{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook demonstrates some basic post-processing tasks that can be performed with the Python API, such as plotting a 2D mesh tally and plotting neutron source sites from an eigenvalue calculation. The problem we will use is a simple reflected pin-cell." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "from IPython.display import Image\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import openmc" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate Input Files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First we need to define materials that will be used in the problem. Before defining a material, we must create nuclides that are used in the material." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Instantiate some Nuclides\n", "h1 = openmc.Nuclide('H1')\n", "b10 = openmc.Nuclide('B10')\n", "o16 = openmc.Nuclide('O16')\n", "u235 = openmc.Nuclide('U235')\n", "u238 = openmc.Nuclide('U238')\n", "zr90 = openmc.Nuclide('Zr90')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the nuclides we defined, we will now create three materials for the fuel, water, and cladding of the fuel pin." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# 1.6 enriched fuel\n", "fuel = openmc.Material(name='1.6% Fuel')\n", "fuel.set_density('g/cm3', 10.31341)\n", "fuel.add_nuclide(u235, 3.7503e-4)\n", "fuel.add_nuclide(u238, 2.2625e-2)\n", "fuel.add_nuclide(o16, 4.6007e-2)\n", "\n", "# borated water\n", "water = openmc.Material(name='Borated Water')\n", "water.set_density('g/cm3', 0.740582)\n", "water.add_nuclide(h1, 4.9457e-2)\n", "water.add_nuclide(o16, 2.4732e-2)\n", "water.add_nuclide(b10, 8.0042e-6)\n", "\n", "# zircaloy\n", "zircaloy = openmc.Material(name='Zircaloy')\n", "zircaloy.set_density('g/cm3', 6.55)\n", "zircaloy.add_nuclide(zr90, 7.2758e-3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With our three materials, we can now create a materials file object that can be exported to an actual XML file." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Instantiate a Materials collection\n", "materials_file = openmc.Materials((fuel, water, zircaloy))\n", "\n", "# Export to \"materials.xml\"\n", "materials_file.export_to_xml()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's move on to the geometry. Our problem will have three regions for the fuel, the clad, and the surrounding coolant. The first step is to create the bounding surfaces -- in this case two cylinders and six reflective planes." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Create cylinders for the fuel and clad\n", "fuel_outer_radius = openmc.ZCylinder(x0=0.0, y0=0.0, R=0.39218)\n", "clad_outer_radius = openmc.ZCylinder(x0=0.0, y0=0.0, R=0.45720)\n", "\n", "# Create boundary planes to surround the geometry\n", "# Use both reflective and vacuum boundaries to make life interesting\n", "min_x = openmc.XPlane(x0=-0.63, boundary_type='reflective')\n", "max_x = openmc.XPlane(x0=+0.63, boundary_type='reflective')\n", "min_y = openmc.YPlane(y0=-0.63, boundary_type='reflective')\n", "max_y = openmc.YPlane(y0=+0.63, boundary_type='reflective')\n", "min_z = openmc.ZPlane(z0=-0.63, boundary_type='reflective')\n", "max_z = openmc.ZPlane(z0=+0.63, boundary_type='reflective')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the surfaces defined, we can now create cells that are defined by intersections of half-spaces created by the surfaces." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Create a Universe to encapsulate a fuel pin\n", "pin_cell_universe = openmc.Universe(name='1.6% Fuel Pin')\n", "\n", "# Create fuel Cell\n", "fuel_cell = openmc.Cell(name='1.6% Fuel')\n", "fuel_cell.fill = fuel\n", "fuel_cell.region = -fuel_outer_radius\n", "pin_cell_universe.add_cell(fuel_cell)\n", "\n", "# Create a clad Cell\n", "clad_cell = openmc.Cell(name='1.6% Clad')\n", "clad_cell.fill = zircaloy\n", "clad_cell.region = +fuel_outer_radius & -clad_outer_radius\n", "pin_cell_universe.add_cell(clad_cell)\n", "\n", "# Create a moderator Cell\n", "moderator_cell = openmc.Cell(name='1.6% Moderator')\n", "moderator_cell.fill = water\n", "moderator_cell.region = +clad_outer_radius\n", "pin_cell_universe.add_cell(moderator_cell)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "OpenMC requires that there is a \"root\" universe. Let us create a root cell that is filled by the pin cell universe and then assign it to the root universe." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Create root Cell\n", "root_cell = openmc.Cell(name='root cell')\n", "root_cell.fill = pin_cell_universe\n", "\n", "# Add boundary planes\n", "root_cell.region = +min_x & -max_x & +min_y & -max_y & +min_z & -max_z\n", "\n", "# Create root Universe\n", "root_universe = openmc.Universe(universe_id=0, name='root universe')\n", "root_universe.add_cell(root_cell)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We now must create a geometry that is assigned a root universe, put the geometry into a geometry file, and export it to XML." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Create Geometry and set root Universe\n", "geometry = openmc.Geometry()\n", "geometry.root_universe = root_universe" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Export to \"geometry.xml\"\n", "geometry.export_to_xml()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the geometry and materials finished, we now just need to define simulation parameters. In this case, we will use 10 inactive batches and 90 active batches each with 5000 particles." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# OpenMC simulation parameters\n", "batches = 100\n", "inactive = 10\n", "particles = 5000\n", "\n", "# Instantiate a Settings object\n", "settings_file = openmc.Settings()\n", "settings_file.batches = batches\n", "settings_file.inactive = inactive\n", "settings_file.particles = particles\n", "\n", "# Create an initial uniform spatial source distribution over fissionable zones\n", "bounds = [-0.63, -0.63, -0.63, 0.63, 0.63, 0.63]\n", "uniform_dist = openmc.stats.Box(bounds[:3], bounds[3:], only_fissionable=True)\n", "settings_file.source = openmc.source.Source(space=uniform_dist)\n", "\n", "# Export to \"settings.xml\"\n", "settings_file.export_to_xml()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let us also create a plot file that we can use to verify that our pin cell geometry was created successfully." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Instantiate a Plot\n", "plot = openmc.Plot(plot_id=1)\n", "plot.filename = 'materials-xy'\n", "plot.origin = [0, 0, 0]\n", "plot.width = [1.26, 1.26]\n", "plot.pixels = [250, 250]\n", "plot.color = 'mat'\n", "\n", "# Instantiate a Plots collection and export to \"plots.xml\"\n", "plot_file = openmc.Plots([plot])\n", "plot_file.export_to_xml()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With the plots.xml file, we can now generate and view the plot. OpenMC outputs plots in .ppm format, which can be converted into a compressed format like .png with the convert utility." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Run openmc in plotting mode\n", "openmc.plot_geometry(output=False)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPoAAAD6AgMAAAD1grKuAAAABGdBTUEAALGPC/xhBQAAACBjSFJN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\nl3RHxAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Convert OpenMC's funky ppm to png\n", "!convert materials-xy.ppm materials-xy.png\n", "\n", "# Display the materials plot inline\n", "Image(filename='materials-xy.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see from the plot, we have a nice pin cell with fuel, cladding, and water! Before we run our simulation, we need to tell the code what we want to tally. The following code shows how to create a 2D mesh tally." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Instantiate an empty Tallies object\n", "tallies_file = openmc.Tallies()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Create mesh which will be used for tally\n", "mesh = openmc.Mesh()\n", "mesh.dimension = [100, 100]\n", "mesh.lower_left = [-0.63, -0.63]\n", "mesh.upper_right = [0.63, 0.63]\n", "\n", "# Create mesh filter for tally\n", "mesh_filter = openmc.MeshFilter(mesh)\n", "\n", "# Create mesh tally to score flux and fission rate\n", "tally = openmc.Tally(name='flux')\n", "tally.filters = [mesh_filter]\n", "tally.scores = ['flux', 'fission']\n", "tallies_file.append(tally)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Export to \"tallies.xml\"\n", "tallies_file.export_to_xml()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we a have a complete set of inputs, so we can go ahead and run our simulation." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " %%%%%%%%%%%%%%%\n", " %%%%%%%%%%%%%%%%%%%%%%%%\n", " %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n", " %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n", " %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n", " %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%\n", " %%%%%%%%%%%%%%%%%%%%%%%%\n", " %%%%%%%%%%%%%%%%%%%%%%%%\n", " ############### %%%%%%%%%%%%%%%%%%%%%%%%\n", " ################## %%%%%%%%%%%%%%%%%%%%%%%\n", " ################### %%%%%%%%%%%%%%%%%%%%%%%\n", " #################### %%%%%%%%%%%%%%%%%%%%%%\n", " ##################### %%%%%%%%%%%%%%%%%%%%%\n", " ###################### %%%%%%%%%%%%%%%%%%%%\n", " ####################### %%%%%%%%%%%%%%%%%%\n", " ####################### %%%%%%%%%%%%%%%%%\n", " ###################### %%%%%%%%%%%%%%%%%\n", " #################### %%%%%%%%%%%%%%%%%\n", " ################# %%%%%%%%%%%%%%%%%\n", " ############### %%%%%%%%%%%%%%%%\n", " ############ %%%%%%%%%%%%%%%\n", " ######## %%%%%%%%%%%%%%\n", " %%%%%%%%%%%\n", "\n", " | The OpenMC Monte Carlo Code\n", " Copyright | 2011-2016 Massachusetts Institute of Technology\n", " License | http://openmc.readthedocs.io/en/latest/license.html\n", " Version | 0.8.0\n", " Git SHA1 | da5563eddb5f2c2d6b2c9839d518de40962b78f2\n", " Date/Time | 2016-10-31 12:47:14\n", " OpenMP Threads | 4\n", "\n", " ===========================================================================\n", " ========================> INITIALIZATION <=========================\n", " ===========================================================================\n", "\n", " Reading settings XML file...\n", " Reading geometry XML file...\n", " Reading materials XML file...\n", " Reading cross sections XML file...\n", " Reading U235 from /home/romano/openmc/scripts/nndc_hdf5/U235.h5\n", " Reading U238 from /home/romano/openmc/scripts/nndc_hdf5/U238.h5\n", " Reading O16 from /home/romano/openmc/scripts/nndc_hdf5/O16.h5\n", " Reading H1 from /home/romano/openmc/scripts/nndc_hdf5/H1.h5\n", " Reading B10 from /home/romano/openmc/scripts/nndc_hdf5/B10.h5\n", " Reading Zr90 from /home/romano/openmc/scripts/nndc_hdf5/Zr90.h5\n", " Maximum neutron transport energy: 2.00000E+07 eV for U235\n", " Reading tallies XML file...\n", " Building neighboring cells lists for each surface...\n", " Initializing source particles...\n", "\n", " ===========================================================================\n", " ====================> K EIGENVALUE SIMULATION <====================\n", " ===========================================================================\n", "\n", " Bat./Gen. k Average k \n", " ========= ======== ==================== \n", " 1/1 1.04359 \n", " 2/1 1.04244 \n", " 3/1 1.03020 \n", " 4/1 1.03630 \n", " 5/1 1.06478 \n", " 6/1 1.05450 \n", " 7/1 1.02369 \n", " 8/1 1.03454 \n", " 9/1 1.05309 \n", " 10/1 1.01741 \n", " 11/1 1.04344 \n", " 12/1 1.01457 1.02901 +/- 0.01444\n", " 13/1 1.01643 1.02481 +/- 0.00933\n", " 14/1 1.04657 1.03025 +/- 0.00855\n", " 15/1 1.06420 1.03704 +/- 0.00949\n", " 16/1 1.06048 1.04095 +/- 0.00867\n", " 17/1 1.01627 1.03742 +/- 0.00813\n", " 18/1 1.03667 1.03733 +/- 0.00705\n", " 19/1 1.03977 1.03760 +/- 0.00622\n", " 20/1 1.03996 1.03784 +/- 0.00557\n", " 21/1 1.05663 1.03954 +/- 0.00532\n", " 22/1 1.03944 1.03954 +/- 0.00485\n", " 23/1 1.07702 1.04242 +/- 0.00532\n", " 24/1 1.02378 1.04109 +/- 0.00510\n", " 25/1 1.02817 1.04023 +/- 0.00482\n", " 26/1 1.08000 1.04271 +/- 0.00515\n", " 27/1 1.02733 1.04181 +/- 0.00492\n", " 28/1 1.02993 1.04115 +/- 0.00469\n", " 29/1 1.01755 1.03991 +/- 0.00461\n", " 30/1 1.05836 1.04083 +/- 0.00447\n", " 31/1 1.05936 1.04171 +/- 0.00434\n", " 32/1 1.03683 1.04149 +/- 0.00414\n", " 33/1 1.05112 1.04191 +/- 0.00398\n", " 34/1 1.02927 1.04138 +/- 0.00385\n", " 35/1 1.05326 1.04186 +/- 0.00372\n", " 36/1 1.06014 1.04256 +/- 0.00364\n", " 37/1 1.02320 1.04184 +/- 0.00358\n", " 38/1 1.04297 1.04188 +/- 0.00345\n", " 39/1 1.04544 1.04201 +/- 0.00333\n", " 40/1 1.05178 1.04233 +/- 0.00323\n", " 41/1 1.01744 1.04153 +/- 0.00323\n", " 42/1 1.02376 1.04097 +/- 0.00317\n", " 43/1 1.02344 1.04044 +/- 0.00312\n", " 44/1 1.05813 1.04096 +/- 0.00307\n", " 45/1 1.02370 1.04047 +/- 0.00303\n", " 46/1 1.03536 1.04033 +/- 0.00294\n", " 47/1 1.04344 1.04041 +/- 0.00286\n", " 48/1 1.03879 1.04037 +/- 0.00279\n", " 49/1 1.07122 1.04116 +/- 0.00283\n", " 50/1 1.03861 1.04110 +/- 0.00276\n", " 51/1 1.00812 1.04029 +/- 0.00281\n", " 52/1 1.04620 1.04043 +/- 0.00274\n", " 53/1 1.07050 1.04113 +/- 0.00277\n", " 54/1 1.04038 1.04111 +/- 0.00270\n", " 55/1 1.03770 1.04104 +/- 0.00264\n", " 56/1 1.05627 1.04137 +/- 0.00261\n", " 57/1 1.04191 1.04138 +/- 0.00255\n", " 58/1 1.03633 1.04128 +/- 0.00250\n", " 59/1 1.02002 1.04084 +/- 0.00249\n", " 60/1 1.04293 1.04088 +/- 0.00244\n", " 61/1 1.00919 1.04026 +/- 0.00247\n", " 62/1 1.09274 1.04127 +/- 0.00262\n", " 63/1 1.05344 1.04150 +/- 0.00258\n", " 64/1 1.07892 1.04219 +/- 0.00263\n", " 65/1 1.09293 1.04312 +/- 0.00274\n", " 66/1 1.04485 1.04315 +/- 0.00269\n", " 67/1 1.04794 1.04323 +/- 0.00264\n", " 68/1 1.04183 1.04321 +/- 0.00260\n", " 69/1 1.03052 1.04299 +/- 0.00256\n", " 70/1 1.03630 1.04288 +/- 0.00252\n", " 71/1 1.04611 1.04293 +/- 0.00248\n", " 72/1 1.00214 1.04228 +/- 0.00253\n", " 73/1 1.02488 1.04200 +/- 0.00250\n", " 74/1 1.03607 1.04191 +/- 0.00246\n", " 75/1 1.05488 1.04211 +/- 0.00243\n", " 76/1 1.02252 1.04181 +/- 0.00242\n", " 77/1 1.03196 1.04166 +/- 0.00238\n", " 78/1 1.05769 1.04190 +/- 0.00236\n", " 79/1 1.03101 1.04174 +/- 0.00233\n", " 80/1 1.04693 1.04182 +/- 0.00230\n", " 81/1 1.06110 1.04209 +/- 0.00228\n", " 82/1 1.06273 1.04237 +/- 0.00227\n", " 83/1 1.07699 1.04285 +/- 0.00229\n", " 84/1 1.05740 1.04304 +/- 0.00226\n", " 85/1 1.04040 1.04301 +/- 0.00223\n", " 86/1 1.02147 1.04273 +/- 0.00222\n", " 87/1 1.00842 1.04228 +/- 0.00224\n", " 88/1 1.06173 1.04253 +/- 0.00222\n", " 89/1 1.08649 1.04309 +/- 0.00227\n", " 90/1 1.05826 1.04328 +/- 0.00224\n", " 91/1 1.07673 1.04369 +/- 0.00225\n", " 92/1 1.02425 1.04345 +/- 0.00224\n", " 93/1 1.05359 1.04357 +/- 0.00222\n", " 94/1 1.06085 1.04378 +/- 0.00220\n", " 95/1 1.05319 1.04389 +/- 0.00218\n", " 96/1 1.02321 1.04365 +/- 0.00216\n", " 97/1 1.04124 1.04362 +/- 0.00214\n", " 98/1 1.06307 1.04384 +/- 0.00213\n", " 99/1 1.04616 1.04387 +/- 0.00210\n", " 100/1 1.03278 1.04375 +/- 0.00208\n", " Creating state point statepoint.100.h5...\n", "\n", " ===========================================================================\n", " ======================> SIMULATION FINISHED <======================\n", " ===========================================================================\n", "\n", "\n", " =======================> TIMING STATISTICS <=======================\n", "\n", " Total time for initialization = 5.3314E-01 seconds\n", " Reading cross sections = 3.6117E-01 seconds\n", " Total time in simulation = 3.5193E+02 seconds\n", " Time in transport only = 3.5172E+02 seconds\n", " Time in inactive batches = 4.7990E+00 seconds\n", " Time in active batches = 3.4714E+02 seconds\n", " Time synchronizing fission bank = 2.3264E-02 seconds\n", " Sampling source sites = 1.6661E-02 seconds\n", " SEND/RECV source sites = 6.3975E-03 seconds\n", " Time accumulating tallies = 2.3345E-02 seconds\n", " Total time for finalization = 1.7400E-01 seconds\n", " Total time elapsed = 3.5269E+02 seconds\n", " Calculation Rate (inactive) = 10418.8 neutrons/second\n", " Calculation Rate (active) = 1296.32 neutrons/second\n", "\n", " ============================> RESULTS <============================\n", "\n", " k-effective (Collision) = 1.04220 +/- 0.00169\n", " k-effective (Track-length) = 1.04375 +/- 0.00208\n", " k-effective (Absorption) = 1.04213 +/- 0.00151\n", " Combined k-effective = 1.04229 +/- 0.00127\n", " Leakage Fraction = 0.00000 +/- 0.00000\n", "\n" ] }, { "data": { "text/plain": [ "0" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Run OpenMC!\n", "openmc.run()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tally Data Processing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our simulation ran successfully and created a statepoint file with all the tally data in it. We begin our analysis here loading the statepoint file and 'reading' the results. By default, data from the statepoint file is only read into memory when it is requested. This helps keep the memory use to a minimum even when a statepoint file may be huge." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [], "source": [ "# Load the statepoint file\n", "sp = openmc.StatePoint('statepoint.100.h5')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next we need to get the tally, which can be done with the ``StatePoint.get_tally(...)`` method." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tally\n", "\tID =\t10000\n", "\tName =\tflux\n", "\tFilters =\t\n", " \t\tMeshFilter\t[10000]\n", "\tNuclides =\ttotal \n", "\tScores =\t['flux', 'fission']\n", "\tEstimator =\ttracklength\n", "\n" ] } ], "source": [ "tally = sp.get_tally(scores=['flux'])\n", "print(tally)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The statepoint file actually stores the sum and sum-of-squares for each tally bin from which the mean and variance can be calculated as described [here](http://mit-crpg.github.io/openmc/methods/tallies.html#variance). The sum and sum-of-squares can be accessed using the ``sum`` and ``sum_sq`` properties:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([[[ 0.41167874, 0. ]],\n", "\n", " [[ 0.40853332, 0. ]],\n", "\n", " [[ 0.41140779, 0. ]],\n", "\n", " ..., \n", " [[ 0.40957563, 0. ]],\n", "\n", " [[ 0.40983338, 0. ]],\n", "\n", " [[ 0.40877195, 0. ]]])" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "tally.sum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, the mean and standard deviation of the mean are usually what you are more interested in. The Tally class also has properties ``mean`` and ``std_dev`` which automatically calculate these statistics on-the-fly." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(10000, 1, 2)\n" ] }, { "data": { "text/plain": [ "(array([[[ 0.00457421, 0. ]],\n", " \n", " [[ 0.00453926, 0. ]],\n", " \n", " [[ 0.0045712 , 0. ]],\n", " \n", " ..., \n", " [[ 0.00455084, 0. ]],\n", " \n", " [[ 0.0045537 , 0. ]],\n", " \n", " [[ 0.00454191, 0. ]]]),\n", " array([[[ 1.84557765e-05, 0.00000000e+00]],\n", " \n", " [[ 1.71073587e-05, 0.00000000e+00]],\n", " \n", " [[ 1.76546641e-05, 0.00000000e+00]],\n", " \n", " ..., \n", " [[ 1.82859458e-05, 0.00000000e+00]],\n", " \n", " [[ 1.80961726e-05, 0.00000000e+00]],\n", " \n", " [[ 2.01200499e-05, 0.00000000e+00]]]))" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "print(tally.mean.shape)\n", "(tally.mean, tally.std_dev)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The tally data has three dimensions: one for filter combinations, one for nuclides, and one for scores. We see that there are 10000 filter combinations (corresponding to the 100 x 100 mesh bins), a single nuclide (since none was specified), and two scores. If we only want to look at a single score, we can use the ``get_slice(...)`` method as follows." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Tally\n", "\tID =\t10001\n", "\tName =\tflux\n", "\tFilters =\t\n", " \t\tMeshFilter\t[10000]\n", "\tNuclides =\ttotal \n", "\tScores =\t['flux']\n", "\tEstimator =\ttracklength\n", "\n" ] } ], "source": [ "flux = tally.get_slice(scores=['flux'])\n", "fission = tally.get_slice(scores=['fission'])\n", "print(flux)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To get the bins into a form that we can plot, we can simply change the shape of the array since it is a numpy array." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [], "source": [ "flux.std_dev.shape = (100, 100)\n", "flux.mean.shape = (100, 100)\n", "fission.std_dev.shape = (100, 100)\n", "fission.mean.shape = (100, 100)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW0AAAC4CAYAAAAohb0KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.subplot(121)\n", "fig.imshow(flux.mean)\n", "fig2 = plt.subplot(122)\n", "fig2.imshow(fission.mean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's say we want to look at the distribution of relative errors of our tally bins for flux. First we create a new variable called ``relative_error`` and set it to the ratio of the standard deviation and the mean, being careful not to divide by zero in case some bins were never scored to." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEACAYAAABcXmojAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAFrBJREFUeJzt3W2MXNd93/HvT7JFP8WM8kBuIsqiXNXyrl/UVhMmrVvA\nhRXGcgFKMAFF3kUhVShSgElsxEEQ0S1qpChAO0BgpDAYIE0aMIE2Cu21IxZ1I0ZQGyAEHMaRbCve\nDcPGIk0z5iipAhWOAYes/n2xl5fD5a52djkPO8PvBxjwzplz75yzh8sf77lPqSokSQK4adQNkCRt\nHYaCJKllKEiSWoaCJKllKEiSWoaCJKnVUygk+dkkf5bkK0keT3JLkluTHE9yKslTSbZ31T+Y5HSS\npSR7B9d8SVI/Zb3rFJL8IPBHwNur6u+T/C7weWAG+D9V9UtJfgG4taoeSzIDPA78MLALeBr4h+UF\nEZK05fU6fXQz8MYkrwFeD5wH7geONJ8fAR5olvcBT1TVpao6A5wG9vStxZKkgVk3FKrqr4BfBr7O\nchi8XFVPAzurqtPUuQDsaFa5DTjXtYnzTZkkaYtbNxSSfDfLewV3AD/I8h7DHLByOsjpIUkac6/p\noc69wNeq6iWAJJ8D/inQSbKzqjpJpoAXm/rngdu71t/VlF0liSEiSZtQVRnUtns5pvB14EeTvC5J\ngPcCi8Ax4JGmzsPAk83yMeCh5gylO4G7gJOrbbiqJvb1gQ98YORtsH/270bs3yT3rWrw/5ded0+h\nqk4m+QzwHHCx+fPXgO8CjiZ5FDgLPNjUX0xylOXguAgcqGH0RJJ03XqZPqKqfhH4xRXFL7E8tbRa\n/UPAoetrmiRp2LyieUCmp6dH3YSBsn/jbZL7N8l9GwZDYUBmZmZG3YSBsn/jbZL7N8l9GwZDQZLU\nMhQkSS1DQZLUMhQkSS1DQZLUMhQkSS1DQZLUMhQkSS1DQZLUMhQkSS1DQZLUMhQ0MFNTu0ly1Wtq\naveomyXpVfR062xpMzqds6x8SmunM7AHRknqA/cUJEktQ0GS1DIUJEktQ0GS1Fo3FJK8LclzSZ5t\n/nw5yYeS3JrkeJJTSZ5Ksr1rnYNJTidZSrJ3sF2QJPXLuqFQVX9RVe+qqnuAfwz8HfA54DHg6aq6\nG3gGOAiQZAZ4EJgG7gMOJ/GUE0kaAxudProX+MuqOgfcDxxpyo8ADzTL+4AnqupSVZ0BTgN7+tBW\nSdKAbTQUfgKYb5Z3VlUHoKouADua8tuAc13rnG/KJElbXM+hkOS1LO8FfLopqhVVVr6XJI2ZjVzR\nfB/wp1X1N837TpKdVdVJMgW82JSfB27vWm9XU3aN/fv3t8vT09PMzMxsoDlb24kTJ0bdhIG6nv7N\nz8+vX2nEHL/xNWl9W1xcZGlpaWjft5FQ+CDwO13vjwGPAJ8AHgae7Cp/PMknWZ42ugs4udoGFxYW\nNtjc8TI7OzvqJgzUev2bm5vb1Hpbxbi0c7MmuX+T3LdBn7fTUygkeQPLB5l/sqv4E8DRJI8CZ1k+\n44iqWkxyFFgELgIHqsqpJUkaAz2FQlV9G/j+FWUvsRwUq9U/BBy67tZJkobKK5o1ZNu8nba0hXnr\nbA3Zd/B22tLW5Z6CJKllKEiSWoaCJKllKEiSWoaCJKllKGgL8DRVaaswFLRhU1O7mZub6+M/4pdP\nU73y6nTO9qOpkjbI6xS0Ycv/YK+81uB1A78ni6TBMxTUJ9delAaGhDRunD6SJLUMBUlSy1CQJLUM\nBUlSy1CQJLUMBUlSy1CQJLUMBW1R3vpCGoWeQiHJ9iSfTrKU5KtJfiTJrUmOJzmV5Kkk27vqH0xy\nuqm/d3DN1+Ty1hfSKPS6p/ArwOerahr4R8CfA48BT1fV3cAzwEGAJDPAg8A0cB9wON7/QJLGwrqh\nkOTNwD+vqt8EqKpLVfUycD9wpKl2BHigWd4HPNHUOwOcBvb0u+GSpP7rZU/hTuBvkvxmkmeT/FqS\nNwA7q6oDUFUXgB1N/duAc13rn2/KJElbXC83xHsNcA/wU1X1xSSfZHnqaOXdz1a+X9f+/fvb5enp\naWZmZja6iS3rxIkTo25C3xw48BFefrkz6mYAMD8/P5TvmaTxW80k92/S+ra4uMjS0tLQvq+XUPgG\ncK6qvti8X2A5FDpJdlZVJ8kU8GLz+Xng9q71dzVl11hYWNhcq8fE7OzsqJvQF3Nzc1yd+aM7RDTM\nn+mkjN9aJrl/k9y3QR+iXXf6qJkiOpfkbU3Re4GvAseAR5qyh4Enm+VjwENJbklyJ3AXcLKfjZYk\nDUavz1P4EPB4ktcCXwP+NXAzcDTJo8BZls84oqoWkxwFFoGLwIGq2vDUkiRp+HoKhar6MvDDq3x0\n7xr1DwGHrqNdkqQR8IpmSVLLUJAktQwFSVLLUJAktQwFSVLLUJAktQwFSVLLUNBVpqZ2X/NwG0k3\njl6vaNYNYvlBNisvQDcYpBuFewqSpJahIElqGQqSpJahIElqGQqSpJahIElqGQqSpJahoDGy7ZoL\n66amdo+6UdJE8eI1jZHvsPLCuk7HC+ukfnJPQZLU6ikUkpxJ8uUkzyU52ZTdmuR4klNJnkqyvav+\nwSSnkywl2TuoxkuS+qvXPYVXgPdU1buqak9T9hjwdFXdDTwDHARIMgM8CEwD9wGH413VJGks9BoK\nWaXu/cCRZvkI8ECzvA94oqouVdUZ4DSwB0nSltdrKBTwB0n+JMm/acp2VlUHoKouADua8tuAc13r\nnm/KJElbXK9nH727qr6Z5PuB40lOce39lVe+X9f+/fvb5enpaWZmZja6iS3rxIkTo27CDWN+fr7v\n25z08Zvk/k1a3xYXF1laWhra9/UUClX1zebPv07yeyxPB3WS7KyqTpIp4MWm+nng9q7VdzVl11hY\nWNh0w8fB7OzsqJuwYXNzc6NuwoYN6uc8juO3EZPcv0nu26AP0a47fZTkDUne1Cy/EdgLPA8cAx5p\nqj0MPNksHwMeSnJLkjuBu4CTfW63JGkAetlT2Al8Lkk19R+vquNJvggcTfIocJblM46oqsUkR4FF\n4CJwoKo2PLUkSRq+dUOhql4A3rlK+UvAvWuscwg4dN2tkyQNlVc0S5JahoIkqWUoSJJahoIkqWUo\nSJJahoIkqWUoSJJahoIkqWUoaMxt85nNUh/5jGaNuauf2+wzm6Xr456CJKllKNzApqZ2XzX14lNT\nJTl9dAPrdM5y7bORDAbpRuaegiSpZShIklqGgiSpZShIklqGgiSpZShIklo9h0KSm5I8m+RY8/7W\nJMeTnEryVJLtXXUPJjmdZCnJ3kE0XBvjNQmSerGRPYUPA4td7x8Dnq6qu4FngIMASWaAB4Fp4D7g\ncPwXaOSuXJPQ/ZKkq/UUCkl2Ae8Hfr2r+H7gSLN8BHigWd4HPFFVl6rqDHAa2NOX1kqSBqrXPYVP\nAj/P1f+93FlVHYCqugDsaMpvA8511TvflEmStrh1b3OR5F8Cnar6UpL3vErVDc9H7N+/v12enp5m\nZmZmo5vYsk6cODHqJtyw5ufnr3sbkz5+k9y/Sevb4uIiS0tLQ/u+Xu599G5gX5L3A68HvivJbwMX\nkuysqk6SKeDFpv554Pau9Xc1ZddYWFjYfMvHwOzs7Kib0Jqbmxt1E4amXz/3rTR+gzDJ/Zvkvg36\nEO2600dV9dGqektVvRV4CHimqv4V8N+AR5pqDwNPNsvHgIeS3JLkTuAu4GTfWy5J6rvruU7h48CP\nJTkFvLd5T1UtAkdZPlPp88CBqvJUFw3JtmtOvfVpbFLvNnTr7Kr6Q+APm+WXgHvXqHcIOHTdrZM2\n7OonsYFPY5M2wiuaJUktQ0GS1DIUJEktQ0GS1DIUJEktQ0GS1DIUJEktQ0GS1DIUJEktQ0GS1DIU\nJEktQ0GS1DIUJEktQ0GS1DIUdAPwGQtSrzb0PAVpPPmMBalX7ilIklqGwgSamtp9zXSJJPXC6aMJ\n1OmcZeV0CRgMkta37p5Ckm1J/jjJc0meT/KxpvzWJMeTnEryVJLtXescTHI6yVKSvYPsgCSpf9YN\nhar6DvAvqupdwDuB+5LsAR4Dnq6qu4FngIMASWaAB4Fp4D7gcJy/kKSx0NMxhar6drO4jeUppwLu\nB4405UeAB5rlfcATVXWpqs4Ap4E9/WqwJGlwegqFJDcleQ64APxBVf0JsLOqOgBVdQHY0VS/DTjX\ntfr5pkyStMX1dKC5ql4B3pXkzcDnkryDa49krny/rv3797fL09PTzMzMbHQTW9aJEydG3QStY35+\nfs3PJn38Jrl/k9a3xcVFlpaWhvZ9Gzr7qKr+b5L/BbwP6CTZWVWdJFPAi02188DtXavtasqusbCw\nsPEWj5HZ2dmRfO/c3NxIvnfcrDc+oxq/YZnk/k1y3wZ9iLaXs4++7/KZRUleD/wYsAQcAx5pqj0M\nPNksHwMeSnJLkjuBu4CTfW63JGkAetlT+AHgSJKbWA6R362qzyf5AnA0yaPAWZbPOKKqFpMcBRaB\ni8CBqtrw1JIkafjWDYWqeh64Z5Xyl4B711jnEHDoulsnSRoqb3MhSWoZCpKklqEgSWoZCpKklqEg\nSWoZCpKklqEgSWoZCmPOp6xt1rZrfm5TU7tH3Shp5Hzy2pjzKWub9R1W/tw6HX9uknsKkqSWoSBJ\nahkKkqSWoSBJahkKkqSWoSBJahkKkqSWoSBJahkKkqSWoSBJaq0bCkl2JXkmyVeTPJ/kQ035rUmO\nJzmV5Kkk27vWOZjkdJKlJHsH2QFJUv/0sqdwCfhIVb0D+CfATyV5O/AY8HRV3Q08AxwESDIDPAhM\nA/cBh+Nd2iRpLKwbClV1oaq+1Cx/C1gCdgH3A0eaakeAB5rlfcATVXWpqs4Ap4E9fW63JGkANnRM\nIclu4J3AF4CdVdWB5eAAdjTVbgPOda12vimTJG1xPd86O8mbgM8AH66qbyVZeb/mle/XtX///nZ5\nenqamZmZjW5iyzpx4kTft3ngwEd4+eVO37erK+bn54HBjN9WMsn9m7S+LS4usrS0NLTv6ykUkryG\n5UD47ap6sinuJNlZVZ0kU8CLTfl54Pau1Xc1ZddYWFjYXKvHxOzsbF+3Nzc3h89OGKRtzc942eHD\nh9m58w4uXDgzuiYNUL//fm4lk9y3QR+i7XX66L8Ci1X1K11lx4BHmuWHgSe7yh9KckuSO4G7gJN9\naKs0YJcfvHPltfwQI+nGse6eQpJ3A3PA80meY/m35aPAJ4CjSR4FzrJ8xhFVtZjkKLAIXAQOVNWG\np5YkScO3bihU1Qng5jU+vneNdQ4Bh66jXZKkEfCKZklSy1CQJLUMBUlSy1CQJLUMBUlSy1CQXtU2\nklz1mpraPepGSQPT820upBvT5Qvaruh0vIpck8s9BUlSy1CQJLUMBUlSy1CQJLUMBUlSy1CQJLUM\nBUlSy1CQJLUMBUlSy1CQNsxbX2hyeZsLacO89YUm17p7Ckl+I0knyVe6ym5NcjzJqSRPJdne9dnB\nJKeTLCXZO6iGS5L6r5fpo98EfnxF2WPA01V1N/AMcBAgyQzwIDAN3AccTuJ/oSRpTKwbClX1R8Df\nrii+HzjSLB8BHmiW9wFPVNWlqjoDnAb29KepN56pqd1XzVtL0qBt9kDzjqrqAFTVBWBHU34bcK6r\n3vmmTJvQ6Zxlee768kuSBqtfZx/5L5YkTYDNnn3USbKzqjpJpoAXm/LzwO1d9XY1Zavav39/uzw9\nPc3MzMwmm7P1nDhxYtRN0JDNz8+Pugk9m+S/n5PWt8XFRZaWlob2fb2GQprXZceAR4BPAA8DT3aV\nP57kkyxPG90FnFxrowsLCxts7niZnZ29rvXn5ub61BINw/WO97CNW3s3YpL7Nujji+uGQpJ54D3A\n9yb5OvAx4OPAp5M8Cpxl+YwjqmoxyVFgEbgIHKgqp5YkaUysGwpVtVbk3rtG/UPAoetplCRpNLzN\nhSSpZShsESuvSfC6hHGzzXshaSJ476Mt4so1Cd0MhvFx9f2QvBeSxpV7CtJAeCdVjSf3FKSB8E6q\nGk/uKUiSWoaCJKllKIyAZxpJ2qo8pjACnmkkaatyT0GS1DIUBsypIl3haara+gyFAbv2QTneH/DG\ndfk01SuvTueCQaEtxWMK0kh5PYO2FvcUpC3HaSaNjqEgbTlOM2l0nD6SxoLTTBoO9xQkSS1DQZLU\nMhSkseUBafXfwEIhyfuS/HmSv0jyC4P6nlFZ7aK0m29+Y7s8NzfnhWoasNUOSJ8dbZM09gYSCklu\nAj4F/DjwDuCDSd4+iO8aldUuSnvllW9fUyYNV2+PBV1cXBxus4Zokvs2DIPaU9gDnK6qs1V1EXgC\nuH9A3yWpdfXew1qnsi4tLV211mp7vuM6FbWyb9qYQZ2Sehtwruv9N1gOii3vU5/6VV544cxVZT/0\nQ/fwwQ/+xGgaJF2X1U5lfR2f/exnV5neXP+U16mp3ddMUe3ceQcXLpzpQ1u1FXidwgof/vCHeOWV\nS1eV3XTTG5mdfWhELZL67dqgWP3W7dvWOC7Wn+slDJitaVChcB54S9f7XU3ZVcblQOwrr/zdGp+s\n1v5Bl43iO7dyO1Yrsx3929Zqrq3Xr9/lTudsX7Y1Lv+2bEWp6v/B0CQ3A6eA9wLfBE4CH6wqJ/sk\naQsbyJ5CVf2/JD8NHGf5YPZvGAiStPUNZE9BkjSeNn1Kai8XpyX5z0lOJ/lSkneut26SX0qy1NRf\nSPLmrs8ONttaSrJ3s+3u1TD7l+SOJN9O8mzzOjym/fuPSb6c5Lkkv59kquuzSRi/Vfs3KePX9fnP\nJXklyfd0lQ1t/IbZt0kZuyQfS/KNrn68r+uzjY1dVW34xXKY/G/gDuC1wJeAt6+ocx/w35vlHwG+\nsN66wL3ATc3yx4FDzfIM8BzL0127m/WzmbZv0f7dAXxlUP0ZYv/e1LX+zwC/OmHjt1b/JmL8ms93\nAb8PvAB8T1M2PazxG0HfJmLsgI8BH1nl+zY8dpvdU+jl4rT7gd8CqKo/BrYn2flq61bV01X1SrP+\nF5pBBNgHPFFVl6rqDHCawV73MOz+Qe+nfvTDoPr3ra713whc7uukjN9a/YMJGL/GJ4GfX2Vbwxq/\nYfcNJmfsVuvHhsdus6Gw2sVpt/VYp5d1AR4FPr/Gts6vsU6/DKt//6Pr/e5mt+9/Jvlnm214jwbW\nvyT/KcnXgVngP6yxrbEdvzX6BxMwfkn2Aeeq6vl1tjXI8Rt232ACxq7x0810068n2b7GttYdu2He\nJbXnNE7y74CLVfU7A2xPv22mf/NN0V8Bb6mqe4CfA+aTvGkAbbwePfWvqv59Vb0FeJzlKZZxcT39\n+yZjPn5JXg98lOVpiHGzmb5dXmdSfvcOA2+tqncCF4Bf3uyXbTYUerk47Txw+yp1XnXdJI8A72f5\nf2LrbWtQhtq/qrpYVX/bLD8L/CXwtuvtxKsYWP+6zAMfWGdbgzKs/u0HqKq/n4Dx+wcszzl/OckL\nTfmzSXb0+H39Mqy+/WmSHZPyu1dVf13NQQTgv3Blimjjv3ubPFhyM1cOeNzC8gGP6RV13s+VgyU/\nypWDJWuuC7wP+CrwvSu2dflA5S3AnQz+QOWw+/d9XDkA/VaWd/e+ewz7d1fX+j8DHJ2w8VurfxMx\nfivWfwG4ddjjN4K+TcTYAVNd6/8sML/Zsbuezr2P5auWTwOPNWX/FvjJrjqfahrxZeCeV1u3KT8N\nnAWebV6Huz472GxrCdg7qEEbRf9Y/h/1nzVlXwTeP6b9+wzwleYv65PAD0zY+K3av0kZvxXb/xrN\nGTrDHr9h9m1Sxo7lA9OX/27+HrBzs2PnxWuSpJaP45QktQwFSVLLUJAktQwFSVLLUJAktQwFSVLL\nUJAktQwFSVLr/wO90wA3Ojv1vwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Determine relative error\n", "relative_error = np.zeros_like(flux.std_dev)\n", "nonzero = flux.mean > 0\n", "relative_error[nonzero] = flux.std_dev[nonzero] / flux.mean[nonzero]\n", "\n", "# distribution of relative errors\n", "ret = plt.hist(relative_error[nonzero], bins=50)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Source Sites" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Source sites can be accessed from the ``source`` property. As shown below, the source sites are represented as a numpy array with a structured datatype." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([ (1.0, [-0.04091602298055571, -0.28281765875028614, -0.23969748862718712], [-0.5162507278389928, 0.4979959592686946, 0.6967676876533259], 1167993.2181739977, 0),\n", " (1.0, [-0.04091602298055571, -0.28281765875028614, -0.23969748862718712], [0.9314318185369252, -0.3421578395220699, 0.12394668317702494], 2076480.0407698506, 0),\n", " (1.0, [0.07588719867579076, 0.3442630703689722, 0.24037509956303865], [-0.4263739205747279, 0.8745850440707152, -0.23088152923428204], 3435875.6567740417, 0),\n", " ...,\n", " (1.0, [-0.2976222011116176, 0.06744830909702038, 0.017418564319938733], [0.5146424164525509, 0.8138247541106745, -0.26987488357492534], 3072272.553085709, 0),\n", " (1.0, [-0.21734045199173016, -0.10720270103504186, -0.532882255592573], [-0.8802303390142701, -0.22473292046402116, 0.4179589270951574], 5120128.793040418, 0),\n", " (1.0, [-0.21734045199173016, -0.10720270103504186, -0.532882255592573], [-0.16842874876345693, 0.9852495482818028, 0.030250358683490713], 575131.1093690266, 0)], \n", " dtype=[('wgt', '" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZAAAAETCAYAAAAYm1C6AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nASJJasUAkSS18v8BBBAOSa2Q0DsAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create log-spaced energy bins from 1 keV to 100 MeV\n", "energy_bins = np.logspace(3,7)\n", "\n", "# Calculate pdf for source energies\n", "probability, bin_edges = np.histogram(sp.source['E'], energy_bins, density=True)\n", "\n", "# Make sure integrating the PDF gives us unity\n", "print(sum(probability*np.diff(energy_bins)))\n", "\n", "# Plot source energy PDF\n", "plt.semilogx(energy_bins[:-1], probability*np.diff(energy_bins), linestyle='steps')\n", "plt.xlabel('Energy (eV)')\n", "plt.ylabel('Probability/eV')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's also look at the spatial distribution of the sites. To make the plot a little more interesting, we can also include the direction of the particle emitted from the source and color each source by the logarithm of its energy." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-0.5, 0.5)" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAWMAAAD7CAYAAAC/gPV7AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xd41EbewPHvSNu9LuvesY2NTe+9d1IgIaTyJqT33nPp\nyV3apV9CekJ6pQQCBELoHUI1YIMLxr13b5fm/cNcenLcEXK+ZD/Po+fxSiNpJM3+JM/OjISUkoCA\ngICA/y7lv52BgICAgIBAMA4ICAjoEALBOCAgIKADCATjgICAgA4gEIwDAgICOoBAMA4ICAjoAAz/\n7Qz8mBAi0NYuICDgmEgpxfGsHyaEbDr25EeklCnHs79fIzpaO2MhhPw98jRjxgzmzZt3wvfze/sj\nHtcf8ZggcFzHSwhx3MFYCCH/doxp7+X4g/+v6XBPxgEBAQG/J+N/OwNHBeqMAwIC/tQMxzj9HCHE\nm0KIKiHE3h/Nv14IkSOEyBZCPH6s+fhT6tq16387CyfEH/G4/ojHBIHj6iisx7f6HOAF4N1/zhBC\njAGmAj2llH4hROSxbOhPG4y7dev2387CCfFHPK4/4jFB4Lg6iuOpppBSbhBCdPrR7KuBx6WU/qNp\nao9lW4FqioCAgD+146mm+AVdgFFCiC1CiNVCiAHHmo+AgICAP60T8AOeAXBIKYcIIQYCnwJpx7JS\nQEBAwJ/WCQiCJcB8ACnldiGELoSIkFLW/dpKgWqKgICAPzXjMU6/Qhyd/ulzYByAEKILYPxXgRgC\nT8YBAQF/csdTTSGE+BAYA0QIIYqBB4C3gDlCiGzAA8w6lm0FgnFAQMCf2vE0bZNSzvyFRRf8u9sK\nBOOAgIA/tY4SBDtKPgICAgL+KzpKd+hAMA4ICPhT6yhBsKPkI+BPwE8tBo6pZ2hAwO+mozwZB5q2\nBfxuqngKHe+3nyXaT9LoNCJxfTejYjNC6r9H9gL+pE5AD7z/SCAYB/xu2thCEwvRqaJVux2/e+1P\n0gis1HIOPv8e/HMugOyXkSJQTANOnN+gnfFv4jcp5UKIKUKIXCHEISHEnb+SbqAQwieEOOO32G/A\n/w6JjokUNGpoYDC6WoVx3RuQPRt0/7fpBGaMdKOWGbjf/xBPfsqx7cBTBt7KE5P5gD806zFOJ9px\nB2MhhAK8CEwGugPnCSGyfiHd48Dy491nwP8egUIEF+Lna6xcSxAPQ6/rYeV1kPPuD9IG+c8jqNCO\nPuMs2u56iqCK8l/ecNteyD0TDs0EY9QJPoqAP6I/0pPxICBPSnlESukDPgZO+5l01wNzgerfYJ8B\nx6t5y++6O4kXP3PQicHG7aikgBaNXjMeDn8Khc+DlCAlxrWzMTruxn8KGK+eibmx8Rc2qkPdPKjY\nAWmvglB/12MK+GP4I9UZJ9A+MMY/lR6d9y0hRDxwupTyZX7Yhzvgv0FzQsFNv7hY1s6G4oug7i3Q\nXT9c2LwbVg6GbVOgeukx7U7ippWrsHEJOpb2oFtxGHn9CJpiWyBoJ+TOAVc1cs8L6FoKdVFbsXW6\nH8/9TaSsWMpP3ouotULehUhDF/Saq5CrPvg3T0JAQDuj4dimE+33atr2HPD9uuRfDcgzZsz49u+u\nXbuekMGqN27c+JtvsyP4teNSdD9C+kkJ2cSgsG18+tFbaNLygzRGUyuRcYdI9hURG7SYHZX7KG3p\nz/cvWf+aMFJiN1Jc6sWsPkSrHk25rxdNTfFoBit+c/s2w0zFoPjpNGAFRTkTaaorJ3lYEfuWPEJ8\n6U4Sg8Fgz6GmIZaNbRcy/N2RNIl45JtNtAwwcKiiHmNNOOYx37D6phuoHDwUgCBDNQNC38H9DwPR\nWz4jf8bJ9DF/zpoiN+URfX9wPAavC7/pF2r8hAby93ua7ty8moLgMSDaz+WfsQwejwMHDpCTk/Ob\nb9dwrFHQ/6+THBcp5XFNwBBg2fc+3wXc+aM0hUenw0ALUAlM+4Xtyd/DBx988Lvs5/f2q8flcUr5\n9pVStu6TMucCKX0N0iv3tS/TfVJKKb1ylWyW46WuNUvd/Y2U1c9KefhsKV05323n8BYp7wyW8tCq\n9s91+6ScM03KF+Ol3HWelIWPSZk7Q+q7u8gm/Szpk3u+XbVE3ia1qkNSnoz0vy7kzl39pPR5pGwo\nlPKJ7lI+nyJbR3aXRXO7yjrXe1LmnyF37DhFNpzeV+oej5T1X0ttwSjpufR06bl4pvS9+aqUjWVS\nvj1TyuWvSjn3aSl1/bu8PnWNlE11Upd+6ZVV0in3yWZ9lax3Xyvz5WkyT54sK+UT0i9b/vXJ9ayX\n0pd7rJfihzY/I+V7438w609ZBn9DR2PF8cYv6Qw6tum32N+vTb/Fk/F2IP3oq0cqgHOB834U8L8d\nWFkIMQf4Qkq56DfYd8C/w2CGNa9CemdI6Y9mcNHEw0T6ZkP9UoiZhU4BGgVoIg+/8iyWqPch7Dyo\negCUUIi5B5IHwNUrYNNrkDEWVu+FOxbDorXQaxBUzEHWrkITgqCDUagZXeHoA6jZE4P+8HiUsTac\nzRYyLbeD1GDOubDTDenJmKbpGC0tSIMLjDGkuT9HvzCTtpsyCaosQxriMTz+JiK1M+LoUyYnPwRr\nXsQ3730qEteiDkhCqkY4eQ/kjoR+EzAYojEQjUFEYXTvIVQmYLRcTjATUTD9+rnTNGgNAe8wcMwD\n85hjP++eZtj9FnSZ+h9dtoAT65ifjE+w464zllJqwHXAV8B+4GMpZY4Q4kohxBU/t8rx7jPgP6Qo\nkDUWanKR5iRaqi5H1+rgyEPgKgDAxMUYGI1CDJr+EX7/cjDGQOIrEHoGFF8Aje/DwcXgSIalr8HC\nT2HNbhgyApr3IOs+obnvSETMM6gtyVD4xbdZiMzuiSHSAPH9cWnx2LblwBMJEOOFv1wKd32I8YzL\nMPtaqVcepiloPwa9DdvGzXiKStESragvvYSSlv5dIAaISofmUpoue5AdIpm4lgwS6xpIrLqYsC9i\nKSCTnRipJJlQTsOuTCSyZS+h+rBfD8T15fD+X+C2vqA7QEZA5XQomA7ekl9e7/saj0DaRBhxz39w\n0QJONKP52KYT7Te5J0gplwGZP5r36i+kveS32GfAf+iqD+H96fCKG8uwGixdJ0Dj5xDZ3vRbHH2E\nFRhRtfGIpbdBShWkjURbfAdK015ETDGycR/+6kvxvfcE/qwszE/fgDnFAj32c9h+PhW9BuKMqGH4\n6lex2TOpMYUTVF+D9Y3LkMMzcI96mspt9xD+zmzUiia8E/LxRj6DrH8ZdA3FKlHzoFEtIfqQE3Ex\nNESOQo38hDDlF7pU95iGo62EprTeiCUHYcyXEO/CnjSMgRttbB2t0kAZq5iNwe6gK4Ow+VYRZD4D\ngQBXLlh/1Cpz30rY/wrMHAVNN4NpAhhWQtxfwZT06+e6qRxC42HTEzDoRjAFHe/VCzgROsiTcQfJ\nRsAJ4/GA+Xu3dVsELNmHEHUYe1ei1E6GoB7Q6YFvkwhfC+y+CmNkJFqmQtt9l1C/LwFPUTGxkwHr\nAYzhfhTTq8hxYQjZhnLpbWD/FDrvJ0k1U816Cqz78QzuQ7eDBWxWPye6di8D0zU86yvw7plB0m4X\nrZmhGMLjseY0YHSMR7nhJfDXoC07g5aGUmJfqMH/mIpi8dN5+SGEfSZ0OZ+WzFSsc+5DiYxCdu2F\nknIpos8M1Oey0Af/DZm4FvFEZ8hdBG9+hO3Ftxg78nOk0t7m2S+8VAftxdd4NStNZRgb24gtXUF8\nz08IPrAKYkNg211g0+GqmyH2AjCntrcE0Suh+UYwfvLtj3E/a+4NMOJiCEuBffPBaIfo/63X2P8p\ndJAo2EGyEfBvcZWCNfHY0r7+LFx5KxiPNltXFDAZ0EcNQ4vcgRo+CFoOQ/F+eOMK8DShXhyJtA9D\nyXkHXyc39on9MSYW4HV3JnhITxRLJHywEM69BoZkwboHIPcmSJ4Fwfsxxg5iiBhPXzGcpuQ6gr/u\nRqIpm6DiOjwhoXgtoRjr6lny6Zl0aami2+pNaKERiL0r0W/PxHv/yeinZuE3ViBfEdTmZxFhbqRp\nso3w/GSU7JU0ylxMyTb0rruRIfNR9r+B4lZRgqrgyBr0rFxEqYq44QWwvgNjB9G85WOsqWkYty1H\nXf8x8TGdYcoEJhhC8V3xJLUXeTnQYwUDll+JGpqML/I0jD0nQ+xQUI9WZQgBahyYJ4HrXbBd+Mvn\n3miDuefDNbvhg9PBZIfoQFVFh9NBomAHyUbAMdH19mBa9CZY4iH18p9P17IPgnu0/73+aziSDY+8\nBSYzfPIKTEhHCz6CYuoCZiPIvpDYG275BBaejDn3G/DtQvgcGIwtwEGMBhdGWYes8CM9HsQYG3Su\nA98BGJIKW9Oh66VwZAnsfhZMIZiHPU60NQGpGhl5aA3sdCCq/dCzEveIEE4VKdQHbadiWDAGowlr\n90T0Ejext38BY3sRdZqH0obzKTgYxaSTJmBseRlvehPmqD3E6RUo6Sb8OFG/EajuNvT+IWiRCmq0\nC7fbjeXsWNSFN7PHcgZbBhSRsmcTk1+qwhddCA4TxnM+gaRuUDgSQ0U1UbtiiDUdRhzy4p96F3UL\nvyA2NQH2vwZIiB0AcVlgFqB0Ae/zYJ6CV7VhIvin16FTT6jdDkHREN4ZguN+sFgikeiIwBAx/10d\npK9QIBj/L/nqY+g7CmKmwNohYI6EmGmgqkgkAkGQUgNFMyHxWgi7DNwuOJgLVw2D65+DHevh0nT0\nNVsxeVPAuRvCRrVv35GCPHcn3u2PIzfsRKytRBqdKJ3TUKKHoPQ9jOL2QMwImLcKrrsBjtwCnT+C\n1kWQtwkG3wi1b4KmI00SzfcqspeO4Q0FVtfBBXFo/Xqj7ygkrPsIwrrfCWFt6AYbew+8Tk3zFxya\nEk/nvGJM860k759PorMVWlZgGjkash7DE11Eg5xPZHMyWuuT+AYq2LY0oOrvwvOXEjWtieb6FKyh\nidRclUNI0jpG25LICNtKuWMk+XoPek/Vka5Z+HMl/mIn4XYdUVBBddLzxOb6aGt+BvtJk8ARBRFn\nt3eUOfQXqDsC9ihwngLSi+x8HnsTTmOAciNIPyDaewJKCVWbYdgdsOtTSEqGqFgkkgI2U8BeKkY0\ncJBabJhIIrS93jrg99dBomDglvy/xGKD6yeDSIOuj0HNetjyBS21z7Yv19wMD3oB/ClQfSPU3Al3\nPQrjpkFrI7z4ENxwP7rBhL9bEiK/AJzZ6FVWfE89hnfWOfiuvQz2NSGn9cH05VZMC9fDgyMwhDSj\nVJsgdggseQWyt8Ohm6HzO2BwwMBZkLMUmTsOWX4nmn0lmvdWXPIdRMZs6GKH+xTEmIuoGDoLf68J\nsO4DkBKfIRtJKZ3WNNMlKI605mz0jCA481I44y7W97gBLl0PWY8hkZSyghIRhQydijVhK1bTa9Ba\nAO9MQJ48nNBmJ5tdoXzcfTRHCqYSs/N8zHTC2WSkukcF9c2RtPlOhfRozF0aCQkXKDM0FJ8kdLeD\ntuAg3PnlBI0dAXjBNRdanwCLhINBUDkU+j4EjW00Nx8mYt3f8e8cDb4iyLsS3CWQvxQ6jYJBs2D3\nPKAMdj5HMQf5is1sQLI9Pol32YV+9Eb6b/lxj8SA/5z5GKefIYR4UwhRJYTY+715DwghSoUQO49O\nU44lGx3knhBwTFKyoL4Kdq2EvLXQshN/1CpaYqsJtlwCZcWwVUJOBJz+JHhXQLIFvmqGSx6D1x4A\nkxevQYO+58KcO6GbE+T7qBNmIm6+A6GqaBzGy9tHA0Q3dFMReIPbg645GZxe6B4O64uRq2aAbkD6\nSyC4GlpDEGl/QQTdhKdkDEH1NhTTBvThvaByK6LiXcrG3EH0iKvh2Usp3fMq8X1mUO/pTbMU1E+6\nh36541D2vUfd4bW4zGGYkmLg6DCaq/iEPXIXU4u6YExt/4Yo1p4wMRsSH6a2aRxLYxzUJ0XS4yWV\nPe+WsPO0ePrnrCNn22m0FLUxdO8K9rwvaPaEEx2VSWbNN1gzDIhWjfIiFxZrMNFdgxG1n0KohNgr\nwDqivYrIfzsc+gS++Tucvooa+Tlh9bfSdJ8Zx213o5iqYWdvKBkCU19BO/ASBcPPJKz8r0QsKOTj\nSWvoG3QS04nhs9XLuG7iJJR/NxCv+Qj6ToTQwED9v4nji4JzgBeAd380/xkp5TO/XzYCfl9JGfDC\nclj5GbS6kOZUcO3BsRxQpoMjGrOnBblkHhTXg60ZJp4CNcmIebvhmfnwj1tw3+EiZN1hqG8BLCj9\nn/xBqwCFOHRfEUg3Ys5UdMdKKhZBXKgEjwtCI+DUOyClJ0IWosc3Irwgaj4F6xRkXRl6YSrWxlqE\nLRWMyaDtBauEljYG7NmEod/1oDUQ8uWDlAR3IfwDL7FGN7Zdu2nuewlhXRZhU3Joan6Zznkr0BZM\n5XCcDUfmOEY3lpDxxT648bvxNTRzKnU7yqgpeJ9uo3txKL6RLn0NGHzNWOJ3k2zLJ39wVypvHsie\najfZhWOoN47nzE5lxB16G6VtOU5HHG2VDvLGOZi2eC08shpSe8PDA9sDMcCwh8HbBHtehZ6Xo0RZ\nEMF/xXH/GmouryBqzlX4uJm2+nzMW/vg2WEnOC8OQ3QTarXOnbUjIKi9e39kjfguEHvb2pu+NedD\nSPovl4HNC+Gt2+Hd0t+2bP2ZHUcUlFJuONrh7cf+7TqnQDDuyMq2Q8LA7z6rKnTtj/bKg6hRVTDu\nMLotCEteBNKTit57PZb0WuRQFWpWIDwSuV8i9F0w9a+Q0hU5chzmBc+iVG2GRAO0jfxh8yzNg6hY\ngal0NTR1gbg2VJFEW7Af7n4Z9q0BmxWGTITQFGBIe11X0xZchWswDOqLJ64Fg/dmDPZbQahIvLgX\nf4niE1j8dgy5X0NGMRg0guqqWNm2gaF704lOacK45mucq9eiq32wJvejpU8DlroaVlx4ORPmvYq6\n9XP8UcnQUA+uOrBGULtpEzmPPUbGtdfRvfcbZKo5rHPVMLbzQUSxB0JdaInj+Tj2Vj7oGo7x8VVM\nvLA/Vkc8vPw0jDgCH9kwtJiI0CWxDxWjPPI6PPMoFB6GRa/CyJEQ2x+MVhj6EJSuBWcNDRSSaJqF\nsnMj9hvSqLztbuTUKUTELcDc4CGooYHm8UOxemLAuQ5Con/+Wm9/FgbeDAeeA0dP6HLFT5vNaRos\nfx26DvtNi9mf3on5Ae86IcQFwDfArVLKpn+1QqDOuCM7MB9WPfCD+kEpJWWHmqAkAlfMdIRfIKIL\nEaXzUPK91CzphvCNQaT8DXH6FpTzdiAcQ6HfPnA14B+WhNHqhKY0mJYIfS8BZxkUvAGbz4etF0P5\nFxgbHDBqA0QpKFXF6MZqcH4Mte+AJRuyn4BdD8OBF+HA2/gvP4eqtnq8oflgDscSfAd+3U0ea1nl\neYzC1HQMtuk0xBjZPSKeovwzkWoDTj0dQ1MUpqlXozx5AHndP5C3jCHvmk54Du6krMFHyJFmJr//\nHobkidSfezP+aW+DJtH2n0LRc0Oh5hqGv2whos8XbLar+OQ+Rh2sgfBJEDoT3vKSvT6c06wGgkQE\nJr8Va/xwyN8PuzbAkh1giqcuKgUZnoJ9UC+ICIGps8DYAE1PwJ67oX4d6F6wx8GE2bDyanz+IkxN\nt8KhZZiHjOZI/0HErNuIKWoKYoUZmRSHMrwYYQuGMCf+bZfhz33xp9f64AIoWApJ02DzVVC5+qdp\nPG1gssCtP/6PGDiSD1W/Mu5zwC/77cfQfAlIk1L2oX0cnmOqrggE444sfRKsfRiKvns9kdbURMWy\n9fgK8mht3YVhfhRkT4LuLvRwnV1jJpB92ljExBvBrEBMd7CPBv8p6Buy8K5+BdWeBUUt7a0C1t0I\nOU+ALREGvYF/2Nu4Q5OR0tdeRzwgB2E/E2GyQJQBOtdDgQp5CXh2tJBXXsJXFcvYfHUawX3HIlsd\nmLkBiaT+4FPsYgGm0u1k7N+P6HIhqtuNweWhJiuV3AsnI911BG1eTNh554EQmIynYmnsQqurCnfN\nGrqVlFMfk4gY/hDOMdfQGFuOwd4F7A4I2U7MsJ0E96+hqKiEnAd30+uWNZjzW1C2OdEP74WUQrS0\naJpM5Zy/7Blorm8PaABNle0/um3ygDEUWZSL7WATIdMmtC9zb4BZfaGlGhlugJYtgAL+PLDcjFSr\niN29EewPgjIUg306yjn9wVtA/bkLYMKF+IPctJhDUKs+hd46asSpyC0vIp+9GkXztefD2wbN5VCV\nDXFjYdjrUPwzQ7csegGmXv9d/v+prRWuOQ2sthNRCv/4fuNgLKWsOTqQEcDrwMBfS/9PgWDckSUN\ngxkfQOHKb2fpbjchY8fQlqRiX2KketpEdlw0nm+6DCfP7KCvYx7ds9+DpzPaB6ipyYbEJMizoVdJ\njD1BlLTBSf8HS+Kgpg/kBKMZMtmtLuMDrmCLYxO1CT2pMpbjM9oRvnqEIRVqD0KbA0IHgK+J2t3L\nONyUTfawGOqCk9iV3IX14Ra+5DM+8t/Jitj9KLIHtdLGoglj2C5vxpRXQ7eVh+j7mpeUlYKqiaGI\n6Y3ULD0X/cnzcP5jMpYXn6T3Ux9hq3LROmYmhRmDoK0Gf30uphXroboUhk1DcaVgTdyB+cAQtJg6\n3rzrfCrGxKNHJCEdzXhlKR7TFpbP7sWRW2JwD81B/uWU9mC27CmObJvNl/dfQcutN+OqOExpbBTe\nlevRXX6Yfy+MvhrcKvqsjeQfasRfeD/kToXys0DrjOh0Np3WFYBb0D7kikb/xS/hLDXhalbQel2G\noUBFM2UjazIgNg7R9CRi9FXIbe+RFrEc6akETUBIFuxaiY5EdrkEjMFQ9r2X4rQ1QeFu6Dn6p+Xk\n1bvhyCEIDj3hRfIP6fiDseB7dcRCiNjvLTsD2Hes2QjoqAxm6DUTFl0J1Qdoio7gUOx6tMfGkx9m\nYvAbFdR0gtTaXOzeJjbFOCjMG8rJeRthZRv0qAXtXmjrDuX51I4dTbRuhpY9EJoHxXvg/Nth2QTU\nBU76XHA/GZ4sWHUJIjmEIr2QQtcSejp34WvwUm6/lPjofnDek3D9IBLSx2KcMJ2Exg1kfVaLuvcd\nKruXkd01nkEHQondvhrGT8XzzQZau7kJdzYgkwywFgxTEjEUltLp8yrMe4Pwj85iz1l51JkNDD50\nN8GhVeifLqdF+QwREww738f2UT3Bu4oR/W4GZzlMO4xz+QQaBtv4R+tNXBj5Hv5z7ai7C5CJTZhb\njfijgmlxhpNR2IZ7YDXqSVHY3pwDuQkkT+7Fq8kjuL5rH252JDNh4VzihkRg2vQ8aJWw4z445UO8\nYYXEdDGh+j3s/WwQPe+6BtG6ERo/RMg2WDwSXOHwThzqqmY2PXg6SSVmYmZPQ0k0EbRdojXlIyos\niBYfavJ6vH9LxdTYjEvrA24vyohgjKsVRGstOSHvkdbnSiyrr4GIAWCJgIXPwek/80IA3Q2tc+Fv\nl/961+yAX3YcgwAJIT4ExgARQohi4AFgrBCiD6ADRcCVx7KtQDA+UaQEzQMGy79O+y/oI7qRn3Me\n30T2QRcW+sf0xfF4DtEznyf607thbAmE3sKoI91ZH/wqe2deT88pVsTsB6GmBNwbkVPSMNVaUMzD\nYG0jnJUNd14A1uUwRINVc2CZgaAl70JkNbjL6VZiBLUZzdOCQelNxKED0O0GuP9MiE/H37idIt3L\ngL0T0MZm8M1kHUU7zNiazzE010Mc+IKfQB/dguNRgTgNZJtA2w7SthQp0lCsEntLBWGvLyIiU2PT\n2cNZ2/oJKT36kGpWCKEPrYnrkNmg3zMD/8o2lP3luFbXoC+SmO738I8hjzDStxOzcSImYzoFKSUk\nbXkdo7OMkhQbqeQzILuZhj5x6PoumHkL7HgFsbqShzf9ldi/vM+qrBQG7uyOceBUWPY8pAH1u2HZ\nY3jPSsbW1Eh9bRaNu7fj99owhk8HfzbY9kJjE8gjUOUDF4T58vAO8dLYz4upzIcaZEFE2nBl6qgW\nI5LPQTGSGleI0tod9dEcxKwpaAM+RXeOJMaQwH7LPLL6P4Bt3UWI191QfACujIKsod+17ABwHW6v\ncrr1mJqyBvyc42tNMfNnZs/5nbMR8KuEgLX3QnQv6HH+t+1k/11S18FxJolZjxPtmo/V25mmOA1n\nuQ9SHoUPqiHBCuNvQhkcSvoljyKv2cKWLgZSLowl7q1i+MCH7FSDqVM0HNjf/mU+bIduh8BgA58O\n0T1hXx48mwPNe6F8EXQ6Fb55kKb6eJz59TSX12FfNBNroopPJFIb7abXgX5U6bnsG+6lt7iIaMMF\nEHsfWv5sWt5+lJYr8gi71Yplfyt6ZzO6W8cjQFldgm+mhWBjF6RswaOG45dlmJZIwh/dgsXxDb4s\nM6EvxrHvvFiarHmERd5Pw3mTqOErUi86F+/dvanP7UdP2Zezj+zC3f02DvAWXtdO0ovK8Gy1sGdU\nfyaVrWBd5kBqGxOxdAujp9KNuMZOmPLLMBQ0c80rT+EbGoM7MZqvWzeS+cxeOn1yDVgXQ8J8GovD\nCDal4ZhyLz27Odh88cUMf/YOROX7KM58NKPAlRmEu1sa2uQa0k2HqZfRhBjToIsHp1KOPsSOMa8e\ncbgSJSwMJcaI0VmHTDoTV9ELqPYjaEFdsK7PJbTYSJdyF4b6WehpTkQ0iFE3IC6++mgvv++VpVVz\nYdxUsJ3625TbP6NAd+g/gT6XwevdoekIjLjvX6eXGtR8AWEjwRQBQM3cuYRNGYLP0R9dX4PuasZW\ntwzHjCqoiAFjC6ywQe51ICXRVYcwLjAQHdnKmsmjOXhyPGOq16PtqcJ/4UzYugJn51SaDDYaNQ96\nM1ics7C6ytl910xcxuWIlv2cVLISa+4C8PuRnlA8lcWEFmVS+HgWWc8t49Ckrqi9r8X22ieU9U1g\nrP8pDMQhcdJc9yy2ktmYT9OxD+uKnwq8mhdvbRdkTTn+TtFYm8GoluCPSqR5ownFuY+a3RrWmyOx\nP/4Cppo8wra+AVFtWLaG0xrhw3zkbRzx09DNjRSmv0fsI1HUvavzf/v/Bj1f5whrKGQDp9T3oDV9\nH807PNj4HvKBAAAgAElEQVTMmRTU1WNLj0dxqkRaatlmD6Ji9On4+usQn4mjtpUBez+ib5lKy+gZ\nVC25hHXnPsOEz6FyXzXvDZzEbdrrxO+8irC4+8i88QqKcmdiPqcZY4kD1d4D624vjug3UNs8oDUS\nWrUWNbg3YuWXKLm5GPxORLoZ/0k9cSaNxc6dbP7iYQbWP4b3ah+k7iZ41UDUr/Yjkyuw9XPjSg7C\nExVJ0L4GfKNrMBz+PwhKxh8VhsY+DEzCuOQNxFPr/uObfQAdJgp2kGz8QUVkwYzPYc+bUHcQIjJ/\nPb1QQbHA2nhIugYyn6H288+RukZMj8uQllm0+W/DYnXSnGfHsWUPwhQM929p39f2r1EWfYy3Wcdo\nzqfb9l6U+I/g9lZgphXz1wtwVpWw7OqTSViXR2tkPL1W5mIK6YV2098ZL4IxYUbW3YJMEpCxFl7p\nRNiwDCLqhmB68Q3Sm3dR1287nuhgMo7EY29KZMC9C+FuO0yejV6+heDF94Fboo64HWX81ehvjcI0\neTDms7ohv5pLTV0Xat/6mug