{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "NIX File Fromat Demonstration\n", "=============================\n", "\n", "Demonstration of the NIX file format for the INCF Electrophysiology Data-Sharing Task Force 2014 in Leiden." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It all starts with importing the Python bindings for nix and importing basic libraries." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from __future__ import print_function\n", "import nixio as nix\n", "import numpy as np\n", "%matplotlib inline\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data Writing\n", "============\n", "Let's start the real deal by creating a new NIX file" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "nf = nix.File.open('nix-demo-1.nix.h5', nix.FileMode.Overwrite)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0. 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 0.9]\n", "[ 0. 0.09983342 0.19866933 0.29552021 0.38941834 0.47942554\n", " 0.56464247 0.64421769 0.71735609 0.78332691]\n" ] }, { "data": { "text/plain": [ "[]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Eqz6cTd13MCf68ryVsEjQHh7O1w6WiCMSnDawFoJ2z//jAB4F8EsA9yulniai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\nz8vYxmEvswAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "step = 0.1\n", "x = np.arange(0, 100, step)\n", "y = np.sin(x)\n", "print(x[:10])\n", "print(y[:10])\n", "plt.plot(x, y)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Block: {name = test data set, type = nix.test.dataset, id = 207d59c7-ba2e-4b5c-9ddc-2694bb36a717}\n" ] } ], "source": [ "block = nf.create_block('test data set', 'nix.test.dataset')\n", "print(block)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "array = block.create_data_array('the_data', 'sin_data', nix.DataType.Double, y.shape)\n", "array.data[:] = y" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[ 0. 0.09983342 0.19866933 0.29552021 0.38941834 0.47942554\n", " 0.56464247 0.64421769 0.71735609 0.78332691]\n" ] } ], "source": [ "print(array.data[:10])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dim = array.create_sampled_dimension(1, step)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "dim.label = 'x'\n", "dim.unit = 's'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data Reading\n", "============\n", "\n", "Let's read a NIX file created by [RELACS](http://relacs.sourceforge.net) - source code for RELACS with NIX support on [GitHub](https://github.com/relacs/relacs)\n", "![RELACS Logo](http://relacs.sourceforge.net/relacstux.png)\n", "![RELACS Screenshot](http://relacs.sourceforge.net/screenshots/RelacsAuditorySingleStimulus2.png)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "nf = nix.File.open('2014-08-21-am.nix.h5')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Explore the data by listing all the blocks and all the DataArrays inside each block..." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "a921c188-286d-4ec3-902b-258fca960bdb 2014-08-21-am\n" ] } ], "source": [ "for b in nf.blocks:\n", " print(b.id, b.name)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "block = nf.blocks[0]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "9a51e341-b82e-43f3-a6f2-d208d961468e BaselineActivity_positions nix.event.positions\n", "9f6013bd-7c75-4ade-a1f3-1f8ee1a3c089 Chirps nix.events.position.Chirps\n", "e5615d44-40f9-4037-a20e-baa1c7b4a849 EOD nix.data.sampled.EOD\n", "29f88d15-0cc5-4b80-88d9-211e05855057 FICurve_positions nix.event.positions\n", "f418663e-0fd2-46d9-9d28-cb2488b426a2 GlobalEFieldStimulus nix.data.sampled.GlobalEFieldStimulus\n", "8a4f04dd-5e68-4ce6-bfee-c6e44e16bc0d LocalBeat-1-1 nix.events.position.LocalBeat-1-1\n", "02235f81-0272-44f5-bdbb-0905ba466576 LocalBeat-1-2 nix.events.position.LocalBeat-1-2\n", "84cfeb28-c41a-4ff0-bd3f-d581b6250aa0 LocalEOD-1 nix.data.sampled.LocalEOD-1\n", "9c2c8417-12e3-4977-9673-747092d96d7f Recording nix.events.position.Recording\n", "2fe8c3db-fb1d-4e1d-b317-21a0c2af19a8 Restart nix.events.position.Restart\n", "f24bb8ef-af56-4567-aca5-3049ab797938 SAM_positions nix.event.positions\n", "b9425dc9-2d3b-4062-9ce7-eca6c2414510 Spikes-1 nix.events.position.Spikes-1\n", "16509352-be0a-4666-a571-a286f17c8120 Stimulus nix.events.position.Stimulus\n", "456a51b4-5d5d-4896-8e4b-e24c82c0eac2 V-1 nix.data.sampled.V-1\n" ] } ], "source": [ "for da in block.data_arrays:\n", " print(da.id, da.name, da.type)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "See what belongs together by inspecting MutliTags" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* BaselineActivity nix.event.stimulus 06e9766c-36d5-4514-ad00-449f4cdba6e1\n", "----------\n", "V-1 456a51b4-5d5d-4896-8e4b-e24c82c0eac2\n", "LocalEOD-1 84cfeb28-c41a-4ff0-bd3f-d581b6250aa0\n", "LocalBeat-1-1 8a4f04dd-5e68-4ce6-bfee-c6e44e16bc0d\n", "Chirps 9f6013bd-7c75-4ade-a1f3-1f8ee1a3c089\n", "Spikes-1 b9425dc9-2d3b-4062-9ce7-eca6c2414510\n", "EOD e5615d44-40f9-4037-a20e-baa1c7b4a849\n", "GlobalEFieldStimulus f418663e-0fd2-46d9-9d28-cb2488b426a2\n", "\n", "* FICurve nix.event.stimulus bd93d570-3f2b-4cae-85ec-d025df353ac8\n", "----------\n", "V-1 456a51b4-5d5d-4896-8e4b-e24c82c0eac2\n", "LocalEOD-1 84cfeb28-c41a-4ff0-bd3f-d581b6250aa0\n", "LocalBeat-1-1 8a4f04dd-5e68-4ce6-bfee-c6e44e16bc0d\n", "Chirps 9f6013bd-7c75-4ade-a1f3-1f8ee1a3c089\n", "Spikes-1 b9425dc9-2d3b-4062-9ce7-eca6c2414510\n", "EOD e5615d44-40f9-4037-a20e-baa1c7b4a849\n", "GlobalEFieldStimulus f418663e-0fd2-46d9-9d28-cb2488b426a2\n", "\n", "* SAM nix.event.stimulus f0e1f5ba-d734-4e59-a1ae-5c1a3ae40949\n", "----------\n", "V-1 456a51b4-5d5d-4896-8e4b-e24c82c0eac2\n", "LocalEOD-1 84cfeb28-c41a-4ff0-bd3f-d581b6250aa0\n", "LocalBeat-1-1 8a4f04dd-5e68-4ce6-bfee-c6e44e16bc0d\n", "Chirps 9f6013bd-7c75-4ade-a1f3-1f8ee1a3c089\n", "Spikes-1 b9425dc9-2d3b-4062-9ce7-eca6c2414510\n", "EOD e5615d44-40f9-4037-a20e-baa1c7b4a849\n", "GlobalEFieldStimulus f418663e-0fd2-46d9-9d28-cb2488b426a2\n", "\n" ] } ], "source": [ "for mt in block.multi_tags:\n", " print('* ', mt.name, mt.type, mt.id)\n", " print('-'*10)\n", " for ref in mt.references:\n", " print(ref.name, ref.id)\n", " print('')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "* 2014-08-21-am: recording\n", "|- Cell-2014-08-21-am: Cell\n", "| |-Cell properties-2014-08-21-am, Cell properties [2]\n", "| | |~ Firing Rate1: 59.7156398104 Hz\n", "| | |~ P-Value1: 0.074679903489 \n", "| |\n", "| \n", "|- Recording-2014-08-21-am: Recording\n", "| \n", "|- Simulation-2014-08-21-am: Simulation\n", "| |-General-2014-08-21-am, General [0]\n", "| |\n", "| |-Model-2014-08-21-am, Model [1]\n", "| | |~ Name: Wang-Buzsaki \n", "| |\n", "| |-Spike generator-2014-08-21-am, Spike generator [4]\n", "| | |~ deltat: 0.05 ms\n", "| | |~ integrator: Euler \n", "| | |~ noised: 0.1 \n", "| | |~ spikemodel: Wang-Buzsaki \n", "| |\n", "| |-Voltage-gated current 1 - activation only-2014-08-21-am, Voltage-gated current 1 - activation only [5]\n", "| | |~ emc: -90.0 mV\n", "| | |~ gmc: 2.0 \n", "| | |~ mvmc: -35.0 mV\n", "| | |~ mwmc: 10.0 mV\n", "| | |~ taumc: 30.0 ms\n", "| |\n", "| |-Voltage-gated current 2 - activation and inactivation-2014-08-21-am, Voltage-gated current 2 - activation and inactivation [10]\n", "| | |~ emhc: -90.0 mV\n", "| | |~ gmhc: 0.0 \n", "| | |~ hvmhc: -40.0 mV\n", "| | |~ hwmhc: 10.0 mV\n", "| | |~ mvmhc: -40.0 mV\n", "| | |~ mwmhc: 10.0 mV\n", "| | |~ pmhhc: 1.0 \n", "| | |~ pmmhc: 1.0 \n", "| | |~ tauhmhc: 10.0 ms\n", "| | |~ taummhc: 10.0 ms\n", "| |\n", "| \n", "|- Subject-2014-08-21-am: Subject\n", "| \n", "|- hardware-2014-08-21-am: hardware\n", "| |-hardware-hardware_daq_analog_input-2014-08-21-am, hardware/daq/analog_input [9]\n", "| | |~ bits: 12 \n", "| | |~ channels: 32 \n", "| | |~ class: Analog Input Simulation \n", "| | |~ file: /dev/comedi0 \n", "| | |~ ident: ai-1 \n", "| | |~ max sampling rate: 500.0 kHz\n", "| | |~ name: AI Simulation \n", "| | |~ status: open \n", "| | |~ vendor: RELACS \n", "| |\n", "| |-hardware-hardware_daq_analog_output-2014-08-21-am, hardware/daq/analog_output [10]\n", "| | |~ bits: 16 \n", "| | |~ channels: 4 \n", "| | |~ class: Analog Output Simulation \n", "| | |~ delay: 0.0 ms\n", "| | |~ file: /dev/comedi0 \n", "| | |~ ident: ao-1 \n", "| | |~ max sampling rate: 500.0 kHz\n", "| | |~ name: AO Simulation \n", "| | |~ status: open \n", "| | |~ vendor: RELACS \n", "| |\n", "| \n" ] } ], "source": [ "for s in nf.sections:\n", " print(\"* %s: %s\" % (s.name, s.type))\n", " for sub in s.sections:\n", " print(\"|- %s: %s\" % (sub.name, sub.type))\n", " for subsub in sub.sections:\n", " print(\"| |-%s, %s [%d]\" % (subsub.name, subsub.type, len(subsub)))\n", " for p in subsub.props:\n", " print(\"| | |~ %s: %s %s\" % (p.name, p.values[0].value, p.unit or \"\"))\n", " print(\"| |\")\n", " print(\"| \")" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [], "source": [ "v1 = block.data_arrays['456a51b4-5d5d-4896-8e4b-e24c82c0eac2']" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(419600,)\n" ] } ], "source": [ "print(v1.data.shape)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sample\n" ] } ], "source": [ "d1 = v1.dimensions[0]\n", "print (d1.dimension_type)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "time s 5e-05\n" ] } ], "source": [ "print(d1.label, d1.unit, d1.sampling_interval)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets plot something now! We need the start point, which is either the offset stored in the SampleDimension or 0" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [], "source": [ "x_start = d1.offset or 0" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0.0, 0.49995000000000001)" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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PnmpmXBydRTvU5557bu60XHFPUfinuB/AkeHrIwD8tV4XKnPBLqMf2G8jUm6aOd/K1vlw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\nwD5WNSqOrLxYFsAgAJ1ENAXA1gD+2qTB8Mxywcy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "howmany = 10000\n", "x = np.arange(0, howmany) * d1.sampling_interval\n", "y = v1.data[:howmany]\n", "plt.plot(x, y)\n", "plt.xlabel('%s [%s]' % (d1.label, d1.unit))\n", "plt.ylabel('%s [%s]' % (v1.label, v1.unit))\n", "plt.title('%s [%s]' % (v1.name, v1.type))\n", "plt.xlim([np.min(x), np.max(x)])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the number of dimensions and the the type of the dimensions, label, sampling rate, etc is all we need to plot the data, we can actually write a generic plotting class. Let's do just that:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from plotting import Plotter" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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OjrC2toajoyMAIDg4GD4+Pjh79my9qt0c69aU6tbg7u4OAPD29kafPn3w3//+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\nIIY7EZGCGO5ERAr6f8eZe4O42PrdAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pl = Plotter()\n", "pl.xrange = np.s_[0:15]\n", "pl.add_plot(block.data_arrays['b9425dc9-2d3b-4062-9ce7-eca6c2414510'])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Nz58/BwDk5+cjLS0NdnZ2Je6biIhUU/kupt9//x02NjYK3+JlMhkEQcC7d+9K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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pl = Plotter()\n", "pl.add_plot(block.data_arrays['84cfeb28-c41a-4ff0-bd3f-d581b6250aa0'])" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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tw8IbH285Qbg75HDcGJ6h5UUDrMHV63B4NRAtI8+rUeiJcKwZk6iLkhO1hy5y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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pl = Plotter()\n", "pl.add_plot(block.data_arrays['f418663e-0fd2-46d9-9d28-cb2488b426a2'])" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[Block: {name = test block, type = recordingsession, id = 0e34fc21-145e-430b-a0b8-71b34e231073}]\n", "(116, 59)\n", "Sampling intervals: 7.4 um 14.8 um\n" ] } ], "source": [ "#File is created with gen-demo-data.py\n", "nf = nix.File.open(\"demo.h5\", nix.FileMode.ReadOnly)\n", "print(nf.blocks)\n", "\n", "block = nf.blocks[0]\n", "mea = block.data_arrays['MEA']\n", "print(mea.data.shape)\n", "print(\"Sampling intervals: \", mea.dimensions[0].sampling_interval, mea.dimensions[0].unit, mea.dimensions[1].sampling_interval, mea.dimensions[1].unit)\n" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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bK9OywlCEq46kEFtyMm+Ajh2JJIrGudLtJuSo7LxFEWS7VYBWEUrHtsDGmuqt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\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jxnj16ZYS+acLQnZAvg8hOLqOr0IJiBMrW61w98XKZKxllzJWa6M8tJGuvJyUvnqE1Lua\nGbi2aaZj/ICb3PWetIXTThXuQD8HjnsDB+abG4WaPuekEgXN9znr0NIEeCyJA1dEPQG7X8PiwHIh\nDaPcKYCwj6CN53T0jJNWl8O+nW/N6HIyDZXSAFqvlB5HpSFKlr9LMH5PPe19rSVVItKWCnQ4M5C5\nUCaztNHVnHdAsp0Wha6cuhUb7ad+ViItAUgBNsalKRSwb52P6ye5tZUusBLpBujGPE7AC7UVewfL\n6GwCSq2tHhtjgw3PFVbW5XOgkhqgmjTD9TXacMXow7/q+rZbfQGr50HIXuNZyk2Y1S8LXdySw7Zm\nHQiy+Dt79nAS1uIK9Auc2j80xw/ln8tUa1fNTcWK+SzUpYEQHWB5vxXZ7LQHYnZXillfBNJqQU0I\n/h5nzL6i2w0Mum5KoJN3aHNPAZfYDnCkQ8m/G0qHmMjtny74F1NCdIsVoB6Hkh07LbJ0JsCDVQER\n6CKcAHRyd6LrrUaHmdVKpUBCjh4XQcUq194p1TxMK4x2UkjHIxgTpeYyUDQ7A6r5bBc7w3YRAeUk\ns+9mVUxy1CnM7ltf4r4CuFpaGy17AyRm1aAQc997DmUZw/WomCsgPecOIB+axZXLeCSh39iOpJMD\nFi1vDfcFg7oJNiskTk/aBad8A6nRjMHHuquQ9mUCLNcQl0o5nKABHbHqcbRf5YP6XdWJp+nDOtxI\nwz87kCQKyS0J2FDS9izdGVloB1jZ6d6QRUjTEZpc0MKO4K20ZxfYlP/UXNp0MzDn1pICWHoOGMoX\nUY56zvg2d7nJ+VJayovKXF8EOgCer43fzqSwUnjc0NTTsFvXyxQp+Z2yT/tBMaCzkgtKm7FxB6BD\nxbwCOfxj7yHfbbYtBFhYO5S8BjxZgJvXma43o+9+H3SoAz1oCZfxrsufTmYJ0PHBglj0DqXJGdI4\nQQaLBMADYOLAYSV21H0nPILaJwy9tf3Nt/9/AB1FM3q0U84i0FHySqILaHFUZPEm3cgN8aLMkZk9\nl+S88z+PijShrZmFBgom7XzSyan4KDC6+m4I225EL+cHyCiG77Vvd0Gp/O4g+AgaRoDTuaQQgsXL\nQvqbUpp2Tegy1820Q+RmMcXM1Y3rIoKMdDTJsbfMyNOMLn+GC3pzX7iy0XNtlxKCTEfeBKG06FCY\nUQFtbdpWnYuiRj6dUo0WA9utLFFyTPp/pjpg3JcoOApUrrO27NueLK6FFp3JrAV8fsysvXIFdhWE\ng20tl/NhjnPvQ8Y3CuDcjTfUVUfaEIDjFiCjfRaLxwrkHMH7/mqzRimAJxjdHyx3T2nn82Qr15ty\nhPHpziYprKweY32HnXFdB+Pxg8X7cRrzVQDPQ5J7Gh2mbCuciwR3sALh3xLKlZacNAVISxm+CG7R\nMlZ0InCzPqSZtBNvEfygBq/QCuLLPigQEGCeECCnGPDM7IPkE+XDKrxZY021LrkprH+lfkYpB2f+\n7UFuOQ8mdPxfLLaTmZndSmOyjLFqdBsT+FSlnZ17wlOjjyZiXa4noHNr9fLrazucANVGqknATRqO\nAFZJ4zSg1PvuOOqzDkWzY/tQnLtyqPFbPdf4A/A7FOgCFl50098N56cCHsAj+mnJWTI8id5plqKO\nDFL4TuAQSFj902SjKAOd8xk0LSHPpRSj7kmPo5JGKDQFHVVpjCjzCrjVqDOnl4/BkP5eAlrWU+g3\nIdwFDHYdTd9d+wxNxrgYFZxczXixb7pwpQIvoqREEHfXIkTdYmDfYp3LwQSpBWNyFWmWy8Eqv0c0\nNrazHL2qUlEHOUI7jzdI/T3PhzJaE6z4dGGxvX3Kb/fxthNkzlNTlASzDDxNC5qwHtpFz2tpoG85\nsX2PiJnTPlys7MlmFtYmPzpXRxqujbYrK2Jp9xkIq4k7zyTgttSOZ1JLIjnb79i2FQgrZ5XPD3zZ\nyTOCIuF5XcSU7UErBBCghMHuPjoc6pQoF2t8yj9d0fFnzfD4qlQ2BgrkBwM+dG35fZEBBHQ59a8g\nLxeETADgC/SWBE9BsUrEmmJsrBiFAdGJ37PfjhmOdaDX8Rr5w8697+poO11ni3peT6Drka2ZowAA\nIABJREFUa9xSraux2Q29Xb16Ffvf/x3gynPd/Q4E6LVI1ZV/eti0/5TvvID0ucud8h879fiMXytQ\nOKUe6c47Mb39HSi//7uoV57rOkjXWfR082Pbm7Z6efMF5M9dXpdh67nTX7n6n+OE83civ+0dKP97\nq8vWh9LQ8dUKpZYWByxbxAaQvusC6r9pdVm9U47e1Gy32t/rnoEIuWT1+e5WH2jb8Idbm/CbW6CG\nY5XvpARMVhcHPiN95L5udeSvAcz4byqA83fi6B3vwP53W110FOvfFXpt8e412Mz/Wa2/jLQYyzeW\nf+tdfpnk9ka7dG7baxR0vO0u3breE4D5wgWUz17uQaeUZ3zpatBySkdxfgCAO+7E0dvfgau/97tY\nnnuucwOrddfjBrENAJQ+XhbhI/b90V1VpXE7izXPCUi0H9b+npfD2mX5/d9Ffe65bpCzRa9Vmcdz\n9GXljQoAb7kAfPZyB7Q2f38aLwxt6dd8/PydSG97B+ofNFl2GuAfeXP7Y0PZRQ6gtrpQlgFAffgh\n3Hn1lVHXjz/+OL73Lx/8hr/3E/c8jgcf/Ma/d9xuOqADAM+9/SIWUXY+qhl8phw1b1lf1ELQKTw7\nOfmlR5F/7KEIIORu1ytfsJy/mLUmJSB/1wXc9nuX8MLfu4hqCoJlGeugo3r/4aChVbkDfcd/4X94\nFGf/s4fA0aDXfRQkp+1AH+TtFbXzN1/A7n+7hP0/uIj6xxuASmIbRr94MXM+XS3udjnAZ+yo4J/+\n9aPAww9tus/0mstZHAr6pRisHXc5Eif6PtnstO+8gN3jl3D43ovAE5fXFgxtg+Gaa/LseZR9KfBF\nR6cE3P6/PoqT//Chdg2JORmP5jLx+JutnW01WMLmt1zAv3PpEr701ouon70cU1xtRKoLvG4et/h3\n46L8q0eR/9FD3T8rTgcURd4/dsuKGFFrrqf5uy7g7CcvYf/3L2L57OUu/on90lMLnLLDfqv5tXzh\n1dL47I5feRRX/6OHfFamTg0+jd/UouJHKcsYjIw3X8Cdv3cJX3rbRRxfvtwvXZDQXSeswZlO0x7d\n3trHTn7xUUw/9lBX3y41hLnm8m59nuyb7lcbjsxgXN98AWd+5xK+8vaLOFy63HLKCIsQhDq2Uh6c\nBn7M9ruNwQ8qsDe5rLJJz+kWomW4yL2E5g7UPq9yoNYG2KdPXsLh3SaXa19ulwUKmEZ5P16T34u0\nXQEOv/Qo8n/8UPfT255/BYHO//O3AHRe9/IAnZvTdXUMHK62c+/kNEVmrGJd+LvNjQghdacAwgdM\nJbkvca4KS3ekCBHYirnQz3IboWgdyrSlUPUlDnLkfpZ7dB9Ri/h0eMQ9iNDoOiWFtQIwxkZYLheo\n6+rcKXTe2lIvqKgMGBjKHBcEj66w6D5zgqETSAxDOJSIvzjYcW8A6GhqrgJAYj5mm77NNZW4vpK2\nzxbITIiZaKLwYPEHJYULJAHd9Hw36yOAbEroEwMyPwwCyCyLgMP9euCttOA9Zv0lD2h81ou5rl50\nq+t4Ax296lG/wXJ5WIudT9XWpcuhGH2x1RmoEzzgejEgebAdiGbKw7nTQujkigxxUQ1A8h/uFmF/\n2gI6InM6pWivyUZ3plAAgHO5refl/G3/yyXayMsoDZyBLh5k5DvtW3QflhIgz8GIEMAHi8Z37oaV\nNm4otCea8p2CbMahVP2ffWee0HKV2TeR4LnGUBFL6RDkpHZMSUCJfVR5in2dcTsc3BzsHUttYIfW\nO47Z2E5sP8aydZayv+FGnULXm86I292UGvrl325KMtK3CqyVC32yK3Ms0FsWBCS0B9dAnJYaAhhO\ns57sQQIMLqCpGXjVypP0nGWlQEV0BB49VXpt706uIU8Xruq6U+ENmNA5RB2rlFN/szJRY7hHxZjQ\nC0A7L3u0Kfki7Dq6DzEnAHydIdLQJjphb59k5tzFRtvZwBBXf6cA6QSJ0Hy2huQSIbMJ4HlqQoY7\nrSnJlGiysjkJ1J2m/JUD5NQEj8Xgd9NkeCUBZRILYG3l202ijJU3JD6DYJOJ0CpXEae2jqbvgDrk\nvFP6Qi/GH4y4ZuQfSHuObkXnvbxW7lXfMVyr8tPzUhuwmWd0WbwZ3+FgI4tCqtE3RxcPv0eWrRu7\n0sv7a4qcU1xegTzhAJLfSmLVTUHbzsKb4t2alHJMk1/RFLKW3asyKHiW2RX1cF6rBcLW3grkLzSE\nWReg7oXfGGPD/y3yOx7t/0ytQRDjiSONLhzEMOGpfpvxZRRxXPi24zk5V1CT/I8AlITIUVYQyz1Y\nm+xyLIWjuajGSSwY2yXFt9ZmwijjaczV9U32N+kn18V2a3r59bUlEXpAMLmifCoin3pMRSsMfi3m\npCLwhRMzfIYUg0s5Al3knErJLT6IPsPrlOCSsstqnNAJ6RF3VITFSo8+4pUqdO8oNgMHfV/FeK5C\ncGtzjdTfqwcDaJam390nNmqkMPGp4FO0BxC0PKS22wQhHzxONQDCEdqKxl0goZ4j+CHLUa0FBc0q\nMFtgNM85y4a9phqI8SmhJuQ794AdmWCOwIw8Q5CzE+HvCdBMmXdJAoEYydsMFo7qOSutcNXusm6v\nEewIBvEBgNJMrUid0iAAooLR0bVYA6hAOFtodOV0gGmDlUbrDu9pP+XUbh1VU5lO1i/zJP1Q3He6\nTtXoLtsql9NAXUgEOin6u757sW/ydznHbEAFHR0INLoTYHeWkPFcCullHYDOCuxYOzIz8pb70Ok+\nguqClv2dtBSLkAY00/o0KQGTABoBJ/xW6Ro/ZAStuZyNdq1GqgheGC1nBDlOgyK8ngLk+Kw0Ah2C\nGgU6WhaCoCT/03sULJIaw82G+g6gG2B+PZaib/h2C+hcX5tP5eMNCkkVBmJ9cDOvuF0c6FBZlBDi\n3BK/RQVGwZPCBcKkY3vbD1YASdSKOfUzLSiAgBA6yvAr4SzX6rvPuZVponUEIVhGH3Y5BAigYGBZ\nuq0O+3i/rH/PtW/qHliOEdMp7bdM6jbNQJ3heVCStUtNISMOaMsJ7O1TBA60gtQKnJjrUEfdFJDM\nvJpS/EaLz4bV5RNYPlp0HOikML8Xmx5cl1DCBJieU4lAggrAgFKZRLkQLNQGPCbmEuLzLKzwJV1C\n3QymgpVFR6q3ec/lsgj+LuZE/Dx+XnsF5ywgIIuWNJ1O7AORNBRiKLKO8KscHUQOu7cf6zAF+Zgb\naCkRD8NylhJg91ob+wYHEexrs/HroQYdFpMBdI1MWfo6AWQNPlUa6HpqmJtCplup1ojlcSuME+z0\ncncAx85nAh2hbQeOzapSD0Ybm6FK+eq0VLeXySP2ryP2/xrtUmurE0WqeaL6RTMF5JCxSt5kmdgG\nkDBa7qfUP0u5sdjvdPo5Y4TSjAA6stiy5yXhy3TUmuU89XTzc6vjWBemZ6A8vrV9/dvNCXQEbXfm\nzLQesXQLOeZA8IxZ8Wmb3ORZzwIs7+Y3qQB4XNCAzrE9z0ynVJTcyNw+7beE8KVFp1tTigLP3usr\ns9uohD5/K2InzFS5MukWR/Qr807ty6nAoBoda0U3Jdn/qYp4H7knKGCnIqM+KrDaf6cQ8CRzY9mu\ns1yJCQ4EfSyjld+rxGsqQ343Bf2Zj8ZjYGRkpyDMgU4JsEP+yxme5t/B6qjUVOHXeFctwIkBHbca\nCcDsaE8aVfSWlYGvdKvj/QHYaKyJZhb39mEfq0CSeBXGFJHHVNGclsjwVDOiVnKj4LQUdYE2/HcK\nq06idUfoBaOpg7IU1pfTikXeSBCraY4+BwR4Z54nj/0qDVQ4wEHwB2WU5j0i0JkyLA13WDvY1kux\n/DsvBZwJifR6ruEO2twEDNaKyGFlvL8UG9CVPri/VAMMKfo2+6Iv85Ab2MlWHzZl9R/3bQORCxpa\noNabjhTkY7EkKh0IrHKGL97pgc9sg9zaTC1J7PvKb37NgQ3B0ST3HckEXbeAjOaVuq6Azi2LznW8\nCZKvcs//p4LXgI2nTqfi1t6jwsgWC9zykU8F2NlwJScgm5VhZwKD/YAGArow3O1rZdzDFLcIRMi1\nxoZQ4Vegz5CcosxACBr/3QRM59aCQHeCNgpwTdJXK1rKfXs4z81K4aZfW7gt74DpqCnGfAia02WV\njW55ibLkxWjJd0+NXkcZPgtGLcXTBNx2rpctulZWBTzBl8dKyCiRgrHCeGBvdWcStwzgBcuMfALU\nPYAF7rZkXh0XUMZLS0Wsmj5qGzlqZlR3Ccn1luDrQItZ8ThqVlCrVkBXmPZsSQbgDOx74sGp5x91\nW/Hb4zcUiHduCOU5sTI6P8t7vD5UVhjoSpCjhWBlzH2nS12otatbamHo64qZtgDCpNesl9WX4AkF\nPsBQD/gE+GKRTNRJ/qCypYKdFJhJYcYy0RJyre20IGl+a3ckMqQObSCWyW5P0T5U2AQtbtGxb1Cm\nUVaO7bwF1HQpGP/mJJZA0p80sfNiMuK0GEWnmxCQp+RNn/nGDPhmiUkVmE6AOwB85RgoV9tDzpuU\nebk/z2wk4ws/mrzoAL2ek+FubV/3dtMDndHsvjrqbxGCMB3i/52fV57NdGFIR3XBTcY2xT0lYJds\nNeI6WDmTXFtH4ysPAK5Ws3aaKVcVt5+z/AJiRqno7gahQWUHvS0ENwVHtwCfdXj67F2ZmVWm6rsn\nxIwkHgEkBToZmGyKuAsmwJfZAOACgSPCbKb/3SS0sPZxoJOBc7dFW3YZaEXxJSuzgy0KQwJZiBto\nCfdHSUA2oFP3BnTYBvKsk04EurcFeoWt1128iwLJGorCXzWAntHtqBuV+iLvVzdNQeMFukp0Rlf3\nurTx+kF56Ur2SMGjDnIMpCRs1FPcMV1aiBwKamvNLK8ErH4GdOgiXeScbiqNd8EGyPEmSnHtcV1a\nd9JS3uVAR5SXL+dSQqHW1OLOcomg6sneywl9arFwsLlRzq3t/2PvfWN2S6p6wV/Vfp73nMa2u2kU\nCMbgDUIf4ohyOk78wx8NfhBB8A/2JHZuTAZvIBnjZGImMblznczcGYdkPsynqx8c72VCkIC5KnxQ\nEToGUW5G7XNpnGka0MwkGtNkiLdp6O5z3ufZVfNhr99av1p7v6e7AeHtk7eS/e69n3fv2lWrqtb6\n1VqrVnF8uHNtAi2tLhMQ9ZtbLU3PIKeG75PzxBbD3zWYRq8q5R1AjoId6UfkTe5GIIsB6i74lB4E\nEIxYrTRSkOirH6u0of3WAI+g7Ga4sqzas66MvQGdJ0+Bw/WxX6gps05xTQ0w6+/9SrSiK7BzHoHO\nhUbn/KYig4azA16XgsGfIR8+2yejpSDkYdQjMBhSM4E+L8J5nsU0yxkQYmakwpob1AGLRud6Dx+f\nFUhK9wpwVLBAyu4qVdKiLhodnxV3RARX/jbDAZw7WxtD6B2Ds16ZgL4HuoXcL7a8fDoB+iWgHqRc\nFIZkRmnG41oi2LLREvUadg22i+ME7G9b3tFVSM18DBrCvMD3VIPgGh2rPzUTBAqtAZOFLphPlwYa\nVtFYfoPgp0BFfMcBQwYnPd4HRtCjEo3lHoQgyy/5umasGchWId8iT2p0+rQc2BvIIdBRRpzOrOvg\n4GvgwmfCfEX6YgdG0EzNiwESdzQm0J1CUIXUlIPtyvZuYd7Rs2pGPfU1yPExKtfDQSHdo08p0KGc\nGsCIfZsgk7uU00F5B4Q5HGn8lnXZWL6bJRXCw6av0+LvNu1H+gOhwR00QHXMh9GM2Y2ouOBmlUo/\npfMm2JG28P5LcJPi+Hhb62Fl8eXvmld82gFEwVKwiqUeDNnBuEsMNXHooVUvAG6zsf/kDeCGAJ1h\na4kisXeqbDVB/svDeI0XLh/PpHEv0jNKtyTQybPowSFN1IoOCMhUOHu31SsEBRUhVIcZgnbCBHQY\nrryacN1RAMj7XjY5My9m17AMstMO3DBmSobY7Dww0nVRxnurE/1PYDFY6mUE08grA4wJuOlmjnxX\nhwEQ2rVpDiG9PHQ80yy3ieFRMFZhDAN314pTYFeLPVFChU4txrDMtY/fUCDoS9sJ7mw1VTO/Iu5D\nxq1D/D3rY2SoA8hpIdy22lyvBwdc6cvq8+LvKKCRaz+XwAQDCZO9g+akLozY4yBRsChAsEMDzLmv\nkoIeCh/A/Xe0nYf4LRLg0JcAa32lnFFwOcug6abBoZPsYbYYKvOY7eZBAb0FLKQs/nkD/wAGcx0B\nWsZlW0vm/VlrM/drYR/AyNPIkwj8lWcoWQYSJoFLHph5ofsHSnlyMERmPPhy8b6HFqfL4+gxBlST\n42UljTmxFF6tiwKUTzkQ3HCuKkoIaYuhP3GsWx8/coLT4TG7Tu0ogO9zd+MIXD9EPjtEcEFf2GIa\ntEZai1Oz07FKOfMBeGyoc5EuNDrnK+kMCwjmU0zLAoKYgpVpY7XkTzueCH0ALqTVR2YQTibg0Edm\nMQjzres+jtmKiO/SEeMlH1Qbe8AxKXu32bUPoAwYOKD6+JyWh9oVF4LdHu0I08IMgPE27BrXFzX8\nfAoUWy7F5dL8lgpzpSPbSGe2wyyXiYJmBk6fsrxagBSq1qdq6m8gdkyvcc2YGcU0Cm5bb4tWZGpA\nFZ+jvhMc0Gwlj9TDZ6tlLG5ON3MoVTPXyu+AAkjayr/PgiE0Uu4/gmXm6ftDWQbsW5Xvbmg6W7r2\nZe0EK21sT94fbMNCajrZRvoN1nfY5FH8HlwjCcR4VJUC4ICNIPMIC02AJSwBuztNxtSmTiVpb/JZ\n2kCBgYM/pXs0Geg3RU2agh4ONW/DZv8zoXK0lYrqZM4yTVNoEHX7iLwSk0K7zsYfrC9X8y27YTG0\n2Fd09232WwWxxeitGkst3wDOEODmRl/AJpvLP1Gi/hOk7bGUs1gMn8ZJGPlZ4t3sj8eD8E8ZGwM4\n1bZkt6nL+N4ZgPJ+ATMjduCE46SMi65YocHUN4UGzAEmyyP09pRA2VeSPvvZz+KBBx7APM940Yte\nhLe85S24dOnS6rkPf/jDePjhh3HbbUsE12/5lm/B2972tptnfrGp5/lKnMUBWAv6gvAnsdnH5oEk\nPDLgOWNwk8nobMIHWhUmx3IpMJLf+a4vW8d6ZeNZYIffLlJ33YXaL5Vpk+PKt7XuHpGVwrUvgKEx\nMwqZhsVxtxlzqkA1dW83M9IQJ8L03aRJR6KrlVOL5bNYz0SuZ+D0yahkDtKoPlpqxvTIugQ6HR6p\n1leusZ0IdMzpGuxvGSSntOlIfDOmlhixayR5lmsUASMbwmdY3cO6lZh576wfEOSw3u7XJEBmlvsB\nBKWxwPrNbQHqh2MISY4Fgmhf/dhD8A2bI6p9Vr1bM9gBfBDoCj0GmTwgtCE7q38pZnpA3G8CnRI0\ntKKuxu9WmztA6tF3FQjwXYJLnagdj4gNiqXa6lPWezjQ6gSrYfnd23OGb5xZbLJ3qVkMreKKvNjY\nEmMZPaig/eaTEX4z/UbF8GR1OTTgKSsXwz4QMGjgxaENFNwwRpQAHe9zwpOPh9R2AloG1Z3csw96\noFEBOQzuPvfFzxKIMruWXr+lIMfMhMpr/dNnAZ2vMD3xxBP44Ac/iLe//e24++678ZGPfAQf/ehH\n8aY3vWn17N/93d/hbW97G77927/9q/vocyTdkkBHHS0dgCCYTKOglM7MAZ7BQmSKADl27yaNHkyf\nZgpl1oOK1wDFYM5IM2AV0CyfCnoFNSuNDoKxKXBpNovz36w8vmxSP6JCQ+igAxlGT5/ZkdY2ux+Y\nuAGddsCi0RHh7PlYHsNqLtGYbZ7XTY/dDBxNo5O3/BhWjCQNgWtyeEYwelVw9Q50AzrFtrlokPbn\nMn2MjM01MKRJSl1ovJUGcKOq/Rq0dMdwWRlHU9CQFwKXTnLm796HKEwsj/lo5qCj+bvQxKSNsXEm\n+DkeYwySLkOEYWD0d5qijdTPbgA6BDlamaTRmZsFmiyLRmeyd9Xcwn29dtJOGegQTB45dnp8g3Xc\nMiG6VkTanxGBSaqOGPO9R5txJ/WhL9fxviPaqhm6aMXAD0yLJtoyyKrGfVs0Orsa2y2UAl9irXFx\neJ0nkt5l2YftkpZd1ehwYYVrSazTMZDizvqCasyg/QZB9xWgN1BHoDPQqmCIwePtJBMf9IV/cBy4\niwCBpPA+xkM6Sjs6gOcYpclNeJ2Pb+XPiPe/mvS3f/u3+LZv+zbcfffdAIDv+77vw2/8xm+sgM7x\neMSjjz6KT3ziE/jHf/xH3H333fixH/sx3HnnnTf/wHzzf5/ndMsCHWUiw145iJkGAI9krEyOzMkz\nOAtp5xkNQUsTQd5HkOPLIzmzaTIA7T3OeoEAX1oMCqMBlGmRpTxNBFHnTG4Kxuh+K0og1U7IfV5q\nXwrcd8lX8GzQhAEDMYswYIGVzgRO/CmDKAoVObbapJnpDGZeI4BxMEuAwyMzUQV68j8vnwA9XeWW\nZTyAcHTM/9A8IcJVfu8YAdLgLyFArUodihxbzJT5O9CxC5/JUihqvbhcW4AOz4x/onnruSHa8Nii\nS7GsjLWiZhKfGGzk2TsGED/0tbaMCY98zHcVzEwxG6f2gCDH96OTdzLtG8to45Q+KVonBzkCshUY\nsR5q4uFvykeAAJiY7Lt29qjQFaEFNYCTTYxbiWCTZxJ5MBsWoTfiO+qTtdVG/iyrYe8zcKopaFa8\njWUZNGdJ24tEtwx6Sl9oxjFRAY9grmNLD4Keau0KA0wVizad9TjKWN6ZvGDdVBulpnAeI+HPuGcH\nOuv/lj73uc/hfe973+r317/+9bjjjjv8/o477sDp6Slu3LgxmK++9KUv4Z/9s3+GH/3RH8ULXvAC\n/Pmf/zne97734Z3vfCcA4PHHH8eXv/zl9Yefw+mWBDq+xw2C0Xr/6cNpJaBW/UpHsv4GDE6WFXAN\nSRWNjsehEKYJBONtxWbPNgMtnJ3Y4ODuyIMzqxRpYCgQBtBiZl5LlJHAiDP2asivXEc4124dyTSh\n9wM9RUiRmXEZfmXgPdKlBi2Q6NTbUsbBFHPG4U3bg66knZs+Uns4rWiCsbKr5o+/KZ17AaYbiyr7\naCt7CvsCHVxEmPE6r/TaPDCmWeqi7yG95wzbhJP7UImwG0yicuiqD7arm1/raLKiL0430DuAKkmZ\nd2sfzUCHmNL9vSjkmtGeq4AAN+1Q2zFEgG4ADgv5Dwf43m1TX8wNdVqcRS8bUNgBvuUKm80Fdjmb\n1tQCTRNW7UeaORhN4z9rf7ZMfdHYy2mIUK0zHG6aSz7RzIHZxvTUgB01L2WdL8/TBFy6NPoseUDL\nPr7G9nFg2jez9LHfEfwHCP7jRbJ6NwNoDebjJkBnAIaQ3/r4PyjwSYVeRc9WXsyHqfGyftjIi6bg\naWjBl7ltS2nxDqPccym/ax9lw+SbC5uN3zaA6stf/nL86q/+6ur3j3/84ygbKuGqTATA85//fNx/\n//1+/0M/9EP40z/9Uzz22GO466678OCDD+JjH/vY8M5rX/vaC2fk85aqqa4BLAOATIg/yaCRx9Yp\nM4iNo1QTyDa6e4fvqFzsPZ0Zan4FoXrmQHVmTgbG2VVfGEyeRVFwOHORujWCnbIwP85Sqj03mCee\nwlqjI+qvgSm3kWFTag1MhEK6IJbh0xSRJKSHuycdawJVG0LBhUPHwBQLFubdOwazlfq0uGami1o+\nXdO8mYVzA3DpOnAHFp8TahF8fxxgmE37aiQrf57pr8IXCCOcgXHPtQ1w44e8X63+GhWbJqjsvDkI\nJysjrA78nu5qraaqJO9WSWmmfVWBzsx8TNA54GH/lY7eGhYnZtFiKJ3LwQCo7dgOE1YnBbEvWUH4\nXSFoVKz/eZLxPQDkbu02YaC/Ah01K+oeenSKHzQuCBCsza9azwIpwxQHV0162W2MTy1MTWpWGRpb\nxt7uElY+aTquWB4HeibgBy2JZM22JsjxODpFPi0AwyOe2/MrTS4SiFGwgI1r3nKsUKOr6m+lccrT\n+bJ1RO7T5osisGgi91Y3ZrsvEg3atDoOdhTotPTdswBPfvZp0p133om///u/9/vHH38cly9fxn6/\nH577/Oc/j0cffRTf8z3fE5/r3QHRvffei3vuuWd459Of/vQzL8g5TLcm0GEnBRYG2dcDchhAGPvb\nqt9lBqECusfA7Rudtuj78mNJ52HMmnmJdeEePRQQOYkcdIZADU6TgcjNLznzKyb8esOi0dmS7Had\nAc5wNuHKcOrgILcze1mVGWimCVdxEfDx2w5oVIN0BujpWOg0VQE6GwCnEMS0EOLHNi5Hzivsh8Oc\nQ4+m7WJdpyliJpU5Vrx6DB8DOh6luwSNuDGl1lV9ugiSztLmuFBmn5A+261P9Rmxs7ld61Lt1UxZ\nfl8BW5vJ5n6Yz6QZNujIftkQY5Qgh33At2Cxh7mQoPcAX76J5Km1i2l0aNrRFTAEjmpmJn290Bsg\nh/2o2/85SSb5HRCIUFXfomrasdpCO+bjXniR56ngwMpA7YQGc8TOymcgx9uQ9ZL6bB2nE3BySRpF\nOj7z4uPu02T1vFnqBDld6oKYaBV5riMmFzP7a8dg9hyADunUI189c2wN7UgNC/Qhuc552buDpm2O\nCSiXkR8RkxZ3rla+wxAeivCBEf3nMulvzwLovOxlL8Mf//Efu9/NX/3VX+HKlSur50op+KM/+iO8\n9KUvxV133YW/+Iu/wItf/GI3e91xxx2DCQwwoHOh0TlfyWcegGtteoHvNI4O3w6Azm95J2JfeUDG\nimD4xXxNKLiWj2I1CztrqjuYW+zP8KjccMNAMpwmg7KnZ1lXMiU9+8BlHm0RBhQW12/AB3zZOA/+\nMQJw1JZO9TwZbMZ3aBhMOJpKviaTooAVnbczb33WvsfIqEAABfWPcnCg5bM6+j5dbS0ThrJ2OZcx\n/1o3BP4UbbXluzEAl45hhdwwsxaQ4fKLtE4CzelidMhmubzrtTqNZgDjtCoBRMo0AiIvbhl/q8y3\nIPZes99KCVOJjzclto4La3u+twLlaRZADUUFPOSCg3wITTm2S9xvOnvzoKZrMi06UgsoAAAgAElE\nQVRUEa0sxnd0OwCPqTLDV/+UeXkfBQNwB5IWRPs6SUNexL7AdxM48RfZLxy1LOdDMaFteVKbSrrk\nb9cqoPAmSbVz/m4JrTTbhT5OYFOmPqWanTzRW/EXxOooreaKDZNH6YdyIt8UQMf9sGD5Fml7J2nm\nn6JB3ZpArr6fy7JVyTPSN33TN+Gtb30r3v/+96O1huc///n4qZ/6KQDAP/zDP+BDH/oQ3vnOd+KF\nL3wh3vjGN+K3f/u30XvHHXfcgZ/5mZ95+g9cAJ3zm4i0C+CbPrKPAcFgucpAncqWDCKvJtPT3hcf\njazaVh+Q5cF0tutBE5G0Ex6rwj6/I5MUZjaADLl3wS6CQwU8mfrR6tDmZeXFUzcQS8g7BtW+bgUx\n2Mw5SI15uQpen28Ajkte8xHLtgmSB9vorMOZnKr7W9BsYN52Pe3X+Q6AL/UN9w+CzbxpUujbsvSS\nMb+dCbBdAlGlwqMB85sMt1+kTRh7iGBO910ibVsSgA7G+L38XaGD/k6HYm6m6k6uDfgmxNYkBdJv\nEIx8ADVy7WcBCnrt0aQrcHkffZi+TVW+M6y8YvvJsNkC+IM/jAHc/bTMvB04Nmu/ZitnJEsf5trv\nRHuSwY6XiRodlXJ9zGdLg+Jm2rKMQy737trWDYNG1/eV6vCViL5as0Y9o4FGemk/ySEJNhcbZJTQ\nTRNFolWsA04mAZ2rDoS7Csk3rBRNz24l1fZt4QT+dhA6FCu7rhAlyMm8lLQifTxILAsmQCcDevYz\n9xmzWDwdqaBnHVudMl8/g/Tyl78cL3/5y1e/v+QlL3FnYwB41atehVe96lXPLvPncLr1gQ6CaQ8j\nSQRCFQagSxKzX8oATNoCdDzQHGIWOATfywxIhLzuLcNosAzLz4BqE4I5crCpZiWbFdRck68bYnfh\nuS/XR2MGj98IhkMTl24vkWf5QyycHtYFjX7bjY6cCcxHoJ2OIK1gu6xF6utgpwetuJosL7dGAaZd\n0GyjyZdrARz0Q+nFAjO2xIcE8PQeO1WfyLcnER704fCgY2SAZjZxAAIRUi3y976GUfgNzHbGIEyz\noNb6oSCWiLcF6BztYD/zPdiKAJASTv3a/ENXSAAHJYQKSFej7eW9AFaTWpwZU66qH8cwYeB39eNl\nfM6X/hrQGbQBx3h/5SdlH1d/LjcTZY1OAixZUCntM+hR5/tOzYiM5SpAXjutgysB4KVhiUklGoez\nGkrNt7pKz9+dZczy0/Z/AioYeHenXWkbmlnPAjv8TMUYyf3pQM5ZMj6DHT06Fnaj8a98AkF+ssFD\nfdLEMd1iPDutqFkGNldccvHEKtq7qqK2ZMIWsMnEOw/pImDgM08PPfQQPvGJT6CUgv1+jze+8Y14\nyUtego9//ON46KGH0FrDq171KvzwD/8wgCUI0u/93u/hi1/8Ikop+Imf+IlnFeQomwg2V+CokGLn\nrhhXmgCxSaBFGG1H8zMzwVbKIsxK9rJPRxeh5qHvj5I3mQqWPKkxoF9AE4bo1yZUcrTfIvfHbvWx\nOCg3+hJD41IDvni6CHldKKDXKnzKxj1nfK6KbsHQiwCdWYGODXIu++0CGrkRngv/HnUlzdi+lW1A\nsLqH+wzdjMFwVo0eKnVgPPsrvO7w2faJEWhwJma/srq5yY1tL2Vwwc3flQFLnXXF3dIpNi7LCNId\n4NjZg/21pe25HQJn5sceAks1gdM0fmPzLGPGQU4CWKcVODnBsHLLZ9HbVdtM3gb2sPfHEu2ys0CO\n2YeH96WG8/hUrd9BxtjNDgpMgnFrN5rCn1ajU+J5OqnSDNcaFnPWjFh1WeHbS6AjNAXW/zMYDCLJ\nbZr4NJ0YWJ4r+lt5Gf4CDe7zx3J16TNbYEfBDLDmJfWMa76bMUAuo2EKdyvi+cB+ZUBnMv7oE8M0\nQVT/OYahYPtqYMYMOgh2mn3LgZPE//KC5ZTHcwY1OrYu0ledvq5A5wtf+AI++tGP4h3veAduv/12\nfO5zn8P73/9+vPnNb8bDDz+Md7zjHSil4D3veQ++9Vu/Fd/1Xd+FP/iDP8BLX/pSvPa1r8Wjjz6K\n9773vfilX/qllSe5plrhWpUMbs4y5wyjLKNwCi/E7K8UoOwRqyDOmpZg47eznuO/i/RzCq8pZtdu\n1hGmyhU0fJczPzR47I9jW/b8ObZwvlWNQcYCkOs80+bs29XqUmb0GPxc7gqIcOsYGNrK1KeMKQE6\nFVpAMBs/umna+A0BmMM9RvDijAnBtLV8PvMHBrMChC5aL21LXdrnjBYj7TPAIZ0O8yhQYHTNJjgH\nTtbeNEM1K7tHzqXGoI281U0pHBsV7kQ79IkE1qIQ0Q8ICCj4+Pywqq1HGSWLzWvWGen/3CZgaAOr\nCwUyxwE1mLMJ7A74jJxarFU/FBDikji1D3mDC+WCtcmCmoBENwUF3tdl+f7wTF+Re5VH0X/kxPpw\n3Iign2d5RL6jpp2tMqSsB7OQtrM/x2+OZBj5R+IjvCnpHa+z8SJbjLeYo2uYjWm2PAIeumNrrLHe\nHtKiBP9aBhJGvlVE42mDSM2MQ1R6llv4DeQ3B87UnEk/y8E+v6G45yJg4DP82G6Ht7zlLbj99tsB\nLHbDL3/5y3j44Yfx3d/93Q5eXv3qV+NTn/oUXvnKV+Kzn/2sR3Z88YtfjBe84AX4m7/5G7zyla88\n8zvTHqi2Y/Zq1keELozQz22894FonbkC4Uw5AbvLGJaQuiYmqypzhkxSHi5T58olX9VRBUhN43t2\nOTjcudOpAhhzemxNQI4xVu4BtUdocIajhMMoB/fg/1MwCFoVhs4021DlQYU/aNesLi4cgNhDiQcZ\nKAQkAL5UfmrA6SlCq8KmVibFsgpT9mYjwzOBP/htSVuz/C5ht4S/VtrOZKJDtFnVzImA2/VF86JM\nWMGlayuBQUgruGBScIEus2x7b1cWYbxL2kB2riH+iwAzp0OVdpR7rmRrfQGgurKNQEdBytb91pkr\neiYdK4nsOuM/yqHmjCyEKgWbARYtULe6Ehz4v2Q1oWvikhDd2sxyuGdBjHdMjB9ktFuBgHQ/AF8h\nhr+X+oebmLFo9vK44nVBTBrywXrk+m7tuwXENhzEjYzbM/CzEvxsAPDCr8knuHqRoSAY4+dSDQVM\n6cH3muan4yNfa1sgQA95Jfht49m+d17iGazTqk/Ib24yk7GjoQzm5AB8oeD5ytLXFejcdddduOuu\nu/z+wx/+MO655x586Utfwste9jL//Y477sDjjz+OJ598Er13PO95z1v972ap7rG432PNIHRAAQjU\nrR2PAkdU1oNDYgUOBDqI7/jRIm9Pcu3PldAKcPTSz8adHXlN5KFlB8JZ1O49JgximTR9chqS2taY\nHYGOfsYBDkZww4Hszts2KD0abRNm2eIbJEH2g8rAk6CEbaD+S36vzLQJEzKGdLghAADbbUQ+Robu\n9LHzblqAxm4SZiyaDm8blTwZ5GTpjACirS/mIvWZoTM3BUMFcCqzbRUMzvCEqW7NUlXQsJ9QUBTE\nZp6cmXo8IAHXDpYR7eHtwjZNTJpnAms04MYh/MLU+VnLk683xxeiDzoZkuZJZRUBDwVthdCIkxu7\n16X/mh/v3XH4iIjNQrBVEPuC9TBF02Q4aEv0sB91AYAHSpT2UwDjNCnj7zoBGoCRCF30EN7UgJJH\n6NF69DnfiwpxziDHwVIbxxJXus19aYMZws5KjMdhUko6aR1IPHtAQyjwmApwuQbN0IMPQuiYv8Pf\nViCHz1BLaXmw7H3CZjRtZQ3Kq1bXhiYHfmhjpzegnSe/mItVV88unZ6e4vd///fxpS99Cffffz9+\n53d+BxrRkcGLep6Wyv+A7VDVt99+O775lVcWyf10SQSqLwGUDsg4CBqkq5gPzvz8u7C79+owC+M5\nq+RXiaYDO1dqVozBlQmo91j8g3uueBlcusm7rlI1v6FjE4EpWpBZGHrB2PD7u+7CN129GriupDNk\npiJajakGg/BvSLl6Xxh/ecVSl/qKKz6IFSi5oJF20evS4lwaIqhi6h4dQLnjLvT/7KpqvVdmtwx0\nZj3bQd+mRmEmTkvlO61tXn5l/HhixJ6EEbt/iqkaukVXZmwbTfXOu4DvvRpZCKCg1o9hEQg2czBH\nN1UJE1Y6TBZn4+TKlYjJwmXRRL4s6yyCnL4kPQCf+sGx0AQU0513oX/30i5D/CVtOyGjC79EyiAO\nXJp02inYHq+4Mowx7zem8XNaarvYh3wfPILDBBIxAdX62BC0j2UwtVG3M1e30Rla50B6sEqAlevl\nMWbQx3ZTcJtBjgKclZbPPszvtQ6UO+/C/KqrsY9VOnbSrm4ur062pQ1NcBfE+NS2JS+rV664Sckn\nUyXizzBa9U15J8byeH3tmJ9/F06uXsVsZZjbyJtIP51cVcnTV0Im5O2mLLbLPVeetpya3DSJ9Tgt\ngPvS0YRc69I27buuRh6fvPYsvvhPkJ7DQKf0LTTxT5gee+wxvO9978MLX/hCvPWtb8Vut8OHPvQh\nvPCFL8T3f//3AwA++clP4jOf+Qx+9md/Fr/2a7+GX/7lX/bt5N/97nfjB37gB3DPPffgT/7kT1ah\nql//+tfjR37kR76eVbpIF+kiXaSLdJH+SdNTtxfc9uWvq7j29MADD+BH//0bvub5fvRnHsAb3vC1\nzzenr6tG56mnnsK73/1uvPrVr8brX/96//2ee+7Bxz72MVy9ehW1Vnzyk5/Eq1/9atRa8YpXvAIP\nPvggXvOa1+DRRx/FF77wBXzHd3wHgO1Q1bfffjvwX98P/M0jAEbNwGoKJWrhnq4BDDNxnbWiAqe/\n8i5cetev+Hc1doynrd8Q6N6dhXUGbs/WK1dw+bfei+v/4n7gc48M8Xm61CNfM9R9K8s1z9zNmTvq\nFTujAfv/4V04/He/MpgFdNY/+AAlEm6lrD6vr7iC237rvbj+C/cDn31kVLkL7dWvZ/Dx0d8Qv2kb\n+Yzsf3oX8Ku/sp7l5m9CfGNElTxbW3BFDk05OzmXV1xB+TfvRf+vop8N7dtHnwX30Wipbtr3tE6W\n6r9+F9q/kj5Whi45amgQeWODhvl50q7ecwWXfuu9OP2FpZ8Ns13VCGTz7kZ7kbD5270A+//5Xbj+\nL5e6NPtNmm+lcStItEs0LSX8pqjV2l25gtv+7Xtx+vb7MX/ukcF/Q5Sf4RMnZw8xAfjKMF0h1my7\nDxRg97+8C8d/tfQxanL8LAOkaJsm3jJoivq6faZ7ruB5//t78dS/WMaMv2P90/uN5oNRY0Q6e3wi\nqSuP46++C+V//JXleWuvmXkj+IFqewtilaKuIHXzshVgtnFVrlzB8/+P9+L/++f34/TTj4RJzNqN\n/jYM2DrwBa0ny2TaTG4nw1WlpQKHf7nUhytkjymsAiAanHyW/q73er27ErysfO4Rz0v5kHdssV/R\nnNmORiPrV3PD2Pdr0Lj/63dh+u/H8f8NTefJjPYs09cV6PzlX/4lHn/8cXz6058e9s74+Z//ebzy\nla/Eb/7mb6K1hitXrvg+HD/+4z+OD33oQ/j1X/91lFLw0z/9074T61aoagDA3z4C/N+m5lMOsHVO\nDFd+8ost7NL+8TH0B6/BbcwyKIaHMzJQZiWCVvdFGr7z6UfQHro2qKi3gJr/RlW6Hb7RJJe8m7NC\nP8r1449h99fX1sImCdFZwADVwWSO3EjVzyXMK8XMiPVvHkH/1LVRIIswG+ICUcBJKvlGBJSH6P/i\nY9g9fG2Io4ONtiHoK+bAwa0GijEgjWjmZkM6FrBcn3sE+NS1UVIDbpriqjb6tJDRDkKtjKpzTfPj\nj2H/fyV1tdBEuwOBkpIsYZWV43KhgAZQPvcI+kPLt5q8s5XfyrHV+i77Q17KXQpQH3sM5ZMLrQZz\nSMpTSakrxeYWgpPCgf2MQpKFnR95BO1T16C+db4tjPhZ5YCAHlfmsIRBwGHxkWh23w72if/0GG78\n5bVhtR+FmgtvAWBVyjcAwjR23awC+GKK3f/zCPoj12LzWZo5W9y7YzvWS60bbF8mA+m8Jg36449h\n//A1B6Qd0sUNuHmbyDX9nNxEnQGwmQvnDrdh1c88gvIfr0GX6PskUkyRNIWrn5/yhToBfWcAR/hb\n2QHt8ccwffra0mbH5TjKof0r87hxsKSz9beTDtxmfazY2J+0/xDc5DrNQDkafzHe62ejEdufqx/b\nFx/D9FCM/2840HkOp68r0Hnd616H173udZv/e+1rX7vskJrS7bffjp/7uZ97dh/KHD6BjMG3JfX8\n4Z6zR/F3cAbVgH6K9YC1PDriG5tHzjNpdDhra/Ozc0irMMa+W5ilHuhYIhMfANi5V+C0GPNTAYi4\nBkzTgRBqdDI9mpPq3gLk0c5ed4sGZL8DOoGO+by4ozEBnjC0AfiRsUq7uDOzAByNG3SoS7yWYQO/\nDQbWG1AtfhGF5cw9qXrMYifAtxBYOZm3lC8ZlQp8Y7az+WoUhLaoTDKTnRDRuC1dL8BlGaE6u11p\ni6S9yLQzqBnOvKYQsj5L7YnOpp3+ogWhPwOdbtkPQEdcAyQTwpeL+wDxqFIWpHIDEevnaL/1Fhqa\nDgyr6kqLkAOzjSlqMYoJRMaYcsBa1+cOADfgmlF3DBb69L5s6Kpzpmb03O+WOD77HTDtlu/v7X5r\nwjP8przHxszOFla4r8+c2p4gEObo28dzwxLvqYkAncpSX/pi7fbp2zputnhXLn/ic142OmFbH9sb\nDY2c4dhcQsNEfzO0oOmg2e1SDAIJTuz2CL9K5bMEpOw3WsUu7KHHKVcTsHhm4iReummgrOxenty3\nqoGcksa40GyI91YFgJ0ncHOxvPx8pdNToF+Pe0bJ1D1IVtsalLFzK9BZaWPsnjNWxgwBEEtSIe9p\nInOvSxkYgZn3vsKCAsjMTln17dmn+2JaiSVwhPyDQOpos9SjXPdldY+CCF/CDBl0drjqGzbQBRhk\ntbDSQYHSEA16Q3hvke7MxHdE8gzvnwF0HOz2qBcrvYrUrDM2zauk/AWcuRbBpsiuai9hRnAQ0SUf\nza9KM0ofUKHrW2/I+wQN1HoN5CANtNhl/BZf7xjb089nMOAs/3wH9bPauKzL62NE3q91Wb3jO5BD\nhKRoT4BYQaamV67M8wqa1q5T6lYRhjYRKEd4DChq9rr19ZNJ5ks9hPJUFqZau41De2bmuB6YjNwL\n0TsAzOYHPi9l8W07ZHm+a1cRNFFQSWBBYImyPH+jLdqNG/NSvycO0d/1cJDBsUWNEjXPCvwTEFKw\nz+c0hs7Q1VXIk/8Yz6PWkX2okVfKcv7ZHPoLtV6nC63QlrbaWxDAndSH2s98r91QywnAHalZZ64w\npamPYxxWRj8XOBJtBlb94ES3hjKIK0i3tNoX6StLtyTQuXEDaAZ0Bk2iCGMgGPkgOOQegAsuyDuQ\n9zwoBBCAJwuBNLo5uGv6XrFne4e3jIdsFxAErK95ywHvTNsGZLeZYDvGzJCrQdAtyF6VZaSccRdf\n1T4IjgkB6njvM7NEAi9bj9k+Z3s+0JXZpLqemfhOH0EiI1d72hDK3nZbYCczfAU5uQPl8kgbO7Pu\nWNTqAhRUM+JVSe/7hXY6E9baZ12lb8xStTmcIQ5lTPTzJOrzrNkcmL+OiR7ZnHVQHjYk0MPs5VvU\nHDnIMa1R7QFs+HE1C+ly80qTI8GOtYEWxPcqIrAoUmYTSsVMm9SS9l200X4a68fffQLQ4Rtutm5R\nqFn0IrRMzevNYUCnHYB2KpobHhKfiHQkr9iRhtb22hZzD7+VDuCbG3B6sHAKk1m+S2hmvY8ZD1Eh\nnVUf5F+8935pdFeNtVZ+oIX0PZrQOM9Ln1sOmvCYwbwAHdeUIGjSd2mi1cM0qnTUdtFJHtuWBSDQ\nUf5VevALDQDIFYvdTFYaHwywvkKQZ+cOrAIGfkPTc3jV1S0JdA43gONTyzUZoApwCFMczCU9BnUO\n0pVNAoMwNuGTzWBnpjoOqJXsaXB0wTgdOoPKWp0uv+UQ5GTasNmozwrnMDns2rIVBHdKn4w57kzL\nNAjvAp9VEwANDo+kVVmTQE0aZNa+m3kmgtDnaZMxncI6N5wNlCjgEnOC1a2Z5iBrcgY/DgU6G2BH\n6cS21u0m1Bdj5TdU1sJfAYeq7rW/qiZQdzL3MrN/kF5bdGF5E7BTB1uYAF+BpPGRrUn+Ul4FHgjN\noZfBp7XxHDVjEzMrQdMB7FCjo6CJTSTaVxbWx0gPgQ57ln3DAXOBb8swl8UslduCzxGksb2aTTy0\nvQcfJe2TdtZtU9pBxkxfn1HEBFrNNDoFTY5t2Rbh0CKG0cGO2xrw5cPie3IC4MTagNpa0sXHK02x\nxxhzTuMubdmjTtMZQEeHTqaH+6vwQY4fRJ/f2uJj34D5RmikBi1ViYjwx9liOTG/YqAMUgbEBJnX\nXj2ry2wAhWCcmkPy7cJyky+LJkcjvKt21wFPF/54HtIF0Dlf6XC6gB1g6UC7aRFgO1M96HYOqmJd\n7YlT1keVAejCxb7rM3IVgMLYhocVOKX/9R5MlT4FPnuQjj8IczLJFiYDOtX2Gb7qyh1jWwz2qS+m\nK7oRsLwcvJk5+aDnwISYEcogq1g0v1CtDmP+ZHIN5NgAEyJTRtDX4tzTOzl5+yVhPQiiM7Q5m1lv\nMfASoNEdVjfAASB9R4Clv2dl4WaB1EJQk5DNQS4cWA/22Y3+ogDItT8SMwrmUzUc4Mcjn5T1TQHP\nJtmknO7z1uOofWxTjkWPWF1FoyNgtOhH6GtDWskER33kVr5q7AslwJprdESg8+zaSfutSb6DL4bk\nq+/2jjB7zcB82I5xw6MIHaiZ2e+WMk4TcN00uAcDRqcNeMpMVy/owBPHBbwxRs7UMfRLBxazBRc8\nAMeDlZM0xibbi75COqQ+snpY+oHuOxiow0DWEe47Sf+34xHYGb0wLb5SFUGTaQdMx8WPD8VAB9uq\nrceOmuc5gfM5To93uc0KJ010R6DmsJic8Rhaei19ZCVvcM6AznM43ZJAJ6dmKNusNI7Esw1abaLZ\nL2VD3vpIJbDwdxLzz8xemZyaMNT3wc91ATvdVKG6QqvYoFnNTlvII9cCCAMmyNvJrOfyfgQrMOZ2\n7AIghFHp5pEMcJU3FHVgQMKZQOrdAEAfzVwrmpe1cOwIBpNnbO4MLruXn5n6qMLW1WSth7+q+xUW\neIRXwSIBFLSxCwZfLQ8mx/ZQjQjbT9pH2/NAR3T2VTLHFu1Iv4A8e3XfH8l/WMXSAMyL3+vMVSFk\n1gZq2MeGQxi2Tw6YXw96+eaZ1gd2u1HTsBL6wuBzv9WI39ydejJ6+Coh1sXqJc2ziU67PMDJj7bt\n5pl9lM9LvpnGg9O90bVJPQG4P0ZOLlCtj/u4xVLvBsQ2DUW0OcV8SURb4cEorT3RzBSIAJElHa6l\ntv93wKMBh+36JnQyejT5oSNWg01CL49OLe8NQSgR1/SV4gRssow9qnQRUGNAT3kDqNUrY/7Ookrw\nQaenHcCSL89lN/aJLV6u/Fz3jSN/O8vXzbWBmQF+I9PF8vLzm5yhV/gMbm5JEAAuXJi21KirvNNF\nRwCevG8MmQ4Zky/DNke5aRKzD4KBloplVQGZpc2sFFT5ShSpq5u55H9eRpgAr8G8uLpHBXg3wUJ/\nzWxyGfbjErAx7M8lSMaBkZSRKzIGegvdM/260BUIMOIzQPuRzopnpW5ct5VFs0UByn3AbJX+4q9g\n/YR8MtNIz0tFEQ8r2KNGh4KHGgZqamRWyfvTQwBM7Ya89kiuQjNfFcXnRQDrnloEOsAyI4Y531aT\nRIzY7YBmHvPw5c49ykig45q+GivKiu0q71tMmCDNAlLB4wBy5ChGn6kG2KE5bObSXWkSvdYxPQik\nEiDfyyMZqEmwuuMaXAtAmrpPRkmgUispApD3Ov71MbYxu08+VNvM5wioqZ0mOOU2BgVws1zFCHZ0\nOZkDXyC0kjXGvqaBRcq4JWqbS6wEI1BzgC+TKc4LVuY98pZufIShEax8zfr+JCvsqvKhDHJS2QlW\nCBp3BnRozgei3ScL3aFAR3ljdnUgMOYqLZ+kcfxAaIE4X2h0vjbp1gc69memSWerU+Im10m4r/JP\nnJR+GFlD4DFADAhNu9hHaYcYCD4IFURMkX+jWeYowlVUwxUxC+gt1KhuAtlg7nMBTvajAOwY71WD\nU/M1hbmeS7pHDG7n2CaksmlQGcVsjJa27IagI2lSJO9S4DGENpormqrFDPPYlsmK+zGYZmAP+Io3\nzmxV8OmsXbUxlDZuBpLtI9AQ2wSURSBr0DV1LkZfTATDkvci5poi7ZD69cDITeipFsYdwUlXggPW\nt5kg0XdkxQ+vV+YLE9jsaypsKBwmW+5dCgYTWPYFGjRRCeyARW3w4HVVxoHuyK2TmN4DkPvmpdZX\n2cf9RW1vgh+CCaJIORqsXRF16SyPCCwCI8k2Jj9sU/5e5Vv2nr4PLa+etU9ZGyqdXaMDePiEQbPT\nIj/HNCVo1USjI/8e62ht5nUtS6iAuSNAm/XNXK8M8FSjg77wRGpbVUE6l4Wv0vTqgQV10sGJR+I1\nBLqchDJA6M7OAFxiTsa4i5TZL6UOTrcG12aTz7Uev+WwGuoDdG7SeXKMfpbplgQ6yng9CWrWpFFC\nXUCIwPU8nwbkeH8kEhem7NfWiX1Jus1OOLvZWinkA9QYRgHcmx+JeTpftjz5SC3DRGYAFbUuM6GT\nXQgvUJgQnNnMDlOiEWfrqrnJZ62LAEb3dSohYLbADoV0MSJTo+PLde1TdPYtBeFjsm6ykb4URkYD\nKlmOPSaAczdTgTAff51Musu1to+2nwGeLgLEQarQyn+2MszmR9Co/ZJZrfZV0vOm4E7rYeCFAo0m\nDs72u9BmMFOJjxeBjmsSUjv72DJ/FgIdHrA2zYcDyKQt8oNtJyQsCIDv2iak9+26mumDKwepPfVw\nAFmAp/tB6Mq59gUc6gqv4duStZqBu9FsAsZxgxhngxZCGJya35G/1YOGW6ju9AwAACAASURBVCCH\nmpNBo8N2oFDjPd/V+qfOpjzSad2CvtQuz1ZpTjz5CfJC1yBJnUr+jpWhcyxM0Rcm+mFa5bKJSAFV\nToO2pY6O3WD7wO6fRmsM+Y4vCDA66qaqzhPaAtRWk6mL9FWnWxLo7G1Gr6mnCw4eFRRDDJkyvjww\nKEHbXf6vjMtnKDYr2ZVgrLpKxIOnAcOuxd2Wo/YZS1wPy7dT2KgZgQIMARzUnJT9NlQQOROoIeSU\n0fCsocmdNCr8KW06YqZu+dKM4AKSMUEoKG22Q0yAssZJJbKjMmjx00AwagLFoo1xE4ZGPyWYcJoK\nsK/AbIxtZ//fWXk8iNnRQCRNAmTI/P4s5e7LPWMb0WRG7k7h2nfBtB3YFODkUmjWvL8iBJxuVrh5\nWEGyjwBpoPGayjSOAxWmHswNkZdqdDxPdg0TWqpxHHzF5LluglU3PKWjKPOvsIBtZdlVHmx36cs7\nmhXqAjhcMwm42bhhEeZZwNcG1FnoixgHRe7dnErhTw0DK8627Rj6rZrJtWuuMFSmvbVLh4xx64cK\nlphfkTwKlnenFrT151qMt31fwHxt0XeHpddnnJG+p/e9LPlNNYDOhDAD1xJmYY41noewDgURrLMg\nHC1lDLlKxzvVcvhKTJsklIolfhiX1wvvFKwRtBYA6W1n7cqxr7JhMIliPK/6vByrb230i3ORLlZd\nna+0m2TGiBGMIF1ncKPnrdkgj4Jg9GSm/hzgTsQKNqhCVVv6sErJBnAHHPAwsB8Qg2LYWkDLCHjG\n3H2bPhETVfRYAwhAGDbgzocEDlS3DjMjfrfJdxFMzmd9ZAjAKuDZ0eg3VVuCaoTIS9ozyOmIyVRN\nAiUzpiGV8XKSOk8FmOuikp9FCHj7WJ6tY1gRQ6DjfaxHWzrImRZwpCZIfpe0pyahG2DrHThWYHcy\nMkGtX7OO56YcFRK8VtBDQC3AhxxgJ9oif4fl47PsH2X59q6ux0Vm4OoTstJiSB/SOC3dVglpe9E5\ndCXYpU/Tf4IO8QQDNHUyYjBgYIdt1Eb61IKI2it9YEL0f/riEOS4U3KLvFlYH2eKCBNIIZ1RQsCz\nbxQDbQ1iOuxxrUDU946SyY0HRWQsH2lHAp1dw2qfqbmeDXQYfsNjN0m/Ih270cOBTlnMwRzLuxLt\nSj+YXQI5Tj8DLYFc5TqPeetTjiSND6FEH8sTxVkeG+KppbHnEetlktPtG0Xajq4IDlopT7S4eczI\n7+cS6VwAnfOV9hPQrWYDyMlnjOAmX+vSc2fUxsArAYd9w52P7ZqrH3Z1AV2THbvd8g0KgK2zD1Qg\nAkwhmHaTcg02XSBit9BGLd8uBBFGA2ccfEeEdHXixfksjQ7ps1KpI+gIwLVR8xxbSLjwExTjyzMT\nMMlgh6+pbwHb1+vVJQPJ09t6Mh8PAxtqjtKDWqsMdBjQK5u1SltmtIFo4UKMlSnyPzflyTfnumh0\n+FtTgKtCx2aWk5hk6N/gBaoYNHXUTBAxTuZDpOZFFTSg0J+kvkh9sgn4t3HCdplUYEi34nNeL8Zo\noXZFZ/YCxBwQSxUpcQn4CvtcMUfYvvhhDf2AmgnpFxTAu3SNIhMgtq22pQpeAXhF8vcZu/ZNSQp2\nYHWqkykw5gXgHDpwsFgwB6PTblpAxK4sWknX0NVYMQRIe7TQhu7tfgD01k+z74jyHK+TfEN56GR0\nHjQ6CJCVQY6uyBu0WqSTaMtWAEdpKW3cEfl06w/UGg681B7TRSQD6CCPZfs1c3on/xOAV6rxJOGB\nMRM7A+Sk/C/S1zbdkkBn4gwZITApAJ3JqvDOB+D2397gUS4HcwAQHVeZvg0UDTTGZba7aQQ6Prrm\nyItlU1+OloRHF+aTZwNDKjHIBpU4mZSCgHxAzumaWgvfCwhr+uo7BAMeqLCFvxI1GO6jxDxYZhPO\nzjBVsJRYAqpaiOIFOqMOQgPWA7A+Y5qlYQWU5KV0VvOMMqraMYSArxR8BqSGpa4dYxul8k10+rRv\n0b9hAI+cbSNWoAHS5i3Ku2oeedbbUBhywfodMm/vQjZWvErSdur46d9i+5BmCSgRQLpzecdgXp5U\nM8Yyb9SFR0P4y9HysQL8lir/FAwAy/sIXxNhOowZe0BjddFZzgWogQ0VeA7k2JelTENd+kirYwt+\nRfrM1ueoJCXRvSzdNL323l77nvAb14gJr8m+aoOmMfUT14zbbzvrJ64plbHrk6hccQS/GWjMNtcB\nqW2kzyCuPcig1GmYGEmdWzOArOOnLULTV7MJ/2WAP7IRpwPWvNr/2dN1GZ9Z8fRvZLpYXn6+Em3L\nN0t55jowdBGIw54rZCB9mfHs9qEWd1W4zTSoaagdvkzX96HiSMjMskbZCNQoAH3wShHz4VoYExYF\nS9k4g8lAzhkLGQpkkPcAI1z55PFysMySPYibMm2I6td+K0fgEmLpNpmLq9AhzK64nAlmKW3QjDZ0\nPB1i99j/N6VzPjpig0QyLfqGtGC4eYZdC3zDxbJbCt9UCDSgTwHOarH7ikGb481JehjYdRBgZ/pq\nRQOlQx9nXfguGa+CfmAQTuW4RMQ92nYgFCjDGeN3tB92BAigJpHmHm8fAwrc5LIAEdDyZjNz1slo\nq873JdWn92VsTbBAmNQaEhj0+JTmkccPTVTU5ri2wY5S4A7+gAjmHpmwD5N+XAxAgJr3i6IviZu5\nlehtaRf6Mbl2DOP3px40bUcLxjkv5s8BjJSlTcoEjwCOk0Rr+66Dl9TPtrR+QPS93uGRhhUAMaAh\no9P7+13GEMfeBn/W72m+AziSsZWB2bBAhHza6MmXSENTki4atBpAbNcWXsZNjgc+iqgL+QukLkpE\nrw89wm2i4r5IZXj8In2V6ZYEOhRcTJvMO3dQHVDpPc5KlKcd6sK4ZwMwDbZiyQZuXq7pU0sDRBm4\n6MqqYSomgvmsNJSZzBQmHOYFlDWxfbtqv4QQdNphDXZmY8Q07QCmpWC5ijzf19fTDHwzwlxFgeaK\njRJCpkKYG2lPBtQD9LhdnGY6q5/uZboJcOzwJqEWwQT9LNoED4JI85LdE+hwyXjvplVnfcnMDJQt\nDgkYfHSy7d+JL/2SgtDrcgYY0MYjIHDmbkAngwJeT6ZtO5rZSJnyIED42ST0vA20HSb5zdrxWEc/\nsa3VVqvqCJ1yEMzh//ZbkbocZ/FjkT6p41jBjR6D6UrMKm4OtDpnwAcsGXCl3TRF+/cJi/+dARYG\n8PN4Sh0DuOawJHBhX6g2tnf2HANvOk2tzh6tt8gEQsY947nMFZhOMJpCRVtBOvlR0lnaigBJzU6s\nD2DfpsTp0pWlbVQjNvhNyj3bYEhFAGKJ8hDUqFk1a9bIhzoQsZis3xwK3Lw5FeCkLbyMi9JogvPh\naX2VVWG/2HKN0APyPumnw/9cpIvl5ecrUe3IpIMjgxxlLqsBlAdWgc9ej2XR6HBFjfcBAgEeWZtD\n4aeprM9uo1cus/HT6t8GbuibQDOCB9My5tuVcfPVHoxAZz9HY17ca6gggIeDBnmWKvWjMd0Tc2I7\nzrFUnUKGZ189VeI8mJayUOnxssbtYbuu6FswfrQFI+RKMIa3n4/hTzWVpXCTLQ+vO7j/F0jLCvef\nYMBGlqOycoyngxByWzN8ZYjU6CC1kxNBARJCGM5s8xb5ObixP34WcDAfx/FA0vlnNvIYArRVYNrD\nl49PItTmsvw2xMrZ0uYkEOcgpy5jqfUYg9m3gUDH9zJiH4bM7C3f3PemdM1VQHkPKSYVTgq8YcK8\nWMRJnhd7B8wjejl3vU9O7UytYfHRIwDotkIKiL2oSE4BhH5flnIzWnApS1sxcnCfgHoSQJeg/dgN\n8Mt4VPMSJyS5rRgnDEjABPAl2XRmdwCCBLAQmi26IXBipTGFnJfb2PbilKi/xn06ZkFtfEgtob4K\nq4wYvJelT3gfUz5PjSknGE3qZ32DS9V7jVWBrB+/WVgI6adpOFykrzDdkkBnK2Um7TMSvUYCQnxZ\n/qn+FOo/kffl0YBuNGn1Al+SqKBrC+isfpNb3eUWHW5Sy0yS9XYtDDmgjOxiz3C5pdustQjK5OQf\nfDRrqPLg1BndZPFt3OcCQitqABIQ1G8O9wnoqPQqer9Cg4k+ZLBktvOSZzNQVpUuHUPb+DL+Segs\nGg39rgpF/SZXgni/LPCouvMM9w+jhqZ3DGCKAfOcPqn9BpOVnrWxchtaWbzafftcYFqsFkDY+xXW\n104+Edxa1hVIlXfpAKvmCz3oF0eBz3wHEylGQOMAp9h9wRC0TwW10njTR8XGPzUsKojZppDzUD87\ntzQG6bw/tJHUiXxklnIMJhrYSqdiPKgGnatcD0WSvDqiL/L6ZmlgW2VsL/VDYv70wdKyO52Vz3QD\nu8bvsi/TAHoyXaUuq5hIqdzDyzkv5UFF6lPhK0WdRjqu+vqs5rSWrh1c4ZxpdC5WXZ2v5E532GDO\nwiz47OAYh+3ZypCEOfNbRe4b1awckPYOZ1u0w+p+LgPwuVmysnLgVTszGBdkVqFB13zEdNF2ycCb\njyF4faZT4KuSKFTVl4YgiWWvJaI8T3bdOrA3U8/JCdBuGxme+uToUnEw72eavOHgmpYt2703vpgR\n2V1oMewFYXacg7atW9uZU15p1v6cnRnYUVV7pYABwnavWhxZQeUmCArGvux1paYAZ7j2jV2JKq00\nI6IxUaChAlOXZHtQtJw63OdiLiMzLn0xf3HsTA2YjnZM0b69LxozNUdsTR5K+n9J5VVhleviXcHe\n7/7QGuhsLSH3peSqQZPxogsEGFgT8g2aohyIUYtrkbEZjmCI5SJnbZ9KTVtbNBGDQN+41iY365gv\nUnIzupm+6hztiR4PloYhmCD5izcVwRfHfMcayKR2zIBKU37Gydijbq6lIiAqiLhbwkd8mTvHrbVz\nh2ll7cb5pMoEaUIIgJqkj6IsY+1EwjFwkQnN6b6aVvpwo2lR6MSJJftW66MmfDZt+B7nDFucq8I8\nu3RLAh0Pmw64KpZqVfUfAUItvetwteImyMnclIOJgAY2lipi6SlESBkXctMGGYWYXZ4W5DA/agvk\nTI60xUBdmHJWYYBLtQvHA3zw60qnQSBJGQYma7RRZ2IIA6EJ49IloF+G74rtK3KMyXoMEoK0ZwB0\nChARkSmoOVW3cgxnYAQ5mTFaXavRAQ0e6K+1Jd9qA550onlKP+GaCgKNWcwn1B7JtYNTIWztwEGY\ni/vBFER4e/sNJepFgDvc96Cnngcn6zrWgTdUKDTAY47MJbQIU1toMpkQnSowHRD7udWlTWfbYqKy\nvIIwdWWjO5WnspwFbJw+cnZtp/VVrkLip6nFGVZzqYDmZ62ONGfwN64kXH3f+oujjQrgsPAFbqPh\n0aXt2hdPSF/d0dxLoGNlGrQvJVgLm0ub3YGO1b+attKfkf7t5vUOXxau3/BmYJ/oAuQR7aZxnPL7\nfM6v+bsAg5UWhWNGx0WJfjX1AKbqEuDdS/kXzUQY5n1DwEDtD14fKx+XwgMGdGwSuPIbtAkQ23zF\nx9if7KOti5m1xXXHcxpbnKt0SwIdXV4+S2fSjnS0WfauL3EkOgGHdUKNPeFqTHZYHaw2Q6j8JgVb\nnjF0DEDDN6cDYurRzwBZKbnA28WZu4W3I9DMz6QchKGVKNdCGPPlMOY2i+ZAARyQyqSCRvIbGFu+\npkZnD+A2xN5PDKrBvZ/Uf6FvMIgzCYIRLDL/LkdL96Q3AuywGTxL4Yb0E2FZ+QxniwpCVFvDawjY\nHJalpnsnbV9WeBxkSWcVu36pQDV/mGlvdadmQACu/yZ9UmeznBBMtOFAnpE+786dxUjQY2VKbSZw\nVLNj55356uwJdGxneRdcbLuNIwObAaDZu1vCeDC1SrtSi6GaSV3SnX3W+K2tfkhzkmozuvUjNAHf\nJa41Mvgwe2cfgQAs8Z06tNBCqdaEsVrYZtrVZzkIciajQWO9bEzozubcL0zrprR3mgBLvydvAVaR\n2P31xEe8WwmvcEAioIHfGXyPevi1TFImzwMCctIN+wM0X6MHN4olT9cAhtzYU7VT1OiwLSDtr5u5\n0lnczVMy1vmbblZL/yhf9YVzlC6Wl5+vpIxDHWS9MzXpeLDBb7/ThNGApfMyU7nu9vxhTjMTRKcf\n9KF2Vvuz2qWHLQs20hBp1AS6rmiRSYuXj4N88Ofh+yXKqmYDFRjd/wTO80rKdRY0g6BgHa0teoeb\ngoaH8yoU1UhslMdTXfJzOtCh05ZJD341GeiI5ojqbhbJ/QYAF1ps02bfAZYyuhZC2kC1ZayTa9e0\nGvaCqu279AlX6ROUZTpL33HncDnYDf2cpPhgdsD4LX1Z+5drsaR5WBYAvuxfm6tjmVAcD1E/D8Kp\ngNBeIMh2x2MKBaHP0FZKT4x08zlEx9B9vM0KhnFEgXXWRKUUccq3fqJLzZUWDtIIRtgHpc85EJN2\nIA28nGmce95FNBRKI62nlH3uCxj14JpWDg2zoP5Bw1BP495/K0nT1RGRodlGDbiMBbB1kdwK9p23\nIfqWj2Gtcx9/y//nR12r38d+64shbOxqeQvC+dxNmRjH9sDrkVIan6zT4KNTov9r/DDtY7se+e9W\nH7lIX0m6JYHOqa0gAWKA63JnHcx8xpdkI7TPsMeGuDD2/9qA6weZGWK8fsYpD9SeGIxpCnRp9xAe\nvQlzLUvByxyD1wMXclaFxNyLqfR3IxMhCFQGX0p8O2/E6QxLtRN2rkezN58C/fpSn3AEEKLPck2T\ni9VtOFu5XCvWl/YoO3vmNMDIFuAcYrhkAJSbpQdpOXt1X4W2fKeyPN3qlUyGGnK+s/2Mg1a5Vm0Q\n2tLm+5P4bdhvzOjls0RDWARXCha3NBLOkLOQFqGlz2pzFfmtAyvmz/tGmlkZDscw2Xi8GNKNgt/o\nQzr7fnJWJnYRLQMBSwY6Y0Utjw0w4qmHsFbgoE6iFYvQnnuYvghWz5JJCrIKBMQYDXbp/0Cs8Npb\ndHMtqwpFIMqmGjvShnmynxxlrM5l0WYfqT5QmvSxb3jZcj8py+NHyNgXOhcsZrjLAJ7SWE2I9tZ6\nO3/CWIdMv7LxLJMuAiCIrMXKZOOxtsW3TCONo0fePNM/iFr43hZe5vwjt3sPkFP8IsrBnxzcWPtN\nLblWtKUMlyecn3Su1EvPLpXen7GB4DmRrl+/jusf/1P0L37Rf8tC0n9DGixpAOlzyqw6gPrqq+if\nvLYecNKZNYNchkGDUsbfAADffCfwn78G+Is/Q3886qJpi7F2KaQyvs13WcfvvYr60LWVaYNntz1L\nHVFGOvm39V0yzDvvxPRDr8H8CauLcLVB6GyVta9/7tJ4Q3kK0L/nKupfX4ty3aR3D+ZEvX6aVK0+\n7RN/Bnzpi0M7UqgoDQZ6lLG8evaOw/K86irw0LUVCMv9ZrtyZ1yn98odd6L8wGvQ/sOfDWNmEKos\nP//V10W6WSoApqtX0f7jtRWt+H+/FqG6qVVBtJH2v1KAekf0M3DM3IRWOlb0t1xnvUcBdhz7GwJ3\nyD9dnEWvrd/LHXdi+sGoy9a4hFxnnLKVr9NZaDy92tpFntm8Lutr/659iHMGYGyjeueduPRDr8GN\nP1/62Fb7e/nK+L7yL22DFc+2yrXvuYrpU9dWplG/TuMdeq3pDJ5Z7rwT9QeX8VIe/+JQj6100zEi\ndR3a0+7L945tc7z/PnzL9W+MuH7ggQfwo//tG77m+X70f30Ab3jD1z7fnG45oAMA/3DvvTi9dm34\nbasfF4zLSfO1O1729XHH+z+Ap37uPuzNjruf7Gz3zpjlcG1SiZl8qeO1L63+7qsof/Qg+hvvBf76\n2rrwWRPB72zYgN1UYAxCl3GXApz+2w/g8i/c53FuGHOCe1LNttx6t4t4HJNc12J+B7YZ42z7FfG3\n3dWruPuvHsR/+r57MdvAzaaylVlGQYPWQ34rQOyPY+f2ng/g8n95X8Q8ydzUrnvHsMkorxnL42Zp\nf+9V3PF/PognfvBelIeueSBBOrIP21wITeeGxYHxZPGr4bnyzKBy5q904998ACe/cN/iu3TcABzp\nfugfG2nlIFqA+r1Xsf/Ygzh93dI2md7aj3KUWQUFG93Rx1gBcPsHPoAn7rtvnK2rH0S6rlWiG7f1\nNWS8Mt7Nyb1X8c2feBBPveZe4FPXhkCGOsbY9qpx02tu/nns4RjK81SBu9//Ady4/z7sp2W8n9j4\nJ89Y0RCj4B8mNuk3b6vvvYqTjz2I09ffi/7Ja77lwKyHjev5jHZQ4HEWgLnrAx/Al/+L+9ar0RAa\nag0yqvfcO+y0LcehAad2TzeAAuB5V6/iZQ8+iP/X+HIFYsfyEj4wyn9zf3PNZY9+s3W+8e8+gNve\neV/46TGGkV1zbPUjFidxufcFA237PFVgd+9V3P4fHsT119yL8qlr/m33KdsagyUddbzWWFq+uW0D\n5n/3AZR/ft/QL25/4hsIdP6bfwKg8799fYDOLWm6YoAsAEOH66uL0dykDGCYNSLZzLupnMkILE+G\nDve4Mvo5mYUwn2H20iIPYLmfYE6PG673qw0Nmbc7JcB3wSYoYDmc8ZoNoHXgxnEMrqU7JB87PMS8\njlWvk4CJQdDJ94EYyFoWp/nW9E7aYZh9Ic50GOb3SgdOjwinyo1v0NQ2BClrY1mfSVJNTEm/U1Wu\nK5mK3bs63mjdzXelGNDRAHJUqUfmQb+h3Z8u9Y1bAXWtxzODgy0QUalbCB/vWxiP3AeYVy1LmIGS\nflNnTi9HGwUbn81bB6wEnTm910sALsVzKz+cPtKwAIMGIMfd6QiznVsSWE4gtqorY/8ZQEYZf/O6\nAqHpi8fC5JzyUxBDc7z2L93r7JmcS11ANjPx4HV2VON3E+RsJhvnLT1Mmzujw1SDb+6NaLsdgL2A\nKIiJyOoEApxU92J5dr7LCaLyH+ZjYEHN6ZgM3DSgSJBGbtnj/bIvpqqK9XmYiAqIpvC42Tj05mRl\nOwZz82prEJE/5yY9h5eA3ZJA56SGjds7WBKQ2pFWET/tHXVYzIy8FuBkknct3zZb2HB7Vs0T6vw7\nJBEa1DaUo62SOADtNMk6ERCevxqzzT9Hr/22i02/weP6nB7CSZuzRN0jyGmFM91anjY5/Uv8oPzc\nwVESGMNSbT1DtA1Wz11f4rUo+NL2HMojTEVn3zkNanu5z23s7WxMfkK0kS815bNt8VdAW7Re3dY9\nV6tHMaY3c+nvBghRzczTpVU9KaQIFK2tma/GsfHZdQ2A46tHlDCpLLryqFbg8qWx//srUjbdh8jB\nEkKTwMV0rgmdEHudXV7yq5exrO6zDIZtWBwlYBXczwEqxn5AwDOsird86E+BAt9nLWvOmO9mYDjp\ndyr8pwRAV+/JwXcJ/vLqrKxJ0N+mCuwvjaBfj10TzRlCC6P8tPbYkqKWxe+nSZkumZS5vAcaAWgX\ngS5tz7AfXmShp0Y+H/gf+5udXTNbsGx/U+Jwfz49dwGWwi9qsXoYqNN9yErFUml2jKdL0oZbWlOl\ng/rV3Xr2lm9MujWBzgQ0httH6lB6D2FyQDAmy4eDKjs6oixMnFojFyJNBirNUsLsfCVAQXTqM8pW\nzIF3PgLzadSjlIWxNzOX+LJY48bFZlvOzE2oEuRwxuSr0frCmJ48jWcGcwUwCJy8avvZpu5/nAy+\n7NcZt1yTXBUY9qVxxRUFl7VP7Yt2qrOtsG5Tfth5ZB/Pq2fluuQHVLgJOOBGlqXHElMXVrCZOJ2U\nIUu15dg1C7LH30rUS3cFpwC4WRqCFApYIYrVfaBckNQQ0LUHGOo9zAt8B6n+g0CtwFyXgJEubEkT\nW3HlkbllSb7WU2fvvpSfh5kmigKdy4gZO7VkHeHNbP1mK5Ix5wz8TYdUAWLVUl/a2B2kBWh4ADsB\nHez7bH9dEQprX4IKbReGvPBxkQAPC0rNlpuC7BgGTTrmCTi5tKwgbfMCvg9YzFBzD8vPDsBuXsbq\nzvifDgOanPYIMO/O1gJ0cAKPOu4HTTXUMPbQ9gFCUwU4kPFtZ/LTeRaXAz0jQmxpkEhtax9HRi/V\nXPp2Llh4L9j/sjlgI7lptEV/Z91h/SIetiKIXDgX6WJ5+flKJ7If0Vn+Bs/ETJEZvl5frwugGjQf\nPTpznUKNTGbDnbYLQsgM5eMg6IgNCg8L0GG5fW8hxqChfdgGnS+bpqDhjB1wsxgjcR4sRsfUgKcO\nI3jJ14CZ0uycLSpfSeI3XPhjfSZv4bnLucj7ZEb7Dlw/xv+tCbawSQDQfC0PK8BRk4v/XwW6gp5E\nPGfC3fYVsrZW3xPGb/Ilrh2Lut3y9GjPKvAVPN8sKVMVzZ0LVGpRpJ9zI0sHORW+HUar0Z9UWzkA\nexGu102jo0K2tfDnIvCae/h6TTaGJok8zT2nhj2keGSgY34Y3g66qk/QOvuRt680Z5VHG+J5bq7J\n3/i+gwtE+xAAUaPHeh5kDKKL34rRGQig45MOATgcIw406gJw6DO4rzYZS4OoyP2TBhDbwXiNletG\nWUi378sxF/u+9H1qLLeiITs4lVVjl/dAubTwwOO8gPjjMXyiGmwctKiHatVZv5uljvAt1ONgZ6cP\n87I28qjgAuDs1leWcWLJTkKg7aq+p0nkUe67Z6vQOIFVXuOA+zwBnedwuiWBDiDCCtJXZBb/dP2n\nI2Zs7HgQxlWA0KBsdHKfMct9b8HAHNhsnTvCpJDAGSzfwtlviYG4svWmo7WYQdL0QIGstv0twV2L\nOIoCoOnl0IwJ6hLqFrRWdW/dYCgdMVvW6LUEPypwdIsI57clyk4hfclAoGruHOgiAG6xhnaAI/nn\nCKm6vw4Z90SfAwIQCnFKwCRMAQFAQYZBS+A/KlAq0mcs75nfUOAjoA1yXax96H/lgKLDVfa+clRA\nVKdAJHA24a7mUH8tAT432cmAc38jE/jU4MBiu7gGZFo0B+5kTsBF4VKlfU1T02egX7cwBk8B/Uks\nkwXmz2uOB/aHvr5meZ2O1h4++6+Lv1H2x3GNDscJyyx8YyJNbIzXvetByQAAIABJREFUaZloZK3S\nbHQ7dGsz9mP7P8fhTvJlkMYCuHa5Ux3FWUM62mwaYwtLsWvR5XbFDrumDw7NWDcDOav+qH3c+g82\nDu32w7i1vtrO4LfDS1Y2TjBpntoj6ORO0HamVpTmfA0x4FpMLPS5BFtYYH5ADNw4FKukcmnID/7f\n+rNr81lfBK8/Npyf9BxeXn7LAp1nm7r/2RhsPFTq8tyDwZfUuRXscEbMAHdb/iF+DZnRQQS2PtPg\nwesa4LFhzrK1+066bRy8FO60sauJTWPmqP8S94BqwhQzWCNdqMYH4LsX6+wFCFAz9WAy3c5AAABn\nmnovZQaBzn75zTc2bKPmbXDg1PxLfI8MkBFQGfNmmsx5E1giU+9HOq1sHaI1QarHMzkUTHQEzR3c\n8hmj6QDQEG2gUXn9ugeNG/Ow5zuFoW4v0aNgGkQxq8u2NjPtCI2Sl1v6DFqUn3ul0fcmr5qig7ev\nUmH5DegcngD6EyFYqOV03yfp/y3d++xa6LnqrwXYC+f0vqRjJ12z//S2+JFVo/+uYwxgyrLYt240\n4MYsbYkANnqvfQY9xlDucF3bxvrofAMe/HJndJrsWZp3POK1XGeQ4zRIQGcglHeGdK8dnY8LHygG\nQNSNYCuxO6r2nbu8dym3Krl4z4ltQ/AOLsZozTTJ1LQfgXI0/mAf1aFAWvi1gBzvG1YmtQh4EEh7\n9vQ8AZ3ncLoAOgiQM5yB0SlWOYmopn2QpsHnTmUGalZgSL7nz2/9LkzQZz3Mlz+RSVZsL0O1Qzcl\nHM4wvzoDJTSxUbDXSb4rwqnJNZOTwQAUmQ0gM/IkPBR4Db5BXeiidBUBy5kbBaGv7qmismZAMBjj\nQmCPgTHJt1oB9mRIpqJ27YKNmmpAh+ZDR4Ia1c4zxGbKwCZhhHFiSEGIACm87khmrxL3KOMqOl/6\n3kKjw+LVsvSjqWJxkFZHS+nrGYSdWRHpu9pnWu6LkJku/SAIbiYM4JsTDAftzPfG8t7hSaB/eZum\nBTJeBOSoc7VuDaFgnYD9UGKj2qGRVOjL+37fxSTZF2DP8cutII7NtCyW52kHnpzN5AI7lzBz7cpY\npy508XvLazgb/ziZDej00Jp6k9cADRloucCWcaymXwc+Sp6O2D8ug52UXLNRBPDYmLoJzvFURWul\n+wIWlkPKw2vlQXNftGnHvpgX52Y8knxkXoAO92hTczZPQ7TrHt9jH+vVgE2NaP78/rEvIPhcAZ2L\nVVfPkSQg46zkGICAowRjcK6ZOWc+JA8FTmd9a6tMvkNzT/ko2OEtZwA2O9A9dIb9dKTouQoe02KS\nYxfXrZs/BexMhmzRbs9SY9cC3yGbwlP/p3U8a0VCjtnShaYUQl7Oumh0al0iZBNscm+i3hEbUp6R\nvKlLzGxhfiHuHwU770eCurlGnQw7xr6RhQKCFll7oImAkE7keu6QfXlMEHYp1+BDJszc8+bZ2oVn\nBxUUmBSSibEr8XSTVS7zBTA4YA6RaAs2I267cCJtVaPDejBm0xGAAZ3jk0B7IvIadrgua3DTBBgs\niBEe5Zrv0T+olCW6sGt0lA75Oh0UqJ56nOduTvTzIuT4r9MOPNkWc0mvAQa5bPvEhLfHg+qixWzh\n6Nzl0PtdA443kiZQDkBAy8bZQU7+/Yw6+6Qva3SEdBwuLCgfafL/M1OPstS6jNFqk5MySUZypjac\nbggN8D2nGB/o0JahvpMJUznC9zjcGg9FfhtEQ5ITxwbfgwx2Td/5w00r+3VOF0DnfKWiM9EOd6DU\nGY56tK94jwxY3aROY+b4tyCCigKg3rx8FNaAzFYQA3pgGnRgFoGoQKFImTxfYQ5a3AIM6lxnaBXY\nX446+swZMfN2zU0PAVj6wkAGdb8yOZaTbVElr1RGBYTOPE0oueIs0UyBlKqomXFB+BXoSpAJo5DP\nzLNgAQt7yCxuXp6ZG9CPy+/NNk5daXS0ISf5bVqYKZcm06RSewipImVHWYBbp/CSgz4d1cpq2a/2\n5+mJrpXtBnOcNQ6wM78YdETQvGa7p0t5V0ICQRefrUv7u19Zh5uNvO8mrcdwL8DR6SsCwoVZMUHD\nSgO+wa2DMva1JvhT+YG2vQht/5wIJQdtMtP2cVZEdpd0Znm17FIl+uVxg1SmEwC3Ifyt6bs3YwFB\n3EjYAVtL/WTdZMP1bVicjtl3hjGY6swu7T5uCdio/O6Ab3BZGiIm2Lw8M7Ofk/+UAJQd26CLz3Ki\nl7WFA8Oj1nuO+npsLRlnWxNR7Wo1HcMiA9K9j/2EfVXDK9wMndEUqb5b1KQ/7/LZ712kZ55uTaCj\nYKMHw1UfEteUkCkDYw/HWngPqlobLCU953vs3CT1jnFJdY9ZBFfe+GZuNiuhScJBAOsq+Q6aj41B\nzDLmaMKlAieXxzxZx2xm4EAnwOAeXFsAh8CCoJPajuxzpGpuftzNGJl2eqMMsKR8ugh0KcsE25fn\nJowHJYDg1BcgUswhdC7wlTwEOqoaH0CuckuWCcZwWT5jlDujMx10qab3fkKnWym7brAJnMGQSTPS\nyB703wh06lI3fsv3mCrRz90ZvMd17ms9fRPyDvtRAQbTUPZxUsCTNSKpmQawwwe4ozzL0qxAfSjc\n+t7Hlgrtje+yzj21x1aMGz3UnMh+6ftlmYArBDqW5x7AZXu+Wnu7o3ExE4qWJx8b5ciLz05hkwFE\naBitl1Y8j7/C/pH4I0GO8oxmkwQgAGBBOFb7RAVYgWDtL13Gie8NBwymeQLHoX/WaGcfQ6mK2uV0\nPE2IPu/kEDo3BP/x/qpINtFx+GaHL/ZgG7e+fPi2Szg/6WJ5+flKqtFxzU2LwTdEn9TZoszMB6GZ\nz9JRh4FRx2fPSjrb6ohYDwwzvy/i4G5AR5dbDjMZxL0y3i7/08KqD85uZzEupgXouF+RcMfsgwOE\n9mqoawI6OqtvAnQ4w24ivAdmBrkXoisI8rzk+/neQQXC/2iqC1335WmADssAuAMrsDDWTaBj/kyD\n8y4/nq4VMChw6YAHCJy5LNqADn1rXNOTsvV8k5Dms9T+DBuxWnkU6HR+q48+PSqYPfZIGbVGDdKu\nwvw5G99bPxqAKU1THHMCeDwA5tDI428qCCdqdRAAPAP/YVUV1rTMIH1rQuHYSMxdWu/N+C1GU/rX\n8OzgjBMY0+5N0s4nBcPKNRDgIC2C6dtnDuX5JofKL/Ypdc0Cgm5d7jO40SZT3sPxw5WZHSOf5djJ\nQHfFj+1/bV4Ak59N6+iAR0CO8srGtrWKGiuN34QGOr5UQ+qvZ96rfGnrxYEw47V3gx5gswM4rRca\nna9VuiWBzhaKLiVmEKiIZeGJ0ToSNxU/gEAkPJB+l88VvUnf1/c4k/c4NxWxtLHKwKkBTnZTCBZ1\nXFPmrap4LXID3MufyxppFusFqHvEcvVZhIPNmghACHJ0VUOeeQ+z8IIAnRz4AvJ6H7UxkO8wPowK\noQH0CD27nBXk5SCDDN73dEnNZKoNoAkGMDodrS2tnXx9fE10EaY3dE+pR+9AOV1+cwFdTVCJ2bCS\nRnJ2fwrEN5Q2avp0x23rVzC6zCV8r452HJosxa2hHWP9OsRUkswmrccSXyc5gQ6BTY289PrpzL86\n7gaADfGrsjJpv2jy3tC3JC81lQzAPdF0ADniH0P/Dp28HK2PcJxzHFAjUgGfjKlGZ2fl24qkzN80\nZWBm2W5qdQiU5hLd0//fg55dyqPjImu6e75PQIer/tDhq46KTQw0fEDlZCH3B/aZIzwKtccZatEf\nB1VeifLz/13KC0T7Km2BGFfs8+q3tMmH5NP+v9x3Sn5IHknPHQtw+QTnJ10sLz9f6XAKX4GhDN/v\nE1jxgdzkhTKcxtkfB4TYxPVaN9B0RoyN+74M7gm2zNQY11SWYISwawCurmY5VO3OfDtMWJh9mqaW\nQ1/MNQWhSSEzPjZg34CnrkcdtmLwcNbss3oTksPse4NYvcT/izk4++aKUzDM7Mis4Cf7RWRfHb1u\nPYIfbrY9Nq5TWyszUgDl+SRwMluMjJmCUQW4nqckPKtci7Alg2UUWl95xFfIdDFqcYa0AeZUMFcD\n1Wgm4Nj2AuoyYB6cl5vNkPV7Ui7mof5tdTcCrQxQXJNYEBOAjfp4m6j2Uf7vK7TYt6zO1PJsjUe9\nVn+QoV/WqCdBfgcGE2SB+bt0ARQ9JhrUlhB8N+s/pC3pP4RUKIH72EfYv0lrbSsE+bztSoFHA96V\nxfenmxC/XKU8CH4xxK1ieeS3YcLAAklf5u/czsKjQKd8S8MS54gAfJKz+ChWjN9wguhZL7XtpH4+\nQUSw/a6/k57kd8anagkn9J2tuNQ+ovXufZkIefBWbJ9z2TfvL9JXnW5NoGP7QwHCyIAxaqs9q0xd\nJi4xbsv2GQjhoADHIyNTLSuMvACDeYtMj4OtyXcZNp2rRNDhUVD5/gDGOKA5iylh9vAAsd1mVViY\nzmTLVusMXH8qmOyWL5MvZ4WBL2NCXbn2RiqAc2lGSS3dmEcbn1vRuMQzukJmMBtAQA4WpnowoMP2\n9jNGhqlMJwu/nuozMHVKHaUTZKIm2go1xQzLXKe4p4YNCEFCf4WdaF5UEGffJBc8PbUjpGB8hiCF\nREMA2gx2+E5jPta3KkwTUIKuXh5IuaqAtp38tqWxYfkhZ4x1GK7TgPWxUUTzqPnItZqohrbfGu8q\nmFi/Kfoei8TNfvN4dhxmN0X+0dsy4ciTL3VIZvkEZzlgo9lEhfUgvKUOjL2j7TIV4PI0mhs9vlIP\ncOZHD6AG/WaJb6v/TQFwQqDTYxWY0iAGp7VZXfjEtFvowNg9qGE2HcDOVhI+rRMoWN2oadPDeYb1\nad16gn2aMbT23M5C+MlqnElfVuf6TU3hzepyXtLFqqvzlQ6HJTYEEB3V9x6qcV8A7/h94zzM7uRd\nHzACbOY23vceM1c1z3g+wBDPggKkA2H+AFyd7FtDIDFkjIPHGVBfhMvRjlOr62RlVcfIy9ToJOCg\nKvrdDpjrUhaNLzPtoqywdzT1Di8Ul2O7gCKd5fl8PQNuSvMl7bPQGqNAua0DTx2DaeVIqC6U7QMr\ngVbO5jkuMEv80Nn2Pdrd+0kdr12TYUtdh72aVIhS8GIJVd+m8NvY6os8Mhj0a7ZDapdS4EBnaxf3\nLbDDfsW+R+0eHej9vsZybFTgtBh4LwLwUj/YPCPOGQCd1W9InzOTCpksdAoGbUrOn/2G/MTpY7/r\nOY9v7iXVZsTeR325RxsBl2pwCJ70ULlKENr47T6aqdRHTffB2ln5LlWLF9MCBBxM+O8QYCMPdSDM\nZ1werePRsYtodI4tmn6gEwQg1WUZ9w7mT2cvkPZDo5T0m/3u7ZXGd+8RkuHQY+k4IxDvpthCo9a4\nd/9IAzq7PZYYWpa/jxdqGfs4lhzc85Ax/pwAOcAF0Dl3yRg2YLZcU2NzWblyrWEWnLQzXM2hy6kh\nKuvsJ6OmAV31ogh+taKE5ZBrMiw/MV+rUxZwusGer6hgnvy2MH4X2FL2+SjCJJ07RlXvsHR2i9Fo\nkv8XCB23PpYLSNog2oTq7/kYTJYghwL9aMCIgtYDhSFAxFC8RE+P75PKxFeb/J/l8qjDXWaCwty4\nX5T7K2nWIuByBFXuYdTFoXvrAOD7KdUCNEPIZaNtCC7Zh7WuGcColsUBkxCGppNibaGAfpJZ+qrP\nS36uQRRt3WB7Se3gSequwo39fUP+je/V9TUJ44Irgy4rwqBd5bdzPdPBVZWuQagBAjKAYfUVOOS6\n8FlOmtiuhXxOHqbmjUEG92UR3kf7jb5LHaYBNsDTYLK9hIxmnfmC8ghd0cXnB7Oc1GXwN1IayLjl\nOGocA0oMra+2p/DYbFJSWusk9dCs39fInt/eTQvwAeDjl1ptJ7HxAa40829JY/r/KB+s8TKf0aRh\nDICg/0V6dumWBDq7E6BekllFHRnw4NdgWorSRCg2GSg5czI8OTsvs/cnhLDLsUE48NS0MIAI+73a\n7uUasZXjZEb85rOIIjMqCp26rNrYTUvAMV8mjDjXvgik2068esu5j/fcv2dXbMl1A8pxEUzzNDJ6\nIAk1zWuWMnPQC3nVzAfEc+rgSodP5wEl1McF4d+U4wVNW+3Jj4lAzuVGulX/KGXezsSNuK6xMe2X\n+zRZX/BMjwI4jJG7VsEEdt+gpTJRL5cKAWPUKym5kSqMPpNpEbv0pQ3689pXNfaog8p3/tD7omlV\ncN8QE4thiw5qREW46rW3YwYWNWjmmpQN0OKmRKEv/XkAqZ9o66ixLYBvglsQfYvAdKUd0rO1rffV\nCrQdfGsIasyoNQMWk/NpizI6feW6y7Uv+iuhOdGl0fzO0dqr9yXy71HqDMmP9eNqsX2Jo2PhA9Xa\nj5F/qWllW3Ejzp2NAZrjB97X4xpW5qkBlRGI7XffiLYFSKymJe110TpP+8STpZ9z8tDKoi3lczSJ\n7UvE0KKv1bCfoQJwOucaY87gkj4+nf0tyQDPB2P/1PE0n2JITwd0PvvZz+KBBx7APM940YtehLe8\n5S24dGm9Rv3zn/88/vAP/xDXr19HrRVvfvOb8ZKXvOTmmV8sLz9fab8DOr3Vy9jh1eQDJICDZeBm\nwaez4oy+ea/q5i5mCvVV0A7egdiDqY8MvwDYmZqQWzew7GQOumxV9itcgbn9JCCP1UoMc6rA8wh0\npIJ6XTSPjsV5sJnm4Ajoyplh9ZrSjpo2mb07U1WGVOK3PNNnXRnHbmVeNAY21Jn/y9+Rb/F7w1S5\njG08XCMBHAU8FLp0prRoyhOdkTWDZnkex+8wVXLhKQTTcFb1uNSN1+oL44JfzyW+w60j/Fnrb74D\nNMGMAYBjF/JZ5YsIZd34s7Vld2zNW30ljum6QTaVLGHGGLSj+VqATjeNloOHFpOG0qxdDHQQ3LHt\nm9SZK8+4Cq0W4PYOnJ4msyhGTauWi1pXIMaex6EyR1fyAu7erUDneltPTnitXZbARq+9WgQ6wGI6\nK8s42vWlXuqnQg1dkX7BYzct4+ukLs8x+vJxNtDTFlM5/ZUGoGNaGd97iryvx3W3CkxdgA7HYYNv\n4qq0VGDbSvjR6Ea5eqZmixOBCfAtN9QM6wDRxunSke1MRpTGczGCF2D080v9wrVMPkBkUitj+piA\nzh5npyeeeAIf/OAH8fa3vx133303PvKRj+CjH/0o3vSmNw3PHQ4HvOc978FP/uRP4ju/8zvxmc98\nBr/7u7+LX/zFX/z/2XvbWM2Oq1zwqdrve7qd2N2dJmCCheAqcdxXmA+3nQFMgKCA+EwggHyRopnh\nDvdKDEhI8CuTGRB3CEMEEQhFKFxQEHOVDIqlwWDxoZhEkE9uwO4Qk4kbfyCEAiHk022TdJ/33VXz\no9az1lP17tNOQpI+3ZyS9tm199nv3lWrqtZ6aq1Vqy7z9qs7XZNAZ7WHpsJAz4iHfheqXgTAYayF\nUc0ODCAAPchhohp5aediRVi+g7SZPMgs6D9De6ivLGGZaszINsOxrU2bsZ6aJmed7ToL4GGhawy0\nTQL21guCVoRi9y8R0BWNSVBrMS4rYZm9LvNwHrRnozlGzYPUMBDcVcRMTIHO3hSr1ZTx+PVCu6kJ\nZEmj4ySpHXk6zdwi0OHqjBWQbabpptW5B37UwmgZOi1gaUKqW8pt91SD46BOVP+d/1Xtqub1d1Of\nCurcNpVM1make6lNoHVapIJeI8p2t2e2mx5kzZD+C+vTdm9G68N7ufmQ0L+O2hzVkmpZSTMGsvS+\nY4Jkno1G0lZTDoBg1fDw//uzHdt2nmA+bZseiHFnbJ3U7JgXpezjMqpiBOHSfsYE2tQAOhr5mosY\n1GdmabKgie2gq4SzAR3u/6ZaFQIdRiymCWc9tTFGMzHBSJqDpzDw6ZRCyKwM+DPEg4Mc7ctSrkkA\nHpewVZlUQfurqbK2GZj2ECYuOevO4QlWrwoPygkMmn8rBzVHsLr5We8b/d2NIAfv8bF8ULuU/uAW\nKbXsAp3Lpcceeww33XQTTp8+DQB43vOeh9e85jU7QOexxx7D6dOn8ZznPAcAcMstt+DUqVNP/YGj\n5eWHK7nTF7DL0ZX5WnL0LUxJZ8KjOWXJsbN7VgDU0uFjz4AOZ47b2VZDJcRmi8asOwaPbvx0nMkH\nqTGmlTGlvZUwxU5SN+awsihVoyNqZ1ev8gwiDzQG5g7YtV3r6qoJMYhHoMN4OQpIqtB9ic5jGmms\nDE01RHrmw1yKT4bqM0ilE78v96lFVy0TFYIlBehlgdh2FXBthwa0VMeGEfh5f2b5+CK2RxGfGhWw\n1LBJu1GgcWUNYLP5GiBJ5bCaj3Tj0Anxm84knIYyajvWIa/lEuE3A779Ra3oZsc7puDc02h0dmY1\nVXPAMc99irifGX1dSoaHYaCmhb5fMAHPsVZSTJCy1nk4VMPZgR8bM7MJ1VGDvNjtl/gAnx1+3+Xr\n7n0A3bJx1Qx5WxvY8f3vVuj225usD9YU5jM2Qzfc5ILAo5DfpeHZitAe8/05XkyfSRZ4xw9RxpZP\nKKTyrJ+3GXb5q0Z1dv6A4AX8zaeS9Nt6cyecx4GN3tIjjzyC3/md39m5/83f/M04ceKEX584cQL7\n+/u4dOlSZ776yEc+guuvvx6///u/jw9+8IM4fvw4vu3bvs3/f+HCBTz55JMHVODqTFcM6Nxzzz24\n8cYbceedd6KUgvvuuw+PPvooSim48847cccddwBojXLvvffiE5/4BPb29vCSl7wEz3zmMy/77rJF\neIgfAHQAEeh2UChyBvxUaTTzjABgyX9jwBg7gpImmbU854zSBuXKXpJra0BfKok22+LMi2fGo+jq\nPw6mLFqCOmgMyvA7K5L+niYtOlimuTGekgFsGvPzFSfCeJyOBAEq2FMwGwrZkkT1Ld91gFRDNd9t\nM2Dv1BU5nZ8TgnF3dVw4O9CpZnKRtvNJHvuUqd8d8Ng9biJIMwE/0Km15ZtMSfoBrJ8SFOu+bGk4\n3Jm7SiA7K8MNaFqDYrNzBS45hf9Gqq0d90z4rVMIC2o2NLDgKgWt6Dvh5GW5SaPaZvBTaX16rm0M\n7NmxRrx/bFPV6gBomjQBOsx3ZuqMWPHGXeglxhNn8zShrBJ0MaSXZQR4B85uWHHNM1GbZ3RY1fj3\nGsCxJIpS5lOAT/ZJDilqZZjvwiuYpmGSvrTi5AQBPrgsf9LvpqCb7uGmG6COIEHZzGwaGW8b7Ap1\n7/fSnpXvSvCAnbxHujWvZ7i5h+bA0fRNsLVzHsadNpH7Eto/OYHp4odJX+9A1qeQOhpQ/pDXLdiq\nbr75ZvzMz/zMzv23ve1tSAuoKw+xHOZ5xiOPPIIf/uEfxk033YTz58/j9a9/PX7yJ38S0zThgQce\nwFve8pbuN9/4jd/4qVXmkKbPO9D50Ic+hD/6oz/C+9//ftx4440AgPvvvx8f+chH8OM//uO4ePEi\nXvva1+JZz3oWbrrpJvzu7/4uvv7rvx633norHnnkEdx99934sR/7sct+g6HBPR3U4QagAkTHX3L+\nXHzFCGgEPCW9Xvh0kYOCkv5eFJi6qqnzR9F3pNASjftY+X5WCnRG1MWBmgbfnznMaaqlcgWMMA63\n64sw8dkqt0yw5bWdY6h9fwfkDEAnVbQND4fiuzraGCHI4Oz/NFOogGM04INiIKk5zX8r9FeNzhZi\ncmG7CQOe+E6155savQM5iP8nyWPMA52gz9IoSwCHtKylmRjZxza1aSmolr84A9vtsjBFChntcZR4\nLwUIzVmEfw5AyrZZ78k4MqCT5gA4W3s/d2Xn5vB0EOU+TEvAotvI11CBawQIvnk2Se/O4msEqpI+\nR/C1ms28obRBDwBGbdai5pV9g9kqdSCQFH4Cq/ux8Tt6ba+kfw21YTr5mar4nch7WP51bnWlz5Lv\ntwQBsAOIHh2/d0x2bHfAVw7RTM8+56BGz2mBZoh+xJNv8VDi+0itn283C+Pa8lnqwkUj1OAn+c6o\n0SZgTlIG/y5xBNtOtDIH8f+dpPXOwW9Wl3PKGdLJkyfx/ve/368vXLiA48ePY73uX3LDDTfgC7/w\nC3HTTTcBAM6cOYN7770XH/vYx/DMZz4Tt99+O2655ZbuNw899NCnXpBDmD7vQOcv//Ivcdttt+Hk\nyZN+7/z587jjjjuQUsJ1112HW2+9FQ8++CBuuOEGfPjDH8att94KoCHZP/zDP8QHPvABPOtZzzrw\nG7OpR8b+5R1Zrj2f+rMLtNR31IM6rZp8xuOg3xGojBqdlMIcSlOImtQofHo9LwJYULUrM9fOlLcE\ndqjRQURM3nAbgC1cq+Kyc8gD6FarkZYpAdlAZ+E+TpDvWqNQkHb1meK9OTVhSaGqtBm1TTMdGI0J\nOfPIQFoJ0LEZYIH4SNkx7u7OvHYiAkIux91YOxLwTam9dzXv9kWfCbPu0paXU4UnARjOoK2fjUDH\nIzHnEIYs634FLhl4BBrQ2RDoGOnVyZY0mERA6KrCAzfptLTNu0x7MrPlPAOT+b+saowHgqqVlocC\nQfr7jo2EFXC024OcLPTxbcGpOrIyZ6NNnuGrDdUso/t+HQRydqS1tbuf7f8+MaJmSx5bIyYA+h31\nJZkRWleCb/V74iopBcY5RxwdBTruTG7lYhsQyHq7khAEkEPdWXVqVgBbxm2MTScR3UKBId+RTmhH\noNElAp39cAvQfdtKMV8jqxdstajHuEoBVPg9AjU30WrzEeRYg3XBQ+2aq8TY3EsyyfvxOHbSskbn\noPTsZz8b9913Hz760Y/i9OnTuP/++3HmzJmd526++Wbcd999Lkf/7u/+Dikl99M5ceJEZwIDjoDO\np52+67u+CwDwt3/7t37vwoULO7bFD37wg7hw4QJuuOGG7vcnTpzAhQsX8KxnPWvRlnj99dfj2HPP\n9IJT0siA0gH/6wQo0G3iBgD51Cmk2866zV9nYu7rYAOIjLbyAHy2vy59flsaYz1mHXR15oyPrprD\nF8CZiTAYBTuueuH38u5sxTUPJ0+hfMVZcMlmtlk2bCXFJKaujJgcAAAgAElEQVSrDPm2zrCUu2Fg\nWDe3uuRbznREd9lOTcsw4GHCKRuzYNkYZK2MXAPAdPoU9r72bMubCUNno1ziDbR30SkYZm6bxCHc\nSaogBwCe2+oxPfcM9kqjCbfwmGHO39mW48osuORglE64MS/tlU6eAr7ybLSrtV0yerhfBO9rX2Cf\nYd7ouBIH6DwD2epy/N+fcS1Fgszu0QO9pXwHKlXgSWXTyVNIX3O2a3j2rTxHn+PGj4wu3n2T44h1\nkj6ODODZZ5ow+XdnfNaQ5ug3yQ7YSri0AuoKKGs7m8qomHpu2rR3TJu2CvLYppVj9YxTuO72sz0t\nFOBAqjn0dY6VqnRjP5O+Dhsz6zNnes0Q+wKCzlX4DwE0zW50ClbH6W7X9JOngNvOuu8Jl4q7b6BF\nKKb5u04WToI+fTZD41haz8Ak4RIKYtyvbjnTaau8/EaDIvUCgq508PUJnjzTERdAfUarTxI65BLj\nU1eQTTI2u4EpdISNA056OfbrzWfaZFQBtvHJKnk3ry30CS2+LjrwCe2pU8hffTYe/OtzuFx6+tOf\nju/93u/FG97wBpRS8IxnPAMveclLAAD/+I//iHvvvRc/+qM/iuuvvx4/9EM/hD/4gz/AZrPBarXC\nD/3QD2G1umKeLJ/zlGr9VC2Jn930e7/3e/iiL/oi3HnnnXj1q1+N7//+73dV2gMPPIC//du/xdd9\n3dfh3nvvxY//+I/771772tfim77pm3DzzTfjT//0T3dsid/8zd+Mb/mWb/m81uUoHaWjdJSO0lH6\nnKabEvAPV0Rc481vfjO+9Vtf+Fl/75ve9Ga88IWf/feO6VBAuJMnT+KJJ57w6yeeeAInTpzYua//\nA7BoS7z++uux/c8vBR4+327oTHzQOgCipZEZUWdXrd3JU/k/X4n00y9zjY7/DqLR0VmvqEf9HTV8\ncca9m/Jzz+D633o9nviPL8V8/vyOl3+nLkfMdsbIy90ZgwnN8puffiVW/+Vl7dup+5fndZsDqoEZ\nRI2rwjQwn67QybecwfHfej0u/aeXAo+c39E6dLOd4cwySfUBvR7adH75KzH9wstcA+LvqqKhQbSX\nx+6Qdvf2LMP/S8xQT/y31+PC/2xtQ7rJTJSqeZ3tU0ukdYReD222/9OvxLFXvCxoxXJI+dlAVc/S\ngLxPpZzXGeao+twzuOG3Xo8L1s8WNX5WNtciSHmpucloZRzjRrHs+//HK3HsF17mWh/Wh/5LurS2\nMiiUEErLoP1ZNZl47hmsf/312P6vL0V9+PxOpGUuZWZbFcBXXSHF2X17rJic1TOoYPkvr8T0sy/z\n8e3lEnqzvwCicRvMEkk0Ct73qHF7zhns/cbr8cn/5aUo1se0nT3V3gl5DMNQEf2Q9UkpnJFX/9cr\nsf+/vawLNEpzbuWzNE9amekQrtrdjg8ZrTwu2M1ncP3//Xp8/H96KTbvOx9ltIO+gRXw+EGrbD5a\nWbRROeLfdO0u15v//ZVY/Vzw5TH21Ghi8zGp75R+5ykZfZ5zBsf/6+vxL//5pdj8zXnnhwlh3ht9\n1tQsvfT+hN18AnDx5a/Edb/wMhylf306FEDnlltuwbvf/W4897nPxaVLl/De974XL3rRi3DixAmc\nPn0a733ve3Hrrbfi0UcfRc7ZnZiXbIkAUB49H2q+AwaEC8sShzPeEkzqoFQ+/nGkd5/rhKUexTo6\nl66SISrYIQNiYnZLZgyg/s15bM+d81g7wK7wvKxDpAgeF35yrgDKxz6O7QPn+tDrkk8pfHZoWths\n2/XGyrVaYkg26BkTJD16Hnjvuc5PIiUEahkELCp2TFmduULb1gg4P/lxrB871+6JyQvjQeY0AlnL\nkN5V6kxnypX5GZTz51Hf3eozCa20LelTA5j/zoLgHv1uaNYoH/848J5zfR2Zrd2tzgleGbsDNSHV\nJD/kgoz1I+eRHzzX75dVw79ChbkmBfPdfnJsezN5lMc/jvrX58Jp2PwakjnkJAM4PHM8qmAnUKtK\nvyTlsHapD51HsbHp41FMfL58XUGBnZFi5RgPLrHmfkcXH/841u8715uLl/iJgiv6sugqyKmNDe5M\nz/qDq/QA4NHzrQ8s8BivD5bPHEYOWhB+be4b/7GP49L953aGh/7Gh12KPuQTmcEURFNxSrbKauBl\n87vPtaX6iEP9E7fWrsdyW212LMehPmhuJmXervef+Dimh861sBVDW+gkrxs7Vi81JxKMaxvTpw8A\n9s+fx6UHzjU/xm17zle7rmLV62THzmR75F0LPLBe+PhTmqs+v+nqDY18KIDO8573PHzsYx/Da17z\nGpRScMcdd+DLvuzLAAA/+IM/iHvvvRdvfetbsVqtcNdddz3l+0Z/EU91+Z4zjdJfd++TM+z1XIZO\n3wkFPDrr8KBYCT4rpIDTPIUJY3PA8oyoq/be0emPQkFXcnTvHYI97QgQE2i+i7b9Nqd2b0rCQCt8\n7yUgVue43d/eORtXnezdM/1+zA9FzduqURsPDwSH9iPfJ4a/EyZSaxMY/B+XcLu9fGhTCK2UNinB\n1/pTUNKdx3lTQvP3mOBB1ZL5w6gWaHRMT4iXKOBxDYl9v9ZgoqNjpteDf6T93Z8A8S6v8/AtcoDJ\nNik8EOgMoAPo+7lqb3b8hIwW3NoBBiDZPjvSdQQ2dTe/Qzs0oLNGo9k8Cy1GcMAy8T1V+mKVqLg8\nOA60fQZeUiVz4KIEOxiThdoiVpu+SRwne2hBCzfSBjsCUT6e0Qttd2peeHZ8hQIZVx4qsMEu3+F4\ndz4kYyWl3tcHCCfzWb6dU8uv7N0MALqXYz8u1YqwPr5n4QI9fGgntElWgq/I1Hbqzuj7lr9TmOzW\nJjwAXPuolXH+zKP/+bJMQs8rnA8aQNsO2OJQCOyrMF0xun3f932f53PO+I7v+I7F506fPo0f/uEf\n/oy/szjQk/TzQbWpOzgDvZDQoxgAUUaWB2bKzzljrTJ20oJmxu5X+e5kK0NKOzmw6l8e74Z8q6t6\n6k4752oD04Eb/yf1574tAHyxwQoByvSdtdpsrTQna8ACrm17DUCn0cHy2RmHzYo1dorOXCsAFGC+\nGPVR5uy0V8fDAwjCNnNzXYbPRF0LN8ECvMB3JJ+mYIBVDl9irmlkfAPQQW37Q41AZwTcY/k9m/v/\nj+ZMpAZugFb+vAcHhlnGRQf+RXDx7MuOk+TtrPhls+0xDWzMqOOoCgmdPIxnHdKs82T03S8N7GAo\np5dd6Ecnc4+knXrTQ7fSRkHCgiAERHOkZwF4XTkqWl+2VXncsHZr/efpAD5R2oo416pUdEvA3WSt\n3WDoVywv6z7yKJ1gjZoHBzrSL/1Z9Pe8/vZNrnhivT1+E0mXwrytqCClAJsrybNPtA/1ZfeZk9LZ\nvuGaGqDbm80nSXo98BMevrcbI9abkztDAiRIyAHyno4xsdJDw9j3x5g/vg/ZEBn5ygKdq3f78n87\nAHEEAnbPGefIoOoCyKEPAs1QXFY4HKj9bGbcFBEYbLkDc+1mqYzzYUxAmSfqwuCAMLYhr0yps1GP\nAgzBMKs+m9vqBQU5c0Lny7J0JuPZATpkQJ3U6q9TQix7zS3vEYSlftqODnSGNus0DQtMvbsn7emx\nOJKZOOyZQqBj2pC8tj6xQYsXZFseUBtEIThU0ensRSGzr205vgMfPUP6CdtUVO1qhnRgI/X2e8YB\nssWR0X4FGQuL+2zV+K6Cm84frUa9t1vE3kgVEZwu9RoU5nc2FC2RX+oyK+tn+2ZOWOpPgPWnjG6S\noeek10Jz1QJV2oD0HnradD4iHIMmHJOBZ584wczDxTbxNNB2cQaeKP1K+EnObNaxL3gbY2E8SlnZ\nl3bqzbJhlxYKbBQcdPy02kTH2hnWnjRVEeSMPi0aH0g1TBno9k5rL0Q/hh2VIEzGLKuj1XhGtfH8\n19ImtrofF/cg9JWLtS+jlrUDOs5UJZ+Efmbmo1aPvloj0LkOR+kzSdc+0GEnXhjgI0AZfW2AA8CO\nMYFpADpdXlB5QUSi3RoznkqzZTPS7yR2HJ2Jc2dej4dT0S3BrXP4GTijxe4Apf+BquK5dJOaItUW\n+dikYEQwwI5nJKDkqBuFWK1xTd+JrQ3gPMSpuVyiCScb4OGyYwYdcy2cCJb5oj1nZqUq5qUqsWV2\nAI4cHcjJDdC56p0CxNoGe0DaaxqRySRQJYMq8IiudN5W+mI4U6uXrI/sbwbzgApfEWoErNwdmszd\nAyRqnfWsQGcNFwJ69g0xi+QTwtw5+E9ovs7RB7fb8O3a2rSeMWo0orKafHXjW3WIV/nh9DQhtG/f\nUBnYycNkvllGt2658VP0x06rVXf/d7mDAs7HVYm2nKvFNyotvhEDaX1iBp4wk9xeclztba/CfAms\n8d2pxPggKKny+zFW0miuW3qvTgK0bXwfv9qqoeOfGh03VaXdcAxT6vm18vAdTZr1ewUOfD7pGGee\nfTrBI5Tr71ineeFIQOxByJAUEIBeQyup2smun1T5Xooy0RdwljPKp7fX1ec+HfnoHKq0sdn05RIH\n0OU0Edz0jYMr60Cz36tArAvXOs48Q8ENAfmmMSDYoF/LdguUjQkOsQ/7gLWyMLKnam8JeLTI47j3\nw26QWSUSaUaYeoxh8oVJP8SBLWWgSrpTc1f4bIsg8HKyJQlTcC1blR8pEzSacebPlxPQVdh5lIB6\n5KjLZM/DQCbNBcfMP4nOqavS2otqbY/dUuOd3MWcQtrLjKAFi7RzriLQapSf+c7UiPhhQn+TTN1X\nA6U2TtawIGv76DQQrtkRVKGMW7VL+nxlP0nBuDlrpXN4Z66Sdh5NdMnGIANWFqVbRdASzfkTaI6g\nDAZHOglZesFN+nLMCt3890nawJIC1vF/3lZCH/3+Uj5bP+JmpBxzxyfg6VOYRWgasaEJoAEK1yak\nXrPQDX7WnzSA8IIU/xs7U5IfdlrCKnxN/1eibTPgATr3LFYRt6VgxOVV6stLmvLVzrvGsY/gIew7\nFQZKJvkNJ4lkTNaffGLHezYpo7lZnYr4ySnHuQ4TUgWIYF3IT8eyK//S9hFael88Sv/qdE0Cne3c\nTAealOlr57mcqpLOfHSQ0wHiM90B2HTaBdhvIBoMGcBeDjIue9adNdFmp/N+e5gDy1WjEGaV2mCm\nIFehrhsiOiCRAc8VYg6OWAdb/UEwovvgJDkrTZZ2CF7Z9wl8/DdLjacCZun/Q3KBJ/TemU0voSky\nHSWiMCMKE64em6bwR5ooUA1k5AJkix7NFUSZNny039eVCGkp73jtZSMtPkvMbkd7afdwqQGdzSVg\n+8nQDnaAH8uHAxS+Xzy1WQWfDZM2BgC5X9s0vFMT+zXSruXB8zW+Pxk3Wxuo3EUf8V6lq49b3k/y\njHTGTjYttCFID+szBNmd9m0oE+8lYzQECKzw07QuXcVDa0JwM6GBQo2srGCnWzI/0LjjR4i6IQ1A\nI0v97P8sL9uW/aZYOydrlz0LNMg9p9RE5SDH+BHLppnU3ezbXu8VqauXlQEPh3pqygUtor7tk5K2\ndggPVKDjkduNNu6fJt9wU6b2pbFu7HOpuxU0PzTpyEfnUKXNFphNo+OdXZgX5Oy7JdcFsAO4s5qH\njxeGw0487pU0RuztnPzyMEAHhkm1aqeG3w/AkiHLOu29VPdPxog8cuyYr8DSOlJurUAh51sbVPje\nVwkhlHxrAISfQKuQ4AYra2W5sMtMnYbaTjVmMpdjSohm2HnXDsiBgD/9MQureTIeExg5tRmp73TN\nqLBoq2IA6xtbuBaDEW6p0ZuyAE8FGwP4GE2gFAZ1rOhnkthXhwOmGt+/BGwuRnvP1v/nOmzYmSKW\nCYU3yzfGgtJ6ZgKdGgAZ6IFO0kPG6WimczA1jB/XHExo/lPAjhBUevCkQAUIcKJCi+Cd39S2U9+r\nNMWM3gWfmU1VMzYeDkIMHFCIPj03TYhuZ1Ag7YT22xU65WozDSHGERNpqNrkblwqvdCPRxgP8gUB\ndo8Tp5r79nC62ng5tmpLrwl0VGvDgvN3CQEOqAXuwKY9i+FcjUY0sScbv+7YJJ1MnfKRGgHzPhrI\nmYC0H3zMfSutXSaGCFAaZgG2rEcRHizPHqSt6UyD9s7Dk45MV4cqbbbhjEhhseNsZ73M7f88I66n\nGgAnSacdB3Jnpy6hqhxnh/pdd1Ctcs33Aa7R2W6BS5vAJTmZTdskRDa04cvQiT7G89RewC0PVD07\nG1Ong95cmlOkHgQ4o9DT2TaTM04yfJ4hYKOiY8AdyHkqhLOQRhm2qNXRZysittDA9d2MYoVeCRCq\nIoRWlCIV0JUeHQ14wbgpUh51Vt1xXK1SFoggTrvfOYggSkb/5twcnOnnRaCz2QcuXQpwS0fSLVp/\n28vt7H4/iPaH1kOAvwKIbM9QmAMxNkagwzZynzCOoxz3nCZKLwE6dbUrDHWC4cuepZzuqJulz7Ld\nB8GkdfWghFJmN+NM8C0Uur4ynGs1TYyUAQCum5r5apNsqTnamUB0Q/4B892xRLr6uKh9+RVIiHIm\ngJHQis9WCDiwH9Es2K0EJc3ZPkO7oPZtQL8hXazRmdKSlC8FjbTtu2XsNeqksZ121IfSn6mRKoxz\nJNpzX0qO6BeT9EMtL7TckLIWODh0Hid1w/BbHxufJh88SsvpmgQ6KndEfnXqb94jAIENDposCnrN\nCdW7zhBlkPE9GjROhVyyj47MFpABPcm3a5hHVrmZSAiKfLxWuMmIEXs5u4OdVR3uM0czi6mvDcsx\npTYIS4pZCOnmAonltbLONZig0lbPNFNQgI4+E3zQ/U1SvKACrk1xZjVF2ZL5fEwFbZluaptHUqiq\nSrhU+FJvF0QG8Ny3gFow/7gw/qFyNNeMwlTIvXNw9o6FPNtB05TjnayPaje6e1pPa99k5iTvJyVA\nCVIw0tXU/Ccma3+uLvNxIKTnONjOkde+TQatJtOUAd9EWe5r9dmfALR4S6lpxnw1DvPlAIBHgci+\nW/u28Tay3xe0fsXxnEtP5yXB1YF3+0ZJcG1etySdIEb6yKI2hzSoQUsShitwWEb1HaPWCYiJx8T2\nsrZlnJoD5WVCM43Z98tAr5xs4YTQttrv2OaduV7ACmA8o4g5jf2U/KvEu1Qb5L58KcZw0u9rOVNo\nj6t9kxNTbIOutD9VrQP7abJxoSsmN0A1UxYnSgTp24pu8uR9RkByx39S1M2dq8Z6s4yI30wCpq58\nOtLoHKpEHzJAkD16pkom5pN6Dlx5Zow+7E6JpWfszgwJDKr8T54r+gFhHKNwK/YuoHX0dQ5TGmdg\nzkitPLMwQgKRg8CORwyuUhyp54r1KPBVGMqQlTETgF1OuLP+2xpmMAInpxF2QY5X0YBOXVhb6w6E\nBnTmHEBHZ35eXgEUvmQ9B2Pl0uMDkRvLitDeqSbGo+1CJuxyj/XmWQ+nr/UJ+k5pGk05mnfsWqVN\nBsHZo6746MqWyjutc+R1STTz1TSYi2kQTLzO67gmkx+XjVMzWmsIa+5yPjFv9zsaKP0MwFYK0wTX\nEtYKd/jl2CFZdFPJHXOZkkv4gn6DwNHrTjpLRF0fR3LdNQ37qJWrFPM5ZL+tiLgtBmycJyjAQV+W\nERyzTnNqkyrVrviYtjao8jzfR8227g6u51rDOXddgWOwFVgEArWNV4IZB6EIWpEnjO0MyY8mTlOc\nxGDbIjTZ22B/Izt0kDkffAARFZ1O9iSN++gUGzPsQ5b3OpFXADtjU8UAXQk44T1K/7p0TQId4RMq\nnwD0wnUULMyrqtTvSSJg0ZmL2lUBGTh1+VoZqg8UDlYDJ0CbpXHWydVQCQg/h9IYNJm4L2/MoS5P\nVSrOaytLQv/9KfUDd4IxrrRQF/QgZ0Ej3+hhjUGgowsglLY66AkmFOiAqm8G6cuILQPm9v9EoGPC\nZXQSp1bDZ992j/4UFFyQsnRJOlcX90KENX0nCiJPnwrSWAOi+d5BQz9L6BldJ7RUGPN3AhLG/ci6\nfibvco2A+R4l0ZiRntx/qm7buWxDO4Yq/XgACqo1m1NrF14n69Nbab+52DYAVu5JaWX9nOEYdOd0\nn0UPY9gnJtqWtTdbFRNOBdL+KlgTOgHEdkm5B0/6T+cl9o2aEIJ3eM/Yt0agszWgwyooSKZGAuhB\nzU7Mm6Gv6FGyaXSsLzMUwpZ0Ug2D9B/Wm2ElGAOI+VJtCw1OsgDXniQzo4+TCBf+pJkCACGWuiKw\nTDo5SKQ9IxOaVg1pAVjL0a04lLzGjBoBaJIyVSDMU9IXUkYXBLDjFyXaaime0+pQAZ0jZ+RDlSh4\nAcSMYeEYB70eruEhKMAAXBBMkd9JcnbbPX9nP9oBOhB1N2cClPIw00WyWVaK3/rZ3lcQDMWsMS1P\nZj6qT1geoBMEPttKodqn78CSpqLKPdVc6H2arshQXIgMNOwSGQe5Og91LMx9O8JmiJM5Hc4mIAhs\n6EuhQcxgZSEdFjHOAHhoQnSzQglgUYrs31PF3wUBdNY0j7GvabWlP1Gjk+R/OktU4VUBj6nkWr7S\naLClGcjeR02mAyfY/8yXhEvhE1fJbJpfD+uAFL5sDhLRt4X70zB+UQqgQwfd2Wa/7NcVAnbq0B4c\nE6y3SX1q4zqtiyOB9pyOE76U8Zg4UUj8htVDzW7EKElewee8XbCQlHdI2+pv+fslXxN+XIGqth0W\nzl1ezxSg1nec1wChwbQx747OJX7PFYQ0Z3L8F4KcWXz65vaOPVvlxMjoXFbOMe0aL7YXgaNqVJkd\nxqD3N/R9ztuJ7y5904++lLOcx/G/xAuy1YWrCUleHc8a2VsTQc4892e2B/szF4cAuxrdo/SZpWsS\n6DCOBhCgZSfypgiRg2Y8PlCGXj9qNsioyIjYyRVsZaCLu+DIHcJA5b2o/b0uDUxLZwE6A2VckG42\nqaBLnru4jf+P3+XeVAlwPyI9xpnRuIKNkxL+loxImf8owL1eFLxkIOJzgoTY6XqOWdO8QT87I71X\niOW76MGl5kOV1APBqpWWtmCsl2xMmmrnFQWHnDN2/Sk072kAhPzWjq3L8glGJ6FHNmY6FYTvFoQR\nI5h1oYQzulQDjZwVe9gAAynEnOz/ql3p+qRpb6B5uc61AdM16TgBa1tlxG8ovmV+fL/O8LtBtYRA\nBPjWahOJEiCDs3/33UBcZzTgvtkG4MjyyU7rxiLI2PNT7btRBbpJEH+cV823yceJ/KbThsq7PbSF\nCW9fMTqMrZRsvG5CE+MB8mqAHoKcrrA2iSuGenINPxxq67hwwZ3PTbOiWmAPMml9jBPDHSYj426k\ntY5ZpaPTVwg9anOsKgdOdEb2uwSEjNShwbMylBxAZmllrk78XEvM91rZOFljurK458hH51ClFbkh\nelDT7cdD1CwMMg3XPsMQNYUPpAHwJGDHv4RJgZMLev2mfI7vHWReP8gpJHiW/Ggu6wIZYpcRVDQh\nvb8JxpH1PAiQqmfJk0GOs6RSo5NlyMBOwuxMYLONuOpBd1AHgU4BQCdBtHbRvYRqtRV3Au7qQj2c\njgv5NnUNWo0qbFikWjf9iWCtMIdeauJMQPJ6xCoaA2VnDzPpN9H48mOV/gnhlG1HLcBks0ZXxTMv\nB9ADHQfrpE2BBz8k+HSH9dqPm51Jg6AAzlq9PRM8RhU3RdV+w4BzGmmW14uaWAxJ2rvL0xREkIMA\nCL4aMvVnPpcB3FDb1gwd+EqiJRtpAZfD/t3uzD/aPy0/TWhRq7FbP2dTKrgpvEWYHtTPk/XzzdZW\n2JUILUC8nGoscvAFDKaJg9GMQHiq0aYMK0H6sKJ1No1qsncIUPU+gvjOjnp4AY0kpafV2b+HPr9k\nulKQo+x7gZV3qQ4XnfmrwE22nAi7s3bpr7Ud/fem1doOQGeNK5mOTFeHKq1siSDQgwFX2cr1DuCQ\na0Y/TUCoziGDgjMdCn7p+Qqe+EwnbLEwkKrMaHiLoMpfLMzKhIMDhIy2fFhnDqqaHQY1+cbx2jQ6\n1HpxtRmZodLKaaYH2szDD5jjodVHgQ7lXje7BXyrgjxZnWxZ7s7USoQUQeG4geK8DUbTLfXN0f7d\njHs4O+2VIQktszbcKEAMiJCJ1yHvZBMmrQ7k3Q7GJBobSomoTtkMNWD1Z2Rt3ROtmG/NbGf2Ba5y\n8p2YrS5VCMKy+qauIqSUcDqexr6SEppvht5DgNpa+61I3FeqHHCW7/n40sZb6qfWNg6y2WcQAnAu\n0X+3gG/9QfPjBOBpFfjk1vaeSlZuxKpL9bWgts15h9SvyjWAHdMSYL5TlG4HSGFqVbytCVaKTCxI\nghSkAEI75b5kAnS0f3BVGfuFrjjiux3USJtrN6GvTCmtL1C7l60fu49Yhji5DWfp0zs+NdilqY8j\nBTpLx0Dep0oj3kqwsUdAnODO1v58HcqIAegURJDX2vjMqNE5Sp9ZujaBDhkxQsjp/ju8Vj3gyEMU\nCLjvCRG5dc4x8NXIbDuwI+CEwIngiB2+m/ah/y3lnZpZxh2jR2davlfVpUtAh06FtJNnlo/lR19+\nCEPm6rBOnojwnoXMA8mlkkI/ASXuO2BMDANDV5DTxdEwQU6NifeBKQ6ntbRDEeJoW4/+EzoTdzAo\nQm60uXQxPPhDoG+MGi90DWKSf1mmA0ZDH3EAYm2pKn06pFNg8d3OZMeOkaMMwAAutMHxFOcRPQ7J\nQUqKMeBDgN8vw7WUh2RMclZaduUQ7dLlQDtJUAAPnLmFLeCxcm5JjxrjMwG+6gZAt5ponNWPB9DK\nl7XcCA3nDuAf8hSyfs0+WwYypP4a9oy+dnzGh0oN2ngQP0j90/B7u+bEoFYD1ARb1N5CtH2r4DEw\n52gsCPsqfTSR1pq0Q1Qsa9sF9Ckf/1QAz8j7kHb7ZMXyPejz2g/RPwuIdupQpCPT1aFKo6ZmZ2bJ\nBwcBNoIZVe/rpoa12M7SFDgyYPSbKgD12oUPBJgooxdmN2V46HKf+alZRwV2iWd0RslrHWianzJw\nfG0Mh2UmfWDOrMbYUoXb1HfWh4/H5dpIf2pln+egfUYK6kQAACAASURBVJrRtlVQugIh5HkzB/Dx\nNuU7tTgJ3eotQFTIQxtzhjzWRU2GLA/pXQBgboLQt9cgI7YZqjNwpcEADirC0bdU4JI4LibT2tAX\nJ23gPkwUpEugTM1V6sukdFRnSBWYXWI/GzuSPj/mkzw39/WtUk+dTLjJxaSqgztrF+0DnSlmNmVA\nkWcJllWwlHiHayBsnHGbFvV5d00HYvn2dZM8k8THKvV0ZX90jerSYUXgaquMEHBc8bZE2pHMHL81\n9fFXlEd1K7LQ6HNsFcButBbl4Uia13cJuFEtRqlwZ/NNbc7KVd9TWl+etk2zky0a8Whi1fzIE5Dg\nfmMph6nPJzGS58bA1OBVuR41QcpHYPX0yMjczJf8QOSK+sN54nvkzO94+6U+jxSavaP0r0vXLNCh\nYF+04UsPLLX3Kem88IWpdz4axgi3VQZ/ksGvh4IcESIEKF1wPO38HFCm0vWZoZW/Y6boy8ryQARz\nzT32qEqHBBxf6T8ir0vpKQRyRVvJhRAeO1zyoLaR73q+xsyzlCawqJHIw5GGs0ah7rRkIkR81Z1w\nbBWyXJ3kpp05HtfZujJ1Td2snDQxwazmM8bXoDDQlRr8QElhPqiwKLhz8zty7Z2toppEk5fSsjre\n/QDk8J2VEQKRq7G0z3YgRQHOkB9no0sSuVa0bU1EKBAA0D9ka23BMAR5LDPk3kJ/mIr5ThEcpHi2\ni4JdEFu5sL5GL99mBW0y4926hkJpSsBxG1cTYuwvRbGlsNQ+qX1GATlXSIJADQH6wb4ndO3ILLTQ\nVaZJxhH7r/relQTsraOcHcavPaDwo6IbC11eeO9saIkKuU0FLpVY9TiV5kOWt43PeX9OAUB2TNPk\nQ7k/K5+d1JFFgArQ3pl1UmPvXQp6SHo476WWGe0b+ZhpiDP6tlGgU+We8onhegkcFRw2oHPko3Oo\nEge7g4IFYACIsCtNa6EHtQtAL8TY6feMOU8U+Py/DHZ1pt0xXdm7dDB0g8BeOFF1Lc+NdegGUBQj\n9tcZfjqCjU1qKzuWZjgqKB0smeCpVYS3ckgM+eG73RkCUObh5ybMp9wczMkMtU11elflfTQr+j0D\nGshAnYJxzohYJVvbI227hUfEHvcVI7BYor+3aUVsHTK0/zhFZiRmCgdTumBj77lk5dpsQ8hyFaFG\nwGUTjPtUUTuUk7n08HeIDUthfcXNukpfrSdEaIv28LLAVsBSnaPNOPaWthvZL61NnEw1wIfviJ0G\ngZfgJo7ZiJgSwhREUGN0RQ0gWxO6/cy4mqwOZwKdnCw+TIprr5eCGqUX36VAR/6PZO+3jzjQmaMu\nS3ysM08igAy1rdTEOijMfX4/tVVuPlxr5Ee+B/k/6i64UTBVAV/1SaCzLQ3o7BvYYAwpX3ko/Vmd\nqwvpb8c0NfqvpvCLcjNYHoDOUP4d7a2Zx3TlXbHx27G0GjQDmkYn7bXztBaQO44JnkctsVyrhlTz\n+/K9o/SvS9ck0AGEGQzMQeRi19EqO5+qSUeQUCWPUK9TyNC0UxCzEjJXncnqvU4TYN9aNL0h7ml5\nuuwBwKKbmaXhbH8oyH2VhtTV6cDZmQhlMlL1AQLg+yEhBVDzzQ2jKvH+Gr/vZpaUcAPjINMfgRmw\nC9KqMdY0w/f1qlWcp0WT5346BQ7sVDM0+ugs+lpQvc62K1FenxVOkuc5wfegKrPEL6KQpZDWtkUs\n31dwMw/5VYrvZEhegI77lhgNfNfxkSEPeZ32s1zettJ0jFXC+0sgh/FYtrVf0cQ25+vdFEmhLsId\nUhfSjW3iZx3LFNY2Mcj6fwUkrIcAnaG6Pi6Ur3SxcQYesjjWhxeOk5j4MbqXcdy6adX6uQMcaXNd\ntbnai/ZUYKbfPogWi1qd4X9defWe9B/vTim+4feUH1RE9O7xveQtMsHrvg24WTCnps3i2ftAjee1\n7uTpENpywcRqhQgYqB1e81mux0M0S6Q5F8IcLl/kIx+dQ5U6ZiEDqwM4CN7IJa7JHOOm1DQIXcC/\n4XC+KgNyttmBm3hMqNRsq2AsTwG9yFBYthKDkrO1qKDUbbi/OINUZqlgy2hVq0WoHQQ2zTYUIBT0\nPvOUd3Zls2iok/kx0Ga+WgFpJUISQUvKS2dkVgfO+r3pjAkUm+VWAShcccQ6zAXu39AaCM18wvFK\nM5mBW4+lsxLmLe3M2d/E2baovCGf6YTZKFAN9NBnR7U+SIggYkbflQkq3YYjAQ6wrRqtfBDeOvTx\nblZPM4GsTiRYKPZC3RpB+18HtKqMLQUbUh9fLg7gUhrMxNaWun0AfVMIcKhR841kc6wOHAX3dMx+\nexwox7Bj8tAIt6MJR2fr7IfdsmU5l3SAllXGXYGYEItMINB/U6+drloW0rP/jI9pN4FL+XxsA76h\npfty5Tg7ktyDhyMgKKQaphubUo6lod+BIcuz7wHAsQmoK2CvRFdxs58c/J+CnSLX1OyqdjIDrgVT\ndDBqpVSj02l3LL6Pa0RrTBJIDi6153vZp2Caqx0AgyGvSWSUapP82zaYLw3WoqctvOrzl45MV4cq\npctcL4EdXxYKm0VnUWOKMBt3HNcImIyuWoxp0VHRGUJGbL1g3x/t9ApIODlV4EImqAJGZ4MA4CuU\n7F1qg9bn1PRD7YaTRQam2/0JPBBldg0MwZ0KIRFGDP4wrQBwV2kRphTc3WaaiO95IC5rA248mTDQ\nsLZYHh4IbA6mUWa0AF45ZnArtOd5npKpwyehuwg5P2y8U2CP/c15HcshDPtyfg1JfkdwQXNTlTIp\neNL+My6TTXK4ULE26VagofXPkhb6u2inKLT8nQJyPLS/CtLcBAgnAPtoJrltaaY413QMbciNKwls\nuJWA58VMQcGNDGQDOulYO+q2rcArtbU//bBIA4K9icAlh7aPQI401obdsq6DYBvb3H3AjJZL21Z4\newx9iD567nMzdDBtfylqtHsKYMII1w52GPWa7bWH2OhXVQj0lcPuN7wodfdc5ZpaXaBFBM8TUKa+\nb+oqwvFb+i6SWleZum+ktoXwwI7fAosgh/kdkFN7U3DCUM8S3/PBq7MNPdJw5MjX0vrltkYso21p\ne4R9YsAWX7DQBkfpqVOq9UDF6FWZLl68iPLOtwIXHt/958gwNAnz8FtLgs6eTWfPopw7d9CrQgik\nyKt3ftWHIQOT6eRJ5K9/Puqfvx31wuPLGh295OxgKO+YH58HANx2Fund54YHduvUATK5ByC0E9id\nKeOGk0hf+3yU//524PHHd0BdFdrrLG6pyuN5TFnaZeQ5Beh2Wlcn0nF22THYgY7p5Emsn/98bN/x\ndtTHH4/ysA2ERju0W6rLAe2ZbjsLsF3S8M6xbFg+M99pdPR88iTS//B81He1umg/JzNfMnd299iv\nF/JuDrz1LLbvOddpOHSysXTWfpQB92/L8p3uezecBG5/PnCujZluw1U5A+hWLY7HDgE1VWD+yrPI\nD57bIfjYZ5yGNdrgIIC7k06cRPq6Nv5x4fHd4lyOa6chOwjXJNfzvz+L6f87tyycD/qG0KjrZ0ud\nL7W6dLxMGOBnKnxGHsZ2m7/qLCZrmyXJtjSmeV7iQXrkBEynTuLYnc/H9r+/HemJx5fbcGkwjkhO\nzt3EsQRAnr76LDYiYz76H+7CLVdovfmb3/xmfOu3Tk/94KeZ3vSmGS984Qs/6+8d0zUHdABgfsHt\nwHtCQHT+OmNH0w5f+8Hq4dBNI6DXe2+4G5fuuqv9fORUKZxodw6i+Dp0cDlSAvJtZ3Hd2x/ApW9s\ndenU21qH1A/6ImXtAgbOffmSlvX/uRvlpXfFvwcapSRqXVGxcqZaU3NoXK3a2fNTc3KuX3EW+Y8f\nwObbbkf5q3MeNIzOgN17B5PGKNMydnmGpmN33439u+4CkmkP0CxV4zkn4FhePvZylKEsnKfbzuLU\nux7A4197O8q7zzk9WR6fxWu+illGAOEYhbpbHfP6u5H+x7t6f6QqWqoq5WK3NSBHLQDz1IqoI+dq\nAla3ncX6jQ9g/4W3Y/vuc+6IP2/Dh4nl5G7UnElPplEBtQPTkM/AvjlS59fcjSf+413YbONeLYPZ\novbXq8n6kpV1LeXO8g1Xn956Fvh/H0C963Zs/uoctvtYPHJu/XO1avtvraTPMmbNqGnSe/v/9W6s\n/9Ndgp4DSI1RwWfJTznoP03te7x2ExS/9VVnMb35AWy/5XbUvzoXZbFG1bPK0518QtPm2EHNTl63\ndrr0y3fj2E/c1bSUNO3a5q0aKXuJLwC7tKlyz0Hq15zF+i0PYPuC25GMl/E59ctTcEieNrA6v1ji\nhSkBl157N479yF0dglIJtxS53a85ZtFrR3lvvQKedsdZ3PjOB/D4C25Hfu857FnfSYiHVdPjWljp\n2J3ZMJuv2jYWHWxsQcR1/+1ufOw/BF8GgOfMFVciXe1A55o0XZVhxC85xXU4R4FGibxu1qjCqsp7\nqJodZ2m6HNq/ZYOH3yvyHQU9WWc81T+1qDXQ5ZvAssltZ9Y/MIGM5gDqzwy04rdGpuT7HyFkTQdE\nCMTobzA1ZlsnNJ+ACleXJ4IxM4q7Klrfh+U0MkVfGSGNnIAuPkqqbeXcqsI36iu1qY8Tbe58L80b\nVqS8Z+9fo0WtrXGM7UVw5mUVoNCp4GnW8EYI2g3N4Q6n/o0c/VA/qhqWcZVSqvAdyQG4AzSXNmfA\nlykrsBmX9hK0u5+UmQi5/QXvryt8i4DVqj0D60OsU5J2SjAQIJMEjqdu8ArYcMG8BdIWLa5OgYdE\nmKxOvizcvpVduiH6eVk+E9RsNlF+9q9ussJmYFuUADo0GY57f/F9nOywv7gZ6gCg4xMPiLkFIbin\n2vzKVnNbzj1NwMqWdNcZ2H4SviSfcXvotzKOrQ58JL/V8bluI1r/E01GGo+TAOZ9sgeZCCDuQd45\niv1SW9sc5CTtW7Kk5lTOUAbcrT0q1PM2pNi7i/fYbIuTZdUgCn/w4ERzvMDjhhVgZRpULrV/2pXd\n82FInwsfnYO4+mc3XbNAx/0/VCAg7nkSxsaO2akQF0COag81TkW3Czl2v69AR0HODuAxxggEoFDt\nzZI5bVFDJO9mXXXM+VEjkJc/miTPutTdMwe7TFBiue9A+DwBdS3lMCGTTIPgz9peVRXoGeYB+SS0\nSSP9KTzReAt9chLzJYBlTfAI0ePWEV20ZgIdOleXOCj0FkEOhIlNIfSmbDNulsPeMyfTMJBZ2okM\n3/NGz8WyMi+N6SCyGN0RAs4D9KF3+l2KXUL/kRnotv6Ya2yZQAFFoLMyUJZW6PwqdvJA70ujIA3x\nrNMmIRD/HECHAmQSIcb+OrH/cbxZ7B36bnQz/zn8saYKzPt9Ozv2Ut4AEdRaFzvcT2aCAx1UKwsn\nBwRKCAClQEfH9FyA/do0mfvFAvTVtnv4XgHWM7DeNs0YVzPWGdheDE2wa4HpFC9gpjunXb6n7aTm\nqVGWkYd2cZPkXK36HkoBcVZNpdMBwQdzadqQcV/DBPiEq1YDOug1vSR7x8fkPKXYa4pNphMyBzfC\nf90BfqSHHARIjBFFP9EK4OmHCuhcvenaBDoUOpABSYljHS7JgFENTueoVpcP79vybjVNMQjbOBgV\n4CjIGWeOFbGyR1OS8o/vYB5SH9ZNhSRlg4M2Owh0xgkIDwptBTRJ8nQe7SKvDlKAjpDK+EpF4zQq\nLXTW81SJICcFqPCZv4CcXM2Jmd+0exnwoHIU2rUY8LDl8NMk1ysA5vS6WgPzGihb0dT1xWrfQdA/\nI2b206o/ckbE9iiIpfBAFx3XVf9JvplCS+AaAyt/nkJ462y9FnQanSoTtiyZUQul1wXx7m3pl4pv\nS5icIEBnbfeStXWVjqmz4g5oWpt2MrMMhBaNDrZAZh35XqmbHwYs3DxoQIdmu60BHJr0EoDrStsE\n1zUO0u8Xumb00RHk+MCxNuUA1DHDgoqwpHan0wKVVu39Clwsdszt+lgCjs1mmk2mTbNy1BmYP4nO\nzHbQPlljv3ZTXG11yIh6Tkn4nxCG9/g97zM18qXKKjsDOCsbn6uExckdj3Vp45ErszrTls8OGpnn\nFEBn337PvcvcXAvZhT2HRqfTNLFuQ1l0wtl1irGfDO8k39zkFrX68KTPxfLyvc/BO3fToSLjZyul\nCV4zZWAAXBL5KiMFGTpDAHz2lxCzbWoxNDKtCvjF8uj7bKA5Iwd8CTpjt6h6fot2PyFm7jsDSmYS\nafgu38UBqRqeihD6M4a6yzuAHtwsHdREVBOis9J7bs1RuLIj9eXyeCiCnHw1jRRGy9WVb2jjAnRx\ngAC4uYbxLignnF4CYH02lgwQQGZ1AJLFuPGl5db+DB3QxcRALzD8WwTTc9DCvzsHcxzNqbynZe7o\nkdCBe4IersChHHUTrDDZnaU/pF3u36lnNzlxrPDaEHTnW1ZMONYwYyFJHYaVZS6cpL/oBMUzvDAg\nUs3HxGMS6aSFj1cpq7R3t3FojTqxn7qQJ3AhXYbxr23EazU3siHYv2ZrHBeMpWkPNgJGR+209v0k\n/yeAcyCHqBeMz2gZ/bfGz1hvglj1U9KJ2mTAggyO3wwi7PZbXeHUmdc5Oa3BI1kujfvDVXHjuCAP\nH/3cmJj1eiJW9VXRmoqrWXcooIHRBXPUg/VTYL0Esnd4GMeOlZuN6fJmfP6Kps+F6eoI6HzGadoD\nqs26R9WEaz5k8I0OdUAPkCg0fUWpdc7VNDAv+9/OkuMkJwoWG7B8d61xT1/IpYYqiL2smq/BTEf/\nIF7TDq6MgSTipEPrkod7ZKJ6TlIGLpN0QT4DZQLyvgEdmz653wKZakHsCG6MqEwB7LyeQtLqf3bv\nd+Y6bYbUt8FB76yAx1DijJ8mjpxbfdYQ9T6ZFZfrlqYaZyCwBLhPEoQxgt8paPt6GXPTvjpv+2sA\nAcjrQAetj3ZAAgRj8EUEN6MNUmu1lFyzIiDKAUjthevEtrffrqrFAjJByJgjFeilYopvjd/u/idt\nx7PTwMadm17mMD35VhOsu/KFIkJVBIyvkrRxPgnYy2sRmgLExvHIseBJrgnIaaZVDW3atD52aQNs\nN/24nlJ/zbJT+1DQ+l81Eq/RxMka4qMWxY2o2AldIMaaQrPFBQ1F8zJ4krU/I6YDPQgBwgSo2nIF\nNxnWf5JpUabQzHgkZAMlO2DCjpTgmlilD2lPjSoy3G9rDfiWK+RFPGcBvR1oM3O7b5cC7IDCOvxG\n+63eSkAXIZ0m4YqeVwA+XI/Sp5muSaCT9+DmBdUy+JkDjAx5EIrdTOAASF2TDTq/gRCSVWZbKWYo\nfB8BlDJp59sGRigE5trUqmTUfJ4AA0AXxI0mJEAYo5nVijFVrtLhTBYIfwpgF8zobCYNea9+bUyM\njLxkE94ZWO3bNzZA2m+F9N2KU2Mq/h0KDwT4Ug3USDNXEctzGoGXQsDLLHkNTDia+7jx40ytxDaE\n+9rqszWnlBFczqKl4Q7MzgzZBkKntI3nOzpbf+X1QUCH/a27p41F4mo29UAnixZ0TJ02RUFOggeZ\ny7WZW1VIen+U+nQamdq/t8sjzgcMwV1QQS2tCWSNeq0xShzoULtofcjLZ3TO7IsmfKltLamZLTsA\nmKVtBkEMwMEUgZV+f6ZQk3GeNi043KUNcGk/nLJXufWZlbUBxwwB0AohJGG0X6EJcwtj5dpZJq5g\nm8SUhtzqu9k2oLWxmEQ12eqgEkKXIGeCtAcC0LhwLwGauoUdNfoQk9d3ihVyk63AQx34OXm5aZK5\nim1cDELtifv+5DCJcVd6jxA4DwfrpaCNfoV8fY3v+FisC/+XfGX7WR9TwAPKAklX1mXnKDLyoUp5\njQA6FiTMhRlixlcpkLALbjqVOweLnDc2oEYB6SYkHWBJBK4y74NAVAkhP1dzLCztTKG2dGS0oFxA\nPxt1BmmDaWbZZHZdFt5FvjeqbQ8qM5LNQOz9/h0DBmXTGDgKwhHTBrSb5USQEogAWBTuox2c/6fz\nuDtF157xMa4RTRkKDpz5DjMpT0nqY0zRVeu2OssBjpXTHYGFVsOtvo/YeVXDtEX6jzQAdmlU9VkB\nDurY6vdNWq0uA3QO7HCkp7VBzuZbloY+VEPIu5M94Fo9MnsvX+f4oITr86oxceAA+DJp1eZw01Bq\ndChcFWS7CVnJpsDLyrxJbUmxm1hZZoTGwn2tEP2qq8fQVgW9Q24yK8GlLfDJ/fBrKlMTdk53a08H\nOsrHYAEn5eB1x5tMm5f0WFv99tuPZttVnGDMhnFo8iDgRQV+6cEBwafyY2ib2E8ZvHNle0lNDAWw\nhpuNfPNW5g0krKxPd3y7xr0R0DFfq8mKTTtTK+ZxnxB1K6bR0XF4uXS5yZpr0jJ8T0HnUQfxoaP0\naaVrEuhsNwAutbyj/rlnQgpO2oN2NsFYEQIH2AU7te5um+CCsspsQgRsgQCQpYILc2c2k3llL1r3\nf98KoArDpnA15m8Tnk7w8lkyvTWC2S+Zp5wWUi+ni9ZpyKdkTBNtABeYCYH+OqS9CK5u1ittUyXf\nCXsCGfsmAajTaKD3Tpsjfu9OodIenVCAzaYhM34VdsasOjOPHApGuqPGO7naaWWSypdyD+XvzmkQ\nuBQGFW310fBB9hkUMysKHce25De0n5P+vqScpgPr+zST0U8oJXQO3t0O6UmaQttd2ndst64NWfax\nPXMAz5TDNygD3fYSWcow+rCN+WRCb38L10j6GSEU3fmbGtQSZhTVwrDfZftGtskH36dj1McFYhzR\n9E0Q4Qsx6jB2oyn7ZGWlo7WDUQMO240J9A1Qt3AzLgETzVWpRFNw6TbrPaJ615qlWElVEa4BKZvJ\nSkxXdK4nMC+lfacgABY1ypeM1r6hKdCZ+LTuym84RgjgYGVjA3ECi4NoyfvCG3nZ9aWBn6kJVH3g\nuNns4UlHGp1DlbYXgfpJu6gBbrpgThSuGA5h5h3QGfK59oh+PCsTG5naklZHhakCmVVuqyXWAOa8\nwOxZjxRCxifE9kwppn3lb0owKKqy98gIEEBImaM6K+qGgLzWGX78yH5n/mZ1ArY5yqT27G6Z5nDt\nTB7L1502JNkqHywAGhHW6H/udQQQofOVYYnw54xxZYy3W0VDxmh1GHcyd75aA4BSUw6YKt1U9jXB\nA7xNU5TzQHU4+vtcOl6BzrzZ5bcGdKwgCkB8GweC5bIgyMcBZPSabLbMlWA1Nd+5bt8l9L/v2kau\nx0P7BduEY9Lb1IBMqma2FZrzdyOgB6Kuqi3Ua6SmadvYSkEFa+A3xDSjKyp1VSYnLwS1AHx5e7I+\nwP7AlUc+gSmhAao2nnylVBnG1qeQigFiiFaEZ9/41uIF5LmFZEA1rUs1jR3b0HgNUtCsAwVLgGPM\nJ1uFOKELw8D+SH5GnyuCvO0MHKvApdloRnoDPV8COoCj14kTsAo3n5PXcUKh5RwnS6qR1QkhEPJh\nSaPj/n+S3yYc6Dd3lD69dE2ScXsJKJ+UG6MQRVxT6HTCR5hEB3QQ+WMV2NeVW/IZAh0FOZxVFMRg\nUM2OCtWKmFGsgLD/p4Hpl+EaopFh/WyGSFuvAgv3nUgN6KhWazS3wBiyruTx4GeqBtLDhGYh0Mlt\npjeXZufnDBQIcKX5TiAPh2txRsaCcBIfAzGy7qMTJVJog7xdhvfqPfpmuWZipIGBGwV/yvRqRcTx\nqL0bQEmARxdOANYN7Ohu2UsCzMGjzOrdREsaJwQNWRcDQ9yp3LV9bL/JyjWLMDXBN8/RDvyNn9k2\nVpdtBvJaQA5nqoPvHCrC/0KAQmemrFGH7ltCF953jQFpx34+HEn6xuWC2QFNo3FxEzRlR3IeInyE\nmpdS22RlbZMW9ovJBDj73xiNeJWANdvN+lVNURaaV+aFMo+alIOSA1iE5tfzAmyp9ZhKaI6nFBod\n0peA0HnhwnjbOcv4UDDcbUZq44vm9y0sVlBpu95vtw14XZwbnVcw2hnfdbMypJJjfyjoNizmakoH\njsKnqZkSttn7Bklegc1oaqYGp9MOs38cKgl9tKnnoUrzPjBfjOtReHW78FaZEQ2Mib8VXub5dW2D\na8BQ0elrgJvujChHN7tZENhALIHsNAJkTKlnUt2Ak8FU+DLEgEsIrU5GMF8fkOMg5sCdsBP/ZaJQ\nHqfIdt5wBeHUGNS+0W5/EyrzJZw03h/zGe0PtR00QayNYZA+3AnYtVpFZlIj3QdGtXhPVirpBpau\n0aHuu0jbKmM0YTCjzdq21QKW2bOM3YMEpHWb1U0rEaoLqdbm7D1b+5ViYMRMD2MdWSc6O1Ojww0m\na8aORsdnzhaifmsrwujsDjsn67MaFG9OzdeCoR8YOqAmdAEifbXeNsAbtSR6nRK64Htc7cbkwsM6\nC2fN1DS4H02RvPKCsnwGTGuwoMWv6H1Zy5DfSzEWE2T1z8r6sjqe2+RmSk1Ydx+p8S1AJmoIcOXa\ng08hKYhd2kle+V4e8rptB0r0YY2dM/q3dIAgY3eMZbQ+wn5C4c/+aMBlW5vfoh8z8DQDOgUILTfg\n0Y2JazqmzTFrdRi1ydRwEcABvSzxybOOLdXQpKj/EuDhmGcdmd8avz086ch0dagSUTiTggqgFxhm\nZYil1NZpZwxCYbzOwN46OmxnvqqIlTiIPIVxN3thPvWDJYswhczmKRyo3XFmWkNNfNBhP1+cWTit\nyGiUThy4gxani1IL9DOkFNfJOHKusWqAwpzMWtW50DOC/u6/MtB0VBHPo3AcAVuW3/H9C+CmY8C5\nv+fFpvmGdUevSXFTKaL96YvANmD71GpbUoi/xLzfVPK+/NxepLIvsS+YEy7m6MfZuHySOuiscTKn\n/WzbWbhzrbQLNR6qyvc92wB3JFWTZKEZzGbIpQD7l5rgSpsAOm5OltUzsG9UtJd7/KMas+tO6waZ\nccN853Qlm54zhPgILZIIqwnw1VZTsrGVQ2DnBBxfWP7C15bh4D0uCqBJrcwN9HOHeD5cS2hBcg5T\n6UGCkvXjaiKNS1U5XrA7D+m03OyHNUgERD9I2Tax5wAAIABJREFUC3kX6PbdSfLsk1VeQnBGWmc0\n7RjBtZuJ2C+o5bP+kbYAJrjDMLZtXKzYhxCTNnfCrvBYQq6xkzZRHgrIuJE6+qSghFwpybSy9nsf\nIza58TzB9gKv1fajWTJbGTPH0YwuHSrccxWlaxLoeOArXksmjc9CQM54cCCrgJDzsb2YHY4Rj3XJ\nsarXNebGePY84LZZVfMnBLN1zUCSVZD1YA2I1ntUnXJZqM8oFoTikuOtgq/unPozZ9pTaZqwnBrD\nn22m774QcvZZqdCO/g10JKXwg36+Nq2DCoRRM7WjVaPATLvHuMs193dyOlr7Kwk6DYFx1STfriZA\nXbNmjK6gMe2JZa5A2W9mH9dKsMwI+rumiEDDvun1ZBvSBCB+RbpvF9ZSV4TA4VJ7HyvSwbjaDgiT\nifcLY/R5bm2/f2noP04w7G4BYdLWlyxf5szX0AxKoMM+qADRaSe3/F/aD2q0FZ21+bmce6DDNpEq\ndKCHef0eaqwI4zyZGpKEYMzZND6j6U59h7yNuYpI8hqryrUVdu58nmrUmbRdBDkp7jl/M76gW4ak\nFNo3DeS5Vf6Y+/blSqPKhxEgmMyMfkN1RtveYwYmmlDtsb00LKWX/kXznvv3yEGwOB7uJIxeO04N\n2pb0GzW4wE7IAk9yTaDjoC8jfK8Ga9GVBTpHpqtDlchMre8uJs44FOSQZztI4ACeogNSm7HNwHoP\nnT+Em5TQMwEFOa5Olw/tXFd4y2QBOs6wbMArM3XTGweN1M8FFF8zAB17dQjjKerqKx7SMIhFaHSc\nfInWNivhMuMp2QwZ7TyGnmfZ3BIhIIuz4jUZj4JMFXQDI2Ebj8BmCTT4kft8FxjO6q2AZvSXUo0B\nMDDyGt+m+r8yLwJp3g9Am8byoc/7e2vU18stvjF5JXkDOplAx97h/i4lrrsAjvZdtqPWu5QoBvv+\n8QpsLvWgfwSdDuSkXvK5SCL0VXPny5jnZrLr1V5CEymDAlkYvXS8aLemJmlOwLF1/17m6/A7PXc7\nmlcrp11zXND5eBHoFHSmvCRl8tVtq2hfnrsl2Lose2HM0k9rQs8PdZLIa9fiyNh0syvpUXqgwwCo\nOZtTM4FYivqQN3uIBjmAAcwLgJvQysTAiKs6rFiz/rIty1tPIJkPlWnR1jloSy03OwbNZ5xgunaG\nZyFWRzcZm0yc6OSECLhpQKdcvdjiUKVrE+gkdKarp3wegIw5Bz0abK/bhHFqDH5vjQgxP4u6ugrA\nycFQVVOiKhddtTTa0tzJlaNcQBFV1EWOjJh1eL1qz9NcCA90UA0W92LyFT8Jy2kQ7Fg622D1XanZ\nPskYT2qxSdyhsSACeKUol++tY4wowRxiS6/FoV+OggBf1j8ABYxn9IJwCfA43ciUSgihJQ3TDo2Z\nNzBXksxsTdCQKdZN9KsDQU6Kdy9qqmyGT58HFYZc+p85BVY9vgiRzkmZNAHccZP9fnSKZffdK8Bm\nH52vGpfQjktrkaN+VhVvH97z5cQUpCWKzRU4ByV+q9q4Yn5cgrzULwDgYgL2VvF/B1EHjRFL+3Pz\nTdsIUNvO4eu3pjYmh+Y2JeM3RSYjYh7xInASxn3T1k1Ll1dNWJYNfDm2r6JjwaTfIQkfrJenRbeZ\n59SfkRqYKuRp6MEBKjzOlgcLZAUtv6TF0gMQgFODbfrSd9ZB32e8YTtHbDLGKQOAsoKb29hXfXsa\naevK+qTgVd0igXHcyzkN1x7gke8mzdnHD0068tG5alM3Yxhmii507PDZuTF3Cjjf5VgGUoYwdTvT\nvySlYM4OWhB5VHgI+M0GqPtRSDKompqgmiYAa5mBDSpqV1OXGFwq9GHlWUuMEzJ8mmTIEEdNUAeY\nVMAPQCdtgetgmpa5H+RMeTjowrEi3chYKbTprJvQloQimIYLxdz/plvZQDpLJ/A8FkCFdhhJnUmL\ntKk9bbq8gDcYwBnV0W6+zMDesfi29lN3rEYIRTJ3+koo3divaoEH06sZSJeA42hmJVzsQU3X70lP\nE1yVz5V2zAWdPw7jzbjWxtpxx3Ro9VABTEE++k1RI7YD5lL/Pm/zga680QWOpHCxsftUYIXaBka/\nVgB88I+iXBPg+9rllZlzSwhpggzuFXexNLCrZlIFAp5KG1u+6skGbtkgYojRyXuIewShrWqlurQg\nxF2LxIPOw9QAm2kpmZRZr4C6ahqrxP4pfXXU4h2UhAV3fja1No3IfrWVYXY9mwZpSrG6MaUIDzEh\ndlzyjUSFB243RldHaa3MXAnJuF1d8FIFZYg+r76anUsDeZPkawbyMRylz0L6Nw90gOiQPngGoJPZ\neZOgb4gquYT5xcPMlwA2vpNvikEGiBAczwJ0tvvNfKEancqZH7VMghC4oWGdJS/xVJaWPqYcIe1V\nE9CZZjAM5trf17J3PLECawM6G1OhE/h15oSoQif4NbCbaya4ckee85kbevDBWa6r9anSB2IZqaPH\ndu42HpXyHTRLU8dZBcl1oFvnLJ6W24IvJmib9kKo08xBP4etXNdqKvcUy2rZLybrtw4mBMCmiw3o\nbAzoEJhre1Qt1yAUC4X+PJxh4yDt1pdMPzoJ3B9LadvFFbECuQM8+rOPAYSWwd+VdvMKYNl/i7ax\n9GPt3zQJb+cAVNn+2dVpFNhWj4laJDQhzH2WfIJlAESBzv4GneZjzPs4nSNPUJMz+t3qSzzbme4H\nraVrnQmoFs5c/k3toDvGGOLOM4BtAzdAAzpp3bThbCcK/Z0JxWWS47gqq9yMhntoGhrf5sH64FQM\n5BiA4A7r7g+Tgq7d5HaW9kHj64ABNban9QmNY6RHrQFs1GF7kv694/+Ym3vEdKiAztVrRzsCOoiB\no46ws93MNWZ6jFrKjq0mCw8zbwfNM9lmzlMBdMmxov3ubEw12zYDm435aVCI58YsGMsmrdHik9hy\nzLKxY98cfQE3rfmuwBxkdpRkIe2xC1LGAGrdQRBUg4ZYONPOvLUZEZkD9+RKcowTY9rddzQ60nNT\nbQ8mE5a+2oeanFXQaDJ6JaBfC8xjEFY7jFcqmtA/787RJZwbCaBn6Ueu2bA6kWH6jNaOTQb29uIb\nGxNSmFtRN6Upk/fJ5KvvfBKzZLaxlUvV93MFkkUQd6AjDJgNksazHcgmbG0fpJSChHOFb69AIeZR\niu0e6ehgWfoSYELKtCD0XaNGzNtHhKRqbLg1wpLpaSnp2BvHpmrjcjYtgfqBsYxMS4AnBU1Tau/j\nPkvV6LXdRjyY2QbCxRn4l21o/pYOp8sc2jQ68ZeMXsNAbbTU1wHs4IvofKosnG18ebwb2T6CXsDs\newQ63M6BJsMlcn2qyYdtlcPu71f0EbDt2SkZ7yDolskP+UndhvbLNZ92nY2vWJOHuTAH4PcjhYmO\n29FMuT+4n5eGp3An8ukwAp0j09WhSj6rttQNJBVexmz1/x3wgDAEYRQefIyzo9ILft+IzcCNC12e\nKzrNiDIhN0NIfJN5jnrRcQ2IgTZNYY/noKcJyzeVZN05yClojdFmYz5a/x2txEI9u31g5IC8ZypR\nF1jZco76sCkU6IgM6R1YyRgoNMgkSjS0CrYdJiJmL/8O27fEvYShb1TvLm7L29kuwI4CuAmhQs5S\nP/c7Mp8jhrpXwbhNTTjwXikRu4btwaBpXMky1TBjuhkvoQ8gKX5lnKT5kl2hL/tqNRDpfYjPmH2R\n/hVJzhSy2h5qeuI/qhBOxxvbIFk9dnwgUnxHNUxAaHe0z3ffRf++y4GcpQlJhjnNJyO0nSvLYIXf\nEeDSj8e13nON1+mmtNzrbgXBBknGCj8itPGVcELfRR8X5ZEsm/AU1waR/gkx8QE67YNrlCXvfcH6\nwZTRNLGpp3d3lrxWb6wj21bHnAdRrNLmtf89Y26pRoZ+TaS3uyDYb+ocPNgnORy/NnZrbUMp8Zuk\nF6LP+MrRZH6G9luln9uf2X/Hmd9R+ozSNQl0ZgEHgKhGhfk4c2RHEo2LM0wIsxUGQYHtMVTI4O1Z\n6avh0DcM6E4yCqNX/wygMR0KO1cr22DF3IQTd9JNOWzwGk9lSm0wu3pdZpFUre6bwOvMJ/Y9TsAU\noJVqm04uCYMhz72hOKMfV7qMqS7doNp9DgEORD19F2P5fpmD2ZTSVOlp27RlNaGPImy/57XynoT+\nGnNrY86+yWQJanbaOsGdb8fVbKPP0cCXfcl0BXz1TC7wpfr0lSloavu1tQvjeXRCgMAgN21CTgj/\niQkok4wVKz9XBDmQKWir6EzAOfi36TTNKXlyPOg02AGX8j8dm0yqxeviNvFVvDbNkjrw+xhJcQZC\nyKoZVtvLNaeIsdIl0iaFKXFDYCP1WDxbR3IAzvHMsm2B1Rz9FwCOs10gPljD2bUTAugVhHg/N18d\n9+dh3yJP0zaoiJhFAzhyerLtbQ+spmaEDxQ3AW2Mh/C3OfqX40LhiyO/9XEtwI3vzrV9dlXDVHrc\n9ofrtMGkE7VQaHSgCY/m/aJ92ehaEMCP8c0cX5YYX+4HVaTM2nfkutMYEtiyrgkOKjca4R+hsb0y\n6ch09TlNDz/8MN785jdjnmfceOONePGLX4xjxw5u8m2JVRdUY7vQUsAABLDJ6GZCqD1jBXqgQ6G2\nNPDIc51PkpEiGOnObFG+oyBgmtBMLcb0OQgAYzJmqnL/Bkq22phPNibM2bdiK91+YbtB7xAnTNhB\n12XATAcEhUHVGjuqU2PxqTodBuGlXmYbYbUU5CjjduZt6uc0tTwFQUWYb9yRvMYSYLocUPXNY5Xg\ny+X3SwOIVKFTiZbHQ5mtABzfw0eRsTB2IIAoWJ+5tesk9wlEVwZyJmPSZKCO+U2ITAYMag6gs5qA\nskI3A+6Em4wTNa917cNxYM9NCipg7UbByfIoyBFQQFPP6Es2Ag9qJH3zRcCDbALx/KhFKqWBQcZ5\n0f7bORlr2QgcbQx22z0gxv24CCGhr4MDfTlXtH418WWWjieET1kdzsxTeOuycllZN1twvbJtoKNS\nK0ghX4KG/mm2kwAQJgWOvj0HfQJJ4xT9ntuM0ITjAUnrAHKGe0sAh8DeHY1r3w6TAJ3O4TfL5JbV\nqVFmjhHtXglwrQ2vNZgq+8tsZXWfnNKPnY58NfIdH11YSl8OHdC5etOhBzr/8i//gt///d/Hj/zI\nj+D06dP4kz/5E7zpTW/Cd3/3dx/4Gy7ZBEy1CASDRs88PSnI4UCVWy54BKh00cCqy4H2jSrASj7T\nAR3EgNOkqzgmk7i+pxTgPhZ1jpkETUo7Dn4CWghCRvPTugKXtmY+qfA4GG63nxz7WeFlsPKaQkMG\nOgc9GYX7LSV0cvKySUEOf0Sny4SICWICYmkmCGq4pH0LYuuF2c6+71Rtzrwr2P5Ekq+paYaAtlz4\n4tZ+i/ATWCeJhyLtsCLDpV/DqNHJcI5L0OY0FY0VNToEspTpPsu3ZxKizR08oJ1doyAanXnqmXRn\nLkrDGf14IkDpluRD+prVfdxw0pskYxfYpP7dBBtL3681ysatFbSTKdAhwC9AF+6fWX5PBSS1Sgzw\nR+HoMVmsTtQi6LmL5p2bSU+drDV2jy+1tnR8Mv+5ASAqCOl80fYQfnu2Txr2gbTfzg4s5hjDroWc\n490o8BAdXdNLP+r8voYDgGsuExUBtQek/s4BTNHniJpw1ZpDvlEN7HTaudRopoBSJ3AcTwpK1Pze\nOcDn/re1wiUm+5Puw7YIdCR1/FPHl5S/W/U7tw2qD0868tH5nKXHHnsMN910E06fPg0AeN7znofX\nvOY1lwU6Otjo/DvGkiFDpdOeggLORpzBWiKT8HEpHVVkaMdjdzbHxC7A2XlEGHpKiNVVk/yGwMJW\nV8xcQmozEK4u4ECdcgxyMkwNtrad47vUEPh17umwUx9hHh7bp8R7uroQ+H1KKEcIxjMBDxPrQw0H\nBjA5gDLm6Z6yRRu+mqdf8hrwTROpbcj8JhrNNyX8ZMyK5sycgJN17xyqhQF3fg5jmVk3UYe7po7M\n2Z7n3mXe70y9VApiubUK1xTgORvQKhAwIrTc7aRxSzUUQA9a2F4jsHUzRpL/D8CC/1bzkwvdof8k\nbxzECqwRnA39sPsfor/wnjrB03mffYGAaa7mFC6awAmI2EjWfybATUHZ2oULFXyRwEAjwEBzHsAn\n+jlWZ9JW53sDPWzHVOBmx516W1loinFQLHTn3lE+ntFPbnRhRoX5n6wCWI6mq3ZTyiLjdidS9nAQ\nDOUBIMyQfdYIUnSczeEP5RM0mvQA9+EbfZay0aZK3XVC1Z1FLoxJqzH2u24/t9LqWK5ebHGo0qEH\nOhcuXMCJEyf8+sSJE9jf38elS5dw6dIlPPnkk93z119/PVZnzvh1TqapSNZh08AIrUO58ChyD8IU\nBQglADh1CrjtrHMdChfuUeIgSUEUMHD7QQhTcGUg39LqkJ57Jmb7BDq2jDfbTJ/mjKJLXjkrSTLI\npXxaz+nUKazPnm0bdOYFk8o0lHtMHLkiiHXpdpK6LAqtInTjAC8hoPUg8HOhVeX3pbXL6uzZLjrv\nWEyg93PgqgyCH4KcFWz3aIRWZwUgW/9anTmDPb6jxqqPVZKl3nZM2Wb14j/ROXPxKPAX5ZOnkL76\nrN8juGH8ky70AQYAoyAVcd/NTuz/N9tYufkMuLSe/YTfeqo0fqND/XzfqVNIt51tZWc/sTITfGn5\nd2wIOOCeJq3L0jPSZ7yu1ndUI6ir1TqTWbbnT53C9DVnW2RfO9h/2YwaWsKbNx/QLhm76bln/Eyh\nrEdGCEiuxNTDVZArABsgmVYnbwDsx73p1CnUs2d3tHGq8V40LVqZFvkm+yMnaFaXdPOZWH6OeMdO\nfpyZ1IPvkTYEQ/nUKaSvORvgT9rO+2MJ/smx5qupyGuW+F8F8GxplxJ9KWuZTB7oXnsOlhN2lpWz\n/Nno5uU5dQrT2bNOnvncuYWO8vlMV6+PTqp1VLAdrvS2t70NFy5ccA1OKQU/93M/h5e//OV4+9vf\njre85S3d81/2ZV+GH/iBH+jA0dWYLly4gAceeAC33377UV0OWbqW6nNUl8OZjupyONO1VJdPJ73j\nHe/AxYuffTva8ePH8Q3f8A2f9feO6dBrdE6ePIn3v//9fn3hwgUcP34c6/Uat99+O2655Rb/34c+\n9CHcc889ePLJJ6/6Tvjkk0/iLW95C2655ZajuhyydC3V56guhzMd1eVwpmupLp9O+nyAkc9lOvRA\n59nPfjbuu+8+fPSjH8Xp06dx//3344yZDk6cOPFvqrMdpaN0lI7SUTpKR+nTS4ce6Dz96U/H937v\n9+INb3gDSil4xjOegZe85CVXulhH6SgdpaN0lI7SUboK0qEHOgBw88034+abb77SxThKR+koHaWj\ndJSO0lWWpp/92Z/92StdiM9WqrVib28PX/7lX37ZgIJXQzqqy+FN11J9jupyONNRXQ5nupbq8m8p\nHfpVV0fpKB2lo3SUjtJROkqfaboqTFefSvp0t4k4TOmee+7BjTfeiDvvvBOlFNx333149NFHUUrB\nnXfeiTvuuAMA8JGPfAT33nsvPvGJT2Bvbw8veclL8MxnPvMKl76l97znPXjnO9+JlBLW6zW+8zu/\nE1/yJV+Ct73tbXjPe96DUgq+6qu+Ci94wQsAtIjX99xzDx5//HGklPCiF70IX/qlX3plK2HpXe96\nF+6//36klHD69Gm86EUvwnXXXYc3vvGNeOyxx66qdmF66KGHcM899+DlL385AFyV7fLGN74R73vf\n+3DdddcBAJ75zGfiB3/wB6/Kunzwgx/EH//xH+PixYvIOeN7vud7rtrx8p73vAd//ud/7tcXL17E\nE088gZ/6qZ/CW9/61qtuzDz00EP4sz/7M6SUcN111+HFL34xTp48eVWP/3/zqV4D6cknn6y/+Iu/\nWD/ykY/UWmu977776h/8wR9c4VI9dfrnf/7n+tu//dv1Fa94RX3HO95Ra631Xe96V33d615XSyn1\nE5/4RH31q19d3//+99daa/2N3/iN+td//de11loffvjh+mu/9mtXrOyaPvShD9VXvepV9Yknnqi1\ntrL98i//cn344Yfrr//6r9f9/f262Wzqb/3Wb9X3vve9tdZa77777vrWt7611lrrBz7wgfqqV72q\n7u/vX7E6MP3DP/xD/ZVf+ZV68eLFWmutb3zjG+u9995b/+Iv/uKqaxemD3/4w/VXf/VX68///M/X\nWmv9m7/5m6uuXWqt9Td/8zfr3//933f3rsY+tr+/X3/pl36pPvLII7XWWs+fP19f/epXX5V1GdN2\nu62/+Zu/We+///6rcszs7+/XV7ziFfWjH/1orbXWd77znfV1r3vdVVmXoxRpKSbnVZeWtol48MEH\nr3Cpnjr95V/+JW677TZ8xVd8hd87f/48brvtNp9N3HrrrXjwwQdx4cIFfPjDH8att94KoDlo7+/v\n4wMf+MCVKr6n1WqFF7/4xbj++usBAF/yJV+CJ598Eu973/vwlV/5lViv11itVrjtttvw4IMPopSC\nhx9+GLfffjsA4Iu/+IvxBV/wBXj00UevZDUAtLL/xE/8BI4dO4bNZoMLFy7gaU97Gh566KGrrl0A\nYH9/H7/7u7+Lb//2b/d758+fv+raZbvd4p/+6Z/wzv+/vfsLaar/4wD+3nGK/zadMjWHkVnuVFBK\nCUk3SdqfFXQRddECvUhQiwq6iDChPxYmRHSjIgUly+gfWFhURJjJE5q6/EMpJqkgaJQuVxupeX4X\nezbd1PD3PPq4M9+vu/M9O2d7852Hj99zvvv+9RdKS0tx7949fP/+HR8/fpRdlu7ubkRERGDVqlUA\nAL1ej/3798syi6e6ujqEhoZi48aNsvybkf5+ksP543ijo6Pw9/eXZRaa5BOFzp+WifBmBoMB69ev\nd2ubKcvIyAhGRkagUqncXuvct9jCw8PdZsU9f/4cer0eVqt1xiw2mw2SJCE4OHjaPm8gCAI6Ojpw\n9epV9PX1ISkpSZb9AgDV1dVISUlBdHS0q222LN7cL1arFfHx8UhPT0dubi50Oh3u3Lkjyyzfvn1D\naGgoHj16hPLyclRUVGBiYkKWWaay2Wx4+/Ytdu7cCUCe17KAgADs2bMH169fx5UrV/Du3Tukp6fL\nMgtN8olndCRJgmKGVScFQX51nGcWSZIgCMKMGZ37vMXo6CiqqqpgtVphNBpx//79WbN48rYsoihC\nFEU0NzfDZDJBEATZ9UtDQwP8/PyQlJSE4eFhV/ufvmOevCWLRqOB0Wh0bW/ZsgW1tbUICQmRXZbf\nv3+jq6sLWVlZ0Ol06OjowO3bt6HVamWXZaqmpiaIoojw8HAA8ryWDQ4O4vXr1zh69Cg0Gg3q6+tx\n9+5dWWahST7RG2FhYW4V9NRlIuQmLCwMVqvVte0cFfFsn7rPG1gsFty4cQN+fn7IzMxEYGDgrFlC\nQkIAAHa7fdq+xTY0NIS+vj7XdlJSEiwWC9Rqtez6paWlBf39/SgrK0NlZSXGx8dRVlY2axZv7pfB\nwUG0tLS4tUmSJMvvmEqlglarhU6nA+AoqicmJqBQKGSXZar29nYkJye7tuV4Levu7sby5cuh0WgA\nOB6D+PLliyyz0CSfKHQSEhLQ39+PoaEhAHBbJkJu9Ho9zGYzJiYmYLfb0d7eDlEUoVarERERgfb2\ndgDAp0+fIAiC2y2JxWK323Hz5k2sXbsW+/btg1LpGCjU6/VobW3F6OgoxsfH8f79e4iiCEEQkJiY\niKamJgDAwMAAvn79ihUrVixiCger1YoHDx7AZrMBAFpbWxEdHY01a9agublZVv2SnZ2NvLw85OTk\nwGg0QqlUIicnB6Ioyq5fFAoFnj17BovFAsAxWhUTEyPLLKtXr8bw8LDrOY6enh4oFAps3rxZdlmc\n7HY7hoaG3GaCyfFatmzZMvT09ODHjx8AHM+zaTQa1+iunLLQJJ/5HZ2uri68fPnSbZkI5zRUb1dV\nVYWoqCi36eXOaYybNm1CamoqAMdog3Mao/MB4JiYmEX+9EBtbS1qamoQFRXl1p6ZmYnGxkbXA5Wi\nKCIjIwOAY3G8x48fw2KxQKFQYMeOHVi5cuVifPxpGhsb0dDQAEEQoFKpsHv3bqjVatn1y1QWiwUl\nJSVu08vl1i+tra2oq6uDJElQq9Wuab9yzNLb24sXL15gbGwMSqUSu3btQlxcnCyzAEB/fz8ePnyI\nY8eOudrkeC0DHJNE6uvroVQqERQUBIPBgMjISFlmIQefKXSIiIiIPPnErSsiIiKimbDQISIiIp/F\nQoeIiIh8FgsdIiIi8lksdIiIiMhnsdAhIiIin8VCh4hmtXXrVgiCAD8/P9cPcs6XgoICCIIAQRDw\n9OnTeT03EZETCx0impVCoUBeXh4GBgYQERExr+c+ffo0BgYG5vWcRESefGJRTyJaOMHBwdBqtQty\n3qkrchMRLQSO6BAtISaTCUqlEmazGYBjAdy4uDicOnVqTsfHx8ejpKTEtd3b2wtBEPDhwwcAQFpa\nGi5fvoy9e/ciODgY69atQ1NTE4qLixEdHQ2tVouzZ8/Oey4iotmw0CFaQg4dOgSDwYDc3FxIkoQT\nJ04gPDwchYWF//icCoXCbbuwsBAHDhxAW1sbIiMjsX37dpjNZrx58wZnzpzB+fPn0dbW9m+jEBHN\nCQsdoiWmtLQUnZ2dyMzMRGVlJUwmE/z9/f/x+TyXy9u2bRuMRiMSEhJw8OBBWCwWlJeXIzExEceP\nH0dISIhrBIiIaKGx0CFaYnQ6HS5dugSTyYSTJ09iw4YN83r+qatqBwUFQaPRQKVSudoCAwPx69ev\neX1PIqLZsNAhWoLMZjOUSiVqamr+r+M8b1ONj49Pe41S6T7HQRB4mSGixcMrENES8+rVK9y6dQtP\nnjxBZ2cnrl27NudjAwICYLVaXdvd3d3Tih8iIm/CQodoCbHZbMjOzsaRI0eQkZGBoqIi5Ofn4/Pn\nz3M6PiUlBRUVFWhpaUF9fT0KCgpY6BCrCQUqAAAAxUlEQVSRV2OhQ7SE5OfnY2xsDBcuXAAAHD58\nGMnJycjOzp7T8RcvXoROp0NqaiqysrJw7tw5t1tTcyl6WBgR0X9JIXlOmSAi+ltaWhpSUlJQXFy8\nYO8hCAKqq6thMBgW7D2IaOniiA4R/ZHNZsPg4OC8n/fnz59cAoKIFhwLHSL6o9LSUsTGxs77op5F\nRUWIjY3lrCwiWlC8dUVEREQ+i/9KERERkc9ioUNEREQ+i4UOERER+SwWOkREROSzWOgQERGRz/of\nXRUj6QtPQJsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pl = Plotter()\n", "pl.add_plot(mea)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Video Data Example\n", "==================\n", "\n", "Let's look at some video data recorded via the [guppy tool](https://github.com/jgrewe/guppy)." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import cv2" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "nf = nix.File.open(\"2014-08-22_0.h5\", nix.FileMode.ReadOnly)\n", "block = nf.blocks[0]" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tag extents\tnix.event.extents \t [0132ee05-29db-4da5-918d-eb63ea9b26d6]\n", " tag times\tnix.event.positions \t [67cc83d6-b6c4-476b-ad0a-2c2613eefd88]\n", " video\tnix.stamped_video_RGB \t [5eeae436-db18-48e1-a7ed-2b73deb25014]\n" ] } ], "source": [ "for da in block.data_arrays:\n", " print(\"%10s\\t%s \\t [%s]\" % (da.name, da.type, da.id))" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ "video = block.data_arrays['5eeae436-db18-48e1-a7ed-2b73deb25014']" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(580, 752, 3, 65)\n" ] } ], "source": [ "print(video.data.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, we have 4 dimensions, we need to look at them to find out how the data was stored" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1: Sample\n", " height \n", "\n", "2: Sample\n", " width \n", "\n", "3: Set\n", "('R', 'G', 'B')\n", "\n", "4: Range\n", "time [ms]\n", "(0.0, 11.0, 107.0, 180.0, 247.0, 295.0, 363.0, 395.0, 483.0, 512.0, 566.0, 647.0, 676.0, 729.0, 817.0, 846.0, 932.0, 961.0, 1044.0, 1115.0, 1144.0, 1245.0, 1273.0, 1366.0, 1432.0, 1488.0, 1516.0, 1599.0, 1668.0, 1717.0, 1749.0, 1792.0, 1888.0, 1916.0, 2001.0, 2030.0, 2121.0, 2185.0, 2242.0, 2271.0, 2352.0, 2382.0, 2472.0, 2503.0, 2583.0, 2612.0, 2702.0, 2729.0, 2817.0, 2846.0, 2938.0, 2965.0, 3054.0, 3123.0, 3174.0, 3205.0, 3258.0, 3340.0, 3369.0, 3425.0, 3519.0, 3549.0, 3607.0, 3695.0, 3723.0)\n", "\n" ] } ], "source": [ "for i, d in enumerate(video.dimensions):\n", " print('%d: %s' % (i+1, d.dimension_type))\n", " if d.dimension_type == nix.DimensionType.Sample:\n", " print(' %s ' % d.label)\n", " if d.dimension_type == nix.DimensionType.Set:\n", " print(d.labels)\n", " if d.dimension_type == nix.DimensionType.Range:\n", " print(\"%s [%s]\" % (d.label, d.unit))\n", " print(d.ticks)\n", " print('')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Say we wanna see the red channel of the first frame." ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f1_r = video.data[:, :, 0, 0]" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(580, 752)\n" ] } ], "source": [ "print(f1_r.shape)" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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+D5okEA2Q8SylW1DPxrl191OrUY74vp6dlhSSLe4CeeAdVgHoed2fu0UYkSSZ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39VXTD9TZ1jPjvSk3mP1iQpU0T16OhIU1NTmpycTBPGWS5RMwP4BgYG9OSTT2pgYEAnJyeqVCop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\nJ3VSJ3VSJ3XSG5n+P5qcvhxGurgvAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.imshow(f1_r, cmap=mpl.cm.get_cmap('Greys'))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [ "#not really working here in the IPython notebook\n", "for k in range(0, video.data.shape[3]):\n", " img = video.data[:, :, :, k]\n", "# cv2.imshow('frame', img)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Guppy has recorded some events for us. They are stored in multi_tags." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tags nix.event.behavior [76ebce5e-79aa-4886-af10-20e13bd76066]\n" ] } ], "source": [ "for t in block.multi_tags:\n", " print(\"%s %s [%s]\" % (t.name, t.type, t.id))" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(4, 2)\n", "tag: 0\n", " pos: [ 0. 0. 0. 1888.]\n", " ext: [ 580. 752. 3. 1.]\n", "\n", "tag: 1\n", " pos: [ 0. 0. 0. 2938.]\n", " ext: [ 580. 752. 3. 1.]\n", "\n" ] } ], "source": [ "mt = block.multi_tags['76ebce5e-79aa-4886-af10-20e13bd76066']\n", "pos, ext = mt.positions, mt.extents\n", "print(pos.data.shape)\n", "for k in range(pos.data.shape[1]):\n", " print('tag: %d' % k)\n", " print(' pos: %s' % str(pos.data[:, k]))\n", " print(' ext: %s' % str(ext.data[:, k]))\n", " print('')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, fetch the first tagged event, get the index manually (there is also an utility function for it, but we wanna demonstrate how it can be done) and then plot it." ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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3p1ThxcLSGT36TKgJmNOlJcOncYzONEpLapX63OkxsAt1zth8A/DahsyTJGNBRE1ARKXg\n3DpcMZJl+maqMkBATUnkIqC3GncNFGvdN2xnlh2mdpO8VsZh9LnGdyGpLDBhNDNlPaGK/D4Nc7oE\n1EzoK3gOVedANQXP3ST0GWtlDfaYrlLtgIYOC9UtljdAwnHNcAUVUw2BKkJmXo828CCQRVISUyYR\ntBAGJXUT0tQ+ZR5RlSF1FeKHFU3t07Y+vl/TNj5lFdJUsttN4gFRUuL7DVUZumRTUcSEYUXsF/Kd\nHA8B2tRf0GFBRIWvYbdAfUlG6sKQF3iUBR3WOWCNI7rM6KkIDrDPBuN0SJ+JQpeEcSURHRYAlMpY\nI0pGrFCQuPCoBWW2ARElfaZkmkgCySLP6EtI3QaMvOGxELbQ0FGAtFGdtK8Z35JIQ7GGRllJpGzC\nHlsTYC4Gj5Y5HaZtn6bxSYJckz2BJjtqx2RCah7lRdEwI/i09xEWGuFYmC5zVJS1Fo8JQ6hg3nbZ\nZZu/3P4sn9r4iIK7gMKMLuBxm1OMNUGV6Oes9DoGtcel6IL7WdTkDqHOwyNWCKm4wRn9XZc1DplF\nPVnVBnyWWJFgQViiyWwWXtuX/o1lamMKB4wy3yM3J0xvjcnftFkdj6RkzchK7zB3c6cicBq8JN0y\nJ2dAS6jM3oaPJFtSTzboKT2nP8r9FnYpTFrA9ni4bzKSyUc+tSTE3mLcNVBs8eiyoMfM6VOSIBAN\nzCacZY+MsdlO0IJjcqaX1XrzhIJ7Tv8wndKeK1dmaTuQ/X5BqruicCxJsMhzDJgAEqZbltunIdHs\nV6LaYIPPBneIlHHZZ60Dn6oXEiq1rwiYRz0mDMidFUFCwFndoywjwqhiPuuQLzpk8w55ltBUAbQe\nfqQgkUf4UU3bQhhX4DXUCqZRUhKnGU3j43lQliHlLAW/xQ8aojQniip+Lv0xfL+hx4zXuZ+4Lej7\nogXRtnQ9ya+/zCOc4xpDxi5MP67TyKZUO7A0xm16bsPEgU6kC042vBCzH0VeyS6n3I7eY67hU+US\nT9vcxgPWOGJKXxMtx7OJrdO0Cg3tJBQrHGu91XpsRXtOLhBi1ehmOiCiYEHKQ+0hrQdeAl/lMaeN\nhdTM8cmUJQurTZnShxmcaa/zOd7Hj0x/iacHFykJaehiG2qHBXeQcNwsRiZ/DJhwefMUX+adnOWa\nhqOSnR8y5iY77ro/yKt8nvdSEBOTM/EHkknuICBoGefjK71xl2nJGBvEllOKFUmIhcyx5TqpNGMu\nQGnJkJBKJRkRfIzgtLpeACEGKqX0mGpILb8L9TkavZ4WR6R6/8xNYGG8RQE+DSWhSi++s8+Z20Sy\n2gXmDImQZJyv7/Gtxl0DxYScDfbZQPRC2+F91QdEcPXISNljy/n+TCsT7UWYZETlNIUlFV+yu0jF\neWNGgGOFdmNMewiUrYZUGnLKoimJHFNdqCUhJ8GSH7YLZaQukTCnx4gVTnHbTXzA/c2ACUPdsXzV\nVXwagqBiEUgIGQxrqmHogNTpbG3MvOrRAlnVZV52aRqPqgyh8SRkz2KqRUxbheC1UAYQV1D5NLVP\nnsXkoTgAvNZjv/HBb2hrX0C3CWjyAC9oaSuPFzqPESQFvt9IuE9NHBR00zlVGdDvzOh6kqRZ0XBO\n8sGZ5i9TznGNFhwzmtFzi6HHjLxNwEOvt+hnCzoajoUMGdOoVOLTuARETso6BxouLdwmO6PPmBV3\n/UWrrWkbjx3/pt4JX/VoYYfo+1u0XVIvJ2oqsrWAfdYdGPk0rDJyDNbey7hZgTPw54f/iBuc4fcG\n79fQTa8XBTkpXRYcsI4l0sR6Ejm7i2WkhW1L1t9TbS4n4TxX+TKPM2ZIRkqLaLF1qjTQwO54KC0T\n3rIY8hUiAFoiwFjCOocALvlV6LWJlPE19F3ouiAiIaPFJyfRCAyFoVCjqYJKIwSTyXxKfCU6RlAs\nWWZExJKcJeYrFb4nITyEKkNUhJroQdVC051z0M2q1rBf1rnA5FuNuwaKfSZssccqR6xzQI+p+5A+\nrUtyjFjhOmcZMuE8V10o22WmYYsEFAAFESNWucp5ttl1JmvRlFKXjTKq3hBwwLpoRnguY2WCrGTX\nMheWWSgGOPZh7+F4YsZXJrugw2g+pO3CgKmyjGWWDnCmY8u8y2Qr3A5swG4ewVLZq+81BJH8Logq\n2o7PghSzMdhz2s5dEollpeyyyDp4fkNRJFRVTFP7TsukCiBoaIoI9Od2AkTQVAFNFkHrq0UKiCsO\n9nbAb6D2IWigDpxXzu9neKGAaDlP6a2PhKUGslwaPDy/ZRiNiSjY9zacrBFSs8IIn5rT3ELsMWMK\n1dN8DTszUmaI7y1XNhFoOG2hn2mmYgvyKMoYP7TNTHRp8xzapjulT58pnSbjN7sfBky6EVbbZU6o\nLNUSCy0efLClCgI+zq/zKcSsbd5ElNHcZIcFHTbYV9CRaGXCgAFjXud+epqYmtJzM/2AdSJKxgx5\nP5/ln/Fn8WgIaWjxyaJ06T+0RIoYPpcAGSLhco2AZaX/1mRLpJq52Z/MemYbt0ghvnucSRLG3nI1\nZZsfNWCZ1DAHQqYWMWOMkqkX0PKUARopkblQuXA7QPyvoTJ2ew5L1tq8HzB2wG56ohGovrLKP2nc\nNVDskLHJHk/yRd7Bc2yxB7SMWaEg1qzcFi/zMKUyhLNcY8DULYZYRVvzveUq2IdUdFmwwoiEnFWO\nlDX0lD6L1jWnxx/xJDkJD/IKXRagWmGsNh0T/HMSVdzWlCUcOfpuTnphl5L1ykgk1Mhj6q7op6mb\noUt/o7FP06YEuFMXchpQWqbU3Pk2oSwMMHA1ADXm0hwLTRp8kiijjiTk8HsNIZWCqSQrTIuZ0aNu\nAxZNh7IVy8w86zG5tA5jD5JQQPF0DUENVSiLqg6g8qBTQx7QVCG0DXXtQ1Az219dToJFAKUHCdyK\nGrw0p60CvKjGDyXB9Czvos5jkt6cKCyJwpI0zegx0/twSE3oQMenpqPhn4CKz1muu5eMybnDFjud\nm2yyjyV/Rqw41hjq9Si9UBJJYcTTXMRDEg2J/o2Ab+Wu9T4C6A/8+HN8mo/yUT7NlL6zrXRYOPb7\nAm8nI9Uk1XKzPcMNPGDMkHu5pAxWzMcGPDvc5BUeZI9NrArH5gx+i0qWSztOzNLQbRUuBowNkogJ\ncWgg5vXMJbysIMDYe37MLpaScaS6qA3RFWVzN6O7ZaQHjDE7la/RmH2JRlkyV93W5nmlmrD5YiMq\nzNZjRvdQN8lKX3cJoBWJY5yRynZzp4X/SeOugWKXOX1mPMBrPHT9EitvTAmuN1DdgnWgC1/58IPc\nZIcBU85zlffyBR7jK/LBGvlQnVFBupvRtAHj9SH/w/ZfZYUjznGNs1znAV6jpznCESsazInIf4vT\nvMjb6DNllZHTAkP9Mq+i2BIk/HuGd9Nj5kJiE6ONJZidY0of8JimPQZM2WSPlBzzSdhjbQeUMiUp\nWbLSPpvotlua+H9cU7Fw5HjG3oA21ASLVfBIxk8SLAacZo71aI5l8hDQ9xqSYFk+5/Vbyscit1mY\n5CGsWxIPYwZ4tCzKLnkds8h7Mr2bgLoO8MIFTRFRtx5NGNJO5X1T+LReDGFNW/vUeUQTl7Rq3F/M\nuuR+gxc21PshQSSJKRpJofhBTVOFeEFN0s3JZylRVBHEJW3jE4YlcVjQCRYS+vs1L3sP0fEytR2J\nJcQYoFlfRqxwkzNc4l56TMnU7rPFLgUJXc2uF7owQ6/iOzY/RUXIyzys4b5PqplWn4YbnOE2p1w4\nabpkjxnb3OaLPIkZ+c2k36Fy90oYpwBPV41K6KwqwkBYX8wyqSIPRxUpAcNcH2OhtemKIaw0I3y/\nUX9v40DQZCEpMY3cRmsmaQEiz+n+5vlcqFxgc9rmpadzuHbywLIKyaDyuIYfqjzl0zBo5sz9ntsI\nLSKQdeJjFiBZM/K6EmlFSmaWiZyvHXcNFAdM6DHjiFV+8uxTXDp7HxvsOyNzjzlzuowZunIrn4ZD\n1nmet3Pav8kaRzwwfI3k5QZ/WtNln9H2Cik557jGR/g0D/3SNekBPgIOkCZmq8AG1B+Bf/rQ93EP\nV3iQV3kvn+Pe+jJm5Zh5fWZejwl9ci9hnw2+zDvZ5A5rHGo1hSRTGr0RNlo8+kzZ76zzHr7AkDFW\nkmSZbsvIjhWsX+Eh3SwkyWGWFFsYFp7bzmpeLMABpJibQ8emGzdBZOEcD/VtGMAVFv4BVllz3E6z\n9KBFBMqOLDnQZUFKzgojPFrSKKOMIvy0UV02cMkTS9JM6ePTMGboql1yYqbtgHnZZXI0wE8L6iqg\nqQK8oGEwnDAZDaizGD+VxAmNCGReIFn7IovlexFBoZO/6r3lXPTikraIIIvUv9fi9+fESc7fCf5T\n/lf/x0m7UvkSesJ8jlhRQNqEFhZeh3nbZd3b55A1/mP+Lv+c78W0a6utHjIiJ3ZWp4zUeSvv5RJH\nrOrmuGRX5r3rkBFR8BUed/c1JieiUhYb4ZlUJpV0ywy0YcAMGIDumwKGlf5efY29LKfp+sqcYzdf\nAt1Ea51rtjkbGNl8sccvXSWNvl9zKIjhTf4m0AhLmN+cDqm6GGb0SJRtAszVqF8TUPgJ/XpK4/s0\nnshsNk9txouUJCU7VpE2YExJzAHrbzkf7hoo9pgxZEyPGZe511WRSNgqsf+ACV3m1AR0WXCW6zzD\nu/kXfKcLG+OgoHm/CLRWp2tNE3rM+Jkf/g/xqVnjiPvHV8CXcDitM8ZdaXjwGF/hIV7hg1/6Evwh\n8Bqw2JcJ1QUmwAY88xOP8cnV72GNQz7Gv+Sdt1/En9VUfsTkXMor4YOMGVITMGHAbU5RE9JnqrWg\nssubVmgCv9lkQipGDNnijupV8jjZ7SoKpKlBQ8AeW+yyzRoHGvbLpJIyRJjTI6DCSuKkdnVGQOMA\nTwrufSeMd5m7igkzuOakLBtTVG9ih7UyVPP5HR8W7tuCOO4jNe+imIAXrHHIJncAkQEaz6eKA9j2\nsGwjLIFlti3s05oAzFr9WdlpToes6NLUHuUipjLAkwrQpX9PAbCtA8j0/XtA6dGMu2SdABYJNB7T\nXg6+bBHtNAHPg45UMtF4kEeq27V0Hs84zU1ucwpAdcOEFp9VjniVh3QLiVnnwGme55ur/KH/AWb0\n9R5v0kGea0GXkIqz3OA1HnQsShhq7cBmRm+ZTOmAS+VaCG1JlQBhjpapNo0xB98Tra7ALknrNjaT\nDMziYmzRIp8WXyuDZLM2QLMEqFVLWVIrZLkpd1UPXG74/psSMaFKBabHL4IOVpVl9dBW/SJVVAKN\nLdJI5rgB3ebUnzTuGigOGXOBy5itZYcbLrsMOFbRZ0pK5jpu7LLl9AH5AGa3WeoL93CFFY4YlBOe\njd7JAVL77A8lJWde+rNcd9mumoBPPfFt/OMnvp8+U9Y5YJUjVhixwhEe8Dr3EVGyzj7b7NLNFkTP\nlcRXCtbeFZN9SAzEO9yk18z5nP8+Oqptfie/zqPjF/Grlmnap6wjiijmcnqOCUMmDHietzNkwlmu\nq21BKgcAx6qMTQmArvAoLzrQMgZpN7/UaXekyad19umrFiem+MjpsGa6FXtFR9mHaDwmJZTKFqwG\n2fxjAtoSLqVa0hdgZjlc4siqFeZqTZHEmmTwCyLHHmyBVboZyv0NXHKl46qA1IjlKXOJxafZ4OF3\nWpd0Md9qrrYQE0jkuvaY02NRdyiKmPmiS12I9akhgKiknge0+2KKblOtjcs8qBJIK1iESw/ggcc7\nH/8yc1cOKu9jwkD1wpYpfXISRgzZ4IA+EzY44A3/Pm5zioqQfTZUv9ylJMasPH/AByiImNNzEoiV\nK4aqQzvWZz7EAKmFNvAzUKxwGefjIXTnoICzaLGEz1yTU4BLihTKGo+Xw1p9tpXN2sZXkOg6Xji9\n0byMVubX4uE3DYmX43m2mS71d+sINdfeA7Emeyw5m1DQZYG5QBqVvaAlpnJaqAG84cyfNO4aKK4w\noseMO2y6Co0+E7dArV45I1WDjnSY6bJgm12s+YJUlwgg9pmxyzanucU6B9yOThEgFR6Ziue5Mi1p\n2DUj1dB8nQP+kPfzGg/Q4rHOAdanAxWbT3MLEJY7p8tfu/BTjC6sOLuI+SkjSiK/4Brn9CILsFwN\n7mG92afGnIYSAAAgAElEQVRuAx48vESwgMfWXsZ7DRZeyt//wA8zZMxFnuZb3vgC3qjFu9XSpD7l\nqYj83pC9zhp32OSX+QHnjTzFLToKngtSDUUCBwimY22yr40fKhfCWOcQgAYxML/Ao2yx5+xCM12A\nGSnm85TX6nLIKgPN5FmoFGoQb4ZuS2AAb9JDjyeAUg0nTcMV4K0cOFo1iiXCjjsBln43s0eJzzRQ\nIT9g2YFI6nCF38aUbCFexSbw8DrgdVq3mM1nCSInWMupvEmZNn3HOrK6y6QasJikFHtDvo9/SkbC\ngdYsm8yyyR5XucfV71qhQkzBw+1L/I73rRywrnYmWbTmC+wxY4cbfJl30uIxo8cqh7T4jBk67bgk\nXIKiaoRoMwus/M8AMGcZVoPTG80v7Ov2ugyTl0P4uMx3y+wv70foDNMlobMuWXgrnYIyjToaF3LP\n/S5WLRW1Ja3nuex2SE2pjNDmmr0f8zPK25dNQp5HGktUKt10mWGdpb4hfYrWneQa55jQV2bSugxR\nSsY2uxywTp8pZ7hBjc8eWwpktQvjzH5x3EPWZ+Z0hi5zesyY0WPImD1lm13mxJTscItVDrnJGayN\nkWmF0olljlVWzOkwYIpHyxGrThM0jWxBSkXEBneoCVx7qUvcyy/2fsT97PVkvywJ6W4vsI4kIC29\nfu2+b2ebXe77/WusvXxE9/kZ/V7DZu+Qtvc6P/udf5mKkEd5gR/6zK/KARCvA2eAByDrB4yGK0wG\nff7Rme/Hp6bPlPt4w+2SrapB1qJpSt9pjhvcYZURNT4b7ANWoB85Zjenx1d5jHX22eKOY6BSp9x1\n/jbxq0UcsOE2OPOBmj0qURHctDET1C208mnc4rPQ3EAVQjzMplFhzQRa9y8BdktsLRkIWF9Ka05i\nMobJCygb8mhINHIp/YgN365JSyfMaBKPSW/A4nSHe3mDkphHeMl9hvt4g4qIfTa4l0vE5BywjiQX\nKl7zHmSfDcwa1uJzR5N7Yqfq8Bt8B2OGzg9YK2CIxCKli2scCAM0icBYoBF3A0VjkcuiLnlMAVEr\nTVos/wu8CUTMtytOiNppihZSW2FFT0Go1atoSUQJiwNiGnJiTUCKA8M+k1/XpF7GKBg6LTNm2dLM\nQuW5WtnsGhyv2y80qWI2q0Ijh4KINY7eEpvuGihGmhITT1Hk0v4mKoeI7+yQNdbZ184xHa5wnpKY\nPhPMxGvDaqN3uMkWexyyxoQBlsYXzW2orCdhyJgWCeVDamUTdnkbUhYaPspFL9XotcqR08YSLc0y\nILeAQhiPmHEHTJAi9a5u0KnTFAsNsQaMqQnZZJ+MlE/wgxLYf9Aj+mBFpUzYmIUYUmWT+JkP/weU\nJNzfvub0y/fsfZVTVw44VRyweeYOGR26zPhPfu3n+c3v+qAL69/xxdfh/4b2HuBhj7/9zX8F6533\nXj7vGFaDx0xbolkziz3dCN7GEZvcQVpD8aYNTnRQCarm9BwgGKsr1P5jptwIadyxxyap2ljAmqdZ\nX8jAAafp0D616muV07+WjQd8B6z2eQSErWY+x9fQziSIFg9rWiKif5eFtjszGaEiIFf2HFAzRsoT\nc1IXokcUWGneDc5gnV1s048o6TBnl22NYMSsnpKxwT6+vr6FfYXSwIScnIRVjhzTknrgUHTwnKX/\n0Ecy0AP9udDf91mG2R3eZOq26yZVRyUeMEO6H8k24yH+TANNebyY54UxWoci8SBKRJJomA8Crl29\n7nFT4LUtTeBTkFCF0vpuWTElrooOc9pW+gkc75lglrtUIxMBRIFJ68hjWXR0Rr3VuIua4gQP6cLy\nAf6AmJKOiu5S2yp96l7nPvoa8t3iNAmFS0QYdS+IpU8hE6dFhpS8xgPssq2hluWlxD4iHsACKw9K\nyJjRdaZO0+nMENzSssKIUJe6eK4mNApSkYYHlYrN0HLIGtvscoHLtHjcz2tUSAmcgcZCLQrb7LHH\ntmscajucaaYDFtopJVE2Uzvt5kXexowev+99M7nW/PjbDcG2LKieWj9GrPJj3/W/cJXz6uHMuO+b\nLvHRzafxixY/qknbBaUn+ss3HXyZldmItaMp/tVWQq0Fok/V8A9/4M/yyfB72GaXv/TV/4Pxox2y\nIEFq0vscscIRq8zp8Rr3I66CKRscOE2yUdbQqB5soflNdjjPqy65YwzBkkKmEV3hHoaM2WTPgZmv\n1xZwwDynyyFr2iuyURCWzcw61BxPGog+tlD9TBIi5tsz0LVw3Lyk1vXpkFWk5jbDKmSsDVlOrB5X\n0f/EJ9rVEFhKLXP1yQ6YkJOwyR0afJ7hSTd3LIFmRMDm6oX8Co4nHI8QzYYzxDV+cIzS/IySkcCv\nGk1EyDy0ihlj7dZQTwoEuvhKI6xix66Zmdwt2WIkwNi4dN/WGnnfo1fO8QPLXAuQ+U1L7VuTCIkM\npEPT12qCHtaqzarNEnKSOmca9F1UFFBxrtml8t8a+u4aKEp4dqSev6VWF6tIaoL+QoGqw4I5Xb6F\n32WTfadRtBoT1ISMGWqoLNUx1zlLSsaIFfpMMVtLQsZjPOfo+ApjSg3vzBa0xR7H/X8W8vWZscGB\nE+4twCjUZlGrrcWnZkqPvoL1iBVnM7IEkmlDptlNGLhs+1muuQVlr21VKmZjqQhVhw3dhAQJdUyQ\n7jCnp5vAJnf4I55UC4w0YLjFDq+dv9/1z1thRKHC/U+s/01G6yu05z2Cx4W5b3KHVc0W77G9XJD+\ngt7RgvQPFnR+e4E/aAmyRjynm/Bf/chfZ0GXLgv+xuf/trCVFnYfGLKfbDIOh4yjIdc7O/wrvl2l\nhzFb3KHFc/4y0xgtMXSbU/SYscm+K/0zxmf+UqtkOWKVe7hKrPplqCBmjzELzB5bOi+kVFHIlHhI\nzZ9nCaIpPSxxUBJR1iFVYH0kC418Gl7mYdewRPpeSv55jQMSDaXNBLOsYJK2uY83X+EZ/93ESAci\n611otq3jlTyP+i8I+EmOQUbMMqkyQSpdjjeCqFg2m51DOGmxblRgzR9qhf9l8weptxaf7nFHgiWx\nLBR25av62Vukw3a3njMN+u6+eW3rdMGYnKBpqH2fTpZTpjHWLi/3tEOVSmfm0rBw2XojVISUgZCg\nipAVxqwujggrmPfMk/THx13UFCXGf5QX3I58XI+Qbiur2DECkjmdsMG+yzrOtZ+Lp+KqZSjXOGK1\nPaLvTXmEl7nMPY5x5MoKHuEl1c72WecA8HgHz7HGIesc0GXOnI4adOdMGHCDMwrQc2b0ncBr4m6g\n2bcFKauMkBb+BwwYO3uGaZHL2ky4rdYa08ksY+epX8sakFpFwYp2zJZW+VL+aAmWnESre8Qqs8oR\n0gDDZ8CEPpNjjEokAqv5rpDKoS4LrJRMmNsyC/g8b3f/3uEGMTk32eEvvv1/kyX93QH+dy+ZXV/1\nV9NMb7PNLz7xg7xt92XWj/Y5u3uT7cnr8DwQw9M/8n463oKchNPc5k/xab7p779IGYfUaUDZDynv\niWlWfb6w9TjP8gRzuryPz7JsJyegMWbInK423ZDNbciYgbJFa1hbEjstWMzGYtC281CkTDTBsqBW\n5yut12JyAg2pa6o6ogwsWqk09BVLitX2tuAKClIW7LKlySXRs2FZi7/DTZ7z3+HcB10WTOmRk3Ke\nq1iX6pCKd/Esfxi9n493PyNApxsPU5aZ5wABRfMwWkLGyv+0iYQcF9FHnASy0Qw0tJdaMmkrZx3U\njw9rxGFaqLVJM3mk1ehgFAyxtl5xm9P4Pn4j2nHredR+QNDUFHHo5KfjRQdm6o4bIQOhr5tKWzFs\nJ8x9aedWkLBWH7AyzihSjzL2WPgdeIsM9F0Dxf+e/0KQm0M6ZKwwUoNz4eoiD1lnSp+XeMSFxasc\n0nXZMWEO1kr/lk5mgMoL+Q5+nYwOE/rsscWYFQ5ZI6DmHFe5w5ZjPkmb83bvebrMXdPSM8ooagKm\n9HmFh7QWV3ajD/E7bqfKSegoIGZIt5SZamhWndBn6gzX1sF7oV47O/Njh5sUiLnUjkEwf1ZN6Bhj\nT2upE+yMkKWfX7jnlDk9vcmSmVzjgHUOWdOspfyuwppySscW6Sg9ZKyM9YY2ARCdaJ0D13uyr8ze\nztqwDkcSFspCucVpWjyXKIsp+eXo+wnPVvhna6SHYgEfknZxmywTGJ/hw/wGH+PhvyAHIZ3hBmsc\nssNN1pojHjq8xGytxwHr/Jmf/lcEr9dwB9gCvhXYR8DhnfBTH//PsebFf+b2r1G2IU3gU1ch826X\ng5UhtznNIWtc5ywFsdbPi/3H2sJlWDNVuQdXuEc35JCsTZhPO+TrCQMm6suUBXzIGuZH9Gg14bZQ\nwE4dy5rSZ0WbvCbkPFS+wuej9zKnyxZ7Lsye0TgGFFPS48ix3rYGTypWhSVaXXOhP1uypWEZNsMy\nO40Am3iHA2Vvy/6nsfohv7ZY4Xj2OdTHi+MjVRtVphGNNGrotnPiuqAIYqJGyEDredTe8lyf0o/o\nFTMWcejYv4FwQEXY1FR+qGG1yBilF4GHkzNW6hFrBxlFB8IcyrTFb74Bm8waq9lnk5iCQ9ZceIuK\notb26dN8hGd4t8u0LXeoAisOT8ldvfQv8KNuAQnz21c/2IyzXCfTXf6PeJIFHaYMGHoT3smzUrxf\nZ9DAPJKdxqoOjG2tc0hA444esC4hEg53CTS8NctMQsEmd3iSZ7jEfbzAoy7k7TLjXdzkLDdUc5up\nIJ3rGSqVsyK0lByyyiqHeKCt7eW1JDGQOn2rwWfEkIjKeT1NR5NwqMTM5ABmV5JqmNaVRPWZMlB2\nadYa01bN97XKEfdwBfOHSScfWUziH5VpZmVuqxwxR3rfGaMU+1CHI2rWtTlwTcARa/wR73YJD/ss\nmZ9yZu2G037/vb/+d53mlZBrS7GCDnNOses0pVuc5vn1t3GuvcK59gY7R7tEh8At4DZcefAMXzjz\nbm5zmp/8939Gumif9qj+s4DnLjzAbU655/6XfLvTIBt8Qq8mSQpGrLChJ0x2WHDIKj3kXBfbwAdM\nGDDhGucwC5iF/V3mrHPAfbzBy9HD3NZWatZYwk5qNBfEOvucq2/w6eBPSWgbehC2AoYWGlvJn4XQ\nKyytO7Dsvu0D2dJ0bdetJtCkY+3YuFXkW0222xxIKQldYssSjZIQWh7hELQVft0QehVlIKCX5Dl5\nEhM30he09n2KKKZXz2g8j8aXggdLh5a+tSkTLcBKEM1KtZEfkM5bWg/q0MdrG4IKNheTt8SmuwaK\nW+yx4UwHmRNqrcqjJOKm7twJBTvc/BoryTKkm9DXLKBM0FucdkAh2qOA8IIOQ0a0+Ezoc6S793/D\n36DPjHUO6LBgGIwYBKL52fkSDT6XuZdN7vACjzJgQkLGKW4TthWlFyowS+ZRLA1yMl+XGTvc1ML5\nZQMCCz3OcY0N9pHO8XM8Gj7Kb7KuepN1JpFFI4zsn/G9DBjTZc4ah8QUulhlFxYLzhpdFe4TZR62\ney5LAlN3oJN1KJH3L37QRtmLMVIr1ZIQxpoAV84u4wMpYycPGMMSBS1hQytXVjlyy0rqpjvu8wbK\nbIeMyTWxJPdaAHSfDScBmGRhx80aKze2DutMGPIQL1Mjpuifjf4j7Iyc8FSJdfwOH6n4EL9LT+uJ\nf/zn/xZDJqqzxrrFrhFR8H38KnaMhDt/pvWpa98dWSsljQsKTvEBPst9vAG0vM4DXOAyX+QJZ12R\nY1ILJgyJKdjmNivzGc921zHf5g43tbt48KZ2dAkFrwX3s8ahdJReQcpaTVe07LPVOdfAEZKltoTs\nnDfVQlvW11aaRWCWwIo1LXbImluTpmtb5yBLyYgcsTTmi5TQYeDV5InkiP22Bs/Dr1t6k4xFLyb3\npZ68s8gIy5bJsIsVLgRtRVRpXsFftnyL8pJ5VzbmXj2likLKqMBTP2bjeyS5gORbjbsGig/wGhvs\nc45rdJkxp0ehFglhkBvcZpuChB1uck6bbUq7etEFzeBqjvvneZSMGVvscY5ryogqYkrszF9rd7Qg\n5as8jjnlrTTviFVe537HACYMsAYIYwZElHyJJxzTW+WI2hMt01pJWQOGPbZ5ibfxB3wzW9yhQ8Yp\nXuS9fN6ZyU3cly4t4p3cYJ81jlz2ck7XLQCp/15jwpD7eYOAmu/gU+53tmMHVGp29vhdPkQX8UI+\nwKsuk1eQsMs2pWZnDZxfpHBmassUyhxqXbY1ZUFJzJCJ089M95IyLv9NGpo1eE1UbbImGgbYFQED\nteBMEGO0HHw0YYs7WBMB42Ug7dg6+rfnuIbVE5vuVWgIZvYus25ss+c2Bysjm+h7tzNFfFpe5SGO\nWHWSQUrGmCEAp9jFasth2dgUPO2kJL7QK1xgSp/neAeXucCH+F0WdNhli5CKM9zgKuc4p2eTx2rJ\nAo8vdh9nSp8N9tllm122WGHswmgrZ73v8Bq/vvZRrKkFIUtTtuyioiMed6TE+hjzMYIAZwJ0od9O\nibzSXZ8GOTbChpESi0B6zMiOvYBsWr6TXey7zdOagMxLVdMOiOqSOgwoEz0XyfeJ2oKwrsk7MWGZ\n47cV3bai9CMaz6f2fRrfJ2gavKal9T3KWCScbjtnMFtQxT5N6BEVLclRQyHBH3lips0/Pu6iT7Hk\n7TzPnz54miBD6P0M6EHV9Sh6MT/c/3t0WHCKXXa4weN8havcg3kCrRSuw4IFHb7IN2HNa1cYcY5r\nWPssOwwqI+WQNTJSNtmjIuQs111osixpk1llDSqtjZmHnPEiRlNxv5rGYm3hM1Jus82Nox0+vfoR\n/pAPYC5764vYYe7KGu3A+H2tVHmQV1nngE3usMkdx+riVvN/Xo356e7l0ptCHTudT8CrcjpPyoJV\njniCZ5FKDenkvMqRdg9KOcMN+kyIkVPYttjlSb6oZ0JHjgnkJGpU77gmuhXSvkvCQOm03OA7DdfC\n2i5zFxpbFcShtmQriTjFbZc8MMnCKnBA9FEBj8IxVghZ5cgB+FCZqiU6CmL6zDCrl7HU46G7nVmz\nwti1qj/DDddl/DS3qDTxYa2trOExDMWD0MqxvFJ/37DNLi/yNqwZxoQ+n+X9ToZ5hYdVQpFrYtVb\nISV+IzaVLnOucA9WJWLSyhoHjhX/w7U/xyb72jxlLg1PXkHsUyssEyimKVpFi2Wk5XgVAc1A1mLa\nymmZxtKFCYr9zUzaZsq3jHmuOXU768Y64Vs0KMePLGvYbd5GbUkRiq8wD5YdmGovJGq0/t+DsKqp\nw4Cgta5AkHkdx2xbYBr2WctGdCcNWdcnKhqKxCe63UIP4jvyOdPiG9KnOOYVHmK8PtTsLw6U5Oxk\nsaccsaqZzluk5GyqRSMhZ5tdesxYnUx5ZXAfZmy+wGUu8jTvufocfIU3Z986QAzXntzkx7t/hx5z\nhozZ4Sbb7GJne4wZYp2QLZlzhXvYZI8z3GSNw2NhnTXLDB3onmKLxWqX81xlU5mJ1f+afSIjYabd\nued0WdDhc7yPz/FezUK2ThZIKPC9RkVsafF1i9Nc5wxb3OEMN7jAZVY5otvMaX2P9faAxpOGDxOG\nbLHH2fI6UVlRhRE0MA36PBC9xhErRFSumH+VIx7hZdY5YODYoOiQDT4zelzjHNK7cs5Fnsbqku0+\n5Pr5DlnjsiYkNrmjvk+xXkwZcMgqIz1RcMQKO9xUq/TchWewFPOtBNRA2q6JhbGWJbZ/Z6RYud3y\nvBerEw+dPNLiscke1j7OMudWpmcb5kKfL9WkiflG53VIXQWahAj4Ko85oBNNVNj0gDFXOU9BRE/B\nXo5TkPkUUvG8/yg+jWtGG2ueO1ZbkBiUEzV4N+yxSZ+pZNn7LMHOmkMYc7QqF8OE4wdZWTLWg7X2\nAAlsS7d5mR4tCT8pkQmP8XdjhyZvWXTQ6GO6LPCQRE2vnlMGEV7bki4KqjigCgLSqiQsa7KOgCMe\nhEVNmfj4TUvpeTSeR5rn1KF12GkpA9kCV/MRnXkDOYRRg9dA77Ch2QS/WF4T7xsxfLZD6EtCJ9wK\nw5Fuv1ZEv8KIvp7pcJ2zWFfkipBrnJObNQi5xnlCKme32GeD3zn/HqKdkkvcJ8ywuUO/mbLZ3mER\nd8jocIErPMTLfJA/4IFLN+AZlnYGD9pz0HR8Pvn+j/FZ3qds60s8zldo8LEjLxd0XGec09xyi3ZH\nAdQsGIATnS25kZNwyBo5MQ/xistc2pknVvVin6si5AZnWNDhZR7hJd5GQaQeMM9l4wpPTO3WNPZH\n+XlWojHDaMS6eg3NpiNJkJrneAczlTJ+qPkHxHVJktWEGWR9jyKOyANJgonnMmfImBUtm7IcuGUf\n5X7U7LINwCqH3MfrrlrEWGpKzqs84JieNcfdYo97uQTgvJUdFsc045KB6n63OI1VSpWa6zTBXWSU\nnBU916VieVpjTsyUPmZYNl3TNkSzgBxvgzVm6I7REEj0qYqQtvG0AW7LDc4oYKBJn4UL549YHr9r\n+CTkLWCDEWscvcn+ZGfZWBiak3CGG1jdtzkf5nRpVzy8SI8Dtmzz8UOsjofLBp7HfYslNG3gNgv7\nzFITHbp7Y9+lgCJ50/qWhq9Sfhnoe5czyqX0bz9Y10iplrrzRmrUo6KiDn3iomSeRBJGNw1NAHWg\nobLXUoda795WtJ5Uz/TbKWHRUgUQdiFcQJNCM1BAtM9uvSbfYtw1UDQriHUwXvoMI2UQfefJW+OQ\n422rrG+bhbgCTmLAPcVthoypCDlgnYNwjUvcx6/w77AgpWxj/rT3G7yTL5OQq31lzud4H6/ce8ip\ne29L5reY0c1yytQjzUpNulSsccgpbnO6uUW/mNOd5CRXa5lgNbzxwdM8573DdYLZ4SaP8JKyuEOG\nIylbq8KQaS9lTofXeYDP8n66asvZ5A5dXVitCtUGNqe5xS5bjFhhlUPu4Spy8uDyYC/TykyjvcZZ\nSqTe01cd6gZnlPnKa73Gg24jqgh5iqdY9w8I/Boi6A7mmpzIHPO5zTYBNc/wbsy8fqa8SafOCMKS\noTcmDoQJXeZeQkrexksMiile4VP5IaNOj6nX4zanGbHCFnuuvVSHBffxBqe55Qy+ZiQGuM0pXuRt\neLS8i2d5jK9iNdxzutiZPcY2S2Ie5DWuc9adDTOhz4hVbcQwYo1DVy0VU3DEKme4QaQ6a3TMf7jF\nnnpABSiqKqCpA3bZcskfA7QO0lR5lSNucZoFcgql1dmLZzFjhSMKEr7KY1hlxwb7WLmdPc4sXCUh\nv82HSZCjbvtMWaxBTyjZ0paTsdQPc5ZlfZaMsWNOCyCFfjtxWrqxwJJQvYKZKudm9ord/AQ5B7o6\nxiqteUWIdWK0jQYaL6D1KlrPI2hqqiggqBvyJCJsS4KqpgrFchbUghVNENL61q6lZUGXQTWlN88l\nAmnB09MG/ALaDstzridQpxC8deewuweKIswKdzeB1ha0NFkYkpMy4BoDJtgZxGYmFSAVXcNEXyvx\nsQOMpKnkVO0RsDfdotefkx6rp7UdryJkTlfPbKkYxSskcY5PTR0HaphNXOnVS/4jRGkJKQy3xs4W\nYAtwzBAxkh+6OuNN9nnwjeu0u9B4PpwCf9Ly7dnv8dpHHyCi5AFe44fbX2JYjMnClKgpyb2EI0/K\n5fb9DZ7xnuQF3s4GB5zjmmvsKucK9x2Iii1HVDKAU9xS83nmNLkhI7a4wza77HKK22xzjfNc4DJD\nRpi52aSBqWY/SyJG2ljtn/Dn+CTfLYsnaqmj0E18O8rSjLxP8RQX4svsxDfY4ZaGynM+ym/ybXyG\niIpf5gf4f5h782BL87O+7/N7t7Ofc/e+9/Y+PZt6NCNppNEykpEMYglgxGIDKUE5wcYugx07hITF\nCUVSLsqkAJdji9hJCsdYDpsKkBJIABkERqMFaTQazT7T03vfvn33c8/ynnf75Y/n9/zeM2KGUMap\n0ama6du3b98+95z3fX7P832+C8B388u0mdCtZFKYBQ1yK0TlIT1CI1ilWL3toTrY0/Y6U9P03cuI\nLkOXmtjlmIf5PCM3nague4tNnuBNjOnQcbQf7QQf4Gn6HAHiDNRzslDxgNQVVADWYG1taVq4127A\nETOaDDjy2LNaBivmrX6I58qr3A7XXVbLsR9NdSNvHKXphN3mSfMQLXdQqYKjJGTY6tPJneFBAymG\nSrlR5xzFFNWlW7tFBy+tmR1/ryp+rawF67pH/RPtpD01iTp9T/i707nXSRkhtdVHGYUYa7GlwRpD\nFRjKICKwJdbIdjnOCmwg9mImqohK+bNJKAWxdyjZ3DaCSn+WEGwDzBBsB8wxVH1nHdl97dr0uhVF\n4V2lVO4UUuqM+B0aEgcqi1lDnRer3DglM8vfqKNKa1WJcqeE7PlOPs2Z7jVapJzmBko/abilQm2H\nJaOcvMHGn2yqbFlyvo4CLufupGq6t1hyiq0rTJoKGFCyywo7rPLMmy/yBG/md/k6julxFy/zZp5A\n1TgdxnzBvIXN5BYL+TGNbEZnOmY93qX/wnXKTchPRfw/fD2r7PD19nd4yxPPwU3klD8Auwjp6YTZ\nSoPbZxb5yfC/p0HGI3yOTW6R0uSQgX9+ullVTHWXVTbY8sRl4fpWfsOqtmQ68iuTANR1WYhHuoxR\nnLUg4ipnuMEpTzMRA4UEtYhSTCqi4Lv4ZdFJB5nzthzSN0O6jrieE3Od08IFrJZYsEc0qpTF4yHd\n3pgwKmhWU7Iw4WUuoLk9d5WXaY4rstgwbPVIafhDYoVdTnPDL1LUsk5cr8VRSTu4IQNAdNYVAWFU\ngpUllhKYJ0So0/gCR1zmPDMSBgw5ZIEEiedtM6HPEZ8I3+u7LOuuv3nLrNix8ILcMk0EsjnBNnV0\ngWCeZNQB9w33q97t1l0rIBVCA65miCa6hE4xJoiquYIYo+6HoATtwmN6gcN39TmrBl3hLhycpDkq\n6tOZlBlYCMuSIhZFmw0MgS1pTjPSVkJrOqOIRdoZ5hVhVFHZgEnUpj89Js5LbAF5B+IxhFMoe5LB\nVmYvBBgAACAASURBVIUG04DmoZXdQh/MUY0gvNrjdSuKIsWqPJgbOQyiBrM77pzJ/GZRbIZS9+ZH\nnsQd+r/T8tZUarw5okufI97NY9xmnRYTNriN+iqq/jqlhcY46omnvn3q/qFdiZ50Sj4W6kkdA6Cj\nX0jhfCMnnnRbEnCWq4BcWMKdHLLPkoMJJDtmYlr0khFRUhB2ZWQK3i741S4rWIfx7JoVPvuWB2m9\nZUqXEd1CLNpNaSnDkCSQm6nJlLfxOR756FPwRbj1IyuMGk02xzt0n5/BDcguhvy3d/8EBstZrvLW\n7HHUOYgStlon/Fh6xIAAEeavs80CB3Qc7UWUFrG/SY8YsMMaT3ORizzrqUaqSlIajehmY65yli3W\nPc1GMm96ztU8chv2NgUx6vH4Xwb/RDacYUSyJBQrg7iu6I1psPxT/gHL4R6d/pgBhyyzzyIHLLPH\nI/wJBRFP8UZCSv7B+J/TLDICa8mbliIKKUzE0PRlKgnEIyagoigjrAWKyBs8dB02rEsezX5RM94u\nI8QhXqCJxekxSSvjgCU/bsqWWdQl4qgj3+sTyVehbktynaUeo7aYOovFIqOzflwihU8dt7UC6DJm\nKp/vDnOCZumvcYP4E84w/r6Y54oqzUbZDvr6495bzQFX3qN2tTaUv2+wJGlG1kgoA9d1G2ikGaaC\nOHOmElFAEYYUobA52tMSM5afLxmBTaBKJEctniFu6XogOFegcgny145oef2KotqKq3cdiGU4CCYh\nkkwJlh9wiGqW9cXXkVnbeb341NYLcBiUKDU7jkQtut7MCfAr56koLs6ayBz4W7s2MlXtp3x/icQc\n00bF+aEb4yfO7042hpnnF1oMmi6Xk3A/z3GHNcc+2+ESdzkwXnI4Gu4oF5mfKEW0M57POjGuU/Hj\nfyQefVmQcEzPFa+KPkc8zQPsfWCZ8gOyPc5JGHb6/P7DXw0Pw3fyq6jWN3Hb7gvFJWKbs/TEpCYC\n70K1CT/x1n9IQMVb+Tzffue3ZHxpGPKGYa+7wDYnuM06hyzwad7pieo9jlFFDIjt1BEL/mAziDPL\nBV7yU4CanQZUjswkpKYrzg39FNf9trNw14faf81ImNAhpckRfTQCUw9hpUvNG0NMafFNnd/0uFWX\nkcegQ0qnVFl0S6kYWxmqKoBAOqaUhhuJNafYcIm7vPvTaa6jck814P1S66LvqnTr3XcdZUqTPkeI\njFKWexN/vZZOlhm5zrxV029i6hFZlyoVQtxWSk4w93u3lTUjCNZqnFBal9BtyevI0MD/XotinSek\nJhCqq593OtLFXlwV4oITBAShLFgqxzcsI9cdlrUkr3TWYr3ZMfGs8gXPNsDkYHYh35SUiLxhiHOL\nOYBsHaIY0pahmb42HQf+fEXxF4BvAu4AD7rPLQG/ApwFrgDfCd618ceA73NvxX8B/O6rfVMlByuA\nq44a+lDH6AbivTdFDUTrr1HVgBogyIU0YYUd6mS2qS+k6oEYk7HNutu6ph6XmblTsTatNJ5oLCN+\njno9Gre+qgnKxhU+0QlLPm8t29OvVdOF9/NxxnScEYQlJ3GdwNQdDsaPI4XrenG4joani6de4ouF\nyvx0Oz/v8qNfrwRlBcFLQl7mLgoi7jjXGwlmWuCz8SMM457QUR5VF+tibsQVSWFKk+fXzrFYHtBM\nczqXp5zM73Aq2KbYeJYiCXh64QECLI/yGF/7R38MjyM34RTYED/HWSfgN979LXyc92Ow3M/znOKG\n7360iByy4LC5Fnc4Qcu59wiFRpUvxi+bLIYdVniB+zjNdcR6aoq4MMeoqzOu07rFhhtLj1DpomSP\ndNEoXTGREJJ4Qs7UtgnDCkLrioVke4vP4sDBDQtej/4F3sx5p4sPKbnr+Co3eif9ck2J0vozq0HK\nCrt8incB0ljsu1hVNUhQt3V61GYP86ayUOexiPmlXxKiMaeZ3M261Hm1kLPaCUd8PvWAU+6i8mWF\nE5t4/uX8I64K8VAkIKpKkllFEUtVTmY5pqoISzAW+bwVgvZgOqI5reouuADjCn++DtYYmmPpUrMW\nJIl0jXlD4smDKZg/o/L9eYrivwL+GfCLc5/7UeD3gP8R+BH3+x8FLgLf5X49CXwcuNe9Na94KM4i\nxvFC/NXCpsFKfcfe7zN0N3z2inYepDCqB10fwZsWOWSfZU8CLph3Lcl8mx9ROG+/OrOhdM+oNryV\nk3mfRVSkL2N7y3esypXTkUGxltjhm7qZVf+9ioBVdlhh138vg6XP0JG5c/986ouvNsdrIfI52UKm\nrxhbtIDMk4uli555qknkQAvpfEac4gaXOU/t3XjMIgd0OX7FQTQPrivHTy6igpQGt8MTVJ0A80b1\nSYwdabnnybUvcQH7VYbeVwl1qsmUBhmf52Ge436/LAspOWSB7+JXWHvyGH4bMXhYBRaBd8NjF9/C\nl3iIipAf4Oc5md6hM5lxa2mR57kfdRXaZp0v8SAa/KSHKajsrHZ0iclZZp8xXVa5w6rzMgQ8U0KL\n7T5LfIkHRa6Z5OQuPVDgHDVrmBEj6ZBijiHXwBL7XOKCxzF/s/dXiCiczlneITXTANzCbuKpSFLo\n11Dq15Q2M//8wlcaPUC9hdZli35ONdG6hR6519fgF2raPQOoplmt/HQ5qvQc9TbVpVdGTM+BHiO6\njgEhi7cqkL8T2gIMZM1AxtsoJElzjIXKXfZVYChNTO8ow5RQxhCkULYhcPnV435IGYX0DzLSjsSR\nJxOkaLrvFRaW4YmYNGwiIvA//fjzFMV/D5z7ss99C/Be9/G/Bj6BFMUPAL+E7LuuAC8Bb0cy8l7x\nUMeZlqMt192L/Po0D7ivFHzvBLepCD2JWIuX8vnqTnFMuxxzIbzEmLazd7IezJYxSZYA80FZ2mHV\n3m/i+SZ/lqHxnx3HmQzcxajdrrp/qFj9gEXn61g4ygyO7IvHJ5VaZIBDFriXF9zIlXvKiBYINa4F\nUAHV/GgOeHwT6gtaDpmEdfcclNAsIjjpgt7NJ3mUx2g4wrWC5krE1puifr6CE+mFLxBI7HFipVpp\nBoxCByElK+wRk/sljBpDfIp38XneysN83mNRt1nnF/lezj90BR7C47l6oN1i00Mfx/Q5zDKynTHN\nvZI39p4lLEqaxynT5RbjtQ5P8GYe4km+/UP/NwwRTM3JviYrCeO1DlcfPM2/GHw/Fvg2foMGGVts\nkNJwx7eMw6k7FFUTbLCUZQBJ7lY2TTR7qOW6Lc3RUZejjhuARdEScZ1TqGW/vrbqlajabh3Xj+n7\nhZY6NynWl5MIbqhLXy2OEaJaUXqKLld0hI4B3coO1R2/zhJX/8SKytN1FGJS81l1VKqdl1r+2myg\nWnmXzFcJ1pvkOaYCG0CUVeRxRBkFBKWDTkrLJG5AJSOyNQhNp2NpTIEDoAdhWWEDuXpmrYRklhPv\nWAiliEYFlLGhd5RTDf7jZ7ScALbdx9vu9yAJIfMF8AbSMf6px6/x11z3NUNT2izGma8GbHMCi+Hf\n8L2sc9vJ/bY9DqgFQW2rHudhOoy5wyovhvewxg4JEqw94IiKkJjMW3cdskDkxtsFFxSkFA49+UJE\nH1wQMaLLKrv03OZzRMdxwyqPjYrZrawXjulygm0SZvQYefwldzeWXGBi3qCFSknb87imKi10KaWL\nBt2cz2OsOsqD3HgiC5NbTJ1u9KEd7TL73mRXCOhdx5c7ci48pR/7tUPXTacuvsT5JUcJ5kqbEmKx\nxFnqiC+xnDWvTRdbsuEWK7GeI5Nnbkurh512rXrjGYd/6sLien+Doh96HA8En544UEIKz2k+9oNf\ni7i3SAyF0mR+n6/mIb7oZIIBeyzzMF9gwCETd/DezYvc9eQWTCwfeuff5HO8zcMnYVhiggrVfSfM\nsO7KjsldTkvINidYYY8GKcvss8ey19tH7vBSk9kFR+MRSpDhCd7MAYt+W67vhXJH1XGKIXW2c4S0\nKRJW80o8UW3EAvd1OkZbIeDP3DWlhzUozl0wposuOeXaE79SXSAucOinj3kpauSuqdCWhGWJsc5h\nOwwokoDOcUaRGKHpGJg1I6ogYOXOGBsLtaYxE7ULbslSRYI3FmHItFsR5QWtsRUYYQbBGEwIRQyT\nzmsXRH25/qIPy58VePAaf3btJ/81BhgSsvG+uzn5vvMIb6yFkLLVAN2wzxIVAdc4TUzh8MLSvbgC\npo/psMMq/5bvmePtyRZYOx3VaAaUvMg9tEj5Hb6eJaeVXnSbaFUZBMTuog45YuB4ayUDjvwyRItR\n6i5jLQy62W45WZlurAWKtv7f0C5PuynZtka+gOrPoTGsgCuKeJxRC5diicobAyk66kHXckslpTot\nuTxioegs+M6jcriibvrncVP5njJwCl8v86oRMVOQXhHwz7dOrcvRbBaFEtSS6gGeoe+I69ucoEHq\nSNM5apqhr5MeAg23bNKiKOO+duK1Ff7YmZNqZ6+RE5qZc8iAXVb4JI/6jfeMBs/wACN6bLDl6VJb\nbHLjodOMHY4tB6fQVcKowqYJKiZQp26FEM5yldxdU/fxHJe5C00JNEjYmtrU9RjSIGOd21zjDOv5\nHa7EZ73phmrij+l5xZfBehqVR1t0C51Qm8wqbzFBumXdY2TUi5lMrq+JixtQ7btew5nDrzVESyEJ\nvUYSMvocEbvNNNR4pGbc5GEsm2agPZ4RpxXGQliBySx5DON2m7jM6UzGTPsBzbTC9pxfpP4c+nMC\nveGMIhZydqHVLYSsFfLYH5T8wWOWIgowvDZ7+z+0KG4D64gL3QayhAFhy52e+7pT7nN/6vG+n3wP\nwuaXDV3INdemx4zoss0Jf/Mtse8/Fpeclh/jQHC0lznvR9cKQ8dJqtQtRcbNmd8MT2kzpssf8Zd8\ncRNulRQtdabpMUTdZI4YeNcSNaONyRg40wC9cdVtZ5sTbms4dGNf4LtKxa+Uezmm42MXImI0i0XJ\nscrLM67g6gZUg3rUxUSJvJaARQ4YIfkUAw7dV9WmCGuzPdI44TjockwX5SI2mbLKHYK5MRnU+aSO\n/6wQLz0xbhA6khZn1afL18jSbN6GTcfupju0znCNU1wno8keSxjgXl7w3aoqmXQ0z+cuXS38ylqQ\ng8G4A1DkY+JgVCcIfvlBJe9P5LvSpmMpJK5DUqu4NhMyGuREvnuNHLxR5BEkuX9dLGLKe4NTpDS5\nwSnUaec6Z4jJuMRdHDl9/202XPDYESO6LHCDY3q8o/gML8UXuMlJf+AdssAJbqM68KZ7bmqKQUnd\nEWo8gRZF/ZwSuKGm7GiRidS4oYYram6peGWK93s8N50X7t6UA/GYHhvcnnu/tWt08cRFRh5FhFVF\nnoQ0JyV5YghnFiwkGWSNnGRWEJQyHhchRBk4EVc97hsYJV1gRHtcMumENNKKPIEotzTTkvf8ZcO7\n3m8wVUXabPDT/0Mdejf/+A8tih8D/jrw0+7X35z7/P8B/BwyNt8DfPbVvsF7+SMWOKTrwM4KNZiF\nz/J2vsRDNBArqS4jTnGdZfYR6ZU4Auspu8uKH6VlLKqNURuOHJvMdTQjuuyyjCVggSOW2UUT4pRE\nrptZuS2kkG6xgcXwMnf57xWRO9uz2IHdCZaAq9lZDpMFfpyf8katmh+zzD4tJm50PWLqiuI+S5QO\nI1omZ8ARySynCuU0nUWJM2I4jQWv+dWTWHEfjSJdtXeoTL3xbpDSc9naEQXdj+V0D3OS/yxjGA8Q\nZxsZb/pOs6x0Eh3T5wuiatUV59PuDDf2qy5XN/hK/NZCJPhx4b6vfJ10wLockk44oGJMxxcAwBd4\nJQ5rFzNPLld9tVJtdGKYX/LVdK4p/wm/zSIHyNZ1xho7DJxjjmay1EsaMZDVAzUrEsEUrXFE9Zgu\nY7ZYdx2zjP01vBFwkttc4bzHjpV9oDxbtTzbjk6wzbpfrsnzSfxrpri8ml0URFLsxtRbZx2hlasY\nIptbdfuqEJxRHXSQ7XbBsseGDTXlWbBr1XlXHDkiuzzk4KzcK6ZwlDAssrpztPI1rXRGY2bJElmI\nGAtZ0xCWls4wF0leBJVxXeQE6XCdB6QNIG0b2uWEKLNMOiFZEhPPUsooYhZHEFhS42hys5ToL+i8\n/UvIUmUFSRf+CeAfA78K/A1qSg5I0savul8L4Ad4jfFZjR7UK6+itnq6xhkWOKRJygZbvIUv8I3T\n32X5xhAOYXox4kpH8qIbZLzE3XyJB+ky4m5e4g08ywa30HhMWW7EjhMW8TQXucoZ1BU4IafnnHpU\nY615u4JrHXHAouu25MaYjyWw7HvcTU/xvWTZ4136ObGeP+PGa1mwKE+uJOQj/FV+he/y2I3B0m8c\nscy+36wDXOY8+yzzu3wtb+JJ2ozZrLbo5yMWOZIlUVAS24IgkTG8QLJuRDoW0smncAF4FuLcshCL\nUUJIxSIHrHHHpd+NGSPpcaoy0qLacttvXTSptkgiTqUzFtVMjipWdIQFLYLWY1TqdCP5SS00KGy+\nQ9SHql4kLrXwgH85d+PO6+sH7nVpOB6oUEca/gbtc8wbedpTUFKanHQeh0oN0427jpLKGwQIgook\nySkL+UmOXQsjOnTBWNV9pyKgz5Av8iZUo383L5IT+eWMZirfs3eFZ5fv4SabvjsFvOOPHPyZP2R6\nDHnny09Kl6iNUIVsldvUtBuoMcQWdcc4q3+fIGax2gAo1i1Np/VTgBT1nDHdua/VcKsGLe4wdbCA\nLi9LQiZxi0aVUYWGMrBCv6ksswYkmSXSJVAo6pTACp6I0og6wBiOTie0xxllYLFBRZIaonxG4wAa\nw4LbJ8X5qWVlKkmTJu3pq3eJ+rL8fz3+09f4/Ptf4/M/5f77Mx9jp4xQzEJJoWKPJBSXZfY4yU36\nDLncOs21ewrnxiwuLRqluMcSYnhwwClucC8vsM4WS+UBnVFGvCPic7tsMJnFnjB8ikfpcczdvMR7\n+QSP3HqS8DK1HGodrp9eYRgMeCJ6E0/yEAsccpJbLDu7fLVmTxF3El2g6E10jiu+Q5OEtsx3UDra\nTdyGfJcV102O/TiIK0ZbbHiZnMGyxxIZCb/FN/PbfBMxOc0gxe2J3LiTo2qcKW1+ke/lM7yDJfY5\nwTateMrCw4esPXzHW/wvckCKOPYUVcTG5A5RZckakDckz1hVE5HN+Zx5G8vs0mHkomkrNARTboYU\ndfgJEYuxEJVsRnPF1OVtUDKliebH1HhwjQ3rQ68RqJkDWhgVs9RRU/9NxSHnWQaAp1olrte+yUmP\no2onJEVQ3HuU0xpT0J7T0VtrqEqn53VLnduss8Ku/x5CIZNF0S02XQjsgVvGJf49A1k6lochO8sr\nSKSpecUBIBQ1eR21obh48CI/d9ff4Yfs/1wbQLSpQ++VgqOa6IQ64CpHOkdH31FIKHGKoMR9YebI\nXkp+14RKhTnmnXVqnuLEFe7AU9RiCoKqwhoJk4ozS9YwtKYWk4kyBQPBAUQVVIvuuTrponWGF4PD\njCyBRloQlVAFFlPCdFU22BZDu5owCxr00yHjZodJuwHuvfvyx+toMlv4i1wGILVsqjg/uc603XKj\ns+RDi4Hm1LmL1GTVioB9lgGhbJzjCmDZY4X9cJlgUFEMQodbCrNecTY1aiiJ2FpeYSk8BAvtvQJS\nOH17FxvucvPkJhKjucu9vMAHr3yEZJxjDOQLAcU0oogjTAnpQoN/tfhBPsH7nAnErnf5UcxHOqE2\nqduKqm+kxgroGGT9lYzHwrSz2mGVBQ4YMKTlCOrCgcv8YWMxbocspOEnech3crrxTpHcaV1e5cRc\n4yzfE3yYuJujPFAlGSdkAlOYjMd5mBEdnud+7uFF+sWxs0kb0bQzTFARVBXHcY8/5L0EVNzLiyzk\nh6Rx0x8gGTFHLPgFUuw22V/eHdZ8yXKuaE38zzKPDypkorI6Gf9rasl81JfevNqlKbarB7RCM9rR\nShdX+Zu/JKAqA6w1GFNroXdZZkjfHaIRqrCywGM86p5JzpGHFXCFRagwfYY8ceEBLnEBg6RAzitq\nxAhHlh1L7HOSmzzRfSPr3K4XLGogqzxETfKbIgVQbRydBM4vWip5fRY4IHMb7ldyVJ1NnevMNcNa\nl1TyflX+4BH2ReneC5nBsJagrKNN03ZEWFaUgaXsSGcYHyOLFbdsZi4+wSRQJBDlym0sRb5nYdpJ\nyIIGxgFzZSAvxCyR5xYX2hr/6cfrVhT11JGxWS4wVR/8SfsRFjlwGNjI4zilL6IG3dnqSKjEZyEe\nH3pS9JgOu6yyxL7v5I4YoKJ0DQy62djk9okT8mavG98RFERc5rwrVmIe8YVzb6DHCFW4aPB5kuVM\nktjTI9a4wwUu8QaeRTOT14vbLH4slYvyJHAefubsD/IC97LBFu/gM5yprmFtwCjscEzXS9QKIrbY\n8GPiKW44xLP26puXQKY0WWWHEV02XSqfhlUpFqdGB+pr+AwP+MIHdTEWWWDssCHBB3dZoSTk5/kB\nCkKmkfhjKmm9SUo7FF3vNicIqPin/H1OxjdYZddnk8ybBgDc4BRjOqyx7b5Xjd0pBWVKk9z99F3n\nWiOREGPO7t/k0tI5N8rVOvSM2HcoQiWRG8UiO3PlR2oXGlDRc5i39X8qmeQq+VMpWxCKz5+tpFMW\nOaJwTVWfHbqJSBdgCrfov6XvS4OMKW12WeEGJ0kcDqfvmW7kK9fxysGW08tGXE7Oy8+9hIzMEVIY\np9R4ofomwitJ3bKl8hPHEvtc5pxng+h7r7iscmm144/JkVCtymHOAiEUbtusyzjtdo2FaaNFI58J\nLcdWxJkES4FwEjlGfhYLZp96ObQkzzmcSkcZlCVFbJi2GoRVSR4kaPxx4sDUkApjKwbDEVX42i6z\nr6ufogL4SiZWgvBNTtJiSoeJ56wpPqRbYSW9nnl6m7UH7hCRs85tVuwuF//eZXgG7N+Az37wIXcp\nBu60k06rRcqSOC66jahxp3gDDVNSS3W9cBVr061sQMP/DBWL5IncbocsoIHysuMekTBjTIcr0Tlu\nfnvOoDzCGsMwEFJuhzGLzvj1nL3CQjoka0SEtqQMA5rTjOYeXD29yk+bH2WBQ97OZ/k6fpe14SFB\nAXZfLPHLhYCrq+vcYpPHeQvPcZ/XHKs9v3ZhUzcSR+QsMfWdnnxt4d8TpfLMaPgbQ7qcPhtsIXGs\nUtQKalWQLmQsknT4JzzCn/CIV96oEkjt4/RGT8j56/wiCTkDDl3nlnnakhoMPMUbWeSAt/I5Vthj\n1e5Cu+KcvUJuIg/wX+e0h1geqJ6id5wxaUdkseCtU8SaLqXJLqukNFl0GLJivBoZoBOH8jkLQlGz\nALYIGedd7sSrdBhxxMAVu3pUf5F7/M8gBO2x/57akQZUXOEsI3qoI9SEthM6CENgRJfcdWhdRvx6\n8m3OET6T4qHuOOKdW3eB2kGqssW8yn8pdPMRWZy8ArZQIYN2yTJ15DRckZRCL6UvpHjFdCPvrxpF\nwCxo0CqnzMIErGHpYEzaMUS5JZoiwmHjvBFLpEuMkQXLTOzA0pahkVrKWDrtRpYxbTZoZcIxOU56\nTGl6T4GosKSdmMb0Pz4l5y/80I2l6ouh5uzNnz5C1J66Li/25qvayQzPdniWN/jPtQ9S/smH5ICp\n/gC++30jLp9sURDSdSRq5XqtsoOGykuha3vA3zjMSUnQBeErSOMhouLQ7gxwo4Rx3Lmx67imvgvQ\ngW1Gg+OwR+nwPuGZlX4Jcim8C9OR76sqiKITEnVKMjdqqbJniw3G/TYdOyGOLY3xDFI4c+kWZ5a2\nuLZ4xi2Shnyv/TBnD25hKpi1Io6aXWwVEM8sWRXz+f5DfIG3cI4dvoX/E032A9yiqO98Lhs+QiEi\n95iZYng6YmkUp8FyndMY+pzl6hw+JSOWEtK1cG6x6Sgph74gjOkwpO9I/RJWlqPxDwv8I/47Qkoy\nk5A0MwfI4Iu/6ok/xA/ya8FfY2mw5xRVqXMfH7lta8zz3IdBzGpXDg9ZHB8QdQo6ozH0YNgXR+4d\nsyKHTNkQPLEKsGVAXkQ04xklkR/FtbuUn7HjFjeVX1IoF3WFPZeRLZhj6H4OlVRqVylqoI7vztQJ\nfExH7o0p8p/6KPaplSta47RI5nOfc87bJNAeZwQL1gMY0k3Pf2xf8X7Xy67gFZ3tvKlK001RGQ0S\nOyM3Mc1iRnNSkrXF2T3OM6JSyNa+M2wgxbApH5ct2VBjReESlBVZEjNMOjRtylEyQN13GmR0ixFY\nnM2YpYycNvBVa9Pr+KhBZSUzB+7NbtNjyDJ7rCBml9qx6DZQu5bnuotulJKCudg+4P1r8Ot3amxZ\nCbP6UP3qgCPWXCZwRkKPY1Qr3WLiKR3KiVNzWgHyQ+d8LIWxIHQYtXyvZfY8Fie0ldI9l8jfHOqw\nIwlxxgekz8vmtNAIB7OWiemNXCDmE1PTJu/F0KsPF70o5Gcbcclc4NrSGVpM6SNb7U55zLTbcnQg\n6VQWOeCt9vOs7I9Ek7QLJrWYmcWeNrABnzr5Fn7O/BA9hnwnv8p5LlPZgNzGBJVlJ1gRC62gxw6r\nAFzmHCe5QcMtCGriewsNRFLX621OsMiBv7mURqO0G30fXuJuYnKfgxO7Ner8FlpNFdQUV3TDq/57\nScdVL5Jyh23+bf4lwUJFsOC24wuFx3v1+t1inbIMqSpDVRmoAooqInajsOKbyr/dd7G6E9ooZUyv\niQ5jdlnhruwqveTY/4yq4a4IWOCQyh28DScrLRD3bT3kAyrRmLmQJo4Qeo4qXHSZqORnLYTKE3Gm\ns81s5gj8sjhTeFIXJvOcVV2mKbQVuPdCN+7KQFA1C4A1Aa00pTWtyBIIc0tvlhFmSAGcUmOh6hLu\niOhBJV6J7eNKFC2BxHAYrByMc0vNbjUiLComzRYwYxj3WUwPXrMuvW5FcUQHdZyZOXxIb+AxHb+k\nSMhdNEHi3rOm3y7Kqdt1ciOhXeTNkAsvRfzw3ylorcJnT4qSQPiQNdlb36jVQrqc7WjN40XWzR9W\nbwAAIABJREFUAcJNpk4t0/UGpfWyRLI9Ao+LFh5HktCryLtKqxmUbjfnN6TSCUlnrBib3PS538gX\nbtOoruSAoyzNHP3FonkjFQY1JNUiL9y3qf+1yYxFDlnZGRLOoNEec2fJ+gIfUzAyHY6WB0yW2wzp\nEWB9NxdQccgCISVdjpEkwmU6ZkRicpYnh2yGW1RlyKjbhCLgyeghWqS8m8f4wMFvk9yp4BbM7g45\nWu5y3OpwYBb4JO9xiXchb+AZ3slnvAmCan5Th1gessAOqww48pK9yg3xogAK3Ltcux9tcstZuNUq\nbcncVsws4cD5P2q2so75OiFkblctoWLOHLcy5DNxki+zmJ3OKqrk2ZozdthhzY+ZugHfYIstNjBY\n3s5neDx5E1usM2Tgi7eQ6WUpBRJEVhKyzhapoy9ts0aLibjx9BLaRSYjk3aEunBJ5j5WzmIbzc3y\n7jqBFXglpPLTlMV4HbZSqLRzFWenmaeATWkxpM8ad5i5EVbVWhUBQVkR5xXjXkSYFySZGMB6/FOX\nQhImLj/HDMjAVNCmYtKLGDeadKdjkiIjiyWuVyWwGTFZkBCEbhseGFrVFGu+AiNOxRMuc91SvaVS\n7lOfoRutasLwvGZY3iDRiI6cXlfDe6a9JuWHI1RjK4L72L9I0oke02VM6zhl2moSRM65A5XiyVax\nJGRKiw5jJBdj6DuK+dxfLUyKlYkZWu4yYMZoXME8u1+0on2mtH2HNO+Go7QPHQMrf2vHDJzxbsON\n82KDlRC64qWQhGaASEbyxFFnLN1sRLgFHEHcs6z1d7gaHaMRlR0mHNFHXLFj95pXqKJGDyU9zCyG\nET0CKo66fZpOzZITMYrEWl9jJT61+FbCxQp7n0GpOLIlFmXL89zHhDb38BIP8zhLN8fEL+WElyy2\nB9Uy2JWA33nofbzMXQw45GfGP0qRBJjUcegKg5lYbrU3eWbxPp7hIlc4ywVe8lp0DXoqqEnl4thu\nmNDmBNsoSyFGE//kmshIfDD9kD5BWInJbGnIczEwrgnbUlR2WGHsXD0lIXCG3poGy0luolvrbdY9\ndiv0Krk3pu6GbzHlLi4RUvEy59liw1m+LTKkT2YT2lVWj8u6cNFxVO3EdLyezf25C7RqTafu31Vp\nn5iFtJmQ0nD4oNyDCk1pd6yuipVrHnoODlM4JqIktCVFBI1JQayFcOaer3HPK6mff9GA6EA+tl2Y\ndgxhUbKYjogyGC4H7t/P/aTXIgULeeT8HYsKE+bE2auPzvA65z6rrEwxMo3+rDD0GbLOtv+88vas\na+UBF1IuCW8LLpQpc12gCvLFDELAfhBsRseQmJzDxR5jtwmcT37Trkh5Vy0kisASoFJCfd4WQ0pj\n7gI5dpvQqS9OKiMriFCD3XojKf+JttrScoRlpTYoLSVynWyI8DVlMRQ4CkfpDw5ZKOYe51H8rtZh\nl8SZFSB7JP9FD8grn9EQp8JyQhGGzj9QHYNKXwS1M+4zpMPYd1FaKFukfvTV11VHRH1uUOd/qEhP\nIyUk2/iAF7mH8GQBJyF4r/WHDsA+S377/pnO2+gzpB1O5ZAtIUhKgrBkg9vsuDTBVXb5Gv4dXY7p\nZSOWD0dkzYhZErLTXOE6p/kNvpXbrPNuPsm9vMAVzqFBVavcYYtN7rDGU7yRY/rESc5k3JJuxNbm\nx3pgN5w08DqnmbnOSw2TVT3TZsIFe4nPmke4zHmmtFhjB9UJC1ti5heNcp2N+TTvpOlsvLR7NViG\nvT4LsUtvUjMILYBQd4pqDKFu3LiPKwjzGo+dd7GqJzyNkKj16CFiAixc4qn7s8jTjOTnFwJ6Fsm1\n1BoX8hx0rNdx2SVq0oG8jRjKup/DhBA6E4nGzDJrG9Kg4aEWSWcsmJHQNDNaWU4VlhgLneOCLPkK\nxBRf4B7UwabJDNxNpdkqas6qDa6asWrBmtF0J9AxO6xyDy/SdkaWWtB6TKhISZ1ESwuNhJ4futQ/\nGUeUQyZSN3FgkRhM6bqkIAoX8oBFNMNZT3PBsgo/1snPlfo2HnDPo/IbQyF51xhVTM58ap3K2xRL\nE9BdgOsBQ7pOeyt6cNneFm7r12bMyc/s8YfviH2nq5SQiIJwUmF/C3b/Haz+XTC28gqgZXaJioog\nsMRGTn3d3ZeUNMg4YuDfJ9UH6yEhI7hMASU9Ws4aTkntEnBf+l/18NG/p4spKXizuYWNUqDEOKTL\nCJX7KTTRDsTd/Cjok8fyWdWZN12hvclJDBUkhmitxqgBjumy5EjsqtU+z2VHyZqywW1W2HPqHzEW\nKfKIJMlJpw51s8ZRbkKnkT/0k8y9vOjJy6e5zhYbHDGgxZTHzcNssenhHXWZCanYZ8lvvhc4ZJNb\nPM99WOAmpwD8tbjAIc0wrUF13UQfI51Xj3rLrA45M6RzNHitdLua+ibly/mJ2t2qIkuVSso1Vl6o\nvq65e4ckokHs+trTKUEl+uR4Sm06rLnVMV56GE/kpaUroVNFIr9tTiqmLflB24WMxaayJKGLigia\nhO7+El5kSZZAGX0FUnI+yXs87w1wF0DBkD53WONTvIvLnPc28G3GqEW/dkiRW/lf4RxtJjzGo7yR\np7ykS92L9URWvEmJ4KJd1Zs0J3JAsFjiG4cbNtnmBGBpuhtUvQoBN7pP/UgpRXfRL03UDXqM5ArP\nexLq8iig4jyXaTraiRo66K5P6A8lMxJSWvQ49jZq2slqLrC8PgWrV44Jf6qi+KiA+AuO1uKXN1PY\n/ln4FyW87Ufg6/5KSnNZWoXTXKfzbMn4YkWQiHu5Xlj6foWUDOm5myTwBU/BdH0utW5auoouIw++\nB65QahcBuOJd+a4XeAVPTzO2G8w4U1xnMRJifOi+570fvU71j2H2eyHPdO/zhVp08TLmqVxS/QFV\niaOb0kU3EajJgi7SQHTNomDq0GRGiwkmsBRFhDEWoorciGmyUo3EqUe4ogpHKKVlk1vkiL3ZNuvs\nscw6t8ld4VS1UYMZNznJMnsscsj6bJs/brwH9XlUw+Kxg4YSsrobBFm0dKgT/LQwzndocrNIMWpD\n46h0+F+tUa+vXTmIps4vUeWWhVsaqa5HHZM03XLAIQ2bElYVUVGRTKHSPGrcc5Q3R86XHhj3cToQ\nEjdA1oyIspIyFNsxawyzSKhCYejCtKylWaZEhUSoJrOCKhDFTJX9xbTP/7882oxpkXp5nHZMWjQq\nAoYOidLOIXOdW23z3vMYxRXOsccSf8D7HI3FejqL0n/U++0264zo8D/x9zjDdSI3jvad240sUzJH\nWu5yi02W2eMOa4jyVbSpCda7uIiVlPhbb3PCdVByMx+wiCpZZjRR/zsd2XdY5SLP0HFmo6rYreZG\nJnXIEY1Fg/c8+zmefMO9KAdTT2mNZqAN1dcJHrbEPm0mVG4MCimxvYDVbyvpfARuzyC5Bic7t8mb\nMRsv7LH1Qch/v0V5QjBV7WDbjNHohJI6+GveMALwRfSVERLWF1XtagQzk5tPeXd9hmjGjcIPgq+W\nvlAGVJz+wDXOfOgGm+dkoz2hxT/7VvEc/bGXoflQ6jvnB3gaMHzjH3+cl99zyl9XoO4/dcd5nst+\nKaP2abociB1cotK1FlPKQjrEIougEDaFbpdBliL6b6luXLejIRJOBcbHDiyzj1qILXJA4V7nbU7Q\nJOVsepXfT74aoYvVRHOFpFJajNpdFrJRvbTQCAIhOkjRmTN/oEI0zxpf4M4pXabIu4enSClerE5P\nI7fVV0WV8HgFKz5i4MxQBDqJypIoK4kKsCEE6uIzQ4pjG79YMW5BlHfEL7GZVox7MfFM3LrLCMJC\nOsekyJhEbVp5TlBVbDfWSMKcjhmTBzEtM6U1ketn2lHs4E8/XreieJFnMW6UVFStxZQhA9RaaJFD\nv4CQ00+MYLVwqp/cE7zZS/Z6LvdNnDrkptNClDtWYkDJiB5NZjzl3kwxiBXqRB02JCqblCY3OckV\nzr1ivNU3Wkd9pdc8w0WW2OdTvIu7eNkZlU3QQHQt7jPXdR7TZZ8lp7SRt0RNRiNEyqbPI2NGRsxs\nM5573gEq3FcKx+W1TYIfrNwyZkaF4cztO2yvu4CobszC95V88FnYfDdwGZprOeHJku7OiN9/Cd5b\nll5JUwcRFb77kij0jDZjv6wQQD4m8Iu0wtOMFAeVw6I2HS3ce6LKEx2blSEwpY0aS1SETr1ScPuz\ncOPcJn0noxQMTx7VrYDgISfBc8/LYBk3267Q1hoV3VpLR5ZxmuvMaLDCrh/99f3V5yEkconLDcOS\nsoiwVQCFgUAMLdQZSbPEVVmRoFk/UsT6DDli4MdQXbjVAgdL4eCaBjMea76LXZY5pkeTKcf0GDD0\nHXFFILniyu8r537VEVl/VWccLYSqfmnLr9pVC2ghYmTdxAuuaBwcpGbEse9sZRKvvQAUEgrKClNZ\n0qYhqCzNI4SCo4sfixToFKoWZB0ISojyijyGeFYQFpZZO6IxKbAGwcgpiKOMIgqZmQ4JOU2bkgbS\nrRvrzCgCaI2/AjvFD/JhNNFLaRNTmvwsP0xCRpcR69zmPp5nxSX6CRVk0W3y1siJ+ByPAJJhsc62\nM4vdR62XhFEvg7Oafd5ik7ajImugjvII9VSU0V5iC65y1mNZgLvxhR8mRg2hf/5HDBjbDoWJ+DDf\n48ZnNZ41LHI4N1LKjXbAIjc4zfPcxwq7TrZ4xDmussIOC1Z8GzGWfRYZ0eNjg2/gIb7IKrskZUYe\nii9dEYhllsoYD1lwhHMIb1qC9YqUBjYxLDyUsvlLSNrOY9DYTWn8rZRyMeRbr0dcX2u/ojObVwbp\nQRZQcsTAa5BVjSKb3LaDCLSDlBvomAB1dtHDTb6/YcjAL9ZkSVM72WinpuN18tIyByzyLBd5J58m\nJuP73wDRg7D9DQPGdPyYt80aFQF/+LZHeYCn0JAn/dnUZSZHIk4rDLfY5AzXXO8upiLiHF5nCGUk\nlGVIFOeUeURlLDYVNLLDxG2cO3PuNhPfkRosJ9jmc7zNa9WbTBFSf8u/noKFiwT2GqcZuwAtEBaH\nWtaBmGhkJFLslIuoHeA8jKZUnJn7vTNfoHBf72ieimfrglFhEGUfhL5cZv7gkSwWsWDTh26FQUbg\nsIQyCaAqa1K5Ukv111iC7RtT2F9uE9iK7igFaxn3EuK8oIwD0mZMnEvnGFQVGKFvKQOiU44Ji5Iy\nCsnjitbQUjZe2xf7dSuKmq/RZoJkgySM6PotcUTBPbzAPbzogtmnLEyOSWYVw0GTg2CRAxZ5grcQ\nOaziApe4lxc4zTU2xrsUhAw7Hdr5lGnU4Nj0+QTvI0JMQ09yk9NcY5FDf5NrHKbqbA9YZJ8lX6iE\nmFq5N9yiPpDaoaXskBq5oBc4ZBEhic6bwzZIfZeovLMJbe6wxi02mXdwsRimpkWXYwYM/YbxV/gu\nfpMP0GZKK5wQUdINRh6DVeXNF3gzGQ2e4SL2rVKMV6sdAmsZttp0J1OCyMK3ws2HNwgpuXpxk67d\n96Mx1AFaUDtvA6ywBxiHw9auN7qtVLxRvQKN65QEpxM55bzll3b2avpQun+vcLBJ5jqmgogrg7OA\n6ugFh43+pEsZyfPR7lb1x4aKbda4i7Yv8GrKqsW+IvTFdEoTVUSr+UiGrpxgmxP+dbE2IAhLKhQP\nDtzSbdEvJPT5yPQjh+sl7mLfuTxpsZFt9NRhqLl/Te/jOXZZRUxQFpFM9INXvHYa6xE1i5qbqFOi\nJvU1kI6sQJYayk9U+k6FEL5LMUxW9oC+Rrpx1ulL3/90jvw+pM8Ch2honHAZJeiqw5SsKQ42SUbt\n4qP+iG2cIYWYPWQNGY3DsiJPAqrA0EhzqiggykuiqHTGEmIxplZtFQGlCWmXE8Kioj2WBMDRUkhQ\nOTLmqzxet6L4cd6PamW1Y8hIOGDBjQmyrTuiz4EjCvfax0TtOtNZnYBVKrXBFsvsssARK/uHmCms\nL+2BgVnLMG7v0eSdxIhW9AzX+Lbso6xfPpCLZRvseaA0cAT2bvi9hffwjJFx+BQ3OMdlSiK/tJgh\nWcKqjDhiwBd5E8vsscwubbfMmceQ5NKVzfGUJtc5Q48hCxx59E21xTqSghRIGbNUj2rcuqjlOoo6\nn0QmpNB3XB/hr9YndyDf3y4ZonfkDN4hRqpyAzT4X/hbnDI3aDOmx0ioLu5GLonocez13XsscT+F\nN9xoOGq1wCJygx847twyu6ywyzJ7znJNuG5Kxq6oY0TFbaUm6stoJn6CisXOR59qbOm406DEoPQo\nxWh1chBXmYSEWvuqCwRdjGghVaxT/+357G0tzDE5ZRGSpQlVEUIMtsSzECaOg6pIscYF7LPE/TzP\nUzzosUR93wG/yFP3nnVue1OOLTboc4zYcDVQwwWdZAIq8jh+ZSCVfqzhIV+uhU6oFSSaE92T7zUv\nGhCbsBmpU54plKUc3ylNsrn3RV2J9NpPyJk0G7RmKaaylK5DDHQJ1AHjOJNV4hbkJcRZQZGEmMoS\nllIxW6OS0SAmSSUrOskskDmHrQnN6YwqDDDWipNOKN+rMS19lOqrPV63ovgMD/jCpqNESOH5bS1S\nznCNz/E2brHhvlYuFHXM6TDxwv0mKavcYUqbLTbIT0v3pkKjkoADlrjCOUBumAFH3Ew2OL6vA1iq\nB6WItOyU7iwlTSJumNPuhks5z2Ue5En//FbLHeKioDMqqIyAxr8w+B7gm1llh4s8w1muAjWJWrfA\nYngbugXRCk1SX9D1kNBg0nmgv8OY57jfbyU1U0Y6LLXEkuiFMR1useFwnqkv0IB/re/lBcByhfMc\nu8XVFc6xw6rfLGpXpc8Z8AP0r/GdfJRvRXXqgbvw1cJfTXaf5z6anOUM1132suBpih2qjZiYVEiA\n/TJ7JI7iod2JjpLyM+jIG6MWaCUiIRy7tECFKMT7cIwqfyQuwKB0Kt0wq3WbLspmjsyusRE6Fehr\n0mJC0siYHHckQ9NYaFa+i5KsltT9vIWfQAoiXuQex6eTw0+WYgduYK185x1QcX7/Op9eehtXOE9A\n6Qn/ejgrbJE51HZv0OesuVmbQmhB1NE0ox6vdYxWs9kQ2U63YT7bRjiAwrTQ7l9D3JTYrpt1HbtV\nVaTTQEqTQXlIUFkaqfiBmRQwUK04i7BcgqgA74QTtKAKxWoMI8uVaSckKCuqQELvixCaqSVoy8ES\nltBMS4aDhLDIMJX8PWsgmX0Fjs/H9PxpC3Ii6Ui17JLO7i1e4P+KvtlJoPBvTuFg6h7H7LKMwTLg\nkAFHPMajjOiSkHsdtcrydFQTZ5IJbcZc4Zz7+sxvz6wJiJriJCwGtrLBbDrFgPAp22RhwixsYBqy\nQZVOd8mPzqvscIJt31FKeuCIJQ6cTG/KAYsYKk6wzaN8infbT7K2fUSwC46+Ccuwv9FmP1nkw8EH\naTDjFDc4y1Xn2lN5uo5BfPdOcYPzvMy/5G9zTB+NahBVzjEbbPHWyeM8/NNfYOvvr/PJpUdZZpc/\n5H38V8Of5eP9r+EWJ32nqp2ZBoblxFzlDHXka+W363suHkI6uMKNVg1iCv43vp+pG2VTV/yaiBbc\nYP1NXhHwKR71RV+15D2OWWWHLseoUesOqw6TkwRGpf603bZzQtsVeSkkSxxwdnaVSdxmSovcxHQq\nwfqOggF3zJrvHi9MX2a/tehHa5FytlECeZMZ41Fb3qgykO1zGfhOKUcc3xWP0+59QpsDFmkxccVW\nwsR04546buWYNn9569P8+sY3MGTg1x0xQ8a0WWKfFXb9QmSJA3YVw9WNs47F2h1C3THOL150zF52\nH+/LokXyp9WUQh2i5H6V5VDl3j9R36gFoNyrsT/MckRbn8zqrW8ZQNCXQhVOZMtMAvEYRisRjWlB\nnMG0GwheaCF2pO72qKQKpDjavCQsIUugOxMMcdaKKaOCxiwnyWS0zmPIGwHR5CtQ0ZIRM3NgtGxN\npWAM6XOSmyxwRBo22UGMBRTwV3qNbuIqQr817HPMNc6607LhxyRt3ZUcrPyvZfb5Y97jHV9SGm4v\nLEVUR7I2E05whxYpT/Bmjp2dU9td0NrhWAyHDDydou200/pcxaa+72hIpXN4WXTLAHGbuWFOcWP9\nFGZdwPjQlgQFZEHELGgg8sGCVXZ4G59j1d5hOTsiMjl5ENHKJ8SZJb4OV8JT8AbJ0XiEz3KRZ1lm\nj7vu3KDz/JTiB+BnnoK3/++3OXF127sHDX74j/mx//qL/Pw9f5PMLZwmtNBc4ZKANlO22HDE5Jl/\nb7SjUNxND6F9lpDYywOaiLW/YHd18qCafIzpcOAWRDp6XfG+fvixVSShLUoivo9fAGpC8bxpQ5eR\nOwI7/HN+kN/im+g2jhETDknNa4apT4FURcktNtmbrpCEQgHvBSOOoy5q9jB1muOyiLBOyUIJNgtQ\nNxh9XRJyv8m3GNpMOKZLzxV33dJOaHHCLQHFPHaPrcUlMhpss+acfWSbr36G2okBvpvfYRWK5+rR\nuHL/6e5DjSDUR1ENZwfU3WWMh330kAMxRpnR9I3El8dFKOasMlmFBkrE1aiRzDCVZdK1NKYVWcNQ\nRCHdiQRU5Q0ImyL/MxbyLiRpxaif0JpkZE1Dc+xs6mIj0j0L0cz9vqwoo0DG8zAkygsmrZC02aA3\nmlBGIVnyFVgUFRPTVltvIlV1nOMKT5kHwI04SuaVwG1BKvocIcayQ1bYpSJwI6B0KMvsO95U7CkP\nCq43HSqy67aDuu0T8or0BWrRP595u8cS+yyTE3tqhxK+xSBhJEshZ3T7HPfNbWEFl5rPZtHuQDNA\nXuBeVGy/wi4Nk1LEqttOnMJFxuiMmFvmJLcbYjiQkJNHEbQgGeTss+RxuCUOOMsVxnTZX+tCu6Lz\nozM2vwe+5j+HZ7nJH/FVRBQsrQ9Y/PFD/u7/+vO0bUZ8UFH1YdKPSU2DvXiJ3+KbqAg4zQ3exadY\nYdcvjnZYQ92G9lnyhg59jthkCxHmxV5Bo4eWbvHv4mWe5z6WnSWZJhbKqNYloGTiFnLXOUVEwRo7\njrIT+IMQkE7Q/VuaxniJC667bswtfAJ/Leqm/af5b/ippR+jIiSvYkxlsbmhY8bYyhAFBQflopC2\nDdLuNCrKSq5t5Y6CEMWPXUrlGa6RIbr2a5whYeau0T4axDum4zr623yp+QAHLFASMXT+jOqN2WXE\nNc7461OxzIykNlFwWmZiRNWiI3QXqQCu0SVBCuIY4TPGOBqVjPc19CIeORrmpcXQuP/r4aYYql4X\nKkDIwoTedMKw2yFJx8SZJcoLqoZAUPqIM5g1ZdkyawckM7e9rixmBraJxwvTdkTacaFXcURcFASF\nOOgUSUSUFfSPJ0QFNCa5EMZf4/G6FUVdVqj7SZ9jlPemDtpjpz9QaoLqmfX00Q5GQ51ucMp9bcQS\nB6ywQ05CSoOAnsfnKgwnuenJ4xNaCJ81cXhlTOzwJHVI1g3akAETNz5Y1Ayhjg5QEwclZ++z7MF7\nfShGqGoJg6XPEXss8xne4W/ih3ncY3J6o9ah58LZzIlQHa27M93rErPDCmIi0PL/3m02KAmYdNvc\nf+4q33gB0h+SkW7PpQle+ok3cc9H/5Brg1McmgHZYgN19xEXFAHPG/5wGtJjSMdOiMi527zEgj2k\nYXPGQZvP81Z+me+mwYzv5d/wyJeewmxZyrMB1SDARgFfWLmff89f4oBFrnOKNe5whquc4qbnjApG\n1yBD/Bwz9972GPllxrzqQg8p2S/HDOlzLy9SEnjVxXxUqiqYRnTZYoNNtugzFNVIEENQ8ypnJJRE\njEJxlw6CijIsIQ+xpeDB6sNpiLnEBbocE1D56Ns9ljlkgQYzznKVW2w6UxM5oB/gafZZctZrhj2W\nOcUNBhwyo8ktNlhyoWm6pBzRI6Lg/uw5HJ5Rd34ZUgh1lNYCNEYKaIc6+zkDErw9nbB1QjQmwrr7\nBebNSow/XPSgqZc04lmgNLw8CWhlKWUEQS6uN0rEDgFyUboEVjDFVlmRNaGRwqRrmPUtjRSSMeQt\niPMCU0ERy2FYhBGxzakC2VAP232WjobkMTTyWhnzao/X1U+xcGNDhaqep/50bTPlJpuoVZHij7ps\nqKkUoR9VlJyt+JliQMJBtN4Gfp1t+i6NT3N4R3T82CeRnAkVQg4PKV1XY/3Ios7CcgGE7g1P3QJj\n4sflmeMzaudSKz5Kf1GJOiJln0XPP9MFhP4sqtkGPFYmWu3Yj5WyWJCCm9JCzRvEkNfySd6DRiw0\nuMONdy1z6h/uUdyuWOgfAlKwn4/u49x3XEHzsV/gXo8PSjctKhwZjwKuc4pDBjRN6m+awFTERjCx\noevQEjKO6fGJB9+BeVC26w3HoYwoeIgvssMaj/MwISUP8AyP8hgGy+LkmLjMGXcTMpNwm02e5iJb\nfAchJd/BR+gx4uFLT5INEm6srHtjgiuc4wpnucQFHuApDBXrbPuRWrvJAxbQ6NyQknNcISNhgQPU\nNkuXdhGlkLJNwa5dEeK2ERwvqDRBMQLqLKEOE5bY4zpnGNJH4p/E2FbGfFkEaeTALTZZYt8psLoc\nsOC6TLkWhLd4xj8vsJzhGjkRp7bu1COzYootpEAqVq05LQnSLYbuY+0Uc9jkJjGFlyuCbKBVD69N\njXFtQULmR3hdmqmrurAdZfk5aXTo5BPiSpxygko9EqU4RoVggKFiniHEOZTCAMKGBqylchGn8RTC\nFIJuRVjOyOMQLH4z3cnHlK7apR3dVL/643UrirLOFz2kmm6KaWbsR9spLW+IkJHQdp9TG3fF8bqM\n6TnXYTFKHaPJcQ3XeR4yICHngEVCSu8WrQ+1IsuJ3GhXGzV0GHnOndqD6cZPOsXaaViiHjtzRVwH\njMBvMuUE7botaNt3fsb9+yAFbpk958pdh7lr6JZ0QqKdVVAf8NhPSMlNTnr8SrtN5bFlNBgGAXa8\nR/Tjljv/dp2yEXpO4HVOM6bNiB6XOe/fB6g7A+1oLnE3Mxpe2aMdrT4X5exZDJ/mnaikRbWyAAAg\nAElEQVSJhR42ugjTw0MjD1bZYYdVDJY77f+XufcMluw87/x+J3fum8PkQRhMQCAIiAQIEoxLyqTE\ntFpqJdG7Vih7y5Jl2SXL2tLKlj94S9buutZiSVtebbCyRSqQWpFWIhgEgGBAxgAzCIPJN4fO3Sf6\nw/M+7+khCRW3VCroVN26QE/fe0+f857nfcI/LNnPJ0yZxPK/uzQ5wUsss85KZY+44hIwtCBnn5QO\nbZr0eIFT/K/8AkfHl6nvZGweFH1GoRgGXOMAn+MDvMLNzLLHrbxks+E5AyXq0SLFY5MlHuN+Xqyd\nYNBpiCmxm1AkHuKHk5v7WlhK4CWOsm+CrxAN9hlQN/31vnX2eysPMyHic7yfUoB3ZAc9Ou3V4OqR\nscwmt/IiRy5v8atHf4Sf8P69Fg9yxOZLcYEmwJgLK5Poaa60C820j+Pn9lkQDKAkIxL0KijvXzdJ\nbYXo0TdB0q5Rx/TgRZOXwpHpcRJAODFm9zkE+zBZhrAQhZw8lMFMZVDgijAUjitZZu6DF0IwlpKa\nIsUtHJJA8JC1fsao5uKlObnnEEdMXZgbj9ctKErfrQOIesw8uyarS20meI2DDKna8lAb2zqlVGXm\nw1yhRZeLHEeYBj1UpaVJzwhAjCmQnkuDPm26FkMmLoEVUsSsW8v1UpBAaF0JSjwLUPUQefB9G2yk\nfV/ChmKTMahHdemMpr00UXNuMDClemAHCWotqV8axHWQ4JuflZ1ayudSPsyxi7ZiJs5LbKH6gPo7\nz/7EzRQ/AX1qqGp1SZnsEbPLF3mH7ZlKoe2iLB1R/ZFz3mfGvq49QNCsWFS1B9Rthqw/p3AbFWzQ\nMvgcJ1HOu/ZudYI+z45dOx4Zj3MPJ3mBKwfTGwZb6jKnE/IclwvcxNnK7SJHZnq9Wg6GBmSuwecg\n18xQTQR623RQ9tISmzzHHVCY8nlQBQqKFBSOkpjfGZBa8642Hfo0OcarOIjzpCofORS8d/gQ52s3\nc4mj7DJLix5LbHDdWK/OGLKBS84hrrLLLAUObfZZ2tzjt478fdp0JDPscKP3imaOOpVWL2iQ8lkF\nqT2gCs31hOBQwjRJQVEOshYzswJiAnyzxhMTY1UhXeiWep8TQqr5kMJzcAqHUS0kNxqH45qDlxZC\n6xtB1IcihP6MJ9NnHMJxTlyXAJoZ+VHXDIzimpTgTgFuVhBlBalRxHEzKbmdbv7XRr7XLSh+L39i\nJsA7qG/yZY6gZje7zHGcC8yxa0no2tPSoYIOaAJERHWBLW7nORbYtqm6wjm01/Y0dyF2ABhsnLju\n+aSmJJRHX4UJdBEGJPSpM6CGKjnLQCRBhUcdQ3VTlZIBNUZGzEG1IzUQRmaCqf0xxSUqNtA1Gahk\nVWLernCIyNQ/Gd4U5Kik301T8iQhSI3STSn8qcBawdCJv/HQMD2mpcx0A5gQUTVTx8KMShQwnhm4\nhYLxp2WmxlTsICHDY4d5G7QVZK6HChyoTeY1DqAcdv17Yscq2pVHuYRaOpzjNp7jdpTeWGOAouMa\n9MltIM94hLeiQbaUZBMmzSGuor490hOepcbIGEhNTJCWclF7xWkqEndOdUzRr1LkhbnfAU16OBQW\nuhQxYY5dYRjhEiByZjvMm/cU7NWa9EXx0WzwEpS0faF9UjXFmjGtoGU2eWjpQdP6ceTpVuB2jJTK\n/tSXZooV833AjVCdRC1DSu632kgorlTfroKzJTnBmyqvQ7sedHA6ciWDz/yEIE3x0pzMFxOq1Jcy\n2qr6AOFYANeVQU4SSXlNBr5kOjJQqUgpPa65BJOckbFMjcY5bgrVtCD3jC6jWjN8m+N1C4oijjlG\nCfsVxlzgOODwAqe4zioBKU16BlqjKt0lJOA6B+jQ5kVuMw+Nz1EuWfGFGkMy09ebZ4chVbq0adC3\nUJp7eJxZ9nng3OP8x5M/wA5zhtDXokWPDZZsCTugQZ0hPVMGKDhcy3gN0g165jXXijy4ZrcUiptQ\n9epGrVgl3PeZQZ3wVNZMoUSF2eqVb6ywFrVZ1X17mtomor2uGSgEGMq8yXVTRLNTSh4thVUF5kZx\nAs/ASTyU5aFZpW8yBzVR8kx3S0u+6SGRZoUKS7lRVadURZ+Y7E4FBfRa6u/S7HyXOTPF1R6wlJTa\nx9Lrt80Cq6yZVo38TpWVE1hXiYDoGkWbuIhwnYzznLRTV8AGQ4eC41yQ6sbPSNyCIvMgll6X0tx0\nKLjLPAvG9mCdFTuQEBXtsWkLjTnN85zlDC9yAs9s6l1alGIfPh1a+CbYewbFkOAT5xGX3SMo6JwR\npTGVQm58ZAI9j8BvoBSbHWHtTTHcaGcHnEO6dlNSSgXtktKpJlWlcZm2WrTcVji3Pjf1eMAkjBhX\nQvwsI4wzxlWHOCyoDOR88qpMo5PIIZoU+OOCuC5caMRzgsR1CPyCNJRS3EthEnl4Xk40yQhHhfQS\nzaDJ9eRaTE+5v/l43YLiPDt2wUyIDObJNUo5IuQVMkFhO9PQCZDFucscA+p8kXfwDHcg/ssTm1F4\nZLTo2HJUvGACHuJdvMSttOlQZ0CLDhdPHrN9u1n2US7qOU6yjtiPzrLHB/gsEyIqjI1qTcCImlGB\njnmBU+hu6JIZe86xzdymJ5cyaBAFZR1giGr1yGZpFdOIn+65aR82M0EgmcoSdeqqA56e0Y4cU7GB\nQAR0XROQRaxOA5h4W4uroPZ0hboVmgc5tT1DoXyVUlGipZja+6UZ4xy7iETWnsU9agahmVpJZZTA\nrYyQZKoE1uxWH65pvrVINmhxL20GRRto1qLnqNJXOqlWM6oSneBSd0T5J2JsKwH9bNpCmZgKJ4kD\n8sQTO4JqDmP5nYKWiG3bYJ8ZurTwyMy8vgWAjwDMm/T4OvdynYPEBIRg13GZ1ae06NmKYWSA5Bk+\n/8b9J5zhrAGLpzALbCClcEpJ72sipbWR9rftPwUwxOY9O8CSYj8zErO+tGetG6dWCLq5KDRKPlvG\nPrO2D6/Kl05R2PsaZTH9ViDA7BwKN6eIZNBS+GJ5Si5ltJfKoKTaN1VJWDCIXKJxjpeBl0CNlEnF\nxRvnFI5gF0XItsB1RI7MeW2W3+sXFO/iadvn6Rik/mWO0KDPwpRRelmulOVcnT4hCV/jTfSpG+GF\nfcti8M1OpgIPNTPc6NIkx6FLi1c5jrJcqoxt+aQLXs8tMdnLc5xBgN0ZVRM859hhmgc9oM4z3IlD\nwaOIGst7+DwHuWZxZdPwojEVPsf7UdmrN/F1buVlPFPSL7FpsoXYZGMSpNp0UFsBtQidPudSzUa6\n7NN2lKDTQ9nZNZt0TFEsvczEPohaDmlJfaP4gPSAVe8RChvoNONUwyvxGZnWwi8z6+ksY3o4I3YM\nhe0N6rmUAhDyedQoSYOlmpzpMEo31JIRpUK/uSltB/Z3KVwKsLCnMiPyGZqMWt/bokNeuDheTtEX\n5AC5fq7cUjpHht+tA0ClEiq6Qj+zDk9yc+3U4lfsUnuo3YRkbjKcO8UL7DDPSV5gm3mqBvTODOLo\n1wDr2xYhrzcoJ9EJJRSnY77vAD54+5ltUSivXu+DrmcdmKWI2ZtuPnLNPDvoiwlZZEueAV/WUW0y\nxE8KPDfFjwtSAypPfQhScLKCLJDMzhuDGwJJQeGB04UwhyDNST0pud1cTEtEWswjiwV5UhkIxMdR\n8Pq3l1IEXsegeBvnmWcb6Q/GPMNdpjuVMsMeN3OBJTZp00H5qBkufQPOLnB5nHsISVhikwNcp2kk\n+pv0TE8osA/bhIgZjrLLPLPs0aKDKkBXGdnyMjEP9YTQQEnqqC8GQIrLgBoO4hGiD3iKL/i2dJXQ\ni3nGuZPnuJ1pT+sCLIZRsxctry9yjJu4wIwxYL/IMc5yhhpDy5feZp4+DSYGzKFmUp4Bl48NDky9\nbKqmF9ukbxRv+oBjNhff9GldA0uLbMARGpuUOUPTQ9VAo8K3umFIi8Kz10CzQM2w1PRIynbxeFH6\nm2anSg1Tjx2QQZWyRpKpgDfNp/WoTlUZjm0FSGDL7LlUmNAzOFUNvAkykFOBhgzPTIEjlNc7MVAS\nLfVVkEGzNw0UnpeSp64IiRSAUzAmooZY3F7hMCET6sY+QXqe6n8sjb0lNhhR5RwnTYBW69AcZe/n\nlHg/4WuPeRt/xZ/zXpr02GWeDI8OES265YS5Qyke26T0YtHsUUtr7TEWYJJYnKRUa9LsfZqxJJVP\nZNsj+iVqTnIePZpoz7xHg3l2iT3JEnPXJXcz/LTAHwn+PccEt0KmypPIJUgKCAor6uBoEDdiNx4w\nqTh4mbl6jjJdHPy0oHDBNX3IpCbsl9c6Xreg+Pt8HzXUoLRHz9iCqrhBhTFrrLLHLItsWXiKPHAi\n2T+mQsuwWY7zKid4kSU27YO6Gq+TOgETN2DiRvya82PUTSl8Cy/ToEeNkQ0ECptRpZYGA65zADHS\n6iGDj8QG2mk/Z4AObbb8RdTqoGZgGVC6FEJhemaZUYeJzOwu5GVuMeWI9E61vxiZYYiKnT7FXbzK\nMVvW6IPukNOkj3jHSOksMJg32/J+nh3LolEudpsukclcRlRZZMuA6UX95mf4Ja5yiD1myfBo0uUC\nNxMxpkWXO3jWlrGq2uOb1oAycJr0iBCBXFURV2iHlsuSzWJL1T51xmbwpM6O2m5xyVk0m6qyffS7\n9EQrBGagoxuRZqETSvOtNvtoi6ZpgqTCrSJTAmumqIOlHIcAx+Bph/Jvk1BQwbkLhcegaNByelzi\nCANqVBjZvlpkWi+KoV1kiyF1dplnSNVwwYXCuMKaDc5yHWRziJhwgGu8xK0IpE00NNVpco8ZuBk4\nR4lTXMbS9+gjk2cNljVK6t8IKa+HAndRBW2tTnTIp4mEg4hCS9AMTa9UEQCeXf8ieBzb+xAQ4+Y5\nXlaQhFIm+6lMlP0YmEDSAj/NCfrCiy4cSHzwXPCNN7STg+NBNS5IqvKeal8yTMU+OmZ4VITCkMn/\nhtPnw8BvAEtIXP63wC8Dc8DvAUeBi8DHEH84gH8K/IicBj8J/Pk3/9I/Lj5I1RnZh/NWXkIHLjVG\n7CJUshHirdumg4uoUN/EK9zCKxYbp0OVL/F26vQ5ZpRpEu8sI7dC5pQ+yxkuR7nEHTzLHDvCHPmN\nF3jk53Me+GWH8x86RoYYzD/MW7nKIRbY5jCXOch1qgwJSewClP6dgGnXWUEhF3UGLLFpAr1AQsYm\nC4pNlldhwsvcQorPEhuWL60TbSlHS/e6GJGN0nKmbsr4EigsQhsOhc2MEgLOccpwh8Nv6U1CKcaR\nmGzwl/gZRBFF1F10qOOactCh4AqH8cj5PO/ibp6iypAWPebYBaDG0Cr5nOcEj/IWszB+kQSfsYH4\nTAi5xkF2mTdtlJyz3A7ALPt0zXVLEUV0PW/dOGsGKL/EpvHSUQ51Bd/gJqUtUMr2a0ndMHWAKsto\nnyxDgL+eoxL/JdBeISUpwq7xSUgmIW6YkE8Md8y/0XNaAoqI7bZMEAVMNjkiJKHJOl/hLeiYQvtt\nmsFrINFytMaQ090X+f3WR0jxrde43qsd5jCIN5m01iltTWMk6CkuUTNHDZAp0m+sg+ES2Guu10Cr\nHa14uoZJo9dLy2XFHmv7JjXZey0dlhjJAvy4kOwP8F0kaDdkyuwkUETCbokDCGPwJlD44KgepMlw\n44qLU0DYy/EM/CgPwHXM7xhhlXde6/hOgmIC/A/AU3KaPI5oNf+w+f5LwP8M/Kz5Og18v/l+EPhL\n4ATfpOi4vz/DqFolCBJCd0Lfadh+juz44kInE8m6parNskfTWIGm+KaPKA/qs9zBDPsMqVFlzJon\nBuMD03dMCagzpEmPOgOe5I006HPPbz3PVy/Dg39R8IkP/SRD88CKiZLgJhfYYZ0VOrSZMfL3VcON\nVgHVimG0qIDt2/gr64+yyRL7zKD4PSXtv8JN1ohKJqSa3agcWGSD2B6zdAyrpWWgHsp6CUwJqiZM\nM+zTp8GrHCdibLnYMsMubNBLzHUeU2GbBRygyhClPRaIgjaU+owTQnaZJ8Xnec5wjlO2JB1lNSgK\nQl8K5AF1RuMqrUqXfWZ4gjfikxoDq8So3ZRK3Bkee8wyyx4nOccC24g7oZiAKf87JKZLiy/zIC45\nH+KP8UyPS8v4PWaJEfFi7SU65NzOczawaO8OZHAjCtfyYMVOOeABZWRIMR2bXnWTHkXhUCS+gLfH\nARQOOqXv0iLDR2ccAstReFHGvXydT/EPqNgWSAVMg2R6sKh9Ok0iznCWh1v3EzFhhzlbQand7IC6\nPH3aO1P/ZMUnjijhOsp5ViiOikSYaXRhgjKUkBvdPLRXW2OAuhBKJunbwYuiLIRxJeQIx6/RGvfw\nkpzChcJ1yCtSHgcx0BJmS+GAa8hCpjOBN4I8knK4cCVLxLB36t3cnv9g1qU2yPFjySbBBNLX1pcF\nvrOguG6+QOL3C8jl/iDwdvP6rwNfRILih4DfRYLpReBl4E3AY9O/dPL0DJMaUBN/3ltOvGKnf1WG\n7DHH4/v3kCY+s4vq2Cbg3TFVrrPKgJqBJcjOtMucmbRWbdaywjqvcBMdZthj1pZMLjnrrLDKGqOf\nqfDTV0d84RP3cYHjlg99D0/gmtJgmXV2mOcJ3miHGYDdLX1SjnGRPg2rZPKHfNTKRukxbXs6xy5V\nxna4tG+CwRKb3MwrHOcCik/M8HmMN3OOkyyzwZ08zfv5/5hnhwQRex3QoAD6NNlikWe5nUscZZU1\njnAZFZ1ICWjT4Tiv8ix3MEYcC1Uo9whXmGWPLRZRBaOUkk6YIywidZerG4c+hwLHK0zmOpWdVzwu\ncczwlLv4iNFXjscGyyijSYYYHkkSsOUt8ovuz9oSTDGHyjbSEnqYS8D+Ife3CA28RZ0f1YgMsMIf\n1zhkNx0wat2MWWEDpZj+ER/Bc1OWWefH+DUyfJbiTbphi3VWDJ5W2hx7zFJkLngZrgN5KumP76Qo\nilPWiW8z8h5NEgKOcZH/xPeiQruqdK6TfiUITKjYYUxAwkGu8hk+SEDKLnNmIOVQpWMz2hpDOgsR\n7dmJBD8dpmgATJAAWAVWgF1k6FKh5EcbsdcKY4SO66McEGmFhPYcdRCqquWqlCOxVXrU04NAADfL\nSUMRgXWzgjiAKIZxFcKx0T404OzUh2Bieo4VCXKTGkRdc0IekhnPYLPGaJALuNsxA3bHUAjHlBJq\n3+b4z+0pHgPuBr6KdCg2zOsb5v8BDnBjALyKBNEbj4eQwnwOOFVKyivk4KXiBOMnZ6EH22eqFLEH\nfYfGnX2yyGOWAeBYFY99ZkxgqNum+BEucf/mNzi29CpPcA/nOMmYCuqBvM0CKT7/8T0/yNbzizzK\nW9hmwQ4H1JFObUqf43Z2mUMFBRTUqrAOEY0oTGYjCjyiVKO2aYV9uAMSTnMWENxlis+XeZDYgMbf\nx5+hxk9aNo5MT1KGEFgGSWH6W5otHCjWWHC2eJY78MiYY5eP8GkW2JaMMZ2w789wkWN2kHWOk/w6\n/5g2He7iaU5yDrU16NJiQsg2i+wwzwbLdA3gvEmPA1y3ma1mB9PNd70Gy2wyx67t24HQGgszaVZ8\n2/P+adpOhxZdFFitXtzKZ9dp7cXsGNVgZIykdABkxBoMdU+hPBMi1ljll/lJm5VqL1Z/b4rPJI+I\n45D/x/9hPuV+jGwim14j71NxRzarA7heHKDIXdzApGSNGMYhWeFRc0Y2EDbpWpMz4VnPcokjZPgG\nI1pCg3Ic5tlhi0XqDKmbSkCpsF/m7XhkbDFjM9I95ggMkFvVc3LXlSAxpsQoSroqUUJML2GL0nh+\niARKFwmeVaG5CjWxHFLp360Z6b8elRtaMgqd8sgt1EwRDlWGBHlCv17HKXJa3ZEVjnVSKKoOuVvg\nGmS4k0Jg8JaByQLTCKKhfI5xAypdBILkYBXE/R42+BUmE/YTSpD6axz/OUGxAfwB8N8jA/7pQ4Ht\nr3V8678NgUtABG5LvHe1WZ7hcZVDsnttQ7Hiy5nuwFrnMCtLa0JjQihpLbrsMUuPFvuFR8sRo6eH\neRtXlo4wwz7nOMmIqgkCIoV0nQPGNOoQa6xygZvoxU1wCqruuMRvITp1D3XfRXdvFpwCz8+otaQ/\n1N9qsHx4jXf6X6DGgJZltNR5afdW4lGFamtAtT7CdTLSNKAoHG4PnwN0SJiyW8zhOrnNNDGlnYpO\nyKQ4tTS0HJFKA0xJ4zMgx3GYgnmIskmXFg4Fa6yS+Z4NzNKTHXGOk4DaIMgGVWHEgAaPcR8xkTUE\nC0zpGhMyxy4N+oZGuGED29DQBidEXOAmXuJWDnCNt/KIxS2q0o1oa8pkcptFXi5uJnBiDnEVddPT\nHmtOyaIZE9EJ2kSMadO1s0+hXGpe4to2hALrq2YDE0hOOemeEDGiyr7bZr1Ype5LEKMq939IjY5B\nPCsraJxWcYOUIncpUhfGoTWDSqc2zGscoGkUd9TT+SqHUY+eDjM2w0pMNqz3Qj/DGc7SokOXNhc4\nTpO+HWQlqPmbiIIMqTF0asyOR6Wrn9qIuljpf5sxupRWBIYhgiDdqZrqRocrnumPaumsUn2yJh27\nNkcGQA/YslrvYeZ6BIW0EXJX+oWO2VeqvUKkvUxmW3hYi4IikMmzP8aq/jgFZBVx/HMGlKriRi9y\nPOtQGRby2dTy9a85vtOgGCAB8TeBT5vXNpDEex1YBTbN69eQHFCPQ+a1G4+nfkGK8ceA7C10f7iN\nytnXGXClOCKBc4x8b4Fz5xjaKdsscjtnqRq4SkgscJW4TuCn+E5GREyXJo9zDyke6janXOddo6jt\nIpTCPeM5UhQOeeYx8qrEXkSGKIHnuAyHTdiWRZ8BvawmOLBzsP6G43T+i5adBIdMWBuuMllvwY7L\nMKgwBNyVmHwYSuA9JfhJzRAuPHoap5Hzzru+QJVyCCWwFeXsByg7JkcV7FTOyTEB1LUZW2R6cX0a\nKG9c+N2eHS4oUH6GfYuNFCmxBa5wmK9wPxc5huIVawxR6f6AhEd4wJ6XZoBKjVSeemqGK2c5zciA\nvtV+Vft9Hdq06dDLhFVyt/sk7+CLHOIqLsKcmc332HSlP/sIb+FXkx+nCOBn+Bd24n+dVTrMMCai\nwGWTJTq0ucZB2nQ5xkUjKiJDE5cMFUAVtkhKN2hzgOuGnZSjXiNa+ukgIQ5COk6bPHNxg4xc9jLS\n3MfxSm712MicuBTMsMemaRvotF5tfRVkfpFjZiotsnbLbPB+PssXeBfXOMiECgMDz5K2QmSrhq7Z\nbF72buGgu1Nam2qGOOFGwdmKeU1hLqrEbaTHlPcvgslqVeoZZliEeE3LmvNMUqOMJKXMDqiZtkCp\nGRAkKQQOaSi0vCyU8jgYGHC1J7jCwkfMrJDgmFVMEI2BBNxAMIyMkPaAZsfms/iJBMQvflm++GZn\nw286vpOg6AD/Hnge+NdTr/8x8I+B/8N8//TU678D/J9I2Xwr8LVv+a0/+gsSFC9CcN8Q+JoxNtrB\nJ+HS5KiE2wIJvz4Uo4B6JJCTEVWUjhYSs1assvfSQY6eOWcEHzrs05bd3PQYM3MjW3Tp0sRDsjLp\nY8rQpIg6qC7cCHGVU5XkWrtHbxBRDDxZNF1k3t4HrgnG0SO3HOHrDx2HC6687xa5GfkjIdwP9Bzi\nU6ENZAUOrDsU+x6v3HELb3SfMLlhbifGIyqU/snKTxZK17RC8jTYekidppW5j82iLGESiiFzKawv\nScPoE+rUUOxcPdTlMCbgOK/SYcbCeLS002wtYszdPMUaqzazrZlpcIcWKhKrPVn1276Vl5jzd1li\nky/wTv6c99qpJ4DrCsXxn/3izzH/s7ukjk8z6/ED//BTPPuv7uTJI7fzHHcQE6B2nBXGLLPOuIgY\nOVWOcZEFtkxZK+wQQRSIpuSjPECRC0D6HXyJJTatErZLTo8Ge8xxnQM8yx1iWOXm5fQ5xk5hS+EM\nycyPcwGP3GhrSzZfZ8CYirlOJXdYmEPChvp7/AVf4X5qDLnGQRxy+jRtYNJBiG5CGR5b3qJkgurj\nnCLBwqfk/jYoWSyqxK3QHOR9YR4TuCmxCXguBSIaW9gWRAXht5dBWmmUY5upK5UgIKU+HkJR4Po5\nblaIwnboUBnJ58gC6Rt6E5k+k5fn7hnaYtaWfw9GSO1aoRwsVQyYOwa/C0zgHffCO+7Cgtb/t1/9\nlqgEfGdB8QHg48AzwJPmtX8K/CLwSeBHKSE5IMHzk+Z7Cvy3vFZpbawWW8e3KHBZZMv0JBz2X12W\nYNNEbloHCDz8Yxk1b4i6s2kxtZGvwAbMntmjbfoqnr0ZuT0B8X+Z0KNlcWjKatAJ7i6zNOkzpkqd\nIRXG4m1c7dOrtcCJYMe1Fx9j5K2S8qqwwpYr/QvFhkXAi0jbwMX2X8TdriFZ5xC+uPYOfvTgv7M7\nLggWTL0wBCYzMpNq6ePo4pyWhpcJ+RDXBAYJpCmKf9TMYpq8rwFIJ8/63wEpbTq8OjrG7sYq7z72\nEBe4mQQRb1176ThUEuqzXVYb1/kIn+bB5m+y+1f38vQbbudPeR+rrPErP/A/8eDv/hnXjP+LTndn\n2UW9VADajojuKpazbnQllRZ4uLHLs/i4Tk7T6xH8E7h+cJE/5bvZMcroej0a9LmN8zL4KRzOO7fx\nBG+04sQKxVH+d5URRepSC0ec5zae5i4TOEWhR9s8B7kmSk1+RjYJZBpgqsRRUbHlr4piSKunx2d5\nP5HdfAZ2uqtZ8wDp46k81/18hescoEeTJ3mjLUnbdJhnhx3mGVBngW2LedXhB0rr07JZoTg6dU4o\nTa2