63Za+3qomJ5m9UIP5Q/9C73b95C98zPoc+20\nt4QpSZ+iOVjACv8kF85BZM5LbNhgUp1GD5g0NE+RVuKUf/c008Eg7c0NmGmRZ0fcBK0O1t28lurH\njqI/cp7aBzbSJr+HkjNHCB86hLt1Gqs1TLV9cUFN581sEbsdEJgzDIzFFJe2QTe1oTRRCS5GrKxa\naefsKaj3Z+koSjMw7ubmsdcYaA6Ti1rILS62AvCe1jmOnbMyI7gRIhdRCxLYkik667fidUgUpQ2m\nVJPzOZUbAyma/Bl+eLKQaFqmMpjho9smefpskLZRF85ADWqzjeau59l84gXam2/Di51w3MG4J8X+\nr/4ZSjRGzuvBbeZ40DVBy/QhznTdjsudxamLZC0auYI4thk3jXNeMu/5JBfXbcG3voED95Vgm1tg\n7shxxgrqaS8JEpiM8cOS5ivmSL0zyq2bIpzqKOXIlILToxKO5UhUNlD257+PuHMH5fICjoDJ05XX\nUZGYJCjKbBlu532jZ7AaGqN6iuLJdr6y5qNvOR93j5/C4ylkwLQQzEyhh7yY8fwipugqOenKd2w2\nI4OvgL/oCGLtyGF3VGNqOQRdIK0YzAgxVENG15wI5N364ZSHKpfGeQwiKtgtWdI5CYQrl7+2MRfg\nWvbdkT4vACXOBDVJJ8Pk6Nh5GyF9npVTfUyUhegaq3nT+0yZMeyqC5cUIG5xUGNPYtjmkcS8STwt\nK7QGdqOXVrOQGqJreh+NhXtI5RboGnyK3y34cwBMDCyClS+s+2NuLN/LVHqKB1/8ME3224lH7PxO\n5T0AJJNXj7n4ZS1x1/zI7zyuCeS3wSUzbyqV+rlTmn4evBVJx7uJsXSCyCJnsEWeYVNxA20LMdrS\nEVRTJ2RdwJkKMRCoZ3yHh5uP7mPNU4/hXttIy+gQ4lgMStx03VzGAXcLGdNL/egIEX8RcmQB/y07\nKewa4tmiBRSrlXBmhjsdIqLHyfFBP+rQHLi8RFu2ALBpywBOVw79yQ5MNYvv46v5rP9K4g7zvtXo\n/3oKfnyOlvdbeC19C2VjZ6g6fxw1OoXlnhUITgUzlRfIdzen6SHGaNKCIkOPVIaWE1lTE8Nh13hi\n2MMOZz6IzCqbJO06IWOewsgCIgaSkj9WWhnnY61zTA8oPCPkc5CcayoIZC2cLJYZMwSG4gbxy89V\n4KWOAKJgYpgCimRw19pZRAFuXz3PdFyhP6vjKijigutWWtufo/nij3l5w40svC6PW/W6CdtVNhem\nEffU4Hy8A0domNMn8huoUN00LVULmOY0HcM+BqUqkiU1qJMd2PuGiYbK+EbLb+V7pJvESgNviCyH\n962dZlVZisiMxskRDa/Nwsqcg8TtD3A++jLSn97PKrUQ8fBzrJ7vY8hVzPNlW7hvcD/h5AzWxcIT\nZRPn831KLxCzOMjKV9cat0y1IWFyvO5mBm3FsFjY4uOdTxKwZTlqrb9cv/mNCB/Zx9FGnfeMObBu\nXsnIlBVdE0jjQs/mXQQ1hVmGZi1Mzpyi4XQHJXe8n6gKYdOB15JDlhQihkGPenUB5nOoeGz5qk0A\n40kL46/jEHOErLwobbniOlFUMYz8ZqIuNsKWgSP8Q9VWCrzFPFR3C5JDo0LUqek7y+HiNSRlGauq\n0j75LAvzY4xlzzAWOcdNtV/4/9l7zzA7rjrd91dVO+fQe3dO6qTuVs7RsiTLkpwNNtgYE4yJQxhM\nmjNcDunAc7l3yBkGBgPGHrBxtiwnycqpFboldbfUOYfdO+dd4XzYrW7Jlg2HY+xhHr1fpK5dVWut\nqlXrXf/MBwu+TEAe5bH4L/mw+2tcbb2Z/aN7ubZiG98/+W3cRje15pu4//yzKBUyReVmKkpfXfHp\nrV5nruCvwxWnLl5756dp2oxDg9Fo/Jvtxa/X5pv5oVyuzaFkjBLzrETw2Fg3LckgJRYbC11uUjoR\nSRGICSHiTjsvbL4e1Wdj3uE2cqrAiWtXI35gKSULN5DW8pJERq9HVdNE7/kUisFERV0hxdEQC6st\nrC500ZZczd7dNWR6/Ki2SyWL1pOlTO1LoJ0cIzkyxNRn7ifwgZ8R+/MAmaPDaEMR1KPDBHb0IwsG\nGIwS3h0HQWCobAmdi7YjTCTJ/uwYie4YpKYXW7Mei07lqqIEpU6VNlc9cwpTOG05quw5LDqNU9ML\nr4DGR5uD3NU8hCOb4mO+QeYaFTzWHPcunAKgf+9sIKTBngAAIABJREFUvGdi0MK5USM7i5cwbHBi\nN6WxuabZbtrbW9Dl/80qIrrpco06SeP2ZRNkFYEBXYqIVETf+q3oRI2th5+lQRvlrhNP8pH4IT49\nb4o7ayLMsed4xlmLXORg4eBesqpKSFFpDYv8+lAhv3zRz+OnHbTENTqyCvGCKmL11RhKDSxRJvlA\nx+P8j7WdzB05d8lz3zhyjObONtKdYzz4qISmZjGbhpGE/HzX/F58NStpSetREQh4qtg2eAhXNs7D\nNdfw/Ir38nH7rIpOFkQmze7XJGOABxpvRgP67PmqWHWRfCjb1OpG2ho2UGR1vea1Y2s2c5VHITzv\nHOt7d3JtXYwVZgN3LZsNh1vbGKCpJEnAUUm97jzOugAFnjQDcgadqx+bKUuxTmK9yUDRZSoGhZN6\nxiIGjBaZMt8kHtOlO5j+4KtV8QDzvfGZ/ydLbNisEv+rfxdv63mGtCQRmLJiOL2bVaPHaIv9EFOi\nCzmUY17xjaQFFTG9kKl4N3OCNkRBIujq4D+u+w8kZ5KrbbcwGBpkz8gujowf4hML7yOSFJFTFUiC\njvHUyBVJ9h8YVwj5NaAoCtFolGw2i9Vq/S+VAvONgqKqjKUT2CUDw/H8YmrUp7BIOgaSMU6Go4gm\nOwICc3TnqLOEuK4pgPk9Cxh+x8103fAh9trLaBl34zKNUO9QqLRYyBgMGHJphjlA1y23IjvdXL//\nILQ66TrvYzgqYC8OAhoIGiVzTpAJPk63Y5JENIjl5VYirhKmPHUQULHMX4dpLIy04zzKr46Te+Y8\ngfMJtMoGMlcvpVPXREmZFUO5xqi1lJZFtyK6zRgfaEF9sQckAfQi7WEjP2n3slOeQ0bQs7QmSolZ\nQRTgpl/8EGE6RFWYJlFHpQUN6O5I0zlmmfGuHj0fRY0HZ57jAm+WeQYdH14yzEfPP8oHzIdYV51P\nNYkmsOKxX6JMOxlJksqPd5cwHslLUMfCJm5eHGAgZCDqiDAULSV+3QYsbj1X7dyHe3E15kWVXIyS\ndJhfVGzlh0XXcyiToy2bo3vIhpIVKS5Q2NwYZrVH4caKDJ+/YYTPXzvOp9eO4bW48aVC/OZIKfu9\nCy+5Z3V0BG3/ADue0JgqKGf1776D5pktbWidauCjP29jwbFnOa0vIGp3oNcUbunbTVqDiUyOdSvy\nGaTOuqr4WePb/uL8GzS5+ebi98/8ffvYHpxynO6cj6RQjinWP/18LxOThsCguJ0Cx9sQrl9JcUkE\nWZZ44mi+kPyN9VGqnTkWV8RIaA7in30/15bGeceiADISDpuEuygy/b4FavWvVhZWOnKUFCWRNRia\n9BFMv/bmoloOYNZpOPWgS3lnjqspLx1NtzPlLKU2EmS7EMKgGQk4r6OnuIKo1k1ayDA+NspkOMD6\nurswWHu4w/UpTLKOF9Sd/Lbr3/lp2w8Z0p8hp2VZbtjK/9fyTdYUr2NtyXqCiSzbSvLZxAaT/a/Z\nx/9u69d/R1wh5Msgm80SjUbRNA2Hw4HR+Nof4t+K/woS8lg6gaJptEUDvDyeV1uv8KVw6I2s8Zbw\n3qpmrq/Oe16X6yrYVJ0knhPZ0z8Xf/UK5nrdNNp87J2S6Ivr2VoWxZmTKJ8MIap60u3zCQT8tC58\nGzpBYen5P7N22VluuGYIxRonWRJA0zSGBoqIemspOtfJ1UcfQy+ncYZHKBfjOJbNIyOIqCXVsLke\nbVsVAzfczU3Z5fzQupgzhhWYnRBxhGiRAxT5zyHr7bQ03MBk0xyIpEHRIKOwpTTBZv8EZ/RVzIt2\n8eyYjVt/beD3/9aP+sgBdJF8iMmvzjl4ccSKYNCR9djITikksxJ6q8z3W91knh9gfrgbPRr1vhRS\nzIbZlWRAMXKseTnP9hXx3Mk8mdX6kxy55YMAbGkK4ixP4DTJ/HpfMefGzZyaMuO1yJR5MrROWDD7\nQ5wbLCe6dSWarBJtCyOY9CgTEUZXfJHxD/87LqeFUM5GVTbC23pfYn28nbUGAy5rhG49HE7pEdMm\nPI404V0dxH72PJm0jknM/L+L38dINu8RXT3eNzM3rC4TrZ4a2uauZv3BR4nWz6E8YiUqJjmiP0mN\nWeIBZys2q5G6e99HWXKMCe8cBIeXrUOHGdUE0iNWWj01PFq9EXc2r39Wgg+yYaTlVXPR/Apy8FnT\nPLxlIym7iYGkB2eoj17RhU5TsSRnJVH9RZc5DTlO9pr59vNFfOcnJzB0thGeVlcL9hSDCR0GcxZB\nivHQriTfOV3Ab/ucFEZ7OdpXgEGTkHT5XVjiou9QNCiU2XP0R/UoMTPmV4TDXQ5zR8+hqAopa5bT\nxtm81mOKyp+nOni8bAMtS95GsqieecokRkVhh38T39Q+yVzZx0q3k/qoRm28kK8X3s8C82pGTWnC\nifz398fzD/KDtn/j+fgfWWbZhBMfH1/waSbGk9zkd3FLdQEdcgtHYi9dtn9XVNb/GLhiQ+ZSokql\nUqTTafR6PVar9e/mAf1W25A1TWMonpcQ9IrIRCIvsdU5s1SY8tVxgskc7aExjOYcFtXC3nGVkVgP\npZYIilaIKBhZV1DEUCDM8dNFjMk6Gk4foDA4QevCa7E7MsSiRmSLlfD2NXif3o3yg5fpW1vPQqGa\n/p4DFIbC2JKpS/rWp5r5da6UG7cV4PZUMDLqRhRFSiwyNTVtVCWG+ODaKgYHIiR0BcxfPonVlmJF\nqQZIHDs3QKi/nDOFS1jXN4oukUT55TGk2+ehyoUogo66RC89lLJyXo7KLz/H2D1foJJCEnqZtCBx\nKmjGqlNZXm5jKmkDAxzocuKIJXjcdxWJMhs5BM5NmgEZUgaYKEAQPdhNSZYETpBoqqN9PE9+Ja4M\na2qjrAESGZFvP1fOg4fzITI/7rUhiRo1vhS24igWVc9gi55mVcO7MV9DWPI7KT7yDTRVpW8qPyft\nBaU0FHTQeOAQo/FREK6F0jBxDSRNRK9LYF9RjXj1XH6+y8N4Jm9PXxbpZNPbLPx0VzWoGmZB4EjN\ntRyLqyyYOs9ae4LD81aTlSXOebPoDeX4Dr2ILxnn9/NrGDn1W/5lcoLh5gqMsofFnc8xZCmg1buc\n4UpYMHWOxaEO+uw38a5JJyZG6Y6PM2SbDQlKvTI5TcKE8aF9FG66lhGrm8qBI+yp3oJXp6PPG0cf\nFclFDeQ0jQu1DcMZAw5DGmFwmGjtdl64qLzpc6e83HvVGFazimQXyahzKNJFWV2cxFlu5OcvWznb\nPYXdESJRdJaT5/PJSioMCoM5EYc3jV+VGYmaUaKzJh1BUtEuKobx9mUB9nc62FG+BlTwJSYJqF4k\naxolkTeBFFVUIrsyHNOsRFOHWb//z9ztnMvva7ex21JEwGPhtCeFR9RTmJkNHytLW3ivYxFp6594\nPPpTjqVe4mBiJ2ut13Gf/7uMtguocpRzkRQPnpvgHZvHONPfhqqpiMKr160rEvJ/fVyRkKdxIaQp\nnU5jNpvfMOet/0q48EGqqkoikcCPnhVWH/Mm3Cwc97L/5RpOHCun+1yAo2cnGJroZnFhF1Zrjp6A\nFVmuYrlnPYlkjMPn9tHWOszxw6PUhhzYUkY8A6conuhAvL6Bhk0amelEDLIs0T5Wx/HGjQgyVOzr\nhsMvY8gqjFSa2Lt0Pq1zr0URJE74G2m55cMY1m3g530VdMhhVq3pRVFlBidFIgcG0Rdr/NNVw7yt\nxkNxeZACVxKzbnaBX1afY8WKEfQ5F1FHAQmzkYygQ/lVC3XjPThIcdy9CFERqFHLUD71TZLNS0l0\n7aTDHcRrGKQ0N8GyghRCiR13aAq3LYsrEaM8Mo7blmZZRX4TYRMEyl0K1YFDzAkdxFoR454zD1Od\nnaB72lmusDjBrUsmOdTt4PcHC/nu8+VoF1XKEnUqi+YHeffqcbITIbSCMfS6vO07okj8rsvFg20m\nnjwj0f7rgwQfPQ1AWUUYw5ZqxOvqKR7tZ37v81QErGx35Ym3wK8yKdv52pNVjMfzXufvEtvY2nOA\ngy/6iE2HBWn6HOe0HGZJYa6WQQBWnT6IIX6OpEGhYaCfxuE+TtevoNK2iXWRYhRB4GxpFZ5QXkW6\nbuzUzHiuGT6KTs7fW5JE7m+4YYaMLdqs+vkDS6eYL3TN/D183W0MWt0owG7fPCIGKz4lgztlRNJr\ngIbdeCmRy5KeSEktei0yc8yAQlrW8cChQhRZ4m3NQQRNYL5Zpsgs09oXoPz0EbpSNsYietr7Fs28\nyyrJwtrqXs6OWjGfbUMVLm3vYjK2GzUeP+FhLDYbTmUJ5tAUeOroCDZr3t9gbATmWV3Y+zrZ0B1n\nlbUSm5zi7q5n0ExmjpbfQo/NwLPh+5G1HP3CICf8k7S5g4QtOUySRDaQ96CuMy7Ap8vb3LNZlQOx\nJD9pGyGQllnkm0dCTjAQe7Xa+oqE/I+BKxIy+Ri9CyrqNyuk6a2UkDOZDKqqUuJ0UWUwcLR/mIiQ\nwV+YRstqRKNJ5JRGLmDhyEA+LaAJoF1hABEjGwAIW8ZxFLk5lo1RNdJDTVcLsVWLEGuKaT1WhixL\nFA6dJNq0nFQ0R8JWwdGV92A7vosTi8uJF9nRohqhcDG3h18mbbQxWbEcLXOeO5bqcVtkjIJE+xk/\neklg3sIhPN56NA06zxZiNsvU1QVmxhXdP0nCtYTP/OE41gYfn1yXQGhTUFx+bO+thufOo3vqLFuc\ncR6Zs5mGMYkCSSI9eJy6b3+V4G2rqHOWsbbIiseo0DkVozVdxtsDu1ioZNBODXKkqYmNm02MTug4\nMWjFLYlUP/RTFINE6713IwBtc+ey8HwXwjT3jI9a+PGoFUnUqPKmuaYxRG1hEq9V5mCPnefPeGhp\n0bPUqlJTJHDqsVZWrCmHE9D1rMjkMpHGPz5HtLyUZ9feTPGwGbJQWDJd+3Z5KclICtfeHurjSc4k\nr0cyyjx6ykPneJ6Iq+0yZTkLo8o8qjiGZJxAyJSjIZDOSqCp3L1qgqnnnTPPc1XrLgLmbWw63kJf\nlZVgYw/ebpH5Z04CcNdzDwN5B67Hq66aue7F0uU0JvKkcNp9qdNeUpg1//yqxQt4EXNZNp3ejffB\n3/DDz/4Yv9/NaU/eJhqMBCkwlRIVT2BgCSt+8yNevPMTM/cwS3E2Lsjx7GkPTKcSkDQBBAgl9fz8\n5RI+sXmYWn+KA10u9saMqIKLFS98jRfnraAvp6Co+Y3j5FNP45x4mUUP3cu5UJp+VrxuDu7J7Ag5\n6QwWe4BrSrezq8PNiLWAxZOdOK2n0BmuJ54Av6Cw9LP3cVVTDeL02pJRNaxyhvXDJzhQtYLizDY2\nuDbTm23nV1PfYKP10/jtdaQmFQySRCCd4yMVX6fG2ExP5iwVhjomUjJ6k8SFKqdTmTEAItlXRyVc\nwT8G/nuJgH8jLmSmcTgc/5DxxX8tLqS+u9g2LggCbrcZIxIBh8a8BaOsWtvJvKVDFJfq0V5nRdLr\nRc5ynoLQCJtbjnKuop7U/Os52VKBLEvoMglsX/kCUnISRRIwG83ES7oYXbGZrDqX0EARoXAJHiFF\nzeQAxtvm4nbqKMsUEY8lGZ4UaT1eRjRuorQhiMebJLprkN0PJImELTQ0jiFJ+f6pySzZ+jXwp8f4\np8OPI7dNcCLgxSTIxFUbe085EW+Yi3DTXBoiA9REhhjMZWla1EP5bR5sH76GVe/ZzM1VOmRN5LmB\nIAeOiIw58xmwtAODyM1FGDZUYtepnJiOSdaAEx97H6333o2aE8hG9Ox1LeE7C95NJpk/p2Cym3cu\nH+fz2wZ49+pxREeOApuMIMCamhjXL55AMtq4v6WCPsVNVakOgykvIWe95dR0Jmm/823IZhPOjB7T\ndBmklikzrUfzzmW2a2pJBEewxidYcPoJIsnsDBnf2PUIVfsfw18xyfKrhxGKbfTGjDiECyE8AjcX\n9+L/8z4az71AxFHMQGHeOeqGw8+iVxSq+hJc/dgE89suTbyvAX9qvJkxs4f3dT7JDf17OeWt56Cc\nl4hbvfWvOye3DT7DXZ+/k8pffBdbLMStex7AlkvO/D7iLKQ1LWNI5nNK9yxchkeZTeE4lXKiP9XO\ncs9FoUuihMeUt/vG0jq++XQldb4IwYQOn04FUWRS7AZAmVZzm+Jh1heFEb/3ETpDDibC+Xdn8qfR\n2XJY1ThlkohOTqKK