9rZQ4CgkZaiYsUcc8uDsF6R7SBs9i3RmnktTqRDTXMbBkJVqsgks+\nRWXiGoz0AT2O3NA4+uZvQjSfD6YI3DSQzlT0kB0YxEh8xs30U0YT3BrFzujDRNQV4DDaGFzuQCx5\nD2QE8rxUnkgMpbM00RjloCVoHSFxdYz+9DzeGHwpJ/kWUGGO4/GEB3AkCE6pmU1KUB62FgOmfDeO\nz0BJsELZYTjwElxxO3w9G+OWOcgUED0VVJvOoQETCG0tJrwihzZbG+4YQUi/XJrz/Zi3+ggiHjXt\nUvyPXYQWlI3IW4S5Ihdtcwt4VUwr34ZwI3rrGJQwP2pBLnQLgUgz2H+uz0HAMesgUbCDZOMPLGMq\nJI6AxRfChGfB0fnX00dOgfSHwXkImXMnzds2YggNJcZdheg+jaDQwWDsTtApj+Ns7ozNeibig/Ew\ndAye7N4Ul0Rh3LabsGnx2Bu+oTSqK+WPjyYut4zuhWbUzj7G7FhLeL8HkV9tRmhNMHwMiCgAZOUS\nNP/7yD4Xo+5eAQZQYy8npdsW5HPXonS3YGx0EZd/GJk3G3HlHPjkE+g8APJOpbXegjLUjC3fgBqW\nhFx4K+5BPTHt74Nc9xTV60005C7HnOJH8ZpJmXkR8sIKuH8pilaNITwV5YFUklNs6AVm1DG3sXpn\nNmOCViIdHtzGQqJ5laKcVaQHV2C0euGTT2jOOBM9UaOvfimNvEOQNpQkxUZR/RyMY65luLgVLgmh\n8ZnOiFWPQ4YC6iEonsOZ71bSeHECSQPubB8Nr1ssDGrlzs+mszAuApsmGFq/gbElJdQlXsbSmF5E\nKH9n7PwltJ2hYm/4GhGjQ+YYePgqZEQDcoqK6KehH06gxe0iM/MBxOcT8UYMQ1H34G+ag6XNgWt+\nPNooSdDmYii8Fu/YB7BFPgi9HkSPexqZfA/Vhhiim/qjeupQ002oebnQJGHR5zDhnBNdgv/4Okg1\nReB/mxNJSpg/B155FPZI+OhMOLL9p6+d/6e2epA6pNwB3d+EsAH0uruW+MyvoGwH1B9GuHMQOUsR\nlf3wutLxJX2Fds5DuBt0DPseofT2i4nbsYvge94lNKyIgeENiPJIvA4zxfZYrAY74VYbfPkOYujp\nkBECB7/3UpaoEWjdB6GoE8DdBKYoKKlFbapCNNUiLF0I6hJCZOQRyk9upHH1VZAZCQd1ODiFkL05\n2HKCUY2tsHYdutFKk5oKjkREiIGYfpKs+5ykPgKG2zMQ+z5ErdbhdIke3IIh3gHmNJKDU1C8Lug8\nhUpbTxqmx2EqdpP0ZV+kptJr8dvY1GD85ghaEhMpLHuFloO72LtsEq7i/RA7DKXTBFK2zaPG+xRO\niiC1B8LlRD/pBshLhZ7b0ZoGEe5rwtB9Gjj6g8cJq28ERcWQ0sjpBxdw0/yn8MgEYvvPpbs5nIs2\nXc/UVYVojRGowo8z0cyRuCQKau5j36xSXGdno7WAqL+fQyOnU3+SDW3zSbSMNuNN8xG+Jo3wDelE\nucsJqS/DaO1BXZidvQN7c8TzDMUHzsWjN6AcCsXY0odIfw0HO9fh2dUfGf4ODLocLjgJMtpg4C3w\n9Ts/6hgEK+uh9zYYvgNW1J/YYv4/77fv9PEfCQTjE0kImDCd2uKD8NUaWLgXOe9ctMaf9sCSDdV4\nFr8C9RdA8/1I7zfIuKk0Nl2PKb4Jgtqg92lQNQiqMzCeugKTko0h6i2UjVeiha1Bho4mqu0gxl1P\nUpVYRXnfUUQ791HZuyuj8w/SIyIapftT8GYOZCmQugbGfQjK99r2KG6ESMagTEKmj0T2uh7OuB4e\n+BhufBpRl4/SfBGG0mAyfBdSPaSGunPs6HF5yKgQRFAMakgseqWCrC1ATTmF+akDaC6fj7OrCecU\nAck9wWJB5OSiJOqwbDmyZRjOCDOOZW1QZsOQPAXpF+jOZpL7f4FqbqMsvBPKgpfw3RtD3pQq/HVl\n6FEeDszsg9PdTKW9ivK+dpqjp6CnnYKWnIa3NIn04kas1Ucg3Igh42I0fT9U1EFLFf6tixGXvIBq\nPzrWcFhnXHW7qZ87FG9bLoYYH/ZUhVPWrITCtdDcAGpX5O4CVHMj2y1jmFt9Mo759VR2DSMxpAy1\nMQhjrweQS+qIefJLkpzVuCenogTpqHYT3mnJaKMcOJUI5F1+LEO/wjqhgcTMYhJ6HMaaupHW3d2p\nCrqXspRu6J2/JsW9kzbxCf6tW8FxL2zqDpUpcEVPCImgTRcsroXrcjXO3tHGqrVLyWrO462gPUx0\nBEZ4+1WWY5xOsEA1xQnmDAnizafv5s6CR2HrV2iNL+HPvxXDwQo454Fv33S4r2ExYfsXkDT9U6gZ\nAv58GoK3YuzTH6fhQ0wNd8PaCdAQCWf+DXw6tRuSCBp6CyGiE5aKVqpuzqa4dhiuiHQyl83F7ktB\nROQz8puF5E7qTkbQA2i3no35wSXQfwp4NkDjFTDo6vbHKSHw64tQ1dPQa2oQfj+urouwyusR2+bC\nvGugUUEkD4AIE2ofKxnJGyno9BjO+jrC8x7BMjAc0ZaM2JiD3qMFNeZhvP4z2fV/LlIiLBhcOq32\nwSCGooTvwGDKQt30BYb129FcNiI3z4dWM1jKELGd0G4fhKNbTwyz/HR2DYaBOVjqmuj6zkYYKtBq\nYxBtGkP3RZGdmk5yeDXB1gdQMOCM9yAax6AcPAJB0+GqpRgsLfgbn8eYMRRevxpDbjXMCsaAG4Aq\nnLzXfxwT9y8lM3km/tqlhNha2TDxHqa9OoOijCzCc2vQw00UDoknvWA7I8pr0E620NPXhrO7it29\nCLLfQuu3mFDZjP5ZBPbXQ2DWhZDjhBYfdJ7Ozi0H6HSuhogOQ9Z/RvhBH6a+D2KwTKQtZQOGg6uJ\njZ6NASta5MuIkRfgfvVKjOpdyDmP0BIXTnFsL/5aFoG1bB1jnQe4151DrL8NCjcge5+C6HpZoP3x\nv9JBqikCwfgEe5cDVCguyBiCTO+CzzcXURcPC1+Ds9+D6VfS+H+XsyL5AOdhgBodYjYhvHuxte1B\nG7IAd34XmuwOQsV1EP08LLwE/9ehEOQkbKsRtbiG/Mx0bHs1uudtoVPOGuh/FgycAMs2klnZiFsv\npSZ5JGqvRsKL30ft+h4YT4eoOYjGR6BhPZj6oJlXYVLfxv3kPVD1Dfr15bQa+xKUm4HSeRI0lYC+\nDVIvgcbFiOYYOnW+kPyF4/AnxZMigpG2nmiTq3AObiR4UwuDVq3l4OlTGHnoAbSQCzB2ugoZlIm+\n+zL0+HTYng7FtegjdOqn6ujxVhRzOMaNzYiMCUSXL0E0gNuUixYLFsUJcRL2C3RTAwneVqp7m4jY\n/Clt5wTTyD8A0ON3EL6mAT20miDzDHD/DYP7QZz+bBh7B/TIQTxYgn5kJ2paXySSA9QxKe1auibc\niFzaF3+KD4du4kh0LPKsxcQvvw9joQvpbKHvwmpEtBHfOAOG4fn4Q24kPO8KDIoBXDtRZRW0JKCe\nNAV2qrArGxISYMtn4AinJWoAvWLPp4QV7MlcQ+JDu/Gn9SE8rB/hW5ZBt3uhuRQqV6FGDcPQbRe0\nTEG6iiiJCGXpmXPo3X8IH4QZMLTkgbE/PH4rdO4Jj7yEMJigMVBH8S91kCjYQbLxxyRp//dwEO29\nI4UwIUQq5thn4DYnzLsItm2kbccnhN03EVN0OiQc/YHP0BmTqRtlHw7DMXYJTRGNFE65iT7NS/AX\nPI365ecE3XgWGIchYv9BxkcSZl5GWf0nuJL7g1iPtvwLpNGFvVEDkwvbrnpK46x4svaSoOkIrCBM\nyPBnEA33IGvPRcSMQzGasf39Kcidj7fyFnxV9TizdWwpX0OoQKwORaaZEUs/R4wLxrjtVeKfLeXw\nrXaqvzxChG8dhjArpiqJzI1k9Kpsdp05GnHYiLFxK/TegtjyBuq2AtSY/XDLe8gwBxsMd9F1TyGd\nmiQtoZXYuukYo7bjTtVxN2XRkuTF7y0mtsmCSY/HPS6VoI/Xk/DONvRWhdYJfrxuQZx6LYoxhZKo\n6wktyUOkHYHyb2DQPJS9Z6EZ68B1NZp5Ip5uGfhdtagblyOGncxYcfSNz5oT975ILJ8VIgY1Ip0b\n4NPdGNwF6CNiUTU3IsiLLoyoMYmIgw8SZktHaaxEvj8eGlpxntmboNM2QdVCcLwHSj/YsgLOewGi\noxh68FnwnkFr/av0LWmlpm8CGU9cAF1HwsF1UP4l1G6CoDgI7YXREIIa6YONz5E8rDtXDUmH4KNf\n4fK1sHIuzF8DG8rBYIJ1X0JtJZxx8Q8Lpq8SjLEEHNVBomCgzvgEErqk0VfPOSsehC/GIw+9CSgI\nEQNhqTDpeUiB1htuZeTSeiL2HPrB+qohk0Z9Eq27onGk1OL2fojetB+1uRBxspHIQ19g2PwwepUK\nZxZB3zvxdLLD8ApqB3t577qx5KYnUBRtpM1to8UdSWJeOsqGkzgYehJ19plI06ntveodj6DFPozq\niQatAdnwEeWex1G3VGCNnIvhqgLEOA+i2QumRrQ1H+NzSWTdJ+iJO1AcIaiuOJaffBKuYCtceg9q\n91tB+KFbKpkunYN9/g4lCfDWE9C0F15+Ey4YAl36IEKjidlbgT1tMIbqWqL3dCVoZ2dM8QtoIpnw\nzcPoVHkdac/FEpQ4G4NWj/LMZmS2Ab85GJFVh6WsleA3S1EOH0Zu/4CQeWsRhbtheQPkV8OB9Yia\n07B6NWg5jP/VZRiKXkPT9mFoLIe/ngF1RdDWBrOfwpQfijD2QfZUkf0UvDdaUbIGYKg0I9Lvxh9y\nDlrUIMTkb2jpa6ctqRTNshDOcOOeZsfcIuHhFOS7VyKjLbD/I7BqMPISMCYRXXsA/Q07SRuPUBHd\nj7I+3dkyMhPqDbCvEeLS4Kx3oN+F0Lgc4uPxFUej9XwILlkNwd8FVFmwC6kuh9dmQ1h4+yhud8wE\nx48GoNedUH4Mbd7/TNRjnE6wDnJP+AOQElpzwBwFpiikx4N764eYRvVEHTEb1l2B1vYpam4t6E9D\n2gxI6gP2SDo9dxOGx/OQR25BFuSjdG4fXLzW9xqhE/diyW7BssxOn9Pm4/QVEhzeHd/GEpzTHibP\n+SmqYsRsFfh9V+If1YrP5SRI9zGtdTimHhOJuOUq9O6t7MzqwaCt64ms20t8/U4qwrewn2uJKs4i\n9uNKlLAyhKENLeEGtPh5BK0XqD0uAVcMalkbUgWlVYf+yShdRqHX7MUXUYjBcQPqyEa6nXI1G7Jf\nJr9mFH1TbsIIcM9fwOtlkFbP4rZVZPXLBKcFjqyBN4fCqQ+3n7/sl+i0s4qEPjYUW38UZ3foFIlc\nPIDQrhbEZX+Fa8ch/aVo69/Db7Jgm96K+DIM6QzGV22AVB1jsxvenoIWrCIHjIOifTB5AFz0Jay/\nEcQpmNVbQILf2oj13r+T13MtqjTQqcoF90+DAV0hogUmqWgxDqRJJaqhkZaFpVi+2QTTp6GPuwFt\nYTe8w2bg52o0Uz42/wSUuAz8tgW0ZNQR4e8EU69HmhLw172MKfpsMBbDlkmgBlHapR+Z7jTUg8tI\n3/UOC8dPJ7yrg+LSrSSbgqAhHVLOgc5miBoIC57ENMWOVrUW/FeDvwZqX0NGno2+6w3U1LGQ0af9\nfHo90LkbxP+oDbJzN9R9AAlPgiHs9/p2dGwdJAp2kGz8Eeiw5zJInAyxF6JvLaT8xUfpPWgRWCNh\n0jw0/60Y1RvbRx3Lfh5ai/F0TSEvaTKZswag11ThTKjEuD+BhokZSG8hEV+CUudHjLgB0zufoWRt\noS35AF67hcLW9/DFZhFhGkfihgUYu/UmZ3sFmd0j4dBicD0NGV2gV0+U0v2kRNdS/cARuOE6IqvK\niN1jJ2TRN2i+eWhBAnWPE/eUAZjq9mMMdqGGCVj/JvqOzzB4G/DHGPBH2VGVRjxddqMk1qBG/gXF\ndC6y4a8Iu52zQsbz1vUR9C7cgZLWv/3UmExEEEujNRb9/15EObgKdoRC+VzY8Ddo3Q5f55BsCAdn\nPqLHzfDRHdDjNvR6HxEFTehvjcA5fhe2D3w0de1HxfDx9FjwETLxCP6+MZSMcZEU/hn6369Fse9D\nGd6KRRZCVwekOkBrAnsyflsDhv0uUAzIulqUQdOwU4WFMOQlM5B9V6EsegPtmjG4TfegViVirv4/\n4sp2UWGqIVLRaBlqx2uYiOmUqdjM12Foa0XHg1L3ObRtQReSoMQPUJVh8MQ1iLZS9Jk7Ydg1sPc6\ncIVC9kHSG6tp6VGPz+imqkcUy+RkXjj4BkUDYvE7skgrOQz5z0CnG2Huh3DWi5DaG/+NUzB8PAHi\napFxYVD7EEqIDzwV8PFoGPYQ7AVuehQye/20qNp6g786EIz/qYNEwQ6Sjf9xLfMh6FRo2AymZpBe\nlOSzcGwqI3rWtciPViAUBakdQjF2gthOEDscpE7Orr9j+HoLuBuQM1KoOrMU34FKtIIj6G1Oav+f\nvfeOrqO6+v4/Z+b2ot57saxiWS6yZRsbGzcMGGyabTqmV4feIUCAUENLgIBDx4BxB2xcsI17k9yt\nYjWrd+leXd1+Z+b3h3gSnrx58xR4A8kvn7W0lmbmzD1bS2d/75k9Z+8zNRdnSgzG1nUYL5HAP56B\nLAVlqI7kkz1kLN+KYfRUcJuheQvupmgIlEG3DQLjoC8a1Ga4ewoRu/eyc+Aw4yUd2h03IeuN2BY9\njhb/EYFv65EyJ+G/dCht3e+Q+PtsRFIdylAT+qU9qLMk5DVGvO+lord9hGXpLTDqdig9Ds7r0Oqc\niKMriJ5yPeO3lfKdupNpFKOisJsdjGcSeSRQSQcFx9dAyTzwjQKTE06+CO5i8O2DHQpq3TqEbEZd\ndyXBs33I7RJqdBfWr/z4SpKwlL9O1tm/wTU1iJxvRefYRVA6C33LW4hFX8D9OQTnxGLc0gazbZB7\nHlS9CW0b2RVtZYqzDDU0FhFWCEB8MI9wOY1q5x1kj3gOzWxDvHoTpvtWQGwnQctTxA+Yac5JJWfK\nTKy2q7G98STSWdMgsAjc+5AS7oTY60BxoIt/A6MTKHsS9LsRzkpERxSazUxwZimdbMQ5bhfKqiPk\nnPcOknMdbnk9joqhxESMJ9pZyZGhMlWeI+SWLoVle2HShbD+WUTBdIRyDG1tH6IkHVHagRofjsjz\n4B3yMuamlZB+Hrx7Lyy8+/8cq7bTwJgFpqH/WB/5JfMjqrb9lPw7ZvxT4PgTOD+CtBvAED8Yl0vN\nZ9eiORhUC4RCqKHt6Dztf75FObQf78JzqDd30D7zBt5bvp8DCZOQq41ERfiR1pjYkP4syyJvZ3XX\n6dyZ8jRrwxfh6Ushc3czOd+eIulYL/pZfVB3F+xZBUfWM7RuI8SnwJyP4PRr4PB3oI2Cd43oypxM\nvfk2tLYamqp6qK8rx/PqJYjG3Rhv+hbtppdoVbZhC7MSahyDiBfIBxXUfD2BSVak7Ano4i8jJHYC\nvbD7Kzi2DhJGQH8fYskdiA8u4fQ1n3DC5sWhOZGQSSGVZXxCBib2a/WDdZHr/ggpswf3k/sqE00+\nhOZU4HMJdUgIdcyv8PXo8I7Uo+hl1ImRBAplZNGB/5pM9KVd2NaPQhm5EskRInfrakTtStjyBMFc\nM/5+P6J4LIT6Yev9gzs067IZ9kk15IZwb/CgdnWi7V5DYlWIAamBBns18tYJiAQj0k1fID+/GGXt\nF0h7isj2NlAS4cOsykhfTKEvo5Qq3wu02xNoSp3PkUQDZYYllMV2ciqwHg4uAb0FhEQoLA9pRQ8D\ney6lf/H5WP3JFFhfZsj6o5j7ZNTYoxwUi5gSkQKrXkCYfIz8toVgnJETxnSIAO3ol9Bdi+b7HKl3\ngF53Jk252WjeEWgzxxPcdgkVDX8EvRfenwEV2+Cte6Hu2F/GqbcLNs2Blm/h4JODVQX/zS8m6ePf\nM+OfAuNw6H0BspdDzW/BPJQWXYDecyehy48m9MzjiPt7kD0nIcILwgT1T8GsdszdQcaf+iNFL8eg\nz5xE+I4B1HPdxN+VQaFlKgJBT5SHtdojpFlbyIwxE9PQj6HMixZtoHFDBunBZrD7oSmWTn0BYa21\n8O3L4PNAzFj4+E18+WPQ0n2Qr+KLvpLQ6R9imh6G6YMwtP4G2PQMdWdUkeQIoWVOQlUqkFZpCNmL\n50Ud1o9GQqgNw+fVBHLXo2p2JE8nnPcEJI0AsXxQ/Ds6EQwwv0nHstQ13KAMJ8NYRPKXa+k6eAU9\nF51O0GhFP7AWyu6BU3UETtXjnhtBREci4rRU2o9kETFsHfqrL0D57jNcDRFEK01oVSrKXcsIs+cj\nDdOhlT5JR/kzWG0RxLt7EV390P0FnpkWDKUCbVYmYnkt2pnz4MTLDPj8nLpnHjE7P8A8oQItPBLx\n1rVIj66jmz1EiEJCoh1d/wlIuwLOvhDD/tUw/Vx0xw9gctVCtEJfvpWW8BRcIbDs3U+c4SyS/Q4k\nfwBKbiU4NBnXrE34tK1YMwUN0ZGkfyAhndtB2PHrkV58AvW8m1ENMt4VM3DdAnvbb+bi2E1gz4EI\nG5x1C4Wf3kJVtpGD8fWEpcSS3dOHaKoi6E2gNi6dsQc2oBWFIzakYBh+AW9tu5h3rk5FnO2F+Osg\nfzwESmHXm+DvBWP0YNF6ewHk3w7yL2RK+HPzC1HBX4gZ/+RE3w9qPxhs1PuMZAbaKaWDMS4ZOT8T\ntewISt9hZOMo0PpASkJubKDpynuZWn8PxrhYrHYfAfd3qLXdBPrNyENXQWIPRvMXnNK2Msa7ljTR\nR8+wG+l3pxIZN8Dq8SVE1jtJP14JWTIkXU1dp54ho+IhkA+SDWKy8eWU4G1sRWccjSWmBeP5V9Mt\nvYGubQK+30+jv+9LbC9sI/5ELfZzLyFQehjZvgWtV8PzlhFLjQnR5YHrLkTQheFID/6z0jElfgWL\nz4HqjZBcBFe9Actfgu5m4t19xJ1qY6t9JafF/RHjebcQ3reZs747SpO/mcy9GsKxHi2yEDlcpqzg\nNOoWplDiLyDzzR2UXrGfCd9WYbbmcaosEoPlGDZrNIYt79OVl4D91Dpkv4OUg0ZaJ8ahBG5EOvIV\nRNfgTzCghauYAtVwTgEdB/YiasOIilHIYBt0jkcdKEcftw0SI0DWoWs8SnHaO5w6w8HvPauZvfFa\nStraCTOVwcFaOHMpJEyAQ6uJ2vV7onbuAWsYtPTBk/fAhtehrxN2voUuLBzj2CKUUYDFR5aznuCE\nIoRyDN07zxA8LRdf6DWCMzXsp5zoWiz0eI2I6C9x3DmXsJZypHgrnJnNkA27OXDZSMLdh2mIjSC8\nYhrfzCth7ppvIO1MtMSDSCuaYdqrzC9KZ6A+ElucC7KOIjQbmE+H4qcHC9TD4IvmtidB7QGif06v\n+eXw76SPfyHkaIh6AHqf4x7lbl53LaaKXs4jBhxtyI88THD3EsgdD1IiVO6A3mbs619GP2Y47IpA\nGGownKzFMyMCx0UziVrzNeL6lTg+GU/YGeeRZomlPXw0EWIGcokbv20Euy19vBS7FCbPhZW7oLKW\n4LQwlK2nkA+dgme+AlmHSQiMHg9axzakmhdw78knWp+PqX0EroRNtIW1EvFgDpmrZ8Jb5ei8HhSn\njP6CELomFZHxARTeB9HVUPYlQgiMXQWw+waIyweLCfpPwNIXIAEYcgTiRjFKRPF4wiyiW5ZRFHkJ\nxqpNZA/LwTRwHP80K13x15G0fzWSS8f0I334bV5qw5pQRhgY+VQB6uaTqJleDE/1o67TUDMVPElO\nKhJcDKvQMDk1zA0OwmZciU4JQOtJSI4icrsbPApqwz4OJuSjH2cg1XgauiMniVhSR2hMGPq6IoS5\nD0aFo5QtJD4qA5EEaRWb+c2Gx/hq1BReO+tcShqLmLVkMYzqg1gftDdB1Ghg32CsUQY+fxjOvBZO\nVA6uwx52JoaEQgx1ZWgNB6F3FYYoP+paPaTpMOytwHgwkaPRkynCSVVrOpd1fcY4azjCvRWtvwJf\nsAq96EeaACWlxzk2ZSzuLANdn7k421FJ+/y72ZZ7BgvbH0QcXg3jCplWfT6B1iCKbhi6P30E+r9R\nlEp1gz4egh3/97ixpsFnT8DRzZBTAlc9++dM0X9JfiEqKP6vRWt+JoQQ2j/Cpk8//ZTLLvtbRfp/\nBO23cmvLQg4OmJk7KcBDlW1Qs5RARBVa1mx0xz9A4g7Ex3cRuPYJQi1/wDL/OGzeTHDZC7Rc7EQ3\n7lGSv96NaCnDv/AaML5EqMVJa0U4Jlc8CcPDUNvz+MSUQV7kZiZExSIlPw1lz0J0PY5nDhPmciB5\n9HD21X82TXO5UHZvRU7sg1gLmiELtaGcpofi6B1qYfR+CdFxEtoNhA56aL4gHsmkkFrajqjRQZwE\nsZEQlgShPDi5DxIzIeUI1Ifj3dCNuTAHFjwA+z8DpQvt7NNpC24l6O8ltcyJVNGOf4gdY+EE1OjR\n9NV+l9oAACAASURBVIVvox8JvWUMSZGPENidi1Hr4ySjOZGfQvHORiIfP4F5noJcrKKFT8H7oQ9P\nSKXzciu563ai6wghSvLA1AT2CZCcTShqC/UFC/DVrSTzYCu2tIcgLh9/UGX5kGWMO1DOkC12qDwK\nl2vsaBtNkbUKe08soVOVGDL9+G1mtAYjzz7yEvqaFi46dIx8YxQETLDsIxhXDJEKeIdARRnc/Bt4\n/9HBDU6fqwQOgn3qYEiq4UE089loX94HXxyDB4MIGyhmgWzQ0eSLJ8JUgK2tnYZcKxm7OiDvLLT2\nFQh3B+xVUYoEh5ImkH00jdpLP+PcTfDZGTBN3wkTcuDq8Wijx6JtfQa/modiuwjdqGL0Y8Ygp6YO\nCmzvHweflrACKnQWQHgEJCR9P0g0KN8BG94BZycMGQuXP/Wfdxb5b/D/xLf+BkIINE37UbneQghN\n+9N/s+31/Oj+/h6/kO+Ef240NAQCou7nIc+j3N17EbfuvIPgE/3Iqg71ygT0riaEQ4d26BPE7Z+i\nmzAPacl++HwJVJURmuYioWsAw6FtiCvfQju6Af2796BcpUdkxhLROxnz6r2o/hpatpzk8Oe/46q2\nQ1CWCsl6kMOhPALbQB9ajoDpp8FZr4Nu8F+sHi7D89ISjDOyMJQ0oJ77FMHXb0GVLeS834avYQBF\nL2Fs8uDLMSF3hBiw2hA1DO4uETJAXyHUHAelChZcC6H3QPLA6Jnohw2DmeOgfwXIk0FNRPz6GpJe\n30+j/FtEQze+zF70I9LRTEfAvYuIxGlEsJ23Y3OZ1XUvWfHDCGwtJTHcSbqIYF9eDOW/PZOJpq2E\n9XnA2oJ/jg77rz0YranobUkwNh3S8qD6T7BvG977rmd/RDkxO5YybOUppBkqrH4GsqZjzBpPUlgY\n4XW54O6kyprCE3G/J7d/OxPKDiFlVaLG+UGNwBgzEgoEQ3p2Me3337Lr/scID08iSRsNX64AUyTU\nfQ2X34j23ReIbx8ERyXaRedD6FuEezuE+qAvCnrDENJjCPkQuMC1OwuLKY9Qw2bqs8exMyKLy5MP\n4a+pIa3QDds0QvJidCENYRuOomujVMkk7atuem5S2LNvCzFqASO//ApP9W6MCRIDFVYsrndR420E\nm7uwuH+Lv2wO+nEjBgdp5xPQ/SzktoOvHDxHYV8PSr8D+aa7YOdS2LMCcifADa+DyQZ6w8/mU/9Q\n/h2m+BdA7QfNh1+tYiCwlBhvG6kNx3hoTTdcEkB+4B3U9x9GfBdEE8sQDOCInUFEQglSSEPap4J5\nGb5xEu3jFuIPDSN33yvw7c0oSgZqSxtdxnOx7KskuvAIwQe9aFsj+eaup7jaNAU5+feIzS/ApqWw\nfjV4otF8Ms452UT3VEHNjZD9CjjrEPt/g5Shp3uel/aRBZj3/QrLxUHC25twjDYQFiljrQ7iud2E\no7iIYydNGOwKuds6kIxeOPdC6CoDY85glTd1G5AMZj2qdBSRuxPaKiD1qcEZs6sPxp0LGz8g7bxc\nGDoGZ4qVaJsCoZNoshGpvRJhzed6Zz0nE87C5S1BiekjaOqCU4mMX7kBx/15bHDMIsvRwlCDDVvE\nEQxv34hh6TY0pxcRlwaVvWgLL6B3pwQr7ma0asBuPwWTngTTkzBxIXRtg34LJauP47Tm8Kviqwl5\nBvjdY5eSGNOJSNWgT4/PDMbkICJzNmTO4bTHz8fc7GK+ORq8PZCUQPCVZ5E+XYySEEJ/4DUaSsLR\nvC4yUq2IjtWoT3yN66IwpLyDWK1LEKsXwgg31E1Fy97H11fP5oJ19dT0z2S3rojZle8hnehG0kv4\n94xAyavCeFSh586hGAYyCA00UlR2AoM8itr2NGq1UxxIvBhjayIiIhrxpzcIz5oLK+cTmpHH089d\nyfMjbsZqXAtuEyH1GWT/UUTi66CLAl08hDpQ91YQqtmM3L8XJi2A+5eBTv/z+tTPwY+oyCaEeBc4\nF+jQNK3or67dA7wIxGia9l8WCfn30rb/Lb6t0F4EXRdicH5N2+7tbKo10tE2i2233cb2kWO4bdYZ\n/O7+ebQXBnAKwUCVnZr+Hu6r2k7nHfPQ5lyFFrMflz5IxpYONmWM5sDFq9AmPYpW+TsGMk2YKmuJ\nOKRDtFdBRhvVnkiaR2cx5ng9YkklVPnQ+ipQrpuP9tR76Fr8qHUh1PAUCO2GlkjYPBPRvBb3eSac\nYXriyjqJKe8lfX0vckgjWuknwjwTvfUK7B9Fk/hqIYWV3cQd6sSfpKANzwVJD+OfB4sV5CNgPQ6W\nZrS4ibQlJxNwJEBdM1R9DCEPiq0L5YFHIX8A7MVQswR/dhYiJhY18yKknJUIcxhE3YDBeSmFrcMI\n+/jXRNa1ErFvKLqectpfMxOmL2PKoa3oI818mRtF9egZOHkb79DD+HJUgvVf4Th9FN/FgjMpRNSZ\nT2Or96LEWSFuPWQPg7Qa+q/bT0/KUF7Lepi7J7/Pjc3reOPTB4kK9UC4AHMsSAFCLTNwx78Ivg9Q\nGxcRvaWBUJgM9Xeg+d5gwDMSZ8KtuCeWog6odH1wgOQzOvG4LTSGElGK30KU3Iu/uAhXhB/1tasg\nsm9wTbVH0FVSzISP9uO5MQEtXiPvwGHqI3KRDPn4r7kEnRZJUJ+O5IDo71wYwxYgZVkwHvES9Bwh\ndeMqLsh/H4MoQPS2Ic7OQVRcDltmQJyCrvEwmYl1VE/YDGkP4G+toqvnXDqj5tIUNRWF0GDMuHw3\ngcgeDo0pJHT/Uph8yf8/hRh+7NK294FZf31SCJECzAQa/rtm/FuM/zcoXRAoh2VF8IoF6akaTD4Z\nffEQll/m5WLdN5zWt5PXd1zOfZ+/SnKqCesDRUgvPkhaXR/PXn8dYftKCZVvoN+QRNRhA6K7gSbN\nw588ZbjLzibUr0M7/WqiN7eA/giUemhvn8iue0Zx6Qv3wbPXIsbOQjyxA01txB2/DSVwMSIPojY1\n47Gmgf562JoEB5yIUwrRLf3oVwsStzmJ6vagjQ0QNOjo1qJp2mOgb28/rq6xqO1fYEpsQecOYgz3\ngrESopaCcxFYd4LSDaHbYHQ9nqFX47JWo014E878Dop+TUjegUedieR5HXKWQfNK6O4iGGsBBaSO\nauh+Gc3wJMRdC/YkePtqqO6Fjz0Yiq7C8sBBUnuvwejSEdnqZtjik5z10E4GdioYum1ImpVgSQ4D\nv7uNgawaJhyrJGvsYsSoefBBDaJHRdu3B6REggk2Zlf2MyfqbsY6TvJ56HkKT62i94JYup69BJGa\nCz4dpORjnXc5rvWVkPsQwrKJsPdDhEZbwetE6TiG4WgzYfuCmE/6MDZKWMfGMPBiIiJjOHGtDbhH\nXwI7ltJrOJtyZxw7bwH3pHA0Tzya0sDukkmk003Y1hH4b1TJNvsZV3MQvF6M9VE4z2nFfYGd5qEZ\nBA60YPzDA4SvdSGHZVI//Twakkdw+m9309x2isC4cPC2Q8RMcNSAtxqtt4N6Zw6XPGwlOP5XnByj\nsi5iDGusx1BRkNGBHAZTvubkHc/j0dtp0Dl/Xn/6ufkRtSk0TdsJ9P2NS68A9/1PzPhJwhRCiLOA\nVxkU93c1TXv+r65fBjzw/aELuEXTtGP8sxKwwnOlcLACZlwA975ACq2o2nvE9+ZQHneEEQ47bTu6\nSbr7M9REFSkQwHb0GLa+LtTTMlB21sPjH2LJtMLpzahuG4mHPiROWPH7ddh8PsKOHYXUQrSWvfiP\nxLJeN5RjSSXMvUCCsEWDpRKbSxFVO5BGFsHIR9mfsYFRsa3o3twJZ3wBpTJEx+C+KpLSYBijHz+I\nGBpNINKHkqJg7AnQkRvF8RuNTMx8hjSRhufwHLQde3C4dSg1Erq5MngFkAq9IWj1Q+AjqDBjjD6d\neEchRufX0PUGWsAH2hZMfVa03CMQaUBYHaDLJK5xJZLPgLCfibb5Ayi4F81iRqx6BoxO6JSgOAtO\nmwaAsDkg4ju+yt+G7v6t5Fe0MK6zDWGaD998ArOehBVvEZkTC3FnQMsnEHShhU6hxXkRXaC8uZWd\n509mmLKKab59zHAegd0DcMZCWi/MIf+d7RCfD1c+Avs+xmR4D9/+KvAoBDYkoZ+YgnFyA3QLdJIC\nsgbWh1DXvU4gqMf627sI3PQ4Wd2lGPHxee9vuaq7jtyVndj6a2iencHx9IlI/Q2EpdsZH3EYYVDR\nfbQe6029xNw4i1BNLbp3DehGpRC16xJO9i3D0Oyn/dok7AfD0J1wYDH30aA6mSxV0pMTjalXofWi\nicg6B0lV56OLWYjIjKZ9w2OctqiNQN1OvtbaSfdFMmWggIQjFdimZf/F4/VGhocXUulQyCaWbkWj\nSdUY5dwPrWshohCiSsCW+TM52T+QnzhYK4SYAzRpmnZM/A9qSf9oM4QQEvAHYDrQChwQQqzRNK3y\nB83qgMmapjm/F+7FwPgf2/fPhsEIz7z3n4p2m0kCoTIk6mbSTt5GKL2T589/jFcSz8envIbcsQ1F\nPoK64zV4/TkGxmZi295A6DY9xq0wcFOA4r4DfJN8DfbSDnSqjHT9OhjohRdmETCNZ/OFFzHMXU1b\nVj3RBguG+q9hz8MQGURfU4uWWE6OaQv6niYCwxJgv4YW1KEFunF9009xpQelHfzzx6PPTqDf/CV2\nXQ+STmK03kddx24OxJeSZowi0S8Tng0+EYVFH0LeFALHfkgpBlcIzGOgfC/BrD6MkcXIOh8MGUZo\neDE9mwW233+DflgbhnvHQsTlYPsGIbWjJj+NXO+Aui6YAOz4HURooAD3DoEFB0E2oWle0NoRxtF4\nzXvQSwZiImsJVnmRlZPIpm44PhvyYsGjh1YTKNvBcxwRNYWQZES0+JHHn8nUdSeZmrca6h0wfAxs\n2QS5NRT+Zi3CHjaYtNK6F04dQHSfBNWD6j+fwJKVGMY30GYpJjpKhdFLCPb00vrGCzSXBYmKsDH0\naCYRN15BcNvHMFxw4dJ3+OaRWcx+8QOSbzaTNHAOQuki+MVJOmb30WV00zbPRuxwMzErmnA9cwDZ\n1o0+Kw3d228gv7eShGVvM3B7PEGPC/uk4wT7rHy5cBq+TRasNQJ9sZ+dWcWM+Ggv3st8NJlaUTPn\n0eL/GmdeBN7wPSQXO5ja8hmOmN+RYpqPLn8vfHUlnPk6BLvBfQrhaSCxvYKqHQuoCMIskw60APSW\ngfFXg0ki/8H3mw/8S/ITirEQwgw8zGCI4s+n/1FmlADVmqY1fG/M58Bc4M9irGna3h+03wsk/wT9\n/nzIf/uZJd5dSKf2PgnH+3DbIpgct43e4E4MShkaNUjnXIVkCSdwbTieQCIRZg3dR61okQLXF/Hs\nPX86wpqNIawQf7+MsbsZDq8npKWi9H/LMPU8Hi3fjS+8kerUuxkWmA8j70SckcuA7mmC1j4OLZxK\nRucpwmPqUVdmc2BWPELTMEQqWHoFuoEhmCNPYk430O83EXVSIbmln87ycqbcv5yvX78Vf5KCIyEa\n2efDdM5CJH4H9rFQPwpc5RAeBVoizHkaR8RrxLWXQOl5aDNX4+l+kY5XnMRmOpCuB5H9LjS2Q8pI\nvNY6LA23Q8UYCD8dOi8Ay3NoDoHITIMxt4D8/duUwHIwXIyKSnTsVnJPWDCbxqGL2IT22QAkxkL6\nAohfBYFCSHsVfH5AQVR+ia55O1LuPDjzGQh7DI6FIO4gnP0+bD0MRhVx+2p4bDos+BACHhgyAjbs\nJGqoHu+DC9Gb2xG1SViz61BampHl5XTv6Wbfi++TecXlZFx5Bf6192OZmY4+OcjANxJhcamM7vHR\nF2/D0ufAWPkE9FuQYjwkVwZJ6Bqga7wBT6wX9+nhZC/bAQEvctYJ1IwJiCevpf7ZUYxu34GnNhtt\nmo7eWQlo8R4WbFsBo3UYei/g8KzJZIeWYP/QxdF5uQQlFwnG45hyBJGqizO85RgsZ+IyDWUdnyOn\n6hhiu4ysqhfRG6PBmgGRo3CHZbOw4GXG6uI539IFgS4wDwPpB2M8FIBjn8Ooq/5fe9bPw0+7miIb\nyACOiMFpcQpQJoQo0TSt8+/d+FPEjJOBph8cN/P3xfZ64JufoN+fDU3TCLS2AqCoLSju/bD/csI3\nzsPhX4aS6kK1D3CuYTpR6vOYG/y43zqX3mv6kN3T0VeHk6QLIc7/CJFsR3JrhExWbjaegc4WQ8AS\ngzpggLsKUPf9EV/Zd1h0bTyy5XXkUBCrP4C1X9ChbQF/H/TXIwI+hGMfFq0bLb8VecDDyZviSIqL\nJyI1mZj9fci9OrxFQ2k1FFBpN9JkyaA+IpsaWwb7LitkybHLyOxvZMK7a5A6NOrTsvEc+hPqYR2u\nwwn4Xv6I4Nf70VprQJLRni5C9XchSxGQdRkd+16j8WYPua8sRIoB0TUZ3GFQvw9SRhL6vIvQp63Q\n/i1i7u2InlWwyw+TQmCtA0cPbHwf3r0fan4Di5ch/fY0xq7YS9uJGo40J0KlDanLS+fcx2DM6xA+\nGVLfA30O2AvBE4Dm3UjqEDBMgHeXQIMRDjdC1gLYfCOh/goWd3s4dGgJWigEycVQtg70x8Gnx25Q\n8B7ow/D2YbSxn5Bo7qOfcA79+nZavl3FGFOQ4TFbMNddjWRsRMl/FlFlRh+y4h5oI1qU4j4niNow\nAI0C7WiIltAQtGAUUl86cR/qiAk0I8eE8GwfRv9IK8GQQFu9l8azLXTFqwTsc3DKJjy6L5HsHoY4\nf4s8OR/M6eA4Qtr+ozj9Tjz0MnPZLub0XUBJZRFFmyBc70Jn3cPJCAljzztM/+I4032zCNltrM8f\nytfD0qnMKMBjCqNBM/OAYxdP22VQfdB2+/85A978OHSc+Bk87R/Ej98DT3z/g6ZpxzVNS9A0LUvT\ntEwG9XDUfyXE8A9e2iaEmApcA0z6R/b7U+M5sAtlzVMY4gNIagBXsQPF3Is163ZiHQbcCe8htyjI\nWVOh/kb8GeMwT78C5ztXECz9FGP7YYh5FPSPwtW3oh10csJYzdTOetIyUqnZ4yW9ug5t9mS61BH4\n975Bakk0IvkOOG0O1FxGeuZ7HNEeIrJvLIaOOoxHT2KJ62R0qoTNG6S/Kwp/ppkY72TyOjUoPB9e\nugNtYwTeFgOWz1dCbQZqqJ2WVgOtkU7Guq8nNqMPubmc8AEj+WU1aEUyDS0pmM87RuTGDLybK7EW\n2ZEmXY8/TsN4qgd14G7qFrsRYSrDbj0NqfdF2GmAvbsgOgP3mES0LWuwth1HN0SCLB0490DsfERO\nDZoygGYRiM2fQ1kj2hQ99KVAWwcUprMxeCsjLx2Ny3mMropSYlPq2THWziRaiYfB4kwA7Xvg0Muw\ntgU6m6D3UYj2QIEeLcWGqFbArCH7nMwOa2bvh5sZqQeUdqg8DDFGOP9xgh+/gRzeidPWQZj9MNoJ\niZZqjeQzU4grqCZ0dgyBxmGo8+6C9Vvpffkloi3hyNN60df1o8kycTs0DMeDqNeY8bntJHQ3ovUN\nQGQPitBh3x8kGN2Dc1EYxrRC1LZj6AucRHsOYVBGEazpp2Z8PpHqJ9CTz3D5V5Bjgonb4KubGdm1\nh/jGRuxWN1qgCD66DNHdgCnnLDT6UEUOWScO4xjWQtO0ifi1hdgHNKa9ZcE9Np+uaXn8XmymZJaC\n3HuEsOz5gyLs3gGOTyHyCjTlFHgUxPEvYPS1f9sZNAV6D0B4Eegs/xD/+8n5ETNjIcSnwBlAtBCi\nEXhc07T3f9BE478ZpvjRGXhCiPHAE5qmnfX98YOA9jde4hUBK4CzNE2r/Tufp1144YV/Ps7Pz6eg\noOBH2fi32LVrFxMnTvxf3Ru5fDn2mhMYFk7EHHSQWH8Y/0wNxSpj9vRjdTiRWwSSKgiEzOgNHoKK\nFUdcIta2ZsLDnTgOpqDcb0AeCLKzcgHHimIYJnYQaovFcrCdvK1N7Lr5foa8/xwxNQNkKm1UzZxF\n/8hkcpO/obM5D4u/mZ6pMpnLeyDFh3dEGO40DxYBnpfS0U/opEUaRUJ3N3sibmX4kWUk9R5G2tFH\n6dWLKBy1glhjJZ7OSKozUhnoT6Sg+iRKv5GDxZMZH/qCsD390C5wnBtGV0w+jn1pjGj6iqb9eXT+\nZgiJh4+RFFuBXKIirdXjjwvDsMNNT9MQXHFxWKjAH9uNftQwUrMOo/kFAbeJlY7FZHdspSmqhKHS\negr7V1Onm4IrIp6C9K9QvTqkhhC6bj89His6IjBH9KD0Qs2oLHYPuRRfeIg5zg2UHr2R6GAtQ70b\nqHdNorjlYzSXhsXTi2I0oAv48URE4fVFogZkIvqa8RaYaDPkk9N8gMOXLiD6VAWppUepu2IC9t/U\n4uvpZ+DFNFasz+TOuZuwJ/tRDhip5QxswU6Cu/qJuMhD8Lgef1I/CdtdSF0q8jkh1IMg60EdgOBC\nAy/mLuKcLzYzsu4IoQEjSsiAP8GCPN5Jb0oCptUDdJ0WhTUUIqXmFF2j4nC32WiLKcIQ38OIIwcx\nFPfjarHjdlgxdHmJEB6UVhk5Bjos+SS1HkXzCZyGRHqviEf+XMbbG4NlWgcxjXXU2k9Dpw1wIH8k\nySPKUPaaqe6bzvWlT/DeOdcRVT0BveRhWOwamvrH0OPNYVzhO1TVzWRY1dfsTb4BRfrP08PR9o/J\nDm6lz57ODsfd+IP2H+1bf4/y8nIqKir+fLxy5cqfJgNv73/dDkCM/+Vn4B0Ahggh0oE24BLg0h82\nEEKkMSjEV/49If4PVqxY8ROY9V/zv03ZbGtrwyVJ5NyxGNHXDvecgaa7k77RTXREL6eNCBKa9cSa\nnkEfN4cBcS02PsAK9L/4MNqOl4h8dzfuKCPW3WdjnDuGG6tWE71tLa6ucN49ZxFnjpxI+bk2kk9M\nJTxwGMloooBvoSkSbEEixxZC/yS07r14xw7BKh8ldnEjzTeOxFAwm6yIP7Ji1iIu+uhpRPFdZE68\nFGL9YFqAonuSqY1H0SWDJusIc+jI0Vn57mwL0W19SGqAkaefhf7gBiiIQ0TqiV5TTyi1isDZyVjK\nMhgStKJzbiGhshvZakIftCEuuQl91Q4YkUf8pXOxvf8xntxa/K4hpE1djLL9HOSUoZhSqrksfzGE\nzWVc+BzgSnixgCFz7of4XLS2zbDJjrhiNdw+i+CMeOKGx4A3ge6SK6kfc4oonR6n5mQgPEhJRA0p\nJ46hD3+Q9F2rQHPBiAUwfBq6o6+gqDpMYceRJ/8OU4WGFBaDIWYbdTF9yC/AmKFVOKe0g04lK30r\nXn0KuuEWTr1Yz8IbuvEZbOgkI6Zz1lNQ8wG+nCLcs95BcytY1AiilvmQukHWBERGoGZFIal10BqN\nobeXiSE3o8OyECNA3nMMzRKP5VQjakjD4unGMyYS91QbncKOPTxA0qYuOsdE4xx6itGbDyIHNdQm\nK7Jdj9QXIjp5EvL+b1g2fR7nG8JJ7dkFw26BFX8gbHwH9lI7utnzkMLKIPIxqFzMyKOVMDKc7JNH\nuPDIy7h6vLzf+zQWEQsFE7hs7Pe+4J9CQe97aHHF4NhOFlMQ6beQ/sN4sRaA+vugqRR0BuJKVnKR\nfthP4lv/E/4nKxX+Lr+Q1LcfHTPWNE0Bbgc2AieAzzVNqxBC3CSEuPH7Zo8BUcCbQohDQoj9P7bf\nnwVNA2cVtpROwnK6EN6tEJ0E2aNQz5uBIa6BZPk7DOI5mpNHURv/Ej3iE7SQAxUFx8B+5OaNOM82\n4w71s03ajnIoncPBTqIPfY5oA4tkojYznDLjKsJffJlYgx7lVANkF8MfuuGeHTBtImivQtXHpJ65\nmo65ufjCBUJVSHuvk9Q1m+mptJN56CRiwhMw8ZnBR9DUAohMQrp/OfJzH0JND6IjCKFObFNeJlLq\non5IGpz7PrEnnof9vdCTgDzmaZxvV7P6wTlYjxwkWNdC5fYD6IcVYZozmuCOHILPpUHdATieSCBh\nIs6X/oDp5vMZkI2k3bkGls5HDs+G6DmADrQhYB4N3U9C8zwY5gf5C1h6HSzpRpxmhNb74NZ89Ce8\nMHUDiAxixt/OXN0LzOcuFmjzyVKqMLsXc2T6WXw3rpGtdxbTP2QIzVedTb9rHZr9CN7xJ9GSgrja\n76ar/D56pdWIIY8wvK4eh+hFWKYgBjy4L4gn+IKODn8MTTUeJt0mk5GoI9oT5MuEz7jLKjgS00iv\n5T0UWyqRG53Yv2xHH/DgaQigpIBo8mCIKIDYIoIlr+I3ZDD1+Q8Rm3dDRySaxUTwcgeBB5MRTSAf\ndGEfVsy4Q04mV3qI7DHSPzqRnliJ3OPNyN0a9IPaomMgMkTP0fORZ62B/niMBbdTUXg5qH2w7G20\nc6wEC1X06a00pNTTk/YIhM0Blw+cjTDp17RJ8UweZWJWYjOLLHdRfjCN3BVf/2WMG3PAXw0iHrpG\nQmUp5M8dvKa2Q+/9sDsHfD0wqRLG18BfCfE/Hf9K9Yw1TVsP5P7Vubd/8PsNwA0/RV//MIIucNWC\nzgodW6FrNyhesA8FYyIi6TxwrYWuzahpcXilh7DwJySiCJNSQLoQFy00aI9jVcvQB7/D8sTzNNw2\nmfDmBupK76N29nBKi1XO6l2Kz2Gj5ZpcsodvxFT9MaOqD7Ju6PX4D3diyolEVB+E2lWQug7MueBQ\nwC8QVSfIzr6C/om70D6rRRehwrzlHMj4LeP60mDaPX/5m/LGASCCXtj5CuRmgdML/W6kvjnEmYup\nTk0huvwRTGGNWEs1pPPOhNPn4g5VYXFrRF38O3xv/ZqURfXo20N4Y7KxfryE4LqvCSx7CKmpAv/Q\nNCKWL0ctvYrqulFkiyD1nWlkJh8CbQHok8FfA+ZJYJkCnrbBF1PaB1AUhkg8A0J+8O6B3DupTuwm\nbumrED+4N6CEBJpGRFMbmsGPId7HSekbslrisGytQS5rgLg/oPhPoGo21ILxBBuriCpV0S1pQohG\nOHodhqQ8bANHGXCXYu0oxjOiA19nO7aJA2S7+xHfaChjkumo1HNu7QJqr7qWdw1nkH8ojWvex903\nIwAAIABJREFUqUGyyAi/H/Qy8tQ0hK8JApmQfRxpZyIm7xowmsE4FuLLUQYO41uQh6