mM8XcrO0CasmEPCrxmrHZ/FOzbrRs1kl5udFjgOpiwatCGw4Fe5UZ6sWAIE5wcwmAhSu88aQu\n/UV3ekKux6g8X09FLMKpz2haBYUH46pD6Bb4fTB7cAlOj3jN4zsJig9T7hvffLznNV7/5+brtY8x\nctHvgiMVwRUKyFea61xwSlmjAvnQFfAMT6fGkA5t1KGuRxOWSyEEh4I2HatVNyaXXkUAACAASURB\nVEOHXeYJDPB7ZEoZLT2n4UAgFK/UNPMVcOqR05rrMOjWSccN2HQkCzSlhofQ3pr0ZFI7oPTVNT0R\n9oHzwC0ywRsbPvY4r1itu9X5Nfs5ykCQ3xB0F9m25amq9WgGON1DE0EMWQFqSq+A74yS1C/iBfJ7\nfLvdYgNmisccezSCAZ2+jAyUEumQU5x1IY7ozy2ydp/DwU9u8pk+/Njj32B1f4t/8Y6fZoEd/vff\nK8h+3WV9tErcE+6y6xacPHCOr8VvphV28fIUXOg5Tc5dup2wOaTZ6uG7KaE7YYNlPv7jv8EK61Q8\nkUE79e7H2ZksEDoTIrfEJAIWL9pgQOZ4vMLNNA06oY5azVbtMCZiguvkljOuTJcRFdZZQYUthCFU\nkA8jgeJMyXNN29MKxEwGT0/xBgJS60+jlY6CyoW9FCGq8KKpqQOjZ7nTZOQC5s9wucohIsZmg3cs\nEaLBgCCPZQ1W5ZxQ5742ZRBMgUUk0/IpsYoTrE1BJR7jR6m0l8xzMg3Klk2isAmK2kZ0adGmi0rV\nicZQRJcmR7Ir+GlKEOe4ufQI/UlOoYKzKWWPUwUdTLQqmuCoKETNvGdivnxgAE4gjn3+GAmIY240\n5/obQnL+Vo6//8O/SZc2dQYsssVTvAGxIeiT4nPme77OlbccoSgcouqERk1kxmaRTFChGrNGhzHz\nXG46LZaiyh4RySm5FSqN1TAtc9Xok4AjXNQd5o0fsQTMAtcutk2TwQRhQhDFpCNHLnQP2XUWlbwv\nC2NEVaZ6s+YDu5SeGTvArdhdM2LCMK9biMSCt41Ov9UWk6mHHByucoijXDT/V9iAqMIGfRrAtyqX\nCPVNRjA5pRlRbJr0NdPfLLM4lxoDBjRYZJswj3GDHBUDmBCxvbcIx5ENAnDcgtyXgm5UC2EEuQkk\nLnB5/WZGl2bl/WMghOcPnGbv0iK9Iw3CIGHsVBikDbgcEPfa7DTa8hA0gGbBZfdWvvuWz6AYw1fO\nniHxI/AK2HXKwUEAW0cWeUvzUYRHH3EpXsUPUrpOixO8SMSYCRVGRjQjYkKRObYUVCjSwASnJTZR\nXc4hxtrUQyoGzbJw7MTYNzP2FJ91VlDrWmVe+SZ7F+ytVEBdWhZPO6TKV7kPAWk3WTCZok6CA1wz\nVJYNT9fVChsSEGWaJEdqztOjpPhNKAN6lVIkoic/V50McZuZ6VsXtt0jZlxV+zm1UVfiYGO7uY8M\n3KoAZoxBmPKfvTTHMwIQbiaX0zU85SIwA5gYihY4HXCUx63BWy1cI0q40Qh8QwMsHHAUo6mZ598w\nU/xbOU5xzlCTArtDb7LEBW6iwpgP8xnm58RMfkzFwgyEZlfwJd6OagFWGfH9/B41Z8QcO6a/ISmm\n2m2OjdKL7so+KUe5bINlx6iAq5yTeF84tI0RfEJIxZyL5+WyeJQOFYFzPLbBtEGf9WJFHno1GB8j\nTQblowaYDFSyy6180f6uA8FVlC8szIwEda3TfqEq7WivfBoLqf0s4T13WWLTluoqyqC6ePJawYAa\n6qutggmx2dkLXLr9Ftcbq+ShizcnwrbCU99n0mmUDe4C8sxl6+ZFfKAXHSRclN5SyISPt+FfDuqS\nwXSQFskKvIuH+PXnT+AeKZi4HjPsc/3lI4JAyCn9QzpA34GGKe2LkBlnD7eSyzVOHJjLYMOMGM2E\nyiUndGL2mSHwE2acfbMuIsv8GVKjS4tZ9qh6gixQz5jdzjyT/SZBbcx/s/jjXOAm9pnFJcNxM4qR\n+XsmE4mLALUWmFBhmQ2LAxUaZjC1UUnXUYdYKuZxN0+wxSJ7zLLBsoG+tIzGovyh3GTw66ygSjog\n1LwT6fnS8F77RzVK+I1HmS1GlAMIs1FpII2c2AbciWlaKSJCpvah2cBLST2FFmmvU/nkmHU18UKq\n8RgvLSgch8IppDdoyuLCNads+Mo4UBilbRyh6zmjqX+vUU7VdfpsNqi8ZmwN9L1VLELg2x2vW1B8\nhAeoMDL3QHbkLRasUZTuRuK/IpQul4wqYwISLnCcDI8v8XarplPgsMyGxRUqbMAl5wqHGVHlEkcB\nWGCbZTasCGjIxDb/R1TZZY4v8E5CYjq0uZNnOMB19pwZRvUa8emQ9dMrrLPCMKuy6G7bpnKVIZ6T\n4dydQuzIA7OQQc8TsuQAaGOa1bk08YtIduZTki0o/lFEZ6tTGYWaaJV8VO0FuqbBrZmNSJxJia6b\nifbaJMNKycyWuckyoqsY2V7YtO6hWxS8/MidzN13jag6ZIeFMhDnjmjGS/RhsDHHb9z5Q/zc0m/y\n5e96O0cOv0qBw3lO4q7N01lry3VoAgVUz+xxB89CDM2wy5glMlwqrRGDVlT2unQDqmU4tYRjXOSF\n9BQHgjWqK3tMdnwYBFBJoe7ZKetgc45qo/STLgqH7XSBgV+nY6S8xlTZ6i3QnIw4vvCqGCnh8cLe\naba7K7DnQxfi2Sr7i7O06XKS8/wZ7zPGIpRZYioQHhCoVYsujmlpFDj0adChTYuOLYOVwTI2w7T3\n8SXWWCXFN4QBCa7T4hhQqqwrjCozSIsMl3ZP+XvmUFSMDlNCyqmzZo2aVYZIRhlCzRna/rNrhkeq\n6SNtJ8lYAduj1w1X1/HYfHYdIqUEOMUIzwi/FiZTTSvCaXY0+zO2A3gycdZeqKNBTj+LTtMHU+dv\nfs4zPX8UODjm72ZQ/AB/ggPMscuLnOARHmCVdVZYN4DQwMxJM9toV6WcmIgtFrnOAStbpQovmyzZ\nvyETZGmQ7zFLgs+jvIWv8V0Ifk+yKZ1A67RQU/4d5unSZIc5WkY4tsaQWXbxyFlhDQDXsDg+z7sY\nUmOdFe7iaf7dP/pHdufXwKVc3ByHKxxhYkQt3hv9GQs/tYXnZdzOsxzmCnX6qCyYbBaeoVIJo1Yg\nJbIlyoS6csNgRihWA6PmI+oy2ufSEkezYynpKoY7W4qGqm5iNg4pKg47Fw+weuBVG3gBnDClmIQm\nMAIThy/vvpNbNj7BV+L7uY/H8BF/nA9W/pj8iklBXCCApeYm35P9CT/d/hUiJzbBP+C2A2d54rkH\nJHjWgWpBtNCl1hoQjwPxhMklqwyDhMb8PpN6RLU2opvPwjCEDNzayH4mn4SdtSWixpCFmW3adEy7\nI4YGZDXZXuJRjWG9RnOmy346Q+pE0PApHLjKIW7iAjdNMY5QULT5Cp1SVqtFj4scwyehTZdtFiix\nfALW16DoUPAgX2aEuFR+mg+T47JtLAs8Stqhco1VA0Cn/lXDCXcSJAB4yJNeocwStazOzOsV816d\nRIMdhM739nDnSrENbeMo/1wzbd2kVUJM8YsjKjb5kR5kYPGZehSyaEW9ZqrMTdsSJIuKGNmHHTn3\nLDSDlj5lz3FImfEqXVE/T2iugwrv/g0hOX8rxz/IP0XiSjA7z21ETJhnm4Nc4wDXiZjQoosKHahZ\nlUPBNgt8lTdRp88BrrHMptFRTKkzRNzqJha206PJc9zOkBoLbNOie0M2pUFBM8vcdAcBI5ApPicq\nLKqSWWpileOQEnBxcIwoGvM7/g+xzAYKDhbFFf08EuodCnaZpU+TT/F9HOIaB/zrHOQaLTpc46Dp\nKfVJDKBmnVWEYB9yinNGk0/0+RSZqHaeAuyvUmHMcV6lTcfu1JOpbFCz0RJaMUbVZpT106DPsF+D\nHXD8gkZ1YLP4GkPq7S5emBFPArLUx/dTwmrMZ7IPsbe5xM2HXmFChT1meX7vtCzQACmNX4FLyW38\n1/f9WwDGeUTiBuwwz/XxQQmGLaA9Ec1CpyBNPPJMMhDfSXmYt1IPB+z1ZvD8lCicUG33GRUtoBDG\nCYXp4bnccug83VSUseeNGnaKDw70PHFvDCtDMTlzMuYXttnbmyWNA/JRyO9OfoAPRJ81WftEMHXq\nrQwCHys0DDucz28TVICTMuN07NrxyGibNV6YrG+ZDcSudJa/4m0IfXUW9Q6fNVx6zcZ0Y1NutGcq\nlVn2yrZDQplVTWeBSv2bpRxE1Cjd/syQw89A/ZGkSC61OBVsLpVIqfGvykeqhjOgPlXVyOY5jip4\n6bC0G9XMUO0CCgOn8cEZQ6jDlaGB5QRIj3lCGeRNpm5bW2bjJTXvNTjSb4rJNxyvW1B82H0b8+wg\nuC+xMK0gKmyKH1MFFKWGZXjU0iHn/JP0aZr3jLiVF7mbpzg6uMKgWiXMEnb8WTJ8tpxFwwMWytsC\n2xzjok3rBTfXRmX7JUCKEMUr3ILiviQTTewgCFQgQIY52yywFq3i+rJIJTCLnqFj8vZt099U2IzK\nlAXM02GGZ7gTpQKWaimKByvZGb/P9/FpPkzVALMBO/VTfcg+DV7iVhQ8fIXDpnsmIO1lNpgpOtz7\njWd5/LvOcIyLiMmWGCgpFe/dfJ4HeISPH/8thsfFD2aWPf41P0WGxwpr/MvmTwMFTlSYAY8cPhnp\nIdGKfJw3MsM+H5n9Ix697376kybjfoXkYJPc97icHYYKBE5q+6Yb545IDzEE6gGFNyHuNIh32hCk\nXG4fwfMzruaH2N+bIZmEJPsV4nEk2EEnlyw2E1XzWfa4Xqxyee8oy3Pr9n6rRe2IKsO0iuuXIPRu\n0mK/3ybeb8K+C2NYT47x5Im7WWQLn6QsSbWXVSjDSMDeo7RKlnpUq2I1C2oD4dtMLyGgRZcTvMjj\n3GO52mrkBlKKq9WqBkRVqImJ7L2vM+BtncckIPpT5wZlwFEDK81wdXpbpcT71bGe0anZ2HMqtsrS\nId50pZZQWmiUjKLCZJcOaio2faSBi5Pnop9YBbcCzhDJAtvcmPEFUDQMcDunnJJr7/6bBzAF5eR6\nQrkh/F00rvqhJ/+A6MCQhfZ13lz5GphgUWHC7/CDfOHCe4m3IpqLPaKZPr6fcFPrArf55znCZaqM\nrPjqFY6wxyz3+19nlIdUCymzl8fbUCmIHSHYVxizyBa38LIFOxc4zLDPHLtCgUNkw57hTq5yiCZ9\nVlhHKXEOpXS/qq7keMyyx7q/SgEsskXTMCHVt1nlr2xfC5ludmna3pIGLaVM6UagwqrrrNKnYSSv\nBraMUWHPvuljxUQG3yd81K/zXTzJ3bbPo6ZMvpPBd8n9UI7w53k3XzU2pCpMoMrP05qFL45PQAqN\nxntYMBm+no+W6G1jBZHis7O5xImlF1lnhSpj2lGX90ef443zTzAhYkCdjQeX6NHifHwbN4ev8KE3\nfJrxGwQ7qLCUXeYMFzviCJd5vHcv7XaHO+efYTefYxJHJE5APxXrUtycptsjJuIbvXu58tAJwqUx\ny/dvsMDWDfJrAQn7fluyL1826UowJpyNGbd7JEmZXqjZmEshXfzYL5VoRjDJKiRBQI7DoF+jVh8R\npxH9oCE9WjOMUIyslp2PcR9jIrZYYItFDnMZnxDF5OpmqbCcMRFd2layrUGfm3iVOJRRblRFssA2\n5dQZSoHWaWWcBiW8RafSXWAGlthCBX9jA9OSe+2annxi2n8lzEu92ZUh1aNpsJQ+M+xTmYzxEgjj\nnCRwSKKC0OgoUkC2JHhFFGdoArjTo+wlqhTaGAngikNsIsFQoUYKRwIb6F/reN2C4sypdSqVEYe5\nal+ThvOYjWKZftAkSwJG1+q43Yzg4ND2yOZMhqnSWWc5w1O8gS9F72CbBWoMOcJlxtUKWyxQY4T6\nqqywRkLAJ/mY7YfkOBzhCmus2iwPJLjMc4nDXOEsZ9hi0VIRCxMsckKadG25Ocsuq6xxknPMscsC\n26iwwg5zbLCCcIOrnOek9f5dYd1oRpZO0dPNalVWSfBp0rMbAmCHSfpeYfFUuMZBUjOBjkyqoI1y\nhYzoJHGHeZnMkloKnip0S8EfW0ramAqun/P+yucImeCRG6EMz1Dl2jYjVjjGh5f+kEd4gFeSm9h5\n8SCMXM4t386dh59Agb9jI4wQ+wHf4B5e5haW2EDl1BbYpsKEGutMiHiBU3R252k2djnsXeake46Z\nyr744EV9o04p/aw/6n+UK//LCTgI/+xDP8/9PIpvNijFla6xyoSIl7iFZ7mDJTa4n8e4yiEq7pgs\nkp7uVQ4acWSRxMLNy6mu6VcNBxXqlQHni9soMpfRoEq1XraAGoY9pDJqp3ne4vh2WMBF1HR0LeqE\nWq6rDFNU11AVigCOcInP824+4HyOo/FaWdJr6fzNcvwVJFi43Ajm1p8x+rYivFw1QS81w0Ch9SlA\nXXqosn60vJe469iqTDnaMSFekOKlMaQQGW5yEZkhim+oeynltfWgqJupM5Qtiz4S6LR3qOyXaX3I\nae63Mnte43jdguJyZZ0CIeiPqaDisg4FDafHkcMv4xwuaNAzqK4JM+xxG+dtsFBvlCoj7uJpTnOW\ngJR5dkzrQUj8MQFPcTfiCiiB4KgRotUHV/qEA/o0UWS+KpfMsctj3EenaDOZRARhQpZ67L+8CmeB\nGO7/6BfJq/L+Aod/fvHnif+ijluVsFN/1z7xdo30rI/jFxz7ey9y38xXqDFihj3OcoaEgJOc4wEe\n4WZeoUWHCiLS+RK38vt8H7PsM8seH+QzHOaqFXTQ3ug+bTZZ5kVupUuLFJ8VNgx/uASnawm/wxx9\nmojsU402HTMtLUHtCp1q02FElTl2Cf0J7+EvUSsBmaKWgF4t74SL2+JLvJ2L6TF2njsMF4AdSJwa\nT5y+n3e+5U+53XlOtAlxGLh1+tRRFWftua2zQp8GMaJC06XF4rHrpPj8Wfbdtokfeglp7jNJIorc\nIYkDhmfnrSLTL279LM1Gj8CX0rcSyhOiYPiYgMubt3AhupVDy9csSkHUxGNO8zw9mqixV5H55TDD\nDDbyVDYyz0nxg5QomlCPBpziBSpM2GaeZdapIf7lfeqEJFZ0eGRgaG1Eh1L70epqKeWqmJ7JAEP+\n7S95DwdY4/j/tSYifiFlABT9rnKar+W+mdLaQZFiFXUyva/rRSYYohg+tkM+FZLNqeCbDLjUhsSG\nRswzOcO+QLrckNBN8BA3vswXnGLgUcKFdFhUxXK4kwYEfcoMN0Ky3C3zZzSD1M9aK3+W3J7Kax6v\nW1C8PjpAMglZnVlDtOCGqKrLHnOMsiqjpIJTyRmbgYlPyjorRkOwHMCAUOUWDcxGzIEkZd9kiTVW\nGVJjjl3T63C4iVdsT1JZG2usMiZik2V2mGOLRdrsU+DwAA8zcmpMKoKndMOc5PSLjE7LkOIwF9ng\nXiqMmWGPQ0cv0v+HTSa9BtnAI/FDinoBt0nvpKgKTEF41S2+9OvfDefh0bvezcb3L/Nf8pvCtza0\nsl1mTXacG1iGlLz7zNChjTInPHKW2OBFThgw9pBjXORBvmxLGclURGFFhVg/wU+i/OcH+TIzxghs\nRJUtFlGs5xaLrLPMNvO2Lzad1Wp555PYfmpMyFnOsPnMUXgOWEMWeh+KnsdD3gdo37fPAzyKuuCp\n6o9KVAF2sypwyJySZOUAeAK2T/Ho0WLkVhlEdV7lOE61YOv2ZZ568s18/AO/Zn9Oy8GRGZ7paz2a\nHDv8Eq+sn+D3h99HHEe4XkqWBvih0WEsHLLUI0t98tQvG/wAMaSJ5NoRMUGY4HgFXpExcSo06dGk\nR4cZlg2vepc5NqjjUFgEhSrT3MQFOrTYZtGCvksxBvFu+Qh/xCWOcpVDtOlw/lfh2IMhYRjjTPfa\nIrA46wYl6NyItNpJroKhTWCpM7C9f5WEqzBmRM0O6pRzrQM7xcpKfZNZMRbNeKuxQHIyHyIzdbYC\nsPuUTBQdolSkdA50iq6faUwpg6aZrmbIhpWDc+P9sf/+bY7XLSj2ri7htkrFmiNcpsaQMRVeHtzC\n/tVVGEOntgJhihslxCuhFXvQ7LHG0Gr8LRvzH+Exi1DCZY5IZoFLgwFtOmS4nOMUC2zjI5QrwY5J\nZrXPLD6Z6cpJj2+BHcb0Tdk8pk/DlkIuOXUD8FZRhZudC6RND5oYM3YPbymlZ0Dii2wyNkGrTQeO\ngvu+IY1mz6p5T5u1F4h4gw4hclxrl6kYRp0uK5ZNxQZ2mEPsECpUDe1CvYMX2GZAnRp9ejQQEdNr\neOa6PMsdPMndfLVzHzvrB2ke2Obe5tfA/C2PzPjriKSYwskVyKs0sAtrtwrvewvRTFLgbQfowh9V\nv5/jd120vUnFUur1VRUezUI1QIoqi4t62BS4PM8pPv30D1I9uE+0k/HR2/5f/vwTH+JNP/clDnEV\n0cnU5pOKn8p/a/9221kkWQ2YZZegltrrp71XpZJmeFzaOyk+whp8HCjikl4JkGUeeegaZz8JIots\n0aDPC5ykQxtVLpJnPaMwxAbduGSoIWpC8+wQI8/DjyT/gU8GH2OVNdufvO1X4c/vfzPv/JNHCMYm\nAhjSgC0tNWD4lAGwS5lhRdjsykcFniO7IWvJrr7lINhb6XO2yHGpMzCbp2sn2OoYmeNRuBleKr4r\n4YAy81PoUJ1SKVzPB8oB0jR3G/Oavlcnz1M+0Xb4UtrefMvxugVFOg55UidfluUokv/bIkjqmI5o\niGwdhWNgFSqFLm1nlbRX6I2KCfRoGtiDbwPJhIoNomusssUiamquGZD68MYErLI+BSHIeZgHSBG5\nf/FkaVPgMhjUGY3rfHT+U6YPJ2yFF4pT7PdnCLyY0ItpRn0295cAh0azx53eM3ZS6JPyhnd8xbhd\nd414Q2wb1hoA1PYAsL1ADRQ6kFHIjb4mA5uJHSSo97O8rzSJCklwpwKsQD1S2xPcefKACI4eFb6v\nDp1yXL7BPayxSmjLz9CeW0woD/xOKE3vPW6Y0jJGROe+7PMrtZ/iY7f+ttlYpFcpNqFS3mqvVf9b\nM5bpUn1iBlp4MPr8DPnRIX9w/fthB85w1sKUNJOVa1mqQktpmKGybEe5TIUxQ2qWFaV4UZHEquM2\nRmTDmjzEWnZ6EqxjQvLcxQ9S4iKgYnyJlB63zjIpAZssU2Vky/QGAwZGeWjGbJKXOWI3Vd+0iT6W\nfpJPBx82n8fjWe7gh6/9tuHiZwyaDWYq3XICq2IIWiprFqX4QJCAMR1oQlFjymmYEhoLURMqaHRD\nNh+Q0qBH3/gFpabMVs3Kwqy7LHApUofcK8h8l3CclwMRHdTrJHzaSkGDuu5tQ/O+ZCq+KMRIBSS0\njaBMl4zXPF6/oGiifzlpHRlJrxZpEpQRv5pD7lJMAiPeKj4jTfPfynNWdWXfTIlltFFFwd5qA6B8\nXUXZV5gwMABwmSiXck1qrdqnwZgaPcO2mRCRZAGDXo14v4FXH9uddI49EgI29paJ19pyc5oF4+Pr\ndF5ZgX3o3rTAmeNnUVl8n5S9bIaBW6frtNhjhu/hT5gQEiG+1zpAEQe93g2LUDMrDeDKPJDLXPoe\nl81vx06IVcdQs74Z9k2mUv5cgQObDrX37XB75VkaRolZS+YKIhOmeoCKwVMaWI8WX7/8NgmI+5QP\npO7aMXANJl+t84etj3Fm+Wm7Wei5ihy+qG+rWpBSzEISbuKCvR4Ab7r9i1w9fYiUgN2NRer/455l\nNQUkbJlhhg4FdJo7z46xmZXPcYmjtOnQpkM3bxKnEa6X0fAGNFmnS4v19grdzVqZfOZA6to+n+dn\n+EFK4KRExEyIOMXzxETsMs86K6jDnzgtJua6KhohM1VJ+bxEjPnw4LP8Yf2j7DJHiy6vcDMFDuHv\npJLxfQ8UDcc681GlFFlRTN+Qsgenak6aKbbAoIHsPZfKoIG4TIovtrZM5H0DMnzqDJmgjoWpRUeM\nDaQnIMEpcvxEFLbDSX4jO6VhrqVqJGpQ1H5jZs6va37Gn/oc+jumJ8w6aNLX/84GRQ/rBRIR0zQm\nRuOdVpk+K7LTlYvbossO8wajN7CZTJMeDfpmatcyviHySwQX5ViA+EvcCmDLU20OVxixzyyYYKuB\nR0plCWDqT5ylFdI4wK1N8NzMuOiJhFLEhHirLVOxDKg6jAaVElHvyMOoqjcRYy69ehKvPWBpcZMZ\nM/iR/oycp2bDwkGVu61BTXnNWlpLee2Zsl68h8dUbN9RMzwtA/Vn9XfKgCND+eMTIpiB97X/lHl2\nGZusW9lCS2xN/V3XPAhyTmNzb5onOvS+MCMPmREMJUcWtRL5L8Hgr2a4/IHDfKD6WQM7Kj+vPnxj\nxMZTS8s+DSs7p4brq6yx6q6Lq+FqxArrpl0inssXOYaiF6QMFuWODm1u5zkJuFlEy+twG+cZUOMi\nx3jqufshhYP3vMx93mPEhFRqY9HC0HmCB4x8W1I6bkGWeozcKhM/Yo5dtlhCB2PT9yA2LRgBSZe2\nrnp/5H7H3MLL/Hb9YzZbe57TzLJLxATnq8At8PbOV+Q667RWWR/ThlUaeDxK2ItOfDUTm6guokJt\nUvPE+DbRKICu0S/VjVFIDT7KdlHREoW11ZMhSegQTgqc2PCZNdtTho3KnGkgnNJVZH/q3LXs3jU/\nrzhyZ+p7jDyTLf5a8PZrSYL97R8ZRIf2Uc6uZhmbLMLAEyWZBDGBTQRlKpiuIUOqdtAiPzth0Yye\nRCG4QkxkHyg1PBIWR2Il/FXBusKYtlHuKInuEoTVoEckpNQkPsfzM1wvx/VyooqgAsX4UpRlGFBO\n0AbgurncCHEzMIGqivqtOLWx/fuKcdTFk5sUJDcDqekANI23VBqhcGgj24cS5svAZtOZ6aCpMGxq\noDRK6xNcYJ2e8b92yfmB9/4HEkKe4I08XLyVryT38Z/4Xrq0DIVSzlNYrXIvA3OeAQn/1S3/tyxk\nJeNPkHJad+0x4uZzGdb/4iYeSt5tMwoFMGvpHDGxwHU9/2meu95zERBJWWKDBbZNrzm1g6YWXZbZ\n4CDXOM4FjnMBye/k2h71LvFB/tgazY/cKkffeI6j977ACU/wsg0GZKlXqsykZt2G2hGc4HmSKToU\nHOA6B7jOFousscoaB7jGAdO2KOFgCtIGLBQrMGCWChOe5g1c5TAFLhc5igha1DnBi7AALMKgHlB4\nTunUp8MUzdCnec4qEKEy/jq8MOyPeXYA7PVTsoCIj6QoQ0qfScVUQsnLJB/+QgAAIABJREFUV/6z\ngr0zzxWvZzOxd2LIQ8gi87c1c1VMJVPnrd8NFdHCofSzaK9RA39K+UwmYDgP3/Z4/TLFJkRVQbZX\nGeOQ2/4gXgaRZ9J+D3yozvQsZCJDQN51I9CZmd5hZqaVHqJwokFCA+4iWyQEU2R95adK4FOXuBn2\nTXDqMscOe8zYPoj2t4Ym3fGDlFp9ZHpcji0ViJALX5HPGgQpo0oBuUM+FAEAl5wmPRl0tAakqZyr\n6s9poFPanqzPFJ2g63u0vwYlJky9pgXHlqBccteEWF3Y2kPTIVdsQlliytUCl1XW2GGeJ4u72dmc\nJ+/UYMPhcvU2uve2OMRVWgZjqWWtCnLoa036nPrvnuGFf3OnDFu2KSeGQ8q+kMGovfrwaZ5/5wXu\n5XEcCtTiVgOjYj3l/uX2ukzbgrqo383QYgIBVJUpNFmOZjseGbuAGr5/iM9YG4MXOcH1/gGONC6z\n4q7jkfEiJwDw/EyCvAq0+kAmepUOBb6X4hQFVV/6iV/lzUwMrVSN2jSgRHZqW5qiqaZ2hTH38nW2\nWEKEefe4xgE8MipGWf7Y8KoAtQ9B328Q1AYEw0mZwSpYu0lpc6q6n6pxqlVaYl5H7SVS206JTDUl\n98K1QVyHgrmpchzbxilMz1t9xx1y1yX3IKkKlTCuCX3PV2Hm6fLX4BTt9TW6iYzMOQ8QuuLUGjIP\nahlQNUM23s+vdbxuQfHjJ37NZi/ay4KCMzzPT5z+Vwyps8+M9aiYZ5sjXGGZDS5xlHl2CMwjvMgW\ny2zQMjJZupj2mbE9I4UJiAqw9B0VA9mjiarOREyYZZ8dZllkGwcMmDYnziNy12Rlbi781tyoBTuS\nE4HslDRj6JvhQg3hDu87cvMClwZ99pg1Dez/n7k3j5Ljus48fxGRkXtmZS0oVKGAwg4SIAgB3EWC\nIilSCy2RlizZcntpS55pe9xj97Q9M+7xaf/hnvbxHM9iT/tMd9tzrG7L8jKyOLZMaqUsipQIiqsg\nACRAEPtShdorq3LPyIiYP+678QIySXv+Quc5dVBVqMrKjHjvvnu/+33frdBuFsn4oi0dZsXkWF5C\nSRGPvHTpK+FXF5oeFsq5VKsmMTvI0zajVqVcjEzAc5Jgr80HbTIodUfL9h8MDrI0O0m84ssCXQK6\nDi90H+b2w89zE28mQRyE49knl2QMWXp8aNNXOLX5Vmg5FvhWY1Al4ZaBy4AHz9ceYduhSwyxZubC\nKEldQq80hyIuD6Y5s7YXIgc318P3AiJH0Mdsvk/VlQaWls56+GqTCvOM2oxSqWOdGkuMcZFtXF3b\nTOfiMOenM6xUR9jozbOd8wzwqNBgQTPglPOMZrltAhwnZpRl3uRmwwQdIkePzVxNDu0OBcq0koMl\nb15rzmRkBzhGmRZ1M/v7AtsNt9NNDoPa1VWZp7lVbM/KQwEUehZDUwOIJlbiN4TNxlwsFUazrz5U\nmx0oW+6uVidqjwYka0txT7UKU6gmMHxWhQYyA4l6Qc4l0zLu+FruprNXbQSp3E/twfTnVLqoyhaN\navpz2mHXBksGTN70to8bFhQDfNYYYpZNdChwkn1cYhtD1NnNmaRLqkFANcgysDzHGkM0qbCXU3ya\nP6HGqqHFCH4xQNxvKjQ4yy5TXA24xDQbWKKADIhXXESHKFVZZ4J52sZxRhn5FZrErnR2W/0SjhtT\nKrXI+AOGnbrpJkpjZokxsaYvIJiZA4NuThZjFqhZgN9FZh7H9SJBpYsbR2xzLmF9atQRPE5wQsmS\nisnJfD1d5XpvRf07Og0wwDfd7SCBGSwUEScZS8Z0qgdkuMpmFs5sgauuLX3b5t/X4ejUnUxuv8Yh\njlJExnFKht4zJbBIDWrU+eQvfp4n/vU/lY2oGUkGOyMkRg6Oy9Bv5Xnh4L18wPmmad4MkoNB+ZEZ\nBrQ7ZS7+YA/xumM2kGNLxB8m7XpyD279Jy9R8+oJ/KBNndgE8wEZFhnjGpu4FG+lc24Yrjr0cjVW\nIoeg4rMzew4P0b4nGJUqJWLB//JIdlg0u1AoOUUiHHNYFQ2ftJUEmSJt1qmQpUeI0FqmmKFBlbe4\niSHWeJm78BGHa8XUc/TY0FqCNVivFFinSiPbYihqXD+4KsCWoIof+matZpCGmJbW5r1k+upIH1xX\n1qt8Vb0D8vTQmUE9ssnho4lJz0S7Pj5uKDI+bxDRz0G+A33tIqd1yprV6WsPkcNTv69S6gBL8lan\n+yzXd6u1OnmXiX43LCh2ydOhwCrDZOmxwEZy9LjMND2yFE3LXynJbYooSbhJmVPs5Rw7eZYHjPWX\nvMus6dap1X+Tsuke5/k+t6EOxxkGrBgHHPVUlG7fEhCzyDhVGrzJXqqs8wh/l0zEi7OOZHmZAMzv\nnWcHqg8eY5Gf2vGf8enTMZ1xkEW0fNMoea9LlfVEtTDCCjdNH4dMZIJ7K8HklAsnprISaPoGmO/j\n46C0Eim9NcBpB1hpTKCNCkwfPptkJEqzyJrVpZ1o3aQnm/vgsis4r5YxPTBu/ERv5vi7oQ9QG6mz\nnfOIVlfpTGFywGXps5PzbPrxK8w+sUUW6QJ/X3qlnVAP3jx6iOnbLnMzbxr7f2mw6GGZp8P+ynGy\nD3fomINCrpng0C4RnUEeN47xvFAULG6XKWc2gU9UhaRqFtFYDzPDZhpUWGvV4KqTzK8MSnmaDvRH\nLKeQPtbhRS62gYQGRjuuHEQJhr0wT9ETkYHSWBTWUNWKQhu7OCtrx8yeucw0OuJgyWikJ5hjkmts\nX74scrlhhzWGmB/usdmds1mSdpbVSkybL2q3pe4zZriTYor+tQBvxOr2u+RoUcbFigbkHLIc0oFh\ndOjxnmYruET0cx5OLLrIXDeGGHwNWiCHY7qjr0RuOy1V1qC+Zs0y9YAapL7W95120nmHxw0Lir/G\n79Ggwv/Jv2SMRR7jqeQUEh2sbHyhofSTsuwHHOQl7sIjYpJrlGmgRGfViq6Y2bwu4l7dpESPPMc5\ngFI81KhAyboaBHzDX1MJ1yn2Aqo9dRO8RxezYpRXG1OUiy2e8d5PhQYeA6NrXk3Y/R2K7M68xYAM\np7mJPjnWqDLBHP+2+K/J06FiJulJ9tqnQZUWxcRU12fAHt5iM1cSMwPlf2lntm1GiIr/YyehmGgQ\nUFTRdtjjpNTJG+mkdncLtOnMDsMVzPAwZGF2sdMW89ANa3zpvZ/gI6NPMs1lkyEFplRVio5Ybf3s\nwc/yu8d/S7Ad04hKskQ1BAAxon0Nnqs9QmXHOtNcSfA/S+L2GGKNnZxL5kgL9UjuTZYeccZSwQdk\nqLKebFblqhZpoxPnROkzkpTPrcWyZE8AgXSTC4V2ElDzdG3WopvOOKsLu0BG8PbiPDnHMBvciN4g\nh5cJDa7ZJaYAqE9i38QjuWfXELORi2xLGhcxTqK/XmKUKut452IowNXJCRYYlww1zfFT/FCJ0Obw\nScpLbbRoV3cOGAHHxwRi31QUAR1CsgT0cEwl4plD2eKLAsFI5qhqF80ciRy8ELwgxjUT95yqeW1V\nBKIBK0vUz5WMrVQdfX9KMdLMVzPHNfN5BcmGSySjM97uccOC4v0XXuHctilcJ2QzMxRps5Nz1Fhj\nvF7Ha8eQhciHftYh15G2/eLEBnzEBn+ay+zmDCVaJvOy8yJknkWVZUZ5gXsJyCYaVjVYUG1mnq5B\nJ6Xsbpp5unKCS3etbwiqyuRPd3v7ZIljl26Qp+3J33aIWGeIK0yjRpuRyd3E1Vqe59s8RAZxzNbu\nojZB7MxnmYUR4HOEeznDLso0GaaebEqdRSNjOkf5Ae+hRy7ZTKp1Vo9Gj5BNzLCZGWqNNn9d+QRq\nVioYVp9RVvgIX+WJ9Z9lMOfLQlIvxBDJnFR1kIfmCyN86d6P8zOjn2eCOUIiQhMItV0QIbO3f+5n\n/4jPrfyinPQulkqhC7xqvl6E3oslnip9nE9s/EIysEu7n4qljRBfN7pCGxUOwjjQGc/SJOga4r8M\nrNJ5Pn6KqdCkzALjrHeqxPN5eV1NoAfxwGOssJzAOhGufd0aVPpKnwk4H+0giH2i0KWcbdIOi3he\nSBh5SYavnfYCHUZYwSdI7NxeZz8hLpfZagKPb3Bn32S5JFkY68AytJwSC4yziVkJIDq8SqktGlSa\n2C5vujmhjjlmyFWmJddcxyCEuNSMC1KHAjn65l4HQNvCQjim+RmihHwNkP1MFq8QksmEZJ0Yr29e\nvzZDlIeo3XC4XrmSNshdw2KLnllPPnb0aWy+18Rajb3D44YFxc9v/2RSnhVo45kgcp4dDNXWmcgt\n4UWi2yg3m0RRBz8OzImKycZCppjhUHiUoXYLJ4ZO3id2IPQ8+nGWF7z38hJ3U6HBOPNs5yIlWvTx\naVClT5Y2BfqGaR/hMscEF9lu6A+dpEOpPochXsLRK2CmCRYqlP0GYyySNQC7cBb7iMTQR/WiARla\nZoRWwWSRFRoJvpm5DrfJJg2UHjnzt6XznaWHjhjQ/9dALdnfgJe4i9iUM9p91WxcXFbaeBWZZRyS\n4a/5MXQGsnb73Z1tyBYsPrdi/q2bmxkj2V0AvWNDfOXwR/hI9itMcTXJ3LTTrY9Nzgy3/sIrnPi9\nOyW4drGEbnVH7pEYLPRfLvPVez/Kj43+vwYu0d6mBCZ5rZZxkLZe03Gf0kwSd+q86f4rDzMgiw6v\nKpgDMU+X2dXNlvhcASKojq+g7jY5elLWK91FOXORBMUCHfq9LPV6jeqIpCc5T6SjUVYrFLmIGULD\nqHC4lRN0KJig63GWnSYJdY0pR2wwR6Uhic8l24FNXDfW4zpKi3acwc5i0QaLYnZ5bInZB2rgBWEK\nYhA4JO3krlSmrNnTWrn0U3hjj7zBUgtyUMYxkevihgPcGGIX0Wkr/hukXl+akF3GHj6qirJzs67H\nE9Oeisq7tF64b/u4YUHxM3Of43+c+F+xNJGYOSb4r9t/TH1hDLfQJ1/s4mcDimNtbnVOsJVLjLOQ\nBKc8Xf6cn+Yp7zFuqbyBUjZqxsRBZIOjBl+K2cl5NnOVdapJgCjQZQtXWKfCZbbSoMI6Q2TpsZEF\nbuI0aiOvWNUYy0DMPBMJZeMi28QnkHV2cJ5xFgw2FNCinJSjGoTPsQuV1OksagX8R1imZ8o6NSso\nIHNRyjRRyyZZnFFiEKBgtlp4dUw5JqW0JXSLf2DG5MbCllU5pDZ3QIjMLhEbh+e5+N5h4mdcKSMV\n31HaxjowivAMMzDnbefpuz7IRwtfTg4JzdwAky33+FDx6yz/whiz/267dZjRiXjacCkjwfcKrL24\nkScPP84Hh56mRh01K1X8VT4Pk/ehJRyAKnqy9JJDIkLG18a4hr8p3f626bgHZIjWcvKatBHUj3m0\n8DW2chHhA8v9TDagcqdcS4hfXRrDzQXEsVQXOn6gSTlxBlLNfpY+G1gkh4xyBTjPDoOZxwkWrHsA\nhDdbY429nJL7s0sw+zo1WQPphpNicmoyq3PL1UKsiQ2WIMPI2uA60uhU4ryWyipY6JHHNgbD5ECV\nVCBEZalSWUljEAf83gA3RGa0eODo31UYRQ+bVNMnwRAjJENUPrBr1osSvxX/TjsBZbDSv3d43LCg\nGHVyaCs/Z/CveTYSRh6s+ETDDoEXEkUOnVaBxkgFHQ0pRFHZEFeZYsA2fPrUWLsuO/g+t6E+dDqM\ne4YpjnGAYeoEJt1/g1tYpcYi43TJU6JJlj416gxR5xt8iBVG6JmOdJE2jbhCzunhGZ6Z7wdUaFBl\nnbPs5HX2J4s/T5cxlow3SiUp/aSEnQVkLEKVdbZwmZs4Tc3YdHkMWGGU5zlMlwJlmryHY0wwh8ym\n9g2vURQF4pwzxFl28xZ7mOQaVTN7N+1x6BOQp8s8GwmSDHVAyZTloHspI8Tn+1q8PncnHDc3sEOS\nHSaBUW3s63Al3M1XH3yUn3D/Cs9sHDVdAJJy8RPjX+Q/Pv5rDL5suvUlJBjqbJEw9fwLsHxkM0/d\n9TiPjf0tQ6yjlJ/QNNBkeJeqcwY4qY69urYo0K+lr2sOFtU3j9JiQIb5tY0iHiggwaIP9B1OBnuZ\n9ScZ4FOhwVvRHjsMSV1mWhjVTx7XHxB1fdzhiBGWGWOZYVY4xT4mjb+nzp3exCxZ+pw1ru9vscfQ\ntlx07k7PoLU585mwKDweXf872Azhe2Dd6P8TvFMDgipGVE+sSpaG+b7OL9ESexUYgkwQJUom1+D3\n2qXX9SyHtaQrmgFrdaANGckWTRMsDunlfPx+DydK/U01hvC5fvyqBj5VQmWRAKhcxTbCgVXFlL5H\nkHvYwgbId7EPu2FB0Q2jBONRu/U5JhiEGWiAMx5SKHXodXMEfaXY1Fli1BQ6Qt5eM1zEAl02Ms8w\nqywzkpxaWlZOco0h1lhjCB2LWjUZjDh6eGZjFMgiHm/CnXQSe6SucTdpUGF2dZI4cikPNdnnnzQc\nuDYuEcf77+HK3DZYyFqiaSGCrgt92HTgHHd6r1AxaO/zrcNcvrYHcgGbt1zil/m/cLhsFpWfbGDF\nHH0Cxlgy7juuUaE4TDGDuOcMcYp9+Mi86/fzDCMqATOlrJbHHQr8gPfwFI/jE3Anr3ITp5lgjgiX\nq0yJTYU7xD0//iJ/XP8VuIh0olUp4SJ2YOnB5EcdLnVu5uxHdnMrJ0wPxTecvDgpGss0+YW7/x1/\nePFfEl31ZBM2sQExydBIwPHmkTGee/QhHss+ycBcH2sQ4SWQP0CMnZZHUsbbYAgkNCQ9ODIMWKVG\nd2lIstQ6Vg3RgxPH78IpRbhlaU6F7Zyd+6EwQEzSvPL8AVGQobFaYWF8I3VqOOxIsOmBwaWVViWN\nwSxn2U1o1qV23ZVDMEgdZMoLHD1VhwFcGx5NQSz96+k3qh1WJZEebCrx66X+VT1xncTtaZ1qUkan\nZZ0qnNBMEDC+AiVzPyLUyEVH+w4cn3KviWvKZUeJ1mpxpt1iM1WQMrZzrtki5pq3sDip3iuV1XbN\n+1MOqY5feIfHDQuK+XInwVx8xEC/RYlBIKMk46s51tc3QiYmM9Q2yoQua9RQYqjOt1AFiJa30unN\noQRoNZDVkkU1pio3WjfWV02D/KnmV8szlZnpMJ4+Pq4T0+v59No5MkMDYlxDCG/iuLFkGB0wikLo\nuclCy3gDrK45oBmWwYsZGl8RY1TfSTAZh9gYrvpoB7xFkS65hNhuybNCjO0ZiZ/Ov9ZNpP57toM+\nQN1awKopcvSoU6NFiaf5ILNM8dq37uWmh49R+OganT8ZkgWZdlPxkVJGO9OLwLrDt9/3MGOVRYZY\np0wTnb3tGYAoNN3jj37iCZ78009ZVUUbS5tQWVaKWjH7wg6++eAjPMhzyeuX9yABTvmbjmlDSCB0\nTHy43vvRckElSM4wxbmlPTKStoV8aLdyCIrb1xgZWbSO3c1JWpfGbPAxEjNtqjlGv+841ulHTR5W\nGaZCg21cZIRlPEIuMc1b3JTwctW9vW94o9p1FtZFgEueARlKM00IYZENXGEz4guQl2CgOK12ctOZ\nmdpzqX44TYb2SGR06QNVG4Xqzi5vO0PX2IOBzGNRm7Q+PiUgSoK6T5+QbDfC6SMjTcHOXVHXNXX1\nUY22BkWFAFQAkJ7Yp+8XrNQPrp93/S48xRumfS4EXZPlKLXcYYFxwrWSXVwNoOvguJHxvBEahCoZ\nxLHbDm9aNgOgfESzrDhG1uSLJVp0KDDEGirxUmKtn4LaVVOspgfq7JEzQH2WQCSKoUcQCNDdj7Oo\n/rMX5iDw7AJLA8dm/7YpWkzLcXH8PuVck5zfNcTXXLKp7ch7WZQlkzmkHQe1GSOuQXI6K2k7rT5Q\nHEpnDOsCV+qIlpmqRx9jmQ0sMmjIIbJj8gz5H2/BBuTkHkW6hGVsGbZCAtjXL27gO9EDCZFXsFXp\n80qSKa9zV+Ys2z91CqYQHKtgPpT7p3ijKhQuwvnv3sKZeDdKlUobY4jrka4s1cDYjf3DUjo9JBcY\n5xw76Z2riu+j6eYmfLg+lIIWH+brPMBzbGKWsfKSBA6V0ZmsUbHCKHLwcn2KZXH+2cgCoyxRoM0o\ny0wwxzSX6VCkSZljHETs15ykStBsWJzWu8n7CE3GOMIK2XMDOAGuE1GlwUbmCMlIUFe8UwOjBged\ndJemtmh1k8MaMgQkma1mr4qZZ6/jbgiGqBJTxe6zBOYKa7MPKuE6mRDcNBVIb5jSaHKp72tWq0wF\nwwYgY9aMBj+FBXJcP/hKcVMtod/hccOCYj7XERkSTQYYFn9UJYpcKz/KAcN9No7J4Chh+ldxTBan\ndl9iHOuhfnpK1i4Y3l+BLmMs0zPZozQ0wqQcFbv9DEVTKGtwU6dgzaqyBofrkmd9bgRWfeJBhipr\neI40LfpkJSj2HYu76VWeAzokzy30ly5FvwWRS6NbodUtE5ugbI1NJaFXyoi+94EpR9L+iRocIU78\n+RyiBLMSm7VMch30FNfMW7rgoq3y6YsBLnDrx16mSIch1ji462U4FMMeLHXGR3iFSqLNIQvwosvp\ntw7w7fghlhkBMPCEXZVSUvV4vPS3lO9YE5naFmShF0n0t6iMaw3hTZ5yOLZym7kqmSTYpbMxDSb6\n4WDBpLRm3CWiTZF1qtTbNWtIoJw4damOYHFuiu9ymHnGExdtVIWhwbGLbWxlQrxMSDYv13MLVyia\nVGaINTYyzwn2E+FyhPuSe6pZV51aApMoc0CbcmKxJnAQi8CU4OxDrLGLs9RYtYFAu7IaMBSry2Ez\nSfVcnMSqRgy2VzBzYdR+T8nlqsW3hiKSDbbNmtODOU2Oz9In8LKsjuQJ8q6Y9KppbIQciNpAUS6r\nlsL60M40WAxadc0lpErzsaoWPVg7vKvM74YFxZLbMCaa/aQZsRSNQceRWRrmorjZgHYksijtYmpn\nq0eOnNm4GmRinMQFRztjIDdUh94rYVtVL3qGyfP1kqBbomUGl8s4UlUc5+mSH25AMcb3A7P4bRAa\ndHPmKMTiHuo0XcJ0l+VYi3EJ4gxbp89Rzjap5NcRI9ssSnewetHQFB2Z5EDom38VPgCSja4UFH0o\n6Vd9IQOyZOnhM6CPj061a1FmkQ18hY/yLA/yrfWHudadRKkXJZq8/ye/CrtDCVoj2DJHgwfIJpwH\nTrqcunqAV7mTZUbM3JwcapigjZAMAz65/y9gG5YCoyWRqmh0MZvse/3iGGfYg8j/LJNBsxq5xsrV\nuF4CqdmwXj9dM5nswI73LJkPZROFwCJs4WpCzvYILUalFYHBFEM8cGIG3Sz9XpYGFc6xk0WEb+sS\ncZlpSrR4ibtomZEEApOUEvqLvDb7vqxDjdyTqWBWDpI9QuNSlUlA1maKeSwEoWM+NUNUr0FViixj\n+Y2hXINc3E9KZp2PpBJUrWbUBV0qAIVkrHuTHlEDfNwoorzeJRNE9u8qDUcDYTpQasdcD950dgu2\nwuwiGX4bW7XoZdTgW+AdHzcsKBbL67QoI2RZWSxrgyELtGaAUki52mTcW6BiBHsxDiOsUKZpMEBZ\nmH2yTDHDMKtJ5jjAp0uBAR5lWkQIETrtcCy/HyaZkkrqFE8UeotttOimKpdakB3gF3qMsEwnKiQD\nn3rtvAWz9SYo+Our1bzOIBnQC4WOMeYuMoJw4DRYKC9Nr5UaNihorXNJNEtWqpJ2egVqsOayaU25\nZh0bmUcJtmqI8CwP8Cp3cGL+EJ2XR1j62hZee+YwC9E4FZpsZJ5f/9Hfhv2xBC81EVBTUMWtloFZ\nCI/n+cGxu3k+Omy4ixLEBqmgLia9K9x7/zPieJJDssUQKZXmzEcFCcYusAAvXbqfJqUkg5Jy2npO\n6vUEkuxY1TD60IMwJCNWYGnrqQIS7MskmcYYS+zkLEXajLFoDz/t3mYkQAT4OA5kSx2xmjMBYiuX\nuINXaVIixuFl7iIkY7DCfgIr6cEowaifVDGieIlRbdb21YvQh9bWHKuMsMYQy4xKFlvDWpqB5R+2\nsVriAKtqUX5oG6t66YAfSrDTTrJatNkGoDQ8JVhHCXYcIiIIhSkSNZjrE3kpD8UsFktUvFP/T81x\nPXM/hG5hX5+W1unSXwPtANssU+3+u3Sf/6GgmAdeAn4AnAT+F/P9EeCbyNSNp8HYdsjjN4AzwJvA\nB9/piTfmFxLgOG8A5SDIW5C10ofYod0qJpifGr16RAmnS+g2g6TZIEM4O6gmtWfqhAIdhOicTTZI\nbPA3xeZalFARXJE2VdaToVAgnLSO8R0chBncXEDWlUzDddQVRIYWUQwgC+5ogDvWEWwjByCieRCX\nYoeYxuVh3rxygA4FDnOEDAF5g3lqJqijVzVTzhIkWa0Yhwi2mcYK9bp0EC9IhQ/6BuHRLEfdpn3T\npJhjkmMc5MLiDnpXjcTtGnAa3vrie5JmyTjz/OqP/47gi0r4rSJfD2M7yG3E+eYNl5Mv3cER7qNp\nrN7kPlh3nQwDDha+j7+1J8+phqCN1HPNYIneKxBcy3M6utm8J7UWs4ExPbhdM1KwGbV+PSBDY1Ch\nWa9IKQqWzqLvxQyYf32wn43MM8k1eR+K2elUPLOZPUIcR0roTEaCSI06YyxymWmaVPg2D9GmlDQG\nc6YSUrllugmkr3lgMntZR03un3kR3pBm2zhzTBgqlk8g70En46ndv3kfqDwO7KGmVBjtRJvRp5kw\nSLBBC9d4qN+nZoR2jC4JJu4kVz9ODi6XSOY6u+KliGqc9bWmpxBqppvBum2rZZgGP73uuk56qefU\nEafazTaO4m/3+IeCYhd4CDgIHDCfHwb+JyQo7gG+Zb4G2Ad8yvz7YeA/vNPfUP8+7SoDrDBisYSe\nD6HLoJtlNRxGqDPCw5OLHrFONdnIJdOE0RMMkxWKB2I7yUyyqUCijscaTHxDr06fzjK3JTayulUc\noBWVKOValGsNxjMLrDBKxRENtktE7DjQ8KFlWPp+aImoofg0qltNDLjDA8KWz9mLe9nHSXKGl6ZG\nASB0FpEbZpOSTzOegnFiUVmgZoH6tTSe+km5I1tPrf4zFI0Bhf6P4sBLAAAgAElEQVTdN7iFa/Up\ngtMVCYbKHTsDfAe++u8/QT2qkaPPNFfY8nNnJRAWkSyughwCWt4ECA44B1yF75+9m2/GH5B5PElg\ntEqbPD0eve9LNjPQ7EBXkup4dVOvwfH521hmFHUYd0zHI01IT1+btETPelFCt5Mnjh0rPVSSulbg\nZtOdO7MPtVzz6duNiX2N6kCkmGIcyd8fY4nT3EyWPifZZ6CMjOGlRvj0kj+XVgJpZpvW3+t7yLwe\nwRBEjjSUCnQTjTfbzL3RgK2vM0ui0km6umqrpZZdStQPoBTrQLjcdXtNs26tfLSsV61zzuxvJXwr\nnu3EMZHnWLVJ2r1HzW+1W+7Y14GSttOO4mBhAj2gtEGXHkWgVei7PP4x5bOiOIrurAKPA58z3/8c\n8DHz+Y8Cf2le+kXgLHDX2z3pgzyblDkKgj9ceZpH9j/FnluOsWvnCXbufp3bp17hLu9lDnEUVR2o\nLM4n4FZeZzsX2MxVYw4h0jt1PvFMVyyH6GRblJMSE0B5XtrL1YFRWhKo1CrEZZkRVhih0yuw2qjR\nXCuTc3qJ4UMOmfeSHWpCeWBGM0a4bkRu95rpqtouadEYR8VuDD2HeC3Lf+LnDZ+vl/DntEzWmR26\nwdOyKx1foO8lnWWE5ucBlPwrNz9K3r9QeITUfIUttM8Mwywiyq+bVdBAFuIJePKrn2KGTUS4PFh+\nhjt+6QhsRbrRFa53MVGVRAN4C8IjOU6dPMjT4Qe4ymZaxt073WXdwmVGHpy3C30MyRo1Y6tjKRkz\n0D9R4gfRwYSyYg1anSSL1udOyw7T0sOALJ4TU6y0bGNCGy59ZCOav9lpFnmZuxHN+sCaKUASREWL\nP8BxY6LIpeB2GGeBi2wjwuU4tyb6e9loMitIVV46zkDlpGnHI9cc8jn63MOLcCewC9ye4Oh6PxcY\npzfuWIdqvZ7aUEnrnlVjrKYfKrkz8r9S2DbZvcWu5XCRdaV0KIVuRL4rpix+goFa/Dh2HLL92AYy\nNQRR6EWbJGAzWNXaq0pHfRc1CCpu+sNa7pXUc6S11G/z+MfwFF3g+8BO4D8i4983IhA65t+N5vNN\nwIup372KkCz+3qOPn7iRLLKBJmXu4wi+o5y5XlIij7NAni5f4mMJHvHQ+e/xWPR1gp0OgeMnG6FI\niz45BvUs0arPb2//V6i+dY1aIonzCaga7lwHcXDukqdoSnkxiZARkqKVzuIhk+WuxpsJ+llKlRZF\nt5UiqA7okSeX6xPkAuINIbFuiEqT4l0t6ss11J1bA3NpqMl6Ow9dLyGMq5ehYmLa4NCuuW56xR2V\ne6ndcg2QoQkSOg9Gb3iam6fBP3E273kSAFbNQtITXN1TliF+wuEPRv4Vn773D3GIOJz7Dp2fKfLG\n3xyyYwYUHHewPMMaEmxfcbk0v5fFfZMcnniOvZykYIJyhEuJNh/f8UU+W/hlSw3JIoFRMwj1/yvJ\na71w9Gb23P4Wm5hJmhga/NKek/oBJEFSbdkI5fMkEGpW1cYC+CXgmsPRzu3UCn8nlLD0xDmDJatx\ncRw7FHIdak7dQBgel9nCeneIzfmrqOlqZLI+Uoea0sYUv/MIE9MLUTcdF7ZADxqfyfHl4qNmzNYQ\nf83HOccu7nUfJbfetYFGXauVtK2cRS/10cEGSpNdFeO2uV62upK1ZA9cXZfSCBX1So8sXQrouGA1\nWfGjPpEDngbhVSzBWrvIRaxxrCpSSL0uhQJ69nWSw+L4Gii1YmmYn3+Xxz8mKEZI+TwEfAMpodOP\nHy4cfvjxtv/3v/1Wnx6f42/o8t0H9zL84AGUyKvYGUhw1CaCKhZOcxPP7LgPj5DjHEi0zJrpTDDH\nY/2vMHZ5jfPbd+AQcZJ9przKUTWGnErw1WwiwjV+jjlalDjKISaZZQMLSZ7hERIUfZaKokOuUecV\n7kB1sxPM8dPFP8MrxklJKPSFUPiDE/IzM2wGJAu4L3+EwvYOm7lq4ITOdRtaKRq6GDUzFbMIyRnU\n7FQ2vjRi9Gfle17qBO+iLsmu+T3NwD0G7Myd4+jqvbaDp3iNnrAuMAPt3y/xhxv/OT++8wuUaPLR\nsb/l0sNbaX5jxP6eLnJdpIqtmtK0PV/jmfc9wtCUUFV04yuxf+u/OMWlf79XflfHo4pKzOJhpkMa\nX/Y4cvNhfqT0FWPW0EU1w4mbDSR4lyxuWyw5wMGho7wZ3Ux3MGIPgXQzQknCWTg9ezMf3Pn1pCkH\n2LIzhna/RDfbopJvJAPXyjS5wA6i0MVx7JTFyDSatGusxhUaQIq0ExMSNSS5g9d4lge4wA4OTb7B\nd4r38iSP81czP0k0cJmevkgQ+8xnNlLNXLK7UZsXuvs1+Gu2pf+nFJ0eUIZc2E2qC3UpV/6rVijK\nGVXbOQ3yYIOmdqG9OCJyDVlBKTWqTdZSX9dOeiyu6rg1y9WMt4j15tT7oPUt8OwP5CM5qN/h8f9H\n0bIGfAW4ncRukzmE0bRgfmYGIQboY7P53t97VH/rV1ATVZ8+a8jgnoCxpKTTUkiNFPRGrDLMl/hR\nc+b4qBNLlh5dCjSo8MT4J4nGhdZQpM2L3JOk+yqR0tJJ6T16+kU4xtlYMqfA9KnLZnzCwBTl+hrP\ndncRRh5PFh9PXHXKtAzAHycBWIwpshzjAAE+Z9iNT8A0lygZiaCqSdRUt0teSiATqMeZp2GIe0pn\n0hVdopWUX21K5LhKHpk7U6GJUnLSp7hLzJrpk3kMGGOZj/AVntj9UzDnSYbXQQKk3kldvHWI/ucC\nz//++xgfWaBMk0/v+Cz/YeOvEc14tgOoZacC4GAlcVkYnCjxjcqH+WT1r6iZAWIewr17hG/x2cm9\nEhB142j5p4YRSsnoQePEBubv2Wg4dYIbWpWFpedoxZEOlh4DsVZzWyy2sLQUzZI19rWBHMSh5G8K\nc1zXGIghGPi4WQkic8EEXibkrXA3hUyXvpeFwfWYoVYOWgmoNZc2NnS1H+Z5ZtnEn/JPWWGY9/Fd\nzo5Pc41Jvtu+n+itAlTgircNvIhFf4zd7iWL21Ww0rm0MYSWlorV9biuw5vr9omHnAQq0r2pJHy9\nrjrxMkbnkqtPqVxn5SoO4gxeGBD7ptGiwVlJAVpSp1UpmNejwgglzKtZroNkg5pJtu3vP7gXHtxO\nkqb9my/yto9/KCiOYRvaBeADwL8BngR+Dvhd8++XzM8/CfwF8HtI2bwbePntnjhnTrwQlyJie6Q8\nvIIBr0NUKykT2y6xzWyWNkOs4xIxyhIVmsjQ9A4OiDIGj4ts4zR7yBvQWbGldImi1vB6EwFUj6rl\ni0eEZ9Qt6uis2WyAT6tVws/20WFWOgBeiwo5+x3zPLLZB3hcYQs5eswxgdq2K96iHW9LIYFz7OQi\n23iR95r3IldIhfc5ROvcJccKw7zK7WI8mmSRISOs4jEwfDjBVBtUaFPkGAdZp8owde665XlePvOA\ntQdT8FqBbg0UDZj5wg6+9emH+WDhafJ0+ekf+yyf/8tfkKNSPe9S8z6SMlN5iDGsvzXO1w88ymPZ\np67jk3qE3PTw65x+ar/lDGqWoGC8TgMsAHNwtH4HW2pX0A68jhyA68tlJUCn3XQARljhoipp0tw9\nJf6uIkT1gZtojJNr5JME/sgReKMVllhfFWPCUqVJNtOnH2chtk0T7RTrBEI7RiKTHJYeIR/lK2xg\nkQtsp06NzVxlkQ2EeJxnJ81eLem8xoUc5GKulKYh+5odeK8NC3XYVpfttNpFA45KAH3ILUO00U2S\nFSCpkES9k02aMJi1JfHKT5qDAjUJzt3LZMHp4KTxPVXY6DB7sDCM+nimsUElzKcriGFskNTmkR6m\naXPdd3j8Q0FxEmmkaPH0eaTbfBT4K+C/QhoqP2F+/qT5/knzZ/8571A+29OxzwaWqNBgmFWKtAnx\n2MQMHuJeMsVVXudWZtiMyrVGWWIPZxg1elGdbxyQQd07+mQ5yT7KNNnP62xgMSHEahdygQ2UaNMy\nhOKT7EO98vQU1+xSbLvElkupMetUKQ81GcrUGWYFj4gh6uhoAsH1ZAMWU/ppGZnQR4ewD7OKOuf0\nkRm5SkMSbbZ62HlJdo0pR5QW4RKzwLgJrkI3EvOBOFmIajslwLjOtw5pUWaNKm+xR9QRPvj3dAka\neelAp91w1OZLsZvn4WTndnK/0uNB/1nGWWD/R1/h9SfutIFMM68F8zsj2NKmL9+ffWMnrx/cz93O\nS7imuVWgw31Dz3F6eL/NNBtIAFS7LrBlbgBrpzfw+t372cfJ60ajKk6nJZ5CJyDZi2yIQFQgU8gG\n6yCZrma4imkGQFfUVEuM2aZEajZMGJrREIFP2CiSqbZwQphihoLT4VRORl2k5zzL2gjYyDyzbMIl\nYphVyjTYzVlalPgLfopNzDLOPNeYZCsvscYQ61RprhnATEnXMcwUp+S15bGHmfI8NbCoXVjaql+R\nBcVXOzbDVpq8Nses6quf4IoiiR+gI1oLxsEq7efZLbgU25H9e2kjCoVGNIPUNaiHsr4Xbbgorhsh\nB5cGfTUU0Uy5gIUQ3ubxDwXFE8Btb/P9FeCRd/id3zEf7/rQi+MjThszTHGFLSazGXCZaWrUGWbV\nnEIid/MZUKDDzZzmHl5kQIbjHGCWTWKyaR5LZp6FZwLcJLPoUHlVcaisrUiLIh2usplZNtGixBYu\ns4nZhNvnIIRdPZl7ZNnIAq9wJ1fcLUK+ZolxFojwGGeBIdaSAKw8wwXGucRWlhhjiDVGTU/bIzRu\nKHFi5KByxVXaXGELITLpT7vkOQMseCZb7Jn+tEPMGXabplKYKC8US0vTelSadYZdVGiYrSVUjokt\nc7xw+EH63yhYvpcSZdMqiAB4BY5+9l7G/5t59vMGj1a+xqUHd9H47rBtsLQR4KWH1UtrWVRHiNil\n+9my5wpTplbXzO49D7/IsS/dY7OEdBCC6/Gns3B85E62776QHLIaGFX/LfLkIMGuI5ONAwxTx7u5\nSxgZ3mwBm/XWzGs3yomv9R5NGg1op3ZIdkguIxBNY2EEBg5R4NFxi9xcflO4pI5kgRuZxyVKzCEq\nRsuvsE6Mw07Oc41JVhhhJ+eYNTOjc/R4+PR32Ll6kdm7N/HUxh/l8rndmCeAwKHtFU0Qx+Jsmmkr\nQbuMzcSU16f3XKWAVyG63UWbePKW3aSRJ187SQMmS4BMdLSjPqqsE6F+kBC5jsUt49SHJuBprqEa\nQaRLaQ2O68jaKGEbMApnpv0WNeC+i/b5xvkpmsxJCZ1rxve8S87kPXHib1ekxTpDpI0a5IRtUgvX\n2B5c5Fx+BxfYjk4XW2GUJiV0PGSZFpeYZt3Mb1FAv0mZa0wiXm9ZU2o5DFOnTYlv81AyUlInstXj\nIfntOMNB9yhB36ecb1Kkw2vcwYXedgZ9n0KhTc7tEcYeWbdPLu6Rc3rc5JxOFsk8G3k+PEwcOwy5\na3zY/To7OZ9kOOtU+R7vBWKGWWWcBR7mW8nvK7FdM546NV7hTjO1cJEP8Q3GmTdBQe2nhKMpOm5R\nQFxgOyOs8hDfZhdnkwz1w3u+zr/xfofOt0q2vFLtqAbGPpIF/h08veNxJj44xxjL/Mz2/8Qfnvw1\n4sCxJNsiEmTSA8x1MHkIg5dyPLv5IT5Z/KtkHfgE3Jb/Pic23k7U862DjgZGsDhYIH8jvORzbMd7\nuNt7STJf87BKIScJiNrXjQwgUaVBphgQ+nnr/jOELc307/bg9JsHbempZacpufsDH4cILxMSeTFR\no0DsRTzR/yQZf0DZkXk8LUrGAyCTMAEiXIZZ5T0co0eOc+wkjwxzO81NSRMvS5/JmTncXsz+6CR/\nUPhveeXhuwRmCe/h4sWb6bj5xEE7aRap9jnts6jNMJ19Atc3NhyLeybka1RjhanQfJNNOgk8EVJC\n5ojrnBxR8Ue4+P3QZnF6L3UcgSpU2lgCv/IOq1jrM7DvL20dpvipZp+6DNK807d53Dg/RUSXmaeR\nlKhidRSjFv0NKgxRvw4ML9JKhtUvM0aNNSrXAt6TP83o+DJvebtZYiy5eWqzVJGBj3TM/BYQHpmK\n7UVw32WdKqqY0exNDGZzrA+qBH2fdr1M1MzhVruMTKwkOtcBGWYGUzTXKoTrRVquBFMnBr/WxPEi\ncvkek/lrSTPhLDu5ePYmmHdhDO7Y92qSJQJGJ+yTRwZZLZvXIg0g3yw+3dwZrGpDaqeT7Es4nVr0\n6OYTyeQqC4ybTbjCLs4idlQx6yZDf9/Op/nG7MdtaTiHzRIV+zHDguLvevzl9s/wsd1fYIwlHvzA\n1/j2F37EZnhl7MZMBzc1z1iF+Ve38uL77uEAx8liKVp7Dx/jjSfvkCDawnLaFDPqISWiKZ3On9rL\nlv2X2WJmKyu9SdeSJBGWpiQmwmL6EXUztsmiSggF9fWXe+BvXpOGy+WSpR0hry2ODGOh0CPo5MGN\niQYZStkWBRMMVbdfZZ1z7KTGaiJq2MpFRlhljgn6ZLnKZi4zDYAaRGQYUD7SgUPQ8opcYQs16tzM\nm9zmvUZvZ57bmsfk/ii1Soc6qSQz5exDCVtaagNDsyrPqn9AJYj24NKMXLJGobUpz1fX3QAZeauy\n0iDrkSO0pbBWIunOeJqsr68vTZfSw7nB9UOrcqnndFIfi1g54ds8blhQdIgTL0X1NBzEGVxH9LAa\nKBtUCcnQNYEgQ0jeBK8j3IfnhdxSPUOmEbNlcYnyWIvLmS24xBznADqQvEiHTcxSM8OeAnyuMUGJ\nVtLMWKdqXGS85OTeyTn6ZFlhhDgD9WCYjD8g8j2mJi7JyZgJDaeyRxS6FEstQr+LlwnpBzn69TL9\nRomJbZeZMFmbZrwRHv5Im6BXBkc2f5+smS6XNdmAGmGIC52aM3mphSalikxa0wNBqT3q1PzDMjfl\nNubpUWWNCk3WzJB2HYC1ygjX2ET2pib9btl2BlV4v4Q1gygCK9B/Ks+XH/8xHt/1BDdn3+TYAwdZ\neWKTXbwaaNLqCaXwhBC/5HBs2+1MTc8yxUxSTdzvf5eTU4eIG56lXuh8YLANA8OTjIc9Xpu+k2K1\nzSgrtkuMdqGFuiSBMSQ0AdOnT7WyyvJIQf7GmnneESRD0QDiwPToFSJcLszusxmW2ZBRT8QGxLGc\njAhXZ8g4xJdMll+jzkbmuWoovRPMMcEcDaosMs4YS/yAg6xSQyZeuqwwzE7OJdVLuN0xuHeLI9zH\nrbyOT8BRbuNMeTcfcr59PQTS5/oAqTCIdnv72JJVy+1VNXywM8G1Iana8S551J1IlS06VE2EERFd\n48bgEONEsZX06fpQ+pP6JKYDo2awug7VeVuzd802C+b317ClM1hqz3+JmaJSGYrI4KdelKPTKZDN\n90X6A+TpUKSNaKR9kzVYx18Hmevij/bZWr5KaXnA8HKHpZEO5/ydBvsIGGIND+F9lWhSpoWHTASc\nY4IeOZYZZYURusg4RrUI0wmAa6bsbhbKhAUXb4PUSDHgeWESrG/NHaeQ61IsCcVmlk2sjgzTjiTY\n7uJsQpQu0pYgvaFDbzTH2qCWNJsE6+sS4yZZnipt9HCQBeled3pLWSg5YR5xI1cXHLXr18Conddz\n7KCHjEYVCovM4VhhmAYVzizuoTJap/j+Wa609lg3ZsWnlFemQPhZaH+9wl8/9k/4+Na/5PHpv+VP\nar8kSLSqUjSjUvt4pYYUgXUI/rbEkc/cx8fKX0LmJssr/uBdT/GNhY9JNqibXCe36YyRdZJMqHF5\njDdu2c8dziuA5b2CmkUI5Uqzbc1qpqpXWC5ukudWwN/HDkgyWFsFcXsCrm8pxuBmpMnGwLzZ7ADc\nyKzrTmJSO8ksy4yhuuKtXOQi25Nq5TneZzKrSIyYyaATCLcEV+AC0BO8dIFxrrGJzVxlihlGWZZZ\nL+nB8h6Ssat7uipANPNuYTu0aXJ3IG7aTSqmGy5iBfXvkWsq71khCr2e2uzTBmePHJloQKEV2eCr\n5bCWy/pQT0Q1vdWAqJm7oYdRxjbH8tjSOv3zFezgtXd43LCgmDWbW3l0nhMSRS6DwCOO8+Qyks1p\nabHCiGmKdBKKTokWJZqsM8TxXI3xTQts6C1xwr+F4xyQC2+CVYcCz3N/4uGYp0ubIrNMcoVpFqJx\nxt0FatSxFlsVnuMB6r0aYST0m4wX0G2Vcb2Q2I/ZWThHEGTI5UQ9P8BnkQqtsETWk9NxgjnabpFF\nNlCnZjqfQtrdznlCMpTdBq2suIJ3jemEDk9Xx+ws/QSoVkMHuYl2NKdk1erm46BzbbQ76JvfURPT\ngCxXmE4Wq9KkQKgUDSpEgU/QzrG38hrB+/PMPT8tQWcZa/Wu5VgO2VTnof9cnr+561Mcvvnb3PXz\nz/Lybzwoi3USCYCqYFCZlwacDDAPS0e28MaHbmEvpxJ997R7mdH3zbJ8cZPFolT+1cTal01gTCoc\nmlGZGW8zU8ygemU9SALs7O++UV4EZBlzlnBrbaKgKPQbHZEwZv7WrHwts1A6tuGjGzEDYTOLMxzj\nZnvg5fAKPRgIO6JKA/W3nGEzGQYc4igbWORN9jLKMpeZZoZNZg13EGJY1nTmJUM7GB2DcQjGfOrU\nWKfCBhbRkQsrjLDY22ADnaqDQgQf1exQ9cR6D9RwQQ0kTJe3QIeS4etKri3opnagXZO0CDaaT7rV\nMgo1T9Gk9QU6DNwMrWqGSmtgFSyaqeohqRWJZnp1870KtsxX/qq+Fw872lRxRA2Sq7yr67a5dTfm\nobIrxcYWr00QdnOQDaiMrhH0KvglmTq3TpU1hkyQUyPzTDKBzkVmjVxgOxdz2zjDHtomRVepYEiG\nC2wzRF4x3qpT4wpbmGluIgw9hobWElwkT481qrz6xv1yIxQvWkG8gYx33S13v0EcuUkm98IzDxO1\nXIuBVLnuhgZ35dk1/GZyah6LD9IJi+zPnGCRDdzKCfqIdZnomV1U9ZCjR5kWgSGzq9pBiN7W+aWP\njk2QMtzK2qyfHZBasDIfWZUSyp3rkxVDDDckXPZpVUrsrJ5m+dAIQVCWoFg2708BerAl5CnorxR5\n5vJH2Pfwawx/eoHVL49bGaCK/xW7SjtAx8Ab8L2b7qe6bZ2tXEoC2SO1p/nC9M/BaUcWeQ1rLAoi\nNt1AAs4vn5+iN5mnV86xl1NJk0VpTKq61nU5yyQxLuVag/VGATxHNlIeGDY7t+1BF5ZXN1AbPiN/\nV9+D+VzvhZlGQBR6OK5c5y1c4TgHyBjCylYuEZDhNDexlUs8z2Hq1CjRNMT+mMhUCGl3n8NLr8Aw\nhBWPeTbSpGIaiw1kIuW8HNh6TzQgapc5XS4XzT1U2lUGOyPZ0LDKNKhTQ218NUNUSapHSIsSyl9M\njyTIp7J0JXh7YWT3StoNJy0T1SCnB6aWw8Oyp1BHH7V700aSri3ljipNSbPOd3jcsKCYtj2aY4Jw\nviAbq5CjEYyQG26Qo8sE8+gYADUrGmMZ5Trl6FNjFZ8+s0whAoqhBGPTTl5ksrgcPYZYS8pkAMdB\nRqnSJkuPMk16ZFllxA5SUrxqDaFn9IAxubmOEydlZ9RwbNMg3VwwJ2/WExxRyblXnt/N4KLPXHYb\n7I34yQP/T1LWSvbmmqzOTYIlqGFsRJ8cObqJQkXm1kimqfOjrYGqAOLph0NMy8x8lu6+dWjxkTnb\nnj+g9eooR04+Qv6WdTZuvUbjgRpr9Q1yYs9j5W9p0i8Ix3EJTp68ncIn1mE/Yioni8DO5EhbRWnj\npgc86/PSx97LcG01yeLzdNn7/mOcunjQ8tmySHDUEly74g1gyaG5MMa5QyHlYpMpZhJ+6CCh5EhQ\nvBZN8uaxg9xz6Nv42T4MYogc2VA18IeaRAOPMFeSwNcTbC1pVhRIOvODeob+lhxuJgQ3xnEisgWZ\nEnmVzWQQg4SbOM1FtgEwyjJHuM8MU3OMj2ZkXNr7psHt4VIhIIvzKgx+wmVluEiWPnNMGGqYjJZV\nU4mkUZTm6WkTQuk6Wn6mvSE1C3PkuqZHq4qKTGlhEU3KJmDL95Wnq5xfueWDJHOMcPF7kcX31HAk\nPQZBR9yWkH2YJtJr8NbMUUngqtjRjFOfM21Q/C6zn2+YyayO2MzRoxWVZGPVkQtT99hVO8edvMLj\n0ZMc5kjiOKKNkxxdbuVE0sVWWoMMchfic4ciRTNMqkU5Sf2LxoVbM7Fsvo+fHZiyXBxqMoRcCbdY\nk1HFwtQR2OASES5Zr59gn3QcW0KqfX4PuamjUCuvJMGtR4541JGsZksMA7EB0/ksvlnU6YFTKpHS\n5pAYXQyhYwsaVJLSSo0kVLGhXW1dkEpwVws1DaLa2AjxaFImaJYTDXN3pUwM/GztPzPx2GUZvn4z\nUq6qW7Uav+igoVXge9D5zSpsiG3A1FNdQXU9TLQsLgLzUH9yIy+FdyVDxyBmrLpgMxnNatRS33SG\n6aaeK4DG0ghno51m2qOTBAw9OCJcPHcAA6gzjBtH4LnXDenyswGFSjsJxt1GkQXGoRTZsswEe7co\n9yuX6+L6A7KFHo4jpWaWPjs4zzSXOcqhhGHxLA+ixh4qEpAZQQ7KDxQmgqhfuAKdqsz4blChRj0Z\noCa3QHi5yevSrEkzMcUU1V8xNp8r08AxP29GvOaDXvI6VCWlRrfKqPAMRKPVkwodNCDaIWyeXQfp\nhpkerOkMVnXYmrErtUsxxbTKCqy/J9jDwE39/LsoWm5YUFRCZ0t3SBEJDpMxw9vmeJhv8dmjv8zS\n2Pd44CvfTcqMMZYo0eJnP/tF3v/ffY9bn3+Lye4CVRqUaTLGUhL09ATTm6OqF+WGOcRUaJL1emS9\nPlNcxSNkA4tkGMhMkRzW1AAE9B2V1+tMx6J19iTjWKcqWeRJ4BxwHgn2DfP5JZhw58w7kYAcxS75\n2xs8cu+X+Ynb/jRppMQIT/Aak+hRKjOdh2lRok0pcUOpM0yTMg2qJuQXk6WqgW2dKk1KhoY0RJ0h\n+vjJzBuZl5xjnaGEyygle5/wWiYpcbIb2ngI4fifjfwhzj35XAAAACAASURBVM5I7tt2c/+yvP1g\noBBpCPykA9uQD5VdqbIlRk5/nSGixOITcOGL+zgT76ZjYJH1sGopOOluYh/rsqxzgI0iJ+76NHsV\n0+Yoop2RAX5ykPRj0SRHsYvrRtIcmRhABryhHrVKXb5fjCEDg0YWL44gcKw8zbzfcM1HLVjzpbYE\nRDfiHl7kMM/jIlzcDSzSIc8pbmaZkb8HEelYWLCMAXGEasMVqKy1CfCTBpmYgMj+WmVYKiIXGwwV\ng1Vljt4fnW0dYn1NFdIwQSTbFhhHJIieWZeCfSsfVHsFesjq99SOTyduZsM+XjpwaQDU+6gNGOW3\n6uG3nnqdAddTu1xsmazuOrq+Bqmf/y+x+yylr8EYXMhs61KZWMZ1Y0YzyzQoszhZY3l1juY3Q3of\nyZOll7T6n/rVHm82wPmDPiP02e2cYXQKdh4vcP/w87Qo8b/zPzDOPFXWuWP1+5wY3s8i40kn2TeN\nizRZdpURHKSsv9t7iUs7t9FZrhJ2cskNch8O2LhnjkNbX6ZFiYrbIDJBiALiMq3M+03AthBmPVgR\nVYzMfTGrYc3hz7I/xUc+/2W6wwVe+Mw9vMUe6tRoUkKKxiEjERSajHaju+RZZhTlrCmdRxs1MW7y\nt9qmgaCweIE2FWObFpr6yDHd8l2cSTCfceZxT4VEZz0YhniLQ2lzy5RRXR7b+0WeXP+UBKI8cmis\nIQtSS2DM9+eRxfibMPzNOVb/fMIC4ZoZ6OZQviHm63MOL33vQZx7I8ZZ4I03Dl1frmuABesJqBvf\naLRZgsZgnJm9U1Sc9QSnBckW+2SJQhfqDuudKrliH9eLhDBeBr/aFmgjbRKRNa7hsSmzldqSAbIi\nVRxEcn09L2IQZFhjiAts5yy72MZFLrBdKGkmg7eO8VYOq2ou7ea6RIywIgdRWziWdWrUqXE3L1Gg\nmzxfjGuxtTRXMTU6IcmelAKjnL4+dhzDMHh9iY7qPxoiMlG1SdNrKYeXdQ1XvNpPIIAMfc+nl3PI\n9WNcxRL1/mlAVE6ils6aEWrp3EaqOMUVPeRA1CaR8izz5j2s8a6dZ7iBQVFty1uURLY3fSIZPKUY\n2f898fP89t/8Di89dJBVhpnkWtJJ/cnfgIUvw1+8IMnAYgxchZ8fLlOjbkwXMowg5erUawuUHmkR\nGDJ4iJeMClVFSNEYeYJQLX6Er3KkfJhmeY2l+ii97BCbd5zj18d+lxiXLjme4nEcxJm7QId/8c9+\nlz++8ku056oQQ+HmFfZXX2c2nGSlOcJu3uIMuynTZIh1ardf474nvsdn/3uYpsOmz8zxAvdyglt5\nrvcAw94q05nLZBBj3b8Of4y1upDlPC8kjqHfyeP5A8rVJqO5ZSaZRfTjs/w5P02nU8D1IoIgQ9Dz\ncb2IsaFlxlgiT5cmZfJ0WWScp5sf4rfLv4kSu0u02PLps1z40j5wYMvWK0kJlDMZyb13f4sXCg9b\nuEBPds2aPKS8HkWm8M3A6kcnuP2553ntjw5bPFL985RbpsEOkhJvhs28fPU+ojdy1pZeM/kMsoFX\nsEOnNFhqsFqBi6dvwr854ADHUaljhoGsrb4HBcjFPcH8il0JlJkQYsHESoU2rXKXqFkAPzIBIIK+\na3eUIbWHiPN2EEb4uYBdpbO8yh0U6HCQo3yHBxhhmRw9FthAt1fgF3N/xO/zq6akF6NkVZCk4Y09\nvbNQg3gTnGcHV9nMNJcTy64Bnui4lSuUxg9VEZJBAo7ibAoBaCdXeYMFuS9+b5BUMtb5SQKjTvIL\nyJCjS4MKjkliMuiIBenuqC9jJjAtLg3AStdSStAA25lWUwg1GtZSWvmqqr5RbT7m3qdVWGAP33d4\n3LCg2CfLNaMz1s5Vl3zS7r/KZtoU+djH/oJ1quhwqyXGeJ39/OVvRIz9+jKPXpmhH/qErke9XOPP\nuJsFNqCyogiPs+zkNx75LVT0r/iNKgI6FOiRY55xQjK0KPE1HqVOjR2cFzyu5tGoVXEJOcEBNjFD\nl0JSfqrsrkCHn9ryOTpb1K5KrKsKXofbh75PnWF0tECOLh/OfY14h8ud22HShVOMMcYSWfpsdOep\neusJnjjNZYL1AuFsnjgDg45H3MpACwY9qMcVwrtybNi0iGuA74Vnp4k7rl1gpmF01Rvh6uhubnvv\nEe5yX+Y44meJI1LBPF2GqDPBPH3nCZ547JOsDEbYlL+Maw4BoVkU2ctJ1vdXeb17p5zGV5DAtoYE\nqHQDZDuykN+A137nMHt/7Sin/o9DNiimu9i6wCPgEnAMrgR7pAyfMz+j1I2h1O+prVRayaB8ygzE\nKx5vvX4rmX0DbnVPoG40DjG+P4BAZJAuokAKellcN6JUaib0p3y5TWfMJV7LEYZi0hFrh1dxuUgC\nWsYLoRiTdQKuDSbZlTnLQzzDq9zJSneE7fkLrDCCS0Ql10hMIlTV1KVguLYhKkf0CKmuNiGG8yOT\nBgpqcIFtHOC4BGMCqjQ4xFGbeen10rK4gcXNldid9iLUYGnmtcRtqbAA4+wUEyNOUELBiSjSoUWJ\nKusJ1NMnS5VGAmnFOLhRyMB38Bux1Vfr369ibcs0MIMNfHrvtRut/EUNnkol6pr1pjNbtJv9tjY1\n8rhhQVHcanyTWmeSRoBMriviEVGnhorNPXPiNCkzwxTHOUDW6+Fti5KmQxcBnJuU0KFIZ9jNKfYC\nJIu/9/8x995BtqZXee/vyzt32J375Dg5aoJGaSQkjZCQQIaLxLUJxkCBfG0obMAEYZDvxYTC99q4\njC3ZvjKYDJYEyNwZpREjNKMZabLOzJwcu8/pvHP40v1jvev7vh5pBK6iathVXX369N699/72+653\nrWc9z7MQC/nIIJVKDVphGZ8RfcpsMU3uWh1kGeSIEhfZR40eI3x2xqJwOWkdLTjSxOznosF4cpv5\n8xxggxliXDaZYUCFfVzk91/77ZTP9mkzgU1Mmwn2cJmq1+Myy/SoMSLgce7idVMP05zaMmD9yCww\n6Jtpdg4RpziGz4g2dd5//0fRoV0eMjqhZfwaLVKO8RIHOcfT3MY81/ih6ofZzwUg5z+WGXCH+ySu\nK3OGt5jKgohDTIMO32R/hivHltkeLeW8shZ5MCohmaJuvg3gk7D2zcvc87MP86VfvD8vobXrqEPP\nFWM8Q55FFrMK/YLcTUWDoYdkQoohKZXDtbnSX2a2tk6TTdTePxl6EIHvjigzwHFjmgsbxJFDzZNh\n9j5jwRVNCd1t1UhDJ9+wuunGxvTEChlEJVbWl1heuMwSVzjHIX7q8q/ywT0f4rMPvYufevsvsEmT\nR7mXA62L3DBxIsME9VCUbNbPGjC9hYDkO6QU3WAGi4RziKmyY74q9LiHx0grYG2S01nUak1nOysm\np/K5IvShdlsp+LHgm9qtTwzsomLJogGKrn1lSSiZWx5n07er1Ow+xGmOC6uHo5btWi4rRlgM6EXH\ncMixbA2ATuH+6r+pcMrfRUpOL6oyGMyQJhaOGxGUxpSdAWoWW7zw2s3qUuMwZww9YUSJgaGkCJl7\nSIkudUoM2GA2axho10v1l0rW1RJAccohJWR6Xs0gJhgqgQ47clBRe4c6Yzx22hN4XsjKxDKQZgH+\nFEdxieibrrkG4i2m8Ig4yyEsUl40A4x0mJQ2AHxT0he7xI6hkFw2Pr7arFI7sT4VSsZTEqDFJDoD\nJJ/pIlijQgZPckeWFZ3nADtMcoojaBSRhk+dbaazAyRgyGt5DJuYg5wlRci43zb5cT665wdIt3wJ\nRDXycnqILMoZJHO8CXgeNj8wx5GHv8r1P/EUL/z07ZIhVNmd4ekq1SlzygCok6szisYQSkQuGh0o\nKL8fuDFkZv8qnhOxxqzh9IneOygN8G9uM+EL5lgLZHRFz68SmK5viEAQqZWClxL2SxDbOZaoWFYE\nYewzsGHjyiKMHK5EB/jQ3rfR/K0Ov/O92+xJL7Oxf4qAIYc5w3n2c8NPnuFd/+mTnOcA/QIRXyqR\nIX3TnCwxYFARE0GdOnk3jwNWVgEd5yV+m+/hg7Vfw98J825zEYNV3bih3bBNTouxEbzYluvstcPs\nGgwpFUppaeuFqIQSlIurdJwYIXDnTu8GG1H7L83yNCB3yOk3xTkyWgEo3zIk7zan5NxZbSopN1NH\n7yoF7BVur54hhJWQJhbjkU86CBiPfdI61F0pUZZY4V3bf8Hy2gofPf7drLKYZXq38RRHk9NUOyPq\n3TaWn7IxO8UmTTZpssMkX+IeNplmim1mkXnKwlNN2aRJhzo6DlT0mhHrzGCRUjHYpkqp5lhjbPx2\nAlw6SQNskTyVK0OalU2D3YDK0VQVU6eL8gdlMYieWzrhA2rG4KJsSg6l4yhIPjLKUcWSSowYm3A5\npIwOJU+BCaO9k78hR69eM59Rlj3n5GXbnOIeHlGWPbaYYEAZ1UtruaamumE4TeQ5WQajoy2n2Ob+\ng5/m4f43k25YsgBnkQAVIEFMbap04Tvwpe96M6/7w08x9X9ssP0LM7CPvOTW8keNCxQ417JPsxjN\nDnWza3awTU6i3wfVuzaZqG8TGCmncFbLZjZPiRlvjaN7TlJiaPRSUsKqoiYbDWGlMnGyb0Hi55iY\nbnCTydhWQtnqQ9uDbUj32vxnfpD3ve2Ped3Ofj7CLfz88Z/LGmcrLPNb/+k7+DJ3MaCEBWwzZWaZ\n5yKBmllXp4PD/AHv43db381Wt0k6tvjjxvvYvDzHoWMv8abyw+zjYp5Nl9mdcb28w2yRB5iY3GS2\nJb/zWmaGDWQaeSX6a1WhwVK74Zo5akddbzEOseuQVBNsncmsuGGD3D0J85rr5v80yBXdwjUgasDX\nRlhRCqhYpWOuwyvcXrWgGDhD5ibWuNDfR3dtivEooDX2cOdjqnT5ruj3uOV1v8NnXoC7BtfzYOnt\nRIaG8MO/95v8zvck7MTS9HMs+Ml/D0994DhnOIIaqAqa0eV6XuAg57BIOMppHuLtXGKvwTsqGYl7\nmylSLCZpcR0vmQ75kHnWKDNgbGRvPbtKhzprzPNF7z5KDJikxRxruIiH3DSb6LgEJbVGOPSo0mYC\nh4gFrhn98zbHOUnPsCgtUjPTY4YnuYMBs6imdJ6rIitDXY8jlH4DMKTEKguIqUUHmYPdz7LmsUkP\nlCPapsGAMhvM0GSTBa5SN85FQ0MIX2eGFpMZJ9JzIpNZqXlHiiqBbuJ5Nm9o8uz5e6REdpAAVyxx\nFCzfjwSSc/DFf/5NfPP/8zH+6ofeTOtXpsXjfQYJfpATwnXFqgmFllxFfpqaS7TIZV/I6xj0SthO\ngw4wXdnMPDAlyEwbOtdO1ultskmbesZx1Q5rFLrSWNFAPBHBVTc3czWmrXW7Q6fbyLu8Ky7/ZfEH\n+PiiDMDcDif5pPcuYwsmVJs/4jtNQBTJXIUedTq4xIwRPX+ER5khf8E7+W/h97HyucMyLiKC7nXy\nXBeCYxy77sOyRpounA93j4PQBlREXlpqZh8jgUkDUIEHKtVULiDQ0l5L5dgc5rmJjdRl6gCvhiUO\nMf4oxFb3bOVGqvsS5EFMG2naXNHXBLl1mwosts1aGZAHRq0gtMv9dxFTTFKHjlWjUhkQTviMfmuS\n+IzLWrnK2uJ+fubdv8Ynfv8Fvu8jT/OB0o3E2PhGYcF2wijKD+Q4hT/6x/C6//ESa5+e50f+7Ud4\n7EfvIaJJlT4LrPL67S/yi1Mf5PPcT48q68yyxTQ9qmzQZIYNIkRrXafD+/l93j/4A3Z2ZnDtED8Y\ncKh+hqPOKfpUOMJp3sRf8iivpcyQGTbYYpqzHOLk47eCneBNj3jdoYe5mec4xVG2meIYJ9lkBuWT\nPRzez/u93+cDP/dhuhH82S//b5znAKc5wkX2c5UFlBh7jFOsM4sa7S6yCgjgPTRlyRpzRHhM0KJB\nm2OcRKbj9bLGkp7eAB3qrLLIV7iTGTa4nSc5yimEtyel+1kO0WKCUxylT4Ude9LIDMeoDZlmkjYx\n91lf5Oo9S6zt7M3xoZScfjNAskUXyQrHkD5h89Afv4d3fccf84mnv2v3JlAZmLqo9JGFraWgZgVK\n1VC8UTebZhcrkMRVOo2q0HOSOS5MHKUy2+fmxSe5ka8iGugAH3FVV79KZUa0aQjc4UXifDO2TNfW\n3U16LgEkco0Sd1ew6ezUieoOlpUyGgZMTLcRVbrg55s0abIpEkESxkZ9pU7pHhFT7BDi0adMqzuZ\nd/7VXCMAy094jpulsThv5YFZmw0R+ZRCNYTQDEoPLi0zG2TlrVJxIKcMKTdxQBn1VJSA3kdUU9Vd\n60RwUZfIsQmsJH8ebbZptl9C6CWqyFGYRLNZ5SIqZqhZpjaItOGm10aJ/d8g8r2qPMVuXMe2E/ZM\nXebMVfEeVKnR+ucWed39j7H/N04xzxpCmRHi8Ac/8K+5/wMP88AnP0/5Xw45/RL8bhdubcKh/jl+\n48ciJn60zWX2UmbAXLLOIC5nbiY9amwzlX21BhPMl9dwzCnWoM09H3+a9I0O45MVxkPoz0xw5pBD\nfaqDQ8y9PEadDliiBPEZ84N8hGe4lY/cWGf1xUOkfsKL8XGsFNaZ4ah7EpXZ2ST8IB/ms85bOMEN\nDO+tUftdWVSnOMqn2g9w7X/so/r2bfYvnaVMxLeln+C7fuVjJNfsvIxUPWsfqMPEj62zePNlbIQk\n/KEP/mvRKCuQ7SKNhgA4DO/9e7/LDBtYpJzhMHOscQvPcol9bNJkD5c5zBlWWWSbSTwiTnMElVye\n4yC38TTqWgQyQOu9M3/Ch4/+U9Krdj4atEI+80WNQB1ER96B6F96PHHDfbzm+/+KL/+H1+V4oMtu\nU1QFTS0wlFPJCouloCokFKDvm/tOpjCyxNDhJaDm0j9U5/F9b2Tr5mnucb7EBC12mMx8OdUrMCcf\nO4RjD0I7L9WUArRJnvWMJJdyvTCfhRLB7Pw1Fq1VIjzWKnPs5aJByEtU6VOmb0YUTCBmENLx8DPg\nxObd/BnbTMmIjpG/OyCYA6I2t4kqx9KSlXdttUuvWbSSndWDULHGEbmrTMf8e4zB4MeoKW+bOglO\nRuouI2a4DkkW6yS4+5kZR5UeNgmJa8Mw2a1sKnaalbOqsISW1IoXFr0WA3YH8pr5uUUuE6yTzwx6\nhdurFhQ9K8RzBLSt0DclCDJd2geasHTgAoc5w5oZKy0k5AqbTHOKI6y8a4kfOfr/ciSEn/1NuPih\nZc5W9vCP/8klvpNF8wYjOnaNj818q9EEi/uNdpwHcYlBr0y5PKBDLcvgnnjXbayfWJILWQbaEPVd\njk4JsXmdWc5wGMeOqSBDzq/jRbaY5lurn+C/7P0B3jb3IJ/beDuf+61DEMPgJ8oc42RWur52/Ula\nnVmeOXQrR9/5HN/yLX9OgzZtGgz7lQz8Fkwm4q2nP4fdTUhCO9d2tpDMy3RdK3Y/W3wplpSwatWu\np+81MlXOELFNc4lYDRfwvTEP82ZjLlDjSe5gim1KDDnBjdzBk6jDT4LDOrNZE0dJukI0DvnOu36L\nP3j6e2Dd1LY6d1dPd0deA1WklN6BlX+4n7VfXNzdNYTcal7/TrF5o56MWlIrhqQY1QAJvPOpKFQ2\nPdgP9777YY6UTpKYRlWKxT4uYpFymT1ZE05VUABtGsTYUj6XEhjYeQCeTmHHyvGtgag9EsvJAs78\n9eeZsnZ48P98D7aV8MM/++9IzUGyyiIrLNEwmIEGF58xNbpMsc0BzrOXS9Tocp4DnOMgg5VK3pTS\ng8CGerWTqaeuNic5YvVyp22DEWY/KxexWEprRq4Zlw7tAiA3N64hc9FV4aJc45c7iavsNB/GZuFE\nyW4KkMIgOlhLpw4G5A0gtQfTikCDp5LPtfGiQ66UhVA1e0HnQb/C7VULigA6pSxK3XzRaxkUQsXt\nMzadUZD3PsU2I+apIEPfLx9rMjns4PxqwpXKAk9xOw/+u3fQp0od4XytssQjvN6oNNQTxWzgUFQM\nZQb0qVClh0fIr3n/DDqWPOm2vJ6J66UknWSHMxwiYIxrC8JfZsAneA81evw4/4azc4do0OGOmS/x\n6PDNJOsuZ1+8kT3XXQakc/ibsz/A+E/LjOZLuG7IIChnXeFx6ENDhh8pbpNOQZzaeYaldl16wpfB\n98eZT+O38Gf8q/iX8mFPiruoEqBPloVX6VG2xUPyeW6iTSOjIznEzBvjU+GVelknXx14NINRv5kI\nixlrgzfe/in+8vEHdpO6tTmiGZ863NwKvATRR3yZNK48Oci99vSE1/JO5WAVcj/AAbubCCGwDLPH\nLpGmFszDPaXHmGOdEM+grpUMw6vRpY/MWJ5kBx2Hu82U0Zh7RGNPSmfdkNsIQb1mrq3JcrVTrZv3\nztJX+IXND/E7H9yiacNbfvxhHggf5Lcbfz/LBH9u/Zf497M/QokhSpSfYptFVphhg0d4AzfxPNtM\n0mKCtO/kmZSS2VOoW13E/t+l5U6AeyU/aDT70kNKdcT6nfzvZGolQ4FSdyV1m1dsUYJfTGwodMqM\nkEadhEJ9P9qMKfWTPBAq7qeKlITcnapDXvpTeI1aGaSFL70WVuFL18lEYd+8wu1V0z7LPBRpzW+O\nZ2RRTZN3vzzoxjU80yWU7p+UAipjGxFwmqM8WbqNE5XjbDPFNRbM0PtSdtILf7FCbArdEJHLjQgo\n+UMsKzUfmVwOi5SL7M3F8KZEWr26j0/zVgKGbDArp3DsE5jX9AXewEX2cfTcZd7OQzjE3M7TWINU\nMrZtOUU90yp9KHkbpLD9yCLTwRbTbFEyJ+x44EMCQX3IGI8hAb8+82Oko0LprGWNboZbIa7JORfh\n8qd8q2zSwuzeLDgB9KCUDOlQY4pt9jiXOcENPB/exMnOUS6O93F+5wAvbRzjif5dnOUgocEr9bDS\nZk8WuJHxsLbpeh/nJd581/+Uz1azjqJ7tzpbYz77g5jxoeyy4coCKOTNGlUyQK551ZJbH6cZUBna\n2w0Ari+9wNBYzV1iLyc5xsM79+MzzrJinzFNNrNAtY2wG66wzNZ2k6RfEr2zmtxuAJvWbnJ0KkGR\nJJX/C2Sd3fzpl3jzW2Gh9wa+Wr6eQ49cYYYNlrjCPNdo7PQQN/Q2RzjNt/MnVOmxwySf5S3oAKgR\nJTFTaZP7PRZGg85zNWMnjPDzAxTyeTv6WfTNz1vmbxVpMDo50eC7cfYgyRdFxy+NNq1q8o8qosTQ\n0Mm8jOeph2moxHAbOSyH5Fincg2L8ImarRS7/JphakKluGFa+FntwjQgfoPu86sWFIujQ7s7NbkI\narEFUIdFZzWjSujkPeHjVRlSYpFVRLlR5QyH2GaKDWa4xnxeliPNhKEBSkSXWUGHwg/HJWwnMZQH\nNwPWlRupG4oapGOx1ioxxEIUI1VHOJM7TGZa7ksHZzjFUVbMtDXruhTvH41ECYbPgBJlBqyPZ6EG\n9rER5zYPGu6jOP4khgwcJl5W2j2X3JyXjHoSKnu/CfV/skZtcZsYhxnWeZ6b4A2Fawq7cRcH8aDk\nAD0qbCZNzscH2Hpmmf5TM2w/ucTw2SmiJxt0npnnhZUbeSJ5DRO0THMnyLTToaFmFJ2WtdN41DrF\nPa9/WLBMzTj0dfSQgNIld8bRoKhlqWaXetONr2VdQm4eoSNVFS/zkS62B6NWjXoq5q7K69PRDvdN\nfpGDnDXsgDoNOpkuepspLrOHC9F+Oq0645EPO3amp9bKBh2RoGTxFIaDkpTPFih/kKMW6QMN7u5/\nhQiHzTvF13NMQJ8Kv3H0h2nQ5nae5I38JdeY4xJ7aTPBXi4Z/0yR2G0xLZtcM5+62Ud1WGDVNDci\nVljOTRW0AaXcQC2j1ZlaA4xm5kp5iYBtsTdr0GaCVta4UwmiHoYDyqZBmGSVRD7xzzbrYygu+4W5\nNkU6k3bw6bGbRlScK+OY660uS3r418mzRG3EKGnbJ9dZf53bq1Y+q1dgP62ITthHUluzkO2ZiNfy\nKEMCQyYmS8X1pDocneG48yJXrD2sMcc6M0S4Bs+YRp1xhLBtZ+l8aKg1Y3xGQx8/kPnLQpoRS6RO\nXM83lWJgFhziHK6h02wwQz8ugwMTtOga0Osye5him/elv8+D1juImh533f8I68waJEYW0c2lZ/m+\n93+URVb57u3fNjid8VE0Oto4lvZPky3ixN4NSHfM9WoCN0K10sUmRedGd6hDLYXU2k1lUXeZMnh2\nSI8aFilXBsv02jWR1BXttwxGkyZlzo2uo7O3waq7wG08k/HUdH60GtyWGGUdcYCbeY70DfD4x+6X\n526RB8Iiv3DCfNdNrgtYT369v342Wr6+3DrKK3yfBOpgpRZj22eVxQwuUS7oFNtcYwEfsduv0EeM\nfl1iZrg02EtrZRacBEInV04oPlWkeeiBNQDbSfDc0GBmIR3qfOGOO9loL3DsoU+SvN/BilOWzCya\nFZao0uU4J7nIPh7hjcyyzizrnOcAj3IvDTq8iYeFUtat5u9ZCdcuUAkNN1dmjF9gf65xVrK7jjzV\nDEs1wzr8SScw6vuy5DNziEgp0aWGBZnmWadt6uwWmePiFSpdL2vG9CnLvrTM6aGZvr4mDX7qXWqT\nOyj1zH01yGmjRQnoGkw9cvs4zSYr5vF/F11ylGYSWCNou7KxzTxg7/iQd+z7U/Yg5ZwO0dY2v3Lz\nZpMtEtulanVZJOaiGevZoc5VFjNy7iZNQPlVEhh9xIzVD8RLUQdk6TCo/qCcW54PzdcF+MPz38Pa\ne+c54J6lRw3PUl850XzOsk6CzQPdh/hK9BpOTx6BDYsP8fOc5RD/nb+PRco0WxzgHG/gEW575kV+\n+tZLqG2YQww7jnRH364lSUh3MLHbLVlpFABTsLkxQ2VGnFwSLMLEg66VN7GKj7OBJsxzjbMcZII2\nWCmN6RYttyxwhmJlV5DyNwYih40re9mYWubkweMcrJylxUQ2AOzlLi+KSQLcaJ1g+G1lnv3kPfL3\ntDzSBlCDnE6h2Jd+abmjrimQ41+aFep9NetRsvIi/sXShQAAIABJREFUUIHUSVjfmqU+2aEdNYgi\nB8+PmHK3ucIyCRYlRtnc7wTLADdlosiAgle9/DXo61eAX9USkHXNK36fOJGs3/YiVlngn/HrVO7v\n81/5HvZxkY8sfy8JFvfxKHfxBB/lH/IZvgmXiCm2WWGRqyxmEropthhQYYVl+ju1fNMrQTuB6rQ4\nGQm0GoszVFERoodOld1ltCYBqhgxI2OLVBaXfMC9Z/ajSnaLkzF1OmKAQ58Knmm6BIyomCaSHSek\nDlh6DRX6gJyjqp99McvVta/VhcIW2k3X3xd5j9rMsQp/++vcXsVMUUrJ8SiAZ8hL5ym4Z98jNNnA\nJaLFBH3KTLOFcuvU8qvJJl44ZCuYYkhAgk2Ddpa5qLGlYl/SoPWzDzHCISiN8a1R1swpI8OyrMDC\nne0SRbVcahQCkxZfGd3JwC3RoI1nyw5dY5aKIfheYZmv1m7MPAsJhEt4hkOI9EmCxB4uCx1mC45w\nmio9dB4zZmZtrS4UoIARK4O5fAEoNlQF5oGpmDhyGSZlyvaAPlU6vQn4qrmPuokowD4FHJLJcZPs\n0KXGeBhw/fQLvHBrnfEXqrm/nmI4aiDrABds1i/uY+PWOeyllMOcYYIdU9bJstKDTDuNFimvsb/M\n8G0lTn781jyQKElYN5/y6CbJCcbaiVRytG4CLYM0e1STWcjVM5ppOh7jcZ2d0CVJLKqNHuOhT69a\nIbSWsuvcosE0W8a8t8xV5hkOyrDmwmVy+WKb3M9RX7cGaPP6EiwG4zKUUpKxx8ZghlpZ1EwNWlxl\ngTnWuIsneIZbeYTXs8QqJYassshpjqAjbdWtfZIdY47SJN0MckNjfe82+N4g6war0iS7DpoBWuSP\nVVqOBkLlWip2WyM7qGYGW+yUp3ANhiyJhpt93jKDyMvI7qrEUtlusbqwUrC0O9whD4zFRolmskV+\nobraq+VZsYte9OfU96NUHO1afwP7sFcNU1QVybU/3w+nyLqHh24+Ifw/YJMmA8qUGGVdQdVVukQk\nLgx9cZzWDyjCpWPKQdU0K8alObPKpCoMKFkDZtikLz9lJWDda1OfasNEKK+tIa/PPhDSOdVkdXsZ\nddAWLajPH4++gwvs5wlewwmuz7JaPHiaW7nMXsRmrEPfYC7rzNK9z0V1ouJLZ3wZlyFKvKxrtzOa\nlEUMeSnZQe47cKhPtanbHWSEq0uHhgQWLSWVg1bIpGJzilukRP2AKj1ee+AROIRgeyWkq5oiILya\n564BlyA9U+Lxi/fxFLfTZiI7uBTieLnlFcDrS1/g+m99Kp9FPGQ3Py4y76lI3oYcMuiR40daVhff\nl26kAjcQnRLXtolXqqRDnzi2GfTKhIlPJ6yj0jR1aupR4wpLrG4vyfwgzZx3yAOgQgDFjFEz3QiG\n4zKBP4IULD/E92RMxtikLLfwLDtM8t/5BzzO3RzmLJs0+Sxv4XluYpNptpnKcDifMQe4gBoOo96H\ndeTwM5n3dbUXSBHBQ4zDVRZyiKFGflCWySf2abZYxJ3XzGO2zfUbQLkr1ZRWbtLQlCiTjT8gPxQB\ns+57WSVUYpDt5WxrFrFvbZDoQVf8P23G6P8rjqgQgHbVFZvUn3VUbZEL+XVuryolR08OVH2wBb2k\nYrpTDmc4ZDqZCSp3UrWtS8QT9msYUKZa4En1qdA1rjIVxJF4hSV8xkzQYkRAhzp98zg96USbPDYl\nh8cwLTHslyB2JSCuAANILnvQhWSvQ3FMQIjH2hP7+Y1jP8bxuRP0qHKBA2zH03AoZZvpwmuPKTPk\nK9zJp3kboyDgDIfYx0XEWTmAUgyhg+eFWTcvslxZyLoRdUTCceAAtFemWT54BbUr648qeXmh+JvS\nYlKwFhIzEEzGVAI0aHOQs6zfNcuJ3p3iWl0hB9+1K6llzlVIhgEnNu/k6rFF7qk+xizrmZQLZKMo\naV2t6O8tP8rOe6dZ/fh+ITxPk9NZlICsXWbIZ4XMFH7WbKJMnsEWeW76e6UsdchhhNhhsDEBXkxr\na4L6RCdbQ7N0MrVTezTBuF8SorZmnppxK7yiTQslyBcwOstKSVIb7IQ0sRmGJSpunwd4iCo9PsZ7\nOcB5ptmiR4VP81bjQyiqEY/cwn+CHXxCFrjKBjPsMLmbkqVUG08wbj2MVMedlZMaQIrZt8r41Pr/\n5ddbMbkhWF3wZ3P+YWgwbIcI2+CKii+OCDKi9wifJpsG3pFEZlTyCLbD/IBRQw0tdZUtUTSRVVsw\nlQAqOVvXqAZTVTLpZ75BnjH+XZT5tdMGa2f3SRbybcimiGB9e45ny7cYaopDzTRKXCI2mKVCjyVW\nqdDnFEeRYfFicd42g9xdcwwEjNikiYWUdzr/ROzJquwwSZ2OoQxEmTHtgBI1q0uvUaVcGzAe+nTL\nDQgD2YBz0GyuiQ7Y0IRGBEzds8KCe9VUUjaHOcOm02ThlvN8njcxxbZh+kv5fpbDDChzgPOmmI8I\nFUBxHVgSMrby50bjIM+sUuQDvge4G2jEpJd8nIOS6fqM2elOSlDTDm6V/FQdAJsW9UOdjL6UjAIm\naFGnywPeg6zcsczO5oK8HqXIKI6npY1SOYawFS3x6X0PcOP8MxzjlJGq+airimaNslnhDTMP80f3\nvI/0L0v5phyTG0boTbPCYtNFyyLl5WkHWrNNpZFUycsshRCGiKoldWEpJQkdep0qYeCxULvKBC1p\n3I1mGfZLpFslCagafLR0VrK0S04wLo7j7INlpzhOjFUZU6n1qJZ7zHGNP+dbSLE4wDlsRI63xTQz\nbKCu9FN0MmwWlDkheMEas6yHs7s/F8iCsR5CmngEDPOOsgYFzbzUik2vj2Wum15nfT8FSzitBMam\nPK7QR80ydAaNav4DxvSooYYokcEb1Hg2qSHO21qq662oFtLmSdEMVwNbk9xIVisE5S/WyINsnVwW\n+ndR0TIclfAqfZzrI2wvolQaMhiUsUhZ782SphauFzEI2ngGW1xFNmjAmA512tTRyXWiUomp0WOF\nRSJcznOAkxyjS83gRUPGBFna3qZB3wDpa8xRo0uLBs9xMzEOB6zzpI5NXLWxqintvWJ2O4xEk9Kh\nQTkesOOIFvhN3uezBpJmqffzMCMC2jRQcwgBoCOaiLuOTcrb+JQp2wQ6KN3+cfpUuMRe1Kz26KEX\nGX34nOBDpOj8mUm2SbFpH6ozpMyYCXaY5IYDz5H+ikUSWrheTHdYI40tLFtM0CZ8odb00zKBNeTG\nw1/OOJcJNt/U/DQfu/U7SU4IZ5I1ckxPT+uCozU9CMMqT2/cx9nlI1w3+QLLXKFOJ8N3i82YMn3e\ndvODPLT2Hrhm5UFxTM5EUHqLltKKGymWpJtImyyaAamqBXJM8uVlWgrENqljEUcOTlUwRR3uNR76\njLbreQmmnV09XIrXQKlA2+TYngX9boWpiS0a0y0sK2Xt2iLVefHfSXD48vg1OE7C3c7jUuam8+yM\nJjlYOocOlcesJ5eYGi18RoT4dMb13IFIYYMxYKfUaWfwjSQH0zn5WZssNXIivWbmGiyKUkDt8Opz\nXAb7Nvkkq/SzbrNiyfo5u0Q0aJv9Fxl4yyM1+OKYACdKsBUCKGaGkOOGWhUoRqjBskse4BX/Lrrr\nFA9wXSeaaf4tlM8O8GW5HLwbyev+ABFnnQe+k1zV+tPA95un/afAQ1/3id2IynQH3x1h25LmTzWG\njOJAAqITgiUYoU1qzDblarjEbDFtLK6k9NMZGxogYxxOcAMgp1lgkBwhcEsXWjWb48Snbkv5tINo\nsLUMl5sQUocEJKlDalu0mGRjY4ZSZcBXKneiIzN1w7uE7DCFjrHURo7PmHVmucIyNgk1urRp0KAN\nSHk5wqfNBO2kQcXu06PCGQ6zPp7DcWNKtpBhhb4DcACdE60qiHVmuNjZRxI7QjnyRiS+TRw5DHpl\nKrU+G3aTi+k+4tSlb1WZoMVF9rOCzNseUGHx6EWuDI7kHnRaxmhmotQU5QyuAVvQXpvj8dIczTsu\nsze4yBHOUDNOL3pw2CTSLFuICHe8fL4wyObVsljLYA1musBV7tU1K1IJvnqfMrs5jlqa6b9TwE5h\nGIA7YDzySEsWfcoCqQQhg8TKsUt1YbEKz2PMF1Ay9MsI0nEkRPbWygxsuPiHWySpzZVkD4NRmUGv\njOuGbE1NyWheK6RWEr+kJVYz5kRgcPWy0f/3qNDrTkoGq4PfNXvyIzNqgwxnH1HKMy0tU3X+tj5O\ny1M9fJQgrc09Vb7YoJFL+L7q0mShoz6UW5u70ufWdOozCmAnSd4NLpbKxc9In05/p3JEfc+q0VZZ\np02udQ7J5aEqdS2aDn+d2980KP4oMqOubn7+F8CngF8Ffsr8/C+AG4D3me/LwKeBY+xutAOwdWFB\ncJoUrIkhXmlMOAiw7ATLjUkTG9eLmJlezx4TmY5WwIj9nGeWDa6wDOQcxnVmsxR+iZWMk6igsKb9\n2oQZERDaMj9NN6vK3sb4WXkuY1MdHGtEaElQjUYekRtBRZxDpMHhGcBeeFiKrWgXXAdL5VZe8hw6\nXVC/lxhi23KciYtyzKy/lr1+vXnm7yoIL87MZWwS5urrWWaWYmHZqdhZ+R1DSxJzA9sS1U87bHAp\n3Zu5Stt2guWmBAd2GKWTuYqmz+6sTIFsDRol5MSeh83Te9iuLnB2+jD3NL7EHi6bkkr8HV0i8NM8\n21IRv9JM9DmKKpgiH1GzHzUs0KywSOfRwKpYXwTUY4gcGMkWSBOLek3mE2vX1vUinEaf2A1g3ds9\nCU43lZakShzXoGlwragfMJ72cSoj4prL+NQEp4Obmb/lPNOVTeKSw9Z2kw4NbuY5XuK44f2JTd4V\nlpHRtkLH2U+HbSa5ygJh180PCqXQBOBWh4YrOvwailTGVRySS95UEaVZrwZ3vd7F624BbXCJiYnQ\nSX6B2SMSCHOFS4RLiQEyuiDOguYk28TYeaDTJpC6bevzaUdcaUOm4Znp3fUzhzybNCRzVNxQ5DXq\n+9+9jXbd/iZBcQ/wTuD/An7c/N97gDeZf/834GEkKH4r8HvIpT4PnEYQr8de/ked2pC4U4HzFumZ\nMuPJMjQgraTUFjfYV70olB38TGpVp80kLcoMuJVnuYcvcY15Sgx5iWPZRLT/j3cwIqDJJnu5lDVb\nanQzoPcKS5zlcBYc1pgjYEjJqFKKpgryc50KPRq0sYAKfcbLPhO0mGEDdfHWhRgwZJKdDFsJGDHH\nNU5zFDGXFbdnnzHTbDJJKwuUbRpsMc015kjM60uxzIwLCSYqqRMVjVCNbBK2mM4keDaxKbvywKnv\nR/ashMyLyT5cO2LZu0zTUJ+iDAuqsD49R2uiw2Z5GZ6zxcpJlSTK/8J81w5f2XzvQrLj0j4/z2cX\n38Hdx7/AIc5mWXiMjTfTIWw2pdZQqZ5Sh9RHsUs+5a2owtCmjH7XAUVd8hIcduthdRM5CaQ2WCml\n6oDAHmXk8xCPNLVIIgcSSzZf2zxOgXzNsLS8V26lbuIU0oFPktjEL1TzTrENaWxRtoesDJYYD2qs\nM8sk2+iogS2meYZb0fngqkzZx0XaTEjjTrFObTCZg8IvSdUg7IghMaJPzuhNWgAp9UYbZ/qlJWqF\nnMZSQoKLwbR9xGA2MDQyPXhD81xKfE9NNaPzqmNTVkfIFPdhKaDkj3YzD4rO2qqqUTfzsvldk9zo\nRIOeZrjKRtCsXZkHapahOOMr3P4mQfH/Bn4CWXZ6m0e8VjDf582/l9gdAC+DSeVedvNKI+Jnq/Ac\n8mZnESeTg1Ard3kn/5MrLPEkd6L6yQnaTLPFTTzPW/gM17dP06lVWLHF1koCXw9xUu4bQ4gW26aT\nCNAytJEL7GeLaSJc9nMei9QEuE1KDPlk+C56vQqWLQhkklqMOlUO7znJW/k0pzjKeORTDYRm0KbO\n6Ys3snffmQxAP89BZtgA4CDnuMweg7XENNmgRo8yfW7lWSbZ4TluzmY0X2RfxqeUvkOfLaYZUqJM\nn3IhYLumSbRJk7VkFt8eU2PIIC5xtbfAqC9SxnJ1QJJYBOUxFadPhMMNnOClwXGSxCaoj7iPRykZ\ns40IEe6vM0eKzcINF1gvLRN/1c9tnLTUqSMLbwtZsIrrFLrW8UmfR3tv5sKt+7nH+ZLJVF1sJxbe\npOpgi9mPlmyKmxUbLAPyRod2mTG/m0dK6qKBgAu4RuET21iVIWno4pRHuF6Eb40yBl03qTMe+lhW\nKiNNi9ZUFjk/Miz8ff2uFKAECCLC0NtttpBCb1zhXu8xTm3cSHm6hXjZSLNN6S56MOvQ+RpdJo2P\n4hh/t82+BmkfSuVRxtbwiAgNTMMc+dybHrm7eTHgKBdQmxVt8gCjHeg+2UGr2KE6b2u1NSQfcSrU\nSRkCLEm0jsYww760Y6y3Ynao3XAlp2vpv4EclurMrjQove+48LOuJ73PN2iywF8fFL8FQYmeAu5/\nhfsUhUCv9PuvuQXlMUM9qZR7tgk8YXH12EH+7NvfzQJXM8qLfn05eQ2xLeM7txvT2QLaookFbDCT\n0XQcYjo0eJ6bcIkYUjLzlGvZ/WTxyUk3QZsaXZ6PbmLz+T15tqJA7pfgtHszne+vs+ityoQ3w716\n6U9uIX7W58w7boISNG/fpGq8tLvUmGCHC+xHjTYthLB9Ayf4IvdxlQXmucYAcc6++NBxrOvGLO67\nmEEDJ//jrSLBC5HTbg64A2q3rDPqlQjXa0wevYpry4K99Lnj8BdAG+IQQqsBQ+iWYXMarP894cAd\n5/GCkDhyuPDYEbj3U3hEBIwJCdlghrNfvBHaYN/W49DBl7jS2MdgtQGXLClTNtntvjJAskkteUrm\nM06AscXK1cN8Ymkfx259HseK6Xcau/3xNPP0+NoRlpCXeUX8S8toBd4nyLw5iQA/MXLHCEoOOAlp\nbMPQI3Fj/NI4U2d0qWWvIU1sySYhD4a64YrjNnUzahBWjNWNGfTKealqdty91ccEElm8Qjq2WOYK\nbRp4RAywqdE1Mrp8VpFUKD0usl84ipmNF3lwnk6YdHaMEUSS1QVDSiQO2Fpiakar6hzN+r3CvxUr\n1YxYMb8Cn1BdndT5XWeIi5JFPjSZ1Fn+GijJIaY0GJNGYGk2qBjmjvn+ckL3gFzfrRmhxhEN5vra\ni2YhqpzSCkP5vl/n9tcFxfuQUvmd5EjRbyPZ4QIyaHIRCZwggrC9hcfvMf/3Nbfhv/o1OFuXk2vh\nfnjH/TCTwpqFtT+hQ406VWSGrBCkK/S51p/n2drNTLLNZfagziYC7iasM2PMaOOsA9yjmo3kDBgx\nMCCvyuqUz6WzjGPXYf6280Sxy87WJPF2BbYNT60B1144wNQtW4RjD98TR+Q48uXdzkaw4VKnw2HO\ncIDzPMgDvMAN2fPYJOwwwZ+kf4//zA+QRDbXeS8yyzoRHls0ZcF7UmRo+UwLOSFriGP13eAvtvCD\nMXHkEKYWUejgeTK0iDr5HOQuuTWTSpxmpKTx3RGt7iRpKo7JIFSOFhOsJXNM3rFK69Q8v7DwC3yR\n+zg6c4qVmSWeC+4iOePkpGaQ51QDWR0NoOXsCAkOY0jWPF48d7vw4IolsI4SUKcWLQ0Vz4M8EDbI\npYu6KRSHVNK68u2GtslEPXAT8CLBFIOI1EpNVz7NsDfbioljGyJXPBPVlw/y7EOfVy3ZNCir3ZXh\nQ9pOkmeyhpSuEMi8f41TnWNUaz1KDI1crpZlXAk2OkMoxMM1GeSVeCl3cFLvwyHYR6Ks5JZLJZJP\nm5hx2aE0ivPrV6Q6aedaDyDN/FXNpXicug5B9vo8xqRmnhEmfclnafsZHip0NDGysBCNvpWmWEqZ\n0YNNB2VRuI76/Hrdi/NwIvN59wv3VdWKZvYhPHwOHv4qeYB9hdtfFxR/xnyBYIj/HPhupMHyvcCv\nmO8fN/f5U+B3gX+DlM1Hgce/3h/2f/qnGH1mTpDHPky9/SrNqXXCxGXa3mKZFTZoZum5b9r4c7U1\nJmhTRoZt62S9Kl02maFnHHTmucYkOxkJVx1/N83oUrXokosQUjISPWEGjNlvXaDvVvBnxlyLF0ns\nsrwjs4DqdEU7qyfifApVCzouuEKCVuunx7g3WzB6Qq6yyPmtA0xMtdi+ME/piLhXjwhohw35G1Pt\nrPyAwoeuuFAEjhcRx47Y41cibDtFx58yG8EBV46uLXKOl3EUsWKbASXC0CcojRg6Ms9ZlSdVenhp\nyLHgJS4eH/KTK7/Bty3dR5kBD/AgR46d4k/4B8L5U+6jEq41s9B5JUqj0Y3cNV+qFnKAIALPgsSW\nrK5NjiMWXXLMYPZs8xZdUEbks1xU/xwVXk8jloAIWEFIGrrUJrs0vDYJdnZghqlPmlqkVpJvvrF5\nHT676TiY53VSGFp5NpIglJ/EyrExLwUPHt1+Lc2pDdLUJop9znGQOh2zfgNDeB9nFZIkBT08paNt\nTeQHhdJs5sCtCtULyB7nE3Kck3h2ktNWSuQyxbDwforVm2bumhVrA2tEFvTE6UpVV9poSRARRJI1\nNKV0lobeBK0sgw0Dl5ITyXXVsbYNcvxSmy56nfWA1KxW4ZVt83jNMIvYscFK7z8sX9rt/sXP8XVv\n/6s8Rd2fvwz8IfCPyCk5IB3qPzTfI+ADvEL53N2ckDdiFr5fFwJ11e6xwDUpj5lEp67ZiM35LTyb\naYZ1Gh9I02CdWUJDFlYi9rAg3ZOmTcgYqNLN6DllhrSZoMSAgBE9M6c5xsWxYybntti6sixZjZvS\nPLCCx5hqXViOLhH+jV3Gz9VhOqQ00WWHCSJclljBIsmeS5sxe7mE3Uw4+eitpAOL5pGN7ORNEunK\n2U5iDgTJaDMNp4VomrdgwBT24W0cN6K+sIXrSGlSpyv3O2Q+DcVTFJupQGNhnaOcZsVbJvJc2tUo\nky66ROzhChfZz5Prd1Fv7vCLSz/JAzzI49yNz5g9XOG1xz7LS/M3sfXleSmZN8hJ1KoL1lWm2VIL\nWdyz5CWuj3SC/VgaIFMW9O18U6jNFeQZToEPmNEs1GG5FktwjSzjuZdKw8QTXiwIsTpJYtLEMjCM\nsO36VEgSW4xkY2c3HqgBVgOjlnYeEmwDL3d3ToCRI8a2GqR94YxEY4+rV5eoNrqkdpLRybRhpyYj\nMvck57VuM802k0Qr1TyQTSOZUgpedYhNQpkBk8ap+3pepE4HZy3dTWPSg0qbUW1yQw5tdBQ77YXO\ncCkcMfAqWfNOlDdxBmfJvhowNu1EVYypMa16ijpRkrMCBuTMA8X+dABVsUOtGbeam6hjko6C0MP4\n5fZg6nalDa9XuP2vBMXPmy+QeP7WV7jfL5mvb3irTHbpEciJVJPxBOJsJwvCIWJEQI8qDdpZex9g\nL5eYYhsVurdNXiadXyvr1o3xTWcs502VGOARGj/AMmqMCTLpTjESsKgiM3/HjmfcN0KC2R7N0gYO\nMbad8w/rzRabtToMXYZxg+cbN9O0N3mcuziZHmfa2qLMwHhCJhzirMywvlecvidpoTrkJLHBg8AT\nEMcjFFxJsRALOVBOA8/Y9N7ZhBsiFg5fYjwWNUudDk55TFxyBejQjp6FNDU86HcqzJWv4ZuDx58I\nURNQ9aKMLYfWl2ep3dXnyuwyk5npg1zTJlu8beIv+Pzr7+fqVw/kC6+I52lHsOBIzTRyyCgm5CFN\nEMCt94n6JajYuQRNLcxC8k00Td5RVGTbBSqp/I12VTJOINsFsS3+hpGD5YcE1QF+aWxoOKWsqz8a\n+sSDAHpOTg8akpdwGpQh58WlVm5Soe93LNSmTA0S2mBZVOo9et0qrheRJkKbkVK5TM0AXspkcM2R\nusgqIR6bzMhsE8w10IMngIPVM3yA/8BZDnGU03iE9KiwyiLJkQssrG2IZFWrBi1ZFRJQ13Ll9qmm\nWw8kww6w0lwtoy5OOd0tzRgcUlpXzdJLM7hKM8h+qUyp1MPeKrwGzVZhtxmJdsE1k4UcSy2W38pC\n0KCpWSXkAoGizvplt1dN0eI4UZ7qGixbzWTFuFLScrX7qtPJ2i3C1JdunabrIO45fWaydF1dOlRM\nX6NtigmhvgiuIU7cwp3ayRoy/VTGmI4jn821eTFCWPRwFmM8JyTGZTQISMqWsBGtRD7UlgWOw2Yw\nS79R4Zejn2H44iT9Y1fZ07xIwJCGIVrfxPM8Y93CMpcRi3Zp+AxHJRgI7qRLqEd1N1dMF3IHeAII\nHLqLNWw7MdehTDpyxLzhPDlYXjDfXJi7ygyb2QJOI7KMxSZmRInNqAkJzA7W+Al+lQsc4AQ3oHyz\nxIDqbwk+wyM3voFLG8ckYBddSlQOp69ZA6OOoCgjZaWdZKUtKTBpQCHV7CqBXLMDlfCFhd8BVmWM\nZaVYbkRq+6Yhk5jOs41lR6R2imWn2HaC40h0026qrM9EuIWxIxlnkRis70ObLKq8SAvph25I3WGa\n8QBWY0CS2CSdClG1j2MnBAxNcBlnEEsxeOhIghiHjXSGtGOComJshpay7FzhGC9xghv4IvdxjTla\nhpnx8xO/xEL6l7lRhpriaoNCu8+alet118y4MArC7aU4fn44pljoiAHAdNE9xJRCoC89cLT5MqBM\nmlpYyu1MyM1iiwqXEMlilSXdLdxfoQo9pJT0r9dGm31F+lFRIvh1bq9aUIxHvmQTJmp3x3VGfgnf\nClHCsY4dyDAyxHZIhyZJJSO2rVtMA7KpVWPrmU/RJTQk00EWCCOcDHOxTehRQHicBqxeWyJZq+QL\nDuAp6FtN2vdsUnH68oGaVWNbsSwss3DSVomRH2GNbbgM6T7hb2lAXmGJPhWGlGkzwRzrGWk4bIsT\nuYyHTFCLf5SArOm/guNngbZFtzZD884rBi/1SD4RSPdZdaA6EjQCQuhHFZ5w70LJ6raTEwlGpva4\nsrYPHoQL7Keyr88VlkyDSuzYWkwyzxoJFvcHD/Ps27Z45sTd0phqkZftFrkjtjEWYJs80yun4CcE\ntT7jYYBbHRINAtGADwp/A/PYaXKcS0su2FVtTciYAAAgAElEQVQypQCVCMYuxCbr9KRctr0Qy06p\n1vuZJlf4iS6DfhnbSrDthNhKd9NWKuQ4XlGS4CNBHScvsY1Jb5paBaPclDSxxL17aBGNfNLEYpYN\nAwXls240kKjbfIMOqyzKAakZeYs8+AawYTf5KX41c/qZZpMmmxzgPBONdv4e1L1dcdmiGasGnzHZ\nBL+syWWysWQoh6FwWl3zOnM3JNd0nIVrHGSwQIjMCcfsueqoj6UBSq+zMgu0GZSSSyjV2MQ170N/\nr/+vtB3NEFXRovum+DyvcHv1MsU0kZ616TC2npqH0GJ0R4mD1XN0qBPiMUmLGl3qpgGg7Xy5yJE5\n2YVsnJgjQOVuapuk3ENVjvSpkGLRp0KFfubkoWV1L66SDANZcJpqh0jD4jEY3VZiVPZZrKxSYkQ7\nbXDtDw7mZWEZGrdcw7PH9DYbRC7YkYRxnRnzYnIdrh1xrTOPVxd7s0rRTikh6wRLVubmlBc9/YrU\nFMCKpVRzSOhQhovkHDZVWUBm07azMcnawhxik1XFSkTLapsQ0abBxnoT1mAUBwyocJH9pmchUriK\nwY0U/7rZepbmjZs8vnMv3dPN/LRW05wqedahrwukO1wVVZPjJiSxnZOkNcAUsUkl6yrVQrONukmo\n7QTLj2T8Zwq4MZQjSCwcL8qyxHDsgY8ZQyFdVD8YE8eOvIbYZGTF0k43lWbuSg8J3bwZVibDPpPI\nyYOqa0O3RJxa4Kd4lSFJW1Kb/JBOUJv/Bm1m2GCGdep0uMwexqmfG3Go2YdRdyyxyiKr1OlQo8Ma\n86wzw2X2cLX/pd2lpVJa9NDXDFL17HrIq1mENps8KI+H9Amy7HZImYAxOo5gaKo+7Tqr0kuWtmWe\nbkRqS51nd9gtw9PKQjHPCIGBxgh2WMzWFQvVKqRGnvFOkJfPPjk+qfDA17m9akExGdj5m/OAZyxI\noFOaJbpLymTPrDwLcd3oUyFGOqYqMNdM0SGhT5kRJcM2kw9Bg6t+cCMD9+4wiRKf5WbhMRa7qHZD\nhhIpv2kGWTjGMGYybTEKS/j+mBCP7XBaXLI1lX89BN6IG5yvsjq1xMl9t+LN9k05LI9ZW1vErY2I\nQpdL4V5u957KGjHBVIuoMWuaHpKO7Iwnc0BcPzV9fVqmTsv/xYiPHlVkUYzIXWd04Zch7RpLePP+\ng4leRn/S7Nqbihgeg6mZba4xT8/MB9FpfgFDfEammpHMZoGrvGXyU5x5zRFeeOl2khUnP82H5Jpb\ntZlPMSThEkl1RBI7WE4s5aiWrKqoULxLs95ieaeloJUSjXxprOhBYIHtRiSRSxLb+P4I15VDx0PM\nW7MJdJE0R9LElol9mlVpya/dUA3K2lhyYii5cp82GXHd8SIixUGNsqI+IxymKHbxywN6CFzTpcYx\nTrLAVZZY4QZO0KBtpKEe68yw3l/Is9WgsA6QSmqdWc5ykEzeieCT3ZlAXlfREEEDT9GlRt+rZuBF\nWpRptLi9iNzxhl2VVtFUWG9q9JyN3kVc2QdeiVKpl5vc6jgEdTMyn12GayrVyyiDgNw9XO8LeXZp\nKGC7DoMJdrvxvOz2qgXFccuTF/YdYC2NKNX7BOURtaDDXi5nwK06zkS4zHONLjXEitUlySgB2mWW\nMDnFFk02M4xoaNBZLUtSbEbjEr43wrNkpoR8qIE4UO/UBeQ0+Ft5eYvBtWnp8M1Cw99hO53KgvYo\nLEknVTdICbY2mlydX6DvVZi98RLzpWs4RBmHEqC3PgV+SFR1siAzwsd1YtlMKG07YTz0809LF7F2\nW81CcOc7JsuIiYjzk1QVHy7yngJgBuyKuDNraRN1y/Qmqxl+a5NQm+rQmWky29hgmi1e5Hr2cyGD\nKCLTBkjMASM/CUxxC8/SPL7J03tvp/38XO74rEFRyxt9TwD9AByjIiluhiKGp53tIhalwT6QLnNi\nWZRrfcKxTxTXwIlJxoKue5VQIKvSmMBVhi8Znh1Hjhk/QI5ztcnNE3TjdZFNpiVp4uwuqYfy2CRy\noBZC5GXvwfOkoWc7CUEqQw8OcpYlVrmTr7DODD4hV1jmC7yea8zzHv6UFJt+u5zjgYqfmdelQ9uA\nbA+MCIhw2bGmcmpTj68lZxd13codVOMFTV7MIWSHoBP6dG6SRYJ6COjMZ8AcmrL/RgRMmosUmg/d\n0r+tFCrN6DRgKwyjWKOKAYqdc80mY3KeLEg1mpJXfGpb8w1ur15QXK/B3dC44xrh2CPqlEhTl2G/\nyonZG5igZUpaEZ0LxWCHPhU2mKFGF7Vpr9BHOWaqEa7SwyUU+gJuoT9hM8Ynjhxi12XSaqF6TJ3K\nR9/OTQ98GF6dkIu7AkwJ/WeUBEaCNaaVNHIKgdH7xleqvHTydrgG7g0D6sda1FxRv5QY4NUGLC5c\nRkm64jAufy+JLekOU6HMgBibcaeSd1m1saDYillI4djHdhLBxSjlziO6mP3C/adgbuEaJUaokqNU\nFkMEnW3cpUocWFivTdjXvMhNHz7D6IdUVy0nv2JJIG5GOrdD7a0WWaVS6fPlG1/DxvllcOx8+tw0\n+WK1zHsKDNevHEvJm/p5QFdOWq3wfoqE3Uoijwk9cEaiXU5s7JoCYhKgosilXBnQ75YJJoc4plxV\n3bPtJMTDgGTo5yC/0lc0K9csUbNTG6H/QJ6FGXgjCl0sJyFV/LQEvj1mytrmNudpbGJez1+xziz7\nucDHeC9XWKZCn2m2mGKb1/IoPaqssMSoW87XgjZaanLtLPMZdNM6DatFhT42YtBwlYXdgUUzXtUb\n2+b6amYVkZfT6oZk4Aqnr/h+YoCriB41ZHCaRCTB7mXvCW7rZLmjjhseWz72qJe/Fp3KqFmpKqE0\nQ1QdsypyID8YdUaO4r1FfqkmEJq4/C1Rcv52byrDAgar0zCUtQxwtnmICXuHMQEzbGRjCPpUMqxF\nL/DYBMaOmcB2kX2UGDBG3HEmaTHCp2HGozZoUafNRKVFgk2djpHhtTKso7S8zWhjEkpjGPhSRk2m\nEFlY18VYXpJJ/GwSYs/Bui+VZsGWBYsRdn2EXxqRJhajjUnK7oAuNSNdTJivrbHIavZ+dATDFNvY\nJFjLSQYROCQE9R69Y5Ok14C2BWNT9HpI9jcPE81tEytCUmysxRSmIB0CjmU6tilUwGpA2R5kJU87\naRCUdJxsRILY8UdDn/SUhbcQkr5RPgOlIYnzuDgPqZOQZI1OlsH3qRAw5HXVL3DmxsM8f+LunCOn\nmOgGOR