{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Calculate Atmospheric attenuation according to ITU-R P.676 (10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## License\n", "\n", "```\n", "Calculate Atmospheric attenuation according to ITU-R P.676 (10).\n", "Copyright (C) 2015+ Benjamin Winkel (bwinkel@mpifr.de)\n", "\n", "This program is free software; you can redistribute it and/or\n", "modify it under the terms of the GNU General Public License\n", "as published by the Free Software Foundation; either version 2\n", "of the License, or (at your option) any later version.\n", "\n", "This program is distributed in the hope that it will be useful,\n", "but WITHOUT ANY WARRANTY; without even the implied warranty of\n", "MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the\n", "GNU General Public License for more details.\n", "\n", "You should have received a copy of the GNU General Public License\n", "along with this program; if not, write to the Free Software\n", "Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston, MA 02110-1301, USA.\n", "```" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "WARNING: AstropyDeprecationWarning: astropy.utils.compat.funcsigs is now deprecated - use inspect instead [astropy.utils.compat.funcsigs]\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from astropy import units as u\n", "from pycraf import atm\n", "from pycraf import conversions as cnv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Preparatory: Atmospheric profiles according to ITU R-P.835 (5)\n", "\n", "To calculate atmospheric attenuation (by oxygen and water), it is necessary to know the pressure, temperature and water content of the atmospheric layer(s) along the propagating path. For Earth-space paths this means that the height profiles of the three quantities must be known. Furthermore, for accurate raytracing, refraction must be dealt with. Usually this is done by assuming a hard boundary between two adjacent layers having different physical conditions and applying Snells law. The refractive index can be derived from temperature, total pressure and water pressure (which is usually a small fraction of total pressure, because water has much smaller scale heights).\n", "\n", "From ITU-R P.453 (10) various helper functions are derived, to compute refractive index, or water vapor pressure from total pressure and temperature (this assumes thermodynamic equilibrium, which might not be present in certain layers, so be careful)." ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "### Standard profile\n", "\n", "The *standard profile* represents a typical height profile as averaged over many different environmental conditions and locations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example: standard height profile plot" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# define height grid\n", "height_grid = np.arange(0, 85, 0.1) * u.km\n", "\n", "# query profile_standard function (returns a namedtuple)\n", "atm_hprof = atm.profile_standard(height_grid)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x936 with 6 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot various quantities\n", "_heights = height_grid.to(u.km).value\n", "\n", "plt.close()\n", "fig, axes = plt.subplots(2, 3, figsize=(15, 13))\n", "axes[0, 0].plot(atm_hprof.temperature.to(u.K).value, _heights, 'k-')\n", "axes[0, 0].set_xlabel('Temperature [K]')\n", "axes[0, 0].set_xlim((160, 300))\n", "axes[0, 1].plot(atm_hprof.pressure.to(u.hPa).value, _heights, 'b-', label='Total')\n", "axes[0, 1].plot(atm_hprof.pressure_water.to(u.hPa).value, _heights, 'r-', label='Wet')\n", "axes[0, 1].legend(\n", " *axes[0, 1].get_legend_handles_labels(),\n", " loc='upper right', fontsize=10\n", " )\n", "axes[0, 1].set_xlabel('Pressure [hPa]')\n", "axes[0, 1].semilogx()\n", "axes[0, 1].set_xlim((1.e-6, 1100))\n", "axes[0, 2].plot(atm_hprof.rho_water.to(u.g / u.cm ** 3).value, _heights, 'k-')\n", "axes[0, 2].set_xlabel('Water density [g / cm^3]')\n", "axes[0, 2].semilogx()\n", "#ax3.set_xlim((1.e-3, 1100))\n", "axes[1, 0].plot(atm_hprof.ref_index.to(cnv.dimless).value - 1., _heights, 'k-')\n", "axes[1, 0].set_xlabel('Refractive index - 1')\n", "axes[1, 0].semilogx()\n", "#ax3.set_xlim((1.e-3, 1100))\n", "axes[1, 1].plot(atm_hprof.humidity_water.to(u.percent).value, _heights, 'k-')\n", "axes[1, 1].set_xlabel('Relative humidity, water [%]')\n", "axes[1, 2].plot(atm_hprof.humidity_ice.to(u.percent).value, _heights, 'k-')\n", "axes[1, 2].set_xlabel('Relative humidity, ice [%]')\n", "for idx, ax in enumerate(axes.flat):\n", " ax.set_ylim((0, 86))\n", " if idx % 3 == 0:\n", " ax.set_ylabel('Height [km]')\n", " ax.grid()\n", "\n", "\n", "fig.suptitle('Atmospheric standard profile after ITU R-P.835-5, Annex 1', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Specialized profiles\n", "\n", "In Annex 2 of ITU R-P.835, five more profiles are defined\n", "- Low latitude, $\\vert\\varphi\\vert < 22^\\circ$\n", "- Mid latitude (Summer, Winter), $22^\\circ \\leq \\vert\\varphi\\vert \\leq 45^\\circ$\n", "- High latitude (Summer, Winter), $\\vert\\varphi\\vert > 45^\\circ$\n", "\n", "Like for the standard profile, the python functions return not only temperature, pressure and water vapor density, but some additional quantities needed for atmospheric attenuation calculations." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example: specialized height profile plots\n", "\n", "The following example plots various height profile quantities for the five different models. At the moment it remains unclear to us, what to do, if conditions (e.g., as measured from a weather station for the lowest layer) deviate from these average profiles." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x1080 with 6 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "_heights = np.arange(0, 85, 0.1)\n", "height_grid = _heights * u.km\n", "\n", "plt.close()\n", "fig, axes = plt.subplots(2, 3, figsize=(15, 15))\n", "\n", "for name, func, color in [\n", " ('low latitude', atm.profile_lowlat, 'g'),\n", " ('mid latitude summer', atm.profile_midlat_summer, 'b'),\n", " ('mid latitude winter', atm.profile_midlat_winter, 'lightblue'),\n", " ('high latitude summer', atm.profile_highlat_summer, 'r'),\n", " ('high latitude winter', atm.profile_highlat_winter, 'orange'),\n", " ]:\n", " atm_hprof = func(height_grid)\n", "\n", " axes[0, 0].plot(atm_hprof.temperature.to(u.K).value, height_grid, '-', color=color, label=name)\n", " axes[0, 0].set_xlabel('Temperature [K]')\n", " axes[0, 1].plot(atm_hprof.pressure.to(u.hPa).value, height_grid, '-', color=color, label=name)\n", " axes[0, 1].plot(atm_hprof.pressure_water.to(u.hPa).value, height_grid, '--', color=color) #, label=name\n", " axes[0, 1].set_xlabel('Pressure (total / water vapor) [hPa]')\n", " axes[0, 2].plot(atm_hprof.rho_water.to(u.g / u.cm ** 3).value, height_grid, '-', color=color, label=name)\n", " axes[0, 2].set_xlabel('Water density [g / cm^3]')\n", " axes[1, 0].plot(atm_hprof.ref_index.to(cnv.dimless).value - 1., height_grid, '-', color=color, label=name)\n", " axes[1, 0].set_xlabel('Refractive index - 1')\n", " axes[1, 1].plot(atm_hprof.humidity_water.to(u.percent).value, height_grid, '-', color=color, label=name)\n", " axes[1, 1].set_xlabel('Relative humidity, water [%]')\n", " axes[1, 2].plot(atm_hprof.humidity_ice.to(u.percent).value, height_grid, '-', color=color, label=name)\n", " axes[1, 2].set_xlabel('Relative humidity, ice [%]')\n", " \n", "axes[0, 0].set_xlim((160, 310))\n", "axes[0, 1].set_xlim((1.e-6, 1100))\n", "axes[1, 1].set_xlim((0, 100))\n", "axes[1, 2].set_xlim((0, 100))\n", "\n", "axes[0, 1].semilogx()\n", "axes[0, 2].semilogx()\n", "axes[1, 0].semilogx()\n", "\n", "for idx, ax in enumerate(axes.flat):\n", " ax.legend(*ax.get_legend_handles_labels(), loc='upper right', fontsize=8)\n", " ax.set_ylim((0, 86))\n", " if idx % 3 == 0:\n", " ax.set_ylabel('Height [km]')\n", " ax.grid()\n", "\n", "axes[1, 1].set_ylim((0, 26))\n", "axes[1, 2].set_ylim((0, 26))\n", "fig.suptitle('Atmospheric specialized profiles after ITU R-P.835-5, Annex 1', fontsize=16)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Atmospheric attenuation: ITU-R P.676 (10) Annex 1\n", "\n", "For atmospheric attuation, we first need to solve the special case of a path propagating through one specific layer (having just one set of physical conditions, i.e., one temperature, pressure, etc.). If propagation in a Earth-parallel path is of interest, this already solves the problem. However, for tilted paths of propagation and Earth-Space paths, we need to consider the height profiles shown above and ray-trace through layers of atmospheric conditions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Specific attenuation\n", "Attenuation is mainly caused by oxygen and water resonance lines, as well as the Debye-absorption of dry air. The resonance lines below 2 THz were copy-pasted from the recommendation into csv-tables for convenience. The first column is the resonance frequency, the other columns describe the lines (strength, width, etc.). For details, we refer to the recommendation itself." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[( 50.474214, 9.7500e-01, 9.651, 6.69, 0., 2.566, 6.85 )\n", " ( 53.066934, 6.4290e+01, 5.201, 9.06, 0., 1.349, 6.206)\n", " ( 55.783815, 9.4530e+02, 2.109, 11.34, 0., -1.172, 6.135)\n", " ( 58.323877, 2.3637e+03, 0.621, 12.95, 0., -1.932, 0.436)\n", " ( 60.434778, 2.4380e+03, 0.386, 13.39, 0., 6.342, -2.825)\n", " ( 62.997984, 1.4902e+03, 1.654, 11.74, 0., 1.856, -6.675)\n", " ( 65.764779, 1.5300e+02, 4.473, 9.55, 0., -2.548, -5.002)\n", " ( 68.431006, 3.3970e+00, 8.652, 7.17, 0., -2.492, -6.6 )\n", " (487.249273, 2.3740e+02, 0.049, 16. , 0., 0. , 0. )]\n" ] } ], "source": [ "# this looks like the following (ommitting some entries):\n", "print(atm.resonances_oxygen[::5])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[( 22.23508 , 1.13e-01, 2.143, 28.11, 0.69, 4.8 , 1. )\n", " ( 67.80396 , 1.20e-03, 8.735, 28.58, 0.69, 4.93, 0.82)\n", " (119.99594 , 8.00e-04, 8.356, 29.48, 0.7 , 4.78, 0.79)\n", " (183.310091, 2.42e+00, 0.668, 30.5 , 0.64, 5.3 , 0.85)\n", " (321.225644, 4.83e-02, 6.181, 23.03, 0.67, 4.69, 0.54)]\n" ] } ], "source": [ "print(atm.resonances_water[:5])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Both, oxygen and water vapor lines are defined via an amplitude (aka line strength), $S$, their width, $\\Delta f$, and profile shape, $F$. For the shape $F$, which depends on $\\Delta F$, there is another parameter $\\delta$ which is a kind of correction parameter. The function $N_\\mathrm{D}^{\\prime\\prime}$ returns the Debye absorption spectrum. The following Python helper functions implement this." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Examples" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Oxygen pressure: 1002.96 hPa, Water vapor partial pressure: 10.04 hPa\n" ] } ], "source": [ "# Example: Standard atmosphere\n", "_freqs = np.arange(1, 1000, 1)\n", "freq_grid = _freqs * u.GHz\n", "total_pressure = 1013 * u.hPa\n", "temperature = 290 * u.K\n", "rho_water = 7.5 * u.g / u.m ** 3\n", "\n", "pressure_water = atm.pressure_water_from_rho_water(temperature, rho_water)\n", "pressure_dry = total_pressure - pressure_water\n", "\n", "print(\n", " 'Oxygen pressure: {:.2f}, '\n", " 'Water vapor partial pressure: {:.2f}'.format(\n", " pressure_dry, pressure_water\n", " ))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "atten_dry, atten_wet = atm.atten_specific_annex1(\n", " freq_grid, pressure_dry, pressure_water, temperature\n", " )\n", "atten_tot = atten_dry + atten_wet" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x648 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.close()\n", "plt.figure(figsize=(14, 9))\n", "plt.plot(_freqs, atten_dry.to(cnv.dB / u.km).value, 'r-', label='Dry air')\n", "plt.plot(_freqs, atten_wet.to(cnv.dB / u.km).value, 'b-', label='Wet air')\n", "plt.plot(_freqs, atten_tot.to(cnv.dB / u.km).value, 'k-', label='Total')\n", "plt.semilogy()\n", "plt.xlabel('Frequency [GHz]')\n", "plt.ylabel('Specific Attenuation [dB / km]')\n", "plt.xlim((1, 999))\n", "plt.ylim((5.e-3, 0.9e5))\n", "plt.grid()\n", "plt.legend(*plt.gca().get_legend_handles_labels(), loc='upper left')\n", "plt.title(\n", " 'Specific attenuation for standard conditions, according to ITU-R P.676 (10), annex 1',\n", " fontsize=16\n", " )\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "At large heights (small pressure) the oxygen resonances are \"resolved\":" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Oxygen pressure: 61.99 hPa, Water vapor partial pressure: 0.0001 hPa\n" ] } ], "source": [ "# Example: Large height\n", "_freqs = np.arange(50, 70, 0.01)\n", "freq_grid = _freqs * u.GHz\n", "height = 20. * u.km\n", "atm_height_profile = atm.profile_highlat_summer(height)\n", "temperature = atm_height_profile.temperature\n", "total_pressure = atm_height_profile.pressure\n", "pressure_water = atm_height_profile.pressure_water\n", "pressure_dry = total_pressure - pressure_water\n", "\n", "print(\n", " 'Oxygen pressure: {:.2f}, '\n", " 'Water vapor partial pressure: {:.4f}'.format(\n", " pressure_dry, pressure_water\n", " ))\n", "\n", "atten_dry, atten_wet = atm.atten_specific_annex1(\n", " freq_grid, pressure_dry, pressure_water, temperature\n", " )" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x648 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.close()\n", "plt.figure(figsize=(14, 9))\n", "plt.plot(_freqs, atten_dry.to(cnv.dB / u.km).value, 'r-', label='Dry air')\n", "plt.plot(_freqs, atten_wet.to(cnv.dB / u.km).value * 1000, 'b-', label='Wet air * 1000')\n", "plt.plot(_freqs, (atten_dry + atten_wet).to(cnv.dB / u.km).value, 'k-', label='Total')\n", "plt.semilogy()\n", "plt.xlabel('Frequency [GHz]')\n", "plt.ylabel('Specific Attenuation [dB / km]')\n", "plt.xlim((51, 69))\n", "plt.ylim((1.1e-4, 9e0))\n", "plt.grid()\n", "plt.legend(*plt.gca().get_legend_handles_labels(), loc='upper left')\n", "plt.title(\n", " 'Specific attenuation at 20 km height, according to ITU-R P.676 (10), annex 1',\n", " fontsize=16\n", " )\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Path attenuation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note, to convert between attenuation, $\\gamma$, and (zenith!) opacity, $\\tau$, use\n", "\n", "\\begin{eqnarray}\n", "\\gamma [\\mathrm{dB}] &=& 10\\log_{10} \\gamma\\\\\n", "\\gamma &=& 10^{\\gamma [\\mathrm{dB}] / 10}\\\\\n", "\\gamma &=& e^{-\\tau\\cdot \\mathrm{AM}},\\qquad \\mathrm{AM}=\\frac{1}{\\sin\\delta}\\\\\n", "\\tau &=& -\\frac{1}{\\mathrm{AM}}\\ln\\gamma\n", "\\end{eqnarray}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Terrestrial paths\n", "\n", "This assumes that only one atmospheric layer (i.e., a single set of pressures/temperatures) is involved. Total attenuation is simply the product of path length with specific attenuation." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Slant paths\n", "Calculate total attenuation for an arbitrary path through Earth's atmosphere by raytracing through multiple atmospheric layers, each having a certain refractive index. Note, that this can lead to unexpected behavior, as demonstrated further below (see \"Caustics\"). Pycraf also calculates the equivalent blackbody radiation of the atmosphere. Each layer contributes to Tebb (multiply its temperature with absorption coefficient, $\\kappa=1-\\gamma$) but attenuates the radiation of all previous layers. Another auxillary quantity that pycraf provides is the refraction angle, the amount of bending the ray experiences." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The helper function 'raytrace_path' determines the path of propagation sent out with a certain elevation angle (and optionally a maximal length). This is later needed to calculate the total path attenuation. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before we can do this, however, we need to setup a cache (dictionary) with the `atm_layers` function, which contains the necessary physical quantities for each layer, most importantly the layer heights and refractive indices. These are not frequency-dependent (at least not in P.676), but for efficiency, also the specific indices are stored. For now, we are not interested in that yet, and can use any frequency." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "atm_layers_cache = atm.atm_layers([1] * u.GHz, atm.profile_highlat_winter)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting example rays:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total path length 1: 1000.0\n", "total path length 2: 230.0\n", "total path length 3: 300.0\n", "total path length 4: 71.0\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.close()\n", "fig = plt.figure(figsize=(14, 6))\n", "\n", "# to plot the atmospheric layers, we need to access the layers_cache:\n", "a_e = atm.EARTH_RADIUS\n", "layer_angles = np.arange(0, 0.1, 1e-3)\n", "layer_radii = atm_layers_cache['radii']\n", "bottom, top = layer_radii[[0, 900]]\n", "plt.plot(bottom * np.sin(layer_angles), bottom * np.cos(layer_angles), 'k-')\n", "plt.plot(top * np.sin(layer_angles), top * np.cos(layer_angles), 'k-')\n", "for r in layer_radii[[200, 500, 600, 700, 800, 850]]:\n", " plt.plot(r * np.sin(layer_angles), r * np.cos(layer_angles), 'k--', alpha=0.5)\n", "\n", "for path_num, elevation, obs_alt, max_path_length in zip(\n", " [1, 2, 3, 4],\n", " [10, 20, -5, -45] * u.deg,\n", " [300, 300, 25000, 50000] * u.m,\n", " [1000, 230, 300, 1000] * u.km,\n", " ):\n", "\n", " path_params, _, refraction = atm.raytrace_path(\n", " elevation, obs_alt, atm_layers_cache,\n", " max_path_length=max_path_length,\n", " )\n", "\n", " print('total path length {:d}: {:5.1f}'.format(\n", " path_num, np.sum(path_params.a_n)\n", " ))\n", "\n", " radii = path_params.r_n\n", " angle = path_params.delta_n\n", " x, y = radii * np.sin(angle), radii * np.cos(angle)\n", " plt.plot(x, y, '-', label='Path {:d}'.format(path_num))\n", "\n", "plt.legend(*plt.gca().get_legend_handles_labels())\n", "plt.xlim((0, 290))\n", "plt.ylim((a_e - 5, 6453))\n", "plt.title('Path propagation through layered atmosphere')\n", "plt.xlabel('Projected distance (km)')\n", "plt.ylabel('Distance to Earth center (km)')\n", "plt.gca().set_aspect('equal')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note, how the Path 4 stops before the maximal path length was reached, as it hit the ground. For paths that go into space, a layer with refractive index of One was added (having zero path attenuation). Therefore, with this functionality, one could work out paths to satellites (but you'd need to apply the proper coordinate system transformation)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For some applications, one may only be interested in the endpoint of a certain path. For this, there is a function similar to `raytrace_path`:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "PathEndpoint(a_n=<Quantity 0.00575207 km>, r_n=<Quantity 6371. km>, h_n=<Quantity 0. km>, x_n=<Quantity 0.5740135 km>, y_n=<Quantity 6370.99997414 km>, alpha_n=<Quantity 1.58818179 rad>, delta_n=<Quantity 9.00978654e-05 rad>, layer_idx=1, path_length=<Quantity 0.57410105 km>, nsteps=70, refraction=<Quantity -0.00127604 deg>, is_space_path=False)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "elevation = -1 * u.deg\n", "obs_alt = 10 * u.m\n", "max_path_length = 20 * u.km\n", "# for a description of the member variables, see pycraf manual\n", "atm.path_endpoint(\n", " elevation, obs_alt, atm_layers_cache,\n", " max_path_length=max_path_length,\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This can be useful to make a plot of refraction angles versus elevation." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "elevations = np.arange(0.5, 90, 1)\n", "obs_alt = 100 * u.m\n", "refractions = np.array([\n", " atm.path_endpoint(\n", " elev * u.deg, obs_alt, atm_layers_cache,\n", " ).refraction.to(u.arcsec).value\n", " for elev in elevations\n", " ])" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.close()\n", "fig = plt.figure(figsize=(8, 4))\n", "plt.plot(elevations, refractions, '-')\n", "plt.xlabel('Elevation (deg)')\n", "plt.ylabel('Refraction (arcsec)')\n", "plt.grid()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Caustics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The function `path_endpoint` is really useful, because it allows us to find the correct elevation angle to have the path hit a certain point (e.g., a receiver station). Unfortunately, the model of atmospheric layers with discrete refractive indices leads to some unexpected effects. Consider a situation, where multiple rays with slightly different elevation angles are computed:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x432 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obs_alt = 0.1001 * u.km\n", "e_a = atm.EARTH_RADIUS\n", "\n", "layer_angles = np.linspace(-0.001, 0.02, 400)\n", "radii = atm_layers_cache['radii']\n", "\n", "plt.close()\n", "fig = plt.figure(figsize=(14, 6))\n", "for r in radii:\n", " plt.plot(\n", " r * np.sin(layer_angles),\n", " r * np.cos(layer_angles) - e_a,\n", " 'k--', alpha=0.5\n", " )\n", "\n", "for elev in np.linspace(-0.04, -0.01, 21):\n", " path_params, _, _ = atm.raytrace_path(\n", " elev * u.deg, obs_alt, atm_layers_cache,\n", " max_path_length=20 * u.km,\n", " )\n", " plt.plot(path_params.x_n, path_params.y_n - e_a, '-')\n", "\n", "plt.xlim((-0.1, 15.1))\n", "plt.ylim((obs_alt.value - 0.012, obs_alt.value + 0.001))\n", "\n", "plt.title('Path propagation through layered atmosphere')\n", "plt.xlabel('Projected distance (km)')\n", "plt.ylabel('Height above ground (km)')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Depending on where exactly the paths hit the boundary of the next layer, a \"split\" of adjacent rays can occur. These \"caustics\" have drastic consequences: it is not possible to hit certain points in the atmosphere from a given starting point. This also makes it hard, to have an optimization function find the optimal elevation angle to use for a transmitter-receiver link." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Finding the path to a given target" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pycraf comes with a utility function 'find_elevation' that uses [Basinhopping](https://docs.scipy.org/doc/scipy/reference/generated/scipy.optimize.basinhopping.html) to find a good (not necessarily best) solution in the non-continuous minimization function (caused by the caustics, see above). This, unfortunately, can be relatively slow depending on path length and properties. It works by specifying the start and end height (above sea level) of the path and the true geographical angular distance between the two (see also [`true_angular_distance` function](https://bwinkel.github.io/pycraf/latest/api/pycraf.geometry.true_angular_distance.html#pycraf.geometry.true_angular_distance)):" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "arc length 0.0450 deg\n" ] } ], "source": [ "tx_alt = 30 * u.m\n", "rx_alt = 2 * u.m\n", "# we can either specify two geographical positions and use true_angular_distance\n", "# function, or for small distances (i.e., small angles) use the following approximation\n", "dist = 5 * u.km\n", "arc_len = np.degrees(dist.value / atm.EARTH_RADIUS) * u.deg\n", "print('arc length {:.4f}'.format(arc_len))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Solution: elev = -0.338 deg rx_alt: 2.0 m\n" ] } ], "source": [ "elev_opt, rx_alt_opt = atm.find_elevation(tx_alt, rx_alt, arc_len, atm_layers_cache)\n", "print('Solution: elev = {:.3f} rx_alt: {:.1f}'.format(elev_opt, rx_alt_opt.to(u.m)))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Path attenuation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now do the path propagation calculations." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Refraction for Winter, Elevation: 90 deg: -0.0 arcsec\n", "Refraction for Summer, Elevation: 90 deg: -0.0 arcsec\n", "Refraction for Winter, Elevation: 15 deg: -228.6 arcsec\n", "Refraction for Summer, Elevation: 15 deg: -237.9 arcsec\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1080x1080 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "obs_alt = 300 * u.m\n", "_freqs = np.arange(0.25, 100, 0.5)\n", "freq_grid = _freqs * u.GHz\n", "\n", "cases = [\n", " # elevation, profile, label, linestyle\n", " (90 * u.deg, atm.profile_highlat_winter, 'Winter, Elevation: 90 deg', 'b-'),\n", " (90 * u.deg, atm.profile_highlat_summer, 'Summer, Elevation: 90 deg', 'r-'),\n", " (15 * u.deg, atm.profile_highlat_winter, 'Winter, Elevation: 15 deg', 'b--'),\n", " (15 * u.deg, atm.profile_highlat_summer, 'Summer, Elevation: 15 deg', 'r--'),\n", " ]\n", "\n", "plt.close()\n", "fig, axes = plt.subplots(2, 2, figsize=(15, 15))\n", "for elev, profile, label, linestyle in cases:\n", " \n", " atm_layers_cache = atm.atm_layers(freq_grid, profile)\n", " total_atten, refraction, tebb = atm.atten_slant_annex1(\n", " elev, obs_alt, atm_layers_cache, t_bg=2.73 * u.K\n", " )\n", " opacity = atm.opacity_from_atten(total_atten, elev)\n", "\n", " print('Refraction for {}: {:.1f}'.format(label, refraction.to(u.arcsec)))\n", "\n", " axes[0, 0].plot(_freqs, total_atten.to(cnv.dB).value, linestyle, label=label)\n", " axes[0, 1].plot(_freqs, (-total_atten).to(cnv.dimless).value, linestyle, label=label)\n", " axes[1, 0].plot(_freqs, opacity.to(cnv.dimless).value, linestyle, label=label)\n", " axes[1, 1].plot(_freqs, tebb.to(u.K).value, linestyle, label=label)\n", " \n", "axes[0, 0].semilogy()\n", "axes[1, 0].semilogy()\n", "axes[0, 0].legend(*axes[0, 0].get_legend_handles_labels(), loc='upper left', fontsize=8)\n", "axes[0, 0].set_ylabel('Total attenuation [dB]')\n", "axes[0, 1].set_ylabel('Total gain')\n", "axes[1, 0].set_ylabel('Zenith opacity')\n", "axes[1, 1].set_ylabel('Tebb [K]')\n", "axes[0, 0].set_ylim((2e-2, 9e2))\n", "axes[0, 1].set_ylim((0, 1))\n", "axes[1, 0].set_ylim((3e-3, 9e1))\n", "axes[1, 1].set_ylim((0, 310))\n", "\n", "for idx, ax in enumerate(axes.flat):\n", " ax.grid()\n", " ax.set_xlim((1, 99))\n", " if idx >= 2:\n", " ax.set_xlabel('Frequency [GHz]')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Atmospheric attenuation: Annex 2\n", "\n", "The numerical routines in Annex 1 are relatively time consuming. For frequencies below 350 GHz, ITU-R P676 (10) therefore provides lower-accuracy but more efficient algorithms that describe the attenuation spectrum via \"ad-hoc\" functions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Specific attenuation\n", "\n", "Again, we first need the specific attenuation which describes the attenuation per path length within one fixed atmospheric layer." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example: Comparison Annex 1 vs. Annex 2 for standard atmosphere" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Oxygen pressure: 1002.96 hPa, Water vapor partial pressure: 10.04 hPa\n" ] } ], "source": [ "# Example: Standard atmosphere\n", "_freqs = np.arange(1, 350, 0.5)\n", "freq_grid = _freqs * u.GHz\n", "total_pressure = 1013 * u.hPa\n", "temperature = 290 * u.K\n", "rho_water = 7.5 * u.g / u.m ** 3\n", "pressure_water = atm.pressure_water_from_rho_water(temperature, rho_water)\n", "pressure_dry = total_pressure - pressure_water\n", "print(\n", " 'Oxygen pressure: {:.2f}, '\n", " 'Water vapor partial pressure: {:.2f}'.format(\n", " pressure_dry, pressure_water\n", " ))\n", "\n", "atten_dry, atten_wet = atm.atten_specific_annex1(\n", " freq_grid, pressure_dry, pressure_water, temperature\n", " )\n", "simple_atten_dry, simple_atten_wet = atm.atten_specific_annex2(\n", " freq_grid, total_pressure, rho_water, temperature\n", " )\n", "\n", "atten_tot = atten_dry + atten_wet\n", "simple_atten_tot = simple_atten_dry + simple_atten_wet" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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fAr6e33s2FMWlwfwZ+OXeFLjQ+a5n+akS/L3snPuHc26sc+4xfEvIAIswqmzgD8AafIU0PD/wF9iXO+e+ds69BVyGP59eXMhvaErpnm02/H4SaXokeWU1yef7/AsySzWzJ4OePnn79sv4mxSHhCWf50Jakpx/BnAbkc+pn4Wkc/jWsdB0p+BvQq8OuzYZHfyO1iHzD8P38HgdX3G93jm3rLi/tZjewu/joQOjXIF/jj3vWbGpQBPz3atPi3BsKpHgWP0+vsfJJcHxr8JQhSlGnHM5zrnxzrn7nXMn4Lt4zAEesLAhPvEH3kif8/p3NsI3I2eF/U0Nvq8f8m+sHvTNK6NY+ZsfdvUbfHeZm/EXH0cBX+K7rJRU3oXzq+y7XM4IiTfPlgh5ZJQkBjM7E999aQH+JNgD/5s2liQ/fu9KFKkr5Dr27Wq0129xv3fLiGbZ68K+J590+bkZf4FxFf4Cd4P5575SCpopuEgZiV+HD+Hv5B6Fv/EA+/7GwpZF3ol2fVi6bHzXltCyb8Z3i/0a3z2hO7/fjIi0bMOXRcSyInzOT2H7b7S3kyIvm1KqR/4x530fKnxfzcB3g83zCL573ln4Liabg/73DUoQ2+vA9fjudifit7W84ZLzllNRjn31gS3OufQC0hS0HAzfuhMq2tsXRF62sO82sSEsXXHKiKS420C0ZOMvkCNJCEkD/jwVeh75v7D0D+G3j+Pw3aiOxB8viuqLYP4j8a0vrZxzHxUyT95+OCZs+lfBv/sMu21mLfAV1Lfcvs+65JffeHyrVZdC4qnGvl37i2MLkdd1asj3ofL2p5KMpjYU39L2NP6G71H4llIo5DwSiHR9kOP27uIYKV0j/A2U8OuSt4Lvw69N3sAf31az742KqAtu6P+AryRhZg2DeN8KSfMVvtXrEPz5eHPw3FaRn8cNF9w0fQffI+JMV/JunXGjZ5jKiHPuVzN7Bf8cTRt+r+wANMbfpQj9DP4OEfiD3DL2HkEm1PLg303E7iG6TcG/B+K7kBTVKfghSC8K7toAfhCLUsaTd+C/h33vooFvmSiuPfjuEuHqs/cF5ABgiXNuYN4E8wMklPSkn3ewjvTeigOA6SXMt7hlh/Ydz4sl/MK5KK1LOP8szT3APcEJ/AJ8l4ZMfBei/ByC7zp2hXPut1avoJJaEnkXaY1DJwZ3/MJPXAPw3U3+EpKuFfkLXxahZUXanwtT2P4b7e2kOMumNLYQuYUuv22sQEELyePA4+bf9XIGvq99CoXfIf+N+YEkzsZ3M3smZHrnsKShx765+WS3CahnZtULqDRtIf9159j3oi3a21dR5JXRKMplRHUbKIYN+GcnI2mK73qZt36vY+9n98Jbelc45/L2sfHBc0J/NLMXnHNTKdyWkPmLKm8dhG8LeS0ykR7+vzL4/s1i5JeXZ2GDCWxm34p9ccwDTjSzZLf3c0yH4nuHLA9Ln3dO3UQxBOvmVOAu59yzIdOPKnbExbcZ373xzny+/+2dSUGcL+Mf4eiA7y53T6wDxFeOnjE/WNCF+HUfPpDHu8C7QYzH45/x+oy9n9ssEjMz/DNRZwHnOOcmlCr6OFELUwxY/i+zyxstKXwEvfCK0AD8gSvvIPwl/lmKnc656RH+8g4mXwHdzezwUv6ESL4OYrq2mPPlVYx+6wZiZm3Z9ySWd9cq0p2kzAjTF+EPrh3zWSYlGYZ0BdA49E61mR3Cvif6FPbtsnQF+97JLOg3hVqEv4M7IHSi+dEHW+Aflo6VvLwHhE2/LPh3fGkLcM6tcM49iW9hzRvBML9lE2l7SQqJp7hW45/TCd/HzmffG0YpoeUG/kjRzcZ314m0PxfFV8AZFjbiXYhobyfFWTaRRNovIxkHNDOz8H3+UvwFbYnvNDrn1jnnXsEfn4o7tG5V/D4bvs4Hhn2ehO/zX9Cx7yv8RUdBI3qNA462vV/+m4Cv5M1yzqUVEm9pt6+imBOUcWHY9PDP+clvv47ZNlCI74DmZtYtdGJwAXcuvgv7TgDn3KKwc0h+XWPzDMK3gDwQi8ADn+G3z/CBD07Gn49nRJjnSmBqpDv4QXfQucH8ofri94dp4fOEWUjkdyUW1Uj8tvFbd7Cgm9aFwOcRumi1wlekittzJgW/P4aeRwzfVTHWvsRXfpbmc20SOjDP8/ibU2finxu6y8z6lUGM7+K3n0vw1y5fO+ci9h5xzqU55/IGoGlRwu55/8Wfwy93zn1ewpjjTi1MsTHXzL7D90Ffhn9o+DR814/3nX8pW6jTzOxfBBUe/AH4Tff76Hpv4y/cvjGzJ4Gf8C0hh/B7jX03vun5UuBrM3sIf/JrgL+Len0RTsj5cs79YmZPA3cEdxxG4h9G7Y7vD/1ePrN+ja9cvBnE3gQ/AsxK9q6w/xyku8rMtuBPvIuCmOfjhxz9Ev/w669Bi92N+BGe8vrFbsLfCe0FrHTOFXco1uH4Ozxvm9lT+GV3D/ve3foSOCdYHp/i38NxC/uOdjQ/+PcvZvYFvjl/nzuMzrkcM/s/4EUzG4rvSnAgvhvaYny3oZhwzs0zs2HA4KBlYRJ+ZLK/4R8qLtH7L8xsMn4bmYO/2DwOOJzf3wmyHn8nboCZ5V0ILsNfOK0AHjazHPwJ7/YS/jycH/Hn78ArZvY6/kTRGr9ew7tWfAncbWb34m9WHI9vGStqWduCbeI+M0vD789H4UcNK4oH8KMpTTKzR/B3KQ8ETgmeN4jqdlLMZRNJxP0yQroh+FHZPjKz+/AXP5fhu8BdV9x+7Gb2Cf4YODMotwv+gvLFkDSD8cuzlXNueaR8nHPbzWwKfv9ci9/PryKslc85l2Zm9wDPmtmH+ONxGr471B7n3LPOue+C754Kbph9i3++9Fjgs+DZnafxlbExZvYAfhnfgB8kaK8hjPOJt7TbV6Gcc1vN7N/AvUEZeaPk5ZVRWAtEfse8IURxGyiGofjuwV+Y2cP8fk68FjiMfSsOReacW2dmzwF/NbOuzrlIlZciM7N2+BaYe51z/wzKWBucN/9qZrvxN7B64CtrL7uwUe2Cmyet+b1baSR34UfLfBe/XprgjyFzKLxL2HjgYjOrFXo9EXSlPi/4mNdN8Azzz/iuC56zxDk3Jdh/816dshq/fprgB60K1wP/LGZoxecxfC+FJs6PSLsP59x6M/sRGGRmm/Dn5mvx6z7W/ok/b0wM9qWf8S2XHYAezrnzAczsMvwzcBc551YG14An4keOPMw5F6mbIMG8jfGjoII/XtUys7xz1RznXIG9gJxzm83sc3wXxQMJexYvWMa18Tc61uKf0boB/wzmjiDNtfgK3zHOuR8KiPWBYN4XgJVmdnTI1+vL4Jmt6HHlYOSJyvaHrxiNxF/47cFfDM7CH6iSQ9INJBj9Dj+E7E5814XngOpheVbDj0C0EF+Z2IK/GzSYkBGJ8F0pXsJv5Jn4O8hvAFWD7wdTglHywn7b7JAYxgI9C1keFwVx78GfEAYQYUQ6fJeIpfiK028jKuFbo2YE84ePBtUTX2nZGny/HH/h1zMkzVgijJQUpB0SNu0c/B24dPxF2UmEjZKHr+g9hO+ysRt/UOkSnh/+7vVz+DuouXnLnbBR8kLSXx6UmYGvTLyFPymEx7zPiFDhyyWf9bDPKHnB9LwXMK7AV1BWBJ9DR9PKi7nAUe1C0j+O3+a347f/OYSNIBYs6/lBmb8tD/wJdyK/31n8B/7O/V7bY3GWBf5iLW9/nI7vRx2+vqoD/8M/i5YWbFetImxzg4kwEljIOn8I34qcHmw7hxZl/QTzH4IfBGBTsB0sBZ6O5XZSxGUzMMLyj7hfEnnfbhLEmfe7ZuPvNkY65rQOmz6YkGMWfqj3KcFvT8e3vA1m7+31X0FcdQtZ3i3xz5ak4ffT/+IrL5H2kwvwff/T8ZWdH4AzQr7PG83xZ/yxdyPwOdAuJE07/NDk24P4puArxPv83tJsX+HLLGTdPxTh9+91LArKeDisjF5EGLkvn/j2OeYVdRsoYB3le+yhgFHygu/r4Z9RW44/1mzDP4Dfp7CyCysf3zqwg5ARX0sSY5CmfVDOoLDpVfAVhKXBdrUMf0NrnxHG8DcNMoB6hZR1Fr/vuxvxN1saFGFZNApiuDhserUg9kh/4aNw1gjWx/pg+5oE9I5QVi38OeCasOnP4s8pNQqJtTX+psLOoKx/41u2HHB0SLop+BaW8PnXETIiJb5LeXaEdO8SNkpdsF38B39czQzKHwfcEHzfCn8MeCVsvibB+ihwFFD8DaL8lvegguYNyeP8IH0aYaMj4s/NY4JlkIG/wf0S0DgkzfXhyzKfcqYUEOsLRYm1vPxZ8IMkDsy/qPN1/HDXxX0XkIiIRGBmk4AfnXM3FJpYCmVmF+Jb8Y91FfT5A4mOoGWqpnPujBiX8wd8JaeZC3nJrpnNxN/AvCPfmUViQF3yRESk0ggGlDkc3z9fisnMeuBb2X7At0B0xXcBm4Jv+ZX92wPAbDPr7JybU2jqEgi6+N0JPBpWWaqDb6UttAurSLSpwiQiIpWG889z1oh3HBXYTnw38RvxzzFswLcu3ePUJWW/55xbZGZX47uPxaTChB/B8D38qMKhZW9H+7bEibrkiYiIiIiI5EPDiouIiIiIiORDFSYREREREZF8VKpnmMzsTODMWrVq/alt27bxDkeKadeuXdSooe7JFZXWX8Wm9Vexaf1VfFqHFZvWX8U0Y8aMTc65hoWlq5TPMHXr1s1Nn77P+0GlnBs7dix9+/aNdxhSQlp/FZvWX8Wm9VfxaR1WbFp/FZOZzXDOdSssnbrkiYiIiIiI5EMVJhERERERkXyowiQiIiIiIpIPVZhERERERETyoQqTiIiIiIhIPlRhEhERERERyYcqTCIiIiIiIvmoVBUmMzvTzF7avn17vEMREREREZFKoFJVmJxzo5xz19apUyfeoYiIiIiISCVQqSpMIiIiIiIi0aQKk4iIiIiISD5UYRIREREREcmHKkwiIiIiIiL5UIVJREREREQkH6owiYiIiIiI5EMVJhERERERkXyowiQiIiIiIpIPVZhERERERETyoQqTiIiIiIhIPipVhcnMzjSzl7Zv3x7vUEREREREKrzhw2dy770fsGFDWrxDiZtKVWFyzo1yzl1bp06deIciIiIiIlKhrVmznYsuuplHH72NJk0uICMjO94hxUWlqjCJiIiIiEh0HH30/cAkoDq5ucdzyy1fxDukuFCFSURERERE9rJrVyarV48GDmHu3NkkJPzAu+8+Gu+w4kIVJhERERER2cuDDw4HFtOu3Xl07Fidfv2OZMeOyYwduzDeoZU5VZhERERERGQv33wzHUhg6NBrAOjQoREA99wzPI5RxYcqTCIiIiIispfZs6eRmtqPbt3aAjBo0KVAErNmzYpvYHGQGO8ARERERESk/JgzZx2ZmadywAGtfpvWtGlNzI4gI2MhubmOKlUsjhGWLbUwiYiIiIjIbx57bDRwP82a/brX9EaNugILGTp0RlziihdVmERERERE5Dfjxs0E4Jprjt9rev/+xwCOF174Ng5RxY8qTCIiIiIi8pv1638B6nDllV32mj548FnAF2zc2CAuccWLKkwiIiIiIvKb7OzlmLUjIWHv55TatKlNSsrf2Lz57ThFFh+qMImIiIiICAArV24FFlG/fuOI39ev35itW78nN9eVbWBxpAqTiIiIiIgAMHLkHCCbq6++IuL3CQkHAhkMG7b/DC+uCpOIiIiIiADwySdLgE4MGHBsxO979DgGgP/975syjCq+KlWFyczONLOXtm/fHu9QREREREQqnAkTpgOn07lz5C559913CgBz584rw6jiq1JVmJxzo5xz19apUyfeoYiISCWTk5PLzTcP45BDbmHz5t3xDkdEJCYyMiZi9g0JCZG/79y5EdCSHTuWlmlc8VSpKkwiIiKx0qnT/fz3v7ezdGlLund/M97hiIhE3Zo124ElpKS0LjBdYmJbnMvabwZ+UIVJRESkELt3Z7Fw4adAInXrVmXp0rv44IOf4h2WiEhUPfLIV0A6bdp0LDBd1663A+czefLKMokr3lRhEhERKcTFF78CzKFNm8uYNOlCYCcPPPBIvMMSEYmqL76YCsBllx1XYLoCPPjOAAAgAElEQVQ//akecCejRs0og6jiTxUmERGRQnz55adAdUaOvJP27RtiVo/582fHOywRkahKS5sG1OTGG3sWmO700zsAVXjvvf2je7IqTCIiIgXIycklO/srqlVrQvv2DTAz6tQ5HVjCO+/sP+8hEZHKb9eubdSv35vq1RMLTHfAAbWAA1m5cv8YmVoVJhERkQJ89tkCIJvzz7/jt2lXXXUBkM3gwe/FLS4RkWjatm0P6ekn06zZyUVKn5DQhtzc/WOkPFWYRERECvDUU0uB/3LRRaf/Nu2hh04FarJ8+fy4xSUiEk0PPTQa+ISkpJQipa9btzWwknHjfolpXOWBKkwiIiIFmDx5ODCXU05p8du06tUTMTuMrKzc+AUmIhJFI0dOBhZxxhmHFCl9ly6HAfDkk2NiGFX5oAqTiIhIATIzp2L2E8nJttf0gw9+DLiP+fM3xicwEZEoWrnyZ6A6f/3rsUVKf9NNJwC9+emntJjGVR6owiQiIpKPBQs2AL9Qq9a+d1xvucUBvXj//R/KPC4RkWjLyFgGtKNGjaQipT/rrHaYnUBm5vrYBlYOqMIkIiKSj8cfHwNk06FDp32+u+CCwwF4663/lnFUIiLRtXNnBrCYatWK1h0PwAwaN/6RTZs+iV1g5YQqTCIiIvmYNGkyAFdcse9LHJs2rQM0YsWKPWUclYhIdH388XRgN717ty7WfNWrO7Kzl7Fo0YbYBFZOqMIkIiKSj7S0OUAi1113VMTvq1RpR07Or2UblIhIlI0btwhw3HHHVcWar0GDXkAOjz32VUziKi9UYRIREcnHjh07qV//eBITEyJ+X7NmS2ApixdvLtO4RESi6bPPcoAnOOGE4rUwXXmlb33/7rsZMYiq/FCFSUREJIKsrFx2736FlJRr803TunV7IIennvqu7AITEYmydeueBz4mKal4VQPf+l6HtWuXxCSu8kIVJhERkQiGDp0JnERy8sJ801xwQW/gZKZM2VJmcYmIRNOmTbuARVSv3rTY8yYlVcGsA5mZqjCJiIjsd4YPnwpsomPHRvmmuf323sCN7NiRU2ZxiYhE0z/+8SWQTuvWnUs0f716pwAD+fnnrVGNqzxRhUlERCSC2bMXAXDZZT3zTVOtWhVq1HiYzZvfLauwRESi6tNP/WigV17Zr0TzX3NNf+ANPvhgahSjKl9UYRIREYlg06ZVQE3OP79jgemSk9PZvv17cnNd2QQmIhJFa9fOAGpzyy353xwqyJ//fBiwgFGjPotqXOVJpaowmdmZZvbS9u3b4x2KiIhUcFlZ8zE7gIQEKzBd9ep+WN1Ro+aXTWAiIlGUk7OUmjVbkJwceTTQwrRoURtIZdq0yjv4TaWqMDnnRjnnrq1Tp068QxERkQrOuTXUr1+v0HRHHHE4AC++OD7WIYmIRNW6dWlkZa2ia9cLSpVPYmIvcnLWkpVVOZ/nrFQVJhERkWhYunQrzu2me/cLC0173XV9AZg1a26MoxIRia7BgycCwzj44L6lyqdZs47AZv7977GlD6ocUoVJREQkzMsvLwY2Urdu70LTnnlme6Ahmzcvj3VYIiJR9ckno4ABnHRS/VLlc955/gW2r7/+bRSiKn9UYRIREQkzYsRIoAEdOqQXmtYMqlS5nOzsvjGPS0QkmjZuXAwcwMUXFzy4TWEGDz4RqMnSpZWzpV0VJhERkTBr1iwDqnDddT2KlL5588NxbinZ2bmxDUxEJEqcc+TkLKJKlQ5YwWPbFKpWrSSqVHmMzMzzohNcOaMKk4iISJhdu34FWtCwYUqR0vfpkwm8wJgxlfPuqohUPkOHTgdW0ahRp6jk16fPTpwbyM8/b4hKfuWJKkwiIiJhcnNXU6VKsyKnb9zYv4PphRdGxCokEZGoevXV9wE4++w+UcnvvPOOBuDBB1+NSn7liSpMIiIiIXbsSAeWUqdOapHnOffcUwH4/vvVMYpKRCS6Nm7cBqTwz3+eEZX8rrjiKCCZDz/8Pir5lSeqMImIiIT49ttFQC7HHnt4kefp1esgoAnbt6+IWVwiItG0ZMkq6tbtTe3a1aOSX2pqCmZdSU9fGJX8yhNVmEREREKMG7cGaMA555xZrPnMWpKdvSomMYmIRNPs2WvIzOxMtWqXRzXfBg26AL/w6quToppvvKnCJCIiEuKTT7YCU+jWrV2x5qtW7SBgGbt2ZcYkLhGRaLnvvhHAE3TosD2q+V5zzbkAPPTQe1HNN95UYRIREQmxatXbwDF06lSrWPO1bXsy8Abvvbc8FmGJiETNxInTAPjHP86Oar4PPtgfOIiVKytXa7sqTCIiIiGys3/FrHmx57vssi7AMObN+zn6QYmIRNH27YuAtvTufVBU801IMBo1eprc3E5s2rQzqnnHkypMUrmlpbF87lz+97//8d5775GdnR3viESkHPMvnl1BcvKBxZ73ssvaACP4/vsvoh6XiEi0bN26C+fmkZzcISb5//WvDYEH+ec/P4tJ/vGgCpNUSl988QXvvPMOmR98wKOdO3PTDTdwxYABnHjMMaSnp8c7PBEpp0aOnA9sp3794rcwNW1aE0jhxx8nRj0uEZFoefrpEcAejjqq6COBFsfNNx8D1OC//304JvnHQ2K8AxCJtpycHK794x+pf8ABzG7UiK5AVeAFYMLUqZx+3HF8MWECVatWjXOkIlLefPnltwAcfXSrEs1vdiQZGZXvLfciUnmMG7cAyOHVV2+OSf7VqiWQlNSX9PTxrFixmRYt6seknLKkFiapdMZ88AGr16/nmkMO4fExY1hcowb/GTWKn488ksuB76ZNY8iQIfEOU0TKoc2b/Qh3119/QonmT0lpBixj2za1ZItI+TR1agLVql1Gu3YNYlbGsceeCaRxwQXPxqyMsqQKk1Q6Qx5/nHrA1+PG0RwY/OqrcMYZtJwxg6sPP5yOQGJGRpyjFJHyaN48gO4cf3zHEs3frNkhQBbPPqtueSJS/syevYY9ez6gWrVDY1rO8OF/BA5gxoyvYlpOWVGFSSqV9PR0Rvz4I2enpPDJ5s081bUrNS6++Lfvj375ZZYCc0eOjF+QIlJuLVlSBbiThAQr0fx9+3YBYOTIqVGMSkQkOm67bRgwnx496sW0nNTUZGrUOAnnpvL++9NiWlZZUIVJKpV1P/1EF+fI2LOH/macN2zYXt8ndevGrWZkjR8fpwhFpDzLyXmShIRXSjz/bbf1AyawceOR0QtKRCRKpkyZDCTz7LMXxbysQYOuBe7knnvmxLysWFOFSSqVVsuWMRlYnJvLf665BmvTZu8EZuxITua5rCx+XbMmLjGKSPm0cOEG4Fdq125W4jzat69HQsIj5OQMKzyxiEgZS0+fi1kX2rSpG/Oy7r//GFJTjaVL/8rWrbtiXl4sqcIklcrqdu24HOiZksKhTz0VMU2H5n644M9feKEMIxOR8u755/1zR61aHVyqfGrV2s7atWOiEZKISNSMGDED+Jl69bqUWZmDBp0KbOWii+4pszJjQRUmqTTS09Np07MnbwM33nUX1KwZMV2f008HYNpHH5VhdCJS3o0d+xMA/fuX7t0kiYk1ycnZwIYNlect9yJS8Q0Z8hlQhdtuO7XMyrz99l7AAXz99aekpVXc0UNVYZJK46fx49mTmUk3oO1tt+WbrvNNN1ENWLNyZZnFJiLl35Yt4wHjlluOLVU+BxzQC8jlX//6NipxiYhEw6RJE0lMbM19951VZmUmJSVwxBF/AZZxzDEPlFm50aYKk1Qa373xBgDXtmoFderkm67KwQdzILA6veLe6RCR6MvNrU1i4kE0a1arVPmcddbRAHz22Q/RCEtEpNQWLlzLxo1XcNBBg7CSDQJaYhMm3Aa0Y86cd/nll/VlW3iUqMIklcbU776jLnDCDTcUnNCMjvXrs6GKNn8R+d3GjUdQp86Fpc7nzjv7AimsWLGo1HmJiETDH/7wMnAlHTsmlnnZNWsmcvLJ9wCr6N799jIvPxp0xSiVxuKNG+kAtLzqqkLTdm3RgrVZWaSrlUlEgPXr08jOziIhoX2p86pbtyrQmvT0taUPTEQkCmbM+Baoz5AhsR9OPJIvvvgDVaqcy5Ytx/Daa5PiEkNpqMIklUJubi5n5ORwUkICVq/wl7G1ycjgWmD25MmxD05Eyr1nnpkAPEqDBqujkl+tWg/j3Js456KSn4hISc2evYqcnGlUrdqX+vWrxiUGMxg9+i3MPufPf76C9eu3xSWOklKFSSqF+VOm8CBwbosWRUqfVq0aLwFT338/pnGJSMUwevRMAPr3j85wu/37rwJa89NPamUSkfi67LLngN2cccZ5cY3jhBNq8Mgj95GZuZzWrfuRnZ0T13iKQxUmqRTGDh9OKlD9uuuKlL5Tz54ALPlBD2WLCPzyyxKgCjfe2Ccq+R11lH/57TPPvBmV/ERESmrBgmFAQ9588+J4h8KgQb1ITT2dnTt/pHnzKypMK7wqTFIpvPvJJ+wCGgbvWCpMp7PPBmDNqlUxjEpEKoqdO1cCzWnXrvAuvUVx7rlHAcann86JSn4iIiXx9dfzyclZSY8el5OSkhDvcAD4+ecPMTuOtWvfp3nzK8jJKf8tTeW+wmRmB5vZq2b2QbxjkfJr15o11AFSO3QoUvravXrRANiSlhbTuESkYsjN/YGkpOidtDt0OAA4mC1bovNMlIhISdx221dAc557blC8Q/lNgwZJzJ07CrMerF79DrVqncry5evKNIZx46Zz6KH3Fjl9XCpMZvaamW0ws7lh008xs0VmtsTMBgE455Y6566OR5xSMTjn2J2ZSUeAog4VnpJCfWBNdnYMIxORiiAjIxvnsunUKbr9+6tUaUlu7tKo5ikiUlS//rqFefPeJyHhXrp2bRTvcPZy6KG1WLx4DElJ55CefiKtW5/H009/FNMueitXruH00weRnHwMffsex4IFRe8yHa8WpiHAKaETzCwBeA44FTgUuMTMDi370KSiWbV8OeuBllWLN/JL9wMPZFtZv71NRMqdDz9cBfyTVq2OjWq+deq0AlYzfbq6/opI2Tv55MeAyRx3XPnsUHbIISns3PkhN9xwPpDGHXecT0pKD15//TNyc3NLnX9ubi5TpvzEn/70BKmpnWjR4nA+//xxsrJ+JDHxTC6++K0i5xWXJeicGw9sCZvcHVgStChlAu8CZ5d5cFLhjH//fbYDbRoV7+5Jq8aN2ZiTQ1ZWVmwCE5EK4YUXvgBm0aJFg6jme9hhnYF2PP/8zKjmKyJSmMzMLObOHQkczKhRhb+fMl6Sk43nnjuYX3+dRcOGJ7FnzzSuuupSkpKOpmfP63nvvTFFememc47Nmzfz5puj6N//NlJTTych4XB69nyXV165k23bdpKYeDidO7/ExIkbyMp6l3ff7VfkOMv+db/5OxAIvQ23GuhhZvWBh4EuZnaPc+7RSDOb2bXAtQCNGzdm7NixMQ5Xom3nzp0lWm/zP/mE14DG7dsXa/4Gq1dzIfDe0KE0a9Wq2OXK3kq6/qR82J/X348/TgbepkOHC6K6DE4+uS3jxn3E9OnTYr5s9+f1V1loHVZs5W393XrrSGARTZsOYurUCfEOp0iGDbuXp5++gtGjPyI7+3OmTJnGgAHLgVtJTt5NYmIdEhObkJzsqy9ZWTnk5jYhJ2cS6emrca4qsBXI69bXmho12nLLLaM59thqVKuWG8w3jeKuKovXcH5m1hL41DnXKfh8IXCyc+6a4PMVQHfn3M3Fzbtbt25u+vTpUYxWysLYsWPp27dvsed7pGNHbpo/n9qjRsEZZxR5vn+2bs3dv/zC8Kee4oLbby92ubK3kq4/KR/25/WXmNifnJwlOLciqvnm5jqSkg6kZcv+/PJL0bt+lMT+vP4qC63Diq08rb/MzCyqVm0FJLJu3SIaN47Py2pLY+zYrTzwwKfMm1eL1NQ5rF8/k7S0ERFS3kdKylLq1q3D1q1zqV79aLp27cnAgcdw9tmNqVGj4HLMbIZzrlth8ZSnFqbVwEEhn5sBv8YpFqlARm3YwLCEBOacdlqx5mtx8MHwyy8smTQJVGES2W/l5CzDLPqtzFWqGCkp9Vi2bDgQ2wqTiEieW299FVjD8cffUyErSwB9+6YybtwVwadzAJg1aztz5uxg/fpdJCRUoWHDFJo3T6VXrxokJcU2nvJUYZoGtDF/1loDDAAujW9IUhHM2bKFXCj6CHmBtl27wpgxrFm0KCZxiUj5t3LlZmA5tWpFd8CHPLVqdWfnznl8+eUCTjmlaK89EBEpqU2b0njppSFUr96bL798ON7hRFWXLnXo0qVOXMqO17Diw4DJQDszW21mVzvnsoGbgNHAAuB959y8eMQnFUdGRgYNcnNpU8zKEkD7E08EYMP69dEOS0QqiI8//h5w9OnTOCb59+jRG4DHH/88JvmLiITq0uUv5OaezoABL5KUpJGAoyUuLUzOuUvymf45UOKzipmdCZzZunXrkmYhFcyy+fPJANokFP/t1dW7d6cesH7PnqjHJSIVw7x5fsDWP/85NqNIPfDA6YwYkcisWbNikr+ISJ4RI6ayevV7mB3KCy/cH+9wKpXyOTB7CTnnRjnnrq1TJz7NdVL2Fk2YwEaged26xZ+5Zk3aJSVRJSUl6nGJSMXw6acNgTc54YTY3Gg74ojGQFt27Pg5JvmLiADk5ORw/vl/AdK5++4nSE5W61I0VaoKk+x/Zo4fTw7QumXLEs3fpGZNtuzYEdWYRKTiWLfuSeBrqlYtfit1UVWt2hfn+pGdHZ9RaUWk8uvZcxC5uROpU+cqHn30mHiHU+mowiQVmlu2jDHAmcUcIS/PYTt30nT37ugGJSIVQnZ2Ds5NJzk5tjdNjj76dKAe3323LKbliMj+afTomUyb9hzQnlmznop3OJWSKkxSoe3etInmwEElfPfBqoQEvgIyMzOjGZaIVABDhkwD0mjc+JCYlnPNNU2AQQwf/nVMyxGR/c/69Vs555yLgOq89tqLtGqlxwxiQRUmqdBGb9vGhcnJcGzJhgSun5JCDrBo/vzoBiYi5d4bb0wAoHfvI2JazrnndgKM4cNfjGk5IrJ/ycnJoW3bv7NnT2/+/vdR/PGPsXk9gqjCJBXcsp07+Tk7u8TzN6pXD4CfJ0yIVkgiUkEsWTIVqMIdd/SPaTk1aiRh1pNt27bGtBwR2X8452jZ8kp27HiGWrX6cP/9veIdUqVWqSpMZnammb20ffv2eIciZSA7O5umubmUpjNNkyZNAFgxbVp0ghKRCiMzcwVm1enWrUnMy6pbtxOwjNGjF8a8LBGp/I488kZWr34fs+NYvPhKSvA6SimGSrV4Naz4/mXd6tVkAgeV4ihxUPAups1bdedXZH+TlpZGo0YnlElZJ53ku8o88MCHZVKeiFRevXrdzo8/vg60Y9q0T2jcOCneIVV6larCJPuX1bNnsxVoUr16ifM4/IIL2AKkluQ9TiJSYc2atYmsrPGkpg4sk/KeeOJsoDazZ6s1W0RKxjnHiSfewOTJ/wUO5vPPv6ZrVzUSlAVVmKTCWjxrFjuAA4PnkEqiVsuWNAS2r1oVtbhEpPy7775hQFMOOaRsunA3a1YTs7tITx9YJuWJSOWSmZnJUUddz9df/4/U1L788MO3nHrqAfEOa7+hCpNUWJt//pkFwMBeJX/Q0erX5zRg/tSpUYtLRMq/H36YCeRy113Hl1mZhx12APBPVq3aVmZlikjFt3TpGmrXPoEZM/rTqtVzrFnzFd27N453WPsVVZikwtqyfDkrgYNPPbXkmSQlsRBYkpERrbBEpALYtm0x0Jpjjz2ozMq89NKWwGQefviNMitTRCq2l14aySGHnExGxgSqVh3D5Mk3UL26xTus/U6lqjBplLz9yw+//sqlwO5zzy1VPqnAttzcqMQkIuVfbq4jN3chCQmty7TcP/yhB5DAsGGflGm5IlLx7N6dzhFH/JHrrrsW+JkWLR5l69aXaKyGpbioVBUmjZK3f1myaRObAax0d1rqVKmCOsiI7D+++GIasJlmzcqudQmgceOaQA927FhepuWKSMUyevQPNGx4KD/9NASozp///C3Llw9Sy1IcVaoKk+xfGu7eTR2gRikrTLWTktiBf6BSRCq/777z70K68sp+ZV52/fpHAMt46y09Nykie/v11/V06nQdp5xyPbt3Z9Kjxy3MnDmH55/vHe/Q9nuqMEmFlZGbS1OAlJRS5VO9fn2aABs3boxGWCJSzo0fvwlI5cYbzyzzsgcO9GX+/e/vlnnZIlI+ZWRkMGDA3zjwwL7MmzeUxMSXmDRpAVOmPEOXLjXjHZ6gCpNUUFlZWewGGpSydQng8K5dWQtka+AHkf3CzJl1gY9p3Lh0N1tK4rHHTgZasWzZvDIvW0TKl6ysLG699UmqVz+a9957DFhD06Z3M3duZ3r2rB3v8CSEKkxSIW1Yu5adQMOk0r/dulH9+rQHNi9cWOq8RKR8y8jIJifnFpKTn4lL+YmJRq1aj5Ob+xy7d2fFJQYRia/09HT+9reXqFu3Lf/5zyCcm021alcwfPhi1qz5P9q1qxbvECWMKkxSIa1btIiRwN8PKP1L26pt2oQBY15/vdR5iUj59thjXwG7aNasQ9xiGDiwOtCW116bGLcYRKTsbdiwkTPOuJUaNU7joYcmsGdPPY488lqefHIBu3a9xgUXaAi88iox3gGIlMT6xYv5GTirS5dS55V68MEsAFYvW1bqvESkfHvjja8BGDjwxLjFcOedfXn2WeOxx+7jppsmxS0OEYk95xwTJkzn+uv/yYIFc4BFQDWaNPmJuXPbUK+eRr6rCCpVC5Pew7T/WDhnDrcDv/TpU+q8mh9xBFWALRr0QaTSW7XqJ+BA7r772LjFcNBBNalSpSNr1izDORe3OEQkdrZt28agQc+Rmtqe4447hQULPgC20qDBPQwbtpw1a9qqslSBVKoKk97DtP9YEDxvlFmjRqnzqnf44dQHtqWllTovESm/nHNkZ08kKak+ycnxPf0dcMBJwDoeeujzuMYhItGTk5PDxx+PoXXrs0lNvZnHH3+K7duTqVatEYcf/iKzZ69g48ZHGDCgcWlfISllrFJVmGT/kbF0KQAt9+wpdV4JrVrRANienl7qvESk/Jo9ew2QSa9ep8Y7FB59dCCQyFNPvRPvUESkFJxzjB07hZtueprk5CM577xL+OWXkcBWTjjhW7ZsmUN6+gJ+/PFaOnfWYA4VlSpMUiHldbts0rlz6TOrU4cagFXTgUykMnv88fnAAC699MJ4h8KVV3YCerBt23hyc9UtT6Qicc4xadJ0Lr74PmrXbk2/fr2YN28kubnzMOvGMccM46efPmTMmBakpsY7WokGDfogFVLanj0kAant2pU+sypVSEpMpGoUuveJSPk1cuS3wAlccsnh8Q4FgJYtT2T58l95+unZ/OUv5SMmEYksKyuLzz4by6OPvs706fPIzd0BPEFi4jQOPfRUEhIO4P77r+e88xqQqKvrSkerVCqkzKwsDgCscXSG4OyclMSubduikpeIlE+7dg3DrCW1al0d71AAeOWVGzjhhFG8//53qjCJlENpaWkMGzaa5557i9mzZwM7gU2AAb3o0qU148d/Rc2aMHbsWPr2bRDfgCVmVGGSCuka4AwziMKLawFqZGbybk4O2dnZJOrWkEilM3r0AmAlqanxf34pT//+DaldexgzZy4gJ+dmEhIS4h2SyH7NOcdPP83l2Wc/5OOPx7B1awvgW2APkE6VKifRufPZ3HXX2Zx/fkOqVo1zwFJmdGUoFY5zjq9yczmwQQOi9SaV3KQkduTksG3bNho00B0ikcpm8OCPAOjX75g4R7K3ww5rx8SJX3P77UP4z3/KR8uXyP5k27ZtDB8+hmefHcq8ecvIzd0OrAIc0Im+fb/l3/9uQ4sW2dSuXZ0qevp/v6QKk1Q4O3bsYBhQpV69qFWYalerBnv2sGbFClWYRCqhH3+cANTlmWfOj3coe3nssXvp3XsoL774nipMImUgKyuLiROn8txzH/LNN3PYtm0rMANIAnKA7jRseCXnn38Gd9zRjTZt8lp+o9OjRSomVZikwtm4bh0A23Jzo5ZnnZo1Yds2ls+Zw+Fdu0YtXxEpHzIyJpCUVJ8DD0yJdyh7OeaYpiQm9icz81NmzFhO164t4x2SSKWSm5vLjBk/8tJLoxg58ls2bNgIbAPWAvWoVm08f/jDNvr0SaZu3db075+KBs2VcJWqwmRmZwJntm7dOt6hSAwtmzsXgCOi+KLZ+vXqwerVrJk/P2p5ikj58MMPy3BuNyee+I94hxLRJZdczltvfcT55/+L5cufi3c4IhWac46FCxfxyiufMnz4l6xZU53c3E9DUtTA7BiaNbuNyy8/nT//+VAOOkhvkZWCVaoKk3NuFDCqW7duf4p3LBI7y2bPBqBRvXpRy7PhYYfRbPZsTE9wilQ6d965DHibyy8vn63Hr712Dm+9dSQrVkwiN9dRpYou3kSKKq+C9PbbX/P++5/zyy+rgiG/VwO5wFj69LmEfv0OIiUlgX79jqJbtyQ9iyTFUqkqTLJ/WBe0AjVp2jRqeR7ctSurhw6lbs2aUctTRMqHSZMeAw7iwgsviXcoESUmGu3b38XChf14/vkfuemmLvEOSaTcysnJYdas2bz11leMGPEVa9ZUJydnArAjSJEIdCc19VJOPPFEbryxB8ccUw0NQimloQqTVDhpa9ZQHzgoil0vGzRtyqlARtDdT0Qqh82bd5KTM5Hk5FNJTCy/LTcffngaHTu24T//6c9NN70d73BEyo2MjAwmT57Ou++O5ZNPRrFu3Q4gDfgV34J0F23b3sIllzSlWrU1HHFEb/r1q6EhvyWqVGGSCqdtTg6bANenT9TyTG3UiJ+AhC++YGDUchWReLv55mFAOh07Hh3vUAp06KG1aNWqP4sXv8OQIVcycF5cYZ8AACAASURBVODJ8Q5JJC527tzJd99N5tVXP2HcuJls21YNyAAm4UeqSwJ6UL/+H+jXrx9XXXU0ffvWoHp1gE5xjFwqM1WYpMJZsmcPjwN3R3E0u8SDD6YGkJaeHrU8RST+PvvsGyCJJ54YEO9QCvXkk/dw3nkfc/31T6rCJPsF5xwrV67ks88m8emnk5g48VPS0pKAvJHsAHrSsuWb/O1vdWjbdiuJia3o1i0JvWNeypI2N6lwPl+7ljXA3W3bRi/Thg2pDaRlZUUvTxGJK+ccO3Z8A3Ti+OMPinc4hTr33E4kJZ1FRsYHvPfeVC6+uHu8QxKJqszMTKZPn8U773zD559/y4oV68jNzQXOAV4HagHZJCScTKtWfbjggn5ccUV7OnSoghlAw3iGL/sxVZikwtmyfTvZQFSHuKlendrAmpyc6OUpInE1adLPwCYOO+yUeIdSZP/4xx3cc89HXH31Q1x88ch4hyNSKhs3bmT06ImMGDGZqVMns3r1DzhXB9gMOKAK0Jlmza7l3Xf/QefO2ThXjTp14hu3SDhVmKTCqZuVRfMY5FsT2BnFl+GKSHw99tg4IJFHHhkc71CKbNCg7tx//xns2jWKoUOncPnl5fvZK5E8ubm5zJs3n/ff/5YPP/yKJUtWk5WVBmwA3gYmUbv26WRnb6FGjX4ce2wfrriiO/361aJ27bxcdFkq5ZO2TKlwdjpHc4v+aFfJ1apRVV3yRCqNL75IBsZz2mmHxDuUYnniif/j9tsv5tZb13P55fGORiSyzZs3M3bsFN5++0umTVvL2rUTyclZDxi+9QjgUJKSLuCoo1owbNhEmsfibqdIGVCFSSqU3NxcdgJ1YvDGuZYNG/L5mjVRz1dEyt6oUT+Sk/NHate+FrOe8Q6nWG677Qief/4HFi++ieHDJ3LhhT3iHZLs5zIzM5k580dGjpzMiBFfsGTJr2Rl7cYPzrADuJ+UlD4cfnh1MjPn06jRyVx55dGcdFIqUXzHvEjcqMIkFUpaWhpNgGbJyVHPu11yMufk5rJjxw5q/94/QEQqoNtvHwLAlVeeE99ASujzzy+lTZu7uPTSUzjnnI0kJel0LWXDOcfy5csZPXoSw4Z9waxZi0hLSwH2AFOBBCAHaEti4lm0bNmL8847kVtuac2BB8Y1dJGYqVRHYDM7EzizdRRfaCrly5YtW/gW2Fq/ftTz3rB9O8OAP/3wA/1OPDHq+YtI2Vm69HugDU89VXEGfAjVunUtOna8innz/k3nzrewcOHz8Q5JKqkdO3bw/ffTGDlyChMn/sCCBWPJyakPrMW//wigD82bD+WWW6rRuPEacnJac+qpDWjUKI6Bi5ShSlVhcs6NAkZ169btT/GORWJjy7p1/B9wXYcOtIty3qm1asGmTaxZsABUYRKpsMaMmYtzM6le/XKSkqL/vGNZ+eGHJ6lZcwaLFg1h6NBLuPzy6L2sW/ZP2dnZzJ07j48+GseIEV+zaNEqMjPT8M8c3QwsJiGhEWZ1qVbtVNq378k55xzN+ee3pkMHCwan/X/27jwuqnJ/4PjnDCD7oiCK4BJpLggiKoGaaW6Vabn1U7My62qr2XJzqVtZ2WZqddNblpqVUVmZS+p1ySWX1PS6K4KKssi+7zDz/P6YAUUREZkZ0O/79ZrXwJlzzvMdjsJ8z/M836ful+gXorbdUAmTuPHt376d74Aenp70rOVze3p5wZkzJJ04UctnFkJY0muvvQ0YePrpur9YbVWcnXW89dZsXn+9H48+OonRo//GxsbG2mGJekIpRWxsLJs2/UVExFqOHcslMXEten0eFQsztMHGpiu9ez/G119PxtdXoddrsjCsEBeR/w6iXok9ehQAFxeXWj93k2bNAEiNian1cwshLOfEibPY2NzKhx/eY+1Qrtu//tWNf//7WVJS3qdbt0/Yv/9Fa4ck6qiUlBT+/HMvv/yylc2bd5CUlIHBkAckYhxatwMPD19atHChoKAEf/8+PPRQKAMGNKJJk4vPJMmSEJeS/xKiXsk9eRKAW5W6yp7XztffH4C08+dr/dxCCMv49dcYsrNHEx5uV6trW1tTVNTbNGoUwv/+l8v3329jzJhe1g5JWFlWVha7d+/jp582sWnTLmJjU9DruwC/AjmmveyBYBwcBtG2bThjx7Zn0qSPMUPNJCFueJIwiXolMzUVAN8OHWr93M169aLx3Lk4+PjU+rmFEJYxYcK7gAvPPfeytUOpNe7uOnbs6E/37t14+OFkWrbcSI8eXawdlrCQgoIC9u8/wOrVu9m2bR9HjuwiOzsF40e4dNNeOuBpBg6czOjRPpSWnqN1606EhjbA0dF6sQtxo5CESdQr2VlZAPh06lTr53b29ycHcLCzq/VzCyHMr7RUT1raauBWRo9uZu1walVYmBuzZy/mxRfv4I47RnDy5DZat5bJ9zeakpISDh8+wsqV2/jttz84eTKOgoJsIBMYADij07XH1rYIpXrStGkX7rgjnNGjg+nZ0/miNY+aXLENIcS1k4RJ1CtuJSXcCdjddlvtn9zDgycBG9OwPyFE/TJ27H+A89x665PWDsUsXnihO4sX/5vDh5+nbdvBJCVtxsurobXDEjVUWlrK8ePHWbduF8uXb+LQoUTy83NRaj/GHiODac9b0Ol64ePTn9dfH8fjj4NOB1r9LQApRL0jCZOoV+4GRgA0M8Pd40aN2AkUnTrFe7V/diGEmf3884+AF8uXP2/tUMzm0KGn8fXNIiFhOj4+A0lM/C+enpI01XXFxcUcOXKUP/7Yzx9/7GP37o2kpwOUFWUwAK1o0GAZYWHReHunkJvbhuHDu3L33V74+kqCJIQ1ScIk6pXVNjYctbVlhjlK6zo74wac0etr/9xCCLP688996PU7cHAYRWCgu7XDMavY2Gk0apRLVta7+Pi8SVzcDGuHJC5SWFjIoUOHWbVqO6tXb+HkyTjy83MwVqqbDCwFnE3fh+Lm9ghBQWEEBzfk5Ze70rJlV2uGL4SohCRMol75LTMTL03DLB8PNA1XINdguOquQoi6ZcaMCEDx0UdPWDsUs9PpID19Jq1aBRIbeyutWw9g7tzJ9O5t7chuPvn5+Rw4cJDly7eydu2fxMc7kpW1AqVKL9nTF00Lpk2bYSxa9Dzt2hVTXGxPkyZaeTXHLVu20LKlxd+CEKIaJGES9YqhtBRnM9ZEddM0csxQslwIYT5FRaVs2XICZ+d+PP30XdYOxyJ0Ojh3bhRPPLGZhQsjeeKJR9m9O4kFC16wdmg3rKSkJPbtO8iGDQfYunUHx46doKhIj7FSXYZprw14ewfQsqUTeXk5+Pr2ZNiwEAYO9KZVq4uH1TlY4y0IIWpIEiZRr+iAIDP2ALnqdOTr9RQXF9NAFqsQol4YNmwhev0MevYsvunmeXz1VR/8/X/m1Vcf48sv/8mKFX9w7NgSPD0bXf1gUanS0lIiIyPZvHkvK1du4X//iyY9PQODIR94EPgeKAZSgHbodANo3DiY0NDbGT06lGHD+mFvb9W3IISoZZIwiXojJyeHHMDNjGW/HZo0wSkhgfz8fEmYhKgHDAYDa9Z8DBSzePFxa4djFdOn96e0dAlvvvkZycm/4eXVhcmTX2DOnOfQbrYM8hplZGTwv/8dZMWKbWzatIfYWI2cnMModfaSPZ2AQBwcgnjhhWmMGuWCm1sRzs7ONG5sjciFEJYkCZOoN2LOnAHA3cF8Qxlu8/UlPyGB3NxcPDw8zNaOEKJ2jB+/ADhBkyav4ONz897k6NXLhvz85XTq9CUnT77Oxx8f4/vvX+GHH0bSp0+otcOzuqysLI4ePca2bQfZsyeSo0ePcOrU/9DrXYE0IMe051icnT8iMDCfoqJ96HQ9GTAgmCFD/AkKssHJ6eKzykcoIW4WN9T/dk3TBgODW7dube1QhBmknzvHEMDfjIlMc72epzEmZ35+fmZrRwhRO779diHgzerVU60ditU5OEBk5D9Yvnw448fHkJw8lrvu+ggnp1uYPn0aU6eOx8YcFUbrkNzcXI4ePcbOnUdZtWojhw6dJTMzC70+D8gCbgUGARlomi3QFFvbPjRtGkS3bl0YNiyIgQPdTb1Gj1jxnQgh6pIbKmFSSq0CVnXt2vUf1o5F1D77lBRWACfMWEYoLzeX+UCLDRvoeccdZmtHCHH9Pv54GQbD37i4TKRrV1mLqMzQoY0YOrQRW7bsZsyYcZw//zuvvTaB1177kHbtuvDVVy/So0f97XUqLi7m9OnTHDx4nA0bdrN37zHOnk0hJycHg8EG6A58zoXFX52ADtjYhNOoUTcef3wSL774Bl5eiqIiDTMOWhBC3CBuqIRJ3NhSMjK4E/gsLMxsbXh5ecHJk6SZhv8JIequDz+cC+iIiJDepcr07u1KQsIvfPppAq+99hk5Ob9y4sSP9Ox5EEfHe+ndu5gHHghj1KjBuLm5WTvcckop0tLSOHv2LIcPR7Fjx0EOHozi1KkksrOzKS0NACIqOdIVCKRx41d58smXaNmykOxsF3r0aEFAgA5n50v3l2RJCFE9kjCJemPl5s1sA3KaNDFbG018fQFIj401WxtCiOv3668HOX9+DwEBU7jvvlbWDqdOmzSpGZMmvUti4kwee2wzf/wRQ1FRCWvXvsDatfOYONELnc4HT08fwsJu5b77bqdHjy74+/vj6OhYq7EUFhaSlJREYmIip0/Hsn//SU6ePMOZM8kkJGSQnZ1DSUknYMkVzuCEpi0jPPxeGjbMJTlZ4evbkd6929CrVxPatdOo5ZCFEEISJlF/ZJqSmOY+PmZrw9ffH4CslBSztSGEuH5jxvwB7OObb2Slz+pq2lRj7VrjOlXFxbBp0//xwgtvc/LkaQyGg6SkHGLVKli1yhFYDGxB09zQtFbY2Tng6OiEq6sjnp4tadrUATu7ErKy0ikt1SguLjU99Dg4+GBvn0daWiyJiSkUFTVAry/GYCjBWI77EWAmoK8kSnvgS9q2DcHdPZ+kpFTs7dvTps2t9OzZhr59m9G2rYab222W+aEJIQSSMIl6pDQxEVvA193dbG24tGiBM5CTmWm2NoQQ1+e55xZSVPQi7u6vEhLyjrXDqZcaNIB77vHgnntmA5CcDN9/n8ovv/xFQkJjvLx6Ex/fmYSEFRgM2RQVnaKoKI/MTIiNXQQsAvYCRZWc/UdgHpAARGMcKuduejTBxqYPffv2oHHjAk6fPoNSt3DLLc3o2rU53bt74++vo3HjrjfdmlpCiLpLEiZRb+Tk59MI0Jmx6IPWtSvOgKNUyBOiTjIYDMyb9wnQhFWrJls7nBuGtzdMnuzF5Mn3XbT1PvT6OaSlwfnzcPRoHqdOZWIwuNOr12OUluawceMRTp3SYW9vi4ODHQ4Otnh6+jF8+IM0baonPx9yc21wdwd3d3B1BZ3Oam9TCCFqRBImUW/kFhfjCWDGhInGjfEGtNJS87UhhKixu+56HaUO07jxdO64w8va4dzwbGyMyZS3N3Tq5AxcXDnBlf79w6s62szRCSGEZUjCJOqNDkAT4JKVA2uXhwePAIdjYszXhhCiRhITk9m69QugI/v3v2ntcIQQQtwkJGES9cYwwOwrh7i7swU4kpFh7paEENdo5MhpQCrDh3+An5+dtcMRQghxk5CRxKLemKlpzHFxMW8jOh0uQIFS5m1HCHFN1q07wfbta/DyGsuyZeOtHY4QQoibiPQwiXrjr8JCSs2dMAFuQL7ZWxFCVFdJSQmDB/8H2MmSJS5SPU0IIYRFSQ+TqBdycnIAaGWB8kouOh35QF5entnbEkJcXXDwM5SWfoqPz8/ce29ja4cjhBDiJiMJk6gXzp49C0AHfWULHdYuNxsbFBAjhR+EsLqff97KsWMRQE+OHn3J2uEIIYS4CUnCJOqF+Ph4AJwdHc3eVtOAAAAKCwvN3pYQ4soKCgp48MGnAfjnP+fSsKH8yRJCCGF5V5zDpGnasGocX6iUWlOL8QhRqURTb4+rs3PVO9aCds2awYED5cMAhRDW0anTQJQ6RrNm7/Phh12tHY4QQoibVFVFH74EVgBVTa/tBUjCJMzONiODyUAbb2+zt9UoM5OngejoaHr37m329oQQl1uyZB1RUX/i5BRCdPQr1g5HCCHETayqhGmtUqrK2q2apn1Xy/EIUSm3/HzmAgktW5q9rey8POYDT+3aBU88Yfb2hBAV7d59jHHjktG0u/n7719xdJSyeEIIIaznigPClVJjr3ZwdfYRojaczs3FF7Dt08fsbTVr2hSA9HPnzN6WEKKijIxMwsNHAnuYMGER7dubf96iEEIIUZWrrsOkaZoNMAhodfH+Sqk55gtLiIo27tpFAlDc2PwlhZv5+QGQkZho9raEZeXn5/PXX39x5513YmNjY+1wxCUMBgMtWw4zzVt6nM8/97F2SEIIIUS1quStAsYBnoDrRQ8hLKYkORmARk5OZm/L0ccHdyArPd3sbQnLOXXqFH5+fvTt25elS5daOxxRidat/4+cnM3Y2o4nJuZFa4cjhBBCANXoYQL8lFJBZo+kFmiaNhgY3Lp1a2uHImpbZiY6wNG2Ov9kr5OvL55Alixce0OZO3cuGRkZAHzzzTc88sgjVo5IXGzw4Ec5c+YX4B6ior7Azs7aEQkhhBBG1elhWqtp2gCzR1ILlFKrlFIT3N3drR2KqGX5RUW4ApqPBYbo9O2LB+Du5WX+toTFREdHA2BjY1OeOIm64ZNPIli9+hs0rSlbt/5Eq1YWuDEihBBCVFN1/ir9BSzXNE0HlGAsM66UUm5mjUyIixSWlBjHgZoKMphVw4a0AE4VFJi/LWExer2e4OBgGjduTFJSkrXDESYffvgLU6YkY2MzgJ07fyM0VIo8CCGEqFuq08M0GwgHnJRSbkopV0mWhKUFAC8BWKL30N6e4YB7Sor52xIWUVpayu7duwkPD6dHjx4cOnSIZNO8OGE906Z9xpQpTwAezJmzTJIlIYQQdVJ1EqYo4IhSSpk7GCGuJFiv5zmABg3M35izMyeB7SUllJSUmL89YXY//PADOTk5NG7cmPDwcAAmT55s5ahublOnfsr7778GuPDCCyFMmiT34YQQQtRN1RmSdx7YomnaWqCobKOUFReWopRiml5Poqcn72kWWMBSp6OR6cvY2Fj8/f3N36Ywq3Xr1gHQp08funbtCsDhw4etGdJNbfLkj/jkk3cAdyZN+p05czpaOyQhhBDiiqrTw3QG2AQ04EJJcRdzBiXExfLz8ykAVhUWWqxND53xv8apU6cs1qYwn8jISAB69uyJi4sLDg4OxMfHWzmqm9Mzz7zJJ59MAVyZPHkNn3wiyZIQQoi6rTo9TEuUUjEXb9A0rZt5whHichkZGTgDLS04KtTTzg6Kijh9+rTF2hTmEx8fj729PbamsvTe3t7ExcVhMBjQ6apz30hcL4PBwLBhb7FixQxsbTsTEbGMESNutXZYQgghxFVV55PCL5qm+ZZ9o2laL2CR+UISoqL09HQ0oJkF5xN5uBrXZj537pzF2hTmk56ejoeHR/n3/v7+GAwGub4WkpubS7NmA1ixojv29r9x5MheSZaEEELUG9VJmJ4EftM0rammafcCnwL3mjcsIS5ITU2lAHC1xKK1Jo5hYQAEBgZarE1hHgaDgdLS0grXsqzwQ1pamrXCumkcPXqMRo3CSUrahKb9yNatQ2jb1sbaYQkhhBDVdtWESSm1F5gErAfeBPorpWLNHJcQ5RLj4tADrvb2FmuziWm9p9zcXIu1KcwjPj4evV7PiBEjyrf16dMHgOzsbGuFdVP48svv6djxbkpKjuLgMJ1z577i9tstULhFCCGEqEVXTJg0TVuladpKTdNWAtMAJ4xV8haatglhERkJCfwL6O/lZbE2G2dm8gqw3VRdTdRfx44dA6B169bl29q2bQvAnj17rBLTja60tJSxYycxYcKjQCb+/kvJzp6Jn58kS0IIIeqfqsY4fWSxKISoQnZKCk8C3r6+V923ttg7OPA7gHygrveWLVsGgI3NhWFgfn5+6HQ65s2bx5QpU6wV2g0pJiaGPn3+SUzMz+h0bXn11QjeequztcMSQgghauyKCZNSaqslAxHiShLj4vAH0p95plplHWuD5uODJ3BWhmzVeydOnAAoX38JQKfT4e7uTnJysrXCuiG9996nTJ8+H1iHr+9T/PXXXfj5WTsqIYQQ4vpIPV1R5508dYoi4K/ERMs1akqY8gsKLNemMIvY2FhsbW1xcam4fJyfnx9FRUUyT60WpKWl0a7dQKZPnwYk4ed3lMOHJVkSQghxY5CESdR5WenpAHhYsqJZ8+Z4AgWlpZZrU5hFamoqbm5ul21v164dAIcPH7Z0SDeUefO+oHHjLkRGrgc68cwz+4iNHUTDhtaOTAghhKgdVRV9WKBp2lBN01wtGZAQlyrIygKgoSV7e1q1QgPyDQaUBRfMFbXLYDCQn59PU1PVw4t16dIFgG3btlk6rBvC+fPn6dNnOM8++yRKJeDs/D779v3JZ5/5Wzs0IYQQolZV1cO0COgErNE0bZOmaVM0TetkobiEKFdgSpQ8mje3XKN+fjQAHBs0QNOksld9FRcXB0Dv3r0ve61Xr14AODk5WTKkek+v1zN16gyaN5/Cli1uuLq+zvz5h8jOnkJIiKyvJIQQ4sZTVdGHv4C/gDc1TfMEBgAvaZoWCPwPWKeU+skyYYqbWVFxMQBuPj6Wa7RhQ5oBecXFFBYW4uDgYLm2Ra2Jjo4GYPjw4Ze9VraQbU5OjkVjqs82bfqDBx54ltzcaKAHzZuv5MgRVyoZ8SiEEELcMKo1h0kplaaUilBKPaKU6gzMA9qYNzQhQCmFl17PYsDGkpMi7O0JB3oBf//9t+XaFbXqwIEDANx6662Xvebi4kLTpk3ZsmWLhaOqf86fP0+XLvfQr99IcnOPA8N5/vmlnD0ryZIQQogbX42KPiil9imlZtZ2MEJcKisri4bAaE0Dd3eLtl2o07ENOHjwoEXbFbXn999/B8DOzs64wWCAM2fAVE7cwcGBDRs2UGzqxRQV5ebmMm3aWzRvfgv7968DmtGhwwaSkiL4+ONmyGhVIYQQNwNLLWsjRI2kp6ezAZjdvDnTTZP0LaWhrS0UFxMbG2vRdkXtiYmJQdM0fHx8QCk4cgQ6dYJZs+Dll+nQoQMxMTEcP36cTp1kimaZ0tJSZs2azYwZKykqCgLuoUuXznz66TS6d7ezdnhCCGEWJSUlxMXFUVhYeM3Huru7c/z4cTNEJWqDg4MDfn5+F26gXiNJmESdlmYqJR6RkcF0C7ft7eAAxcWcP3/ewi2L2pKUlISrq6uxcMekSfDvfxtf2LYNXn6Z8PBw1qxZw6ZNmyRhwjgE9scff+KJJ6aTlxcHtMTObjbbtzsRGmrt6IQQwrzi4uJwdXWlVatW11zwKScnB1dXKSxdFymlSEtLIy4ujltuuaVG56hySJ6maS01TfMyfR2madrLmqYNrVFLQtRAWloa7kCL4mKw8JpI3qaFTpOSkizarqgdRUVF5OXl0axZM+OGPXsuvHjsGAD9+/cHYMeOHZYOr05RSrFjxw6aNGnP6NFPkJd3GhjKvfeuIy1NkiUhxM2hsLAQT09PqY57g9E0DU9Pzxr1HJa5Yg+Tpmn/AsYBStO0H4B+wBZgkKZpdyqlJte4VSGqqayHqXFREdhatkPUqXlznBMSyM7Otmi7onYcMyVFt912m3FDXBzY2BgfiYkABAcHA3DkyBGrxGhtSik2bNjAP//5JocO7TJt7U2nTu+xalUYlqzkL4QQdYEkSzem672uVfUwjQbaA12BScBdSqmpQH+MyZMQZpeWkkIR4GFj+fVddKGhOAMBAQEWb1tcv7Kx5KNHjzZuSEszFg7x9oa8PMjPx97enltuuQU/Pz8rRmp5SinWrl1L8+btGThwFocOPY+9/Wc8+eRWzp7dzIEDkiwJIYQ12NjYEBwcTEBAAJ06dWLOnDkYDAaztNW9e/caHZeSkoKdnR1ffPFFLUd0bcaPH4+3tzcdO3Y0e1tVJUyFSqlipVQmcEoplQ+glCoFpKSUsIiUuDgKAY8GDSzfeMOGNAWSTL0Ron6Jjo5G0zTuv/9+KCmBwkJo1gyCg8HTk7ISb927d+fEiRMopawcsfkppfjtt99o0aI99947ivj4SMAWf//hRER04j//6UWLFtaOUgghbl6Ojo4cOHCAo0ePsmHDBtasWcOMGTMu26+0FqYp7Ny587Jter3+qsctW7aMsLAwIiIirjuG6zFu3DjWrVtnkbaqSpg8NE0bpmnacMDN9HXZ95at7yxuWumJicwARllyDaYy8fGMB45X8gtF1H27du2iadOmxkWHU1KMGzt2hK5dIT29PGEKCQkhISGBNWvWWDFa8yopKeHbb7/F17cVQ4f+H3FxkUA7vL3XsHr1Gk6dsqVhQ8vOERRCCFE1b29vFixYwGeffYZSiq+//pqRI0cyePBgBgwYwMMPP8yKFSvK93/ooYdYuXJlhXPk5ubSt29fQkJCCAwMrLC/i2mu9pYtW+jTpw9jxowpX9S9KhEREcyePZu4uDji4+MrnO/VV1+lU6dOhIWFlc8BHzduHJMmTaJ79+74+/vz888/lx8za9YsunXrRlBQEG+88QYAe/fuJSgoiMLCQvLy8ggICKh06HyvXr1o1KhRdX6U162qSSFbgcGmr7dd9HXZ90KYXUZqKncD7Vq2tHzjbm6cAM5lZFi+bXHddu/eTV5ennHccnq6ceOQIaDXG0uMb9wI991HeHg4AAsWLGDQoEFWjLj25eXl8fHHHzN37hLS0nSALZrWGh+f2Xz++UAGD5ax+kIIUanJk8G0+Hl1OOr1xjmyVQkOho8/vqYw/P39MRgMJJvWD9y1axeHDh2iUaNGbN26lblz53L//feTlZXFzp07WbJkSYXjHRwcWL587M083gAAIABJREFUOW5ubqSmphIWFsaQIUMum9OzZ88ejhw5ctUqcrGxsSQmJhIaGsqDDz7Ijz/+yIsvvggY/+aEhYUxc+ZMXnnlFb788ktee+01wLgA+vbt2zlx4gRDhgxhxIgRrF+/nqioKPbs2YNSiiFDhrBt2zZ69erFkCFDeO211ygoKGDs2LEWGXZXlSsmTEqpxywZiBCVOZ+YyMtA9+nT8bR0402a0AQoVoqSkpIa1+4XlldQUEBGRgbNyybiREUZn9u0MS5eC7BwIdx3H926dUOn07Fv3z7rBGsGqampvP32O/znP0soKckDRqHTfcrrr7vz/PMaHh7WjlAIIUR1XTxkvH///uW9KnfeeSfPPPMMycnJ/PrrrwwfPhzbSwpkKaWYPn0627ZtQ6fTER8fT1JSEk2bNq2wX2hoaLVKbv/www88+OCDAIwaNYrHH3+8PGFq0KAB9913HwBdunRhw4YN5cc98MAD6HQ6OnToUN7ztH79etavX0/nzp0BY29YVFQUvXr14vXXX6dbt244ODjw6aefXtPPyxyqqpL3YlUHKqXm1H44QlQUn5xMFHA0NZVelm7cx4cmpi+joqLo0KGDpSMQNXTo0CGAC3ekvvrK+Ny8+YVqi3FxANja2tKsWTMSEhIoKirC3t7e0uHWmsOHD/Paa6+xatUfGKed6oCHaN36FRYu9KCXxf8TCSFEPXWNPUEFZlqH6fTp09jY2ODt7Q2As7Nzhdcffvhhli5dyg8//MCiRYsuO37p0qWkpKSwb98+7OzsaNWqVaXltS8975VERESQlJTE0qVLAUhISCAqKoo2bdpgZ2dX3nNlY2NTYZ7VxX9byxJApRTTpk1j4sSJl7WTnp5Obm4uJSUlFBYWVjs+c6lqDpOr6dEVeArwNT2eBOSTo7CIzJwcADyuoVu81vj54W36Ulbvrl/K7mrdeeedxg1la2l5e0OjRsb5S6aS9WAcB20wGFi1apWlQ71uer2e5cuX07v3XQQFBbFy5e8oZQBeoHPnU+zb9zVRUR0kWRJCiHomJSWFJ598kmefffaKZbHHjRvHx6bkrrKqvllZWXh7e2NnZ8fmzZs5e/Zstdru27dvhflJAJGRkeTl5REfH09MTAwxMTFMmzaNH3744RrfmdHAgQNZtGgRubm5AMTHx5cPPZwwYQJvv/02Dz30EFOmTKnR+WvTFRMmpdQMpdQMwAsIUUq9pJR6CegCWKwGr6ZpzpqmLdE07UtN0x6yVLuibsgpKACgcbEVCjO2aIE90AAu+6Uh6ratW7cCxl/4gDE5srExJkqaBvb2cNH6Wk899RRAhYmodV1WVhbvvvsuXl7eDBs2mq1bBwPrCQo6zqJFiURHf8T+/S0ICbF2pEIIIaqroKCgvKx4v379GDBgQHkxhMo0adKE9u3b89hjlc+keeihh/j777/p2rUrS5cupV27dleNwWAwEB0dfVlBhYiICIYOHVph2/Dhw2tcLW/AgAGMGTOG8PBwAgMDGTFiBDk5OXzzzTfY2toyZswYpk6dyt69e/njjz8uO3706NGEh4cTGRmJn58fCxcurFEc1aKUqvIBnADsL/reHjhxteOucs5FQDJw5JLtdwORQDQw1bTtYWCw6esfq3P+Ll26KFH/bN68ucL3xcXFyg4UoIpnzrR8QLm5KtLU/rfffmv59uuZS6+fNYWEhKjOnTurwsJC4wZPT6WcnS/s4OmplIND+bcGg0E1bdpUDR8+3MKRXrvDhw+rUaNGKVtbewW2ClDQW9na7lIvvaSUwVCz89al6yeunVy/+k+uofUdO3asxsdmZ2fXYiTVl5eXp/z9/VVmZmatnfPw4cPqhRdeqLXz1RWVXV/gb1WN3KKqIXllvgX2aJr2pqZpbwC7gSVXOeZqvjYlR+U0TbMB5gH3YBzyN1rTtA4Ye7NiTbtdvTi8uGGkp6fTAPAA7DwtXvIBnJxoamuLBiTKWkz1RkFBAYcPH6Z///4Xxkzn58PF45/bt4eLKi9qmsaQIUP473//S4GpV7MuKSoqYunSpdxxxx0EBgbyww8/UFqqgDG4uPyPt97aTE5OGB99VF4tXQghxA1u48aNtGvXjueeew5399pb8adjx47MmSOlCi521YRJKTUTeAzIADKBx5RS711Po0qpbUD6JZtDgWil1GmlVDHwA3A/EMeFIYDVSfDEDSItLY0mwGoANzfLB6BpuAJhwNq1ay3fvqiRv/76i5KSEpo1a3Zho60t3Hrrhe9vvRXy8iocN3LkSHJzc8ur/9QF0dHRTJw4kYYNGzJ27OPs2DEOmIeb20pGjUpg6dIlZGcH869/gYODtaMVQghhSf369ePcuXNMnjzZ2qHc8Kpah6mcUmo/sN/MsfhyoScJjInS7cCnwGeapg0CrjgjW9O0CcAEMI7n3LJli/kiFWaRm5tb4bodOnQIe6CjnR0HkpLItMI1vUOn4xRgc/y4/Ju6ikuvn7XMnz8fgBMnThjjUYpeBQXEtWrFaVN8bTIz8Tl/np0rV1JqSsZ1Oh2Ojo6sXbuWDRs2WK2MfElJCX/++ScRERFER0ebtuqAwSg1hPvvL+bpp0/RoMFhAEzTta5bXbl+ombk+tV/cg2tz93dnRxTsalrpdfra3yssIzCwsIa/x+rqqz4fqVUldOFq7PPNahsIIlSSuVh7OGqklJqAbAAoGvXrqp37961FJawlC1btnDxdcvKyuI48Gvbtjxmrbsnzs54FxcTX1iI/Juq2qXXz1qeffZZAJ588kk6deoEqalQWkqLbt1oURbfd9+BXk9PR0e4KOYxY8awcOFCtm3bxttvv23RuA8cOMCiRYv4/vvvSSuv4OcFTMTWdgIPPtiCDz8EX18w3l+qXXXl+omaketX/8k1tL7jx4/XuDR4jpnKiova4+DgUL7m07Wqaohbe03TDlXxOIzxr3ltiQOaX/S9H5BQi+cX9UzZh8b11rxj4+KCH8bVq0XdV1xcTGRkJA0aNLiwBtPevcbnU6cu7Fg2f6m8B8foo48+wtbWllmzZlW6TkVtS0tL46OPPqJly5Z07tyZzz77jsLCt4HVODouJyQkgXfffYesrBYsXVqWLAkhhBDCkqoaknf1uoO1W4RhL9BG07RbgHhgFDCmFs8v6pmUlBQ0oGVKCqSnG9fPsTQ3N1pi/CBuMBjQ6WQaXV32559/UlpaSkhICDY2NsaNZYmS30WrIZStZh4TU+F4Dw8PJk6cyLx583jiiSf47rvvaj3GvLw8Vq1axaeffsru3bsxGAxlQaHUVPLyJvDuu/Dcc+DiUuvNCyGEEOIaVbUO09lqPOJq0qimaRHALqCtpmlxmqY9rpQqBZ4F/gscB35SSh2tyfnFjeHc2bMooEl+Pjg6WieI227Dw/SlrMVU9/3yyy8ADBky5MLGskX6/P0vbGvTxvgce/G0SaO5c+dyyy23sHLlSiIjI2slrsLCQn799Vf69++Pt7c3o0ePZt++AxhXaRgHbMfW9hQjR07gzBmYNk2SJSGEuNm88MIL5YvQgnFh1yeeeKL8+5deeqnK6nWZmZnl83ivxb333ktmZuY1H1daWoqXlxfTpk275mNr06uvvkrz5s1xMeMfTqvcLldKjVZK+Sil7JRSfkqphabta5RStymlbjVV57smmqYN1jRtQVZWVu0HLSwu9swZALxtbKyXMN1+O91NX0pp8bpNKcV///tf7r77bl566aULL8SZ7uvcdtuFbS1aGJ+Tki47T9lq6Pb29tx5550sXbq0RvEkJibyn//8h/DwcNzc3Bg+fDgbN26kdetHaN58H8XFp3B0zKRp08XMnNmD7GyNn36CVq1q1JwQQoh6rnv37uzcuRMwLh6bmprK0aMX+g527txJjx49rnh8TROmNWvW4OHhUWGbUuqiERCVW79+PW3btuWnn34qW0/VKgYPHsyePXvM2sYNNb5IKbVKKTWhNmvRC+tJTDBOYWtsrWQJoFEjWmIcuxpbSW+EqDuOHDnC6dOnuf/++yveZSpLdMt6lQC8TNMvrzD5s2XLlmzZsoWsrCzGjh1Ljx49OHnyZJXtJyYm8tNPPzF58mS6deuGj48PTz/9NH/99RdKgZdXP3S67zh0aDZpaSH85z8+JCY24Px5mD7devcEhBBC1A09evQoT5iOHj1Kx44dcXV1JSMjg6KiIo4fP15etGDWrFl069aNoKAg3njjDQCmTp3KqVOnCA4O5p///Odl53/ggQfo0qULAQEBLFiwoHx7q1atSE1NJSYmhvbt2/P0008TEhJy1c89ERERPP/887Ro0YK//vqrwvneeOMNQkJCCAwM5MSJEwC8+eabjB8/nt69e+Pv78+nn35afsx3331HaGgowcHBTJw4Eb1ez9mzZ2nTpg2pqakYDAbuuOMO1q9ff1kcYWFh+Pj4VPfHXCPVKisuhDUU5ucTAYQ3bGi9IGJjaYpx4NTKlSsZNmyY9WIRVVq0aBEADRo0qPiCszM4OVVcuNbOzjgnLj//iucLCAjg8OHD9OvXj507d9K2bVvc3d1p3749oaGhFBYWcujQIRITE0lKSipf8NbGxoawsDCmT3+VnTvPEBv7GKdO9SI1tQH29jBqFMycKQUchBCiLps8GQ4cqP7+er0jZVNnryQ4GC4acXeZZs2aYWtry7lz59i5cyfh4eHEx8eza9cu3N3dCQoKokGDBqxfv56oqCj27NmDUoohQ4awbds23n//fY4cOcKBKwS+aNEiGjVqREFBAd26dWP48OF4enpW2CcyMpLFixdftaeqoKCATZs28cUXX5CZmUlERATh4eHlr3t5ebF//37mz5/PRx99xFdffQUYl/zYvHkzOTk5tG3blqeeeoro6Gh+/PFHduzYgZ2dHU8//TRLly7lkUceYcqUKTz55JPcfvvtdOjQgQEDBlT9QzaTqyZMmqYNAz4AvDGW/tYwlvu2wkqi4maSkp5OQ8A1pLYq19eAry/uQB4QFRVlvThElUpLS/n6668BLr/L5OBQ+Tg3J6cLFfSuoHXr1sTExLB8+XLee+89jhw5wokTJzh27Bh2dnbllRwdHBzw9/enS5cuPPTQU+za1YeICDhzxrjmcrNmMGUKTJwI9va18IaFEELckMp6mXbu3MmLL75IfHw8O3fuxN3dne7djZME1q9fz/r168t7m3Jzc4mKiqJF2XDzK/j0009Zvnw5YBw1ExUVdVnC1LJlS8LCwq4a5+rVq+nTpw9OTk4MHz6ct99+m7lz55YXXCq7wdylSxd+/fXX8uMGDRqEvb099vb2eHt7k5SUxKZNm9i3bx/dunUDjMmYt7c3AE888QTLli3j888/v2IiaAnV6WH6EBislDpu7mCEKGMwGEjOyGA2MODNNytdpMsiWrTAAXDUNJnDVIetW7eOzMxM3N3d6d+/f8UXExKgsl7K4mI4dKha5x86dChDhw4FqFAt8fz583h4eODo6Mi+fcahdcOGgcEAt94KERHwwAPGnE0IIUT9UVVPUGVycgpqZR2msnlMhw8fpmPHjjRv3pzZs2fj5ubG+PHjAeP8omnTpjFx4sQKx8ZcUvn1Ylu2bGHjxo3s2rULJycnevfuXenyGc4Xj8aoQkREBDt27KCV6YZkWloamzdvpl+/fgDYm+4O2tjYUFpaWn6c/UV3DcteU0rx6KOP8t57713WTn5+PnGmuci5ublWW+uqOnOYkiRZEpaWnp6OQSl2Apo1yomXMVVW87SxIT093XpxiCp98MEHAIwbNw5b20vuAx04AJX1Drq7Q0kJXONE1YtLyzdq5MPPPztyyy3QtSusX29Mjp56CrZvNw6/k2RJCCFEdfXo0YPVq1fTqFEjbGxsaNSoEZmZmezatat8yNvAgQNZtGgRubm5gLGKb3JyMq6uruRcYe3KrKwsGjZsiJOTEydOnKgw56gqjzzyyGUFFbKzs9m+fTvnzp0jJiaGmJgY5s2bR0RERI3ec9++ffn5559JTk4GjJ8Bz5oq3E6ZMoWHHnqIt956i3/84x81On9tqE7C9LemaT9qmjZa07RhZQ+zR1YDUiXvxpFkql7mD/D999YLxHTnxMfG5oq/hIR17d+/n+3btwPw2GOPXb5DcXHlNbobNTImSzX4fREbaxzf3qIFPPIInD9v/Kfy5ZeQkQHz50PTptd8WiGEEDe5wMBAUlNTKwyLCwwMxN3dHS9TwaIBAwYwZswYwsPDCQwMZMSIEeTk5ODp6UmPHj3o2LHjZUUf7r77bkpLSwkKCuJf//pXtYbdARw6dOiyoe6//vord911V4Xeovvvv5+VK1dSVFR0ze+5Q4cOvPPOOwwYMICgoCD69+/P+fPn2bp1K3v37i1Pmho0aMDixYsvO/6VV17Bz8+P/Px8/Pz8ePPNN685hqtSSlX5ABZX8lh0teOs+ejSpYsS9c/mzZvLv960aZPSgboHlHr/fesFpZRS9vbqoSZNFKAyMjKsG0sddvH1s6RBgwYpFxcX9cILL1z+osGgFCgVEnL5a/fdZ3ztxIlqtaPXK7V6tVLduhkPA6UGDFBq3TqlMjOv803UAda6fqJ2yPWr/+QaWt+xY8dqfGx2dnYtRlI3ZGVlqREjRlg7jFpT2fUF/lbVyC2uOodJKVXJLVshzKusW9YXLpSAthZfX0b4+bE0KYmoqKjySYnC+rZt28bvv//O+++/z5QpUy7fISPD+HzJpFbgQhfQuXPQtu0V20hMhHnzjI+y07m6Ggs4vPaacWSfEEIIcaNxc3Nj2bJl1g6jTrjqkDxN0/w0TVuuaVqypmlJmqb9ommanyWCEzevhIQEDEAzMA6dsiZ3d9qbyk9fbS0eYTklJSU89dRTuLi4MGLEiMp3Mi1+TOPGl79WlvhWUkHPYICNG40FHJo3h3feMSZLAQHwww+Qng6zZkmyJIQQQtwMqjOHaTGwEuNnV19glWmbEGaTmppKH+BFqLx3wJLi4rA7fBigQmlMYV0ffvghx44dIzc3t3xy6GXK5idVNla7WTPjc2Zm+aaUFHjvPeNL/fvD6tXw/PMQGWnMvY4cgf/7P7i0roQQQgghblzV+bPfWCl1cYL0taZpk80VkBAAiYmJNLCxwd3bG/ys3KHp5kYz03o7shZT3bB7927eeOMNbGxsGDx4MHfddVflO5YtTFtZwmRKxNXadfxZ0I05c4wJkl5vfNnbG155BV56yQxvQAghhBD1RnV6mFI1TRuraZqN6TEWSDN3YOLmduzYMQ4YDKT261de2ttqGjXCwWDA3t6ehIQE68YiiI+PZ/jw4dja2uLk5MRnn3125Z3PnTM+VzJ2LtvBm0IasPSDOO68E9atMyZLPXvC778bK99JsiSEEEKI6iRM44EHgUTgPDDCtK3OkbLiN46zZ8+SpBQGDw9rh2LsagC8PDzIzMwsqx4prCA7O5tBgwaRkpJCUVERX3zxBb6+vlc+wFRuHNNaFQAnT8KECeAd7k839hJV2opFi4zD7iIj4c8/4d57QVed345CCCGEuOFd9SOBUuqcUmqIUqqxUspbKfWAUuoKEwasSym1Sik1wV1mYtd7GRkZ2AJe1lyDqYypmtqtXl7o9fryFaeFZRUUFDBixAiOHj3Kt99+y+zZsxk9enTVB5mqLSq/5mzfDgMHGgviffklFBVpFGNPF4/TPPYYtGwJt91mgTcihBBCVCItLY3g4GCCg4Np2rQpvr6+5d8XFxdftn96ejqff/75Vc9bWlqKRzVvQO/duxdN09i0adM1x19bDAYDAwcOxMPDgwceeMBqcVzsinOYNE17RSn1oaZp/wYuu6WulJpk1sjETSs/P5+ioiKaAbq6MLs+LAwWLmRgSAjbjh5l//79NG/e3NpR3VSysrIYMmQI27Zt46uvvuLBBx+s1nGGtAx0QPf7GvHXXmOvkaYZE6eXXoK+gzqh6V2AL80avxBCCHE1np6eHDhwAIA333wTFxcXXn755SvuX5YwPfnkk7UWQ0REBD179iQiIoK+ffvW2nmvhaZpvPLKK+Tk5PD1119bJYZLVdXDdNz0/Dewr5KHEGYRHx8PQCuwfklxgJAQAJ675x4Ajhw5Ys1objrnz5/nrrvuYvv27dja2lartHtuLsydC88cmkA/NpCcZsP8+cZ5SqdPw9q10K8faE6OFwpDCCGEEHXUhx9+SMeOHenYsSP//ve/AZg6dSqRkZEEBwczdepUsrOzueuuuwgJCSEoKIjVq1dfUxsGg4FffvmFJUuWsHbt2vJerejoaDp27Mjjjz9OQEAA99xzD4WFhQD07NmTqVOnEhoaStu2bdm5cydg7NV68cUXCQ0NJSgoiK+++gqAZcuWMXDgQMD4ee+2224rX3uzjKZp9O3bFxcXl5r/wGrZFW/fK6VWmb7MV0pVWLVK07SRZo1K3NTKEqZboPL1cyzNlLS5xsXRqlUr9u7da+WAbh47d+5kxIgRpKamopQiPDycadOmXXH/8+fhgw/giy/A+Lt8Iq2JYsUK6NixkgM6djR2OQkhhBAXmTx5cnlvT3Xo9XpsbGyq3Cc4OJiPP/74mmPZs2cPS5cuZc+ePej1ekJDQ7nzzjt5//33iY6OLo+zpKSEFStW4OrqSnJyMj169OC+++6rdjvbtm2jXbt2+Pv706NHD9atW8eQIUMAiIyMJCIigsDAQIYNG8Zvv/3GqFGjAFBKsWfPHlauXMlbb73FunXrWLBgAd7e3uzZs4eioiLCwsIYMGAAI0eO5JdffuHzzz9nxYoVzJw5E2/TXPG6rDrTmiv7dHLlTyxCXKeyhOlLAB8fq8YCgLMzAGrjRuLj49myZYt147kJGAwG5syZw5133kleXh4lJSXcf//9/Pe//610HPaRIzB+PLRoAZ98YkyWQkPhd69HiQwbV3myBNCkCaRJ0U8hhBB1159//snw4cNxcnLC1dWVBx54gO1lRY0uopRiypQpBAUFMWDAAGJjY0lNTa12OxEREeVJ0KhRo4iIiCh/rXXr1gQGBgLQpUsXYmJiyl8bNmzYZdvXr1/P4sWLCQ4O5vbbbyczM7N8aZZ58+YxY8YM3NzcGDmyfvTBVDWH6R7gXsBX07RPL3rJDSg1d2Di5lWWMOnAOG7K2ry8ANBSU2natCmxsbHk5ubWqa7iG8mZM2cYN24c27Zto1+/fuzdu5dXXnmFd999t8LdO6Vg40aYNg327QMnJ5g40bio7BNPmHqUGq+BkCrmOyllHKOXmFhe3EMIIYS41p6gnJwcXF1dzRJLdavzfvPNN2RlZbF//35sbW3x8/MrHzp3NSUlJSxfvpw1a9YwY8YMDAYDmZmZ5OXlAWBvb1++r42NDaWlF1KBstcu3q6UYv78+ZXOg4qLi8PGxobExESUUmj1YKRHVT1MCRjnLxVSce7SSmCg+UMTN6t9+/Zhq9NxHuCxx6wdjnHIlq0tZGQQEBAAGBdOFbXLYDCwYMECAgMD2bNnD4sWLWL9+vVERUXxwQcflCdLJSXw1VfG3qQBA4zJkqenMe/57DP4+GNTsqTXG3uPqiocYmtr7I666E6ZEEIIUZf06tWL5cuXU1BQQG5uLitWrOCOO+7A1dWVnJyc8v2ysrLw9vbG1taWDRs2lN+Avpher6djJcMu1q9fT7du3YiNjSUmJoZz584xePBgVq5cWaOYBw4cyPz588sTqMjISAoKCigpKWH8+PH89NNP+Pv788knn9To/JZW1Rymg8BBTdO+V0qVWDCmGtM0bTAwuHXr1tYORVyH6OhoSg0GdG5ucJXxwBZjbw/Z2fTp04d169axZs0aq1WPuRH9/fffPPPMM+zZswd3d3fy8vLw8vJC0zQam+axZWUZy4G///6FUXStWsEbb8CYMdCgwSUnzcw09iAdPHjlhsuGfJ47Z6yGKIQQQtQxoaGhjB49mm7dugHw1FNPlQ+P69q1K4GBgQwaNIgXX3yRwYMH07VrV0JCQmjTps1l50pJSam0xyoiIoKhQ4dW2DZ8+HAWL15c3u61mDhxIufOnSM4OBgAb29vVqxYwXvvvUffvn3p3r07AQEBhIaGcu+993LbJet6hIeHEx0dTW5uLn5+fixZssS6n7uUUlU+gDbAz8Ax4HTZ42rHWfPRpUsXJeqfzZs3K6WUatq0qdKBKgWltm2zblBlGjdWytFR7dy5UwGqU6dO1o6ozim7ftciJSVF/eMf/1CAcnZ2VnZ2dsrd3V0tWrRIGQwGpZRS584pNXasUk5OSoFSoaFK9eih1J9/KmXapXKHDhkPGDHiyvt89JFxnw8+uObYbzQ1uX6i7pDrV//JNbS+Y8eO1fjY7OzsWozEfJYvX67mzZtn7TCsorLrC/ytqpFbVGeRm8XAG8BcoA/wGFD3BxuKeis9PR1PnQ4bg6F8/pDVhYXBli107tyZ7t27c+DAAUpLS7GtC+tE1UOFhYXMnz+fd955h+zsbPz8/IiLi2P06NHMmjULX19f9u2Dl1+GshobrVrBL7+UV3m/utOnjc9VFQ5p1cr4LIsRCyGEuAnUlYVg65vqVMlzVEptAjSl1Fml1JvAXeYNS9yscnJyKC4upnxZ2LpSarJbN8jJwUHTeO6558jPz+d///uftaOqd0pLS1m8eDG33XYbL730EsHBwRw8eJBvvvmGrVu38t1333PwoC8BAdC1qzFZcnGB6dPhwIFrSJbgwrwkX98r79OihfE5I6OG70gIIYQQN7rqJEyFmqbpgChN057VNG0oUEc+xYobTVk5yk5gLLbQsKE1w7nAycn4HBND586dAfj999+tGFD9opRi+fLlBAUFMX78eLKzswG49957CQgIoHv3Phw82IuOHWHQIOOUIh8f43pKaWkwcya4u19jo2W9RmVJUWXK1vm6S+4BCSGEEKJy1UmYJgNOwCSgC/Aw8Kg5gxI3r7KE6X2Dwbj+ka46/0Qt4Px54/PBg+UV8n7++WcrBlQ/KKW7YNm7AAAgAElEQVT4/fffuf322xk2bBjx8fFomoZOp+PDDz/k4YefYfp0Y5W7SZOMBeu+/RYSEiA+HiZMqKSYQ3U5OBife/S48j5lQz6vYZ0KIYQQQtxcrvppVCm1VymVq5SKU0o9ppQappT6yxLBiZvPmTNnALAH6N/fqrFUcOutxueTJ7njjjsAOHr0KElJSVYMqu4yGAz89ttvdO3alfvuu4/k5GQ6dOiAXq9nypQp7Np1imPH/knz5o689x7k5xuX3Pr9dxg7FlxdjR2M16WwEBwdq+5hcnY2VmKU5FcIIYQQV3DVhEnTtM2apv1x6cMSwYmbz7p169BpGiVgrBVdV7Rvb3w+c4ZbbrkFX9O8mN9++82KQdU9BoOBn3/+mc6dOzN06FAiIyOZNWsWUVFRrFixgs2bY8jMfI+goIZ8/bWx6vfDDxuH4G3YcOHHXCuioowJUVUL/mmasQsrMrIWGxZCCCHEjaQ6451eBv5pevwLOIBxQVshal10dDRKKRoCeHhYO5wLyj7Jx8YCcPfdd6PT6fj222+tGFTdUVJSwoYNGwgMDGTkyJGcOnUKAFtbW9q3b8+BA3Y88khrQkO9WLgQHn0Uli83zk/65hvw8zNDUIcOQXr61buqnJygoMAMAQghhBDXxsbGhuDgYAICAujUqRNz5szBYDCYpa3u3bvX6LiUlBTs7Oz44osvajmi6ouNjaVPnz60b9+egIAAsy+Ae9WayEqpfZds2qFp2lYzxSNucklJSbjY22NTVAQrVxrHadUFZcUBTEPw+vXrx8KFC9mxYwdnTL1ON6O8vDwWLlzInDlzOHv2LC4uLgA0aNCAKVOm0r79s7zyigfHjhn3b9jQeFl79rRAcDk51ZsA5epqzNz0+rqzULIQQoibkqOjIwcOHAAgOTmZMWPGkJWVxYwZMyrsVxtLm+zcufOybXq9Hpur/C1ctmwZYWFhREREMHHixOuKoaZsbW2ZPXs2ISEh5OTk0KVLF/r370+HDh3M0l51huQ1uujhpWnaQKCpWaK5TpqmDdY0bUFWVpa1QxE1YDAYyMnJwa+sIl3r1tYN6GI6Hdx2W3mv1z333MPGjRvRNI2vv/7aurFZQXJyMq+//jrNmzfn+eefp3nz5sycOZMJEyYwc+Z7fPxxDMuWvcbIkcZkydcXliyBlBQLJUsAeXkXqhtWpawSo5QWF0IIUYd4e3uzYMECPvvsM5RSfP3114wcOZLBgwczYMAAHn74YVasWFG+/0MPPcTKlSsrnCM3N5e+ffsSEhJCYGBghf3LbnJu2bKFPn36MGbMGAIDA68aV0REBLNnzyYuLo74+PgK53v11Vfp1KkTYWFh5fO8x40bx6RJk+jevTv+/v4VimbNmjWLbt26ERQUxBtvvAHA3r17CQoKorCwkLy8PAICAjhy5EiFGHx8fAgxrTXi6upK+/btK8RS26qTmu4DFMbFakuBM8DjZovoOiilVgGrunbt+g9rxyKuXXx8PEopOjo5GT+8lhVaqCvatStf28fd/f/Zu+/wqKqtgcO/kwaEEggQeu8QQmihd6WDIIg0EVFpwsWGAqKoyEX5LFdERBBQEENTioIKIr1IR1roLbTQEhJIz/7+2JnQkjBJZuZMkvU+T56dKeeclUzQWbP3XsuLNm3a0LFjR7799lvGjRtHjhw5zI3PAU6dOsVnn33GnDlziI6OxjMxIZk2bRrXroVy/HgLJk/WFb0rVoQWLXTz2U6dbFDEIa2io+/NDKamSBGdEEdEOE+jZCGEEOZr2fLR+3r1guHDdbWijh2T7s5lWaUwcKD+un4devZ88FhLJ/Y0KF++PAkJCYSEhACwfft2/v33X7y9vdm4cSNffPEFTz31FGFhYWzbto0ffvjhgeNz5szJsmXLyJcvH9evX6dhw4Z07doV46H/Ke/cuZNDhw49dsXMhQsXuHLlCgEBAfTq1YtFixbx+uuvA3rVScOGDZk0aRJvvfUWs2bNYvz48QBcvnyZLVu2EBQURNeuXenZsydr1qzhxIkT7Ny5E6UUXbt2ZdOmTTRv3pyuXbsyfvx4IiMj6d+/P76+vinGdPbsWfbt20eDBg3S/Pu1ljVV8soppconjpWUUm2VUlvsFpHIto4fPw5AK0s5aLtsbMkAFxdIrOIHer/V3bt3uXr1KosXLzYxMPvbtWsXzz77LJUqVWLmzJlJ99eqVYvFi5exenVNunVrwiuv6JLg8+ZBUJD+f0PnziYkS3fvQkKCdX28GjTQhSGc7e9NCCGEQLfosHjyySfx9vYGoEWLFpw8eZKQkBACAwPp0aPHI8v0lFKMGzcOPz8/nnjiCS5evJhshd+AgACrthcsXLiQXr16AdC7d28CAwOTHvPw8KBz584A1K1bN6lVDEC3bt1wcXGhevXqSddfs2YNa9asoXbt2tSpU4egoCBOnDgBwHvvvcfatWvZvXs3b731VorxRERE0KNHD/73v/+RL1++x8afXlYtfjQMozFQ9v7nK6Xm2SkmkU3dSlwS1d/dXd9RvLiJ0STjwgW9LyYqCnLmJGfOnKxfvx4fHx8mT55M3759H7vuNzOJjY3ll19+4csvv2T79u3ky5ePUaNGMWfOHFq2bMmoUW+xZUsTXnhBr34Dg9at4csvIZUPghwj8ZM4evR4/HMLFdIJ061b1s1ICSGEyB5SmxHy9Hzg8cjwcPLmzXvv8UKF0jWj9LDTp0/j6uqKj48PALlz537g8eeee44FCxawcOFC5syZ88jxCxYs4Nq1a+zZswd3d3fKli1LVFTUI897+LwpCQwM5OrVqyxYsACAS5cuceLECSpVqoS7u3vSzJWrqytxcXFJx92/CseSACqlGDt2bLL7oG7evElERASxsbFERUUlG19sbCw9evSgX79+PP3001bFn17W7GGaD3wKNAXqJ37Vs2tUIls6f/48+fPnJ49hQJUqupupM0ksJW5ZlleyZElat26NUoqjR4+ycOFC82KzoRs3bvDxxx9Trlw5evfuzb///kuJEiU4f/48X3zxBQcPnqFJkxX07duECRP0ZE7nzvDTT/+wbp0TJEtwL2FKXN+cKsuMZhZ5/YQQQmQN165dY+jQoYwYMeKRJXQWAwcO5H//+x8ANWrUeOTxsLAwfHx8cHd3Z/369Zw7d86qa7dp0+aRPUHHjh3jzp07XLx4kbNnz3L27FnGjh2b7vc/7dq1Y86cOURERAB6a4Zl6eHgwYOZOHEi/fr14+23337kWKUUL774ItWqVUtaEmhP1sww1QOqK5VaMxMhMm7jxo0YhoFx+za0bauXwDkTy56qAwf0fibgpZdeom/fvpQvX5533nmH7t27J+3ryWwOHz7M1KlTmTdvHlFRUUmbQXPmzMnzzz9PVFRO3nsPZszwJiZG9xUeP14nSN7esGHDo59YmcbyP4TY2Mc/t2hiDZuHNpQKIYQQjhYZGYm/vz+xsbG4ubnx3HPPpZoQFClShGrVqtGtW7dkH+/Xrx9dunShXr16+Pv7UzXx/UtqEhISOHnyZNLSP4vAwEC6d+/+wH09evSgd+/evPvuu1b8dA9q27YtR48epVGjRoAuGvHjjz/yxx9/4ObmRt++fYmPj6dx48b8/ffftG7dOunYrVu3Mn/+fGrWrIm/vz8A//3vf+l4374ym1JKpfoFLAGKPe55zvRVt25dJTIfFxcXVa5sWaVcXJQaOdLscB41a5ZSoNT48Ul3RUZGKm9vb9W0aVMFqPH3PZYZxMXFqZUrV6onn3xSASpnzpyqZcuWClA1atRQs2bNUhcu3FVDhijl5qZ/fBcXpfr1Uyoh4cFzrV+/3pSfIVkTJ+pgv/zy8c/dt08/t0sX+8flxJzq9RNpJq9f5ievofmOHDmS7mNv375tw0isd+fOHVW+fHkVGhpqs3MePHhQvfbaazY7n7NI7vUFdisrcgtrZpgKAUcMw9gJRN+XaHW1ffomsqsTJ06QkJBAtQoV9JK3rVvNDulRtWrpMXFDIujZl3HjxhEeHk6ZMmX4+OOP6datG3Xr1jUpSOtcvHiR2bNnM2vWLIKDg8mVKxedO3dm7ty55MuXj02bNlG7dhs+/9ygYkVdcM7VVTecnTIFEpdSO6/gYD2WLfv451oq412/brdwhBBCCFv766+/GDRoEK+//jpeXl42O6+vry+ff/65zc6XFViTML1v7yCEWLZsGQAtatSAdeugVCmTI0pGzZp6X9VD5cPfeOMNQBet2LhxI3379mXnzp02/Y+XLSQkJLB27VpmzJjBypUrSUhIoEBiFTnDMAgICKBQoULcugWLFz/BU09BZCR06aJXrU2alImqbl+6pEdrKt9Z9srdvGm/eIQQQggbe+KJJzh//rzZYWQLj02YlFIbDcMoA1RSSv1lGIYnkHVKgQmnsGnTJgC6Wd7gOlsPJtDFASpUgMuXH3lIKcX69esZP348I0aMoE+fPqxYsQJ3S8U/E509e5b58+czd+5czpw5Q+HChalcuTJBQUHkz5+fMWPG8PLLL+PiUoARI+DbbyEuTidJ//zjJEUc0spS9MGawiG5coGbGzjBayWEEEII5/PYhMkwjJeBwYA3UAEoAcwA2tg3NJGdREdHkytXLiqHhuo7qlUzN6CUGEayxQEiIyMZMWIExYsXZ+rUqQwfPpwBAwYwf/78R3oiOEJ4eDhLly5l3rx5bEgsa1qoUCGmTZvGSy+9xN69ewkNDaVdu3bcuePCe+/B9OkQE6Nzh5dfhk8+sa6NkVO6cUOP1lZaLFHCuop6QgghhMh2rClD9grQBLgNoJQ6ATj7DgaRyYSEhODn5wenTuk7/PzMDSglwcFw9aru23MfT09Ppk6dyp49e7h69SpTpkxh4cKFdOnShVBLEmhnkZGRrFixgv79+1O0aFEGDRrEwYMHk5bdubi4UKVKFXLkyEGjRo1o1qwDU6a4UK4c/O9/EB+v9yhdvgwzZ2biZAnAw0N3aLeyrwSFCskeJiGEEEIky5qEKVopFWO5YRiGG+CUJcYNw+hiGMbMsLAws0MRaXDr1i0OHz5M+fLl9bKovHmhenWzw0pe0aKQkHBvBuM+PXv2ZMCAAXz44YdUq1aNmTNnsnbtWnx9ffn999/tEs7t27dZunQpvXv3xsfHh27duvH777/Tq1cvPDw8uHHjBjVr1iQwMJALFy7wxBNPEBmpy4EXLgxjx0KDBrBpE1y8CN9/n4n2KaXmxg2oVEnPCFojNhbWr7d04BVCCCGESGJNwrTRMIxxQC7DMJ5Elxn/1b5hpY9S6lel1GBn22wvUjdv3jzi4+P1fp+wMChXDhJ7ADmdMmX0aJkJe8j06dOpU6cOffv25amnnmLHjh14eXnRsWNHunfvzvbt2zN0+bi4OHbs2MHEiRNp1qwZBQsW5JlnnuHPP/+kTJkyNGnShCtXrjB37lxmz57NiRMn2LhxI71798YwPPi//9OJ0qRJuvLdkCGwahU0awZFimQoNOeRkKD3MCWT1KbI01NXuLh61X5xCSGEEKl47bXXkprQgm7s+tJLLyXdfuONN1KtXhcaGsr06dPTfN2OHTumazVMXFwchQoVYuzYsWk+1lbu3r1Lp06dqFq1KjVq1GDMmDF2uY41CdMY4BpwEBgCrFZKvWOXaES2ZJl9adOmDRw/rt+8OqsqVfS4b1+yD+fOnZtff/2V6dOn4+PjQ7169di7dy/vv/8+GzdupHHjxtSpU4f33nuPzZs3czOFymxKKW7evMnevXtZtGgRo0ePplWrVnh7e9OoUSMmTJjAzZs3qV27NoULFyY0NJRTp05RpkyZpG7g/fv3p2LFiiQkwKJFepvOW2/pSZROneDMGZgxwy6/JXPdvKmXTB48aP0xlmzxyhX7xCSEEEI8RuPGjdm2bRugK9tev36dw4cPJz2+bds2mjRpkuLx6U2YVq9eTf78+R+4TylFQkJCqsetWbOGKlWqsHjxYkvvVlO8+eabBAUFsW/fPrZu3WqXVT3WJEwjlVKzlFLPKKV6KqVmGYYxyuaRiGzrwIEDuLu7U7p0aT1zc+GC2SGlLLGbNPv3p/iUYsWK0b9/f0D/R+iVV17hlVde4fz583z55Zd4enoyadIkmjdvTsGCBSlUqBCVKlWidu3a+Pn5UaFCBby8vChYsCB169ald+/eTJ06lfDwcBo3bsysWbMICQlhyJAhHDhwgEaNGrFgwQJCQkJYsGBBUpEJpWDlSl3LoHdvXeSvRQudk/72273JsizHUiHvoQ7lqbKUsT93zvbxCCGEEFZo0qRJUsJ0+PBhfH19yZs3L7du3SI6OpqjR49Su3ZtAP7v//6P+vXr4+fnx4QJEwAYM2YMp06dwt/fn9GjRz9yfkufyBo1ajBz5syk+8uWLcv169c5e/Ys1apVY/jw4dSpU4cLj3k/FhgYyKhRoyhdujQ7dux44HwTJkygTp061KxZk6CgIADef/99Bg0aRMuWLSlfvjxTp05NOubHH38kICAAf39/hgwZQnx8POfOnaNSpUpcv36dhIQEmjVrxpo1ax6IwdPTk1atWgHg4eFBnTp1CLb0YrQha8p3PQ98+dB9A5O5T4g0S0hI4OrVq5QrVw6XmBhdz7pYMbPDSlmXLno2IirKqqcfOXKE77//nkWLFjFw4ED69u3LyJEjuXXrFtu2bePYsWOcPHmSsLAwIiIicHNzw9PTE29vb0qUKEFYWBghISEcP36c7du3ExcXR79+/ShUqBAvvPACAwYMeORTIYAtW+DFF3VylD8/zJ8Pffro5rNZniVhSkt33fLl9XjypO3jEUIIkSm1bPnofb16wfDhcPcudOx47/74+Fy4usLAgfrr+nXo2fPBYxOL1qaoePHiuLm5cf78ebZt20ajRo24ePEi27dvx8vLCz8/Pzw8PFizZg0nTpxg586dKKXo2rUrmzZt4uOPP+bQoUPsT+FD3Tlz5uDt7U1kZCT169enR48eFHyomuyxY8eYO3fuY2eqIiMjWbduHd9++y2hoaEEBgbSqFGjpMcLFSrE3r17mT59Op9++infffcdAEFBQaxfv57w8HCqVKnCsGHDOHnyJIsWLWLr1q24u7szfPhwFixYwIABA3j77bcZOnQoDRo0oHr16rRt2zbFmEJDQ/n1118ZNcr28zopJkyGYfQB+gLlDMNYed9DeYE0bA4QImWbN29GKUX9+vXJZWm+VrasqTGlKlcuXUzg9Gmrnv7mm2/SsWNHJk2axHfffce0adN45plnWLx4MZ07d+bAgQOUL1+e6Oho7ty5w4ULF2jbti0DBgwgODiYUqVK4ebmRq1atXjzzTfp0KFD0n+Q8ubN+8j1Dh7UidKuXfp22bIwZw4kfviSPaSlaa1FpUp6dLFm0l0IIYSwD8ss07Zt23j99de5ePEi27Ztw8vLi8aNGwN6KdyaNWuSZpsiIiI4ceKEXqmTiqlTp7Js2TIALly4wIkTJx5JmMqUKUPDhg0fG+dvv/1Gq1at8PT0pEePHkycOJEvvvgC18RPZp9++mkA6tatyy+//JJ0XKdOnciRIwc5cuTAx8eHq1evsm7dOvbs2UP9+vUBnYz5JH7o+dJLL7FkyRJmzJiRYiIIej9Vnz59+M9//qOLiNlYajNM24DLQCHgs/vuDwf+tXkkIluyTJv269ePvBs36judtUKexd27VidMANWrV2fBggXcvn2b5cuXkzux1HVCQgLvvfde0hphNzc3ihcvrsurAyVLlmTbtm3UqlULz8fs6zp/Ht59F+bN07cLF4Yvv9RL8awtFJdlWF6btKw5LF5cj87+tyeEEMJhUpsR8vR88PHw8MgHPsgsVOjxM0rJsexjOnjwIL6+vpQqVYrPPvuMfPnyMWjQIEDvLxo7dixDhgx54NizZ8+m8rNs4K+//mL79u14enrSsmVLopJZLZPbynYcgYGBbN26lbKJH3LfuHGD9evX88QTTwCQI0cOAFxdXYmLi0s6znL//Y8ppXj++eeZPHnyI9e5e/du0nvFiIiIZD8sBhg8eDCVKlXi1VdftSr+tErx41Sl1Dml1AZgk1Jq431fe4FJdolGZDv//PMPnp6etGvXjjxnzug7LfuEnNXFixAaqquqpUG+fPkYMGAAPXr0AHRfpNjYWG7fvk10dDSxsbGcO3eOt956K+mYRo0apZoshYXBoEF6gmTRIujfH6ZO1b2U+vTJhskS6OWShgGDB1t/TNGiepQqeUIIIUzUpEkTfvvtN7y9vXF1dcXb25vQ0FC2b9+etMKkXbt2zJkzh4iICAAuXrxISEgIefPmJTw8PNnzhoWFUaBAATw9PQkKCnpgz1FqBgwYwM6dOx+47/bt22zZsoXz589z9uxZzp49y9dff01gYGC6fuY2bdqwdOlSQhKX1N+8eZNziXuK3377bfr168eHH37Iyy+/nOzx48ePJyws7IEKg7ZmzfqTJ5O5r4OtAxHZj1KKpUuX4u/vj4eHB3E5c+oHkls07ExKlNBjGmaZUuLi4kLevHnx8PBI03GxsfDRR3o71dy5uhL78eN6r9LIkdlkr1JKrl3TU2xp6bxbuLAe/+//7BOTEEIIYYWaNWty/fr1B5bF1axZEy8vLwolNkps27Ytffv2pVGjRtSsWZOePXsSHh5OwYIFadKkCb6+vo8UfWjfvj1xcXH4+fnx7rvvWrXsDuDff/+l2EN7y3/55Rdat279wGzRU089xcqVK4mOjk7zz1y9enU++ugj2rZti5+fH08++SSXL19m48aN7Nq1Kylp8vDwYO7cuQ8cGxwczKRJkzhy5Ah16tTB398/ab+ULRkplQE0DGMYMByoANy/EzovsE0p1c/m0dhIvXr11O7du80OQzyGpTxm9+7d+eWXX7jcqRPF9u7V0yPO7NlnYfFi+PlnSFyj6yhKwcKFMGKErp5tGNC3L3z1VdryA3vYsGEDLZ0h2W3RAo4e1QUc8uWz/ricOcHDA27ftl9sTsxpXj+RLvL6ZX7yGprv6NGjVKtWLV3HhoeHp7hcLLO6ffs2L774IkuWLDE7FJtI7vU1DGOPUqre445NbYbpJ6ALsCJxtHzVdeZkSWQelk8A+vTpA0DeoKC0vcE1S61aekyhF5O9/PMPNG+uE6SbN6FJEz2r9OOP5idLTuXcOT3LlFZ58+omVSb2khBCCCGcRb58+bJMspRRqe1hClNKnVVK9Uncz3QOuA50MAxjleNCFFnV2rVrcXFxoVu3bgB4nj8PietxnVqVKnpq58ABh1zuzBld5a5hQ50gTZ6sN5Ju2QIVKzokhMwlLExXu0vrJ30FCkBCQradYRJCCCFE8h7bh8kwDA+gI7rEeHvgZ2CGneMSWdydO3cIDg6mQoUKuLu7Q3w8hrP3YLJ46ilo0+Ze+Wo7uX0bXn9dlwVXCnx9Ydu2tOcB2U5EBOTOnfaKFz4+cOIEXLkCXl72iU0IIYQQmU6KM0yGYTxpGMYc4AzQE5gP3FRKvaCU+tVRAYqsadUqPUnZ0dL1be9eDLjXD8eZubnp8tNBQXZZvpWQAF9/rXPH2bP15caN072VJFl6jMhI3fw4PUs7y5XTM1Nu1vTzFkIIIUR2kdoepj/RBR+aKqX6JyZJCY4JS2R1V65cAeCVV17Rd2zdqkdnLyluceSI3u+S2BvAVnbs0EvvRozQ7Z6eflpXMZ80SdckEI9hKRjyUCM+q9SqpbNVS8U8IYQQQghST5jqAjuAvwzDWGsYxouAUxcrNgyji2EYM8PCwswORTzG8uXLqV69OlWqVNF3WAooJPYYcHqJvQI4etQmp7t0Cdq31z9+cDDMmgV79+pCfPL+PQ0syyQnTkz7sZZeTBcv2i4eIYQQQmR6qRV92KeUelspVQF4H6gNeBiG8bthGGnoCOk4SqlflVKDvWT/gVPbsWMH69evp0GDBvfuLFUKZRgQEGBeYGlRs6YeDx7M0GmiomDMGChdGv78U4/HjsFLL0Ht2jaIM7uxzDCVK5f2Y4sU0eMk6csthBDC8W7cuIG/vz/+/v4ULVqUEiVKJN2OiYl55Pk3b95kxozHlxWIi4sjf/78VsWwa9cuDMNg3bp1aY7fVvbs2UPDhg3x9fXFz8+PpUuXmhaLhTWNa1FKbVVKjQBKAP8DMsk0gHBGU6dOBUiqjgfAmTNEFSmSedadWRKmh7pfW0spWLIEiheHTz7Rt195Ra/0k31KGXDqlB7Pn0/7sZYZJjsX8xBCCCGSU7BgQfbv38/+/fsZOnQor732WtLt5BrcW5swpUVgYCBNmzYlMDDQpudNizx58rBgwQIOHTrE6tWrGTFiBOHh4abFA1YmTBZKqQSl1J9KqRfsFZDI+tasWYObmxtdunS5d+eGDcR7epoXVFpZilPs2ZPmQw8fhrZtoVcvuHULGjfWxdmmTdPF3UQGnEzssZ2e0uCWhOnqVdvFI4QQQtjAlClT8PX1xdfXl6+++gqAMWPGcOzYMfz9/RkzZgy3b9+mdevW1KlTBz8/P3777bc0XSMhIYGff/6ZH374gd9//z1pVuvkyZP4+vry4osvUqNGDTp06EBUVBQATZs2ZcyYMQQEBFClShW2bdsG6Fmt119/nYCAAPz8/JJ6by5ZsoR27doBcPHiRSpXrkyIZZtDoipVqlChQgUASpYsScGCBbl+/Xo6f3O2IeWghEOdPHmSGzdu0KBBAwxL2ee4OLh0CZX4jyNTqFJFFxY4c0avq7NiZuzWLXj1Vd1oNl8++OILXeNCGrvbkGVmybK8Li0shSJu3rRdPEIIITKtlsn8D7pXr14MHz6cu3fv3qv0C8THx+Pq6srAgQMZOHAg169fp2fPng8cu2HDhnTFsXPnThYsWMDOnTuJj48nICCAFi1a8PHHH3Py5En2798PQGxsLCtWrCBv3ryEhITQpEkTOnfubPV1Nm3aRNWqVSlfvjxNmjThjz/+oGvXrgAcO3aMwMBAapozvhIAACAASURBVNasydNPP83y5cvp3bs3AEopdu7cycqVK/nwww/5448/mDlzJj4+PuzcuZPo6GgaNmxI27ZteeaZZ/j555+ZMWMGK1asYNKkSfj4+KQYkyUBK1u2bLp+d7aSphkmITJq8uTJAAwbNuzenf/+C0BkyZJmhJQ+NWrAjBm6qtrhw6k+NT4epk6FEiVg3jzIlUsvvXv1VUmWbM6yhyk9CZOLC3h6SuNaIYQQTmXz5s306NEDT09P8ubNS7du3diyZcsjz1NK8fbbb+Pn50fbtm25cOFCmmZmAgMDk5Kg3r17P7Asr2LFitRM3I5Qt25dzp49m/TY008//cj9a9asYe7cufj7+9OgQQNCQ0M5ceIEAF9//TUffPAB+fLl45lnnkkxnosXLzJw4EC+//77ex+ym8SaxrUNgcNKqfDE23mB6kqpf+wdnMh6zpw5g4eHB3379r13519/ARBetSopf8bghCwl0Pfvh7p1k33Khg3w4otw+rS+/cQTMHdu5ujPmyldu6bH9CRMluNcnboYqBBCCAdJbUbI09PzgcfDw8PJe98m5EKFCqV7Rulhysqej/PmzSMsLIy9e/fi5uZGyZIlk5bOPU5sbCzLli1j9erVfPDBByQkJBAaGsqdO3cAyJEjR9JzXV1diYuLS7pteez++5VSTJ8+nTZt2jxyreDgYFxdXbly5QpKqWSTobCwMDp16sQnn3xC/fr1rfoZ7MmaGaZvgIj7bt9JvE+INLlz5w47d+5kwIABuLu733tg1y4AbtWpY1Jk6fTtt/rNdeJU+P3OnYNnnoFWrXSyVKQIrFoFa9dCZppIy3TCwsDDA7y903d81aogVTaFEEI4kebNm7Ns2TIiIyOJiIhgxYoVNGvWjLx58z5QDCEsLAwfHx/c3NxYu3YtF5NpkxEfH4+vr+8j969Zs4b69etz4cIFzp49y/nz5+nSpQsrV65MV8zt2rVj+vTpSQnUsWPHiIyMJDY2lkGDBrF48WLKly/Pl19++cix0dHRPPXUU7z44ot07949Xde3NWv2MBnqvtRWKZVgGIbsfRJp9uWXX3Lnzh0GDBjw4APnzgFwp3x5E6LKgNu3wTDgwIGku+7cgcmT4f/+T+dSH3wAFSroBrS5cpkYa3YQGan3k02apJfXpUeRIjoBtnJfmhBCCGFvAQEB9OnTJ2mmZdiwYUnL4+rVq0fNmjXp1KkTr7/+Ol26dKFevXrUqVOHSpYCVfe5du1asjNWgYGBjyQnPXr0YO7cuema4RkyZAjnz5/HP3E1jo+PDytWrGDy5Mm0adOGxo0bU6NGDQICAujYsSOVK1d+IJZt27YRGhrK7NmzAZg/f37Sz2wG43HTfIZh/AJs4N6s0nCglVKqW4oHmaxevXpq9+7dZochHuLl5UVUVBSRkZG43P+GtmdP+PdfNsycmewGS6f16acwejTkyYMKDWPREhdGjdI9bQ0DNm6EZs3MDtJxNmzYYO7rd/q0zk7nzIEX0lnI87nndFWOVavgvs282YHpr5/IEHn9Mj95Dc139OhRqlWrlq5jH16S56yWL1/OpUuXGD58uNmhOFxyr69hGHuUUvUed6w1H8MOBRoDF4FgoAHglI1rhfNau3Ytt2/fplWrVg8mSwBBQZDO/0CZKvGTm6CI4jSpH02fPjpZ8vaGn36Cpk1Nji+7CQ7WY2JFnXSxzHIeP57xeIQQQggn061bt2yZLGXUY5fWKaVCgN4OiEVkYR988AEAEydOfPCBEyd0ybjMtn8JuOFdiYLAh7zLzgN6w+NLL+nleFY21Ba2ZEmYHurnkCaWJQHHjmU8HiGEEEJkCSkmTIZhvKWUmmIYxlfAI+v2lFL/sWtkIsu4e/cu27dvp2DBgo+ug/3rL1AKSpc2J7h0iImBr7+G/06owEKjDa3URmq3KkS9d9rTqpXZ0WVjFy7osUyZ9J/DcqylrKEQQgghsr3UZpiOJI6yGUhkyMyZM0lISOC555579EFLH4EnnnBsUOn0xx8wapReseXhkYNTM/5i8DQ/cA+GVu3NDi97syQ5pUql/xyWYy2zVUIIIbKVlMpci8zN2tLsKUktYXoW+A3Ir5R6tOafEFbatWsXefLk4cMPP3z0wYMH9Vi/flJ5cWd06RKMGAHLlkHu3Pq+mjWhQQNgZwD8/LNuYpve6mwi4ywJU3p7MAEUL67HzLinTgghRIbkzJmTGzduULBgQUmashClFDdu3CBnBqrfppYw1TUMowwwyDCMecADfzlKqZvpvqrINi5fvsySJUsYNmxY8tVjzp8HT897WYiTUQp++AFefRXu3oUcOXRe9OmneqbJ7bsZ+glxcXraqWpVs0POvi5d0n9LGVmS5+6uuwpLLyYhhMh2SpYsSXBwMNcsTdDTICoqKkNvyIV95cyZk5IZaISZWsI0A/gDKA/s4cGESSXeL0SqunfvTmxsLMOGDXv0QaUgNhbKlnV4XNa4fRuGDoXAQGjRAtq2hXXrYNase8XUKFZMJ0sAO3ZIwmSmmzehTx/9YmVE8eK6EEl0tM6QhRBCZAvu7u6UK1cuXcdu2LCB2rVr2zgi4SxSXD+klJqqlKoGzFFKlVdKlbvvS5Il8VghISHs3LmTYsWKUTW5ROLuXd1s9NlnHR/cY+zZA7Vrw8KF0KOHTpTGjoW1a+9LlkCvywPd5HTHDlNiFehKHFevZmz/koWrq34tT5zI+LmEEEIIkemlmDAZhpEv8dt3DMPwfvjLQfGJTOy1115DKcXo0aOTf8Lhw3qWyc/PsYGlQimYNg0aNYKLF/XtmBi9NckwktmiVLasXk5YuLAkTGa6dEm/WMuXZ/xcliV9lqp7QgghhMjWUtuh/lPiuAddKW/PfV9SOU+kKiYmhiVLlpArVy7+858UKtD/9796rFHDcYGlIjRUzyaNHKnfe7u6wldf6ffgKe79dHEBX189HjwIEREOjVkkslS1u2mDrZWWXkzSvFYIIYQQpL4kr3PiWE6W5DnOgQMH+PHHHzl79qzZoWTI+++/T2xsLIMGDcLV1TX5Jx04oBONChUcG1wydu/WvXNXrNC3GzbU4Y0YYUXhu8GDoVMnXQ1it3yWYIpz5/RoiyV5lgp5QUEZP5cQQgghMr3H1kA2DKO7YRhe993ObxhGN/uGlT6GYXQxDGNmWFiY2aGkS0REBE2bNuW5556jZs2a3Lp1y+yQ0m3btm3kyZOHKVOmpPykS5fA29vUUtxK6VmkRo107YbNm2HNGtiwASpWtPIkgwaBpWS6LMszhyVhKm+Dz3IsG35Pncr4uYQQQgiR6VnzTnWCUiopA1FKhQIT7BdS+imlflVKDfbKpCWBJ06cSETikq6IiAg++OADkyNKn3379rFx40beeecdPD09k3/SlSt6c5DVWYnthYVBt27wn/9AfDz8+CM0bgxPPqmX41lNKYiK0jNlkjCZ48wZPdqi4qJllqpOnYyfSwghhBCZnjUJU3LPSa0cuUiHhIQEpk6dimEYXLhwgRdffJFvvvkm080yJSQk0LVrV3Lnzs3QoUNTfuLatXps0MAxgT1kzx698mrlSj3BNWGCTpbS5cYNKFkSChSALVv00jzhWKdPQ968ej9ZRhUrpv8oPDwyfi4hhBBCZHrWJEy7DcP43DCMCoZhlDcM4wt04QdhQ/v27SMqKooSJVrQq1dJChR4iZiYGGbOnGl2aGny+eefExwcTLt27cifP3/KT7Q0hWvXzjGBJVIKpk6FgAC4fBlKlICtW3XC5JbejwEKFYKiRXXPnhs3dA8f4VgXL+pGWb16Zfxcbm7g4wPbt+s/GCGEEEJka9YkTCOBGGARsBiIBF6xZ1DZ0Z9//glAcPDLHD8On36qCyF88803ZoaVJvHx8XzwwQe4uLgwa9as1J8cFaXHRo3sH1iimzehe3cYNUqvBOzXT+/rb9jQBif394fr1/X3Gzfa4ITCakrB+fP3yoHbgocH/PWX7l4shBBCiGztsQmTUuqOUmoM0FIpVU8pNU4pdccBsWUre/bsIUeO7uTJ05dp0wAKkzNnHc6dO0dISIjZ4VllwoQJRERE0Lt3b7y9H9Oqa/NmnbWkNgtlQ1u36sv99ht88QUcPar3LOXJY6MLBAToRqclS+qKEcJxrl3TDZDnz7ddglOsmB6lF5MQQgiR7VlTJa+xYRhHgCOJt2sZhjHd7pFlIwkJCaxb9zfR0Z+TIwc884xe5RUVNQKAGTNmmBzh40VGRvLpp5/i5ub2+HhDQ+GPP/SeEztLSIBx46BpU7h1C9q3h1dftUNhvvr19cVq1NAJkyzlchxLhbzQUNv9TUnzWiGEEEIksuZt4xdAO+AGgFLqANDcnkFlN8eOHSMsLBSYSbduukLbsGEAXQFYunSpmeFZZdWqVURHRzNy5EjyPu5N67p1egwIsGtMV6/qPGbyZP07nTIFfv3VThdr3FjPcHTsqJfmyT4mx7H0LCtSJJUOw2lUpYoejx2zzfmEEEIIkWlZ9Tm7Uurhj1nj7RBLtmXZvwS16NtXfzdyJEBBXF2rEBQURIITV16LiYlh7NixVK9ePfW+SxarV+uxc2e7xfTXX1C9Ouzdq1dX7dsHo0fb7v30I7y9oX9/6NJF35Z9TI5jKSleurTtzlm9uh4PH7bdOYUQQgiRKVmTMF0wDKMxoAzD8DAM403gqJ3jylY2b94MgGH40qyZvq9wYd0/U6lviI2NZffu3SZGmLrOnTtz8uTJpCV5j2XpVdS6tc1jiYuDsWN1wTQfH3jnHTh5EmrWtPmlHnXqlN4sVbq07GNypNOn9RpLWxZ9sPRzSneteSGEEEJkFdYkTEPRVfFKABcBf6RKnk0dOnQYcKdEicq4u9+7/3//g4SEmhiGwWrLrIyTWb9+PWvXrqVUqVK0b9/euoNOnwYvL0ipqW06BQeDnx98/DH06AG7d8NHH9n8MilbuhSee06X3ZN9TI5z+jQULAitWtnunJbmtdHRtjunEEIIITIla6rkXVdK9VNKFVFKFVZK9VdK3XBEcNnFhQvBQG5ee839gfubNQPDKESePKWcsvCDUoq+iWsIFy1ahGHNereEBL2hyMaf3K9cqavgHT2qJwc+/hhy57bpJR6vfn09liypK7cdPOjgALKpU6egTRt4+WXbnbNoUd2PacUK251TCCGEEJmSNVXyyhuG8athGNcMwwgxDGOFYRjlHRFcdhAVFUVUVCTwBC1aPPhYgQKQKxdERtbl6tWrXLp0yZQYU/LOO+9w5coV2rVrRyNr+ymdPQt37sBTT9kkhvh4GD5cny46Gp5/XvdWqlDBJqdPm7p19ejqqsekvWnCbuLi9N9UuXK2Pa+rqy55/8cfEB5u23MLIYQQIlOxZkneT+iGtcWA4sASINCeQWUnx44dQ6mWwIdJq4DuV7w4xMX1Bpyrie2NGzeYMmUKOXLkSFsVv59+0qNlNiYDQkKgXTv45hvIkQOWLIHvv9ffm8LLC6pW1Rmbr69+sy3s6/x5PWv56ae6soctlSypR0tRCSGEEEJkS9YkTIZSar5SKi7x60dANmfYyD///ANUBkpTsOCjj+ttGe0Bg19++cWhsaXm66+/Jj4+ns8//5w8aen++u23ulRdBqsw/P23PsXWrTB9ui7s0LNnhk5pG/Xr681T7drBli16Nk3Yz+nTeoyN1ZVSbKlyZT2eOmXb8wohhBAiU7EmYVpvGMYYwzDKGoZRxjCMt4BVhmF4G4bhbe8AszpdUnwGuXNfTFrJdb+BAwHykSNHFY4dO0Z8vPkV3f/55x8mTpxI3759GT58uPUHxsXBpUu6X467++OfnwylYPx4vWXl1i3YvFn3rLJMBpjuo490Ker27SEmRqrl2ZslmXF31/XjbcnPT4+HDtn2vEIIIYTIVKxJmJ4FhgDrgQ3AMGAQsAdw3lrXmcSxY8cBN0qVSn5bWKNGejuFi8tA4uPj2WEpyW2S69ev07x5czw9PZk6dWraDt69Wy+fqlcvXdcOC4OmTWHSJL0ff/bsdJ/KfkqX1pvPmjbVG9BkWZ59nTp1r6R4cp84ZIRlFvTff217XiGEEEJkKo9tmqOUsvFuanG/4OCrQAVq1Ej+pTAM/d57+/ZhuLiMY+3atTRp0sSxQd7nySefJCYmho8++oiCya0hTI1lr5OluWsa7NkDTz6pZ5WKFYP166FKlTSfxjGmTdNLxFq1ksIP9nb8uN60ZuuiDwDlEz/E6NDB9ucWQgghRKaR4gyTYRj1DcMoet/tAYkV8qbKUjzbCQ+/A1SgTp2Un/PKKxATk49q1eqzwsQyx5988gn79+/H19eX0aNHp/0E69frsVu3NB02fz40aQIREXql28mTTpwsAaxbB19/rfcxnThxb5+NsL3jx3VJxD59bH9uS8J0+bLtzy2EEEKITCO1JXnfAjEAhmE0Bz4G5gFhwEz7h5b13bx5k4SEu0BE4l6l5DVvrsdbt/Kzf/9+Lly44IjwHnDkyBHGjRuHu7s769atS99JfHz0kjUfH6ueHhsLvXvDgAF6aeKxY7B6tQMb0aZXs2Z6qVjt2vr2qlXmxpNVxcfr7LlTJ3jhBduf39MTvL1h8WK9lFQIIYQQ2VJqCZOrUupm4vfPAjOVUj8rpd4FKto/tKzvxIkTALi7P5vqfnUfH71nJzxcvymcNm2aI8JLopTipZdeIiEhgR9++AEfKxOeByQkwK5d8MQTVj39yhWoXh0WLdIVuteu1auurOmNazpLhnvxop4Kk+an9nHunM6qixfX1UDsIX9+vYfJyXqgCSGEEMJxUk2YDMOwbKxpA/x932OP3fskHu/06dPAWDw9n001ETAMKFsWwsP13p+ff/7ZIfFZzJw5k+3bt/Pee+/RJ71Ln374AW7csKpKw5YtepXVyZNQqxZs3KgTxkzD3x/y5NEl/J56Sv8AoaFmR5X1HD+ux1GjdEERe7DsjZJllUIIIUS2lVrCFAhsNAxjBRAJbAYwDKMielmeyKDNmzcDBoaR+7HPbd0awJMiRWpw6tQpbt26Ze/wAJg+fTojRoygffv2TJgwIf0n+v57PbZokerTPvtMT9DcvQsvvaSLPXhnth1zbm667nlUlE6Y4uLg99/NjirrsSRMYJ+iD6CnOUGvBxVCCCFEtpRiwqSUmgS8AXwPNFUqac2LCzDS/qFlfVu2bAE+pVixx/cksmzR8PZ+BdAFGOxt165djBw5EsMwmDt3Li4u1lShT8GBA7pXTrVqyT4cEwNffFGJN9/U1bi//x5mzbJ9pWiHWbZM1z1v0ECvqZRlebZ3/Dh4eOjZvLRWbLSWZR/a/v32Ob8QQgghnF6qC52UUo80/VFKHU/uuSLtgoNDgLJUqPD4rKBBAz1xcfPmQAoWfJc9e/bYNbabN2/SqlUrEhISWLJkCUWLFn38QSm5elU3UapePdlNSJcv6xm0oKASvPUWfPAB5MyZgeCdgeXndHHRZdSXLNFZoYeHuXFlJUeP6sIMpUvbb3ObpRxj4n5DIYQQQmQ/GZgyEBl1+/ZdoHzSqp/UGAZ07w4REbkYOvQV1q1bx9mzZ+0SV3x8PPXq1ePOnTu8/fbbPP300xk74fLlekym4MPGjXq/UlAQdO58iU8+yQLJkkWHDrom/FNPwe3bsGGD2RFlLYcO6X8Y9lqOB/dKi6ejd5gQQgghsgZJmEwSExNDfPxdoBgBAdYd88wzcOcO1KkzEIBXX33VLrENHDiQM2fO0Lp1az7++OOMn3DLFj327//A3VOm6N6ukZHw4ovw6qtZbPIyZ05dB71NGz0TsmyZ2RFlHSEh+qtDB3j5Zftdp0gR/dpJ0QchhBAi25KEyST79+8H4oEoOna07pgmTfS4YkU5vLy8+O2334iIiLBpXLNnz+bHH3+kVatWrFmzxjYndXeHAgWgbl1Ar0zr1g3efluvWJs7F777LhPvV0pJ27a69PXFi7pX0M8/6wIQIuMOH9bjwIH6d2svhgHFiuleTFev2u86QgghhHBakjCZ5Pr16wDky9ePXLmsO6Z4cZ17rF4No0aNIj4+nv/85z82i2nUqFG8/PLLtGvXjj/++ANXW2Uw69dDy5bg4sKVK3pWacUKKFxYV8FLrWlvpta2rR7//BOefRauXZNlebZiSZiUguho+16rRAndh+nIEfteRwghhBBOSRImk+j9R9NwcWmVpuNq1IDr12HYsHfJlSsX8+fPt8ks05AhQ5g6dSre3t4sXboUD1sVJ/j6azh7FmrXZutWHf/+/boh7ZUrus9SllWhgt4Ds2YNdOyoq7ktXmx2VFnDoUOQOze0a2f/ggx16ujx4EH7XkcIIYQQTkkSJpOsW7cOOIK7e9oqHPTsqcdvv3XljTfeIC4ujr59+2Yolueff56ZM2dSoEABgoKCyJMnT4bO94BFiwD4KnwgzZrBzZswZw706qWX42V5b74JnTvrWuldu+plebGxZkeV+R06pKcoQXd1tifLJsN//rHvdYQQQgjhlLLDW1antHfvXmAJRYum7SUYPlyPP/8MH374IRUrVuTPP//kSDqWC8XFxdG4cWPmzZtHwYIFOXHiBIUKFUrzeVKkFGrvXn40+vOf/yuFYei9Ss8+a7tLOL1hw2DwYP19r146Y/z7b3NjyuyU0kvycuXSSZMtE/zkWMpYHjpk3+sIIYQQwik5fcJkGEZ5wzBmG4ax1OxYbCkk5CZQgdKl03ZcgQJQtKhehaSUwaZNm/Dy8uLZZ58lPDzc6vPcvHmTnj17sn37dqpWrcqFCxcoaOPmn7d2neSHOz15Xn1Pvnywa5euhpftXLumN2u1bw/58iXNuol0unQJQkP1TF3lyva/nuUad+/a/1pCCCGEcDp2TZgMw5hjGEaIYRiHHrq/vWEYxwzDOGkYxpjUzqGUOq2UylJvs5VSREZGAeWpVCntx0+Zoktx//MPFCtWjO+//55Dhw5RvXp1IiMjH3v8p59+StWqVVm9ejVTpkzh8OHD5LK28oSVDh6Ez9v9QQ6iqelzlTNn7m0FyXb69dMl1XPk0M20fv5Zv4AifSwzPTduQNWq9r9erlx6L1pilUchhBBCZC/2nmH6Hmh//x2GYbgCXwMdgOpAH8MwqhuGUdMwjN8e+vKxc3ymuHLlCkrFAN5W92C6X5cuulqepX5Ahw4d6NChA8HBwRQvXpytW7cme9zChQspWrQoo0ePJiYmhn/++YfRo0fjYuPNRLNnQ/36cDKmFK1Zx76tkXh72/QSmUvXrroz7/HjMGCAbmK7cqXZUWVelgp53357b42qvVWtCkePOuZaQgghhHAqdk2YlFKbgJsP3R0AnEycOYoBFgJPKaUOKqU6P/QVYs/4zLJz587E71zo0CHtx+fPr0uMf/01xMeDYRisWrWKF154gdDQUJo2bUrp0qUZP348n332GR07diRPnjz06dOHkJAQ2rRpw4kTJ6hdu7ZNf66EBBg0CF56Sbcber/eKopUyo9RsYJNr5PpdOmixxUrdHn1UqXghx9MDSlTO3RIN5R95hnHTVuWKqWnTZcvd8z1hBBCCOE03Ey4Zgngwn23g4EGKT3ZMIyCwCSgtmEYY5VSk1N43mBgMECRIkXY4MT9bvbs2QNAzpz92b9/Q7rOUb16Zc6dK87bbwfRufMVAAYMGIC/vz+ff/4558+fZ9KkSQC4urri5uZGQEAAr732GkWLFuWw5VN6G7lzx5VRo/w5dSovuXLFMe2ddVScOJ/gjh05aeVrERER4dSvW0bUrViRhHnz2Fe/PuWaNaP0woVs/+UXYrLQ1JujXr8627ejChTg/H//y82AAJSb/f8zVixXLqooxYX58zmVP7/dr2eGrPzvLzuQ1y/zk9cwc5PXL4tTStn1CygLHLrv9jPAd/fdfg74ypbXrFu3rnJmH330kYK5KleuuHSfIzhYKVCqevXkH4+OjlZRUVEqNDRUxcbGpvs61jh0SKn8+XU8lSsrde2aUqp/f31HYKDV51m/fr3dYjTdhAlKubgodf26UkeP6t/NZ5+ZHZVNOeT1i41VKlcuperVU8rdXd92hK1b9WvWvLljrmeCLP3vLxuQ1y/zk9cwc5PXL3MCdisrcgszquQFA6Xuu10SuGRCHKb5/fffgT/Jlcs13ecoUUK3nzlyRBdhe5iHhwc5cuTAy8sLNzt+Ar9wITRoADExumr24cNQqBCwdi0Yhu5BJGDoUDh5EgoW1PthAgJkWV56HDlyr2BGxYrggNklAKpV0+PJk465nhBCCCGchhkJ0y6gkmEY5QzD8AB6A9lqB3xQUBCwh4y2PBo9Wo+vvZbhkNIsJgaefhr69AF/f13PYNGixPevV67A1atQrpz9e+RkFkWL6t+HxfPPw7//6nLjwnq7d+vx1i2oUsVx1y1QADw99d91fLzjriuEEEII09m7rHggsB2oYhhGsGEYLyql4oARwJ/AUWCxUsq2G2qcXFjYbaAyJUtm7DzDhun34Dt26IILjnLhgv5wf9kyvRd+/Xo945Xkp5/0aCl2ILR9+6BHD/1mv29fXa7622/Njipz2bUL8uaF8+cdU1L8fuXK6WuHhTn2ukIIIYQwlb2r5PVRShVTSrkrpUoqpWYn3r9aKVVZKVVBKTXJVtczDKOLYRgzw5z4Dc3du3eJi4sDKlKxYsbOZRgweTKcOqVb+zjC0qU6WbpwAZo21Suk3N0fepIlYRo40DFBZRZxcfDLL7rSWv780Lu3/l2loeFwtrd7N9SooZvWOnKGCaBFC/3JRIECjr2uEEIIIUxlxpI8u1FK/aqUGuzl5WV2KCnavXs3oIC8NG6c8fP17AmlS8PLL+v34/YSHQ2DB+tKzrGxMGECbNqUwoq7woX1V61a9gsoM6pXTzdAXbhQ3x48GO7cgcBAc+PKLKKj4cABnakfPuz4GcxatXQPrTNnHHtdIYQQQpgqSyVMmcHBgwcTv/OmbduMn8/VFTp21KuEP+yr0QAAIABJREFUhg3L+PmSc/QoNGwIs2ZB9eqwZQu8/76e4XpEVBRs3qyXniX7hGzMMODZZ2HdOl2po0ED8POTZXnWOnhQZ+sBAfoPsWBBx17f31+Pffs69rpCCCGEMJUkTA4WGxsL5MbNrT9FitjmnF99pWd6Zs/Wy/NsJSEB3n0XfH3h3Dn49Vf9wX6qM2PjxulZE9m/lLzevXXRgJ9/1gnU4MGwd++9YgYiZZbf0eXLMH++46/v66vHY8ccf20hhBBCmEYSJgc7deoUhjEdpQrhYqPfvpsbfPcdKAXNm9umiNe+fbps+Ucf6Vms2bOtqBCulH6iiwu0bp3xILKimjWha1ddcQ2gf3+d7X71lblxZQa7dulZpcWL9R+8o3l66qWmoaGy70wIIYTIRiRhcrDVq1ej1C/kzm3b5WrPPqsTmkuXMlZr4c4deO45qFNHF3Zo0EDPLnXvbsXB+/frPR5+fpAzZ/qDyMoMA1asgAED9G0vL/2CLVyoS1aLlO3eDXXr6kojlr5Ijma57qFD5lxfCCGEEA6XpRKmzFAl79KlS8ANu2y/WLYMWraEH3+EiRP1hI+1YmP1VpqKFfXxefLovko7dkCxYlaeZMYMPVqSAZGy6Gi9OQxg5Ejd2Mry+xOPuntXrwetUkWXZTeroEiTJnrcvt2c6wshhBDC4bJUwuTsVfLi4+OJiooCqlC8uO3P7+YGf/2lZ4jee0+3qXncnqaQEBg6VE90DB2qE6bff9f39+qVxgCWL9djnz7pij9b6d0bOnXSG8UqV9aVO775RidS4lE7d+q1ppZ/22YlTC1bmnNdIYQQQpjGzewAspOjlhkFKlG+vH2u4eoKP/wAV67A2rU6AfL31+XAmzSB3Ln1ErvVq2HNGggO1se5ucGrr8Lnn6ezuF1EhP4qUwaKFrXpz5Ql9eihE8zNm3V/n1GjoF07vT/nuefMjs75bNqk/zA9PfVYs6Y5cVgq5UkFSCGEECLbyFIzTM5u69atid/lpkUL+13HMHQytGABFC+utxa9847+cLx+fd27ac4cuHgRypXTPZVCQ+GLLzLwPvDaNb1s6pVXbPmjZF1PPw358sHcufr2k0/qhqxTpuhZJ/GgjRv1rNLYsXpJXt685sTh46PXqG7alLY1r0IIIYTItCRhcqBz584lfleZVq3sf72+fXVSdOYMfPIJvPWWrjewd69+/xkaCqdP655KuXNn8GKWZqw9e2Y07OzB01NX6liyRFdcMwwYM0YXE1i1yuzonEtMjN4z1Ly5vm32ktuCBfXsYNK/ZyGEEEJkZZIwOVB8fDwuLmWANpQs6bjrli2rk6VPPtEVrWvX1u898+Wz0QUuXoTx4/V0VblyNjppNjBokJ6VW7lS3+7dW79YkybJ7MX9du+GyEjdsLZbN53tm6lePT3u2GFuHEIIIYRwCEmYHOjUqVO4uk7CMFzx8DA7GhuaM0cvI+vWzexIMpcGDXQxg7599W03N53Z/vMPbNhgamhOZdMmPRYooKdIQ0PNjadtWz3+8Ye5cQghhBDCIbJUwuTsZcXXrl1LXNxPST1Ls4z58/U4bJi5cWQ2hqE3ld2/ceyFF6BIEZg82by4nM3GjVC9Opw/r29bCi+YpWlTPcoMkxBCCJEtZKmEyZnLiickJHD79m2U8sTb2+xobOjqVThxQm+Gr1TJ7Ggyp3HjYMgQ/X3OnPD667rE4a5d5sblDOLiYMsWXUlw/37Inx9KlzY3ppIl9R60M2dk6aQQQgiRDWSphMmZBQUFJX7nZ5ceTKaZNUuPaW7aJJLcuaOr5V29qm8PHaoTg//+19y4nMH+/bpcffPmcOAA+PmZX9LbMPR+qgIFdG8oIYQQQmRpkjA5yPr16xO/q5616iLExupRyomn37Bh+vc4c6a+nS+f7su0fDns2WNubGZbt06PLVpAnjzQuLG58Vh07KgTXLP3UwkhhBDC7iRhcpCdO3cmflciac94lrBxo+4fVLWq2ZFkXlWrQvv2MG0aREXp+157TZevHjfO3NjMtmqV3rNUrJhepugse7saNtTj7NnmxiGEEEIIu5OEyUHCwsJwdXUH/JPayWR633+vE6YePcyOJPN7800ICYGfftK3vbx0srRmDfz9t7mxmeXWLdi2DTp1MjuSR9Wtq8evvzY3DiGEEELYnSRMDhIeHk7Bgt2AnA7twWRXY8fq0VIWW6Rf69bw7rsPLjkbPlwXGBg7NnsWF1izRu8R6thRz7i1b292RPd4ekLhwnDpkuxjEkIIIbI4SZgc5OjRo0RFDcEwIEcOs6OxgYMH4coVXbGsShWzo8n8DAM+/PDBpY05c8IHH+heTcuXmxebWVatAm9v3a9q40bnS0xq1tQxHT5sdiRCCCGEsKMslTA5ax+msLAwLl++zN27P2edHkxTp+px8GBz48hqDhyACRPu3R4wQCdR77yjS2xnFwkJ8PvvelYpKgr+/ffeviFn8eSTevz1V3PjEEIIIYRdZamEyVn7MG3ZsgWA+PjKWaMHk1KwZIn+/uWXzY0lq9mwQc80bd6sb7u5waRJcPQofPedqaE51K5dcP263r+0Z4+eyXG2hKl7dz3++ae5cQghhBDCrrJUwuSsNie++VUqi/RgCg7WvXH8/HTDWmE7L7+sf6cffXTvvu7doWVLPct044ZpoTnUqlXg4gLt2sGOHfq+Bg3MjelhlSvrJYNZ4h+1EEIIIVIiCZMDHDhwIPG76pQvb2ootnH6tP7E/803zY4k6/H0hDfe0AUPLKXoDQO++grCwmD8eHPjcwSlYOlSaNpUl1avVAmGDIFChcyO7EGGoZflbdmSPYtyCCGEENmEJEwOcPLkSQzDBShC585mR5NBMTEwb55uIirlxO1j2DA9czFx4r37fH1hxAj49lvYu9e82Bzh33/1EsTevfXt7t1hxgxzY0pJQABcvAiLF5sdiRBCCCHsRBImB4iPj6do0SqA4XSritLsxx9h7lxo25asU8HCyeTNq5ff+fnp4gcW77+vS1mPGPHg/VlNYCC4ukLPnnDnDly7ZnZEKWvdWo9z55obhxBCCCHsRhImO0tISODKlSt4e+tqcpm+B9Pnn+vlR0OGmB1J1vb667rYg8t9/0Tz54dPPoHt2+GHH8yLzZ6UgoUL9VK3woV1BTofHz3r5Ixq1QJ396w/6yeEEEJkY5Iw2VlQUBCRkZFcu9YKF5dM3oPp9GndcyZfPmjTxuxosj6l4LffdA8iiwEDdHPbN97QfbCymh074Nw56NNH3/77b/33Vr26uXGlxDCgfHk9CxYVZXY0QgghhLADSZjsbOXKlQCEhx/O/CvYvvxSjy+8oJdMCfuKi4NXX4WRI+81bXVxgdmz4e5dvdcpqxUbCAzUDXu7ddO3163TFQLd3EwNK1WtWukxOzYXFkIIIbIBSZjsbNu2bQDExDTI3D2YEhLuLQN77TVzY