+XunczmMe0fYMOJhbNpJLydKTAWP8fFgiiVP7QBANlnILlpE8vR5ku3dZBE4\n1ZiPAZ/fe4zGQisWQeBcTuKJyCOk4nPIBDw4MwaKdSZyWZVPzy/HLFp5MPJDNi6fx48C/4MSq5lN\npfkNlN5ynu+d/Deur7qJBd5Xl52EKyrrfwRcIWTyVU5sNhvSRTaoNwNvZgnGdDpNLJZ3tDEajZfU\nanZ7TeiyIt2TcL7Tx6F91bQdK2d0JEfckMPqy6vkGuf5WHNVBSvXllFT74GEm4auAm44eJBhXxGd\nDddw7uwUZkv+/NKSSSSjiPTQA1hK7SQyClPheRzJakzKCo5pk8A13fsJLZ+DqcbCwqWDyIjEeucQ\n6S4hENU4nMphtauoqsBQ9RzEkoWUlIVxe/Jq49hLZ/nRoyaiaTu9tQs5ccv7qFq/gsBoiFO2ctpz\nOtRICS8fKeWUvIKh0kVsHTpERtY42y7S7M1S+JmtFM3Nh9lkFRW7qRxHYzHOzCw5GG9pYJk/TcuU\nmbHpfFJRFNIBA6luPYlBK5kpA8pF9juXI8maAw8xtziFYVqtvsKXYjSZf/7f2nuEYnWID181iknU\n2HmiAGHlAuLTXtkJZRCHuxJvwsjEkoWURq3IpjyR9sf1dO0dob0lT8quH96N7s5m9HKaq04/yi1l\no9wX+0/M5T6W3Defua5e/vTr00wW+RnUF8yksVyX7qT28b0wmg/XcUZHqRifDR+6GIm2fLhU0uQk\nK+j4w/ot9BhdXDd4gNJkgKZQL7Zckv45Cy65zjXt5DUz52wjGCSFrqL5ZFesJL16LeMr1rG2WKJk\ntGfmPFG9NH9yb9Nqgq9IGPKYsJ5DgfycK3CkSWkawbQJgzSbfe+ZM/nMUmJEzypfAmvxmkvukbY7\nGd12Fapm5U9HfKAJjBt2o7fJ1HbswuPbw87z46yyuWg2C5j8U6jZQgyr38c56wraR/N2Zl/yDFu+\n9wcA6l2zBHimbZDncyGyjY0MlDXSVDgd827SU3L6JM0GPSG5l8W2T1PiMvNsS4aiSN6ebDRI/D7w\nE743+RlO9i7CJHqYzKY4GT9DKpTFapnAXvp7lvqX8+lFn70s8V5RWf916Orq4o477qC8vByr1Upj\nYyNf//rXSaVSf/niNwBXCPktxJtByK+Mpb7cx+py50OeqiccDA65cHmS5PwSrf4pHLUWFswtRJIE\nkokcQstBdC8+RcR8ginnAZrbnyFrdDBcdy2uhILersfpMiEKGqXVMVy/+iSOl18gGI5yNJ2lJ5bF\nZdaorj9FNhOlOjpMoZLjkGkNfz7RTEotoHnu2EzfjoYTVPt7KXKEEASNXNCPpGQY6I5w8NcTBN7/\nUx560cz3zmg80ZUg0LwYS3gKx9ggvpb97PI0cbR0Ib0DfUTDFiJhC94NNtzZGCuD7RycKmTi2RGG\noyL9J/LtVthUVhckuK1oincf2QNAzmZC0OU/l+GEHgRQJY2oDEpSR4khzJYFARbND+IZGQBN5Z3d\nz2E89zDOj157yfN+acTKs0P5Bfw9wyUI7/w50X/6Ke9aM47PluP+A0UczJaCKFDlCDNpSVEetTI3\nZsUoC8yvzdsml7UeZGTtcp6XS+mJ5klKqCnk5PxbQNRRv2MXakkZ9W+vIKKa+NG3vsumb36fYyk3\nqiBxdfQ02wcOsH74OOItjWhmPYooMVw8n4QpPyeSnb2X9N06Py/xWtIR9jddT1+8lMJsjIjexu9q\nt/HtBXcR119aP/r2od183H74kmP24STbo8fp0pczuP1mlFtupHJtM3qLiRFvKZZQgHd//nZsVQmq\nCtKsMumRcq9dOOECFNkws6hllVcvb+fGLYwOWTl11ytKGmoCI4Finmz1oyESVjoYGhvFEA4zUWgh\nbDWy/CqFHncUr2qnIVtAVbOC1R1Gccx6gWdcxTz16x8y4HLjzMYxy3lp+vh7343yua/gIstIvQ+H\nBTSdyLi3lKrhk0y6k6StMqouySr7Z9i6WqE3O4K9yIihapBT2RfQ0IjHC/l/nuokGq5md+r3KLLK\nzY0h1JyXL6/4OpJ4xQr5t2JoaIjly5dz5MgRPvGJT/D973+fNWvW8OUvf5l3vetdb0ofrry9abyZ\n0uqbhQuOarIsY7FYMJlMl63YIkmzJD3mD7OpaZKu/hz+nJ2V3uJ8HVWrnkQii3B0L0I4TONxqPPZ\n0BkVUu+cj21UxWYLUV49xdH9Nfi0MaLf+BN9//QRdn/j30mPpZhfbiOVClKYdBCLrSGti3PN4E7a\nrIVYcwYMQYWJvlLGRuOURc6Qs9rZVlzGvOookKR30EFwykbxd/+VyBKBwodOMrTmaky33oz3uXM8\ndnyY771jPkEBcnojG//j/8duHGWPsZYz9csZyuSwCwJqpIQ1ooTVnMCupng2UMn1vz+M88OLyKYz\nGExG1JxC9sEziFGZsZKFlI62ouUUBL3ErVVRFBXOmxW6uwrYds35C9UWOdpr56RnDltqx6jpmqSu\ntBBpmf+S572pZDapSPEdZUyU3oG1uQq/Vebu1WM8cbKAQ70+DE2rWdd1iqI7XHT11BAOWimtDGIw\n5d9hxQ2NzBMyPDJm57EBC/fNmyIeN5I12mlpbWHxslVY9nXTbXbwCznM7oUZPOf16NIGCrUp6sQw\nWjyEkEmj9YaQttUiPNpO6WjbTP8sDZcvLZjQmThmdE9LknZChfOpio2wefgoVfERfnFRHHL9ZC8D\nu7rg7mtmjg04a9nQ9ywLLEMcctZR0/8SrkQIFQHVYKI52IHhI7eysrMD27E24uvvRNHnNzEb//R9\n4u/+HPEju2lfOCvplgZ7eftmPbnHz9JWcAM2ejjQD9HCMkBjQeIkrdbFnB7O38cAXEzxmiah16XJ\nykZqSiJskvRMjQcINixC01Ss6RFSre306v1Uly1m7qCE/vk/kHzX7UzF8yruaNZHLqXjxaIFBP1t\n+NJTDNpKKYgI3NbyPAD2YjNqSARFZaRkBYvbHsU33InDXYLHrSc1Du70XCZcQ/yw/Wmi0lMAiIqP\n+zbW8r92dmGw1TKcO8Cu2GNcbb+OnR0VWPSXT1RyAVdU1q+P3/72t0SjUQ4ePMjcufm0pvfeey+K\novC73/2OSCSC0+n8C3f5v8MVCfktxN9zE3DBUU1RFOx2OyaT6TXbzGRmi7aPo5LIiRRZUtTZ3YhC\nBknqxWaLkUqG0X1iEZjz0phuMs7krcvoVCpobK7DVljNyc4ycjKkauDBrZ/nmTYPtdXw7n0/xuLu\nYtQhE9dpnBmJszjQyfgSCFhjDMid+IQ46skW1u//GdVn9lLXuQu3J0nbyTKOtBfSf76YuCQgjrZT\n+h8HCejMfLDsOnacGmFNjYe+QIIHjg0jZ7Kk3QVMfPCzWOU0FeXlOHq6qcj0YMsG2Tdi5UdN7yAe\nt7BqtI1eRykj5XM4GbJw6DPPMrTuq0w+2oN+KMKZ+m1MFNQiaBrJ/ijHj+YdZiQR/K4MFlEkm83v\na7smzOw47WHlnChrmtKIi4rR2sZn6jq/FqTldRR5psv0SXDrkgAb54bYo2/gCfNSTLEMNneQqCvG\nlKBeqNnA1/49TEqn547aCHfX5vuViBkBjdz/vAnTB+YR9lRQvbOFr0oCh27/Gu96/Af0++ppUMZQ\nRqZoWfxOIifOonUFUZ7oeM0+jtsureakIVAb7GXjyDHe3/kk97X+gdt7X2J5oB23eGnc7glLGY+t\nvQUA+8GX0U3bgB+es4mSpRLm4X7+WLiKhM7In5rrSerNzDl9ENnooqmnmyabjrozO2bu51i+iKK+\nwzgKkiwVJ2eOD3uq+cGLZfynewvjikqUOSwqq6AJGaMocNp6qW31cvJ2TjZhVGLosxWcn7ONtNtF\nw0OPcMN7/onNH/0G5eEIi3/yA/qtExglG4b6jZwYzfsZbN33a+rmHAaXlxHzHEbEDZw05h3vRi3e\nGW+MRQ/uJLdvGEEDT7PISEkhy9pb8TokNEEmYNwPukkIFhGQDzOcGMYoWlGlSVZV599DLpVPFvNC\n7I+kZHh/fd1rriX/3QSNvxcumPT8/ks30EVFRYii+KaU2L0iIb+F+HsRciaTIZFIIEkSDofjL4Zv\nGQyztnNbxkB/XE+FLUd/FCRpBJ2uG7vDxdioHw0B6XNrUR9tR2sbp3BykuLlBjRtDJ/OxYkJJ+05\nmfhpL9W6MDetyOI0aOQ+eydlMQmDqqMrlQVVoTk7xpl6C+aajbiPtVLfuWemH4nyYhzvrScbnCKd\nNKEN5e27Dc1JLBP5EJe2T36JRksJHSNRhsbg7aVWrp4aI7tyA8OKSmjBSjjVR23PHprScYSIQEbS\nMVVYzhnBx3FvA5npCkBPSAswjSQRPvoBpL0HWHlumM7ajUSdJaxb3wlnBMxTCZz1VeRUGb0IxmnH\nq0xaTzQn8KdjPmp8KRaXTzF4NkTZ4mKUff1oZycRFhbxndOzma/cBpn31+dJ1Gu6lLDHUxJeIUlU\n1ehwVRI6FKR8/2P0ve92Nu1/ksmr1wMwZCrn2ycENlXruLo4L3UfOT2K02xla70P0Bi8aR6ZZyyU\nPHcGIZOjp7GRrCzS4I1h7EqgCSL/VnYtXxg/gnj1JqzHLiXlUX89O5YvIaHL8InHH52dJ3KK64MH\nMURfTWsveGbzTzeEenmmYbam9YdNfTwaKGHIVoTeruNQp5fqyHP0FG7m4YIVGE8OYKsexfDc8zx2\n76+Y/9uHaHhyJ3+ctssCEOqlSYMFgkYoHKKl+faZnyon+0l6izkvwvlcfuciIGETEmR4fQnyAuos\nHkxZN8JACntfBsXSxOCHmzk3r5y0y0rZ0pV/2A5iAAAgAElEQVTI5hCDIiRL84k75uqjdN/xdlI8\nzYvDfWjSGHNt1+DVNwOQlQwEjQ68mSi5miKyIzk0vYyjLIywuRLX745QcqqH89Vp9vX9jNX+d2Gk\nkWXWf6Zz5Dm6Tb8FUeD2P34PuAqr7xkAKowN+NwWHAaZqckUBX7Law3rCv4Crr76ar71rW9xzz33\n8NWvfhWv18v+/fv52c9+xqc+9anLVW96w3GFkKfx30FlfXFiE4PBcNl0n5cbpygKmEw60mkZZ0bP\nQEJPoyvDcExGUarJ5SpASKFpITq75zKcPc5k2UaWRFupeeYso4N+JivrCAVFQrJCXNaYb9Djlgrp\nbbukhyhijrGczMqpDibnzaWi8wDNhx+aOUOOpxj/8DuprI1xdMJC13gVhVYjJPPOVUOt7dQDis3B\n2q0baAqlSZS7EVQQ0ikMHafolgzgLSCkqAzYC5FMbiIGlbN1TsYrK/nkgimMfw6wpuMxOguqOO6s\nZdzspSQcAy3DyolhhovmMeFvYKwwiGiAnFEk0TmCbUElF0rNmqZVx8GYgcc7vAhKljGLwgODPpZ6\nrZR7kghVLtRDg6ATWbLzBKbeIY7dcxchTc9ESsJvniXj8FcfJrnjJDs+/QkijU2sPfw4ZWvnsUdt\nILjmnUhZDePmeZwYyatHtyzzkrJE0Yl5UsyNJanwNpARZh2o6svj9F5TT+8eK9UvH6F9tAybasTb\nJCChYUpHOWbwk/jDPjK33ouVSwk56PBQO2VDuCglo5zJojMaUAr8EB3ipMvGovBs/uZ5oR5afHkv\n4gH7bJm+hlAvDI8y5+iDdH/of7JFamFnchGTdSupigxxtrgOivPhTjs++y1SMRuptJVd776POFbq\nJJXzikjs6DDH6yrRNr+Ttsw4Ok1hUaSFY64V9PsqeV/nkxwoXMA5V+X0rBOIKX8dGQOcycjThTcM\nUNYAZdOqxJCGFtbYPZVGmbKSs1pQp5WMOS3Oz05/ibSWBAlWpLx8ckhCM/XztL+QiHMpo5YCvJko\nhvOjHFp3F6cKMswL6rmmWmW8spDtA6e54ZYv8FTf9zk48QdMkp1rtH+hqWgr9317B5NiH19630uU\nmO2sLmlgoemDFOj9KBkFX6EFh+v1Mwq+2SprLZeFwMTft5ECP4L+jZFct27dyte//nW++c1v8sQT\nTwD5Z/bFL36Rr33ta29IG38JVwj5LcQbuQl4pb34tRy4Xgtmi550WsadMpLpLaBl2EMyk+GwPISi\nzPZxrE9DYjGFqAyVr8CgSZS37SOTjhPyrcIp5tssDB6jaF01BY4ker2CTq8iChpP7TZikh2spBfL\nS8dm7quIIonNtzJy7iWaa2KcmjJxJuDDpugQppIo6Rj6ZBTVs4Tzv3kJVBV6wpglhYLDuzG9+BSR\nyipar7uHaoeN3lSGsWyAx669CkfLCDV18ykE/