HGiTxtFZ7g\nFKzXuiDxbIh8B/2uq/A4TLQODSO1+RTWJh1q3mSkcS/S9Yc56GJKyF0UBVv+CBEjcEVaeVkt54Oq\nZpikEVTs6LcZEFIyMWove8fdR75yJymFF0JnNetTprMlaiLPf3slqquF5jntPDywirSKvUw7rxD5\nioVQPAP06dB/EJqdCNUG8klw/RHaT0FHCEZsBHvuX3vMPy+/kNoU/87A+2s0Deo/gy/zYPvFUPcB\nWDOh5A04fSmMfAotchQY7OC9lVBjJZ65KzErjyMR9Z8+yk4yhe0lRD7dRuO3t9FSnEW2mEJsm5Mh\nu0NENVroShlN7pc1mByzMKS56P74Ma5+803EgI3JF73Auvun0LzkFoLZQ8AQB7Y3wP4CyGfChYvg\nvsuw7G9EcdciHYJgpZWANRLX+JFEhf8g1q46oOp92PIMLJkPKWNhwRa0Hg/IKpzsxLKvkShDK32p\nPvSrFUREKiQOlmGsqv8j5/WcizkqD1tqJHp8aAdPoot8EiFkghXV+NdUoOlV7JdNQvRtoaspSPqs\n+fDNw2z5qBxfMAY23g0iAXSJ0PUiKCGoPQY7MqHrcahVwSRgxlaYVAFhY0gv2QsnV8DRMtSXFqC9\nczvUroGaleCOw7B3DJPvlUj/3E5sxl1YY1JIabIQWeFDuvAQkr6L7oJ85GEPIYw6iN8IQ72QUoDe\nko1cU4YSORuBjvAbQ8Sn+6DDCkGQux0k37gY7fRiri9bzsLuHSTRxp2P34QjKYOgx4ZnTCL92Rp+\nNR1u+hryx8CDu+C+1yB3GNrT3xLKz8CbngeHA2hdVtSuSqpnzABjFLS8B41boOogrbY2HEkqpvP3\nUn/dLYjMozi3vkT88C7iTnse2b8f7buHoW4vE9cuAY8TujW0jRIhkwvdp25oiMWuHCG7M4u+ppfQ\ndt5D0OYlb/9FPPvmWMTJY0hNJ0hZ7uEDy2w6chO5Mu7XOJ99GZ69HQxT4dXbobsF7NXgWg4VLtBm\nw8Qt/1pCDP9aM+N/KRQfhOcPCq+mgCkBvB2DM+Tv0RQFIctoj/6K714xMuXAAHLMBZC7Gs1ciPhh\nyUFjJq3Zkzk+fA7nHMyk5+G3iZoSxDrax8h3y4i1HUBJuhLn5A48UT78VV9ie3Uz8m8uItLhZ07E\nFexSFhA19gSROTMHZ4UAAQd0tg+GHfY9RUpFJ+rkXAJuGyc4TqGpBKb+QIyPXwGvb4SRxXDLdpB0\nsHcOWBSwWvB1qPjm+YjQN1BlG0W6LYTY0gQNtxLwrUGkW4hMzmLA9R2nZvaTuFLgaRtBVHw4waVv\noZTuwjohFalgGHy+EG1kL0c/Cmd8SQjMVfS39XBofQ4TpoRB+1HImjVY0vHLE+Bqg/u2g68FTnsQ\nZD0aEsKUDH0ufG1WKOqEU6Vox+yU3zKH6KXPY+sewFjUin7SA4iXbhkMxagqbH4eMo5CpQfX3htQ\nCwVxAR3SptvhV8/ApAD0lQN9CHsZxjKFfQVryHPE4s9Lxrw3Gm1oEDa6IC+EqD+fCKUfmxZDTPe3\nWIZfxaz1n3IoLoVjF53BDM9G4rvasZwlo5gj8LoP4nWcTseAhcDs4Zh4mjijk4j9TTTMG0fmhzsR\n/fdgNWeCJwS+kxD3OqGU2eycKjinL4WA6CIof4iIdqDzb0RJCyfY/QW6qlzUCTuRv8giY+daLtbS\nIDWGwHWLMJQfR1zaCVdtAV8XWY5f0R53EXXj+4jZ1Ubauv1IOWfDmIsI7HyU5uI4Mmyn8faOhyif\nMJrLfR/z2NFfM+6DPyC+qEC7OwKK7oHKnTD8+X89Ef4PfiGlmv89M/5rdGaIGglxkyB+ClS+Cvue\nAr/jL20UBaEo+As2UyUnU5F9H9TFQNMitBWPoPzmTjRVhRMHKN+4hOMTxnBxyq+wzZlL7NKvwZhO\nqMFBtnsLK86bDau+o/PdtZh3e8jwdpB5vApx20p4/w6sqpnT1Xwix7RwUtn1FxtcHfDxx/DIbbBl\nL1rUUOQFi9HFealUT5BL3qA4hUJw4E14di0MzYUZk0HzwKkF4GhDCxkYmD6c3gsuIrkqH71LJkXN\nozkzHJ5+EkbPhwdXMGHVGlg2CsuyRbgjnDSFxRIp9cGtGeg33EpY4mrkQBsiNhlGjMbVE8OhvSGU\nha+jzb+bKTdlEx1vh/5WaG+Azp3Q1AlRMTD3YbDHEwom0Pf0c7SfnkX3pefiXrEC3wuPELv0CKEd\nArUmhFzcS2F5LfEXJtD/4mMcunweW7Nd7BWf0MRhQsc3MjDqDDRTOMoICdv2XYR/fQi5phSSxsH8\nRSCOQUw+RE7CKYYRsBoo+XwLvrL9VMWG0TazCKngXkhIR1kYieYyoaW8wfLpr+PPe5DoVj2GQ6sZ\nZyvFInvorMrGavSBPBxJigFpNrqqWlpXwt1HX6Dh2CR07mwkzUr2u/8fe+8ZJVd1Lep+e1eOXV3V\nOWe1Uiu3UM4RCQlEBguDBCaIYEBkEEkGA8YmGIMBAQoEASIoIqGcW7m71VLnnENVV0577/dDPu/4\nvPvuOL7jXC6ca39jrB+1xq69V61Vc9asueaasw7RY0YYeztxnhrIMMHwK8Eg4Z/2KNdcDJNwYRsK\nERAL6DhZiCF7LKqKcYjf70Nu+A4pRkvgmZnIMdXMXf8jUqwWSTiFKu1F6PDD6hHw6a2QuJZETzne\nKSZ89z6G2KmGlotw5nEaFDU7tYUIZ14HlYdBo2r5/O0CPrnrEH/M2IAy0AZSGGQPjPsa+XwHkd89\nR/iRB5DPl/+fl8ufkn9Zxv8N8JRC01cQjIGjT8HkN8HlRGhpRNXejNaZwY0ffIEhEkGe/XvEqv0I\n6Vuguw1peROVY41UZEa52jj13y3athpUHSpUwXpCN12F1hWm5UQl7ltiUStGEjPsaI68B3d+C2MW\nw7Y3MMy5i2jXOhTxHrpYRoJyHxzbCfe9CqUPwd3PIV50wlWT6K/SM/6bjYjOLXC+BZrbIC0FnpkN\nJUdRTr8J6hPQEoPvstvRt92NYYMH88p3YLSV7NodRM8/yJ7xqcSePIbGXMrx16Yw5dFdkKpHXDya\n/I9PEk5Tg6cVLCqI00BxBFLjLlUyaRVoOmlh7jMjiI0PwLfPMLAgwOEdIgXzl4H/VeitgC2x0L8b\nGAx7S1G3NWOuqwa/AuXboOYwETGWTpJxtMcTzpdIbvDBVVFE32ZS6g6TYlqJkHQf/v5SPG3rCB9d\nS1+WDk17D0KiHnWaHw6IhIf2oe3VwruD4bJWlO59NEa2YYoLEhMIEcrWowwH4wU//XIlsS096C4f\njVAVQFi0BeGrp2gdMIeNBWNYdrGE4L1foq9YwiT9fjIqu2Aol44YB9rRmVagjn5C+lgz6/un4DjY\nxIHBj2F2xRFXW0N2dxffaGdypfdFwsF5aNvWQ/wirP5mGPUxlD5JJNJGSliDsehqRCkbzM2IraVw\nUUJpm4z6xMcIRyJIA0Q8C53oKjthaD7ctwc+ugGlYivRNVNwjjWSbWyhKmMH6odHYP2+BvUPffRN\nGohZHyIoxqDv6Uepq8bYv4J3bviAOnc8jJmIsKcRxX4d8mNXodTUEC11oX3nQ8TBQ35GofwJ+IVo\nwV/IMH4h1O+Fvc8CoMx9BUHXBUkZoJ6L4m5gfeMmMl7fwqQv19JaMITm/GEYFD3BEW4Gx2QSiBrR\nVeoIyQKhohJMXg1XVUWI2ovQynZw5MGx76GpDnl2LJ1PHcD4yGiyPnuH8wlfY9/Vi5ifA3Y/vH87\n3P4+vH8XtExFPXQ6doqI0E5nxVLi7RpE1Yew6ChoE1DO3kWw9nfEWFrxpeQhKNOh/DnItIOjFw7q\nwDgOZ3Ea6vItGIIh9O5TCCEjqhgbvHAjvLwFcucSNdXj02+lZJwT0+AM8iU1vLQEPilH+cNhVKNE\nwgkGfEP0mFtDYM2A5kwoOgzn/gLHYsiccA/m+lXw7dNgGYHhokzQdRFqqiHFAN5UKGuBvjLktHUE\nF1+PYcED+PVduMrfpi+1jjztTcSk3MGXX69j3vS1xJ2aCJ0GqEyDhTdAzUNQtR78r2DUOdCqFKKu\nQvqHJJFWtplO6wwsuafR27sw7IvAHV+DEksk+BSHxkwnRRxG1raNKKdqUU+fSMKGSpIONeB7xkk4\naKJ56CByfnAgTMiFK99l4onb0TviUBLc6PvO0a+3EX+ml2CshgsTVjJyxwdEq49Rl11O0/giCraU\nkHqiH2GGlzljRoLaD54OAjd/zazNLyB4JHorzrP22lIe8a9EKX8Sud6BKqrDpZSTpuxDrN4DhgUQ\nvgjG4ZCxAKFyPYJLQjFBaxfE1kVRt1cg+1ahKl4F8x9E+eZHApcNRl11BHNFMkMXaqgYYCE+dijC\nG2/j+uhx4pps6K7bifj+auTcaQjuz+D4o2TLIZTECDQ2ID+0CDHcDB80ogorCIlJP6+M/hT8QrTg\nL2QYPy9RIqgjATCpYdYLsO8lOHoPih4ESxmkvknE/XuGaksoWnQ5TUOLabd0YBPLST64j74Lek6o\n3qA7QU3T0Cu5OMNKV7qNCe0yNz/3FL7EnaSFtAhHV0GqDYoTkNtcxC8ciz5egyprBkmmUhIHforS\n8muadR0IMYuJ+eAqzDd/hPD2r+GWUSSE5yK0GPF/dyuBMR1EB63GqopHogb3XRWYV/9Az/QUBptn\nwPjZcMWv4Z07YGYxnP4TRDTElvUS6e+le+AgktvLiARzUM1bCs+/BBXHUFQ/oml5hctMWRzPSSMc\nC5d1FILzAIqjC3+sBmMZ2Ov8OOfqkOL0qHLmwOXvQLQRekaBWI+l5FEoiIIBaOgFxyxiYspwOb7C\nlpYImtEoj9UQVfQEak9h3HmM7szXcSfnYB18O2nJ89FgRCFE7KStqKvGoek8BX4tODtRrO/DoB0I\nEQv0uaA/TE+9Ct+YbgqdCxBavqJvTBcG0yBU/V3456gwrplHJM5L66Q40lpHkZ82GhLLEax2VDta\n4bgXUqygs2K5/D7M370O7Z1ENn6HotYxqhcOF01EsM+lOX8SPWc7Gc5hWmb9hlaNRHyKETn4O+yN\no3HII4mLZoG+DA53Q8uvIXMS+PswXHY5hiET6Fo5hiTBxyOfzwcpTNXlevLlc9A7jKhZg+pCAIJG\nGL8MQhdh/xfQUw9GFUqpAU9AQ1o0SuChMIZiNVw9CNZeDfNfhrSZ9KadJPP4GMTbnkLX+hA5p47T\nG2vEIbjomzWR3GAz4h23geBBXP4O1O5HSVxN+MFliMVTUSe2oJJtcONf4NSbYE4ETyHkzPiPuSv+\nm6P8Qj7Kv5Qx0MAZbJok4vpOw9nfQuZCGKaF0Cwor4MtdxJM7UITjUV4/jocg+bgmh4icf6tWAbH\nY3aXEh9XiexzUNbUyuAvd5HRYCY2GsY0ZwCa4yGiutWoL3cj+IugMwZ1hhl1r4uJZ0/i2TKV8DQj\nPZlXYzYe5oKhgNBQD7NYirBhJcy5B759B6GwCd45i/GRoSjedPpw0t6zFGvsDOTYEELxjZj270Gy\nqIgqPrQfXw/BNqiqA3ct2AYiNF5E6zUSP6iLxhGTcJz3oS3/A1yzBJ6fh7I0FsxGkvvzGHPuHCnV\n9RDeAaKOkEWF9rbxCIYwyoEjxDaGCI7QY/Afhy+KwJoF0QRY4oQeBVq10JIFOb+C794h062lqTSE\nLb8X2vMJOO7C3f8l7l+NJXG7n/gSJwmODDi1lf5ikaqEkxjk/ZzpWYhQ0c5irQSxGVDzKVS9AQWL\nQeMH3Rhc4nmSVn+E+9blqNu3QpeJ+EYHJkYhBKoR4noJjwJlp0DqiB6Unr1wdDd4OyDYBRXpUDAG\nDJVou1OIWPaiu20Qym41jc54zt6YyJStZSR6G6D5XmIaktGa44jEaHDGniXnUAizYzm2qg8RFj+J\n8uUAom4H4W1qDEEfwjg3XFwPU4dAsBGiQTz2ZBIGT4X5v6XJfIQ65c8UtAZQ3CfIPGlCMulRrFej\nTZsO1RVQ0wRqP9KhCJ4gKA9+jDbbgep3M6AnCFs+hZufQ97/EoHoKZLVmxAHTgVtB+T2EaNdSmd6\nHN6KD3GmjseerkIek4Tqh3pYMQaeeAmhrwztb69B6KuGiljoaofqNdB6ArKnQ/68/6sUMYD0C9GC\n/9rAA8IEOMR6lKAdZdQaIr2JKO5zKH3bUbR2cIykpiCJ5thWlHg1oncXXYFmjL17IHMp0cs+I+zJ\nJzBiG62LFjB8xTXk3Osg9vEVaAfGYv7dx7TnDCf6+ZUobfNR7HXQmQR7z9KgzaArzYij6iKmD6dh\n6O5l2qZaFjz3LvoPX4L6U7Dmmks11459CqE+GPhnBEGFoyYXx44LBNsex/SlH1X7MbJ3HSX8+3tR\ny/UQ6YeJy2HCmxASQayHnhBMfhqNJ4aU7QKdUhz98Sko5Z+hpPbDjhZEIYaoo5WT46+D6yvgijW4\nonE4yxxoFq+F9Fm477gH/5D5RFo1+LJ1KNZk0Hog0APH1ETjBeSWWJjwIvg74M0LJF++nKA7D0UW\nkJ2voCs5SKL6NlLMnXiWCCjeDPqnLKN8YD+1kbXo5EMkbW0heE6PLIhEY9Jhyr0gqcC9GdSzoTMZ\npBMYmIQy4DKs459BkPuRAhDrz0Jzfh9ReQGqQAQZCSFHi/rHBDTn3WA7CIYG8FhArgRrHwgC2l4L\n2pJjIJchxED28bNMj15Lx/XvUjLxSY5OeoSQNB1VdwCfpCe7N5ZBfz6L5anX6CnR0bLqGpytBQhy\nP8rqF2H5MzB6Fchm2FcDP/wBjCmk60+A1gjmWEL0kSxPQHKZiMSrIUOL5DUT2b2FaNkq2Pkn6PYg\nX/ARskjUx8/E1vYGSrCJnugVkJkB+YXIbyym37sNdb8K/Zpfw1YBttaB52EwrSbRPgfz8EU4Q33Y\nT25AUB+BORJky/D+Y/DkHIQPXoGYy2DFPrAUwZIN8JtTcMV74Mj/maX1fz+S+h9rPzW/kN+EnxcV\nakL4CXeeQCfGIIRykR6XCFtPYJyrRjnswd6mRTNFRMyZgknWIeRI6NL+BKoYenmCxMPVKFkurnbM\nh1gFzn4M2RJoUxH0uZhuf4O2o1+Qeu+nSCMEAvPCeOUCQmlJ9GeMxOmFvHWVGJNCaEIhmCVBvAbK\nQ5D+PmxZBQ1hWLr8UpIdZwXScPAWO/FvX4n2hjF0qv6K7bAOkxKHeH4HxKnAtQ92/wB9EngCkDYS\nqkshezJCeixpZTuI9nvpsadg1EYxid2wuwrFZGTSmT6EnF6CjqtoeqiF3OdToGIr9FYQ5SKqa+9B\nf6YKr1KBK2qjNT8HecgVqNrPIGfrSbu7lb6WtQwYchNaYwzqKyGppAb5goKoRAgN92BInESFciXd\nVW/CxENoNv2a3HAE/4gw6mo7MRl/ZMzpVmzBLtTGQojPA10CbCpDuCwZWrYjxT+Izv8oPLwepBoY\nfD3qzU9AngoCCQjz78MjfYR9i0RoQC7BdWXoxs2GgbfCR/cDEchPhNpeSM1HEIHeMJTlwaxv4cgM\nbMe/wVb0HC12LX2VIdyv7yF1fDfuiAWV4wQ91z6MMa+AuJavEXTHIXYmlJ7D5HoPlm0BjQUaCuDz\nB+DUXqRh5whbtGhrdgCP4aaWEa2LCNsuUjfDSEFlC3JXFG2Hi+Cn6zDnjgbTlyguFSxVMWzKBwib\n70fa/AiC+XKUwnEIkT48TyyDi++hOdMNATUYNXDeCbUPQPBJkFwIph5cS1/GdvY8BEww+QFI6Qel\nHNxJkDENJfQxQiAThhZD2QkoKv5ZZfSnJKT7Rwuvhn/ScfzLMgYKGE8c6WhCEbjwHeqr7kU9oAiD\nbEJqSUYu7CfW6iK9qhYlrhkKwqAoKLKREFWoez0IPidi46FLN5Sj4MoDQzGE90KkDQdFNGWHaJhm\nRtopoDMZSb3nKyZKZoZd/BazrKN+w90oA+LB3gUXe+BMKYhLYNd3MOsRKLbBoY8BNYq3HrfpLaxV\n89Ec/4Saq+6iu3gTTcmJCNfeAFWN8JttcO0GmH0XpOkv5QoeeiccWw85y1H69iMMnIu5vREx6qZ2\nfixSSA1BNZqOILGVrSj7/or46XzynzBjkLuRS16CwuuR7en42j8iEqNBFZqIiSSK/3CG0U9/xMgd\nNWQQj8XwKENaDxLIDRKWjoP9e7Rhha5PQOiajdbUQIV1FcHGJxh7eAspNQLxB6sIOZyIoSRixuyD\nYVehlSOMrt0GRz8DQJl926VcWEE/0pA78V94GgY8CjEt4PfD+TrIsELoLzDqQVTko23JQeiZhT4x\nDXHldJSbFqKEBkKTB0Y8BDGFMHc1GLvgbA9MjoWcF/GpO5EysmHDThTvJkZs6WfQHhvWwbloezOx\naYeBLYhj6RP8OFOheenrYMq7FIWjs4NvOBy4FTbcj9LjQZn2Jm2zw/TVLieQowFXB55wJSY5BeHL\nVTROU2OraqM7okJ30I1Ka6Pm+euJ5AVQPHFw26Noz1ng+AaUa9bhmn07vvjjyOEwHPoQQ/lmbH0g\nDvo1csxAotUGEFPAbYGZCizywY33oViKUVnGILhNMPdhKHoBhn0DE49C7Bz2G82c7PsjygQT0cad\neDiLiyM/k4T+tEgq1T/Ufmr+ZRkDQthPfFsrnd6jJAec8M0yyLMhDNWi3heCgUYskgulVyQk9SPg\nQW2Mx1dfj6fgbeJiVxCceQ7d8Fsu5cprOQpp4wALOB6BlrsgfiXae06QtqgFrLH4LQLa8t+gir8S\nb+QouYGReHq2oKTbIW8p9B+AM03g3Q06E2x6FmWiGyEMyodLCI0XMO8Loan8gKTYCBrVVDS/fYXj\nm/5E+PWP0CVYSNswA1tCL8IQG8hZMLYYmnfB0g9QkocSOWpCTD2LUjiG2PIz6BiMNNOMUF6MUN4N\n8T4ItqDul9GqFWSLSMTQjvPg25BUx6enX8T12xasgpPx4gGGnbaia3fTWusl7d3diPYYMAiog1vo\nUu8g9XQyhtJWKjVp9KYWoHbWUag+gXDMgmCbSc95D8Gr3WjGzyKhZglsvA8EgYltB5AVBZ+ngz7l\nD4jjL5B8IB3hiwfxLrsd2V+GEs5BOP0FlJ2DpnMwdSSIpyFlPCgKpq9tCPJZsL2M7sc7CQd+j1zd\nj7Z4Dix6BprPQowJ6hS48QGIbYCYWXT1P0q6XAVCLsK5d0govBeufhZKR8Krz6CddzNe6Ty+s7eS\ne9lDfCX+meWJl2HVpcL+aqAS+gJwYhPSxAu0JQzHUBbFfLKFZlUx8f4Son++miy3jFcXInWzGXO/\nh+bpWfRufIC4187hUGcQPPcZFsdIhDm/RWnbivjR8zgnpNAZ/AB70nxUciUoKrStBeB1gG8LSkw7\n/cGB2BMSof0U7PCiDDIibHuXednnEcwpYGqCrjpIyPmbMAhgncoo6zjuVL5hknyecYW7MR/cTsaE\n7yHqv+Ra+b8I6RdyHvpfyhjA20VKOI3G4qkkB8rgus9AiUDDQBi3Bd6ahmgQIBXEvmT8yjC0wTaa\nT35AYm4aYrAcb2EVYuc7aE3XQc12GLEMgmcuJeVOXgnNv0PTe5SO6Q9gWLuFuPGbCdUuRVJtJhg3\nEKtvBlbOIrjKOD1gBhnaB4izbYY9eyApGSVJgA4JebgJX6obfYkfTSooN2xEWrMYe/AQYqKD4XPq\nSZgUwK/x0LazgZo2FbGFFtJivQTt9djqwzBrFoJWj3SuCSFYeyniwanBfCIIjgiBM1WEqz3IMSJN\nky7HZqzEKLkQVCHKegpIDOWQ4S5lhfAs4YO3sCdwHnfAQG+yBjUJaNsjOPsEbCc/RdUroDNvIzZB\nQDmnwZqYTPYJP8diWpi4twvBpiBMiCKXe+lPr4ZxekRDLcKwqyChCOXrhVj8HUT9IoJawbh1PebJ\n2QjXr4W35iP3TEVpVMH+yTB6LNy5EcIBqFkBAz69tL4Xj6IyxoFfgoMvgpCA+owH/9WVqL6zolJr\nIbsYDtwM1jng/QySXoLuP5HsAmXSchS1D8VVi1j1MiRPgQsX4HwZOJKIqZpOf+xRBn3+EJrR0+jz\nncRyUI9w59eQUYj/8+WEp17AZe3Fqk1H1+vFXzScQF0cEauVpvmxGHxuEjJfw3awBFrfIvm9ahrv\n34C12Unil6eRz/cTfnAlKqEb6ZarkQxlRC98QcLZQeh9F6FXgmmL4cp1KO+PhQEy3a9B/4kK9M9l\nI2ZfjnLgezTlXrrTk6hOzadQkYjr6cEQ+z/WgjBL/VzLXk6IhYjCLWRt3Iqq621Iz4LiW/6PiudP\nTfRfyvgXhD0bh305Z3gPKiLguohgTkIhipI4AGlGKurv1JBrRxiRSiR5BOHdR2l4/QcK0x9GKPgO\nIVFAMeth7W1gF8CeB+RBSwlsmUJUTkalFUmMXuDMCgM6WrFlfIKyfzxKJEjvmw8Q/14qEkaSSn7E\n77pAcF8pOr8Pgp0QAQwphEaIqE0qNFoZuregtO8mOk9E/NCAZssJrEXtYBcwFqwgb5YMdBB+dy+l\nG11oZJng3DgSNdMRzj6GaXE7iqJFcYURdBGU8/VEsrV0DtRTNnwI+SdrcIizSH50IypPI3w8jUmW\n4yhTy2mOSSGt+xZ0QiGFTQdojVcRcGoxz56M/uWv8JrtdMxOB2+EuEg3xlASgtKNkNOJLhhl0ndH\niTFFCAiD0Kh0iMObMHVJCJ0KalcHypeLCaraEeN76LJnk9wXQJgwE735C/jGj5BwAPxhYt/9E50L\nhiEUnIOYZhSNhBQ+g1rjAH3ypVwjP7wLsS1Q1QLJqQgTn0OVtRBv+CBa3wJUUhC6S8CaD24vyHbQ\nF6HUraLeVEaqNQPN0Lm4f0ggccQfoeIevLHzMPfLUHUC1bHd2N09+Puc5FwoR+5Ppuzy8dhCZ+g8\n8zpZXcfx3KnF3ujE7H8XX9CIMW0BYu4u+u7W4rBX0npvJtnCWJiYD6b9CLuPkPZkJc1+e2BQAAAg\nAElEQVRPp5L9nhMEPbwwD2XB9XgXBohO6iWh0ki/bwg6rQsW/AraP4DSP4LmJBGPDXOsQGh8Ifqs\nVxHVeUjTT6Pa/xhCpJvyuaO4IvAx0dgbQaODc6egtgquuoGgUkG4YRrTdw1kwq9W8VfDBQafOAKG\nCriy6mcW1v/9SL8QNfjLGMUvAAGR2P46FPs+hNJ3UQyTkOmk05VPgqsL5YYiOHQKIVyPv7eNnDgN\n9WMHIzYchq5yzEo+8m0JsHAVfH4tNJRAypBLCYXS5+M/VoJ+yJVoTGMYX/8QHdnrwPICQsI8LD2H\nEd5cQKj7XXw782ldXMSoipN02oyEnhpKXKQbw9kiwuoeJFsL5g4jqO0o7hZwRtF5JOQxXuh3oekR\nkLNGIqYOh8Dn0H8P2rRehj49AFVdOd5RK4jsvx2t7EVMjaNncTbGw9UYylwICWqUxkR8DhmL3Ygn\nL4fs+fmXSv7ZMsGeji/Jinl3GeHrYvANKyRWvZCCi7VYEj4hbo6Fg612Dr90kgeemUNaexXcMhp/\nbR1ilUI0Ow51Rz+GAelEhOkESzZiHFaBfzdobtFiD8QQRED3Bz9BZymaWSLR1jm4qtpJyBLQpbrA\nMRns+8EyDFJHg7Mae1UNUlIcnqR+IsoEHI2jIfORSwu78UVoOgmz7ocLT0LSBMi+AoBk3WS69BnY\nzj2M1tkCkzdAge9SFq+et5Fd2zGcGsjZmyZT5DDif30T3LkQKnIRxE+JTC9Gc9ksSLARUR2jOqMM\n/VkVrWmj8GhCjCrdyIjT+2m6PQVHg4D5h1bE3mEwpBt1YANZiY24BxsQ94Yx3qhFivOhUZnhQCVY\nBDRDh2Lf30jnHWNJtq+mgS/QabZg6AzgOC0hzzmDd9sStMk6NCkOqD4Gwh6EpnS0kSw088zI4hxU\n2kIA1BRD0WgSD3zM6s9W0XX3cFKzn740Tz1dEI0gH32BYNEGdDnfYigWsDxwN7csvJyOGQkkTHsI\ntfg/2WZSFOiuhpZzZPUehOgSUP9Ckj78J/xS3BT/2sD7O3Qxs+lL/y0oSwjE3oosSSS+Xw99ItGw\nHyplfJUWfBnxmOeNYeD9qyEpEXwymmt3oI1OhfqtMPEB+OtE+KoAjKkw83v8GQ/RM2YuRx23oZyJ\nweY8CaFuEBYiZNyMIWUxfVnJ+Kf3kvT4LlytURKH+UkTZ+KJ/wul0xLwZmZirOiGyhpkqYXogCiM\nmwARAaUNouUCigRC51mUkmVwqgc+XwExY9CZk1FPvhXbjvfRqnTQ3oYSHYt1dT36QybwRQh2RTgy\nJ5lw/gAmV/cyxtuJ9tBTEI2AoiDjRBmRgv8qOyaVhhhh2t9mTiEpYkWdNITpgRYGxht5dc6NKN4A\n1BnQ9plQNbpQBQYQvCKVvj/GEWk/im5rNVJsEpphakItdoTRArpOM7rxKgzPDEE9bRr6x+/FdrMH\n3crbYeKXoB0KwXiweUBQg+BA6lDjTw8RVTmJaZ6L4HcT2Ft5aWjnD4AtDAOXweACGPXgvy94fzPG\n1AWwby0Y4kFjAmMCIY0Tufc9aFPjX/IAw8Rl7LGV0L1wLJL9t0hDRyIleohe34DUfxHFFEOb3UiT\nPpfmxZPQj/01Yw5K2M8dpGmJlQTPaPRZcxHTcwkV6dAdkQgf78dZH0vSLDfJ9/gxtLaj+fNTsGIU\nSncYIawgJfdji8xGxk+/tRIhoxNTzDDMyjxwtSDgRS2dpHauB1quBqUBtlgg+Rq45QUEWyqWUVl/\nW6Eo4db9NAw8Su9oEUHrwXSqCcFouzQXTeUo594gnP8dVu1nGCJJMPIyeG8Tqf292Lp7+FLvQkL+\n2/0UIvT9+1x2V8KbE+GbO3EbUv7bKGK4pIz/kfZT8y/L+O9IoZC2hHqMuxqoHHGIYaQhDG5B2qWF\nnd0IMxMoveEmnNpTDPn+JBmjRsOQp2DvBdAGEBQrHHgOpq+GwXbo90P8FBAE/P16LhQnc1EMMalL\nh97ZBW+PgGkDYYgWZ//LmCNxWL+oQB5qwBftwPVaCHPVn0maoyGp8EH8pnvxD1ejazaj/tCFaj5w\ncD/heBXe8dfjLTlEYncXgqyD8yFERzuCLMO6F6EgB9KKYVIIhj+GPCKH6B+mEdjWjHbsdMLX3071\noHImVhxG7G9ATo1BOFUHe31EgmmErxwEE93oa4KEYpZgT/8NomAGSYKta+FmI209YXymdhZ+N5kp\nqWl0TEkiYe8ewlPHg+4YnkHtxIbaMOwK4hFE/LWT0K68h9Aru9GfKyFyhR5DYR6c7obSkkuhgVs2\n0qzcRHpnF3jWQNk60DvBsQ7fzDvo+f4NDHO6sZYbMLV1IoTfQvjVQQKvvoz/ozXEDvcjXvMQRHwQ\nm3zp6Pa/YU7CXPsdcsiDdPRbxOHPIRhT0ESieMMthAI6mo0lZDCHGGZSf8Vmzp3fyS1jnqTPJmDs\nfh/j0XvQt4qYzDbsRXkM3XcMffdmOkbL1Kx0kLtrCMYTYXjkFXDmEsz0YDLLeOKDGLbqEOsdYNNg\nmBogkLgN81OLiDSdRN1ZiqqvCOG+D0n50zLqZzyNZfBKtIY2hIwFkO9F2LuOSKoV5xA/tfVq1OZC\npJt0SMVauPA8zEyF0EfAcYRoBHXvTvryNMiBOMQ0N0kbq8G+A6X3KErZdiJXqNA6vkQkHRpGgP1t\naDoF/r0YR93LiOPVrFG/zPgRFwlpO8jleWIaonDkLyDooLYf7ltDUuT7/yhYivI/Fjn9BRHiHw1t\n+2n5l2X8bygKducuChseQi2dYui35xAe88PuRHwvrSR641KkqsEMfvZ7RCmKriYArWvh0Cro9UP7\nHkCEuEEwYD4sKoHl7aC6VBfMX1dHS04KMb3rCKS54dBZqGiH+DBSvQVZCGPdXooghxBFLebMsWhj\n45Fa3VDyNIRVmJK+xaR/GmG3Ca6KQXbrcHZZULoFYrZsJMXRjUtJRWWxIRSYIdiIPLoFZYru0uEG\nNkK3HfbuQXnrLsS8G7E+dSuB4hCV8XUUpb2DOnEVJA5GzFUTWiHifUVLdEwf+hovplPj0NUYUA5U\nYIr+LVmMSoWSNQByvCS21WJob8LjcNOT2E/ttxpuuO97/mIdRXiKnpg9GaCKRZ5wL6rBzcjvORFX\nf4pq7zFCNw2ArhQEeyuM6SNgdCGnDAH3fMZc/AiO3w8nHwRLB0qHlq6XWpFbbsGcfhr1Bx5CJ1vp\nKlXj7ZGgrA/Tbb8mfGg3Yd8RZL0fufJVZJMT6fgy5Mg3KIpyKVVn/lQQdZQOGYr03jiIhhHL7sO8\nfwyRkBonbbSynhq/QGvDEKad7kLr6ce+vRPt1gCGHyOomgIoiUaaJuegefwW/Kut9CxPIKFEjX71\nToTEXITIJsImK+odfaiaPVgveqhNm4/w7I8I4WxMrRn4L8rI5Rl4/c0ICQriwDLYkYMwM4wxcRQt\n2teJRBsQlVg4fR4azhI3KZG4rhDx7/aR9LWfzNNDyWu4mfwfh5Bvfpf8HQ7y+R15X54h89AFhtX8\nhtTDPsLZhehu/DN8cB2RwnKkjD40cS8gRhPhrXlwIgJfT4HyzTDoChRHCsmXZWIaEeBAn52BD1YT\n86dHoO4AzHkRpjwOyaMh5XPM+u5L3w05DO0fQvtffwaB/seRUP9D7f8PQRA+FAShUxCE0r/re14Q\nhHN/q2q0QxCEfyihxz+3ZRztAd9e8B8DJYKAgObjOJR1TQRyWzDOj0BiBMvuF6FTRkqIIg0zk9mR\njjhGxCV1Y6s8AC4R5dOHEX4zHha8D3HD//0ZmkuVi4NdjSwLXY6trBu90QYlWrg7Hwo/oEn9Bglf\nGBG67TAhCTktCznvVcxt1wLxKFP+AK0HoOB6hOYy1Iv6wSqhNudif6QBRaNGVCyE28KYjrajHBUR\n7TFIQQvi914UdQQ5BiJb7WhsW1CZoqhkHRjdlE2eQc47mxhdfhJhTim+nEr60nWYxHhi21PQNXcg\nixBOOIf+aA/RRa8SaH0T45OL0b68GUQR5udA62nUwTKSJ31Kt+d7rE37aF9kYqLnc2acKqF/jBWj\nHKJbMwZr9gH07WZ8P7gQhluIXjWXcNF+7Gtl5NkOxMua0WyYQqSyCW1JCYJFAtkGfiu0uVFa3FjH\nX0ARrOhn/JauuBJSWkqIEYdcqsK49ldoj3cRt34+/c8dwrK8C03Tt8hZ2SCtQXZ+hmwyIIgjEIpt\nuAcasR2opTfHQcKaIQjxUcSMG0jcFSLnnIvYvne53izhHf4c0dXrIf4sSsZE6uZczsjHvoLsHILL\nvkZQfYJfEdFWd1D0iQtVy3SEe1Jh0knQDkXKnUH/8IsYd4aIZHeS8UMJdL8Oz6zGeOEv9Ot78H71\nJkZfCGZDX1oEKSeP2PAW4jyj6Kwz4lFvxay5G06fgYUpGPQDyPjwBDqDF41JhoUr4eOX4c5XQWeE\nsB9ajoOzGuGqA6hOPkXzGDtBsQXFXYry+CYi5svRN6UgWLJg/z2gN4DHDXmZKOfD9F6XQXjrOxi9\nRVx/KpVNootDl01n1odHYewIOLzukiKefy3oPsTlG3kpF/j5ReA7C6Mrfwbh/sf5L7ogPgLeAtb+\nXd8riqI8AyAIwr3AKuCu/+xG/9yWsSoGBA2EqyHaCsc6IOpEmGpAzHQRSTWjJAbxFGlxpTsI3rEd\nw6xTFKgfwJ5wGz5ziODoGNz5cfgK9LDreTj1Obia/8Njuo9twV39I+HTPjZM3oHgy4CFq2FQIpJB\nizPQg841EF/fYNy2HDblGxB998Kdg0DbgbB2KcLGJ6D1RSj/AFxaSP4aRq4AOYNI3HAwvAbOKYS6\nA8h5gKoHISKhBBQEl4zSH0M0aRCSLRVFlpB6/VQYvERaz6AP+ohmRfAOOwOhEOb9YbqzXETGfY9g\nG47o9aIrU6ChEfXbd6PubyY8pRB+98ilv6DJe6HUDdo8VMZcSI8j1tnH2IlTmfBJAwWaGoweN9WT\nmxDXH0T3Tj1ibB6qKfPpIhP17G4MrmykBQtgTx1ybxZq9SmIsRFcZoJcBcXjgmALYcNA3Nck4ArG\nUJs6imjCOqzSGVCbIekBOJkIU0cgPJGFpukIsfdOJPjsIbDfiLphKeLmG5CDw1HJT6Kuj0OoO0FM\nJJO42U+gcYYQMqrhohdP+2n+/PIKhpyrJqGtCWveB8TUnifad4z++XcQGj0c0WSBAQvA1Ynxoxsw\nSTYcylOYPCtQNUoo1+wjMMOJpM4H2YLG2U1KWRCh8Tyqvl7EQX5C87xw/i+oTrjpyXJwfOZgNt26\niAZ7Dkc14+gNGon2pqF+/zCJVVY0koxweAFMzgRfFjxxBPNuH+riLJRCoH0nJGaA4++MsR1vwpJd\nUPkG5N1JRHCR/6WAOP1ZlCQBw4aFqPa0IdSugvhymHgW5bIkImei9Cl1hAWJpBo1hr1fUpb0Kbpi\nFyXXDcW38yxK1WZoq4CTW8FaAQ2JyM0CtL0HxoGQ/z6orf8npfp/mf+Kz1hRlEOA8//T5/27lyb4\nm6P9P+Gf2zIWNGBdfKkpUUj1QcwN8PEuVEXDaNwfIXbVSIS+c+hmP4Gpohsa1oN7B7JZJHi5wom8\niYzwlRNV+uiedSXx0QLY+dylwPipK/HGVODseJDgOS/6wt2EQwLyhXaEa6/GeShEzYHZhM8bONNe\nyOD+KnSPH2Xy40mopAIYvhIG5YIQhI79sPF5cABmHRiGgHUenPwB6bJc8MxA8+NLqEIQyVuJaso1\nKEeuR2o9i+awGpXXiG6SgkrlQjBMRhj6Kvk//h7N9iMoaTLOgxkkqIcjmgPI3+8m0i/ivP01kqxF\nCN12BNf3kF4APQr2Y0Giw9sgcQTK+0/CfDPCiiY4vxyPpQdRikfntyEqMWQaFdQWIwZnENcUE5Yf\ndZyelszo9VUII8Zj3vcpgfyp2MV1SB/dgFCejKy1Ii9dhfaTX+NPtxB0WtAkA/GFNE7KQXeyntBM\nPUp+J0F6MV2AaGQcmvdehuIlcLYMHvkeqp9GdWEdpmw/nrfDWDQK0Xk+VGs7UWvOw9gliKPeRTl4\nN6ZxHcjFCkqjgJLfjf7YXu75yo3KOhK2bEbI+BEzOryzH8ZfsofeiZXoxLxLFVN+e4bGU1egrz0E\nvg8Qt9VCohpBnoPOcx5JOoiquhlN72mQkpDjBMJJGr633EHfUD1p+44iz08nzewlKyObqUePobH2\nkXpoJ+peHaJDhOkaksQ9eLvsBDsk9KpmOLgG7h+BP8dISAmhCzaihJ7HMP/A/2tl+fRmfhhazJWt\n6xCyrgVTEelHUtAXXwGqclT+I3C9Co5oQfkRRbOUnsKJSIffxNLRzTe3X4PKV8HskZU09F6OL2cy\nDkVLizyWJYqTj/3tJOEH6Sg0uMA+GaOtFyQX5PzhF+0r/jd+ijhjQRBeBJYCLmDaf3I58M9uGcvh\nSw0u7cxfWAfbjqJEZRR/M6keP7Z3QlAZRP3tfXByGTjsMP8bvDl3oO5NoSAygtJxhQgeGbdrLzS8\nBYteRR6/jMAPC1Gv+RVJ21tJXrgQUTEx89E7OFHpYd8N2bR/+CLKZBvjn9/GmNUvoMsdgXd0PNoW\nEfS74PBamHArhEIw8WFISYA0LVgXQcVhOPQncPsQOpywdxVC7nSq7LOJZBQRsnxFdPZC/LfcQuDd\nB4m8tQLBYUGo9yNRRjh/LdJSDdI0FUI4gYScZsS0AWAvQLIOImZvMo5ILAgnwLgXYrJAHwKNGnHq\nA6jG/ga4CJFP4SMXbN8E1TVY15VhCN3A0SX30O4uIbbrBCgeVE1m9K4AWkMx2Q9fJFDeRfepUqKB\nVDR7U3C+NJ1oVwPC759ApYtF/OQZhIt2DOv1BK4UkdJDXAhI5L36PYE0P26hF2u4D13PndAdguZy\nWHwTOEsheSj87iHoG4+U/BjhcRGi888hnT+Deo8KdfGfYeB4mHoNWGwIE19D3HoeubGXjUNWI/fE\nosoOIZ49DT4/pBugoh4mPY82KZXg04dxbOxCogtXsRa6nmKk7gyixYW8pw4lMwnG3QY1fsQLUTT9\nnaAvBy8oBjfyIC2tGXfQbzGR3yIzb/8Frn1jHSkGG2lFv0GTMRK0LlQJPUjxA2D+CuiMhUNganGh\nLe1DOSvBJBs0V2HYvRfTicP4tVa0io9w87N0BXp5ky7m3XIfSkY6gqCC9Nkg/hX9tEMQ8wp414N6\nKPTOB6eEnP4nqgfIqDrbSfz2CIpHxJ41ndn1G0jVdjM+OBhBWcgmdwZDzn/A2n13k+SrhsGTIXkm\nTLwBsvPwKQmQ8cR/C0UM/zWf8f8MRVGeUhQlA9gA3PuPvOef3DJWQ+1SyH4X+pyw5R1w9+PJSKZl\n+lQKbn6A4Ic3YhJ8KAlRIApTHgBdCqx5jVhPFdbfbcfbehUtA9KIN5ugIpPwd/PomavHppNpf9PF\n+dMSloTd2B+6Dm28mpHLRxDsrqR+eiqp3XGIuybCd3523zWW6Wv6UBcUw7lWWPIlHKmF8yXQ8h2Y\ntBBvgegR0EyDzPHIcSIq7ylYtAaA5sBfKMovJaocRn2oG33+XKINu1EfV8ArQLkW0VKM7v7tECvC\novcgdznUg9J+BEGyoMx9AE3RUFS20aCph8DDUHkaRjeBko4wxIzaNACW3o/Q/QjKfYug9gUY5oRD\na7DW1DPh3gcJJJ9CiEg0DBlHv95DUkcTkYHpGOs0qL3xOBwiwR8vwP311A9OJC/Rjvz+Q+j7QPBJ\nUJiDsiSCtbMVzwwtaX+sRci/hgHb19N9g4nz/iGkPfkGcncI5Yp2OPQQZN6NcmYNUtdFQplrUKbO\nQOsbi2m8kfC2MtRn3ehWT4dX74A5N4FGA/Vn6LWH6E8azdWpK1GZtoO7GZoVUPbCFS/A3kpoqETQ\navGdKiX7Sx9i5gBsl32EL9BASeoIPG37KI8byOEJM0kVa5l78QQanQmy1iOkT4Pq+ZB0kMgAgWTH\nX7miroi8tyx0jE2Epx9GpX8Jp/wamuYLqEw2VIUupLVHiXTloombC+vWITSr8NzyAgcSXMwd8jKh\nxs2YXJ1of9hA3P46GK9CU/ktwS9PM9aRyYKQi6xAJySMgkM3Q6APSlWQEAXthyhD/opiV4E1G/Hi\ny+SLtyDUnwWNCnNtgKsuliD3NtIvmmms+Yy83duZas5FzlyEbvBjUL0UOtUwqhPcZoibTa0vyNif\nU67/F/mJw9Y+BbYBz/5nF/6TK2MR5CBcmAkDtoGqjmCqhU13TuSqbXtRyzF4Imq8eTYsLgcIMdDw\nAgz4C1FXOYaGAKht5AbTOGNy4ZOcuItMmH91muS/QmisgLF4ISNndaA3BbBfaMbtSKXmgeOErs8m\nODaJ7GO9RLLa6LpmIcqwMagH1kH6QEgsQDHYUIaXIHZZYdSLcPBGMI+CAe9Bz3NgextVZCaqvx6E\ntMdhcDGRoAWD6S5oLkM5sBThTCnekSLCPbsQVl8Py5fByGw4uxQyvoLNj0B9LMqFLgTHIVj5KZrh\nixH0+ktzZMqG3hbwz4Bq76WThbuOgOYPUNAIprEIn22HJ5+Azh14ZsdiueMdpO730TWnIt7/Ptly\nH+7gXrqHekncdwx9fx/qlCGolo5FM3oaNVWVOJ9dhKH+Q6Rzk5HMVaj+H/beO8qKKl3cfqpOjp1z\nzkA3OTQ5Z0QJZsWIYnYMqOM4JoyYFRlHURTFhIKSkYxAk5rQTTd0oHM+p7tP98mhqn5/tN9378y9\n67dmrnPn8353nrX2Oqeq9tq7VlW979rr3W+obEO40ITYIiP2Kqjq1KgnqxA+OI7/sQVYt29GmGag\nfkQuydXdaJoDyHiRmlfhezoBrWsRxpc64PIPCVIAYjrG59cSvGoG3juzMYy6Dr54GWwHYNhCorLc\nRJ3UgPg5dJyC8IkQsQu64qB8H9z4PLzzOOG3PYp9VCbufA9Sdw3SkzfTnNXFgCMXOPH8YAIzY1jS\n+wHtFbFsmzAbT6+KfDUMFEBlSEW4oGAIG4XYVYyxzE7b081oxalEHnZgLckgOD4PsXc7zoXjMV2o\ngQwLYtVHKAciEFzAzESsQoB8MY5PqGKc/Qcy2/ahD3YhqIzQYULOHEvbYA+7kx/g90ffQsx9CgIB\n8Dng8I8QMKBYoxB8MkK7habiYUQe34I/dzSREyaALg+qfNCxDWrOYQ8Lx9duJF+XhGrMKjBG/OWq\nt20fOKshfQ2ET6FP//zPIfDrXduEX1rfgSBkK4pS/cvhAuDC3zLI/25lDBB1LTS9DkeXwqAgSm4O\nkl6PryFI28x5pC4po8taj1JwDUZbHGjNIAWR6EQz6Y6+MUQtg8sraBgVhdH+BdLkIAGHBrFcjRQ4\nRfRVHYT2ReHLNRAwLkCX/Cq9d6QgJKRgzFmP7PyB/Zo9zKk5j7JgGa6v38V7m4Ojygjmn2uEgR74\n9kbolKG0FMLuAEEB9XBIuQI6miF3CAwai9K6F1ovwuvTEdx2eGcfimk9gV2PoJt7JyRJUPs55F8H\n4SJMLoH79iLfcQNiWxW8+wDCO5P6QokBJegAqQImN0IgHLIeQgikwLpX+6IMw83QewMk2WFjD0Ft\nOMpnD6Ju+gBuPw0JBVC8HVP8UFziYnT3H8Qu/464jfs4VfAwwy+8j39gClO861Hifahjb0NctRr2\nN4AHlFEgnFfRrY4kLthGqMVOsKMOYyX0zzlNVEU3PdkRiH4r4UUq1M/Ox9J8DGzfwRP7kZ+5HPGy\nVNSaFxHSJ6EZOx132XnUchHyT/Vog26EihK4exn0z4GSl6FLD45KsOhQItwoN3+CuPExyM9C2vU5\nqieHQiAT66n38chnsUxJRz9KITcuGV2nC5MnjDSPTOYnW1D6+TicfTMfsItryg6hHT4e/Sk/Ojme\niP3t6D9z419SiWvYRlRmGe25YyiSxMGYKyho2kua70f8edFoBkWgHj0Wxsmw/hMyrlyBMehC3XiY\nBszk2Byg0UKHi1fvfpWBjW9zZdMfUc38EcJy/+17P3oQ2RpFz5VaImplGLudZJsMX22hvCmH2tc2\nM/ipp1B3HICnj4HtILH2PRC+AGK2wOblsPBt0FvA7wFVCAYVQdpnvyjif0fXJajZBV1VMHAJJAz7\nJwj038+vsRkLgvAlMBmIEgShgT7PiXmCIOQBElAP3PW3jPUvZRw2Fw7eDaazkKmjIWYxC8rXUNpv\nNLnf3sUHS+czxiEjbjkNM5dD3SI4dxx8ToRJN/a5dqUsR2zcROKJo2AO4qoXkXoSUT90BVGbv0Nd\nY0A3cgqM9GIY/Swxs47RGxFNgfAiKnScM2cwsCOAtbKF87NE6jMKyT5QxLwZdlT5Q/vy4Ka8BIX0\nFf/s/zQQRG47DN1rEG48hhCeD4CgyFBdBBOWwL43AAVDbSbuyE/QKRK062HUxxCogEs3QtgA6PgD\nQn4ajuRJRGi/htI1MPWPEHDCgXHQEwGn2sHvJrTgEOoWF4LYAOfbwd4Ed2oh5w4Y1Iiv9RChjnLU\nnXnw5isIeMAai2qQiEw06tYDWKdeh7z3GJYv30bYU8qguS2oPN8BVqj7BiXmXF/yojEiFMkEfQbi\nNrWh98rIqSKG9REIdg+xL3bCLLAYQpyZNYr0ZfcSU1+HYLNCgRUCryEk1KPePxAK+rwLBEs0Ed8c\ngi1vIWs+IaTSImnD0eU8gLDvPjjhBHU6XL4IAucJlZXTYXkV7U1DiTjYQ+fxnVjtLeg3BxGb3MjZ\nYCq9BnHSMizaSEJ1TyFUH0Od7QMxiFAFE1fdwMQHKvG4/dh8IcqSoxhU0kP59ZczLaUAfczX+E0T\n0B70Exh+BNkaTVjHLrprO0h2q1EyZuOYd4iwVw+haolHyB2PrXsdMy8IGJtbcLdkIbiioauGQKyO\n4YoPfcqDeLp3QMODkPcpaOP6wp1DPbQ/ArqAHVTR0PYJgiMK5s9l5EfraD+whwPXXM1YOjHOLoCK\nLRAvwckfYf4YyPldnyIGsFVCwhGI6gcRC/9Srhz1ULQSyr6GOat/s4oYfl1uClGWKPwAACAASURB\nVEVRrv9PTq/9r4z1v3sDD6DqM8h6FGIjkfXRlBmg6WIiEyN/Ji4iiSVrd9CoDOK4V6FHsYC+gJDU\nCForGMP6xjD2h4yFaOPTULsGETE1g+h7JxIeMxTNgsl4phoJTjyDInSD5EfJ+oABF3pQKwY8uKkW\nKhmkXozN7+Ed/dOM8taQta0edcdtQC/oNkHEOIgRocUF515GOv4xnrcuQOYRBOcT4C8HQBFEmHAr\nRKZA+ggIeFGvXY3eZ0Nq3YSt/yQ6xGN0e/cSopOu9CcINHYQyEqkbblC9VXZuCtX0lF1Od2bFiJt\nr8Z1yEbomB/5qAvp5Wdx/PwOttR2Ou9W0/nls3RlRmKLk6gcW4/3iny6phmoff01qm84wv6nZJqe\nWgIzX6JDNw8hsgCjYMY/PJrkM5fwJUejavfCdzfBN9fC9lcJBU0os+MRCkWEFPANsOJ8cBDO155H\nLY1Cdf8UhAFWhHwB4Ywe5biVkd1uOgLfczhsDb6MSRB+J2jn4Lp8NoHyk+zes4/Syktgr4ZV94Pt\nPOJbJahjxhNEQXovHbnnAPJVT8OsmZBQAgmL0GiiSOJ9LMJl2CaF8NxkpSU/FvugeIRUENUGhKPv\nwQePIj59Pdp9DdCUCTvCIA4YEQn+HlgxC2NyPvHX7SQzbCiR2lbGN/6AlFmOO3Y6Btdq1NUKxsMa\njN47GOm2kTOoBnmYzN68NFqaxiIERVzxLRyda8OvbiW2/Qw6rUy4vgbljiU4Mix4E6OZubuUIms2\nJ6ImgvsctH7Q951eKkaK1BKKBJ0vFaadhJZvoOs0PHYj1L9IXNg8pj14Co1QRtPHryP5a8GUCTds\ngYsq+PlekH/x1EoeAppoSHn13+TJdoFRHWvg6Csw+hFYehoG3vBPE+f/Cv8Kh/6tkHs7qLTQ2IJN\ns5VLUgTx9jQasuKwDO7GrMxh0e7T1KoXst9/ClP0ZQxVfsQfH4lCqG+M7g19icS1E2HuCpBCKFoz\nFD2EWLcTc3YPssdGV2ojRmUNet0StBEzYe8znA+XmDLiAQT7MVTZV/EhSYgP7UZunI5wZC8s3wae\noShWP5jfBt8xlOINoMrCdPcIhO73IH452P4AUU8iKqE+399LP0PhLfDd2zD/KkTrKOxjClHUehR/\nJ9aGdbgS5yH7ShCOdeO+LRV1VCYdkQqJuzqJuWE7QruEMiIPKU+ge6GNR0f8wBWmM0x0nEQjhEBb\nitKwEckwAVeoCx/tiN01ePVmMg6/gL67BWX9CJJfGwcGMBlSIHoyiuJH3rqCmon9yJ2+Bskcja1s\nBeFVX6G1JqLQi5idDxeOIYfFYhXakEUXAfU+XLNKCNZUEOF2IMwsgDwVwq44Qq9cIGfBbs5O6sep\npjcZv/k0pI1FF5GCY6aZiW88Sm/mC1SmZkBnHWZPiKgnR6Jud2O4W4sqLYiyvJuakX/CnpzH6KQY\n8MP/I4N68knYa6JDE0bPmEQ60qvRv5KHRROHqKlHufY6vBkygZ5DmFbvQtXTg/hBFCSqYHY/eO8M\njH0WnaClX74GYrPwf34OfjiD5YqfEb68DPJVkJCG6NmGwWdH8akIBWDesfP4ImqQdB5c6mQUd4iE\nhsGQdBApUo9O24Lv9AZ6UqM5evVo5n1+kmYW02QeAMPLoOl1XFILR8PWorm1G3qzKU0ZyEDv7xmi\n8yKbjyLqY9FWXUSnT0Qsjked0kvU3Fl0dn2DvtmKqeMtlIVXwL4HEL9KRF64EpXheoSc3/eZJ1pO\nwYl3wRRDaeRCsuf+TQ4Evwl+K4mC/qWMVX3G+4ASokNvxtQtM1TQsCp/Bte2rqAzIoXkrkiynCVk\n6N7Dvm8pF+ZYiZMVuoRzxPa2Q88uDqfeQ37EU+j8V4A1DwEVGtUpxBQZwmORgyZMm1rpuPN7wkUH\n5tS7aXIuJePHJmKGPAuVm4mbthIu/hEcFxDniVDSA+4mkHtRdGYIrMT7dRwGtRaVKQNaAxCdBhW/\nhzAdpD1DjHowHFgCjSeh/5Ug1MPIm9HQt1CjYi+cvR08FvQHt0JWAEb8nhh3EdEt6WQXHQKpAS7v\nS+lMcpBwdzu9PWEsOLeOQd2nEHpbcKkMdJsy6Wc8gifRh8ESSVKjgkodR5fBgampErKuwLSojfY9\nbxM3/XdEK904A/PRntmGqtfIgD11cPKP3PvKInSDxvNaxnDE5sWo7GMhK5KQOhUp4EA+bEK7w0Ow\nUEXYeTOBxC7q7kkkRqrBZM7AtugCjQWxFOquZdShV3GV6+g4E4azrpzYnHIsBFDNHoP1s8MYR02B\n4q0YnR68g2KRrTokSeYr2+vkDtlLQyCGCQcOELzgQTVcQNT+kvCm/iQcWkVk/lzC9n9PICjT3D8d\n57g2LMc9+HgM5Bwk4yXEKX70HQa0DbNgYBBq7ZBXDaN3gfw4hK7D6z5GxfyxDD7XilAcDdNU0KKG\nnjjk5iZE+4MI2hCquvcRLjuMXmNC0itEqZsoD2ZR7y4j0xWkN+tKjD+fwivVk9zeSSBiAsWzfYyX\n9RhEhQpNK7kZL6Bq3UK5OZP59n2IXTfi08k8mnA10zLTear6XS4Z7PhzLUSXRJL14Umkx6ajmh5F\nTFEHwRMBXFU/YE9PpGf4QoZUHUC18VWE6cNAlQDfXwORuTDjDTDF4P3yf9YG3r/yGf9GUGQFZ1Mx\new1OUlSZLHBsQ6NycpfopD77Apmtg/l85JNk7dnOyO+uI3bcg4SENaj9Ck3etWAP0pW8igbFxnjD\nFoLrH0Vz51u/JEcZidyrQWk0op6xDuHSPGLvq4WYD7E/vJHObCMFA3NRVs1G0F6Cxq+h9v2+pCvq\nRMjzw975KFFG5PIzSBY9hjsiUco9tIa1o99ZQuBuHbGt5xH2u1Dm5zHRsg/FkY0Q2wBbXoS59yB/\n9yBibys0noLkVohSQ7cekECRoXAR9DYhZA4Dy/solzbDofehW4HIWhRdJBZLGrPHFuIVhxOlGgaB\nNsJaVlBfcCOdlgsM7/kj6u5HIPt6PNoNcKkeBr5OfISZ2qMjca87RLDjCHg9ZPuT2fDYHOb8XID+\n+Sco/P2NzAobhdos4ogdQ7imGNyPIie+TjCinUDQinwiCsOhHoQfbegmR5Pe66X1rsuwG5qJO91A\ndG8bUk8D6vQVWHXvYR0WRbizBt9wBfcBI64dbSSrQdn+Pe05g5DvEvCWmzD3NNHYkMHIa+4mS+ok\nI96Euaceac05nCe3Ig3PxqR4MEalAxGoNq8j8IIO7V4FQ0UCgq8O/yzoTuklor6L+K+1CBkmBF0B\nRCSCtqnPhn/VzWDbQbBrGEEpnlBWNlXfDWNIQhfsfwo0QJWAYu4ktNSD9o3D8PBshIF+pJo5NI50\nEKdtRy2qmVxWTmP/XKp8PoyqYh6482Pe+uYeVK1HmL37IKcLc8m4sIId+Vb6cx0CApuFMuY5z5L0\nkQ1hehTJ9e/ja66hNWsCqzJu4v4dW7EYI+DyIlBHo573Z9ClgfpFtIlXodJ1sNFtJ1N1N2LwAqR3\n9dV5tMT0pQDQ/baj7P5vBPhtZJj7X6+Me95/nOJBpdBPheSSCY/vjxj7BWbbdAq+yUOyuLnjshfw\njcjAu/Y8L4wNMCsUyYCjB8g2qLA/soOtoa+564Qexk8leKQdzR0KVN+DX1WNd0gQEzcieqoJxkbj\nN6Vj7UrG6LCQYC1j5zg/c3ceRZUahOp3QAyBxgoxV/cp9MPf4/lej3aOBlVXAWJPI7SJxNefoWVM\nCuGv7qDt2jiim31IFe3Y1elEGzrQyyKYvFC+kzJzLwNq3ahu+xAaZ4DmcvA0QFMINAI0LQL1myD/\nGdL/hJA6DTbtQ8mahFzjQ75wHNUMN574YZzTfsJU7kBwHULf4cNnlolXFqEuWgFj/gy7HiIyow6y\nluMr34oc+TM9W1o58l4NMQWDmDe+gqar5uKNjOeDK4ZyV8pn3PrZh3D3OFx1j2JVKuBYBBR+idhe\njFF8EnPwGS5d/RjJn2wBgwztIYTaIInOfQT6D6Tt6muRu/egOeEl0WwDTxpYnGji3LBHjyXaR9SH\nwzmx3MyQE2ewDqmmzPMsI899hCbSTpK7FU9DP5ymSOSiHsSx0ajfOk5E8bf4T39L6clH0fu8xN/8\nEtElJYhtb6PeIJI60UpvhQtzQSfhNS6CtXZCAzQI5SE6djSgjpJRR7ehSb0B9Y4TqHUqnPfqkM3d\nhLcsJ7Lqfdi9F6QI0Nuh0Y8yJQrRJqOsmoTQsQ3pT3rqUhuRjAnovCmEhHAU4xnSv2vB32PAm2Lj\n6dm3ESsXg1kgrqSF4Q4PFwe7ufNPCvG3PkSnzoVdlMg46UVdqaZ36EbKRqaxcNdP8MPXVMwcxVMz\nlrFIl8qk5rfg9mlQdwN0pNIrZ2OJSkNwb+HU6K+4ruEo9JT2RYca0iDqF3twzSFoLgY5hDHw28iC\n9rfyLzPFP5uAD758DnZ+CJERjJ8WiVS7gwbJxqW8LJICLYxkGwG1FmH6bIh8DM/DXfhV6wkr6sUY\neRDj4Pk8sec1uvVdhJp7afUN5YT6DNd9eRhz5VHIvRJBp0Np/hBFsuCJjcZSUkfPu+9hXZRKp2Yg\n3ggv9iWnkffdwX36u8iQTzAvYxNSWwbilFMInpPgPAvpD6MA8rHDGJ+zIJgHQ+waKN4EPy9GSFBI\nsgUJPb+fuFcex//MJtQrxlH5agzOuiQSm9SY5G7cbU78wxahCnTAF0/C4DhAgsu2wE9/grEzoXY+\nfP8KLLVAqB28Wrj1HYQnF6PaZkelBGH75agrPsc3sIsearG0fkp1fjJZwuPoyn+C1DkQngmJKWjs\nR2g69DZnTrkQxHjyDH4mr84h1p6Hye/E59tInHwtN4hpaLOT4OIXKO8NRrXYieBYBJFeFG0Mqsog\nQvt5LlpHknz+E3oLryJmfxekD4TSo3DShlZVSsoKA03LPNjnhCN+u5X4UD9CFVV4JkYRlhSAsmwU\n5Qey751Bb9lZIupdjFz/JKJPwaeJQFgUh6nRidlbg6zNQXVOhroZYBqN3nGRkftqkC0Krua9eM0+\n1L0KQpyM4DmNBS0tpxJJSm9FG1Sg3QcamcShTUitLoLaaEJaM77AZILWWuRT55HfVNFbPYyxul5a\ng2mE33oP+q63EKLjILIX1TEJEiuhNBN/Wjf+AjP9PvoOIUWLKtRCR3oU+vwAkcUONDoj5qPliKcA\njUhQbyDWbqPRnIgvoIa7p2EfbOXWQV2oVbUgSwgxE7iQV03aWSOJ01aSp9Tz+pFHWTf4d+w3xfLg\njAgihAi29LuNvB8ex9z0JtK0BYw+dgz9hdfB9DQkPQiXFoMrFioOQeMJaD8PV36Cp7nz/2Nh//v4\nl5niv5vuVqj4ue935r2g1cMtL8OQ6VB+GE5vQzm1ifhwA5k2AX2MCiQtev9QEGoI9XyNLG5H321G\nNOVDTwhO1aHW2onpaMY3YRT6GDdT1r5EUisgg/zTU4jpBUgdaXjNb2HU34Uq8BiRV6lQouLQRKhR\nug1Y7DdTlxmDRA9zj55GTumP0mRFaKpCSO0H7VvgyHMIjZsRY8tQvAKK9h6QDiAnbkCZraA+rEKw\neQl8tZLKjBCJd04i7Honox85Aekz0PuOEUi20BtvJzqygpCvC/XJEsgZBpOeBHMCLH6hz3m/agjU\n1YFqGnSuhrjnwOuFsGhoqISMAWCMJ6yxhtiBY7GQRLW1jGTVUxh8VmjYBaPewX9mExc//RN1Z2VC\nA9MZPm8O6cYuGPcWUnQC3nen0mNU4x0SzTDvBtSHO8AQC7NWEKq5H01zN0LnGqi2ILSOJNgVS0mB\nSGJnCwZXAMPhMhg7F+64Cd6dgpy3EIoPIo4sJfmIhSTXaJxl3yEpNrpvEAnbNwgWJSNF2nAfrCes\ndwf+y9TIHQIadQriZVloNtTA0bi+CMyBBajmfw1b74UJT0Djj9BsBIsHMc6EVd+ILycOeYsXRseA\nYkFc+AI6QxxFJWsY070TQekHA4wIcimq6HSo06KtPA16J0pGC8LKBJTIFOTETrySlVBWCE3nBhjj\nRba2EzJ40egEBFstvt4Qmu4Gcpsvw397Ddqdl9jduxC738JC8x7IdCAMkFCHexGOgtRPJpSUgNYy\nk6HHt/PTkssQC6cSe+I5jK2t0Ckiu5IRmw4x83gzEWYnOLdA9CQ0uhxuv/AGNTMbed6wm6kBPz8F\nq5gSqkWxhrPTegOFrudRbALCly9A5deQGQ7mx2D8epi4vG8RITUg/m15cX4z/Kvs0n8nAR+c2QqH\nP+9TxrXFIEu/XAxCoIQEUx0htQqXJ4q0QxfRpEQiDMuF1jeRwoYSCG/HFPoMuj+A6ouQ6YDRMmx1\nw+wxXHTIHJoxmUm6IkwlaYSflBDPbkQVsQunV0UoKRa/dhuMioKAhE0PVvE8loMhOtPbWM6TvBX4\nmAFXv4kaI8ysg7V/gHv+DGe3QeNo6BQhMQaympE2fU7ZvYuoj4rAOmsMGSM6iSzqwjehgTTteNrm\nFRD+x/fRNIQ4k9OB45rnkIV2xh3cgHndGkJDh8KlICSOh4Sxf/m8HDOR89uo91ykJ+Bhg388T46f\ni2nv15DZ57/MlDUIR5djJpUKnifxWBeW+dOh6ywORzQnJuQhGSBvZA4FnxjpSpBJ170GreeQ+k2l\n6ZPJCHlJGBIbQduLpk2gfPTNHDfaGNj9PP1jyzH9PB5sNhgpQudRTg4azel8M7dtcqCyx8CDq2Hr\nt1DxEyzdhHfjAzgvdxPV0QuSHt/0Tryv+Qkunk1o2AG68jTERXyGKlvAMk1GOPM94tarCalBlOzQ\nnAJyK9z9FMGwyajPliN8+hLBTA/qp59ASDD2uTCahlF9zXu0te5hcPXjKJ8o6JbYIbEdyl8iRvZi\nxI/cZUP8vAWy1AhTohHu345a90sl5d5V4FgBlz2EoppN1c8PoKQUk6sJoXZ0gxiFcNpEYFg7wQoP\nlSOMtKTomVNcjOL5ApUtQKBby6iTewl3uhEVH4oJBK8DokFOFZBnJGEsqoJhT6BqPE/h0SoOzXcz\nyxaE0yIkR+G7zYtw+ATa8hSqZ85m4NA1oNNDXTGEDybTdYnX2k6wXuPH6MzDkT8R075ikk89iTdk\nRojOgqVhMPUNiMmC2nvgwlzAAYoXhuxEpvWfJOj/GP5lpvjvRKuHqXf0NVcXmCP/8roicXjPI2QP\ncdLisuPQ60gz96J4BLCUgVKCoSsNIbQMRfAjC714jSMwjckBZzpSQMW6GwxMk2OQ/YfxKufQDhBw\npw8hYk8r6FKJjjuKgBoC62H3H7hH8xTPTfwKja2IF4P387AmgUGmj8DnAa3Qp4Q62+GZQhgahK1f\nwdzbEa40oby/GrXdTs6JW+hJ6odHn0FHdRQtk/UEXJEE4pPxmGuJnW/EssrLqLpIarIWsEE8RMax\nDHIvXOTiaBN5hTq0jPpPnpcRf7/xuJZsw2So44oh9/FN1DzGNpSRWHYKc84gRK0exryCwkrASvju\nTij+HVy5EHZsJdsYQ/rNbQg1STRutRE1ohc67oW4AaxLFUgen070KTNxQzuors5iRGQ0A/YvoWbC\nEr6PKCDbkcCQa19g5BODYfjDuJKgN97C0l1foOkOQHQd1NwNDSFQx0D9GUz958Pe76jfKRP3WSqy\nvhXjZ2k4PJWYpTQCobPUBXeRqZmNcG4bFL+AOHccmuVHUNIcCAcvQf5lEHsT1dIfyPPnIghdiL5k\nuLCf0B0rUZ97G+VcGduNdSyNmESoWY3GqEcYuhQKr4XwwSCoMLlbcNcPRX+NCypDCDs78VQWYBo+\nC+GqR6D6VYjsgagl+AUHdfP64WwJUW93MrttN8KxOAgkobrehN8fRL7kJcrlpnpOOiln2vlOfxVT\nwosIP1ZPsM2HOqQgzgMaofHcUKJmutEd6QZrNIhroE7CUnCehDIdzTFWkqeYqMrpj8sQS65hBxZF\nTXmCDt59Dpa/DFovZPwR9Hp61wW4RvsltqQYvl3yIw/+MBKr34R54XdgiYef7gZfGVS+C75WUNoh\nbmHfPkfE/7xw6H8p438Wf62IAQQV9t7+ZES8CvoJJJmj6S88j6g9A/YSVG3DoN/b0PAnBO8xnME6\nKnUqRjhWQ9oaVMuXcn/BD2QUXIHbL9NjWEHo50aMB1oI3ZmCbvVghBG/PNq6PaBkU6CtptQQQ57O\nTKpuGHM8cfDWErA1QlgM5I2C29+A1+eAlAVvrIELx6FmDWLu4yil69CfszPRXQERfoRDftDJ0DwA\nJXM1P+o/x7RkBhs1c7i2ZBdnKrZy/+k6jE1+pLlZxKovUD5yPMZvXyZxdCRmzUQQ1CiyjFRcRCAU\nTWJCPpJeS8JVqxjgOoX2QhnqrYWE9AZaHTeivz0VY3IiDkJQaIU/bYCy7YTP60JjhZZ3A0TfqUFV\n0UlsRxB/bg06l46b1ENRao6z8eYFRFdWMCC+CjxmXKKHed+sI3dyNKfDL+ebrk8onnkHy77+HcbR\nFmZvj4OIcEKdXRCpA6UMFi2CFDX0bgLpHKaSTtIfvJqGJQeIWDqVsNtvJagUYRarqIr6hGrpCBk1\nexDeuRymAfsyQaVGjg5DVd0AzVnIa+6DceWI4mC48nlUvV0o5q3Ih57GOy0WrbmFGd0upK0PoHcP\nQTOwDU42waWvwf5m33tWd6G3DkTcvx+eMtN2IBV1b4hg4o+4Ow+hPavDOXYmeuEi+/iJZ8SbSDQ3\n8fGae+nInkac/iQYVChaC1YxnqHvnkdobaA+LRffcAOZ5hrcN8bhtxlJKy9DZfKjhEQEtYXkwnw8\nYVWoirwo7RaE3BDSnDqESokR1cfZPWUykkZHQ6zIyFOTaDQ20KiNZkzdQRyx01C98zCWvJ3guhln\nezW9ebswfSGT9FSAhw/cTXNKAlqdE53Jj2LbTiCiFo7ciyojHbW1H6RdD70bIXrdf5S1/wH8VpTx\n/9oIvISsIvaUPorJGEG+8AfUmED2QOBJEAdB0TSImQ9jDlNy+Y14/QY4mIfkP0jg1vtILj2NFxuh\n8KkE6gQ6P3CjCQ+iOCyIvl1IxSfBVQPBEBgimclBvNp4ahcu5mlfImx4DdQaGLcIntoAVy2HpJy+\nm6tsgcLpcNVAiLsRSosREmNQ2UIIB6oRKkUY0wUuLzgvUH/mPhJIQxWUyGg5jDPSxhVP/g5j0kBI\n8+Oz+rDoOxmsfYAcl4KxZRr+XQ/jeOABuq6+GqX+EqZHHiNq41ZiXxmBKdmFXngfjSwjtoK620Pr\npo+JPPAcaZs/IuHoOvD0wlQjxGtgjw9joZkwEc4fCtEyfjHaPxzllJzBdSMWsfWbTwlMz2Ci1M0R\n8zB8WHGHX8CbPRJ52HD0iVauDr+bZRs+RuOt5MH7XiNkccHQDoh5iB5/EnSGg7cX2j4B7WWQ/DGc\nmQH1BtRdP5Kx1IzvyCFaVm7GErwZUUhgAGEkqMfTfOgtuPlFMM9EPttCMFxHZ1M+ZApQX4lP3UOS\nLR4ad8DLkzm982m6stPQKAo6XwOeEVqy3ngIIboIjasOwdANUSlwzUPwzHp49kv4/RZUpmaUWwWw\naQi/Kkj04EtEbHWS/HAjlpxnCD9kY0XXMfYoBSz1ruXZthWob0nCNr0H50wVTChBu60a8dWfEbtt\nKHcWkLpMwWzvYfjmWtyilvMpcdgnvgnuCMROGTlSQOj4Hk1XHUKmBnlUFbK/kp46E/6AhlCrQvbu\nGmq8AcY+VoR57XOERDt+WUeNPhclbhvmjPfocop8bNjPyux2wnc6ObJkOqdHvEEwqpoYWzdRrlbq\niufyk/stGrQ+lJwkRGcs2KLgbDd0DYSu3X8pZO010Fr1zxfuvxM/ur+p/XfzD1kZC4IwG3ibPuX+\nsaIor/4nfd4F5gBu4BZFUc7+I+b+r9JYNQFN4QX6qR5DSyQoMsrF9dB5BGFLEJwWiGpGjpbQWuIJ\nK7qEsugoNKwnWPchDVEeziqdtAoKE49LhHWGUBcuZ29sOGnJa8kPPQ4l4VBSD0jEzRjBnmYj8wpu\nQCQMbnv5P96U0QJzZ8H5kxBygfMryP0IVvjgulgIhkHhBKg8CnF68ESiCM1EO9aT+n4b0uRSuqKm\nYGvpJT0/tS9hkNCEMzxEhEbG9sBqTOiQ7u+POOEClruSUWXcD8++DhkZAJyNKSDt5+WEBbIRwrTQ\n205jt4B1qoI691WE1jUYOm0ojT2wqxfBp4JwUDab0Lfbqbk5njHv7oTpDzF2dB7bGutY9vLbfO9Z\nwtg1pYzW2ylbtJTMiIPsi7wXt8/JksOvYU97jZxYK8nLv0D37dV0hMfizXmdnBYZ8752SBkCbWoQ\nG2HjQhDioESBu1fAmVUInRIJj47B0TOF8oICkt9ZQOSSZkZRyDc33c9oJZ+0Q2/CikQczzfR0n6R\n2slz0M+aTkROLbG7a0FlhcE3sjcxRN30IQwIlXBL159RhFykqTWo0zIQ+n8IW96Ae1/re2d1B/t8\nbBOGQtgwlKRqlBg3uorhdIeCRBhbEaaE0B25h48W3M6b65/GOG88stRN4MhhLt1wNXW6aeylles+\n2EH0yToUj4J8/01Inkg0ez5AHDoC8eBxhnzfwKBUFbbkduzpGgyGeEw6AcUVQN3lh3YbXe4wTM6h\nfHztIJZ9s5auYVm4xw1k2v5itAUiHFUTd9zLgCUP8Jn+MIoznMI2NZGVm7jy+J/pSTDhucNEpvYS\nUUX3IQUC6PK8qAWB7NpaklxttKlT2BubgsXoItfRS9y01QjtJ+Dnj0GzgYxOLTz5cp+//LNH/nlC\n/V/k/zcrY0EQRGAVMAvIB64TBKHfX/WZA2QpipIDLAM++LXz/hpkAphGHKSmchkGEqlS2tlRexfH\npYuczp6G55a1UOGCzS8hSiEk/GT2u4/Ax6vwDbmZc7e+wMWhcxm8/SJTvz6OVXQjfJRIIEsira6C\nT/9wG9VR48FeBM4a2saY8WYO4mJRAZY6P3y7uq+q8l/jau2zd08eDs5jznr84wAAIABJREFUoIoB\n0Qy+czAqDVLGgMMPk6LALkN9G0qnBjkQhzgrB0FKJ6vpENuWjUe+UgvffAihZnTqqWDTIviDCJdd\nhXVoDObfvYfKfAC6FoHiBMCHl4v6Nkx5bTD1M0ifhjz3GdpKEshLugLhq7Uo66owVLch20EZGUno\n+hg635yJElRQ4o3IOT7MU+NoHpGJc+dXLIur4PPWW1hlX8qu7KEk5dxDMCyB08GxLKv+nIdrtxOI\nLURzcQ+HerKhReLKjT9gVXSsig9yqHEHfkkHOXPBOBxci1FGziLgTyNkjoRwG0qYBIVJ0FmOqXIt\nCdMzsT+3Cf97T8HBNSyqUHGodweSOhvRcDsxL4bIXtxN+zkPK7RJeFr2oe+fBbo/Q8QnxFjsTDx1\nkHcKb+F7aQHmCjua9mRUTSbQ6+Fs8b+9s6ALuteD8y1I3YXKLaPyJCOOuBZVWgKh6HAUj0TL7BiW\nxMVgvGo37HMgrt9HtXYWaesSGFS0mWmluzk4Ig9/okAwIhJB+wPq0HroVRDPncO5wEzPmBQ6QyZi\nz5eh73IinXMhV0jIziBihZfWuDT06hy8dU3Mj6ih54+f4Rg0nEEfnUDbXAv9fgcfVCJn90P1xk1M\n3/QTEScuIZdtQfIpGDvdxH3TiaBJJbI3hFcdRbsUjrNXj69Vi642SEjUkkYEc49dZNjpM9iEw+y1\n38TZzk8o6h9GqFtPTu1P0HEessMg5PnnCPWv4LeSm+IfYaYYBVQpilKvKEoQ+Bq44q/6XMEvBfsU\nRTkOhAmCEPcPmPvvRkGiilf44eerSDUmoShBcoQ4xkU8zMXoxdSkx/LVYDWrd6/mQnQunU+OQZJU\ndI3L5MDkUxyWNpEpDmEhjzDgHAxpNRB9pp4InQul+lt0Ue0ManXikNoIpV+PY+71INbRv7qEB8+t\nRrsoB+Js4NsKkv0vb84UB85mOLIe9t4F5lv7znv9YMyE1FgYcB46O2C4BuLCEHWxWJVhUHUMYecx\ndtw3lzt0etRn9ZDrgv6TEAaaEaIuI+aNJzD2OwTuLuh4BjSDQPMTWH3guJOj8mZGyM1odDch1p2F\nS5do/nQzSaoOVF99h5IWiWdhNqEWGaEQuh6aQPET82hM8SGPd6BK9DJ7RzHel5ZjmJFGz7oawg3r\nKdQH+LT4Xvp1lCK2P8bAmi9pV3voTn8Jdf8vSEu8jSifkwkN3yKM0SPnaCmNSKNNFYtBULNoxdfs\nbbHj03fgDx2lc0AYav1ZlMKFsB0kvx75pB1OBdBc/jBxb3xLzh9uR5gyGBLy0HTUsfCnEvw/VqI8\n8zRtlXMw5YjMuuwQL7x9Fw53CmTMhqErYeBT5BxuYIKlgk2fXs2RftOo8GaCVIs64VHYuxISW6H2\nXF/0ouFjsLwB7ZegyIhishASk3H61+NLC1K8OIsjhaPotFkxfLwHghpIyEcJWAj/tgTH92vw9qhI\nPNFMR2EsDm8MqluvREwbgZjYC+kSvWhQYsCU4sAwTA3xBsyHZMLkZQjnzARPRROqTiJ6rRP/AC3u\nJ3vRGefRa2imIFpBuP0eIBn2rIWPZqBJ7Ids9JJWvA/D/ma6a7UIdWZUexU0LoX4Yxew/NROzMYa\nEg/bUJf66PZGIsXpMNu9XBrkpCfFhJibTq6tlykne9AMmEddqp8dY+pwhlvg8b0w43lwNv3TZfzv\nJYTqb2r/3fwjzBRJwL+vwNkE/2HL/q/7NP9yrv0fMP/fjJOLtCvbiQpJPDtqGQnRXeBfiaIahqVk\nG7ekz8ez4yPU5x9AmziRgKji1KJkWupPUGm1c2X1fvRlV6CN+R7K9sJl96N8fRPWITqcioIp7iVy\nal8na8N6Pl16OXK8huzWDcR2pCA09tLfdYrtE25l3rCboetykOog4iAo8VD0Jzj5KQyYA5mjIbod\ndjwHqVPAmAzd+6F/LAzeD2yD5o9AdkCsCdZtg8R4pAcnkr4tCX3vBvBdhBsWQN59aO2XIepfhtod\nIJ+ETBHqZ8DY26BkO0x8gF6NkXD7W2R5NAhtZvju97Q0qmnoMTFy7gKUli+RtxzH8LyALTGa8AY7\nkU0uorO+JRQfpE0/Em+uSEbuFMJWvox8gwvd4mTab7URGV2NdaCX9OOHkW4ZRWrJKe50tWLvthFT\n6gR3LUy8CUH3BsIhE7oEPQPqG3jB8Wci6osZZUjni0F5jFy7Douvh8iJ+2FECur5x+Ga9yEigUDP\n8+hUXyDEjYcHFyPOnYd29Uq6+vmIHDcWc4YOlzYehxyO31OH3yKg0dxI5Mr99H5eQyA9E23+bHA3\nM6B7DUbqif8pwMsVD/Pkg+t4+LPPydV+A0H66hC27kJJdOA36lCK43BHf4M8N5poqRW5txKF8bQ7\nOqgYV4ApMcDot/egnvUivPMo+A4hDBxNeOgUpsdL4INlCJXJWGygDg+gnP+SkH4yosNEKFFCPULC\nuL+L4AKBoD8W1ZleOCZBzUaE78qxaR+mO+gnvPkSEZUdeNvHYHa9QLqSgWBaBsGVcM1YWF8JR/YT\ne+EMrU+8TELMLEyr7+L8KBXptaUkVQuIVjOClA2L78Rb1Ixq/GR0htew9CxF274YnSOWpJ8UGgaN\nZEDee6j9Qfh8FPmbvyLfHo5y7XN8mVNBRs7Uf6Zo/yr+5Wf8f2Hx4sX/7//+/fszYMCAXz+oIBM3\n73MktxX7/gX8uPURlp16ESljLdZ7DjMgej+B9q/QhHmQh3vZbJhBe0oeYepOjLtTWPj5BwiT9bTs\nWklqViXO2EQaf/oEubo/XfNziOlpZMdFFYO16cQNPE/BkTJ0Yzpoccdh/LgU3ZRjyBNiKRdjGfn5\nTFSaICFdAobEOSiXBAzVvag8AeyOgyjJCudV19LhzSe+pJSBPauw5hiw74jloKOacSU70WeHcSTh\nUeYd+iN+nZWm3FxS1x1nWP1xArFuBJNCq7eCC7t3MG6ID2X7PYQ6FNyFMew3PELCmcMIzsMU+H7A\nHpFLR72enubBVPnLiJL3ER5opOG8FY8LTgwewCiNBmGxHyVbRNhjRgpoqIvoRvPVFI6xjJlt7Thv\nDcO2/Ssc4kD0n+ViTGgnYInHXlSPxQLq/tB6qRvPzoF0LBDJjfgRpawTtKA0FuM/Y0Ac6sIv++ly\nppFYdBBDqJc7T75PWnonDfED6WrLRWd2UakdR17RHuTts3DnhZN4Sxc/HThI0q736I5ORx15hCFv\n1lD0o0Thc0+jc3jojM2g4rZ0+vlLkSUFn2ojQoOamFEC3qNDKP12Go3pM5nSv4udqukkTbISGlrH\nLOPHPDfvSh7Z+WeMMUZyW0WaTnxNe89RrJk1JDZ7UZ80YLfGET66ijOGDCrC4ph0voiRa0vx95ew\nm43IP/werzWc6E49VXVRJDpDBJ4ZR2nCIga5Sxi4/iQXr01n5Pdn0R3ZiG0XdMzLI1dXi6IH8RiU\nTh7AsLpzmAYEkfo1cmLXXRiml6A0hRMskimOH40vFabvaabGn8KJtiD5qhT6tX+LnCLQG5eEulTC\nVvU5zj3fYZUaGbvpEnKHQE9OPJeuGYSs19F+yYY/Kp5hzz+I6ZogQetLlLpvIdvzPdaaCxwpzKa8\n8hHSvgmS6LISG3aalqyB1B3cxNGfHWj9XoJa06+X239HeXk5Fy78TUUz/i5+KzZjQVGUXzeAIIwG\nnlUUZfYvx08Ayr/fxBME4QNgv6Io3/xyfBGYpCjKf1gZC4Kg/Np7+s+wsYduTpDBPWhcEkVv3kfO\nxYNU/+zDmqwnc3IEgUlz2TsrioZgEi0aPbcI03HwIWN4HI4+D+u/QhHakKyD4O7VsOdhOraa0Xxf\nSJjvCrT6PLDthlNX0hM2AatvGx2nkomwqtBaXSjdGj4d8AqzdTtIkC+CaRBU+SHMBDlNEHYD+PvD\n9qVw+RfQUQ6BIjDVAdNg7R9h8AiYshLa94L9GWifA5e2glNPaMoSPMe/wlrhhtRIiPCjKGpQRGRP\nOzjBn56GeqEWSW9CXz8TYfsW2p7bTWnwOFNXHENe9QbkJaO6MoHz/4e8946S4sjSvn+ZWd50VXvv\nPQ2Nh8ZbYYQTRkLee2llQXaQRtKMRqORFwLk3QACBEJYCY/wHrqbdtDe22pTviozvz+Yd3d2vz3v\nzjvS7M7MPufkORURWRFx8uS9EXnj3udurCF3egHapExo/hAiPMgFA1C6u6HFBsMexS+/irHRiX+n\nC/F3p5DvuQHHU0MIW7kDMSUTnSGA/2wP8qVGJF83jRUCqfF6mJpGQ2Y3ariF+MRmxKZIqB2EeukH\nCImFUSMR5Gq4dB6nyUzJoNmMiHkYPnwWxt0N865wd6jnbkFWpxNU70dYHYWmvhklaKFm0SRsC35E\nMJUTSSyUF8Pvn6DV2MeGu4dw20tfYYiUKHtpGJG7A5QnBBnTehrVH40m2ENXj4bwli6UpGTK7ltI\nux++7BzNC+eWknK4AUxBMGbCCRUWDySQPIqS5AO0BT3kaEaREP8SwkchEKUj2DeWzhFWondegqLT\n8EoJfLcCZf8HiOPuhOSx8Lt7qR6ZhfbmIHH7OvHrshFrz9CdEUZksAkhWUAuisRt11M1bjAemxe7\nsQolxopEAdmbjoDWgjxrO5JyCXn7CYTWV1A7QhEqG1En3oD/Bgnt8e0oF8z0OhzYL7pRTAaUNgeS\nHZRZQ1BSQgiOCoPaBjR7StAGuhFjbYhTjoM1C+XEdqiZT2d4f07nJDD9leOIubOg5xR0lUHMIqrr\nGkjtrYYxC2H+YxCb9ovLM4AgCKiq+rOyngqCoD6nLvuL7n1VeOVnj/d/wy+xMz4FZAiCkAw0A9cD\nN/yHe7YADwHr/qS8u/8zRfy3hJ1hRDIVVBV/wx4MBoGQeQvQvbOQw/XH+SRgx6gzMcSXx4CeT5jk\nrCMluYDS3hY49SLUHoYHfof8ygqC3+zG0d6fkADgCMFZfA5dpQe133XocCAkLcPWsJ7gXhEhV0V3\nspbgwAFIR0u4zXk7Z0fPINZ0D5zfBROfh9QRV/gqe1dB94vQUQKGMMhbDEUvgKMderKhLRsyF8CW\nm0BfA/1CoacEOmS848A59Sv8KXasxQkIA+vA2h8MXnBfwtuTiL62nu7PuxEeiyNK2IHwznBUOZ4j\n7GWmdiHSywsQX/o9BLyg0dLvlsNIkWNQLq9E2KXAcRnh7DmER7QI4QbEzqeR9BNROnaiz/IhFPeA\nPhnj0q0E0gvoSr6MvbgSjSijfctA07sQdbV6JVvYrFYSjCpt2niWh07nrgPrMM2pQ0jyQ6YBSs/A\nhVoIaGiOSuB07gxGNLRBXT3MWQRAUPDQl38/LsdRoo+Ho02qQY5OQeuuQX+pEOnCjYSN+tPRRHZ/\nGDmI6LAGrH4flkoXijaW3DX1aKKcmNt7WZ13Ozd1bSK4og9DhwHMsYjPvU2ucx85Sh3Zuo08N/MN\nXir5FYlSFcS14K/2UhIXTceAEnK768h/P0DwdzkojbuQNgbhZQOanF1EVYyF9l6Ij4QHpkG/XLbM\neJtr4hJgxR8gaxCV020Mr6hBQYcmfT6qs5Awdy9CyBgY8waieC2WzbX0v9RG9dMxBEN1qLIDub0P\nb/wIDOnPI+3aAwc3ILr2gKsbdXQX3Q9bsQmPYtTlwth3ULoGYunrJPjRLlpPPkvSumOobiva9W5o\nuwSzb4IFd6IWLiBwj4Ic7UAXKEMgC3HHh/gKkgnXFzL87TrcwyZjGXcHdDsg+TWInc2pLz4hVa26\n4qrZ2wkxqX/XmaJ9Pz8H3i+Cn62MVVWVBUF4GNjFv7m2lQqCcN+VZvUjVVV3CIJwtSAIl7ni2nbH\nzx33/xVa7ARQ+Fao4accC37jYtKSU+jnLGKa/yj3jPyGnuMXqL1uGaaQGjSPurkUupjEH6shoj+M\nzQJ5E9LzUQix4URLfQTz/UT19OFpHYyvyYJr0034q8owyBqsBhntWIken5mmgkFktNVhFkSUYxAb\nehFShsKtG+H4D7Dv13D7MrD9C1huhOyJ4HsVhLkQPhOyX4BVMyGpGyJyYc5o6C0HZ9IV9zZLG8F4\nAUOFB40nSGCiB408HNE3GbSrIeoivRvGYp5gB5dK1K5+SOkVEJlD5eQ5xMidaLsfwmuPRhU6EGsr\nUA16lPh4BM8qDFVbCGYHkI+Z0OUGUTQSmgoRoUNFmLAe4YQJJc+MvPcGJIsVaf6v0N7xMFHf3I1S\n10nH4lQ6zb2ohyqJM3mhYDTYCsHrRTTo0WpE9i4eRYGmjUiNgqCUQmgBPHsQqi5xsngHBWePoO5Y\nhzBgCAgCKjKNZY9iLvyWKEGLtqgdmkxId/WhNIQQu66Ohtzx1O54kbwnn0Rvt0NnC9z1FTQ9hjBC\nQorvgugwULxcTBiDXQtt23VE1wmsfepebhr/JMbQRIQdGxFmrCG692WWudby7INLefliLd32vXRN\n0dDvx3IGaRT8Yjd9IVakE2tRUvZhiQehdzYELyIMNYM1CNtHgeskhOYiqxowmqDhHGgMtI68Acub\nh3CmJ2E5+xZdE+xE7XHCYz+A3oTgyIKZESg9oaReGE3VxEtkda/DY55MRb98Qt66huRPz9G+bDYR\n07ehbHwEIaYHSdOB33IMI7kgahEdwwlmBjGXziUprhchKQrBWkDV7RtIC9WB1wWvT0GYPgxNQyVB\nez1y+xI0lXug6CDOwZHYigQsC5fg/+hd1BPfI1x9PYycBUBQZ4IbX/3vFvG/Gv9UNmNVVX8Asv9D\n3Yf/ofzwLzHWXwsFlZ000IibTEKIOFbNrckDofII2M+CYzn20U9jW/8Zl++cScet1VheDKV9ajLa\nih7s6a9A8BKCYxXio3NRukahc/4OGqqxytlY0y9ASvYV/oegBrIzUbwtJPsT+HBuOmEXtYiuNzCW\n+Qgv6YFRZgg6YMQ0+M2t0NkMS1eBFA7TD4CmFTqXgXIH+HvBng7zb4ML90FSD8SvvrJLHqzDuzcb\njeRC79UQaOuiSdFAVi2d7RaGnJyFHPkyMdtrceaNAFMpztH70bT+gJqTz5l8I/Prv0DjqUDSP4Ng\nfA4hugO+zYYxK0H3PTg8iMGFKPrLiAcKkQwiaoIPJk2Boo2oPVq6Ly9EX/sl9UVWTA0/Ie7+iSh5\nK542GWH/KKxrjqGOHo6QXAf9hsFnhyAmjIjJadzvvYlLjZvxhwVRT6oE9U+hHXcNGO0QHkKKo4j8\nE7tQAgp9gxtxdj6AsfIgMU4TavNAdBsOAjpYtR11/Wz6glYMN3hwH7uV+Onb0JlM0HQZWirhy/sZ\nFfUTxAWhW4HTerjjJUaULMG7SuToyDH4NFbign00F27E1l6K4fBZjMPaEKN+T+rFH3jxhwf44x03\ncUufk8TWVgLZCrVpTaheld5f+bBWnsdq12AcE43mqs+h9mOo2nrl3bhbhZTzUNPEsBfvg8teSNGi\nuA0YztYTsKVz8dohFDy5gRDpFsi3gFYPfjeUHYScKWirfwBJi/+NYtyPDcHSXkX+NatRpsyjausi\nzgw6R3jwdUbHjYU73sJ6cAT1mT/i8pQTWneccF81Zn0bilcBXxzSfRvg2xU8Vazj9YEyacsnw/AU\nmL4a8bfT0HQ1II/UIoeqSIILe48dAiKGC9+jG5hCsMOJaByGR/iMPl5nyAwjfvqhY9D/pMj/xfg5\nNmNBED4FZgOtqqrm/6nudWAOV3LFVAJ3qKra+1/19fexJPw3QERgLkn/Wl6jXLjyo3w/TLgVHDsh\n/GkEQyzJr29D/9ZbeGr9uB/aR/drkTikj4ipOochaxVIdgKpX+FxjUeMaMVorkDoHAPRt0HF55Bn\nhtJVMECLGHeBW5rDcIgDEaNS8GobMNRFwdplqBN3IUzbD0tWwo9fX+GpMJrh0k7ovxiUt2DTMujX\nBDk3Q0Q0qF6I3QtH3oCQUvyh3yMPb8UifABtodQee4N4UyvdShdRua9SExtKaKAeWxgYz5Xi7vVi\nKnaj6ZX5dHw6iR1H0HVXQvyrCGIkOO4GTRakzYfWTyDgRBWi8G88ieGDP6Ks/A1C5x6Y4AR7P3wx\ng9G6nsVqP4d76IdELugmOP8cUesjEQ/lor+/PzQPo1L7Iyn33g1SL5S8AbohMPMd2PEChD9FprYQ\nwdGFOgyEuo0E37mM0F0O9jQOTR5Nv7yTmE53YXMWIVzWIiv5SGe3EgiEoeRrUMU4xPeeRu7y4cgM\nJfrYYHKV8whH5hP8XAFTHJqYLoTQcC5mDSLLuxC2vg6j6iBxLOL+QWy/M56ijDsJGProt+1tjDXb\nsLa0ockB1/kJBGyJWC+4yOio4/EN79G0eBQ+l4+IKg26jwMoQT/Bghj0Q2JQS4+hhP7Jc1QZA5+/\nDy8fgIhe6LwDkpbim2uByjOgV/DeHeT41OEMip1MmOTHnzIDQ40GhuTBqSXQeBAijCA6YOQ8yLma\nhOXH0awcCGIN6mNmhOnXkmo/SHJHNfgiYOQR1BUWVG858RfPUheWyfnsKEbbHUgdEYiHGgmOfAm5\nLwqpu5sBhbvp2/o8LoOX3u9CMG9chLmrEWnqkwh1F5CNnyDPFZB8efgiZARDMepgO8Gk/khr34Dx\nj2E0L+KnPenkXPePoYjhZx/gfQ68z59cd/+EXcAzqqoqgiC8Bjz7p+v/iv81yvg/RdFaMMdA1Kuw\nIR5uugShmWgiI9E5i0gYKNH4uB+zPJTAgZNcmNRKnPwhSa6Z6F1aFOc2/HEqOE6jb+pEynsKxg6H\n7xfC2I8RJ91FDWsJVyJJ9hxDTSpF8bnwHW5B3xyJkngAoXoKQqwFYVod6ndxqCEmCHkAcfUsyL4N\nYjdCZx6MHA6tz0Le76D7NMz7EvngVXgTKrGeDoOBPjBuwpEbT1J6PuHHGwlqfsJZ0Ebz4Sy6bnFi\n7ZyBENGCL/IQ3gs2uifYmXn8AEz8GiyjQbKAbhbU/BEGtMORPeCMwndyEvr7TAgmO75FU5BWH0TT\n7UDNmY3+/Qmol1XqlzcRFqohnMdQnVWIP/SHJ78Dfw+B7S9gXjgAqWUVZA8DfweMDEPt/RimRsLx\n76DNiDo0E/VQK2JhNb4GL2rsUAxPrMTp/xJTlQdflB6xMRJbUTHYyiEiBqmqj2D6OLTyfgLba/EM\n0pFY34I8dS6iOBQlTkactBu1qZrgsRS0aib5WzfB2Q1gtYPHBCXPw5BwZvTuQ6mCSdVFKD1uBBkk\nVUAsV7EebkXJ6MA/2IQvLISeziAtv/My0tCCkh6ACSKajvlo4mZAjQvh84OI1wKnD8Dq9+DtgxAS\nCkE/9D4IVQ+TaKqH1Gy4qhT9phjCh/SRsvskgYSx1A01YOn2EFexBnqPglYHsTZIGwS2HFRDJPpC\nL4G6ExiyJsBdT6Kaz+N2fUGTOZuMC/EIYdegzpmFeqkV0TWblJJSUlrLaHYlURYVTr+gA+2+t+jz\n1WOvusCtuo/ZHLKIyMYK1K52KNuKcO1NBAoeQXp9DlKJl+CSeHzZSXh0KZi+/hp9WxN6ixbx6k/R\nbf4BbnoDOfiPRRT0c3yIVVU9/Kfzsj+v2/NnxePAQv4C/O9WxkffxJmYCNRhiZ8EJz6C0AzEy3uw\nRpci5o8lQhNO0L8PU3ctyZXj6I4/iqOnmdCT5zF59BhrXQheFcYMgZ03QvVBqLVA3HFoyUfTtpoQ\nw20I6U+jijfj7f4DdZPPkPTuRVTsGIwHQZ+EK2QEvpZmTMbrsGTOhcNvgi4dNAPBb4HOZyDsBbAO\ngR9mo7bpcSY3Ym38PcLq1+HkF9C/nWEJlYiVD+IePQ2/LZbQ7ipCBu8muNmM5twaqtpshDrScI9P\n48btx4gTVOiWwPE5sqDFd+5NTN0xBBb8AU1zMapwAYJ1iKId9bIearYi/ctQOHEaiu6F1j6ETkh0\nPIErVKCRB4j5pB5x6M1Q9iy0nUdJjMPebw44LkHOq/Det6gDg5DWhnLOj3DJiyB5CKzLR4gbjCZs\nPfrYUITX1kLDSnQaJ7rSMQjefWgamgksGo72vBfOFkGJhrJ+qaRfPovJ10PgwdkE68qRL17gZIIF\nm9ZA/+RVBI7+ETX7G9RB22hLjSBFGo1YUA9VjeAGuk5g6I4g9VgFTZkRpJZ0I7j7YOoToHNDgQfR