8ku3N11efGDB3UiYVG1qi4IsXw5LFpkXny2Fh2tl+N16qRnlc6e1bOazj6bOWCAHv/+29w4hBBCCGEXWSphMgyji2EYM8PCwswOJcmRI0cwDIP4+HKUKGF2NBmQkAAeHroXTpkyZkeTffTqBXXqwLvv6oTC4vXX9WsxYgRcvWpefLb0yy96adtgvd8vKQGxFFZwVg0b6l5Mt26ZHYkQQggh7CBLJUxKqV+VUoO9vLzMDiXJpUuXyJOnMOBClSpmR5MBa9fqN7PSe8mxXFzg44/1bItlSSToJZFz5+oGwsOHZ42leV9/DRUrwhNP6Nvt2unlhzVqmBvX4xgGtG+v/43ExZkdjfj/9u47vKmy/QP492lLoaVlI6Ns2rJ3GTJkCIggW6aggCAOBBX1VXDgQOR9VRAV0Z8giDIERTaCAioosrEgsveGUmjpbp/fH3eOSUc6k54k/X6uK1fa5CR56CHJuc9zP/dNRETkYB4VMLmamJgYxMbGomxZKY03cKDJA8qta9dkHU2pUkCvXmaPpuDp0gV49FGkm6KsUwd4802ZmZk715yxOcqBA8D27bIuy6gMGBQEjBolAYmrq11bGgu7+34gIiKidBgwOdGhQ4cAAPXqSQPOpk3NHE0efPghcOIE0Lu3pOVR/vviC+Chh9Lf/vzzElA9/bSsdXJXn34qxR5GjJDfz5yRf3NkpKnDyrZ+/eTadq0ZEREReQQGTE508OBBAEBU1FD4+ko7GbeTkiIHswDw4ovmjqWgS0oCPvoodZlxLy9g4ULp0TRwoDR6dTc3b0pD5CFD8G9llFWrgDFj3GddUM2aQNGiwJ49Zo+EiIiIHIwBkxNt2rQJvr6+OHy4PAD3yCxKZ/16ICICqFVL0o7IPImJ0jj4qafkZ0O5csA33wBHjsh97ubDDyXQmzDBetuGDdLfqHp188aVU02ayJqyEyfMHgkRERE5EAMmJ9qyZQu01oiM9EbJkmaPJpfeekuuX3nF3HEQ4OcHzJwpzYM/+ij1fZ06SSW9BQuAzz83Z3y5ERkp/6a+fYFGjeS2qCjpv+Ru6+UGS+rtvzOyRERE5BEYMDnR9evXUbbsXYiPl6rDbkdr4OJFICDAjStWeJhevaRP0auvpp/JeO01qSz31FPu0xPoww+lWMJrr1lv+/FHKaFuNK91F8OGAf7+TMsjIiLyMAyYnOTixYtISkpCxYp1AMgSB7dz/Dhw7pwUFmCxB9egFDBnDuDjI/2KbMuJe3tLI9vQUKB/f+DoUfPGmR2RkcCMGTK71Lix9fZ9+4AyZYA2bcwbW24ULw4MHw7s2gXExpo9GiIiInIQBkxOsn79egBAqVJy0NeggZmjyYWEBJnFMA7MyXVUqiQV5F57Lf3CuOLFgTVrgEKFZCbqxg1zxpgdU6emn10ybj9+XP7vuZv+/WU91sqVZo+EiIiIHIQBk5Ns2rQJANCo0b0A3DCjbeFCma1o3x6oUMHs0VBaAwbIvgGA5OTU91WvDvzwA3D2rKS1xcTk//iycuiQrF0aPTr17JLBhZpP50hgoFx/8om54yAiIiKH8aiASSnVUyn1+a1bt8weChISElCpUiUAreDjAwQHmz2iHNDaWuxhyhRTh0JZeP11mUlKSUl9e+vWUqr799+lR1B8vDnjy4jWwLhxElxMm5b6vhdfBIYOTZ1q6E6aNwcKFwb+/NO1/uZERESUax4VMGmtV2utHyvuAmen9+7dizZt2mDTpkIoVszNsou2b5fGoZUru986koKmQgUpkjBzZvr7BgwA/u//5P4hQ1KXIjfTokXA1q0SLJUpY709OVnKo8fGumkNfsg6srvvlr/1xo1mj4aIiIgcwKMCJldx+fJlnDlzBmXLlsWxY254snzyZLmeNMl9D1wLirFjJe3upZcyrs42apRUoluxQtbXxMXl/xhtnToFPPkk0KqVpOPZ+uknqco4bJg5Y3OUkSPles4cc8dBREREDsGAyQlWrVoFAPD3L4qYGOkr6jbu3AH++AMoWtR64EeuSylg7lygfHnpAxQVlX6b8eOB2bOB1auBnj0z3iY/JCTIGJWSWSZv79T3z58PlCoFPPCAKcNzmB495Prnn+XfTERERG6NAZMTbLSk4rRu3Qdayxp8t3H8uKQTPfecrMUg11eqlKSyXbwI7NiR8TZPPCEByZYtQLt2wPnz+TpEAMB//gPs3CkBXto3xc2bMgs2dKj7/78rXVrW/sXHAxs2mD0aIiIiyiMGTE6wb98+KKUQGRkGAKhXz+QBZVdiIvDeezK79OyzZo+GcqJdO6mK16WL/W0eeURKjp88CbRoIcFLfvngA1ln9fTTkhqYltaSVpg2Tc9dTZoE3HUXsGCB2SMhIiKiPGLA5ATnz59HmTJl8PffUunBbeomvPuuVFYbNgwoWdLs0VBOlS4t14sWSXW8jHTrJvf5+gJt2wKzZjl/kd2XXwITJwIPPiiNajNSqpTMyjRq5Nyx5Kc6daQfkyv3wiIiIiqo0lYYzgQDJge7cOECEhISUKdOHXh7S3W87t3NHlU2JCXJ7BIAvPyyuWOh3IuLk0aw/fsDFy5kvE39+sDevcD99wMTJgC9e9vfNi+0loITo0fLzNfXX6dftwQAhw8D33+fvp+UO/PxkZm85GRg8WKzR0NERERay9KTefNkCUD58tl+KAMmB9u7dy8A4I033sCRI0DNmnIy3+XNnw/cvi2pXVWrmj0ayq0iRWRWIzoa6NvXflW8UqWkue3MmVKdrm5d4NNPJXB2hIQEWTf1zDNAr16yPsne2qSpUyVd8PZtx7y2K1BKClwAsmaLiIiI8ldyspwgnjVLWq1UrAiEhACPPiqFmbp2zfZTMWBysF27dsHLywthYWHYvNns0WST1jIrAchaE3Jv9eoBCxcCu3bJ7I69KWelZIYpPBwIC5Ny3w0ayGxPDqap09m2DWjSBPjsM1mX9N13si4uI2fPAkuWAGPGeF4aqLFWa/9+4O+/zR0LERGRJ9MaOH0aWL5cMqW6dJHjimbN5Fhn507g3nvl5HB4OHDpkmS+ZJM7tVN1CwsXLkTJkiVRpEgAIiOBatXMHlE2rF0r/3Hq1pUDZ3J/ffrIzM3kycDDD2d+FqVmTZllWrlSPmT695czME89JVPWZctm/Xpao9jBg1K+fNkyoEoVKTBhlNi2x2i4+8wz2f+3uYvmzaWx8OXL0kDY3votIiIiyj6tgXPngN27pQelcW2sGS5USE4AP/SQZE61bSvHJXnAgMmBkpKScObMGVSqVAn79slttWqZO6ZsOXZMrj/6yNxxkGO9/LJ8ULRrl/W2SkmQ9cADEvB89JEEMc8+C7RuDXTsCDRsKIFUYKB8GF25IjNEv/0GbNqEpn//DZQoIa87aRIQEJD5a968KYHE4MF5/iBzSV5ewMCBwLffSr7022/bn2kjIiKi9KKigIMHZVbI9hIRIff7+Mja7L59ZTYpLEyCJQe3KGHA5EDbtm2D1hotW7bEL7/IbS4/YRMXJ8Ue2rcHOnUyezTkSEpZg6U//wROnbKuq7HHxwcYMkQuf/0l65xWrQLeecd+mp6fH9C2LY527YrQt97KOlAynD0rs1cvvJD9f5O7mTFD8qbbtpVeWY89ZvaIiIiIXE9iInD0aPrA6PRp6zYBARIc9e8PNG4sB9kNG8r6bSdjwORAS5cuBQD069cPK1fKbe3bmzig7OjSRRqefvWV2SMhZ5o6FVi/XgKiBx/M3mMaNpTLa68BsbFSze70aeDOHWnKWq6cLKCsXx8oXBgXt25FaHaDJUBKiB87lnHlPE+hlMzQ1a8PfPKJrNVSyuxRERERmSM2VgKjw4eBf/6Ra+PnxETZxsdHUrRatZLvzQYN5FKlimRvmIABkwP9YplW6tmzJ+bNk+PAJk1MHlRm9u2TBfpBQZxd8nTffCP17QcPloIQQ4bk7PF+fkDTpnJxhNWrJVjPh7NCpvvsM/lySEgAtm+X2SYiIiJPdv166qDIuD5zxtr/USmgenXpW9i9uzUwqlXLsSl1MTGSZVO5MlCsmBz7Tp8u7T+yyaMCJqVUTwA9g4OD8/21tda4ePEiqlatioCAAGgtqZQ+rvwXHjtWrt9/n2e9PV1goMww9ewpjYkTEqSUtxn+/FNKjb/5JvDqq+aMIT81ayZ/bz8/6UvFgImIiDxBcrIEQLZBkfGzbdN2Pz/rjNHIkUDt2hIkhYQ45sRpSor0kyxaVNqmHDkCvPWWBEknT0rxJUCWGPTsKd/JZ8/K62eziq0rH87nmNZ6NYDVYWFhY/L7tc+cOYNbt27h7bffBiD7qmPH/B5FDhw4IGWny5WThenk+QICpCJi797AunVSPS+/A+X4eCl1XrGiZ1bGy0hYmHwox8dLifVjx+R3IiIiV6e1BBzHjsnl6FHr9YkTqfs9li0rgVD//tagqHZtx6TS3b4tvSJLlZLZq9dfl2Do5ElZLpCQIKnvTz4pgdy2bUCNGlKtt0YNuRiFBTp1kuNgINvHQR4VMJlpy5YtAIA2bdogMhI4fx6IjDR5UJkxFp9zdqlg8feXdDhvb9nv164BpUvnX07w669LtZu1a2XWqyBQSkqbvvGGVBf873+lOiAREZGriIhIHQzZXkdHW7fz9ZV2JKGhwP33S0BkXEqXzv3ray3Bl5+fBEZvvSUB2YkTwPHjEiS99BIwbZqMYdEiGUfDhlLlt0YNoEMHea66dVMXi3AABkwOMnfuXABAhQoV/q2Q57KVkuPiZJqyRg3ps0MFizH9HRMjVUlq1QLmzweKF3fu665bJznDY8ZIrnJBMnQoMGWKpOctWCA/BwWZPSoiIipIoqLSzxQZPxtlugE5qVqtmgRF7dpJVkRoqFxXqZL7Yk1aW0/Sz58v6XBGUHTihGTAfP21PP9HH8l6o+BgoF8/CY7uuUceW6yYtCbJRwyYHCQ8PBxFihRB+fLlsX273Naypbljsuuzz2RmYckSzi4VZH5+wOOPA889J01Wv/tOFls6S3CwBA4ffui813BVISEyq1Svnnz5zJgh5fyJiIgcKS5Ogo+MZouMtTyGypXl+2ngwNRBUfXqMouTF1u3Avv3pw6IqlYFNm6U+997T8ZVo4YEQx06WNf4KgVcvepShQBcZyRu7PLly7h9+zYaNWoEQP5/AC5aeG7fPpnSbNvWRQdI+UYpYPx4KeU4cCDQooVMdY8f79gUvcuXJa85NFSq9RVUo0fL9eDBwKefSv+pcuXMHRMREbmfxERJOcsoKDp3zlqFDpDvmZAQSZ8zAqLQUAlS/P1zP4ajR1MHRMePSyrdtm1y//TpwIYNMhtkpM41b259/C+/SLN7e7NVLhQsAQyYHOIby0HgAw88AED+D3l7u2jGzSOPyNmHl182eyTkKtq1k0B69GjJCR43znEB06FD8iHdrx8wc6ZjntOdrVwpZ+7i46UZcEGcbSMioqwlJ0vwY6TN2QZGJ0/K/YYSJazpc7ZBUXBw7tPtb9+WCma2r3/mjAQ6Xl4yQ2Ssxy1XToKiWrWsaXdz5khAVqZMxtlMeVnvZAIGTA7w/fffAwAesZRpjo+X/zcu57ffpGtycHDBW0NCmStfXopB3LolZ3WuXpXiBP/5j8wO5ca338p6JX9/YMQIhw7Xba1aBSxdKqXd58yRdMiqVc0eFRERmSElRaqE2QYlxuXkSan8ZvD3l0CocWNgwIDUgVHp0rlbYhEVJTNDtq/73nsS5MycKYWaAHluI33v9m0J0J5/HnjqKUmpy6iIk4d9tzFgcoCzZ8+iTp06CAkJQUKCFPIYOdLsUWXAOGidN8/UYZCLUko+BAHgp59knc3s2cCjj0qaXnZLYZ8/L9uvWCEL+b791oUroOSz0aPl/Ve/vvy9p0wBvvzS7FEREZGzaA1cvJhxUJS2LHeRInJSu04d6VcYHCzfvSEh0o4jN0FRTEzqoGjQIMl0WLRIKrjaqlgRuHRJAqYBAySNLiREZgHS9ksKDc35WNwYA6Y8OnPmDM6fP4+ZlnSjv/+WFM66dU0eWFrffSdnK5o0kSlboswMHSr/V/73PykS8vHHwN13yyyltzcQGytduL28gDt3gLNn4X/qlCzaTE4GNm+WlLPnn5dS2iRatZIPh+XL5czczJkyy+TMYhtERORcWsP3xg3g11/TB0XHj8t3psEoyx0SAnTrZg2IQkJkLUduUuLj4uQY7+hRKS4UEgLs2SNV5y5cSL2tUdQhLEzWLRuvXbOmNH411KkjFwLAgCnPli9fDgBoa6nssWyZ3G6bWuoSFi6UA93Fi80eCbmLOnVkNuTtt6Wi4uXL1sWZbdrIuid/fzl7BaBmy5YytVq1qrXjNqWmFDB2LDBhAjB1qpRVHT9eAkxWrCQicl1aS7p62mDIct3atldRoUKSqhYSAnTubA1KgoMltS03ZbmTkqQljK+vfM9evSozRMeOAWfPWgs9/O9/crKyQgXg3ntTB2TBwVKEAZAZopdeyvvfpYBgwJRHixYtAgCUs1S72r1bbnepAnR79shi85dflgV5RDlRsaLMgtgaNUpK00dFydR91ao4kZCAf5dwMliyb8QI6cWUnCxB0xNPyIzTgAFmj4yIqGDTGrhxI+P0uePHZf2OwcdHZmqCg4F77sExACHdu1t7FeWmypvWshC+SBFZ3zRpEvDPP1J84cQJqY739NPArFmSQn/7tpzAHDHCup7JOM6rWFG+a8ghGDDlgdYahw4dQmBgICpVqgRA3lPe3nICwSUkJ8uUbIkSsoCfyBHGjUt3U8zWrfk/DndUrJicxADk/fnZZ8DEiUCPHnkr8UpERNkTEZFxQHTsGBAZad3Oy0sauIaEAK1bp56tqVo1Vcr5ha1bEdKhQ87GsW4dcOCABETGpUMH4Pvv5bWXLpWeibVry7FcrVrSAgSQmaY//8zrX4KyiQFTHhw4cADx8fFo1arVv7ddvmxdN+8SJk2S9Kjhw3NfWpKIHC82Vr4cP/pI1hW+8Yb0rSAioryLjExfAc64RERYt1NKgp+QEGDIkNRBUV4buF65IovbjxyR9UVHjkgAZFnOgSlTgF27JH2uVi3piWg0bwVkVsmRfREp1xgw5cFnn30GABg2bBgAqf4YG+tCa+SioqTSma8v8PnnZo+GiGw9/DCwfbs0Hxw9Wkq5Pvhg6sZ+RERkX1RUxgHRsWNSstiWURZ7wIDUQVGNGlLEKLfu3AGOHUPZzZul6MOlS9KcHACefFJmiwAJlEJDpdiC4dtvgVKlrOuK0mKw5DIYMOXBhg0bAACDBg0CICcOAOC++8waURpDhki+69tvpy8HSUTmGjVKzjIuXizB0rp1UsJ99+68ndEkIvIkcXEyU2TM0tgGRVeupN42KEiCoL59U5fkrllTApbc0loCsMOH5TJypHxOv/qqHGMBqAfIbFWVKnL23M8PeOEF4PHHZfaoUqX0AVC1arkfE+UrBky5FB0djQsXLmDEiBEItDTsOnZM7uvXz8SBGQ4eBNauBe793y9lAAAgAElEQVS6C5g82ezREFFa3bpJOfHp0yVlds4c6bvx9tvAm2+aPToiovyTkgKcO5c6de3oUbmcOWOtAAdIo/WQEFn3aTtTlLYsdm7HcfasHDv5+wM//gi89ZYESbZpfO3aSYuIDh1kdqpWLey6fRvNhw5NHZjZLNkg98aAKZe2bNmCxMTEf9PxAGlRA8jaPNNNnSpnMubPN3skRJQRpaSk60MPAatXy4Lehx+W926XLuyXRkSeJyIi46Do2LHUDVwDAmRW5u67pQKcUf0tJASwnKR2iHPn5Djp8GFrNbqYGAmUunaVKl5eXpIubfQlqlNHZosAKdt9770AgDtbt+ZtFotcGgOmXJo9ezZ8fHzQpEmTf29btUreVwEBJg4MAH7/XfrmvPwycP/9Jg+GiOwaOBB45RVg/XoJmD7+WNY1PfSQVE4qWdLsERIR5YyRQmcbFBnXN25Yt/PxkfVDtWpJcGIERaGhMovkiN50iYnA/v3WVDrjMnmynKC6fh147TUp+lCnjswY1akjs0eA9FDq3Dnv4yC3x4ApF7TW+O233+Dj44OSNgc0Fy+6wPFNcjLQpw9QurRUyCMi1+XjA+zYAZQtK78HBsqaptatpRDE8uVsaEtErsdIocsoKEqbQmdUgOvfP3VQVL16qrLceXL1qlSjMwKili3lxFNkpLUMd6FCMkNVv76k3AGSFh0dzd6BlCUGTLnw999/486dO7j77ruhLAczUVFyUqVRI5MH9/TT0lD0oYdcYKqLiLJkfHFfvy4nOpo3B959Vzq1T5/OTuxEZB7bFDrboCg7KXTGxZEpdNevA4cOyc/t20tgVrWqBG+2YzGOf8qWlfSf0FCZzUoboPn45K7BLBU4/F+SC7NnzwaAVOuXLAXzUlWLzHdnzkgTTD8/4IsvTBwIEeXI9u2S9rF6tVw/95xUy5s0CWjcWApEEBE5g20KXdoZo4xS6EJDnZdCZ4iJsTbyfvttYPNmCZSuXpXb2raVheNKSXXRYsWAevWs64tsx9Kzp+PGRQWWRwVMSqmeAHoGBwc79XVWrlwJpVSqgOmnn+S6a1envnTmevWSafIPPmAZcSJ3EhYmZ0JffVUWECsFzJ0rqSVDhsi6RJdp8EZEbiejFDrj54xS6EJDnZtCZys8HPjjDwmIjIufH3DypNx/6JD0OurRQ4KievUkrc7w+uuOHxNRGh4VMGmtVwNYHRYWNsZZr3H9+nVcuHAB9evXRzGbRmOJiRKjdOnirFfOwtdfA3/9JR9qY8eaNAgiypXChaX4w9ix0o+pRw85u/rDD1KWtls3OaCoWNHskRKRK4uIyDgoyiiFLjRUUugeecQaFDk6hc5w65asMTICoqNHJVXO2xv45BPJjilaVIotGC0XtJaTR4sXO348RDnkUQFTfli7di0AYH6act3HjgFNm5pUUTImRg62ypcHVq7kInEidzRypKxZevllOWDw9pamhuvWSa5+9+7AL78AxYubPVIiMlNcHHDiRMblua9ft27n7S29iUJD5WyuERTVquX4FDpDTIwERuHh0pSyeHFgxgxJMzb4+8uM+Y0bsobzpZfkUqVK+sauRC6CAVMOLVu2DBUrVkTTpk3/vU1rWW7Qp49Jg5o8WabUf/3VRZpAEVGOFSoETJsGDB4sa5ruuUdub9pUquU98IAETT/+yIIuRJ4uJQU4fz7joOj06YxT6Pr2TR0UOSuFDpCKvMnJgK8vsG+frDMKD5e1UMbYqleXMt1t28pnm5FOV61a6sCoWjXnjJHIgRgw5UBcXBzWr1+PKlWq/FsdD5DPirg4ICHBhEFt3gzMnMlGl0SeYMAAoGHD9Cc+7rtPeqsNGiTpeuvWsQwukScwUuiOHkX1jRslPS2zFLpWraR/kG0jV5vlAU4RGysnccLDrZdDh4D/+z+pyJucLLc1aAAMHSrXDRrI7BYglT+bN3fuGImcjAFTDixfvhwpKSlolyYwsWTpoX37fB5QTIw0vgSAp57K5xcnIodTyhosXbkClCtnva9/f2DhQmDYMEnZW7XKBRq/EVGWjBS6jHoW2aTQVfHykiCjVq3UKXShoTKL5Ox0+zt3JBAygqLWreUYIyLCukC7XDkJhh5/XMYFSNGao0edOzYikzFgyoHPPvsMADBu3LhUt2/fLtcPPJDPAxo/XnKA27cHevfO5xcnIqf59FPpwxQeLmV8DUOGyLqEYcMkZW/DBiAoyLxxEpFIm0JnGxSlTaErX16CIdsUutBQ/HruHNp37uz8sSYlSepcfLw0j0xJkVS5I0es4/T3l5mrgQOl2MzmzVKZzmiyTVTAMGDKpsTERPz5558ICAhA8zRTy4cPyzGM7XGN023bJmWHCxWSCnlE5Dl69QJefFEaUa9Zk/rM8sCBQKlScrDVurWsaeLaRaL8cfOm/UausbHW7YwUupYts51Cpy9dct64586VvkXh4VKUIS4O6NQJ+PlnWU/UrZuckDHS6WrUsK4zUgro2NF5YyNyAwyYsumHH35AYmIievbsmWr9EgBcvgyUKZOPg4mNlQ82AHjnHWnSRkSeIygIeOMNYOJEqXyZtqJM585SMe/++4E2baTsrqlN4Ig8SHy8tZFr2uAobRU6o5Fr586pexblRwqdreRkCdoOHLBe4uIkIAKAb7+V2xo2BJ58UoIim+JVmDEj/8ZK5IYYMGXTmjVr4OfnhylTpqS6/fZtKfYwfHg+DuaVV2Tqf+ZMOQNNRJ7n6aeB+fMl9bZz5/SV8Zo2lYa2ffrI2eG33pKS5CzLS5Q1I4XOXiPXlBTrtuXLW6vQ2QZFNWo4rwpdZqKipO/iwYPAY49JYDZ2rMwiAYCPj5TtbtrU2svohx9M6ntC5BkYMGVDYmIi1qxZg/79+6NBgwap7vvrL7nu0CGfBvPTT8AHHwBPPAFMmJBPL0pE+a5QIWDOHJlF2rvXWmbcVs2awI4dwJgxciJl1y7gyy9ZDILIEBEhMy9piy2kTaErWlQCoZYt5QyobcEFZ1ehs0druXh5yRqijz+WWaKTJ63b3HeflOUePlzKdzdqJM1fCxdO/VwMlojyhAFTNqxYsQIRERHonMFizGXL5NqonulU169L2WHAxKZPRJRvWrcGzp7NvFlt0aLAN99IueGJE2Vh9rx5ciBFVBDExlpT6NJe7KXQ3Xtv6p5F+Z1Cl1Z8PAKPHJFqegcOAPv3yxnZdevkcyAiQmaUmjUDRo2SwKhxY2vRl/btTSjVS1RwMGDKhlmzZgEAamewsHrrVrl2esEHraUyVmSkTLV36uTkFyQil1C8uLz/lywBevbMuGmtUpK616aNLDDv1k1SdN57j01uyTMkJUmqXEZB0dmzqbetWFECoX79rLNEISHyRe3ra874bV29Kg0c9++XYgotWgA7d6LZ44/L/UWLSkA0dChQooTc9uCDciEiUzBgyoJRHS8wMBAtWrRId//p03I84vTP4E8/lWpY3t7A0qWSo0xEBcPBg9Ig8tFHpVmkPc2aAXv2AK++Crz/vjSJ++ADOdAy8+w5UXZoLVWUMgqKTpwAEhOt2xYvLjND99xjDYpCQ4HgYCAw0Lx/gy2tpfCCnx9w65ac9Ny3D7hwwbrN9OkSMDVpgoNTpqD+Qw+lrlBHRC6BR91Z+P7775GUlIT7778/XXW85GQp+lC3rpMHcegQ8Mwz8vM770h1GyIqOBo0kIIO77wjDSSNhtUZKVIE+N//ZIH6k0/Ktp06AR99lA8fVkTZEBkpa4gyCoyio63bFS4sM0N160oaum1gVKaM650E+OcfWW+4b5/10rcv8MUXEsRduSILnps0kUvjxtIiAAACAnC9fXsJ+IjI5TBgyoKRjvfCCy+ku+/33+W6USMnDiAuTkqI+/rKYtSJE534YkTksqZMkYXfjz0mZ6SrVct8+9atgd27gc8/ByZPlnLCjzwis09ZPZYor6KjZVbo+HEJjmwDpKtXrdt5ecn/x9BQKVpgGxRVruyaMy3x8XIic98+KZP7xBNye69e8u/09ZWTHP36WdcSenkBO3eaN2YiyhMGTJmIj4/Hnj17UKJECTRr1izd/b/+KtdOXU709NPSaG7tWvng9fZ24osRkcsqVAhYtEjOSg8aBPzxR9YHkz4+Mss0YAAwdaqk9i5cKFX1XnpJDkiJcuvWLQmIMrpcvpx6W6M0d69eqYOiGjXSV3RzJXFxMmsLAP/9r/Q8O3TImh4YGmoNmD7/XCpU1q1rTrlxInIaBkyZWLNmDeLj47FixYp06XgAcOeOxC8PPeSkAcybJ1P5AwcC3bs76UWIyG1Urw58/bWkIuXkzHvZstK3beJECZw+/xz47DP5bJk4UdY+EWXkxg37QZFtBTpAii0EB8v3VXCw9VKzpnmluXPi5k2ZlbVNqTtzRgJDX18gJga46y4pqmKk1dmWyM23/iJElN8YMGXiyy+/RIUKFdC1a9cM7z9wQE4kOaW9wd69wOOPy4GR1k54ASJySz17Wn++dEnKIWdX5crS22nSJODDD6WAxOLFQLt2KNe2raT6+fs7fszkulJS5P/RqVPS3ydtUHTzpnVbpeT/UHCwpJvZBkU1akh1N3dx7ZoUSNm9W2aISpeWkwgvvyz3V6kiAdGQIZKC5+srabFEVCAxYLLj2rVrWLt2LZo2bQpvO2lwmzdLyxOHi4iQBa4pKfLl9PnnTngRInJra9ZI9bu1a6WnTE5UqSJV9F57TWax58xBnWnTgE8+kVLGgwfLehKmAHuGyEgJhk6dsgZGxs+nT0tAYPDyAqpWlSBo8OD0QZGRnuZOtJZg76+/JOjZsyd1KfI2baS896BBQPPmkvZaurRpwyUi18OAyY7//ve/AIBevXpleP/585LanFk/yVxJSZHSo+fPyxfXsmXWPgxERIb27SUdaOBA4LffclcBr3hxScl77jns+/BDNNmzB5g/X2ahypeXWYQBA4B27Rg8ubK4OPidPQusX59xUBQZmXr7kiUlvbN+fZmxrFFDfjcurtCrKLdu3JCAyJg92rMHeP11YORI+U49eFACpPHjJRW1SRPrF7nx7yciSoMBkx1fffUVlFJ49tlnM7x/9Wq5vvtuB7/wW2/Jlx4AvPuupMgQEaUVGCgfRG3aAF27Atu3y8xAbiiFW40bS/uCTz+VWavly4EvvwRmz5YD7E6d5HW6dmWVvfyktaSPnT2b+nLunPXny5fR0vYxhQtbD/7vvluubYMiTzkJFxEh6etFi8q/88YNKTduCA4GWrWyFjepX1+q9BER5RADpgyEh4fj6tWraNKkCYrZWai6datcO7QWw/Llki4wfDjQu7f0byAisqdGDWlofc89Esjs3p33pp0BAZKaNGiQVLZZv14uGzcC330n29SsKYFaq1ZyoFq/Pptp54bWctB/8aJcjCDINhg6dy51yhwg68yqVJFAoEcPoEoVHI6LQ50ePSQgKl/eNctxO8LMmdLTY/dumT0DgP795fuzdGlrv7GmTT0nMCQi0/EbLgNTLAs7M+q9ZPjrL0mJdtgE0J49Eig1bixrltwxT5yI8l/DhrKeads2CXYcqWhRWSf14INycH/kiAROmzcDGzYAX31l3a5xY+k9U7++9dpoylnQaC3FEi5dsgZDtj/b/p6QkPqxXl5SyKNKFUkZ69vXGhxVqSKXUqXSNW29snUr6rRpk4//SCeKjJSZIyOtzttbSuoDcn39uvxtxo4FwsIkODKMG2fOmInIozFgSiMlJQU7d+5E3bp1MXDgQLvbRUbKSTyHpPVfuCB55FrLlyir4hFRTrRtKxdAzuZUrixpdI6kFFC7tlzGj5fPqVOnpB/Ujh3A/v3AkiWp18tUqJB+fUy1anLQX66c4wM8Z9BaFqzeuiWzQdeuZX25fh1ISkr/XMWLS+ntChVkf1WsaP3dCJIqVixYPXxu3ZK+Rq1by++PPSbVGw1Vq8p6PcOvv/KEIhHlOwZMafzyyy84f/48vvnmG7vV8RISJFX6uecc8IJ37kj63bVr8gU7Y4aT6pQTkceLjQXuv1/6Lm3cKD1jnEUpCYZq1LA2o9NaZk3Cw2Vx/aFDElT9+qvMDKSkpH4Of38JnIxLiRLSryftJSBA1uX4+kow4etr/dnHR57X3iUxUf4umV2io+XA/dYtCfjS/px2FshWiRLy9y5bVv4WLVtafzcCIiMoYsl24J9/ZI2cMXt07JjcfvOm/C07d5agulkzudiuSQIYLBGRKRgwpTFp0iT4+/ujT58+drc5fFi+gxs1yuOLJSXJOoG9e+VA49lnpecDEVFu+PlJoYY+feSs/E8/AUFB+ff6SsnrBQVJc09bCQmyHufUKakCeuUKcPWqXF+5IlXdbt0Cbt+WS9rgypkCAmT2p0QJuS5bVgoGGL8b95UsaQ2GypaVg/mCNBuUE1FR0vjVCIzeeksCyq1bgeefl1nQZs2Ahx+WtDojEMoks4OIyCwMmGxcvnwZO3bsQFBQEPwzORO4YIFc56lHn9bSmHbtWslZ79YNsJQyJyLKta5dpRBEjx5SkGHVKllfZDZfXykWUbNm1ttqDcTEWIOnqCgJuBIT5dr25+Rk+QxNe1FKrgsVkkDS3qVw4XTrgSiHoqMlwC1WzLoe959/rOnlQUESLNeoIb2d+vVz7uwnEZGDMWCy8corrwAAJkyYkOl2f/4p1+3a5eHF3ngDmDsX+M9/JKXkxRdZZYqIHKNdO0mD69kT+OADa3EGd6GUnJEqWlRS2ch1JCXJl6DR42jPHgmO3ntPsiTKl7c2vTXS6sqXtz6eleuIyA3xCN0iJSUFS5YsgY+PD8aPH5/ptsePy0nJXK+pnjNHAqahQ4Fp03h2k4gcr3FjYNcuOesPyBqR4sU9t9w0OV5MjBTz2L1bgp6BA2Vmr317mdkrX17S6QYOtBZmCAqSWU0iIg/CgMli2bJluHPnDrp3747ChQvb3U5rKYBUpUouX+irr4AnnpCDmMOH5QkZMBGRMxhn9mNi5IC2cmVZ48R0KEorOdla9vWZZ2T92+HD1rVk/ftLYOTnJwVFateWYhZERAUAAyaLuXPnwtvbG9OnT890uxMn5PujTp1cvMiyZcCIEZKSEB0NvPMOz/YSkfP5+UnPmokTpVrN118D995r9qjILLGxwIED1oIMe/bId9H+/XL/1atSzrtfP5lBatYsdXDUqZM54yYiMonLB0xKqT4AegC4C8AnWuuNjn6NK1euYMuWLZgwYQLq16+f6bZ79sh1jx45fJHVq6UCXokSUqp20aL0VaSIiJxBKeCpp2Rt0+DBQJcu0ktp2jS2MfB0sbHSm+vAAWDMGPm/MHYssHCh3H/XXRIQtWxpzXgwmsQSEREAJwdMSql5AB4AcFVrXd/m9m4APgTgDeALrfW79p5Da/0DgB+UUiUBvAfA4QHTu+++i6SkJIwZMybLbU+dkmuj7Ui2rFwpqQxlywKXLwOzZ8tBCxFRfmrYUNY1/ec/UhSChWY80x9/AF98IbNHhw5Juh0A3HefzBw98YR19igoiGnhRERZcPa35XwAHwP4t0STUsobwCcAugA4D2CXUmoVJHialubxo7TWVy0/v2J5nEMlJCTgk08+QWBgIGrXrp3l9n/8IeuXsl3oZ9kyKe7QtKnUI//lFzm7R0RkhqJFgY8/BuLjpeT2zZvA88/Dr2NHs0dGORERIX2O9u0D9u9H823b5PumeXPgzBkpvNCsmVRKNKrVVa4sj737bnPHTkTkZpwaMGmtf1VKVUtzcwsAx7XWJwFAKbUEQG+t9TTIbFQqSikF4F0A67XWex09xmnTpiExMRGjR4/O1vabNuWgWfvXX0tTvurVgfXrgVKlZKEsEZHZjOI2O3YAS5ei+YIFUi761VdZFMKVaC2NfvftA0JCZAHt778DbdpYtwkKQmyVKvi3NeCAAdIUnTNHREQOobTRWM5ZLyAB0xojJU8p9SCAblrr0ZbfhwNoqbUeZ+fx4wE8AmAXgP1a6zl2tnsMwGMAUK5cuWZLlizJcmxaa/Tu3RvR0dFYvXo1imbRiTY21gvdu7dDrVpRmDMn89it4ooVCJk1C4klSsA3MhLhU6fiRuvWWY6pIIuOjkZAQIDZw6Bc4v5zX74REaj4xReo+uOPSC5cGBd798bJMWNYlMYkXrGxqLZgAQKOH0fgsWModPs2AOD0ww/j9MiR8L5zBxVXrUJ0cDCiQ0KQWKIE338egPvQvXH/uaeOHTvu0VqHZbWdGQnsGZ3yshu1aa1nAZiV1ZNqrT8H8DkAhIWF6Q4dOmQ5kMWLFyMqKgpdu3ZFj2xUcfj+e7nu1KkY7D6/1sDkycCsWUCZMvC9fh14/300eO65LJ+/oNu6dav9vyu5PO4/97a1VClU++AD+LzxBqrExaGKUQnt3DlrKhc5zuXLQHh46kvr1vLdkZICDB8OVKsm61+bNAEaN0a1hg1RzTggS/Odxfef++M+dG/cf57NjIDpPADbb99KAC6aMA68+67UmpgzJ8NJq3Q2bZLrLl3sbJCYCIweLb2WSpeWtQFffimlxImIXF3t2sDixdYiAadOATVrSnW9xx6TXjxFipg7RncTHS2FFw4eBJKSrGtY27aVPhUAUK4c0KCBpNwBMrN35Yq1LxIREZnKjHyLXQBClFLVlVK+AAYDyPe24EeOHEF4eDjGjRuH6tWrZ+sxRknxrl0zuPPGDSkTbjSm9fGRUuIMlojI3RgH6iVKSOnx8+eBYcOAChWAUaOAs2fNHZ8runnT2scIAF55RYLNwECgVSs5mTZjhvX+mTOBn3+WnkeXL8sZuaeftt7PYImIyGU4NWBSSi0G8AeAWkqp80qpR7XWSQDGAfgRwGEA32qtDzlzHBl58803UaRIEbz66qvZfkxSknz/pVvqdPAg0KKFlOldsEDKhp88Cdx/v2MHTUSUn0qWlBLkx47JAX2vXlJ9zejdtGGDFLe5ejXz5/EUSUmSdg0AGzfKybEOHYDy5aWoT4sWsg0gXxTNmgFvvgmsWAEcPw78/bf1uR54QBrAli2b7/8MIiLKGWdXyRti5/Z1ANY5+vWUUj0B9AwODs50ux07dmDRokW49957cVc2q0FpLdkTw4aluWPlSmnKpJR8URol9LJdSo+IyMV5eQGdO8slKcnav2nePCllDUhKWevWEkB4Qp+5w4eBtWvlg9+4nDkjs2sVK0qPo6VLpWpdjx6SzlinjjWgevllc8dPREQO41FdC7XWqwGsDgsLy7QD7ahRowDILFN2HToE3L4N/BuLJSQAkyYB778vaSuRkVJCPBvFI4iI3JZts9slS2QGasMG4Lff5PeDB60B05gxsn29ekDduvIBWrGiOQ1ztZbP6SJFZIbsxAlZr3X+vPVy7hywZo30Kdq9G3jhBZllq1lT+hsNHmxNlXvxRQmKWLqbiMjjeVTAlB2//vorDh8+jLp166J1Dsp8r1xp88vJk/LFuWuXzCTFxEhlo3Hj+OVJRAWHl5e1KSog1d1u3LDef/q0BB6RkdbbHnpI0vi0lpNMAQGSzmZcLBXhkJQEbNsm/aJ8feW5k5OlYl9QEBAbC2zdKkUVoqKsl/vuk+DmyBHgySeBa9fkcv26POfSpVJ57uxZ6TlVpgxQqZJ0JG/d2tqVvG9faQ5bsmTG/3Yzgj4iIjJFgfvEHzlyJABg/vz5OXrc9u1y3TNpBdBkhARGL74oZyMXLQIaNXLsQImI3I2XV+o1OZs2SWB0+bJM0586JaWyAQl4du6UoCQiQgIiAHjpJQmYbt0COnZM/xpTp8rs/pUrQPfu6e8vVkwCJl9fIC4OqFEDaNlSxlW2rPWzum1bOdllrMdKi/1UiIjIokAFTNu3b8fJkycRFhaG5s2b5+ixf4cnwRsKNV/sJ1/AP/8sX/xvvw0UKuScARMRuTulpLpehQqpb/f3l1kgQIKlqCiZnTIClcBAYPNmID5eUqC9vCQdLjRU7i9fHvjjD9kuIMB67esr91evbj3TlZFChfjZTURE2VKgAqYZM2bA398fixYtyv6DkpOBefNw4/xgNME/0nW3eHFrI0d+4RIR5Y2Xl3yuFi9uvc3XN+MZJkORIlKum4iIyMnM6MPkNEqpnkqpz2/dupXuvg0bNuC7777Diy++iBCjOWBWfv8daNYMdx4bjyT4oK36HXjnHWDHDvbIICIiIiIqADwqYNJar9ZaP1bc9iwlgDt37qBPnz7w8/PDc889l/UTnToFDB8OtGkDXLqEwioJk/E2wt59UKoiGSkfRERERETk0TwqYLJn9OjRiI+PxxNPPIHAwED7G547BwwdKiVkFy2S4OjECXz99hm8iqloPzQo/wZNRERERESm8/g1TCdOnMDSpUtRrFgxTJ8+PeONdu2Sine//CIVnby8gAEDpKCDlxcW/xKAokWlki0RERERERUcHj/DNGjQIGitMXPmTPjY9s1ITARWrwa6dgVatJB+HkWLSi+lc+ekAaOX/Hl27pSHsMUSEREREVHB4tEzTKdOncLevXtRrVo1jBgxQm7ctQuYPBnYskWaGFaoIJ3qW7cGHnjg3yDJkJIi7UCMSrZERERERFRweHTANGfOHGitseirr6C+/BJ44w3p7g5I+doJEyR4yqSIw4EDkqVXv34+DZqIiIiIiFyGRwVMSqmeAHoGBwfj9OnTmD17NgYPGoS7t22TwEhroF49YPp06RCfjRy7devkum1b546diIiIiIhcj0etYbItK963b1+o6GhMPH4cmDQJ6NwZ2LsXOHgQ6NEj2wuSdu2S6+7dnThwIiIiIiJySR41w2RISUnBXwcOYAyAsL17gblzgZEjc1W1wdcXqFYNyG6vWyIiIiIi8hweGTBFREQgRWv0AIBp04BRo3L9XOHhQOPGrJBHRERERFQQeVRKniHi2jX4A2hSubL0V8ql2Fjgn3+AIkUcNzYiIiIiInIfHhkwxcbE4F4AlV57LU9TQ50IIgIAAApaSURBVJs3y3VAgGPGRURERERE7sUjA6ayAIYAwPDheXqen36S644d8zoiIiIiIiJyRx4ZMF0CcL1FC6Bw4Tw9z+7dcn3ffXkfExERERERuR+PKvpg9GECgMoNGuT5+Y4fBwoVAkqXzvNTERERERGRG/KoGSajDxMAlC9fPs/PFxkJBAXl+WmIiIiIiMhNeVTAZPAC0CCPeXTXrwNxccC4cY4ZExERERERuR+PDJh8ARRt2TJPzxEeLtcOyOwjIiIiIiI35ZEBUyEA8PXN03MsXCjXd92V5+EQEREREZGb8siAyRGVLPbskeu6dR3wZERERERE5JY8MmAq5pP3kOnsWaBo0TxPVBERERERkRvzyICpUIkSeXp8Sgpw6xYr5BERERERFXQeGTAVr1AhT48PDwe0BurVc9CAiIiIiIjILXlkwJTXPLr9++W6Y0cHjIWIiIiIiNyW0lqbPQaHUUr1BNATwCAAx0weDuVcGQDXzR4E5Rr3n3vj/nNv3H/uj/vQvXH/uaeqWuuyWW3kUQETuTel1G6tdZjZ46Dc4f5zb9x/7o37z/1xH7o37j/P5pkpeURERERERA7AgImIiIiIiMgOBkzkSj43ewCUJ9x/7o37z71x/7k/7kP3xv3nwbiGiYiIiIiIyA7OMBEREREREdnBgIlMoZQ6rZQKV0rtV0rtttxWSim1SSl1zHJd0uxxkpVSap5S6qpS6qDNbRnuMyVmKaWOK6X+Uko1NW/kBNjdf1OUUhcs78P9SqnuNve9bNl/R5RS95kzajIopSorpbYopQ4rpQ4ppSZYbud70A1ksv/4HnQDSqkiSqmdSqkDlv33huX26kqpPy3vv6VKKV/L7YUtvx+33F/NzPFT3jFgIjN11Fo3tinD+RKAn7XWIQB+tvxOrmM+gG5pbrO3z+4HEGK5PAbg03waI9k3H+n3HwDMsLwPG2ut1wGAUqougMEA6lkeM1sp5Z1vI6WMJAGYqLWuA6AVgKcs+4nvQfdgb/8BfA+6g3gAnbTWjQA0BtBNKdUKwHTI/gsBcBPAo5btHwVwU2sdDGCGZTtyYwyYyJX0BrDA8vMCAH1MHAulobX+FUBEmpvt7bPeAL7SYgeAEkqpCvkzUsqInf1nT28AS7TW8VrrUwCOA2jhtMFRlrTWl7TWey0/RwE4DCAIfA+6hUz2nz18D7oQy/so2vJrIctFA+gEYLnl9rTvP+N9uRzAvUoplU/DJSdgwERm0QA2KqX2KKUes9xWTmt9CZAvFwB3mTY6yi57+ywIwDmb7c4j84MDMs84S8rWPJs0WO4/F2ZJ72kC4E/wPeh20uw/gO9Bt6CU8lZK7QdwFcAmACcARGqtkyyb2O6jf/ef5f5bAErn74jJkRgwkVnaaK2bQtJGnlJK3WP2gMihMjqTxpKcrudTADUhKSaXALxvuZ37z0UppQIAfAfgGa317cw2zeA27kOTZbD/+B50E1rrZK11YwCVILN9dTLazHLN/edhGDCRKbTWFy3XVwGsgHz4XDFSRizXV80bIWWTvX12HkBlm+0qAbiYz2OjLGitr1gOAlIA/B+sKT/cfy5IKVUIcrD9jdb6e8vNfA+6iYz2H9+D7kdrHQlgK2QtWgmllI/lLtt99O/+s9xfHNlPiSYXxICJ8p1SqqhSKtD4GUBXAAcBrALwiGWzRwCsNGeElAP29tkqAA9bKnW1AnDLSBsi15FmTUtfyPsQkP032FLpqTqkcMDO/B4fWVnWP8wFcFhr/YHNXXwPugF7+4/vQfeglCqrlCph+dkPQGfIOrQtAB60bJb2/We8Lx8EsFmz8albY+NayndKqRqQWSUA8AGwSGs9VSlVGsC3AKoAOAtggNaaZ2RchFJqMYAOAMoAuALgdQA/IIN9Zjk4+BhS3SkGwEit9W4zxk3Czv7rAEkF0gBOAxhrHFQrpSYDGAWp7vWM1np9vg+a/qWUagvgNwDhAFIsN0+CrIPhe9DFZbL/hoDvQZenlGoIKeLgDZls+FZr/ableGYJgFIA9gEYprWOV0oVAbAQslYtAsBgrfVJc0ZPjsCAiYiIiIiIyA6m5BEREREREdnBgImIiIiIiMgOBkxERERERER2MGAiIiIiIiKygwETERERERGRHQyYiIgoT5RSyUqp/TaXamaPyVGUUiOUUteUUl/Y3NZCKbVVKXVMKbVXKbVWKdXAct8UpdTzaZ7jtFKqTCavsUUpFa2UCnPev4SIiHLLJ+tNiIiIMhWrtW5s706llI/WOik/B+RgS7XW4wBAKVUO0vdoqNb6d8ttbQHUhPTYyTGtdUel1FYHjZWIiByMM0xERORwlpmZZUqp1QA2Wm57QSm1Syn1l1LqDZttJyuljiilflJKLTZmaCyzOGGWn8sopU5bfvZWSv3P5rnGWm7vYHnMcqXUP0qpbywNXKGUaq6U+l0pdUAptVMpFaiU+k0p1dhmHNstDSozMw7AAiNYAgCt9Tat9Q/Z+Js8bjMLd0optSV7f00iIjITZ5iIiCiv/JRS+y0/n9Ja97X8fDeAhlrrCKVUVwAhAFoAUABWKaXuAXAHwGAATSDfSXsB7Mni9R4FcEtr3VwpVRjAdqXURst9TQDUA3ARwHYAbZRSOwEsBTBIa71LKVUMQCyALwCMAPCMUioUQGGt9V9ZvHY9AAuy2OZZpdQwm98rAoDWeg6AOUqpQgA2A/ggi+chIiIXwICJiIjyyl5K3iatdYTl566Wyz7L7wGQACoQwAqtdQwAKKVWZeP1ugJoqJR60PJ7cctzJQDYqbU+b3mu/QCqAbgF4JLWehcAaK1vW+5fBuBVpdQLAEYBmJ/df7BBKfUngGIANmqtJ1hunqG1fs9mm9NpHvYhgM1a69U5fT0iIsp/DJiIiMhZ7tj8rABM01p/ZruBUuoZANrO45NgTR0vkua5ntZa/5jmuToAiLe5KRnyPacyeg2tdYxSahOA3gAGAshO0YVDAJoCWGl5jpaWwO2BbDwWSqkRAKpCUvuIiMgNcA0TERHlhx8BjFJKBQCAUipIKXUXgF8B9FVK+SmlAgH0tHnMaQDNLD8/mOa5nrCktkEpFaqUKprJa/8DoKJSqrll+0CllHHC8AsAswDsspkNy8wnAEYopVrb3OafjcdBKdUMwPMAhmmtU7LzGCIiMh9nmIiIyOm01huVUnUA/GGpwxANCRz2KqWWAtgP4AyA32we9h6Ab5VSwyFrfgxfQFLt9lqKOlwD0CeT105QSg0C8JFSyg+yfqkzgGit9R6l1G0AX2bz33HZ8lzTlVJBAK4CuA7gzWw8fByAUgC2WP4Gu7XWo7PzukREZB6ltb1MCCIiovyllJoCCWTey2pbB71eRQBbAdTOaNbHkkIXZpQVd+I4tgJ4Xmu925mvQ0REOceUPCIiKpCUUg8D+BPA5ExS5GIB3G/buNYJ49gCoAaARGe9BhER5R5nmIiIiIiIiOzgDBMREREREZEdDJiIiIiIiIjsYMBERERERERkBwMmIiIiIiIiOxgwERERERER2cGAiYiIiIiIyI7/Bwny71Rf6UWFAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 1008x648 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.close()\n", "plt.figure(figsize=(14, 9))\n", "plt.plot(_freqs, atten_dry.to(cnv.dB / u.km).value, 'r-', label='Dry air, Annex 1')\n", "plt.plot(_freqs, atten_wet.to(cnv.dB / u.km).value, 'b-', label='Wet air, Annex 1')\n", "plt.plot(_freqs, atten_tot.to(cnv.dB / u.km).value, 'k-', label='Total, Annex 1')\n", "plt.plot(_freqs, simple_atten_dry.to(cnv.dB / u.km).value, 'r--', label='Dry air, Annex 2')\n", "plt.plot(_freqs, simple_atten_wet.to(cnv.dB / u.km).value, 'b--', label='Wet air, Annex 2')\n", "plt.plot(_freqs, simple_atten_tot.to(cnv.dB / u.km).value, 'k--', label='Total, Annex 2')\n", "plt.semilogy()\n", "plt.xlabel('Frequency [GHz]')\n", "plt.ylabel('Specific Attenuation [dB / km]')\n", "plt.xlim((1, 349))\n", "plt.ylim((5.e-3, 6e1))\n", "plt.grid()\n", "plt.legend(*plt.gca().get_legend_handles_labels(), loc='center right')\n", "plt.title(\n", " 'Specific attenuation for standard conditions, according to ITU-R P.676 (10), annex 1 vs. 2',\n", " fontsize=16\n", " )\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Path attenuation\n", "#### Terrestrial paths\n", "\n", "Use same formula as for Annex 1." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Slant paths\n", "\n", "For the simplified algorithm, no raytracing is performed. Instead, one works with an effective atmosphere, consisting of one hypothetical layer. For this, ITU-R P.676-10 provides formulae to calculate the effective path length (for dry and wet air), the so-called equivalent height, that leads to the correct total attenuation if the specific attenuation of the ground is plugged-in." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example: equivalent heights of standard atmosphere" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1008x648 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Example: Standard atmosphere\n", "_freqs = np.arange(1, 350, 0.5)\n", "freq_grid = _freqs * u.GHz\n", "total_pressure = 1013 * u.hPa\n", "h_dry = atm.equivalent_height_dry(freq_grid, total_pressure)\n", "h_wet = atm.equivalent_height_wet(freq_grid, total_pressure)\n", "\n", "plt.close()\n", "plt.figure(figsize=(14, 9))\n", "plt.plot(_freqs, h_dry.to(u.km).value, 'r-', label='Dry air, Annex 1')\n", "plt.plot(_freqs, h_wet.to(u.km).value, 'b-', label='Wet air, Annex 1')\n", "plt.xlabel('Frequency [GHz]')\n", "plt.ylabel('Equivalent height [km]')\n", "plt.xlim((1, 349))\n", "plt.ylim((0, 24))\n", "plt.grid()\n", "plt.legend(*plt.gca().get_legend_handles_labels(), loc='upper right')\n", "plt.title(\n", " 'Equivalent height for standard conditions, according to ITU-R P.676 (10), annex 2',\n", " fontsize=16\n", " )\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this, the total attenuation is easily calculated, just correct for Air mass (elevation)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Example: total path attenuation for standard atmosphere (Annex 1 vs. 2)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# Example 2: Standard atmosphere\n", "_freqs = np.arange(0.5, 350, 0.5)\n", "freq_grid = _freqs * u.GHz\n", "elevation = 15 * u.deg\n", "obs_alt = 0 * u.m\n", "\n", "profile_at_0m = atm.profile_standard(0. * u.m)\n", "\n", "h_dry = atm.equivalent_height_dry(freq_grid, profile_at_0m.pressure)\n", "h_wet = atm.equivalent_height_wet(freq_grid, profile_at_0m.pressure)\n", "\n", "simple_atten_dry, simple_atten_wet = atm.atten_specific_annex2(\n", " freq_grid, profile_at_0m.pressure, rho_water, temperature\n", " )\n", "simple_atten_tot_slant = atm.atten_slant_annex2(\n", " simple_atten_dry, simple_atten_wet, h_dry, h_wet, elevation\n", " )\n", "simple_opacity_tot_slant = atm.opacity_from_atten(simple_atten_tot_slant, elevation)\n", "\n", "atm_layers_cache = atm.atm_layers(freq_grid, atm.profile_standard)\n", "atten_tot_slant, _, _ = atm.atten_slant_annex1(\n", " elevation, obs_alt, atm_layers_cache, t_bg=2.73 * u.K,\n", " )\n", "opacity_tot_slant = atm.opacity_from_atten(atten_tot_slant, elevation)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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d7zn4cnK87N7kKuDJ4XOMfAi4Ed9y4EzgVWGbc2kD/mns6SXLXoO/NkUDzd0EPNV8E/jzZuv3aWZL8S1uevEtBaSOlBA2vuiR/vYKr+2gtkf+V+CbM30KX1N2Br7pH/gbyJqFAuaH+KeWr8ffcJyBbypwKBeZFeHv65m82Ed/jgWWla3fV/b/aICGg4nhYnyfjh8BL8ZfyKMbuoPZXsXvzDk3hq+5Lf/OZvNYluJrYMtHhdxR8nqpSudVJS/GN8X7R+Au8/1R/77CTdZ+wk341fgnGn+Hf5J7Bj7pqXR8030WUf+onWXrlf8ffM37e/BN5p6H/16jporl+z5gKPcZ7qtcdL5umWKd2T5PDiXemVhK9etREugsWVYoq7gBH3fp5/+X+Cauf4mveNhpZh+f6U1LuEn7Ef4a90HgPPy59vGwSrS96LvZOsXmljHFdxduAtup/bo82+dXpNZzYtch7KOSmZwDsykftl9JMrwe2cr+5Uh5E/834s+PZ+GbNb/EzC6ZQSz/Ed7/R8Ay59xpzrnfTPOePeHv8ubY0UidlfofPhPfLLhSM9+ptge+kqiaJvw95KEMntVH5XuQbnzF5N6y5dFYBzP9bTfhm5s/Df9k9jz8Zx+Nflu+vVrL1PL1onUzYb9t+AT+7Rx4X/Ie/FPxfU1zQ7n7VaAZuME59/taju8Q/QSfkP1ZiPnJ+Ir+DSXrfB5/n/MMfLK6x8y+ZjVOk1JJ6J7zU/z3/xznXO/Bbktmh0YZbXzRBavSQBarmGaqg/CjfR5wSag5jJafcZDxXIi/yF9YmnSEmqKqg5LUICrYXoVvelOu/KayFuP4Qm+fUNvaVbbeK4AfO+dK52kr7wM0E6Xf2YMl22zBFx57Kr1plvTha2ATbv+O6tH5U77vSrW7B3DO7cA3A35L6M/yenxfsB34Jm7VPBXfl+8C59zN0cKDqSEOopvQlZR8tuH/5V4O/Kdz7iMl+602D1alz6F0X6WjuFbaV7noc56qk/1snycz+WwORR/Vr0cFZjhFQEgYLwEuMbN1+CHY/xn/5OX9M9jUifgmki91zu17AmZm5dMIRDcua6h+zerF3+hXi7lgZsNU/xxq+Z0dyvlVq2gfK9g/gTvUfczqOTADu/DfWyVr2D/RfQ7+hj3y4P6rc290TTKzX+IrI99vZl8J17vpbCu9ptXobiabrJaKKtYqDS7yOnxz1m9X2R4z3J5/g3Nj5gc46p4q4GncjW+CXe4kfBPn8riWAhMH8dTsVPzv+3zn3A+jhWb2ZzPczkyN4u8jvo7vc1zJvmMJ16+P4qfrONfMXuecq6W/7kFzzuXMDwD1CjN7F/7p4C78E8xonQLwGfxIoD3An+ArTC/H/05mJJRRP8RXYJzrGnQU5MVGTwgb3134wne/0eDMj+a2Ej9oBPjaOMf+cxmBb4Zp+Bqt6L2GL2QORiu+Fnbfhd7M/oTJJ3yRqEauPJ5qy6/D1x4e7Zy7ucKf+5i5R/FNKUprlJ+Jr70r1UrJ5xO8vsL2shXiruQ3+M+ofAS/V+G/i18d8I7Z8yv88b24bPmr8Z/vTQe8Y4accxudc3+HLywfFxZX+16jwYBKz78V+ALpYNyGL6BfVra8/PdhIZZavtdqoiHlp9xXJc4Pq/574LVWfTTf2T5Pavpsqqj2/VXyK3zzo3035uHp3Mvw/UIP+omDc+5h59zH8E22Hzfd+mUqnWvN+AGTSkVPT6YaROlnwFFm9qwp1vkV8EIrGfDKzLrxFXC1fHcHfX7NQLSP8qS41rn2ql3z5uwcmMY1wDnhGrKPmS3BN/O9JlrmnLujrAzpr7bRUHn2t/hz6O/mJnRgsol++cAqz8En0fvdWIcK3RcD3y5tmlzil/jK0krbg+mv95vwg7UcrB8AJ5vZvsqT8N08m8qDd63DD9wyU5V+260c+NuZVSGhvQqfkJafT9GffIgnhX86uAP/BPO/gc+HAV7m2gb8PdgL8J/J16K4yjnnep1zX8HPaTnTa2z0tPY7+Lk3n+ecu3Oat8g80RPCBuecmzCzD+Jrdv4b39fgCHwN+kZC/yPnXNHM7gVeFGo7B/HzJO0wPyHspWbWiy903owf9e5g/BT/pOjLZnYFvtbuHzmw+dDG8PdFZva/+Bvf2/HNsIaAV4d4R/FDafeZnzbhk+Em4yp8zdtafEf5n5TW+tfo6/gR/L5kZl/F12a9HV/bWn5MF4XmQrfiC9MLKmxvI/4G/w34CY1HXYU52sJn/jngHaHv2s/wTy4+hC/Afz7D45iJ7+MTkf8Kn+O9+JFeX4MftGDGk9eb2cqw3f8N2yvgnxS3MNlUaRO+NvqNZjaCr6C4Bz9h8gjwRTP7EP7J1/vwNfmlo23WxDm32/y8WO8Mtdu/xDdbfl3Zes7Mfhbi2YQf9Ohl+EKs1n39wcy+BXw0FIK34RPZWofWfyfwC+AGM/sU/inQMfgBbd452+dJrZ9NFdV+l5Vuoj+BP59+Ea5NI/jf1RH4ZngzYmY34/vR3R229Ux8E+PPlKzzdfxT5qmamv0B/xn/i032Q3wX/lzcxzl3j5n9G/D3IYH7EWFQKOB259x38DdzbwC+bWYfxt9Yd+KTvQ875x7GN0u9AbjazD6Br6D9R3zTxX+a7rhn4fyaVtjHt4GPheT4dvz1LZpAerrh7qtd82b1HJiBT4b9/sbMPop/6nc4PolrwpeLB8U5d6OZ/RDfCuKj0/QFnJaZvZDQFNU594OwjxvM7HvAv4bmiBuZvIn/2wo38S/FX2crPmVyzo2aHz36U2a2G99/9WT8QErfd87dMk2Y1+FHfi6PvZPJvrbrgbSZXRj+f79z7o7w76/ir3PfDOV3NDH9ICW/3xJPoqzfa/g8znPOlbfcKXUrvv/hv5rZP+DvfS/hwLJ8LrwbX7HySzP7In4U2qX4FgRLnXPR/JDvx48E+2Tn3Ij5eSOfAnzNzJ4S+thWZH6KnSip7gDWlHzev3HTzDPsnPt9uG5/Ht/cvbS5KOEe7DH8vUEv/hz5U/z5Ga3zSfxo2MumuU/4H3wFxN/7t01OtwU8UuPTdZkLbgGMbKM/h/6HKqOMlrz+enzH6Cz+wng5sKJsnfPwBX6WklEF8TehP8M39dyJ7y/3YkpGxgzr1TTKKP4m61H8E6cb8f3tDngvvnDehk8gHGE0THwhtwlf21c+mt6L8LXPw/ib0vvxQyUfX7LOASPNMTny26Vlyy/C3zSM4ZOTUykbZRTfd+M/w+c6hB997Ljy7eEv1N/EJ9WOMOofZaOMhmUJfIF1P/6GdBu+gGyrEPN7ymKORhCcbgTAA0YZDcu78NNJ7Aj73gS8rWydmkYFDeu2hc9nYziHBsP3/dIK8TzC5BPkaNTV5+AnTh4Ln8dbOXCUy5o/C/zNwMfwzWJG8UlXNJpi6fe1suT76sMXZE+usL2KIymWnRv94Zz8Dv53Nu33E95/Bv4mbTDEuhF451ydJzP4bPb7/Kf6XVL5t30yvoZ5KHyvvwGeWbZOxVEfOXDEzH/FX7cGw/l1B/BXZe+5En+zMd3nfTp++ohR/I3be5kcMbR0NF7DXxvuwl8v+/AJ9Ollv/dP4W+kou/m/wgjeIZ1noJ/KjUSYv8ZZaMDz8b5VeEzqzZac6VrUTv+GjpQso8LmGYU1amuebWeA1W2edCjjIZ11uFveHeEc3V3iPGk6fZdw/7/CJ8kf2yK99c6onf0GV9QtrwVn9huC+fVRuCNVbbxK3xZa9Ps6y343+4EvnLn41QZ3bjsfWeHGE+t8Dm4Kn/KRzFeha8sHAi/gR9TUl6XnS8HfO74SsVNNcR6Fv5+YzR8Jpfin+o6oKtkvQHg82Xv7aJsRF98OX9Xhf3cTtkon0z2ydsePuOt4Tj/NLz+NPx9zsVl73sC/vrykWmO7R1TfN4XTPXekm38Y1h/Y4XX3opvEt2LT9ofwF+fW0rW+XT5Z1llPwNTxPqOWmLVn7n5Y+ELEhERaTih+e9u4EPOuc9Ot75Mz8zeix+afo3zE4lLTJnZbcAvnHMXz/F+PgK8wDn3+JJlSXxlyMXOualG/RWRaSghFBGRhmVmj8c/RVjn/AisMgNm9mJ8K5E/hEXn4pv5fd059+f1iksWBjN7Pv4J3zrnp02Zi3104luPvM6F5rNh+Rn4J9brnXMTVd4uIjVQQigiIiIVmdkz8SMCH49vrrgZnwB8SDfhAmBmf4OfV/LWOdr+HwFPd859ai62LyJKCEVERERERGJL006IiIiIiIjElBJCERERERGRmFJCKCIiIiIiElNKCEVERERERGJKCaGIiIiIiEhMKSEUERERERGJKSWEIiIiIiIiMaWEUEREREREJKaUEIqIiIiIiMSUEkIREREREZGYUkIoIiIiIiISU0oIRUREREREYkoJoYiIiIiISEwpIRQREREREYkpJYQiIiIiIiIxpYRQREREREQkppQQioiIiIiIxJQSQhERERERkZhSQigiIiIiIhJTSghFRERERERiSgmhiIiIiIhITCkhFBERERERiSklhCIiIiIiIjGlhFBERERERCSmlBCKiIiIiIjElBJCERERERGRmFJCKCIiIiIiElNKCEVERERERGJKCaGIiIiIiEhMKSEUERERERGJKSWEIiIiIiIiMaWEUEREREREJKaUEIqIiIiIiMSUEkIREREREZGYStU7gNlkZucD57e3t7/puOOOq3c4s2pkZIS2trZ6hzEndGyLT6MeF+jYFptbbrml1zm3vN5xLHSNXD5CY57b0LjHBTq2xahRjwsa99hqLSPNOTcf8cyr008/3d188831DmNWXXvttZx33nn1DmNO6NgWn0Y9LtCxLTZmdotz7vR6x7FYNGL5CI15bkPjHhfo2BajRj0uaNxjq7WMVJNRERERERGRmFJCKCIiIiIiElNKCEVERERERGKqoRJCMzvfzC4bHBysdygiIiILhspHERGppqESQufclc65N3d2dtY7FBERkQVD5aOIiFTTUAmheMPDwxQKhXqHISIiIiIiC5wSwgZTKBTo6OjgoosuqncoIiIiIiKywCkhbDBDQ0MAXHbZZXWOREREREREFjolhA0mGjDAOVfnSEREZKHQoDIiIlJNQyWEKvAmnxAqIRQRkYgGlRERkWoaKiFUgbf/E8LXvva1fOADH6hvQCIiIiIismA1VEIokwkhwIYNG/jgBz9Yx2hERERERGQhU0LYYKImoyIiIiIiItNRQtgghoaG+OOnPIXxV7+aTwKZegckIiIiIiILXqreAcjsuPLKKznqN7/hL8L/zwReBPTVMSYREVkYzOx84Pxjjjmm3qGIiMgC01BPCOM8ymh3dzevAO4BXgqcDvwaaK5rVCIishBo0DUREammoRLCOBd42dFRzgKuAb4F/BVwEnACkMvl6hmaiIiIiIgsUA2VEMZZ6v776QB+C9x8881sCstXo4FmRERERESkMiWEDaL5oYcASJ92GuvXr2d7WL6a/aeiEBERERERiWhQmQbRunkzAJ/58Y9p7+ralxCuAQYGBuoWl4iIiIiILFx6Qtgg2rdv5zGgdflyAL58xRX04Z8Qjo6O1jM0ERERERFZoJQQNojO3l4eSiRIJpMAvPrVr6b5yCNZhQaVERGJuziPwi0iIlNTQtggOgYH2ZFO77cs391ND0oIRUTiLs6jcIuIyNQaKiGMbQ1oPk/X6Ci7W1r2W1zo7mY5SghFRERERKSyhkoIY1sDun07Cefoa23db3Fx6VI9IRQRERERkaoaKiGMrTDC6EB7+36LXU8Py4CJ8fE6BCUiIrKwfOITn8DMyGaz9Q5FRGTBUELYANy2bQC0rF+///Jly0gCFrcmtCIiIhV8+MMfBqC/v7/OkYiILBxKCBvA7o0bATjxaU/b/4WeHgCSKvhEREQwM0Dz84qIlFJC2AAe+M1vADjrBS/Yb7lFCaEKPhERkX0JoZ4QiohMUkLYALbefjvDySTHnnzyfsuToU+hUx9CERGRfQnhd77zHcyMW2+9tc4RiYjUnxLCBpAZHmakbIRRgNSSJf4fo6PzHJGIiCwksZ2WqUyUEF5++eUAXHPNNXWMRkRkYVBC2AA6c7mpE0I9IRQRibXYTssU7N27l/s3bSK9ezfgcYiXAAAgAElEQVQw2WTUOVfPsEREFoSGSgjjWgO6NJ9nLEr+SuxLCDW8toiIxNgZZ5zBj048ka3AD4G2QqHeIYmILBgNlRDGsQa0WCyyzDnGOzoOeC0V+hAm9IRQRObR4P/+L2NqiicLyM5Nm3gL0Ac8G7gRWA/kcrm6xiUishCk6h2AHJrxsTF6gEcqJMGJ0IzU9IRQROZR56tfDUBx714SbW11jkYEngZkgGcCSeAHwIeBWzQKt4hIYz0hjKPRbdtIA/nu7gNfzGQAJYQiMn9y27bt+/emDRvqGInIpKcBY8CmJUtI/fEf81tgHZp+QkQElBAueuObNwNQXLbswBejhHBiYj5DEpEY23711fv+PXTnnXWMRGTSExMJ7gDe9Q//wKmnnspWYC2aoF5EBJQQLnr7auOXLz/wxXSaPJDUE0IRmSf9N96479/ZBx6oYyQik04Chg4/nHe/+90cf/zxbAFWAUN79tQ5MhGR+lNCuMjlt28HwFasqPh61oyEOs2LyDwZe/RRAAaARGjBIFJXe/awvFhk/KijSCQSvPzlL2dnMkkCaFaTURERJYSLXWHXLgBSK1dWfD1rRlJNRkVknrjduxkEtra00BLmfBOpJ3fvvQAMr10LQFdXF5/99rf9v8fG6haXiMhCoYRwkSvs3QtAc6VBZQgJoZ4Qisg8Sfb305dMsre9nSUjI/UOR4TsffcBMLFmzb5lqZAcdighFBFRQrjY5UNCmKmSEE4kEqSUEArw66uv5rN/+7f1DkMaXPPgIENNTUx0dtKl/ssLhpmdb2aXDQ4O1juUeZcLfVmLhx8+uTD0u+/QPL0iIkoIF7tiqIFvmSIhTObz8xmSLEDZ8XGOevazefunP81IDG8IZf60jo4y0tpKfulSlhaLuGKx3iEJ4Jy70jn35s4Kc9Y2usLDD9MHNPf0TC4MCWGXulSIiCghXOyKIyPkgLYqhfxEMklKCWHsbb72WqK68cdKpgUQmW0d4+NkOzpg5UqagOEtW+odksSce+QRHgU6OjomF7a2Mp5K0a0WNCIijZUQxrFJjBsbYxxobW2t+HoukVBCKAzccsu+fw9ec00dI5GG5hxdhQKF7m5Sq1YB0B8G9BCpl9yjj7IVOO200/ZbPtzSQpfKRxGRxkoIY9kkZmyMMaZICFMpmlTgxd74xo37/p3/wx/qGIk0sok9e2gGXE8PmSOOAGD4wQfrG5TEXqK3l7H2dg4v7UMI7G1tpUflo4hIYyWEceTGx8kCyWSy4uu5ZJJ0oTC/QcmCYw8+yBiwxYxUmKpEZLb1h9EcU6tX07ZuHQCjYV5CkXrYvnUrndksPSeddMBr2UyGJerjKiKihHCxs/FxsonqX2M+nSalhDD2Ujt3sj2VYk9zMy0DA/UORxrUYBjNsWntWjqPPRaACfUhlDq6/dprSQPrzjrrgNcKTU00Ozf/QYmILDBKCBe5RDbLRJWngwCFdJomJYSx1zw8zHBzM4NLltAepioRmW0jjzwCQNuRR7L0uOMAKO7YUceIJO4K27YB0ByaMO/3WlMTGedwSgpFJOaUEC5yiYkJclMkhK6piSY1iYm9lrExxlpaGOvspFvzbskcGQ9PAzvWr6els5N+wHbvrm9QEmsuVEikDjvsgNeKzc20AAVVmopIzCkhXOSSuRy5VKrq6wUlhAIsmZhgYskSJpYvp7tYBCWFMgfy27cD0B2eDvan06TURFnqKNHbC0BzpYSwqYkWYEJzEYrIfMnnyf/gB7DA7s2VEC5yqVyOfDpd9XWXyaiPhNCRz5Pv7MRWrABgIjSjEplNbtcuxoCutWsBGMpkaBkaqm9QEmvJkBC2HHXUAa8VMxlagJzmIhSRefLgP/0TqRe9iHtf//p6h7IfJYSLXCqfpzhFQkhoEoOSwtgqjI3RDrjubprWrAFgIAz+ITKbkv399CcSWBjoarStjSVjY3WOSuKsqb+fPJAO82KWcs3NtAIT2ey8xyUi8bTz2msBKHzjG/UNpIwSwkWuqVCg2NRUfYVMBvDTU0g8DTz0EACJ5ctpCfNwDYVlIrOpaXCQwebmff+f6OykS83xpI6aBwfpNYMKo3G7UD5ODA/Pd1giElPtYW7e5QusbFRCuMilCwWKJTdgB2hpASCvkSVja+jhhwFIrVzJkjA3XDQapMhsah0ZYaS1dd//C8uW0V0s4jT5t9RJ6/AwfdX62YfysaDyUUTmydIw0NryYpHxPXvqHM0kJYSLXHOxiJsiIbRQ4I1rYIfYGnnsMQAya9bQuX49ANmtW+sZkjSo9myW8fb2ff+3FStIAsOanF7qpG1khP5qrWhC+ZjTE0IRmSddExNsD//e9tvf1jWWUkoIF7lm5/Y1e6kkEWrrs4OD8xWSLDBjIflrPfxwlh93HEUgr7nhZA505/MUurv3/T8V9Vm97756hSQx1zY+zsg0CaGeEIrIfCgOD9PmHA8uWwZA36231jmiSUoIFzPn/IAxSghlChNhKoD2I49kSWcnfQBh5D2R2TLW3+8HLwoFHUAmTAY+FPpMSP2Y2flmdtlgzMqCdD5PoVormlA+KiEU0GizMveiytGRY44BYHwBdd9RQriI5cbGSMK+Ws5KEm1tfl0N/R5b+V27AOg8+mjMjIFUilR/f52jkkbTu3EjAMnwVBBgydFHAzCmJqN155y70jn35s7OznqHMq+aCoWqCWFCCaEEmx98kE81NfHNSy6pdyjSwKKEMP3EJwJQWEDdd5QQLmJjfX3AZD/BSlJLlgAwoYQwvvbsYQLoWL0agOHmZpp1AySzbChMZRI9FQToOvZYACa2bKlLTCJNxSLFKq1oooSwODIynyHJAnTnX/wFlwArvvzleociDWw4tJbpfPzjGQQsVNgvBEoIF7F9zUBrSAg1ymh8JQYG9p8brrWVNs0NJ7Nsb5jKpLVkAvBloc9qUX1WpR6co9W5qmWkKSGUoCtUaK0eHa1zJNLIxkNrmY5jj6UvnSYdHuwsBA2VEMatj0Q2jBwaNQutJEoI1WQ0vtJDQwyXDLue7eigQxMxyywbD6PZdh133L5lza2t7DFTn1Wpj3Cdq9aKJhnKx6KSgNjrCTfm68fHyWvUWZkjuW3bAOg58USGMhlaFtC9eUMlhHHrIxE1A01OkRCmOzoAKKgGNLYyIyPsLWkyle/qortQAOfqGJU0mkIYvGjZiSfut3wgnaZJfValHkJLCCuZG7NUVJnqVD7GW7HIYePj9AJJoPf22+sdkTQo27mTIaBr9WpG2tvpWECVUQ2VEMbNRHgSWktCmFeBF1ut2SzjpTdEPT2kgdwCmhBVGsCuXYwAmZ6e/RbvbWmhRTXuUgdRGVmtFU0qzJmpJ4TxNvzAA7QCdy1dCsBgGCBLZLYl9+xhTyqFmTHR3c3SBTSyrRLCRSyaTDdq9lJJU1TgKSGMrfaJCXIlk4UnV64EYFBTAcgsSvX10VfSNDky1tHBEvVZlToYDZVe1crI5q4uQOVj3PWFBHDo+OMBGLv//nqGIw0sMzTEUBj1uLhiBV3OLZgHNkoIF7GoX2C65Ga/XHNoPqsCL56cc3QVixTCjQ9AOkwLoLnhZDa1DA0xXGE0x1x3N935fB0ikrgbD02VU1XKSCWEAjASysLEGWcAkFtAc8NJY1kyOspIqKBKhJHf99xzTz1D2kcJ4SIWjRxarbCDyQLPqYY+lkZ7e2kBKJksvOXwwwEY0dxwMouWjI0xWulJTE8P3c4xvoA6z0s8RFMzpULXiXKZ7m4AnJqMxlo08uPKpzyFAcAW0Nxw0li6JiaYCPflzWGKpoFNm+oZ0j5KCBexaDLdqZ4QZqIaUCWEsTQQpgJILl++b9mSMC1AVoWezKKubHZfQVcqGdWC3nvvfIckMZcNTwjTVRLClo4OCighjLtCGPlx5eMfz65EgqRGRZY5UMzlWFosUgz97FuPPhqAvQuktZYSwkUsGjm0aYpRVTNLllCAfaOtSbwMh6YvTatW7VvWuX49APkwKqTIocrncvQ4R6FsQBmA5vBEuv++++Y7LIm5aFCZamVkpqWFcYDx8fkLShaeHTsYBnqOPJLB5mbSMZm6TOZX//33k2CyqWhnmKJpfIG01lJCuIhF/R6ap0gI001NKvBibGTzZgAya9fuW7b0iCPIAm737jpFJY2m94EHSAOJkoqHSNu6dcDkxPUi8yVKCKOmoeXMjDHAVGEaa8k9e9htRmtrK6NtbbSpT6nMgf7QSiZ92GEALDvpJGDyCXW9KSFcxKKhsqd6QggwDpgSwlgaD81C28JTGvC14r1mJEL/GpFD1XvnncBkn4hSncccA8DYAqkFlfiIBl5rrtCUOZJNJEiECewlntJDQwym0wBkOzvp1Pkgc2AojF7bFrrtLOnp8X1Wd+6sX1AllBAuYtFAMZkpCjvwBZ7pAhdLuR07AOgIT2kig6mUmsXIrInm7eoom5QeJieqzy2QWlCJj2jgtWpPCAGyZkoIYy6zdy8jYYTk4rJldBUKoJGRZZZFlaIdxx4L+BYKfakUTQukcl4J4SIWdYSfqrADmDAjMTExHyHJAlMMneO7QuflyN5Mhky4WRI5VKMPPADAslNOOeC1zKpVvtm6EkKZZ8VaEsJkUuVjzLWNjzMeTQWwahUJYOSxx+oblDScXGixtfSEE/YtG2hpoWWBjMCthHAxGx+nACTDJJfVTKjAi6++PkY5sFnxWFubJguXWVMIN0/dJ5984Itm7GpqIrNr1zxHJXEXVZq2LF1adZ1cMkkyl5uvkGQBas/lyIWRaNOhv32fRkWWWeZ27CAHdB555L5lo+3ttC+QezElhIuYjY8zBmA25XoTKvBiKzk4yEAyecDybGcnHTonZJYkd+ygP5Eg0dZW8fWB9nba1URZ5lstCWEqRUrXwviamKDdOVx4ipwJ/aCHF8hUANI4Ur297E4msZJ7somuLpYukAc2SggXMctmyU6TDALklRDGVtPwMHubmg5YXujqoqtYVD8JmRUte/bQ19JS9fXRnh6WL5BaUImRsTGyQLLCNTCSS6eVEMZYNjRltzBlzpLQvUKDYMlsywwOMlDWos+tXEmnc/v6O9eTEsJFLJHNkk1M/xXmUynSuvGPpZbRUUZDZ/n9hInqs+rXJbOgc+9e9laZ/BugsHo1q5xjRE8JZR7Z+DjTja9dSKdpUvkYWwPhSWA6TJkTjYo8sWVL3WKSxtQ+MsLe0Fc1klyzBoA999xTj5D2o4RwEUtMTJCrJSFMp0mpwIultmyWbNkFCCC1ciUAg2oWI4eoWCyyfGKCiVDJUElq3TpSwI7bbpu/wCT2LJtlfJoystDURFOhME8RyUIz9PDDADSHG/Nlxx5LASgukKkApHF0Z7OMl80KkAn9CfvCSN31pIRwEUtOTDBRoX9YuUI6TVoFXix15vPkK8xT2RQ6zu995JF5jkgaze5t21gBuHBDVUnr8ccD0HfHHfMUlQgkxsenbUVTbGqiqVicp4hkoRndvBmA1jBXb1t7O71AIozQLTIbirkcPcUihbKK0yXhifRC6LOqhHARS+bz5FKpadeLXQ3opk2wQDrp1tNENku3c1BhyPXW0HF+VP0k5BDtvOMOEkC6bK7LUl1hOoqRTZvmKSqR2ipNi83NNCshjK2o20RHydRM/ek06YGBeoUkDWjPvfeSBBJlFafdYQqK8QVQOa+EcBFL53I1JYTFpqb4FHif/jSceCJs2FDvSOqu79FHSTPZWb5Ue7h5z4Z5cUQO1sCddwKwJDwFrGTFE58IQO6hh+Ylpjgxs6PN7Mtm9q16x7LQJHO56RPCTIaMc/MUkSw0+dA0tGv9+n3LhlpaaBkerldI0oB677oLgMxRR+23fPnjHgdAYQHciykhXMRS+TyFGhJC19xMU0wKvIGrrgJgMEyUHWcD4eY76ixfKir88uonIYdoLDz16z7ttKrrNK9YwZAZFppnydTM7L/MbJeZ3VW2/Llmdq+ZPWBmlwI45x5yzr2hPpEubKlcjvx0ZWQmQwYgJmWk7M/t3s0osDR0owA/T+9CmRtOGsNgmNey/dhj91ve1N7OgBm2AObpVUK4iKULBfJTDKcdcc3NNMeksLsnjNR01+231zmS+hsOzUEzFfp2LVuzhkGA3bvnNyhpOC4MyrB0ioQQYHtbG0t27JiPkBrB5cBzSxeYWRL4N+B5wEnAK83spPkPbfFoyuXIpdNTrxSmSymMjMxDRLLQJPr76U8kSJbNDdepbicyi0ZDBf3Skw68ZPen0zT19c13SAdQQriINRWLFKcr7AAyGVogFjWgLjSNdZpXitEwbHZb6C9YKp1O02dGsr9/vsOSBpPeto3eRIJEe/uU6w2sWMGqoaF5impxc85dB5TfIZwJPBCeCE4AXwdeNO/BLSLpQoH8NGWktbYCMK5rYSylh4YYKjtHCsuW0ekcbny6SUtEapMP92M9J598wGtDra0Loony9O0NZcFqLhQolE1yWVGYhy4/MkKqwhQEjSQRJb1KCJkIneXbw7DG5QabmmjSvHByiNp7e9nV2sqBPVX3l1+3jsMfeojBXbvoXLFiXmJrMGuB0ja3W4Anmdky4J+B08zs751zHyl/o5m9GXgzwMqVK7n22mvnIdz5tXfv3gOO64hcjhHnpjze3WFC6OuvvprmkoFFFopKx9UoFsKxdQ0NMZRK7RdHbxiZ9pf/938kq5Sf01kIxzYXGvW4YG6PbeTBBxkBbqrUeq25mcN6e+v+uSohXMSanMPVkBBaaBIz1t9Pe4MnhMloNFUlhJOd5cOwxuVGMhlWqJmUHKJle/fSW9L/ppqmxz2O5C9+weZf/YrOl750HiJrOFZhmXPO7QHeMtUbnXOXAZcBnH766e68886b/ejq7Nprr6X8uLY5R1NHB+dMcbzXbtgA11zDKccey+qnPnVugzwIlY6rUSyEY3s4l2Pr8uX7xfHLU0+F667juK4uDj/I+BbCsc2FRj0umNtju258nN2ZTMXt37B2Lct37mT9uediVukyPz8WfJNRM7vAzP7TzL5vZs+udzwLSabGhJDQJCYbg6dBFo2mms/XN5CFIPQPTIdJ6MuNLVnCEjWJkUOQHRtjbT5PvoaEcOlZZwHQ97vfzXVYjWoLcHjJ/w8DttUplkWh2TmKoYVMNcm2NgCymmYgljpzOXJlc/VmQjeLvRoVWWZJ59AQg1W6Vdjq1XQCu+s8DVhdEsIZjqD2Pefcm4A/B15eh3AXpGKx6EdGm6awA0jGKCFMRE8IlRCS7O9nIJGAKqPsFbq76dLnJIdgyy23kAGSJUO2V7Pm3HMByIZpKmTGbgKONbN1ZtYEvAL4QZ1jWtAyzk1bRiZDq5mJGJSPsr/ixARdzuGWLt1veXu4no099lg9wpIGtHx8nNEKU4ABNIeRR3fedNN8hnSAej0hvJyZj6D2nvC6AON795KGfSOkTSUREsJcDAZ0iJqMJpTo0DQ8zOAUo9C6nh5anKMY+tCIzNTum28GYEmYS2kqLatX05tIkHrwwbkOa9Ezs68BvwWON7MtZvYG51weeBtwFXAP8A3n3N0z2Ob5ZnbZYEwSn2KhQAvgpkkIU6HWPg7lo+xv6NFHSQC2fPl+yzvDDXpuAcwNJ4vf6OAgq5yjsHp1xdc7TjkFgIE6j45fl4RwJiOomfcx4CfOuVvnO9aFajxq3lJDQhg1iZmIQYGXUJPRfVpGRhiZ4vyI5icc0JyNcpD23nEHAMvPOKOm9bd1d7Nsm1o5Tsc590rn3GrnXNo5d5hz7sth+Y+dc8c559Y75/55htu80jn35s6y5nGNamxgwN/ghPKvmighzC+AUf5kfkVlX7rsRr1n3TrGgaLm6ZVZsOPWW0kAybJJ6SPLTz8dgPEwV2G9LKRBZSqOoAZcBDwT6DSzY5xzX6j05kYfRa189KPBBx/kRcDu4eFpj3Xnrl2cDdx5001sq9KfrJ5mc2SnpWEwmfGhoQVxDtRzRK7lY2MMdndX3f/OkDxf/93v0jHD/jMaaWxxmu1jG7jpJgrAxmyWe2rY7tjKlTx940Z+euWVZKaZpkLkUIz399PG5KBq1TSFBDmnhDB2hsMcqs1lfaBb29rYYkait7ceYUmD2X3rrRwNtFeYgxCg88QTyQE88sg8RnWghZQQVhtB7bPAZ6d7c6OPolY++tEjYRLV1evWcfY0x3pbeAy9fu1a/mgBfi6zObLTpjBCU1tTE09aAMdazxG5thUK7F25sur+b7vrLvjGNzi8pYXTZhijRhpbnGb72K4fHGRrOs3Tn/vc6VcGbn7Oc8hs3MjqwUFOPf/8WYtDpFw0r2BimieEUUJYUNP52Bnd7J9BtFaYWqI/naZZAw3JLNi7cSMAPaedVvF1S6XYmU7TtGPHfIZ1gIU0yqhGUJuBqAN8ooZpJKK5B+PQJCZqMmrR4DIxNToywrIKneVLdUYd5zdvrrqOyFSW7dnDrhk0QTzshS8EoPeqq+YqJKkibn0Io1FDk9OUkUoI4ysb+gh2V5iaabilhRadEzILJkK/+RVPfGLVdfra2+kMlVj1spASQo2gNgNRf8BoBNGppEPTrEIM5pxLKiEEYM+jj9IM2BQTgC897jhgslAUmQlXLHLY2Bh7a5hyIrLynHMYAdyt6g4+3+LWh7DWStPmri4AijEoHwF49FHQ1C8AFEIfwaVhEJlSY0uW0D42Nt8hSQNKbN3KYCJBYopr78iKFayo8/lWr2knZn0EtbiJRkRL1dAPp6mjA4hHQphyDiiZfiKmBkONVHln+VKdRx1FASju2jVPUUkj2XbLLbQDqRNPrPk9lkrxcHc3yzW/l8yxKCFM1ZgQutHROY+p7iYm4Kij4OyzIZSVceZ6exkFMhVa0kx0d9Odz+tzkkPW0tvLnmke3hQPO4xVzjEU5o+uh3qNMjrrI6hBvJrE5ENThpoSwqhJTAwSwugJYTLmCeHeKp3lS1kySX8ige3ZM19hSQPZes01AHTWOMJoZPi00zh5fJzt9903F2GJAJOVpulQIVpNS3c3EI+EsFh6bxTzMhIg1d/PQBiPoZxbtowW53BqNiqHaMXwMEPLlk25TtPxx5MANv/61/MTVAULqcnoIYtTk5ioP2B6Bk8I41DgJUNtnkXTT8TU+JYtALRV6CxfaqipiXQMKlBk9g39/vcAHPaMZ8zofcte+lJSwKbLLpuDqES8fI0JYaa9nTxADJoHDpaMmukmJuoYycLQNDzMcHNzxdcSYVqmYbVmkEMwOjLCEYUC2cMOm3K9pWefDUDv9dfPR1gVNVRCGCfRE8JaEsJM1EciBgmhmox6E2Gut46jj55yvdHWVnWcl4OSuvtuBs3oDpPq1uqYP/szxoHsT386N4FJRXFqQQMllabTVBCbGWMA4+NzH1Sd5UuS3lwM7gem0zo6ymiVpnzp0Lpm4P775zMkaTBbbr6ZViBZoZ9qqcOe9SwAsmFu33pQQrhIRSOiRf0fppIJTWLiUAMaPSFMxvwJYSEMXxyNJFpNtqOD9hjcCMnsW7ZlC490dIBVmjGoukRbG/cvX86R995LIeYVN/MpTi1oYGZl5LgZFoProBLC/bVns0xUeYLcElrXjOgJoRyCPTfdBEDb4x8/5XrNK1awM5mkKYz/UA8NlRDGqQa0GC7sTdM0hwFIt7RQgFjUgKbD33HvQ8iuXWSB5BTTTgC4nh6WFQpMqPmQzEAxl2Pd3r30HXHEQb0//yd/won5PDdv2DDLkYl40aihTTUkwNlEgkQ2O9ch1V2h5B4gH4MK4qk45+gqFChEFeZl2kPrmvHHHpvPsKTBjPzhDwD0POlJ0667o7ubpXUc5K+hEsI41YC6UNjVUvtpiQRjEIsa0OgJYSLmI4M19fXRl05P//Rm7Vp6gO1hEBqRWjz6y1+yBEhOMa/SVI5/73spALs++9lZjUskEiWEmSo3/KWyiQSJGFSKlSaB+Zg/IRzYvZtugJ6eiq8vO+EEACZCf3yRg1F84AGKQE8NZeXeww/nqLExCvn83AdWQUMlhHESPSHM1JAQAmTNIAY1oPueEMa8yWjr8DBDNcxR2bRuHQC9oRZLpBZbfvQjAFY/97kH9f7W9evZtGoVJ99+O0NhAnGR2RQNotYyTSsJgIlkkmQMEkI9IZy0J/QNTIXBY8qtOOoohpnsfiFyMJq3bmVHKoVlMtOumzjpJDqAx+o0T6gSwkXKwsV8uhHUItlEgmSjJ4TOKSEM2sfGGKthwKH2UAs6dM89cx2SNJDsb35DDlj3/Ocf9DZa/vqvOdo5rv6bv5m9wEQiMygjc6kUqVxuriOqOyWEk4ZC38DmNWsqvp5KpdiTSJDQtExyCLp6e9ld431691OfCsDWn/xkLkOqSgnhIuXGxykC1tRU0/oTiQTW4DWgruQxeyrGTUadcyzL5cjVUDO+NHR0Hn3ggbkOSxpIz333cV97+7STfk/l6EsvZUcmw+Ff+xpDMej3XW9x6mMPwNgYE4ClUtOumo9hQliIQReSqex95BFg6qmZBjMZmtWCQQ5SsVDgiNFR9k4z5UTk6AsvpAiM/upXcxtYFUoIFykbG/NDZdc4wt9EIkGqwRPC0gIuGeOEsL+3l+VAceXKadftOPFEAIrqOC81mhge5oThYXYfd9yhbSiVYvztb+fMXI7/u/DCg9rEYzpvaxanPvbgy8jxGsvHfDpNuk79duaTEsJJY5s3A5ODx1Rcp62N1tAXVWSmtt56q++nGu6zptO0bBkPt7TQXqcWWw2VEMapBtQmJsjNYLj3XCpFosFrQEubwKRi3GR096ZNpIBUlaYwpayrixEzktu3z31g0hA2bthABmie4YT0lRz14Q+zeeVKzv/5z/nm5z9f8/smJib4109+kn8MTZ5FyiWy2ZoTwkI6TVMMRqYulnQbiXuT0UIo87qnmB9uoquLzkbvaiNzZsc11wDQfsYZNb9n91FHcUxfX10GlmmohD/FT84AACAASURBVDBONaCJbJbxRO1fXy6ZJN3gCWGuNCGM8RPCgXvvBSBz1FHTr2zGnkyGTF/f3AYlDWP3d78LwIlvfOOhbyyZZOWVV9KVSHDkRRfx35/5zJSr53I5vvrVr/KS44/npIsvZkPMb2qlukQ2SzaZrGndQlNTLBLC/Z4Qxj3R2bkTgKYwAX0lxeXLWVYs1m3UR1nc9oY5CNfMpPL0SU9iOfDAL34xN0FNoaESwjixiQlyNRZ24JvEpBr8ohbVeI4B0/caaVzRRLpt00xKHxnu6KBjeHguQ5IG0nnzzTyUydA1Rc36TDSdcQbFK67giWac+Y538Fdnnsl3v/tdtm/fztDQEFu2bOGHP/wh73j727lw9WqSr3kN33vkEZ7R1gb/+q+zEoM0nuTEBBM1lpHF5maaYtCqpPQJYTHmTUbTfX30JZOQTlddJ7l6NWmgV33s5WBs2sQwsOyUU2p+y5oLLgDgsa99bY6Cqi7O982LWjKXIz+DJ4T5dJp0g7eFL00IW2L8hDD76KMAdNfYnC7b00PPzp0Ui0USMzinJH6Gt2/n1IEBbjzzTKr3vJm51le+kkJPD+te8hL+/aabuO4lL+FLQD+QAU4CLgYOA3KtrSTf+lbs0kv9HGLvfOcsRiKNIpXL1VxpWsxkyMQsIYx7H8KWwUEGmpuZaui15sMPB2DPPfewUs3TZYY6tmzhsSVLOHkG91WHv+AF7EkkSNbhCaESwkUqmcuRq2H0tEgxBn0koiYw42Z0xDghLGzbBkBHrU9w1q5lzd13s2PbNtbUOBqWxNMdn/oU5wCdr3zlrG87+axn0bp1K4XPfIYnXH455zz8MInwOx5fsYLUWWfBhReSvuACqGFKFYm3VC5HboqnP6VcJsP0s4QtfnpCOGnJyAh729qmXid0uxgMcxaK1MoVixw+OMj9xxwzo/dZMslD69fzuPvvJzs2RnNLyxxFeCA9Dlikkvk8+RkkhIWmpoZvEhM9IRw38zUdDX681djOnWQBq7EvbdNxx9EEbA3t3UWqGf/2txk243F/+Zdzs4OODpLvfS9LHnyQxNgYDA7CyAiZnTtJff/78Gd/pmRQapKeQRlpLS00A8UG72e/X0IY8z6EXdksY9OUkZ2hUnU0TFEhUqutv/89K5yjeNppM35v6vnPZwVw+//8z+wHNoWGSgjjNMpoqlCgMIOE0MWgj0TUBGY0aibU4NNsVJPZs4feTKbmKUk6Tz0VgP7bbpvLsGSRGx0c5LSHHmLT+vUk56PWsrkZOjqgtXXu9xUDcSofAZryefI1ztNLOJ/H+/vnMKL6cyVlYpwTwlwux/JikeLy5VOut/zkkwEY1/Q2MkObv/c9AJY9+9kzfu9xF11EAdj9xS/OclRTa6iEME6jjKbzeQo1NocB32k+0+DNKPOjowBkQ6Ic1yYx7UNDDM3gKcryMCTyWJ3mvpHF4eZ//meWAek///N6hyIHIU7lI0BTsUixxoTQQqWDEsJ42PXQQ7QBtnr1lOs1HXYYeYAtW+YjLGkgY9dfTwE4+sUvnvF7244+mnvWrOGUO+5gZB4H/GuohDBOUsUixRkkhMSgj8S+hDDcBEzs3VvPcOrCOceybJaxZctqfk/m+OP9e8PopCKVFP7nf+hLJDjl4ovrHYrItJqLRQqZ2kq9ROhLpoQwHnrvuguA5iOOmHrFZJLdTU007do1D1FJI1ly7708mMmQWTrVsEXVJd/wBo5wjuv/6Z9mObLqlBAuUjOp/QTfaT4N5Bv4qVmUEOaam/3fDT6qaiX9fX2sdY7iqlW1vymTYXc6TbMmp5cqHrz+ep6yaxcPPulJJMLvS2Qhay4WcTWeq4klSwDIDgzMZUh1V5oQuph2qQAYCoPELKlhaqaB9nY6YtLMWmaHKxY5as8edoVRag/GCZdeymAySdO//Rv5eZoyTgnhItVULOJmkBBa1EeigQu8KCHMh1rhOD4h3H733WSA1JFHzuh9/R0ddDZ47bgcvI1/8zekgKM+8Yl6hyIyLeccLYCrsa9rMiSEE41+418yaE6cE8Jort7O0DpmKmM9PSwfG8M1eJcbmT0P/PjHrHAOnvzkg96Gtbay5WUv4+kjI/z4Qx+axeiqU0K4CDnnaHau5tpPmOwjkW3gAq8QRhkthmON5RPCO+8EoGWGk4aPrVzJqvFxCg0+NYnM3Lb77uNJt97K3UccwfJDKOBE5stENksLQI1NRqOEMDc0NHdBLQD7PSGMcZPRXOgTuPTEE6ddt7BmDWudo3/PnrkOSxrEliuuAODI173ukLZz0n/8B4OpFKs+/GG2hPmlZ+q6666reV0lhItQPp+nGWou7AASUULYwE8Io4TQhf4gcUwI9957LwCdJ500o/e5I4/kcOAx9SOUMje+9rWsAJZ+8pP1DkWkJqMDA/7mpsYRatMdHUDjJ4SlTwhp8Ck2pmLbt1MAUtMMKgOQPvpomoFtd9wx53FJY0jfcAPbk0kOP++8Q9qOdXYy9pGPcGahwA/OOYfhGQwws3nzZt5w4YXcdO65Nb9HCeEiNDY25geImUFCGD0hnGjgAi9KCAm1vfkYJoQTIaFbFqaSqFXr4x5HGth8ww1zEJUsVptuuIGn3XgjG488krUXXljvcERqEnWNSMwwIczP44h+daEmowA09fayJ52GGqbuag3NSvfcfvtchyUNoFgocOzWrTx85JE1T/01lVXvehdbnvpU/mrLFj7z+Mfz0DSV9vfccw9ve9Ob+PjRR/ORb3+bd81gX7VPZLcImNn5wPnHHHNMvUOZU2Ojo3QANoOEMA59JKJR0yxMuRDHJ4Rs20YRSM+wM/Oys88GoP/GG0HTCghQKBTY9Kd/yjFAcsOGeocjhygu5SNMtoSZaUJYaPR+5/k84+ArlGP8hLB9cJCB1lZW1LDu0lC5Orpp09wGJQ3hrg0bOMU5HnrGM2Zng2YcdvXV7Dr7bN5z221cfuyxfOGVr+Rpr3gF69ato1AosGXLFm65+Wbu/Na3ePydd/JeYCUwfuaZ8O//DqefXtOuGiohdM5dCVx5+umnv6nescyl8fCUz2YwYXMqakbZwDWg0RPCRJhnKxpkJk7SO3fSl07TM5MpSYClISGcCMNxi3zjr/+al+/cyX3PeQ4nPPWp9Q5HDlFcykeYfEIYVYROp7mrC4B8gyeElsuRBdIQ64Rw6egoe2usNF36R38ETLa+EZnKrssuowCcdMkls7fR5mZW/H/27js8yip74Pj3Tp8kpJACofciShMVRYoFC4oV17Yq9sZaf65lLatrWde2uIsF0QWxrL2AFXVBUIoigoBKFQgJpJfJ9Jn7+2PewYiBzEymZN7cz/PkMRky9z2jOO+cW85Zvpz6667jj88+i3j5ZZa+/DLLgCCh5O8CoBcghcA7cSLcfDO2iROjWqXUVULYXoQLw0Q6+wlgCq+a6XjLaLgRvVm7ue/ZQtqOZNfUUNOhAwVRPk906oTDaMT6yy8JiEpJN9//738c+eyz7MrMZOAbb6Q6HEWJSvhohFGbCG2JRZtEDOo8IcTvxw/4ANrpllGfz0enQICfCwsj+n1DYSEuITBs357gyJR0J6Wk28qVrMvLY2i8d2KYzWQ//TTccgu+Z59l6IcfMnLnTgQQzMnBPHw4TJyIOPnklvtr7oNKCNNQOCE0RlhSG8AUPlen4xteuGqaOS8PAH87SwiDwSBFLhfOKFtOACAEu3NzyausjH9gSlrZVVrKrkmTGAI43n57zxZsRUkX4YlPU4QrhOHm0VLnxwyE349fCDxSQpJ6m7U1ZZs20QMwRHqsQgh2Z2aSpZrTKy346f33Gez18vUppyTuIn36YH74YcwPPxz3oVVRmTTk1bZ9Rjr7Ce3jjEQ4IbTm5wMQaGdbRst27qQnEIxxdqixa1d6uN242lkirfyqvr6eBQcfzAluN7tvuYW8445LdUiKErXwCqE5wskMmzaJKHX+3mfw+fAKgRcwtNMVwvJVqwCwRbGC01BYSJHDoXoRKvu1429/C20XvffeVIcSE5UQpqFot8PArzfGgI5nQH+XEGpbSNuL0pUrsQCWAQNier5h0CB6AhtUNbV2yeFwMGf4cC7YtYutkybRLQEzkIqSDOGz8hEnhDk5BAF0Polo8PnwGQx4hUC004SwVjsnH01rJl+PHvQKBqmsqEhUWEqaczU0cNB337G6Sxdyo2z71VaohDANhW92kW6HgV8Pzet5hTB8JsJWEDpBp/fZ3r3VaDOf2UOHxvT83MMOA2DHZ5/FLSYlPezevZvnBw/mT1u3smP0aHq/915cSmYrSiqEJz7DZwNbIgwG3IDQ+SSi8PnwGwz4hUC006Iyrk2bACiIojWTeeBAMoHtK1YkKCol3S35858plhLLVVelOpSYqYQwDfm0pM4cRUJo0baM6jlJkh5PqNmsNisc1PnNfW/O9esBKDzkkJie33niRAAcS5fGLSal7ftp3To+HDCA60tK2DlmDN2//DKi/lyK0laF+wlaI0wIAdxC6D4hNPj9+I1GvAYDhnaaEAa04jAZ/ftH/JyckSMBqPrmm4TEpKS3gN9P4X/+Q4nVypDbbkt1ODFTCWEaCjdcj3Q7DPy6QhjU85YYrxcvYNES5faWEMqtWwGwaY10o2UaPBiPEJh+/DGeYSlt2GvPPsuWYcO4uL6eXeecQ9dFiyDKliWK0tbsWSHUJkIj4RECoR070Cuj30/AYMBnMCDaaVEZ065d1BuNEMWRmyKtLZPzhx8SFZaSxr645x6GezxUXHABIo3vn7pKCIUQk4UQM+t03Hwdft32GU1CaNMSQnS8Qih8PnxCYGmnK4SW0lIqzWaIovrsb5hMlOXlUVBaGt/AlDbH4XDw4EknMfqqqzguGKTmgQfo/OqrYDSmOjRFabXwxGe4WEwkPEYjBp0nhIZAAL/RSMBobLcrhB2qq6mMIhmE0CRrEJCbNycmKCVtuZxOCh99lN1mM8P++c9Uh9MqukoIpZTzpJRX5ESxTSQdhVcILVEkhJasLAKg70PzWkJoDr/Zt7ND8znV1dS08u++o08fBnq9VKr2E7r10bvvMqtrV2798EOy8vJgyRLy7rgj1WEpStxI7T4XzZZRj9GIUef3DJPfT9Bkwm8wYGynK4RFjY00FETZqddqpdxmw15SkpiglLQ1/7zzGO71UnPTTRiinGhoa3SVELYXwRhudsJgoBEQ7WCF0KolylLns71NuVwuuns8uLp0adU45oMPphhYv3BhXOJS2o4dO3Yw78Yb6XP66dxQX0/VCSeQv20bpiOOSHVoShK0lx008OtZeUNGRsTP8RmNmHSeEBoDAQImEwGjsV0mhA319XQPBvHFcJ+s7tSJzrW1qvWEsseqjz/mqPfeY3NBAYMeeCDV4bSaSgjTUCwJIYDTYMCo4xVC4ffjNxiw2O2h7R3tKCHcsm4d3QERY8uJsOLjjweg9KOP4hCV0hY4HA4eue46lvTqxWPff09hx4745s+n6KOPQDWdbzfayw4aaFI8LYrt8z6zGZPOkyRTMBhaITSZMAYCqQ4n6bavWkUWYOjTJ+rn+vr1Y0AwyI5t2+IfmJJ2HA0NVP7hD2QBhfPn6+K4hUoI01AwhtlPCCWEJh2fqzNoJbWFwYAX2tWW0bIlSzAAmSNGtGqc7KOOAiCwbFkcolJSye12M+vhh5nbqRN/+te/mAKsPeMMOpaUYD7ppFSHpygJI9zu0BGJKKrl+s1mLDo/VxdOCIMmE6Z2mBBWaFVCY2nNZBsxggzgl0WL4hyVkm6CwSCvjxnDxIYGdlx+Odlay650pxLCdBRO6qzWqJ7mMRox6XjVLLxCCIR6Sun4te6tfuVKAIrGjGndQLm5lGZnU7BlSxyiUlLB7XYz85FH+GdREVNuu40rnU4aJk3CvGULlX/6U+xFhxQlXXg8eISIqpdmwGzGrPMkyRQMEjSbQwlhMJjqcJKufs0aAIoOPTTq5xaNHw9A9ZIlcY1JSS9SSl445xwu+uEHNg4bRv9nnkl1SHGjmk2lIRlOCG22qJ7nNpsx63jVzOjzEdSW7T0GAwYdr4buLfjTTwBktXKFEKBu4ECGffMNO0tK6NqtW6vHU5KjoaGBV6ZPx/3ww1zkcJALVI4ejZg5k8KDDgr9ktaaRFH0THg8eA0GotlDE7BYsOo8IbRIibRYkH4/5naYEPq1pvTZ4ffDKORpZ619qvVEu/b8JZdwzhtvUJafT7/Fi8Ggn3W1/SaEQojrIhijUUr5fJziUSIRY0LoMZvJ0XNC6Pfj17YIeQwGDDp+rXuzlZRQZTaTH0XfrX2ONW4cnb/5ho8++ICuV14Zh+iURCopKWHO/feT/5//cKHXiw2oHDcO+dhjFIwalerwFCXpDF4v3ig/qAWsViw6T5LMWkIY9Pna5QqhqaSEeqOR7HAbrmh07Ei12Yxd7Z5plwKBAE+dcw4XvfkmjpwcuqxZg9DZGfyW3jFvBwqAwv183ZrIAJXfEx4PQYjqfASAz2LBquND82a/H7/WFNRrMGBsR1tGO1ZVUdWxY1zG6nr66QCUv/9+XMZTEmPVd9/xt+OPZ2mPHtz67LNc5vPReNJJGH78kaJFixAqGVTaKZPXiy/KIg/SasWm8wqSFinBbEZaLLpPfpuTU1VFVSs+xFd07kxxVRUBna8kK7/lcDh4YtQornjzTVx5eRT98AOGVlZ0b4tayihelVLevb9fEEKkd+ONNCQ8HrxCYIvifASAz2rFpuOE0BQIEAgnhEYjRp0XCAgrLy+nn8/H7l694jKe5dBDcRmN2JYvj8t4Svy43W7efuUVtj74IJM2b+YuwGm14rjwQnL/8hcKe/ZMdYiKknJGnw9flBOmQbtd1wmhlBILgMWC9Pkw6/i1NicQCNDV6aShR4+Yx/ANGcKQHTvYsG4dg2MoTKOkn5XLlvHNpEn8X00NO/v3p+uyZRCnyfe2Zr8rhFLKm1oaIJLfUeLL4PXijaHErd9mw67jmS1LIEDAYgHAazJhaicJ4YYlSygCLHE4PwiA2czOPn04sKqK6urq+IyptMrmzZt58MorebpjRyZeeil/2byZ7p0743ziCTKqqsidORNUMqgogHZ8QJscjJSw27EBQZ1OmnrdbiyAsNnAYgklh+3Ijs2b6Q0EYmg5EZY9fjw2YOuHH8YtLqVt8vv9PH3rrXgPP5yramooPekkuq5dq9tkECKoMiqEGCOEGKJ9f4YQ4p9CiD8JIdrb+0mbYfD5oj4fARCw27HreJuIJRgkqCWEAZMJs05v7Hur0JrIF2hV0OLBeMwxDAGWvfde3MZUouP3+3n/zTe5f/hwNvXrx20zZ3Kdy4UcM4bgZ59RUFpKxg03QKbapKEoTZn9fgJRrhCGq++6a2oSEFHqeRyO0DdWK1itWAHa0SrhziVLMAK2GArKhBVPmgRAvWo9oWvLv/qK6b16ccE//sEwkwnHrFl0mT8fLPpOe/abVQgh/gU8CrwohJgNXAJsAg4HZiU8uigJISYLIWbW1dWlOpSEMvp8BGJYIZTaDCg6XTmzSonUWnH4zeZ2kxB6v/sOgI7jxsVtzG5//CMApa+8Ercxlchs3LiRJ668kll5eYw+6yzuXL2a0Tk5OG68EeO2bRQtWYLhmGOiKqmvKO2JuclukYhlZQHgqqxMQESp59USQmG1IsL3Sa2ncXtQrR2BKDryyJjHMA8ZgstgwLx2bbzCUtqQqqoqHjr1VExHHsnNO3dSP3Ik9o0bybr00lSHlhQtTaEdDRwI2IASoJOU0i+EmAGsSXRw0ZJSzgPmjRo16vJUx5JIRp9vTzXNaMjwSkJjI8RSZasNk1JikxKpVV71WyxYdLw9tinr5s3Um0xkFxfHbUzzYYfRYDaT8/XXSCkRKvlIKIfDwdsvvcT2xx9n/MaN3Aj4haB89GgCd95JzgknQAyTQIrSHlkCgT27RSJl0Co0uysqYPDgRISVUt6GBgAMNhtoFbg99fWYMqJpzpG+POvWAdCxNU3EjUbKCgspLisjEAhgVO/JulBbW8vzt95K71mzuD0YpD4zE9eMGXS58MJ2NfHa0r5DjwxxAduklH4AKaUE9LnMlAZMgUBMCWF4BtRXWxvniFLP5/OFVj+1mc9gO+gpBaFEuHNFBbsLCuL7xmUyUT5yJOOdTtasWhW/cZU9pJQsXrSIhyZN4o28PE69+mru3LiRAwoKqLvzTkxlZXRZuhTjSSepZFBRomANBglq94JIGbVJUrdOVwg9WkIobLbQOUJ+TRLbA8vWrdQbjYiCglaN4xk+nOGBAOu+/z5OkSmpUlVVxfTrr+fdTp24buZMThSC6htuIHvXLuwXXdSukkFoeYWwSOtFKJp8j/ZzYUIjU/bJ4vfjj6F0stASQndlJeY4VaRsK1xOJ1mw5xxIwGoNldjWuW2//MKgQICdAwbEfez8qVPJXb6c+U8/zbDnnov7+O1VSUkJ8594Av/s2UyqruZ2wG0yUX/CCcjbbiN/3Lh2dyNSlHjx+/1YAW+0CWFODgDeqqoERJV64eTPmJGB0I6NuHU4ObwveZWVVOblkd3K99aOJ59MxiefsOH11xl68MFxik5JppKSEl6+4w56vPIK1wYCSIOB2j/8gQ1nn82YM85IdXgp09IK4X8IJX4FTb4P/zw7oZEp+2Ru0l4hGuEmmm4d3vBcDQ0YCVWKg1BPKauOC+iE/fTRR+QCmWPGxH3s3LPPxg8E33037mO3N3V1dbz8r3/xxKBBbO/enasef5xrqquxDRmCe9YsbLW1FH30EWL8eJUMKkoruFwubLDn+ECkzFr1QJ9Oi8qEzxCa7HaM2mcBr87rLYTV1dXRz+ulMQ6VmItOOw0A9+eft3osJblWLF/OQ8cfz8oePbh17lxOF4Laiy7CvGMHha+9hk/HFUQjsd8VQinlXckKRImctUk1zWjoeQbUo810Cu08hLTZsKcyoCSp0W5KxSefHP/B8/LYecABTFy/nh9Wr+agYcPifw0d83q9fDp/Pusfe4z+y5YxJRjECpQXFlI5dSoF119Pl65dUx2mouiK0+kMvffbo7sDWPLzAfDrNCEM3yNN2dkYtEknbztZIdy8YgUjgepWVBgNE926UZ6RQccff2x9YErCud1u3nrxRbY9+CCTt23jdqDRaqX2yivJvftubNr/90oLCaEQ4vH9/bnqQZh8wWAQq5RRn48AMGkJoR7PEHq0mU5j+IC83Y4JCHo8GGL4d5UuDKtX4wOsCdq6knfttWRfey3P/OMfHPTyywm5hp5IKVn61Vcsfewxcj/6iFM9Hk4G6u12qk89lc633ELRiBFqFVBJOiHEZGByv379Uh1KQrlcLnIAQ5QJoVX7YBjQ4f0RwK9tGTV36LDng197SQjLPvsMgLxWVBhtqmbwYEasXMmWzZvp07dvXMZU4mvr1q28+dBDZM6dy7luN3lARbduuG67jcxLLol6wqg9aGnL6DrtqwOhVhM7tK/DIniukgButxs70W+HATBph+b1uCUmnBAawpVUdd5TKqxoxw5KO3bcU0wn3rIvvBCPwUDmO+/g1SrTKb/3808/8dTll/NcXh7dxo7l5nff5QK/H+/YsfjffZfsujqKX30VMXKkSgaVlJBSzpNSXpGjTQzqlcvpxMavxwciZdWKjQTr6xMQVer5tITQ1KEDZq2iqk+nr3VvjStWAND52GPjMl72aadRDHw7Z05cxlPiw+l08upzz/HwoEGU9OnDLc89xxUeD94JE5CLF1O4fTv2a69VyeA+tLRl9HkAIcT5wDgppU/7eQbwceLDU/YWTghdMSSE5rw8APw6PDcQvrEZtYQwvHXUXV1NRufOKYsrkXZs384Qr5eKBBSU2SMri4pjjuH0BQuY//LLnHHxxYm7VpopKSlhwYwZ+F58kbGlpVxDqFXErqFDcU2bhv2cc+gSQ/EnRVFi59JWvfZMDkbIXqjVydNp5U2/do+05ubiNhh+85jeWTZswGE0ktWjR1zG63zBBXDXXTjffRfuuy8uYyqxkVKybOlSvvz73yn++GPO8PnIAqoKCqi94gpyp02jUxxbculZpL0LugKZQHh/QYb2mJJkLpcrpvMR8OuWGD3OgIZXCM3aB3BDuIBOdXXKYkq01e+/z8mAa/z4hF6nywMPYFiwgF/uvRc5dWq77km4e/duPnruORpfeIHDtm7lYiAI7OzTh5orriDvssvops4kKErK7Dk+EGVCmJmXhwd0mxAGGhsBsOTkYNHew/06fa1NSSkpKC9nd0EBWXG6d4mePSnLyaHbjz/i9/sxxdIGTGmVnTt38v6MGThnzeKkigpuJVStu3bSJDJvv538MWPUbpwoRfq3+BHgeyHEZ9rPRwP3JyYkZX9cLhcdiX47DIBVq6Ckx4TQq70mi7YVxqBti/LosIBOWM0HHwDQ5cwzE3odwyGHsKt3b07bupWFCxZw1HHHJfR6bU1VVRUfzJlD9cyZjPj5Zy4ktF++tEsXyi+8kKJp0+iuisMoSpvgjTEhtNvtVANCS5z0JqhVGbVkZ2PRVgjDj+nZzpIShvj9lMb57GzjmDEc8eGHLPn0UyZMmhTXsZXm1dTUMP/FFyl/6ikO3rCBKwndi3f174/rxhuxX3ABnbX2akr0IkoIpZSzhBAfAaO1h+6RUu5MXFjKvri0CmrhLZHRsOfm4gekDmcFwx8CLFoiGC6go8cWG2G2VatwGo1kjBiR8Gt1fPRROp95Jq9Nm8aEn39O+PVSra6ujo9feoldzzzD4HXrOFdKzEB5QQEVZ59Np+uvp0v//qkOU1GUvYTvBaYoPxgaDAYahcCg14RQe132jh3xaFXKA+0gIdzw6accDVQdcURcx+169dXYP/yQDf/+t0oIE8jlcvHRW2+xefp0Bq1cydlSYgEq8/OpPu88Cq67js46L5SVLC1VGS2QUlYCaAngW/v7HSXxPNpKjbZrBwAAIABJREFUmCGGhDAjMxMHgA5veHvOR2iroBYdF9CB0FnSvrt3U9qjB/2SsF3FcvrpVHTvzrkbN/LW3LkUxOksRltSX1/PZ6+8wuZHHyWwZQtnSokJqMzNpeq00+h0/fUUDRumtqEoShsWPk9u0naLRKPRYMDodsc7pDZBOp1A6AyhTetjLHX4WWBvVZ9+CkDxSSfFdVz78cfTYDZTsHAhwWAQg0HVWYwXv9/P/xYsYPVjj9F10SJO9vs5A6jLzKT61FPpdOONFBx8sLoXx1lLnyQ/BUbG4XeUOAlXzTTGsCyekZFBA/rcEhPeBhvuKWMJNxnWaVnt5V98wRhgy+jRLf5uXAhBx9mzKTzmGN6bNo3M115LznUTrKqqigVz51L9/PMMXreOU6XECJTn5rLrlFPoesMNFAwfrm48ipImAuH2CjEkhG6jEYvLFe+Q2gSpvS5DZia2cFVqLUnUM/ndd/iAzMMOi+/AZjPlo0dzzOLFLPn8c8ZNnBjf8duZYDDI14sXs2r6dLI+/piTXC4mAk6LhZoTTyTjxhvJOfpocozGVIeqWy0lhMOEEPuryiEA/b+jtCHhhDCWm53dbqcMMOjwJhDUPgTYtYQwvFKox4qqAFvnzmU80PXss5N2TePRR1Nx/PFc9ckn3PDII5x44olJu3Y8lZWV8ens2dTPns3QDRv4A6FzCLvz8th5yimUjRnDYZddppJARUlD4fYK4V0i0XCZzWR5PPEOqU0Q4UTXZsMmROj4iA4/CzQlpaRg+3bK8vLoEUNl9pZ0vekmbIsX88ODD6qEMAbBYJCvv/ySVdOnk/PppxzvdHIk4DEaqTj8cLzXX0/GaaeRoeNe0m1JSwmhJYIxZDwCUSKzdzXNaJjNZhoBuw5nQKV2FsKsfQgIrxQGdJoQmhctwisEmSeckNTrFs6ejbN3b6743/94bfZszp46NanXj9XWLVtY/MwzuF97jWHbt3OR9vjuggJ2nX46xdddR6chQ0AItixcqJJBRUlTe4qnxJAQesxmLHrtt+p24wZsBsOemXyh0+2xYdu3beMgr5fKgw9OyPi2yZOpycig7+LFNDQ00EG1GWpRMBjkq0WLWP3kk79JAt1GI7sPOwzn1VeTMWUK3aIsCqW0Xkt9CAPJCkSJzN7FU6LlMhrpoMebQHgbrPYmEu4pFdRhAZ26ujoGl5VR0rMnfWI4S9oqnTtjee01hp16Kusuu4ylAwZweJwP68dDIBBg6eLFrHvuOawff8yR1dVcqP3Zzq5d2X3GGRRdeWUoCVQURTfCCaE1hnuk12rFpsMJUwDh8eAxGAivk7mF+HXVUKfWzZvHJKBxwoTEXMBoxHnWWUycM4eXpk/nojvvTMx10lwgEOCrRYtYM306OZ99xglOJ2MJfR4tHz0a1zXXYD/jDHqqJDCldNU8RQgxGZjcT8cVh8IH5mO52UGoT4tJj1tinE6CgEFrx5FZVATos6Lq0nnzOAHYcuyxKbm+6ZRTWH/WWfzxjTd48qijMCxaxGHJOsu4H3V1dXz+1luUzJ5N4fLlTPR6ORLwCsHOQYMoP+88ii69lK5duqQ6VEVREiRcTTOWojI+mw1bQJ/z4EYtIQxz67iATljN/PkAdD3rrIRdo+tf/0pgzhw8jz1G8I47VHEZTSAQ4KuFC1kzfTp5n33G8S4X49CSwMMPx3XttdhPP52eyZ7UVvZJVwmhlHIeMG/UqFGXpzqWRAmfiQufkYuW12LBosOE0OBy4RKCTG2rn71DB9ygy4qqZS+/DEC3Cy9s4TcTp/zqq+mekcF1c+bwzJFHsvn55znvootafmIc+Xw+Vixbxrq5cxGffMIB27dzCqE3tUaLhcojj8R+2WVknnEGvdVWHkVpF/aci4uhV2/AZiNDpwmhwevF26Qgh9to1OfkcBPWlStxGI1kDRuWuIv06sXOww/nD0uX8t5LL3F6Cu/LqeZ2u1n4wQdseeopir76imM8nlASaDJRPmYMmddcE0oCY/h/U0m8iBNCIYQACps+R0pZmoiglH0LhBuw5+XF9Hyf1YpZh72HDG43bqOR8IYDIQSNgNDZoXkpJRlLl9JoMpGZyq2aQtDhP/+hMSODq55+mq+mTuWGN9/kz88+S5cErcD5/X5+WLOGH956i/r58+m0fj0T/H7GAEGgtHNnyo4/ni6XXELmEUeQmYR2HIqitDGtSQgzMrBICV4vWCIpoZA+jB4PvibviS6zWdcJYU1NDQOqqtjVty/9Erxq1/XxxzEefjjbbr6ZwPnnY2xHlTDr6ur47L//ZfesWfRatYqjAgFOABosFirHj8d29dXYTz2Vngko6qPEV0SfmIQQ1wD3AVWEPntBqJjMAQmKS9mH8PkIEeOKR9Bmw6bDVgwmtxvPXm/CToMBg87OSPy4bh1j6urYPWwYfVKd8AhB5lNP4R8zhlGXXMKo+fP5d8+eVP3xj/zxlls44IDY3x6klJSVlfH9ihVsnT8f3+LFdN+8mSMCAUZov1Nnt1N7xBE4zj+frNNPp5t2blRRlPZrT6GUGLaiBcNnmBwOiHEXTltl8vnwa/0HIbRbKEPHCeHyjz/mOGD72LEJv5Zx9GhKDzmEi7/5hhefeIKL/+//En7NVCorK+OLF16gYe5cBm/YwGlau6aqrCx2H3MMXa65hg5HH02HVH9GUaIS6X+tm4DBUsqKRAajRCC8uhfj4dtARgZ2HW6JMXu9eJrc7CC0V92ssxXC5TNmcDFQffHFqQ5lD9P552M66ijqp03jxnfewT97NvNnz2ZucTHmCRPofeyxDBg4kG7dupGbm4vJZMJoNNLY2EhdXR3V1dVs27qVqjVrcP/wA/4ffyRv2zYO9Hg4BggXnK7JyqJu2DCqJk8m//TTyenfnxxVDVRRlKbCCWEMK4Qy3N+3oUF3CaHF58PXJEn2WSxYdTZh2tSuV1/FABT/8Y9JuV7xCy8QHDoU4x13UHreeUm5ZjJt3LCBJc88Q+NLL5FdUcH52uNlBQWUnnwyXa+9lvyDDyZf3ZPTVqQJYQmwv36ESrLsVU0zapmZmHW4Jcbk9eLfq1eN02LRXZNh8e67+IWg4wUXpDqU3+rShey334ZNm/A9+ijHvfYaZ5SVwauvUvvqq2wF1gENhLYYSCAHyNe+JgFNP745LRaqBgygfORICk84AdvYseT17k2eutkoirIfBpcLjxBYY9kmqCWEwfp69FYaxOb3/+Ye6bfZsFVVpTCixMpctgyn0UjGuHFJuZ448EDqL7+cC2fO5O4pUzjqgQeSct1E8fl8fP3FF/z87LNkfPEFR9bVcTGh+3dJjx6UnXUWna+8kuL+/VMdqhInkSaEm4AvhBDzgT17DKSUTyYkKmWfRDghDM9kRvv88PMaG3WVEFp8Pvx7VZXzWCzk6GhLzI4dOxi9axc7+vWjd1udve7Xj8xnnoGnnoI1awguX45ctIiumzfTfdcuhNuNCAZBSnwZGQSyswl27EhDr14ER4wgY+hQRP/+ZHTvToZK/hRFiZLwePAajcTSytqg3UPcFRXorfahPRDA0WTV1J+RgT0Y3M8z0ldtbS3DKyrY0b8/A/faOZRIef/8J9XvvMMlS5fy7xdf5KijjkrateOhoqKCha+8QvXcuXRbvZoJfj/jCRUgKj3oICrPPZcNAwdyxBlnpDpUJQEiTQjLtK/o6zgrcWVwuULtFWI8oBs+eygbGhAxFqZpi2x+P4G9tgh57HbsOqoy+r+nnuJCYFc6bEcxGGD4cAzDh5N35ZWpjkZRlHbC6PHgi7Goh0Fr5+SprNRVQhgMBsmUkoYmW0ZlRgYZOk0Il7z0EicDW048MbkXttvJff99ssaM4eTZs/nglFM46fTTkxtDFILBIGu+/55Vzz2HnDePYTt3Em7QUZWZye6JEym+/HLsJ55IH+0z59qFC1MWr5JYESWEUsq7AIQQdu1nfe3DSyMmrZpmrKsnRu2G56qsJKNHj3iGljLBYJDMYJDGvbbR+jMyyPT7UxRV/LlnzyYIdFYJlqIoSrOMXi/eGFeFTNokqUdnWymdTieZNCmaA5CVhR2QPh8iiatoybBLa83U89JLk35tw+jRBGfNYsIll/D6lCm8//rrnHLmmUmPY1927tzJV6+/Ts3rr1OwahVjPR6GAwFgZ/fulJx6Kl0uv5z8gw5S5wHbmUirjB4AzAGKQz+KEmCqlPLHRAan/J7J48FjMsU8exm+4TnLy3UzA+pwOMgGHHttow1mZZGpkxnQNd9/z3G7drFj0CB6qsbqiqIozbL4fARibHZtzc8HwKuzhNDR0EAhTY6MwJ5jJ+7KSuzFxakJLAH8fj8F331Hrd1O7kEHpSQG28UXs27RIv4wZw4fTZnCk/ffz7Tbb09J0/r6+nqWfvYZ2158EdvixRxcXc0ftD+rtdmoOuIILOeeS+6559JD+/uvtE+RbhmdCdwhpVwAIIQ4FngOODJRgSnNa66aZjQsublAKCHUi4aGBvKBUm31MyzYoUNoBtTjQVhjOVHSdnz1wANcDdTfeGOqQ1EURWmzrH4/vhiPVNiLigD9rRA2VlXRmd+2qwqfl3SWl+sqIVy2cCHHer3sPvZYclO4wlUxdSrukSM57vrrGXDnndz0/vtcNWcOgwYNSuh1d+/ezdKPP2b3O+9gXraM/rt3M4FQtW6PwUBZ//6UTp5M8YUXkjt0aEr/HSltS6QJYYdwMgggpfxMCPFYgmJS9sPq8+GLtcIov86AunV0w2uorKQrv57/CBNa8uvevRt7Gm+P9Xq95M+fT6PZTHZbqy6qKIrSRgSDQeyBAP4YWk4AZHXuDICvWl9F1Z0VoY5hxiaF18L3S5eOJocBNj31FEcC4pprUh0KtuuuQw4fTtFpp/HPFSt45YADmH3KKZx+++0ceuihiFYmY3V1dXz/3Xds+eQTnIsXk7l+PUNra5kMGAG/EJR17UrZmDEUX3AB1mOOoVeM/28o+hdpQviLEOJ2YK728x+BbYkJSdkf616lo6NlKygA9DUD2rhrFwDGvSpvGrSE0LFzZ1onhO/NmcPJbjeVJ55IpnozVxRFI4TIBJ4CvMBCKeXLKQ4ppVwuF1lAMMb3yQ5FRQSAQG1tXONKNXdlJfBrDQEAk3a/1FNCKKUke8ECGkwmOpx0UqrDAUCMG0eHX37BeffdTJkxg/Pee48v33uP+7OzCRx7LN2OO44Dhw2je/fudOzYEXuTv7s+n4+KigoqKirYVVZG2apVOL77Dvnzz2Rt307fujpGAuO13/cYjezq25eyCRPoNGUK5rFj6d6KBQSlfYk0IbwE+BvwISCAL4G20xm7nZBShmY/Y9wOA5BRWAiAr6YmXmGlnGv3bgDMeyWERm011FlamvSY4kVKSdl995EBdEvzvkaKorRMCPECcDJQLqU8sMnjJwDTCU3+z5JS/h04A3hTSjlPCPEa0K4TQofDQRbgibEtU25eHg1AoL4+rnGlmktbIbQ0uUdatO2xbm1CVQ9WfPUVRzkc7D7iCDq0pbZa2dlk/POfcMcduJ9+moNmzmRcaSm8/Tbut99mA/ADUAs0GgwYALOUZEhJJ6ATMAZo+rfaazBQ3r071cOHEzz6aHKOPhrr4MH01FmBICV5Iq0yWgWkfv29nfN6vXQA/K2Y8cns1AkAv45mQN3aDKdlrwPRZm37j2vnzqTHFC/LlizhtJISSgYMoNuIEakOR1GUxJsN/Bt4MfyAEMIIzAAmAiXAN0KI94FuhD5LQqhQYLsWLjAWa0KYk5NDOYDOEsLwCqGtyT3Spn0W8OpohfDbhx/mMMB67bWpDqV5RUXY7rkH2z33wI4dBD//HPfXX1P0/fd0rqjA6HBgdrsJCkHQaMRvseDLzSVYWEhdly74hw0j55BDEAMHYunWjW4xtldRlObsNyEUQjwmpbxZCPEOIPf+cyml6k6ZRI2NjWQD9a1ICMNnJPQ0Axre8pKhvbawzO7dAXCn8Qrh17fcws2A6777Uh2KoijNEEJ8C/wHeEVK2eqtF1LKL4UQvfZ6+FBgk5Ryi3bN/wKnEkoOuwHfA8kvYdjGNDY20gWoblI8JRoWiwWHEAgd9a+FX6umZmhJIEBm164A+LTVw3Tn8/no8umnNFgsdGhDbR72qXt3DFOnkjt1aqojURSg5RXC17R//jvRgSgtCyeEtTHe7AA65OfjBYI6Sgi92uxn1l7tGLJ69gTAl6ZbYtasXs2E5cup7NiRgrPOavkJiqKkwjmEjlB80yQ5/FRK+btJ1FboCuxo8nMJcBjwJPBvIcRJwLx9PVkIcQVwBUCnTp1YqMPm0g6Hg3WrVzMUqHA6KYvxNWYbDASrq9vMvyOHw9HqWHauXw/AT2Vl+LWx6svK6APs3rAhZa81Hq8tbNXnn3ON18uaww+ncenSuIzZGvF8bW2JXl8X6Pu1RWK/CaGUcoX27WAp5W+SQiHENODzRAWm/F5jQwNdAZpUCouW1WqlBsDhiFNUqefXZj/tTWY/AXL79AEgkKZbYj666ipuBRrvvx9S0L9IUZSWSSk3AX8RQtxF6OzfC0BQOws4XUoZj5KVzZUjlFLKRiI4zy+lnEmofRSjRo2SEyZMiENIbcvChQsZrBUP6zpwIL1jfI3LLBZypWRUG/l3tHDhQlr736v60UcBGDNpEqJXLwA8bjc+oMBkYkyKXms8XlvY+muvxQoMnz4d8yGHxGXM1ojna2tL9Pq6QN+vLRKRfsq8pJnHLo1nIErLXJWVGPh9e4VoOQ0GcDrjE1QbILWEUOxVVCa3sJA6gDQsIb5q5UpOWLaMyvx8Mi+/PNXhKIqyH0KIocBjwCPAW8AUoB74Ik6XKAG6N/m5G5C+e+ETxKPtFjFpFaZjGsNqxezxxCukNkFqNQNEk88OVpuNWkDU1aUoqvjZtHEjh69fT2lxcZtIBhUlHbV0hvBsQtthegsh3m7yRx0IFURSksij7fU3tOJmB+AyGjHqKCEU4QI5eXm/edxkMlFrMGBMswI6UkrmX3ABdwGOhx4CU6TFgBVFSTYhxEpC98PngduklOFsYrkQYkycLvMN0F8I0RvYSei+fF6cxtaNcDsly16Tg9Hw22xYdVSFG0CEj4jstbvIYTRibGhIQUTx9fEddzANqLvhhlSHoihpq6VPmiuAKkKzkTOaPN4ArEpUUErzfOHZz1bc7ADcZjNmHSWEpoYGGg0GMpspt1xvMmFOsxve+6++ytQff6S8e3eKLmlucV5RlDbkrHCxlzAhRG8p5dZYCq8JIV4FJgAFQogS4B4p5fPaMY1PCLWdeEFKuS7KcScDk/v16xdtSGkj3E5p74rT0QjY7dh0UmglzOhwhO6Re1WlbDSZsKR5AZ36+nr6vvsu9VYrOdOmpTocRUlbLZ0h3ApsBT5LTjjK/oRXCC1ac/lYuTIyyHC54hFSm2BpbKTRYqG52qv1djuFaXRe0ul0su3aazkV8M+dC6qstKK0dW8CI5t57OBYBpNSnruPxz8k1As4JlLKecC8UaNG6XYPutQSQtte58mjGiMzk4xgMF4htQlmp5NGk+l390iHzUZOmn8WeOWee7jK76d06lSyMzJSHY6ipK2I9qIJIQ4B/gUMBqyEDrh7pJSxVzdRohY+H5FZXNyqcXxZWWSm2TbK/bG5XLhstmb/zNmhAzla4/p0MP3qq7mxtpbdxxxDp/HjUx2Ooij7IIQYBAwBcoQQTVcCs4Hm35CUhAonhNbWJIRZWWRICYGAbibkLC4Xbqv1d4+7MjPpqm2zTUcNDQ1kPfUUXoOBLg88kOpwFCWtRVpU5ingImALofOD04B/JioopXl+bYUwc6/2CtEK5uaS7ffHI6Q2IcPjwbuP3ozejh3J8/kgDWZ8v168mAkvvojfaqXTSy+lOhxFUfZvIKGqornA5CZfIwHdrsK1ZeHz5IZWbBkV2jk7vw6KrYRZPB68zUya+rKzyfF6UxBRfLx6772c4/VSddZZUFSU6nAUJa1FWq3CIKX8WQhhklL6gOeEEF8DdycwNmUv4WqaNq2hbMzy88kFnA0NZLSip2Fb4PF4yAkECOyj8qosKsICBKuqMBQWJje4KLhcLhafeSa3Aq4ZM6Bz51SHpCjKfkgp3wPeE0IcLqVMfeMz5dcCKa0ovGbU7iUNpaXktfK8fluR4fXib2bSNNCxI9lSgs8HzZzBb8sqKyvp+OST+IxGiqdPT3U4ipL2Il0hbBRCWIDVQogHhRB/ArISGJfSDKFth9m7vUK0jIWFGICqzZvjEFVqVVRU0BF+V2E0zKglz3U//5y8oGLw9/PP57qKCsrHjMGuCskoSpsnhPiz9u15Qogn9/5KaXDNEEJMFkLMrNPRytfeTA0N+AD2sWMkojG0e0njrl3xCSrFXC4XeVI2O2kqtHoErh07kh1Wq8269lqm+Hw4Lr0UWrFFWFGUkEgTwqmEKptNAwJAf0J9lhJOCNFHCPG8EOLNZFyvLTPV1eEUAvZxXi5SVu0MYo0eEsLycgoBwz5uCLaePQGo/fHHJEYVnVeeeYbz33kHX1YWRW+9BaK5HtSKorQx4TeVb4GVzXy1KVLKeVLKK3Ja2ce2LbM0NtJgNLbqPTTcsqIxjc6e709VVRX5gGxmItmo7USpS7PPAuvXrmXC66+HisY9/HCqw1EUXYhoy2iTktou4K7WXlQI8QKhsxflUsoDmzx+AjCdUPI5S0r5d+3al6qEECwOB/VmM62to5XRrRsADdu2tT6oFKvesgUzYN7HNtqMQYMAcP30UxKjitwPa9ZgnTaNvoB8/30106koaUKr2omUck6qY1FCrG43jWYzrdlDE65Q6iori09QKVZdXk43oLSZ6uRWrR6BY+vWJEcVu2AwyDunncZfgPqHH27V9mBFUX4V0QqhEGKjEGLD3l+tuO5s4IS9rmEk1OvwROAA4FwhxAGtuIbuWJ1OGi2WVo+T1aMHAK6SklaPlWrhG5mte/dm/7xgxAgCgG9Da/66JkZZWRnzxo3jzECAxjvuwHTUUakOSVGUKAkhFgghcpv8nCeE+CSVMbVXNpcLZzPVNKOR3acPAM403EbZnHpt4tfUzGSjvXdvAFxplBDO/vvfuXLzZsr79yf72mtTHY6i6EakRWWObPK9DTgLiHnfiZTySyFEr70ePhTYFF6NFEL8FzgVWB/JmEKIK4ArADp16sTChQtjDa9NcjgcFDmd1NntrX9tNTV0A7Z//32b+PfkcDhijmPj118DsM3l4udmxvB6vRgB5/r1KXmt+3ptLpeLjy+7jOl1dWweNYodxxwDbeC/RaRa89+srVOvTYlSoZRyTx8fKWWNEEKVPEwBu8eDp5Vn7PP69QPAW1oaj5BSrnH7dqD5YnR5B4Tm3D1psltow88/U3z33XQwGLC89x4YIj31pChKSyLdMrr3ZvpHhRBL4hxLV6DplFwJcJgQIh94ABghhLhdSvnQPmKcCcwEGDVqlJwwYUKcw0uthQsXkuv305CXR2tfmzzwQLjiCvKFaPVY8bBw4cKY49j6+OMAHHbyyYiRe/eGDvnKYqGTw0G/FLzW5l6bx+PhjgkTeLi0lOpBg+i7eDF9W3kuNNla89+srVOvTYlSQAjRQ0q5HUAI0ROQKY7pd4QQk4HJ/bSER4+yfD7qs1pX7y6vb18A/Do5Q9iorXSGdwY11WnAAJxAMA12C3k8Hv47cSJ3BwLU3nsv1sGDUx2SouhKpI3phzb50QCMohUrhPu6TDOPSSllFXBVnK+VlrIDAarj0CZCaFXUZBo3pA3za+c8xH56EFVnZzOotnaff55MPp+Pv5xwAncvW4anqIiOX37Z6iJBiqKk1F+AJUKIRdrP49B2q7Ql2pnHeaNGjdJlj8RgMEh2MEhtK++RBquVOiEQOrg/wq9HQ7K17aFNdcjOZosQGMvLkx1W1B679FJu2rGDimHDKLzzzlSHoyi6E+mW0RlNvvcDvwBnxzmWEqDpQbBugD72bMSB1+OhI7AlHgeojUbqjUaMbSRJao09N7L9FGNxdupEfmUluFxgtycpst8LBALcecop3L5wIXTsSM6330Ib7o2oKErLpJQfCyFGAqMJTWzeKKWsTHFY7U6jw0EesC0O98g6s1kX90f4ddLUtI/ettVWK3atpVVb9casWUx5+WWCGRkUfvCB2iqqKAkQ6ZbRsYkOBPgG6C+E6A3sBM4BzkvCddOCq7ISC0CcGuU2WiyYwk1805i9tpY6q5Wc/TTVFX37wrp1+DZtwnzQQUmM7lcej4c7Jk/m1gULMOfkkP3tt7CPQjiKoqSdAFBO6Iz9AUIIpJRfpjimdsVZVYUFMMThHtlot2NzOFofVBtgqKgIfbOPSdO6Dh3oXF+fxIiis/Srr7BfeSV9hEDOmwf7qCiuKErrRFpl1CKE+IMQ4s9CiDvCX7FeVAjxKrAUGCiEKBFCXCql9BPqc/gJof5Or0sp10U5rm4b74bPMxjitKLkzsrCkuYJoZSSXIcDR3b2fn8vS0sCy5cvT0ZYv+NwOLh17FjuXLAAe04O2StWQDPbdxRFST9CiMuALwndu+7V/vnXVMbUHnm1e6R5P8cHIuXJyiLD7W71OG2BpaaGRqMRMppvWNVQVEQntxt8viRH1rKtW7aweuJETg4G8Tz0EOajj051SIqiW5Guu79DaIuoidBMaPgrJlLKc6WUxVJKs5Sym5Tyee3xD6WUA6SUfaWUD8Qwrm4b7wa0Wb543OwAgrm5ZPt8OJ3OuIyXChUVFXQKBvG2kCQXHnEEAHVLlyYjrN+oqanhrlGjePCbbzB06kSH1athwICkx6EoSsJcDxwCbJNSHgWMACpSG1L7E6gM7dK1xOEe6c/JIcfrRco2VxsoahkNDTTs56hEsFcvzECgjbWeKC0t5bVDDuEql4vqCy4g889/TnVIiqJrkZ4h7Nm0gbySfEHtgHu4kWyrde5M8caN7NhEtg4KAAAgAElEQVSxg4EDB8ZnzCTbtm0bPQBXt277/b0BY8awHZDffpuUuMLWrFnDiosu4pGGBhx9+pC7dCnEKaFXFKXNcEsp3UIIhBBWKeVPQog296aq9yqjAe0eaSsubv1g+fnkAw0NDWS3sAOlLZNS0sHpxLWfzw3mwYPhgw+oWrGCojYyWVlZWclTo0Zxf3U1VcceS/7s2SCaqzuoKEq8RLpCuEw1iU8tUV0NgD1O++fNPXvSCdjWxmYFo7F940Y6ATatTPi+5OTk8HNmJrmbNycnMGD+O++wbNQoHmpowHHkkeSuWqWSQUXRpxKtMf27wAIhxHu0wYJoet5BAyC1e2RmHO6Rxk6dyALKtR5+6aqyspIiKQkUFOzzd3K0dk11K1cmK6z9Ki0t5d9Dh3J/WRnVhxxC/vz5qoiMoiRBpP+XHQasEkKsE0J8J4RYJYT4LpGBKb9l1KqAZcapEElWv36Ygd3rojqm2aZUf/89ANlDh7bwm1Dbty9dGxshwedLA4EA/7j1VqxnnMEVPh8/T55M7sKFkMazzIqi7JuU8nQpZa2U8q/AXcDzwGmpjar9MWv3yOw4rIBatKSyeuPGVo+VSjt27KAYEPtZISweORIn4Pnxx6TFtS9bt27lmaFD+WtZGZWjR4faMlmtqQ5LUdqFSLeMpsXNTc9bYszV1QSBjnHa3pmjNXWt++mnuIyXCo61awHIOKDlxWvz4YfDmjVULlhAwZQpCYln165dPHjSSdzy3XcUGwx4ZsygbNAgBhqNCbmeoihtg9Z24khCDem/klJ6UxxSu2PV2kTYmmnAHq3wxGttEneVJELZxo2MBBx9+uzzd3r37cvPgCHFr3XN6tUsGDuW+xoaqBk7loIFC1QyqChJFNEKoZRyM1AIjNG+rwXaXEkqPW+JsdXWUiUElszMuIxn1M7dudL4hufdsCH0Ta9eLf5ul8mTASh/772ExPK/zz/nuf79efy778gpLMS4fDnWq65KyLUURWk7hBB3A3OAfKAA+I8QQnXOTrKMhgYahIhLr9n8QYMAqNm0qdVjpVKtNmmapU0AN8dkMrGrQwcytSqtqTD/7bf5YdQobm5ooPqUU8j77DOVDCpKkkXaduJO4B4gfJOzAa8kKijl9zIdDqr202svatoWkkBJSfzGTCIpJeadOwkYDHtey/4cdPTRrBIC2+efxzUOl8vFvVdfjfPYY7nL4cBx3HFkb9yIGDUqrtdRFKXNOhc4REp5j5TyHkIN6s9PcUztTmZjI9WmSDc97V8HbZKxccuWuIyXKvXr1wOQO2TIfn+vrksXihsaIMmtNqSU/Ou++7CfeSbn+/3U/9//0fHdd8FiSWociqJEfoZwCjAJaASQUu4E1KGoJMpxOqmPw8znHp07A2AoL4/fmElUXl5Ob7eb2sJCiOBDgN1u58cBA+hVVkawrCwuMaxYvpw7+/Vj2jPPMNFoxPPYY+R+/DHocIVaUZR9+oXQJGmYFUjfrRdpKtvlos5ma/kXI6GdIfSneVEZt7bCKVrYRusfMQIL4Fi8OAlRhTgcDl674w4m3XMP44XA89xzZD/yiKomqigpEmlC6JGhhjwSQAjRfIdTJWHyvF4a41mYxGbDZbeTUVdHY2Nj/MZNkvXr13MA4O/fP+LnZF9wAQbglyefbNW1nU4nD15/PTtHj+ax0lKMgwdjWbcO6003qZuZorQ/HmCdEGK2EGI2sBZwCCGeFEK07s0mjoQQk4UQM+sSXFgrVXK9XhxxOlJBTg5uoxFzmk6YhplLSgjCngR3XzqfeioAJW+9lfiggLVr1/JA//48sWwZhdnZGBYvxnrZZUm5tqIozYs0IXxbCDEDyBFCXAx8CvwncWHFRrc3PCkp8Pvx5uXFdVhvQQFdgJ9//jmu4ybDT6tX0w+wayWzI3HkNdfwM2CaNQtiaDgspeS9t9/mge7duerJJznZYMB1773k/vADpGkvR0VRWu0T4O/AN8Ay4C/AR8BK7atN0PMZe4COPh/ueE2aCkFDdjZZdXUEg8H4jJlkPp+PwpoaanJzWzyPN3zSJLYD/iVLEhqTlJI5//433w0fzkO7dlHRvz/ZGzdiGDMmoddVFKVlkRaVeRiYD7wPDAMekFI+kcjAYqHXG56/qgobIDt1iuu4xq5dKQZ+bAPlpqNVvWwZRqDDYYdF/JzcvDyWjRtHj8pKds+dG9X11q9fzy1jxtD9zDN5oLoaMWIE5rVrsd99N6gqoorS7gghTEKIfwB/A6YClwH3AwcCr0gp50gp56QwxHZD+nzkt9BvL1reggKKg0F27doVtzGT6ZdffqGflLi1AnL7k52dzY85ORQksMhcaWkptxxxBGP/9CfODwRw3HADW55+WvXnVZQ2ItKiMg9KKT+SUt4opbxBSvmREOLBRAenhFRpvQLNcepBGGbv25euwE9p2HrC8c03AIgWDsvv7egXXmA74Js2DelwtPj7W7Zs4a7Jk9kwZAiPLl1K/5wc/C+/TN7KlbCfym2KoujeI0BHoLeU8mAp5QigD5Cj/ZmSJPVaIiPiOWnarRtdCfXGS0cbN2xgACC0iqktqR0yhM5uN36tEE28SCn574sv8mrfvjy8bBn5+fmIRYvIeuIJNZmqKG1IpFtGT2jmsZPiGYiyb9XaCp69d++4jmvs149uwMY0a07vdDqxb90aOhsxYEBUz+3ety9fX345XRoaWDtyJIFmzk8Gg0EWfvEF944dy5q+ffnb/PkcZ7XivO02OpSUYDrvPHVWUFGUk4HLpZQN4QeklPXA1aj7Y1LVaJOa8Zw0tWkTplvStPVEybff0gHoEOGxityLLwZgyyPxm8vYtm0bt48bx4EXXcTNbjeOKVPI2boVw7hxcbuGoijxsd/yjEKIK4GrgIFCiO+a/FEH2tDZCL1r2LgRgNwIZ/oi1qcPBqBuzZr4jptg3377LUOlxNmlC1kxVF49+9lneeOHH/jDsmVsKChg0+TJyJEjqa+ro2rFCizLl3NMYyP3AI12O/VXXkn2PfdAbm78X4yiKOlKasXW9n4wIISI/pCyErMGLWnLiKAnbaSyDzgAM1Dy/fdw0UVxGzdZalasACBrxIiIfn/CBRew/Kqr6ByHXr1er5en7r+f7Acf5O+BAHW5uQRmzyZHK16jKErb01K9/teBz4GHgNuaPN4gpUzv8ltpxL1tGwAFUW6PbJG24mj45Rc8Hg/WNGkEu/Trr7kYMB15ZEzPF0Jw1tdfs/Dmm+k1YwaT3ngD3nhjz597DQYqDzoIzw03kHneeRCvUuaKoujJeiHEhVLKF5s+KIT4I5B++/DTmPOXXwDo0Ldv3MY09+wJQPmqVXEbM5lcq1cDICIseGa1Wtk6ahSHLV9O46JFZI4fH/U1pZR8/MEHfH355UzbtYsCIai/4gpyHnsMsrKiHk9RlOTZb0IopawBaoQQjVLK35w2FkLMllJOTWRwSogsKcEDFETRYiEiffoA0CMQYN26dYyMomJnKm3+9FOKAI4+OuYxhBBMePxxePRRahcvxrFyJRkZGeSNHIllyBC6xKt8uaIoenUtoQrclxDaMSOBQwA7cHoqA2tv/Nqkaf5BB8VvUK0YiyMNq3A7nU5ySkvxGY2YW+hB2NSAv/+dqqOOouqyyxig7UyK1LKlS3n7iiu4cO1a/gbUDB6M8dVXyR42LMroFUVJhUjPEA5t+oMQwkDoxtem6LXthGX3bkqNRgwRNGCPSnExQYuFPsDKlemxA9jtdiO/+ir0wxFHtH5Ag4Hc8ePpdtNNdLzqKsShh4JKBhVFaYGUcqeU8jDgPkLN6bcD90kpD5VS7kxpcO2MKCmhBiiI45bRcO8+865daderd9WqVYyUkoa+faMq3DJywgQ+GTaMAZs2sXPGjBZ/X0rJl4sW8dfDDsN7xBH8Y+1auhUW4vvvf8lbtw5UMqgoaWO/CaEQ4lYhRA0wVAhRrX3VAJXAh0mJMAp6bTvRoaaG8kRsWzQYEH36MNBsTpuEcOHChRzs9eLLyIB4b6FVFEWJkpTyCynlv6SUT0opP091PPui1wlTAEt5OWUmEyKexb6KiwmYzfQm/VozrVyxgoMBSwz9/ca+8QarTCZy/vQntr/ySrO/U1NTw4v/+hcP9e5N9oQJ/HXFCoZlZ+N59FFyS0own322KrymKGmmpSWnfwCPsdcZQillIJFBKb+V39jIjvz8hIwt+vRhcEkJf0uThHD+vHncJASG8ePBEOkCt6IoSvsmpZwHzBs1atTlqY4l3jrU1VGekRHfQQ0G/D170n/TJtauXcuoUaPiO34Cbf/0U7IAJkyI+rnd+/en5t13KT/lFLqffz4L770X58SJNObk0PjLLzi+/ZYeGzcyRUoygOriYjz33PP/7N15fFTV/f/x1ycLCYEQ9h0h7Dthx4IKShVF69pfsRZc6sLX0iKtba2tVeuXWqnaVq3bF9wtLigormABWRQEAVlk3wOEJSEr2XN+f8yAAUkIZCZ3Mnk/H495OHNn5pz3yegcP3PvPZeEm2+GWrUCPBIRqSqnO4fQAUXAb80sAegAxB77Fc4590XQE9Z0RUU0LSoiO1grXLZvT5vPPmPNN99QUFBArRD+Qi8uLmbd22/T3jn40Y+8jiMiIiGgcW4uW1q0CHi70d2702nbNqb6F2ipDoqLi8lftMj3YNCgs2qj9+jRpKxfz5Krr2bIxo3Ebt58wvOp9eqRdfHF1L77bhoOGqS9gSJhoEInpflPmv8N0ApYi+/8waXA8KAlEwAyN26kHpDXtGlwOujWjdiCApoAK1euZMiQIcHpJwDmzJnD4EOHfA8uv9zbMCIi4rni7GwalZSQG4SjaCI6daKjGcuXLQt428Hy9ddf0z0nh8LatYk+w+v0lta8a1eab9hAcXo6h/77XyIzMqjbujW1unenUatWKgJFwkxFVymZBAwAvnTOnWdmPYA/BS+WHHNgxQrqAXYGK4WdEf+qbL2AhQsXhnRB+OKLL/LbqChKevYkwr8CnIiI1FyHVq2iOVDYvHngG+/UiZiSEg6sXElhYSHR0dGB7yPAPvnkE34KuPPOC8hpFZH169Pk2msrH0xEQlpFvy3ynHO5AGZWyzm3HgjwVdLlVNL9F42PDuD1lU7QsycAFzVpwsKFC4PTRwDs2bOHjTNnMrCoiIif/tTrOCIiEgJSV6/23WnTJvCNd+zoazo/n7Vr1wa+/SBY9dZbdARq6SLwInIGKloQ7jez+sBs4FMzewc4ELxYZyccV1HL8x+7X7dbt+B00KABtGrFsIQEFi9eTHFxaK4X9I9//IMbi4txUVEwbpzXcUREJATk+K8TGO2/rm5A+a/92xH46quvAt9+gG3YsIHW69f7Howa5W0YEalWKlQQOud+5JxLd87dB/wv8DoQcj8/heNlJ9zu3aQDcc2aBa+TXr3oXFhIRkYGq1atCl4/ZyklJYVXn3uO22rVwi6/HIL5txARkWqjcNs2AOIqcb5cmVq3xtWuTf/atfnii9BfQ+/VV1/lR0BRYiIEo0AWkbB1xgeYO+f+65x71zmXH4xAcqI6KSnsq107sNdXOlmvXjTYv58o4MMPPwxeP2fpz3/+Mz/Ly6Nefj78+tdexxERkRARsWsXKWbEBePSTBERWK9eDK1bl/nz5+NbeD00FRQU8PG0aVwIROm0ChE5Q7qQW4hrnJ7OkYYNg9tJv35YQQE/7dUr5ArCr776itenTuXPcXFw3nm+m4iICFA3JYWUuLjg/WialESn7GySk5PZsmVLcPoIgOnTpzPy4EEiQadViMgZU0EYwlxhIS0LC8lt1Sq4Hf3gBwCMOeccli9fzoEDoXF6aG5uLjfeeCMPxMfTIDsb/vIXryOJiEgIaZKZSUbjxsHroG9fYnJzOQeYN29e8PqphOLiYh6dMoU7a9XCnXsuBOPwWREJayoIQ9jhlSuJBsy/0lnQtGkDrVoxpKQEgHfffTe4/VXQvffeS/7Gjfw6Px+uvRaGD/c6kohItRSOi64VZWXRvLiYwmBdlgkgKQmAkY0bM3fu3OD1UwmvvPIKHb79lsSCAuxXv/I6johUQ+UWhGZ2xMzSTnE7YmZpVRWypkpZsgSAeP+EFDRm8IMfUH/DBrp3787rr78e3P4q4PXXX+eJf/6Tz5o3JzI2Fh5/3OtIIiLVVjguurb/yy8BiOoaxKtg9eoFZlzdti2ffvopubm5wevrLGRkZPCnP/6RyXXq4BIT4brrvI4kItXQ6fYQNgaanOJ2bLsEUebKlQA0Hzo0+J394AfYzp3ccfnlLFmyhB07dgS/zzIsXbqUW2+9lWfbtaN9Sgr8+98QzF+ARUSk2jm0dCkA9YL5o2mdOtCtG4PNyMnJ4bPPPgteX2dh0qRJnJeSQo+cHOzeeyEqyutIIlINlVsQOueKS9+ABKBZqZsEUdGmTeQCrQYODH5nI0YA8NPGjTEzpk2bFvw+T2HlypWMGjWKsfXrc+uuXXD99aAV00RE5CRH/ReLbzFsWHA7Ov98Gm/aRMN69Zg5c2Zw+zoDH3zwAW+9+CLP1KsHffrAzTd7HUlEqqkKnUNoZqPNbDOQDCzz/zM0z64OI7HJyeyNiSEyOjr4nfXuDa1a0XjZMq644gqee+458vLygt9vKWvWrOGHP/whQ+PieDYrC+vfH6ZO9R3SKiIiUorbupVMoFmPHsHt6IILsKwsJgwbxrvvvhsSh41u2bKFsWPH8nLDhtTPzISnnoLISK9jiUg1VdFFZSYDQ4FNzrk2wCXAgmCFOlvhdtJ8s9RUDgXj2kqnYgaXXQZz5jDxzjs5fPgwr732WtX0jW/1tvPOO49+UVG8n5tLRKNG8N57EBdXZRlERKT6qLNnD3tq1yYi2IXQ+ecDMLZtWzIyMjzfS3jkyBGuuOIKLi8u5tq0NOz3v4dg7yUVkbBW0YKwyDl3CIgwM3POzQX6BTHXWQmnk+aLsrNpU1jI0cTEquv0sssgK4sRZgwYMICHHnqI/Pz8oHf7ySefMGrUKEY2acInhYVE1q0L8+dDy5ZB71tERKqnFunppDWrgrNXWraEjh3psGsX7dq18+yUCvAVgz/84Q+pvW0bLxYXQ79+8OCDnuURkfBQ0YIww8zqAIuBV8zsMaAkeLFk7/z5RAKRvXpVXaeXXAIJCdhrr/HXv/6V3bt38/TTTwetu9zcXG699VYeeeQRftWjBzMOHiQyLs5XDLZvH7R+RUSkestMTqZFcTFFVXXNvcsuw+bN4xc33cS8efP45ptvqqbfUo4cOcLFF1/M4TVrWNKgAVEJCb4jaWrVqvIsIhJeKloQXgXkAXfhO1R0L3B5kDIJcGjBAgAaVMUKo8fUrg0/+Qm88w4jBw9m1KhR3HfffezevTvgXa1fv57Bgwczbdo0nh0yhL+vW4edcw58+SUE+7qLIiJSre369FMA4vpV0cFKV10FeXmMb9+eunXr8ve//71q+vXbvn07Q4cO5fDq1axv3Ji43FyYPRtat67SHCISnipaEP7Bv9JooXNumnPuceDXwQxW0+V+/TVFQPtRo6q245tugqNHsenTeeaZZwAYN24cRUVFAWk+Pz+fBx54gL59+5K6bx+7LruMO5Yuxc4/HxYvhjZtAtKPiIiErzT/dXqb+1fIDrrzzoMGDag7dy533HEH06dPZ/369VXS9aJFixg8eDDRe/fybdOm1MnJgTlzoH//KulfRMJfRQvCU1UlowMZRE5Ua+tWdkVHE9+4cdV2PGQIDBwIf/877Vq35plnnuHzzz9n4sSJOOfOulnnHB999BF9+/blwQcf5H8uu4ydbdtyzkcfsfsnP4FPP4X69QM4EBERCVdFa9dSALS+4IKq6TAqyreXcOZM/jBhAvHx8dx9992VmhdPp7i4mJdffpnhw4dzUWwsX0dFUfvoUZg7F849N2j9ikjNU25BaGZ3mNkqoIuZrSx12wJ8WzURa6bGhw5xsKpWGC3NDP7wB9i2Dd54g7Fjx3L33Xfz9NNPM3HixDPeU+icY/HixVxwwQWMHj2agvx81kycyL/mzSN6yxZ45x22jx+vi+mKiEiF1dm1iz2xsUTGxFRdp7fdBtnZNJo7l/vvv59PPvmE6dOnB6Wr7du3M2LECF566SWeGTyY6QcOENWoESxdCoMGBaVPEam5TreH8C3gx8BH/n8euw11zl0f5Gw1Vn5WFm0LCsjv0MGbAFde6Vu57Pe/h6wspkyZwq9//WuefPJJLrroIjZs2HDaJrKysnj11VcZPHgw5513Hps3b+alhx9mc9eu9PrXv3yHuqxZA9dcUwUDEhGRcNImLY0DzZtXbadDhkDPnvDMM/xywgTOPfdcfvGLX7B9+/aAdZGfn8/kyZPp0aMHm1etYnmfPtz+5Ze+0yqWLoUuXQLWl4jIMeXulnHOHQGOAD82s57AsQvdLAIOBjlbjbXj00/pCsT07etNgIgIePpp3yEpd9+NPfccjz32GL1792bixIn06NGDiy++mGuuuYakpCQaNGhAUVER+/btY9WqVSxcuJA5c+aQn59Ply5deOaJJ7g5J4eYhx+GggL4179gwgRfPyIiImcgc8cOWhUXs6lbt6rt2AwmToTbbiNqzhxeffVVBg4cyOjRo1m8eDGNKnFUT0lJCe+++y5/+tOf2LRpE78bOZL/3b6dqDVr4N574YEHIDo6cGMRESmlQsfpmdkvgF8As/yb3jKzfzvngndNghrs0Pz5dAWaVdXJ8qcyeDD87nfwyCMwYADcdhs33ngjl156Kc888wxTp07lU/8qbydLTExk/PjxXHvNNQw9coSIP/wBNmyASy/1FYOdOlXxYEREJFzsmT2bHkBtL86ju/FG+Otf4b776LB8OTNnzuSSSy7hggsu4MMPP6Rt27Zn1FxxcTEffPABDz74IKtWraJP585s/fGP6fDuu9C8Oasfe4ykSZOCNBgREZ+K7qK5AxjknLvXOXcvMBgYH7xYNVvx8uXkA+dU9QqjJ/vf/4WLL4Y77oBnngHnaNq0Kffffz+7d+9m27ZtzJo1i1dffZXXX3+defPmkZKSwvYtW/jniBGcN2kSEVdd5dsr+P778OGHKgZFRKRSjsyfD0DbH/2o6juPjvbNjatWwdNPc8EFF/Dxxx+ze/dukpKSmDZtGsXFxadtZufOnTzyyCN06tSJq666ioyMDOb87nesKi6mw9tvw7hxsGYN6V4dKSQiNUpFV/IwoLDU40L/NgmChO3b2Va7Nt3j4rwNEhUFs2bBddfBnXf6VjabPBm6dcPMaN++Pe2PXUDeOVi7Fp59Fl54AXbvhg4d4MUX4YYbdKiLiIiHzOwK4IqOYXCd14g1a9gXEUGL3r29CXD99fDqq3DPPTB8OCNGjGDVqlWMGzeOW2+9lfvvv5+f/vSnnHvuubRv356YmBjS09PZsWMHy5YtY9GiRaxcuRKA888/n6d/9SsunjePiClTfD+azpsHXh4hJCI1TrkFoZlFOeeKgFeBpWb2jv+pq4GXgx3uTIXFhOcc7dLSWNWxI929zgK+i9W//z48+ig89BDMnAm9ekFSEjRp4tv7t3MnrFgBKSm+cyx++EPf66++WquHioiEAOfcbGD2gAEDbvM6S2U12buXPY0b09I8+l3aDKZN851OccUVsHAhHTp0YPHixbz33ntMnTqVxx9//JR7CmvXrs2AAQOYMmUKPxkwgHPeeAPuvhvi4nx7Hn/zG4iN9WBQIlKTne7/1r8C+jnnppjZfOA8fHsGxzvnlgc93RkKhwkvZelSmjsHoXSYSGSkb8XRm2/2/So6Zw7897+Qmel7rm1buPBCGDnSd4hpq1ZeJxYRkTCUc/gwifn57O3c2dsgLVv6fiwdORKGDoW33sLOPZerrrqKq666iqNHj7J27Vr27t1LXl4e9evXp3Xr1nTr2pXor76CJ57w7WGMioLx4+HPf4amTb0dk4jUWKcrCI///OYvAEOuCAw3u2fNojnQ+JJLvI7yfU2b+n69/M1vvE4iIiI10Lb33qM3EDd0qNdRfHsIP//cd6mmYcN8p0eMHw+DBhEXF8fgwYN9r8vJgS++gP/8B956C3bsgIQE38Jtv/oVtGjh7ThEpMY7XUHYxMx+XdaTzrnHA5ynxju6eDGFQKerr/Y6ioiISEhJ9a9u3caLBWVOpU8f3zV1H3zQt/jaq69CrVrQrp3v3PkjR2DfPt9ro6Jg+HDfJSSuuQbq1vUwuIjId05XEEYCddECMlWm7qZNbI+NpUuDBl5HERERCSm1vv6agxERNB8yxOso36lXDx57zHfY58cf+1Yg3bEDSkogPh7at4eBA317EVUEikgIOl1BuN8595cqSSK4khLapqWxqVMnungdRkREJMS0SU5ma5MmNI2o6FWzqlBCAowZ47uJiFQjp/tG1Z7BKrR7/nyaOEfJwIFeRxEREQkp6Zs3c05BAUf79PE6iohIWDldQXhRlaQQAPa/47uqR5Mrr/Q4iYiISGjZ+tprADS47DKPk4iIhJdyC0LnXFpVBREoWbSIdKBjqJwsLyIiEiJyPvuMQqDrDTd4HUVEJKyE4EH4NVfTbdvY1KAB0TExXkcREREJKfW+/ZbNcXHUadzY6ygiImFFBWGIyE5Opn1uLlm9e3sdRUREJKQUZGfTOSODVK8vSC8iEoZUEIaILa++SgSQcOmlXkcREREJKVtef506QPTFF3sdRUQk7KggDBGZH39MEdBl7Fivo4iIiISU9HffpQRof/PNXkcREQk7KghDRMM1a9gUF0e9li29jiIiIhJS4les4NuYGJp17ep1FBGRsKOCMAQUpqfTNSODfZroRERETlCQnk6XtDRSunXzOoqISFhSQXgG8qZOJfuSS8C5gLa79aWXiAZq6dpKIiIiJ9j04ovEAHGXX+51FBGRsBTldYDqJPa22wDIW7+e2J49A9bukRkzKAB63n57wNoUERGpUpMKMSwAACAASURBVAcOQMOGEB0d0GaPvPMORUB3zZEiIkERVnsIzewKM3s+IyMj4G0XJicfv7/1uecC2nbDb75hbd26NGrTJqDtioiIVAWXlgbNm3P4ppsC3naz1atZFx9Pfc2RIiJBEVYFoXNutnPu9oSEhIC3vW/p0uP3s774ImDtZu/ZQ+fsbNKSkgLWpoiISFXa9Y9/ANDwP/8JaLtZmzbRJSeHgwMGBLRdERH5TlgVhMGUsXHj8fsx+/YFrN3NzzxDBFD/2msD1qaIiEhVOvTBB4DvfyoK09IC1u7mJ54AoJEuySQiEjQqCCsod9s2AFbGxNDgyJGAtVv43nscAXr+/OcBa1NERKQqRaWkHL+/7/PPA9au+/BD9prR52c/C1ibIiJyIhWEFVS0ezclwMGOHWmZn48rKqp8oyUltN+8mdXNmlE7Pr7y7YmIiHggPjOTHWYAHP7yy4C0WZKXR5fdu9nYoQNRAV6oRkREvqOCsILswAEOmhHdsycxQNq6dZVuM3n2bJoUFZF/0UWVDygiIjWOmbU3s2lmNsPLHI1zc9nWujUAuWvXBqTNjf/3f8Q7R/SPfhSQ9kRE5NRUEFZQ9JEjpEdHU7dXLwBSliypdJt7nn+eEqDLr35V6bZERKR6MbMXzOygma07afsoM9tkZlvN7J7y2nDObXfOeXrOQVFmJvWdw3XsyL6ICCL8p1hUVtZLL5ED9Jw0KSDtiYjIqakgrKDYnBxyYmNpMngwABmrVlW6zfpLlrA2NpZEf5siIlKjvASMKr3BzCKBfwOXAt2B682su5n1MrMPTro1rfrI33fYf8RMVJs27K9bl3oHDlS+0ZIS2q9Zw/LGjWno3/MoIiLBoQvTV1BcXh6ZDRvS6txzKQIKN22qVHvZmzbRLSODT4YOpU9gIoqISDXinFtoZu1O2jwI2Oqc2w5gZm8AVzrnHgYuP5t+zOx24HaAZs2asWDBgrONfEoZc+dyJZBSXExuvXoM3ru30n3kfvYZlxYVsbNfvwq1lZ2dHfBxhYJwHRdobNVRuI4LwntsFaGCsILqFRayJz6emDp12BUVRa09eyrV3tYpU0gCGt1xR2ACiohIOGgFlJ5gkoEyDyMxs0bAZKCvmf3BXziewDn3PPA8wIABA9zw4cMDGniV/xSKbuedR1paGo2Sk+mXmEi9tm3Pus2l995LPnDxv/5Fy65dT/v6BQsWEOhxhYJwHRdobNVRuI4LwntsFaFDRivCOeqXlFBcvz4Ah+LjqZeaWqkma33wARsiI+l7/fWBSCgiIuHBTrHNlfVi51yqc268c67DqYrBqpCXnAxA3XbtqN27NwB7K/NLe0kJ56xYwYoGDSpUDIqISOWoIKyA3IMHiQZo1AiA7GbNaJGTc/bt7dxJ14MH2dK7N1FR2kkrIiLHJQNtSj1uDezzKEuFFPmvQVi/Y0caDRkCQMaKFWfd3q7XXqNlYSFZl5/VEbIiInKGVBBWQLp/xbTIJk0AKGnblobOkbPv7OboTX/7GxFA4/HjAxVRRETCw3Kgk5klmlktYAzwvseZyuUOHaIQaNC2La3PP58SoGD9+rNuL/Uf/yAL6P3nPwcqooiIlEMFYQVk7doFQK3mzX3/7NYNgP1ffHFW7UXNmsXWiAgG3nRTQPKJiEj1Y2bTgS+BLmaWbGY/d84VAROAT4ENwFvOubOvrr7r6wozez4jI6OyTX1PRFoaaWZERkUR17AheyMjid6586zackeP0umbb1jSogUtO3YMbFARETklFYQVkONfQKa2f+nr+v36AXDkLA6Jydu9m64HDrCpVy+ia9UKXEgREalWnHPXO+daOOeinXOtnXPT/Ns/cs519p8XODlAfc12zt2ekJAQiOZOEJ2ZSUZ09PHHB+LjSTh06Kza2jhlCvHOEXnjjYGKJyIip6GCsALy/YeGxvkLwhZDhwKQ9+23Z9zWhvvuIwpoOGFCwPKJiIh4pXZ2NjmxsccfZ7VoQcucHHBlroVTpsJp00g24wf33hvIiCIiUg4VhBVQ6L/Ibr3ERAAaJiaSaobt2HHGbcXPmsWa6GgG3XxzQDOKiIh4oU5eHrl16x5/XNK+PfWdI+sMDxs9um0b3ZOT+aZHD+rExwc4pYiIlEUFYQWU+A99adC+PQBmxr7atYnbv/+M2jk8fz4dMzPZNXw4kZGRAc8pIiJyKsE8h7BeYSGF9eodf3y2l57Y8JvfEAU01d5BEZEqpYKwItLSyAJiS0142U2a0PAMJ9adDz5IAdD1wQcDm09ERKQcwTqH0BUX06CkhJKGDY9va37eeQAcOoOF11xhIa0/+ogldesyYMyYgGYUEZHyqSCsgMjMTNJP2qPnEhNpVVRERgUvUO9yc2m/eDFLGjSg07nnBiOmiIhIlcrcs4cowBo3Pr6t7fDhFAO5a9ZUuJ0tjz9Os8JCMm+4ATMLfFARESmTCsIKiMnKIvukFUHr9O5NNLB1/vwKtbHhL3+hYXExBbfdFoSEIiIiVS9961YAovyXZQKIrF2b/TExRJ3BefZF//gHyWYMe/jhgGcUEZHyqSCsgNijRzlau/YJ25oOGwbAoQqeIxH5/PNsiYjgggceCHA6ERERbxxbOCamVasTth9p2pSWqam4Cqw0mjJ7Nt0PHGDF0KHEN2gQjJgiIlIOFYQVUCc/n/w6dU7Y1uzSSykC+Oqr077/4Cef0CUtjW+HDyf2pMJSREQk2IK1qEzO7t0A1Gnb9oTtR/v0oWtJCXvXrTttGymTJpEO9H/22YBmExGRilFBWAH1ioooOmkJ7Ii6ddkWF0cj/+Ey5dk3aRKZQNLjjwcpoYiISNmCtahMwd69AMS3a3fC9joXXwzAnrfeKvf9acuW0XvbNhb16kWbHj0Cmk1ERCpGBeFplBQV0cA5Sk5xGEtqhw50OnKE/NzcMt+ftmwZvTduZEH37rTt0yeYUUVERKpUUUoKAA06dTphe6cbbqAIyPr443Lfv2fcOHKBzk89FaSEIiJyOiFfEJpZHTN72cz+z8xuqOr+M/bsIZITV1A7Jm7ECOoDa95+u8z377jjDvKBLjoURkREws3hwxQAdUotKgMQ07Ah2xISaLB+fZlv3TdzJn02b+azpCS6nH9+kIOKiEhZPCkIzewFMztoZutO2j7KzDaZ2VYzu8e/+RpghnPuNuBHVZ01fft2AKKaNv3ecx3GjgXgwJtvnvK9aV9+Se9vvmFehw508V+XSUREJFxEpKeTFhGBRXz/fyeyBgwgKS+PXatXf/+NzpF5++0cAAa+8Ubwg4qISJm82kP4EjCq9AYziwT+DVwKdAeuN7PuQGtgj/9lxVWYEYBs/wnzMS1afO+5+P792RMTQ6Mvvzzle/defz1HgY4vvhjMiCIiIp6olZFB1kmXZTqmyfjxRANbHnnke8+tmziRrocPs3T0aFp26RLklCIiUh5PCkLn3EIg7aTNg4CtzrntzrkC4A3gSiAZX1EIHuQ9usdXi9Y+aUltAMzY3b8/A44cIXnFihOe2jR5Mr127WL+D36gvYMiIuKpYK0yWvvoUXLKWD277bXXsi02lpazZlFS/N3vuYc+/5x2Tz3F0jp1GFXOKRciIlI1orwOUEorvtsTCL5CcDDwBPCUmY0GZpf1ZjO7HbgdoFmzZiyo4PUBT2f/ihUMBranp5/ymoM5115L9BdfsHzcOLY+/TQARVu20O/Pf2ZVdDS1fve7gGTJzs4O2JhCjcZW/YTruEBjk/DknJsNzB4wYMBtgWy3bl4eqac4ggYAMw7ddBNDnn2Wz2++mQteeYW0ZcsouPhiSpwjfsYMYnQpJhERz4VSQWin2OaccznAzad7s3PueeB5gAEDBrjhw4cHJNR/n3gCgOHXXkt8hw7ff8Hw4Xz55JNcumED2779lubdu5P3y1/iSkooee01LrvyyoDkWLBgAYEaU6jR2KqfcB0XaGwiZyKhqIgD9euX+fygJ59k5ZtvMvTVV1k9bx4d9+3DOce3jz3GeaNGlfk+ERGpOqG0ymgy0KbU49bAPo+yHFdy6BAAddu0KfM1nT76iJSoKHr84hc0GjGCmPx81j/6KP2vv76qYoqIiFSpo9nZNHQOGjYs8zURUVG0X72azzt1ok5KCl81asT+Dz/kvF//ugqTiohIeUJpD+FyoJOZJQJ7gTHAT72NBBw5QqYZ9co4aR6gcbdusGEDH0+cSFFhId0efJDzzz23CkOKiIhUrdRt22gDRDZrVu7r6p9zDhdt3gxAp3JfKSIiXvCkIDSz6cBwoLGZJQP3O+emmdkE4FMgEnjBOVf2BYxO3e4VwBUdO3YMWNbojAyyoqKod5rXNe7YkUs//DBg/YqIiISyI1u20Aao1bKl11FERKQSPCkInXOnPJbSOfcR8FEl2g34SfO1cnLIiY0NVHMiIiJhIWvnTgDizjnH2yAiIlIpoXQOYUiqnZtLblyc1zFERETOWjAuO5Hrv05vfGJiwNoUEZGqp4LwNOoVFFAUH+91DBERkbPmnJvtnLs9ISEhYG0WJScD0KBbt4C1KSIiVU8FYTmKiopoXFJCYTkrqImIiNRElpICQFy7dt4GERGRSgmrgjDQh8Sk7dtHAuCaNg1IeyIiIuEi6vBhUiMioJxVuEVEJPSFVUEY6ENi0v3LZEdpBTUREZETxGZkcCQmxusYIiJSSWFVEAZa9rZtANQq56L0IiIiNVF8djaZdep4HUNERCpJBWE58vwrqOn8CBERkRM1yMsjv359r2OIiEglqSAsR/6ePQDU69TJ4yQiIiKho7CggCYlJZToHHsRkWovrArCQC8qU7x3LwCNtKS2iIjIcSmbNhELRLRq5XUUERGppLAqCAN+naWDB8k2I6pevcC0JyIi4oFA/2Caun49ALE6pUJEpNoLq4Iw0KLT0kiLjvY6hoiISKUE+gfTzE2bAIjv3Dkg7YmIiHdUEJYjNiuL7Lg4r2OIiIiElKPbtwPQUKdUiIhUeyoIy1EvN5c8HS4qIiJyghL/Ktz1e/b0OImIiFSWCsIyFBcX06ioiKKGDb2OIiIiElKi9+0jPSKCiECdsy8iIp5RQViGw/v20RRwLVt6HUVERCSk1ElN5VBsrNcxREQkAMKqIAzkKmqpa9cCENm2baXbEhERCScNsrPJ0N5BEZGwEFYFYSBXUcv89lsAauui9CIiIsc552iWn0+uLkovIhIWwqogDKS8LVsAqNe9u8dJREREQsfhHTtoCJiOoBERCQsqCMtQvGsXAI2TkjxOIiIiEjr2L1sGQFyXLh4nERGRQFBBWJa9e8kyo3azZl4nERERCRlHvvkGgPq9e3ucREREAkEFYRliDh7kUEyM1zFEREQqLZCLrh3duBGA5oMGVbotERHxngrCMsRnZpKpi9KLiEgYCOSia7ZjBwVAXIcOlQ8mIiKeU0F4Cs45muTlkd+kiddRREREQkqd/fvZFxsLkZFeRxERkQAIq4IwUIfEHN6/n2YArVoFJJeIiEi4aJqezuFGjbyOISIiARJWBWGgDolJ+eorIoFanTsHJpiIiEgYKCoo4JzCQnJbt/Y6ioiIBEhYFYSBkv711wDU7dPH4yQiIiKhY9eSJdQGorp18zqKiIgEiArCU8jfsAGAJkOGeJxEREQkdOxftAiABlphVEQkbKggPAXbvp08IEG/gIqIiByX7T+CpvWIER4nERGRQFFBeAqx+/axPyYG0wpqIiIi39m8mVwz6uocexGRsKGC8BQaHDnCEa2gJiIicoIGe/eyOz4eIvS/DyIi4ULf6CfJz8ujTUEBBVpBTURE5LiSkhISs7JI1/woIhJWVBCeZOfy5cQD0V26eB1FREQkZCR//TVNgeIePbyOIiIiARRWBWEgLkx/8PPPAYgfODBQsURERKq93R9+CECD4cO9DSIiIgEVVgVhIC5Mf9S/glrzCy8MVCwREZFqL2vJEgDaXX65x0lERCSQwqogDISoTZvIMqNe9+5eRxEREQkZ0Rs2cDgqitrnnON1FBERCSAVhCdJSE5mT3w8mHkdRUREJGS0PnCAvc2aeR1DREQCTAVhKcXFxbTJyiJLK6iJiEgYqew59imbN9O5qIjc3r0DnExERLymgrCUHStW0AyI6NXL6ygiIiIBU9lz7Le++SYRQPxFFwU2mIiIeE4FYSl7PvkEgAZDh3qcREREJHRkzp0LQIfrr/c4iYiIBJoKwlLyFi8GoPWPfuRxEhERkdARt349e2JjiW3Z0usoIiISYCoIS6m9YQMpUVHEtm3rdRQREZGQkJebS4+0NA506OB1FBERCQIVhH7OOVqlpLC3eXOvo4iIiISMb2fMoAkQqevzioiEJRWEfskbN9KhuJgiLSgjIiJy3P7p0wFIvPlmj5OIiEgwqCD02zJjBhFAg5EjvY4iIiISMmovW8b+WrWon5TkdRQREQmCsCoIK3OdpaOffQZAux//ONCxREREqqUjhw/TJy2NlK5dwczrOCIiEgRhVRBW5jpLCevWsTs2llpt2gQhmYiISPXzzXPP0Qiofd11XkcREZEgCauC8Gzl5ebSNS2NFK2gJiIictzRGTMoBDr8z/94HUVERIJEBSGw+q23aALEjBjhdRQREZGQ4Jwjcf16NjZuTHTjxl7HERGRIFFBCKS8/TYA7ceO9TiJiIhIaFj/0Ud0KyzkqH4sFREJayoIgXpLl3IwOpr4gQO9jiIiIhIStj/xBACdf/1rj5OIiEgw1fiCMCczk6TUVHZ36aIV1ERERPAdLtpi4UJ21alDg8GDvY4jIiJBVOMLwrUvvURDIHr0aK+jiIiIhISNn37KwLw8Do4cqR9LRUTCXJTXAbyW/uablAAdxo/3OoqI1CCFhYUkJyeTl5dXZX0mJCSwYcOGKusvkGJjY2ndujXR0dFeR6kRkqdMoRuQ+Mc/eh1FRGqgqp4jq/P8CJWfI2t8Qdh41Sq21qtH53btvI4iIjVIcnIy8fHxtGvXDquiPTBZWVnEx8dXSV+B5JwjNTWV5ORkEhMTvY4T9oqLijhn0SLW169PD51bLyIeqOo5srrOjxCYObJGHzK65auvSMrNJWvIEK+jiEgNk5eXR6NGjaqsGKzOzIxGjRpV6d7UmuyrZ56hS1ER+dde63UUEamhNEdWXCDmyJpdED72GFFA6wkTvI4iIjWQJrqK09+q6uQ//jjZQI+//tXrKCJSg+l7v+Iq+7eq0QVhwty57I+Optnll3sdRUTEEzNnzsTM2Lhxo2cZUlNTGTFiBHXr1mWCfqDzVNqWLQzZuZNvevUipmlTr+OIiHiqpsyRNbYgPLRlCwOPHGFH//5aQU1Eaqzp06czbNgw3njjDc8yxMbG8tBDD/Hoo496lkF8Vv/yl8QCTR980OsoIiKeqylzZI0tCFf95S/UAprp12gRqaGys7NZsmQJ06ZNO2GyW7BgAcOHD+e6666ja9eu3HDDDTjnAGjXrh33338//fr1o1evXsd/Nc3JyeGWW25h4MCB9O3bl/feew+Axx9/nFtuuQWAtWvX0rNnT44ePXpCjjp16jBs2DBiY2OrYthShvzMTLrMncs3DRrQ6eqrvY4jIuKpmjRH1thVRut88AEp0dF0uP56r6OISA131113sXr16oC2mZSUxD//+c9yXzNr1ixGjRpF586dadiwIStXrqRfv34ArFq1ivXr19OyZUuGDh3KkiVLGDZsGACNGzdm5cqVPP300zz66KNMnTqVyZMnc+GFF/LCCy+Qnp7OoEGDGDlyJHfddRfDhw9n5syZTJ48meeee464uLiAjrUmM7OrgNFAU+Dfzrk5Z9vWygkTOLekhP2/+13A8omIVJbmyOCrkXsIdyxaxJD0dHaedx5E1Mg/gYgI06dPZ8yYMQCMGTOG6dOnH39u0KBBtG7dmoiICJKSkti5c+fx56655hoA+vfvf3z7nDlz+Nvf/kZSUhLDhw8nLy+P3bt3ExERwUsvvcTYsWO54IILGDp0aJWNL9SZ2QtmdtDM1p20fZSZbTKzrWZ2T3ltOOdmOeduA24CfnK2WYqPHiVx+nRWxcXRXwWhiEiNmiPDag+hmV0BXNGxY8dyX7fj/vtJBNr95S9VkktEpDyn+5UyGFJTU5k3bx7r1q3DzCguLsbMmDJlCgAxMTHHXxsZGUlRUdHxx8eeK73dOcc777xDly5dvtfXli1bqFu3Lvv27QvmkKqjl4CngFeObTCzSODfwA+BZGC5mb0PRAIPn/T+W5xzB/33/+R/31lZOX48A4uK2Pjb32L6oVREQojmyOALq29959xs59ztCQkJZb6muLCQTosWsbJBA5rrl2oRqaFmzJjBuHHj2LVrFzt37mTPnj0kJiayePHis2rvkksu4cknnzx+HsWqVasAyMjIYOLEiSxcuJDU1FRmzJgRsDFUd865hUDaSZsHAVudc9udcwXAG8CVzrm1zrnLT7odNJ9HgI+dcyvPJkfB3r10fv11ltWty/kPPVS5QYmIhIGaNkeG1R7Ciljx8MMMLipi37hxXkcREfHM9OnTueeeE49GvPbaa/nPf/7DT35y5kce3nfffdx111307t0b5xzt2rXjgw8+YNKkSdx555107tyZadOmMWLECM4//3yannRJg3bt2pGZmUlBQQGzZs1izpw5dO/evVJjrKZaAXtKPU4GBpfz+l8CI4EEM+vonHv25BeY2e3A7QDNmjVjwYIFJzwf/YtfMKikhHW3307uokWVjO+N7Ozs740rHITruEBjq46qclwJCQlkZWVVSV8AxcXFJ/T32muvMWnSpBO2jR49mpdffplrrrmGoqKi488VFBSQl5dHVlYWzjmys7OJiYkhJyfneLt33XUX99xzDz179sQ5xznnnMPbb7/NhAkTuOWWW2jRogX/+te/GD16NP369aNJkyYn5OvZsyeZmZkUFhYyc+ZMZs2aRdeuXU94TV5e3tl/Ps65sLv179/fleXrRo1cSkSEK8jKKvM1oWj+/PleRwgaja36CddxOVd1Y/v222+rpJ/SMjMzq7zPQDrV3wxY4UJg3jnbG9AOWFfq8Y+BqaUejwWeDFR/J8+PB15/3Tlwb7dt60pKSirwKYSmcP1OCtdxOaexVUdVOa6qniOr+/zoXOXmyLA6ZPR09rz3Hv1SU1l74YVE163rdRwREZGTJQNtSj1uDQTlxBJ38CBRt9zCBjMGfPQRpmvyiojUSDWqIEy5+24ygR5PPOF1FBERkVNZDnQys0QzqwWMAd4PeC/OsWvkSOrk57N80iTa1czDc0VEhBpUEKZ89hn9tm5laZ8+tOjWzes4IiJSw5nZdOBLoIuZJZvZz51zRcAE4FNgA/CWc259APq6wsyez8jIAGDn735Hu7VrebFbN372979XtnkREanGasyiMqm33kos0PXFF72OIiIignPu+jK2fwR8FOC+ZgOzBwwYcFvaqlU0fewxFtSuzf9btIgIXWZCRKRGqxGzQMprr9Fj1y7mDBrEOX37eh1HRETEM1uvuALnHI3ffpuGjRp5HUdERDwW/gXh0aOUjB/PTjPOfe01r9OIiIh4JuvwYQbt3cvKESPoOXq013FERCQEhH1BuGvsWFrm5PDFzTfTplMnr+OIiISUmTNnYmZs3LjRswxz586lf//+9OrVi/79+zNv3jzPsoS7/AMHADh32jSPk4iIhL6aMkeGdUGY/fHHtHn3XV5LSODap5/2Oo6ISMiZPn06w4YN44033vAsQ+PGjZk9ezZr167l5ZdfZuzYsZ5lCVfHFpWJysvjUP36RCUmeh1JRCTk1ZQ5MmwLQpeTQ9b/+3/sBDq/+y4xMTFeRxIRCSnZ2dksWbKEadOmnTDZLViwgOHDh3PdddfRtWtXbrjhhmMXSaddu3bcf//99OvXj169eh3/1TQnJ4dbbrmFgQMH0rdvX9577z0AHn/8cW655RYA1q5dS8+ePTl69OgJOfr27UvLli0B6NGjB3l5eeTn5wd9/DWJc262c+72OkB2z55exxERCXk1aY4M21VG14wZQ5/sbF77+c/52YUXeh1HRKRsd90Fq1cHts2kJPjnP8t9yaxZsxg1ahSdO3emYcOGrFy5kn79+gGwatUq1q9fT8uWLRk6dChLlixh2LBhgO/XypUrV/L000/z6KOPMnXqVCZPnsyFF17ICy+8QHp6OoMGDWLkyJHcddddDB8+nJkzZzJ58mSee+454uLiysz0zjvv0LdvX/2IFyTRQGyfPl7HEBGpOM2RxwVrjgzLPYSFOTl0+eAD5jZtyvXPPed1HBGRkDR9+nTGjBkDwJgxY5g+ffrx5wYNGkTr1q2JiIggKSmJnTt3Hn/ummuuAaB///7Ht8+ZM4e//e1vJCUlMXz4cPLy8ti9ezcRERG89NJLjB07lgsuuIChQ4eWmWf9+vX8/ve/5zl9bwdVI12EXkTktGrSHBmWewiP7thBBL5DRSMjI72OIyJSvtP8ShkMqampzJs3j3Xr1mFmFBcXY2ZMmTIF4IRfHyMjIykqKjr++Nhzpbc753jnnXfo0qXL9/rasmULdevWZd++fWXmSU5O5uqrr+aVV16hQ4cOARmjnFqtNm28jiAiUnGaI4M+R4blHsK4/Hy2dulC23KqbBGRmmzGjBmMGzeOXbt2sXPnTvbs2UNiYiKLFy8+q/YuueQSnnzyyePnUaxatQqAjIwMJk6cyMKFC0lNTWXGjBnfe296ejqjR4/m4YcfLvfXUTl7xxaVAaB5c4/TiIiEtpo2R4ZlQRgNNB03zusYIiIha/r06Vx99dUnbLv22mv5z3/+c1bt3XfffRQWFtK7d2969uzJfffdB8CkSZO488476dy5M9OmTeOee+7h4MGDJ7z3qaeeYuvWrTz00EMkJSWRlJT0vddI5RxbVAaAZs08TiMiEtpq2hxpxyrVcDLAzK34+mvwn/gZDo6taBSONLbqJ1zHBVU3tg0bNtCtE1qnmgAAC+RJREFUW7eg91NaVlYW8fHxVdpnIJ3qb2ZmXzvnBngUqdoZYOZW5OZCbKzXUQIqXL+TwnVcoLFVR1U5rqqeI6v7/AiVmyPDcg8hAFpWW0RE5AQOwq4YFBGRygnLgrA4IgJq1fI6hoiISEgJv2OCRESkssKyIHRaWVREROR7nJnXEUREJMSoIBQR8Ug4nsMdLPpbVc6xVUb1VxSR6kLf+xVX2b+VCkIREQ/ExsaSmpqqCa8CnHOkpqYSq3PfztrxVUa1h1BEqgHNkRUXiDkyLC9M76LCclgiEkZat25NcnIyhw4dqrI+8/Lyqm1RFRsbS+vWrb2OUe3pkFERqQ6qeo6szvMjVH6ODPnKyczaA38EEpxz11XoTSoIRSTERUdHk5iYWKV9LliwgL59+1ZpnxJiVBCKSDVQ1XNkTZ8fg3rIqJm9YGYHzWzdSdtHmdkmM9tqZveU14Zzbrtz7udn1LEOGRUREfk+FYQiInKSYO9Kewl4Cnjl2AYziwT+DfwQSAaWm9n7QCTw8Envv8U5d/BMO7WIsDw1UkREpFI0P4qIyMmCWhA65xaaWbuTNg8CtjrntgOY2RvAlc65h4HLA9GvJjwREZHvi4qO9jqCiIiEGC9OtmsF7Cn1OBkYXNaLzawRMBnoa2Z/8BeOp3rd7cDt/ofZZrYpQHlDRWPgsNchgkRjq37CdVygsVU3bb0OUB2Y2RXAFUCmmW3xOk8QhOO/2xC+4wKNrToK13FB+I6tQnOkFwXhqU5gKHNNWedcKjD+dI06554Hnq9ErpBmZiuccwO8zhEMGlv1E67jAo1NwpNzbjYwm+9+OA0r4frvdriOCzS26ihcxwXhPbaK8OLYymSgTanHrYF9HuQQERERERGp0bwoCJcDncws0cxqAWOA9z3IISIiIiIiUqMF+7IT04EvgS5mlmxmP3fOFQETgE+BDcBbzrn1wcwRJsL2cFg0tuooXMcFGptIdRSu/26H67hAY6uOwnVcEN5jOy1zrszT90RERERERCSM6foMIiIiIiIiNZQKwhBlZjvNbK2ZrTazFf5tDc1srplt8f+zgdc5K8LMXjCzg2a2rtS2U47FfJ4ws61mtsbM+nmXvHxljOsBM9vr/9xWm9llpZ77g39cm8zsEm9SV4yZtTGz+Wa2wczWm9lE//Zq/bmVM65q/7mZWayZfWVm3/jH9qB/e6KZLfN/Zm/6z93GzGL8j7f6n2/nZX6RitL8GNrfs8eE6xwZrvMjhO8cqfmxApxzuoXgDdgJND5p2xTgHv/9e4BHvM5ZwbGcD/QD1p1uLMBlwMf4Lk8yBFjmdf4zHNcDwN2neG134BsgBkgEtgGRXo+hnLG1APr578cDm/1jqNafWznjqvafm/9vX9d/PxpY5v8s3gLG+Lc/C/yP//6dwLP++2OAN70eg266VeSm+TG0v2dPM7Zw+K4Ny/nxNGOr1p+b5sfT37SHsHq5EnjZf/9l4CoPs1SYc24hkHbS5rLGciXwivNZCtQ3sxZVk/TMlDGuslwJvOGcy3fO7QC2AoOCFq6SnHP7nXMr/fez8C0A1Ypq/rmVM66yVJvPzf+3z/Y/jPbfHHAhMMO//eTP7NhnOQO4yMxOdZ1YkepA82OICdc5MlznRwjfOVLz4+mpIAxdDphjZl+b2bELCTdzzu0H33+0QFPP0lVeWWNpBewp9bpkyv8yCkUT/IeFvFDqsKVqOy7/oRJ98f2iFjaf20njgjD43Mws0sxWAweBufh+rU13vtWd4cT8x8fmfz4DaFS1iUXOiuZHn5D+PipHtf+uPSZc50cIvzlS82P5VBCGrqHOuX7ApcAvzOx8rwNVkVP9AlOdlsJ9BugAJAH7gcf826vluMysLvAOcJdzLrO8l55iW8iO7xTjCovPzTlX7JxLAlrj+5W226le5v9ntRqbSCmaH79T3f6bDYvvWgjf+RHCc47U/Fg+FYQhyjm3z//Pg8BMfP/yHjh2mIH/nwe9S1hpZY0lGWhT6nWtgX1VnO2sOecO+L90SoD/47tDJ6rduMwsGt+E8Lpz7l3/5mr/uZ1qXOH0uQE459KBBfjOkahvZlH+p0rnPz42//MJVPzwLhHPaH48rlp8H5UWLt+14To/QvjPkZofT00FYQgyszpmFn/sPnAxsA54H7jR/7Ibgfe8SRgQZY3lfWCcf1WuIUDGsUMwqoOTzgu4Gt/nBr5xjfGvXJUIdAK+qup8FeU/Vn4asME593ipp6r151bWuMLhczOzJmZW33+/NjAS3/kf84Hr/C87+TM79lleB8xzzoX1L6BS/Wl+DP3v2fKEyXdtWM6PEL5zpObHCjjb1Wh0C94NaI9v1aZvgPXAH/3bGwH/Bbb4/9nQ66wVHM90fIcYFOL71eXnZY0F3276f+M7tnstMMDr/Gc4rlf9udfg+0JpUer1f/SPaxNwqdf5TzO2YfgOj1gDrPbfLqvun1s546r2nxvQG1jlH8M64M/+7e3xTdBbgbeBGP/2WP/jrf7n23s9Bt10O91N82Pof8+eZmzh8F0blvPjacZWrT83zY+nv5l/4CIiIiIiIlLD6JBRERERERGRGkoFoYiIiIiISA2lglBERERERKSGUkEoIiIiIiJSQ6kgFBERERERqaFUEIpUgJkVm9nqUrd2XmcKFDO7ycwOmdnUUtsGmdkCM9tiZivN7EMz6+V/7gEzu/ukNnaaWeNy+phvZtlmNiB4IxERkaqm+VHzo1R/UV4HEKkmcp1zSWU9aWZRzrmiqgwUYG865yYAmFkz4C3gp865L/zbhgEd8F2H6Iw550aY2YIAZRURkdCh+VHzo1Rz2kMocpb8vxy+bWazgTn+bb81s+VmtsbMHiz12j+a2SYz+8zMph/7BdH/K+MA//3GZrbTfz/SzP5eqq07/NuH+98zw8w2mtnrZmb+5waa2Rdm9o2ZfWVm8Wa2yMySSuVYYma9TzO0CcDLxyY7AOfcYufcrAr8TcaX+pV4h5nNr9hfU0REwoXmx1P+TTQ/SsjSHkKRiqltZqv993c456723z8X6O2cSzOzi4FOwCDAgPfN7HwgBxgD9MX339xK4OvT9PdzIMM5N9DMYoAlZjbH/1xfoAewD1gCDDWzr4A3gZ8455abWT0gF5gK3ATcZWadgRjn3JrT9N0DePk0r5lkZj8r9bglgHPuWeBZM4sG5gGPn6YdERGp3jQ/nkjzo1Q7KghFKqasQ2LmOufS/Pcv9t9W+R/XxTcBxgMznXNHAczs/Qr0dzHQ28yu8z9O8LdVAHzlnEv2t7UaaAdkAPudc8sBnHOZ/uffBu4zs98CtwAvVXTAx5jZMqAeMMc5N9G/+R/OuUdLvWbnSW/7FzDPOTf7TPsTEZFqRfOj5kep5lQQilROTqn7BjzsnHuu9AvM7C7AlfH+Ir47dDv2pLZ+6Zz79KS2hgP5pTYV4/vv2E7Vh3PuqJnNBa4E/h9QkZPW1wP9gPf8bQz2T7yXV+C9mNlNQFt8h9aIiEjNpPnxJJofJVTpHEKRwPkUuMXM6gKYWSszawosBK42s9pmFg9cUeo9O4H+/vvXndTW//gPLcHMOptZnXL63gi0NLOB/tfHm9mxH3ymAk8Ay0v9WluefwM3mdkPSm2Lq8D7MLP+wN3Az5xzJRV5j4iIhD3Nj5ofJYRpD6FIgDjn5phZN+BL/3ns2fi++Fea2ZvAamAXsKjU2x4F3jKzsfjOKThmKr5DXVb6T4o/BFxVTt8FZvYT4Ekzq43v/IiRQLZz7mszywRerOA4UvxtPWJmrYCDwGHgLxV4+wSgITDf/zdY4Zy7tSL9iohIeNL8CGh+lBBmzpW1p15EgsHMHsA3ET16utcGqL+WwAKg66l+lfQfwjLg2LLaQcyxALjbObcimP2IiEj1pPlR86N4Q4eMioQxMxsHLAP+WM4hKrnApVbqwrtByDEfaA8UBqsPERGRitL8KPId7SEUERERERGpobSHUEREREREpIZSQSgiIiIiIlJDqSAUERERERGpoVQQioiIiIiI1FAqCEVERERERGooFYQi/789OCAAAAAAEPL/dUMCAABMBZPEL/niBzUNAAAAAElFTkSuQmCC\n", "text/plain": [ "<Figure size 1080x504 with 2 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.close()\n", "fig, axes = plt.subplots(1, 2, figsize=(15, 7))\n", "ax1, ax2 = axes\n", "ax1.plot(_freqs, atten_tot_slant.to(cnv.dB).value, 'k-', label='Annex 1')\n", "ax1.plot(_freqs, simple_atten_tot_slant.to(cnv.dB).value, 'r-', label='Annex 2')\n", "ax2.plot(_freqs, opacity_tot_slant.to(cnv.dimless).value, 'k-', label='Annex 1')\n", "ax2.plot(_freqs, simple_opacity_tot_slant.to(cnv.dimless).value, 'r-', label='Annex 2')\n", "ax1.semilogy()\n", "ax1.set_xlim((1, 349))\n", "ax1.set_ylim((1.e-1, 9.e2))\n", "ax2.semilogy()\n", "ax2.set_xlim((1, 349))\n", "ax2.set_ylim((5.e-3, 9.e1))\n", "ax1.grid()\n", "ax2.grid()\n", "ax1.legend(*ax1.get_legend_handles_labels(), loc='lower right')\n", "ax2.legend(*ax2.get_legend_handles_labels(), loc='lower right')\n", "ax1.set_xlabel('Frequency [GHz]')\n", "ax2.set_xlabel('Frequency [GHz]')\n", "ax1.set_ylabel('Total attenuation [dB]')\n", "ax2.set_ylabel('Opacity')\n", "plt.suptitle(\n", " 'Total attenuation for standard conditions, according to ITU-R P.676 (10), annex 1 vs. 2',\n", " fontsize=16\n", " )\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 1 }