8xsIxhqy10GN2wml0uArPyWWSllm4CP8GrDQiHPradEoUeaSK+nOFQGlxuEJLENsN+iaCc\nN+/qdFAHdteLhBY1dHP3n2JZqbiUZiOazZZCGHv5azYb3fEionEZSgmUxkzPb3LQOscCq3w//5Vf\n58f/f+bePEizNCvv+93123PPrKququ6unt5mmpkemAWNWKZHEnZIxhiBjKUQHmwUDsIKWSHZGLAl\nKySQJQvbELJkWzKSQ3YgHEAEYEDCEgwwYpldw/T09DbdXdW1dFXuy7ff1X+c97nvzZpueRRhRXMj\nKjIr88vvu/ddznvOc57zHP4uf4475WW2o30e4TWe4kuu7nyLe1zkIdeCYMKAeteJHcpQhVgZ5kML\nTlh1TaOsweyaa6o9p2/JOhkKjX3h1o+y6DpEhclJ2xLOC0fMAaw3i4jbvpNf3GTQ5THO6DVQ1iZH\nlC6uK4ioOhBqjPXZwm9F/lfkILK5hEjEZVTnyQgvb6eEXAdPVNf7SAXoTa63zyguILi6YD7reY9n\nmEMZcnS0zmLYZdC1+s97XOQ2V7jGa0huSjJgUobpMW94XQUJ97jEJ/lQk0SRuIGFfFHj7dzkwYZM\nKurCu9efJV9PnVeZMGVI+XhEL5w3pPFp3Ufisde6r/Hk+19gyJiKqKkKKYiN8rOecMw6d516zYIu\nj/EyMQUbHLPBYaN/l5Dz7aNfYPb+AZ/na5GI7AdWPk35pwwmUP2ovOQlKQEwpc8rTo38cV7mG37o\ndxA3bOoqsdWfJnZk2i/wNBUhHwl/gycHLzaVP9b3JuePrP0z7vzpK0DO9/HjTZJKkmqmA6nWsWlj\nIBVe95mRkZBQ8CivsPmuI36n9wzFS13cTfswGHxG9NT9QJlPUS1WoOl21NZedBhREFaEcUldGgk+\nCGryRep+XpGkGVUVEscl3b5pYIIiLJvzugool/F5EVt9RtT6mbwrt56pQuOA7uIpIoWR8NOVKb3B\nnLKImJ0Mebb7bj5ffi2/mXyEq71bPMwNLkd32GOb1+pHuBE8xBmrzPI+o2RMByNl3+aqjVm7N4zb\nP+s7UnuAugqIoqKBobrMjVGgcW4Lu8pIjPG9oTUo6jMu0r9eP1Xds0VfqZvECUPHca2BPiYsEjdr\nQRVqUWM+S29oRcgWOV8JNo218GPhh87rZoLPkt/fmkGE8DalaM55eZv7rrfNKHaeOKHTXRJGFbUL\nb6oyZDE3TkVATV6njIORM2y59a4FRoyRMocpuhimFTqPMSNpFGUAfyK586uuIS9S0wsMa6LA3us1\nHkEaiKUj6hR5TJ4lVFXA3nKHW+EVslkP8pjgYZgEFsstHfHX1IinjkbRd8kH8/gyOrzE46TkVKgD\ndOUklaLmXsWbrIhY0OVLPMWCLpOZcSXyPKHIYuI0Jwxrkk5GP50T1EY3uhE8zM36QU6nKwShjSvA\nYtYlCGoGoyndzpy6Dpgt+oRBzW91volPhV9vYU4QNVhUDexPt1nOv57BcEqeJ3zz6F+QkzCnx8TV\nlacujFbaxiewDHsS8L7FAR++9mt8vPsMxd7QqmDANt8J5pWU4GytfVV5nXh0aUDQzWFYQBVSn3ag\nA2E3o65C+sMZs/EAqoC4k5GVEXUREaYFcVJSV5Wtu1qd6ELGrBBTMK0HlpF2BHrE1wP7v8oLxUNU\nwigBssgbTcWJc8gciTx7bhUKCB5bsr55yBYHdFjwevYwd6IHyMoOVRkyn3a5tmVtCjaSI2b0yEm4\nwxVb02ISdDEj5qpZ1oJjUnIWdBCfV7heTsIuO63yQzwkIRxUWpYidktAQdlnJXRciWCN6p+jpiAR\naOquc0ef074QNJORMnTSY9StSFYHT0s4o/HsBLG0MWjRbJZ4Y62xUSmpKo8Ez+g1vx8TLcu9FZa9\ngiAuIajp9BdWdlWGVLMekyrkcvcOHRYNSfsaryEBVZURSREnpmDMyIHl5g1pIlTPGrjTqQpCDsoe\n/WTujB+W4MAERnuOSNtnxiLpUCZGFc8GprE3i0uqMkJ6hXN6TdIFF+anZE1jLGubaTGIGUJDW0oX\nXngJJsv4dlymvc1TiygZ9ceUdUjQg6xK6AZLBuHUYaIlRWAq4kFQ0Q9m9AdT44jVAWUdEXRr4iin\nDkJWglPOqlUWQZf5rMegOyUMKrI6ZeDGTmDdaDBmY3BMVYUcLTeQNqMOHfNHLGhWOC7wXRQTiemW\nWP+RZy79Br+dfhOL8dp5j0cVB6rc0YKOWq+ZGTmLuLQMc9eF00FNFBcEQU3cySiyhHzRAWrSgWGM\naiRVFhFJmlO4ZJ6Nob1/WYawiDwXsC1l1c7ayqNpV1Nos2lnHQGz2Mjp7r3q2x32qssc9LchrMlv\nrxBemNIdLCiymOK0T73lVaxTcvrMmdHndLmKi4h9XbIjNm8kR5iGYY8grClIWLo6aqskqc+XKIry\ndIjXrLy/l7YoXSqPgyapE7v1q8ZUitzED1bazTpUWshvhRU68kuyIKGKIGonStoHy5DzddhOlIVT\nfAgt+pOMp4y66DrqDLmC0eraFTpvcr194fMLIWyk1K6nwiLqO3GAgngwZ3PThFt7LLBOfCdc4wYX\n2G3Cx7nLOJ8xIiflRZ7kjBXWOeYqN5E7Ly3FlKxRHOl1rTZaWOUqp6xzzCmrqKrBTlpLKUDNIDRj\n0V25zauzR7kS3EGNq0DefreRLTMAP0cCThVBIxQRu/SxhccnDdA/Y9D0CJmWA0bRmDVOGwO0CAwC\n6EXzhlsnc3/KKlForWB32GM9OLFAJUgsuRNZS4UOprjdCZd8qf8Uh70NLgb3eIjXWQtOmtB/woCb\nPMgx61xgj1E4Znf1goMuQucJ0ITyfhMv8eVchjep5jVwHgzAtc1XeWH4Pk8Mll6fvDPRQEp8+05V\nyBSBZaqzoNnA1azLsgypuhn5IiXu5ARhTpElVFVIt7egrgM6vSV5lphWIla3q1JKU8eJLJMsg6dN\npAy0DKDODd2XvEgZHIWAANPA9KIcxaUsO5SDTmPYAmB+NqCeepdHqyZ1TsGcHsul/xtG+IxtbbJi\nS7rUhGSBiTPLY7RDrGOvV4lcW8BDnD49q5IeKecNUoHBAzXNHANN0s0OwqKBqix8NxXwCQPUELVo\nXh/7cdahqKw++HamYluI0C2PTxl0QQGaD9GItvG4q5qP6b3f4nr7jOKvYQ/xHZhGYIaJF/QjVjZO\nWQlPybAWoqYNVzYKG2eMSFlyibtURKxyyhd4D2qjuMYJW66T3CEbTpIpbYyjsr0pGVscsMsFR5A9\n4IgNXj15hGzehSqgnnbgSwE8B3wdBO8seOqRzxMlVqMdUPPpl76Z+mZgWdMIwq/JGG4d0+vP2Hvj\nIluX9hkEU4fD5UwYccw6l7hLTcAqJwyZuA6D6/zulz5COUnovvOI7ZV95vR49ZV3kb3Qsc/YwyZ2\nHx/SPFiz/advURYRxPC557+BxW/1PbVBBOorwLAmeAR+4AM/zLQccBaP+NL+18C2hbcjxg2x/fnx\ne7jxxrv4v6s/weKdET/KDzaYoiTz5ekGmGiHzKEdJ6pAMq8XLJzOSbjILrfeccik2jSDkmIeokK6\n3P1MRO0pviQtA+YtXDECopI6j8nqgKRr3kqZ2wuqMqQoIuK4JIpKop4v7ZMAak6Pso4tsabSMAHy\nCjmhUYo5l7Vt8+gE9suQKLkh9Z4+sFMQrmTUeUR90KE7sJYcQVAzPh6hGvyIglXO2GfbeoTvbngP\nqVXRE26eP5hU1NAe+4rQjyvufmRsxGpQWwdltRWatg8CNy/G8y0d/lyQOUPnjaF54Zrz0EVSanCl\nhGnj3SnRomSKMsjybMVbVIjdZi3oYMrweKLuX+WKSsq0aVVvcv1/2Mx/g1ebNf/Omu63nRI+MSNe\nm9KL50hCvc+syfLe46LD3FLucolXeQdHrDOn17QyTTBPaZUT7nGRAycnNsUnRg7ZZEavaXFaErHO\nMdvs8frZQ1RlRL1IqQ+78FoALwPXgdcgmlZcYLeZ+E0Oqa+HcOiM1Q2oxillFbHNAd3ukm6wQDWt\nxhmLuDe+gPWu6HKTh1g6HCgjpTyJIazodLIGi8t+twufCEzX/AWsjdhNuydeA75s9JOiMO+XM0z3\n/AZGJdrFQrnrwAsB9YsBcZATxpXRgE66jJcrVM7rVCXCy3tPUh8FfHb5dVz7F3cawxZSMy96zf/B\nDhsRc+VBACzomkSZo4YsXYjdY85To2cJdxa2WGd43EdeiUI2SUuF971OYZbzHMJu5jzEijAqiZLC\nhDvCimzRoSxDsmVqNBkq1OOmdFFDnifks46tzwVeD7Kt1iwVFx1IMo5a06KFyNDI21UIF0MQVQxW\nJyT9JcxhejxiOu5z/PoliuMhpmRtepfihRbElNPIf27o3rMHcT9HkguGYVt4q/Vja6vjOasqX53g\nvc289Tzy1JUVFh1JoSme9C7jps9R2Z94n7oMqS8bnDN2oXQmxkFbH1HetiIH8GFwhZcH03228U5h\nz4d4PFS2RllpT0/9iuvtM4p94P2QXJmy9d7brG0eukWcNxtLPZrBepAY8fOkOf2mDDlmg5qACaPm\nROyycHJgKyyceH9F5EqfJkQUFHXSfI7n3QfkuZvx48in9jvYpj2F8A2reqgKE6WtCfwJdUgj5jo9\nGvHcL3+A+T9bw3pWZE2YHVKzOjrjcV5mE1Po7jqYQGF1EJRNgiQh9wtTALg08SSVtYYlCHDgd+lA\n/yGWEVULzhFNh7t1jpnTY4NDorRk1BmzzYGTQ8uNXHsWwQQ2fuWXGX500mSwQyqKXPnD6Nzm0z2o\n/E+HVeV8BfAZyxFjrl15xSdS2tiiPAVVg6j65f7/y9M5Tqlyq1ipKxu7NM3p9hcknZxOb0EQ1CwX\nqTWlomoIxLr/qgxglvrKlYaD2Ppc8eLa0lttAQVarwW/ceUNHUO9iBnvrZPdHUJiCfUySwi6S+gU\nDnYxQ3iN60SUFulMAr+hW9U83QtnhI0nbhVgbc/c9kxga8GJsJDgOyYGrf/HmBGZYgfCGM+LlXca\n2p4Ut1Nzrq+iN4EZZx2SiWM2gGHRISWxPuv+OYXzNB1RocSdlEfYDu/lrVf4ZxWlRzLZUtt5i+vt\nM4oPQ/CHFmxc2iMJc8oqJgorlgerzHPr/FW60HjAlCkDchI2OHLlcFZrq05lJhNmOIrCOYUMtQOB\nK0LOGHFSrxumVNcOC6lYddJdxWmXYtqDgavNLjFu3DrQg2IQ8waXKGsDlScMPbu+LWyaJZZNncLr\nLz3eGI7Y0RisPNb6UHedJqM6D1JA2K3o9q0kqsvCJlE9QsAmVj2GXR+LxaxLJRmqLPAnrEir6vPr\nvK4BE+4Ul+mQQVg3RlsBZUQFdwKYwcXFmKgXsM9Wk10swxCJ+Js3qPIKn4Fc0G3CbRnNkJqOK/fq\nM+cqNxk8fOi9BZX1tQv/24u+DcZrA8/cczqBBYC6MlpOGJkSzmA0YzCc0ukaLUfhH9B46XmWmGju\nFI8hijakz1bZnyqLwBOO25lQJQ5kyEWDWQeWIVQhwVoOw5r++pg6jyCsCRITUzDd9YgNjljSYa/Y\ngZPQz7nWwhgurt1reYRps+o17rbGSsPYdO8yQvq/rIGMX40ZkfVmwdramQGnVqlStwxiRYBEcdth\nc+DuJSc1XJQuKbmDCEKKODyvblPedy/K9repNTqE2pQtlYHKmO/juxbqoJ3hFdvf4nr7MMXHarav\n7tLB2nJOJwOWX1qFPiQP2wljiRYDdSb1kF4wbzhwYtJ3XVbO3PaICKtMiR14PmDqqkIizhixX+4w\nnbo2ounCGdgCNWevzlIb1Ham7TZmgDahzu0kDsu6wX2aSRziZbMOQ6NKFHDpiRuo/WlMyRkr9Os5\nF4N7vFQ9wRPhSw0gXlaRGawrYxIyazgE8FQFw9A23glw193jNtarZQN6g7lrj5DZQngaH07IQIY4\nL7Nmnx2i2Pie0cBw2/M1qzXcsvc4STsEV8wvDFz2vyoiOp2MnBj1A1Hpn0q9AJe4iXD5z8azqB2+\nNGDGo6tf5guDdbgXeiOiTdjewO62mvBZHliDHwXU3dDqm7uuIVXHwrwgqN28z8mr9FwSoiCirCKW\nRyt+sylc1IYTVUQUoftL4YSNCU/s4LGsNvjfYGFGD6MIWMy6hJ2cKkuIu4oYYMgUqc8s6p7HE4Va\nuKoTdZSUrN6cHqYwb25lRsfecxN/yNyPt2mcVQqY4A8bZdv77t/AyvM64dISOODm3sr8xPG1UL5D\ngekP9J0LmCG1bhc9iGCtkH2BT5wIU+xgDoik6MrWPSmxpde21bfbtf/tNrRvcb1tRjG8WFCUMVmU\nUBGxOFiBPqTXTtmMD8hJGLoqgz4zVoNTR3OZ0Hcd+yRRtHQghxZBH5ODOmOl8RjnLoQuyph8mVDM\nuxRFzGyj35S5FSS2OHaxBSwZ/RP3s0ch3cqZMkDqxqesGm53xT3YAB/OrQJjmGd9itRA6JSMRdlj\nnSP+YPS7/HjwF1E/3IDamk5dmbK+to/6ePSYs/LEPmeba7BIz4sUDIFuTW/7hG5qKjshJVwsCS4s\nSAdzSy7EJoobu/YFQVC5hFOfdU64uHGvyYKLdH7Kmi2mCfzin/sRfu+HbnHisvMxJcPBhIyk2Xii\nSimELgnN23SXsMrIQQRt+s4Oe2w/eYv9/CEbT21OfZUn065KEPbVVLTg1FIscCyiim7fMs1pJ2vG\nfxmklmyhQER+3WeQFtSqYW6rNIuaU+A3q/5N8W0zX8XGTCFdgjcyClH1PRj1B6jrkCjKqBNT8SmI\n6TGn5+rID9k071tGTHJhru566ASRS+KmTYfoUGAe2xkjbxSq1nPJoMjQTu/7vzK3qihZAkcQlSVZ\nmDRrV2ug7YQpKw04x8D2qlRMSyLCuvYHiyqI2oeLuvq1G2u1a7f1HMISlUiRIZehFc9UMM1bXG+f\nSs4LCUdHl22S5Jn1YLBifVLUx1iqvsqkvcqjDkAOCR2gvHQhmuFY0nhJnCEMm9C1JOLscJVqmcI8\nJh4ZTUEn2ymrnjRc4rsM3sEW/DpEI8fEj8zDmtL3GVLhIZpMRyKt8pAkLdxJOaMMI+o85CDaoqwi\nutGiMWYRBd2+1ePafLuwJCrprUxZRCX0A+rIVQINl4RJQRQV5GVKVYfUSUjUXRIFEAY1UVzS68xJ\nAgtZithKr45ZJ6tTFkGHDkvXO8M2kURP2bHn+fXxv80DqzfJSZ0PniItyjbxXDhSRuLgN8v0i2tZ\ntlajJODkOT4RvcTkyirz3TWbA62NOWZ0ZKjAh87tTm+qwAhj6NbUdUAYVARx3RjEgNp4oHVMUSfE\nYe7SAQmLWReK0IfCbcBfRjHFh9WD1ucfY5vuf5nBn+xbY7H2fQleUY9i3DrrVDALidOcIKpIkoX1\niXZpCXnfY0Yc39vw3rKwVxtIuizOGSAlykQP0wG13LYKSqb4BEQbq9UZJihDzePVVVFGKoLuuCTa\nqJp9JwNc4/Ugl054VlGBsv3ihnaZE2e1dySU9ReNRuM3wfNElWCqW1/b7ISK8yG4BC0O8DCAMtlv\ncr194fOLWJ+Ry3hvYATZvEORxEzrAavBCaouOWCbVU55mccQ/2+FM0aMucNl1KXPyKTWzW6fLXqu\n/YA6nNV5DNMYehWj7klTTSJKybkMXFvuKQAmkHQyMhKojfdYE3i8SNiF6ABOkaMf+l4ufWYkQU43\nXXDCGotZh3DkKS3bHHB1dIsOS9fY3uxRpocAACAASURBVHqmrCRnbCaHFCux8RmzQUNGXknPGDDl\nkE2yLCEh58qGKQ3lJIwYuzYIdUNPkoHIypQorthhjzVOqAlduVtEhyWs1/BSwMHJNltX7iE5KoMj\nVljjBPCJlIWr7DGR0a4jtmdUrTHOnOtkiQQjJxtZfs7XbD3LZ7a/ybL5KuMCT6eYYl6DsCVJToHf\nyMsAOkbDGZ+O6PXnxFHBjD5dFnZsBjmLokdVh8RRznzaYzHrUs8S742JIyfwvuc+3/W4aVR+lKm+\nB0QH8JND+P4Nf1Dq3kRCzzAV8F5BEFbU8w51FZB2C/I8Jk3tsOmxYI0TpgztgD/r+QoatXuIIRgY\nZKTEoWV+VQp6XrxjOujSYeG9MSnSgE9qyLAc255k6Z79BK/hGEM8V6uMAOuHliLFbXvknAgra+04\nKyQSvyhdC3os+hHDXmFeXIHXVZQ4hMZdB1Ob0zjFogPdo5gBWjvqDV1hvcAFg3jSxFdcb59RPMUe\n/HVs4Nfs/2UVMqNPniV0O8umMkSN7ZeOfC2vQ6d87AyAwo0uCwYupSVeXElE3F+Q5zEkBYPEEjgx\n1j51n20vSjnGh2rClm7A+vauLdjYmlyNj9aNEtMqiwrX59R5SJ0mMAxZT44QZSGgpiwj+sGML4RP\n88dGvwJoQVmo/CA3XZgaGM5JyFVuYqWDA8MkU3tOjc8aJ2QknLHKiHHDE+uwoM+8qTLokBFhzbCs\nbplGgShxRl6tEWoCelfPmP/2KtWq9bfRKR9Sce/4MhvrR5hidUJF4MjxpXM81D42bDasPEZtjI7D\niJUU67Lgyrtf5faXHvVZzzk+NOrhkxvtbLBA+F5mqdywpi4jihrm9IiSkjTyAhA1QdOKYDoZkmdW\nrdR4fuLpKQstr0obUiGchIiFgdYrcPh5uPcRa/arhEU7MeMO0SAu6Azm5GFFz5W6hmFNmi6pHGy0\nwRFnrFhCT+rYtD5zARe37zT7QV6ZRVJVs0bAjOVRvcVGftv/Pa2v7axvhFes1pi7/iykNh51GbjP\ntSRnu52D5ldRWpcllYsSpMIkrzYPI6gL36VRBG15gKpfbt+DPEgpJQmuEH6ueaL1N2/g2+j+fuzR\n0mSIdAI7DK7IvBuu1qZDpg60t6oQaQCaZxgxYUDqCALrHDNg0nhCjTfnrrSbUTOlzGKG8YQFHdY5\nJia38FkL5BTvxm9gSYsBDOIZk2pIJ7ZkTiiAOqIp0q9e7tF76pTRpXt8IPk0EHCPi41RfCB6gx5z\n/rfT72OUjvmW3j/HJJfSBi7wHqzxCyQvXzgPQFJnQMOBBMBl1NWnJqZ0eimL5sAInKWvCCGgoRbN\nGKA2BIeOzj7/zCrx12Z0Nyd0Wry0ipBl2XEeCHwxexevfO7dXHv6Ra72X6frSNyaR6DxIrQZBHnY\ne4bNMzyQ3OHwoU3mr62fD5MFlrdL6RQOpbWJvNYBRBXUAXUWU0cRdVKymHWIRubBZm5HZMuUorBe\nO3UdUJehf8+2jqDCOPBUIXUqFBowwUUGI+AA/vYx/M11bxTbvMIISEpWt06MVL7oWA1+VDLoTZ1x\nsTU+ZNJ44A1fUmGj2/ibncPWQUOz7qUHIE6tpPSIb5/nAeq92lzL0I23POG2zqEoL6e2jgSbtOlY\nFh2Y+rY1j7ODz3fyo/FgqzA8X4+se9M/8UBFNpcnK2qSVMF1+KhFg9R9ZCT77m/W8FU9b3K9fUbx\nHl4sVKHQBgSuYUNZRMSdnBkDXuFRTlmly4JT1lx3v4xTVrHypR4q15Nay20uk2MtTQGfzAhq4rig\nKkLGxYgoLrB2qAlnrBjX0GkiAja417Bqmy4cLjcZL0ZcXb3FkpTZrA/vx/aCBv8U5l9YZT5c5f/Z\nvMwj154niGp22OOYNT5z/RsJi4pikTLtbPDLD36ra7cZMpv3KbOYCxfusf/qgxRXEhbjHvPPr5r3\nOQ59KCnQf70mfXRG3THll322efHeO03cNHN1r1XN8MoBo+4ZIyacsMYl3iCIaqb0ucH7nAFdMKfH\nyXSd6ekQHoXv/Jqf4i/M/w5/hz97zuNb0G28u1d+7t30PnjKZrrPBkdkpIzpc4OHmU96vH/42cZI\ngg+dZRRzIjInMwbw6PqXeW7nvdRF6hMD8tTaXEGFVDVmEMvIvmax8ywDyk5EkfWp64C8m1jvlSpi\nueiYTmUdmJhDmwwu7Mx5Y4APx8YYPqXXT1uvn0h/6/Pw3B+CJ/HZT2XLC6AKeGf6Aies8dLRu8zZ\njUuucZ2Xq8ct9A1rttljnx1uL654gyivGNtD3e60MUgdrJOjulga7ivSdM5hsOnhABkcGW5dKpkT\nsVsJohO8gYygPg0ayEpeYu5C6JqQhKzJDSxd2JyQO2K67ceCiEBzSWtOleHX/+V0tLmj+qpDS5ln\n0bg0fzPs4JSit+qi3+J6+4yiFscFfJq/B8UyYVZb+MzAPJJj1tngiGtcZ5v9BkssiZjTpcOSW1wl\nZdmEYRElD/AGPWYMnHL3iDGjwZhddhgvV7gc32Gf7Sb8K4kI3pNRj1NrPbDENsAGMITowoyrnZs8\nN383a5giyejaEbv9TaplAqeJGVXRBfoV1TJkMzrggC1UD10dx1S9isfe/WwjRWbE7Zyqa9nQjJQ3\nvvsdHL62A53YWmPW+IUiou0q0AvIGMBdyAcrPH9xx+75UWAb6kVN+eMBH3z9UwyYUbnF+QjX+YfF\nn2ElHvMEL7vw17IAe4MdXqqf4PQTPS4/dYe7vR1yd8orTCsCWz4nrMEdWF7v8dnf+CY++wBmPLoF\ncbdg88IBDC0TKfxWGd+l8/FFCFfSbMiEq5df4+biSS8IEHCeXqSFnWO8Ul1JYYauimAeUg9C6ixm\nEWCtDsKKXn9hrU3z2OaujD3nTR6TyPLqHjfBe1U9vC6kKC03gNkhTb3cz4/hPxmdJ0dj30f9nA0O\nucZ1Xk0foyxDhg4Xr+qQNFpyiTdcWeiA8XLkWwm0jUYPNnpHDJhgBR4pEwYMsNa5PWb0mbOkw0Xu\n0QkzwyMFXymppNLEGjvgVQrYXnNqPKZKn9jm1Nc/xw1cIp0pHF6sSmklWiyx6DL+ZeWhhcT2WjMH\nMmoL9/MjPHyxjo3JxP3uDF/GJ6K8yislNKJw/PdlouVB4B0Yb0olURtQFzFxkNMbeGxQYaK4hMZI\nMAzRsGbzuxX6xeSMXXe/U1aZMGqIyVDTZcksKJ3WX+owDmsFQBn6mldlkcc1wRDIrXa5KE01uHQU\nnzqLCfKIelwTOOwjKGqY1dDBYXp2jyEVq4/uMTlYpcecitBhn7gTtnLAdQZfrGH6Gr5rk2IGpWLb\nLpM6hCttrt6hADPYeYIL7DFgyiqnDc66XHZYj495gLukWAP2E9Zs7IarjJ/coh/MuM0VTp2KeUFk\ndIo6agwdA6h+MYUQrn3v86wHR8RYqZdIxVLzkcCo5rTraq3BoIClC7s2wyP2LxwyP9s0zyzGq2Dr\n1Fet7NKIz5bISLB2qSH0CtMW7Jvgb1lE9AYZQVhT5hFRXFIdDfywnbSGVO8/wDajehArEyvRBCU/\nXgFKpabPYPZ78Jlvgo9i4X0vaIQckmHOPS4yo8/W5p7bEjdJyXgs+jJQkzqvasqQfNI3QyZPERpj\nfIVbPMqr7LDHO3jVkehrPsmHiCh5mOs8xitc5RY746NzCtpM8KV8okBJeUdGSficstOuQ150qyL6\nA7ZejQfpq9FKxwARdU2JOSWBlFkHyJMEqqX3WEW10r2o8OAEb6AXbk4CLByW0RbHVBBHhBe2kEc5\ndX/zFtfbZxT/COaNSVlX5TtFxNl4hbRrR9UZK4SUbHJASsaYEV2WnOAZ8tYgfBPJo9/jEjE5T/Ji\no99mXrcyY69zmq42gG+XBXd5gMu8QfpwxhmrTWWM8JkVzugyN6ynChpv9Ovif8l7HvwCITXVoyE9\n5gyYOkqLacrd4xK3uErHlbV9dOUfMVyZNKB0TNHgLqIGvcQTLis4xXMMdPSJuq+dK4MpZq/qpoQB\nZLD3HD/59d/D+3/5c3z79s+ywRGf4/2EYcVl7nCFW/SZElNyi6tNpnzjqSNe5yGuc61ZyBFlk6HW\nqT/6rkPGX9xk7ald1oOjZsHrq9SJls4rXtJpEgBTR+ltY1KSUnt45QYvX+lS5gMvmSVvRVUdCqEW\ngSmL55FRXbpL1I2vnKeQJ1SdjLKbERWWDCqLCNIK5qGvGjrDe38KwYQvKuMpgyis8Qg4EKAVuBs8\nhU8ew5fW4UPAsCJemdEbzUiTJU/wMjvs8c7wBZ7laZ7iOTY4psec61xjm31SMku6BS1Seyt8DLu2\nap7gpaZQwfoAmZLRCmescYpoM7NhymrtsjXKOqtCSPxHKV7LG5WajoyowxqD+rxuZjvJonnMnPOg\nWvcpA0rHEEmwQoOwrnzJnpI6Q3x5Hq170HyoG5+EOaROJOaHRDtUb94m38uIvsX19hnFq9hE9GsI\nAwsD0xKqkMWsR56l3N28xO36CgG16QO6BqWpA1cW9BqA+S4XKZwBOmO18Wasj0vFlGGToDCpdtvU\neR1zK7hKgAnUThZDlvMOw9UJZRlRlwHLZcpgZNnBo5s71Gcp1/sPkw8slpLx9BUcFVKKARONndPj\nFlfZY4frPEzojEuHJROGDeYiovnuS1ehEsIsBqo8QxG2RCIDi3m0ygP8Kmoxcz/9Ip+99ASf/Qc/\nxui79qiqkOWiw8/Gf8KqYOBc8mU277Ocd3lh7Z3W8rOI2AwOCYb2jFHfhEIrQp7ceI6jD29iFUW+\n1BKs5E/allIWSsnISF3GO3QOUIm0/4y+Y5nx7a097p08bHJhekRhfQN8yVcHe00BJIEZxNCSLmEn\np05KCGqyZcrsZESQFJZcyUJPtJYTvo95p/JMpCko/FsbVrzFm+BTpnJ5Mqhegr/yAfjJCKqA4mjI\nOBnCsOQXNr6DKLH12+9PuFVfJQlzqiAkCko+HHycGOt9kt/r+MhlCOEDDiJYhXtc4sf4z0mxYtcE\nox9JCu9X+KOsujYcV+I7/Mjwb/i2prhnUJWHfq7EhMrvxL8VJ3dmj2s81K6LhAJKZxBN2DluMv06\nTAHnKUZY7XNNHqSU6YxIBk7CsRZ9+zI/LXV5k+Az5Ak+RI5b7yPqjjBYeb3/CkGIt88oyuKfBv4U\nWkawmlNNuqRbp+wfbZN2M6KwZFyOGAwmpM5FVxZUitrCMSSq2d6Q0pXTqVUQs5h3jdOXFAR9S3JM\npkMq194yz5JGkKHIY04O1qirkPquddU7O13nXt/VzZYRZe5qm6OCMKroRnPn/Ud0WVIDe9UOSZjR\nc3W/MgCmL5cQ1iVZ2eH4f70EP1gDz3Je1E8ui4AtHZ3gtZS0ChRqtxUVcihvwX+8x/iVJ+n/wKEr\n84spo5K4NsWYLDCVn25vQZ4ZwbkXz9k/26GKY8qhmbisSFveoxm9GQNGTOg4fHdOl4xOI0UvnhqY\nAV463T2Nh75vk7w3oiPGl0dMF1te3UVldAF2sC4Dv7EXQB3DoLRMdBFSBxHpwCxqWcQEcUlQB9Rl\ndN4Zb5d3gn9P6fzV+KTJGO9NHuBeIHKjhAsP4MZz8E+etuiocvfdKygIyRcJg7Uxg2hCVdv49MMZ\nQyZscsiEoWWMJ+E5T+7rPvhJJtWA3fIiD/AGQybM6dFh6ZTfbVdscujMs+2LtdBaqzYersLLGK8k\nLo9KsJYOhXaVCPZ3qh9vKyR54xc2e044cpcFY4Yu9RM10VoRBUR1fd6DU8JHWWglUtrbQHiv+JWh\ne02GT342ya3W+/R4y+vtM4r7+IFvOGYACXQr8iwl7RgQHqYVmwNTk1FYC/40siJza+PYw5pWVfiG\n3JqQjJS8ShifjijymNjJSuVlymLWZTHpQxVSU5PPuoSxqX+W8w5EJVEnJ7hYUJ/GdEczlouO9QDJ\nYvKldZ3r9eeEdUUclQ2H0OpI1uiEvgRRGnRdhzdWhJRByHPf/z74266F2Xvf6/CrGsYTmC0gryGO\nodeBoITjBezPYGMFNoZwcghnc8gc5+DSNoyn8MiDcOcIDl8HpvDf3SP+CzF5EPJwcr3RoAypLI0V\nrnDGKoeb63wbv8QuF7h74RL3sotNODQ/HZCtWOOw53afZvKrGyTfPKX34Lyp2Zbhbxs9yUqp25vK\n09oG0Xvf9v2F4S6vbw0pp93zCjU1ZhDbpX/yIoeVxXitqzdYMJ92KSY9M4hF4De+yjoletsWnaha\nn5e1vp9gJOfxDFMQuYsn0ikrNIP/aQpbA9uoMXChQ/aASXmd3Bhy0t8mXV+QdAvGvRl79SU+MvgN\n5vSs3FJ1yi7h9Nydp3nfI59iXFuv6Bk9V7RgiSovfGx7pM+MTQ6Z0/dGbYHdj7C2+xVqdMAkrd+J\n/uKcGoknQ+i+s/bDRgvLGFExZkjmarEbZSkMX+8zQ6yQhp8IXrjkCE8FqrHQVyK0ShPIEGqOZFPa\nuKkMrMoXfdT/FdfbZxR/B6tm2cRufg0LC3ZmENQMVyaMOmfELpzc4Ij381mXHJs0+KERW0d8hg80\n4dl7eJY9l1XOnLG0ELbPIuwSrFVUVcQoGjdVDg+M3uBG+DCTk5Fx3E46lEXHa/c9ENNZmdJbP+Zw\nfpWtkeuvcfQw2dyMY33WY1xaH5XT3g6EFSvbh1we3MFk+C1kvHP2ANsrB2xyyAV2WdJhRp9PffMz\n8FufAtbhLz5O8pfO2Nnco8ecdY4b5RmwpExOyp0Xr3L84w/T/Z4J8XtOWR1Ya4bKieg+GHyeok5Y\nDz7HF7L38npnBTiCcpezK0+TvGp15OuYaIWpmVgi6RZXufPLj/Ghb/0EQyb81/wN4iCncIaO0ozj\nlAGT39yAz0G+OmD5YKfJPqZkTaJMBG9VtkxcO0fDmLKmt42ESzsOcyqIGTJhbeeAw/kl065vg+7t\nTGlb+KIKoIggLs0zDGqKLCaKKsMdi8AbwBPOl2fKw1C1kgQglAVXNnqCFSA0GltiGINnnh/B9CX4\np19nosohFnI/hCVgggCOY7Jej2wSMe0NSIqK9BFbL4tl19NjXACw+MSI4pGYLEj5DB9wEaXNi4jR\n03LAhWgX1bIPGTNgxl/u/o8+MdGuG1d4DL62WBnztq4lNI2u0jIjj+xASyid92frQvBW16npzJ1L\nl1CS0WHVKdCHVIQ6fAZ49acxnkCv+1DyS5UrypyDefCHGIYoknm7cZWI3qet93uT6+0zitc5r5Tr\nSJXVrGOtRTE1mr5btQrFHuQWWxyg7mFjhtzkIaw73YId9tjigC/zGHPHo5M8+mm1yt7dB6j2OoSd\nitG7XiKgZoNDRox57mMf8BqKCs+Uie7B4IEZSZ3DwD4rpiS7t2pYaFqZOneBLeCHQshDxv0t5s8c\nEVKzpMN81iMf91lbOWaLfcfxKvnUd38j/NbHkXhj8gMTazDFohHNVXmcMr4hFduP7jH7j4Y88KEb\nHOcbDIMJPeZON7K0zHdgSaKvTz/F6Ogpnrv6KEwPYPkS+Y88Qfn3zC8TxLCkyyGb7F6/Ckc4bzZn\nzIhOZaTyGX04jpk/3OOkWvOiCCewrDskgTKRNafVKid3t1je7pLtJZTPdy1TK/WhBYYxPwGX//Jr\nXF671WC0BpUA1OwkuxRXIk4nl3xmsY07qepEod44tuFMSyrnMdZ1YBVNvQyOOz60SvE8vLZauXCq\nDkYBUW3uCbbBbuKab525hxEZUa6L0uUpfOwFeOqd8DXAFEaP7BEENVFYcvyxB+BSAEFN2l8Q7Juh\neZ2HOH1j26/LxN/DjfEjzKMuSXfAanhK11F65kWPbrxgcjZkc/2AdY6RNiO4cVLD+DblptO6bUl1\nKawWPidiw449alIbcughq5oY4xdLMalN1k9duW1M0CTfIgrCGq+S01bKkcFW5r89T/JgZ5jHe4yn\nP6mcsl0/LRxxiDf+b3J9tUbxRmt2c+CDGBPup7Hz7gbwXTTVvvxXwPe61/954J9/xTsG7h2UPdyA\n8PKCpL9geTokWyaUnciFwOZtDF1xu0IrFZyNGWFE1aLBD+3E6jlkxRbL3sEOVWGUm7qCSTFkOe/y\n4vhdLF4awt/FxB+23aC9Ew+8Z3C2ukb34amB9oTkBPB5YBZRLyI7pSKs7O9jwBbUD0Vkzxiussw6\nzN5Yo/hkl9f+3ccZr66wygm3fvcd8I8/gQCs8Ccu0hkdEcX2JCUhc/oEzrCatqTJdUVxztMf+hwZ\nKYfVFokL1i1TP0ScvwETYkour9/mlRfeyeLBV2z6//4NbnzDk2z9h4fu1C45ZY0pA4plAq/CH3j4\nn/IrN76b2XLIfDLi1ehR5ssu3IaXLz7J5KU1+DhmHF6H3c8+zO4CiyQParheWa/qWbtm0hG5lUG+\nDfw23PnpR7jzXY/w4F9/me3enovmLMOaAhvdY/J3JMzubHlDUWCbVaFeBx9eLYBOBGFC3bd4q8xj\n8yJrfxtNmHx23xpVQh98j48Ki5TvYKrsC8WecmnEAG89J7UNyD/YgP/2AkQwvr3N1qO3WQ+OOc4e\nMDEKIIwL0tQipJqAuoh8/X3XrckljA9XmcVd4s2SYW9CjxkThuRFQp4nZJM+xbptcTvsTHm+IS+L\n+C5yvJRm5q3bV6ZfKIRwXHtTKyiIw4ZyVji3TXxEg1pApX5TBlQETBk0gtEFMUUHUhGuXbfA5l7m\nmNFT7TV4Qrxw1nYyRZStyX3rIcN7kP+K66s1ijXwDBbh6/oh4FeBHwV+0P3/h4B3Af+B+3oZ68by\nOPcnwRNssNdpkqlVHpNNe5DFhKEvT1JWdsKQTQ7cQJv/O6fLhGFDZ1nhDEn7i/qhDmOD4ZTxuAdL\nm8zDn7pM/Q9D+MIcxkdQKZvr3MNfXYXkKlxM4QFYng5Z/tGBAfsXYUnPKnOOsK8xtnhfwjbQVeCS\nB56juCS/F8MXYf6NXc5GK9RhwOFHN/y4PHCVB7/3ZZN/qr33tsA06SYMkXioJZlSR8i2DnV5xwQh\ntKEWTqVkxFlDgalnijcWwAHZ98Z8ZuUbCdKa4lZMdRDbvj4CXoPv+rnf5tMf/SDVizHcgaPiAszO\nINtlnJ9Cve8mcdO97xIv9X1f+UEanE+kKychvt8U+Am4+dOPs3L71BHy5XGYVzEajpmla7CMvUcj\nT0CeQTvEBagDslmXqpMTJznZIoVebcZaDp08Cxla8NihVu+e+/1NzJAvZpiLcujeRNkA3PdK37rM\nxuwV+KUd+HcCmLj2B3HsG9IDy0mfKw+93BQUMAu8wK481Q7M9ldgGDDYsY6OZ6ya4Xt929q9EhA5\nnLbjhEAqQo+VtssPlazQQbGK95jbJXWy8Y7+Iq6qlKZUAmoZZsPNA2oGTIioHIcycLCKJRwTcqow\ngE7t+8S0eaIKpTUn4jCKfSaChcr4UjclTi2/KXTQvLYN+5tc/zrh8/1v823Ah933/wfwm5hR/PeA\n/8vd7g0sUPog1l3EX8fYwrrrHqIPjGOCrYy6kzv5LBN+UMMpSbSrz4l4h2NGmOT/oqEInLFCScS8\n6rI7u8jk3grsp1YU/i+Bn6ypb76K7cIBtgou4WdlAJSQvwK3Uri1Cp9fhX+UwLeEvPK+dxsB/TPY\nJO1je6LrninEjMrCZLQiKtJwaeKzNZR7fcaDksOfvAyv3kHqE52f3yEOX6MuAoKwdpSiusnUWYG9\nZRNFbC+wyp75pM980CPDmnfdmV4h2+8yu90jO+nCrQSex7w6LmCWfA7FDfJvP8Cc/iW+Yt48u0/+\n0hD4Mr5eqsCAG8Uzc7z6QQqR6xp3f62yvA05Voo7lDipscHMIxhH3P7cNS6/7wZeydk6760EZ8wu\nHjFmyzy+s8BjRJIZk4cjPuMyog6NVVdXISwSv0kE3Otv5IFKvkrRsDDEPUx89yZu0t1EIxFOuZ2K\nA/WQrjv7r38Zth+Hb7WWvvfml+zzTmz46qrDO668SkHEERtmb9sUVWW/gwAC6OZLlkmXcTZiejaE\nmyHVpQ7R9owxQ9Pj5IwhY0pCZhc69G8uz2Ny7cyynN4AjyHGnO9z4oxnUuWNQo869CmxCYVDN1IK\nIqZuLUtZR2t4SZdaqIOW1xt4/0RDF+CNnnrn6GfiJyry0Hm8jofClB+Q3sJbXP86nuKvubf/+8BP\nYLtq1/1+1/0f4AHOG8DbmMd4/tIBq76uzhZV6xGBE0Stse58i7pDHBRIbkhgPATsssMJa1jRvDWn\nqgmYlX0ODrcoDwZwN7B1ewL8BvDTY6huuJF6j43mtvvvpAcnK3aPKoKfYo+e3YNXcnhlCcEOROs2\nGQ+6Z3Lq3LKnqoaYzQaNkWccNo3fs0+N4PvlnW7Cf3qNtQ9akyICSMIM1RirZWRFSFb3CQPDWGf0\niBhyfLRN+SsDbt54HJ4PLLT7HFCMoVRsqeMVPK9F1mAPWyl6aKUZBxjLXkslhI57j/aCFfYkMVJJ\nW+k0b/PCNvALWtgRYKeLWhUOOfnoKttfSug4ayqaTkzJSv+UaidkerQCSepLuVZbn9uujV4CZUJd\nJ+dLwFSyJhpHe3jO8AZDtNBj7Kh/GahdQ56GMyIPXCG0CI0j9/O5e/g34GfX4E/uMF7umIckZ9p9\nzgV2GbPCwXzL1q2MtcrY+hD0c2qX+ekHM2Zx35S83W2EUekQgC4jxlSYTFtZhT6Eljcor1o8PvEx\nJfzaa/1urXU/pQQ9THxCSTTVQSvKmzn4JydpIjlFQR0W1GEEi8JXo8hIct8aESex7QUqHJ7h7YnO\npNrN5bQ1RRKCfovrqzWK34D5P9tYyPzifb/Xqnir6yt/9+W/ag+0CTz+DFx6BkYQhBUEMJv0SQcZ\ns7rPMu8QdSzRH2JlQhUBh2xxg2tMGXCWr7CWGAdrTo+jwy3KO0NTQt7FnKLfAT4+hWofeAJ66Vdu\noFX8BpAcWBeYRrC47F44hnoIxdJe97zIbDXcddXrYQl3ehAGjIMdJt+QE1yqbFOtYJ7Gj9VQVcAG\nvKPL8L8/oKhi62O9TIwPOV2nd1ZwvAAAIABJREFUXJqnWY1DFq/34NXINuWLwO0aDqZwdwz1HewD\n2vpJWjGS/JFbJjFAxZyKn67RrBhxvx7Fg9Ov4iW9Es4vLjWPF5SmxIdOeQk67LdXhMopJphLpLRn\nCs8HfPnnnuYd3/FFl4U2wq96C/f6M6bHKx5wl85i4T5H/Ds5vgt84kTXtPU6MWlkhLL73usYO2x2\ngVrjqVIJxXdyixXTh62fgZdSegH+yx3468B6YBt8nSa5sMkh17nGbDnyHu0Qvz6nEAwqwu6UOV0G\n5FyObsMaHG0MCYY5SSdrumFKxLjpJ57P/dCL3qSWCqL/aF9obnVA6JG7kOaFs6uqa4YSicpa1Zkx\nCZYOyjHFpzEjxyFeElMSZ4Wn0By75xQaIe9Vh5mwzrXW71bwdCpVJgmSGdo9/+Yu/OZLrWX3FtdX\naxTvuq/7wM9j4fAu5kLcw+LOPfeaO1gspeuK+9n56+pfNQ/rUfdwW/YgQWSz0O0t6ARLlnWHqgob\nfpMvDko5ZQUpbC/mHTqJhdeHbFLMU9/O8BXg14Fn72GzfQG6qT+ZM2xQ5T2M8JtB4VMj1RS4F+uX\n7RjDeQdRx7v+nwWehzpNqK/hT9z/E7h1RsNcfzhm8re2mZwA12s4rO3e75SwV7vPrjA3pcCjzkLB\n5Z3og5UhEq9Crps8wI6bMi2BHMsQ9bHdmUIe+NriyH3kNnaQPYtvEzDEl4eJUCsHStn7XLtr3vo8\nuWll62ftVb8F31mzKPokUeGwRWuYVJDQDZd0hjOW09RnG1UuWtOS6eI8JpW3Plabf4EXeFhgG3LR\nev0hPrlyUmNW7BivIuFI0U0cL1wRfKoUfNxXwStfgJ97Gv4w5r0oo+0cy5SMxaTjDxkJpnZsmqLB\nkv5oRlH5LP0wmXC8uaS/cUaSeHk5wQ85MdPhEMIDbzga4Vv8eSp8VRicggrhwM5ARYsKKR6FTfIz\ncCORu8RoxzEJVMIZuHuSeETFop+SdjMv/jHHtpm4oyLJq+5cXq5qmmecx0hFtWr1d3nmCjyz5X/+\n1z7Om15fjVFUlC6g7d8C/hrwi8D3AH/Lff0F9/pfBH4K+DEsbH4M+PRXvOtFLJK4gG2yEKgrqiIi\nSq2BUxIZXjFeDtntXWDAlDk9ZxBXucdFXudBpvmQqoi5t7jARvcyN4sHqduKNZ8GviiF0ov2+W0s\nRcaxrY4ct34vD0c4WCOXophRVwS9vveg6tZ71JjSeIQdALeFRbmapI/dg49t4otNFc+5nVzLwytb\nb9zOLLSBu1W8kZRSrlbJBK+NJqsll1ADox2R2H/v4BMOOgPkRSscKd3jtCsepgU+Nm0rg94vfdxG\n8dvKvmfAlL1fvET0x436oUviA9vr++wVIVm54h9fQyUvVmE++E3Wdt40P/I09E80w31s9b/q3qsB\nK3PMGLY1zfS9cEVaN6OvsjJ34GfW4TMPwndi8dgSeNCw9H22KA57vorDUIUmdzNcnVhJZuCbzg+C\nKVtXd60PDzUxgp3CJnFZ9CIzvOPW/Cm5oa86WIQvihQvepJb+vHUMs0xJVP6TpHHtxKRGk5bvKUi\nchS6jNCF1v1oCnXmDzOxB3TuqLZ5ge/Gp744uNeo/0q7HFBzO8IT7xXlvMX11RjFC5h3qNf/Y4xi\n81ngZ4A/g6fkgEH5P+O+FsCf5c3C5757qMvYpKTAICeMS6p5Cmswq/ucjtfJ9vrcLh5kFg2ZTEZM\ndocsvzgy5PJl4GgJuyXLYJXfvfiNcJDBYgJlAk924ROOacoOTeFkmfi9r+L+Co+XtA2i1ncMlLKi\nGvFWvVQc+ISjSKMaYYHaZQWnpxiSrOY0kvFYxVPxz/BxoTaTLLl2vYChovUzrWa5OTp6s9br69b3\nx/gMqcAbKSKUkKfwRmiLKsELnbYzkkdabVqB0o7P8BwXuTvt+FWAkGq55dUqpjMIIP+fa+o/7rEq\nKUur7n1l/YSDeRfi1JeDa3OJplO2/rWZM/KStAYkK6WS83vAF4G5rKi89H28ErEOmjYp7v6tpVi1\nLQETAs/D9WP4H1bg45fhB1K2L+5ywppVsmShp8yAhyd6xmYAyEuDV+zXVqpQh4G1q3AmUVhfAGS9\njjeyJZ5eqfXahpRm9/28g+8zU0NwDNJTVOfNthjInD6SqvOVTamreSmRcHFUORPR3nsiXC84H621\n69/bzo0Ut4Qfio8pY66oQdvqLa6vxiheB977Jj8/wqo53+z6G+7fW18CrWdYsN0BJgnVKx14CU72\nL3Gyf8m8lE/COI8YV10odqG4y/mQK6M54u5VNOKMfAN8ZoYBeA/hbbMDkPLWcSGv4gTvhCmZKJyq\nMe3d1h+1ygBkI8WHakdQjdH6Iv7I0xuuAA/jWvPh5T3O8Oi6CFZya+XaBHjNJDFydRRq1bRBMxlz\nxRWqqNd7yy2QgJ2r0Bira7rcB1mOuvUZGg/tqnZHecU/GhhhmG3ACHzaU7HbCnzSeo3YP0u2ta8o\nLhlunjI5WIMohnFwPpmiZJCWTFv6Sx7IxA3fLmbvQuzcOgLmczyzWC+c4LEBvXGTQsefgtrZck91\nU8J2hjQqD5+5Bz/1ITofWrrSvb6v7riPCsOFmk6wYLK0WFuUGONzWtVRFFjWviSmomzoMScPDQ1O\nkp3WeStPUQYzxQcRCo60pic0AYlaIYTUTQZaLW/7TMlcxVbmstDqE25OvctUa5mIjyijps57YgNo\nuYnHKMqQllSEVzQSA6LtvyhxKvbYm1xvX0WL1K9+HfM7nweePYKswMAbbR5R6Wt8ZxoBRNqgbQOh\nzZhAHEFxAxsBoextL0nZlcBOZDif/dI+1YA3Rq6dXWgj1fhJCsFUbuQVyWj08StdBnUTvwKUMejh\n4wSFm5p9jYtiGTF6JTKoTHM7LSeDpIfSgSA+lATmmlQtflNnmHVYxUuQjDlfDiFvz3nigFfqaWOd\n4N0dFfOqDqtovb707z31m7vpj90yjAkFw8GEJM05fmPHasNnrbfS2SDcU0tHzdEnmKDDLWxDqrXA\n2E1Vs8Om7gdn+FoGwQMyjO0CXjhPqtO601xWrb93h+TP/xpvfOTD3P7PLnNSrtnHyLPt05yJ8crE\n4dsQhdYlxTxpM0pBUDv7XGOaULYO+8wY9wbe+1K0JIOn7G47QVW7z1ZDKfDQwhzSesky6J6bk9zt\nhxJraytss6DfePhjVuhj/cazOIHQjVu/Nf4KcsDTgTSUYogpD6DgSPkA+Qh6Td16bTvZdt/19hnF\nY+BzNdTWXMpCEZeZE5LcKIsKY9OmbhOsFI61j40O8GEoDvBHoVwCOF+mMKTZlFl8HkwG77K/qbst\nA+CGUYZU/xqDre9zzCN8BHNHXnbPqUwGeIsqA6pLzy/XVUdiW/KjLYKn41E/b5cptBND6rwEPtWn\nVKSMk3aIwmI9rAymThI9q1ywNk2lPYDtE+f+NKDmVRkTY+4ejDfZHB3RbuEprEy0jzjOIS6wFqfu\nYxQ2KbKXw66MrsRKD7CNeIx5iCfAonLflO4Fiq/1zDpowSP8mj9lLvSsb8YBkbHUoW+efPXn9/jk\nH3yG+krupbx0TrkzpD+aN607grB2S7Qmcmu8KGO64aJJZIg/aKK1fVv2h5wztM2S0djokeSpOqVv\ntGVDYB8WQc9lm035xgQ/CtQLx4t8lM7brxvPNsOKDcK6og4hUMireVIGuX3IifLVx3u7mor11t9p\nqcopH+GZBF5G4Cuut88ofvYLeJBC/roM2xb2xJfweJdOVNHWtUilLbSKb9ul01jcuxbu17QLa6+A\nPg2eVbUNEX4SBMU1l057lVTQgvLaxqHGE8Bm+Gr1HANUL+JXpAzam106vgWGqQZK2Q7wtH11HBLH\nQjifEjcCPrWJhYnpeJVHrs/UgSKvPWq9R9udhvPg0/3Yqw44YYf6fLlxHc553Q04OyA/WoGRdQ5s\n9zeWincAFGXCcP2MyX7X42CuJK4ZXp2nbQ9xHzOEL2PzdwjUu/gGzyLx6Q+X+AbhbWMot1SuVzuB\n1VZW0N/o0vxofX6B4t//w/C/D857irqVPvS6rpskI6oqJIi8RmVIae08UphFvXNYX0rGHhe8/Kai\n+rJ1K21iRdt5V5VTjM/6tp3i5i0CTDTZebKUTjJsRErOgp4TH/GScUUQUycBQVX7YdTSUkCns0Pb\nSvQhnUFDzgeDSet1QmsEC/z/QMn5N3C9hg+ZwHM/ethKDTH+h0aiAwwhDaHuQe7CvfYpp4WzBhy3\nCUmT1gvbGQKBDDJi8kRVB+RcjK9IE2lm4FwhZXH/62b4MhcZHd0P9jzE+DSg3vut6Pb6THkYCpcV\n5iqm0YxPWn8rWk6bfKfKFIXXMrAK+2N8arntNeoovt+wqQZNBg48rNGOVxSOtj0lOO/Na0VbFq58\nNiR4yEo/7R1CcuJzflYnXhq/8/cwbPD9+E2ulS6RhylmDEXqfxXjfFJiDLQbrXHQvUlAsY0dtqGb\nNjShWF03oMURtH4Wtf5eN+c4j9f/CXz7H4Pv7npC+oRmi6xFxwTUJGlOkceupUXdKCl1ewvqKmjC\n1j4zlqQEdLnLRXtEPYKmTQMpdENBiBxj3a7OzRI49V573BxUEYGbY0uJlUhZvh1iaxSswVVCkdak\nOiu0nOWpaum1SxTbdQY6TwTRtjPl7QqWDrbkf1+q5DTt0BRWyPCt4U9YsTfv0TA7sx33GueRNIao\nNl5dABzXWCHNVTxIooUn10EAvzy97L7Xxf59AYr7w5+Yr7CWmjDAA/I6atuekgzXCj48a2OHSpPR\nGh/wtJrwvu9FrlPoq+t+WohcJj2XjLSMtla+xkKugGAA4X86WOR1yuoo5tK9ygAo8523Xqf7UOjd\nPgi0C1ab9wvvqoGnUUDkLYaYSO+y6lC4xFnwvoL66bvw31w1Rq3ernC3rVr1G5gxvAkcFRioeIyP\no0W7URpbY6o5EiTShg50/8K729kM8IZTiSSNnQA9/W4Mp5+Fv/cO+C8u2Y81TVHFCmdNX5uqCAhT\nQ1wr5pyySlWFxIEJl3RZOHUaaxB2ypqvABJKolyYbkFLVohJD4+iKPECsI6j3MRNBlw4IgRNCG3K\nOHkj8JIzoMZat/aZoXp+4tpXRrapUvJsRdep8YGi8pJqrNVGrGp8Rc46sAZf/JbH+CvxDwN/ije7\n3kaj2E6U6JRV2kgKxvLCasyAqKHLAWYYB/iQC/tdvYEVN7e5BQKPas4fhzI8Amu0MGU4teHbC779\n/X1AY2MQhf2peZSwOvntCjsVigr9V9ZYs9hOBuXYUagjvO25ybuqW9/L4LeTHe1jWCtGcYaMYntJ\naE7a+KQ2teJTzWF7HlVnpTEFHwO2V7o+ux3LJPjQXpZsQT036od9conEZyVxGgRQ167B/aUZxQcv\nwg8/C9/3Hni3mw7hc9cxzuhd4I0KqruYITzELKa8wnYY0s7QCNPV/Sprobjz/phShk8Z/vY4an1q\nHORVJ8ABlDX8aAf+0kaDhnT6C/rMyEmIg5x51bP6YZakLBkw4YgNwsC8NLDWp0tyKpbsstMeWk9g\nuD9f+f+2d+bBlt5lnf+8y1nufnsl6SXpJDSdhQAJSyQhCwYIKRVSGSmSwnFKHbUchREVMZRVqCWl\nouU6UOOMYgFFgWUbiDMRMpOBGBSEMElj6KQDCSQx3en0kr7dfe89y7v5x/N+z+85p7st/7D7nj/O\nU3X6nj7nPec872951u/z/MSW2BzV2bVDFeK7tkbUoyCv8YrVYM4jdByISlbjOtZZEVEmVcARCprj\nBbecOgEBPJhdW0FLUc5LPeTVBfCRt/1nfuNzv87h122Evb4d0jCtoVCU6hEEY4agCmWVSIAJcVvX\n6wySDBswFaLv8tbGJkKMURtUrpACJNL2Wh0Q/AglLVQJcjryAlLXSCAqpia8h9SwmsRBCNaL1InA\nJ0QEePSndws2o3ifMsW4e/I8SeBlhLitYpLqLuCA4oPVr5CGNr3CDhKGSiBoDAVRkaWvh99d1L+t\ncfDQIQhpVu3aE8Amqn48wNr16m4vBjWx4xSyrGEH2pcRaSMn/70GXJ/An34J0hvhgjjk846sYjWS\nHl6jYl6/9iTcVNyt3SY/Uu6+UAMaB3U10JjpdX2HxliCVULTx2jBBPU88B3400vhN+1099aCtdJb\nZMlagc2asGmQ1yV084PkSkKJjoaYYaXOQ7eCZSWh2B/5ebmqEJaF0EWatrrZxqkn+BV1/DIUvDfo\n063PiFb7u2admbfX2hRpYr1JlSQ76JaFh+pKaqn2OQ+8DJyYFiYa1sO337KDK57ZS96KoHiiHtcF\nzkRrKBSVYPEWj7KZXtiokFHBIM3gNLag2xgGcUv92rOcWooit1CzrFHT4pbVpg2uBgqnGzipUPEs\nXn2qS9UzEoYq5/OCQZtAJLfV+zAybzx6tXTPtTEVRFE2PGHYolNiR+97AeddVw+bUcBGY+Pjrr63\nlniRgJblKNdw1MrUd8kMUNJGY+OrW4RjLCg7FpBX0kCHXeVVY2AhVkVEUdZzvK0Pr98FXz0C+T3w\nXQlaZZB9XFjSQELLQ5d0L3qucdY69c35Sve+h+boOqVUfZBL8y2LVOOn3b8EtOHIw/CpN8IdsGn9\nc1zPl0nJOMRLaNHjEJs4wiZmWLZsblTXOTODTtWDiim65narNsA7TYPmJwyF1Ac6Ta95IznHMseR\nIUib9AYdtyUuu7RI6pBHOVjb1PHGYEm2Vus11iakAaYJgtvjNQVSkUMo9Jr0dBt4KfzVa97One/c\nTXHfYcxF0Lo6M62hUPRRUm2aOm44WHwe/Tzl/nbdNbNY7FCu93MESIoHCWtBalFKQGgz+CC/stfK\n4o52pfQZbn0/hLgdBAtQ8UupZQXqVa/l3Vp9JwRXWX3o9V0SNFIiwiNIoOu+tDJkjcq9030KgN4k\nZFbFj79HrTIfdpCS8SlLJac8dEe7SVjG0RicVnTmnks5KMxgGYbqD2P6v9Qknc4ZlJBVUX1GToNG\nM6OzUp/7nRa0Flfof3KO6vJLoC9LWWUqskK98vWxV5kbCjOMWuFeYIp8ilQYTK1VKWZ5Clr7Hk1Q\nENxmzUtBSNRNwZe/AjdfS9mKmOcE5/M853MQnXM5z1MscIJX8Ch7oyt4jm015KVPs64cWWWGjEaI\n0WnrCXqqk/uk8yWMpC99RKHWrdPdLienZrGGsQ2sbYeNmbUNS2m4YgVLt9g5PRYpNkB+mdTz4fWy\nQtraql7va4i1xCXAzwcugve86nf4k4V3Y80PlglBSJ8UO5XWUCh6AQJhs64nCC+5FdqcGh0Jve0w\nc3mt3TIMU1G46+WyyKLShvd+gV8Vei9y36HR9vi8FsMuuNxXPbSivPUzR6jX8hYKDGdmPTpW4F4J\nH4UDZJ3BsIqX4BL/2vjacPqMkh6KX4rfUWHksRoS3hKAfmwVO1SwSWPqx82nDAv38Pzp3hsj39uF\nY0c5fucmkrsPkiZWG9yKuuYkpgllGTM106XIE7qdFkWWUsUR/NE2+JknCIEqkU8MyZX3hbOyGiVE\nteZ80M37dN4K1Jzpfa1zCUyFcnx4QeMuyJISgDmh50oHPnOcdR9c4n7eRIwlXC7mu/Rpsp0XuIqH\nmeckO3iaDlM8wS6OsBGrIzFhdJQNweNXlYivWCkJQlMAaUWxtKxVIVSBum1LwAW0pM5HL+tfT7Gj\nrawkcJVpplkZwHPKJLLGvzo623epqjPdg6nRdvbLZs4e//ADr+GXWr/DP268ljqLxnBzzIrQ9fBU\nWkOhqPpaLYpW/VBzRS0UdaTRgtoIrIPkakgSWOljAfKXYKOmwIe+V7Pog9+jWDgtYJ8skKDT4pTa\nhGGIBQSBXmEzIwGl6gdFiP1G0m964LN+W+7kUYKAkhUWu2vVE9FbdOIdd48Vw/erDVm416TJNdZK\nM8r9HuURghXt3XdZ5bJcNV7iQ+Mk5eNLK1Rb6aFBGvs+PNAlia3BQVY1qKrmwFKMqAasx3FJlZTE\n8ytk18/DxTfBd+8lZP712xoTH+fznoTuT2tRoQrx7xHiufuc1opwoqvue5VQ0xoQrErzrpi0vAkZ\nAieBdbDvOzz3xAVcteuRwWFmB3kJSyyyj138HTdyBXu5gr1s5TlOMscKM1zH39OnxS6esIywnCAl\nWMSS9JyGaZ4gx5UvbBFa66WQ9iCdCvtBpXtWhdRCpzLae4nFD7EjgWMqMlJimixNz9NeXiLyWELF\nLlcJxWCx40c65zw4fO0i/4X/xu4ffhfc14NsUKfp5kbegj/4epjWUCjCqQAkDwouMAGozSZtuxni\nq+1pfxmDUWzAjlTT7HkIRN89l3U0mgEchVT4eKPaMseETSBrUS7WiuNPIYGjBPfdC0K5lLJcxDME\noSylINyEyLtxstx8NYrfdLpHuWvqd+8xdVIc+l4P7JLlUnFqvZR3sz3+Qb/vAei61sc5fdLCJ9kE\nYdI9yXKr4493biDLmsRJSRLnEMX0OtZarihiO8IiDm5RWcQw34OPteAtr4D+NxhOdPmstx9X+Yo+\nrAHDCShfFDAaulC4xWfifbhFzyU8PT/CmMg/FAn43+XQTQ3+/M9+lqlrjnPlxj28lm+wiUNsZT97\neBV3czv38HYyUi7iaTZxiGOs51L2sZ6jrDIThkHOjeSxD/l6O0E6U/ozZdBjs3WkT7GYDCA5Eoh2\ndK0dddqjTUZzUG5YEtOkjx1cVQwSQ2UEiRwWX0GZOX6Ux1IOawaqV8HWhw+RvaMBVReTC/oCj5Ur\nGMbvnkprnH2WcIgIm1/a80KCtlbS4wrgfOwslSNY/FClc4ewm1dbXQkWqT5pak/JaZ7LLfYpuT4m\neL1LLFdRwk21SVo1cru00rTQ/abw5XajJKGhKcrcawWh9NFbfFKhivnB8DmVMBxj9QJRMUHF0ARS\nk0UkV1LCTcpL5C1aCUrxIqUkwekhSMJYtBkmX7mTAfNM/WKHKK4o8oQyii3bXMcVBcnpdU1Ilnli\nDYvz1PTBh3bA+/YR5skXDUihaQ0q8+/jhxojCKUTXqiOri2tG9FoBl4K53Tf7+cgJczNcRung0fg\nq+fRWbfI15+6ia+vv4EtO75H0UlZP3WEyxuPMcdJChI6TLHEOv6YdzPPSS7jMa5iD1dOPxmGXsLG\nh8YLx4a2qOwCTV8d78uTlCbZUFmfZZozIico23TrM1qUYKEWhsI3JlS63T62lWVka1nJcVA0Zg7K\ny2J2vfgo2Q+X9Q0dcYx7ierH+3R7zmiNcYrCBXg1oKLGGrA6mIFLsVlTG+2jhBrpoxjobM59t0bQ\nu2GMvN8Y+b8GSoLU9yBSf6VFgnZXFFgWaF2NMBCYmggFaCD4Az6jKz5LQhmiZr5LCKpojLQ6JVR8\nJjt318h6Gc0GixefbU3db/hrfaZbAkTdSbWTRhtQNN1nfEZWCQyfpJFF5PvN6z4Un9sMV29icedT\nlCRkUcPOcM5q3GLdQquzOkUclcRRSTqV0Ts2D3lsQ/Vm4EdvgU/cTYBJSenqd33cVQJcvMNw8skn\npDzPEuYelSClLEvQKztlwhVH9b6jOhj59Vkrqg+twJtnbP/nMQemt8JymxfKC3g8ezWN80+yZf0B\nXp08xDb+mZ18hyUWOMAWukzx7o1/Zp/1OMSU0CpMoVYNgXRZ5dipb6vKLZYY0nERbToG/SGmWVuM\noQa6qjPidrpgScwMK2ZhytFQYyKwNIN+7xjBoVgP+WsT3rzpXp7cfDHmKj9PsLaPEzwluctar6NK\nLNAaCkUPhxG1sdigmqhNQXIpzCR1Yfjz2EwK2K06ZWl/WZx+I0OAPHiMwWgJlk9eaNa1QuRbHCcI\nbm0mxdtkVah6Q5lGtdgSf76UUIJh9K9WnreofJxNG0wWhLK74lkWmzLUIn0uc+9rB3gLVuMlXiTc\nPYDZZ91hOLYIwWpWhF4JGC9AdY1+32MqpGQMqxjfXNAvWxR5QpyU5P2UsoxJ0sJOPSxioshAxAC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kU4HV3X+mSOrl/F3Djx47PV+it3R4tzkaAAC2AX/D2Gjf8ApPedtOaxSUmv2yJJc2v8UENv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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f_pos_t = pos.data[3, 0]\n", "f_pos_i = filter(lambda x: x[1] == f_pos_t, enumerate(video.dimensions[3].ticks))[0][0]\n", "f_tagged = video.data[:, :, 1, f_pos_i]\n", "plt.imshow(f_tagged)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.11" } }, "nbformat": 4, "nbformat_minor": 0 }