\n+wWGbzVwrA/z3QKOC+c53dDL6KECviQDhvx1CPZ9cLATJlnAo8J3n8KLH0D5DijbBXIAMiZA3k4q\ntz1E/9E/gO5LpNhq5vVlIbXvQPpqJ8F78nB2BwiOuhsNNih4Bva/DWnXQ9cZqNmAdoQZqbQTf4YL\nnSNAT1c5RWl3YqsdiXDXPQiFb4LRhpifCMeiIbEVpXsQ8eYEag1JVC6IwtYDKd9+h9DVQOrv7gbt\nNGqcpxi29il0o+9DWfImLco9xIa4Cbh0tNu0mBp/IjR6Lf6MY6hnW5CSNJAeCked0PjLu579rfE3\nthnfyZVAuP8S/9xEQf+Vi5wxDHnyrygU3kaN7A+H34O9r8A1K2mrmgCDv8E44ATBnJfRxU4luARy\nNBuxn+uAMe+CeSbCoEdAnwT5j0LjDkifCks+gZoLeBq/I7LwPMLh5+DgY6iHnqfr/pX4Us9QfkyL\nY3MMraaB+C3NBEMP0L14Ap6GWryqjHr3EXCug+pwyHFA9Mtw8QNQfKgX63EaH8eseRFx9QYob4MB\n18HVReyofpW+odUExa+xB5ehK56AtiQVQ4wTg+omvKOZ8LNVpGxfTURTIT1hEyFuFMGOXYiFDyB5\nLKg1R9jl/i2ytRBFdKObG0SxBAjWbUWnb0GwLUFwDYHAedSYeBg8BF1LA6HcTCyv0TMzht6Jzagd\nQdQyM/Vb49AbUmHgw6jnP0f9Fz0+TRN9dX7E4/tQLeMRtKCbb0H7+HKEtDTE9iKE9+PovrgCi8uL\ncOkCmoSHqB0WQk/TOdTOUtRG8EdClnQW0w0TIDYLU0MCDnsCP9yYSbw2jQEXMxG+eQ9d2kC0l0cS\n3FPJyPozMCYZufw4slKLb/UeXOv6oXrjyL6zA2lsJsKcifDMRzCLH5vVAAAgAElEQVR2xpUvkT1r\n4Mw0iJoE4weAVceAW+8gJCmGy61mtM0q/s1a1GXNMMIP0zvACiT3wM4XQWeG6z6A29fA2Pug4gz9\nQ7fgcjxBebwKC24m8/WVBFxlBMen05MYRkqxD82WHVCwGLbeCYOuh5iJkPsEwsjXUIqNBOtVvKEJ\nuGs/wHJhO2NPtHNePcWX311Hfes2CoNboP0D8FciC2MJ2pvxJz6F3utg4OVq4iPdCCEZMNIMhx/n\n4aLpNJ3diuvAZZQn36RNeQHruVpaZ2rpfnYScb0LiTjfh7R3Hrr+n+O6yop6LBm6n4f598LGX//X\ncvd3hr9VOLQgCM8DAVVV/6JPhX/unXHFVjj3EcSPgqH3gSni37fPWoFqCOJQL9Kr1WKLiIMHikFv\n/rcXSvYTemIbWPOIvK2X4IoMtAmxsONaCE9CNUdCZz3CF/Ng/DIY8yIIIiReoiStFiV/DkO1yxGR\nEIHEq/6IdcM3yDvfp/N0M8IjA7EvjcKW/iQaMY6+kZvo8HyMWWpDFxtFTNk2KBoGzg+haT24dXhS\nO9EGo9AkLIbok2AohTmPgCJj62zCeMaDpicSHIOguwdh1nI60t7EJCjIVZV457jQlGmRekIRuhrx\nFN5Mh76DmHAL/nwvilnCFmihJiOecGcjVp8Ov1mPNrwTwacQOPso8uBhaD1mgjepCFsj6ItsBioQ\nnE2Y65rwmKI4meogbYsNIccJFz5DvW041O+HtM3s6HudguNHCblqOVKHDJVeZH8F4qGrEGxmcArg\n89DQpue6o99Arw+xs4eomOdQkp/HXSugyQlHvdYFwYv4NWaY9jwnStbj6V/A7J/OoeuJh3ueAyWI\nvHMxYtpxNBqRr613s7hwL0rDOIK7D6Lrr0VvqoLQGwkx9MNS9SVq4r8gDBsKTgWuWQ6t1TB0Bpht\nV96L4izU7IXku9o51zeA/bU7meA/Q+dYO67dOsxZXvr6GfHYjRhCczD0XMB4bDdNOZHYI2YR532C\nwo5FhM+ahUkAOfEy8m8z0ZYVoZ6bzeC1m5CaGwk6Q1Ce/w5NdDf43kDdtgb11Fb8FX6M+RB0a6mx\nHsHiSyStrj/UKoyv3M+PTw/D88cX6D/UDzojeAuQ0p8m0P0kysGbydGZkQ0t6H7qgUg/+PwQkY12\n5ir6fzkB1x8CBE5l05VrJzR7IFHVeWhTHrpy6Fy1BfThSMVvoDdLdM+eh233PsRZyyB1BINOrIXu\nMDBkgiHjv1Pi/yr4/waubYIg3A5cDfzFoYj/3Dvj7LmQcTWcWQlnVkHA8+/bwzMwk0CacB3S0PvB\nYAJny5U2UURtPgbfjYSij8HRgCEjlUCXEX+xB3XMJ+CdAbtfg14XTFgGY1+6oogBbnsEobaGLPFh\nRPXPHrMKdscpwq+7i4yNVYS9vYyLJ3W4T92C91fXYX9lBzlRL5LUpBBTPBtCs2DgM9DkhFIf/sY1\nKFkGDNWJcHknJGXA0neguRC+msC41nfRKMPA0gMDXgdNAMkyCKU8jKqpClJAJXhCxljnR9V2YPTs\noNLaS6xhCFr3VVj3dWP4XmHobSVovvZgPRiNpzQG/afNaI6qCMfjqBNH0JQ6mR45Cr2pCW3XXvxy\nNYGS5WiPvUDj8Gtp9jXizInB2NFE6IQq5JALdJ/+Ct/7NTScu5nBhacJd3cgV72OQ3mT2rge6kLS\nEBzF0FsE4aC6DEQ0BymJmwhpI0BUMRUswOguQMqX0DV2Y/gxDf2BG+n0p3FOv4L00ccZ17oaBlmQ\nLcdRvxyJumMxGE/jHyyCL4iUGY1nv4zYdA7L46A3B9CkgKblPeTvv0doCxKI6oO2UWAoRo3OhPGL\n/00Rqyod1jAOa0tw0EDUjQOxHamltELG6FFZffNiNFYrkfXRRJ09T1jJblyxcTSMGsXF6Co6vQ/R\nHJuLr8yIg0uYguuRlYPoeu9F3JmGFJ+E/qtygk+MRrxtBtpXliIMXQSR/cF3EtHtRmmXUVUZzzWJ\n2Fy9pNXkoj72FS5XKuHJVzHuUi3+q0wE3AJII0F2QdN+HGHzOD59GIaIRqoHpqKeHghXvQkR8ZAw\nj6rgAdqnRVBvT8QxWCAoxBBTcQSt3Q19z4EtgZ78Yci5j4NkRFd2iarIj/BlD4azA8HwHf2qtsPZ\nR0Gf/reW8F8EvwA3hfCn60rhCovlUmCuqqq+v3Qe/9w7Y4BhD0LuImgrgo2Lof8NkHf9vzZrsRDN\nKNo057B4nVC5F8LT0UREEJTS0c4/BqdvhfQlsOMBdHozPevPExqyCKElAkQDjImFqr0w5p5/G9di\nJaV2EDZXCxxeAdc/CnEp8P79MHIOjJmPCISH5nHq9lhcPaFEpJbS+Yc7aL1mPMbB4wnrrcLw4iYw\nyPg7HHiuGo85/15UXkJpqkPceBOc0sLEEXDgGCSMpaJjClljngNfI5x6EPq/QNDyKiZdBXpDDv6y\nWjRfa2GsiDN5IG1T7yOvdxrCB7dC7TEwSARTzRQPGEzOhjMEoqE1JYGkgTakrj6wmsioS4KSBtCO\ngdvOIvxhALGFTQSzm/BNzSAs8B7qaD8JRRcxp4Kp3I+sRmAoUtEmubG/207nIjuq20ZdXQIxg4+i\nztficbjYEz+WkZ2nMSe54WwvH69/iKSdDhj7OiDD7hVIIUaEcj/+oB4xu4kjsybh09cx5Mxpwo7E\nIl6UUK+NhKbvUVJCIKIFX7KbYIQAUQX006Vg/uBLRPEn1IsrEWJ6Eab/HlKHotkzHyVyABrLKgKX\nIsHrR/jhGTTv/JmnptxJpDScUO6AinfQPfcM/qXRVH7Ww/Gwwdy7eQ294+JpnnY/AwKTMX3WH/uY\nj0CfiNX7Pcm76hF+exrHDTPo8azHdn4sml2FEPIFPPcDWEIQjn6AbupavI23oj/RhJoSj9i6DaGx\nGcZZEDtdBCwaTKqE4JhMy7dbkd/ahLGpgfZEPZkNfoKyxObX3mCCchUx1Tuh5SzNGbcSZd6EJ95G\n3Ovl9M3tJiT4AGQ8h2vXH2jJTiUsuZum/WH4Ho4m890KWtM8hGuuRmu9IjealKeo51NCIrOxayaR\nUhmkZ2QmxtW7oc8PiwBHxt91oMef4+fYjAVBWANMBMIFQagDXgSeA3TAbuHKMziuquqD/1Vf//zK\nGMAcBalTIHkinP8M1s8n3Dv4X5vt5FLDd9DXChe/hRH3oo2JIdDcjFY+DlEz4cMp4BbR+IaimzuR\noH8t2rYK1AILjByIum4XKh4kjP/ab9jUF2DpbTB1GlzfDwpGwu2/hYET/9308oU7qWq8TGRdGVFP\nZyO26PDoHqThkRsQKz8gTdJROn4xmeVnUbThOE1xGMcPQ03+I2KNitB7EhxAvI7KvAlk6UNAZ0XR\nuHFnvQumWehKZ2NJtKKZXoTW5KV4QC5hjn7kGe4BA6g3vI3y2FwkbyO+XBPHrxtK1xwT6c52Ep+p\nR1vTA4qKcm06aOrh6C7k+27CqdxMiLGNYJQVKeDHLLyHoLOgqm68XcsRDj2NAIiTotFsLsVdoEef\n58Z6LI6973xNr7eOqV+baCqupz06jDhbA8pQDcHzerQdXhySnetObwHxUUidCfOehrdSEHSw/ZnJ\nBIxaBojrSWIh5qFnEMT3oWU5wrnNECtA9t3IqZPQCqVoAi0E0o4wyBGP0LmXYJIT6vpgZCL07oHv\n34GwUoTIYugAsTwU4ch90N6AutyLkJgH1nBUUwP4T6E5+Su4VIYmcwyJ9TY27HyF/k9v49jeM8zw\nXqRtbC/tPRtJ0lkRukrB0EpUeynywVzEgW4yy/ZypmgETftXkKTpfyXBwE9LwO+A8l0I3z2OPlqL\nYAmAV4DeZIQhEaihjchRAkpQAy29BM1pWK4tRVjTjFs0En/LAuQOD5zbx/RHtrD9vnNMXHEee+FF\n0iK3YHrBg7hLJdilw3S+B0qyqB7ZiXtcDnm/Lmb5Ha/ykO455DPlBDpjCbN/SqdlB0Z8hHALZgZh\nUJfiCa6jM8WPxvYYeqIgowDWf0VZ3DRy8u3/LaL9S+DnuLapqnrjf1L9+V/T1/8OZfx/IEow5B7I\nW0zCRzfD1rtg/K8RbYlEH5BAa4a+elAUtNHRBGvPwbmn4TLg64XRSyB7IdaMXOQvGmDoXsjqQ2jY\nR8uMVLTqMSKEyaiqAvgQzBYYVABGGyRGwoUT0FTx/1PGcUUixncqaM0YSKzxVdSh2zBW7yIjphf6\nPwRhebQpr5PvbcTb/QVBUy2y8TV0xQdQbj6DUKIi3n4QGtYxou8z1NoQvFEbCOTWYvLeheabGpq6\nT2NxTsDxlIbuw6nIYx8n/JwWtbwYz/vv49+8GfxOSMmgWo3kzkOf0NmZTfUkifRhAkpUCKpbi/LT\nbkSbCdIFvPld+NznEI0j0HvGQtFvIKUTIiwIggnjiCBkpsLoBgjUIcTYKL12MlFlJzB2tDLq/bs5\ns2QwJ+6AnNYeUovq0acsRPxhD8GkNjwfGFna+S6R3mZwToOTm6n7aTkhlwWKl43FIxrJarhM1qEG\nNBkTIbcONCUwRQueKmiRIOkJJI0NiYkggajuxRe2D0NlKYTlIPR0oOZHIKgnwXgZvAaEMj+95w3o\nls5AH/ge9khQdhQsoRAaBfLn4K9H3VKGMDwKv87Ex3feys3iSILjO9i/7hMud5oY9ukuePBbCN8H\nLVWorbeie8OHv6ALQ3MSclkFvUkmLHOyoGMP9FwD3q2oWhF5sBH1soLgDKLYTchjRmB41wEJGXTG\nSsjhFxFNMmGLnsYSqADvWZyL4gjvCSD2t4E0EGK8GBFZcLCOzW8MZc7eJkJG6BAZBzUHuLjqUQae\n9VHt20xPYiVxXbEEozt5euODSC9U8UP4LQzrdOI9/iTR6X/AmdNBi+E+wngK5A/QqXWY9MtwSF30\nqV+jTaxH+8RKOjYWwuyXr1CMCn//ltB/GqKgXxp/K6Kg/4g1a9Zw48wC+OklsKXg/qwU03QHtFfA\ndd/Te7Ed/ZfL0MedRrVLCPcVQ3gmfLUcOqtBKgWrFTXhMCBxblwuJiGdHP0KAsGvQYhE6x0NbfUo\nT03G89bn6Jb/FrG9G2nVmSsk8v8HLXWUP3wHGeIByDcjSl5IfAjheB28+ik9pg7KO+5lRFEhSuqb\ndCmrCP86BcHRiZrbgjqyFjV3FqLhMZrL7iA01oNouB/d6t0IU16H3RO5NDGKxMPJtI4uIfotK4aQ\nYSBpwB6G6nUQ9JuRVZmNSwcwsTqWqoNvMbK7iO3PjmPO8RT8FevwjQJtlYy+W0asMeIZpMM05iXE\nO56DbY2wdyQE5sC0J0Hugq77YH8VZM6Dz96lb3wBHrmejxc+SIinjgFbS8hqEIkOOYuqVxBv2or6\n1a0Ix9pwppsxSr3I/X0EkiRE2YQhMI+6E0HKbfGMGbYSv0bEvgak576C2q1QFwWNP4GpHlyD4ORO\neLcDDFYI1Fx51nIrXuUZNDU1SOdUlJBmpElH4cwaiD4NHYdAUelYlkzIrZPQdh9EdWYhDr0Sho2k\nhZRDqFYL1CXCZx9QGZ2I+TfFxBICHYUoXw+k0jeNjIGRuHYWYc7xgXMQSv02On6fiuy4gbjz0ezV\n7KF7iouRuzpJaNBA8hAUkwuca0EN4Ikw49MHsO4XES8LtC/Jozx5DiFCAmmvF2KpKkb64HtYtxCn\nxUXd1dXkrkpEUBpRPY2odR7E3OuQb7yOTt1H7NHYmN/px/itHeKjOLXIRIQ8ip76X5FfcprgUR0a\nRUJQvQgJSTgbrShWHZ6bXITvNqDpLEIOsdBx7Xi0YVMR+9ZhphWN9SRq40s0R7ro0p+i9tBcZo/7\nzd9chn8poqCZ6sa/6N6dwsK/e6Kgf1yEphGc91t8da+g9hZCzBxoKYaSTYSMfwry3oDdj+NtciLs\negXDuN+ARgNffAIL86FkL4z+CureJFyYjrHlGGqSij/4FJLmMVj9LcLJH6h/Mo3WxOcJeW0YGX/o\nQXpsIrx3CEQBRA2qGbYOG87snC66xmdQUO1GWF8DuzaDpxFnvouMMYvAXoD43itoCjqR+9vRGPUI\naXchhOehGpKQ3ROIDGtDqg1HPPIdOBrg92NxzJBoi7ZTNsdIVs8YDJMiYe6vwRIFgPD6TLShWg7c\ncg+jSvuIX/YEe341gYHF5ehMXiqya3GPjMHcKZMeeyuK8hpNj4Wj78lEu/FddG4HwrEVqGYfQu+H\n8OWL0GOCSDfk2GDDN/h641C7ztKhTSCir5y5O1109URhrduN2NOJmpCKZ9USTKV9XJ6ZTmjGTVit\n+WjXXgMtAtqC2fgjjxCbVodrcC6SMRbzKQ+iqxW1ugshDsi4ATQvQ/02+OxXYPfDa+kw7SqI3gT6\noWC+BgpvpKfsTaTtVRhusyBZhsKEodAyF/pUVNWKv7GTnr0+whJSEUfYYfafcS20vw+2+TS9MY6I\nHohYaMJ+9BEYvhJ0NsSsBWSmhEJXMR0Zt9C5/xMS8qvBHkZI5y14KnaALwJvtkCOuoDoq69DObgK\nfnwaZBXVmoNgiEFntyDaDuMMtWJOayH8xGnGrTyDcCmEQOo8VKfnyoIaPxJ3zzcYWwWEac/D6jtx\nXT0KU7uEarXj0y0lVMxlevcl9jZlMrPHj/DA4zQqT2I5tou8Hy/gk82IuZn43R1oG2XEOjdm2Uvf\nATfinZk4k33YAjFIriaiV5fQdnsoTnMNJk9/fK5JaI1TiNS/golTtEduwkcNelL++2X6r8A/FTfF\nPxpUgkTFnaHLvQ7RlIMx9l4UazeB/UEEdwiarldgxP0QPgBuOECw/WVMs99G/fAMwtufwqjJkGqD\nBc8h7PkIhi0mvHAPPTEKTR1TsFk66K1aTdjRJvxD0ki0PISdFOzCGISlwNJ58OwsuP0O6KtGqfyc\ne23t3DpiH6+EdlBjd5Ea8h5qbSzCtBhCjxzCeHTTlfRIE1PQDvbiN9ehCfsMTjwGhglQWonUo6XH\nFkVIUi5cSEI5WE3N/ZE0DI7DiYVhJ04SWemHrgB4q69kYkgcDqYwKq69nWDtCtJePYKaGIM/T0J+\n30vo1ADn49OZcaAdo7UWTctBWkdGE1d+M5pBiwnkPYeqL4G1/8LWaTOYda4UoTkR0Z8MWgF6z+OM\ntFDWPwyvfQSj9vo4efdIdNdkkbfjSYLGPoJVAmrcINyN5VxYmo82bhqZf9wLymoIqIiXg6hDT6EL\n1iH4AjhNEWgM49AGluMzh9G36VMiRsei5D6IL+oNTH2nwOhEcZtwFytY8hJg0E6QQkE/EG1GGeqK\n1+g9FMAn6enddBPa9HR0qT50iGjip2NZsI8LvmZG/fgTTJkNPtcVl0evA/pMuGteoPunHhg+kPhp\ne6BlAWy/FjImQlgXxD0Mrg9JnpXD+RW1WCcOxu63Y/j+CA035mELeweX62ayKqx41iRhkXtQ9UEE\nKYzGLDvGlj7CSw6gGsKx6bMRX6hCvvglLs9DGPr3oVasRdF74f0bwR2Db66P5A9aoOthFK0Tr+E0\n+tnFeBo3YfrpO4SMVEJDHmH88RvpHJxK+PcZzGiSCXj01JqHkTrzOXbcOIeJd85AN3owyo8fIyWL\nGBoCqF35SFNvo3HEBuL1v0Vw9RG5+TXsBRkoQgdaQwHBmABicC126QlazrrQ56T8D0v5X46/hWvb\nX4P/NcpYpgUve5GVWgK92xihFGHZZEWw6gmsuxnONCEVFCCm5MH5Fji6BAwhIOkxGw04P+iHudSO\ntGwR2HRQ5YTUAAww0NHyPsFIH4Y6PZbWVnzjRULLGiiePZrQ2HSSowcRSv8rExGA1zbCw1NgwzoI\nPYgUnkWVfSqP967goO0+RrV9TuL3FWimZqJe3IGEEWHqAKg9AuOb0EqdeFQ31HwEnZUw6muEbh98\nNozGxMlYR5dwMdZH88fzSa66QFRoJtHsQ58koYQPobfgbbRiBEbiAOgxazhua+WmYzqUhB4c9/pJ\nqouhtV8mUd9ZOLUUQjMKoUWkNb+S0MsxaI+8DCeXo1OCoOrw+8Ipjcxj4qhGPAXziQhZgiQbYP8T\nGA5+zJDGUgQpAq8tjMlvnsbu84GsR6MGcQ3NRb6wj67Zdvq0QSZ99lu8/WMQihqRrzYjxvaiBDrx\ndkShSYlhZ/F9DI36Cvp3IheGUfn1YdrHzSbzwmUMlrngcUK4HjUQw97fXc2cbzoQ5xVcMQ3JHiR5\nKxF3NBG4VY+Y5EPQeJDrzuE/epC+EoVA2zYCIZlYhFpcIeHom7zI2+fhHZSKN7CboNWH9/twNNck\nYZ9finrqfjAp9A4vxOc9imBQCa9eiyiHIuxZRP8bdZxdfpxBew8gfvQSnfZWunkb0aNB3nQHKkbE\nm37A13eaKv0JNB1d2P1mxBLQVbbDcBHlzDZ+StfSpL2a60p3QLaA2hvEOWIr/hMGNJcEhGovqq6V\nriemY963harc91BidqBEZRBf2oi+5nZMYU6sP51BNehxi6GUxF3NmPR45OULSMiwYB0+CjJn4y+q\nQvCcp69RxvzuFpTHI9Fnj6PVvYwwNR/drEfQFi2Bk+cQlp5EEjQE5dX4grcQGZWIqioI/wD2Yvh5\n4dC/JP5XKGMfp+jidlQ8RIgbCLE/x8baD5hbdwGlvBNh/ENIEyXEex+4EuyhvAkT7wFRBNmHKPsw\naW+gr+BL7LfvRX7tadRvV1KdJ9Od0knKbjfWbDsmq4mu+BAsjeUodh8DOn5ArJDh4irIfxKS54Ix\nFo4thTe3w0OTwTgYws3kZ35MS99kcr6aR9SlFlqTM4luP0NQNqLmjARbKMx/CFr2odUJ9OUnQn0W\nmKaAKQNMwKL3qSnpwpaag+3iRfp9/zk+KY2atPPEtl9Fl3EHVZkm3OI9hKlj0KlhGMVkysbJTO+J\nQ1i3Af/vHyCk84/kufQUzo1g+poA/covExRG4+inxbrlOIZaL4SPgmtuhr5MCHxL2aNP0u/kCkIy\n3yEk5E9+7qIC4fX4H16E/oOdCMYOusMlwo72Uf72a+Ru24KghKCdOovT958m5qsaxn9xFMdSPTqx\nHmuoB6lBS1VYP2zp6YQ8swONu5kBkzbj3leKdbEZvSmOnPEGgpYX0U4YAoEeOLAX9fPrEMaayDmp\npavkJBHvXQvD5sG426FERv12AOr1t+E1PIW0+Rh6ewHB/qHoRzvxp4eiykEau7JJWX+CvqLzGK6K\nQL/9OLb0cFyNC3EpHdie2kzv1xYMQ3YgaYZiDZpQo6bgoYJOdRdqjB0xPhZTQwoZ8klKZt9M/otP\nYju+mtoRNoSQHnpvWElDkoYhuinoD50md38R3L4TStYiCwcQYhLovuc3bA5uYdDuQibu20vg5aWw\n5ncorWOokRagH7Gc6G/bUDJlhGv6CCRrCCaNJHNzNz3zQ/CTi5qTitRYi1TfgiAJqHVBnHFmCuQj\nKJUyFcOjSPY56EsoxRL9FNqx3Xg+ysY+ohhPkxvN/u+wBfpTq2zDtv8YFD4MGQIYhoNwRY1opJuA\nUEaPm0NADkenWfI/JfL/T/h7MVP8YyxdPwMqCgIiEWwmhnNofHkEVy1n0CefI467Ft3qbxHsYQgJ\niVf+sPE9UK1gsNFbWE7zuvU0ntlMzeebqPhiDyeOTOTMhCO4E8xElJnJc95JuD+Ey+M+Z5NpDpLu\nMpKioFGBqafpcs6i8aSfhvUbUfcvgvdTof4IHHsM7lwApXVgL0IujMTRYkJXGo4/Sk+UoxqcLoj1\nox80HjwOyBoKoXsRaltRuxvhxLtgHwxy8MrcR92FUx9FwvlwErpbEUYtp/n6Aux9NkKqwoip7Ma+\npxlDy2iySxpJ40FC+zIYcbGQ8KcW0n19BNWWo1yOH0Fvup6K+FyE24sZ/vvjNKR2UmgbhrleA4kD\n4KE9VzgYtnwNdy6h8Ox75J/4DjquBM2o3kLU5pWoUVPxMgbZEKQtOYcIdwcGi5Z+69+FrsO4rnfg\nyP8Y7fk+fBOjUR1Wwi9HQrMNcbOKZqNE85aJmPRP4Xn1MwQlkQmFe/A1qohl6WgAS34+5StXXjm5\n14Uiu7xgFKCvgXTxIqEXyugOGY53/UaURyKRv34JV4ce8fALGM54kGd66Rttp2NIP84tD1L8iIeW\nL/pxQZmAbdhCIh8aj7XhMpYeCLYupGf1ISLmqoiewUSbh6CWe5A7T+IyjMMYOIrRcAcRbTcSucuL\ntUyBtGmYRpjR3BBO7R9fJvGbKtK3nkZ7MQpvRn+sugTw9sGB10CvwJEloAvizErgwFN3Uxf2axaa\n5jGk8TBCUgS6tWVQMpzAliNkv7cMKT4G/8jhCPEGLhpuw+k6xdnsONq92+mpEwl/9QT2Z79Eye5F\n9UmoLhUGwbHioZSnRdCnDXJc9/+x995RVlRpv/9nV9XJ5/TpdDrnSDc0GREkCogkUTFjVlBnMI+j\no2PWcWZ0DIM5jAExkxEByZKb1E1DNzRN55xPn3xOVd0/mHtn3nDven/3ve+Mvj8/a9VaZ1WtOmtX\neL5r17Ofvb9ZWC1gf+crxO+LED1pSGm5CFM05mQPPbdHIza/TM5fejEdKkfPkaEwCS596F/Emyxd\nzJ5dj6Drp9G0E/+4QP9P8N/JHfpHjUDCyCikzWeIPPQE4RuvRmRkcuAX9yNfOAMhBFpTI1JaOpRu\nhpYaIoUTOX3P3Rx6aDo98S8T7HsV9bIIWdc/Rv6k8ZzXcR5RhRNwlq3G9Pb1tI0Pk390PtNHzsSq\nhMEdQbc8TPu6CsqeO0D9JgvxeTriaDNEJJj1G7QJf8AzKJneB6ZCczJSXSLJS0tRRy/g9ZG/4vCI\n2egOM1KfCls/AC0MPStoNd/H9yMOQ+ZkdIcGkgW+XghfLYTjjzM15XegNcOUZfgLSgh7GkmoM6Pb\nKvAMn0Kex0XIe5hGrR9FisXe4ca58zhKioXYsXMo6smgyPgeg7oEFkMu2opkuh9NZqDJS603HvKu\nh7oK+O3VkJQB1y2CNfdQn5xFxvy30crXoAUG0DbMwas8iv3wUiYAACAASURBVN/6W/piB1CibcT3\nV+ML2pAdbvTGM0SwoH4TwDW/n4wyPzmT1mO9YjBKykiM9hKqrl9AMD2DqK5mLHoEu8mP9s7DOIwy\nPR4jgboBKhY+iDL0QpAEvs8XEXktCa3hD3BeLqGYRHyDOhBXmPG88jrhsnKEXUaKj8KeW4Ziy0Mc\n1jn1jJ+uh7dhuKeU/P4II0wWRianIvu8iAmPQbWAaCeRWY/S+oc3SSksR+v9BvPdNqRVlchbFaTl\nIWz7PkI/PoBwv0/9BdVU3GQgZFShYwMgU5wWpq/ag6fHQ+qe0xRvqcLxyRKSvvsEdXU+4ZlhwnPN\n6NNfpe/75Sy/bCpJCZUUaMdxRA8jZItClXsgMxtDugkRZaLrmQKIMRI3/iKkgRCFGTdgipHJTNiK\nZ4KApc00eg2ELpuObhHo+cXoY6agRjmxJvio/CwNc7mfKd1eTtqHoUUnglQH5VtRgmfoXl2BlptF\n7Nt9aCYZ2RJGJDkg4T6Y1AyRL2HNc/D96+DuQAiJrs7BmAzvIsT/A+/KfwA/FjH+cfTP/4tR164i\ndOt1SBdMwrjiW4SiwGd/W7tDa2pE2vMBtDTBk1+ivPoc+bdcS9KwRcifv455/1ak825EbNtO8NQq\ntNp+AjnD0Msj1L44iIyebqyGLPTam3FbJHoOTKZ363qShsKYF5/A6l6L3LztnKvD5HRU05u0mkJ0\nJqxFibXRoxgh1cPJWRdSXBQkQ4WKQDy2C7NJW9mK5O2BsRp261A0+62U1e1ieMhCJN6GYfzdMP5u\naH8NBu7D0WFHywigxcTh7n6O/HediBFl+Mc+gaXme0jXGX9iExuHzyfu03yiUKA6Bm65CN44hbjE\nAa4oJMN0Mg6X0tLcT5sSReXHxUzpWorW5kMKdMKgAdj8W9hswJ0/lf7MGDpFIseiDFgCzzLoqIRh\n2DicThvZvduIeP2gRRHV60X4ddRuEGY39lNOfBfNI+X+T5ACx8F5BNXwC96PmUFsooF46+1EZR+g\nlYO46CKkv4fZFuHU5FFsuDGTOdYRYEvClb0TNryNPHgMouQR+OhhjA1NdJpjUSaYiB00jH67hmPf\nfpj1S5j0GPorlyE6YFhqEPX+52lJPUPm588jjnrgxAYu6oiB+gOQ3Y0+7E8037eU2N/dQe3UA2CN\nxTA5H2NPIkrzIQx1bYT2OTBM19GPVZOyuRyvNQ97/ig0pQU6vAhfEOOrs6h+8AfOj/TRmxlP96BW\nhh3fi8RoxImz+MJNtDOJvnwH87sbiEqV6Gccr4g3OP+qp5j2zv3w/YdImQGkO/PxJXrJ6hyK6HgL\nwlY8DQ/jLFqC6eVNiKtPYBqcjO710lfyS4ym9xFndOixoBcPZcrkvYSW6dSG4smafQe+5u+QPY1Q\nB8Q2IcaaiaTGIld6kGdl4U93YzozAbF+Byx/E32KA9bXQO8puP41iEr4F3EnfjIz8H7OGf9D0Hs7\nEboH84rPEIlpoCiE8BNJ7KGJk6RRDO01iGMbYXQ61O+CL/6CiHIQFcqFs03g9sDGd2D0JUiTPkZd\ndzMm/1GI+Mnt70FxxtJ/qoZAvRttuIHYGc+TfX4Qnrof7J9DdDeaZkVasg3iDcgDz5AmHiAleA3B\nlddg8fTBkN/z+Kk5LC9SyfjuJlZNWkC0YwWBgmxs1TWYdq1HG/Dg0r9k8AOJdLnr6Z8YhYj8mky/\ngjywFF21Ekk0YTrvt3TyGAmbYxFJx2HEm4T8n2KrqoVgPZJ5MlP3H6Apy4b9rV70x2JRSz5GFBtQ\nykch9l+KOJNBXnwDpy8Yzud9M3g873nS13ejJStwNUjR7TBmPSQWUkcXY/o3Ez5+CRe21uP3m3HE\nuWCTD0a4UAN1EPGhpCnoCTEEnV2ENhuwnjYiFfmwTx4F6jpoW0LEnccOW5hM8RKruAzb8JEczhqE\nGolGMeSTEshlbuT3pNmbaGhNperg07Sfl8ag0h1YjAmI+gDUPQE9pUhaiLQfGujKtiGLEwSVKDwB\nsNmS0JUIvdMbccx+AcOmZwitfJyk2z9CyM/DxBiYV8mG8ucYuewl2GQnHPcHYga345j4Z0zdKzBW\nX4rW+x1haxOh1HmEM1ehXpJFQ7UPMdhH9Gg3aRuLEVWtiNYWhIigZkxnYMr5mN5/gM03X0WOezfN\n8+ch2o0Iy0gGqt7npdsfxWyK48Hj36I1HidY7KPhTAHXdb1L5mFQu63Ik0ron3knNbYviArWU6+V\nktk9Ejk1DLH9WD9sIvL1NpS0RVDzKiKkYHnlYprmppDb04+Y8SRKUwV6XylcbKBwWzWSfzs1cy4j\na+UA9mEPoB99F/fpASy5dqSiM4iydmwns0GUQep8SPJC7FWIRfPAGn1ufOUnShDTP7sJwP8PxFiY\nLIi+Wnjrj1A4ikheMXWDJJTcTg7oXTQcDTGk7QBnl1xDivsI8qabqF0yHFtmM87GcvRJg4npq8Zg\nbIfy9zEci0CbE81zBu0KcK/vovVwkPy7+hBJycQU9GPech983AzIcMEVsOk5AgUC5cPLMBhGIWZJ\ncOx+JIsFi3k3uCahj5tN2qpOAh8+g3LmB+bWHCcwdSJyYRWGVp2IrhA27UU5ruNqKsDlqUVPBEP7\n2wRDEu0xlxCnTsCz/x3CvqXEegYh73sb/nAMhIZWfR+SJQ4Kr4ParwgrdtK/UDi6aD4jC3+BZGxH\nzzmDllGLHvwCIRWRvraWvVkp3FKznsghF30uKzR1E3Cmk5p3DN1yGEEh5XQz0TGb1KJ8gvbPkL7/\nmprJU8n8rgvl/I/5wfsC46vraR1uw9LpxnTAgNlSjDTQT+j2q9GaX8bclwChJSg9nzPd+BLulq/p\nSOmiLy+NXxx5C3/hDFRNQj5Uij81irTORha/sBqTZiLS0EH7zByEZfK5e+73gLcMAj0Ig068sZ81\nxVeRdLKO0AiVYE4NLs80Ymx3YxxyD2HvdsItrURV94E9B5wjoOwZFJtGZNA8lItnYfzsboyOAOH+\nF1Da4pBO/QVp5CgU02IsfgW9346qbac9exSuJzcRNy2AeWwvFC2EbfeiSyWoPTUcYgnGDCuFLV58\nHR6c247RI7JJHpJObUEKNx04Q3bqWSRLEt7MU6hcRXEwC/OEwajFK+i2byBuRxltze8QlddP0J9I\npZJGZsMhtKhhiMQC2PUh+MNI9WugzgX2dEwZ3ZxvO8QT01Zyj38l6pSLiFTEY+9tpSM6Adcz60l7\nsoe2QUbydi1DjTEh4gW26CGI2FkgbSIcbMc46G147RN4ax3iJyzAf8/PPeN/FFY73PQEzF0MagRF\nlimoKiW09H0Koo+hdHsJt/QxqDcJrVMlEuwiz3aIrrGj6M/IIhIJY7HaMWRcDb0d0FELgbVoQzTa\nVks44icz6JWjqI4stICK7A3BikMwIQrmPQpHvoNME9aAGf9oCXdeA7HfguRaDTuBKaDv3Utwg4PH\nndF4Rvvoud6ByddPdFcz5vYezpTM4wxe8hpqyWkIk/9oPcZGH/L4IIZiBVE5kvRfP4zPFUHufIWY\n5a8jCoaAJRc23QohH2ZrBKm9GiJD0fMeJ3LwOWymdPKqd9IUbicjZhGo2TBqEZyqQNu/l4aJ45j5\n7DZMxhBvPX8fF3dYyX6/lJjkhWiVNxNy3o8h6nzqGWChVABxYzDFjUHPvxW/+lu6d5ZR3z8boz0O\nNSWDpJoQ+vZG1JzBRP44Cum+b6DtTUyxEhiHgD8Z8heDkIh65w0W/2oVK1PLObq7kh5RRFFkDWAi\nqMqkd3rg6l/in3g3/UsXE3MgF9K7oe0HMITAFg1qL3RKiKIE5ic/zZeRD0g58DldVaUkx4YwDL8J\nHZ32XBOxw16Gj/8MCz6G0y9Bx+dEz1hJX/9R4rMFdAfQm41Ib3+PdNEcyIhA+BJwZUPLQQLOAGfC\nnZRUDDBgzGDXnINMOjQHU8fLdOfHU3H+r3Ee+JCLGEOhTSE8J5/jO44RscaSdNmXYDAxbOsecI0C\nz+/AciG6LUj4sS04JhdjGL2YxkQTO7V2Esd1MHJ1KcE4M3mhHIpP+SAlF7WjHLP7KrTc11GaIghj\nEzywHmINiK6vWaw0ECiJhZoqDGXNNB/1opyVkYcoBGoExeExlGXq5C7ci3x2F1FRCpK3DgbPI+Lt\np0/ouHZ/ixgmw8BroGSC9ZL/VU2BzwPvPcuEvdvBGoD5t/wkFgv6WYz/0cQl/e33BZdQXu9hyHXX\nobvd6H03IicVIR/8AUN1LVq6l1TvuyiWORCTiEd46VG3EJvYAcYVaAkyumwn5YMatLuyUXuikVP/\njLH1RsQHMtotf0RyvgFd34O2D3JCcNqIxWvA0CDovryXuM+MSOM0eCVC8BIDUnwe8px59BvPIlXH\n4Nb34mmMED6ST+qBDeR4wshFLqTFr3GsaA+jd65BaaiDI8Mh0oDhkWtxevuJ6mtGKBL64WMQtsNG\nDdKHYW45A848iE1ioOkMxCcjjbgQDq7BE1Lo23gDzuYQ4r1YSDcihrgoePks5YMLcSV7eKR9C+rQ\ndMSSCPLWtxAtYMrsYnP0czRb5tNLLLHkEKCFFtsaDORjHTjGoE0plF/UQrszQMa7lYh0iFzWiLH+\nA+Q6B/KL8WgzPIjSDqS++9AkC42XRjgwLRdP659It6XSk2Jj7OEA3mQr3YYkpl72GsF359F8UQOG\nyAs0XtrJ+Y+9BjlApgHS0+FYCEIa1Jng2nEIVxZXv1VFp8tGTLtGJONpJOGkjWW4Y3qI6XkX//wM\nzJseRgwuR+2fREukm83FuVx37DYwmtAzwujn5SD2hiF5GJz+DOb/lrB4n464DIr3BJDzhhGjZDFj\ndDcD35ThHRHHogufZt6RPdzi9iN98wbsWonB2kzzr1/g/EGZCMNfP5MHXQquwdCwGU0bi7L0XZyT\nnBhnvQZAEzsw+9zEdfiImWxEnJVhbStieAuMTEVtbcZ0+YMwQUbPjoAzDOYVkHw7aGN4vvZqvnBO\nhvSHYfg8xNd57N2ucuX4Nr5fOJMpLd9RO/te8loSidlTilwwEarL0JKupiamlpymBsSqjXDPcPB8\ncs6PMXgAnI/B0SOw+gOoPEJH1igyfiJCDD/XGf9oEFFRGJ9fei6A5y2G7jak5t143E9hD2lIhR6U\nt9rozR8gtmoAvSkGrb8f+bwL0db8FqXNh9w7DdG6B9NXKpFRBdTNO4n9gB+Xe+e58p+uDoTLA9ZC\nlLMVxH3hRp9jwJ+eijmzgYgjGltyKkrRoyQtfQ7+8CcG8q14rhiBY6QFR56Me1Q2zm9qCey6l/To\nAEdHJWAZ8wTFp5f+tSQmGeLPQAboQRt0DqAuGQCTDflUGGGMg7ElkB5PeZaZEVWnwb0dMdBO7MQs\nDhVeiaO8lLHVbWBzQEEAfc4zpJgnI6shpNUlSCVfoRfEIFaUQMiD6DQyKPoYpXIics+1qJWXYk6/\nkByfGU/PPiy9XuStHzLh7FD02ipwQDApBssONyJFxTc/FqnUQ+MNFsy59bg2K+gFMofm2sg8qlG4\nfi3RkQFOhdPo/1WQNtKY1e5DqrsNW3IDmfvDdESbcToHIX73e3j1NyCqIJAPi9+Cj66FnfvA2wNo\niGxwuS7ljKeS0vwYLqIXNxuRRT+ipwNT1uN41a+xH3MhX3QrtOyiV1gg5Ur00ufQCyRkxyMwMQLf\nvwdHD6Ce2Yw8JUR6MBNp7IdgTIJfxCNtX4lBXs2Lxc9w2YFvmVEZQgrUwu7foDqSYOkOBr49iivO\nibdtBTZrAcTmou97BV0pwrvqUUwpMYRzh4PRSS0ddGj7uKi5HntVC1K6HVK+gueHw8YbYPc6RIyK\ndE8nekOEyAkZEWsi0rycnoqTRA/sw+RUuXboEnDdBg8W4TEoXHpZHsIicaFhK8+0Ps+inU/gd9uI\nUwHNDtd9SqtnKSn7GjHUucDSBGIepNwGQQ2++wx2XA9DhkEmEBWP3d957p7b4/6Zof0f5sdSZ/zj\naMU/GSnFBX3lEFUM/vfB9zw2yYbe+yn6znhEkY3o+g7waGiVPgIL8rEf24TwzUMrGsVAcxl2cw9y\nXDTKGB+pX0YYiNbpSEsgZDbgb5pPlqRhjC0EdyP6NREkbRHGirdRdZAP9VB7azVtza8RGnmapA+G\n0ebKZeT5lxG18Q10YUSN82OMy8eYU01HjYPh7zWi5G9AtAdh3KXo/R9DjAVdCkGsEbHZhNRqQpz2\nIOxlIIWg6xhqYgnBnhPYWr+B4TuwVc3HrQ+QJM6yY/5Y8povJK6tC1q+hLhLiYt9C2FeDNm3wP6Z\niCG/gzu/hQ2PQ3M13hwLd/bUIdXHEYzfj+WHOgIl+fiN/dgVHRKnokc1Eb52GIrbjnKyg9CdFZhW\nTcDkNFA9YRptAzHk+OoxKluQVBtztx+HPV8Rtkp0J+Vz0HUJqfJ2ZpaXg1KPHvATSYtGHluBIp3B\nwFcEfliLZboLxn8E8QWw6xNYvA4qR0PFPgheA9P2I17tZvBtv2WVfpY+dSdze86SsToBWTTi+3wV\nlfdNYMwHzfDB9RTMvoPEwqngPo06LgGpIYiofBGMLijUISYJqaoT9oEoPABlt8JAAPxdMNuGWUnk\nuQ/+iJ6Xi8i7Fg4dgaueRLfI9PMS58un4EgfnXosxu5+0PoRbc2EanSsg42gqgT6+tnb8z2ens+Z\nZWzCmPAsND0KWgZs/iV0NUNaMiRaMH7vA4cd3QBanw2tvwf3DxAx7sF4oQ6yFRp/CydfQ++uJXmM\nC+OQeOiehjLYgbLGzLHUBYx27kfUVUFumB5lL0nfb0fWQqDmwOT5sGcnfPEOhPogOxOKU8Dpg7AD\nkqZR3pvCoJ+IEMPPaYofBxEvnHkHql4CoxOcg8AoQ9RiVGciPeaXcK1z0zZ5DsTmYX/xjwTHZGKv\n8EGGGVFehnhoNfa6Rwke2I8S6MNgCSGOdyPNCaGpNsIRCUvvfkInugnVHMLkEEi1PvTGN5B6TfQV\nGFi1ZB6BOAuXr/oYPeIgjqNYCmaiqh3nLJ0Gj8Wi5uC/ugfLrgvIWvlnRECBqBb0m2So/Qh9tBXR\nbCZwVsY6+lYYegQx7XFo+yU09UO8AtolNNgySJejQdoBYQ9yazHRnRrp/jApvvmcSbUTl3Elfd6L\nMHZehVX9q8Fk/k2w+V1ofxOyboD52dDdTLbpEMbo/ajFr2Ow3oE2rZc2/x1k/kqH/T1wWxGYB2GI\nTUY0HELqrUAxpqBNeIe9a4/w5fcpDPn6FJPHVSEG3wYpRkzFd+IrGY35L0sYCHmxjP2BpPYBwtYh\nWNJeJ2zcj1a2DEXagovZuHgKfZwPFOvfnm1rNTw1FYZNgNBhqP8G2hLRzuxCku/nkcMKe+xXYnS+\niJLWCQdupOveJbhdawhfuoSqk6vZk5fNC6cehIFu5NxbELFNEBkMxX91XY/4EZsmU9/rwRCfR4o8\nAhKz4MBjIJuR0meCYSPCsB1atkPEAOveQrlkCvZ93YhQNXqJkyS9lEMz30U/tIzM1Sm4/vQB4sxd\ndHhb6PE1M6jqNmJ6GhGngJJFkNcN5cAln8G778G3+yDDgJ6ioQe8iAGVwFkVh0VGP38aHuGm0zaC\n+MQuwsJPKKEOf7aL3mtdxHIlVCfCa49w/fBZPLJ2NhlX+EhO9RD0KDhXP4ekhqFDhqbDEDkK/jCM\nmw2L/whJBX9LR+g6CEHk78pGfwr8LMY/BmQrZC2E+HEQdkPyzP91yIBG1NYP0eQWiNRD6QGCuQLv\nvDgM7hgM+ia47DLoewI5eTrWFImQ9wTh06dR+3zEfhIiEh9GnRhF/JYB1KBG5P5FaKvfgwGZ3tkp\naIMW0HJ8I+O37OfgdWN444oriHdHuGddGWm7j9IX6QEaILkemXwwGlHPc9FozSNzazWRC9woLbHg\nTUTqL4Kh8wnXPQzPvgmzC6BiBXjjYdK9sP1X0L2BuiGNTNBnQ96zsP5RxLZ27COHUD34Fe48nYDZ\nPhi7pBOn5LI4ZjPD/EvQ2Ybo3QtxEnQfhywDRC1Gtz+Bp76AsNBI6alE2/IIbSP34Up7GWnIF5A7\nEzrbEae2QIsbXc+mPmYuO594n6iO0yR5j/PYqXISbsqgd6eOSQGzJQo+vBarkopWtIDaQRoFrSeI\nLyygMTWBGg6TwXgG7ziGPHoWVH0MCaMQsYP/5bOdfS8cWQ/RydDRB9F2NG83gVsUrNILOEbO4pJ9\ni9G/XAsdYfRZsaR79hHt6UQ1HmTpmOkkD0hE56+AXZcT+b4ag68UsirBfgns/QEOrEctHoVlyg5O\n5ccQzySMofOgbgXMXAZVr0O3B+S/5u5ThkFMM1iNGDx2GsZlMZD1GGf63mDIsQdQNkHUG/sxRPmp\nb6xBsmukiz4cxe9Ba+CcV11mO4g9cP5TsOcFePgjtD8sQEuqRK6HQIeOyWPAYg0TdE5g5eQhVMa5\nKKjpIirlCgxGCVPTGqRr/CSIBji8Aqa+j35iFq6za5gwZgx7B/LIiNlB60idgsE7EXs+BbkKpBp4\nZB/Y7GB1/Nt4+onkiP81wdDPCwX98xECzInntr9H1xDt27B40/FdfiFa/XYUq51jicVIqwRpMw8T\nZU5Ei1axtfcSKPsca6UR49RhaN8b6DC48FT/gAgI4n/Q4ZpHYd0bmD95iY5bxyHFmYjd6EU7+T6W\n0xrmaxWSB+az1r4LxZLJ8cLZVFhMDDXKRDsvQK52Q3QM5kAXAfkojjNW9DFXE961mdCNX2D7/pcQ\nNxfUbE73XcSYzuUw7CaI74TuanhnMSQKAmYTUncHYu1DcNc+GOSDkofobJLRjI9REv0MY9QKFpiP\nYu6tgO4g+sA24Gv0jCcQznth3WswegZgw9+9mnDOzSS9VAp57+NJjQUpDfu+V+H0btQrLsC//yDW\ngR5auzIQ2R78hjIWpq5BzvdAswI5sYhQgJhbryNYeoCB5/+CLcqPNqMZ2TyeWMMpop/sIf56E07X\naRKTN+MxL6Mtqo/q+tsZVr6dmIAMw++BkrtA+usrHZOMdtcrSK/eAte5QZ2PlJeOtfWPsOMPUPsS\n+HYipgCdMwh16GhJs2gePYICfkWcZzu/eO8ZuOdW1MRs9lx6MVM2F8PpP6Ptu5TQWCPhe6zoTh+G\nSAshr8BgKUDvvwviYxHrxpxbt2PU21D7A0wIwRdrICMFtWAuB03LaI9OQDvyLNkPVRMWBcQvuxdZ\nu4+ujnRErk5yezsBzzSIng//0zjDvQosi6BqNUQaGXg/g75ujeSICjGJWG/IRd1+FtHWi9J4nHkn\nrFwX1oi0mYgu/Q4eSIRNLryZO/Edl2HsW9D6Ju7pA2ixd3D7pg3cHT+V+KH5XLKvHUXdBOfdAF1/\nAsLgSv5HRec/DDXy45DBH0crfmwICczJiIRmrGt+oP6WKVgUjfPFYPxeO3qjwp72Js6zrcXnVOmL\nU+hLU3F6s7C2p5N6TQttK6YTt3sT4e5+lPAyDNdOgyn3kLzjEdyx0bSPtmI5YCW6rxFJldgTPsA0\n6SlS6hfB5nTy5eVIMWFqRw+mNxRPsnwZ0dHvY9gUQooPEz5eBk1DCf16LsaHfo1h2zsw8reETVa4\n+gEYMhkCm2HWAxB5CF2SGYhOJM95Obq+F+03I5FK8