BMa/X0aFc2TqKeTVKYTLB59ggmTG7c5y3jlAhJm\nFwVTXYz4aygWC+nuVUh7SigKhHmg2818aYotjRqSpCHqcjzT6UBDw1qZIycK1DkybCjObyCeq2pm\ny/5DqA+fYR2Az8ayJx9HFkUEsw7ZaUSwGVCMetRxBZPDzU0PPEL79hjdN25CFmXet+sp/lC/hfCk\ng8HqEl7s1ii0Q0oXo86RYd10ju0O4iTiRiqqZm3UAJXVYc7E6zinM3BeX0JVZgpZkREBZ3SEmyfb\niJqs1D//zCXXnS8to6nrEELXoZljXRYX1boEU84SvD39pA1WFMtiOnwG5p5/EYCyxAR6JUdO0pPS\nzVasGjZ6CD2zh4rbbkenZJjCwmLXEEfClYwX+C5pO+12IYVkjl//3tm2lfzceulDX8RoSlCumBjX\nl+EWRQaaF+CbgMkc/KbhRv5W1BsySJoVBMilk8TtOtI6hbSkIuZiZDWJgdGX0OfMOK3rADeL/EEc\nsWrqjAvIZM7xL9HVNE3lUMoqGV29nB0n/wfbM3WMWgqYF8p7kJtipygttxBL6klE/Hg2liL+Zpxo\n63EAivTLqDfdhqCrxN19gqxDj735XXyuaBNF+gqSSob+dJg/R77C59Z+hkp34WuO6S0TNAITKL/4\n7t+1CelDn4bisjfsflVVVWzYsIHbbrsNj8fD008/zTe+8Q2Kior42Mc+9oa181q4QshvMd6Ij0WW\nZeLx+F+V2OS1NgFmi45QEBSdRI4cZmuGpDFHXLWiSYAOLCMScXOMMVcATcqAoNFd4maxo5rFp09C\nSuLgojIY9rDb0kBJMkaJXECFTiQ6JJIZD3JKdLN17BCWUGim7d6r1vO8r4RKK2xbvYihM1NEvvcS\nwX/+KM5AGjQXksmOapq1YwooNOz7I8qvfolUX8/5j32eZEEN1TmVP3ZNYnSZkDyl1E+qOMuaZ5JG\nCAgIAgj+vGNP0OHEGwJ9LkHC4qX85EHkIjdSTGVZ+1OMrV7L+e5GfEIh7tgg+lyONrzYnjnJqu1l\ntGcVwlmRD1w1SrEzS1oWME2HNyVlgblLrEhXrSf4g5ewr6pG53PRNS4ix3I06GKMTaroOoZwFtmx\n15WjFvmRNFgzMcia5wdnxvuBs0/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IiQRAMIKZIpUpK1mS/WZsz1i215vRctDYoyWnGY+t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C/DrYs95DMyOUGlyiAyrqnMLa0kuL8Xwmlij4yh1xba1UmySInHxrhURviWf8N31TrWTSTQ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\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XTn9F7NcbeSjISouRmk1kv/IJjph4Dhxcz6bJ4zFpQ2jtsNFCr6fF9gxKI6KwdOzB4eu6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\nyERERDLwP6ZWTCx3RstcAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# viz.plot_trajectory(obs1)\n", "viz.plot_trajectory(obs1, interactive=False)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "For more details, see **5. How to Log and Visualize Simulations** [local ipynb](movie/tutorial5.ipynb) [readthedocs](http://ecell4.readthedocs.io/en/latest/tutorials/tutorial5.html)." ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda root]", "language": "python", "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }