{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# QCoDeS tutorial \n", "Basic overview of QCoDeS\n", "\n", "## Table of Contents \n", " * [Workflow](#workflow)\n", " * [Basic instrument interaction](#inst_io)\n", " * [Measuring](#measurement)\n", " * [The loop: 1D example](#loop_1D)\n", " * [The loop: 2D example](#loop_2D)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Typical QCodes workflow \n", "(back to [ToC](#toc))\n", "\n", "1. Start up an interactive python session (e.g. using jupyter) \n", "2. import desired modules \n", "3. instantiate required instruments \n", "4. experiment! " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importing" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Logging hadn't been started.\n", "Activating auto-logging. Current session state plus future input saved.\n", "Filename : C:\\Users\\a-halakh\\.qcodes\\logs\\command_history.log\n", "Mode : append\n", "Output logging : True\n", "Raw input log : False\n", "Timestamping : True\n", "State : active\n", "Qcodes Logfile : C:\\Users\\a-halakh\\.qcodes\\logs\\200325-16084-qcodes.log\n" ] } ], "source": [ "# usually, one imports QCoDeS and some instruments\n", "import qcodes as qc\n", "from qcodes.plots.pyqtgraph import QtPlot\n", "from qcodes.plots.qcmatplotlib import MatPlot\n", "# In this tutorial, we import the dummy instrument\n", "from qcodes.tests.instrument_mocks import DummyInstrument\n", "from qcodes.loops import Loop\n", "from qcodes.data.data_set import load_data\n", "# real instruments are imported in a similar way, e.g.\n", "# from qcodes.instrument_drivers.Keysight.KeysightAgilent_33XXX import WaveformGenerator_33XXX" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Instantiation of instruments" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# It is not enough to import the instruments, they must also be instantiated\n", "# Note that this can only be done once. If you try to re-instantiate an existing instrument, QCoDeS will \n", "# complain that 'Another instrument has the name'.\n", "\n", "\n", "# In this turotial, we consider a simple situation: A single DAC outputting voltages to a Digital Multi Meter\n", "\n", "dac = DummyInstrument(name=\"dac\", gates=['ch1', 'ch2']) # The DAC voltage source\n", "dmm = DummyInstrument(name=\"dmm\", gates=['voltage']) # The DMM voltage reader\n", "\n", "# the default dummy instrument returns always a constant value, in the following line we make it random \n", "# just for the looks 💅\n", "import random\n", "dmm.voltage.get = lambda: random.randint(0, 100)\n", "\n", "# Finally, the instruments should be bound to a Station. Only instruments bound to the Station get recorded in the\n", "# measurement metadata, so your metadata is blind to any instrument not in the Station.\n", "\n", "station = qc.Station(dac, dmm)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# For the tutorial, we add a parameter that loudly prints what it is being set to\n", "# (It is used below)\n", "\n", "chX = 0\n", "\n", "def myget():\n", " return chX\n", " \n", "def myset(x):\n", " global chX\n", " chX = x\n", " print('Setting to {}'.format(x))\n", " return None\n", " \n", "dac.add_parameter('verbose_channel',\n", " label='Verbose Channel',\n", " unit='V',\n", " get_cmd=myget,\n", " set_cmd=myset)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### The location provider can be set globally " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "loc_provider = qc.data.location.FormatLocation(fmt='data/{date}/#{counter}_{name}_{time}')\n", "qc.data.data_set.DataSet.location_provider=loc_provider" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We are now ready to play with the instruments!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Basic instrument interaction \n", "(back to [ToC](#toc))\n", "\n", "The interaction with instruments mainly consists of `setting` and `getting` the instruments' `parameters`. A parameter can be anything from the frequency of a signal generator over the output impedance of an AWG to the traces from a lock-in amplifier. In this tutorial we --for didactical reasons-- only consider scalar parameters. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "8" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The voltages output by the dac can be set like so\n", "dac.ch1.set(8) \n", "# Now the output is 8 V. We can read this value back\n", "dac.ch1.get()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setting IMMEDIATELY changes a value. For voltages, that is sometimes undesired. The value can instead be ramped by stepping and waiting." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Setting to 0\n", "Setting to 9\n", "Setting to 8.9\n", "Setting to 8.8\n", "Setting to 8.7\n", "Setting to 8.6\n", "Setting to 8.5\n", "Setting to 8.4\n", "Setting to 8.3\n", "Setting to 8.2\n", "Setting to 8.1\n", "Setting to 8.0\n", "Setting to 7.9\n", "Setting to 7.8\n", "Setting to 7.7\n", "Setting to 7.6\n", "Setting to 7.5\n", "Setting to 7.4\n", "Setting to 7.3\n", "Setting to 7.2\n", "Setting to 7.1\n", "Setting to 7.0\n", "Setting to 6.9\n", "Setting to 6.8\n", "Setting to 6.699999999999999\n", "Setting to 6.6\n", "Setting to 6.5\n", "Setting to 6.4\n", "Setting to 6.3\n", "Setting to 6.199999999999999\n", "Setting to 6.1\n", "Setting to 6.0\n", "Setting to 5.9\n", "Setting to 5.8\n", "Setting to 5.699999999999999\n", "Setting to 5.6\n", "Setting to 5.5\n", "Setting to 5.4\n", "Setting to 5.3\n", "Setting to 5.199999999999999\n", "Setting to 5.1\n", "Setting to 5\n" ] } ], "source": [ "dac.verbose_channel.set(0) \n", "dac.verbose_channel.set(9) # immediate voltage jump of 9 Volts (!)\n", "\n", "# first set a step size\n", "dac.verbose_channel.step = 0.1\n", "# and a wait time\n", "dac.verbose_channel.inter_delay = 0.01 # in seconds\n", "\n", "# now a \"staircase ramp\" is performed by setting\n", "dac.verbose_channel.set(5)\n", "\n", "# after such a ramp, it is a good idea to reset the step and delay\n", "dac.verbose_channel.step = 0\n", "# and a wait time\n", "dac.verbose_channel.inter_delay = 0 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**NOTE**: that is ramp is blocking and has a low resolution since each `set` on a real instrument has a latency on the order of ms. Some instrument drivers support native-resolution asynchronous ramping. Always refer to your instrument driver if you need high performance of an instrument." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Measuring \n", "(back to [ToC](#toc))\n", "\n", "### 1D Loop example\n", "\n", "#### Defining the `Loop` and actions\n", "\n", "Before you run a measurement loop you do two things:\n", "1. You describe what parameter(s) to vary and how. This is the creation of a `Loop` object: `loop = Loop(sweep_values, ...)`\n", "2. You describe what to do at each step in the loop. This is `loop.each(*actions)` \n", " - measurements (any object with a `.get` method will be interpreted as a measurement)\n", " - `Task`: some callable (which can have arguments with it) to be executed each time through the loop. Does not generate data.\n", " - `Wait`: a specialized `Task` just to wait a certain time.\n", " - `BreakIf`: some condition that, if it returns truthy, breaks (this level of) the loop" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# For instance, sweep a dac voltage and record with the dmm\n", "\n", "loop = Loop(dac.ch1.sweep(0, 20, 0.1), delay=0.001).each(dmm.voltage)\n", "data = loop.get_data_set(name='testsweep')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "plot_1d = QtPlot() # create a plot\n", "plot_1d.add(data.dmm_voltage) # add a graph to the plot\n", "_ = loop.with_bg_task(plot_1d.update, plot_1d.save).run() # run the loop" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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mHJpslVnvgeKuIoTAGCOEOjODCQr3BjH2gt3Ka/EG4jHe0vKIC0EQ8rsi4MVD3CXPbg8+3D0p3KVPBiFUk1Vmf+TtxbSiJQNWmeWwO/IROnmHa7W5zwp3jDq0Q6Yyn5zaWQ9bE9if+PHAloqEhTsyEeUecGFbJP4ijyaycO/uCVAKJgTFGKHuzGCCwr1BWASzLk3pRAghJLet21m3S8W9O1aZRJ8MQujidv9OxCoTFu42JUFb11w5yMIdFPe6YZxTcnKXqTVYRgZ3UEpYdxVHaZUBxb1WcA03rDBVBpkYnhow7lrkYBLPcQ82+jY0pyqEVpnOJEJC4d4gCCGdqRFDvIC3N1GRMUEI7szOo6ZVRhrc5f/X4aZtQqksU2VAca+bgAuL4PDLWqPcZW1kkS573EFxbykLhXtlm3vAhWsle9y3B+BxV5GpMgihzsxggsK9QRCCupeH4AUct/bvYkLg+aZBB0hT3JXm1N2Rtz2c1fe1lAh49bU7WGWWQ6h1SepV3Gce9y5/ptOAu9CcWj/GDyDDVhnGXZsmWmU2+3ZnlCZTcIHkRQgUd8A8FGOvncp0Bh7jGOG2Ku5cYIQ70+sWz4KUKIr77tjfnivudWzKr7xqD5jYO/bOrblglambZSruMrhjCWnxKwSsMksBC9OHUFRxPzt0HlVT3H0u+hZVmlMDJpgQQ5eCx10h4nHvyAwmKNwbBEbdCTAJ8QLeXpt4wAUlqDPXwbTm1L5NBy59NBeB9sbe1qBGxV1gxFeqiYYZhd1WZ5vAMhV3GZVNKW7p/p4OPhM2xRbBAiE4dOuihgtUVHHfHjoVUygYF72Y4n4w8Td6tk0JKO4KoVWmMzOYoHBvFCLgxpf6K8YLOMFtdZ2ybsVBplll0GKwTNiciurxuKNVq9zSJ4OWMsvzlKMq7nVucUjFvdsedy9gjjVLFQSbe03UcQ8ee8HAseT/G1DcGe879GgaRF/p0TRYcy3YjYkTKu6oKzOYoHBvEAETNq2a8No0PMZJa2tfxgXFuDNxkA+PvHNJzakIoYvbgzsnhfuJVaaOKPeVHwph4V6rcwNACDHGKY2kylBc3+bbafC4S8Ud1eNhA0KMv7PHPu/bsxPBQHMqExbFGz076pY5mgRrPQsU9zicozDaqhszmKxVv4BV8uUvf1n+z2c/+9nVvhKJz4VrEbluXvVrMYa0yrT0VhpwTkhbfT5x0jzuCKGLZ/p3Hs/Mf4upMjVYZcSKt5Xu7h8/vdlHNQvAAFrUulDdOe4yDrLTuyiyORWdbIXZq35FHQQLZPx+NfFYz1yqjHSgbfTtg2N/sz87BmTlYFPcGW+nKbgQJFTcN/s77Q+W6U6BWIKG1OshPuOORcbTTsUFeIy3V7TmHHXKKjOanhumFO7bgz+9uy//f9Hjbt4qw8WKzTL39ifPnxvK/5cCbdSHDRhEeW/rnZzqBX3HqlXUXzk+4wOHIlDc60Rg85J71CpTvXCXqaCbfXv/2L84/6b0uBOMpVIG17SQ6LvRDcUdrDINwme8b9OjabesMgEnBLd0JErAudXaVYfC/rE/dCyLJl/No4r7ose9DsUdCfN5awW4u3f89FZf/j+I7rWieNzrLdxnVhnSmRioODJVBoHHvVYEYqYvUNHm1LND99FoWuXZZop7z4rOYJJWGYQQuGUUFjzunVDcoXBvEAETrk1HnSvc26u4My4I6YjintGZitTm1KjHnU5944q7WG1ldW9/8tRmT/5/ty3RK4cxQemSCvfT0JwqpVYEhXudiBr6U+XBKf9/vWcde6zKUepzYc+tMuE3Q5MtuGUUhBAYg+IO1IPPeN+iXWtODRhtrU18Vrh3og7IMLijSHNqwMQ0YMN5l4VDifE5fM3xuCMIlqmZ5Svu3d5CCRV3sMrURx3XJ5lVGn5Z0S0TMG5RojSnHk6CdVDck4haZboxgwkK9wbhM9FzyKhmj/tP/9JXv/SNO7X+iige47TO8OZakSd8NxT3B0fe+ZRIGYSQRfG5oXvvYBL1yaCUVJmf/8ff/tu//aelXwkXiImVvaUBE/vH/tn5WwHBMrWyTI+7rI267XH3GHdotDkVMI9ASNSZ444QOrPmPj4q75aR62HpcQ+/eTgN1l0L1aO2tBrGURht9eRGb3PQ+pZuKNwbRMB5v36rzOPR9KvvPqr1V0SZBtwibb2VBrPCvZUvXiHbKoPm81PVwj1pR/69h0d3K0Th8pUq7uH0JQlYZWol4NwiJ3eZWvc3ZpNTO/2BguK+HMwepROfuVY0XalqlPtMcVesMhN/rWcjhGyL+HBsRIimylCC3757sNrXUx0o3BuEz/jQsepuTu3b9HsfH9b6K6J4AaetdZswLihGLTXoK+QW7s9u9z/cPY5mQSKEehadxIQ9Nh9EVw4mxArNDGGIu6TbzoqVo05OrTXH3WN98LgDlRECmb0kKHI7Qmh74FSZ3znPcV9oTo1YZcDjvkC0cO/GmwOFe4Pwmeg7dFyzx71n0XfuLbVwtyhpqduEcUFJW1+8wqMj72y6VQYVUdx9LqwKVw7OV5nrrxTu3RZoV84yJ6eeCo87WGWWgTCruMslZfQ7Z9ecR0cVCncurPTmVLDKKETlgzAuc7UvqSKnOse9aQSMD116VLPHPRDi+XPDf/PR/o89s1nrL5J4jLe3Ngq4sCjqwAIdIXQw8Z/Y6GU84OJ2/w9/sPvERm87orgnetwDxikpX7lzYdxBWoCPDyeXzgzDLxvSnMo5enA0eTLzA2ojquJepxwuyyOf8W542xLxAuFYGIHijpAQ6Le//dGffDSbPvGpC+v/2U9cxCayyzkynOMeV9yrNqdybhGietyhOTWFqOKO5lehVufcg+LeIHwmhq5Vt8edMf4jz2x+84PdWn9LiBdwm7Q4DpLitnbWKuyOPOXmoSATIWOKe4Kw5zNe5arHuFjhQm5/7Pfsk+seIZg34OD8tzt7P/k//d6qX4V5lMK91nd7nuPeVplAh4jiftoL992x97d/+0+f3erL//7e737vB49GRp5ZCGF26RdX3M8MnMcVrDI+EzbNiIOEwn0B5SrUgfcHFPcG4TO+5to7Fdr+dAi4+PFnNr/xwe7P/uQP1fqLJG23ynTGMquYFuJIq8zeyDsTscInW2UYx6h84c45X6EkyhcN+o2p83ADdH/DxA+5Ws8m2Zw6DXg3VtqJeAFzLIpStsJOFYwL16YvvfCc/PKffePDiaGJE1wYznGPhrhLzqw5j98rX7gnDmA6nPjr0JyaBBcoeh2aNXZnNXw1HVDcG0TAxdCpPcedcfFjz2x+8/YSFXfa1tqXcU5bu+pQ4HkdpbI5NTp9CaWEV/hM0ApXjkCgFU5gik7RQ42xygiBjOzyN4r43PUlxEFSjLrrlJlJrQh8zLETuW/TY0OFOxbYbF6tEuKOKqfKyB5lRXEPrTIOxV6Hz4HiKPe+DijuULg3iIDx9Z5Vu8edi2e3+9OAPzisNHVZE49xu7W1r5QMu2GZVe5ziTy73b+7f5zfnMpElSqTMcO9X8V+u2reaEqOewOWD4ZRsiDRUianUkpYO682OoRxkHWMNG4XSjXWd+ixZ+YNYaabcOKK+/bQ2a3kcU/IcQerTBrKva8DwTJQuDcIj/H1nj2u2+POBSX4Jy5tL0d0nxXu7VTcuRAWbqtBXyEuf8a5eGbw8NDbWmhOTagPPMaqWGWY4Cs8HpRGpYYo7gSj1b8I0zAmKF1U3Ot8t2cDmLribUskjIMExV25oBlU3IUw3IQTb049N3Sf3Cjv1ZBxkH2b+nzWii33ReWiDgp3he553KFwbxABE+v92nPcpQz2E5/YXk5/6swq084FbsCEZbV1u0BBp3B/dnvweDzNVdy9oKLijtjqjodlzvLUR1RZCTWVuMe9vnc7rI0a8oHWxDTg7kxxP/Ue90UZtWdTUx53hJDZRNF44b41sL/6/fJjEMO9rI2efTDxUURuR50oTM2iGBE7sOiFwr1B+Exs9OzaU2VmivvWN2/v1fqLJHJvt6UaGOOiA9tqEiYQzasNL273DydBdqrMNOAWRlU+TyZWaZVRGpUakiqDBBKd09yX6XEPgzsasoVSE5EBTKc9x51zFPVh9WwyMbSS4cKwfS6eKkMJHjj0cFLyXi8Vd4RQ6JYJDe4IIcfCXtDZU6AEquLe/uZdKNwbhM/45sAa1exxl+1Ny7PKBNIq08rzRIo6LX3xCoxxmtdSevHMYOKzBatMTHEfTQPHJlWKXZ/zFWqiaqpMQ+o8gTpXtye0VSyjcKd4hfs5dRN63BO7xk8VanOqOY87N60sxAt3VG146oniPu9PBcU9A+VQ6YCbDgr3BhFwvuE6S0iVoQRTgn/0mc0/vlO76C6Dh9tqleHCIqQbO+86zalnhg7BOCpOxHfkjz3mWrT0YoYLQRBe4X1FeR8aorgLhETnvDIJHvf6rTIduCtnEFHcT3uOe6s97qhi4T5X3EOrTJgFiaBwj6GINR1Y9ELh3iCkFj50rHK1+299/c5/+4+/lfuwcLH+71za/kb9ovs04K7V1lspY8K2OnIRVHaWE/nRZzb++k89H/1OfEd+5AWuTUq/JQETlK7Shax63JuhuEufTANeiEmW6XEPgzu67XEHxT1ETZUxW7jXPIAJIbQ1sPfGfuLjc/G5sIm0ylj7xwFSrDKt9XD/N7/5rX/69Q+NP60SSNCBhQ0U7g1CqilDl5Zzy3y4O/7auw9zHxYWLj/xia1vflC/4h5wx6Yt7e9kQrS3s1ZBR3E/O3T/5n/8qeh34sKeVNxZWcU94MImq2wbUFNlmlHncY6wQE1YQhhkmR73MCq7ISuxOhACMTFbC4HirpzIPYdOzMVBms2DTFbcKyRChr7HFKtMW/uyvnln9zs7+8afVunvau/7EwKFe4OQ+19D1yrXn7rRs47zunO4EBhheblbjs3dC7jb2jhIJqvMdr54hXB3tRBxYW/sMdcipa97AeMWXaX7KJbj3girDBMCYdSEV2KQeI57fT6WE8W9ux53aTuU/w/NqfUNYEICB0YHMI29YOCoU+q3B/ZudcW9Z+9P1ObUFjdf1jOHDgYwAXUh86cILl+4r7lWbndOtGp5eqvPuPj4YFLid+njsRYr7gEX7Z0epaAIVJokNKd6Qc+mpUtMaZ8wPVO8AIyjaI9uQyzRnAuMuiYVxxV3grHZoL2QiMe9ra3wuYQGdwSKe8z7Z7BwZ0KYXUIf+7xvq7XW1sDZK+9x55aiuE/8tbnHvb1WmZpQLkQdeH+gcG8K4Szr0oW7QKjn0OxCXHGdLiEU0gu429o4SM6FZXXFKqOR4x4nLuwde6xXoTlVHoErrK6UBUx9pWQheDcVd9XjXt8y6SRVphnepzoIDe4ICvfaUmWEQBghs0ep8VSZ8GK+0bcOpMd9Gqy7rVfchRCohoEWqse9te9PCBTuTSFcQw8dOip1AQqYGDr03n5W4a5Ubz98fu2jveMSv0ufVhfuARcOIX4nBLyShXssVWbksb5TvjmVcU4JWaHOHRvAhJogvjAuCDZWcV7+W//i3ftHRp6qCgmKe23GpGM/6NsW6rTHfdEqc9oL95qaU5kQhBh2Wx17Qd+sVWYu84U57lGPe3sVZYFQHSOklcK9IbusVYDCvSlUV9yZEGsuvZtZuCtGZyZE3UvPacB7rbXKMM5tq61Zlgo6zalx4vXB2Av6tlW6OVUe59bqWn4b2pwqEEbGmlMZN5xnV46VKO4YI4wasYtinKji7ljUO+Ue98VloanJqVwuoWuenIoqWmVik1MXPO5t9nDXceKCVQaoi9C/uOZaR6UKd87FWs/eyVTQ1c68+n0CPmu54k7L20IaRTnFnWBMCIoW2eMp69vlm1PlywCrjAIXAmFh6i0RzZjDGp/5tYQ4yFp/y2oBj3uUmqwyXAiMkdnjJ3pwhlRR3MMlccTjHqz1Wp8qg+oZQ6f0NYFVBjBGuIauoLijdZfuZCvuizkPS7jDeUwq7q28jjAu7NPtcUcxm/vYZ70Kk1PlLeYf1jUAACAASURBVGeFpVXMKtOIIo9xQcw1p66w9zdKUo47Kb1Xk01U1OzAVngii4o75LgvWGV6FpmYeEOYEBY2fPyEWaVRDA9ginjc26soi3r0BshxB+rixCpT1uM+U9z3m6W4ewGv0su4WhjvUI57+cJ9Qds79oK+Y5dvTmXcomSFmpCivjTEEs2FQAgbKWoDJjDCTbhzJ+S4Y1TTxx6tjRoS8WmcDjSnfrg7/pdvf2zkqepS3DkiFJm95idbZYb23qi0x3229xJ63Bcmp7ZWUa5pnzBWuOffff707sEfvv+4jhdjBCjcm0J4KpZX3LnY6NvZinu4PJAsQ3EPeN9pq0084MKltBvNqeXiIFGsRBhN2cAlpd+SlSvuqlWmGUUe54JgM22yU8YIRk2QYxMUd0pYPSuKqBuhs4p7tDnVplNTseVL5P/6452/+c/+2MhTKctCU82pXAiMDO8LJVplho7lMV5O+o2nyixaZVqrKNfj8Svhcf87/+93fuF3v2v8lZgCCvemEJbUpT3uTIitvnV3r0CqTH0CmCTggmBkt3YAEwerTNwq47GhY1VQ3IVF8QpvLQ21yghkylnrBZwQ3ITCfZmKezRxryGfqXEWrDLttEMQbKz7ULXKGGpOZVxYxOQuHBciYCL84KKUtrmHVhmbEkrwxGfdmJwqUC0m9xJWmb2xP4wFATUHKNybQhgHOXDouKxVZr3n3DvIssooHve65UZ5p7FaO8NIDmBC8/FY7aV01Y5iivvYCwY2LT85lXOLkOYo7s2xypjKQvGZwBg14c4NHnezRPdLMUYWaZ+wamFs6hUrc+yNNqeavDolhrhLStvcfc7t+X18o2cdTIJoqkxLF3WotsJduf3pZJrtHXtxd1NzgMK9KYQ3udJWmYALm+In13v30mcwLdnjLgt3m2C/nffRWQRK+23upX0yKBblPvZY360wOZUJi+Lm5Lg3xyqDiTHFnRLchKxAmdkf/U59C7bTobgzxzopJtrYn0po+b52hdqsMogSkx73RIO7ZHvo7I7KFO7Rv32zbz84msqdbfmd9lplBEfC/PwlxAWKCgg6C5u9sd+LDbttDs19ZaeNcBu0ShwkIfjCVm8n3S2jaGB13+GkKbO999F5dmHrBby49qlPzCoTrFVpTpWTU1e3CbNkt5gmBlNlvIAT3IjmVGVqBKo1xz1SHrX3gpONx4QTeT/b2J9KsLHdy7gYYcQtI68Py1Lcy1hlhEBcnFzENvr2x/uT0OCO2tycyuuJw1JcVbkLm6NpoPxI04DCvSlUV9xll/2FzX5GsMxKFPf2WmXmintbX39IlctQzCrDBi6t0Jy6YquMECh6u2+I4s6EwBgZeSVewCyKvaARf5Qy86u+d3uxOXVlUwJqJepxR7EVdSugBJv6/OPXNCOiO+eCGl1ejn02SFPcS1llFL/rRs++fzRZd+3wO+31uNcUY6tciHIXNncej8+suU1e/EPh3hRCj/vQpaNpmauPrDIvbPYygmWWrbjLwr21irW8RLb39YdU8rjHrDJrbuXm1NW5p5SLeEPUWSEQMeSs9ZigGDVBcY8fdfWdStE4yIZ8psaJDmBCLVXczQ21jS8LjSjuUsg3ePxMPNZLUdy3hs5ecauMchPfHNgPDqbrEcW9vR53LuppTlUV95yFzYe7x2fX3CardVC4N4Uw6qu04i6vONmFuzLLkBIzCXRpSFNmez3iMvO7vZbBkPhNTp8Eq4xrlX4/ZnGQtcUC5hKzyjSiOZXJOEgjVhnGLdII93PcoFXfFt9pmJwaU9xbWLgb2lZCiYq7Q469qm+IvFQaPEoTsyAl5awyigNto2c9HvkLVpnW3rBEPZp7UY/7ncfjJ9bcJqt1ULg3hfBsLB8HKRX3rf7OXqpVRrmV1m2VmTLuUtLenWvZXdfehUdIFcVd6YGTinvpbJDZW7q6TQzlft8wq4yBp/ICblHSiOZUJqjica/tVDoNHndVcV/cCmsFmJhZnaJYqgwypbhzRIjJraGs5tRSVhnlMNjo27sjL8yCRK0u3IXgNUjuReMg7+yOz6+DVQbQIDSulY6DlPJwjuK+3BDruce9rYWvXOfYhLR9BpOpOMiAC85Fz6al774y0s7UffF//4P3fvrv3yz0I6pVphmKuxACm2tOtUgjTK7LVNyjLYAd8LYlInWQ8Ms2OiK4QBghI59OXR53IQg2OSEuo3DfGth7xRV35WK+0bP3jv0Fq4xVvsXlL//SzV/9/ffK/Wx1uDAvuCcY9vIKkg93j5/YcJtctEDh3hS8QDgWRggRjF2LlLgASS0zuzl1yYr7PA6yrYWvvDe0d+ERUikOMlK4y/KIkPLasNmEzaOpfzdzVHDaCwi/bIg6yzjCxIyLwGfcprgJJop4HGRNJXXAhRAilCEb8pkaxw+4HbXKtHB4KueCYmKkpzZekBkp3OXC3uAusfEcd6U5dbNvHxx7671oc2p5xf3+4fTBYbErqkGEQMZP3Pi9T8cq89RGv8k2geaOhkrh9rXXvvDG9Vvyi8tXXn7p81dfuLTwgJuvfeHN67duIYTQ5ctXXvrCq4v/3lSiZ6O0uRfN/5dbh4UU97oLdymvtvc+OssubL+AFw/m0yfqcR95wdCxqtzV5D6vqUE8NqFFX4lyHW+KVYYLaqglbhpwuxlabNIAplouBdHO1Pp+y8rxGO9Fc9yb8SkXgnFBKZ76fOhUfqpY346RGUxSrKEUM0NijfHCPTqHCyG00bejY1NRRavMSncgmRDGJuvOUQzuSMcq8/j4whZ43I1x87UXr4ZVO0Lo1vU3Xrn60rXb4TduX3vp6iuzqh0hdOvW9cV/bzDR0qpcsEy4dZhRuyv2uPqtMsyxaHvTqToTB1mpOTVipTWluJtKlXGswsp9M3PchRAEm1kfegFvSJBzXBOt6YKj1EZdLdxjinv7PO5MCEqQke2guFXGUKoMItikg65+q4w1njJjzak1mFUKwLFxj3v8KpR9edwde45Fho7V5GtImwr3m6+9ch0hdPnl16/duHHjxo1rr798GSF0640vzk2uN7/4xi2E0JXwAVcW/73JhKkyqGywTFicZbhlYj6BmlNl2j6AabZt2nrFXXZclSOquMuEhGqKu8lNGKv4LUq2goQ05OCcNaeauGf6jNuk2AAmn/G3dw6r/2qFpSnuSnBHB07YRKL3CJSXKvODR6P945yiMOD8OzV87hmYtMrEFXcjVhkuKDG5S5yZKmOmOXXs8w1DcZB4pUIGRyL3xsI5+rd3Dwo8Z8wqk60k3nl8fPFMv+ENvi0q3G9+RZbtX5h7Yy69cPULL19GCF3/ys3II668/mr4gFdfvxL590YT5rijssEyYVGeobgvO1Um4G6rBzAxQSlu+Dmsg2KLLES0PhhNg6FrVZGjpO/Z1FtqEVz0eVSrTM2ngCYG5zXKxpJCcZBv7xz+pV+8Uf1XKyxPcV8UNU0ZsZqGvJyGXzoWzcgO+k9/+Wu//rUfZD/h9++P6vjcM2ACWcRMA0aCx92IVUYIYlSsUXxcUTBGGz07d32loPgeN/v21A/WIgOYKnUQiVVeD3VuKx/ujf/S3y9w0MaPk+yFzZ3d8cXtQUMEnTRaVLhLnv9E1LF+6RPPI4QuP3cJobBu/8wLkQe88Jm2VO4+F/b88Bo61sgrXLifWGXSEyFXkyrTWgFs5nHvQHOqocmpskKqYpWRx7mpA48LZGFS6GRRCveGXKCNDmDiLqWFJDfGBcK19Iyqins9DtqYVabejcRVoZibsxV3L+BDJ6eHjRAs6hh4kw7nglJsZMhAvaky5jzuYy8YpH8QJUR35bTa6Nke41GPO6rglhF4lV4ZIfJrd6+gyTJJcc96cz7cPX52u9/woqVFhfusBn/ltZsnnvWbX7mO0OXPvXhSzM+K+JBLz11GCL33QeN97lH/YjmPe8Qq0xTFPZwY0vDTII25+tLWHPqQeOaxPlH5ViruBGNRdlCG3MQwdTwwzh2LHE4KFO5qf3ZjmlOxoZPRC7hjF1PcA8ERKnt8pKOMe0PLUtw7cMImIluGwi+zC/dJwAdO7v19yXU7YlwYU9zryXGf9TWZzHHnfTv1gyhhc1e2Tzf6VsBFNA4SVXDLYIFWJWQIgZCGVeY4YPMHaxG3iWYrcXcejy+eGTRcrWtR4Y5eePX1K5cRuv7K1Rdfeu3m7du3b7725nV0+cpLVy8hhNDtD1aWPmqCaEld0uOuYZVRAtpqL9znpsyWumVmOe6tba4NqWaVOfG4h9JmaelUvhJTl8WAC8fChQp3VXFvRo47E4JiM7dMj3G3oFVG8FoquKV53E9Lc+qi4p5hiBp7DCGB8/rRCcLC/HotCyaERYmRFMu6rDJcEIIN3hkzUmVQOcV90SpDMMYIW2r/JfZLRbkLPb9KHTAhMMrv8xlNA4KQ/rIk3guRY5WRhXuzF//tioN84dUvvIyuvnEd3br+ytXrCKHLV15/89UXcn8uhV/7tV8L///nfu7nTLzC8viM9+2ZTa1i4f70Vv9uilVGOeeXY5VZwi+qCfl2tfTFR6nUnBoJrxh5bCgLd4JZrCzTIeCiZxkbpsu4cC16OCkgWTUzx10ILcX9S9+4Y1P6l//C0xmP8QLu2mQ0LfCeBFzUUcEljD6pZ+ft2A/69sm9rCH7e9f+1Qd/919+T74DPhO/8V/+ez/2zGaVJwwvp5Loilrh44PJwKa5cgPGeMmKOzenuHOhXn96FplUfmaZKmNUcV84OBW2h/buqKjirv7hP3Fp6+z6Qr5m+SYijPmKVCq5ZMq9Gh9NA4yxzxb6PTJISJXRsMo05L6QRqsK99vXXrr6xq0rr1979dLta198843rt25df+XF916+9ubVUlHtKy/Wo0TVlKFDR8WVg/AAfWqzdy9VcV9uqsz8TtNS0dpsJ+UKqRQHGdmRD/2apa9rAROWa6xtIOCiZ5OD4yKK++IapknNqfkn4z//1kdTX+QX7hb12VT/t/N63oKEyan1GJMUUbMh9qd/8kcf/r3//C/8uQsbCKHf+vqd//ObH1Yt3GOpMgcpS9YHh9OBY+VetQLOcdLHVB9MCFPTwbgQBC+UbkYUd3mppJQwQ9f8bMV9a+DsFVbcT3IsJF/6Gz+pPKa8x12IVd2oAy50rsZHk4AS7AUcuVpPKzWR6Hey3xzZnPrwaNrkiqVFVpnb177wxq1ZZsylF66++uYsD/LWG19oR1J7NtGzsZziHnoAntrofXw4STz+V+Vxb/j6NY3OxEHG3cb6JFplSh858gg0dTwEjLu2VUxxX1zDNOTIZHrNqX2bjvycK4Mc01OsOVWIOqwyS1PcmxkHef9g8qmn1s+vu+fX3Yvb/d3iid0KMcU91eN+/3Cy5lq5xwDnAmO8TBMj48KmZga+1jQ5dTYt29whlBEHiUpZZRTHVCJVEiFXlcjEhaA4X9AZeUGhTZukHPdUH9H9w+lW33aspmdYt6dwv33jrVtKZsw8D/LWWzduzxNmWkv0bKwYB4kQemqjf+8gwS2zZJ/AlHGXEoSQTYjfYMdYGrNpQV1Q3Ms3py7EQc6tMqUlc7lANXVfDLjo25WaUxuSQML11CaH5muKfsB7dlbbYhzGOarBKrM8xV2Ng2zETff+4fSJ9ZkquD10dkeFE7sVlADvjAFMHx9M1/tW7hAueQ4uc5HDuLBMKe61DmAydwhlxEEihLYHdtEVndKolkjpLW7BxarOnYAJSvId9oeTwKYFengKedw/3B0/uz1AjW9wb1Hh/v6thO/Kav3W+6HkHvnfyI8thkg2kmj74MCxxsXjIKPF2dNbvbt7CW6ZlSnu5tK1lon0uDe8wVyHuOqgT7Q+CK0yFRV3U83KjIu+TdMMA4k0M8edCy1/p2OTUd4qZcp436aFlpo+q0Vxj5dWNWnhSm3UBMX90ZG3PbTDI63cjEwFRXHPqD/uH0zWe07uMcCEILjwJIQqMG7MKhMXI8xYZeQApqVMTkWlVnTR5Og0Ss9O5mhlqTJc9vnk/fbRNKBFxnfE+7sylDg5fQlVzMKvn/YU7jLXUU1kl1EyMgMyKbM9Kdu9mUTVlDWXHhWPg4zeJtOCZdRUmZrNoCce93Yq7p2Jg4xn2eoTn5yKKtRGZtPWAi4GNj2opLg3Qp1lXOjUCo6Fc7tfvID3HFooVcZnnGDzyms8y2g5k1Ob4HH/+GDy5EYv/LLcjEyFmOKe6jn5+HC62c9vTmVcYIyWWaBwIWyS2lNb7KnqzHE3WLcZt8ooCROJlN8lFkvdgYkS6F0Dj6ZBoQFzife+tBtQRHFf/eI/gxYV7i9+7jJC6PorL12bB7nfvvna1TdunQS5q0nvt2++9kpb6vbF5tRqqTIIoQub/Z39BKuMYo+rOwsvvNM0fP2aRnfiIDWu9WksNqfObkKlKzB5SBhU3HtOgVQZIZByDW9IHKRU3HPLTQuTic+y33mf8b5drHD3AoE0tK6iJExOrWkAk5rjvvqbbtQngwwV7urk1EzFfavv5LqcGRcY4WWqEowL2zIzgClugTA5gMncCjMvDrKwVUYn27e0x50LsbI4SL3p0UdTVuivSwxmSFvYyCxI1BhBJ40WpcpcuvqFl9+6+satW2+8cvWNyPcvv/yFeajMC59/+fL1N+ZZkeG/f74FdftCc2pJj3vkAL2w1fvwcb7HvcoITB3aPoBpJg+3M4Q+SjXFPVK4T4OBWylVxrDizsTApfoe9/hFvAnqLEKIC6ST4x5wsebSRyMvWhQqeAHvFbbKcCJD8fV/RoO4x72mBXysOXX1W2T3DydPrJ8o7us9a+yxKo41VMTjfv9w+u9+4szucc5SgXFBMFqmKsE4ckxZZerJca9hAFOWVaZUqoyO4l5SbOICr6w5lQtC86/GRxO/mOKeNDVcWonin8ud3eOf/vNPo2ZcQzJoj+KOELp09c1rr7985fL868uXr7x87UY0C/LS1TevvX7l8uWTB7xeNity2US18IFrjetR3JVbad1yY9sHMBm/iK+KSh73JKtMBcVd2Oai8RnnA8fWV9zjF/GGKCuaahMTYq1nPzzMinr0Aj50rUK1kc+4qbmtUeJHXU0dBROP9RpnlZk+ubGwuKpucy+U435mzc11OUurzDI97lwI2zKTKtOK5lSfcanfpz2gJsW9QqACz4utqgttqwzrWUUU96R7X9rC5sQq02yPQIsUd4QQQpdeuPrqC1dfzXzEq2++kPWAhlLd4x49QJ/e7N3V8LjXnioz39ttSHlUiPD9bPg5rEOVqOaF5lSfDexKcZDzaHwz7iOfi3Mu1c9xT1DcG9KcKoeP5L0SxsVGz3p4lFm4Mz4o6HH3Ak4MzW2NEpcGa9KxGmmVmXzyifXod6Rb5uxa+V0NzcmpE5/5TKz3tDzuhCxZcRfGFPc2WGWyfTIIIdlUnZ08o6CjuBfSpKMwIValNHMhCM63AIymgVvECihXYgppZpuwORXNi5YqW2T10SrFvdNES6uhY42Kp8pEFYjNgZ3okldTZZbXnIr9Vd9Ki3JSuDd710wH41aZ0rXRPMedGNmQZVwM3AI57mYV97/7u9/99//OW+V+VoELQTHJV9y52OzbD7IL94APnGI57h7jWCNFvihJcZC1ePMUq0yVz/T5V/6/798/qv6S7h9Mn1hU3Kvb3DVz3KXYr+MDZkIQvNS9UCaEQ4tllaY+Vayo6tlkkuIdKvq0pi5QodKRQVHRXUeFqTCAaWWL3oALS685tV9EmEi89yW+P3f3jp/a7IUPbrLaCIV7U4gq7iWtMhEFwiIkcdOQMUEji/UlxkEaG0S3NML3swPNqVWUA5uSYD5as7pVRspFphZyARPrboFUmaR2SVT6sxUImVr3MoEoyX82xsVGz354lFX/eYwP7PypmVF8JupQ3OOB021Q3AU2obEpHndkxCoTm5yaWAHLX61TugVM1JEmlAHnwkl3+BR7qlhBZsgqI5PEzNSvuYo7Km5zV1odEqngcRerMrUyLijVaU4NelaBHp4Uq0zC2fHh7vGz2/2TxzQ4Cg8K96YQPRvlaMmiskT0AE1zd6zK495uxb2dBv0oFbf8QjdtmONevnDn3CLG5tIxzoe9Ah53482ppo5pzuXwkZyHBVxsDfI97q5NKCng75JOXOOXgqUp7gY97hyh3JBsHeIe9+qKu1KxpdkhZKCNTuHOV5Hj7qT31BZ9qvg1rbpbRm7KmbpA6XhgiiruOhfz0oo752JVijvnAhOS35w6DQZuAcVd3+MeRspImjx8Bgr3pqAY10okQkYViLTF4spSZVpoEw8/kTauOhQqF+4zbc+A4j4bwGTmeAi4WHct/VSZ+DCOandoYxtWXAhK8q0ynIvNgZ3tcZflnUvplOlWMH7ACTF/l4ofdTUp7oohobRc6jOODU2iiivuJdoQoyg+GZTenCoj5B0Leylz3UOkx33JOe7mrDIorjtXD5aRc51MKe7ZIe6Sois6pdUhkQpxkEs9HqIEXNga8sFoGgxta6r91wkhsJ5V5s7u+OL2SeHehFaZNKBwbwqKmlKicNdT3Bca0mtX3E/iINtnEw8XQl1Q3JOybPWRhXv0JlR+cqocRmvoeJDH/HpPt3aPvw/VTgFhzCrDhc5bGnC+PXByrDIBdyxiW9jPq9tOfoTxOi4FccW9rhz3RUNC6cXYxDfj9d8de+uurXQQbg2dvYIzMqPEDRJpVpkHB9PzG1qKO+OC4KVemQMueikvuyiJ3uXqbhnDzamZWZCSolYZrVSZspNTA85X5Q/RmR597DOHEtcu0Hobn7CLUgr30TT4M0+shV9C4Q7koyyjSxXuJwpEWuG+5LGRYapMKxX3ednR5BNYE6W3oShyUz5aHlVoTjVplZFnzbq2WyZ+s69klRHI1HHBhV4cJBdbAydbcZcnXSHJzWO8jktBQkdBPRccpXAvfXBOfIYxqr6LEvfJoMpWGWX6EspoTj2cPKnncWdc0GXnuIuMFMtCJBbuTbPK6Hjct4f27qiIVUbjYl6hOVXoL/jNIm+42W/7aBoMXavQX5dslUla2Nx+fLwwntJQg3IdQOHeFJRl9JpDjwpu+UVbwdKsMstOlWHMoRS1s/YN3882rjoUKivudBqw0OCOKhw5s+bU8jHDC8jPaKNnafanJqTKVNGAMTKlH3OBqMZbyrjYzivcpeJeKA/OrykOMqa4y2PQuOau6JqlD85pwIkJxf3B4eT8ok8GVbbKJCnuyRWwDLTRVdwJXuZ2IhfCMaS4J3vcq1tlZqkyy1PcC1tluMhtw6jQnLrUXP+FXy1nWWReHQ4nwXrPKjaAKWmB51Dsxd4fpSGhyfd9KNybghcIx6qmuEeKs7SrtupxX1aqTBvdJuEORht9PgqJ0+P0kVHuI48NDSjuMg7SzH1RPpu+4m5WAxbcWLHLNG5aCKGAi7PDnMJdVniFlkY+0xp9UhTGOI3ZkI2L7l7ALYqj9+bSJ+zEZwQb2EWJZ0Giyop73ONuUcy4iH9osjk1sTRRkLeMZTbwsJqtMgYUd4GIOY+7XqpMsbih6JD1NMp53OXldFWFu1xGZi+5peJevXBPvDwqm1pNVhuhcG8KiuJepjk10niHMUqUjhTZZmke9yZHoqYRfiIdiIOsMoAJzTflozehCnGQ3KLE1DVR1rsbfUtzBpPZVBmBhDnFPX+bGElRiuLtgfM43S0to5zSfBRpP1LH5lviUWf8mhPv/6tmlTHwPsj2UOWb20Nnt5LHPaElMVF0nzenUi/PkRJwQZfbnMo4ch1iZHJqouJuyuNuSqypozm1vhx3zgVeXeEecGHnxUHOCvciyxL9OEhVcYfCHcileqqMUpQkHnbLTpWBOMgI//W1b/7B9x5Wf54SGLHKjLxgGFplSjenmk6VKaS4J6TKVKgjGUemTJDazanCIvj8mps2gylgghKMcbHRiT7jddylEm+Zxvevpj77i584E/1O+ebUgFMT9iepeSvfrJwqwxxLLQHjn7IX8GOfbfZtHbmBc0HIUvdCuRBuw1NljFplLIIvbPazH1O4cNdQ3Ms1pzIhLFxJpfofv/Qn//xbH5X7WS4ERSTHKjMN1osq7km7zYlnh6K4N3n4DBTuTUEZrrHm0qNpUY/7wm0ysdxcZo57wAXFsyCmNlpljDenfvXdh2/f26/+PCWoapWJKe6lK+9Z4d6YVJkqa1cmhBBmzGZcCEsjDlL+vefW3bQo9yljLqWo4F65v0TF3bhYEHDxnXsH0e+UrrqmPsMm3ofEwr1oeIiCx4SToLirRXAo9uuUbgEXFkbLtsrYVp3NqeS4Wki82VSZ9x+OrLxG0qJWmfo87vLyUkVx/6Pbu2+9/XG5nw2YsKyci8NoyoYuLaa4a6fKTAPmRtbGTVYboXBvCsoyeuBYY6+oVWahOEs8dZeZKhM1ZTZ51ymN8P001Um5QqrmuNt06jO5TSm/UzUOckWKe9Lk1PJrVylUm5IPbZo/w1IuPM4OnUcppgs/ELaFUUHJTdrEjZ+hictF44p7QuhkhThII1pGolXGIrhn06PiI7ElirIjiRfu4ZpBp7jhXFBaMjewHFwIt84BTAasMkZTZR4cTc+vqUs4haKKu87FvJzHXT5zlYtz36H3D7I6cDLgIr/T5mjqr7l2TR73ic97dkRxb7C/Fwr3pqDcftZcq+glPmaVSbhBKoacWlNlFgr3Nivupk5gLpCBkYylMDKAKTrmpmIcpKmFnFzuVkqVqfDh+gG3KTZShXAhiMbUQJkEl6G4h+VdwThILYd9UZajuMdvzOU97gEzcrInKu6oms3dD7htqffreAUT/moduWHWjLjEznvGhWuVnA2kUFNzqtkBTA+PpufyCvetgb1/7OuvFrWsMqXEJnmbKD28CSHUs+j9zLnO2b/dojm7jkdTtubSQn9dilUmX3FvstoIhXsjEGIW5Bx+p+IAJqSpuNdplYlKRE0+B9II3ytzzamCsUk0jwAAIABJREFUi9WU7hU97vEc99L1jVkL6aw5tWcfaCruRptTPcYtgk1VIRZGuUdZrsc9XC0Xj4MkxgOmluNxN6q4MyNaxv2DyRMxxR1Vs7mnKO5qc+qJVUbjqsWEoGSpmXeMi55dYF599lMlxEEaSJUxaZV5eDg9l7SEUygkuutMTq1SuFfZYXYscu9gUu5nAy4smnP2HU38tV4xxT3xOEmcK6wq7uBxB7KJZ/QOXTqqxeO+kF1TaxzkouLe3EjUNIw3p/JaozczMaK4G7HKlAgrzGBuldH1uMdVuipr14AL26LGIjJovuIuX/+5tdThqeGVpKjH3a7BKpM44tH4NcdgxOd01pxa6fUcHPuuTd2YOo6q2dzjcZAo0yqjlePOBKXLznEnGBeKPEoj2Srj0Em15lQp0JpT3L1za07uwz5xbqi/wa5llUkqTPOfWQiKqw7ZcG3yoJTozoWgKOdqLD3uhY6fRNEKPO6AAXzO7cU73NCxRkU87pr7xctMlWm7x/1EcTd0AnOExIrehIqFe8+ik4AZaU41q7hL61elVJnqVhkjodRyaqBeqkxWc+o8GKFoqozO+KeiJCvuptfwBgv3ic90WoSz+fhw+mSKyGpccY9/yqHiTgmWG7kZzzlLEVlucyolWPbMVHyq2qwygmJsZOOFC7F/7G8P8gv30STQt+bHZb44peMgSTXFPeDi6c3e+w9HZX6WCcvKES9KpMoIgeKbzfG/UY5EsBYmp4LHHchEsZ6j4laZeEWSePqpk1PrVdxP8svaOMPoJFXGlOIuRMK4lKVgRnE3EQcp93lNuY9mk1Or5LhXOAVkLWVomozWfWKWKrPmps1gKmeVmQbcIjlBbCVYTo57/NgufbWZ+pyQqpfENJ8MqjaDKdHjHrfKRGc/5Z5lsjl1mYr7rHCvTXFv1AAmTbkdIdSzyUS7Vaa+HHf5zFUuzozxZ7b675Uq3OUsi+y3Xe76FvrrUnLc1b9RyYJEzbYJQOHeCOJr6KLNqfGKJPGwMzs5Mpsp4y7thlXGzIsXDAVoNW9CojqljwyCiA4TKX1jmyvuxEgCevEcd6PNqbPC3YRVRuT7O5FO4R5OTig2OZXblvkzNPGWafyCY1pxr/ry0jpTUUWrjF6qzIPDyfn12bIh9xiQp8+SPe7GCvekmL/qOe7zVBkDFyhNgztKGaSVRn2Fe3WPe8DFM9uD9x8clftZi+BsJeVoGqwVVNw1rTLK9CXUbLURCvdGEG836TlkvWfrP0P87mUTEo8LiJ/z9YnuHbLKJLyTJQiQECtavVSenEqnAYsW7uW2kuWRRrCWhfTL7zzIdWkX9bgnFXko8Zd8+bv3c+8NPhOOoWw7zgXV0LylazzL4z7XZQtaZYRVWWmOs6TCPXZjruJxt/JmN+aSmAUpqWSV0fO4f3wwfXKuuOceA3yWKpPz9757/+jd+2VKsTjywypUp6aRmBZSPQ5yFoloRnHPj5SRFFPcNVJlHIq94vcaqe+UG94kYVxc3B6UVNy5IARn23ePJsFar9jkVM1UmQTFvcFFCxTujSB+Kn76qY0/+sHjsbZ4kOBxT9KJ456c+hT39sdBzlrrjCju0m9aX4ZPNmbiIL1gMLfKlLuonWxiaPz4S//H1+/v5wQUyO66SgOYUhauL/361z/aO85+Nqm4G0uV0TgTpSPOpqTv0IPjhBIw1GVdSqZFFPfq3m6FtLWi+cKdcUrN3HGlx72qVSZdca8SB5msuC+uGwMmDqcnpmotxV3jyvz677zz3/3Wt0u9ahV5ABuJcq83VYZiVvmarxPiLimmuMdu4nHKFd/ynC1X9IfPcOlMv5zHfbYZm2mlk1aZQq9Qep8UdBR38LgDOSQGPP2Hn3ry997RHUKWoLgnXbWlJzj6HYJRTQdn2+Mgw5W6kRc/iw5c4qyTKFUnp8asMuUuaifR+Hn3xbHHMEKBngI9dKxJwHReTxGrDEY45wm9gBtps0MIMYEsjb2vcDGZJrqHq+WiA5hsy3DhnrZWrEFxVy0TlawylRX3qMtcwbjirqwbFbE/16zMhLAJyjU0r7vWwbTky47/RoorJYWHJDenVrfKyMLdRCeGvse9kHcoMaxJYVXNqYyLi2cGJZtTubDycgvmzanU017naMZBxhX3Jg9ehMK9EcRTZRBCn/v0E2+9fV/zGZIK94Sr9sqsMq1U3E02p3oBp8RUHnxhzFtlSh02oVaUax/cG3uE4Nxkt/Cw1xTd9RV3IQTOC90PuDDi1kXStKBROod/b5rNvdwAJhkHaVpxTy4vavC4q2JEhQFM3MK44qu7fzh5Yj3ZKlPF454o7ijrRkXsz6085MibXCPv0NVt/s6l7lSZQp6TRExaZbQ97oUcPlqK+8o87ty16DNb/duPx0V/Vn6g2XeWmeJew+TUqc9cUNyBQiSeip/71BNvvVO+cE+enGpuWEkunfG4m1HczUUHlqBic6q8UFa3ypy4j/J+fHfs2xQf592Dw+NZsz9Vv5ERo/w+Yj/gxgp3IawUt32U8PWnzWAqlyrjMW6bTpWRLqb492tIlUGKhaR0lt/UZxatbJXJUtzLp8pEQ7pClMNPWTPkLt4YFzo+wKFj7R+XfNkKUtNtfqqMkdvio9H07FDTKlPgDUmU+RTK7WlUL9zlMzx3blhCdNdR3Ms0pyanyoDHHahMYjLrRt/+5BNrf/TBrs4z6KbKxO6mOleol3/jmyVkjLZbZSKTUw1smXmMUbKyrTczHvcpG7iVmlPDBWruUbc79lxKsu/B0T9KU3GPZ/qmvRKdv81jvG9bZlJluNBxV58o7ilR7iUK94ALam5UZPRpEzd5jAdMxaX9Ch53AzsPGYp7FatMouKufMrRzlSkYZdiXOhc3LgQa661k9dwosO8OdVI4a4u2JCJ5tTZACYTR+mDQ+/8umYcZIGXrXMxLxfpOB/AVH5nWJ71z58fvvegcOE+z/NJPQEnPrMpoQUDK3UV98XpS6jZUXhQuDeCtJEKn/uRJ9/6jpbNPW7eTclxV29yOp6H69/ZeZQSP5dB260yZuMgpwG3W1y402nAxj4b2JXiIKPFXPa7ujvyXJtk21Wjz7bRsw9KKe6Jxz/jAiOU+wf6jPccQ6kyQujMLg3X56lWmbBw15bc5MVnCSmNEuPePIMRn5OAWRrzazMYTQOMcegoUxi61jRg5S4mKakyC02Nypoh3+OuV7gzzreHzp3i5ofE30iJoVSZejzu8hQzEwepnSpTTHFPWsIplGtONaC4M0Epfu7c2vsPC8cQyd+ecX2QcjsquJ2YkiqjnhoTn/dsZf0PcZBAJmmuNX23TJJVJn9yKtK8yQlcQsZou1UmrAuNxEHK/r9VNacaUtyDgTuzypRsTo2kJ2VfFnfHfu6ud3QVWtrjnviHBFwgjFne3ctnomfIKiPdxtklIxcCIyxf/tk151FSc2ooAejf22SC5PIUd9OXgvgvKn3HnfisomVI0bzjlHbL6ExOVRV3HY87IbkfR8DF9sD5cDcnZEkHWW03O1XG4AAm7cK9iOlfLw5yNVYZeTLWZJUJC3eX0inT3qBIyvvXUdzB4w7kkKa4f/LJ9bEX6Fwx4xWJzuRUpCeACSRy3cZxFqwyDd51SiN8S428eC8wFh1YgsSLlz6uTSYewxiHB0/J5tTI4Zd9Wdwde33Hyl4uRn1fmop7gjqbZLkOOMdYS3HvO9TU5NTcPJNopZLmcQ+nnhUo3JmwqXmrTKribmKYfJS48podBZ3BNOC2Vel9yPDJSMoX7ho57srQ1nyPuxCOjuLOxNmhc2fXoOJuYLmbrLhXL9xlmriJfaEihXuBlUzdA5jiiStFn+H5c8MSUe65zakyxB2h2aVS8/PR9LgnKO4NLlqgcG8EGZtfn/v0k2+9ne+Wkfm4UeKHXeIRnHuTk6fH2CucKrCouDd31ymNaF1YvayR/X+rsspUjYO06LHPogaA6laZ7H38vbG35lr6VhldxT1ulUk6/hkTGKHcT9wL+MCQx51zYeVpvdEXn2uV0b9zywW28Z7RtFQZ84p7bLuymuJOq1RsGSHukq2BvVfK5p4o7sSaU4ulygRM6EzMDbg4u+4ascrI+1TPopPKZ01KzB8JmKjyCUq9pnrR9njkbQ8czUSAQm+IXuFeyuNuIlXGIuSZ7f79g2nRJ5F/V8Y7LyNl5P/rv0ghBI59DPEk+ASPe4NtAlC4N4KMZFZNt0xCc2rs7pU8yDDvhs24wAiPKhbuDV68prFgyK58DnsBt62V5bjrRP9m4FpkErAwUgaV1U2js3LyFHd/vWcZb07VjIMMuNBR3AMu+rYhq4wQFs15SxcL95wcd/3tHfkjxhX3uJQgafLk1InPHSs/2yeDjLGpErOKu7KvQjC+/MR6+GWu0ZkLYWtMTmVCnBuascrIC1F9qTKosuie2yKpif70JVRUcdewypRU3GfNqVVTZRBCJUT32TufXpAcTdnaPB1B//oWvz6gpFMjrrgb6XOoCSjcG0GaVQYh9FOfPP+1dx/md63FxgfG19yJK/XcKxQTAmM0mlZU3Ju7eE0jmg9dvblWvhurynFPTGDQR95oqyvuPhd2qLhndg7sjryNnp3ncY80p/btxEmiCok7D/FTIOBairvPeN+lxppTcY7iHv1701Jlynjc62lOXWKOu1Z7jw4TnznVBlFlZEFKzgydx6WGpyZPTo10ef6jG+/9Bz98Nrr5kDtgknFhW/lXNsbF+TXXjFVGDmAy0e2TFnHbc8jEK//k8mmr37AeHXln9aYvoRoUd3lGFD2SZ1aZCpbO8LU9d374fsFgmVlzaroFIPS4oyLXN904yFiOe5OLFijcG0F2n7iOWyZuYo7XmslWmTwzX8A5wehoWljDCO22iS+m+UTf0ioJWRKPcXd1HvfqOe5TXwzdk+taScU9cgRmD0/dG/sbfTvH476guOvluCd5/eOnAOMc45yrNhdCCGQqDpJzRK0CinvfpgQn7INFFHfdqeCycDduPU+dnGo+x71Uw30S04Db1XLccz3upa0yuR73f3jj/b/24nPRf9VpTrUtkm+VYeL8hnt377j65yb3YRqtuBvKcdc3uKPCinv+ACZUSnSfDZ+qsD0efigl+lPlz2ZcH6JWGf3VRUqqTMzjHvCeBR53oAjZm186I1QTJqfG9kATNbDcKxTnCGNcUXHX2ZBtGtFNjOoefS/grr2yVJnqk1O9IOhHrDLlyq/ozlK2nrE79rYGOYV79Nk0rTK6ijsTBOfoVXKxbWoAExPCJjlar3KOn1t3Hh6q2m0kx113KriUcpcQ9iJZguJevnD3mWPRKi+vvlSZbI/7//Mnd//iD51RXDo6hbujEZkl9x6f3R58WFl0n6fKGJicmmiBQJWj3GflY/XCXXtsKiqiuMtVpY4KU0JsMjWACZWyysyDOFPf+cNpsF5CcU9OlVHfHFDcgcJELQRx/qNPP/nV7z/Kfoa4pKrdnKql81Us3JucrJSGfielDl7AHYu2tTnVJh4Tw6hVppQaET0C8+IgvTNDN7s5NfpsGz3rQKdwT9p5iC9CAi4wzjliZSFlbHIqFzbNa05drFTODt1HI9UtExoqiqbKGI9XT1XcG2CV8QIeP1rkj9ik0obAwcQ/n1mulZ7BlK24/8M/eP+v/dRzyr/mN6dy4ego7lxYBF/c7t+pZnMPPykzqTIpTRSVFXdBTMwjq8njrh/sW6L+ln976cI9esd87vza+w+KRbnLnYSMgmRBcde+vmkOYIor7uBxB3KQUcpp/3pm6OyPvaPM0jlBcY8dmomGHIJR9gWKcUHKFe4LcZDts8pET3gDHnfGXau9A5iIz0TU416uzosegRnVFeNi7LHtQRGPe9kBTCgpWEYOE83eY5GFlL6wnQ0XgtKcfCdl7HGizb3E5NSamlObrLj/yu9//7O/8GXlm1Jyq2gZevf+0cXtQcYDtgbOXknFPXFyKvUC9vUfPHYs8uef3Yr9a06uH9eLg5RXwotnBhWDZcIran1xkKjyDKa5x73qFuvDI++cvsdde5dAZ/qSpIRVXZbO+i47heiZWKY5VS6ZMppT53GQqFDhrmeViSvu1dW6+oDCvRHkOhnyW0g1CveSqTJC0FIe97Y3pxpPlXFt2tIBTARjgoVrn1hlyr0hC4p7uma/N/a3BnbfJtnTA0p53BO21+MnF2N8yYo748LJU9yVq0RisEy4Wta/68g/xPgZGm+XlzQhVcaxcLykkbESVV7e3b3jc2tuXBePsj10dks1p0ZbhkLk4fePbrz/V19U5XakqbhrzOuV9Vx1q8yJ4l7ZKpPRtNNGq4z+ZUQnUkZSYnjqLFWm1NRVtOjFPTN0Ai50AgMiPy4skqW4R5tT9bcFEq/58VVNkuLeXJsAFO6NICNVRpLvRNewyiR63DWsMpwSUjXHvcF9HmlEBU4jhXvfpqsbwJTsB9WHEtKzTp6hnDC56HFP1bR2x972wMlVzkpMTk1UX+K7BwEXJC8OUlYzRmZAIoS4QHbBczxxBlN40umXAvJHjDenLk1xj/+i3F9hEcKF+ubIIOfcHcgMvv9g9MPnh9mPqWCVYc5izjRCyLXJ0ST4zs7BlT/3VPxHcosbzoVtU51UGWrEKjO/ClVf7qb5ZFBlq4wM4Kp+wS/WnKpfuGt3K5UQjOXlsbRVRtkSLNqfqhEHeVK4679jKaky4HEHKpO7/5V7DCUZPU3luCOLoGyjTiLTgLutHsAUKXarW2WmjPdWGQdZSXFHCFkER6XEch/oQqpMenUlC/dc5axUjntCo1KC4s4FzmtOldp2NI+vClwISkl26RxT3BNmMJ3EQVLq6U0Fr0txX5bHPb4YIxgLlDVY0SY4ftOXinsVr//7D0fPncst3Es3pyZZZSh5PPb+6gsJcjvSUtx5z8pXE2Ye9+pWmXm1Xf2syVAiKlpl5LweE6kytVhl9Av3MlYZLqwKcZDKayvqlsltTl2Ig9R+kUKg+JGik+PeZH/vqS7cvzxn1S8kf/8rt08iySpjJsc94NwitITHfUFebaHiXq459cHR5H9763vx73sB768uVaZ64U4IjsZIU5I/p+Z//p13lI2aqEauYZXJUc6isWg9mzIu8t26iakySc2plOQcscu3yijmk2e2+/ENtHC1XMQqU0tzalqFsZz4muzLmk0Tlp0Tn/VsWqVie//h0XPn1rIfYzYOcs21zq+5P/uTP5T4I7lmZc6RzuRUefV4drtfcQZTeBWqnuOecUGrqrjnlY+a1KW461tlyjanlr5ZKx/Kjz+7lTjdOY1CzakFrDKaOe4wObUtfHbOql9ITqoM0qiTEianxnPcF3eyJLlb5JwjStCouIaxGAeZHzrWNPQjUKK8/2D8S2+9G/++F/Ces7JUGQOFO8ZRN5dOnferv//e3b1J9DvRUjvjsqhtlVmo2HREd81gpYBxgnOWygbjIKUmpDEKbWG7wKbk3fuHymNKNKfWNIAp7ZAzvkLQXIwt/GvSHzsJWM+q1Jz63oPR83lWGYLxWs8q5P2VJNopt4fOl/+Hz6T9SK5ZOeDctahm4f7kRu/xyKtyBTPYnJrhca9slRGUVB3AdHDs9x2abX+NUofiXirHHVFScupq/LVt9Kx37qkXqAzmzako7Xgs15yauDkT/3yjBgEJeNyBHLJTZZBG4aiX455wzud6OgPObUoqpso0+RxIQ7OTUoEQnPg4L+A9mwqBzFYtmlQcwIQQwghZC1aZ/BubQCKuZJ/0+6ZvRO6O/W0NxT062hbpBctoNqcGXNA8j/tMcTeXSK2393Xy9w5dOoq1jJeYnCpr/aXluC/nF2VfMAnBnKtn4tTnrk2qzIfSscqgsjb3eGGRS36Ou0AuxRo57rMrYUXRPfykqhfuGUpEz6GTSlYZrVV0NoV8MqiY4q41fQmVak6VV5jyHvfFD+Wpzd69/UnG42O/XVgEZ5gLjrxgzTGTKoNiZ4fccMt4QKOAwr0RpI0HD9EYk6QenZqTU3NvVJwLWq5wjyruDU5WSiP6dumfwxYhie5auYwxMuu7BBUHMCFZuEeeQUuYFKpNXDOoZ2/kbQ3zPe4lFHdNdZZxgfPOuFkcpIlpuLOuLI1RaNGLxMCx4i3j4UlHMM616c9+hHGnlsmpC8uqEOO/KPkzzZzLK4+c8WJ5JxX30hUb4+KjveNLZ7KyICXlEiFzAwzi5B6cXHNy6vz2VNHmbjBVpkarzExxr9SUVcgngwrFQXJuZ5YKISVSHeWpVDoOUiljnt7q390rsMybXwZTzQUl4yBTRCvl7ADFHSiMgebUWNedqVQZGRlW0SrT5HMgjXJxkBSjNMXdsciqFjDVrTIY4+jlT+fGJjBSlo5Rg2Zuc2q+VWZRfNro27kOhMSLeEqOu6bibiBVRiruuR4SVXF3aPysjG5zaS4qZlaZ9B3qcqRJg8tS3LN+iyxYFTGiYnOqptyOyiruiR73bHKvNgHnDqUI5WwDhlePi9uDOxUSIcMlVq1WmZ5NJhVOydnJGLsmFKLQ9CWJZiWa6HdNpIxVRiCKy0j1sx+vprjnBnEuDGDSVkyk/yeObWE/MuUgrriDxx3IIVdN0ZxvGv1O3CpTOsfdJmUU94VUmQY3aKcRVfIK9OtgJBCKP3heuK9m963i5FSE0H/1U8999s8+EX6Z23QhBEICZbRHZ7wV2laZheNZy+OemCoTb05lXMO4IixixuOuOaxR+XuHrhU/K6PlnWYpIH16xscELm9yapL9Kbv+TlbcqzWnFincCwfL6BskomjEQSJC8i9u4Wn77Jn+h4/LW2UMxkHWp7jLVJmqinuREHeJpuiur7iXKdwZp7T8TUpZQvdt6tpEvxV7luOecuZOfGZREj5/dcVd+TPjinuTixYo3BtB7nU5d/GXlOOuHnblUmUYFxbFNiVFp1p4jEk5BzV78ZrGQgSK9nWccUEwjoedyeuCqRCSolTPcf8bn/kzn76wHn6pIw9jjJRrayHFHeXdzGJWmfwZTMm2imSPe84RO4s/x5iQhHVaIWT9pBHMulCsDBw6zlbc9e5tHhMONRCjoZCe476MFUIJxV2eoTpxSYm893D0fG2F+5Qxl6oh7rnoNKdahOQmB5hS3E+sMpXjIOtuTq3scS9mlUHai5kCHveyintp+198N+Cpzf69fd2VXrZ+MZqyoXtyChRR3JPXeLke9yYXLVC4N4LqA5ji53N8n1QzUkNB/lRiJ1w2yt5uk0+DRBY97roWF8YFQSh+CZYf8aoU9+pWGYXcTzPgAsfeB82ETRkHifLuwUoymsFUGcYFoYRlflLhOWsglJoLSvJ355UX37OpF3Bl+bTYWKJ1sM1TZUoWrJqvNsS4Jyd5IzHT486EsGmy4l7aKvPeg6Pnz+dkQUpKJEL6gbCtwudvbnEzGzaUp7ifFO5n+ncqKO4nqTKVDWZp/gdUuTlVFq8V71aPjryzRZpTkbbirn8ldyzsBcX+hJm/v2wcZHyt/vRm7662W2bWnJqiXxxO/XXXDr8EjzuwenIL9zKKe0wkTvwtufdRKVIOHWtUcHiqWrg3eOMpkcVUGd0Xz7ggBMcvwbNexhU1pxov3PNbI1jCzkN0eZmhvD4eeWeG+Yq78keVT5VJynG38j3us74UU4ZdjU0M9b4YF92jJ53mC5M/sjyrTN6KyMgvyr5gBlw4lCgXtCZbZaIbKfrkp8pwTgnRt8qYUtyrt3TXaJXhAldW3Et43DXPVv0e5VJxkJyaS5VBCF3Y7O/oK+5cEJKa464o7vovMq1wjx72QiCfqT0kTZYaoXA3yfsPRzfffVjiB3NDP8p43GP7pMlyo165kGiozUa52TR5/ZpIueZUeZmIX4Llu9EhxT3HOxRwHn8fdFNlxt7WzCqT1WcWjw0+KJUqk5jjTinJPlwjiruxTrvscyT+IcbPygY1p6ZZZZaiuGdf1jgXrkWULUTZnFo6DlInxF2yPbR3R0UV95y84ERy9wnlOlbfKnNm6Ex8FjdoaRKefZRgjHIWxjlPVZ9VxsQAphJWGU3Fvd4cd9mcWt7jrqZfXNjs7Wgr7tkmpWhnKipy1dWxysSnL6FmS41QuJvk7Z2D3/zXt0v8YHXFPS4l6ua45w5gEoJgvOZaR0UK94AJSnD0FbUuEbJcHKQcupmquJtIDyxBDYp7jq8jYIIQrIS+RSMC03S+o2nQs6k8ULODZUo1p+or7nke93mJbMoqg/LKzfiHqCju0pof/n2a6RBLjoNsgsc94MJJ8Lgzt+wApqNpMPGZZq22PXCKFka1Ke5a1ohoQVZFdI+2hlc8a7IU97w0Ks1nrlK7F81xRzV43Evca+ZxkGU97nHFfau3s1ewcE+zykyC9d5J4V5gAFOKqyr6Z8pFu/KAJkuNULibpLQRIjcOMvduVz7HXS89I7ETLoN4N1WTT4NEFqcF6dr+OBcEJ3jcV2yVqdycqpArTAZJ74PO5NTdkbc9nN3zcjzuxZtTNU8B6XfKLuBCEdSE4o7ki8pR3GMfoqK4K+Y0bcVd2LRqjEac9ObUZaTKZBtyOBeuRRWrzGwAU6mXpy+3I4R6Ni00Ch6VLdxzrzbydNCs7+X/VwmWiT5PRZt7ZhykbiZ6InIAE6pYuBdPldEt3PNGvoSUUMrkOVtaYouf8oWsMvMgzhSrjBcMnZPCXV9KkzFB8e9H/8xkxR2sMqeE0iqCRnNqTutYvCJJyHFPWqxrZlkUVdzjqcO5G7JNYyEOUvscZkJQkpDAM2XcpSvLca8eB6mQ35zKOCFYTZVZsMokV4oyC1L+f17hvnAPKz2AKcEqw4VFcrbyT8ZAVu60O7EQZJ6MuYq7WrhrxkEutznVfI570mUtX3G3yVi1ysjm1JxJ0onoG9xRSgB/NiVC3JG24l6ocK+iuEer7YrL3YwLmhGrDKpwoI68gGDct4ulAOnGQeZpfCEl4tjlu2oqxx0VtMrMm1OTrXSUIKO8AAAgAElEQVTR6UuokOKeIlpF/8xExb10k+4SgMLdJKUvRhpxkDl6WJJVRi2UEzevtVNlinnc49eX7JyHBqJTZcZhXNBkxZ05Fl2Vx7365FQFnbldNMHjHk3YTL4vhgZ3lLfrXWIAU0qOu3qrkIp7zuRUg1aZ+cmbbUCKXyWUlnFl/a95sNXUnJp2yJmfnJokvmYvgWYed6U5NWA9q2SqzPsPj547pxUpgxAauNa4aL9QycI9z+OuZ5VZKNwrDE9dUNwrWmWSTmTJyq0yDw+9c+vFfDJIu3jQNz2WuNfI63Npq0z8AlVoeOp8cmryhehoGqxFPO5m4yBTFHfDm5AGgcLdJKUL9+pxkElWmfjk1KQc97xesXJxkB1Q3BdTZXQX34wnK+4rtMpkbCuXRqM5VVASS5WJHIFpC7mo4l4oVWazZ2/27bQHS5KLvNjJ5TNuU5r9Bxq1ysxeVfa7Gn/xylmpnHSFciqW0zOKljU5NfuCGXDRs4ji/VuaVaZEQpd+lkgUXcU978ocfYefPzcs3Zy6WLhXOmvqHsCEKtRtj0bTs8NiPhmk35y6mIGbQYn6exYPWvYMjSuDrkUGjqWZoTRvTk3e+lMLd/04yJTNmej7E8+CRM0290LhbpLyhTsXduYyWic2W7l76ea45ylM5RT3eOHe5I2nRMo1pzIuLJKUKrO65lQ538cs+aHjjFOKFQ/Josc9zSozm76ECnrcbYt8/8FR9stOtsrETgH5IebFQc5TZQxYZWYfUI7inhAHaY0jJaDihNYdwCQnSZkWwlMV97JB6WkkfqbZVxsmRM+mygWtmuJewCozcOm42kwMTfJz3IWguJjiblvEjOJeo8c9K4oql5NO8bxLXBolDO5If5mdVyqElLBlyne1tFUm8ZTX70/NTpWJKe7Y0+w6m3cQKUQP+/j0JdTsOA0o3E3iWNQrtf2Xu4zOz36JK+6xwqhcqkzZwp05VmvmkCWyoLgXiYNMTpWRcZBlr4lV0O9n0kenOTXJKpMfB6lvlVEEHp3PSLM5Vb7OvDjImRnMQCj13CqT53FXBS1FcVd0o0Ied+P7wnJ8evz7xhfwiYd3brCma6nd9rM4yPoV975NJ0GxzMmSqTKZVxv5AjDOj72LnjVVjvaon7PiWZOhuNuUcCFKa6URj3vJM6JEpAwqMIApOawpTimrjGxONZbjjorY3GfNqSkr55jHXbfWSvW4L1hlQHE/xdTpcc+Ng1Q9f/EbZLlUmVlzqmMdFdnelb2Yi6+nuamoiUQLggJxkExYlqo0o5Uq7sYjZZBG+RVwYRMyUQcwnSxQdawyhRR3nYpQ0yqjo7ifeNxtOq2wNR99VXnlppprpiju5TzucgVSWl9MY2mKe2LcW26bb9+JKe5lBzDdP5wOXRqNvMhF+eByqcPjHt4O4sHBiQ+TVFl3RdWlimdNttW7SrBM9VSZEtOXUAFjW+3NqRbBTIgS52iy4q4dLCOrIM0cd7NWmUTFHTzup4XSDuZcQUWzvI5+J37bTvG456XKCEExLrq9G7/TNHn9mkh0LVTA4y6EhdWCFc3fkJU0p9ZildGb25WhuKeVC9E4yByPOxM0cg/Tuc5qusV8xi2aq7ibG8A0v7Vkb3/FpWUln6RcHKS8+JQePJTG0jzuiRpkruLes2Me94C7Fimxrnj/wdFz53U7UyVFg2X0y7Uo2QfAibScbSta/ByrXMGiCkLVVJnMvp0qNvfw7y19oJaYvoQa4nGff0DlPuWKirv8TNMuRIpVRt/Hkq64R+MgExT3Jpt7C4gEuty+ffPGF7/y1nvvIXTr1i35vcuXLyP0/POf+8znX3zh0iXzv7MhVFDcc87G3IsIF2pRHv+RxM1rnXgQy0wcZJau00Cib5f+qoNzYcW83VwILpBFsGNhLzDwJvzKV74/cOjP/uQP6Ty4DqtMfnMq4xaNxUFGFfeU9IAFxd2hj9MTrxW7p851NjlVJklxtynJvjGEu2TVC/eTIIu8LBRFOhq41v3Dk/enXHOq/ClcbZJlnCXmuCd8prnFaN9Wc9znintQ9OW993D0vLbBXTJzHmo7oePOQx2yy6/wspD3sMVOkgqX8eU0p6JqwTLVU2UcSp7Z7hf9KdciRxqvudbJqeE1Tf5s0U2eNMX95rsP9H6cWyS12aZ8c2qKx30xDjJRcW+uuddk4X775v/P3rvGWHZl52HrPO699eonH0NyyOJ0z5RE6mHB9mgsWNUAJcquIBICAU6CxOUwUmUMNGwgfxLDqKhgNKJGGs6PPBDbqMBKySBcDuAEgYNIsSoWNRS6HEuyY3skecjx1XSLlzNDstls9qNe997zyI9z77n77L322mvvs8+tYhXXr+5b957nfnz729/61vabW5s73cqHS0tL3W632+0CdLvdnZ1NgKWllbUbG8unEL87b/8ZeyNHid6Rk0FlaQqa12J0kyjggrXGXdlDoEuinMCo0sNcS5w0h1hxU/Gohy7i//k3H56fazGB+7Ekp5oZdw1lUtG4k8yZg8admZyaZHkchUdDylyyCTtIoxeKNEpIxK0ilWGRUsWvsjz3XTkVh1b+gTvGR9Dulmmez7bkLcQRcLd317HKTC3Ctp6dG+NOQ7dyWKA7jsy418jS8SiVaY5xry+V6T04+An7H860ovv7ZvcVfuVU5+RUGM9Tdm1as/f1wsWZ7/OSU4sGyZTKdKKwz5tJdVKZz7TG3RNw7+3evLE+guxLK9dff+2ayqz3eru3b7/91uZOt7uzvrqztHLr1KF3Z1hmlDCaGXckOVVh3Oskp1pamJ0Cxl2cG2zsILNWLNsalE/jWJJTG9G4mxn3vBWH0twszjq6YbHqKhMe6g0iZI27q1RGNSBjucqUdpC1XWVKrEDrNJACTFVH8DrJqUmW+Z2ljrlyKom/0yyfUwa0IjnVwV3n7v39H//SZauf2PIgKLAwRhBAFAS6F1Ey7nT2kbRfV0f4K+6N1Gbc8Tr2RdSSytQuwOTm3ckcRmwqp1oz7pO0BydDFXRR8dyFmQ99JKc+6SfnOk7JqRoGwahxL2b/JsyU64cH4N7bXlvd7ALA0sr1tTdWtVh8cXF5dXV5dXVjxMzvrK/uLF3f3lo9PeA9CCAOQ4d+a2TcHQowwbjrlhdTuBdL32HbQdb1cT/JijE0qvQw3w4SWgrjPgHunjTuGQCwnyW/Zgc/GIx71orkuZnjKiNJZShXmarGPQgggIAeZ3GQh/u4h2yNe23Gnbc7r75HaTmt2EGy5rZBkrfjIE9842mN/YV/4I4vxkjGPctn23Ll1KIIi8PlWVnKFGHPuLtgQRgPOHGIyGxKxp1GadJ+XR2PvKlJZWba0dHxSWXctkdm4kjNjFIDncTRcMi4m+j7nZwk0JfywoXZ7/OSU4vxPFLqbRchMe78dqibEURAolsYF20gtH+bTUf9HfTdNze7AEvXt29vbehRuxiLy6sbW7e3ry8BdDff3K19BScq3MYjo8bdOIig0F9q3Jo9ZVPaa55HgQeN+0nO0UZDxIV89iXNcoRxT9N2FEGN9GUpcpus/yaAu9kOMs1bUagUYBIqp2JzQ5Lm/SQtB2g6YUtt88bFYVldRQzUx70VGX3cx/Kn2u9UsI6m6F6Eca/iP6nTWUllvCen6vb0p5MFa9S46xh3h8tzkMrU38BkBrHFN2HcyZFZonjrUA8ihKq53DVJZaidOjrqF2BqlnG3kMq4M+5u2gEUhLTjcKETP2CogAqkodsrU+wg+Rp3vKlUpDLDtKMw7nCCZe4+pK9L17dv2/Pmi6sj8H66wmEWz3NIldRSKRwqp4KCjXAfd549iK1/GWYH6YFxX/6bv/VPvvVRzYMwQ2Rn+QxEludxKAPWckHv0Q4yY1PuTQB3TuXUdiRr3I3W+KJOBswad/m+zK6pbB/3lqnHCRr3usmpJVagBR6Ixr2quJAQg52Pu+8Nselp3NF3arKDjMJAXPYUzt+tyFoq89Hjoz+5eMl2M13SOBkjCoKLc9bW4EAu3ib1em1cZeq0E48FmOgx7QvnZ+v7uDs3VD62FoO5kuGvChz2RgRXGZd9Fd1LYRrLEMmp/SSLwkAc/fhAiyOVKaomq985sTL3+sB9ecNd7LK4urWxXPsKTlQ4EAkc1RqTF5c+lHCMm497sSTwwbjXXby+98nBJ/tDF4NZp6hWTuUOZEmWt+NAq3H3JZXJIWcfpgmVnlkqk2btViTNzeKsg66FJOBuYtzljmMuJYO6yiggr8Bw3Mqp9V1lxldFd0bEVYZk3K1cZfzbq2syK6YllTGLjkQyoqDbwX5DYK+fPORVdBfD1g7y4/2+21RNMAUlvqTZBGm5WId6EBtwTQqDHtP2+8NjTE51c/FiFnzlszAudpClxt0pF0un+GVauReiLBQnSHQ72AF3PB1CnNOLqsnYd47BvpkTXswmervbuz0fBzoF4TCLcyRxblSi1Ow0Pu4GF4XiV3EUhAEuPkMD07jXLcD01jsfffHizJ5ltXDnqAqyudumWYZIRMqn4Usqk+U5n3HnO4jxIwyCHKg1VJHfKc0cRsb94cHw4ljgDsYCTAqz5ZDDDZhAJUnzVstggiTYQXrTuNPo2ci4u/m4j6QyU8HT0MDuM9q8OU4pYt5OIXAHgDAAq6uTXOqYYcu4H/STOfuzAIk8BB93amRWGHf3YVx8U426yjhfpHizzj1ikObtBhl3dgGmWsmpbj7ueFrL8xdnPmAYyxTvFGXc1V7GX5bwpDJnjnEHgN7bm+ur165dW1u7eeYRvBNwN29+uUplKtuaePUZ09ZweWQr0l29qfp94K13733p6XkrN4Y6UUGZFq4yeRvRuI9kFXVSu8TIMuDzo01IZcDETQ6zvBPLc7M466DtQZbKkMmpKmJzqFOG/irJsnZoYNyFyqn1XWXGUhmaJ1Y4bIm4lfRpnNm31Ol5n6J0ggEH2xY68Gq4mrq8o2tT5H8l4257efv9dL5j7bBuy7jvD9L5tvVZgAbubpVTa6y7PBZgol1lnC+y4iTmehB+jSQx/LvKOFROrdpBWv0W9AwRJz+1/C06rUiZqWCztNACd9HHXcO4n2qNOyxeWVkCAOh2d0QEfyYhvMMszpHEMaQyiAZAch+vo3EHSycE73aQ/ST7F3/84CvPLBiTutIs/6N7e84nEo9D08P4r/K8rWjcJ4y7J417mlmgC52Rbc0wZVJmbcVVxqg+Ei1lwFg5FdG4u5gvoVKZKArpfuFVKsOS1WLJqZXMk9KhsgjO9k55F/6TUzWz+HQYd0MpqzwPg0BEz6UfnO0CRoUUnLBNGToYJHNtJ8Zdj94ECxGKlZAebxQGeW7BGohR8XFv0lWmBnCfFOs5mRp3mwJM1iSRUIDJSeNetfkqg+MIWbYN9LHvD5Lnzs9IHzK3r+to3E+sFZ4f4L66sXX79u3t7VvXV5aWYIzgV88igndAZsMsa9XWuPMYd+va4ODKuKvAnTZoM8Zb73z0+qtf4Pgf/8N//v7P/S0PZkUit2FjB4kx7t6lMpBn7AGlCakMmGbHYZrPtOS5WdyHQduDVXIqpnE3jLN8qUzb6CpT+rhPyw5SBQRBALOtyXJasYO0Ae7+pTL4vrl/xh17p5xSVqJepbSVsNX6uwF3W3ddN14fANpRMNAlp46fm5VUBmqgmaodZIOuMl6kMs63qRYf5ART486n81007jz1lPbatIz7zPdNwL38LTo+HA1TdSHBnJS1dpDC/KWzgzyxVng+K6cuLi6vbiyvbgD0drdHpZa6O931nU0YmbyrVZlOXThI9ySeDA2zxh1NTpVcZTAmgM+4WxUNUV1laqpE3nr33uuvPPvoaPipyVjqd+48cHJOk6OGVEaek8pxwVeyS5pBwoYXDZWQMFYLUrX+ZleZ/cHTC5M68AYfdwdXGV6xniTL23FIaC1AkP34cJUZ58MxeGLpw4K7nWtHADBIsvMzk/0Kzsxdggz/UpljZdzps4yqQYuMe5IV9tjWjPsgmbfnwqfHuOsHnPK5tcJgT9+A1eVxcUwHe8qKVKZJVxnnuUbsYs7p2o5SGSbj3qQdZLmWc9sZ1r2U5y7MfmiSypRPHh0D0T5eDLzzHaBDd1UVqQxWgAlOu8ZdicXlVYWEH3Hw1065Dt6hxXMIUSNdjfZnSZ3i5ipTjrZWk4335NQR487wP779nY/zrC5OLYaOEiZZJacirjJjeOSLcU9SiwL1DWnc6cVMMbUX9ciEDycad/TnklSmE4eDVDt7Ij7uvpJTs6xtcpXxaAfJ9HFHBwqRu3Wwgyz76dSSU/3b16DDWkTlFhdgFGXcbSVDjhr3aTHu3pNToQ4s9iiVIatBOxOl4hW6a9yddji5jLuFVMYauE/Wcm6VUzX6+xcuznzflJxK7zqi8IaJtUT5k+7nOsbdV06a92gGuJexuLi8urG1dfv27e1b10dC+J3Nt08xcHcgEvwkp2JsnISNhlneQoC7XO9dirJHLXQivqOLXzvIf9n79OrTCxfnWkbW/5vvP3zx0mx9Hbk0XfE7cJrnnUjmTrxr3LM85z/MhoC7kXGPwkCankX5BNqkHx4MJL9qQi2DuMqYFofoIK5eSVFFi+5xjWjcDe7jiPhEXE5L0w9PKjNaSnnH01Nj3DU+7pRZVmE8hzLu9smpTlIZywJMTTDuTI07Btwdtw3FRKy6Uhkyb8ddzCOsB5y1nW7Vstgad35yajBM7B5C+VTdXrGuy7ei8NyMoQYT7aylK+3EYcF0TUW8x88c4+5TKqOJXm/39ptbb+10u82f6/jjJNtBohO/ccIuj2wllVF1fnXyPN56597rrz4LDJ39W+/e+5lXvvAH331Uyg/cQhof+dsFSZar3Il3H/cky/mTSlOuMuSgVrTq0dg63s0Ux18pc7qIT/cHl+YrwL3IT53DLDUQjbtbASYFLidp3o5NFaZKO8h6xnbAd5XBLl5En0rlVHNja1LjPqUCTHhyKom6Cnwmomfn5NS9fvLCxVnba7ZK9IcarjLtOBho0JvgKoP0RPVrZXjhsxtNTnUeZosVXRHOE1ajjDvfDrKOxt3Nx514KS9cnP3+w8PL89oiYibGHVEfMd+ybnNGJOPOtMa9GqXOffLRWdC5t+NoYFuAiSGJc2PcZR93J417OdraAXevjPtb7977H/7DHwPGhPfWOx/9t//+j/2dt7/TT/A1NDOk3s6/+AzTuJfwyJdUZpimScbtvPS2snOYrLKzdhxJNJI4paGGfZJUBkqZO1ZR3iFtDu0mKslaCPTpHudVKjPytjMZ9SDzoqj3kH3cOVIZYYFdDDK+1ng6+OIduON5+WFwROm25eRU5wJMBwN8VUmH1VgKDfm4O7nKQA39QDU5tVGpjAc7yBquMi4a9zAIwtAsYef30Do+7n7tIGFcPPVHvnjB+FtUAnBcjPuJdZXxDtx7u9sSvb60tPL6qcfrZbgw7piCRQo3KtFL5VS35FQMuIdHTnujHzw6fHQwfOX582Bi3D96fHR/b/DDL5wv3kIt4F51trKyg2xFQeGzXs4BAuPuRzOXpMfPuBsE2Wk+1wkkGkl8qjjjXnWVAVoqg2jcTXaQGsZ9WK1DO8yyGYvKqf5cZUiBh5FxlzXujNlXzIwv1vAR+GkqaZpFGHyZEuMeBWnfnJz66bjo6aQAk6kksBSOBZgsrXXDar13fhBtgFltx6tUxpuPOy2VaUXh4XDocFjxCt3Qf1kYweHsM3F0lKQLEdWcOMLaMgrcyfemFJqEkx2kfqIpgDvx2/KFokwiemQucNdp3IWf6xj30y6VKeQwVXr9TOH1MhzGI84C3ai85Ehl3Hzcy7FsoR3tsScbtSfQUykRpU4GTIuH8pv1SVDpWfGlMgU2LQBrScWVHjvepDJpptsBRy6poeRUcmIrHqD0IkTnU43GvVI5FUjgrtoGGwkS3FVG1bgXlVN5wL3+LsrEUYFhYih9WGHcq/o0Ti8Qf1K80BqrXfPVQhOMO1qAiSTO1eRUZ8bd1Q7SggRxM64pguXjTndkBfn5SU6tJzBD65aU4dzGxCt0q2zA16CrUSTILZA2KVaDebFsiyNuly77rKMdpH6R8PzF2Q8eUsYyAuOOvDt0ucJOTjXbQWoZ95NagMkLcN+9ubq+M/p3gddXl88WXJ+EwyzOWUOb7TIYyamOrjKCxv2jJ336OstQNe7OBZh+852PfuHPXin+TTPub7370V/82stgKtzDCel5WiWnRkFQsLAlcC8Z9/oriiKGWc7X3h1LcmoxgUlsNG0H+fhwuDATS82YcIRs0lUm75CMe5LlUVDo0j2807KxcfJ9pQ/ratxFxt2rw7pW4+670hNns1EKJDm1hsa9acb9oJ/OOVnKAM24c11l5MwoZ/YhyfK5cWNrlHF3VjhUCjCRxXd1wdegq8GZtqwY9PGb4jae2naQeOkGAHj+/My3P3xCnZokL5wZd2LuE9e0Wo17PSu85sKXVOas4/UyHPbNOV2dL2gRQ1IOoGQA31XGUiqTtqs1hJ37wH4//cmvPFX8e64THeidbd56597/8p/+ODTBuLOTVIrHJUlEBsmIfffHuOf84zTk486hh0WTpaLgImGN/+Qo+eqXLknHISYzl8qpPAeSNMvbLcrHXVxs12fcmQWYNMB9kmE5SPO2MJLwNO6Tn/ill7SMuxMe0oVbCuyIcRcMeUrgbrt6cdO4h0HQjkMdzydFLcZdzziUEJAo0gQYt+0OiyvJqbUEZobkVDLdlnlYt+5gJWWRgjNtcco1lmE73UySUx3tILUaoRcuztB6YHoMRDESZ3VBzH3iz88m4768cXvZx3FOQ3Ti8PGRnbqOI5VxdZWpdD/0O025yvhLTv3/3vu0vOzZVtRPMrQ3/ta79376lZGipr7RhyTD4A9kxbVJ09IgyQoFiBfgPkgyK6uvY6mcWsACcXCUmp8KsvcGyfceyNuphFRGncPcpDKoj3snjog1gFQ0rZhxUc6GExPGvW5yamW1bFU5FXyLWKbDuOvOYrI4hCismKn3x0vr6UhlYEy6c4C729qgCGLAKVvd1Bh3jwWYTJVTnRl3MTnVxQ7SihGXgrOYUfWBRFgDd17ag/HnWATvPTggfjuRymAdEOXyOeObTuAOwj0S9p0nVuNe38d99+baTceKSr3dm2s3HWrT93a3b66tXRvF2nav+sfJ39acL805HLheiSdDw8gD4dYKUuVU3DeNK5Wx8nFXl8jOsrkwBHGM1tUu+c13PvqZV79Q/NujtXYRFnaQaR5HCuPutQDTMM3aUcTfyqS3lZ2DUy1InJ4lnK1OrkeDdEYBKIRUBtG4m6UyoNJVOjtIo9ll+d+aC8XyqkzKbKwAkyc7SPBt5a4T+/p1WNO5i5hER1nkiXF3k8oAw9m2DOe1AZCsJLPaDqZxdwXu/lxlaODubgcpHNaRcbdhxKXgOEJaHZ8wA0VjAtyd7CAJhsjs91Ump2IdED0y5y1TUplxsyc2vk4s4+6jAFN3Z311zbYcam93e211fcfa2723e3NtdX1T4wrfKw46/lu3uLRpYncHIoHHuJs0ANgEJldOxRbrfMa9buVUpz5Quj2Uoatd8lvv3PvpcQ6rx2KWRfBX3jrG3WMBpmIZwJ+ZjiU5tcBG4nNQGHf55yizOBOHOl8/dTQ3kmR4IqPycpMsn4kpjbs0ffrytjMos7GLJ+wg4zDIcqB7twjc/c5S2sqplrYtbmcxNM7Cx12gAMrk1DAAq2fgLEAXX5zhFHUYdz0CK6ESPblggjQPZos19x7pMc35CsXDuqV8SHtxVsFh3J007tyoaQdJvBS+1hclL9C75oy6xAKvfDjEZumJ1bjXB+7Lb1xfWYLu5voql9/u7d5cW1td3+zC0sqtN6xENrs3V9d3urC0cv3W9u1RbK2WwvrdNze7ALAy+uP2rRUA6G6+6cDqu4ZDi+coGcw+7hiVKC1zHV1lnKQyamdwG0zLCbUM9DK+9f3Hlxfaz52fKf5b36FP0biz7SCLiqHV9VuJqLz4whZH4w/Kx5KcWnDS4tgqqT/VJn04TGcV5oNi3O2LseNqMczHPQoDotOhUhnivHTQbFMZ6OxVtYOUt7mMOzxiP51OcmoYBDnkvph9vcadLMCU5VEYiCPJUZLOFHaQltsOzgJ08cUZTlGDcW/Cx91521B6WXV6De0q44y3xM1Jtwmrji6Rw7hbHX/KUhni2oxZB3RyqrOPOzH3lT8/o4z74urG1vatlaWC3752bW3t5vbubk+G8L3eWOFScOJLK7e2tzassll721s7ALBya2sDTYPdfbv48/ioi8sbt1YAYOft6SF3h01z1YBFDbPGHWPcpfGrpo87f28XAAZp2o6k5FQXzKoy7uhlvPPBkx9+4Xz5X2YVOiIcivuMfphDFMgrBxEe1VfLjIqSspeIx1SAKY+qdpAy465MrihwJ5JTVTGGW50yRCqTZXEYUsC9CpFrvlOmHST6HsV9MHW1bFzJiDcyHY07eJW5u2rc8yisVE7tD7POmCDgP4c6kJq/gVlP465tAFwfd6XV1eCzQZzo6gjMDK4y7nsCgquMU3eol5zKYdwtqjvZ0oiC0ZDLZK0r3cA5YNkaUfqghsZdy7iXjYRg3E+sxt2Tq8zi8sbW7Td2t9/c2tzpdne66zub+i8vrVx3MqDp3X6rW+By/O8j3P6a+Ofl11ZgZ2fn7d2N5enkzzr5uJs3v/hKdDEkqYybq0zZ9G2LhqgFmBy0rWqnQo1lHh0Ozs1M/L89JKeqbG4YDjOzJ24xxOg07jCeJnXZMJwo5oZRfqq2hrR4ScdQgKm4SPFFSGBXnVwPB+msqnEnfNztS8Mw165FlyyuEH3AimN6PYuMMX1II1rcVUbQe6irZePcJm4dTMdVBsYP3EvCNMHrG401O3FYDmgiQcAvRLU/SOddIbUuVwc7i7urDMsOkl6BKwJLLwpyqMm401IZ141NqbPzmWoAACAASURBVADTgYPOu0ZyagOMu505TE07SErjzvb70kll5jouGndUiSD9nADuvlzgvIfPyqmLy6sby6sb0Nvdvf3222/duVP989Wrr7/22rVlZ8fIEW5/jQbgS1eqx1+8sgTQvfNeD6ZjVenAvXHW0AypDCM5FRtTjFvDjoy7CtzdGPdh2mmZGffHR8PzInD3YAcpL3JG19/S/WIUY0wgadwndh/FmDhf49qKgebYpTIc70KCcYcxYijHehy4t6N7j/HqAaoyxLy+RV1llC5QXBXRNSRebUpSGbQAk0Dcqp2uHUWDlEKHzSWn1hG88kOHFTjbQVEYxGFQ9CZxu7y4PE4hqjqMuy5XBztLOu/q406MEsxqO+oT9pKcCnWlMtQuovvSQizAdDIZdyvgbpljKuQre3aVsWHckRwYd6mMvp1EYVA4FBNSmdPOuFdicXl5dXl51fdhe3e7AEtXYPfm2tY4/1Qk73vv3SF/P51w4N68SGU0adeVBbebq8xkFR6HWZ4zGQX1pnwx7qjG/fFh8uLl2fK/HmriKCt15lhWbAerPu5tn1KZrBUdP3Cn2+RIzyPcrDqlSczrwTCdUzXudoy7gWHCXWXUyqlZHoUBMdnIwL2mq0wplVEc5StfwxbnInGrrmSMHUHsp9OTyvg7kU4ywRQdFYNJJ26LuTR8JY+zpQyYSlKIcTBInqbLaeqDk5xK9xpVpeCFz4Z6+1QnVyqT5bRhOREsxt1GKmOFv6upw5593I0HNCSnYmIBzraAwe8/CoZpTiWnnlSNexPAvZkocHl3c31d+LC7s7m+c/fWtp1Wfhy/+qu/Wv77F3/xF+teIQA4Mu4epDKolqsVhaK4paaPO4zZbqkovRpJmkdhIF2Oq8ZdAe4YU/XocPjDsxONu4/kVIVx5/Vh1FVGRFTOBcOFo2WtKOQvThrSuHMc9whXGRiv5TrjTBsrqUyeQw5ym3d1lamoxcojN5Gc+s++80kcBj9+5bL4Ia3vLAOdvWjG/bg07jQvOA3GnaFxh7H87/J8VSrD9r2ZGuP+8lP+Ne4Txp2kVDwy7hLarmPl3hDjLh7WrZVaAWspONOWVWVWK8WLSGp4Z9z5I7NFcmoU7A0MF5nnuQxEhChuk0pOPamuMp8d4D6KpZVbN95YXiw49t3tG+ub3Z31N1+7rRO+U+ELrIvhonHXGB6L4aZxj6MwSSfVoNATGa0kxCMXKMEI3Ptp2lG04N7sIDFtqCyVqVfdA/DkVFYfVv3LoYqo6svmToirDMeMohOHT8b1yNQpTTrC0TBVm9ZMOzrCMis4SR2cn4CyAim7CQFoJF6N3+v/u3/y7XYcbX/9z4gfcpNT8cqpI3OSJMvDAKRliZFHEEVcHvE03eR8Mu6a5DOCNS8+Ln5UoucK426RnOouYuGnDB0MkrkGNO5Mxl3ltp2pB59SmWY07lVXGZct4jpSGQ7jbjWYW70pER64bQsTSIZfQRLtfaiTdTsOBweGYpf04ypu87PIuPvwcZ9mLL0+Ru0AsLi8euP6EkzXNsYQDRVgchPvyj7ueL13w76weGSmzB0tRea2eGXaQT46HF6YnWC+mTg6qse4O7sXF0O/5IXST7POeDSvL+MZS2W4g/Kx2EEW+0jizWK265VWjQIUHeOOZ1pHQUpAEB3Iq17GZNOWcpWRNO7cHZ48DwKQj1lu0Dskp5Z24ChiMCenioy7P7MXmozweiKccSfeXYWJGOtVRNaNr/WvkzbKd9etkwJ7kjXu7TgaNCWVcSzy5aEAkw0jLoVxGCmaJVF5SgqrNyVO9N4Zd75tANpzUQESp/1wdmY+ixr3zxpwl2Px5avIP48xGkpONY5EzpVTjfvC4q+YTgg4cPfEuOPJqYfD87NNM+48O0glKROqvKYPxj1vxwH/OA1VTqUHtQK6ieJvIwI4HGazLbnZ6IA7vsVEdhNd+WsJqE38rfUt1lkqk0MOykTClMpobjkIw2CQZGinMzaShjTudGF2t2Ly+InsCzCJc7nAuMvJqZyz19K48xn3fjLXhI8701XGde+ROGMRDfq4+yjANH2pjJFxt7WssUpOFaUy3j3s+ZIBdNnsbgepd5UBhsa9vq61ofjsAPcCl3fvGko8yV/o3e0CwNWXp2IpA07q6ubsICWs6ca4i7CPqcv0CdwFf+Ui0Anv0WFyYXYyt3kvwASMEhJFFA9ZYtw9S2XSrB2F/CVinZogRNAvtJTK8Bn3w0EyqzLumgJMKLNlC0HQyyj7I9HppF0yC+CeIy6DZRdzYNxh3CvRTme8MJGnn6LG3WBByw/tO43CVMs0T3YDyv0KcfLmbwjUgdQ2jHsNO0h90ftycUWPJEgBpigYHLdUxsC4O0tlBMbdrTtw9s91YZy2bEdyK417fakMsVy3SE5FNe4YRuKgasLHHViMuzeKwW98doA7LL+GFFMqUlYLD0jsC5i3e6PhJJUxu8o0KJUxF2Ca9GfmZJNk+Z948YL0oRtPo66Gp2MH6c6453kUqIz7cbrK0IOXc1hLZVSNexVnWxVg4qxUpWBKZViMu+wqw93hybGaoWXnNW1i4NN2ofdAgbuVj/vUNO7OSgb+iQjwLZJwZYZARSrDriC7108XpqBx76dzDdhBujPuPoQoUI9eacoOsrarTMOMu93BrQjj+smpdXzcBWct1FUGOTJnlue0k8817s3GCJivr23vFqx6b/fmjc0uwNLr1xbFL9yc/H19yrjdrQCTFx93ZEtIxMq6TmWcpcQjczXuafZHH+3JF+PUB8pS5GWoi4c0y4+GqWjv0AxwZy08cMZdKcBU59oKsGVROfV4klOzOKxsC6gtUDqClasMqqJ2Y9ylFcgwy1phCCRrW0PjjnxYwgUHqQyUjDu2/j8uqQxNDfJtW4zB3EWpXpvAuI89eSqM+1Qqp1q4ytRg3CngXi5QyZHNmcIwHqqWq4xhZehBKuNdLmIMo6us7cFraNxdJCLESwkCCMBcEw00Y6DGVcY8A9I7M8Vtkq4yjk296WjUVabX2+314L333oZrG6uLo//ConMNpuWNWys76zvdzfVVoTDr0vUbq6MDLr9xfWlns7uzvroj/v2N6eF2FxaB4/zK8HFHcIzY/ZiohT4y03sY3djyZwc5IsnKkOh28FE5FZPKUI4lZRQjBcG4119UFKmufP0irQd1Dh7jPukOaquQaBi0tLtOKqPZPqJ2Npkgr9zwtWDcbTTu6jMTpDKUj7vu+gvudrYNKnA3zm1FvkTxb48FmKbHuGsYNeLdVRj3TrTfT6WZmy+V2R8k823HWmo2Pu5Iv2AGDdyLodV2uetWVhPGNS7KqDMS0jZ/7ir82hp3zv65LowPpFGpjKgjd2XcqZT0AgCUo41ydio5FSU3OTOgycd9xLgvaPrXmUtO7W3fXLu2urq+vr6+ublT6M4Xe2+vr6+vv1nDAWZ54/b29ZWl8X+XVq7f2t5anawDFle3tm+tLI2/sLS0Uv178xFHQZph2+H6aJBxFyZIXacyu8oIo+1CO95jsEQaNtSpAJOicVcZ98eHyfnZyhKU46tFR007SFLjXtvHfcS4c5WmaZpFrnMJERxdR1XjLrcK6Qgo86Fn3M0Vx6TQWwdW4DLPVaaisOdDkAwClXUXpDIuC4+iRzhKZYQViMd9YXoK52tRjKFr24S/kMq4S+xAgLwiPKbl4+5+FmKUqFgf6lkVrIa0IyyWOmAd7y9OYR2Hw4rrAUfG3TJ/VAydLFA4uKVUxiY5VZzo3dZmhpdCJolNgDtbKsNi3DWGBKMjxOEgIX3c/VEMfqMZxn335urmDsDS0grAuMgpFFKWnZ2dt3c3lt058MXVja3VDeLvyxtby8Tfm4+CZdQ1BTU4BlJuGndxONYljhi3rcWFOFfj7pNxTyU2Xb0GyQsSfCSnuttBjgowTZBcludZDuW440EqY1s5tRnG3QDc0yyOQnE3XG0V0vyKatytXGUcfNBBkcQ4adyjT/YHuvOKkWGcNtPHXatxHzHukZMdZCPJqQ0pGZATado2pXEX4ON8J7r3uC8z7lPxcWc6dKVZnoypcYcgoJvYnApQFSvFNwDdezwJPu4GVxlHvCUe1m15Wa8AkzGV3M5rsh2F/KWR+HasEH8ZhpR00qtXkMoggAQdT1iuMozkVJUcLONMadx721s7ALBya2trY61i0Yjml566sB2POCUb+PULxBCxndbw2MbHnQncdb51XlxlVJ09IpXxoHF3LPStatwlKrR+cqptAaZjsoMsGHdBKmP2cUckAXEU5Dkgm6c44049E2axnonGnV05lU9QoVoUYZuYslvRXT/FuJsuTBx8PBLhhincn4876hMHtMZdWEAWtLdULIJ/efXsICclb4moo5MBXnIqkIObOphzRp4/99//9uZvf0f6UE5OraFx52iXXQ5b8XF3Qf91pDJGxt02W0nis+ior++vs1ynGXe3IhXGSxrbQcqW05NrPqka90aA+90uTDcj9GSFLTLzYgeJTupiV3GoVFKE2PSZLBHazdzGQTU5VdWGSibu4AO4O5cdUV1lZODuqhAto3Ac4wN3Tmleh7C2g1S4KNnHHUtOBc18hjJbJsYd0ClV4ng4GnfZDtLGVUY9ZIlCaJU5rXF3k8qIN+KTCDf4uHuk9vF3yvRxLx6dNMjwFzB1apoypTJ1MlOBl5xKf81tJHx0MHx8JN+dXICpxkhIAzLnBiauB1xdZdylMmbGfcwpMOPcTPzdTw+ZXxb7haMdJENQrvsrLVDEGXdG++FcklrksYwzp3E/y9EM425AvUbGXUdNGWepKnB3Z9zdWBAsOVWe8BCpTO3kVHUhxIQ1BWSpMO5VDsZtF1KM4oD8ZqYDNzXDgDJHz2GSbKC2CtnHHZPKgEYt41XjXuF4hClEqzh3dpVBqdxJ5VRevU8pih6BmpqZgbtQGsxncirpwubVvgZflBJUWTU5Nd7vJ9K23nQKMMVREEBgRMB1vCCBBDdMhlXltjk0ZA6Ig5LiKuM+StMNzEtyqqurjDtLwtC4260Knlpof7LHkvBBNV3EQc9pTJylu1U5OFu4yviSyhCM+0nVuDcB3BevLAHAnffUUkmFq3rhun56w3a1ynGVoZXoutZZkcpo+rxxtnawg0S7mdtsjerPpPXD46Pk/Exl+vTAuKsWKEw7yOYZ90KnwV8INeTjTk9sBTnUjqJBqpXKiEcYplkYBCg2RY1lGnSVcdC4811lMoRxnySn6kUaFHDvRPv9FF3/GydgUTU7hbpI4xN5A+46yQQxrFWTU6ODQQ1XmRoad+BtYNZm3LWjRAWk6gc3N3+tPAdQSo1NrwCT695RfR/3egWYjK4ydquCS3PtTw/YwF3Q9zuwbEYZD31MetRF91frJ6eO7SC1jPuZksosXnt9CaC7KdvHjLTvY9f1Uxu2mZGcdJYwCFAjuSJ0dX3FZuescVfnOfpSQXNHrgWYkNWw5AipSmWM1IUxMGUnayxDNO4mxv17Dw++/eET/rWNklPZzH1DlVM5puOV5FTVnkLgM3Q6GbBh3OkJW7eAkW6kRMDEqO1cgCnNgzyXvzmRyugfKfESa7nKCGJ9j/SSqXJq44bxxL1USkEXjHt1kEFZkjv39+7e35c+rOP3AjyZe53irEDu71WlMix8bzzmJLASwRJNXi85lWLcwRVyVTTuTkeoV4DpWBl34UWHQRAESGYReW2GG6eHl0lyKrbkdk5O5dlBEoz7GUpOhcXVG9eXAHbWr61t3QEAuLN1c+3atdXNbsV1/bRGE1IZYJcUEUOkRrQ+7kZXGWGIrMO4OyanYgIAiXHHXGVqJ6cqEwMT1qiuMgrjLhu0vf3tj3/2f7JI2D75yal5DlmeR7LGXd3EmEyNB8N0TmPEhAJ31AeQnmu1jHt17UpPIUUodpDctXqWI8ic4ypDbJsQBZg6UdhnF2CagktjET4Zd141XDHE0WnMuJuTU2/8n9/6L/63b0of1qTD1ZIUauwP0vmGklMrshDt4IZtlJlHwjxAeCZpIKollTHyu6T5IOewbinUjWrcbVcFl+c7D/b7zC9Lj9RWLWOkh7jJqVjPRe10OFdI7zYXnD3hKnPWNO4jP3XoFl6Q3e5OFwCWVq5P2VX9WMJaKsPzeCKGS20VEkblVIaPu7XGXU+DWWN3FLhL64fpJKcyL35ceMhCKjNI8i8/M/+//p6qLcOjAFsWlVNN7JRbUPl/4zbTisJk7IBIP1KCcZ9pR0cKvtEsDilIoVvASKNzeWS+VIbf5dMM8QgvkxAogYceEBDJqQypTEM+7lNyldE9FsomRbTJGrnKVKQy6AKm04qOquz4wSCdbdXqWHOd+MA0nNbJfwWAOAzSHN+qrVTKpIh5OTmKU0Eiz9F2PiWpDPhg3I+hAJPvyqmdOIzDkFkuQJombNUyxqWUqdL25NbUYRA9OKf9GBj3OBwmFONe37u5oWiucuri8sbW7Y1er9fr9QBgcXF58dRD9iKakMoA7UzMkMowBb5SFCcsuzPTCUE3mxbnshp6+sO0oxCx0oSH2UHW9nFXbDGYM0Ex9LdbISWVORiKP9nvJ1/90qVfuX33P/4aq4sUYIsPFuuQQESEgR7XCu4HZVkDzA5yIkknpTLhoSJEcdjV0Xk/S/MEzf0U4axxTzPEyZ3DuJMa93i/jzPuDB/3CWswvcqp/pSjukUpcS/itRUWVRI7gL6FThQcVBthTUgNTMa9nowexuBDXdSJwwIhW3crRZflkIMieJClMu6jtJGMcINcVTtItwJM7lKZOAxysu84iB4vzbc+3R9y9oWktZB/xp1sNlkuAPcQsgxCodWjmgJfyamfRVeZ5oB7EYuLi4tnBbCPw14qw2LcifoFuq4ubhfq5DQcpXL5X6YdpN7qIUxShEEn4ijJZhDGPdoTLkOVygQBxGHI1CChgUhlmMmpWR6FgTimSFSoOiDu95MXL829dPnw7W9//NoPPmM8hbVUprHk1COGfLboDjOtSJ3SRACns5QBncbdvsgXc+1atl7iaIOkUrvbArijdpAlcK/WcJV+qEMqtewghV95TE6lZ/EprBA420GgYdxRiqTdCiV2vI6lzOjsjA3Mmmoc0AN3pp4bA+4MVxm00FiVYKrHuONcVRlukEs04JLqsjGDYzVBRFFNVvfGHWa0p+Y7n+z3X7w0a/ym1GdtgbvOtq4Mo1SmBAZFB4yFJAl0tGdJZWi//zAYZqSP+0nVuDcD3AuSXR+nG8tbA3eeOSvl2KVBZhzG3WDqV4ULM61omGbGTTHdtO2Qq44y7hLx//gwOT8rt+TiLbgDd5OXwt/7p3fPzbb+wp96Uf1h8XCKTKOZVmQswPSkn3zx0uzXr13dfPs7HOBerPT4D9O2bAcziCWfOMGU92uQyhDAHXeVQeYJg1RGq4euANZykmjCDjLLIFOSU4WqgdpHSsyLdZJTRZ7eY3Lq9Cqn2m8kij9px2GW5QeDxCyViSIpvac+F87J9a9pBwljbd688nmlcqqNjzvLzQPUHGx5NqlTis6cnOrUmI+XcYdxmvt8G/+rw0h+eb79gFfUWdG4203Wxn1dmvmqZBconVePKAz0HF1ht5DKkK4yjr6iTUcTwH335ur6jvFbSyu3bmwsn0YAb1sQjqlkcNhG59hB0npTlTsvUMJ5siQbLZUhfqgGS+OuSGVgjJudKbEkyyWmX+rD/+B33/+B588hwH08o5RMs3QL6rRXeFMsf+Xpm7/2rXc/fPLKc+foa7PWuDcD3JkNslzHJmnWrhIbXI07WoAJlco4Me7S2tVB487v8klKMu7UI9Wa8Rf4b6g8XjiplVN9ZsHWA+4AMNeJnxwmxuTUKAoOh2meT3SDNS1lgKc83B8k6uBmFToEJpKRzA2K0ZeZUhmjj3sdV5l65oO6EJ+J274Qc/9cFzQF4HDwywvtBzxjGYnX8C6VoV1EJU8bjsYdxms/CribXGUGSfpZZNyb83EHgCUpJp8CQHdnfXVtm5uP91kKW6NurqsM4fGsS04Vmp2bq4y6I8nRZepdbqwz/dFOJWncVakM1KunDdgWmzQTHAwT1QVFTAko4aascVcGxHLP/S9fu/p3b98xXttIKsO2g5w+cBcH8XIqQhh3AQHYSmXQm3Kzg9T5uDeicc8zoi4gcf2EhfPIVcbNDlK4EUKoYxv0vvkUGHfQvz5Z/teO9gaJOMigP0yzfKET39+beHTUF7HwklPTuRquMqBPPOX6uCssDAcT51muThIeXWXyPA8asIMUZ1K3VlpHnwkAYsU6NRzo/Kfm25/wGHfpRdvCGOMsQ9N2NOOue6rGgZduJ0Yf9zOlcV98+SpAd0l1kOltr61uwus3tlYXYffm2vpOd/PN3dWN5Qau4TjDdjziAne9xl0n5Kq6ymg07iSvoGPc6UvVMu76W9AFatUkatz7SRYAqJClprEMaoJ2JHAhB4NU7e3iuF9egFEqUwL3v/CnX/zlX//Ww4PhxTmKYxv5uLMZkYZcZYiVpNgAyhUUYgcpTI0EQEGlMhrGncx/4hXrmWjcKcbd0Q4ywfwgyyohzJRKKYoMSzw5lZx9kyyPgsm85ibqxY9M7iJOgXGH8aSr/lXqDnPteK+fvnBx8uiCAHFESbJ8odO6v9d/5lyn+MQH485JTq17Fl0bqEpl9D7uyujB4V9SAFAXPx593Juxg6wUYLKfraC2EwD9TBwomEvz7U95wF1m3C0rfJsZd3LCEtuGCpc5mgL8sOQTa0fh0TALQ9DlgHFqjR1LNMG49967AwBXX1ZkMIvXXl+C7uaN7R7A8huv6+qrftbDdjxidnWSjTNryol+RblHq4w7A7hzkmWZYfRxV70gi6hpLKNShtI4vt+v6GLHv5rc+IRxl5NT5TlSnJu/vnz1V3YNpPvIVYbNiDTk405wWuJ6r+wOaqsQG55tASYHxl2nd5STUycady7jbmMHmakvrXxBjq4y7Xh/kKA9hZ59pZbplXGflsZdvyjVnQVLuE9mzIx7dn4mvi+oDvb66UJNjft0GHcNuKnqufVew04FmDKMcfcplWmoABNPPkRETcadZv0cMl/5jHtNjXtNO0haKqPLAzQOvHQ7aUXhUVLp+1J45DL8RiPA/W5X85fFl68CQPduT/r36Qp7H/e6BZj01gqT4ZhYHjDLgxfx5WfmjXhRd0e2G095DkmGHErUhqI6GWiAcRcX30fDNM1BHRFQbbfRx/3JUXJuZgTc/4Ovvvivew/paysO2I6DQcJ6mE1VTuWZjpcrKHXwFSGF5OwhBgrc0TbGrPEhhU4qw9e4lz5u5Sdf+2/euo9JS5MM8dsoZxc3xr3IsOwniP6VXt1Jd+FxX3h6Pu72fISscW/H0u4ZenlJmp+fbYlSmZo1TWFajLsOgTEZd7eKFmmO7ixVON2ZVvTyU3PG60fD6CrjllZICzY4UdNVhp62HKQy/OTUmq4yhJavCP7gzGfcjeyVwVUmDvsDbfUl4zUfYzSncce49IKLP+1h7ePOw1WUj7tGvBsEEAajPuAgBkWPfH9voOoWpNBvbNkt4o+SFF0NVxh3LDMV6gkowZSSde9Jf6ETqV1afFw6jbu6rhPn5iAI/u1HT+hrKw547HaQbI37mHFXrPHFIxCu2GgBJpxxJ0kd3XPQJacSdMsgzdvVexFn3A8fH33ypK9SmEVVGvXzcoOe+UjVmOvEh4MhkpxKkggKcNe66NgGTb+5iRDQICZmrsa9Ex0Oko7JVSbNZOA+HTtIIveDGVrGXWSX9TBXLYLLtOFTn6FEHrWi8A+/98h4/fhVmV1lXCBXpQCTY+XUWq4yaCL+5OD2FExhB8n5Zs3kVAbj7ugqk+V5ALhS3bj5I2qfkJ+HQT/NdJmp6pWcnGgEuF97fQmgu3lje7eC3Xu7b252AWDpyiIA7L69U/77dIUV486XxBEwgugzZfcj+nwYqHLE8siylwVHoaFjHWxZEF0tYtFOHvWCBICZONS5jHMC2SAWVh33nvTPzcREliHoGXciOZV52WM7SLbGffrJqcLsVXYHtVWIj/RwmM1qmI/C21g+hX3lVGsfd4JxT7JWVZciLtfvfryPLiGSLIvCUH1oHKkMTR3Nt6PDQYokp1ox7v6kMp8txv1wWCkWgf4wyfKLc637T4Tk1M+Kxl0zH4kUqZUO08i/JFkeBUDzGmCf/ihGTZioiwpwd1pe1pXKHB/j3rgdpCvjThy5E4V9WuNOS2Xi8GiI5KpNvuDkTTSFaMTHfXF1beWt9Z3u5vrq5tLSytWrAHDnzk63UNCsrK0ujnE7poT/zIeVSINp4g60j7t+Ui9/RYx0VlIZTlNO0yyKEBbcdv2q82liSWXqMe5ocmoJCj96fHRhpq1iRFzjTrrK5DkcDicyVppxKcK2AFNDUhnK5qiygBkhWiRtIAwHY7B7MEjm2qrZNIDWxx1pz3zjAuJGHDTuUO31d+/vt2Pk7QzTvIX14vLCyJ5IMu7t+CjJEKkMSSJIZaS82kFS++YeeSxy6MNXcVIzWOjEh4wCTGmWX5itaNz3B+lL9dTnx6xxF9QmxGCi7lMZMfEwzULs4UtPPo6CNMtFh01+GPN23NIK0ywvV79uTvA17SDp8d9Bh1MDuPtm3A0JSEJyqjQg64c+I0lqkMpE4UDvBQleNyH9RkOVU5c3trZfu3ljfafb7Y4BOwAsrVxfe2N1GQBg+Y3t7TcATmMlJjvgrlB3uiDtILVVBgTGXTuVWiWncvYTtMmyloMpmm8H3OTUWhp3tcOLHOq9x/3zszGBwKDKuItTr/QAJVO5AvDRk9k4OTUY8MiA6SenihNM6SqjTmlxGBwIaQNWGne0jdGTjVYqU3VEFTXuB5omhAB3wX70zv392ThS2cQkzaII6Ws8H3dqXpzvRIcDpLNYSWWm49IIvsX0c5rxk824R/1q20MXMEmWXZ7r/NG9/fKTKfm4N6hxFxh3KtEc/HyCGwAAIABJREFU0binOQW4kzSPQ+SkiEGNpqqrMZpKThVdZZxaad0CTLSrjKI2NMa5mfhwmHI29qV+YbsfYqSH+FIZaUAmHqk5OdXg4x70k5xg3E+sxr0h4A4Ai8sbW7c3oNfb7fUAYHFxsVov9fRWT7WTyrDZULdJvRy/3DTuGONuXojrbso2R1sH3MUCTFqNu/fkVOHG7z05ujDbRqQywnQiusqI9o7SgChmpo5+GEdHCSVsHSenRgNeKkVDdpBUJqWgiyVcZcTJlXSVCQ8Vb2NVeguujLtW404x7vIipCKVub83045U3DBM83aEzAQT4K4Xq9Az0Fw7fnQ0tLWDlERc03FphGkx7lrgXu0O8514kFbGGfQtpFl+ca7tV+Ne+HjS39kfpPPNMO4i3UOM6ihYLNhonSZkmGZRFKgoDaGBonDgBtzNBZjsCOPxFdZ3lWmQcTcmgKJRyNy/cH6G/prUL2ztIBlvhNqrr0hl2Iy7cf+f1rgXzY+Yas8gcB/F4uLyqUXomrBKTuVL4ggKgQLu4/0+UuOuRWDqvMhZiOvW99aM+zDtYJ1K1Lg/Ohw+vdBRv1PbDlJBmUIfvve4f3EuVglv8XFNGHcyOVVl1ArulgLuo+RUrvzOgafhBIVrBca9VKirTb2anKqVBKDJqeiuMf1MiCRd0fO7lPTwXWWg+lrvfLw/34kRqUyWxVGoKrgmUhk9dKZX+POd6N6TIzU5tRUHQ731kMK4u2gD0Jgm4657LLrXJ/1krh0Nk8yYnJpk+eX51ieiVGYqjDuRtM0M3YgtLn2JkRl9wsUxdTNXkuVxQC1QJ8cpeg0yfhvCmHDvBrkk8FrMjFaZ/XztKxo03zRM87m29cELtYwZuFenCe+uMrTshNC4k4ZaBvaKfn2tKBwk2SV91RSPafR+ozHg3uvt3n7z7bvo3668sbF6isG8nVSGvUCnGHc9pVpCGQK9WXlZcBbiuj5sr3FnSWWuPrOgfqdm5VQDcH9y9CMvXPjg8ZH0q4qbyvgCaB93lbcbI13taDIqwMSvnNpQASbeFhDBuIu+/g6VU1U8QTcwgn0pZugIAgBIsrxIVSRmGqPG/WtXLqvbbkmat6IwyYa6C7PydxJjrh2jI0knivqpdmKTlpRRCL48i+llxnR83HUPUyIj5tvxMK1sl2t83PPLVca9Phc+144OyOTUw2E6E9ftu9rKqWKVUMJVxt6+KUmzUPkCehzn/NTGklMrQ0TREkIb1qNmASaacXezGWDK3GXG3ZJlMzPu5AGrUpnKyplYEhjbj0EqE4dDUuPukcvwG80A99722uqmzswdYOW1DfgcuBfBZ9wpO0giQ2s8gDq6ymhUifSl6gtC2S3itcBdYKoeHyXnZzBXGUaWJxEGO8jH/Us/0Hr/00PiVyXTTLvKIMDd5AhWVLvkz3nTd5URWzWhcRf5DAeN+4zSNsIgyEGrvjWqxYrzJ2kedwxSGbVMadnr797fv/L0PNrUi8dCuMowrfHVmG9HUjMrgs7/k94IXUTZKtBllXiiKYjpuYx7JxqmmTE5NUnzdis8P9P69GBwaa4NXhh3kx3kQT+dq1fjCQipjPDorCqnggm4D9KspSAedOVpq8eYHM3k4+7mByLNpEUTsnLjbNRVxu3gTOAu3bv3yqn8Akw6twA1jFjL4CoTBoMMPosa9ybsIGFs+7hy69b1JQCApeu3bt26dX0FAJZWrt964xSjdrAE7k1r3EtSU/X0KIPYoFePzEpO1WST2CYM6cBcEMBsa0RWNVaAibLT+ejJ0eW5GZWOFSenErBKyw/pwtTpf6YVHun3Ckp8dux2kMSgJp6xXGCoLVA8AiGVwV1lMI07kBwJpYcWpoqyS1IeecpcUkqzCuCO/jbJNK4y49mF7OPa/gsAc51Yl+RHtJPmklOnx7gTZlmaYU1l3NMs75i0/sWJnl5ol8Yy9YF7Jw6TLCf2iKTMdbfQQVjx0VGVU7GtWpo1KHrHsFHG3bSL6OYHIh3WQdNVE7h793EHdvHUmgWYjLMM/UbEsyuMu7vGPc/ygHSVSVLaVeYM+bgXZZaWrt/YWF5++SoAwNWXl5eXl1c3bq1Ad+fuqbSSEYKfNQg2rjKUxp2o+z3+FeEkxfT1K4JjZqLrw7YTto5xh1G9wwQac5VRDezLuW2YZvv99ALmKlOVyoz8KGk7yL2jZKG6Y0Cr88uJwULjPvXkVJHKLZ8D7bBpK5XRjebUckL/HEQfgxIi60ZtdG4u12l3Pt67+swCur4tFrTqYYXkVBfnKACYb0fDJEc7C4GNGkxO1Syr/J+oNuM+34nSLDcz7lkWh+HT5zqllXt9qQyY1DL1i7MCoXEXhjjSVQYRKtBClCTN1EaO9j5nxr2mMEMX0raAgzVNTamMycfd5eCOUhnfPu78BCSPdpD0sNmKQ0kmp8bJJN0bAe53uzB2aK9WUV1+bQVgZ2tbral6mqIhH3diwUpKZUYjrJvGHdElMxbiOuG+fQEmPDkVBGMZvatMzeRUhR4eD+L3HvefPd9Bx3Q8OTVJxaxBo1SGVueXqJFvXtSUHSSPcS+fgzqyM11lUBZKuzh0yuEWu4CRcVd1MiDc5p37+1e1Upm8FQUIcB/v+xO5UEbGXefyQbQTWeM+lbpIMC3GnekqM9eOU8jFCs06jXsUBk8vdEqZe33GHUz5qV7WBnqpzKRFUa4y2BOmQdgwy9vKAVFxi7GAji7yPMdraY7DzQ5SutnpM+50+RFHV5mFtphUrQsJIdhuhtADFNSonEqwAEaS1GgHmWY5wbgbL/u4ohGpjBCLL18FgO5dEapX/3f6wiot0qJyKmEVRySnjokHN1cZN+Cu6y2+klNBMJbRF2CqlZxK2EHee9J/9lwHBR8VjbtgBynymkEAUTiZVGw17uXRwiAIAuA8z4YKMFEWKIJWagLclVlHfIYEcI/CIAwCqdVpF4eEVEaf3yl2AWMBJrTPllMIKZXJ4jBU/zSRylB7X/IWkBjz7TjNc3U5AeQELG33uWEdNOj5clqMO94SpHVsOwoCqOQABAGoL6HoRM8sdD7e6wPA0TBtRWF9BRrtCFnfUgaYyak2lVOhmlaO/CTNI7WR2y8AiGD4uDslp1bbhsNStuZgS1fOdmPcL821Pz1wYNxtXWVMGnfXyqmEWIBhB0nl9LcjM+N+MtUyTQD3gmWv/GdEuRcimtMeVktVi+RUPeNO+riPGXf9grgBxh2/KV8FmEDI63p8mJyfReY2/wWYxuPOR4+PvnB+Bn0d4tgnFmCSxMdiC7EG7gJLyhxbp5+cikqG0EouE+Cul8oAJnPXtWeScddiX5xx1xwKl8qUyakf7195Zh5FS8W8i6gIxi/IqqKCGPPtKBWKPopBMO7SjXhMTjUx7v58Jyn5E748kK4tVjYiCca9JC/rFzQtwsC499P52smpOnFjNTnVnMAqBi1xKdqVhJtxjbtNzZMyikZKq/9cpTKSq4ydUL6mTgYaYtx5Gveayalmnx9X4E4c2TjLG+0g0zwzMO4nUirTvI/7tdeXNrvdzdW1uytwZ6cLACuvLTd91mMNuu9JwbeDdNMAlEvSJMvnLLO4AJsX23Ew0DtD09djOw729VZNxYS3309m2xHaM2u6yhAo05pxV5QV42kyAoD9fvL8hdnKlZOki7gMKF4uJhSqhK0VMTOYKJOQypTtgUbtMJa5i8kMLhp3QlYhUGuCxh1vrgRwPxymjw6Hz52fQVfvxQ9V2Fru+1vtfYkx14mzPLeVykiDj0duyeTj7s93Ug+VdC1BAigvXJz5hZ+8Urk8XOOex2Hw9ELnX/Y+BR/Vl4qY68QHemMZT8mpISqjrySnaiYX3dBBo5kiT1peaaMad6cySZykHTfGXTqy7R5UTRN3MDkTOGrcFzoPBBtT7cGrRYitNe4mxp1+1xU7SE1FPDXaUbhHGqqapDJhmuYdWuPubx/SYzQB3Bev3bj1cm+cgbq4euP6W6ub3e7ODgDA0sqtjdON2+0Yd/4a2tFVZtxbKPsFwg4SSU41351ub8t2LOgPM12nKhh3nU4GPCSnau0g7z05evbcDEHLSReAMO4ClsI07tTCTwRbx8y46/eRxQmmTDYgjHoInUwRan6qXuOunbApqYywdi0vXqtxT/J2LB+neGsF3Q6apl7MQG6MO/0SZ0fG88gXLDTuU6mLBK6OH2gYi2qh1yYClAuzrb/xcz8kfgEvwJTmcTTRuHsRuAPAfDvap5JTfdlByqUDgOcq42bsW/xK18jFcGPcOUk7Hu0g+T/nW03owuBMoBeNEOHIuJNqKDUYrjJkWWthySQt7HUmdVC0nwOkbZdBN5VWFKR5Jb9FjZNp5d4I4y5VS11c3bq92tvd7Z2RMqpW6mp+V6d83PWzV4ljiKnUylWGpXHXWfVZsiBHSarrVAudaK+f6ixloH5yqkLqlCvvjx73v/alS+iYLg4TJeOuCn7EZ7jXTxeqczNNulQs0nmLk+nbQYqNrZyb1csoh3IjcFeLpzow7kyQVx7ZzlUmDvtJVmSmgqapjxl3rcZdNLeRwkAdtaIADEt3NaQlpVfGncpUm47vpG5YM8K+KAiGuaKCy7IoDJ8+177/ZAAeGfexOxYavhh3Zx93rVSGTk5Ns3Ykwz70sbvZQXIY9ygM+d5uZUhDhG2PqJ9NRA/+xgRQNBxdZY7Rx7362Ek7SAMaMbjKRGGWAc24nx2N++7Na9euXbu5W/lwcXl5eXmxd/PatWtrn7vKTIK/hiY1AFrxbin1czA8Rn/F6c+6m7K2g9Qz7sUWs676EtRn3BUTnpKBuPf46NnzGsZdGCbKC1BxXkXjfjRcqIpdyspNaFSlMsfJuFPJqaLGffIcZFVYef0MqUx4WJ3PHCxHmVIZo6sMAdyLzFTQIJKRq4xiHVMWSKI2Mch5sR1pPTaIjtCgjzu5p+9RTM+pPSdfmwlhoF1bSk71pnEfJ9mj4eUsOnFjVSqDUyq692iyg8zVh4+i7eYYd1dXmcpMapucWtNSBsxewFxhrRSc/FTFx91uy4J2gIUaUhli3Da2H6PGPctzXeG/Is6oxh2J7t0enObKqWEQhAF38W3hKkNZxRHJqePKqfoTWfq4mzkSB6s+NAiNe2EHSUllfLvKTOwgn/SfPdcJADCN+4QR0bnKQHW4UfPPDAWYHJJTm/FxpzTumKsMxbibgLuasaDrX1EUpjqpjH6+t/Jx19hBRv3k6N6To+WvPAM6qUyaxSjjzpDKmPZ8Q9B0rADg1//gg3c/fAIAYQB/6SdeLv/UXHIqvVb0KBslpIZMO0g1yAJMI6mML8bdlJyavHBxVvdXZmgZd+E52DLu9CwwTLNOHEkn1bjKOGncGUyEW3Kq5DJJzLloOAPrMkwad61ohI6CdC8q/upCcVuy2wxxWw+XQbnK6JdDZuBODptBAAEADcBOpsa9aTvIapwNVxmw0Wnw1+huGoBjcZVxkDGgYXSVaVAqo7/xkasMBhBFwmaicUeSUyfTpK2rjNhgmLuZJ8RVRm3qZXswSmUuz7elt6mbw4gJm9g2rTDuJo07ugYuXvd3Pt7/8jOEVAb3cS9fEAGd6XnxR7944Rt/7TX0T7/88z+SZvkf3XvyR/ee/Nrvf/9/fKtb/mmQ5u1mklPpq/W6QtBuNupen1mMixnvFnfUjsNOHD45Snxp3E12kB4Yd3TEzvI8gAlG5YB7MWg0M0zzVqytMiaGG+M+veRUW417w4y7sxSHY+Ve0w7S2K3opVQFuFeZRIpxN60ujE0lCAI6n/jUa9x72zffvAsAcOcOAMCdrZs335a+UrjKLF05xXR7EQXdO0+tb0fB7+pujhMsH3crqQxjB00HquIwJEQgalDAvR29P0gfHQ0vaExVaOrCGIjGPQyK+uSPDoeX59uPDoe0q0w5BKuMe1XjriSnxuGn+oQb8WicKrYc6zS3IJNTs7LmFMG4l5OrkXGHHPZ5Gne3/E7xVxP+W0PeM6Uyj4fySxz7uKuuMmOpDHHx5AwUhcHi5Tn0Tz/whXM3f/5Hin//+h988H///geTG0my1tyk+0zNVcZrASYtH6EbMI0Ig2DcAaAg3b0YNQLAfDt+fKTt7F6WBzhwr5ZD0i9yNKarJJopaoHJUhk0OdVJ447WcpLCLTlVusiTpnF3tpvkyNwldaiDj/scma1nKMAkjG9SByT2McyVU02dPQgoETycVI27T+B+d6cwjimi293pdpGvLa2srZ564M4fj/hd0a2Wu8C4O7nKIHaQZo5EawcZBWnfSuOurZw6ZtxxE3eozbgj3oVRkKZ5oZMBTX8WWaVyCLZ1lbFg3DmJws3oZMBQJn3iPUraQY6eoZFZVJ+JPm1O+0yynLV2LTM07DTurfDJYRKHQbEFpJHKaHzcxUkrCFBukqh8zI+XLs29/+mB7ka8Mu6UWZbPFYJ+F0XXPhmMO2oHObqjMXD3xLi3ow8fH+n+6kfjji3vpRek6zW66Yk2BU7SvMNMTm2OcXciSssltNtBmnaVcfNxB4DLc+0HJo279FQ5vs+Vnx+Hj7ux/UgvVI0AwCTNd6wR1mh4BO6LV1ZWVgAA7tzZ6XZhaWnl6lXx71euvPbyy2fDV8ZCYG1RgEkv3iUm9bLZEctWq5Q4lh1k8wWYCo3748Phi5dxDWhtO0iZaiqSU4vMVCD9/sYXEPWTNMvzLAfiGaoIwFQ5deJFWGcRVT+YW0DlRRKVU82uMnyNO8m465pTxcd9nGWl1bijdpBx9OnhoLCUAQ0S0rrKiIlZIWQZhMrD8FL+9sVLs9/99FC4kaqrjH2dSF3QdV59And9SpzOdNLNt05g3Nv39wb7/eT8nKmAAiPKQnJo+HGVwQR1TMNyveiRQrTDNGu3FMYdW2J54cXRcE1OrRzZtsRv4z7uroPA5YX2A6NUpnrvtosWhqsMybjrpTLEcsUslTE2lSCg39ipZ9wXVzc2AABg9+adLYCraxsn3bD9G9/4RvGPn/qpn/J7ZD7j7sdVhmDcx92P2lPWD08qTcJiee09ttEggPtcOzoYpI+Ohj88cx79Qs3kVJ0dpMC4Y5VTKwWYwqNhptLtIDxDlLfzm5zaHHAnk1NRH3dtvu/RMKVT+9VnokNsBBQgk1MFH3dXV5nHB8M/8dLF8WUgr0bn4y6mxBWTVqx4OxLbBfy4PN/uD7MSDjbn40771tEn+sa79370xYtPLzCEhoahz1Hjro6HoiL86XOd+0/6+4Pk+dppozAex3R/9efjbpTK4CjNYV8LRnaQUQ65yHdqfNwjF9NGjquME+NeU+Nev3JqKwqTLNPxxHWkMt99cEh/R3pB9pVTDVaVfMZd6oDEXTPsIA2bM0/NtXRq2/Fln3KNexnLG1snHLGPwjteL4NfPJWfJ04QnBxPNDcfd/VXLDtIDbtvOw4SeK5k3KeWnFqoFz56fPjsuRnQ3IsociguAAXuJQmNelMYHMGE3VjO+rChsqlgXzkV0biPx8SDQTJHMouz7eiwvsZdP4hXK6caPF60wL2fCIw7sn4w+rjD+Jl0FNuAJMtn6u3CF/HS5dn3Hxy+8tw59UamWIBJe6K/+Y/f3f693j/+z68xT0QqADUad9Ncro6H4lk8a9ybZ9zRUUKRymhcZTTPyuDjnuWtMChactnANK4ywb6NeJK+KjHcGHfZVcayR9RPToWxHTCa8+N8/KfmO998/yH9HRm4+66cyvdxl0ZIoo8b99WNa7zf/aWfIf4KJ9VVpj5w7/V2e5a+7KdfL8PXafANpOIwONIckxjIOJVTrUzoOP15Coz7qHJqHOrsIOMwyGvwzegqP46CDx/1nz2v1biLpwsCaEXhfj9RrQPLl4ICd34BJl6icF0SSBfMyqlRGAQAR8MMfZ7FmHg4zGbJKhiqt71DTccsB11bEN9muQlmZwfZig4GyRVSKjPSuFc1b1L2sK4GU5pmUeRBm/HipbnvfnowBu6VwcdWGEAE3e90Lefv/b9/fDhMnz3XOeSxHvSJ3DXuynsXG9szC50//P4jfwWYKMbdy/KAxbhrRmadCNNQOTXN4ygoRqcSf/r0cWeQEW52kIpcxNZVpq4dJIz3ilHg7jydcZJTpadqmzdsTMKhqWs1z6f8E7EkqOnjzonT6uPee3N9fcf8NTFWbt3eON3AnT8eDdOMmX5EZHZSs9e42Tm6yiijLWdNoiMG7AswGZJT4yjUFWCCMdpzo6zQDt8Kww8fH371S0+B5l6kF9GJw71+gjHuo7wfB8a9n2YdG6lMg4y73uRYamydONofDFWd4kTjPkwXyF4w246kAiIOjDtTKmPUuKNroXYU9gfplWdGwB1FQmNXmUrLYRZrpEsA8qNg3It/N1iAyZ5x/40//PB37nyy+Zf+9L/3t3YJLCuFAx9hlsooVH2VcW/f3xsceEpOpX3cjTtRnNBk41QYd63zqU7jTtKQo3oFoy4w6tceK6dyXGVc7SArvczeVcYxeVSM8fiPrNKdFwYc4K4UYLJ2laEZd5pmEnF/FIJ4ZkKVwHCVoZJtOHFaNe5lTio/zoAdJJtxT9Is5hFplI+7HpG04vDwYAiurjKIVKaOxt2jj3s72h+kQaCVyoCNKaca6DAUR8G9xwPCVUa68ZlW9PgoUW+hnK5QRs3gKiNIZTiypQY17pTCqjKBdVrhwSBVn2f5DA8HyTMLHeJcfI07weuQUpmJdbegcccPpXOV6Sd5KZVBrTyGaT7XDqWWIwF3vYmhS7VzNQrGvfi3pOOaWgEmte/86/cfbv72d/7RX/1JMLV//oncNe7KeCgu1Z5a6Hyy18/yvL6IBUw+7s0lp0qtTuvj7qZxz/KFWF6gajTuTbnKuKW91pXK1HaVAXLH1d1VhmMHKUtlPPu40w9TfKfSN4klgfEi6/NWbjXCmg4PwH2ck/p5TIKfc3N+tnVxlgUtqfqmejaO4+NOHNktOVWXXG9fOdUglUmzXCeVgXrGMugwFEfBvb1RciqK6qQZpROH+4MUkcqMp9K9o+GCkhljlMpMLNKjsO9aDKt+EBBZ4qQ7cXjQR6QyZVvy6CpDtDFrH3cbqcxsK/rzP/wsXRurWKXTgMaZJ2bGS5dmf/fuA/RGpqZxl57Ax4+P/vZvdQvUDgCzrYgvlXEY1hwQhqpx78SRL437l5+dR/80TLMAgvo6N1zjXu2helcZHCm2opCY4Ir6AHI7x9B2c5VTHZNTa0pl2FYTRBA7rs6DwFPz7U9spTKWdpDGRQX9rivJqZJUphbjXnfYPK2Muz56u9tvbr11Z/zfq6+vvbG6fOrJdgCwgYz//I8f/MKfvcL5Ju1zpxd6jn3c9b5phFTGN+NuN5j2k7QT47NjFAatKDwcpMSGdZ38VBy4h+HHT46+cH4GdIx7Vec304r2joaEq8xeP12wZNwHSVZifQ7jznFgcAudGhuUZtOOw8Nhog7rTfi4u21MiVNFuR+td5VBNqxfuDj7P/8nXy3/i9tBZnlLcZWRAI0ObvpagL10ee79ByPGXSIIfdZF0o82oAw4Dw6HPcHygpZ9S0Ewajopl4OrjAhKnj7Xvv9kcGGu5UXj/sxC51/1Hj7YH1xWdgZ95b+iwF0ukxnKtutF6LpMHAUH+qTSkSSsKlbx6OPOcpXxYQdpLZXxkVBEEDfOyantOCwSrojpUl7LWU7Wzfm4Uxp3k9Tqc427XfS211Y3q/WXut31nc2l69tbp7/+kgVwL0stGoOkEicsrBTljiFFTdnIgjnOqWEQoJ3FmnEfZh19zuJsK9Lx8UU4M+765Nrgo8eDZ851ACAIIAC5Vo7KuB8OU0RWMWbKNRp36rJF1Hi8BZgIZYWqcT8YJGrzK+GCsXKqysLqHaZdXFOrjPtIlKJ1lWFsiKO5cairjGT9pltF+2LcRalMc8mpVoy75A2lOgi5nchWt10G7Soz346zPN/3oT4v4tXnz7/zweOf/MrT0udeBO6g83GXqGVLH3d6FijalSRWwZNTnTTuJ7cAkw9XGYJvqrMwKEh3Argz1VO6qOkqI55d6oDE0DeN5FSnZImmw4NoEondm6ubXYClleu3tsdx6/oSAHQ3V2/uNnLOExVMIiHL8/cfHL78FF6rXApdPREgpTKCj7teJ2BjB2kE36Tq1G4cPErSGc2CBABmW9GCPjMVali5624hhOApgRhTgZ20zplpRftYcmo5lWp83EnGveLj7u7w4yW02Ki6udmJw8MBIpUpHyDDx53NuOvHWaZUxs3HXQqNVKaonFrpyFOWypybicMgeHQ4BEUq45NxJ69WWiFI9Y9nW/HhUJuvKQVBvuoGTONcTrvKAMDT5zq+XGUA4JXnzr374RP18/1BOl+7bCpoRgmmoNktW6no/vLOkj+Ne4OMu7T9dSx2kJTG3X3b7dJ8+1NSLaP4uAdDz5VT9dLK6n1J4wMhQPJQgMkUJ1Mq0wRw721v7QDA0vUbG6vLi+NYXt3avr4EADtb25b2kZ+9UN3r0ODT7VDNn5Oipo+7VQEmMI22FAdmM5gO0ywOqRm20wrnSLTnLJXRMjoBPCXkUNKG3FBouwcp4iozHm40dpAGqUzbxse9UeCuazkK4x4eYFKZctfCKJVRGXcH5yICsYm7BxONu0ZrgWrcpaAqp1Z7gQzcXZXZ/CjVMtIz9JicasW4PzocXmiAcdcNmEb0Q7vKAMBT8+3Qh/q8CB1wP+gncz7WBrhUhmfarTVdJUV6BdKS5DfoVOKoceckpx6HHaQXqQzFuNdwrTHK3GV9o+VmiPHeidlfahvykk+vu5uCq8zJlMo0AtzvdgFgZU2RxCyurq0AQPfuqQfuTJHGnY/3rz7DBu4E466f1Fk+7volATpwm0x8takkVn2AyEwdX0YwQ24l01meROieVZ7DpfkJwjAyczOtaL+fqncxSU51kcpMwBaHr2pOKgN8xr0VHQ5SdFgvRnOjVAZxldG8I7dUEA3jrnN1HDhsAAAgAElEQVSVMZuyobgBrZyqSGXwzAGPScYvXpr97qeHoLjKeOSWDIx7FRk/PhqeF1K0Z1vhIbvbUu+06pdfhpGvNfbri3MtemiyileeP//uB4/Vz/0x7shwrSBUy8qpJCwutGTyAhXbFnZ0leEkpzopHCRXGVvxmM6VwSpeuDiDe+rrNaicMBrLSP3Cv1SG7fcljQ90yi99ndILdYizw7h/HtzxyIpxpzTujLrfxGKdYNochIkk424xmNICdwCIw5CuJenMuOvIgzzPRQsgdciQxr5OHB4mmKvMmN/SbbgTpHu1ABPDx72x5FTQtxyVcT8aZoQk3aOrjFsBJvFGylWH3sfdXO1Y7yqj2OTxklM9vseXLs29/ynCuHv1caeoQVrjPteOD/TW5lI42EEaaUvJRhoUzu/8TLt+nZ0yXn3u/DsfYsDdk1U8B7gHAYQB0tr13k3USF78SvoO+qbcTBunlpx6LAWYcoCPnyAIu+aemy3jDpbP0OhXy/f74oisyqDRSH3e6mTaQTYB3BevLAHAnfdUXr333h0AWPrcx30UdlIZp8oyZbMjdrKoAkz2o61DuhgahKVMEVEUtslR0jk5VaepSPP84izFuEuPq9OKjjCpTHlhe0cJKtMnrlzciOCMKc3ZQQK7RFGRpIuC3WJ2dwDuDow7qYeeYLXyyLrmWkMqk7cixVWGp3H3+B5LqYx0I9OrnFq9R0kq48vHXfckjeV71OWo9PDnO1H9OjtlxFHw8uX573y8J31u1I8xIwggCgyiPuBVlCvD4OOeZq0olFh5dFDlGNqqwSlGpvPJMR25lsads6Q3xsXZ1sPDofp5TTrfqHFXX5CVWsZcgEn/RhS5YEUCQItwaJL0c407PxZfvgoA3c0bkpa9t31jswsAV18+9cCdybjfub9/1ULjTvi46xl3hsbdVl1ACxyJlbdfqUwIQI+SzsmpumeVZvmFuQnCUG9HGvtm4vBwiAD3ctrTkWpMxp1jtdso487MpGzH4WCYEVluTq4yOodp7aqS6Sojvn30BllSGQzZoJVTmbvzHivgllIZ6UaIEcY26LlWeqqPjxKx/rGVxt0h557BuBsW5POdCLx2KVTm7qX6UhFqa1SfG0qi64E7yd0USdhVqRLaJDiGtmrwpDIujLviKnMMjPuF2dYjDLjXFNAbGXdmk+D/XAo+zJBbDtlhaaxVf/o7mRr3Ruwglzdureys73Q3V6+9tbRy9SoAwJ07O90uAMDKrY3lJk56ooIp0rj78d6VZxaYx6TafdU+XIyarjK4FQDDCwy/GDupTNohwdx8J7pA1q5yT07VrD3acfjchZnyv2ryYpLlonqn04qePOlfXpAvUvBx10lltOp8UZd8vHaQQBgmVsmhThwdJimqUyyOwPBx52vctaVhiC5Qkqwo/y39iuUqgyGbomtIWk9mcqqXvLciJsmpVV/LqWncZeAuS2UsfNypxZjOx93E1xoZ98tzbXqDyDYKmfvP/ujz4oe+klNhjI/FtbH6gtAWSxRgotKcsiwOWYy7mx0kZxHrpbSTLk1CF8M0q79JcnGujSYr15XKLHTo2ZDZJHRhZNxLOZZ6FwbGXX/kJM2fPtchUuoJeSQzTqYdZEM+7ssb27fgxvpOt9sd4XUAAFhauXXjDMB2Hte730/2B2lRhpMTbhp3wcddr3G3lMoYVGX2qlM0jIz7P/jLP0EfwVkqowNJ//Sv/7T4X8RVpnrvM3HYTxBZRUkSaIG73pXI1sfdI+BTQ1tVvrqS7LTC/iBFnQHiMOwnaZbnNBSWtiDoWgG60jBUsZ4xlJQmieIGpYUXy8cdZdxRmzze7rxPqcyl2fdHjHtlBeIRuNNXS0tlrCqnOow2Dsmp0ln+yk995a/81FeYV8iJV5479w//xfvSh76SUwFDYAi9ipaCdmLcB2nejgLaPWl0nMYYd7fGrCScaG0b0ChKI9ueVAod417Ta/LHXrz41/73bxJfUJ+q1bKKtQ0SBgkK3KXk1Cogofp4FPzV1778y7/2zt9Z/VP4VdXmrc4Q497rweLi8sbW7Y1eb7c30sssLi4vnnqJzDg4Ld5KJwN0ZRlO5VQnVxm8TjXtBaYfX6y2L43e3sawEsuKwezt6twgJ6e2on5C2UHqpDLEwk/UJXMUWR4lFmrolnwI4z5IUMY9joL9vkEnU0TxNosm4bY45Gw6SetbdPp31riPkvbIAkxaZba/9zjTiuY70cdP+lkOErwuyOb6J6IPIu0qyK4yvqQy2iWQtVTGiz83EahU5qCfXF7g0jp0qPMRm3HXlTmjKnIUC1SpC/gswNSYVEbKfyCc3NCg/U+Y0ZRUZqH94sW5b3734Y+9eBH9gvqCrHYtOMxC0Ww6ikJbInqk8YHOHPh3f/T5Dx8d/de/9q2/8XM/pP61vlTm7Gjcd99cvXZt7eb2bg8WF5fHcXZQOxSIzQQZrTJTgfR+IabJCeNOJKcSrjL2yakkqLIowGRk3I3hvXKqFOrtSLvwM3F4NETuohwQnxwl57DkVGLJcaJ83Jmm48WL0Gnc9/oJR3ggErFkArTedEzv6VuuQKQpBD1aDalM1opCScIx/eRUAHjp0twff7KvStp8zVIGqUz1CciVU9mMu+EsWn8e6+TURjsRALx0ee7B3mC/6qXjlXFXNO5qciomCdDhHpq7GRcaq7Qlh5IguuB4/Lklp0ozqb3G3cMC7+Jc6+EBBtxrjwA//eqzv/XOPd1fsbWcBXAn3NbL0K2m6F1H442vLV+JguDv3r5jPLJDuBUEaDoaYxG6O5vrq9fGAP6sBYtxtzFxB1cqsRy/KIGvtasMbSlAaNwtWJBjBO7MIRLbUq+I4zutCGVny+lKl39GqPNt7SCbBe46jXu1DRQvAvdxD4P9AZNxn8jc3Rh3B6kMeoMc6ksjlcnjSGbcaQ/jydcY8yI/XrpcAHf5gF6Au7H7SJDaWSpD8/q60cbIuIcBSM+gUWumIl55/ty7H1RI94NBMtdYcqrahtGOozVdpX3cs6wVhnQuRxGOjDvDVcaLHaQuTUIXXnSJWsa9RvWlIl5/5dm33rUB7jZCJhbjrgPu1VNLgITzVH/pZ1/95vuPfu33vy99Xl/jbpvnMJ1oArgvb9y+vb19a2VpCUoAv7Z2sxTNnIHgaNzv3t+78jQ3MxXIBkRQiU24ykxL426wgzQGZ98DDeb+mlnj3gqlGjdFFHTswSCdbeF0AJGcWgXu5uShY0lOVW0x+0mKzjpRFO4fDTkZXeIuBDGH8d2CK5cxkcqYgTtHKoNeSbGTLu2/51keMBh3v+/xxUuzvU8O1ZbpxVjGuFaUIJ2078SXypiU9LjOwVhM0ahxbyJeee78u1U394tzbXQ7ziFUBKaueTh27/SXyyiQljQ64apLHymkaBR3Z1sJ+GQw7u2HB4j9S33Lmh/54oV7j4/uPemjf1X7RTsKBhY+7hyNO6vOlyyV4a1Y/tZf/JO73fu/c+cT8cPT6irTFOO+uLi8sbU1AfDd7s766uqZIeA5XK+tVMaNSuRUTrWVytD7m5TG3UoqYyrAZIzjYNwrY18njtCnUax8dJmpwJbKHDvjrmuT0l0X96uj7g54yQziM/HOuE+kMtU9E40dJGt6Vte3o4qSMuNeoQ+1jLvX9/jS5bnvPjhAGHdLihENM6UtVIeVdDJgA9zpWVmbOW2qFKPuQE6Dca/K3B/sD/7Rv/ren/uhL3g5uIrAmNV29AWYKD676CCS9gZ9WUEAUWhNjTPTMBxId+nItutYL8C9E4dBEKjjv5cR4Gde/cJvvvMR+ie1X1jN17UYd1Iqw7/xYZp/7+Fh5ci1H9rZAu7jEAD89ZWlEQF/c7fhsx57cKR7tlIZW3hdRNHs8hxyMOsEmEem8SKl27Gxl/osaNxVxr0y9s20wkGSI8mpcThIMqIyInHltsmpjQJ3nchKYdzDwRDf7ozCYJ9XaEZUULhZjlIFmMb52dK2LDpqM6kv9UoKREtPS2rZTvRrNeOlS3PffXiIaNy9MO56d9oiwiDIIS/OI+lkAGCuFR3wNsporKBdApn2LtSHYMT69UOSyvzK7t2vL1/xdXBjjWf0O6AXaHEKMNEL1DIc1DLMvuAgc2cmnOjCl4UXqpbxUt2JkLkjyak2UhnOS9G9EWnEkHouf6tBnRDrp9q7aa6ajqaBOwAA9Ha337yxtbkz8oVc8jYendgwOojf3+vPtCId4YpGHVcZUxaX3lXGHrgTfJvVOHiUpDP1pDLurjK8iUEVL0mTUyeOkhSVyoTDNNNlpoKhANNkFDuxyalq5dRBiktlWlF4wEtOra9xJxBbuQLhSGU4dpCALVPHPu6VK5RJPp76qGa8eGn2g0dHiFRmKhp3EFqOVH0JbBh3+pkwBbXItSkPoVFP1SJeff78Ox9MpDK/cvvO169d9XVwROOuvCNUtq5D2xypjPT8dctmh/xUpv7BYftIkkTbgjYvrjKgKZ7q5eCvv/KFt97FGXc1adtKKsMRtDB1gM6MexPA3dZZaDrRkI97Eb3d7TcneB1gaeX62hury2fAXsbI9drS7UAOQ0aSm+5URHIqOgfTBTspxw+7AkzHJpVxZtylGWWmFQ7SXOcqQzDuXKkMgxFp1A6S6bjXiaOBJjk1CoNDXnKqiOdIjTvBuGvtRMobkV49ugxgatzVZRXq4y69IB1P7NlV5vLcB48Ol56Vc2y8AHe+zXYcBqpUphWFWZ5zDmLgI1yXQNN3lQGAhU58Ya71vU8Pv3hp9s1/9t5/9OMvqcsq5+Aw7prKqfhWg0Eqk2WtMJToVTe5PBrMfA8HkYP0WKztIHlLemNcmGs9UoxlvKSnBwG89gPPfuPb937qB5+V/qQOqnauMhzGXbPlTu868rNyObantnEyXWWa8XHHAPu1s2QIaQbulibu4EolFjI1tz1l0MA+Dt2iuZjPRnIqEyQhUpnqi+jEUZprXWVIjbu/5FRTKl6d4CanxmGS4gNoHAaHw3SW4Z4hFqXyzrhPklOr+9FoRjhTyYpJZfI4NBSmmQ7jHofBpTmkUgwxFPCDxbiPb1OVysBYFmXckKQBnF7jbs+4N69xh7HM/YuXZn/l9p2///U/4/HIKtWCMO4aH/cZDInSe30o4657WQ6MO1cqU3tJYAv96xu/FIFKZfIcrjxlhxnQeP3VZ996BwHuKq9h5+PO2JXSsSrKGFhZL/H3u9S2VH/6O5k+7k0A99031zd3AACWllbWbrxxlgD7OIxSmbsf7115xsJSBmh4rd86HDHuZNMnmiY6Y5mkMtQkVwyFnFmwP8zOY9iCH40z7grtpEpEkjRrK8sPc3KqpnJqlud5DuW1caQyvuYSNJim4zOtsJ/gYDeOgsNBNsvYWplpR0cDho+7k6uMTiqDe+TxJhJMKpO1olCalmSSj2eNXz+eOTejvjsvgk4+4w5K9aUiit0VM3AnxfTOab5qmsEUGHcYG8ukWfbK8+cXL895PDLLxx2tnJrmUQdfbxOIFvVxTzV91kHjPrXkVNt1bH3jlyJQ4P69R4cODjxqvP7qs3/7G9+5+fPy5zULMFn1evq3knaXv2w+Oxr3ZqQyZ0cTowkji3Dn/v5Xv3TZ6piOjDtD4267JKDvjk7kKrfIdV8ow0dyqmH5pAuuxl3ZSJWGiU4rSjMkObWAdFRyaitErXwlc0nOwFrfD4sI3OZceb/tKEQrXQNAHIaHSfoUY4VWYdz1iI1ylaGSU4Nhjpgv1bGDxKQyiI+7JKvV6da8k77PLLS/9+hI+tBLcqqV2lWVygDAXDs6YMjcDYy7q8ZdHQ+nw7i/+vy53/jDj3773378X/75H/R7ZJ5UxsJVhhbpFR1ErpyaIaJBcExOZdGoDsmpEutsrXH3VGEXdYS8vzd4eqFd/+DPX5i9ONd654PHrz5/Xvxc7ba0JlYKTh/RyU5MPu7crNxOHEq1q06rxr0ZH/etjbOM2oHB9dp6QYIrlVigBHoqJRl35If0UEuzDnyZe/3k1Bp2kCyW2ujj3onDDAPuxcrnST85Z8m4S8+W5SrDKFbiHBpCWh5nO61omGZoZlUcBUeDhCOVqWrcnSqnElIZTQEmjasMa3pW0VKh/ZWZSDIxqwzvC7CnFjpqTxSNGp3DinsjpDI1T+TsiI9JZRrctirjB587/833Hx4N069dseN0jIGsIRGpDOYqo3lWNCYuHpe8QHUqwoqG846oMZiZ4rrwlcSMJqfef9J/+lyn/sFhrJaRPlSlMlZ2kKxer6lFU7NyahmYVOZzO8jPgx1GROUA3ImVH0UlhkGW5zqF8fg7uAMdaPL5aGk13VX4jpD1GXdnVxmua4EyrEvj/kwrSvNcZWcZyam4xl2CjDwf9wad7NC9GrUBFJIhNLMqDoOjYWbrKuPmXMSSykgad9zHnWkHiSupaEDDVB/Vj4uzbbXxWE3VuqjpKgPsnmtwlcHupWitNAd3LMmpALD07MJ3Hx78Z/5cIMtQR12EcccAiu7GaRYpDIIgkEcnrca9QamMhRcCeljrAkxZ1mpM435/r//0gifgjnnLMGtyoUH7TU8OyGPcpX0/fu9TqbrPpTKfh10U2B11Bug9OPjixVnbmYDYxTYlaYX9JHVLTnUod0fzkXwO4+QXYFKHdVXjnueAmu7lOez1k6fm8YFYB1ykxQzPDnLayakqru3Ekc7LLAqDoySd47jKtCbyCYLZIhpnnmsR28THvTHGvTyy4ipTkcrourl3d6Bf+rlX/vq/84r0IWEwxQ+jjzsINEQdqYyhcirmcuumxJ2OVAYA/vDGyhxj98k2VFabybhTTgNRgP5V1861rjLNMe6WsFtlqY6NcZ9rPVRcZTwC9x987tx7nxyInzjYx4lRcw+ElspY+Lg34CrzOeN+toJAjQ50O7hSiQDQjsKjJHPTuOPJqeRQa2Dc2bpDH64yYV/jzUIHW+OuVE6trnMKxh1Xdsbho4OhrY+7BBk5ZECzPu5Ym8QZdy11F/aHKY9xZ1VOpboJw8ed9jcAJT+YCGkWKbl8uTANz1XGO3aMw3CmrSwp9SUd+MFzlRnt8uFSGZ6VO70zhu7Lc5wEkX7NWIp4iflO3IR3Kys5FRtMiP063Ug+aeeSj7tm5emicW/GDlK9Qlvg7kvjjjLuH+8NnvGhcQeAdhw+rh4f7Up8xp0tLsU39EyMO3fTuB1Hg6rElLAAZoaXTUjv8TlwbyqIzEgHE3dw1bgXPzwa4gXniyCGJzw5tYbGnV8U42iYzdRl3JtNTjX6uHfiMAdAExlbUbB3ZF05VZ0YjGNro1IZnHFX9os7rTDRTGlxGAySbIbHuJe6ZwIaElosCu6XdpAmxp1P/0gdVmAiq64yPCOL6WBHL7MUp/uUJ0IZ99lWfDhMjCfiGFgpPzEjjONKTm0uECZSaU7oq6c6moa+KVO3mT7uVhmQReRZHjRgB4k57VhKZXwBd8zH/ZO9/lOeGPc4DLIcxEbusLUuhl/G3aPG3Udy6km0g/wcuDcVhMz97v29K0/beUGCgUqkEhDjKBgMU6J2A8m4Wyen0khxqox7w3aQKh2rJtlADjjPFIdP+kO9jzvOuKviKyNfNf3kVBUTdOJI90ijMOgn2RyDcRf3T9wYdzoVJMU07phOnWtxIE175aROM5G6hBMmy1gzvCSnssDx+ESoxp3LuJOzMtoSOAxcGID0u0ZXv1MIdTWLef8hK17iCetAbSkXUeoV4Jo9J8adNabZqpPV8cHWUcRfcmr74aHqKuNNKgPK5IiOqDaMO1NcqmHcq61RdpXhA3d1gVp72DyZGvfP8GB0woNAjfuD9JXnztkekNC401vGrTDsp86MO5acSkpl6MrMFhr32smpDqU9iuAOQ0qXVoe/Z8912i18g5jwcdeJfFQjQuM9NmoHiS75VMa9HYdZhk9prSjsJxmrcmqFcddCQ2Ky4UhlpFevNlemFyQos0hJ1dPaX71UZhrGJl4Yd06TK0+kcZUJDxkiN5PGHRkw3Qqzf9YZ94uzLWksVUcqW427DnCXT1g6oG4N4FImibsjateYpWwTsGfc+YMDHapU5sH+4NJc2+PKXZpi0Ed6aa7F5M48M+6SVIa92ajOm/Wnv5MplWk0ObXX2+314L333oZrG6uLo//C4vKZsIokgPu3P3zCoRilcNa4x1EwIDXuhKsMOs8ZXGXIbjZNVxkYU9ccJYYYzGU6ooVVXsTv/dLPoL9tReF+P53v4Bem17jLOg3j82wUc1hp3FHAxGfcxWdC4Am3blJOFdJ36khlpPWtTuPOlcpMxdjES3Iqp8mVJ9Ikp8YHA7NUxqRxR1R5PMb9eFxlmoskhwd7ffET1VVdo3HXGw1rQBhzgVqGA72S5awxjT/XFKFeoXVyqqfBVk1O/Xiv/4w/uh2UdRf6dpIsv19tNrpwtnNAzy7t+/G9ehph3E9kcmpTwL23ffPG5k539L+VlzdgERZ7b6+u78DKrdsbyw2d9gQFIbAmfACJoHhxcsu4FdVwlcH2Nw31rklOi2/R1R+mHUvArUaxfLIG7rwlvtHHnYh2HD46SLTJqRofd1UqY/RkmH5yKgptoyAA7CpaYTBMshkGcGdq3KkCTPpuovNxV29wmGQt3npSuhIdoJFdZbBHyjEx9BJeklN5GvcgyfIkzYcZst/CtINsSON++hh3lUXiMu5UMgnOlJeLagk3e7SD1NVykmL6dpB8HZ0xzs+2xDWtRxP3IjqtqC90MbTP6lyJ1WBqyXRtpjk7SMJJjBn8rLxpRjN7r7s3Vzd3urC0tLK0JHy8/NoKAOy8vdvISU9YEJYmbsAd2AtW9Vf9ITWgkMAd6ZD05qZh/3qKUhlwlbmzpTLyxMAfYlpReDBM5jXWb7rGoyY/Gac97zaCYjAZdwAIwwCw1x5F4TBlSWWYrjLEbE35uI+7gFG44iyVKSGjtPdKT1rGK/cbXsoE8n3cUZ0MsDXuDgWYmN1BGhI/64w7B7hb+biDfhYoOwjdzstwYdx5+geda7j2sErbsN2A8iWVAaUGk6+yqWXIjDu2rNLxR2owxf262Z/e57SiwwYm4b5tONTfnUI0Adx721s7ALBya2trY+2q+JezhNwJREVoJOjQjSOm0t/hwFXj7pBsbpDKsAfT+smpoPAKzGDyBwjjzt6Ya0fh4SBdqM+4mxSi05fKoLRTFAK6NozDYJDmHKmMqHsmeFOKcdfLJMobkZZGKpDlG0dImyFaxr2KQtA+Pp3MVCBVc/zge6U/Phqen0GA+1wrOqhfORXVuPMQhrRZ7yvp8LhC3f7FklNRxl3f0TRSGZ0dpNbH3UHj7iplNByWt5ghwmM7kWTufjNTQdW4Y7M2f/ZkzjI68RKRnGr1SCXg7oW0OjuuMr27XQBYee0M6GGIoBj3gZZqpUPLuJtk5bTGnWTckdGW5kjo5NQvP7uQY9Tr//XND/6r/+MPxE/q20GCK+POdC1QuzQ/FSaOglYU6IYV3R6lyugYdZyNJqfiwB0bxAMI0PcehwGTcRdnEYpxd5TKjACrR4279FutjztZ7nv026lkpurObhs8H/cgzXJU4A6+GHdsj5uL+VydpE9mqJMRAlJxjbu2fJtWKjN++xLjrhuIHBh3JpNquySo6ePulyKRZO7+gbvkKoP1C/7sWTNdWAIw4mO3Gvo4wn3bOJka98/wYHTCQ8e4O6N2IHaaTJVT3Rl3FLhHwYBITiUnue8/PDrCpuTuvce/8W8+FD/xw7i7Afc0I9wzy6ijcQ8DIJT32uRURWBtnPaa1bjjpCbCuIdhoGPckzTnFGASwRwxRxKSRMpVZrx2NWrc+TJWRSoz9nGvXqGkcUdX0VMrAORFKsOBucWDrS2VoU6EogS206ujk/TJDJ5UBn1cRAEmfO9UZ3uq1bg7JadymFR7O0h5R87KUcSXiXsRF2bbjwRHSP9SmWqtIo3GnZVqAvWTUyXGXRgDrbqewrjLNkEOcXbsIBevLAHAnfd6yl92394BgKUrXlxlettr165du7a2XT1Pb/fm2tq1ItbWbu6qVzGd0G0zOetkgF14TP5VFAwTWgyq3R/H7V1pO0iSktQh6bl2JHLMWZ5nGdTfduQPPWIwB4t6SWwBTTOjDwpj3E0FmJpUWVgw7kEAOXKdQRCEIW51L4UoHyKALCFJ5Pi4Gxl3voxVkcqMAY3kKlO9KjxtYGpSGS+VUxm727RURkxEJoLeGeMnYKhxyjTu6jCIJacie3cOBZgmyalVZK/VuDslpzZhB6n2MjvG3aueSpbKeE9OZfi42ySnNlWAyeqpSpIwL1KZk2kH2Qhwv/b6EkB3801Jyj7Svi+9fs0DcN+9ubrZVT7tba+tru90x3/odnfWV2VkP6XQIVTnzFTQl0cxu8qQjLutVMagcSf7sI5fmWu3RAM4L5mp4Mq4cxkdtXIqe6QIA2iTQiB04eeQnDp9Vxl0sg8DyDBbmZzn7AbVWYQwCLNN2Bhf3qgLKBp3xVWGbwdZ7SblDGTwcceg8xSTUz1IZSw07ofJ+VlkMOQCd5JxR7eDmMqxs8i4Y1ndpCYNBzQC4145oG5sdJLKaAU8YkzZDtIv434SpDI2jDtL0KJzDiAS9K2GviaSU8+Oxh0WV29cXwLYWb/2/7P37rGSZPd52O+cevTtvu957szO3uHM8i53+RCloSQK0p0Vl0t7JCFGrCiW4EyyDlekPIGhSE6MABsMgkW89gSJgSCAkQwgehjQGCNAYieIYURja0lKO5L1CFdOFIlLX3Jm95Lc3XnP3Gd31yt/VHfdU1XnXaeqq/rW99fMvd3VfavqnPqd73zf93v12i0AgFvX3nj1/PmLV9cBVi+9frFw3b5x/dXXblB+fvNrV9cB4MKV62+99dZbb12/cgFoK4hKwJqPihTumow7Rl4Q8J5wRs2p/PmLNZkO/WC2Y33wpB//d+CFncICd+CGcnIgzbjnOqfKS52tQ1sAACAASURBVGUAXK4QaMbG/Tzj7keuLbaU6X0lDTDMqRSOBAFQfdV+CNKFu1SqjIVRGEX5dSg/UVGecZd/PGfoJVaqTLZzqoUDlVQ+s6hO485Nlem51q6UVIZXwCEECLKUhN5mWtMZd4o5Nc+406Qv3DhI+kyerGwls0E0zKnSUhm1OMh8dOAEC/fSzanpwp26oJUv3KX3QCRz3PfNqfIh7lBO4X5wpDIAsHLx2vUrF1ZhPSa/19dvrAPA6oVL168VLts3rr968er66qXr1y+tpn8TK3EuXLk86vC0snb5ysRibFglY5HCnTWP8LuKuDYeeiFnv0mVcefT2CLGPSWtSzD0w7mO/WFSuJsQuAPXIsxBgRx3KSoIAEIEM9yXUidNilRGlOM+CXMqhX352q/+5C/9+CnaMRS+XnJONCJH+WqT5C1ZjXuujM4H+7Ag2zk1Y06lMe6lXkQSlTHu8eOQZU6dcS2qEyYDIc+X/3MkRUeZKbHxjHvenJo7D9Qyl3Pjsc2p4wVq+oCsubFEc6piHCTlnKgYE81KZTKMu/EGTJn6hHqHy+9XS/7tsow7MWyV7D02RmEEycgtHuIOdTWnltc5dWXt8rW3Lm9sbGxsbADAysraiglpeyyRuXDl2sWVjeuZX8V1eyrNZu1zF+DGjRvfvHl5reKQG9ZNvz0I5nQ17rrmVOQFvJmOlTLJIilFjDtPS8Bk3INoccZ5/8nej8ESTFoqIxs9kfNByqdPIECOzfsIauFOMaeKpDKl1hyMHjeUT/z0qSXqEQJpxh3GCooZxxJFjmIvDG0rNcr4tS+Z424bYtxzUhlG51SJOMjKCkfOGl4eUp1TEQqj6Enfe+ZQL/9byThI4XomPtWkl0TPnNr4VJncNJivtKjMYiHGPX1AFk2uKmiBAvOz4LAFpTIq3LAQZI77kz1v1rXNBpJmfZyVMO6spVSOvNiXyqhOffHfFQc/GLEGHRyN+803zp8/f/6NmwAAKysra2tra2ujqv3mGxQ7qTxiiczqpevs1qtZ5yvbKVsyWETC7tDv6abKsBZ/wmalHj9VhiYGBd7mJm+q5T/kWJX0MAgXug7BuJsq3EuUyhTJcQ+jiF//UU8UReNuo6HPe7SU6muk1nlKzFMAobx/KJG5l8e4G9S4ZwqXJCY1m+Oe6Zw60QZMRuglGcFr/EEF4yCF4zS/CtIzp05fjnu+jKYWVRoNmJIFasYmzjqUBrcSRRGS8iCplVz5wyoNB/mZQQakVObB9vCw0UgZkNS40+SaVGjHOYw+PSuV2ffyqSbhknVXq3E3ivXbelU0QbbTfr3x3q1CX8sw2Iy7P1etVCaus7mMO93zyqp1inROZb3X88PlWff9x3vxf/tewElLlIe8L56EHi0HoguRemUkYJrpUhn1Bkw1kcqwEAQgP7cm54S/OKSeE/55SAQqQo27dhxksluikeNeWeGu2iqSCplvG3/Qkz1/sYA5Vah11g5szUyJzde45xj33CxNFd1xGzDRZQ/J0je3QGUx7uoNmGRz3Cs1p8rPDDJY7LlPdkdxkMYF7pC7JahLU/OMO+Nac8ypyow7MesaefYhBBjVrnYvTypDQ4HaWoJsV8ZXv/rV5N9f/OIXjR0XAMoyp9IJAP4DLM5x72Lmh7IYd9aszVcl8tkp1nuHQbjcc2vCuGvHjcnT24tde65D4RoTUJccGnGQk+icqkBPznXsQ7OyZNK+xj2Ieh1Fxp17TZOCVZjjrhAHmZHKsHLc6ySVMcS4i7/tiHFnxUFKMu6iO42icZdck6enxOnTuOdrGtXYe6ZUZryzlHkBMw6ytFQZ28J+4Ilflxy2WBxkeYy7cYE7yDUZlb800qkycnGQxAyputlF3upG4iBhfBvUaulusHDfuP7G124DANwaJ8m88c3MS27FHlX9HPf1qxfPX6X8aPXS9WvnlY9mvFgnwepavzMMZiXazVBBb4cuuqVsC+0OeGSAKpEvYtx5Y5jDuB+e66zf3Yr/O/CCjgnGXdOcqptKK++k+Ud/4yf4L6Br3NXjIKtn3JXmuL/10rN/66VnJV+cELGiXR1KScFvxqGSKiMfB5n6GkSOeyZVRiyVaZg5VWIUxFMZSyqDEbItJPQBC9fJ2oz7lKXK5B9G+VmaOmq0pDKjSitDybPGbHmpMqrm1LyXUUlsY7a9MWlONR7iDgCd9C3ButDxY0i4+629R019e5pxV5TKEA9EUzLReBoxrFUqBpOF++0bN4iMxvX1/Tx1EqsXXi2eB9kAcHLctbe9qHyYcBZzLDwMeIUOQoiSn8dh3LnFIr+ocm28uUthQQZBeHTO/eBxLRj3CjTuQlC/OU0qI9gOrr4Bk9lYNBLJLgT/OUH9VvxhkjwqMgRPPvGzgDlVLsddOhq/DFRmTo3HDisOEsaJkILCXVQumEuVMVmTVQ8LI5S+LnnSWj3HnWG4kjNhJyixAZNiHGRRc2ouOaAIuo7lh1E825QhlXFtvNnffxCzC3fc90Jh4S45QTGlMmy5oOqamay75JWrfIxvJANMoikYLNxXzly4cAEA4NatG+vrsLp64exZ8vdnznzu9GntcJmVi9feupj+UZILORK9nz4LQFsqTAasbabtgf+Rw7N6x9QjOG3RRo8q444QWAixxqpAKsOYpj0/PDLf+XDTeOGOt/oKu6Ux9Lq0gFFmjrpXkKd7hbuZ5ea4V+ukTBQUGrs60lKZ1JELdU5Nf40kdCJb0KRbUFFL52aZU4Mw5PcogPGdw5LKwHh3ZQl4cjKNwl1y533KGHcYEwH2OBdB0pzKKciYM/lYKsP3cuwfR10qI53jrpbAnb/KSSsAmY9L/nBTiEn3o/Od+9vDHzm1aPDIIGdOhf29Gt4wBOM57sQcqCqVSZlTjTLuxY9jECYL94uXLwMAwM03bl0DOPvqZYNydGms394AIJYGG7fXAeDs6cpJfhbjvjsMerpSGboMUXR3Ohb2Qp1UGU555IySaih/CL+oYk33cT10YrH7wZO9E4tdY1IZrThIWcVeXuNu7gFPlVppaNwn0ICpNHo4OSfmU2USxj2b455NlJPn1TKbIeQTiBRNhlGEES/HRvjlDcKMOTUC4aPWstDeIHAtzHoqyxjjJDiL7AiVLMIy56HpGncYEwGJnST/Fykz7oyyeN+EnemcWj3jrlhvUcNqYpsy7UGXhfHooTgR8uh8pxRzarozN18qIzyabI67XOFOzoGFzKlGNe7Fj2MQZWz/rV2+du3ateqr9rXP5bst0bLdqwGr01ARcyr1sSrcD7It5Ae8FA5Wqgznvuf0/eHPqqw3xnuCJxZn4uapphh3eV88Cf1UGUMzBbDMqXmpjKgB0wQKd6PpCiSSvjz8P0q1lQwQI0uoce917MNyblpWjjtw94ItDPkyJghCq5xTmoEhjbv421oI7Xg+i24HueapOoy7ZG5dug2WUheYekLYKVM9x13QgEnSnCqcwfLQDg8QHJa24JQ/iHGJYOJPLUUqk14vFQzrlGx0INmACVKNNdRaKJCMuylrUA2j3EtLldnYuPnW1755m/q7M69cLkXmPuq29Nobn7t+eW0FYOPmG69Nqm4vJQ6S0e9GQA/bGAsYShbjzl5Gc6TVfPcek3H3Q9fGJ5dm3n/cP7cy6QZMWoyO2RLZlDl1Ohl3LsFDHSaSarGsxj03ND580n9qQeohmpPK7O+kk26nbKoMVSojwWEbQWWpMhZGu4OA6kyNIZMIqVG466ngpoFxz3bKzJlT07HrMfjm1D2PokL0gqjnUkzYTKmMOuMua04tHAcJKktZ44X7Us99vDsEgPvbwyPGc9zTUsyijLusxp1+RSiF+3ijQzWrx3iOO6hrripAOYV7rD5n/vrC5y5DGYU7rL1yafXG1fUbr10kXLKrl16ZQN3OzDPZHQQ9o51ThYy7YyGfyxgxvd7sDXrObMsfLayGQcMgci301GL3wyd7YC7HPbMhKAm9dhIG6XaQLtzFUpnKzanlVTmSGnd64S4rlUkdOf8H7g2DrpzULSeV2Vd+pxj3dFHO8LFU1LkTIyMad/Hz0sJoZ+iznKkA0HXtvaEv+KAochDvtGi7UDLLp6nQuGcY9+xTg1qdaMRB+kFoWw4QAdgjSRjjOSVsIZdHSeZUqlRGfilrfN7bZ9xLSZVJ3w+Mh5dkLJv0HnXW6z96ez6IE6EgimxQzmEkF6hTrHEv5WFw82tX1wFg9cKVK5dWAQBWL125cuXKpQsAsHrh0pVXShOcr1y8dv3KhdXV0X9XVy9cuc7o11Q2WKWtccZdnIlmCRh3lrCVsyTgOIr4xAObcQ9c2zq5OPO+UalMuYx7+lFnduKmfvP8aRGnylRuTi2RcZdLlaGHL3HXt4laLCuVyVUz8kvKjAaA5PJJMjLzyJxsqowRqYwK486cCWWi3IUKFlNxkE1PlYEcESAZB6nTgInYWUovUFmMuzUM1LgVyQ0o1XqL+g0VGHejqTIAsNhznux6O0MfI9Q1QWORkGnABKYZd0mNO7BbWQtBVib5fE891LBwL4Nxj9ssrV56/fLays1vAqzD2dNra2uwtnbl9o3XbtyGyxdFh5ACJWgGAFbWLl9bu2zkAwqBxfUW0bjrpco4Fgr4nVMZGXBCcyr1V7oa98ix0Iml7p+8+xAABn4wIwqmkIGuOVWLcTcati0rlRFlMkygc+qYcjOOrjPSPfMvEN1mJ8m4i+Ig97xA8iGa0R6wCprMBdIb46ZgRuMux7jveQFH49518J6I6hNyFnlKQpKEm8JUmYw0Ilf7GmvARMxR8RBwAXMOpSpoAek5TTUhnvoN5Ys246kyMeN+f2t4ZN58hnhGOsVMlZEr3CUHiGTnVEhp3NWGXhlSGcvCgaKaq2yUwSKQQS4rZ1YB4NZ7GwAwso/euHZ9o4RPrRtmbPz0ci//852hP+uaLNyFs5iDsR/xGCOWxp1zZM6cWETjvm9O9cKOY4Jx15LKSD4YsiJOwxp3ijmVEgcpUohOoHNqiYz76Cmiw7jzc9wTjXv6y+cPVUQqk5hTycNmM4yrTdjMQK9w/+GjvZ+68mbyX8kc991hwJHK9Fx7VySVEX5Q/vJJ3py5HPcp0Lin4/9yBuL85lIYRQjy4pERhA2YMsdkpsrodE7VbJDHB5WglR8Rxk35capMGc5UyJ32guZUPaqL8+msCVmIjoUHgeHCvYaMe9nbfyunz8IoozFB+n/TivkZ5998/1H+5zuDYFZX464rlWFmrsdgpcpohPiCSI/LmqazhbsfdEww7jM27lfFuJtVk1OpDloDJgGrZFZ5n0HFqTL7nVP55lTaA1syVUascZdn3NObS2SUJ5kymdHwUHVrNZfKbA38RzvD9bvb8X9lFPkYob5X1JwqXGCbMqdOA+MuYljzM4loeUyP2iAZd3IksqZHjc6pkjOtaufUguZU+Q4PkojNqSUV7tmFXDFzqmTslbw5lUgLUHuapFJl2jhIFcQse+o/I8o9FtEcDJAtixP0vcC1sfbNpCuVwSE/UoPBuHPmR87+pqBzKjfH/fjCzN2tfhSZ07hrMe61SJWhLTl0zKlTlCqTbPcLpDKKm/5ADAFhHKSCxj0tlUlr3PcPm9W40wZjqXonEqypgI/tgT8/Y7/93oinkAl1tjHa88KFGebeYxL9yUHLuMtDWKipFu4sUyl5rsiRyDpa/EOlwojqIqUcWVHhQK3z5KMAjee4j6QyZRXuqYUcq8albvzmIatxZ/gi8p+uzbinC3cwMmpVV4AVoLQ4yDFWzr+8enV9/erFV29fgFs31mFC6YyTwELX2dzzSFapCN0OWr3cYdw5lTOnyG9gJeDsbwoKdy7jDgBxD6YmmlPNlsjUJUf+tAgzGSaR4274AZZgn3Hnp8pQ8zH4GndWHGTuD1Qo3DNSGeI7c3Pcm2dO3ep7R+Zm3t549Cs/8QzI3XIYo77Hlco41u7kGHeMgHzfNOS4i+L/VI28rIo2JQkjGXdusqQXhJZMlyOJL7Z/WMV6i/oknaRUpuc83vXKyIKE3IOYaU6l9QHMQ4/q4nw6i0kRotW4a2Pl/OtXriTRMSsXX7+0CgDrN26srwOsXrgyiYaqE0GsUSN/UiRSBhhpSmLaycIBt9BhpcoIp1rqr/jzF+uNCZccq2WMxUGWm+OeenQZjoOUY9wnnONerSC7kMadnyrD8EJRNO66UhnSn8BJlWE0WauKcdcq3Lf7/lNLM/uMu5zGfcCXykikygg/yLGzJ1NPBTcFqTJZqQxNnBBGETmaRRZwuoI8DvaN/01uOunRQFTIpsooxkEGIeQfXPL6ZvIPN4KSGff0DgzTnGqUcWelyuQ+PZkGVXPcyfvc1BO5hhr3Uhj3lZW1FSKCceXitbcubty8uZH9xbQjXjGvHNr/ye7Q7+k6U4FZkYjMqRYKItBIlZkk427KnJp+XElC8jmdE8JS5n1tyOa4CzunVp7jbrwRSQJJjTtdUSbJuGc07jmuRcWcKtU5VUYqU3fGfeCfXJj51rsPt/r+/IwtybgPfG6qjEwcpOjetlB2WXtwU2UkNM3xejIZvAKpDIMyYDHuvD7cisEysuEBiuZU6jdksVp5+GFoJAktwThVZvDTzx4xeNgYmQcx65R2zDLu0p1TkwGo0Tl1u+8pfSshDkrhTsPK2toBKtljJA0UEhRm3HU07jbGoVbnVF3GnVdUCRn3uHmqKXOqZP+IDPRygs3SclSpjIY5tXqpzOQZd9rjQWROHfmzM3dvEcY9d3uQ2l8iVSb9t1Cd4tWlymhp3ON6/dzK8tsbj372uaMyA8HGeOCHvAZMJjqn5jfcJEUv06dxzxAB1AVMXEAnd7dG6Cpkd5aY9zkJ1Sh3aakMpRcsB9QpQqEBUxDZHZM3SalSmWyOO+Nazzg4oxqgwnyO+3giUg3ZJNeTxhj36e2cOu6VunqJaHh0843zr93IvDD1ginHYtd9sjckf1KGxl3IITkWCiJujjsjVUYjxDeKIALeaKFqV8IoCiOIR/5TizM/eGhM4y4p0ctA0iOfy3EXtLBVAnWPMh9cUMPC3XiecYIk21unc6qcOTXzBCqSKgPjqxOvSMmNiDTjnnJQNTEOcrvvzc04504vv/3eo5997qhcjjsM/KKpMsIPyu/vaTDuU0C3gyTjPqrFLc5rEjA7pxJjkyzueX24FZunShZkqvVWwQZMxlNlMEI917q71a/CnMrgNaRz3KV4cdYVoeS4Jx3xFO0l5H1uSmHIavg6QRi6z0a9Ui9cERbl61e/dtPMZ9Yfeca9SIg7MHPcBfWibeEwBA4LzpTK8FJlGCG+IrKN+kaSpDm52H3fnDkVIbCxctyYHn9gVpRCFfnkdzMkNO4mBTwZMBh3tc1NeSS7EBq2OUmpDF/j7ocRRLyhlAF5dZipMhINmGoulYk3EmPGHWQ7p+JhEHFSZXruqNkWBxKMe3YQSVbh5JR4gAp3lZgsqRz31H3O7sMtmsQykGXcVRU4tBASFcbdfAzuUs+5tzU8Om++cEcILEyGddI3mc12TpVvwMRiUoRImVPlds6FqGGqjJn77OY3bwDA6qVXaLbTC1feGuPKBQC48c2DUrnnEyGLtE0F7Rx3jIJIcPerxoOwpOrCYUZ9I6kAic2pAy/oGGry/JnTS6r+VElGh0zjhvIbMOV1MiDxcCqvjAamxl3NTiSPRPfM/wgqr8OPkEsKNX6Ou6pnmvwmqc6phHQ+M36pmtpSLyIJeUUviZFU5vTS2+89BrmBYCHw/JDDuMtUDBqzjeQgtTAkBcYU6GQgJ72jnodPnlyU1/4JRY+Z1/A07iKjTgbS2yZqRCmVoJVPFCkjTWthxvGDsIi8lgNyWcuaYSTTHSR5cWZ+Xe6CskxHQpSSKjOlOe5xPPvqy+dFEph0H9WpRzUadwlzKo6iiP/gp5LunKmWxZFIhMpTCk1yrj+x1P3gsTHGHQD+7Z1t1c580ox7qZ1Ts4UL1fQpDGQo15xacarMWPikkSrD33lgxUFmLrG8MzUGWbiwOqdKSWUMUUdC6Nmw4sJ91rVPLXe/c2dLpoIZ+pHDHeAyjLtw6stPUxoNmA4O477xcJfsVityktBlD1RJmJ7PlQXpztZqNzP1S1oIJFl741IZAOh1rHn24rYgyFuCdYEMM+4M1wFNKjNiEFSlMuS9JJn3L0QNNe5mCvfb6wBw9rRQuk7rozrFyDPuu4OgZ1zjLlErB6JxlcktFh5Zhm5hfBDCCDLzKVmmH5vvPNgZGizcNYJl9PgDw4V7Tp1PfTCIO6caVd5nUHWqzJhxN65xh/Hala9xVxK4Q7Zw3y9nUxp3CamMpOmiOFiqOT4SPuIzp5e/9d4jmbXiMAj5Rgi5OEgBG5df1mo0YJqCLEiQK9wzTa/454pVhJH3eULT8PcwleMgZaUyaiJJRo67LG1fxs6Ma+P5cuh2yBTuTKmMVBykdKqMrMZdWypDxlGYS5WRbcJVGUpNlVk5c+HCBThzQKyoeeRz3HcG/kJPfwFNrUhkctyjcYM6FlSXBKzNTZmhEs+nNtFuI1PqPbU4s7nnGclxB60od0mWOnM5zOa4IwSOhUl5DFUqI3zmlVp2VJwqk1xKnVQZ0dWJ7VB8jbtq4U667rwwdDCFcc98IsOAXhHjrp3jPjdjA8C508t/eOuBzA0w8AWCYDlzqsC/0ZpTE2SlMrTzkGl6xSe2WSK99H0+qnjMMu6y87MJc+pkNe4OwjNuWbN3SioThJZFqUwkaS/5p0w8sjI3A4dxV5bKEPeSqd3maY2DXDmzCrB+670NSEc+rly8fDn1wpGm5qCU8hSpzNA/udTVPqCF8TA3ioQViWOhJLOFBSrTxg3wQkP6PqlY3xw/TckCKFOSnlzs3tsamGPc1Qt36Uc1OQ0ZZ1zib56cGeq5rSHjXl7nVBjXc4KgOi3GPeZ4Ms+JjOa7PwxmVKQyJFXDYtwzTxeG+qgijbveI2qz78WJ7OdWlv/Hb37XtS3hQBh4AX+ikMpxF50W18ab6T1PWY07cRWmQ+NONnQLowgBRUSQOed6cZApc+q4dOaXUMrUuNycZiYOUrr6L8PbgzAyLr9JIOPjlE6VkX1ixjOMsHA3Yk41liqTNrPVAUbuiZEC5s23BBKYjbfelNTUTAcWe+6T3VQcZEGpjF5FYuNY426UcZe2h8u8N8+4e0FoJMcd1PdhQWWy4GgeiiMzaVIlKGJzauUNmErl+ONzosG4i5v1YBSEET/HXVkqQ2xMkZePPGxGiEm1h1ZWO+qZUxOpzNmjsw+2h54fCIU951eP/Nr5s5wXSDHuoo2IjoUHmQZMkqkyxHlQVdnWEyTjzip8M74CPZqcmuPOP4fqnVNLYdypqTLye1BlSAR/+cdP/Y2f+YjZYyaQSU6UbIQiP0FJbocm106VBkoV7rQLqgHVFWAFMHOfrb1yaRVg/err1zml+8b11+PMyM/RsmemEcbNqYzECbHGXci4qybEs6Zamckr/94M4/7UQgcjI64S+scJIc8fSPb01kOmcKfq/uMTxXm0lJvjTm3zWSbjHp8TDcZduKwqQ+NObkylTXv7wlkpqUxVag09xj2RygDAuZXl7UEgfIqfO738N3/2Wc4LZhxr4AuaQQml//myQzpVZv8qTAfjTlZprKV1ZsIRMe5ic2pSpZll3FX5XdnDUnPcpVuSlcG4/8KnTvzSj50ye8wEUreE0c6pIC33JWK+FDXuxFrdFGk1rakyACsXX70AAOtXL776xvWNXPW+cfP6G3GDJrhw5fJBqdsrioMUSmVsC0MU8eV3VKkMZ8wUYdzz2pWM7fLw3IxBsXi5UhliE804t03ubgN7UcRXiFbfgKnUQic2S/HlpNSSQiyVwSgII4HGXTFVhiWVIfdJMrTxZBswaZhTgzAaBvvKt3Onl/teYOTbCkl34YjLDw0NqcyUaNxJQTPjvGVOOH9dJNPKY9+cyhW3qE7R8mkhSiUXPQ5S+giNMzGnkxPpdhFJc6o8WSM5ORN5RGoqQde2EjmxqT3wadW4AwCsXb5+BV5/7cb6jasXb1wFWF1dhbNn4dYtWF9fH79o9dL1g1O2A3QdK4gikk4uowGThFQG6ZlTOfc9q1iUMejkZ/wM435kzjVYAGtJZWSnYMme3nrI+MlYhXusx2AxwWYtsxlUL5WJZbj8tYHq9lHyLj+IMn1/M+rGQlIZwrRHfsOcVIbSxrjODZjiLMjkv+dWlvpeaOTbxgRwj71SEo448iku+ZYY5N5m4woyKlIRIgzhSlYqw1UiMc2pKanM2JwqYNzVOiUp8LsW9gPZgDJ6AyZ5jbsf8hNO6wZyLcd6TJiNgwSG7IRiTh0zCKr7GKXkuNdP424wVWZl7fK165+7/rVrV2+sA6yvr8N+xQ6rFy69+srFtHf1ICBWyySdz3YGwaxpjbuEORVHYnMqJQ6Sy7iz+l2LBzBFKpNm3Jd7rnokHefjsg9vIVTNqarvkkSGcaemygD3sVc2WTgBxt22+r5A4059NkQR8NcvGCEvCDOHzQSBDbyw4yhFHOxLZVgdJbNSGRrjbtw+wYIGt5SR/33m9PIwdxr1ENeRh2aZL5Ao3DVTZcj5cEoYdzImT5Jx55KdrIy8VL+CxJzKl8uXo3EHxSUBPcddOg6S7LDWCJCnnTVpS5tTZXlxahFMY9xHHdBUR18ZGvfpj4NcWbt4ee3iZYCNjQ3Y2NhYWVkBWFk5cPV6gjgRMincy9C4C3epbAtFoj7t1CNzygX2Pqm4aMtPphmu4sXnjvz2b57nH0Qe6vuwACAo8hKUyrjLmFOBK5WZSOFeqpkvZtz5f5fksyH7LowGQeCkHz+l5biradzrbE7d7ntzM/tBcjOO9eZ//uLyrFv8y4ilMsLCPTc0JPf0py9VJkWvMoQrSjnuCIGFUP415E+S6VGULFlKqgwollwhrb/4ZOMgS4WUOVXu6VmQcc+Tj8k0qGr5QVnwywAAIABJREFUTf1RhnabbYz6ipv2ZaOsHPeVlZUDXbCPkfGn7g79XgGpDD1VRkQ/OBhHIOicSncZskcjiyORY9yzFHiGcXcs/OzROf5B5FFSd48YqVQZ06KUTOE+9CPXphyf89grNVIGGLcNqQkxjhkH7wwF3kcHI099mDAY92IadyJCIZVvTey/Z7YCVJfQZiFvxUuw2fcXZlJz2tkjZgavMBFSg3GXHKSpVJnpYNwlnIg917q7OUj+K0EJYT/dkSOMoijal2VKmlNVp2j5mVaJcQ+jCCOK+1/S9VGGObVUkFJMzgWK7xy+3EhFvESRHnHMqUUYd5NSmUG9pDJNWiA2EUs99zGRCFmQcVdVoseIJ1+zqTJMxl2CdchnwLNKUiPIR8LxoSRpTbkPTTNzGWMQq6U2p3Avu+CrPgKl61g7A4H3kbq7LTwVFoahR9mYIv/GIqkyRXLcq9O4q6s5C85pHHRde2/oc14gPC15vlDyTE5fqgzJArAK35xURpxXlimLM7V+soQ22IBJaXphhc3LH1klx72sjtElgTztnEWajFpGIQ5SLtI6GYDKOe4lNGCiMkGTRZPusyaCZNyHfogRKpKUR934k+yqyL/v6A2Y2JqHYoy7QONuFpJJtAmURnupOe6ZrnVMqQybryq75qAW7qUyTx3H2ht6/MUhlWaTkcrkGXcoVrgna6p4cCXVEkdhpRf5agoajHuJhbuD97gjV8i85gt3yUFKzofC0MlGIMW4M6q0zBaHeC8335EjvduW1M38K6XEuCttbCp5NgqnyjRsgUc+GTlnVaZwV7ULC9++34BJUYAUHye+ZFEYISOMu7TPoTI0fj6qORZ7zpNxImTBSBkgHBskZB5F8zNONYy7ZgOmMv34yv20VSTaJafKpJYcrLNUO4172Yy7SCqjlyqDEUXjDulLrNw5dfyUypRKnFQZehxkyZIn6heTBBnibhY9194txrhTzKkHNcc93SZT0pwqzivLlMWs/mUCN7mKxl1pelE6Mj1VRrr0b2CqDKmeYt7kMomQxhn3hL/QGH3JA1GS0xSihnGQTbrPmojYnBr/u2CkDDBWfjIT2Z+9/pcXuw7nBdRUGa45lZUFJtGAKVdolsq4qwoolWaKcnPcMw2YgrBDl8owdZylZkECy0lZpklrxrH2hgKpDPVpLSGVQZ4f5tdsxRj30aXJMpHs9V58uTKle6k9rUhoFO6bfW9hhje3aENoThVe0/zYl5XKIEiG1HRo3IEo1Fh/UYZxF951ZNop9S37jDv3SilN0do7onpHlj9Cqd6eMiBjToXcxi8V8rtSqlIZjdGX3E6mRq5qC94K0KT7rIkgpTLFGXc9c6oMVButs1heKcY9N92XK5WRmHdIaG/Flp4qw2B08uczQdlkoWrfruKYcfDeUBATzmDcBeyLhdAwoMZK7OvT1DXuo2GSY9yJVJnc+M1/f9UuJNqolVRGuEcvZtxz05SGOXU6GHcgzIismarnWLvScZBASwjJzOT7cZDc0ae0KSofKQOq5lRa8aqSKlPR6toUUj252A8vw4w7TSrDSZXROKtJ4W4wVaZl3A8WSHNqwbapoGtOlTqyYno0iyOR0Tfn3aKshHIjKJdxrzLHvX7mVMhNamVXOV3H2vU8QT1Be1oLTwXGyBdq3BVTZZJLw5IQAC1gPj8YTe35CqEVB1meVCbVDygPjVQZDXPqwWHcleIggW5OTe22Ja4+vuNfjXFXMqcqxkHm6zwFxr1x5lSJHHcwrXHP3zP0+PxE467e/iy5z00V7q3G/cAhxbiXU7gbKZVUGfdCGvccQ1zqlKccB6micSfPg3FdSrZzKoNx50TtVlBzZO6csj8xlsrwORh6qozo6lgYDQPKZjdZZKsy7gnjmFl0pRRW7G3iBJUx7hrcUqZzqkGUEgcpt5Sdvhx3kCjcM6YCscY9x55mzlUyEvk0uaISXWVHVEXkEISQfwopNGBqXBykXOS5zJa1/BihTW7UvlcGGHdTDyPVzr4VoC3cy8VSz3m8a1DjruO6kzqyoiWuWBxkTuNeJuOu3IAJoh95eknyxSkTm+mt0hzjHrm043MeexXUHJk7p+wuJF3H2vMEUhlJGWUGFmJo3Ikiu+8FM5pSmdRpSSmscqMsL0CqLlVGXeO+NfDny4qDNF+4SxJ46Rz3ilZNZSOhTpkad0Vzan4mz1AwScVjMMe9THMqpXhd6jnzchYODW54siCfjAWlMiqMe/aKUO+NZA7UMaeOG8WY2nDWmBXLRpPusybCLONOrUjMSGUU40FcGw19yq0s1Tm13oz7n7+/KdlxA0QVWEFkGzAxpTITM6dC7s4pe6nQcXBfWLjTaDbhqcAYPLrGnWDctaUyWSaSlyIqSUqVAa1UmVTnVIMo3jk1TxZKKqRTjHvTtMss7DPuplJlcgNNz5yqxGgqTbNqcZC0KeJXfvyZf/AvvyN8rx9GFkKVJD8ZA9kJkXOt5Rh32UVL/oowGPdRgJ7G1JdocdtUmRaaIAv34i6u8tL3VNOjmYy7xADO8zTCxmxFoMq4v/Ph1vNPzUu+uNQcd1lzKqdzavkFX7ZwL7nK6TpWf+jzEwz0homFkEd7Dcl/a0tlMktTUnqbD6HLf//qGjBpFO4l5riLCndRDWdjFEZArsMlK4wp1biPKjDJHHfhXZeXymQZd7kGTEpTtNI0Wzxo0rXxr/zEM//4X7/Hf2/ZO41lYCKMe156xJfKaGT1mDenqrTxqgYNu9UaB1IqszsMeip0XR50c6qJu5MaB6lTuEvUbfnOqeW27FFMlXnng83nTyxIvpiswIw7CDMzJrMBEzuToQJzao5xL3e/eMax+r4gxz0fdgESVwdj5AdB/ssX0bizUmX4YUQTlMrIN3hPUJ7Gvbg5FXIbbpKDdEpTZUZ9IUx1TqXM5GHk0HaW+Eus4mnrLCgtRFmn5UtrZ79y8xb/vU28SWSi/UGyc6o0XyNpTk0mIiXLWYz9wt3Q469l3A8cMEI919oe+FBvxp2ucedJZYx2TvUD1y60pFH6OD60GXfjHRYzSw6WE2CCcZAwEcbdo2S/pL4SoUpPIJfjTvnyloWDcVXRH4YzrsIlTiqSDG+U2qhhR6ElqKxwr5U5VVgx6BTucoOUJDKmiHEXmFMRgo69f87FjHsusyXr5Sgjx11N464SB8lYEpw+3Hvu+Py/+os7nPc2LlIGFBj3cjunCsyphRowmRGvthr3g4iEdDehcaeEWxkhes1JZWQK931pXYxy4yBVQoKHfvjDx3tnjsxKvj6tcS+XcWdp3HmdU8vvuJk1p5a8VJhxrIEe4y7RBnIYUNTzRRj3ZE3FYdzzhXue9q6Mz9OJgyxNKsNn3CVrhczokBwRU5oqMyICOKeOJN2FZ5jmVkrtnUqaU8tMlVEQOXD+3i+tnfnKzduc9zYuUgbSqWVcjbtYyFSkcyq971WROMjxzpKpJffhuc4nT8puwleDtnAvHYnMfWcYzJYhlSktx50z29oYBVGU31SXkfrlWZBypTLjYSyDb3+4+cJTCkO03Bz3jMadQepwGHelZiV6yNDbZUtlug4e+CK1ulb4EkbI56stg9DCSEmWtp9jnR4X/NsmMWYlqEDyNPpoxQZMfhD5YaiUtCMPfqqMZAGXZdzlBmlaKtOwtBAWhOZUSM85Eg2YRrd3gsy5Spgm/mkvM8ddYQcpiiKWvfSzZw/vDPz/74dPWO9tosadXNNyZhjTjHvW0EwVwyQDUCcOcvx35Vtk6OH5p+Zf+4UXDBzIHBp2qzURSQ+mOue404/MHTNUmkRPKlOqOVWJcX/ng63nT8jqZCA9DRmPcMnGQTL2JfJK0wQV1BwVM+4xS8TfldZrwGRh5AWU05U8+1UjZYBYU2W0v6nbJre4mqA5FSFAoCBz3xp4851SImVAZE6VPCcZvlCywphOc+qYYeVM7OQuh7gBU55xTxvok/tcIJVRmaKVdhGLm1MT/OramX/EJt2bybjvU1rcBkwCc2oUQQSyz778diidcS8ilTGd415DtIV76VjqOo/3PDCxp1xeHCR1i5xfidILd60c9/rEQb7z4ebzaoz7vkfeeHWVbcDEeDZMtnNq1Rp31xr6Io27lod7VLjnNe7jo6nqZIDdOZW8bWSkMpUx7gCAMch3CSyvbSoIGXe5c5Ir3ClNdvIgL8HUSGWSCowzFshzLqMuyzyPsgvU8Qv4MkKlwl1pLKg1YOJ+yV/8sad/99/ee7gzpP626Rp3zi0xY1t9brqDUn0saeAhctyVuaf9wr18peik0LBbzSy+MUapn5JIZXYHfq8Mc6qJu1M1VQYY0jddc2qpDZgUUmWUnKmQESubj4NMUR2ujaiXgxcHaVp2n0fVqTK2NaAp0UlQT4iwYsMI+dwcd43CPXlvLg6SF/8/QcYdFNUy5QncwRDjnpPKSHVTSpvOlXMt6on9OEj2qSPPuZhxzw20zAI1eQH/tHPEfnmomVNpdhcWOFKZGP/J5z76P//Be9RfNVEqYyoOUmnOp0hlaB+9v+TTyHEf/11V8h0Vo6w5txF46aWXKviUxZ7zZNcDgO1hMFdM467XElIGqqkywCyPxF8m/8YaMe6KUplSt9TJJccf3nrwcMd76WPH8i/j5riX3vQx1zm1wYw7Q+M+Ysf7w2BGcfwm955aA6bcYKxyzzfWJXfkOJ3yImUAoOfau0Of9duSzamQVBdTw7jLFDQk4y6se/KatFyqzKhK4y+by5PKKOWBCO+ov/LpE3/1H/7+f/aXVvO/ymw1NALk84Vzk2c2fvNQGiCSnVPjCxeEEVZva7WfKtNKZVpoY9+cWljjThe0lCaVERXuFCWxVI571Yy7bHePO5t918bLPVf+4NV0Tr19f+e1f/Zn/8uv/RT1ZZw/UFIYUAQZc2rZc2XHxp6Icafujwu/GEaISh0RjHvYddTOJiGVSRc0qVSZXAOmXJxllXu+SlKZUgt3PuMuW7gXNqdWsPqtBslEYYpxpzRgykplpMypjo08Wh9uKpQM92pSGdG98dTCzKE59y/e38z/qolSGXJo8MypaatVHkpkDUUqwzan6j1NiAZMCpH/zULDbrUmwqA5lc64m3ioa9heGeZUnc6prKBDI5Av3L/z4dbHVHQykH50lZAqg/te2PeCn/8f3vrG3/kc62WcrOIqOqem6eEKHmCujQH40ltqaqpgmFiY/gRKnv1aGvfRpcnc4YIc9xzjXvY+Bgnq2WOhVKmMbSGIgJUKIjnv6RXu5AWaHsZ9TJ1yqjTSnCrRgCnnVsqYU8cPLP5+V8eyBoGsmrE8c6pMnffy88fefOdu/udVjlBTSEllCjRgUhQvZZOIGHGQEESaQy/ZSTAeF1EftIV76TDIuFfcgIl/31P3NzUZ9zILd3mpzLc/3HpBtXDntsAsCIyQhdFn//6bf/Rfvsx52YSlMul7soKlgoMFO0x6Hm4LIz/gxUHqpMowzKl8BWd++6tK0leRcffmZ8pKlQGuP1VSep7pGiFbuBPz4dRsuJfAuGf57EyjMUIqwzuHSry4mjlVJQ5Sps57+YXjb36b0ompiYy7Y2E/HHmwizRgUtS4Z3dpqBc0ngP1nANtqkwLA4hTZfwwCsKoYOghlQwzsqykSmUEjDvNUSSzRKZo3NM8jVnIky7vfLD5/Am1Pgt8sXJxPP/U/D//9bXFLq82muvYhxnynurNqRXEoglvFb31bZzjbtacul+4p59tSTdWatIwReNeoVRGyZy6NfDnS2PcgauWkWXcMxp3nRz3aWHcZXLcXas/lM1xp3VOZZhTRRdLnl5R7JxqLA4yxo8+s7TxcDefLdPEOEiQk4MLG6EUTNanjq94FtIbeoRUpmXcW+gi7pxaPFIGGGSYkU06aqqMRviulFSmWsYdpNUyBRn3Mh7w//zX11YO9fivcWz83Xvb1F9VIZXJMu6lc8MyJznP4cmZUyl3b/IH9r1AtdNQIpXJPNeJmDxehnGCKqkjMqpSiFLjIIHPuMudk0zZcbAZ93HnVPZmhaJUJttBguXlkPC5ylbYSotYNS5frs77/PPHvp5TyzSRcQdCPcXtnCqIZVN68OUZd+pHx3NgW7iz0LxbrXGIpTI7Q3/WLfqEK49xp9Js/CqczrhLrCIonVP9yLFLHGCSdM53Ptz8mEqIO2RSZSaUGsvpDF994V4BPenYSMgI50eK8FRYCDGCyUaHKiaVoXdOlZbKVFm4Z/u2clCqxh0Auq69xwiWkS3cLTzQSJUhNe4NlC9TkeT6cU4CucUhznEXmlPlpDKg4kRSlMooGDYkj/yFF47/Tk4t09Btmf1NmAJxkGqMu1wc5NicqkMDJUN+apbcebSFe+mI4yC3B8Fcp2hj8PI07oy8Gp5/n9qwU2b+ys/RgyDoWKV0TR9/ojjK/Tt3tp47Nq9aeJea4y6JuY69PShU3BRBxZ1TAcBGmOtNBaBtyAqdZxgjaolmpAETqzENddVNZhHGqLZwV0jQK13j7uA9RtGgkeMeRhECqXS5KU2VGZv25OIgNXLcc/0KxqkyQqmMdCKkUlQIx7ifh+Si7uUXjr357Slh3GV6FUlo3FUY99zMzDCnoiCK9NbMhMa99FC1SWFK/6w6Yda1B36wtecVl8owUmUM6JgZqTJcxp2eKqOjcS+b05Jh3FUT3GMkYmWY3Pp+tmPvMAr3CvYKK+6cCgC2lW0sSn2NllTGuMZ9VDfkOqeOThq1hJpwAya1wr3EOEjgRrlLrpPTmXeySYKkdLChZGoeiWpI0pwqnNBoOe5pE/Z4GIqlMtI9mAr26eRAckngWPinzh56a/0++cOGFu4y0f7izqlBaEn/7ZJ7oa1Uho/m3WpNxGLPubM5MLKnXFI7dHoDJu6SgF64S9jAM+RKqSHuMWT2YTWcqVByqowkZl17p5icoAgq7pwafyKUJJWJKNxqQr5qNGBi57jzmMiSxrgkOObUN/7FX/w3/9c75E/KlsqcPTrLSgXRYNzlxWxTqnEXm1NTqTKiRbiQcSfMqQJ2SYVxV6jG1OIgpUfZ558//vV3UmqZhuqpkswlbgMmgTlVsQFTdrFHl8ogFOqaU9s4yBZmsNR17+8MesXapsYoybhGb8DEXUlrM+4Z/rsCrkKqcP9w63lFZyrUQ+M+27F2BgdI425jJHwUUzZkhakyGAWlpcpkpDIE407hgGvLuL/z4ebvf/cB+ZOyGfcgiH74eI/6K8mnMlkRyq8qpzRVRs2cqhEHyeoQPCnGXSkOUn4Cz6tlGs2484eSmHEvtgfCY9zbOEgGmnerNRGLXef+thnGXVIipoq8rFZ4ZGo1LDPSMhX/wA8LpmQKISWV+XDzeUVnKtSDcZ9xrGGSx5vGBAr38pknjFFUhlQG0b98MY17IpVhpG1QNe6VR+NzPp0EAvxod0D+pOxUmSPznftbA+qvdDTu0lKZ6WTcx9Qpj3EnNO7CISNm3DH2QoE4Z/Td0h5iDhRTZbL2WQ7k1fMrh3qujb97dz/Lq6FxkPFDnH+HIwSOxXuAKjLu2XumRKnMhFxnFaAt3KvAUs95uD0s2H0pRlmMe253HkTPOarvR2akxd82+SvKzoIEiX3YJ3ve7jA4sTijemR+C8zKwCLdK9gEyJlTS5fK2BJB4xpSGSHjrhUHSW/AZFkoCJhxkJnBWPF9xSnc/SC8ly6jtwbefKdEc+qRuc79bXrhLvlUJo3pB55xF0eIkDE+GuZUlsZdQy7PglI1pmROVTpyJlumgnmvDMgU7iDypxZNlWFH4urVNvvh9BPaA68AzbvVmojFrvN4z5ttmlSmpDhISM/4pXZfipGk1bLwnQ+3Pqauk4FMjvvkZI6sYJmpZdxF29+0x4NAZWthusY98R/veWHXUbtRLYzCKIqiXEdJbr519eojEtQ1fIztgT/bse9s9vd/UjbjPufe3842u4kheVrIjUEFxp2UwE1LqkxSfvEKd9KcKjId5rd/84qR+DXCxWdJDZiU4iCVjpxJc2+oxj1e1goL3Bkb9w0x7pIixlgCoCdAIsypCgFEzcI0zEf1x1LPebLnlcS4m8lxpwdN8tKUqBp3ybmPnKbrwLi//7h/9sisxpHJrdgJMu6s8I1JNGAq/RP/yZc/+z9d/HH+ayhxkCI6zUIoCCndnfY17uo57jAeJsxUGdqjJXNKK97w5ciCH+95pw/1bt/fif/rBWEYQak6Nw7jrjHVyNOi5D5SQ2uyPKQYd9KcKirI8tV2XjEiSZ2W1IApw7j/73/6w4//V7/NerHSBP6TZw698+GWX+G+cRmIryDH8xCDz3wprWwl90LHOe46TxOZqJymo3m3WhOx2HW2+mbiFzRcdzKg0mz8AandORXS82kFjLuQznmyN+woqiBi1EHjDhzGvQKpTLrKrMCk1XPtGVfwEZL9+UiMpDJsjbuGVAbGFUnmub6fKsPWdyb/rZpxp22+xXiy5z17dO7WuHAv25kKpgt3+cqM7FE9PRr3xJzKk8rsa9zFDZgo7euz8388EoUllDzjrlSNZYbS5p53YrH7T9/+Af3IiszLCycWvvXuw/jfejbKiWMklamScc+7j9i7jpoa91Yq08IIFrvuzsBAjjuUJpWhM+7c+5461UqyU65lDYPR42EQhJ1Jp8polyDpVBkDgfp6YGrcRVRKcUzWSckCZZiIJvG4c6rZVBkYP0VYnVMZDZhSIv6KTymLcY8i2Op7Hzsxf/veqHAvOwsSuFIZ2cKdTJWR5s5TjPuB0riTUhnRkJHpyBFzNAYbMClNs5lveGdr8OLqka+8dZt+ZMWBdm5l6e2Nx/G/G7otM0qVEUnI+Bp3pb89z7hTx1eRBkyJCbtl3FsUwlLP2RmExTunQnlSGWqqDHci046DBADXRkN/zLiX78cX0jnaJUiKcVfpQ2EWrB5M1ZtTM7mHk0K++oyiiN8z08IopGrck1QZLalMzDBlTXvcVJkM512TVJkne95i1zlzZPZ2hYz7QtfZGwZUEYXkBr1mjntK416LtWhxWBghAD/kldFkHKRw2S9MlYFxoSY8hyUx7hl+9+5m/xNPLx6adX//u/fzL1aVRJ9bWX5741H870ZLZYT75NWbU+M5UM/ymywCW417i0JY7Dp9LzCicdeIy5ABohn+RIU7NVVGaqSR/EoFDZiET4UCjDsOQuWywDhYhXsFlEMSkBJjgqsXEppSmQDyBE9Bxj0ublg57hxjVoKamFMf7w2Xuu7ZI3O37o9S8Lb73txMiZEyMVhqGUnmNVW4S0+V6VSZRgaGUBGrZThEpmtjP4jiG0Ajx13bnKqgcS9gTr2zOTi+0PnS+TNU0l11tvzM6eVvvTcq3Bu6LRPfD8KrM+PgPrsHk1ocJEZeZi+Utj4swri3Oe4tzGCp5wz8YNYtRypjQqFB75zKve8ZGnepMUwm0lSgiha2kNgeeHNaqXbko0s+s8I4WM1TK3icNIVxF6fKIAgjquJ8tDbT07gLpDK0WmGyjHu+GosRM+5nj87eGktltgb+fMlSGQA4Ou/e26KoZWQZd2Kakj+TU5njDmMVAb9QS9QyGo7S/IQT304GGfci5tR7W/2j8zMvfezYew93kttY78gAcGjWnZ+x33uwC81twOTggRfyUyggnamah1oDpnFI1/7b2XGQRXPc286pLYpgset4QVhWjrsJjpORKqMulZHVuE8N475/3ibIzLE07lUw7rXUuGukymCM/Ajyq46CqTJx4ZLXg42ZSHGqTMWnlMW4P9n1FnsOACRqmbKzIGMwGXdRtRGDbNiuULinxnUjyVQqZHK7E3+qcELLb7rm69f4MSG8WPIad0WpTGrn7e7W4Nh8BwC+fP7sb711K3tk9TovUcs0tAHTiFYQS2X4jLvCg09yZi6SKoMRwgh83bc3Am3hXgWWuq4fRLPlaNyNKDQYqTLcwp2a4y4plak4DrIajfskzamT07hXniojA4qSUjSJWwhF9Bz3kRaoiFQmPy5GMXlUtmmi5lSWxv3xnrfUTRXuFWjcAeDwXOcBrXCXnGrIlpwKUhliPqzA4V0ZYrGyZOEurLZlzKnGc9yVyutMn43Nvndo1gWAv/6TK//nv3k/s0upsWWaFO5NTZVxrIEXCP9wURykwgQls0sD+1IZzbMa304t496iEBZ7ThBFRqQytAWrAYWGTqoMVSpTS8a9mlSZCXrYWXGQ1UtlakJy5K0gwknc4mrc9XQysC+VyRc02A/pMXlZqUy13glWqgyFcS8/VQbYwTKSw821raEvG5OSACNIzsEUMu7c80BIZQRiJArjnlPKxZy3wc6pSvwIeTPf3eofm9/vjZ1XumsMtETm3mjGXSIOkqc1VRogksxjEakMJPn0cptyTcSU/lk1g43Rz33ixLwJI1dJjLuFIVOEh1GEgJfDQSbDJJDVuJOdU8vnaCWkMp7e1SELxAnWrGQWBInqzak1iUXTaHeAMWJo3FEQRnp0O4wrkvxNHp83Kca9Wr8v25w6YtwTmXtFGve5zj064y4ZYKVjTp3KVBmQMKdCSiojOMOOjV84mWo4nW/KEY9ECY37/vqKD22pTOxMTX71q+fP/OnYWqpx5BgfP7nwvbvbAz+syU6jKkYad9EMw5fKKG1J5VdodHOqXN8uFiRNt81F8261huLqf3RuRrFfOhUl5bjnn9ZCIp+hcZfa20pJZSrQuIsElNrcYU0e8JNswJSuMmsSwSEZOkbCQiiga9yxH4bajHtcOlBMe9Ia94oZX34cJACcOTJ3+/42FFjuKuHIfOf+FqVwl3wqt6kyJMyaUw/13G++c4/8Ca0BE/IlctwVGHc1Ycb+YTOM+4xt/cGtB+SL9eq8c6eX337vUUNvkvEOjGATgy+VUWvAlI/Fo5MXEET6pN6YcZ+eJXcGzbvVDjgoOe4mWNV84a7RfQOkZ1XyvRVo3PnzDhSw2aU17rWLg6xg5spWmXVh3HNSGdEwsTDvkILyAAAgAElEQVSKQgrzNGLch2FX1K6VipHGPbegjQ9bQ6kMU+O+O1zquVAbc6qGKq9NlYkLNX6llWzfCQsyjNBC13686yU/yStGxubUyaTKkPPA3c3BMYJxd20chpFf2AUey9wbKpWRMSuDqHOqZL5TDEn3URFzKoxHfcu4t6gLaDl3RqQy2ae1RKSAfgMmUnQ+cca97wW2hfVITXIamuADfta1dmhSmQkU7vUQBFMaa4uacWCEgggoNqliUplYUcZKlZHJca+JOTVh3E8szjza9fpeMFmNu+S8Z4Jxr8UtbQQjCQF3EZsw7jKU0KFZ9+HO/tXJL1BHO0uiQ5WUKkMy7ne2+scJxh0Aeh17l+A79Pr1jAv3ZkplbGvgC8zKIOycqsa4S4kY41lIO1y4Nae2qBfIjj8xJiWVcS00DDK1vuwArloqw6VzioRjkIzOBM2pNWLc67FlrKEoszCKaBr3+EmjXbjHdwhF4x4z7rRHy2Q3MYSFO4xJ92pSZdhxkFL3NskRtIz7mHHnDdIZ1+rLMe4AcHi282Bn/+rk3xI/sISrrLIYd0LjnmHcIcd36Epllt5+73FNdhpVMZKUCM2pJjunZlvj0XcdEQqjSNve00plWtQLeRepkbtTg3HP24nkvwlJhFTAVfBTZYoQhzXJe2Z2Ti2fcqinVCa/HSSRKgMhm3HX1riPOqdSGHfsh3ROKLM4r5g3Yhbu41QZAHj26Oz37u1Uo3E/NOs+2h3m7bKSs038mlGfWumaL35V/KHTxLiP4yB5aRuJVEbmDC/Puo8Ixj3PwsRTvUYvJxYUO6fu87t3NvvHF9KMu2vvDknGXWegLffcpZ6zPfCbybjjgU/Ptsq/jPXbgow7PQ6yWKrM+O+aWEvEsjGlf9b0guLtMFO451JlxObUrJ1IPnWVLPonHgdZjHHfn4YmuDHHKtwrKKNz5tRaVDkajHvM8eRv4BHjrtV9CcZSGWaOO62Eykhlqjan0pooA5EqA2PGvRqpDDBId/l5L5FhKA2H5DxMU477WNPMEyXHUpkoggjEE9rhWfcBKZWhdE7FvoTaWCHHXWVj08IojKL4dk66LyUg+9bFr9Gbv8+dXt7c85pZuFsDPxDOMAYZd8jV7pxkLf04yFbj3qJWoJhTTdydeamMWOOea8AkP8zSjHvpth6RVEafOCTDECepcWd1Tq2eca9H4e5g5KlLZcKIyf0UZNyVGtNkzKkVS7DkpDJzt+9vVyOVgeKFu1YL9OQq1ET9ZQSj+D9uikjMuEueXqHGPR6JYnOqtMZdtc9dcj9nUmUgzbgXsYp9ZmV5Z+DXYadRFZKSElHnVLU5P6OW4ZhT9Rn30X0+sbiIsjEl89HBgUZAtQwoGnchR5KbauUJLZICH/hhp3TG3RqwQ4KLEIepVJlJmlPtTBfAGNVr3CsOHWfBsnCgKJXBCEURVKdxj3Pc2cas5L91iIMc+GEURcnSJY5yb1zhrtYpJmHcp0gpOzIjcgdpTK9KLleEjDtnZ4lESYw7ADgYe2EYhNHjXe/wnEv+Ks24R7yuJVycW1na9QKngau7kaRENDcKGHfFOT/7yGDPgfoa95hxn5zrrGw071Y74MiwcVBeqoyoCqf1LpalpmrVgKlIql1NctyBUbtX0Tk1fedo5wCYhSbjDjSNu4WDICwslWHluNM07hNtRkuVypB0O8RSmXs7CEE18oCj8+69rWywjPy8t8+4qzzICca9FptIRiDfOVXy9JIad+ojI57qhaWhgsZd8XkXB0zldTKQYdwLjLLnTyxghGrAVyhjZFYWPev5cZCqAyQjsqWOyngWKpgqM8WMexV8SQuDyDPuRhwYWjnueY27LOPu2jhJ/60gx10glSnQADLVOXWi00TMHs26qT+keqlMTehJSz011cIoCtkad/3Oqdwcd1oCXTbHveLCPd0KN0YS4h5jsetgjDI3W3mgM+5BZHUUNe7qvdlrcj+bQsfG28OA/8gYSWXklP0k406dyUcNmAzmuCtekXgA3t3sH0s7UyGdKlNw9n7n7/6c9nsnCMnYRH4jFHWNe8qnRx2VGEMY6k99sYkuijRNC/VHAxeJBxsladw1zHz5qVZF404w7rku2cZRnjmVPG+T3Zij+lOrkMpkzKnSBuVSQUmVEa1vMUIRmNe4szunYj+kq0sn6/eVYdwB4OmlbsdEK2gZ0At36UorKTvUfI0IBdHUFe6ONRDJYLqutTcUGxZjkBp36tjn3Ock5Dunqk6z8cKbzrgTOe5TXORxIGtONcq4y5hTWQpDSbgW7vvBNI3cDCb/iG2hhOxNb+i5opEySdG4S0tlUjnuk2bct/venK45tSadU2GChXstzaka61sLczXu2lIZC/U9yk6UfI57xbVjXowHAI93vaVeaowcX+xUZtk8POc+yPVgkr/TOhYeBCEojtCY86vJ/WwKMi3uu4695/mSdx15aajnSpJxT66REKpEVbxyzjtTIcO4T9cKTRKS5lTDjHu6Ox7DnFqIce/YuO+F0xopA23h3jiUtI1Oa8AkIDZoGnfpBkxE0T/xzqlFpDJJjRVGEQJtd5MB1KVwr0eOe+bZIPOwtxDQNe7FOqc6Fh4EFOMap6PkZKUyeTEeAGzueQtpxv3YXCekpUaWgaNznXs5xl2eeS1iTp2yem6U4871/Cky7p2H4wZMVH501CFYKLzMZZSxoJoqE3P5dzYHxxd4jPuUXWhJGDGnqmvcU5UDZ9dRPw7SxgOvZdxb1AYy20waoMVBCsYMpXBX0bhXybjH4VCs3xqRyky810OmC2AM1YecBmYc6yniiViT7LyMjFLm6mCMgJ7jjv0w3PPCrpYyxLHwwAtYjDsjwziV485P3TYOOuNOhLjHOP/c0c+ePVzNV6JKZTT6NKuZUxEKI0oAf6Mhb06VPFcdG1sYxQ2beOZU0dHk4yBVpTLxQKNq3Odce3t4oKUyFkYIYOCHAnMqNw5SdYLKcD10c2rcgElXeNmxcd+Pprdubwv3piFXkZjRVVM07qIlAUJgodQqQjNVpgKNu2UNAnYcZIFUGUj2gidtYKcz7uWHM/70s4f/yR9/P/lvPRl3mavDksqMGHddqYxtoaFPYyIt5AdyjHv5qy8Skhr3X/jUif/+lz9dzVc6Mt+5v1WAcdcyp8ZXYcqI2HEDJt4fpcS4AyFz55lTTTLuajNtHAfJYNyt3YEZc2pz4drY8wWqEn6esuqcn8lxp5tTEQoL7He5Nh74wRRLZRqVKrOxcfOtr11788b6evz/1QuXXn3l4tpK+kU333j92uglq6sXXn39cuYFzUZJ+ldKyqTEkWMqyx4XNAqMOymVKZ9xty0Uhky9RMEGkCP3VRRNlpmb69jb+cK9/KfRbMf+xMmFP7798CfPHILaaNw1rCAWQhFNKhMfStuc6lp4EIQ0BQ4OQrraOBcHWSnjTpXKPN4dfvTYfGXfIYMjc+79Ahp3Pca9YNP1eiIWKwsK9zgOUvrJcni282BncGq5S9e4syVhJBQaMGkpqhka9/0I3SlbockjLsqLNGBSzvlJZ/VyfD7FpDLhFF/QJjHuG2+9/trVpGoHgPUbV1+7+MZN8iXXX7342v5L1tdvvHbx1esblX7NcpEt3A1VZnmaTWY0yojVqIjDreN/D4PILZ9R5PhTi2jcIXEZTloqE4e4ZX5Yzbd6+YXjb377TvzvmkgLshtTcoY26kvieMQiGvehR9lT4uW4T9Q2QJXK5Bn3KoERWuo5ZIdO0Mpx19G4y6UiNgUyjHs8k8gP5IRxL5IqU14DprE5lZIqY6oBU6Ph2njgC2pcjJCFEStoX7W8lpzfMEKe7tTnWli4Gmk0Jv+IVcHZ1QtXrl9/K8b1KxdWAeDGa/ul+82vXV0HgAtXro9fAQDrV792k3nExiGnDzNTmcUmbhIahbt8eFPanBq4tk5JpARe4d735nVTZSBxX02asJkU4w4AX3jh2O98+27875pKZQpcnYKpMixz6ni9x9R3Jv+teBOfwbhnU2UqRl7mLn9NkzTYNlVm1DlVQiojf3qTwt0LIic39iWlMgqMu7JUBg2D6P724GhpDZgajY4cOc0h3fWS9fffzrigGIMfaNJAro09P5rihViTCveVi5evXV5bGQtfVtYuv35pFQBuvTei1G9+8wYAXLgyFsesrF2+cgEAbnxzeir3ksyplTPu1nCsmaNO98bBiXIvqHHn5PpVCarGvZqy49mjc34Yvvdgt7JPFEJDKhMCIKC8pnCqDPJ8ymKGs96rYxxkzpxaMfKJkCqzzWjRrkSfT2WqzKhTJneQjpJn1At3Kkk/NqcKCCaFzqnKUhl8n6aTAaMNmJqLjo2HQSj82znBMqq7rNnIL8YWioWQFwhcsyyMthGm94I2qXAXYVS3f26N+Nna56ascs891M3oXzUaMEFa8QJqDZj2221UEAcJXMa9sMYd+TXQwpLbvgkq6wn18vPH33znDtRIKpMq3KWWVRHQ6vbRXr+2xt2x8DAI8hICXufUdMRTHRow5eMgK0b1jPtYZVuL+9kU4vKLPxxsjBBC8kqDQ3Puw+0hMGIGJOMgEQILp+o5FlQpEsdCd7eHeWcqtA2YACB+MgZixp3DfKl3Ts1kWtDnNwsjL9Cc+jp224CpWVg9k7airpxJkfKNR65wByPGToRQlGHcJR5yGZpEPrwpFQdZTeHO2IrdHQZxopn2kUcuw0kzc6TRKkFl3+rzLxz7+rfvQm2kMvFFSf5LrY/zoL4klkwUK9wjh2Xak9C4V9yRt55SmXyUuwLjPh77SsNhilNlhIO061o7g0CyZjo86z6IpTIh7T6Xa8AE0moZ1StiYfRwZ8Bg3FtzKnRsayjSuIOAcVftnCplQMII6afKWNjzwwk2Mi8bjS7cN956cx1g9eXzKwAAG+/dmvQXqgAlbaPnGXeZCixDY6sw7vsVfwWpMsDu/VaQbgdurl+VmFQDphhrHz3yJ+8+3B3WheTIdFCXOQ8R0Nm+cY67vlSGOpQ4673JNqOtoTkVaMEyOlIZleFQsAVMPRF3tBCS1l3H2pMey4Q5lSoJw34oznEHaX+qKlflWPjhzjDvTIU2DhIAADoOHkqoSjiFe8HOqaxKI7bDSrrmMug4VhsHWVfEVtQLr17UjXv86le/mvz7i1/8oplvVTJ0NAASyO+Pyxw5y7jLNyEn9t2qYdxZLbULCtxhfEUsDHXMca/wafTyC8f/1V/cqUmVo0VaI2qsRMEcd8fCQz+YzS0OR+s92ijLSGUqXhPm1/BbfX+2Y032KXhkvvPuu4/In2g4ajQY9wgo0f7NhYw5FQB6rrUzlGXcCXMqs1+BzKNhxrb8UFy4qz7ybIwe7dDDTLuO1feDWCQThRGaogstD9fCQz8Uej9mbNxnLKuUc9zlfHrW6MGqybjLCPebi8YW7hvXX33tBsDqpVfWxC9moCnFOomMBsBcjns2VUZmqs1sbsoP4FQDJt1VtRJYdE7BSBkgCp0JS2VoGvcq939ffv7Y179zpyaCYMngAhLnVpa++/d+Pv/zRKTb0VpeOjb2aUpN+VQZP4x65a9sWZ8ONaDbgaZxV8px3+57oMW4hxEl2r+5GLW4F52HGcfak+4YT5hTKVdkZE6VqLYXu86DneGROQo1TkLDnPpwe3iMpnGHcbDMbMeuuM1ZfdBxLE+ixmVtWYPWFfElMi0sjKjiKxm4Nh76UT2eRaWgoX/ZzTcuXl0HuHDlmjbd3lBUluMuw/NlBAnyRq6kjK6mage2t6ZgiDvUPA6ywm/1+ReO/e479+sgcAfTijILIz2dDIzGCDXfOl4PUBswAWnSq/jWyk8Fj3eHSz23si9ARb5wl2dei5hTK+g9XCXiiVd4HnquglQmbsAEjMl8dBol7uFnDvW+/3BX+HEa5tTHe8PjNI07EMEyE5/AJwXXwl4gloNz4iBVDdySOkYLIe3R58pF5TQXTZySErL9+mWSbV85fXZiX6k6ZKUyhrbR9VJltKUyyRurEbgDm3EvLpUZPZkmLZEkM4kTVPk0Wu65K4d74lSISpBNHCumKLMw0nOmwqjjOiXwlJMimlGZV12415Rxz2rcNTqnakhltDm/2qJjYwSCXkNdx9r1fMlqbH7G3vMCP4iohXvcJlOucO9+/+Ge8OPUM0zwkz2PxbgnCsMD24Cp4+ChRHjLjG31fTOMezY5gFHDYIyKdE71/HCKNe6NK9w3rr968eo6rF66Tifb12+n82M2bq8DwNnT00LMl2ROpaTKSMVBps2p0lKZ5I3VCNyBU7gbMKdiP5ByX5UKKuNecbr8z3z0cJDzNU4EmeCCoow7KlC425jaRoTTCn6yOe75wn3iIe5AZdylR1zib1GUykAQTSER27HFAcJd1+qrGM0P9dyHu0O6OTWeHiUmolPLvR88Ms+42xba3POp5lQgGk5PnHmZFDo29iUCWAymysRrOeHbrSKFu9w2QnPRrMJ9I5bIMKp2WmY7Ldu90dDoLCMDCuMuMZFlNe7SW2Y2RkEURVFF3ZeALZXZ7HsLxTTudc5x/9hTC1WWHf/Op06eWu5W9nEcSPb4kATGMONoTpWOhfwAaIw7DkK6aCEjVqk4SryejLtr446Nt/r7S1MNYZ4a445QGEU1iTc1iI6NhJV717H2/FB+Qjs013m4PWA0YEKeXBzkM8vd7z+iMO6/t37v6+/cTf6r2izcxmiz7x1fYEhlxoz79K3QJNGxsRfKaNzxgCGVOXNkVr6vGeQm57NHZ1lSGe3R15ELp28uGlS4b9x84+JrN9hce1K5v/bGzY3xO16bsro9t41emsZdphJ1bOxpMe4wLvorZNz3e7WSMCWVmTjjjhFybUySIkM//NZ7D6ssuT7x9MKN33yxso/jIBdcUMh5hhGesfWlMn7I1LjTGzBlpTJmejVIIpNpAwBPdr3FiYa4x8iQ7vIFXBGpjKkOd/WB61oWvWPBPrquNRgG8hNaHOVOZWE4C9QMWBr3f/jmd6/+7veS/6o+8rwg4uypJoz7gW3A1LGtIlKZPS+4uX7/zOFZ+U/MbId+4zt3Ty318i/DGELd0dexrWEQTPEWSpNSZeKc9vWrF89fzfxmXMyvvXJp9cbV9RuvXbxB/rJA8EztUBLjnk+VkTOnprM7VL5M/N7KzKms7h7bA1+YY8BHfEXsGuy0xqR7Iur44En/xCKdZ5p6SPb4kARG0NFm3G0chDTTnoWCQRQBUKQy6VV0xbVjvgHTk70Jd1+KcXS+c29rcObIqEQom3Gfyhx3AOhgjEWL0J5rPd71FRj3WffhzpDagG8sCROvslhSmUd7w8WZfW+06iNv6AccaibpwXSQGfdAQlXCYtzffu/RudPLSp9IMu7ff7h7YrFLz3FHhTTufhBN+oFcIqaKSwBYuXjt+pULq6uj/66uXrjC5OebiZK6Kmoy7ml7uFIVHj9NB36ol7KnCta8s9X354sy7jgIxc0IK0BG5v7Bk70Ti7UQrlQPsx5uCyFXm3G3kB8Cq3MqvQGThYLA2HaBKiga9xqkykCOcZc/LfudUzVSZaaunnNsjEWM+4xjDVU6xnMYd/k4yPkZGyP0ZM/L/Pze1pC03auO5b4fzrI7MPQ69m4slakB8zIRuDb2QvHfztK4v73x+NzKktInknGQt+/vJEvxDApp3G089Kdt5JJoEOO+cvHaWxclXrZ2+dra5fK/zoRgVgOQIP+0lup1l6axlR5y8Xuri4NkNGAqXrjHV8Sp1gZKRSZY5kAz7mkZZcGnMsKgvbx0LeyH1M6pKAgjQJS+XZNl3OupcYdcsIx8VFwSQa20uo6lMlPIuNviiarrWH0/lJ8Yl2fdRztDCyNqAyZPuoSK1TKLTy8mP9kZ+MMgjHPiY6iO5YEfcrJckzjIg5sqY2M/iMQNmBzrYdodHuPt9x698tOnlT6RrGFu3d85yyjcMUYBTWQog9icOsWF+5Qx7tOPkqLi8n3OZZ5YTy3OkBSL0kMuZtxrkCrjzXWKmVMt5Mu5r8pGlnF/vHdi6cAy7iZTZRDoF+62hUO6xh37YUgtF7INmKrdzKlnqgwAnD06Rw5h+QIu4ReUFFPTmirjWFh4EnquNfAD+eVizLhT538bIz+SDeY7tdz9Qdqfeuv+zrOHZ+9s9ZOfqF6Rv/IjJ7+4dob1233GvVonSX3g2lYgYU5ldU791sajz6woSmWIwp3HuCMUhJrtzxACCyMk2llqLg7krdpkmBXvJsg70mSeizZGt+/vqxKpGkcWKta4s1JljJlTa8G4j4xWMd5/0j/ZMu4AUFxRhqBTQCoTRGpSmcxgrPjWophT68G4L3adP3//SfJf+QIuWbQrMQvxuJ4+xt21kJBa7rpWfxjKLxdjjTt1Mrct7Puy3Oczy73vp2Xut+/vnDk6e3h2XyWlOhz+3R89+UvnTrF+2zZg6tjYk7jJqZ1Tv3dv++hcZ0FxciCtcbfu7Zw9ypTKBJH+RXEsDFCLbOIy0BbuDUNJGc95jXsgsX12eK7zgNg+ayLjbkoqU4cHfIZx//BJ/6kDW7gbVZQhQNqhpRghBFGevBxLqCk8X5Zxr/bWyptTH+/WwpyaSR2Rn/qSRbvS+i1ewExhqowtPm1dx1YK5Rgx7tQcd4x86SuVD5aJC7vjC507m6MHjdkKO5EX1oF5mQg6Ng4kxgWVcddwpkJ6frt9f/vMkTn6yxCKChTutnhjqcGYqinpIKCyVBkZxj1jF9Mo3Cszp7LiILcG/nyxBkz1MbElmcQx3n+yd/LAmlMJ/xOYkMoUWV4ihPLVeTyQGVIZIO0YFd9aedVcTRj3TM63AuM+lsooJeKPGPcamM7Nwpaox7uuNZSmyWGscad3TrWw/KHyUpm4sDs2P3N3rJYxq2lJ2l8c2MLdtXEQiIcS1Zyq4UwFYjvUD6IPN/us1h8YoyJXxLEQtFKZFjVBSYw7RSojceSjc+49wi6mkeM+ealM8c6pGPvh5DunQq4H00Fm3LPhSwWfyggV4bypasvReo+2PM4Mxsl2TvXDaOAFs8XGiBEcX5h5sDNIFFAaUhmlmm+c4z75BblZuJaUOXUYKDRgOjzbebAzYOS4I3k3Qp5xjzXQxxY6dzc1pTJ8EIw7paPCQUAn1rjrFe5ajHsi9711f/ssg26HsU5d9eD7n2JNs9m4Ldwbhmzhbi7ESmNJcGS+c3+LZNwVCK3aSGW8+WKdU8cVWKWZfVSQjPvAD3cG/qHZyaf4TQRmN6aiKCpyl1o0lxTH05wZiVt9r8p+tJlTt7nnqWpYywOpgZbf30vGvqI5dTpz3G0JJrIXM+6KGndW51Q/kG2VRTGnjqQyM3c2E8bd5FIqITumb4UmCdfGMlXE80/Nf/ikT/5kZ+j/4NHex47Pq35iwrhznKkAgBEqUttIhCc1GG3h3jCYDagmkbXESRy5iFQmzoCvrgETrXDfGfo9xy44vscuw8lrYcnC/SCHuMcgR0pxlq7IXYoQ5D89jv+n9mskR+L3H+5+uDl4Tv3pqI3MPFATgXsMkpGVv6bJbpuGOXX66jnHEpdDM47lSXTTTIAQLHXd3UFA07hjTyK0JEbXsXod68F4F/f+9mDGseY69rH5zt2tUhj3pAHTgZXKdGwsY0J4anHm+RML/8ef/jD5ydvvPT53WlknAwAORl4YATcLEgAQoIKMe9RKZVrUBCVJZQAAIyClrZIPucNzbjLPKqXKxKLzYRC6k5PKFI+UgX3qdPJpYslDCAA+eNw/sXRAdTIxSJl7wfVtBOAUWJVRXVKj9R6N6yLH+O98++4XXjim/dEayMwwNRG4xyAZWXlh3j7jrm5OnULGXeLP6bqWF8hmOMY4NOvuDH2axh15EhLqBOSmShI5Uh7jniRx1UHrOBF0HByGUqKUL62d+crN28l/v/Xeo8+o62RgzFkAwO17O2cYkTIAgHChpZSF21SZFrVBdVIZuSMfnevc29bx+7sWGgbR0I9cu4rpkl64Fxa4w1ixVwdmjtS4H2Rnagzyfi4qZAojq8BdioBCq3MIXfKbf/2dO59//rj2R2sgMw883hsudesiuNJj3DFCGIEfRormVAjCqrtfVQCZwr3nWDIRgSQOzbq7tMLdtnAQhPI18anl3g/GhXsipSiRcR/vUh7YzqkdC0umLn7y6cXZjv1Htx7E/31749E5xQT3GEnDdbFUpqizaGoxVVPSQUDWdVeaVEayEiUTIanmJBZGGveqGPdMk9cYxbMgoU457mQc5EF2psY4e2Q2GSgFl1VH5jtPzeufTEwLzuakyiQj0QvCP7z18PzqEe2P1kC2cK+VVEZL4w7j2SYMZcXWMMWMu42FRGTXtTw/kGxMG+PQrLvnUfysSuZUAHjmUPf7D0ebKrfubZ89OgcAKXOqykUUomXcO44l//D68vkzv/XWiHTXc6YCsRf6vXvbzx5lm1OjQhfasVA0tYR7W7g3DdmWkOY8kXoiHLIPuVJ5NGrA5IdOJeZUav8II4V7fXLck4QEAHj/cf/kwZbK9L3gw/H2esFl1W//5ov/wWdXinwZZqoMl3F/89t3X65WJwM5F02tpDJkIqRSpRUX7kqM+yhVRqKdRbNgSzSU7LqWr6JxB4DDs+6eR2PcMVJ6LpCbKokGOhUHaZQaTxj3A5wqg0Pph9cXXjj+3bvb7z7YWb+7fWJxRm+/Op5hNvc8P4x48QkYLKRfG9gIT2/d3hbuTUOuvDa2k6tbuO/7U5WcpnVg3I1IZSwLBUFUB8Imxbhv7j21cKClMmQFMFkhEwKEUPYhMta4UxbeSTe0N9+5+/LzVRfuTTGnqjHuFh4GoRLNMcWpMpGIiuw6lnzXpBiH5twBo9mqLdGrNQG5NkukFBZGi13n4c4QStO4H1ipzChVRvqUfvnFM7/1e7e16XYYu8L4OhkAwFAozxFbUyxxbwv3piFXXhvzROpJZchEyDoz7tRUmeJZkMDtXeJg7uIAACAASURBVF8xUhr3A8+4k0bGyS6rEIYoytHqFg6CkNGAKWHc77z8QqUCd8jNMLWKgzw06/a9YHcYqG6hxMM/CEJ5+ce0pspI/jmWle3DxcehnjsIIod2cAsh+VNI1bgD4U81K0rECLk27ntBHZiXiaBjW1EI8n/7xc+e/qdv/+BP3n2oJ3CHsWqAHykDAICgUBxkniyZIrSFe8NQWaqM5JFJc6oX0iduKjoWHgThIAg7DU+ViT3ydWDmyFSZVuOeYtwnSqchoARnc9Z78Tf9043HK4d61Sfx19mcCuPCTnXe69jWwA+UboNYKqOkrmkEbIwo/SxycMbbPpI4NOsO/YDKwlhYwWWYDNuNh7tPL3WTNyb+VONLqZjvOLBSGdfGIag9vL50/sw33rmrz7hj5IcSjDtCBZQygDGOppdyn6op6SAgm+Nujn7QS5UhpTJKhJZjY8+vrnMqnXEf+PMGUmWQXw9zaqLX7HvBnhcs92pUb1UP0sg4Wd70wieO/+gz2cBjPqFrIfQ7k6DbITcPzM04R+Y61X8NFmLzouoFHTHuKu+yEASRmiCnEfiJjxy+8PGnhC/DGAsVNSQOz7leQF/k2JgaiEqHjdGRuc6Hm/1MYXdsYebuZr+MaTbmO6Zva0USHRtHEaXRBAd/88VnP35iYfUY01fKRyyVSbI+mUBgFQhit3BrTm1RG5TIuOPU3qhkTDJpTtVQnVbWOTWm3DI/NMS412VLPdG4f/Ckf+Jg0+2QlspQ+xxVhiv/3o+sfTSbDMNf72GMvj4JgTsQCnsAePfBzu99596Lz1Uaa8NHvB6ronCvzbg2ixefO/L3fvGTwpdlGCIhDs12WKli2AKsUoHFpHumsDu+0LmzOTAbKROj17F3B34dmJdJASEIVYrc+Rn7H3/ps9ofF6tkb9/fPnOEV/qjCIow7hYCpZVns9AW7g1DiTnu6b1RyYmMjINU65xaB8bdoMa9Bt4m20IIkBeEbeEOdTKnUjFOEaVv0GOEHm4PP35yofLvlZphvvLW7S+dP1P9d+AgXo+pS2XwQLFwn9Y4SElgDCp1OxyadVkN+GyElRI+4k2VTGEXB8uUMc3OutaOumtimoBB7VoXRDzDSEllClwR3GrcW9QHWamMOUtNZkkg+cQiNe51ZtyphbuZVJmYmatHbFxMun/weO/E0oGOlAGAxa4TRtFWv6bdVfh9u6IIfvZjk+G54/MURTDww//1//7+f/hTpyfyNViI12Oq9fQoVaZl3KWB0X7jYRkcmnXDiH5RMJZIoCQQ2xgyhV3MuJdxOeIU3QN7oQEAUOrRXzYcjPa8YH7G6bkW52URFHIdWBYKFe7fhqEt3BsGvfJaBplUGcklgW2hWdd+sucBAItxoSLmwIZB5FZS79oYRQCZ6clMjruF/KAWjDuMjVYt4x4jSaioYWQEv29XEIUvPne0+m8VI958+63fu/XlF89O6juwEEtlNFNlNMypcorB6YOFIpW6HTo2jgB8Wq2kkgYJME6EzKSOxIx7KRr32JxavymiMiCAsMIi17bwnhfw6XYAQFDoWlsIhdNrTi1atbSoGJkGTOUx7vIMROxPXew6inGQyAuioR+4Nm/ZbRAx69bF+x9nqAET9sOwJvN+bLR6/8neJ08uTvq7TB4xO/vCiYWaLKtIjDTujNvm7/7VT/3cJ09U/61ixFPBV27e+ubfeWlS34GFWCqjzLjrmFNREEUGG2U0C//tv//pM3zvYA7/4K99+uQiZaPPorYOZuOZQ73/7Vs/uLs5eHp5/2hxqkwZvHg8Zx7YVBkA+O/+2qdfqPB5YWHU90JBFiQAFJPK/O2/9Fx/mHW1TQ3awr1hwBjItXEQRU4RBwd55HQcpPyjMY5yf/bonGIDJmvoB5VJZWD88O46+4W7EalMonE3dSGKIA6W+fBJ/wuTCCSpGxJ/ag33weO+XawVxV//iWeq/0oJLIz+2bd+8PILx+vTeilBHCq/uesprZM1NO7x6uXAatxfUjdG/9K5U9SfW1htZ//Ucu/dB7vPppcNcY57KVKZjrU7UIsKnTL84o89XeXHORYe+IEgUgYAiu2ufOrpaaauJl9qtFACRigi3NLlpcrIb0oenXPvbSv3tIsZd1YQQRnIR7kbYdxrpXGPC/f3n/RPtlIZIhGyJvshJMaMu/mUjOLACH31X7/75bV62VITxFIKRcbdGvqBhjm1hku+xsFCSCnU6dRy985mPyOlsC0033Ee7Q5LioOs4RQxrbAt5AUhP1IGAKBY59TpRv0eGi1EIDUtJqUy6VQZBcZ9HOWuVIXH/Hf1jDv5k+2BN9cpnCpTQ417a04FgHE8BQAo9bqvBnyN+6QRLXfd509MINNGBqeWez98vKsWB6lrTj2wjLtBIPVbfKnrHM51D4jVMsavRs+1NHrxttCGjZEfRELGHVHa1rUYoS3cmweywrYsJN+slI8s4y69JEgSIZWei6NUmSB0K4mDBFrhbohxxwE7HqRizHbsR7vDoR8u1qZN/QSRmFNrcnVIjFJl6rHeyyCK0BfXPjLpb8HEM4d67z/eKz8OEsKojndO44CRWn8fAJjr2odzPYPjHkzmNe4de2fg13BtP61wLRwBCM2pBVNlphutxr15iB/5HcAA8Gc/ePJrLz5r5LA5xl221/eROff//cETAFDUuFfNuGd6MO0M/NnCAneoU+dUAJjr2B887p9YanUyAATjzgqqmyBGjHstN+j//L++MOmvwMMzy91vbTxSWvDop8q0jHth2AhFiqfw5n/x+fwPjy107m0OjI+XmHF3LFzDkTiVWOg6t/7+LwhfhmCibfPqjZZxbx5iWxsAeEH4h7cenl81k/ecSZWRV98mUhlFjTv2guoaMEGOcd8a+PMmCvdaban3XOvuVv8ELdvhAGLWtTsOfrgzrMmyisR4vdeySso4tdy786SvZClxbTzwA6Simh2lygShVdUENbVAyEhw2PGFmbvbA/MNmDr2zsHunFpPRK3EnY12Smoekh5Mb3777ssvGGuKjhBEqVQZWcb96Hzn3tYAALwwdKStdpNg3FPmVCM6GUhSZeqxpT7Xse9tD9sQ9wR6jTYrwAHv71MEzxzqfrDZV2PcLTzwIiUfcK0W5I2Gjc3kaR+b79zfGpTQgMnaHaoZl1tUgbAl3JloC/fmIemU9OY7d19WD+1iIZvjLq35K8K4V6lxzxTu231/zkThXivNQ8+1H+4MTrbO1DFG/XrqcXVI1NucWmucWu7d3VQr4Fwb931fkomI0abKmALScKfScGy+82CntFSZdiTWDJFSu90DhrZwbx4Ixv3Oy+biujMad/k94iNz7v3tYRBGSn02Rp1TJ5cqYyRSBsaXoybM3FzHerLrP9Uy7mPEPZjq6TyzMQrackEdPddyLRypsLgdG/f9UImkbxl3UzB1/o4vzNzbLoFx71i7g6AVrdUNnz61eG5ledLfoqZozanNQ6xx/3++//iZQ71DOeu9NjKpMvJGrhnHsjDa3POUptQJaNwtPAzMS2UsCwdBWBPCZrZjbw08av/Cg4lTy913Ptxya+k8szAKgpbQ1cGxhY6v0qTdtfFgGCrJ4i0MQdimyhiAqaF3bL7zcHu4ZO6RFyNm3NsLXTf8py+vTvor1Bct4948xBSvWZ0M5Bl3lYnsyJx7Z2ug0YS8UqmMYw28/VSZqdS4z3bsvWHLuO9jzLjXMXXRxjgIobU+auDoXMcLFCh318ZDP1C6B2KpjLzVpwULpgK5jy/MPNgZGt86i3tf1FBN16IFC+2U1DzETxSzOhnIa9zVCvfO3c2+rVKDOBYaBpGloq4piAzjvj3w58zFQdakApvt2Hte2LZNTRBr3GuyrMrAslAYhXXYqGkcDs91vECBce/YeODrmFPreec0C6ZucNfGnRJ0lT3X3m017i0ahRrUGi0UYWN0Z7N/f3v4iZMmWxtmpTIqleiRuc49Lca9MoE75OMgDTPuoVUDZs5GKIqihbb70hhxqkw96bRW466NI/Nun9g9E8K18MAPNMyprca9ODBCRlJlAGB51iXZJSMYSWVqaYNp0YKKVuPePFgW/oPvPTCrk4Fxp8AESpXokbnOvW3Fwt3CXhD2XCMJv1LIpMpYCI6Z0ILHGveazPunlru/8fJzk/4WNYJr46Wusz30ayiVsTDygrAldDXwy5955iOHBJ0XSbi2NQwCpTXSiHEPIiVlfIs8Mk+WIljuuXueb+ZYY9gWQoD8IKzh2r5FCyomzxG2UIWN0R/devB5cwnuMbIadxVZ8NF59/72QIlyjs2pE2Tc/+S9RycWDEhKRp106sHpHpnv/MYXWk9PCs8c6m33gxpcnCxsjNoNej18/OTCf/wzH5F/vWvjgRfaaubUNlXGEBAyE+QOsNSzVRRSspjtWEO/Fa21aAzawr15sBD643cfvvy8SYE7UKQyahr3+9tDR5Gaci3sVFi4Zxj32/d3zhxRIO1YaLWwNcep5e5236vDsioDC6M2hK4adGw8CNTiINscd1PAAJGhU7jcdf0SKveeaw/9du+rRWPQFu7Nw/bQ/7Fnlo2zAwXNqQ93hqoTn2Uhp8K5smNbA3+ki/XD6IPHe88c6hU/bK1y3Fvk8cyh3tagjlIZG+O2LqwGro09xcpszLi3qTJFgTJNuQtgoecqmZIlMetawyBqB2KLpqCdkpqHrb5/7vSS8cMWiYM8POc+3BmqJrK7NnYqfCiSUhlTdDu0LTBrj2eWezsDv4b1sYVRFBpLuW7BQTz2le6BWJndrqyKAwFEhppgLs44Svn9kuh1bD9opTItGoMDbU79xje+Ef/jpZdemuw3UcK//NsvzrnmL1xBqcyjnaFqmImFUJXGLzIO8va97TNH54wc1sbYD8P2AV9bnFru7g6DGtbHrca9MrgW9oKo62rkuLc7aUXxlVd+IgQz1fZvfOGjX37xjJFDkZh1rWFrE2/RHBzowr1Z9XqCpXLC/nKpMgqV6NH5zsOd4eE5tZ52jlUp495x8MAbPT9u3d852zLuBwPPHOrt1jNVxkL17Aw1fejYWLUya70rpjDjYlN7+46FF7vmHxmzHfve1qCdwFs0Ba1UpsUIRVJl5jp2EEaqvZQsBBNj3M1JZWwL+UHkB5FSZkWLyvDMcm93GNSw/LIxiiJoFdQVQFvj3hbuBwE91/LCVirTojFoHxotRiClMmEUIVCrwxe6juq0Z1u4SrqxVI17S53WFgjBjIMf73qT/iJZWK1Upiq4FvZCtRGKEQqiVidzIDDr2m1HhRYNQlu4txiBTJUJQ2UicLHrBIrRAbhajTuZKnPr3s7Zo4YY9zrluLeg4tljczXcD7Ewaqv2atBxrKEfKOe4By3dfiDQ69h+0AaztmgMDrTGvQUJUiqjEYK20HWGvkITcgCwMKqymkoY9+2B3/eCI3MdI4cdmVNbxr3G+Be/fn7SX4ECq63bq4JrYT9U29ywEPhR1GZBHgTMulbbObVFg9DOSi1GIKUyGmXo/IylGrCLq2UckwZMBul2AEAIEKC2NXoLVdhY1RXSQhMIAUagNNtgjMJ2UB8M9Dq2r6ikatFigmgL9xYjkKkyGlKZuY5ywq6FKg2xTgp3gwL3GBZGfsu4t1AEwtDeM5XBUTTUWBi1WZAHBHMdyw/bBkwtGoO2cG8xQkGpzFzHVm1GjTDChhpzyCCRyty6t33WUIh7DLuVw7ZQh41RS7lXBttWO9dxjns7qA8Ceq4dtCalFs1Bq3FvMUIqVUadcf/5Tz11dF5NNY6h0iy8xJx66/7OX/74cYNHtjDywzaUoIUaMELtLVMZLISUKrOWcT84mHWtlnlp0SC0hXuLEchUGQ3G/aWPHXvpY8eU3oIQQpNg3I1LZey2k04LdbTm1CrhWBhUUq8shMI2DvJgoNexgzbHvUVz0EplWowQbw3H/64mXhoBVDlV7hfu93bOmDOnQhzI/f+3dzctrmT3Hcf/p9S+156LkwljiJ0J1XQzlXgTggeDnUSCS66hTFYxZFe4F0UGtDEkG0OBFloItMgyGxEbDTTUIi+hFp1pqHoJCRgKd3MLEkxuHsAzNsnEtyuLKqmlHj1VS62qOuf7Wd3brYdTrTp//XR0zim+aUVFliXH/OBquJNOtXlJlqXeVh+/QBu9eHbylisqoD2oSigtjbgf5TqgR66TxeLUf//0f18877x4dsjvmk4siyssoqoOu8ocUdWx846l7u6ETm2Cd553KOBoEYI7Sh0lb2dfJR9t4scxk0sx4n775rOzg65MFabD4lEsFqcekVXxY1JHqd8wVcYML56d3OVcgAmtwRx3lJSl8tmI+7/+96+/dfruUz/j3/3VH3/p5IjBvWN9/vbu5j9+dX7QCe4icsK161FdRzFV5nhOlKp0YWelRHJhH3cTvPOsw1xHtAjBHaXF7SD//p9+/jffc576Gf/w61996qdY1LGUEvn5mwOvTJXZLCO+aUUllrIqhkk8XtXuWXRqRtxN8OL5yZ2wuwBag6kyKM3nuP/Lv/3y0//5v++ev1d3iw7v2Yl18+azgwf3E0s9YgNNGM5ixP2IOh1VbVcZ5rgb4/mJlYvkfIhGS5A1UJrvKvOT+Oaj3nndzXkSz06smze/Oj/oljIictKx3t7lbECBSpRiWu3xdCp+SrKUeivsKmMKS9TnFS8gCNSFqoRSMeL+n599Hqdv/vJb79fdnCfx/KST/devn2LEnX3cUVXHEmHE/Vg6HWu+hmen21vqjvlvxnjneafuJgC7Yo47Sh1L3t7JT+Obv9Z0uF1ELEt+77e/cvBVpB1L5TlTZVCNsqxqszewh46SSgOqHaXu8sqbSKKl/nno1t0EYFdkDZSUUnme/yS5+airbXCXXN7/na8c/FHZVQaPYB11N1TTVf1bW5bkOXPcATQOwR2ljlI/+8Uvve+cHuHSS3XJc/nGu18++MNaHYt5MqjKOvKlg81mWSqvMuRerPnRuBgCaCmCO0odS/3sF5/quiy18Ju7/Ou/dfjgfqKUoiehIgZzj8kSuau4+aalxKJjA2gY5rij1FHqL/7oG7//BDNJmuPD03f/7IOvHfxhlSWMuKMqxXaQR/QnH7xXdSmwUqpDbgfQMAR3lH7w4fs/+FDPzWTm/uGH336Khz1RXLselVmihAswHcvffu8Pqt6loxQLVwA0DeMJwL7YkBuPwYVTm00pxeJUAE1DcAf21VHK4g0eFbGNe8PxgRxAAxHcgX1ZlmKyMqqyLJXnnDbNZSnWrgBoHII7sC/LUuwah6rYDbLhlBKLy6oBaBiqErCvjlJEMFSmlHDl1EZjVxkAjUNZAvbVYS4sqrOU5OT2BrP4PA6geQjuwL6UYo47HoWzpsGUKOa4A2gagjuwL8tiG3dUZokIi1MbTCmhYwNoGi7ABOyLKe54hB9//5s//v43624F1lJKMQUOQNMw4g7sqyOMzAG6UZLTrwE0DcEd2JeyLMX2IIBmlLII7gAahuAO7EupXNGVAL1YuSi6NYCGoSwB+7LEEsWIO6AVPo4DaCDqErAvNoME9GMpxRx3AE1DcAf2xbZxgI5y5rgDaBr9toPMktFwGqWpiIjjuP5w0LVrbhI0p7h2PaCdnJEtAM2jWV3KQt8LytQuImkaBZ4fZrW2CdpTIkyWATSjRLhAA4Cm0Su4J5eTVETccRjHcRyHY1dE0sllUnfDoDVLsTQV0I5iUxkAjaNVXUquIxFxx7PJMXZ3MHZFJLomueNpMTAH6Id+DaBpdAruZW5/2V34WfclyR1PzVKSM+QOaCYnuANoHJ2Cu4iIOGfLS1HtM0dEbl4zzx1Pifd3QDs5u0UBaBqNgnv2+qbuJsBQvLsD2slZdA6gefTbDrKCXq+3+N84jutqCVrtR3/+wQ+/y6ajgFb+8aM//dpXv1R3KwBgidHBnaSOg3jvxbP3XjyruxUADumD331RdxMA4CGNpsoAAAAA+tIouNun53U3AQAAAHgiGgX3Qnq7vH9MdpuKyPkpM5ABAADQZjoF91V7tq/a2x0AAABoHZ2C+yy5B6OkGHXPklFAbgcAAIAO9NpVpnvRd6JJGgVedP9Dp39BbgcAAEDLaTXiLmJ703DsOk75X8dxx+HUY347AAAA2k7leV53G+rR6/XYxx0AAABtodmIOwAAAKAngjsAAADQAgR3AAAAoAUI7gAAAEALENwBAACAFiC4AwAAAC1AcD+wXq9XdxMAAABwAE3LdQR3AAAAoAUI7gCAyj7++OO6mwAAxiG442A++eSTuptQG47dTCYfu8lMft05djOZfOxNQ3AHAAAAWkDleV53G+rRtNUGAAAAMEQcx4+4l7nBHQAAAGgRpsoAAAAALUBwBwAAAFqA4A4AAAC0AMH9ULJk5Pu9gu+PkqzuBh1JliXh/ZH3ev4oNObYl2Wh3+v1en5o1OEvv/zmHHwWjow66Yuze5Ss+pXupW/NsRtR+ja87g9vpF3v33LsWpe+Tf1dz9K3U3duSq0juB9EFvpeEKVp+d80jQJPs468RhYPg8n9kYuk0STwttR5HSUjb5Juv5lWsmTke8svvxmSUc+bRA9Oeo07fJaFl2vObu1L39pjN6D0bXjdF+hZ+jYfu96lb8Oxa1v6dujODap1J3U8qXaS4ix3x+Gga4tkycgLonRymXiDbt1te3LnjusPL7q2LSKSJaNhEKVRMHoZG3DsM1noB1HdjTi2ZOQFkYjj9v0Lr2vX3ZzjSUZBJCJOfzz0iv4eDoNJqmWHz0J/YyrTufRtO3adS9/WY1+4oW6lb/ux61v6thy71qVvW3duUq1jxP0AkutIRNzxoOzCdncwdkUkutZp9GU12xtMB+W5LiJ2dzDsOyJy87r9n8F3VNQ6px+GfafuthxPFk6Ls3460Outa6uiuzv9oTfv715x0pvQ4ZdR+ih9lD5j6Fz6tnbnRtU6gvv+yhf05eKnru5LU96+TFd8T+yOp55RJTyLr9KiitXdkpqcny6+3vbpuYg4Z9qdA7Y3jeM4juOxu+K3epe+zceut12OXdfSt+XYtS59u7zuhpS+B5pV6wjuB/LwxLXPDBt8MVLxPbHTD7Us4huUb14vDTtsEZlX62BxZVJyHYk4r3q6v3utQukzEaWv7obUwPjS15haR3DfW/b6pu4mNElR14zoyLqOOO0gu01FnDNJFrdV0GZ/gS26g7HriESB1/NHSZZlyWgaieP6pp0HlL4llD4TUPoMKX3L3blhtY7gjoMqFnBo2ZGXGTviJDKrYukkWFhjP1uFb8IbWHcw7LsiImkUeJ4XROKOpyaeCLhH6TMBpc+Q0tfs7kxwx+GUOww4/QsNO/JK6cSb7/vaK5bjpxNPu01913DccRgWUyLjcFwsUgou2z+5eZss9L1J5I7DOBz3XUdE0igw5DXHSpQ+ofRR+nTR+O5McMehlNv5Gvn9qZGcVxeLq/C12V9giywcTtJydwG76w2m5Tt3Ohnq9v6F3VD6DEPp07n0taA7s4/73uzTcxEtL8NQxfwjqinfn9reNPaWfzTfHK25/f1JmdETVixOs7vesH/lTdKrOPMMeu3NeMG3ofRR+szoCUaUvjXduWGvMCPuB5LeLn/izG5TebhxkrbKqzaYW7dNU2wB9vCcN0PRsx8y+C9C6aP0mcPgjm5A6dvWnRtT6wju+1u1meeqTT81lRVfLPHWZZKVG9gW67Z039G32AHs4bfiZhz7Q5Q+Sp9pKH26lr7N3blZtY7gfgAPdzfNygsDG/DmVVz2l7cu48zOeT+8P+mHExN2w7N7r4qlaPNDn1V8/Y/9Cyh9lD7TUPp0LH3bu3Ojap3K8/z4z6qd8huWJUZU9FUHXjLi+JcYNtEzGfWC6MHPzDj41We9lse+poO747icAapx6dt87HqXvq2v+6qba3DcIrscu76lb9uxa1v6dunODap1jLgfhO1Nw7HrOOV/Hccdt/5MBjbqDuKw2BFMREQct2/KSW9709lmaCIi4jhuP4zNOPaHKH0wDqVv9n+jSl+Dah0j7gAAAEALMOIOAAAAtADBHQAAAGgBgjsAAADQAgR3AAAAoAUI7gAAAEALENwBAACAFiC4AwAAAC1AcAcAPEYW+r1ezw+zp36Kis/xqDsBQBsQ3AGgSbIkHPl+b873R2GSaZBBizw9SqrcYzhJRdzx1LO3fkwo4/ooEdubjl2RdDIkugPQDMEdABoiS0Z+zwsmUZre/zBNo0ngeS0fQM6y8HKSbr/d4l1msX3QFRGxe68ckfQqXv1nyOKrVMTpX3RFRLoDojsAHRHcAaARkpEXRKmI4/bHYVwKw3HfdRwRSW93zKBHmMFSRdEcz5tE1e6XXC7GdtmS3Mvc/qpnlz+YRffLCiP8ANB0BHcAaIBkFEQi4vTD6cDrzuKn2HbXG0yn4bjv1Ni448vCaXQ/gF7YkNy/kNtFpHvRd0SiaVM+wQDA/gjuAFC/5LqI7UPPXvVru+tNB91Vv2k825sWXx6M3d3vtCqIb0juFW8OAG11UncDAABFbnf91bF9SZaEw+mVpPfz4B3H9YeDri0iWeh7xVTydOL1JsXv3XFchP4sCS+nk6i8o+P2/YuFwf21T5gll8PpfN6947j+8KJrL9xv6XEdd1w25vFWB/Eiik/S9CrOvMW/VMWbA0BrMeIOAHXLXt+IiHO2U7p8fZWmi6tXJU2jwNs6pz0LfS+Yp3YRSaPJ9rtloe95weJq2TSNAm9h5nh6NVx63DQKvCpbx6x81tuVQXzNIPq63D6/+a6rAwCg6QjuAFC37DYVkfPTXYL7fOrJbPlqMf29CLO2N43DviMiTn++wHXQFUlG3iQVx11Y9jruO9tWbxb3EnHul8sWq2UXb5Sm9w8bFvNh9pxYXnyOWfnnWJHc1+d2Efv0XERuXpPcAeiB4A4ATVTuS35vzTC23fV8V7aMKyfXkYjTX5zDMrtfdL02uc8mwxFUxAAAAuVJREFU3ofT+xk1xWrZhfn2Tj+czh/WLlaEPuEg9xeS+6bcDgCaYY47ANTNPnNE0pvXmew2OTzLkvjy+urmRmR51swaRQJfmPa+aO3Tlrm9WiS2T89Fqm3YXs2Dietbcrt9ZtZuPAA0R3AHgLoVaTe9zUTuR8S9aewV/0xGvWC+C/r9+tPj2G0CzxEtJfdt4+3FbPnjNhAAngzBHQBqVwy5R9Pwort5/5PycqLFljA9W8S27eVgv958d5lKdv8e4FgWknuPeTIAjMIcdwConV3OU58Mt+3ycpuKiDueDryubdv2boG1mDCyYTb7St2XrtSyD/q2JaXzee7Jtty+YZkrALQQwR0AGqA7GBfR3fNHYbIQWbOsSJ+Louv5LbJk5K8abl/K2+XngijwR0k2/3GWZcnI99fv3Vgm94nn37coy5JwtOE+B1F8AbH+E0OZ3CfBZEtuL4L9bttsAkDzMVUGABqhOwj7MpxEaTQJohWLSIsbXfSdaJJGgXcf1h3HkYUlquVMkvulqO44HnQHY/cmiJbvWNhwQdPZvdJJ4C21yH2582E9mJMfBb1o3qh199l65aTyBiK75HYm0gDQBiPuANAQtjeYFvukLyyndBy3Pw7DuMy5tjcN7zdSd9z+OJz65w8eZvEms6WZ3cH0wUM7xUNvnPe+6l7uOLyoPle+kpUXWvriDYTcDsAsKs/zutsAAMCyYsXt4xbUHuYBAKBxGHEHADRPcSmnKHjkdPpkFEQiTv+pvxsAgGMiuAMAGsj2ho+O7rPYPty8uSYAtAzBHQDQSPPo7m/ZJHNZFvrEdgB6Yo47AAAA0AKMuAMAAAAtQHAHAAAAWoDgDgAAALQAwR0AAABoAYI7AAAA0AIEdwAAAKAFCO4AAABACxDcAQAAgBYguAMAAAAtQHAHAAAAWoDgDgAAALQAwR0AAABoAYI7AAAA0AIEdwAAAKAFCO4AAABACxDcAQAAgBYguAMAAAAt8P8pF0miVR82XQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# The plot may be recalled easily\n", "plot_1d" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Output of the loop\n", "\n", "* A loop returns a dataset.\n", "* The representation of the dataset shows what arrays it contains and where it is saved.\n", "* The dataset initially starts out empty (filled with NAN's) and get's filled while the Loop get's executed." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once the measurement is done, take a look at the file in finder/explorer (the dataset.location should give you the relative path). \n", "Note also the snapshot that captures the settings of all instruments at the start of the Loop. \n", "This metadata is also accesible from the dataset and captures a snapshot of each instrument listed in the station. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'functions': {},\n", " 'submodules': {},\n", " '__class__': 'qcodes.tests.instrument_mocks.DummyInstrument',\n", " 'parameters': {'IDN': {'value': {'vendor': None,\n", " 'model': 'dac',\n", " 'serial': None,\n", " 'firmware': None},\n", " 'raw_value': {'vendor': None,\n", " 'model': 'dac',\n", " 'serial': None,\n", " 'firmware': None},\n", " 'ts': '2020-03-25 12:33:24',\n", " '__class__': 'qcodes.instrument.parameter.Parameter',\n", " 'full_name': 'dac_IDN',\n", " 'unit': '',\n", " 'label': 'IDN',\n", " 'vals': '',\n", " 'post_delay': 0,\n", " 'name': 'IDN',\n", " 'instrument': 'qcodes.tests.instrument_mocks.DummyInstrument',\n", " 'instrument_name': 'dac',\n", " 'inter_delay': 0},\n", " 'ch1': {'value': 20.0,\n", " 'raw_value': 20.0,\n", " 'ts': '2020-03-25 12:33:44',\n", " '__class__': 'qcodes.instrument.parameter.Parameter',\n", " 'full_name': 'dac_ch1',\n", " 'unit': 'V',\n", " 'label': 'Gate ch1',\n", " 'vals': '',\n", " 'post_delay': 0,\n", " 'name': 'ch1',\n", " 'instrument': 'qcodes.tests.instrument_mocks.DummyInstrument',\n", " 'instrument_name': 'dac',\n", " 'inter_delay': 0},\n", " 'ch2': {'value': 0,\n", " 'raw_value': 0,\n", " 'ts': '2020-03-25 12:33:24',\n", " '__class__': 'qcodes.instrument.parameter.Parameter',\n", " 'full_name': 'dac_ch2',\n", " 'unit': 'V',\n", " 'label': 'Gate ch2',\n", " 'vals': '',\n", " 'post_delay': 0,\n", " 'name': 'ch2',\n", " 'instrument': 'qcodes.tests.instrument_mocks.DummyInstrument',\n", " 'instrument_name': 'dac',\n", " 'inter_delay': 0},\n", " 'verbose_channel': {'value': 5,\n", " 'raw_value': 5,\n", " 'ts': '2020-03-25 12:33:24',\n", " '__class__': 'qcodes.instrument.parameter.Parameter',\n", " 'full_name': 'dac_verbose_channel',\n", " 'unit': 'V',\n", " 'label': 'Verbose Channel',\n", " 'post_delay': 0,\n", " 'name': 'verbose_channel',\n", " 'instrument': 'qcodes.tests.instrument_mocks.DummyInstrument',\n", " 'instrument_name': 'dac',\n", " 'inter_delay': 0}},\n", " 'name': 'dac'}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dac.snapshot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There is also a more human-readable version of the essential information." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dac:\n", "\tparameter value\n", "--------------------------------------------------------------------------------\n", "IDN :\t{'vendor': None, 'model': 'dac', 'serial': None, 'firmware'...\n", "ch1 :\t20 (V)\n", "ch2 :\t0 (V)\n", "verbose_channel :\t5 (V)\n" ] } ], "source": [ "dac.print_readable_snapshot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The dataset knows its own location, which we may use to load data." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "location = data.location\n", "loaded_data = load_data(location)\n", "plot = MatPlot(loaded_data.dmm_voltage)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Example: multiple 2D measurements with live plotting" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Loops can be nested, so that a new sweep runs for each point in the outer loop\n", "\n", "loop = Loop(dac.ch1.sweep(0, 5, 1), 0.1).loop(dac.ch2.sweep(0, 5, 1), 0.1).each(\n", " dmm.voltage\n", " )\n", "data = loop.get_data_set(name='2D_test')" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Started at 2020-03-25 12:33:46\n", "DataSet:\n", " location = 'data/2020-03-25/#014_2D_test_12-33-46'\n", " | | | \n", " Setpoint | dac_ch1_set | ch1 | (6,)\n", " Setpoint | dac_ch2_set | ch2 | (6, 6)\n", " Measured | dmm_voltage | voltage | (6, 6)\n", "Finished at 2020-03-25 12:33:51\n" ] } ], "source": [ "plot = QtPlot()\n", "plot.add(data.dmm_voltage, figsize=(1200, 500))\n", "_ = loop.with_bg_task(plot.update, plot.save).run()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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