tEtMi5TJRFCvDxwN6rcjR5ygLcWEhYjKp3o\n44ZDWhoYb4aPXoKDy1GLhuGpeojk5TmI5CKC4+fSZfsTWb634Pzh9K+6limvf0YkEODB1LuYknGK\nFHsniddei1TxR4gSMOk6xKfbQYkgtv8Bs6sAefgsJNcu/P1O2iYpuCqm0KqeISHxQUw5ZkxHn8Y5\n7Q3Uq45jdQ4huPcuuH4FyP/yU1Pvq8Kb9SWO3/0atn0GRdeBby2k3AHaSdiwH0YNh/OegmMHEK6z\nhD69AxFzL1uyTzPVnknc0Mmw+lm8WgsdkbW4kzWMLglsyYjCB7G1pyMd2Ia+ZjsFi3YSTBiL6UQs\n4lQKzF8DWYOh7HOoPASGEkhPRW91U7P3N5jnXY5zZw2urxrx/9BPwl0B5KQraOoZjbV2AvYsA40F\n75C+a//fLqpp0zlzXP+HoO2G473YmuOwjc9CyxmCHt6JfnYQUvwRQuY8+gZ5cJ1qRLngatC/g6Mn\noSIHKjcRGT0L2VgGjQeh2oNz+3JIziJwsc6M2CB9gWjaq+rI4AuY+DAE+8Dd8Q8Nw38UauTnNMWP\nm6pdMFCAmP8bzMFvsLbXoyuVWEYtgvZmci4pQjtRQdTRLuw/ePCFExEZdXTd0Y1pVz9JxyogFqRM\nFQIeWLsO1mxG4MI+woBDsyNK2wki8VrJYjqkTPK/fBLau+DsUSzTFqJ3vU2evR0tcpLIxoO0WbKJ\nd2pUjxvDcNtC+p5fgmKIcHbBZvJtfUi15YRMVrj1KZB7QW2HiX+CsuXoAy2YDTXEfP4wqiyou8pF\n3t4T6CJMY7wFXHb0jmo0RSYQm41xSNm5z+s3r4OGXrjnGHpkCiIxD636bUTpSXpSS2ixdDHE1kSb\nZRXRP8gEei8m7B9CdYeZW4Y8S4LrJAvO+walPgY6FEJ7t4NlIiJvAcYP151LEbXsgvHT4cxZDL1l\n6PGdREbFIdk0ovKH0ussR928BinvS0i5GHnlB8ieAMao/ZB73b8VYnQ85sfQ2g/Clm/xXbkG3/aH\niXfYoOQbSKwAnoG6DdC0GVoCKGOyMLdG0PY2siOjlEc2voy28gTBmQoMySbP4EQb+gCmnc2I1mYo\nnI/u0tBHnIIcB3F+icqzJYxIeAgunv5379EOSCmGfeUwdQEiXSf/kyfRa05zdHA3SsplVK/uIEdJ\nBYOJJE+Q/q96aLp3KunRK5A9Rgj2QOlvwJYGkz+FVxPAfTkYjiOVNKFbDiPtP4KeqCOGf064w4qW\n3ImrMYgSaIKeWmg6AiqwcgPk2lHCbpS6OpBehsIbIfFGqD9Es8tAsrUN58dODpszSenbidK4AIZO\nhE1/gZAPjFb+O/GfEWMhxAfAXKBd1/Whf913BfAUKT4RSwAAIABJREFUUASM0XX9yH/kv34W43+P\nkPfcugt5U6Guk+RANVEjnkLNuR+5cTMiZCB7Vx0+pRstLYB8NAab1A8VRqzGNrR+E0wvoTcxAK5W\notzDUFpKodAO77WhLXwAyZyP5n2H926Zzpm4RH5zGNJnPw3hlyD5VfDuQXdKiLN9SOYARredjFQf\nvrxxyBlpqBkNxG3cgP7608gvlNJ/l5XoU1+jxU0Dkxl0F2id564n/XwCWUM5UBJi8rrfY6xqJW9d\nLcSBHgRdD+MuepjU7GJExXXYexznBr0cGniPIyIamvFx/JunIuJDDKRGIcWNY+u8hXjD/QS1b3GF\nsonaV0bzbU6UwydIuimb6ZO/pejoAUTvREJHezFMuwN1gsKA8ntMVccQXc1QMhFl/vOIvW/CvmZI\ntBMoyCEQ10lUSxMh0+/RxqWjbz0Bw4ph2TfQ0wVeG2SmQMxIWLPm3HUKcW4QSVbRrinF2GajpUCi\nxXw7QyZ+CJ/eAobbz40POHNhyO2QOg98HyONeQzZe4KKMsGYwC5sznL0X4zE2GHCJN1KD2FGMg1G\nfQp7ZhBUN8HA/RgjbmiajsVTRP9cO8h/J8T9LbB7OdzwGugZMHUB7PsLpAQ4eYuT6rJZjHryCoo+\nv4Tu26wkEELprCIm3saBLgcJh/LQ2t9C/24CsqMA0V8H/Z3nrJ9uuBwil8Lam8/5xKfKaK5MRNtZ\nusvjsc+JQ7WdJOKQkRPqkU0CKUOCNDsM5GI73UBvxI65TUPO8sCoRWiz36KNa8jdGsXR7Fw2pCQz\n6cszxH3thSVLYOdaOLMbii9CJ0KICgQmBGYU0hE/UTmJhP9TPeMPgaXAJ3+37zhwGfDOv3vG/4af\n5t37r6ZmOyx4G04+AOu+JXVIBvKsOegd36Nr3yLyHkFKmYt1WwGRKCNSUgARCIApCOk6Ulw0tOUR\nnpOP9cByIsknkcYtRjrTDv5l7Bg4jLPiJFtvHsfQzItYoH9KYsQDi+5En2KDy1WE6Q3YMhm924MY\nMMMCI9T1Y672k2Y1o2TlEpr8MbbdKZgvboKBWtSSVkZ/3QAiBGkJkHsGHCEomAUF5zMJM4bu99Hz\nslCnNaHvaUPpCJN2pAuGB5ETh9M+6hKSuybA0tnoVQF0s4SWlYFsGoY3PZfG89uwnpSRZy9kEj34\nlN2ECFBtdHLy/vNJUAdQR4Yxaj7kiJN+52DUmjCmnADGqmVYCydg7h0Eq/eiXhRLMNeD17EOcjtx\nGFX0xx6nw/hnUqqshOKrsRh3w4wb0Td0oTcXIfKLwFUAB1fDwmdg/JXnnlnYA63bIH0e+sl1SBlh\njJ/X4n1qLEkeG+bqzyA/CWrXw4Lmc64drZvA33rufIMddfzz7E3aybNVS5FbLYizHQi7AkffQJ46\nmMhXO5GUMO6F0dj6r0AOqiC9hJi6GHr3YBtYwUB0B46IgJYlcGIreroPkVIMqVPhznF03J2MNc2M\npbkRS4cfVt7P3kt/yeVyGj08i2PsQoxlUzCXOLCXbkRq9eO7KhktsR/7dhDBHWDQYPtdYIyFrBHg\n9sPsx5Aankdv1EnY3Yp8YQ6ctKNHD0LvKYPcDyHmMQh3g7sMvUvQObMQ6bCOs9wDg9IJil7YH0uq\nL4n4Sx5D+fZu3L9YQZw5BWyxkFyCXraGcGE8oaZv6EtbiZAtxPA8yk/EYunfQ1P/72VQ1/XdQojM\nf7XvFID4/7hS0s9i/O9RNBeNCKqvCsOU91Aam6F1HyLpYTTzZsK56RgOr0YKufC0u4hKO4uyTYFJ\n8YAOBS/DnmUYy9Zg7JUwhME9J5bopi2ow4eQubKS3qF2CiQ/40/uwWaV8Q8rwX79i4ja14n0BQk1\nP4nVp6G7DYARIl2QIKEPzCZh3zfo+77DOmYiauoJpEAKYva9RA5/w85nRnDx92EMb74E4V4QKfD2\nd1hlFwC6W4K5ZuTYdexPeZdhp77BkpEEf36EyOWfYyvpgbY2+q50oWxXsR1sQ6k4Ci016IZUDDGt\nZP+uBcPu5chzH6EjegOKx0/MMj9+l5GGfBua6IYoB66jp7G1SrivbMJ43EdXmgNrrx3ryWxY+AxS\nSgYGw7mZkfqfigmNDhGK+ZoovQOGz8EkTyGsvk5p7SVYC94myW1HGZMNG18D1yTY9t7fxFgyoLsb\nCLw7moGq08iJV9Axtp3kZXuxFo2GgrvBvB6CZ+D9G+Gur8CSAr1HQKhoRDhiixBX4OX0bpm4wcNI\na0zDYK2EjGQcoy6iyfEqlmQPzr4MAocm4j7kI9n/BGJUFcx9iYyaV2l0HqRYmQtpn8EXw3GHYomK\nvII4Xkr/I4MJpEaIP6GQW78Lg9cLxbcjhSOYTnbjDXxK0HYao7MU+gfjuHUV3tcX070xgvOyM4Sc\nSZjccWAJgbkAT8CLfuFvcJzcBj8sxZtkxVxvRxquQosP9GsRfIVIvBNcseBrOTdhJWRBdKWjFy6k\n17cGZ+GH8PkS6vJcFLX7ENc8i1nVmNnWQItfI9K8gXDfblTrPsx7m6DtMLZ9J7FJAv3GZ5BmzgT5\np1lJAcCPJGf832Olj/+HBOjmML9nA5exf0w3VfPuQSNEb/dH9Oz9BN3jQ7xyO1rjxxCtE5Oq4R2R\nQqRHg+Z7IGMiON6Ei5MJWb0YG7qJyAWoejMdLRY83nrST7Yw6otjXLz7CHvjR3LQNBK9Yi2qcz0Y\nuog0GLFWbCPcamQgdwh6YjyEx4JfR5hXoM4CoWqIHQPIvlxUTw+enLPIlijsWoSK+8bDxmYYmwRq\nAP78NFSWQdsZuCAC7S56tQSqbSOQJBVxXSni+hkYWERVaQJN6VVEspyYJ0YhEkzQ2IF+8yC8UgWD\n9gxGyetHOnMQ7cyXOJvjiQrOIjg9DndJIzlqFYWnNdRxH7Bx/sN8d9svaFbmIc6mEt0fxBj5HVrm\nu2j+adB+HbiXQtNHiAQFk8uF47NjxETXoLgeR0T2I7n3c8WGZziVV8TRE8fwH10Ds98HpQ9ObgNP\nB+g6Wk85we5NBNz9hI5p+Jctw/4XH74fOvCnD4JIPxx/HArvgSIHfPYbgi2nOO7YRdniXio657Ei\ncpwLQrvRsRJvdWC45zP05mr0vhPYQ3/EH6WSsDwXT8/v0L5eSeU7n1PTnE7f1q84+4uxuFfXsatl\nNStvuJr2S5NxezPo3pWBv+NBfLOWMTDcQnpZKVK6GeJnkZh5Al0qZ/abLyC/diMxXZdhO7gKPdgP\nMRkQlYftni+JirkSbtAQXIU6dTPET4POBqS4XmxSEHX6H/BbomgdMRO57gLEpGywlsKQT0C1QseH\n0H0IlDhoLIFSA2hZFLhvoaMgCrejjcikWzBWbiFGlVH7jhN5cQJay35i9t1GqH0FsjUbW9qvUGwp\nGCc8gFjyHuKdGqTZ9/6bnP1PjoDyH9v+i/m5Z/yvMBPHSB6ikxlIqsD56VrEDg2Hey+RoaeJZNnx\nDonB2dMPmc8iSndiKr4F/21X4nCVgzSZiNiCZt6CPjKAfmwqZwvi2ekezLze74hPFqjdMqI4Bps3\nnTnffkZTfAwbZpzHjNJGYobr6PVXESj/HFO/H5tWiyoHkJuTEfGzILgKsU4QmJyGIaxhaPag1Paj\nbNqNOuIqRmxZj2dQGprJiHTvchi6AUrGQfQAev2TYM+EHV/zXep05vcVIhQ7ndIhotPvo6/tStri\nR+Jf6WTqsN3oe00w4ABd0P1wNtFNAxheX02YFFSDRDi7HlvmJ/hi+2jzbyJlhQODVofI7KXk0xso\nCQZpcQWpzMuiONSAsk6DwaB5DGhqGCHaEQmfQoIGl/dBRguErHBgCqK3CFkHqbyL8CDBiMRSLKX9\nNBeeR+74axHefehKG/rWa9F6W5BX12ESNoyxBgxXJaJ1t+NIn4Rn+BYMnXshUgsXrICUudB9FYxa\nhOmd2ylJ6IL92dS/MJ3MvgNM6N+GNnQ9+sGb8afuRR8cg6T4qbEupMhbjOh+n/jKT8HZz4UPFaNe\n+y2G6ASiT66lv+dpHLZeqm9O4PKPOykrcCH9eTm96+5DHZFD2sEZiNBwUDQ48D5axAhj1uCcZoHl\nw1EOHEQtuodIaDVKIAVqjoCnheim/eiWHkLPPE1bQTmpI3S0oI9e16WkRty4j4yiY3QWue/tgIJc\nMJ2EMGAcAHQ4mAVvPgVuDQIBkMMgWhBHniM37KYt5WZivu9GzbEhekoRS8ehWQVSlxnbERnyc8FR\nBGoH9NXD4S/hzv+Yvf1Pgsg/uwHn+FmM/x0EMgmMgoYdkK/BA4+ixOWhGJ+Ezi5MMVNh0ONgywOx\nE3O4kN6xtxGJi8bW/R2i6xSSuxuHZqE5s4/9WRczrnMbcWoUwlKIMG9HuqOO9p77iNl1mNTePq7Y\n0M+R+FxSnE6C500lrWwDwSgF83AD/sBM9H2bUKwmRFw0UkovWquLhovcxDhtxLhNiL4oIqs+xRoM\n4vz0IUTaTFDMkBEH6x5HNTVBvIo0fRNhbTcFNSqew3sxu3301t9ERxwkt/v5tPYWOqUkJq+aiDTg\nB00hkpqAO9NE9iNn8YccmC5OQVUOYV7VQDB3LCIlgexIKoR2Q7+ObpYRJh/YY5AKernQsBvRYYf4\noVB6ApHtIHJBO8GSKvynR2IvS8XcaYNOD6RIcP5OUKJQtz6Lnn2aqtBIhugewr/aRWRKD/WN00iV\nagjf2o8ck4XhzBSE/Qio+XSOXwXqxcR+8zUaMmEhY39zC+iAYz9YXoESK1xkgxGTwP0lWOs5aCjh\n8s5vUPwh5NCnDCRY6dBvJVE2MCBLjG4uIv71WyB1HGz/DgonIvl2IbVuhdjroORy+ppeIL2yizED\nvYTmXY4hqZyU5Ua8uTVobw8gHVkB6BBthbmPs7YrmqvGfw3du9Cv7Ue8GEEOnkfP+DC2M27Y8ReI\n7obCJqgrQT/dhGP352gmK32mZJIOVhI5puKT+knTamB7LYxpQN81CIp70Q56kYZ4ED0VMNgMHVlw\nzwNQ+SVMeRriizFuf5zk3XvZf9copvoeBnsR0qYXkQ68A9cXgXzTuenPG38Hfj/0hKBiJ/zxZsga\nAq1noWA0zLgBFMM/M2z/7/nPi7H46/a/O/Yf4mcx/j+ReQGEd0P1c+ArBNsUyB0GdZvQU2zo2inU\nQQOojkVEm9NoVmqISvoLUpIJdj1L21gPsaf3c2P1MaTKL4nIRsKBdtTJCfjKHkbNaUJBBdmEFu1j\nxCtHab1gCF8/WErBDSMpNKZQ8M0yzGNL0aIFWnQPknMwHWoxSYYFWJc/TvfEEs5eEYOxNw5pZCqB\nthaEvRPFfgKHYyb15bkca+llQd4bVB4bTmbLNdjjw1hPrSCquxz/rABy0IJllxHnNx6ucnzND4kX\nEMmSEfUyIstG6zAnyc/XoJpcGKPbkJr243nEjOXVAJF9PuzFDug7imoMQr+MsIbQ84Lo47/BGZyI\nCAyFi6Jh/Gb46NeImAMY95vxDrZj+6waU9MRtDlJSCYTJNwKko0BvRf3BaWY22pI3OJDGr0eg0cj\nRV1KU/I6QtZ2ZF8uhrg7kYrG8D/Ye+8wKaqs8f9T1Xmmuyd1T04MTGAGGMKQ4xBFkiBBEVlF3TWn\nNe3qKoY1rhkTKooiimIAEZCccxgYmACTc049nbvq/v4Yf7vv7rvBfd11w9fP89TzVN+6Vfd21T3n\nqTr33HNIaEB9Lo2W0TH07czEO2Uhgd6JoFYgTeiAwauh5lUo+wwM18OqmxE+LVJkF9z1KQuqSlGL\nTxAYEIfm4gakmEyqHnITOsxMZNMeRO3zdGvjMGcuQ/72RpAd8OQJ2DIT4nIQHYfwhDnJanJRr1dw\nV+RhN0YjEjQY2nR0hkSzafFENJ56+lccIr7sYSaIBKT90YhaNxiBW7SoZz+ifnQEfb4phJR+cNoF\n31QiRXRjHD4Q+bpDeFZO5OQ9tzC5ew5tMS5CfZH4nnkCQ/17CF8F9KrAXyvRfUUqoYfLYb4MbXak\nsyN6QqQG26E+D6QQzF+/QfW8SxgU9DAXg9aTwRCkOY/CrEeg6TAYXoWlE8G0Cjob4HezoO4MuC9A\n3Aw4vgUqC6ClBhbeCwbTv1Zm/y/8AGUsSdJaYAIQIUlSFfAI0E6Ph4UN2CRJUp4QYvrfvJYQ4od0\nJAxYR0+8pgpgoRCi80/qxNPj9hEFqMDbQohX/so1xQ/p0/dl7dq1LF68+PtV7joLQSnQsgsaN4G7\nBsXUjZLWH033QOSaLqRBv8RfcwTtzg1Ixm6EvoaqSdHElNQhayvQlphQi0106Itou6U/Sc+cR9N/\nLKq3FM2ZPEQvoAXQRNISr+FA7nDCDFpGPLAR4xUBVI0eTBoUfwB3pIng9k40hSpUBnH05j7ojAEi\n5amoe3eRFJxAwBtJl01Px6AwvK5tcMyHrUVCMbVilRyY2kfQ3pBPd78E4vq9Q8ua+YRVyjh/vojb\nq3qzunkptJvA6qYsIZ74VT4cYWMJX3ozUt57uOVv0EV0IN7Uo3/pIaTwkYj6wygX3kZT0QrxflyX\n3IcueAv6oFd7FpH4K6E+HR6dC8PsqHIa55NlNNUt9J5fg6sjgkMZ96G/sIEwpZ1WyUSqoZrTlVdy\n+dQn4MMJsMVBW1Y5RydMYHLCJiRrOBrX60ix87jw+WRWOOfxSv3tBML64RrVhBB+QvbbocAJ6UPh\n9OeQkooQCmpsEpo4CfreB4eWwaDX4L3fwuQCOizZNNXUEtwmiDO4ERfDaDYb8LZKxJ8+j5QoEGbw\njNTjdQYhR6m4Qk2YLDcRFDiNLvYefMdeIKCvJyjlJjj6HE5NNLdlLSDf3pefF61h3MULpA/KheYi\nGPs4WBPx7rgUaeVu9AUBuPEhmLcM4nvB3vfh0AMoHgXv/lb8jmgsXxxFTkigzOek7OFfMK54D7qB\nQaiWJpoWaIn6ygEGLWR7oF5C2iYQE61Q50HyGSB2LtKw6+js3k9Ir6W0hJTg4By96qaBIQgiYntc\nBd3vg3cLWH8Hih30f13h/l2y9QOQJAkhxA+aOZQkSXDke+qbET+8vb/GD53AewDYIYRIB3YBv/oz\ndQLA3UKILGAkcIskSRk/sN0fF+sA0JohejZkr4ThX6NJeBp9uRmNMRep6RQc3oDurmlIOz8AcRbs\nA4ivy0FXLuPTVSCKTyCZ9hBibiTy61NIGheyowjFnYd7ignR0BcPNgL9phBpjmde+BtkmkfQNC6R\nZkd/3AMDCG0YpIYSCPYhHbFCqAm/PkBMpUrmb2qxnTlGZya0yGdR/B9glNcQv+V3pK2uo9epavw0\n0TgwkvxLkqlLPkVIi5Yg02jyO26nfaSdbW/ejCF7GkM8ldAnBUnxoig6EvOGoHO0U5HTQHXZUzhG\njUVOWYS+LA3dtFD8v1sHXe8ipccjBRvxTrZBQELb8Cpa7WLQDYfQK8BfA+HHwBYEJX7U/lMIG1HP\nyf6Debvh13SW2mhxHWdAwMNAbz/Gnj9Dr+jN+BvT4KMVsL0EBiQQbotnuGY2u2tuwv18H9S8FYgn\nB1LhjaHdEEp3wnS6Jk3CH+KiLSELugshZzCMvBqWn4GHLuBdOh7VW4SwaWH3i2DtA4k58MBLkLSA\noAC094ohSmqHzNuR9BrqxqZgi2rFPT4cX2YOwgnyRQOWODeG/g52ZUwk5OhedKWnYPdUNKIXYkIf\nyLgaLvuK4DArqzqKOO7sYnFwX7q9driYBwfXwsdXQ/1ZDNHz0E8W8IwB5oT0KGKApFSE2YB/rwP/\nOTD96kpkUxHNBz9gvquWk6MG4Y0ZA4/k03jzRGwH2pFP6pBFDvJZA3JYXzDEIJ3uwJesoMYHoWQf\nQE10EJKwELY/jI3xaLFQa/oM18fXQcDf47sddC1YX4Cu+yCwBnwH/7Xy+I9G+Z7bP5kfqoznAKu/\n218NXPanFYQQDUKIvO/2u4FCIO4HtvuvRdJA+CjIfAYsfUAJQO+BsLYJHngeOoqQUi9Dk3Ed6thn\n8BnDUSxxqM5BuAdmETToVlouC0fknUHSWWkZEoS/3Il30DLqbV0Ux4VzwnQCS6CbmDESYaNPIooU\n/Ksc6A6bCDvqQBatqL0klMRRRO4rwVTegWnfIXqvKUPTHuBCbhKtZhvuKQJfPw/6fD/RJ2Lp86Wf\njDVerPsCKJ212LpOkh24nnBrDl7PdjoOPcW4mq8JfJVC6/B+yAE/+slXEYiJIWewFd38p6io24/p\no9dpr3ciSVokKQjl/FDExXXIwe0ItQqfMYCI9CId3P2H+xbIgVefQmQNgUV349I4iHuzhDSpmpVd\ns5Gb3AQ0o4g6Z0HbXk/QmQlI317LpLbHISoGbh8CuYB5KOF5+8gyj+TdRxfQetQC/hJGtRRy6/g3\naJjQRoflDD6rnuiQt2DYfZAxEvashoT+uL1+GuU8atv1uL9pAVWCaVt7pKF8NZR+AtJpendVIiKN\nUPMYDLxInKsRv3kmO3PuRJztRL5pGQZPJvIpH0Ix4rNeAgunwOBkRKjAnb0N05nRoKoQkgKXftbj\nbXPmcYK7jlNsnwXz3oLlHXDTQYgbDPGxMDgHEi+HhuWw42F4fQrKuvtxv1dD64jecG0iOu9H8NkM\nDB/dSnprDQMKPZhue5AW/61YlWa0IWnQLOCK1YhpXyAuNiNZAzAhm0C6FgUPXSUGJN00iOgNlmio\nOEgM86iyfk31HBU+ePAPz04TD6Efg+8wtE4E36EfWej+iQS+5/ZP5ocq40ghRCP0KF0g8q9VliQp\nGRgIHP2B7f5rcTmhqgRxahtuZTnY+oHcBToDHHgTTjQReHgiO2qepKz2LfQXQlGtCp60EOThz6BN\nuo9IdwJujZGGqDDC8gJoZ9bizDVgG/4kaZ7e9C4pxalupNmtg3q42D2aC33sKF80IxUIRIiECO9G\nte+DEAvi8XtgZCbCI2P9po6Y83EoZvB1DETyqLjuNeC62oHeVYG5phiL3IZmgERAPYwovJrQuvdJ\n23sB84Zt9OouZMc9A2kdbEP2CfwFRajaLKTst4ireJrMYblUJc1h5wMvcWzhk0hpYfiuvxM1cA8k\nTEUJDUYZL9B6vCi2rYjzJ2D/x/DJRkSvoVTMcdMyNp6ggpWIIBjAET43zuX+4StJLygCbzEYB8AN\nOvA10OJMAd4HpYRA0HHUxc9ASzVxpw6QW9bNtluDcQ5WceWUE9VeSiTT6cXVyKoF1C5Q0qHuEJ0x\ng3n3t3tY8eAmTKskEgt9BDVfhPT5oDWBMR714DkK1JE0WkLZVzSRU1/3RuwOgjoFS2k3zw6IZfyH\na/EaWnENeAQm/AI1eTK69RLm8hMQ9gD02YV/+Fy0EQbkPoXgPN/zud/dAYnTIf0qcDczKvAaBIWD\nMeQPY8tTDIYM0MyAkzmIL17G+3oevt8dxDRHj9bdTPuoLKTU58E/lDevfZBbKmqYdPJtXN2TkIs3\nEHxjFVLdWJCDQTbCxtuhNBEmPY2aKKE3WXCNjkTbXIuz9XBPuxN+BXufQauaSJRTcYY78Yfo4eAX\nf+ibJIH1JQhdA54vQP0ji+R/Lp7vuf2T+ZsTeJIkbafH3vv7Inrmph/6M9X/ovFFkiQzsB6447s3\n5H9/1E5wfwVqKxhyQTgh4ICtW2Dlx3jnONGeSQFXKLQEYGIf6DucTm0d20cNZmhFO0kfvoogCDU2\nGMclDYQ1G+DcKOTmM2gjtSS8XorHbqPwhVnkuyuwGu8ksd9N9P96BdK6MyiTjEhlkNl0iqaRZtoH\naQm2j8UUfQpvWwgkNlM+yIS+82Ps2kY8t9jRauOw1lQSXlqN5CtDMmQiLl4AWzti/lzkAwUQ8KGp\nquhZrVcio8dPmihBo4C20c2wlWuoWZqMopHxH1qJcc4jYIhDyXoNd/OvSMw4S2LUONBFIG4ZjfC8\nhrp3P/IDr2Ms241s6IYTKiLLivrxWET6QpqXLuKieyMipIX+Z19C2+TAPdGCPt9DwoQKRkXvY9D6\n1xCDf4F0eg3E1sGcvYibnoHkaSiBe/GpYKr4GtVci8N3jKDmOPoEYvlq0EwmbjyH5HLhmrmaYGcc\nmq426gbciEFqY0/FbQyxbGL0ZdPIOPcO3fP7Ir+eCec2w6tvg/MIRBxHDKnEGdaLfUcXMLpsH+GX\nteOLGY1OG0DrUxi59hvev3MqC+U9XNDfRN+xQwnecwBti5YJX38DlhsQcUn4bF6COdxjJz+yAQ4+\nAd3t0FgBy56FOVsJ7MiF9s8gfFHPePO54FQNnN8B5iKUEgveb1R0xi4MY+1wpAVfvzASDpVB4EY6\nQmMotI3kl7vG43skFqc5jujVWUiu/XDwBKjtiNXT4NuLMGw2YlQvhKsCSZqLou5GF2ege9t8DPPP\noTNEQPYVcGIVpmFGBlaNwD/1UnjtZUjuD3GpPX2UrWBa0LP9t/Cf4tomhJjyl45JktQoSVKUEKJR\nkqRo4M+GdZIkSUuPIv5QCLHhb7V5+eWX/36/b9++ZGZm/q1T/m4OHvzrdi+dxkVG/GZiw84AUNV8\ngoBqIKAY0Oi8xM+3YRjnp/4jE6JJIXH/q2hff5HuIAsdsVYGnS0jJOUADtmP1hgAcyemrlYcR5Zg\nwImvUIfriERksMT57N5ckPX0bj5P3O46nFsfZc+AaEaOVmgbFom4kITdWUzVwGGM3L6L4/38EJvB\n0B0nqbDkkFJ3lhZ7OEa9wIUDX5QDua8Ht6zFvFtB8RbjG6LB8G0A/5KvYKSG7p3RREgKcpXAGRSG\nobsLj9lEbUI0pk4P74g7uOGdT5GtCrqUKto2PE6e8yL2kXvRnNKhlg8kfPtULrqmUO8bgGZAFtnB\nHxNUuAmNJxy/YsYWWkPw8+0cvmICaY6NiMat1AfNIul0KMGunTgjDBAQqKkCV4MBk/kCF0UqH7Vl\nc3vcfuLP1LKzYAvVYR6sF9/CcJcWY6UP78GbkIIEB8LH0FwbxrTHNmPSxrDx3jFEfFHHkIrTtGY2\n4jktUO7Op3tHFJltn5PQdoGvi/YS1nAUtdWvSQPqAAAgAElEQVSLp9SI1xaLHNRF5bcqvdo8HJiX\nS/cBM32Dz7DmsblkXSymt8WN4rOid7tJzKyhQHWz1TYBm6uIunObSEkQdH0RSvvPTHS/fj3+0TIX\nNJfS2frpd6MpGhJnk9x5AJOIwLt9Mw3nqkiNLKfp/CPsqPYjSwoogtyz39IUP4iwrUWYCosJtTrx\nG80c7TuPwfmfcKzfHRjboP/Zz1mRu4jFXU9Tp0vEJVuo2zKB3b2HoI0czvjtD4A3gGXTObSLDOzr\nyITtWwk5N5uShPHkTDuKPbQNTaVM5VfjOOZ/AJAZW7mSthALh89MJen8cxRHXsKIRxdxYMxtKNrv\nl9L+b8nW/5WCggIKCwv/8Rf+T1HGf4ONwDXAM8DPgL+kaFcBBUKIl7/PRT///MdxKP/bM77XA6AK\nF0qmg0oqaaAaP34s7k4StimkJ4SgRmvwu8ahy9tMqOTDZNCCpxKDS0KbAFKlE49TR1dab2xnGvAd\nFQTipxEVfwo1vBNzZgaT9l7EEKJBmvEajsu3MPBoBEr+Dhzh42i/spGgbe2MOlGCpKpkNmpx1rYQ\n0BpIKjxDICWM2PJmiEgiTG3EIHmgRUFqNkKjBk1oLLoLfaEuD91bSfifuAXzLzYhrTUg5Vdgfqwc\n6vLQXHgBnaOAyAQdta5LSA49iFoN2mQJmy6X8YU7qZ3bRLirFatlPmLaAeIqnwDtW2A1guluqnVW\n5M6r8FdK1A9PJ+HMeUbGaAg0zkbzqw+Yveo89D8NRf3QJp5H71ApGTCXxvJWBlWcJT4znIkDvsTY\n9mukw7cwOekYzUMqCQ2U4c4zYNL6kHVjkDWVZMtFPHnp3VxWa6XX6i/YUW2l44UIovdAUsQZtNGC\nmAky+k8ycVzRjVtMYeTeDawYdB0PBB8kWC6C5N4E0i5Ht28/n85+nWsfmUXV0IHsmDaSPu1lzDm5\nj5Bra3qGw6cvI46007WzmfffX0hmm4f+oecgyUTJY/chHAcYdftI/M7DpIbMAaFCxADAB+23gGkO\nmGb9fnRt/aKTrBQPVw63waproNiPv81J8JelKBNS4Z0NaJrNaL79gjEH3oUxy5h35U2gbaPZ56FF\n9GP4/etpfVQm9mAW6dNvwVF0DE48TWNxgPgILYYnhkJBXyYfWgd7uiD3UoZe8TP8DMVnnU5onBlf\n7BByu9cTM+pjaMrEfvpnZF/xAByfS7+c62H0IBZtexeueQos4f8g2frh/J2hH/4y/yXK+BngU0mS\nlgGVwEIASZJi6HFhmylJ0mjgKiBfkqTT9Jgyfi2E2PoD2/6noKBwlCOEE04TTTTSgJAEdiJJIokB\nZKPDgcu0FfPM8wihUOo/SWfxe2SfD0Y7KgKD0EEJ0GBEifciEvrgNXchP9+JmtQL0yVWOt63UJlv\nJnSwi3TZhjThOZQgIxXcjJNaqj/oIDPLT3reu6ghM3AqDnbe+AhaNY+wQhMD93Thz52Md2QTndWt\nuOZfS/iuLQTV1yM8CrIpGuZdAv4J4IpB2vwq3PUbOLAf3Z4GNNlT8Yw/iF5KQbtzFSTF4Ok7CPuB\nvTiHxuPd2QIDZyI1bkYKeEGzG2QbwTs1WA46EbN3IFrSUCMi0IglcP4liPyWmNhIpNbeRLaWoO6q\noPWqYOxnyvAknsUwcxL6DxsJjPUjyEOvyNCtJ2XXBvbmLmTJmv10ZwcTHJFK8ObHIG0m5BVzoS6X\njCVthO7oRhMHvH0MsmzUXTKLqLpW3If3YV9gQRtYSEZhBYGQExi7QwjrHonG8iFS9Q5sVUPpSuzA\nnVXHm+5lTG6PYHzdFpTQUO6cv5iqznDeemQhBZOG4Td7uXHTBcSew6gZDhiZDxn94cBmGmZDL+UM\nc452UhOThMHvwZmvoW/Ra6j2BKTO+zGEzgDnbVC3F5JnQ44d/OsgbMUfjTV3eyjK7pdQClbg1/hw\nzA/FY7JS9FQiUbpwsu2jIUoDZ76Be99AbF4DN6ahToEV83aybOW3dKZ2orFm0N2VSPmlY7CMMBAz\n/3ZSSl5CmpgGoeVIyw7B9BK4eyjs2wlH09F9eB6NOhtCC4hVPqReTMGxNhXDVechoEBDPiBD3nUw\n8D34+lX4VS68mvcfm9HjL+L/V3eghx80gSeEaBNCTBZCpAshpgohOr4rrxdCzPxu/6AQQiOEGCiE\nGCSEGPzvqoibaOQ93mUbWymmiFRSuZwFLOQKcplICr0xYMDDSxi5CzQ6TmiPst60HkvYRLQdRsi5\nH9ypkL0Ulz8e3zGBbCrGGt1JZJAbfVsJkm0hUXMN+JtKaD2sw1OQiP/p53HtfJEwJmPvGI7nQDGK\nVwNBwchnDmAucTDlue0M1E4jsfYT/BYT2qEb0NisYAbz0U8pnh1KY0YysnMUDH4Yer0HaT9D0Xlh\ncDoc/RK062Hd/ciHVmMyfowyNQV3/Toc59bjD49Ej5OCuDhEyiBUZKQgE7QLiLDT/dDVmPf5QSsQ\n6Q24De0EakAq+gRJikCqXYOu6WW0lU40+73ICRKhzWG0pHSic2vRZ7vRGC5g2KeiK5CRFCMiSEdb\neCiSXouISsdQKBNxqB39JyVwyg51AQb0+RDTCQn5Wx/iHSDGj1rYTM7rq7A5AtjjqtG21TKu/F6G\nr3mIsRePEV53F9rhi1HsNjAI2F+KVXkBfVkCB6LGEdlYCVHJ/C7nBj50qgzPqmLjHbMIzlcYfuw0\nmqk3oHllB01TeyPyjoDXCxfPEeM0Eiv0BF7x05QwD/+pLCxva9mSNJi6aUEExi5B6j8bclfC0iqY\nsQG6k8H0JkhGaKmGTS/Bc/PJqvuC6pmCmuWJ1N40hGprOkp6bwYErmDgugpkNFBwGDqbESPnICaU\noL5yCU2WpTQcv0C/1Svxy3Y6F2jwdQQRc/w6YpOb4cxq2u6KpHvocTztzTQVD8W/8zGYci2sOg0r\n9oBWi5x0O7TUQ+8P0Efo8OOhsfAJ3JOHwM7HgDRw5Pco33n39Li6nd//rxXSfwb/Ja5t/1VEEsX1\n/JxHeIwZzCKGWOQ/uUUqdQia0JJNOy2008yS1nmkvvgAeDqhpQ5u/owGxwAqLxbROd+KaJWR97kQ\nrg4UjxPlneUENrQQlWXEPC6EurVr6I5JwjjxJgLU4Qs5hCEjHW1QMmqzH9GnExEDSAWE7HmdztRY\nvro2l1apBkNjJhExzXT1hzqNhePaBXDHFih4DL78Jfi9VK54j4b9hTDtcci5C8aYoLYGqWUvhup4\nPFd9jKfoCOcdDXQpIQxZuI9bCpbgl+Jh+CIIGKC9C86/gzFQB9pQ5JdS0TUuoDElGnf6jWCfCQ49\nfJUCa8Jg8Xoki5f2sLn4yvW4ey8EMQaR3Rv/9ATk0AQk20hkexxvTrsGs+rFr7ZibmtDIwUQIywQ\ncgElSRAYImOMasczzog/Q4tolpAUP7I7gCU0mdLoWVTc9jafmZcRfJlA45yN9tU1SJoP0KQPQHjT\nYcF2qD1FdEsoSbV1xHS8Tfu0K4iIDuaR2M+YGf4B1zs30XvZYbp+C+72RQj3tRSOn4K43AKf/Ryi\nWiE+CnHZMTouH8rQsbewZsadMG4GUmQ0fso4Eh2Cv3kNWBLBkgDtlbD/IKx8Dp6bDxufh5QhiLvX\nUDW9L4ocSVtAS5tNYM7KJGAMgoRQHJoOlLYKWPckLHsaAOmkD03wO7w88T4WFZfT1d1J3GYnWTde\nT9KNj2D/OgS9JxvDteuwTTyDOX0axvMRRMZtR3ehAsxWWPUAvHk7PDwRik72JD4IX0xE5jr0V+XT\nbQwg9BZoLYULZWC/pGfgp2TDSyd+VHn80fg3cW37aTn0n0FCQvtnbo3Aj4fnMfJLAMKwMdU5BZ4a\nDPpoSJFg3M8RGg0RyacJc0moyzronmrDPMSHZOhCrtZDpxfD/UswEIuU9kuqpG9wPL+TsKU7iB/b\nn9BWI2WG43QkxuJblY5tgRbd0lxY8zJyt4kgW3/QNKP/9loIr0Grd6C32End3Imz80SP37O7AUq/\nhLNb6NXazpm6HIK7rFgG/Baaz4NDguLnIGI0YboESB3MhA/2URVrougXfcgcVInXNgjDvvchqC/+\n/hOw7nwLqdAGX1TAug/QrzpAfH899aPfIsR2E5a1EZB3EtY+SaC3D7nETVvLfpK2dOG6YgfuYS+i\n1zyMrFZA0VTQx0JzC65gOyOLigjuboAwPZq2XnQaO4i4ej0OdSmaQ6XINSnoI20oUSeQ8roh3AaD\nFhJ94Aiy1c2+0GYmDj+ApjYaKXQW7LsOnL9BjngXvPUQM7DHZ7dxB4bBEpruDor67SJZ7maMbwKG\nQAvuKA1+nRGNx45WdOPvymdkaSFe/VvoD3vRTEhCDHga9zdL8IQlIIpbSa/q4mifeCalR1LDdIZf\nDNC9bQvVaR+SyZVo1k5FTa9Etg9Dmv4pyDIKXqoCm8BcgalIS0riL/FbVWT3ewhpMG5LX3zRwWgf\nHUbNkiG4zsxGV6MjOt6L+/giaj3XMiCuA3P+WPCHIj7bhnj4M6QR45F+/jxc2I6wxyNMEnJAgtOf\nQZwGap+C2GEQngJRkyBxONTGQscuCJuCGTPxqZm4+RL1qtXIn94Iaf8jZroxCPqN+1Fk8EflR3Bb\n+z78pIz/Djw8ToBTmEjsKVAVWPULuPVzOHEe3GtBaUaqvwXtiCXwWCbi0Hp8uW66I6KxWq8C4zh4\n/36U/DuRQ/pgKX+BoXVm/O3dNMQ0UfhxPlGjhmP1+DFKP8e/tpNW2U1k4RlkYyzCfjW2nZ8wXypC\naBUwCQKVvfEkycSkh9O2uxaOHYSYwdAdjKiooy3Jj3lUb4rvu5fs5dPQpV4DvRbCkduh/gPYfxdE\n98XvOEHirmpMl5nQGNM5wQ5SKcAfK4jqOoSqi8KckY1Uuh0Mh6CzCM3GBuImbaXB8Tv812cRnrYR\nEpJp9X+NXQSI9nUSpKpo94fS2nspkVX9kCLqUVNakOp3IA95jen1m7DvO4Nik0CrEJHSQmtnGPqa\nZ9DpvkGVdJB+OZo9X8KIJ+ge+SLGy5LRrqsmytdC8xAts0vX8Eb3Aib7t0BvDUyZALwJ5pvA8Btw\nO6CrFAZdgdRUQ1tjGZruXuRodqJ4L6IqbZhOuNElGvDKHrxRfTEEPUj7q/cTOe8iyuU6FNEEB/oR\n6G1hUns5kV88Q/v2d7n/zltZWh/GjI3rwGLDcOtR/HIxrZ+PRR6/lAhbP9TAHQjfw1S2C1q95+m1\nowNreRKxC+ZByafoY3fiDw9Cy9tYH5wP5wsQfjBffxIlWEPdtlS8zWH42yq5e7iNCMNDyOgRncdQ\nwx8kMKUVSSpFPmNDKjyDqFyJkJyILjfS3schbTBEToVQC+Su/sOgjhsFp2+HcXtBG4mEgoQBOaI/\nLP60xzSh+X5eFP+x/JtM4P1kpvg78LMbPTOQ+G5t/qcPwYgrIHkg5J+C5A5oXA5xK5BC5yElZiNH\neLDGxNAd3YUrNgPCE1DnT0BNi0La7YXdRWBpQDc+iNgUN3azlbbPPsfbpEGcPYJN+xARmrvpjA7F\nk+XDF/YicpYdacRkxOgHkMomo2+JQufV444vQ5cGHD8Cr1XhTajnwbnX89xNz5F4ag/ps62cv+9Z\nRMLcnv5nPwCXVoLnJETUYLzmczpmDcNeVIteq2Ni8wDs1bXsGzyJTblJrFswljN1xyh5YzW+ccvh\n9SMw6kakqy4nWr0HMWkqDQmfIFAp9xTgM4UjKV6kcUMwxJuxHzPR1SsUTWE3UmsEGG2on9/G4M+2\ncPwLBx7tJBSzjLHlAvL0Fjy+FzC1BDB1t0LFo9BehMZ2GqMwUpHmRkyOJOpUCXWWBELSFzNPDoEo\nC1RtgRtMUOgDtwy9BsPO+yD7MvA0QXRvXBnTecc4kzf2rOCgZRXO3ACBm55AmT8AvTYbofoIdC0i\n6ukXaKv4NeTLyOVZePubUYLbie0uwep8iYRBg7jiSCmnS3fgMPTHN+5m8HYS+cly7KPfoq3fYA5G\nl+DzLsNZV01M+wsM2b4H2yVvEFebB4tvgDe3I0qugXID0trliNRReILicfn1xGR0kHr9ZQyvvZVB\nzznoGz+DML7hHL/jYtm1qC9NQCm/gOwYQyDpbjrGZ9B6rcAxopyKhXYaF1kQSjIs/Armfg1aAb6O\nPwzqphI4VwSiZxZLz1CC+c4TIiQODOYfR7j+lfybmCl+UsbfE0EAPXMxck9Pwf4PwWiBoZdB6yoo\n+QLC/JC4FnSxPXX0ZgiNQ2o6QrT8Ci2sxKceR4ncjPbbXtBvMtTuQwy4FceBKDo/dRIxvobol1/H\nlGmn9PNdVLwzFqF2Eqq7DH1WK1pfC63JoKasQPaPQpwuhtwXsbV3o2rdNFn7wm3LOb/hIkU5Njqj\no7jPMoWCvASCE/KJuWoJF5c/2tM/UywYQmDqfohehHR2Hs7RKUgaN0FvbuXsqffZNHA6WaqJzKoz\npOY10HhXFtWVBzj55hwU1QujJ0BULdLKlzF9oMHkzKSWe+l37gBahw1X2ACk4CYkcRj9qUzMykxw\ntSCXK8hnq3AX1XLq4waGLm/DrLtAQ2o8ugaBxhqEoWIW7YeeYnPbU1A/HBKSweFFq4XErzpRzn2A\n7V43DYPCcBYfIz1EQMRQ0FWBZiOUNENXCyREQ9WunslVXRxkvkGvpJu48+RdnD6ex/jev0HIEn53\nK4a1xcgXd6PrPoWIH4pyYRY1SwpAjaT1cAP6fbn420yUJmSi+OqQD3zO7G4zI57aTteu4wROb4GN\nN8GcN5HjhpHOdPqpSzloKae+8zD5xnfhiltQgyZhfaAakSwhklXE1u1o3rfjD/SiYf1J/OOzCXow\nDMmkRVvxEeanliINMmKtuEDyoXcZcKSSlG9241c0SPY6fN5V1LqepaWlDEPdzXTeZiZeGoElvBrP\n9cUo6umeZ55+M1x44w8De9wKCI7k/4/0qKM/Rmb+8wXq34mflPF/GjIG7urZvXgECnbDnF9B6zuw\n9zoQViAF5P/xSZc4DHKuBXc4cvEqoo/V4XFOQS5NQqILKEO06vD/ahba7NGE3z0A7S35eFuasYwZ\nTeLXe7BbFLzld6Lo8lE6QlGMYNXEEehYjlJzG8rlRpTAPRhCO7FJEqpfzyfaai7ufJOubgv3ndpH\n67Mvk3zfnciaEKLGRyEJQf369X/891rOQf+16JvOILsDHPIP4On0CeSkHWGIV0uvKB2jjnXQq08F\ntvVWbMEeCm5YgGjYBEYHSqgLz/pXCKk4RXhxI3UDCmlJ02IOWwKmIJhbDkEyhm/vRuoM4MkJo8Eo\nOLUThi2Nw5Q0CVntgyX7W9oyphFc3YU1+wGcIwtJK9sGoVHg9UCrAVyt6CwhdC26DPoGUW7JZs2g\nG2HEXeAJh/gIRMJHBLyTwdsFjZ+AJwsc1WCJ7/m/+nC66m08vHw8+rZqNC4/BqML6efn0fZ7G+NL\nIRi2tRIIMZPS8hWdC7sIvcODZtxSguw++n6Th1w9EGn2g2iCixk3NQxTx2a0p3+HmPoYWGN/f2vD\ntr5K1icHwa2hJewDWva+j39LOJJBRX0mBDEjG//jF+nKCcW5/yD6gdFYSlqQGr1w4y0gpUB2fyhz\nQKUfkieB1guWbMhcgjvnbjSj36G3u54+5ySMj29ErwoMhYsJXrsM04VXkKWBPZ2JHNuT9SPg7vlt\nTYQJb/esrIMeEwX/Xdmf/yb+77n9k/nJZvw9kZB74gsU7IatL8Ftn4DSCkoblN4O+Z8CGf/bB7N0\nA4w/hjCGIvmWodW8REPqMWKTQ/Bs/BqtS4d29iL0xk9h7MtgskP1DjSjZhAWORAWnIBHr4LgEvwT\nQ/B8nYo1tAlafBA6HTSdiICEZuImtkqdlBpXMW/dlSj7mzHZ9Vj6BlHvsxLatxed76YScux++hxJ\n58zeHZjdlVimzAZZC1tW4jN8jW+ch1eyb8Vut3JH0oMEdanQWIMrsZXmn0cS3pqM8dh+grKa6FSr\nUTQBNCOm0rG/nu2/vZ2a6GCazbnc6Q6mK2U/EQcWgdEOW8aBUgCtoF56BbXuamrfvciwmzMxrm8D\n4xiQDhAmp+Lt/yGGXXfAkWzirToCIV6IHgXBPjjZ2BMbJKqesPZT1PWeQpJaSaycjWi9gFR2FHKv\nx10agst/DtvpJ0EfCvOXQ1cV6MzQ2UbV+ifpUMMYc2wizHwF2edDCbKh0epgyNWw6hI0z11P/ZCr\nUaRXiY+qojPEiHHFZXhcJhqGZtN731nUXuVgeQJZuRvpwAkqPw2QOvUzyHsKguN6TEG7niHGayIq\n1Uj0juFUypmsjtXgrIpiVlcTfTKqMXQcwtD7dgKfTuE1inmwIwY+mgYfb6T76kswe8yIK6/FX7Ab\nvX0BbMtA45uN3NWN4erXkKofBPMI5Kkv4eAe9C+cg6VzYesJCI/54wUSvZdB6SpIv+W737N/LDH6\n9+RHcFv7PvykjP8eivbBbyfC3V99F9PVBJH3Qey7cHc6GP9kGainAxBgCkPxPYd8UiLogy14x3fQ\nODGZsDw7urvegn2/hWEv9KSPB7Te8+haK6FsCDQcg5ByHGkXaDiSTFy/qai7XkXW9IE9r8E1mUjj\njrNP6uZ5ihgt9cXb62sMBQqxJ4qpP1+JeGE73d4Wtt3/COP2pxHV5wxZjuHUvvIQus/vwWjQQZqR\nlxe/wRuRCaywv01K2yHMUiyqWkBp7g4sVT5iy2zo+x+Axma4Mh9Tyh68Xz7BxtHTMZXW8kH/KCaV\nV/PUWzciaXVEDB+Aoteho74nJoPJjKvYT2NTFTV3nWDEL6dgiDJAygQoa4QTxWB8Ed3wBIScgNTn\ncuT9aygdP5i08Bg0khkGNyHaPFBfjVIZQpDnOFfpDnE4oR9ScT2U74SI03RsyMV3bDW2JRpID4O2\n83DuVdDo4eRztJVEkTz3XnBsgYp9aOwyUs1W8JVCSzlUnIf6Vvp8sI2TNw7H/LWKKbiFxpuCqD2e\nhDgTh318BWXlh3AdWcwOaShpD1/K2A27EcMfRZK04GqHtVeDqoHYIGSdIMT0KelDo0hzuFDf9dO5\n7NeU2xuoC+RSNiyeYjUPs6IgrCacNheGBSlUzDVh+eZbWiJ0WCdmkHrwQ8j5Bbz1DkqLC6pvQ6sm\nw/ksxOs5+BK8GMOCIdQIb7wGy5/943EZdynsnQupPwf5PzQ7xz+SfxNvip/MFH8Pu9+Bxc/B4D+x\nqQ0ZAXNHQfdhaN/4h/ILn0HaQlRlG1CHZuS7kDsd89Z2Okx7aJvghuMPw/TbITLn96eFP1yJZnAw\nbJgFm3+FOriKrgo9+m9aMH72Il2ShDeqGTEkATHvCzw6A7W4+MiXQ0q1n8bESOyTknEZQwgeEErM\nmsUYXh2D5cBK1ib3AfUgOnEefe4C9m6S8Nh1nLQN5DOtnevU94lxHcEd0oqvpgR3SIDoml7Yd1nQ\nZm6mRG/keMY1fFK+nVfShuLWxzP8wS0cu28uj4uXuCm8FKlvOAQLNIcOIVwXUUyhMPUdxNArOdel\nUvbrowxc8y6GEAPUbAL5DOSfg1ljIDmDwLGnUU58CUocpI2iJnQ0Pk8+yFEQHIdiNdMdlYBn+nys\n6bsJPahhyGuPwXvvgMMEtUDpWjShAegXDpq7Ie/Lnk/yfj+jrM8rBEsO4p1fwtBbQDIhmQfiHzII\nGnrh2HsSp19FvXUNbn88Rm8sUlguGqOB8H3dRA9uYFBoEyH97KQGJWEbcQ8n429jV90b7D4yF9Hl\nBI8DPr0OJj0M+hyY/iKE3wodCi2RA/GlLMfXGkxs5S4Gerczw3OABftn09F4HtF9ivzj82jp6KZ4\nlpmYUzE4E/0MqBpHqiMXKvbD4OUoQcGIeC1aEQ+hqdB3EuqCpZjtGvRL7oAxerjhJlD+5NVPkiBp\nEVR88k8Tlf8o/k1sxj+9GX9fVAXmPQLRff73sYwsUP0QaAVj+u+LRfVmxLTHUQKPoNV/0iMEi65B\nN3cxKbp6GjJyUcsbkN/eBK7PYFA/sNdCVx70a4Yr22E3dOZ5qSq0MVR3EVnEYVAj0F4sxp0cguOL\nW7F3p3Gloxpq27hm6DG021W6XEkwWmDUxNE6ewkrXHVkllahsSegTliB7KkmeulluLqd1Gm0xA2z\ncNTsp8x9FOFwYKzrxJjsI9h1J0I9z/mFEVx0+/AFMhmS/QsWfbOcg944qso1hMxcyJOHtoI5gHA+\nh7DNwtedhtx/MsZ9S3CPLENq/Bl1+/RUfOQj8fkomk2/wdrgRMRm4TVtRTtag7bcinT1xyjZ76Kc\nOY321S0wLopM5wHaoyPQd+/HOciGyDcR3O9LtOZU0FoRM9YS4v8ZXZqFBF9Yh6ahiiCPH8kUCRn7\n4LknoE87SDLk5OB94xpspqEw5Q04+TwoLegPVKGvcIPZhDl3Fh9PGUFb9SEutYYQVBuAuIVIwVdj\n2nglCab7Ed5XoHAy5kG3kZ7Rl42De565R7oMzyt3E2Q6BgvehvxiGDYL2qsgbRoceojIranohs3i\nQvBXhFXYkcqnQvp+LE2zSR0Vyf2f3I1+eyMdz79B/Edr0X7+DqasMsqf3ULqN58gTXkM0dFIILIN\n/TAdaJ6EoN2QkYNf3YkoMKEbPRFOPQL2qD+fvTlpAey7HGIv6TEj/b/Mf8Ny6P+nkDV/XhH//rgO\nou8A03fKuL0ENcmL3z8Vje5JJOl/fA7q9eiri0gomwiXPgNzdTD4GHS/2ZP8cbsf3jTDB+BtDONU\nWjbDOmvRxCYj7E0Y6wuRy71o1SCaB7po961DWCyQMQh3UgRED6QrrwZnbxPayrM4PZ+S1Tcb3eSl\n6FUVee8OqNuEXH8ffUb4iLv/BaJxI8UMwxNiIGmnnqD+JmRrMtqq1yhIGs+X1j70Kaxg3rc72W8K\n4zAekra8Tcx7R2jt66DLLKB5NyJyGS13VtH1/Lfo4lxIo+diOhdCrUdLg05myrHXGJKbS2ReLE6/\nAzm/GI1b0H1NK4p0EZ5LBkkHo2bCurHO+YIAACAASURBVDMI6qhgGEGpDbRMDca0PpaQQ5PRNrjh\n7O0ASLZQTF0Bgis/Q93pxL09Co8+EUltQs17H/rbIKo/tHXifm0O/uB47LoyPPmPodhGQL4e2urB\neAoSrDDrXaauyMds9FB1fQ5BJ4+hHH+B6s2vo1bq4KtHkPOrwToGov44aY1h8mR0jV8hwnpBaCLs\n3wQTl0BHFU5rEX5rFvr9JUhfPE2YtwI6G2HApZA2g10L5jKKnRhO6ZHvXEN4VzbaV3bCJZkEZcUR\nqD5Bc5ITf2Q03sML0IwJQQrSQ+izoM9BCIEqClG6LMixsTDhgb8SR0ICxQOHlv5fJeK/h5+WQ/8X\nEvPAH/YLP0RJakCjWYzU9d03TsANTaeg8EOo2Epg/0b8L9yJd9dFPIb78LWMQLl3N76ENLisBDXY\nxt5hYxh9oA5NcgY+xQFmBcL9eBKiKU8Npu97p1DWuvH59sOISBoDyVTunoDc2B/brAsE5jyLfn8z\nU3e+jL3oZULiLnBgrp1SQxvtzVtx5yzEENuTeKXDu5OE90/jvTqSEN0MhKmB7UFTEAdruPe+SlId\nMRxJD+UV2siO6EdMwSGsr6wkaOoIjmf5+XzWNWwN6aT4/hTEK6NQTj6Dr3QDDttg5P4Wku+IQBP7\nS/wJtZjGPoy2DYRTQn/ajHllKJq6JBAGtFu3otm3H0/Tg/hCquk9+EtMruuRVmrR1O2BnFPg3wBb\nVsPmaNh2P6w2Ijub0E16HdMHFUgzboA+cQRK36Zl6AV85Qc41JzGhvIhJCx9ECoL0G5YS3fZVTAi\nDvqkQeoYRO0eeDmciLiPWLrtKGGlZ1EUL9KJEt7anoxrxr1wiYBnj8PIK/6XspPaK1Fzbsfpmw5u\nBcIiISQa1VWDQ96GzjITWrZB0TH2Df0lTPoFNOWjdNRyyHOSCeWZSNfPBPEGHB8JT5jBsIlKswdn\nfTsVfQupr52LNuIUmqQbYPtYCL4RIQSi6SRa12gkWUDxXTDxoR4b+Z9D1sCA5dBd/o+Wgv88foCZ\nQpKkd78LJXz2f5SFSZK0TZKkYkmSvpUkKeTPn/3H/GSm+Eei+c4lSKiIzhNondcgb98A7WshbnxP\nNomwDAjPgoF3oBv7PMIfIHD2LDw3B8lRT9uUYqyPpyFOBqhNC6VvRRuG/6+9+w6PqtgbOP6dc7Ym\nm2TTOyGElkBCld6kSkes2LD3Ll57V+zXK/ar4lWvBUUFRRClNykBAyEkkEJ678lusnXeP8IrcKWK\nYtTzeZ59nt1zZs/OcCY/Zmen7Mgl996bKfE1Myx9E7YyX9xKKOpeF7YGieXx9zFOmAR7JuFeUUHh\n8y8xYO0qjMIfOfx2bpGX87D/RWSF9abjnmyGlmXgUMx4VAdbxX/5wmXgYn+V7u9fg3uKEasJig3D\naNDtIC6mC0l3LELs3MHW2QvoEP0O671NWBwCr68N35lJJO55mtjOd2OfMw/H2c34WEogLxRe3Mai\nZZPwmA2cURRK5Nt2xKgQGsdX4VJvwXLBy8hPbsLZYxBGuwn2/Beq+yAuseDwCmyBr+Ln34rfMonB\nuJCQH1PbfmxpCQLrx+AR8EkDeNcjbvknMuKfyE2fI7L8EXY9+mkvYXDvJnj3HpxR0Zizt/NU1m0M\n2Po41tpmdCk2hN6Mu2k3uqEP482tw7vsaRjWguLIob65H86NFdTmhtJYY2dCgpn8j18nNkiiLL8W\nxVWHOvAcmvbsR+hUAgcmoZqNGMItuN97FVm+GBHfDZY/h6d2K2EfDUKMmAgF6yDbjdNoAcWObJ5L\nRWM4keURKPuWQ6UCK4tAb4Xp1+MY3Y895tcZt2gXlT1CqQqpIPptBfc9aajuLXhd9wF6xIJPcCVc\nj6vGiLTlI463/nDoYOj7Ingcf/1Zdsdyav3B79G2E/Qh88Z/3hv0OSHEPbTtDXrvkd58KC0Y/x5W\n3YJQoxD6MdAnAWylkHg5qId0VUgJW1chfvgcfa/BSFGFCAnB396MIXsnqcMmsHHYGZy9YzPVtyUS\nuvAzgvqa8DRHoeSVYN2djn5aJLWP3EPQT5+BexxEBlK43UnvJ8Pxj9kJ3qGgqLyQ3MwLe7/k6bJR\nrA8M55zud9KnIo0bd2fRK2cnoU1PE16cj5IYiSniaTw+EykV8+lCBX7KQMQ5LVC8g776VbhKVmHa\n0wfP3gjUcaMgbx5enzk07biYsNEJGLo+iDN3Ic6Fn9PYxUr/xZLWBWtJiLIituXB1hD8i0PxXHgr\n3pgAdCHDqONHAi5YjjmtGe6cjWycgiKMhG0CUe/F2eRC7MvC8dgP7NO9QPIHSYhmW9vEjng3qAmQ\n/RV0vgB6voZcuA2v62qU+D6w/jPErPkYn+nGF1mX8N1HCYS0zMK9V6C3f4dvZSBNsavxTw1GdPgY\n9aFQqsoTMey24Nf6Fd5Rw+jUcw41hemwbSE+UUXUfiNQxrhACUBNq6Bh/U4CfEsornARdfPV6IOs\nKKNaaF32MebZD0Djp+gN7rbxvJ4C6DAG0tr+dt3dI7HHqHxbej6tH/jjbnCj6irwhruQigO1dhs/\nmvYyYO121IEmQqsd6JcAeSb0FQ8hlbmouhvwNP4XWuw0b/mCpk+rsV587onV1ZjJv3Hl/xM6hT5j\nKeUGIUTc/xyeDow88Px9YA1aMP6DFPwAKddCcI+2x//yemHRfFj6X6gqheQ+iOkPIMsysXl1uO98\nmfXqkzQ4wnA32QlamUXrle+hu/E6amo9mMOBZLB09eDLebRkj8fzQV+Ucy+kYeJwIu64g+qKzyn7\naSKZ8Tex2cfOtsa+XNn0EP+NuoiBgbfhKt9L2aDxmHPy6JC6CxQv+pYyDDtvRATqGRDgQ91ZNejW\nPASBVuhvQbcqD2e/Ydi9HrzONCyd4vCsbUTJm4yfwYrdWY5+8VUYKqow6CWNI84jfdl3OO5PIljt\nhTXcifGMKxArH0Xn913bBBlPIKGfbsIT+hJM74NMfQpCfFAsLpwbh2Fwb0HfbAO7xLTiFToPvRpP\nUim69L1Q1wQ0ge9ZUJkKq4tgtB2cdry7V6JYbgaTPyx9CM59i/vD3sBn3S64+Aa4viN87UEZHIdS\nsB1XwUIMtq4IXQwNcaHE1regv+pZRMx6LBXDsOR9gys5hBW9U8gfZKTfkDpiQzvRTBCxdefin1ML\nhTsheSjoTZiu7IAcUwdyHnS4AmyfwU/ToXkzlPWGSIWAygK8m9/GvTaWj0afhz4rmn+MCwUpEQkK\njndeoGycE//aCoI61yG+d+P20WOMNSOCYyEuqW38sBKH7oklMOQOzJ449LeWIzrPPs2V/k/M8Ztf\n8bC9QYUQx9wb9P9pwfj3EDMC+t119POKAjOvbntA2yprzhbc907CNP4aatRa/Dzj6bR5JWEDXsS5\nciwlc15Ab4sjJjQHfYwCCV6QlYjUsciUsyH1LcSKuQwZ3I89nnN4LXwQjcGJ3LftDs5lNW/UPMXt\n3jnU+X1Lhy3PIvpfC/ZtuJx9qavIIWdsPP2yduE2m1AjZ6JgxbznG5QaE4SmIM8dg3jjH5gzTLRO\n6k3daBMt2yPQZ6gEvFyFueoD9lkW4L8mBbF4HVzXgdIMF7kr6jjn0Uewla5GzBCEPfE8XPsYVKTC\ntW/CD0+g9Pbi3rgeu8eAbnUx9hR/1AE6LLV1iCIXMhCgB+To8VGzIDwebnsY8npB1jswJAGCb0Ts\nzER+kQsj++PdmYbi6wtmK96SrxGDK/CZ4QtpP8B2PyiVSK+CfGEPPkMn05y8AmPIXEicAuuuRD/0\nZogZQrIzDj68Aa58A/1nN5HS53UemvUsSd2zCQ2dRzAWSv3epizuQyJyyvG/5xVEByNC54MwJYE+\nFNTPIVwPdZ0gYhBM8IFl/2X8J4+iG/4fslMyUApCubjDMigrhgefw9u8D1feYtK6+pLsX0JxfjyW\nAS7cHVqo1z9K0xldiBYCYsKh1Q77tsIlT2AK7IwuJKRtcovmxPz+w9aOujfoobRg/HsY+c+T2w1B\n1SFbmmhdswEiJhFLF7psX8SQsMkYrANxj38B56O1hOfoUd5ZCjvWArGgFzAiBNOij7CN6YjN1ZWQ\ntzYR27KG175Y3Lbi1iX9wLeEmyL+Taiziq2vqMR2r0aUPIq3qRldZi5hUX0Jq++LvOIz3NtvwCbW\nYpadMNtHwvALaSjbTk3mVwRN6oYzupnWvkbqg/xRun5LzKUP0LxvNs7grkQqd+L8+hFMr66F9GnU\n7qthykefEdd/DOtWzic+Tg8xXfCaonHEJeF84GF06gZ0kWbU9Fr0SX1RenpQusTgDspFOI3QaRAe\n94/oTPvxBtagdL8AtqTD9Fngfz7seRqadkLCwzByIFgjYc1beCsKUVoroXIv7qJg3He0ovRIwXB+\nPMqil6DeDIpE5BjQTZyA6u+gsfom9IUK5r3ZMLXtW6X5wydg2n1IHDgHWQkI/jcLFi7iyYeG0P9f\nFnyllY5rs3EXF1DTxYzfcjuOFDB2vwmRfCP4Rrbd421XtQXImiDI2A4JdyAq70SEDeYFeyR3VG7n\nLPkITZcPw8VVKJYQdgzzI0Y5k12rMnFNVGmO8sEZNYEqmsgVeQxGMMtbi7WuHK58HvqM5Sg/12mO\n5bcf2nZCe4P+Ly0Y/x6M/if/HlsDwhKAz403QuZaRuzKQbn6bgB0o68lSXjItNxJgkWgjIyGqlJE\nhg4yIlA7tuK/yo6ht7etFfnGNdAQAHe+DIOS4Icl0Pclzq9bR8usMiofdyC6ZRPmbsZVq+Cw5eNn\n8yJGNtI84jpam76n2rYSj18jevsuVJ8KWkZ1o9g8jKgHPkK8nE7oCxOxVm/BrP4Xb8pzbLTcRt/b\n1lJ8fy86Vb6JYs+kc/CthEyahHS34F/ixj/cjbNPOeK9R/Ce/w98b7keXXkBjqJa1JJRiH4jYc1H\nKFtWQEc/6N0Vb0A99h3B+JcbqeurErj0EpTwAeC8Cwz+4KqHqINfyWX3UXicAv79A+LDS+DqrzB8\ncTOGpz/Hk7YdlFG4S7yo/k1gDwJ3LZTmo0ycQJPYgO7V6wjcVkPzoFQCMtdDTA/oOhjpLUPZkE9L\nynr8LM3cfmshztpLcJkcKLF70IVHErrYgWhQaQgNpSYxg+D912N0mAjwuxCxehkkt0LXr2DMfSC9\nbD17N7qdzTjC9ZwVtgXHlER8svUI5SJWR+UQLL30VobSq3kn3qe+xTxlNESNpkTUY8FIAD7QMh+C\nImHGHb9J1f1bOvVha4L/X2mpzYnuDXoYLRi3F/ZGTOfOQqnPh6fGoNzx5cFzQqCgo6vrYmzeC1CS\nu1PnF4m/4sSoN6KcdQasC8VUHklJVSXRrlLo1w1Gnw1lb0Jwd4iYDhHTMSeCN+9dcC+mya3g99k3\nGJKs0LMvLHgQXR8nQU4TesbjalyM0lKO7PcoUeogGtbOxq9fLfr9dtQfc/B2cUDcZSh+iXR/00D1\nmSpBnWdTXnE/UQ3V6POXUXtjDoF3mWntZsFvmx4RCnVjumCN+gjFVoItpS+G4nxEUxNUl4PBD0xW\nkHZIng0VT2IcUY13kRv7sHEoVQEExsyE7y+DuAlg7Nq2ywggnS3UXDWeoOExBPQNhLy9UFoAdj3M\nuw7VkIWc6kbp2xvZugvXdl8cahRy+Y/4X7MKyotQPGvRN5XjuzcTakpwX3MhTtcwRGsxTWMa8N81\nEGPvrwiLLkQ+NgDZ0khzZDLGHr64BsQhfHZjHJlAZN4qHBGRZIaasRY9TdfIINSOVkg48LuOq44O\nY9eSUd7KAjZRntiCO6ID8eEfUbLrKnIj9XQKmQKbl2C85Fbs9xXgKatHddYRbQyCb9+G3DTIzgCH\nHYzm019n/ypOoZtCCPExMAoIFkIUAo8AzwCf/+/eoMejBeN2Qngc6Hr0gl3ft41f7XXWL9LojOH4\nuhIpHqHDGPQPcrmPxPl7oCUFdBUwvie5nc8kOiUW7Fmw5mqkJxcG337Yf9u+V12Fbd77eBL9QCeQ\nY29BZHwD21biN3IVRIZC/lqMmd/g9bPgyvwnrrh4LMkD2Snd9GzYjWdVDkWXX0MXdSrqj2sI2efL\n/vFByJo3qA9NJiLUhOpTgm15CZ4LmogwdkPJ3Q9JXdk/QhDxZSEh56Vha9yPscoGjhYwToAHv0JU\n7UXmnQvdRyH6n01tUSeCO9rwmlUcvf3AlQLBg6H4W2R2Bp57fNHl+eCtdBFY1YSy30JAeFeolvDQ\nLJgwA6ItkKSyNuJD/FrOo2PSUILigyjOyCXo1XQc987BZ9oQvLtW4QnqCF8/iffBx5G269AJJzbf\nXuirS9EVS0QvA7J5C7VnRtNUaCWmtRl1SRxqvy4w/HIMxlGQdhvO3I9Rrx6BJ+YSqi6qJ6RqPa49\n76Ks3oHYl03q4B5MDFyI6iNpibNi2SuQZFEZPYJpK5YREWOH8u2gvw/zkx/guncEIufatt07aorB\nXgu2siPPsNOcuFMIxlLKo22DPfZkr6UF4/aieA847W0L1U+Z88s+Z0cu8pvrEVtXEVuahHflbPx9\nO2L38cE4JRODfhbULMWiT0QGTcOR6saxeDHmpB240r/BW7YFr/Tg6ZkPOhem0DLkK1sofjIE360v\n06yfiI85k5D/XA/dQqEyDXoMRxn/Oka/OBzOn9Dn302KLY/9U7rRxeEmaMVuHHXX4vPyAsTN19Px\n9QXsnjuSWN01VCQuIFyJxlWTh2zYRmh1OkxZAF0txDZeS3WAH/6rnYSsy0OMHgpX3glZuW1lDemE\n4RM75F2LiIvFtS8Ena6BoN078exzw79GQ3I0dI0HQvGcUYGIctHa0AO11oGOQrgiBVr6w95S2L4L\nugqIb2LU7rtw6vdQ5O7N3NE380CXmahFSZj2/QCeXij6UqqiJKHXdsET8Ck60xdIJRIfkYkxaCj4\nPAZCpWH/BlpM4QR2spA2QEfnHD0Bb3+B2LoD79AVtKo5lF4Tj1/dTwQ0rqEhwUCjMQJ90w7UIgPe\nfXbsSQNo9p+I4r+J+OXltJbp8To/IVka0TmToP55CK2BRzshnDr0HcCj/ABDhqKYIsC2HapCwZ0O\nDD/NFfYvpJ1Mh9aCcXuRurgtAE+588jnDfFIMQhp24a+40M0psQgNl2CEhlBSbaF8D678Im7krjc\nfyKyCzFYDOjO8OLtkIJpwO14DT40W57BZUxF50hC+SAY/+nnYvtxMWpmIZ5+Kwme3BuceujXE1o6\nQVNa2zKQgNHQBzovRb/mAlriJ1M59RPC3luOy1dFjuuPSP8RRSfooL+fGjbg9XMSZjbiY91L0+tu\nbO/djG/8DFjQlVBTOZt6TaKoxsaYc1PQhY+DjiHw6ScACHSopYmw9zuIfYKNuluZVfIdav9U3Gcm\nwNAp0PwNdIhAFHXBkHw+dvPd8Eohpu79ILUESrZCYAVQBPd9BTdOh6pWkDsxxHpJqE5nbsbtlFmt\nvHHJJG7+ZBUx/czU9bCR6+1KoHE8Bp/H8QpJnnMTCe4EyH0JRDH7nCsIrPqJKLUnSuBQgkvXUey3\nnQAyIbkGZdVSfGzRxAdfj3vSZegdgtDcWSjBs5ExK3DMOZtbHo7ixpF3UB/RTMhSJ4pOwddWhNvy\nKYbpr0D4ZHA/CE/FQ1AC3L4eUbMDljxD/agvCdi+AjXuzLa/YP+hp6eO/lX99kPbfhUtGLcXSaMg\nKPrwYw37Yf29ULEdooehDJ0J+zpD1VYsshDHNl8qppsJ+U8mxX2TCfKuw2C2QdRl8OnDKI1V6MYl\ngMWL6pdEoPgQ6WzF9uqFVF56P83vPIrji3zCYpz49YqhfsB0AtWrwdUAGyeBUgc7ZoG1P4RNBjUI\njJGkuM6kYPOH2LoNR2ddh0xpQLyyF86bgzU/g6qwaoL2NOEp+QSjNZL6lnoC9RaQXnDXIqSHnMTh\nzMp6ntxOSXQzToR5j0N9Ntx5ftvaFC4zbDdC8wKmleeA14B5uQ8G4ypkwfeIsWfC+DAwlSB2P4az\nxIJ6nhU6zoPdyeCJgmX54NsE754JfX0g1w4+ddCvO6i5GMrTkQWJXB1bx6vXTSHGWUlv6xkYKr0Y\n1RsocWVQseQuEj/bjegnkVUVlOUEEZW6FN/44YjYQbAtjZisQux9h2MLt+MbPhzRbxuu8XOo3/E0\nIZPfRQztAaGxyKDXaBxWhMO2jSfu8uCM9mBp9GJIvhBRv53mEDvGRfvhigPfcHVGuHEtzD8LytaA\nbyxq5wCMN91C6/zF+L74EkTLkxu5o/mldrIHnhaM24s+EyEs/vBjAfEw/l1IexX0FoR7H0qvGshY\nCxU/YQoIIdbeA29dKPEb97MnScGe3JkBxoXI/R4I64QI6YSoXgr5z4CpDyXbsvl6soXYq6+jT3Qt\n4Q9E0nBfA35vNGAbDFU8R4huDqI1BM5cBIZgaNgOZQsh90sok4idmURe+DZvBOZwxVPZqDHliAFm\nRAcdpL1K/MfpZM8dTNBmB+6ocTResB2/+W+Rd8cWwo0C2e1CmkJ7El1QQ+n+fbT6vo7pkX9D82rQ\nFULgP9rKX7wfgsP58dsnGbPnP4iYiYi+U6mLvQGLaySGFx6Cac8i/YbSNO8TgkbvxPFtd4yKEVZv\nBVTIM+CMDcHQpQt02gS5wKossMbSelYrEcZo9DE9uc/1IHl5QaT1HsTqoKvxf/V6Ipor8PYIRjWa\ncAy6l323Po66uxRrwEDEXV/AFx/AD9vRd+hEwAUv0PpqDk1V6fjfsJXq+otxjzG29eemdYAIiRg0\nF2vtTKQYTHlrMc48Gzq/aDzJnfFWd8ay9SXcPv7wwdXgckBIPHQeAue8D9vuBnMowuSL74tv4965\nEynl4YvGa34drZtCc5i4lCMfN1hgwMGZlEJuR4adhdhxPSLYi+LTj8q5lUSss5NSsIniDp3IGuGi\n+wO1yMpmKIqFPo9SXL+DnemP4fNjNv3fLiZ5mBtleEfse7PQ39oV3ZqdBH77DU2dOlFuTyJ0s57W\nuGIcVONqlniLowlLLUY3+SkIycGYezGXiCByE/3o83I+3ptSUHf4QJYF3YwexJR3ozU8H920F6mz\n30fQ7CXEpe2CwgaKYtbhaepBbXE4AV3raPSPwrTxSqhNb2u1+s4AQ1eIiUd6ttE5eQWsHwJjU1B/\nepWAst7Uj5uP5dzp6GsbKKr4jhXTetP9Gze9h/2EPr0JxaZCQhxUm9k90oLet5Gk5Q2og4CvAyGw\nmAZnd4L7P4+36FJ09nCs3noGbV5Pv2WpbB7cA2u8jnHv7UCd+x2phvVYl79Gt/pIlI+eh2tnIM+a\niveaiXi+fBZx9zcY3BHUPnoz9Ybl+AVNRTa9BSH+MGQrqH6QuhQ5ZC5NurVYFzdgD5QEJL2IKvtC\nbTJIBy1DkzFM/bBtunxNAeRugozvoUKFxnXQPQKWv4CuY3+tRfxb0Xb60ByX/P+JOxJsP0LtpyA2\nwvqdeEbeiC7sH9gLZ2GyJECAAh2TCPDfTWR+DbWZQQR/UY3buo7cS4dT8mwtoXuKiDtTJWy8jarh\nRirur8K+BTwB++jQXSVk5TIMqQJvR5W82RF4C2biYzRiaqjCmOlLY1w41v49UfTXQeYYglt3sS/p\nIlzmXHTbdyFNvoiHN8GKKzAXZpN6QTjFumuJ1vVFCW5G2saic3+PvTGBcLKpP9Of+OZR+GZ/ANGX\nQ6MZsrcCF0HUOqQ+Fa/zNbZvvpyOns0QPpT6fa/S0OwgZqmkYfgq1N3LKTF3QulzPfjPxqTPwzn9\nUoyvqYjMYLikJ30ZTMW2x9l4xRl025uP45KOhKklGDZWIfRzUBwjKNGn0hLlQ+LqIvZPGcDg3hvR\nKW5kyggybB/TZb+H0MJ1yLTFyDwbrmoz8qVtqKN80U30IMrtiBI3kQ3fYq8tRPW0YnRWg7kb0r4D\nV7k/hp4TcO7/GJPHhcG3gmjhRdFtgxYveOuhIQRv3wML9ggBIR3bHgMP/GBftRNWngnpL8J3Lhh6\nJUx9FIx/sz3rfmtaN4XmmNz1UHgjGGLBkQ2+QyDiH7BnF17Vgxp1KxRtoslSRpjcDF310P12li5S\nuXAIhBpmw6UDaXXlYP1gI4GNCrohVgKnJOAYmYvRIIn4zI1S6IPfdw5Eswe6e2n10dOY7ybk6yZ0\n3zVi9otCd9driO5PIbtEgq5z2yLtnd5BVP2HIYUrqLj+KcK+eA3vObtRstdiLy9i9fggor0tROR4\n6FTWgKWjSvPblVgTa6m1e0lqriA88lWExa9tB+fGNJpXFmHZVgVRVXjnfY70W46yaxaDP3sY/H2o\nSL2d3SOjGBb2b9Tv7sDn80XUX20hIMOPGZ0jCPAaEPbRGJ7z4Anwoj6/ErHqRmThPAJ6XMzAZf9i\nX3g89p4urPnNlA7vjGNDNlKXh39YAi0DRlA+Yw1msvBzTsb4xFZ8zvenW+pK1OU5OLPcKCGhKKFR\n6J//BhHXpW1qe8lu8FRD7EiabP/EWZWGQ24jwuZBFU3UZ8QjG6tRk3bRlHweIT6PQtJutufdwdCy\nGAiphoRt8PEVGAY345HVqCLkl3UitBcEJsGw+7QFfn5L7SQYa+sZt0cteyB3BrSkg7knJHwJEXPA\nY0WW7IFONYhVt+LwbsbfzxfhmgBViYiivUipQNxlMGEfdJ+BKaM7fmckEbRwJnUv3IStTzBCdwG6\n+WB9xYu5TMV1QTLOy+JQVT0Wr5Nwj4rBdwq2Hj0pzHWR88ICSufvxlnbBCKiLY+mBIh9AtJ0hH/3\nFmJRCXKBC9eGcXi+zmVA4TaS76ql3xchhKQuxpjQCVdROg6TL7ndkxnkfwW+hpFg7A1F9Xz9nB9P\n5VwI0olMTIKXH0N5RiLq6mi2Wsl/dDR7+0hGRn+K0TeWoon/4uu+D2C4348obz1O5/14XC8gXp4B\nHeNwXGPCsXgYDZ4NNCc10xKWjz7SS3LeELp7mtjRvReR3zcRvrEEvTOS+oRW3PJ7dvmF42ztge+K\nZai967Gn6ij5oIXsM++maG0W5IT8MwAAGDJJREFU6qSpKJbAtqUxlQN/PtE9ocMoEIJmyzjq42sI\nixhHXUQCTX7zsKX1xho7AnVbESEFbe9rDQjHFhZEy4bXQR0O+kho0WGq2Iu75j9HrxuJd4K15+9d\nA/9etN2hNUdlToJuaw4/VpoDX04An2qUQmBGKnX6pwjma8R/bodrVkLDCgZbnoWGXpCXCnkZKIl9\n8HUF0xB5Ec6GOZjXh+BZshS9Ph5d5g68+QYUTxneQifOi2bhPDsXT2Qt9rVLCOtiQd8hAJpzcSt9\nwaUc/oNR3nYIH0PjBWdhLByLVzWg71GHt58O/7VuWpJKEcpS1MI4GFKE7GOmNnYgYRk5mMRUWD0f\nVn3NR6bpXNLwDzYPH4rcqCIN+xEzP0N8/wWOaTOo7PgWwrOWoSHPoHq9ZO98k41WyeSWUXjcNgI9\nFbhcH+Ex3o5z2CM4rHGYVtrwdKnAPKAJg7Ie1gyA7okgexJgW8/ADZvZN2kkPz0wgQElMzAvuJ4S\nU3cm+syhuGgLlf/O5tsPhpPUmsbL1z9JdxHClZgQfcZC2P+umHhQJQVEcCk2cxn+rkSq3ryA0AED\nEWdMgN1ZsPcz6HExIDFFF+Lo0AnzXWPg9vngDUQiaXEtwMicI39AzHStr/i3pg1t05yUHd9Dfhmc\nGQhn/YhbtSFxoc8vh4iuYPSFsOlkt2yn44d9ocoDV66FuOHIx6dT78khqzyBmD0eGPIP/CZPwjmi\nL96SJpTJ/hgmJCEK0jG9rMdLFZaARlqxYXcG4GeoQ5VmIA5yt4FoqzbuxU+RPqoX1d6tjOg+GvN0\nE/ay1RjjvRi7TkDfkEfRzHScO/YSaG8gIGEY3xp8sDrLqbj3GqJCzXivvI8l31/I/KtvJuCsFrIv\nSyZu6yCUu6bSsOAV9uybgWgwMTjPi7PmXEz7KuncDAlnTAV1PWXlP+DYXktzQTCtHV4huqgY894E\nlOuy4N/DYG9c2zjcSh049oF8EwqqcegFYfXNRL2ey6qJT2O/K5GSHT1Itf/EGVkFhM+6mrFh59Gx\n8R4i6EkX4hAISBkJnfsc9TbVUkwK11LtuR7HfRuwDvTiHfcapM2Bi3+Cbf+E1jpMpggclVEE9LoN\n/jsR3psHmzbieOh2pP2Do14fRZtt95trJ90UWjD+syjJwXvDfLy8gE7tTB0vEFg6ED6ZA1e+/XMy\npckFXc+DpD0QGoPEScugenRZnSlz6Kh/Yz7RGRmg12MIC8b7eiRKY2/E+o1QWQApMxGWPug2fYSP\nbxiekELEOhdYHaA0I3PGIqwXUuCjgq6CTkVu+uz7CVBwR96BLWALgS2teIfXoBqWEJTeBXtQM9Lt\nj3F3DmEilmCfCsJGGODCL3n8Py7OUZ9hZpe3qS9Nob7MRsvqBVQ8EEVJ03+IKfWn46bVeBQvhbUW\nXIWgt/SkZac/FVkbSZrTgqz1w7g2DndyMYqrCe++esSroxEd6pANjYiPfeB2wFSDI2Q/jcRSXQcZ\nOl/Ke8YxaPV67BX+xCaUMfBDF2Le2+hGDUckDIQ+PejqcYLuQGvUEtD2OIIidmGnDlfmEkwLf6Lm\n4gb8YgIxOd6F2HFtI2OGPvzzD7P1qaMQkwbB88vhq4/h5vvwsV5Oq1/T71yZNIfRhrZpTsqlj+HV\nPY7HXY2QpThFHqb94VC0q20yxQEVPskw/mmQErfrJ5p5Gp8RD+Fd9BIiKJaIFStQw9rWupZPPQU+\njyKbdyAaasEG2Fsg41uI0KPUN6EIA5xhhdY68IlC1IVA9XYiQ7zoe5+HSJgADfXI/DnUGZ4hsPha\nlG598bZegbT9iH9jIYYsf2qmTiTklqHE5H5IaJkD7FUsePd1XOHPMXPscqQ7msDHivBrdJHfw0BR\nQiwR+8uRsSVkT+6GM+Q2DLEzidyaSk3sa1SvqKTL/R3xd5+Hd10ujWFRVMVmYN5XSGF+K9H9sygv\n7kRgfR2Nb55Na1MmBHXAGBqK/3eZrO6axIjq5cw0WFF8BiC/L4aQDNxfViF8zXDzvTB4JLRWgicT\ndF2Pfm+yf4TOg/DkrKRL2pcojgrKlpRimhOIw2nHZ9f3MGTTwfQHuhlc9Qd2ZU4cAHYvpPRDoCdQ\nvee3rj2aY9GGtmlOio8fOJ3ojG9QIv6BP9Ogbj/c8TVEdPlFcpfIosYwET8ex9CSjL2+EN9B/TF0\n7HUw0dhzkeW3ICrdMHEg0B2achAGI9gqIS4Chr4KUVORVclgN0HwcnhwCoZZ/wSzCXKWI7d9Q+OA\nMnz3BKPThYN+IkL5FgpfgqTPMZV8jks3gMa+9XRcnghhQ6iyreCLXSOZ+++boMCNmn4T3rKnKR1h\nZuNDwzjzvxuIrahHyTDxXfz59Ohjx87j1KeEk2erJ2RaPWFmf0zqNegMe/HfOA9Dj56IwN3EDs8j\nrVsf/PLdBK7zEvLMVqznzMawoxW+exPueYdBtQvJ8BtCeEYOofkmhLEUOdYHpaEWMWYswroBctLB\nsQViYsE4/ej3ZvtXsPVDOm54g/Jz7mX/DQsJmfMI/uZJ1NeOBq/n566do+o36OenCn4nWTk0p0Tr\nptCcLEU3G48SgZ2bCOJKGDUWLEFHTGvjeXy5ATMXQKCV2hnnE1jecFga0VKHkgrCGwGVqyGgBBo9\nkFoEqg6uGA/h57Ul9hsIq/Oh06q27eXDE8ESCFF9qe3wPV5rMv5fF0P5B9D7aoTSF2JfA10AKIvw\nM9xEjfIILQ9dgbO0J1nz9vPW8P8SkJ5DWaQZp2kVSpyOXdck0WfFLoLsfrhC3aiJM6nL7Uk0F7K3\n4T3ycj4ltlMEkYv2Yty6G/fI0agtXRGOTYTs3IRHuHC2BNJL2Y+/pRXDjDEwphrU0XgXXgrmjii3\nX0GP80ex5LLz6TV0PaE5A2HpXYiE9Yh7dyNan0V6h0LhUtwVq9CbDMDFEHCELbQAhsxCvn42jsve\npGH6gxiTehB07bUICcHrXDDqJa2vtz3TgrHmZClKX1rZTDiPYWE0HGVnHYkDP55A5eBaF3URoYSo\niYcndDQhxu8ExQEyAFw2eHsyDOoBATngf/PBtOr5UPQ65LwKUWHItH9CmR/ecy7DHrWXQOYiWh+H\n+DPa0gvRFogBrLFQX0RQ0MNUeq5kzusPMq+bhUBPNV5HJvvCRhPwUybmiQaSbS4icyrw2gzU9tOj\nV3fRL3g9W8oX4Xi3jqEXP4Pe9Ci6yDuR4d/j0dtw9RmIoWAtSivsPSOW7dahnOV5EcOKK2HoDMi+\nF7lmEjWPBVIa4Yd0z6bDU0sYsKYSi8xiV+xuotWO5JvWE0ICAepcLPb7UZMeJi0F+jUWoPgfJRAD\ndOhDfZe7qb7sQYSE8Oeeaxt14qhHGfYuRJ75K+625rTR+ow1v4aRJHwYdMw0AuNhgRignlY6h/Y6\nPGFQx8PWOcZohRvWwGcDIcgL+52QdOCa5mlw+1iYdz6EW8D4AVjmwpwLCO+QhOHWy6Dmfkhs+WWG\nghKgJgeRsYTg+V/z4GUbCdigQICDam8EHf+VgXVvCz79XOi+KoEe8WRGd8Ol1xEWXIk/pURu3Y3v\n2CBE3aXIjC4I2w5E9xBMdR7kumchwhdF9ZBR0pf40ALIvxm6XANrPoItTYjHC/HoV+BfeB+xmzeg\nhvrjrYqmbk84jS9YCN1VTnHrZ2SZJL5qEnrLDLzudyn1CvxJp1J+w0AxHgO/3NJeut2UPjcPvT6A\nuGfOxThgwMF/z9gxx76hmj/eX6FlLIQIBBYAcUA+cL6UsuEoaRUgFSiWUk47lc/9O1M5+S2dWqii\nhhr01B8/sckKvaLBcTasXQxJ/Q+eM/pAv/FIVypUByBGzUCVDtQX7oT62RARDd5maKkE8yEb4gYn\nQHU2DL8ZXecZxL01k7oRdgK/sBO0KxR5SSUBw25BZn2A4ilARucR6eegSR+MaXkr1r21SCUEpe9A\nGPkkoldHcK0C5w9gr0Q4z4NKM5tFJCuCRnOL/VUq1HTCXnoCOpvhortg5xtE7JqPdAvctSF47/yR\njhWpbL3EQM/au7FGncmo0kHoOg3DTDiK0CF1V5LunEqM14/OniQU1XD45joH2H78kejnniNg2jTE\n+zdBzmbo0AsM2u4bmhN3qi3je4EVUsrnhBD3APcdOHYktwF74FdEE80pMWKliVZ8OYF+S68dgnQQ\nPRcWntc2DOvQSQbp38DgPGi5EzYugbBI6GCFvI2QUQNx02D78zDgobY96qAtGO/7ru15ZAymR7bg\nSn+IjPiVRFelk+/fi9DFT5IaN5Ag30A+7DGFJEcUEa7uNJt3kTG7jqEJIxnoXI/e/RTYAkA/Bnwf\nA7+2oF/t+JLP6rLpHxBEzx+70/LdWjy6GNQQJ3LVw8jGrohL3kFU5KA3WcAcRteCnXxmTeasyIdx\nRu8hoMQJnQ5+oxBCEGicjMG1GcV2VduPeKZf7jVnGX7Iwu4zHoa5I2H0DXDW7Sd9rzR/X6c6HXo6\n8P6B5+8DM46USAgRA0wC3jnFz9P8KipmQgml1/GTlp8JlkHgdEBNOfz70cNOy5AIiE9EDLgcNnwD\nkZ2h9xg49zpIaoXnXoGXX4W98w++yV4HeWuhOqfttRBY1vxApy07KZsajrOqOwW3ptKn31349n+I\nGP1AYgs3IKpfQk7+iazOkSxUqvjKNAan/yfg9w6YZoFysPW9LGoQF+Qu5Mq6LMSqZ/FJ6YO44woY\n/SLi8kyY/A6ux+chd3wJvduqqW74PSj1RQRXJ+Fj6Qc/fQvNdYeV10g0LjUKPEVguxfpTj/2v58l\nGPpOh80fH//fWqM5xKkG4zApZQWAlLIcCDtKupeAuwF5lPOa39F2MqnGhzJqj53Q2wTOnWAaCyYz\n9BgApfsPTzOmEwRcD24XFGTBmkVQXQYT74BhN8ITH0B4d1j61SFvklC0BQy+ba8W3UNtq4PSwVGU\nDb2QgRPeJj64L4aUc4jqOZPuIoLohDsYSXemlgYx9ZsW/qVM5nx1KIajDBEbXpfHwPLd6GproP8l\ncNFHKOY0iOwCQd1QzhiGevYoPGmFSO+BaqgoJEWNIjP1RfQlJbB5ARhMh13XRBRuqhGyFazp4ElD\nymNUY50eLnwOpj8MjSe0Q7vmD3dqi1MIIW4TQqQfeNz6a3Nx3G4KIcQPQPihh2gLqg8eIfkvaqkQ\nYjJQIaVME0KM4oi9boc755xzfn6emJhIUlLS8d5y0jZu3PibX7M9OFK5moKdeAa4Wb3s+7YpvUdh\n9SnA33wthZuKgY9Rg1NIzP+W3R8fbOUN67OUjau6IFnKYGnGuORDChIHs//zhei8PXErtTB4DnHu\njRQc+r6AAWz4eiU9CxYRbdvO3oHDCU7ZSc3CTix0fXpYPuqjWkgzeAnJ7w142bhxE60tx97tXEgP\nwV5/tqflU24ai/XbdxnX9WPW7wijtLEvAIMyP6UwfBQRk8awY/a1oCjUWFXWxw/n8h8+ITqoGysW\nfnXYdVWfRgK7eOnmjWXj8lRABT45Zl5+lrnimKf/TnXwt7Bnzx4yMzN/hyv/+l/whBA9gKuA/gcu\ntEwIsURKmXfSF5NS/uoHkAmEH3geAWQeIc1coBDIA8qAZuCDY1xTng4fffTRafmc0+1I5bLLVrlZ\nph//zV7XL4+1thxyepv02h87eG7p21LOjJKyruL4196zXMqPb5HynelSvjNMVu+KkYWOntItq3+R\ntELWyGVy3c+vT/he7f1Syvr8g6/L75Sy4fO253UlUr5/jZRSSveyJdJx87XS6/HIZbJEDpPfy4ot\nL0u5/MlfXNIr3TJb3i+lu+DE8nAS/k518PdwIFacagyT0HCCj19+HnAu8PYhrx8E5vyavJxqN8XX\nwOUHns8GftF8kVLeL6XsIKXsBFwIrJJSXnaKn6s5CWaMnMEJfLs4UheA8ZCv7Y53wXjVwdf56dCp\nC5iPM2OsKg9emQ6KDtQmiOyDx2gn3DYXleBfJA8igBqOOCjn2LrMAL+Yg69D54Ihoe352jdh5PUA\nqGdNRh0zHtecWxmzKoMUrJjOuB7q98CauYddUqAi8YLa4eTzo/mTaDnBxxHtBoYLIQKFED60/TYW\n+2tycarB+FlgnBBiLzAGeAZACBEphFhyitfW/IaUU7zV0vEReIvh0EXPTb7w+BIwHmcI17KnYdpj\nMO1RiOwLox4m0H4NhsCpR0yuQ8WL94jnjkmIw2e6KUYw9WnbT640A+L6Hjw1aSpy9y48d9/GHZ6u\nGIUKccPghwegau/P6RxU4KSCBradfH40fxK/vs9YSplFWxz8AVgK/MSvXO3ilIa2SSlrgbFHOF4G\nTDnC8bXA2lP5TM0fxPklbXXskCpzyaOgNxz7fR43XDjv4JjbMU+BAH3Kk79TRo/gnYug66jDDgmD\nAcOi73C//ALxy9agTpkOA28A/xjY+y2EdgNAj5VWCnCfyBhtzZ/Uqc36kFK+B7wHIIR4Cij6NdfR\nZuBpTozwB593EeKQlufxAjG0rXGhHlLNdMd/j0RixEAtDQRx5OUqT1hrM+z4Evqe84tTwscH/X0P\nI12HtHoSp4Kr9eeXCkbCOR8znU4tH5p27NTmQwshQqWUVUKIDsDZcJwpskehBWPNifF5HqFYT8tH\nefCQTQESyQVMPLWL1RXD5AcPbup5BEKvP/yA/vDhbeGch6qtpPYXdsrzob8QQgTRFtVvlFI2/pqL\naMFYc0KEcoQNMn8nOnQMJAX1t9iiMSCirb/6FOg58sp4mr+KU2sZSylH/Ba50IKxpl0aQh9KqTj1\nC/mcnta85s/sqCMlTistGGvaJR9MJKANJ9OcDu1j2TYtGGvarWPNFtRofjvtY0FjLRhrNJq/Oa1l\nrNFoNO2A1jLWaDSadkBrGWs0Gk07oLWMNRqNph3QhrZpNBpNO6C1jDUajaYd0PqMNRqNph3QWsZ/\nqD179vzRWfhd/BXL9VcsE2jlaj+0lvEf6vfZS+uP91cs11+xTKCVq/3QWsYajUbTDmgtY41Go2kH\n2sfQNnFgR9N2QwjRvjKk0WjaLSnlKa0mJYTIB+JOMHmBlLLjqXzeMfPS3oKxRqPR/B39BlspaDQa\njeZUacFYo9Fo2oG/TTAWQgQKIb4XQuwVQiwXQhx122EhhCKE2CGE+Pp05vHXOJFyCSFihBCrhBAZ\nQoh0IcStf0Rej0cIcZYQIksIsU8Icc9R0swTQmQLIdKEEL1Pdx5/jeOVSwhxkRBi54HHBiFE8h+R\nz5NxIvfqQLozhBAuIcTM05m/P6O/TTAG7gVWSCm7AauA+46R9jbgzzJy/UTK5QbulFL2AAYDNwkh\nup/GPB6XEEIBXgUmAD2AWf+bRyHERCBBStkFuA5487Rn9CSdSLmAPGCElLIX8CTw9unN5ck5wTL9\nf7pngOWnN4d/Tn+nYDwdeP/A8/eBGUdKJISIASYB75ymfJ2q45ZLSlkupUw78LwZyASiT1sOT8wA\nIFtKWSCldAGf0la2Q00HPgCQUm4BAoQQ4ac3myftuOWSUm6WUjYceLmZ9ndv/teJ3CuAW4CFQOXp\nzNyf1d8pGIdJKSugLTgBYUdJ9xJwN/BnGWZyouUCQAjREegNbPndc3ZyooGiQ14X88ug9L9pSo6Q\npr05kXId6mpg2e+ao1N33DIJIaKAGVLKN0DbzPBE/KUmfQghfgAObSkJ2oLqg0dI/otgK4SYDFRI\nKdOEEKNoJ5XoVMt1yHUstLVUbjvQQta0I0KIM4ErgGF/dF5+A/8CDu1Lbhd/S+3ZXyoYSynHHe2c\nEKJCCBEupawQQkRw5K9OQ4FpQohJgBnwE0J8IKW87HfK8gn5DcqFEEJHWyD+UEq5+HfK6qkoAToc\n8jrmwLH/TRN7nDTtzYmUCyFECvBv4CwpZd1pytuvdSJl6g98KoQQQAgwUQjhklK2+x/F/yh/p26K\nr4HLDzyfDfwiIEkp75dSdpBSdgIuBFb90YH4BBy3XAfMB/ZIKV8+HZn6FbYBnYUQcUIIA23//v/7\nh/s1cBmAEGIQUP//XTTt2HHLJYToAHwBXCqlzP0D8niyjlsmKWWnA4942hoBN2qB+Nj+TsH4WWCc\nEGIvMIa2X3kRQkQKIZb8oTk7NcctlxBiKHAxMFoI8dOBYXtn/WE5PgIppQe4GfgeyAA+lVJmCiGu\nE0JceyDNUmC/ECIHeAu48Q/L8Ak6kXIBDwFBwOsH7s/WPyi7J+QEy3TYW05rBv+ktOnQGo1G0w78\nnVrGGo1G025pwVij0WjaAS0YazQaTTugBWONRqNpB7RgrNFoNO2AFow1Go2mHdCCsUaj0bQDWjDW\naDSaduD/ALG6QX/cNAZ+AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.quiver(sp.source['xyz'][:,0], sp.source['xyz'][:,1],\n", " sp.source['uvw'][:,0], sp.source['uvw'][:,1],\n", " np.log(sp.source['E']), cmap='jet', scale=20.0)\n", "plt.colorbar()\n", "plt.xlim((-0.5,0.5))\n", "plt.ylim((-0.5,0.5))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 0 }